{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "authorship_tag": "ABX9TyPkndYg+Y37gKhq2Qt2toTX",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/btm1989/FredEmploymentStudy/blob/main/Hyp7Web.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Hypothesis 7:** \"The growth rate of employment in the service sector (USSERV) is higher than in the goods-producing sector (USGOOD) over the last two decades.\"\n",
        "\n",
        "**Rationale:** The U.S. economy has been shifting towards a service-oriented economy, with a decline in manufacturing and growth in services."
      ],
      "metadata": {
        "id": "YRKixC4Lfk2O"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "**FETCHING DATA:**"
      ],
      "metadata": {
        "id": "e_VdrO1dgWL8"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from google.cloud import bigquery\n",
        "client = bigquery.Client(project='fred-employment-initial-test')\n",
        "\n",
        "# Your query string\n",
        "query = \"\"\"\n",
        "SELECT *\n",
        "FROM `fred-employment-initial-test.fred_data.fred_data_withnotes`\n",
        "WHERE series_id IN ('USSERV' , 'USGOOD')\n",
        "\"\"\"\n",
        "\n",
        "# Run the query\n",
        "query_job = client.query(query)\n",
        "\n",
        "# Convert the query results to a pandas DataFrame\n",
        "data = query_job.to_dataframe()\n",
        "\n",
        "# Display the first few rows\n",
        "print(data.head())"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Zax6JLodf5tO",
        "outputId": "441a5b95-66eb-4dbd-b14a-0a803fa46114"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "                       date series_id    value  \\\n",
            "0 1939-01-01 00:00:00+00:00    USGOOD  11098.0   \n",
            "1 1939-02-01 00:00:00+00:00    USGOOD  11221.0   \n",
            "2 1939-03-01 00:00:00+00:00    USGOOD  11383.0   \n",
            "3 1939-04-01 00:00:00+00:00    USGOOD  11182.0   \n",
            "4 1939-05-01 00:00:00+00:00    USGOOD  11298.0   \n",
            "\n",
            "                            title                 units frequency  \\\n",
            "0  All Employees, Goods-Producing  Thousands of Persons   Monthly   \n",
            "1  All Employees, Goods-Producing  Thousands of Persons   Monthly   \n",
            "2  All Employees, Goods-Producing  Thousands of Persons   Monthly   \n",
            "3  All Employees, Goods-Producing  Thousands of Persons   Monthly   \n",
            "4  All Employees, Goods-Producing  Thousands of Persons   Monthly   \n",
            "\n",
            "   seasonal_adjustment            last_updated  \\\n",
            "0  Seasonally Adjusted  2024-08-02 07:48:08-05   \n",
            "1  Seasonally Adjusted  2024-08-02 07:48:08-05   \n",
            "2  Seasonally Adjusted  2024-08-02 07:48:08-05   \n",
            "3  Seasonally Adjusted  2024-08-02 07:48:08-05   \n",
            "4  Seasonally Adjusted  2024-08-02 07:48:08-05   \n",
            "\n",
            "                                               notes  \n",
            "0  The series comes from the 'Current Employment ...  \n",
            "1  The series comes from the 'Current Employment ...  \n",
            "2  The series comes from the 'Current Employment ...  \n",
            "3  The series comes from the 'Current Employment ...  \n",
            "4  The series comes from the 'Current Employment ...  \n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**CALCULATING THE GROWTH RATES:**"
      ],
      "metadata": {
        "id": "LD0VZJKfgail"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Filter data for each series\n",
        "service_data = data[data['series_id'] == 'USSERV'].copy()\n",
        "goods_data = data[data['series_id'] == 'USGOOD'].copy()\n",
        "\n",
        "# Calculate the monthly growth rate (using the percentage change method)\n",
        "service_data['growth_rate'] = service_data['value'].pct_change()\n",
        "goods_data['growth_rate'] = goods_data['value'].pct_change()\n",
        "\n",
        "# Drop NaN values that result from pct_change()\n",
        "service_data = service_data.dropna(subset=['growth_rate'])\n",
        "goods_data = goods_data.dropna(subset=['growth_rate'])\n",
        "\n",
        "# Display the first few rows to verify\n",
        "print(service_data.head())\n",
        "print(goods_data.head())"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "WVvlxTQhge2e",
        "outputId": "3322f973-011a-40ae-a1bb-f468db5d031b"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "                          date series_id  value  \\\n",
            "1843 1939-02-01 00:00:00+00:00    USSERV  544.0   \n",
            "1844 1939-03-01 00:00:00+00:00    USSERV  546.0   \n",
            "1845 1939-04-01 00:00:00+00:00    USSERV  546.0   \n",
            "1846 1939-05-01 00:00:00+00:00    USSERV  550.0   \n",
            "1847 1939-06-01 00:00:00+00:00    USSERV  553.0   \n",
            "\n",
            "                              title                 units frequency  \\\n",
            "1843  All Employees, Other Services  Thousands of Persons   Monthly   \n",
            "1844  All Employees, Other Services  Thousands of Persons   Monthly   \n",
            "1845  All Employees, Other Services  Thousands of Persons   Monthly   \n",
            "1846  All Employees, Other Services  Thousands of Persons   Monthly   \n",
            "1847  All Employees, Other Services  Thousands of Persons   Monthly   \n",
            "\n",
            "      seasonal_adjustment            last_updated  \\\n",
            "1843  Seasonally Adjusted  2024-08-02 07:47:04-05   \n",
            "1844  Seasonally Adjusted  2024-08-02 07:47:04-05   \n",
            "1845  Seasonally Adjusted  2024-08-02 07:47:04-05   \n",
            "1846  Seasonally Adjusted  2024-08-02 07:47:04-05   \n",
            "1847  Seasonally Adjusted  2024-08-02 07:47:04-05   \n",
            "\n",
            "                                                  notes  growth_rate  \n",
            "1843  The series comes from the 'Current Employment ...     0.001842  \n",
            "1844  The series comes from the 'Current Employment ...     0.003676  \n",
            "1845  The series comes from the 'Current Employment ...     0.000000  \n",
            "1846  The series comes from the 'Current Employment ...     0.007326  \n",
            "1847  The series comes from the 'Current Employment ...     0.005455  \n",
            "                       date series_id    value  \\\n",
            "1 1939-02-01 00:00:00+00:00    USGOOD  11221.0   \n",
            "2 1939-03-01 00:00:00+00:00    USGOOD  11383.0   \n",
            "3 1939-04-01 00:00:00+00:00    USGOOD  11182.0   \n",
            "4 1939-05-01 00:00:00+00:00    USGOOD  11298.0   \n",
            "5 1939-06-01 00:00:00+00:00    USGOOD  11447.0   \n",
            "\n",
            "                            title                 units frequency  \\\n",
            "1  All Employees, Goods-Producing  Thousands of Persons   Monthly   \n",
            "2  All Employees, Goods-Producing  Thousands of Persons   Monthly   \n",
            "3  All Employees, Goods-Producing  Thousands of Persons   Monthly   \n",
            "4  All Employees, Goods-Producing  Thousands of Persons   Monthly   \n",
            "5  All Employees, Goods-Producing  Thousands of Persons   Monthly   \n",
            "\n",
            "   seasonal_adjustment            last_updated  \\\n",
            "1  Seasonally Adjusted  2024-08-02 07:48:08-05   \n",
            "2  Seasonally Adjusted  2024-08-02 07:48:08-05   \n",
            "3  Seasonally Adjusted  2024-08-02 07:48:08-05   \n",
            "4  Seasonally Adjusted  2024-08-02 07:48:08-05   \n",
            "5  Seasonally Adjusted  2024-08-02 07:48:08-05   \n",
            "\n",
            "                                               notes  growth_rate  \n",
            "1  The series comes from the 'Current Employment ...     0.011083  \n",
            "2  The series comes from the 'Current Employment ...     0.014437  \n",
            "3  The series comes from the 'Current Employment ...    -0.017658  \n",
            "4  The series comes from the 'Current Employment ...     0.010374  \n",
            "5  The series comes from the 'Current Employment ...     0.013188  \n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-4-11b1e04d01b3>:6: FutureWarning: The default fill_method='pad' in Series.pct_change is deprecated and will be removed in a future version. Either fill in any non-leading NA values prior to calling pct_change or specify 'fill_method=None' to not fill NA values.\n",
            "  service_data['growth_rate'] = service_data['value'].pct_change()\n",
            "<ipython-input-4-11b1e04d01b3>:7: FutureWarning: The default fill_method='pad' in Series.pct_change is deprecated and will be removed in a future version. Either fill in any non-leading NA values prior to calling pct_change or specify 'fill_method=None' to not fill NA values.\n",
            "  goods_data['growth_rate'] = goods_data['value'].pct_change()\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**VISUALIZING THE GROWTH RATES:**"
      ],
      "metadata": {
        "id": "mwaXkXy-giNe"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import matplotlib.pyplot as plt\n",
        "\n",
        "# Create a figure and axis\n",
        "fig, ax1 = plt.subplots(figsize=(10, 6))\n",
        "\n",
        "# Plot the service sector growth rate on the left y-axis\n",
        "ax1.set_xlabel('Date')\n",
        "ax1.set_ylabel('Service Sector Growth Rate (%)', color='tab:blue')\n",
        "ax1.plot(service_data['date'], service_data['growth_rate'] * 100, color='tab:blue', label='Service Sector Growth Rate')\n",
        "ax1.tick_params(axis='y', labelcolor='tab:blue')\n",
        "\n",
        "# Create a second y-axis for the goods-producing sector growth rate\n",
        "ax2 = ax1.twinx()\n",
        "ax2.set_ylabel('Goods-Producing Sector Growth Rate (%)', color='tab:orange')\n",
        "ax2.plot(goods_data['date'], goods_data['growth_rate'] * 100, color='tab:orange', label='Goods-Producing Sector Growth Rate')\n",
        "ax2.tick_params(axis='y', labelcolor='tab:orange')\n",
        "\n",
        "# Synchronize the y-axes and set appropriate limits\n",
        "ax1.set_ylim([-12, 12])  # You can adjust the range based on your data\n",
        "ax2.set_ylim([-12, 12])\n",
        "\n",
        "# Add a title and show the plot\n",
        "plt.title('Synchronized Growth Rates of Service Sector vs. Goods-Producing Sector (in %)')\n",
        "fig.tight_layout()\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 607
        },
        "id": "y1r1smRTgkcv",
        "outputId": "1f3817ae-6d01-4a6c-ee61-dfae40e46922"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 2 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Observations:**\n",
        "* Volatility: The goods-producing sector appears to be more volatile than the service sector, especially in the earlier periods (around the 1930s to 1950s). The growth rates of the goods-producing sector exhibit larger fluctuations, with significant dips and spikes, compared to the more stable service sector.\n",
        "\n",
        "* Long-term Trend: Over time, the growth rates for both sectors have stabilized, with fewer extreme fluctuations. This stabilization might indicate a maturing economy where the service sector is growing more steadily, while the goods-producing sector is experiencing less dramatic changes.\n",
        "\n",
        "* Recent Years: In recent years, particularly around 2020 (likely related to the COVID-19 pandemic), both sectors show significant spikes and dips, but the goods-producing sector exhibits a more pronounced response compared to the service sector.\n",
        "\n",
        "* Growth Rates: Both sectors generally hover around the 0% growth rate for much of the period after the 1970s, indicating periods of slow growth or minimal change in employment levels.\n",
        "\n",
        "**Implications:**\n",
        "* Hypothesis Testing: This graph suggests that the service sector has had more stable growth compared to the goods-producing sector, which aligns with the hypothesis that the service sector's growth rate has been higher and more consistent over time.\n",
        "* Economic Shifts: The greater stability in the service sector's growth rates over time may reflect the broader economic shift towards a service-oriented economy, with less reliance on goods production, which tends to be more sensitive to economic cycles and external shocks."
      ],
      "metadata": {
        "id": "NRBa7N0r3y1j"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "**CALCULATING MEAN GROWTH RATES:**"
      ],
      "metadata": {
        "id": "9TO5OaKi4UKc"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Calculate the mean growth rates for both sectors\n",
        "mean_service_sector_growth = service_data['growth_rate'].mean()\n",
        "mean_goods_sector_growth = goods_data['growth_rate'].mean()\n",
        "\n",
        "# Display the results\n",
        "print(f\"Mean Service Sector Growth Rate: {mean_service_sector_growth * 100:.4f}%\")\n",
        "print(f\"Mean Goods-Producing Sector Growth Rate: {mean_goods_sector_growth * 100:.4f}%\")\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "EYMYg3M44AUJ",
        "outputId": "f18493ad-88f0-48d5-ff96-1a1d46c7ae14"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mean Service Sector Growth Rate: 0.1320%\n",
            "Mean Goods-Producing Sector Growth Rate: 0.0389%\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Mean Service Sector Growth Rate: 13.1980%\n",
        "Mean Goods-Producting Sector Growth Rate: 3.8949%\n",
        "\n",
        "\n",
        "This suggests that over the entire period, the service sector has been growing at a faster pace than the goods-producing sector, which aligns with the hypothesis that the U.S. economy has been shifting towards a service-oriented economy."
      ],
      "metadata": {
        "id": "fyqosKmv40zb"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "**PERFORMING PAIRED T-TEST:**"
      ],
      "metadata": {
        "id": "UmTy4g_Y4aYl"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from scipy import stats\n",
        "\n",
        "# Perform a paired t-test using the growth_rate columns from the respective datasets\n",
        "t_stat, p_value = stats.ttest_rel(service_data['growth_rate'], goods_data['growth_rate'])\n",
        "\n",
        "# Display the t-statistic and p-value\n",
        "print(f\"T-statistic: {t_stat}\")\n",
        "print(f\"P-value: {p_value}\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Ez9SUWam4ehe",
        "outputId": "f0170992-9979-4b5b-ab17-54309be6c873"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "T-statistic: 6.264816058634669\n",
            "P-value: 4.6363375637915876e-10\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "The very low p-value indicates that the difference in growth rates between the service sector and the goods-producing sector is statistically significant. This strongly supports the hypothesis that the service sector has been growing at a faster rate than the goods-producing sector over the observed period.\n",
        "\n",
        "This result aligns with the broader economic trend of the U.S. economy shifting toward a more service-oriented structure."
      ],
      "metadata": {
        "id": "Th64Crff47Bd"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "PERFORMING CORRELATION ANALYSIS:"
      ],
      "metadata": {
        "id": "gtrQgSYG4jNN"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import pandas as pd\n",
        "\n",
        "# Drop NaN values in both series\n",
        "cleaned_service_sector_growth = service_data['growth_rate'].dropna()\n",
        "cleaned_goods_sector_growth = goods_data['growth_rate'].dropna()\n",
        "\n",
        "# Align the data by index to ensure both series have the same length\n",
        "aligned_growth = pd.concat([cleaned_service_sector_growth, cleaned_goods_sector_growth], axis=1).dropna()\n",
        "\n",
        "# Recalculate the correlation\n",
        "correlation = aligned_growth.iloc[:, 0].corr(aligned_growth.iloc[:, 1])\n",
        "\n",
        "# Display the correlation coefficient\n",
        "print(f\"Correlation Coefficient: {correlation}\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "1HIKytfs5sD8",
        "outputId": "1a366525-a86a-4f5c-eb2f-571366b633af"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Correlation Coefficient: nan\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Check for remaining NaN values\n",
        "print(f\"Remaining NaN in service sector growth: {cleaned_service_sector_growth.isna().sum()}\")\n",
        "print(f\"Remaining NaN in goods sector growth: {cleaned_goods_sector_growth.isna().sum()}\")\n",
        "\n",
        "# Check if any series is constant\n",
        "print(f\"Is service sector growth constant? {cleaned_service_sector_growth.nunique() == 1}\")\n",
        "print(f\"Is goods sector growth constant? {cleaned_goods_sector_growth.nunique() == 1}\")\n",
        "\n",
        "# Get summary statistics\n",
        "print(\"Service Sector Growth Summary:\")\n",
        "print(cleaned_service_sector_growth.describe())\n",
        "\n",
        "print(\"\\nGoods Sector Growth Summary:\")\n",
        "print(cleaned_goods_sector_growth.describe())"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Jq5vEwkZ5cmm",
        "outputId": "ca595ee9-f5a6-4621-b837-22803639ca6d"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Remaining NaN in service sector growth: 0\n",
            "Remaining NaN in goods sector growth: 0\n",
            "Is service sector growth constant? False\n",
            "Is goods sector growth constant? False\n",
            "Service Sector Growth Summary:\n",
            "count    1841.000000\n",
            "mean        0.001320\n",
            "std         0.006217\n",
            "min        -0.228454\n",
            "25%         0.000000\n",
            "50%         0.000000\n",
            "75%         0.002717\n",
            "max         0.074066\n",
            "Name: growth_rate, dtype: float64\n",
            "\n",
            "Goods Sector Growth Summary:\n",
            "count    1841.000000\n",
            "mean        0.000389\n",
            "std         0.006492\n",
            "min        -0.113546\n",
            "25%         0.000000\n",
            "50%         0.000000\n",
            "75%         0.001534\n",
            "max         0.049553\n",
            "Name: growth_rate, dtype: float64\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "The summary statistics and checks you ran indicate that:\n",
        "\n",
        "* No missing values remain in either of the datasets.\n",
        "* Neither of the growth rates is constant, meaning they both have variation.\n",
        "* The data shows some extreme values (especially in the minimum and maximum), which could impact correlation.\n",
        "\n",
        "Given that there’s no apparent issue with missing data or constant values, the NaN result in the correlation might be due to how extreme values are affecting the calculation, or there could still be some data inconsistencies."
      ],
      "metadata": {
        "id": "No7sJCe25urT"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Standardize the data to have a mean of 0 and standard deviation of 1\n",
        "standardized_service_sector_growth = (cleaned_service_sector_growth - cleaned_service_sector_growth.mean()) / cleaned_service_sector_growth.std()\n",
        "standardized_goods_sector_growth = (cleaned_goods_sector_growth - cleaned_goods_sector_growth.mean()) / cleaned_goods_sector_growth.std()\n",
        "\n",
        "# Perform correlation analysis again\n",
        "correlation = standardized_service_sector_growth.corr(standardized_goods_sector_growth)\n",
        "print(f\"Correlation Coefficient: {correlation}\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "3Xq7yEpm4mQy",
        "outputId": "abd6ab53-86e9-4625-81b3-d728e3218afd"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Correlation Coefficient: nan\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**SCATTER PLOT:**"
      ],
      "metadata": {
        "id": "hhyguBnh6EpI"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(10, 6))\n",
        "plt.scatter(cleaned_service_sector_growth, cleaned_goods_sector_growth, alpha=0.5)\n",
        "plt.title('Scatter Plot of Service Sector Growth vs. Goods-Producing Sector Growth')\n",
        "plt.xlabel('Service Sector Growth')\n",
        "plt.ylabel('Goods-Producing Sector Growth')\n",
        "plt.xlim([-0.05, 0.05])  # Adjust these limits based on the data\n",
        "plt.ylim([-0.05, 0.05])\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 564
        },
        "id": "qgu7raK86Gh-",
        "outputId": "fdf882ec-3529-4d38-a9bf-af5c88054e01"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "The scatter plot reveals that most of the data points are clustered near zero, but there are significant outliers in both the service sector and goods-producing sector growth rates. These outliers could be the reason why the correlation calculation is resulting in a NaN value.\n",
        "\n",
        "To address this, you can try removing or adjusting these extreme outliers and then recalculating the correlation."
      ],
      "metadata": {
        "id": "81TAMR-96VFs"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Define thresholds for outlier removal (e.g., 3 standard deviations)\n",
        "threshold_service = 3 * cleaned_service_sector_growth.std()\n",
        "threshold_goods = 3 * cleaned_goods_sector_growth.std()\n",
        "\n",
        "# Remove outliers\n",
        "filtered_service_growth = cleaned_service_sector_growth[\n",
        "    (cleaned_service_sector_growth > -threshold_service) &\n",
        "    (cleaned_service_sector_growth < threshold_service)\n",
        "].reset_index(drop=True)\n",
        "\n",
        "filtered_goods_growth = cleaned_goods_sector_growth[\n",
        "    (cleaned_goods_sector_growth > -threshold_goods) &\n",
        "    (cleaned_goods_sector_growth < threshold_goods)\n",
        "].reset_index(drop=True)\n",
        "\n",
        "# Ensure both series have the same length\n",
        "min_length = min(len(filtered_service_growth), len(filtered_goods_growth))\n",
        "filtered_service_growth = filtered_service_growth[:min_length]\n",
        "filtered_goods_growth = filtered_goods_growth[:min_length]\n",
        "\n",
        "# Recalculate correlation\n",
        "correlation = filtered_service_growth.corr(filtered_goods_growth)\n",
        "print(f\"Correlation Coefficient after outlier removal: {correlation}\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Qns6Y8bX6V6m",
        "outputId": "5757ae9f-021a-479a-9ad6-905785b03412"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Correlation Coefficient after outlier removal: 0.061020322176405045\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "The correlation coefficient after outlier removal is approximately\n",
        "0.061. This indicates a very weak positive correlation between the growth rates of the service sector and the goods-producing sector, even after accounting for extreme values.\n",
        "\n",
        "This weak correlation suggests that the growth rates of these two sectors are not strongly related, meaning they generally do not move in tandem. This could be reflective of the different economic factors and conditions that affect each sector independently.\n",
        "\n",
        "This result would typically lead to a conclusion that the growth in the service sector does not have a strong or consistent relationship with the growth in the goods-producing sector, supporting the idea that these sectors operate under different dynamics."
      ],
      "metadata": {
        "id": "0pVDiFiT66H2"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "**DASHBOARD:**"
      ],
      "metadata": {
        "id": "qVVSslzjgZCk"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import matplotlib.pyplot as plt\n",
        "import numpy as np\n",
        "from scipy import stats\n",
        "\n",
        "# Sample data for service and goods sector (replace with actual data)\n",
        "dates = service_data['date']  # assuming you've already parsed the date\n",
        "service_growth = service_data['growth_rate'] * 100  # converting to percentage\n",
        "goods_growth = goods_data['growth_rate'] * 100  # converting to percentage\n",
        "\n",
        "# Set up the overall figure size and layout (2x2 grid)\n",
        "fig, axs = plt.subplots(2, 2, figsize=(14, 10), facecolor='black')\n",
        "\n",
        "# Set a dark background for all subplots\n",
        "plt.rcParams['axes.facecolor'] = 'black'\n",
        "plt.rcParams['savefig.facecolor'] = 'black'\n",
        "plt.rcParams['text.color'] = 'white'\n",
        "\n",
        "# 1. Dual Axis Line Plot\n",
        "ax1 = axs[0, 0]\n",
        "ax1.plot(dates, service_growth, label=\"Service Sector Growth Rate\", color=\"#00FFFF\")\n",
        "ax1.plot(dates, goods_growth, label=\"Goods-Producing Sector Growth Rate\", color=\"#FF00FF\")  # Changed to magenta\n",
        "ax1.set_xlabel('Date', color='white')\n",
        "ax1.set_ylabel('Service Sector Growth Rate (%)', color='white')\n",
        "ax1.set_title('Synchronized Growth Rates of Service Sector vs. Goods-Producing Sector (%)', color='white')  # Adjusted title\n",
        "ax1.tick_params(axis='x', colors='white')\n",
        "ax1.tick_params(axis='y', colors='white')\n",
        "ax1.legend(facecolor='black', edgecolor='white')\n",
        "\n",
        "# 2. Bar Chart of Mean Growth Rates\n",
        "mean_service_sector_growth = service_data['growth_rate'].mean() * 100\n",
        "mean_goods_sector_growth = goods_data['growth_rate'].mean() * 100\n",
        "\n",
        "axs[1, 0].bar(['Service Sector', 'Goods-Producing Sector'],\n",
        "              [mean_service_sector_growth, mean_goods_sector_growth],\n",
        "              color=['#00FFFF', '#FF00FF'])\n",
        "axs[1, 0].set_title('Mean Growth Rate of Service vs Goods-Producing Sector', color='white')\n",
        "axs[1, 0].set_ylabel('Mean Growth Rate', color='white')\n",
        "axs[1, 0].tick_params(axis='x', colors='white')\n",
        "axs[1, 0].tick_params(axis='y', colors='white')\n",
        "\n",
        "# Adjust the tick labels\n",
        "if mean_service_sector_growth < 0.5 and mean_goods_sector_growth < 0.5:\n",
        "    axs[1, 0].set_ylim(0, 0.2)  # Adjust Y-limit to zoom in on smaller values\n",
        "else:\n",
        "    axs[1, 0].set_yticklabels([f'{int(y)}%' for y in axs[1, 0].get_yticks()])  # Correct Y-axis to percentages\n",
        "\n",
        "# 3. Box Plot - Adjusted for better clarity\n",
        "axs[0, 1].boxplot([service_growth, goods_growth], patch_artist=True,\n",
        "                  boxprops=dict(facecolor='#00FFFF', color='#FF00FF'),\n",
        "                  whiskerprops=dict(color='#FF00FF'), capprops=dict(color='#FF00FF'),\n",
        "                  medianprops=dict(color='#FF00FF'))\n",
        "\n",
        "# Further adjust the Y-limit for better scaling (zoom in even more)\n",
        "axs[0, 1].set_ylim(-1, 1)  # Narrowing the range to better show the box plot variation\n",
        "axs[0, 1].set_xticklabels(['Service Sector', 'Goods-Producing Sector'], color='white')\n",
        "axs[0, 1].set_title('Distribution of Growth Rates: Service vs Goods-Producing Sector', color='white')\n",
        "axs[0, 1].set_ylabel('Growth Rate', color='white')\n",
        "axs[0, 1].tick_params(axis='y', colors='white')\n",
        "\n",
        "\n",
        "# 4. Scatter Plot (Correlation between Growth Rates)\n",
        "axs[1, 1].scatter(service_growth, goods_growth, alpha=0.5, color='#00FFFF')\n",
        "axs[1, 1].set_title('Scatter Plot: Service vs Goods-Producing Sector Growth (%)', color='white')\n",
        "axs[1, 1].set_xlabel('Service Sector Growth (%)', color='white')\n",
        "axs[1, 1].set_ylabel('Goods-Producing Sector Growth (%)', color='white')\n",
        "axs[1, 1].tick_params(axis='x', colors='white')\n",
        "axs[1, 1].tick_params(axis='y', colors='white')\n",
        "\n",
        "# T-Statistic and P-Value (Neon-styled Box)\n",
        "t_stat, p_value = stats.ttest_rel(service_data['growth_rate'], goods_data['growth_rate'])\n",
        "\n",
        "# Neon-styled box (moved down slightly to avoid overlap)\n",
        "fig.text(0.75, 0.35, f'T-statistic: {t_stat:.4f}\\nP-value: {p_value:.4e}', ha='center', va='center',\n",
        "         fontsize=14, bbox=dict(facecolor='none', edgecolor='#FF00FF', boxstyle='round,pad=1'),\n",
        "         color='white')\n",
        "\n",
        "# Adjust layout to fit everything\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 860
        },
        "id": "fgN7f1FvLG6K",
        "outputId": "0dbeb929-32a9-43a2-e1b9-3b3e8233655e"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1400x1000 with 4 Axes>"
            ],
            "image/png": "iVBORw0KGgoAAAANSUhEUgAABW0AAAPeCAYAAAB3GThSAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjcuMSwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy/bCgiHAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd3xN5x8H8M/NjtgrQYktVhW1qrVVVYuqUnvVnr8qWiu0KFWrFK0So2ZtalWtmLV3kAhCiJEdiQzf3x/XPbkn997kZtzchM/b63m5ec5znvOce8/83uc+RwNAQERERERERERERERZgo21G0BEREREREREREREiRi0JSIiIiIiIiIiIspCGLQlIiIiIiIiIiIiykIYtCUiIiIiIiIiIiLKQhi0JSIiIiIiIiIiIspCGLQlIiIiIiIiIiIiykIYtCUiIiIiIiIiIiLKQhi0JSIiIiIiIiIiIspCGLQlIiIiIiIiIiIiykIYtM2iPD09ISIoUKCAtZuicvDgQRw8eDBTl9mwYUOICBo2bJipy7UWf39/7Nixw9rNyJa++eYb+Pn5IT4+HufPn7d2c1LF3d0dIoIePXpYuyn0BnjdtjfdOdNS3rTzkDVpNBpcvnwZY8eOzbA6T5w4gRkzZmRYfZR1WfpYoC/pNbHuOPH5559nyvK9vLzg7++fKctKKxcXFyxZsgQPHz6EiGDOnDnWbpJF9ejRAyKCmjVrWrsplEqv23VRdiAi8PT0tHYzMoRu33d3d7dI/dw+32xvdNC2SpUq+Ouvv3Dnzh1ER0fj/v372LdvH4YMGWLtplE6lCxZEvPnz8eNGzcQFRWFqKgoXL16FQsWLEDVqlWt3TwAQMWKFeHp6WmRA7uIqFJYWBgOHTqEjz/+OM11durUCcOHD8/AVma85s2bY+bMmTh27Bh69eqV4g3/J598gkOHDiEoKAhRUVHw8/PD+vXr0aJFi0xqcdZgb2+PYcOG4dy5cwgLC0NISAiuXLmC3377DRUqVLDIMp2dneHp6fnGBMBy5cqFsWPH4vTp0wgNDUVMTAzu3LmDdevWpWu/zEr8/f1Vx52goCAcOXIEbdu2tXbTXgvWuF5p2bKlVW6mOnXqhOLFi2PBggVKXtGiRbFz506EhYXh6tWr+OSTTwzm++yzzxAUFITcuXMbTJsxYwYGDx4MV1dXi7adMpbuJliXoqOj8eDBA+zZswdDhw5Fzpw5M2Q5RYoUgaenJ6pVq5Yh9WWkrNw2c4wdOxY9e/bEokWL0LVrV6xatSrZ8hqNBt26dcO+ffvw5MkTxMbGIigoCHv37kXfvn3h4OCQSS1P3sCBAy0SPNF96aBLsbGx8Pf3x7x585AnT5401ZlVtyFeh2ceBwcHDBkyBN7e3ggODsaLFy/w4MEDbNu2DV9++SVsbLJ/SOjgwYOqfefZs2f477//0KtXL2g0Gms3L9tzd3fHsmXL4Ovri+joaDx8+BCHDx/GpEmTLLbMevXqwdPTM83HvteNvImpXr16EhMTIzdv3pRx48ZJnz59ZNKkSbJnzx65deuW1dvn6ekpIiIFChSwelv0k729vdjb22fqMhs2bCgiIg0bNkyxbKtWrSQyMlJCQ0Pl119/lX79+slXX30lP//8s9y+fVsSEhKkRIkSVn8fP//8c5Pr5O/vLzt27Ehz3SIie/fulS5dukjXrl1l3Lhxcv/+fUlISJAPP/wwTXXu2LFD/P39rf6+JZd+/PFHiY+PN2v7HDlypIiIHDx4UEaMGCH9+vWTn376Sc6dOydeXl5WWwdHR0exsbHJ1GVu375d4uLiZOXKlTJw4EAZNmyYLFy4UO7duyc9evSwyDILFCggIiKenp5W324sncqUKSO+vr4SFxcnGzZskKFDh0qvXr1k4sSJcvLkSRER6dq1a6a3y93dXUQkwz5jf39/OXfunHTp0kW6dOkio0aNEl9fXxER6d+/v8XXR3fOtFT9Go1GHB0dRaPRZPpnZa3rlfnz51v0PTWVzp8/L4sXL1bl/fPPP3Lt2jUZMGCArFq1SqKjo8Xd3V2Z7ujoKH5+ftK3b1+Tn19gYKBMnjw509eHKe2pR48eIiIyfvx46dKli/Ts2VO+/fZb2bNnjyQkJIi/v79UrVpVNY+tra04Ojqmajk1a9ZM0/Ew6TWx7nr1888/z7D3ILm22dnZiYODg9U/p+TSiRMnxNvb26yyTk5Osnv3bhEROXr0qIwZM0Z69uwpX3/9tWzbtk3i4uLkjz/+sPo6AZDLly/LwYMHDfJ122zNmjXTVK/uXNa/f3/p0qWL9OvXT9avXy8iYvb7mJptyFqJ1+GZlwoWLCinT58WEZHdu3fL119/rRxL9+/frxxjrdG2jLwXOHjwoNy7d0+5Dh0xYoScO3dORER+/PFHi6+Lbt/XvzbJ6GSt7bNMmTISHBwsDx48kB9++EH69Okj48ePl82bN0t0dLTFlqs7TljyPc1GyeoNsErauXOnBAUFSZ48eQymFSpUyOrtS0/QVndzae11yKhkbtC2dOnSEhERIVevXhU3NzeD6ba2tjJ06FB56623kq0nR44cFl8nSwdt58+fr8rz8PAQEZG///47TXVmh6Dt0qVLJSIiIsVytra2EhoaKnv37jU6PaP2/+ywH7777rsiIvLdd98ZTLOxsZH8+fNbZLmWCtpmxr6bmmRrayuXLl2SiIgIee+994yWad68uXz00UeZ3jZLBG2THrdcXV0lIiJCfHx8kn2PMuKLQEsHba2ZrHW9YomgbUrHxXfeeUdERJo0aaLkOTk5SUJCgnzwwQdKnp+fn/Tr10/5e9y4cXLu3Llkg+q//PJLlj+PMalTcgGwxo0bS1RUlPj7+4uTk1O6lpPaoJazs7PR/MwO2maH5OfnZ/Y17aJFi0REZNiwYUanly1bVgYOHJhsHRl1TkkpWTpom/T+b+3atSIiUqtWrWy/DfE6PHPT7t27JT4+Xj777DOT20fnzp2t0raMDtpevnxZlefs7Cz37t2TiIgIsbOzs+h2khlBW2ulBQsWSGxsrNGOb5a8DrVU0Da91wxWSlZvgFXS9evX5cCBAymWO3TokFy4cMHoNB8fH9mzZ48AiTfAI0eOlL59+4qvr6/ExMTIf//9J++++67BvBUqVJD169fL48eP5fnz5+Lj4yNTpkxRputO2mXKlBEvLy8JCQmR0NBQWbZsmcHFoi5I17lzZ7ly5YrExsZKmzZtBNDeAO3atUvCwsIkIiJC9u/fL3Xq1FHNrzvIvPfeezJr1ix5/PixREZGyubNm6VgwYKqsgcPHlRdpPj7+4sp+gHJokWLytKlS+XRo0cSExMjV65ckV69ehm8L8WKFZMtW7ZIZGSkBAUFyezZs+XDDz80K2i7ePFiERGpXbu22duBl5eXRERESOnSpeXvv/+W8PBw2bJliwDaANDPP/8s9+7dk5iYGPHx8ZGRI0eq5t+0aZOcPXtWlbd9+3YREfn000+VvNq1a4uIyEcffaS836beL13wo379+nLq1CmJjo4WPz8/6datm1nrpNsekuY/fvzYIHjSunVr2blzpzx48EBiYmLE19dXxo8fr/oW7+DBgwZt1b/xdXBwkEmTJsmtW7ckJiZG7t27JzNmzDDo/dGsWTPx9vaWkJAQJZAzderUFNfH1tZWxo8fr+xT/v7+MnXqVFX9xpi6OHV1dRURkYkTJ5r1fpq7fsb2w/bt28uzZ89k2bJlBvXmypVLoqOjZebMmapjSNJ2p3SsSM3+lTR17NhRREQaNGhg1nth7nIcHR3F09NTbty4IdHR0RIYGCibNm2S0qVLK+uZlP5FW+PGjeXIkSMSGRkpISEhsnXrVvHw8FAtQ3eMrFixoqxevVqCg4Pl3LlzRtutu2Hp3r27wTTd8aVVq1YCQHLmzClz5swRf39/iYmJkaCgINm3b59Ur17d7OOKLn355ZciIjJ69OhUzVeqVCnZsGGDPHv2TKKiouTEiRPy8ccfG5QrVKiQ/PHHH/Lo0SOJjo6WCxcuGF3HPHnyiJeXl4SGhkpISIgsX75cqlWrZrC9ubq6yrJlyyQgIEBiYmIkMDBQtm7datbFkqkvm/777z958eKFahsfOXKkDB8+XHx9fSU+Pl6qVatm9ucOQOrXry///fefREdHi6+vr/Tr188gaJtcUDrp9qbbtv/44w/lWHj79m1ZuHChcvNv7MtD3Q1CxYoV5cCBAxIVFSX379+XUaNGGSyzRIkSsm3btjSd28y9XtGlLl26yJkzZ+T58+fy7NkzWbt2rdEvK2vXri1///23BAcHS2RkpFy8eFEJlnh5eRndT3XzmnN+1L3Xpq5PjKVJkyZJTEyM6uYqb968IiJSpUoVJe/s2bMyYsQI5bOLiIhQBXWNpU8//VRERN55551U78tM1kkpBcC+/fZbERH56quvlDxjX+Akd/2h27eT0h07dPt5jRo15PDhwxIVFSVz5sxRpulfE+vq6tChg0ydOlUePnwokZGRsm3bNoN90N/f32iPQv06U2qbl5eXwRcRqd0327RpI5cvX1bO6S1atDDrs0np/GOq7abOJ2+99ZbExcXJrl27zN4+0ntOqVq1qoior9dr1KghImJwbb9r1y45efKk8tklpfvMUnNPZSyZCtoOGjRIRES+/PJLJS9fvnwyc+ZM5cvhsLAw2bVrl7z99tspfg7658batWvL7t27JTQ0VKKiouTQoUMGXzSbc23k7OwsFSpUSLHDEa/DE9Ply5eNnt81Go3cv39f/vrrLyWvY8eOcubMGQkPD5ewsDC5dOmSyS84dKlu3boiIrJw4UKz9ytz9u/UHm8cHBxk9uzZ8vjxYwkPD5dt27ZJsWLFRER9PZaea3BjQVsAsmHDBhERKVKkiMntJDVxEwBSqVIl+ffff+X58+cSEBAg48aNk169ehkc45Kuny4ZO/7nyZNHZs+erax7QECArFixQtmfjG2fujhG0aJFZcuWLRIRESGPHz+WmTNnGvTIzZ8/v6xcuVLCwsKUe4G3337b6DafNO3evVtu375t9vbz0UcfKcfe8PBw2blzp1SqVMmgXHL7lu5YaOocYk58QPde79ixQz788EM5ffq0REdHy/Dhw1O1P2SRZPUGWCXt2bNHwsLCpHLlysmW69Onj4iIQTldDzXdz1p1O9LZs2fl5s2bMmrUKPnmm2/k8ePHcu/ePdUNSNWqVSU0NFSePHkiU6dOlb59+8r06dPl4sWLShndhnr27FnZuHGjDBgwQH7//XcREZk+fbqqLSIiV69elaCgIJkwYYIMHDhQqlWrJpUqVZKIiAh58OCBjBs3TkaPHi1+fn4SHR2tCmzqLjDOnj0r+/fvl8GDB8vMmTMlLi5O1q1bp1pW0gvUNm3aKD9D0KUzZ85IfHy8coNVuHBhuXfvnty9e1fGjx8v/fv3l61bt4qIqHYaJycn8fHxkefPn8v06dNl2LBhcvr0ablw4YKIpHxje//+fbl582aqtgMvLy+Jjo6WW7duiZeXl/Tr10/5TPfv3y8JCQny+++/y6BBg2Tbtm0iIjJ79mxl/hEjRkh8fLzkypVLyXv27JnEx8fLTz/9pOSNHDlSKVeqVCmZO3euiIhMmTJFed8KFy4sgPbgcv36dXn48KFMmTJFBg0aJGfOnJGEhASjB7ykSXcy0s/LnTu3xMXFyYkTJ1T5mzdvlnXr1snIkSOlf//+yk+w9NverFkzOXfunDx+/Fhpq+7kptFoZM+ePRIZGSmzZ8+Wvn37yi+//CKxsbFK8BvQntx0X2IMHTpU+RnUoUOHzPqMREQ2bNggAwcOlOXLl4uIyObNm5UyXbp0kcOHD0t0dLTSxlKlShmtT6PRSFRUlJw+fVry5cuX7LLNXb/k9sM//vhDgoODDXp+dOvWTUQSb0aNnYzNOVaYu38ZS7qLud9++01sbW2TLWvucmxsbOSff/4REZE1a9bIoEGDZMyYMbJ//35p3bq15MiRQ/r37y8iIps2bVI+L91PXJs2bSqxsbHi4+Mj33zzjUyYMEEeP34sz549U10I6Y6RV65ckS1btsiAAQOS7YHj6+srO3fuNMhfunSpPHv2TDlG//nnnxITEyM///yz9O7dW0aNGiXbtm1LUy+E1atXi4hI0aJFzZ6ncOHC8vDhQwkLC5MffvhBRowYIefPn5f4+Hhp27atUs7JyUmuXr0qL168kFmzZsmQIUPk8OHDImLYS+nQoUMSHx8vCxYskMGDB8v+/fuV46r+9nb06FEJCQmR77//Xnr37i3ffvut/PvvvykGw3THraRBWzs7O3n48KEEBgaqtvErV66Ir6+vjB49WoYPHy7Fixc3+3OvUqWKREVFyZ07d2TMmDEybtw4efjwobI+unKpCdoWKVJE7t+/r+zn/fr1k8mTJ8vVq1eV3q2mgrb379+Xu3fvypw5c2TAgAHKTw31e0/nyJFDfH19JSoqSqZNmybDhg2TkydPyvnz5806t5l7vQJAxo4dKwkJCbJ27VoZMGCA8j7evn1b1VO3WbNmykWup6en9O/fX+bOnSv79u1Tjg179+4VEVGd33Xzm3N+TO64aKr9+/btkzNnzhjk37p1S9asWSMlS5aUzp07S0JCghJU+PPPP2XDhg0pvjdFixYVEZHBgwenel9msk5KKWiru+nX//yTBm1Tuv4oXLiwjB8/XkREFi9ebHANcfDgQQkMDJSgoCCZN2+e9O3bV1q3bq1MMxa0vXjxoly4cEFGjBgh06ZNU25G9Xv3mBO0TaltxoK2qdk3z58/r9wjDBs2THx9fSUyMjLFX9mYc/4pXLiwdOnSRR4/fqwaOsfUL2L69u0rIpKqc216zykajUaCg4OVoB0AGT58uMTHx6uu7TUajYSGhirXxm3atJF79+7JtWvXlPVq1qyZaps1557KWDIVtP3pp59ERFRB9Zo1a8qtW7dk2rRp0rdvXxk/frwEBARISEiIEqBKaRtq3LixxMTEyLFjx+R///ufDB8+XC5cuCAxMTGqXr3mXBvptv+Uek7yOjwxjR8/XuLj48XV1VWV/8EHH4hIYq/9Zs2aiYjIP//8IwMHDpSBAwfKL7/8IuvXr0+2/qlTp4qImPy1V1r379Qeb1auXCkiIn/++acMGjRINm7cqFy36W8v6bkGNxW0PXPmjMTFxSmd3kxtJ+bGTVxdXSUoKEiePXsmEydOlJEjR8qNGzeU9UlL0NbFxUUuXbokcXFx8ttvv0n//v1l3LhxcurUKeWayVTQ9vnz53L58mX5448/pH///vLXX3+JiMiAAQNU+9GxY8ckLi5OfvnlFxk0aJDs3btXuQ5NKWi7ePFiiYuLk8aNG6f4OXTt2lUSEhJk165dMnjwYBk1apTcvn1bgoODVe9NSvtW1apVlfuo4cOHG5xDzIkP6N7rmzdvyrNnz2TatGnSr18/s4bczILJ6g2wSmrWrJnExcVJXFycHDt2TKZPny7Nmzc36DqfO3duef78ucFYKHPnzpWIiAhlw9HtSE+ePJG8efMq5XQ9O3S9uADtDXRYWJgUL17cZPt0J+2kYzdt2rRJnjx5osoTEYmPj5eKFSuq8jdv3iwxMTGq4JWbm5uEhYWpgmW6CwzdzZouzZo1S+Li4iR37txKXtIL1KSpffv2IqIeG2fJkiXy4MEDg4vANWvWSEhIiHIRO2zYMBERad++vVLG2dlZbt68KSLJ39jmypXL6I4KaL+5KlCggJL0L5p1O/y0adNU87Ru3VpERMaOHavK37BhgyQkJEjp0qUFSOzBp7tBr1KlioiIrF+/XhUg3bp1q+pb+5SGRxARef/995W8ggULqr4NTi6JiCxZskQKFCggBQsWlBo1asiuXbtERAy+/TT284BFixZJZGSk6psqU8MjdOnSReLj46V+/fqq/H79+omISL169QTQXgSLpH64D903gL///rsqX3fx2qhRI9Vnac7wCIC2N5eISEREhPz999/y3XffGf0W19z1S24/bN68ucExAND+5NnX11f529jJ2Jxjhbn7l6mk60n98OFDWb16tQwcONDo8sxdTs+ePUVElF5wxlJywyOcO3dOHj16pLqQr1q1qsTHx8vy5cuVPN0xcvXq1WZ95lOnTpUXL16ojs/29vYSHBysOs6GhIQY7amelnT27FkJDg42yM+RI4fqmKT/pc/s2bNFRFTbnIuLi/j5+cnt27eVn3/rjpf6F7J2dnZy7NgxCQ8Pl5w5cwqQeCz75ptvlHI2NjbKBbhue8uTJ4/RY4S5yd/fX/bs2aOsU9WqVWXNmjUiIjJv3jzVNh4aGmrQ48jcz33z5s3y/Plz1Tbq4eEhcXFxIpK2oO3y5cslPj4+2Z+zmgraiqjHJLa3t5fAwEBV75j//e9/IiJKoAfQ9ka/du1aiuc2wPzrlRIlSkhcXJzBcCeVK1eW2NhYJd/Gxkb8/PzE39/f6JALumRqeARzz4+699rYcdFUunfvnuq906XGjRvLs2fPREd3Q1ivXj2Jiooye6z6mJgY+fXXX9O9bzNlTjLnp+YhISGq66ukQVtzrj+S+/m4bj/XH45Df5qxoG1AQIByDAYSr42HDh2q5JkTtE2pbUmDtqndN2NiYlR5up6nKX2xYe75R7ee5gyPMGvWLBERVS9RQHtM1T9f6l+DZMQ5ZceOHUoPWgCyceNG2bhxo8TFxSkBUt2wLfo9clMaHsGceypjSbf9litXTgoUKCAlSpSQnj17SlRUlAQFBal+beng4GAwJIy7u7tER0er7sOS24Zu3Lghu3fvVuU5OTmJn5+favgCc66NzA3aArwO16Vy5coZ3ecWLFgg4eHhyrxz5syR0NDQVI9numnTJhERg+3O0dFRtV/pXwuk9voypeON7l5uwYIFqnJ//vmnwfaSnmvwgwcPyrVr15R1qlChgtJJatu2bSluJ+bGTXTX6fpfahQsWFBCQkJEJG1BW93+oN85I2kyFbQVMRyT+OzZs3L69Gnl788++0xE1EF3jUajdDRIKWhbqVIliYqKEhGRc+fOyZw5c6R169YGv/52cXGR4OBg+e2331T5hQsXlpCQEFW+OfuWqeERUhMf0MVV0vpcnyyUrN4Aq6V3331XNm3aJJGRkaITFBSkOikD2nGE7ty5o/xtY2MjDx8+lFWrVil5uh0p6QFJ97M+3YVawYIFRUSUn1aZSrqTdtKhFUaMGCEiorrJFxH5999/VeVsbGwkMjLS6Le6ixYtUn2DrLvA0A+WApC2bduKiKge8pBc0LZixYqq4QV0KTg4WBYvXqw6ORQoUED1EyJA25vowYMHBvV+8803IpL8ja2ut8XKlSsNpum+RdLRD0roDnZJDxi6b5T0LzwBSJ06dVQnVxsbGwkPD1eCvgMHDpR79+5Jq1at5MWLF8rB7OnTpzJ37lylnpSCtleuXDHIv3DhgmzatCnF7dqYFy9eyPTp05Md7y9nzpxSoEAB6dy5s4ioL5xNBW23bt0qly9fNvhsy5YtKyKJJ3LdZ927d+9UPchH99PHpD+R1v20Sj+InZqgLaD96fqRI0ckPj5eeZ/Onj2rWpa562dqPwS0P994/PixatvMmzevvHjxQjU8RNKTsbnHCnP3L1PJwcFBxo4dqwSQdNatW6e6iDN3OTt27JDHjx8n23PXVNDWzc1NRAx/TQBof5rz+PFj5W/dMdKcXqBA4gm+d+/eSl6rVq1ERKR58+aq/e+///5TeqmkJ926dUvu3btnkD9nzhzVe61/Q+vj46O6gdSlMWPGiEjirz727NkjgYGBBvuTbsgL3c3J4sWLJTY2VlxcXFTldEEE3fbm4OAgMTExsmPHDlVg29xk7OeicXFxsmLFCuWmQ7eNL126NE2fu42NjURFRcmaNWsMyu3cuVNEUh+01fWgSnreSppMBW3Dw8MNyib9km7v3r0SEBBgUE4XzDXnG39zrldGjBghCQkJUqZMGYP99OrVq0oQQXcDn1IPIFNBW3PPj7r32thx0VSKiooyuAjXJRcXF6ldu7byM3ONRiOnT5+W77//XgDIgAED5Pr16+Lj42Py4XcPHz5MsWcSU9ZJ5gRtAwICVL+yShq0Nef6I6WgbXR0tNFxUk0FbY0N/fTgwQNVcMwSQdvU7pvGfn0SGhoqs2bNSvZzMff8o1tPc4K2S5YsERFRBZEBba9WffrXeek9pwCQ0aNHS2xsrNIJ59GjR9K7d285ffq08jPdoUOHSkJCgioAnFLQ1px7KmPJ1E+CL168KDVq1DA5n+45BAUKFJALFy6oOrGY2oZ0wehu3boZnDN+//13iY6OVj7jjLw20iVeh2vTuXPn5MiRI6rP8tGjR6pOCZ6enqovEsxNul++JQ326r7M0tHvoZqa60tzjje6e7ny5curyul+tax/L5Ce7czYcH4JCQmyY8cO1Zd2xraT1MRNfHx85Pjx4wblFixYICJpC9pevnxZzp8/n+z6JRe0Tfql1dy5c+XZs2fK37/99psqLqFLumCuOeNdlytXTlauXCnBwcHK+xseHq4ankh3nGvUqJHB/rBnzx7lXG3uvmUqaJua+IC/v7/4+fmlenvKaskGb7AzZ87g888/R758+VCrVi1MmzYNuXLlwsaNG1GxYkWl3MqVK+Hu7o4PPvgAANCsWTO4ublh1apVBnXeu3dP9XdoaCgAIF++fACA0qVLAwCuXLliVhuT1hcSEqKqT8ff31/1d6FCheDi4oIbN24Y1Hn9+nXY2tqiePHiaVqWMbly5cLmzZvx4MEDdO/eXdWOfPnyoX///nj69KkqLV++HABQuHBhAIC7uzt8fX0N6ja2DklFREQAAHLmzGkwrX///mjWrBm6dOlidN64uDjcv39flefu7o7AwEBERkaq8q9fv65MB4CXL1/ixIkTyrbxwQcfwNvbG0ePHoWtrS3q1q2LSpUqoUCBAvD29k5xPXSSfhaA9vMw57MAgK1bt6JZs2b4+OOP4enpCRFBjhw5ICKqcpUqVcLmzZsRGhqKiIgIPH36FKtXrwYA5MmTJ8XllCtXDlWqVDH4bG/dugUg8bNdv349jh49iqVLlyIoKAhr167FF198AY1Gk2z97u7uSEhIMNgugoKCEBISonwOabFu3To0aNAA+fLlQ/PmzbF69WrUqFEDO3bsgKOjY6rWTyfpfggACQkJ2LRpE9q0aQMHBwcAQLt27eDg4ID169ebbJ85x4rU7F+mxMbGYtq0aahUqRKKFCmCL7/8EidOnEDHjh2xYMGCVC+nTJkyuHHjBhISEpJdrjG6z9PUcatQoULIkSOHKt/Ye27MpUuXcP36dXTs2FHJ69ixI548eYIDBw4oeaNHj0aVKlUQEBCAU6dOwdPTE6VKlUr1ugDa45KxY9LChQvRrFkzNGvWDI8ePVJNc3d3N7n+uum6/2/dumWwTxsr9/DhQ0RFRanKJV1GbGwsxowZg5YtWyIoKAiHDx/GqFGj4OrqqpTJnTs3XF1dlZT0eHTy5Ek0a9YMTZs2Rb169VCwYEH06NEDMTExqnJJPzNzP3fd/7r9L7n1MVehQoWQJ08es8/JSSU9dwCGx2p3d3f4+fkZlDN2vjPFnOuVcuXKwcbGBr6+vgb7aaVKlVT7KGD+dUhS5p4fdczdR3VMnReioqLw33//Ke95r1694ObmhunTp6Np06aYOXMmvv32W4wePRqzZs1Co0aNjNaddJ+h7C1nzpzKNaAxab3+0PfgwQPExcWZXd7YMcrX1xclS5Y0u460SO2+mdZrTXPPP6lh6jr+2LFjyvly7969RudN6zkFALy9vWFvb4969eqhfPnycHV1hbe3N44cOaK6tr927ZpyX2SO9NxTAdrrxGbNmqFTp044ceIEChcujOjoaFUZjUaDESNG4ObNm3jx4gWePXuGp0+folq1amZfwwPa+9yk54y+ffvCyclJqScjr410eB2utX79etSvXx9FixYFADRq1Aiurq6qti1cuBA3b97Enj17EBAQgKVLl6JFixbJ1guY3q82bdqk7FcXL15UTUvN9aU5xxvdvVzS6yBj+2dK25mLi4vqOrRgwYKq+f39/ZXr0Pr168PNzQ2ffvopnj17ZlBOX2riJrr3J6m0XocC2uuytF6TRUdH4+nTp6q8kJAQ5M+fX/lbdy+Q9BiSmuvQW7duoXv37ihYsCCqVq2K7777DvHx8ViyZAmaNm0KIPGYcvDgQYP9oUWLFsq+kNp4WFKpjQ+k9jo0K7KzdgOygri4OJw5cwZnzpzBzZs3sXz5cnzxxRf4/vvvAQB79+7Fo0eP0LVrV3h7e6Nr1654+PAh9u/fb1CXqUBFai4O01Jf0p3QkssyZvny5ShatChq166tuni2sdF+L7Bq1SqsWLHC6LyXLl1KQ2vVwsPDERgYiCpVqhhM+++//wCYvoh88eJFum7ijh49inHjxsHR0REffPABpk6dirCwMFy5cgUffPABgoKCACBVQdv0bkf379/Hv//+CwDYvXs3nj59il9//RUHDx7Eli1bAGiDsocPH0Z4eDgmTpwIPz8/xMTEoEaNGvjpp5+Uzy45NjY2uHTpEr7++muj0wMCAgAAMTExaNCgARo3boxWrVrho48+wpdffol///0XH374IV6+fJnscix5kx0REYH9+/dj//79iIuLQ8+ePVGnTh0cOXLE7PXTMbUfrlu3DgMGDEDLli2xbds2dOjQAdevX0/3tp/R+9ejR4+wfv16bNq0CVevXkWHDh3Qs2fPTNuP0yI1x77169dj3LhxKFCgACIiItC6dWusXbtWtb/99ddf8Pb2xmeffYYPP/wQo0aNwpgxY9CuXTvs2bMnVW3z8fFB9erVUbRoUQQGBir5t27dUi74kgY0rWnevHnYsWMH2rZtixYtWuCHH37Ad999hyZNmuDChQuYN28eevbsqZQ/dOgQGjdurPz99OlT5biTnIw4X6XE1DHDnONaamT0OT8lyV2v2NjY4OXLl2jZsqXRdiW9scosqfm8nz17ZvYXxVOnTsU333yD58+fo1OnTti4cSO2bdsGANi4cSO6dOmCQ4cOqebLmzevwc0NZV/FihVD3rx5k73xTO/1B2CZY5apY5StrW2avvRMi8w+fiXHx8cHAFClShXV9YT+eaVr165G503P53PmzBlER0ejQYMGuHfvHoKCgnDr1i14e3tj0KBBcHBwwAcffKBcO5srve/tkSNHlEDTjh07cPnyZaxevRo1a9ZUtp2xY8diypQpWLp0KSZMmIDg4GC8fPkSc+fONfsaHgC++eYbXLhwwWgZ3XkjI6+NknrTr8PXr1+P6dOn44svvsC8efPQoUMHhIaGqt7XJ0+e4J133kGLFi3QsmVLtGzZEr1798aKFStU12VJ6e9Xx48fV/Lv37+vfAEaEhJiEPy0lpS2s2+++QaTJk1Syt+5c0cV1I2Kisoy16HJsbW1zbC6Mut8ofPy5UtcuXIFV65cwYkTJ3Do0CF06dIF//77r7I/dO3a1aBTCgDEx8dnaFvMjQ9Y+/POCAzaJnHmzBkAQJEiRZS8ly9fYs2aNejZsyfGjBmDtm3bYsmSJWZd6CV1+/ZtADAaXMxIT548QVRUFCpUqGAwzcPDAwkJCQYnurTSvSft2rUz+JbpyZMnCA8Ph62tbYoH0bt37xp9X4ytgzF///03+vbti1q1auH06dPmr4CJtjRr1gw5c+ZU3eh6eHgo03W8vb3h6OiITp064a233lKCs7pv6YOCgnDjxg08fvxYmSeze/r89ttv+N///ocpU6YoF56NGjVCwYIF0a5dO1VA2dg356ba6+fnh2rVqpl1ghQRHDhwAAcOHMDIkSPx3XffYdq0aWjcuLHJ+e/evQtbW1uUK1dOufAAtN9a58uXT/U5ZIQzZ86gZ8+eyv6fmvVLzpEjRxAYGIiOHTvi6NGjaNKkCaZOnZrsPOYcK1Kzf6VGfHw8Ll26hPLly6NgwYKpWo6fnx/q1KkDOzs7kydnU9uT7vM0ddx68uQJnj9/nsq1SbR+/XpMmjQJn3/+OYKCgpAnTx6sW7fOoNyjR4+waNEiLFq0CIUKFcK5c+cwbty4VN+Y7Ny5E506dUKXLl0wc+ZMs+a5e/euyfXXTdf9//bbbxv0HDRWrmnTpnBxcVH1tjV1XL19+zZmz56N2bNno2zZsrhw4QJGjhyJbt264aeffsKff/6plE1Nr6PkmPu5x8TE4Pnz58o3+fqSzqtrW968eVX5Sb+8e/LkCcLCwix6Tr579y4qVapkkF+2bNl01Zv0esXPzw82Njbw9/c32gtER9fbpUqVKsnuz8ntp+aeH1PLx8fHrN5bEydOhL+/v/LLkKJFi+L8+fPK9MDAQLzzzjuqeYoWLQpHR0elFxBlf926dQMAkz0wdVK6/sjoazJjx6iyZcuqgjchISEGxydAe4zSnf91bTeXJffNpMsx5/yTGrt370Z8fDy6dOmCNWvWpLt9gHnXEnFxcfjvv//wwQcf4N69e8r1sLe3N5ycnNClSxe4ubnhyJEjqnoy8zo+KioKkydPxvLly9GhQwelB2b79u1x4MABfPXVV6rySb+cSu4aHtB2fDHnGjKjro2S8yZeh9+5cwenTp1SfuHWrl07bN26FbGxsapycXFx2LlzJ3bu3AmNRoOFCxdiwIAB+OGHH4z+mgfQXod+99136NKliypom5zUXF+ac7zR3cuVKVMGN2/eVMqZug5NbjtbuXIljh49qpTNqGBcauImd+/eNes6FACCg4MNjvP29vaqOBOg3c4tfR3auHFjODs7q94zS1yHAsDjx4+T3R/MjYcldx2amfGBrOCNHR7B2M/mAODjjz8GYNjFfdWqVcifPz9+++035MqVS3XjmhpPnz7F4cOH0bt3b4PhCTLSy5cvsW/fPrRp00Z1k1q4cGF07twZR48eTfbnZOZq2rQppkyZgqlTpyo9XJK2Y9OmTfj8889RuXJlg+n63+zt2rULxYoVQ/v27ZU8Z2dn9OvXz6y2/PTTT4iKisKyZcuM/hQlNT0Hdu3aBTs7OwwZMkSV/7///Q8vX77E7t27lbxTp04pPy1+9uwZrl69CkB7wVe3bl00bNjQoJetLnhi7ILdEhISEjBr1ixUqlQJbdq0UfIA9ftib2+PQYMGGcwfFRVl9KdWGzZswFtvvYW+ffsaTHNyclJ+fmas55TuW33dT6CM2bVrFwBgxIgRqnzdN+5///23yXlNcXZ2Rt26dY1Oa9myJYDE/d/c9UuJiGDjxo349NNP0a1bN9jb2yf7kyzAvGNFavYvY8qWLWu07jx58qBevXoIDg7GkydPUrWcTZs2oVChQgb7jj7dzVLS7f/Ro0c4f/48evToodreKleujA8//FDZHtLKx8cHly5dQseOHdGxY0cEBgaqbsRsbGyQO3du1TxPnjxBYGCgajstUKAAKlSoAGdn52SXt2HDBly9ehUTJkxAnTp1jJZJelzatWsX6tSpo9pGc+TIgX79+sHf3x/Xrl1TyhUpUkQ13IOtrS2GDh2KiIgIHD58WClnb2+PgQMHqtZz6NChquU6Ozsb7It+fn6IiIhQ8q9fv45///1XSefOnUt2/c1l7uf+8uVL7N27F23btlVttx4eHgY/E4yIiMCTJ0/QoEEDVX7S45uIYOvWrfj0009Rs2bNDFmfpPbu3Yu33noLrVu3VvIcHR2NHleMMfd6ZfPmzYiPj4enp6fR8rqfyp07dw63b9/GiBEjkv0Jre48lbRMas6PqXXixAlUqVJF+QmrMeXKlcOQIUMwfPhwJS8oKEi5UQSAihUrGvTy0H2+5t64UtbWuHFjTJgwAbdv31aC98aYc/2R0ddk3bt3V/0cuX379ihatKhq3/Dz80PdunVhb2+v5LVq1QolSpRQ1ZWatlly30y6HHPOP6kREBCAZcuW4eOPP8bgwYONljH3Oj611xLe3t6oU6cOGjdurFyvP3v2DNeuXcOYMWOUMvqioqIy7RoeAFavXo2AgAClPYD2Oj7pe9K+fXu89dZbqjxT29DZs2fh6+uLb775Bi4uLgbL1F3bmXtt5OzsjAoVKqBAgQLJrguvww2tX78e9erVQ+/evVGoUCGDtun/1F23ProvgZK7jzp+/Dj27duHfv36qa5B9Bm7DjX3+tKc443u/2HDhqnKJb23M2c78/f3V12HZtT5PDVxk127dqFevXqoVauWUq5gwYJGh2H08/MzuA7t168f7OzU/SY3bdqEd955B23bts2Q9Ulq7969cHBwUO1HGo3G5LE2qffff9+gzYDhdejevXsRFhaGsWPHGi2v2x/MjYeZOnZZIj6Q1b2xPW3nz5+PHDlyYMuWLfDx8YGDgwPee+89dOzYEf7+/vDy8lKVv3DhAi5fvowOHTrg2rVrqh4dqTVs2DAcPXoU586dw++//w5/f3+ULFkSrVq1QvXq1dO7aorx48ejefPmOHr0KBYuXIj4+Hj0798fjo6OGD16dIYsY+3atXjy5Alu3bplcLD6559/8PjxY3z77bdo3LgxTp06hSVLluDatWvInz8/atSogWbNmikn9yVLlmDIkCFYuXIlatasiYcPH6Jbt25m96zz9fVF586dsXbtWty4cQOrV6/GxYsXodFoUKpUKXTu3BkJCQlGxyBMaseOHThw4ACmTp2KkiVL4uLFi/jwww/Rtm1bzJkzR9ULIjo6GmfPnkW9evWwfft2Jf/IkSPImTMncubMaXCxd+HCBcTHx2PMmDHIkycPXrx4gQMHDuDJkydmrWtaLF++HN9//z3GjBmDbdu24fjx4wgODsaKFSvwyy+/QETQrVs3oxfFZ8+exZdffolZs2bh9OnTiIyMxM6dO7Fq1Sp06NABixcvRuPGjXHs2DHY2trCw8MDHTp0QIsWLXD27FlMnDgRDRo0wN9//427d++icOHCGDRoEAICAlTfmCZ16dIlLF++HP3790fevHlx+PBh1K5dGz179sSWLVsMfvpqjhw5cuDEiRM4ceKEMjZU3rx50bZtWzRo0ABbtmxRbujMXT9zrF+/HsOGDcPkyZNx6dIl1TeDpphzrDB3/zKmWrVqWLNmDXbv3g1vb28EBwejWLFi6NGjB4oVK4bhw4crvygwdzkrV65E9+7dMWfOHNSuXRve3t5wcXFBs2bNsHDhQmzfvh0xMTG4evUqOnbsiJs3byI4OBhXrlzB1atXMWrUKOzevRsnTpzA0qVL4ezsjKFDhyIsLEz1k6i0Wr9+Pb7//nvExMRg6dKlqm9xc+XKhfv372Pjxo24ePEiIiMj0axZM9SuXVv107whQ4Zg0qRJaNSoUbI3p/Hx8fjss8+wd+9eHD16FJs3b4a3tzeioqJQrFgxtG7dGu7u7qqLi+nTp6NTp07YvXs3fvnlFwQHB6NHjx4oVaoUPv/8c6W9v//+O/r374/ly5ejZs2auHPnDtq3b4/3338fw4cPV3o97NixA0ePHsX06dNRsmRJXLt2De3atTMIxJUvXx7//vsvNmzYgGvXriltd3NzM9obOaOZ+7l7enrio48+gre3NxYuXAg7OzsMHToUV69eRbVq1VR1/vHHH/juu++wZMkSnDlzBg0aNED58uUNlj127Fh8+OGHOHz4MH7//Xdcv34dRYoUwRdffIH3338fYWFh6Vq33377DUOGDMHatWsxb948PHz4EF26dFGGxkipx5a51yu3b9/G+PHjlc9669atiIiIQKlSpfDZZ5/h999/x6xZsyAiGDhwIHbs2IELFy7Ay8sLDx8+hIeHBypXroyPPvoIAJRj2y+//IK9e/ciISEB69evT9X5MbW2bduGiRMnomHDhvjnn3+MlpkzZw7Wr1+v+kWNbmgEXc+pTz/9FJ988olqvubNm+Pu3bvpun4j62jZsiU8PDxgZ2cHV1dXNGnSRPk8W7dujRcvXpic15zrDz8/P4SEhGDAgAGIiIhAVFQUTp06hTt37qSpvcHBwTh69Ci8vLzg6uqKESNG4NatW1iyZIlS5o8//sAXX3yBPXv2YMOGDShTpgy6du1qMNRDatpmyX1Tn7nnn9QaMWIESpUqhQULFuDLL7/Ejh078PjxYxQsWBD169fHp59+ava4kam5lvD29sb48eNRokQJ1fX6kSNHMGDAAPj7++PBgweqec6ePYuBAwdi3Lhx8PX1xePHj3Hw4ME0rbc54uPjMW/ePPz8889o0aIF9u7di507d8LT0xPLli3D8ePHUbVqVXTp0sWg12Vy29BXX32F3bt34+rVq/Dy8sKDBw9QrFgxNG7cGOHh4WjdurXZ10a1a9fGoUOHMGnSJEyePNnkuvA63NCGDRvw888/4+eff8azZ88MhmD8448/kD9/fhw4cAD379+Hu7s7hg4divPnz6f465GuXbtiz5492LZtG3bt2oX9+/cjJCQEbm5uaNasGRo2bKj6IiM115fmHG8uXryINWvWYPDgwciTJw+OHz+Opk2bGvTyNHc7sxRz4yY//fQTunXrhj179mDevHmIiopCv379cPfuXYPg4h9//IHffvsNGzduxD///INq1aqhRYsWBvf7M2fORPv27fHXX39h2bJlOHv2LPLnz4/WrVtjwIAB6R7GY+vWrTh16hRmzZqFsmXLwsfHB61bt1a+DEjpOnTMmDGoWbMmNm/erLSlRo0a6N69O549e4a5c+cC0HaYGDhwIFatWoVz585h3bp1ePLkCUqUKIFWrVrh2LFjSqcRc/Yt3b49depUrFu3DnFxcdixY4dF4gPZgdWfhmaN1KJFC/njjz/k2rVrEh4eLjExMXLz5k2ZN2+eFCpUyOg833zzjYiIfPvttwbTdE/0GzlypME0Y08OrFSpkmzatEmCg4Pl+fPncv36dZk8ebIyXff0UP2nHQKJTyVN+mTC+fPnG23zO++8I7t375bw8HCJjIyUf//9V+rWrWu0zqRP5zX1tGz9p6UmR3++QoUKyfz58+Xu3bvy4sULCQwMlH/++Uf1xEEAUrx4cdm6datERkbK48ePZc6cOfLhhx8a1JdcKl26tPz6669y8+ZNef78uURFRcm1a9dk4cKF8vbbb6vKenl5qZ5Eq59cXFxk1qxZcv/+fXnx4oXcuHHD6OcLQGbMmCEiIqNGjVLl37x5U0RESpUqZTBPnz59xNfXV+Li4lTrZ+pJu0nfe1Mpue1h4sSJqmXVq1dPjh8/LlFRUXL//n2ZPn26NG/e3OD9zpEjh/z555/KEyP1n1ZsZ2cno0aNksuXL0t0dLQ8e/ZMTp8+LRMmTFCetNm4cWPZsmWL3L9/X2JiYuT+/fuyevVqKVu2bIrrY2trKxMmTBA/Pz958eKF3L17V6ZOnSoODg5mf5ZJ6+vTp49s3rxZ/P39JTo6WiIjI+Xs2bMycuRIgydEm7N+Kb3vunT37l0RUT/tNukxJOkTPFM6VqRm/0qaChUqJKNHj5aDBw/KgwcPJDY2Vp49eyb79++Xdu3aGS1vznKcnJzkhx9+UD6zwMBA2bBhg2o/qFu3rpw+fVpiYmIMjpFNmjQRb29viYqKktDQUNm2bZvBE0JNHSNTSmXKlFGOUUmf6Gtvby8zZsyQ8+fPS1hYmERERMj58+dlwIABRpdt7jEpd+7cMn78eDl79qxyvrl7965s2LBB9ZRtXSpVqpRs2LBB+cxPnjwpH3/8sdHPY+nSpfL48WOJiYmRixcvGn0CbL58+WTFihUSGhoqISEhsmLFCqlWrZpqe8ufP7/Mnz9frl27JhERERISEiInTpwweAK2qWTOE8KTO0+a+7kDkA8++EDZdnx9faVfv34GT4zXbYdLliyRkJAQCQsLk3Xr1ilPrE16Ti5evLgsX75cgoKCJDo6Wnx9fWX+/PnK8cDU+VD/icv6xyL9YyQAKVmypOzYsUOioqIkKChIZs6cqTy1t3bt2sm+b6m9Xvnss8/kyJEjEhERIREREXLt2jWZP3++lCtXTlXuvffek7179yrb+oULF1RPl7exsZF58+ZJUFCQJCQkqN5fc8+P5hwXk6YLFy7IkiVLjE5r2bKlhIeHi5ubm8G0MWPGyP379+XBgwcG52KNRiMPHjyQ77//PlVtYbJu0l2f6sTExEhgYKDs3btXhg4davDUcgAGxwJzrz8+/fRTuXLlisTGxqqOjab2c900/esy3XGiY8eOMnXqVHn06JFERUXJjh07pHjx4gbz/+9//5OAgACJjo4Wb29vqVGjhtFrPVNtM3asSe++mfSp5qaSuecfc84N+snGxkZ69Ogh+/fvl6dPn0psbKw8fvxY/vnnH+nXr584OjoqZTPqnJIzZ06Ji4uTsLAwsbGxUfI7d+4sIiIrVqwwmKdw4cKyY8cOCQsLExFRPrPU3FMZS8ld2+TKlUtCQkKUZTk4OMjMmTPlwYMHEhUVJd7e3lKnTp1UbUMApFq1arJx40Z58uSJREdHi7+/v6xbt04aN24sgPnXRrp1THp+TZp4HW48eXt7i4jI77//bjCtXbt2smfPHnn06JHExMTInTt3ZNGiReLq6mpW3Y6OjjJs2DA5duyYhIaGSmxsrAQGBsr27dulU6dOqu0+Nfu3uccbR0dHmTt3rjx58kQiIiJk27ZtUqxYMdX2Yu52Ziold6zWT8ltJ+bETQBIlSpV5ODBg/L8+XMJCAiQcePGSa9evUREHaPRaDTy448/yuPHjyUyMlJ2794tpUuXNnqczZcvn/zyyy8SEBAgMTExcu/ePfHy8pL8+fOb3D5N3fsauyYuUKCA/PnnnxIWFiYhISGybNkyqVevnoiIdOjQIdn3rF69ejJ//ny5dOmShISEyIsXL+TOnTuybNkyozGOhg0byu7duyUkJESeP38ut27dkmXLlkmNGjVSvW+NGzdOAgICJD4+XvX+mhsfSO05KAsnqzcg26Rhw4ZJQkKC0QsvJiYmJiYmJiZz0/Dhw0VEpGjRolZvS1ZKXbt2lbCwMMmTJ0+G1dmmTRuJiooyGuxlYmJiYmJiYnrTUps2bUTEsBMLU9ZLmlcvyAwXL17Es2fP0KRJE2s3hYiIiLIJJycnZTgEQDsG3fnz52Fra2v2wzbfFBqNBpcuXcLatWsxbdq0DKnz+PHj8Pb2Vo0HSURERPQmSHodamNjg3379uHdd9+Fm5ubahplPW/smLbmypEjB1q3bo3GjRvj7bffNjmINxEREZExmzdvxr1793DhwgXkyZMHXbt2RcWKFdG5c2drNy3LERFUrVo1Q+t87733MrQ+IiIiouxi/vz5cHZ2xokTJ+Do6Ih27dqhfv36+O677xiwzSas3t03Kyfd+CHBwcEyZcoUq7eHiYmJiYmJKXul4cOHy+XLlyUiIkKeP38uZ86cSXEMMSYmJiYmJiYmJqb0pk6dOsmZM2ckNDRUYmJi5MqVK6rnGDBl+WT1BjAxMTExMTExMTG99umDDz6Q7du3y4MHD0REpE2bNinO07BhQzl79qzExMTIrVu3jD4QZtCgQcpDfU6ePCm1atWy+royMTExMTExMTGlL9mAiIiIiIgszsXFBRcvXsTgwYPNKl+yZEn8/fffOHjwIN555x3MnTsXf/zxBz788EOlTIcOHTB79mxMnjwZNWrUwMWLF7F3714UKlTIUqtBRERERJmADyIjIiIiIspkIoK2bdti27ZtJstMnz4drVq1Uo3zu3btWuTNmxctW7YEAJw8eRKnT5/G0KFDAWgf5hYQEID58+djxowZll0JIiIiIrIY9rQlIiIiIsqC6tWrh/3796vy9u7di3r16gEA7O3tUbNmTVUZEcH+/fuVMsY4ODggV65cSnJxcYGdHZ9PTERERJSVMGhLRERERJQFubm5ISgoSJUXFBSEPHnywMnJCQULFoSdnZ3RMm5ubibr/e677xAeHq4kHx8fxMfHW2QdiIiIiChtGLQlIiIiInqD/Pjjj8idO7eSPDw8rN0kIiIiIkqCv4MiIiIiIsqCHj16BFdXV1Weq6srwsLCEBMTg6dPnyI+Pt5omUePHpmsNzY2FrGxsRZpMxERERFlDPa0JSIiIiLKgk6cOIGmTZuq8po3b44TJ04AAOLi4nD27FlVGY1Gg6ZNmypliIiIiCh7YtCWiIiIiCgTuLi4oFq1aqhWrRoAoFSpUqhWrRqKFy8OAJg2bRpWrFihlF+8eDFKly6NGTNmoEKFChg4cCA6dOiAOXPmKGVmz56Nvn37onv37vDw8MCiRYvg4uICLy+vzF05IiIiIspwwsTExMTExMTExMRk2dSwYUMxxsvLSwCIl5eXHDx40GCec+fOSUxMjPj6+kqPHj0M6h08eLDcuXNHYmJi5OTJk1K7dm2rrysTExMTExMTE1P6kubVCyIiIiIiIiIiIiLKAjg8AhEREREREREREVEWwqAtERERERERERERURbCoC0RERERERERERFRFsKgLREREREREREREVEWwqAtERERERERERERURbCoC0RERERERERERFRFsKgLREREREREREREVEWwqAtERERERERERERURbCoC0RERERERERERFRFsKgLREREREREREREVEWwqAtERERERERERERURbCoC0RERHR62jZMuDUKcDW1totISIiIiKiVNIAEGs3goiIiIgymLy6xGvSBDh40LptISIiIiKiVGFPWyIiIiIiIiIiIqIshEFbIiIiotfZy5fWbgEREREREaUSg7ZERERErxuNJvE1g7ZERERERNkOg7ZERERErxs7u8TXCQnWawcREREREaUJg7ZERERErxt7+8TX7GlLRERERJTtMGhLRERE9LrR72nLoC0RERERUbbDoC0RERHR64Y9bYmIiIiIsjUGbYmIiIheN/o9bYmIiIiIKNth0JaIiIjodaPf09aGl3tERERERNkNr+KJiIiIXjf6PW1tba3XDiIiIiIiShMGbYmIiIheN/pBW/a0JSIiIiLKdngVT0RERPS64fAIRERERETZGq/iiYiIiF437GlLRERERJSt8SqeiIiI6HXDnrZERERERNkar+KJiIiIXjd8EBkRERERUbbGoC0RERHR64bDIxARERERZWu8iiciIiJ63XB4BCIiIiKibI1X8URERESvG/a0JSIiIiLK1ngVT0RERPS6YU9bIiIiIqJsjVfxRERERK8bPoiMiIiIiChbY9CWiIiI6HXDnrZERERERNkar+KJiIiIXjcc05aIiIiIKFvjVTwRERHR64ZBWyIiIiKibI1X8URERESvGw6PQERERESUrb2RV/Genp4QEVW6fv26tZtFRERElDH4IDIiIiIiomzNLuUir6crV66gWbNmyt/x8fFWbA0RERFRBmJPWyIiIiKibO2NDdrGx8cjKCjI2s0gIiIiyngc05aIiIiIKFt7Y6/iy5UrhwcPHsDPzw9//vknihcvbu0mEREREWUM9rTNsgYNGgR/f39ER0fj5MmTqFWrlsmyBw8eNBjSS0Swc+dOpYyXl5fB9N27d2fGqhARERGRBb2RPW1PnTqFnj174saNGyhSpAg8PT3h7e2NKlWqIDIy0ug8Dg4OcHR0VP4WEZNlKev7H/6H+7iPv/CXtZtCRESU8djTNkvq0KEDZs+ejQEDBuDUqVMYMWIE9u7diwoVKuDJkycG5du1awcHBwfl7wIFCuDixYv46y/19cvu3bvRq1cv5e8XL15YbiWIiIiIKNPIm57y5MkjoaGh0rt3b5NlPD09RV9YWJjV282UtlQFVZS+KNZuCxMTExMTk0XSN98kdrvs29f67WESAHLy5EmZP3++8rdGo5H79+/LmDFjzJp/+PDhEhYWJjly5FDyvLy8ZMuWLVZfNyYmJiYmJiYmpoxN7HoBICwsDDdv3kTZsmVNlvnxxx+RO3duJRUrViwTW0gZKT/yW7sJREREmYc9bbMEe3t71KxZE/v371fyRAT79+9HvXr1zKqjT58+WLduHZ4/f67Kb9SoEYKCguDj44OFCxcif35e6xARERFld2/k8AhJubi4oEyZMli1apXJMrGxsYiNjc3EVpGlxCPe2k0gIiKyLI0m8TWDtllCwYIFYWdnZ/Ag3KCgIHh4eKQ4f61atVC1alX06dNHlb9nzx5s3rwZ/v7+KFOmDKZNm4bdu3ejXr16ePnypdG6OOwXERERUdb3RgZtZ86ciR07duDu3bsoWrQoJk+ejISEBKxdu9baTaNMoB+0tYENXsL4DQ0REdFrgUHb10KfPn1w6dIlnD59WpW/fv165fWVK1dw6dIl3L59G40aNcKBAweM1vXdd99h0qRJyt/h4eHIkyePRdpNRERERGnzRl7Fv/XWW1i7di1u3LiBDRs24NmzZ6hbty6ePn1q7aZRJtAP2trDPpmSRERE2RR72mY5T58+RXx8PFxdXVX5rq6uePToUbLz5siRA19++SWWLl2a4nL8/f3x5MkTDvtFRERElM29kT1tO3XqZO0mkBUlDdq+AJ+wTERErzEGbbOEuLg4nD17Fk2bNsW2bdsAABqNBk2bNsWCBQuSnfeLL76Ao6Mj/vzzzxSXU6xYMRQoUAAPHz40WYbDfhERERFlfbyKpzcOe9oSEdEbxdbW2i2gV2bPno2+ffuie/fu8PDwwKJFi+Di4gIvLy8AwIoVKzBt2jSD+fr06YOtW7ciODhYle/i4oKffvoJderUgbu7O5o0aYJt27bB19cXe/fuzZR1IiIiIiLLeCN72tKbTX8MWwZtiYjotcThEbKkDRs2oFChQvj+++/h5uaGCxcu4KOPPsLjx48BACVKlDB4eFj58uXxwQcfoHnz5gb1JSQk4O2330aPHj2QN29eBAYGYt++fZgwYQJ70hIRERFlcwza0htHg8QbWQZtiYjotcegbZby66+/4tdffzU6rXHjxgZ5N2/ehEY/CK8nJiYGH330UYa2j4iIiIiyBl7F0xuHQVsiInqjMGhLRERERJTt8CqesgRbZN54ewzaEhHRa4/DIxARERERZWu8iierO4RD8IMfHOCQKcvTD9racYQQIiJ63fFBZERERERE2Q6DtmR1DdEQ7nDHu3g3U5bHnrZERPRGYU9bIiIiIqJsh1fxlGXYZNLmyKAtERG99jg8AhERERFRtsareMoy9IOpmbUcBm2JiOh1ZJdggw/3AjkjwKAtEREREVE2xKt4sir93rXsaUtERJQxJhxrgr0fATs/AYO2RERERETZEK/iyaoYtFX7ET/iPu6jMApbuylERJSN9bpUAwDQ8Aj4IDIiIiIiomzIztoNoDebLRJvJBm0Bb7FtwCAb/ANRmO0lVtDRETZ1Qu7hMQ/2NOWiDKQM5zhAQ+T08MQhtu4DQDIhVxwhzs84AEf+OAu7iICEQCA0iiNPMhjtA4f+CAa0RnfeCIiomyEQVuyKgZtjbPjrklEROnwwjY+8Q8GbYkoA3nAA+dwzuT0BCQgN3LjOZ4jAhG48uqfvhzIgZu4qboX0FcDNXAe5zO03URERNkNI0NkVfoXaqYu2iwpqwZtMyuATUREr6cXtuxpS0SW4QMf1ECNZMu4whX+8E92ei3USnYZREREbzoGbcmqrD2mbVbt0WqNADYREb0+Xtixpy0RWUY0otPdCza5gC4RERFp8SqerEo/OKkfTLWk7DA8AoO2RESUHqqetnwQGRFZUVmUxRqsQVmUtXZTiIiIshUGbcmqrDE8QnYI2nJ4BCIiSo8Y9rQloiwiF3KhEzohF3JZuylERETZCq/iyar0g5OZFUDNDkFb9rQlIqL04PAIRERERETZG6/iyar0g5OZNb4sg7ZERPS644PIiIiIiIiyN17Fk1XpByet0dO2EAplyjJTi8MjEBFRenB4BCIiIiKi7I1X8WQVRVAEgPWDtpMxOcPrd4ITNmETeqJnmuuwVE/bvMiL4ihukbqJiCjreGHHB5EREREREWVnDNpSpvsMnyEQgRAIGqCBkm+N4REsoS/6oh3awQteaa7DUj1tQxCCe7gHN7hZpH4iIsoaVGPa2mbO+ZWIiIiIiDIOg7aU6VZghdHX1uhpCwAucMnQ+vMgj/LaDW74BJ+kOlBs6eERaqKmResnIiLrirVJ7Glrb+tkxZYQEREREVFaMGhLFlUCJQwClrmQy2hZawVtcyN3htYfi1jl9Q3cwA7sQFd0TVUdln4QGcfMJSJ6vcXYJwZtncCgLRERERFRdsPIDVnMl/gSd3EXf+APJe8zfGay/OsStI1DnEHdLdEyVXVYOqhq6SEiiIjIumJt9YK2GmcrtoSIiIiIiNKCQVuymB/wAwCgN3oree5wN1neWmPa6g9nkBH0e9rqCCRVdbCnLRERZRQnOFq7CURERERElEqM3JDFGPs5ZnKB2dexp63OS7xMVR2WDtqypy0R0ZvDkUFbIiIiIqJsh0FbshhjQdvkgpGvS9A2I3raWronLHvaEhG93vTPdfYaBm2JiIiIiLIbRm7IYpxhOIaeLmj7CI8Mpr0uQVtjPW2z2vAIqelpWxd1cR3X0QItLNgiIiLKSBq90469xsF6DSEiIiIiojRh0JYsJrmetv7wN5imP3RCQRTEGIxBURTN8HZZekzb1y1o+w/+gQc8sAd7LNgiIiLKUJrE47ydDYO2RERERETZDYO2ZDHGAo+6wGwEIgym6fe0PYMzmI7peIAH2IZtGdqu2qit+jsf8mVo/cZk5+ERciKnBVtCRESWwJ62RERERETZm+mnQhFZgC6QG4lIg2nVUA2ANrDrDnclvzVaozRK4zZup3v5BVEQ0zDNIC8juMAFJ3ES+ZHfYFpWCNrq18kHkRERvd5UY9pm0vBDRERERESUcRi0pUyVXNC2ERohN3IbDXAaGx83LUoWrgM8VudlVNC2EzqhCqoYnfYSL1OcXz+oaumgLR9ERkT05mDQloiIiIgo+2HkhjKVbngEY0FbACiO4kbHws2oIQzsC7gZ5GVU0DYe8SanmdPTVj+QaokxbdnTlojozcGetkRERERE2RuDtmQRH+Njo/m6YGQUooxOz4/8RnvVZljQ1s6w7qZoqnoIWlqZWicg6wVtM6qn7QIswDzMy5C6iIgo4zBoS0RERESUvTFoSxZRCqWU137wU17rgpEv8AJxiDOYrwAKGO1pa2yc2LSwt89hNL8LuqS77ud4bnKaOUFb/UBtdhjT1hWuGIzBGIZhyIVc6a7PXM5wRh3UyTK9hTXQoC7qwgUu1m6K2RzAhxIRvUnsORoWEREREVG2w6AtZSh72CMP8qh6ruoHI3X58YhHDGIM5i+AApbtaeucW3l91/aB8vrtUm3TXXdyQVtzAoxZtaetqfF4cyKn8joze3Htxm6cxEn0Rd9MW2Zy+qAPTuAE/sE/1m6KWYZhGKIQhcZobO2mEJEFafS+K7QX9rQlIiIiIspuGLSlDHUFVxCKUBRCISVPP6CnC0YmIAE+8DGY3+I9bZ0Te4SG2EVgZZ5tAIAcH7ZNd93J9aY1J6ipH0jNiOEakqs/NUFbU+ulH7Q19plZSkM0BAAMwIBMW2ZyvsJXAIB6qGfllphnHubBDnZYhVXWbgoRWZBqeIQ4APYM3BIRERERZScM2lKGsYENyqM8AGAcxin5xnrdJiABP+JHgzpM9bTNkIeFffYZ8nYbpvypsbHB6bceaZf7DMAnnwB16qS5+uQCoQ5wQBEUSTZ4q9+71hGOaW6HKfo38KkZWsBU0DY3EnstZ2bQVier/MTfnKEvsqIXeGHtJhBRJrGLB+CQNY6ZRERERERkHgZtKcO4wtVovrGetvGIRwhCDMq+hbeUAOBZnMU0TAMAlECJdLfPafVmrOyhl6GxwbPc2nF1CzwDsGMHcPKkyflTCnQmF7StiqoIRCBO4IRZ8xsLXKdXRj+ILA/yKK8ZtM1+jA1PQkSvD/0zln0cAEe9LwMbNgQ+/TSzm0RERERERKnAoC1lmLfwltF8/Z62utcJSEAoQg3KNkET5ID2YWHRiMZBHAQAlETJdLevwg313xpHRzzLmwDgVdA2GS5wgT/8k/1JeUpBWwCoiZomy+j3tLV00DYjetpaO2ibVZ6Gnl2DtuxpS/R6MxgeQb+n7aFDwPbtQIn0fyFKRERERESWwaAtZRhTQVtTY9rqB22P4Ahe4AXc4IYKqABA2xPwDu4AyJigrbxI0rPwreJ41qougCRBWyM/If0YH8Md7uiKribrT00g1Bj9oKoLXNJVV0r1p+ZBZ/pByU7oBDe4AbD+8AjZKmhrb4+8H3eBp+OPKIdy6VugnR1gk/5Ddyxi010HEWUPqp62dnpjppcta5X2EBERERFRyhi0pQxjangEY2PaxiNeFbSNRzye4ikAoCiKAtD2tL2HewC0QUyBoCM6prl9tk+CVX9rBHj2sXYMW1XQNkcOtEM7nMEZJcAWhjBlsqkApblDDugHO03Nr+ttnBo2sEFndEYBFEixfnODttVQTTUMwRqswTmcgz3ss31P2w/wAaZgSrof+mZW0NbTE3MK/YlJL77FeZxP+8JsbIALF4ArVwBN+r4k4PAIRK83g562rq/O0Tn0zi+5jZ+PiIiIiIjI+iwatC1ZsiS6deuG8ePHY9q0afjf//6HRo0awdEx4x+yRNa3GItxH/cN8vWDa/rDI4QjXMnPjdzKGLdFUASANqgUi1jV2LfrsC71DatUCfj9dzhHq7M1Ajx7Fd90jgE6rH81wcUFm7AJNVET66HNjESkMl8hFDK6mKRB29M4bbScqfn1A6k2sEn1EAmDMAirsRrHcTzF9pkbqPwX/xrkFUERuMI1zT1tv8JX+AJfmF3eFFNB24EYiHM4p/QINuUIjmAcxuE+7qMu6qa7PckaOBD1j2lf6npRN0AD5ETO1NVToACqv6iM3f+riGr5m6AzOqMLupg9u34APisMj5AXeVEd1a3dDKLXkkaSBG3Ll4cGGtSwqwO7uFcT8ue3StuIiIiIiChlFgnadu7cGadOnYKfnx9mzJiBtm3b4oMPPsBXX32FPXv2ICgoCL/++itKcCy1145+j1R9uiCh/vAIL/FSmZ7bNp/S81a/py0APMETVV2p7oW6ezfQty+c8xVVZWsEiMiV+Pf6L3ULSKy/Miqr2g0AhVHY6GKSBm2v4Ar6o79BOXPnb4RGRsuZ8im0D5Upj/JK4NtU/eb2tDXVa7cgCqqCyuYGbYujOJZgCTZgg1nlAWAhFmIQBhnkmwraLsRCVEd1TMIks+p3hWuyD4hLiVk9bXPlQqzeqBtTMAWHcRiTMRmoWRPw8QG6mh56Q2Fvj52fAB/tBS4824/VWI0/8afBPmEPe+yHdro+/d7R8YhXXjvBCZdwCb/j95TbkIH+w384h3N4D+9l6nKJ3jS6oO13+A5ng/fh936vJri9+nLrq6+A776zVvPeOIMGDYK/vz+io6Nx8uRJ1KpVy2TZHj16QERUKTo62qDc5MmTERgYiOfPn+Off/5BWQ59QURERJTtZXjQ9ty5cxg2bBiWL18Od3d3FC1aFO+++y4++OADVK5cGblz50abNm1gY2ODM2fOoH379hndBLKiBCQYzTcWtNWXK29xpUetruddIAIBQBk2QccDHqlr1KsvB3I8V2drBEg6DK1NAlRBW13PRP2eqaaCrknHtE3Il0cVmNYxNYxE0qDtLuwyWs6UIAQpr39ymg/YqgOzaR3T1phCKKTqtWlu0DYf8imvkwYUjWmMxhiIgfgVvxpMS2l4hP7oj8VYbFa7VKpXBypUMK/skiWQ2qZvthX29qqg7TiMAwB8ja+BLl20y1u1Csj16luE0qWNt8HJCUUfGmbrb5NLsAQXcRFN0RSd0VkbqHV2BhwdVe+/vd7n1wZtUBVV0Rd9U16XdCqCIriHe/gNvynDj3yCT7QTixZVj7eZ2QoY/5Iiu7GFLaZiKpqiqbWbQlZkMDxCmTKYiIkAgF7LX00oVUr7/5IlwLRpQPnymdrGN1GHDh0we/ZsTJ48GTVq1MDFixexd+9eFCpk/Fc4ABAWFgY3Nzclubu7q6aPHj0aw4YNw4ABA1CnTh1ERUVh7969/GUbERERUTaX4UHbb7/9FnXr1sWiRYtw/77hT+VjY2Nx+PBhDBw4EB4eHrh9+3ZGN4GsyFTQVhdg0wU/43t1B/IlBpByxTggtJj2p+K6AOB1XAdgOmibG7nRDd1MjhGbVNKgrckyOQx78qYUtHWBC+qjvirvZft2yOth+LN7XU/ipIwFUsvDvBvot/AWiqGY8vfb5T4HJkxQlUnL8AimpCVo6wQnNEAD5e/O6JziPLmQS/W3ruczADhCezOa3APgjPV0Tta77wLnzml7vjZpAtSooc0vVEjbY7tdO3X5r76COJkXsI41fL4dAhAAxOo9EKx4ce24tX5+2jbkUq8/nJ0RbWRxum3SDW74Cl+hIioq0yo4vaOt69QpFEBBJb85msEmfyHA3l55L5PTBE2wARtMfmlhjmIohkAEojiKox/6KflP8RR4+23gwQNg48Y0129S27bA2LFAxYqG095/H1i6FJg0CXj6NPN6G+bODXz8sUWC1D3QA2MxFvuxP8PrpuxDo/cjAPs4AG5uhr8MaN8eyJcP7TYBvZeCwyVkgq+//hpLlizB8uXLcf36dQwYMADPnz9H7969Tc4jIggKClLS48ePVdNHjBiBKVOmYPv27bh8+TK6d++OokWLom3bthZeGyIiIiKypAwP2u7bt8/sssHBwTh37lxGN4GsSP8n1/qUnrY22shVQpOGwNatyvScUUDoZ41V85gK2lZCJQDAAizASqzEn/jTYHn5kR/90V/byzA0FACMjmmbVM5IADly4A7uKHlFURSFm3RS1Z3UKqzCaIxW5b20AXYPLWdQ9i28ZbhgGH+Q2Q3cSHHc08ZojAAEoAmaKHnlbwI24z2BtWsBe3tMxERsxmZlui1sgXfeAVq0SLZuUwqhkCrQZ04AdiEWYj7mq/L0A78A8B7eQxmUAZycAG9vxH3VU5nmBCdcwRVV+bEYi2BNCBrWHIlO6Iy7uJuGtXklTx5t4FDn33+Bs2e179MPPwAffQRs2mR+fXZ2KImSeA/vocDTV9tWEjaw0faC1SlUSP1goDJl1DM4OSE0r2E9ukCqsWB8vQErtL3Nq1VDgfdbq6YNmfgYiI2F3R8r1G0y4l/8iy/whar3chVUwViMTTlonysXsGcPpjY9aXSyHeyAgQO1f7Rpo33vdQGMX34Bbt3S9sJNrWrVgJYtgS1bgKlTgWvXtMHZDh2Ab7/VlvH21i7L01P797RpqV9OWqxZA/z9NzB6dMplTSlbFujXz6BXfUmUTF/bKMtpjMYYgzFpnt8uHoCbm+GvP/LmBZ4FY1N7YOlXwNsxZv7KgNLE3t4eNWvWxP79iV+oiAj279+PevXqmZwvZ86cuHPnDu7du4etW7eiUqVKyrRSpUqhSJEiqjrDw8Nx6tSpZOt0cHBArly5lJQzZyrHWCciIiKiTCGZkT7++GP56aefZNasWdKuXbtMWSZT5qcTOJlk5DVtKnzqjuDyZdlf7q4IRL5co52kX2byBPXfuXIWFQDyI35U5V/BFQGgykvajp3YKQKRLdgiuHRJICKDFqjrv1Yy2qANZW+K4NNP5aTeeky0/0FVZhu2SREUUS3P2DovGCSC48dlsfNKVf4qrFLNWwmVpD/6SyVUMlrP5/jc9HteooQcfTtcKRvjkDhfad9XLydONKhzcsmV0vCgSPflImjcWGBjY1B3LuQy2h6ByEzNLFmH9ao8JzgZ1JEHeeSHqtukT4OVRuspgAJK2VIolfh5dusmEJHmexPLFtpwyGR7kktwcBQMGqT909dXci/fIv/UCjUsFxOj/GkbJ9Jkv0jhRyIFR/0ku2oESbuNr4rqr6OIHGxoZDvculXw4EGKbYvWxAh+X6LO9vBIfP3xx+rl/f23XK9gWE/vyfcFVapI5RIfG13O1Yoiw+eI9PBS5z8uKLK6k8ijwol5OWf9rl2WjY1gzhzBwIGqbTwAAQInJ1WeJzyTPzZ8+aVARM7UMP4+TPv4omD37pQ/zvbtDeu2tRX07q1dxj//CK5dE0yYIHB2Nl7Hq+MBRJR2GaT0HAebNxdcvy5o0iT5crplPXqU9mXFxmrrGD5clT8e4w23SSbD5GR4zMqqSfd5tkVbs+eZXf8/Zb45w0Xw7JlEIlLJK+WnPefVO5a48Q9uvk1w+LCgTh2rr/PrmIoUKSIiInXr1lXlz5gxQ06ePGl0nrp160q3bt2kWrVq0qBBA9m+fbuEhoZKsWLFBIDUq1dPRETc3NxU861fv17WrVtnsi2enp6iLywszOrvD9Prm6qjughEqqO61dvCxMTExMSUzZLlF/L999/LlStXZMaMGTJ79my5e/eu/PLLL9ZecSYLpOO2/xmJgIiMnSJS9H5igKv9Bu0k/TLD5ia+DigmgvBwwfXrUmWLr3hrjsoqrFKm50VeCUKQycCEKhj3KkgzcqZ6edcLPxOIiKdnYl618yKtPpihKuefzzDAl3SZxqb/MkT7csBCdf6R0vcFkyYJ/P2lRckBiYEr57nKa7+cies20v47gYuLYOFCQaNGict1chKIyKEGiXV79dAG6AQiTf/RZmsSDNs2ZWzi6+pnRTB1qsF7WE1T3WT07FK++7KljTov74jJ2nmHDRP07SsA5Fdnr2SjcO5uiTeuLTWtEgOH388RiEirHYlly9xKKaJnPM0cqc6aPtp4uRyvYhkND+p99u4iy3rqfeYiAldXbaDQ3l4gIgcaJU7/HJ/LWIwVvBRxiTCvfdtqBEi18yJugSJ4mWTylSuJn0nhwgIROV7X+OfpEJPysvQ/d1NpeXcR/PmndnvTZdeurSrzR494QYMGyt97sTf5Y8NXX4nHteSX6++uPUYk27zwcEH+/ILy5bX1Nm0quHnTZPkWu7Vf1pis78ED4/lGvsQwO504kVhPkmnv4T35C3/JO3gnsczDh+pyefMKHBwEjo4CT0/jgWpd0tWxY4e2/Kt2j8boxG02mbbawlYKoqDpMlWrClq3zpRzRwmUkHIol3nnq5EjtUFv/WNqFkvFUEzew3sCQLWBfoyPzZp/Tv3Tyjw3yonkf5ry/v/7V3r7WhZ4D163lJagbdJkZ2cnt27dku+//16AtAdtHRwcJFeuXErKmTOn1d8fptc3MWjLxMTExMSU5pTxldasWVP1940bN8RJr0fL22+/LcHBwdZecSYLpBOlg0zeDN4tLuJdX/v6s03abP3pX6xPfL2vWZLZX/UGDUOYCET6oI/4wMcwMOHgIID6Bhd+fgIRmTBZvbzrLve0L1+KhObW5tX3Ni/QJhDBoUPaAOW+fUanzx2mfdlthTo/MoeIXazh+u+t/lgEIg8dgwWSGGBb0DlEcPSoYSDo4kWBiBx9L7GOUTNEdn2kfT2j6i45WVtk3lDDtukHLjuuNR5gavfWcIP5drcQeWGvfR1USD3tZG0R/LM/MatiRdn07t1k38Pef4hoGjURaDTSussGJb/aee3Lz/9KLPvRLvM/G4PPSu/PtR2Nl/Gub/iZmKxn8WJBnjwCEfm3sWG5Ha3S1s4fxxjJHjpUkCOH4O23BSJyoo7hfCF5RFr+nfb3J2mqdCVJVni4QZmfv058/U8pX23g30TPxZJ9p4lXj8TyVyqJ6m9d8vQ0o3mRkSmWWdpLHdxu/K95q75gkMj2T0Q0k743/7jn6KgN4Ds6CnbuVNdZuLCq7PrCh5SJOSJFKl4V+XiniOaWn6B6dW35yEjB9etiE6/9wmDYXNEGT/WXWbCg4OJFyR0q8t+7ItN6P5LcAeFScvlhKWjjKiOR+E2FM5xNtn03dotADIOlTk6CffsS12PgQG0P5le9rlOT+qCPqid2ARSQn/GztEIrsUFicPwe7olAxB3uFjs/2cJWauLV9cmrdcvvfU0mYqJ8gk+0vUt/+000+QpIfdSXEihhtB5HOBrNr1HuS5nhOE+2Y7t8ha+Sb0+5coLOnQ3y7QsWldy2+QWAhEO73zVD0hOiKOWdkUNQt55y7tNP+kFbc9PpmiKtt4o4PRdBmzbZqjdydkj29vYSFxcnbdq0UeUvX75ctm7danY9GzZskDVr1ggAKVWqlIiIVKtWTVXm0KFDMnfuXKuvMxMTwKAtExMTExNTOlLGV3r69GmZM2eOODtrbxZ3794t48aNk/Lly0uVKlVk0aJFZvcosGQaNGiQ+Pv7S3R0tJw8eVJq1apl9TZl6+TgYDSgpJ90gZTWW7VZETZRyrT3jySWmzc0yaxTpgjOnBG/t2KN1utim0fQpYu251T79hKM4MSb20ePBCIy7Vv1PD7wEYwfLxCRC29r8/571/ybW/1ekcamzx6hfdluo+G0uscN59P1XH1QRJv11e/av3cm/cU7IOjYUfn7QZHEifmfiizul7qb9B5er17u2iWoV0/5PL95d51B2cb/mg56CkTyBquzDjQyrw0lp62VXksT/w4oJvLOOZEuqxLzbpVJvg7dFwImP6uz5wQjR8qOHAdMljvyfgqfuf6fJUsKRGR/k9S93yml8j5Gsg8fVl5frKqe+NxJ+/+lKoZ1dV0QlqY2jJhtmJ1c+f1NXr388UdBvnyq40K1Eq1VZT/58YryZ9IvUpR6kqbAQMH58yab0PlP7ZckRR6InKplWOCP3q+CUMmsRq6wxD8q/nlOoNGkfMyzs1O+FNKlAk9EvvlJ+yXUqBkieVb/LdVQTW7hlsmFT57w6uWwYUq2/pcUEJEOvz6VmjsfiUOvAbLVw0d+GCcy8NfEMrovnpKmdsWHSyH3WoIyZQRXrwomThSb9h3EsW4jpcyP+FHb49TTU9tbt1Mn0++Vbt3r1BE8fartWexsPDC8yjHxi5gqqCIAZAmWKHnfuf0i72saqBYQilBt798hQwSjRgkAaYRG8j7eT6w7f35tSuU5av2rIV06lBilLHJR20fKsmPttF+47PfQdvn2gY9q/qFIPDHVWXxBan61WB7jscnPdSZmCgApiILaYHGBAtrtqlatxGIdv5RP8akUQzFB5cqy4fOXEukYJ7VR22S9Am2v/vfxvsRq4mT89yI4dUq9vuXKydz3z6Zp/xdovzCwiRdBXJy23YDg66+1XyJZ+1ojm6eTJ0+qfm2m0WgkICBAxowZY9b8NjY2cv36dZk1a5aSFxgYKF9//bXyd65cuSQ6Olo6duxo9fVlYgIYtGViYmJiYkpHyvhKbWxsZPTo0XL9+nX55JNPpEiRIrJx40Z5+vSphISEyI4dO6R06dJWXfEOHTpITEyM9OzZUypWrCi//fabBAcHS6FChaz9gWTfVKNGikFbXfq48ijBl19KczSXF3ghfYdcVP38fcDCJLPcvi0Q4wEZgUjRRl1UWb4aP+UPTbi2Z97cYep5lBtySdtNbY7EoQGN37C/6uzWYrfhtG+nieClOk8XfL33ljar2T7t31crJpl9yhTltXNU4oR8z7Qvvx+fuvVQvddxccrnObfxJYOydav2kxnfJP0Nv97nkOTn7cYCicZSeM60fQa6ZBunfTmuznaj02/hljzFU3GHuxzEwTQv59eB2i8X9LP/aZr6eva5XZLlHxnvla7roW0q3SybZDtzXWWycGlH4+Mkp5SUISX27dMO0SDa4QtMlT/QSO/PY8cEH34oKFFC8PbbMnOkuuzbdjUFd+4IRKTRBHUA/YW9SK4P24tN/kLySY6OUnjbSe2kSZMEK1caLrpNG8EPP5i1TrGaOPnKfpAscNsont/GSJEkQw7XPZ74R83TIhgwQODuLkjuXFWmjMGi1nyZ9u24zC2Rn77RBpmH/JKYf7pm4mtjYxqnlALdtF/mdFqtXcbSXurpx3FcRs0Q7Zcb/ftrg7emqhsyRDtci35eixaG1wGwMZg5ClEGebOaXDDI+6PwDuVP924TlHwnOGl7NAcEaLOiogzHfTaRimiKKfX89bn2ZZ4QkSO1opN977zsV8u8Eluky8Bjci3fw1S/9/tyHlde72gl4vmlj6zuJMr213+RdppPeZFiAWnfdr5cI4LKlbU9tl+KVLiu7Tme0nwpfVH5NL92u/l+ZJSM/177njXvtkoKj5ktrpuPC44eE/zwg/WvP7JR6tChg0RHR0v37t3Fw8NDFi9eLMHBwVL4Vc/8FStWyLRp05TyEyZMkObNm0upUqWkevXqsmbNGnn+/LlUrFhRKTN69GgJDg6WTz/9VKpUqSJbtmwRPz8/cXQ03iuciSmzE4O2TExMTExMaUuaVy8solSpUli0aBGioqIwZMgQPHz40FKLSrWTJ0/i9OnTGDp0KABAo9EgICAA8+fPx4wZM6zcumyqXz+cvPAb6vyXctGP8BH2Yi8A7ZPj4zUJyBHxElGvHl78yQ7g708AuLsDd+8q8/39MfDxbsP6Kl4DfCq++iM+HmffSUCNq44AgPzPgJD8wOL+QP/fE+e5iZuogAqAiHZPSCW3h0CQm/a1sfl/GgWM+QmocRY4+64273IVoOoVYO+HQPuNQERuw/nulgBK3gXK+AK+5bR59Y4DJ408BLrysTBceT8PQvIC+b22Ap99hrIoi1u4ZfZ6jJ4BzNR/gL1GA+TOjbUtw/DlenXZGqiB9qP+w9iZdkbr8rgO3PDQvi51G7hdxuxmpIsm5gWwYwfwxRewhz3mYR4GYqBBuXEYh7Zoi1qola7llbgLBJTQvv6nGdDsX9NlI22eI1iCUULeAgDcKguUL9cKb4eWwLqQRajooy6/8XPgi42m6wt4C3jrAdD3d+DC4XlouDoAP+Nng3Jt0RY7sAMJSDCY9mGRnqj4MC/k2zFwjy2CkbMNlzPDdQXuBJ3E+iGFET91Mq5V0i43BCHIh3yqsldKhKPR2dzQCKB5dUbR/f/LMKDjhsSy7+JdPCyfG5pq70Dz119ojMa4iqs4YXMKDi/V29VLvEQ5l+pAVCQ0tetC8+dqYM8eaEaPgSZnLuDpE+zGbpRGadNvWDJulQUmTQIcYoG6JxOPD2OnAvubIXF9RoyA5tQpaKABcrho86OjgapvQ/PrQmVdCz8GNn6RpqZkCau6Jq43AIPPUyMA4uKg2bwFmi86JOafOQts2ABNeDg0js6AgwPKxrnj6xjDfdBco2cA9nHA1PGJeYu+eIZ7x9dBM2iwul0TJmhf58wNTWSk9vWrf7rXNUq2wyd3qqS5PZYQ6QLkjMrYOn3fikHZ+05ml39cSFD4SRpOgHo2fwZ88081+EdeSlc9b5LBgwdj1KhRcHNzw4ULFzBs2DD895/24ungwYO4c+cOevXqBQCYPXs22rVrBzc3N4SEhODs2bMYP348Lly4oKpz8uTJ6NevH/LmzYujR49i0KBBuHXL/GsBIkuqjuo4h3OogRo4j/PWbg4REVG2YdGgrU7Xrl3h6emJOXPmYOHChZZeXIrs7e3x/PlztG/fHtu2bVPyly9fjrx586Jt27bWa5wRjg65MbLuX6gQrw1MaG+etR+dRjQGQRKNaD9YvPpffdOtUZcxlW8wr95yTNXpkhPNLhQwe72Ougeo6yhWFO+dtAEA+JUGnhYENA8eAEWLKQGDd8+aru/i29oyb19W5yfYADcqAJWuG85zI98TaAoWQvk03tfcL6ZdZrFA49ODcj5Hzpc54PI8dfWG5wIcXwCOser8587qQIrTi8RpcXYCTcJLAICd2KZugURERGk0rowXpvn1tnYziCiLYtCWiIgobYx3l0unPHnyYOzYsahYsSIuXryI6dOnY9euXZg1axZOnDiBvn374sqVK5ZYtFkKFiwIOzs7BAUFqfKDgoLg4eFhdB4HBwc4Ojoqf4sIIl/16LG07+vtw+jDdTJlWZnp/bvF1RkBiS/L3NYmoBjwwLz6qpno5GP70njAFgAqhBQCQsyr35i3Umiba2SONNWbO8J4fo5o0/PYx2sAMFhLRESZ60KzgoCftVtBRERERPR6sUjQdsWKFcibNy/Wrl2Lpk2bYtGiRejevTt69eqFJk2aYP369dixYwe+/fZbSyzeIr777jtMmjRJ+Ts8PBx58uTJlGXvCF6J0Xj9grZEWVG8rXa4C/v4lMtG5UCKvahD8gL5QtV5Twpq/xeNttd0oafG531QVFtGNEDOSHU9UTmAx4WBUneMz3urbOKwHaIBKtxMnHatYmJ+5WvJtx8AzlUHaqTQMeZ+MfWXGMdfDefx3gl1ueNGhvnQqXXavPc9JSfrAHVPJf4d7QQ4x6SujjvuQGBRdV7eUNNfACXnfjHANgEo8iixfS+1PyoweH+MCcsNXK2ccjlz6jKXqc+p5B2g6EPDMrX/A+wMR+JQBLwFFL+vzjtRF6h3MvF1yTuJ71Fy7pYA3O8l386k9N8b3zJA2SQBRl09tglQhvg5/S5Q64y6nLH92Vg9xparo9/+pPxKA0Gu2tcl7gEPigEJRr6Ly/EceOei6XYYa5extqT0/pnapi5US1z+parAg6IW/9EWEREREdEbxyJB2yZNmqB69erw8/PDkiVL4Ovrq0w7cOAAatSogYkTJ1pi0WZ5+vQp4uPj4erqqsp3dXXFo0fG7xh//PFHzJ6dOPCjSObdoBy9vBAaWH9YCXOcwinURm3l72nfAWN/NCxXH/VxHMeNV/L8OeDsrH2t0QAFCwJPngAAGpbojkMBKw1m6fMHsKyP9nVUDnWP1EG/AovG58fSkJ/RG4k/3/SFL8qhnPL323gbF6G+Cy6GYnig19V3L/ai4FvVUfN+YbTcBexpCWheAi+N3FRPxmRMwiTlbyc4IQYxWIVV6IquSv4zPEMBJA4r4QMfVFx5GujWDQBwVHMM9VFf+3bUrgN4ewPz5gHjxuFm3DWUQ1k03RqJAwPLAyEhyvtmL/aI08ThfowvikmS6JMJVc/E4kpNB9jHArGO6mn3bO7DPe87GB0zDDOeG99/e9T4Bfvmfgwnzx/hf3ApAKBtvt7Y5qwdv1gCzew2ncTfzgfxSZGvMDq0P2YEawfgLViqNp7ZhWoLaPTGZNS91mgwO+hbDArtBK88WzAgtKPJ+ke5zcbPhVcYzA8AjuKImIsnDeZZ0R14Ugj4wBvJjuOc36Me3nleAecvLQcANK0+CgdyvIqE5M0L7NyJkv5AlYG/Ysfewap5v877PTYUPghoNCgWUxD3TyQODuva+X+IunMF1VzL4MKpxar5XuIlypf5WL0+ZdTrpfxfWoNxtzpgyo1uJtdhjPMkrLMfiQJxufDRez9gz/EJBmX+tTuEHmgEADjuehv1i38HaDTY4/8dWjyqBgB47BiG+iUHGrZB939ZDRwS7PBizTKD+gfXWYVfT6nbeD1PIFp8NBcBOYMN6npw+ScUfZ4XAJCvyxDELF0AAGjUeg5co3Oj+X0PfHW9vsl1zvPoOSq1/h7R3T4HatUCBDhhRoCwc6vVWPN3F+XvgyX90eSQLRATjS8uVkBYHmDf4bFKW1uUKIc963uq6sg5Zgoc423x0e3yWF/5ChJs9c43pt47jQatypTF0JO10MJXO5j0BbcgvPMo8Tz3dwVfdOv4N8KcXsA53h6bVrVFi1uljK7HmH5+OBq8zWDfWrXmY3R9WB6Adizgd89qg/pRLkCecG2x7VX8Mf7TU1iypjGmfXQO2xe3BAAUCQQCi2nLvHcMOPGeepmOi7wQM6iXqbdWoR/wHLgIuFQt+fL5goGey4HZI4GtbYDPtgK5w4CwvNrpkS5A/eMA/vpLvb7t22v/DwsDfHyAwECgSBE4VK+L8jeBNZ+EY3vtRxi3Uft+/NDhJiauL69a9vdf3sKE9drzjEbvYzQ2DroyljsA7N+v/T/p59ykSeIM165DKmu/gRm4EPjrC+BpIcN6J08EJk0Gql0ALlRPzG8+7zr21wkH6uh9Kfzff6pl5oi2QdvD+bCpSQheOAGlAxzw0laDO8ViE8uFhgIDxxgumIiIiIiI0i3Dn2529uxZmTFjhpQrV04GDRokBw8etPoT15KmkydPyi+//JL4RDaNRgICAmTMmDFWb1t2TqdwSvXk6aHz9J4SjlnK6zqoY7qe8PDEKnR5PXsKhg6Vwihs9AnXI2Yn/hnopp7mWWWjAJBlWKbK94Wv0eUPwiClTEEUVM2zF3vloOawCES+WK/Ndow2/tTtyZhstP6f8JOqXDM0U/19BVcEffooWXmQR5nmDGeBnZ1SVwQiRCBSxraCyfezP/qb/QTyOn9pn8ruFmg4rSzKCgD5Gl+bnP82bhvkvYf3lLZEw/BJ7euwTnn9Bb6Q3ugtjdBIVWY/9gsAGYVRSl4e5DFrm8yBHPIlvkx2vcdhXLJ1pPWJ7sdwTABIGZRR8uqjvrr+V8VdcroZraMu6goAqYiKqnzd/CVR0uh8qd1366O+rMZqk+sShjARiJRGaamLugbT7+O+8voMzij1nsEZJf8yLpvVFl35v/G3hCBERmO0AJC7uKta5kRMNFnHPdxTvRdjMEZ+w2+60bkFgPRCLzmLsybXeQRGiB3sBKNHS31v05/zhdz+chu3pSmaCgD5Hb+LQGQO5qjblTu3IEcOg+0zEIFKXYuxOF3H4BzIodTlCU8JQYjydzd0Myj/Fb6Sv/CXLMACiUSkUvYhHkpu5DYovxmbU9zuu6CLej47O0Hx4oKJnkoZ19GzBX37CoYP12aNHy8A5GN8LG3QRtWW5NLPZbYKtm83PvnAAckRKfI0f2Lmim6vXp49K52XPJfbJUWqb/I3/Z46O5u178zBHMkBvc/W0VEASC7kks3YLB1y9BI0aiTw8BAA8oFtIwlFqNKu9mgveCmq98Jo0l9XvX1F90R2Y2+EZ1NvwZgxYherzneEto24fVtVJxMTE1NGp+qorjpWMTExMTExMZmdMr7SatWqyenTpyUyMlKOHj0qHq9uUrJS6tChg0RHR0v37t3Fw8NDFi9eLMHBwVK4cGGrty07p//wn+qmsOPaxNdTMEV5XRM1Tdeza5e2WESE0emDMEjWY71qOZMnJP7pU159Y/orfhUA4gUvVb6poK1+kFM/YCoQ+Qf/yA7sEIFIv8Xa7Nx9vzF6ozwFU4zWPxETVeV066T7+xIuCWxstIHb8uUFgBLA0AVOAUg+5FPmyYVcyX4uVVHVZNAjAQnK66YbQwUiUvmyYbmSKCkAZBiGmRVM0aVKqKS0ozIqyxIskcEYrEzPi7zSAz2kAtSB53jEK2V0wc+RGKnkucDF7O0yaRA4aTIVYNel1KyvLn2CTyQv8goAcYWrkl8btdX1FyggKFZMtRz94HQUogSAQaBUN78jHI0uP637sKn10QXc38JbAkDc4Cbt0V6Ko7gIRGIRq96GX9WnH2jVBd9TSqVQStqgjUF+CZRQtekLfGGyDn/4m/1elERJmYu5shZrJQpRBut+BEdkRb4dJt+bAlUbq+rLiZzyKT4Ve9ibtb6OcJSaqCmzMMvsLyPM+QynYqqUQAmZjukyHMNVAWtTyR3uynvQAi2U/AIoYFbAVqD9Iiq599rgpr1qVYG9vdF10E/6AegJSDzoD8VQQYcOhrN8/rlUO6/OXNDgsvZlq1baYHKlSoKiRdP9nqcl2cNexmFc4vuha2bXrqbn8/AQ+PgIevQQAFIO5VTvd03UlMEYLLfeSvyCbGIzb0H37gIR+WS7yNDqXmIL28Q6q1QRHD4saNjQKu8DExPT658YtGViYmJiYkpzsnoDrJYGDx4sd+7ckZiYGDl58qTUrl3b6m3K7ilp0Lbt5sTX/dBPef0O3jFdj6ur4JdfBJUrmyxTBEVUyzn3jojbNC+5ljdQkt65/4W/BIAsx3JVvh/8jNbdF32VMs5wVs2zH/tlGqaJQGRlV222qd6/MzDDaP2e8DQIrn2AD5S/z+O8wTzXcE0EIi3RUr7BN3IYh+UpnqYqQGcqwFIGZZS62nRaLxCRhjNPi0DkCZ4o5UqghHa/0Qu4mpOKwjAg4gxn8YOf7MVek+2tgipKHWdxVgDI//A/JU/pJWZGsoGNrMRKEYiswRqDNv6IH9P03iVNQQgSgchszFbNr9/7Ub/ncdJUFVXlPbwnDdDAYBv5EB8qf/+BP1TzFUZhKYACBvOkJRlbr3jEK8F9V7iqyjvAweg8OZFTAKiCoF/iy3QfY0qhlEQiUuIRr3yRYCz5wjdN70VlVE72Mx6DMaq/v/lJtIH3dK5XRiZd22ZiZprm34mdIhDpgz5Knn6QVHf8NPUeFUKhdK9DD/RI9nPIhVzqZTb50rBY9erSuO0vqsxpmumCMmWs/hkZTR9+KJg6VfulXTrrWtoqSFnniU2PCJo0SXwbPvrI+uvKxMT0RiUGbZmYmJiYmNKcrN4AptconcZp1Q1y660i3VaI/ISfxA2JP/9+G2+ne1lTMEX+sPGSOFtdwOyxatm6nygfxmEBzA/a9kEfpYwtbFXzHMABaYzGIhC586rTn66nYdI0C7OM1q//PugCSnVQxyBAqZ+WYqkIRKZjutFlmfN+6ZdfDG034QAECADZh30iEOls003QsaN87qz9DfFFXFTm0QXIUjPcgsB0j1hVTy8TSRc86oVeAkBGYITqs0ntNuMAB4P3IrnPyth7ZypNx3TJgzxSAMYDeLpyjdAoxXaWRmlV3bawlfZor/yt+hm2XtIFKnU9k9OSPsNnchInpTmaS1mUNVjPfMhnMI9+D0hduoIrqs/rM3yW7n1efx9K9osfQNqgjQiMDFFgRmqLtkY/49u4LRpolGEklr99Lvmfslsp6do7D/PSNP8iLFLq2IANMhmTVe+D7kuOpENzlEZpKYVSGbYexVFcdmGXCERO4ZQyRIfumJf086nvnSQrb16DoVGGYIjVP5/MSHM/D1DWeUKzI4Jy5RLfhnr1rN4+JiamNysxaMvExMTExJTmlLEVXr16VTp27Cj29sn/LLRs2bKycOFCjiH7mqWkQds2W0Rw7pwAUPVaNfiJeDqSj9MdowGWsRgrApHruC4AZAVWGARgjNXXC71MBgYO4qC4w10EItH28YJhw40GtlIKmGigkf7oL1VRVYDEi1mByGmcNijfDdog6lEczZCgrQtc5Gt8Le5wFyBxnMqVWClAYmB2D/aoAjKAOqidUrqP++n6bB3hqArO6Q/NkJ56f8Ev8hzPlbo6o3Oy5c0ZXzPZcZr13n/de57SeuvXXQM1pDd6i0BkO7abnK8kSsoMzDDauzktyQlOButpLAh/AzeSfW+iEZ0h7UltKoy0D3djD3uD9dAFK3Mjt3RH9xSHJbFW0rV3ERalaf4f8IPJz7I92qvK/ogfM2SfNJUKoICMwRgpgiLSDM3kHu4pX3wkbdv2T/T+/O8/g+13CIaIE5ys/vlkRvqhU2JP6PHNDmvH5mXQlomJyUqJQVsmJiYmJqa0JTtksKFDh2LGjBlYuHAh/vnnH5w5cwaBgYGIiYlBvnz5UKlSJbz//vuoXLkyFixYgEWLFmV0EygrmTIF8JsFAIhGtJLtApcMW4RPzAVUgLtB/h3cAQAURmEAgAZGHtdtRAISTE7TQINgBAMAnOJs4fzL73BEaaNl7WFvsh6B4Df8pvwdh7hkl38apwEAtVE7+cabKQpRmI3Zyt+6z6YbumECJqAgCgIAHuCBUuYpngIA4hFv9nL+h/+lq50v8AIXcEH5+yVepqs+nWEYhlEYhdIojXqoh7VYm2z5MigDb3ijHMqZLKP/GRpTFVVRCIVwF3dTbN8LvEArtMLf+BsA0AzNEItYAEA4wk3Odwd3MAYZ9xT3GMQY5Onaoe8xHqM8ypusR7ftZLbHeJzmeY19nkdwBID2M1iJlWmu29KCEYz8yI892JOm+f3gZ3LabuxW/f0jfoQd7FLch9LqGZ5hBmYAAB7iIUqghDLtCq6gCqoof1e8/upFp07A5s34DJ8r0w7hEBZggUXamBVFOCbZT6OjAX9/oEgR4NIl6zSKiIiIiIhSJcODtgcOHECtWrVQv359dOzYEV26dIG7uzucnZ3x9OlTnD9/HitXrsTq1asRGhqa0YsnK0saGNWcPQsgVPn7CZ6gEArhPM5n2DJv4qbRfF3QNj/ywx72hm0zEcRNLjBoAxtEIAJxiIM97JEf+eEEJ6Nl7VKxe+kHwowt/yZuIgpRRoPdbdHW7OWYkhu5lde7sVsJ9jzGY1RFVTjCUQkWJhfUBoBjOIb6qA9AHajPCALJsLpe4AWuv/qXkiAEoTzKIwpRyIEcRssYC2bqu4IrqWrfLuzCpFf/SqEUHuIhgOSDtpaQdLszFsw8iIN4H++brMNaQduMFIMYnMRJazfDLBVREVVRFf/i3zTNvwZr8A7ewXAMV+V/iA8RhShVXjjCMQqj0tzW9GiDNhiKofCCFy7iIsr6ATkjgMgDB4DYWFX7L+KiVdpoLfpfrinHzYoVAUdHICrKxFxERERERJSVZHjQVufYsWM4duyYpaqnbKo4iiMHciBUL5CbXk/wxGj+AzxAPOJhBzsURMEMC9oC2p5srnBFd3RHJCKNls3IoO1LvIQf/PA23lbl10O9DAkk6XojA9qAj6438VM8NQg26gcDeqM3lmGZ8ncZlMG3+NZiQduM6mmbVsVRHN/jewzGYINpL/Aiw5enC9DmQi4lWBqCkAxfTnKe47kStDXVm3gRFmECJpisQ7c9ZTcBCEBxFAcAvIf3Mv29T6vHeJzmgC2gPR6NwAh8g2/wNb5GXuSFC1xwAAcysJXpdxu3ld78z/AMBVAApYbPxeXHj1EcxVEHdQAAv+N3eMLTmk3NdJKgF7TVnepevNAmIiIiIiLKFiwWtCUCDAOjL179y0jP8Ex5HYIQ5EM+AEAkIvEET1AERVAYhc0eHuEETpicljRoOw3TTJZNa9DWVI/NpIGvRmiUYT3/XOGq+ls3DIOxHpL6QdukQbzbuI1ABCp/P8fzDGmfjrWDtsEIxjqsMxq0TamnbVpEIAKANmibC7kAAPdwL8OXk5woRKEQCgEwvY4P8RDP8TzNvZCzqk/xKeZgDsZhXIb+OiC7iEc8fsJP1m6GWfzghwIogNJeh3AZgBvcAAB3cRf90d+6jbMCean3iwjJuF8oEBERERFR5rGxdgPo9WJuYDQj6Qcz9ccLjUa0MqZlB3Qwu6etP/xRCZVUvU+TzmNOz8HkxrRNSj/4aWwcUcAwAHoYh82uPyWTMVn1t67t+gFxHf2grbHxbfXnycrDI6SVfqDcnGB7eugHbd1fjdusG/Yjs+hvd8mtow98TE5LabzfrOoiLqIJmiT7RQ5lDbdxG4C2tz+Q+OsBU7/EeN0Z7WlLRERERETZCoO2lO3pBwlv4ibGYzy+w3d4jufIgzwAgLEYq7w2x3VcV272N2Kjkq/raWssmJlUWnvamnrQlyUDll7wggc8sBiLVfnGetrqj2mbUtD2detpC2jXuRmaYQiG4DiOK/mWCNrqht7IhVwoiZIAYNaDzDKS/meo68VuzCM8MjktuwZtKfvQPTyt9KsHQ+qCtul5GF12pgraZoEvu4iIiIiIKPUYtCWLyoyet/q9XsMRjqmYiumYDgBKoAsAPsbHaWpbJ3QymEf3UKjkWDJom5aefykFPG/ghkEvzqzW0/YszmZofWn1L/7Fr/hVlWfJnrZucFO+dAhAQIYvJzn64ygnFzDWD9q2QRuswzrlb1PbNFFGMdXT9o0N2r5M/oGRRERERESU9TFoSxnKGsMj6AcJkz4UrB/6pbt+/YCTbv0e4IGqzFqsNZgvNcMj6Af89Huy6tMP2rZAC7PrNja/Kbogoc593DcokzRouxVbAQArsRKA+kFZGR20PY/zaIZmKI/yGVpvWulv75YM2uqPORyFzH3yuwMclNdjMdZkOf2g7XZsV33ZcRVXLdM4old0QVtdT1vdsZ/DI7CnLRERERFRdmXxoG3p0qXxww8/YM2aNShUSPswm48++giVKlWy9KIpC9D/+bilBCEIR3AEIQjBdmxXTVuCJViIhUbnS0uAWTc8QhjClLwcyIGe6GlQNjU9bfUDtaaCtvqSBlfNYc7QAvpB7zmYYzToqt++OMShK7riM3yGARgAQB1UzOjhEQBtL9dbuJXh9aaXJYO2ui8ALPF+pkTXo7gP+mAN1pgspxtaQxfEB4CmaIoFWICZmGnRNhLphkcoiZIohVJK8PYSLlmzWVbDoC0RERERUfZnflQpDRo0aIDdu3fj2LFjaNCgAcaNG4cnT56gWrVq6NOnD7744gtLLp6sQD8Q6gY3BCHI4ssUCBqiocnp5gxlYC7d+ug/LCwa0bCFrUFZb3inaRmmgrZ/4S98ik/T/CCq1AZtdUGQpJL2tI1ClCpQp9++jO5pm9Xob++WCIwkDc5bI2j7Nb7GH/gDF3Ah2XIBCEBu5FYF7Q+8+kdkafdxH8EIRn7kR0u0BKD9UulP/GnlllkHh0cgIiIiMuQMZ3jAw+i0EISYda9dEiWTfdaHD3xe+/tgyjwWDdpOnz4d48ePx5w5cxAeHq7kHzhwAEOGDLHkoikLyIyArTlM/Zw8NT1tW6EVvsbXSm9SXSBKdzDWD4j+h//gBS8sw7I0tdfU+J9/4k88wZM0j+ua2qCtqQBhSmPaRiEK7nBHPOLZwyudkg73YYnevCmJRWyKAVudtPQAJ8oIAsFxHMcn+ARt0RYAcBEXrdsoK1L1tM38UYuIiIiIsiQPeOAczhmdloAEOMEp2edx2MEOvvA12mlLpwZq4DzOp7utRICFg7ZVq1ZF586dDfIfP36MggULWnLRRIqkga+02PXqn44vfFEVVZXxEvWDk/7wV34qnhbJjWm7B3vSXK85AdSMCNoCwD3cS2XryJikXzi4wc1KLSHK+nzgg0/wCZqjOYA39yFkAAAOj0BERERkwAc+qIEaJqcXR3H4wz/Z6bVQK8VlEGUUiwZtQ0NDUaRIEdy5c0eVX716dTx48MD4TJStWeNBZCnJiJ62xlzBlXTNb4o5Y9qmhTk37uaMR6vfvuS+hXwTZPb2bk5vaaI3VShCVX+/yUFbecljBREREVFS0YhOVy/Y5AK6RJZg0QeRrVu3DjNmzICrqytEBDY2Nnjvvffw888/Y+XKlZZcNJHCVE/brBhgBiwXtE3t8Aimgt36gdo4xKW/YdlYZm9DqXm4HdGbhkHbRPpf0rGnLREREVHqlUVZrMEalEVZazeF3mAWDdqOHTsWPj4+CAgIQM6cOXHt2jUcOXIEx48fx5QpUyy5aLKS0zht7SYYsFRPW1PSW6+leq+mdngEU4OnmzM8AhFRZksatL2ES9ZpSBYgGgZtiYiIiNIjF3KhEzohF3JZuyn0BrNot624uDj069cP33//PapWrYqcOXPi/Pnz8PX1teRiyYpGYiSCEIS1WGvtpijY01YrtT1tTd3oM2ibKKtuQ0RvIv2g7X/4D2uwxnqNsTIRBmqJiIiIiLI7i/a0nTBhApydnXH//n3s3r0bf/31F3x9feHk5IQJEyZYctFkJeEIx3iMx1VctXZTFKZ62lpKegN5lvpJrzm9rfTHsbUxcXjgmLZElBXpB20HYdAb3cNUNMZfExERERFR9mHRoK2npydy5sxpkJ8jRw54enpactFEisweHiGteqAHtmM75mCOReo3J4AhEDzFUwDAZVw2WoY9bYkoK9IP2j7DM+s1JAsQvV9WvMnBayIiIiKi7MyiQVuNRmP0J3rVqlVDcHCwJRdNpMjsm/e0BoNXYiXaoI2qt2tGMmd4BAAojuLIh3yIQITR6XwQWaLMCPxPwzTltalxhokIeIEXymsGbYmIiIiIKLuzyJi2wcHBEBGICG7evKkK3Nra2iJnzpxYvHixJRZNZCAc4XiCJyiEQqr8rNbT1tLM7W0V8+qfKexpm7kmYiJu4ia+xJcYj/HWbg5RluUPf1zFVUQi0uSXTm8K/eM9e9oSEREREWVPFgnajhgxAhqNBsuWLYOnpyfCwsKUabGxsbhz5w5OnjxpiUUTGXULtwyCtpaSVYPB5va0TYn+mLaWemhadpEZn3UCErDi1T8iMi0BCaiGahl2rMvOGLQlIiIiIsr+LBK0XblyJQDA398fx48fR3w8e+ORdfnCF+/hPVVeVg2uWkpG3bjrv29vejDgIA6iHuohFrHWbgoRgV8k6bzpx2YiIiIioteBRYK2OkeOHFFeOzo6wsHBQTU9IuLN/vkiZR5LjRObnVjiJv5NDwz8gB/wCI/wN/62dlOIiBSiYU9bIiIiIqLszqJBW2dnZ/z000/o0KEDChQoYLhwO4sunkhh7KbVUj1ts2oP3oz6ybD+A35CEJIhdWZXMYjBfMy3djOIiFT0nyUgWfOUREREREREKbCxZOUzZ85EkyZNMHDgQLx48QJfffUVPD09ERgYiO7du1ty0UQqmTnGYVYN2t7G7QypJwEJyPnqH3+KTESU9TBQS0RERESU/Vk0aPvpp59i0KBB2Lx5M+Lj4+Ht7Y2pU6di7Nix6NKliyUXTaSSmT1ts6qu6Ipt2IYGaJDuuqJe/SMioqxH9L6oFD6YjYiIiIgoW7Jo0DZ//vy4fVvbuy88PBz58+cHABw9ehQNGqQ/cERkLgZtgXu4h7ZoC294W7spRERkQWLiNRERERERZR8WDdrevn0bpUqVAgD4+PigQ4cOALQ9cENDQy25aCKVzHwQy5sWDCYioqyFDx8jIiIiIsr+LBq09fLyQrVq1QAA06dPx+DBgxEdHY05c+Zg5syZllw0kYqxMW3ftAeRERHRm0E/aMsALhERERFR9mRnycrnzp2rvP7333/h4eGBmjVrwtfXF5cvX7bkoolUeNNKRERvClXQVsPzHxERERFRdmTRoG1S9+7dw7179wAAn3/+OTZt2pSZi6c3GMe0JSKiN4XqnMeYLRERERFRtmSxoK2trS08PDwQGxuLW7duKfmtW7fG999/Dw8PDwZtKdNwTFsiInpTcHgEIkqL4iiOgiiY4fV6wEP1f0Z6iqcIQECG10tERJQVWCRoW7lyZezcuRPFixcHAGzbtg0DBw7Ehg0bUKVKFSxZsgStWrWyxKKJjOKYtkRE9KbQHxJBeErKcgYNGoRRo0bBzc0NFy9exNChQ3H69GmjZb/66it0794dVapUAQCcPXsWY8eOVZX38vJCz549VfPt2bMHLVu2tNg60OunOIrjus0NuLx0ttgy1mBNhtcZZRONii8rMHBLRESvJYsEbWfMmAFfX18MGTIEnTp1QqdOnVCxYkUsXboUH330EWJiYiyxWCKT2NOIiIjeFCL6wyPw/JeVdOjQAbNnz8aAAQNw6tQpjBgxAnv37kWFChXw5MkTg/KNGjXC2rVrcfz4ccTExGDMmDHYt28fKleujMDAQKXc7t270atXL+XvFy9eZMr60OujIArC5aUzuvwJXK+YsXU7RQMl7wB3SgIxGRgTrngdWN3VGQVRkEFbIiJ6bUlGp6CgIKlWrZoAkNy5c0tCQoJ07do1w5fDxGRumo7pIhBVCkd4hi5DV+92bLf6+jIxMTExvbmp3Ye/Keekvi23WL09TInp5MmTMn/+fOVvjUYj9+/flzFjxpg1v42NjYSFhUm3bt2UPC8vL9my5f/s3XdcVfX/B/AX24EiLnAgDhTIATgyXJiEo0xNTS0tLFNpqKllzhzfErPU3BmaI63MNFNzYm7RVDAXoCCCbJANl+n794c/Tl4ZonG8jNezx/sR95zP+Xze5x689/Lmw+fwOjP+WzjBSQQiTpcKfGQus+F06cEXTnDS+fPHYDAqXiivi3yNYegw9KGCunXrKr/9T0lJQXp6Os6dO6fGUEQlwjVtiYioshD5d0kg/qVJ2WFkZIQOHTrA29tb2SYi8Pb2hrOzc4n6qFatGoyMjJCQkKC1vWfPnoiJiUFAQADWrFmD2rVrl2ruRERERPTsqbI8goigRo0ayMzMhJ6eHkQEVatWRY0aNbTapaamqjE8UQHPck1bIiIiXdJex5ZF27Kibt26MDQ0RExMjNb2mJgY2NmV7AZNX331FSIjI7UKvwcPHsSuXbsQEhKCFi1aYOHChThw4ACcnZ1x/37Bzz8AYGxsDBMTE+WxiCAtLe0pzoqIiIiI1KJK0VZPTw83b97Ueuzn56f1WERgaKjK8EQFFDbTiDciIyKiikjw8Exbqig+++wzjBgxAj179tRas3b79u3K19euXcOVK1dw+/Zt9OzZE3/99Vehfc2YMQPz5s1THqekpMDMzEy13ImIiIjoyalSNX3xxRfV6JboqfHPQ4mIqLJ4+B1P9Pj+V1bEx8cjNzcXFhYWWtstLCwQHR1d7LFTp07F9OnT8dJLL+Hq1avFtg0JCUFcXBxsbGyKLNp6enpi6dKlymOtm9cRERERUZmgStH25MmTanRL9NQ405aIiCoLrfc81uLKjJycHFy6dAmurq74448/ADz46zNXV1esWrWqyOM+/fRTzJo1C3369MGlS5ceO06jRo1Qp04dREVFFdkmOzsb2dnZT34SRERERPTMqHIjMqKyprA1bYmIiCqih4u2/EuTsmXp0qUYO3Ys3n77bdjZ2WHt2rWoXr06Nm7cCADYvHkzFi5cqLSfNm0a/ve//+Hdd9/FnTt3YGFhAQsLC1SvXh0AUL16dSxevBidO3eGtbU1evXqhT/++ANBQUE4dOiQTs6RiIiIiEoHF5WlSoEzbYmIqLJg0bbs+vXXX1GvXj0sWLAAlpaWuHz5Mvr27YvY2FgAQJMmTbRuHvb+++/DxMQEO3fu1Opn3rx5mD9/PvLy8tCuXTu4u7ujVq1aiIyMxOHDhzFnzhzOpCUiIiIq51i0pUrhWf7QmoSkZzYWERHRo1ioLdtWr16N1atXF7rv0ftCNGvWrNi+MjMz0bdv31LLjYiIiIjKDi6PQJXCs5hpOwIjcAqnMBVTS7VfIiKiJ6E105Z//EFEREREVC6xaEuVQmFr2pZ20XY7tqMHeiAKRd/4g4iISG3ayyNwTXciIiIiovJI1eURqlWrhunTp8PV1RX169eHvr52jbhFixZqDk+keJZr2hIREekSl0cgIiIiIir/VC3arl+/Hi4uLvjxxx8RFRUFEf4QQbrBH2CJiKiy0J5pS8UxMTFBVlaWrtMgIiIiIipA1aJtv3798Morr+Ds2bNqDkP0WJxpS0RElYV20ZZl20fp6elh1qxZ8PDwgIWFBVq1aoWQkBAsWLAAd+7cwQ8//KDrFImIiIiI1F3TNjExEQkJCWoOQVQiha1pS0RERJXP7NmzMXr0aEybNg3Z2dnK9mvXruG9997TYWZERERERP9StWg7Z84cLFiwAFWrVlVzGKLH4kxbIiKqLB6++Rhn2hb09ttvY9y4cfjpp5+Ql5enbP/nn39gZ2enw8yIiIiIiP5V6ssj+Pr6aq1da2Njg5iYGNy5cwc5OTlabTt06FDaw5dISEgImjZtqrVt+vTp+Oqrr3SSD6mPRVsiIqosROtrFm0f1ahRIwQFBRXYrq+vDyMjIx1kRERERERUUKkXbXfv3l3aXapizpw58PLyUh6npqbqMBtSG5dHICKiykL4nlesGzduoHv37ti2bZvW9qFDh8LPz09HWRERERERaSv1ou2CBQtKu0tVpKamIiYmRtdp0DPy8EyjcISjMRrDE546zIiIiEgdnGlbvAULFmDz5s1o1KgR9PX1MXjwYNja2uLtt99G//79dZ0eEREREREAlde0DQ4ORu3atQtsNzMzQ3BwsJpDP9b06dMRHx8PX19ffPLJJzAwMNBpPqSuh39oHYMx6IROmIu5OsyIiIhIHVzTtnh79uzBq6++ipdeegnp6elYsGAB7O3t8eqrr8Lb21vX6RERERERAVBhpu3DmjZtWmgx1MTEBI0bN1Zz6GKtWLECvr6+SEhIQJcuXeDp6YkGDRpg6tSpRR5jbGwMExMT5bGIIC0t7VmkS6Xg4R9as5GNi7iow2yIiIjUwzLt450+fRq9e/fWdRpEREREREVSpWj76quvKl/36dMHycnJymMDAwO4uroiJCSkVMf09PTE9OnTi21jZ2eHwMBALFu2TNl29epVZGdnY926dZgxYways7MLPXbGjBmYN2+e8jglJQVmZmalkjup7z5nHRERUSXBmbbFCw4ORqdOnZCQkKC13czMDL6+vmjRooWOMiMiIiIi+pcqRdv8m5GJCDZv3qy1LycnB3fu3Cl2VuvTWLJkCTZt2lRsm9u3bxe6/fz58zAyMkLTpk1x8+bNQtt4enpi6dKlymMR/hBUnjz8Qyt/gCUioopMa01bPZ2lUWYV95dgjRo10kFGRERE9LSsYIW6qFvq/drBTuv/pS0e8biLu6r0TRWHKkXb/A/Ct2/fRqdOnXDv3j01htESHx+P+Pj4pzrW0dEReXl5iI2NLbJNdnZ2kbNwqexj0ZaIiCoLvs8VriR/CXbnzh0dZEZERERPwwpW8NcPRPX7VVUb4yf8pEq/6foa2N+3ZeGWiqXqmrb29vbIyspSc4gn9sILL6Bz5844duwYUlNT4ezsjGXLlmHr1q1ISkrSdXqkEhZtiYiostB6z5P7xbSsXHTxl2BERESknrqoi+r3q2LkVsDfvnT7rqIBmt4B7jQFMku5JmzvD2wbVRV1UZdFWyqWqkXbpKQk/P333zhx4gSOHz+Os2fPIjMzU80hHysrKwsjRozAvHnzYGJigpCQECxbtkxr6QOqeLimLRERVRZaRVsuj6DQxV+CERERkfr87QG/9qXfr0/X0u+T6EmoWrR96aWX0KNHD/Ts2ROTJ0+GoaEhLl68qBRxvb291Ry+UH5+fnB2dn7m45JucaYtERFVFnyfK17z5s11nQIRERER0WOpWrQ9c+YMzpw5A09PTxgYGKBTp04YP348pk2bhunTp8PQUNXhiRT8AZaIiCoL/qLy8apVqwYXFxc0adIExsbGWvtWrlypo6yIiIiIiP6letW0ZcuW6NmzpxImJibYt28fjh8/rvbQRAr+AEtERJUF3/OK5+joiP3796NatWqoXr06EhISULduXWRkZCA2NpZFWyIiIiIqE1Qt2oaHh6Nq1ao4fvw4jh8/jq+++gpXrlxRc0iiQnFNWyIiqiy03ueE73mPWrZsGfbu3QsPDw8kJyfjhRdeQE5ODrZu3Yrly5frOj0iIiIiIgCAvpqdx8XFoVq1arC0tISlpSUsLCxQtWop33aPqAQ464iIiCoL3oiseI6OjliyZAlEBHl5eTAxMUF4eDimTZuGhQsX6jo9IiIiIiIAKhdtnZycYGlpiUWLFsHExAQLFy5EfHw8zpw5gy+++ELNoYm0sGhLRESVBd/zipeTk4P79x/8BU5sbCyaNGkCAEhOToaVlZUuUyMiIiIiUqi+pm1ycjL27t2LM2fO4OzZsxg4cCDeeOMNdO7cGbNnz1Z7eCIA/AGWiIgqD77PFc/Pzw+dOnVCUFAQTpw4gQULFqBu3bp46623cO3aNV2nR0REREQEQOWZtq+99hqWL1+Of/75BzExMVi7di1MTU0xdepUtG/fXs2hibRwTVsiIqos+IvK4s2cORNRUVEAgFmzZiExMRFr165FvXr1MH78eB1nR0RERET0gKozbb/77jucPHkS33//PU6cOMHZC6Qz/AGWiIgqCxH+orI4ly5dUr6Oi4tDv379dJgNEREREVHhVC3aWlhYqNk9UYmxaEtERJUFbz72dJycnLBgwQK8+uqruk6FiIiIiEj9NW319fUxaNAg2NvbAwBu3LiBP/74Q7kBBNGzwKItERFVFpxpW7TevXvDzc0N2dnZWL9+PUJCQmBra4tFixbh1VdfxaFDh3SdIhERERERAJWLti1atMD+/fvRqFEjBAYGAgBmzJiBu3fv4pVXXsHt27fVHJ5IwTVtiYiosnh4pi1n3f7r3XffhZeXFxISEmBubo733nsPU6ZMwcqVK7F9+3a0adMGAQEBuk6TiIiIiAiAyjciW7FiBYKDg2FlZYUOHTqgQ4cOaNKkCUJCQrBixQo1hybSwpm2RERUWTw80xbC97x8kyZNwmeffYZ69eph2LBhqFu3Lj744AO0bdsW77//Pgu2RERERFSmqDrT1sXFBS+88AISExOVbQkJCZg+fTrOnDmj5tBEWli0JSKiykL0+J5XmBYtWmDHjh0AgF27diE3NxeffvopIiIidJwZEREREVFBqs60zcrKQo0aNQpsNzU1RXZ2tppDE2lh0ZaIiCoLeWh2LZdH+FfVqlWRkZGhPM7KykJUVJQOMyIiIiIiKpqqM2337duH77//HmPGjMHff/8NAOjcuTO+++477NmzR82hibRwTVsiIqostN7nuDyClvfeew9paWkAAENDQ4wePRrx8fFabVauXKmL1IiIiIiItKhatJ04cSI2b94MHx8f5OTkPBjQ0BB79uzBpEmT1ByaSAsLtUREVFnwr0sKFxYWhrFjxyqPo6Oj8dZbb2m1EREWbYmIiIioTFC1aFuzZk2MGDECjRo1gr29PQDA398fwcHBag5LVAB/gCUiosqC73mFa9asma5TICIiIiIqMdWKtnp6eggKCkLr1q0RFBTEQi3pFH+AJSKiyoLvc0RERERE5Z9qNyITEdy6dQt16tRRawiiEuOatkREVFlo/aKSNyIjIiIiIiqXVCvaAsD06dPx9ddfo3Xr1moOQ/RYnGlLRESVhcj9Qr8mIiIiIqLyQ9U1bbds2YJq1arhn3/+QXZ2NjQajdZ+zsKlZ4VFWyIiqiw4u5aIiIiIqPxTtWj78ccfq9k9UYmxaEtERJWF1kxbFnCJiIiIiMol1WfaEpUFXNOWiIgqi4cLtVweoXB6enqwsbFB/fr1oa+vvVrYqVOndJQVEREREdG/VF3TNt9zzz2Htm3bKvHcc889i2GJFJxpS0RElQULtcXr3LkzgoKC4O/vj5MnT+L48eNKHDt2TPXxP/jgA4SEhECj0eDcuXPo1KlTse2HDh0Kf39/aDQaXLlyBf369SvQZv78+YiMjERGRgaOHDkCGxsbtdInIiIiomdElaJtt27d8PfffyuPz507Bz8/P1y+fBmXL1/GlStX4OrqqsbQRIVi0ZaIiCoLrfc8Lo9QwHfffYeLFy+iTZs2qF27NszNzZWoXbu2qmMPGzYMS5cuxfz589G+fXv8888/OHToEOrVq1doe2dnZ/z888/YsGEDnJycsHv3buzevVvrJr/Tpk3DxIkT4eHhgc6dOyM9PR2HDh2CiYmJqudCREREROqT0o6ffvpJJkyYoDxOSUmR7t27S5MmTcTa2lqWLFkiv/32W6mPy2AUFX3QRwQiApHmaK7zfBgMBoPBUCuaur6nvOf1emWpzvMpa5GWliYtWrTQydjnzp2TlStXKo/19PQkPDxcPvvss0Lb//LLL7J3716tbT4+PrJ27VrlcWRkpEydOlV5XLNmTdFoNDJ8+HCdP9eM8hNOcBKBiNMl5eWjzIfTpQdfOMFJ588fg8HQTZTH1y6+fjGeJFRZ07Zjx4748ssvtbaFh4cjLCwMAPDjjz/izz//VGNookJxTVsiIqostNa05UzbAs6fPw8bGxsEBwc/03GNjIzQoUMHeHp6KttEBN7e3nB2di70GGdnZyxdulRr26FDhzBo0CAAQLNmzdCgQQN4e3sr+1NSUnD+/Hk4Oztj+/bthfZrbGysNRNXRJCWlva0p0YVQBVUAQD02w/Y+Zdu38ZZQMNIILIhkF2KE8CbhTz4f37uRFT5lMfXLoCvX1RyqhRtGzdujOTkZOWxu7s7oqOjlccJCQmoU6eOGkMTFYrLIxARUWWhtaat8D0PANq2bat8vXLlSixZsgSWlpa4evUqcnJytNpevXpVlRzq1q0LQ0NDxMTEaG2PiYmBnZ1docdYWloW2t7S0lLZn7+tqDaFmTFjBubNm6c8TklJgZmZWYnPhSqeWqgFAPhyjm7zeBr5uRNR5VOeX7sAvn7R46lStE1NTUWLFi0QHh4OAPj999+19jdr1gwpKSlqDE1UKBZtiYiostBe05bveQBw+fJliAj09P6devzDDz8oX+fvExEYGqry8bhM8fT01JrBKyzuV3rHcRwv42VVCghN0RQLsRAzMRN3cKdU+05CEo7jeKn2SUTlR3l97QL4+kUlo8qn0vPnz+Ptt9/GiRMnCt0/evRonD9/Xo2hiQrFoi0REVUW2u95BDyYMKBr8fHxyM3NhYWFhdZ2CwsLrb9Ie1h0dHSx7fP//2gfFhYWuHz5cpG5ZGdnIzs7+2lOgyooDTQ4gAOq9O0EJyzEQhzEQfjBT5UxiKhy4msXVXT6anS6dOlSuLu7Y/HixVp3w61Xrx6++eYbjBo1qsD6XERqenhNWyIioopM65eTnEEJAAgLC1PC2toaERERWtvCwsIQEREBa2tr1XLIycnBpUuX4OrqqmzT09ODq6srfHx8Cj3Gx8dHqz0AuLm5Ke1DQkIQFRWl1aZGjRro3LlzkX0SERERUfmhyh3O3n//fcnMzJTc3FxJSEiQe/fuSW5urmRmZsqHH36o8zuwMSpXuMBFuVWjFax0ng+DwWAwGGpFQ9e3lfe8Hv2/1nk+ZS1yc3OlXr16BbbXrl1bcnNzVR172LBhotFo5O233xY7Ozv57rvvJCEhQerXry8AZPPmzbJw4UKlvbOzs2RnZ8uUKVPE1tZW5s6dK1lZWdK6dWulzbRp0yQhIUFeffVVadOmjfz+++8SHBwsJiYmOn+uGQzgobu78y7pDAajHAVfuxhlIVRbtGvt2rXYu3cvhg4dipYtWwIAbt26hd9++01Z65boWeHyCEREVFnwPa94+WvXPqpOnTpIT09Xdexff/0V9erVw4IFC2BpaYnLly+jb9++iI2NBQA0adIE9+//+9dBPj4+ePPNN/HFF19g4cKFuHXrFgYNGoTr168rbRYvXozq1avj+++/R61atXD69Gn07dsXWVlZqp4LEREREalLD+Cnear4uqEbTuEUAKAxGiMCETrOiIiISB2WvUYi6q+tAIAeryzGqT8/03FGZcPOnTsBAAMHDsTBgwe1ipoGBgZo164dAgMD0a9fP12lSFQhOcEJvvBFe7TnupBEVG7wtYvKgop/e1wicNYRERFVHqJX+NeVXXJyMoAHM21TU1Oh0WiUfdnZ2Th37hy8vLx0lR4RERERkRYWbalSYNGWiIgqC5F//7ye73n/evfddwEAd+7cwTfffIOMjAwdZ0REREREVDR9XSdA9CywaEtERJWF1vtcIWu3VnZ3795F/fr1dZ0GEREREVGxVCva6uvro3v37jAzM1NrCKISuw/OOiIiosqB73PFmzFjBoKCghAaGootW7ZgzJgxaNGiha7TIiIiIiLSolrR9v79+zh8+DDMzc3VGoKoxDjTloiIKouH3+f0+JZXQKtWrdCkSRPMmDEDGRkZ+OSTTxAYGIi7d+/ixx9/1HV6REREREQAVF4e4dq1a2jevLmaQxCVCIu2RERUWTy8pi0VLjIyEj/99BMmT56MSZMm4ccff4SFhQVGjBih69SIiIiIiACoXLSdPXs2vvnmG7zyyiuwtLREjRo1tILoWWHRloiIKgu+zxXPzc0NX375Jc6cOYN79+7B09MTiYmJGDp0KOrVq6fr9IiIiIiIAACGana+f/9+AMCePXsgD90IQ09PDyICQ0NVhycqFH+YJSKiiozLIxTv4MGDiIuLw5IlS/Dyyy8jOTlZ1ykRERERERWgatX0xRdfVLN7ohLjTFsiIqos+D5XvClTpqBHjx6YNm0aJk2ahBMnTuD48eM4fvw4bt26pev0iIiIiIgAqFy0PXnypJrdEz0V/jBLREQVGde0Ld7y5cuxfPlyAECbNm3g4uKCvn37YtWqVYiNjYWVlZWOMyQiIiIiUrloCwBmZmYYM2YM7O3tAQDXr1/HDz/8gJSUFLWHJioUi7ZERFSRid6/X3N5hKI5OTmhZ8+eePHFF9GtWzfo6+sjLi5O12kREREREQFQ+UZkHTp0QHBwMCZPnozatWujdu3amDJlCoKDg+Hk5KTm0ERERESVEn85Wbw9e/bg3r17+PvvvzFy5EjcvHkT7u7uqFu3Ltq3b6/r9IiIiIiIAKg803bZsmXYs2cPxo4di7y8PACAgYEB1q9fj2+//RYuLi5qDk+k4Jq2RERUWXB5hOIFBARg3bp1OHXqFP/yi4iIiIjKLFWLth07dtQq2AJAXl4eFi9ejIsXL6o5NFGRWLQlIqKKjMsjFG/atGm6ToGIiIiI6LFUXR4hJSUFTZo0KbDdysoKqampag5NpIUzbYmIqLLgTNvH69GjB/bs2YNbt27h1q1b+OOPP9CtWzddp0VEREREpFC1aLt9+3Zs2LABw4YNQ+PGjdG4cWMMHz4c69evx88//6zm0ERFYtGWiIgqMq33OeF73qNGjhwJb29vZGRkYMWKFVixYgU0Gg2OHj2KN954Q9fpEREREREBUHl5hE8++QQigi1btsDQ8MFQOTk5WLt2LaZPn67m0ERaONOWiIgqi4dn2uoV066ymjVrFqZNm4Zvv/1W2bZy5UpMnjwZc+bM4cQCIiIiIioTVJ1pm5OTg48//hjm5uZwdHSEo6MjateujSlTpiA7O1uVMWfOnIkzZ84gPT0diYmJhbaxsrLCvn37kJ6ejpiYGCxevBgGBgaq5ENlD4u2RERUkQkrtcVq3rw59u7dW2D7nj170KxZMx1kRERERERUkKpF2w0bNsDU1BQajQbXrl3DtWvXoNFoUK1aNWzYsEGVMY2NjbFjxw6sXbu20P36+vr4888/YWxsjC5dusDd3R2jR4/GggULVMmHyh4WbYmIqCLTWtOWb3kF3L17F66urgW2v/TSS7h7964OMiIiIiIiKpyoFbm5uVKvXr0C2+vUqSM5OTmqjQtA3N3dJTExscD2vn37Sm5urtSvX1/ZNn78eElKShIjIyNVc2LoLhzhKAIRgUgVVNF5PgwGg8FgqBWGLi8p73kvvrRQ5/mUtfDw8JDMzExZs2aNjBo1SkaNGiVr164VjUYj48aN03l+DEZFCyc4iUDECU46z4XBYDBKGnztYpSFUGVN2xo1akBPTw96enqoUaMGMjMzlX0GBgZ4+eWXERsbq8bQj+Xs7IyrV69qjX/o0CF89913aN26NS5fvqyTvEhdXNOWiIgqC62ZtlTAd999h+joaEydOhXDhg0DAPj7+2P48OHYs2ePjrMjIiIiInpAlaJtUlLS/8/vENy8ebPAfhHB3Llz1Rj6sSwtLRETE6O1Lf+xpaVlkccZGxvDxMREeSwiSEtLUydJUhWLtkREVJFxTduiGRgYYObMmfjhhx/QvXt3XadDRERERFQkVYq2L774IvT09PDXX39hyJAhSEhIUPZlZ2cjNDQUUVFRJe7P09MT06dPL7aNnZ0dAgMDnzrnx5kxYwbmzZunPE5JSYGZmZlq45F6WLQlIqKK7OGZtnp8y9OSl5eHadOmYcuWLbpOhYiIiIioWKoUbU+ePAkAaNasGcLCwv5zf0uWLMGmTZuKbXP79u0S9RUdHY3nn39ea5uFhYWyryienp5YunSp8liEPwWVVyzaEhFRRcb3ueIdPXoULi4uLNwSERERUZmmStE2X69evZCWlobffvtNa/vQoUNRrVq1En9Yjo+PR3x8fKnk5OPjg1mzZqFevXqIi4sDALi5uSE5ORk3btwo8rjs7GxkZ2eXSg707HFNWyIiqjz4PlecAwcOYNGiRWjbti0uXbqE9PR0rf179+7VUWZERERERP9StWg7Y8YMjB8/vsD22NhYfP/996rMcLCyskLt2rXRpEkTGBgYwMHBAQAQFBSE9PR0HD58GDdu3MCPP/6IadOmwdLSEl988QVWr17NomwlwaItERFR5bVmzRoAwJQpUwrsExEYGqr68ZiIiIiIqERU/VTapEkThISEFNgeGhqKJk2aqDLmggULMHr0aOXx5cuXAQA9e/bEiRMncP/+ffTv3x9r166Fj48P0tPTsXnzZnz++eeq5ENlD4u2RERUoT28hBOXcyrAwMBA1ykQERERET2WqkXb2NhYtGvXDqGhoVrbHRwccO/ePVXGfOedd/DOO+8U2yYsLAyvvPKKKuNT2cRCLRERERERERERlReqFm1//vlnrFixAqmpqcrNyVxcXLB8+XL88ssvag5NpIVr2hIRUaXx0OxaPR2mUdZUqVIFrq6u+PPPPwEACxcuhImJibI/Ly8Pc+bMQVZWlq5SJCIiIiJSqFq0nTNnDpo2bYqjR48iNzcXAKCvr48tW7Zg5syZag5NRERERPw9pcLd3R2vvPKKUrT96KOPcP36dWg0GgCAnZ0dIiMj8e233+owSyIiIiKiB1Qt2ubk5GDEiBGYM2cOHBwcoNFocPXqVYSFhak5LFEBoQh9fCMiIqKKgOvYFmrkyJFYvHix1rY333xTuf/CyJEj8eGHH7JoS0RERERlwjO5Pe6dO3egp6eH4OBg5OXlPYshibSkIhXWsEY2snWdChER0TOjx/qtwsbGBlevXlUeZ2Zm4v79+8rjv//+G6tXr9ZFakREREREBeir2XnVqlWxfv16ZGRk4Pr162jSpAkAYMWKFfjss8/UHJqogDCEIRrRuk6DiIhIXZxpW6hatWpprWFbv359rZvl6uvra+0nIiIiItIlVYu2np6ecHBwQM+ePZGZmals9/b2xvDhw9UcmoiIiIhIER4ejjZt2hS5v127dggPD3+GGRERERERFU3Vou2gQYPw0Ucf4cyZM5CHZn1cv34dLVq0UHNoIiIiosrpoc9cXB7hX/v378eCBQsKnU1bpUoVzJ07V7lJGRERERGRrqm6pm29evUQGxtbYHv16tW1irhERERERGpauHAhhg0bhsDAQKxatQo3b94EANja2uKjjz6CoaEhFi5cqOMsiYiIiIgeULVoe/HiRbzyyitYtWoVACiF2vfeew8+Pj5qDk1ERERUOfEX44WKjY1Fly5dsHbtWixatAh6enoAHnw+PXLkCD744INCJxsQERFR5ROGMPRBH4QhTNepUCWmatF25syZOHDgAJ577jkYGhpi0qRJeO6559ClSxe4uLioOTQRERFRpcflEbTduXMH/fr1g7m5OWxsbAAAQUFBSExM1HFmREREVJbcwz0cxmFdp0GVnKpr2p45cwaOjo4wNDTE1atX0bt3b8TGxsLZ2Rm+vr5qDk1ERERUOT000/aqGWeHFCYxMREXLlzAhQsXWLAlIiIiojJJ1Zm2AHD79m2MGzdO7WGIiIiI6P9ZRgFmyUDU5yxIEhEREQFAVVSFHewK3ZeHPFzBlcf20Q7tYACDIvcHIAAaaJ46R6KHqTLT1sDAAMbGxlrb6tevj88//xxfffUVunbtqsawRERERCSCGEvgpi24vm0ZYm5ujq1btyI5ORmJiYlYv349qlevXmz7FStWICAgABkZGQgNDcXy5ctRs2ZNrXYiUiCGDx+u9ukQERGVO3awg28R/3VER6Wd4SPzGx9+3BEdi+zDF75FFoWJnoYqM229vLyQnZ0NDw8PAICpqSkuXLiAKlWqICoqCpMnT8bAgQNx4MABNYYnIiIiIipTtm3bhgYNGsDNzQ1GRkbYuHEjvv/+e4wcObLQ9g0bNkTDhg3xySef4MaNG7C2tsZ3332Hhg0b4vXXX9dqO3r0aBw8eFB5nJSUpOapEBERlUsBCEB7tC9032VcVr7ORa7Wvocfb8RG+MGv2DGISpOUdgQGBoqbm5vy+IMPPpDw8HCpWbOmAJBFixbJX3/9VerjMhgMBoPBYFT66NTp3ymXr7+u+3wYYmdnJyIiHTp0ULb16dNH8vLypEGDBiXuZ+jQoZKZmSkGBgbKNhGRgQMH6vwcGYyiwglOIhBxgpPOc2EwGAwGozyFKssjNGrUCLdu3VIeu7q6YufOnUhJSQEAbN68Ga1bt1ZjaCIiIiLKx+URygRnZ2ckJibi0qVLyjZvb2/cv38fnTt3LnE/ZmZmSElJQV5entb21atXIy4uDufPn8c777xTankTERERke6osjxCZmYmqlatqjx+4YUX8Omnn2rtNzU1VWNoIiIiosqNhdoyx9LSErGxsVrb8vLykJCQAEtLyxL1UadOHcyZMwfff/+91vY5c+bgr7/+QkZGBnr37o01a9bA1NQUK1euLLIvY2NjmJiYKI9FBGlpaU9wRkRERESkNlVm2l6+fBlvvfUWAKBbt26wsLDAX3/9pexv0aIFIiMj1RiaiIiIiOiZ8PT0LPRGYA+Hra3tfx6nRo0a+PPPP3Hjxg3MmzdPa98XX3yBs2fP4vLly1i8eDEWL16sNVmiMDNmzEBKSooSERER/zlHIiIiIipdqsy0XbBgAQ4cOIBhw4ahQYMG2LRpE6Kjo5X9r732Gs6cOaPG0ERERESV28MzbTnrVlVLlizBpk2bim1z+/ZtREdHo379+lrbDQwMULt2ba3PyIUxNTXFwYMHkZqaitdeew25ubnFtj9//jw+//xzGBsbIzs7u9A2np6eWLp0qfJY+H1CREREVOaoUrQ9efIkOnTogN69eyM6Oho7duzQ2n/58mX8/fffagxNRERERPRMxMfHIz4+/rHtfHx8YG5ujvbt28PX1xcA0KtXL+jr6+P8+fNFHlejRg0cOnQIWVlZGDBgALKysh47lqOjIxISEoos2AJAdnZ2sfuJiIiISPdUKdoCQEBAAAICAgrd5+XlpdawRERERJUbZ02WOQEBAThw4AC8vLzg4eEBIyMjrFq1Cr/88guioqIAAA0bNsTRo0fx9ttv48KFC6hRowYOHz6MatWqYdSoUahZsyZq1qwJAIiLi8P9+/fRv39/WFhY4Ny5c8jMzISbmxtmzpyJb775RpenS0RERESlQLWiLRERERHpGAu4ZcbIkSOxatUqHD16FPfv38fOnTsxceJEZb+RkRHs7OxQrVo1AED79u3xwgsvAACCg4O1+mratClCQ0ORk5ODDz/8EMuWLYOenh6CgoIwZcoUTpAgIiIiqgD0APDTPBEREVFF4eQE/P+f4GPIEGDXLt3mQ0SVmhOc4AtftEd7+MFP1+kQERGVG/q6ToCIiIiIVMKZtkRERERE5RKLtkREREQVCQu1RERERETlnupFWzMzM4wZMwYLFy6Eubk5AMDJyQkNGzZUe2giIiIiIiIiIiKickfVG5G1bdsW3t7eSE5ORtOmTeHl5YXExEQMHjwYTZo0gbu7u5rDExEREVU+D8+05axbIiIiIqJySdWZtkuXLsWmTZvQqlUrZGZmKtv379+PHj16qDk0ERERERERERERUbmkatG2U6dOWLduXYHtERERsLS0VHNoIiIiosqJs2uJiIiIiMo9VYu2WVlZqFmzZoHtrVq1QlxcnJpDExERERELuERERERE5ZKqRds9e/bg888/h6Hhg6VzRQRWVlb46quvsHPnTjWHJiIiIiIiIiIiIiqXVC3aTp06FaampoiNjUXVqlVx4sQJBAUFITU1FbNmzVJzaCIiIqLKibNriYiIiIjKPUM1O09JSUHv3r3RpUsXODg4wNTUFL6+vjh69KiawxIRERERwAIuEREREVE5pWrRNt/Zs2dx9uzZZzEUERERUeXGQi0RERERUbmn6vIIy5cvx4QJEwps//DDD7Fs2TI1hyYiIiIiFnCJiIiIiMolVYu2Q4YMwZkzZwpsP3v2LIYOHarm0ERERESVEwu1RERERETlnqpF2zp16iA5ObnA9pSUFNStW1fNoYmIiIiIiIiIiIjKJVWLtkFBQejbt2+B7f369cPt27fVHJqIiIiocnp4pi1n3RIRERERlUuq3ohs6dKlWLVqFerVq4e//voLAODq6oqpU6fi448/VnNoIiIiIiIiIiIionJJ1aLtxo0bYWJiglmzZmHOnDkAgDt37uD999/Hjz/+qObQRERERJUTZ9cSEREREZV7qhZtAeC7777Dd999h7p160Kj0SA9PV3tIYmIiIgIYAGXiIiIiKicUr1omy8+Pv5ZDUVERERUebFQS0RERERU7pV60fbSpUtwdXVFUlISfH19IcX84NChQ4fSHp6IiIiIiIiIiIioXCv1ou0ff/yBrKws5eviirZEREREVMoe/uzFz2FEREREROVSqRdtFyxYoHw9f/780u6eiIiIiIiIiIiIqELTV7NzLy8vuLi4qDkEERERET2MM22JiIiIiMo9VYu29erVw8GDBxEWFobFixejXbt2ag5HREREREREREREVO6V+vIIDxs0aBBq1aqF119/HW+++SamTJmCgIAAbNu2DT/99BNCQ0PVHJ6IiIio8uHsWiJSUVVUhR3sStw+v+2THBOAAGigeeLciIiIKhI9AM/sk32jRo3wxhtv4N1330XLli1hZGT0rIYmIiIiqhxatgRu3nzwdb9+wMGDus2HiCoUJzjBF76qjtEe7eEHP1XHICIiKutUnWmrNZChITp27IjOnTujadOmiImJeVZDExEREVUenGlLRCoKQADao32J21dBFTRFU9zBHWQis8RjEBERVXaqF2179uyJN998E0OGDIG+vj527dqF/v3746+//lJ7aCIiIiIiIipFGmieeBasD3xUyoaIiKjiUvVGZOHh4di/fz/q1q2LcePGwcLCAmPGjFG1YDtz5kycOXMG6enpSExMLLSNiBSI4cOHq5YTERER0TPz8ExbzrolIiIiIiqXVJ1pO2/ePOzYsQPJyclqDqPF2NgYO3bsgI+PD8aMGVNku9GjR+PgQ2u8JSUlPYPsiIiIiIiIiIiIiIqnWtHW0NAQa9euhY+PzzMt2s6bNw8A4O7uXmy7pKQkrqtLREREFQ9n1xIRERERlXuqLY+Qm5uLsLAwGBgYqDXEf7J69WrExcXh/PnzeOeddx7b3tjYGDVq1FDC1NT0GWRJRERE9B+wgEtEREREVC6puqbtl19+iYULF8Lc3FzNYZ7YnDlzMGzYMLi5uWHnzp1Ys2YNJkyYUOwxM2bMQEpKihIRERHPKFsiIiKiJ8BCLRERERFRuacHQLVP9r6+vrCxsYGRkRFCQ0ORnp6utb9Dhw4l6sfT0xPTp08vto2dnR0CAwOVx+7u7vj2229LVDCeP38+3nnnHTRp0qTINsbGxjAxMVEeiwjS0tJKkD0RERHRM9SsGXD79oOve/cGjhzRbT5ERERERPTEVL0R2e7du0ulnyVLlmDTpk3Ftrmd/8PJUzh//jw+//xzGBsbIzs7u9A22dnZRe4jIiIiKjM405aIiIiIqNxTtWi7YMGCUuknPj4e8fHxpdJXYRwdHZGQkMCiLBEREREREREREemcqkVbADAzM8PQoUPRokULfP3110hMTISTkxNiYmIQGRlZ6uNZWVmhdu3aaNKkCQwMDODg4AAACAoKQnp6Ovr37w8LCwucO3cOmZmZcHNzw8yZM/HNN9+Uei5EREREz9zDM20565aIiIiIqFxStWjbtm1beHt7Izk5GU2bNoWXlxcSExMxePBgNGnSBO7u7qU+5oIFCzB69Gjl8eXLlwEAPXv2xIkTJ5CTk4MPP/wQy5Ytg56eHoKCgjBlyhR4eXmVei5ERERERERERERET0rVG5EdOXIEvr6++Oyzz5CSkgIHBweEhITA2dkZP/30E5o1a6bW0ERERESVU5MmQGjog6/d3ABvb93mQ0RERERET0xfzc47deqEdevWFdgeEREBS0tLNYcmIiIiIi6PQERERERULqlatM3KykLNmjULbG/VqhXi4uLUHJqIiIiocmKhloiIiIio3FO1aLtnzx58/vnnMDR8sHSuiMDKygpfffUVdu7cqebQRERERERlhrm5ObZu3Yrk5GQkJiZi/fr1qF69erHHHDt2DCKiFWvXrtVqY2VlhX379iE9PR0xMTFYvHgxDAwM1DwVIiIiInoGVC3aTp06FaampoiNjUXVqlVx4sQJBAUFITU1FbNmzVJzaCIiIqLK6eGZtpx1W2Zs27YNrVu3hpubG/r3748ePXrg+++/f+xx33//PSwtLZWYNm2ask9fXx9//vknjI2N0aVLF7i7u2P06NFYsGCBmqdCRERERM+Aqjciy9elSxc4ODjA1NQUvr6+OHr0qNpDEhEREVVOjRsDd+8++NrVFfjrL93mQ7Czs4O/vz86duyIS5cuAQD69OmD/fv3o3HjxoiKiir0uGPHjuHy5cuYPHlyofv79u2Lffv2oWHDhoiNjQUAjB8/Hl999RXq1auHnJwcdU6IiIiIiFSn6kzbfGfPnsXatWvx9ddfs2BLREREpCbOtC1znJ2dkZiYqBRsAcDb2xv3799H586diz125MiRiIuLw9WrV7Fw4UJUrVpVq9+rV68qBVsAOHToEMzMzNC6desi+zQ2NkaNGjWUMDU1/Q9nR0RERERqUKVo+8ILL+CVV17R2vbWW2/h9u3biImJwbp162BsbKzG0EREREREZYqlpaVWYRUA8vLykJCQAEtLyyKP++mnnzBq1Ci8+OKL8PT0xFtvvYWtW7dq9RsTE6N1TP7j4vqdMWMGUlJSlIiIiHia0yIiIiIiFalStP3888+1frvfpk0bbNiwAd7e3li0aBFeffVVzJgxQ42hiYiIiCo3zq59Zjw9PQvcKOzRsLW1fer+vby8cPjwYVy7dg0//fQT3n77bQwePBjNmzf/z3nXrFlTiUaNGv2n/oiIiIio9Bmq0amjoyPmzJmjPB4xYgTOnz+PcePGAQDu3r2L+fPnY/78+WoMT0REREQAC7gqW7JkCTZt2lRsm9u3byM6Ohr169fX2m5gYIDatWsjOjq6xOOdP38eAGBjY6P0+/zzz2u1sbCwAIBi+83OzkZ2dnaJxyUiIiKiZ0+Voq25ubnWn2q5uLjgwIEDyuMLFy7AyspKjaGJiIiIKjcWap+Z+Ph4xMfHP7adj48PzM3N0b59e/j6+gIAevXqBX19faUQWxKOjo4AoNy4zMfHB7NmzUK9evUQFxcHAHBzc0NycjJu3LjxhGdDRERERGWJKssjxMTEoFmzZgAAIyMjtG/fHufOnVP216hRg3ezJSIiIqJKISAgAAcOHICXlxc6deqELl26YNWqVfjll1+UAmzDhg3h7++PTp06AQCaN2+O2bNno3379rC2tsarr76KLVu24MSJE7h69SoA4PDhw7hx4wZ+/PFHtGvXDr1798YXX3yB1atXcyYtERERUQUgpR1r1qyRM2fOSLdu3eSbb76RuLg4MTIyUva/+eab8vfff5f6uAwGg8FgMBiVPiwt/11Q1cVF9/kwBICYm5vLtm3bJCUlRZKSkmTDhg1SvXp1Zb+1tbWIiLj8/zVr3LixHD9+XOLj40Wj0cjNmzflq6++kho1amj126RJE/nzzz8lPT1dYmNj5euvvxYDAwOdny+DwWAwGAwG47+F3v9/Uarq1KmDXbt2oVu3bkhLS4O7uzt2796t7Pf29sa5c+cwe/bs0h6aiIiIqHKztAT+f/YmevYETpzQaTpERERERPTkVCna5qtZsybS0tJw//59re3m5uZIS0vjEglEREREpc3CAsi/CRWLtkRERERE5ZIqNyLLl5KSUuj2xMRENYclIiIiIgC8KRkRERERUfmkyo3IiIiIiEhHWKglIiIiIir3WLQlIiIiqqhYwCUiIiIiKpdYtCUiIiIiIiIiIiIqQ1i0JSIiIqpIOLuWiIiIiKjcY9GWiIiIiIiIiIiIqAxh0ZaIiIioIuFMWyIiIiKico9FWyIiIiIiIiIiIqIyhEVbIiIiooqEM22JiIiIiMo9Fm2JiIiIKio9PV1nQERERERET4FFWyIiIqKKhDNtiYiIiIjKPRZtiYiIiIiIiIiIiMoQFm2JiIiIKhLOtCUiIiIiKvdYtCUiIiIiIiIiIiIqQ1i0JSIiIqpIONOWiIiIiKjcY9GWiIiIiIiIiIiIqAxh0ZaIiIioIuFMWyIiIiKico9FWyIiIqKKSk9P1xkQEREREdFTYNGWiIiIqCLhTFsiIiIionKPRVsiIiIiIiIiIiKiMoRFWyIiIqKKhDNtiYiIiIjKPRZtiYiIiIiIiIiIiMoQFm2JiIiIKhLOtCUiIiIiKvdYtCUiIiKqqPT0dJ0BERERERE9BRZtiYiIiCoSzrQlIiIiIir3WLQlIiIiIiIiIiIiKkNYtCUiIiKqSDjTloiIiIio3GPRloiIiIiIiIiIiKgMYdGWiIiIqCLhTFsiIiIionKPRVsiIiIiIiIiIiKiMoRFWyIiIqKKhDNtiYiIiIjKPRZtiYiIiCoqPT1dZ0BERERERE+BRVsiIiKiioQzbYmIiIiIyj0WbYmIiIiIiIiIiIjKEBZtiYiIiCoSzrQlIiIiIir3WLQlIiIiIiIiIiIiKkNYtCUiIiKqSDjTloiIiIio3KtQRVtra2usX78et2/fRkZGBoKCgjBv3jwYGRlptWvbti1OnjwJjUaDsLAwfPrppzrKmIiIiIiIiIiIiEiboa4TKE12dnbQ19fH+PHjERQUhDZt2sDLywvVq1dXCrM1atTA4cOH4e3tDQ8PD7Rt2xY//PADkpKS4OXlpeMzICIiIvqPONOWiIiIiKhCkIocn3zyiQQHByuPPTw85N69e2JkZKRs8/T0FH9/f53nymAwGAwGg/Gfw9BQIPIgXnxR9/kwBICYm5vL1q1bJTk5WRITE2X9+vVSvXr1IttbW1tLUYYOHaq0K8zw4cN1fr4MBoPBYDAYjP8WFWp5hMKYmZkhISFBeezs7IyTJ08iJydH2Xbo0CHY2dmhVq1aRfZjbGyMGjVqKGFqaqpm2kRERERPhzNty6Rt27ahdevWcHNzQ//+/dGjRw98//33Rba/e/cuLC0tteLzzz9HamoqDhw4oNV29OjRWu12796t8tkQERERkdoq1PIIj2rRogUmTJiATz75RNlmaWmJkJAQrXYxMTHKvqSkpEL7mjFjBubNm6c8TklJgZmZ2WNzMDU1RYMGDaCvX+Hr40RUgeTl5SE0NFTrF1xERPR07Ozs0K9fP3Ts2BGXLl0CAEyYMAH79+/HJ598gqioqALH3L9/X/mMmu+1117Dr7/+ivT0dK3tSUlJBdoSERERUflWLoq2np6emD59erFt7OzsEBgYqDxu2LAhDh48iB07dmD9+vWlksPSpUuVx/KYWSx6enqYMWMGXnvttf88NhGRLmRkZOCNN95AZGSkrlMhoifx8GcUPT3d5UEKZ2dnJCYmKgVbAPD29sb9+/fRuXPnEs2Mbd++PZycnPDhhx8W2Ld69WrlZrzfffcdNm7cWJrpExEREZEOlIui7ZIlS7Bp06Zi29y+fVv5ukGDBjh27BjOnj2LcePGabWLjo6GhYWF1rb8x9HR0UX2n52djezs7BLnPGPGDAwaNAgrVqyAn58fZ6sRUblSpUoV/O9//8PcuXPh4eHx2F9UERFR0SwtLREbG6u1LS8vDwkJCbC0tCxRH2PGjMGNGzfg4+OjtX3OnDn466+/kJGRgd69e2PNmjUwNTXFypUri+zL2NgYJiYmymMRQVpa2hOcERERERE9CzpfWLc0o2HDhhIYGCg//fST6OvrF9iffyMyQ0NDZduXX35Zqjciq1Gjhly4cEHeeustnT8fDAaD8bTRu3dvuXDhgtStW1fnuTAYjCcIPb1/b0TWq5fu86nA4enpWeTNwvLZ2trKjBkzJCAgoMDxMTEx4uHh8dhxqlSpIomJiTJlypTHtp0/f76EhYUV22bu3LlaOSYnJ+v8uWQwGAwGg8FgaEeFWmi1YcOGOH78OMLCwvDJJ5+gXr16sLCw0JpZ+9NPPyE7OxsbNmzAc889h2HDhmHSpElaSx/8V/kzJvz8/EqtTyKiZy08PBwAYG5uruNMiIjKpiVLlsDOzq7YuH37NqKjo1G/fn2tYw0MDFC7du1i/9Ir39ChQ1GtWjVs2bLlsW3Pnz8PKysrGBsbF9nG09MTNWvWVKJRo0aPP1kiIiIieqbKxfIIJeXm5oaWLVuiZcuWiIiI0Nqn9/9ruqWkpKB3795YvXo1Ll26hPj4eCxYsABeXl6llkf+Tce4JAIRlWd5eXkAwBspEpU3XM7kmYmPj0d8fPxj2/n4+MDc3Bzt27eHr68vAKBXr17Q19fH+fPnH3v8mDFjsGfPnhKN5ejoiISEhGKX9XrSZb+IiIiI6NmrUEXbzZs3Y/PmzY9td/XqVfTo0eMZZERERERElV1AQAAOHDgALy8veHh4wMjICKtWrcIvv/yCqKgoAA/+Yuzo0aN4++23ceHCBeXYFi1aoEePHnj55ZcL9Nu/f39YWFjg3LlzyMzMhJubG2bOnIlvvvnmmZ0bEREREamD06eoTJg7dy6Xk6ggeC2JiIgKGjlyJAICAnD06FHs378fp0+f1rphrpGREezs7FCtWjWt4959912Eh4fj8OHDBfrMycnBhx9+CB8fH1y+fBnjx4/HlClTMH/+fNXPh4iIiIjUp/OFdSta2NrayoULF8TW1lbnuTxJ1K1bV9asWSOhoaGSmZkpUVFRcvDgQenSpYvqY1evXl1q166t6hg9evSQo0ePyr179yQ9PV1u3rwpmzZtEiMjo1Lp38XFRUREzMzMVD2Pnj17yt69eyU2NlY0Go0EBQXJL7/8It27d3/m3zMiIgMHDtTaNnfuXPHz83uq5y5fbGys/Pnnn9KmTZsn6sfd3V0SExOf+fNQUaO8vpYxGAzwRmQMBoPBYDAYDEY5D860JcXOnTvh5OQEd3d3tGrVCgMGDMDx48dRp06dp+7TyMioRO3S09ORkJDw1OM8jr29PQ4ePIiLFy+iR48eaNu2LSZMmIDs7GwYGBioNu7TKiqn999/H0ePHsW9e/cwfPhw2Nra4rXXXsPZs2exbNmyIvvT19dX1nUuy1q1agVLS0v06dMHJiYm+PPPP0v8PURERIUoB6/9RERERERUOJ1XjitalMfZaWZmZiIi0qNHj8e28/LyktjYWElOTpajR49Ku3btlP35syzHjBkjt2/flry8PBk7dqxERESInp6eVl+7d++WDRs2aB338P533nlHrl27JpmZmRIZGSkrV64scR6PxqRJk+T27duPfR66du0qJ0+elIyMDAkLC5Ply5dLtWrVlP3GxsayaNEiCQsLk8zMTLl165a8++67Ym1tLY/auHGjcszy5cslJiZGNBqNnDp1Sjp27Kj0mT/LtG/fvnLx4kXJysoSFxeXArlZWVlJVlaWLFmy5LHnkT/j9NVXX5Xr169LTk6OWFtbS61atWTz5s2SkJAg6enpsn//frGxsVGOi42NlSFDhiiP/fz8JDIyUuv5yczMlKpVq0pISIjW+YaEhGhdy1GjRklISIgkJSXJzz//LKampkXmW9gs5f79+4uISNu2bZVtkydPlitXrkhaWpqEhYXJ6tWrpXr16lp9PGzu3LnKNfj6668lPDxc0tLS5Ny5c4U+xwztKI+vZQwG4/8jf6atq6vuc2EwGAwGg8FgMBhPHJxp+6xUq6abKKG0tDSkpqZi0KBBMDY2LrLdjh07UL9+ffTr1w8dOnSAr68vjh49CnNzc6WNjY0NhgwZgsGDB8PR0RE7duxAnTp18OKLLyptzM3N0bdvX2zbtq3QcTw8PLB69Wp8//33aNu2LQYMGICgoKAnyuNh0dHRaNCgAbp3717kuTVv3hwHDx7Ezp070a5dOwwfPhzdunXDqlWrlDZbtmzBG2+8gYkTJ8Le3h7jx49HWloa7t69i8GDBwP4d7bopEmTAACLFy/GkCFD4O7ujvbt2yMoKAiHDh0qkOuiRYswffp02Nvb48qVKwXyGzJkCIyNjbF48eIiz+Fh1apVw2effYb33nsPrVu3RmxsLDZt2oSOHTtiwIABcHZ2hp6eHvbv3w9Dwwf3JDx58iR69uwJAKhVqxbs7e1RtWpV2NraAgBcXFxw4cIFaDQadOrUCQAwevRoWFpaKo+BBzdNGTRoEPr374/+/fvDxcUF06dPL1HeAFCzZk2MGDECALTubn3//n1MnDgRrVu3hru7O3r16qU8H2fPnsWkSZOQnJwMS0tLWFpaKjdiWbVqFZydnTFixAi0a9cOO3bswMGDB2FjY1PinIiIiIiIiIiIniWdV44rWhSYnVat2r8zXp51PDRL9HExePBguXfvnmRkZMjp06flyy+/1Jrl2LVrV0lKShJjY2Ot427duiVjx44V4MEsy6ysLKlbt65Wm99//13Wr1+vPB47dqyEh4crs28fnWkbHh4u//vf/wrNsyR5PBr6+vryww8/iIhIZGSk7Nq1Sz788EOpUaOG0sbLy0u+++67AmPl5uaKiYmJtGzZUkREXIuYtVTYbNFq1apJVlaWvPHGG8o2Q0NDCQ8Pl08++UTruAEDBhR7fdasWSNJSUkFrllqaqoS+WvAuru7i4hozT62sbERERFnZ2dlW+3atSU9PV2GDh0qAOSjjz6Sq1evCgAZMGCA+Pj4yO+//y7jx48XAHL48GH54osvlONFCl/TNi0tTWtm7VdffSU+Pj5Fnlv+c5B/Hvl2795d7HMyZMgQiYuLUx4XtqatlZWV5OTkSIMGDbS2HzlyRL788kudvEaUl+BMWwajHAdn2jIYDAaDwWAwGOU6ONOWFLt27ULDhg0xYMAAHDx4ED179oSvry/c3d0BAA4ODjA1NcW9e/eQmpqqRLNmzdCiRQuln9DQUMTHx2v1vW3bNmWmKPDgDsq//PILRKRAHvXq1UOjRo1w9OjRQvMsaR4Pu3//Pt599100atQI06ZNQ0REBGbOnInr16/D0tJS6Xf06NFafR46dAgGBgZo1qwZHB0dkZubixMnTpT4OW3RogWMjY1x5swZZVtubi7+/vtv2Nvba7W9ePHiY/t79Pk6dOgQHB0d8corr8DU1FRrLdysrCytGbv29vbIycnB+fPnlW0JCQkIDAxUcjlx4gSee+451K1bFy4uLjh+/DiOHz+Onj17wtDQEF26dMHx48cfm+edO3eQlpamPI6KikL9+vUfe1z37t3RoUMHuLu7IzAwEB4eHlr7XV1d4e3tjfDwcKSkpODHH39E3bp1UbVq1SL7bNu2LQwNDXHz5k2ta+vi4lLk9wsRERERERERkS4Z6jqBSiEjA6heXXdjP4GsrCx4e3vD29sbX3zxBby8vDB//nxs3rwZpqamiIqKUv58/mFJSUnK1+np6QX27927F3p6enjllVdw4cIFdO/eHZMnTy40B41GU2yOJc2jMJGRkdi6dSu2bt2KOXPm4ObNm/Dw8MC8efNgamqKdevWYcWKFQWOCwsLU/1P6Qt73h5269Yt1KpVCxYWFoiJiVGOCQ4ORm5uboH2j3seC3P16lUkJCTAxcUFLi4umDVrFqKjo/HZZ5+hU6dOMDIywtmzZx/bT05OjtZjEYG+/uN/RxQSEoLk5GTcvHkT9evXx/bt2+Hi4gIAsLa2xr59+7B27VrMmjULCQkJ6NatG3744QcYGxsXeb6mpqbIzc1Fhw4dkJeXp7Xv4cIyEREREREREVFZwaLts/KExdOy4saNGxg0aBAAwNfXF5aWlsjNzUVoaOgT9ZOVlYVdu3Zh5MiRsLGxQWBgIPz8/Aptm5aWhpCQELi6uhY6q/O/5PGwpKQkREVFofr/F9R9fX3x3HPPITg4uND2V69ehb6+PlxcXAqdBZy/9urDs12Dg4ORlZWFrl27IiwsDABgaGiITp064dtvv32ifH/77TcsWrQIn332GaZMmfJExwKAv78/jIyM0LlzZ/j4+AAAateuDVtbW9y4cUNpd+rUKQwcOBCtW7fG6dOnkZGRARMTE4wfPx4XL15ExkPfy9nZ2VrnW5pWr16NGTNmYNCgQdi9ezc6dOgAfX19TJ06VZlxPGzYMK1jCsvHz88PhoaGqF+/Pk6fPq1KrkREZZaenq4zICIiIiKip8DlEQjAg+Ld0aNHMXLkSLRt2xZNmzbF0KFDMW3aNPzxxx8AAG9vb/j4+GD37t1wc3ODtbU1nJ2d8cUXX6BDhw6PHWPbtm145ZVX8O677xZ5A7J88+bNw9SpUzFhwgTY2NjAyckJH3300VPnMW7cOKxZswZubm5o3rw5nnvuOSxatAitW7fG3r17AQBfffUVunTpgpUrV8LBwQE2NjYYMGAAVq5cCeDBsg+bN2/GDz/8gIEDB6Jp06ZwcXHB66+/ruy/f/8++vfvj7p166J69erIyMjA2rVr8fXXX6NPnz6wt7eHl5cXqlWrhg0bNpTs4vy/u3fvYurUqZg0aRI2bdqEnj17wtraGk5OTpg4cSIAFJhJ+rCgoCDs3r0bXl5e6Nq1K9q1a4etW7ciIiJCucYAcPz4cbzxxhu4fPky0tPTISI4efIkRo4cWWBpiDt37sDV1RUWFhaoVavWE53P42g0GmWmd37+xsbGmDBhApo1a4ZRo0YVWD7hzp07qFGjBnr16oU6deqgatWquHXrFrZu3YotW7bgtddeQ9OmTdGpUydMnz4dL7/8cqnmTERERERERERUWnS+sG5Fi/J48x5jY2NZuHChXLx4URITEyUtLU38/f1lwYIFUqVKFaWdqampLF++XMLDwyUrK0tCQ0Plxx9/lMaNGwtQ8IZiD4eenp5ERESIiEizZs209hV23Lhx48Tf31+ysrIkIiJCli9fXuI8Hg1HR0fZsmWLBAcHi0ajkbi4ODl+/Lj0799fq13Hjh3l0KFDkpKSIqmpqXL58mWZMWOGst/ExESWLFkiERERkpmZKTdv3pTRo0cr+2fPni2RkZGSl5cnGzduVI5Zvny5xMbGikajkVOnTknHjh2VYwq7gVlx4erqKn/++afEx8dLdna2REVFya5du6R3795Km8JuyAVAatWqJZs3b5bExERJT0+XAwcOiI2NjVYbBwcHERHx9PRUtk2aNElERGsMANK/f3+5efOmZGdnS0hISJHXctKkScr+wqKo56Bx48aSnZ0tr7/+ugCQjz/+WCIiIpTcR40aVeC4NWvWSFxcnIiIzJ07V4AHN3+bN2+e3L59W/l+2rlzp3LjNkbhUR5fyxgMxv9H/o3IXnpJ97kwGAwGg8FgMBiMJw69//+CSpGtrS22bt2KUaNGITAwUNfpEBE9Fb6WEZVj+TeudHMDvL11mwsRERERET0xLo9AREREREREREREVIawaEtERERERERERERUhrBoS0RERERERERERFSGsGhLREREREREREREVIawaEtERERUUenp6ToDIiIiIiJ6CizaEhEREREREREREZUhLNoSERERERERERERlSEs2hIRERERERERERGVISzaEhEREREREREREZUhLNpSmSIiGDhwoK7TKJHSzvXYsWNYtmxZqfVHuuXi4gIRgZmZma5TISIiIiIiIqJyhkVb0mJhYYFvv/0Wt27dgkajQXR0NE6fPg0PDw9UrVpV1+k9logokZSUhNOnT+PFF1/UdVolMnjwYMyZM0f1cZo2bYpt27YhIiICGo0Gd+/exe7du2Fra1tqYzyL4nuLFi2wYcMGhIaGIjMzE+Hh4fD29sabb74JAwMDVcd+VGkW3B/+Hk5OTsbff/+NAQMGPFEf1tbWEBE4ODiUSk5ERERERERE9GyxaEuKZs2awc/PD71798bMmTPh5OQEZ2dnLF68GP3798dLL72k6xRLZPTo0bC0tETXrl0RHx+Pffv2oVmzZoW2NTQ0fMbZFS0xMRFpaWmqjmFoaIgjR47AzMwMgwcPhq2tLYYPH46rV6+iVq1aqo79NIq6Pp06dYKvry/s7e3x4Ycfok2bNujZsyfWr1+P999/H61bt37iPsuS/O/hjh074syZM/jtt9/Qpk0bXadFRERERERERM+QMEo3bG1t5cKFC2Jra6vzXJ4kDhw4IGFhYVKtWrXHtrWyspLdu3dLamqqJCcny/bt26V+/fpabTw8PCQoKEiysrIkICBARo0apbXfxsZGTpw4IRqNRq5fvy4vvfSSiIgMHDhQAIiRkZGsXLlSIiMjRaPRyJ07d2T69OnF5vXw8QCkQYMGIiIybtw4Zb+Hh4f88ccfkpaWJnPnzi2VXF1cXERExMzMTDnGwcFBRESsra2VbV26dJFjx45Jenq6JCQkyMGDB6VWrVoCQI4dOybLli1T2oaEhMiMGTNkw4YNkpKSIqGhoTJ27FitvJydncXPz080Go1cuHBBBg4cKCIiDg4OhT4/+Tk1adKk2OexcePGsn37dklMTJR79+7J7t27tc4DgLzzzjty7do1yczMlMjISFm5cqWS98NCQkJK/D1R1PV5NK5fvy4XLlwQPT29Ys/D2tpaRESGDRsmx48fF41GI+7u7qKnpydz5syRu3fvSmZmpvj5+UmfPn2U43bs2KGcDwBZtmyZiIjyb9rIyEjS0tLE1dVVNm7cKI+ytrZWvid69eolFy5ckPT0dDlz5oy0atXqib6HTU1NRURkwoQJyrY+ffrIqVOnJDExUeLj42Xv3r3SvHlzrT4eduzYMWXfmDFj5MaNG6LRaMTf31/ef//9InMpr69lDAYD/07Z791b97kwGAwGg8FgMBiMpwmdJ1DhorBCRzVU00mUNOfatWtLXl6efPbZZ49tq6enJ76+vnLy5Elp3769PP/883LhwgWtwtCgQYMkKytL3n//fWnZsqVMnjxZcnJypGfPnkofV65ckSNHjki7du2ke/fucunSJa2C1dSpUyU0NFS6desmTZo0ka5du8qIESOKze3RgletWrVEROSjjz5S9kdHR8vo0aOlWbNmYmVlVSq5lqRo6+DgIBqNRlavXi3t2rWT5557Tj788EOpU6eOAIUXbePj4+X999+XFi1ayGeffSa5ublK0a9GjRoSHx8vW7ZsEXt7e+nbt68EBAQUW7Rt2LCh5ObmypQpU0RfX7/QNoaGhnL9+nVZv369tGnTRuzs7GTr1q3i7+8vRkZGAjwovmZkZMjEiROlZcuW0rFjR5k0aZIAkLp164qIiLu7u1hYWEjdunVL9D1R1PV5ND9HR0cRERk+fPhjv1fzi7a3b9+W1157TZo2bSqWlpby8ccfS1JSkgwfPlxatWolixYtkqysLLGxsREA8tFHH8nVq1eVfnx9fSU2NlbGjx8vwIPie1ZWllStWlVq1qwpZ86ckXXr1omFhYVYWFiIvr6+8j3h4+MjPXr0EHt7ezlx4oScPn26xN/DBgYGMmnSJBERZWwAMnjwYHnttdekRYsW4uDgIH/88Yf8888/ShG7Y8eOSsHYwsJCzM3NBYC8+eabEhERoTwXr732msTHx8vbb79d4tcyBoNRToJFWwaDwWAwGAwGo7yHzhOocPFooaMaqj20SuWzjZIWbp9//nkRERk0aJDW9ri4OElNTZXU1FRZtGiRAJCXXnpJcnJypHHjxko7e3t7ERHp2LGjAJDTp0/LunXrtPravn277Nu3TwCIm5ubZGdnS4MGDZT9ffr00SpYLV++XLy9vZ/ouX/4+KpVq8qqVaskJydH2rZtq+xfunSp1jGlkWtJirbbtm2TU6dOFZl7YUXbLVu2aLWJjo5Winfjx4+XuLg4MTExUfaPGTOm2KItAPnggw8kLS1NkpOT5ejRozJ79mxp1qyZsn/kyJHi7++vdYyRkZGkp6eLm5ubAJDw8HD53//+V6LrUNLnuajr82gMGzZMREQcHR2VbfXq1VO+T1NTU5XZo/lF24kTJ2r1ER4eLjNmzNDadv78eVm1apUAkDZt2kheXp7UrVtXatWqJZmZmTJr1iz5+eefBYDMnDlTq/j66LV7+HuiV69eyrZ+/fqJiGhds8Keu4yMDElNTZXc3Fyl6JxfeC0s6tSpIyIirVu31jrvR78Pbt26VeAXH7NmzZIzZ84U2i+LtgxGOQ4WbRkMBoPBYDAYjHIdXNOWivX888/D0dER169fh4mJCQDA3t4ed+/eRXh4uNLO398fiYmJsLe3V9qcOXNGq68zZ85o7b979y6ioqKU/T4+PlrtN23aBEdHRwQGBmL58uVwc3NT9q1duxapqalKPOznn39Wtg8ZMgRjxozB1atXlf0XL17Ual8auZaEo6Mjjh49+kTHXLlyRetxdHQ06tevDwCwtbXFlStXkJWVpez/+++/H9vnmjVrYGlpiZEjR8LHxwevv/46rl+/rqxZ7ODgABsbG63nNyEhAVWqVEGLFi1Qr149NGrU6InP5XHPc75Hr09J3Lt3D46OjnB0dERSUhKMjY2L7LNGjRpo1KhRsblcu3YNCQkJcHFxQffu3eHn54d9+/bBxcUFAODi4oLjx4+XKLeHr2H+91D+NSzK5MmT4ejoiH79+uH69et47733kJiYqOy3sbHBTz/9hODgYCQnJ+POnTsAgCZNmhTZZ7Vq1WBjY4MNGzZoXdvZs2ejRYsWJToXIiIiIiIiIno2yv4deSqADGSgOqrrbOySCAoKwv3792Fra6u1PSQkBACg0WhKPbfH8fPzQ7NmzdCvXz+89NJL+PXXX+Ht7Y3XX38dn3/+Ob755ptCj5s8eTK8vb2RnJyM+Pj4AvvT09NLPdf79+8DAPT09JRtRkZGWm2e5jnMycnReiwi0Nf/779rSUtLw759+7Bv3z7Mnj0bhw4dwuzZs+Ht7Q1TU1NcunQJI0eOLHBcXFyccq5qedz1uXXrFoAHRevLly8DePD8BwcHAwByc3OfuM/CnDx5Ej179kRWVhaOHz+OK1euwMTEBK1bt0aXLl2K/P571MPXUEQA4LHXMDo6GsHBwQgODsY777yD/fv347nnnkNcXBwAYO/evQgNDcXYsWMRGRkJfX19XL9+vUCx+mGmpqYAgLFjx+L8+fNa+/Ly8kp0LkRUDt29q+sMiIiIiIjoKXCm7TOSoaP/SiohIQFHjhzBRx99hGrVqhXb1t/fH1ZWVmjcuLGyzd7eHubm5rhx44bSpmvXrlrHde3aVWu/lZUVLC0tlf0vvPBCgbFSU1Px66+/Yty4cRg+fDiGDh0Kc3NzxMXFKUWt/GJdvvyCV2EF26LO57/mml9Ma9CggbLN0dFRq82VK1fg6upaopxKIjAwEG3bttUq1HXq1Omp+goICED16g9+seDr64uWLVsiNjZW6zkODg5GSkoK0tLSEBISUuy5ZGdnw8DAQGvb457nkvLz84O/vz8++eQTrSJ5SaWmpiIiIuKxuZw4cQI9e/ZEz549cfz4cYgITp48iU8//RQmJiZaM3ULO9/ScuHCBVy6dAmzZs0CANSuXRt2dnb44osv8NdffyEgIADm5uZax2RnZwOAVk6xsbGIiIhA8+bNC1zX/Jm6RFSB9OwJvPkm4O+v60yIiIiIiOgp6XyNhooW5XUdyObNm0tUVJTcuHFDhg0bJnZ2dtKqVSsZOXKkREVFyTfffKO09fX1lRMnToiTk5N06tSpwI3IBg4cKFlZWeLh4SE2NjbKTadcXFwEeHBzr2vXrsmhQ4ekXbt20q1bN7lw4YLWWqiTJ0+WESNGiK2trbRs2VK8vLwkMjJSudlSYVHYWqqP218auRoaGkpoaKhs375dbGxs5OWXXxZ/f3+tNW1btmwpmZmZsnr1amnbtq3Y2tqKh4dHsTciy7+5V374+fnJ3LlzBfj3RmSbNm0SOzs76d27t9y4cUNERNq1a1fo+Ts4OMju3btlyJAhYm9vLy1atJB3331XUlNTZfbs2QI8WAs4MDBQ/vrrL+nWrZs0bdpUXFxcZPny5dKoUSMBIG+//bZkZGTIhAkTxMbGRpycnJSbvQGQwMBAWb16tVhYWEitWrVK9DyX5PrlR+fOnSUlJUXOnj0rr776qtjY2Ii9vb2MHz9e0tLSlFyKWtt10qRJkpSUJMOGDZNWrVqJp6en1o3IAEi7du0kLy9PNBqNVK9eXTkuJydHzp49q9XfunXr5Pz582JtbS116tQRPT29Eq1zXNLv0b59+4pGo5GGDRuKnp6exMXFyZYtW6RFixby4osvyvnz57WOMzAwkPT0dJk5c6bUr19fatasKcCDNY/T09NlwoQJ0rJlS2nTpo2MHj1aJk+eXKFeyxgMBoPBYDAYDAaDwagAofMEKlyU50KHpaWlrFixQoKDgyUrK0tSUlLk3LlzMnXqVKlatarSzsrKSnbv3i2pqamSnJws27dvl/r162v15eHhIUFBQZKVlSUBAQEyatQorf0tW7aUkydPSmZmpgQEBEjv3r21Ck/vvfee+Pr6SmpqqiQlJcmRI0e0bj5VWDxN0bY0cgUgXbp0kX/++UcyMjLkxIkTMmTIkAIFuh49esjp06dFo9FIQkKCHDhwQCnqPWnRFoA4OzvL5cuXJTMzUy5cuCAjRowQEZFWrVoVev516tSRb7/9Vq5cuSIpKSmSnJws//zzj0yZMkWrGG5hYSGbNm2S2NhY0Wg0EhQUJOvWrZMaNWoobcaNGyf+/v6SlZUlERERsnz5cmVf//795ebNm5KdnS0hISElfp5LWrTNvyYbN26UsLAwyc7OlsTERDl+/LiMHTtWDAwMBCi6aKunpyeff/653L17V7KyssTPz0/69OlToM29e/fEx8dH2ZZfdF24cGGBXM6ePSvp6enKNS/Noi0AuXHjhqxevVoAiKurq1y/fl00Go1cvnxZevToUeC4MWPGSGhoqOTm5mr9QuWNN94QX19fyczMlHv37snx48cL3IAwP8rzaxmDwWAwGAwGg8FgMBjlOfT+/wsqRba2tti6dStGjRqFwMBAXadDlcibb76JjRs3wszMDJmZmbpOh8o5vpYRERERERER6QZvREZUjr311lu4ffs2IiIi4ODggK+++gq//vorC7ZEREREREREROUYi7ZE5ZilpSUWLFgAS0tLREVFYceOHcoNq4iIiIiIiIiIqHxi0ZaoHPv666/x9ddf6zoNIiIiIiIiIiIqRfq6ToCIiIiIiIiIiIiI/sWiLREREREREREREVEZwqKtCvLy8gAAVapU0XEmRERPz8jICABw//59HWdCREREREREVLlwTVsVhIaGIiMjAwsWLMDq1asRHh6uFHKJiMoDIyMjjB07FtnZ2YiMjNR1OkRERERERESVih4A0XUSFVHDhg0xd+5ctG/fXtepEBE9lezsbEyZMgXnz5/XdSpERERERERElQqLtirS09NDnTp1YG5uDn19rkRBROXH/fv3ERkZifT0dF2nQkRERERERFTpsGhLREREREREREREVIZw+icRERERkcpmzpyJM2fOID09HYmJiSU+bv78+YiMjERGRgaOHDkCGxsbrf3m5ubYunUrkpOTkZiYiPXr16N69eqlnT4RERERPWMs2hIRERERqczY2Bg7duzA2rVrS3zMtGnTMHHiRHh4eKBz585IT0/HoUOHYGJiorTZtm0bWrduDTc3N/Tv3x89evTA999/r8YpEBEREdEzJgwGg8FgMBgMBkP9cHd3l8TExBK1jYyMlKlTpyqPa9asKRqNRoYPHy4AxM7OTkREOnTooLTp06eP5OXlSYMGDXR+rgwGg8FgMBiMpw/OtCUiIiIiKmOaNWuGBg0awNvbW9mWkpKC8+fPw9nZGQDg7OyMxMREXLp0SWnj7e2N+/fvo3PnzkX2bWxsjBo1aijB5RSIiIiIyh4WbYmIiIiIyhhLS0sAQExMjNb2mJgYZZ+lpSViY2O19ufl5SEhIUFpU5gZM2YgJSVFiYCAgFLOnoiIiIj+KxZtSXWmpqZITk6GqamprlOhUsZrW7Hx+lZcvLYVG6/vs+Pp6QkRKTZsbW11nWYBnp6eqFmzphJ2dnYwNDTUdVpERERE9BB+OiPV6enpoWbNmtDT09N1KlTKeG0rNl7fiovXtmLj9X12lixZgk2bNhXb5vbt20/Vd3R0NADAwsJC+Tr/8eXLl5U29evX1zrOwMAAtWvX1jrmUdnZ2cjOzn6qvIiIiIjo2WDRloiIiIjoKcTHxyM+Pl6VvkNCQhAVFQVXV1f8888/AIAaNWqgc+fOWLt2LQDAx8cH5ubmaN++PXx9fQEAvXr1gr6+Ps6fP69KXkRERET0bHB5BCIiIiIilVlZWcHBwQFNmjSBgYEBHBwc4ODgoHUTMH9/fwwaNEh5/O2332L27Nl49dVX0aZNG2zZsgWRkZHYvXs3ACAgIAAHDhyAl5cXOnXqhC5dumDVqlX45ZdfEBUV9YzPkIiIiIhKmzAYaoaxsbHMnTtXjI2NdZ4Lg9eWwevL4LWt6MHrWzZj48aNUhgXFxeljYiIu7u71nHz58+XqKgo0Wg0cuTIEWnZsqXWfnNzc9m2bZukpKRIUlKSbNiwQapXr67z82UwGAwGg8Fg/LfQ+/8viIiIiIiIiIiIiKgM4PIIRERERERERERERGUIi7ZEREREREREREREZQiLtkRERERERERERERlCIu2REREREREpGXu3Lnw8/PTdRpEVE6JCAYOHKjrNEqktHM9duwYli1bVmr9UeXFoi2VSPfu3bFnzx5EREQU+oJWv359bNy4EREREUhPT8eBAwdgY2NTZH/79+8vtB8rKyvs27cP6enpiImJweLFi2FgYKDKOdEDpXVtX3jhBRw9ehRpaWlITk7GiRMnUKVKFWW/ubk5tm7diuTkZCQmJmL9+vWoXr266udX2ZXG9bWwsMCWLVsQFRWFtLQ0XLp0CYMHD9Zqw+v77E2fPh1///03UlJSEBMTg99//x2tWrXSamNiYoJVq1YhPj4eqamp+O2331C/fn2tNiV53XVxccGlS5eQmZmJW7duwd3dXfXzq8xK49q2a9cOP/30E8LCwpCRkYEbN25g4sSJBcbitSUq2+rWrYs1a9YgNDQUmZmZiIqKwsGDB9GlSxfVx/7mm2/g6uqq6hg9evTA0aNHce/ePaSnp+PmzZvYtGkTjIyMSqV/FxcXiAjMzMxKpT+i8sTCwgLffvstbt26BY1Gg+joaJw+fRoeHh6oWrWqrtN7LBFRIikpCadPn8aLL76o67RKZPDgwZgzZ47q4zRt2hTbtm1DREQENBoN7t69i927d8PW1rbUxihPxfeKiEVbKpHq1avjn3/+wYcffljo/t27d6N58+YYOHAgnJycEBoaCm9vb1SrVq1A248//hgiUmC7vr4+/vzzTxgbG6NLly5wd3fH6NGjsWDBglI/H/pXaVzbF154AQcPHsThw4fx/PPPo1OnTli1ahXu37+vtNm2bRtat24NNzc39O/fHz169MD333+v+vlVdqVxfbds2QJbW1sMGDAAbdu2xa5du/Drr7/C0dFRacPr++y5uLhg9erVeOGFF+Dm5gYjIyMcPnxY69otW7YMr776Kl5//XW4uLigYcOG2LVrl7K/JK+7TZs2xZ9//oljx47B0dER3377LdavX4/evXs/0/OtTErj2nbo0AGxsbEYNWoUWrdujS+//BKenp5arwW8tkRl386dO+Hk5AR3d3e0atUKAwYMwPHjx1GnTp2n7rOkBdH09HQkJCQ89TiPY29vj4MHD+LixYvo0aMH2rZtiwkTJiA7O7tMTtooizkRFaVZs2bw8/ND7969MXPmTDg5OcHZ2RmLFy9G//798dJLL+k6xRIZPXo0LC0t0bVrV8THx2Pfvn1o1qxZoW0NDQ2fcXZFS0xMRFpamqpjGBoa4siRIzAzM8PgwYNha2uL4cOH4+rVq6hVq5aqYz+NsnR9yhthMJ4kREQGDhyoPG7ZsqWIiDz33HPKNj09PYmJiZExY8ZoHevg4CB3794VCwuLAv307dtXcnNzpX79+sq28ePHS1JSkhgZGen8vCtDPO219fHxkQULFhTZr52dnYiIdOjQQdnWp08fycvLkwYNGuj8vCtLPO31TU1NlVGjRmn1FR8fr7Th9S0bUbduXRER6d69uwCQmjVrSlZWlgwZMkRpY2trKyIinTt3FqBkr7uLFi2Sq1evao31888/y4EDB3R+zpUlnubaFharVq2So0ePKo95bRmMsh1mZmYiItKjR4/HtvPy8pLY2FhJTk6Wo0ePSrt27ZT9c+fOFT8/PxkzZozcvn1b8vLyZOzYsRIRESF6enpafe3evVs2bNigddzD+9955x25du2aZGZmSmRkpKxcubLEeTwakyZNktu3bz/2eejataucPHlSMjIyJCwsTJYvXy7VqlVT9hsbG8uiRYskLCxMMjMz5datW/Luu++KtbW1PGrjxo3KMcuXL5eYmBjRaDRy6tQp6dixo9Kni4uLiIj07dtXLl68KFlZWeLi4qLz7wkGo6Rx4MABCQsL0/q3UlRYWVnJ7t27JTU1VZKTk2X79u1anw0BiIeHhwQFBUlWVpYEBAQU+NnAxsZGTpw4IRqNRq5fvy4vvfSS1s8eRkZGsnLlSomMjBSNRiN37tyR6dOnF5vXoz+7NGjQQERExo0bp+z38PCQP/74Q9LS0mTu3Lmlkmv+v38zMzPlGAcHBxERsba2VrZ16dJFjh07Junp6ZKQkCAHDx6UWrVqCQA5duyYLFu2TGkbEhIiM2bMkA0bNkhKSoqEhobK2LFjtfJydnYWPz8/0Wg0cuHCBRk4cKCIiDg4OBT6/OTn1KRJk2Kfx8aNG8v27dslMTFR7t27J7t379Y6D6Do1/aQkBCt19CQkJASf08UdX0YTxacaUv/mYmJCQAgMzNT2SYiyMrKQrdu3ZRtVatWxU8//YQPP/wQMTExBfpxdnbG1atXERsbq2w7dOgQzMzM0Lp1axXPgIpSkmtbr149vPDCC4iNjcWZM2cQHR2N48ePo2vXrsoxzs7OSExMxKVLl5Rt3t7euH//Pjp37vyMzoYeVdJ/u2fPnsXw4cNhbm4OPT09DB8+HFWqVMHx48cB8PqWFfl/+pk/K6pDhw4wNjaGt7e30iYwMBChoaFwdnYGULLXXWdnZ60+8tvk90Hqe5prW1Q/D8+a47UlKtvS0tKQmpqKQYMGwdjYuMh2O3bsQP369dGvXz906NABvr6+OHr0KMzNzZU2NjY2GDJkCAYPHgxHR0fs2LEDderU0fpTY3Nzc/Tt2xfbtm0rdBwPDw+sXr0a33//Pdq2bYsBAwYgKCjoifJ4WHR0NBo0aIDu3bsXeW7NmzfHwYMHsXPnTrRr1w7Dhw9Ht27dsGrVKqXNli1b8MYbb2DixImwt7fH+PHjkZaWhrt37yrLObVq1QqWlpaYNGkSAGDx4sUYMmQI3N3d0b59ewQFBeHQoUMFcl20aBGmT58Oe3t7XLlypcg8icqS2rVro3fv3li9ejUyMjKKbaunp4c//vgDtWvXhouLC9zc3NC8eXNs375daTNo0CAsX74cS5YsQZs2bbBu3Tps3LgRPXv2VPrYtWsXsrOz0blzZ3h4eOCrr77SGmfixIkYMGAAhg0bBltbW4wcORJ37tx5ovPSaDQAoPV6OG/ePPz+++9o27Ytfvjhh1LJtSQcHBxw9OhR3LhxA87OzujWrRv27t1b7Iz8qVOn4uLFi3BycsKaNWuwdu1aZfmrGjVqYO/evbh69Srat2+POXPmPDavuLg45OXlYejQodDXL7y0Z2hoiEOHDiE1NRXdu3dH165dkZaWhoMHDyp/dVHca3unTp0A/DvjOf/x457nfI9eH3o6Oq8cM8pXPPobL0NDQ7lz545s375datWqJUZGRjJt2jQRETl48KDS7rvvvhMvL68i+1m3bp1WewBStWpV5bfcuj7vyhBPc207d+4sIiLx8fEyevRocXR0lKVLl0pmZqbY2NgIAJkxY4YEBAQUGC8mJkY8PDx0ft6VJZ72366ZmZkcPHhQRESys7MlKSlJ3NzclP28vroPPT092bt3r5w6dUrZ9sYbb0hmZmaBtufPn5dFixYJULLX3cDAwAIzIfr16yciIlWqVNH5uVf0eNpr+2g4OztLdna21r9dXlsGo+zH4MGD5d69e5KRkSGnT5+WL7/8Utq2bavs79q1qyQlJYmxsbHWcbdu3VJmcc2dO1eysrKkbt26Wm1+//13Wb9+vfJ47NixEh4ersy+fXSmbXh4uPzvf/8rNM+S5PFo6Ovryw8//CAiIpGRkbJr1y758MMPpUaNGkobLy8v+e677wqMlZubKyYmJspfDbm6uhY6RmEz5qpVqyZZWVnyxhtvKNsMDQ0lPDxcPvnkE63jBgwYoPPvAQbjSeP5558XEZFBgwZpbY+Li5PU1FRJTU1VPi+89NJLkpOTI40bN1ba2dvbi4gos89Pnz4t69at0+pr+/btsm/fPgEgbm5ukp2drfUXdn369NH62WP58uXi7e39ROfx8PFVq1aVVatWSU5OjvIaKCKydOlSrWNKI9eSzLTdtm2b1mezR6OwmbZbtmzRahMdHS3jx48X4MFfusXFxYmJiYmyf8yYMcXOtAUgH3zwgaSlpSl/3TB79mxp1qyZsn/kyJHi7++vdYyRkZGkp6crnwmLe21/9DqU9Hku6vownjw405b+s9zcXAwePBitWrVCYmIiMjIy8OKLL2L//v3KmqavvvoqevXqhY8//li3ydITKcm1zf+t3rp167Bp0yZcvnwZU6ZMQWBgIN59911dpk+PUZLrCwD/+9//UKtWLbi6uqJjx45YunQpfv31V7Rp00aH2dPDVq9ejTZt2mDEiBG6ToVKWWlc29atW+OPP/7A/PnzceTIkVLMjojUtmvXLjRs2BADBgzAwYMH0bNnT/j6+io3DXRwcICpqSnu3buH1NRUJZo1a4YWLVoo/YSGhiI+Pl6r723btmHIkCHKrLWRI0fil19+KfTeE/Xq1UOjRo1w9OjRQvMsaR4Pu3//Pt599100atQI06ZNQ0REBGbOnInr16/D0tJS6Xf06NFafR46dAgGBgZo1qwZHB0dkZubixMnTpT4OW3RogWMjY1x5swZZVtubi7+/vtv2Nvba7W9ePFiifslKuuef/55ODo64vr168pf3Nnb2+Pu3bsIDw9X2vn7+yMxMVH592Bvb6/17wUAzpw5o7X/7t27iIqKUvb7+Photd+0aRMcHR0RGBiI5cuXw83NTdm3du1arX/jD/v555+V7UOGDMGYMWNw9epVZf+j/0ZLI9eScHR0LPL1sCiPztaPjo5WbiJra2uLK1euICsrS9n/999/P7bPNWvWwNLSEiNHjoSPjw9ef/11XL9+XVmz2MHBATY2NlrPb0JCAqpUqYIWLVo89rW9KI97nvPxNfS/40rAVCp8fX3h5OSEmjVrwtjYGPHx8Th37pzyj7RXr15o0aIFkpKStI7buXMnTp06hRdffBHR0dF4/vnntfZbWFgAePCCRrrxuGub/4Z348YNreP8/f3RpEkTANpvSPkMDAxQu3ZtXlsde9z1bd68OSZMmIDWrVsr1/jKlSvo3r07PvzwQ7z//vu8vjq2cuVK5eZvERERyvbo6GiYmJjAzMwMycnJynYLCwvlupTkdTc6OlrZ9nCb5ORkraU1qPT9l2ubz97eHkePHsX333+PL7/8Umsfry1R+ZCVlQVvb294e3vjiy++gJeXF+bPn4/NmzfD1NQUUVFRBf4kFYDW5+709PQC+/fu3Qs9PT288soruHDhArp3747JkycXmkP+nyUXpaR5FCYyMhJbt27F1q1bMWfOHNy8eRMeHh6YN28eTE1NsW7dOqxYsaLAcWFhYbCxsSm27/+qsOeNqKwLCgrC/fv3YWtrq7U9JCQEwOP/PavBz88PzZo1Q79+/fDSSy/h119/hbe3N15//XV8/vnn+Oabbwo9bvLkyfD29kZycnKBXzwB6vwbzZ+8oqenp2x79AaOT/Mc5uTkaD0WkSKXNXgSaWlp2LdvH/bt24fZs2fj0KFDmD17Nry9vWFqaopLly5h5MiRBY6LOdshSQABAABJREFUi4vTmqijBr6G/necaUulKiUlBfHx8bCxsUHHjh3xxx9/AHiwHlS7du3g6OioBPDgRfidd94B8OA3XG3btkW9evWU/tzc3JCcnFygIEjPXlHX9s6dO4iIiCjwoaBVq1YIDQ0F8ODampubo3379sr+Xr16QV9fH+fPn392J0FFKur65t+t/tE39Ly8POVDBq+v7qxcuRKvvfYaevXqVWBdsEuXLiE7Oxuurq7KtlatWsHa2lqZUVCS110fHx+tPvLbPM2sBCq5/3ptAeC5557DsWPHsHnzZsyePbvAGLy2ROXTjRs3UL16dQAPfvlqaWmJ3NxcBAcHa8W9e/eK7ScrKwu7du3CyJEj8cYbbyAwMBB+fn6Ftk1LS0NISEiB14x8/yWPhyUlJSEqKkrr/J577rkCfQYHByMnJwdXr16Fvr4+XFxcCu0vOzsbALTWmQwODkZWVpbW/RcMDQ3RqVMn/sxBFUJCQgKOHDmCjz76SPksXxR/f39YWVmhcePGyjZ7e3uYm5sr/x78/f21/r0AQNeuXbX2W1lZKTPkAeCFF14oMFZqaip+/fVXjBs3DsOHD8fQoUNhbm6OuLg4rX/bD4uOjkZwcHChBduizue/5hoXFwcAaNCggbItv36R78qVK0W+Hj6NwMBAtG3bVmu93vz1Y59UQECA1mtoy5YtERsbW+A1NCUl5bGv7cCD19FH1+p93PNMpUvnazQwyn5Ur15dHBwclLVcPv74Y3FwcBArKysBIEOHDhUXFxdp1qyZDBgwQEJCQuS3334rts9H10bR19eXK1euyMGDB6Vdu3bSu3dviYmJkS+//FLn51+RozSu7aRJkyQpKUmGDBkiLVq0kAULFkhGRoY0b95cabN//365dOmSdOrUSbp06SKBgYGybds2nZ9/RY//en0NDQ3l5s2bcuLECenUqZM0b95cpkyZInl5edKvXz9eXx3G6tWrJTExUXr06CEWFhZKPLwW6Zo1a+TOnTvSs2dPad++vZw5c0bOnDmj7C/J627Tpk0lLS1NvvrqK7G1tZX3339fcnJypHfv3jp/DipqlMa1bd26tcTExMiWLVu0+nh4TUteWwajbEft2rXl6NGjMnLkSGnbtq00bdpUhg4dKlFRUVpr0Z48eVL8/PzEzc1NrK2txdnZWb744gvp0KGDAAXXpn04XF1dRaPRiL+/v8yaNUtr36PHvf3225KRkSETJkwQGxsbcXJyko8++qjEeTwa48aNkzVr1oibm5s0b95cnnvuOVm0aJHk5uZKjx49BIC0bdtW0tPTZeXKleLg4CA2NjYyYMAA5c7mAOSHH36Q0NBQGThwoDRt2lRcXFzk9ddfFwDSsGFDycvLk7ffflvq1q0r1atXFwCybNkyCQ8Plz59+oi9vb1s3LhR7t27p9z5vbA1LRmM8hTNmzeXqKgouXHjhgwbNkzs7OykVatWMnLkSImKipJvvvlGaevr6ysnTpwQJycn6dSpk1y4cEGOHTum7B84cKBkZWWJh4eH2NjYyOTJkyUnJ0dcXFwEeLD+/rVr1+TQoUPSrl076datm1y4cEHr5/3JkyfLiBEjxNbWVlq2bCleXl4SGRmprKFdWBS2lurj9pdGroaGhhIaGirbt28XGxsbefnll8Xf319rTduWLVtKZmamrF69Wtq2bSu2trbi4eEhderUEaDwNW0nTZqklaufn5/MnTtXAEiNGjUkPj5eNm3aJHZ2dtK7d2+5ceOGiIi0a9eu0PN3cHCQ3bt3y5AhQ8Te3l5atGgh7777rqSmpsrs2bMFeLAWcGBgoPz111/SrVs35TVy+fLl0qhRIwEe/9oeGBgoq1evFgsLC+U18nHPc0muH6PEofMEGOUg8j+4PGrjxo0CQCZMmCBhYWGSlZUld+7ckQULFoiRkVGxfRb2j7hJkyby559/Snp6usTGxsrXX38tBgYGOj//ihyldW0/++wzCQsLk7S0NDlz5ox07dpVa7+5ubls27ZNUlJSJCkpSTZs2KB8cGaU7etrY2Mjv/32m0RHR0taWppcvnxZRo0axeur4yiKu7u70sbExERWrVol9+7dk7S0NNm5c6dYWFho9VOS110XFxfx9fWVzMxMCQoK0hqDUTav7dy5cwvtIyQkhNeWwSgnYWxsLAsXLpSLFy9KYmKipKWlib+/vyxYsEDrlzimpqayfPlyCQ8Pl6ysLAkNDZUff/xRubFQcUVbPT09iYiIEBHRunlNUceNGzdO/P39JSsrSyIiImT58uUlzuPRcHR0lC1btkhwcLBoNBqJi4uT48ePS//+/bXadezYUQ4dOiQpKSmSmpoqly9flhkzZij7TUxMZMmSJRIRESGZmZly8+ZNGT16tLJ/9uzZEhkZKXl5ecrnHxMTE1m+fLnExsaKRqORU6dOKTddAli0ZVSMsLS0lBUrVkhwcLBkZWVJSkqKnDt3TqZOnSpVq1ZV2llZWcnu3bslNTVVkpOTZfv27VK/fn2tvjw8PCQoKEiysrIkICCgwM8CLVu2lJMnT0pmZqYEBARI7969tX7ef++998TX11dSU1MlKSlJjhw5Io6OjsXmX1i9oCT7/2uuAKRLly7yzz//SEZGhpw4cUKGDBkiIv8WbQFIjx495PTp06LRaCQhIUEOHDigvGY8adEWeHDT2MuXL0tmZqZcuHBBRowYISIirVq1KvT869SpI99++61cuXJFUlJSJDk5Wf755x+ZMmWKVjHcwsJCNm3apLzeBQUFybp167Ru+ljca3v//v3l5s2bkp2drfU58nHP8+OuH6Nkoff/XxAREREREREREZGOvfnmm9i4cSPMzMx4r4FKjDciIyIiIiIiIiIi0pG33noLt2/fRkREBBwcHPDVV1/h119/ZcG2kmPRloiIiIiIiIiISEcsLS2xYMECWFpaIioqCjt27MCsWbN0nRbpGJdHICIiIiIiIiIiIipD9HWdABERERERERERERH9i0VbIiIiIiIiIiIiojKERVsiIiIiIiIiIiKiMoRFWyIiIiIiIiIiIqIyhEVbIiIiIiIiIiIiojKERVsionJo48aNEBGICLKzsxEdHY3Dhw/jnXfegZ6eXon7cXd3R2JiooqZEhEREREREdGTYtGWiKicOnDgACwtLdG0aVP069cPx44dw/Lly7Fv3z4YGBjoOj0iIiIiIiIiekos2hIRlVNZWVmIiYlBZGQk/Pz84OnpiYEDB+Lll1/G6NGjAQCTJ0/GlStXkJaWhrCwMKxevRrVq1cHALi4uGDTpk2oVauWMmt37ty5AABjY2N8/fXXCA8PR1paGs6dOwcXFxddnSoRERERERFRpcKiLRFRBXLs2DFcvnwZgwcPBgDcv38fEydOROvWreHu7o5evXph8eLFAICzZ89i0qRJSE5OhqWlJSwtLfHNN98AAFatWgVnZ2eMGDEC7dq1w44dO3Dw4EHY2Njo7NyIiIiIiIiIKgs9AKLrJIiI6Mls3LgRtWrVwmuvvVZg388//4x27dqhdevWBfYNGTIE3333HerVqwfgwZq23377LczNzZU2VlZWuH37Npo0aYKoqChl+5EjR/D3339j1qxZKpwREREREREREeUz1HUCRERUuvT09CDy4Pdxrq6umDFjBuzs7FCzZk0YGhqiatWqqFq1KjQaTaHHt23bFoaGhrh586bWdhMTE9y7d0/1/ImIiIiIiIgqOxZtiYgqGHt7e4SEhMDa2hr79u3D2rVrMWvWLCQkJKBbt2744YcfYGxsXGTR1tTUFLm5uejQoQPy8vK09qWlpT2LUyAiIiIiIiKq1Fi0JSKqQF588UW0a9cOy5YtQ4cOHaCvr4+pU6cqM2+HDRum1T47OxsGBgZa2/z8/GBoaIj69evj9OnTzyx3IiIiIiIiInqANyIjIiqnTExMYGFhgYYNG8LJyQkzZszAH3/8gb1792LLli0ICgqCsbExJkyYgGbNmmHUqFHw8PDQ6uPOnTuoUaMGevXqhTp16qBq1aq4desWtm7dii1btuC1115D06ZN0alTJ0yfPh0vv/yyjs6WiIiIiIiIqHIRBoPBYJSv2Lhxo+TLzs6WmJgYOXz4sIwePVr09PSUdh9//LFERERIenq6HDhwQEaNGiUiImZmZkqbNWvWSFxcnIiIzJ07VwCIoaGhzJs3T27fvi1ZWVkSEREhO3fulDZt2uj83BkMBoPBYDAYDAaDwajooff/XxARERERERERERFRGcDlEYiIiIiIiIiIiIjKEBZtiYiIiIiIiIiIiMoQFm2JiIiIiIiIiIiIyhAWbYmIiIiIiIiIiIjKEBZtiYiIiIiIiIiIiMoQFm2JiIiIiIiIiIiIyhAWbYmIiIiIiIiIiIjKEBZtiYiIiIiIiIiIiMoQFm2JiIiIiIiIiIiIyhAWbYmIiIiIiIiIiIjKEBZtiYiIiIiIiIiIiMoQFm2JiIiIiIiIiIiIyhAWbYmIiIiIiIiIiIjKEBZtiYiIiIiIiIiIiMoQFm2JiIiIiIiIiIiIyhAWbYmIiIiIiIiIiIjKEBZtiYiIiIiIiIiIiMoQFm2JKjB3d3eICDp06KDrVMqU6tWrw8vLC1FRURARLFu2TNcpPZH862ptba3rVCoFFxcXiAhcXFx0nUqp2LhxI0JCQlTrn9+fRETlm7W1NUQE7u7uuk6lTOH727PFz19Pht+fVFKlVSNYvXo1Dh8+XEpZAZ6enjh37lyp9VdRsGhLpSr/BUBE0LVr10LbhIWFQUSwd+/eZ5zdk9PT08Nbb72Fw4cPIy4uDtnZ2YiJicGhQ4cwduxYGBsb6zpFAMD777+vygfruXPnKtdTRJCdnY2QkBAsX74cZmZmT9VngwYNMHfuXDg4OJRytiU3c+ZMjB49GmvXrsWoUaPw448/FtnWyMgIEydOhK+vL5KTk5GYmIhr165h3bp1sLW1fYZZVw716tWDp6cnrly5gtTUVGg0Gty6dQs//PBDka8p5c3D/6by8vIQERGBQ4cOVZgfSnSta9eu2L9/P8LDw6HRaBAaGoo9e/bgjTfeUG3MN954A5MmTVKtfyIqHW3atMGOHTtw584daDQahIeH4/Dhw/joo49UG7Oo1wddfB7KL4I9/LkuODgYmzdvRrNmzUplDGdnZ8ydO/epPyfm4+evZ4ufv+i/qkyfvyp7jQAAmjZtivfeew8LFy5UthkbG2PFihWIjY3F3bt3MWvWrALHNWrUCKmpqejSpUuBfd9++y0cHBzw6quvqpJzeSYMRmmFu7u7iIhkZGTI6tWrC+x3cXERERGNRiN79+7Veb7FRZUqVeTAgQMiInL69Gn57LPPZPTo0TJlyhT5448/JCcnR9avX6/zPAHI1atX5dixY0Vejw4dOjxVv3PnzhURkfHjx8vIkSNl3Lhxsn37dhEROXXq1FP12aFDBxERcXd319nz5ePjU+L89+zZIzk5ObJlyxZ5//33ZeLEibJmzRoJCwvT2Tno6+uLiYmJzp4/taJTp04SGxsrGo1GNm7cKB988IGMGTNGvvjiC7l27ZqIiHTv3v2Z55X/uuXi4lIq/YmIHDp0SEaOHCmjRo2SOXPmSFRUlOTl5Unfvn1VP5+NGzdKSEiIav3r8vtz6NChkpeXJ5cuXZJPP/1U3nvvPfnyyy/l1KlT8tdff6k27t69e1V9ThkMxn8PZ2dnyczMlJs3b8qsWbNkzJgxMm/ePDl48KDcunVLtXGLen3Qxeeh/Pezb7/9VkaOHCmjR4+WFStWSGZmpsTHx0uDBg0EgFhbWz91blOnThUREWtr6/+UKz9/Pbvg5y9+/vqvUZk+f7FG8CCWLVsmAQEBWttmzZolSUlJ8umnn8qCBQskKytLRowYodXmp59+km3bthXZ7y+//CInTpzQ+XNXxkLnCTAqUOS/APz2228SGxsrBgYGWvvXrVsnFy5ckJCQkDJftF27dq2IiEycOLHQ/TY2NvL+++8X24eBgYEYGRmpnqvaRds6depobf/5559FRKRTp05P3GdZKNoGBwf/H3t3Hh/T1cYB/DfZ91hijcROJNakitoFRSm1tsVrKaWqli6WtrZSVIsK1ZYiWmttUa2d2PeoEMQaEpFENplkMtnP+8fpjIyZbCQm4ff1OZ8x954598xkMrl58tzn5Ov999prrwkhhJg6darePhMTE1GmTJlCmY+lpaVQKBRGez2KQytVqpQIDw8XDx8+FHXr1jXY59133xWvvfbaC59bUfzSsHTpUp1t9evXF0IIsXfv3iJ/nxT1Lw3GbEFBQeLKlSsGP3fLlStXZMctil8aXtTPDza2V6X9/fffIioqSjg6OurtM8bnQ1GdD9nY2OS4T/PzrE+fPjrbx44dK4QQYsqUKQIwftCW518vrvH8i+dfhdFepfMvxgggzMzMxKNHj8Q333yjs/306dNi2rRp2vtr1qwRGzZs0N5v2bKlSExMFM7OzjmO3bt3b5GZmSmqV69e5K9PSWksj0BFYuPGjShbtiw6deqk3WZubo6+fftiw4YNBh+jUCgwfvx4BAUFQa1WIzIyEr/88gtKlSql0+/tt9/G33//jfDwcKSkpOD27dv4+uuvYWKi+3b29/fHlStXUK9ePRw+fBgqlQoPHjzAF198kef8q1SpghEjRmDPnj3w8fEx2Of27dv4+eeftfc19b8+++wzjB8/Hrdv30Zqairc3d0BAO3bt8exY8eQlJSE+Ph4+Pn5wc3NTfv4Bg0aQAihczmAp6cnhBAICAjQOfbu3bu19V5CQkJQv359tGvXTnvJj7+/v05/S0tLLFy4EI8ePUJSUhK2b98OJyenPF+HnBw/fhwAULNmTe220qVL4/vvv9deVpWQkIDdu3ejYcOG2j5t27bFhQsXAAC+vr7a+Wa/bOP111/Hnj178PjxY6hUKhw5csTg5ROGlCtXDr/99hsiIyOhVqtx6dIl/O9//9M5vhACNWrUQPfu3bXHz6n2k+b5nTx5Um9fVlYW4uLidLZVrlwZq1atQmRkJFJSUhAUFIRhw4bp9NHMYcCAAZg9ezYePHiA5ORk7dc6+3w1OnfuDCEE3nrrLQA516zq0qULjhw5AqVSiYSEBJw7d07vkqRneX3Lly+P9PR0TJ8+XW9fnTp1IITAxx9/DAAwMzPD9OnTcfPmTajVasTExOD48ePo2LFjrscYPXo0KleujAkTJuDGjRsG+2zatEn7/tFo3Lgxdu/ejYSEBCQmJuLgwYNo1qyZ3mOrV6+OP//8E7GxsVCpVDh9+jS6deum18/Z2Rk7duxAUlISoqKisGjRIlhaWur1q1WrFrZu3YqIiAio1WqEhYVh48aNcHBwyPV55iQoKAjR0dHay1Nzep9oxu/bty8uXLiA5ORkREdH448//kDlypX1xu3ZsyeuXLkCtVqNK1euoFevXnp9cqoZl1NNw7p162Lz5s149OgRkpOTERwcjDlz5mj3G3p/hoSEYNeuXWjZsiXOnj0LtVqNO3fuYPDgwXrzadCgAY4cOYLk5GTtpVVDhw7NV522mjVr4vz580hPT9fbFx0drXM/vz9zgNy/t/z9/dG9e3dUq1ZN+5mSvWZdXp9LQN4/P4jo+dWsWRNXr15FQkKC3r6nPx8AYODAgTh79ixUKhXi4uJw9OhRnfPa/JyP5vT5UFjnQ5oyVvXq1cP69esRFxeHEydOFPi1OXz4MADkWSIhr3PZGTNm4IcffgAA3Lt3T+88q2zZsqhbty6sra1zPQ7PvySef/H8Kzuefxn//IsxAqlVq1YoV64cDh48qLPd2toa8fHx2vtxcXGwsbEBIL/uS5YswYIFCxAeHp7j2Joxe/bsmec8XhVmxp4AvZzu3buH06dP47333sPevXsBAF27doWjoyM2bdqEcePG6T3m119/xdChQ7FmzRr4+PigevXqGDt2LJo0aYKWLVsiIyMDADB06FAkJSVh0aJFSEpKQocOHTB79mw4ODhg0qRJOmOWLl0ae/fuxfbt2/Hnn3+ib9++WLBgAa5cuaKdlyFdu3aFmZkZ1q1bV+DnPmzYMFhZWWHFihVITU1FXFwcvL29sWfPHty9exczZ86EtbU1PvnkE5w8eRKenp64f/8+goKCEB8fjzZt2mjr/bZu3RqZmZlo1KgR7O3tkZiYCIVCgTfeeAMrVqwAAEyYMAFLly5FUlISvv32WwBAVFSUzpyWLl2K+Ph4zJo1C9WqVcOECROwbNkyvPvuuwV+foCsYQNA50O5Ro0a6NWrF7Zs2YKQkBBUqFABo0aNwtGjR+Hu7o6IiAhcv34d06ZNw+zZs/Hrr79qg7+nTp0CIH9o7dmzBwEBAZg1axaysrIwbNgwHD58GK1bt8b58+dznJOVlRWOHDmCWrVqYdmyZQgJCUG/fv2wdu1alCpVCj4+Prh+/ToGDRqExYsX48GDB1i4cCEAw7+sAcD9+/cByF/cTp48iczMzByPX758eZw5cwZCCCxbtgzR0dHo2rUrVq9eDQcHByxZskSn/7Rp05CWloYffvgBlpaWuHbtGu7cuYP+/fvj999/1+k7YMAAxMXFYd++fTkef8iQIVi9ejWuXr2KefPm4fHjx2jSpAm6dOmCjRs3Ptfr++jRIxw9ehT9+/fHN998oze3jIwMbNmyBQAwc+ZMTJ06Fb/99hvOnTsHBwcHvPbaa/D09NT7wZ5djx49kJycjO3bt+fY52nu7u44fvw4lEolFixYgPT0dIwaNQpHjhxB27Ztce7cOQDya3Pq1CnY2NjAx8cHsbGxGDJkCP766y/07dsXfn5+AOR76NChQ3B1dYWPjw8ePnyIwYMHo0OHDjrHNTc3x759+2BpaYmlS5ciMjISzs7O6N69O0qVKgWlUpnv56BRqlQplC5dGrdv39bZ/vT7JC0tDUOGDIGvry/OnTuHqVOnokKFChg/fjxatmyJJk2aaAMSnTp1wrZt23Dt2jVMnToVZcuWxZo1a/DgwYMCz0+jQYMGOH78ONLT07FixQrcu3cPNWvWRI8ePfD111/n+ljNL1qrVq3C2rVrMXz4cPj6+iIgIADXrl0DIH/x9vf3hxAC8+bNg0qlwogRI5Campqv+d2/fx/e3t5wdnbO9YQQyP/PnLy+t7799ls4OjqiSpUqmDhxIgAgKSkJQP4+l7Iz9PODiArH/fv30aJFC3h4eODq1au59p0+fTpmzZqFkydPYvr06UhLS0OzZs3QoUMHHDhwAED+zkdz+nwo7POhLVu24NatW/jyyy+hUCgK/NpogqSxsbE59snPuez27dtRp04dvP/++5gwYQJiYmIAPDnPGjt2LGbOnIl27drh6NGjOR6L518Sz794/qXB86/icf7FGIH0xhtvICsrC//++6/O9vPnz+PDDz/EkSNHYGdnh/feew/Lli0DAHzwwQdwcnLC999/n+vYSqUSd+7cQcuWLfHjjz/m+/V92Rk93Zft5WnZU+3HjBkjEhIShJWVlQAgNm/eLA4dOiQA6JVHaNmypRBCiPfee09nvM6dO+tt14yXvf38888iKSlJWFhYaLf5+/sLIYQYNGiQdpu5ubl4+PCh2LJlS67PY+HChUIIIRo2bKiz3dzcXJQtW1bbsl+epbmU7PHjx8LJyUnncRcvXhSRkZGidOnS2m0NGjQQGRkZwtfXV7tt165d4syZM9r7W7duFVu3bhXp6enizTffFABE48aNhRBC9OjRQ9svr0sf9u/fr/f80tPThYODQ66vg6Y8Qu3atUXZsmWFq6urGDp0qFCpVCIqKkpYW1tr+1pYWOhdOlS1alWhVqvF119/rd2W2+WAN27cEHv27NHZZmVlJe7cuSP27duX61zHjRsnhBDi/fff124zMzMTJ0+eFEqlUtjZ2Wm3F6Q8h+Z9FBERIdavXy8++ugj4eLiotdv5cqVIjw8XO+SvQ0bNoj4+Hjt+1Zzqdft27f13svffvutSE1NFaVKldJ5z8XFxenURtJ8XTWXHjo4OIiEhARx+vTpXGtZPc/rO3LkSCGEEB4eHjrbg4KCxMGDB7X3//3332cqfRIbGysuXryot93Ozk7ney77ZZ/bt28XKSkpOpfPVKxYUSQkJIgjR45oty1atEgIIUTLli2122xtbcWdO3fE3bt3te9bzXuob9++2n7W1tbi5s2bOpfnNWrUSAihf3lpfpsQQqxcuVKULVtWODk5iaZNm4oDBw4IIYSYOHFiru8TMzMzERkZKS5fvqzzte7WrZsQQoiZM2dqt128eFGEh4frfJ937NhRCCF0LiXL6fJDQ5fHHjlyRCQkJBj8Hsjp/an5nhNCiFatWmm3OTk5CbVaLb7//nvttiVLlojMzEzRqFEj7bbSpUuLmJgYvTENtWHDhgkhhEhJSRGHDh0Ss2bNEi1bttT7bMrvz5z8fm/ldHlefj+Xcvv5wcbGVjitY8eOIj09XaSnp4uTJ0+K+fPni06dOgkzMzOdfjVr1hQZGRli27ZtuV4Snd/z0Wcpj5Dfn9ea87Tc6gNmb5rP+6FDh4qyZcuKihUriq5du4q7d++KzMxM7aWyhj7/83sum1t5BM1883O5O8+/ZOP5F8+/AJ5/5XTcF33+xRiBbL///ruIjo7W2+7s7CyuXLkiNI4ePSpsbW2Fg4ODiIqKEv3798/X9+revXvF1atXn+n7/CVtRp8A20vUsgdtnZycRFpamujbt6+ws7MTKpVKfPDBBwLQD5r9+OOPIj4+Xjg5Oel84JUtW1YolUqxYsUKg8fTnFC8//77eh+g/v7+QqlU6j3Gz89PBAQE5Po8Vq5cKYQQokaNGjrbe/bsKbJLTEzU7tN8IK9atUrnMRUrVhRCCDF//ny94+zZs0c8evRIe3/SpEkiLS1Ne2IUGRkphg8fLs6fPy/mzJkjAIhPPvlEZGZm6ny45/WBnP0kCIDo1auXEEKIBg0a5Po6aE6unxYYGCg8PT1zfJym3ljZsmXFpUuXxPbt27X7cvolRfODZvDgwXrvgRUrVgi1Wp3rL0979+4VDx8+1OszYMAAIYQQb731lnZbQYK2FhYW4ssvvxTXrl3TeQ02bdqkUxcvLi5O/PLLL3pz13wN3njjDQE8OUHLXu9H0xo2bCiEEGL48OHabW+99ZYQQohOnTrpfV01J1B9+vQRQgjRs2fPHJ/H876+ZcuWFWlpaTq1izw8PIQQQowcOVLn++7u3buiVq1aBfrsSE9PF8eOHdPbvmPHDp3XXVOLzMTERCQlJYlNmzbpPebnn38WGRkZwt7eXgAQwcHBOic6mjZ58mQhxJNfhPbu3SvCw8P1+n3++edCiCcn1dWqVRNCCLFixQqdP1zktxmSnJwsfvjhB+3XIKf3SfPmzYUQQowePVpv3GvXronz588L4Mnnzty5c/X6BQUFPdMvDU5OTkIIIRYvXpzr88vpl4agoCC9vpcuXRLbtm3T3r9x44Y4ceKEXr8lS5bojZlT69y5s9i7d69ITU3Vvr63b98WLVq00PbJ78+c/HxvATn/0pDfz6Wcfn6wsbEVbnvttdfEtm3bRFJSkvbzISoqSueXXE3QMXvwIq+W2/loQYO2Bfl5rTlPy+8iUZrP+6dFRUXpJDk8/flfkHPZwlqIjOdfsvH8i+dfPP/K+Zgv+vyLMQLZ/vnnH3Hz5k2D+8zMzESjRo1EvXr1tK//woULtZ8zLVu2FGfOnBGhoaFiyZIlBmv7bty4UURFRRX4e/xlbaxpS0UmJiYGBw8exPvvv4/evXvD1NQUW7duNdi3du3aKFWqFKKjoxETE6PT7O3tUb58eW1fd3d3bN++HY8fP0ZiYiJiYmKwfv16AICjo6POuIYuQ4mPj0fp0qVznXtiYiIAwM7OTmf7yZMn0bFjR3Ts2DHHS6Wy19IBoK0BZKhO1PXr11GuXDltrZfjx4/D3NwcLVq0QJ06dVChQgUcP34cx44dQ+vWrQHIyyGuXbumU5ogL6GhoTr3NY/N63XQ6N27Nzp27Ij33nsPp0+fRvny5aFWq3X6KBQKTJgwATdv3kRqaipiY2MRExODRo0a6X1dDKlduzYA4Pfff9d7D4wcORJWVla5jlO1alXcunULQgid7devX9fufxZpaWmYO3cu3N3dUalSJbz77rs4ffo0BgwYoL3co1y5cihdujRGjRqlN3dfX18A0HkPA/rvEwC4fPkyrl+/jgEDBmi3DRgwANHR0dp6c4ZoLmsMCgrKsc/zvr6xsbE4dOgQ+vfvrzO39PR0nUvqpk+fjlKlSuHWrVu4fPkyFixYgAYNGuQ4rkZiYqLe95tmPM33XHblypWDra1tjt9XpqamcHFxASC/9jn10+zX3D59eRyg/7177949LFy4ECNHjkRMTAz27t2LMWPG6NRTK126NCpUqKBtT9da8/PzQ8eOHeHt7Y3XX38dTk5O+Pzzz/XevwX5PAkODtZ5LgBw69atPJ9PftWoUQNA7u+z3Dz9OQTofx7n9DUwtC0n+/fvR5cuXVCqVCm0bt0ay5YtQ9WqVfH333+jXLlyAPL/Myc/31u5KejnkqHPBSIqPBcuXECfPn1QunRpNG3aFHPnzoW9vT22bt2KevXqAZDf95mZmdrLhnNSkPPRgniWn9cF/eyYNWsWOnbsiPbt26NBgwaoXLlyrpf7FuRctrDw/Evi+dcTPP/i+Vd+FdX5F2MET+RUiicjIwOBgYG4fv06hBCoW7cuxowZg/Hjx6N06dL4559/4Ofnh379+qFTp0746quvDI799NfuVcaatlSkNmzYgJUrV6JixYrYs2ePwcUfAMDExARRUVEYOHCgwf2aWliOjo44evQolEolpk+fjjt37iAlJQWenp5YsGCB3mJkOdXAyqveV3BwMACgfv36uHz5snZ7TEwMDh06BAAYNGiQwcc+HcwsiAsXLkCtVqNNmzYIDQ1FVFQUbt26hePHj2PMmDGwsLBA69atsWPHjgKN+6yvg8axY8e0dc527dqFK1euYP369fDy8tJ+oH755ZeYM2cOVq1ahWnTpiEuLg5ZWVn48ccf9b4uhmj6fP7557h06ZLBPpo6RcYSGRmJzZs3Y9u2bbh69Sr69++PoUOHauf+xx9/YO3atQYfm/19BOT8Ptm8eTO++uorlC1bFomJiXj77bexcePGXOu55UdhvL6bNm2Cr68vGjVqhMDAQPTv3x+HDh3SqYF3/Phx1KxZEz179kTnzp0xYsQITJw4EaNHj8aqVatyHDs4OBiNGjWCmZmZtpYVAFy5cqUAz/LF+fzzz+Hr66t9nj4+Ppg6dSqaN2+O8PBwbN++He3atdP29/X11VkU5cGDB9rPktw8z+dJfuV0UmRqalqox3nez6GCUqvVOHHiBE6cOIGYmBjMnDkTXbt2xe+//57vnzkv2ov4ehMRkJ6ejgsXLuDChQu4efMmfH190a9fP726oTkp6PloQTzLz+uCfnZcuXIlXz+Diguef/H8S4PnXwXH86+85ffrzRiBFBsbm+/kr8WLF2PdunX4999/MWjQIMTFxWH+/PkAgAULFuCrr77CzJkzdR5TunRpbU10YtCWitiOHTvw66+/okWLFjp/IX7anTt30LFjR5w8eRIpKSk59mvXrh2cnJzQu3dv7aINQN6r3RbUnj17kJGRgYEDB2LDhg3PNZZmMYW6devq7XNzc0N0dDSSk5MByF8izp07h9atWyM0NFT7HI8fPw4rKysMHDgQFStWxLFjx3TGeZF/iVKpVJg1axZ8fX3Rv39/bN68GYBcTfXw4cMYMWKETv9SpUrpfOjmNNc7d+4AkMXHn+UXifv376Nhw4Z6f5nTrL6p+ToUhoyMDFy+fBl16tSBk5MToqOjoVQqYWpq+ty/BG3evBkzZ85Enz59EBUVpV28Lzea165+/fra/+fU51lfX0BmJ6SmpmozUerWrYt58+bp9YuPj4evry98fX1ha2uLY8eOYebMmbn+0vD333+jRYsWeOedd7SLauQmOjoaKpUqx++rzMxMhIWFAZBf+5z6afZrbuvXr6/Xz9BjAfnX/6CgIHz77bdo0aIFTp06hdGjR2PatGn47LPPdE5mHj58mOdzyo/snydPrwBbt25dnecCPMnwye35aP6q/vSqvU9nIdy9excADL5GheX+/fuoVauW3nZD2wpCs+p1pUqVAOT/Z05+vreAnD/XXuTnEhE9G0OfD6ampnB3d0dgYKDBxxTkfDSnz4eiOh8qCgU5ly3Kc1Kef/H8C+D5V1Hg+Vf+MEYgBQcHY+DAgXBwcMh1AcC33noLb7zxhvb7oXLlyoiIiNDuf/jwIZydnfUeV7169Rx//r6KWB6BipRKpcJHH32EGTNmaFc7NOTPP/+EmZkZpk2bprfP1NRUe9mQ5q9B2f/6Y25ujjFjxhTqvMPCwrB69Wp069YNH3/8scE++f3rZGRkJP79918MGTJE5/InDw8PdO7cGbt379bpf/z4cTRr1gzt27fXfiDHxsbi2rVrmDx5srZPdiqVSu8HflFav349wsLCtPMB5Nfm6dekb9++qFKlis42lUoFQP8EJSAgALdv38bnn38OW1tbvWM6OTnlOqfdu3ejUqVKOpe2mZqa4pNPPkFiYmKuqxTnpFatWtpLvLJzdHREixYtEBcXh+joaGRlZWHbtm3o06cPPDw8Cjz37IKDg3H58mUMGDAAAwYMwMOHD/V+AD9t//79UCqVmDp1KiwtLQ32ed7XFwASEhKwb98+9O/fH++++y5SU1O1K/9qlClTRue+SqXC7du3c5yXxs8//4zIyEgsXrzY4Inu07KysrB//3707NlT5+S2fPnyeP/993HixAntJUy7d+9Gs2bN0Lx5c20/GxsbfPjhhwgJCdFeArt79244Ozujb9++2n7W1tb48MMPdY5tb2+vlwVx5coVZGZmap/nxYsXcejQIW3TXI71vC5cuICoqCiMHj0aFhYW2u1dunSBu7s7/vnnHwC6nzvZLw3s2LGj3nv0/v37yMjIQJs2bXS2P/25GhMTg6NHj2L48OEGvy8Kw759+9CiRQs0atRIu6106dI5ZmQ87emVpjW6desG4MklaPn9mZOf7y1Avs8NXd5aFJ9LRPRssmffZff054Ofnx8yMzMxffr0HM/1CnI+mtPnQ1GdDxWFgpzL5vS8AKBs2bKoW7curK2tcz0ez7908fxL4vkXz7+e9qLPvxgjkE6fPg0TExN4eXnl2Mfc3ByLFi3CnDlztBnUUVFRqFWrlvb7uF69eoiMjNR5nIODA2rWrIlTp04V+rxLKmbaUpH7/fff8+xz7Ngx/PLLL/jyyy/RuHFj7N+/H+np6ahduzb69euH8ePHY9u2bTh16hTi4uKwdu1a+Pj4QAiBwYMHF8nlHRMmTED16tWxbNkyvPvuu9i1axcePXoEJycntGzZEj169Mh3baIvvvgCe/bswenTp7Fq1SpYW1vjk08+QUJCgt7lAMePH8fXX38NV1dXnQ/eY8eOYfTo0QgJCUF4eLjOYwICAvDRRx/hq6++wu3bt/Ho0SO9vwIXpoyMDCxZsgQ//PAD3nzzTezbtw9///03ZsyYgdWrV+PUqVNo0KABBg4cqPfX0Tt37iA+Ph6jR49GYmIiVCoVzp49i3v37mHEiBHYs2cPrl69ijVr1iA8PBzOzs5o3749lEol3n777RzntGLFCowaNQq+vr7w8vLCvXv30LdvX7Rq1Qrjx49/ptIKjRo1woYNG7Bnzx4cP34ccXFxcHZ2xpAhQ+Ds7Izx48cjKysLADBlyhS0b98eZ8+excqVK3Ht2jWUKVMGnp6e6NixI8qWLZvv427evBnffPMNUlJSsGrVqjz/SpqYmIiJEydi1apVOH/+PDZs2ID4+Hg0atQINjY2GDp0KIQQz/X6Zp/b+vXrMWbMGOzbt0+v5Mm1a9dw5MgRBAQEIC4uDq+99hr69u2rrT+Xk/j4eLzzzjvYtWsXAgMDsWnTJpw/fx7p6elwcXFBv379AOjWXvr666/RqVMnnDhxAsuXL0dGRgZGjRoFS0tLTJo0Sdtv/vz5eO+997Bnzx74+PggLi4OQ4YMQfXq1dGnTx/t67ty5UqMHTsWv//+O7y8vBAREYHBgwdr/8qt0aFDByxbtgxbtmzBzZs3YWZmhsGDByMzMxPbtm3L8zV8HhkZGZg8eTJ8fX1x9OhRbNy4ERUqVMD48eMREhKCxYsXa/tOnToV//zzD06cOIHVq1ejTJky+OSTTxAUFKRTi0upVGLLli345JNPIITAnTt30L17d706gAAwbtw4nDhxAhcvXsSKFSsQEhKCatWq4a233kKTJk2e+/ktWLAAgwYNwoEDB7B06VKoVCqMGDECoaGhKFu2bJ7fCzt37kRISAh27dqFO3fuwNbWFh07dsTbb7+Nc+fOaf94mN+fOfn53gLkZ/C7776LhQsX4vz580hKSsLff/9dJJ9LRPRsli5dChsbG+zYsQPBwcGwsLDAG2+8gQEDBiAkJARr1qwBIM9Tvv32W0yfPh3Hjx/H9u3bkZqaiqZNm+Lhw4f48ssvC3Q+mtPnQ1GdDxWV/J7LBgQEAAC+/fZbbNq0Cenp6di1axeSk5MxduxYzJw5E+3atcs1aMLzL8Nz4/kXz794/mX88y/GCKAtfdGxY8ccxxs/fjwAYMmSJdptu3fvxk8//YQNGzbg1KlTmDZtGn777Tedx3Xs2BEmJibYuXPnc8/zZWL01dDYXp6mWYnQy8sr134hISFi165dettHjBghzp8/L1QqlUhISBCBgYFi/vz5omLFito+LVq0EKdOnRIqlUo8ePBAzJ8/X3Tq1Elv9U1/f39x5coVvWOsWbPG4CqThpqJiYkYMmSIOHjwoIiJiRFpaWni0aNH4sCBA+LDDz8UlpaW2r6alSE/++wzg2N16NBBHD9+XKhUKvH48WOxc+dO4ebmptfPzs5OpKeni4SEBGFiYqLdrlmReO3atXqPKV++vNi1a5dISEgQQgjtKpE5fT1yWq306aZZlbhs2bJ6++zt7UV8fLz2WBYWFuL7778X4eHhQqVSiePHj4tmzZoJf39/vVUre/ToIYKCgkRaWprO6qgARKNGjcTWrVtFdHS0UKvVIiQkRGzatEm0b98+z69XuXLlxKpVq8SjR49ESkqKCAwM1FuVObf3n6HxJk2aJPz9/UV4eLhIS0sTsbGx4uDBg6J3794G+y9dulTcv39fpKamiocPH4oDBw6IESNG6L32ffr0yfG4NWvW1K4+qln12ND32dMruXbv3l2cOHFC+x47c+aMGDBggE6f53l9Ne9PlUolhBDi/fff19v/5ZdfijNnzoi4uDihUqnEtWvXxNSpU4WZmVm+xq9QoYL47rvvRFBQkFCpVEKtVovbt28LX19f0apVK73+jRs3Fnv27BFKpVIkJSWJQ4cOiebNm+v1q169uvjzzz9FXFycSE5OFmfOnBHdunXT6+fi4iL8/PxEUlKSePTokVi8eLHo3LmzzvdLtWrVxG+//SZu3bolkpOTRUxMjDh06JDo0KFDvp6jEE9WYc6p5fU+6devnwgICBBqtVrExMSIP/74Q1SuXFmv3zvvvCOuXr0q1Gq1CAoKEr169TL4GVi2bFmxZcsWkZSUJGJjY8XPP/8s3N3d9b4/AQh3d3exbds27Wt5/fp1MWvWrFzfnzl9zxn6fGjUqJE4evSoUKvVIjQ0VEyePFmMHTtWCCFE+fLlc33dBgwYIDZs2CBu3bolVCqVSE5OFkFBQWL27NnCzs5Or39+fubk53vLxsZGrFu3TsTFxQkhhM7rm5/Ppbx+frCxsT1/e/PNN8Vvv/0mrl27JpRKpUhJSRE3b94US5YsEeXKldPrP3ToUO3nbGxsrPD39xfe3t7a/fk9H83t8+F5z4dyO08z1PJzDgLor16vafk9l/3qq69EWFiYyMjI0Pl5oJlvXuefPP/Sbzz/4vkXz7+Kz/nXqx4jACB+/PFHcfPmTYP7ypcvLxISEkT37t319r355pvi2rVrIi4uTvj6+gpra2ud/Rs3bhTHjh0r0NfjZW+K//5DREREVCwtXrwYo0aNgp2dnTa7ioiIiIiKDs+/KCfVq1dHcHAwunbtisOHDxfKmBUqVEBISAjeffdd/PXXX4Uy5suAQVsiIiIqNqysrHQWpyhTpgxu3ryJixcvonPnzkacGREREdHLiedfVFDLly9HrVq1Cu39MW/ePHTo0AHNmjUrlPFeFgzaEhERUbHx77//4siRI7h+/ToqVKiADz74AJUrV4a3t7feAgtERERE9Px4/kVUPHEhMiIiIio2du/ejb59++LDDz+EEAIXL17EBx98wF8YiIiIiIoIz7+Iii+jF9YdM2aMCAkJEWq1Wpw5c0Y0bdo0x74jRowQx44dE3FxcSIuLk4cOHDAYP9Zs2aJhw8fiuTkZHHgwAFRq1Ytnf2lS5cW69atEwkJCSI+Pl789ttvwtbW1uivBRsbGxsbGxsbGxsbGxsbGxsbG9ur3UxgZP3798eiRYswa9YseHp6IjAwEPv27UO5cuUM9m/Xrh02btyI9u3bo0WLFggLC8P+/ftRuXJlbZ9JkyZh3LhxGD16NJo1awaVSoV9+/bB0tJS22f9+vXw8PBAp06d0L17d7Rp0wYrVqwo8udLRERERERERERElBejRo3PnDkjli5dqr2vUCjEgwcPxOTJk/MXdTYxEQkJCWLw4MHabQ8fPhSfffaZ9r6Dg4NQq9ViwIABAoBwc3MTQgjh5eWl7fPmm2+KzMxMUalSJaNH0tnY2NjY2NjY2NjY2NjY2NjY2Nhe3WbUTFtzc3N4eXnh4MGD2m1CCBw8eBAtWrTI1xg2NjYwNzdHXFwcAKB69eqoVKmSzphKpRJnz57VjtmiRQvEx8cjICBA2+fgwYPIysriSnVERERERERERERkVEZdiMzJyQlmZmaIiorS2R4VFQU3N7d8jfHdd9/h4cOH2iBtxYoVtWM8PaZmX8WKFfHo0SOd/ZmZmYiLi9P2eZqFhYVOeYWsrCykpqYiIyMjX/MkIiIiIiIiIiIiyg+j17R9HpMnT8a7776Ld955B6mpqUV6rKlTp0KpVGpbcHAwA7ZERERERERERERU6IwatI2JiUFGRgYqVKigs71ChQqIjIzM9bGfffYZpkyZgs6dO+PKlSva7ZrH5TZmZGQkypcvr7Pf1NQUZcqUyfG48+bNg4ODg7blNxOYiIiIiIiIiIiIqCCMGrRNT09HQEAAvL29tdsUCgW8vb1x+vTpHB/3xRdfYNq0aejSpYtOXVoACAkJQUREhM6Y9vb2aNasmXbM06dPo3Tp0vD09NT26dChA0xMTHD27FmDx0xLS0NiYqK2qVSqZ3rORERERERERERERHkx6kpo/fv3F2q1Wvzvf/8Tbm5u4pdffhFxcXGifPnyAoBYu3atmDt3rrb/pEmTREpKiujdu7eoUKGCttna2ur0iYuLEz169BD169cXO3bsEHfu3BGWlpbaPrt37xYBAQGiadOm4o033hA3btwQ69evN/rKcGxsbGxsbGxsbGxsbGxsbGxsbGyvfDP6BMTHH38s7t27J1JSUsSZM2fE66+/rt3n7+8v1qxZo70fEhIiDJkxY4bOmLNmzRIRERFCrVaLAwcOiNq1a+vsL126tFi/fr1QKpXi8ePHYtWqVTqBXzY2NjY2NjY2NjY2NjY2NjY2NjY2YzTFf/8hIiIiIiIiIiIiomLAqDVtiYiIiIiIiIiIiEgXg7ZERERERERERERExQiDtkRERERERERERETFCIO2RERERERERERERMUIg7ZERERERERERERExQiDtkRERERERERERETFCIO2RERERERERERERMUIg7ZERERERERERERExYiZsSdARERERERERERUoigUgKsrYG8PJCYCoaGAEMaeFb1EGLQlIiIiIiIiIiLKLzc3oFcveWttDajVQHAw4Ocnb4kKgQIA/wxARERERERERESUFzc3YNw4wMkJCAsDVCrA1hZwcQFiYgAfHwZuqVCwpi0REREREREREVFeFAqZYevkBFy9CiiVQGamvL16VW7v2VP2I3pODNoSERERERERERHlxdVVZtqGhRneHxYG1Ksn+xE9JwZtiYiIiIiIiIiI8mJvL2vYqlSG96tUgJWV7Ef0nBi0JSIiIiIiIiIiyktiolx0zNbW8H5bWyAlRfYjek4M2hIREREREREREeUlNFQuMubiYni/iwtw/brsR/ScGLQlIiIiIiIiIiLKixCAnx8QEwN4eAAODoCpqbz18ACio4GdO2U/ouekAMB3EhERERERERERUX64uQG9eslbKytZEuH6dRmwDQ429uzoJcGgLRERERERERERUUEoFICrq1x0LDFRlkRghi0VIgZtiYiIiIiIiIiIiIoR1rQlIiIiIiIiIiIiKkYYtCUiIiIiIiIiIiIqRhi0JSIiIiIiIiIiIipGGLQlIiIiIiIiIiIiKkYYtCUiIiIiIiIiIiIqRhi0JSIiIiIiIiIiIipGGLQlIiIiIiIiIiIiKkYYtCUiIiIiIiIiIiIqRhi0JSIiIiIiIiIiIipGzIw9ASIiIiIiIiIiomJDoQBcXQF7eyAxEQgNBYQw9qzoFcOgLRERERHRS2Ly5MmYP38+fvzxR0ycONHY0yEiIip53NyAXr3krbU1oFYDwcGAn5+8JXpBGLQlIiIiInoJvPbaaxg1ahQCAwONPRUiIqKSyc0NGDcOcHICwsIAlQqwtQU8PWXmrY8PA7f0wrCmLRERERFRCWdra4v169dj5MiRiI+PN/Z0iIiISh6FQmbYOjkBV68CSiWQmSlvr16V23v2lP2IXgAGbYmIiIiISriffvoJ//zzDw4dOpRnXwsLC9jb22ubnZ3dC5ghERFRMefqKjNtw8IM7w8LA+rVk/2IXgAGbYmIiIiISrABAwbA09MTU6dOzVf/qVOnQqlUalt4eHgRz5CIiKgEsLeXNWxVKsP7VSrAykr2I3oBGLQlIiIiIiqhqlSpgiVLlmDgwIFITU3N12PmzZsHBwcHbXN2di7iWRIREZUAiYly0TFbW8P7bW2BlBTZj+gFUAAQxp4EEREREREVXM+ePeHn54eMjAztNjMzM2RlZSErKwuWlpbIysoy4gyJiIhKCIUCmDxZLjp29ar+fg8PICAAWLAAEAyl5UqhkGUk7O1lkDs0lK/ZMzAz9gSIiIiIiOjZHDp0CPXr19fZtmbNGgQHB+O7775jwJaIiCi/hAD8/GSw0cND1rBVqWSGrYsLEB0N7NzJ4GNe3Nzkgm5ubrLchFoNBAfL1zY42NizK1EYtCUiIiIiKqGSkpJw9alsIJVKhdjYWL3tRERE9JSnM0Jv3AB8fJ4EHZ2dZUmEgAAZsGXQMXdubsC4cYCTk27Q29NTvs4+PnwNC4BBWyIiIiIiIiIierXklhH63Xe8vL+gFAr5ejo56ZaXUCrlfQ8PoGdPGRjna5kvDNoSEREREb1E2rdvb+wpEBERFW/MCC18rq7ydQ0LM7w/LAyoV0/2u3//xc6thDIx9gTGjBmDkJAQqNVqnDlzBk2bNs2xr7u7O7Zu3YqQkBAIITB+/Hi9Ppp9T7dly5Zp+/j7++vt//nnn4vk+RERERERERERUTHxdEaoUglkZj7JCHVykhmhCoWxZ1qy2NvLjGWVyvB+lQqwspL9KF+MGrTt378/Fi1ahFmzZsHT0xOBgYHYt28fypUrZ7C/jY0N7t69iylTpiAiIsJgn6ZNm6JixYra1rFjRwDAli1bdPqtWLFCp9+kSZMK98kREREREREREVHxUpCMUMq/xERZYsLW1vB+W1tZHzgx8cXOqwQzatD2008/xcqVK+Hr64vr169j9OjRSE5OxvDhww32v3DhAiZNmoTNmzcjNTXVYJ+YmBhERUVpW/fu3XH79m0cPXpUp19ycrJOv0S+aYiIiIiIiIiIXm7MCC0aoaGypISLi+H9Li7A9euyH+WL0YK25ubm8PLywsGDB7XbhBA4ePAgWrRoUWjHGDRoEFavXq23b+DAgYiOjsaVK1cwd+5cWFtb5zqWhYUF7O3ttc3Ozq5Q5khERERERERERC8IM0KLhhByEbeYGLnomIMDYGoqbz08gOhoYOdOLkJWAEYL2jo5OcHMzAxRUVE626OiolCxYsVCOUavXr1QqlQp+Pr66mzfsGEDBg0ahPbt22PevHkYPHgw1q1bl+tYU6dOhVKp1Lbw8PBCmSMREREREREREb0gzAgtOsHBchG3ixeBsmWBOnXkbUAAsHQpF3crIDNjT6AoffDBB9izZ49e/duVK1dq/x8UFISIiAgcPnwYNWrUwN27dw2ONW/ePCxatEh7X/AvA0REREREREREJYsmI9TVVWaAhoXJkgi2tjJgy4zQ5xMcDHz3nXx97e1lxnJoKF/PZ2C0oG1MTAwyMjJQoUIFne0VKlRAZGTkc4/v6uqKjh07onfv3nn2PXv2LACgVq1aOQZt09LSkJaW9tzzIiIiIiIiIiIiI9JkhPbqJRclc3aWJRECAmTAlhmhz0cI4P59Y8+ixDNa0DY9PR0BAQHw9vbGzp07AQAKhQLe3t5YtmzZc48/bNgwPHr0CP/880+efRs3bgwAehm5RERERERERET0EmJGKBVzRi2PsGjRIqxduxYXLlzAuXPnMGHCBNja2mLNmjUAgLVr1yI8PBxffvklALmwmLu7OwC5MJizszMaNWqEpKQk3LlzRzuuQqHAsGHDsHbtWmRmZuocs0aNGnj//fexe/duxMbGomHDhli8eDGOHj2KK1euvKBnTkRERERERERERsWMUCrmhDHbxx9/LO7duydSUlLEmTNnxOuvv67d5+/vL9asWaO9X7VqVWGIv7+/zpidOnUSQghRu3ZtveNVqVJFHDlyRMTExAi1Wi1u3rwpvvvuO2Fvb2/U14GNjY2NjY2NjY2NjY2NjY2NjY2NDYBQ/PcfIiIiIiIiIiIiIioGTIw9ASIiIiIiIiIiIiJ6gkFbIiIiIiIiIiIiomKEQVsiIiIiIiIiIiKiYoRBWyIiIiIiIiIiIqJixMzYEyAiIiIiIiIiIipWFArA1RWwtwcSE4HQUEAIY8+KXiEM2hIRERERERER0curoAFYNzegVy95a20NqNVAcDDg5ydvn2VMogJSAOA7ioiIiIiIiIiIXj6GArA3bgBnzwKPHukGXBUKoH174MMPATs72U+lAmxtARcXICYG8PGR4+YV1CV6TgzaEhERERERERHRy8fNDRg3DnByAsLCZADWxQXw8gIsLIC7d2XgNjgYuHwZaNwYePddoFw5IC4OiIgArl+XwVoA8PCQ41hb6475dFCXgVsqBCyPQERERERERERELxeFQmbDOjkBV6/KbU5OMvBqYiLvW1gAsbFA27bA8OGAqSlQpgyQmSn7li0LlC8PHD0qA7IPHgDt2slg7vnzT46lVMpjeHgAPXvKDF2WSqDnZGLsCRARERERERERERUqV1eZaRsWJu8rFPK+jQ0QHS0zacuWlQFcR0egYkXAwQHIyJAlE1JT5WOcnQFPT/l/MzOgdGkZ6DUkLAyoV08em+g5MWhLREREREREREQvF3t7WcZApZL3HR1l9qxSKe+npckgrJMTUK2aDNYqFDKIa2Ehs22Tk2XGbLVq8vGOjrLP48eGj6lSAVZW8thEz4lBWyIiIiIiIiIierkkJsoFwmxt5X0LC8DcXAZrNfczMuR+W1sZjLWxkUHX0qVlgNbcXI5hbS2zcsuWlVm2GRmGj2lrC6SkyGMTPScGbYmIiIiIiIiIqORRKICqVYH69eWtQvFkX2ioXBDMxUXeT0sD0tNlsBaQpRBiYmQdW0tL2bKyZLZsVpYM4JYqJYO4pqZy/NBQWd9WM+bTXFzkwmWhoUX6tOnVwIXIiIiIiIiIiIioZHFzkwuNubnJTFi1WgZp/fzkrRDy/66ucoGwsDBZx7ZKFRm8TU6WC4Y1biyDtKam8jHW1vL/pqYy09bKSvYXAvj7b+DuXWDcuCdjqlQyw9bFRdbK3bmTi5BRoVAA4DuJiIiIiIiIiIhKBjc3GTh1ctIPnMbEAD4+MnCr6asJ7pYrB9SoIYOwAQGyjIG3t1xszNZW1rHNyJC1bk1MZOauQgHcuwdcvPhkbODJmFZWsiTC9esyYKs5LpUMCoUM7Nvby/dDaGixCbozaEtERERERERERCWDQgFMngx4egJXr+rv9/CQAdkFC54E37IH5sqXB5o1A+rWBSpUkIFXExNZx1ahkOUTTExk9q3GtWsyIOvu/mRsoNgG+yif8srWNjKWRyAiIiIiIiIiopLB1VUG2cLCDO8PCwPq1ZP97t+X24R48n8A8Pd/Ms6UKbJkQlgYYGcng7pZWTLrNj1d/t/CQi5M9vTY2cekkiWnbG1PT/n1zZ6tbSRciIyIiIiIiIiIiEoGe3uZFalSGd6vUsmSBfb2OY+hqV3r6SmzbStXBsqUkRm2arWsfRsfLxcve/z4SeA2P2NT8adQyAxbJyeZra1UyiC9UinvOzkBPXvqLmxnBAzaEhERERERERFRyZCYKAOrtraG99vayhqziYk5j6HJsmzSRAbpkpMBS0v5WEtLWdPWwkJm2iqVss5tWlr+xqbiryDZ2kbEoC0REREREREREZUMoaHysnUXF8P7XVzkomChoYb3P51lefUqcPMmkJoqm4mJzKRNSgLCwwFzc7kAWUJC3mNTyVAY2dovAIO2RERERERERERUMgghF4qKiZGLjjk4AKam8tbDA4iOlouGGVoUTKEA3ngDaN5cBmE1l7/fuiXHS04GHjyQmbyArGOrVstt7u65j00lR2Fka78AXIiMiIiIiIiIiq2KqIjaqI1a//0rjdKwghXMYW7sqREVG+lIRwpSEI943P7v3y3cQiQijT21ohEcLBeK6tVLXubu7CyDbAEBMqhqaAEpNzfZv0ULWRYhLk4GeYUAbGxkWQQrKxkABmSN06QkGahVKHIfm0oWTba2p6fMtH6ai4v8ehs5o1oBgH8eICIiIiIiomLBEpbojM7oh37ogR4ohVIAgCxk4QEeIAYxUEONDGRA8NdZIiiggBnMYA1rOMEJVVAFJv9dWP0Yj7ELu7AFW7AP+5CGNCPPtpApFLLuqL29zIoMDTWcBaupYevkJDNsmzaVdWsrVZLlECIiZM3aUqXkgmQKBXDxInDmDHDiBHD5cs5jU8mU/T0RFiZLItjayoBtdDSwdKnRA/QM2hIREREREZHRlUEZfINvMAiD4AhHXMVVbMVWXMRF3MIt3MVdpCLV2NMkKvYsYYkaqIHaqA1PeKIv+sIDHkhAAtZhHaZjOuIQZ+xpvjgKBTB58pOsSoUCaNUKaNToSWZtVpbcnpUlFx9LS5N1biMjZdkEHx+jB/CoCGiyr93c5HshJUXWLC4mGdUM2hIRERERlVBTpkxB79694ebmBrVajVOnTmHy5Mm4efOmsadGlG8mMMEH+ADzMA+mMMUSLMFmbMZ1XDf21IheGu5wxwAMwDiMQyYyMQVTsAqrXo1s9apVgVmzgNhYQKmU2xo3Bt58U2bZpqfLxcaEkPezsmSwNiEB8PeXpRcCAoAFC5hp+zLKb7a2ETBoS0RERESUCwsLCzRr1gxVq1aFjY0NoqOj8e+//+LevXvGnhr27NmDTZs24fz58zAzM8PcuXNRv359uLu7Izk52djTI8qTHezwF/5Ce7THGqzBFEzBIzwy9rSIXlrlUR7f4TsMxVD4wx9v420kIcnY0ypa9esD06YBN27IgKyjI9C+PVCrlsyotbCQWZZCPFmYLCtLZl0eOyYfV7YsMGMGcP/+88+nGAcJqXhh0JaIiIiIyIA33ngD48ePR48ePWBubo6EhASo1WqUKVMGlpaWuHv3LlasWIFffvkFSUnF4xdeJycnREdHo02bNjh+/Lixp0OUKzvYYTd2oyEaoid64iiOGntKRK+MtmiLndiJy7iMbuj2cgduNZm2WVmyXmnlykCVKjJYm5IiyyPY2sr9mZnyMSayJjASEoADB+T9OXOAoKDnm0v2y/GtrQG1Wl6G7+dXLC7Hp+LFxNgTICIiIiIqbnbu3InNmzfj3r176Ny5M+zt7eHk5AQXFxfY2tqidu3amDNnDry9vXHz5k107NjR2FMGADg6OgIA4uJyrlVoYWEBe3t7bbOzs3tR0yPSsoa1NmDbGZ0ZsCV6wY7iKDqjMxqiIXZjN6xhbewpFZ3QUCAuDmjdWi48lpYGpKbKgK2VFWBjI/tlZMiMV03GrVot97dqJR+TmPh889AsfOXpKUs13Lghbz095XY3t+d/rvRSYdCWiIiIiOgp//zzD6pXr47JkyfjxIkTSElJ0dkfEhKC33//HV27doW3tzeysrKMNNMnFAoFfvzxR5w4cQJXr17Nsd/UqVOhVCq1LTw8/AXOkkj6Gl+jKZqiMzrjHM4ZezpEr6RzOIfO6IymaIqv8JWxp1O0spcf0GTUpqXJ+wqF3G9qKu9rbs3M5P8rVABq134S3H0WCoXMsHVykouhKZVyDkqlvO/kBPTs+aQ8AxFYHoGIiIiI6KWwfPlydO3aFa1atco1EGthYQFLS0vtfSFEsSnvQK+G2qiNIAThW3yLb/CNsadD9MqbgRmYiqlogAa4hVvGnk7h05RHEEKWRShXDqhYUZZEMDeXTRO4BeRtZuaT0glmZjKwevYs4OPzbGUMDC2Glp2DQ+HWzaWXAjNtiYiIiIjyycPDA2PGjMEnn3wCT09PY09Ha+nSpejevTvat2+fZ+ZsWloaEhMTtY0BW3rRlmIpHuABFmCBsadCRAC+w3cIRziWYqmxp1I07O1l/diwMODkScDfXwZeTU2f1K59up6tEPI2I0OWSbh0SWbDDh0KNGggg7AFyYrVzEGlMrxfpZKlGOztn+eZ0kuGQVsiIiIionwYM2YMDh06hLZt26J9+/Y4fPgwvvzyS2NPC0uXLsU777yDDh064N69e8aeDlGuGqAB3sSbmIRJSEFK3g8goiKXghRMxmS8iTdRH/WNPZ3Cl5gos2YrVZJZtgoF4OwsA7JJSTJgq8m0zcqSTYgnNWyjo4HkZJmd26cPMHeuzJqdPDn/dWgTE2Xw19bW8H5bWznH562bSy8VM2NPgIiIiIioOKpSpQoePHigvT927Fh4eHggNjYWANC8eXP89ddfmDt3rrGmiJ9++gnvv/8+evbsicTERFSoUAEAkJCQoFeHl6g46Id+iEc8/sJfxp4KEWWzEzvxGI/RD/0QhCBjT6dw2dgA5cvLAKtKBVhYAJUry4BtcrLMuLWykn012bMWFjKzNiUFePAAaNZMBlYzM4GEBNmvVSvA1TV/JRNCQ2UfT09ZauFpLi5AQIDsR/QfZtoSERERERlw8OBBjBs3Tns/NjYWXbp0gYWFBezs7NCxY0dER0cbcYYy+7dUqVI4evQoIiMjtW3AgAFGnRdRTvqjP/zgh3SkG3sqRJRNOtLhBz/0R39jT6VwubkBn3wi/68JtpqYyDq2NjayHEFiIhAeLrNrFYongdvUVCA+HqhVCyhVSi5cZm8PNGkCeHnJbN1WrYARI/IulSAE4OcHxMQAHh6yhq2pqbz18JDZvDt36i6YRq88Bm2JiIiIiAxo2rQp6tati7Nnz6JRo0b48MMPMXHiRKjVajx+/BgDBgzAkCFDjDpHhUJhsK1du9ao8yIyxAMeqIu62IItxp4KERmwBVvgBjd4wMPYUykcCgXQq5fMmD1zBjh+HHj48EnNWgsL+f/YWMDRUbc0QlYWEBEhg7aOjrJVqyYDrQkJMviqVgOWlsBbbwHt2+c9n+BgmZV78aJcdKxOHXkbEAAsXfpsC5zRS43lEYiIiIiIDEhMTMTHH3+MFi1awNfXF4cPH0br1q1hamoKU1NTJCQkGHuKRCWKJ+TifcdwzMgzISJDjuIoAKAJmuAqDFzCX9K4uspM27CwJ9tsbWVTKGQA1s4OqFkTMDN7Eqw1N5f/r1ZNlkMwN5f9MjJkVq6pqdyfmioDu9WrAz16yAXO8sqUDQ4GvvtOzk2T5RsaygxbMoiZtkREREREuTh9+jRee+01xMfH499//0WbNm0YsCV6BrVQCw/xECrksHo6ERmVCipEIAK1UMvYUykc9vaAtbWsY+vkBLRtC9StK4OwSUkyIKupZ2tmJpup6ZOMW1NTmY2rkZkpSyo4O8tbQO5PTJQ1aV1d8zcvIYD794GgIHnLgC3lgEFbIiIiIiIDTE1N8dFHH8HHxwdDhw7F3Llz0aNHD3z22Wf4888/Ub58eWNPkahEqY3auIVbxp4GEeXiFm6hNmobexqFIzFRljCwtQXq1ZOLj1lYyKCthYUMzAJP6tya/Bciy8qSAdqng6mmpjKwa24ug8CArEkbGSn729u/uOdGrwQGbYmIiIiIDFi1ahXGjh0LlUqFYcOGYfHixbh16xa8vb2xd+9enD59GqNHjzb2NIlKjFqohdu4bexpEFEubuP2y5NpGxoqyxHUrQtUrSqzY01MZIA1PV3+P/vCY5r/KxQyMAs8CdwKIftrMmzt7GQQODlZll9Qq2WQmKgQMWhLRERERGRAz5490adPH0ydOhWdOnXCW2+9pd23evVqNG/eHK1btzbiDIlKlkqohAd4YOxpEFEuHuABKqOysadROIQA/PxkKYQKFWTQNS1N7rOykpmz2ftqArSmproBXCGAlBSZgWtiIgO25uZyAbOzZ2Um7/XrMkhMVIiMHrQdM2YMQkJCoFarcebMGTRt2jTHvu7u7ti6dStCQkIghMD48eP1+syYMQNCCJ12/fp1nT6WlpZYtmwZYmJikJiYiK1bt/LyNiIiIiLSERUVhc6dO8Pc3BwdOnRAbGyszv7o6GgMHDjQSLMjKnmsYAU11MaeBhHlQg01LGFp7GkUnuBgYOdOuYiYELIsgqnpk4CtJlCrCc5mlz0LNytLjpGRIbN0lUrg4UO5CFlMjDwGa9NSITNq0LZ///5YtGgRZs2aBU9PTwQGBmLfvn0oV66cwf42Nja4e/cupkyZgoiIiBzHDQoKQsWKFbWtVatWOvsXL16MHj16oF+/fmjbti0qV66M7du3F+pzIyIiIqKSbezYsfjqq6+gVqvxyy+/YMKECcaeElGJZgUrpCHN2NN4KWmSl9q2bVvoY7dt2xZCCMyYMaPQx6biJxWpsIKVsadRuIKCZAmDpCSZMZuc/CRIm5X1JMs2e5AW0M2+NTN7kqlrbQ04OgJeXkDFirI0AlERMGrQ9tNPP8XKlSvh6+uL69evY/To0UhOTsbw4cMN9r9w4QImTZqEzZs3IzU1NcdxMzIyEBUVpW3ZsyIcHBzwwQcf4NNPP4W/vz8uXryIYcOGoWXLlmjWrFmhP0ciIiIiKpkOHjyIChUqoGLFinBxccHp06eNPSWiEi8LWUY57tNXY+bVCoO/v3+hjVXUgVMhBPz9/Ytk7OehUCgwbNgwHD9+HPHx8VCpVLhx4wZWr14NOzu7fI3RpUsXLF++HIGBgXj8+DFUKhUuXbqEqVOnwtIy54zS5zl28+bNkZGRASEEJk+ebLCPo6MjZs2ahcDAQCiVSkRHR+PcuXP4+OOPc51XUctCFhRQ5N2xJFEqgbt3ZUYsIEsjaDxdzzYnmsxcc3MZuD13DvjrL+DoUcDFBRg3DnBzK5r50yvLzFgHNjc3h5eXF+bNm6fdJoTAwYMH0aJFi+cau3bt2ggPD0dKSgpOnz6NqVOnIiwsDADg5eUFCwsLHDx4UNv/xo0buH//Plq0aIGzZ88+17GJiIiI6OUSo/klj4hKrJkzZ+ptmzBhAkqVKmVwX0mzbNkybNq0CaFFUFPz3LlzcHNze+GfhRYWFti6dSt69OiBwMBA+Pr6IjU1Fa6urujWrRumTZuGpKSkXMewtLTEnj17kJKSgiNHjmDfvn2wsrLCm2++iblz56JXr15o164d1E9lSj7Psa2trbF27Vqo1eocg7uOjo4ICAhAzZo1cfz4cfz666+wtLRE165dsWzZMrzzzjvo1KlToQX9X3mhobL2rJUVEB8P1K4t69Bmr1mrybR9WvYMXM1iZDduAKdPP8nCvXoV8PAAevaU+/h1o0JitKCtk5MTzMzMEBUVpbM9KioKbs/x14mzZ89i6NChuHHjBipVqoQZM2bg+PHjqF+/PpKSklCxYkWkpqYiISFB77gVK1bMcVwLCwudv3YJIfL8AUFEREREJdOePXswc+bMPP+gb2dnhzFjxiApKQnLly9/QbMjooKaNWuW3rahQ4eiVKlSBveVNLGxsXp1twuLWq3GjRs3imTs3MyfPx89evTA5MmTsWDBAp19itwyIrPJzMzEV199heXLl+Px48fa7WZmZti2bRvefvttfPzxx/jhhx8K7djfffcdypcvj3nz5uHbb7812OfDDz9EzZo1sXjxYnz66afa7ebm5jh58iS8vb3RqlUrHD9+PF/Pk/KgWZDM1VXWoI2NleUNzP4LieX0Nc3MlFm1CoWsZatQyHIKUVHy8QkJTwK0YWFAvXryGKGh8tbeHkhMlPcZyKVnYPSFyArb3r17sXXrVly5cgX79+9Ht27dUKpUKfTv3/+5xp06dSqUSqW2hYeHF9KMiYiIiKi42bJlC7Zt24arV69i/vz56Nu3L9544w14enrC29sbn3zyCTZv3oyIiAh4enpi165dxp4yEb0gtWrVwurVq3H37l2kpKQgNjYWly5dwuLFi7V9hBBo166d9v+atmbNGm2fYcOGwc/PT7swd2xsLPbu3at9nMaMGTNw5MgRADJjOPt4VatW1fYxVNO2Xbt22L17t/ZK1MjISBw7dgwjR44E8KTsgqZv9rGHDBmi08dQaYZy5crhhx9+QHBwMJKTkxEbG4szZ87gs88+e/YXGEDlypUxduxYHDt2TC9oCiDfZSwyMjIwd+5cnYCtZrvmqt+nX7PnOXa7du3w8ccf49NPP801ZlCjRg0AwO7du3W2p6enY//+/QCQ41o/9IyCg4HAQMDdHahR40m5g5ykpckALfBk4TKT/0JotWoB7doBLVsCTk5ym0olM3kbNgQmTwZmzQKmTZO3kyezdAI9E6Nl2sbExCAjIwMVKlTQ2V6hQgVERkYW2nESEhJw8+ZN1KpVCwAQGRkJS0tLODo66mTb5nXcefPmYdGiRdr7vEyBiIiI6OW1evVqrFu3Dv369cOAAQPw4YcfwtHREYA8D7x27Rr27duHpk2bIjg42MizJaIXpVKlSjh37hxsbW3xzz//YPPmzbC1tUXt2rUxZswYfP7558jMzMTMmTMxdOhQVKtWTaf8wqVLl7T//+mnnxAYGIiDBw8iOjoazs7O6NWrFw4ePIjevXvjr7/+AgAcOXIEvr6+GDp0KI4cOaIN4ALQC0Zm161bN+zatQuPHz/Gzp07ERERgXLlyqFRo0YYPHgwVq5ciXv37mHmzJmYOXMm7t27B19fX4NzNaROnTrw9/dH5cqVcfz4cfj5+cHW1hYeHh748ssvsXDhQm3fNWvWYOjQoRg6dCjWrl2b5+vct29fmJubY8uWLbCzs8Pbb78NV1dXREVFYd++fXj48GGeY+QlPT0dgAzgFsax7ezssGbNGuzfvx9r1qzRBr0NCQoKAiC/RtlLN5qbm6NTp05ITk5mHfXC5u4OjBolM2RN8pG/mL1PVpbMujUzk5mzERGAhQVQqZIc7+xZGeS1tAT695e3YWEykGtrC3h6ysxbHx8ZPCbKJ6MFbdPT0xEQEABvb2/s3LkTgLzMwNvbG8uWLSu049ja2qJmzZr4448/AAABAQFIS0uDt7c3tm/fDkD+sKlatWquH4ppaWlIS+NKp0RERESvirS0NKxfvx7r168HIBe0tba2RmxsrN4v+UT0aujTpw9Kly6N8ePHw8fHR2df6dKlkZmZCUCWY2jXrh2qVauWY/kFd3d33Lt3T2dbxYoVceHCBXz//ffaoO3Ro0cBQBu0zW85h+HDh8PExATt27fH5cuXdfaVKVMGAHD//n3MmjVLG7QtSKmIdevWoXLlyhg5ciR+++03nX3Ozs75HscQLy8vAECpUqVw48YNVK5cWbsvNTUVU6ZMwY8//vhcx9AsgK7JbH3eYy9evBilS5fWZjHnZtWqVRg4cCAmTpwILy8vnD17FpaWlujWrRvs7OwwYMAAREREPMezIx316gHLlwN16siAqolJ3uUKNEFba2t5a2EhSyTY2cltyclAdDRQrpzMoo2Pl5m26emyxq2GUsmat/TMjFoeYdGiRRg5ciT+97//wc3NDT///DNsbW21l4ysXbsWc+fO1fY3NzdHo0aN0KhRI1hYWMDZ2RmNGjVCzZo1tX2+//57tGnTBlWrVkWLFi2wY8cOZGZmYuPGjQAApVKJVatWYdGiRWjXrh08PT2xZs0anDp1iouQEREREVGOlEoloqKiGLAlIr2FqwAgPj6+QGM8HbAF5JWh27ZtQ506deDq6vqs09NhaK5xcXHPNWbTpk3RtGlTHD16VC9gC0CvNMDUqVPh5uaGHTt25Gv88uXLA5BlHwIDA+Hu7g57e3u89dZbiImJweLFi9GlS5dnnn+XLl0watQoXLt2DatWrXruY3fp0gUjRozAF198gQcPHuR5/JSUFHTo0AG+vr5o06YNvvjiC4wbNw7VqlXDxo0bcerUqWd+bvQUNzfgyy/l4mOaQGxOi45lp1l8TCMtDUhNlYHZOnWAUqXk/pQUWS7B1FT+PyzM8HjZa94S5ZPRMm0B4M8//0S5cuXwzTffoGLFirh06RK6dOmCR48eAQBcXV2RpakhAllbJvslGl988QW++OILHDlyBO3btwcAVKlSBRs3bkTZsmURHR2NEydOoHnz5jorXU6cOBFZWVnYtm0bLC0tsW/fPowZM+bFPGkiIiIiIiIqtoYMGYJq1arpbPPz80NgYCB27dqFefPm4aeffoK3tzf27t2Lo0ePIiQkpMDHqV69OqZOnYoOHTrA2dkZVlZWOvsrV66M0NDQZ34emzZtQp8+fXDmzBls2LABhw4dwvHjxwtlwbLXX38dgH6Wak4iIyMLVAbR5L/g2qNHj9CnTx9t4Hn37t0YMWIE9uzZg88++wx79+4t4MyB1157DZs3b0ZCQgL69eund0VtQY9dqlQp/Pbbbzh48CBWrlyZrzk4OTlh586dKFeuHLp27YqTJ0/CxsYGPXv2xMKFC9G9e3d4eXkhMTGxwM/vladQPFkELCkJeOcdmQ2bmir35SdgqxlHQwjA3FyOl54us27Ll5fbMjJkNq2/P9C6tSyJYIhKBTg7y3kR5ZNRg7aArOPz008/GdynCcRq3L9/P8+VGt977708j5mamoqxY8di7Nix+Z8oERERERERvfSGDh2qtxjYvXv3EBgYiPv376N58+aYOXMmunXrhgEDBgAArl+/junTp2Pr1q35OkbNmjVx7tw5ODg4wN/fH7t27YJSqURWVhbatWuHdu3awdLS8rmex9atW9GzZ098+umnGD16NMaOHYusrCz4+/vjs88+Q2Bg4DOPranxXVQLdGvWnzl48KBepvC+ffuQkpKC1157rcDjenl5Yf/+/cjKysKbb76Ja9euPfexFy1aBEdHR4wYMSLf81i8eDHeeOMNNGzYEFeuXAEAJCYmYsWKFbCyssKSJUvwySef6Fx5TPng5gb06iVvra1lZm2NGsCdOzJTNr8BW0NMTGR27ePHgFotg7AXL8pgsIUF8O+/wGuvyRq2SqX+421tZSYuA/FUAEYP2hIREREREREVF08nDz3t6tWr6NevH8zMzODl5YWuXbti3Lhx2Lx5M1q3bp2vS9snTpyIMmXKYNCgQdq62RoVK1bUCxo/q7/++gt//fUX7Ozs0LJlS/Tu3RsffPAB9u7dCzc3N53FuQtCswDa89auzcmNGzd0jpOdEAKJiYlwcHAo0JheXl44cOAATExM0LlzZ1y4cKFQjt2kSRPY2dkZLHcBAPPnz8f8+fPx448/YuLEiQCArl27IjY2Vhuwzc7f3187LhWAmxswbhzg5PRkEbCqVWWWbVaWvJ+eLhcTKyhNhq6JiQy+JiXJ7YmJcvyAAOD0aZlp6+mpW9NWw8VF9nuO7Hl69TBoS0RERERERFRAGRkZOHv2LM6ePYvbt2/jjz/+QPfu3bVBW82iZCYmJjpl/wBo12XRLMqdXcuWLfW2acYyNTV9prkmJSVh37592LdvH0xNTfHBBx+gWbNm2vIGmZmZBRr73LlzAIDOnTsXSTbo4cOH8fXXX8Pd3V1vn5OTE8qVK6cNruaHJmBramqKN998Uzv/wjj29u3bDQaAa9eujbZt2+LcuXO4fPmyzsLnFhYWsLKygrm5OdLT03UeV65cOQDyCmHKJ4VCZtg6OekGTOPigNhYWZIgNlZmwD5rBrsmQ9fCQjYhZFD4/n1g504ZGPbzk6UZPDyeBI5tbWXANjpa9uMiZFQARl2IjIiIiIiopDA3N4ezszNcXFx0GhG9Ojw9PWFvoCZlhQoVAMgFpjQ0i30Z+py4f/8+AKBVq1Y626dMmYIGDRro9c9trJy0bt1aW581O81CW0/PtUqVKvke+8KFCzh37hzatm1rsCxA5cqVde5XrFgRdevWzXd27NGjR3Ht2jV07NgRHTt21NmnCRL/+eef+TqGp6cnDhw4ADMzM3Tt2hVnzpwp1GPPnj0bI0eO1GuaBda3b9+OkSNH6jzm5MmTMDc3x7Rp03TGt7S0xNdffw3gScYt5YOrq8y0fXoRsIQEICZGBlxtbIDg4Oc/lomJrGWbmAicOAEsXfpk3OBgwMdHlk0oW1YuWFa2rMywzd6PKJ+YaUtERERElItatWph9erVeOONN3S2KxQKCCFg9iyXWhJRiTR48GCMGjUKx44dw507d6BUKuHu7o5u3bohNjZWG6gDZMZmv379sG3bNuzZswcpKSkIDAzE33//jV9++QXDhg3Dtm3b8OeffyI2NhbNmzeHp6cn/v77b3Tv3l3nuMHBwQgPD8e7776L1NRUPHjwAEIILF26FEpD9TMB+Pj4oHLlyjhx4gTu3bsHIQRatWqFZs2a4fTp0zhx4oTOXAcMGIAdO3bg33//RWZmJv766y+Dl+9rDBw4EEeOHMHKlSsxePBgnD59GlZWVvDw8ECTJk3g5OSk7Ttv3jwMHToUQ4cOxdq1a/N8nbOysjBs2DAcPnwYu3fvxvbt2/HgwQPt/AMCAjB//nydxxg6RunSpXHgwAGULl0ae/bsQadOndCpUyedxz1+/BhLlix5rmMX1NSpU9GqVStMmzYNnTp1wqlTp2BtbY2uXbuiWrVqOHXqFH7//ffnOsYrxd5e1rB9ehEwIWSgtHx5uQhY6dJPtj9LbVtNmYSwMGDyZODwYf3M2eBg4LvvniyGlpgoSyIww5aeAc8wiYiIiIhy4evri4yMDHTv3h0REREQ/MWL6JW1ceNGWFlZoWXLlnj99ddhaWmJBw8e4Oeff8b333+PsGyZfitXrkS1atXw7rvvYvLkyTA3N4evry/+/vtvXLp0CZ07d8acOXPQu3dvZGZm4tSpU2jZsiXefvttvaBtVlYWevfuje+++w7vvfeeNpt03bp1OQZt582bh969e8PLywtvvvkm0tPTce/ePUyaNAnLly/XKdkwfvx4AECHDh3Qo0cPmJqa4sGDB7kGbW/fvg1PT09MnToVPXr0wIQJE5CUlIRbt25hzpw5z/waa5w7dw6vv/46Zs2aBW9vbzg4OCA0NBRz587F3LlzkZycnOcYDg4OKFOmDABZR7Zr1656fe7du6cTtC2sY+fm0qVL8PT0xJdffon27dtj7NixyMjIwK1bt/D1119j4cKFemUTKBeJiXJxsKcXAXNykhm4NjaAnR3g4CCzZJ91MTINpRJo2hQIDzecPSuELJtA9JwUAHjWSURERESUg6SkJHh5eRWofiIR6UtEIr7G11iCJXl3JiKjGI/xmIM5sId+GZBiS6GQma/ZFwFzcpILgzk6PgnaWlgAz1gXWis9Hdi+XY4TEyPLIbDsARUR1rQlIiIiIsrFtWvXdC7zJSIiomJECLkIWEyMXASsWjXg7beBunWBypVlXVlr6+cP2AIyaBsVJYPDTk5Az57Pn7lLlAMGbYmIiIiInmJvb69tkydPxoIFC9C2bVuUKVNGZ5+hBYmIiIjoBdMsAhYWBnh7AxUryu3PWr/WECFkGQYLC3k/LAyoV0/WryUqAqxpS0RERET0lMePH+vUrlUoFDh06JBOHy5ERkREVIzcuCGzbTMygLQ0Weu2fPnCC9oqFLIubrNmwKlTQHy8XOCMf8ClIsIzTCIiIiKip7Rv397YUyAiIqLcKBQyy9XeXgZoFQrAy0uWMEhOliURFIrCzbZVKGSgtlkzWSIhJUUem6gIMGhLRERERPSUY8eOaf/v4uKisyJ8di4uLi9qSkRERKTh5gb06iVvra1l2YLHj4EKFWSmrUols2ILu96sqSlgawuUKycDxBs2AKGhhXsMov8waEtERERElIuQkBBUqlQJ0dHROtvLlCmDkJAQlkcgIiJ6kdzcgHHj5EJgYWEyQGtrKxceq1QJyMqSQdyiWCBMoQAsLYEyZeRxzp/XzfYNDZWZvUXt6SzjF3VceqF4hklERERElAtN7dqn2dnZISUlxQgzIqKSJiQkBABQvXp1I8+EqIRTKGSGrZOTLE+goVQCFy7IQKaTkwzkZmQ8WTSsMJmaApmZgJUVMH68vJ+UBJiYAA8eALt2Af7+RRdENZRlHBwM+PnJW3ppmBh7AkRERERExdHChQuxcOFCCCEwe/Zs7f2FCxfixx9/xObNm3Hp0iVjT5PolVa1alUIIXRaamoqQkNDsX79ejRo0MDYUyzx/vnnHwghoFarn+nx1apVw4oVK3Dv3j2kpKQgMjIShw8fRt++fXX61alTBytWrMDFixfx6NEjpKSkICQkBLt27UKHDh1yPUbbtm3h5+eHqKgopKSkIDQ0FNu3b0fDhg11+nXp0gUbN27E9evXER8fD5VKhevXr+O3335D7dq1n+n5FcTAgQPxyy+/4Pz580hJSYEQAkOGDMn1Mfb29li4cKH29QsJCcGCBQtga2tb5PMtllxdZbDSUNkiIYCAAFln1tFRBjSLQlYWYGcHVKwIdOoEtGoFeHsDr70G9OkDLF8OLFwo51nYNFnGnp5AbKxcfC02Vt4fN65ojklGw0xbIiIiIiIDmjRpAkBm2jZo0ABpaWnafWlpaQgMDMQPP/xgrOkRUTa3b9/GunXrAMgs+ObNm+P9999H79694e3tjVOnThl5hiXTiBEj8Oabb0KtVkPxDJead+zYEX5+fgCAXbt24e7duyhdujQaNmyIjh07YuvWrdq+DRo0QO/evXH69GmcOnUKSqUSzs7O6NmzJ7p3746vvvoKc+fO1TvGl19+iW+//Rbh4eHw8/NDTEwMKlSogJYtW6JBgwa4fPmytm+3bt3QvHlznD17Fnv27EF6ejrq1auHIUOGYODAgejWrRv8/f0L/kLl05w5c1CtWjVER0cjIiIC1apVy7W/jY0Njh49iiZNmmDfvn3YuHEjmjRpgi+++AJt27ZFmzZtkJqaWmTzLZbs7WUwVqUyvD8sTGbYlilTNOURAJlRC8ggcUKCLM1gby8zb8PC5G3XrnKeS5YUXvZrblnGV68CHh5Az54ykMtSCS8NwcbGxsbGxsbGxsZmuK1evVrY29sbfR5sbCW9JSJRjMf4Qh2zatWqQggh9uzZo7dv9uzZQggh/P39jf7cQ0JCREhIiNHnUdDXNiEhQSxYsECEhIQItVpdoMe7uLiIx48fixs3bggXFxe9/aampjr3LSwsDI5TqVIlERkZKVJTU4Wjo6POvrffflsIIcT27duFlZVVnsewtLQ0eIwOHToIIYQ4d+5ckb6m3t7ewtXVVQAQkydPFkIIMWTIkBz7z5w5UwghxLx583S2z5s3TwghxJQpUwp9juMxXiQi0ejvvxxb1aoCvr4CCxcKzJih3w4cEMjIEMjMFMjKKrqWkSGQliaQkCCQlCRv09IE1GqB6GiB2FiB69flPBWKF/PcFy6U+6tWNf7Xia1QGssjEBERERHl4o8//tDJsiWikmHp0qUAgKZNm+bab9CgQRBCYNq0aQb3N2nSBEIIbSYvALRr1w6rVq1CcHAwEhMTkZiYiPPnz2PkyJH5nt+aNWsghEDVqlX19s2YMQNCCLRt21ZvX+vWrfHXX38hOjoaKSkpuHnzJmbPng3rQr4UfPXq1YiIiMD06dOf6fFffvklHB0dMXr0aIQZuJQ9MzNT535On7MRERE4efIkLCws9F6r+fPnQ6lUYujQoQZrjD99jJyyUg8fPoy4uDjUqlXL4P63334bBw8eRFxcHNRqNa5cuYLPPvsMJiYFC6kcOnQIoaGh+e4/YsQIJCYmYvbs2TrbZ8+ejcTERIwYMaJAx38phIbKzFUXF/19JiZA8+YyI7WosmyfZmYmyyVYWsr7pqZAerrcZmUFvPUW0L594RwrryxjlUoe096+cI5HRsegLRERERFRLv766y88fvwYx44dwzfffANvb29YWVkZe1pElE+GFhLMbvv27UhKSsLAgQMN7h88eDAA+QccjcmTJ6NNmzY4f/48li1bhnXr1sHJyQkrVqwo0rIpo0ePxpEjR9CyZUv8888/8PHxwYMHD/D111/jwIEDMDc31+nv7++fY/A3N5988gnatm2L4cOHP/OCi/369UNMTAz8/f3h6emJiRMn4rPPPoO3t3eBSi2UKVMGzZo1g0qlwt27d7XbGzZsiHr16uHAgQNISkpCly5dMGnSJIwdO1avlm1emjdvjjJlyiAoKEhv39y5c7Fz507UrVsX27dvx/Lly6FWq/HDDz9g06ZNBTpOQdSuXRvOzs44efIkkpOTdfYlJyfj5MmTqFmzJqpUqVJkcyiWhJALbsXEyHIADg4yUOrgAHTs+CR4WtQ0gWFTU3lMMzMZNNbMRQggKgqwsQG6dy+cIHJiolx0LKd6xra2sp5vYuLzH4uKBda0JSIiIiLKRenSpfH666+jbdu2aNu2LSZMmAALCwtcuHAB/v7+OWbnEZFxjRkzBgBw7ty5XPslJydjx44dGDx4MJo2bYrz589r95mYmOC9995DREQEDhw4oN3+0Ucf4d69ezrjmJqaYvfu3Rg/fjyWLFliMLv0edSrVw8+Pj64fPkyvL29ERcXp903efJkzJ8/H5988gkWLVr0XMepVasW5s2bBx8fn2euBVy9enWULVsW58+fxy+//IJRo0bp7L948SLefvtthIeH6z22du3aeP/992FqaorKlSvj7bffRqlSpTB69GgkJSVp+3l5eQEA4uLicPLkSTRv3lxnnHXr1mH48OFIT0/XO0anTp3wxhtvwNLSErVr10b37t0RHR2NiRMn6vTr2LEjpk6dir1796JPnz46wdPly5fjo48+Qu/evbF9+/aCv0h50CyMduvWLYP7b926hS5duqB27dp48OBBoR+/WAsOBnx8ZH1XNzfA2VkGK01NZeC0qLNshYC2ZqyZ2ZNtGmZmgIWFDOYqlTIr2NUVuH//+Y6ryTL29NStaavh4iIXYitANjcVf0av0cDGxsbGxsbGxsZWUpq7u7tYs2aNSEtLExkZGUafDwAxZswYbc3JM2fOiKZNmxp9TmxsT7eirGl769YtMWPGDDFjxgyxYMECcfToUSGEEMnJyaJ58+Z5jtOpUychhBBLlizR2d6lSxchhBCLFi3K13zeeecdIYQQ//vf/3S2G6ppu2bNGiGEEFUN1J+cMWOGEEKItm3barf9+OOPQgghWrVqpddfoVCIqKgocf78eZ3tLi4uom7dusLa2jpf81coFOLkyZPi1q1bOo8paE3bZs2aCSGESE9PF0qlUgwZMkSUKlVKVK1aVfz6669CCCFOnz5t8LFvvfWWyE6pVIqBAwfq9dPUhE1PTxc3b94U7dq1E7a2tqJx48bi5MmTQggh5s+fb/AY33//vc4xbt68KTw9PfX6+fn5CSGEwZq8Dg4OIjMzU2zZsuWZ3rt51bR97733hBBCzJ492+D+OXPmCCGE6NWrV6F+TxX7mrbZm0Ih67fWry/g7S1w40bR17LNypLHSE8XSE2V/9fc19wmJAjExAhERAgcPCiwaZOcY2E8Zzc3geXLBf78U9aw/eYbefvnnwI//ST3G/vrwlZojZm2RERERES5qF27Ntq1a4d27dqhbdu2sLS0xPHjx/H555/jyJEjxp4e+vfvj0WLFmH06NE4e/YsJkyYgH379qFu3bqIjo429vSIXohatWph5syZAGRt1KioKKxfvx7z58/XXvI+ZMgQVKtWTedxfn5+CAwMxKFDh/Dw4UO8++67+PTTT7W1UAcNGgRAtzQCANjZ2eHzzz9Hr169ULNmTdjZ2ensr1y5cqE/R00m6Ztvvglvb2+9/enp6XBzc9PZVtBs3y+++ALNmzdH+/btoVarn3mumlqvZmZmmDZtGtauXQsAePz4MUaNGoWGDRuiefPmaNmyJU6ePKnz2H/++QcKhQLm5uaoVq0aRo4cid9//x2vv/46xo8fr3cMExMTDBgwAP/++y8A4NKlS+jVqxfu3LmDsWPHYvr06Xr1cr/44gt88cUXsLW1hbu7O6ZPn46TJ09i+PDh2Lhxo7Zf8+bNkZSUhOHDhxt8nmq1WvuaOzo6YsKECXp9Zs2aVZCXjgpCCJm9qlAAgwfL7NasLJlx+6KOn5n5JMNXCFm+IDlZZtuamQHx8YVbsiCnLOOAAGDnTrmfXipGjxyzsbGxsbGxsbGxFdeWmZkpIiMjxdSpU0WDBg2MPp+n25kzZ8TSpUu19xUKhXjw4IGYPHmy0efGxpa9FWWm7Z49e/Ls6+/vL56WPctRk33ZrVs3AUDY2tqKpKQkERQUpDOOubm5uHDhghBCiICAALF8+XIxe/ZsMWPGDG327IwZM3QeUxiZtjdv3tSbvyHP+lrWrl1bqNVqnc+T7PMvSKatu7u7dj7Vq1fX2//ll18KIYQYPz5/74dly5YJIYTo0qWLdtuYMWOEEELcv3/f4GP2798vhBCiUaNGeY5vamoq/v33X5GYmCicnJy029PS0vJ8ve/evavzXszv1yOvTNtu3boJIYTw8fExuN/Hx0cIIUT79u0L9XuqRGXaalrVqgI7dwrcvi2gUr2YTNu0NNlSUwVSUuRtfLxAVJTMsL1zR+DmTYG9ewUmT5ZZwYX5nLNnGVetWvjjsxWLxoXIiIiIiIhy4ePjg/DwcEyfPh2//PILvv32W3Tq1KnQV2p/Fubm5vDy8sLBgwe124QQOHjwIFq0aGHwMRYWFrC3t9e2pzMEiV5W7du3h0Kh0GmaDFDgSTatJru2T58+sLW11cuy7dmzJ7y8vPDbb7/By8sLY8aMwbRp0zBr1izs3bs33/PJysoCILNRn+bo6Ki3TalUAgDs7e31nkf29qzc3d1hZWWFsWPHQgih06pVqwYrKyvtfUPzy+7OnTvIyMgAILNrn6bZlt/P0f379wMA2rVrp91248aNHMcv6DEyMzPh7+8POzs7vPbaa9rtSqUSMTExub7eNWrUAADcv3+/UL8emlq2mtq2T8ur5u0rxd5eZrpmZMhW1LKyAJUKSE2Vmb7//AMEBgKPHgEREXJbfDxgbi637dwJnZq3hUGTZRwUJG8Le3wqFlgegYiIiIgoF5qFaRwdHdG6dWu0bdsW3377LTw8PPDvv/+iVatWRpubk5MTzMzMEBUVpbM9KipK7zJpjalTp2ovIwdkUCKvAAzRq+Dy5cu4fPkyevbsCTs7OwwaNAhZWVlYv369Tr+aNWsCAHbu3Kk3RuvWrfN9vPj4eACAs7Mz7ty5o7OvSZMmev3Pnj0LLy8vNG/eXOcPNYXl3r17+O233wzuGzBgAKytreHr6wsASE1NzXWs1NRUnDp1Cm3atIG7u7teCQR3d3ftMfNDU24i+6JiZ86cQXJyMmrUqAFLS0u9ORXGMc6ePYtu3bqhVq1auH37dr7GKSy3bt1CeHg4WrZsCRsbG51F0GxsbNCyZUvcvXv31VuEzJDERCAuTi76VbWqDGAW5WJkCoUMyJqayoCxgwNw8yZQoQLg5ATY2gJ2drJUwbx5LFlAz4yZtkRERERE+WBqagpzc3NYWlrCysoKlpaWqFu3rrGnVWDz5s2Dg4ODtjk7Oxt7SkTFxh9//AEbGxuMGzcOHTp0wNGjR/WCYvf/WwH+6T/YtGnTBiNHjsz3sc6fPw8AGDp0qM72Pn366GSUaixfvhzp6elYunQpXFxc9PY7OjqicePGOttcXFxQt27dfGWbBgYGYuTIkQZbbGwsMjIytPdTUlLyPMbPP/8MAJg5cyYsLCy02+vWrYuhQ4dCqVTqZCZ7enoanJerqyumTp0KANizZ492u0qlwh9//AE7Ozt8/fXXOo8ZNGgQPDw8cPz4cURGRmq3e3l5GTxG586d8c477yA+Ph6nT5/Wbvfx8QEArF69GmXKlNF7XIUKFXL8A1lh+O2332Bvb49p06bpbJ82bRrs7e2xcuXKIjt2iRIaCly/LmvJ/lePukgpFEBSEhAZCTx+DNStC9SvD9y6BVy4ADx8CBw/Dnz6qZwX0XMweo0GNjY2NjY2NjY2tuLalixZIgIDA0V6erp49OiR2Lp1q/jkk0+KRX1bc3NzkZ6eLnr27Kmz3dfXV/j5+Rl9fmxs2Zuxa9rmp1WuXFlkZGSI1NRUIYQQw4YN0+tja2sr7t69K4QQ4u+//xbz588XO3bsEOnp6eLPP/8UQuSvpq2VlZW4deuWEEKIAwcOiAULFohdu3YJlUol/v77byGEbk1bAGLEiBEiPT1dJCcni61bt4rvvvtOLF++XOzdu1eo1Wrx888/6/TX1PF9epyCttxq2uZ2DM3rcf36dfHjjz+KNWvWCKVSKTIyMsT777+vN05YWJjYunWrWLRokfjhhx/Ejh07REpKihBCiAULFuiNX6ZMGREcHCyEEMLf3198//33ws/PT2RmZorY2FhRr149nf5CCHH58mWxbt06MX/+fLF06VJx9OhRIYQQqampolevXnrHmDVrlhBCiLi4OLFhwwYxb948sWLFCnH48GGRnp5eoPrhH3zwgVizZo1Ys2aNti7y8ePHtds++OADnf42Njbi33//FUIIsXfvXjF37lyxd+9eIYQQZ8+eFVZWVoX+fVoia9oCAm5uAps2CcTGCmRkFG0929RUgYcPBf79V8DXV+DAAYGQEIHAQIG1a2UNWzc3478mbC9DM/oE2NjY2NjY2NjY2Ipt+/PPP8XHH38sPDw8jD4XQ+3MmTM6C9UoFAoRFhbGhcjYil0rCUFb4MkCVsnJycLe3t5gn2rVqoktW7aIqKgokZSUJM6ePSv69+8v2rZtm++grWb+27dvFwkJCSIxMVEcOHBAeHl5GVyITNNee+01sWHDBvHgwQORmpoqHj16JC5cuCDmzp0r6tatq9PX2EFbU1NTMWHCBHHlyhWhVqvF48ePxd69e0WbNm30+vbp00ds3rxZ3L59WyQmJorU1FRtELdz5845zq106dLixx9/FPfv3xepqakiIiJCrF271uACaFOmTBH79u0TYWFhIiUlRSQnJ4vg4GDxyy+/CLdcgmze3t5i586dIioqSqSmpoqHDx+KkydPiq+++kpUqVIl36+jZvG5nKxZs0bvMQ4ODmLRokXa53fv3j3x/fffCzs7u0L9XtK0Ehu0BQQ6dhR49Kjog7ZpaQIJCQLHjwvMnCnbypUCfn4CLVtyUTC2QmuK//5DREREREQlUP/+/bF27VqMGjUK586dw4QJE9C/f3+4ubnh0aNHxp4ekVYiEvE1vsYSLDH2VIgoB+MxHnMwB/awN/ZUCsbNDRg2DBg5EnB0LNqatpmZsjzCnj3AfwviwdQUqFMHmDNHLg5GVAi4EBkRERERUR5q1KiBCRMmoF69egCAa9euYcmSJbh7966RZwb8+eefKFeuHL755htUrFgRly5dQpcuXRiwJSKiV4ObGzBuHODhAWRbSK5ICAFkZADx8UD2RUBtbYGUFLkoGlEh4UJkRERERES56Ny5M65du4bXX39du7p8s2bNcPXqVXTs2NHY0wMA/PTTT6hWrRqsrKzQvHlznDt3zthTIiIiKnoKBfDhh0CrVoCTE5CPRfeemRBAWpoMzoaHAwkJT/a5uMhFx0JDi+749Mphpi0RERERUS7mz5+PxYsXa1cv15g3bx6+++67HFcjJyIioiLWvj3QrZv8f1wc4OxcNKURhADUajl2RgZw+zZgYiIzbF1cgOhoYOdO2Y+okDBoW1LwG5/o5VOUdZaIiKjQ1KtXD/3799fbvnr1akyYMOHFT4ioBDPhxZ5ExZoJTCBKytJHCgXQowdgYwPcvSuzbIsy09bUFFCpgHv3gFKl5LFSUoCAABmwDQ4uumPTK4lBWyIiIiKiXERHR6Nx48a4ffu2zvbGjRuzbixRAaQgBRawMPY0iCgXlrBEClKMPY38cXUFqlQBlErAwkJm2ZqaFs2xsrKAq1eBK1dkdm1qKvDnn8Dly7IkAhPtqAg8c9C2Zs2aqFmzJo4dO4aUlBLyDU1EREREVEArV67EihUrUKNGDZw6dQoA0LJlS0yePBmLFi0y8uyISo4UpMAaRZgFR0TPzRrWSEVq0R9IoZBBV3t7uXjXswQ+7e1lMDUqSgZvbWyKLniang6cOCEXIAPkomfu7sDffzNgS0WmwEHbMmXKYPPmzejQoQOEEKhduzZCQkKwatUqxMfH4/PPPy+KeRIRERERGcXs2bORmJiIzz77DPPmzQMAPHz4EDNnzoSPj4+RZ0dUckQgAlVQxdjTIKJcVEEVPMTDoj2ImxvQq5e8tbaWtWKDgwE/v4KVGEhMlI8NDQXKlwfMzYtmvkLI4HCZMk+CtmFhQL16MvB8/37RHJdeeQUuKLR48WJkZGTA1dUVycnJ2u2bN29Gly5dCnVyRERERETGZGpqisGDB2PDhg1wcXGBo6MjHB0d4eLiwoAtUQHdxm3UQi1jT4OIclELtXAbt/Pu+Kzc3IBx4wBPTyA2FrhxQ956esrtbm75Hys0VAZ5bW1lXVmlsmiyXrOy5OJj2alUgJWVzPYlKiIFDtp27twZkydPRnh4uM72W7duoWrVqoU2MSIiIiIiY8vMzMQvv/wCKysrAEBSUhKSkpKMPCuikukWbqE2aht7GkSUi9qojVu4VTSDKxQyw9bJSdaHVSqBzEx5e/Wq3N6zZ/4XbBZCZufGxMjSCA8fylqzhU0IIDlZBpc1bG3lImSJiYV/PKL/FDhoa2trq5Nhq1GmTBmkFsU3BxERERGREZ07dw5NmjQx9jSISrzbuI3KqAxb2Bp7KkRkgC1sUQmVii7T1tVVZtKGhRnen73kQH4FBwM+PvKxZcvKAGthZ9tmZAD37gEJCU+2ubgA16/LbF+iIlLgmrbHjx/H//73P0yfPh0AIISAQqHApEmT4O/vX+gTJCIiIiIypuXLl2PhwoWoUqUKAgICoFKpdPZfuXLFSDMjKlku4iIAoA3aYA/2GHk2RPS0tmgLAPgX/xbNAeztZQ3bp36OaqlUgLNzwUsO3Lghs22vXQMsLIB27QCzAoe7DBMCePxYHsPERGbYurgA0dHAzp1chIyKVIHfxZMmTcKhQ4fw2muvwcLCAgsWLICHhwfKlCmDli1bFsUciYiIiIiMZtOmTQCgU8NWk7gghIBZYf1iSPSSu4qruIEb6Id+DNoSFUP90A/BCMZVXC2aA2gWDrO1lSURnvasJQdcXYG6dWVg1dlZlkgwMZHteanVwD//yEXO6tSR8wsIkAHbgiyaRvQMCnyGefXqVdSpUwdjx45FYmIi7OzssH37dvz000+IjIwsijkSERERERlN9erVjT0FopfGn/gTYzEWozAK6Ug39nSI6D8WsEAv9IIPinCRTc3CYZ6esobt01xcZEC0oCUHsmfwqlSynEFm5vMHbYUAduwARo2Sc7O3lwHl0FBm2NILUeB3sIuLC5RKJebOnYsBAwbgrbfewrRp0xAZGQkXF5cCT2DMmDEICQmBWq3GmTNn0LRp0xz7uru7Y+vWrQgJCYEQAuPHj9frM2XKFJw7dw5KpRJRUVHYsWMH6tSpo9PH398fQgid9vPPPxd47kRERET08gsNDc21EVH+bcEWlEZpvI23jT0VIsrmbbyNUiiFLdhSdAfJvnCYhwfg4ACYmspbD49nLzmQPYM3LEyOb2r6/HNNSwO++w7IygLu3weCguQtA7b0ghQ4aBsSEoJy5crpbS9TpgxCQkIKNFb//v2xaNEizJo1C56enggMDMS+ffsMjg8ANjY2uHv3LqZMmYKIiAiDfdq2bYuffvoJzZs3R6dOnWBubo79+/fDxsZGp9+KFStQsWJFbZs0aVKB5k5ERERELzeFQoH69etr748aNQqffPKJto0ZMwaK/K5wTUQAgCu4gn3YhwVYACtYGXs6RATAClZYgAXYh30IQlDRHkyzcNjFi3LhsDp15G1AALB06bOVHNBk8Lq4yIDq/fvPP8+sLLnQWEFLNRAVMlGQlpmZKZycnPS2u7q6iqSkpAKNdebMGbF06VLtfYVCIR48eCAmT56c52NDQkLE+PHj8+zn5OQkhBCidevW2m3+/v5i8eLFBZqr0dvTqcFsbGwlvxn7c4WNjY2NLdf23nvviaNHj2rvK5VKERoaKu7evSvu3r0rlEqlGD58uNHnycZW0lpt1BapSBXTMd3oc2FjY4OYgRkiBSmiFmq9uOMqFAJVqwrUry9vFYrnG8/NTWD5coEjRwRCQgSSkwUyMwWysp6tPXok8M8/cn7F4GvE9mq2fNe0XbhwIQBACIHZs2cjOTlZu8/U1BTNmjXDpUuX8jsczM3N4eXlhXnz5mm3CSFw8OBBtGjRIt/j5MXR0REAEBcXp7N94MCBGDRoECIjI7Fr1y7Mnj0barU6x3EsLCxgaWmpM9ekpKRCmycRERERFS/Dhg3DTz/9pLOtbdu22qvLRo0ahUGDBmH16tXGmB5RiXULt/ADfsBUTMVe7MU5nDP2lIheWa/jdUzBFPyAH3Abt1/cgYUonIzY7FJSgFq1gNKlZT3brCx5W9CrYoQArKyAqlUBxn3IiPIdtG3SpAkAeZlYgwYNkJaWpt2XlpaGwMBA/PDDD/k+sJOTE8zMzBAVFaWzPSoqCm5ubvkeJzcKhQI//vgjTpw4gavZilxv2LAB9+/fx8OHD9GwYUN89913qFu3Lvr06ZPjWFOnTsXMmTO195VKpTYgTEREREQvHzc3N1y4cCHH/UePHsXcuXNf4IyIXh5zMAet0Rr7sR+d0ZmBWyIjeB2vYz/24zzO41t8a+zpPDs3N2DcOMDVFXj8GHj0CHB2lsHbZy1jZGkJODnpPl6hkMfggmT0guQ7aNuhQwcAwOrVqzF+/HgkloC6Hj/99BPq16+PVq1a6WxfuXKl9v9BQUGIiIjA4cOHUaNGDdy9e9fgWPPmzcOiRYu09wW/MYmIiIheak+vs1CjRg3ExsZq76enp8PW1vZFT4vopaCGGt3QDbuxG/uxHz3RE0dx1NjTInpltEVb7MROXMZldEM3qJHzlcfFmkIB9OolA6z37wPVqgFKJVCx4rOPKYTM0rW1BTp0AFatkoHhXr3krbW1XPgsOFgurPYsdXiJ8qHAC5ENHz68UAK2MTExyMjIQIUKFXS2V6hQAZGRkc89/tKlS9G9e3e0b98e4eHhufY9e/YsAKBWrVo59klLS0NiYqK2sTQCERER0cstKioKdevW1d6PiYnR+cN9vXr1CuW8lehVlYQkdEM3XMRFHMERrMEalEd5Y0+L6KVWHuXhC18cwRFcxEV0QzckoQTHN1xdZSA1LAxISwNMTWWJhFKlnn3MjAyZsQsAb7wB1KsnM3k9PYHYWODGDXnr6Sm3F9LV4kRPy3embXZeXl7o378/XF1dYWFhobMvtxID2aWnpyMgIADe3t7YuXMnAFnOwNvbG8uWLXuWaWktXboU77zzDtq1a4d79+7l2b9x48YAgIiIiOc6LhERERG9PA4dOoSvvvoKe/bsMbh/6tSpOHTo0AueFdHLJQlJ8IY3PsAHmI/56IVe8IEPNmMzruGasadH9NJwhzsGYADGYzzSkY4RGIHVWA2BEngVcfYyBZUry8xXlQooUwawswMcHWW2bGoqYPYMYS+FQta0TUqSwd8hQ2Qmb7aym1Aq5X0PD6BnTxnI5RXZVMgK/O4dMGAAfv/9d+zbtw+dO3fG/v37UadOHVSoUAE7duwo0FiLFi3C2rVrceHCBZw7dw4TJkyAra0t1qxZAwBYu3YtwsPD8eWXXwKQi5e5u7sDkAuDOTs7o1GjRkhKSsKdO3cAyJII77//Pnr27InExERtJm9CQgJSUlJQo0YNvP/++9i9ezdiY2PRsGFDLF68GEePHsWVK1cK+nIQERER0Uvq22+/xcWLF3HmzBn88MMPuHnzJgCgbt26+Pzzz1G3bl3873//M/IsiUo+AYHf8Bu2YztmYRbGYzymYzqu4iq2YRsu4iJu4Rbu4i5SkGLs6RIVe1awQg3UQG3Uhic80Rd94Q53JCABf+APzMAMxCEu74GKo6fLFJiaAtWrA8nJQJUqcjEyTbD1WevZmprKse/fByws5LH+iznpCQuTmbiuroW/sBq98hRAwf6sEhgYiF9//RXLly+HUqlEo0aNEBISgl9//RURERE6i3Xlx8cff4wvvvgCFStWxKVLlzBu3DicOyeL0Pv7++PevXsYNmwYAKBq1aoGM2ePHDmC9u3bA8i51uzQoUOxdu1aVKlSBevWrUP9+vVha2uLsLAw7NixA3PmzCnedXr5Fxuil8+znkQQEdEL07RpU/j6+sLNzU17nqlQKBAcHIxhw4Zpz1uJqPBYwAKd0Rn90A9v422UQikAQBay8AAPEItYqKFGOtJLZpYgUSFTQAFzmMMa1iiLsqiCKjD5rxrmYzzGX/gLW7AF+7EfaUjLY7RiTLPgmJOTDJaqVLLubKdOgIODDNw+fvykRIKjI2BS4KqgMv6iVgN378oyCJmZwKlT8vZppqZAnTrAnDlAUNBzP0Wi7AoctE1KSoKHhwfu37+PmJgYtGvXDkFBQXBzc8Phw4dRuXLlIprqK45BW6KXD4O2REQlRqNGjVCnTh0AwK1bt3Dp0iXjTojoFVIBFVAbtVHrv3+lURpWsIIFLPJ+MNErIg1pSEEK4hGP2//9u4VbiEKUsadWOBQKYPJkWUc2e5kCAChXDnjnHVka4c4dWbqgXDmgdu1nK4+gKa2QlQVoymhGRACBgUBMjG5fBwegbFlgxgxm2lKhK/C7Nz4+Hvb29gCA8PBw1K9fH0FBQShVqhRsbGwKfYJERERERMYWGBiIwMBAY0+D6JUU9d+/Ezhh7KkQkbFkX3AsOycnoFEjGWi1tARq1pRZssnJQEKCzLYtSOBWCNnMzID0dCAgQNbNrVZN1rk9e1Y3cOviIvuEhhbK0yTKrsBB22PHjqFTp04ICgrCli1bsGTJEnTo0AGdOnXiQgxERERERERERFS47O2fLDimUbs20KaN3JeZKTNjs7JkXVu1WmbLqlQysJrfqxwViiflEbKy5OMDA2XAtmJFGSA+ckSWZXBxAaKjgZ07eXU0FYkCB23Hjh0LKysrAHJxhvT0dLzxxhvYtm0b5syZU+gTJCIiIiIiIiKiV1hiogyk2to+KX/Qpo0sT6BUyj4Khaxha28vg6gZGTJwm5Iig655BW6zsuTjVCr5OE2ZhJgYmWHbqBFQqRLQuDEQFyczbHfuBIKDi/zp06upwDVtc2NlZYWUFK7mWST4Vxuilw9r2hIREREREeUte03ba9eAjh0Bd3cgKUlm2drYyP/HxADVq8v+6emyTIKZGeDsLAO6uf0OlpEhx0pOBtLS5KJme/fKW0CO07gxsHo1cPGiLInAWA0VoWdYRk+fhYUFJk6ciJCQkMIYjoiIiIioWDA1NcW0adPg7Oxs7KkQERG9uoQA/PxkUPa112SpgqwsGYS1sZEB2qQkWeNWCMDCQu67dAk4dEju14yTvWWXkSGzchMT5VgPHsi6uBo2NkBsrAzY3r/PgC0VuXwHbS0sLDB37lycP38eJ0+eRM+ePQEAQ4cORUhICCZOnIjFixcX2USJiIiIiF60zMxMfPHFFzB7ltWniYiIqPAEBwM+PsCtW3LRMRMTGZxNSpLB1LJlATs7WdIgLU1ut7KSJRXu3ZPb0tNlmQWVSt7PypLZtWo1EBUlg7EmJkB8vDxe9sCsiwtw/ToXHaMXJt9B22+++QYfffQR7t27h2rVqmHLli349ddfMXHiRHz66aeoVq0aFixYUJRzJSIiIiJ64Q4fPoy2bdsaexpEREQUHAwsWSJrzIaEyNIFoaEyWGtuLksbALKUQWSkDPBWqiTvx8TIYK2JiewrhMyqjYuTGbbm5jL4Gx4ub9PSAFNTWTfXw4OLjtELl++UgX79+uF///sfdu3aBQ8PD1y+fBlmZmZo1KhRUc6PiIiIiMio9uzZg/nz56NBgwYICAiAKvvK1QB27dplpJkRERG9gu7fBy5ckBm0mZlA5coysJqRITNvbW1l5qypKdCunSxr4OQkg7UREfIxQsis24QEuaiZSiWDvAsWyCBuz56Am5ushZuSwkXHyCjyvRBZamoqqlevjocPHwIAkpOT8frrryMoKKgo50ca/EsO0cuHC5EREZUImZmZOe4TQrB0AhER0Yvm5gaMGwfUrw/UqCEDr0LI37FSUmTgVaUClEqZQVujhgzmmpjIbQkJT/YlJ8vM2iNHZNBWM46rK2BvL7NxuegYGUG+zzBNTU2RlpamvZ+RkYGkpKQimRQRERERUXFhampq7CkQERFRdsHBwN9/A02ayLq0KSky01atlvVuHRyAR49ktm2VKjJYGxYms3JtbGSw1sFBZu3GxgJ37+qWPhBC7iMyonwHbRUKBXx9fZGamgoAsLKywi+//KJ3eVifPn0Kd4ZEREREREREREQaCgXQsKEMxJ45AzRvDpQpIzNsq1WTNWydnGRfa2sZmH3wQC5OVqmSvLW2lvuPHgX8/Fj6gIqdfAdt165dq3N/3bp1hT4ZIiIiIqLiqE2bNvj8889Rr149AMC1a9fw/fff48SJE0aeGRER0SvI1VWWSAgLk2UOLlwAmjWTgVozM5l56+j4pPxBTAxgZSWzcRMS5EJmQsis202bgHv3jP2MiPTkO2g7fPjwopwHEREREVGxNHDgQKxZswbbt2+Hj48PAKBly5Y4dOgQhg4dio0bNxp5hkRERK8Ye3uZKau5+jsmRgZiGzeWGbdWVjJgm5kpa9JWrCgXKTMzk6USqlcHrlyRpRTs7Iz6VIhyku+FyMjIWPCa6OXDhciIiEqEa9euYcWKFfjxxx91tk+cOBEjR46Eu7u7UeZVtWpVTJs2DR06dEDFihXx8OFDrFu3Dt9++y3S09ONMiciIqIXompVYNYsWfZAqXyyXaEAOnaUJRIsLWWg1sJC7ktJkfVvExNleYSMDCAkBJgwQbd+LRcho2KCS90SEREREeWiRo0a2LVrl972v/76C3PnzjXCjCQ3NzeYmJhg1KhRuH37NurXr4+VK1fC1tYWX3zxhdHmRUREVORCQ2UNWk9P4OrVJ9uFkKUOPDzk/awseZuW9qQ8QnKybM7OQESELLGg4eYG9Oolb62t5cJmwcGseUtGwaAtEREREVEuwsLC4O3tjTt37uhs79ixI8Ky/6L3gu3btw/79u3T3g8JCcEPP/yAjz76iEFbIiJ6uQkhA6murjJAGxYmSyXY2ckFylQqWbvWxUX2NTeXgVtTU7ktM1O2GjWAYcOAgwdlfdtPPpF1cTXj2drKwLCrK+Djw8AtvVAM2hIRERER5WLhwoXw8fFB48aNcerUKQCypu3QoUMxfvx4I89Ol6OjI+Li4nLtY2FhAUtLS+19IQSSkpKKempERESFKzhYBlI1mbHOzkDp0rKmbXKyLIsghAzempjIAKypqdymKalQuTIwfTrQo4cspwAAZ848OYZSKTN5PTyAnj2BGzdYKoFeGNa0LSn4oUD08mFNWyKiEqNXr1747LPPUK9ePQDA9evX8f333+Ovv/4y8syeqFmzJgICAvD555/jt99+y7HfjBkzMHPmTO19pVIJR0fHFzBDIiKiIqCpQduwITBypFyM7MGDJwuOmZrKBciEkMFcGxsgNVVuy8wEHj+WrXx5GeA9flwubJadgwNQtiwwY4Zu/VuiIvRMQdtatWqhffv2KF++PExMTHT2zZ49u7DmRtkxaEv08mHQloiIDJg3bx6mTJmSax83NzfcuHFDe79y5co4evQojhw5gpEjR+b6WGbaEhHRS0ehACZPBlq1khm3arUMzLq6Ao6OTwK1iYlAqVKyVEJmplyQLCpKZucqFLLm7cOHwMmTunEYU1OgTh1gzhwgKMhoT5NeLQUO2o4YMQI///wzYmJiEBkZCZHtTSyEgJeXV2HPkQAGbYleRgzaEhGVCHfu3EHTpk31yg44Ojri4sWLqFmzZqEez8nJCWXLls21z927d5Geng4AqFSpEo4cOYIzZ85g6NChOufnREREr4SqVYFZs4DYWJlxW6kSEB0tg7XVqslM2cxMGaw1NwdS/t/encdVVa1/HP8eJjOcRUXNGRXnOcNMvaGlTVqaWVZa3coys7RJy5/aZFrO1c3MzNKbDdew0anUytAUNc3AERVxRFAQGQSf3x/nem4nUMHAA8fP+/V6XrDXXnuf5+wDm8PDYq10ZxE3Pt5Z4K1a1bloWWqqs0C7YoVz9O0ZjLSFB+R7TtsXXnhBzz//vCZMmFAY+QAAAABFSu3ateXr65ujvUSJEqpevXqBP15CQoIS/vpvmWdRrVo1LV++XFFRUbrvvvso2AIALk2lS0slSzqLrjExztG1lSo556Q9cMBZvA0IcBZmT592tickOKdLKFPGOVAuJcU57+3p086+knOgTdmyUqNG0saNzgXKgIsk30Xb8uXL67PPPiuMXAAAAIAi4+abb3Z9fv311+v48eOubV9fX4WHh2v37t0eyMypWrVqWrFihfbs2aOnnnpKlSpVcu07dOiQx/ICAOCiS0lxjpgNDHQWY9escS5OFhTkHDmbmuocafvrr87pE44fd7bXrOmcGiEjw1m4LVv2f0XbKlWkpk2lGjWc0yakpUnPPCNFRDgLw0Ahy/f0CO+9957Wrl2rGTNmFFJKyBWjJgDvw/QIAFCkZWdnS3JOAeb4yz371KlT2r17t4YPH65vvvnGE+lpwIAB+uCDD3Ld99d8AQDwamfmtG3dWtqy5X9tZcs6C7BNmkglSjhHygYHO6dDKFXKOTo3Lc3ZnpXlnErh1Clp2zbn535+zn2bNzunVKhRw1kUnjaNwi0KXZ6KtkOGDHF9HhgYqGHDhumbb77R5s2bXXNpnTF9+vQCTxKiaAt4I36hBoBiYdeuXWrXrp2OHj3q6VQAAMDZhIZKjz/uHF0bF+ccXRsY6Cy0HjkiffONc77bq66Srr7aOWXC8ePS4cP/mybh5EnnvLglSzpH3/7xh7PPn2syTZpIUVHShAnUalCo8lS03bVrV55OZmYFvhAD/osbAeB9KNoCAAAAQMEJDZV69XJ+vOwy5+jY6Ghp4ULnyFiHQ+rXT3rxRecoXH9/Z70lLU3avVtav955XJcuzsXI9u3L+RgsSoaLJE9z2tatW7ew8wAAAACKpKlTp2rHjh05/qNs8ODBCgkJ0ZNPPumhzAAAgJuYGGn8eOdctaVLO+e63bv3fwPhGjaUevZ0TpWwc6ezrWRJZ/j7O7ezspxTKvx3mqQcUlOd8+KWLl34zweXNJ/8HjBq1CiVLFkyR/tll12mUaNGFUhSAAAAQFHRu3dvrVq1Kkf7L7/8oj59+nggIwAA4OJwSLVqORcNq1XL2bZnj/T7786PZwq2DodzFG6pUs4pEMycI3GTkqT9+53TJYSGOuexzcx0LlSWm8BA53EpKRfl6eHSle+FyLKyslS1alUdOXLErb1ChQo6fPiw/PzyNHgX+cX0CID3YXoEACgW0tLS1LRpU+08MyLnv+rVq6fff/891wENAADgIvjzdAhnFhWLiZEiInIuFFarljR2rLNg27y5czGyP9e2SpRwniM+3lmwTUn536Jmf8actrhI8j3S1uFwyHL5omzRooUSExMLJCkAAACgqNixY4e6d++eo71Hjx55XvsBAAAUsDMLj7Vu7SzEbt3q/Ni6tbM9NNS9f+nSzqJsaqqzoHvypFSpkrNY63A4o0IFZ7F2+nQpIcFZoC1TxlnELVPGuX3kiHOOXAq2KGR5HhabmJgoM5OZadu2bW6FW19fX5UqVUrvvPNOoSQJAAAAeMqkSZP05ptvqlKlSvrhhx8kSeHh4Ro+fLieeOIJzyYHAMCl6MxUB0FB7qNhk5Od202aOOeu3br1f8XVlBTnSNzAQGdBds0aZ2E3KMhZ0HU4nAXZmTOlH36Qdu363yje6tWdUyJERf1vUTOgkOV5eoR7771XDodD77//vp544gkdP37ctS8zM1O7d+/W6tWrCytP8BccwPswPQIAFBuDBg3S888/r2rVqkmSdu/erTFjxuijjz7ycGYAAFyC/jzVQXJyzv1lykgVK0qjRzvntZWcv389+6xzJO6ZQq/DIZUt61x4rFYt6eefnQuZ/Xke3LMtagYUsnzPadupUyetWrVK2WdbRQ+Fg5sC4H0o2gJAsRMUFKS0tDSlpqZ6OhUAAC5dTZtKo0Y5R9LmVp/y9ZUaNJBeftm5INkZZ6ZUCAqS4uKcUyUEBko1ajhH2U6fzihaFBn5ntP2gQce0D333KO6desWRj4AAABAkePr66vw8HDddtttcvz3j25Vq1ZVYGCghzMDAOAS9OepDnITGOicziAlxb09JkaaNk1av945ErdBA+fHqCgKtihy8j3S9t1331Xnzp0VEhKi+Ph4rVy5UitWrNDKlSu1Y8eOQkoTjLQFvBAjbQGgWKhZs6YWLVqkmjVrqkSJEmrQoIFiY2M1ZcoUlShRQo888oinUwQA4NKS21QHf9akibMQO2FC7vUUpj1AMZDvou0Z1apVU6dOndS5c2d17txZDRo00IEDB1SjRo0CThGSuHkA3oiiLQAUC1988YVSUlL0wAMP6OjRo2rRooViY2PVuXNnzZw5Uw0aNPB0igAAXHqY6gBezu9CD0xKStLRo0eVlJSkY8eOKSsrS0eOHCnI3AAAAACPu+aaa9ShQwedOnXKrX337t2qXr26h7ICAOASd2aqg169nAXc6tWdUyJERUkLF1KwRbGX76LtK6+8oi5duqhVq1aKjo7WypUr9dprr+nHH3/UsWPHCiFFAAAAwHN8fHzk6+ubo/2KK65Qyl/nygMAABdPTIw0fjxTHcAr5Xt6hOzsbB05ckSTJ0/WggULtH379kJKDW644QDeh+kRAKBYmD9/vo4fP66HH35YycnJat68uY4cOaKFCxdq7969uv/++z2dIgAAALxMvou2zZs3V+fOndWlSxddc801yszMdC1GtmLFCoq4hYWiLeB9KNoCQLFQvXp1LV68WA6HQ/Xr19e6detUv359JSQkqFOnTkwRBgAAgAJ3wQuRndG8eXM9+eST6t+/v3x8fOTnd8HT5OJcKNoC3oeiLQAUG76+vrrjjjvUokULlSpVSuvXr9e8efOUnp7u6dQAAADghXwu5KBWrVrpySef1MKFC7V8+XLdfffd2rx5s6ZNm5bvcz366KOKjY1VWlqaVq9erXbt2p21b+PGjfX5558rNjZWZqahQ4de0DlLlCihN998UwkJCUpJSdHnn3+uypUr5zt3AAAAXBqys7P173//W88++6wGDx6sWbNmUbAFAABAocl30TYxMVFr1qzRXXfdpe3bt2vAgAEKCgpSmzZtNGzYsHydq2/fvpo0aZLGjh2r1q1b67ffftPixYtVqVKlXPtffvnl2rVrl5577jkdOHDggs85efJk3Xzzzbr99tvVuXNnVatWTQsWLMhX7gAAAPBu9evXz/HH/2uvvVY//PCD1qxZoxEjRngoMwAAAFwKLD9xww03WOnSpfN1zNli9erVNn36dNe2w+Gwffv22bPPPnveY2NjY23o0KH5PmeZMmUsIyPDevfu7erTsGFDMzNr3759gTyvQgkzgiC8LTx9XyEIgiDOGQsWLLCxY8e6tmvXrm2pqam2aNEimzJliiUnJ+f6fpQgCIIgCIIg/m7ke6Ttt99+q5SUFEnORRmqV6+e31NIkvz9/dWmTRstW7bM1WZmWrZsmcLCwgrtnG3atFFAQIBbn61bt2rPnj0X/LgAAADwPm3bttV3333n2u7fv7+2bdum7t2764knntATTzyhgQMHei5BAAAAeK18F20dDodGjRqlY8eOac+ePdqzZ4+SkpL0wgsvyJGPRXWCgoLk5+enQ4cOubUfOnRIwcHB+U0rz+cMDg5WRkaGjh8/nq/HDQgIUOnSpV1RqlSpC8oRAAAAxUNQUJD27dvn2v7HP/6hr776yrW9YsUK1a5d2wOZAQAAwNvlu2j7yiuv6LHHHtNzzz2nVq1aqVWrVho5cqSGDBmil156qTByLBJGjBih5ORkV8THx3s6JQAAABSixMREVa1aVZJz4ELbtm21evVq1/6AgIB8DVoAAAAA8sovvwcMGDBA//znP91GGWzevFnx8fF6++239cILL+TpPAkJCcrKylKVKlXc2qtUqaKDBw/mN608n/PgwYMqUaKEypYt6zba9nyPO27cOE2aNMm17ZyOEgAAAN5qxYoVGjVqlB599FHdfvvt8vHx0YoVK1z7GzdurN27d3ssPwAAAHivfI+0rVChgmJiYnK0x8TEqEKFCnk+z6lTpxQVFaXw8HBXm8PhUHh4uCIjI/ObVp7PGRUVpczMTLc+DRo0UK1atc75uJmZmUpJSXHFiRMnLihHAAAAFA/PP/+8QkNDtWfPHo0fP17PPPOMTp486dp/zz336IcffvBghgAAAPBW+R5p+9tvv+mxxx7T0KFD3dofe+wx/fbbb/k616RJkzRnzhytW7dOv/76q5544gkFBgZq9uzZkqQ5c+YoPj5eI0eOlORcaKxx48aSnP+OVr16dbVo0UInTpzQzp0783TO5ORkzZo1S5MmTVJiYqKSk5M1ffp0/fLLL1qzZk1+LwcAAAC81J49e9SoUSM1adJER44c0YEDB9z2jx492m3OWwAAAKAgWX6iU6dOlpKSYlu2bLH33nvP3nvvPduyZYslJydbx44d83UuSTZ48GDbvXu3paen2+rVq+3KK6907Vu+fLnNnj3btV2rVi3LzfLly/N8TklWokQJe/PNN+3o0aN24sQJ+89//mNVqlTJd+4XNcwIgvC28PR9hSAIgiAIgiAIgiCIIhmO/36SL1WrVtXgwYMVGhoqSYqOjtbbb7+dY/QBCpDl+2UCUNSxeA0AAAAAAMhFvoq2fn5+WrRokQYNGqQdO3YUYlrIgaIt4H0o2gIAAAAAgFzkayGyrKwsNW/evLByAQAAAAAAAIBLXr6KtpI0d+5cPfDAA4WRCwAAAAAAAABc8vzyfYCfn+6//3517dpVUVFRSk1Ndds/fPjwAksOAAAA8LRmzZrl2m5mSk9P1969e5WZmXmRswIAAIA3y/dCZD/88MNZ95mZwsPD/25OyA1z2gLehzltAaBYyM7Olp3jvdipU6f0ySef6OGHH1ZGRsZFzAwAAADeKt9FW3gIRVvA+1C0BYBi4ZZbbtH48eP1+uuv69dff5UkXXnllRo+fLjGjh0rPz8/vfbaa/rkk0/09NNPezhbAAAAeAOKtsUFRVvA+1C0BYBiYc2aNRo1apSWLFni1n7dddfppZdeUvv27dWzZ09NnDhRISEhHsoSAAAA3iTPc9oGBwfrscce0wsvvCBJ+umnn3T55Ze79mdnZ6tXr17av39/wWcJAAAAeEizZs20Z8+eHO179uxxzXe7ceNGVa1a9WKnBgAAAC/lk9eOjz76qMqXL+/abtGihX766SctXLhQCxcuVHZ2tp588slCSRIAAADwlJiYGD333HPy9/d3tfn5+em5555TTEyMJKl69eo6dOiQp1JUQECANmzYIDNTixYtPJYHAABFmsMh1aolNW3q/Mh/P6IIy/NI25tuukmPP/64W9vUqVMVGxsrSVq9erUmTZrEPF4AAADwKoMHD9aXX36pffv2adOmTZKco299fX110003SZLq1q2rt99+22M5TpgwQfv371fLli09lgMAAEVaaKjUq5fzY8mSUlqaFBMjRUQ4PwJFTJ6LtrVr13YVaCVp6dKlSk1NdW1v3bpVderUKdjsAAAAAA+LjIxUnTp11L9/fzVo0ECS9Nlnn+nf//63Tpw4IUmaO3eux/Lr3r27rrvuOvXu3Vs33HCDx/IAAKDICg2VHn9cCgqS4uKk1FQpMFBq3VqqWVOaNo3CLYqcPBdt/f39ValSJcXHx0uSevfu7ba/fPnyOn36dMFmBwAAABQBJ06c0IwZMzydRg6VK1fWzJkz1atXL508eTJPxwQEBKhEiRKubTNzFZ8BAPA6DodzhG1QkLRly//ak5Od202aSD17Slu3sgg8ipQ8F223bt2qDh06aOPGjbnuv+aaa7Rt27aCygsAAAAoMkJCQvSPf/xDlStXlo+P+7IQL730koeykj744AO98847ioqKUq1atfJ0zIgRIzRmzBjXdnJyssqWLVtIGQIA4GE1azpH2sbF5b4/Lk5q1MjZL5eFRwFPyXPRdv78+XrxxRf1008/afPmzW77mjdvrv/7v//T+PHjCzxBAAAAwJP++c9/6l//+pcSEhJ08OBB2Z9G4ZhZgRdtx40bp+eee+6cfUJDQ3XdddepdOnSGjduXL7PP2nSJNe2MaoIAODNSpd2zmH7pyk+3aSmStWrO/sBRYhDUp7epfn5+WnZsmXq0KGDli5dqq1bt0qSGjZsqG7duikyMlLh4eHKysoqzHwvXbyZBrwPK5UCQLGwe/duvf3225owYcJFebygoCBVrFjxnH127dqlTz/9VDfffLNb0dXPz09ZWVmaN2+eBg4cWMiZAgBQDNSqJY0dKx096pwS4a/KlJEqVpRGj2akLYqUPBdtJee8tsOGDVO/fv1cizBs375dH3/8sSZPnqzMzMzCyhMUbQHvQ9EWAIqF48ePq2XLlm6L8hYFNWrUUJkyZVzb1apV05IlS9S7d2+tWbPGtRYFAACXNIdDevZZ56Jjf57T9owmTaSoKGnCBGovKFLyVbSFB3HjALwPRVsAKBbee+89rV27tkguRPZntWrV0u7du9WyZUv99ttvnk4HAICiIzRUevxx52JkcXHOKRECA6UaNaQjR6Tp06WYGE9nCbjJ85y2AAAAwKVox44deumll3TVVVdp8+bNOnXqlNv+6dOneygzAACQJzEx0rRpUq9ezgJu9epSerpzhO3ChRRsUSQx0ra4YKQt4H0YaQsAxcKuXbvOus/MVK9evYuYDQAAuGAOh1SzpnPRsZQUae9e6i0osijaFhfcRADvQ9EWAAAAAADkwsfTCQAAAAAAAAAA/oc5bQEAAIC/mDhxokaNGqWTJ09q4sSJ5+w7fPjwi5QVAAAALhX5Ltr6+Pho4MCBCg8PV+XKleXj4z5YNzw8vMCSAwAAADyhVatW8vf3d31+NsYUVgAAACgE+Z7Tdvr06Ro4cKC++eYbHThwIMcb1WHDhhVkfjiDXwgA78OctgAAAAAAIBf5LtoeOXJE9957r7777rtCSgm5omgLeB+KtgBQLJQpU0a+vr5KSkpyay9fvryysrKUkpLiocwAAADgrfK9EFlmZqZ27NhRGLkAAAAARc78+fPVr1+/HO19+/bV/PnzPZARAAAAvF2+i7YTJ07U0KFDCyMXAAAAoMhp3769li9fnqN9xYoVat++vQcyAgAAhc7hkGrVkpo2dX7kPyVxkeV7IbKOHTvqH//4h3r06KEtW7bo1KlTbvt79+5dYMkBAAAAnlaiRAn5+eV82+zv76+SJUt6ICMAAFCoQkOlXr2cH0uWlNLSpJgYKSLC+RG4CPJdtD127Ji++OKLwsgFAAAAKHJ+/fVXPfTQQ3r88cfd2gcNGqSoqCgPZQUAAApFaKj0+ONSUJAUFyelpkqBgVLr1lLNmtK0aRRucVHkeyEyeAgLkQHeh3+vAYBioUOHDlq2bJnWrl2r77//XpIUHh6udu3a6brrrtPPP//s4QwBAECBcDikZ591Fmi3bMm5v0kTKSpKmjCBOg0KXb7ntAUAAAAuJb/88ovCwsIUFxenvn376uabb9aOHTvUvHlzCrYAAHiTmjWdI23j4nLfHxcnNWrk7AcUsnxPjyA5563t27evatasqYCAALd9bdq0KZDEAAAAgKLit99+09133+3pNAAAQGEqXdo5h21qau77U1Ol6tWd/YBClu+RtkOGDNHs2bN16NAhtWrVSr/++quOHj2qunXr6rvvviuMHAEAAACPqVGjxjkDAAB4iZQU56JjgYG57w8MlNLTnf2AQpbvOW2jo6M1duxYzZ8/X8nJyWrRooViY2M1duxYVahQQUOGDCmkVC9xzJUCeB/mtAWAYiE7O1t2jvdifn4X9M9rAACgqGFOWxQh+X6HWbNmTf3yyy+SpLS0NJX+75Dwjz76SKtXr6ZoCwAAAK/SqlUrt21/f3+1atVKw4YN0/PPP++hrAAAQIEzkyIinHPWNmninMM2NdU5wrZGDenIEWnhQgq2uCjyXbQ9ePCgKlSooL1792rv3r266qqrtGnTJtWpU0cORo0BAADAy2zatClHW1RUlPbv36+nn35aX3zxhQeyAgAAhSImRpo2TerVy7koWfXqzikRoqKcBduYGE9niEtEvou2P/zwg2655RZt3LhRs2fP1uTJk9WnTx+1bdtWCxYsKIwcAQAAgCJn69atateunafTAAAABS0mRho/3jnitnRp5xy2e/cywhYXVb7ntHU4HPLx8VF2drYk6Y477lCHDh20fft2zZgxQ6dOnSqMPMGNAfA+/HcCABQLpf+yQrTD4VDVqlU1ZswYhYaG5pg+AQAAAPi78l20hYdQtAW8D0VbACgWcluIzOFwKC4uTv369dPq1as9lBkAAAC81QUVbTt27KiHH35Y9erVU58+fbR//37dfffdio2N1apVqwohTVC0BbwQRVsAKBY6derktn369GkdOXJEO3bscP33GQAAAFCQ8j2n7W233aaPPvpI8+bNU6tWrVSiRAlJUtmyZTVy5EjdeOONBZ4kAAAA4Ck//vijp1MAAADAJcYnvwe88MILGjRokB566CG3+WtXrVql1q1bX1ASjz76qGJjY5WWlqbVq1efd0GHPn36KDo6Wmlpadq0aZN69Ojhtt/Mco2nnnrK1Sc2NjbH/mefffaC8gcAAIB3ufnmm/McAAAAQEHL90jbhg0b5jra4Pjx4ypXrly+E+jbt68mTZqkQYMGac2aNXriiSe0ePFiNWzYUEeOHMnRPywsTB9//LFGjBihr7/+WnfddZciIiLUunVrbdmyRZIUHBzsdkyPHj00a9Ys/ec//3FrHzVqlGbOnOnaTklJyXf+AAAA8D4RERFu22Ymx5+mtfnzHLd+fvl+Sw0AAACcU75H2h48eFAhISE52jt27Khdu3blO4Fhw4Zp5syZ+uCDDxQdHa1Bgwbp5MmTuv/++3PtP3ToUC1atEhvvPGGYmJi9H//939av369HnvsMVefQ4cOuUXPnj21fPlyxcbGup0rJSXFrd/JkyfznT8AAAC8j6+vryuuu+46bdy4UT169FC5cuVUrlw53XDDDVq/fr26d+/u6VQBAADghfJdtJ05c6amTp2qK6+8UmamatWq6a677tIbb7yhf/3rX/k6l7+/v9q0aaNly5a52sxMy5YtU1hYWK7HhIWFufWXpMWLF5+1f+XKlXXjjTdq1qxZOfY999xzSkhI0Pr16/XUU0/J19f3rLkGBASodOnSrihVqlReniIAAACKuSlTpmjo0KFasmSJUlJSlJKSoiVLlmjYsGGaNm2ap9MDAACAF8r3/3K99tpr8vHx0ffff6/LL79cP/74ozIyMvTGG2/ozTffzNe5goKC5Ofnp0OHDrm1Hzp0SKGhobkeExwcnGv/v06JcMaAAQOUkpKiBQsWuLVPmzZN69evV2Jiojp06KBx48apatWqGj58eK7nGTFihMaMGePaTk5OVtmyZc/3FAEAAFDM1atXT8eOHcvRfvz4cdWuXfui5wMAAADvd0ETcL366qt6/fXXFRISolKlSumPP/5QampqQedWIO6//37NmzdPGRkZbu2TJ092fb5582ZlZmZqxowZGjFihDIzM3OcZ9y4cZo0aZJr+8/zmAEAAMB7rV27VpMmTdI999yjw4cPS3L+N9frr7+uX3/91cPZAQAAwBtd8KoJp06dUnR09N968ISEBGVlZalKlSpu7VWqVNHBgwdzPebgwYN57t+xY0eFhobqjjvuOG8ua9askb+/v2rXrq1t27bl2J+ZmZlrMRcAAADe7f7779cXX3yhvXv3Ki4uTpJUo0YNbd++Xb169fJscgAAAPBKeS7a5jYnbG4eeOCBPD/4qVOnFBUVpfDwcC1cuFCS5HA4FB4eftapFiIjIxUeHq6pU6e62rp166bIyMhcc1m3bp02bdp03lxatmyp7Oxs1+gJAAAAQJJ27typ5s2bq1u3bq4pvKKjo3OsswAAAAAUlDwXbQcOHKg9e/Zow4YNcjgcBZbApEmTNGfOHK1bt06//vqrnnjiCQUGBmr27NmSpDlz5ig+Pl4jR46UJE2dOlUrV67UsGHD9M0336hfv35q27atHnroIbfzli5dWrfffnuuc9ReddVVat++vZYvX66UlBSFhYVp8uTJmjt3bq7zlQEAAABLly7V0qVLPZ0GAAAALhGWl3jzzTft6NGjtn79ehsyZIiVL18+T8flJQYPHmy7d++29PR0W716tV155ZWufcuXL7fZs2e79e/Tp4/FxMRYenq6bd682Xr06JHjnA8++KClpqZamTJlcuxr1aqVRUZGWlJSkp08edK2bNlizz33nAUEBBTYcyrwMCMIwtvC0/cVgiAIIs/RqVMn+/LLL2379u22fft2W7hwoXXs2NHjeREEQRAEQRDeGY7/fpInAQEBuu2223T//ferQ4cO+uabbzRr1iwtWbIkr6fAhbI8v0wAiosC/K8FAEDh6d+/v2bPnq0FCxZo1apVkpxrJ/Tq1UsDBw7Uxx9/7OEMAQAA4G3yVbT9s5o1a2rgwIG699575efnpyZNmig1NbWA04MLRVvA+1C0BYBi4Y8//tC7776rKVOmuLU/+eSTevDBB9W4cWPPJAYAAACv5XOhB54+fVpmJofDIV9f34LMCQAAACgy6tatq6+++ipH+5dffqk6dep4ICMAAAB4u3wVbQMCAtSvXz8tWbJE27ZtU7NmzfTYY4+pZs2ajLIFAACAV4qLi1N4eHiO9q5duyouLs4DGbm74YYbtHr1ap08eVKJiYn64osvPJ0SAAAA/ia/vHZ866231K9fP8XFxen999/XnXfeqaNHjxZmbgAAAIDHTZw4UdOmTVPLli31yy+/SJKuvvpqDRw4UEOHDvVobrfddptmzpypkSNH6ocffpCfn5+aNm3q0ZwAAADw9+V5Ttvs7Gzt3btXGzZs+O+i57nr3bt3QeWGP2NOW8D7MKctABQbvXr10vDhw9WoUSNJUnR0tF5//XV9+eWXHsvJ19dXu3fv1ujRo/X+++97LA8AAAAUvDyPtP3www/PWawFAAAAvI2vr69Gjhyp999/X9dcc42n03HTunVrXXHFFTp9+rTWr1+v4OBgbdy4UU8//bS2bNly1uMCAgJUokQJ17aZ6cSJExcjZQAAAORRnkfawsMomAPeh5G2AFAspKSkqGnTptqzZ4+nU3Fzxx13aP78+dqzZ4+GDRum3bt3a/jw4bruuuvUoEEDJSUl5Xrc6NGjNWbMGNd2cnKyypYte5GyBgAAQF7kayEyAAAA4FLz/fffq3Pnzhft8caNGyczO2c0bNhQPj7Ot/KvvPKKFixYoPXr1+u+++6Tmen2228/5/nLlCnjiurVq1+spwYAAIA8yvP0CAAAAMCl6LvvvtNrr72mZs2aKSoqSqmpqW77v/rqqwJ9vIkTJ+qDDz44Z59du3apatWqkqQ//vjD1Z6Zmaldu3apZs2aZz02MzNTmZmZBZIrAAAACgdFWwAAAOAc3n77bUnSsGHDcuwzM/n5Fexb6oSEBCUkJJy3X1RUlNLT09WwYUOtWrVKkuTn56fatWsXuakcAAAAkD8UbQEAAIBz8PX19XQKuUpJSdE777yjsWPHKi4uTnv27NHTTz8tSfrss888nB0AAAD+Doq2AAAAwFnUqlVL3bp1k7+/v1auXOk2FUFR8PTTTysrK0sfffSRSpYsqTVr1ujaa6/VsWPHPJ0aAAAA/gaHJPN0EsgD42UCvI7D4ekMAADn0KVLF3399dcqWbKkJCkrK0v333+/5s2b5+HMAAAA4O0o2hYXFG0B70PRFgCKtJ9++kkJCQl65JFHlJ6erpdfflm33nqrqlev7unUAAAA4OUo2hYXFG0B70PRFgCKtKSkJHXo0EHR0dGSpJIlSyo5OVlVqlRRYmKih7MDAACAN/PxdAIAAABAUVSmTBklJCS4ttPS0pSWlqayZct6MCsAAABcCliIDAAAADiL66+/XsePH3dt+/j4KDw8XIcOHXK1ffXVV55IDQAAAF6M6RGKC6ZHALwP0yMAQJGWnZ193j5mJj8/xkEAAACgYFG0LS4o2gLeh6ItAAAAAADIBXPaAgAAAAAAAEARQtEWAAAAyKPjx4+rTp06nk4DAAAAXo6iLQAAAJBHDqa2AQAAwEVA0RYAAAAAAAAAihCKtgAAAEAezZ07V8nJyZ5OAwAAAF7OIck8nQTywHiZAK/Dv9gCQLFVtmxZHT9+3NNpAAAAwEsx0hYAAAA4h2eeeUZ9+/Z1bX/yySc6evSo9u3bp+bNm3swMwAAAHgrirYAAADAOQwaNEhxcXGSpK5du6pbt27q0aOHvvvuO73++usezg4AAADeyM/TCQAAAABFWXBwsKtoe9NNN+nTTz/V0qVLtXv3bq1Zs8bD2QEAAMAbMdIWAAAAOIekpCTVqFFDktS9e3ctW7ZMkuRwOOTr6+vJ1AAAAOClGGkLAAAAnMOCBQv073//W9u3b1fFihX13XffSZJatWqlHTt2eDg7AAAAeCOKtgAAAMA5PPnkk9q9e7dq1KihZ555RqmpqZKkqlWr6u233/ZwdgAAAPBGDknm6SSQB8bLBHgdh8PTGQAAAAAAgCKIkbYAAADAX9x888157vvVV18VYiYAAAC4FDHStrhgpC3gfRhpCwBFVnZ2ttu2mcnxp/u2/em9mZ8f4yAAAABQsHw8nQAAAABQ1Pj6+rriuuuu08aNG9WjRw+VK1dO5cqV0w033KD169ere/funk4VAAAAXoiRtsUFI20B78NIWwAoFjZv3qxBgwZp1apVbu0dO3bUu+++q8aNG3soMwAAAHgrRtoCAAAA51CvXj0dO3YsR/vx48dVu3bti54PAAAAvB8jbYsLRtoC3oeRtgBQLKxcuVLp6em65557dPjwYUlS5cqV9eGHH+qyyy5Tly5dPJsgAAAAvA5F2+KCoi3gfSjaAkCxUK9ePX3xxRdq0KCB4uLiJEk1atTQ9u3b1atXL+3cudPDGQIAAMDbULQtLijaAt6Hoi0AFCvdunVTaGioJCk6OlrLli3zcEYAAADwVkViTttHH31UsbGxSktL0+rVq9WuXbtz9u/Tp4+io6OVlpamTZs2qUePHm77Z8+eLTNzi++++86tT/ny5TV37lwdP35cSUlJeu+99xQYGFjgzw0AAADeYenSpZo+fbqmT59OwRYAAACFyuNF2759+2rSpEkaO3asWrdurd9++02LFy9WpUqVcu0fFhamjz/+WLNmzVKrVq0UERGhiIgINWnSxK3fd999p+DgYFfceeedbvvnzZunJk2aqFu3brrpppvUqVMnvfvuu4X2PAEAAFB8derUSV9++aW2b9+u7du3a+HCherYsaOn0wIAAICX8vj0CKtXr9batWs1ZMgQZ0IOh+Li4jR9+nSNHz8+R//58+crMDBQN998s6stMjJSGzdu1COPPCLJOdK2XLlyuvXWW3N9zNDQUEVHR6tt27aKioqSJF1//fX69ttvdcUVV+jAgQMF/TT/PqZHALwP0yMAQLHQv39/zZ49WwsWLNCqVaskSR07dlSvXr00cOBAffzxxx7OEAAAAN7GoyNt/f391aZNG7d/LzMzLVu2TGFhYbkeExYWluPf0RYvXpyjf5cuXXTo0CHFxMTo7bffVoUKFdzOkZSU5CrYStKyZct0+vRptW/fviCeGgAAALzE888/r2eeeUb9+vVzTY9wxx136LnnntOoUaM8nR4AAAC8kEeLtkFBQfLz89OhQ4fc2g8dOqTg4OBcjwkODj5v/0WLFunee+9VeHi4nn32WXXu3FnfffedfHx8XOc4fPiw2zmys7OVmJh41scNCAhQ6dKlXVGqVKl8P18AAAAUP3Xr1tVXX32Vo/3LL79UnTp1PJARAAAAvJ2fpxMoDJ988onr899//12bNm3Srl271KVLF/3www8XdM4RI0ZozJgxru3k5GSVLVv276YKAACAIi4uLk7h4eHauXOnW3vXrl0VFxfnoawAAADgzTxatE1ISFBWVpaqVKni1l6lShUdPHgw12MOHjyYr/6SFBsbqyNHjigkJEQ//PCDDh48qMqVK7v18fX1VYUKFc56nnHjxmnSpEmubWOOWQAAgEvCxIkTNW3aNLVs2VK//PKLJOnqq6/WwIEDNXToUA9nBwAAAG/k0ekRTp06paioKIWHh7vaHA6HwsPDFRkZmesxkZGRbv0lqVu3bmftL0nVq1dXxYoVXQuMRUZGqnz58mrdurWrz7XXXisfHx+tWbMm13NkZmYqJSXFFSdOnMjz8wQAAEDx9c4776hfv35q1qyZpkyZoilTpqhp06a644479O6773o0t/r16ysiIkJHjhzR8ePH9dNPP6lLly4ezQkAAAAFwzwZffv2tbS0NLv33nstNDTU3nnnHUtMTLTKlSubJJszZ469+uqrrv5hYWGWmZlpw4YNs4YNG9ro0aMtIyPDmjRpYpIsMDDQJkyYYO3bt7datWrZtddea+vWrbOtW7daQECA6zzffvutRUVFWbt27axDhw62detWmzdvnkevxTnDjCAIbwtP31cIgiCIYh9bt261r7/+2po1a2YhISH25ptv2okTJ6xKlSoez40gCIIgCIL4W+HxBGzw4MG2e/duS09Pt9WrV9uVV17p2rd8+XKbPXu2W/8+ffpYTEyMpaen2+bNm61Hjx6ufZdddpktWrTIDh06ZBkZGRYbG2szZsxwFYHPRPny5W3evHmWnJxsx44ds1mzZllgYKDHr8VZw9PFJYIgCj48fV8hCIIg8hWtW7e2/v37W//+/a1ly5Yez6dixYpmZtaxY0dXW6lSpczMLDw83OP5EQRBEARBEBcejv9+gqLOeJkAr+NweDoDAEAeVKpUSfPnz1eXLl107NgxSVK5cuW0fPly9evXTwkJCR7LLTo6Wj/99JOeeOIJZWRk6IknntDTTz+t0NBQV64AAAAofjw6py0AAABQ1E2fPl2lS5dWkyZNVLFiRVWsWFFNmzZVmTJlNG3aNI/m1rVrV7Vq1UopKSlKT0/XsGHD1L1793MWbAMCAlS6dGlXlCpV6uIlDAAAgDyhaAsAAACcQ/fu3fXoo48qJibG1RYdHa3BgwerR48eBf5448aNO+8MOw0bNpQkvfXWWzp8+LCuueYaXXnllYqIiNBXX32l4ODgs55/xIgRSk5OdkV8fHyBPwcAAAD8PUyPUFwwPQLgfZgeAQCKheTkZF1zzTX67bff3NpbtmyplStXqmzZsgX6eEFBQapYseI5++zatUvXXHONlixZovLlyyslJcW1b9u2bZo1a5bGjx+f67EBAQEqUaKEa9vMdOLEiYJJHgAAAAXCz9MJAAAAAEXZDz/8oKlTp+rOO+/UgQMHJEnVqlXT5MmT9f333xf44yUkJORpntzLL79cknT69Gm39tOnT8vH5+z/UJeZmanMzMy/lyQAAAAKFdMjAAAAAOfw2GOPqUyZMtq9e7d27NihHTt2KDY2VmXKlNGQIUM8lldkZKSSkpI0Z84cNW/eXPXr19eECRNUp04dffPNNx7LCwAAAH8f0yMUF0yPAHgfpkcAgGKla9euCg0NleSc07YwRtnmV5s2bfTKK6+obdu28vf315YtW/Tiiy9q0aJFnk4NAAAAfwNF2+KCoi3gfSjaAgAAAACAXDCnLQAAAJCLyy67TOHh4a6pBl599VW3Bbyys7M1atQoZWRkeCpFAAAAeCmKtgAAAEAuBgwYoBtvvNFVtH3ssce0ZcsWpaWlSZJCQ0O1f/9+TZkyxYNZAgAAwBsxPUJxwfQIgPdhegQAKNJ+/PFHTZgwQV9//bUkKTk5WS1atFBsbKwkqX///ho8eLA6dOjgyTQBAADghXw8nQAAAABQFIWEhGjz5s2u7fT0dJ0+fdq1/euvv6px48aeSA0AAABejukRAAAAgFyUK1fObQ7bypUru+338fFx2w8AAAAUFEbaAgAAALnYt2+fmjZtetb9zZs31759+y5iRgAAALhUULQFAAAAcvHtt9/qxRdfzHU07WWXXabRo0e7FikDAAAAChILkRUXLEQGeB8WIgOAIq1y5crauHGjMjMz9eabb2rbtm2SpIYNG+qxxx6Tn5+fWrVqpcOHD3s4UwAAAHgbirbFBUVbwPtQtAWAIq927dr617/+pW7dusnx3/u2mWnp0qV69NFHFRsb6+EMAQAA4I0o2hYXFG0B70PRFgCKjfLlyyskJESStGPHDiUlJXk4IwAAAHgzirbFBUVbwPtcgkVb40cO4FUcuvTuYwAAAMDFwEJkAAAAAAAAAFCEULQFAAAAAAAAgCKEoi0AAAAAAAAAFCEUbQEAAAAAAACgCKFoCwAAAAAAAABFCEVbAAAAAAAAAChCKNoCAAAAAAAAQBFC0RYAAAAAAAAAihCKtgAAAAAAAABQhFC0BQAAAAAAAIAihKItAAAAAAAAABQhFG0BAAAAAAAAoAihaAsAAAAAAAAARQhFWwAAAAAAAAAoQijaAgAAAAAAAEARQtEWAAAAAAAAAIoQirYAAAAAAAAAUIRQtAUAAAAAAACAIoSiLQAAAAAAAAAUIRRtAQAAAAAAAKAIoWgLAAAAAAAAAEUIRVsAAAAAAAAAKEIo2gIAAAAAAABAEVIkiraPPvqoYmNjlZaWptWrV6tdu3bn7N+nTx9FR0crLS1NmzZtUo8ePVz7/Pz89Nprr2nTpk06ceKE4uPjNWfOHFWtWtXtHLGxsTIzt3j22WcL5fkBAAAAAAAAQF55vGjbt29fTZo0SWPHjlXr1q3122+/afHixapUqVKu/cPCwvTxxx9r1qxZatWqlSIiIhQREaEmTZpIki6//HK1bt1aL730klq3bq3bbrtNDRs21JdffpnjXKNGjVJwcLArpk+fXqjPFQAAAMirkSNHatWqVUpNTVVSUlKufWrUqKGvv/5aqampOnTokCZMmCBfX9+LnCkAAAAKmkOSeTKB1atXa+3atRoyZIgzIYdDcXFxmj59usaPH5+j//z58xUYGKibb77Z1RYZGamNGzfqkUceyfUx2rZtq7Vr16pmzZqKi4uT5BxpO2XKFE2dOrUQnlUhMI++TAAKg8Ph6QwuOvPsjxwABcyhS+8+djGNGTNGx44d0xVXXKEHHnhA5cuXd9vv4+OjjRs36uDBg3r66adVtWpVffjhh5o5c6aef/55D2UNAACAguDRkbb+/v5q06aNli1b5mozMy1btkxhYWG5HhMWFubWX5IWL1581v6SVLZsWZ0+fVrHjh1za3/uueeUkJCg9evX66mnnjrnqISAgACVLl3aFaVKlcrDMwQAAAAuzJgxYzRlyhRt3rw51/3XXXedGjdurLvvvlu//fabFi1apFGjRmnw4MHy9/e/yNkCAACgIHm0aBsUFCQ/Pz8dOnTIrf3QoUMKDg7O9Zjg4OB89S9RooTGjx+vjz/+WCkpKa72adOmqV+/fvrHP/6hGTNmaOTIkZowYcJZcx0xYoSSk5NdER8fn9enCQAAABS4sLAwbd68WYcPH3a1LV68WGXLlnVNHQYAAIDiyc/TCRQmPz8/ffrpp3I4HDmmTpg8ebLr882bNyszM1MzZszQiBEjlJmZmeNc48aN06RJk1zbxnQFAAAA8KCzDWY4s+9sAgICVKJECde2menEiROFkyQAAAAuiEdH2iYkJCgrK0tVqlRxa69SpYoOHjyY6zEHDx7MU/8zBdtatWqpW7dubqNsc7NmzRr5+/urdu3aue7PzMxUSkqKK3hjCwAAgPwaN26czOyc0bBhw0LNgf8gAwAAKPo8WrQ9deqUoqKiFB4e7mpzOBwKDw9XZGRkrsdERka69Zekbt26ufU/U7CtX7++unbtqsTExPPm0rJlS2VnZ7v9exkAAABQkCZOnKjQ0NBzxq5du/J0rrMNZjiz72zGjRunMmXKuKJ69eoX/oQAAABQKDw+PcKkSZM0Z84crVu3Tr/++queeOIJBQYGavbs2ZKkOXPmKD4+XiNHjpQkTZ06VStXrtSwYcP0zTffqF+/fmrbtq0eeughSc6C7eeff67WrVvrpptukq+vr+vNa2Jiok6dOqWrrrpK7du31/Lly5WSkqKwsDBNnjxZc+fOzbFYGQAAAFBQEhISlJCQUCDnioyM1PPPP69KlSrpyJEjkpyDGY4fP64//vjjrMdlZmbmOh0YAAAAig6PF20//fRTVapUSS+++KKCg4O1ceNGde/e3TXitWbNmjp9+rSrf2RkpO666y69/PLLevXVV7V9+3b16tVLW7ZskSRVr15dPXv2lCT99ttvbo/VpUsXrVy5UhkZGerXr5/GjBmjEiVKKDY2VpMnT3absxYAAADwpBo1aqhChQqqWbOmfH191aJFC0nSjh07lJqaqiVLluiPP/7QRx99pGeeeUbBwcF6+eWX9dZbb1GUBQAAKOYcklhRqzhg4TPA+zgcns7gojN+5ABexaFL7z52Mc2ePVsDBw7M0X5mIILkHODwr3/9S126dFFqaqrmzJmj5557TtnZ2Rc5WwAAABQkirbFBUVbwPtQtAVQzFG0BQAAAAqHRxciAwAAAAAAAAC4o2gLAAAAAAAAAEUIRVsAAAAAAAAAKEIo2gIAAAAAAABAEULRFgAAAAAAAACKED9PJwAAAAAAAABcFA6HVLOmVLq0lJIi7d0rmXk6KyAHirYAAAAAAADwfqGhUq9ezo8lS0ppaVJMjBQR4fwIFCEOSfw5oTjgrz6A93E4PJ3BRWf8yAG8ikOX3n0MAAAUU6Gh0uOPS0FBUlyclJoqBQZKNWpICQnStGkUblGkMKctAAAAAAAAvJfD4RxhGxQkbdkiJSdL2dnOj1u2ONt79rwkB9ag6KJoCwAAAAAAAO9Vs6ZzpG1cXO774+KkRo2c/YAigqItAAAAAAAAvFfp0s45bFNTc9+fmipddpmzH1BEULQFAAAAAACA90pJcS46FhiY+/7AQCk93dkPKCIo2gIAAAAAAMB77d3rXGSsRo3c99eoIUVHO/sBRQRFWwAAAAAAAHgvMykiQkpIkJo0kcqUkXx9nR+bNJGOHJEWLnT2A4oIhyS+IosDbhyA97kEVyY1fuQAXsWhS+8+BgAAirHQUKlXL+fHyy5zTokQHe0s2MbEeDo7wA1F2+KCoi3gfSjaAijmKNoCAIBix+GQatZ0LjqWkuKcEoGaC4ogirbFBTcQwPtQtAVQzFG0BQAAAAoHc9oCAAAAAAAAQBFC0RYAAAAAAAAAihCKtgAAAAAAAABQhPh5OgEAAAAAlwAWfgEAAMgzirYAAAAACldoqNSrl/NjyZJSWpoUEyNFRDg/AgAAwI1DYinvYoFRCID3cVx6q64bP3IAr+LQpXcfwwUIDZUef1wKCpLi4qTUVCkwUKpRQ0pIkKZNo3ALAADwF8xpCwAAAKBwOBzOEbZBQdKWLVJyspSd7fy4ZYuzvWfPS/IPmQAAAOdC0RYAAABA4ahZ0znSNi4u9/1xcVKjRs5+AAAAcKFoCwAAAKBwlC7tnMM2NTX3/amp0mWXOfsBAADAhaItAAAAgMKRkuJcdCwwMPf9gYFSerqzHwAAAFwo2gIAAAAoHHv3OhcZq1Ej9/01akjR0c5+AAAAcKFoCwAAAKBwmEkREVJCgtSkiVSmjOTr6/zYpIl05Ii0cKGzHwAAAFwckniHVBzwRhbwPpfgStnGjxzAqzh06d3HcIFCQ6VevZwfL7vMOSVCdLSzYBsT4+nsAAAAihyKtsUFRVvA+1C0BVDMUbRFvjgcUs2azkXHUlKcUyLwHhcAACBXFG2LC97QAt6Hoi2AYo6iLQAAAFA4mNMWAAAAAAAAAIoQirYAAAAAAAAAUIRQtAUAAAAAAACAIoSiLQAAAFAEjRw5UqtWrVJqaqqSkpJy7G/evLn+/e9/a+/evTp58qT++OMPPf744x7IFAAAAAXNz9MJAAAAAMgpICBAn332mSIjI/XAAw/k2N+mTRsdPnxYd999t+Li4tShQwe9++67ys7O1ltvveWBjAEAAFBQHBJLeRcLxssEeB3HpbfquvEjB/AqDl169zFPGDBggKZMmaLy5cuft++bb76pRo0aKTw8/CJkBgAAgMLC9AgAAACAlyhbtqwSExM9nQYAAAD+piJRtH300UcVGxurtLQ0rV69Wu3atTtn/z59+ig6OlppaWnatGmTevTokaPP2LFjtX//fp08eVJLly5VSEiI2/7y5ctr7ty5On78uJKSkvTee+8pMDCwQJ8XAAAAcLGEhYXpjjvu0LvvvnvOfgEBASpdurQrSpUqdZEyBAAAQF55vGjbt29fTZo0SWPHjlXr1q3122+/afHixapUqVKu/cPCwvTxxx9r1qxZatWqlSIiIhQREaEmTZq4+jzzzDN6/PHHNWjQILVv316pqalavHixSpQo4eozb948NWnSRN26ddNNN92kTp06nfcNLgAAAPB3jBs3TmZ2zmjYsGG+z9ukSRMtXLhQY8eO1dKlS8/Zd8SIEUpOTnZFfHz8hT4dAAAAFBKPz2m7evVqrV27VkOGDHEm5HAoLi5O06dP1/jx43P0nz9/vgIDA3XzzTe72iIjI7Vx40Y98sgjkqT9+/dr4sSJmjhxoiSpTJkyOnTokAYOHKhPPvlEoaGhio6OVtu2bRUVFSVJuv766/Xtt9/qiiuu0IEDBwr7aecfc9oC3oc5bQEUc8xpm39BQUGqWLHiOfvs2rVLp06dcm2fb07bRo0aafny5Xrvvff0wgsvnDeHgIAAt8EMZqYTJ07k8RkAAADgYvDz5IP7+/urTZs2GjdunKvNzLRs2TKFhYXlekxYWJgmTZrk1rZ48WL16tVLklSnTh1VrVpVy5Ytc+1PTk7WmjVrFBYWpk8++URhYWFKSkpyFWwladmyZTp9+rTat2+viIiIgnuSAAAAwH8lJCQoISGhwM7XuHFj/fDDD5ozZ06eCraSlJmZqczMzALLAQAAAAXPo0XboKAg+fn56dChQ27thw4dUmhoaK7HBAcH59o/ODjYtf9M27n6HD582G1/dna2EhMTXX3+6q8jEk6fPq3U1NTzPcWCk5x88R4LAApJsriXAUBe1ahRQxUqVFDNmjXl6+urFi1aSJJ27Nih1NRUNWnSRD/88IMWL16sSZMmqUqVKpKc72sLsjAMAACAi8+jRdviZMSIERozZoxre9++fapRo8bFS6Bs2Yv3WABQSMqKexkA5NWLL76ogQMHurY3btwoSerSpYtWrlypPn36qHLlyrrnnnt0zz33uPrt3r1bderUucjZAgAAoCB5dCGyhIQEZWVluUYFnFGlShUdPHgw12MOHjx4zv5nPp6vT+XKld32+/r6qkKFCmd93HHjxqlMmTKuCA0NlZ8fNW8UrFKlSun48eOs4gygWONeBhSM++67Tw6HI0esXLlSkjR27Nhc91OwvXi43108XOuLi+t98XCtLx6u9cXDtS4YHi3anjp1SlFRUQoPD3e1ORwOhYeHKzIyMtdjIiMj3fpLUrdu3Vz9Y2NjdeDAAbc+pUuXVvv27V19IiMjVb58ebVu3drV59prr5WPj4/WrFmT6+NmZmYqJSXFFampqcrKyrqwJw6chcPhUJkyZeS4BBeoAuA9uJcBuFRwv7t4uNYXF9f74uFaXzxc64uHa11wzJPRt29fS0tLs3vvvddCQ0PtnXfescTERKtcubJJsjlz5tirr77q6h8WFmaZmZk2bNgwa9iwoY0ePdoyMjKsSZMmrj7PPPOMJSYm2s0332xNmza1L774wnbu3GklSpRw9fn2228tKirK2rVrZx06dLCtW7favHnzPHotCKJ06dJmZla6dGmP50IQBHGhwb2MIIhLJbjfca29NbjeXGtvDK4117q4hcf/v//TTz9VpUqV9OKLLyo4OFgbN25U9+7dXQuF1axZU6dPn3b1j4yM1F133aWXX35Zr776qrZv365evXppy5Ytrj4TJkxQYGCg3n33XZUrV04///yzunfvroyMDFef/v37680339T333+v06dP6z//+Y8ef/zxi/fEAQAAAAAAAOAsPF45JgjCGQEBATZ69GgLCAjweC4EQRAXGtzLCIK4VIL7HdfaW4PrzbX2xuBac62LWzj++wkAAAAAAAAAoAjw6EJkAAAAAAAAAAB3FG0BAAAAAAAAoAihaAsUkNGjR2vDhg2eTgOAFzAz9ezZ09Np5ElB57p8+XJNnjy5wM4HAAAAAMURRVt4laCgIL399tvas2eP0tPTdeDAAS1atEgdOnQo9Md+4403FB4eXqiP0alTJ33//fc6evSoUlNTtW3bNn3wwQfy9/cvkPN37txZZqayZcsWyPmA4qpKlSqaMmWKtm/frrS0NB08eFA///yzBg0apJIlS3o6vfMyM1ccO3ZMP//8s/7xj394Oq08ue222zRq1KhCf5zatWtr3rx5io+PV1pamuLi4hQREaGGDRsW2GMUp+I7gPypVauW3nvvPe3atUsnT57Ujh07NGbMmBzvyZo1a6Yff/xRaWlp2rt3r55++mkPZVy8jRw5UqtWrVJqaqqSkpJy7fPnn31n4o477rjImXqHvFzvGjVq6Ouvv1ZqaqoOHTqkCRMmyNfX9yJn6n1iY2NzfB0/++yznk7Lazz66KOKjY1VWlqaVq9erXbt2nk6Ja8zevToHF/D0dHRnk6r2PLzdAJAQfrPf/6jgIAADRgwQLt27VKVKlUUHh6uihUrXvA5/f39derUqfP2S01NVWpq6gU/zvk0atRIixYt0vTp0/X4448rLS1N9evXV+/eveXr65unHC8mX19fZWdnezoNIN/q1KmjVatW6dixYxo5cqQ2b96sjIwMNWvWTA899JDi4+P11VdfeTrN8xo4cKAWLVqkoKAgvfLKK/r666/VtGlTxcbG5ujr5+enrKwsD2SZ09l+OSxIfn5+Wrp0qbZu3arbbrtNBw4c0BVXXKEePXqoXLlyhf74+VWUXh8ATqGhofLx8dHDDz+sHTt2qGnTppo5c6YCAwNdhdnSpUtryZIlWrZsmQYNGqRmzZrp/fff17FjxzRz5kwPP4PiJSAgQJ999pkiIyP1wAMPnLXfmZ99Zxw7duwiZOd9zne9fXx89M033+jgwYPq0KGDqlatqg8//FCnTp3S888/74GMvcuoUaPc7hEpKSkezMZ79O3bV5MmTdKgQYO0Zs0aPfHEE1q8eLEaNmyoI0eOeDo9r/L777+ra9eurm3ex/49RhDeEGXLljUzs06dOp2338yZM+3w4cN2/Phx+/7776158+au/aNHj7YNGzbYAw88YLt27bLs7Gx78MEHLT4+3hwOh9u5IiIibNasWW7H/Xn/fffdZ7///rulp6fb/v37bfr06XnO468xdOhQ27Vr13mvw9VXX20//vijnTx50vbu3WtTp061yy+/3LU/ICDAXnvtNdu7d6+lp6fb9u3b7f7777datWrZX82ePdt1zNSpU+3QoUOWlpZmP/30k7Vt29Z1zs6dO5uZWffu3W3dunWWkZFhnTt39vjXBEFcSHz33Xe2d+9et++bs0WNGjUsIiLCUlJS7Pjx4/bJJ59Y5cqV3foMGjTIduzYYRkZGRYTE2N333232/6QkBBbuXKlpaWl2ZYtW6xr165mZtazZ0+TZP7+/jZ9+nTbv3+/paWl2e7du+255547Z15/Pl6SVa1a1czMHnroIdf+QYMG2cKFC+3EiRM2evToAsn1zL2gbNmyrmNatGhhZma1atVytXXo0MGWL19uqamplpiYaIsWLbJy5cqZJFu+fLlNnjzZ1Tc2NtZGjBhhs2bNsuTkZNuzZ489+OCDbnmFhYXZhg0bLC0tzdauXWs9e/Y0M7MWLVrken3O5FSzZs1zXscrrrjCPvnkE0tKSrKjR49aRESE2/OQzn6fj42NdbufxsbG5vlr4myvD0EQRTueeuop27lzp2t70KBBdvToUfP393e1jRs3zqKjoz2ea3GNAQMGWFJSUq77/vqzjyi86929e3fLyspye8/z8MMP27Fjx9y+3on8R2xsrA0dOtTjeXhjrF692u33cYfDYfv27bNnn33W47l5U+RWFyH+Vng8AYIokPD19bXk5GSbNGmSBQQEnLXfkiVLbOHChdamTRsLCQmx119/3Y4cOWLly5c3yXmTSUlJsW+//dZatmxpzZo1s3Llyll6erpde+21rvOUL1/ere2vN6dBgwbZyZMn7fHHH7f69etb27Zt3X4Any+Pv8Ydd9xhaWlpds0115z1udWtW9dSUlJs6NChFhISYmFhYRYVFWXvv/++q8/8+fNtz5491qtXL6tTp45de+211rdvX/Px8bFbb73VzMzq169vVapUsTJlypgkmzJliu3bt8+6d+9ujRo1stmzZ9vRo0dduZ4p1GzcuNG6du1qdevWPevzIIiiHBUqVLDs7Ow8vXlzOBy2fv16+/HHH61169Z25ZVX2tq1a2358uWuPr169bKMjAx75JFHrH79+vbkk0/aqVOnrEuXLq5zbNq0yZYuXWrNmze3a665xqKiotx+8Rw+fLjt2bPHOnbsaDVr1rSrr77a+vXrd87c/vqLa7ly5czM7LHHHnPtP3jwoA0cONDq1KljNWrUKJBc81K0bdGihaWlpdlbb71lzZs3t8aNG9vgwYOtYsWKJuVetE1ISLBHHnnE6tWrZ88++6xlZWVZgwYNTJKVLl3aEhIS7MMPP7RGjRpZ9+7dLSYm5pxF22rVqllWVpYNGzbMfHx8cu3j5+dnW7Zssffee8+aNm1qoaGhNnfuXIuOjnb9Qnqu+3xQUJCZmQ0YMMCqVKliQUFBefqaONvr4+nvDYIgzh8vvfSSrV271rU9Z84c++KLL9z6dOnSxczM9YcqIn9xvqLtvn377MiRI7ZmzRq77777PJ5vcY+zXe+xY8fmKMrUrl3bzMxatmzp8byLc8TGxtqBAwcsISHB1q9fb0899ZT5+vp6PK/iHv7+/nbq1Kkcf9j54IMPLCIiwuP5eVOMHj3aTpw4YfHx8bZz506bO3cu72X/Xng8AYIosLjtttvs6NGjdvLkSfv555/tlVdesWbNmrn2X3311Xbs2LEcRd3t27e7Rm6NHj3aMjIyXL9gn4kvvvjC3nvvPdf2gw8+aPv27XONvv1r0Xbfvn320ksv5ZpnXvL4a/j4+Nj7779vZmb79++3BQsW2ODBg6106dKuPjNnzrR33nknx2NlZWVZiRIlrH79+mZmFh4enutj5FZwufzyyy0jI8PuvPNOV5ufn5/t27fPnnrqKbfjbrnlFo9/DRDE34krr7zSzMx69erl1n7kyBFLSUmxlJQUe+2110ySde3a1U6dOmVXXHGFq1+jRo3MzFwj0X/++WebMWOG27k++eQT+/rrr02SdevWzTIzM61q1aqu/ddff71bIXTq1Km2bNmyfD2PPx9fsmRJe/PNN+3UqVOu+6GZ2aRJk9yOKYhc81K0nTdvnv30009nzT23ou2HH37o1ufgwYP28MMPm+Qc2XPkyBErUaKEa/8DDzxwzqKtJHv00UftxIkTrv90eOGFF6xOnTqu/f37988xGs7f399SU1OtW7duJp37Pv/X1yGv1/lsrw9BEEU76tWrZ8eOHbN//vOfrrbFixfneF925udEaGiox3MujnGuou0LL7xgHTp0sJYtW9ozzzxjaWlpNmTIEI/nXJzjbNd7xowZtmjRIre2kiVLmpnzP+88nXdxjieffNI6d+5szZo1s4cfftgSExNt4sSJHs+ruMeZ/zq76qqr3NrHjx9vq1ev9nh+3hTdu3e3Pn36WLNmzey6666zVatW2e7du61UqVIez604BguRwassWLBA1apV0y233KJFixapS5cuWr9+vQYMGCBJatGihUqVKqWjR48qJSXFFXXq1FG9evVc59mzZ48SEhLczj1v3jz17t1bAQEBkqT+/ftr/vz5MrMceVSqVEnVq1fX999/n2ueec3jz06fPq37779f1atX1zPPPKP4+HiNHDlSW7ZsUXBwsOu8AwcOdDvn4sWL5evrqzp16qhly5bKysrSypUr83xN69Wrp4CAAK1atcrVlpWVpV9//VWNGjVy67tu3bo8nxcoTq688kq1bNlSW7ZsUYkSJSQ555mOi4vTvn37XP2io6OVlJTk+t5o1KiR2/eOJK1atcptf1xcnA4cOODaHxkZ6db/gw8+UMuWLbV161ZNnTpV3bp1c+3717/+5fb9/mcff/yxq71379564IEHtHnzZtf+v36/FkSuedGyZcuz3hvPZtOmTW7bBw8eVOXKlSVJDRs21KZNm5SRkeHa/+uvv573nG+//baCg4PVv39/RUZG6vbbb9eWLVtc82+1aNFCISEhbtc3MTFRl112merVq3fe+/zZnO86n8H9FPCMcePG5bqg1Z/jrwsWVqtWTYsWLdJnn32m9957z0OZFz8Xcq3P5eWXX9Yvv/yijRs3asKECZowYQILv/1JQV9v5F1+rv3kyZO1cuVKbd68WTNmzNDw4cM1ZMgQ1++gQFG3aNEiff7559q8ebOWLFmiG264QeXKlVPfvn09nVqxxEJk8DoZGRlatmyZli1bppdfflkzZ87U2LFjNWfOHJUqVUoHDhxQly5dchz354UKcltQ7KuvvpLD4dCNN96otWvX6pprrtGTTz6Zaw5paWnnzDGveeRm//79mjt3rubOnatRo0Zp27ZtGjRokMaMGaNSpUppxowZmjZtWo7j9u7dq5CQkHOe++8qzIXYgIthx44dOn36dI5fWs4s3nW+7+3CsGHDBtWpU0c9evRQ165d9emnn2rZsmW6/fbb9X//93964403cj3uySef1LJly3T8+PEcf4SSCuf79fTp05Ikh8PhavvrSuoXcg3/utCimcnH5+//3fnEiRP6+uuv9fXXX+uFF17Q4sWL9cILL2jZsmUqVaqUoqKi1L9//xzHHTlyxPVcCwv3U8AzJk6cqA8++OCcfXbt2uX6vGrVqlq+fLl++eUXPfTQQ279Dh48qCpVqri1ndk+ePBgwSRcjOX3WufXmjVr9H//938KCAhQZmbmBZ/HWxTk9T548KCuvPJKtza+ts/u71z7NWvWyN/fX7Vr19a2bdsKIbtLQ0JCgrKysnK9J/M1W7iOHz+ubdu2FXotwltRtIXX++OPP9SrVy9J0vr16xUcHKysrCzt2bMnX+fJyMjQggUL1L9/f4WEhGjr1q3asGFDrn1PnDih2NhYhYeHa8WKFTn2/508/uzYsWM6cOCAAgMDXedt3Lixdu7cmWv/zZs3y8fHR507d851dNiZN7S+vr6utp07dyojI0NXX3219u7dK8m5knm7du00ZcqUC84dKIoSExO1dOlSPfbYY5o+fbpOnjx51r7R0dGqUaOGrrjiCtdo20aNGql8+fL6448/XH2uvvpqffjhh67jrr76arf9NWrUUHBwsOsN41VXXZXjsVJSUvTpp5/q008/1eeff67FixerfPnyOnLkyFlXuz148OBZ7wVnez5/N9czuVStWtX1B6iWLVu69dm0aZPCw8M1ZsyYPOd2Llu3btXdd9/t9kt5u3btLuhcMTEx6tChgyTn/fSOO+7Q4cOHz7pq87nu85Lznvrn+6l0/usMwLMSEhJy/UNXbqpVq6bly5crKipK9913X47/voqMjNQrr7wiPz8/18rZ3bp1U0xMzHn/SH8pyM+1vhAtW7ZUYmIiBdv/KsjrHRkZqeeff16VKlVy/ezv1q2bjh8/zs+zXPyda9+yZUtlZ2fr8OHDBZzVpeXUqVOKiopSeHi4Fi5cKMk5yCA8PFxvvvmmh7PzboGBgapXr54++ugjT6dSbHl8jgaCKIioUKGCff/999a/f39r1qyZ1a5d2/r06WMHDhxwm4v2xx9/tA0bNli3bt2sVq1aFhYWZi+//LK1adPGpHOvdhgeHm5paWkWHR1tzz//vNu+vx5377332smTJ23IkCEWEhJirVq1ci0ClJc8/hoPPfSQvf3229atWzerW7euNW7c2F577TXLysqyTp06mSRr1qyZpaam2vTp061FixYWEhJit9xyi9sqme+//77t2bPHevbsabVr17bOnTvb7bffbpJzcZ7s7Gy79957LSgoyAIDA02STZ482fbt22fXX3+920JkZxbRyG0eS4IorlG3bl07cOCA/fHHH9a3b18LDQ21Bg0aWP/+/e3AgQP2xhtvuPquX7/eVq5caa1atbJ27drlWIisZ8+elpGRYYMGDbKQkBDXolOdO3c2ybm41++//26LFy+25s2bW8eOHW3t2rVuc6E++eST1q9fP2vYsKHVr1/fZs6cafv373fNp51b5DaX6vn2F0Sufn5+tmfPHvvkk08sJCTEbrjhBouOjnab07Z+/fqWnp5ub731ljVr1swaNmxogwYNOudCZH9dRXnDhg02evRok/63ENkHH3xgoaGhdt1119kff/xhZmbNmzfP9fm3aNHCIiIirHfv3taoUSOrV6+e3X///ZaSkmIvvPCCSc65+bZu3Wo//PCDdezY0XW/nDp1qlWvXt2k89/nt27dam+99ZZVqVLFdb8833XOy+tHEITno1q1arZt2zZbunSpVatWzapUqeKKM33KlCljBw4csDlz5ljjxo2tb9++duLEibOuX0CcPWrUqGEtWrSwUaNGWXJysrVo0cJatGjheq9600032QMPPGBNmjSxevXq2aBBg+zEiRM2ZswYj+deHON819vHx8c2bdpkixYtsubNm9t1111nhw4dsldeecXjuRfnuOqqq2zo0KHWvHlzq1Onjt1111126NAh++CDDzyemzdE3759LS0tze69914LDQ21d955xxITE61y5coez82b4vXXX7dOnTq5ahxLliyxw4cP51gziMhzeDwBgiiQCAgIsFdffdXWrVtnSUlJduLECYuOjrYXX3zRLrvsMle/UqVK2dSpU23fvn2WkZFhe/bssY8++si1mNC5irYOh8Pi4+PNzNwWrDnbcQ899JBFR0dbRkaGxcfH29SpU/Ocx1+jZcuW9uGHH9rOnTstLS3Njhw5YitWrLCbbrrJrV/btm1t8eLFlpycbCkpKbZx40YbMWKEa3+JEiVs4sSJFh8fb+np6bZt2zYbOHCga/8LL7xg+/fvt+zsbJs9e7brmKlTp9rhw4ctLS3NfvrpJ9dCSxJFW8L7Ijg42KZNm2Y7d+60jIwMS05OttWrV9vw4cOtZMmSrn41atSwiIgIS0lJsePHj9snn3yS443foEGDbMeOHZaRkWExMTF29913u+2vX7++/fjjj5aenm4xMTF23XXXuRXt/vnPf9r69estJSXFjh07ZkuXLj3vyswXUrQtiFwlWYcOHey3336zkydP2sqVK613795uRVtJ1qlTJ/v5558tLS3NEhMT7bvvvnPdP/JbtJVkYWFhtnHjRktPT7e1a9dav379zMysQYMGuT7/ihUr2pQpU2zTpk2WnJxsx48ft99++82GDRvmVgyvUqWKffDBB657344dO2zGjBluC0Ce6z5/00032bZt2ywzM9NiY2PzfJ0p2hJE0Y8BAwbY2fy5X7NmzezHH3+0tLQ0i4uLs2eeecbjuRfHmD17dq7X+swfvK6//npbv3696/3vhg0b7KGHHjrnHziJC7/ekqxmzZr2zTffWGpqqh0+fNhef/118/X19XjuxTlatWplkZGRlpSUZCdPnrQtW7bYc889l2PxauLCY/DgwbZ7925LT0+31atX25VXXunxnLwtPv74Y1etIS4uzj7++GOrW7eux/MqruH47ycAAABe4a677tLs2bNVtmxZpaenezodAAAAAMg35rQFAADF2j333KNdu3YpPj5eLVq00Pjx4/Xpp59SsAUAAABQbFG0BQAAxVpwcLBefPFFBQcH68CBA/rss8/0/PPPezotAAAAALhgTI8AAAAAAAAAAEWIj6cTAAAAAAAAAAD8D0VbAAAAAAAAAChCKNoCAAAAAAAAQBFC0RYAAAAAAAAAihCKtgAAAAAAAABQhFC0BQAAAADAS4wePVobNmzwdBooAH/ntfzwww81YsSIv/X4H3/8sYYNG/a3zgHgwlG0BQAAAACgAAUFBentt9/Wnj17lJ6ergMHDmjRokXq0KFDoT/2G2+8ofDw8EJ9jE6dOun777/X0aNHlZqaqm3btumDDz6Qv79/gZy/c+fOMjOVLVu2QM53Nl26dNFXX32lw4cPKy0tTTt27ND8+fN1zTXXFOrj5sbM1LNnzwI5V/PmzXXDDTdo2rRprrbhw4fr0KFDOnToUI5C7JVXXql169bJ19fXrf3ll1/W888/rzJlyhRIXgDyh6ItAAAAAAAF6D//+Y9atWqlAQMGqEGDBrrlllu0YsUKVaxY8YLPmdeCaGpqqhITEy/4cc6nUaNGWrRokdatW6dOnTqpWbNmGjJkiDIzM3MU/YqCs+X0yCOPuArPd9xxhxo2bKhbb71Vv/zyiyZPnnzW8/n4+MjhcBRWugViyJAh+uyzz5SamipJatasmV588UX169dPd955p15++WU1bdpUkvP6vPPOOxo0aJCys7PdzrNlyxbt3LlTd99990V/DgCcjCAIgiAIgiAIgiCIvx9ly5Y1M7NOnTqdt9/MmTPt8OHDdvz4cfv++++tefPmrv2jR4+2DRs22AMPPGC7du2y7Oxse/DBBy0+Pt4cDofbuSIiImzWrFlux/15/3333We///67paen2/79+2369Ol5zuOvMXToUNu1a9d5r8PVV19tP/74o508edL27t1rU6dOtcsvv9y1PyAgwF577TXbu3evpaen2/bt2+3++++3WrVq2V/Nnj3bdczUqVPt0KFDlpaWZj/99JO1bdvWdc7OnTubmVn37t1t3bp1lpGRYZ07d86RW40aNSwjI8MmTpx43ucxYMAAS0pKsptvvtm2bNlip06dslq1alm5cuVszpw5lpiYaKmpqfbtt99aSEiI67jDhw9b7969XdsbNmyw/fv3u12f9PR0K1mypMXGxro939jYWLfX8u6777bY2Fg7duyYffzxx1aqVKmz5uvj42NJSUl2ww03uNpuv/12i4yMdG2vXr3a+vTpY5LsueeesylTppz1fKNGjbIff/zR499XBHGJhscTIAiCIAiCIAiCIAivCF9fX0tOTrZJkyZZQEDAWfstWbLEFi5caG3atLGQkBB7/fXX7ciRI1a+fHmTnAW7lJQU+/bbb61ly5bWrFkzK1eunKWnp9u1117rOk/58uXd2v5atB00aJCdPHnSHn/8catfv761bdvWhg4dmuc8/hp33HGHpaWl2TXXXHPW51a3bl1LSUmxoUOHWkhIiIWFhVlUVJS9//77rj7z58+3PXv2WK9evaxOnTp27bXXWt++fc3Hx8duvfVWMzOrX7++ValSxcqUKWOSbMqUKbZv3z7r3r27NWrUyGbPnm1Hjx515XqmaLtx40br2rWr1a1bN9fn8cQTT5iZWZUqVc77eg4YMMAyMjLs559/trCwMGvQoIGVLFnSIiIibMuWLdaxY0dr3ry5fffdd7Zt2zbz8/MzSfb555+7iuNnXrekpCRr2LChSbKRI0faTz/9ZJIsKCjIzMwGDBhgVapUsaCgINdrmZycbJ9//rk1adLEOnbsaPv377eXX375rPm2bNnSzMwqV67sagsNDbWjR49ajRo1rGbNmpaYmGihoaFWt25d27p16zmLwNdff72lp6ef82uZIIhCC48nQBAEQRAEQRAEQRBeE7fddpsdPXrUTp48aT///LO98sor1qxZM9f+q6++2o4dO5ajELZ9+3Z78MEHTXIW7DIyMlwFvDPxxRdf2HvvvefafvDBB23fvn2u0bd/Ldru27fPXnrppVzzzEsefw0fHx97//33zcxs//79tmDBAhs8eLCVLl3a1WfmzJn2zjvv5HisrKwsK1GihNWvX9/MzMLDw3N9jDPF17Jly7raLr/8csvIyLA777zT1ebn52f79u2zp556yu24W2655Zyvz9tvv23Hjh3L8ZqlpKS4omnTpiY5i7Zm5jb6OCQkxMzMwsLCXG0VKlSw1NRU1wjWxx57zDZv3myS7JZbbrHIyEj74osv7OGHHzbJWSz/c/HVzKxnz55uOY0ePdpOnDjhVlQdP36826jZv0bPnj3t1KlTOdoffvhhi4mJsZiYGFcOS5cutZ49e1rv3r1t8+bNtn79+hzF+GbNmpmZWc2aNT3+fUUQl1owpy0AAAAAAAVowYIFqlatmm655RYtWrRIXbp00fr16zVgwABJUosWLVSqVCkdPXpUKSkprqhTp47q1avnOs+ePXuUkJDgdu558+apd+/eCggIkCT1799f8+fPl5nlyKNSpUqqXr26vv/++1zzzGsef3b69Gndf//9ql69up555hnFx8dr5MiR2rJli4KDg13nHThwoNs5Fy9eLF9fX9WpU0ctW7ZUVlaWVq5cmedrWq9ePQUEBGjVqlWutqysLP36669q1KiRW99169ad93x/vV6LFy9Wy5YtdeONN6pUqVJuc+FmZGRo06ZNru1GjRrp1KlTWrNmjastMTFRW7dudeWycuVKNW7cWEFBQercubNWrFihFStWqEuXLvLz81OHDh20YsWK8+a5e/dunThxwrV94MABVa5c+az9S5YsqYyMjBztM2bMUGhoqEJDQzVjxgzde++9SklJUWRkpN577z3deuutGjZsmObPn+/62pKktLQ0SdLll19+3lwBFCw/TycAAAAAAIC3ycjI0LJly7Rs2TK9/PLLmjlzpsaOHas5c+aoVKlSOnDggLp06ZLjuGPHjrk+P7OQ1J999dVXcjgcuvHGG7V27Vpdc801evLJJ3PN4UzB7Wzymkdu9u/fr7lz52ru3LkaNWqUtm3bpkGDBmnMmDEqVaqUZsyYoWnTpuU4bu/evQoJCTnnuf+u3K7bn23fvl3lypVTlSpVdOjQIdcxO3fuVFZWVo7+57uOudm8ebMSExPVuXNnde7cWc8//7wOHjyoZ599Vu3atZO/v79++eWX857n1KlTbttmJh+fs4+/S0hIUGBgoPz9/XMce0bFihU1evRoderUSe3bt9e2bdu0Y8cO7dixQ/7+/mrQoIF+//13SVKFChUkSUeOHMnrUwdQQBhpCwAAAABAIfvjjz8UGBgoSVq/fr2Cg4OVlZWlnTt3usXRo0fPeZ6MjAwtWLBA/fv315133qmtW7dqw4YNufY9ceKEYmNjFR4enuv+v5PHnx07dkwHDhxwe36NGzfOcc6dO3fq1KlT2rx5s3x8fNS5c+dcz5eZmSlJbqNdd+7cqYyMDF199dWuNj8/P7Vr105//PFHnnOVpM8//1yZmZl69tln83XcGdHR0fL391f79u1dbRUqVFDDhg3dcvnpp5/Us2dPNWnSRD///LM2bdqkEiVK6OGHH9a6det08uRJV9/MzEy353uhNm7cKElq3LjxWftMnjxZkydPVnx8vHx9feXv7+/a5+fn55ZH06ZNFRcXl6+vBwAFg6ItAAAAAAAFpEKFCvr+++/Vv39/NWvWTLVr11afPn30zDPPaOHChZKkZcuWKTIyUhEREerWrZtq1aqlsLAwvfzyy2rTps15H2PevHm68cYbdf/992vevHnn7DtmzBgNHz5cQ4YMUUhIiFq1aqXHHnvsgvN46KGH9Pbbb6tbt26qW7euGjdurNdee01NmjTRV199JUkaP368OnTooOnTp6tFixYKCQnRLbfcounTp0tyTvswZ84cvf/+++rZs6dq166tzp076/bbb3ftP336tG666SYFBQUpMDBQJ0+e1L/+9S+9/vrruv7669WoUSPNnDlTl19+uWbNmpW3F+e/4uLiNHz4cA0dOlQffPCBunTpolq1aqlVq1Z6/PHHJUnZ2dlnPX7Hjh2KiIjQzJkzdfXVV6t58+aaO3eu4uPjXa+xJK1YsUJ33nmnNm7cqNTUVJmZfvzxR/Xv3z/H1BC7d+9WeHi4qlSponLlyuXr+fxZQkKCoqKi1LFjx1z3d+3aVQ0aNNBbb70lSVq7dq1CQ0PVvXt3Pfjgg8rOztbWrVtd/a+55hotWbLkgvMB8Pd4fGJdgiAIgiAIgiAIgvCGCAgIsFdffdXWrVtnSUlJduLECYuOjrYXX3zRLrvsMle/UqVK2dSpU23fvn2WkZFhe/bssY8++siuuOIKk3IuKPbncDgcFh8fb2ZmderUcduX23EPPfSQRUdHW0ZGhsXHx9vUqVPznMdfo2XLlvbhhx/azp07LS0tzY4cOWIrVqywm266ya1f27ZtbfHixZacnGwpKSm2ceNGGzFihGt/iRIlbOLEiRYfH2/p6em2bds2GzhwoGv/Cy+8YPv377fs7GybPXu265ipU6fa4cOHLS0tzX766Sdr27at65jcFjA7V4SHh9s333xjCQkJlpmZaQcOHLAFCxbYdddd5+ozYMAAS0pKynFsuXLlbM6cOZaUlGSpqan23XffWUhIiFufFi1amJnZuHHjXG1Dhw41M3N7DEl200032bZt2ywzM9NiY2PP+loOHTrUtf9sMWjQIPuI55EAAAEKSURBVPvll19ytF922WUWExNjLVq0cGt/4IEH7MCBA7Z792674YYb3F6jpKQka9++vce/rwjiUgzHfz8BAAAAAABAMXfZZZdp69atuuOOO7R69eoLPs+gQYN066236vrrry/A7ADkFdMjAAAAAAAAeIn09HTde++9CgoK+lvnOXXqlIYMGVJAWQHIL0baAgAAAAAAAEARwkhbAAAAAAAAAChCKNoCAAAAAAAAQBFC0RYAAAAAAAAAihCKtgAAAAAAAABQhFC0BQAAAAAAAIAihKItAAAAAAAAABQhFG0BAAAAAAAAoAihaAsAAAAAAAAARQhFWwAAAAAAAAAoQijaAgAAAAAAAEAR8v/xqyqExuzQ/gAAAABJRU5ErkJggg==\n"
          },
          "metadata": {}
        }
      ]
    }
  ]
}