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  "cells": [
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      "cell_type": "markdown",
      "source": [
        "## **Assignment #2: Classification, Regression, Clustering, Evaluation**"
      ],
      "metadata": {
        "id": "w84cR3AZIU0e"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "`Version: April 2026`"
      ],
      "metadata": {
        "id": "sDxa7s952Ukh"
      }
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "DNz7MhZdeUem"
      },
      "execution_count": 52,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [],
      "metadata": {
        "id": "xi3YxJnH2YGd"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### **Overview**\n",
        "\n",
        "In this assignment, you'll level up your data science toolkit. While the first assignment focused on the data, on this one you will practice:\n",
        "\n",
        "- Classification models\n",
        "\n",
        "- Regression models\n",
        "\n",
        "- Feature Engineering\n",
        "\n",
        "- Evaluations\n",
        "\n",
        "You’ll go from raw data to insights by building a full modeling pipeline, enhancing your dataset, and training different models.\n",
        "\n",
        "This assignment will be completed individually."
      ],
      "metadata": {
        "id": "n7afdXdxIbLA"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### **Objectives**\n",
        "\n",
        "You’ll gain hands-on experience in:\n",
        "- Evaluation\n",
        "- Classification\n",
        "- Regression\n",
        "- Dataset preparation\n",
        "- Explore various data hubs\n",
        "- Engineering meaningful features\n",
        "- Communicating findings clearly - visually and verbally\n",
        "\n",
        "<br><br>"
      ],
      "metadata": {
        "id": "lJAPMumvIUyW"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### **Submission Guidelines**\n",
        "\n",
        "1. Please note that this assignmnet must be submitted alone.\n",
        "2. Submit the link to your HugingFace Model.\n",
        "\n",
        "Your HF model should include:\n",
        "- README file: explanations, visuals, insights, etc.\n",
        "- **Video**: Include the video of your presentation in the README file.\n",
        "- **Python Notebook**: upload a copy of this notebook, with all of your coding work. Do not submit a Colab link; include the `.ipynb` file in the HF model.\n",
        "- **ML Models:** Upload your models.\n",
        "\n",
        "Note: Students may be randomly chosen to present their work in a quick online session with the T.A., typically lasting ±10 minutes. Similar to Peer Review.\n",
        "\n",
        "<br><br>\n",
        "\n"
      ],
      "metadata": {
        "id": "MwRmaJBiIjMR"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### **Evaluation Criteria**\n",
        "\n",
        "* **Data Handling & EDA (20%)**\n",
        "  Thoughtful and thorough data cleaning; handling of missing values, outliers, duplicates, and more; well-chosen visualizations; clear statistical summaries; use of EDA to guide modeling choices.\n",
        "\n",
        "* **Feature Engineering (20%)**\n",
        "  Creative and effective feature creation, transformation, encoding, selection, scaling, and more; integration of clustering results as features; clear explanation of feature choices and their impact.\n",
        "\n",
        "* **Model Training (20%)**\n",
        "  Appropriate selection of models; correct train/test split; reproducible code; logical modeling workflow with a solid baseline and improvements post-feature engineering. An iterative process.\n",
        "\n",
        "* **Evaluation & Interpretation (20%)**\n",
        "  Use of relevant evaluation metrics; structured model comparison; use of feature importance or visualizations to interpret results; clear discussion of what the model learned and how it performed.\n",
        "\n",
        "* **Presentation (20%)**\n",
        "  4–6 minute video with clear delivery; structured narrative; visuals that support the explanation; confident, professional communication of findings and lessons.\n",
        "\n",
        "* **Bonus (up to +10%)**\n",
        "  Extra work such as trying data science tools, creative visualizations, advanced hyper param tuning, interactive dashboards, and deeper business/domain insights.\n",
        "\n",
        "* **Late Submission (-10% per day)**\n",
        "  Assignments submitted after the deadline will receive a 10% penalty per day.\n",
        "\n",
        "<br><br>"
      ],
      "metadata": {
        "id": "hD9SZmagIjOV"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### **Additional Guidelines**\n",
        "\n",
        "- The first thing you should do is download a copy of this notebook to your drive.\n",
        "- Keep your dataset size manageable. If the dataset is too large, you can sample a subset.\n",
        "- Run on Colab (CPU is fine). Colab free is enough. No GPU needed.\n",
        "- You may use any Python package (scikit-learn, xgboost, lightgbm, catboost, etc.).\n",
        "- No SHAP required. Use `feature_importances`, and similar tools.\n",
        "- Make sure your results are reproducible (set **seeds** where needed).\n",
        "- Be thoughtful with your cluster features — only use them if they help!\n",
        "- Your presentation should tell a story; what worked, what didn’t, and why.\n",
        "- Be creative, but also rigorous."
      ],
      "metadata": {
        "id": "h3vpVHSxIUwI"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### Assignment High-level Flow"
      ],
      "metadata": {
        "id": "7lTH1B5b5c12"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        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)"
      ],
      "metadata": {
        "id": "EK9fe2XygjgM"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "<br><br><br>\n",
        "\n",
        "---\n",
        "\n",
        "---\n",
        "\n",
        "<br><br><br>"
      ],
      "metadata": {
        "id": "6kUonEv8Ipkp"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "imports"
      ],
      "metadata": {
        "id": "acyYQrhPdEhB"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import os\n",
        "import random\n",
        "from pathlib import Path\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "\n",
        "import seaborn\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "import seaborn as sns\n",
        "from pathlib import Path\n"
      ],
      "metadata": {
        "id": "H9ZazAMOc5jC"
      },
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "Set Seeds"
      ],
      "metadata": {
        "id": "TPaWKBWmdGNF"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "SEED = 42\n",
        "\n",
        "random.seed(SEED)\n",
        "np.random.seed(SEED)\n",
        "os.environ['PYTHONHASHSEED'] = str(SEED)\n",
        "\n"
      ],
      "metadata": {
        "id": "zBaCUY21dHeF"
      },
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "For Jupyter Notebooks"
      ],
      "metadata": {
        "id": "INAizD1WeZcf"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "%matplotlib inline\n",
        "sns.set_theme(style=\"whitegrid\", context=\"notebook\")\n",
        "plt.rcParams[\"figure.figsize\"] = (10, 6)\n",
        "%config InlineBackend.figure_format = 'retina'"
      ],
      "metadata": {
        "id": "G0hg5eohd4s-"
      },
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "Warnings"
      ],
      "metadata": {
        "id": "UwSXkPGvecLK"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import warnings\n",
        "warnings.filterwarnings('ignore')"
      ],
      "metadata": {
        "id": "Nk9C78G3d7vp"
      },
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "<br><br>\n",
        "\n",
        "---\n",
        "\n",
        "<br><br>"
      ],
      "metadata": {
        "id": "evFmlLbzdgBj"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Part 1: Select a Regression Dataset**\n",
        "\n",
        "1. Choose a numeric & categorical tabular dataset. If you prefer, you may use  open-source datasets; [Hugginface](https://huggingface.co/datasets?task_categories=task_categories:tabular-classification&sort=trending), [Kaggle](https://www.kaggle.com/datasets?tags=13302-Classification&minUsabilityRating=8.00+or+higher), etc.\n",
        "\n",
        "2. Avoid choosing a \"basic\"/\"small\" dataset.\n",
        "      - 10K rows and more.\n",
        "      - 15 features and more.\n",
        "      - Mix of Numeric & Categorial features are a must.\n",
        "\n",
        "3. The Label (target variable) is numeric.\n",
        "\n",
        "4. Please submit your dataset [here](https://forms.gle/zS8aZbBzuBV2z7wZ7), to share it with the class so everyone can see.\n",
        "And make sure your chosen dataset is unique using this [link](https://docs.google.com/spreadsheets/d/1M8uojrzhSyVnOlSAJpzCKxrhWdzPR77k4x8Kxvr8VDk/edit?usp=sharing).\n",
        "\n",
        "      *Note: Due to their popularity, the following are datasets you may not choose.*\n",
        "      > - Iris dataset\n",
        "      > - Wine dataset\n",
        "      > - Titanic dataset\n",
        "      > - Boston Housing dataset\n",
        "      > - ImageNet, Cifar, CelebFaces, IMDB\n",
        "\n",
        "5. Choose a dataset with a combination of numeric and textual values. This way you would have enough information to work on.\n",
        "\n",
        "6. Briefly describe your chosen dataset (source, size, features) and the question you want to answer."
      ],
      "metadata": {
        "id": "a_vsO0Q1IOMT"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#Data explanation"
      ],
      "metadata": {
        "id": "0rd-8KEclePe"
      },
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "My data set has Tennis games from 200-2017, Each match record describes the tournament (surface, level, round, format, date) and the two players (name, hand, height, age, country, and ATP rank).\n",
        "It also records what happened: the final score, the duration in minutes, and on-court stats like aces, double faults, and break points."
      ],
      "metadata": {
        "id": "GFaHgQJyKwa5"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#The question"
      ],
      "metadata": {
        "id": "kKpEMf9sjhYV"
      },
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "Which pre-match factors most strongly determine how long an ATP match lasts, and how accurately can a model predict match duration in minutes from those factors alone?\n"
      ],
      "metadata": {
        "id": "feShpqqn1hn5"
      }
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "n0PmH7SrlzMq"
      },
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "os.makedirs(\"/root/.kaggle\", exist_ok=True)\n",
        "!cp /content/kaggle.json /root/.kaggle/kaggle.json\n",
        "!chmod 600 /root/.kaggle/kaggle.json\n",
        "!pip install kaggle --quiet\n",
        "!kaggle datasets download -d gmadevs/atp-matches-dataset -p /content/atp_data --unzip --force\n",
        "\n",
        "print(\"\\nFiles in /content/atp_data:\")\n",
        "!ls /content/atp_data | head -30"
      ],
      "metadata": {
        "id": "OI0MZzohKwfE",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "f986a7c4-8028-4391-b488-f971d174a049"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "cp: cannot stat '/content/kaggle.json': No such file or directory\n",
            "chmod: cannot access '/root/.kaggle/kaggle.json': No such file or directory\n",
            "Dataset URL: https://www.kaggle.com/datasets/gmadevs/atp-matches-dataset\n",
            "License(s): CC-BY-NC-SA-4.0\n",
            "Downloading atp-matches-dataset.zip to /content/atp_data\n",
            "100% 2.69M/2.69M [00:00<00:00, 168MB/s]\n",
            "\n",
            "\n",
            "Files in /content/atp_data:\n",
            "atp_matches_2000.csv\n",
            "atp_matches_2001.csv\n",
            "atp_matches_2002.csv\n",
            "atp_matches_2003.csv\n",
            "atp_matches_2004.csv\n",
            "atp_matches_2005.csv\n",
            "atp_matches_2006.csv\n",
            "atp_matches_2007.csv\n",
            "atp_matches_2008.csv\n",
            "atp_matches_2009.csv\n",
            "atp_matches_2010.csv\n",
            "atp_matches_2011.csv\n",
            "atp_matches_2012.csv\n",
            "atp_matches_2013.csv\n",
            "atp_matches_2014.csv\n",
            "atp_matches_2015.csv\n",
            "atp_matches_2016.csv\n",
            "atp_matches_2017.csv\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "DATA_DIR = Path(\"/content/atp_data\")\n",
        "YEARS = range(2000, 2018)  # 2000–2017 inclusive\n",
        "\n",
        "# Auto-find the CSVs (gmadevs sometimes nests them in a subfolder)\n",
        "csv_files = sorted(DATA_DIR.rglob(\"atp_matches_*.csv\"))\n",
        "print(f\"Found {len(csv_files)} ATP match CSVs\")\n",
        "\n",
        "dfs = []\n",
        "for f in csv_files:\n",
        "    try:\n",
        "        year = int(f.stem.split(\"_\")[-1])\n",
        "    except ValueError:\n",
        "        continue\n",
        "    if year in YEARS:\n",
        "        df_y = pd.read_csv(f, low_memory=False)\n",
        "        df_y[\"source_year\"] = year\n",
        "        dfs.append(df_y)\n",
        "\n",
        "df = pd.concat(dfs, ignore_index=True)\n",
        "print(f\"\\nLoaded {len(df):,} matches across {df['source_year'].nunique()} years\")\n",
        "print(f\"Columns ({df.shape[1]}): {df.columns.tolist()}\")\n",
        "df.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 321
        },
        "id": "lQ6NS60JisUT",
        "outputId": "ad82eb2f-1a51-4a02-cbfe-07cf2a185378"
      },
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Found 18 ATP match CSVs\n",
            "\n",
            "Loaded 53,571 matches across 18 years\n",
            "Columns (50): ['tourney_id', 'tourney_name', 'surface', 'draw_size', 'tourney_level', 'tourney_date', 'match_num', 'winner_id', 'winner_seed', 'winner_entry', 'winner_name', 'winner_hand', 'winner_ht', 'winner_ioc', 'winner_age', 'winner_rank', 'winner_rank_points', 'loser_id', 'loser_seed', 'loser_entry', 'loser_name', 'loser_hand', 'loser_ht', 'loser_ioc', 'loser_age', 'loser_rank', 'loser_rank_points', 'score', 'best_of', 'round', 'minutes', 'w_ace', 'w_df', 'w_svpt', 'w_1stIn', 'w_1stWon', 'w_2ndWon', 'w_SvGms', 'w_bpSaved', 'w_bpFaced', 'l_ace', 'l_df', 'l_svpt', 'l_1stIn', 'l_1stWon', 'l_2ndWon', 'l_SvGms', 'l_bpSaved', 'l_bpFaced', 'source_year']\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "  tourney_id tourney_name surface draw_size tourney_level  tourney_date  \\\n",
              "0   2000-717      Orlando    Clay        32             A    20000501.0   \n",
              "1   2000-717      Orlando    Clay        32             A    20000501.0   \n",
              "2   2000-717      Orlando    Clay        32             A    20000501.0   \n",
              "3   2000-717      Orlando    Clay        32             A    20000501.0   \n",
              "4   2000-717      Orlando    Clay        32             A    20000501.0   \n",
              "\n",
              "   match_num winner_id  winner_seed winner_entry  ... l_ace l_df  l_svpt  \\\n",
              "0        1.0    102179          NaN          NaN  ...  13.0  4.0   110.0   \n",
              "1        2.0    103602          NaN            Q  ...   0.0  0.0    57.0   \n",
              "2        3.0    103387          NaN          NaN  ...   2.0  2.0    65.0   \n",
              "3        4.0    101733          NaN          NaN  ...   4.0  6.0   104.0   \n",
              "4        5.0    101727          4.0          NaN  ...   0.0  3.0    47.0   \n",
              "\n",
              "  l_1stIn  l_1stWon  l_2ndWon  l_SvGms  l_bpSaved  l_bpFaced source_year  \n",
              "0    59.0      49.0      31.0     17.0        4.0        4.0        2000  \n",
              "1    24.0      13.0      17.0     10.0        4.0        9.0        2000  \n",
              "2    39.0      22.0      10.0      8.0        6.0       10.0        2000  \n",
              "3    57.0      35.0      24.0     15.0        6.0       11.0        2000  \n",
              "4    28.0      17.0      10.0      8.0        3.0        6.0        2000  \n",
              "\n",
              "[5 rows x 50 columns]"
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              "        vertical-align: middle;\n",
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              "      <th>tourney_id</th>\n",
              "      <th>tourney_name</th>\n",
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              "      <th>tourney_date</th>\n",
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              "      <th>winner_seed</th>\n",
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              "      <th>l_2ndWon</th>\n",
              "      <th>l_SvGms</th>\n",
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              "      <th>l_bpFaced</th>\n",
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              "    <tr>\n",
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              "      <td>Clay</td>\n",
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              "      <td>A</td>\n",
              "      <td>20000501.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>103602</td>\n",
              "      <td>NaN</td>\n",
              "      <td>Q</td>\n",
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              "      <td>57.0</td>\n",
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              "      <td>10.0</td>\n",
              "      <td>4.0</td>\n",
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              "      <td>2000</td>\n",
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              "    <tr>\n",
              "      <th>2</th>\n",
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              "      <td>Orlando</td>\n",
              "      <td>Clay</td>\n",
              "      <td>32</td>\n",
              "      <td>A</td>\n",
              "      <td>20000501.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>103387</td>\n",
              "      <td>NaN</td>\n",
              "      <td>NaN</td>\n",
              "      <td>...</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>65.0</td>\n",
              "      <td>39.0</td>\n",
              "      <td>22.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>8.0</td>\n",
              "      <td>6.0</td>\n",
              "      <td>10.0</td>\n",
              "      <td>2000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>2000-717</td>\n",
              "      <td>Orlando</td>\n",
              "      <td>Clay</td>\n",
              "      <td>32</td>\n",
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              "      <td>NaN</td>\n",
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              "      <td>11.0</td>\n",
              "      <td>2000</td>\n",
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              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>2000-717</td>\n",
              "      <td>Orlando</td>\n",
              "      <td>Clay</td>\n",
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              "      <td>6.0</td>\n",
              "      <td>2000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>5 rows × 50 columns</p>\n",
              "</div>\n",
              "    <div class=\"colab-df-buttons\">\n",
              "\n",
              "  <div class=\"colab-df-container\">\n",
              "    <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-d858b3e4-811a-4bbc-b0c5-41c66c12145c')\"\n",
              "            title=\"Convert this dataframe to an interactive table.\"\n",
              "            style=\"display:none;\">\n",
              "\n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\" viewBox=\"0 -960 960 960\">\n",
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              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
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              "      border-radius: 50%;\n",
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              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
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              "      width: 32px;\n",
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              "\n",
              "    .colab-df-convert:hover {\n",
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              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
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              "\n",
              "    [theme=dark] .colab-df-convert {\n",
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              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
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              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "    <script>\n",
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              "        document.querySelector('#df-d858b3e4-811a-4bbc-b0c5-41c66c12145c button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
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              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
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              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
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            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "variable_name": "df"
            }
          },
          "metadata": {},
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(f\"Shape:        {df.shape}\")\n",
        "print(f\"Memory:       {df.memory_usage(deep=True).sum() / 1e6:.1f} MB\")\n",
        "print(f\"\\nMatches per year:\\n{df['source_year'].value_counts().sort_index()}\")\n",
        "print(f\"\\nMissingness (top 10):\\n{df.isna().sum().sort_values(ascending=False).head(10)}\")\n",
        "print(f\"\\nTarget 'minutes' summary:\\n{df['minutes'].describe()}\")\n",
        "print(f\"Missing minutes: {df['minutes'].isna().sum():,} \"\n",
        "      f\"({df['minutes'].isna().mean()*100:.1f}%)\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "uh4xNcX7itc7",
        "outputId": "b940670c-875e-43e6-ca17-afc540550848"
      },
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Shape:        (53571, 50)\n",
            "Memory:       57.1 MB\n",
            "\n",
            "Matches per year:\n",
            "source_year\n",
            "2000    3364\n",
            "2001    3307\n",
            "2002    3236\n",
            "2003    3214\n",
            "2004    3277\n",
            "2005    3257\n",
            "2006    3257\n",
            "2007    3152\n",
            "2008    3110\n",
            "2009    3074\n",
            "2010    3058\n",
            "2011    3030\n",
            "2012    3025\n",
            "2013    2959\n",
            "2014    2901\n",
            "2015    2958\n",
            "2016    3004\n",
            "2017     388\n",
            "Name: count, dtype: int64\n",
            "\n",
            "Missingness (top 10):\n",
            "winner_entry    44350\n",
            "loser_entry     40419\n",
            "loser_seed      39097\n",
            "winner_seed     29445\n",
            "minutes         10358\n",
            "w_1stIn          9120\n",
            "w_bpSaved        9120\n",
            "w_1stWon         9120\n",
            "w_2ndWon         9120\n",
            "w_SvGms          9120\n",
            "dtype: int64\n",
            "\n",
            "Target 'minutes' summary:\n",
            "count    43213.000000\n",
            "mean       103.897230\n",
            "std         39.666277\n",
            "min          3.000000\n",
            "25%         75.000000\n",
            "50%         97.000000\n",
            "75%        125.000000\n",
            "max        665.000000\n",
            "Name: minutes, dtype: float64\n",
            "Missing minutes: 10,358 (19.3%)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [],
      "metadata": {
        "id": "Lgum4x_tKwjL"
      }
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "SWIrnfSLKwnE"
      },
      "execution_count": 10,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "<br><br><br>\n",
        "\n",
        "---\n",
        "\n",
        "<br><br><br>"
      ],
      "metadata": {
        "id": "4t2QNyE6IPKS"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Part 2: Exploratory Data Analysis (EDA)**\n",
        "\n",
        "Use your EDA to tell the story of your data - highlight interesting patterns, anomalies, or relationships that lead you toward your classification goal. Ask interesting questions, and answer them.\n",
        "\n",
        "\n",
        "1. **Data Cleaning** : Check for missing values, duplicate entries, scaling/normalize issues,  parsing dates, fixing typos, or any inconsistencies.  Document how you address them.\n",
        "2. **Outlier Detection & Handling**: Identify outliers and decide whether to keep or remove them, providing a short justification.\n",
        "2. **Descriptive Statistics**: Summarize the data (e.g., mean, median, correlations) to reveal patterns.\n",
        "4. **Visualizations**: Use a set of  plots (e.g., histograms, scatter plots, box plots) to illustrate **key insights.** Label charts, axes, and legends clearly.\n",
        "\n",
        "Tip: not necessarily in this order."
      ],
      "metadata": {
        "id": "6eLmNWJJIPS0"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# === Inspect missingness BEFORE dropping anything ===\n",
        "miss = df.isna().sum().sort_values(ascending=False)\n",
        "miss_pct = (miss / len(df) * 100).round(1)\n",
        "miss_table = pd.DataFrame({\"missing\": miss, \"pct\": miss_pct})\n",
        "print(\"Top 15 columns by missingness:\")\n",
        "print(miss_table.head(15))"
      ],
      "metadata": {
        "id": "fUEbi2wOhssS",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "c2238910-58f7-4b10-c4e2-634576d4469d"
      },
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Top 15 columns by missingness:\n",
            "              missing   pct\n",
            "winner_entry    44350  82.8\n",
            "loser_entry     40419  75.4\n",
            "loser_seed      39097  73.0\n",
            "winner_seed     29445  55.0\n",
            "minutes         10358  19.3\n",
            "w_1stIn          9120  17.0\n",
            "w_bpSaved        9120  17.0\n",
            "w_1stWon         9120  17.0\n",
            "w_2ndWon         9120  17.0\n",
            "w_SvGms          9120  17.0\n",
            "l_svpt           9120  17.0\n",
            "l_1stIn          9120  17.0\n",
            "w_ace            9120  17.0\n",
            "w_df             9120  17.0\n",
            "w_svpt           9120  17.0\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [],
      "metadata": {
        "id": "w69eaRq6hr9K"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Data Cleaning\n",
        "df_clean = df.copy()\n",
        "n_start = len(df_clean)\n",
        "\n",
        "# Drop: missing target, duplicates, retirements/walkovers (in one pass)\n",
        "bad_score = df_clean[\"score\"].astype(str).str.contains(\"RET|W/O|DEF\", case=False, na=False)\n",
        "df_clean = df_clean[df_clean[\"minutes\"].notna() & ~bad_score].drop_duplicates().reset_index(drop=True)\n",
        "\n",
        "# Parse date\n",
        "df_clean[\"tourney_date\"] = pd.to_datetime(df_clean[\"tourney_date\"], format=\"%Y%m%d\", errors=\"coerce\")\n",
        "df_clean[\"year\"]  = df_clean[\"tourney_date\"].dt.year\n",
        "df_clean[\"month\"] = df_clean[\"tourney_date\"].dt.month\n",
        "\n",
        "# Categorical dtypes\n",
        "for c in [\"surface\", \"tourney_level\", \"round\", \"winner_hand\", \"loser_hand\",\n",
        "          \"winner_ioc\", \"loser_ioc\", \"best_of\"]:\n",
        "    df_clean[c] = df_clean[c].astype(\"category\")\n",
        "\n",
        "# Leakage columns (kept in df_clean, excluded from model features later)\n",
        "LEAKAGE_COLS = [\"score\", \"minutes\"] + [\n",
        "    f\"{p}_{s}\" for p in \"wl\" for s in\n",
        "    [\"ace\",\"df\",\"svpt\",\"1stIn\",\"1stWon\",\"2ndWon\",\"SvGms\",\"bpSaved\",\"bpFaced\"]\n",
        "]\n",
        "\n",
        "print(f\"Removed {n_start - len(df_clean):,} rows total\")\n",
        "print(f\"Shape: {df_clean.shape} | \"\n",
        "      f\"Date range: {df_clean['tourney_date'].min().date()} → {df_clean['tourney_date'].max().date()}\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "t0eMOD_4kk81",
        "outputId": "11694717-9d04-473d-f842-a571f90e806c"
      },
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Removed 11,743 rows total\n",
            "Shape: (41828, 52) | Date range: 2000-01-03 → 2015-05-24\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Target summary statistics\n",
        "print(\"Target ('minutes') — summary:\")\n",
        "print(df_clean[\"minutes\"].describe().round(1))\n",
        "print(f\"\\nMedian: {df_clean['minutes'].median():.0f} min   \"\n",
        "      f\"IQR: {df_clean['minutes'].quantile(0.25):.0f}–{df_clean['minutes'].quantile(0.75):.0f} min\")\n",
        "\n",
        "# Mean / median minutes by key categorical features\n",
        "for col in [\"surface\", \"tourney_level\", \"round\", \"best_of\"]:\n",
        "    print(f\"\\nMatch duration by {col}:\")\n",
        "    print(\n",
        "        df_clean.groupby(col, observed=True)[\"minutes\"]\n",
        "        .agg([\"mean\", \"median\", \"count\"])\n",
        "        .sort_values(\"mean\", ascending=False)\n",
        "        .round(1)\n",
        "    )\n",
        "\n",
        "# Correlations of numeric features with the target\n",
        "num_cols = df_clean.select_dtypes(include=np.number).columns\n",
        "target_corr = (\n",
        "    df_clean[num_cols].corr()[\"minutes\"]\n",
        "    .drop(\"minutes\")\n",
        "    .sort_values(key=abs, ascending=False)\n",
        ")\n",
        "print(\"\\nCorrelation with 'minutes' (sorted by |corr|):\")\n",
        "print(target_corr.round(3).head(15))"
      ],
      "metadata": {
        "id": "Qe5k-9DLK07M",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "71a9d68d-ddfd-4d28-8a1b-f60a6cb650f5"
      },
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Target ('minutes') — summary:\n",
            "count    41828.0\n",
            "mean       105.2\n",
            "std         39.0\n",
            "min          6.0\n",
            "25%         76.0\n",
            "50%         98.0\n",
            "75%        126.0\n",
            "max        665.0\n",
            "Name: minutes, dtype: float64\n",
            "\n",
            "Median: 98 min   IQR: 76–126 min\n",
            "\n",
            "Match duration by surface:\n",
            "          mean  median  count\n",
            "surface                      \n",
            "Grass    111.2   103.0   4427\n",
            "Clay     106.0    98.0  14028\n",
            "Hard     104.2    97.0  21995\n",
            "Carpet    94.3    88.0   1378\n",
            "\n",
            "Match duration by tourney_level:\n",
            "                mean  median  count\n",
            "tourney_level                      \n",
            "G              147.5   140.0   7530\n",
            "F              107.3   102.0    215\n",
            "C              102.3    98.0     29\n",
            "M               98.9    93.0   8603\n",
            "A               94.9    89.0  25451\n",
            "\n",
            "Match duration by round:\n",
            "        mean  median  count\n",
            "round                      \n",
            "R128   135.7   127.0   4648\n",
            "F      113.9   108.0   1021\n",
            "R64    108.6   101.0   7202\n",
            "SF     104.6    97.0   1982\n",
            "QF     101.4    95.0   3895\n",
            "R16    100.0    93.0   7737\n",
            "RR      99.8    95.0    507\n",
            "R32     97.5    91.0  14836\n",
            "\n",
            "Match duration by best_of:\n",
            "          mean  median  count\n",
            "best_of                      \n",
            "5.0      147.6   140.0   7626\n",
            "3.0       95.8    90.0  34202\n",
            "\n",
            "Correlation with 'minutes' (sorted by |corr|):\n",
            "w_svpt       0.920\n",
            "l_svpt       0.914\n",
            "l_SvGms      0.907\n",
            "w_SvGms      0.903\n",
            "w_1stIn      0.860\n",
            "l_1stIn      0.850\n",
            "l_1stWon     0.840\n",
            "w_1stWon     0.825\n",
            "l_2ndWon     0.759\n",
            "w_2ndWon     0.715\n",
            "w_bpFaced    0.627\n",
            "w_bpSaved    0.513\n",
            "l_bpFaced    0.434\n",
            "l_bpSaved    0.431\n",
            "l_ace        0.417\n",
            "Name: minutes, dtype: float64\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Outlier Detection & Handling\n",
        "\n",
        "# Decision 1: Drop matches under 30 min — impossible (a triple-bagel 6-0 6-0 6-0 takes ≥30 min)\n",
        "n0 = len(df_clean)\n",
        "df_clean = df_clean[df_clean[\"minutes\"] >= 30].reset_index(drop=True)\n",
        "print(f\"Dropped {n0 - len(df_clean):,} matches with minutes < 30\")\n",
        "\n",
        "# Decision 2: Replace impossible heights with NaN (ATP players range ~155–215 cm)\n",
        "for col in [\"winner_ht\", \"loser_ht\"]:\n",
        "    bad = (df_clean[col] < 150) | (df_clean[col] > 230)\n",
        "    df_clean.loc[bad, col] = np.nan\n",
        "    print(f\"{col}: set {bad.sum():,} impossible values to NaN (imputed in Step 4)\")\n",
        "\n",
        "# Decision 3: Replace impossible ages with NaN (pro players span ~14–45)\n",
        "for col in [\"winner_age\", \"loser_age\"]:\n",
        "    bad = (df_clean[col] < 14) | (df_clean[col] > 45)\n",
        "    df_clean.loc[bad, col] = np.nan\n",
        "    print(f\"{col}: set {bad.sum():,} impossible values to NaN\")\n",
        "\n",
        "# Decision 4 (no code): KEEP the long tail of minutes.\n",
        "# The 665-min max is the Isner–Mahut Wimbledon 2010 marathon — a real, famous match.\n",
        "# Removing real long matches would bias the model.\n",
        "\n",
        "print(f\"\\nFinal shape: {df_clean.shape}\")\n",
        "print(f\"Minutes range: {df_clean['minutes'].min()}–{df_clean['minutes'].max()}\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "9RUE2b5OrvfX",
        "outputId": "105a30c6-5e3e-4b74-9e94-4a88a4a12492"
      },
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Dropped 8 matches with minutes < 30\n",
            "winner_ht: set 0 impossible values to NaN (imputed in Step 4)\n",
            "loser_ht: set 0 impossible values to NaN (imputed in Step 4)\n",
            "winner_age: set 0 impossible values to NaN\n",
            "loser_age: set 0 impossible values to NaN\n",
            "\n",
            "Final shape: (41820, 52)\n",
            "Minutes range: 30.0–665.0\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### **Research:** Pose relevant questions about your dataset, then answer them using visual elements (e.g. charts or plots) to provide clear insights.\n",
        "\n",
        "For example, in the 2nd lecture the entire class took a survey. Then, we talked about the collected data and desplayed the collected data using the right **plots** - Lines, Bars, Hist, Pie, Map, HeatMap, Area, Time, etc.\n",
        "\n",
        "An aditional more specific example, would be the questions we asked during the recitation on the `Titanic` dataset:\n",
        "  - \"Did survival rates differ by gender?\"\n",
        "  - \"Was passenger class related to survival?\"\n",
        "  - \"What was the age distribution of survivors vs. non-survivors?\"\n",
        "  - \"Did embarking location (port) have any effect on survival?\"    \n",
        "  \n",
        "And how we answered those questions using **plots**.\n",
        "\n",
        "The idea is to pose questions that can uncover patterns, correlations, or anomalies in your dataset, then back those up with clean, insightful visualizations."
      ],
      "metadata": {
        "id": "lo68PsjTK0_j"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#Q1 — How is match duration distributed across the two formats?\n"
      ],
      "metadata": {
        "id": "0ch5l8tIK1Dt"
      },
      "execution_count": 15,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "b3 = df_clean.loc[df_clean[\"best_of\"]==3, \"minutes\"]\n",
        "b5 = df_clean.loc[df_clean[\"best_of\"]==5, \"minutes\"]\n",
        "\n",
        "plt.figure(figsize=(10, 5))\n",
        "sns.histplot(b3, bins=50, color=\"steelblue\", label=\"Best-of-3\", alpha=0.6)\n",
        "sns.histplot(b5, bins=50, color=\"coral\",     label=\"Best-of-5\", alpha=0.6)\n",
        "plt.axvline(b3.median(), color=\"steelblue\", linestyle=\"--\", linewidth=2,\n",
        "            label=f\"Best-of-3 median = {b3.median():.0f}\")\n",
        "plt.axvline(b5.median(), color=\"coral\", linestyle=\"--\", linewidth=2,\n",
        "            label=f\"Best-of-5 median = {b5.median():.0f}\")\n",
        "plt.title(\"Match Duration Distribution by Format\")\n",
        "plt.xlabel(\"Minutes\"); plt.ylabel(\"Number of Matches\")\n",
        "plt.legend(); plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 493
        },
        "id": "-QdWXTb41J8q",
        "outputId": "646aadcb-b7eb-4bc0-9974-a2b8126635be"
      },
      "execution_count": 16,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x500 with 1 Axes>"
            ],
            "image/png": 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          },
          "metadata": {
            "image/png": {
              "width": 869,
              "height": 476
            }
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#Q2 — Does the playing surface affect duration once we control for format?"
      ],
      "metadata": {
        "id": "fr6mGS4f1M6k"
      },
      "execution_count": 17,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(10, 5))\n",
        "sns.boxplot(data=df_clean, x=\"surface\", y=\"minutes\", hue=\"best_of\",\n",
        "            order=[\"Clay\",\"Hard\",\"Grass\",\"Carpet\"])\n",
        "plt.title(\"Match Duration by Surface, Split by Best-of Format\")\n",
        "plt.xlabel(\"Surface\"); plt.ylabel(\"Minutes\")\n",
        "plt.ylim(0, 350); plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 493
        },
        "id": "BILy9Yeo1M-D",
        "outputId": "d694cfa5-3f13-4b6e-fbed-b28149f1b55b"
      },
      "execution_count": 18,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x500 with 1 Axes>"
            ],
            "image/png": 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YjCUuLg6zZ89GZmam2vLbt2/j9u3b2LlzJ9566y2tCYcePXrgsccew5UrV1BYWIjDhw9jzJgx9R7z0KFDQlLLx8enSZNaQNX3aTVHR8c621ZWVmLNmjVYv369xnm0oKAABQUFSEhIwKZNm/DGG2/g/fffr7Un582bN/HOO+/gxo0bGuukUinS0tKQlpaG06dP44cffsCRI0fQsWPHRrxC/QkLC8OKFSs0vh/y8/ORn5+PhIQEbNy4ES+//LLRfxfoy48//ogff/xR49+7+rf0xYsX8euvv2LWrFmYMWOGzvttzHmmoqICX331ldbe/7GxsYiNjcW///6L4OBgiEQilJaW4oMPPtD4DVFeXo4TJ07gxIkTeP311zF//vxaj3nv3j2MGzcO+fn5WtdnZGQgIyMDp06dwo8//ohvvvkGAwcO1Pk1ERHRw4mJLSIiooeUubk5nnvuOWzbtg3p6ek4c+YM+vfvr9Fuz549wk3KsWPHNugY9+7dE47l5eUFd3d32NjYQKlUIisrCxcvXkReXh7kcjm+/vprANCa3JoyZQoA4O+//xZudA0fPhwuLi4abbt06aKxbMOGDQgJCRFeh0gkgre3Nzw9PWFlZYX8/HwkJSXh5s2bAFBvwkUqleKNN95AUlISLC0t0bdvX7Rr1w4lJSWIiYlBTk4OgKqngqvHVzG2oUOHolWrVsJrO3v2rFESW//73/8QGhoKoGosoD59+sDGxgaZmZkoKChQa1v9/jEzM0OXLl3QqVMn2NjYwNTUFDk5OYiPj0dGRgaUSiU2btwImUyGzz77TOOY1TdDoqKikJKSAgAYMGAAPDw8NNqqPo3eEAcPHsSHH36IiooKAICpqSn69u0Ld3d3SKVSnD17VnjvHjhwAOnp6di4caNOPQl27dolvK7OnTujZ8+esLCwQEpKCs6fPw+lUon8/Hy89dZbOHToUL09YRqquneQSCSCr68vunTpAplMhri4OKEnXFxcHF599VVs3bpVoxfJmDFjEBoairKyMkRFReHOnTv1PgF94MABodeCn59fnT3y6uLu7i5MK5VK/Prrr5g9e3aj9tWUlEol5s2bh4iICIhEIvTs2ROenp5QKpW4fv06RCIRhg8fDi8vLwBV39MlJSUAqt7vNZ9WV/03ycnJEZJabdu2haenJxwdHWFhYQGpVIobN27g6tWrUCqVuHbtGl5++WXs2bOnzrKMGRkZmDZtmvAdClT1lunTpw+cnJygUChw9+5dXLlyBcXFxXV+xy5btgybNm0S5u3t7dG7d284OTmhvLwcCQkJSEpKglKpxM6dO5GZmYmff/65yR4gcHNzE3qebN68GePHj29QkloXmzZtEnqOdOzYEb6+vhCLxUhKSsLly5cBVP3N33jjDWzevNlgY8F16dIFU6ZMQUlJidB70srKyqAlie/evYsVK1agoKAAEokEAQEBcHR0RGZmJmJiYlBaWoqKigqsXbsWlZWVWscte+GFF7BkyRIAVUkQXRJbYWFhwnRjE+mNFR8fj9u3bwvzjz/+eK1tKyoqMGfOHLXEv4uLC3x9fdGmTRuUlJTg0qVLSEtLg0KhwLp165Cbmys8XKCquLgY06dPF861JiYm6N69O7p06QKJRIKysjJkZGTg2rVryMvL09jeGO+P9evXIyQkRJg3NzdH//790a5dOxQWFiImJgb5+fmoqKjAxo0bce/ePXz33Xdqib3quIGqXpHVD2D5+Pho/AZo7G8Cffriiy+wZcsWYV4ikcDf3x9OTk7IyspCTEwMpFIpysvLsXLlSmRnZ2Px4sX17leX84w2q1evxsaNG2FiYgIfHx906dIFFRUVOHv2rPCbYNeuXejUqRP++9//Yvbs2Th58iTMzMzQp08fuLu7o6ysDDExMcKDQOvXr8djjz2GUaNGaT2mVCoVklqtW7eGp6cn2rdvD4lEArlcjjt37uDixYsoLy9Hfn4+ZsyYgT/++AN9+vRR24+Li4vwb6/6N61eVpO+enkTEZFxMLFFRET0EBs3bhy2bdsGoOrGqLbE1r59+wBU3aTUVuKqLiNGjMDQoUPh7+8PCwsLjfUVFRXYu3cvvvzyS0ilUnz77bcYOXKkRu+A6htU1aXogKpShP7+/vXGcOLECbWkVkBAAJYsWaI1AXb79m3s2rULrVu3rnOfmzdvhkwmw/jx47Fw4ULY2dkJ60pLS/Hxxx/jwIEDAKqesn355ZeN3ktELBajR48eQg+zhpST1KdVq1ZBLBZjyZIlmDRpktqNk5o9SPz9/TF9+nQMGjRI680FpVKJiIgIfPTRR8jNzcXWrVsxevRojZuC1YmMhQsXComtMWPG1FtWUFdpaWn46KOPhKSWr68vvv76a7Wn2isrK7Fx40aEhISgsrIScXFxCA0Nxccff1zv/j/99FO0adMGX331FQYPHqy27syZM3jzzTdRXFyMrKwsbNy4EbNmzdLL6wKqElZyuRyurq5YvXq1Ro+wv/76C59//jnkcjmSkpIQEhKCL774Qq2Nra0tnnvuOezevRtKpRK7du2qN7mkepM5KCio0fF3794dHTp0EG62/fDDD7h9+zamTJmCXr16NdvxqOLi4qBQKNC1a1d8/fXXGmWSZDKZWi+lf/75R0hsvfvuu3UmDl1cXPDBBx/g2WefrbXnxe3bt/HZZ58JZS+//vprLFu2TGtbhUKB999/X0hqWVhYYP78+Zg8eTLEYrFG3KdPn8bOnTu17issLExIallbW2PhwoUYN26cxn6io6Mxf/584Qn99evXG7THr6rhw4cLia0bN25g8uTJ+O9//4thw4bp7SZoSEgIWrVqhaVLl2okZc6dO4c5c+YgIyND6E25a9cujb+RPvTq1Qu9evXCnTt3hMSFnZ2dcE42hHXr1kEul+P555/HZ599pvY3LSgowMcff4wjR44IbQcNGqRx83r06NFYsWIFpFIpYmNjcfv27Tp7HSYnJ+PChQsAqpIGtd1cN4RLly6plYIeMWIEOnXqVGv7tWvXCkktJycnLFmyBCNGjND4Ljt06BA++eQTFBUVYceOHRgwYAACAwPV2uzcuVNIanl6emLNmjVaH/hQKpWIj4/Hrl271L53mvr9cf78eaxcuVKYHzx4MJYvX67Ww00mk2H16tVYv349gKoeqr///jumT5+uETdQ1TOyOrE1ZMiQZlN2sNrBgwfVEjATJkzARx99pPa5KC4uxueffy78Xt+4cSMef/xxPPPMM3XuW5fzTE2ZmZn45Zdf4OHhgW+++UYtqa5QKBASEiL05Fq/fj3kcjlOnjyJvn374quvvlL7HJaVlWHhwoU4dOgQgKrfh4GBgVrPyxYWFpg6dSrGjBmDnj17an2Qobi4GN9//z02bNgAhUKBRYsW4dChQ2ptO3XqJLw/Vf+uhvxOIyIi42Fii4iI6CHm5+eHTp06ITU1FYcPH8aSJUvUElDnz5/HrVu3AADPPfecTr1LVGnrPaPK1NQUEyZMgIWFBebMmQO5XI5t27Zh3rx5DX4t2igUCnz++edCUmvo0KFYu3YtzMy0/8Rxc3PT+vR3TTKZTLhxVpOlpSWCg4Nx7tw53Lt3D1KpFP/884/GDSVj6Ny5s5DYUi171JQUCgVCQ0O1PkFfs5zYBx98UOe+RCIRhg0bhnXr1mHy5MkAqpKOdT3tbgjff/+9UMKqY8eO2LBhg0avKRMTE0yfPh0ikQjLly8HUHVTZdq0aTqVefvtt9+0lsbq168f5s6dKySTwsPD9ZrYksvlkEgk+O2339R6P1Wr7tlQnaDbsWMH3njjDY22kydPFsYq2717N2bNmlVrD5vExEThRqOVldUDfXZEIhEWLFggJNKUSiX27duHffv2wc7ODr169ULPnj3h4+ODPn361JvUbioKhQJOTk7YuHGj1rHTHqT03rBhwzBs2LA627i5uWHdunWYOHEiEhMTsX//fsyfP1/r32f37t1CmVOxWIz169fX+hk0Nzev9fjFxcX46quvhP1s2LCh1vHoAgIC8Ntvv2H8+PEoLy/Hr7/+ipdfflnvPae0mTZtGvbs2SMkS5OSkjBv3jyIxWJ069YNPj4+6NmzJ/z8/LQmCXQhl8uFm7w19e3bF+vXr8eECRMgk8mQlJSEvXv3PlACuDmRy+UYMmQIQkJCNL4jWrdujVWrVmH69OmIjY1FZWUlVq5cqXaDGqj63hg9ejR27NgBpVKJsLAwzJkzp9ZjqibSR44cqddeGidOnNDo7VRZWYmioiIkJSUhKSlJWD5ixAihR7M2d+7cwU8//QSgKoH0559/av1eBqp+s9nb22PatGkAqhJizz33nFrS4Ny5c8L0Rx99VOv7tbq3rrF7L33zzTfCAyR+fn74/vvvNb4Lzc3NMX/+fMhkMmH8qLVr12LSpElG632Tmpqq8cCHNs8++6zaA1vV7+9qI0eOFMr7qbK2tkZISAhKSkqEcn+hoaEYPnx4nT1ZG3OekcvlaNOmDTZt2gQnJye1dWZmZliwYAFOnjwpjH+1Zs0adOnSBRs2bNB4wM3CwgJLly5FVFQU8vPzcfv2bcTHx2t9n3Xo0KHeB4Gsra2xYMECSKVSbNu2DampqTh16pRO43cREdHDybgDQhAREZHBVZcXLC4uxtGjR9XWVT+Bq9rOEJ599lmhR1NUVJTe9nvkyBHh5qNEIkFwcHCtSa2GEIvFWLhwYa3rW7VqpfbE96VLlx74mPqgelOnsLDQKDH4+vrqVBaqIXr16iX0wNPn+0cXhYWFOHjwoDA/b968OksBvvLKK0L5uMrKSuzYsaPeY7zwwgt1jvcyduxY4X198+ZNFBcX6xq+Tl599dVab54CVcmtxx57DEBV4uivv/7SaNOnTx/hdd+9e7fO8ZVUbzKPGjXqgXs7Pvvss1i6dKlGYj4/Px8nTpzA999/jzfffBP+/v6YNGkSNm/eXG850qbw9ttva73Z2FTEYjGef/55AFXlWVVvgqvasGGDMP3qq682OrG8c+dO4XvppZdeqjWpVa1Lly5CybP8/HycOnWqUcdtqNatW2P9+vXC+7maXC5HfHw8/vzzTyxevBjPPfccnnzySSxbtgypqakNOsbjjz9eZ0LXy8tLrXSWts9cSyUSifDxxx/XekPezMxM7Qb32bNnhZ64qlTLCe7evVtIiNQkl8uxd+9erdvpQ/V4aKr/bd26FQcOHBCSWk5OTvj++++xdu3aOpOzmzZtEl7H22+/Xef3MlCVAH7yyScBQCgxqkr1XGHM7xpd3LhxA2fOnBHmlyxZUmeCf+7cuUL51OLiYqEXvTFkZmZqvAe0/ZeQkKC23enTp4Vx/MRiMT7++ONaexmLRCJ8+umnQs/NtLS0Os+z1Rpznpk5c6ZGUquaqakpnnvuObVlc+fO1Vq1Aaj6XaqaeNLH7+WJEycK0039m5CIiJoX9tgiIiJ6yI0dOxbfffcdlEol9uzZg9GjRwOo6pVUXR7E3d0dffv2faDjXLt2DQkJCUhPT0dxcbFGiZPqi/WkpCRUVlbqZbwU1Rudo0aN0tuNm759+9Z6UV+tR48ewnR1cs3YVBME1WXLmlpjSzzdvHkTly9fRlpamvD+qe6JB0AYRD4/Px/37t1Du3bt9BJvfeLi4oT3sr29PYYOHVpnexMTE0ycOFHo7RcTE1PvMUaOHFnnemtra7i5ueHmzZtQKpVIT0/XKCn0IHQZL2XcuHG4cuUKgNpf06RJkxAcHAygKnk1aNAgjTYymUwop1S9jT5MmjQJAwcOxC+//ILw8HCN8dyAqqTcpUuXcOnSJfzyyy8ICQnRqdypoTRFL8/CwkJcuHABycnJyM/Ph1QqRWVlpbBeNWGQkJCg0dMqPT1drc3LL7/c6FhOnjwpTFefh+oTEBCA7du3A6jqfVJf6S196dy5M3bt2oWwsDBs3bpVrdeNqqysLGzatAlbt27Fa6+9hvfff1+nc5uun7nffvsNQFXyRCqVGr3krT74+fnVm7Dx9vZGjx49hERNTEyMRm8jX19fdO/eHQkJCcjIyMDp06e19tw4fvw4cnNzAVSV46tZ1rApZGVl4d1338Xo0aPx8ccf19pz9MSJE8J0ddK5PgEBATh9+jSAqs9I9UMIQNUYe9W2bt2Kzz//vDHhN4no6Ghhunv37mq/sbSRSCQYPXq00GsrJiYGL774okFj1DfV1zxkyJB6f3e6uLjgySefREREBICq16ztPKuqMeeZ+n6TdO3aVZi2sLCot8eU6kMC1Ym8usjlcly8eBGJiYnIyspCSUmJWuJa9fdtzWQhERE9WpjYIiIiesh16NAB/fr1Q2xsLP79919kZWXByckJx44dE56ef5DeWrt378a6det0fmJdLpejqKhILyXBqsfMAKDXG9SqF+21UR13S989aBpL9WLfWCV5VG+q6eKff/7Bt99+q/GkeV3y8vKaLLGlGpevr69OPQJVb5xevXoVSqWyzrGejPl+s7e3r3UcJlW9e/cWphMSErS+pnHjxmHlypUoLy/HsWPHkJeXJzxRX+3o0aPCAPFdu3bVa+mr9u3b49NPP8WiRYtw6dIlnD17FvHx8bhy5Yowzky1+/fv47XXXsNPP/0k9HhoSq6urmr/pvpWPW7W4cOHtY6jok3NcmqA+lh9nTp1UrtR3lDVZVKBqpKWqj2Ga3P//n1huua/oaGZm5vjpZdewksvvYTU1FScOXMGcXFxSEhIQFJSEhQKhdBWLpfjp59+QkZGhlBusS6qn6faeHt7QyKRQCqVoqKiAomJifDz83uQl9Qs6PLaq9tVf//WdvN68uTJQrImLCxM6w12fY3nV5tZs2ZpHbdJKpUiPT0dJ0+exK+//orc3Fzs27cPCQkJ2LJli8ZvoLy8POF3lFgsxtq1a3U6fnJysjBd8zPy3HPPCePdbdu2DVeuXMH48ePx5JNP6vS935RU/411fZ/36dNHSGw15DeEvvXv31+IoyEa+5qrE1v1vebGnGdsbGzq/Z5Xfe926tSp3vH/dP39UlZWhnXr1mHbtm1az0fa6NqOiIgeTkxsERERPQLGjh2L2NhYVFRUYP/+/XjttdeE0jwikahRiS2lUonFixdj165dDd62pKREL4mtnJwcYVqXcYx0VVepuWqqCQ7VG5zGpHrDwFhjCTWk19yaNWt0vnmnqil7o1U/6Q9UJU500aFDB2FaLpejpKSkzkSjLu831RtH+ny/6fqaVNvJZDKtr6l169Z49tlnsW/fPqH816uvvqrWpvomK6D/kmDVzM3N8fjjj6uVzLtz5w4OHz6MjRs3IiMjA0DV33HBggU4evRok4zdpMqQZcGuXr2KV199VWuvtbpo+1ypjtXn6ura6JhKSkrU9t+Y0nrGKq8KVN287dSpk/CeLSkpwb///os///wT//77r9Buz549ePrpp+vtWaZLYl4kEqFt27ZCjznV76KWTNfvHNW/UW2vfcyYMQgNDYVUKkVERARyc3PVPlv3798XejOJxWKDllyuSSKRwMvLC15eXhg9ejQmTZqEjIwMXL9+HStWrBDGYqyWlZUlTMvlco1xxXRR8zMyaNAgTJ06VUi6xMfHC+MbOjo6om/fvujfvz+GDx/+QEnrmvbu3auWFNdm9uzZagmPBz3XtsQER2Nes+r3cH2vuTHnGV1+j5iamja6fW2/XwoKCjBt2rQG98AyVnUCIiJqHjjGFhER0SNg5MiRwo3bPXv2ICcnRyjj17dv30YlhXbs2KGW1Bo0aBC++uor7N+/H2fOnEF8fDwSExOF/1RvQKiWwnoQqhe0+izRVFfvmuZMtWSYo6OjUWKoOc5RbSIjI9WSWn5+fvjyyy+xZ88eREdHa7x/+vfvL7TV1/tHF1KpVJjWNflRs119N16M+X6rbVyMmnR9TS+88IIwrZrEAqrG3qpOApibm+t9LLa6uLq64vXXX8fBgwfV3kvZ2dlqY6g1FV3/7g0lk8nw7rvvCkmtNm3a4K233sKmTZtw4sQJXLhwAdeuXRM+V6o311VLf1ZT/Xe2srJqdFz66GVY2xhKxmBlZYURI0bgt99+w0cffaS2btOmTfVu35jvkoflBq6u731dSutaW1sL4/3I5XKNXoC7du0SzhdPP/200caZcnFxwaxZs4T5ffv2qSWygP9fbvdBaPuMfPzxx1i7dq1G79js7GwcPnwYX375JZ566inMnj0bd+/efeAYgKpxj+obb6rmd4LquVbX33Mt/fNh6NfcmPNMQ3+P6Ov3yxdffCEktcRiMSZNmoQffvgBhw8fxvnz53H16lXhvHXs2DFhO23nLSIienSwxxYREdEjwNraGk8//TQOHDiAxMREfP3118JTk7qM9aHNhg0bhOl3331X7aaNNoa46WBlZSXcwFW9QfAokslkak+69urVSy/7NVQSaf369cL0xIkTsWzZsjpvkBjrppXqzabS0lKdtqnZ7kESAoZWVlamUztdX9Pjjz8ODw8PpKSkICkpCZcuXRJuqKreZH7mmWcMWoqvNtbW1ggNDcWwYcOEm8Bnz55VG4y+MZoy2VqXw4cPC2OYuLi4ICwsDM7OzrW2r+9zpfrv/CCfwZqJnNjYWKP1KtW3V155BSdOnBB6Bl24cAEKhaLOsqWlpaU6lYtV/dw15++RhtD1O0f1nF7Xa588ebKQRA8LC8Nrr70GoOqGt+rDN4bqIaor1ZKnCoUCZ86cURv/SPVcY21tjXPnzunt2CNGjMCIESNw9+5dxMbG4vz58zh37pxQxlCpVOLw4cOIiYnBtm3b0LlzZ70dW1eqr1/X33Mt/fPxKL5mbTIyMhAeHg6gapzSX3/9FQEBAbW2b4lJTCIiMgz22CIiInpEqCawqm/2tGrVqt5BorW5d++eMBaEra0tZs6cWWf74uLiBpfF0oWDg4MwrcuA1A+z48ePq42l069fP402jSlnp4+nyGuqqKhAbGwsgKqbGB988EG9T/3q60nyhlJ9wl/XMX7S09OFabFY3KxvPun6mlTbmZub13ujuVr1+DY1bzIbYqwbXbVt2xaenp7CfM2eE0DDS402l3H2oqKihOlp06bVmdQC6v9cqfb8fJDvWFtbW5ibmwvzqiUOHwaDBg0SpuVyuTCOXG10+dwplUqhbCYAjfHqWipdv8tVx1er67X37t0b3t7eAIAbN24IY7lFR0fj9u3bAKpK1j3xxBONDVkvnJyc1OZVzxOA+u+Z4uJinR+kaIj27dtj3Lhx+OKLLxAeHo5//vkH7777rpB4zs/Px4oVKx74OCtWrFDrca3tv5qlTR/0XNsSPx+Nec2q38Mt8TVrExUVJfS8Gjx4cJ1JLcB4vweJiKj5YWKLiIjoEfHEE09o3Fh5+umndaqPX1NmZqYw7eHhUe/A0efOnTNIuRDVQeijo6P1vv+WQqlU4vfffxfm27RpgwEDBmi0U01GFBYW1vtvcvfuXYPcsM/Ly4NcLgdQdTNP9YaeNsnJyTqNn2GIkn49evQQpi9duqRTObTqG6vV2zfn0pa5ublIS0urt92FCxeE6e7du9f5msaNGyckMcLDw1FaWop///1XuAnp5uZW740rQ1MtmamacKmm2pumviQFACQmJuolrgel+t3ctWvXetufOXOmzvWqPT9TU1PVkg0NpVoK7fz5843eT3NU8z2k7T2lSvXzVJukpCShZ4KpqSm6devW6Pjq05TfUfWNvVRN9W+k+j2sjbZkevX/AWDChAkwMTHurY+aPdVqxuPs7Kw2rpjqecRQ2rVrh1mzZuGLL74QlkVGRqo9JAM0zfuje/fuwrSur131e6S+90hz1JjXXPP3xcNA3+ctIiJ6dDCxRURE9IgwNTXF888/r7assWUIVW9y6PJU8datW3Xar+rNZl16Sag+JR8eHl7rAPMPu/Xr16vd7Hj11Ve1juFibW0tlH8rLS3FzZs369zvoUOH9BpnNdUberqUpdL1/aN6M1nXHmn18fPzE/abm5uLf/75p872lZWVamNLGTuBo4u9e/c2qI2/v3+dbe3t7fHMM88AqOp58L///U/tJvPEiRONmuyTyWRq49G1b99eo43qmIDXrl2rd5//+9//9BPcA2rIZ+vy5cuIj4+vs02HDh3QpUsXYX7Lli2Nju2pp54Sprdu3fpQjY2i+h6xsrKCra1tne337dtX7z5Vx4vy8fHR6ziSNamee6sfOjCU8+fPCz2panP9+nVcuXJFmFcdF0+bMWPGCOMJHTx4EPfv38fff/8NoOoz8aClRvVB9fUAVaVCa1L9jPz555+GDkkwbNgwYVpbj8OmeH+oniuvXr1a7/duaWmp2viILeFcW5NqzCdOnEBOTk6d7TMyMoTxcWtu35Kpnrfqu6YoLS3V6TcL0LTfa0REZBxMbBERET1C3nrrLYSFhQn/qY750BCurq7Cjenr16/XeZPq4MGDiIiI0Gm/qmPuqJZgqs0zzzwj3ICWSqVYvHix3hIaLYFSqcTPP/+Mb775RljWpUsXvPzyy7Vuo9prYvfu3bW2u3//Pn7++Wf9BFqDnZ2d0FOwqKhIKEuozblz53RObDX0/aMLW1tbtXFQQkJC6uzFtnnzZiQlJQGoulmj2pOgufrtt9/q/Azv2rVLSICIRCKdygiqvu6NGzfi6NGjAKoS7BMmTHjAiP+/ixcvYv369Q0q2/XLL7+o/RuqJsir+fj4CN9xFy9exI0bN2rd35YtW3D9+vUGRG04bm5uwvTx48drbVdaWoolS5botM/p06cL07/99hvOnj3bqNhefPFFIeFz5coVrF27Vudtc3NzdeotqQ/BwcFqic/6pKSkqCWqtL2faoqNja0zGXrjxg21JKKhS3fa2toKN5dVe9QaglKpxLJly2pNbFZUVGDp0qXCfN++fdWSq9rY2triueeeA1D1W2D27NkoLy8HAAwcOFCtJ5SxqPaqFolEWpMSr732GkxNTQEAf//9t1r51vpoK6mq68M+qj0xTUxMNMY/bIr3R5cuXdRKKH/55Zd1Hmf16tVCIsja2hqjR4/We0yG9uSTTwolGWUyGYKDg2ttq1QqsXTpUuFv4u7ubvTymvqiet46efJknd/1K1as0LmUrSF+ExIRUfPCxBYREdEjxNbWFj4+PsJ/1TdQGqpNmzZCGcDKykrMnj1b40ZgZWUltmzZgvnz58PU1FTtycnaqJYgOXz4cL1P9JuZmeGTTz4RbkBHRETg9ddfr/Um9J07d/Dtt9+qPQnfEpWUlCA8PByTJk3CypUrhZsA9vb2+Omnn+oc/0j15s9vv/2Gw4cPa7S5cOECXn75ZRQUFNRbZrIxTExMMGTIEGF+4cKFuHTpkka7gwcPYsaMGaioqNCpt4Lq++fYsWMa5ZQa65133hGOn5qaijfeeEMjEVRZWYmNGzeqjU8yZcoUjXFEmhuxWIySkhK89tprGj0KAGDnzp1qCZCgoCB07Nix3v36+/ujU6dOAICEhATh32Lw4MFaeyo0VkFBAUJCQjBs2DAsX74cV65cqfV7Izc3F8HBwfjuu++EZT169NCaiHBychJuPCuVSsydO1ejDJ9CocCGDRuwbNmyekvPNZWhQ4cK07t378aGDRs0bhLeunVL+PfW5XM1fvx4+Pn5Aah66v2NN97Ali1btN50lslkOH78ON555x2NdTY2Nli0aJEwv3btWixYsKDW8VKUSiXOnTuHzz77DEOHDq21B9rChQvh7e0Nb29vtZ4njRUeHo7Ro0fjrbfewuHDhyGVSrW2UygUOHjwIKZOnSokVk1MTPDf//633mOIxWIsWLAABw4c0FgXFxeH119/XUjMeHl5YezYsQ/wiupnbm4ufK7lcrmQiDYEsViMiIgILFy4UOMhgYKCAsydO1coLSwSiTB37lyd9jtp0iRhWrXcoepyYygsLMSSJUvUHvAZPXq02vh11dzd3fHWW28J84sXL8ZXX31Va4JKoVDg9OnTmDdvHsaPH6+x/sUXX8QHH3yAEydO1Ho+vHnzJhYsWCDMDxgwQGtpzaZ4f8ydO1f4XXr27Fm8++67Gr2YZDIZVq5cqZYonDVrVrMey7I21WOMVjtw4AA+/vhjoQRpteLiYixatAhHjhwRls2bN8/o5TX1JSAgQKgycOvWLSxYsACFhYVqbYqLi/HJJ59g27ZtOvde9fLyEqabS69qIiLSL7P6mxARERFpeu+99/Daa6+hsrISV69exZgxY+Dn5wc3NzdIpVKcPXtWeIJ4zpw52LFjh8Zg6TWNGDEC33zzDZRKJf755x9hn6o3LAIDA+Hj4yPMDx06FHPnzsXKlSsBVI21NWrUKHTr1g2enp6QSCQoKChAYmKiUHpP9eZqc5Samqo25gVQ9RR6YWEh0tPTcf36dY2b1X369EFISIjak6/ajBo1Chs2bMC1a9cgl8sxe/ZsPPbYY+jWrRsqKyuRmJiIq1evAgDeffdd7Nq1q95/t8Z46623cPToUZSVlSE9PR2TJ09G79690blzZ8hkMly4cEEYJH3y5MlITU2ts2cXUJU0sbCwQFlZGRISEhAYGIj+/fvD1tZWSH4OHDiwwT0V3d3dsWzZMnz44YeoqKhAXFwcRo4cib59+8Ld3V14v6s+Edy7d2/MmzevgX+Vpufn54fWrVvj77//xsSJE9G7d294eHgI/waqCbwuXbqo3QCtz6RJkxAaGqq2zFA9T3Jzc/H777/j999/h42NDR577DE4OTnBysoKUqkUt27dwpUrV9R6dDo6OuLrr7+u9ebgnDlzEBMTg8rKSly7dg3PPvssAgIC4OLigvz8fJw9exY5OTmQSCT44IMP8OWXXxrktTXEk08+iX79+uHMmTNQKpX46quvsGXLFjz22GOwtrbGrVu3EBcXh4qKCri4uOCVV17R+DeqyczMDKtXr8a0adOQmpqK0tJSfPHFF1i9ejX69OkDJycnVFRUID09HVeuXEFxcXGtYzdOmDABt2/fxg8//ACgqtze/v370a1bN3h4eEAikUAqlSIjIwMJCQkoKirS+99IFxUVFTh+/DiOHz8OU1NTeHt7w83NDXZ2dlAoFMjMzER8fLxGybZ58+ahZ8+e9e5/3rx5CA4OxgcffIA1a9bA19cXZmZmuH79ulp5SIlEghUrVjRJ4vTZZ5/FunXrhPh2794Nd3d3tYcbGvL5r83MmTOxadMm7NmzB3///TcCAgLg4OCArKwsxMTEqCUSZ86ciccff1yn/fbt2xdeXl5qvScdHBz0kuysy4kTJ7SOAVlaWor09HRcvHhRLSnbqVOnOn+DzJo1C+np6di9ezeUSiU2bNiAP/74Az179oS7uzssLCxQUlKC9PR0JCYmCn+vmr2sgKrE14EDB3DgwAFYWFgI72MrKysUFhbi9u3buHz5stDewsIC8+fP1xpXU7w/+vTpgw8++AAhISEAqh5Weuqpp+Dv74927dqhoKAAMTExap+7ESNG4NVXX32g4xpTYGAgzp49K/TQ/Ouvv3Dw4EH4+/vD0dEROTk5iIqKUvtcTJs2TSj3+zBo3bo1XnvtNXz//fcAgP379+PUqVPw9fWFi4sLsrKyEBsbC6lUCjMzM3z66ac6vdeeffZZnD59GgDw9ddf4+TJk/Dy8lL7Pn3zzTfRunVrw7wwIiIyOCa2iIiIqFEGDBiAJUuWYOnSpVAoFJDL5YiNjVVLPpiYmOCtt97CzJkzsWPHjnr32blzZ8yYMQM//fQTACApKUko61bNy8tLLbEFADNmzICrqyuWLVuG7OxsKJVKJCQkICEhQetxDDlWiT5kZmbqPJbNY489hv/85z+YOHGiTk/vmpmZYe3atZg+fbqQtLhy5Ypabx2RSISZM2finXfeaVAppIbw9PTEypUr8eGHH6K0tBRKpRJxcXEaA6i/8MIL+Pjjj/H666/Xu08bGxssXLgQn3/+OZRKJW7fvq3Rs0oikTSqBGdgYCAsLS3x8ccfIzs7GwqFAjExMYiJidFoO3r0aCxdulSnXorNwYoVK6BQKBAREaH13wAAevXqhe+//77WhIU2EyZMwOrVq4WePU5OTmpjyOiDq6sr+vfvj3PnzgnJ3qKiIqHHR20GDx6MJUuW1JkI7tWrF7788kssWbIEFRUVKCsr0xhjzcnJCatXr26yMnm6WL16NWbMmCF8pu/cuSMkiat5enri22+/1dpTUpu2bdti+/bt+Pjjj4WxiwoLC2sdc66u79j33nsPXl5eWL58OTIzM1FRUaHxHVSTr69vrb1HVXvo6aMHwzPPPIPw8HAUFBQAqEpyXb16VUj4a+Pi4oLFixdj5MiROh1j2rRpyM/Px48//ojU1FSkpqZqtHF2dsbq1at1SpTpwxtvvIEjR44gJSUFcrkcJ06c0Gijj8RWhw4d8NNPP2H27NnIysrCsWPHNNqYmpriv//9L+bMmdOgfU+aNEmtnNvYsWMN0utYVXx8fL1j1VUbNmwYvvjiCzg4ONTaRiQSYcWKFXjsscewZs0aFBQUQC6X1/rdXL1Nnz59NJarPhRUVlaGixcvqvVmU+Xq6orQ0FB069ZN6/qmen+8/vrrsLW1xYoVK1BcXAyZTKY2rlQ1U1NTTJkyBQsXLjTqmI36sGTJEjg6OuLHH3+ETCZDSUmJ1lKyrVq1wjvvvIOZM2caIUrDeuedd5Ceni5UVMjPz8fJkyfV2tja2mL58uW1vkdrGj9+PPbt2yc86KHtN9uUKVOY2CIiasGY2CIiIqJG+89//oM+ffrg999/R0xMDDIzM2FhYQEXFxcEBARg4sSJ6NGjR4P2OXfuXPTt2xc7d+7ElStXkJOTo9P4OYGBgXjqqaewZ88enDx5EomJicK4LK1bt0bnzp3Rt29fPPvssw2OydhMTU1hbW0Na2tr2NnZoWvXrnjsscfQr18/nS/wVbm5uWHfvn3YvHkzjhw5gtTUVMhkMjg7O+Pxxx/Hf/7zH/Tq1csAr0Td8OHDsX//fvz+++84ffo07t27B1NTUzg7O6NPnz6YMGGC2pgbuvjPf/6Drl27Yvv27bh48SIyMzOFxNmDGjp0KI4cOYKdO3fin3/+wfXr15GXlwcLCws4OzvD398f48aNa5K/nT5ZW1vjxx9/xP/+9z/s2bMHiYmJyM7Ohq2tLby9vfH8889j3LhxDU4atGnTBn379hWSTOPHj4eZmX4vPzw8PPDHH38gNzcXsbGxOHfuHJKSkpCWlob8/HyUl5fDwsICrVu3hoeHB3x8fPDcc8/B29tbp/0HBQWhd+/e+O233xAdHY2srCy0atUKrq6ueOaZZ/DCCy+gTZs2WhOcxuLo6Iht27bhr7/+Qnh4OK5fv47S0lI4ODigc+fOCAwMxPPPPw9LS0udE1tAVY+QtWvX4tKlSzhw4ABiY2Nx//59FBYWolWrVmjbti26d++OQYMG4dlnn61zX4GBgRg+fDjCw8Nx+vRpxMfHIzc3F1KpFJaWlnBxcUGXLl3Qt29fDBkyBJ07d651X4mJicL0mDFjdH49tfn000/x0Ucf4cKFCzh79iwuX76MmzdvIisrCyUlJcL3cfv27dGtWzc89dRTGDx4cIN7Vb333nsYMmQItm/fjnPnziEzMxNmZmZwd3fHM888gylTpjQokfygbGxsEBYWhj///BMnTpzAjRs3UFRUZJDxlPr06YN9+/Zh+/bt+Pvvv5Geng6pVApnZ2cEBATgpZdewmOPPdbg/T7zzDNqiS1jliE0NzeHjY0N3N3d0bt3b4wePbpBScqpU6di/Pjx2Lt3L/79919cu3YNubm5kMlksLKygouLC7y8vNC/f38MGTJE6zhie/bswYULFxATE4NLly7h5s2byMzMRFlZGSwsLODk5IRu3bph2LBhCAwMrPM93JTvj0mTJuHpp5/GX3/9hZMnTyI1NRUFBQWwsrJC27Zt8cQTT2DixInw9PTU+7GN5e2338bYsWPx119/4fTp07hz5w6KiopgY2MDNzc3PPnkk5g0aRLat29v7FANwtTUFF999RVGjhyJ7du349KlSygsLIStrS3atWuHp59+GhMnToSLi4vGgxq1EYvF+O233xAWFoYjR47g+vXryM/PN+gYgkRE1LRESn1c5RMREREREamQSqUYOHAgpFIpRCIRDh8+rNP4XES6ys/PR0BAAJRKJezs7HDs2DFYW1sbOyytVJOpqsk40p/du3dj4cKFAKpKE/75559GjoiIiIiIDOXhGG2SiIiIiIialYMHDwrjgvTv359JLdK7mJgYoTfmG2+80WyTWtQ0wsLChOnJkycbMRIiIiIiMjQmtoiIiIiISK+USiU2b94szL/44otGjIYeVtVlLp2cnDB16lQjR0PGdPXqVZw9exZAVdnM5557zsgREREREZEhMbFFRERERER6tXnzZiQkJAAAOnTogBEjRhg5InoYVSe23nrrLVhYWBg5GjKW8vJyfPnll8L8iy++iFatWhkxIiIiIiIyNP2O3kxERERERI+cS5cuYf/+/ZDL5UhMTMT58+eFdbNnz4ZYLDZidPSwOnTokLFDICPZvHkzbt26haKiIkRFReH+/fsAAHt7e0yfPt3I0RERERGRoTGxRUREREREDyQ5ORmbNm3SWD5y5EiMGzeu6QMioofa4cOHERsbq7bM1NQUy5Ytg52dnXGCIiIiIqImw8SWikuXLiE+Ph7x8fG4fv068vLykJeXB7lcDltbW3Tp0gX+/v4YP348OnToUOt+YmJi8Morr+h83PHjx2PFihX1tqusrMT+/fsRHh6Oa9euITc3F3Z2dvDw8MDIkSMRFBQEc3NznY9LRERERKRvrVq1QqdOnTBhwgSOe0REBte6dWv4+flhxowZ6Nu3r7HDISIiIqImIFIqlUpjB9Fc+Pn5QSqV1tvO3Nwcs2bNwsyZM7WuN0RiKysrC7Nnz1Yr61KTl5cX1qxZg86dO+t8bCIiIiIiIiIiIiIiopaCPbZqcHBwgK+vL7y9veHq6gobGxsoFAqkp6fjn3/+wfnz5yGTyfDNN99ALpdj1qxZde4vMDAQo0aNqrNNu3bt6lxfUlKC//73v8IA3G5ubggKCoKbmxsyMzOxe/duJCYm4vr163j99dexY8cOODo6NuyFExERERERERERERERNXPssaUiKSkJXl5eEIlEtbbZs2cPFi5cCKVSCTMzMxw/fhwuLi5qbVR7bM2aNQvvvvvuA8W1cuVK/PzzzwCA/v37Y926dbCyshLWy+VyzJ8/HwcPHgQAjBkzBqGhoQ90TCIiIiIiIiIiIiIioubGxNgBNCddu3atM6kFAOPGjcNTTz0FAFAoFDh16pRBY8rPz8fGjRsBVI1X8PXXX6sltQBALBZj6dKlcHJyAgDs378fN27cMGhcRERERERERERERERETY2JrUbw8vISprOzsw16rGPHjqG8vBxAVVnDmr3DqllZWWHy5MkAAKVSiUOHDhk0LiIiIiIiIiIiIiIioqbGxFYj3Lp1S5g29FhWJ0+eFKYHDx5cZ9shQ4Zo3Y6IiIiIiIiIiIiIiOhhYGbsAFqa48eP4+jRowCqSgNWlyWszZEjR3D06FHcvn0bcrkcrVu3RteuXfHEE08gKCgIdnZ2dW6flJQkTPv4+NTZtkePHjA1NUVFRQWuX78OpVJZb2lFIiIiIiIiIiIiIiKiloKJrVqcOXMGBQUFAACZTIb79+8jMjISp0+fBgCYmZnh888/r7fHlmpiCgCysrKQlZWFyMhIfP/99/joo48QFBSkddvKykqkpaUBAExNTdGuXbs6jyUWi+Hi4oK7d+9CKpUiIyMDbdu21en16kNFRQVKS0uFeUtLS5iamjbZ8YmIiIiIiIiIiIiIqPkwRN6Aia1ahIaG4uLFixrLRSIR+vXrh9mzZ6Nfv361bi8SidCjRw/4+/vDw8MDNjY2kEqlSExMxKFDh5CRkQGpVIqPPvoIubm5mDFjhsY+pFIpFAoFAMDGxgZmZvX/c9nZ2eHu3bsAgMLCwiZNbBUXFyM5OVmYd3Nzg0QiabLjExERERERERERERFR8yGVSnH79m1h3tPTE61bt36gfTKx1UAuLi4YOHAgOnbsWGubzp0749ChQ+jcubPW9R988AG+/vprbNy4EQDwzTffoH///ujdu7dau5KSEmG6VatWOsWn2k51+6ZQXl6uNq/6ZiUiIiIiIiIiIiIiokdbzTxCY5joIY6H0o4dO5CYmIjExETExcVh7969mD17NkpKSrBq1So8//zz+Pfff7Vu6+zsXGtSCwDMzc2xePFijB07FgCgVCrxww8/GOR1EBERERERERERERERPSyY2NKBRCJBt27d8M4772D37t1wdnZGfn4+ZsyYgcTExEbvd+7cuRCJRACAqKgolJWVqa23srISpnXNYqq2U92eiIiIiIiIiIiIiIiopWMpwgZyc3PDBx98gAULFkAul2PdunVYtWpVo/bVtm1bdOzYEampqZDJZLhz5w48PT2F9RKJBGZmZlAoFCgqKoJCoah3nK38/Hxh2tbWtlFxNVbNcokcY4uIiIiI6qJUKpGSkoKoqChcvnwZSqVSWGdiYoLHHnsMAwYMgIeHh/BAGBEREREREbUcNcfY0nXYpbowsdUIgwcPFqZjY2MfaF/29vZITU0FABQWFqqtMzExgbu7O1JSUlBRUYF79+7Bzc2t1n3J5XJkZGQAqEqKubi4PFBsDWVqaqo2L5FIYG1t3aQxEBEREVHL0qtXL/Tq1QtSqRQ5OTkoLS2FpaUlHBwc+JAUERERERHRQ6ZmHqExmNhqBNVkTUFBwQPtKy8vT5jW1sOqa9euSElJAQDEx8fXmdi6evUqKioqAACenp58qpWIiIiIWgyJRMJEFhEREREREdWLY2w1QnUPKwBo06ZNo/eTkZGBW7duAQDMzc3RoUMHjTaDBg0Spk+dOlXn/k6cOCFMDxkypNFxERERERERERERERERNUdMbDXCtm3bhOk+ffo0ej+rV68WxhHw9/eHpaWlRpunn35aqDkZHh4ulBqsqaSkBDt27AAAiEQiPPfcc42Oi4iIiIiIiIiIiIiIqDliYuv/bN26FdHR0WoDVtdUUVGBn3/+GX/++aew7KWXXlJrc+vWLfzyyy8oLi6udT9yuRwhISHYtWuXsOztt9/W2tbe3h5Tp04FAJSXl+PDDz9ESUmJWhuFQoFPPvkEWVlZAIDRo0ejS5cutR6fiIiIiIiIiIiIiIioJeIYW//n4sWL+Oyzz9CuXTs88cQT6Nq1KxwcHCAWi1FUVISkpCQcO3YM6enpwjYzZ85E//791fYjlUrx9ddf47vvvkNAQAB8fHzg6uoKKysrSKVSJCUl4dChQ7h3756wzZw5c+rs+fXWW2/h1KlTSExMRGxsLMaOHYvJkyfD1dUVmZmZ2LVrFxITEwEA7du3x/z58/X81yEiIiIiIiIiIiIiIjI+JrZquHfvHnbu3FlnGxsbG8ydO1ejt5YqmUyGkydP4uTJk7W2sba2xqJFixAUFFTn8aytrfHLL79g9uzZuHDhAm7fvo2VK1dqtPP09MR3330HZ2fnOvdHRNScSKVSZGdno6ysDBYWFnB0dIREIjF2WERERERERERERNQMiZR11d57hBQXFyMqKgpnzpxBQkIC0tLSkJeXB4VCAYlEAgcHB3h7e2PQoEEYOXIkbGxstO5HJpMhJiYGFy9exKVLl5Ceno68vDwUFhZCLBbD3t4e3bp1w8CBAzF27FhYW1vrHGNlZSX27duHAwcOIDExEXl5eWjdujU8PDwwcuRITJo0Cebm5vr6kzRYcXGx0HMMALy9vRv0+ojo0aFUKhEfH4/w8HBER0ejsrJSWGdiYoIBAwYgMDAQPj4+EIlERoyUiIiIiIiIiIiIGssQeQMmtkhvmNgiIl0kJydj1apVSEtLq7etu7s75syZA09PzyaIjIiIiIiIiIiIiPTJEHkDkwcNioiISFdxcXFYtGiRWlLLzs4OQ4cOxejRozF06FDY2dkJ69LS0rBo0SLExcUZIVoiIiIiIiIiIiJqbjjGFhERNYnk5GQEBwejrKwMAODh4YGgoCAEBARALBYL7eRyOaKjoxEWFoaUlBSUlZUhODgYy5cvZ88tIiIiIiIiIiKiRxwTW0REZHBKpRKrVq0SkloBAQGYN2+e1nEBxWIxBg0aBH9/f4SEhCAmJgZlZWVYvXo11qxZwzG3iIiIiIiIiIgAVFZWori4GIWFhZDJZKioqDB2SPSQMDU1hbm5OWxtbWFtbQ0Tk+ZV/I+JLSIiMrj4+Hih/KCHh0etSS1V5ubmmD9/PubNm4eUlBTcunULly9fho+PT1OETERERERERETUbBUVFSE9PR1KpdLYodBDSKFQoLy8HEVFRRCJROjQoQNsbGyMHZaAiS0iIjK4gwcPCtNBQUH1JrWqmZubY+LEiQgNDQUAhIeHM7FFRERERERERI80bUktkUgEU1NTI0ZFD5OKigrh/aVUKpGent6skltMbBERkUFJpVJERUUBAOzs7BAQENCg7QcMGAA7Ozvk5+cjKioKUqkUEonEEKESERERERERETVrlZWVakkta2trtGnTBhKJhMM3kN4olUpIpVLk5uaiuLhYSG517dq1WZQlNH4ERET0UMvOzkZlZSUAwM/PD2KxuEHbi8Vi+Pn5Aaj68ZaTk6P3GImIiIiIiIiIWoLqJANQldRydXWFlZUVk1qkVyKRCFZWVnB1dYW1tTWAqmRXcXGxkSOrwsQWEREZVFlZmTBtZWXVqH2o9tAqLS194JiIiIiIiIiIiFqiwsJCYbpNmzZMaJFBiUQitGnTRphXff8ZExNbRERkUBYWFsJ0SUlJo/YhlUqFaUtLyweOiYiIiIiIiIioJZLJZACqEg4cqoGagmqZy+r3n7ExsUVERAbl6Ogo1N6Ni4uDXC5v0PZyuRxxcXEAAFNTUzg4OOg9RiIiIiIiIiKilqCiogJA1T0S9taipiASiWBqagrg/7//jI2JLSIiMiiJRIIBAwYAAPLz8xEdHd2g7aOiopCfnw8ACAgI4NNIREREREREREREjzAmtoiIyOACAwOF6bCwMJ27LZeXl2Pnzp3C/KhRo/QeGxEREREREREREbUcTGwREZHB+fj4wN3dHQCQkpKCkJCQepNbMpkMoaGhSElJAQB07NgRPXv2NHisRERERERERERE1HwxsUVERAYnEokwZ84cWFhYAABiYmIwb948nDp1SmPMLblcjpMnT2LevHmIiYkBAFhYWOD9999n7WgiIiIiIiIiIqJHnJmxAyAiokeDp6cnFi9ejODgYJSVlQk9t+zs7ODn5weJRAKpVIq4uDhhTC2gKqm1ePFieHp6Gi94IiIiIiIiIiIiahaY2CIioibj5+eH5cuXY9WqVUhLSwMA5OfnIyIiQmv7jh074v3332dSi4iIiIiIiIjIwLy9vYXpxMREI0ZCjREZGYkdO3bg0qVLyMnJQXl5OQCgQ4cOOH78uJGj0y8mtoiIqEl5enpi7dq1uHz5MsLDwxEVFYXKykphvampKQICAjBq1Cj07NmT5QeJiIiIiIiIiIjqsHLlSvz888/GDqPJMLFFRERNTiQSwcfHBz4+PpBKpcjJyUFpaSksLS3h4OAAiURi7BCJiIiIiIiIiOghNXXqVMTGxgIANm3aBH9/fyNH1Hjnzp1TS2p5eXmhe/fusLGxAQDY2dkZKTLDYWKLiIiMSiKRMJFFRERERERERETUCHv37hWmg4KCsHTp0oe+AhITW0REREREREREZHRSqRTZ2dkoKyuDhYUFHB0d+RAcERFRPa5evSpMT5gw4aFPagFMbBERERERERERkZEolUrEx8cjPDwc0dHRauPvmpiYYMCAAQgMDISPj88jcaOOiIiooQoLC4VpZ2dnI0bSdJjYIiIiIiIiIiKiJpecnIxVq1YhLS1N6/rKykpERkYiMjIS7u7umDNnDjw9PZs4SiIiouZNoVAI04/KQyBMbBERERERERERUZOKi4tDcHAwysrKhGV2dnbw8/ODlZUVSkpKEBcXh/z8fABAWloaFi1ahMWLF8PPz89IURMRPXouXbqE7du34+zZs8jIyIC5uTnc3d0xYsQITJkyBdbW1jrvSy6XIzw8HBEREbh8+TJyc3OhVCrRpk0b9O7dG8899xyGDx+uU3Lm0qVL2LNnD+Li4nDnzh2UlJTAzMwMtra2aN++Pbp37w5/f3889dRTamVtvb29Nfb1yiuvaD3G8uXLMWHCBJ1fX0NduHAB+/btQ0xMDDIzM1FWVgZ7e3t4eXlh6NChmDBhQq0leadOnYrY2FiN5U8//bTGsmPHjsHV1VXv8RsTE1tERERERERERNRkkpOT1ZJaHh4eCAoKQkBAAMRisdBOLpcjOjoaYWFhSElJQVlZGYKDg7F8+XL23CIiagJr1qzBDz/8oFYmtrS0FPHx8YiPj8eWLVvw7bff6vTAQUxMDD7++GOtvXTT09ORnp6O8PBw9O7dG9999x1cXFy07kehUOCLL77A9u3bNdZVVFQgKysLWVlZuHjxIrZt24Y333wTc+bMacCrNjypVIqPPvoIBw8e1FiXkZGBjIwMnD59GuvWrcOyZcswZMgQI0TZvDGxRURERERERERETUKpVGLVqlVCUisgIADz5s2Dubm5RluxWIxBgwbB398fISEhiImJQVlZGVavXo01a9Y8MuWWiIiMYdOmTVi7di0AoGPHjvD19YVYLEZSUhIuX74MoCoJ88Ybb2Dz5s3o3r17rfs6dOgQ5s2bB7lcDgCwsLBAr1690KFDB5iYmCA1NRUXLlyAQqHAhQsX8MILLyAsLAyOjo4a+woJCVFLarm4uMDX1xdt2rRBZWUl8vPzkZycjJs3b2qNZcqUKQCAv//+G5mZmQCA4cOHa02kdenSRZc/VYOUlpZi2rRpuHTpkrDM2dkZjz/+OCQSCdLS0nDu3DkhSff2229j5cqVGDlypNp+hg8fDi8vLwDAnj17UFJSAgAYN24crKys1No2pFddSyFSKpVKYwdBD4fi4mIkJiYK897e3g/lh4aIiIiIiIiIGufSpUv46KOPAFT11AoNDdWa1KpJJpNh3rx5SElJAQAEBwfDx8fHoLESETVH169fh0KhgJmZmZDY0BfVMn1isRgmJiZYunQpxowZo9bu3LlzmDNnDjIyMgAAXbt2xa5du9R63arGGxQUhLKyMohEIkyfPh1vvfUWbG1t1drdvn0bCxYswLlz5wAAgwcPxi+//KLWJi8vD08++SQUCgVMTU2xbNkyjBs3TuuDDpmZmTh8+DAsLCwwadIkjfWqpfw2bdoEf39/Xf5ED+yzzz7D1q1bAQCmpqZYsGABpk6dChMTE6FNamoq5s6diytXrgCoSkzt3bu31nKCw4YNQ3p6OgDDlR18kPedIfIGJvU3ISIiIiIiIiIienCqZZeCgoJ0SmoBgLm5OSZOnCjMh4eH6z02IiL6/+RyOVasWKGR1AKAvn37Yv369cJ3eFJSEvbu3at1P0uXLhV66S5cuBALFizQSGoBgJubG3799Veh1OzJkydx8eJFtTbVvboAIDAwEOPHj6+1966zszOmTp2qNallLGlpaWq9zT766CNMmzZNLakFAJ06dcJvv/2GDh06AKhKDH3//fdNGmtzx8QWEREREREREREZnFQqRVRUFADAzs4OAQEBDdp+wIABsLOzAwBERUVBKpXqO0QiIvo/jz/+OAIDA2td7+XlJZT1A4C//vpLo821a9cQHR0NAOjRowemTZtW5zElEgnefvttYX7//v1q64uLi4XpNm3a1P0CmqEdO3YI45V1794dL730Uq1tW7dujQ8//FCYP3DgAIqKigweY0vBxBYRERERERERERlcdna2cEPPz89Pa8mquojFYvj5+QEAKisrkZOTo/cYiYioyrhx4xrUJj4+XuOBgxMnTgjTo0aN0mlsRNWHHqrLElZr166dMP3333+3uPNAdZIPQJ29zaqNGDFCeKBDJpMhLi7OkOG1KGbGDoCIiIiIiIiIiB5+1aWoAGgMbK8riUQiTJeWlj5wTEREpF3v3r3rbePt7Q2JRAKpVIqKigokJiYKDyAAUEvExMTE4O7du/XuU6lUCtP37t1TW9erVy+0a9cO9+7dw927dzFq1ChMmDABw4YNg6+vr87lbY1BqVTi2rVrwrzq36k2YrEYPj4+OHXqFADg6tWrGDx4sMFibEmY2CIiIiIiIiIiIoOzsLAQpktKShq1D9XeAJaWlg8cExERaafaO6o2IpEIbdu2RUpKCgAgNzdXbX1mZqYwffLkyQbHUFhYqDYvFosREhKCmTNnQiqVIi8vD+vXr8f69evRqlUr9OzZE/369cPgwYPRp08fnXqINZWioiLI5XJhvnr8rPqotsvLy9N7XC0VSxESEREREREREZHBOTo6wsSk6lZUXFyc2g0+XcjlcuHpf1NTUzg4OOg9RiIiqqLrwwOq7Wo+tKA6JlZjVFRUaCzr378/9u3bh3Hjxqk9MFFeXo5z585h3bp1eOmllzBy5EgcPXr0gY6vTzXLNOr691XtqdzYh0IeRuyxRUREREREREREBieRSDBgwABERkYiPz8f0dHRGDRokM7bR0VFIT8/H0DVGCyqN/uIiEi/SktLYW1trVO7ajXLzKomb9auXYsRI0boJTY3Nzd89dVX+PTTT3Hu3DmcO3cO58+fx8WLF4Wyt6mpqXjnnXewcOFCTJ8+XS/HfRA1z1mlpaU6ncdUE2KNLeP7MGKPLSIiIiIiIiIiahKBgYHCdFhYGGQymU7blZeXY+fOncL8qFGj9B4bERH9fzXHt9JGqVQiIyNDmLe3t1db7+joKExnZWXpL7j/I5FIMGjQILz//vvYtGkTYmJi8O2336Jr165Cm5UrV6rFaCw2NjYQi8XCvC7jjQFAenq6MF3z7/soY2KLiIiIiIiIiIiahI+PD9zd3QEAKSkpCAkJqTe5JZPJEBoaKozh0rFjR/Ts2dPgsRIRPcouXLhQb5ukpCShPJ6pqSm6deumtt7X11eYPn/+vF7j08bCwgIjR47EH3/8ISTV5HI5Tp06ZfBj10ckEqn9fapL69ZFoVAgPj5emO/Ro4dBYmuJmNgiIiIiIiIiIqImIRKJMGfOHGFclJiYGMybNw+nTp3SGHNLLpfj5MmTmDdvHmJiYgBU3bR8//33IRKJmjx2IqJHyb59++pts2fPHmHax8dHo7Te0KFDhem///4b2dnZeouvLnZ2dujTp48wn5OTo9GmVatWwrRCoWiSuAICAoTpPXv2QKlU1tn+6NGjQgneVq1awc/Pz5DhtShMbBERERERERERUZPx9PTE4sWLheRWdc+t1157Dd988w3WrVuHb775Bq+99ppaTy0LCwssXrwYnp6exgyfiOiREBsbi//973+1rr9x4wa2bNkizAcFBWm08fX1Rf/+/QEAZWVlmD9/vs4laGUyGQoKCtSW5eXl6bQtoF5KsU2bNhrr7ezshOmmKlU4efJkmJhUpWSuXLmC7du319q2sLAQoaGhwvyoUaNgY2Nj8BhbCia2iIiIiIiIiIioSfn5+WH58uVCWUIAyM/PR0REBMLDwxERESE8pQ5UlR9cvnw5n1YnImoiYrEYCxYswIEDBzTWxcXF4fXXX0d5eTkAwMvLC2PHjtW6n08++UToyRUZGYmXX34ZFy9erPW4N2/exPfff49hw4ZplC/cvHkzxo4diz///LPWMbtKSkqwatUqoYSfqakpnnzySY12quNwHT58uN7eU/rg7u6OF154QZj/8ssvsWXLFlRWVqq1u3XrFl577TXcuXMHAGBtbY133nnH4PG1JCJlU/yL0SOhuLgYiYmJwry3tzesra2NGBERERERERERNWdKpRKXL19GeHg4oqKi1G7umZqaIiAgAKNGjULPnj1ZfpCICMD169ehUChgZmYGLy8vve7b29tbmF68eDGCg4MBAJ06dYKvry/MzMxw/fp1tXGfJBIJ/vjjjzrHPoyIiMCcOXNQWloqLHN3d0ePHj3QunVryGQy5OTkIDExUa331Lp169TKGa5ZswZr164FUFXa1t3dHV5eXrC3t4dCoUBWVhbOnz8PqVQqbPPmm29izpw5GjHdvHkTzz33nJDQ6tq1K/z8/GBlZSW0CQwMhI+PT/1/uAYoLS3F1KlT1f6Gbdu2Rd++fSGRSJCWloazZ8+ioqICAGBmZoaVK1di5MiRte5z2LBhSE9PBwAcO3YMrq6ueo0ZeLD3nSHyBmYPtDUREREREREREVEjiUQi+Pj4wMfHB1KpFDk5OSgtLYWlpSUcHBw0xmshIqKmMW3aNOTn5+PHH39EamoqUlNTNdo4Oztj9erVdSa1gKqxtrZt24bFixfjypUrAIC0tDSkpaXVuk2HDh3Qtm1btWWqSSelUolbt27h1q1bWrcXi8V48803MWvWLK3rO3fujBkzZuCnn34CACQlJSEpKUmtjZeXl94TW5aWlti4cSM++ugjHDp0CABw//59hIeHa7R1cnLCsmXLMGTIEL3G8DBgYouIiIiIiIiIiIxOIpEwkUVE1Iy89957GDJkCLZv345z584hMzMTZmZmcHd3xzPPPIMpU6boPO5Tt27dsGvXLpw+fRpHjx7F+fPnkZmZiaKiIpibm8Pe3h6dO3dGr1698OSTT8LPz0+jp+5rr72GZ555Bv/++y/i4uKQmJiI9PR0lJSUQCQSwdbWFh4eHggICMC4cePQoUOHOmOaO3cu+vbti507d+LKlSvCwxWGZmVlhdWrV2PatGnYu3cvYmNjkZmZibKyMtjb26Nr16546qmnMHHiRJ4Xa8FShKQ3LEVIREREREREREREZDiGLEVIVJvmVorQ5IG2JiIiIiIiIiIiIiIiImoiTGwRERERERERERERERFRi8DEFhEREREREREREREREbUITGwRERERERERERERERFRi2Bm7ACIiIiIiIiIiIiIiIiak/z8fHz33XcPvJ9XXnkFnTp1evCASMDEFhERERERERERERERkYri4mJs2bLlgffz7LPPMrGlZyxFSERERERERERERERERC0Ce2wRERERERERERERERGpcHV1RWJiorHDIC3YY4uIiIiIiIiIiIiIiIhaBCa2iIiIiIiIiIiIiIiIqEVgYouIiIiIiIiIiIiIiIhaBCa2iIiIiIiIiIiIiIiIqEVgYouIiIiIiIiIiIiIiIhaBCa2iIiIiIiIiIiIiIiIqEVgYouIiIiIiIiIiIiIiIhaBDNjB0BERI82qVSK7OxslJWVwcLCAo6OjpBIJMYOi4iIiIiIiIiIiJohJraIiKjJKZVKxMfHIzw8HNHR0aisrBTWmZiYYMCAAQgMDISPjw9EIpERIyUiIiIiIiIiIqLmhIktIiJqUsnJyVi1ahXS0tK0rq+srERkZCQiIyPh7u6OOXPmwNPTs4mjJCIiIiIiIiIiouaIY2wREVGTiYuLw6JFi9SSWnZ2dhg6dChGjx6NoUOHws7OTliXlpaGRYsWIS4uzgjREhERERERERERUXPDHltERNQkkpOTERwcjLKyMgCAh4cHgoKCEBAQALFYLLSTy+WIjo5GWFgYUlJSUFZWhuDgYCxfvpw9t4iIiIiIHmIcf5eIiIh0wcQWEREZnFKpxKpVq4SkVkBAAObNmwdzc3ONtmKxGIMGDYK/vz9CQkIQExODsrIyrF69GmvWrOGYW0REREREDxGOv0tEREQNxcQWEREZXHx8vFB+0MPDo9aklipzc3PMnz8f8+bNQ0pKCm7duoXLly/Dx8enKUImIiIiIiID4/i7RERE1BgcY4uIiAzu4MGDwnRQUFC9Sa1q5ubmmDhxojAfHh6u99iIiIiIiKjpcfxdIiIiaiz22CIiIoOSSqWIiooCUHWhGhAQ0KDtBwwYADs7O+Tn5yMqKgpSqZR19omIiIiIWjCOv0tE1HTmzJmDvLw8Y4dhFPb29li1alWTHOvSpUuIj49HfHw8rl+/jry8POTl5UEul8PW1hZdunSBv78/xo8fjw4dOuj12GfOnEFYWBjOnTuHrKwsWFhYoEOHDhg2bBheeOEFODk56fV4zQETW0REZFDZ2dlCnXw/Pz+1C1VdiMVi+Pn5ISIiApWVlcjJyWFii4joISSVSpGdnY2ysjJYWFjA0dGR3/dERA8hjr9LRNS08vLykJOTY+wwHnrTpk2DVCrVui4nJwc5OTmIjY3FTz/9hFmzZmHmzJkPfEyFQoHPP/8cO3bsUFteVlaG/Px8XLlyBX/88QeWL1+OYcOGPfDxmhMmtoiIyKCqL1gBwMrKqlH7UL2xWVpa+sAxERFR86BUKhEfH4/w8HBER0cLD0IAgImJCQYMGIDAwED4+Pjw5iUR0UOC4+8SERmLCCIzC2MH0SSUijIAyiY/roODA3x9feHt7Q1XV1fY2NhAoVAgPT0d//zzD86fPw+ZTIZvvvkGcrkcs2bNeqDjffbZZ/jrr78AADY2NggKCkKPHj1QWlqK48eP459//kF+fj7ee+89bNiwAf369dPHy2wWmNgiIiKDsrD4/z+aSkpKGrUP1SdeLC0tHzgmIiIyvuTkZKxatUptbBVVlZWViIyMRGRkJNzd3TFnzhyWnSIiegg86Pi7oaGhAKrG32Vii4hIdyIzC1h7jTV2GE2i+PpeKBVN+2D09u3b4eXlVesDeTNnzsSePXuwcOFCKJVK/Pjjj5g0aRJcXFwadbxTp04JSS0nJyds3rwZnTp1Eta/8MIL+OOPP7B06VLIZDIsXrwY4eHhOp93mzsTYwdAREQPN0dHR5iYVJ1u4uLiIJfLG7S9XC4XBog2NTWFg4OD3mMkIqKmFRcXh0WLFtWa1KopLS0NixYtEs4HRETUMulr/F0Awvi7REREzUHXrl3rrTIxbtw4PPXUUwCqygieOnWq0cf77rvvhOklS5aoJbWqTZ06FUOHDgVQdU21e/fuRh+vuWFii4iIDEoikWDAgAEAgPz8fERHRzdo+6ioKOTn5wOoqr/P8VaIiFq25ORkBAcHq5Wq1UVZWRmCg4ORnJxsoMiIiMjQ9DX+LgBh/F0iIqKWxMvLS5jOzs5u1D5u376NS5cuAQBcXV0xYsSIWtu++uqrwvSBAwcadbzmiIktIiIyuMDAQGE6LCwMMplMp+3Ky8uxc+dOYX7UqFF6j42IiJqOUqnEqlWrtCa17OzsMHToUIwePRpDhw4VnshXVVZWhtWrV0OpbPp6+URE9OA4/i4RET3qbt26JUw7Ojo2ah8nT54UpgcNGlRnT7HHH39cOHeeO3fuoentzMQWEREZnI+PD9zd3QEAKSkpCAkJqTe5JZPJEBoaipSUFABAx44d0bNnT4PHSkREhhMfH69RftDDwwPz589HSEgIBg4ciC5dumDgwIEICQnB/Pnz4eHhodb+1q1buHz5clOGTUREesLxd4mI6FF2/PhxHD16FADQqlUroSxhQyUlJQnT9Y03aWZmhh49egAAKioqHpoKGGbGDoCIiB5+IpEIc+bMwaJFi1BWVoaYmBjMmzcPQUFBCAgIUCtBIpfLERUVhZ07dwpJLQsLC7z//vv11iomIqLmLTw8XG2+f//+6N69O3799Vfk5uZqtHdwcMDo0aPh4OCAM2fOqO2nvgs4IiJqfqrH362srBTG321IOUKOv0tERC3BmTNnUFBQAKDqwe379+8jMjISp0+fBlCVbPr8888b3WPr5s2bwrSrq2u97V1dXXH27FlhW19f30YdtzlhYouIiJqEp6cnFi9eLIyrUt1zy87ODn5+fpBIJJBKpYiLixPG1AKqklqLFy+Gp6en8YInIqIHJpVK1cZZdHR0xPnz5xEbG1vrNjk5Odi4cSPMzMzg6Ogo1KCPioqCVCrluItERC1M9fi7kZGRwvi7gwYN0nl7jr9LREQtQWhoKC5evKixXCQSoV+/fpg9ezb69evX6P0XFRUJ0/b29vW2Vy3zrrptS8ZShERE1GT8/PywfPlyoSwhAOTn5yMiIgLh4eGIiIhQS2p17NgRy5cvFwaIJiKilis7OxuVlZVq8wqFQpgXiURwcXFBp06d4OLiotZLV6FQqA2sXFlZiZycnKYJnIiI9Irj7xIR0aPKxcUFAwcORMeOHR9oP6pleVu1alVve32UAm5u2GOLiIialKenJ9auXYvLly8jPDwcUVFRajc6TU1NERAQgFGjRqFnz54sP0hE9JBQfXBBlbm5OUaOHIkpU6aoPXkvlUqxefNmHD58WOtNz7y8PLi5uRkqXCIiMpDq8XfT0tKEKg7z58+Hubl5rdtw/F0iImpJduzYIUxLpVKkpaXh2LFj+O2337Bq1Srh/0888YQRo2zZmNgiIqImJxKJ4OPjAx8fH2RnZyMlJQWFhYWwtbWFh4dHo2sMExFR81VaWqqxzN7eHj/88AOsra011kkkEsyYMQMvvfQS3n77beTl5amtLysrM1isRERkOBx/l4iIHiUSiQTdunVDt27dMGbMGLz00kvIzMzEjBkzsHPnTnh7ezdqn9XKy8vrba967WRlZdXg4zVHTGwREVGTUyqViI+PR3h4OKKjo9V6bJmYmGDAgAEIDAyEj48PL1iJiB4SlpaWavNisbjWpJYqa2tr/PDDD3jllVcgl8uF5arlNIiIqGXh+LtERPQocnNzwwcffIAFCxZALpdj3bp1WLVqVYP3Y2NjI0zXfABQG9Vzqeq2LRkTW0RE1KSSk5OxatUqpKWlaV1fWVmJyMhIREZGwt3dHXPmzOGFKxHRQ0B1wGKgqhRVfUmtatbW1ujZsyfi4uKEZboMkkxERM1X9fi7qtcG1ePvatOxY0e8//77vDYgIqIWbfDgwcJ0bGxso/bRuXNnxMTEAADu3LkDf3//OtvfuXNHbduHgYmxAyAiokdHXFwcFi1aVGtSq6a0tDQsWrRI7UYmERG1TDV74Obm5modO0ub8vJynZ5EJCKilqV6/N3g4GAMHDgQJibqt6lMTU0xcOBABAcHY82aNUxqERFRi6f6cF9BQUGj9tG1a1dhOj4+vs62CoUCV69eBVBVJelhOZeyxxYRETWJ5ORkodRIQ5SVlSE4OBjLly9/aE6+RESPort376rNp6amIiQkBPPnz4e5uXmt28lkMoSGhiI1NVVt+b179+Dm5maIUImIqAmpjr8rlUqRk5OD0tJSWFpawsHBQW0cESIiopZO9bqmTZs2jdqHaq+vU6dOQalU1jqUx9mzZyGVSgEAjz/++ENzXmWPLSIiMjilUolVq1ZpTWrZ2dlh6NChGD16NIYOHapRqgqoSm6tXr0aSqWyCaIlIiJDKCoq0lgWExODefPm4dSpU2rjZwGAXC7HyZMnMW/ePKHMhqrCwkKDxUpERMYhkUjg5uaGrl27ws3N7aG5+UZERFRt27ZtwnSfPn0atQ83Nzf4+PgAqCoz+Pfff9fa9vfffxemR40a1ajjNUfssUVERAYXHx+vUX7Qw8MDQUFBCAgIgFgsFpbL5XJER0cjLCwMKSkpwvJbt27h8uXLwombiIhaltoGKU5JSUFISAhat24Nb29viMViyOVyJCYm1lmaw9bW1lChEhERERER6Wzr1q3o3Lkz/P39a+05VVFRgfXr1+PPP/8Ulr300ksa7WJiYvDKK68AADp06IDjx49r3d+7776LGTNmAAC++OILeHt7o2PHjmptNm/eLIxd6erqigkTJjT8xTVTTGwREZHBhYeHq80HBARg3rx5WktPicViDBo0CP7+/ggJCVF7Sj88PJyJLSKiFqpLly51ri8oKGjQ4MkeHh4PGhIREREREdEDu3jxIj777DO0a9cOTzzxBLp27QoHBweIxWIUFRUhKSkJx44dQ3p6urDNzJkz0b9//0Yfc8iQIZgwYQJ27dqFrKwsTJw4EZMmTUKPHj1QWlqK48ePC0ktsViMZcuW1VkCvqVhYouIiAxKKpUiOjpamO/cuXOtSS1V5ubmmD9/Pj788EPcvHkTABAVFQWpVMqSJERELZCjoyMcHByQk5MDoGrg4srKSp23V23v4OAAR0dHg8RJRERERETUGPfu3cPOnTvrbGNjY4O5c+dq7a3VUF9++SVEIhF27tyJoqIibNiwQaNN69atERwcjICAgAc+XnPCxBYRERlUdna22o3LSZMm6fyEiLm5OYKCghAaGgoAqKysRE5ODhNbREQt1Lhx47B+/XoAaFBSq2b78ePH6zUuIiIiIqKHnVJRhuLre40dRpNQKjTHeDekjz/+GE8//TTOnDmDhIQEpKWlIS8vDwqFAhKJBA4ODvD29sagQYMwcuTIWsu0N5SZmRmCg4MxduxYhIWF4fz588jKykKrVq3QoUMHDBs2DC+++CKcnZ31crzmhIktFZcuXUJ8fDzi4+Nx/fp15OXlIS8vD3K5HLa2tujSpQv8/f0xfvx4dOjQQad9ZmZmYvv27YiIiEB6ejrKysrg5OSExx9/HBMnTkS/fv10jq+yshL79+9HeHg4rl27htzcXNjZ2cHDwwMjR45EUFDQQ9WdkIgeDvn5+cK0ubl5g58QGTBgAMzNzSGTyQAAeXl5cHNz02eIRETURMaMGYONGzdCoVAIy9q2bYvWrVsjKSkJSqVSWG5iYgJPT08UFhbi/v37wnIzMzM8//zzTRo3EREREVHLp4RSUWrsIB5K1tbWGDFiBEaMGPHA+/L390diYmKDt/H393/gY7ckTGypmDZtGqRSqdZ1OTk5yMnJQWxsLH766SfMmjULM2fOrHN/R48exeLFizUGvb59+zZu376N3bt344UXXsCnn34KU1PTOveVlZWF2bNn4/z58xrLs7KyEBMTgz///BNr1qxB586ddXi1RERNo7T0//9osre3h1gsVlsvlUqRnZ2NsrIyWFhYwNHRUa1Hllgshr29PTIyMgAAZWVN+9QNERHpj0gkQuvWrYVyhEDV7+x+/frh/fffx927d1FYWAhbW1u0b98e4eHhOHz4sNo+WrduXeuAzERE1LLVd21AREQNZ29vb+wQjOZRfu0POya2anBwcICvry+8vb3h6uoKGxsbKBQKpKen459//sH58+chk8nwzTffQC6XY9asWVr3Ex0djffffx9yuRwA8NRTT2HYsGGwtLTE1atXERYWhqKiImzfvh0ikQiff/55rTGVlJTgv//9LxISEgAAbm5uCAoKgpubGzIzM7F7924kJibi+vXreP3117Fjxw6OOUBEzYalpaUwnZ+fD7lcDjMzM8THxyM8PBzR0dFq5aVMTEwwYMAABAYGwsfHBwqFAnl5ecJ6CwuLJo2fiIj0Jz4+Xi2pBQByuRz79+/H/v37ddpHTk4OLl++DB8fH0OESERETUypVOp8bcAHG4iIGm7VqlXGDoFI75jYUrF9+3Z4eXnV+kNp5syZ2LNnDxYuXAilUokff/wRkyZNgouLi1o7mUyGxYsXC0mtTz75BC+//LKwfsyYMXjhhRcwdepUZGVlYdu2bRg5ciQGDBig9bjr1q0Tklr9+/fHunXrYGVlJax/+eWXMX/+fBw8eBDp6en46quvhPFoiIiMzc7OTpguLy/Hnj178M8//yAtLU1r+8rKSkRGRiIyMhLu7u4YMmSIUIYQ4NM2REQt2cGDB4XpgQMHIjIyUudtVduHh4czsUVE9BBITk7GqlWrdL42mDNnDjw9PZs4SiIiImpuTIwdQHPStWvXep/+GTduHJ566ikAgEKhwKlTpzTahIWFIT09HQAwdOhQtaRWtc6dO2PJkiXC/Lfffqv1ePn5+di4cSMAoFWrVvj666/VklpAVZmupUuXwsnJCQCwf/9+3Lhxo87XQUTUVBwdHdW+W//44w+1C1c7OzsMHToUo0ePxtChQ9USYWlpadi8ebMwb2JiAgcHhyaJm4iI9EsqlSIqKgpAVQ36s2fPNmj7s2fPCr+Do6Kiai0hTkRELUNcXBwWLVpUa1KrprS0NCxatAhxcXEGjoyIiIiaOya2GsHLy0uYzs7O1liv+iTq9OnTa93P8OHD0aFDBwBVP+iqk2Gqjh07hvLycgBAYGCgRu+walZWVpg8eTKAqm78hw4d0uGVEBEZnkQiUeuRqlQqAQCdOnXC/PnzsWHDBsydOxczZ87E3LlzsWHDBsyfPx+dOnVSaw8AAQEBrLFPRNRCZWdnC+WlpFKp8BtXV+Xl5cK4jZWVlRolDYmIqOVITk5GcHBwg8fPLSsrQ3BwMJKTkw0UGREREbUETGw1wq1bt4TpmmNZFRcX49y5cwCqkk2PP/54rfsxMTHBoEGDhPmTJ09qtFFdNnjw4DrjGjJkSJ37IiIylsDAQI1ldfWQVSqVWtePGjVKr3EREVHTUb15qTp+SrW6evBq2646yUVERC2LUqnEqlWrtCa1dDkXlJWVYfXq1WoPwBEREdGjhWNsNdDx48dx9OhRAFWlAavLEla7ceOGcMHdo0cPmJqa1rk/Hx8fbNu2DQCQlJSksV51WX3jCFQfr6KiAtevX6/1xjARUXNw8+ZNhISEwM7ODn5+fpBIJJBKpYiLi0N+fr6xwyMiIj2zsLDQutzDwwNBQUEICAiAWCwWlsvlckRHRyMsLAwpKSka21laWhosViIiMpz4+HiN8oMNPRfcunULly9f5niLREREjygmtmpx5swZFBQUAABkMhnu37+PyMhInD59GgBgZmaGzz//XKPH1s2bN4VpV1fXeo+j2kZ1W6DqidTqH3umpqZo165dnfsSi8VwcXHB3bt3IZVKkZGRgbZt29YbAxGRodVVHjU/Px8RERE67efgwYPw9fXVV1hERNSEav5uBqpKzM6bNw/m5uYa68RiMQYNGgR/f3+EhIQgJiZGWCcSiTjmIhFRCxUeHq4239hzQXh4OBNbREREjygmtmoRGhqKixcvaiwXiUTo168fZs+ejX79+mmsLywsFKbt7e3rPY5qt3rVbYGqsQcUCgUAwMbGBmZm9f9z2dnZ4e7du8L+mNgiImOTSqWIiooCAFhbW0MulzdoXJVWrVrBzMwMJSUliIqKglQq5ThbREQPAScnp1pvZKoyNzfH/Pnz8eabbyIrKwsAWH6KiKiFkkqliI6OFuY7d+6sdi6QSqXIzs5GWVkZLCws4OjoCIlEIpwLPvzwQ+GhYF4bEBERPbqY2GogFxcXDBw4EB07dtS6XiqVCtP1XaQD6iVZSkpK1Napzrdq1Uqn+FTb1dxfU0tOToaJCYdxI3rUZWZmCiVaPT098cQTT+Cvv/4Sbk7WxdnZGUFBQfj3339x4cIFVFZW4t9//4Wzs7OhwyYiIj3LzMxUm5fL5YiPj1crOVUbuVwOuVyutoznAyKilkf12gAA+vfvj4SEBNy8eRPR0dFISEhQW29iYoIePXrA398fnTt3Rv/+/YXEFq8NiOhRpVAoYGpqCpFIpHYvmsiQKioqIJPJUFpaikuXLjVoW21jLD8oJrZqsWPHDmFaKpUiLS0Nx44dw2+//YZVq1YJ/3/iiSeMGGXzVlFRgYqKCmOHQURGpppkNzc3F3qi6kKpVEKhUKjd9CwpKdG4uUlERM1fXl6e2nx+fj62bt2KoKCgOpNbcrkcYWFhGuMv5uXl6VQhgYiImg/Vc4GZmRmsra3x7bff1vrQW2VlJS5fvozLly/DyckJY8aMgZmZmXBNwXMBET3qWMmAmppSqWwW9+WY2NKBRCJBt27d0K1bN4wZMwYvvfQSMjMzMWPGDOzcuRPe3t5qbavJZLJ6911WViZMW1lZqa1Tnde1bJdqu5r7a2qmpqbssUVEat9FOTk5+P3339W+H62srODm5iZcoN6+fVtIhmVlZeH333+Hm5ubWntdnu4nIqLmRdtTeomJidiwYQMGDx6MHj16qJXeVigUuHr1Kk6ePIl79+5pbKtUKnk+ICJqYVTPBRYWFvjjjz/Urg2sra3h6ekJCwsLlJWVITk5GcXFxQCqrg3++OMPWFhYCMt4LiCiR5HqA8MikciIkdCjSCQS6TRkkqrKykq9d4BhYquB3Nzc8MEHH2DBggWQy+VYt24dVq1aJay3tbUVpms+laqN6pOnqtsCVUmy6hu9RUVFUCgU9b5p6tpfU/P09IS1tbVRYyAi45NKpVizZg0qKytx48YNYbmHhweCgoIQEBCgdjEql8sRHR2NsLAwpKSkQCaTCduZmpriiSeeYB19IqIWzszMDGZmZigrK8O9e/ewfft22NnZwc/PDxKJBFKpFHFxcWq/bS0sLKBQKIQL+W7dusHX19dIr4CIiB5UdXIKaNi1gWoijOcCInoUXb9+XShHyPsj1FRMTU1hbm4OMzMzeHl5NWjb4uJiJCYm6jUedqdphMGDBwvTsbGxaus6d+4sTN+5c6fefam2Ud0WqKol7e7uDqCqrJ+2J1VVyeVyZGRkAKhKirm4uNR7fCIiQ5NIJAgICFBbFhAQgNDQUAwaNEjjCUuxWIxBgwYhNDQU/v7+auv8/f35o42IqIWys7MTphUKBSZPniz81gWqHtCKiIhAeHg4IiIi1JJaHTt2xOTJk9WeTmXpKSKilkf1XFCtsdcGAM8FREREjyomthpBtRdSQUGB2rouXboI5feuXr1abxe7+Ph4YVpbprNr165a22qjejxPT092RSWiZqN79+7CtLm5Od577z2Ym5vXuY22dj169DBYjEREZFiOjo5qZapPnTqFlStX4vXXX4eDg4PWbRwcHPD6668jNDQUp06dEpabmJjUug0RETVfjo6OavMPcm0gEol4LiAiInpEMbHVCKmpqcJ0mzZt1NZZW1ujT58+AICSkhKcO3eu1v1UVlbi9OnTwrxqT7BqgwYNEqZVL+a1OXHihDA9ZMiQOtsSETWlhIQEYVomk2H16tVCCRGpVIq0tDQkJSUhLS0NUqlUaPftt9+qlRpR3Q8REbUsNXvw3rx5E6+88grWr1+PnJwcrdvk5ORg/fr1mDZtGm7evCksHzBgAHvwEhG1QBKJRO0+yoNcG9jb2/NcQERE9IjiGFuNsG3bNmG6OomlKjAwEGfPngUAbNiwAf3799e6n6NHjwqlCHv37g1XV1eNNk8//TS++OILlJeXIzw8HO+//77WEoMlJSXYsWMHgKqnlp577rmGvzAiIgOQSqWIjo5WWxYTE4NZs2bBxsYG169fh1KpFNaJRCJ4eXmhqKhIowRrVFQUpFIpL2CJiFqoUaNG4d9//xXmS0tLddquZrtRo0bpNS4iImoaUqlUrdQsoH5tkJycjMrKSmGdiYkJPD09tV4b5Ofn89qAiIjoEcUeW/9n69atiI6OVru5WlNFRQV+/vln/Pnnn8Kyl156SaNdUFAQ2rdvDwCIiIjAli1bNNqkpqbiiy++EObfe+89rce0t7fH1KlTAQDl5eX48MMPUVJSotZGoVDgk08+QVZWFgBg9OjR6NKlS62vg4ioKWVnZwsXp7169RLKh9y7dw9JSUka37tKpRJJSUnChau5uTl69eoFoKqna21P9RMRUfPn4+ODtm3bPtA+2rZti549e+opIiIiakqq1waqqq8Naq6rrKxUuzaouY7XBkRERI8m9tj6PxcvXsRnn32Gdu3a4YknnkDXrl3h4OAAsViMoqIiJCUl4dixY0hPTxe2mTlzptbeWK1atcKyZcswY8YMyOVyfPHFFzh16hSGDRsGS0tLXL16FX/99ReKiooAAJMnT8YTTzxRa2xvvfUWTp06hcTERMTGxmLs2LGYPHkyXF1dkZmZiV27diExMREA0L59e8yfP1/Pfx0iosYrKysTpi0sLBq1j1atWgnTuj7dT0REDyeOI0tE1HKpXhuYmJhoTXLVR3U7XhsQERE9mpjYquHevXvYuXNnnW1sbGwwd+5crb21qj3xxBNYtWoVFi9ejMLCQkRERCAiIkKj3eTJk/HZZ5/VeTxra2v88ssvmD17Ni5cuIDbt29j5cqVGu08PT3x3XffwdnZuc79ERE1JdVk1pkzZ4SL0Hbt2sHW1hbXr19Xu6A1NTWFp6cnCgsLce/ePchkMqG8KwBYWlo2XfBERKRX8fHxuH///gPt4969e7h8+TJ8fHz0FBURETWVxj7oVhteGxARET2amNj6Px9//DGefvppnDlzBgkJCUhLS0NeXh4UCgUkEgkcHBzg7e2NQYMGYeTIkbCxsal3nyNGjECvXr2wdetWREREID09HeXl5XByckLfvn0RFBRU6/hbNbm4uGDr1q3Yt28fDhw4gMTEROTl5aF169bw8PDAyJEjMWnSJKHEFxFRc+Ho6Cg8VVmdwAoICMDIkSNx5MgRJCUlqbWvrKyEo6Mj/vOf/+DQoUOIiYkRtjM1NYWDg0OTvwYiItKP8PBwve2HiS0iopbH0dERIpEISqVS+I1vaWmpU8+r6nbV25mYmPDagIiI6BElUtY1qBRRAxQXFwslEQHA29sb1tbWRoyIiJqLRYsW4fLlywCqxg60trbG7du3693Ozc0NxcXFyMvLAwD07NkTy5cvN2isRERkGFKpFC+++GKdY9rqSiQSYdu2bZBIJHqIjIiImtLChQtx5coVAICzszN++OEHJCUlITw8HFFRURrVHAICAjBq1Ch07doVb7/9NjIzMwHw2oCIHl3Xr1+HQqGAmZkZvLy86m0/Z84c4b7Ko8be3h6rVq0ydhgPhYa+71QZIm/AHltERGRwqjcx8/Ly1H5Q2draomPHjsKTm7du3UJhYSEA6JT8IiKiliE7O7vOpFZd54OalEolcnJymNgiImqBao6VKBKJ4OPjAx8fH0ilUuTk5KC0tBSWlpZwcHAQvuvLy8uNES4RUYuXl5eHnJwcY4fx0Js6dSpiY2N1bn/s2DG4urrq5djHjh3D3r17cfnyZWRlZcHa2hodO3bE8OHD8eKLLz6UnU+Y2CIiIoOSSqW4evWqxnJ7e3vI5XIUFhYiPj5ebZ21tTXEYrHGE0VXrlyBVCrljUwiohaotrG12rVrBxsbGyQnJ6udD0xMTODt7S2MuVjTvXv34ObmZrB4iYhI/2peG2RmZiIkJATz58+Hubk5JBKJ1t/6MpkMoaGhQm8tALh69SqvDYiIGkAEwNrcxNhhNIliWSUehTJ1JSUl+PDDD3H8+HG15bm5ucjNzUVcXBw2b96M1atXo3fv3sYJ0kCY2CIiIoOq7Qn9urrBFxcXa13OJ/SJiFou1ZuR1SwtLXHv3j2tiavKykqhXIW28VeysrIMEygRERlMdna22hhZlZWViImJwbx58xAUFISAgACIxWKhvVwuR1RUFHbu3ImUlBS17SorK3ltQETUANbmJvjA38nYYTSJlTFZKJJV1t/QQL7//vt62zzoOJEVFRV47733cOrUKQBV41hOmjQJnp6eKCgowIEDB3D+/Hncu3cPM2bMwNatW9GlS5cHOmZzwsQWEREZVFlZWb1tLCwsIBaLIZfL622vy8DSRETU/Mjlco1lqt/pdnZ28PPzg5WVFUpKShAXF4f8/HyNdtVkMpnBYiUiIsNQ/a3fr18/XLx4EWVlZUhJSUFISIhwLpBIJJBKpWrnAqDqusHX11co9cRrAyIiao6GDx9u8GP89ddfQlLL09MTGzduhKOjo7B+ypQp+Oqrr7BhwwYUFBRgyZIl2LJli8HjaiqPRt9DIiIyGgsLi3rblJWVoaioSKckmKWlpT7CIiKiJqb6BL4qDw8PzJ8/H4sWLYKTkxPKysrg5OSERYsWYf78+fDw8NC6nbm5uSHDJSIiA1C9NpBIJFi+fDnc3d2FZfn5+YiIiEB4eDgiIiLUklodO3bE8uXLYWVlJSzjtQERET2KKioqsHbtWmE+JCRELalV7cMPP0T37t0BAGfPnsXp06ebLEZDY48tIiIyKG2lQezt7fHOO+8gIiICUVFRQjkSADA1NUVAQACGDh2KtWvXql3MArx4JSJqqVq3bq2xrF+/flAqlQgNDdUoW7tjxw6IRCL07dsXbdq0wdmzZ9XW29raGjReIiLSP0dHR6GUYFxcHN5991189913+Omnn3Ds2DGtvXHNzc3x9NNPY+bMmcJ2QNV1w4OWcSIiImqJzpw5I5Rm79+/Px577DGt7UxNTTF16lQsXrwYABAeHo4nn3yyyeI0JCa2iIjIoKRSqdq8mZkZfvjhB1hbW8Pf3x9SqRQ5OTkoLS2FpaUlHBwchGTYY489hqlTp0KhUAjbs9wIEVHLpK2H1ZkzZ+rcRqlUaiS0qrVq1UovcRERUdORSCQYMGAAIiMjkZ+fj/Xr1+PIkSNay9VWk8lkOHToEI4ePYoRI0YID74FBARwfC0iInoknTx5UpgePHhwnW1V16tu19IxsUVERAZVs7ygRCJRu7kpkUhqvSAVi8WQSCQoLCwUljGxRUTUMunS49bExASmpqaoqKhQ682rjS6lbomIqPkJDAxEZGQkgKonx1WJRCI4OzvD0tISpaWlyMzMFHr0yuVyHDx4UGg7atSopguaiIioAWbOnImrV68iLy8PlpaWcHZ2hp+fH0aPHo2AgIAH3n9SUpIw7ePjU2dbJycntGvXDvfu3UN2djZyc3PRpk2bB47B2JjYIiIig6qZiCosLERISAjmz59f5/goMpkMoaGhakktQDNRRkRELUN9PaxsbW3RrVs3iMViyOVyJCQkoKioqNb2TGwREbVMPj4+cHBwQE5OjrDM3NwcI0eOxJQpU9QeepNKpdi8eTMOHz6sVqbQ0dERPXv2bNK4iYiIdPXPP/8I03K5HIWFhUhOTsZff/2FgIAAhIaGwtnZudH7v3nzpjDt6upab3tXV1fcu3cPAJCSksLEFhERUX0KCgo0lsXExGDevHkICgpCQEAAxGKxsE4ulyMqKgo7d+5ESkqKTvsjIqLmTyQS1bm+sLAQsbGxTRQNEREZi1Kp1PhN365dO+HhBlVisRjdunXDpUuXcOvWLWF5fn4+lEplvecWIiKiptS6dWs88cQT6NmzJ1xcXGBqaoqMjAxERUXh5MmTUCqViI6Oxosvvojt27fDycmpUcdRfQDQ3t6+3vZ2dnZat23JmNgiIiKDqjkAdPWT+CkpKQgJCYGdnR38/PwgkUgglUoRFxcn1M1XbV+tvLy8qUInIiIiIiI927dvn9oYugBw69Ytna4NqikUCuzfvx9jx45toqiJiIjqNnfuXDz22GNaqxNNnz4d8fHxmD17Nu7evYv09HQsXrwYv/zyS6OOpTqevS5jD6u2KSkpadQxmxsmtoiIyKBsbGzU5p2dnWFiYoLbt28DqHraMiIiQuu27u7uqKioQHp6urDM1tbWcMESEZHB6Lt0oC5jdhERUfOzZ88eYXrQoEG4desW0tLSANR9bdCxY0e4u7vj1KlTAIDdu3czsUVERM2Gn59fnet9fHzw66+/Yty4cZDJZDh58iQuXboEX1/fJorw4WJi7ACIiOjh1qVLF7X59PR0tGvXDp9//jkGDhwIExP1U5GpqSkGDhyIzz//HG3btlVLagGAh4eHwWMmIiL90/bE/YPIy8vT6/6IiMjwsrOzhbG1RCIRZs2ahbVr1yI4OLjOa4Pg4GCsWbMGs2bNEsoP5uTkIDs7u8lfAxERUWN16dJF7aEM1bG4GkJ1PEpdKhuptrGysmrUMZsb9tgiIiKDcnR01BgcOjY2FtnZ2QgKCsJbb72FwsJClJaWwtLSEra2trh48SI2btyoMcaWg4MDHB0dm/olEBGRHly8eFGv++PTjURELc+NGzeEaWdnZ+HGnI+PD3x8fCCVSpGTkyNcGzg4OKjdvJNIJHB2dkZGRgYAICUlhdcHRETUovj7++Ovv/4CoH5ebAgbGxthvMq8vLx6k1WqDxnWrKzUUjGxRUREBjdu3DisX79ebZmuY2yp+n/s3Xt8VNW9///3TJhhZhJgMBHwQoIx3hnsqJWJlCqn9lQTrRei9nirp1qOeqCF04YaPD3WXhJPYo0tfG1rH/xUhNZLQFsM9mJLRdMkVo0SxFsYSEC5mIHhkslkBmZ+f6TZJ0MSCDAXknk9Hw8f7Nl7rTWfYMjO7M9an3XdddclIVoAQCLs3LkzruP1njABABgaem9Y319JWYfDEZPI6k/v0rZ79uyJX3AAACTBCSecYBz3vi8eidNOO01btmyRJG3ZskWnnnrqIdv3tJWGTyUkShECABLuq1/9qiwWi/G6d4mRnjr6tbW1Wr16dUxSq3c7i8Wiq6++OinxAgDir/cHuHjIzs6O63gAgMTrPUu8s7Ozz/VAIKC2tjZ99NFHamtrUyAQ6NMmGAwax+y/CwAYanqXVD/a1VNnnnmmcdzc3HzItu3t7dq6dauk7s9Q8f5cliqs2AIAJJzZbNacOXP0yCOPSJIikYgsFotycnKMm2sPk8mk8ePHy+fzKRwOG+fnzJnTp+Y+AGDoOP/88/Xcc8/FbTzKEALA0NN7/90dO3YoEAjIbrerublZtbW1amhoUCQSMdqYzWYVFhaqqKhILpdLnZ2d2rFjh3F9uMw6BwCkj8bGRuP4tNNOO6oxpk+fblRGWrNmjb75zW8O2PbVV181ji+99NKjer/jEYktAEBSzJgxQ+3t7VqyZIkkKRwOa+vWrTKZTDrhhBNksVgUDoe1c+dObdu2Labv7bffrhkzZqQibCDtBQIBtbe3KxgMymazKScn57AlgoD+OJ3OuI43duzYuI4HAEi83vvvRqNRLVq0SK2trWpra+u3fSQSUV1dnerq6pSbm6u8vDxFo1FJ7L8LABh6Nm7cqN/97nfG66N91nXxxRfrxBNP1GeffaY33nhD7733ns4777w+7Q4cOKCnn37aeF1UVHRU73c8IrEFAEiaG264QTk5OVq4cKGxGisajQ64T4rFYtGcOXNIagFJFo1GBz1z2mQypTBSDCW9S0fFQ38lrAAAx7/e++++9tprMdd69t/NzMxUR0dHzP67bW1tMQkw9t8FABwvlixZosmTJ+uCCy4YsM369es1e/ZsdXV1SZK+8IUv6Pzzz+/TbsWKFSorK5PUncDqnZjqkZGRoXvvvVcPPvigJOl73/uennrqqT7l2h9++GG9//77kqQLLrhA06dPP7ov8DhEYgsAkFQzZszQpZdeqpUrV+qFF17oN6mVnZ2t6667TldffTXlB4Eka2lpUXV19aBnTs+bN08FBQVJjhLDjdPp1O7du41Z+FJ3EnX06NExey8CAIa+r371q3rqqae0f/9+49ykSZN04403yuPxxOzNGw6H1dDQoOeee06bNm0yzo8YMYL9dwEAx42Ghgb95Cc/UW5urgoLC3XmmWfK6XTKbDZrx44damho0KuvvmpMGj3llFNUXl5+TO9544036pVXXlFdXZ0+/vhjXXPNNbrhhhtUUFAgv9+v2tpavfXWW5K696T84Q9/eMxf5/GExBYAIOnMZrOuueYaXXPNNWpvb5fX69WePXs0evRo5efnU1IESJGmpiaVl5fHrKw53MzpsrIyLViwQG63O0VRY6jonbQ6mNPp1EMPPaRIJKLOzk7Z7XaZzWY99NBDJLYAYJgxmUwaM2ZMzAS3Tz75RO+//74uvPDCPomt9evX65NPPokZY8yYMawaBwAcdw5eXdyfL3zhCyovL9f48eOP6b1GjBihn//85/rud7+r1atX67PPPtNjjz3Wp92ECRNUXV2tM84445je73hDYgsAkFI5OTkksoDjQEtLS0xSKz8/XyUlJQPOnK6pqZHX61UwGFR5ebkqKipYuYVD2rFjx4DXNm3apLvvvltms1kZGRk6cOBATAnM/mzfvl1nnnlmvMMEACRYc3Nzn6oN4XBYK1eu1EsvvaRx48bJZrMpGAxqx44d/U6M8Pl8WrdunVwuV7LCBoAhb18oop82fpbqMJJiX+jQnyXi7b777tOMGTO0du1affDBB/L5fNq1a5fC4bCysrJ0yimnyO126+qrr+63/ODRysrK0i9/+Uu98sor+t3vfmfcYzMzM5Wbm6svf/nL+trXvqZRo0bF7T2PFyS2AAAA0lw0GlV1dbWR1PJ4PCotLZXVau3T1mKxaPr06Zo6daoqKyvV2NioYDCoRx99VAsXLmT2NAbUu4SU1L169+DkVSQSGTChdXD71tbWYVUjHgDSxapVq4zj4uJi/elPf4rZf3f79u399rNYLPryl79s9K+trSWxBQBHICppb5ITPukiNzdXubm5uuGGG455rOuvv17XX3/9EfW5/PLLdfnllx/zew8lJLYAAADSXHNzs1EuIT8/f8CkVm9Wq1Xz589XaWmpvF6vWltbmTmNQ9q5c2fM60gkoosuukgmk0lvvvlmvzPyzWazLrzwQkWjUb355psx1/rboxEAcHwLBAKqr6+X1F2G9s4779SsWbMGvf/ugQMH9Pe//11+v1/19fUKBAJyOBzJ/jIAYEgZO3ZsqkNImXT+2oc7ElsAAABprvfM6ZKSksMmtXpYrVbNnDlTVVVVkpg5jUPr7Ozsc+7NN980kqnZ2dl6++235fP5lJ2drQsuuEDt7e1avny5vF5vn75dXV3JCBsAEEft7e3G6lu3222UOx7s/rtms1lut1urV69WJBKRz+cjsQUAh1FdXZ3qEIC4I7EFAACQxg6eOe3xeI6of2FhoZxOJzOncVgD1XX3er2qrKyU0+mU2+2Ww+HQjh07VFFRIb/fP+B4mZmZCYoUAJAoPWWPpf5/jg9m/93ev2f0N2kCAAAMfyS2AAAA0thAM6cHy2KxMHMag5KXl9fnnN1uNx5K+v1+rV69ut++vdv1mDRpUtxjBAAkls1mM447OjqOaoxAIGAc2+32Y44JAAAMPeZUBwAAAIDUOdzM6cFg5jQG4/zzz+9zrrOzUyeddJLOOussmc2xH00yMjJ01lln6aSTTur3+2rKlCkJixUAkBg5OTnGz/umpiaFw+Ej6h8Oh9XU1CSp+z6RnZ0d9xgBAMDxjxVbAJAmXn/9dS1btoyHzkfBbrfr1ltv1bRp01IdChB3zJxOP8fb/WDr1q3aunWrJMWsGAyHw/rwww8H7Pf9738/4bH1xr0AAI6dw+FQYWGh6urq5Pf71dDQoOnTpw+6f319vVGm1uPxsEocAIA0RWILANLEihUrtGXLllSHMWStWLGCh5kYlnpmTkciEWPm9JGUI2Tm9NBzPN8PjmTmvs/nS2Ak/eNeAADHrqioSHV1dZKkmpoaTZ06VVar9bD9urq6tHz5cuN1cXFxwmIEAADHNxJbAJAmZs6cqaVLlx43M/R727VrlyKRiMxms8aOHZvqcPqw2+26/vrrUx0GkBDMnE4/qbwfHDhwwPh+ORZOp1MZGRnHHtAR4F4AAPHhcrmUm5urtrY2eb1eVVZWav78+bJarQoEAmpvb1cwGJTNZlNOTo4cDodCoZCqqqrk9Xolde/bOHny5BR/JQAAIFVIbAFAmpg2bdpxO8v8jjvukM/n09ixY/Xkk0+mOhwg7TBzOr2k+n7wzDPPaNmyZUfd/5ZbbtHXvva1OEYEAEgmk8mkefPmqaysTMFgUI2NjZo9e7ZGjRqljz/+WNFoNKbtGWecob179xpla202m+bOnSuTyZSqLwEAAKSY+fBNAAAAMJz1zJyWZMycDoVCh+zDzGkcra997Wu6/PLLj6rv5ZdfTlILAIaBgoICLViwwJhIs3XrVn300UcxSS1Jikaj+uijj4ykltVq1YIFC1RQUJD0mAEAwPGDxBYAAECa65k5bbPZJEmNjY0qLS3Va6+91mfPo3A4rDVr1qi0tFSNjY2SmDmNI/ftb39bt9xyyxH1ueWWW/Ttb387QREBAAAAAIYKShECAADAmDldXl6uYDBorNxyOp1yu91yOBwKBAJqamqK2SPJZrMxcxpH5Wtf+5puuOEGPf7443rllVf6XSVotVp1+eWXa9asWUnfUwsAkDgtLS0qLy83fvafdNJJGj16tD7++GNFIhGjXUZGhgoKCrRnzx5t3bpVoVBI5eXlqqio4HcPAADSGIktAAAASJLcbrcqKipUXV2ttrY2SZLf79fq1av7bZ+Xl6e5c+fyYAlHLSMjQ/fcc4/uuecebd68Wd/97ncVCATkcDj08MMPa+LEiakOEQAQZ9FoVNXV1QoGg5Ikj8ej0tJSWa1WBQIB+Xw+dXZ2ym63Kzs7Ww6HQ6FQSJWVlWpsbFQwGNSjjz6qhQsXslocQFrKyMjQ/v37deDAAUWjUX4WIuGi0agOHDggScfNhEMSWwAAADAUFBRo0aJFWrdunWpra1VfX99n5rTH41FxcbEmT57MhyjEzcSJE2W32xUIBGS320lqAcAw1dzcbEygyc/PN5JakuRwOORwOPr0sVqtmj9/vkpLS+X1etXa2qp169bJ5XIlNXYAOB5YrVZ1dXUpGo0qEAgoMzMz1SFhmAsEAsY+mD337FQjsQUAAIAYJpNJLpdLLpdrwJnTAAAAR2PVqlXGcUlJScwDskAgoPb2dgWDQdlsNuXk5Bi/d1itVs2cOVNVVVWSpNraWhJbANLS6NGjtXfvXknSzp075XA4ht2EwwMHDmj//v3GirQRI0YcNyuF0k00GtXOnTuN16NHj05hNP+HxBYAAAAGNNDMaQAAgCMVCARUX18vSXI6nfJ4PIpGo2publZtba0aGhpiVoqbzWYVFhaqqKhILpdLhYWFcjqd8vv9qq+vN8rXAkA6ycrKkslkUjQa1b59+7RlyxadcMIJQz7BFY1G1dnZqd27d6ujo8NYISR1T77MzMzUmDFjZLfbh/TXOVT0rAjcuXOn9u3bJ6n7/0NWVlaKI+tGYgsAAAAAAAAJ197ebiSu3G63WltbY/b2PFgkElFdXZ3q6uqUm5urefPmye12a/Xq1YpEIvL5fCS2AKQds9msU045RZ988omR3Nq3b59MJtOQXdUUiUSM8ooD6ejo0I4dO2QymTRy5EiZzeYkRph+evZw62EymXTKKaccN3/vJLYAAAAAAACQcMFg0DgOBAIqKyuLOed0OuV2u5WZmamOjg41NTXJ7/dLktra2lRWVqYpU6YY7Ts7O5MWOwAcT0aNGhWT3JK6V9js378/xZEduVAopN27d8ckUcxms6xWq7EyLRQKxazoNZlMGjNmzHGz39Nw15PUGjVqVKpDMZDYAgAAAAAAQMLZbDbj+B//+IfxkDI/P18lJSXyeDyyWCxGm3A4rIaGBtXU1Mjr9SoYDOrNN980rtvt9uQFDwDHmVGjRunMM8/Uvn37tGfPHoVCIR04cCDVYR2RQCCgDz/80Lgf2O12nXTSSXI6nTHlBqPRqPx+v7Zu3WpMati2bZvOOussVu4mSEZGhqxWq0aPHq2srKzjZqVWDxJbAAAAAAAASLicnByZzWZFIhHjIabH41FpaWm/s+4tFoumT5+uqVOnqrKyUo2NjUa/jIwMZWdnJzV+ADjemM1mjR49WqNHj051KEcsGo1q9uzZRjnaQ90PeoRCIeN+IEl5eXlauHAhe26loeMrzQYAAAAAAIBhyeFw6NxzzzVejxs37rAPMSXJarVq/vz5GjdunHHunHPOYZY+AAxhzc3NRlIrPz//iO4H+fn5kqTW1latW7cu4bHi+ENiCwAAAAAAAEnRew+VZPQDAByfVq1aZRyXlJQMer8sq9WqmTNnGq9ra2vjHhuOfyS2AAAAAAAAkHCBQEDr1683Xu/YsUOVlZUKhUKH7BcKhVRVVaUdO3YY59577z0FAoGExQoASJxAIKD6+npJktPplMfjOaL+hYWFcjqdkqT6+nruB2mIxBYAAAAAAAASrr293Vh5lZGRIUlqbGxUaWmpXnvtNYXD4Zj24XBYa9asUWlpqbGfSk+/aDQqn8+XxOgBAPHS3t5u7JnodrtlsViOqL/FYpHb7ZYkRSIR7gdpaESqAwAAAAAAAMDwFwwGjeOLLrpI7777roLBoLxeryorK+V0OuV2u+VwOBQIBNTU1CS/32/0sdlsmjJlit544w1JUmdnZ7K/BABAHPS+H2RmZh7VGL33WeR+kH5YsQUAAAAAAICEs9lsxrHD4VBFRYVyc3ONc36/X6tXr1Ztba1Wr14dk9TKy8tTRUVFzANQu92elLgBAPHV+37Q0dFxVGP0Lj/I/SD9kNgCAAAAAABAwuXk5Mhs7n4U1dTUpLy8PP385z9XUVHRgGWorFarioqK9LOf/Ux5eXlqamqS1F2SMDs7O2mxAwDi5+D7wcGlaA8nHA5zP0hzJLYAAAAAAACQcA6HQ4WFhZK6V2ctXrxYN9xwg1atWjXgQ81QKKRVq1bphhtu0OLFi41VXB6PJ6YMFQBg6Dj4ftDQ0HBE/evr67kfpDkSWwAAAAAAAEiKoqIi47i2tjYmoWUymTR+/HhNmjRJ48ePl8lkMq6Fw2HV1tYar4uLi5MTMAAgIXrfD2pqahQKhQbVr6urS8uXLzdecz9ITyNSHQAAAAAAADh+BQIBtbe3KxgMymazKScnh5nROGoul0vZ2dny+XzGOavVqiuuuEK33HJLzPdWIBDQ0qVL9cc//jHmgWd2drYmT56c1LgBAPHlcrmUm5urtrY2eb1eVVZWav78+bJarQP2CYVCqqqqktfrldS9/yL3g/REYgsAAAAAAMSIRqNqbm5WbW2tGhoaFIlEjGtms1mFhYUqKiqSy+WKWVUDHE40GtXu3btjzk2YMEFnn312n322LBaLzj77bL377rtqa2szzu/evVvRaJTvPQAYwkwmk+bNm6eysjIFg0E1NjaqtLRUJSUl8ng8MfeEcDis+vp6LV++3Ehq2Ww2zZ07l3tBmiKxBQAAAAAADC0tLaquro5JJPQWiURUV1enuro65ebmat68eSooKEhylBiqfv/732v//v0x59ra2lRZWSmn0ym32y2Hw6FAIKCmpiZjD5Xe9u/fr5UrV+qaa65JUtQAgEQoKCjQggULVF5ermAwaKzcOtz9wGazacGCBfz+kcZIbAEAAAAAAElSU1OT8XCpR8/DpczMTHV0dMQ8XGpra1NZWZkWLFggt9udoqgxlLz44ovG8fTp09Xa2mokUf1+v1avXt1vv7y8PE2cOFGvv/66JOmFF14gsQUAw4Db7VZFRUXMpJrD3Q/mzp1LUivNkdgCAAAAAABqaWmJSWrl5+cPWA6ooaFBNTU18nq9CgaDKi8vV0VFBQ+ZcEjt7e3G3lomk0mzZ8+W3W7XunXrVFtbq/r6+piylxkZGfJ4PCouLtbkyZPV2dmpuro6RaNR+Xw+tbe3KycnJ1VfDgAgTgoKCrRo0aJB3w8oPwgSWwAAAAAApLloNKrq6mojqeXxeFRaWtrvBu4Wi0XTp0/X1KlTVVlZqcbGRgWDQT366KNauHAhD5swoA0bNhjH48aNk8PhkCS5XC65XC4FAgH5fD51dnbKbrcrOzvbaCNJDodD48aN0/bt2yVJXq+XxBYADBMmk2nQ9wOAxBYAAAAAAGmuubnZKP+Tn58/YFKrN6vVqvnz56u0tFRer1etra1at26dXC5XMkLGELR3717j2G6397nucDgO++DSZrMZx3v27IlfcACA48Zg7gdIb+ZUBwAAAAAAAFJr1apVxnFJSclhk1o9rFarZs6cabyura2Ne2wYPkaNGmUcd3Z29rkeCATU1tamjz76SG1tbQoEAn3a9N7/bfTo0YkJFAAAHNdYsQUAAAAAQBoLBAKqr6+XJDmdTnk8niPqX1hYKKfTKb/fr/r6egUCAWZZo1+nn366cbxjxw4FAgHZ7XY1NzertrZWDQ0NMXuqmM1mFRYWqqioSC6XS52dndqxY4dxPT8/P6nxAwCA4wOJLQAAAAAA0lh7e7uRTHC73bJYLEfU32KxyO12a/Xq1YpEIvL5fCS20K+cnBxlZ2fL5/MpGo1q0aJFam1tNcpgHiwSiaiurk51dXXKzc1VXl6eotGoJCk7O5v9tQAASFMktgAAAAAASGO9S7tlZmYe1Ri9E1n9lZgDelx77bVavHixJOm1116LueZ0OuV2u5WZmamOjg41NTXJ7/dLktra2mISYNddd13SYgYAAMcXElsAAAAAAKQxm81mHHd0dBzVGL33QrLb7cccE4avr371q3rqqae0f/9+41xeXp5uuukmeTyemBWD4XBYDQ0Nevb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\n"
          },
          "metadata": {
            "image/png": {
              "width": 859,
              "height": 476
            }
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#Q3 — How does match duration vary across tournament rounds?"
      ],
      "metadata": {
        "id": "FFgaju531NBM"
      },
      "execution_count": 19,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "round_order = [\"R128\",\"R64\",\"R32\",\"R16\",\"QF\",\"SF\",\"F\",\"RR\"]\n",
        "plt.figure(figsize=(10, 5))\n",
        "sns.boxplot(data=df_clean, x=\"round\", y=\"minutes\", order=round_order)\n",
        "plt.title(\"Match Duration by Tournament Round\")\n",
        "plt.xlabel(\"Round (early → late)\"); plt.ylabel(\"Minutes\")\n",
        "plt.ylim(0, 350); plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 493
        },
        "id": "Q2hgWmiU1ND0",
        "outputId": "de814f44-eaaf-4ed0-92b0-ce9af7a2053f"
      },
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "image/png": {
              "width": 859,
              "height": 476
            }
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#Q4 — Has the average match length changed over the 2000–2015 era?"
      ],
      "metadata": {
        "id": "4uA36mQn1iGO"
      },
      "execution_count": 21,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "yearly = df_clean.groupby([\"year\",\"best_of\"])[\"minutes\"].median().unstack()\n",
        "\n",
        "plt.figure(figsize=(10, 5))\n",
        "plt.plot(yearly.index, yearly[3], marker=\"o\", label=\"Best-of-3\", color=\"steelblue\")\n",
        "plt.plot(yearly.index, yearly[5], marker=\"s\", label=\"Best-of-5\", color=\"red\")\n",
        "plt.title(\"Median Match Duration Over Time, by Format\")\n",
        "plt.xlabel(\"Year\"); plt.ylabel(\"Median Minutes\")\n",
        "plt.legend(); plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 493
        },
        "id": "5SMvfSkz1iJC",
        "outputId": "11238751-52ff-4783-eefc-7b7ba6885167"
      },
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x500 with 1 Axes>"
            ],
            "image/png": 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          },
          "metadata": {
            "image/png": {
              "width": 859,
              "height": 476
            }
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#Q5 — Do taller players hit more aces?"
      ],
      "metadata": {
        "id": "ey4D-6wD1iL3"
      },
      "execution_count": 23,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "ht_quartile = pd.qcut(df_clean[\"winner_ht\"], q=4,\n",
        "                      labels=[\"Short\",\"Mid-short\",\"Mid-tall\",\"Tall\"])\n",
        "plt.figure(figsize=(10, 5))\n",
        "sns.boxplot(x=ht_quartile, y=df_clean[\"w_ace\"])\n",
        "plt.title(\"Aces by Winner Height Quartile\")\n",
        "plt.xlabel(\"Winner Height Quartile\"); plt.ylabel(\"Aces by Winner\")\n",
        "plt.ylim(0, 30); plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 493
        },
        "id": "yQ0sQTaR3sEn",
        "outputId": "53ab13cc-e5f5-40cb-a908-9e06ce56692d"
      },
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "image/png": {
              "width": 849,
              "height": 476
            }
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Part 3: Define and Train a baseline model**\n",
        "\n",
        "1. **Regression Goal**: Clearly state the problem you’re addressing.\n",
        "\n",
        "2. **Feature Selection**: Identify the features that seem most relevant. It’s fine to start with all features if you’re unsure.\n",
        "\n",
        "3. **Train-Test Split**: Partition your data into training, and testing sets. Use simple sampling. Quick reminder - when using ramdom - Use `Seed`!\n",
        "\n",
        "4. **Model Training**: For simplicity, start with default parameters on a `Linear Regression` model, using scikit-learn. Focus on establishing a baseline.\n",
        "\n",
        "5. **Model Evaluation**: Present straightforward metrics such as MAE, MSE, RMSE, R2, etc.\n",
        "\n",
        "6. **Insights**: Summarize the model’s performance with visuals.\n",
        "\n",
        "7. **Feature Importance:** Explain & Visualize  `feature importance` by looking on the `coefficients` of the Linear Regression model .\n",
        "\n",
        "<br>\n",
        "\n",
        "*FYI: Sections 5 and 6 will be repeated throughout your work.*"
      ],
      "metadata": {
        "id": "TxKHPqppIPZT"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "#My regression goal:\n",
        "\n",
        "Predict the duration of an ATP match in minutes from pre-match information (tournament context, format, surface, round, and the two players' attributes and ATP rankings), using a baseline Linear Regression as the benchmark all later models must beat."
      ],
      "metadata": {
        "id": "EfniaMYBK6sK"
      }
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "uLxQ5tJQK6xG"
      },
      "execution_count": 24,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [],
      "metadata": {
        "id": "0GnQN63RK61Q"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.model_selection import train_test_split\n",
        "from sklearn.preprocessing import StandardScaler, OneHotEncoder\n",
        "from sklearn.impute import SimpleImputer\n",
        "from sklearn.compose import ColumnTransformer\n",
        "from sklearn.pipeline import Pipeline\n",
        "from sklearn.linear_model import LinearRegression\n",
        "from sklearn.metrics import mean_absolute_error, mean_squared_error, r2_score\n",
        "\n",
        "# Target\n",
        "y = df_clean[\"minutes\"]\n",
        "\n",
        "# Drop: leakage columns, identifiers, names, raw date, and high-cardinality fields we'll handle later\n",
        "DROP_COLS = LEAKAGE_COLS + [\n",
        "    \"tourney_id\", \"tourney_name\", \"tourney_date\", \"match_num\",\n",
        "    \"winner_id\", \"winner_name\", \"winner_seed\", \"winner_entry\",\n",
        "    \"loser_id\",  \"loser_name\",  \"loser_seed\",  \"loser_entry\",\n",
        "    \"winner_ioc\", \"loser_ioc\",        # ~120 country codes — too high cardinality for baseline\n",
        "    \"source_year\",\n",
        "]\n",
        "X = df_clean.drop(columns=[c for c in DROP_COLS if c in df_clean.columns])\n",
        "\n",
        "numeric_features     = X.select_dtypes(include=[np.number]).columns.tolist()\n",
        "categorical_features = X.select_dtypes(include=[\"category\", \"object\"]).columns.tolist()\n",
        "\n",
        "print(f\"Numeric features ({len(numeric_features)}): {numeric_features}\")\n",
        "print(f\"Categorical features ({len(categorical_features)}): {categorical_features}\")"
      ],
      "metadata": {
        "id": "euWXtGKHK65d",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "dc5c4496-53d2-4a3d-c5c3-d9c8e633a06f"
      },
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Numeric features (10): ['winner_ht', 'winner_age', 'winner_rank', 'winner_rank_points', 'loser_ht', 'loser_age', 'loser_rank', 'loser_rank_points', 'year', 'month']\n",
            "Categorical features (7): ['surface', 'draw_size', 'tourney_level', 'winner_hand', 'loser_hand', 'best_of', 'round']\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "X_train, X_test, y_train, y_test = train_test_split(\n",
        "    X, y, test_size=0.2, random_state=SEED   # ← reproducibility\n",
        ")\n",
        "print(f\"Train: {X_train.shape}   Test: {X_test.shape}\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "IEKBCFC7Tp70",
        "outputId": "7d32fb6c-7b6f-43b6-fe5a-2f8d424453b6"
      },
      "execution_count": 26,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Train: (33456, 17)   Test: (8364, 17)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Numeric: median-impute + standardize\n",
        "numeric_pipe = Pipeline([\n",
        "    (\"imputer\", SimpleImputer(strategy=\"median\")),\n",
        "    (\"scaler\",  StandardScaler()),\n",
        "])\n",
        "\n",
        "# Categorical: most-frequent impute + one-hot\n",
        "categorical_pipe = Pipeline([\n",
        "    (\"imputer\", SimpleImputer(strategy=\"most_frequent\")),\n",
        "    (\"onehot\",  OneHotEncoder(handle_unknown=\"ignore\", drop=\"first\")),\n",
        "])\n",
        "\n",
        "preprocessor = ColumnTransformer([\n",
        "    (\"num\", numeric_pipe,     numeric_features),\n",
        "    (\"cat\", categorical_pipe, categorical_features),\n",
        "])\n",
        "\n",
        "baseline_lr = Pipeline([\n",
        "    (\"preprocess\", preprocessor),\n",
        "    (\"model\",      LinearRegression()),\n",
        "])\n",
        "\n",
        "baseline_lr.fit(X_train, y_train)\n",
        "print(\"Baseline Linear Regression fitted.\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ulXOH2UITqIP",
        "outputId": "9b2958ff-b26d-4217-e818-105f9c8cfe12"
      },
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Baseline Linear Regression fitted.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "y_pred = baseline_lr.predict(X_test)\n",
        "\n",
        "mae  = mean_absolute_error(y_test, y_pred)\n",
        "mse  = mean_squared_error(y_test, y_pred)\n",
        "rmse = np.sqrt(mse)\n",
        "r2   = r2_score(y_test, y_pred)\n",
        "\n",
        "print(\"Baseline Linear Regression — test set:\")\n",
        "print(f\"  MAE  : {mae:.2f} min\")\n",
        "print(f\"  MSE  : {mse:.2f}\")\n",
        "print(f\"  RMSE : {rmse:.2f} min\")\n",
        "print(f\"  R²   : {r2:.3f}\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "mNPEoPoZTqM6",
        "outputId": "242af701-b22a-4e65-a2c1-971b86c3ff72"
      },
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Baseline Linear Regression — test set:\n",
            "  MAE  : 26.44 min\n",
            "  MSE  : 1125.34\n",
            "  RMSE : 33.55 min\n",
            "  R²   : 0.295\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "fig, axes = plt.subplots(1, 2, figsize=(14, 5))\n",
        "\n",
        "axes[0].scatter(y_test, y_pred, alpha=0.2, s=10)\n",
        "axes[0].plot([y_test.min(), y_test.max()], [y_test.min(), y_test.max()],\n",
        "             \"r--\", linewidth=2, label=\"Perfect prediction\")\n",
        "axes[0].set_title(\"Predicted vs Actual\")\n",
        "axes[0].set_xlabel(\"Actual Minutes\"); axes[0].set_ylabel(\"Predicted Minutes\")\n",
        "axes[0].legend()\n",
        "\n",
        "residuals = y_test - y_pred\n",
        "axes[1].scatter(y_pred, residuals, alpha=0.2, s=10)\n",
        "axes[1].axhline(0, color=\"r\", linestyle=\"--\", linewidth=2)\n",
        "axes[1].set_title(\"Residuals vs Predicted\")\n",
        "axes[1].set_xlabel(\"Predicted Minutes\"); axes[1].set_ylabel(\"Residual (Actual − Predicted)\")\n",
        "\n",
        "plt.tight_layout(); plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 498
        },
        "id": "j7hrvyLbTqQS",
        "outputId": "02f205f9-3259-45d6-98eb-b1a17ec01585"
      },
      "execution_count": 29,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1400x500 with 2 Axes>"
            ],
            "image/png": 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          },
          "metadata": {
            "image/png": {
              "width": 1382,
              "height": 481
            }
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "feature_names = baseline_lr.named_steps[\"preprocess\"].get_feature_names_out()\n",
        "coefs = baseline_lr.named_steps[\"model\"].coef_\n",
        "\n",
        "coef_df = (pd.DataFrame({\"feature\": feature_names, \"coef\": coefs})\n",
        "           .assign(abs_coef=lambda d: d[\"coef\"].abs())\n",
        "           .sort_values(\"abs_coef\", ascending=False))\n",
        "\n",
        "top = coef_df.head(15).iloc[::-1]\n",
        "plt.figure(figsize=(10, 7))\n",
        "colors = [\"steelblue\" if c > 0 else \"yellow\" for c in top[\"coef\"]]\n",
        "plt.barh(top[\"feature\"], top[\"coef\"], color=colors)\n",
        "plt.axvline(0, color=\"black\", linewidth=0.5)\n",
        "plt.title(\"Top 15 Features by |Coefficient| — Baseline Linear Regression\")\n",
        "plt.xlabel(\"Coefficient (minutes added/removed per +1 standard deviation)\")\n",
        "plt.tight_layout(); plt.show()\n",
        "\n",
        "print(\"\\nTop 15 features by absolute coefficient:\")\n",
        "print(coef_df.head(15).to_string(index=False))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "yxT-y7hxUGhD",
        "outputId": "97b5b2fd-d94a-4ef0-e61c-3886ceaff38a"
      },
      "execution_count": 30,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x700 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "image/png": {
              "width": 983,
              "height": 681
            }
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "Top 15 features by absolute coefficient:\n",
            "               feature       coef  abs_coef\n",
            "      cat__best_of_5.0  49.089870 49.089870\n",
            "       cat__round_R128 -16.044172 16.044172\n",
            "        cat__round_R64 -13.053529 13.053529\n",
            "        cat__round_R32  -9.987909  9.987909\n",
            "     cat__draw_size_16   8.647578  8.647578\n",
            "         cat__round_RR  -8.205677  8.205677\n",
            "        cat__round_R16  -7.620120  7.620120\n",
            "         cat__round_QF  -6.833686  6.833686\n",
            "    cat__surface_Grass  -5.632916  5.632916\n",
            "         cat__round_SF  -4.594533  4.594533\n",
            "     cat__draw_size_28  -3.947565  3.947565\n",
            "    cat__draw_size_128   3.907762  3.907762\n",
            "  cat__tourney_level_G   3.907762  3.907762\n",
            "     cat__surface_Clay   3.789196  3.789196\n",
            "num__loser_rank_points   3.660005  3.660005\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "Sycgq56TUG0s"
      },
      "execution_count": 30,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "zCzu-qH5UG3O"
      },
      "execution_count": 30,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "<br><br><br>\n",
        "\n",
        "---\n",
        "\n",
        "<br><br><br>"
      ],
      "metadata": {
        "id": "hkerNEsMIPbK"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Part 4: Feature Engineering**\n",
        "\n",
        "* Create, transform, scale, or extract new features; encoding categoricals, polynomial features, PCA, etc.\n",
        "*TIP: use sklearn's tools, such as Scalar, One-Hot, etc.*\n",
        "\n",
        "* To achieve the best possible results on the assignment, make extensive use of feature engineering.\n",
        "\n",
        "* Use a `Clustring Model` to create a new feature."
      ],
      "metadata": {
        "id": "wnzIOsrRVc_i"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Synthetic gap features\n",
        "df_fe = df_clean.copy()\n",
        "\n",
        "# \"Gap\" features: winner minus loser\n",
        "df_fe[\"rank_gap\"]   = df_fe[\"winner_rank\"] - df_fe[\"loser_rank\"]\n",
        "df_fe[\"age_gap\"]    = df_fe[\"winner_age\"] - df_fe[\"loser_age\"]\n",
        "df_fe[\"height_gap\"] = df_fe[\"winner_ht\"]  - df_fe[\"loser_ht\"]\n",
        "\n",
        "# Ratio feature (with safe division — replace 0 to avoid divide-by-zero)\n",
        "df_fe[\"rank_points_ratio\"] = (\n",
        "    df_fe[\"winner_rank_points\"]\n",
        "    / df_fe[\"loser_rank_points\"].replace(0, np.nan)\n",
        ")\n",
        "\n",
        "print(f\"Shape: {df_fe.shape}\")\n",
        "print(df_fe[[\"rank_gap\", \"age_gap\", \"height_gap\", \"rank_points_ratio\"]].describe().round(2))"
      ],
      "metadata": {
        "id": "uQHNkN1nVdTm",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "8eae7ce2-eba3-4f75-b2d8-a219fdcb02b8"
      },
      "execution_count": 31,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Shape: (41820, 56)\n",
            "       rank_gap   age_gap  height_gap  rank_points_ratio\n",
            "count  41140.00  41820.00    39775.00           41140.00\n",
            "mean     -34.43     -0.16        0.50               4.10\n",
            "std      129.58      4.88        9.33              40.67\n",
            "min    -2125.00    -25.92      -43.00               0.00\n",
            "25%      -63.00     -3.54       -5.00               0.78\n",
            "50%      -21.00     -0.18        0.00               1.48\n",
            "75%       15.00      3.19        7.00               2.98\n",
            "max     1464.00     21.74       43.00            5790.00\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Player-history features (rolling avg duration over previous 20 matches)\n",
        "\n",
        "# Build a long-format view: each match contributes 2 rows (one per player)\n",
        "winner_view = pd.DataFrame({\n",
        "    \"player_id\": df_fe[\"winner_id\"],\n",
        "    \"date\":      df_fe[\"tourney_date\"],\n",
        "    \"minutes\":   df_fe[\"minutes\"],\n",
        "    \"orig_idx\":  df_fe.index,\n",
        "    \"side\":      \"w\",\n",
        "})\n",
        "loser_view = pd.DataFrame({\n",
        "    \"player_id\": df_fe[\"loser_id\"],\n",
        "    \"date\":      df_fe[\"tourney_date\"],\n",
        "    \"minutes\":   df_fe[\"minutes\"],\n",
        "    \"orig_idx\":  df_fe.index,\n",
        "    \"side\":      \"l\",\n",
        "})\n",
        "long = (pd.concat([winner_view, loser_view], ignore_index=True)\n",
        "          .sort_values([\"player_id\", \"date\", \"orig_idx\"])\n",
        "          .reset_index(drop=True))\n",
        "\n",
        "# Rolling mean of the player's previous 20 matches.\n",
        "# .shift(1) excludes the current match → no leakage.\n",
        "long[\"recent_avg_min\"] = (\n",
        "    long.groupby(\"player_id\")[\"minutes\"]\n",
        "        .transform(lambda x: x.shift(1).rolling(window=20, min_periods=3).mean())\n",
        ")\n",
        "\n",
        "# Map the new feature back into df_fe — once for the winner side, once for the loser side\n",
        "w_feat = long[long[\"side\"] == \"w\"].set_index(\"orig_idx\")[\"recent_avg_min\"]\n",
        "l_feat = long[long[\"side\"] == \"l\"].set_index(\"orig_idx\")[\"recent_avg_min\"]\n",
        "df_fe[\"winner_recent_avg_min\"] = df_fe.index.map(w_feat)\n",
        "df_fe[\"loser_recent_avg_min\"]  = df_fe.index.map(l_feat)\n",
        "\n",
        "print(f\"Shape: {df_fe.shape}\")\n",
        "print(\"\\nNew features summary:\")\n",
        "print(df_fe[[\"winner_recent_avg_min\", \"loser_recent_avg_min\"]].describe().round(2))\n",
        "print(f\"\\nMissing winner_recent_avg_min: \"\n",
        "      f\"{df_fe['winner_recent_avg_min'].isna().sum():,} \"\n",
        "      f\"({df_fe['winner_recent_avg_min'].isna().mean()*100:.1f}%)\")\n",
        "print(f\"Missing loser_recent_avg_min:  \"\n",
        "      f\"{df_fe['loser_recent_avg_min'].isna().sum():,} \"\n",
        "      f\"({df_fe['loser_recent_avg_min'].isna().mean()*100:.1f}%)\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "qlaUI3av0qc5",
        "outputId": "e1e5d476-a779-4124-dc31-868b8c4aa500"
      },
      "execution_count": 32,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Shape: (41820, 58)\n",
            "\n",
            "New features summary:\n",
            "       winner_recent_avg_min  loser_recent_avg_min\n",
            "count               40961.00              39778.00\n",
            "mean                  105.98                104.87\n",
            "std                    11.76                 11.79\n",
            "min                    54.00                 52.33\n",
            "25%                    97.90                 97.00\n",
            "50%                   105.35                104.30\n",
            "75%                   113.35                112.15\n",
            "max                   186.00                212.67\n",
            "\n",
            "Missing winner_recent_avg_min: 859 (2.1%)\n",
            "Missing loser_recent_avg_min:  2,042 (4.9%)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Quick check: does country actually correlate with match duration?\n",
        "country_mins = pd.concat([\n",
        "    df_fe[[\"winner_ioc\", \"minutes\"]].rename(columns={\"winner_ioc\": \"country\"}),\n",
        "    df_fe[[\"loser_ioc\",  \"minutes\"]].rename(columns={\"loser_ioc\":  \"country\"})\n",
        "])\n",
        "\n",
        "# Average match length per country (only countries with ≥200 matches for reliability)\n",
        "country_stats = (country_mins.groupby(\"country\")\n",
        "                 .agg(mean_min=(\"minutes\", \"mean\"),\n",
        "                      count=(\"minutes\", \"count\"))\n",
        "                 .query(\"count >= 200\")\n",
        "                 .sort_values(\"mean_min\"))\n",
        "\n",
        "print(f\"Overall mean match length: {df_fe['minutes'].mean():.1f} min\\n\")\n",
        "print(\"5 SHORTEST-match countries:\")\n",
        "print(country_stats.head(5).round(1))\n",
        "print(\"\\n5 LONGEST-match countries:\")\n",
        "print(country_stats.tail(5).round(1))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "fNfndkiV1iDp",
        "outputId": "9b9a6f95-2f80-421d-9bea-101e239e2e6e"
      },
      "execution_count": 33,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Overall mean match length: 105.3 min\n",
            "\n",
            "5 SHORTEST-match countries:\n",
            "         mean_min  count\n",
            "country                 \n",
            "THA          98.1    446\n",
            "IND          98.3    218\n",
            "ISR          98.6    420\n",
            "CZE         100.8   3277\n",
            "NED         100.8   1450\n",
            "\n",
            "5 LONGEST-match countries:\n",
            "         mean_min  count\n",
            "country                 \n",
            "SRB         111.8   1723\n",
            "SLO         113.0    240\n",
            "CYP         113.3    430\n",
            "POL         114.8    408\n",
            "ECU         115.9    381\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Country frequency encoding\n",
        "\n",
        "# Compute country frequency across both winner and loser appearances\n",
        "all_countries = pd.concat([df_fe[\"winner_ioc\"], df_fe[\"loser_ioc\"]])\n",
        "country_freq = all_countries.value_counts(normalize=True)\n",
        "\n",
        "# Map each player's country to its frequency\n",
        "df_fe[\"winner_country_freq\"] = df_fe[\"winner_ioc\"].map(country_freq).astype(float)\n",
        "df_fe[\"loser_country_freq\"]  = df_fe[\"loser_ioc\"].map(country_freq).astype(float)\n",
        "\n",
        "print(f\"Shape: {df_fe.shape}\")\n",
        "print(f\"\\nUnique countries: {len(country_freq)}\")\n",
        "print(f\"\\nTop 10 countries by frequency:\")\n",
        "print((country_freq.head(10) * 100).round(2).astype(str) + \"%\")\n",
        "print(f\"\\nNew feature summary:\")\n",
        "print(df_fe[[\"winner_country_freq\", \"loser_country_freq\"]].describe().round(4))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "h0FCCYsd7c9F",
        "outputId": "78129362-eee3-429b-e070-3a4d0aae6ee8"
      },
      "execution_count": 34,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Shape: (41820, 60)\n",
            "\n",
            "Unique countries: 83\n",
            "\n",
            "Top 10 countries by frequency:\n",
            "ESP    13.36%\n",
            "FRA     9.99%\n",
            "USA     8.82%\n",
            "ARG     7.11%\n",
            "GER     6.46%\n",
            "RUS     4.95%\n",
            "CZE     3.92%\n",
            "ITA     3.48%\n",
            "AUS     3.07%\n",
            "CRO     2.89%\n",
            "Name: proportion, dtype: object\n",
            "\n",
            "New feature summary:\n",
            "       winner_country_freq  loser_country_freq\n",
            "count           41820.0000          41820.0000\n",
            "mean                0.0584              0.0552\n",
            "std                 0.0430              0.0427\n",
            "min                 0.0000              0.0000\n",
            "25%                 0.0206              0.0180\n",
            "50%                 0.0495              0.0392\n",
            "75%                 0.0882              0.0882\n",
            "max                 0.1336              0.1336\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### New Features\n",
        "\n",
        "We recommend reading the resources uploaded to the forum."
      ],
      "metadata": {
        "id": "l-WXLrFkVdYi"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Build player profiles for clustering\n",
        "\n",
        "# Combine winner & loser sides into long format (one row per player-match)\n",
        "w = df_fe[[\n",
        "    \"winner_id\", \"w_ace\", \"w_df\", \"w_svpt\", \"w_1stIn\", \"w_1stWon\", \"w_2ndWon\",\n",
        "    \"w_SvGms\", \"w_bpFaced\"\n",
        "]].rename(columns=lambda c: c.replace(\"winner_id\", \"player_id\").replace(\"w_\", \"\"))\n",
        "w.columns = [\"player_id\", \"ace\", \"df\", \"svpt\", \"1stIn\", \"1stWon\", \"2ndWon\", \"SvGms\", \"bpFaced\"]\n",
        "\n",
        "l = df_fe[[\n",
        "    \"loser_id\", \"l_ace\", \"l_df\", \"l_svpt\", \"l_1stIn\", \"l_1stWon\", \"l_2ndWon\",\n",
        "    \"l_SvGms\", \"l_bpFaced\"\n",
        "]].rename(columns=lambda c: c.replace(\"loser_id\", \"player_id\").replace(\"l_\", \"\"))\n",
        "l.columns = [\"player_id\", \"ace\", \"df\", \"svpt\", \"1stIn\", \"1stWon\", \"2ndWon\", \"SvGms\", \"bpFaced\"]\n",
        "\n",
        "long = pd.concat([w, l], ignore_index=True).dropna()\n",
        "\n",
        "# Career totals per player\n",
        "totals = long.groupby(\"player_id\").sum(numeric_only=True)\n",
        "totals[\"matches\"] = long.groupby(\"player_id\").size()\n",
        "\n",
        "# Filter to players with enough matches (≥20) for stable profiles\n",
        "totals = totals[totals[\"matches\"] >= 20]\n",
        "\n",
        "# Compute rate-based features (these are what K-Means will cluster on)\n",
        "player_profiles = pd.DataFrame({\n",
        "    \"ace_rate\":      totals[\"ace\"]    / totals[\"svpt\"],\n",
        "    \"df_rate\":       totals[\"df\"]     / totals[\"svpt\"],\n",
        "    \"first_in_pct\":  totals[\"1stIn\"]  / totals[\"svpt\"],\n",
        "    \"first_won_pct\": totals[\"1stWon\"] / totals[\"1stIn\"],\n",
        "    \"second_won_pct\":totals[\"2ndWon\"] / (totals[\"svpt\"] - totals[\"1stIn\"]),\n",
        "    \"bp_faced_rate\": totals[\"bpFaced\"]/ totals[\"SvGms\"],\n",
        "}).dropna()\n",
        "\n",
        "print(f\"Player profiles: {player_profiles.shape}\")\n",
        "print(player_profiles.describe().round(3))"
      ],
      "metadata": {
        "id": "2ZVUTVmyVddO",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "dad3af92-97aa-49f0-fb5e-e175debd10f6"
      },
      "execution_count": 35,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Player profiles: (444, 6)\n",
            "       ace_rate  df_rate  first_in_pct  first_won_pct  second_won_pct  \\\n",
            "count   444.000  444.000       444.000        444.000         444.000   \n",
            "mean      0.070    0.040         0.598          0.700           0.495   \n",
            "std       0.034    0.012         0.040          0.041           0.023   \n",
            "min       0.008    0.017         0.454          0.585           0.430   \n",
            "25%       0.046    0.033         0.573          0.671           0.481   \n",
            "50%       0.063    0.039         0.598          0.696           0.495   \n",
            "75%       0.089    0.047         0.622          0.729           0.511   \n",
            "max       0.230    0.090         0.724          0.827           0.572   \n",
            "\n",
            "       bp_faced_rate  \n",
            "count        444.000  \n",
            "mean           0.600  \n",
            "std            0.099  \n",
            "min            0.284  \n",
            "25%            0.533  \n",
            "50%            0.604  \n",
            "75%            0.669  \n",
            "max            0.874  \n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "### **Applying Clustering (Unsupervised Learning):**\n",
        "\n",
        "* Run at least one clustering algorithm; K-Means, DBSCAN, etc.\n",
        "* Visualize the clusters using dimensionality reduction (PCA, t-SNE, UMAP).\n",
        "* Interpret the clusters: What makes them distinct? Are they useful?\n",
        "* Use the results to create new features (e.g., cluster ID, distance to centroid, cluster probabilities).\n"
      ],
      "metadata": {
        "id": "Vq9Nh-D1Vdh6"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Run K-Means\n",
        "from sklearn.cluster import KMeans\n",
        "from sklearn.preprocessing import StandardScaler\n",
        "\n",
        "# Standardize: K-Means uses Euclidean distance, so features must be on the same scale\n",
        "scaler = StandardScaler()\n",
        "X_clusters = scaler.fit_transform(player_profiles)\n",
        "\n",
        "# Elbow plot — try k = 2..8 and look for the \"kink\"\n",
        "inertias = []\n",
        "ks = range(2, 9)\n",
        "for k in ks:\n",
        "    km = KMeans(n_clusters=k, random_state=SEED, n_init=10)\n",
        "    km.fit(X_clusters)\n",
        "    inertias.append(km.inertia_)\n",
        "\n",
        "plt.figure(figsize=(8, 4))\n",
        "plt.plot(ks, inertias, marker=\"o\")\n",
        "plt.title(\"Elbow Plot — Choosing the Number of Clusters\")\n",
        "plt.xlabel(\"Number of clusters (k)\")\n",
        "plt.ylabel(\"Within-cluster sum of squares (inertia)\")\n",
        "plt.grid(alpha=0.3); plt.show()\n",
        "\n",
        "# Pick k=4 (common archetype count: big server, conservative server, grinder, struggler)\n",
        "K = 4\n",
        "kmeans = KMeans(n_clusters=K, random_state=SEED, n_init=10)\n",
        "player_profiles[\"cluster\"] = kmeans.fit_predict(X_clusters)\n",
        "\n",
        "print(f\"\\nCluster sizes:\")\n",
        "print(player_profiles[\"cluster\"].value_counts().sort_index())"
      ],
      "metadata": {
        "id": "935GjHVFVaVz",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 552
        },
        "outputId": "3a1289ca-3d24-4c41-9aa2-8c3ce5d7f101"
      },
      "execution_count": 36,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x400 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "image/png": {
              "width": 714,
              "height": 399
            }
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "Cluster sizes:\n",
            "cluster\n",
            "0    116\n",
            "1     95\n",
            "2    138\n",
            "3     95\n",
            "Name: count, dtype: int64\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# PCA visualization of clusters\n",
        "from sklearn.decomposition import PCA\n",
        "\n",
        "# Use only the 6 feature columns (exclude the cluster column we added)\n",
        "feature_cols = [\"ace_rate\", \"df_rate\", \"first_in_pct\",\n",
        "                \"first_won_pct\", \"second_won_pct\", \"bp_faced_rate\"]\n",
        "X_scaled = StandardScaler().fit_transform(player_profiles[feature_cols])\n",
        "\n",
        "# Reduce 6D → 2D\n",
        "pca = PCA(n_components=2, random_state=SEED)\n",
        "X_pca = pca.fit_transform(X_scaled)\n",
        "\n",
        "evr = pca.explained_variance_ratio_\n",
        "print(f\"PC1 explains {evr[0]:.1%} of variance\")\n",
        "print(f\"PC2 explains {evr[1]:.1%} of variance\")\n",
        "print(f\"Total kept in 2D: {evr.sum():.1%}\")\n",
        "\n",
        "# Scatter plot, colored by cluster\n",
        "plt.figure(figsize=(10, 7))\n",
        "for cluster_id in sorted(player_profiles[\"cluster\"].unique()):\n",
        "    mask = player_profiles[\"cluster\"] == cluster_id\n",
        "    plt.scatter(X_pca[mask, 0], X_pca[mask, 1],\n",
        "                label=f\"Cluster {cluster_id}  (n={mask.sum()})\",\n",
        "                alpha=0.7, s=50)\n",
        "\n",
        "# Project K-Means centroids into PCA space and plot as black X's\n",
        "centroids_2d = pca.transform(kmeans.cluster_centers_)\n",
        "plt.scatter(centroids_2d[:, 0], centroids_2d[:, 1],\n",
        "            marker=\"X\", s=300, c=\"black\", edgecolors=\"white\", linewidths=2,\n",
        "            label=\"Centroids\", zorder=10)\n",
        "\n",
        "plt.title(\"Player Clusters in 2D (PCA Projection)\")\n",
        "plt.xlabel(f\"PC1  ({evr[0]:.1%} variance)\")\n",
        "plt.ylabel(f\"PC2  ({evr[1]:.1%} variance)\")\n",
        "plt.legend(loc=\"best\")\n",
        "plt.grid(alpha=0.3)\n",
        "plt.tight_layout(); plt.show()"
      ],
      "metadata": {
        "id": "Sggdr4BNBreK",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 749
        },
        "outputId": "c52d21f5-d60d-4a4c-8dfa-91bb21ca0db9"
      },
      "execution_count": 37,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "PC1 explains 50.7% of variance\n",
            "PC2 explains 29.4% of variance\n",
            "Total kept in 2D: 80.1%\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x700 with 1 Axes>"
            ],
            "image/png": 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3HdauXVsk4VcWnU6HpUuXYufOnWW202g0mD9/vpgYtmQ0GlFQUIDU1FRcuHABP/74I5YuXYqJEydad3A2IgiC+Hk2mUzi4wUFBYiMjERkZCR+/fVXbN261aYjha1lmeCzxfetJB4eHhg/fryYpPz777+RnZ0NDw+PKvV74sQJcfmpp56qUl8lcXNzK7L+8Khhy+9Tr169rBrhXll79+4Vy7d36dIFTZs2BWCe5mD58uUAzCOx7Z20tvwNBIq/ZpZyc3OxePHiIvN0lyYhIQHz5s0rsRqARqPBvXv3cODAAQQGBmL16tU2+y5Vx+/czz//jFWrVok3PJTU57lz57BmzRps2rQJ/fr1s8mxWOvKlStYsGAB7t69W+RxrVYLtVqNhIQE7N69G3369MGKFSvg5eVldd/Hjh3DokWLkJubW+Tx+Ph4xMfH47fffsPq1atL/bvjYU899ZRYAeHEiRNMWhMRERHVEkxaExERERHVApYXoV1dXSvdR2HCun79+mjdujUaNGgAZ2dnFBQU4M6dO4iMjITBYEBiYiKmTJmC4OBgNGvWrFhfkyZNwh9//AHAXD5z1qxZ5Y5C++2338Tl8ePHQyaTFWtz69YtTJ8+Henp6QDMia/27dujdevWcHJyQmpqKsLDw6FWq5GWloaZM2di06ZNViWWvv/+e3FEWNOmTREUFAQnJyckJiZaXc7b0pUrV5Cfny+ujxw5ssJ91EbHjh3DJ598Iq67urqic+fOaNCgAWQyGfLy8pCQkIC4uDhxlLmlQYMGoU2bNrh69SoiIyMBAB07dkRQUFCxtp06dSr2WHh4OGbNmiUmpRQKBTp06IDmzZtDLpcjMTERFy5cgFarRXx8PF588UXs3LnTqqTCl19+KSas27ZtiyeeeAJyuRwJCQlF5v99//33iySsmzVrhnbt2sHd3R0GgwGZmZmIi4sTb8Kwh7Vr12LdunUAzOWj27ZtC7lcjuvXryM6OhqAeXT2W2+9heDg4Ep9xisrNTUV2dnZ4nrDhg2rbV9Dhw4Vk9aCIODChQtlVnAoT2ZmpnizhJOTk81HiAMQqxYUspyvOTExsUg1jeo+r+zbt09cHjNmjLg8atQorFy5EiaTCdevX8f169erNXlenocTsZavmSVBEPD+++/jxIkTkEgk6NChA1q3bg1BEHDjxo0iv1O3bt3ClClTkJmZKT7Wtm1btGvXDhKJBDExMYiLiwMAREdH48UXX8T27dvRokWLKh1LdfzOLV26tEiFBplMho4dO6JZs2ZwdHQUP9eF5yydTie2reo52xrh4eF4/fXXxd9MiUSCoKAgtGrVCnq9HleuXBGT2X///Tdeeukl/Pzzz1YlrkNDQ/Hpp5/CaDSiUaNG6Ny5M1xdXXH//n2EhYXBYDCgoKAA7733HkJCQqy68aBbt27Yvn07APOULK+99lqljpuIiIiIbItJayIiIiKiWuDixYvicuPGjSvVh7u7O2bNmoURI0aIZVUf9uDBA3z11VfYt28f1Go1Pv30U2zdurVYuz59+qBx48a4f/8+7t27h/Pnz5d5QT07O1sc9SaRSDBhwoRibTQaDebMmSNeyO/Xrx8+/vhjceRfoby8PKxYsQI///wzdDodFixYgN9//73UJEahVatWoV69eli2bFmxkr+WF/CtFRERIS5LpVJ07Nixwn3URpYlYadMmYIFCxbA2dm5WDu1Wo1Tp06JCdJC06dPB2Ae1V6YAOnfv3+5ZWMB82jAuXPnignrsWPHYv78+cVGsGdkZOCzzz7D0aNHkZubi/feew979+4t8UaIQikpKfjpp5/QsGFDrFixotjIxcLPwPXr13Hs2DEA5pLv33zzDfr3719in4WjMOvXr1/usdlSWloa1q1bh6ZNm2LlypXFkku///473n//fej1esTFxeHAgQNF5imubpZzJLu5uaFDhw7Vtq/AwEDIZDJxNPeVK1eqlLSOjIwURx63atWqWpL9ludzoOg53fK8AlQ+SWiNCxcu4M6dOwDMN4dYzuXr5+eHXr164e+//wZgfk8XL15cbbGUx/I1k8lkpd4IcenSJRgMBrRt2xYrVqwoMh0C8P+/5zqdDv/4xz/EhHX9+vWxYsUK9O7du0j7M2fOYMGCBcjKykJGRgbmz5+PnTt3QqFQVOo4quN37ueffy6SsB42bBg++OCDEl+juLg47Nq1q0jJ8aqcs62Rk5OD+fPniwnr5s2bY+XKlcXOC/v378fHH3+MgoICJCQk4MMPP8TGjRvL7f/zzz+Ho6MjPvvsM4wePbrIjQk3btzAq6++itTUVOTn52P9+vX48ssvy+2zXbt24nLhOaEyU38QERERkW1Jy29CRERERETV6a+//ioy93CvXr0q1U+nTp0wb968UhPWgPnC/X/+8x+xbGhoaChu3bpVrJ1EIilSDtlyFHVJQkJCxGRBz549i12gB8zzQxfua/Dgwfjuu+9KbOfq6orPPvsM48aNA2BOdFpTntpkMmHDhg0lzlFbmfliLUfZNmzYEEqlssJ91DZqtVocZdqwYUMsWbKkxIQ1YJ7betiwYViwYIHN9r9q1SpxPtmpU6fiq6++KrHkure3N1avXi3eKBEXFyeO/C+N0WiEs7MztmzZUmKp3cLPgGXScNq0aaUmrAGgSZMmmD17NgYOHFj+wdmQXq+Hu7s7tm/fXuJoyGHDhmHq1Kni+oEDB2osttTUVPzf//2fuD5p0qRqHeXt7OyMBg0aiOsZGRlV6s/yXNuyZcsq9VUStVpdJMHo4+NTpLy95XlFKpVWSwyF9u7dKy4PGDCgWFn10aNHi8shISEwGAzVFktZUlNTi8TasWPHUiuOGAwG+Pj44L///W+xhDXw/7/nISEhuH79OgBzwv77778vlrAGzPOC/9///Z/4GY6OjsbBgwcrfSy2/p3LyckRy7gDwIsvvohvvvmm1KR+27ZtsWTJEqvmO7eV//73v0hNTQVgvnlu69atJd7IMnr0aKxYsUJcP3HiRJH51kuj1+uxevVqjBkzplhiuU2bNvj888/F9cOHD1v1OW7WrJn4nqtUKiQlJZW7DRERERFVPyatiYiIiIjs6NixY3j//ffFdQcHB7z88svVvt/CC+WAuTRmScaPHy9e1D1y5EixkreWLJPaJc39q9frsWPHDgDmY/znP/9ZpFxzSebNmydeoA4JCSmzLQAMGTIEPXr0KLedtSzL1T48R21dZTlPrIeHR42OLMvMzMT+/fsBmBN5lp/7kshkMsybN09cL9y2LJMnTy63tK/la1CROVVr2qxZs+Dn51fq85bVDApHT1Y3o9GIDz74AGq1GoD55oI33nij2vdrOfq0rPOQNe7fvy8uWybDbSExMRFvvvlmkX0UjnIt9PBUEOWdBytLq9Xi999/F9ctS4MXeu655+Di4gLAXIXj9OnT1RJLWeLi4vDqq68Wmav44dfsYW+99Va5313Lee1ffPFFtG/fvtS2QUFBRX63rLlJqiTV8Tu3c+dO8fvm7++Pjz76qFKxVRdBELBr1y5x/a233ipzuoDBgwcXmWvbmtd6wIABZc7P3b9/f/j4+AAwj3Qv6Ua8h0mlUnEbAHadCoKIiIiI/j+WByciIiIiqmYnT55EVlZWkcdUKhUiIyORkJBQ5PFFixbZZH7Y/Px8XL58GXFxccjMzIRarYbJZBKfLxwVBUAcefswX19fDBgwAMeOHYNWq0VISAgmT55crF1UVJQ4os3d3R3PPfdciW0KR9j26tXLqnLLfn5+aNmyJW7duoUbN24gNze3zBLhI0aMKLfPiihMFAAQEzt1naenJxwdHaHVanHjxg1cuHAB3bp1q5F9nz17Vpwje/DgwXB0dCx3m06dOsHFxQUajaZYyeWSWPMZsExU7tu3D5MmTSp1tLk9DR06tMznW7ZsCScnJxQUFCA7Oxt5eXmljk61lRUrViA0NBSAuRrDsmXL4O7uXq37BIp+/yy/l5VhOVL74ZHH1sjOzi4yshMwJ4jv3r2LS5cuFZkHvlu3bsUSsDV1Xjl27JiYCPbw8CixooCLiwsGDx4sznsdHByMZ555xuaxJCQkFHvN8vPzcevWLVy9elUs1w6YqwhYljEvyfDhw8t8Pi8vD1FRUeJ6SdNVPGzixIliAjUyMhIajabC7091/M5Z3kgwceLESlUNqU63bt0SS6HLZLISb4542MSJE3Hq1CkAQFhYWLntyzsXSiQSBAQEiHEkJiaWOAr/YZ6enkhOTgZQ9QoORERERGQbTFoTEREREVWzyMjIckdCKpVKfPTRR3j++eertK/s7Gx8++232Lt3r9XJnYcT6pYmTZokzv+7e/fuEpPWlqOsR48eXWIy8vLly+JySkpKsQRGaQpHVQqCgJSUlDKT1oGBgVb1aS3LcuAajcamfduLg4MDBg0ahIMHD8JgMGD69OkYPny4OEq9OkeUW34GYmNjrf4MFMrJySkzkaRQKMosjV+of//+YiI8Ojoaw4YNw4QJE9C/f3+0b9++zHmza0q9evXKvXlFIpHAzc0NBQUFAMzJ0OpMWv/000/YvHmzuP7OO++gb9++1bY/S5bnsqoeY+G8uwAqdbOCWq0WR9OWZeTIkfjss8+KJRlr6rxiOe/40KFDS012jhkzRkxanzhxAjk5OTa/ESEtLa3c10wikWDatGlYsGBBmRUgGjduXO7NBrGxseIc6C4uLlYlMNu1ayeeF4xGI65fv46uXbuWu52l6vidu3r1qrj85JNPViiemhATEyMut2jRAp6enuVuY/m6pqenIzU1tcyqEta8f5afCctqGmWxnPf7UfmNJyIiIqrrmLQmIiIiIrIDFxcXeHp6om3btujduzfGjh1b5YRhYmIipkyZUuG5GctKbvft2xf+/v5ITExEdHQ0rl27hnbt2onPFxQUFJlPt7QRbWlpaeJybGxskXllrWVZVrckti71bJm4qWpJ4tpk8eLFiI6ORkJCAvR6Pfbt24d9+/ZBKpWidevW6N69O/r06YN+/frZdFSf5WfgwoULuHDhQoX7UKlUpSat3dzcrJpb2dPTE0uXLsUHH3wAvV6P5ORkrFmzBmvWrIGLiws6deqEHj16YODAgUU+6zWprJszLCkUCnHZcoSvrR08eBBffPGFuP7SSy/hnXfeqbb9PcwyCWXLhKrlCN+qUCgUcHNzQ9OmTdGlSxeMGTMGTzzxRIltLePPy8uDyWSyeYnwtLS0ItM+lDX6tVevXvD19UVaWhp0Oh0OHjxYI1NUODo6ws3NDS1atEC3bt3w/PPPo0mTJuVuZ8153vJGrIYNG1o1DYJUKkWDBg1w+/btYn1Yy9a/c3l5eeJNKQCsen1qWmZmprjcqFEjq7bx9vYWK34A5te6rKS1NTeqWJ4LrZ2b3VbffyIiIiKyHSatiYiIiIiq2TvvvIM5c+ZU+37mz58vJqyVSiUmTpyIp59+Gs2bN0f9+vXh5OQkJkfOnz+PadOmASj7wq1UKsXzzz+Pb7/9FoB5VPXHH38sPv/HH3+IJWg7duxYaqLGcr7SyiocOVcay1FTtuDv7y8uJycnQ61WFxklWVf5+Phg9+7d+P777/Hrr7+KZVFNJhPi4uIQFxeHn376Ce7u7njttdfw6quv2mT0sS0+A2UlIyry/o8YMQItW7bEunXr8Ndff4kJX41Gg9DQUISGhuLbb79FYGAgPvzwQ3Tv3r3KsVdETc41Xp4TJ07ggw8+EKcXGDlyJD755JMa279Go0FKSoq47u3tXaX+LEdXWyYEreXv74/jx49Xev+W5xWTyYT4+Hi0atWq0v2VZP/+/eL5skmTJmWOGJZKpRg5cqQ4in7v3r02T1r37NkT27Zts0lf1nzPLW/Eqshoesu2lSlDb+vfuYdjqI3TVFiOUK7oa12YtC7vta6u82Hh/oHa+doSERERPY6YtCYiIiIiegRcvHgRly5dAmC++Lpr1y60bt261PYVuSA/YcIErFu3DkajESEhIVi4cKFYAtyyNPjEiRNL7cPyYvbUqVOxZMkSq/dvL5ZzPZtMJkRFRdXK8qyWLOctL4urqyvee+89zJkzB1FRUYiIiMDFixdx4cIFcYRhTk4OVq5cicuXL2PdunVVThxYfgYWL16MGTNmVKm/qmrXrh3Wrl0LlUqF8PBwXLhwARcvXkRUVJSYxI6Ojsa0adOwcuXKcufZfRSFhoZi7ty54usxcOBAfPXVVzYfGVyWqKioIom8zp07V6k/y6R3ZUbTVtXDc8hfuXLF5knrvXv3isv37t2zqryyZTy3b99Gy5YtbRpTTbK8uciyHHx5LNtW5gYlW//OPRyDRqOpdTdOWSZ7a/K1tgXLUeJVvRmGiIiIiGyj5v6nSURERERE1SY0NFRcHjduXJkJawAVKiHu5+eHfv36ATAnMo8ePQoAuHv3LsLDwwGYL1yPGDGi1D4sLwgXjuyt7Tp37lwkCWFZBr2mWJa7tqbkaUVH+slkMnTq1Amvvvoq1q1bh7Nnz2LHjh0YOHCg2ObPP//EH3/8UaF+S2L5GUhPT69yf7bi5uaGZ599FgsXLsQvv/yCc+fO4csvvxRL3RqNRvzzn/+s1KjcuuzChQt46623xNGIvXr1wurVq60qwW5Lhw8fFpelUmmxpG9FNW7cWFy2HMFdUxo3blwkBlufV6KionDjxo0q9WGZ9K6LLOdVTklJsaoMtMlkKvJ5sGZu5ofZ+nfO1dW1yMjy+/fvV7lPW7Ms156cnGzVNg8ePCgyyrkyr3VVmUymIu+RZQUEIiIiIrIfJq2JiIiIiB4BlnNptm3bttz2hclma73wwgvicuHo6t27d4vJgKFDh5Y572RQUJC4fOnSpToxl6SjoyPGjRsnrh84cKDGk62Wr2l2dna57ePi4qq0P6lUiu7du2P9+vXo06eP+HhJ5ZArOvLa8jNw8eLFygdZzVxdXTF+/Hj897//Fef0zsrKEisZPA4iIyPxxhtviKV/u3TpgvXr19t0jnNrZGVlITg4WFzv27ev1fN9l8Zy1HF8fHyV+qqsl156SVw+e/ZspeY+Lo1lwtnDwwOdOnWy6l+LFi3E7fbt22d11YbaKCAgQJzSQK1WW/X6Xr9+Xfy8y2SyUqe6KEt1/M5Z9nnu3Lkq9VUdZbbbt28vLt++fduq3ynL87+Pj0+Z81lXl4SEBPFGMDc3NyatiYiIiGoJJq2JiIiIiB4BluV6yxsRmpqaij///LNC/ffr1w8NGzYEYL5wfufOHezZs0d8fsKECWVu361bN7i5uQEwj3yrypywNemVV14RR5ZqNJoi83lXxJkzZyq1nb+/v5houHv3brll3X///fdK7edhEokEzzzzjLj+4MGDYm0sE5jWjALv27ev+FpeunQJ169ft0Gk1adp06Zo06aNuF7Sa/Aoio2NxWuvvYa8vDwAQGBgIDZt2lTjc74KgoBFixYVmTN39uzZVe63Y8eO4nfq1q1bVn12be3FF18Uz4eCIGDx4sViCfaKePi8otfri4zcnjVrFnbt2mXVvx07doiJ3pSUlConSO3J1dUVHTp0ENctb3wojeVUF0FBQZX6vFfH71xhlRMA+PXXX6HT6SrdV0XP2dZo1aoVfHx8AJirUuzfv7/cbSxfa3tNuWH5+9OxY0e7xEBERERExTFpTURERET0CGjSpIm4XFZC2mg04pNPPqlwgkQmk+H5558HYE6yvP/+++Lo7latWpVbstfBwQHTp08X1//5z38iNTXV6v3bq6R4kyZNMG/ePHH9xIkTWLx4sdUX/DUaDb744gt88sknldq/q6urOLeswWBASEhIqW1jYmKwa9euMvvLy8uzOulhWerVsgRsIcuSrta8l35+fhg9ejQA82do4cKFYmK0PCaTqcj8o1VhbT9Go7FIBYP69evbZP+1WXx8PF555RVxtGTr1q3x/fffV3l0c0Wp1WrMmzcPf/31l/jYmDFj0KVLlyr37eXlhXbt2gEw3+ATHR1d5T4rytXVFZ9//rm4Hh0djVmzZhVJ0JdFr9djw4YNeP3114s8fvLkSXGebqlUWuaUDQ+rX78+evfuLa5bk+itzSyrg+zYsaPMm2SioqKwc+dOcf3FF1+s1D6r43du0qRJYgI9MTER//rXvyoVG1Dxc7Y1JBIJJk2aJK6vW7euzL7//PPPIt/ryr7WVXXhwgVx2fJzT0RERET2xaQ1EREREdEjoH///uLowbCwMHz11VfFRlynp6djzpw5+Ouvvyo1imzChAniiO4rV64UedwaM2fOFEeupqam4vnnn8fvv/9eahnazMxM7Ny5E+PGjcMPP/xQ4Xht5dVXX8WQIUPE9T179mDcuHE4duxYqQng1NRUbNmyBYMGDcL27durtP+RI0eKyytXrkRERESxNidPnsQrr7xSbvnX6OhoDBw4EGvWrMHNmzdLbGM0GnHo0KEicVuO9itkOQr5zJkzVs2n/d5774mj8mJjYzFhwoQyR6GnpKRg69atGDp0KA4dOlRu/9ZYvnw5Jk+ejL1790KlUpXYJisrC0uWLBHLwbu6utokYVqbJSUlYebMmWLirFmzZtiyZUuJNyxUl/T0dPzwww8YMWJEkaoBXbp0wdKlS222H8sqAvYaUTxs2DC88sor4vqZM2cwcuRIBAcHIz8/v8RtsrOz8euvv2Lo0KH45ptvip07LRPNTz31FHx9fSsU06hRo8Tlo0ePWn1TSW00atQoscS3Xq/Ha6+9VuJ7ffbsWbz++uvijUiBgYEVSvY/zNa/c+7u7liwYIG4/ssvv+C9994rdT72GzduYOnSpSWeVytzzrbG9OnTxRLf2dnZmD59Oq5du1as3cGDBzF//nxx/ZlnnkGPHj1sEkNFWX4WLM8HRERERGRfcnsHQEREREREVdeqVSuMGTNGnM908+bNCAkJQceOHVG/fn0kJiYiPDwcer0eSqUSCxcuxKefflqhfTRs2BB9+/bFyZMnxccUCgXGjh1r1fZKpRIbNmzAjBkzcP/+faSnp+O9996Dp6cnOnfuDG9vbwiCgJycHNy8eRN37twRL/Q/9dRTFYrVliQSCVatWoUvv/wS27ZtA2CeO/rtt9+Gi4sLgoKC4OPjAxcXFzx48AD3799HbGxskflMlUplpfc/depU/Pzzz0hLS4NKpcKUKVPQtWtXtGzZElqtFlFRUbh9+zYAYNmyZVi0aFGZ/aWnp2Pt2rVYu3YtfHx88MQTT8DHxwcymQwZGRmIjo4uMsK4e/fuJSZxgoKC0LBhQyQnJyM9PR3Dhg1Dnz594OnpKSbPO3bsiOHDh4vb+Pn5Yf369XjjjTeQlZWF+Ph4vPrqq/Dz80NQUBC8vLyg1+uRlZWFGzdu4P79+5V+3UojCAIiIiIQEREBmUyGli1bomXLlnB3d0dBQQFSU1Nx8eLFItUIPvjgAzg5Odk8ltrk3XffLTK6vmXLlti4caNV23bq1Aljxowpt53lSGDAPII+Ly8Pubm5uHnzZonv96RJk7B48WKbzqc9atQorFu3DgBw7NgxvPnmmzbruyI++OADeHl54euvv4bJZEJiYiIWLVqETz75BEFBQfDz84Orqyuys7ORlJSEmJgYGI1GcXvLm48yMzOLnJstE9DWGjRoEJydnZGfn4/8/Hz88ccfYoWNusbBwQFff/01pkyZgszMTKSnp2P69Ol44oknxJH2165dKzICu379+li5ciUUCkWl91sdv3OTJ0/GjRs38PPPPwMwTwNx5MgRdOzYEc2bN4ejoyMyMzMRExODxMTEUvuqzDnbGu7u7li5ciVef/115OfnIz4+HuPGjUOnTp3QqlUr6PV6XLlyBXfu3BG3ad68Of79739XaD+2kpCQIN601b59e7Rq1coucRARERFRcUxaExERERE9Ij777DNkZGSII6zS09OLzanZoEEDfP3115Wez3LSpElFEiMDBw6s0EjMJk2aYPfu3fj000/xxx9/QBAEZGVl4cSJE6Vu4+bmhrZt21YqXluRyWRYsmQJ+vbti2+++QYxMTEAzOW/yxqp6e7ujpdeeqlYGd+KqFevHjZu3IhXX30VWVlZEAQBFy5cKFLeVKFQYPHixRg3blyZSWsnJyfI5XLx/U9PTxdHE5dkyJAh+Pe//11kzvRCUqkUn376KebMmQO9Xo/09HTxpolC48aNK5YACQoKwu7du/HRRx8hNDQUgHlE4tGjR0uNw9vbG82aNSv1+YqwvIHAaDTixo0buHHjRqltFy1aVKT87aPq4bLpZX0nH6bRaKxKWkdGRiIyMrLcdjKZDP369cP06dPRq1cvq+OwVosWLdCtWzdcuHABkZGRuHfvXpEpFmrS66+/ju7du2PVqlU4f/48AECn05VYUaGQs7Mzxo0bh7ffflt87ODBg+KNFk5OTnjuuecqHItSqcSzzz4rzou9d+/eOpu0Bsw3c/3000/4xz/+IZ6zr1+/XmKp8MDAQHzzzTdo2rRplfdbHb9zn332GVq0aIFvv/0WeXl5MBqNuHz5Mi5fvlysrUQiKfEmm8qes63Ro0cPbN26FQsWLMC9e/cgCEKp8fXu3RsrV66s0SoOliyrONTlzzcRERHRo4hJayIiIiKiR4SzszM2bdqEkJAQ7N27FzExMVCr1fDw8ECTJk0wZMgQjBs3Du7u7mJypKL69+8PBwcHsSz2xIkTK9yHh4cHVq9ejbi4OBw8eBDnz5/H/fv3kZ2dDalUCjc3NzRt2hTt27dH79690adPHzg6OlYqXlvr378/+vXrh4iICJw5cwZhYWFITU1FVlYW9Ho93Nzc0KBBA3Ts2BG9evXCwIEDbTJCNDAwEL///ju2bt2K48eP4/79+xAEAX5+fujTpw9efvlltG7dutx+OnXqhLNnz+Ls2bO4cOECrl27hrt37yI7Oxsmkwmurq5o0qQJOnfujNGjRyMoKKjM/p555hns3r0bO3bswMWLF5GUlASNRlNklHlJ/P39sXXrVly6dAmHDx9GeHg4UlJSoFKpIJPJ4OHhgWbNmqFDhw54+umn0bNnT8jltvnv68cff4yXX34ZZ8+exeXLl3Hz5k0kJydDrVaL+27Tpg369OmDMWPGPBZzWduLQqGAq6sr6tWrB29vb7Rv3x6BgYHo3bs3GjRoUK37nj59Oi5cuABBEPDbb78Vmbu+pnXp0gU//vgjoqKicOrUKZw7dw5JSUnIysqCVquFq6srfH19ERgYiCeffBKDBw8uVr3BsjT4M888A1dX10rFMnr0aDFpHR4ebteEvi20aNECu3fvxuHDh3HkyBFcvXpVvEHDy8sLnTp1wpAhQzBkyJByp1eoiOr4nZs+fTpGjx6N4OBgnDlzBjdv3hQrF3h6eqJVq1bo0aMHhg8fjubNm5fYR2XP2dbo3LkzDh06hP379+PYsWO4fv06Hjx4ALlcDh8fH3Tr1g0jRozA008/XeV9VZYgCNi9ezcA8w1h48aNs1ssRERERFScRLDFX6ZERERERPRYCAsLw9SpUwGYE4/Hjh0rcRQuEVFtZjKZMGLECNy+fRve3t44fvx4rbk5hmqnhQsXYt++fQCAFStWVKoEO9nXyZMn8cYbbwAAZs2aZdebVYiIiIioOF5dIiIiIiIiq/3222/i8vjx45mwJqI6SSqVYs6cOQCAjIwM7Nmzx84RUW2nVqvF5YdHulPd8P333wMwl2N/9dVX7RwNERERET2MV5iIiIiIiMgq6enpOHz4MABALpdXqjQ4EVFtMWzYMHTu3BkAsGnTJnHaA6KSJCQkiMuNGze2XyBUKeHh4QgLCwMAzJ49G25ubnaOiIiIiIgexqQ1ERERERGVy2g04l//+he0Wi0AYOjQofDz87NzVERElSeRSPDxxx9DKpUiMTERO3bssHdIVEuFhYXh5s2bAMyjdFu0aGHniKiiVq5cCQBo1aqVOM0JEREREdUunNOaiIiIiIhKFBISgqtXr0Kj0SAiIkIcZebg4ICQkBA0b97crvERERFVl0uXLmHPnj1ITk5GaGgoDAYDAGDq1KlYsmSJnaMjIiIiInr0yO0dABERERER1U5///03goODiz2+aNEiJqyJiOiRFh8fj127dhV5rG3btnj33XftFBERERER0aONSWsiIiIiIiqXUqlEYGAgXnnlFTzzzDP2DoeIiKhGuLi4oHnz5hg0aBCmT58OV1dXe4dERERERPRIYnlwIiIiIiIiIiIiIiIiIiKyG6m9AyAiIiIiIiIiIiIiIiIioscXk9ZERERERERERERERERERGQ3TFoTEREREREREREREREREZHdMGlNRERERERERERERERERER2w6Q1ERERERERERERERERERHZDZPWRERERERERERERERERERkN0xaExERERERERERERERERGR3cjtHQDVPjqdDtnZ2eK6o6MjZDKZ/QIiIiIiIiIiIiIiIiIiIrszGo3QarXiuoeHBxwcHKrcL5PWVEx2djbu3btn7zCIiIiIiIiIiIiIiIiIqJbz9fWtch8sD05ERERERERERERERERERHbDpDUREREREREREREREREREdkNy4NTMY6OjkXWmzRpAhcXFztFQ1R7qNVqmEwmSKVSKJVKe4dDRFQunreIqC7iuYuI6hqet4ioLuK5i4jqGp63ag+NRlNkmuGH84qVxaQ1FSOTyYqsu7i4wNXV1U7RENUeJpNJ/FHkd4KI6gKet4ioLuK5i4jqGp63iKgu4rmLiOoanrdqr4fzipXF8uBERERERERERERERERERGQ3TFoTEREREREREREREREREZHdMGlNRERERERERERERERERER2w6Q1ERERERERERERERERERHZDZPWRERERERERERERERERERkN0xaExERERERERERERERERGR3TBpTUREREREREREREREREREdsOkNRERERERERERERERERER2Q2T1kREREREREREREREREREZDdMWhMRERERERERERERERERkd3I7R0AERERERERERERERFVH5PJhLy8PKhUKuh0Omi1WvG51NRUO0ZGRGQdg8EgLvO8VTkymQwODg5wc3ODq6srpNLaNbaZSWsiIiIiIiIiIiIiokdUbm4uEhMTIQiC+JjJZBKXLRNBRES1Fc9bVWcwGKDVapGbmwuJRAJ/f3/Uq1fP3mGJmLQmIiIiIiIiIiIiInoElZSwlkgkUCgURdaJiGq7h89jVHFGo1F8HQVBQGJiYq1KXDNpTURERERERERERET0iDGZTEUS1q6urvDy8oKLiwtMJhMEQYBEIoFMJrNzpERE5StMuPK8VXmCIECj0SAzMxN5eXli4rpt27a1olS4/SMgIiIiIiIiIiIiIiKbKkxIAOaEdePGjaFUKjlCkYjoMSWRSKBUKtG4cWO4uroCMCey8/Ly7ByZGZPWRERERERERERERESPGJVKJS57eXkxWU1ERADMyWsvLy9x3fL3wp6YtCYiIiIiIiIiIiIiesTodDoA5uSEi4uLnaMhIqLaxMXFRbyZqfD3wt6YtCYiIiIiIiIiIiIiesQYjUYAgEwm4yhrIiIqwnJu8MLfC3tj0pqIiIiIiIiIiIiIiIiIiOyGSWsiIiIiIiIiIiIiIiIiIrIbJq2JiIiIiIiIiIiIiIiIiMhumLQmIiIiIiIiIiIiIiIiIiK7YdKaiIiIiIiIiIiIiIiIiIjshklrIiIiIiIiIiIiIiKiOmjq1KkICAhAQECAvUOhWu7OnTvo2LEjAgICcPz4cXuHQxUQGxuLdu3aISAgAOfPn7d3ONVGbu8AiIiIiIiIiIiIiIiIHjcajQZHjx7FuXPnEBkZiczMTKhUKjg6OsLT0xPt2rVDt27dMGzYMPj5+dk7XJtYs2YNAMDf3x/jx4+3czS2d+3aNezcuROhoaFIS0uDVCpFo0aN0LdvX7z44oto2rSp3WJbunQpdDodevbsiYEDB9otDlszGo24desWoqKiEB0djaioKFy/fh0FBQUAgHHjxmHZsmVW95eWllakr+joaKSnp4vPx8bGVjrWv/76C3/88QcuXbqE9PR0GAwG1K9fHw0bNkT37t3Rt29fdO/evdh2AQEBGDt2LPbs2YMvvvgC+/btg0wmq3QctRWT1kRERERERERERERERDXEaDRi69at2LRpE7Kysoo9r9frkZeXh3v37uHIkSP46quvMHToUMybN8+uSU9bWLt2LQCgZ8+ej1zS+ttvv8XGjRthNBqLPB4XF4e4uDjs2LEDS5YswcSJE2s8ttDQUJw6dQoA8NZbb9X4/qvTe++9hyNHjtikr+PHj2P27Nk26cvSrVu3sGTJEly8eLHYc4mJiUhMTERERAT++usv7Nu3r8Q+3nzzTezduxc3btzAnj177PI5qm5MWhMREREREREREREREdUAlUqFefPm4cyZM+JjzZo1Q9++fdGyZUt4enoiPz8faWlpCAsLQ3h4OPR6PQ4dOgStVov169fbMXoqzYYNG7Bu3ToAgKOjI8aOHYuuXbvCYDAgNDQUhw4dQkFBAT7++GO4uLhgxIgRNRrf6tWrAQAdOnRAr169anTf1e3hmwQ8PDzg4eGBhISECvdlMpmKrCsUCrRp0wYxMTGVji86OhqvvPIKsrOzAQDt2rXDwIED0bRpUzg6OiI7Oxs3btwQbyooTfPmzTF48GD88ccfWL9+PcaOHQuFQlHpuGojJq2JiIiIiIiIiIiIiKjG6A0mxCflICk9D+nZ+TAYBchlEvh4OKORjytaNHKHQi61d5g2ZzAYMHv2bERERAAAvL298fHHH2PIkCGQSCTF2s+ePRuZmZnYvHkztm/fXtPhkpVu3rwplj13cXHB1q1b0alTJ/H5CRMmYNiwYZgzZw5MJhM+++wz9O7dG56enjUSX0REBC5dugQAeOmll2pknzUpKCgIrVq1QmBgIAIDA9GkSRPs2bMHixcvrnBfXl5emDRpkthXQEAAHBwcKj1nfHZ2Nt58801kZ2fD0dERX3zxBcaMGVNq++Tk5DL7e+mll/DHH38gKSkJv//+O0aPHl2puGorJq2JiIiIiIiIiIiIiKjaFegMOHs1CRevp0Oj1cNoFKDVG2EyCZBKJXBUyCCTSeDiqEDXJ3zQO6gRnBwenTTG119/LSasGzVqhG3btqFx48ZlbuPl5YUFCxZgzJgxOHDgQE2ESRW0du1acbTvu+++WyRhXWjQoEGYPHkytm3bBpVKhS1btuAf//hHjcT3008/ATCPAB82bFiN7LMmzZo1y2Z9de3aFV27drVZf8uWLRPnw162bBmGDx9eZvuGDRuW+fxTTz2FBg0aICUlBTt27HjkktaP3q1KRERERERERERERERUq9xOzMHGPVdx6lIiEjPykJCswq3EbNxPy0VSRh7up+XiVmI2EpJVSMzIw6lLidi45yrik3LsHbpNpKamYtu2bQAAiUSC5cuXl5uwttSmTRvMmzevwvtds2YNAgICEBAQgPPnz5fZ9vz582LbwpHDJYmIiMDixYsxbNgwdOnSBYGBgejVqxeGDx+OV199FevWrUN8fHyRbQr7LRQWFiY+Zvlvz549Je7TaDRi//79ePfddzFw4EB07twZXbp0wZAhQ7BkyRJERkaWeWx79uwpto/o6Gh88sknGDJkCLp06VLm/kuj0Whw4sQJAOZR1pMmTSq17fTp08XlgwcPVmg/lZWbm4tjx44BAJ5++mkolcpS25b0/qempuLrr7/GiBEj0KVLF3Tt2hVjx47F2rVrkZeXVyPHUFelpqYiJCQEANCjR49yE9bWkEgkGDx4MADg8uXLuH37dpX7rE0enVuUiIiIiIiIiIiIiIio1om8mYF9p24hL1+P1AdqGEwCXJ0VqO/uZB5dLZXAaDKPus7T6JGRnY9sVQEKdErsOHwdY/q1QsfW3vY+jCr56aefoNPpAAB9+/ZF9+7d7RxRxRWWtt65c2ex5zIzM5GZmYlbt27hzJkzuHr1Kr777jub7DcuLg5z584tMUGXkJCAhIQE/Prrr5gyZQo+/PBDyGSycvvctGkTVq1aVWw+5IoKDw9HQUEBAKB79+5lJoWbNGmCli1b4vbt27h//z5u3bqFVq1aVWn/5Tl58iS0Wi0AoGfPnhXa9syZM5g/f744F3Oha9eu4dq1awgJCcGPP/4IPz8/W4X7SNmzZw8MBgMAlFkSvKKefPJJ8QaYY8eO4Y033rBZ3/bGpDUREREREREREREREVWL24k52HvyFrLztEjL1MDZSY7GXi7F5qyWyQAHhQz1XBygN5iQmqlBYloe/LxcsO/ULbi6KNCikbudjqLqTp8+LS6PGzfOjpFU3vbt28WEtVKpxJAhQ9ChQwd4enpCr9cjNTUVUVFROHv2bLFt161bBwB4++23AZhHjr/33nvF2rVv377IekxMDKZMmQK1Wg3AnBju378//P39YTKZEBsbi+DgYGRkZGD79u3Q6/X4/PPPyzyO33//HadOnYKLiwvGjh2LoKAgyOVy3Lx5E97eFbs5IjY2Vlzu2LFjue07duwoJt/j4uKqPWl95swZcbmksuWluXbtGjZv3gy9Xo/x48eja9euUCqViI+Px88//4z09HQkJCRg8eLF2Lx5c3WEXueFh4eLy0FBQdDpdPj5559x8OBBxMfHQ6fToX79+ujatSuef/559OrVy6p+Ld/H06dPM2lNRERERERERERERERUlgKtAftP34K6QI+0TA3cXR3g4+kMiURS5nYKuRT+PkqkZ+UjNVMDuVyKfaduYdb4oDo5x7VGo8G1a9fEdVvOmVuTdu3aBQBwd3dHcHAw/P39S2yn1Wpx/fr1Io8NGjSoyLqnp2exxx6Wn5+Pd999F2q1Gs7Ozvj6668xcODAIm1GjRqFN998E2+//TbOnz+PnTt3YujQoejdu3ep/Z46dQrNmzfHli1b0KhRozJjKI9lGXRryr1btnm4hHp1uHLlCgBAoVAUuyGgLH/++Sd8fX2xefNmtGnTpshzkyZNwoQJE5CSkoK///4b0dHRCAwMLNZHUlISYmJiqnYA/+Ph4YEuXbrYpK+aEhUVJS4LgoDx48fjxo0bRdokJiYiMTERISEhGDp0KJYtWwZnZ+cy+/X19YW/vz8SExMRGRkJo9FoVXWBuqDund2JiIiIiIiIiIiIiKjWOxuZhOxcLVIfqOHsJLcqYV1IIpHAx9MZOoMJqQ/UcHKQ4ezVJAzs3rSao7a9jIwMmEwmAICDgwMaNGhg54gq586dOwCAXr16lZqwBgBHR8cKjeotza+//op79+4BAP75z38WS1gXqlevHlavXo1BgwYhLy8PmzdvLjNpLZFIsGrVqionrAHznNGFPD09y23v4eFR4rbVQafTISEhAQDg7+8PR0fHCm2/fPnyYglrAPDx8cGsWbPw2WefATDfBFBS0vrcuXNYvHhxheMuSc+ePbF161ab9FUTdDodcnJyxPX33nsP8fHxqF+/PiZOnIg2bdpAp9MhLCwMISEhMBgMOHz4MHQ6HdavX1/uebJly5ZITExEfn4+7t69ixYtWlT3IdUIaflNiIiIiIiIiIiIiIiIrKc3mHDxejpy1DoYTAL8vFysTlgXkkgk8PNyhsEkIEetw8Xr6TAYTdUUcfWxnBPYzc3NfoFUkYuLCwBzWevC+bmr0969ewEAfn5+GDVqVJltPT09MWDAAABAWFhYmfF169atQqOOy6LRaMRla5LCTk5O4nJhyfPqkpycLN4s4e5esdL67dq1w1NPPVXq83369BGXHx49TCiSsAbMo+oDAwNx8OBBzJs3DyNHjsT48eOxbNkybNu2TfxuHT9+HIcOHSq3f8v3MzEx0bbB2xFHWhMRERERERERERERkU3FJ+VAo9UjJ08LV2dFsTmsraWQy+DqrEBOnhae9RxxOzEHbZuWP6K1NhEEwd4h2ESfPn1w8OBB3L59GzNmzMDMmTPx9NNPl1vOuDLy8vLEkuo+Pj44fvx4udsUJqq1Wi3u3btX6nzR3bt3t12gtZhl4tRyhLc1OnfuXObzltUCHk7QFho/fjzGjx9fof2WxWg02qyv6lZ4s0AhmUyGr7/+usTR+F27dsW8efPwr3/9CwDw448/YsSIEWX2b9lPaa9/XcSkNRERERERERERERER2VRSeh6MRgE6vRH13Z3K36AMrs4K5Gp0MBoFJGWo61zS2jJhqFKp7BdIFS1YsAAXLlxASkoKLly4gAsXLohzJXfp0gU9e/bE008/XeEy1CWxHCUcFRWFt99+u0Lbl5XI8/Pzq1JslgpHyALmZHl5CgoKxGWlUmmzOEpiOdq8ovsqr9S5g4NDifshs4df76eeegrNmzcvtf3zzz+P//znP9Dr9YiMjEReXh5cXV2t6t/yM1XXsTw4ERERERERERERERHZVHp2PrR688hIR4WsSn05Opi31+qNSM/SlNO69vH29oZUak7H6HQ6pKSk2DmiymnUqBGCg4Mxffp0MRGv1+tx5coVbN26FW+99RZ69+6N1atXVzmRWdXkvl6vL/U5yxLdVVWvXj1xOSsrq9z2lqXiLbetDpaJ5by8vAptW/h5pcpRKpVQKBTieklzfj/cvnBeaqPRiKSkpDLbW76ftvw82xtHWhMRERERERERERHZgGDUQ5t6B/rMJBhVGRCMBkhkcsjcvKHwagRHv2aQyBTld0T0CDAYBZhM5rLYMmnF5rJ+mPR/25tMAgzGuldqW6lUol27doiOjgYAXLx4EcOHD7dzVMU9XNK4JF5eXvjwww+xcOFCxMTE4OLFi7h06RLOnTuH7Oxs5OXlYf369bh48SK2bNlS6eSn5UjS5557DmvWrKlUP9WtMNEIAPfv3y+3vWUby22rg+UIf3uUkE5KSkJMTIxN+vLw8ECXLl1s0ldNkEgkaN68uTjftzU3KFiOrC7vJgPLmx8qOl95bcakNREREREREREREVEVmPRaqK+FIv/2ZZi0GggmIwS9DoJggkQihUThAIlUBqmjC5xbdoayXS9IFVUvn0tUm8llEjHZbDQJkFVhsHVh8lsqlUAuq1oC3F769u0rJq2Dg4NrLGltOdq2rNHHgHUjhQvJ5XIEBQUhKCgIM2bMgNFoxNGjR7FkyRLk5ubi3LlzOHr0KIYMGVKpuH19fcXl5OTkSvVREwICAsTlyMjIcttbtmnbtm21xFSoQYMGkMlkMBqNdklanzt3DosXL7ZJXz179sTWrVtt0ldNCQgIEJPWubm55ba3TFSXl+S2TFr7+/tXLsBaiOP7iYiIiIiIiIiIiCpJmxKPjMObkBdzBrrMJOjS7kKbEg/dg0ToM5Ohe5BoXk+7C11mEvJiziDj8CZoUxPsHTpRtfLxcBbLgheWCa8sre7/lxn38XQpp3Xt9PLLL4sJ5NOnT+PChQs1sl83NzdxOTU1tcy2Fy9erPR+ZDIZhg4dinfeeUd8LCIiolg7icR804EglD1i3svLC23atAEAxMTEICMjo9KxVacePXqI5ZkjIiKgVqtLbXvv3j3cvn0bgDnR2KpVq2qNzcHBQRzNnZiYaNWc22Q7/fv3F5cLb1gpjVqtRnx8PABAoVCgcePGZba/desWAPOc6k2bNq1ipLUHk9ZERERERERERERElZB/JwpZp3bCkJUCXdpdGFUPIFE4QOHZAA6+TeHYoAUcfJtC4dkAEoUDjKoH0KXdhSErBVknf0H+nSh7HwJRtWnk4wqZTAIHhQx5mrJH+JYnL18PB4UMMpkEjbyV5W9QC/n5+WHKlCkAzAnbBQsWIDEx0ertb926hVWrVlV4v4WJXwA4e/Zsqe0yMzOxf//+Cvf/MMtkm9FY/GYFFxfzTQcaTflzk48dO1bs59tvv61ybNXBxcUFAwYMAGA+pl27dpXa9r///a+4PGLEiOoODQDQqVMnAOZR9uUlTm1t/PjxiI2Ntcm/bdu21WjstjBw4ECxzP25c+eQkJBQatvdu3eLlRB69OgBZ2fnUtumpaWJ1Qc6dOgAWVXKWNQyTFoTEREREREREdVhglGPgqSbyI06heyze5B1eheyz+5BbtQpFCTdhGCsWqKAiEqmTYlHzvkQGNXZ0GUmQSJXwMHHnKCWObtCKv9fSXC5A2TOruZEtk9TSOQK6DKTYFRnI+f8AY64pkdWi0bucHFUwN3VEXn5eugN5c+XXBK9wYi8fD3cXR3h4qhAS/+6O3/rP/7xD3Tt2hWAeb7fF154AX/88UeZo46zs7OxatUqTJgwQSw1XBFBQUHi3MaHDx/GpUuXirXJzc3F3LlzyywhnZaWhmXLluHu3bultjEYDPj111/F9Xbt2hVrU5jUjo+PR0FBQZmxT548WSx9vHPnTixfvrzMEuc6nQ6HDh3Cjh07yuzX1t5++21x7u5vv/0WV69eLdbm2LFjYlz16tXDzJkzayS2vn37isslxUXVx9XVFW+++SYA840X//jHP4qU9S506dKlIjekvP7662X2e/nyZXHZ8v19FHBOayIiIiIiIiKiOohz6BLZj0lXgJzwgzAVqKHPSYPMxR1yN2+x7G1pJHIFFF6NYFClQ5+TBolMjpywA/Ae+jq/n/TIUcil6PqED/Iu6ZCtKkBqpgb+PspyvyeWBEFAamY+5FIJ3JUO6PqED+SyujsWT6FQYMOGDZg3bx7Onj2L9PR0vPvuu2jevDn69u2LVq1awcPDA/n5+UhLS0NERATCwsKqVNbZwcEB06ZNw7fffguDwYAZM2Zg4sSJ6Ny5MwRBwLVr1xAcHIzMzEyMGjUKISEhJfaj0+mwZcsWbNmyBYGBgejevTtatWoFNzc3aDQa3Lt3DwcPHhST2k2aNClx3u7evXsjNjYWGo0Gs2bNwtixY+Hp6Sl+LgICAuDn5wcAcHZ2xoYNGzBlyhSoVCp8//332L9/P4YMGYInnngCrq6uKCgoQHJyMmJiYnD27Fnk5eVhwoQJlX69KqNt27Z4++23sWbNGmg0GkyZMgXjxo1Dly5dYDKZ8Pfff+PQoUMwmUyQSCT4+OOP4eXlVSOx9e3bF05OTigoKMC5c+cwY8aMGtlvTbp37x5+++23Io/FxsaKyzExMcWqFDz11FPo1atXif1t3ry5zBs4Hu7L3d0dr7zySoltZ86cidOnTyM8PBzR0dEYPnw4Jk6ciLZt20Kn0yEsLAz79++HwWAAYL5Ro3fv3qUfLIDw8HBxedCgQWW2rWuYtCYiIiIiIiIiqmO0KfHICT8IozobRo0KJrUKJoOuWDup3AFSpRuMBXnIvxMF954j4ejXvOYDJnrEqK+fg1GdDX12GqQOzlYlrAtJJBLI3XwgGPTQZ6dB4uAE9bVQ1AsaUL1BE9lB76BGuHozAwU6JRLT8pCelQ8fT2ervi+CICA9Kx/5BQb4+7rCs54Tegc1qoGoq5eHhwe+//57/PDDD/jhhx+QnZ2NhISEMksHy2QyjBgxAnPnzq3UPt944w1ERkbixIkTKCgowLZt24qUW5bJZJg/fz46depUatLa8j2Ljo4us9R027ZtsW7dOrE0sqWZM2ciJCQEGRkZCA0NRWhoaJHnv/zyS4wfP15cDwgIwO7du7FgwQJcuXIFaWlpZZaKlkgkYtK7Jr3zzjvQ6/XYtGkTtFotfvnlF/zyyy9F2jg5OWHx4sUYM2ZMjcXl6uqKQYMG4cCBAzhz5gwyMzNrLGFeU5KSkrBx48ZSny8sMW5JLpeXmrTevn17maX7H96Xv79/qUlrBwcHbNy4EQsWLMCJEyfw4MGDEmOVSqV45ZVXMH/+/FL3C5jPi0ePHgVgLv3esmXLMtvXNUxaExERERERERHVIfl3opBz/gBMBXnQZ6cBJiOkTkoo6nmJo6sLR12bCvJgVD2AMS8bCo8CZJ38Be5PjoRzsw72PgyiOksw6pF/+zKMGhVgMkLh7l+hkaOAOamicPeFLv0ujBoV8m9fhmvg05DIeLmWHi1ODnKM7tsKP/1xHb5eLkjL1EBnMMHPyxkKeenzsOoNRqRmmhPWfl4ucHVWYHS/lnByeDS+IzKZDG+88QYmT56Mo0ePIjQ0FFFRUXjw4AFyc3Ph5OQELy8vPPHEE+jevTuGDx8OHx+fSu9PoVBg/fr12Lt3L4KDg8WRzr6+vujRowemTJmCjh074vz586X24e/vj2PHjuH06dO4dOkSYmNjkZycDLVaDYVCAW9vb7Rv3x7PPfcchg0bBrm85PfKz88Pe/bswZYtW3D27Fncv38fGo2mzBLpTZs2xa5du3DmzBmxxHlaWhrUajWcnJzg5+eH1q1bo0ePHnjmmWfQpEmTSr9WVTFv3jw899xz2LlzJ86fP4+0tDRIJBI0bNgQ/fr1w4svvohmzZrVeFyTJ0/GgQMHoNfrceDAAUybNq3GY3icubq6YuPGjfjrr7+wb98+XLlyBRkZGZDJZGjYsCGefPJJvPzyy0Xmny/NuXPnxPmsJ0+eXN2h1ziJUNaZgB5LeXl5Re46CQgIgKurqx0jIqodVCoVTCYTpFIp3Nzc7B0OEVG5eN4iorqI5y6ismlT4pF16hcY1TnQ55hHeCrcfSGRK0rdRjDooc9Jg0mXD4W7L2RKD3j2f5Ejrm2E563HT0HSTWSf3gVd2l1IFA5QeDaodF/6rBQIeh0cfJvCo+8kODVqbcNI6XF348YNGAwGyOXyYskQo9EIQRAgkUggk5WePLaVyJsZ2HfqFvLy9Uh9oIbBJMDVWQFXZwUcHWSQSiUwmQRodeb5q/Py9ZBLJfCrr4SrswJj+rdCx1be1R4n0aPqpZdewsWLF9G+fXsEBwfbO5xKqenzVm00d+5cHD58GA0bNsTRo0ehUJT+fwBrlPU7UZbqyiPW3ckfiIiIiIiIiIgeIyXNoavwalRmwhr4/3PoylzczMnrgjzkhB2ASV/5+TGJHmf6zCQIJiNMBh2kTlW7QCt1UsJk0EEwGWHITLZRhES1T8fW3nh5yBNoUN8FzRq6wdvDGVq9EckP1EhIVuF2Yg4SklVIfqCGVm+Et4czmjV0Q4P6Lpg89AkmrImq6N133wVgnt/5r7/+sm8wVCl37twRS4O//fbbVU5Y10aPRi0NIiIiIiIiIqJHHOfQJaodjKoMCHrzHPIShUOV+pIoHAEAgl4Hgyq9yrER1WYt/d0xa3wQzl5NwsXr6fCs5wijUYBWb4TJJEAqlcBRIYNMJoGLowJdn/BB76BGj0xJcCJ76tWrF/r164dTp07h22+/xYABA+wdElXQxo0bYTQa0bp1a4wbN87e4VQLnu2JiIiIiIiIiGo5zqFLVHsIRgMEwQQAkEirVp5UIjFvLwgmCEZDlWMjqu2cHOQY2L0p+nVpjNuJOUjKUCM9SwODUYBcJoGPpwsaeSvR0t8dchkLxRLZ0pIlSzBy5EhER0fjyJEjeO655+wdElkpLi4Oe/fuBQB88sknpc4ZX9c9mkdFRERERERERPQI0abegUmrgUmtgtRJWW5J8NJI5ApzOWK1CialB7SpCZxDl6iCJDI5JBJzMk0wGauUuBYEo7lPiZQ3kNBjRS6Tom1TT7Rt6mnvUIgeG82aNUNkZKS9w6BKaNu2La5du2bvMKodb1UiIiIiIiIiIqrlOIcuUe0hc/MWy4IXlgmvLOF/c8tLFA6Qu/lUOTYiIiKiuopJayIiIiIiIiKiWo5z6BLVHgqvRpBIZZDKHWAqyKtSX6YCNaRyB0ikMsi9GtooQiIiIqK6h0lrIiIiIiIiIqJajnPoEtUejn7NIHV0gVTpBlOBGoJBX6l+BIPenLRWukHq6AJHv+a2DZSIiIioDmHSmoiIiIiIiIiolnt4Dt2q4By6RFUjkSng3LIzZC5ugFQGfU4aBEGoUB+CIECfkwZIZZC5uMG5ZWd+H4mIiOixxqQ1EREREREREVEtxzl0iWoXZbtekCk9oPDwhUmXD4Mq3erEtSAIMKjSYdLlQ+HhC5nSE8p2vao5YiIiIqLajUlrIiIiIiIiIqJajnPoEtUuUoUj3HuMgNTJFQp3Xxg1Kugzk8otFS4Y9NBnJsGoUUHh7gupkyvce46A9H9zzRMRERE9rpi0JiIiIiIiIiKq5TiHLlHt49igBdyfHAmZ0gMOXo0gGPTQpd+FPisFxvxcmAw6CEYjTAYdjPm50GelQJd+F4JBDwevRpApPeD+5Ch+D4mIiIgAcKIUIiIiIiIiIqJarnAOXWNBHox52dDnpJlHX0skVvfBOXSJbM+5WQdIHZXICT8IiYMTjBoVTGoV9PnFKyJI5Q6QudWHzMXNnLDuOZIJayIiIqL/4f9MiIiIiIiIiIjqAGW7Xsi/EwWFRwF0mUkwqNIhd/OxKnFtOYeueYQn59AlshXHBi3gPfR1qK+FIv/2ZZiUHhBMRgh6HQTBBIlEConCXJJf6ugC55adoWzXiyXBiYiIiCwwaU1EREREREREVAcUzqGbdWonFO6+0OekQTDooXD3hUSuKHU7waCHPicNJl0+59AlqiZShSPqBQ2Aa+DT0KYmwJCZDIMqHYLRAIlMDrmbD+ReDeHo15wVDoiIiIhKwL+QiIiIiIiIiIjqiMI5dHPOH4BEJoc+Ow269LuQOikhdVJConCERCKDIBgh6LUwFahhKlADUhkcvBqZE9acQ5eo2khkcjg1ag00am3vUIiIiIjqFCatiYiIiIiIiIjqEM6hS0REREREjxomrWuZRYsWITg4WFx/5513MGfOHDtGRERERERERES1DefQJSIiIiKiRwmT1rXIyZMniySsiYiIiIiIiIhKwzl0iYiIiIjoUcH/sdQSeXl5+PTTTwEALi4u0Gg0do6IiIiIiIiIiOoCzqFLRERERER1ndTeAZDZf/7zHyQnJ6Nhw4Z44YUX7B0OEREREREREREREREREVGNYNK6FggNDcWuXbsAAJ9++imUSqWdIyIiIiIiIiIiIiIiotpu6tSpCAgIQEBAgL1DoVruzp076NixIwICAnD8+HF7h/PI+89//oOAgAAMGTIEOp3O3uHUCSwPbmf5+fn4+OOPIQgChg8fjmeeeQZRUVH2DouIiIiIiIiIiIiIiKqRRqPB0aNHce7cOURGRiIzMxMqlQqOjo7w9PREu3bt0K1bNwwbNgx+fn72Dtcm1qxZAwDw9/fH+PHj7RyN7dy/fx/R0dGIiopCdHQ0oqOjkZ2dDcB8rLUhSbx06VLodDr07NkTAwcOtHc4Nnfr1i38/PPPCAsLQ3JyMgoKCuDt7Y0nnngCI0aMwPDhwyGVlj2Wd8+ePVi8eLHV+3znnXcwZ86cEp9788038dtvvyEhIQFbt27FG2+8UaHjeRwxaW1nK1euxL179+Dh4YGPPvrI3uEQEREREREREREREVE1MhqN2Lp1KzZt2oSsrKxiz+v1euTl5eHevXs4cuQIvvrqKwwdOhTz5s1D06ZN7RCx7axduxYA0LNnz0cmab1t2zYsXbrU3mGUKTQ0FKdOnQIAvPXWW3aOxraMRiNWrVqF77//HoIgFHkuKSkJSUlJOH78OHbs2IFvvvmmxm4AcXd3x+TJk7F+/Xr83//9HyZNmgQPD48a2XddxaS1HV28eBE7duwAACxcuBDe3t52joiIiIiIiIiIiIiIiKqLSqXCvHnzcObMGfGxZs2aoW/fvmjZsiU8PT2Rn5+PtLQ0hIWFITw8HHq9HocOHYJWq8X69evtGD2VxGg0Fll3cnJCs2bNEBsba6eIilu9ejUAoEOHDujVq5edo7Gtzz//HL/88gsAQCaTYdiwYXjqqaegVCpx//59hISEIC4uDhcvXsSrr76Kn376CW5ubuX2O3XqVDz11FNltmnRokWZz0+bNg0//PADcnNz8cMPP2D+/PnWH9hjiElrO9Fqtfjwww9hMpnQq1cvPP/88/YOiYiIiIiIiIiIiIio2glGPbSpd6DPTIJRlQHBaIBEJofMzRsKr0Zw9GsGiUxh7zBtzmAwYPbs2YiIiAAAeHt74+OPP8aQIUMgkUiKtZ89ezYyMzOxefNmbN++vabDJSs1btwYkydPRmBgIAIDA9GmTRskJyfj2WeftXdoAICIiAhcunQJAPDSSy/ZORrb+vvvv8WEtYuLCzZt2oTu3bsXafPqq6/is88+w65du3Djxg18/fXX+Oyzz8rtu3379hg0aFCV4vP09MSQIUOwf/9+/PLLL5g1axaUSmWV+nyUMWltJ6tXr0Z8fDycnJzw+eef2zucMqnVaphMJnuHQWR3arUagiCU+AckEVFtxPMWEdVFPHcRUV3D8xYR1VYGgwEmkwmCIBQbCfrwek0x6bXQXD+H/PgrELQaCCYjBIMOMJkAqRQSuQMkUhkkji5wbtEJLk88BanC0S6xVoeVK1eKCeuGDRvixx9/hL+/f5nX393d3TFv3jyMHDkSBw8eLPbeWZZDttf7WhklfS7rqmeeeQbPPPNMkccs31N7H2thxV9HR0c899xzdfZ1LynuLVu2iMvvvvsuunTpUmK7JUuWIDw8HPHx8di1axdeeeUV+Pv7F2tn+b6ZTCabvFajR4/G/v37oVKpsG/fPrzwwgtV7tNWBEGAyWSCwWCASqWyerv8/PxqiYdJazu4evUqtm7dCgCYM2dOrZ+DwmQyMWlNBPMJvPCPQH4niKgu4HmLiOoinruIqK7heYuI6oKH53m19jlb0qUmIDfiEIyaHBg1Kpg0KnPC+iESuQOkLm4wFeSh4E4U6vUYDgff5jUSY3VKS0sTR0tLJBJ89dVXaNSokdWvf+vWrTF37twKv5fr1q0TS4pv2bIFPXv2LHX7sLAwzJw5E4B53uO33367xHYXLlxAcHAwrly5gpSUFOh0Ori5ucHDwwMNGzZEly5dMGzYMDRv3lzcJjAwsEgf4eHhaN++fbG+ly5dinHjxhV73Gg04vfff8eff/6JqKgocS5wPz8/dOvWDZMmTUKHDh1KPbbg4GAsWbKkyD5iYmLw66+/4vz580hPT4dGoyl1/xX18HtRU9+zh+Xm5uLPP/8EAPTp0wcuLi6lxlLS+5+WloaffvoJx48fR1JSEqRSKZo0aYJnn30W06dPt9uo4cJka3h4OADzd2rUqFGlHptMJsPIkSOxZs0aGI1GHDx4EK+//nqJ/Vou2+J969GjB9zd3ZGTk4N9+/Zh0qRJVe6zOlTk79jq+puXSesaptPp8NFHH8FoNCIwMFA8AdRmUqkUUqnU3mEQ2V3hXfMSiYTfCSKqE3jeIqK6iOcuIqpreN4iorqgrGoQNVEpouBONFThB2HSqmHIToNgMkDq6AqZqxekCgdAKgNMRpj0OpgK1DDmPoBJnQPBQ4uc07/CrccIODULLH9Htdgvv/wCnc6cpH/66aeLlTC2hfLeS4lEUqHPwsPrJpMJn3/+OXbt2lVs28zMTGRmZuL27dv4+++/ERkZiQ0bNlQg+tJjvHHjBubNm4fbt28Xa5+QkICEhATs3r0bL7/8MhYvXgyZTFbmsUkkEmzevBnffPNNsZG05b1GFTmOstZryunTp6HVagGYk6cVef/Pnj2LBQsWICcnp8jj169fx/Xr13Hw4EFs2bIFfn5+tg+8HBKJBDk5OSgoKAAAeHl5wdPTs8xtLOefPnnyJN54440S+7VctsX7plAo0LVrV5w4cQJXrlxBRkYGfHx8qtyvrVXk79jq+puXSesatmHDBsTFxUEmk+GLL74o8eRZ2yiVSri6uto7DKJawWQyQSqVws3Nzd6hEBFZhectIqqLeO4iorqG5y0iqo1SU1NhMBggkUhKvA5dOLVBdV+j1qbEIzfiIEyaHOhz0iB1cIaDuz8k8ofmrJbJzaXAXepBMOihz0mDPjMJCndf5EYcglzpBke/5tUaa3U6c+aMuDx+/Hibve6WSbWS+rRMLkml0jL3W17bHTt2iAlrpVKJIUOGoEOHDvD09IRer0dqaiqioqJw9uzZYp+tdevWAYA4ertNmzZ47733isXQvn37ItvFxMRgypQpUKvVAIDu3bujf//+Yln12NhYBAcHIyMjAz/99BOMRmOJU7JaHtsff/yBU6dOwcXFBWPHjkVQUBDkcjlu3rwJX19fm7w3lvurie9Zac6ePSsud+nSxer3PzY2Flu3boVer8f48ePRtWtXKJVKxMfH4+eff0Z6ejoSEhKwZMkSbN68uVqPwZLleevhxGl5r7Fl+8I8XVltfvnlF/zwww9ISUmByWSCp6cnnnjiCfTr1w/jxo2Ds7Oz1XF36dIFJ06cgCAIOHv2LMaPH2/1ttWp8KZLuVxeob9jmbR+BFy/fh2bNm0CAMyYMaNYOQwiIiIiIiIiIiIiokeFSVeAnPCDMBWooc9Jg8zFHXI37/JHBMsVUHg1gkGVDn1OGiQyOXLCDsB76Ot1co5rjUaDa9euietdu3a1YzSVV5iwdnd3R3BwcIlzAgOAVqvF9evXizw2aNCgIuuenp7FHntYfn4+3n33XajVajg7O+Prr7/GwIEDi7QZNWoU3nzzTbz99ts4f/48du7ciaFDh6J3796l9nvq1Ck0b94cW7ZsQaNGjcqMoa67cuUKAPNo35LKsZfmzz//hK+vLzZv3ow2bdoUeW7SpEmYMGECUlJS8PfffyM6OrrEfFdSUhJiYmKqdgD/4+HhgS5duhR5zN3dHQqFAnq9HpmZmcjJyYG7u3upfSQkJIjLarUaqampZY4Sj4yMLLKenJyM5ORknDhxAmvWrMG///3vYnOZl6Zz587i8uXLl2tN0rq2YdK6Bu3Zswd6vR5SqRQKhUKcR+JhhTX4C5cL27Vo0QLDhg2rkViJiIiIiIiIiIiIiKpCff0cjOps6LPNI6ytSVgXkkgkkLv5mEddZ6dB4uAE9bVQ1AsaUL1BV4OMjAxxDlgHBwc0aNDAzhFVzp07dwAAvXr1KjVhDQCOjo7o1KlTlff366+/4t69ewCAf/7zn8US1oXq1auH1atXY9CgQcjLy8PmzZvLTFpLJBKsWrXqkU9Y63Q6MVHr7+8PR8eK3fCxfPnyYglrAPDx8cGsWbPw2WefATDfBFBS0vrcuXNYvHhxheMuSc+ePbF169Yij8nlcnTu3Bnh4eEQBAH79u3DtGnTStzeaDRi//79RR5TqVQlJq1lMhk6d+6M7t27o3nz5nBxcUFubi6ioqJw+PBhZGdnIzMzE7Nnz8aKFSswcuTIcuNv1aqVuBwXF2fFET+emLSuQYUTtptMJmzcuNGqbc6fP4/z588DAJ599lkmrYmIiIiIiIiIiIio1hOMeuTfvgyjRgWYjFC4+1d4fliJRAKFuy906Xdh1KiQf/syXAOfhkRWt1Ib2dnZ4nJdnkrCxcUFOp0OcXFx0Ol0cHBwqNb97d27FwDg5+eHUaNGldnW09MTAwYMwIEDBxAWFlZmfN26davQqOO6Kjk5WbxZoqwRyCVp164dnnrqqVKf79Onj7h848aNygVoA5MmTRIHgq5atQodO3YsNiLbZDLhiy++KDYnel5eXrH+unXrhuPHj5d4Y8nEiRPx/vvv4+OPP8ahQ4cgCAI+/PBDdO3atdwbICxf//v371t9fI+bunVmJyIiIiIiIiIiIiKiWk+begcmrQYmtQpSJ2XxOaytJJErIHVSwqRWwaT0gDY1AU6NWts42upVOKCtruvTpw8OHjyI27dvY8aMGZg5cyaefvrpCs3ta628vDyxpLqPjw+OHz9e7jY6nQ6AuTz5vXv3ioxutdS9e3fbBVqL5eTkiMseHh4V2taynHVJLJO6lvuxNH78eJuWwTYajcUeGzlyJPbt24czZ85Ao9FgypQpGDZsGJ566ikolUrcv38fISEhiI2NhZeXF7RarTg/eknzMjdr1qzMGFxdXbFixQpkZGQgLCwMWq0WmzZtwqefflrmdgqFAkqlEmq1utTXi5i0rlEfffQRPvroo3LbrVmzBmvXrgUAvPPOO5gzZ051h0ZEREREREREREREZDP6zCQIJiNMBh0U9byq1JfUSQl9fh4EkxGGzGSgjiWtLROGKpXKfoFU0YIFC3DhwgWkpKTgwoULuHDhgjhXcpcuXdCzZ088/fTTFS5DXRLLUcJRUVF4++23K7R9WYnBsuYxfpQUJvEBQKlUVmhbT0/PMp+3HMVuuZ+aJpVKsXr1aixatAhHjx6FwWBASEgIQkJCirTz8fHB+vXr8eqrr4qPVbbqgUwmw3vvvYeXX34ZAPDXX3+Vm7QGzAlvtVoNnU4HQRAqXHnicVD8NgIiIiIiIiIiIiIiIqIqMKoyIOjNySyJomplpCUKcxJU0OtgUKVXObaa5u3tLY7q1Ol0SElJsXNEldOoUSMEBwdj+vTpYiJer9fjypUr2Lp1K9566y307t0bq1evrnIis6rJfb1eX+pzTk5OVeq7rrBMLJdUCrssJY1Crq1cXV2xdu1abNmyBaNGjULjxo3h5OQEFxcXtG3bFm+//TYOHDiAdu3aiaOsJRIJvL29K73PLl26iDdnJCUlIT8/v9xtcnNzAZjfFyasS8aR1kREREREREREREREZFOC0QBBMI+UlUhlVepLIjFvLwgmCEZDlWOraUqlEu3atUN0dDQA4OLFixg+fLidoyqucGRzWby8vPDhhx9i4cKFiImJwcWLF3Hp0iWcO3cO2dnZyMvLw/r163Hx4kVs2bKl0slPy5HBzz33HNasWVOpfh5nliP87VGSOikpCTExMTbpy8PDo9hc1Q/r3bs3evfuXerzsbGxYonx5s2bo169epWORyqVwt3dHWlpaQDMN1mUVSZfp9NBo9EAqPj84o8TJq2JiIiIiIiIiIiIiMimJDI5JBJzwlIwGauUuBYEc6JJIpFCIqubaY2+ffuKSevg4OAaS1pbjrYta/QxAGRlZVndr1wuR1BQEIKCgjBjxgwYjUYcPXoUS5YsQW5uLs6dO4ejR49iyJAhlYrb19dXXE5OTq5UH4+7Bg0aQCaTwWg02iVpfe7cOSxevNgmffXs2RNbt26tUh9hYWHico8eParUl8lkKlINoLxS45avf+PGjau070dZ3RnfT0REREREREREREREdYLMzVssC15YJryyBL0WgLnMuNzNp8qx2cPLL78sJpBPnz6NCxcu1Mh+LZNpqampZba9ePFipfcjk8kwdOhQvPPOO+JjERERxdoVlkUWBKHM/ry8vNCmTRsAQExMDDIyMiod2+PKwcEBLVq0AAAkJiZCq9XaOSL7EQQBe/bsEdcnTpxYpf4uX76MgoICAOabA8oaZQ0AN2/eFJcDAgKqtO9HWd28JekRN2fOHMyZM8feYRARERERERERERERVYrCqxEkUhmkcgeYCvIgc3atdF+mAjWkcgdIpDLIvRraMMqa4+fnhylTpmDz5s0QBAELFizA9u3b4e/vb9X2t27dwv79+zFv3rwK7bcw8QsAZ8+exfPPP19iu8zMTOzfv79CfZfEchRpYSlmSy4uLlCr1WKp5LKMHTsWy5cvh9FoxLfffovPP/+8yvE9bjp16oSbN29Cr9cjOjoaXbt2rbF9jx8/HuPHj7dZfyV9nqz1yy+/iKXKe/bsiaCgoEr3ZTKZ8O2334rrAwYMKHebK1euiMudO3eu9L4fdRxpTURERERERERERERENuXo1wxSRxdIlW4wFaghGMouTV0awaA3J62VbpA6usDRr7ltA61B//jHP8SkYVJSEl544QX88ccfZY46zs7OxqpVqzBhwgTcuHGjwvsMCgoS5zY+fPgwLl26VKxNbm4u5s6dW2YJ6bS0NCxbtgx3794ttY3BYMCvv/4qrrdr165Ym8Kkdnx8vDhStTSTJ08Wk/o7d+7E8uXLyyxxrtPpcOjQIezYsaPMfh8nffv2FZevXr1qx0iqz+XLl6HTlVzNQRAE7Ny5E0uXLgVgvmniX//6V4ltL126hJ07d5Y5Il2j0WDhwoUIDQ0FYB7N/vrrr1sVI2CuNNCnT59y2z+uONKaiIiIiIiIiIiIiIhsSiJTwLllZxgL8mDMy4Y+J808+vp/5aGtIQgC9DlpgFQGmYsbnFt2rrNzWgOAQqHAhg0bMG/ePJw9exbp6el499130bx5c/Tt2xetWrWCh4cH8vPzkZaWhoiICISFhVWprLODgwOmTZuGb7/9FgaDATNmzMDEiRPRuXNnCIKAa9euITg4GJmZmRg1ahRCQkJK7Een02HLli3YsmULAgMD0b17d7Rq1Qpubm7QaDS4d+8eDh48KCa1mzRpUuK83b1790ZsbCw0Gg1mzZqFsWPHwtPTU/xcBAQEwM/PDwDg7OyMDRs2YMqUKVCpVPj++++xf/9+DBkyBE888QRcXV1RUFCA5ORkxMTE4OzZs8jLy8OECRMq/XpV1qpVq4qs5+XlicsqlarY840bN65yiWpr9O3bF05OTigoKMC5c+cwY8aMat9nTduwYQMuXryIfv36oWPHjvD19YVer8e9e/dw5MgRxMbGAgCcnJywevVqNG3atMR+Hjx4gE8++QTLli1Dnz59EBgYiIYNG8LZ2Rm5ubmIiYnBwYMHkZ2dDcCcgF66dGm5c1QbjUbxZpFOnToVma+diqq7Z3ciIiIiIiIiIiIiIqq1lO16If9OFBQeBdBlJsGgSofczceqxLUgCDCo0mHS5cPBqxFkSk8o2/Wqgairl4eHB77//nv88MMP+OGHH5CdnY2EhAQkJCSUuo1MJsOIESMwd+7cSu3zjTfeQGRkJE6cOIGCggJs27YN27ZtK9L//Pnz0alTp1KT1pbvWXR0NKKjo0vdX9u2bbFu3Toolcpiz82cORMhISHIyMhAaGioOGK10JdfflmkpHRAQAB2796NBQsW4MqVK0hLSysSe0lxFia9a9LGjRtLfS43N7fY8z179qyRpLWrqysGDRqEAwcO4MyZM8jMzISXl1e177emqVQqHDhwAAcOHCjx+datW+OLL76wqjy6RqPB0aNHcfTo0VLb+Pj4YOnSpVaVBg8LCxMT3WPHji23/eOMSWsiIiIiIiIiIiIiIrI5qcIR7j1GIOvUTijcfaHPSYNg0EPh7guJXFHqdoJBD31OGky6fCjcfSF1coV7zxGQKhxrMPrqI5PJ8MYbb2Dy5Mk4evQoQkNDERUVhQcPHiA3NxdOTk7w8vLCE088ge7du2P48OHw8fGp9P4UCgXWr1+PvXv3Ijg4WBzp7Ovrix49emDKlCno2LEjzp8/X2of/v7+OHbsGE6fPo1Lly4hNjYWycnJUKvVUCgU8Pb2Rvv27fHcc89h2LBhkMtLTj/5+flhz5492LJlC86ePYv79+9Do9GUWSK9adOm2LVrF86cOSOWOE9LS4NarYaTkxP8/PzQunVr9OjRA8888wyaNGlS6dfqUTR58mQcOHAAer0eBw4cwLRp0+wdkk3NnTsXHTt2RHh4OO7fv48HDx5AIpGgfv36CAwMxODBgzF06NBSP5OFevXqhfXr1+Pq1au4evUqkpOTkZ2dLX4n69evj/bt22PAgAEYNmwYHB2tOx8FBwcDANzc3DB69OgqH++jTCKUdSagx1JeXp5YLgEw38nk6upqx4iIageVSgWTyQSpVAo3Nzd7h0NEVC6et4ioLuK5i4jqGp63iKi2unHjBgwGA+RyOdq0aVPkOaPRCEEQIJFIIJPJqj2W/DtRyDl/AKaCPOiz0wCTEVInJaROSkgUjpBIZBAEIwS9FqYCNUwFakAqg8LjfwnrJ0fBuVlgtcdJ9Kh66aWXcPHiRbRv315MotY1NX3esoWsrCz0798fWq0Wr7/+OhYsWGDvkIoo63eiLNWVR5RWuQciIiIiIiIiIiIiIqJSODfrAM9+L0Du2QAOvk0hc6sPQa+DPisVurS70KbGQ5d2F/qsVAh6HWRu9eHg2xRyzwbw7P8iE9ZEVfTuu+8CAGJiYvDXX3/ZN5jHyLZt26DVauHq6opXX33V3uHUeiwPTkRERERERERERERE1cqxQQt4D30d6muhyL99GSalBwSTEYJeB0EwQSKRQqJwgEQqg9TRBc4tO0PZrtcjUxKcyJ569eqFfv364dSpU/j222+tmouZqkalUmH79u0AzPPKe3p62jmi2o9JayIiIiIiIiIiIiIiqnZShSPqBQ2Aa+DT0KYmwJCZDIMqHYLRAIlMDrmbD+ReDeHo1xwSGdMXRLa0ZMkSjBw5EtHR0Thy5Aiee+45e4f0SNu4cSNycnLQvHlzzJw5097h1Ak86xMRERERERERERERUY2RyORwatQaaNTa3qEQPTaaNWuGyMhIe4fx2Fi4cCEWLlxo7zDqFCatiYiIiIio2glGPbSpd6DPTIJRlSGOpJC5eUPh1QiOfs0gkSnsHSYREREREREREdkBk9ZERERERFRtTHrt/5+zTqvhnHVERERERERERFQMk9ZERERERFQttCnxyAk/CKM6G0aNCia1CiaDrlg7qdwBUqUbjAV5yL8TBfeeI+Ho17zmAyYiIiIiIiIiIrtg0pqIiIiIiGwu/04Ucs4fgKkgD/rsNMBkhNRJCUU9L3F0deGoa1NBHoyqBzDmZUPhUYCsk7/A/cmRcG7Wwd6HQURERERERERENYBJayIiIiIisiltSjxyzofAqM6BPicNUgdnKNz9IZEXnbNaIpUBcgfInF0hGPTQ56RBl5kEhbsvcs4fgNTJlSOuiYiIiIiIiIgeA1J7B0BERERERI8Ok64AOeEHYSpQQ5+TBpmLOxRejYolrB8mkSug8GoEmYsb9DlpMBXkISfsAEx6bQ1FTkRERERERERE9sKkNRERERER2Yz6+jkY1dnQZ5tHWMvdvCGRSKzaViKRQO7mA6mDM/TZaTCqs6G+FlrNERMRERERERERkb0xaU1ERERERDYhGPXIv30ZRo0KMBmhcPe1OmFdSCKRQOHuC5iMMGpUyL99GYLRUE0RExERERERERFRbcCkNRERERER2YQ29Q5MWg1MahWkTspyS4KXRiJXQOqkhEmtgkmrgTY1wbaBEhERERERERFRrSK3dwBERERERPRo0GcmQTAZYTLooKjnVaW+pE5K6PPzIJiMMGQmA41a2yhKIqJHm2DUQ5t6B/rMJBhVGRCMBkhkcsjcvKHwagRHv2aQyCp3UxEREREREVF1YdKaiIiIiKgMvPhvPaMqA4JeBwCQKByq1JdE4QgAEPQ6GFTpVY6NiOhRZ9Jrob4Wivzbl2HSaiCYjBD0OgiCCRKJFBKFAyRSGaSOLnBu2RnKdr0g/d+5lohKx78FiYiIiGoGk9ZERERERCXgxf+KE4wGCIIJACCRyqrUl0Ri3l4QTJzTmoioHNqUeOSEH4RRnQ2jRmWeXsGgK9ZOKneAVOkGY0Ee8u9Ewb3nSDj6Na/5gInqAP4tSERERFSzmLQmIiIiInoIL/5XjkQmh0QiBQAIJmOVEteCYDT3KZFCIuN/W4iISpN/Jwo55w/AVJAHfXYaYDJC6qSEop6XmFQrTLaZCvJgVD2AMS8bCo8CZJ38Be5PjoRzsw72PgyiWoV/CxIRERHVPF79ISIiIiKywIv/lSdz8xbLggt6HSCvfIlwQa8FYC4zLnfzsUl8RESPGm1KPHLOh8CozoE+Jw1SB2co3P0hkRctVSyRygC5A2TOrhAMeuhz0qDLTILC3Rc55w9A6uTKRBvR//BvQSIiIiL7YNKaiIiIiOh/ePG/ahRejcxlMuUOMBXkQebsWum+TAVqSOXmC8Nyr4Y2jJKI6NFg0hUgJ/wgTAVq6HPSIHNxh9zNGxKJpMztJHIFFF6NYFClQ5+TBolMjpywA/Ae+jpLG9Njj38LEhEREdmP1N4BEBERERHVBiVd/Fd4NSp2kfJhhRf/ZS5u0OekwVSQh5ywAzD9b6Tw48TRrxmkji6QKt1gKlBDMOgr1Y9g0JuT1ko3SB1deNGXiKgE6uvnYFRnQ59tTqxZk7AuJJFIIHfzgdTBGfrsNBjV2VBfC63miIlqN/4tSERERGRfTFoTEREREYEX/21BIlPAuWVnyFzcAKkM+pw0CIJQoT4EQYA+Jw2QyiBzcYNzy86c05qI6CGCUY/825dh1KgAkxEKd1+rf7MKSSQSKNx9AZMRRo0K+bcvQzAaqiliotqPfwsSERER2ReT1kRERET02OPFf9tRtusFmdIDCg9fmHT5MKjSrU5cC4IAgyodJl0+FB6+kCk9oWzXq5ojJiKqe7Spd2DSamBSqyB1UpY7ErQ0ErkCUiclTGoVTFoNtKkJtg2UqI7g34JEVJdNnToVAQEBCAgIsHcoVMvduXMHHTt2REBAAI4fP27vcKgCtFotBgwYgICAAKxZs8be4VQbDlkgIiIiosdetVz8V3pAm5oAp0atbRxt7SZVOMK9xwhkndoJhbuvebS1QW+++FvG61o4H6RJlw+Fuy+kTq5w7zmC86sSEZVAn5kEwWSEyaCDop5XlfqSOimhz8+DYDLCkJkMPGa/W0QA/xYkIvvRaDQ4evQozp07h8jISGRmZkKlUsHR0RGenp5o164dunXrhmHDhsHPz8/e4dpEYcLN398f48ePt3M0tmEwGBAeHo5z587h6tWruHXrFrKysiCVSsX3ceDAgRg5ciScnZ3tFufSpUuh0+nQs2dPDBw40G5x2JrRaMStW7cQFRWF6OhoREVF4fr16ygoKAAAjBs3DsuWLbOqr9TUVERERCAqKgpRUVFIS0tDdnY28vLy4OzsjIYNGyIoKAgjR45Er17W32R/48YN/Pbbb4iIiMC9e/egVqvh6OgIHx8fdOjQAcOGDcOzzz5b6k1zjo6OmDt3LhYtWoRNmzZh3LhxaNy4sdX7ryuYtCYiIiKixx4v/tuWY4MWcH9yJHLOH4BEJoc+Ow269LuQOinNF4IVjpBIZBAEIwS9FqYCNUwFakAqg4NXI3PC+slRnMuaiKgURlUGBL0OACBROFSpL8n/bg4S9DoYVOlVjo2oLuLfgkRU04xGI7Zu3YpNmzYhKyur2PN6vR55eXm4d+8ejhw5gq+++gpDhw7FvHnz0LRpUztEbDtr164FAPTs2fORSFqHh4djzpw5Jb6PAJCcnIzk5GQcP34c69evx1dffYWePXvWcJRAaGgoTp06BQB46623anz/1em9997DkSNHbNLXd999hx07dpT4XG5uLnJzcxEXF4fffvsNvXr1wtdffw0vr9L/djCZTFi+fDm2bt0Kk8lU5DmDwQC1Wo2EhAQcOHAAQUFBWLNmDRo0aFBiX6NHj8batWtx//59rF69GsuXL6/8gdZSTFoTERER0WOPF/9tz7lZB0gdlcgJPwiJgxOMGhVMahX0+XnF2krlDpC51YfMxQ0ypQfce45kwpqIqAyC0QBBMF/0kkhlVepLIjFvLwgmljKmxxb/FiSimqRSqTBv3jycOXNGfKxZs2bo27cvWrZsCU9PT+Tn5yMtLQ1hYWEIDw+HXq/HoUOHoNVqsX79ejtGTw9LS0sTE9ZKpRK9e/dGp06d4OfnB6lUihs3bmDfvn1ITk5GUlISXnvtNWzevBndu3ev0ThXr14NAOjQoUOFRgjXBUajsci6h4cHPDw8kJCQUKn+FAoFOnTogMDAQDRr1gxeXl6Qy+XIzMzElStXcPjwYRQUFCA0NBRTp07F7t274eTkVGJfy5cvx+bNm8X1fv36oVevXvDz80NWVhaio6MREhICvV6Pq1evYvr06di7d2+JI/JlMhleeeUVfP755zhw4ABmzZqFVq1aVeoYaysmrYmIiIjosceL/9XDsUELeA99Heproci/fRkmpQcEkxGCXgdBMEEikUKicIBEKoPU0QXOLTtD2a4XS4ITEZVDIpNDIpECAASTsUq/XYJgvsgnkUghkfEyET2e+LcgUc0zGA1IyL6P5Nw0PMjPgsFkgFwqR31nTzSs54vmHo0hfwR/lwwGA2bPno2IiAgAgLe3Nz7++GMMGTKkxLLAs2fPRmZmJjZv3ozt27fXdLhkpVatWuH111/H0KFDS0w2zpo1CwsXLsSRI0eg1Wrx0Ucf4dChQ5DJqvabY62IiAhcunQJAPDSSy/VyD5rUlBQEFq1aoXAwEAEBgaiSZMm2LNnDxYvXlzhvmbOnIkFCxbAxcWlxOdffvllzJkzBzNnzsTdu3dx8+ZNbN++Ha+99lqxtklJSdi6dSsAc8L5u+++Q9++fYu1e+uttzB58mSkpqYiISEBv/76K6ZNm1bi/seMGYMVK1ZAo9Fgy5YtWLp0aYWPsTZ79M76REREREQVxIv/1UeqcES9oAFwDXwa2tQEGDKTYVClQzAaIJHJIXfzgdyrIRz9mvP1IiKykszNWxwNKuh1gLzyI0MFvRaAeXSp3M3HJvER1TX8W5Co5mgNOpy7dxFXUmKgMRTAaDJCZ9DBBAFSSOAgd4BMKoOL3AmdGrTHU026wrEKv3O1zddffy0mrBs1aoRt27aVOy+tl5cXFixYgDFjxuDAgQM1ESZVQL9+/TBs2DBIpdJS2zg7O2P58uW4fPky0tLSkJCQgIiICDz55JM1EuNPP/0EwDwv8rBhw2pknzVp1qxZNuurSZMm5bZp3Lgx3n//fcyZMwcAcOLEiRKT1n///bdYEnzw4MElJqwL9/nmm2/i888/B2C+yaC0pLWrqyueffZZhISEYP/+/fjggw9Qr149q46tLuBfTkRERET02OPF/+onkcnh1Kg153UkIrIBhVcjc5UKuQNMBXmQObtWui9TgRpSubnqhdyroQ2jJKo7+LcgUc1IyLqHQ3EnkFOggkqbhxxtLnRGfbF2DjIF3B3rQa3TIDotDsPbDkRzz7ITu3VBamoqtm3bBgCQSCRYvnx5uQlrS23atMG8efMqvN81a9aI80j/+OOPZSZKz58/LybL3nnnHTEp97CIiAjs3r0bly9fRkpKCnQ6Hdzc3ODp6YmGDRuia9euGD58OFq0aCFuExAQUKSPsLCwYo8BwJdfflniXNdGoxEHDx7EsWPHEBUVhczMTEgkEvj6+qJHjx544YUX0LFjx1KPzXLkbeE+oqOjsXPnTpw/fx5paWnQaDSl7r801iYMnZyc8Mwzz2Dnzp0AgNjY2BpJWufm5uLYsWMAgKeffhpKpbLUtiW9/6mpqdixYwf+/PNPJCUlQSKRoGnTphg0aBBmzJgBV9fK/x1al7Vu/f+vbWRkZJTY5sGDB+Jy8+bNy+yvWbNm4rJarS6z7ZAhQxASEgKtVotDhw7hhRdesCLiuoFJayIiIiJ67PHiPxER1SWOfs0gdXSBVOkGo+oBBIMeErmiwv0IBj1MBWrI3OpD6ugCR7/mtg+WqA7g34JE1S86LQ4HY/+EWqdBmvoBDIIRrg4u8HL2MI+ulkhhFEzQGXRQ6zXIyM9CdoEKvgYtdkWFYETAswj0bWvvw6iSn376CTqdDgDQt2/fGp/T2BZMJhM+++wzMfFqKTMzE5mZmbh16xbOnDmDq1ev4rvvvrPJfuPi4jB37lzcvn272HMJCQliSeUpU6bgww8/tKrs9qZNm7Bq1api8yFXJ8sEb0FBQY3s8+TJk9BqzTdU9ezZs0LbnjlzBvPnz0d2dnaRx69du4Zr164hJCQEP/74I/z8/GwVbp1x9+5dcdnb27vENvXr1xeX4+Pjy+zPcv7tNm3alNm2R48ekEgkEAQBR44cYdKaiIiIiOhRwov/RERUl0hkCji37AxjQR6MednQ56SZk24lzIVZGkEQoM9JA6QyyFzc4NyyM0sZ02OLfwsSVa+ErHs4EHsMqoJcpKkfwFnhhEbKBlA89LsjgwwOMgVcHZXwMhqQrs5AUm4qfJX1cTD2TygVLnV6xPXp06fF5XHjxtkxksrbvn27mLBWKpUYMmQIOnToAE9PT+j1eqSmpiIqKgpnz54ttu26desAAG+//TYAc2LuvffeK9auffv2RdZjYmIwZcoUcfRp9+7d0b9/f/j7+8NkMiE2NhbBwcHIyMjA9u3bodfrxTLLpfn9999x6tQpuLi4YOzYsQgKCoJcLsfNmzdLTUDaQlxcnLjs7+9fbfuxdObMGXG5U6dOVm937do1bN68GXq9HuPHj0fXrl2hVCoRHx+Pn3/+Genp6UhISMDixYuxefPm6gi91nrw4AFWrlwprg8ZMqTEdv369YNCoYBer8exY8dw6tQp9OvXr1i7e/fuiTd4ODs74+WXXy5z/x4eHmjWrBkSEhIQFhYGrVYLR0fHKhxR7cH/jRARERHR/2PvzuOjqu/98b/ONktmMpOELDBBdkVEEBdAEJRaq1TA7VqXoi3+blVcrpXWrvbe2/Z7u9rrelVaF2xR69KKstS9CFggoCyyy5awZJlJJjOT2c/2+2PICGbPJJksr+fjweMxkznnc95DksnMeZ/3+z3g8eQ/ERH1NY5x0xCr2AklL46kvxJayAfZVdSuv12maUIL+WAkY7AUeCA58uEYN60HoibqnfhekKj7xLUE/vH5akSTMXgjdXDZclGYU9Dm75ciyRiSW4LaqB/eSB1kUcY/Pv8n/v38m/rkjOtoNIo9e/ak75933nlZjKbzXnvtNQCA2+3GsmXLWky8JhIJ7N2795SvXXbZZafcz8/Pb/K1L4vFYrjvvvsQiURgt9vx8MMP49JLLz1lm3nz5uHOO+/EPffcg7KyMrz66quYPXs2pk+f3uK6a9euxYgRI7BkyRJ4PJ5WY+gqR44cSSfzFUVpNb6utH379vQxv3xBQGs+/PBDFBcX4/nnn29S+XvDDTfg+uuvR3V1Nf71r39h165dGD9+fJM1KisrsXv37syewAl5eXk499xzu2St9jp27Fj659gwDASDQezYsQP/+Mc/0NDQACCVmG4pyVxSUoIf/OAH+PWvfw1d13H77bfj4osvxvTp01FcXIxAIICdO3dixYoVUFUVgwYNwsMPP4xhw4a1Gdu5556L8vJyJJNJ7NmzB5MmTeqy551NfOdERERERASe/Ccior5FVKxwT56D+rWvQnEXQw16YWoqFHdxqxWipqZCDXphJGNQ3MUQbU64p8yBqPSP6gyizuJ7QaLuUXZ0K4LxULrCuj0J60aCIKAwpwCqrsIbqYNNtmLj0S24ZOSF3Rx116utrYVhGAAAi8WCwYMHZzmizqmoqAAATJs2rdVKYavV2qGq3pa8/vrrOHr0KADgF7/4RZOEdaPc3Fw89thjuOyyyxAOh/H888+3mhQWBAGPPPJIjyWsDcPAf/3Xf6Vbkd90003Iz8/v9uMmk8l02+nS0tIOV+M+9NBDzbaqLioqwsKFC/Hzn/8cQOoigOaS1hs3bkzPEc/UlClT8MILL3TJWu21bt269HP8Mo/Hg5tvvhnf+c53IIpii2t8+9vfRklJCR566CEcO3YMa9euxdq1a0/ZJicnB4sWLcK1116LgoKCdsU2atSo9O19+/b1m6R1y/+TREREREQDSOPJf9HmhOIuhh4NQfVXwtTUVvczNRWqvxJ6NMST/0RE1KOsg0fCPXUuJEceLAUemJqKpO8I1Ppq6LEGGFoSpq7D0JLQYw1Q66uR9B2BqaknEmt5cE+dxxbGROB7QaLuoOkatlfvRigRhmbqKHIUdqiDAZBKLhY5BkEzdYQSYWyv3g3N6LkZxF3l5JnALpcre4FkKCcnB0CqzXXjfO7u9OabbwJIVazOmzev1W3z8/Mxa9YsAMCmTZtaje/888/vUNVxpv73f/8XGzZsAJBKHt933309ctyqqqr0xRJut7tD+44bNw4XXtjyBSIXXXRR+vb+/fs7F2AfJUkSLrzwQpx33nmtJqwbXXbZZXjwwQdx2mmnNft4NBrFkiVL8PLLL7d7xnpeXl769vHjx9u1T1/ASmsiIiIiohMaT/4Hy1ZCkGSoAS+SviMQbQ6INgcExQpBkGCaOkw1ASMegRGPAKIES4EndZKSJ/+JiKgH2YefDdHqQHDzKggWG/RoCEYkBDUWbrKtKFsguQZBynGlEtZT5vJvFtFJ+F6QqGuVB44hqsURTDTAaclpMsO6vRRJgdOSg2CiAW67C+X1RzFm0IiuDbabmaaZ7RC6xEUXXYRVq1bh0KFDWLBgAW677TbMmDEDdru9y48VDofTLdWLiorwz3/+s819GhPViUQCR48exejRo5vd7oILLui6QNvwyiuv4NlnnwWQqkB/9NFHe+zChWAwmL59cpKzPdqq3D25W8DJxznZddddh+uuu65Dx21NexO6XeXmm2/GzTffDABQVRW1tbX45JNP8MILL+CNN97AG2+8gdtuuw0/+MEPIElSs2scO3YM99xzD/bu3YshQ4bgf/7nfzBz5kwMGjQI4XAY27Ztwx//+Eds3boVTzzxBHbs2IHHH3+8zar4k7+fJ18U09cxaU1EREREdBKe/Ccior7GOngkCmffjsieDYgd2gbDkQfT0GGqSZimAUEQISgWCKIE0ZoD+6hJcIybxkpQombwvSBR16lq8EI3dCR1FQX2vIzWcig5aEhEoBs6qsPePpe0PjnBFAqFshdIhh544AF8+umnqK6uxqeffopPP/00PSv53HPPxZQpUzBjxowOt6FuzslVwjt37sQ999zTof1bSqQCqcrtnvDmm2/iF7/4BYDUTOknnngCEydO7JFjAzil2tzhcHRo37bal1ssX8yW74mq+2xTFAVDhgzBvHnzcOWVV+LHP/4xli9fjiVLlsBiseB73/tek318Ph9uuOEG1NXVYejQoXj99ddPaf+dn5+Pr3zlK7j44otx77334p///Cc++ugjPPnkk82udzKn05m+nUgkuu6JZhmT1kREREREX8KT/0RE1NeIihW5E2fBOX4GEjXl0PxV0EI+mLoGQZIhu4ogFwyBtWQEhE5WuhENFHwvSNQ16mL1SGqpZJZFtrSxdesa909qSdRG6zOOracVFhZCFEUYhoFkMonq6uo+Odfa4/Fg2bJlWLx4Md566y0EAgGoqort27dj+/bteOGFF+B0OvGtb30Ld9111ymJzY7KNLmvqi2Pd7DZbBmt3R7Lly/HT37yExiGkU5YX3LJJd1+3JOd/P8fDje9+Ko17Wl7PVBJkoT//u//xurVq9HQ0IAXXngB3/nOd5pU0D/99NOoq6sDANx///0tzqs+eT3TNPHSSy/hvvvugyy3/J69oaEhfbsrLhLpLfgphYiIiIioGTz5T0REfZEgybB5xgCeMdkOhahP43tBosxphgYDqbbYkpBZAqxxfwMmNEPLOLae5nA4MG7cOOzatQsAsGXLFlx55ZVZjqqpxsrm1hQUFOCnP/0pfvjDH2L37t3YsmULtm7dio0bNyIQCCAcDuOpp57Cli1bsGTJkk4nP0+uDL788svxxBNPdGqdbFi+fDl+/OMfpxPWjz32GL7yla/0eBwnV/i3VnneXSorK7F79+4uWSsvLw/nnntul6zVFZxOJ84//3x89NFHSCQS2LZtGy6++OJTtvnoo4/St0+eAd6cwYMHY/To0Thw4ADC4TAOHjyIsWPHtrj9yS3BO9r6vTfjOyoiIiIiolbw5D8RERHRwMX3gkSdJ4syRAgAAN00IKH5ma/toZupZKoIAbLYN9MaM2fOTCetly1b1mNJ65OrbVurPgaA+vr2V7HLsoyJEydi4sSJWLBgAXRdx/vvv4+f/exnaGhowMaNG/H+++/jiiuu6FTcxcXF6dtVVVWdWiMbGhPWuq5DURQ8+uij+OpXv5qVWAYPHgxJkqDrelaS1hs3bsRPfvKTLllrypQpeOGFF7pkra5y8oUVzXUG8Hq96du5ubltrnfyNtFotNVtT/5+lpaWtrl2X8H6fiIiIiIiIiIiIiIi6lKD7PmntPXOxMltxgtzWp+121t985vfTCeQ161bh08//bRHjntyy+KamppWt92yZUunjyNJEmbPno177703/bVPPvmkyXaCkLqQwTTNVtcrKCjA6aefDgDYvXs3amtrOx1bTzk5YS3LMh5++GFcdtllWYvHYrFg5MiRAIDjx4/3q9nHvUF5eXn6dnOtv09OaldXV7e5XmVlZfp2W9XTBw4cSN8+88wz21y7r2DSmoiIiIiIiIiIiIiIutSQ3GJIogSLpCCitl412JaIGoVFUiCJEgY7i9veoRcqKSnBLbfcAiCVsH3ggQdw/Pjxdu9/8OBBPPLIIx0+bmPiFwDWr1/f4nZ+vx/Lly/v8PpfNnTo0PRtXdebPJ6TkwOg7UpSALjmmmvS6zz++OMZx9adVq5c2SRhffnll2c7LJxzzjkAUlX2jZX+PeW6667Dvn37uuTf0qVLezT2tnz22Wfp1ueKomDChAlNtjnjjDPSt9v63SorK0tfVJKXl4fhw4e3uv327dsBpOZZM2lNRERERERERERERETUghF5Q5Ej2+C25iKcjELVOzeLWtVVhJNRuK25yJFtGJF/WhdH2nO+973v4bzzzgOQqqq88cYb8e6777ZadRwIBPDII4/g+uuvx/79+zt8zIkTJ6arNt955x1s3bq1yTYNDQ347ne/22oLaa/Xi9/+9rc4cuRIi9tomobXX389fX/cuHFNtmlMah8+fBjxeLzV2OfPn59uffzqq6/ioYcearXFeTKZxD/+8Q+89NJLra7b1f7xj3/ghz/84SkJ6862Re9qM2fOTN/+7LPPshhJ77d37178+c9/RiQSaXW7zz77DPfee2/693bevHnNtv+eO3du+vbixYuxZs2aZtcrLy/Hj3/84/T9efPmtToLPhAIpKu8J0+eDKvV2mq8fUnfHP5ARERERERERERERES9lizJOGfwWYgkowjEQ/BFajEktyTdHro9TNOEL1IHWZDgsjpxzuCzIIudn42dbYqi4Omnn8aiRYuwfv16+Hw+3HfffRgxYgRmzpyJ0aNHIy8vD7FYDF6vF5988gk2bdqUUVtni8WCb33rW3j88cehaRoWLFiAb3zjG5g0aRJM08SePXuwbNky+P1+zJs3DytWrGh2nWQyiSVLlmDJkiUYP348LrjgAowePRoulwvRaBRHjx7FqlWr0knt0047rdm53dOnT8e+ffsQjUaxcOFCXHPNNcjPz0//XIwdOxYlJSUAALvdjqeffhq33HILQqEQnn32WSxfvhxXXHEFzjzzTDidTsTjcVRVVWH37t1Yv349wuEwrr/++k7/f3XU2rVr8YMf/CBdVT5nzhxIkoQPPvig1f2GDBmC8ePHd3t8M2fOhM1mQzwex8aNG7FgwYJuP2ZPO3r0KP72t7+d8rV9+/alb+/evbtJl4ILL7wQ06ZNO+VrwWAQv/71r/Hwww9j2rRpOPvss+HxeOBwOBCPx3H8+HGUlZWhrKwsnbA+/fTT8aMf/ajZuP7t3/4Nb7zxBrZt24ZkMok777wTs2bNwsyZMzFo0CCEw2Fs2bIFq1atSl/Acdppp+Gee+5p9fme3Hb/a1/7Whv/O30Lk9ZERERERERERERERNTlLjztPOzyfo5iLYHKhhrURv0ozCloV+LaNE3URv2IqXF4ckvgtrtw4Wnn9UDU3SsvLw/PPvssnnvuOTz33HPpqsmT5+N+mSRJmDNnDr773e926ph33HEHduzYgdWrVyMej2Pp0qWntFuWJAnf//73cc4557SYtD75e7Zr165WW02fccYZePLJJ0+Z6dvotttuw4oVK1BbW4sNGzZgw4YNpzz+m9/8Btddd136/tixY/H3v/8dDzzwALZv3w6v19tqq2hBENJJ756wfft2aNoXXQTeeustvPXWW23ud+211+K3v/1td4YGAHA6nbjsssuwcuVKfPzxx/D7/c3OX+7LKisrsXjx4hYfb2wxfjJZlpskrRvF43GsXr0aq1evbvW4c+fOxc9+9rMW50/Lsow//elP+NGPfoTVq1fDNM1W1z3nnHPw8MMPIz8/v9XjvvvuuwBSrcGbuzCkL2PSmoiIiIiIiIiIiIiIupxVtuDKM76C13auRLFjELyROqi6iiLHICiS0uJ+qq7CF6lDTI2j2DEIDksOrjz9UlhlSw9G330kScIdd9yB+fPn4/3338eGDRuwc+dO1NXVoaGhATabDQUFBTjzzDNxwQUX4Morr0RRUVGnj6coCp566im8+eabWLZsWbrSubi4GJMnT8Ytt9yCCRMmoKysrMU1SktL8cEHH2DdunXYunUr9u3bh6qqKkQiESiKgsLCQpx11lm4/PLL8fWvfx2y3Hz6qaSkBG+88QaWLFmC9evX49ixY4hGo622SB82bBhee+01fPzxx+kW516vF5FIBDabDSUlJRgzZgwmT56Mr3zlKzjttL7bQr47zJ8/HytXroSqqli5ciW+9a1vZTukXmny5Ml47bXXsGHDBuzYsQOHDh1CTU0N4vE4LBYLcnNzMWrUKJx77rmYO3cuxowZ0+aabrcbixcvxubNm7FixQps27Yt/XtjtVpRXFyMs88+G1//+tdx6aWXttoWHADC4XC6in/evHlwuVxd8tx7C8Fs7ZWABqRwOHzKVSdjx46F0+nMYkREvUMoFIJhGBBFsd/9MSCi/omvW0TUF/G1i4j6Gr5uEVFvtX//fmiaBlmWcfrpp5/ymK7rME0TgiBAkrq/3fYu7+dYte9DRJJReCN10EwdTksOHEoOLLIFkiBCNw0ktSQiahThZBSyIKUT1nPHfhVnFZ/R7XES9Vc333wztmzZgrPOOgvLli3Ldjid0tOvW73RSy+9hF/+8pcQRRErVqxoV+K8Na39nWhNd+URWWlNRERERERERERERETdZnzxGXAodvzj89WwyVaEEmEEEw1oSESabGuRFBTa8+GyOuG2uXDlGZdiRP7QLERN1H/cd999WLBgAXbv3o2PPvoIs2bNynZI1EG6rmPJkiUAUrPTM01Y90ZMWhMRERERERERERERUbcakX8a/v38m7Dx6BZsr94Nt90F3dCR1JIwYEKEkKq6FiXkyDacM/gsXHjaef2mJThRNk2bNg0XX3wx1q5di8cff5xJ6z5oxYoVOHr0KKxWa6fn2/d2TFoTEREREREREREREVG3s8oWXDLyQlw0fDLK64+iOuxFbbQemqFBFmUU5uRjsLMYI/JPgywOzPa/RN3lZz/7GebOnYtdu3bhvffew+WXX57tkKidEokEHnvsMQDA7bff3m/ntjNpTUREREREREREREREPUYWJYwZNAJjBo3IdihEA8bw4cOxY8eObIdBnWC1WrF69epsh9HtxGwHQEREREREREREREREREREAxeT1kRERERERERERERERERElDVMWhMRERERERERERERERERUdYwaU1ERERERERERERERERERFnDpDUREREREREREREREREREWUNk9ZERERERERERERERERERJQ1TFoTEREREREREREREREREVHWMGlNRERERERERERERERERERZw6Q1ERERERERERERERERERFlDZPWRERERERERERERERERESUNXK2AyAiIiIiIiIiIjqZqatI1FRA9VdCD9XC1DUIkgzJVQilwANryXAIkpLtMImIiIiIqIswaU1ERERERERERL2CoSYQ2bMBsUPbYCSiMA0dppqEaRoQBBGCYoEgShCtObCPmgTHuGkQFWu2wyYiIiIiogwxaU1ERERERERERFmXqD6M4OZV0CMB6NEQjEgIhpZssp0oWyA6XNDjYcQqdsI9ZS6sJSN6PmAiIiIiIuoyTFoTEREREREREVFWxSp2Ili2EkY8DDXgBQwdos0BJbcgXV3dWHVtxMPQQ3XQwwEoeXHUr3kF7qlzYR9+drafBhERERERdRKT1kRERERERERElDWJ6sMIlq2AHglCDXohWuxQ3KUQ5FNnVguiBMgWSHYnTE2FGvQi6a+E4i5GsGwlRJuTFddERERERH2UmO0AiIiIiIiIiIhoYDKScQQ3r4IRj0ANeiHluKEUeJokrL9MkBUoBR5IOS6oQS+MeBjBTSthqIkeipyIiIiIiLoSk9ZERERERERERJQVkb0boUcCUAOpCmvZVQhBENq1ryAIkF1FEC12qAEv9EgAkT0bujliIiKi3uXWW2/F2LFjMXbs2GyHQr1cMBjEhRdeiLFjx2Lp0qXZDqffe+mllzB27FhMnToV9fX12Q6nT2B7cCIiIiIiIiIi6nGmriJ2aBv0aAgw9FRL8HYmrBsJggDFXYyk7wj0aAixQ9vgHD8DgsRTXkRE1PtFo1G8//772LhxI3bs2AG/349QKASr1Yr8/HyMGzcO559/Pr7+9a+jpKQk2+F2iSeeeAIAUFpaiuuuuy7L0XSNI0eOYMuWLdixYwf27NmD2tpa1NfXIxqNwuFwYOjQoTj33HNx9dVXY+LEiVmL85FHHkF9fT2GDx+Om266KWtxdJeqqir89a9/xfr163H06FFEIhEUFBRgzJgxuOKKK3DttdfCYrG0ukZZWRm+9a1vtfuY1157LX772982+9iNN96IP//5z6ioqMAjjzyCX/7ylx16PgMR38ETEREREREREVGPS9RUwEhEYURCEG2ONluCt0SQFYg2B4xICIYjD4mactg8Y7o4WiIioq6j6zpeeOEFPPPMM81WYKqqinA4jKNHj+K9997D7373O8yePRuLFi3CsGHDshBx1/m///s/AMCUKVP6TdL6V7/6FT766KNmHwsGgwgGg9i1axdefPFFzJkzB7/61a9gt9t7NMbDhw/j9ddfBwDccccdUJTOve/qrf785z/joYcegqqqp3y9pqYGNTU1+Ne//oW//OUveOyxxzBmTM+8T5RlGXfccQcefPBB/O1vf8OCBQswatSoHjl2X8WkNRERERERERER9TjVXwnT0GFoSSi5BRmtJdocUGNhmIYOzV8FMGlNRES9VCgUwqJFi/Dxxx+nvzZ8+HDMnDkTo0aNQn5+PmKxGLxeLzZt2oTNmzdDVVX84x//QCKRwFNPPZXF6KkldrsdEyZMwFlnnYVhw4YhPz8fAFBbW4tPPvkEH374ITRNw6pVq+D3+7FkyZIOd5jJxP/93/9B0zQUFxfj6quv7rHj9oQ//elP+N///d/0/a985Su4+OKLkZ+fj5qaGrzzzjvYunUrDhw4gNtuuw2vvPIKSktL21z3yiuvxJw5c1rdZsiQIa0+fvXVV+Oxxx6D1+vF//3f/+Hhhx9u35MaoJi0JiIiIiIiIiKiHqeHamGqSQCAoLTeqrEtgmIFAJhqElrIl3FsRETUvQxVRaS8ArHjlUjW1sLQNIiyDEthIeylHjhGDIfYzypBAUDTNNx111345JNPAACFhYX4z//8T1xxxRXNJjDvuusu+P1+PP/883jxxRd7Olxqpx/96EcYOnRoi62nv/Wtb2H37t247bbbEAgEsGHDBrzzzjv4+te/3iPxHTt2DG+//TYA4Prrr+9XVdYHDx7Eo48+CgCQJAmPPPIIrrjiilO2WbBgAZ566ql08vjnP/85nnnmmTbXHjVqFC677LKM4lMUBf/2b/+Gp59+Gu+88w6+//3vtythPlCJ2Q6AiIiIiIiIiIgGHlPXYJoGAEAQpYzWEoTU/qZpwNS1jGMjIqLuoScS8P7zI+x//EkcffU1+D5ag/otWxHYth31W7bC99EaHH31Nex//El4//kR9EQi2yF3qYcffjidsPZ4PHj11Vcxe/bsVituCwoK8MADD+D111/H6aef3lOhUgeMGjWqzVnJZ511FhYuXJi+v3r16u4OK+3VV1+FrusAUjOY+5OlS5emn9v8+fObJKwb3X333bjwwgsBAGvXrk3/HvaEa665BkBqLMArr7zSY8fti1hpTUREREREREREPU6QZAhCqp7CNPSMEtemmTpZKQgiBImnu4iIeqPwocOoWrEKyUAAaigELRiCkUw22U60WCC7XdDCYQR37ITnqrlwjBzR8wF3sZqaGixduhQAIAgCHnroIQwdOrTd+59++ulYtGhRh4/7xBNPpOdI/+Uvf8HUqVNb3LasrAzf+ta3AAD33nsv/uM//qPZ7T755BP8/e9/x7Zt21BdXY1kMgmXy4X8/HwMGTIE5513Hq688kqMHDkyvc/YsWNPWWPTpk1NvgYAv/nNb5qdda3rOlatWoUPPvgAO3fuhN/vhyAIKC4uxuTJk3HjjTdiwoQJLT63N954Az/5yU9OOcauXbvw6quvoqysDF6vF9FotMXjd4WTZynX1tZ2yzG+zDAMvPXWWwCAM888s9WZ6MeOHcNXv/pVAKnk9m9/+1uEQiG8/PLLePfdd3H06FFomgaPx4NLLrkE3/nOdzBo0KAeeR4t2bBhQ/p2W9+36667Dhs3bgQALF++HBdccEG3xtZoxIgRGDt2LPbt24e33noLixYtgiiyprg5fBdPREREREREREQ9TnIVptuCm2oSkDvfItxUU5V4gmKB7CrqkviIiKjrBHfsROXyldDCYcS9XpiaDtnpgGVQAUSrBYIkwdR1GIkktHAYydo6qIEAjHgcR15+BZ6r5sI94exsP42MvPzyy0ieSNLPnDmzxxJmXckwDPz85z/Hq6++2uQxv98Pv9+PgwcP4uOPP8Znn32GP/7xj11y3M8//xzf/e53cejQoSaPlZeXo7y8HK+//jpuueUW/PSnP4UktX0h3DPPPINHHnkkXaXbE44cOZK+XVhY2CPH3L59O2pqagAAkydP7tC+u3btwr333ovKyspTvn7w4EEcPHgQy5cvx5IlS3DGGWd0Wbwd1fjcAJxykURzTn68JyvdAWDKlCnYt28fampq8Nlnn2HSpEk9evy+gklrIiIiIiIiIiLqcUqBB4IoQZQtMOJhSHZnp9cy4hGIsgWCKEEuGNKFURIRUabChw7j+FsroAaDSNR4IeXYYR1a2mRmtSBJqSrrXCcMVUWixovY8UpYS4pRuXwlZKezT1dcr1u3Ln27r7ZofvHFF9MJa4fDgSuuuAJnn3028vPzoaoqampqsHPnTqxfv77Jvk8++SQA4J577gGQqhy///77m2x31llnnXJ/9+7duOWWWxCJRAAAF1xwAS655BKUlpbCMAzs27cPy5YtQ21tLV588UWoqopf/vKXrT6Pt99+G2vXrkVOTg6uueYaTJw4EbIs48CBA92WTC4vL8fixYvT91tqY93VPv744/TtjiRKq6qqcMcdd8Dv9+OKK67A9OnT4Xa7cfz4cbz22muoqKhAbW0tFi1ahDfffDNrc7JN0+zUfl6vF/X19cjPz29xm/feew8ffPABjh49ClVV4Xa7ccYZZ2D69Om4/vrrkZeX1+7jTZo0Kd1pYd26dUxat4BJayIiIiIiIiIi6nHWkuEQrTkQHS7ooTqYmgpB7vgJT1NTYcQjkFyDIFpzYC0Z0fXBEhFRp+jxOKpWrIIeiSBR44WS54alqLDVGc4AICoKbKUeJHw+JGq8EGUZlctXYtTC2yFZrT0UfdeJRqPYs2dP+v55552XxWg677XXXgMAuN1uLFu2DKWlpc1ul0gksHfv3lO+dtlll51yPz8/v8nXviwWi+G+++5DJBKB3W7Hww8/jEsvvfSUbebNm4c777wT99xzD8rKytJzwqdPn97iumvXrsWIESOwZMkSeDyeVmPoqAMHDqC8vBwAoGka/H4/tm3bhnfeeQeJEzPab7jhhnQb7u62ffv29O1zzjmn3ftt3LgRDocDf/nLX5pUaN98882YP38+9uzZgwMHDmD16tW4/PLLm6zh9/uxZcuWzgd/EpvNhmnTpjX5emFhIY4dOwYgdWHAmWee2eIajd+XRocOHcL555/f4vaff/75Kfd9Ph98Ph/+9a9/4cknn8SDDz6I66+/vl3xn5yk3rZtW7v2GYiYtCYiIiIiIiLKMlNXkaipgOqvhB6qhalrECQZkqsQSoEH1pLhEKTsVC8QdRdBUmAfNQl6PAw9HIAa9Kaqr9tIZJzMNE2oQS8gSpByXLCPmsSZ1kREvUjd+o1IBgKIe1MV1u1JWDcSBAHWoiKYSRVxrxeizYa6f21A8aWzujfoblBbWwvDMAAAFosFgwcPznJEnVNRUQEAmDZtWosJawCwWq0dSpC25PXXX8fRo0cBAL/4xS+aJKwb5ebm4rHHHsNll12GcDiM559/vtWktSAIeOSRR7o8YQ0Ab775Jp555plmHxs9ejQWLFiAG264ocuP25LGxKuiKDjttNM6tO+DDz7YbEtxh8OB733ve7j99tsBpC4CaC5pvX///nRlfaZKS0vx/vvvN/n6BRdckE5aL1u2LD23vDnLli075X5DQ0Oz2wmCgLPOOgtTp07FqFGjkJubi2g0in379uHtt99GTU0NotEoHnzwQfj9ftxxxx1txj906FBYrVYkEgns27evze0HKr6LJyIiIiIiIsoSQ00gsmcDYoe2wUhEYRo6TDUJ0zQgCCIEJdXuWLTmwD5qEhzjpkFU+l51EVFLHOOmIVaxE0peHEl/JbSQD7KrqF0JDdM0oYV8MJIxWAo8kBz5cIxrWoFDRETZYagq6rdugxoKwdR0WIeWdujCJOBE4rqkGNHyI1BDIdRv3YbCi2dAlPtWaiMQCKRvu1yu7AWSoZycHCSTSXz++edIJpOwWCzderw333wTAFBSUoJ58+a1um1+fj5mzZqFlStXYtOmTa3Gd/755zdpQ97dbDYbpk+fjokTJ/bYMZPJJLxeL4BUdXxH5Ofn4+qrr27x8QsvvBCyLEPTNOzfvz+jODNxww03pH9Oli5dismTJzdbwf/HP/6xSdv6cDjcZLuRI0fi7bffbnE+9ve//3384Q9/wJ///GcAwMMPP4wpU6a0q9232+2G1+tFbW0tEokErH2wa0R361uv7ERERERERET9RKL6MIKbV0GPBKBHQzAiIRhassl2omxJtU+OhxGr2An3lLlsf0z9hqhY4Z48B/VrX4XiLoYa9MLUVCju4lZbhZuaCjXohZGMQXEXQ7Q54Z4yhxd1EBH1IpHyCuixKLRgCLLT0WSGdXuJigLZ6YAWDEHPz0PkcDlyTx/TxdF2r87O3e1tLrroIqxatQqHDh3CggULcNttt2HGjBmw2+1dfqxwOJxuqV5UVIR//vOfbe6TTKbeSycSCRw9ehSjR49udrsLLrig6wL9kgceeAAPPPBAOp6amhps2LABzz33HJYuXYqXX34ZDzzwAP6//+//67YYGjU0NKR/9joyfxkAJkyYALmVi0MsFgvy8/Ph8/kQDAab3Wbq1KldWlWs63qTr51//vm44YYb8Nprr0HXddx777249NJLcfHFF6eTxO+88w62bNkCm82G3Nxc+Hw+AIAoik3WKy4ubjUGi8WCn/70pwgEAnjrrbdgmiaeeuop/OlPf2oz/ry8PHi9XpimiVAohKKionY+84GDSWsiIiIiIiKiHhar2Ilg2UoY8TDUgBcwdIg2B5TcgnR1dWPVtREPQw/VQQ8HoOTFUb/mFbinzoV9+NnZfhpEXcI6eCTcU+ciWLYSgiRDDXiR9B2BaHNAtDkgKFYIggTT1GGqCRjxCIx4BBAlWAo8qYT11Hm8mIOIqJeJHa+EqekwkklYBhVktJbkdEBrCMPUdcQrq/pc0vrkhGEoFMpeIBl64IEH8Omnn6K6uhqffvopPv30UyiKgrPOOgvnnnsupkyZghkzZnRJBWlVVVW6pfrOnTs73Ga6pUQqkKrc7gkWiwWnnXYaTjvtNFx11VW48847sXHjRvzud7+Dw+HAjTfe2K3Hb0ziA6mW3h2Rn5/f5jaNlewnHycb/uu//guSJOGvf/0rTNPEhx9+iA8//PCUbXJzc/GHP/wBjz76aDppnUnXg+9973tYvnw5TNPEhg0bEI/HYbPZWt3H6XSmb8fj8U4fuz9rehkBEREREREREXWbRPVhBMtWQI8EkPRXQpAVWIqGQckfDMnuhCifaAkuWyDZnVDyB8NSNAyCrCDpr4QeCSBYthKJmvJsPxWiLmMffjbyL74Rcv5gWIqHQXINgqkmodbXIOk9gkTNYSS9R6DW18BUk5Bcg2ApHgY5fzDyL7kJ9uHjs/0UiIjoS5K1tTBOJLNEa2ZtpKUTSVAjkUTiRMKpLyksLExXdSaTSVRXV2c5os7xeDxYtmwZvv3tb6cT8aqqYvv27XjhhRdw9913Y/r06XjssccyTmRmmtxXVbXFx9pKLnYHm82GX//61+kW+U888UQ6Kd9dTm6P3lwr7NY0V4XcWymKgp///Of429/+hm984xsYMWIEcnJyYLPZMHLkSNx2221YsWIFZs2adUqr/sLCwk4fc/DgwRg+fDiA1O9041zt1pz8PcjGz2BfwEprIiIiIiIioh5iJOMIbl4FIx6BGvRCynFDdhW2Od9RkBUoBR5oIR/UoBeCJCO4aSUKZ9/OdshdxNRVJGoqoPoroYdqYeoaBEmG5CqEUuCBtWQ4BKlzbU2pfayDR6Jw9u1fzHl35HHOOxFRH2ZoGswTSTlBkjJaSxBT+5uGAUPTMo6tpzkcDowbNw67du0CAGzZsgVXXnlllqNqqj1J1IKCAvz0pz/FD3/4Q+zevRtbtmzB1q1bsXHjRgQCAYTDYTz11FPYsmULlixZ0unk58mVwZdffjmeeOKJTq3Tm5SWlmLMmDHYv38/fD4fDh8+3GIL867gcrkgiiIMw2i18ry7+P1+bNmypUvWstlsmDZtWqvbTJgwARMmTGjx8XA4jKqqKgCp+eynn356RjHl5+ejvLwcQPsusqivrwcACILQ4RnjAwWT1kREREREREQ9JLJ3I/RIAGrAC9Fib1fCupEgCJBdRalZvgEvBIsNkT0bkDtxVvcG3c8ZauKLJGkiyiRplomKFbkTZ8E5fgYSNeXQ/FXQQr70RQSyqwhywRBYS0ZAkHhai4ioNxNlGcKJhKWp6xklrk0jNctWEEWIrczZ7c1mzpyZTlovW7asx5LWJ1fbtlZ9DHyRVGsPWZYxceJETJw4EQsWLICu63j//ffxs5/9DA0NDdi4cSPef/99XHHFFZ2K++TZwo2Jxv7g5GR8d7eKVxQFJSUlqKqqykrSev/+/R1u696S0tJSvP/++xmtsWnTpvTtc889F1KGF9Oc/PvSnlbjjd/vwsLCU34v6Qt989WdiIiIiIiIqI8xdRWxQ9ugR0OAoUNxl7Y7Yd1IEAQo7mIkfUegR0OIHdoG5/gZTN51UqL6MIKbV0GPBKBHQzAiIRha01aWomyB6HBBj4cRq9gJ95S5nJ/czQRJhs0zBvD0rZmlRET0BUthIcQTiRkjkUzf7gw9kQCQajNuLSrqkvh62je/+U08//zzSCaTWLduHT799FOcf/753X7ck5NpNTU1rW6bSVWsJEmYPXs2qqur8Zvf/AYA8MknnzRJWguCANM0YZpmq+sVFBTg9NNPx/79+7F7927U1tZm1M65NzAMA0eOHEnfLyjIbNZ7e5xxxhmoqqqCqqo4cuQIhg0b1u3H7K3+9re/pW9ff/31Ga1VU1ODiooKAKkLQ0pLS1vd/ujRo0iceB0788wzMzp2f8ZPtUREREREREQ9IFFTASMRhREJQbQ5IMidazUtyApEmyOVYHXkIVFTnkruUYfEKnYiWLYSRjwMNeAFDB2izQEltyBdXd1YdW3Ew9BDddDDASh5cdSveQXuqXNhH352tp8GERFRr2Uv9UCQJYgWC7RwGHKus9Nr6eEIRIsFgiTB5hnShVH2nJKSEtxyyy14/vnnYZomHnjgAbz44ottJrsaHTx4EMuXL8eiRYs6dNyTWyCvX78e//Zv/9bsdn6/H8uXL+/Q2s0ZOnRo+rau600ez8nJQSQSQTQabXOta665Bg899BB0Xcfjjz+OX/7ylxnHl03vvfce/H4/AKCoqAinnXZatx/znHPOwZo1awAA27dv79Gk9dSpU7Fv374uW6+5n6f2WrNmDT788EMAwIgRI/C1r30to1geffTR9IUXU6dOhd1ub3X7bdu2pW9PmjQpo2P3Z31nkjoRERERERFRH6b6K2EaOgwtCdHW+ZO2AFJJay0J09Ch+ftPu8Sekqg+jGDZCuiRAJL+SgiyAkvRMCj5gyHZnRDlEy3BZQskuxNK/mBYioZBkBUk/ZXQIwEEy1YiUVOe7adCRETUazlGDIdkz4HsdkELR2C00Zq6JYaqQgtHILtdkOw5cIwc0bWB9qDvfe97OO+88wAAlZWVuPHGG/Huu++2WnUcCATwyCOP4Prrr8f+/fs7fMyJEyciLy8PAPDOO+9g69atTbZpaGjAd7/73VZbSHu9Xvz2t789pVL4yzRNw+uvv56+P27cuCbbNCa1Dx8+jHg83mrs8+fPTyf1X331VTz00EOttjhPJpP4xz/+gZdeeqnVdbvS+vXrsWzZMiSTTbv1nGzNmjV48MEH0/dvuummTs/77oiZM2emb2/fvr3bj5cNu3btQjgcbvHxDz74APfffz8AQBRF/PrXv4aiNL2AuKKiAs8880yra6mqit///vd444030l+7++6724zx5P/7GTNmtLn9QMVKayIiIiIiIqIeoIdqYaqpk1mCktkMM+HETGVTTUIL+TKObSAxknEEN6+CEY9ADXoh5bjbNVtckBUoBR5oIR/UoBeCJCO4aSUKZ9/OGddERETNEBUF+edOghYOQw0EkKjxwlbq6dB4FNM0kajxQpAlKC4X8s+d1GdnWgOpGcNPP/00Fi1ahPXr18Pn8+G+++7DiBEjMHPmTIwePRp5eXmIxWLwer345JNPsGnTpnRb4c6wWCz41re+hccffxyapmHBggX4xje+gUmTJsE0TezZswfLli2D3+/HvHnzsGLFimbXSSaTWLJkCZYsWYLx48fjggsuwOjRo+FyuRCNRnH06FGsWrUqndQ+7bTTmp3bPX36dOzbtw/RaBQLFy7ENddcg/z8/PTPxdixY1FSUgIAsNvtePrpp3HLLbcgFArh2WefxfLly3HFFVfgzDPPhNPpRDweR1VVFXbv3o3169cjHA5n3Pq5I6qrq/GTn/wE//M//4OLLroI48ePR0lJCex2O2KxGCoqKvDxxx/js88+S+8zZcoU3HHHHT0S34QJE+DxeFBZWYmysrIeOWZP+/vf/4433ngDF110ESZNmgSPxwPDMFBVVYV//vOf6Qs1RFHE//t//6/FtvzRaBR/+MMf8Pjjj+PCCy/EhAkTMHToUDgcDkSjUXz++ed4++23T5mxvmjRovSFKK3ZvHkzgFTHhYkTJ3bBs+6f+u6rOxEREREREVEfYuoaTNMAAAiilNFagpDa3zQNmLqWcWwDSWTvRuiRANSAF6LF3q6EdSNBECC7imBqKtSAF4LFhsieDcidOKt7gyYiIuqjBl00DcEdO2HE44gdr0TC54O1qKhdf3tN00TC54MejcFe6oElPx+DLprWA1F3r7y8PDz77LN47rnn8NxzzyEQCKC8vBzl5eUt7iNJEubMmYPvfve7nTrmHXfcgR07dmD16tWIx+NYunQpli5desr63//+93HOOee0mLQ++Xu2a9cu7Nq1q8XjnXHGGXjyySfhcDiaPHbbbbdhxYoVqK2txYYNG7Bhw4ZTHv/Nb36D6667Ln1/7Nix+Pvf/44HHngA27dvh9frPSX25uJsTHr3pHA4jHfffRfvvvtui9tIkoSbb74ZP/jBD2DJYMZ7RwiCgKuuugqLFy/G559/jj179jRbAd/XxWIxfPDBB/jggw+afXzIkCH47//+b3zlK19pc61kMom1a9di7dq1LW7jdDrxk5/8pF0XSFRUVGDv3r0AgKuuuqpHKuz7KiatiYiIiIiIiHqAIMkQhNQJCtPQM0pcm2ZqnpsgiBAkfrRvL1NXETu0DXo0BBg6FHdph6q9gNSJP8VdjKTvCPRoCLFD2+AcP4PfByIiomZIViuGzJuDo399FdaSYiRqvDCTKqwlxRCbac/byFBVJGq80KMxWEuKITud8MybA8naP7qbSJKEO+64A/Pnz8f777+PDRs2YOfOnairq0NDQwNsNhsKCgpw5pln4oILLsCVV16JoqKiTh9PURQ89dRTePPNN7Fs2bJ0pXNxcTEmT56MW265BRMmTGi1Ere0tBQffPAB1q1bh61bt2Lfvn2oqqpCJBKBoigoLCzEWWedhcsvvxxf//rXIbdQEV9SUoI33ngDS5Yswfr163Hs2DFEo9FWW6QPGzYMr732Gj7++ON0i3Ov14tIJAKbzYaSkhKMGTMGkydPxle+8pUemRXdaN68eSgtLUVZWRl27NiBiooK+Hw+xONx2Gw25OXlYfTo0bjgggswd+7cU2Z+95Qbb7wRzz77LDRNw5tvvtnvkta33norhgwZgk2bNqGiogK1tbXQNA2FhYU4/fTTcdlll2Hu3Lltzp0ePXo0nn32WWzfvh2fffYZjh8/jvr6eoRCISiKgvz8fJx55pm46KKLcPXVV8PpbN/IpzfffBNA6vf+pptuyvTp9muC2dorAQ1I4XAY+/btS98fO3Zsu3/5iPqzUCgEwzAgiiJcLle2wyEiahNft4ioL+rPr10NO9civGMNEtWH07OTO0uPNUCtr4F18EjkTpgF59kz296JEK88gMC615D0HoGgWKDkD+70Wmp9NUw1CUvxMOTNvAE2z5gujJT6kv78ukVEfdv+/fuhaRpkWcbpp59+ymO6rsM0TQiCAEnKrANMewR37ETl8pXQwmHEvV6Ymg7Z6YDkdECyWiGIEkxDh55IQA9HoIUjEGQJtuITCeur58F99vhuj5Oov3rggQewYsUKFBYWYvXq1T1W6d2Vevp1qyuoqopLL70UXq8XV155JR555JFsh3SK1v5OtKa78oisQSciIiIiIiLqAUqBB4IoQZQtMOLhjNYy4hGIsgWCKEEuGNJFEfZ/qr8SpqHD0JIQbZmdVBFtDhhaEqahQ/NXtb0DERHRAOaecDZOu/lG2AYPRs6wYbAUDoKRSCJRVYNo+RFEDh1GtPwIElU1MBJJWAoHIWfYMNgGD8awb97EhDVRhu655x7Isoza2lq8/vrr2Q5nwFi+fDm8Xi8kScK9996b7XB6PfauIiIiIiIiIuoB1pLhEK05EB0u6KE6mJoKQW65LWZLTE2FEY9Acg2CaM2BtWRE1wfbT+mhWphqEgAgKJlVlwhKqj2pqSahhXwZx0ZERNTfOUeNxKiFt6PuXxtQv3Ub9Pw8mJoOI5mEaRgQRBGi1QJBkiDZc5B/7iQMumhav2kJTpRNI0eOxDe+8Q389a9/xeLFi3H99dfDyt+tbqVpGv70pz8BAK6//nqMHj06yxH1fkxaExEREREREfUAQVJgHzUJejwMPRyAGvSmqq87MFPZNE2oQS8gSpByXLCPmsRZyh1g6hpM0wCAjGaKA4AgpPY3TQOmrmUcGxER0UAgWa0ovnQWCi+egcjhcsQrq5Dw+WBoGkRZhrWoCDbPEDhGjoDYwkxkIuqcRYsW4Z133oHX68XLL7+M2267Ldsh9WuvvvoqysvLkZeXh0WLFmU7nD6Br/pEREREREREPcQxbhpiFTuh5MWR9FdCC/kgu4ralbg2TRNayAcjGYOlwAPJkQ/HuGk9EHX/IUgyBCE1Kc009IwS16app9YURF44QERE1EGiLCP39DHIPX1MtkMhGjDcbjc2btyY7TAGjPnz52P+/PnZDqNP4UxrIiIiIiIioh4iKla4J8+BaHNCcRdDj4ZSc5Y1tdX9TE2F6q+EHg1BcRdDtDnhnjIHosKWfh0huQrTbcEb24R3lqkmAKTajMuuooxjIyIiIiIiGsiYtCYiIiIiIiLqQdbBI+GeOheSIw+WAg9MTUXSdwRqfTX0WAMMLQlT12FoSeixBqj11Uj6jsDU1BMV1nlwT53HWdadoBR4IIgSRNkCIx7OaC0jHoEoWyCIEuSCIV0UIRERERER0cDE/lVEREREREREPcw+/GyIVgeCm1dBsNigR0MwIiGosaaJVFG2QHINgpTjSiWsp8xlwrqTrCXDIVpzIDpc0EN1MDUVgqx0eB1TU2HEI5BcgyBac/j9ICIiIiIiyhCT1kRERERERERZYB08EoWzb0dkzwbEDm2D4ciDaegw1SRM00jNSlZSlbyiNQf2UZPgGDeNLcEzIEgK7KMmQY+HoYcDUIPeVPV1O2aKNzJNE2rQC4gSpBwX7KMmcaY1ERERERFRhvipioiIiIiIiChLRMWK3Imz4Bw/A4macmj+KmghH0xdgyDJkF1FkAuGwFoygonRLuIYNw2xip1Q8uJI+iuhhXyQXUXtSlybpgkt5IORjJ1o1Z4Px7hpPRA1ERERERFR/8ZPvERERERERERZJkgybJ4xgGdMtkPp90TFCvfkOahf+yoUdzHUoBempkJxF7faKtzUVKhBL4xkDIq7GKLNCfeUOax8JyIiIiIi6gJMWhMRERERERHRgGIdPBLuqXMRLFsJQZKhBrxI+o5AtDkg2hwQFCsEQYJp6jDVBIx4BEY8AogSLAWeVMJ66jzOsiYiIiIiIuoiTFoTEREREZ1g6ioSNRVQ/ZXQQ7Xp9rySqxBKgQfWkuEQpJar8IiIqO+wDz8botWB4OZVECw26NEQjEgIaizcZFtRtkByDYKU44LkyIN7ylwmrImIqFMMVUWkvAKx45VI1tbC0DSIsgxLYSHspR44RgyHqPAzBxERDTxMWhMRERHRgGeoCUT2bEDs0DYYiShMQ4epJmGaBgRBhKBYIIgSRGsO7KMmwTFuGtvBEhH1A9bBI1E4+/Yv/gY48vg3gIiIuoWeSKDuXxtQv3Ub9FgUpqbDSCZhGgYEUYRosUCQJUj2HOSfOwmDLpoGycq/N0RENHAwaU1EREREA1qi+jCCm1dBjwTSVXaGlmyynShbIDpc0ONhxCp2ssqOiKifEBUrcifOgnP8DCRqyqH5q6CFfOluG7KrCHLBEFhLRkCQeBqFiIg6LnzoMKpWrEIyEIAaCkELhmAkm/nMYbFAdrughcMI7tgJz1Vz4Rg5oucDJiIiygJ+2iIiIiKiAStWsRPBspUw4mGoAS9g6BBtDii5BenKusaKOyMehh6qgx4OQMmLo37NK3BPnQv78LOz/TSIqBfhmIG+S5Bk2DxjAM+YbIdCRET9SHDHTlQuXwktHEbc64Wp6ZCdDlgGFUC0WiBIEkxdh5FIQguHkaytgxoIwIjHceTlV+C5ai7cE/iZg4iI+j8mrYmIiIhoQEpUH0awbAX0SBBq0AvRYofiLoUgn5pMEkQJkC2Q7E6Ymgo16EXSXwnFXYxg2UqINicrromIYwaIiIioifChwzj+1gqowSASNV5IOXZYh5Y2mVktSFKqyjrXCUNVkajxIna8EtaSYlQuXwnZ6exTFde6rmPp0qVYsGBBtx3jhRdewK233gpJkrrtGERE1LPEbAdARERERNTTjGQcwc2rYMQjUINeSDluKAWeJgnrLxNkBUqBB1KOC2rQCyMeRnDTShhqoociJ6LeKFF9GLXvPIPw7o+R9Fci6T2CRPVhJOuOQ/VXIVl3PHXfewRJfyXCuz9G7TvPIFFTnu3QiYiIqJvo8TiqVqyCHokgUeOFkueGrdTTJGH9ZaKiwFbqgZznQqLGCy0cRuXyldATfeMzh67r+Pa3v43bbrsNd911V7ccY+HChbjtttvw7W9/G7qud8sxiIio5zFpTUREREQDTmTvRuiRANRAqsJadhVCEIR27SsIAmRXEUSLHWrACz0SQGTPhm6OmIh6q1jFTtSvfRVafTWS3iPQQ3UQFAuU/MGwFA+DdfBIWIqHQckfDEGxQA/VIek9Aq2+GvVrXkGsYme2nwIRERF1g7r1G5EMBBD3piqsLUUd+8xhLSqClGNH3OtFMhBA3b96/2eOxoT1Sy+9BABYvHhxlyeuFy5ciD/+8Y8AgJdeeomJayKifoRJayIiIiIaUExdRezQNujREGDoUNzF7T551EgQBCjuYsDQoUdDiB3aBlPXuiliIuqtvhgzEEDSXwlBVmApSiWoJbsTonyiJfiJEQNK/mBYioZBkBUk/ZXQIwEEy1ay4pqIiKifMVQV9Vu3QQ2FYGo6rCWd+8xhLSmGqelQQyHUb90GQ+u9nzm+nLBu1JWJ65MT1o2YuCYi6j+YtCYiIiKiASVRUwEjEYURCUG0OdpsCd4SQVYg2hwwIiEYiSiTTkQDDMcMEBERUUsi5RXQY1FowRBkp6PNluAtERUFstMBLRiCHosicri8awPtIi0lrBt1ReK6uYR1IyauiYj6ByatiYiIiGhAUf2VMA0dhpaEaHNmtJZoc8DQkjANHZq/qosiJKK+gGMGiIiIqCWx45UwNR1GMgnZmdlnDsnpgJFMwtR1xCt732eOthLWjTJJXLeWsG7ExDV11rFjxzB27FiMHTsWP/7xjzNe79Zbb02vR0QdI2c7ACIiIiKinqSHamGqSQCAoFgyWktQrAAAU01CC/kyjo2I+oamYwZKOz1mIOk7kh4z4Bw/A4LEj+lERER9XbK2FkYy9ZlDtGb2mUOypj5zGIkkEr7e9ZmjvQnrRosXLwYAPP300+0+RnsS1o0a4/jzn/8MSZLafYxsi0ajeP/997Fx40bs2LEDfr8foVAIVqsV+fn5GDduHM4//3x8/etfR0lJSbbDbbcPPvgAe/bsAQB8+9vfhsvlynJERNTb8dMwEREREQ0opq7BNA0AgCBmdiJDEFL7m6bBmdZEA0i3jBlw5CFRUw6bZ0wXR0tE1D6mriJRUwHVX5m6yE/XIEgyJFchlAIPrCXDIUide70jGmgMTYNpnPjMkWHytPEzi2kYvWqmdUcT1o06krjuSMK6UV9KXOu6jhdeeAHPPPMM6uvrmzyuqirC4TCOHj2K9957D7/73e8we/ZsLFq0CMOGDctCxB3zwQcfYNmyZQCAa6+9lklrImoTk9ZERERENKAIkgxBSE3JMQ09o8S1aaZazwmCyOpIogHk5DEDSm5BRmuJNgfUWPiLMQNMWhNRDzPUBCJ7NiB2aBuMRBSmocNUkzBNI/UeR7FAECWI1hzYR02CY9w0iCe6zRBR80RZhiCe+Myh6xklrk3jxGcOUYQo957PHEuXLu1wwrpRexLXnUlYN3rppZdw2WWXYcGCBZ3avyeEQiEsWrQIH3/8cfprw4cPx8yZMzFq1Cjk5+cjFovB6/Vi06ZN2Lx5M1RVxT/+8Q8kEgk89dRTWYy+fxk6dCj27duX7TCICExaExEREdEAI7kK023BTTUJyJ1v12eqCQCpNuOyq6hL4iOi3o9jBoiov0hUH0Zw8yrokQD0aCjV+UFLNtlOlC0QHS7o8TBiFTvhnjIX1pIRPR8wUR9hKSyEaEm9RzASyfTtztATqc8cotUCa1Hv+cyxYMECbNy4sdOJ5dYS15kkrBv3780Ja03TcNddd+GTTz4BABQWFuI///M/ccUVVzQ7cuauu+6C3+/H888/jxdffLGnwyUi6jFMWhMRERHRgKIUeFLVQrIFRjwMye7s9FpGPAJRTlUfyQVDujBKIurNOGaAiPqDWMVOBMtWwoiHoQa8gKFDtDmg5Bakq6sbq66NeBh6qA56OAAlL476Na/APXUu7MPPzvbTIOqV7KUeCLIE0WKBFg5Dzu38Zw49HIFosUCQJNg8veszR2PiOZPEdTgcxqOPPopBgwahrq4O999/f0aJ2YULF3ZoZnY2PPzww+mEtcfjwdKlSzF06NBW9ykoKMADDzyAq6++GitXruyJMImIehyT1kREREQ0oFhLhkO05qSqhUJ1MDW1U/NoTU2FEY9Acg2CaM1htRHRAMIxA0TU1yWqDyNYtgJ6JAg16IVosUNxlzZ5TySIEiBbINmdMDUVatCLpL8SirsYwbKVEG1OvgciaoZjxHBI9hzIbheStXUwVBWi0vHPHIaqQgtHYCkcBMmeA8fIEV0fbIYyTVy/+OKLWL58OYYMGYKqqiqEQqFOx9IXEtY1NTVYunQpAEAQBDz00ENtJqxPdvrpp2PRokUtPr5582YsX74cn3zyCXw+HxKJBAoKCjBx4kTMnTsXl19+ebPV3ABw7NgxfPWrXwWQmkH929/+FqFQCC+//DLeffddHD16FJqmwePx4JJLLsF3vvMdDBo0qMk6P/7xj9OzrBs1rnuyKVOmpP8vAODWW2/Fpk2bAAD79u2DYRhYvnw5VqxYgf3796Ourg6apjVp5a3rOpYvX453330Xu3fvRn19PWw2GwYPHozp06fjpptuwsiRI1v8P2vuebckGAxiyZIl+PDDD3Hs2DFIkoTS0lJ87Wtfw/z585Gfn9/ivicLh8N47bXXsHr1ahw8eBChUAiKoiA/Px/5+fkYO3YsZs6cia9+9auwZNCpgaiv4SdiIiIiIhpQBEmBfdQk6PEw9HAAatCbqr5u4YN7c0zThBr0AqIEKccF+6hJTDYRDSAcM0BEfZmRjCO4eRWMeARq0Aspxw3ZVdjmeyFBVqAUeKCFfFCDXgiSjOCmlSicfTtnXBN9iagoyD93ErRwGGoggESNF7bSjn/mSNR4IcgSFJcL+edO6lUzrU+WaeI6FApllKwG+kbCGgBefvllJJOpMQwzZ87EBRdc0CXrhkIh/PCHP8Tq1aubPFZdXY3q6mq89957mDx5Mh5//HEUFBS0ueauXbtw7733orKy8pSvHzx4EAcPHsTy5cuxZMkSnHHGGV3yHE4WDAZxzz33YPPmza1ud+TIEdx9993Yv3//KV9PJpMIhUL4/PPP8eKLL+Kee+7B3XffnVFMn332Ge666y7U1tae8vW9e/di7969+Nvf/pb+XWjNzp07sXDhQvh8p44GUlUV0WgUx48fx86dO/H3v/8df/vb3zBhwoSM4ibqS3rnXzkiIiIiom7kGDcNsYqdUPLiSPoroYV8kF1F7TqJZJomtJAPRjIGS4EHkiMfjnHTeiBqIuotOGaAiPqyyN6N0CMBqIFUhXV7EtaNBEGA7CpKVV0HvBAsNkT2bEDuxFndGzRRHzToomkI7tgJIx5H7HglEj4frEXt/8yR8PmgR2Owl3pgyc/HoIt692eOTBPXmegrCWsAWLduXfr2tdde2yVrhsNh3HzzzThw4AAAYMSIEZg9ezZGjRoFRVFw7NgxrFy5Evv27cPmzZtx22234bXXXoPV2vIFR1VVVbjjjjvg9/txxRVXYPr06XC73Th+/Dhee+01VFRUoLa2FosWLcKbb74J5aROArfeeisuu+wy/OUvf0FZWRkA4Je//GWTquy8vLwWj//AAw9g8+bNOP300zFnzhwMGzYMkUgkXYkNpKrWb7755nQSubS0FNdeey1GjRqFaDSKdevW4b333oOmaXjssceQTCZx//33d/S/FwBw9OhR/Pu//3v64oqRI0fiuuuuw9ChQ1FfX4/33nsPGzduxD333IPc3NwW14nFYrjnnnvSCevx48fja1/7GkpKSmC32xEKhXDw4EGUlZVh7969nYqVqC9j0pqIiIiIBhxRscI9eQ7q174KxV0MNeiFqalQ3MWttgpvbItpJGNQ3MUQbU64p8xhdVEfYeoqEjUVUP2V0EO1MHUNgiRDchVCKfDAWjIcgtTxto008HDMABH1VaauInZoG/RoCDD0VEvwDlR+AqnEteIuRtJ3BHo0hNihbXCOn8GuM0RfIlmtGDJvDo7+9VVYS4qRqPHCTKqwlhS32ircUFUkarzQozFYS4ohO53wzJsDqZUEY2+RjcR1X0pYR6NR7NmzJ33/vPPO65J1/+u//iudsP6P//gP3HXXXZCkU8fXfOc738FDDz2E559/Hnv37sVTTz3VapvxjRs3wuFw4C9/+QsmT558ymM333wz5s+fjz179uDAgQNYvXo1Lr/88vTj48ePx/jx4/HBBx+kv3bRRRd1qA362rVrMX/+fDz44IOnPJcbbrghffs///M/0wnrSy65BI899hjsdnv68W984xtYs2YN7r33XiSTSfzxj3/ErFmzMGnSpHbH0ejnP/95OmH99a9/Hb///e9Pads9f/58vPDCC/jNb37T6jpr1qxBdXU1AOC2227Dj3/84xa3PXDgQLsq4on6EzHbARARERERZYN18Ei4p86F5MiDpcADU1OR9B2BWl8NPdYAQ0vC1HUYWhJ6rAFqfTWSviMwNfVEhXUe3FPnMcnUBxhqAg2ffQTfiicRWPcawjvWIHpgK6KHtiN6YCvCO9YgsO41+FY8iYbPPoJxol0zUUsaxwxIOS5AlFIXvphmh9bgmAEiyoZETQWMRBRGJATR5ujUBTdAqlW4aHPAiIRgJKJI1JR3baBE/YRz1Eh4rpoLS14e7KUeGKqKaPkRxKuqoTY0wEgmYWo6jGQSakMD4lXViJYfgaGqqQrrvDx4rp7XK2dZt2Tx4sW48847e+RYfSlhDQC1tbUwDAMAYLFYMHjw4IzX3Lt3L1atWgUAuP7663Hvvfc2SVgDgCiK+NGPfpROlL/00kvpNuUtefDBB5skrAHA4XDge9/7Xvr+2rVrM3kKzRo/fjx+9rOfNftcgNTM6zVr1gAAioqK8PDDD5+SsG50ySWX4D/+4z8AAIZh4JlnnulwLHv37sXHH38MAPB4PPjtb3/b7JzpBQsW4Iorrmh1rSNHjqRvX3/99a1uO2bMGCatacDhJ2IiIiIiGrDsw8+GaHUguHkVBIsNejQEIxKCGgs32VaULZBcgyDluFIJ6ylzmbDuAxLVhxHcvAp6JJD+/hpa05MzomxJVc3Gw4hV7OT3l9rEMQNE1Bep/kqYRuqiPCU3sxPhos0BNRaGaejQ/FWAZ0wXRUnUv7gnnA3J4UDVilUQbTaooRC0YAhaQzOfOSwWWAoHQXG5Ugnrq+b2qYR1o56ouO5rCWsACAQC6dsul6tL1nzzzTfTt7/zne+0uf0111yDLVu2oKGhAdu3b282KQ0A+fn5uPrqq1tc58ILL4Qsy9A0rck86a7wzW9+E6LYcs3l+++/n7590003welseVzPLbfcgsWLFyMSiWDNmjVIJBKttkZv7Vg333wzbDZbi9t+5zvfwbvvvtvi4ycn1nfu3IkxY/i3k+hkTFoTERER0YBmHTwShbNvR2TPBsQObYPhyINp6DDVJEzTgCCIEJTUvFnRmgP7qElwjJvGluB9QKxiJ4JlK2HEw1ADXsDQIdocUHIL0t/Txu+1EQ9DD9VBDweg5MVRv+YVuKfOhX342dl+GtRLccwAEfVFeqgWppq6eEtQmlaJdYRw4nXLVJPQQr6MYyPqz5yjRmLUwttR968NqN+6DXp+XrrC2jQMCKII0WqBIEmQ7DnIP3cSBl00rU+0BG9Jdyau+2LCGkCHO/O0x+bNmwEAVqsVBw8exMGDB1vdvqamJn37wIEDLSatJ0yYAFluOX1ksViQn58Pn8+HYDDYichbd8EFF7T6+Pbt29O3Z8yY0eq2OTk5OP/887F27Vqoqordu3fj3HPPbXcsn332Wfr2hRde2Oq2EyZMgMPhQCQSafbx6dOnQxAEmKaJX/ziFzhy5AjmzJmD0aNHtzseov6MSWsiIiIiGvBExYrcibPgHD8DiZpyaP4qaCFfeuax7CqCXDAE1pIRbN/bRySqDyNYtgJ6JAg16IVosafmdn4pmSiIEiBbINmd6WRi0l8JxV2MYNlKiDYnK66pRY1jBoJlKyFIMtSAF0nfEYg2R6rtrmKFIEgwTR2mmoARj8CIRwBRgqXAk0pYc8wAEfUgU9dgmqnWtILYfMvV9hKE1P6macDUtYxjI+rvJKsVxZfOQuHFMxA5XI54ZRUSPh8MTYMoy7AWFcHmGQLHyBEQW0kW9iWN1a0vvvhil615yy239MmENQDk5eWlbzfOR87U8ePHAQCJRAL33HNPh/ZtLdmcn5/f5v6NLbLbajPeGW21Tvf5vrhYasSIEW2uN2LEiHQb85P3bQ+v15u+PXz48Fa3FQQBw4YNO2V2+clGjx6Nu+66C0899RSi0SiefPJJPPnkkygqKsJ5552H888/HzNnzsSoUaM6FCNRf9E//voREREREXUBQZJh84xhe8s+zkjGEdy8CkY8AjXohZTjhuwqbLNtsyArUAo80EI+qEEvBElGcNNKFM6+nVWw1CKOGSCivkSQZAhCqt2qaegZJa5NU0+tKYi8qI+oA0RZRu7pY5B7+sD4zPHoo49i+fLlXZKkdblcePTRRzMPKksKCwshiiIMw0AymUR1dXXGc60bGho6va+qqi0+1lpr7p7QWgtuAKdUMufk5LS53snbtFQF3ZJoNJq+3dzc7C9ra5vvfve7mDBhAv70pz9h69atAFKJ9HfffTfdWvy8887Dj3/8Y5xzzjkdipWor+M7SiIiIiIi6lciezdCjwSgBlIV1u1JWDcSBAGyqyhVdR3wQrDYENmzAbkTZ3Vv0NSnccwAEfUVkqsw3RbcVJOA3PkW4aaaAJBqMy67irokPiLqfwYNGoQhQ4Z0SdJ6yJAhGDRoUBdElR0OhwPjxo3Drl27AABbtmzBlVdemdGaOTk5CIVCyMvLQ1lZWVeE2Sc4HI707Wg0mq76bsnJieeT922PkxPesViszWPFYrE217z00ktx6aWXora2Fp988gm2bduGTZs2Yffu3TBNE1u2bMH8+fPxpz/9CdOnT+9QvER9GZPWRERE1C6qZuBwZRCVvjB8gRg03YQsCSjKs8NT5MRIjxuKnN0rcYmITF1F7NA26NEQYOipluDtTFg3EgQBirsYSd8R6NEQYoe2wTl+BqvIqFUcM0BEfYFS4EldQCNbYMTDkOzOTq9lxCMQ5dQFOXLBkC6Mkoj6k7q6OlRVVXXJWlVVVairq+vTieuZM2emk9bLli3LOGk9ePBghEIhhEIhRCKRDidk+6qioqJ0C+6KiopTWq83p7y8PH27uLi4Q8cqKSnB3r1708eaOHFii9uapomjR4+2e+3CwkLMnj0bs2fPBgBUVlbid7/7Hd555x2oqorf/OY3WLFiRYfiJerLeGaZiIiIWhVPavjnJ0fw2Ctb8cr7+7D602P4dK8XW/d58eleL1Z/egyvvL8Pj72yFf/85AjiSc6zI6LsSdRUwEhEYURCqZnCX5ph3V6CrEC0OWBEQjASUSRqyrs2UOq3GscMOM+eibzp1yF/5g3Im34dnGfPhM0zhglrIsoqa8lwiNYciA4XjHgEptZya9jWmJqaSlo7XBCtORx1QEQtuv/++7tsfnMoFML999/fJWtlyze/+c10pe66devw6aefZrTe5MmTAQCGYeDjjz/OOL6udPLFw6ZpdunaJ7fNbut5x2Kx9P+zoig466yzOnSsk5PUGzdubHXbHTt2IBxuOiaovTweD/7whz+goKAAAPD555932e8PUV/ApDURERG16NDxIBa/8RnWbj2O47VhlFeFcPB4AMe8DaisDeOYtwEHjwdQXhXC8dow1m49jsVvfIbDlcFsh05EA5Tqr4Rp6DC0JERb56vHAKSS1loSpqFD83dNdQgREVE2CZIC+6hJkHJcgChBDXo7nEgwTRNq0AuIEqQcF+yjJvGCHCJq1sKFC/Hiiy926Zovvvgi7rrrri5dsyeVlJTglltuAZB6PX3ggQdw/Pjxdu9/8OBBPPLII+n711xzTfr2k08+iUQi0WWxZurkqu/2tMzuiMsvvzx9+69//WurieKXXnopPcd61qxZbbb3/rLLLrssffuVV15p9f/4+eef79DazVEUBSUlJen7msbiEBo4mLQmIiKiZu04UIuX392L6rooKqpCqA3EYFUkDCl0YMQQF0aXujFiiAtDCh2wKhJqAzFUVIVQXRfFS+/sxY4Dtdl+CkQ0AOmh2tSMTiA9s7OzhBPzhk01CS3kyzg2IiKi3sAxbhokRx6UvGIYyVhqlEE7E9emaUIL+WAkY1DyiiE58uEYN62bIyaivmjhwoX44x//2C1rL168uE8nrr/3ve/hvPPOA5BqB33jjTfi3XffbfW1OBAI4JFHHsH111+P/fv3p78+ceLEdGvpffv24e6774bf729xHdM08emnn+J3v/tdFz2blg0dOjR9e/fu3V269hlnnIFZs2YBAHw+H77//e83mxhft24dHn/8cQCAKIq4/fbbO3ysM888EzNmzAAAHD9+HD/96U+hqk07lSxduhRvv/12q2v95S9/wdtvv41kMtniNp9++in27dsHINX+vbHqmmgg4GWQRERE1MSh40G8ueYgAuEEvP4o7DYZQwtymsysliTAokjIzbFA1QzU+KM47g2jpCAHb609CGeOgpEed5aeBRENRKauwTQNAIAgShmtJQip/U3TgKnz6vbexNRVJGoqoPorUxcqnJgbLbkKoRR4YC0ZDkHqXGt4IqL+TlSscE+eg/q1r0JxF6eqrTUViru41bEapqZCDXpTCWt3MUSbE+4pcyCeuMiLiKhRdyasGy1evBgA8PTTT3frcbqDoih4+umnsWjRIqxfvx4+nw/33XcfRowYgZkzZ2L06NHIy8tDLBaD1+vFJ598gk2bNrVY4furX/0K5eXl2Lt3Lz7++GNceumluPzyy3HOOeegoKAAmqahrq4O+/btw/r161FdXY1hw4bhRz/6Ubc+z2nTvrio6aGHHkJdXR1GjhwJWU6lpfLy8lqdD92WX/7yl7juuutQW1uLjz76CHPmzMF1112HUaNGIRKJ4F//+hfeeeed9MUACxcuPKWteEf8/Oc/x3XXXYdQKISVK1di9+7duPbaazF06FAEAgG899572LBhA4YOHYrc3Nz0vO0v2717N5YtW4bc3FzMmDEDZ511FkpKSqAoCurq6rB582b885//hGGkPtPeeeednfvPIeqjmLQmIiKiU8QTGpavO4hIXIXXH4XbaUFRvv2UWUTNUWQRpUUO+OpjqPFHIcsi3lp7EAuvmwibhW85iKhnCJIMQUhdYGMaekaJa9PUU2sKItue9hKGmkBkzwbEDm2DkYjCNHSYahKmaaS+T4oFgihBtObAPmoSHOOmMZlCRNQM6+CRcE+di2DZSgiSDDXgRdJ3BKLNAdHmgKBYIQgSTFOHqSZgxCMw4hFAlGAp8KQS1lPncZY1ETXREwnrRn05cZ2Xl4dnn30Wzz33HJ577jkEAgGUl5ejvLy8xX0kScKcOXPw3e9+95SvO51OvPzyy/jFL36B5cuXIxaL4a233sJbb73V4lqDBw/uqqfSorFjx+Kqq67C8uXLUVtbi9///venPD5lyhQsXbq00+uXlJTg5Zdfxt13340DBw7g+PHjeOKJJ5psJ8sy7r77btxzzz2dPtZpp52G5557DgsXLkRdXR0OHTqE//3f/z1lmyFDhuDJJ5/Er371qxbXaTy31tDQgLfffrvFymxFUXDPPffgm9/8ZqdjJuqLeOaFiIiITrF+RyUCDQnU1EVgt8ntSlg3EgQBRfl2JDUDNXUR2CwS1n9WiUsvGNbNURMRpUiuwnRbcFNNAnLnW4SbaqqSQVAskF1FXRIfdV6i+jCCm1dBjwSgR0MwIiEYWtO2eqJsgehwQY+HEavYCfeUuUyqEBE1wz78bIhWB4KbV0Gw2NKvrWqs6VxQUbZAcg2ClOOC5MjjaysRNasnE9aN+nLiWpIk3HHHHZg/fz7ef/99bNiwATt37kRdXR0aGhpgs9lQUFCAM888ExdccAGuvPJKFBU1/7nE4XDg97//Pe644w688cYb2Lx5M44dO4ZQKARFUVBQUICRI0fi3HPPxcUXX5xRhXNH/O53v8OUKVOwcuVK7N+/H6FQqNnW2p01fPhwvPXWW1i+fDnee+897Nq1C/X19bDZbBgyZAimTZuGm2++GSNHjsz4WBMnTsTbb7+N559/Hh9++CGOHTsGSZJQWlqKyy+/HPPnz0d+fn6ra/z85z/HlVdeibKyMuzcuRPl5eXw+/3QdR1OpxPDhw/HlClTcP3112PEiBEZx0zU1whme4fW0IARDofTMxOA1BVRTqczixER9Q6hUAiGYUAURbhcrmyHQ9QtVM3AY69sxfHaMGoDMYwY4mrSErx96+gor2pAYZ4dpYVO3H/zuZCljq9DmeHrFrWlP7ZYjlceQGDda0h6j0BQLFDyO19BoNZXw1STsBQPQ97MG2DzjOnCSKklzb12xSp2Ili2EkY8DDXgBQz9RDWgM11d3Vh1bcTD6WpAJe9E+9qpc2EffnaWnxkR9Vd9/T0Xu1gQ9V/79++HpmmQZRmnn376KY/pug7TNCEIAiQps7E6QHYS1l8+fl9MXBNR+3X16xa1/neiNd2VR2SlNREREaUdrgwimlARDCfgtCudSlgDgCJLcNoVBMMJ5Odaceh4EGcMa/1qUyLqOf355LS1ZDhEa06q0jZUB1NTW53P2RJTU2HEI5BcgyBac1hNlkWJ6sMIlq2AHglCDXohWuxQ3KVNvq+CKAGyBZLdmZ67mvRXQnEXI1i2EqLNye8jEVEzRMWK3Imz4Bw/A4macmj+KmghX/piNtlVBLlgCKwlIzgug4ialWnC2uVyYciQIaiqqkIoFOrUGn254pqIiFL4TpOIiIjSKn1h6LqJpKpjkNuW0VpOu4KGaBK6bqKyNsKkNVEv0d9bLAuSAvuoSdDjYejhANSgF0qBp91jDgDANE2oQS8gSpByXLCPmsST9FliJOMIbl4FIx6BGvRCynFDdhW2+f0UZAVKgQdayAc16IUgyQhuWonC2bf3mQswiIh6miDJqa4i7CxCRB2QacL6lltuwaOPPopBgwahrq4O999/P1588cVOrcXENRFR38Y+nURERJTmC8SQUHUAgFXJrM2O1ZLaP6Hq8NVHM46NiDIXq9iJ+rWvQquvRtJ7BHqoLt1C21I8DNbBI2EpHgYlfzAExQI9VIek9wi0+mrUr3kFsYqd2X4K7eIYNw2SIw9KXjGMZCxVLdbOqUimaUIL+WAkY1DyiiE58uEYN62bI6aWRPZuhB4JQA2kKqzbk7BuJAgCZFcRRIsdasALPRJAZM+Gbo6YiIiIaODINGG9cOFCLF26FIMGDQIADBo0CEuXLsWdd97Z6TUXL16Mu+66q9P7ExFR9rBcgIiIiNI03YRhpBI7ktj+qsTmiCf2NwwTmt6+ZBFRd+mPs5s7aiC1WBYVK9yT56B+7atQ3MVQg16YmgrFXdxqq/DG52skY1DcJ2YhT5nDytwsMXUN8UPboEdDgKGnfl47UDEPpBLXirsYSd8R6NEQYoe2wTl+BivniYiIiDL0wgsvZJywbqkiurFiurPrL168GFOnTsWCBQs6Gx4REWUBP6kTERFRmiwJ6WSzbpiQMii2bkx+i6IAWcosAU7UWf15dnNHDMQWy9bBI+GeOhfBspUQJBlqwIuk7whEmwOizQFBsUIQJJimDlNNwIhHYMQjgCjBUuBJJaynzuv1Cfr+TKs9AiMRhREJpb5nnZhNDqR+jkWbI9UK35GHRE15qv0tEREREXXarbfeig8++AAvvfRSh/dtLWHdKJPE9fz583Hrrbd2eD8iIsouJq2JiIgorSjPnm4LnlB1WDJoEZ5IftFmvCg/p0viI+qI/j67uSO6osWyqalQA14IFhsiezYgd+Ks7g26C9iHnw3R6kBw8yoIFlv650CNhZtsK8oWSK5BkHJckBx5/fLnoK/RAzUwDR2GloSSW5DRWqLNATUWhmno0PxVnNdKRERElCFJkvDnP/8ZADqUuG5PwrpRZxLX8+fPx5///GdImVyFT0REWcGkNREREaV5ipyQJAEWRUI4qiI3x9LptcIxFRZFgiQJ8BQ6ujBKorbFKnYiWLYSRjwMNeAFDB2izQEltyBdXd1YdW3Ew9BDddDDASh5cdSveQXuqXNhH352tp9GlzB1FbEB3GLZOngkCmff/kXFvSNvwFbc9zVGgx+mmrrQRFA6//cotX/q+2mqSWghX8axEREREVHHE9cdSVg36kjimglrIqK+rfefZSIiIqIeM9LjRo5VgdtpRW0gBlUzoMhih9dRNR3hmIrCPDtyrApGlbq7IVqi5g2k2c3tkaipGPAtlkXFityJs+AcPwOJmnJo/ipoIV96trnsKoJcMATWkhF9IhE/YBgaTNMAcOL3NQOCkNrfNA2YupZxaERERESU0t7EdWcS1o3ak7hmwpqIqO/jGRkiIiJKU2QR551ZhPDWJAKhOGr8UZQWOTpUlWmaJmr8MciiALfDgvPOLIIsdTzxTdQZA3F2c1tUfyVbLJ8gSHIq0d7H4h6wRBmCkPr7YRp6Rolr00yNrBAEkRcmEBEREXWxthLXmSSsG7WWuGbCmoiof+AZZCIiIjrF9Ike5OVaUTLIgVhcg68+BtM027WvaZrw1ccQi2soGeRAfq4N0yd6ujlioi90xexm0WKHGvBCjwQQ2bOhmyPufnqoli2WqU8ST7TzB5D+Ge4sU00ASP0OyK6ijGMjIiIiolM1Jq7nz59/yte7ImHdaPHixbjzzjtP+RoT1kRE/QeT1kRERHQKm0XGVTNHw2lXUFyQg2A4ieO+CFRNb3U/VdNx3BdBMJxESUEOnHYFV108CjYLK9qoZzSd3Vzc6dnNMPT07Oa+3krY1NlimfomKa8kNWtctsCIhzNay4hHIMqp2eVywZAuipCIiIiITvblxHVXJqwbnZy4ZsKaiKh/4VlkIiIiamJUqRtXXzwab609CEUWUVMXQXlVA5x2BU67AqtFgigKMAwTiWRqfnU4pkIWBZQWO+G0K7j6ktEY6eEsa+o5nN3cPEFii2Xqm+TCYdCtORAdLuihOpia2qnfa1NTYcQjkFyDIFpz+sWseiIiIqLeqjFxfdlll2HBggXdcozFixfjwgsvxK233sqENRFRP8IzTURERNSsCWMK4bArWL7uIGwWCcFIEsFwAg3Rpi1aLYqEwjw73A4L8nKtuPpiJqyp53F2c/MkV+GpLZblzrcIZ4tl6kmCJMM+ahL0eBh6OAA16IVS4OlQBwXTNKEGvYAoQcpxwT5qEi+4ICIiogFDFFMXrxqG0aPHlSSp2xLWjbp7fSKigaDx70Pj34ts46d1IiIiatGoUjcWXjcR6z+rxJa9PuTnWqHrJhKqDsMwIYoCrIoESRKQY1Vw3plFmD7Rw5bglBWc3dw8pcBzSotlye7s9FpssUw9zTFuGmIVO6HkxZH0V0IL+SC7itqVuDZNE1rIByMZg6XAA8mRD8e4aT0QNREREVHvIMsykskkDMNAMpmExZLZ5yQiIuo/Gv8+AICidK5bYVfjGWUiIiJqlc0i49ILhuHic4fi0PEgKmsj8NVHoekmZElAUX4OPIUOjCp1Q5Z6x1V5NDBxdnPzrCXDIbLFMvVRomKFe/Ic1K99FYq7GGrQC1NTUzPrW/k5NjUVatALIxmD4i6GaHPCPWUOxBMXpBARERENBA6HA9FoFAAQDodRUJBZRyoiIuo/wuFw+rbD4chiJF9g0pqIiIjaRZZEnDEsH2cMy892KETN4uzm5gmSwhbL1KdZB4+Ee+pcBMtWQpBkqAEvkr4jEG2O1Px6xQpBkGCaOkw1ASMegRGPAKIES4EnlbCeOo8XWhAREdGA43Q64fOlOkf5/X64XC7IMt/HExENdJqmwe/3p+8zaU1ERERE1IU4u7llbLFMfZ19+NkQrQ4EN6+CYLFBj4ZgREJQY+Em24qyBZJrEKQcFyRHHtxT5jJhTURERAOS1WqFzWZDPB6Hqqo4cuQICgsL4XR2fmQQERH1XYZhIBwOo7a2FqqqAgBsNhus1t7RlYxJayIiIiLqFzi7uWVssUz9gXXwSBTOvh2RPRsQO7QNhiMPpqHDVJMwTSPVGUFJ/d6K1hzYR02CY9w0/rwSERHRgCUIAoYOHYry8nJomoZEIoHjx49DEASIonjKdl0lPz8fBQUFEEURhmGgtrYWwWCwy9Z3u90oLCxMr+/3+1FfX99l6xNR72WaZvp2V75uDRSmacIwjFP+H2VZxtChQ3vN/yeT1kRERETUL3B2c+vYYpn6A1GxInfiLDjHz0CiphyavwpayAdT1yBIMmRXEeSCIbCWjGALeyIiIiIAiqLgtNNOw7Fjx9JVdaZppm8DOCWBnSmfz4f6+nooigJVVaFpWpetDQB1dXUIBoPdtj4R9V6GYaRvd+Xr1kClKAqGDh0KRen4ubPuwk/xRERERNQvcHZz29himfoLQZJh84wBPGOyHQoRERFRr2ez2TB69GhEo1EEAgEkEgkkEon0490x57oxKd5dM7S7e30i6n1OvkiFv/udI0kSrFYr8vLykJOT02sqrBvxu0pERERE/QZnN7eNLZaJiIiIiAYeQRDgcDjgcDgAAKFQCIZhQBRFuFyuLEdHRNQ2vm71f0xaExEREVG/wdnN7cMWy0RERERERERE1JvwDBQRERER9Suc3dx+bLFMRERERERERES9AZPWRERE1CpVM3C4MohKXxi+QAyabkKWBBTl2eEpcmKkxw1FFrMdJtEpOLuZiIiIiIiIiIio72DSmoiIiJoVT2pY/1kltuz1IZpQoesmEqoOwzAhigKsigRJEpBjVXDemUWYPtEDm4VvLaj34OxmIiIiIiIiIiKivoFnlomIiKiJQ8eDWL7uIAINCQQjSQTDCSRVvcl2FkWC22lFeGsSnx2oxdUXj8ZIjzsLERM1j7ObiYiIiIiIiIiIej+emSMiIqJT7DhQi7fWHkQ4pqKmLgLNMOG0KxjktqWqq0UBupGqug5HVdQGYgiE4ognHXjpnb24+uLRmDCmMNtPg+gUnN1MRERERERERETUezFpTURERGmHjgfx5pqDCIQT8PqjsNtkDC3IaTKzWpJSVda5ORaomoEafxTHvWGUFOTgrbUH4cxRWHFNRERERERERERERO0itr0JERERDQTxhIbl6w4iElfh9UfhdlpQWuRokrD+MkUWUVrkgNtpQY0/inBMxVtrDyKe1HoociIiIiIiIiIiIiLqy5i0JiIiIgDA+h2VCDQkUFMXgd0moyjfDkEQ2rWvIAgoyrfDbpNRUxdBoCGB9Z9VdnPERERERERERERERNQfsD04ERERQdUMbNnrQzCShGaYGFqQ0+6EdSNBEFBSYEd5VQOCkSS27PXh4nOHQpZ4jRxRb2PqKhI1FVD9ldBDtTB1DYIkQ3IVQinwwFoyHIKkZDtMIiIiIiIiIiIaIJi0JiIiIhyuDCKaUBEMJ+C0K222BG+JIktw2hUEwwnk51px6HgQZwzL7+JoiaizDDWByJ4NiB3aBiMRhWnoMNUkTNOAIIgQFAsEUYJozYF91CQ4xk2DqFizHTYREREREREREfVzTFoTERERKn1h6LqJpKpjkNuW0VpOu4KGaBK6bqKyNsKkNVEvkag+jODmVdAjAejREIxICIaWbLKdKFsgOlzQ42HEKnbCPWUurCUjej5gIiLqcuy0QUREREREvRWT1kRERARfIIaEqgMArIqU0VpWS2r/hKrDVx/NODYiylysYieCZSthxMNQA17A0CHaHFByC9LV1Y1V10Y8DD1UBz0cgJIXR/2aV+CeOhf24Wdn+2kQEVEnsdMGERERERH1dkxaExERETTdhGGYAABJ7Ngs6y8TT+xvGCY03cw4NiLKTKL6MIJlK6BHglCDXogWOxR3KQT51Eo6QZQA2QLJ7oSpqVCDXiT9lVDcxQiWrYRoc7LimoioD2KnDSIiIiIi6gs6N7CSiIiI+hVZEtLJZt3ILNHcmPwWRQGylFkCnIgyYyTjCG5eBSMegRr0QspxQynwNElYf5kgK1AKPJByXFCDXhjxMIKbVsJQEz0UORERdYVYxU7Ur30VWn01kt4j0EN1EBQLlPzBsBQPg3XwSFiKh0HJHwxBsUAP1SHpPQKtvhr1a15BrGJntp8CERERERENEExaExEREYry7Om24I1twjsrkfyizXhRfk7GsRFR50X2boQeCUANpCqsZVchBKF9F5MIggDZVQTRYoca8EKPBBDZs6GbIyYioq7yRaeNAJL+SgiyAktRKkEt2Z0Q5RMtwU902VDyB8NSNAyCrCDpr4QeCSBYthKJmvJsPxUiIiIiIhoAmLQmIiIieIqckCQBFkVCOKpmtFY4psKiSJAkAZ5CRxdFSEQdZeoqYoe2QY+GAEOH4i5ud8K6kSAIUNzFgKFDj4YQO7QNpq51U8RERNRV2GmDiIiIiIj6Gs60JiIiIoz0uJFjVeB2WlEbiEHVDChyx69tUzUd4ZiKwjw7cqwKRpW6uyFaImqPRE0FjEQURiQE0eZoM1HREkFWINocqRmojjwkasph84zp4miJqCeYuopETQVUfyX0UC1MXYMgyZBchVAKPLCWDIcgde61gnqXrui0YWoq1IAXgsWGyJ4NyJ04q3uDJiIiIiKiAY1JayIiIoIiizjvzCKEtyYRCMVR44+itMjRoapM0zRR449BFgW4HRacd2YRZKn3NHVRNQOHK4Oo9IXhC8Sg6SZkSUBRnh2eIidGetydStQT9VaqvxKmocPQklByCzJaS7Q5oMbCMA0dmr8KYNKaqE8x1AQiezYgdmgbjEQUpqHDVJMwTQOCIEJQTrSJtubAPmoSHOOmQVSs2Q6bOqlpp43STnfaSPqOpDttOMfPgCDxNBIREREREXUPftogIiIiAMD0iR58dqAW8aQDx71h+OpjKMq3t+skp2ma8NXHEItrKC12Ij/XhukTPT0QddviSQ3rP6vElr0+RBMqdN1EQtVhGCZEUYD1RCvzHKuC884swvSJHtgsfItEfZ8eqoWpJgEAgmLJaC3hRPLKVJPQQr6MYyOinpOoPozg5lXQIwHo0VCqa4KWbLKdKFsgOlzQ42HEKnbCPWUurCUjej5gyhg7bRARERERUV/EM7JEREQEALBZZFw1czRefncvigty4PVHkdQMlBTYochSi/upmo4afyphXVKQA6ddwVUXj+oVid9Dx4NYvu4gAg0JBCNJBMMJJFW9yXYWRYLbaUV4axKfHajF1RePxkgPW5tT32bqGkzTAAAIYsu/w+0hCKn9TdPgTGuiPiRWsRPBspUw4mGoAS9g6BBtDii5Benq6saqayMehh6qgx4OQMmLo37NK3BPnQv78LOz/TSog9hpg4iIiIiI+qLsn00mIiKiXmNUqRtXXzwab609CEUWUVMXQXlVA5x2BU67AqtFgigKMAwTiWRqfnU4pkIWBZQWO+G0K7j6kt6R8N1xoBZvrT2IcExFTV0EmmHCaVcwyG1LVVeLAnQjVXUdjqqoDcQQCMURTzrw0jt7cfXFozFhTGG2nwZRpwmSDEFItbw3DT2jxLVppi72EASRrWGJ+ohE9WEEy1ZAjwShBlNzjRV3aZOqW0GUANkCye5MzTAOepH0V0JxFyNYthKizcmK6z6GnTaIiIiIiKgv4hknIiIiOsWEMYVw2BUsX3cQNouUrlBuiDZtJWpRJBTm2eF2WJCXa+01FcqHjgfx5pqDCIQT8PqjsNtkDC3IaTKzWpJSzyE3xwJVM1Djj+K4N4ySghy8tfYgnDlKr3g+RJ0huQrTyQpTTQJy5xMXppoAkEp+yK6iLomPiLqPkYwjuHkVjHgEatALKccN2VXY5sgPQVagFHighXxQg14IkozgppUonH07Z1z3Iey0QUREREREfRGT1kRERNTEqFI3Fl43MT0LOj/X2mdmQccTGpavO4hIXIXXH4XbaWnXbG5FFlFa5ICvPoYafxSyLOKttQex8LqJveJ5EXWUUuCBIEoQZQuMeBiS3dnptYx4BKKcaiUsFwzpwiiJqDtE9m6EHglADaQqrNuTsG4kCAJkV1Gq6jrghWCxIbJnA3InzureoKnLsNMGERERERH1RfzEQURERM2yWWRcesEwXHzuUBw6HkRlbQS++ig03YQsCSjKz4Gn0IFRpW7Iktj2gj1k/Y5KBBoSqKmLwG6T25WwbiQIAory7UhqBmrqIrBZJKz/rBKXXjCsm6Mm6nrWkuEQrTkQHS7ooTqYmtqkLXB7mJoKIx6B5BoE0ZrDNsFEvZypq4gd2gY9GgIMPdUSvJ1/BxsJggDFXYyk7wj0aAixQ9vgHD+DScs+gp02iIiIiIioL+InTiIiImqVLIk4Y1g+zhiWn+1Q2qRqBrbs9SEYSUIzTAwtyOnUifqSAjvKqxoQjCSxZa8PF587tFcl5onaQ5AU2EdNgh4PQw8HoAa9qerrDvxOmKYJNegFRAlSjgv2UZOYtCLq5RI1FTASURiREESbo1MXqwCpVuGizQEjEoLhyEOiphw2z5gujpa6AzttdB9TV5GoqYDqr0zNDtc1CJKMpOKA6CqGUjw82yESEREREfVZPONERERE/cbhyiCiCRXBcAJOu9JkhnV7KbIEp11BMJxAfq4Vh44H+0TSnujLHOOmIVaxE0peHEl/JbSQD7KrqF2Ja9M0oYV8MJIxWAo8kBz5cIyb1gNRE1EmVH8lTEOHoSWh5BZktJZoc0CNhWEaOjR/FcCkdZ/AThtdz1ATiOzZgNihbTASUZiGDlNNwjQNCIIIXRABUULCYoc4djIc46ZxDjwRERERUQcxaU1ERET9RqUvDF03kVR1DHLbMlrLaVfQEE1C101U1kaYtKY+SVSscE+eg/q1r0JxF0MNemFqKhR3casJDFNToQa9MJIxKO5iiDYn3FPm8AR8O7RUhSe5CqEUeGAtGQ5B6lzlK1F76KHaVEtoIN0iurOEE7/zppqEFvJlHBv1DHba6FqJ6sMIbl4FPRKAHg2lug9oyVO2MU0TgqzAsOcivPtjxCp2wj1l7oBO9BMRERERddTA/MRBRERE/ZIvEENC1QEAVkXKaC2rJbV/QtXhq49mHBtRtlgHj4R76lwEy1ZCkGSoAS+SviMQbY5U62DFCkGQYJo6TDUBIx6BEY8AogRLgSeVsJ46jyfe29BWFZ6gpNrritYc2EdNYhUedRtT12CaBgBAEDP7WygIqf1N04CpaxnHRj2HnTa6RqxiJ4JlK2HEw1ADXsDQIdocUHIL0q/rpqFDjUdhJqIwwn4kYw1Q8uKoX/MK3FPnwj787Gw/DSIiIiKiPoFJayIiIuo3NN2EYZgAAEns2CzrLxNP7G8YJjTdzDg2omyyDz8botWB4OZVECy2dKWYGgs32VaULZBcgyDluCA58lgp1g7tqcIDUv+3osMFPR5mFR51G0GSIQip8RimoWeUuDbN1IVggiAO2CrbvoqdNjKXqD6MYNkK6JEg1KAXosUOxV3a5P9PECWINhGwOWHqKhD2I+mvhOIuRrBsJUSbk6/1RERERETtwE+dRERE1G/IkpBONuuGCSmDArPG5LcoCpClzBLgRL2BdfBIFM6+/YtqYEceq4G7QHur8Ew1CSMehh6qgx4OsApvAOvuFvKSqzDdFtxUk4Dc+RbhppoAkGozLruKOr0OZQc7bXSekYwjuHkVjHgEatALKccN2VXYZqW6ICmQCzzQQj6oQS8ESUZw00oUzr6df0+JiIiIiNrApDURERH1G0V59nRb8ISqw5JBi/BE8os240X5OV0SH1G2iYoVuRNnwTl+BhI15dD8VdBCvnTSTHYVQS4YAmvJCFZVtkNHqvAgWyDZnekqRlbhDTw91UJeKfCk1pEtMOJhSHZn52OORyDKqbjkgiGdXoeyh502OieydyP0SABqIPXa3p6EdSNBECC7ilKv9wEvBIsNkT0bkDtxVvcGTURERETUx/FMFBEREfUbniInJEmARZEQjqrIzel8dVk4psKiSJAkAZ5CRxdGSZR9giTD5hkDeMZkO5Q+q9NVeLIChVV4zWqsQI4fPwg9VAfB1GHkOLqsAjmberKFvLVkOERrTmqdUB1MTW21HXRLTE2FEY9Acg2CaM0ZsMnL/oCdNjrG1FXEDm2DHg0Bhp66GKmdCetGgiBAcRcj6TsCPRpC7NA2OMfP4AVhRERERESt4LtlIiIi6jdGetzIsSpwO62oDcSgagYUWezwOqqmIxxTUZhnR45VwahSdzdES0R9Gavwus6XK5DVZAKmlgRME4as9PlkWk+3kBckBfZRk6DHw9DDAahBb6r6ugNJN9M0oQa9gChBynHBPmoSk219HDtttF+ipgJGIgojEkq1Ue/ERR9A6iIl0eZIXaTiyEOipjx1wRgRERERETVrYH8SISIion5FkUWcd2YRwluTCITiqPFHUVrk6PCJ+hp/DLIowO2w4LwziyBLHU98E1H/xSq8rtNcBbJ+Yo4yABgn/l+7ogI5G7LVQt4xbhpiFTuh5MWR9FdCC/kgu4ra9XNqmia0kA9GMgZLgQeSIx+OcdM6+tSpl2Knjbap/kqYhg5DS0LJLchoLdHmgBoLwzR0aP4q/r8TEREREbWCZ2CJiIioX5k+0YO8XCtKBjkQi2vw1cdgmma79jVNE776GGJxDSWDHMjPtWH6RE83R0xEfU23VOElokjUlHdtoL1crGIn6te+Cq2+GknvkVRLcMUC0V0EadBQSEXDYCkeBiV/MATFAj1Uh6T3CLT6atSveQWxip3Zfgqtaq6FvFLgafPnpbGFvJTjghr0woiHEdy0EsZJyfy2iIoV7slzINqcUNzF0KOhVCJOU1vdz9RUqP5K6NEQFHcxRJsT7ilz+lRlO1Gm9FAtTDXVvl9QOj9qJrV/6nfHVJPQQr6MYyMiIiIi6s+YtCYiIqJ+xWaRcdXM0XDaFRQX5CAYTuK4LwJV01vdT9V0HPdFEAwnUVKQA6ddwVUXj4LNMrCqHomobSdX4Yk2Z0ZriTYHDC35RRXeAPFFBXIASX8lBFmBpSiVoBZtTgiykmoJfqL6WMkfDEvRMAiygqS/EnokgGDZyl6d6O+KFvKixQ414IUeCSCyZ0OHjm8dPBLuqXMhOfJgKfDA1FQkfUeg1ldDjzWkfu701M+xHmuAWl+NpO8ITE09UWGdB/fUeX2iop2oK5m6Bkbnp+0AAQAASURBVNM0AJzogpABQUjtb5oGTF3LODYiIiIiov6MZ2GJiIio3xlV6sbVF4/GW2sPQpFF1NRFUF7VAKddgdOuwGqRIIoCDMNEIpmaXx2OqZBFAaXFTjjtCq6+ZDRGejjLmoiaYhVeZpqrQG5PQrexAlkL+aAGvRAkGcFNK1E4+/ZeVwncW1rI24efDdHqQHDzKggWW7oFuxoLN9lWlC2QXIMg5bhSCes+0oKdqKsJkgxBSNV4mIaeUeLaNFMXTQqCOODGPxARERERdRTfMRMREVG/NGFMIRx2BcvXHYTNIiEYSSIYTqAhmmyyrUWRUJhnh9thQd7/z96/B8d93veh//t5vre9YRdYYAFyofAmWREtiaYUWTJlmZEdN1FGlJS4mZwzv1iJpx2lykwzk7Qzv077R5u206bTphN3ptMoc5pJHMuOnJ6TY0nkxD7HTiP6Z0m0FImR2IhtRPBiEyR2cdld7O17eZ7n98cXACmCIIHdBbAA3q+ZTGRx94tnwcUKu+/PZcDDM0cZWBPRytiF151edCCbKERYKUG4CTQ+eAMDhx5f30Ov0bqMkE8Pwp+6EO8jXgNv136MPPEcGh+8gdbEaej0IIxWMGEAY3Qcpjlu3NnupZA8cBjpg0f6rhCAaKNY2ZGlgiQTBoDdeXGSWRjrLxwXdrbQk/MREREREW1XDK2JiIho2zownsPzXziE19+bxDtnyxga8KCUgR8qaG0gpYDnWLAsgZTn4MF7Cnj0UJEjwYnoltiF17l+6UBeb9ePkHcG8l1dSybSCFv1ayPk1xhaA/GO64FDjyNz72Pwpy4gmr2CqFaGURGEZcPOFmDnd8Mb29dX30eizeDki0vrCXS7DivZ+RoI3W5A2nFRiJ3f3cNTEhERERFtP3w3SkRERNtawrXxuYf24OgDd2DichWT0w2U55qIlIFtCRSGUiiOpHFgPAfbkpt9XCLaAtiF17l+6kBeT/06Ql5Ydvx96qPvFVG/8cb2QnopyHQWqjYDE4UdvVaZKIRuN2BlhyG9FMftExERERHdBkNrIiIi2hFsS+LuPUO4e8/QZh+FiLY4duF1rt86kNcLR8gTbV3CcpA8cBiqXYeqVxBWS/Hr/hqmQhhjEFZLgLRgpbJIHjjMKQZERERERLfBdiIiIiIiIqI1uL4LT7cbMFHY0XUWu/BkOrtjuvD6tQO5124cId+NnTZCnqgfpA8egZUehDM4Ch204nH6xqzqvsYYRLUydNCCMzgKKz2E9MEj63xiIiIiIqKtj6E1ERERERHRGix24VmpLCAthNXSqsOMRTu1C2+ndCAvGyHfhZ02Qp6oH0jHQ+6TT0ImMnByo1DNWjwp4jZFSkaFCGcnoZo1OLlRyEQGuYefhFwosiEiIiIiopUxtCYiIiIiIlojduF1Zqd0IN84Qr4bO22EPFG/8HbtR+6RY7DSg3DzRZgoRFC+hHDuKlRrHjoKYFS87kC361DVEtTMj2CiEG6+CCs9iNwjT+2IKRpERERERL3QX+/siYiIiIiItoDFLry5k9+AkxuNu62jEE5uFMJ2VryfiUKE1VIcWO/ALrxlHch25yPC+7kD+foR8qo2AxOFt3xerGRxhLyVHd4xI+SJ+kly732QXhrVt05AuAmoZg26UUPY+mgxijEGwnYgM3m4A0NxYP3wMf7MEhERERGtAUNrIiIiIiKiDix24VVPHYewbISVEoLyJchEGjKRhnA8CGHBGAUT+tDtBnS7AUgLbr4YB9Y7rAvvxg5kK5np+Fr93IG8OEJetetQ9QrCail+7EKs+ho7dYQ8Ub/xdu3HyBPPofHBG2hNnIZOD8JoBRMGMEZDCAklJCAtSDeJzI9/EumDR3ZMMRIRERERUa/wHS8REREREVGHVtuFBwDSdmFlh2Glsju2C28ndSCnDx5B6+IZOINtBLOTiGpl2NnCqoLr60fIx2OGd84IeaJ+JB0PA4ceR+bex+BPXUA0eyVeC6EiCMtG4KQhs6NwRvdiYCi/2cclIiIiItqSGFoTERERERF1YTVdeMKJO4Kll0LywOEd24W3kzqQOUKeaPsRlo1E8S6geNdH/n2tVoPWGkLKTToZEREREdHW13/v7ImIiIiIiLaY23Xh2dkC7PxueGP7+jJg3Ug7qQOZI+SJiIiIiIiIVmdnf1pCRERERETUQyt14dE1O60DmSPkiYiIiIiIiG6PoTURERERERFtqFt1IGsnAWF7gJTQkd4WHcj9OkLeqBD+1EWEs5NQtemlyQBWdgROvghvbC+Etfad40RERERERERrxdCaiIiIiIiINtxKHci6Ob90G70wMnw7dCD30wh5HfrXAnS/2RcBOhEREREREe1sDK2JiIiIiIhoU9ysAzkMfJgoAIyBbTvbLkDd7BHy/tXzqL51AqpRuVYoEAXLbidtFzKdhWrX0bp4ZksWChAREREREdHWwdCaiIiIiIiINs2NHci1y+egajMQRiGRSm9oB/J217p4BtVTx6HbdYSVEqAVZCINZyC/VByw2HWt23Wo2gxUvQJnsI25115C7pFjSO69b7MfBhEREREREW1DfMdPREREREREm26xAznIjEJrDSklstnsZh9r2/Cvnkf11KtQjSrCagnSTcLJjUPYH91ZLaQF2C6sZAYmChFWSwhmJ+HkRlE9dRwykWHHNREREREREfWc3OwDEBEREREREdH60UEb1bdOQLcbCKslWKkcnHxxWWB9I2E7cPJFWKkswmoJul1H9QfHoUN/g05OREREREREOwU7rYmIiIiIiIhuw6gQ/tRFhLOTULVpGBVBWDas7AicfBHe2F4I69Yh8GZpnH0TqlFBWIk7rO3sCIQQq7qvEAJ2thB3XVdKEG4CjQ/ewMChx9f30ERERERERLSjMLQmIiIiIiIiWoEOfTQ+eAOtidPQfnNp57MxGkLIpV3Q0ksheeAw0gePQDreZh97iVEhWhOnoZo1QKt4JPgqA+tFQgg4uVEE5UtQzRpaE6eRufcx7hinbW8rF6sQEREREW01fIdJREREREREdBP+1fOovnUCqlGBatagGzXoKFh2O2m7kOksVLuO1sUzyD18rG/2PvtTF6H9JnSjBplI33Yk+EqE7UAm0vH3ID0If+oCEsW7enxaov6w1mIVM34vwPCaiIiIiKgrDK2JiIiIiIiIbtC6eAbVU8eh23WElRKgFWQiDWcgvxRYLQZZul2Hqs1A1StwBtuYe+0l5B45huTe+zb7YSCcnYTRCjoK4Azku7qWTKQRtuowWiGavQIwtKZtqJNiFf3hu/AOfR7u6N5NODERERER0fbA0JqIiIiIiIjoOv7V86ieehWqUUVYjfdAO7nxZV3KQlqA7cJKZuKdz9USgtlJOLlRVE8dh0xkNr3jWtWmYcI4cBOO29W1xMLYcxMGiGrlrs9G1G86LVYRA8Nonfom8MDPAB9/eLMfBhERERHRlsTQmoiIiIiIOsJdn7Qd6aCN6lsnoNsNhNUSrFQOdnbktnughe3AyRcR1coIqyUIy0b1B8cx8sRzm7rj2qgIxuj4jNLq6lpCxPc3RsOoqOuzEfWTbopV1NxVyOwI2qe/DX94dNOLVYiIiIiItiKG1kREREREtCZr3fWZPnhkVaEdQ3DqB42zb0I1KggrcWi1msB6kRACdrYQB1mVEoSbQOODNzBw6PH1PfStzmTZEEICAIxWXQXXxqj4mkJCWPw4gbaPbotV9NwUdG26b4pViIiIiIi2Ir7LJCIiIiKiVetk12fr4hnkHj62YufZeoXgRGtlVIjWxGmoZg3QKu6yXGVgvUgIASc3iqB8CapZQ2viNDL3PrZpIa+VHVkaC27CALA7HxFuQh9APGbczhZ6cj6iftBtsYocGIZWIXStDJVMb3qxCm09OgzRuHARrcuTCKanoaMI0rbhjowgOV5Eet9eSIeFe0RERLS9MbQmIiIiIqJV6XTXpzPYxtxrLyH3yDEk9973kWuuRwhO1Cl/6iK034Ru1CAT6WVjgVdL2A5kIh0/n9OD8KcuIFG8q8enXR0nX4yLPmwXul2Hlcx0fC3dbkDa8c+6nd/dw1MSbZ5eFavI7AjUzI/6oliFtg7l+5j5/huYe/c0VKsJEynoIIDRGkJKSNeFsC1YyRSGHjiM4U8fgeWxcI+IiIi2J/72TEREREREt9XNrs9gdhJObhTVU8chE5mlsHk9QnCiboSzkzBaQUcBnIF8V9eSiTTCVh1GK0SzV4BNCq29sb2QXiou+qjNwERhR2G8iULodgNWdhjSS7FohLaNnhWrWA6E1x/FKrQ11CfO48qrJxBUKghrNUTVGnRwk8I914WdyyKq11F9/wyKTx9Dev++jT8wERER0TpjaE1ERERERLfU7a7PqFZGWC19ZNdnODPZ8xB8vXDX9s6hatPxCG1gaaR2p8TCCHsTBohq5a7P1vE5LAfJA4eh2nWoegVhtRR3X6+hk9QYg7BaAqQFK5VF8sBhdpDSttHLYhXhpaBr05terEL9r/r+GUy+chxRvY52qQQTKdiZNNzhPKTnQlgWjFLQfoCoXkcwPYOwUoFut3Hp6y+h+PQx5O5n4R4RERFtL3yXSUREREREt9Ttrk87W4gD50oJwk2g/v5JtC//z56G4Oux45q7tnceoyIYowEsFEx0QYj4/sZoGBWt4Qy9L5JIHzyC1sUzcAbbCGYnEdXKsLOFVf0cG2MQ1crQQQtuvggrPYT0wSNr+vrUPRbPrJ+eFqvYHgw2v1iF+lt94jwuv/wqwmoV/lQJVioJ747xZTurhWXFXdYDGegwhD9VQuvyJLyxUUy+chx2JsOOayIiItpWGFoTEREREdGKerXr08mNIihfgmrWMP/eX0B4qZ6F4I0P3sDAocc7eHQr467tnUlYNoSQAACjVVfBtTEqvqaQq+pKXs8iCel4yH3yScyd/Aac3CjCagkmCuHkRm85CnlxuoEOWnByo5CJDHIPP8nijA3E4pn118tiFciF1481FqvQzqHabVx59QRUowF/qgRnMAe3cPvfg6TjIDFehF8uw58qQdo2Jl85jgPPP8cd10RERLRtMLTeBPV6Hd///vdx6tQp/M3f/A0uXLiA+fl5eJ6H0dFRHDp0CMeOHcNnPvOZNX8gSERERETUSz3b9Wk7kIk0VKMKaA3hJXsWgrcmTiNz72M9G1fMXds7l5UdWeq0NGEA2J13XZrQBxB3btrZwi1vuxFFEt6u/cg9cgzVU8chLBthpYSgfAkykY5/th0PQlgwRsGEPnS7Ad1uANKCmy/GgfUjT7EoYwOxeGZj9LJYBXoh/F5lsQrtPDOvv4mgUkG7FHdYryawXiSEgFcowAQh2qUSZCKBme+/gdHPPb6+hyYiIiLaIPwNeoP94R/+IX73d38Xvu8v+7MoinD+/HmcP38eL7/8Mh566CH8h//wH1AsFjfhpEREREREvd31uRRaSwnTrMFKZbsOwXWjBp0ehD91AYke7A71r57fMru2qfecfDHuWrVd6HYdVjLT8bV0uwFpx0UOdn73irfbyCKJ5N77IL00qm+dgHATS0Fo2Kovu620XVjZYVipLKz0IIPQDcbimY3T02KVaPXFKrTz6DDE3LunEdZqMJGCd0dnhXve2CiaFy4hrNUw9+5pjBx9DNLmR7xERES09fE3mg12/vz5pcB6bGwMjz76KO69914MDw/D932cPn0ar7zyCprNJt5++208++yz+NM//VMMDw9v8smJiIiIaCfq6a5Px4u72GBgVASZ6DwQBOIQPGzVYbRCNHsF6DK01kEb1bdO9P2ubVo/3theSC8Vd63WZmCisKPCChOF0O0GrOwwpJdaMezdjCIJb9d+jDzx3LWR0+lBjpzuMyye2Vi9LFYxfnNVxSq0MzUuXIRqNRFVa7Az6WU7rFdLOg7sTBpRtQY1NIjG+QsY+Fj3hXtEREREm42h9QYTQuCxxx7D3/t7fw9HjhyBXNh3tOjnf/7n8au/+qv4+3//7+P8+fP40Y9+hN/5nd/Bb//2b2/SiYmIiIhoJ+vlrk8hLMAYmMXxqT0IwYG4My6qlbu6FgA0zr4J1aj09a5tWl/CcpA8cBiqXYeqVxBWS3GgtYZOOGMMwmoJkBasVBbJA4dvOiZ4M4skpONh4NDjyNz7GPypC4hmryCqlWFUBGHZsLMF2Pnd8Mb2ccTxBmPxzMbrWbGKCmH8BmSucMtiFdq5WpcnYSIFHQRwh7ubXmNl0ojm6zBKoT15haE1ERERbQvy9jehXvrN3/xN/MEf/AE+/elPLwusF42Pj+PLX/7y0v/+8z//c7RarQ06IRERERHRNTfu+uyGMQqAuXbtXoTgAIzRMCrq6lpGhWhNnIZq1hZ2bY92vGsbWi3t2u72XLTx0gePwEoPwhkchQ5acZhrzO3viDiwjmpl6KAFZ3AUVnoI6YNHbnrbXhRJSDeJsFKCalTQ+OCNVT/GpetYNhLFu5C57zMYfPQLGPrML2Lw0S8gc99nkCjexcB6E/TD82KnWSxWsVJZQFoIq6VV/8wvMsZA16YhblOsQjtbMD0NHcTTa6TXXeGe5cXFKNoP4Je7L9wjIiIi6gcMrTfY4ODgqm53zz33YP/+/QCAVquFixcvruOpiIiIiIhubtmuzy6Y0AcgIKQEhOxRCI54nHGX4YA/dRHab0I3apCJ9Kq67IwxUH4T0fwswrmrCGevIJqfAYRAVJuBajfgT13o6ly08aTjIffJJyETGTi5UahmLd7tHoW3vJ+JQoSzk1DNGpzcKGQig9zDT960y5VFEnQzfF5snm6LVfT8DEzQhswWblmsQjubjqJr02asLgv3Fgr/jNbQEX/GiYiIaHtgaN3HMplre5QW92ATEREREW2kG3d9dkO3G3EYLK04tO5JCB6PGbezha6uFc5OwmgFHQW33bVtjEY0P4Ng6gLCmUlE8zNQjSpUswrVqEKHPnSrjuDqecyf/i50yN/ltxpv137kHjkGKz0IN1+EiUIE5UsI565CteahowBGxc8X1ZpHOHcVQfkSTBTCzRdhpQeRe+SplXdZd1AkcTPCdiATaehGDdpvskhii+PzYvN0W6xiWvOQ2RFIL7VisQqRtO24cA+AUV0W7i0U/gkpIW129RMREdH2wN9q+lQQBLhw4cLS/y4Wi5t3GCIiIiLasXq26zMKodsNWKkctN+EsOIQ3EreOiC+Fd1uQNouhLRg53d3fB0AULXppRD9Vru2td9EWCnFu0tVBKhrXVNLjAGgoYMWWhffx/S3/g/kHj7G/aZbTHLvfZBeGtW3TkC4CahmDbpRQ9haXrwhbRdWdhhWKhsH1rf5+76+SMIZ6G6vqUykEbbqMFohmr0CFLnXdKvi82JzLRarVE8dh7BshJUSgvIlyEQ6LiJwPAhhwRgFE/rQ7QZ0uxHvrx/aBeGmkHzgZ/haTytyR0Yg3fh3DO0HS//cCbXQ3CI9F16hu8I9IiIion7B0LpPHT9+HPPz8wCAe++9FwX+AkpEREREm2Bx16dq16HqFYTVUtx9vYaRtcYYhNUSIC3YuRFovwmjVW9C8OwwpJfqOiQwKoIxCyM7V9i1rVrzCCtTgFIL3dMGQtqQrgMICQgBGAOjFUzQhlEhVL2CaO4q5l57CblHjiG5976uzkkby9u1HyNPPIfGB2+gNXEaOj0Y//2GAYzR8Wh6Jy6ckF4KyQOHkT545LZdlqstklgNsfC1TBggqnGv6VbG58Xm67RYRbtpeIc+D2d07yacmraK5HgRwrYgXRdRvQ57oPPCPVVvQLouhGUhUeyucI+IiIioXzC07kOzs7P4nd/5naX//Wu/9mubeBqg0WhA39g9QrQDNRoNGGPWvFeOiGiz8HWLesWM3wv94bsQA8NQc1eh56YgB4ZX9dxa2vXZbsIa2gXtZWDvPYxg4q9gxCz8uauQg7vWHILrylVACBg3Bez+ccw3mt08RPihgtI6DtiDYFmQboIW1NzVuLM6CgApIWwvHnO+dCMAEDAi3tkN2wWEgD99GVZ2BDPf/7+RigC7sKers253ffnate9BeD92CNH0JajKFPT8LKAjQNqQA3lYg2OwR/bAWDbqLR9o3XokfLvZQBSFMMYg0gaii32kRpv4OlGIdrOBWq3W8bVoc/F50SdSw/Ae/d/gf/g29KUzEF4Gllbxa78xgBAQtgtIC8JNwtpzH0zx4wgsB2Gjsdmnpz6mh/PQtgOZSSOcnYXM5SCdtRfu6TBEOD8PJx9fTw/n+TNOHenL37mIiG6Br1v9o9Vqrct1GVr3mSAI8Ou//uuYmZkBAHz+85/H3/k7f2dTz6S1ZmhNhPgDcmPij6X5M0FEWwFft6hnLAfe/T+F1g9ehsyOQNemoVUImR2BsFb+sNWoELo2DRO049u6KXiHPg8rN4rwyt9CDhSgKleh52fWHoIHbViDuyCSWTgHHuz6OS7SQ4AVdzaayP9oaK0VVLUMLIYWlr3w5yucV1/r2BaZQUBrqNo0IG00T/8/SB/9paUuSFqub1+7hIRV2AersO+mf2yA5aPiV2CEFXfmA/HzZYXu/lVZ/JpCwAirv75ntCZ8XvQRy4H740fg3PVJqOkfQlVvUqySG4M18mMQlo2o2ezP1y3qL1Iic9+9qDYaCKtVBNPTcHetvXAvmJ4GLAvWwAAy990LI+Wq//tDdL2+/Z2LiGgFfN3qH+v1/Wdo3Ue01vhn/+yf4e233wYA7NmzB//23/7bTT4VIKWElHKzj0G06RbfSAoh+DNBRFsCX7eol9yxfcADP4P26W9DWDZ0rQw18yMILw3hpeKuYykBrWEiH8ZvwvgNiIVdn9KLd30ujk5NHf5pNE/930B2BKqDENzKjkAmUkgd/mlYXrLrx2fndyGwLAjbgfGbQOLayE7drAL6+g7rWwTWAKBVHDwJAeEkINwktAqh58sQrodw4h0kDn666zNvVzvhtcvKDiOyVyiSWCMTxV3dYmFU8Xb9nu0EfF70IenC2n0nsPvOW95sJ7xuUW8MPvJJNM/+T2jfh3/lKqKZGTjDqy/ci2ZmoFtteLt3wRnMYfCRT/I5Rx3jaxcRbTV83eof6/X9Z2jdJ4wx+Bf/4l/g1VdfBQAUi0X84R/+IXK53CafDEin08hkOt+zQ7SdaK0hpUQ2m93soxARrQpft6inPv4w/HwB1bdOQCXTS7s+dW362ojsBdJ2IXMFWKksrPQgcg8f++je6ex9SNpA9dRxaNdDWCnBzE5CJNKQiTSE40EIC8YomNCHbjdg2nEI7o6MQyYyyD3yFJJ77+3JQzPpe6H+x18i8AehajOwYeIA2xgE7UYcRMNAOol49PdK1zEaMArCdiEtG25qAEIImKFdCMqXIIImcOV/YuChvwNh8e3YSrb7a5c7ficqE38F43gQYRtOZrDja4VhG8Lx4LgesuN3IrFNv2c7AZ8XW9t2f92i3rG/8HP44Z98A9IY+FMlRErBGxu95ahwHYbwSyXoZgvJXWNwczns+cLPI10obODJaTviaxcRbTV83eoPDK23MWMMfuu3fgt/+qd/CgDYtWsXvvKVr+COO+7Y5JMREREREX2Ut2s/Rp54Do0P3kBr4jR0ehBGK5gwgDEaQkgIx4WQVtxdfeAw0gePQN5kHHZy732QXhrVt05AuImlEDxs1ZfdVi50C64YgndJWA6SBw5DtetQ9QrCaglOvggdtGC0AlQEIe3bBNYGJgwACAjLhpXKXqsEtx3IRDoO+dOD8KcuIFG8q2fnp63FG9sL6aUg01mo2gxMFHbUVWuiELrdiDtpvVRPfyZo4/F5QbQzZA7sR/HpY5h85TikbaNdKqF54RLsTBpWJg3L8yCkBaMVlO9D1RuI6g0I20JyvAg7k0HxmaeQ3r9vsx8KERERUU8xtN5kxhj8y3/5L/HSSy8BAMbGxvDHf/zH2LNnzyafjIiIiIjo5qTjYeDQ48jc+xj8qQuIZq8gqpVhVARh2bCzBdj53fDG9t22m7iXIXi30gePoHXxDJzBNoLZSUS1MiAsAAZGa0j3FqPLjQGiANAK0k1AWA6szNBHbiMTaYStOoxWiGavAAytd6yViiTWutc0rJYAacFKZZE8cJjd+1scnxdEO0fu/vtgpdO48uoJyEQCYa2GqFpDNH+Twj3XhTsyDCebhTs4iOLTxxhYExER0bbEdy6baDGw/pM/+RMAwOjoKP74j/8Ye/fu3eSTERERERHdnrDsuFu4y/C1lyF4t+fIffJJzJ38BpzcaBz8aB13WgMrdlkbo+MOa60gHQ/CsuAMjkLcMC5LLATtJgziQJx2tJsVSdjZwur3mtbK0EELbr4IKz2E9MEjG3BqWm98XhDtHJkD+3Hg+ecw8/03MPfuaaihQZhIQQcBjNYQUkJ6LoRlwUqmMPTAYQx/+ggsr/eFe0RERET9gKH1JrkxsC4UCvjjP/5j7Nu3b3MPRkRERES0SXoVgnfD27UfuUeOoXrqOIRlw5+6ABMFgDFxeC0ACAEYAxgNaAWjIwBiocPagj04Bumlll1bCAvAQsitoo19YNR3blYkYaIQTm70liOhTRQirJaggxac3Gi83/3hJ9dl+gBtPD4viHYWy/Mw+rnHMXL0MTTOX0B78gr8chk6iiBtG16hgERxN9L790Ha/BiXiIiItjf+trNJ/tW/+lfLAuv9+/dv8qmIiIiIiOj6XduqUUU0PwsT+TChjzi1vkZICWG7EJYNYTlwBkdvGlgDgDFxx7YQkuN6CcDyIomwUkJQvgSZSEMm0hCOByEsGKNgQh+63YBuNwBpwc0X42Dykae4s3ib4fOCaOeRto2Bj92FgY9xdQgRERHtXPykZBP863/9r/H1r38dwLXA+sCBA5t8KiIiIiIiWrS4a3vm//0jNP/2LSgVxbu1hQRgAAhASgACYmF3rJUZWjYS/Hpx6A0Ix4WdLWzI46D+d32RhHATUM0adKOGsHWTvaa2Cys7HD/f0oPIPXyMweQ2xedF7xgVwp+6iHB2Eqo2vbR6wsqOwMkX4Y3thbBW7mInIiIiIqKNwdB6g/3u7/4uXnzxRQCAEAK//Mu/jImJCUxMTNzyfh//+MdRLBY34ohERERERISFXduHfwpRbRrB1QlAiLiL2mhALHRYOx6kl1rVvlndbkDaLoS0YOd3b8AjoK1isUii8cEbaE2chk4PwmgFEwYwRsfd+U783JFeCskDh5E+eISjn7c5Pi+6o0P/2vfOb/J7R0RERETU5xhab7B33nln6Z+NMfiP//E/rup+v/3bv40vfOEL63UsIiIiIiK6CW9sL6xEGlZ2GKo2A3tg+JZ7ZVdiohC63YCVHYb0UuyCpGWk42Hg0OPI3PsY/KkLiGavIKqVl7pC7WwBdn43vLF9HC+/g/B50Rn/6vmFFQ+VpS51HQXLbidtFzKdhWrX0bp4hl3qRERERESbiO9oiIiIiIiIViAsB8kDh6Hadah6BUFlCnZ6MN5xHYXXdV07EE4C0ksujBC/xhiDsFoCFsaIJw8cZrhEKxKWjUTxLqDIvaZ0DZ8Xq9e6eAbVU8eh23WElRKgFWQiDWcgv9Rdvdh1rdt1qNoMVL0CZ7CNuddeQu6RY0juvW+zHwYRERER0Y7DT0o22Fe/+tXNPgIREREREa1B+uARNM//NaTjIqxOQzerEJYbB9aL+62FBMTy/dbGGES1MnTQgpsvwkoPIX3wyGY/JCKibcm/eh7VU69CNaoIqyVINwknN75sQoaQFmC7sJIZmChEWC0hmJ2EkxtF9dRxyESGHddERERERBtM3v4mREREREREO1c4MwnjN6HazTiIDn3odh06aEEHPnTQjvelBi3osI2oPougfAmqWUM4OwnVrMHJjUImMsg9/CR3phIRrQMdtFF96wR0u4GwWoKVysHJF2+70kHYDpx8EVYqi7Bagm7XUf3BcejQ36CTExERERERwE5rIiIiIiKiFV0bM9sAYGC0grAcGK3iG0gLwpJxw7XWMGEAEwYQUsJvViHdFNyR8TiwfuQpdu7RtmBUCH/qYlyUUZte2q9sZUfg5IvwxvZCWGvf/U7UjcbZN6EaFYSVuMPazo5ACLGq+wohYGcLcdd1pQThJtD44A0MHHp8fQ9NRERERERLGFoTERERERHdxLIxs14KzuAYovlZGBXCqAhQEUwYXruTMYDRMEZB2G48MjyRwdBP/u8MrGnL06GPxgdvoDVxOp4usLAX2BgNIeTSvmDppZA8cBjpg0c4WYA2hFEhWhOnoZo1QKt4JPgqA+tFQgg4udGlSRmtidPI3PsYhMWPzoiIiIiINgJ/8yYiIiIiIrrBzcbMLnbtyWQGqj4H1ajBWAoCBtDX9lsbIYAohNEKdiINy0vCye/e7IdE1BX/6nlU3zoB1ahANWvQjRp0FCy7nbRdyHQWql1H6+IZ5B4+xoINWnf+1EVovwndqEEm0rcdCb4SYTuQiXT8/E4Pwp+6gETxrh6floiIiIiIboahNRERERER0Q1uNWZWCAl7YBhWJg8dtGCCNkwUxF3WQsQd1o4HXa9Ahz5Ua55jZmlLuzYmv46wUgK0gkyk4Qzkl7qrF7uudbsOVZuBqlfgDLYx99pLyD1yDMm99232w6BtLJydhNEKOgrgDOS7upZMpBG26jBaIZq9AjC0JiIiIiLaEAytiYiIiIiIrrPaMbNCCFheCvBSN7+O7XLMLG15y8bku8n4Z+KGTlYhLcB2YSUz8V7gagnB7CSc3Ciqp45DJjLsuKZ1o2rTMGHc+S8ct6triYWR9iYMENXKXZ+NiIiIiIhWR272AYiIiIiIiPrJuoyZ9Zvwpy709qBE6+xmY/KdfPG2PxPCduDki7BSWYTVEnS7juoPjkOH/gadnHYaoyIYowEsFFB0QYj4/sZoGBV1fTYiIiIiIlodhtZERERERETXuX7MrExkurqWTKSho+DamFmiLeRWY/JvRwgBO1uAdJMIKyWoRgWND95Y5xPTTiUsG0LEH3EZrbq6ljHx/YWQnI5BRERERLSBGFoTERERERFdh2NmiW42Jn901YH1IiEEnNwooNXSmHx2rtJ6sLIjS6/Xi6/fnTILEwGE48LOFro+GxERERERrQ5LRomIiIiIiK7DMbMbw6gQ/tRFhLOTcaGAiiAsG4GThsyOwhndu9lH3NHWZUx+ehD+1AUkinf1+LS00zn5IoS0IG0Xul2Hlex8SoZuNyBtF0JasPO7e3hKIiIiIiK6FYbWRERERERE17lxzGw3wTXHzC6nQx+ND95Aa+I0tN+E0QomDGCMhhASSkhAWvDdJOSPfxLpg0cgFzrWFxkVwS//EOH0Dz8SeFvZETj5IryxvRBWZyErxa4fk+8M5Lu6lkykEbbq18bkM7SmHvPG9kJ6Kch0Fqo2AxOFHRVamCiEbjdgZYchvRS8sX29PywREREREd0UPzUhIiIiIiK6zrIxs3bnI8I5Zvaj/KvnUX3rBFSjAtWsxd230UdH+RpjIGwHOjmA+t/8/9C6eAa5h4/BG9sHraKlAgB3ZBz+j86i+eG7S4G3cOLuSOmlkDxw+KaBN60Ox+TTViIsB8kDh6Hadah6BWG1FHdfr2GkvTEGYbUESAtWKovkgcMsNiIiIiIi2kD87ZuIiIiIiOg6HDO7PloXz6B66jh0u46wUgK0gkyk4Qzkl8JmoxXCdhPGb0LXZxG05uEMtjH32ksYOvqL8HYdWLqetF3kHvpZqNY8am9/6yP/XqazUO36RwJvWhuOyaetJn3wCFoXz8AZbCOYnURUK8POFlYVXBtjENXK0EELbr4IKz2E9MEjG3BqIiIiIiJaJDf7AERERERERP3k+jGzut2AicKOrrM4Zlamszt+zKx/9Tyqp16FalQQzE5C2A7cwh44Q7tgJTNLwb60XchEBlZuFNbwHRC2g2B2Esk7D38ksL5e/jO/iPxn/z9wR+PrCceFqs0gKF1CNHcVc6+9hNbFMxv8iLe+G8fkd4Nj8mkjSMdD7pNPQiYycHKjUM1aPOb+Nq/hJgoRzk5CNWtwcqOQiQxyDz/JKQ1ERERERBuM7xaJiIiIiKgnjArhT12MP/zfwnuGOWa2t3TQRvWtE9DtBsJqCVYqBzs7ctvvp7Ac2PkiUnc9gNxPPHHL22YPfx5CSDTOvgkrmYlDqGoJwewknNwoqqeOQyYyO7pwYK04Jp+2Im/XfuQeOYbqqeMQlo2wUkJQvgSZSEMm0hCOByEsGKNgQh+63YBuNwBpwc0X48D6kaf4WkFEREREtAl25qcmRERERETUMzr00fjgDbQmTkP7TRitYMJgS+8Z5pjZ3mmcfROqUUFYKUG6yVUF1osy9x3FwH2fWdVtBz7xuaWvJ2wHTr6IqFZGWC1BWDaqPziOkSee6/vnXr/YimPyt0vhDHUnufc+SC+N6lsnINwEVLMG3aghbNWX3VbaLqzsMKxUFlZ6kOsEiIiIiIg2EUNrIiKiLSCMNM5PVjFZrqNcaSFSBrYlUBhMoljIYH8xB8fm1g8i2nj+1fOovnUCqlFZCgZ0FCy73VbbM7w4Znbu5Dfg5EYRVkswUQgnNwphrxx6LXb46qDFMbOIQ8TWxGmoZg3QCk5ufNWBdfbQ46sOrBd9JLgWAna2EP+dVEoQbgKND97AwKHH1/owdqTrx+Sr2gxMFN7yub+SxTH5VnZ43cbkb8fCGeqOt2s/Rp547trzIj3I5wURERERUZ9jaE1ERNTH2kGE19+bxDtny2j6IZQy8EMFrQ2kFPAcC5YlkPIcPHhPAY8eKiLh8j/vdGssgqBeaV08g+qp49DtOsJKCdAKMpGGM5BfCgMWQwLdrkPVZqDqFTiDbcy99hJyjxxDcu99m/0wVsQxs93zpy5C+03oRi3+nq0y9Mweehy5+4/e9M+UUvjqV7+KL33pSzf98xuDayc3iqB8CapZQ2viNDL3PnbbUe1/9Ed/hGeffRaWZa3qvNvRVhmTv10LZ6h70vEwcOhxZO59DP7UBUSzVxDVyksd+Ha2ADu/G97Yvh27voGIiIiIqJ/wt3IiIqI+NXG5ile+dw6VeR/VRoBq3UcQqmW3cx0LuYyH+rsB3vtwGs8cvRP7i7lNODH1OxZBUC/5V8+jeupVqEYVYTUe++zkxpeFkkJagO1u2T3DHDPbnXB2EkYr6CiAM5Bf1X1uF1j/yq/8Cr72ta/h1KlT+L3f+72b3u7GUeEykY7DzPQgokYFTnZkxa///PPP4/d///fxne98B1/5yld2dHDd72Pyt3vhDPWGsGwkincBxbs2+yhERERERHQL/BSSiIioD73/4TRePnkO9VaIqZkGIm2QSToYziXiYFEKKB0HjvVmiOlKC5VaG+0gja996yyeOXon7r9r5Q/kaedhEQT1kg7aqL51ArrdQFgtwUrlVrWneKvuGeaY2c6p2jRMGHe9Cse97e0z9x1F5t7Hbn6t6wJrAHjhhRcAYFXBtUykEbbqSP34w6sKrAEsfZ2dHFz385j8nVI4Q0REREREtFMwtCYiIuozE5er+OZr51Cp+yjNNpFM2Lgjn1o2rtmy4oBxIOUijDSmZpu4XKpjLJ/CyyfPIZNyGDYSAOBvLszhO29fZREE9Uzj7JtQjQrCShwUrSawXrRV9wxzzGxnjIpgjAawEB7ewloC60WrDa7nz5xE9qEnkD38+RW//vWB9SIG1/05Jn+nFc4QERERERHtBPw0hYiIqI+0/QivfO8cGu0QpdkmchkXhaHkbT+EdWyJ8UIa5bkWpmabsG2Jl0+ew/NfOMTxzjvcxat1/PkbP0S9rVkEQT1hVIjWxGmoZg3QKu5sXMOOWwAd7xnuBxwzuzbCsiFE/HpjtFoxuO4ksF60muDaGfkxJMY/tuI5bxZYL2Jw3X9j8ndi4QwREREREdF2J29/EyIiItoor78/icq8j6mZBpIJe1WB9SIhBApDSSQTNqZmGqjM+3j9vcl1PjH1s3ag8O0f/AiNdrRUBDFeSC8LrG+0WASRy7iYmm2i3grx8slzaAfRBp2c+pk/dRHab0I3anGX5S1GBN/KR/YM+034Uxd6e1DqC1Z2ZGks+OKY8Bt1E1gveuGFF/Brv/ZrK/55p4H1oq997Wv4lV/5FSi1fK3CTrE4Jj/z8cfg5otwR/fA27Uf7vA4nPxuuMPj8f8e3QM3X0Tm449h5Inneh5YLy+cGe24cAZaLRXOGMX/xhEREREREW2m/m9lICIi2iHCSOOds2VUGwEibXBHPtXRh7Bj+SQuXJlHtRHgnbNlHH3gDtgW69R2orc+KKNWD1CutDsugggijamZBhKuhdffm8TnHtqzzqemfhfOTsJoBR0FcAbyXV1rcc+w0QrR7BV2L29DTr4Y7/q2Xeh2HVYy85E/T9/zqa4D60W367i+mdUE1ovYcd0fY/LXpXAmPQh/6kI8RYGIiIiIiIg2BUNrIiKiPnF+soqmH6Ja95FJOrfthl2JY1vIJB1U6z6GBjxMXK7i7j1DPT4t9bsw0njv3CxqzRBKaYyxCIJ6RNWmlzpmFztoOyUWdsiaMEBUK3d9Nuo/3theSC8Fmc5C1WZgonApZJTJAWTuO3rT+601sF60luB6LYH1IgbXsc0ck8/CGSIiIiIiou2JoTUREVGfmCzXoZRBECoM5xJdXSuTdDDfDKCUweR0g6H1DnR+soqWH2G+GSLNIghaA6NC+FMXEc5OxgH1QgellR2Bky9Chz6M0QCw4n7i1RIivr8xmqN5tylhOUgeOAzVrkPVKwirpbj7WghY6cEVu3G/+tWvrjmwXrSa4LqTwHrR1772NXz+85/Hl770pY7uT91h4QwREREREdH2xNCaiIioT5QrLfhhvCvTc7oLgjw3vr8fKpTnml2fjbaepSKISGMo63V1LRZB7Aw69NH44A20Jk5D+00YrWDCAMZoCCEhHBdCWojmZxb+vYHRqqvg2pj4NU8IuW6jhGnzpQ8eQeviGTiDbQSzk4hqZdjZAlR9FjoKIO3lweOXvvQlvPnmmx0Hy7cKrrsJrBfvz8B68xgVsXCGiIiIiIhoG+InQ0RERH0iUgZaGwCAJdc2xvlGcuH+WhtEynR9Ntp6ypUWAhZB0Cr5V8+j+tYJqEYFqlmLd7xGwbLbSdsFpID2WzBBG6pZg8yOdPx1TegDiLsl7Wyh4+tQf5OOh9wnn8TcyW/AyY0irJZgohDIjaL+1/8d2Z/4mZvebzF47ia4rtfr+PKXv4zh4WHMzMzgN37jN/Diiy92/Fief/75Ne3Mpt4Tlg0h4ukhLJwhIiIiIiLaPviujIiIqE/YllgKm5U26GZV5mL4LaWAbXUXgNPWFCkDbRaeB10+BVgEsb21Lp5B9dRx6HYdYaUEaAWZSMMZyC91Vy92Xet2HapZhQ7isDmam4K0PVipgY6+tm43IO34a9j53b18WNRnvF37kXvkGKqnjkNYNsJKCUH5Uty5bzRyD/3sTe/XbXD94osv4pVXXsHu3btx5coV1Gq1jh8DA+v+YGVHlsaCmzAAbtKpv1osnCEiIiIiIuofDK2JiIj6RGEwudQR64cKbhfdsX5wrcO2MJTqyfloa7EtASkWwuYuc2YWQWye2+2X9sb2QlhOx9f3r55H9dSrUI0qwmoJ0k3CyY1D2B+9ppAWYLuwkhlYmTz8yb+FUQGM0gjnrkJYFqS3ttcaE4XQ7Qas7DCkl4I3tq/jx0FbQ3LvfZBeGtW3TkC4iaWu/rnv/Teo1jzyn/nFm96v2+C6Vqt1FVYDDKz7iZMvQkgL0nah23VYyUzH12LhDBERERERUf9gaE1ERNQnioUMLEvAdSzUmyEGUp13DtVbIVzHgmUJFEfSPTwlbRWFweRS4YMfKiQTnV+LRRAftd5BMrD6/dLSSyF54DDSB49AOmvbXa6DNqpvnYBuNxBWS7BSOdjZEQhx68IE6biwh8YQzU3BhD500EJYmYJb2Ash5aq+tjEGYbUESAtWKovkgcMczbtDeLv2Y+SJ5649v9ODMFqhff59VJNZ5B564qb36za47gYD6/7ije2F9FKQ6SxUbQYmCpcV2qwGC2eIiIiIiIj6Cz8ZIiIi6hP7izmkPAe5jIfpSgthpOHYqwuArhdGCvVWiJHBJFKegwPjuXU4LfW7pSIIW6LRijDY2fRmACyCWLQRQTKwtv3SMp2FatfRungGuYePrSl0aZx9E6pRQViJO6xXE1gvsgfyUM15GK0AHUG3m4jqs3BWsd/aGIOoVoYOWnDzRVjpIaQPHln1uWnrk46HgUOPI3PvY/CnLiCavRI/J1o1tC68j+S++296v80IrhlY9x9hOUgeOAzVrkPVKwirpbj7epWvX0D/F85sRHHUdjgTERERERFtL/3zroyIiGiHc2yJB+8poP5ugEqtjanZJsYL6TV/CDs124ItBXJpFw/eU4BtrT34pq1vfzGHpGdjIOVgtuazCKJLGxUkr3m/dG0Gql6BM9jG3GsvIffIMST33nfbr2NUiNbEaahmDdAqHgm+htcaISTcoTH4OoRpN2FUgKgyBSuZhXRWnhJhohBhtQQdtODkRiETGeQefrKjcJ+2PmHZSBTvAop3feTft9ttJBI3Hw+xkcE1A+v+lT54BK2LZ+AMthHMTiKqlWFnC6t6HevnwpmNKo7a6mciIiIiIqLtiaE1ERFRH3n0UBHvfTiNdpDG5VId5bkWCkPJVX8IW55rodWOMD6awdBAAo8eKm7AqakfObbEoTvzaDQDVBshiyC6sFFBcif7pRdD4GB2Ek5uFNVTxyETmdsG5f7URWi/Cd2oQSbSHY3WlV4K7tBuBKVLMDqCUQrB1HlY6Vx8TceDEBaMUfEY8XYDut0ApAU3X4wD60ee4kheWiYIAhhjkEwmb/rnGxFcM7Dub9LxkPvkk5g7+Q04uVGE1RJMFMLJjd7y9ayfC2c2qjhqq5+JiIiIiIi2L4bWREREfSTh2nj6M3fi698+i9F8CqXZJoJIYyyfhGNbK94vjBSmZuPAeiyfQibp4OmjB5Bw+Z/6nezhjxfwP87PohBqTM22WQTRgY0KkjvdLy1sB06+iKhWRlgtQVg2qj84jpEnnrtlCBPOTsJoBR0FcAbya/qeXM9KDsAZGkMwMwnpJiC8JEwYIGzVl91W2i6s7DCsVBZWepChBt2S7/sQQmxKxzUD663B27UfuUeOoXrqOIRlI6yUEJQvQSbSW65wZqOKo7b6mYiIiIiIaHvjJ9lERER95sB4Ds8cvRMvnzwHx5aYmmngwpV5ZJIOMkkHnmtBSgGtDfwgHt1cb4WwpcD4aAaZpINnfvJO7C/uzDHOdI3nWPiZh+/An528iNG87MsiiDDSOD9ZxWS5jnKlhUgZ2JZAYTCJYiGD/cVcR2PNe2Ejg+Ru9ksLIWBnC3FYXilBuAk0PngDA4ceX/E+qjYNE8bdcuIW47xXQ6aykPU5WIkMhO3Czg5zfCytyY27ctvNBoywEGSHYf34T6y4K/2FF15Ao9HAiy++2LOzfPGLX2RgvYUk994H6aVRfesEhJtY6gbeSoUzGzllYyufiYiIiIiItj+G1kREO0w/B0R0zf13jSCddPDK984h4VqoNgJU6z7mm8tHMrqOhZHBJHJpF4MDHp45ysCartm7K4Of/dQd+M7bV/uqCKIdRHj9vUm8c7aMph9CKQM/VNDaQEoBz7FgWQIpz8GD9xTw6KHihk8O2Kggudv90otfz8mNIihfgmrW0Jo4jcy9j0FYN/+eGRXBGB3fV65cwLC6r20BEJCpLJL77kfqYw8hmr2CqFaGURGEZcPOFmDnd8Mb27fimWjnWWlXbhSFgBCIbBczE3+FzL2fQea+z9z0Gl/+8pfxyiuvoFardX2ebDaLL3/5y11fhzaWt2s/Rp547tpzKT24ZQpnNnrKxlY9ExERERER7Qz8xIiIaIfYCgERfdSB8Rye/8Khpb+3oQGPf2/UkY/vG8Lo8GDfFEFMXK7ile+dQ2XeXzpLEKqbniWX8VB/N8B7H05vaEHGRgbJvdgvDcSBgUyk452j6UH4UxeQKN5189taNoSIC5SMVl0F18bEf3dCSEjHjb/mCl+XaNGtduUaY5ZuZxwPlcarsPO7kCh+bNl1hoeHsXv37p6E1rt378bw8HDX16GNJx0PA4ceR+bex+BPXdgyhTMbPWVjq56JiIiIiIh2hv55t0ZEROtmKwREdHMJ18bnHtqDow/cgYnLVUxON1Cea17rkB9KoTiSxoHxHGyLHfK0sn4pgnj/w2m8fPIc6q0QUzMNRNogk3QwnEvEX18KKB2fq94MMV1poVJrox2k8bVvncUzR+/E/XfdfFRwL21kkNyr/dIAIBNphK06jFaIZq+sGB5b2ZGlseAmDAC78xHhJvQBxGPG7Wyh4+vQ1nbjiO/FsNDKjsDJF+GN7YWw4p+j2+3KjbQBtIaJfIiwjfTHPnnTwBoAZmZmcOXKlZ48hitXrmBmZobB9RYmLHvLFM5sxpSNrXgmIiIiIiLaOfiugYhom9sqARHdmm1J3L1nCHfvGdrso9AWttlFEBOXq/jma+dQqfsozTaRTNi4I59atpLAsuIimoGUizDSmJpt4nKpjrF8Ci+fPIdMyln3gpqNDJJ7uV9aLIxgNWGAqFZe8XZOvhiPyrVd6HYdVjLT8dfU7QakHY/etfO7O74ObU0rjfheaSyznd992125IooAaUHYDgYfegIDn/jcil//N37jN3rSZQ0AtVoNv/Ebv4GvfvWrPbke0a1sxpSNrXgmIiIiIiLaORhaExFtY1spICKijbMZRRBtP8Ir3zuHRjtEabaJXMZFYSh52w4ux5YYL6RRnmtharYJ25Z4+eQ5PP+FQ+s6Cn8jg+Te75cGjNEwKlrxdt7YXkgvBZnOQtVmYKKwo3DCRCF0uwErOwzppeCN7ev06LQF3WrE9/Wk7UKms4iaNUSVKUg3iag+e9tduQMff/SWgfXzzz+PF198sWePBwBefPFFZDIZ/N7v/V5Pr0t0o82YsrEVz0RERNQpHYZoXLiI1uVJBNPT0FEEadtwR0aQHC8ivW8vpNNZgRYREa0PhtZERNvUVguIiGhjhJHG+ckqJst1lCuta13Wg0kUCxnsL+aWFbb0wuvvT6Iy72NqpoFkwl7V69EiIQQKQ0kEkcbUTAMJ18Lr703icw/t6fk5F21kkLxe+6VvNYpVWA6SBw5DtetQ9QrCainuvl7DGFhjDMJqCZAWrFQWyQOHOf51B7ndiG8hraWua92uQ9VmEM1NATCI5mcgE5nbBtaDD3x+xa///PPP4/d///fX5bG98MILAMDgmtbVZkzZ2IpnIiIiWivl+5j5/huYe/c0VKsJEynoIIDRGkJKSNeFsC1YyRSGHjiM4U8fgeV5m31sIiICQ2siom1rqwVERLS+2kG0tM+66Ycbus86jDTeOVtGtREg0gZ35FMd7cgcyydx4co8qo0A75wt4+gDd6zbLveNDJI3a790+uARtC6egTPYRjA7iahWhp0trOrvxhiDqFaGDlpw80VY6SGkDx7p+Ny0tfhXz992xDewUPBhu7CSGegwgD/5tzAqACAApWCCFoSXWnb9zQysFzG4pvW2GVM2tuKZiIiI1qI+cR5XXj2BoFJBWKshqtagg5tMAnJd2Lksonod1ffPoPj0MaT379v4AxMR0UcwtCYi2oa2YkBEROvnwtV5/MU7H6Iy76PaCFCt+whCtex2rmMhl/FQfzfAex9O45mjd/ZkNcD5ySqafohq3Ucm6XTcye3YFjJJB9W6j6EBDxOXq+s24nwjg+TN2i8tHQ+5Tz6JuZPfgJMbRVgtwUQhnNzoLUeFmyhEWC1BBy04uVHIRAa5h5+EdNidsBPooI3qWyeg2w2E1dJtR3wvMjqKf45UCBgDGI2wUoJb2AMhr70mpO/51G1Hgq93YL2IwTWtp82YsrEVz0RERLRa1ffPYPKV44jqdbRLJZhIwc6k4Q7nIT0XwrJglIL2A0T1OoLpGYSVCnS7jUtffwnFp48hd/99m/0wiIh2NL5zICLahrZiQERE6+ODCxV86weX4YcGUzMNRNogk3QwnEvE3dVSQOm467reDDFdaaFSa6MdpPG1b53FM0fvxP13jXR1hslyHUoZBKHCcC7R1bUySQfzzQBKGUxON9btNWkjg+Tr90tHtWmIZg1QEUwUxOGeEBC2C+EmIN2Vp2Z0sl/a27UfuUeOoXrqOIRlI6yUEJQvQSbSkIk0hONBCAvGKJjQh243oNsNQFpw88U4sH7kKe6y3kEaZ9+EalQQVuIO69UE1gBggjaEiJ/SkBZ06ENKCVWfg50dBtBfgfUiBte0XjZrysZWOxMREdFq1CfO4/LLryKsVuFPlWClkvDuGF+2s1pYVtxlPZCBDkP4UyW0Lk/CGxvF5CvHYWcy7LgmItpEDK2JiLahrRgQEVHvXbg6jz9/80eoNUPMVH0kEzbuyKeWFbJYVtxlPZByEUYaU7NNXC7VMZZP4eWT55BJOV11XJcrLfgLnd2e0924Uc+N7++HCuW5ZlfXuuXXuS5IVrUZmCi8ZffxSlYTJAvLQWLvvfDLl2D8FoLSpXgnsDEADAABSAlAQEgLVjoLKzO01A0HdLdfOrn3PkgvjepbJyDcBFSzBt2oIWzVl91W2i6s7DCsVBZWehC5h48xsN5BjArRmjgN1awBWsUjwVc5ycVEAaB1XIThuDChD6MiqGYN1kAemYNH+i6wXsTgmtbDZk3Z2GpnIiIiuh3VbuPKqyegGg34UyU4gzm4hdsXVkrHQWK8CL9chj9VgrRtTL5yHAeef447romINglDayKibWgrBkRE1FttP8K3T/0ITT9CudLC0EBiVbvtHVtivJBGea6FqdkmbFvi5ZPn8PwXDnW84zpSBlobAIAl17aq4EZy4f5aG0TKdHWtWxGWg+SBw1DtOlS9grBaij/MX8OqhdUGyf7V82hd+hvo1jwgJBD5MCqEgQCu+3pCShjLhpmPoJrzcAbHIL1kT/ZLe7v2Y+SJ59D44A20Jk5DpwdhtIIJAxij4/GuThw+SC+F5IHDSB88wpHgO4w/dRHab0I3anEn/loKOZaKMBZ25Uo7nihgKaTu+ol1Dayz2Sx2796NK1euoFardXQNBtfUaxtZHLWVz0RERHQ7M6+/iaBSQbsUd1ivJrBeJISAVyjABCHapRJkIoGZ77+B0c89vr6HJiKim+JiUiKibWgrBkRE1Fuvvz+Jaj1AudJG0rNXFVgvEkKgMJREMmFjaqaByryP19+b7PgstiWWXkuU7u51ZPG1TUoB2+ru9e120gePwEoPwhkchQ5aiGplGLO6818fJDuDoysGya2LZzB38htQ1TKMUvHeX2nHYbVlQXgJSC8J6XqAkDBRAO23YEIfwexlRPU5hLOTUM1a1/ulpeNh4NDjKDz1DzH4mV/EwP2PI3XXA0gd+ARSdz2Agfsfx+BnfhGFp/4hBg49zsB6BwpnJ2G0go4CyMQaOzCFALDwM2sMIC0YrTHwic8i99ATK96t28D6i1/8IiYmJnD27FlMTEzgi1/8YsfXeuGFF/Brv/ZrHd+f6HqLxVFWKgtIC2G1tOr/xizqZsrGVjkTERHRregwxNy7pxHWajCRgjc2uqZCY2AhuB4bhYkUwloNc++eho6idToxERHdCt85EBFtQzcGRFYXzdYbGRARUW+EkcY7Z8uoNUMopVEcSXX0xn0sn8SFK/OoNgK8c7aMow/cAdtae81jYTC5NPXBDxXcLiZA+MG1KRKFoVTH11kN6XjIffJJzJ38BpzcaPzhfRTCyY3esvPMRCHCaikOrG8RJPtXz6N66lWoRhVhtQTpJWEPDEPVZ2CUgg59mKAdh9jSAiwHwrLj4DpoQQiJoN2ATKR7ul9aWDYSxbuA4l1dXYe2H1WbjvfcAkt7b1dL2O7CmHsARgNCwkoPYugzv7jifboNrJ9//vmPdEYPDw/jq1/9KtLpdMfXZcc19VL64BG0Lp6BM9hGMDuJqFaGnS2sbk98D6ZsbJUzERERraRx4SJUq4moWoOdSS/bYb1a0nFgZ9KIqjWooUE0zl/AwMf4foiIaKOx05qIaBu6MSDqxkYGRETUG+cnq2j6IeYbAdJJe9kO69VybAuZpINq3UfTDzFxudrRdYqFDCxLwHUs1JthR9dYVG+FcB0LliVQHEl3da3V8HbtR+6RY7DSg3DzRZgoRFC+hHDuKlRrHjoK4oA5CqBa8wjnriIoX4KJwoUP7AdvGiTroI3qWyeg2w2E1RKsVA5Ovgh7YCgeQ+54kF4yDvqMjvf/Bq04xNYaMAZGRxDSjveF5goY+sn/Hcm9967794R2LqMiGKMBLIz4XgPhJhDvZZcwSgFCwBnatWLH/h/90R/1NLC+3gsvvIB/8A/+QcfXfuGFF/BHf/RHHd+faNFicZRMZODkRqGatXiiQXTr/1aaKOzZlI2tcCYiIqKVtC5PwkQKOghgZ9Y4CegGViYNHcTv79qTV3p0QiIiWgt2WhMRbUM3BkQDqbV1Q11vowMiIureZLkOpQyCSGNwoPOffwDIJB3MNwMoZTA53cDde4bWfI39xRxSnoNcxsN0pYUw0h0F6WGkUG+FGBlMIuU5ODCeW/M1OpHcex+kl0b1rRMQbgKqWYNu1BC26stuK20XVnYYViobB9YPH7tp53Pj7JtQjQrCSgnSTcLOXtu7Jr0U3MIeqPocVLMGYykIY+LuVBgAYmFUuA8YDZnMIPFjH+fOUFp3wrIhRPyza7RaU3At3SSEtOK97FEAYRZGD0dBXJxxg2effRbf+c538LWvfW3N57xVYL1osWO6k2D8l37pl/Dss8+u+X5EN7NYHFU9dRzCshFWSgjKlyAT6Xh3vONBCAvGKJjQh243oNsNQFo9nbLR72ciIiK6mWB6GjqIJwFJr7v3vpYXF1ppP4BfLnd9NiIiWjuG1kRE29BWD4iIqDvlSmtpyoLXxShuAPDca1MbynPNjq7h2BIP3lNA/d0AlVobU7NNjBfSaxpZbozB1GwLthTIpV08eE+ho1HlnfJ27cfIE8+h8cEbaE2chk4PwmgFEwYwRkMICeG4ENKC9FJIHjiM9MEjN+0wMypEa+I0VLMGaAUnN77seyGkhJ0dhjWQh/abcad1FCyNVRZ2/LXCahnCctC+9D8w8InPcm/oAqNC+FMX466/2jSMiiAsG1Z2BE6+CG9sL4TV2ejAnczKjiyNBTdhANwkbF6JEAJWOgszH8FEIUwYQAU+5t74JvI3GRFuWRa+8pWvAMCaguvVBNaLOgmuf+mXfglf+cpXYHWze4XoButRHLUdz0RERHQjHUUwemESUJe/ny0WZBqtudOaiGiT8FMtIqJtaDsERETUuUiZa/vo17jL+kZSxvfX2iBSpuPrPHqoiPc+nEY7SONyqY7yXAuFoSQAgWY7RNuPEEQa2hhIIeDaEgnPRirhADAoz7XQakcYH81gaCCBRw8Vu3pcnZCOh4FDjyNz72Pwpy4gmr2CqFZeCkTtbAF2fje8sX23DI/9qYvQfhO6UYs71m6xH1sIASuRBhI3n3ShgxZ0owadHoQ/dSHeRb2D6dC/VljgNzsuLKCbc/LF+Ptnu9DtOqzk2kYwWpkhqOY8pKOh/SYgBGpv/znsbAHZT3x2+e3XGFyvJbBetJbgmoE1radeFkdt5zMRERFdT9o2hFyYBKRUV8G10XHht5AS0mZsQkS0GfjqS0S0Ta0UEK0muDamPwIiIuqMbYlrYbPpPGgGcC38lgK21XkAnnBtPP2ZO/H1b5/FaD6FqdkGKnUfAgIGBsYsnHVh+rUUAkJg6c8BYFc+jUzSwdNHDyDhbt6vscKy43C4w4A4nJ2E0fEebGcg39VZZCKNsFWH0QrR7JWOz7Qd+FfPo/rWCahGBapZg2pUYYJ2/OGTMVh8cgnbgZXKQbXm0bp4hh2Ba+CN7YX0UpDpLFRtBiYKb1l0cSMhJJzBUfgzPwKEAGBgogD191+DtB1k7n1s2X1WG1x3ElgvWk1wzcCaNkKviqO2+5mIiIgWuSMjkG48/Uf7wdI/d0L5PoB4zLhXKPTkfEREtDZ8R0FEtE3dGBCVZpsIIo2xfBKOvfIHrmGkMDUbB9Zj+VRfBES0c4WRxvnJKibLdZQrLUTKwLYECoNJFAsZ7C/mOhp9v90VBpNLY8H9UMHtYkS4H1wbM14YSnV1rgPjOTxz9E58/f85CwGg0Y6WQnHgZuH6wo5nKZBO2HAciWd+8k7sL27tVQWqNh2PVgaWRi13Six0s5kwQFTbuXvXWhfPoHrqOHS7jrAyBR2046BaSEBaC6G1BgxgogBh5Sqiagl2dgSzzRoGP/U0knvv2+yH0feE5SB54DBUuw5VryCsluLu6zVMdBBuEtJyoKSEtF0YCITTP8Tc9/4UOgqQ/cTnlt3ndsF1N4H1olsF1wysaaN1Wxy1HvrxTERERMnxIoRtQbouonod9sDaJgFdT9UbkK4LYVlIFHf38JRERLRaTCCIiLaxxYDo5ZPn4NgSUzMNXLgyj0zSQSbpwHMtSCmgtYEfxPur660QthQYH80gk3S2RUBEW087iPD6e5N452wZTT+EUgZ+qKC1gZQCnmPBsgRSnoMH7yng0UNFFlZcp1jIwLLiEdvNdoSBVOfBaL0Vwl34fhdHbj6ies0MAAjAGJiFTvDFyHop+hLX/fP1f9Jd43hfMCqCMQt712SXe9fEwt41o2HUzty75l89j+qpV6EaVYSzV+LOassCtAZUuLTj7iOEgDEaYaUE1apj7uSfQv50hh3Xq5A+eASti2fgDLYRzE4iqpVhZwurnuQS1cowWsEdvgM6aMEeHINu16EbNcz+xYvQrQYGP/XUsvuuFFz3IrBedLPgmoE1ERERUf9K79sLK5mCncsimJ6BDkNIZ/WTgBbpMERUb8AdGYaVTCG9f1/vD0tERLfFT3eJiLa5++8aQTrp4JXvnUPCtVBtBKjWfcw3g2W3dR0LI4NJ5NIuBgc8PHOUgTVtvInLVbzyvXOozPtLz9cgVMtu5zoWchkP9XcDvPfhNJ+v19lfzCHlORhIu5itthFGGp2s5AqjuJhlZDCJlOfgwHh339+Jy1V887VzaAcKfhDFY8ClBBbGgy/G1wILo8GFgGNLOLaEMQZhqPHyyXPIpJwt/XctLBtCLOxd06qr4NqYhb1rQu7Isaw6aKP61gnodmNp7DqEBRP4AAyEtCFdJ+64FnGhBIyGUQpGhYAx0H4DQekiZv/iqxj7hf8vd7HehnQ85D75JOZOfgNObhRhtQQThXByo7ccFW6iEGG1BB204ORGYaUHMfjpLyCcmfzIrtzm//oBRCKF3OGfWnaNG4PrXgbWi64PrhlYExEREfU36TgYeuAwonodYaUCf6qExPjaJgEZY+BPlSBsC042i6EHDnOnNRHRJuGrLxHRDnBgPIfnv3BoqXN1aMBj5yr1pfc/nMbLJ8+h3goxNdNApA0ySQfDuUT8HJUCSsfP3XozxHSlhUqtjXaQxte+dRbPHL0T9981stkPY9M5tsSD9xRQmW+iWg9QrrTxY2POmt+4T822YEuBXNrFg/cUYFudj2Jv+xFe+d45TFdb+NHUPKQUcGwLYRS/Dl2/etvAAELAkgK2FLAtCdeWmJptwrYlXj55Ds9/4dCWfY2ysiNLY8FNGAB2553wJoz3rgnHhZ3deXvXGmffhGpUEMxOQqsIQlgwkQ8hLQjbjcPq6wkBCAkhbQjbgQ59QIXQQXupY3vosV/YnAezhXi79iP3yDFUTx2HsGyElRKC8iXIRBoykYZwvPjvwiiY0IduN6DbDUBacPNFyEQGuUeeQmL8biTG7162K7c1PQl5/gwG9i8f2b4YXH/+85/Hl770pXV5fC+88AI+9alP4dlnn2VgTURERNTnhj99BNX3z0C322hdnoRfLsMrrH4SkF8uQzVbSI4X4Q4NYfjTRzbg1EREdDNb85M+IiJas4Rr43MP7cHRB+7AxOUqJqcbKM81r+0IHkqhOJLGgfFcV8EUUacWu3ArdR+l2SaSCRt35FPLdlZbVtxlPZByEUYaU7NNXC7VMZZPbYsu3F559FARf/XBFbQDhSszTZTnWigMJVf9xr08F++2Hx/NYGgggUcPFbs6z+vvT+KHV+fxo6l5GABKG0RKx4G0IyCFWGqE1cZAqfjPW9pAA1BKQ8p4zUHCtfD6e5P43EN7ujrTZnHyRQhpQdoudLsOK9n53jXdbkDaLoS0YOd31t41o0K0Jk5D1SvQfhPCcmCiIO5kt13cOGB+GSEh3QR0KIAwgAl9zP/1XyD70M/CSvRoFP42ltx7H6SXRvWtExBuAqpZg27UELbqy24rbRdWdhhWKgsrPYjcw8c+Mor9xl25tVoNSmv4vg/PW975blnWugXWi9b7+kRERETUG5bnYfdTT+KHf/INeGOj8KdKMEEIb2z0lqPCdRjCnypBNVvwxkZhZzIoPvUkrJv8/klERBuDoTUR0Q5jWxJ37xnC3XuGNvsoREsWu3Ab7RCl2SZyGXdVAatjS4wX0ijPtbZNF26vJFwbP/PIHfi//vt5FAaTmKn6CCKNsXwSjr1y52AYKUzNxoH1WD6FTNLB00cPdPX9DCONk+9cxo/KdShtIARgSQHXtSHlDZurBSAhYFuAoyWCUKHtRwvTIOJAvdoI8M7ZMo4+cMeWLLLxxvZCeinIdBaqNgMThbccq7wSE4XQ7Qas7DCkl9px+5j9qYvQfhNRbRpCyPj7uNhhfbvAeomAdDxoFcFEAXTQQvUHx5E/+r+t59G3DW/Xfow88RwaH7zxkRHfJgxgjI7H1jtxUYX0UkgeOIz0wSOrHsG+UmhNRERERHS9zIH9KD59DJOvHIe0bbRLJTQvXIKdScPKpGF5HoS0YLSC8n2oegNRvQFhW0iOF+PA+pmnuMuaiGiT7exPc4mIiKgvvP7+JCrzPqZmGkgm7FV3BAPx3uPCUBJBpLdFF24v7ds1gCceuQPf+sFlJDwHUzMNXLgyj0zSQSbpwHMtSCmgtYEfxPur660QthQYH80gk3TwzE92vyv87MVZXLxaQxhqGGPgOBZcW97271hKAc+1EEQafqiQWDhrZb6NoQEPE5erW7IAR1gOkgcOQ7XrUPUKwmop7r5e4/j2sFoCpAUrlUXywOF132ltVAh/6iLC2Umo2jSMiiAsG1Z2BE6+CG9sL4S19vC9U+HsJIyKoIM2sLAbfW2B9SIBYbswQRsmCtGa+GuYT//dHbkjvBPS8TBw6PFlI74Xnx92tgA7vxve2D5+T2nL6LfXOyIiIrq93P33wUqnceXVE5CJBMJaDVG1hmj+JpOAXBfuyDCcbBbu4CCKTx9jYE1E1Af4qQERERFtqjDSeOdsGdVGgEgb3JFPrSm8A+LgeiyfxIUr81u+C7fXDu4bRDrl4C/emULCtVBtBKjWfcw3g2W3dR0LI4NJ5NIuBgc8PHO0+8AaAE6+8yMEkUak9dJ+6rUUJbi2hFkI1l1botEKoZTB5HRjS4bWAJA+eASti2fgDLYRzE4iqpVhZ1e/dy2qlaGDFtx8EVZ6COmD67d3TYf+tU5av9nTTtpuqNo0VLO2MFNeQ0h7+Q7r1ZI2IEQcgrfr8KcuxOOqadVuHPFN29t2DXX79fWOiIiIVidzYD8OPP8cZr7/BubePQ01NAgTKegggNEaQkpIz4WwLFjJFIYeOIzhTx/hSHAioj7B0JqIiIg21fnJKpp+iGrdRybpLNthvVqObSGTdFCt+1u6C3c97Ns1gOe/MIbX35vEO2fLGBrwoJSBHypobeKOZseCZQmkPAcP3lPAo4eKPRmxHkYa//PSHIJQAQbw3NUH1ouEEHAdCy0/gjYGkTJoBxHKc82uz7dZpOMh98knMXfyG3ByowirJZgohJMbveWocBOFCKsl6KAFJzcKmcgg9/CT6xaa+FfPo/rWCahGZWlnsY6WFzxI243HnbfraF08s2xn8XowKoIO2/H/0BrCcTu/mBDx/xkNoxWi2SsMX4luYjuHuv38ekdERESrZ3keRj/3OEaOPobG+QtoT16BXy5DRxGkbcMrFJAo7kZ6/z5Im/EIEVE/4asyERERbarJch1KGQShwnAu0dW1MkkH881gy3fhroeEa+NzD+3B0QfuwMTlKianGyjPNREpA9sSKAylUBxJ48B4rqcd6ucnq/BDhUjFu6xlh52wUgrYlkSkDIwxaLYjRMr07Jybwdu1H7lHjqF66jiEZSOslBCUL0Em0pCJNITjQQgLxiiY0IduN6DbDUBacPPFOLB+5Kl1C0taF8+geuo4dLuOsFICtIJMpOEM5JeCqcXASrfrULUZqHoFzmAbc6+9hNwjx5Dce9+6nA2IO3uhFICF50GnXdZA3K29SGtEtXJXZyPajrZzqNvvr3dERES0dtK2MfCxuzDwMRajEhFtFQytiYiIaFOVKy34oQIAeI7V1bU8N76/H6ot3YW7nmxL4u49QxsW6E+W64CJR1rHDdYGa985HLMsgUhpAECoNGyrs+v0k+Te+yC9NKpvnYBwE0tBUNi6yd4124WVHYaVysJKD65rEORfPY/qqVehGlWE1RKkm4STG1/WBS6kBdgurGRmqQs8mJ2EkxtF9dRxyERm3c5oZUcWdlkvHqaL54PRWHpeWhaMiro6G9F2s51D3a3wekdERERERLQTbHhorbXG//pf/wtnz57F5cuXMT09jVarBQBIJpMYGRnB+Pg47rnnHtx9992QkrsoiYiItrNIGWgddzlasrsQUi7cX2uz5btwt4typXVt8rIBlAbsDmsTpBBLDbFGGxSGUr076Cbydu3HyBPPXRu5mx7c1JG7Omij+tYJ6HYDYbUEK5WDnR257Vh3YTtw8kVEtTLCagnCslH9wXGMPPHcupzVyRfjEElIwKj4CdZpcK3V0pNU2om4i5uIAGzvUHervN4RERERERHtBBvyaUy1WsWf//mf4y//8i9x6tQptNvtVd0vkUjgkUceweOPP46f/dmfRS6XW+eTEhER9Zcw0jg/WcVkuY5ypXVtlPNgEsVCBvuLuY53QPcL2xJLYbPSBlYXzdaL4Xc8Snrrd+FuB5EycBZSaikFlNKwO/xLjjNFExc1CqA4ku7lUTeVdDwMHHocmXsfgz91AdHsFUS1MoyKICwbdrYAO78b3ti+dQ9UG2ffhGpUEFbicGo1Ac4iIQTsbCEOrColCDeBxgdvYODQ4z0/pze2FzKZgZifhVERjFYQHYy2N0bD6GihU1RDprOws4Wen5f6g1Eh/KmLCGcnoWrTSz9jVnYETr4Ib2wvhLXyXvmdZruHulvl9Y6IiIiIiGgnWNdPvN5991185StfwXe/+11EUTxiz5jVdz21Wi289tpreO211/Bv/s2/wU/91E/hl3/5l/Hggw+u15GJiIj6QjuI8Pp7k3jnbBlNP4RSBn6ooLWBlAKeY8GyBFKegwfvKeDRQ0Uk3K3ZGVgYTC6NBfdDBbeLEeF+cG3M+Hbpwt3qbEsglbAhhIjHe0cGbocNsVobGBNf07MtHBjffgWNwrKRKN4FFDdn75pRIVoTp6GaNUCruJtyjX9ZQgg4uVEE5UtQzRpaE6eRufexnoftwnKQ3P8JhLNXYEIfJvQBaa/pvMYYmDDA4mhw6SQgLRt2fndPz0qbT4f+tWkGfnNTpxlsJds51N1Kr3dEREREREQ7wbq8k3r77bfxu7/7u3jnnXcALA+qC4UC7rzzToyNjWFoaAiJRALGGPi+j9nZWUxNTeHcuXOYnp5eum8Yhvj2t7+Nb3/723jwwQfxm7/5m3jooYfW4/hERESbauJyFa987xwq8z6qjQDVuo9gYefz9VzHQi7jof5ugPc+nMYzR+/E/uLWC/GKhQwsS8B1LNSbIQZSbsfXqrdCuAuB/nbqwt3KCoNJJFwbtiUhBaCEgR8oJLy1Fyf4gQYE4DoS9+wbgt1BVy3dmj91EdpvQjdqkIn0svG/qyVsBzKRhm7UoNOD8KcuxGH8Kq22Gzb38JOov/9aHD6GPhD5MLa3quDJGANEQbyb1/FgVAhrcATSS/XdCGPqjn/1PKpvnYBqVJb2xusoWHY7abuQ6SxUu47WxTPrujd+K9juoW6/vN4RERERERFRrKfvFH/4wx/it3/7t/Hf//t/B3AtrB4dHcXnP/95fOpTn8JDDz2EfD6/quvNzs7i7bffxptvvonvfve7mJqaAgC88847ePbZZ/HZz34W//Sf/lP82I/9WC8fBhER0aZ5/8NpvHzyHOqtEFMzDUTaIJN0MJxLxN3VUkDpuOu63gwxXWmhUmujHaTxtW+dxTNH78T9d41s9sNYk/3FHFKeg1zGw3SlhTDSHY08DyOFeivEyGASKc/Zll24W9FiUUI6aaPZjuC5Ftq+QrDGrvogVFDawLYkXNvC0QfuWMdT71zh7CSMVtBRAGdgdb+zr0Qm0ghbdRitEM1eWVX3eCfdsAOHPovq238Oo0KYKIx3WzsehFj5dcQYHXdYawXhuPF4cDcJOz2I5IHDfRGoUW+0Lp5B9dRx6HYdYaUUFykk0nAG8kvPp8XnmW7XoWozUPUKnME25l57CblHjiG5977NfhibYruHupv9ekdEREREREQf1dNPY5588kmEYQhjDJLJJJ544gn8wi/8An7iJ36io+vl83n89E//NH76p38a//yf/3O88847+G//7b/hW9/6FlqtFv7iL/4Cr7/+Ok6fPt3Lh0FERLQpJi5X8c3XzqFS91GabSKZsHFHPrUswLWsuMt6IOUijDSmZpu4XKpjLJ/CyyfPIZNytlTHtWNLPHhPAfV3A1RqbUzNNjFeSK95xO/UbAu2FMilXTx4T4FduH1isShhcCABP2hAIB5vH4+7V/Bcecu/a2MM/EAjUhpCAK4tsXd3Fvfs6y5goJtTtemFcdmAcDqfehDfPx6tbMIAUa1829t32g2bffCn0frRWQSTH0IHLUArmKAFSBuQFiDk4kJ0wOj4z3UEQEC6HoxWgGXDHS7CSg8hffBIV4+b+od/9Tyqp16FalQRVuPx1k5ufFn4KqQF2C6sZCYeZV0tIZidhJMbRfXUcchEZkd2XG/3UHczX++IiIiIiIhouZ6G1kEQIJfL4Ytf/CKeffZZDA4O9vLyePDBB/Hggw/in/yTf4KvfvWrePHFF1Gr1Xr6NYiIiDZD24/wyvfOodEOUZptIpdxURhK3ja4dWyJ8UIa5bkWpmabsG2Jl0+ew/NfOLSldlw/eqiI9z6cRjtI43KpjvJca1WPH4hDzfJcC612hPHRDIYGEnj0UHEDTk2rcWNRgjGAUBpCWvADhWZbwbYELEsirjMQAAyUBpTSiJQBEO9yFwDGRzM4+sA4ixLWiVERjNEAFoK8LggR398YDaOiW962m27Yyvf/DJl7PoV6FCIoX4L2W/HX1Qq4ydcVUkLYLoSw4vBa2nDzuyETGeQefpJ7jLcJHbRRfesEdLuBsFqClcqtah+zsB04+SKiWhlhtQRh2aj+4DhGnnhuxz03tnuou1mvd0RERERERHRzPf2077nnnsN3vvMd/Pqv/3rPA+vrDQ4O4td//dfxne98B88999y6fR0iIqKN8vr7k6jM+5iaaSCZsFcd2ALxvsjCUBLJhI2pmQYq8z5ef29ynU/cWwnXxtOfuROZpIPRfArVeoDL5QbCaPku7+uFkcLlcgPVeoCxfAqZpIOnjx7YUoH9TvDooSIGBzyMDaehtEEq4cCzJVKeDdeR0MbADyI02xGa7RDNdgQ/iKCNgWOLpYD6x8YGsGcsy6KEdSQse2msttG3/vm7HWPi+wshbzlu+1o3bAXB7CSE7cAt7IEztAtWMgNpL4wEX+iEdYZ2wS3sgbAdBLOTUI0Kmn/7V8jcfxRe8WNwBgsLj8FAWBaE7UA4LqTjQbqJuMvWGBitINwkvMKPwUoPIvfIUzuym3a7apx9E6pRQViJO6xXE1gvEkLAzhYg3STCSgmqUUHjgzfW+cT9Z7uHupvxekdEREREREQr6+m7qX/8j/9xLy93WwMDA/hH/+gfbejXJCIi6rUw0njnbBnVRoBIG9yRT61pNDYQf8A+lk/iwpV5VBsB3jlbxtEH7thS3agHxnN45uidePnkOTi2xNRMAxeuzCOTdJBJOvBcC1IKaG3gB/H+6norhC0FxkczyCQdPPOTd26p0eg7xWJRwte/fRaj+RRKs00kPAvppES9FUFpDWMAbQxgAAhACgFjDMJIQ0qBHxsbQD6bYFHCOrOyI0sdlSYMALvz7koT+gDiDk07W7jpbXrZDdv+4VkMPvYLmH/3/4VVn0NULUM3azBRACw8teJR4RLSS8PK5GClsnFg/fAxBtbbiFEhWhOnoZo1QKt4JHgH/111cqMIypegmjW0Jk4jc+9jOyqQvDHU7Sa47sdQd6Nf74iItjIdhmhcuIjW5UkE09PQUQRp23BHRpAcLyK9by+k49z+QkRERES30B/vFomIiHaw85NVNP0Q1bqPTNJZtsN6tRzbQibpoFr3MTTgYeJyFXfvGerxadfX/XeNIJ108Mr3ziHhWqg2AlTrPuaby/fauo6FkcEkcmkXgwMenjnKwLqf3awooR0oZJIOLEvAGCCKNJTWUMogiHQcWAuBdNJB24+wd/cAwoV/3+nPCd2aky8udTXrdh1WMtPxtXS7sdQlbed33/Q2veiGNVGIsFKCcBOIZq9g5Inn0PjgDbQmTkP7zaWx4sboODBbGDcuvRSSBw4jffDIjhv7vN35Uxeh/SZ0owaZSC/bYb1awnYgE+l4v3p6EP7UBST6YBfzRtnuoe5Gv94REW1Fyvcx8/03MPfuaahWEyZS0EEAozWElJCuC2FbsJIpDD1wGMOfPgLL4+9VRNsNC1eIaKMwtCYiItpkk+V6HNKFCsO5RFfXyiQdzDcDKGUwOd3YcqE1EIebz3/hEF5/bxLvnC1jaMCDUgZ+qKB1vNvYcyxYlkDKc/DgPQU8eqjI7tstYKWihKAZd+AtdlZHykAIwLIkpBAIQoVsysWHP6zi/GSNf+/ryBvbC+mlINNZqNoMTBR2FPiZKIRuN2BlhyG91E27mNezG3bg0OPI3PsY/KkLiGavIKqVYVQEYdmwswXY+d3wxvb1Tccn9VY4OwmjFXQUwBnId3UtmUgjbNVhtEI0ewXYQaH1dg91N/L1johoK6pPnMeVV08gqFQQ1mqIqjXoYHkxsXRd2Lksonod1ffPoPj0MaT379v4AxNRz7FwhYg2Gj+lISIi2mTlSgt+GId2ntPdzkjPje/vhwrluWbXZ9ssCdfG5x7ag6MP3IGJy1VMTjdQnmsiUga2JVAYSqE4ksaB8dyWGoFOKxclVOo+ZqotWFJCwCDSGlGkAUvCkgLT1Ramqy24joVcxkP93QDvfTjNDvseE5aD5IHDUO06VL2CsFqKg6s1hMnGGITVEiAtWKkskgcO3zQcXu9uWGHZcVfsDgoZKaZq03FnMLDUKdwpsdCFb8IAUa3c9dm2ku0e6q7l9c4YDe23YMI2TBQCRsfrBiwHujUPI+QtX++IiLaa6vtnMPnKcUT1OtqlEkykYGfScIfzkJ4LYVkwSkH7AaJ6HcH0DMJKBbrdxqWvv4Ti08eQu/++zX4YRNQFFq4Q0WbYtHdTvu/je9/7Hv7qr/4KV65cQa1Wg1IKX/nKVz5yO2MM2u02AMC2bTgcM0FERNtMpAy0NgAAS66ty/BGcuH+WhtEynR9ts1mWxJ37xnakh3jtLIbixJO/Y+reP29SbiOhUYUAgIYzHgYyiaQcC1YUkDpuNu+3gwxXWmhUmujHaTxtW+dxTNH78T9d41s9sPaNtIHj6B18QycwTaC2UlEtTLsbGFVwbUxBlGtDB204OaLsNJDSB88ctPbshuW1otREYzRANDVHmYAECK+vzEaRkVdn20r2cgils1yu9c7ozVUfQ6qWYPRCjAmDqwR/45llILREaSXgg7aSN714CY+GiKi3qhPnMfll19FWK3CnyrBSiXh3TG+bPSvsKw4rBrIQIch/KkSWpcn4Y2NYvKV47AzGQZXRFsUC1eIaLNsyrvFP/iDP8B//a//FZVKZenfGWNu+ua3Uqngs5/9LHzfxyc+8Qm89NJLG3hSIiKi9WdbYilsVtrA6uLz9cXwW0oB2+ouACdab7YlYVsSFyZrSCUc1JshchkPY/nUsp3VlhXvMR9IuQgjjanZJi6X6hjLp/DyyXPIpBx2XPeIdDzkPvkk5k5+A05uFGG1BBOFcHKjt+yyNFGIsFqCDlpwcqOQiQxyDz+54r5odsPSehGWDSHi1xCjVVfBtTHxJBQhZF+FrRtlo4pYNsutXu+MChFWSjAqjAsWVASj9cI9zUKAbQBpxX9uDGa/+8fIPXysb7rJiYjWSrXbuPLqCahGA/5UCc5gDm5h5Lav+9JxkBgvwi+X4U+VIG0bk68cx4Hnn+OoYKIthoUrRLSZNnSeZhiG+NVf/VX8zu/8DiqVCowxS/+3kqGhIfzcz/0cjDH467/+a1y8eHEDT0xERLT+CoPJpbHgi2PCO+UH18aMF4ZSXZ+NaD21/QivfO8cGu0QpdkmchkX44X0ssD6Ro4tMV5II5dxMTXbRL0V4uWT59AOdlYX5Hrydu1H7pFjsNKDcPNFmChEUL6EcO4qVGseOgriyvoogGrNI5y7iqB8CSYKF8KpQeQeeeqWwQ27YWm9WNmRpUKIxcKITpnQBxAXVtjZQtdn22oWQ12ZyMDJjUI1a/GUhCi85f1MFCKcnYRq1lZVxLKZbvZ65189B//qeWi/sTAWPAAgIGwbWHy9EhLCTSwUSQhE1TKiuauYe+0ltC6e2dTHRKunwxDzf/shSn95Ej/6P/8Ml176U/zo//wzlP7yJOb/9kPo8NbPdaLtZub1NxFUKmiX4qBqNYH1IiEEvEIBViqJdqmEoFLBzPffWOcTE1Ev3axwJTFeXBZY32ixcMUezMKfKiGq1zH5ynEo39+gkxPRdrGhpeK/9Vu/hZMnTwIAPM/Dz/3cz+FTn/oUjh8/ju9+97sr3u/pp59e6rB+7bXX8Mu//Msbcl4iIqKNUCxkYFkCrmOh3gwxkOq847DeCuE6FixLoDiS7uEpiXrv9fcnUZn3MTXTQDJhozCUXNOHYoWhJIJIY2qmgYRr4fX3JvG5h/as86l3juTe+yC9NKpvnYBwE1DNGnSjhrBVX3ZbabuwssOwUtk4sF5FpyG7YWm9OPkihLQgbRe6XYeVzHR8Ld1uQNouhLRg53f38JRbx2KoWz11HMKyEVZKCMqXIBPpeB+940EIC8YomNCHbjeg2w1AWnDzxTiwvk0Ry2a7/vXOGI2g/MO4AEYvFBMKGY8H14CQEnC8+DXMcuAMjsXfl2oJwewknNwoqqeOQyYyff2Ydzrl+5j5/huYe/c0VKsJEynoIIDRGkJKSNeFsC1YyRSGHjiM4U8fYbcorYoOQzQuXETr8iSC6WnoKIK0bbgjI0iOF5Het/e24c9m0WGIuXdPI6zVYCIF747xNa2EABaC67FRNC9cQlirYe7d0xg5+hikzd/PiLaCXhSumCBEu1SCTCQw8/03MPq5x9f30ES0rWzYbwxnzpzBn/3Zn0EIgbGxMfzBH/wB7rzzTgDA22+/fcv7PvjggxgYGEC9Xsfbb7/N0JqIiLaV/cUcUp6DXMbDdKWFMNK37TS9mTBSqLdCjAwmkfIcHBjnqGTqX2Gk8c7ZMqqNAJE2uCOf6uhDsbF8EheuzKPaCPDO2TKOPnAHbGtDhwmtmzDSOD9ZxWS5jnKlhUgZ2JZAYTCJYiGD/cVcR68Va+Ht2o+RJ55D44M30Jo4DZ0ehNEKJgxgjI5DYicO9KSXQvLAYaQPHllVN+Wyblj7WsGOMQY6aMEEbZgoiEfwCgFhuxBuAtL9aIFDr7thjQrhT12MO0Vr0zAqgrBsWNkROPkivLG9EFZ/fuBMgDe2F9JLQaazULUZmCi85Wj7lZgohG43YGWHIb3Ujg4g17uIpR94u/Yj/7lnMfV//QcIy4YJg3j1gLQQv9wIQEoAAkJasNJZWJmhpeIbJ19EVCsjrJYgLBvVHxzHyBPP9WV3+U5XnziPK6+eQFCpIKzVEFVr0MHyqQzSdWHnsojqdVTfP4Pi08c45pRWtB0KIRoXLkK1moiqNdiZdMfhunQc2Jk0omoNamgQjfMXMPCxu3p8WiLqNRauEFE/2LBXiz/7sz9b2lv97//9v18KrFfrnnvuwVtvvYWJiYl1OiEREdHmcGyJB+8poP5ugEqtjanZJsYL6TW9OTDGYGq2BVsK5NIuHrynsG2CO9qezk9W0fRDVOs+Mkmn4/DVsS1kkg6qdR9DAx4mLldx956hHp92Y7WDCK+/N4l3zpbR9EMoZeCHClobSCngLUxTSHkOHryngEcPFZFw1+/Xeul4GDj0ODL3PgZ/6gKi2SuIauWlINfOFmDnd8Mb27emLuebdcMao6Hqc1CNWtzVCANoHf//WwRGveqG1aF/LaD3mz0L6Km3VlNUkDxwGKpdh6pXEFZL8fNtjf9dDaslQFqwUlkkDxze8V3861nE0i9a596FdBMQlgMrk4NMDAAqvG3hDBB/SGtnC/Fo9EoJwk2g8cEbGDj0+OY8GLqp6vtnMPnKcUT1OtqlEkykYGfScIfzkJ4LYVnx+gs/QFSvI5ieQVipQLfbuPT1l1B8+hhy99+32Q+D+sx2KYRoXZ5cCtvd4XxX17IyaUTzdRil0J68wtCaaAtg4QoR9YMNe9d96tQpAMDHPvYxPPzww2u+/65duwAAU1NTPT0XERFRP3j0UBHvfTiNdpDG5VId5bnWqkclG2NQnmuh1Y4wPprB0EACjx4qbsCpiTo3Wa5DKYMgVBjOJbq6VibpYL4ZQCmDyenGlg6tJy5X8cr3zqEy76PaCFCt+whusuvedSzkMh7q7wZ478NpPHP0Tuwvru90BWHZSBTvAoq9+cDhxm5Y1awhmp+FUWE8lldFMFovP4eUMJYNMx9BNedhDwz3pBvWv3oe1bdOQDUqS12kOrrJB862G5+5XUfr4pkt00W6HaylqCCx515YyQE4g6MIZicR1cqws4VV/3c1qpWhg9bCjvYhpA8e2YBH2P/Wq4ilHxgVojVxGqpZA7SCW9iz5g59IQSc3CiC8iWoZg2tidPI3PvYlvtebFf1ifO4/PKrCKtV+FPx2FPvjvFlH8oLy4rDxYEMdBjCnyqhdXkS3tgoJl85DjuT6augkTbXdiqECKanl8J26XW+sgrAUhe59gP45XLXZyOi9cfCFSLqBxv2zqlUKkEIgY9//OMd3T+VSgEAWq1WL49FRETUFxKujac/cye+/u2zGM2nUJptIog0xvJJOPbKe17DSGFqNg6sx/IpZJIOnj56YF27Lol6oVxpwV8IYz2n813GAOC58f39UKE817zt7fth7PbNvP/hNF4+eQ71VoipmQYibZBJOhjOJeLuaimgdNx1XW+GmK60UKm10Q7S+Nq3zuKZo3fi/rtGNvzcnRKWs9QNG1XL8MuXIKQdjwOHgZA2pOsAQgJCxJ2ORsMoBRMFCyOfFfzyRUjH66obtnXxDKqnjkO36wgrJUAryEQazkB+KQhdDEh1ux6H7PUKnME25l57CblHjiG5tz8+cN6uOikqgLQAIeHkRhFWSzBRCCc3essg0kQhwmoJOmjByY3G+5gffnJLdQtvhF4XsfQDf+oitN+EbtTiXd0djJQHAGE7kIl0/BxND8KfuhB/r7aBrbw6QbXbuPLqCahGA/5UCc5gblV7OqXjIDFehF8uw58qQdo2Jl85jgPPP9d3o513ss3aI73dCiF0dK1gUFjd/X4uZHx/ozV0FHV9NiJafyxcIaJ+sGGfaPt+vGfOdTt7wWs24w8gF8NrIiKi7ebAeA7PHL0TL588B8eWmJpp4MKVeWSSDjJJB55rQUoBrQ38IN5fXW+FsKXA+GgGmaSDZ35y/bstiXohUgZaGwCAJde2J+tGcuH+WhtEyqx4u34bu329ictVfPO1c6jUfZRmm0gmbNyRTy0Lzy0r7rIeSLkII42p2SYul+oYy6fw8slzyKScLfUakD54BI2zb8QjwFUEE4WAZUM6iTisvp4QgJAQ0oYwDnTowwSt+N9bDoRld9QN6189j+qpV6EaVYTVEqSbhJMbXxZYCWkBthuPMV8INoPZSTi5UVRPHYdMZNhxvU46LyoYjT98lxJuvoiwUkJQvgSZSMehpONBCAvGKJjQh243oNsNQFpw88U4sH7kKf697hDh7CSMVtBRAGegu+4imUgjbNVhtEI0e2XLh/vbYXXCzOtvIqhU0C7FweJqAutFQgh4hQJMEKJdKkEmEpj5/hsY/dzj63touq3N3CO9HQshpG1DyPj3L6NUV8F1vOYlnpDDXbZEWwMLV4ioH2zYbw35fB5TU1OYnp7u6P6Lu6yHhrbuuEciIqLbuf+uEaSTDl753jkkXGtpPPB8c3k3metYGBlMIpd2MTjgbch4YKJesS2xFDYrbdDNe+LF8FtKAdu6+QeF/Tx2u+1HeOV759BohyjNNpHLuKtaD+DYEuOFNMpzLUzNNmHbEi+fPIfnv3Bo60xbMAbXygw++k+3evQ3K00wK9crrEgHbVTfOgHdbiCslmClcrCzt//AWdgOnHwRUa2MsFqCsGxUf3AcI08813dBzVbXi6ICYbmQXgruaGKpSzts1Zd9LWm7sLLDsFJZWOlBjn7fYVRtGiaMf98STnfdRWLhdcCEAaLa1u4u2g6rE3QYYu7d0whrNZhIwbtjfE077oGF4HpsFM0LlxDWaph79zRGjj7GMG4TbfYe6e1YCOGOjEAuNBtpP1j6506oheYl6bnwCoWenI+I1hcLV4ioH2zYK8aBAwdw9epVnD59GkopWGt40bty5QrOnj0LIQTuv//+dTwlERHR5jswnsPzXzi01BE6NOD1VUcoUS8UBpNLY8H9UMHtYkS4H1wbM14YWj6Vp9/Hbr/+/iQq8z6mZhpIJuxV77MH4g89C0NJBJHG1EwDCdfC6+9N4nMP7Vm38/ZS4+ybgFZxB/VCt7QOg7iDWtpL452vHw8OrWB0BEBAesl4/7WQgI7Q+OANDBx6fE1fXzUqCCtxGLqawHqREAJ2thAHpJUShJtY89enWzOh35OiAjdfhPCSSO35ONoX/wd0enBLdorS+jIqgjEL3UWyy+4isdBdZHT8GrVFbZfVCY0LF6FaTUTVGuxMuuMx0dJxYGfSiKo1qKFBNM5f4I7OTbLZe6S3ayFEcrwIYcejzKN6HfZApuNrqXoj7nS3LCSKu3t4SiJaLyxcIaJ+sGG/CX3mM5/B66+/jrm5OXzzm9/E3/27f3fV9/1P/+k/QSkFIQQee+yxdTwlERFRf0i4Nj730B4cfeAOTFyuYnK6gfJc89ru3aEUiiNpHBjPwbY2fvcuUbeKhQwsS8B1LNSbIQZSnb8hrrdCuAuFHMWR9Ef+rN/HboeRxjtny6g2AkTa4I58qqMPPcfySVy4Mo9qI8A7Z8s4+sAdff/aYFSI1sRpqGYNQko4I3sQ1WchpRWHPCqCCZeHPUJKCNuFsGwIy4GTzyOqlqGaNbQmTiNz72Or2mt9/deHVnH3bgffeyc3iqB8ac1fn27P//DtnhYVCMtB4al/CH/qAqLZK4hq5aWdvHa2ADu/G97YPv797VDCsiEW1hIYrboKro1Z6C4Scss+n7bT6oTW5cmlsdHucHej361MGtF8HUYptCevMLTeBP2wR3q7FkKk9+2FlUzBzmURTM9Ah2FHj02HIaJ6A+7IMKxkqi/2dRPR7bFwhYj6wYa9e/r5n/95/Jf/8l9Qr9fx7/7dv8Pdd9+9qq7p//yf/zO++c1vQgiB0dFRPPnkkxtwWiIiov5gWxJ37xnC3Xu4HoO2l/3FHFKeg1zGw3SlhTDSy4Lk1QijeL/7yGASKc/BgfFrwfJWGLt9frKKph+iWveRSTodfQ/iM1vIJB1U6z6GBjxMXK72/euGP3UR2m9CN2qQiTSsdBYymYGqz0E1azCWgljsrl4cGC4lAAEhrXiEc2YIQsql6+j0IPypC0isYn/sjV//xiBmtYTtQCbSa/76dGtGRQgvnYFZh6KCRPGuLb9jmHrPyo4sjQU3YQDYnRdTmTDuLhKOCzu79bqLttvqhGB6emlstPS6G/2+uHNY+wH88tYe/b4V9cse6e1aCCEdB0MPHEZUryOsVOBPlZAYL67pv7/GGPhT/3/2/j1Iruu8736/a+1b36Z77kP0QAABUhRpkgjJSOJLioJZfI/fKOHNluO3Est2clxRhUlcFR9X6pRd+S8Xl2PXOZW3ElcSlxM7cSxLdmyLIHgsxckbi7R4kWwSJhETdogb6Rmgu+fS3dO3fVlrnT92T+Myg8HcMQOsTxWLIKe7997duxvT+7ee56kiXAevWGTk0Udsa2DL2ifswhXLsvaCXSu/GB4e5id/8icxxtBqtfjSl77Ev/gX/4LTp08TXTVzptVqce7cOf7Lf/kv/OAP/iC/+Iu/OPjZz/zMz+BtcvWiZVmWZVmWtXd4ruSx+yco5X1cKagsdDAbHEpsjKGy0MWVglLe57H7J66pLt6OttvZjEtlvk19KeSN92Y3tH/rMVtroZQhihWF3M1/zzUG2t2Y+XqXS3NtZmotLs21ma93cRxBFCuUMszOtbd9X7dbvDCL0QqdRMhMuopfSIlbHMOfuhtv9ABucQwnX+rPGC7hDo3hjR7An7obtzg2mLkmM3l0EmG0Ilm4tOntb9Zmtm+tTc19jI6627uoIOwQVi5s745atw1vtJy2iHd9dG/lzPON0L020k3bZ7uj+6+6aDtGJ0g/S1yvotp12h+8ucN7vDadJBjdb/2+hfmccKV1vNEanezf1u/71XbMkXZyWXrVKlG9zvy3N3du3s4LIcY+9wT+8DCZyUlUp0tYq637d3RjDGGthup0yUxO4o+MMPa5J3Z4jy3L2i7LC1e8YhHhOoSV6qa+o9uFK5ZlbcWufmJ86Utf4sKFC/zar/0acRzzq7/6q/zqr/7q4OfGGD7zmc9cc5/lD8a///f/Pl/4whd2c3cty7Isy7KIE8352QaztRa1evdKi/bhLOWJAkfKpU1Xx97pnjxW5r0P5+hFeWaqLWqL3XUHy8YYaotdur2E6ckCI0MZnjxWHvx8v7Tdrix0qC/1iGNNYymk2Y6QQuC7kkzgkst4CAFaGxaaPRqtCKU1xoA25koBshAYY+hFispCm0tzWwtcdoNqzqXVjDCoblwmhMDJ5CGTX+2uK4h+BZ+JI5Lm+i74rrX9jdrM9q21qXoF+osKvKGtVbHJTJ6427qyqMBWWVurCKYOI4McMl9ENecxSbypxRImidG9Nk5xDBnkbnlr7I26HUcnSNcdLHIySm0puDa63/pdSnsRfpftpTnSt/NCCCcIOPD8s3z8G18jmJpMQ6soJpiaXLPicrkFu+p0CaYmcQsFys8/u6lKdsuybp2xzz1B4/3T6F6P7swsYa1GMDGx7u/oywtXstNlu3DFsqxN2fXfsP/xP/7HfOpTn+Lnf/7naTabQPpL4/IH3/Wrd4rFIj/zMz/DD/zAD+z2rlqWZVmWdQfrRQlvvDfLO2dqdMIYpQxhrNDaIKUg6M9QzgUej90/wZPHytveOvp2l/FdXvj8PXzlm2eYHM1RXegQJZqp0Syee+MLgHGiqCykgfXUaI5C1uOF40evef73etvt5fPr9VOzzDe6RImi2YkQiEEILQQ4UpINHHqRIkk0sdIkSqP1yhXvQoDSUG9FvPn+Jf63hw7syBzu7WJUgjH9C75bmB0LIET/gq/R6TzsfbB9a226tYBJ7KICa/cIxyN79BFUr4Vq1Ykb1bT6eoNtceNGFfojDLJHH9l3M61vx9EJ/vg40k8/R3QYDf68GSpMW7/LwCeY2H+t3/ezvTRH+nZfCFE4eoTyC88xe+Ik0nXpVat0LnyEW8jjFPI4QYCQDkYrVBiiWm2SVhvhOmSny2lg/eLztiWwZe1DduGKZVm32i35beiv//W/zl/9q3+V3/7t3+Zb3/oWp06dot2+0sLQ932OHTvG008/zd/4G3+DQmFr7fosy7Isy7I24txMgxOvn6W+FNJoRzRaIVGsVtzO9xxKhYDWuxHvfTjHi8fv2dMh4V50dLrEi8fv4eXXzuK5ksp8mwuXlihkPQpZj8B3kFKgtSGM0vnVrW6MKwXTkwUKWY8Xv3fl83512+2xUmZL+1jIeix1okHb7a2G1lefX61uRBilLb17YXJNOCJlurCz2Q77/yf9mesIPN8hLfgWgEFpSBJFojVhlNDuJfz6N87w4vF7ePje8S3t704RjosQ/Qu+Wm0pODamf8FXyHUHRLd6+9ZN6CTth49dVGDtnvwDT9C9eBpvuEe0MEvSrOEW119dlDRr6KiLP1rGyY+Qf2D/VRddPTrhdulykJ0uI1wH6fskrRbu0OavMalWG+n7CMchU95/rd/3s700R/pOWAhRevghnHyeS6+8isxkiJtNkkaTZGllNx/p+/jjY3jFIv7wMOUXnrOBtWXtY3bhimVZt9Itu6KSz+f5sR/7MX7sx34MgE6nw9LSErlcjqGhoVu1W5ZlWZZl3eHe/3COl187S6sbU5lvk2hDIesxVsqk1dVSoHRadd3qxMzVu9SbPXpRfs+HhHvVw/eOk896nHj9LBnfGSwUWOpEK27rew7jw1lKeZ/hoeCGCwVq9S5hf6FB4G0t8Ar89P5hrKgtdrb0WNefX90wQUqBNILAl7iOw3IIHSeKKEqPwQBSGDKBu0rVuCAtTJeofieAVjuivhTy8mtnKeS8PbmYwimODypoTRyBu/kLviZOL/gKz8ctru+C763evnUT0k3bB2AXFVi7R3oBpc88y+JrX8MrTRI3qpgkxitNrllxbJKYuFFFR1280iQyU6D02WeR3v6rLrodRyfk7z6Mk83hlopEc/PoON5Ula6OY5JWG398DCebsxfjd9lemiN9pyyEKBw9wtGXvsz8t99k8d1TqJHhwcIBo3VaHR6k++5kc4w8+ghjn3vCVlZa1m3ALlyxLOtW2TPf2HO5HLlc7lbvhmVZlmVZd7BzMw2+/q2z1Fsh1YUO2YzLwdHcipDQcdLwdCjnEyeaykKHmWqLqdHcng4J97Kj0yVe+uKxQUv2kaFgSy3ZE2UGLbQdubF5h9eT/ftrbUjUyrbc67Xq+VXKUFno0A0NWoNwAQSOhMik21bLrcCFIIo1UopVj0mp9HnKBi7ZwKWy0MF1JS+/dpaXvnhsz7Wv90bLCOkgXR/da+FkN3/BV/faSNdHSAd3dH0XfG/19q21ycIowrWLCqzdF9x1hNLjz9F4+yTCcYnrVaLaR8hMPm2X7QUI4WCMwsQhutdG99ogHfzRchpYP/78vptlvex2HJ0gPY+RRx8habWI63XCSpXM9MZbv4eVKsJ18IpFRh59ZM+0cr5T7KU50nfSQggnCJh85mnGjz9F+/wFerOXCGs1dJIgXZdgYoJM+QD5I3fb94Rl3WbswhXLsm4F+9uEZVmWZVkW0AsTTrx+lnYvprrQoVTwmRjJ3vSCpudKpify1Ba7ez4k3Osyvssznz7E8UcPcm6mwexcm9pih0QZXEcwMZKjPJ7n6HQJ11l7RrXriEHYrLRhK9c2l8NvKQWus7kA/EbnlwHm6j1cRxLFCk9LpBTEicYYgzaG5XzaaIOREEaKXOAudwsf7GOiNL7n4EhJeSLPpbkOlfk2Gd/hjfdmeebThzb/JOyAYOowMsgh80VUcx6TxJuanWqSGN1r4xTHkEFu3UHRrd6+tTZneArsogLrFskefggZ5Gl891WEn0F1muh2k7i7SnWR6+MUx3ByRZz8MKXPPrevPwdu19EJY597gsb7p9G9Ht2ZWcJajWBi/a3fw1oN1emSnS7jj4ww9rn91/p9v9tLc6TvxIUQ0nUZ+uS9G26lblnW/mYXrmw/Hce0L1ykOzObdhHpP5f++DjZ6TL5uw9vaiGUZd0u7CeJZVmWZVkW8Mb7s9SXQirzbbIZd12B9TIhBBMjWaJE7+mQcL9wHcl9h0a2NDt6Yjg7aAsexgp/Cy3Cw+hKm/GJkc11BrrR+SWAUsFHNTRxooliReA7JEqjDWBASIEQaTCtjUEYiBKN7/Uv3Jp0drcQAs+RlAo+jpRMjWa5cGmJRjvinTM1jj968KZh/24Sjkf26COoXgvVqhM3qmn18wYv+MaNKkgHJ1cke/SRDcy0vrXbt9bmjH8C6WcxdlGBdYsEdx1h/Atfpv3Bm3TPnULnhzFaYeIIY3QaxHrpYggZ5MgefYT8A0/sy5bgV7tdRyc4QcCB55/l49/4GsHUJGGlioligqnJNS8M6zgmrFRRnS7B1GQ6p/P5Z20V2S2w1+ZI24UQlmXdSezCla1TYXilar3bWVm17vsI11atW9auXVFptVp84QtfIIoiHn/8cf7Vv/pX677vT/zET/Cd73yHfD7P7/3e75HJZHZwTy3LsizLutPEieadMzUa7YhEGw6O5jYUXEEaXO/1kPBOUp4o4DgC33NodWKGcpu/sNnqxmkFsyMoj+c3fP+bnV8jxQxL7YjAOPTChDBSaK0xJh3pu3xTKQVKGbShX1Ut08A60Sjdn3ftSUaK6e/KnutQyHo0WiEjQwHnZhpbWgiwE/IPPEH34mm84R7RwixJs4ZbXP8F36RZQ0dd/NEyTn6E/AMbu+B7q7dv3ZhwXLxDD6HO/7FdVGDdMtILGDr2NIUHnyKsXCBZuETSrGFUgnBc3OIE7ugBgqm7b5tz63YenVA4eoTyC88xe+Ik0nXpVat0LnyEW8jjFPI4QYCQDkYrVBiiWm2SVhvhOmSny2lg/eLze7KF851gr82RtgshLMuyrPVqnTvPpVdeJarXB/PBdRStuJ30fdxSkaTVovH+aTsf3Loj7dq3qm984xvMzc0hhOAHf/AHN3TfL37xi/y3//bfWFpa4hvf+Abf//3fvzM7aVmWZVnWHen8bINOGNNohRSy3ooZ1uu1H0LCO8WRcolc4FEqBMzVu8SJ3tTrGieKVjdmfDhLLvA4Or3xWeU3O78cKZgayzFTbRN4Dt1IYQwYc2We9jIh0iDOmDQMVyoNrAPPwZWSqdHcNfOuC1mPpU6EUobZufaeOx+lF1D6zLMsvvY1vNIkcaOKSWK80uSaVbUmiYkbVXTUxStNpjNkP/vshiscb/X2rbUF936asHrWLiqwbjnhuGTK90L59q8uut1HJ5Qefggnn+fSK68iM5nBheNkaZXW776PPz6GVyziDw/bC8e32F6cI20XQliWZVk303j/NLMnTpK0WvSqVUyicAt5/LHRwUxwoxQ6jEhaLaK5eeJ6Hd3r8dFXvkr5hecoPfzQrT4My9o1uxZaf/vb3wagUCjw1FNPbei+n//85ykUCrTbbV5//XUbWluWZVmWtao40ZyfbTBba1Grd6/MQh7OUp4ocKRcWjW4nK21UCptsTxW2lpHl70eEt4pPFfy2P0TtN6NqDd7VBY6TE/kN1ylWVno4kpBKe/z2P0Tm6qcX8/5lct4TI3lqMx3iJUmjtM52toYrt+iMWmr8DBSSCnIBG4aWI/lyGWuvXgb+FdapNcWOxve990Q3HWE0uPP0Xj7JMJxietVotpHyEwemckjvAAhHIxRmDhE99roXhukgz9aTgPjx5/fdCByq7dv3Ziwiwosa9fdCaMTCkePcPSlL19p0TkyvLJFZ/8ism3RuXfs1TnSdiGEZVmWdSOtc+eZefkV4kaDsFLFyWUJDk6vWHQlnLSTiDtUGHTk6M7MEkxNMnviJG6hYP++sO4Yu/at4YMPPkAIwYMPPoi7wV8IPc/jwQcf5O233+bMmTM7tIeWZVmWZe1XvSjhjfdmeedMjU4Yo5QhjBVaG6QUBP3WzrnA47H7J3jyWJmMf+X3kVq9SxhfmVu8FfshJNyMzS4IuJWePFbmvQ/n6EV5Zqotaovddc8qN8ZQW+zS7SVMTxYYGcrw5LHypvZjvedXMe/jOoJzM02UNCjdD671KvtHWqGdC1w8d/XAGq5UamttSJTZ1P7vhuzhh5BBnsZ3X0X4GVSniW43iburXPB1fZziGE6uiJMfpvTZ57YcGN/q7Vs3ZhcVWNbuuxNGJzhBwOQzTzN+/Cna5y/Qm71EWKuhkwTpugQTE2TKB8gfuXvLoaa1ffbqHGm7EMKyLMu6nur1uPTKq6h2m7BSxRsu4U+M3/TvLOl5ZKbLhLUaYaWKdF1mT5zk6Etftn9vWHeEXfvNu1KpAHDgwOZmxZTL6UXCy5cvb9s+WZZlWZa1/52baXDi9bPUl0Ia7YhGKyTqB4RX8z2HUiGg9W7Eex/O8eLxezhSTls9J8qg+wGhIzc2y/p6+yUkXK+tLgi4lTK+ywufv4evfPMMk6M5qgsdokQzNZrFc28cHseJorKQBtZTozkKWY8Xjh/d9HFt5PzKZTxGigHzjR46VkghEDKtrl6mtEEKgesIRksZRoqZGz7u8nalTG+/G4yKCSsXiRdmUc25wexXpziON1ommDqMcFYG7MFdRxj/wpdpf/Am3XOn0PlhjFaYOMIYjRAS4aWzUWWQI3v0EfIPPLFt1bO3evvWjdlFBZa1u+6k0QnSdRn65L0MffL2b/1+O9jLc6TtQgjLsizravNvvEVUr9OrphXW6wmslwkhCCYmMFFMr1pFZjLMf/tNJp95emd32rL2gF37LSmOYyCtmt6M5ersMAy3bZ8sy7Isy9rf3v9wjpdfO0urG1OZb5NoQyHrMVbKpGGqFCidhqytTsxcvUu92aMX5fn1b5zhxeP38PC947iOGITNShucLRRb34qQcKdsx4KAW+3odIkXj9/Dy6+dxXMllfk2Fy4tUch6FLIege8gpRi02251Y1rdGFcKpicLFLIeL37v1o5no+dXxncIPIckUXieRAB6ObQ2BmMMvicZLWYYH86u+VhhdKXCe2Ikt+ljWA8dh1cC37CzqcBXegFDx56m8OBThJULJAuXSJq1QfDtFidwRw8QTN29I61mb/X2rRuziwosa3fZLgfWXrXX50jbhRCWZVmWjmMW3z1F3GxiEkVwcHpD4yygH1xPTdK58BFxs8niu6cYP/6UXfhk3fZ27QwfHh5mfn6earW6qfvXajUAisXidu6WZVmWZVn71LmZBl//1lnqrZDqQodsxuXgaG5Fi2rHSUPVoZxPnGgqCx1mqi2mRnO8/NpZCjmPieHsoG1zGCv8LbQI382QcCdt14KAveDhe8fJZz1OvH6WjO8MAvilTrTitr7nMD6cpZT3GR4KtiWA3+j5FfguQoDjSDDg+1dun6i0bbiUkjjRXJprp3OvhcB3JZnAJZfxWP4+3OrG+P1q+PJ4fkvHsZbw8nka330V1a4PqmB1svL5la6PzBdRvRbdi6dvWAUrHJdM+V4o35oLvrd6+9bq7KICy9pdtsuBtVfZOdKWZVnWXta+cBHV7ZA0mriF/JrdQNYiPQ+3kCdpNFEjw7TPX7CLoqzb3q59ky+Xy8zNzfHuu++ilMLZQAlTkiS88847CCG46667dnAvLcuyLMvaD3phwonXz9LuxVQXOpQK/rpmFXuuZHoiT22xS2Whg+tKXn7tLP+PzxzCcQS+59DqxAzl/E3v226FhDtpOxcE7KWK65e+eGzQ6nxkKNi1VuflicKGzq9cxsWREteRRLHC0zKt1DYQ9fc3jBIw0AnTfyNIW4kLcKSkVPAZyvm0ujHjw1lygcfR6Z15LboXT9N4+yS61yKuV0ErZCaPNzQ6qHxdrojVvRaqOY9q1fGGeyx+66uUHn+O7OGHdmTfrNuTXVRgWbvHdjmw9io7R9qyLMvaq7ozs4O/k/yx0S09llPIkyy1MErRm71kQ2vrtrdrofXjjz/Oe++9R7PZ5Dd/8zf5m3/zb677vr/5m79Js9lECMFnP/vZHdxLy7Isy7L2gzfen6W+FFKZb5PNuOsKrJcJIZgYyRIlmsp8m4zvMDvXJhd4lAoBc/UucaJXBLTrESdqV0LCnbTdCwJe+uKxmwa/caI5P9tgttaiVu+SKIPrCCaGs5QnChwplzb1elwv47s88+lDHH/0IOdmGszOtaktdq5sbyRHeTzP0ekSrrP17S07Ui5t6PySQlAq+KiGJk40UaxwXUkUaRKlESJtQx/Gycr7SoHrSJK64vJ8m8BzKeV9Hrt/YluPaVl4+TyNt19BtRvEjSrSz+KVplfMPBXSAdfHyRYGM0+jhVm80iSNt08iMwVbkWdZlrVH2S4H1l5l50hblmVZe1E0N4eO0s5jMth8UQQwWGylw4iw343Ysm5nu/Yb23PPPccv//IvA/DzP//zfOpTn+Kxxx676f3++I//mF/4hV+45nEsy7Isy7pzxYnmnTM1Gu2IRBsOjuY2NRtoajTLhUtLNNoR7/2vOf7SfeO0uhH1Zo/KQofpifyGHtcYQ2WhiyvFjoaEO227FwS88d4sz3z60Kq370XJoPK5E8a7VvnsOpL7Do1w36GRLT/Weniu5LH7J2i9u/7za6SYYakdERiHbi8hTpKr5lqnx+D7DukpJgCD0qCUJowUvf7/dR0NwJPHytt+XDrq0fjuq+hem7hRxcmVcIvjNz1fhOvhjZZJmjXiRhXhuDS+c5LxL3zZVuZZlmXtYbbLgbVX2TnSlmVZ1l6ikwSj0+/iYgMdh1cjZHp/ozU6Wblw3bJuN7sWWn/qU5/iC1/4Ar/3e79Ht9vlb/2tv8WP//iP88M//MNMTU2tuH2lUuErX/kK/+E//AfiOEYIwfd93/fx0EO2daBlWZZl3cnOzzbohDGNVkgh6226AtdzHQpZj0YrZGQo4MBYnuGhgF6UZ6baorbYXXdga4yhttil20uYniwwMpTZkZBwp+3EgoB3ztQ4/ujBFQH+uZkGJ14/S30pHMyYjmK14vF8z6FUCGi9G/Heh3PbMmP6VnjyWJn3Ppxb9/nlSMHUWI6PLi9h4EpgDbiuJBu4XHtXgeuAFBJtDEmiQQiMSedoX5prb/vz1j7zFqpdJ66nFdbrCawHeysEbnEirbquVxF+hvYHbzJ07Olt3Udr/zMqJqxcJF6YRTXnBpWdTnEcb7RMMHUY4WxuRpxlWZZlWZZlWdZ2k66LkOk1EKPUloJro9PrJEJK2zXEuiPs6ln+T/7JP+GDDz7gwoULxHHML/3SL/FLv/RLHD58mE984hPkcjk6nQ5/8Rd/wYULF4D0IjDA4cOH+Wf/7J/t5u5almVZlrUHzdZaKGWIYsVYKbOlxypkPZY6EUoZ5ho9Xvj8PXzlm2eYHM1RXegQJZqp0Syee+MvGHGiqCykgfXUaI5C1uOF40e3pSJ4t+3UgoBzM41rqprf/3COl187S6sbU5lvk2hDIesxVsqk1dVSoHRadd3qxMzVu9SbPXpRnl//xhlePH4PD987vl2HvSsyvrvh8yvju2Cu/D4MafW0EKC0HsywNga0MShl+u3DBbmMh+on3caw7lbt62VUTPfcKVSnCVqlLcE3scDBK00S1T5CdZp0z52i8OBTtrWsBYCJQ3rn3qF36c/QYcfO0LUsy7Isy7Isa1/wx8eRftoWXIfR4M+bocIQSNuMBxMT27J/lrWX7eoVoaGhIf7Tf/pP/MN/+A959913BxfgLl68yMWLF6+57dUX5x599FH+5b/8lxSLxd3cXcuyLMuy9qBavUvYr8gNvK21WQr89P5hrKgtdnj6sYO8ePweXn7tLJ4rqcy3uXBpiULWo5D1CHwHKUU6TzhK51e3ujGuFExPFihkPV783v1ZCQw7tyBgdq49CK3PzTT4+rfOUm+FVBc6ZDMuB0dzKwJyx0mrrIdyPnGiqSx0mKm2mBrN8fJrZynkvH33PB+dLm3o/KosduhGCZg0qHakwHEkxqQ/v56UAt9z8ByJ50omR7MsLkXratW+UWHlIjrsoNtNZCa/Yob1egnXQ2by6HYTnR8mrFxIW89aK9xJFcdJ7SM6p/4rpttEROl5ppNoxe2k6yPzRVSvRffiaUqffc7ORrcsy7Isy7Is65bKTpcRroP0fZJWC3eosOnHUq020vcRjkOmfGAb99Ky9qZdL2OYnJzkP//n/8zv/M7v8Cu/8iucO3fumoD6avfccw9/+2//bb74xS/ibLH3v2VZlmVZt4dEGXS/gtSRG6vsvJ7s319rQ6LSx3z43nHyWY8Tr58l4zuD1tVLnZWBie85jA9nKeV9hoeCfdu6etlOLggA6IUJJ14/S7sXU13oUCr462rB7rmS6Yk8tcUulYUOriu3vXJ4t2zk/OqFCkdKQDOU88hlPLqhQmk9qK7GAIJB1bUjJaWCz0gxg9MPsW/Wqn0z4oVZjFboJMIbGt3SY8lMnrjbwmhFsnDptpmVul0hs45D2h+8SffcqTui4rh78TSdt38X3eugl2oIY5CZPN7Q6OBYl58D3WuhmvOoVh1vuMfit75K6fHnyB62I6Usy7Isy7Isy7o18ncfxsnmcEtForl5dBwjvY0vMNZxTNJq44+P4WRz5I/cvf07a1l7zC25yuc4Dj/0Qz/ED/3QDzE7O8upU6eYn5+n3W6Tz+cZGxvjkUceoVzef7MgLcuyLMvaWa4jBmGz0oatrGtbDr+lFLjOleD06HSJl754jDfem+WdMzVGhgKUSttVa22QUqRtrB1BLvB47P4JnjxW3ncB6vV2ekHAG+/PUl8Kqcy3yWbcdc8Mh7SV9MRIlijRO1I5vJtWO7/iRNNsRfSihEQblNIgFEppsoHL4XIJz0nnVXd6CWGUEMUabQxSCHxPEvguuYyLvOo5vVmr9s1SzTlMnAbtwtt8q7P0/mnAauKIpFnb8r7datsZMoeXz9P47quodh3Vad72Fcfh5fM03n4F3WmimnMIP4M/cteKSn4hHXB9nGwhnYveqBItzOKVJmm8fRKZKezL47csy7Isy7Isa/+TnsfIo4+QtFrE9TphpUpmuryhkVrGGMJKFeE6eMUiI48+YmdaW3eEW36Wl8tlG05blmVZlrVuE8PZQRVwGCv8LVQEL7dYDjyHiZHcNT/L+C7PfPoQxx89yLmZBrNzbWqLHRJlcB3BxEiO8nieo9Olbalc3Qt2ckFAnGjeOVOj0Y5ItOHgaG5TM5CnRrM7Ujm825bPr8cfvIuXXzvHu39eI0oUxgAmXTwgBSQGtIGPLi0NKqiX24mv141atW+FUQnGaKAfIG6BEOn9jdEYlWx5326l7QyZuxdP03j7JLrXIq5XQavbuuJYRz0a330V3WungXV2CDk0dtPW88L18EbLJM0acaOKcFwa3znJ+Be+vK8rzi3LsizLsizL2r/GPvcEjfdPo3s9ujOzhLUawcTEuq6DGGMIazVUp0t2uow/MsLY557Yhb22rFvvlofWlmVZlmVZG1GeKOA4advjVidmKLf5Ks9WN8bvV0yXx/Or3sZ1JPcdGtmWoG+v28kFAednG3TCmEYrpJD1VsywXq+dqhy+Fc7NNDjx+lnqSyGJ0oSxIuq3Zw8jRZxotE5njBtjUA3NUjtiaixHLrP+0Hq1Vu1bJRwXIdLX0Gi1peDamPSYhZAIZ/9+PdnOkHm54li1G8SNKtLP4pWmb+uK4/aZt1DtOnG9ivAzaWC9gU4MbnEifQ76929/8CZDx57e2Z22LMuyLMuyLMtahRMEHHj+WT7+ja8RTE0SVqqYKCaYmlyzVbiOY8JKFdXpEkxN4hYKlJ9/FiewC3KtO8P+K0uxLMuyLOuOdqRcIhd4lAoBrW5MnOhNPU6cKFrdmFIhIBd4HJ3ev7Oot8v1CwK24voFAbO1FkqlAWwht/FZTlcrZD2iWA0qh/ej9z+c4yvfPMPl+Q4XLzWZq3cJPIcD43nuPlBkeCgg8B2kTOdVR7GiEyb0YsVMtU2zvbJ690ZWa9W+VU5xfNAWfLlN+GaZOATSNuNucWLL+3YrXAmZ60QLswjXw584hDdyF062gHTT0Fo4HkiJcH2En8HEIeHl80RzH7P4ra/Rm/3wmorjuFHFyZXwRsvrrjh2ckXiRhXda9H4zkl0//ndy4yK6Z47heo007C/OL6pTgxeaRK0QnWadM+d2veV+5ZlWZZlWZZl7V+Fo0cov/Ac/vAw2ekyOo7pXPiI3qXLxEtL6CjCJAodRcRLS/QuXaZz4SN0HKcV1sPDlF983s6ytu4o+7eUwbIsy7KsO5LnSh67f4LWuxH1Zo/KQofpifyGZwNVFrq4UlDK+zx2/8S+bDG93a5eEDBX7xInelMV0csLAsaHs4MFAX/yv2qE8ZXq663Yicrh3XRupsHXv3WWeiukutAhm3E5OJq75rl2HYmUAiEEgS8xRhLFil6YEHgOlfkOriPWVXF9o9ntW+GNltO5zK6P7rVwsoVNP5butQehrjt6YFv2b7sZFRNWLhIvzKbzvFWCcFyc4jjO0DitP/lv14TM7nWhqzEa1VpEtZsYrQADWqct1o0hacyhuy2qv/v/JXPoe0iWFojraYX19Y+1lv1acRxWLqLDDrrdRGby4GxuYYtwPWQmn7Zlzw8TVi6QKd+7zXtrWZZlWZZlWZa1PqWHH8LJ57n0yqvITIa42SRpNEmWWituK30ff3wMr1hMA+sXnrOBtXXHuSWhda/X43/8j//Be++9x8zMDO12mzheXzWPEIL/+B//4w7voWVZlmVZe9mTx8q89+EcvSjPTLVFbbHLxEh23bOBaotdur2E6ckCI0MZnjxW3oW93vt2ckFAoswgPHXk1oLTnagc3i29MOHE62dp92KqCx1KBX/Vc9d3JVIszxdP540HvkOUpG3EhRRU5jscOlC86fO51uz2zQqmDiODXDqXuTmPSeKbVgKvxiQxutfGKY4hg9yea2Wt45D2B2/SPXcKHXYG7b2N0Wk7c89HteqoTgOTxMhMfkXIrMMOcb2KUXFa+asSjL6qQ4QxYPTg8dt/9nba9tuAPza9qYpjtzhBVD1PPD9D4zuvEC9eRno+TnEcb7RMMHU4rfreI+KFWYxW6CTCGxplc/0zUjKTJ+62MFqRLFwCG1pblmVZlmVZlnULFY4e4ehLX2b+22+y+O4p1MjwoMLaaI2QEhn4CMfByeYYefQRxj73hG0Jbt2Rdj20/uVf/mX+zb/5N3Q6G6+KMcZs+KKNZVmWZVm3n4zv8sLn7+Er3zzD5GiO6kKHKNFMjWbx3BtX8caJorKQBtZTozkKWY8Xjh8l49vmM8t2akGA64hB2Ky0wdlCsfVOVA7vljfen6W+FFKZb5PNuDd8bjOBixDpMSqlcR0HIQS+KzHaEEYKRwgWmz3Gh7NrbnM9s9s3Sjge2aOPoHotVKtO3Kim1dcbXOAQN6ogHZxckezRR/bUTOvw8nka330V1a6jOs20eje5thW6MQbiEEQ62xvHw0Q9RJC+Jqq7RFyvgFL9Nt0GIV2k74GQIAQYk4bhUa/fKt1ghINwXHTUw9nAYgCtE5J6Na3ojkN02EFIl6Xu/42TKSLzQ0jHQwY5skcfIf/AE0jv1l8IUc25QZv55bbzmyX6x2PiiKRZ2/K+WZZlWZZlWZZlbZUTBEw+8zTjx5+iff4CvdlLhLUaOkmQrkswMUGmfID8kbuR7t75XmxZu21Xz/5//I//Mb/zO7+TXtyxLMuyLMvagqPTJV48fg8vv3YWz5VU5ttcuLREIetRyHr9ecAC3Q/4Wt2YVjfGlYLpyQKFrMeL33sPR8p2lvXVdmpBwMRwdtAWPIwV/hZahO9E5fBuiBPNO2dqNNoRiTYcHM3dMOTNZTwcKXEdSRRrfJPmm0KkM8e7YUKsNI1WxGgpM6jKXrnNla3at0v+gSfoXjyNN9wjWpgladZwixPrXuCQNGvoqIs/WsbJj5B/4Ilt27et6l48TePtk+hei7heTecsZ/J4Q6MIL21lbrRCtRsk9SomCQEBKiZamMEbnkJIJw2skwSdhOlMa9dPw+qrCYFwJLgao+K08lon4LgkjQrCcZDB2ue50ZqkfpmkOZ9WcZv+P4DREWppEdVqwLxAehmc4XFUr0X34mlKn33ulle4G5WkrdIhrTLXm/++KET62WKMtjOtLcuyLMuyLMvaU6TrMvTJexn6pO0IZVmr2bXQ+g/+4A/47d/+7cFFrAMHDvDss8/yPd/zPQwPD+Pa1SOWZVmWZW3Qw/eOk896nHj9LBnfodGOaLRCljrRitv6nsP4cJZS3md4KODF4zawvpGdWBBQnijgOGng2urEDOU2X025E5XDu+H8bINOGNNohRSy3przwoWAUsFHNTRxoumGCa4jMcawHOdFsUIKQbu7+vO507PbpRdQ+syzLL72NbzSJHGjiklivNLkmq3CTRITN6roqItXmkRmCpQ+++yeqPiFfoX126+g2g3iRjpX2itNrzgmIR20lAjXT8NmIdFxD2kC4sXL6YuoVBpYO24aWLNGoC8dSKLBbdJ24i5xvYo/cQghV3/tdNghmp9B9zrXhNUrCIGQEqMikrkZVHMBf6zM4re+Sunx58gefmgTz9b2EI6L6If56czvzZ+nxqSLWoSQe6py37r9rDXrfi+24bf2Hx3HtC9cpDszSzQ3N6jE8sfHyU6Xyd99GOnZc8yyLMuyLMu6fezat/jf+q3fGvz5ueee42d/9mfx/a21frMsy7Isyzo6XeKlLx7jjfdmeedMjZGhAKUMYazQ2iClIOgHnLnA47H7J3jyWNm2BL+J7V4QcKRcIhd4lAoBc/UucaLXDG1vZCOVw3GiOT/bYLbWolbvkiiD6wgmhrOUJwocKZc2tQ+bNVtroZQhihVjpcxNbz9cCKgtdjHGoJRBKT1YAGqMwRjoRQkfV1pMjmQZKWYG8613a3Z7cNcRSo8/R+PtkwgnDVij2kfITB6ZySO8ACEcjFFpu+peG91rg3TwR8tpYP3487e80neZjno0vvsqutcmblRxcqUVM6qvZpK4HxKLtC217ldVa2cwt3pQYb1WYJ3e8Nr/lg46DpFSolqLuMWxFXdRnSXihVl01AWtAZNuR4j030aljyudfnV4Agik62PiHmHtI/zRMo23TyIzhVv2OjjF8UFbcBNH4N38/XEjaYv1tM24W5zYlv2z4aR1tfXMuhfS2XNt+K39Q4XhlZmX3c7KmZe+j3DtzEvLsizLsizr9rNrV2v/5E/+BICxsTH++T//5zawtizLsixr22R8l2c+fYjjjx7k3EyD2bk2tcXOlZByJEd5PM/R6dK2Vpre7rZzQYDnSh67f4LWuxH1Zo/KQofpifyGZyCvp3K4FyWDfe6E8Z5ZxFCrdwnjK63N19LpJVTm20DaLRr6HZONQcCg2lrpNARfaPRYakdMjeXS6vhdnN2ePfwQMsjT+O6rCD8zmP8cd1srbitdH6c4hpMr4uSH90Rr6qu1z7yFateJ62mF9VqBNdAPrPuvhuhXXWuNSaJ+cAzCzXDTwBoGt1/+s3A9TBxiVILqNHGGRq/ZFx12iOuX+4G1Wr5jWrGd7hwY0a+wdtJQ3XiYOELHYRoSa0W0cInAcWl85yTjX/jyLQnXvNFyGvK5PrrX2lJorXttpJuGhu7ogS3tlw0nreutZ9Y9pJ91Ml/cU234rf2hde48l155laheJ242SRpNdLTKOeb7uKUiSatF4/3TlF94jvyRu3d/hy3LsizLsixrG+1aaN1oNBBC8PjjjxPYFaCWZVmWZe0A15Hcd2iE+w6N3OpduW1s54KAJ4+Vee/DOXpRnplqi9pil4mR7LpnIK+ncvjcTIMTr5+lvhQOqsOjWK24ne85lAoBrXcj3vtwblfaxSfKoPuzepcrolez1I64PN8h0XoQcot+8azRg1raNCo1oJSmEya4ieDsXzRwHEnWd3Z1dntw1xHGv/DlKwFffnhfBXxGxYSXztJ857+ms7Z7HZz8MKq1gPAyyCA7aF99DSEZBNLGgJBIx0Un/dnUyy/cunZiOfwWg8UJSBdUgnEUOuzgZNJ2+EYr4no1rSrWy+3Arw6sr9nJKwG6kOAFkESYOEL6AUYrosUKws/Q/uBNho49vb793UbB1GFkkEtDvuY8IlfaVOWySWJ0r41THEMGuXWFhDeqojbG0PuLPwOtUN0lG05a6551b+II3WuhmvOoVh1vuLcn2vBbe1/j/dPMnjhJ0mrRq1YxicIt5PHHRpGBj3AcjFLoMCJptYjm5onrdXSvx0df+SrlF56j9LA9xyzLsizLsqz9a9dC65GREWq1Gvn8/pk7aFmWZVmWZaW2Y0FAxnd54fP38JVvnmFyNEd1oUOUaKZGs3jujSuP40Stq3L4/Q/nePm1s7S6MZX5Nok2FLIeY6VMWl0tBUqnVdetTsxcvUu92aMX5fn1b5zhxeP38PC945s+vptxHYHsh9VKG5xVDrnTS7g83yFO0sDakYJs1kWbdH64EQZtGITfyxXXidIkCTiOwJGCiZEsd43ldnV2u/QCho49TeHBpwgrF0gWLpE0a4MQ0C1O4I4eIJi6e8/MGr66kjZuzhEvXEorl4VA91rosDOoVHZyRZzCyDWzpYXrXWnrbTSQzh0frDAQMg2VVw2Tr2P0lbbeAoxSIB1MnCAwaUDdD61Vq45J4rSie/ksuH7mtTGDPP2afRYC4/pgDDqOkF4GE/VQnSbdc6coPPjUrr8+wvHIHn0E1WuhWnV0cw45fNeGOzHEjSr0X6vs0UfWPI61qqh12EW1F2G5at5xcfLDNpy8g4WXz9N46wRxvUqyNIeQLjLIAaTniJQIx0O6Drg+TraASWLiRpVoYRavNHnL2/DvJjuLeeNa584z8/IrxI0GYaWKk8sSHJxe8TwJx0mrrIcK6DgmrFTpzswSTE0ye+IkbqFgK64ty7Isy7KsfWvXrkbcc8891Go1Ll26tFubtCzLsizLsvaYo9MlXjx+Dy+/djZtYz3f5sKlJQpZj0LWI/AdpBRonYa0rW5MqxvjSrFm5fC5mQZf/9ZZ6q2Q6kKHbMbl4Ghuxcxqx0mrrIdyPnGiqSx0mKm2mBrN8fJrZynkvB0LeSeGs4O24GGs8K9rEa616YftaWDtuWJwG0cIcoFLlGgSpRGYNAuVAteRuK5AKUOiNK4jEULw/3zuQUqF3a9kFo5LpnwvlO/d9W1vxPVtfpN6FR32W21LiY56QBr4GsfFtBJUdwlveHIQVgkv0w+1ZXo/x71SMd1ntEKsJ7TubxdDGlbrBLG8smE5PAWM0ahOM/3v5U1dXfGd3irdD9mvsr5u+0II8HxM1MUYBRhUq4HODxNWLqSv3y7LP/AE3Yun8YZ7hHMz6KV55NDKOd6rMcakFfJRF3+0jJMfIf/AEze8/VotntMwutdva2D688AlJg4R+WGkm465EtKGk3eKpN1g7r/+e+L5GXSvk1bio9NW9oj+gpH+4pZ8f3GLkAjXwxstkzRrxI0q4ha34d8Ndhbz5qhej0uvvIpqtwkrVbzhEv7ETcZTANLzyEyXCWs1wkoV6brMnjjJ0Ze+bJ9Xy7Isy7Isa1/atdD6xRdf5M033+SP/uiPaDabFIvF3dq0ZVmWZVnWHS1Rmj//aJHZWotavXultfdwlvJEgSPl0opwdyc9fO84+azHidfPkvGdQRvvpc7K1ru+5zA+nKWU9xkeClatHO6FCSdeP0u7F1Nd6FAq+OtqO+65kumJPLXFLpWFDq4refm1s7z0xWM7Mv+5PFHAcdIgutWJGcr51/x8odlLK6yjtML6+lAbAb4n8T1Jt5cghMF1JIWcR8Z38VzJUjvCANnA5Y/PVHjm04e2/ThuB6u1+b0yR9og/CxpubMGrTBJhElipKeJF2ZxS1M4uaG0bbh00lA7icB4gOGawePXhdirMUanIbXrp5XQQmKiHiaJl2/Rr+QGHXbTYFXF/YpuVrYgH2xT9quNV74XhJCD9uPC9dBR+rjJwqVbsuBAegGlzzzL4mtfwymOo5pzaBVjRu5KK9pvYDkw1lEXrzSJzBQoffbZG4aCa7V4xnFJFi6hjU4r24UEYzBRiDEQLczgDU/hZIeuecw7MZy8U4SXz6eB9dwMOmyn50MSg0i4+p09WNyylKA6S3jDU/2xAgK3OJGep/XqLW3Dv9PsLObNm3/jLaJ6nV41rbBeT2C9TAhBMDGBiWJ61Soyk2H+228y+czTO7vTlmVZlmVZlrUDdi20fv755/nqV7/Kn/zJn/BzP/dz/OzP/uxubdqyLMuyLOuOFMaKt09XeP98nViBUmlrbK0NUoq0ZbYjyAUej90/wZPHyjsS1q7m6HSJl754jDfem+WdMzVGhoJN798b789SXwqpzLfJZtw1A2ttDJ1eQhglRLFGL88OBv6isoTvSd54b3ZHwt4j5RK5wKNUCJird4kTPVgsYAw0WhGx0hgDQXDjylytDdoYfM8h47scPlBE9o+3VPC5cGmJRjvinTM1jj968Kazxu804eXzNN5+BdVuEDeqSD+LV5omac6hOg3McuU0ApD96mkvbQUd9ZBeQNKoIBwH4WcQXgBRN62GDjvpRpZDY6OBtUNrYwwmjgCBcFycwjC628YYk7YqH8y67p8rcS/9fzcKwwcVwnIQxN/QoP24AJO2u06atfU+ldsuuOsIpcefY/7bvwvSRS/ViGofITN5ZCaP8AKEcDBGYeIQ3Wuje22QDv5oOQ2sH3/+hhXON3rtl5+jpDmP0UkaSko33R4Gk0TouIc0AXG90m8Nnb3mse+kcPJO0b14mvpbJ9IK67Cdtvp3faTrpu/H/vx5jMaoaxe3XL3AQQiBV5okqn10S9vw7yQ7i3nzdByz+O4p4mYTkyiCg9MbGo0A/eB6apLOhY+Im00W3z3F+PGn0nPVsizLsizLsvaRXfsN1nEc/q//6//i7/ydv8Pv/u7vEscxP/3TP83Y2PpavlmWZVmWZVnrd26mwW//339OYymk2U1odROiWK24ne85lAoBrXcj3vtwbldnIGd8l2c+fYjjjx7k3EyD2bk2tcXOlUrwkRzl8TxHp0s3DF7jRPPOmRqNdkSiDQdHc6te7FXasNjs0WhFKJ0Gw9qYfpVqGk92Q8X/+rhOp5vw+IN3kc/6Kx5nKzxX8tj9E7Tejag3e1QWOkxP5BFC0OnFKK377b3FisLZZcYYolilIYgjKRX8QWCdbsOhkPVotEJGhgLOzTS2NIf8dqOjHo3vvorutYkbVZxcCbfYr2hbnicN/XnQV55XISR4ASQROg4RQFj7GOl6/arnpL8BxTVl1sZgdBoir3ZeGmMgidJqXz+DcDzcwhgmyBMtzCIcLw1nkxhnObRO4kHV9RX9bS6H2f3AOq3yXSP8GMzj7gdvRl85llske/ghcgl0Tv1XhB8gog663STutlbcVro+TnEsnTeeH6b02eduGFiv+dpzVdt1lQAmnV3dPyfE8mufhEghiOsV/MlD6XlxlTshnLxTLC9wSMcGdACTdkLwM9feUAgQEiFdhPFuuMBBuB4yk09b0d/CNvw7wc5i3pr2hYuoboek0cQt5Dc961t6Hm4hT9JookaGaZ+/wNAnb49zzLIsy7Isy7pz7Nq353/9r/81AE899RQXL17k5MmTfPOb3+Qv/+W/zH333cfQ0NBNHuGKn/iJn9ip3bQsy7Isy9r33v9wjpdfO0t9qUut3kMpzVA+YKyUSauXpUDptKq51YmZq3epN3v0ojy//o0zvHj8Hh6+d3zX9td1JPcdGtlUuHp+tkEnjGm0QgpZb9U2551eTGW+Q5xoYpUGw1qvrFI1Jm01fnm+zf/n19/hR//aA9se4D95rMx7H87Ri/LMVFvUFrtMjGTphUkapGuD569eZW2MIUo0ShsygYvnSUaKmRW3K2Q9ljoRShlm59o2tL5K+8xbqHaduJ5W2V4dWgrX78+mJQ2FVwkkjeun7cKjDgg5mIM8qG5O/+PajWqFibrgBdfMtjZGpxXWWiG9AOE4eMOTCCkRQQ5veIqo+lE6iN0YVGsRjEZHPcwgtDYMWocvb//qwPpms7SXA9v+Pgsh90TA6k4cIn/8S8Tn3oFLf4bOD/dnTUcYo9P99HyEdJBBjuzRR8g/8MSarbjXeu3hStt1VJIGkNe8/iI9P4xBxyFSSlRrEXeVmdu3czh5p7h6gUOyNIeQbrqY4WbvDSHXXOAgM3nibuuWtuHfTjqOWfqzP+ejX/8Nwrk54kYTJ5tBZjLoMEq7UcjVF5zZWcxXdGdmB7O//bHRLT2WU8iTLLUwStGbvWRDa8uyLMuyLGvf2dXQ+vrqgiiKeOutt3jrrbc29Fg2tLYsy7Isy1rduZkGX//WWeqtkMvzHbK+Q3m8QDZzbdWw46RV1kM5nzjRVBY6zFRbTI3mePm1sxRy3q5VXG/FbK2FUmn18VhpZYDbbEdU5jskOp0VbUw6B9rzJVKIQXdXbQxRrEkSTSdMmJ1r70iAn/FdXvj8PXzlm2eYHM1RXegQJWkLad0PHVcrKtc6PUalDYHn4ErJ1GgOR66sog36oXcYK2qLnW3b9/3OqJjuuVOoThO0SttCX11N7WeAtDW4UQohV/mqpNWVamajMFqn4amXSSuVk2hQtXxlwxo06Yxqx0tDHK0wOgFEv8LawR2eQga5wd2kl0G4LgIP4bjIwgims4TutdIA7ZptGJD9dubrDayX73fVv4Xn4xYn1v+k7iDhBWQe+BxDn/4+wsoFkoVLJM0aRiUIx8UtTuCOHiCYuvumQfvNXnu40nY9fU1Xq3RMg2sTdTEqQbWbOIXRVSvob7dw8k5z9QIHIR0QJn3PifWMWrjxAgfRX1Rxq9vwb5UKQ+a//SaL756i+/HHhPPzqE4XhEAnCdH8AkKI9HOtVMQfGUGs8hebncWciubmBrO/ZbC1Di/Lgb8OI8La/j3HLMuyLMuyrDvXri6jN6vMXVvt/61lo7N9LMuyLMuy7hS9MOHE62dp92KqCx2KeZ+xoo+8QaXTMs+VTE/kqS12qSx0cF3Jy6+d5aUvHtu1GdebVat3CfttzwPv2pAurbBuEyeaMFY4UuD7LvK6oFcIkAgcKWjrNAicb3QpZL0dCfCPTpd48fg9vPzaWTxXUplv0+rGaG3SOcYapDSDMF0pQ6I0QggygZsG1mM5cpnVW4guH5/WhkRt7Hft21lYuYgO01bTMpNfMetZ+lmEdDCOi0kihPGuCamMVpgkBK4Ki5crk/sBt5AOOg5BXde+2+h+eK0wQqYViK6PcFyE4+ENT14TWBtjiBtVhBvgjR/EK02kbcILHeJGDbU0jw67yzfutyh20sdzPdZsCX79fvX/Ldy0ctkdPbC+++4S4bhppfIWgt+bvfZwXdv1G4WT/TbQqATjKHTUxbnqdRvc7DYJJ+9E1y9wkEEe3eu3pl/3tYgbLXBI/47aC234N6t17jyXXnmVqF4nbjTozl5Cx3E6AsGR6F4IkHaMcF20SkiWlgimJnFzq7xX7CxmdJKkYyRIW6hvxXI3D6M1Otmf55hlWZZlWZZ1Z9u1bwK2OtqyLMuyLGtnvfH+LPWlkMp8m2zGZby0/habQggmRrJEiaYy3ybjO7zx3izPfPrQDu7x1iXKDFp9X111rLTpV1inbdBdV+K78iYLIAVCCHxX4rpyRwP8h+8dJ5/1OPH6WTK+w4VLTZrtCK2hF117oVlKge85eI7Ec9cOrIHB8yGlwHXsgs9l8cIsRit0EuENrWzBKoTAyRcxSwkmidPguj8T2hiDicPlsnwGJfpCpJW5yxlnvzU30ukHoOLaimgh0tt4GaTjprOYCyPXtNA1xpA0a+ioiz9axh0aY+z/+HGEdAgrF+iefZfW/3w93ackSgPW/kzs9VWCXkWr/jEonFwRGeRuOBN6P7vZaw/0X6f+Io81PieE46CjBIHBRD1YLbS+DcLJO9X1CxxSq8+6X9MqCxyWOwLslTb8G9V4/zSzJ06StFr0qtU0oBZpdwocJ63y7XcrMCptd00cYwJNb2aWYGoKr7hyLNydPotZuu7g7wCj1JaCa6PTRXxCyjsq+Lcsy7Isy7JuHza0tizLsizLug3EieadMzUa7YhEGw6O5hDoDXW1EUIwNZrlwqUlGu2Id87UOP7oQdzV+lXvEa4jBpXFShuWr/UuNntphXXUr7C+aWANy4GVkIJC1kMbdjTAPzpd4qUvHuON92Zpd2PiRNMxMZ4rcaQEwaCFuSMlpYLPSDGzakvwq4XRlcrziZGVgdqdSjXn0hnSpG2wV+MURlCdJaSn0XEPkiht9avifmC9HEAvvwbmmlnWaXtwjfSzaXCtlwPweLAN4bg4mTze6IGVLaqTmLhRRUddvNIkMlOg9NlnB7OaM+V7CaYOE8/PIBZmiRcugZSYKLwmZF8PY3S/RXkaormlCbJHH9mXYdrNrOe1TwP/dYSTywsDdL8d/CqM6QdH+zSc3I+MigkrF4kXZtPXu99G3imO442WCaYOI5wbL/ZZdv0CB5OEV15zo4H1/324YoFDv8J/L7XhX6/WufPMvPwKcaNBWKni5LK4uTxRvY5KkjR4FeJKiO26GM9DRxG614MgIKxUEK6zasX1nTyL2R8fR/rp55IOo8GfN0OFaaW7DHyCif11jlmWZVmWZVkW7HJ7cMuyLMuyLGtnnJ9t0AljGq2QQtbDcyVJom9+x+t4rkMh69FohYwMBZybaXDfoZEd2OPtMTGcHbQFD2OF7zloY2i0ImKVhva+765rxMxyR2cpBIHvUsx7Ox7gZ3yXZz59iANjeX7l1T/lL6pLCASFnIcUAt+TBL5LLuMi11nh1+rG+J6D4wjK4/mb3+EOYVSC6Vc9ixvMexZC4g1PEi3MIk2ATsK0betye+/0zv1Ka7X8yIN51kYrpBuA4+CPTmN0QlyvIFwfHfXS9uAqQfda6CRCShdjVNr6u9dG99ogHfzRchpYP/78ispn4Xhkjz6C6rVQrUV02E1bESfhlZD9JsH1NZXjCNzSGG5hlPwDT2z+Cd7D1vXau946w8nVFixct7243yJ5H4aT+42OQ9ofvEn33Cl02Enb+McRxuh00YCXtr2XQY7s0UfIP/DEYBHIalYscLg6iNUKNrII4boFDiaJkHu0Df9aVK/HpVdeRbXbhJUq3nAJf2Kc8FJlsJBn1ZnVUiKDIA2uw7QqO6xUcQ4dWnH7O3kWc3a6jHAdpO+TtFq4Q4VNP5ZqtZG+j3AcMuX9c45ZlmVZlmVZ1jIbWluWZVmWZd0GZmstlDJEsWKslNnSYxWyHkudCKUMs3PtPR1alycKOE7aPrvViRnK+XR6CUprEqVxHblihvWNKKWRMq1szvjOrgb4935ihMnhHHGimat3mRzJ4bkbD8jjRNHqxowPZ8kFHkent28W934nHBfRD5GMVjcML2WQwxueIq5XkEKgo24/mFmeHU36535oaZTC6C4gkF4GHAdveAoZZNPtSoe4XkVKmc6h1goddokun7+mCle6Pk5xLG0Znh+m9NnnbtiqO//AE3QvnsYb7hHVPsboBOH4GBWls2Vd/4atwo0xkISgEhACGeRwRw5cU9F9u1nPay+8zDrDyeWgWtywGlv32vsynNxvwsvnaXz3VVS7juo00e0mepXqd+n6yHwR1WvRvXh6zffW9QscROBeM+se4w3OpZu7ssDBqAQThzjFsX3Xhn/+jbeI6nV61bTC2p8YR4j+2ISr3w+rEEIgfR9tDDoMEY4kWlwkGB+79nZ38Czm/N2HcbI53FKRaG4eHcdI7+ZdAa6n45ik1cYfH8PJ5sgfuXv7d9ayLMuyLMuydpgNrS3LsizLsm4DtXqXML7SFnorAv9K5XJtsbPlfdtJR8olcoFHqRAwV+/2W4In/U7OBs9fX7hgjCFRBt9LW3Mvz4zerQDfcyWP3T9B692IerNHZaHD9ER+XRXiVx9DZaGLKwWlvM9j90/s6dbuu80pjg9aQ5s4AvfGLVid7NAgbBZaXalKNuba2cfGgDAIN0iDUce7JrCGNAT3Jw+hWoskZh4ddpFBFidbROaGNlUNKr2A0meeZfG1r+GNHiBemEWrpF9xHWOiLkK66WzUQdtr069CDdMQXkqkn8UtjuPfdYTu2Xfo/Pl3NtVSea9bz2svg+z6wsnlinsp+1Xt1/04idG99r4MJ/eT7sXTNN4+ie61iOvVdK57Jo83NDp4Py1XXeteC9WcR7XqeMM9Fr/1VUqPP0f28EMrHvf6BQ7S9XFyRUyr3+o/jsAL1vnZnH5OGAM67CD6j7Wf2vDrOGbx3VPEzSYmUQQHpwfHLoRAXN154CbBtep2MXFC0mjij44irlpQdifPYpaex8ijj5C0WsT1OmGlSma6vOG//8NKFeE6eMUiI48+csc9j5ZlWZZlWdbtwf4Wa1mWZVmWdRtIlEHr9AL5zWYe38xyZbLWaZC7l60W9koBut+2d70ttcNIIwR4Tjo7evluuxngP3mszHsfztGL8sxUW9QWu0yMZNd14doYQ22xS7eXMD1ZYGQow5PHyju6vzttu2bULvNGy2kw7ProXgsnu3YL1uWwOaqcRyX9mdZC9vNfnWY00kH6AcINcPJFnMLIqkGnEBJ3aAyZKRBVLuDkirilCTIHP4VwXNziBO7oAYKpu9cdZgV3HaH0+HM03j6JcFyihdk0GJMyrQPX6ppZ2oN21kKks6+FQLge0g+ILp3dUkvlvW49r70Qcl3hpFEqrcZGIPxru1oYY4gbVZDOvgsn95Pw8nkab7+CajeIG1Wkn8UrTact3q8ipAOuj5MtDObFRwuzeKVJGm+fRGYKKxYVrLbAwSmMoLr9WfdROuveuP7NP5uN7ifWCoPBH57EyY/sqzb87QsXUd0OSaOJW8hfUwEsfR9kP+BXGrFGdxAhJcJ1MUmCUQrV6eAWroyvuNNnMY997gka759G93p0Z2YJazWCiYl1//0f1mqoTpfsdBl/ZISxz+2fc8yyLMuyLMuyrnbLvkEbY/jwww/54IMPWFxcpN1uo/X65i7+xE/8xA7vnWVZlmVZ1v7iOmIQNittcLZQbL0cfkspcJ2tBeC74fqw12AGo2bXk1lHsUJpQyZw8FzJaPFKELWbAX7Gd3nh8/fwlW+eYXI0R3WhQ5RopkazeO6NX9A4UVQW0sB6ajRHIevxwvGjZPz1/6ofJ5rzsw1may1q9S6JMriOYGI4S3miwJFyaVPtyjdju2fULgumDiODXNomuDmPSeIVIdf1hEirkU0Sp2GV4yEwaRjsOEjPxxv/BDLIrStcENJNg+7sEJmDn2Lk8//nup+X1WQPP4QM8jS++yrCz6DaDZJGDRP1BgH1oCpcOGkVqZQYrXDyJUSQJWnMbbml8l633tf+puGk0Wkr9n7rb+lfqag3xpA0a+ioiz9a3nfh5H6hox6N776K7rWJG1WcXAm3OH7T959wPbzRMkmzRtyoIhyXxndOMv6FL1/z+bHaAgch01n38cIs0gvQy50XPH/NVuFpm+u0Nbg3fCCdU7/P2vB3Z2YxiUJHEf7Y6DU/k5lMWm0tJUYpuEllr3AcdJJg+q3CuTq0vsNnMTtBwIHnn+Xj3/gawdQkYaWKiWKCqck1W4XrOCasVFGdLsHUJG6hQPn5Zwczwi3LsizLsixrv9n10DqOY/79v//3fOUrX6FWq23qMWxobVmWZVmWda2J4eygLXgYK/wttAgPoyttxidGctuyfzvp+rD3o8tNlL7SlvVGWYYxhjDSKG0IPAdXSqbG8tfMwN7tAP/odIkXj9/Dy6+dxXMllfk2Fy4tUch6FLIege8gpUBrQxil86tb3RhXCqYnCxSyHi9+7z0cKa9vlnUvSnjjvVneOVOjE8YoZQhjhdYGKQWB5+A4glzg8dj9Ezx5rLyhMHyjdmJG7TLheGSPPoLqtVCtOnGjmgZUNwubB+21RVo1q+I0eA6yuEOjOJn82ve/ijH9FrhCblsFbnDXEca/8OVB0O8WRjAqQXWamDjEqCRtZS3TVuFGJ8jMEGppHhP1tqWl8l633td+7XBSpG3D++eBky8O7r9cxaujLl5pcl+Gk/tF+8xbqHY9nRPfb2+/3jbKQgjc4kT6etWrCD9D+4M3GTr29OA2N1rgIIMcbmmKpNGfdR+HmKgL/YUoaRcGcWWEgEogidI2/JkcXmmK0uPP77uFH9HcHDpKP4NlcG07fDeXBcdBuC46ijD+2vO+xXJVttaDx4S9OYtZxzHtCxfpzsymz0GSIF0Xf3yc7HSZ/N2HNzV3ei2Fo0cov/AcsydOIl2XXrVK58JHuIU8TiGPEwSDz2gVhqhWm6TVRrgO2elyGli/+PyeeP4sy7Isy7Isa7N2NbSu1+v8+I//OB988AHG3LxSRQix4nYbmetjWZZlWZZ1pyhPFHAcge85tDoxQ7kbz+u9mVY3xu+HleXx9Qdyt9LVYW+7m6W62EkD2EjheQ7paOe06lRpUEqTKIMQkAnSwPqusRy5zLW/Ht+KAP/he8fJZz1OvH6WjO/QaEc0WiFLnZXhre85jA9nKeV9hocCXjy+/sD63EyDE6+fpb4UDrYR9eeiX7+NUiGg9W7Eex/ObWgbG7FTM2qvln/gCboXT+MN94gWZkmaNdzi2i1Yhev1g2v6s4410ssgHA+nsLEZ5yZOW+AKz8ctbl8LXOkFDB17msKDTxFWLpAsXCJp1gYt1d3iBMZoWn/6h+jOEnGjsq0tlfeD9b72NwonDYAxaWt16SAzeVR3Cd1ro3ttkA7+aDkNrPdhOLkfGBXTPXcK1WmCVun5u8HrA0IIvNIkUe0jVKdJ99wpCg8+NVhEstYCByc3hHDSWfdSynRBiEowcbLKlvpz44M83tg0I0//zX15TugkwfQ74onrW7hIgV8qEiYJxDE6jJCZ4Ko519cZvFZm8Jh7bRazCkPmv/0mi++eQnU7gypzo3U6b9v3Ea6Dk80x8ugjjH3uiW2tai49/BBOPs+lV15FZjLEzSZJo0my1FpxW+n7+ONjeMUi/vAw5Rees4G1ZVmWZVmWte/t6reBn/zJn+RP//RPARgfH+f7vu/7OH36NO+//z5CCP7BP/gHtNttZmZmeOedd5ibm0MIQTab5Utf+hKBbXFkWZZlWdYa9lKL491w9fFeXuhQXeyitWGh2SOXcckFGz/WOEmrd8eHs+QCj6PT2x9O7pTlsPc//96f0upEtE2M0gYdrQwUpBT4nsRzJJ6bVlhfH1jDrQvwj06XeOmLxwZV0CNDwbZWQb//4Rwvv3aWVjemMt8m0YZC1mOslEkfVwqUTrfX6sTM1bvUmz16UZ5f/8YZXjx+Dw/fO75tx7uTM2qvJr2A0meeZfG1r+GVJokbVUwS45Umb9gqXHgZ0hbbGpROW0I7Dt7w1JpVhavRvTay31raHd3+FrjCccmU74XyvdduN+ox981fxoTdHWmpvB9s5LW/JpxEoOMuaJVWqicRQkii2l+kj+v6OMUxnFwRJz+8r9uo73Vh5SI67KDbTWQmf9P2/jciXA+ZyaedHPLDhJUL6fumb60FDjLI4U8cQrUW024GjkIsV1f3W/EbpdKOBkEOb2yaqb/+/8bNFbfjKdh10nWvVEgrtSK49kZGiJtLoDWq10NHURrsrhZcDwoS+i3F99gs5ta581x65VWien0QFl9dEb5M+j5uqUjSatF4//S2h8WFo0c4+tKXr4TnI8Mrw/MgbaW+U+G5ZVmWZVmWZd0quxZa/+Ef/iFvvfUWQggeeughfuVXfoVCocA//af/lPfffx+4tu231prf//3f5+d+7ue4fPkyf/iHf8i/+3f/jsnJyd3aZcuyLMuy9om91uJ4p93oeKNYEUaKONFcvNQkGzgU8z4jQ+u7kGmMobLQxZWCUt7nsfsncJ39FfIfnS7x//rhv8w/+eW3+Itqi16UkAn6r7UBBEghEAIcKSkVfEaLmWtagi+71QF+xnd55tOHOP7oQc7NNJida1Nb7FxZjDGSozye5+h0aUOv07mZBl//1lnqrZDqQodsxuXgaG7Fgg7HSaush3I+caKpLHSYqbaYGs3x8mtnKeS8bam43ukZtdcL7jpC6fHnaLx9EuG4xPUqUe0jZCafBmFegBAOxihMHKK6rXRGNAIEGEfiD08hg+wNt7Eak8ToXhunOIYMcrsabO50S+X94mavPa6XVoxGHXTUS6us4xBMunhBOB7O0AjSz25pvrq1OfHCLEYrdBLhDY3e/A5rkJk8cbeF0Ypk4dI1Cz1utsBBSIlbHMMZGkWHnbQNfxJhVIIO2yAFXukA7vAko0//8L4NrAH88XGkn3Zu0WE0+PMy4UgyU5N0Z2eRQYAOw/R3r2DlvO9BxbaU4Eh6M7N7ZhZz4/3TzJ44SdJq0atWMYnCLeTxx0YHAbFRCh1GJK0W0dw8cb2O7vX46CtfpfzCc4jDh7Ztf5wgYPKZpxk//hTt8xfozV4irNUGbcqDiQky5QPkj9x9SyvTLcuyLMuyLGu77dpvt6+++urgz//8n/9zCoXCmreXUvJX/spf4TOf+Qw/8iM/wpkzZ/ipn/opfu3Xfs22CLcsy7Isa2CvtTjeaWsdrzFXwvrEGLQxKGVodRMOjBdWrSReZoyhttil20uYniwwMpThyWPl3TqsbTWU8/mrT97Nt96Z4exMHSEE+YyLIQ2sfc8h4zvkMt6a8673SoDvOpL7Do1w36GNtaJeTS9MOPH6Wdq9mOpCh1LBZ2Ike9Pfrz1XMj2Rp7bYpbLQwXUlL792lpe+eGzLC0BuRaCaPfwQMsjT+O6rCD8zmJ8dd1dpwer6yMIIJuphkhDpBsjM2t9lrmeMIW5UQTo4uSLZo49s20zrm257F1oq7yervfaq1SBZWkjbPQ+qQdNVLsJxwXER0sEpDOOPlvHGppF+gFucwB09QDB19758LvYb1ZzDxGnlq/A2PwIjvX8ajpo4ImnWVvx8vYtbhOuB0WloHYcIN8Afnrxt2sRnp8sI10H6PkmrhTu08rPPyefITE3Rq1QQQqTzljtdhOsiHAfhSEBgkrTriY4iovlFnEywJ2Yxt86dZ+blV4gbDcJKFSeXJTg4vWJmtXDS58EdKqDjmLBSpTszSzA1yeyJk4y+8BzBJw5u675J12Xok/cy9Ml7b35jy7Isy7Isy7oN7No361OnTgFw7733ct999637fqOjo/zCL/wCP/iDP8gf//Ef83u/93v8tb/213ZoLy3LsizL2k/2Wovjnbae4211Y2ZrbcJYkSSatkrIaMNMtcVdYzmG8isv9MeJorKQBtZTozkKWY8Xjh/d19XoTx4r896HcxyMh5iptnAdua5wFm6vAP96b7w/S30ppDLfJptx1/2cQBpcToxkiRJNZb5Nxnd4471Znvn05qvLbmWgGtx1hPEvfJn2B2/SPXcKnR8ezMw2Rl9TSSu8gKS1CMYQL15a1yzswTEaQ9KsoaMu/mgZJz9C/oHda4G7Wy2V9zKjYsLKReKF2TT4VAnu8BTC8dDddvp6Oy4Yg9HLwXX62hqtEEIg/AzCcdFxj2Rp3rYBvwWMSjBmuVrXucmt1yZEen9jdLpYYRUbXdxyO7aJz999GCebwy0Viebm0XG8IswFcItDZB2HXqUKUmKSBJMk6H5QbYwBrUEIhDEEU5P4pdItn8Wsej0uvfIqqt0mrFTxhkv4EzdfOCU9j8x0mbBWI6xUka7L/Dd/n7t+9IeR2Y114bAsy7Isy7Is64pduxK5PJ/6+sD66i8DURTh+ysvpD744IM89NBD/M//+T955ZVXbGhtWZZlWdaea3G809Z7vKVCgBCCynyHKEnohYpuqIiV4S+qLcoTefJZD60NYZS2v251Y1wpmJ4sUMh6vPi9+7MK/WoZ3+WFz9/DV755hsnRHNWFDlGimRrN4rk3DjtuxwB/WZxo3jlTo9GOSLTh4GhuUwHx1GiWC5eWaLQj3jlT4/ijBzddhX6rA1XpBQwde5rCg08RVi6QLKSBtFEJwnGvqaSNah+z+NrXQKt1zcIGBnO3ddTFK/WrLz/77K62kL66pbJbGEGFnX7VeJSGs0IgXB/hZ/ptr298TqzVUnkv0nF4ZVFC2FmxKEEnEUmjBjrpB6Ig/RzC89PnIsgiXb/f2r2Fas6jWnW84R6L3/oqpcefI3v4oVt9mHcM4biDltNGqy0F18akHUqEkGsucNnI4pbbsU289DxGHn2EpNUirtcJK1Uy0+VVPyecfI7c4UPEi4tEjSYohTEmbasdRSAETi6LPzZGbnp6T8xinn/jLaJ6nV41rbBeT2C9TAhBMDGBiWJ61Sq+59L87h8zevypHd5ry7Isy7Isy7p97drVt263C0CxeO08p+xVq1CbzSbj46tXO33yk5/k9OnT/Pmf//nO7aRlWZZlWfvCXmxxvJM2erzFvI/rCC7NtXGkoBdpEqXR2nB+tkkucJeLCPE9h/HhLKW8z/BQsG/bpq/m6HSJF4/fw8uvncVzJZX5NhcuLVHIehSyHoHvIKW47QP8ZednG3TCmEYrpJD1Vix4WC/PdShkPRqtkJGhgHMzjU23Lt+tGbU3Ixw3DbnXuM9GZ2HrXhvda4N08EfLt6xdsGrOofshdVKvkra97lc9Dga9p+17hXRw8kWcwsiKebRw85bKe0l4+TyN776KatcHFbI6ia7cQCt03EufAjRIFyeTxxu5Cxnkrn0wL8DJFgaLEKKFWbzSJI23TyIzhduionY/cIrjg7bgJo7A3XyLcBOHQNpm3C1OrHnbjSxuuR3bxI997gka759G93p0Z2YJazWCidU7TQhH4o+P4Y+OknS6qF6XeGERoxK8YpFgYoJDX/qbDH3qvls+i1nHMYvvniJuNjGJIji4uU4fwdQknQsfoZpLtE6fZuTJ/22H9tiyLMuyLMuybn+79i0hn8/TbDYJw/Ca/391iP3xxx/fMLSOovQCw9zc3M7tpGVZlmVZ+8Jea3G80zZzvLmMxycm8ywuhSx1Yjo9hTaGwHPIZz1Giv2W4o4gF3g8dv8ETx4r7+nwfjMevnecfNbjxOtnyfjOYA74UidacdvbOcAHmK21UMoQxYqxUmZLj1XIeix1IpQyzM61Nx1a7+aM2u2wH9sFx41aujggidOIWiuM1ituJ6TEOC5mKUF1lvCGp5DBtW1u19NSeS/oXjxN4+2T6F6LuF4FrZCZPN7QaHqeCUFU/Th9LvrhJcakofTCLG5pCic3tOJxhevhjZZJmjXiRhXhuDS+c5LxL3z5tqms3cu80XJa0ez66F4LJ7ux2fJX07020k0rpN3RA+u6z3oWt9yOnCDgwPPP8vFvfI1gapKwUsVEMcHU5KqtwgGQAhl4xPVFAHKHDuEPD3Poh//GLWsFfr32hYuoboek0cQt5G98LDchPQ+3kCdZWsIpleh+9BGl0a0twrIsy7Isy7KsO9WuXZUsl8s0m00WFhau+f/33HPP4M9/9Ed/xKOPPrrq/c+cOQOAt8kvEpZlWZZl3R72YovjnbSV45VSMFoMGC0GdELFX1TbBL6D5zo8+qkJpkbzlMfzHJ0u7clj3y5Hp0u89MVjvPHeLO+cqTEyFKBUOutca4OU4o4I8Gv1LmGctsQNvK3Ngw389P5hrKgtdjb9OLs9o3Y77Kd2wd2Lp+ld/FNMEoNWkBhwPKTvgZAgRNoi3GiMUpgkwiQx0tNECzN4w1M42Svh7XpbKt9K4eXzNN5+BdVuEDeqSD+bzkq/qo17sjQPRqWVsq4HroeJY3TUQ3oBSaOCcJyVFdekf3+4xYk04K5XEX6G9gdvMnTs6V08yjtTMHUYGeSQ+SKqOY9J4k2NFEjbvbdximPIIEcwdfeqc8+F4+IUx/FGywRThxHOnXstonD0COUXnmP2xEmk69KrVulc+Ai3kMcp5HGCACEdjFaoMES12iStNsJ1yE6XcQsFyi8+v2cCa4DuzCwmSVuX+2NbC5mdQp6ouYRRiuhyZZv20LIsy7Isy7LuPLt2peFTn/oUH3zwAefOnbvm/z/yyCM4joPWmq9+9av88A//MPl8/prbnDhxgrNnzyKE4MiRI7u1y5ZlWZZl7UF7scXxTtqO4xVCUCpk6PQUYayYHM3y6H2Te/J4d0rGd3nm04c4/uhBzs00mJ1rU1vskCiD6wgmRnK3fYCfKIPWBgBHbmyhx/Vk//5aGxJlNv04t2JG7XbYD+2Cl8Nbo+I0tAaQLghxbagvZPqP6yPxMEmEjntIExDXKwjpDiquN9JS+VbQUY/Gd19F99rEjSpOroRbvHZGrTEG1W72nwODcP30+D0JSYSOQ6QQxPUq/sQhhFylTboQeKVJotpHqE6T7rlTFB58as8G+bcL4Xhkjz6C6rVQrTpxo5pWX29g4ZoxhrhRBeng5IpkDj1I63/+4Q3nnu+VBSh7Qenhh3DyeS698ioykyFuNkkaTZKlVTpN+D7++BhesYg/PEz5hef2VGANEM3NpbO2ARlsrdPH8lxuE0VE8ws3ubVlWZZlWZZlWTeya9+qP/vZz/L1r3+djz/+mGq1yuTkJACjo6N8/vOf5w/+4A+YnZ3lR37kR/h7f+/vcd9999Hr9fjv//2/80u/9EuDx/m+7/u+3dply7Isy7L2oL3Y4ngn3WnHu9NcR3LfoZE79NjFIGxW2uBsobB5OfyWUuA6mw/Ab9WM2u2yV9sFXx3eJt2ltKJaACrGaEl/kHNf//UTAhwXXB+hYnSyHN5W8CcPIYTcVEvl3dQ+8xaqXSeupxXW1wfWADrqYrQClSCkmwbWpEG0cX0wJg2upUS1FnGLY6tuS7geMpNPZ2XnhwkrF9JzwdpR+QeeoHvxNN5wj2hhlqRZwy2uPl/5esYYkmYNHXXxR8sgXXof/ymqu7T63PM+6fppdXevRffi6VvW6n8vKBw9wtGXvsz8t99k8d1TqJHhQbWy0RohJTLwEY6Dk80x8ugjjH3uiUGou5foJBmMShBb+QuRK51CjNaYZO+OTrAsy7Isy7KsvW7XQuunn356UFH9+7//+3zpS18a/Owf/aN/xBtvvEEcx5w5c4Z/+A//4aqP8YlPfOKa+1mWZVmWdefZiy2Od9KddrzWzpkYzg7OoTBW+Fs4n8JIpQFQopmrd/mt//7nV6rWh7OUJwocKZdu2hngVs+ovV0th7fR/CzCaMxySG10+g/XBXwCMAJjTBrmej7iuvDWyRZXtFTeS4yK6Z47heo0Qau0JfgqQaaJeoDBaJ22Sb+KEAI8HxN1MSpBdZo4Q6M3DERlJk/cbWG0Ilm4tOcWL9yOpBdQ+syzLL72NbzSJHGjiklivNLkmq3CTRITN6roqItXmkzDyrBDcoO558utrk0coXstVHMe1arjDfdY/NZXKT3+HNnDD+3ike8dThAw+czTjB9/ivb5C/RmLxHWaugkQbouwcQEmfIB8kfuRrp7t/uAdN1BJwWj1JaCa6P7nT6kROzhY7Ysy7Isy7KsvW7XfpseHR3lp3/6p6lWq2Sz2Wt+du+99/KLv/iL/NRP/RRLS0ur3v/uu+/m3/7bf7uidbhlWZZlWXeWvdjieCfdacdr7ZzyRAHHEfieQ6sTM5TbXFWz0obKQocw1lxeaIOAi5eXNjUffCdn1N6plsPbeLGCDttIN8CY+KriajGoLr7qXv3Z1gqkxMRhf35vOvc5aTXQYW/QUjl79JE91wo7rFxEhx10u4nM5G94Hpkkgn515crnIW0vj3RBJRhHocMOTuba76DGaHTYTdtJxz3iuRmW3v8DDMbOP94FwV1HKD3+HI23TyIcl7heJap9hMzk09feCxDCwRiFiUN0r43utUE6aYW1kBiVYJLohnPPoV896/o42cIg9I4WZvFKkzTePonMFO7ozxrpugx98l6GPrk/F2v44+NIP/17UIfR4M+bocJ+pw/f3/J8bMuyLMuyLMu6k+3qlYYf/dEfveHPPv/5z/PNb36T3/qt3+LNN9+kWq0ipeTgwYM888wzfP/3fz/+Fr5EWJZlWZZ1e9iLLY530p12vNbOOVIukQs8SoWAuXqXONEbnpHe6cVcmmuz1IlwpKQXKi7Pt1fczvccSoWA1rsR7304x4vH7+FIubTidmvNqF0OBk3cS2cyGw1CIlwP4WWQQRYh5IoZtXsxUF0vo2LCykXihVlUc24wI9spjq87DA0rF0mac6jmHCDQcQjSoV9O3Q9szXWBbf9nRqc/lxKj4jTcS2LQGq1i/IlP4ORHyD/wxI49B5sVL8xitEInEd7QGqGRMQwS/Bu1lJYOJk4QmLTtfD+0NlqjWouoTjOtrDQ6rcjutTBzf0Hr/W/Z+ce7JHv4IWSQp/HdVxF+ZtDeO+6uMl/Z9XGKYzi5IjI7hAm76F6LaOHyqnPPVyNcD2+0TNKsETeqCMel8Z2TjH/hy/Y13qey02WE6yB9n6TVwh3afKcP1WojfQ/hOPh3TW3jXlqWZVmWZVnWnWVPXc0ZHR3l7/7dv8vf/bt/91bvimVZlmVZe9R2tziGtO32xEhuW/Zvu91px2tBnGjOzzaYrbWo1bubaru9Gs+VPHb/BK13I+rNHpWFDtMT+XXNggVotiMq823avaS/AEIzlPeZGs2l1dVSoLQhjBWtTsxcvUu92aMX5fn1b5zhxeP38PC94yse9/oZtXGjgpAuurPUDwb7YSqGQZWwEGk4mBvC6GQwo3avBqo3o+OQ9gdv0j13Kq3e7bclNkYjhBy0K15PGBpVLxIvVq60q3W8dE610ei4B1L2g2vdD22vmmlNf951P7jGKNBpK3inMIzMFCh99tk9GdKp5lw6Fx0Gc9JXdfUxG7N6cL0c6GudVmYDOuwQ16sYFWNUklZiazW4je4awsvn7fzjXRTcdYTxL3z5ynsnP3zT945RMe0/e3vNuec3IoTALU6kVdf1KsLP0P7gTYaOPb2zB2rtiPzdh3GyOdxSkWhuHh3HSG/jHRJ0HJO02rgjwzjZDNlDh3Zgby3LsizLsizrzrCnQmvLsizLsqyb2a4WxwCtbozfb2VcHt+bI0jutOO9k/WihDfem+WdMzU6YYxSaQC8mbbbN/LksTLvfThHL8ozU21RW+wyMZK9aWjT6cVcnm/TDROSROO6kqGsx5FyadAJAMBx0irroZxPnGgqCx1mqi2mRnO8/NpZCjlvRcX11TNqnVyJePESkIbSaJXOnr2OkBIjHVSvBRi8kQN7OlBdS3j5PI3vvopq1wfVoroflF5tvWFo99y7mCRMg2e3H1gLAcJBugE6Ca8E18uhrbgquDb9KuR+6A0gXB/huJQef37PBrBGJRiTnitC3nhxj3D99PhhUL2/8kbL53S6YEJ1lkgaFYxSaeU6Jt2GdPoBv5M+R66H0QlJvWLnH+8S6QUMHXuawoNPEVYukCxcImnWBl0K3OIE7uiB/nlrqL3yizede74WIQReaZKo9hGq06R77hSFB5/at90d7mTS8xh59BGSVou4XiesVMlMlzd0ThhjCCtVhOvgFIcoPPSQnWltWZZlWZZlWVtgf5u2LMuyLGvTdqoidC3b0eI43XdFqxszPpwlF3gcnV7ZungvuNOO93ax0ffGuZkGJ14/S30ppNGOaLRColiteNz1tt2+kYzv8sLn7+Er3zzD5GiO6kKHKNFMjWbx3NWDPqUNl+badHppYO25kmzgcmCicE1gfT3PlUxP5KktdqksdHBdycuvneWlLx5bEbYHdx0hc/hBwtn/hZAuJg7TttTSSQMA6ZBWAes0yE4SSOK04toL0J0mmb/0v+/ZQPVGuhdP03j7JLrXIq5XQStkJo83NDqoEF2uHNW9Fqo5v2YYalRMPDeDUf0qa8+/NoBxXKRYbhkugH5wra+fcX9V+2yT3i9z6HvIHn5wR5+PrRCOm86jBoxWNwyuhZ8hXRQhMUoh5CpfiZeDe0Q607tewaik/7xJEE6/ylqlRdtape3UTb+1OgLTaxNWLuCNTdv5x7tAOC6Z8r1QvvF85d7sh+uae37TbbkeMpNPF5jkhwkrF9JtW/vO2OeeoPH+aXSvR3dmlrBWI5iYWFdwbYwhrNVQnS7Z6TJOqUTxM395F/basizLsizLsm5fNrS2LMuyLGvDdqMi9Ea22uIY0guNlYUurhSU8j6P3T+B62xvuL5dtu14F3v74nj3u828N/7XR3Vefu0srW5MZb5Nog2FrMdYKbOltts3cnS6xIvH7+Hl187iuZLKfJsLl5YoZD0KWY/Ad5BSoLUhjBSVhQ5LnQitDe5yYD2eJ5e5+XtaCMHESJYo0VTm22R8hzfem+WZT1/bPjW8fJ7exdPIXBG1cAmcNKgWywE1ybWPKyXG9fphYYIsTdC7eJrw7of2TTAYXj5P4+1XUO0GcSNtVeyVplcEaUI64Po42ULalrhRJVqYxStNrghDw8rFNOTWKg30WeVzQjrIIItJ+m2uMf1u2VcH1+JKS3YhcAsjeKWJnXkitolTHB+0BTdxBO7qXSmkn00XAzguJokQxltZbd2v2DZCoMMukLZwX15EkIb9enA7jE6fT2LgSicAYQxR9SIYbecf7wHrnnu+DjKTJ+62MFqRLFxaMyy3NkbHMe0LF+nOzBLNzaGTBOm6+OPjZKfL5O8+vKk23qtxgoADzz/Lx7/xNYKpScJKFRPFBFOTa25DxzFhpYrqdAmmJnELBUb/j+9DBvb9bVmWZVmWZVlbYUNry7Isy7I2ZLcqQtey2RbHkAa4tcUu3V7C9GSBkaEMTx4rb8t+7ZStHu98M9pXx7tfbea98e33LtHpxkSJprrQIZtxOTiaW1FNv5m222t5+N5x8lmPE6+fJeM7g/1d6lzbltoYQxhrHJlWOQ9lPQ5MFNYVWC8TQjA1muXCpSUa7Yh3ztQ4/ujBwcIJHfVofPdVdK+N6jTwRqZAOoOZ1mJ5xvLyTGspAYHsz7RGK1SngZPJ75tg8OpjjhtVnFxpXbN1hevhjZZJmjXiRhXhuNccc7wwmwb+pv9c3aj9NWLQznrQgt0YrswNF4BJq90RIMAt7u3Q2hstp7OLXR/da+FkC6veTgiBky9ilpI0aE4ihBfA1QG/Vggp07nVUqYhuBAY3V88MTgfSRdXOF4amPfnrxulQMX9l0EQzX2MkM6uzj82KiasXCRemE3nfffbZTvFcbzRMsHU4XTe+R1k3XPP10H0P2NMHJE0a1veNwtUGDL/7TdZfPcUqtvBJAodRRitEVIifT9tw53NMfLoI4x97gmcbQiJC0ePUH7hOWZPnES6Lr1qlc6Fj3ALeZxCHicIBgtWVBiiWm2SVhvhOmSny7iFAuUXn0cc+gR6lXEWlmVZlmVZlmWt37aG1g888MDgz0II/vRP/3TVn23F9Y9rWZZlWdbuef/DuV2tCL2RzbQ4hrRFdmUhDaynRnMUsh4vHD+6bVXgO2Xzx6vTgD5SHBgr7Jvj3Y82895YbPZQSqO0QWsYH86sazHCRtpur+XodImXvnhsUBk+MhSsqAxPEs3lhTa9UDGU91fMsF4vz3UoZD0arZCRoYBzMw3uOzQCQPvMW6h2nbieVhu7pUmEEJihMXTUxUQ9TBIN5i8L10f4mbRiVgiMMRiVENerCD+zq8HgZq045nUE1suEELjFibTq+rpjVs25QYts1mp/feXRQLqr5tppkB2liwRUgjt6YOMHuouCqcPIIJfO/W7OY5L4hu2fncIIqrOE9DQ67kESpbOuERij03Da8RD9ivVBRTX0Z333XyvpgJD9ALQf9guJkC7CeJgkSqvZDUTzM7T+9A93fP6xjkPaH7xJ99wpdNgZtJc3RiP6+yqkgwxyZI8+Qv6BJ/b8Io/tst655+shRHp/Y3S/Y8HtabeqnlvnznPplVeJ6nXiZpOk0URH0YrbSd/HLRVJWi0a75+m/MJz5I/cveXtlx5+CCef59IrryIzmcE+JEutVffBHx/DKxbxh4cH+9BsNre8H5ZlWZZlWZZ1p9vWb8vGmMGFo438zLIsy7Ksve/cTIOvf+ss9Va4qxWhN7LRFsetbkyrG+NKwfRkGuC++L3bV/290zZzvEvtEMeRHBjLMTwU7Kvj3U82+944P9ug3Y37P5Pks+6Ggsv1tN2+mYzv8synD3H80YOcm2kwO9emttgZzOCeq3dBwOX5NlOjuU0F1ssKWY+lToRShtm5NvcdGsGomO65U6hOE7RK22P3nwMhBE6QgyB30+fCK00S1T5CdZp0z53a8WBwK9Y65vW60TEblaThqxDguBgVr97+en17CsYgpIOQzp5vuy4cj+zRR1C9FqpVJ25U0+rrVZ5bISTe8CTRwizSBOgkTBdFON6gulwICZL+rOp0wUQaWPdJB4ToB76rvH5CptW4QqShcRIRVT+iN/PnZA99z448B+Hl8zS++yqqXUd1munM5WSV4M/103C/16J78TSlzz6351/f7bDeuec3Y4xB9VqYJEItLdD76APqb/zObVXFvptVz433TzN74iRJq0WvWsUkCreQxx8bRQY+wnEwSqHDiKTVIpqbJ67X0b0eH33lq5RfeI7Sww9t+ZgLR49w9KUvXznukeGVx93fn+2u9rYsy7Isy7IsK7XtV3LWCqVtYG1ZlmVZ+1MvTDjx+lnavZjqQodSwd/VitAbWW+LY0jDwvHhLKW8nwa429iufLds9HhHSxmKWZfSUMBf/9/vX9fxLoeps7UWtXp3EF5ODGcpTxQ4Ui6tCGPvZJt9b7iORAqBEGk1c+BJqgtdDh3wcNYZDN+s7fZGuI7kvkMjg+rnZb/13/+ci5eXAAi8rVUmBn56/zBW1BY76Z8rF9FhB91uIjP5G1bG3oxwPWQmn4Z0+WHCygUy182Y3SvtknfymIXjpiFzfya4Ucnq7a9vyqTV7YBwHLyx6T27COBq+QeeoHvxNN5wj2hhlqRZwy1OrPp+lEEOb3iKuF5BCoGOepD0Z1J7PpAG9iYOYdCiHgYt6pcD6zWDz7QzQNouPH0tWqdf35HQunvxNI23T6J7LeJ6FbRCZvJ4Q6OD6urlqmvda6Ga86hWHW+4x+K3vkrp8efIHt568LeXrXfu+Y0Yo1GtRVS7iY5DTBKjwzZxs4b58N3bpop9N6ueW+fOM/PyK8SNBmGlipPN4oyMQpKQLLUwzbT4Qfo+MpMhMzWFHk8IK1W6M7MEU5PMnjiJWyhsS8W1EwRMPvM048efon3+Ar3ZS4S12qDCPJiYIFM+QP7I3Uh3738mWpZlWZZlWdZ+s62/ZZ85c2ZTP7Msy7Isa2974/1Z6kshlfk22Yy77nnKsH0VoTeynhbHgefgOIJc4PHY/RM8eay8b1tkb+R4PQcePjLM4w9NMTG2dmDdi5LBY3bC+LZ+DrfTZt8bnV6M7s8QllIQJQrXESw2e4wPZ9e9/bXabm+HRBm0TheerjdMv5HlKm2tDYlKHzNemMVohU4ivKHRrT1+Jk/cbWG0Ilm4BP3Q+vp2yVrF6PYSOumBUiBlGjRlCmSP/iVKn30OJ5Pf0r6sZSePeTmUE64HJp27e33765vrB9a6/9y4Adl7H9vSfu4W6QWUPvMsi699Da80SdyoYpIYrzS56uIAJzuEkA7RwmWQUT+Ylmm7ZyExWl3bGlzI/j/rCawHd0J4fn8BQUw48+eDBRPbJbx8nsbbr6DaDeJG2nLeK02vOGYhHXB9nGwhbS/fqBItzOKVJmm8fRKZKdzWFdfrnXu+Gh12iOtVjIrT1zIOwWh0FGJME91LF+Ls9yr23ax6Vr0el155FdVuE1YqCNclCUNUt5sWPGiNwSD6C0WEEOA4+KUiwV13ES3ME1aqSNdl9sRJjr705W2repauy9An72Xok/fe/MaWZVmWZVmWZW0be6XRsizLsqw1xYnmnTM1Gu2IRBsOjuY21cp2uypCV3OzFscTIznK43mOTpe2bZu30nqPd3xIIAVIufYxn5tpcOL1s9SXwkH1dhSrFbfzPYdSIaD1bsR7H87ty2r17bSV90YvTDBp92UC3yGKFbHSNFoRo6UMcgPvsdXabm8X1xGDsFlpg7OFYuvl8FtKgev0H7M5l1Y8wqACcrNEv6LRxBFJswZc2y45addR9bk0xB10gOr/W0iEs0C8eInW+99i6C89Q+nx53ekSnInjzlz97F+KJe2pdZJeE3767R1+BqfB0anc5i1StsoC4E3chf+xPYsMtoNwV1HKD3+HI23TyIcl7heJap9hMzk08p2L0AIB2MUJg7RvTagka4PMpO2pS9OoNsNkm7zSktwIaFfxZ6GwRv4e1CkrcTT4DpctRPAZumoR+O7r6J7beJGFSdXWteMdOF6eKNlkmaNuFFFOC6N75xk/Atf3pfVweuxkbnnV1PdJeJ6BZRC98Pq5feT8DP4k3en7519XsW+ouo5lyU4OL1iZrVwnLTKeqiAjuNNVz3Pv/EWUb1Od3YWFcUIbdLnOEkwWq+4vZAS4bqESULcXCKYmsREMb1qFZnJMP/tN5l85ultejYsy7Isy7Isy7oVbGhtWZZlWdaazs826IQxjVZIIettujX0TleEwo1bHN+ubna8zWYTvcqF36u9/+EcL792llY3pjLfJtGGQtZjrJRJq6ulQOm06rrViZmrd6k3e/SiPL/+jTO8ePweHr53fCcOb8/bynsjSnS/0joNhrWWJEqjtKbTSyhk198yerW229tlYjg7aAsexgp/Cy3CwygN/wLPYWIknVNtVILpV7Judr7sMiHS+xujMSq5pl1yND+LibogBELKNBC5enSRVoPqSRNHNL77/6P38QeMPvOj214luZPHfH0o5w6NkSzNp+2v4xATdRHSRThOP7wWpLOrNUYpjE4YtLROIrziBG5xbF9VigJkDz+EDPI0vvsqws8M5jvH3daK20rXxy2O4+SKOLki2aOPIBAsvf8H6Es9dJLOtE4r2NdbrX6d5ZnYGAxc0wlgq9pn3kK168T1tMJ6PYH1MiEEbnEirbquVxF+hvYHbzJ07Olt2be9ZiNzz5elFdYVSJJ08YeQ6SIEYxBegJsfQS5Xze/jKvZrq56reMMl/Imbn0vS88hMlwlrtQ1VPes4ZvHdU/QqFZJ2G+n56F6vvxjARXoewrnyGWVU+hmlowjiGLSmNzuLPzaGml8gbjZZfPcU48efsm27LcuyLMuyLGsf27Xf5n/gB34AgCAI+LVf+zU8b+fnxVmWZVnW7W435g/P1looZYhixVgps6XH2smKUGvjzs00+Pq3zlJvhVQXOmQzLgdHcyvOGcdJq6yHcj5xoqksdJiptpgazfHya2cp5Lw7suJ6K+8NbcygyBcEjiNIIo0xEEYbC61Xa7u9XcoTBRxH4HsOrU7MUG7zlcGtbozfbzNfHk/bbwvHTSt6Ia3u3UKIa0waigshUZ2lQbvkaGEWVIJwPHQSkc4qTmc+L7d6xhjQ6cxhE4cYlRDOfsj8f/0PjBz/P7e1SnKnjlk47opQTocdvJEDJI0aUvbbXqsEHSUr90vKNJSVDqgEmcnjjkylIe4+mGd9veCuI4x/4ctXWsPnhwcznY3R6XO2xgxigyGuV9BhBxD9eeebbJFvrszDFshBJ4CtMiqme+4UqpNWhHul6U11QvFKk0S1j1CdJt1zpyg8+NS+fM3XYyNzz43R6XxwpdLAWjoI0op56WcQjodTWPl7zH6sYl+ueu5V0wrr9QTWy4QQBBMTG6p6bl+4SDQ3R1SbAwQ6itIK7sAffD5etQWEK8F1Mb6HDiNUr4cMAqL5eWQQkDSaqJFh2ucv2JbelmVZlmVZlrWP7do30eWZ1t/7vd9rA2vLsizL2qLdnD9cq3cJ4ysVkluxkxWh1sb0woQTr5+l3YupLnQoFfx1zWP2XMn0RJ7aYpfKQgfXlbz82lle+uKxO27G9VbeG1KIq/IvM2gHro0hiteujr/eam23t8uRcolc4FEqBMzVu8SJ3tRCmDhRtLox48NZcoHH0el0kcPyDGZIW1zjbj4UN3GY/sFxCSsXEBiihUvpnGLppG19pZMGldeHIkKATGdB6ziEJEJHXaLax9TfOrGtVZI7cczC83GLE8DKUE64Ht7EJ9DtOqrdxDgKgenPbzbQnxcLIm2TLgVGCPzRMk5+hPwDT2zxiG8d6QUMHXuawoNPEVYukCxcImnWBjOl3eIE7ugBgqm7V4S03mg5naUrRBo6bzAMvoZW6QIJY9LgTa1cNLAZYeViOqe93Uxbn6+j1fVqhOshM3l0u4nOD29r+/LtZlRMWLlIvDCbttrvv5ZOcRxvtEwwdbi/wGB1G5l7rlqLGBWnnwn9189ohfQChOPgDU8ibjB+Yz9VsS9XPcfNJiZRBAc3t/ghmJqkc+GjdVU9dy5cpHu5knZ4AKTvIX0/fc+tuR2JzAToKEKHIUIIlO4BYJSiN3vJhtaWZVmWZVmWtY/t2pXF4eFh6vU6k5OTu7VJy7Isy7ot7fb84USZQSjmyK0FYjtZEWptzBvvz1JfCqnMt8lm3HUF1suEEEyMZIkSTWW+TcZ3eOO9WZ759P6Ze7sdtvLe8F05CKqVhsGodcOgbfh6rdZ2e7t4ruSx+ydovRtRb/aoLHSYnshvKNAwxlBZ6OJKQSnv89j9E4PZ8t5ouT+D2Uf3WjjZwqb3Vffa6eN0mwjXJ2rMgVYIKdFRmIaSrn+TfRdIL0hfA5Wgww7JwqVtrZLciWMW0sEdPQCsHco5hVF01MVEPUwSDdpWC9cHx0V3ltBxF294CpkpUPrss3u2MnQjhOOmIewGgthg6nC/EtvFqLBfFb/xr8/GaIxOK/3TCt3ctlUxxwuzGK3QSYQ3NLqlx5KZPHG3hdFqW9uXbxcdh1eq5sPOhqrmr7eeuecgSZbqaWC9vOhAiH6FtYM7PIUM1v683WoVu45j2hcu0p2ZJZqbQycJ0nXxx8fJTpfJ3314xbzpzWhfuIjqdkgaTdxCftOPKT0Pt5BfV9Xz4jvvosMQozXCW19gvUwgkL6P1gYVhsggSKvhw4iwtj1dDKztsVvnsGVZlmVZlnX72LXQ+q677qJer7O0tLRbm7Qsy7Ks286tmD/sOmIQNittcLZQbL2TFaHW+sWJ5p0zNRrtiEQbDo7mNlVVNTWa5cL/n70/DZLsus/84N85d8utKmuv7qoG0N0AwRWrSIkkCJACOVoAAj3DEUP02POOwgrK/OCIcdij+eDw2BGeGDscdsQoHIqQRq89MTMiKY7EsIjGInFeLiLABZAs7ARBCI1udKOqurLWzMrlbuec98OtzN6qqrOysrbu8wsx0KrK5dzMezNv3ef/PM/cGtVGzItvLvDQfcc6YuTNwE6OjVzgZuZeKVBKI9vOX0FHzO6WjWK3+8kn757i1bcXCeMiM5U6CyutroccjDEsrLRohSnTEyWGB3J88u6pzu+v7mA2adKTW9SkCTps4AyMoFtriLzExCFCuugkzCKvrytYt1kXrrUCAWltEbc+0TeXZN+3eXAUGRSucIJfT5ST+RJCOBijMEmEDhvo+gpIB39kKhOsf+mxA93Bu9sIxyOYupO0ttTpOsd3tj2wYZIY1h3bwnGRftBxxe8UVVtcf3w67v1eEe1Y9CTuW3x5v4gunqX6N0+jGqudfvIs6v9KpOtnx1VYp/Xu65R/8fOb7sPX7T3XCh2HYDLBWnh+J4LfG5q4rmDdphcXu4oiln70E1ZeehnVamLSrMvZaI2QMhN4XQcnX2D4vnsZfeATW/ZHX4/WzGznOfzRnQ0/OKUi6Vp9S9ezThJaMzMYlQ1cyaB7wbqNQCADH9VsZW7tNM06r9P+pBhYdsZe78MWi8VisVgslhuHPROtH3roIX72s5/x4osv7tVTWiwWi8VyQ7Ff/cPjQ/lO9HGUKPwdRITvpiPU0j1nZ6s0o4RqPaKU93ruPfdch1Leo1qPGB4IeGemekP1lF+vM354MNfzsVHIeThS4jqSONFIuT7QIQS+1/37sVnsdj/J+S6PP3g7X//2m0yMFKgsN4lTzeRIHs/dfJuTVDG/nAnWkyMFSnmPxx86eUWM/NUdzEm1kjmRtykMJtVKFv3teMigiGrUALPe+WzWI8G3IYoImTljtcIYTVpd7FvXb7+32SkMbtg7fV1R7jKk6+MMjuIUBnGKQ1uKfTcTxY88SPPtvwXHzdy2aYzpcvjBGANpDFoh/RzGaGRQvMIVv1OMSjHrfdk76UYHECK7vzG6b/Hl/aD17utUX3gKHdazfmmtkLki3sBIx13ddl3rsI6qLaHqq3hDISs/+AblX/r8pp30W/Wep41VwKDjCOkHCDfIjo/S8KaR4JuxHRd7/Z2zzD35NPHqKkmtRlqtoeMNBHrfxy0PktbrVF97nanHP0/xxPFtratNvLjYeQ4Z7Gz4oS08buV6bpx7NxOalcqGOXrsihdCIlwXk6ZgDDqON40jt+wd+7EPWywWi8VisVhuHPbsjP43fuM3+Hf/7t9RqVT45je/yW/8xm/s1VNbLBaLxXLo2c/+4anxEo4j8D2HejNhoND7Bc3ddoRaumN2oY5ShjhRjJZzO3qsUt5jrRmjlGF2sXFDiNbddsanqWG1HuK5ctvHhhBQLvmoqiZJNVGscKRACAi6PDa3it3uNyeny5x66HaeePYMniuZX2pwbm6NUt6jlPcIfAcpBVobojgT0uutBFcKpidKlPIepz69cUXB1R3MaW0Bd3C8a2EwrS2g4xb+yFQmgHiDJNUFhJSZi1m613ZYd4FwnPW+XAfVrKKj5hUuyZ106/Zzm7fqnd5KlOslVvlmIz/9PvzxWwlnfo5JNEYlWaT6Rr3ol2GMzhzQ6/3HCIlA4JTK17jid4JwLu3bWXx578J1NuCxLgT2Kb58p0QXz1J94UlUo0pSrSD9PF55+ppkArGepODkS1mHdLVCvDyLV56g+sJTW3bSb9Z73jr7GolKMVrjDh/BKZS3nUjSWV+XLvbqa68ze/op0nqdsFLBpAq3VMQfHcncyI6TuYmjmLReJ15cIlldRYch57/+DaYe/zzluzYW6NtsFNdce+NnxCsrmUt5J93tXBqeMFpv6npuzcwiHKdTT9B23/b0fI6DThLE+uME4/1JMbD0xl7swxaLxWKxWCyWG5s9+2v0lltu4b//7/97/qf/6X/if/6f/2fy+TyPPvroXj29xWKxWCyHmv3sHz4xVaYQeJRLAYurLZJU9+TM3QtHqKU7FlZbRMkl1/tOCPxLTuOFleaO17bfbKczfrDoU61HHdF5bCi/rWNjZDDHWiPG05JWK8WRAkcKCrnrn6JfL3Z7N7jrjjGKeY/Tz50h5zud12etea2DyvccxobylIs+QwMBpx7aWLCGrTuYt4rNbotTOm7hlSeQuRLu0DjxxXNgNAin05faE53I9kz8brsk9fgtO+7W7ec2X693ejNRri2yu4PjuCNHCSaPHxix8qAgHI/Shz+FCteIK++CAYzGxC2QbhY7v951jDHZfqcVRqdA1n+MdDIhT4hNXfG94gyOdWLBTRKD2/tQmUkiIIsZ71d8+U7QcUj1b55Ghw2SagWnUMYdHLvuuY9wPbyRKdLaAkm1gnDcrjrpr+49Nyq6uND2AAEAAElEQVRFpzE6iXDyAz0L1tCdi73+zllmnniSpFolmq/gFPIEx6av6fsVjpM5VAdK6CQhmq/QmpklmJxg9vRTuKXShm7VreKa46Vl0kYDHUU0z72LNzyMPzyM6GEIyuj14QcpN3U9x4uLmWi9fjujFPTokBaOzI49KTFJSm5q+ykGvfYuX32/VqMBjoM/Ooq44/abrq95t/dhi8VisVgsFsvNwZ5dlZidneXBBx/kd3/3d/nX//pf88/+2T/jP/yH/8AjjzzChz/8YUZGRsjlunP6TE3t7gU5i8VisVgOEvvdP+y5kvs/ME79pZjVWsj8cpPp8eK2o2z3yhFquT6pMp1+cUfuzFXV7nTW2pAqs+O17Sfb7YxfqoakaRbNGyeKCxfXODE92PWxIaVgYqTAmfeqOI5AG4PSJuu43mHs9m5xcrrMV75wd8eJPjwQbOpELwQe939gnE/ePXXdtV2vg1l4wbUdzGHjmg7m8PxPs7hko4FLonNviEv/We8mDmfeonn2lb506/Zrm7t17V4tylm6o+2KRynipfcyAVJKUCkmuVaAFFIi3Hb/sYtwPXQc4g9v7YrvBW9kKhuQcH10WMfJl3p+LB02kK7f1/jyndB483lUY5VkNXNYdyNYtxFC4A6OZ0MeqxWEn9t2J/1euthVGDL35NOoRoNovoI3VMYfv/72Ss8jNz1FtLBANF9Bui6zp5/i5Fe+fEU/8PXimnUco5MEoxQqDDHLy6RrawSTE7iF7VW5qCgbfpCBv6nrWacpwvdBCKTnouME43k9ua2NNmAMwnEQrrMtsbPX3uXN7pcmSbZNvk/jb//2pupr3u192GKxWCwWi8Vy87BnovXDDz98xQmrMYZXX32VV199dVuPI4TgjTfe6PfyLBaLxWI5sByE/uFP3j3Fq28vEsZFZip1FlZaXbu998MRatka1xEdsVlpg7MDs3Vb/JZS4Do7E8D3k1474y8uNViuhjiOoNqImak0mJ7obqjDGEOjleC6El9IHClxJH2L3d4tcr7Lwx+9lYfuO8Y7M1VmFxssrDQvdX4PF5gaK3Jyuryt4ZR+dDBHMz+/JDSZ9SGKnh2S7SEMCZhMgH7nZZxiuW/durZ3+uBzuSseIUmWZ8HobKgAsT4gYQCRidmITEjOFTOnbhx27YrfLsHkbcigkA1I1JayOPwtnPqbYdIEHTZwBkf7Gl/eK0YltN55GdWsgVZZJHgPw3peeYJ44TyqWdt2J/1eutiXfvw88eoqYSVzp3Yj9rURQhCMj2PihLBSQeZyLP3oJ0w8/Bmgu7jmpFYnnJtDh2EmICuNCTThzCzB5CTe4EDX26rqjUzsdZxNXc/SdZGOg3TdzHEt0qyPOgi2PRDZFt+F65Cfnu6607rX3uWh++9j9cWXNryfNpcG95IguKn6mndzH7ZYLBaLxWKx3Fzsef6bMQYhROcE1pjD7cixWCwWi2W3OQj9wznf5fEHb+fr336TiZECleUmcaqZHMnjHVBHqGVzxofynVjwKFH4O4gIj+JLMePjw9tzZB0UdtIZf2yihAAWVkM8V7BYbWEwHBktdH1sHBsv4XmSQs5FKdO32O3dxnUkd9463Nce8512MF8uNNH+O2O9N3XbmMxFn93XoNaWEV6AWp7ta7eu7Z0++FzuipeeT7wyD2mMcF2QfuYQFU4miAqRRUu31np2xXeLcDzyJ+9FhXVUfZWkWsnc19sU/pJqBaTT9/jyXonm30VHTXSjlqUO9CDEQxYVLnPFLBGhOHRFJ/312CsXu04SVl56maRWw6SK4FhvAn0wOUHz3HmSWo2Vl15m7KFP0Tx/oau4Zr88SLy8DMZkTmkh0GEIQUA0P49wna4c1zpJSOsN/LFRnHxhU5HWHxvLhG3Py2Y9gmBdMI+zn3c59KXjGKMUQkqcIGD4F+7v6vXqtXc5Xlpi5cWX8IbKpPX6NfdT2qC1xkQRhOFN09e8m/twt0MIFovFYrFYLJYbhz07A7SR3haLxXK4SFLN2dkqswt1FlZblxx0Q3mmxkucmCr37Pi1bI+D0j98crrMqYdu54lnz+C5kvmlxoF3hFo2Zmq8hOMIfM+h3kwYKPTuIKu3Evz1OOipsWIfV7l37LQzfnqiRJRo6s2YYP01PRdv/9h43y1DfY/dPozspIO5LTQJ18e0Y7svjwrfBm0xBKOzfzsuOm5mz9/nbt2bpXfaqIRo/l2S5VlUbbGzfc7gGN7IFMHkbQjnYHbAbuaK12nM1WPYe+mKb8eXe0Mh8fIsaW0Bd3C8a+EvrS2g4xb+SP/jy3slWZ7FaIVOY7yBkR09lswVSVr1Tid9t/H4e+Vib5x7F9VqklZruKVizx3I0vNwS0XSag01PMTam29R+e73uotrlgK/PEiUpogkAUC4LnpdwI7mKzi33rplx7Uxhmi+gnAdvMFBhu+7d1PBMT89lcVuBwGILJ6cIEBHEdqYTLjeIircaH2FYC2EIDgySeG2W6/7OvXau9x6b4bWzCzCdUjfq+MNDVE4fusV99NJinQchOfhDg/dNH3Nu7UPN86eY+B9ts7iZqbXvnmLxWKxWCyHmz274vG9731vr57KYrFYLDsgjNOOaNKMkptWNDlIHKT+4bvuGKOY9zj93BlyvnNoHKGWKzkxVaYQeJRLAYurLZJU9zSEkqSZADs2lKcQeJycPnzv73Y747UxNMOUKE6JE51dYBeCUsGlFWUX+z3PYWQwoNaIt31s7Ebs9mGllw7mjtBUGCRdnc9c0lrBdoVeozE6Rbg+qASkQCcxTmFwV7t1b9TeaZ1El5zkUfO6TnIz/WE4gOL1QXTFXx5f7pUnSKoVTJrglSe2FFnbSQA6bu1afHmvqNpiFskNl5ITekSsb49JYtLaQvf32yMXe2tmttOJ7I/uTKB3SkXStTpGKRafe25bcc3e8DBJbQ20znqtpQBHoqMI4UjilRWCsdFNtzNaWEA1W+Snp/CHhxl9YPPhh+Lx23DyBdzyIPHiEv7oKPHSUubwjiJUq4VYjw7PUgwEGIPR2QCRSdOsO3pd6PYnxglGx64rBvfau5wNLxmEI9FR5gbPeq+3HiS9Wfqad2sfDmfnrGh9k9Jr37zlxsUOMFgsFsvNhVUZLBaLxdLhnZkqp587w+pa1BEj43WH7+X4nkO5FFB/KebVtxetGLnLHLT+4ZPTZb7yhbutI/QQ47mS+z8wTv2lmNVayPxyk+nx7nqY2xhjmF9u4UpBuehz/wfGD6WQ2m1nvNKGlVpItR6jtMaY9f7KdpWtEBiTCfm5IOuPHxnM9XRs7Ebs9s1CW2hKWzVUdQGzLj5jvE7X9fUx6y7trKPYJDoTmozetmgFO+/WPexEF89S/ZunUY3VK9zJVyNdP3O1hnX02y8R3P05/Inb9mHFW3MQXPEbOdadYpl0bQm3NIJq1ogXziNzxSxe2wsQwsEYhUkidNhAh41djy/vFaNSzHo8//WEweshRHZ/YzRGpdu671642OPFxU4nsgx2JtC3RRvViqi9+RbCdbqOaxaOJDc5QWt2tiMGsy7WmiQlrdbwR0YQVw1Ptt3EqtkimJzALZWYeuzRLQUk6XkM33cvab1OsrqKajYJpo4SVxYQjsQkKSZN0em179clwcrFJAlOqUhucnJLZ3ebXnuX45VVdJpitAEp0Uoh05RkZQV/EyG/s96boK95N/ZhHcVEC90PmVhuHHrtm7/Re+NvVuwAg8Visdyc3BxXSiwWi8VyXV57e5Ennj1DvZUwv9Qg1YZS3mO0nMtEFilQOhNf6s2ExdUWq7WQMC7ytb98k1MP3c5dd4zt92bckBzE/uGc71pH6CHnk3dP8erbi4RxkZlKnYWVVtex2MYYFlayPubpiRLDAzk+effhrILppjO+GSbMLzVJUk2iNKnSnQGQKxFoY4gTTZJqPvexW0EIe2zsMW2hSQ2OkqwuAAaTRODluti/M8HaaIVwA0yagJAYrXHyJWSPrs+ddOseZlrvvk71hafQYZ1ktQJaIXNFvIGRjiO57VTWYR1VW0LVVxEDo7Re+Bbc96vwoV/c783YkP1wxV/Xse64pLUlMBrh+ugkQrXq1zzOXsaX94Jw3M6QidFqR8K1Mdl5T/v12Q574WLPxNB1gX4nU4lcEvhVq4mOE0wj2VZcs1MskJucJJyfRwiBiiKM1p2e66RWxSsNYLRCRRGq3iCtNxCuQ356KhOsTz3WlXA0+sAnqL72OjoMs9ht3yN/yy0kq6uk1VrmqF53V7enw9pR4Djr7mugMHV9Zzf03rtstM7Wk6RgDE4+hw4jTJoSrwv5XCcF6Ubva96NfdhoveHQguXGpte++Ru9N/5mxQ4wWCwWy83LjXGWbLFYLJYd8c5MlW/94Ayr9YjKcpN8zuXYSOEax6HjZC7rgYJPkmrml5vMVOpMjhR44tkzlAqedVzvAge5f9g6Qg8vOd/l8Qdv5+vffpOJkQKV5SZxqpkcyeO5m190TFLF/HImWE+OFCjlPR5/6OShddJfrzO+1oiZX2qSak0UZxfRXUfi+RIpRDu1FG0MaapRSRYfvrja4oevzHLqodv5zP3H9nqztk2Sas7OVpldqLOw2roksg/lmRovcWKq3FOE/H7QFpqWG1VUq46OmqBSEBHGDTYXKoy+JFg7PhiFQCA8P4sGH9jZYFav3bqHlejiWaovPIlqVEmqFaSfxytPXyP2CemA6+PkSx2xT61cRA6OEb78baLRiQMlqO4X3TrWheOB42FUNnDhjRxZd1nvT3x5LziDY51YcJPE4PZ+3mOSCMhixt3B8W3fPzhygvIvfZ7qC08hHJdktdJXF7t03U5/s1FqR6Kf0dl3mUlSwPQU1+wODpB3HML5SuYqjiJ0HKOjiPC9WWL/0nshfR9/bBRvcBB/aGhbQoETBBx97FEu/Ml/JJicIJqvYOKEYHICf2QE1Wx2nvtyRx2uQ1pbQ7dCckcmu3J2Q++9y6rZ6kSSC9dFOi7GXY8oV4q02cItXX8I9Ebua96NfVhIecOI+pbu6LVv/mbojb8ZsQMMFovFcnNjzwItFovlJieMUk4/d4ZGmFBZblIu+V25LT1XMj1eZGGlxfxyE9eVPPHsGb7yhbv7Kl7dSEJKr9j+YctucXK6zKmHbueJZ8/guZL5pQbn5tYo5T1KeY/Ad5BSoLUhirP9p95KcKVgeqJEKe9x6tOHux5gq874zGHdIEk1UaJwpMD33U5cfxshQCJwpCRVMUJkYvfqWnTgB3rCOO1E/Tej5IaJ+g+OnGDoE6dYefZPiSvvouNWJn6pFLxg3c0lAJOJ1UplMeIIhOtjtEI6LsLPYeII4QXIYGMnfrf02q17GNFxSPVvnkaHDZJqBadQ7qoLXLge3sgUemUeXVtEOC7Vv36KsV/78oETVveS7TrWddjACImbH8AkCf7RW3AHR/csvnyneCNTmbDu+uiwjswV0FELk4RZ+oHRICTC9RBeDhnkN43/12ED6WavkTtytKf15G/7CDIoUv2bpxF+rjM0kPTBxe6PjWViLHT6kntFRZlA3x5QgN7imp1igcJtt5KsrBCtrGKUQgYBbjETDISUHdFgJ5GspZMnmHr888yefgrpuoSVCs1z53FLRZxSEXeg1Nm3O87u5d6c3b32Lqso7Di+2+KZcJzMXWwMOgqhC9Eabty+5t3Yh2XgE4xvf8jEcjjptW/+ZumNv9mwAwwWi8ViORB/pa6trdFoNNDrkULXY2rqcMZPWiwWy0Hkx6/NsroWMb/UIJ9zu44Hhizubnw4T5xq5pca5HyHH786y8MfvXXH67pRhZReuFH7h+1AwsHgrjvGKOY9Tj93hpzvdPrs15rXOvh8z2FsKE+56DM0ENwQffabdcYrbdYd1tlnj+tKfFde57gzCCHwPYnnOLs60NMP3pmpcvq5M6yuRZ33PV53nV+O7zmUSwH1l2JefXvx0Lzv+ds+gvx7RZa+/1Xii2cxSZQ5qaMWRggy0XodKUE6mYytEmRQwB+ZQjWrEBRRjeq+duseNhpvPo9qrJKsZg7rbgTrNkII5MAoWiXo2gIqX6Txs58wcPdndnfRB5SdONbTxgpeeQLVqDL40V8/NI71YPI2ZFBAFEqky/OZCG/aAyZpJlqb9YoGIbML1/lB3KEJ5GVCvEkTdNjAGRxFBoUdbX9w5ARjv/blS/HsxaFr49l7cLHnp6cQbnbhPa3XcQdKPa9R1RsdwVB42evQq+tVODJzUZfLrL19Bm9wkGB8jMEPfRDpugTj4+SmjlI8cXxHjtjyXR/BKRaZe/JpZC7XiYBN1zYYCNiBs7vX3mUTJ5eir9fdxKJ9/qw1Orr2XGkzdqOvWScJjXPv0pqZzbYxTZGuiz82Rn56iuLx27p2lffKbuzDwnHITfU2ZGI5fPTaNw83R2/8zYQdYLBYLBYL7JNoPTMzwze+8Q1+/OMf89Zbb5Fuo6tGCMEbb7yxi6uzWCyWm4ck1bz45gLVRkyqDcdGCtsSQiH7XJ4cyXNubo1qI+bFNxd46L5jOxJEb3QhpRdupP5hO5Bw8Dg5XeYrX7i7874MDwQ3zfuyWWf8Si3MHNbxusP6uoI1qPX5S0dKhgcDwlj1faCnX7z29iJPPHuGeitzk6faUMp7jJZz2XstBWpdsK83ExZXW6zWQsK4yNf+8k1OPXQ7d92xs7jsvSA4coIjv/HPqT5/mrVXv585rtPkkvAFQDvjXSP8HF55HKdYxikO4R85QXzxHKpR3ddu3cOEUQmtd15GNWugVSaw9nBuIQfHUEvvoZo1Wu+8TOnDn7qhX7eN2KljPa0tkFQrh86xLhwPb3Sa1vmfYlSCUnHnGL2Ead8akwp0HKHWlnAGxvCGJ7MO5moFpINTGCR/8t4d7z/SCxi4+zOUPvwpovlzpMtzpLUFjEp7drEXj9+Gky/glgeJF5fQSdKTyKiThLTewB8bxaQKp5AnWXdJ7yiu2Wik4+APDzF0910c+40v9PxYm1E6eYKTX/kySz/6CSsvvYwaHuq4ojvR4Dt0dvfau3ypU5tOj3Z74MlgsmGKLulnX7OKokuvV6t57evl+wh3Z074btmNfdjJF6xD8iah1775y7nRe+NvJuwAg8VisVhgH0Tr//v//r/5vd/7vY5QvZ2TfIvFYrH0l7OzVZpRQrUeUcp7PbtaPdehlPeo1iOGBwLeman23HF8swgp2+VG6R+2AwkHl5zv8vBHb+Wh+47xzkyV2cUGCyvNSw744QJTY0VOTpf33aXfTzbqjNfGUK3HJEpjjMH33a4umCilkTLruc4HLuWS39eBnn7xzkyVb/3gDKv1iMpyk3zO5dhI4ZrvAMfJjsWBgk+SauaXm8xU6kyOFA587PnlSC9g+MEvMvixR6j+9VO0zr6CXu+WRmuE4yK8AKcwiHDcK1ySjZ+/QLI0C2zcrZtimCGmQsoqihSDi2AIhwlcpvFx2wLHDrt1DwvR/LvoqIlu1LLOX7c3l59wPERQzLqbi0NE8+fI3eA94FezU8e6Ozieua5XKwg/d2gc6613Xyec/bvsGDUatALEeqL/1dcPTPYzozFGktYq6HAtixSPQ/yRKZziMMUPfqJv6xOOm+2LfdgfpecxfN+9pPU6yeoq0XyF3PTUttN0ovkKwnXWHdHjRJUKcHjimp0gYOLhzzD20KdonD1HODtHtLDQcQ7v1Nnda+9ydp/198KYdeE62wcFYnvvU5/6muvvnGXuyaeJV1c7zvS2i/xypO/jlgdJ63Wqr72+LWf6dtiNfXj4vnut4HiT0Gvf/NXcyL3xNwt2gMFisVgsbfb0U/v/+r/+L/6P/+P/6Pz/hULm6Gs0GgghOHr0KI1Gg1qt1hGzhRAEQcDISPe9QxaLxWLpjtmFOkoZ4kQxWt5ZV2cp77HWjFHKMLvY6Em0vtmElO1y2PuH7UDC4cB1JHfeOtzz4MlhY6PO+ChRKK1JlcZ15DUd1hthjCFVBt+TOFJSyHkIQd8GevpFGKWcfu4MjTChstykXPK7Sm3wXMn0eJGFldaBjz3fDCdXZOSh38Q88A+7dkle3a3r5LPY0xjNy7T4GSEhGr3+Mw1IwEcigRySD5LjXvKIPnTrHgaS5VmMVug0xhvY2d9wIiiga4sYrUiX5/oiEh4W+uVY98oTxAvnD41jvR2Hrpu1bFDEaC71zwNCXuV4vSRaYzQojW7V0VETb/gIMlei/IuPHmiH+egDn6D62uvoMKQ1M0u0sEAwPt51mk60sIBqtshPT+EPDzP+6QeZ+fNvHcq4Zum6DLzvjr6LTb32LgvfuyR2r7uYTTtWZd0B3i39GACovvY6s6efIq3XCSsVTKpwS1nXeNuNbpRCRzFpvU68uESyuooOQ85//RtMPf55ynd9pKfn3op+78OjD/RvyMRysOm1b34jbtTe+JsFO8BgsVgsljZ79tfq3Nwcv/d7vwdkYvW/+lf/il/91V/lX/2rf8XXvvY1AL73ve8BUK/X+du//Vv+5E/+hL/6q78iTVO+9KUv8Tu/8zt7tVyLxWK5KVhYbRGtu1zb8bi9EviX4nUXVprbvv/NLKRsh8PaP2wHEiwHlY0643O+s55Ea/D87pzRUawRAjxHUi75HU2lHwM9/eTHr82yuhYxv9Qgn3O7rhmATAAbH84Tp/rAxp53w3Zcku1uXVkcRNWWMGnCjGv4AWvU0NRR1NEkXJse5SEoIWmieUu3eCBtcktxZMfdugcdVVvMxEYyV/lOEG6AIXO5p7X+dMAeFvrmWHc9ZO5wONaviENfngMMOD6kMVe4XeEyx+u6Axu5/rv2/0C16pTv/NiBP96cIODoY49y4U/+I8HkBNF8BRMnBJMTW16010lCNF9BNVsEkxO4pRJTjz1K/ti0jWu+im57l43WqGYLFYWYOEGF4bqL2aCTGOFmorCQWWWIDLof+t3pAED9nbPMPPEkSbVKNJ9F5wbHpq95b4WTbac7UOrsI62ZWYLJCWZPP4VbKvX9vez3Pmw7aG8eeu2b34jd6I237B12gMFisVgsbfbsav43vvEN0jRFCMH/+D/+j/z6r//6prctlUp8+tOf5tOf/jTPPPMM//yf/3P+9b/+18RxzH/9X//Xe7Vki8ViueFJlUHr7MKe04WTcCvaTkStM7fhdrFCSvcctv5hO5BgOehc3RnfCpPOZ6Ps4nMoThRKG3KBg+dKRgYvXcTe6UBPP0lSzYtvLlBtxKTacGyk0JNzc3Ikv+ex50mqOTtbZXahzsJq61Js/VCeqfESJ6bKPVdcbIVwPPIn70WFdVR9lZ815vnhYEBLaJZQKAwFJGUcfAQS1l3XhhaaVRRrRhEqzbcHXB4OAu7rQ7fuQcaoFLPeF76TDnAA2g5Ho7Me8puIfjrWZa5Ish6Jf5Ad65fi0OezKGXhgIkQnp91CxsDrP9Xb3SuednPtEZ4PuGFn1H68KcOtNMasl7nqcc/z+zpp5CuS1ip0Dx3HrdUxCkVcYIAIR2MVqgoQtUbpPUGwnXIT09lYt+pxzpipI1rvpLr9S4bpYlXVkirNYxSGGMwWmefPWmK0QZUSqoboA0yF4Dj4BbyXT3/TgcAVBgy9+TTqEaDaL6CN1TuqutVeh656SmihQWi+QrSdZk9/RQnv/LlvgvD/d6HLTcHvfbNb0Q/e+Mte48dYLBYLBZLmz37q+OFF14AYHh4mFOnTnV9v0ceeYSVlRX+5b/8l/zBH/wBn/vc5/jABz6wW8u0WCyWmwrXER2xWWnDTv5O7Ag8UuA62xNBDrOQsl/sRf9wv0QiO5BgOehc3Rl//mINpdtVNZvfzxhDFGuUNgSegyslk6PFK+LEdzrQ00/OzlZpRgnVekQp7/Us8nqus2ex52GcdgZ0mlGyLwM6xQ9+gta7rzM/XOcHepmGghVHEAjBJF6ns7qNQ+ayLiJJjWFJRyxIw6jj8gM34pajtzLQ1xUeLITjIkQ7TlftTLhuX8gW8oYW+jeir471dcH2IDvWL49D13EIjoOJI4R0EF6QBYGnyfrwgll3V1/+mXrZcWg0SIluVEnrK4emy7t810dwikXmnnwamct1+orTtfo1t5W+jz82ijc4iD80dE1f8UGJa9ZJQuPcu7RmZjNBYr2j2h8bIz89RfH4bT1HwG6HrXqX02aTaL6CThJMkq6L1LpzX6N157OINEuoMkmKM5SDLutDdjoAsPTj54lXVwkrmcO6G8G6jRCCYHwcEyeElQoyl2PpRz9h4uHPbGsN3dDPfdhyc9Br3/xG9Ks33rI/2AEGi8VisbTZs2/xCxcuIITg7rvv3vTkOk1T3A1OLP7RP/pH/OEf/iGLi4t885vf5H/4H/6H3V6uxWKx3BSMD+U7seBRovB3EBEexZdixseHC9u672EUUg4Ku9E/3E+RyA4kWA4Ll3fGr9YDlqutbN+PFa7rkO1uWRyt0qCUJlUGISAXZIL1kdEChdyVx8JOBnr6zexCHaUMcaIYLXcfaboRexF7/s5MldPPnWF1LepUIcTrlRaX43sO5VJA/aWYV99e7HsVgvQCgvv/Hs/98P9LpHyWSSkpwYj0EVsJFtog04gxrVj1PZalIVcq8xfv/JDfHj5G4O5MiDyoOINjHZHVJDHsYDtNmnXACs/HHeytA/aw0k/HuhDrF28PsGO9HYeuGtV1J7UGDML1aQvSwvWzmHStM3GiEwcuQIjsdZISk8QYrTBGk1YXDkWXd5vCLceY+NzDLPzgOeLlFYTn4qyLOsJzcfIFZOCjo6zv28nl8EZHWPnbF2m8e74jBO93XLOKIpZ+9BNWXnoZ1Wp2Il/bvdDS9xGug5MvMHzfvYw+8Ildj4TeSMiXQY64UkGnCh1FYAzCdZHeepe1EJnoEbYw6aXvH6M1qtEgra3hDm4+htSPAQCdJKy89DJJrYZJFcGx3vrtg8kJmufOk9RqrLz0MmMPfWpXhL3SyROc/MqXL73/w0PXvv/r/dt7+f7fCByUIZB+0mvf/Eb0ozfesn/YAQaLxWKxtNmzT+5qtQrAxMTEFT/3LzshCcOQUunabiEhBB/96Ef5i7/4i45j22KxWCw7Z2q8hOMIfM+h3kwYKPT+R2K9leCvi5lTY8Vt3fewCSk3Mv0WiexAwv7FGlu2T7sz/o++9SphlFBvpShtUPG1Io+UAt+TeI7EczOH9dWCNexsoKffLKy2iJJL69kJux17/trbizzx7BnqrYT5pQapNpTyHqPlXDY4IwVKZwM19WbC4mqL1VpIGBf52l++yamHbueuO8b6tp6X4xVaQ6Msr86Q0w5DqcKkIUgHHCdzFgsBxmRCo1Lr8cYCx8sxIh1MELAYNyiENZ6/8CKfPvHxvq3vIOGNTCGkg3R9dFjHyW/cHdsNJmoiXR8hHdyR7XfAHmb66Vg3Zv3i7QF2rLfj0E0cgpCkKmEu57OYc6k6gpTs4kVZGcZTydHE2fxihnRApQjHQTdr6Kh5oLu8YWOR1ynkAZO5f43GRHEWp+y5eIODOPk8SbVKvLKyqRC8H3HN9XfOMvfk08Srqx2nbTvy9XKk7+OWB0nrdaqvvb7rTturhfxwdg6dJOBITJx0uqDbosmlhQoQEoTOPufXndcqSQjn58m77vp7dSX9GgBonHsX1WqSVmu4pWLPoqT0PNxSkbRaQw0P0Th7btd6Xp0gYOLhzzD20KdonD1HODtHtLDQEVmD8XFyU0cpnjhuBaUuOIhDIP2i2775bthpb7xlf7EDDBaLxWJps2dnh57nodS1F72LxUvCxsWLF7njjo1PmguF7CLf/Pz87izQYrFYbkJOTJUpBB7lUsDiaosk1T2JZ0mqqLcSxobyFAKPk9Pbc7gdJiHlRmY3RKKbeSDhIMQaW7bPyeky/8WvfZA/+tZrRHEDIbIhDW1Mx9AnhUAIcKSkXPIZGcxdEQl+OTsZ6Ok3qTId57fTRaTpVuxm7Pk7M1W+9YMzrNYjKstN8jmXYyOFa76fHCd7bwYKPkmqmV9uMlOpMzlS4Ilnz1AqeH1xXKcq5ZWLb9AQAuPlGEsNjtAYtR5VnKRc8woIiXA9hOMhHBdveJIJ1+N8dZZaVOeVi2/wwG0fw91p5/MBJJi8DRkUkMVBVG0JkyaZO3abGJVgogayPI4MCgSTx/u/2ANMXx3rycF3rLfj0COjeK3o85bnErkOSggSIdofv3jG4ACBhvdHmrtCjX/1Abgu9iMkJo0PfJd3NyKvUQqdJggpMUCyvJK5ga9yom0kBN/yn/3mnsU1V197ndnTT5HW64SVCiZVuKUi/uhIx11rlEJHMWm9Try4RLK6ig5Dzn/9G0w9/nnKd31kuy9h17R7l2f+/Akip4IJQ0wcZ6+j44DI3NFgMEpn/dZpCkIggwCTpgjfRycJutWCNKV54T0Kt96CEQKtNCaOSMOwb33NrZnZjkjpj+6s394pFUnX6hilCGfndk20biNdl4H33bHrz3Mjc1CHQPrF9frmu2WnvfGW/ccOMFgsFoulzZ5dGR0dHWVmZoZ6/co/jo4dO9b5909/+tNNResLFy4AmRvbYrFYLP3BcyX3f2Cc+ksxq7WQ+eUm0+PFbUXOGWOYX27hSkG56HP/B8a3Hdt8WISUG5nLRaL5pQauKxks+mhtqDVipMhcpYHvUsx7XYtEN+tAwkGJNbZszlYO+ImRAscmBpBSUFluMjwQoLRBG7N+LDjkfIdCztuy83qnAz39xnVE5zNSacNO6uJ2K/Y8jFJOP3eGRphQWW5SLvmMD+ev+73kuZLp8SILKy3ml5u4ruSJZ8/wlS/cveNhkHOr79FMQ6rRGqX8AIXCKKq+gmpWL0UUa90R1ViPlBXSwSmUcUrDICUSKPkFqtEa5fwg51YucMfo8R2t7SAiHI/8yXtRYR1VXyWpVjL39TbPLXRtcf01HCR/8t4D6xDeLfrpWNdh48A71o1KeY+Y7w8H1B1JXUDTlSTX7DcCz0BRG1pSciaQfKqumEovO+dr30cIMAe7y7sbkTep1gjn50EbVJRdD2mLOv7YCF65fF0heC/imuvvnGXmiSdJqlWi+ax7OTg2fY0A1XY0uwOljhu5NTNLMDnB7OmncEulXRWcynd9hOobP6Nx9lz2We04WQx4HKOu0gIvuVizyHCvXCapVdFxgmo1sw7WZpPGmXfgsu10g6Bvfc3x4mJHpJTBzmol2u+pjmKihYN5TFgucdCHQPrBVn3z3dKP3njL/mMHGCwWi8XSZs++xe+44w7ee+893n333St+/sEPfrDz76effppTp05dc9+zZ8/y4osvIoS4Jl7cYrFYLDvjk3dP8erbi4RxkZlKnYWVVlcCAWR/IC6stGiFKdMTJYYHcnzy7qltr+EwCCk3Mm2RaK0Z8978Wqa6CFhdi7Z0lw4P5q4rEt2MAwkHLdbYciXdOuBr9czV73sOcar3ZaCnnySpRilNo5UQxoqZhTo538X3JP76QEmcKOJEXybOZ4MqhZyLvGrbdyv2/MevzbK6lg3P5HNu199HkFUKjQ/niVPN/FKDnO/w41dnefijt+5oTXNrFZRWxCphJD8EUuIMjuIMjKCjJiYOMzenMQghst5dP4cMClw91VD0CqxFDZRWXKxXbkjRGqD4wU/Qevd1vKGQeHmWtLaAOzje9bmFXlvCxCHO8BGc4jDFD26vA/ZGoG+O9TRBhw2cwdED7Vh/K6nxbTekYSTLrkQBBQODSuMZkIAGEgEtKVh1BGuOIE4N/2nA4cGG4vZ4/dzAZP8VZA7tg9rl3Y3IqxpN4sWlTHzXGrH+O6M1xhjipWVkLodbKGwpBN/6j760q3HNKgyZe/JpVKNBNF/BGyrjj49d95iXnkdueopoYYFovoJ0XWZPP8XJr3x51+KNdZLQem8Gb3gIFYYI30cYkzmstcZgEAiQMlu/4+CXB/GGhxGOxBsqE6+skKxK0rU6wvMQnoc/OZENKAU+XhD0LapZpylGr/fb7+SPJOjUDBit0enBOyYslzgsQyD9YKO++WC8+3OGnfbGWw4GdoDBYrFYLG327JP7/vvv56/+6q94++23ieO402X9/ve/n+PHj3Pu3Dmee+45/uAP/oDf+Z3fwVk/GX/vvff47/67/440TRFC8Eu/9Et7tWSLxWK5Kcj5Lo8/eDtf//abTIwUqCw3iVPN5Egez938wkiSKuaXM8F6cqRAKe/x+EMne3K0jQ/lOy7cKFEdAaUXDlJ/7GHhx6/NMrtQ552ZGmBwHEkrSjti8+VkwwASVdWsNWImRwtbikQ320DCQYs1tlzJdhzwAwV/PY5eU08UCytyzwd6+sHlIv3CapPlWohWWYJCK0pRyqDWj63seJWZW3iTQZX28MluxJ4nqebFNxeoNmJSbTg2UtjWhSrIhOvJkTzn5taoNmJefHOBh+47tqOBgaXWCnGaudz8yyOahUDmipDrfvvb94/TmMXmSs9rOuhIL6D8sUdZefY/4pUnSKoVTJrglSe2FF5NmmS3DZvIwTFkUKD8i48ivcPRzdlP+uVYT6oVOOCO9XMrF/hOeJE1aVjyJIGG8TjFk856fEGGA3gGCspQVoZlV7DgCkYUPFd0yOt1x7XJBD5E1kV8ELu8uxF5jdKE85V1J2WE8Nys49OAjmN0FIEQmaB1662I9c+56wnBuxHXvPTj54lXVwkrmbjWjWDdRghBMD6OiRPCSgWZy7H0o58w8fBn+rrGNp2O6Noa/sgwuclJ0mYLHYXo6NIAkgx8ZJDDLeSzXuv2eh1JMDaKPzJC68IFVCvEGxwgODaNNzZGMDbK8O23962vWbpup2fbKLUj4dro9X57Ka2Qc4A5TEMg/eDqvvlovoKJE4LJiS2dtv3qjbccHOwAg8VisVggG1jeEx544AEA4jjmhRdeuOJ3/9V/9V91/v1//p//J5/85Cf50pe+xN//+3+fX/3VX+VnP/sZAI7j8Fu/9Vt7tWSLxWK5aTg5XebUQ7czPBAwPVEiSRTn5taYW2yw1oiJE0WqNHGiWGvEzC02ODe3RpIopidKDA0EnPp077HGU+MlHCeL3K03kx1ty0Hqjz0MJKnme39zgfMX10iVRpvMbSmFIPAd8kHmsswHLoHvIIUgThTNKCVMFDOVBmvNhMmRPKk2HZEoVdkF46sHEnbCQR9I2CjWeHq8eN2e+HascbnkM7/cpN5KeOLZM4SxdcD0k9feXuTr336Ti0tN3p2rsbjaIvAcjo4VOX50kNunyxw/OsjRsSKB57BcC1FKr8eCw2I1ZGahQZJuvR8nqWJmoUG1Hu94oGenvDNT5Q//n1d59qUZZhazJI1WlKKMIU40zTAljBVpqklTTRgpmmFCK0oJo/TSv+OU5WrI+bkazTDpxJ6XS0FfY8/PzlZpRgnVekQp71332NkMz3Uo5T2q9YhmlPDOTHVH60p1il5vrXbEzv58at9fY0j1jX2MB0dOUP6lz+MUh/BHpjBpQrxwnmTlIqq1hk7j9Z7eGNVaI1m5SLxwHpMmOMNHkPlB8vf96oF1Bu8FxQ9+Aqc4hDc0gY5bpLWF9b7d62OMIa0toOMW3tDEgXWsh2nEM299n1DAslCUFIwnan26fvNtdYHx1FDUhmVH0JKCH5YcYgFotS7ymUy0PoBd3t2IvMnKCjpJUFHUcVMKRCaornd16ihCJwnxypVDMG0h2CnkCSsV4tVVln70k13ZFp0krLz0MkmthkkVweRETwNHweQEJlUktRorL728a07gyzui3VIJpMAtFfBHR8hNHSE/fZTc1BH80RHcUuEKwfqKNUuBNzKMkJJgYpzSB97P+OcfYeiTn2DgfXf0TRT2x8ayYQWyWO+doKKs314GPsH4wTomLJfoxxDIXhz7/aTdN+8PDZGfnkInCc1z5wnnLpKsrWV1BuvHbbK2Rjh3kea58+gkyQTKoaGee+MtB4f2AINbKhFMTpCu1ghnZtHJ1teIdJIQzsySrtbsAIPFYrHcAOzZ1bMPf/jDfOQjH+HixYt8//vf58EHH+z87h/8g3/AX//1X/Pnf/7nAFSrVV555RWAzh/lUkr+xb/4F7zvfe/bqyVbLBbLTcVdd4xRzHucfu4MOd/puBDXmtdeHPE9h7GhPOWinwnWO+zhPTFVphB4lEsBi6stklT3JFYctP7Yw8APX5nh3Ys1okRh2pHAvttxR7cRAiQC1wFPS+JEEUYpgecwv9RkeqLYEYmGBwLemaly563D1wwkDBR67+I76AMJBzHW2JKxEwd8rR5nZj0BrTDl3NwapbxHKe9lgxxSoLUhirPPn3orwZWC6YkSpby3o4GenbBZTP1YOcfqWkQYq0zP4UpZqP2KeJ6DFKCUIU4USaoJjMNMpY6Ucldiz2cX6p3nGy3ndvRYpby37pQ3zC42uPPW4Z4fy5Uu6/5zlNE49O5yU+sOUInAlTe+yy1/20eQQZHq3zyN8HOoZg3dqJG06tfcVrp+FrteGET7RYK7P4c3cds+rPrgsFPHuo5beOUJZK50YB3rL1x4iWpYYzFpkMNhOBvpWP9wMtdE7F+OAIaVIRWw7Ap8Y3g1ENwfpgjXx2iNDIoHrsv7GpH32PS15wvaEFdrmDQFY7L+2sts523hWrVamCQlrdbwR0YQ8srbBJMTNM+d7wjBYw99qu8O245zuVrDLRV76iCFzCXqloqk1RpqeIjG2XN9d4TD7nVEx0vLO17bRuSnpxBuNrSQ1uu4A73326t6ozPwkJs6OMeE5RJdfT5ch7069vtN+a6P4BSLzD35NDKXI6nVSKs10rUNzhl8v2+98ZaDRXuAYfb0U0jXJaxUaJ47j1sq4pSKOEGAkA5GK1QUoeoN0noD4Trkp6cywdoOMFgsFsuhZk/PWL75zW9u+rv/9X/9X7n33nv5t//23/Luu+92xGohBPfccw//9J/+Uz7xiYM3GW6xWCw3Eieny3zlC3d3omSHB4JN+14Lgcf9Hxjnk3dP7dhB6LmS+z8wTv2lmNVayPxy89D3xx4Gwijl28+fI1EGpQyeJwl85/rRczJzYcepJkoUQgrml5qMDOauEYluloGEgxprbNnYAd/NQEHbAe+7kqVqiCMljiMYKgXUmvGeDPT0ylYifb0Zs1QNERLWKzLJdjGBMaajESWJJhc4BL68YlAlE+nhtiMDfY89X1htdRIZgh3URAAE/qWEh4WV5o4eazQ/fEWst+/0Jsi07w9ZTPhYoXch/TARHDnB2K99mcbPfkLrnZfRxSGMVpgkxhidRTd7PkI6yKBA/uS96OkPY3bwOl9NqlLOrb7H3FqFpdYKqU5xpctofpijAxMcHzqGe8Dio9u0HevVF55COC7JaoV44TwyV0TmiggvQAgHYxQmidBhAx02QDr4I1OZYP1Ljx1Ix3qqUl65+Aa1qE5qNNOFEYRZRacJhqxjWBiuiAi/GgGMpIY5T9CQgrd8uAeBt/6aOKXygevy7kbkTZstUAqTpgjXRWyQ8iCkRLguJk0xSqGaTdzSlUN9eyEEX+5c9kdHdvRYTqlIulbHKEU4O7crovVudUSbXXKGF4/fhpMv4JYHiReX0EnS02CAThLSegN/bBQnX7CCzgHlsA2B9JvSyROc/MqXWfrRT1h56WXU8FDn88VonUXbB9ngRb964y0HDzvAYLFYLDc3B+ov89/8zd/kN3/zN7l48SKVSgUhBMeOHWN4+Oa4oGOxWCwHgZzv8vBHb+Wh+47xzkyV2cUGCytNUmVwHcH4cIGpsSInp8t9FdM+efcUr769SBgXmalkMbaHsT/2MPHj12ZZWYuy2G0BgSe35Qz2XYlZd5g6QtBaj7O+XCS6WQYSdiPW+HLHuiUbDDg7W2V2oc7CauvSZ9JQnqnxEiemyhu+7v1ywMdxykAhe2+PHx3ck4GeXthKpFc6+6x0XUkSaoTIjIzGgJTZ9mpj1rcpi+TPB1nygu9JWqHqiNnVRsyvfeK2vm5jqkynu97ZJI61W9ppEVobUtVdnPJmHB2YwJEOvuPRSJqUgt6THhpJE9/xcKTDkdLEjtZ1mJBewMDdn6H04U8RzZ8jXZ7Loq5VinBc3MFx3JGjBJPHEY5LrVbriEo7IUpjnr/wIq9cfINmGqK0Ik5jNAaJwHd9HOlQcHPcc+RDfPyW+wncnTkvd4NeHetOcYjyL37+QAm2l3Nu9T2aaUg1WqPkF8gVRonDRuaSTrIY4/Zgw1a4QEEb6hJKAi4WchyLUoSfP5Bd3t2IvDoMs0EirbcUrYTjZCKsMVnHdenaz6fdFoJ3y7kcLSzseG0b0WtHtNEa1WyhohATJ5lQrfVl/eK7c24qPY/h++4lrddJVleJ5ivkprffbx/NVxCugzc4yPB99x541+3NymEbAtkMnSQ0zr1La2Y2+4xIU6Tr4o+NkZ+eonj8tk0/25wgYOLhzzD20KdonD1HODtHtLDQeYxgfJzc1NG+9cZbDiZ2gMFisVhuXg7kt/uRI0c4cuTIfi/DYrFYbmpcR3LnrcN7JpjlfJfHH7ydr3/7TSZGClSWm8SpZnIkj+dufjEpSRXzy5lgvd/9sYeJtjM4jNqx4Fz3ovDVCJHFfreilERp6s0ku2h6lUh0MwwkHNRY4xuBME476Q/NKNmWWNxvB7zrZn3qjz14kvnl5p4M9GyXrUT6lVpIkmqSVOO6MhOIBWiTpS0IQWazFgZtDGiI4hQhRHZMC3BdiVKGkcGAmYU6779tZxdUL8d1REdsVtqwEwNcW/yWUuA6OxPAjw8do+DmKAcDLLZWGFEpXg8CWKIS6nGTsfwwBTfH8eFbdrSuw4hwXHJTd8DU7l84P7dygWfe+j7VsEYtqlON1ojVtZ2IvuNRDgZoxE1+WnmLR+58mOPDx3Z9fdulF8d68YOfOJCR4G3m1irZIIFKGMkPgZS4Q5MkyzMIlWK0AqMxmo7IuCEGckrTcCVaShaclGPSwR+ePJBd3t2IvDqOO3EYYovvlI74ui6ebsRuC8G75VzerU7rqzui2//eDKM08coKabWGUaozTAAGozQmSYgWlzCvvoo3MszQL32s72sefeATVF97HR2GtGZmiRYWCMbHuz6XjhYWUM1W1v07PMzoAwfrmLBc4rANgVyNiqJLImOrea3I6PsItzuRUbouA++741A4xC27gx1gsFgslpsT+4lusVgslgPDyekypx66nSeePYPnSuaXGoemP/aw0XYGR3GK44j166LXyeDcgEwQkqRK4zqZk/NqkehmGEg4qLHGh513Zqqcfu4Mq2sR1UZMtR4Rr7/Ol+N7DuVSQP2lmFffXuzEcu+WA96Rgs/cf/BEra1Eem0M1XpMojTGGPKBiyFzUwsD2mQXttGm03GtTCZeu47E9ySeI3GkIFEabeh7hP34UL5z/ESJwt/BsRTFl47H8eHCjtblOi73HPkQjbjJalhjobHI0YHJbbvcFhpLuMJhMChxz5EP4cqdfVZYNuenlbd4+uffpRE3qTSWSI2i5BcYyQ9l7mohUUYTpzGNpMlia4XVsMZEGvGnrz/Jo+//LB+euHO/N+MatutYP+gstVauiMwHkLkC3tAREj2LjlqXhGtl1gXay4+7LCrCYPDIhu8SAauei18YP7Bd3t2IvGZ9uzK2ykdv/85smk6w20Jwr87ljTA6++wWUu6aALGdjui02SSar6CTBJOkWRT7Za+z0RqMQYchqtGg+sJf03zz53j/8B/0NZ7WCQKOPvYoF/7kPxJMThDNVzBxQjA5saUTXycJ0XwF1WwRTE5kXa+PPWqdiAeYwzYEcjn1d84y9+TTxKurnTjnjYZppO/jlgdJ63Wqr71u45wt18UOMFgsFsvNxZ79Jfsv/+W/5NSpU9x999179ZQWi8ViOYTcdccYxbzH6efOkPOdjlB1kPtjDyNtZ7Axmas+1gqlYQsNeVMcR5DGGqUygWsjkehGH0g4qLHGh5nX3l7kiWfPUG8lzC81SLWhlPcYLecyd7XMhiSiRFFvJiyutlithYRxka/95Zuceuh2lqqtm8oBv5VI3wxTlNbrAyays58VApc4zX5u1ne3TLu+tD8HnrM+GOAzMphjfrm5KxH2U+MlHCdLcKg3EwYKvTuM6q0Ef92FPzXWe5x3m4/fcj8/rbzFRBoxuzbPYnOZscJI1y63xeYyrSRkamCScn6Qj99y/47XZNmYcysXeOrn36EWrlFpLJH3ckwVj1zjjnfIIt9LQZERlbLQWGR2bZ6J4ihP//y7FL3CgXRcw9461neTVKfodWHWuSztRRYG8OQtJEvvoaMmaL3ublVcI+AKEAic9ueXkFAcwPGGDmyXdzcirxACwSVBelPh2lwStjdzo++2ELxd5/JWqCiLhZeBTzA+3pf1XU23HdFJbY1ofh6dqiz+2xiE6yI9DyElBoNqtrL7SomqN1BhiI4izn/9G0w9/nnKd32kb+sunTzB1OOfZ/b0U0jXJaxUaJ47j1sq4pSKOEGAkA5GK1QUoeoN0noD4Trkp6cywfrUY1YcPOActiGQNtXXXmf29FOk9TphpYJJFW6piD860olwNkqho5i0XideXCJZXUWH4a4cLxaLxWKxWA4veyZaf+1rX+PrX/86t956K48//jiPP/44t9xy80XiWSwWi+X6nJwu85Uv3N2JBB4eCA5sf+xhpe0MllIgRCaUKqVxe7gwItdFm0RpPFduKhLdyAMJBzXW+LDyzkyVb/3gDKv1iMpyk3zO5dhI4RqntONk+8pAwSdJNfPLTWYqdSZHCjzx7BkmhvM3lQN+q5j6KE4zMVobPP+y11GA72VO6vbgidYGpQ1KaTw3E6uPjpU6hr7dEvBPTJUpBB7lUsDiaosk1T2545M0G3wZG8pTCDxOTu/8syNwfR6585f509efYqI4SqWxRKISxoujeM7mLrdEJSw0lmglIRPFUYp+gUfe9/CB7E2+EQjTiGfe+j7NuEWlscRgbqCr4QLPcTk6MMlic5lKYwlXujzz1vf47V/4kn2vdhFXush1MVYZjcOlz2mZKxAcvYNk5SLp2hJCq8xVbTRcPs9lwAiDFg4IieP7+P4Aww98qSfBeic9rN3SjcgrfR86wpVGbPJZ2HFkrsfubsRuC8HbcS5fD1VvZPHBjkNu6mgfV3mJbjqiM4f1PDpJ0VGEcLLt64iJGEwYr3eqBgSjI1AoEC8uEs1dRBrD7OmncEulvorE5bs+glMsMvfk08hcruNmTdc26Lf3ffyxUbzBQfyhIetmPSQctiEQyBzWM088SVKtEs1XcAp5gmPT13xWto8jd6DUSQFozcwSTE7syvFisVgsFovlcLLnV/fPnz/P7//+7/P7v//73HPPPZw6dYpf//VfZ2hoaK+XYrFYLJYDTM53efijt/LQfcd4Z6bK7GLjQPbHHlbazmDHEUiROVbjROOby5Imu6R9e6UMpby7pUh0ow4kHNRY48NIGKWcfu4MjTChstykXPK76kD3XMn0eJGFlRbzy01cV1JZaXbei5vBAb9VTH2c6I57Wm7yWjqOwFkXkIwxNMPsM0IIccXnwm4J+J4ruf8D49RfilmthcwvN5keL247hnt+uYUrBeWiz/0fGO/bd8Tx4Vt49P2f5emffxdXulQaS5yvzlLyCxS9woax0/W4iSscpgYmKfoFPv/+zx5Y9+6NwAsXXqIa1joO627d8JA5W8cKIyQqodJYIucGPH/hRT594uO7vOqbl9H8cCcWPE5j/KsHQKTEG53CG5ogWa2gmrWs6xrTMR8L4SBcl1AYBIp8cYRbP/T3ti1Y97OH9Xp0I/LKXC777JUSoxRs4pI0SiGkRAiB3GQ9uy0Ed+tcvh46SUjrDfyxUZx8YVfFq606oo1SWST4usNauG72+q1/lhhMtm8ohZPLIX0Pb3gYpTX+kSOkS0tE8xWk6zJ7+ilOfuXLfY3jLp08wcmvfPnS/jo8dO3+uu5s7cf+atlbDtsQiApD5p58GtVoEM1X8IbK+ONj1/3ulZ5HbnqKaGFhV48Xi8VisVgsh489uwL8xS9+kf/0n/4T1Wq187NXXnmFV155hf/lf/lfePDBBzl16hS//Mu/jL+DSUKLxWKx3Fi4juTOW4cPZBTvYeZyZ3Cp4KHrhiTVRLEiF2xPcG27N6UU5APnuiLRjTiQcJBjjQ8bP35tltW1iPmlBvmc25Vg3UYIwfhwnjjVzC81CHyn04F9Mzjgt4qp18Z03IndvZzrN7osKrzNbgr4n7x7ilffXiSMi8xU6iystLreB4wxLKy0aIUp0xMlhgdyfPLuqb6u78MTd1L08jzz1vfJuQG1qE41WmMtalxzW9/xGMsPMxiUKOcGeeTOhw+8YJ2qlHOr7zG3VmGptUKqU1zpMpof5ujABMeHjuEe0K7kVKW8cvENalGd1Cimike2NfAA658hxVHOV2epRXVeufgGD9z2Mds/vkscHZjAkVlMeyNpUgo2+c5z3Ey8HjmKjpqYOMSkMcaYTNh1fWIVEgiDXx5nqry9436ve1i7EXndQh6cTJDXcYzxPYS48pzIaI1J044o5RSuHXTbCyG4G+fy9TDGEM1XEK6DNzjI8H337mqc8VYd0Um1hk6SKx3WbcHaaHSUCdYyCBCuQ25yEuFI0BohBN7oKKlShJUKMpdj6Uc/YeLhz/R9/RMPf4axhz5F4+w5wtk5ooWFTjJAMD5ObuooxRPHdz0W2tJfDtsQyNKPnydeXSWsZA7rbgTrNkIIgvFxTJzs6vFisVgsFovlcLGnndb/4l/8C5599llOnz7NX/3VXxGv/yGYJAnf//73+f73v8/AwAC/9mu/xmOPPcbHPvaxvVqexWKxWCw3FZc7gwuBSytMCYxDGCnibTqFo0RhDAS+uy2R6EYaSDjIscaHiSTVvPjmAtVGTKoNx0YKPYlOkyN5zs2t4axHZcPN4YDfKqZeCnFJh+4qUaGtcF/rzN5NAT/nuzz+4O18/dtvMjFSoLLcJE41kyN5PHfz9y9JFfPLmWA9OVKglPd4/KGTu5LScHz4Fn77F77E8xde5JWLb1DOD6K0Ik5jNAaJyFzX0qHg5rjnyIf4+C33H+iY6SiNO9vTTMNDuT3nVt+jmYZUozVKfuGaDutu8RyPkl+gGq1Rzg9ybuUCd4we7+9iLQAcHzpGwc1RDgZYbK0wotKt3zchkLki5K4UtxOV0KjWGcsNU3BzHB/uvoZsP3pYuxJ5pcAvDxKlKSRJFhOcCzo918Zkbl+EQHgubnkQcdWw0l4KwVs5l6+HMYZoYQHVbJGfnsIfHmb0gU/syjovZ6OO6MbZdzFxvB5DbxCeBxh0qjBKYdIUhMDJ5TqCtVPIX/G4QgiCyQma586T1GqsvPQyYw99aldee+m6DLzvDgbed7j77S2XOExDIDpJWHnpZZJaDZMqgmPTPZ2379XxYrFYLBaL5XCwp2cBvu/zuc99js997nPU63X+4i/+gieffJK/+Zu/waw7OGq1Gn/2Z3/Gn/3Zn3H06FEee+wxHn/8cW6//fa9XKrFYrFYLDc0lzuDG2HK5Gjmagw81qO6FYEvt7zwYIwhijVpanAciedIfvUTtx34KO/d4KDHGh8Wzs5WaUYJ1XpEKe/1JPwDeK5DKe9RbyUYY5BC3FAO+CTVnJ2tMrtQZ2G11UkpWFxpkaqs3/Rqkd73ZEd81sZ0emQ3Y/1hkEJcI/bvtoB/crrMqYdu54lnz+C5kvmlBufm1ijlPUp5j8B3kFKgtSGKs0GPeivBlYLpiRKlvMepT9/OiandG/oIXJ9Pn/g4D9z2Mc6tXOBivcJi85IzeawwzJHSBMeHbznwLt1zKxd45q3vUw1rHed4rJJrbuc7HuVggEbc5KeVtw6cc3xurZKJ7SphJD+0o8cqegXWogZKKy7WK1a03iVcx+WeIx+iETdZDWssNBY5OjC57e/OhcYSrnAYDErcc+RDXR9z+9nD2o3I6w0Pk9TWQGtUGKLj9X5bQyeeWuZySM/DH75yAHCvheCtnMtbuUTbr6dqtggmJ3BLJaYee3TP4oGv7ogOKxXiygI6SUAIdBh2bnspJt7Noo2PXCtYt5Geh1sqklZrqOEhGmfPWWHZ0jWHZQikce5dVKtJWq3hloo9OcLBHi8Wi8VisViuZN+uKpdKJb74xS/yxS9+kfn5eU6fPs2TTz7JW2+91RGw5+bm+KM/+iP+6I/+iA9+8IOcOnWKRx99lLGxsf1atsVisVgsNwRXO4PHhvIcGS1wcamJkJko1QwVriNwHEmmnQrAoDQopddjgQ1CQuBJbjs6wKfumd7fDdtHDnqs8WFgdqGOWndHj5ZzO3qsUt6j1ohwpMxi21vJoXfAh3Ha6YNvRsk1ffBpqrm43CCMFPPLTYo5r+O8DnwXITJ3tFKGLUzLQHaMS5l1Wef8K2+8FwL+XXeMUcx7nH7uDDnfodqIqdYj1prXRvb6nsPYUJ5y0WdoIODUQ7srWF+OKx3uGD1+aEXNn1be4umff5dG3KTSWCI1ipJfYCQ/tGFH92JrhdWwxkQa8aevP8mj7/8sH564c783A4Cl1gpxmu0f/g5d4Jf3LC82V3a8NsvmfPyW+/lp5S0m0ojZtXkWm8tdd5EbY1hsLtNKQqYGJinnB/n4Lfd39bz73cPajcgrHElucoLW7CwyCNBRhGpPFGmNDAKk6xBMTmTx1OvslxC8kXO5ee48bqmIUyriBAFCOhitUFGEqjdI6w2E65CfnsrWeeqxXe2y3mzd7Y7oub/8T6S5NYzW2fvgyMzdvt4bjuPglwfxhoeveM03wikVSdfqGKUIZ+esCGfpmsMyBNKame30qfujIzt6LHu8WCwWi8ViaXMgrFCTk5N8+ctf5stf/jJvvfUWTzzxBM888wxzc3Od2/zsZz/jZz/7Gf/7//6/8/rrr+/jai0Wi8ViOfxs5gyedkrMLzVwhCBRmlRp0ji95v5SCjxXoDWA4NYjgzz80VtuOmfw5RyGWOODzsJqizBOUcrQbCXUm0nmChYC35XkApdCzuuqkznwHYQQFHIeBoOrxKF2wL8zU+X0c2dYXYs6Am47+vzytUZJJmisNWLOzlQ5Ol6ikHMp5FwcKXEdSZwoPC07gvbVGJN1VfuexJGSQu7SBdK9FPBPTpf5yhfu7gj1wwPBNUJ9sC6eFwKP+z8wzifvnropj51eOLdygad+/h1q4RqVxhJ5L8dU8cg18cwOWedwKSgyolIWGovMrs0zURzl6Z9/l6JXOBCO61Sn6PVYe0fs7Bht319jSPW134GW/hG4Po/c+cv86etPMVEcpdJYIlEJ48VRPGdzcSZRCQuNJVpJyERxlKJf4JH3Pdx1bP1B6GHtRuSVQYA/MkJYqSCkzBzAZOI5AvzRERw/QMfxgRCCr3YutzvC07X6NbeVvo8/Noo3OIg/NNRzR3g/aHdER4uLLP3kecKLCd5guSNWy8BHBrmsa3yT786NHhNARzHRwsJuLt9yA3IYhkDixcWspgCQwc6GxezxYrFYLBaLpc2Bu6Jz55138ru/+7v87u/+Li+88AJPPfUU3/72t1lbW8MYg1Lq+g9isVgsFovlumzmDL7t6CDLtZBqPUZpjTFZnDCGy/ptM1HLcQS3HRlgerx0UzqDr+YwxBofVMI45e8urPBepU4Yp6ysrbcqX7bfCQGOlJRLPiODuU1FV6Dzu1LeI0k1wwO5Q+uAf+3tRZ549gz1VsL8UoNUG0p5j9FyLhNtpUDpTMydX2qy1ozR2rDWSlDzaxwdKzJQ9CmXfFRVk6SaOFEdYf9qolgjBHhO9lq3b7IfAn7Od3n4o7fy0H3HeGemyuxig4WVZicSfXy4wNRYkZPT5Zt6aGa7hGnEM299n2bcotJYYjA30JW71XNcjg5MsthcptJYwpUuz7z1PX77F7607x3XrnQ7sffKaBx6j2VXJhv+kAhceeD+ZL7hOD58C4++/7M8/fPv4kqX+foi76xcwHdcHOEghUQKiSsdpBCkWtFIWrjCYWpgkqJf4PPv/2zXwxMHqYe1W5FXIDBS4ORz2Xej0ggE8eIy8eJy53YHQQi+3Lm88tLLqOGhjhvTaJ3FbK/3hTv5AsP33cvoA5/Ys0jwrTBtB7vnk5s6gnB6/xwR6zH1Rmt0aodfLNvnoA+B6DTFZBPMOzpWwB4vFovFYrFYLnGg/wK/9957WVhY4MKFCzz//PP7vRyLxWKxWG4otnIGjw3lGS3naYYJYayIE9VxvEopaLYShNAcGSkyWAxuWmfwRhyWWOODRNtFfP7iGnGiUNrQDJNrRAQpBa4jUVXNWiNmcrRIIbfxfqd15rh0Xcn7bh1iYaV1KB3w78xU+dYPzrBaj6gsN8nnXI6NFK6JOXecbH8q5DzOzVZZayakqaZFytxiA8eRDA/mWGvEBMYhjFLiVOO7V3bXt1//XODguZKRwSymfb8FfNeR3HnrMHfeOnz9G1uuywsXXqIa1joO627jmCET68YKIyQqodJYIucGPH/hRT594uO7vOqtGc0PXxHr7W/h0r0el8eMjxXsPrcXfHjiTjzp8tVX/hyDwRhNPWqgjW7PLgHrw0vCoRwMcHRgguH80Lb71Q9aD2u3Ii8IVKOBAdxiEYw5sEJw27k89tCnaJw9Rzg7R7SwgE5TpOsSjI+TmzpK8cTxbQv9u4l0XYTMvl+NUjsS4ozODBdCyl3fRp0kNM69S2tmNnO/rr/O/tgY+ekpisdv63k/t+wvB3kI5LAeLxaLxWKxWA42B+5MwBjDj370I5588km+853v0Gw2geziSLvr2mKxWCwWS3/oxhkc+M4VzuBaI8aVgmMTAze1M3grbKxx91zuIq7WY1KlEYDnOvie5Oou9TjJnMKBcZip1DkyWmCgeK3DM4qzi1+B5/D+20b45F25Q+eAD6OU08+doREmVJablEv+dV3ijhQcHSuiK3WaUUqSaAwpcwt1TkyXmRwtMFNpEHgOUaIw2uB7DkJkDmulDYHn4ErJ5GgRKcWBEfAt/SFVKa9cfINaVCc1iqnikZ5cpuPFUc5XZ6lFdV65+AYP3PYxXLkzp9VOODowgSOzKPNG0qQU9N633kia+I6HIx2OlCb6uErLZpxbucB3zvyQwPFwHZdm0sJgsn2zcx3AIHBwpEOiUyIV87nbH9x2PP1B7GHdjsgL7IsQ3IswKl2XgffdcWj6af2xMaSfnVPoKO78uxdUFAFZbHIwPt6X9W30HB0xs9W8Vsz0fYR7MAYZLL1zUIdADtvxYrFYLBaL5XBwYK40vf7665w+fZpnnnmGpaUlgCtEatd1+dSnPsWpU6f2a4kWi8VisdyQWGfw7mBjja/P1S7itngcrveoXxLSBK4DruPgm0yQDiNF4MHFpSaOI69xXNdbCf76YMDUWJE7bx0+dPv5j1+bZXUtYn6pQT7ndh1rXsh5TI4WmV9q0DApSmlqzZh3ZqtMDhcYLQcsVkMAokTRaCWAQMhM5HcdwWg5h1KaucXGgRDwDwKpSjm3+h5zaxWWWiukOsWVLqP5YY4OTHB86Biu098/r3bjOc+tvkczDalGa5T8wjUd1t3iOR4lv0A1WqOcH+TcygXuGD3e02P1g+NDxyi4OcrBAIutFUZU2tO2JSqhHjcZyw9TcHMcH75lF1bbf/Zj/+wXP628xdM//y6NuEmlsURqFKOFYVzpoA2kOkEbjdIabTSJThFCIBB862d/yaPv/ywfnriz6+c7yD2s3Yq8eykE30zCaH56CuE6SN8nrddxB0o9P5aqN7LXxnHITR3t4yoz6u+cZe7Jp4lXVzux0e39+nKk7+OWB0nrdaqvvb6v3eGWnXHQhkAO0/FisVgsFovl8LCvf7VeuHCBJ598kieffJJz5851fn65WH3vvffy2GOP8cgjjzA8bKPZLBaLxWLZDawzePewscYbs5GLeHQox7nZNVxHEicKT8trequFgFzgECeKKFEICfNLDW47Oti5bZJmbumxoTyFwOPkdCawHqb9PEk1L765QLURk2rDsZHCttywg0Uf1xHMLTaoNWIcKWm2UuZ0A1h3rafrvb2XvcZJqpFSsFhtAQdHwN9PojTm+Qsv8srFN2imIUor4jRGY5AIfNfHkQ4FN8c9Rz7Ex2+5f8f9zrv5nHNrlezxVMJIfmhH6yx6BdaiBkorLtYr+yZatwXbnJujmbSI05izK+cZLQyTcwPyXg4prj8cZIxhobGEKxwGgxL3HPnQvrrHu2E/9s9+cm7lAk/9/DvUwrVOXP1U8ciWAweJSlloLDK7Ns9EcZSnf/5dil6h+05r28PaNTebMFo8fhtOvoBbHiReXEInSU+x2jpJSOsN/LFRnHyh769F9bXXmT39FGm9TlipYFKFWyrij450oqKNUugoJq3XiReXSFZX0WHI+a9/g6nHP0/5ro/0dU2Wm4/DcrxYLBaLxWI5XOz5FbiVlRWeeeYZnnzySV555ZXOzy8Xqm+77TYee+wxHn/8cW699da9XqLFYrFYLDcl1hls2Us2cxGXSz6qmkWAx4ki8J0NxVrfc9BaEcUKRwiWayFjQ3mMMcwvt3CloFz0uf8D41fsr4dlPz87W6UZJVTrEaW8d02HdTcUch7Hp8qcnanSjFJyvsOR0SKuIzud380wYa2ZADBQ8CjksouNB0nA30/OrVzgmbe+TzWsUYvqVKM1YpVcczvf8SgHAzTiJj+tvLXtjt29fM6l1soVnc074fIO6cXmyo4eqxeuFmwTldBMsoGLVtJivp7iOz6OlAwGAwznyki58bFkjGGxuUwrCZkamKScH+Tjt9y/l5uzbfZj/+wnYRrxzFvfpxm3qDSWGMwNdNWv7jkuRwcmWWwuU2ks4UqXZ976Hr/9C1/qSpC3PazdcTMKo9LzGL7vXtJ6nWR1lWi+Qm56altDY8YYokoF4Tp4g4MM33dvX/eN+jtnmXniSZJqlWi+glPIExybvkYsFE7mgHUHSugkIZqv0JqZJZicYPb0U7ilkhUHLTuib8fL/O4dLxaLxWKxWA4fe3Ym8Mwzz3D69Gl++MMfolT2h93lQvXw8DCPPPIIjz/+OPfcc89eLctisVgsFstVWGewZbfZykU8PJhjrRETGIcwSolTje/KDS+ABb6kGSoSpanWY0YGcyyuZt3L0xMlhgdyfPLuqQ3XcND389mFOkoZ4kQxWs71/DiOFEyOFJhdrHNkpMjt00OMDeWuEOknh/MgBPPLzQMp4O8XG0UWl/wCI/mhzL0qJMpo4jSmkTRZbK2wGtaYSCP+9PUntx1ZvFfPmeoUTfZ3mNOF+3gr2vfXGFK9ty7TzQRbrRWJzoTbKI2IVULg+CitWIsaTJRGKXj5Kx4rUQkLjSVaSchEcZSiX+CR9z18oBzJV7Mf+2e/eeHCS1TDWsdh3Y1g3UYIwVhhhEQlVBpL5NyA5y+8yKdPfPy697U9rNfnZhZGRx/4BNXXXkeHIa2ZWaKFBYLx8a72TWMM6dISutkiPz2FPzzM6AOf6NvaVBgy9+TTqEaDaL6CN1TGHx+77tqk55GbniJaWCCaryBdl9nTT3HyK18+tFHuloPBTo+XaGEBtUvHi8VisVgslsPJnonW/+1/+98ihLhCqM7lcvzyL/8yjz/+OA8++CCunaazWCwWi8ViueHZykXsSMHkaIGZSoPAc4gShdEG33M2iAoXuI4gVZokVbw7VyNVhsmRAqW8x+MPnTy0zuCF1RZRkg16Bt7O4mvbbnXXlYwN5fjiZzcWqj54fGRHz3Mj0W1ksYOD73iUgiIjO4ws3qvndKWLJDuWlNE49L5/KbMeMY/AlXt3rF1PsG3FLSqNRVKVEumEMI2IVIzv+MzULjJRGCXv5zuCbj1u4gqHqYFJin6Bz7//swfCibwZ+7F/9ptUpbxy8Q1qUZ3UKKaKR7blzoPsO2C8OMr56iy1qM4rF9/ggds+dt1Id9vDujU3uzDqBAFHH3uUC3/yHwkmJ4jmK5g4IZic2DL6WCdJ1pfeCskfmcQtlZh67NG+bvvSj58nXl0lrGSDBN28L22EEATj45g4IaxUkLkcSz/6CRMPf6Zv67PcfOzkeInmK6hmi2ByYleOF4vFYrFYLIeTPb2KZ4xBSsnHPvYxTp06xa/8yq9QKvX+B6LFYrFYLBaLZXN83ycMw2t+nqSas7NVZhfqLKy2Os7a+98/we3HhnZ9XddzERdyHpOjBeaXmggpiGJFK0pxHYnjCKQQCAHtWcgk0Z2O5nIpoN5KOD41yLtzNZJUc2Kq3FO89n6SKtOJ8Hbk9oScq2mL/VobUmWuc2vLfkQW7+Zztvue59YqLLVWOLP0LithjUQl1MIaI4XhrvqeN+LymPGxwt6kFnQj2Pp5D9/xqDSW8HRColKiNCZKQ2IleTcJCZys69l3PMbywwwGJcq5wQMTnb0Z+xWp3W/Orb5HMw2pRmuU/MKWHdZb4TkeJb9ANVqjnB/k3MqF63ar2x7WrbHCKJROnmDq8c8ze/oppOsSVio0z53HLRVxSkWcIEBIB6MVKopQ9QbJ2ho4DsHRI/jlMlOnHuvrPqGThJWXXiap1TCpIjg23dOgRzA5QfPceZJajZWXXmbsoU/ZOGbLjujleEnrDYTrkJ+eygTrPh8vFovFYrFYDi97dmZ655138vjjj/PYY48xOTm5V09rsVgsFovFctOSy+VQSvPW+WWqf1dlbqnB2dkqFxebCAme4yAdAQY+8wvH9kSwhu5cxINFH9cRzC81cYQgUZpUadJYd25jjMEYMKwL2MYQxynFwRzvVeosrLQObSez64iO2Ky0YQeVqx3xW8rMmW7Zmv2ILN6N5/z4Lfdf0festCJOY5pJi7W4TqpTKo0l1uLGdfueN6ORNPEdD0c6HClNbOu+vbAdwTbv57nFnWI1rFIN13ClS6ITEpXgSRdXOtw6NI3neBTcHPcc+RAfv+X+Ax0JDvsXqd1v5tYq2T6pEkbyQzt6rKJXYC1qoLTiYr1yXdH6IPaw6iShce5dWjOzmVs3TZGuiz82Rn56iuLx23oS1ntZhxVGM8p3fQSnWGTuyaeRuRxJrUZarZGu1a+5rfR9vJERnIEBvHKZW//hP+i7ANc49y6q1SSt1nBLxZ73B+l5uKUiabWGGh6icfYcA++7o69rtdx8bPd48cdG8QYH8YeGmHr881awtlgsFovF0mHP/mo4ffr0Xj2VxWKxWCwWy02DUoo//uM/5rd+67c2/H2xWGChOs//728ucHGxQaIMSmmUNhhjEELwhc/cwSOfPLHpc/y7f/fv+Mf/+B/j7EQ5vYxuXcSFnMetRwdZqYVU6zFKa4wBbQxKGZI0E74xBgMonYnXy7WQ5VrmMPc9J3NfvxTz6tuLnHrodk5MlfuyHbvJ+FC+I+hHicLfQUR4FF8aEBgfLvRlfTcq+xFZvBvP+aPz/y+vzb/JWlS/ou+5TZzGKKNJU4VAbNn3vBmJSqjHTcbywxTcHMeHb9nWmnthu4KtlJKRwjDD+SFaSYtWErHUWkFpRcEvcKQ0zi+f+CTHh2+5bqT0QWA/I7X7zVJr5Qqn/k5o3z9OYxabK13dZ1s9rNqQNlvoMETHMVprdLOJTmJyk0fwyuWee1hVFLH0o5+w8tLLqFYTkyp0HGO0RkiZRY+7Dk6+wPB99zL6wCd2NT7XCqNXUjp5gpNf+fKl92h46Nr3KMji4bXrUfrIhxn6pY9R3IV+89bMbOe5/dGd1Xk4pSLpWh2jFK0L73Uefz8HJiyHn+0cL3v1mWaxWCwWi+XwcbhGXS0Wi8VisVgsHZRS/JN/8k/42te+xgsvvMAf/MEfbHi7X/n4CeaWWvzd+VX0ujVZiEzQ+cJn7uC/+PUPbvocX/nKV/g3/+bf8J3vfId//+//fV+E6+24iB0pGBvKM1LO0QxTojil1oipNxOkFKj1uGvPkZRLAVPjRRwpUNoQJYp6M2FxtcVqLSSMi3ztL9/k1EO3c9cdYzvejt1karyE4wh8z6HeTBgo9C7q1FsJvufgOIKpsWIfV3njsR+Rxf1+zsXmMovNZYZzZdbixjV9z46QLDVXWG6tZl3PaUSqU3xXM7c2z0RxjIFg6wonYwwLjSVc4TAYlLjnyId2XfTciWArhKDgFyj4BQZzJc5XZym4OVpJeGgEa9jfSO1+k+oUzfrwUo/x9G3a99cYUp12d58ueliN0iQrK8TVGiiVpXukKTpJQGtkEBCvLOMND7H0o59sW3ypv3OWuSefJl5d7bgSdRxfczvp+7jlQdJ6neprr++qK3G3hNFwdu5QitaQ7SsTD3+GsYc+RePsOcLZOaKFhY64G4yPk5s6ih4dwUi57cSKbokXFzv7hwx2NujhBAHGGML5CjNPPEkwPrrvAxNXc1DSByzbo9vjpXji+KFLX7BYLBaLxbI32DMEi8VisVgslkPI5YI1wB/+4R8CbCpc/5NHPwTA6WfP4HsOBsOjD5zsSrAGOs/TD+G6FxexFIJS3kMKWK6GOFKQJnpd/DbkApeBot95LMfJXNYDBZ8k1cwvN5mp1JkcKfDEs2coFby+O6436wofH8ozNV7aVrf2iakyhcCjXApYXG2RpLqnXu4kVdRbCWNDeQqBx8npg+8y30/2I7K4n8/pCqcT2T3fWKScG7im7xlgrDBCKwmRCFppiDKaVhLiCMn5dIZBv0TRL5JzffJe/gpx2BjDYnOZVhIyNTBJOT/Ix2+5f0fr7oYbSbDtlf2M1O43rnSRrA8vGY1D798rymS1ERKBK7vfL7bqYRWOS1KtopXCJAkmTTF6Pc4DEFKi4xjpeSS1GgvP/XBbgnL1tdeZPf0Uab1OWKlgUoVbKuKPjnSciEYpdBST1uvEi0skq6voMOT817/B1OOfp3zXR3p6vbai38IogI5iooWFHa+tzX6JmdJ1GXjfHZuK77VaLdtHdgnd3gcBscPzMBVGqFYLoxQy8FGNxr4PTHTWdsDSByy9cb3jxWKxWCwWi2UzrGhtsewC/bxobbFYLBbL1VwtWLfpRrj2PcnTPzrLow+c5D/7lQ9s+hyXC9Zt+iVc9+oiVtowv9QkXXdRu67EaINwJEJAzt94TZ4rmR4vsrDSYn65ietKnnj2DF/5wt196bgO45QfvzrLi28u0IwSlMrWp7VBSkGw7nLeTre250ru/8A49ZdiVmsh88tNpseL2+5cnV9u4UpBuehz/wfGcZ3Df/6xm+dZ+xFZ3K/n1FpTjepZ124aU/KLHB2Y3HCfkVIyVhzh/OoMINAmi5DXRiONZKVVJUwjhJA4QlLODTCUK6OMYqGxRCsJmSiOUvQLPPK+h/ekB3q3BdtUpZxbfY+5tQpLrRVSneJKl9H8MEcHJjg+dAy3R6G8X+x3pHY/Gc0PX7EG3+ldZLz8NRkrDG/rvlf0sAYB0cIi8fIyKgwzgXpdpEYIhOMgPA/puQjHxSsPYtJ024Jy/Z2zzDzxJEm1SjRfwSnkCY5NXyO0CsfJRMOBEjpJiOYrtGZmCSYnmD39FG6p1HcBsZ/CqFhPMDBao9PuHPBbcbOLmdJ1EesubqNUz+9PUlsjnJsDrdFRhFEKd2x03wcm4GCmD1gsFovFYrFY9hYrWlssfWQ3LlpbLBaLxXI5mwnWba4nXP9nv/IBPnh8hHvvnNj0OTYSrNv0Q7ju1UW8UgtJUk0UKxwp8BxBKzX4nsSRkkJuc9FDCMH4cJ441cwvNcj5Dj9+dZaHP3prT9vQ5p2ZKqefO8PqWkS1EVOtR8SJuuZ2vXRrf/LuKV59e5EwLjJTqbOw0mJ8ON+VcG2MYWGlRStMmZ4oMTyQ45N3T/W8nQeBvTjP2o/I4l6f0xhDK2kRpjGximkmLZpxC2U0rnTIe7lN95VW3GKxsYwQAoNBkP0XMuFaA/W4iSMcXMclasRU6ktIKQkcn6mBSYp+gc+//7McHz7W9Zp3wm4JthfrC/zg7PO8cvENmmmYCeNpjMYgEVmkunQouDnuOfIhPn7L/Xsi0m/Efkdq95OjAxM40sF3PBpJk1LQe3VBO13AkQ5HSpt/t21GfnqKgQ+8n/nvfo+kdplI1haspczEQiEQUuIPD+OPjiLWh4C2IyirMGTuyadRjQbRfAVvqIw/Pnbdz3XpeeSmp4gWFojmK0jXZfb0U5z8ypf7Ksz2SxgFMDr7LhRS7jgG2IqZ4I+NIf3ss0dHceff2yFtNonm59Fxkon9nkducoJg4soO7v0YmDio6QMWi8Vi6Q5b62CxWPqFVcsslj6xmxetLRaLxXJjspFj9J73jfGhE6Mb3v56gnWb6wnXvQrWbXYqXPfiItbGUK3HJEpjjMH3XeJEI0S7z9rnelquEILJkTzn5taoNmJefHOBh+471rP7+LW3F3ni2TPUWwnzSw1SbSjlPUbLuUxA3WG3ds53efzB2/n6t99kYqRAZblJnGomR/J47uave5Iq5pczwXpypEAp7/H4QycP9aDcXp1n9TOyONEKpRVrYZ2fL77DN3/69IbO3e0+p9aa1bBKNVxbj0U2KK0JVYRed0hqY6iGNXJuwFCufEXHaj2qM19fRGlFolIEguz/RNbZuy6KgkEZhUqz19mRDr7wGM6XmSyN88idD++ZYA27I9g205C/fu9lhnNlalGdarRGrJJrbu87HuVggEbc5KeVt/Z829schEjtfnF86BgFN0c5GGCxtcKISnuKfE9UQj1uMpYfpuDmOD58y7buf7kYapIEFYWZ01hrEILOF4sxmYDrSNJGA6dUxC0UgO0Jyks/fp54dZWwkjmsuxGs2wghCMbHMXFCWKkgczmWfvQTJh7+zLa2eSv6IYy2UVEEZDHjwfj4dW69OVbMzMhPTyHcTExO63XcgdK27m+UIpqvoNcd6kJKnFwOp7D1wMheDEwc5PQBi8VisWzNzZ6EYrFY+s/hvXJlsRwgdvuitcVisVhuLDZzjD547/SOBes21xOuN6IbwbrNToXr7bqIm2GK0ppUaVxHkiqN0oZc4OC5kpHBXFfP67kOpbxHtR4xPBDwzkyVE1PlbcdNvzNT5Vs/OMNqPaKy3CSfczk2Urjmdjvt1j45XebUQ7fzxLNn8FzJ/FKDc3NrlPIepbxH4DtIKdDaEMVZf3W9leBKwfREiVLe49Sn925Abjeiu/fyPKsfkcVaa1bCKsvNVSIVsRYLaECYRhs6dwf9ga6fsxW3qDSWSHRCui46G7JBDm30JbnZGJTRLLdWWYsaTBRHyft5WnGL+foiqU6JVIwjHHJuHiEgUSmpTlFGYUzWI+9JDyllJhgbjSMkqVZ87vYH91y07bdgm+qUpeYKeS/HWtQgNYqSX2AkP5S9R0KijCZOYxpJk8XWCqthjYk04k9ff5JH3/9ZPjxxZ782rysOSqR2P3Adl3uOfIhG3GQ1rLHQWNw0zn4zjDEsNJZwhcNgUOKeIx/Cld3vF1eLoarZyoY3hED4PjIXIEwWb22UynqtWyFoQzgzSzA5iTc4AHQnKOskYeWll0lqNUyqCI5Nb2t7O88zOUHz3HmSWo2Vl15m7KFP7djJ3GanwmgHbUiWVzFaE80vsPr660QLC9t2W1kx8xLF47fh5Au45UHixSV0kmzLsRavrKKTBB1F2RBGECBcF7eQv+59d3Ng4qCnD1gsFotlc2wSisVi2Q2saG2x7JC9umhtsVgslhuDzRyjI4M5/t4vbhxVvV3Bus12hOvtCNZtdiJcb9dFHMUpxoDWmQ/UAIHn4ErJ5GgRKbu/8F/Ke6w1Y5JU8Z2/fpdmqLYVNx1GKaefO0MjTKgsNymX/K5iu3vt1r7rjjGKeY/Tz50h5zud/Watee0FAd9zGBvKUy76DA0Ee5boslvR3Xt9nrXTyOJm0qJSXyLVCWEaoo2htf7fetzs3O5y564QgkjF133Oyx3SkUowGFzp4AgPZTIBW613UwshUFrTSiK0o5ldm2e8OMpKq7p+/xhXuvjOJRel53h4jkecxsQ6wZUuOS+g4OXxHI9WEhImIXk34DtnnuO2oek9jcnup2BbC9eI11/zetygHAwwVTxyjdPXIdsXSkGREZWy0Fhkdm2eieIoT//8uxS9wp6K9wcpUrsffPyW+/lp5S0m0ojZtXkWm8uMFUa6rkBYbC7TSkKmBiYp5wf5+C33d/3c14ih+TzaVxDHCKVwcgFCyCyFQEpwXYznoeMYHYYQBETz8wjX6TiuLwnK71JfXmTlh9/lxxMtUqGzlIVKSK66BNUqbqnYc0Sm9DzcUpG0WkMND9E4e46B993R02NdzU6FUaM0ycoK0coqql5Heh5JfY3m+QuEM7PbcltZMfNKpOcxfN+9pPU6yeoq0XyF3PRUd8eL1qTVGiZJMUqB4yA9D788CF2eP+3WwMRBTx+wWCwWy8bYJBSLxbJbWNHaYtkBe33R2mKxWCyHm60co3feMozvbSz8/vEf//G2Bes23QjXvQjWbb72ta/xuc99jt/6rd/a9n234yJeaySEcYpSBseBXODiSsmR0QKF3Pa+OwPfQWnDudkaCyst8jlvW3HTZ2errK5FzC81yOfcrnumofdu7ZPTZb7yhbs7wvDwQNARhtNUsdZMiNf7vhdWWiSJYrSc48x7VSZHitt+jbbDbkV378d51k4ii9eiOpXGIul6J3KqFa50yLkBtw0dw5HOhs7d8eIIlcYSOSegHjc3fM6NHNK+E3ReizRNMe24ZyGRQpJzAhKdEKqIAJ+Z2kWkkMQqWb//xoKz67ikJsV1XApeniMDmaBpjGFubT5bqxvw/IUX+fSJj3f12vSDfgm2SmsWm8uAIFbJelz79R2+nuNydGCSxeYylcYSrnR55q3v8du/8KU9E+8PSqR2vwhcn0fu/GX+9PWnmCiOZikCKmG8OIq3xVBCohIWGku0kpCJ4ihFv8Aj73u46/dhIzFU5guouTl0miJcNxOsr0JIiQyCTLiOIhAiE7xvvRXhSLQ2rCQNIpkilheoyyZnXn2B1ckSEsGxv1vhSHWegUYdpziGvz7U0wtOqUi6VscoRTg71zfReifCqGo0CecrqDhGt1oYrTPRG4jmLl56ji7dVlbMvJbRBz5B9bXX0WFIa2aWaGGBYHz8uq+LarbQKu1Etru5HNL38Ia3l7LQ74GJw5A+YLFYLL1yI3c82yQUi8Wym9izOItlB/z4tdk9v2htsVgslsPJ9Ryja82YOFEbCte/9Vu/xfPPP9+zsLyVcL0Twbp9/14E6zbduojDWGUVo1JQCFx8z2FytDcxthmmhJHCcyVxEtEI067jpv/4mZ8Rp4pGmJJqw7GRQk8XWHvp1s75Lg9/9FYeuu8Y78xUefu9Kt/563PMLDTQ2nRuJwQsrCpWaiEv/PQif/Kf3uS+94/zj3/9Q5RL/XWZ7WZ0936cZ/UaWZw5rBdJdEqsYowxOMIh7+U6cdOwsXN3bq1Czg1oJJkT++rn1FpTaSxt6pAGruiiFusdxVJKAhkQq5hIxeu3y/YP39k8DlbQ7vDlsn7r9de0OMr56iy1qM4rF9/ggds+tq045p1whWDbXCbvBqRaZ683BoHAd3xyrk/e23xfWWour79H4El3W5HUQgjGCiMkKtkX8f4gRGr3m+PDt/Do+z/L0z//Lq50qTSWOF+dpeQXKHqFDaPa63ETVzhMDUxS9At8/v2f3ZbjfSMxNFlayY4jrbe8gCyEQPo+2hh0FCEcSbyygh4sMt/IBkuED/lmQhg1iebmmStkx/ZIZYUkbKGNZk23WKvOMFkcI+93V29xOW3HsI5iooWFbd9/K3oRRtPaGuH8PDpJUa0WGIP0PGQ+R+HWW5Cety23lRUzN8YJAo4+9igX/uQ/EkxOEM1XMHFCMDmx5X6bNhroVghaI4MA4TrkJicR1znv2HANfRyYaJx7F9VqklZrBzZ9wGKxWLbLjd7xbJNQLBbLbnN4z9Ytln0mSTUvvrlAtRHv+UVri8VisRwuunGM1lsJ3/mb8zzyyRMbPkZbeN6JcF2v1/m93/s9RkdHWVpa4r/5b/4bvvrVr/b0eJAJ1tvpzN6MrVzE7XjplVpIrRkTxYryQMDEcKEnh1ozTJlfamKMIU4UhZzL8aODXcdNDxZ9ao0YIbOY8e32M7fZqFv7zlu7czy5juTiUoNv/eDvaLQy93miFOtG2ysQEkLH4SevXeTVtxf5//z6h/jUvdM9rflqdjO6ez/Ps7YbWay0ziLBjSJWMSAAQ8718aTHUG5jN/nlzt1quNaWimnGrSueczWskuiEaBOH9NV91kIIPHnpzzzf8VFakerM/e4KZ8vXsiNUi8sE7M6aPUp+gWq0Rjk/yLmVC9wxenzTx+onruPy4Yk7OV+dpZWGnK/OETjeumCfvepSSkDgCEk5N8BQrrz+swylFYvN5Y54P14cueL33bDf4v1+RmrvFh+euJOil+eZt75Pzg2oRXWq0RprUeOa2/qOx1h+mMGgRDk3yCN3PrwtwXozMVTHMejsQ/R6Ql5buFatFiZJaa0ss8QaymgiFSOFoiCgYFymVQEzfAvKaMpuhEOINpqWivBTsrj50hgD20wOEOv7m9Eanabbuu/12K4wqhpNwovzqCRBt1ogBE4+h/R9ctNTOLlMlN+O2+qgiJkH0SVXOnmCqcc/z+zpp5CuS1ip0Dx3HrdUxCkVcYIAIR2MVqgoQtUbRItLl4klHrnJSZwuuqw3op8DE62Z2Y6Y44+O7Oixdit9wGKxWLbDzdDxbJNQLBbLbmNF633mu9/9Lk888QSvv/46CwsLlEolbrvtNj73uc/xpS99iVKptN9LtGzC2dkqzSihWo/27aK1xWKxWA4H3TpG/9+fzeO7ks/94m0bPs5OheuvfvWrnD59mqNHjzI3N0etVuvpcaB/gnWbq13Es4sNFlaapMrgOoLF1RZnZqpcXGpQzHs9CdZaG+aXGiQqE8MDP+t/vt53+OVx0wsrLYQUxKFiYqi3C75t2t3aShlmFxtdf/8/8YMzfPP7f0ecKMIo6/qWUuA4mRDXxhjQBuJEkaSKVGn+zbdeY6kacurTt+9o7bsd3b2f51nbjSxeDaukOiFOM4d1JlgHONJhoji6pSh6uXO3lYQYIO/lqIVrJCphrDBKNVwj1QqDwXeudCFoo4lVgsYghcQYjSuvFaUd6ZDqFANoY9gKvT794Ai5YYR40SuwFjVQWnGxXtkz0frcygXeqPwd9biBRBKpmFQnCMSl7VUgkHiOy3JrlbWowURxlLyfX483r2ROWCHwpcdooTeRZD/F+/2K1L4eqUo5t/oec2sVllorpDrNepzzwxwdmOD40DHcLaLMjw/fwm//wpd4/sKLvHLxDcr5QdR61L7GIBGZ61o6FNwc9xz5EB+/5f5tr38zMfTytAK4/veLkBLhuqgkISbBhJrQ1UghCfwcUigcIfGMwJEODg6uH+C5Po5IkAZCFeHjU6kv4gpnW45rsz6EIqTcFedwt8KoThKa782gwxCdJCBlJli7LsHkZKfv+2qu57babzGzF5fcXlK+6yM4xSJzTz6NzOU6wki6Vr/mttL3cQp5dBSj45j81BTuQO/Xmfo5MBEvLnbEHBns7LNoN9MHLBaLpRtuho5nm4RisVj2AvtpsE80Gg3+2T/7Z3zve9+74ufLy8ssLy/z0ksv8dWvfpXf+73f4957792fRVq2ZHahjlKZS2u0vP1It8vp9aK1xWKxWA4+23WM/vi1OYBdE65rtdqOxGrov2B9Oa4jufPW4Wu+C986v8LC6s9ZroXUmwkDhe1f3FyuhSSpJko0QgoC3yEXdHc63I6bXq6FtKLsIm0zShncQdx24GcXfqNEsbDS7Oo+z770Ht/83t8RxilRrEBkgrUQZILkZW5rIbL/SSnQxtAKU7Q2fPP7f8doObcjx/VuR3fv93lWt5HFiVYsN1cJ05BUKxzhkFsX1iZLY+T96w82XO7cLXl5wjTiaGmCheYy51YvkKh0XQDM9hdtNNpolNYooxAIAscn0SkGwUaadCamZw5wyBzHzibOYKU1gsyxvJEg2I46j9OYxebKdbevH/y08hZP//y7NOJm5ho3Cle6aJO95r7rIcj2c2UUsUpIVIp2NLNr84wWhmkmLdaiOr70iHWybZe1MYZW0iJM4yxyPY2ox00WG8u8fPGN64qy/WQ/IrU3I0rjjtDcTMMdCc2B6/PpEx/ngds+xrmVC1ysV1hsXhLAxwrDHClNcHz4lp6d7ZuJoUKIy5IF2sfL1ghHouMoi5OIYlw/h+94yFS3HxR9mWs7GsihXAkCCrg0JcQqRiKYbyxyqzvd9UBWu5tYBj7B+HhX99ku3QijOo7RSZKJuesirvQ9gsmJTQXrNlu5rfZTzOzVJTf48GcIbtn5MdUtpZMnOPmVL18S14eHrhXX10WSaGEJHWciyU5fz34OTOg0xXQSDnaWVrGb6QMWi8VyPW6WjueDkoRisVhubA6UaN1sNvnbv/1bzp07R7PZpFQqcfvtt3P//ffj+/2ZAD8IKKX4p//0n/Lcc88BMDY2xhe/+EXuuOMOqtUqTz31FC+++CJzc3P8zu/8Dn/yJ3/C7bfvzA1j6T8Lqy2iJPuDLdigf3Q79HLR2mKxWCyHg14co7stXO+E3RSst+LEVJlC4FEuBSyutkhSvS33rTFQrcfEqcJoQy5wcaTcVie2EIJi3qMZZo7VejPBjFzpbt4ObXFCa0Oqtna/AqyuhXz1L7NO7TBWmSBNW6w2sNFDiPUoW0CLrBtcSsF/+Is3uOuOsZ46rvciuvsgnGd1E1mc9UxHaGNwZdZh7Umv4+7tlrZzN0rjrOPWy3Orl2Nm7SIraQ1tFKnOBNk2AonveLjSwZUurk4zwVAlaJM5Pi9HIDpOUm00Dte+rtpkQrjveNnx4V27Dc7642oMqb4kDOzUabsZ51Yu8NTPv0MtXKPSWMp6wgvDLLdWSLUiThPCNMYRDo6U2WshXGIV00pDpJA0qi2KXp6SX6SVhgRCMJAb6Or5tdashlWqYRb/DAatNcpoUp2y1Fzhh+/+NbO1iz27f3vhevtnOzZeG52Jg46Pv+7E/sQtv8Cdoyd3vIZzKxd45q3vUw1rneePVXLN7XzHoxwM0Iib/LTy1nUjvV3pcMfo8V1xr28mhkrfh/UhBqM0oovvl3Q9lcBojaskOB4gkEn2c+VKosFLQzet4QJGSrTr4IYpfi6PbkeKS8lKWGW0MNTVdqh6I3P7Og65qaNd3acXthRGlaI1O5d9B8YJbqmENzSEPzzcdVfyZm6r/RIzd+KSa/0/f87or/w9Bj78oR2tdzs4QcDEw59h7KFP0Th7jnB2jmhhoRNjHoyPk5s6SvPCBRaf/SGNRgMdxdn+3iP9HJiQrovoHHdqR+/1bqcPWCwWy2bcTB3P+52EYrFYbg4OxJlcHMf8/u//Pl/96ldptVrX/H5wcJDf+Z3f4b/8L//LbV8QO4j82Z/9WUewvuOOO/j3//7fMzY21vn9f/6f/+f8b//b/8a//bf/9v/P3ptHSXIVZr6/G2tuVVlVWUt3VXeru7WwaEESi1YESGzWyoCx4YHGmvFhnjwzZ4Zznudx/I7HC++d8cwbv4fO2J6Bd4axsYQXsDFaDR7JgARCINCCFqRGUpd6qerKqqyq3DOWe+P9EZnZ1V1bVtba6vvjNF3qjIy8ERkZFRnf/b6PYrHI7/zO7/DVr351u4arWYZQRvENYsDsIqJ0IWu9aa3RaDSaM4duHaM7UbjeLsEa4ljpy988ROVpn/lSg6nZGmND6Y6vDWuNgFBKvEAiDIFjGWQzDsYary0t08A0BUGoCKWi1ghIJ7ubYd66jjAMgWWuPo57vvVzqvWw7fQWgAIiFcWeQHGqNzBq/p+Koth13fy3uhdimQZ3//2L/OuPX7bmcW9FdPdOuc5aLbK43KhQ8gX1oI4pTAwRR1MXvTL10CNhOSTtzlzordhtx3K4Ys+lGMLggUOPUPPrqEjhWk7sBBUt4VhgGga9bg/9iSxzjSJz9XkCGeLLANd0Tn3d5gEQEbUjwBcSRRG+jOO2LcOk1+1Zctyy+VwDgWVYG+q0PR0v9HnoF9+h5tfJVwv0Jnra/c2u5ZCvFDCFQagkgQyR8lRBKgJCJXFNB1PEkwrSTpLZerEtvq9Evfm6gQrarxGh2vtLRYp62CBqxNHjnYqyG8VSx2cgA2aqs1SCGiKKBeB4goFECIFlWvzg6E94evL5dYnsC93v+Wrc6Z5xUgwk+5Z0es/U55hvlBgOPb72/P3c9KYbuHD4gk3YKyuznBhqJBKx29owiKSEVUSviIgwkrSOIkuYhM0zsOUFKMskMgzqfSfdxtXhDNI1CZI2btnDkxGu6VAPG4QqpNQoM5DMrnq+UEFAWKniDOYwk6l1ObI66WxeThhtTOUJKxWCYglzIENy715EF+frpdxW2yFmrtclZw3mKHz7f2JlMvRucbyrYVn0nH/eijf8hRWPO6xU1hUPvpETJpzBwbaAvpPEdI1Go1kLZ1PHs6510Gg0W8G2i9a+7/OZz3yGH//4x83YusUUi0X+8A//kBdffJH/5//5f7Z4hBuLlJI//uM/bv/3//1//9+nCNYtfvM3f5Mf/vCH/PznP+cnP/kJ3//+97n22mu3cqiaVbBM0b4JKlXEeiaAr/WmtUaj0WjOHNbjGN1JwvV2CtYtrr5klJ+9MkPDT3M8X2F6rt5xLHW9EeAHikhBwjWwbYP+3rXHTju2gW0aBIFCqoiGL7sWrT3/5HEx1L9yjGqtEfL0y9PUmx3WQsR91YKm0zuK3eSnX00vfFw1f46iWLh++uVpGn54Spd0J2xFdPdOus5aLrK4EXo8efxZZFMQMQ2TUIaUZSxdxdHTAlMYZBM99CWyK8ZRL4zdLnplPvKWDzFVnebHx55lulpoisixY9oxHVzLIbVAEO9PZJuit8ILPQIVYBt27LQXxoLo48VEUUSgAlQkcS0X27DpT2SXXNYP/fZ4o0jx5Z/+1YY7bVv8dOo5io1S22HdEqwBUnaSfdlR5hpFSl4Zy7CAKBbVm+nOBga+jAX0jJtmV2aIslcBishl3OYtKl6FqcpM000fEBG76U1hY4jYtV4PvLbbfbtE2YXH5+NHfsIjr30fhMASJj4SqWLXvTAEFT+OCe/2/WixlPt9NL0L+zQnvYmJY9pk3DQDMmS6OsNEeYrhdI4HX36EtJ3aEnF/IcuJoVYqCaaJsKzYRezYiBUmNshItTvs49iL+LgUocJuhHg9LtI1qQ6fFAcj02Bufw6rEWLXfBLFOvX+FKZhEsgQy7CpBQ3SK6Q0RFGEN5VHWCZ2by/9l13alau0m85m03VPEUbz330Ub3qasFzBGRjoSrBucbrbaqvFzI1wyfnTMwjTovDt/8ngBefvKJdcev85mMkUVrYXf6aACoKuIl03csIEQHJsdEeK6RqNRtMpZ1vHs6510Gg0W8G2n/3+x//4H/zoRz8C4PLLL+eTn/wk+/fvJ5VKceLECf7xH/+Rb3zjG9TrdR566CHe/e5385GPfGR7B70OnnzySaabs4fe9a53ceGFFy65nGma3H777fwf/8f/AcCDDz6oResdxlBfsi0+eIHEWUd05VpuWms0Go3mzGK9jtGdIFzvBMEaIOFY3Pruc/mLb7/E8ECK/GwNP1SMDCSxreV/DwehZKYY91kbhsC2TEYGUl29H65jYZqx2zWUCj+Qqz9pGSr1AMc2MU3B6GB6xWUf/9kEni8JwpbLM/73qP1/S3P6463nBaHC8yXff2aC979r31JPXZatiO7eiddZCyOLW7HIgQyajtuIRtg49SaVjCO8bdNitj5P2auuGBu+VOy2Yzqk7STzps1geqAd77wUhmEwnMkxWZ4iMp1YrI2iuGN3gfh2+kRhFalmpLjEMR0sw2Qok1tWYK8GsehZC+o8M/kiwKY4bUMV8sL0IUpehTCSjKZ3LboJaBgGuVQ/A8k+akEdr9k3HRG1xX3TMJiuzmIbFvONEgkrFpL80F92f9b9OlOVGUIV4sk4etwx3VNeX6oQIcA2LQaS/fS4mW0VZV+eeZUnjj4FEW2ne18yu2zHdbcieyP0eOjQ0u73lbBNi909I8zUZslXC1iGxUOH/pFff/sntiROvcWyYqghcLK9eGEIQRA/lnCXneyhlEK0PkvCQFkGRBGJUh1lCoKUw9z+HNFpMdkzFwyTPTKHmU2SnK3ilhrIjEUDSUSEF3rLitZRFOFNTyNrdZJjozj9/eSuuWrN+6DbzubRW28+RaTcTLdV9m2XbKmYuREuOdnw8GemMZLujnPJGbZN/2WXxs74+Xm8qTyJsdE1CSsbNWFiITtVTNdoNJpOOds6nnWtg0aj2Qq2/Yzwta99DSEEn/rUp/jt3/7tUx4799xzueaaa/jlX/5lPvGJT+D7Pl//+tfPaNH60Ucfbf983XXXrbjswscXPk+zMxgdymCaAsc2qdQCelLdf1Ffy01rjUaj0ZxZbIRjdDuF650iWLc4OJbltuvO5d5HX8W2DKYKVcYny2SSNpmkjeuYGIZAqQjPl1TqAZV6gFQRjm0ShJKRgSSpRHc3FFKJuAtbCIGUEYFcHLPcCUEYj22wL0nKtTk4trSrtcUvjsy1heKNwgskvzg6v2bReiuiu3fKddZSPc2F2hyvzR4hiiKKjTKBChFCtAVfIURbyJZR3DEdyBBlKibKU4xkBsm4iwWY02O3AXLJ/lMc2CuJ1hC7j4fTg+SrMwghmn3PHqYw22J1q9c6VCFSxR3WAoFruViGyXB6cMkua4BABlT8Gj12mpnqLGknRaE2F8d/28lmxLgfx1DbCRzD7tppe6w8ST30KHplMk5qkYt3IUII0k6KtLP0pIRGcz25VD++jPdjNaiRcRcfD0op8tVC02HtYxkWjrn4+JNKEbfFx1Hl2ynKbqXz+UdHn17W/b4aQggGUwMEMiBfLZCwXJ44+hTvOXBl19u+VlZydtr9/QSlMiiFbDRQfixqLyVcq0ghZEQkBAiBtEzcUgPLD6kPpPHTDjMXDC9+nm0y8fa9nPOD12hkkySKdUQo8dOCyFRLJhUA7RhqWavjjgxjZTKM3nLTmt286+lsPvIXf8XorTeTbUZfb6bbaivFzI1yydmDgzSOHUOWyjvSJZe75iqKzz0f928fn8CbnsYdGupoWzdqwsTp7FQxXaPRaDrlbOt41rUOGo1mK+iugG4FJiYmOl62Wq22l/+N3/iNZZd7y1vewnvf+16iKOLll19e9xi3k0OHDrV/vvjii1dcdmhoiN2745nAMzMzzM7OburYNGvjwGiWlGuTzbhU6kHb+bRWWjetsxm3o5vWGo1GozmzON0x2i2PPzfJg99/bdnHv/jFL/LpT3+66/Uvxac//ekVBWvZpWC7Xi4+b5D/5UNvZlcuxTm7exnsS+IFkslClfHJEq8dLzI+WWKyUMULJIN9Sfp6XFzbJOGYXQvWAIYQZFI2hohvUtfqwbIVN8sRRRFTs3UsQ5BNO1z+5iEsc+XL8olCdcVrDbHCn+UIQsXETGVNY4fFEzHWw3LR3dt9neWFPt87/AT/9cd/zt+8+BCPvv4jnp54nh8fe4YfHXuaqco0x8qThCrEMkwMIeI+3GbXtBAGpmHimA5JK4EhBA3pEaqQqcoMdb++6DUXxm4PpuKY9N09w831xCJrJ/S4GXb3jOCaLknbxTFtVKTaYjWAL4OmE1vhmDZJ28U1XXb3jNCzhKAO8XE7XS1gRIK5RpF66HGikiciIooiqn6Noldmtj7PZDnP6/PHKNTmUE1RqyXq9iZ6yFcLVP0aDx36R7xwscMTYKo60xb90/b6kojSdgpfBjimQxRFZN0eKn6NQC6OIpxvFAlUgCeDpsN68c04FcViv23Gk1haIn9LlE3aCfLVAsVGKXY/byJLOZ9394ysKPLD2t8PiCdxPHvixbb7fSjduRu1hRCCoXSOMJKUvArPnniRUG3shJyVWCiGhpUqKjgpEgvTIDEyHIvarksUhKiGR7REBzxRhFAR0gCEwKl6OHWfRjZJ6FpMXL4XtUxCRHW4h+Nv30eQcqgPpDFlxMCcT7LYgFoslrdugAflMo3JE9TGj6CCIBYM+/oYve2WNbtJW53N/vw89eMTGLZNav8+Ert3YfVk2m7kVl9zYvcuUvv3Ydh23Hk9P8/EfQ9QPTwOLHZbrYfT3VYtMdPu7UVYJt5UvqvftZ2ImRvpkjPTacJyGVmvtffTTsF0XXbfchNWJoM7Mkw4X6JxfOKUz8BSqCCgcXyCcL60rgkTy5G75iqcvj4Sw8PIWh1verrj93qhmJ4YHt4wMV2j0Wg65WzreD598t960LUOGo1mOTZctL7pppv4//6//4+wgy6ChcukUivfiGg9Ltf5ZWi7OXz4cPvnPXtWj4pbuMxrry1/o1qz9diWweVvHiKbdrAMwdRsbUtuWms0Go3mzOJ0x+h6eOAHh/naI4eWffyuu+6it7d3Xa/Rore3l7vuumvZxx/+8et84S+f5h9/coSGv/UdVAfHstz50Uu47rIxxgYz7N/dy7ljfewZ7mF0MMOe4R7OHetj/+5exgYzXHLuIPt392Kaxrody0nHiuNAHROpIqbn6mu6wTo9V6feCBnJpenvSXD1JaOrPq9ci6Oel2I1yWi5x1UUUa4tL1Atx0ZNxIDlo7u38zprfO4oX/7pX/H4kZ8wWc5zZP44h+eOcrx8guOlKepBg3rYIIoiDGEgI4lSEYFa+nMgRMvFbOFJH6kk+WqhLeZGUUTNrzFdLSBVSL46w8szr/HY+I8JlSRhuiuKrEvR6nvuT/bhWg6JZjy00f4Tu7mTdgLXcuhP9rEvO7qswzqKImZqs1S8Kg3p4UufQPooFTtD60E9/uPXqfg1akGdRugxV5/nSHGCWlBv74tORd3ZRpGg6Tp11ulUbj0/lAH9qT563QyWMJmuzpxyXLXc86GKo5qXEqxjN3mAQGAZZrNr/OSnbKtF2Y1wPncqso/PH6MWNjpyv6+EbdpknBRFr0wtbDA+d7Sr9XTDamKomU6RGBnBsC3MRIJIKWStjvS82FkcqTgavPl7T0RghBJDRdQH0gQph+Pv2Ed1uGfFcRT39fP6NQepZ5NUBlNUUxZmKLEKJWrjR6i+dpja+BG8ySmU5+MM5kjt20di1y72/S+fIHvR0jVjy7FUZ3NibHRVgbbV2Wz19eJN5QkrFSbuewDpeYvcVuthKbfVVomZC11yVqb7GHIAM5VC+UHbJbfTyBw8wOitN+P09ZEcG0UFAbXxIzQmTxCUy5s2YWIldqqYrtFoNJ1wtnU8rzT5by20klCsbK+uddBoNIvY8Mycer3OF77wBe69915+53d+hyuuuGLZZbPZLNlsllKpxEMPPcTHPvaxJZcrl8s89thjCCE6Enp3MuVyuf1zf3//qsv39fUt+dytpFqttm+qaU7l4gM9/PTnBrmsy2ShxokCDGbdjiO2Zooe1brP7lyKTMLg4gM9lEqlLRi5phuq1SpRFK3ZUaLRaM5uBnsEtgmZpMVssUFfxsa21j5BKQgV5arH9585xuUXDHHe3sXXEblcjt27d2/I75Ldu3eTy+WWfOzpQ3m++q2f05N2mC/X+OnPJ/nwFXs5Z9f6bvZ2wzsu6OPSc3t5/USFE7N1CsUGoVRYpkEum2DXQJJzdmV4/USFv3t0HNsUlCoeSaf7SWKVuk86YRJF0JNymSs3aPghQ32JFd/bIFRMzzeoeyHDfUlcW3D95SP4jRp+Y+XX9P1wye7qTn8jCZZ4ehSvd63HSzYliCK5IfuyVPWwzXh92SSnjGU7rrNeKrzKw+PfpxrUmanPIpUkZafIJnuoB3WUVDSkwhQmpjAIZYgiQhALogEG1jIR3rawUCg86SMQzFQLCAQlv4ovfbwwjtUOqnM8eexZXjjxMgk7gVSSQAWICKbKeUZSncW5AmTtHnrMNMcrJ2Lx2nQJlcQQBo2wgYnBSHIodmNLhVoiPSFQIYX6LBW/CtDsv1bt3mixoF9dNH+QkUQqiS98XNNloniCweQAGSeO4+53+zhenmSuVuQnR5/l4v43YRknb/RVq1XqXoNAhkRRRBSqds93N0RKEUURgQzJ2X3MqSIDiT6mqtNMlafJJfrj5ISwTqgkgQzaHeOni9qBCpFKNicCmPRYacLg1LEJBEkzwXy9SNpK8cKxlzjQt7fr8S9HqEJ+cvRZ5mqxwD+SGkSGaxfIV3s/WryWfx3P9/BCn6zTs2i710JCuJTCCr7vcXj6dYbt9UVqrgXn4gsRTz2NlcvhTZ4gOjGFncud/Fwlk9gjIwTT0xiGIApCojCMbyBHUdNlrcCIg8OrvQ4yk8BPOhy9bA/VoQx0sG+K/UnK7zmX3peO0zsegLIZcHqwRSJ+HSHiyG7DxEgmyVxyEdl3vgPpums+b899/wfUCjN4J04gEi5GX9+ajhWzrx/Z8KifOIGyLY498o+4o7uRUQS2hV8qQSKxpjEtJCiVwbaQKkJmT56re69/L/Vv/B3WYA5/egbZ8LAHB1cU21UQEMzMIOsNnKFBooRL7/veQ9XzoCmOL6R0/Dh+rYaKIpRpdn1cSymJLCue2FKtUTx2DHcHfrcX5+xj4NabKXz7f+LYFrJUJiyX8UuL7zcZjo3V34fZ24PZm2XgQx9A7Nu78fcsBnNk3389M9/6NraIP3vVw+OY6TRGKoXhuAjTIJIK5XuoWg1ZrSJME3vXCCKdIvv+65G5AX0/RaNZI/o+1/rwpUQqhYoiAs/vOq0DQPlBXC+kFL6UO/Z8lnjLm2gU52F2lvrkCZxdu9Zc6+CfOBFfR6VTJN7yJiq1zhKlNBrQ562dRL2+OEFuI9hw0fo3fuM3+PKXv8yrr77KHXfcwU033cTnPvc5hpbpJvjgBz/I17/+dT7/+c8zNTXFr/zKrzA4OAjETuzvfe97/Jf/8l+YmYl72T70oQ9t9JC3lNqCk7DbwQzQhctUq9VNGdNqKKW0aL0Mtin44DvH+Mb3xhnqSzA93yAIJIMd3LSemW9Q9yVDfQnSCYsPvHMM2xR6X+9goihq37jU75NGo+kUQ8DFB/qo1nyKFYPpuTq7csk1f7GbnqtjmgY3XrV/ScEaoFAoMDm5Mc6eyclJCoXCksL1ZRcMc/O1B/m7775CseLT8CV/853X+PAVe3jL/r4Nef21YAg4sDvDgd3Li+Z7h1MkHJOelM1sycMPnK4nD1TrAQO9LknXwrEN0kmL6fkGR6cqpJMWqYQVdygLkBH4gaTWCKnWQ0zTYHcuRTph8eErxtg7nOrod4ptiUWi81q/op0uXEfN9a71d9pm7MuEYy7aF1t9nXW0NME/HH6Msl9hpj5H0nLZnR7CMixUFFGozyGJn5+wYvHciiIaoYeMYvGnIX2SQmAuIfghwDFtGqGHrwKmqgUMIQhkgOKk8qsiRdErUfTKGEJgGxYgMIVBVQUUGnPkEn0di/ez3jxhJBnNjDCUyvGOkUv43tEnqIV1ZupzTFROkLKTpK0kjmljCAMVxQ7qalinFtRjQVoIAhm2t7WF4uQ+bbVmtzqAVRRRDxu4ps1MfRbTMEhaCexmB3bJr9DrZjhSPMb+7N5Txm0KA6N51KpIYq4jJExFsjmu+D24Yd/V3PfKw+SS/cw0u8pzyX680Gv3kduGwcJPjIoiAhkgm5HqpjAZTPZjiCWnhJC2EuSDKjKSnKhMc07vWNfjX44jxePUwwYlv0LKTjaF5rVH9q/2frQo1OfwpQ9EOIbV1Wu1cMz4+Z70mVkQI78l2Db9H7iB6b+7F2doEH96BhUEp4ihRjKJu2eMcL5IWC4TSTvuevZ9UBLhOgRGxFyvSSPjUD13mOnzBpuR4J3vF2UbHDo3RbBvN2+uZ9jjHiBTF0RhiLAs7NwA7sgIiX17Ec1o67XuKxWGlH/2HGGpjJISd/duEIt/p6yIEFiDg3jHjhGWypR/9hyZyy/HSCYwe3oIZmcx19M7Xa1iDwxgJBO4e/a0t9Hdu4fcBz9A4dv/E2Fa+DPTNI4dw0ynMVMpxAIxM/I95AIx0921CzOdIvehD+Lu3bPsflNB0HbJYRhdH9VRcz9B0yUXBDv2O6O7dw+7bv9fKD35UyrPP4+ZzRJJSeT7REohDAPRjGw1kwkyF11E7zvfjuG6m7ZNqTddwFAiwew/PIzhunHMeqlMWFl8H8ywbayBAayeHqzeXnIf+gCJfXt37P7WaHYy+j7X+rD6+xHt1BEPsS7ROp5YJRwHa6B/x74fPW+/nMoLP0cNDuGdOEFQKGAtnPy3AlEUERYKyHoDd9curN5eet5++Y7dVs3ORJ+3dg6btf83XLT+t//233Lbbbfxf/6f/yc/+MEPePDBB/nud7/Lv/23/5ZPf/rTi05g/+bf/Bu++93vMj09zR/90R/xR3/0R6RSKZLJJLOzs6fMbD948CD//J//840esmYVDMPAMHRk9XIcGO3ll67ay98/cQzLNJieb3AsXyWdtEkn4pvZpiGQKsIPFNVGSLUenLxpnbS58co9HBjdmDhXzebROn8JIfRnQqPRrIkrLhrh50eKNALFZKFGoeSvyTFaKPnUfcknP/gmPnz1wWWX/exnP7thM7JLpRKf/exnufvuu5d8/GPXX0AqYfG333mFyUKN4b4k3/rxcTIpZ1sc16vhGAZvOy9HrRFSrAbMFD12dzF5YKboYZoGvWmHqy4aYe9Imm//6BgJx6RUCyhXfSr1xbZpxzIYyCboTdlkM86anemOdaoI2u2c4tPlNccy1/w7bTP25dvOy+HYi7+abNV1lhf6PHLkcephg0J9jl4nw8ACYbghG8godvuahtnsro47zhOmS1022u7jhvRJkWh3vS5ENLuvfemvKIzEX4EiJBGy6cwWgGVYzDeKTZF1oCloL03LId0IPYaS/aTtFB/Yfy17e0fpS/by8Pj3cU2Xil+l7FfIB4tnSTuGRZ/bS8mvIFVIqEIEot2PLQAhjObxGB9dUXMDoubPAoEnfUAwU5tjrGcXhjBIWymqQQEVKabrsxzsP+eU/dSfyGKbNiDwVYi9RFR3p/gyBASuGfeFn9O3hw8ceDcPj38fy7CYqc9yvHwivpGm4p56gYidl1EsmkslEUK0HdaDyQGS1tJx6kAzWjyelDDnFTfl2jFfm0VGikCF9CeydH9mYMX3o4WKVPP7ucAQ5rper/X8qLnerb62Th/YT/RLH2LmW99GWBbB9DR+Uwxd6Ow0Mz0I2yEsFpHVKoZlYaZ6Ea7Dsb0JXh1zOJzxGcsOYq3weVyOQIXUgjoDiT7C3CAHL7lxSZf7emgcO4aqN5DlMlY6jdnlDXXTtrHSaWS5jMpmCU5M0nPJxbFQXCwSzsx05bYKZ2YwTBOrt4eeSy7GdE79rPdc+FasTIbCt/8nRtIlLJYJ5+YI5+aIVEQr50EYAsNxsfsHsLI92L1Zch/6AMlz9q04BsO2T56vleo63lVwMplBGAaGbe/o74xGMsnAddfSf/WV1I8cwT8xhV+YbU+YcHIDOLtGSO7b154wsdmkD+wnecftFJ/8CeWfPY9qiunK95dMH+hppg8YOhJco+kafZ9rfSRGd2GYJoZjo2q1ddVMqFoNw7ExTJPE7l079v0wkkkGP/xBpr7xd+3Jf9Fpk/+W4vQkFDOTYvBDH8RKLn89rdEshT5v7Rw2a/9vypXn/v37+fKXv8zf//3f8x//439kamqK//Af/gPf+MY3+L3f+z3e9ra3tZcdGhri7rvv5jd/8zd5/vnngdhRfLqr+Oqrr+Y//af/tGr39U4nlUpRLBYB8DwPa5WLf29BfFU6nd7UsS1HOp0ms85upzc6V17Sy3Cuj/see5VMyqVY9SlWPPLzS9y0tk2GBtJk0w59PS63XXcuB0az2zBqTTcoFd9U26jOWI1Gc/bwsevfzF98+yUiDPKzNaSCkYEktrX8zdEglEzNNag3Qj75wTdz87XLC9Z33nkn99xzz4aO+Z577iGTyfDf/tt/W/LxX7r6IJZlcu/3XmWm6OG6No88dYI7P3oJCWdrbnAuRxAqDk8UmZiuMD1fJ5Txje1QQV/GpVBqMFcOGOrvTGxtud09XzE2nGGoP80NVxwk4VhcsH+Ex382wVMvTVPzAqSM8IK459gwBK5tYpqClGtz+ZuHuPqS0TXvn75sCkGxLXS2o5jpzNO31LICGMimuvqddsMVKX5xvEKoBMfzlQ3bl0uxFddZ3zv8BHXZYLYxT8pJMtwzeMq2hIFEiFiStQzrlMdM0ySBG/dcExFFiob0SBgJDHHqlzgZSWSkFr1nAoEhDFzTxjKttttXRvJkRDYRgQpwTAdP+kxUp8g4KdJ2CqfZWS0jhR/6VIMaFb+GJUzGeneRdlLc/KYbeOvwBQBc1NvL+bsO8sTRp3j2xIvUwkYc5x36KCIMRLxOw6TcqJCIQqpBnBjVEqxNYSzxfjc91kI0U5RVOz7dk368vrBKLtVP0kgiGgKJoho1Fh2H+/pH+dnsy7iWQ0N5ZO3ur70anodrOTiOy4Ghc+jt7eVdvZcx3DfIQ4e+Q8ZNUfIqTFbyBCokQuGpkx29AgPHcrAME8uwGc7klu3/bj/HjCcoCNPAcqxNuXasHW+gUAghSLpJrC47poFV3w+AdCqNbdnxdlnGul5PyTjSzzYt0qn0tlxb917xLnqHhpi8/0H8dJqgVCIslginZxYtazgOztgodm9v3Ot7683UOMFrR36CVZxg1ptnd89I533iUpHKl/EnJhkqe/Tbir25DKF6DntslPT+c9YVMbqQxnwJUwgIQpzBQawlJgh1StTbgzc5hWkIzGKZPTdcj/+LVzGCkPrxCeT8HO5QZxUGrd7pqOGRHBslMTjEnhuuX7KTuPfii+g/Zx9H7v4q8xMnEIBhxe73VjykMM1YOK5WSV9wHvtu/xROB8dVY2wM7xevEAiBISVWqvub51G9jhACJ50iu2fPGfOdMTuwdfH8ndB34y+hPvgBqofHaUxM4k1Po8IQw7Jwh4ZIjO4mfWA/xhaJ6RrNGx19n6t7MhdeSPGR76L6+vBnChhEXaeOqFodZzCH29vL8EUX7ehzXO/FF5EAJu57ANt1aeTz+McnsDJpzEwa03URhkmkJNLzkJUqYaWKsEzSe8awMhlGb7uF7EUXbvemaM5Q9HlrZ3BGidYtfumXfon3vOc9/NEf/RF33303P//5z/nkJz/JRz/6UX7zN3+z3de8f/9+/uZv/oYf/vCHfP/732d8fJx6vU46nebgwYO8733v49JLL93MoW4ZPT09bdF6bm5uVSF6fn7+lOdqdi4Hx7Lc+dFL2jet+3vcTblprdFoNJozk4NjWW677lzuffRVbMtgqlBlfLJMJmmTSdq4jolhCJSK8HxJpR5QqQdYhuCTH3oTN159YNl133nnnXzpS1/alHF/8YtfBFhWuP7Au2I33tcf+QVThSoJx+Txn01w/TtWdjZtFg0/XFFAljJituShVMT0fB0vkOzKpVafPDBbp94IGRlIkUna3HrdSZE14Vhc/459XHfZHl47XmRipsr0XI1QRlimYKg/xehgmoNjWSyzu4t6yxCYpmiK7zFriTBdalnTFBhdjifhWNz67nP5i2+/xPBAivxsDT9UnU3EWGFfLsdmXmeFMuTZEy9S8ipxjHZ6sVPQl347+spYQoyxTAsXFy/0EEIgI0Uj9OLua8PAaLqRG0HsyF6IIeLHHdNuOzWFEJgCTExsw8YLPcIobHcq26ZNLpml7FUpe4ujUx3TZjDZT6+bIZvo5cYLrmd//55TlnEth/ccuJJrznkn43NHOVHJM1OLo7Itw2Iw1c9gKsdDhx7hRCWPagrnou3XX1mUEiJ2YRNFzW2Oo9RLjTIDyb52Z7QiWrKvek/PbpKWS9btYaY+x4AMsbsQSQMZUPFrDCb7SVkJ9vefjL3e37+XX3/7J9rifT1sUGyUaIQejuk03wcDEJiGQa/bQ38i29GXc9l8nw1EVw7cTghV2I6WN8X6bhis9n4A5JL9OFbsgvVDH2eZ/vZO8MN4UoBjxe73rSaUIePzx5g0pim89wD2z35B4pUyrtuLKyxcFR+7wjBiZ6dpYiZT9F92KblrrsJ0Xa4MR3khf4jh0GOiPMVMbZbB1MCKgq0RSAYP5ek/XEDW68gwIBXZOEaJbDHP9PHvIazFr7Ue/JmZ2KkKGG73iQVAeyzK8/GmpzFdl9233MTRv/xr3JFhvKk8kR/gjgyv6rbypvLIWh13ZDi+eX3LTctua+W1w/Hkgvl5zN4eVNMR3Ir1biU8CNfF7O3Bmynw+p/+OaO33kz6wP4Vtyk5NoqwTAzHIaxUsHq6n7Avmy45YZokRnd3vR4NGJZFz/nn0XP+eds9FI1Go1kWw7bpv+xSwkqFYH4ebypPYmx0zakj3lQeYZnYvb30X3bpjhasW2QvvggznWby/gcxEomTk//KlUXLGo6DM5g7ZfLfar+fNRrN2cumnwFTqRSf+9zn+Cf/5J/w+c9/np/85Cf87d/+LQ8//DD/2//2v/Hxj3+8vexVV13FVVddtdlD2lYOHDjAsWPHADh27Bh79uxZcfnWshDHo2t2Nltx01qj0Wg0Zy4XnzdIOmlz32OvknDMtmO0XPMXLevYJoN9SW68aj8fuGJxTGuLzRSsW3QiXCsVcc+3XqJY9XnqpWmuu2zPlv+ue+14kfsee5X5stfet34gl1xWqQhDCOZKHtV6QDbjrjp5YGw4QyZpc9t7lnbvWqbBBfv6uWDfxgsw6aSNa5uEcmkxqRtc2ySd6P7rwHomYqy2L5dis66zxuePUQsbFL0yGSe1pDAatf3FLHsTyjFtpJKEKsQQBqYwUZFCNt8z1RZvTyKaXdWO6Szdg918vYSdwAs9fBkQRQqpJKYw2dc3tqxDOmUleNuut3Ll3stxreWFKsswOS+3n/Ny+xc99kphnBOVaRqhT0TUjHSOXeCdYggBkUARb38j9KgF9Wb09/KirmVYXDh0AU/nX2C+UWK6OrMmJys0Xf3VApYw6XUzvG3XWxdFLy8U77/54rd44tjTTFWmSVqJ2J1tOriWQ8peWwT+VoiylmHRCmeXkcKk+1jpTkT23T3DmIaJY9pUgxoZt/sksGpQi7vBDZNdmeGu17NWvNBfOmFgNMIcGWRgzidd9MhUQnYnB9mX20t6ZNeSzk7XcrjxgvfxtecfYDidI18tEMiAoXSufXwvJJ0vM/rTo1jVBqJSJ1UPsRUIEZKwXLzyJB7xjV0r20tYqVB87vl139hVC8TdbqOvW4jm5ydSChXG57bMwQOM3nozE/c9gGFZNPJ5auNHOnJbJcdG226r5bax+NzzTNz3AGGlQiOfJwolViaNtWukPaEgkhLl+bFoUJglLBZRjQZH/uKvGL31ZrIXX7TsNqX3n4OZTGFle/FnCqh1dHPLahVnYAAzmdI34zUajeYsIXfNVRSfex7VaFA/PoE3Pb3m1BFZq5McG8Xp7yd3zZmjjWQOHuDgnZ+h8IMfMvf0M8j+PqIwrnWIlFpx8p9Go9Esx5ZN27ngggu45557+OY3v8l//s//mUKhwO/8zu/wt3/7t/ze7/0eb37zm7dqKNvKBRdcwGOPPQbAc889x5VXXrnssjMzM0xOTgKQy+UY2GGRTZrl2cyb1hqNRqM5s1mLY/Q9l+3hPZcvP8FtKwTrFqsJ1x+6cj/VesADPzhMf4/La8eLW/p78LlXZrj30Vep1AOmClVCFZFJ2uSyiXh/NnuPvUBSqQXMVzyCQGFbBkpFVGrBipMHtrvWY6gviWUacUT1WizWyyBEfL0y1L++DrFuJmKsd19u9HXWZDkfC1cyYCDZt+QyrU5poB1FuxS2aaEiiW1aTZe1QxQpQiVphIvjzA0hcE23I+eua7ltp3VL/P4nb/kw09WZRQ7pXZlh9vfvXXc37rHSJPONEjKSCOIo51CFELHAdb06seNaNiPOQxqh1+5+XUnUffuui3mtdHRNTtYWURQxU5ulHjQY7Rkhm+zlyr2XL7u8ZZhcuvtCXpl7nVpQx7UcRjJDHW3fUmyFKLvVzuf9fXtIWYlNdb9vJuNzR3no0HcoNkqUvApFr4wvg1OWOeaCs9sm6/bymuvwfKLOjRccYKh/6d/F+/v3ctObbuDBlx/BMizy1QJHihOLovt7jswy9tOjGA2fRKmBqUAmHLykw0B2kEyy5xTh1Z8pEMzPdyy8roRhWe3O5kjKdQnXkYonggnDOEXA3yy3VeW1wxy/936CYhFvKo+ZSuLuGVskKgszdkpbPZm2i7t+fAJ3ZJiJ+x7AymSWfY2NcskFMzPxTfnenjPGJafRaDSa9bNVqSM7FdN1Gb7+vQxed62uddBoNBvClp8pPvKRj3DDDTfw//6//y9//dd/zTPPPMPHPvYxPvnJT/LZz372Dd+d/O53v5svf/nLADz66KN85jOfWXbZ733ve+2f3/Oe92z62DQajUaj0WwNnThGLzwwwFB/atl1bKVg3WI14fqj7zsfL5C8ND7HxEx1y0Tr144X+eb3XmW+4pGfrZFMWOwZSGFbpwqBphkLpz0ph8G+JCcKVUoVH7Ppyh0dTGMYxo6s9RgZSNHX41KpB8gNUK0NIejrdRkZ6N4p2eJMr0gp1OdOEeyWwjGdWFiWsWPaXEbLMJo9z6ZhkrHTCCEoe2VCJZeMaI+AhvSwIgv7tK7s05FKxmNQ4IUex0sneGbiRd4+dhFX7rl8Xf3Cy/Hq7Otxx3MUtYX4kBAQnSSEtxECRCTand81v0ZohauKuq65Nidri0AGTFcL1IMGw+kcaSfFjedfv6LjHM48UXarnc+WafG2XW+l6tc21f2+GbyQP8SDLz9C1a+RrxYII0nGSTGQ7FuyE36mPsd8o8Rw6PG15+/npjfdwIXNTvjTuXD4AtJ2kocOfYeE5bYF8VZ0/0DB4+DTs4i6JFMJka5FvS+FaTuMpAdJOgmgO+FVBQHV8depH5+IY8CbN4idwUGSzW5sZ3AQw4mPfeX57Z+7QXoeEMeMu0OnTurYaLeVbDSYvP9BZLWKN5XH7sviDA2uerwZtk1ibBRvehpvKo9hWUzc9wAH7/zMsq+1IS65egN31y7sbPaMcslpNBqNZv1sdurImYCuddBoNBvFttwp6unp4Xd/93f52Mc+xu/93u/x/PPP89WvfpVvfetbfO5zn+OWW27ZjmFtCe9617sYGhpienqaH//4x7zwwgtceOGFi5aTUnL33Xe3//vGG2/cymFqNBqNRqPZArp1jG6HYN1iNeH6kx98Mw89fpjpudqWjKfhhdz32KtUGwH52RrZjMNQ/+oxvrZlsGc4w7RdZ77sMdCbwDAEbzt/EBA7rtZjdChDf2+Co/nKut3Woqk3DvQkGB1cv2gNZ3ZFSie9wAnLIfZbG8hILhvD3HIeS6UoeWVs0yICZLR0TH0URSgUgQyQKlwiJjwikCGhCtsB5a2ocl/6fP/ojzlcPNJxFPhama+Xmo7oqN3PLaRACEEURUSRoFO9stWEHQGeDPBV2JGo26mTdaHgWPFrWMJktGeEtJPi5jfdsKjTeynONFF2O0T2K/devuYe5xZrdb9vFONzR3ng5YcpNcrkqwWSdoLR9K5F+8okngCQcdMMyJDp6gwT5SmG0zkefPkR0nZq2ePo9H70bLIXqSSyXudNv3iNlLTI1AL8TIKwN0VfsrfZj770fltNeJWed1IcrtcWi8OO0+7GTu7eDUJsTGdzpRqve5nO5o10WxUefwJ/fp5GPnZYdyJYtxBC4A4NEfkBjXweI5Gg8IMfMnz9e5dcfiNccs7QIGY6Re6DHzjjXHIajUajWT+641mj0Wg2hm21N1x00UV8/etf56/+6q+46667mJmZ4X//3/93vv71r/O7v/u7nHvuuds5vE3BNE3+5b/8l/z+7/8+AJ/73Of4yle+Qi6XO2W5P/zDP+TnP/85AJdffjnvfve7t3ysGo1Go9Fodh7rFax7e3vZvXs3k5OTlEqlrtaxmnB949UHeObQdNdjXAuPPzfBfNljqlAlmbA6EqxbCCEY6k/ih4pS1aO/t5eRgRTXv2PfJo967RwYzdLwQhzLoOEvLYB2ShSBaxvUvZCDYxsbdX4mVqR00guctJOYwsA2LXwZYBtLR4RHzb7nQAaYwmg6rJefYRBPQFBECEDgSR8HG8uwUEriyYAIhYqitnjcQkaKQm0OqSRZt4eqX+OF/CFuvOD6jgTaTmjIkzHe8ebGfceRih3/KlIYGB0K103ZOoJG2KDHyXQs6q7mZF2IY9oMJvvpdTNkE71r3h9nkii7HSL7WnucW3Trfl8vjdDjoUPfoebXyVcL9CZ6Ono/bdNid88IM7VZ8tUClmHx0KF/5Nff/ollx7ywH3187ignKnnKj/0IR7rY1RpGKk16dDdpp7PfU8sJr6n95zB5/4P48/PtG+LKX1zJ0OrGDkolGpMnMBIJwnJ5XZ3NYaWKM5hbtbN5vW4rFQTMPf0MQalEFErcPWNrOq6huf9GhqmNHyEolZh7+hkGr7t2kVi+0K1uZ7PUjx/HcB2CcoWgXMHO9mL1ZFZ1yUUJl9yHPkjynJ13DaHRaN4YdJKu0c35XbNx6I5njUajWT+bKlo/88wzfPe73+W1116jWq2STqc5ePAg73vf+3jb294GxF8kPvnJT/KhD32I//yf/zPf/OY3efLJJ7ntttu44447+Ff/6l+RTK6va2+n8Su/8is8/PDD/OAHP+AXv/gFt912Gx//+Mc577zzmJ+f58EHH+SnP/0pEN9Y/vznP7/NI9ZoNBqNRrMTWK9g/elPf5q77rqLXC5HoVDgs5/9LPfcc09X61pNuL70gu67YDslCBVPvTRNseoTqog9A6mubmqPDCQZnyxTrPo89dI01122Z8e5gSEWmw3jZItwyzG9UBNdKI+esidEUzJsLmAYYkO6sd8IdNILLIQgm+hhtj5PIEN86eNai28uhSokihQIgzCSWIaFazrUg1P7rAVxz7MhRFvoVpFCAL4MUJFqrit+rDUGgWi6syMMDBzTxrWcNUUZr4WE5bQ/U63DJe61lhgiHnNEBB04rkVbs45QSjGczq1J1F3OyeqHfnN/iNh1bZjrcp6faaLsdojsW+l+Xy8/Ovo0xUap7bDudN9A/JkbTA0QyIB8tUDCcnni6FO858CVKz7PMkzOy+3nYO8Yv5h6nLpy8YVNas++NYsJpwuv+e98F8NxkLUajXyeKJRYmTRObqB9E3ypbmzDcQhLcXJCt53N3lQeYZnYvb2b3tlcHX8dWa8RFktYmXTXIoxh21iZNGGxhOzvo3p4vC2kL+dWF46DqlQRhiAKZbwPZ+cQtn3KPjvdJdd7/Xtx927+Ma3RaM4+1pKuoUXQ7Ud3PGs0Gs362JQz48zMDJ/73Od4/PHHl3z8S1/6EldffTX/6T/9JwYHBwEYGBjgD/7gD/jlX/5lfv/3f59Dhw7x5S9/mYceeojf+q3f4gMf+MBmDHVbsCyL//Jf/gu/+Zu/yXe+8x2mp6f5r//1vy5abteuXXzhC1/g/PPP34ZRajQajUaj2UmsV7C+8847TxGYc7kcd999N+l0uuv1riZcbzaHJ4rUvIBixSOTtBd1WHeKbZlkkjbFikd/j8trx4s7zil8eKJIOmUjVYRtG0gZ+3cNIqJmVDPREhXDoiV2RkQIDAGmKVAqIp2yd+S2bjWd9gL3JbKUvSrKVDSkhy99HPOkIBlFEb4MAEEUKWzDxjWdZYQhgdH8dyEEBs3o7EihAC+UTV9yhEAgxEk3c9SaqSDiOPORzNCao4w7pS+RbbrQBVKFWIYFCBzLxgsVAqPtFF/Ncd0S3yMi0k6qK1F3KSfrTG2OsDm2wVQ/uzLD7O/fu65I7jNJlN0ukX0r3e/dEsqQZ0+8SMmrEEaS0fSuriY2DaVzHClOUPIqPHviRa45550dHV8bLbz6hVn86RmsbC9hsYSZSuLuGVu03qW6scNKFYhARYTlSnedzbU6ybFRnP7+Te9srh+faIsyTm5gXesyM2nCcoVIShoTk/Scfx6V1w6v6FaPoogoCGNByDQRlokwBHZ/P1YqtaRLrup5KKXWu+kajUZzCqudr1q00jXCSoXic8/ruOkdgO541mg0mu7YcNG6Vqtxxx138Oqrr7aj5EzTpL+/n/n5ecIwBODxxx/nn/2zf8bXvva1U5zUb3/72/m7v/s77r77bv7oj/6IiYkJ/s2/+Te8+93v5t//+3/P3r3L92udSWQyGb74xS/y8MMPc++99/Lcc89RKBRIp9Ps27ePD3zgA3ziE5+gp6dnu4eq0Wg0Go1mm/mzP/uzDRWsF9ISntcjXF9xxRXccccd3Q6vayamK0gZ4QeSXDaxrnVlkjblmo+UERMz1R0n5E5MVyAC2xSAQWRGeIGk3aLccsMucE+L06zWAnBtsylSxCL3TtzWrabTXmDDMBhO55goT+Hi4EmfKIpwTBshDHzpo6JYsDAQuJbb7H5W7e9F7XWdJhSJpm0+gvY6IsBourGXo9V/3U2UcSec238OPzr2NCIUhEphRwpDGJjCxDWb+wDjpFM8Ek1X/8kxR8TR5q2YdFOY9Cez6xJ1W07W83L7u9621TgTRNkW2yWyb5X7vVvG549RCxsUvTIZJ9VV3zeAbdpknBRFr0w22cv43NGOjr0NFV5TKRpTeQzHwZ+ewR0e6qjjeWE3dlCYa/6jQThfXHNnszsyjJXJMHrLTZvu4PNnZtqijOGu73hpjVV5Pt70NMXnnmfivgcIK5XV3erlCkGxCCrCSDgo3yd53nlkL75osUvO89Y1To1GozmdNZ2vFqRrqEaDI3/xV4zeejPZiy/a7s3QaDQajWZNbLho/ad/+qe88sorCCF461vfyr/7d/+Od73rXZimiVKKJ598ki984Qs888wzvPLKK/yP//E/+Ff/6l+dsg7TNLnjjju48cYb+YM/+AP+/u//nscee4ybb76Zz3zmM/zrf/2vN3rY28b73/9+3v/+92/3MDQajUaj0exgbr/9dh5++GG++tWvrvm5KwnWLdYjXH/qU5/i9ttvX/PzNoLp+XpTuI3F2PXgOvHzvUAyPVdb99g2mta2mqbBYDZBoeghDIHnS6IowhACYQiIYmmwJWRHKo6XFkLgOiaWYZDLJpgp1jva1lCGjM8fY7Kcp1A/6WjNJfvZ3TPM/r49WF0KQTuFtfQCJ50kI5lBpiozCASeDKiHHgaCQIXt5WzTRkUKqSShOrWDPI4GX7zuWLiOFi17Oi3x1xCCpHVyska3UcYrsSe7m2yil6pfR0YSXwZt97hpWLhC4IcBQizo3Y5ObfE+NbJekLBcbnnTB3jrBsSXbzY7XZRdyHaJ7Fvlfu+GyXI+fr9kwECyb13rStspyl4VqSQnKvmOROuNFF5lvQ5RhPI8zGSiI8G6xcJu7LBaAyEw02mU71EbP4KVSWNm0qt2NluZDKO33bIlzj0Vxi5niJ3j60E0j7tIKRrT05ReepmgWMSbynfkVneGcieF+74+gmKR1L692sHYRHfsajSbQ+W1wxy/9/41na9aE43qxydwR4aZuO8BrExGn680Go1Gc0ax4XeYvvWtbwEwNDTEPffcQyqVaj9mGAZXXHEFf/qnf8qHP/xh8vk83/rWtxaJ1i2Gh4f5whe+wMc//nE+//nPMz4+zp/8yZ+8oURrjUaj0Wg0mtUwTZOvfOUrAGsSrjsRrFt0I1x/6lOf4itf+QrmOm8od0soI5RqujeNtUW+no7RfL5SEaHceWXPC7c1m3FJuBZThRqmEARSEUqFlKfHkkYYhsCxTGzTwLYMRnIpHNtkplhfcVu90G8LdbWwsWOFuo1iLb3AGTeDKUzy1QKGYRDIkEbosVCqDZVERhLR7J0WJtSCBi2/cRSd7oTvjIWOZRD0uJlTHl9PlPFS7O/bw2hmmNnaHLUgPg4CEWAbcberKUySdrwPQhUSiag9ztbfQsTR4AJwTYcLhy7gqn1v72o828FOFmVPZztF9q1wv6+VQn0OP4xFY2ed27iw936mNtfRczZMeFURQbkSr6spOHcTc+6ODCPHj2D2ZIj8gNTevQTlMmGxRFiuLHrO6Z3NWxk1a1gWwogrPyIp17X/ogUThyq/eAXTdfGm8th92TW71b2pPIZlMXHfAxy88zNndWesCkNmHv3+qh27Q9e9m6Hr3r3dw9Vozihko8Hk/Q8iq1V9vtJoNBrNWceGi9ZHjx5FCMG11157imC9kGQyyTXXXMM3vvENjh07tuo6r776au6//37++3//7+uKxtRoNBqNRqM5U1mrcL0WwbrFWoTr7RasASxTtMVmqSLWpQk0BWHDEFjm+gTwzeD0bU0lbPbt7mWu1KBY8ZFKEUXN3uCm1doQAiHANAyyGYf+3gSmIfCb7vTltnV87igPHfoOxUap7daMu5pPxTFtsm4PVb/GC/lDWx6JvJGstRc46STZa41SqM0yXZ1FCBAYqEjhmA6OYWEYBiAwhUGvm2G6Nksj9FCRQkVqUQd0LPSeOomg1WnderzVC22IWAxPO4u/b3UbZbwUlmlx+ejFzNbneW3uKBARqhDVjEU3RLyNtmljmzZSyfb2RVGERBIRd28bQnBO3x7euedt2y7udsNOFGWX4kwS2TebUIWodiy9sa51tZ6vmp+BTliX8Koiwlod1WgQVirIWg2a/cqRVKAiWONkrVY3tmp4JPfuoeeC86lPTCL7+xYLjkt0Nm+l4OEMDmI48UQB5fntn7tBNmO7Za0GwqCRjx2L3brVG/k8RiJB4Qc/ZPj693Y9rp2OlJK777572foXw7JQUlKfmFi2Y3f01ptXFKz/7M/+jNtvv31bryU1mp1I4fEn8Ofn9flKo9FoNGclGy5aW5aF53nU6/UVl2s0GgAdX5zats1v/MZvcOutt657jBqNRqPRaDRnIp0K16sJ1r84Osf5e5fuMe5EuN4JgjXAUF+yHQvuBRJnHRHhnn8yZnyof+mJl9vJUttqGoLBviQD2QS1Rojnh/hBHNNsCIFjG7iORSphndKLvNK2vpA/xIMvP0LVr5GvFggjScZJMZDsW7IXd6Y+x3yjxHDo8bXn7+emN93AhWdA7PNSdNsLnHKSJCKXetBARRF9iR4sw8IxHRKWQ9JOxt3WwGR5Ku64bnmuI9EWrlfy97cE65aIbQqDXKp/2RuY3UQZL0fLhV4PGkxU8hjCJIoUjdDDFCamYWAIA4FACBGL7JFAEfdfCxGL+bt7RtjdO8yVey/veiyazjlTRPbNxDIsjOakDxkpTLr/HSEX9NVbRme3UboRXiOpCObm8IslkHH9g/J9ojAWyqMoQlYqVA6P42R7sfv7EWbngryZSTdd1RHJ0VH2fPxjVA+P05iYxJuebkc7u0NDizubt5Dk2CjCiiNvw0oFqyez+pOWQVaqCNsmLFcwUymiUOLuGevarV4bP0JQKjH39DMMXnfttuyfzUZKya/92q/x1a9+lR/96EfLXlPu+sAN+LOzzDz62KKO3dyVV7D7xl9a9jXuvPNOvvSlL/Hwww/viGtKHXOu2SmoIGDu6WcISiV9vtJoNBrNWcmG/7a64IILeOqpp/jud7/LkSNH2Ldv36Jljh49yne/+12EEJx//vlrWv/Y2NhGDVWj0Wg0Go3mjGM14Xo1wfrhH7/O489NcvXFu3n/u85ZcpmVhOudIlgDjA5lME2BY5tUagE9qe6dWJV6EAvBpmB0ML2Bo9wYVtpWQwgySZtMsrObqctt6/jcUR54+WFKjTL5aoGknWA0vQv7tM5qExPHtMm4aQZkyHR1honyFMPpHA++/AhpO3XGOq677QWeaxTpS/QyWy+yu2cEcwkH60Cyj2KjRMWvIaPYkSwQJx3Xp3VBt1goWEPssk7ZSXLJpSeeQHdRxsux0IUOEZOVaYQQWMKMY9DlYtepwMA2LGQkiSLFaGaY4XSOG8+//oyOkdecWeSS/ad8FpwlUhM6ZWHM+GBq+c/eQtYqvMpqjcZUHhUERGEY/1EqjgVvxoyjFCoIQAi8MCQolUnsGsFMJTsaU8strTwfb3oaw7LoOf88es4/r6PnbxXp/edgJlNY2V78mQIqCLoSDFUQEFaqmJk0slZHeg2sTLpr8bHlVg+LJWR/H9XD4ztu362XhYI1nLwmXO7act+vfhx3MEfhh0+0/23w2msYueH6ZV+jJVjDyWvZ7bq2lJ5H4Qc/XDXmfLtSBzRnH9Xx15H1GmGxpM9XGo1Gozkr2XDR+mMf+xhPPfUUjUaDj3/84/zTf/pPueKKKxgcHGRmZoYnn3ySP//zP6dWqyGE4KMf/ehGD0Gj0Wg0Go3mDc1ywnWngjXQ/nstwvVOEqwBDoxmSbk22YzLzHydIFTY1tojYINQUqkHDPYlSbk2B8eymzDa9bHZ29oIPR469B1qfp18tUBvomfZTueF2KbF7p4RZmqz5KsFLMPioUP/yK+//RNnrDjZTS/wdK3AcydeAorLOjoNw2C0Z4QjxQkaYQPZdFyrSCIiY3nBesEjpjBI2A67e0ea8eNL002U8UosdKEn7STHSyfwpI9pmBhi8VdKFSlCFeKaDmO9u+hxM9z8phvO2MkMmjOT3T3DmEY8yaYa1Mi43U9IqgY1HNPGNEx2ZYY7es5ahNewVKYxNUUUyjjOOooQloVh220BDQDTBNOMo5iDAJSifvw4iZERrN6eVcckmhNqIqVQ4frPDZuFYdv0X3YpYaVCMD+PN5UnMTa6JrdhFEV4U/l44oBlYfRkCOaLWLncusbWcqtHUtKYmHxDiUCnC9YtVhOuWwJ14YdPkLvqyo4F6xbbJVxXXjvM5P0P4s/PE5RKy8acG46Dle0lrFQoPvf8lva7a84+6scn2pMnnNzAutb1Rj5faTQajeaNy4aL1h/96Ef53ve+xz/8wz9QKpX44z/+Y/74j//4lGWiZhfb+973Pn75l395o4eg0Wg0Go1G84bndOF6LYJ1i7UI1ztNsAawLYPL3zxE5Wmf+VKDqdkaY0PpNd/UnpqtYxmCbNrh8jcPYa0hanWr2Oxt/dHRpyk2Sm2HdSeCdQshBIOpAQIZkK8WSFguTxx9ivccuLKrbd0JrLUX+LHxH/Oy9RqwsqMz6SQZ6x1hopyPhWvVigpXSy7fkqsFAtMwSFguu3tGSNkruyq7iTJejYUu9JSdpNgoU6jP40sfFZ0cvyEMXNMll+kjm+ghm+g9o/vONWcu+/v2kLISZN0eZupzDMhwUXJEJwQyoOLXGEz2k7IS7O/f29HzOhVeZbVG48QUKgxRnocwzThmWRhEURQL1kJAFGHYNqbrEkUK5fnIRgPDdWlMTZG0rFUd15GK6yGEYez4mNjcNVdRfO55VKNB/fgE3vQ07tBQR7+boijCm55G1uokx0aRnofhOATzRQx3fROqTnerv1FYTrBu0Ylwndq3b0VRbCnBusVWC9fF555n4r4HCCsVGvk8USixMulFMefK8wkrFfyZAsH8PKrR4Mhf/BWjt95M9uKLNn2cmrMPf2amPXlCn680Go1Gczay4d9ShBB84Qtf4Etf+hJ/+qd/SrlcXrRMJpPhjjvu4M4771xzL4dGo9FoNBqNJqYlXL///e/njjvuWHa5f3jiME+8MLXkY50I11deeSW33377jhKsW1x9ySg/e2WGhp/meL7C9Fydof5kxze1p+fq1BshY8MZ+nsSXH3J6BaMujs2a1tDGfLsiRcpeRXCSDKa3tVVd95QOseR4gQlr8KzJ17kmnPeibVETPaZRKe9wGtxdGbcDHuFyVRlhlrYIJD+KfHfp9PqsLaERa/bg9kUslZ6j7qJMu6E013ofansqi70K/defsa67s8WQhkyPn+MyXKeQv3k5Ixcsp/dPcPs79uD1YXYu91YpsXbdr2Vql9jvlFiujrD7p6RNU/2ma4WsIRJr5vhbbveuqbz2mrCayQVjal8UxzzELYVxxEj2n3WRBEYRhwR3kxYEMLASLgo34+fJwSNE1Okztm3Yse19DwgFkLcoaGOt2M7MF2X3bfcxNG//GvckWG8qTyRH+CODK8Yl6uCAG8qj6zVcUeGsTIZUvv2UX39dQDEOq9lzhS3+lpYTbBusZpw3a1g3WKrhOvKa4c5fu/9BMUi3lQeM5XE3TO26LgSZhzvb/Vk2sdV/fgE7sgwE/c9gJXJaMe1ZsNRzWoI0OcrjUaj0ZydbMo3T9M0+Zf/8l/yz//5P+cnP/kJr732GtVqlXQ6zbnnnsvll19OMtlZ55JGo9FoNBqNZnlM01xRsL7/sVd48sUTWCs4qlYTrlda/3aTcCxuffe5/MW3X2J4IEV+toYfKkYGktjW8jd6glAyNRuLuCMDKTJJm1uvO0jC2bnCzGZt6/j8MWphg6JXJuOkunIiAtimTcZJUfTKZJO9jM8dXVXsfaOwVkdn0kmyr2+M+UaRYqOMLwMCFeLLU2NJDUTce22YmMKg4lep+DVMYZBN9NCXyC4ZE95NlHGnrNWFrtm5eKHfnoBQCxtvyAkIV+69nBfyhxgOPSbKU8zUZjtOkoiiiJnaLPWgwWjPCNlkL1fuvXxNr7+a8BrMzaGCANlyWLcEa6XiWHApMRyHKAzjaHB1MtVAIDAcB6WiWIw2DIK5OZzB5eOvZaUav4ZpkhjdvaZt2Q4yBw8weuvNTNz3AIZl0cjnqY0fwcqkMTNpTNdFGCaRimPVZaVKWKkiLJPk2ChWJsPobbdQfullakePAhBJuS4h6Exyq3dCp4J1i9WE66XoRLBusdnCtWw0mLz/QWS1ijeVx+7L4gwNrnpOMGybxNgo3vQ03lQew7KYuO8BDt75Gd1xrdlQDMtCNK/t9PlKo9FoNGcjm/obK5FIcO2113Lttddu5stoNBqNRqPRaJbgaw+/zCNPvs7IQGrVZVcTrncyB8ey3Hbdudz76KvYlsFUocr4ZJlM0iaTtHEdE8MQKBXh+XGnc6UeYBmCseEMmaTNbe85lwOjO6/L+nQ2Y1sny/lYrJIBA8m+dY0vbacoe1Wkkpyo5M8a0bobR6dhGAyk+ulP9lEP6sw3ykxV8qdEgreeryKJF0lQIDCwTYvZ+jxlr8pwOkfSOTkhuNso4zVvc4cudM3WsFa39PjcUR469B2KjRIlr0LRiydPnI5j2mTdHqp+jRfyh864qHfXcrjxgvfxtecfYDidI18tEMiAoXQOe5kYf4g/R9PVAvWgwXA6R9pJceP513cl2i8rvKbT+KUSURAQKYXhOnGPqZSxSC0ERiIRCxa2HbuxfZ/IttuChkBguA6yVicKQ/xiCWdgAIzF5x4VBISVKs5gDjOZOmMcotmLL8JMp5m8/0GMRKLdPRyWK4uWNRwHZzCH3duL09fX7h72ZgoYTvzeKc9v/9wNZ5JbfTXWKli3WItwvRbBusVmCteFx5/An5+nkY8d1p0I1i2EELhDQ0R+QCOfx0gkKPzghwxf/94NHaPm7MYZHNTnK41Go9Gc1ehpVhqNRqPRaDRvQL731DG+/+xxqvWQIFR0Mrn+TBauLz5vkHTS5r7HXiXhmBSrPsWKR7nmL1rWsU0G+5Jk0w59PS63Xbf5gnUQKg5PFJmYrjA9XyeUEZYpGOpLMjqU4cBoFtvqrEt7o7e1UJ87JU56PbSe74c+M7W5da3rTKNbR6cQAqkk840iAgHNoHCBwDVdTMNAiGZUcBQho3iCQSBDlKmYKE8xkhkk42bWHWWsOfPoxi39yuw4D778CFW/Rr5aIIwkGSfFQLIvXl4YyEjhhz7VoMZMfY75Ronh0ONrz9/PTW+6gQuHL9juTe+Y/f17uelNN/Dgy49gGRb5aoEjxQkyToq0nVpymyt+DUuYjPaMkHZS3PymG9Yl1i8lvPqFAqpeJ5IShEA1YnFBGEbshrYtDNvGHRlG1ur4s7MQBCjfx3Dd9rlFCANhWbHQLSVhrY6VOXWyWhRFeFN5hGVi9/bSf9mlZ5TrLnPwAAfv/AyFH/yQuaefQfb3xQK/7xMpFe+zZg+xmUzRf9ml5K65qu2ATY6NIqzYyR5WKlg9ma7Hcqa51Vfi7rvvXrNg3aIT4bobwbrFV7/61VXrb9aKCgLmnn6GoFQiCiXunrGu6lDckWFq40cISiXmnn6GweuuPaM+T5qdjT5faTQajeZsR19VaTQajUaj0bwBkUrRm7IpVnym5xvsHbE7ujF3JgvXB8ey3PnRS3j8ZxM89dI0/T0uUkZ4gUSpCMMQuLaJaQpSrs3lbx7i6ktGNzUSvOGH7fHUvGDDxrOR2xqqENX095qiM+F8OVrPV0SE6uzqzuvW0VlulDlSnIj3lxBNsdpuvi8KExOarmtTgImJbUT40qchPVwcpiozGBhUw/q6oow1ZxbduKV/dOxpqkGNUIbkqwWSdoLR9K5FcfYmcUd7xk0zIEOmqzNMlKcYTud48OVHSNupM8pxfeHwBaTtJA8d+g4Jy23vr7JXXbSsY9oMJvvpdTNkE70b5i4/XXhFKqJQIms1hGMjzDgSVgiBME2sbC9Ofz/CNDDdBGG5TOQqVKMRC9eOc1K4Ns24BzWKUF4DFojWURThTU8ja3WSY6M4/f3krrlq3duz1Ziuy/D172XwumupHh6nMTGJNz2NCkMMy8IdGiIxupv0gf2LBMT0/nMwkymsbC/+TAEVBCv2Yi/HmepWX4477riDJ554omtheSXhej2Cdev5G11PUx1/HVmvERZLWJl0V8cAxFHhViZNWCwh+/uoHh5fsc9bo1kL+nyl0Wg0mrOdHSdaf/7zn+eVV15BCMFXvvKV7R6ORqPRaDQazRnJ1ZeM8tOfT9LwJZOFGtNzdYb6kx0J1z/42QSVesBH3nPm3YBLOBbXv2Mf1122h9eOF5mYqTI9VzvpbO5PMTqY5uBYFstcn0C7Gq8dL3LfY68yX/babmg/kIuWc2yTbMal8rTPz16Z6dj5vVHbahkWBvFxIaOWSNodMor7Vg0ElrHjvmpsOmt1dFb8KtPVWSLi/eaYDkPpAUpeGUMa+NJHRRGOaWMsmFAghMC1XHzp40mfKILXi8exTZuRdUYZa84MXsgfWrNbeq5RRCqJjBRRpBhI9XeUBmCbFiOZISbLeY6VTjDfKPNff/wV3rXnUkbSQ0vGj28Xq8Wk/9plv8xPjv+MZ0+8SDbZu+U93guF18P//U9RP/NRvo/d24th2xiOg+G6mKkUYkHEtzAN3JFhGscnwHVRnoeKoli4NgxE6xyvFMo7mbqhggBvKo+s1XFHhuOO51tuOqM7eA3Louf889YkEhq2Tf9llxJWKgTz83hTeRJjo2ty2Z7pbvXlaAnP6xGuK5UKd911F7lcjkKhwGc/+1nuueeersd05513rqkzu1PqxyfaDn0nN7CudZmZNGG5QiQljYlJLVprNgx9vtJoNBrN2c6O+431wgsv8Oyzz645okej0Wg0Go1Gc5KEY/GhK/bwt985zFBfkkLRww8VIwNJbGt5UTIIJVOzdV45WkSpiJuvPYhjn3nxwpZpcMG+fi7Y178tr//cKzPc++irVOoBU4UqoYrIJG1y2UTsgDYEUsXO6EotYGa+znypQcNP89VvvcRt153LxecNdvRa693WXLL/lFhvZwVX8GosjBkfTG3Pvt9u1uLojCKFZZiEKsI2Lfb1jZF2UiQsl3x1BiEEfhjQCD1MYWIaBoYwEAgiIgxhEEVQDxtYhklfIks20bvuKGPNzmZ87igPvPwwpUZ5TW7pI/PHqAY1oijuJE/Zq09kUkox1yhS8spIpZCRZK4xTy2o8f3Xn2QondtUkbdT1hqT/utv/yST5SlOVPLM1E6K24OpfnZlhtnfv3dTo/UNy8Luy2L19hBWKnEc7CrdvVYqhTsygjc1FceJex6yXkdYsUM7rhBQqDAkKJeRlSphpYqwTJJjo7FgfdstZ63bLnfNVRSfex7VaFA/PoE3PY07NNTRvac3ilt9OdYrXN9zzz3cd9997N69m8nJSUqlUtdj2SzBGsCfmUH58XWK4a7vPNWa+KE8H296et1j02gWos9XGo1Gozmb2XGitUaj0Wg0Go1mY9i/q4cPX7GHb/34OAnXZqpQZXyyTCZpk0nauI6JYQiUivB8SaUeUKkHWIZgbDjDi4dnecuBAd6yP7eh49rIfuedyGvHi3zze68yX/HIz9ZIJiz2DKQWbZNpxi7rnpRDECqmZmscz1cYGUhx76OvkknZm961DbC7ZxjTiMWtalAj46a7Xlc1qOGYNqZhsiszvIGjPLPY37+XX3/7J9oi2lKOTtu0OVqciBushcXB/nPaYl+Pm8E0TPKVAqYwCJUkkCFSLo5cN4QgajrbZST52IU3cu7AmRfvr+mMRujx0KHvUPPr5KsFehM9HbmlLcMkDp83kFGIaThMV2dJWgkMY+nzbS2ok68UCFXQPgZVpFCRoh55+NUCFb92Svz4C/lDGxan3SndxKS3xnntOe/asnGejtEUmwEiKVcVrQHs3h6EZcYOOtMgCkKiMESFAShF1PAIZBwhbjgOzmAOu7cXp6+P0VtvPmsFa4hFxt233MTRv/xr3JFhvKk8kR/gjgyvGL37RnSrL8V6hetSqbQusRo2V7AG4gh9FSebdPJ5WwnRnNQSqXiiiEazkejzlUaj0WjOZjZctH7yySfX9fxKpdL++Sc/+QlRFC1a5p3vfOe6XkOj0Wg0Go1mvZwpwutb9veRTtn841NTJByzHVNdrvmLlnVsk8G+JNm0Q1+P23FMdadsVr/zTqLhhdz32KtUGwH52RrZjNNRLLttGYwNpZmeqzM1W8OyDO599FXu/Oglm74P9vftIWUlyLo9zNTnGJDhIsdmJwQyoOLXGEz2k7IS7O/fuwmjPXNwLYf3HLiSa855J+NzRxc5OkMl8aTPTHWWhO0ucqem7CT7sqNtl2sctx7FEewRIFod4oJABpiGyWjPyJLfnzRvHH509GmKjVLbYd2JYA1QD+ooIqIodugHMsQyAuYaRXJLpCKUvQr56gyhkvhhQESEKUxs04ojxpXCtVz6Ej3ISDFTn2O+UWI49Pja8/dz05tu4MLhCzZjF5xCNzHp2zHOpXAGBzGc+HOvPL/982pYqRTmvn34c3OExRKRlKgwQDU8jEQCp68Pd2QIYZqYyRT9l11K7pqrtGhB3Cs+euvNTNz3AIZl0cjnqY0fwcqkMTNpTNdFGCaRkkjPO+vc6usVrtfDZgvW0N1EkeWIVFz3IgxDxy5rNgV9vtJoNBrN2cqGX1ndfvvtGxLtHUURt99++6J/F0Lw4osvrnv9Go1Go9FoNN1wJgqv+3f1cOdHR9rj7u9xt3zcm93vvFN4/LkJ5sseU4UqyYTVcY84xNe5Q/1J/FAxVaiScEwe/9kE179j36aO2TIt3rbrrVT9GvONEtPVGXb3jKy5O2+6WsASJr1uhrfteuumRuueSViGyXm5/ZyX23/Kvz82/mMSlkugQnL20lHqhmGQS/UzkOyjFtTxQh9f+kRECASO6eBaDkoppqozREScqOQXvdZWs1qv8E7pP95MNmMfhDLk2RMvUvIqhJFkNL2r489pI/SBCESEazj4Tfd0ySszkOw7ZT2xw3qGQIX40scQJq7ptHvVBQIZeRhCYAiTwXSOARkyXZ1hojzFcDrHgy8/QtpObarjutuY9K0e53Ikx0YRlonhOISVClZPpuPnCtPAHczhDAwgazUaU1OAwM72kn3bxfS++c0kRneTPrBfC2qnkb34Isx0msn7H8RIJAhKJcJiibBcWbTs2ehW3w7heisEa+h+oshSSM8D4phxd2hoQ8an0ZyOPl9pNBqN5mxk0769LJzhv1H91No1oNFoNBqNZjs5k4XXhGNx/Tv2cd1le3jteJGJmSrTc7WTDvH+FKODaQ6OZbHMjXWIb2W/83YShIqnXpqmWPUJVcSegdSar4OFEIwMJBmfLFOs+jz10jTXXbZnw9+T07ly7+W8kD/EcOgxUZ5ipjbbsYMziiJmarPUgwajPSNkk71cuffyTR3vG4FCfe6UDvCVEEKQdlKkndSSj7eikP3QZ6Y2t7EDXQNr7RXerv7jzWQz98H4/DFqYYOiVybjpNaUiOBLH9WMxTUNAzMym25ri1pQbx9bUqk4EjyS+NLHMixswz7lXGA0f1ZK4cv4GLZNi909I8zUZslXC1iGxUOH/pFff/snNuU97jYmfavHuRLp/edgJlNY2V78mQIqCFaMfV0KYYi4m1dFJHbvIjk6yoFf/2daqF6FzMEDHLzzMxR+8EPmnn4G2d9HFEqU7xMpFbtnXeesdatvpXC9VYI1rG+iyOnIShXDiY+RxOjuDRylRnMq+nyl0Wg0mrONTfsmI4Roi8zdis1apNZoNBqNRrNTeKMIr5ZpcMG+fi7Yt7Szc6PZ6H7nnRzLfniiSM0LKFY8Mkm763HYlkkmaVOsePT3uLx2vLjp75drOdx4wfv42vMPMJzOka8WCGTAUDqHbS4vogQyYLpaoB40GE7nSDspbjz/+jecELkZhCpEEX/fMcX6jtnW8xURodqebs319Apvh8t1M9jsfTBZzsciuAwYSPataWxR3J4OxN/VTcNodqRHeKHfFq3nG0VCFeCHAYYwFwnWrefH62TBWuN/H0wNEMiAfLVAwnJ54uhTvOfAlWsaayd0G5O+1eNcCcO26b/sUsJKhWB+Hm8qT2JsdM0pF95UHmGZ2L299F92qRasO8R0XYavfy+D111L9fA4jYlJvOlpVBhiWBbu0NBZ7VbfCuF6KwVr2JiJIhD3BoeVKs5gDjOZ0m5Wzaajz1cajUajOZvY8N9khmG0xeZbbrmF3/qt32JgYKDj5//qr/4qzz77LEIIfv7zn2/08DQajUaj0WjWzEYLr2cLG9nv/I3vvsJFB3M890phx8ayT0xXkDLCDyS5bAIAFUXUGiGeH+IHChVFGELg2AauY5FKWG3X4kIySZtyzUfKiImZ6pZMMtjfv5eb3nQDD778CJZhka8WOFKcIOOkSNupJfthK34NS8Rdymknxc1vuuENI0BuNpZhYRC/9zJSmHQfpy6j2EFrIJrd11vLVvQK7/TI8a3YB2tx55+OQNA607R6rSE+dlpuaRUpSl6ZUEkiIlzTWfJ83fq+L5rrPeV1hGAoneNIcYKSV+HZEy9yzTnv3NC6gPXEpG/lODshd81VFJ97HtVoUD8+gTc9jTs01HHKhTc9jazVSY6N4vT3k7vmqi0Y9RsLw7LoOf88es4/b7uHsuPYTOF6qwVr0BNFNGc++nyl0Wg0mrOBDb+y+vrXv85v//Zv8/Of/5wHHniAxx57jH/37/4dH/vYxzb6pTQajUaj0Wg2nY0UXu999FXu/Ogl295xvVVsVL/z8XyFE4Uq4xNFLMvcsbHs0/N1vOa4bNNgZr5OseIjlSKKYgGbCBBxvK4QcUxvNuPQ35vANE7uG9eJhRMvkEzP1bZsGy4cvoC0neShQ98hYbltt2jZqy5a1jFtBpP99LoZsoneN5RjdivIJfvbwqMf+jgrONpXY6GQOZjamhSFFqf3CifsBP1OL6FSVPwqkV9p928nLIfh9CADSdlxr/CZEDm+Vd3K63HnO6aDYRggaU6eaT4/OumWrgcNpFIEMsQU5sllTkM1RWvDMHDMxfvaNm0yToqiVyab7GV87uiG9qyvJyZ9K8fZCabrsvuWmzj6l3+NOzKMN5Un8gOcoUGiIER6DSI/aEfACsfGdBMI28KfnkHW6rgjw1iZDKO33KTjYDUbzhe/+EWq1Sr33HPPhq3z05/+9JYL1i30RBGNRqPRaDSanc2G3zG98MIL+Zu/+Ru+/OUv8yd/8ifMz8/z27/923zzm9/k85//PAcOHNjol9RoNBqNRqPZNDZKeJ0qVEk4Jo//bILr37Fvk0e9/WxUv3M6YTEzV8c0BZWaT8K16Ek5OzKWPZQRSkVIqTjedF0HUhFKhVKLa28MQ2CZBrKoKFd9RnIpUgm7/RiAUhGh3NrKnP39e/n1t3+iLRRmk707Uig809ndM4xpxCJmNaiRcdNdr6sa1HBMG9Mw2ZUZ3sBRrszCXuGpagHLMPECj3rQACKUUq15GrFgisAUBtlEDyPpIWYb8yv2Ch8pTfDoz3+8oyPHt7JbeT3u/ITlEPuiDWQkT45PnHRLe6FHLGErzBUc+zKSCOL3M7HMWNN2irJXRSrJiUp+Q8Xg9cSkn85mjrNTMgcPMHrrzUzc9wDCMKgdO443U0CYJsJsTRwQ0JxcEElFJCWG65LaM4bd28vobbfoiGLNuqhPniC5e9eSj911113cd999lEqldb9Ob28vd91117rX0y3LTRRxR4ZXjApXQYA3ldcTRTQajUaj0Wg2mU2x+Zimyb/4F/+CD37wg/z7f//vefLJJ/nJT37Cbbfdxr/4F/+C//V//V+xu+iN0Wg0Go1Go9lKNkp4HRlIMj5Zplj1eeqlaa67bA+WuT29y1vFRvQ71xohM/MNELHj2LFMRgZSZDOn3iDcKbHslimoeyENXxJF4IeKKIqwTAPbMdru6pbruhUlHoQKNzI5nq8ykkvRm3baIncsbK/tmNsIXMvhPQeu5Jpz3sn43FFOVPLM1E5GMg+m+tmVGWZ//94tj9N9o7C/bw8pK0HW7WGmPseADLtyjAYyoOLXGEz2k7IS7O/fuwmjXZpWr/BEeYpABkSRQkaxUzdCnbqwBIGBbVrM1ucpe1WGUgME9tK9wi/PvsYjr/8AT/mbFre9Uftgrj7PRHkKgLApfsbuchvXcknaiSVdy2vtVl6POz9pJzFFvP99GTRF59ix3XJL+zI4GTW/jMs6ihShkvEkCWGQtJNLLrdwnDO1uY7H2QnriUk/nc0c51rIXnwR/vw8R+75y9hRbRgo349/YZyOEBi2jTAMgvkio7fcTPaiC7d+0Jo3DJXXDnPkL/6KPR/7J/S+5c2LHs/lcuzevXtDROvdu3eTy+XWvZ71sHCiiGFZNPJ5auNHsDJpzEwa03URhkmkJNLzkJUqYaWKsEySY6OxYK0nimg0Go1Go9FsCpuaTbl//37uvvtu/vqv/5o//MM/pFwu8yd/8ic8+OCD/P7v/z7vete7NvPlNRqNRqPRaNbFRgivALZlkknaFCse/T0urx0vbklH8XayVL/zWlAqYqpQJVSxS1kIcB2DUKoVn7edsexRFDFXaqAiaPgSyxQ4jtV2TbcQotk9bIKtDPxA0vBCXNtkqlDDMgWy6a52bZOh/tSmjnslLMPkvNz+jtyHO71zeKdhmRZv2/VWqn6N+UaJ6eoMu3tG1tytOV0tYAmTXjfD23a9dcsmEbR6haeqM1SDOo5h0wh9IiIsw8QUdnOihiCKoniiRhS7YwMZokzFZCVPLtVPIZw/pVf4SGmC/zn+fcp+hdnG/KbFba+XqlfjH155lMnKFI3Qb0bql9s1AHGEt8A0DHrdHvoT2abj/CRr6VZejztfCEE20cNsfZ5AhvjSbwrTou3sjohaZt5FXdUtYsFbYBkm2UTPssdrK75cERGqsONxdsJ6YtJPZzPHuRaKzz3PzKPfx+7vI6xUiJTCcBxE83iJBIjmexOp2GmNUtj9fUx/71HsbC/Ziy/atvFrzlxko8Hk/Q/S//bLlhSsAQqFApOTkxvyepOTkxQKhW0XrrMXX4SZTjN5/4MYiQRBqURYLBGWK4uWNRwHZzCH3duL09fH6K03a8Fao9FoNBqNZpPYkrtGv/qrv8r73vc+fv/3f59HHnmEw4cP82u/9mt85CMf4XOf+xx9fX1bMQyNRqPRaDSaNbFe4XUhmaRNueYjZcTETPUNL1ov7Hd27bWLaLOlBkGo8HyJaQhUBCoCP1hZtIbtiWVveCEvjc8ho4goijAMgeuYqwqQreX8UOEFEmEIpgo1HMfEsU1MUzA62H1s9FZwJnQO71Su3Hs5L+QPMRx6TJSnmKnNdhQtDbFgPVObpR40GO0ZIZvs5cq9l2/BqGPG549RqM0xU51FAL7yMYWJY7qLxi+EwBSxyGwbEb70aUgPF4dCbQ7XdNq9wodmXuPh8e9TD+sU6nNkk72bFrfdopsJF+NzR/mr5+5jqjpNPYhjtRthY9G6W+7yORW7y4czOVKnuZM77VZerzu/L5Gl7FUJDUk9rGMIA1MY7fGIOCsciAXs04VrX/rISJIwXWzDpi+xfIJF27GNwFoharwb1hOTfjqbOc5Oqbx2mOP33k9QLOJN5bF6MqQPHkAFIcproDyfKIoQQmC4DoabwLAtvOlpGhOTRCOSifsewMpktJCmWTOFx5+g561vYdcHblh2mc9+9rMb4rIGKJVKfPazn+Xuu+/ekPWth8zBAxy88zMUfvBD5p5+BtnfRxRKlO+3e+QN10GYJmYyRf9ll5K75iodCa7RaDQajUaziWzZt7Lh4WH+5E/+hG9961v8X//X/8XMzAzf/OY3+e53v8vnPvc5PvKRj2zVUDQajUaj0Wg6Yr3C60JcJ36+F0im52rrHttOp9XvDGAaa4u3jiIoVnwCqYgiSLgmdS+EZqx2J2x1LPvjz00gVUQQxCJ7PMzOu88dyyBSEZ4vEUDNCxkdypBybQ6ObX60ebeMzx3loUPf2dGdwzsZ13K48YL38bXnH2A4nSNfLRDIgKF0DnuF6OdABkxXC9SDBsPpHGknxY3nX7+lkwGOFI9zojKNjOJzpG3a7ZjplRBC4FouvvTxpI9A0Ig8ECCV5AevP0nJqzBTnyNhuR2L+K11ryVuu9sJFy/kD/Hgy49wojJNPWigIoll2NimhSEMBCJuho4UUqm2u9yxFJPlKYbTg/S4mVPG0km38nrd+YZhMJQa4PD8UUxhEkUKFSlCFTbfP/uk8zhS7YjwKFLN6HCJa8b7ZDidW+QaX8jC+O7B1MZO0lpPTPrpbOY4O6HlcpXVKt5UHrsvizM02BaoySyftJEYG8WbnsabymNYFhP3PcDBOz+jBTVNx6ggQFgmu65/77LL3Hnnndxzzz0b+rr33HMPmUyG//bf/tuGrrcbTNdl+Pr3MnjdtVQPj9OYmMSbnkaFIYZl4Q4NkRjdTfrAfgxLp8VoNBqNRqPRbDZbfsX14Q9/mGuuuYY/+IM/4Bvf+AZzc3P81m/9Fvfeey+/93u/t9XD0Wg0Go1GcxYThIrDE0UmpitMz9cJZYRlCob6kowOZfAC1bXwejqtiGilIkLZmfB6JmOZor3NUkWYa9D8a40AqRShVKf2OQsw1hCdvFWx7K3u81LNxzQNHFvQ8CWeL0m4nW24EALHjsX5hicxDOhN2Vz+5qEd23/eEu6qfm1Hdw5vBJsZfb6/fy83vekGHnz5ESzDIl8tcKQ4QcZJkbZTS+7Lil/DEiajPSOknRQ3v+mGLZ8E8Mzki/gyQEURtmF1JFgvxDEdoijCkwGuZSOlwgs9DhUOI6JYwN6dHl5TXDp0Hrfd7YSLS3e/lcde/zGlRpnZ2jwQ9z8nLAexIKpaIDCEgWXEArAvA7zQIzId8tWZWAxf4LjutFt5ve78aljHMizspkBtCrN9vJnCiB29GEgVIhDISBIqiUCQMF1Mw2QkM0jSWbrLukU1qMUiuGGyKzO86tjWwnpi0k9nM8fZCYXHn8Cfn6eRz2Omkm3BuhOEELhDQ0R+QCOfx0gkKPzghwyvIEBqNAsJikWGrnv3so/feeedfOlLX9qU1/7iF78IsCOEawDDsug5/zx6zj9vu4ei0Wg0Go1Gc1azLdMEe3p6+A//4T9wyy238Lu/+7scOXKEJ554gltvvRXH0VGBGo1Go9FsFquJtAdGs133Np9JNPyQx382wVMvTVPzAqSM8AKJUs1Y52Ys88x8HT9QRFG0ZuH1dFrit2GIU4XYNyhDfcm2O90LJM4anOoNLySK4n1mO2bbXW0IgWOv7fjcilj2hd3n/T0uni+JgIYn8dew7S2RP1SKtGtjGgZXXzK64ePdCMbnjvLAyw9TapTJVws7tnN4vWxV9PmFwxeQtpM8dOg7zV7kWEQte9VFyzqmzWCyn143QzbRuy2u9VCGTJRPIJVsjqm773COaVMPvXiSigqpBQ0CFeAHPik72XVc82px291OuBgM6zz3zEuk7SRFr4xj2YTSwJMeKlIoJVHRyQoDQxjtP67pxNsmfYQQ5CsF9mVH227lTruVN8KdP9ozjG3apOwkUsn28eaFPvXQa7qvFaGSGCL+DFuGiW3YDKdzqwrWgQyo+DUGk/2krAT7+/d28rZ1zHpj0rdqnKuhgoC5p58hKJWIQom7Z6yrSRruyDC18SMEpRJzTz/D4HXXakeopiPcwcFlH9tMwbrFThOuNRqNRqPRaDTbz7Z+k7nqqqu4//77ueuuu/jzP/9zPM/D9/3tHJJGo9FoNG9IOhVpU27s7Lz6klESzhvzhudrx4vc99irzJc9ilWfYsXDb0aAL8SxTQwhqHshdU9SrHoM9S0f07kann8yZnyov/v1nCmMDmUwzdg9XKkF9KQ6F7X8ULWFatMAP4iPUyHAXeNxuRWx7Kd3n/f1GBzPV3Btmp8ziesYK4oRURTh+XEcuiEEphC85cDAjvwcNkKPhw59h5pfJ18t0Jvo2fTO4e1gq6PP9/fv5dff/om2SJ5N9u7YfvDx+WOEShJGMn7fu5yHI4SBZZgEMgQRUQtiF7CvQvoSvesa43Jx2+uZcHFkfgIhBCWvQq+bwTYs5sIiKopohK3vsRERrV0Sn7do9iVbwkKJCD8MMIXBXKNIrhlJvZZu5Y1y5587sH/R8ZavzFDyynjSb4rtLpZhkk300JfIrhgJDvG5bLpawBImvW6Gt+166yKX+3pZb0z6Vo1zNarjryPrNcJiCSuTxrC7izk3bBsrkyYslpD9fVQPj2u3qGZdbIVg3UIL1xqNRqPRaDSahWz7XTDXdfnc5z7HTTfdxG//9m/z0ksvbfeQNBqNRqN5Q7EWkTabcak87fOzV2a47bpzOTC6c7t0u+G5V2a499FXqdQDpgpVQhWRSdrksolYuDcEUsWCfqUWO2cbvoQITszUcG2L3nR3AlGlHuA0JweMDnYfZXqmcGA0S8q1yWZcZubrBKHq2MWvogii1s8QShXvO8MglVjb5etWxLKf3n3u2Ca7cilOFGoII56wUGtILFNgmgZx2rcAIqQCKRWhjJqivIkfKPp7E5sy1o3gR0efptgotQW/zewc3i62K/rctRzec+BKrjnnnYzPHeVEJc9M7WQc+WCqn12ZYfb3791ygW0hk+U8lmE1o6RP7T9eK6YwCQgQCEIV4hixcNf6u1uWittez4SLXZlhio0yjdBDIPBlQCP0CJVs91e3T1wLf4oEQggCGSBF/D4GUUioJCWvzECyDyHEmruVN8qdf/rxdqIyzY+PPUM1qFPxq6TsBLt7RlYVqyEWgmdqs0039wjZZC9X7r181ed1w3pj0rdqnCtRPz5BFEqU7+PkBta1LjOTJixXiKSkMTGpRWtN12ylYN1CC9cajUaj0Wg0mhbbLlq3uOiii/jmN7+53cPQaDQajeYNxVpF2pn5OvOlBg0/zVe/9RK3XXcuF5+3fHTgRrOZ8eWvHS/yze+9ynzFIz9bI5mw2DOQWrQ+04wF/J6UQy6b5OXXZ2PnbxgxOVPFMgWpxNrElCCUVOoBg31JUq7NwbE31mSApbAtg8vfPETlaZ/5UoOp2RpjQ+mOBAWj6dyMoti9LITANg2yGWdNndawtlj2bo+/UEaLus970g6maTBVqGIKQSDjju7QXxz7axhx7LltGpjNLvCka+3I7vNQhjx74kVKXoUwkoymdyGEIIoi6kGdRujjS5+ICIHAMR0SlkPSTrbf+047h7eLjYo+d00XiLrqwbYMk/Ny+0+JtN5JFOpzGE0Xcdx/rOi2WcIQonm8GEgl2/ukWxG8xVJx2+uZcNEIG1iGhRf6KBT1sI7AWBQHfjoREVGkiOV9QdDsig5kfDzUgjppJ9VVt/JGufNPP97eMXoJX3v+gfa+OlHJryl+fDidI+2kuPH86zctCWAjYtK3Ypwr4c/MoJpJc4a7vtc3XRcA5fl409PrHpvm7GQ7BOsWWrjWaDQajUaj0cAOEq01Go1Go9FsLN2ItEGomJqtcTxfYWQgxb2PvkomZW+643qz48sbXsh9j71KtRGQn62RzTgM9SdXFSsc22g7Zr1AUvdCThRqnLO7ty1OrkYURUzN1rEMQTbtcPmbh7DMN35vOMDVl4zys1dmaPhpjucrTM/VO9vvlhH7kCOQMiKZsLBtoyv3cSex7Os9/qym0Ayc0n2eSlics7uX2VKDYsVHqjj+u+0kF7FgJwSYRizKZ5I2R6bKO7b7fHz+GLWwQdErk3FSmMJgtjZHsVFuxhtHKKXa8cixO1NgCuOUeOHVOoe3i42IPp+qzFDxa9z1w//OaM8IEdGOjPheD6EKm07mOMo6UOEKbusIqVTc+bxE3zPE50nTMDGa+2WOIipSrGcaw+lx28tNuOiURug3o76j2FmtFBHxa4h2PnorDvwkAtF0Ysdu7Fi6bhHhhT6OaXfdrbwZ7vyNih/f7K71M2Wcy6HCkEg1jyFzfZN2RPO9jZRChct3oms0y7Fewbq3t5fdu3czOTlJqVTqah1auNZoNBqNRqPRaNFao9FoNJo3IN2KtLZlMDaUZnquztRsDcsyuPfRV7nzo5dsWrfuVsSXP/7cBPNlj6lClWTC6mhftMhlk5SrPlJFhFJRrQfMFusd9VJHUcT0XJ16I2RsOEN/T4KrLxnt6HXfCCQci1vffS5/8e2XGB5IkZ+t4YeKkYEktrX8DXrLMvADSUTsXLYMg5GBVMcTBRayWiz7Rhx/Q31JXPtkd7Zjn9w2wxAM9iXJZZPUGgENX+IHEhVFGCLu/E44JqmEjRBQrsauu53afT5ZzsdOThmQtpMcLU4QqIBQSQIZtkW8NjJ24tqmxWx9nrJXZTidI+kkl+0c3k7WG32espPMVAvM1GaxDItXgzpiCSF3o3qwtwvLsDCFEf9tmITNY8I1nQX7KyKQIaEKmy3P8TmxRcuhr6L4UcswGEoN4NqxY9RXAbbZvZh/etz26RMuTnfOr7o+6SOlbE7IEPEkBCHinmpUc1KKWvL9FkJgEM9ViSIFwiCKIkIl8aRPo9pYd7fyRrvzNyp+fLM5U8a5FIZlIZqx65GU6xKuIxX/3hKGgWHp2zyatbFewfrTn/40d911F7lcjkKhwGc/+1nuueeertalhWuNRqPRaDSasxv9bUaj0Wg0mjcg6xFphRAM9SfxQ8VUoUrCMXn8ZxNc/459Gz7OrYgvD0LFUy9NU6z6hCpiz0BqTe46wxDsGswQnChTbQQEoeJEcyKAYy9/KRWEkqnZWLAeGUiRSdrcet3BTRP/dyoHx7Lcdt253Pvoq9hWHJc9Plkmk7TJJG1cx8QwBEpFeH4co16pBUAs3IYqYrAvseZIdlg9ln2jjr/RoQymGQvQlVpAT2qx0CYEpJM26eTK27HTu88L9Tn80EeqkNn6PFEU4cmAiAjLMDGF3XSPnxQkZRQLmoEMUaZiojzFSGYQx2qKkws6h7eT9Tpxy16FfHUGIQxC5TddxQ57ssO4lrtpPdjbQS7Zj2M52IaFEOBYNl7oEagA27BRKPwwIELFonQUsbDvGeIkhYUEKuSc7BhzXgnHsKgGddJ295+B0+O2F064GEj2rXl9ERFBJNsCPMTitWmYRAoMETXd5NGSNQZCCIhawnXs1g6VpOrXELCt3crLsVHx43qcS+MMDmI48RiU57d/7gbpeUAcM+4ODW3I+DRnB+sVrO+8885TBOZcLsfdd99NOp3uer2rCdeRlFRfP0Jq7x4Me+3XhxqNRqPRaDSancvZdddUo9FoNJqzgPWKtBDfXB8ZSDI+WaZY9XnqpWmuu2zPhsZab1V8+eGJIjUvoFjxyCTtrjqxUwmL0aE045MlpIqQMuLV4yX6Mu7ywms9wDIEY8MZMkmb297TuTP8jcbF5w2STtrc99irJByz7Wgu1/xFyzq2yWB/kjB0Kdd8pFRUGyF9PdGajuPVYtk3+vhLuTbZjMvMfJ0gVF0dZ2dC93moQuphA0/6OIaNrwJMYeKY7qL3RwiBKeLuZ9uI8KVPQ3q4OExVZhhJxxNOFnYObyfrceLWgjr5ygyBCvGljyEMBALbtDGFgdPs2F2tBzttpzbN+RnKkPH5Y111bJ/O7p5hTMPEtWJntS99ItOJ3chKtmPAVVOZFggQoh2jHYu2p7ryDWFyvHQC27LpcTLMNubjMXbxlTWQwaK47efzL5/ivl4zESi1OIVBRQrXtGlIhdHsuFaRQAhjcVR403Hdii4PZABRxDl9Y9varbwSS8WP5yszTNfmqAV1BJCykwymBzCEwdHixJqOpY06LjcjJn2zSY6NIiwTw3EIKxWsnkzX65KVKobjIEyTxOjuDRyl5o3Mn/3Zn22oYL2QlvC8HuH6iiuu4I477lj0mDBNZh77Pt5Mgf7LLiV3zVXtXneNRqPRaDQazZnNGSFa/9N/+k/bPwsh+MpXvrKNo9FoNBqNZmezESItgG2ZZJI2xYpHf4/La8eLXLCvf0PGuJXx5RPTFaSM8ANJLrv2TuQWPWmHXbk0x6crJF2TpGvjBXJ54bUvSTbt0NfjrinK/I3KwbEsd370knZ3dH+Pu2J39MXn5Xj+1Rmm5xtr6sOG1WPZN+P4u/zNQ1Se9pkvNZiarTE2lN5QkX2nEAFz9WLTYe1jmzZOBxHOQghcy8WXPp70EQjytVlouiAtY/u/lnTrxJVKka8UCCOJL30sw8LAwFc+ENEIfVLO4qj3hT3Y+WoBy7B46NA/8utv/8SGCpde6LcdqLWwsSEO1P19e0hZCbJuDzP1OQaS/czW54iIaATeKW5kg4XibdT+nyB25KtIYQoTqULCSNLw/Hbs+Ex9ljFn95o/S9PVwqK47VCFqOa4zCW7tztAAFGrw3rBNhomLg6e9JvCdRRHhbdl+rjr+nR3OUCv20M20but3cqdYBkme7OjHC+d4FjpxCnHUqE+z/HSiTUdS5txXLbGuZEx6ZtJev85mMkUVrYXf6aACoKuXKMqCAgrVZzBHGYyRfrA/o0frOYNye23387DDz/MV7/61TU/dyXBusV6hOtPfepT3H777Us+pvyA4vMvEClFWKlQfO55Rm+9WR/7Go1Go9FoNG8Atv/uUAf8+Mc/bkcMrtUpptFoNBrN2cZGibQAmaTddLtGTMxUN0y03sr48un5Ol6zo9i11+euymYc5koWmZSNY8WO4JWE18vfPMTVl4yedZHgy5FwLK5/xz6uu2wPrx0vMjFTZXquRigjLFMw1J9idDDNwbEslmlw/t7+NfdhdxLLvhnH39WXjPKzV2Zo+OkNF9l3EnO1YjsC2TLMjgTrhTim044UV8Sx0a3O4e2mFX0Oa3PizjeKhCrADwMMYWIbNrEtF5RS+HLxxJYWQggGUwMEMiBfLZCwXJ44+hTvOXDlejcHgPG5ozx06DsUG6V2168vg0XLrbVj2zIt3rbrrVT9GvONEvWgznBqiNeLx9rf21pEqNPE2qYLGRHHyguLpO1imzbT1QK7MkPM1osMJPqYrsX94J12i0dRxExtlnrQWBS3HU8miNchI4XJ2n8fnNyOxeqzaVgkEHgyQIiTsehtAX8JwdoQBhk3za9cdMuOFqxhY4+lzTouN5qNTCdYCsO26b/sUsJKhWB+Hm8qT2JsdM2TNLypPMIysXt76b/sUt1prekY0zTbppC1CNedCNYtuhGuP/WpT/GVr3wFc5me96mHH0bWaoSVKsH8PKrR4Mhf/BWjt95M9uKLOn4djUaj0Wg0Gs3OQ3+b0Wg0Go3mDcZGirSuEz/fCyTTc7V1jw22Pr48lBFKNd11xvomvxmGAAG9aZe3nT/EO986sqrwqlmMZRpcsK9/1UkQXfVhrxLLvpnH363vPndTRPadQtiMs25FGxtdulUd06YeegQywBAGhjDYlRneyKF2RTdOXBUpSl6ZUMVdx67pnHI8xU3OS6iVCxBCMJTOcaQ4Qcmr8OyJF7nmnHeuO8L4hfwhHnz5Eap+jXw1doJnnBQDyb7YxbrOju0r917OC/lDDIceE+UpfBngmjZSyXY8emsvRHCK47jlVVZRRMJycEyHPb27mapOM1Obo8/txZcBuWQ/s415AhkwlM5hm8u7UAMZMF0tUA8aDKdzi+K2Wz3cEPeoOyusa0lOe1/jfxKnfA4MwyRpGAQyJFQhkYiXjE6zWLc+Q7Zp8Y7RS3a8YL2Rx9JmH5cbwWa5wJcid81VFJ97HtVoUD8+gTc9jTs01PEkDW96GlmrkxwbxenvJ3fNVV2NQ3P2slbhei2CdYu1CNerCdbTj32fuaeeJrF7FyoI8Kby1I9P4I4MM3HfA1iZjHZcazQajUaj0ZzB7Ly7YUvwzne+c7uHoNFoNBrNGcOGi7SAUhGhXFl46ZStji+3TNHeDqkilrkHtiIqiqg1Qqo1n4YvmSnWefnILGNDaUaHMlxzyWjX26FZmTX3Ya8Sy77Zx99Gi+w7ifH5YwjDQCqJZZjISKEitWbxWggDUxj4MiBp26hIsb9/7yaNunO6ceLWgwZSKQIZYgqzvS+idpczC8Tb5bFNm4yTouiVySZ7GZ87uq544/G5ozzw8sOUGmXy1QJJO8Foeteinu71dGy7lsONF7yPrz3/AEOpAV4vHm+L0wkrTvlQzWOkRSxmQ6gkCkXCcjENk+F0DtM02+K9VJK0ncQxHRK2S75a4EhxgoyTIm2nlhQ3K34NS5iM9oyQdlKL4rZbPdyOaVMNamTc9Br3apwuoKQ8ZRrC4uM/7jK3mwL+6fsgPrZiwbsvkW3/ftqpbOSxBNGmH5cbsb1b6QI3XZfdt9zE0b/8a9yRYbypPJEf4I4MrxgV3hLrZK2OOzKMlckwestNutdX0xWdCtfdCNYtOhGuOxGsp7/3aPu/DdsmMTaKNz2NN5XHsCwm7nuAg3d+Rn8WNBqNRqPRaM5QzgjR+u67797uIWg0Go1Gc8awESJti5b4bRgCy9yYG+tbHV8+1JdsO869QOKswX0uVcRcqUGx4iOVIgzjP7V6SH6uznd+ekxHgW8Ba+3DXum92Ozjb6NF9p3EZDnfrOsxsA2TQIZNd62z5jjblohnCoPhdG7druKNoBsnrhd6xE5ihbmgl1tFrXOn0XGEetpOUfaqSCU5Ucl3LVo3Qo+HDn2Hml8nXy3Qm+jpKF67m47t/f17uelNN/C15+7HNR1qQQMEyEhiChPLMBHCar7nETKSBEoiECTMWLAeyQySdJLNMcTifdmv0OtmeOfuS3i1dISE5bYFxLJXXTQOx7QZTPbT62bIJnqXFBAX9XD//+z9eZBk132eCT/n3C23WrLW7qoG0GiCADeAWEgJCwVSAEeWic3mjD5RojSiyI8SJqyJsDVSKOwZhzVWjGc0nLBlR9iSzdFmcdensbCOJXGRSBGkSJENAiAItIBGoxtd3ZW1ZlZudznnfH/czOzq2royK6u6uvo8DAaquzNvnpv3ZlbmfX/v+6pknVi6FaLVvZ4KmOnx1cbgyM2HNhzpXDT8EKkITOrIj7ViKDOwL/rcN6Of59ITL/8FGPbkvOyVy+UCLxy7nqmHH2Tm8SeRrkuzVKJ+6jRuIY9TyOMEAUI6GK1QYYiq1kiqNYTrkJ2eSgXrRx6y7lLLjriUcL0TwbrNVsJ1t4J1GyEEwfg4JopplkrITIaFr3+Difvet6O1WiwWi8VisVguD/v3G7LFYrFYLJae2IlIu5YwuhAzPl7M9WV9ex1fPjVewHEEvudQrccM5LZ3kbvejJldqBMnmlhpEpUK1gYI44TyClTrEb7nMFQIqB6PeO6V+X0vPF6pdNuHvRl7cf71U2TfT7Q7nz3p4kgHIQRhEhLrGE96246zjXWMNgbZilYuZnf+eulH92wvTtxIxRvGpSujEEhAkNmmsLZaMJ+vL23rPhvxN2eOU25WOk7W7fZBw4WO7UjFzKzMUo8b/Ptv/SHXDk1t+ny+feJG3nn4bZyvziFViCOcdMiHZP32kfiOhyvT7u+J/GhHsG6T93JUmlWU0Ugh+NgdH+pENQ9lB3uOal7bwz1Xm+fwwOS2nxvf8S6OAm/9HLYGHMQWiQPG6Na5oghaQwyB45Fxg33R574Z/TiX2n3ttbgBQC2q73hb/e5+h71JJ9iKoZvfgZPPc+6Jp5CZDHGlQlKukKxU191W+j7+2Cje4CD+8DBTDz9oBWtLX9hMuO6HYN1mI+G6V8G6jRCCYHKC+qnTxJUKS8efZeze99h+d4vFYrFYLJYrEPsJzmKxWCyWA0avIu1GVBsxfktcmxrrNkp1Y/Y6vvz6qSFygcdQIWB+uUGc6EtGQldqEbMLdRKtCSOFMQZHCoQQ+J4k67tcMzlAlCiq9Zj55QbLlSbNKM+n/+tLPHLvm7j5hrEd7ZtlY7bbh70Ze3X+9Utk30+0O5+FEEzkR5mtzWEcn0hFaGPWiXpr0S3hThtF4HpEKmF4h4J1P7tne3HiGkyn4LgdA26MJtEK3/FwhCTrZbfYwgXaPdoaQ6LXC77bIVEJ3zv/IpWwSmIUU/lDXbngtdYsN8s04ya1uEGkYpaaZRZqS8Qq7qzNlQ5TA4e49fDbuXZoCmNgojBGcznEd7zWU2LQWnciw6VMRXxHSIYyA61o7PXnS0e8VxELjWUC1+e919/JPde9m1NLZzhfLTFfvzCYMJYrcqgwwdHiNZd07K/t4Z6vL25bPPUdn1inMdGudBEIfMcjUjGNJMSVTisiPv1dsdpdnqxxl6fnlcCRzr7oc9+InZ5LsKqvffksi/UlECCFw9TgDrbV5+532Nt0gq0oHLueY49+nIWvf4Ol48+iisOYRKGjCKM1Qkpk4CMcByebo3jbrYzec5eNQbb0lbXCdT8F6zarheudCtZtpOfhFvIk5QqqOEzttVMMvPmGvq7bYrFYLBaLxbL7WNHaYrFYLJYDRi8i7UbESdq5OzacJRd4HJvuj3t4r+PLPVdy+1vGqR6PWK40mV2sMz2e3/RidOqwrhEnmjBWOFLg+y5RrJESAtdheCAg8B0C32Eg5xMnmtnFOmdLVSZHcjz21Vcp5DzruN6H7PX5t1ORfT+xuvPZd30m8mOUavMIIYiSmGaSumwdKVvdxSINzjYapXXLfSwI3AApJD6CnJvpOR65392zvThxBYJ2ZbXBIBBEKm5FSTsMZQa2Lc51HNutGOpeOLX8BvWkSTlcoeDnuoq/brQEu1jHaee00TSSJqES1KIGQoAxqXjoCoeF+jIvz7/KocI4tbhOpFIR+brhI0QqoplERCrqPC++45NxfbJedsvnpCPeG4PSqvP3rnS4YfTojrq+V/dwT+RH0/1VMeP5Ubwt4uBjFVNuVlCtYQRlNIcHxqlFDRwpSbQiVsm23OUj2SFK9UXGskVybmZf9LlvxE7OpdV4jofveCzHTQCGs9kdbauf3e9t+uko36kL3AkCJu57H2P3vofaa6dozpwjnJtDJwnSdQnGx8lMHSZ//VHrIrXsGm3h+v3vfz8f+chHduUxfud3foc777yTn/3Zn92xYN3GKeRJ2nDXJgABAABJREFUVqoYpWjOnLOitcVisVgsFssViP2WY7FYLBbLAaNbkXYjjDHMLjZwpWAo73P7W8b75ga9HPHld98yxXOvzNOM8pwtVZlbajBeXC+cKG1aDus0ytl1Jb4riRON0oZM4OC5kpHBi7uQPVcyPZ5nbqnB7GId15U89tVXefSDt+z7yOerjf0en7+fWdv5PBAUcKRDqbqAIy4Id0ptLdy50mPAz7HUrOC7fk/xyLvVPdutE7ftpobUSZ7oBGUUGSfAkx7Dme0PrkRJ2nve63MCae+40opIxYxkh7d9v2pYZbY6j9KKUMUYDFJIjNEIRMtBn3Z3a2MItQIFzaRJLaoTuD7aGCIVUYsbDGUGyPm9vSYuxK2nTuR+0+7hfurlL+FKl1JtgdPlGQp+jryX2/D8qUZ1XOEwlhtpxVwbIhVzZPAw5bBCubnSGjTY2l0+FAwyW5vDFQ6DQYF3Hnrbvuhz34hez6WNcKSLQWMMOGJn+9uv7vc2fXWU99EFLl2XgTffYEW3Veg4pnbqdRpnZ4jm5ztCvj82RnZ6ivzR65De5sMnlu5wHGfXBOs2W22/W8Ea6KQO6DAinJvbydIsFovFYrFYLJeJy3IVdXl5mXK5TK1Wo9lsks/nGRwcZHR0FN/vPcLUYrFYLBZLynZF2o0wxjC31KDRTJieKFAcyHD3LVN9W9vliC/P+C4P/8ib+MyfvcTESI7SYp0o0UyOZPHcCxeVlyrN1GEdpQ5rzxGEUSpYB56DKyWTo/mOU3c1QgjGi1miRDO7UCPjOzzz3Az3vevanvfP0n/2e3z+fmajzuecl+XaoSmWmmUq4QXhThlNW7lLRV2BIyWDwQDFzBBz9YVU8O0hHnk3u2e7deL6jo/SGmMMjbiJIBXolNEMBIWuxK9aXO/5OWnT7h2HCzHbl6IRNZitzpPohFBFrYhrh0jFGFIx3hiD5/h47Qh4k8Z3K6MwGGpxA9mKxD6/UkIKwUBQ6GkfOut3fEZ3KJZuxtsnbiTvZXn6xFfIuEHHqb8S1tbd1nc8xrJFBoMCBT9PoyXUz6zMsthcZiw3QjE7TCNubOkuB5ivL9KIm0wNTDKUHeTOa27flf3rB72cS5thWucQtCL1d0C/ut/b9NNRvhsucAuoMLwQmd6or49M932EayPTDxK9CNYAojUoYrRGJ73VbFgsFovFYrFYLi97Ilq/+uqr/Pmf/znf+MY3eOWVV1ha2vjLpeu63Hjjjdx222088sgj3HzzzXuxPIvFYrFYDhzbFWnXEieK2cVUsJ4cyVHIejx877G+uoUvV3z5sekhHrn3TTz21VfxXMnsQo1T51YoZD0KWQ/PkyyvhESJQmuDdASNUCMEZIJUsD40miOX2fy5EEIwOZLl1LkVyrWI7740x723HbliOouvBvZ7fP5+ZrPOZyklo7kiI9lh6nGDcAPhLnB9cq1Y6FjFVKN6T/HIe9E9ux0nrjCw1Cyz1CjTSJroljsYBNpohHBZbCxTbla27G9us5PnZDXt3nG4ELO9FVprSrWFlsM6wpUujnAIVXiRuOhK9+LnSUBGZohURKITfOm1RO7UgVyqzadd4tvs815NLa7jSxdHSCZyY13ff7scLV7Dx+74UKcTfSg7uK1O9HMrsxsONeT83Kbu8ljFzNUWaMRNJvKj5P0cH3jzfT31Hu8V3Z5LW9KJ0N85/eh+X00/HeX9doFboHryNc498RTR8jJxpUJSrqCjaN3tpO/jDg2SVKuUn3+BqYcfJH/90b1fsGXH9CpYA5hWpYSQ0sbnWywWi8VisVyh7OqnuB/84Af8X//X/8UzzzzT+bv2hPVGxHHMiy++yIsvvsinP/1p3v72t/O//C//C7feeutuLtNisVgslgPJpUTawHeQUqC1IYxSAa7aiHGlYHqiQCHr8ch739T3XubLGV9+8w1j5LMej3/tVTK+Q7kWUa6GrNQjEpU6rJU2CMAg8D2J50g8N3VYbyVYX9g/h0LWo1wNKQ4EnDxbPhB9xgeF/R6f308SlXBq+Q3OrZRYaCyR6LRzeDRb5PDABEeHj+B24Sq8VOezEIK8nyO/RSy0MYa52kLP8ch71T27lRNXdyK006js1d9vDAZjNJGKiFui/mJjmZWwxkR+lKy/XsTd6XOymtW948poHLbeznKzTKxjQhXjiLRzuZk0McZ0hHiB2CIe3ccYgzIqdVqTip2xSihVF7h2aGpLsX4tbfG+6A+ScQOuGexfysdGBK7Pe6+/k3uuezenls5wvlpivn7htTKWK3KoMMHR4jWdY7KTePGpgUnyfo4Hb7p/w171/US359KWtF4i3YVub0w/ut9X009Heb9d4Fc75edfYObxJ0mqVZqlEiZRuIU8/ugIMvARjoNRCh1GJNUq0fwC8fIyutnk9Gc+x9TDDzJ08zsu925YumD2S19m4Rvf7Pn+KgwBkIFPMD7er2VZLBaLxWKxWPaQXROtP//5z/Mbv/EbKKU2FKpXX/i46ELPqp9feOEFPvzhD/PzP//z/Mqv/MpuLdVisVgslgPLViLtWnzPYWw4y1DeZ3gg4JF7+y9Yt7mc8eXHpod49IO38MxzM3z3pTmKAwFKGWYX6yyvNGlGisBPu6sdKRkq+IwMZjaMBN+MQtZjpR6hlGFmvmZF633Gfo7P7wdhEnXco/WkuS336HYdn912Pq/GGLOjeOS97p7dyIlbblaYrc7jSodY61bvchoHLoVAaY0rHRzhoNFEKiZWCdrRzKzMMlkYo7AqNnunz8la1vaO+xtEmq9+7HJzhUSnEd++ExDrBG0MetV3Millq9N6Y3zHo5GESCFTlzmGZhLiSoelZpnRbfZzrxbvC36et4/euGd9z650uGH06Ladsb3Giw9lBvnAjffte8EaujuXLoUQEiEExqRDEDuhH93vq+mno7zfLvCrmerJ1zj72BPE5TLhbAknlyU4Mr2us1o4TuqyHiig45hwtkTj7AzB5AQzjz+JWyhYx/UVwswTT3H+v/4ZmcOHet6GqtbSuHjHITN1uI+rs1gsFovFYrHsFbsiWv/Jn/wJ/+Jf/IvWF1NDJpPhtttuY2oqvaB37tw5jh8/TqPRQAjBj/3Yj/ELv/ALlMtl/u7v/o7jx4/z1a9+lUajgVKK3/3d36VSqfAv/+W/3I3lWiwWi8VyoNlMpA3jVgy2FAStXt5c4HH7W8a5+5apvkaCr+Vyx5dnfJf73nUt9952hJNny8zM1/jy354mSlKn9dhwlkLWI5fx6FITAyDw030IY8XcUr37DVh2lct9/u0mp5bO8PSJr1BuVjpCWqTidbfzHY+hYIBaVOf7pRPbFtK67Xxu04945MvRPbvaifuN03/Lky9/icDxqKqYjJuhmBki13JPn6+WiFXSikZPn2NPekQqoqlCAnxmq/M4wiHrZ3clMnqj3vE22mgacZMwCYlUTKQi6nGDRCscKTEmFdrSWHBzkbi4lWgthMSVDkprhJD40iVUIY04xBErjGSHLzlcsE68Dwa4/dD+dkj2Gi++nyPBV7PVudQtSicIJEKAMmpH6+pH9/tq+uko77cL/GpFNZuce+IpVK1GOFvCGx7CHx+75PuI9Dwy01OEc3OEsyWk6zLz+JMce/TjtuN6H2OMYf5rf03pL/+KpFpDx/G64YTtoOOYpFrDHxvFyebssILFYrFYLBbLFUrfv0nNzs7yr/7VvwLSD58/+7M/y//4P/6PDA4OXnS7arXKv//3/57f//3f5y/+4i+45ppr+NVf/VXuuecePvKRj1Cv1/mP//E/8nu/93vEccwf//Ef89a3vpWf+qmf6veSLRaLxWI58Gwk0s4t1UmUwXUE48UcU2N5jk0P7VnM8X6IL3cdyY3XFrnx2iLn5ms0Q0UUK8aGMjibPA/aGOrNhDBKiOI0HliKNEo88F1yGbfjytbakKh+tHha+kmcaBKlue7QADNzVTxPUl4JKVdDClmP4kBAJnAvS3z+Tvh+6QRPvfwlalGdUm2BxCgKfo6R7PCGkcXzjSWWmxUmkpAvvPAED9x0P2+fuPGSj3O54pEvZ/dsohOen32ZjBuw2FhmojC2zmE+kR+jVJtHCEGUxDSTEEc4ONIBnfZxB47hbOU8hSBPLW70PTJ6o95xR0iWmmUq4QpKa8CgjCZRCYlOUqFNGxq62Yk8bwvWQggEIt2HLXCEQ0KCL/1WVLgk1jGVsMrry28wGBQI3ICsl1kngG8k3r//6D0Ezv4Xd3uJF79S2KzDvltiFROpmMDxQKRJEPEOttWP7vfV9NNR3m8X+NXKwjPfJFpepllKHdbbEazbCCEIxscxUUyzVEJmMix8/RtM3Pe+3V30NtFxTO3U6zTOzhDNz6OTBOm6+GNjZKenyB+9rifB9kpGCIFJFN7gIPHyMuFsicz0VNe1LeFsCeE6eIODFG+71XZaWywWi8VisVyh9P1T3J/+6Z9Sq9UQQvALv/AL/JN/8k82vF2hUODXfu3XyOVyHfH67/29v8ctt9wCQC6X45/8k3/Cu9/9bv7RP/pHhGHIv/k3/4Yf//Efp1i0XwAtFovFYumF1SLtfmA/xZe7juiIzUobnDX6gtKGpUqTcjVCaY0xqYCNAQRIIRACHCnJZ12MSV3srtOPFk9LP2hGSSdxoB7GKGXwPYdKPUJKgTKG5WrI0kqI6wg8V3Yumu5lfH4vnFo6w5Mvf5FKc6XT9zyVP7ROGHJInZOFIM+ISpirzTOzMstEfpSnXv4SeS+3qXC6tiO7mB1iob5Mwc+RaEUzDnc1Hvlyds9up0t7ICjgSIdSdQFHSBKtiFWCUmlMsDGGRhLiyBiDYSI/1vfI6LW94zOV85hWVHF7PYbUDaq17sQip3HgpuWyTn8SCKTYnmNUkDq5IxUhhGxXGKOMYrlZoRbVcaWL67gMBgUGggKJSjYdaDiSOYTWesfPx17Rbbz4lcClOuy3QyfyXboMZdIh9lpU39m2+tD9vpp+Osr77QK/GtFxzNLxZ4krFUyiCI5M91QDEUxOUD91mrhSYen4s4zd+57LKmKqMGTh699g6fizqEYdkyh0FGG0RkiZRlq7Dk42R/G2Wxm9566ryh0+es9dlJ9/Ad1s0jg7Qzg3RzA+vu3qkXBuDlVvkJ2ewi8WGb3nrj1YtcVisVgsFotlN+j7p/Yvf/nLABSLRX7pl37pkrd/9NFH+dznPsfi4iKf+9znOqJ1m/e85z38o3/0j/jX//pfs7KywtNPP82HP/zhfi/bYrFYLBbLZWK/xJePD2cJvAux3r534WJ4vRkzu1AnTjSxSl26Wq93UKcitUxd2IlGKc14MdfXdVp64+TZMo9/7VWWV8LOcEQUt2JqTTqUkCiNEOA5EikFQgjGhrIMFYI9jc/vlmYS8vSJr1CPGpRqCwxmBrbVM+05LocHJpmvL1JqCUtPn/gyH7vjQxdFGG/Vke27HvUooR43QMBQZoCcmwEh+h6PfLm6Z7vp0s55Wa4dmuo4m1PBN3U2G2MIkwhPerjSZXJgnNsOvb3vkdHt3vF8fYmZagkpJMakz1zq/HaRQhIlUec5FYKLeqwhFaIF8pKO2NT9HrXunzq5V2OMacWRx4hEUA1rSFHCd/x0AGCDgYZKpdK358PSO/3ssB/Pj3b+bqfb2mn3+2r66Sjvtwt8p1yJrt7aqddRjTpJuYJbyPe8Pul5uIU8SbmCKg5Te+0UA2++oc+r3R7Vk69x7omniJaXiSsVknIFHa0fzpS+jzs0SFKtUn7+BaYefvCqibh2goDDDz3Amc9+nmBygnC2hIligsmJLc+Bdo+5qjcIJidwCwWmHnrgqhL8LRaLxWKxWA4afb/advbsWYQQvPvd78bbxhcMz/N417vexZ/92Z/x7W9/e8Pb/NzP/Ry//du/TbPZ5Mtf/rIVrS0Wi8ViOWDsh/jyqfECjiPwPYdqPWYgl4pIlVrE7EKdRGvCSGGMwXUkni877uq261opQxQrtAFHCM4v1Kk31/cJW/aW51+Z57Gvvkq1ETO7UCPRhkLWY3Qokw5ESIHShmakWKo0qTZitDFkPZcwVtxwzTA//PZDexqf3w3bcQFvhhCCsdwIsYop1RbIuAHfPPNd3nv9ncD2O7K9lhBajxvUohrFzDCFIM9kYYwbike589rbybg7u4h8ubpnu+3SllIymisykh2mHjcIk6jVc22oRXW0MUwUxvj7N7yPm8bf1PM+bEbg+tx66G0cP/cCjpBEKkIKScbNXBTzLUQ6mCGMQSCBi7uGDaZ1+83PpUQnRCpGt55PjcFBErg+YSseXYg0XlxpRaIVQqTH0pGSYnaIyfzYFdf3fLXQrw77rJcOrczVFzi5dLqVSDBPpbnCWH6EgaCwaW/6bnS/r6avjvI+u8B75Up29TbOznTW64+O7GhbTiFPslLFKEVz5txlEa3Lz7/AzONPklSrNEslTKJwC3n80RFk4CMcB6MUOoxIqlWi+QXi5WV0s8npz3yOqYcfZOjmd+z5ui8HhWPXM/Xwg8w8/iTSdWmWStRPncYt5HEKeZwgQEgHoxUqDFHVGkm1hnAdstNTqWD9yENXjdBvsVgsFovFclDpu2i9vLwMwNDQ9uMS27ctlUob/nsQBNxxxx389V//NadOndrpEi0Wi8VisexTLmd8+fVTQ+QCj6FCwPxyI3VVJ4rZhRpxogljhSMFvn+hs7qNEC3xywFXC2qNBAUorfnbH8zy1qMj+ypK+mri5Nkyf/pXr7JcDSkt1slmXI6M5PDciwUSx0kjwAfzPnGimV2s02gmjAxkeP1chfe8c6pnwTpONK/NlJmZqzK33LgwjDGcZWq8wPVTQ+vWs126cQFvhhCC8fwop8szVMIq3zv/Ivdc925enn/1kh3ZsU5YrC9Rbq4Q6wRBKkiGyRyjLQfzfH2J52Z/sC1hcm0EebsbeDRbJFFJRyjby+7ZXru0hRDk/Rx5/0LaQjWscb46R8YNmKsvcBP9F62bSciz519kKDNIbeU8vvRQxhCqCNc4OMJpDdyk55yBjuh88folSicY6W54Tq12WLfv7wiZxiOLNFrfdzwGMwMMBgWaSUQjblKLayRKkfWyuMLhgZvu500j1/X9ebD0h5102B8qjBOqmFgnfP3M36K0wpEOYRJ1hlxeXz6LJ12GMgOM5Ip40t1wW/3sfl9LPx3l/XSB98KV7uqN5uc765XBzgYT2kK8DiPCubkdr61bqidf4+xjTxCXy4SzaT93cGR6nXNYOE56PAYKHedw4+wMweQEM48/iVso7ItjsxcM3fwOnHyec088hcxkOudwslJdd1vp+/hjo3iDg/jDw/vmHLZYLBaLxWKx7Iy+i9aDg4MsLS1tKkBvxFzrC0SwxXTv5OQkAAsLCztboMVisVgsFssGeK7k9reMUz0esVxpcm6hRpJoEp1GlbuuxF/VcbwZcWxwWjHhShvqzYTHvvoqj37wln0VKX010AwTHv/aq9SaMaXFOkMFn/Fi9tKx2a5kejzP3FKD2cU6rit7OoYbdWj3O/a+WxfwZniOR8HPUQ5XGMoO8szpv+UbZ76zZUd2PW5Qqi6Q6Dh17ELLTZsghWRm5TyL9SUyXhq9W4vqfL90YsP+5q0iyNsx480kpFSdxxhNNartWffs5ezS7oW2874W1RkKBjHGkJgLndYJFzq222Jzu8ParIr2NsagMcQ6WTcgkEZ+RxhjMEZ37iuEQArZiRqXUuI7Pjk/R64l3rdFvkpzBTJD/Nnf/dW6SHrL/uLtEzeS97I8feIrZNygk7qwVYe9K530/SQzSD1qUA5LnZQGASRadc63SMXM1RZZqC/hO34nEaC9rZ12v68dhgmTiGpUw5j0nB3w82S9gGYSMhgU0iGcHhzl/XaBd8tBcPXqJMG0+uyFszO3umidR0ZrdLJ1DUS/Uc0m5554ClWrEc6W8IaH8MfHLvn5Q3oemekpwrk5wtkS0nWZefxJjj368X3jht9tCseu59ijH7+QFlAcXp8W0Dqf92NagMVisVgsFotlZ/T9yul1113H4uIi3/72t6lWqxQKhS1vX61W+da3voUQgsOHD19y+9uJHLdYLBaLxWLphbtvmeK5V+ZpRnleO1tOI791KkJvR7COYoXShkzgErgSz3OYXaiR8R2eeW6G+9517Z7sR9vZ++rpOebLTZQ25HPZvjh7rySeeX6G5ZWQ2YUa2Yy7LcG6jRCC8WKWKNE9HcMtO7RX4XsOQ4WA6vGI516Z55F739SVK79XF/BG5L0cK2GNKIn50sm/BsOmHdkrYZVSbZ5EK6IkTqOkhYPneR3h2pceUjj4jsd8Y4nlZoWJJOQLLzzBAzfdz9snbgS6iyCPdYzSmrnaInkvy0BmoOv97LZ79nJ1affCWuf9tUPTOEKy3CxTbl7o2NY63aNQhWhjMMak3dekP6cYTGud3hq3dayTlsPaQEuwlkIiSKPAIxW1IscFmTUC3qUi6S37k6PFa/jYHR/qDJcMZQc3HC5xpEOURFSjOkOZQeZrixumNCQqYaGxPqVBCBgOBijmhnGkQ87N9Bwfv3YYJlYx87VFqnE9Fb+EaK1dMhDkCVyfSlQFDCthjUbcpBDkL+ko300X+HY5KK5e6boI2UqBUGpHwrXR6e9cISXS3duhwYVnvkm0vEyzlB6L7QjWbYQQBOPjmCimWSohMxkWvv4NJu573+4ueh/hBAET972PsXvfQ+21UzRnzhHOzXV62YPxcTJTh8lff7Rvx/ZK7IC3WCwWi8ViOYj0/ZP7Pffcw/Hjx6nX6/zGb/wGv/mbv7nl7f+3/+1/o1arIYTgh37ohza93fnz5wEYGdlZr5HFYrFYLBbLZmR8l4d/5E186v/9AY4jCZsxxhiC7MbxuG2MMYSRRmlD4Dm4UnJorIDnCk6dW6Fci/juS3Pce9uRXe1EXuvsDcOYME57uD3P64uz90ohTjTffWmOci0i0YYjI7meYrMnR7JdH8PtdmiHsaJaj5lfbrBcadKM8nz6v77EI/e+iZtvGNvWGnfDBbxQXwQhiJJow47s1GE9T6yTVl+yQ+D4nU5aV7qQQKwVruPiOx6juRHmavPMrMwykR/lqZe/RN7LUYvrl4wgXy0S1ZMGiU4wGE6XZ7iWqa6E6166Zy9Xl3YvbOa8H8kVKWaHacQNmqs6thuxS5hExDpGkorWCt0SrkX6X5E6sh3Rci0a0zkGtMR8gUCKdJ+M0SRadWLCs1523To3i6S/nD3AlksTuD7vvf5O7rnu3ZxaOsP5aon5+oUY/7FcEW0Mz5z+WzzpcH6ltGFKA4AjHaa8QxwemGQlXGGutkSYhPiOj0LztvE3c/PkWzhavKan82LtMMxCY6nTKX9hOCM9z4UQNJIGAtkZsnCERBtNPapv6SjfqQu8HxwkV68/Nob002Ogw6jzcy+oMATSmPFgfLwv69sOOklYOv4scaWCSRTBkemePn8EkxPUT50mrlRYOv4sY/e+Z8/F98uNdF0G3nzDrvaRX8kd8BaLxWKxWCwHkb5/4v3Qhz7EJz/5SaIo4vHHH2dpaYlf/uVf5i1vectFtztx4gT/5t/8G/7yL/8SSD+U/+RP/uSG29Ra88ILLyCE4MiRy/NF0GKxWCwWy9XBsekh3v22Sf7uzDJSCpSGZqhxHYPjSFK9UgAGpUEpTaIMQkAmaAnWozlymfRjViHrUa6GFAcCTp4t71pf90bO3jC64OQUogns3Nl7pfDaTJl6GFOuhhSyXs/Ocs91ujqG3XZoD+QudGifLVWZHMnx2FdfpZDztnVc+u0CNsZQjVP3oMas68hWWqeR4CbtM3aliye9dRfkfcejkYQkWlFurlDMDnN4YJL5+iKl2gKudPnCC0+gtKIa1TaNIAdwSN3ahSDPcGaIk4uniFRMYhLOVM5xVDjkghyXotfu2dFs8aJY773q0u6FrZz3QoiLYroh/Z51pjxDmEiaKuyIz6ol7AEYk3Zet8X6NFLcdIRtMGlHNhJPuoQqQiBwpcNQZmBTsWZtJP2ppTPcMHq078+Jpf+40uGG0aPrjlczCfm973yeRtzcNKVhLUIIBjODDAQDndj4Qb/AuZUSH7jxvp4E6++XTlw0DNNMQpRRONLFtFzdjnQQrUGNRCswAldKYpXWG0ghkDKNuh/Pj+BLb52jfCcu8H5ykFy92ekphJu6wZNqFXdg6+S+rVDVWio4Og6ZqUun+vWL5unTqEadpFzBLeR7dudKz8Mt5EnKFVRxmNprp3ZVvL0audI74C0Wi8VisVgOIn0XrcfGxvjH//gf85u/+ZsIIfja177G1772NcbGxpiengZgZmam02Pd7pH66Z/+aW64YeMP4N/61rcol8sIIfjhH/7hfi/ZYrFYLBaL5SKygcuhsRyvvlEm6zsYIFGaJFof5yulwPckniPxXMnkaL4jWEMqWq/UI5QyzMzXdkW03szZO1zw8F2JIwVCOn1x9l4pzMxVUcoQxYrRocyOtrXdY9jvDu3/78PvYGa+xsxclbnlBokyuI64KOa93y5gbTTCQIRiODu0TkBebpZJdEyUxEjhbChYAwghcaVDrFIHZiNukPNznVjo2do8VFPnZj1ubEvcgvT21w4f4fXls0QqIlYxr5fPcqx4HYG3uWi0k+7ZwwMTODIVzmtxfc+6tHuhW+e9lJKJ/CgzK7ME+IStqGchRCcm3HCh+xpS0dqsErUdkVYn+I5HpGOUUWScAE96DGe2HrxoR9IrrThfLVnR+gqn3afeHkLZzmu6Tb9i408tneHJl79IpbnSGZBpR9+3kyF8x+skQwD4rY722CSd1Ajf8YlVzGCmgNaao6PXMBDkO47yQ4WJDV3ga/uz2y700WyRwwMTHB0+gutc+jLMdqOKdRwfKFdv/uh1ONkc7tAg0fwCOo63JfoarVH1BipsYqIYnSTEy2W8oUF0osjuofkhPDfbcev6oztLCnQKeZKVKkYpmjPnrGjdRw5CB7zFYrFYLBbLQWRXvoX8/M//PKVSid///d/vXPCYm5tjfn4eYFVPWsqP/diP8U//6T/ddHt/8id/gt+Khbrrrrt2Y8kWi8VisVgsHeaWGzhSkgtcBgs+tUaC0rrlODTtRNHUXSjAkZKhgs/IYAYpL75YHPjpBe0wVswt1fu+1q2cvUmSdAYEXdfpi7P3SmFuuUHY6pAOvJ1FDm/3GParQ/v8Qo1aI+bXP/lNBgs+SqVR4lobpBQXxbwXphWuTC/o98MFrI3GlQ5Ka/Lexe5lbTSVcIVEKwyGwPG33D9HOCQkgKGZROT8XCcW+tXFUxgD1bhOMTPYlbiV93McGTzEmfIMyqT92a8tv04xO7wr3bNHh4+QczMMBQPMN5YYUck6MX87dNul3Qu9OO+zfpbJwhiz1XmEK2iqEKUviNTG6FacskYbk/aKr4o5bwvWiU5QRhE4qQt1Ij+KlFuvYbWDfb6+1MsuW/YJa/vU16Y0bIedxsY3k5CnT3yFetSgVFugEORpxE00estkCCEEgRsQqYhQRWScAGMMg5kBKmGVqYFJGnGTn77lH2w66LK2P3uzvu9LubO7jSoOJicOlKtXeh7F224lqVaJl5cJZ0tkpqc2PZeM0kRLSyTlCkaldShGp0IjxqAaDZLlZV79D7+zZ9HO8eJix60rg5058Ntr1WFE2DJ+WHbOQemAt1gsFovFYjmI7Nro7K/92q/xrne9i3/7b/8tJ06cANaL1UeOHOEXf/EX+Ymf+Iktt/WJT3yCT3ziE7u1VIvFYrFYLJaLSJRBawMCxoezTI5I6s2YZqSIYoU2aRyu7zlkfIdcxmOza/NtEVtrQ6LMxjfqkX47ex/94C0HpuO6cwwBR3YnnKxlO8ewXx3agzmf12bKNMIEKQULFYc40etu245590PFcr6GzDh9cQELIVKRRch1Tt1G3ERpTawSHOFc5FTcCCnaz1sqGLVJe48h1jEgKASFrp+rwcwA1zDF6+WzuMJBIgmTaMPuWU+6FLwcrnRoJhFHhqY4sfAaC/XlbTkfXcflnYfeRi2qs9ysMFeb5/DAZFdr7qVLuxd6dd4XggKOcCjVFpAyfS7D1jEzkMax6wSBwJhUrNaYNE4cSaTSf8s4AY50mCyMkfXXd1mvpS2sa9KebMuVy2Z96t2yk9j4tU5vRzgkOrlkMkQb3/ExxhCqGCllq5M9c0nn99r+7HK4QqTiDbbvMRQMUIvqfL90Yl0Pdi9RxarZBKUPlKt39J67KD//ArrZpHF2hnBujmB8fN2xS+p1wtkSOo4xcYJJEozWGK3BGISUqEaTeKUKMzN7Fu3cXgekoudOEK3fE0ZrdGLfI/vBQeqAt1gsFovFYjmI7OpVyfvvv5/777+fkydP8txzzzE/P48xhpGREd7+9rev67m2WCwWi8Vi2Q+4jugIlUobHAfyWY98tnsHU1s4lVLgOjsTT9fSL2fv7EKNjO/wzHMz3Peua/u6xsvFRsewV7ZzDPvRob1Si5hdrINIBxJky+1/eCyfuqulQGlzUcy7U3GR10mUdohVlZFscUcu4MDxSbRCSLHOqRsmIa2waBx56cdon4umda82jbiBEAKlNb7jobTqer2QCtdj8QgrYRXPSSN7AzfouBsxhnrSpBrVqMcNCn6ejOdxunyWN8ozXfXS3nnN7Xy/dIKJJGRmZZb5+uK23eG9dmn3wk76t7N+lmvcKZabZcrNFYQQhEmEEKkwnWrh6fHvDCOL9Pj6jocrU1FwIj+6LcEauMix7W7jnLLsX7bqU++WXmLj1zq9D+UmmVk5t+1kiDa+49FIQhKtqIRVpgcPc6ayufN7bX92YhQFP8dIdnjD1If5xhLLzQoTScgXXniCB266n7dP3NhzVHEqzDYw2hwYV68TBBx+6AHOfPbzBJMThLMlTBQTTE50nLBxZYVwdhadKHQYpiK144AQIAQyk0G6Dv7IKCaJ9zTaWbguopUyYZTakXBtWr8fhZSXJa79IHKQOuAtFovFYrFYDiJ78qn32LFjHDt2bC8eymKxWCwWi2XHjA9nO5HSYazwdxAvHUYXIqrHi7lL3Hr79MvZOzmS5dS5Fcq1iO++NMe9tx3BdboXXPcbe30Md9qhXW8mnF+oEyca1XJzZwOHQs5jIHdBiHAc1sW8VxeKuKMhkWgwUy5xbfFwzy5g30mdiNWovs6pG6lVsdDbiJ5uC5sCEFxYTzOJWi7s1NG92oXdLQN+nlpU55rBKd46/iYmC+PM15eYqy3w6uLrSCHIuVlCFVEOVyiHKxfd/1LOxzaB6/OBG3+UL7zwJBP5UUq1BWIVM54fxdtCGN5Jl3Yv7LR/W0rJSK5IMTvMG+UZXOniSqcT+e1Kl3rcoB43CJOQwA1wpYsjJEOZAYYzQ5eMBF/N6v7tsdzGXfGWK4Nu+9S3opfY+LVO70THXSVDtBFC4kqHWKVd1ImON3V+r+3PznoZpvKH1g0OOaSvyUKQZ0QlzNXmmVmZZSI/ylMvfwlvZpHkya/0FFUcLS0BApMk6DBC+r0/9/vJ1Vs4dj1TDz/IzONPIl2XZqlE/dRp3EIeXId4cakVnR6CkNAS9RECN5tFuA6ZyUncwQGAPY129kZGCFvHYafHRIUhkMaMB+PjfVnf1cxB64C39A8dx9ROvU7j7AzR/Dw6SZCuiz82RnZ6ivzR63quX7BYLBaLxdId9lOVxWKxWCwWyxqmxgs4Thr/Xa3HF4mG3VJtxPitDuKpsd6jm9fSD2cvgOc6FLIe5WpIcSDg5NkyN1575YtHe30Md9KhrbVhdqFGojVhrPBcQaJasczx+mjwNu2Y99LyURaa8/gyT6Wxwpy/wHh+tCcXMCKNmK5G9XVOXUOrz52LRehN98u0HeoS37nw/EcqwrTc60KIi1zY3dIWt2IV40iX91z3Q3y/dIIT8ycJHH9Hzse1HC1ewwM33c9TL38JV7qUagucLs9Q8HO70qXdC/3q3050QqQTJvNjHB6Y4Bfe/TO8UZ7hfLXEy/MneW72B1SaaZzyZGGMrLdxyoMxhkbcoJlE6XFvRYr7jk/G9alGNXzHw5EOhwoTG69FJZxafoNzKyUWGkskOhUTR7PFbcW798rletwrlV761Dejl9j4tU7vbpMhLn58h4QEMDSTaEPn99r+7MHMwLbSFzzH5fDAJPP1RUq1BQIlePnPP8e1cb6nqGJVb5BUqwA0Z0vkczlEj4NnO3H17obgM3TzO3Dyec498RQykyGuVIiXy8TlMrRjwIUAoZFCIHwf4brpc3NoEid3IfFhL6Odg8OT1Nx0wCCpVnEHCj1vS1VraY+545CZOtzHVV6d1E69fqA64C07R4UhC1//BkvHn0U16q1hmAijdfpe6PsI18HJ5ijediuj99xl4+AtFovFYtll7Ldsi8VisVgsljVcPzVELvAYKgTMLzeIE92TKBwnimojZmw4Sy7wODY91Lc17tTZu5pC1mOlHqGUYWa+diBE670+hjvp0F6sNIkTTRgpHCnwPUmiEjAXhN/NEEIwMTxAo3wjDef7eLLAQrVMopOeXMB3XXMHXz/ztxs6dQWCtlbdFh+3QhmFQAKCzCrnZStgurPN7Qjgm7FW3OqX8zHv5TYUl98+cSN5L8vTJ75Cxg06/bUbdWn7jsdYtshgUGAoM7ipi7uf7Fb/dsb1uWH0KDeMHuXOI7fzH771nzm3UmK+sYS3Qeyy1roTM9526GujMCbVmKRwkAhiHTOcHSJwfI4Wr7loG6GKOH7u+5xYfo160kwFyVb0u0R0Fe/eDWES8c0z3+V751/c08e90um1T30jeomNX+v0rka1rpIhViNb57PWmkhFnffB1c7vtf3Z260LgPR9eyw3QqxiMt9/HSoRK8vLZHP5rqOKvWKRpNHAxDE6ioiWlgjGRrva3za9uHp3W/ApHLueY49+vPMYRqXualVvpAJ1S9AVQoDj4A8N4hWLGwr3exXtnLn2WpxsDndokGh+AR3HPYmjOo5JqjX8sVGcbG5Xe7ivFhpnZzrn6EHpgLf0TvXka5x74imi5WXiSoWkXEFH69N/pO/jDg2SVKuUn3+BqYcftK9Hi8VisVh2EStaWywWi8VisazBcyW3v2Wc6vGI5UqT2cU60+P5roWf2cUGrhQM5X1uf8t4X2O3d+LsXUvgX4jRnluq73ht+4G9Poa9dmgbA+VqRKw0xkAQOBf1BcttrFcIwXThMCcXmzB5Cke6RKrZkwv4xtFjHD/3woZOXd/xLojERm8pBBmjSbTq3CfrXXC8CUS64621r3Zhd8tqcQvoi/PRlS5Pn/gyH7vjQxuKkUeL1/CxOz7UETaHsoP7Stjc7f7tSwnjjajBbG2eetwkVlFr8GKtnz4G0hmIlbDKQn2JN8rnOqL+6coMX3ztr6lEVRoqjXyOVLxuvduNd98up5bO8PSJr1BuVjoDCXvxuAeBnfSpr6WX2Pi1Tu9ukyFW0z6X22fu2uGYtf3ZU/lDPUUMT2SKHHrjdWRNE8cJQ9cd7Xo7TjaLEwQkLdE6KVfwR0YQXQ5PQfeu3r0SfJwgYOK+9zFy1528/JufQNUb6CjGGxpCui4y8JFBBjeXhUvs915EO0vXpXjbrSTVKvHyMuFsicz0VNefP8LZEsJ18AYHKd52q42f7gPR/HznHD0oHfCW3ig//wIzjz9JUq3SLJUwicIt5PFHR5BB+j5olEKHEUm1SjS/QLy8jG42Of2ZzzH18IMM3fyOy70bFovFYrEcSOynXovFYrFYLJYNuPuWKZ57ZZ5mlOdsqcrcUoPx4sYRuGsxxjC31KDRTJieKFAcyHD3LVN9Xd9OnL1raYutWhsS1XtU836j22NoDNSbMc0wIYxTh3UYpU52KQU/9LZDmz5Wrx3a9Wbau5oojesIhEhFb0gFa9/b3qCD5zoMmsPUZ33cqdOMBYMoEfbkAt5MkAzcgFT+kSit2cq4HqkYgcCVDkOZgYuec9/xW+KSwBizIzF3tbi11Cj3xflYqi2QcQO+eea7vPf6Oze8feD6vPf6O7nnundzaukM56sl5usXIqTHckUOFSY4WrwGV+5sqKRb9qJ/ezNhvBbVmFkp0UyaKK0vGf1uSJ3N51dK/MHxL/AT73gQgMf/7i860e0a05d490vx/dIJnnr5S9Siel9j5a8WdtqnvppaXL9kbPxa1jq9u02GWE17cEiQvuOtdX6v7c/uJYIfYHghJKsEbiMiDnyaKLp91txcFuF5CNdNe62TGFWvp93PXdCtq/dyCD6NN95AuA5oTTA2Subw5r+Tt2Ivop1H77mL8vMvoJtNGmdnCOfmCMbHt/0ZMpybQ9UbZKen8ItFRu+5q6/ru1rRSZLGypN2xO+E/dQBb+mO6snXOPvYE8TlMuFsCSeXJTgyvS4RQThpzL87UEDHMeFsicbZGYLJCWYefxK3ULCOa4vFYrFYdoFdF62//vWv85d/+ZecPXsWrTWHDh3i7rvv5kd/9EfxuohI+o3f+A0+85nPIITgxRdf3MUVWywWi8VisUDGd3n4R97EZ/7sJSZGcpQW60SJZnIki+dufqErThSzi6lgPTmSo5D1ePjeY2T8/n7s6tXZuxFt8VtKgevsTADfT2z3GGptWKw0KVcjlNYobQgjhdYG35NUGzH1Zszv/D/Pc/tbxrn7lql1x7PXDu1mmGBMugav5XhXyiBlKmAHXZw3hazHysIAk/UfZjpYIQrOM5ApUIvq1MI6kU4do650ybg+BT/HDx+5jXuue/dFwuRmgmTWy+BIiee4RCre1G0dqQhlFBknwJMew5mLI9VdmYp/Uki00eRWubC7pS1uCSEo1RaohrUdOR/H86OcLs9QCat87/yL3HPdu7cUnV3pdGKz9xO73b+9kTBejxo04iahCjsiH6TRzOmREIBBG9MREduidi2u8/ryG/zB8S+Q83I0oybzjSWybsDkwETf4t03Y7dj5a8G+tWnHquYalRnLFsk52bWxcZvxkZO7+0mQ6ylXcsgpcR3/HXO77X92b2SXarjGYmTaMJBlzAJyftdvh9KgT80iG42UUmCboaoZrMr0bpbV+/lEnyupGhnJwg4/NADnPns5wkmJwhnS5goJpic2DIqvP08qXqDYHICt1Bg6qEHbIdun5Cui5Dpe4FRakfC9U464C2XD9Vscu6Jp1C1GuFsCW94aFu1DNLzyExPEc7NEc6WkK7LzONPcuzRj9vXp8VisVgsfWbXPlm98cYb/Mqv/Arf+9731v3b5z//eQ4fPsyv/Mqv8IEPfGDb2zSX6PSzWCwWi8Vi6SfHpod45N438dhXX8VzJbMLNU6dW6GQ9ShkPQLfQUqBbomc1UZMtRHjSsH0RIFC1uOR976J66f612Xdpldn70aE0YWY8fFiri/r2y9c6hhqY9LO61gTKU2S6FTEb0Vzx4lGSkFpqUEYa6rHI557ZZ5H7r34uPbaoR0luiOQOLLtdtf4noMjJdnAaTm+E6I4vW3bgR34LrmM24kQb8e8x7FgKLmOyWuH+caZ7xCr5CLHqxQCz/GQ0uGF0ss40rkovnorp+5gMMCSXiZWCZGKCVb1GRujW/3FisBJ47En8qNIeeF5MMawEtWRQuBIFwQkWu1Y3DJaI6WzY+ej53gU/BzlcIWh7CCnls7sO0F6u+x2//ZqYVxKycnFM8T64iht2fG+kjaZm9Rh7wiJEBJPeiidkJiERtzkbGWWjBsggEG/wEimeMlj2W28+1qaSbgnsfIHnd3qU99uUsE6p7efZ7vJEGtRRiGQgCDj+qxEtYuc3y+UXr5IyO6VYKWJ20o3UVJsGEW/HbxikWhpGR2GGKWIlpbwR7dfCdCNq/dyCj5XWrRz4dj1TD38IDOPP4l0XZqlEvVTp3ELeZxCHicIENLBaIUKQ1S1RlKtIVyH7PRUKlg/8pB1cvYRf2wM6afnjg6jzs+90EsHvOXys/DMN4mWl2mW0oGb7bx/tRFCEIyPY6KYZqmEzGRY+Po3mLjvfbu7aIvFYrFYrjJ2RbQ+d+4cH/7whymVShsKzUIIZmZm+J/+p/+Jr3zlK/z6r/86+Xzv8WEWi8VisVgsu8XNN4yRz3o8/rVXyfgO5VpEuRqyUl/f2+h7DmPDWYbyPsMDwTphs5/06uzdiGojTkVSRzA1dvA+k212DJdWQsJIYUzq/sSkbvPAd/BciedKxoazSCmo1mPmlxssV5o0ozyf/q8v8ci9b+LmG8aA3ju0248LaTx5FCuEELiOREo4NbOSxiybVbdtCepCgCMlQwWf4mCm47xvyEW+s3Kc0TOCalijGtUuEkOilti75JQ37eXdzKnbdkWnbuuISEU4wkGTdlgLBBknwJEOk4Uxsqtcg+2+5GbcZDQ7QqhCMPRF3BrNjTBXX9ix8xEg7+VYCWsorThfLV2xojXsfv92Wxj/v7/zOVgTBd7yVXPh66BACJnKiK0uc0c6eE7qMA1VhNYJtagVy50Z3rV499X8zZnjexYrf9DZ7T71rVjr9B7ODG8rGWL9OtL3srZT25XeOuf3s+e/f1F/dq9IpZGt14eW4pJx+pshHElmcoJqtYpwXXSjSbPlaO63q/dyCj5XYrTz0M3vwMnnOffEU8hMptP9naxU191W+j7+2Cje4CD+8HDX3d8HBR3H1E69TuPsTDqokCRI18UfGyM7PUX+6HVbntdbkZ2eQrhpAkBSreIOFHpeZ7cd8JbLj45jlo4/S1ypYBJFcGS6p1SeYHKC+qnTxJUKS8efZeze91i3vcVisVgsfWRXfqv+2q/9GrOzs51f/rfccgu33347QghOnDjBN7/5TZRKLxA++eSTvPLKK3zyk59kbGxsN5ZjsVgsFovFsiOOTQ/x6Adv4ZnnZvjuS3MUBwKUMoRxGiEtpSBoib65wNs0Qrqf9OrsXUucpA7xseEsucDj2PTuiOyXm7XHMPAczsyu4LmCKDa4jiTTcs6vFoLbfeEDOZ840cwu1jlbqjI5kuOxr75KIed1BhN66UGXIu1dNcYQJwqlDb7npO53Y0hazut2hPtF95WpuK3KmpVaxMhQBp2bp5w/TU4bauX6jnp5N3PqKq1bIpBB6YjUOevgux6udPCkx0R+9CLBem1f8kBQQApJLar3RdwayQ1xtnIO2JnzcfX9oyRivr60o23tB3a7f/vI4GGUUdAJARctcdC0ZyzSvxXpf13p4kl3Xc95rGLSFmxDopJV990evcS7Jyrhe+dfpBJW9zRW/qCyF33qm7HW6b1QX2DAL6B0ecNkiM2IVIxA4Mp0IGa+vt75vbY/26G3Y60diW4tR+ruerfXIn0f4blgQLgu8XKZaGkZJ5vFHRzEHxxIe6934Oq93ILPlRrtXDh2Pcce/TgLX/8GS8efRRWHOzHnRut0Da0ecCebo3jbrYzec9dVFzmswvDCc9Sor3+OfB/h7uw5yh+9Diebwx0aJJpfQMdxTwJ4tx3wlv1B7dTrqEadpFzBLeR7Hn6QnodbyJOUK6jiMLXXTvW9YsBisVgslquZvn86//a3v823vvUthBBkMhk+8YlP8P73v/+i25w7d47//X//3/nzP/9zAH7wgx/w4Q9/mN///d9namqq30uyWCwWi8Vi2TEZ3+W+d13Lvbcd4eTZMjPzNeaW6iTK4DqC8WKOqbE8x6aHcJ3enVfbpVdn72qMMcwuNnClYCjvc/tbxvdk7ZeL9jH8obcd4l9/5jsM5H0WlhsUchfi3tdGbq/GcyXT43nmlhrMLtZxXcljX32VRz94Cxnf7akH3XfbnasQJwbPlUSxxvMkjZYL3HUkni877uq261opQxQr4kQTGIezKzPoyVdxHUXNNBhycjvu5d3MqbtUX2axuYzSmkSnAqMxhpyXZSRb7Lgbt+pLznnZvolbfzvzvb44H1ffX2NI9O458Paa3erffnXxdRbryxg0AkHWzWAw6DW91u3/b/QepY1GCAkmFZJio2gkTfJed3UF3ca7n1p+g3rStLHyfWS3+9S3Yq3T22kJzL6rCZOQWMd40tv092SkIpRRZJwAV7goozd0fm/Un90L4UCGxEnX4mjT03aM0sRLSzTnFzBxksYdGw1SglIk1SrJygrNGZGKvl66/724ei+34HMlRzs7QcDEfe9j7N73UHvtFM2Zc4Rzcx0XcTA+TmbqMPnrj16Vjs3qydc498RTRMvLHTd6Owp+NdL3cYcGSapVys+/0LUbXXoexdtuJalWiZeXCWdLZKanuv7s3E0HvGX/0Dg70xmG8EdHdrQtp5AnWalilKI5c86K1haLxWKx9JG+f7J64oknOj//83/+z9cJ1gCHDx/m3/27f8d/+S//hV//9V8niiJef/11fuqnforf//3f59ixY/1elsVisVgsFktfcB3JjdcWufHa4uVeSk/O3jbGGOaWGjSaCdMTBYoDGe6+5eoYHvzWi+fRBsIwoTiY6UrsF0IwXswSJZrZhRoZ3+GZ52a4713XAr31oDfDBEHquk6UxnUkcaxwpMD33U7s94U1gETgOuBpSRQrmnET5/CrCBkRiQZjwRCHB8b70su7mVN3rrbAq4uvo4wiUYpQRdTjJvX43EWPsVVfcr/ErWfPf78vzsf2/aH1HEt7IfpSPD/7EsoolNZ4jovbg/C7WuCG9P2pGtW6Fq2hu3j3cyulNC7dxsr3ld3uU9+MjZzernSRQuI7PpGK0CYVh1dHhRuTpkcoozpubCEEK2F1Q+f3uv7soLdajUYxRyw0ypV4zYTA7c41qmp1mrMldByjm8006jqKkEEAWmNUmtiBEKkrWaZDI5nDh3AHCl07Vi+34HO5o50vFVutR0fSYYEtkK7LwJtvsALXKsrPv8DM40+SVKs0SyVMonALefzRkY4D3SiFDiOSapVofoF4eRndbHL6M59j6uEHGbr5Hdt+vNF77qL8/AvoZpPG2RnCuTmC8Ut/XoLuO+At+4tofr4zDCGDnaXytN8zdRgRzs3teG0Wi8VisVgu0PerMM8++ywAhw4d4oMf/OCWt/2H//AfcsMNN/A//A//AwsLC8zOzvIzP/Mz/O7v/i5vfetb+700i8VisVgslgNFL85eSCPBZxdTwXpyJEch6/Hwvcd2Nc58vxAnmu++NEe5FpFow5GRXE/xppMjWU7NrFBarPP/PnOKuaUG2pC67oez3PPOKY6/PHfpHnTXIeO7KG0IowTfc0mUwnUlvruxK3U17Q7uqPAG2gkRfgOjHA4VRvvey7uRUzdMoo4Lu540u+5L7pe41S/nY/v+kMaEj+Uu/3DKfudM5RxKa8DgiB5jkk16/zYGQzMJe9pWN/HuC42li4535/GNoRE3aCZpb7shjW72HZ+M65P11g8HHbRY+Z2y233qWz3u2mEYrTXaaFzpkeiEZtLEERKBTOPotUIg8KSbnsutQaHNnN9r+7NHVNKTS395NGDQMeSyPrl6QqaLYZukskJzdhaTKJJmE5RCuC5ONkPu6HVI10UnCUm5Qryygqo3wGhk4KOjmOIddzD539zflUP0cgs+lyvaebux1dr1KLzj7Qz/8Lu7XtPVSvXka5x97AnicplwNu1JD45MrzuuwkmHFdyBQqeLvdHqbZ95/EncQmHbjmsnCDj80AOc+eznCSYnCGdLmCjelQ54y/5CJwlGp0NyO6kXABCtChCjNTo5OKk8FovFYrHsB/p+ZbLdZX3bbbdt6/Y333wzn/3sZ/noRz/KG2+8weLiIj/3cz/Hf/pP/4lbb72138uzWCwWi8ViOVBs5ezN+hLPk7hSoI3qOHurjRhXCqYnChSyHo+8902dXuaDzmszZephTLkaUsh6PfWAa20oVyPCWFFfisnUXJ557lzHRd3uNw88h7HhDNnA3bIHfaUWtXrJFVGi8ByxLcG6gzCYgXmEG4HQuMkg5WrE6HD20vdtb6LHXt5+9CX3Q9zql/MRoBbX8R0PRzocKkz0vJ2rhWpU6zildxLNbtb8QbWiwrulm3j3RCcXxcprrVlulik3V1qOe4PWutOvLaUk7XCXDGUGGM4Mtf7u4MbK74Td7lPfjI2GYRYaS9SiOsakvelKJ9A6sqJVvZAYTcFPKw62cn6v7c+eq81zeGCy64jhUnMJ/0iB4ukIL46JSnPbiipWtTrN87PoJEE1m0DaY+3ksvgjIx0RzXEcnIlxgonxiwQ3Meyw/N3jDL7lpq6ilS+34HM5op27ia2WhTzlWo36Sy/j/bf/0PYcXwLVbHLuiadQtRrhbAlveAh/fOzSw3qeR2Z6inBujnC2hHRdZh5/kmOPfnzbAnLh2PVMPfwgM48/iXRdmqUS9VOncQt5nEIeJwgQ0tlRB7xl/yFdF9H6nW2U2tH7mNHpZxQhpY2Ht1gsFoulz/T9N2utlroiBgYGtn2fa665hk9/+tN89KMf5ZVXXqFSqfDzP//z/PZv/zZ33nnnpTdgsVgsFovFchVz8w1j5LMej3/t1YucvZXaBadi+yKg7zmMDWcZyvsMDwQ8cu/VI1gDzMxVO13Qo0OZru9fbybMLtSIE402Jv2vjjmXKHzvwsUv33MYKgQM5X0G8z4//I5DgNiwB328mOVX/93XcB1JGCmEK7q6CB+7SyATpB9jEg+JS7kaMjKU6Wo7O+nl3Wlf8k7FrX45H2MVU43qjGWL5NwMR4vX9LQ/Vy3dhRb0664X0U28uyvdTqx8Layz1CwT65hEK2KVYLg4thwFAonnuCw2llkJa0zkR8n6WRsrvwW71ae+FRsNw8QqZr62SDWupy5ZIdAYHCSFIM9YbgTXcbfl/F7bnz1fX2QsN7LtiOH5+iKNuEnj7dfB8gwD2Txhq+d4q6hiozTN2RJGKVSziZACDMggQHoefnHjdIh+CH37QfDZy2jnbmOr48VF4nIZHYYXxVZfKlY8f/S6nvvBr2QWnvkm0fIyzVLqsN6OYN1GCEEwPo6JYpqlEjKTYeHr32Divvdt+/GHbn4HTj7PuSeeQmYynaGEZKW67ra9dMBb9h/+2BjST9/TdRh1fu4FFabfsWTgE4yP92V9FovFYrFYUvr+bTqXy7GyssLSUneRaBMTE3zqU5/iox/9KC+++CKNRoNf/MVf5N/+23/L+973vn4v02KxWCwWi+VAcWx6iEc/eAvPPDfDd1+aozgQEIYxYawwxuB5XsfZmws8bn/LOHffMrUvI8HjRPPaTJmZuSpzy40LIu9wlqnxAtdPDfXkkAaYW24QxunF8sDr7oL7Si3i/EKdRGvCKHVMC8BzJUOFgKmxfBrzHSuq9Zj55QbLlSaTo3n++tkZHrn3Tbzv9vVdrSdOLzE2nGVppYnrShIFJlQE/tZua2MMYaTR2SquNCAVrsqSKI3SknozIZ/t7kL45e7l7VXc6pfzca62gCscBoMC7zz0tr66Pw8qBT+PbD3PSmtkD0JW2i+86lgJeo4a7ybevR0rr3TCueosAkGoYgwGVzo4wkO2+o2NMWhjUCbtwI5VgnY0MyuzTBbGOuu3sfL7h82GYSIVtSoIUqf1QFBI6we6cH5v1J8dq5jx/CjeFvUEsYqZqy3QiJvpwENmgJv+2w+hnvpLmFSXjCqOl5bSeOuWw7ojWLsOweQEwtn8d+NOhb79IPjsVbTzprHVjktSb5BUqmlEuDEIIZC+jzc6SlKtEp47jzSGs//lMSovvkT9jTe2jBXvtlv8IKDjmKXjzxJXKphEERyZ7qmqJZicoH7qNHGlwtLxZxm79z1dDUEUjl3PsUc/fiH+vTi8/ji1BhSuxuN00MhOTyHcNGo+qVZxBwo9b0tVa+lr2HHITB3u4yotFovFYrH0/Srl4cOHqVQq/N3f/V3X9x0eHuY//+f/zMc//nGOHz9OGIb80i/9Ev/n//l/9nuZFovFYrFYLAeOjO9y37uu5d7bjnDybJlXz8wzv9xAaUM+l+04e49ND+FucWH7ctGMko7oXg/jTeO0dyK6J8qgdSsOWG7/Amm9mXB+oU6caMJY4UhBJuPQCBMcKZFS4DgSx0ld1gM5nzjRzC7WOVuqMjmS47Gvvkoh561zts/MVQk8B891UtlLQBgp6k2F67S2K1v/gEFpUEqTKIMQ4GVDcFLXoCc9wsRgTPp8ditaX8m9vP1yPk4NTDKUHeTOa27fg1Vf+VwzeJjvl14GBIlWWwp2m1HMDlHMDnFupcRiYxmBIOP2Jgp0E+9+eGCCKIlarur0f45w8J1g3XkjhMAR4ODgSUOkIpoqJMBntjpP4Pg2Vn6fsltO7436s0+XZyj4OfJeLq01EBJlNFESUYvrVKM6rnAu6su+ceJGyk7h0lHFSUJzfgG9qsP6gmA9iZvLXXLNOxH69ovgs9vRzhvFVnsjIyTLy0TlCqh0GBCtO333SJkWDUiBcCTNmRlCx6X22im84jBJZWXTWHF3aJCkWqX8/AtXjYO3dup1VKNOUq7gFvI9O82l5+EW8iTlCqo4TO21Uwy8+YautuEEARP3vY+xe99D7bVTNFuJB21HfDA+TmbqMPnrj9oY6Cuc/NHrcLI53KFBovkFdBz3dO7pOCap1vDHRnGyuaviNWuxWCwWy17S909cN954Iy+//DKnTp2iVCoxMdHdF/ZCocDv/d7v8eijj/I3f/M3JEnCr/7qr3LNNTaaz2KxWPYzu+mMtFgs3eE6khuvLXJo2EFrjZSSwcHBy72sLTl5tszjX3uV5ZWwE28exes7bdux29XjEc+9Mt91vLnrCKRsu0IN2zGFam2YXailDutY4bkC33M64jeCjtN0NZ4rmR7PM7fUYHaxjutKHvvqqzz6wVsuEtvb7m/XEUyO5FksN3CEIFaaRGmSaH3fp5QC35N4jsS4IH1JIkTLsZpGl0dR953AV3Ivb7+cj3k/xwfefN+mscCWi3nH5Fv4i5NfQwqJMgptdOs83B4/ev1d/Hdvf4DA9YlUzBdeeIKnXv4yBf/SAtxauo13PzQwzkJjGSkkoQrxHZ9gG2K5EILADYhURKgijIF63OTI0KF9EyufqIRTy29wbqXEQuNC1P5otsjhgQmODh/B7SFC33IxG/Vnl8OVlpP7YnzHY2yTvuztRBVrpdDNZuoAbXVYS89LncPbEKzb9Cr07SfBZzejndfGVju5HI3TZ9BxjEmS9P9ar7+jEAjXRWMwYZQOvkiJajbxR4qbxopH8wvEy8voZvOiWPGDTOPsTMfR7I+O7GhbTiFPslLFKEVz5lzXonUb6boMvPmGnu9v2f9Iz6N4261pnP/yMuFsicz0VNepPOFsCeE6eIODFG+71Q4zWCwWi8XSZ/r+m/WHfuiHeOKJJwB44okn+NjHPtb1NrLZLJ/85Cf5pV/6Jb761a+ilOL111/v91ItFovF0gf2whlpsVgONs+/Ms9jX32VaiNuicOGQtZjdCiTvodIsWHsdjPK8+n/+hKP3Psmbr5hbFuPNT6c7cSCh/HFPdSbsVhppg7rKHVYt++jTSpaS5EKyBshhGC8mCVKNLMLNTK+wzPPzXDfu67t3Ga1+7uQdRnIDbJYaVKuRiitMab1WGmSbSuuGBwpGSr46EKWqpQkgBHpdowxmG09Ixdzpffy9sv52BaSLJfmhpHrGMuO0IxDmklIlEQE7nqn8kb8+A3v5b97xwOdP/uOx8+884PkvSzPzbzU1Tp6iXf/ztnnybgBS2YZIVKnZDvudzv4jo/WmmYS4kiJ0vqyx8qHSdTpca4nTZRWREmExiAR6WtAOtvqbbZsj436s3t53i8VVRxXKiRCoBoNnGwGf2QEv1jcMhJ8M3oR+vab4LMb0c5rY6udoSGa585hktS1jTGpw93zWs97moBilMYkSeqm1hqEwKhWb7fvk5mchFXpLsJJHevuQKETXd44O0MwOcHM40/iFgoH2r0Zzc93nOcy2Nn7T/t46jAinJvb8dosB5vRe+6i/PwL6GaTxtkZwrk5gvHxbafyhHNzqHqD7PQUfrHI6D137cGqLRaLxWK5uuj7lai777678/MXvvAFPvrRj3bdTQPg+z7/4T/8B375l3+ZP//zP+/nEi0Wi8XSJ/bKGWmxbAfr9r8yOXm2zJ/+1assV0NKi3WyGZcjI7l1x6qX2O2NmBov4Dip8Fytxwzktr5YagyUqxGxSsXjILggRimVDucIAcEWwzhCCCZHspw6t0K5FvHdl+a497YjnYj2te5v35OMDWcZHcpSb8Y0I0UUK7QxLYHcIeM75DIeQsAyBaRxQIAhARyEEHT/Cby7PuD9Sr+cj5bt4TouP3r93fz/XnyKWMckOkFqiSe9Lb8HrhWsV/MP3/b3yXk5vnX62W2toZd490QlfO/8i2m6gBBknNQ5Hev4kmtf/bhCiE6seDMJedf0O7e15t3g1NIZnj7xFcrNSue8j1S87na+4zEUDFCL6ny/dMKe931gs/7stsN9u33ZW0UVr7z0MiECozW5o9ftqFe3V6Fvvwk+/Y52Xh1bLX0/dZQnCToMU6E58BHrkiQEwpUoKaElVNN2YisFSUJSb+AWNnbDS88jMz1FODdHOFtCui4zjz/JsUc/fmC7k/Uqt7rYTuTNFojW68lojU6urIQYy97jBAGHH3qAM5/9PMHkBOFsCRPFBJMTWyZHtIdLVL2RplsUCkw99MCBfY1aLBaLxXI56btoPT09zc0338zzzz/P6dOneeyxx/gH/+Af9LQt13X5rd/6Lf7ZP/tn/Omf/mlf12mxWCyWnbGXzkiLZSus2//KpRkmPP61V6k1Y0qLdYYKPuPF7CUvfm83dnsjrp8aIhd4DBUC5pcbxInecpih3oxROo3pdp1UoIY0MjxRGt9zcKQkl9n6cT3XoZD1KFdDigMBJ8+WufHaVBTezP0tBOSz3iV7qX09iEAicUhEBGRTcdvv/kJwN33A+5l+OR8t2+NHjv4Q35l5npcXXqUeN4hUjDYG3/E2jArfSrBu8/fe/F600fztzHO7Eu9+avkN6kmTlajGcGaQSKUDG5GKtlx7G210az8VrnTRaEZyw5xbme17d/J2+H7pBE+9/CVqUZ1SbYHEKAp+jpHs8IYJA/ONJZabFSaSkC+88AQP3HQ/b5+4cc/XfdDoV3/2RlHFpz/3BVSzSVKt7jiOtlehb78KPv2Kdm7HVqswTP9C61Sw9ty0g3uLcTATx+mk2xpUGKIam4vW0KocGB/HRDHNUgmZybDw9W8wcd/7drQ/+xXpugiZvr8apXYkXBvdcrRLaWOaLduicOx6ph5+kJnHn0S6Ls1Sifqp07iFPE4hjxMECOlgdPpeoKo1kmoN4Tpkp6fS969HHjrQaQgWi8VisVxOduUT3b/8l/+S1157DYDx8fEdbUtKyf/xf/wf3HLLLSwuLvZjeRaLxWLZIXvtjLRszdXsMLZu/yubZ56fYXklZHahRjbjbkuwbrOd2O2N8FzJ7W8Zp3o8YrnSZHaxzvR4ftPHbYZJGs+tDV5LBDbGEMUKIQSek0Z0b9RpvZZC1mOlHqGUYWa+1hGtu3V/ryWji0jj4ZgMIVWEDBCCroczuu0D3u/0y/l4tZFo1dXzkaiEwPX5yZsf5P/+zuc4WzlHMwlJdILWCke6OFIihUQg+HtvvrRg3ebv3/ijKKP50sm/7nu8+7mVUjrIoGIOFcYxGEq1eYQQREmcRn4L56K1GwzaaJTWKKMQpN3WGDAYAsfnfLW056L1qaUzPPnyF6k0VyjVFsh6Gabyh/DWdFY7OPiORyHIM6IS5mrzzKzMMpEf5amXv0Tey1nH9T5mvwh9B1nwacdWmzgGx7ngsL6UYG0MJMkF0dpxUre1MWm0e7lMMD665WMLIQgmJ6ifOk1cqbB0/FnG7n3PgRRi/bExpJ9+1tFh1Pm5F9oDBjLwCXZ4/dFy9TB08ztw8nnOPfEUMpNJ6xfKFZKV6rrbSt/HHxvFGxzEHx5m6uEH9+X7l8VisVgsB4Vd+fT71re+lbe+9a193eZP//RP93V7FovFYumNy+GMtGzM1e4wtm7/y89OBibiRPPdl+Yo1yISbTgykuu6UuZSsdubcfctUzz3yjzNKM/ZUpW5pcam72NRojvd1Y5sCdaJRmlDJnDxPElxMLOt9Qb+BTf13FK98/fdur/XInEoqGkSQgw1ZNBAyuCS7u/V9NIHfKXQL+fj1cByo8xwtruBHtdxWawvc7R4DT91yyP88QtPcrZynnrcQBmN0TGJBhA89Jb38/95x4Ndbf/Bm+5HCsn/8+L/u+7fdhLvvtBYuigOv50wUKou4AhJohWxSlBqvQtVIPEdD1c6uNKjmB1irrZAlETM15e62r+d0kxCnj7xFepRg1JtgcHMAGO5kUt/LnNcDg9MMl9fpFRbwJUuT5/4Mh+740M2cWCfsp+EvoMq+OgkwSiFTpJUojYmjQS/ROGGUQrTuj1CpLUB7bhwY1DNBmhzUa/1RkjPwy3kScoVVHGY2munduwe349kp6cQbjoMkFSruAOFnrelqrV0qMBxyEwd7uMqLQedwrHrOfbox1n4+jdYOv4sqjiMSVQ6uKJ1OtQTpOeWk81RvO1WRu+5y0aCWywWi8WyyxycK9cWi8Vi2RMuhzPSsp6r3WFs3f6Xl34MTLw2U6YexpSrIYWs13MawFax25uR8V0e/pE38Zk/e4mJkRylxTpRopkcyeK5Fwu12hgw7Z8hjhVKGwLPwZWSyZEcziUuQrdp91an0eIXIkS7dX9vxGB8LXPxGaSTh0wNJwi3fd9e+oAtB4+52gLj+Y2dgEop/uiP/oiPfOQjG/77SG6Y89W5tE/8tp/giZe+yOvlsyw2lgiTGG00D910Pz99yz/Y9PH/4A/+gJ/92Z/F2cA9+oEbf5TBIM9fvPK1vsW7JzpBt17cTisGPOdluXZoiqVmmUq4gitdwKCMTt8HRPu2AkdKBoMBipkhDOnQh8aQ6L3tVP2bM8cpNysdh/V2BOs2QgjGciPEKqZUWyDjBnzzzHd57/V37vKqLb2w34S+gyj4SNdFR1HqkE4ShOtu0GG9AS1XNUC7R0TABSHbsGWv9WqcQp5kpYpRiubMuQMpWuePXoeTzeEODaa94XG8Zbz8Zug4JqnW8MdGcbK5fTsMYdm/OEHAxH3vY+ze91B77RTNmXOEc3PoJEG6LsH4OJmpw+SvP3ogUw8sFovFYtmP2N+4FovFYtk2l9MZabnA1e4wtm7/y0u/BiZm5qoolcZsjw5tz6m8GZvFbm/FsekhHrn3TTz21VfxXMnsQo1T51YoZD0KWY/Ad5BSYLRBaY3WhmaYIIQgE7ipYD2aI5fZ/kVWrdML2lIKXOfi87Ub9/dajDEsLMWY+HoyR15BCodENji3Mst4fnRX+oC7IVEJp5bf4NxKiYXGhXju0WyRwwMTHB0+gutcntdgv9a2n/dxOyw3ylsK1j/3cz/Hpz/9af7mb/6G3/7t397wdocK4x3H9S+8+8N888x3OX7uBRYay/zwkdt48Kb7N338Rx99lP/4H/8jX/ziF/nDP/zDDYXr91z3Q4znR3l+9qW+xLu70kW23JPKaBzSbUgpGc0VGckOU48bhElEpCIMBoHAd3wC1yfnXXh9RipO74toCd17Q6ISvnf+RSphlcQopvKHevpcNp4f5XR5hkpY5XvnX+Se6959YJIWrkR0HFM79TqNszNpXHVLPPGKRXSicAYHiBcW94XQd9AEH39sDKM0kPZ9b9fNbrRe/3er/yAEOmzCdkTrlqivw4hwbm5bj79f2Ozc9cfGyE5PkT96HdLzkJ5H8bZbSapV4uVlwtkSmemprt6/jDGEsyWE6+ANDlK87dZdPce2u2+WKxPpugy8+YYDOSRisVgsFsuVxv7/1mCxWCyWfcPldEZaUqzD2Lr9Lyf9HJiYW24QtsTuwNuZOLJZ7PaluPmGMfJZj8e/9ioZ3+mI8Cv1qHObONbESerHdB1J4Dl4bveCNUAYXdjf8eLFF667cX+vJk4Us4sNGs2EwyOHcXVAZvQ0RqbOydPlGQp+ru99wNva3yTim2e+y/fOv0g9aab9wUnUN6fsfljbft7H7ZLoZNNI8NWCNcDv/M7vAGwqXI/khjsd1+0+8eVGmbH8yKaP3xasgc7jbCZc3zT2Jm4ae9P2d24LRrNF/NaxCOOQWMWESUik4lUCtUfgBgxnB5FbuC1Xx4yP5fbu88yp5TeoJ03K4QoFP7euw3q7eI5Hwc9RDlcYyg5yaumMjdO/DKgwvOBabtTXu5Z9n2R5mXi5jE4SmudnyR6Z3hdC30ERfLLTU5gkSd3SWiO6Gao1Zv2f265rkYrQ20G0BkaM1uhkb5MbemU7565wL3bcj95zF+XnX0A3mzTOzhDOzRGMj297WC+cm0PVG2Snp/CLRUbvuWvf7Nt+ThOwWCwWi8Vi2e/0VbSenZ1lcnKyn5u8JKVSiYmJiT19TIvFYrlaudzOyKsd6zC2bv/LSb8HJhJlOs7j7cZrb8Zmsdvb4dj0EI9+8JZO3HlxILgo7jyMEubLTZpR6rIeGcpQHMz0tOZqI8ZvRadPjeU3XMt23N/puhTVRky1EeNKwfREgULW45EfeQ8DIw2ePvEVMm5AJaxSDldYCWvrHm8nfcCX4tTSGZ4+8RXKzUpnDW036to1DAUD1KI63y+d6Osadntt+3kfu2EzZ/BawbrNpYTr1Y5yVzrbFqzbXEq47heHByYQCLTRvFE510okuHQUuJTrf1fU4nqnE/tQYe++m55bKaWDEipmJDu8o23lvRwrYQ2lFeerJSta7zHVk69x7omniJaXO/3QOlovcgrPS0VVY4gWFkFAdnp7wvVeCn1XKvmj1yFcB+E4mCTBaIPY7tuQEBeEa2MuiNbGgJCYtaL2JhidDrgJKa8Id/p2z13p+7hDgyTVKuXnX2Dq4Qc5/NADnPns5wkmJwhnS5goJpic2NKxrOOYcLaEqjcIJidwCwWmHnpgV4TineybjSq3WCwWi8Vi6Y2+fgL+8R//cf77//6/56Mf/ShDQ7vr3iqXy/zu7/4uf/RHf8Tx48d39bEsFovFkrIfnJFXM9ZhbN3+l4vdGJhwHdERm5U27ESb2ip2eztkfJf73nUt9952hJNny8zM15hbqpMogxTwtz8oUW1ErNQjhgpBT4J1nKQi89hwllzgcWx648/K23F/t/E9h7HhLEN5n+GB4KII9o/d8aGOA3goO7inDuDvl07w1MtfohbVKdUWSIyi4OcYyQ5v6Paebyyx3KwwkYR84YUneOCm+3n7xI27Erndr7X1azv7lc0E6zaXEq63w0aCdZu9Eq5nVmZRWhGqiEQnGNaLSgKJ57gs6WVWwhoThVFyXrbz77GKqUZ1xrJFcm6Go8Vrdm29a1loLF3k8t4J7ftHScR8fWnHa7Nsn/LzLzDz+JMk1SrNUgmTKNxCHn90pNMJbZRChxFJtYoOm+goQjgO0dwCOozIXXvNvhH6rmSk55GdniZcWICQ9HnOZC75eUesHmYxF95JhBDpDIwQ2/7MrsIwXUvgE4yP97AXe0e35240v0C8vIxuNjn9mc8x9fCDTD38IDOPP4l0XZqlEvVTp3ELeZxCHicIENLBaIUKQ1S1RlKtIVyH7PRUeh4/8tCuCMT92Lehm9/R93VZLBaLxWKxHHT6Klo3Gg3+03/6T/zRH/0RP/mTP8lP/dRPce21/b0Yfvr0aT796U/zx3/8xzQajb5u22KxWCxbs1+ckVcj1mGcYt3+l4fdGJgYH852hl/CWOHvYBBmq9jtbnAdyY3XFtedC+PFLF89fpZmmDC7WGd6PN91HOvsYgNXCobyPre/ZXzL192l3N9SijSO3RHkAo/b3zLO3bdMXZScsDqe+dTSGc5XS8zXLwi/O+0D3oxTS2d48uUvUmmuUKotkPUyTOUPrYstdnDwHY9CkGdEJczV5plZmWUiP8rjP/gLXpp7hbOV832N3O7H2p56+UuUGxW+dvpbO95O3svtK8d1m0sJ1m12IlxvJVi32U3huj104AgnFauNQWMIXB8pJAKBwaCNRmlNpGJileC7mnMrs0zkxxgIChhjmKst4AqHwaDAOw+9bU+7oBOdoFvymLNFfPl2aN9fY0j0lRFJfBConnyNs489QVwuE86WcHJZgiPT6wRo4Tipm3OggD82SuP0G8SVCsJ1SapVaq++hjc02BH6QJDUU4FP1eqp+ColfnEY6boceuDvWyfoJgzffhsrL72MbjRTUTKK0gjorX7vS9mJAu+4rVt/J4QAKZHB9gZLVLWWPp7jkJk6vMO92T16OXfbwxONszMEkxPMPP4k1/70h7jmp36Sc088hcxkOo7mZKW67jGl7+OPjeINDuIPD++ao7lf++YWCvZ1ZrFYLBaLxdIlfRWtf/Znf5bPfvaz1Ot1/uAP/oA//MM/5F3vehcf+MAHeP/738/Y2FhP252fn+eLX/wiTz/9NN/+9reB9OKf67p8+MMf7ucuWCwWi2UL9pMz8mrDOoxTrNt/79mtgYkH3nM9jiPwPYdqPWYg17tL8FKx2zvl7lumeO6VeZpRnrOlKnNLjW0L98YY5pbSzunpiQLFgQx33zJ1yftt5f52HcF4McfUWJ5j00NbCuCudLhh9OieRP02k5CnT3yFetSgVFtgMDPAWG7k0o58x+XwwCTz9UXOrZRw5AKvL7/BUHaAlbDWl8jtfqytVFtACsnnXnicoczgjrbjSpenT3yZj93xoX3Vcb1dwbpNL8L1dgTrNrshXK8eXqjFdVzp4kmPSEdooztx6QKBFBJXgjapcB0mIcbxKdXmkUJSjxs04iZTA5MMZQe585rb+7LG7eJKF0nrc5nROPT+HCmjAZCITSPjLf1FNZuce+IpVK1GOFvCGx7CHx+75PuJ9Dxyx47SfOMs4cIi0vdb2wuJKyuYOE67kNviqRAIxwEhSBpNvOFhSl/6CvHiku3f3YD80esIDk+SVKupazpJ0MakQvIG9QCQipcdjAEpU3d16/ZCCGRw6WFLHcck1Rr+2ChONrdvBc+dnLuZ6SnCuTnC2RLSdZl5/EmOPfpxjj368Qvd0cXh9d3RLXfzbndH78a+2deYxWKxWCwWy/bp67fR//l//p/5iZ/4CT7xiU/wta99DWMM3/72t/n2t7/N//q//q8cO3aMO+64g5tuuoljx45x6NAhhoeHyWazGGNoNpssLS0xOzvLyZMnefnll/nOd77DyZMnO4/R7gG69957+dVf/VXe/OY393MXLBaLxbIF+9EZebVgHcYp1u2/9+zWwIQxhlzgMVQImF9uECe6p21vN3Z7J2R8l4d/5E185s9eYmIkR2mxTpRoJkeyeO7m74NxophdTAXryZEchazHw/ce66pLfjP3937kb84cp9ysdNzH2xFz2wghCByfWCc0VYhA0FRNitnhvkRu73RtY7kRYhVztnIeKSQrYY2BIN/zdkq1BTJuwDfPfJf3Xn/ntu6/23QrWLfpRrjuRrBu00/heu3wwlBmgLyb5Vy1hBAQqghjDL7jIVY5l6WQrfMzJlJpHPfp5TfwpMdkYYy8n+MDb75vzwcQRrPFi2K9fWfzeOhLsTpmfCy3/99vDgILz3yTaHmZZil1cm5HGGsjhCBzZBpD6swVrosMPNAapRXCpNHF7W5lo1QaVZ0khKU5VBja/t1NyB+9jmB0jHipTFgqIYMAHUWoRgPhugjHScXoVl+10Tp9rnU6+NH+e+F5mDhOhwocBzeX3fJxjTGEsyWE6+ANDlK87dZ922m903M3GB/HRDHNUgmZybDw9W8wcd/7mLjvfYzd+x5qr52iOXOOcG4OnSRI1yUYHyczdZj89Ud39XnZrX2zWCwWi8VisWyPvn/Su/HGG/nkJz/Jd77zHT75yU/yV3/1Vx2h+eTJkxcJ0NulfX8hBO973/v4xV/8RW677ba+rttisVgsl2ZqvHDFOCMPGtZhnGLd/nvPbg1MlJYa3P6WcarHI5YrzT2J3d4Jx6aHeOTeN/HYV1/FcyWzCzVOnVuhkPUoZD0C30FKgdaGMEqF9GojxpWC6YkChazHI++90Dl90EhUwvfOv0glrJIYxVT+UFfHsh43mGs5mSMV40gHT3pM5C++WNxL5PZO1wbp95DR3AgL9SWkkGijGctd29N2xvOjnC7PUAmrfO/8i9xz3bv3NFJ6M/7oj/6oa8G6zXaE614E6zaf/vSnef/7389HPvKRnu7fZrPhhUnGmK3OIxCEKqaRhLjSwREOstNFa5BIjIFG3MSVDsOZIYYygzx40/2XJer98MAEjkxfE7W4TiHo/fNULa7jOx6OdDhUmOjjKi0boeOYpePPElcqmEQRHJnu6f0kc2iS+qnTONksSbWKk89DswmAk82m3cC5PF4hjzHa9u9uA+l5FG+7laRaJanXMGGEk81ikiR1XSfr4/OFlAjfhyTBYMCAieO0z9p18YcGYYthS2MM4dwcqt4gOz2FXywyes9du7iXvdOvczeYnKB+6jRxpcLS8WcZu/c9SNdFui4Db76BgTffsEt7sDm7vW8Wi8VisVgslkuza5+a7rjjDu644w5ef/11/uRP/oQnn3ySmZmZnrY1NTXFQw89xAc/+EGuu+66Pq/UYrFYLNvl+qmhK8YZedCwDuMU6/bfe3ZzYOKhHzm257HbO+HmG8bIZz0e/9qrZHyHci2iXA1ZqUfrbut7DmPDWYbyPsMDAY/ce3AFa4BTy29QT5qUwxUKfm5dv/NWKK0pVRdIjCLWqWDduuZPI26Q8zd+fW43cnsna1tNohMc6RCpGE96JDrGp3tnq+d4FPwc5XCFoewgp5bO7El8+6X4yEc+wje/+c2eheWthOudCNbt++9UsN5qeKEQFHCEk0bAS0miFbFKSNhAnEIgRRqhrYzmv33bB3jT6HUkKuHU8hucWymx0LjQHz+aLXJ4YIKjw0dwezz3NuPo8BFyboahYID5xhIjKunp/I5VTDWqM5YtknMzHC1e09d1WtZTO/U6qlEnKVdwC/l1XbnbRXoe0veJ5ucRnkdSruANDRJMTqzv3wXbv7tNRu+5i/LzL5CbmqL+xlmE5yJcB5SHabmr099SaQS4EAIjBSII0LU6OgwxcZw6s10Hr7h5ekH7WKh6g2ByArdQYOqhB/ZtpHQ/z123kCcpV1DFYWqvnbosQvVqDvK+WSwWi8VisVwp7Pqo33XXXccv//Iv88u//Mu8/PLLPPPMM3zve9/j5ZdfZmZmhjAML7p9EARMT09z0003ccstt3D33Xdz00037fYyLRaLxbINPFdeUc7Ig4R1GKdYt//es5sDE5czdrtXjk0P8egHb+GZ52b47ktzFAcClDKEsUJrg5SCoHVe5QKP298yzt23TO3J2i4n51ZKKK2IVMxIdrir+y43yyQ6JkpipHBwhUOkI5ROmK8v4YdVDAaBwHd8Mq5P1kuHG7YTub2Tta0mTEKkkBijcaSkmUSbCuqXIu/lWAlrKK04Xy3tC9EaLgjPOxGuq9Uqv/Vbv8Xo6CgLCwv843/8j/nUpz7V85oeffTRrjqzN+NSwwtZP8s17hTLzTLl5kqr19mgtW5JUyClBASxinGlw9TAJJGK+KvXvsn3zr9IPWmm51oSoTFIRBptLx1yboZ3Hnobd15ze99ixF3H5Z2H3kYtqrPcrDBXm+fwwGTXn8vmagu4wmEwKPDOQ2/bF87/g07j7Eyns9cfHel5O0ZpVLOJUQqjNd7wEJnpKdu/u0OcIODwQw9w5rOfJ3NoMn2OshncwQFY27Xs+8ggwPg+OkmIwhAaOv07pTBxQlgq4RTyOEGAkA5GK1QYoqo1kmoN4Tpkp6dSwfqRh/b18EC/zl0Ap5AnWalilKI5c+6yC7sHed8sFovFYrFYrhT29OrZTTfdtE6AXllZoV5Po0lzuRwDAwN7uSSLxWKxdMndt0xdUc7Ig4J1GKdc6W7/ONG8NlNmZq7K3HKDRBlcRzA+nGVqvMD1U0M9d0bv1vp+cGqBSi0iUZpYaZwdDJlsNDBxJcZuZ3yX+951LffedoSTZ8vMzNeYW6pfOJ7FHFNjeY5ND101QzkLjaWLOnG3izaaSrhCohUGQ+B4JFqhtKZpQhKt8KS7TjR0hGQoM8BwZggp5ZaR272ubS2Rii/8wZhOt3EvrO4hnq8v9byd3WCnwvWnPvUpHn/8cQ4fPsy5c+eoVCo9r6VfgjVsb3hBSslIrkgxO0wjbtBMIiIVrRuaUEYzW52nHjf43POPk3EDKmGVcrhy8XnSwnc8hoIBalGd75dO8IEb7+tbnPid19zO90snmEhCZlZmma8vbrtr3RjDfH2RRtxkamCSoewgd15ze1/WZdmaaH4eHaXvITLo/X0pXlpKO5W1bvVaB7Z/t08Ujl3P1MMPMvP4k0jXpVkqEZXm08j1DQToeG6OpFZDOg65a68hrqzgjxQxWpOUKyQr1XWPIX0ff2wUb3AQf3j4iugX79e5C3QGJHQYEc7N7XhtO+Ug75vFYrFYLBbLlcJlt3wMDAxYodpisViuIK5EZ+RBwDqMU65Ut38zSjrO3HoY7ztn7lbrq9RCVmoRYaR4/dwKo0MZioOZnlzXmw1MXKmx264jufHaIjdeu3ns59VCohNSPyo4Yvuvp0bcRGlNrBIkgjCJ0UZjMGiTxhYroy7cQYFA4jkui41lVsIaE/lRsn5208jtXte2FsPqOgWx5s/d0V6HxpDo9RHUl5udCteVSmVHYjX0V7CG7oYXhBDk/NymTvpIxSidMLMyS9bNoI0mMYqCn2MkO5y6q4VEGU2URNTiOvONJZabFSaSkC+88AQP3HQ/b5+4ccf7Fbg+H7jxR/nCC08ykR+lVFsgVjHj+VE8Z/No21jFzNUWaMRNJvKj5P0cH3jzfX1zgVu2RidJK2IaRK/xOdoQlSsYlb5HSt8D0937ku3f3Zqhm9+Bk89z7omnkJkMcaWyqQCN5+KNjOAODpAbHePQj/8YjbMzLB1/FlUc7jh4Ow7twEc4Dk42R/G2Wxm9564rwuXel3O3hWgNlxmtN+wK32sO8r5ZLBaLxWKxXCnYbyIWi8Vi6Zor0Rl5pXOlO4z7yZXm9j95tszjX3uV5ZWwI8ZGsVp3O99zGCoEVI9HPPfK/J6JsZdan1KGZpSgjaERJiyWm6zUIiZHc+Qy3XX9bTUwYWO395Z+9++60kXSqjAwGoftXewNkxAw6FXCtF4lujjSJeP6aV+oMWhjUCZ1y8YqQTuamZVZJgtjm0Zu97q2tQhWv8eYNX/uDmXSi+IS0Yqh3n/sVLjeCf0WrKF/wwsAURwSqghXulTCFYrZIabyh9ZFjjs4+I5HIcgzohLmavPMrMwykR/lqZe/RN7L9cVxfbR4DQ/cdD9PvfwlXOlSqi1wujxDwc+R93IbiujVqI4r0ojzvJ/jwZvu75v723JppOsiZHoeGqV6EsiSegOUwiQJCAFCdrbZ1Vps/+6WFI5dz7FHP87C17+xpQCttEFmMwzccjNH7r8PJwgYuOlGxu59D7XXTtGcOUc4N4dOEqTrEoyPk5k6TP76o1fUkEA/zt02Rqe/+4WU++I5OMj7ZrFYLBaLxXKlYD85WSwWi6UnrlRn5JXKleow3g32m9t/q8jvepjwtz+Ypd5MmF2okWhDIesxOpRJBVgpUDoVZqv1mPnlBsuVJs0oz6f/60s8cu+buPmGsR2tbyuef2Wex776KtVGvG59vusQxop6M2Z2UaOVJk40VZ0Kz2+UqhwazTOY354rbzsDEzZ2e/cJk4hvnvlu3/t3R7PFiyKv/S0cnqvpiM9GIzru5fR9zZESVzqIlsAohMARqRDoyTSeu6lCAnxmq/OM50Y7j786crvXta3lovuJNCq6V1Y7fsdyl9epn6hk0wGFyyFc74ZgDf0bXtBaU6ovYowhVjEFP7+tHmnPcTk8MMl8fZFSbQFXujx94st87I4P9cXd/PaJG8l7WZ4+8ZWL4spXwtq62/qOx1i2yGBQYCgz2Ne4csv28MfGkH563HUYdX7uBt1sYoxJnaFCdPqVe8H2726NEwRM3Pe+LQVoNTRAcOQIju9f5JiWrsvAm284MM9pP87dNioMgTSKOxgf78v6dsJB3jeLxWKxWCyWKwUrWlssFoulZ6wzcm+50hzGu8l+cPtfKvJbKc35hRpKG5Q2DOZ9jozm1znkHScd7BjI+cSJZnaxztlSlcmRHI999VUKOW9XhjxOni3zp3/1KsvVkNJinWzG5chIDkcKFitNSosNlNYYA1LQ8ZQqbWiGCVEsOJOscO2hgUvG1Xc7MGFjt3eHU0tnePrEVyg3K33v3z08MIEjU1dpLa5TCLZXPaCNJtYxhjR+WwrJ6tRtuYkjVghB4AZEKiJUEQLBQmMZMOsit3td21oCN0jFdSFRWpPZgdBYi+v4jocjHQ4VJnreTj9wHZfF+jIjueEN/30vhevdEqyhf8MLy80ykYrQxuA5LsPZoa46hMdyI8QqplRbIOMGfP30t7l2aLovqQdHi9fwsTs+1BlMGcoO9m0wxdJfstNTCNdB+j5JtYo7UOh6GzqKQGswBuE4CCGQPcZL2/7d7bGVAF2pVNCtaOmDTD/O3TaqWkP6aUx6ZupwH1fZGwd53ywWi8VisViuFKxqYLFYLJYdYZ2Re8d+cxhfbi6n2/9SkdrGGBqhAgPKGHxXEsfqkrHuniuZHs8zt9RgdrGO60oe++qrPPrBW/p6vJphwuNfe5VaM6a0WGeo4DNezNIIFW8s1IgTTaw0idJonSqIqyObDal4HUaK185WODY9SGET4fqgDUxcqXy/dIKnXv4StahOqbbQ9/7do8NHyLkZhoIB5htLjKhkXVTyRjSTENM6twRpBLdGI4RAIHDk1m5Y3/ExxhCqGAQorddFbve6trW40kVphSddtFG48tKipzaaRtwkTEIiFbe6ug2VsMpIZoiM43O0eE3Xa+k3I7lhzlfnOFTY2A22F8L1bgrW0J/hBWMM5eYKcWvYI3ACMm53IqEQgvH8KKeXz/LGynne+P7THBmaQrdefzsVlwPX573X38k9172bU0tnOF8tMV+/IIaP5YocKkxwtHgN7iVeX5bdI3/0OpxsDndokGh+AR3HSK+7QQpjTCqSGoP03LQfObdxD/ulsP27lu3Sj3MXQMcxSbWGPzaKk82Rv/5o/xfbJQd53ywWi8VisViuFK7sq9UWi8Vi2TdYZ+TesB8cxvuJy+H23ypSux35PbfcQKkmjUhhjCFRmjDRnC1VOTSaY2CLSG0hBOPFLFGimV2okfEdnnluhvvedW3Pa17LM8/PsLwSMrtQI5txGS9mqdZjzi/USbQmjBTGgOsIPN/BkaA0hGHabd3SsVHaAJrXz61wzaGBdVHhB3Vg4krj1NIZnnz5i1SaK5RqC2S9TN/7d13H5Z2H3kYtqrPcrDBXm79kZLIxpiXkpggkut31LLbf9ew7Ho0k7MSMe453UeR2L2vbaK0L9UUCx0e2BP75+sKm29Fas9QsUwlXUFoDJu2xNrTc7YaVqMpcfZGvv/7tfeF2PVQYv2yO690WrKE/wwuNuEGsExKtcKWD6zjkvGzXa0lUQqwS6nETz3E5uXi6FY1/Mb2kHrRxpcMNo0c73e6Wy0OiEk4tv7Ghk374zUdwqyvEy8uEsyUy01NdvS8BmDgdoBCOgzs0iJDd3b+znSuof1fHMbVTr9M4O0M0P9+J6PbHxshOT5E/el1PQqNle0jPo3jbrSTVas/nrjGGcLaEcB28wUGKt926L867g7xvFovFYrFYLFcK9pOTxWKxWCxXGLZP/GL20u2/WaT2ave0NoZaI8GQxmpnMh5xrGmGisCD8wt1HEeSy2z+MUwIweRIllPnVijXIr770hz33nakL2kFcaL57ktzlGsRiTYcGcnRCBXnF+rEiSaMFY4UBIHD6mt0rgMELmGkEMa0BOtWXHismJmrAgUyvnNVDExcKTSTkKdPfIV61KBUW2AwM8BYbmRX+nfvvOZ2vl86wUQSMrMyy3x9ccvHasSNtMe65bQ2rZBwKSQCuW1BUYi0+zpSMY5wiFS0LnK727WtxhjDfH2RRtxkevAQ5XCFocwg51dKG26nHjcoVRdIdEyiFbFKMKRivDYGYzRSSMIkItEJz5z+264Fyd1iJDd8yY7rWq3Gpz71qb495s/8zM/0VbDeSiQ8VJhgJar1PLzQiEMilf6u9RyPwWCga5GxGlaZrc5jjCbR6bkRuD7jubG+pB5Y9gdhEnVi2utJc8OYdq8AN8XzjAxm8RcqhHNzBOPj235f0mGYRoNLCVLiF3sfHL0S+ndVGLLw9W+wdPxZVKOOSRQ6ijBad/q8hevgZHMUb7uV0Xvuuqhb2tI/Ru+5i/LzL6CbTRpnZ7o+d8O5OVS9QXZ6Cr9YZPSeu/Zg1dvjIO+bxWKxWCwWy5WAFa0tFovFYrkCsX3i6+mX2z9ONK/NlJmZqzK33OiI38MFn288f35dpPbai1j1ZoLSabS260gcKXAChyhWhLFCSJhdqHHd4UHkFo4oz3UoZD3K1ZDiQMDJs+W+JBm8NlOmHsaUqyGFrIcjBW8s1FKHdazwXIHvbRwZ6zoCEaSitBCpYG0MaG2oNWJOni2TDdJezathYOJK4G/OHKfcrHQc1tsVamHj/t1vnvku773+zg1vH7g+H7jxR/nCC08ykR+lVFsgVjHj+VG8DfqDm0mEFIJ2ibXBIBDp+eN6XGhSvzQSiTEatxUXvjZyu9u1tYlVzFxtgUbcZCI/ykBQ4O+/+Uf569PfRm+wnZWwSqk2T6IVUZLGgTvCQQoHpRUGReBmkEKQ93IsNspUmtV9JUheqj/5t37rt3j88cepVCo7fqzBwUF+67d+a9N/bzabZDKZbW1rOyKhQHBupYTv+Kkg3OXwwnKzjNIKKQS+41PMdPee1ogazFbnSXRCpGMEacR91s1cFFe+k9QDy+Xn1NIZnj7xFcrNCpWwSjlcaSUsXIzveKi3DvG278ySzTsMLC1jophgcmJLp7COY8LZEioMkUGAiWOcIIPYwWDbfu/frZ58jXNPPEW0vExcqZCUK2mn9xqk7+MODZJUq5Sff4Gphx+00cy7gBMEHH7oAc589vMEkxOEs6Xuzt16g2ByArdQYOqhB/bVcMFB3jeLxWKxWCyWK4GDe+XaYrFYLJYDju0T7y/NKOkMAdTDeN0QQLUesbwS0owSMoHL6FBmQ6EjjJKOkOv5F55333PQWhFGCkcIFitNxoa3jpUtZD1W6hFKGWbma30RrWfmqihliGLF6FCGxUozdVhHqcN6M8G6jSMFucAlSnTqclKmpS0KfNdhIBcwOZK7qgYm9iuJSvje+RephFUSo5jKH+raFdrp3y3PUAmrfO/8i9xz3bs37cI9WryGB266n6de/hKudCnVFjhdnqHg58h7uYucpCthlTCJVsWDp/jSwxHb79o1xpDoBBBIISnmhjdcXzdra7tcq1EdVzhMDUyS93M8eNP9vG3iRoayg+u24zse9aiBNppYx0gknvTQaGKdIBBk3QyOdJgsjFEICsRXoCA5OjrK4cOH+yJaHz58mNHR0Q3/LY5joijalmjdjUiYcQJWoirGGJYa5a6GF5pJiOd4JFoxkR9Fys1/t67tM9dGU2lWUUaR6ARHOGih07SBDaLB2/SSemC5fHy/dIKnXv4StahOqbZAYhQFP8dIdnjD95iThTrhTVne+YMqiXQYrjVQp07jFvI4hTxOECCkg9GK/z97fx4k13nf97/v85ytT3fP9PSsQA8AAiC4mBLBRVTMRQJlSknlJ1KErcq1eGO7rsqKEroqcamuY2er2IntOFHJ5ZtUrFjZqqSStViuOAK4WHYkU6IiirZlgiRAGoQJYAhwZjDdPTO9nF7O8pxz/+iZxgCzYJaemZ7B80o5gjTdZ55ep/t8n+/nKz0P6dYI3RqaoZPcvw8vn0f0ZZC1+q6dv1s+fYaJk88Sui7NfJ44lBjpFNZAP8JuFdpjKYk8n9B18YvTBKUSUbPJpa9+ndyTT5C5+73bfTN2nfThQ+SefIKJk88iDINmPk99lc9dZzTXKuoe/1jXPd9gd982RVEURVGUbqfOHiqKoijKDqfmiW/chfEyJ79/nlLVa8et+4Fs/zyOYxpeaz71fEH60pUqIwOpRTHffhARzcUdi+sKhLYlqDclgYwouz4DGYeVaoi21Sq8eYGkMFvvyG0tlBp4c7fNMnTyMw0CGRHHYNurLBRqYJkCQ9eoN0MMXUNGMbalY5mCY/fvY/9wWm2YWMZK8cV7e4Y52Lev3e26XOf/UJ9DbijNoVzmmnj6hcZK71IPm5S9Kmkrueb5vfNM3SRtJVux2E4vY7OXV5yT+57h20mZDs+fe4GEYbeLiFWvds3lvNAjmuuu1oUOxK3I27n/XG33axAFREQIrXWcXM/IhtcGrQLnoJOl106TSfReE999/XFKzQoT1SnCqDVXW9NahcgoitAQWLqJIXRMYTKcGsCxnLn7ducVJKenp5mcnOzIsSYnJ5menl6ycG2aJlLKJa51rbUWCat+rfVePlcorgeNVW9e6E300AiaCE1gLfP4LDfPPJTh3PMjRgMiLSKKo3bCwErWmnqgbI+x2cs8+9a3qTSr7XSLXGrPovfeRZ30RpGXjZj7zzWRZsxInCSqNQmr7qLfISwLa3AAs7cXq6+P7H33Ujn7FvVLl3bl/F33wkXGTzxDUC7jTeXRkw72vtFFxXlN11td1j3pdsdrY3wCe2SYiZPPYqTTqoC4CTJ3vxc9lWLymecQiUS7C341z93N7oLf6Ozzbr5tiqIoiqIou1n3fBtRFEVRFEXZBqffLnLixfO4jYCp6RphFJN2TAYyiVbEutCo1n0minWaXquLuulLYmA877JnIElP6mrxIorj+bTjRQVpTdMwdI1QRsgoot4MSDnLnzCbjw+PophQLt+JtxahjInm5lF7gVwQZa6tWEBfiqa1/s80dGyhoesag30O+4fTahPFElYTX6wLnaSR4K6hO5Azezh9rrRk5/9q4v8nq/nW75AB/U7fhtaeMpNUvRoyklxx8ysWraHV1fyp9z3Vvr0Zp3fR7S01K1Q9lyY+WacPL/RascnSJ4pjLN1EaCt3srY6WCWmMAmikAGnj4SxchTnata28LG4Z89dPLj//kVF5IXH+dO3X8Q2LKKgNa/aFCZC0+Y6cTV0TZBJ9NCXyCzqzt1pBcnPfOYzHemyBqhUKnzmM5/hy1/+8pI/v1GX9bqLhLUirldD01qPT4+Vohl6N9y80Aw9ZCLiilvAD32s67qzV5pnLqNoQUe11v7vwRId4UtZa+qBsrWaocfz516g7jfI16bpTfSsKnq+vXFFN3khU+beKzraRJODA/vRoujamc1zXcULZzYDNL/w33fl/F3ZbDL5zHPIWg1vKo/Zl8EaGrzhbROmSWI0h1co4E3lEYbBxMlnOfz0p1VU8yZIHz7E4ac/fXXeeLZv8bzxJZ67m/VYdHL2ebfdNkVRFEVRlJuBKloriqIoinLTujBe5pvfO0/J9cjP1HESBvv6k4s6V2UUo4tWUde2dKSMaXoS24Qr03V0XbQ7roWmtXOO43hx4VrXBaF/tfi9UtF6vrgsRKvY3QmGrrWL4Y1msCDKfO2Fj3hBrrNttuZ2dzLKfDdZS3yxLRzOvHOFOLCwy0eol5LXdP63L2vqZNI27imf198uLpobPt2YxQ9bMz+X6wpdrfnr+6FPsT67quvYhsWjhx7kkVvez9jsZa64eYr1q53lxdoMF0uXuVItkE30EhOTrxXRNA0/DGiGHrqmowuB0EQ7RjmKW5s+ZCzR0LANG+LWfdcqFN34uXejtQ0ms+xJD3Mwu3/FoqBtWDxy4AFOXXmDetAgjCQ9VhohNDRac48ThoVjOisWWnZKQfLpp5/m93//9zt6zN///d8nnU7ze7/3e2u63saLhDOUGxVSpoMvA/b17iUmXnHzwlBqgJNv/R+sRolaUL9mDvVy88x1YcyldPjIeH5uO+1EjiiOqHhVUlaSHjt9g7WvLfVA2Tp/fvkU5WalvXlitbPS4dqNK68dCCnddSs9+n7uYhCvUGh3iNpDQyRye0kdOnhNN/Runb87/dLL+KUSzXyrw3o1Bet5mqZhDw0R+wHNfB6RSDD9gx8y/NiHNnfRNyndthl+7EMMHvsAtYtjNCcmV/Xc7bTNmH3eLbdNURRFURTlZqE+USmKoiiKclNqeiEnv3+eWjMgP1Mnk7YYyi5dWFoY+a0LDdMQ+IHECySagKnpGrfs7UUIDcsU7VjwKG4VPhaaT8uO4njJQuRCnt/6uW3qDGWTG73JAAz1Odhzc6sbnlxwu9Z+rIUx6I6t44eyo1Hmu8Va4otnalWm3GniWBCHDtXEa6R7bmevGG13/suo1XXt1gOKpQalSpOmn+Ir3zrL8WO3cveRQYBWFPFcZ6e+QsfyasxfP2J+fvTqGULnyMDBRcW1t6fHKL45y2yjTC2oM5IeQhc6eXcaXRPtTlUpF/++hZHbhjAxhCCKY3Shsyc9vOG1rcVY6V2aoYcnfbJOhpH00LqO0+0Fyaeffpr/+l//66Yc+wtf+ALAmgrXnSoS+jJgf+9ejvQfJNc7vOLmhVCGJI0EGbuHYmOWfhli6sZch3WRYC4pQGg6tm61kwICGaBpGlo8PzZCA1rv71EcE8WtDRu60EmazoprX2vqgbL5Qhny2pU3qXguYSzJpfasKaIbrt24Ug7rvObM8siPP7mqjSu7cf5uFATMnnqVoFIhDiX2vtF13af2yDD1sUsElQqzp15l8NgHVGFxEwnDoOe2I/TcdmTLf/dmzz7fztumKIqiKIpyM1Gf1hVFURRFuSm9dHqCUtVjarqGkzCWLVjD0pHflqkTRRLPl+iaxkylyWCfg20ZaFqrO1rKGGPR+eb5NuyrRd/luI0Aay4GOjeYWvGyq5UbSqPrGpap4/lh+3Zxg5mqS5GyFVWtaZCwDco1v6NR5rvBWuKLQx8810YPBZ7molkuNj3EzkUMP4MV9bcuq7eefz1JiyCMmJqpM553GelPcuLF86STJodyGQxhtDdNyDhCZ/1duzJuRRwLNAzRma8QB/v2LSoAJk2HA5lceyZw63e1ZgITA9p8AV1DF4Jeu4e0leTdyhUGnSxJI8HB7P6OrG+1tjOGfatsZsF63loK150uElb9GlfcPB9/z/+zYpHQ0A3u2XMXNb9OqVmhUCsynBpqRYLHEl/6GMLAFOY164niiHjB+30UR2horQh5TeBLH03TyLvTHMjkFkXIL7Se1ANlc42V3qUeNil7VdJWctH7+2ptZOPKbpu/Wxt7B9moE5YrGOnUil3jKxGmiZFOEZYryGwftYtjqui4C6nZ54qiKIqiKLuHKloriqIoinLTCcKIV84WKNd8wihmX39yxYLHcpHftiWoNyWBjCi7PgMZh2TCQBcCQ291Y5uRaMdxzx2h9R8a7Y7spdcocRsBg30OSdvk8Ghm2cuuxaFchqRtkknbvDvlI9qx43MVwVVqFaejVlFdCBJz8eKdjDLf6dYSXxzJmKmZOjKKCQIwjR6E0STQXESsM22+Sc57EHHdx3fTEIwOpSjMNpiaqWMYghMvnufpjx9lwMleU+C6fv7uWiyMGV9N/PZqLFUA3NszghCCgWSWfqePetDAC3186RMTtyO3bcNqd6ROVqcwNJ1eO809e+7a8kjt7Y5h32xbUbCet9rC9XYWCR/cfz9v5M8xHHpMVKd4tzLRmsUeBghNX1SwXihm/i9AjNAEQtNJGBaeDPDDAF0TzDbLDKzwGttI6oGyObpl48pmzN+NgoDa2Ds0xifwi8V2JLI1OIgzmiN18JZ1F5RX0hifaK/dGujf0LH0dIqw6hJLSXNiUhWtdxk1+1xRFEVRFGV3UUVrRVEURVFuOhcnytS9gLLrkXbMRTOsr7dc5LemtQq0oWzN2K03A1KOSSZtIcsRQRjhBxLb0tsnz2SrYRWhtbqdlxLHMVMzDQyhkUlZ3H/nEMZ68ruXYBqC++8cwj3lc2Uu5jyOY2TEEl3hS4vnos01TcPUBZm0hR+0blgno8x3urXEF89WmwRhhOeHCKFhmwbEKWJN4mtVhGZQNt4hG9666LqapjGUdfDDiKnpGglL56XXJzhwaBhd6Fi6uWj+7lrVgjqWbq45fvtGri8AFusz7ftJ0zRSVpKUtfTzKY5jivUZGkGTXM8IGaeXB/ff37G1rVa3xLBvhq0sWM9bTeFa18S2FQltw+Kjt/8E3zjzLEPJft4pj7ce/TjGNhLLF6zn9ivNd1nHxAhNI4pjLN2gGfqEkaTiVel3+pY9zmakHigb000bVzo1f1d63tXid6O+uPhtWWjG6ovfa+UXi+1ZxMLe2H06v67I8/EKhQ2vTekuava5oiiKoijK7qK+5SqKoiiKctOZKLhI2Sq8DmQSN7z8SpHfui4I/ZA4hqYvSTkm2d4E1ZqPHes0vRA/jLAMgaZpSBldjdS2FleJ4zimMNug0QwZHU6T7Unw8NFcJ28+Dx/N8frbRYb7HC5NVQGNMJQYq+hWjOMYP4yQUUzCNjBNQbY3QX6m3vEo851sLfHFcRRTdj1CGRHHkLD1+W0RmFEaT8wSak1cfZy+8BAaiwujmqYx0u8wNlmlXPN55WyBh++5e8n5u2sVyADXr29K/PbCAuBwaoB8bZpABgylBjBX6AwPZEChNk0jaDKcGiBlJfnobY9hb7BgtB7dHsO+XttRsJ53o8L1of4DvD93DxdnL29LkfBgdj+P3/FhvnH6GWzdoh40QWttYNA1HTG36SKK4/bc7PjqLIa51ACBjCVSSrS5508gW7O060Fj2c0am5F6oGxMN25c2cj8XffCRSafeQ6/VGrHjM8XkK/5HZaFkekldF3Kp890NGY8CkPiqPV+qOkbS8/Q5tI34igiCrd/M5DSOWr2uaIoiqIoyu7TmZYdRVEURVGUHaRQauAFEmh1Bt/IwsjvUEZE0dXiw3wDdDTXfdz63zRGBpIYQmCbOmEY4fkSGUWEMsbQBboQJBPXFuWCUDJeqFF2fUb6k6QdkyePHSZhdfbEWcIyePKDtzLQ5+DYBjG0C9EriaIYz5eEYYRt6hhCMNKfJIoi3EZAJm13NMp8J1tLfHHdC1ux4GGErotrYuMFOnpsI7UmkRbQEDPLHsc0dNKOSdn1qHsBlyZr3LPnLnrtNIamU6gVr5mruxpxHFOoTW9q/PZ8ATCT6CXXM0IgQy6VJ5hyC7heDV8G7a5a16sx5Ra4VJ4gkGGrwzrRyxN3fJiD2X0dXddqXR/DvhHdUpDcaMG6t7eXO+64g97e3nUf4wtf+AK/8Au/sOzP/85tx/i7Rx7dtiLhe4Zv5569d2HqJkJomMJARhGe9GiETWp+nZpfx5uLtr9eHEfIqPV3QcYRcRwRRiEykngrPI82K/VAWb/rN65sxHZvXCmfPsPlr/0BzStXqF+6hF+cRtgWib17SB48QOrWQyQPHiCxdw/CtvCL09QvXaJ55QqXvvp1yqfPdGQdwjDQ5ma7x1Ju6Fhx1Lq+JoQqRO4ymzL7vFGndnGsswtVFEVRFEVRVk19YlcURVEU5aYTyrhdeNbFjTsyhKatEPk9P+y6Vbiel0yYjAwkmZquowkNz5fUGyForZ66lNMqcMwXgt1GgNsIMITG6HCatGNy/NFbOZTbnALw4dEMP/XoEf5H+QzxTJ16M6DeCNrd0q1OwVakbRTHSNmaYa1pGgnbaBWsB5I4tsF4obYpUeY72VpmnDa9sH0/W0vcdyK2CDWPmAhfVEhGg8seK+2YVOs+UsZMFGs8dHT5+O0b2cr47fcM307KdHj+3AskDJuK51L2qlS92qLLWrrJoJOl106TSfTy0dsf27aCNcDenu6PYV+LjRasf/Znf5b/+B//IwMDA0xPT/OZz3yG3//931/XsW7Ucf333vs4z597gden/nrd691IkVBoguH0IM2Sh6Wb7XnVvgwIZNB6nc39WWh1V7f+q67p7f+NuPVam+/UbYZNqr5Lf7Jv0e/bzNQDZf2u37hirZAScSPbuXHFvXCR8RPPEJTLeFOtqGV73+iiQqCm660u6540URDgTeVpjE9gjwwzcfJZjHR6wx3X1uAgwmrdp5Hnt/+9HtLzgFbMuD00tKF1KUtTs88VRVEURVGUTlFFa0VRFEVRbjqGriHE/IzpmNUkTy4X+d2mcU2HLEBvysLQNa5M1wnDiChq/V4/jKi4PpXa1W46y9QZ7HPIpCz6emyOH9u8gvW8u48M8vTH7+b/97VXAGh4IUEYEcpWsXp+Tiu04hN1XcM0dGxTZ89cwXqzo8x3qrXMOPUD2d7wcP1zCEDMfWSPNEmgLS7iLmTPRc57gaQwW99R8dsHs/v51Pue4uXLr/DalTfJOL2twn/oE9GaJW8ZFrrQSRoJ7tlzFw/uv39bIsGvWXffvq6PYV+tjRasn3766WsKzAMDA3z5y18mlUqt+7g3Klx/5NZHOD/zDrWgvq7jb6RION+Zbeomt/Ttw5c+Fc9lpl5CaAIZRe0NDXEcE0QBMmp1VQshWrHgGsSxhoxb3aBxDK5fox40SJpO+3dtReqBsj67YeOKbDaZfOY5ZK2GN5XH7MusajawME0Sozm8QgFvKo8wDCZOPsvhpz+9oRnXzmgOzWgVx0PXxehJr/tY0q21ZnDrOonc3nUfR1lMzT5XFEVRFEVROk0VrRVFURRFuekM9TntWHAvkFiriAifj/wez9ewTR0vkMRRjD7XGSs0bcnjmIbANFqRz8mEiS409g4mEUIQRTFCaNhz3c1J2+T+O4d4+Giu45Hgy/mxgwP8f//f7+P3/uh18jN16l5IHMVXT1Rr89NWIYogiiKiSFCt+0yXmzQ9ualR5jvVWmacxtCO7V6qPnD1EYiJWTl6dn4zRhTFhLJ1zPn47efe+g6GMMjXprlUniBtJUmZyVYhWBPIOMIPfWpBHdevY2g6uZ4RUlZyy+K3bcPi0UMP8sgt72ds9jJX3DzF+ixh1Jr1O5jMsic9zMHs/q4p2Bm6wT177qLm1yk1KxRqRfb2jKxprmY3FCS/+MUvdrRgvdB84Xkjhesf//Ef55Of/OSin1m6RdbJrLtovZEi4cJY6IiYhJGgUJvBEDqhDLEME0ufL6TEhJFEaDFRHBHFcXuTiqaBiAXR/P+LY/LuNAcyOYQQW5p6oKzdbti4Mv3Sy/ilEs18q8N6NQXreZqmYQ8NEfsBzXwekUgw/YMfMvzYh9a9ntTBW9CdJEamF784TRQE6+rUjYKA0K1hDQ6gO8mOzdxW1OxzRVEURVEUZXOos4qKoiiKotx0ckNpdL1VZHbrAT3J1XVnLBX5HXghmqbNddRp7ZnX10d+HxrNkEwYvP/HRnASJoXZ+tx8a42hbJLcYIrDo5ltida+82A/H334IF/707eQUUTTl0RRK8qWq7XrVqdgKAhlQLXuowvBvuF0qzN8E6PMgzDi4kSZiYJLodS4er/1OeSG0hzKZTCN7ookv37Gqc7yJ1M1aBcH4nhx4frqPFwNjZVv53zsvRAahn71QDstftsQOkcGDnJk4OCW/t71enD/zohhX8nP/dzP8e1vf5uvfOUra77uSgXreRspXP/Mz/wMP/dzP7fkzwIZUKzPrvmY89fdSJHw+lhoV/oEUYAnA3RNX1CwBtCwdZOmjBCIucK1hqYJNG3udR+3XuVRFBFGAbPNMr12estTD5S12ekbV6IgYPbUqwSVCnEosfeNrmntMFe4HhmmPnaJoFJh9tSrDB77wLpnSAvTJHvfvYSuS1Aq4U3lSYzm1nyfelN5NEPH7O0le9+9aqZ1h5RPn2Hi5LOErksznycOJUY6hTXQj7BbXe2xlESeT+i6+MVpglKJqNnk0le/Tu7JJ8jc/d4Nr+P62ecbKVyr2eeKoiiKoijdQX0SUxRFURTlpnMolyFpm2TSNsVSgyCMVl30nI/8npquowH1ZoymgR9E5Gfr5BfUTrYj8ns9Tr9d5C/fnKIvbePWA3ShoWkacRy3O4DnRVGrf1gIDdMQlGseH33kIHffuvyc5fVq+iEvvT7BK2cL1L0AKWO8QHZFh/qNrGXGqWXq7Y7LKI7bxe55Ea2OHxHrmPHKsbOe3zrpaps6Q9nkNT/bqfHbO8FOimFfjq7rfOlLXwJYU+F6NQXreespXP/Mz/wMX/rSl9CXKUY889a3uTAzti1FwoWx0K5foxE0CSNJTIylL47AFULHxsKT/lzhOiaOIzRa77caWuu9II7xQp+8W2S2UcYUxpanHihrs5M3rtTG3kE26oTlCkY6te7Zw8I0MdIpwnIFme2jdnFsQ3OBBx55iPLpM0TNJo3xCbxCAXtoaNX3qVcoIOsNnNEcVjbLwCMPrXstylVq9rmiKIqiKIqymbrjrJ6iKIqiKMoWMg3B/XcO4Z7yKVWaTM3UGR1KrbrgkUyY7N/Tw4XxMoaukbAM+nps0klrRxRUF7owXuab3ztPyfWYLjfJ9tpYhsBthHOzV1uFVGLac7tbHdetCNtsT4K/eGOK2/ZnO1qQvzBe5uT3z1OqepRrPmXXww/kostZpk4mbeOe8nn97WLXbAxYy4zThG204oE1ba6L/NqfR5qPQEdDYEW9K/5etxFgzT33coOLf+dOjN9eSihDxkrvMlnNM924uv4BJ8venmEO9u3DWEc870bspBj25ay1cL2WgvW8tRSub1Sw/tH467w2+SaNoLktRcKFsdBX3EKrUCb91kYmOTdnVRMITaALAWjowiCBhicDNK31PhrFV2P/W2EJMb4MMIRBv9PHcGpg21IPlNXZyRtXGuMT7VnE1kD/ho6lp1OEVZdYSpoTkxsqWuu2zd6PPc7lr/0B9sgw3lSe2A+wR4ZXLKzPF0hlvYE9MoyRTpP72OMdnaV8s1KzzxVFURRFUZTN1n1nThVFURRFUbbAw0dzvP52kaafYjzvUphtMJR1Vl3wmCk30dC4dV8fqYTJQ0f3Uqp6XRP5vRpNL+Tk989TawbkZ+pk0lb7PhiOod4MaPoSP5Dt+auWqZOwdBzboFhqUJhtYJk6J148z9MfP9qRwvzpt4ucePE8biNgarpGGMWkHZOBTKK1GUBoyKjVde3WA4qlBqVKk6af4ivfOsvxY7dy95HOd36vxVpmnCZtA32uc711X4urnddIpOZhxClEbOJEyxcUgrAVST/Y55C0TQ6PLl+832nx2/O80G93itfDZtd1iu+0GPalrLZwvZ6C9bzVFK5vVLAGGExmSVnJbSsSGrrBe4Zv51J5Ak96rY0+xAgEcdxKSJj/m6JJDUMYmLqBEDqOEAQyJJABc8MYEFqrqK2jEcQhjmmTspI8fOABlXqwA+zUjSt+sdieRSzsjT3H5guQkefjFQobXlv68CFyTz7BxMlnEYZBM5+nPnYJI51CT6fQbRtN6MSRRHoe0q0RujU0Q8cZzbUK1sc/pmZZd4iafa4oiqIoiqJsNlW0VhRFURTlppSwDJ784K189U/OMtyfJD9Txw8jRvodzOtbXRcIQsnUTINGM2SkP0lP0uJn/u6dXdHdu1YvnZ6gVPWYmq7hJIxrivaaBinHJOUsf/JvKOvghxFT0zUSls5Lr0/w2AMHNrSmhZ3f+Zk6TsJgX39yUXy7rre6rHuSFkEYMTVTZzzvMtKf5MSL50knzW19TNYy41QTGpm0TVhuEoQSz5ckbAOICYQLCIw4QVqOLjvTOo5jpmYaGEIjk7K4/86hrt0ssV5js5d5/twLlJuVdjHYl8Giy1m6ScbuoebXeSN/bsuLwbshhv1GheuNFKznrVS4Xk3BGra/SDg2e5k383+D67c2JczPn4/i6GrIfwwwN3IhCggjiWWY6JqOIQxiYuK5rmqhCTKJHuI4puK59DtZ7s+9l0cPPbiu9Slbb6WNKzKSc7PMW531htBJWUn6EhmGUgM8ccdHtmXjShSGxFFrTRuZCQygzSV0xFFEFIYbXhtA5u73oqdSTD7zHCKRIKhUCMsVwqq76LLCsrAGBzB7e7H6+sg9+YQqQHaImn2uKIqiKIqibIUt+yRWqVSQUpLNZtd1/ddff50LFy4A8JM/+ZMdXJmiKIqiKDerw6MZjh+7lRMvnsc0BFPTNcYmq6Qdk7RjYls6QmhEUYznt7pY3UaAITRGh9OkHZPjj3ZHHPVqBGHExYkyEwWXKzN1/u9rE7h1n4YXsi+TANZ+8nGk32Fsskq55vPK2QLH7tu37mLpSp3fKzENwehQisJsg6mZOoYhOtr5vV5rmXGa7U1QqflEsUHTC/GCEGE1kQTYcQYjdsiEtyz5e+I4pjDb2kgxOpwm25Pg4aO5zb55W+qN/Dmee+s71Pw6+do0YSxJW0n6nb4lC5PFxiylZoXh0OMbZ57h8Ts+zHuGb9+y9e6GGPblCtedKFjPW6pwvdqC9bzt6m5f+JycL0bO0wAN0SpU0xqvEMcxMo4RWowXRljCJIwjolhiGzambrC3Z4Sk6SAjSSP0sA3rmuMqO8PCjSuvTJ5BxpJSs4LUaM0tn3tuaGj4MsCTPoEMeKf0Lnt7hrd8A4swDDTR+rsdS7mhwnUctcZ4aEJ0tPCXPnyIw09/mukf/JDZU68is33tSPM4ilq/z25FO+tOkux99zLwyEObHgkeBQG1sXdojE9QGR9vd/o2R0dxRnOkDt6y7hnh3UbNPlcURVEURVG2wqaexfubv/kbvvCFL/Diiy/iuq1dsIlEggcffJCf+Zmf4QMf+MCqj3XixAm+8pWvIIRQRWtFURRFUTrm7iODpByTk98/T8LS2/OTq3V/0WUtU2ewzyGTsujrsbtmfvKNeIHkz350iVfOFqh7AVLGlKoe06UGXiARmsbUTJ1iqUkmbdHfm0CI1RWwTUMn7ZiUXY9sj82F8TK3H1jfJsWVOr9vRNO0Ten83oi1zDgVQmOkP8l4wcU0wdOqaHGIHfegYzEQ/BhiiY/u13f+px2TJ48d7sr56es1NnuZZ9/6NpVmlXxtGsdMkEvtWRS3rtOaIZ62U/TLkEKtyER1iuHUAM+99R1SZnLLuxh3agz7vOsL150sWM9bWLhea8F63lZ3ty/1nBSaoOK5yFgCGjERrRKl1qpixxoRETKO0WKNRtREFzq2YWMIneHUIEnTAUDOFaoFrUhxZeexDYtb+kY5PXUWS7ewdAtfBsi5oq5AEGsaMoram3FeuvSjbUmHsAYHEVbrtRB5fvvf6yE9D2jFjNtDQx1Z3zzdthl+7EMMHvsAtYtjNCcm8QoFojBEGAb20BCJ3F5Shw5ueqes9LyrBfRGnTiU+PV6u4Du/c3baMbWFtA3m5p9riiKoijKTrdww6FfLLY/R1qDg7tuw+FOtmmf5P/gD/6A3/iN30BKSRzH7f+90Wjw3e9+l+9+97s88sgj/Pt//+8ZWsOXmYXHUhRFURRF6YTDoxme/vhRXnp9glfOFsj22EjZmpkcRTFCaK1ZyrpG0ja5/84hHj6a2xGFwXeuuPzpX45Ta0btgrwftOZUB2GElDFCQMOLMXSBLEdUaz4jAymSidXdvrRjUq37SBkzUaytq2gdhBGvnC1QrvmEUcy+/uS6Yic72fndCWuJL46Ej532aNSr6LEg9tL40sByDxOKNL4ld1Xn/2o0Q4/nz71A3W+Qr03Tm+hZtlt9ofmu1WJ9hnxtGkMYPH/uz/jU+57qqhjunWC+cP2Rj3yET37yk5vyO77whS/w4IMP8nM/93NrLljP26ru9uWek7ONMr70qQfNueenRhzHc8Xra8XEiLlOW1u3GE5fLVgD+GFr05RlWAwm17cJSNleCzvxp+uzhLEk62SWja3fznQIZzSHZugIyyJ0XYye9LqPJd0awmp1PCdyezu4yquEYdBz25ENFTo3wr1wkclnnsMvldpR5ZHvEy04VxVoGsKyMDK9hK5L+fSZHR9VrmafK4qiKIqyUy214fCaxB7L2nUbDneyTTnT+n/+z//h137t15b9+Xzh+Qc/+AFPPvkkv/M7v8NDD6kIHkVRFEVRNmZh/HWh1CCUMYauMdTnkBtKcyiXWTQbeV7CMnjsgQMcu28fF8bLTBRrFGbrV4+RTZIbTHF4NLNjZgW/OTbLH//wMrVmyHTZI4xi0o7JQCZBqepRrQd4fohp6sRRjB9EBGGEHeuM5132DCTpSd34xKRttQpAXiApzNbXtdaLE2XqXkDZ9Ug75rKP0410svO7U9YaXzzSO0CtKogNC7t2hLqbZDJY4rI7tPN/Lf788inKzUq7m3U1Bet5mqYxmOwnkAH52jQJw+bly6+o+cDroOv6phWs53Xq+Jvd3b7cczJhWOjCQNd0NG1+lHVM66tva9p1611NI4oj4rh1v6as5DUFa4BaUMfSTXShsyc9vCm3Q9k8Oy0dInXwFnQniZHpxS9OtyOu1yoKAkK3hjU4gO4kd2UBsHz6DBMnnyV0XZr5PHEoMdIprIF+Il0HISCKEFISui5+cZqgVCJqNrn01a+Te/IJMne/d7tvxrqo2eeKoiiKouxEy204vN5u23C4k3W8aN1oNPjVX/1VoHWiaO/evXz605/m/vvvR9M0zp07x//+3/+bH/zgBwDMzs7yD//hP+Szn/0sH/3oRzu9HEVRFEVRbgJNP2x3Sc/HX6+3S9rQBbcfyG57oXOjLoyX+eMfXqZc8ymUmqQci339yXYxuFLz2xOsTV1DMwRWDJ4vaXoS24Qr03V0Xdyw43o+SjyKYkK5vlSciYKLlDF+IBnIJNZ1jHmd6PzutLXGF991xx3ImT2cPlei7mzsOb0WoQwZK73LZDXPdONql+qAk2VvzzAH+/Zh6FuTMBDKkNeuvEnFcwljSS61Z13d90OpAS6VJ6h4Lq9deZNHbnl/186RVrrbSs9Jx3TQNYFlmPgyIKHbxMREcXTNXGqhtd6DfRkgNIHr167ZjBHIANevM+hkSRoJDmb3d2zt3fLa3s12YjqEME2y991L6LoEpRLeVJ7EaG5N77dxHONN5dEMHbO3l+x99256RPdWcy9cZPzEMwTlMt5UHj3pYO8bbRf4wyAkplXQNZIORk+6HUHdGJ/AHhlm4uSzGOn0jjwBqmafK4qiKIqy06y04XD+M0EsJZHn77oNhztZx79FnDx5ktnZWTRN48d+7Mf44he/SG9vb/vnt99+O0888QQvvPACv/qrv0qxWCQIAn75l38Z13X56Z/+6U4vSVEURVGUXezCeJmT3z9PqepdE399PcvUyaRt3FM+r79d3JVdqfOaXsjJ75+n1gwplJr0piz2DKSuOQEttLk5q0Acg6a1/i9h6/iBxAskmoCp6Rq37O1dccZ1FLUK1UJoGPraiorzCnPztQFsc2MFxU50fm+G9cQXf/h90ZZ0/nuh3y6o18Pmps4DXq2x0rvUwyZlr0raSi7qUlwtUzdJW0nKXpWM08vY7OUdO2P6ZuN5HnYXFRNWek5qmkYm0cNMo0QgQ4IowDZsdJZ+P4vimEC2Xvv1oEHKShLHMYXaNIam02unuWfPXRveYNGNr+3dbKemQww88hDl02eImk0a4xN4hQL20NCq1h7HMV6hgKw3cEZzWNksA4/sriQ92Wwy+cxzyFoNbyqP2ZfBGhq84f0jTJPEaA6vUMCbyiMMg4mTz3L46U/vuEKpmn2uKIqiKMpOcqMNh/M0vTUmZ7dtONzJOv4J7cUXXwRaX7g+97nPXVOwXugnfuIn+F//63/xi7/4i7z66qtIKfm1X/s1XNfl53/+5zu9LEVRFEVRdqHTbxc58eJ53EbA1HTtmvhr29TRhYaMWh2qbj2gWGpQqjRp+im+8q2zHD92K3cfGdzum9FxL52eoFT1KJSaOJbOYMZedGLVMkWrcE2reCLQFvxMJ4okni/RNY2ZSpPBvmvjaxfy/KvF5qFscl1rDmXcLn7rKxTIV6MTnd+baS3xxVvR+T82e5nnz71AuVlpR5f7Mlh0OUs3ydg91Pw6b+TP8dHbH9vU6NrJar5VYJMB/U7fho6VMpNUvRoyklxx86povQM0m0183++qovWNnpN9iQxVr0akRzSlhy99LH3pwo4uBFKGQIwX+iRNh2J9hkbQJNczQsbp5cH9929ovd362t6tdnI6hG7b7P3Y41z+2h9gjwzjTeWJ/QB7ZHjFqPD5E3uy3sAeGW7NBv7Y4zuuIHsj0y+9jF8q0cy3TniupmA9T9M07KEhYj+gmc8jEgmmf/BDhh/70OYuusPU7HNFURRFUXYKteFwZ+t40fqv//qv0TSNo0ePcuutt6542eHhYb785S/zz/7ZP+P5558njmM+97nPUavV+Cf/5J90emmKoiiKouwiF8bLfPN75ym5HvmZOk7CuCb+ep6ut4qwPUmLIIyYmqkznncZ6U9y4sXzpJPmruq4DsKIV84WKNd8pIzYe12H9TzbMtC0VoFXyhhDv/7ngnpTEsiIsuszkHFY7vO92wiw5uKqc4Opda3b0LV2sVlGMRsZl9iJzu+bxRv5czz31neo+XXytWnCWJK2kvQ7fa0OTE0g4wg/9KkFdYqNWUrNCsOhxzfOPMPjd3yY9wzfvilrm27M4oetWVPWBjs/56/vhz7F+uyG16ZsLs/zaDabCLHxFIFOutFzUgjBcGqAieoUNhae9InjGEs30bRrb8t8TLiMIxphk2a1SSNoMpwawDET3D18J3/x7qvrjvLu5tf2brXT0yHShw+Re/IJJk4+izAMmvk89bFLGOkUejqFbttoQieOJNLzkG6N0K2hGTrOaK5VsD7+sV3XiRIFAbOnXiWoVIhDib1vdF2bEeyRYepjlwgqFWZPvcrgsQ/sqE5fNftcURRFUZSdQm043Nk6/gl5drZ1Eujw4cOrurxpmvzO7/wOmUyGr33ta8RxzH/5L/+FWq3GP//n/7zTy1MURVEUZRe4Gn8dkJ+pk0lbDGWdG8+MNASjQykKsw2mZuoYhuDEi+d5+uNHOzIPuBtcnChT9wLKrkfKMRcV8eclEwa6EBi6wA8kZiSuiQDXtFbBN5QRMoqoNwNSzuKTk0EocRsBg30OSdvk8Oj6NgAM9TntWHAvkFgbiAjvROf3zWBs9jLPvvVtKs1qO8o2l9qzqNCio2PpJmk7Rb8MKdSKTFSnGE4N8Nxb3yFlJjelKzOMQiLmuu+1jRUv568fERNG4YbXpmwuby46ttus5jnpWA4j6UGm3CIaGp4MaIQehtDRNR2haa2/VXFMHMcEYUApqpA2k+xJD+HJgCAK+cHlH607yrvbX9u71W5Ih8jc/V70VIrJZ55DJBIElQphuUJYdRddVlgW1uAAZm8vVl8fuSef2JUFyNrYO8hGnbBcwUin1lWohVbnjpFOEZYryGwftYtjO6oLWM0+VxRFURRlJ1AbDne+jt/LYdg6CbTWJ8Kv/dqvkU6n+e///b8D8KUvfYl6vc6v//qvd3qJiqIoiqLscPPx11PTNZyEsaqC9TxN0xjKOvhhxNR0jYSl89LrEzz2wIFNXvXWmCi4SBnjB5K+dGLZywlNI5O2kOWIIIzwA4lt6dfcj7ouCP2QOIamLxcVreM4ZmqmgSE0MimL++8cWvd85dxQGl3XsEwdtx7Qk1x/Z20nOr93u2bo8fy5F6j7DfK1aXoTPauavWrqBnt7RijWZ8jXpjGEwfPn/oxPve+pjs/BNYTRjq2XcbTsbODVkHEEgEDDEOqLprI+q31Opu00uqaTr00jhCCMJIEMCbm6YSKOY6I4QtMEvabDYDLb6qxN9FL3G5S9/LqivHfCa3u32i3pEOnDhzj89KeZ/sEPmT31KjLbRxxKIt8njiI0IRB2K9pZd5Jk77uXgUce2rWRiY3xifbttwb6N3QsPZ0irLrEUtKcmNxRRWtQs88VRVEURel+asPhztfxMzaZTIbp6Wny+fyar/tLv/RLJJNJ/tN/+k9omsYf/uEf0mg0+OxnP9vpZSqKoiiKskMtjL8Oo5h9/cl17Zoc6XcYm6xSrvm8crbAsfv2rbvg2k0KpQZecLXTeCXZ3gTVmo8d6zS9ED+MsAzRvj/n744obhXBF4rjmMJsg0YzZHQ4TbYnwcNHc+te96FchqRtkknbFEsNgjBatkt8JZ3q/N7t/vzyKcrNSrsLczVFrXmapjGY7CeQAfnaNAnD5uXLr/DooQc7usYBJ3tN4cbS1/dlc/760CoEDSY3bz64srut5TnpWA77jRylZplyszq3WSImilq92lEkCeKQpJkgaTp4MiCT6KVYm9lQlPdOeG3vVrspHUK3bYYf+xCDxz5A7eIYzYlJvEKBKAwRhoE9NEQit5fUoYO7vuPELxaJ/NbfEGFvbDPCfGE/8ny8QmHDa9tqava5oiiKoijdTm043Pk6/u3i0KFDFItFXn/99XVd/xd+4RdwHIf/8B/+A5qm8eyzz9JoNOjv39gTTFEURVGU3WFh/HV6hfjrGzENnbRjUnY9sj02F8bL3H5g5xezQhlfnel8gzqFLjRGBpKM52vYpo4XSOIoxjL1uajwuQPErcL1vCCUTM20CtYj/UnSjsmTxw5vKGLdNAT33zmEe8qnVGkyNVNndGjpedzL6WTn924WypDXrrxJxXMJY0kutWddGz+GUgNcKk9Q8Vxeu/Imj9zyfgyxgWHk19nbM4wuWvHFtaBO2l5/13wtqGPpJrrQ2ZMe7tgale0RypCx0rtMVvPrnvm8Hmt9Tgoh6E9myTp9NIIGzdDHlz4xMTW/jhEb9Dt92IZNFEmuVPMbivLe17tnR7y2d6vdmA4hDIOe247c1CfoojAkjlqPh6Zv7HWgzb2O4igiCnfmqIrdPPs8CgJqY+/QGJ9obVaY26RhDQ7ijOZIHbxl3d1aiqIoiqJsDbXhcOfr+Lefu+66i7/8y7+kUqnw6quvcu+99675GJ/85CdxHId/82/+DQDf+c530Df45UBRFEVRul0QRlycKDNRcCmUGoQyxtA1hvocckNpDuUy6y7Q7iYL468HMsvHX69G2jGp1n2kjJko1nZF0drQtfZs6iiGGz1jkgmTkYEkU9N1NKHh+ZKGF2LoAiFaheCYmDiKqdZ83EaA2wgwhMbocJq0Y3L80Vs5lNt4R/PDR3O8/naRpp9iPO9SmG2sOvq9053fu9lY6V3qYZOyVyVtJRcVx1bL1E3SVrIVaez0MjZ7uaNzVw/27SNpJMjYPRQbs/TLcNVrjeO4XSRsBA1KXoWUmcSdmxEbynBTiprK5vJCn5cvv8JrV96kHjbXPfN5vdb7nNQ0jaSVJGklAQhkQD1oMuBkqAUNEobdkSjvDx16aEe8tncrlQ6xOwnDQBOtT1OxlBsqXMdRK7VGE2JHd6jvttnn0vOuxuE36ovj8C0Lzbg54vAVRVEUZadTGw53vo5/Sn7ooYf40pe+BMAf/dEfratoDfCJT3yCRCLBv/yX/5IoitqzshVFURRlt2n6IS+9PsErZwvUvQApY7xAEkUxQmjYc7N5k7bJ/XcO8fDR3IY6Wne6tcRf34htta7vBZLCbH3Da+sGQ31O+37xArmqwlxvysLQNaam6+iaRiAjQhkR+DFRBJ4vKcc+dS/EMnUG+xwyKYu+HpvjxzpTsAZIWAZPfvBWvvonZxnuT5KfqeOHESP9Dqax/GO9GZ3fu9lkNd8q9smAfqdvQ8dKmUmqc4XgK26+o4UtQze4Z89d1Pw6pWaFQq3I3p6RFQt6URS145hlHBHHEc3QIybGC30aYZP/ffZPNq2oqWyesdnLPH/uBcrNChXPpexV1zXzeSPW85y8XhzHFGrTGJqOjCMShk2hNtORKO//+85f7ojX9m6l0iF2J2twEGG1/k5Ent/+93pIzwNaXT/20FBH1rdddsvsc/fCRSafeQ6/VGoX3+e7sxYSloWR6SV0Xcqnz3Rl8V1RFEVRFLXhcDfo+D394z/+4ziOQ7PZ5JlnnuEzn/nMuqO9jx8/juM4/NIv/RJhGBIviKVUFEVRlN3gwniZk98/T6nqUa75lF1v0exgAMvUyaRt3FM+r79d7GihcKdZGH+t3yj/+gbaHclRTCh3x+eM3FAaXdewTJ1aIySVWN3HvWTC5MDeXmYrTcquj4wimp4k0mJsS2c469DXk9j0DRSHRzMcP3YrJ148j2kIpqZrjE1WSTsmacfEtlrR5VEU4/lyUzu/d6vpxuw1XXwbsbCrsFif3fDarvfg/vt5I3+O4dBjojpFsT6zbGGv4TfI16YJooAwkvhhQIQkjmOEJvClT6lRoRE0N62oqWyON/LneO6t71Dz6+Rr0xua+bxRa3lOXi+OY4r1GRpBk73pYWaaZVKW07Eo75lmGUdvFYS6/bW9G20kHWKhQAa4fp1BJ0vSSHAwu38TVqusljOaQzN0hGURui5GT3rdx5JurdW1q+skcns7uMrtsdNnn5dPn2Hi5LOErksznycOJUY6hTXQ3y64x1ISeT6h6+IXpwlKJaJmk0tf/Tq5J58gc/d7t/tmKIqiKIqygNpwuPN1/FOj4zh8+MMf5k//9E+RUvI//+f/5Jd/+ZfXfby/83f+Dp///Of5xV/8RZrNZgdXqiiKcnNTUdTb7/TbRU68eB63ETA1XSOMYtKOyUAm0equFhoyanVdu/WAYqlBqdKk6af4yrfOcvzYrdx9ZHC7b8aWWxh/LaOYjaT9tGc/Cw1D31gBvFscymVI2iaZtE1hpkbQY2GtsiNdFxqDfQ79mQTVmse7+RrppEnasXj4nhwj/SlygykOj2Y2dVb03UcGSTkmJ79/noSltzd0VOuLO182s/N7twqjkIi5jR/axh7H+etHxIRR55ORbMPio7f/BN848yzDqQHytWl8GdBjJQmjqD0fOJABNb8BzN2+uc2uGhq2YWPqBkOpQXRNbHpRU+mssdnLPPvWt6k0q+Rr0xua+dyJzQlLPScDGTCUGsBcIQ46kAGF2jSNoMlwagBN0xhw+ijUZzoW5W3qRnujd7e/tnejTnfi99pp7tlzl5onvs1SB29Bd5IYmV784jRREKxrrnEUBIRuDWtwAN1J7qou3Z04+9y9cJHxE88QlMt4U3n0pIO9b3TRY6vprQ0LRk+aKAjwpvI0xiewR4aZOPksRjq9qx5LRVEU5eYQBQG1sXdojE+0ZkDPbTizBgdxRnOkDt6yrs873UBtONz5NmWr42//9m939HjHjh3jhRdeoF7fHbGdiqIo20lFUXeHC+Nlvvm985Rcj/xMHSdhsK8/uWijgK63inI9SYsgjJiaqTOedxnpT3LixfOkk+ZNV6C7Pv56tQXZpXj+1ZjxoWyyI+vbbqYhuP/OIdxTPjPlBsVSk72Da7ttGlCthyRtg1v29nLsvlEee+DA5ix4GYdHMzz98aPt96tsj31TvF+FMmSs9C6T1TzTjVnCKMQQBgNOlr09wxzs27fhWcyGMBDMbfyII3TW/xqScWtWlEDDEJtz3x/M7ufxOz7MM2f/D67fYLoxw3R9Fl0TCDRimCteQ0yMhoamaeiawDJsDKEznBqkx259Wd3soqbSOV7o8/zfvEB9rot+ozOfP/W+pzoSBz//nHzure9gCIN8bZpL5QnSVpKUmVyy+9v16xiaTq5nhJSV5EAmx/nZSx2N8jaFQShbBead8NrejTrViZ/rGSHj9PLg/vu3YNXKSoRpkr3vXkLXJSiV8KbyJEZza96M4E3l0Qwds7eX7H33dmXn8c1CNptMPvMcslbDm8pj9mWwhgZv+JgK0yQxmsMrFPCm8gjDYOLksxx++tNdF3uuKIqiKEuRnnd1tEejvni0h2WhGd092uNG1IbDnW/HfErOZrNks9ntXoaiKMqOpqKou0PTCzn5/fPUmgH5mTqZtMVQ1rnxSXhDMDqUojDbYGqmjmEITrx4nqc/fnTHF+rWYmH8tVsP6EmuvwDhNgKsucJnbnD9sye7zcNHc7z+dpGhvgST03WKZY89A8aqT5oXZlvzoUeH02R7Ejx8NLcFq14sYRk89sABjt23jwvjZSaKNQqz9avJENnklnR+bwUv9Hn58iu8duVN6mGzNZc29ImIEWitIpjQOzKLecDJXhP9a63QHXojC2PGB5Ob91k9ZTpoCDzpoWs6Mgrwo4CYxbH+84VrAEPT2dszQtJ0rrnMZhc1lc74q6nTlJuVdof1Rmc+v3z5FR499GBH1vae4dtJmQ7Pn3uBhGG352xXvdqiy1q6yaCTpddOk0n08tHbH+PVK290PKZf07R2ysBOeW3vNp3qxE9ZST5622Pq/ahLDDzyEOXTZ4iaTRrjE3iFAvbQ0Ko/V3mFArLewBnNYWWzDDzy0BasWlnO9Esv45dKNPOtDuvVFKznaZqGPTRE7Ac083lEIsH0D37I8GMf2txFK4qiKMoGuRcuMvnMc/ilEkGlQliuEPmL0+yEZWFkegldl/LpM+SefGJHFWzVhsOdT93TiqIoNwkVRd09Xjo9QanqMTVdw0kYqypYz9M0jaGsgx9GTE3XSFg6L70+seVdsNtpYfx1sdQgCKN1RdkHYWse8mCfQ9I2OTy6ezZmJCyDJz94K1967gxDfQkKpSYygpF+B9NYvvMuCCVTM62C9Uh/krRj8uSxw9u+KcLQBbcfyHL7gd1ZOBmbvczz516g3Ky0C1++DBZdztLNjsxi3tszjC5aUcq1oE7aXv+GjVpQx9JNdKGzJz287uOsZH6ecT2oQwxorftCaIIwCgmikCiO5srUrf8/jmOEEMRxTBQt3pwFm1/UVDYmjELeKJyj4rkdm/n82pU3eeSW93csbvlgdj+fet9T7Q0nGad31RtOfjTxWsdj+k1h4EfBjnlt71ad6MR/4o4Pq+SHLqLbNns/9jiXv/YH2CPDeFN5Yj/AHhlesXNnPk5a1hvYI8MY6TS5jz2+4zqWdpMoCJg99SpBpUIcSux9o+v622KPDFMfu0RQqTB76lUGj31AncxWFEVRulb59BkmTj5L6Lo083niUGKkU1gD/Qi7FX8dS0nk+YSui1+cJiiViJpNLn316+SefILM3e/d7puxamrD4c6mPlEpiqLcBFQUdfcIwohXzhYo13zCKGZff3JdJ0pG+h3GJquUaz6vnC1w7L59O77TdLUWxl+XKk2mZuqMDqXWvGtyaqaBITQyKYv77xzadfff4dEM/8+D+/jjH17G0AXTZY+xySppxyTtmNiWjhAaURTj+a0CvtsIMITG6HCatGNy/FGVsrBZ5mPA/3L8Nf5i/FW80G8VZdFImQ4j6UFsw15U2OjELOaDfftIGgkydg/Fxiz9MlzXPN1ABrh+nUEnS9JIcDC7f83HuJGl5hmPZvZiCJ2aX2e8Mkk0F2NsCB1d09HQCKMQGUtkLJlyi+iajmM5i46/2UVNZf3erU7SCD3KXrVjM58zTi9js5c5MnCwY+u0DYtHDz3II7e8n7HZy1xx8xTrV6P9B5NZ9qSHOZjdf83zajNi+h0zAYFG0nC6/rW92220E18VrLtP+vAhck8+wcTJZxGGQTOfpz52CSOdQk+niIUBuiCWEUGzgXRrhG4NzdBxRnOtgvXxj+2oTqWN6NZZmbWxd5CNOmG5gpFOrXsNwjQx0inCcgWZ7aN2cWxHzfRWFEVRbh7uhYuMn3iGoFzGm2qljNj7Rhf9DdT01hxooyfd3njXGJ/AHhlm4uSzGOn0jvkcozYc7mybUrSWUvLv/t2/o9FoAPBTP/VT/K2/9bfWfJw///M/55vf/CYA6XSaf/Wv/lUnl6koinJTUFHU3eXiRJm6F1B2PdKOua4OYQDT0Ek7JmXXI9tjc2G8vGu7UJcyH3/d9FOM510Ks41Vd6xvZvx1EEZcnCgzUXAplBpXY6z7HHJDaQ7lMut+zNfjroNZHEvnT/9ynHTSbo8FqNYXR0BZps5gn0MmZdHXY6uxAJtkYQx4sTHLROUKvgwIZIDQBLZh4cmAYm2GTKKHvkQGSzexdLNjs5gN3eCePXdR8+uUmhUKtSJ7e0bWvPGjUJvG0HR67TT37Lmr44XeZujx/Lnl5xlrmoYuDJAhpjCvidE1dANf+njSR0MjX5tmv5FDiMWvv80uairrM1UrImPZ0ZnPMpJccfOb8vgaQufIwMFVH3szYvptw2Z/b45ifaarX9s3i4104ivdKXP3e9FTKSafeQ6RSLSjNcOq247mBxCahrAsrMEBzN5erL6+HRetuV7dPiuzMT7RXpM10L+hY+npFGHVJZaS5sSkKloriqIoXUc2m0w+8xyyVsObymP2ZVY1FkOYJonRHF6hgDeVRxgGEyef5fDTn94xBdwbbTjUbRtN6MSRRHreTb/hsJtsStXh61//Ol/96lfRNI0HHniABx54YF3HeeCBB/jd3/1dfvSjHwFw11138VM/9VOdXKqiKMqup6Kou8tEwUXKGD+QDGQSGzpW2jGp1n2kjJko1m6qovV8/PVX/+Qsw/1J8jN1/DDatvjrph/y0usTvHK2QN0LkLIVtR9FMUJorQh+XSNpm9x/5xAPH81t2eaPW/ak+eRHb+f0xSqvnC2Q7bG7an03k4Ux4KVmhYnqFOF8tLWmEcURzdBDQ2DqBjONElWvxnBqoN0l3KlZzA/uv5838ucYDj0mqlMU6zOrnhccxzHF+gyNoEmuZ4SM08uD++9f9/2ynD+/fGrFecZe6NGaYB21itfXsXSrFe0lA4QQlJpl+peZzbsVRU1lbWaaZYK5mPxOzXz2Q59ifXbDa+uEzYrp/8At7+eFiz/s6tf2zWS9nfhK90ofPsThpz99tTCb7SMOJX693i7MWqkkmr59hdntshNmZfrFYntNwt7Y35b5xzTyfLxCYcNrUxRFUZROm37pZfxSiWa+1WG9moL1PE3TsIeGiP2AZj6PSCSY/sEPGX7sQ5u76A5aacPh9W7WDYfdqONnI+M45r/9t/8GgGVZfO5zn1uyo2E1dF3ns5/9LH/37/5dfN/nC1/4gipaK4qirIGKou4+hVIDL2jNV7XNjZ2ctK3W9b1AUpitb3htO83h0QzHj93KiRfPYxqCqenatsRfXxgvc/L75ylVvXYnsx8snqFrmTqZtI17yuf1t4tb2slsmzqPPXCAY/ft48J4mYlijcJs/WoneDZJbjDF4dGMem1vkvm5zDW/Tr42TT1sJRJpmoapXe0SjuK43V0ayJBIj5ioTjGSHiRtp9vX2egsZtuw+OjtP8E3zjzLcGqAfG2aQAYMpQYwV+j4DGRAoTZNI2gynBogZSX56G2PdbwzMJQhr115c8V5xr4M2rHIYpmZwJZu0gg9wkhSblbJOn1L/h3sxqLmzU5Gsh393qmZzxExYRRueG2dsFkx/bcNHsYxE1372r5ZrbUTX+luum0z/NiHGDz2AWoXx2hOTFJ+912iIECYJpl9+0jk9pI6dPCmmXO8U2ZlRmFIHLX+tmj6xr6LaXMbTeIoIgq742+LoiiKosyLgoDZU68SVCrEocTeN7quc8L2yDD1sUsElQqzp15l8NgHdtTnm+U2HF6TBDP3WeVm23DYrTr+7PrhD3/I1NQUmqbx1FNPsWfPng0dL5fL8YlPfIIvf/nLXLp0iR/96Efr7txWFEW52ago6u4TypgoasUH6mJtHxavJ+auH0UxoYxvcOnd6e4jg6Qck5PfP0/C0rc8/vr020VOvHgetxEwNV0jjGLSjslAJtHqXhYaMmp1Nbv1gGKpQanSpOmn+Mq3znL82K3cfWRwQ2tYC0MX3H4gq16/W+z6ucwJw8bSLQICpIywDAttrqima6CjY4oYX/o0pYeNtWgucydmMR/M7ufxOz7Mc299B0MY5GvTXCpPkLaSpMxkK7b2upnarl/H0HRyPSOkrCRP3PHhTZm9OlZ6l3rYXHGecUwMc299Gku/n2qawBA6gWx1NTaCBkkruehy3VjUvNnpQm9vRujUzGeBhrFEV/522MyY/m5+bSvKbiIMg57bjtBz2xHsSoUoihBC0Nvbu91L21I7aVamMAy0ucaaWMoNFa7jqLVJVRNiR528VxRFUW4OtbF3kI06YbmCkU6tOMt5JcI0MdIpwnIFme2jdnFsx43EWGrDoVcoEIUhwjCwh4Zuug2H3azjj8CLL77Y/vff+3t/ryPH/Omf/mm+/OUvA/C9731PFa0VRVFWSUVRdx9D19rFZhnFbGSD/3zxWwgNQ99YAXwnOzya4emPH23Hc29V/PWF8TLf/N55Sq5HfqaOkzDY159ctDlE11sF856kRRBGTM3UGc+7jPQnOfHiedJJU82O3sWWmsvsGAkaboFAhuiavmSXsKZp2Ia94lzmTsxifs/w7aRMh+fPvUDCsKl4LmWvStWrLbqspZsMOll67TSZRC8fvf2xTStqTVbzrdmvK8wz1tCYr1XHxMsWrnVNJyQEYpqhv2TRutuKmqEMGSu9y2Q1z3TjapTwgJNlb88wB/v2YayjK3cn6U9k2p3BnZr5bBkWg8tExG+HzYzp79bXtqIou8tOm5VpDQ4irLl0G89v/3s9pOcBrZhxe2ioI+tTFEVRlE5pjE+0O4qtgf4NHUtPpwirLrGUNCcmd1zRet7CDYdK9+r4mY4zZ84ArQ7p2267rSPHvO2228jlckxOTvLaa6915JiKoig3AxVF3X2G+pz2Y+EFEmsDj4vnX31sh7KLizA3k4RlbGn8ddMLOfn989SaAfmZOpm0tap58aYhGB1KUZhtMDVTxzAEJ148z9MfP6pmSO9SS81lnm2UWGkW80I3msvciVnMB7P7+dT7nuLly6/w2pU3yTi9rYJx6BMRI9BanZlCJ2kkuGfPXTy4//5NjQ2ebsxeU2hciqWbVzuk42jZiHChzadSRPhycQoDdE9R0wv99uNQD5vb/jhsp5HUILrW+ZnPe9LDHVzlxmx2TH83vrYVRdlddtqsTGc0h2a0Or5D18XoSa/7WNKtIaxWnGgit7eDq1QURVGUjfOLRSK/9T1X2Bv7fD+/oSzyfLxCYcNrU5SVdPzs6KVLl9A0jSNHOrtb4bbbbmNiYoJLly519LiKoii7mYqi7j65oTS6rmGZOm49oCe5/g+ObiPAmusgzg2u/2T+brJV8dcvnZ6gVPWYmq7hJIxVFaznaZrGUNbBDyOmpmskLJ2XXp/gsQcObOqala233Fzm1cxiXmilucydmsVsGxaPHnqQR255P2Ozl7ni5inWr3b4Diaz7EkPczC7f00R5OsVRiHRXPb3cvOMbcOm1W8tkFHEchMw5u+rmLlI8SV0Q1FzbPYyz597gXKz0u6K9WWw6HKWbpKxe6j5dd7In9u1XbH7evbiGHbHZz4fzO7fhNWu32ZHeXfba1tRlN1jJ87KTB28Bd1JYmR68YvT7TnkaxUFAaFbwxocQHeSmx5rriiKoihrFYUhcdQ677CRcRgA2tz3hDiKiEI1TkvZXB3/FFitVgEYHOzsfMb545XL5Y4eV1EUZTdTUdTd51AuQ9I2yaRtiqUGQRita9Z4EErcRsBgn0PSNjk8quKlt0oQRrxytkC55hNGMfv6k+s6QTfS7zA2WaVc83nlbIFj9+3rSBe40j2Wm8u8mlnMC600l7nTs5gNoXNk4OC6OrY7yRAGYu6+WW6esWMm0IXA1A18GSzbbR3HrTtbY+n7uxuKmm/kz/HcW9+h5tfJ16YJY0naStLv9C1ZtCw2Zik1KwyHHt848wyP3/Fh3jN8+5avezMZwuA9Q7dzKv9Gx2c+d5utiPLulte2oii7x06clSlMk+x99xK6LkGphDeVJzGaW/PfFm8qj2bomL29ZO+7V82/VBRFUbqOMAy0udFisZQbKlzHUSvpURNC/c1TNl3Hz4xGc7s35v+z08edP+mkKIqi3Nj1UdQboaKoO8M0BPffOUQmZWEIjamZ+pr/tsVxzNRMA0NoZFIW9985pIqdW+jiRJm6F1B2PdKOua5NBwCmoZN2TMquR90LuDCuNubtNgvnMqfMq++b189iXg1d04mJmJ/LPK/bZjF3yoCTvaaLfClCE/TaPRhCR6PVwb7U+2kUz2+6Elj6tekW3VDUHJu9zLNvfZtys8JEdQpTNziQGWUkPUTaTrU7wC3dJG2nGEkPcSAziqkbTFSnKDcrPPfWdxibfXdL170V3rfnbjKJXoZTAzSCJsX6zKr/Zi6c+TycGlg087nbzEd5P3zgAfb2DHOgb5RD2f2M9oywt2eY0Z4RDmX3c6BvlL09wzx84AE+9b6ndmWXvaIoO8PCWZlGev0x29CalRn5fntW5mYaeOQhrL4+EsPDyHoDr1BY098Wr1BA1hskhoexslkGHnloU9erKIqiKOthDQ4irNb338hb+jv1aknPA1ox4/bQ0IbXpigr6fiZrWw2y9TUFLOz648nXMr88fr6+jp6XEVRlN1MRVF3p4eP5nj97SJNP8V43qUw21h1vHQcxxRmGzSaIaPDabI9CR4+mtuCVSvzJgouUsb4gWQgk9jQsdKOSbXuI2XMRLG26bHmytZabi7zamcxL7TcXOZumcXcaXt7htuF2pXmGWcTGapeDcuI8EKPIAowhXnN+6mMJRoC0EgseBwWFjVzPSPbUtRshh7Pn3uBut8gX5umN9HDYLL/hn8PTN1gb88IxfoM+do0hjB4/tyf8an3PbWr5hHb+ubOfO42KspbUZSdZKfOytRtm70fe5zLX/sD7JFhvKk8sR9gjwyv2C0eBQHeVB5Zb2CPDGOk0+Q+9nh77YqiKIrSTZzRHJqhIyyL0HUxeta/wUy6NYRloek6idzeDq5SURbreNF6YGCAK1eucObMmY4e98yZM2iaRn9/f0ePqyiKspupKOrulLAMnvzgrXz1T84y3J8kP1PHDyNG+h1MY/mT0EEomZppFaxH+pOkHZMnjx0mYe2e7sqdoFBqtJML5pMM1su2riYhFGbrG16b0l2Wm8u82lnMCy03l7kbZjFvhoN9+0gaiRvOMxZCMJweYLI6Raxb+NInimMs3URogjiOCCPZ3ijgmA7QPUXNP798inKzQr42jWMmVlWwnqdpGoPJfgIZkK9NkzBsXr78Co8eenCTV721NnvmczdSUd6KouwEO3lWZvrwIXJPPsHEyWcRhkEzn6c+dgkjnUJPp9BtG03oxJFEeh7SrRG6NTRDxxnNtQrWxz+mZlkriqIoXSt18BZ0J4mR6cUvThMFwbpGeURBQOjWsAYH0J2k+tunbLqOn+W+9957eeONN5ienub06dPcfffdGz7m6dOnKRaLaJrGvffeu/FFKoqi3CTmo6jdUz6lSpOpmTqjQ6k1z+xSUdSdd3g0w/Fjt3LixfOYhmBqusbYZJW0Y5J2TGxLRwiNKIrx/NamAbcRYAiN0eE0acfk+KO3ciinNhBstVDG7RnvuljbLOsojqk3Qzw/xA8iQhnR9CWzc6/P9W4sUbrTcnOZVzuLeaGl5jJ3wyzmzWLoBvfsuYuaX7/hPOOk6TCcGiRfa31f8MOAZuihazpRLCFubRpIWUlqfr1ripqhDHntyptUPJcwluRSe9b09xlaheuh1ACXyhNUPJfXrrzJI7e8f9d14W7FzGdFURRlbXb6rMzM3e9FT6WYfOY5RCJBUKkQliuEVXfRZYVlYQ0OYPb2YvX1kXvyCXXSXlEURelqwjTJ3ncvoesSlEp4U3kSo7k1nxP2pvJoho7Z20v2vnvVTGtl03X8Gfbwww/zla98BYDPf/7zfOELX9jwMT//+c9fc3xFURRl9VQUdfe6+8ggKcfk5PfPk7B0yjWfsutRrS+eNWOZOoN9DpmURV+PzfFjqmC9XQxdQ8wVq2UUs5rzczKKma00Kbs+MoqI41YBO4piwjCiXPN548I0/+nrp7j/ziEePppTHfS7wPVzma25OOP5WcyzUYlAhvgywNatFd+Xr5/L3A2zmDfbg/vv5438OYZDj4nqFMX6zLKdyD12Gl3o5N1pdE0QRCF+6Lc3BDRDH82rUvHcrilqjpXepR42KXtV0lZyyU7y1TB1k7SVpOxVyTi9jM1e3pUduvMzn1++/AqvXXmTjNPbmhkf+kTECLRW17XQSRoJ7tlzFw/uv39V3fOhDBkrvctkNc9042oc94CTZW/PMAf79mGs8/FRFEXZra6flTn/7/XYrlmZ6cOHOPz0p5n+wQ+ZPfUqMtvXntMdR1GriG634lB1J0n2vnsZeOQhFQmuKIqi7AgDjzxE+fQZomaTxvgEXqGAPTS06nPCXqGArDdwRnNY2SwDjzy0BatWbnYd/+b9wQ9+kOHhYfL5PN/73vf4+te/zlNPPbXu433jG9/gu9/9bquLYGiIY8eOdXC1iqIou5+Kou5uh0czPP3xo7z0+gSvnC2Q7bGRMsYLJFEUI4SGPTdLPGmbqqDZBYb6nHYsuBdIrBtEhNebAVPTrS7qQLa6q+c7teOYuW76kEpNY7zo4p7yef3totqYsEU2s1i10lzm1cxiXmjhXGZbN7d9FvNWsI21zTNOmg4HMjmK9RmK9Rk0TcPREwihM5jM4hiJdRc1N8NkNd8qusqAfqdvQ8dKmUmqXg0ZSa64+V1ZtIbOz3z2Qr9dBK+HzY4VwRVFUW4Gu2VWpm7bDD/2IQaPfYDaxTGaE5N4hQJRGCIMA3toiERuL6lDB1V3maIoirKj6LbN3o89zuWv/QH2yDDeVJ7YD7BHhleMCo+CAG8qj6w3sEeGW2MxPva42rSlbImOf9qyLIunn36aX//1XyeOY37jN36Der3Oz//8z6/5WF/84hf57d/+7fZ//0f/6B9hbWDnpqIoys1KRVF3t4Rl8NgDBzh23z4ujJeZKNYozNYJZYyhawxlk+QGUxwezaho9i6QG0qj6xqWqePWA3qSy382qdR8pqbrhFGE50viOMbQBaYlEJqGH0gi0eqkT1g6xVKDUqVJ00/xlW+d5fixW7n7yOAW3rqbx1YUq1aay3yjWcwLLZzLrAElr0pzm2cxb5X1zjNOGg69dhpN0zjcf4CBZHZdRc3NNN2YxQ9byRrWBh+/hR39xfrshtfW7Tox83ls9jLPn3uBcrPSjhv3ZbDocpZukrF7qPl13sifU3HjiqIoc3bbrExhGPTcdoSe245sy+9XFEVRlM2QPnyI3JNPMHHyWYRh0MznqY9dwkin0NMpdNtGEzpxJJGeh3RrhG4NzdBxRnOtgvXxj6mxGMqW2ZQtgp/4xCf41re+xV/8xV8gpeRzn/scf/zHf8wnP/lJ/vbf/tsrFp6DIOBP//RP+dKXvsTp06eJ4xhN03j/+9+/oY5tRVGUm52Kou5+hi64/UCW2w9kt3spygoO5TIkbZNM2qZYaiw7h7rVYV0jCCO8QKILDcsy2tHicRwjo9brzTYNDuzpJZQRUzN1xvMuI/1JTrx4nnTSVK+/DtuqYtWN5jKvNItZFwKhCTQ0vNCfe75IIMaQxrbOYt5qu3WecRiFRLRSF/QbzDS/kfnrR8SEUbjhte12b+TP8dxb36Hm18nXpgljSdpK0u/0LbkRotiYpdSsMBx6fOPMMzx+x4d5z/Dt230zFEVRtpWalakoiqIoO0Pm7veip1JMPvMcIpEgqFQIyxXCqrvossKysAYHMHt7sfr6yD35hCpYK1tqUz4J6rrO7/7u7/KJT3yCixcvAnDmzBn+6T/9p5imyZ133smRI0fo7e0lmUxSr9epVCqcP3+es2fP4vutAko8N7vvlltu4T//5/+MvpqhkYqiKMqyVBS10i2CMOLiRJmJgkuh1LjaVd7nkBtKcyiXWbIQ3A1MQ3D/nUO4p3xKlSZTM3VGh1LXnKCTUTzXYd16fRmGwDLENZfx/AhNA1MXZNJW69+GYHQoRWG2wdRMHcMQnHjxPE9//Kh6HXbIVherbjSX+fpZzGEkCWSIlK3CYxTHxHNzmQFG0kP02b1dX5DttM2cZ7xdDGEgaD0PZByhs/7vOjKOABBoGEK9V6xkbPYyz771bSrNKvnaNI6ZIJfas2imuE4r2j9tp+iXIYVakYnqFMOpAZ576zukzORN8/pTFEVZjpqVqSiKoig7Q/rwIQ4//Wmmf/BDZk+9isz2EYeSyPeJowhNCITdGtWhO0my993LwCMPqUhwZctt2hmN3t5evvGNb/Arv/IrvPDCC2iaRhzH+L7P6dOnOX369JLXm++sni9Yf+hDH+Kzn/0smYzqMFIURekEFUWtbKemH7Y3TdS9YMdumnj4aI7X3y7S9FOM510Ksw2Gsk77BN1spdnqsPbnOqyvK1j7gURGMQlbxzQE/b2J9s80TWMo6+CHEVPTNRKWzkuvT/DYAwe2/HbuNttRrFrNXOb5WcyzzTIVr4ohDKI4wgt9NCSWYWPpJqM9exhIZndEQXYzdHqe8XYbcLLXxHpbS8zpXq2FMeODyWvTOjZzbvtO0ww9nj/3AnW/Qb42TW+i55pNJMsxdYO9PSMU6zPka9MYwuD5c3/Gp9731E33OlQURVlIzcpUFEVRlJ1Dt22GH/sQg8c+QO3iGM2JSbxCgSgMEYaBPTREIreX1KGDKvlE2Tab+szr6enh937v9zhx4gT/43/8D/7mb/4GuNpBvfDkwPz/Nv/v2267jX/wD/4Bx48f38wlKoqi3LRUFLWy1S6Mlzn5/fOUql47nt4P5KLLWaZOJm3jnvJ5/e1iV8bTJyyDJz94K1/9k7MM9yfJz9Txw4iRfgddF5Rdn0BGxHGMZRntzzxxHOP5ETKKsU0dQwhGBlLtyPB5mqYx0u8wNlmlXPN55WyBY/ftUxtJNmA7i1WrncvcY6exhEnJq+D6dUxhkLR6sHWLH99/Hw/kju6Yguxm6sQ8426wt2cYXbQ2SNSCOmk7te5j1YI6lm6iC5096WFga+a27zR/fvkU5WalvWllNe8B8zRNYzDZTyAD8rVpEobNy5df4dFDD27yqhVFUbqbmpWpKIqiKDuLMAx6bjtCz21HtnspirLIlmyXOH78OMePH+dHP/oRL7/8Mn/1V3/F+Pg45XKZWq1GKpUik8kwOjrK+973Ph588EEeeOCBrViaoiiKoihb4PTbRU68eB630ZrzHEYxacdkIJNodVcLDTkXpe3WA4qlBqVKk6af4ivfOsvxY7dy95HB7b4Z1zg8muH4sVs58eJ5TEMwNV1jbLKKZQi8QBKEEboQaBqEMkbKiFDGaBok7FbBes9AkmRi6Y9jpqGTdkzKrke2x+bCeFltMtmA7S5WrXUucy49vCPmMivrd7BvH0kjQcbuodiYpV+Gi7r+VyOQAa5fZ9DJkjQSHMzu37K57TtJKENeu/ImFc8ljCW51J41zV2FuSSM1ACXyhNUPJfXrrzJI7e8/6bfSKIoiqJmZSqKoiiKoiidsKU9/g888IAqRiuKoijKTebCeJlvfu88JdcjP1PHSRjs608umlmt660u656kRRBGTM3UGc+7jPQnOfHiedJJs+s6ru8+MkjKMTn5/fMkLJ1yzWdquobnh0gZIwTI5tysWaFhmQJTF5hGq8N6uYL1vLRjUq37SBkzUaypovU6dUuxarvnMquY6O5i6Ab37LmLml+n1KxQqBXZ2zOypudmHMcUatMYmk6vneaePXfxVvH8ls5t3ynGSu9SD5uUvSppK7muDQIApm6StpKUvSoZp5ex2cs7vutfURSlE9SsTEVRFEVRFGWj1FkpRVEURVE2TdMLOfn989SaAfmZOpm0dc3s5+WYhmB0KEVhtsHUTB3DEJx48TxPf/xo1824Pjya4emPH23P6m56IVHcuu22pSOEhtA0NA10IcikLfp7E4siwZdiW62CqBdICrP1zb4pu1Y3Fau2Yy6zionuXg/uv5838ucYDj0mqlMU6zOrTgGI45hifYZ60KTfydCUPn8zfYE/+us/xg996kGTpJlgX28O27h2rmgn57bvFJPVfOu5LwP6nb4NHStlJql6NWQkueLmVdFaURRljpqVqSiKoiiKomyE+oSoKIqiKMqmeen0BKWqx9R0DSdhrKpgPU/TNIayDn4YMTVdI2HpvPT6BI89cGCTV712CcvgsQcOcOy+fXzhj17n9PkiUkb0piwMXWCZOglLJ5kwWUuD73xhO4piQhlv0up3v24sVm3VXGYVE93dbMPio7f/BN848yzDqQHytWkCGTCUGsDUzWWvF8iAvFuk4rkYQme2WcYQBn/+7qv4MsCXPqZuEkSSieokvXYP2UQGIcSiY61lbvtO7tafbszihz4A1gY3Zcxf3w99ivXZDa9tN9rJzxVFUTZOzcpUFEVRFEVR1mNTvyVOTU3x1a9+lR/+8IdcvnwZ13Xp6elh3759PPTQQ/z9v//3GRkZ2cwlKIqiKIqyTYIw4pWzBco1nzCK2defXFck80i/w9hklXLN55WzBY7dtw9DX1x46QaGLhjpT/JuPkGtETDSn8Qy198tG0WtQrUQGoa+tvtOuepmLVa9kT+nYqJ3gIPZ/Tx+x4d57q3vYAiDfG2aS+UJ0laSlJlc8rEqN6sEMsAQBjKOELFgvHKFIAqQUYQGhFGIjCJM3WA2KlH1agynB0iazqI13Ghu+27o1g+jkIjWe6qubexvyPz1I2LCKNzw2naT3fBcUTorCgJqY+/QGJ/ALxbbHbfW4CDOaI7UwVsQ5vKbdBRFURRFURRFuXlsWtH6D//wD/nN3/xNfL91gjCOWycIZmZmmJ2d5fTp03zxi1/kX/yLf8FTTz21WctQFEVRFGWbXJwoU/cCyq5H2jEXzbBeLdPQSTsmZdcj22NzYbzc1bOdh/ocbPNqrPdGitaeLwGwTZ2hbLIj69ssQRhxcaLMRMGlUGoQyhhD1xjqc8gNpTmUy6z7ObBRN2Oxamz2Ms++9W0qzSr52jSOmSCX2rMoGv1mjInuRu8Zvp2U6fD8uRdIGHa7K77q1RZdVgOiOMIQBmEUYuomKStJ5LnEQBwHJAybmBgZRfgyIJAhlhExWZ1iODVIj51efNxl5ra/W57Y8d36oQwpN6tUPRcv9JisTmEIA0u3SBgWjrn6FBAAGUcACDQMobqF56lkB2Uh6XlXZxs36otnG1sWmqFmGyuKoiiKoiiKctWmfMP+5je/yb/+1/8aaJ38mC9Yz4vjGE3T8DyPf/tv/y2JRIKf/Mmf3IylKIqiKIqyTSYKLlLG+IFkIJPY0LHSjkm17iNlzESx1tVF69xQGl3XsEwdtx7Qk1x/B5nbCLBMHV3XyA2mOrjKzmn6YXued90LkDLGCyRRFCOEhj23/qRtcv+dQzx8NLflc8kNYSBoFaRkHKGz/o0EO6FY1Qw9nj/3AnW/Qb42TW+iZ1VzktcSE6103sHsfj71vqfaXaoZp3dRl6qMI6bcAromCCNJX6KX4fQQgfRx/Toy8jF1A31uHrohWgVuXwZ4oUesW+RrxVan6xId19fPbf+z8z/g1Stv7Nhu/YVdv+9WJql6LmEUUmm2YtVbcekauibIJHroWyZC/XoLkxsGk93792grqWQHZSH3wkUmn3kOv1QiqFQIyxWiuYaGhYRlYWR6CV2X8ukz5J58gtShg1u/YEVRFEVRFEVRukLHz7S5rstv/uZvAlcL1nfeeSf33Xcfvb29VCoVXnnlFd566632z3/zN3+Tj3zkI6TTi3f8K4qiKIqyMxVKDbzgaqfwRtjW1c7lwmx9w2vbTIdyGZK2SSZtUyw1CMJoXR3GQShxGwGDfQ5J2+TwaGYTVrsxF8bLnPz+eUpVj3LNp+x6+HOP+UKWqZNJ27infF5/u8jxY7dyKLd1t2fAyV4T622tMCv4RnZCserPL5+i3Ky0O6xXU7Ced6OYaGVz2YbFo4ce5JFb3s/Y7GWuuHmK9dY84Bg4c+Us2USGmUaJwVR/+7Gtei4QExOha9c+v4UmsHWLIGrNutY0jbw7zYFMbskC7fzcdter8Z2L/xdD07elWz+MQsYrU1RmauuaiXx91+9so0IjbBLFMX7kE8YCJGgITN1gpjEXoZ4awLEWF/QXqgV1LN1EFzp70sNrvm27jUp2UBYqnz7DxMlnCV2XZj5PHEqMdAproB9hW2i6TiwlkecTui5+cZqgVCJqNrn01a+Te/IJMne/d7tvhqIoiqIoiqIo26DjRetvfvObuK6Lpmn09PTwuc99jkcffXTR5b773e/yK7/yK1QqFWq1Gt/85jf52Z/92U4vR1EURVGUbRLKuD2TWRcbm8cs5q4fRTGhjG9w6e1lGoL77xzCPeVTqjSZmqkzOpRaU/RsHMdMzTQwhEYmZXH/nUNdN8f79NtFTrx4HrcRMDVdI4xi0o7JQCbR6q4WGjJqdV279YBiqUGp0qTpp/jKt85y/Nit3H1kcEvWurdnGF20iiW1oE7aXn/XercXq0IZ8tqVN6l4LmEsyaX2rGuW/FIx0YbY2OYTZfUMoXNk4CBHBg62/7fvXXyZhGGTr02TtJxrNiP40ieK5lIAlni8NU3DFGarYBsG6JpgtllmYImNF5Zhtd6D3AKWYeGH/pZ263uhz0vjf8WZwls0Qx9N19Y8E3mprt+U5RDFEUEUEkYBtt6KIZaxbEeoR3rERHWKkfQg6SUi1AECGeD6dQadLEkjwcHs/lXdrt1KJTsoC7kXLjJ+4hmCchlvKo+edLD3jS6aWa3peqvLuidNFAR4U3ka4xPYI8NMnHwWI51WHdeKoiiKoiiKchPq+NnPl156qf3v3/qt31qyYA3woQ99iN/6rd9a8nqKoiiKoux8hq61i80y2liheb74LYSGoW+sAL4VHj6ao6/HZmQgRaMZUphtLBqXspw4jinMNmg0Q0YGUmR7Ejx8NLfJK16bC+Nlvvm988xWPcbzLqapc3BvL3sHU/QkrblIc4Fl6vQkLfYOpji4txfT1BnPu5SqHidePM/FifKWrPdg3z6SRoKM3YPr1wnk+mZRzxerMnZP1xarxkrvUg+blL0qaSu5qNNxtRbGRNfDJmOzlzu8UmUtrt+MMJQavKYoGBMz/w6zXLFQ0zQs3SQmJowkFa+65PuSrom5wm6I69XW3a3vmAnytWnKzQovX35lVdcdm73M//yrr/MXE68xVSsyXp3k4uxlxqtTTFbzjFenuDh7mUulcSareV669CP+5199nbHZd685xrNvfZtys8JEdQpTNziQGWVPzzD9yT4s3UCjdRuFJrB0C8dIIDSNpvQIo5Apt0jDbyxaXxzHFGrTGJpOr53mnj133fSbOTqR7LCe54rSfWSzyeQzzyFrNbypPGZfhsRoblHB+nrCNEmM5jD6evGm8oSuy8TJZ5Get0UrVxRFURRFURSlW3S8aH327FkAbrnlFj7ykY+seNmPfOQj3HLLLcRxzFtvvdXppSiKoiiKso2G+px2LLi3RGT0Wnj+1ZjxoWxyw2vbbAnL4MkP3kraMRnuT1J2fcYLNYJw5fshCCXjhRpl12ekP0naMXny2OEtnwG9kqYXcvL756k1A/IzdTJpi9Gh1A0j0E1DMDqUIpO2mJqp4zYCTrx4nqa/vgLyWhi6wT177qLXTmNoOoVacdWbCObtlGLVZDXfmoMsA1Lmxl4rKTOJLwNkJLni5ju0QmU9brQZQUNjvky40nNbaAJd0wlkiIwi6sHiwmwQScKo9fOYeFGBfDXmu/XDWLa79cNo5fe/N/Ln+MaZZ5lyC4y7V5htljF1iz3pIQ70jXIou58DfaPsSQ9hGxbFxiyXyhNMuQW+ceYZ3sifW7Lrd2/PSPv+yiYyGMLEMkyiWBJEAXEco2katmFjCANP+shIkq9Nt7vX5+/XYn2GRtBkODVAxunlwf33r+l+2W3mN1OUvSqe9DGFyZRbYLI6xZVqnpl6ibpfX/E5uZ7nitKdpl96Gb9UoplvdVhbQ6t/79A0DXtoCD3p0Mzn8Uslpn/ww01esaIoiqIoiqIo3abjZ0BLpRKapnH33Xev6vJHjx7lnXfeoVQqdXopiqIoiqJso9xQGl3XsEwdtx7Qk1x/3KfbCOa6dzVyg+uPdt5Kh0czHD92KydePI9pCKama4xNVkk7JmnHxLZ0hNCIohjPb82vdhsBhtAYHU6TdkyOP7q1s59X46XTE5SqHlPTNZyEwVDWWdNJ6aGsgx9GTE3XSFg6L70+wWMPHNjkVcOD++/njfw5hkOPieoUxfrMqjsCFxarcj0jXV2smm7MXjN3eyMWzgEv1mc3vLYbCWXIWOldJqv5dc0w3s0Wbkbod/oW/dzSrdZ8aglRHLNSIIUuBFKGQIwX+qSsazc3uF4ViJFxRNrsTLd+xullbPbyNXHnC10/E9nWLfamhjCEiWFe/f03mol8a/8tK3b9CiEYTg8wWZ0i1q1WrHocY+lmu+s6jmM8GSCEoNQs05/MEsiAQm26XbBOWUk+ettjN32M9d9MX+TdyiST1TygUfYqRFFEDGgwNzNdQ9cEmUQPfYnMknPU1/JcUbpTFATMnnqVoFIhDiX2vtF1bXaxR4apj10iqFSYPfUqg8c+gDBuzvd9RVEURVEURbkZdfzTf71eR9M0ent7V3X5+cvV6/VOL0VRFEVRlG10KJchaZtk0jbFUoMgjG7YjbuUIGwVdAf7HJK2yeHR7iriruTuI4OkHJOT3z9PwtIp13zKrke17i+6rGXqDPY5ZFIWfT02x491X8E6CCNeOVugXPMJo5h9/cl1nZQe6XcYm6xSrvm8crbAsfv2bfrMbtuw+OjtP8E3zjzLcGqAfG2aQAYMpQYw9eWjS3dasSqMQqK5oGhd29h9On/9iJgw2ryOeC/0efnyK7x25U3qYbNVnF3jDOPd7kabERKGRavfWiBjic7yKQBi7nGVcYQvF78XVf0aGhoxET0bmP8OrW79qldrd+svVYhcqju6z+zlRm8t189E1oXOCxd/SMp0VpznnjQdhlOD5GtFNE3DDwOaoYeu6ehCYAidZujjy5BifRZfBtSCBoamk+sZIWUleeKOD3Mwu29D981ONzZ7ma+fPsl0fZYgCtHQkMF17xMSNASmbjDTKFH1agynBnAsZ9HxVvNcUbpXbewdZKNOWK5gpFM3jARfjjBNjHSKsFxBZvuoXRyj57YjHV6toiiKoiiKoijdatO2rK71BKaiKIqiKLuLaQjuv3MI95RPqdJkaqbO6FBqTZ8R4jhmaqaBITQyKYv77xza9OJmpx0ezfD0x4/y0usTvHK2QLbHRsoYL5BEUYwQGvZcF3nSNrn/ziEePprrqkjweRcnytS9gLLrkXbMdW1CADANnbRjUnY9sj02F8bL3H4g2+HVLnYwu5/H7/gwz731HQxhkK9Nc6k8QdpKkjKTreKoJlrFvNCnFtRx/fqOKlYZwkDMBUXLOFqxeHkjMm5FIws0DLE5z8ex2cs8f+4Fys0KFc+l7FXxZbDocpZukrF7qPl13sif46O3P9bVj0On3WgzgmM66FqrOOjLAFPEy8+2ng8Sj1kwCbslkAH1oImu6chY0mv3bGjdq+nWX2omsgxla4E3MD8TOZABk9U8MTH1oEEm0bNih3iPnUYXOnl3Gl0ThJFsRabPzbuPifFCj3CuiD3oZOm102QSvTfdc28pb+TP8dxb36FYn6URNonjGFM3Wu8/moamacRxTBTHyLiVEBDIkEiPmKhOMZIeJG2nrznmVic7KJ3VGJ8gDiWR72MN9G/oWHo6RVh1iaWkOTGpitaKoiiKoiiKchPpvrOhiqIoiqLsGg8fzfH620WaforxvEthtrHqOOk4jinMNmg0Q0aH02R7Ejx8NLcFq+68hGXw2AMHOHbfPi6Ml5ko1ijM1glljKFrDGWT5AZTHB7NdHVRfqLgImWMH0gGMokNHSvtmFTrPlLGTBRrW1K0BnjP8O2kTIfnz71AwrDbhdKqV1t0WUs3d1yxasDJXlP8sVboIr+RhZ29g8nOPz7zha+aXydfmyaMJWkrSb/Tt+QGgmJjllKzwnDo8Y0zz/D4HR/mPcO3d3xd3ehGmxE0TSOT6GGmUSKQIb70sQ17yWO1C9XaggI2V+e2CzSE0NBiDX2Dc9tv1K0/PxO54rkrdkevZH4m8vmZd4jjmCAK2WsM3/B6SdPhQCbHbLNMxavObcxoxaLLSBLIAMdI0JfIsLdn+Kbt8r/ewij3ildt9ffPRasvfOw0TUPXWpHupojxpU9TethYTLlFdE2/puN6q5IdlM3hF4tEfutvhrA39hrR7dZ7V+T5eIXChtemKIqiKIqiKMrOoYrWiqIoiqJsmoRl8OQHb+Wrf3KW4f4k+Zk6fhgx0u9gGssXQ4JQMjXTKliP9CdJOyZPHjvcld3Ha2HogtsPZLesQNtphVIDL5AA2ObGilm21bq+F0gKs1s7JuZgdj+fet9T7UjqjNO7ayKp9/YMo4vW3N9aUCe9gXjnWlDH0k10obMnfeMi4FpcP8PYMRPkUnsWdcfeaIZxykx2/UaCTljNZoS+RIaqVyPSI5rSw5c+lr74ORvNddDrc4VGuHZue9pK4UufeK6Au5nd+mOld6mHTcpelbS1sfnZhtCpB00gRhKt6npCCAaSWfqdPupBAy/08aVPGEnKzQo9Vpo7Bg/z/7nv/4WxwQL+enTbnPfro9wThk0YSTzpERNfswliIU3TsA0bX/p40kdDI1+bZr+Ra8+43opkB2XzRGFIHLUeQ03f2GtFm3utxVFEFKoNDMruFgUBtbF3aIxPtDZ/hCHCMLAGB3FGc6QO3rLuuH1FURRFUZSdaNO+Db7++uv87u/+7qouN281lwf4x//4H697XYqiKIqibK3DoxmOH7uVEy+exzQEU9M1xiarpB2TtGNiWzpCaERRjOe35le7jQBDaIwOp0k7Jscf7b75zjejUMZE0VxEsdjYKBgxd/0oignljWOAO802LB499CCP3PJ+xmYvc8XNU6xfLQoNJrPsSQ9zMLt/W4pV63Wwbx9JI0HG7qHYmKVfhusqBAYywPXrDDpZkkaCg9n9HVvjUjOMB5P9N+ywvX6GsSEMnj/3Z3zqfU/tiA0FG7GazQhCCIZTA0xUp7Cx8KRPHMdYuom2IFJcRhEaAtCwDWvR3PYwkph6hituYdO79Ser+daGERnQ7/St+/cAmMIgjiNAI5RrK3RpmkbKSpKykgDISNIMPXoSaTKJni1/D+jWOe/XR7nbhs1sowSytRlCLBFdv5ClW8RxjCcDhBCUmmX6554Xm53soGwuYRhocxsQYik3VLiOo9bmOE0IhKE2MCi7k/Q8pn/wQ2ZPvYps1Nvx+nEUtZ77loVm6OhOkux99zLwyEPtFAJFURRFUZTdbNO+AZw+fZrTp0+v6rLzJ6g+//nPr+ryqmitKIqiKDvL3UcGSTkmJ79/noSlU675lF2Pat1fdFnL1Bnsc8ikLPp6bI4fUwXrbmHoWrvYLKOYjTRTzRe/hdAw9I0VwDfCEDpHBg5yZODgtq2hkwzd4J49d1Hz65SaFQq1Int7RtY8S75Qm8bQdHrtNPfsuaujRbulZhivdn0LZxjPd3q+fPkVHj30YMfW141WuxnBsRxG0oNMuUU0NDwZ0Ag9DKGja63HUMYhhjCJ45iq51ILGtfMbb9v73v4q8kzWI3SpnfrTzdmrylWbsTV7twYTy7+27IW29n1261z3peKcvelTytkXiCjCGMV0y0s3aQRenPd7FWyTh+apm1qsoOy+azBQYTVeg1Hnt/+93pIzwNaMeP20FBH1qco3cS9cJHJZ57DL5UIKhXCcqUdr7+QsCyMTC+h61I+fYbck0+QOnRw6xesKIqiKIqyhTbtG3gcb07HzFpnnCmKoiiK0h0Oj2Z4+uNHeen1CV45WyDbYyNljBdIoihGCA3b1NF1jaRtcv+dQzx8NLfjI8F3k6E+px0L7gUSawMR4Z5/NWZ8KJvsyPqUlgf3388b+XMMhx4T1SmK9ZlVF4YXxkTnekbIOL08uP/+jq2tkzOML5UnqHgur115k0duef+O6ohfq7VsRkjbaXRNJ1+bRghBGEkCGRLEAdHcd7Q4bhVBfRksmtu+r3cPf114e0u69cMoJJqbsa3foEv3RmzDRtM0ojhec6f19bar67eb57wvFeWuC4EuBKZu4MtgVd3WmiYwhE4gW6kWjaCBqZubluygbA1nNIdm6AjLInRdjJ70uo8l3Vqry1TXSeT2dnCVirL9yqfPMHHyWULXpZnPE4cSI53CGuhH2K3nfSwlkecTui5+cZqgVCJqNrn01a+Te/IJMne/d7tvhqIoiqIoyqbp+Fng97///Z0+pKIoiqIou0TCMnjsgQMcu28fF8bLTBRrFGbrhDLG0DWGsklygykOj2Yw9I0VMJTOyw2l0XUNy9Rx6wE9ydV3UsUx1JsBTS/EDyMqNQ8pY0rVJmEYEYQR5mra9JQbsg2Lj97+E3zjzLMMpwbI16YJZMBQagBzhajn62OiU1aSj972WEdjhzs5wzhtJSl7VTJOL2Ozl3dNt/xy1rIZwbEc9hs5Ss0y5WYVXdMJooBABli6haWbHOgbxdTNJSOmt6pb3xAGYm4O8kbnZ5tzHdFCEwTR4s7ktdiOrt9un/O+VJS70AS9dg+zUYlAhvgywNatGz5XdE0nJARiGoFHqVnZtGQHZWukDt6C7iQxMr34xWmiIFjXHN4oCAjdGtbgALqTVF2lyq7iXrjI+IlnCMplvKk8etLB3je66LWi6a0NIEZPmigI8KbyNMYnsEeGmTj5LEY6rV4biqIoiqLsWh0vWn/5y1/u9CEVRVEURdllDF1w+4Estx9Qcyt3kkO5DEnbJJO2KZYaqyo0R1HMTKVJ2fWRUUQcQxhFeJ7ENASzVY//+/o4r54rqO76DjqY3c/jd3yY5976DoYwyNemuVSeIG0lSZnJJbs2Xb9+TUz0E3d8uOPFr07OME6ZSapeDRlJrrj5XV+0XutmBCEE/cksaSvNZPUKYRzSl8hgGxb37LmL2wYOLju3fau69QecbDsWfKPzs4UQaHNx3sFcd3m3zXNfzk6Y875clHs2kaHq1bCMCC/0CKIAU5grrl3M/UxKSalZBtiUZAdl6wjTJHvfvYSuS1Aq4U3lSYzm1rzZxZvKoxk6Zm8v2fvuVTOtlV1DNptMPvMcslbDm8pj9mWwhgZv+BoRpkliNIdXKOBN5RGGwcTJZzn89KfVjGtFURRFUXYl9Q1AURRFURSlSwVhxMWJMhMFl0KpcbUjvc8hN5TmUC6zpd3JpiG4/84h3FM+pUqTqZk6o0OpZU+41ZshU9M1gjAikBGhjJAyYm6cNaGMaPohl65UyaRt3FM+r79dVHPMO+Q9w7eTMh2eP/cCCcNuz8eterVFl7V0c1FM9GZ0a3ZyhvHCYmexPrvhte0EG9mMcDCzr70Z4a4bREhvVbf+3p5hdNHqHN7o/Ox60CAxFxGuoXXlPPfl7IQ578tFuQshGE4PMFmdItYtfOkTxTGWbi4bFa5pGnEc40cBYSw5kMltSrKDsrUGHnmI8ukzRM0mjfEJvEIBe2ho1ZtdvEIBWW/gjOawslkGHnloC1atKFtj+qWX8UslmvlWh/VqCtbzNE3DHhoi9gOa+TwikWD6Bz9k+LEPbe6iFUVRFEVRtoEqWiuKoiiKonSZph+2Z3/XvaCrZn8/fDTH628XafopxvMuhdkGQ1ln0Ym3as3nynS91VXtS+IYdAG6LtCiGNsysEzBUJ9DvRlSLDUoVZo0/RRf+dZZjh+7lbuPDG7JbdrNDmb386n3PcXLl1/htStvknF6W53OoU9EjEBrFTqFvmRMdKd1cobx/PUjYsJoYzOMd5Kt2oywFd36B/v2kTQSnZufneqn5jfoT2SYdPNdNc99OTtlzvtKUe5J02E4NUi+VkTTNPwwoBl66JqOLgRCa3XBx8REcYSMQqI4QtM0ehM9ZBK9m5LsoGwt3bbZ+7HHufy1P8AeGcabyhP7AfbI8IpR4fPxx7LewB4ZxkinyX3scdVFquwaURAwe+pVgkqFOJTY+0bX9T5vjwxTH7tEUKkwe+pVBo99QKURKIqiKIqy66hPN4qiKIqiKF3kwniZk98/T6nqUa75lF0PP5CLLmeZ+rZ0Jycsgyc/eCtf/ZOzDPcnyc/U8cOIkX4H02gVMerNkCvTdYIwwgskutAwLUEwV3i3TR1TF+QGUyQTrbjxIIyYmqkznncZ6U9y4sXzpJOm6rjuANuwePTQgzxyy/sZm73MFTdPsT5LGIUYwmAwmV02JrrTOjnDWMYRAGIuEvpmslWbETa7QG7oxpLzs9diYXd0n93L3xq9l/Mz7zAcd9c89+XslDnvN4py77HT6EIn706ja4JwLqJdyqU2lGhomsAxEgwms/z0ez+mCta7RPrwIXJPPsHEyWcRhkEzn6c+dgkjnUJPp9BtG03oxJFEeh7SrRG6NTRDxxnNtQrWxz+m5vUqu0pt7B1ko05YrmCkU+ua9w6tqHAjnSIsV5DZPmoXx+i57UiHV6soiqIoirK9bq6zO4qiKIqiKF3s9NtFTrx4HrcRMDVdI4xi0o7JQCbR6q4WGjJqdV279WDbupMPj2Y4fuxWTrx4HtMQTE3XGJusknZMkgmDwmyDQEqavkTXNTQNml6IpmkkbANDCEYGkiQTV0/amYZgdChFYbbB1EwdwxCcePE8T3/8qJpx3SGG0DkycHBbZz93cobxwpjxwWS2I+vbSbZqM8JmF8iXmp/dZ/aymia0pbqjn7jjI7w9M9Z189yXs1PmvK8myj1pOhzI5Jhtlql41bnNJHFrg0kMaK2EBF8GxHFr5von3vukKljvMpm734ueSjH5zHOIRIKgUiEsVwir7qLLCsvCGhzA7O3F6usj9+QTqmCt7DqN8QniUBL5PtZA/4aOpadThFWXWEqaE5OqaK0oiqIoyq6jzgAqiqIoiqJ0gQvjZb75vfOUXI/8TB0nYbCvP7loZrWut7qse5LWtnYn331kkJRjcvL750lYersrfLrcJAglMorRgCgCRGvNpi4wjcUF63mapjGUdfDDiKnpGglL56XXJ3jsgQObfnuUrdHJGca1oI6lm+hCZ096uIOr3Fm2YjPCZhbIl5qf7QUeA04WU6yvO7ob57kvZ6fMeV9tlLsQgoFkln6nj3rQwAt9fOkTE6OhoWuC/z97/xYk133ed7/fde7j9PQcgR6AGIAgSFPiCZJiiJRBGfR+4yIpcpdS2aW3EpedKEqY5CJVrqSc3Po+yVUu/F7uvSM7qp0qEzy8diKKMWVRlFMBxWNImCCHBDHAdE/PTJ97nfdFA0OQg8OcT/h9qlyGyLXW/BfYs7p7/dbzPAv9JpO5USpDk5wYO7ap65TdoXDsKMee+xH1X/ySxTd/TVweXg7t0iTBME1Mz8WwLKxsjvIjDzP62LfVElz2pWB+niQYXOdNb2PX+Wu/I4kf4NdqG16biIiIyG6j0FpERERkh/X9iLM/v0CnH1Jd6FIquDecE/1VO12dfGyqxHPff3B5/vZwwePC50ukaUqaJmQ8G8scVFpbpkmp4FIeymCZNz8vwzCYHMkyc7lFoxNw7oMapx85hG1tbP6x7A6bPsM4WyZnZ5guH96C1cpXbVVA/tX52VfaNS61rpBzcgxlCuuqjt5t89xvZq/Meb9ZK/ebvU8ZhkHezZF3c8v/LE1TLrfmyFgupUyRhw7cv+UjCWTnWJ7HxJnvMnb6O3Q+maE/exm/ViOJIkzbxhsfJ1M5SP7otObyyr6WRBFpMhhpYlgbu+YZV6+ZaZKQRJt7nRcRERHZDfTNQERERGSHvf7OLEstn7l6h2zGXlVgfc1OVydnXJsz37yL048c4n/8r89ZaPYIFmJcx2Eo7+I6Jp5rk8vYmKs8J8e2KGQdGm2fctHj40sNTtx157V/3o/WGnzdyPUzjIe8goKvfeL66mgLi1bQph10uNJeWUm22uro3TTP/Wb20pz3G7VyH8uNrOr390at3E8dPrnpa5Tdx7RtivccVxvjPSQJQzozn9K7NDuoEr76oIE7NkZ2qkJ++si65zLfiUzbxjAHDxWlcbyh4DpNYoBBtwI97CEiIiL7kD7hiIiIiOygMEo490GNpbZPP4zJZR2u1LskaYppGKsKfW9WnbydbMvEtgyGCxnqjT4Hx/IUc+uvWCxkHVrdgDhOmZ3vKLTeRxR8yc1cq45+9W9/wbu1Dyl5QxiWseHq6N0wz/1m9tKc9xu1cg/jkPH8KM4t1n2rVu4isnvEvv9FS/ded2VLd9fFsNXSfa3csTFMd3C9S/xg+c/rEfs+MGgz7o2Pb8r6RERERHYThdYiIiIiO+jDTxf4bK7J7HwHA1hq+SRpCilggGmsrr32jaqTDwxvb+VgbamHHw4qQDxnYz/bcwf7+2FMbbG74bXJ7qHgS27Fs10enfoG35x8kEvtK7TSzq6rjt5Me23O+1dbuVc7dT5rzFJwc+Sd3LpauYvIzmt//AmXX3iJYGmJsNkkajSX5zBfz3Rd7NIQUbtN4513qTzzNPmj09u/4D0kO1XBsC1M1yVqt7GLhXUfK253Bg8PWBaZysFNXKWIiIjI7qDQWkRERGSHfHypwf/3L/439UafMEowDYMoDldsZ5oGtmUSNxJanYDJ0Ry5zMpw76vVyQeGh7bjNJZFcUqSXJ3Neou51athXt0/SVKiON3w2mR3UfAlt2ObFkeHDzM0tL3Xse22F+e8X9/KPWN7NP02Db9Fy++s2Ha1rdxFZOc03nmX2bMvErXb9KtV0ijGLuRxR0cwvUFAmsYxiR8QtdsE83XCpSWSfp/PfvxnVJ55mtIDX9/p09i18tNHsLI57NIQwXydJAzX1V49CUOidgd3bBQrm9PDAiIiIrIvKbQWERER2QHvfDTP869doLbYo9uPSJMUyzGwbWu5ujpNIUlT4jglCGPCKMFLLS5VO0yO5hjKf7nCdGV18vaGPbZlLIfNcZKygZF9y+H3ILDfWAAuu5OCL5G9O+f9Wiv3Ny6e460r71PKDhEn8YZbuYvI9mp//AmXnn+BsNHAn6ti5bJ4h6ZWhKqGNagUtosFkjDEn6vSuzSLNznB7NkXsQsFhag3YToO5UceJmq3CZeW8OeqZKYqa77O+3NVDNvCGRqi/MjDmmktIiIi+5I+4YiIiIhss48vNfjzv7rAUtun2QkwDDBN8Fyb6+9fGQaYGNgWOIlJEMb0/QjPsZird7Et40sV1ztdnTw+nF1uC+6HMe4GWoT7wRdtxsfLuU1Zn+w+Cr5E9u6cd892efzoKR478i1mFi9ypV3d163cRfabuN/n8gsvEXc6+HNVnOES7vjYba89puOQmarg12r4c1VM22b27Isce+5HmnF9E6OPfZvGO++S9Pv0Ls3i12p44+Orvs77tRpxt0d2qoJbLjP62Le3YdUiIiIi20+htYiIyDYKo4RPZhvM1trUlnpEcYptGYwPZ6mMFzhaKeHY5k4vU7ZQ3484+/MLdPoh1YUuGdcmjGP8IGV5kPUNmKaB51oEUYIfxhimwVy9y10Hh5Zbce90dXJlvIBlGbiORbsbUsytP1hs90Jcx8KyDCpj65/xKrufgq/9K4ojZpY+53KrSr33xX/T0WyZg8UJpocPYa+jFfZ+s9fnvNumxfHRaY6PTm/rzxWRjam//gbB0hL96qDCejWB9TWGYeCNj5MGIf1qFTOTof6LXzJx5rtbu+g9yvI8Dn7vKS7+6X/Bm5zAn6uSBiHe5J1pQ2YAAMaQSURBVMQtW4Vfq2qPuz28yQnsQoHK957SwwEiIiKyb+kOgYiIyDboBxGvvz3LuQ9qdP2QOE7xw5gkSQdh5NVwLuc5nLxvnEcfrJBx9Ta9H73+zixLLZ+5eodsxibjmNSbPhATJ2DfIpMzDAPXNkmTFD+IsQyDxWafseEssPPVyUcrJXKeQ6ngMb/UI4ySdT2EEUYx7V7I2HCWnOdwbKq0BauV3UbB1/7hR8Fy9Xw36qt6fhU0511EtlMShiy++WvCZpM0ivEOTa2pXTVcDa4nJ+jOfEbYbLL45q8ZO/0dta2+icKxo1SeeZrZsy9i2jb9apXuzGfYhTxWIY/leRimRZrExL5P3O4QtTsYtkV2qjIIrJ/9ntqwi4iIyL6mT5IiIiJb7ONLDc7+/AJLLZ9GJ6DR9gnCeMV2rmNRKni03wx4+6N5nj19N0crCuv2kzBKOPdBjUYnIEpSDo3kCMIYo+VjmgZxnGDfZhC0YQwqmXt+RBgnNNoBI6UMpmHseHWyY5ucvG+c9psBS80+cwtdpsbza57ZN7fQwzYNSnmXk/eNY1vqPiCyV8wsXuTl86/S6DeX55QHcbhiO9dyKHlFOkGX96rnNacczXkX2SlJGNKZ+ZTepVmC+XmSKMK0bdyxMbJTFfLTR25ZDbsXdWY+Je51iRpN7EJ+3ednOg52IU/UaBKXh+l8MkPxnuObvNr9o/TA17HyeS6/8BJmJkPYbBI1mkSt9optTdfFHRvFGRrCHR6m8szTCqxFRERk31NoLSIisoXe+Wie51+7QLsXMlfvECUphazDaCkzqK42DeJkUHXd7obML/VYavbpB3n+8198wLOn7+aB42M7fRqyST6ZbdD1Qxptn0LWwbFNbMvEMgf/PwgT3BRul/EO2n+bRHFCnCR0+xGeY66oTu52Vt4A22qPPljh7Y/m6Qd5LlXb1BZ7jJezq57ZV1vs0etHTE0UKBczPPpgZRtWLSKb4b3qeV768BU6QZdqp06UxhTcHCPZ4RtWCs/3FlnqN5mIfH7y7gs8de8TfG3ixE6fxo7SnHeR7RP7PvVf/JLFN39N3OuSRjFJEJAmCYZpYrouhm1hZXOUH3mY0ce+vW/aMvcuzS6frzs6sqFjWYU8UatNGsf0Zy8rtL6NwrGjHHvuR1+89srDK197noth7c/XnoiIiMitKLQWERHZIh9favDnf3WBpbZPdaFLNmNzaCS3ol2yZQ2qrIs5lzBKmFvocqnaZnIkx/OvXaCQc1RxvU/M1trEcUoQxoyWMsAgoC4VXOJGQhgl+EFMxrv93F7LMoiChDQdzMleasW7ojo549o881t38+O//ICJkRzVhS5BlDA5ksW5Re/zMIqZWxgE1pMjOQpZh2dOH1ObfJE9YmbxIi9++FOa/RbVTp2sk6GSP4DzlZnVFhau5VDw8ozEEbXOPLOtOSbyo7z04SvknRwj1tAOncXuoDnvIluv/fEnXH7hJYKlpeVq1yQIVmxnui52aYio3abxzrv7pto1mJ9fPl/T29hDL9fC1MQP8Gu1Da/tTmB5HhNnvsvY6e/Q+WSG/uxl/FptucrfGx8nUzlI/uj0utqt34ndA0RERGR/0F1AERGRLdD3I87+/AKdfkh1oUup4K6q2tSxTabG89QWe8wtdLFtk+dfu8Bz339Q4d0+UFvq4YdfzJ2+ZmQoQ6sT4KUWfT8mCGNc59ZBhHn1tZQkKYvNPmDsmurkY1Mlnj19N8+/dgHHNpmrd5i53KKQdShkHTzXwjQNkquzudu9kHYvxDYH51DIOjz7uNrji+wV/cjn5fOv0g16VDt1hjJFxnIjt3/Ps2wOFieZ7y5Q7dSxTZuXz/+Mv3/iSRxD73ma8y6yNRrvvMvs2ReJ2m361SppFGMX8rijI8sVrmkck/gBUbtNMF8nXFoi6ff57Md/RuWZpyk98PWdPo0NSaKINEkAMG4zmuZ2jKsPz6RJQhJFG17bncS0bYr3HN+06vS1dg8o/+a36M9eVrgtIiIiu4buBIiIiGyB19+ZZanlM1fvkM3Yq26PDIOZxePlLEGUMFfvkHEtXn97ljPfvGuLVy1bLYpTkiQFwDK/eD2YpsHk6KCdtueAH8YkSYznmjd93Vz7x34YE8UGRw4M7arq5AeOj5HPOpz9+QUyrrU8z73VXVnF5DoWY8NZSnmX4aKnee4ie8yvLr5Jo99crrBeTWB9jWEYjOVGCOOQaqdOxvb4X1fe4dTBR7Z41SJyJ2p//AmXnn+BsNHAn6ti5bJ4h6ZWBHOGZQ2qrIsFkjDEn6vSuzSLNznB7NkXsQuFPV1xbdo2hjnoypPG8YaC6zQZPJBpmOa6qoJlc6yle4BVLND99FM++7Of4I2NYrruHdMaX0RERHY3fZoUERHZZGGUcO6DGo1OQJSkHBrJrfrm/TWGYTA5kmXmcotGJ+DcBzVOP3Jox1o+y+awLQPzalgdJynX3x/MZWwOjOa4Uu9imOAHMd1+jG0ZWJbJ4D+9AaTECURRTBwPjjFUyAzC3l1WnXxsqsRz33+Q19+e5dwHNcpFjzhOr4byKaZpDGa7WwY5z+HkfeM8+mBlV4TuIrI6URzx1pX3afptojSmkj+wrve88fwonzVmafpt3qud55uTD+Kaes8Tkc0T9/tcfuEl4k4Hf66KM1zCHR+77TXLdBwyUxX8Wg1/ropp28yefZFjz/1ozwZ57tgYpjtoC574wfKf1yP2fWDQZtwbH9+U9cnarKV7QLCwQO/zS5CmGJZFuLiI4TgrHjjYr63xRUREZHfTHUEREZFN9slsg64f0mj7FLLOihnWq+XYFoWsQ6PtUy56fHypwYm7ypu8WtlO48PZ5bbg/g1agBfzLpY1aKdtGQZhnBDFCVFw41aLhmmQy9iMD2f4B797364KrK/JuDZnvnkXpx85xMeXGszOd6gtdoniFNsyGC/nqIzlOTZV0kMZInvQzNLndKM+Db9Fwc2tmGG9Wo7lUHBzNPwWeTvH561ZjpWPbPJqReR6URwxs/Q5l1tV6r0v5qaPZsscLE4wPXwIe52/07tR/fU3CJaW6FcHFdarCayvMQwDb3ycNAjpV6uYmQz1X/ySiTPf3dpFb5HsVAXDHlSTR+02drGw7mPF7c6gMteyyFQObuIqZTXW0j0g7vskQYDpOMS9HmkUYdg2hgHe5AR2Ib/vW+OLiIjI7rZ/vn2IiIjsErO1NnGcEoQxo6XMho5VyDq0ugFxnDI731FovcdVxgtYloHrWLS7IcXcyqqWXMbmyMEhFpp9Gu2AOElIU0jSFFLAGMyzDsKYNIXRUpZ/+Lu/sSsD6+vZlsmJu8p6DYvsM5dbVeIkJohDRrLDGzpW3snR8jskacxcp67QWmSL+FHAGxfP8daV9+lG/cHvcBSQkGJi4NoulmmRszM8dOB+Th0+iWevvxJ3N0jCkMU3f03YbJJGMd6hqXV1hfAmJ+jOfEbYbLL45q8ZO/2dPdkSOz99BCubwy4NEczXScJwXbOLkzAkandwx0axsjlV4m6ztXQPiLpd/Lk5kjAi8X0Mxx7MG4piDAyC+gJ2oYDpuvu6Nb6IiIjsbnvvk7WIiMguV1vq4YeD2W6es/75cACe+0VVbm2xu+G1yc46WimR8xxKBY/5pR5hlNywEt80DcaGs4yWsnT7If0gJghjkjTFNAYtxhebfSZGchwaL3Lf9MgOnI2ICNR7iwTRYGamu8FQ69r+QRyy0F/a6NJE5AZmFi/y8vlXafSbNP02Db9FEIcrtnMth5JXpBN0ea96nidPnGG6fGgHVrw5OjOfEve6RI0mdiG/roAWBq3C7UKeqNEkLg/T+WSG4j3HN3m1W890HMqPPEzUbhMuLeHPVclMVdYU5Kdpij9XxbAtnKEhyo88vCcD/L1std0D0jjGn6uSRPEgsLbtQUt4A5LUH7R4N03CxUXcsdHl/fZja3wRERHZ3fRpUkR2VBglfDLbYLbWprbU+6Jd7HCWyniBo5XSulsri+yUKE5JkhQAy1xbBcdXXZt/nCQpUZxueG2ysxzb5OR947TfDFhq9plb6DI1nr/pDULDgHzWIZ/94sZqmqZcqnXwHIvhgsfJ+8bVVltEdkyURCRcfc8zNnYturZ/QkqcxBtem4h82XvV87z04St0gi7VTp0ojSm4OUayw4PqasMkThOCKKATdpnvLbLUbzIR+fzk3Rd46t4n+NrEiZ0+jXXpXZoljWKSIMAd3djDflYhT9Rqk8Yx/dnLezK0Bhh97Ns03nmXpN+nd2kWv1bDGx9fVXCdpil+rUbc7ZGdquCWy4w+9u1tWLVcs5buAcHiEkkYDgJra9AW/tq2pucSdwetwoNGE3dkBK77DrvfWuOLiIjI7qbQWkR2RD+IeP3tWc59UKPrh8Rxih/GJEmKaRp4joVlGeQ8h5P3jfPogxUyri5ZsjfYlrEcNsdJirWBYutr4bdpGtjWxgJw2R0efbDC2x/N0w/yXKq2qS32GC9nV32DsLbYo9ePmJooUC5mePTByjasWkTkxmzTxuTqe16aYLH+N704TQAwMbDMjXUqEZEvm1m8yIsf/pRmv0W1UyfrZKjkD6yYQ29h4VoOBS/PSBxR68wz25pjIj/KSx++Qt7J7cmK62B+niQYdIUwvY11hbhWYZr4AX6ttuG17RTL8zj4vae4+Kf/BW9yAn+uShqEeJMTt6xEv9YyOu72rs5BLlD53lOqvN1mq+0ekCYJUaNJGkaQpl8KrAEMw8SwbdIogjgm6vawC7kvHWM/tcYXERGR3U2fLkRk2318qcHZn19gqeXT6AQ02j5BuLKaxnUsSgWP9psBb380z7On7971M1tFAMaHs8ttwf0wxt1Ai3A/+KLN+Hg5d5utZS/IuDbP/Nbd/PgvP2BiJEd1oUsQJUyOZHHsm79WwihmbmEQWE+O5ChkHZ45fUwP9IjIjhrNlr9o6x0FuNb6Wu5e2x8GbYlHMsObsTwRAfqRz8vnX6Ub9Kh26gxliozlRm77wJxj2RwsTjLfXaDaqWObNi+f/xk//MYP9tyM6ySKSJPBgzHGRp4oBYyrD9WkSUISRRte204qHDtK5ZmnmT37IqZt069W6c58hl3IYxXyWJ6HYVqkSUzs+8TtDlG7g2FbZKcqg8D62e9pxvEOWG33gLjbI41j0ijCsG0Mc2VXFMOyBr8jaUri96Gw8nvnfmmNLyIiIrub7nKKyLZ656N5nn/tAu1eyFy9Q5SkFLIOo6XMoLraNIiTQdV1uxsyv9RjqdmnH+T5z3/xAc+evpsHjo/t9GmI3FJlvIBlGbiORbsbUsyt/6ZeuxfiXu08UBnLb+IqZScdmyrx7Om7ef61Czi2yVy9w8zlFoWsQyHr4LkWpmmQJCl+ENPuhbR7IbZpMDVRoJB1ePZxPcgjIjvvYHECyxxUZnbCLgVv/e9VnbCLazmYhsVkfvT2O4jIqvzq4ps0+s3lCuvVBNbXGIbBWG6EMA6pdupkbI83Lp7j8aOntnjVm8u8LqxL43hDwXV6dXyBYZr7otK09MDXsfJ5Lr/wEmYmQ9hsEjWaRK32im1N18UdG8UZGsIdHqbyzNMKrHfIarsHxH6fNE1Jk+Sm1djGtVFDSULiBzc91n5pjS8iIiK7197/dC0ie8bHlxr8+V9dYKntU13oks3YHBrJrZhZbVmDKutiziWMEuYWulyqtpkcyfH8axco5BwFNbKrHa2UyHkOpYLH/FKPMErWNZs9jAZh5dhwlpzncGxKr/v95IHjY+SzDmd/foGMay13nmh1V94och2LseEspbzLcNFT5wkR2TWmhw+RszOUvCLzvUVG4mhFu+HVCOOQdtBlLFsma3scKmr0gchmiOKIt668T9NvE6UxlfyBVQfW1xiGwXh+lM8aszT9Nm9deZ/HjnwLew+18XfHxjDdQbCX+MHyn9cj9n1gEBR64+Obsr6dVjh2lGPP/Yj6L37J4pu/Ji4PL1fxpkkyCOg9F8OysLI5yo88zOhj31ZL8B202u4BaRB+sd0NqqwHBteElJQ0TW96rP3SGl9ERER2L4XWIrIt+n7E2Z9foNMPqS50KRXcVc1wdWyTqfE8tcUecwtdbNvk+dcu8Nz3H1RLXNm1HNvk5H3jtN8MWGr2mVvoMjWeX9MNwjRNmVvoYZsGpbzLyfvGsa21B9+yux2bKvHc9x/k9bdnOfdBjXLRI44H3SaSJMU0jUEXCssg5zmcvG+cRx+s6PonIruGbdk8dOB+OkGXpX6TWmeeg8XJNb/n1Tp1bMNiyCvwtfETeyoME9nNZpY+pxv1afgtCm5uXQ+VADiWQ8HN0fBblLJDzCxe5Pjo9OYudgtlpyoYtoXpukTtNnaxsO5jxe3OYC6wZZGpHNzEVe4sy/OYOPNdxk5/h84nM/RnL+PXaiRRhGnbeOPjZCoHyR+d3hcV5nvdarsHDALrq0H0Td+bB//ewLjl+/d+ao0vIiIiu5M+ZYrItnj9nVmWWj5z9Q7ZjL2qwPoawzAYL2cJooS5eoeMa/H627Oc+eZdW7xqkfV79MEKb380Tz/Ic6naprbYW/XrPk1TaouD2cVTEwXKxQyPPqiKs/0q49qc+eZdnH7kEB9fajA736G22CWKU2zLYLycozKW59hUSQ8uiMiudOrwSd6rnmci8pltzTHfXVh1++E0TZnvLtAL+1SKk5SyQ3zjwAPbsGqRO8PlVpU4iQnikJHs8IaOlXdytPwOcRJzpV3dU6F1fvoIVjaHXRoimK+ThOFNWyXfShKGRO0O7tgoVja3L1tjm7ZN8Z7jav28y622e8Ag2L76fpymNwyu03hQic3Vivqb2W+t8UVERGT30ScMEdlyYZRw7oMajU5AlKQcGsmtqyXd5EiWmcstGp2Acx/UOP3IIQU4smtlXJtnfutufvyXHzAxkqO60CWIEiZHsjj2zavHwihmbmEQWE+O5ChkHZ45fUyVtXcA2zI5cVeZE3eVd3opIiJfEsURM0ufc7lVpd5bJEoibNNmNFvmYHGC6eFDPHnit/nJuy8ykR+l2qkTxiHj+VEc6+ahUBiH1Dp1emGfifwoeTfHk/ecwbNckqutTEVkY+q9RYJoMHrEtdffEvv6/YMoYL67uOG1bSfTcSg/8jBRu024tIQ/VyUzVVlzVwh/rophWzhDQ5QfeVjBneyY1XYPMFzni4rsq63evyqNYwzTxDAMTC9z05+5H1vji4iIyO6iT9cisuU+mW3Q9UMabZ9C1lnXbF8Ax7YoZB0abZ9y0ePjSw2FO7KrHZsq8ezpu3n+tQs4tslcvcPM5RaFrEMh6+C5FqZpkCQpfjCYX93uhdimwdREgULW4dnHNbtYRER2hh8FvHHxHG9deZ9u1B9Ua0YBCSkmBq7tYpkWOTvDQwfu5/84fpr/9tFr2KZNtVPns8YsBTdH3skNtjVM4jQhiAI6YZd20MU2LCrFSfJujqfvfYLp8iGazeZOn7rIvhElEcnV1r+WsbEHfq/tn5ASJXuvNfDoY9+m8c67JP0+vUuz+LUa3vj4qrtC+LUacbdHdqqCWy4z+ti3t2HVIje22u4BlpfBMAwM0ySNY/jKgxZpmpBG0aBS27Kwc9mb/sz92hpfREREdg+F1iKy5WZrbeI4JQhjRks3f2p3NQpZh1Y3II5TZuc7Cq1l13vg+Bj5rMPZn18g41o0OgGNtk+rG6zY1nUsxoazlPIuw0WPZ08rsBYRuZOspqLZXuc82rWaWbzIy+dfpdFv0vTbNPwWQRyu2M61HEpekU7QpZQZ4jtHvsWvL79PxvaW92v5nRvuN5YtM+QVKGWGePLEGabLh7bj1ETuKLZpY15tDRynCRbrnxcfp4MOCCYGtrn3bidZnsfB7z3FxT/9L3iTE/hzVdIgxJucuGWr8CQM8eeqxN0e3uQEdqFA5XtPYXneNq5e5MtW2z3AymUxLAvDtkmCgNS5rvKalMQPwDAwbBu3NATmjR/iuBNa44uIiMjO23vfMkRkz6kt9fDDwewjz1n/TRIAzx3s74cxtcXuhtcmsh2OTZV47vsP8vrbs5z7oEa56BHHKX4YkyQppmngORaWZZDzHE7eN86jD1bUElxE9o3dFMbuRmutaD51+CTeBtv83sp71fO89OErdIIu1U6dKI0puDlGssM3rJie7y2y1G8yEfn89af/k//j+Gka/RZvXXmfUnZox89H5E42mi1/qa23e4uW/bdzfZvxsdzefHi4cOwolWeeZvbsi5i2Tb9apTvzGXYhj1XIY3kehmmRJjGx7xO3O0TtDoZtkZ2qDALrZ7+nwE52hdV0DzBME7s0RBJHEIYkQYDpeWAwCLHjGCuTwXQdnPKNf6/VGl9ERES2iz5hiMiWi+KUJLnaku4mT+2ulnl1/yRJieJ0w2sT2S4Z1+bMN+/i9COH+PhSg9n5DrXFLlGcYlsG4+UclbE8x6ZKmtUuIvvGbgtjd6P1VDS/Vz2/ZZXJM4sXefHDn9Lst6h26mSdDJX8AZyvPFRgYeFaDgUvz0gcUevMM9uaYyI/yn/76DX+X1//Ho8d+RYzixe50q4y3/3iYYWxXJkDhQmmy4exzY090Cgit3awOIFlDn5fO2GXgpdf97E6YRfXcrBMiwOFiU1c5fYqPfB1rHyeyy+8hJnJEDabRI0mUau9YlvTdXHHRnGGhnCHh6k887QCa9k1Vts9wC2XiVotUi8h6fdJAp80SSFJMD0Pw7bITE5i3OB7qFrji4iIyHZSaC0iW862jOWwOU5SrA3cm7wWfpumgW1tLACXO08YJXwy22C21qa21PsiMB7OUhkvcLRSWvfM9dWyLZMTd5XV2l5E9r3dFsbuRhupaP7Juy/w1L1P8LWJE5u2nn7k8/L5V+kGPaqdOkOZImO5kdvOe3Usm4PFSea7C1Q7dWzT5uXzP+OH3/gBx0enOT46vWlrFJG1mR4+RM7OUPKKzPcWGYmjFQ+hrEYYh7SDLmPZMjk7w3T58BasdvsUjh3l2HM/ov6LX7L45q+Jy8OkUTyoPE0SDNPE9Aaze61sjvIjDzP62LfVElx2ndV2D3BHyvRmL4NhLLcEtzIZTMcmMzmJdYNZ1mqNLyIiIttNobWIbLnx4exyW3A/jHE30CLcD75oMz5ezm3K+mT/6wfRcmvurh+qNbeIyBbbbWHsbrQZFc0vffgKeSe3aSH/ry6+SaPfXF7PagLrawzDYCw3QhiHVDt1MrbHGxfP8fjRU5uyNhFZH9uyeejA/XSCLkv9JrXOPAeLk6v+3YZBpWWtU8c2LIa8Ag8duH9fdEmwPI+JM99l7PR36HwyQ3/2Mn6tRhJFmLaNNz5OpnKQ/NFptUKWXW3V3QPSwfu14XmkcUwShtjFAunVVuFqjS8iIiI7TZ+6RWTLVcYLWJaB61i0uyHF3PrbfrZ7Ie7VgLEytv7WdnLn+PhSg7M/v8BSy6fRCWi0fYKrM9av5zoWpYJH+82Atz+a59nTd3O0UtqBFYuI7G27MYzdbbaionmjbdWjOOKtK+/T9NtESUQ5O8Rir0EQB6SkGBi4lkvGdsk62Ruu1TAMxvOjfNaYpem3eevK+zx25Fv7ItwS2ctOHT7Je9XzTEQ+s6055rsLq34oJU1T5rsL9MI+leIkpewQpw6f3IZVbx/Ttinec5ziPcd3eiki67ba7gGx7xPML2BlMxiWRdRs4V+eW3E8tcYXERGRnaDQWkS23NFKiZznUCp4zC/1CKNkXS2Ywyim3QsZG86S8xyOTSlQlFt756N5nn/tAu1eyFy9Q5SkFLIOo6XMoLraNIiTQdV1uxsyv9RjqdmnH+T5z3/xAc+evpsHjo/t9GmIiOwZuzGM3Y12Y0XzzNLntIMu1c48URJT7SwAKUmSkAIGYJomYGAZJqVMkeFM6eo/+4JjORTcHA2/RSk7xMziRbUHF9lhnu3y5Inf5ifvvshEfpRqp04Yh4znR3Es56b7hXFIrVOnF/aZyI+Sd3M8ec+ZfXldFtkPVts9IFM5yOKv/ucg3B7pqjW+iIiI7BoKrUVkyzm2ycn7xmm/GbDU7DO30GVqPL/mlnRzCz1s06CUdzl53zi2tbWzh2Vv+/hSgz//qwsstX2qC12yGZtDI7kVD0xY1qDKuphzCaOEuYUul6ptJkdyPP/aBQo5RxXXIiKrtBvD2N3mSxXNaczB3CS9sEc/ClZd1bwVFc1vz/1vPl36nF7UxzIsemGflOTLG8VgYOJYNgu9JVp+h4n8KFn3y3Mw806Olt8hTmKutKsKrUV2genyYZ669wle+vAVbNOm2qnzWWOWgpsj7+RuOLqhHXSxDYtKcZK8m+Ppe5/Ytx0wRPaT1XQPUGt8ERER2Y30yUNEtsWjD1Z4+6N5+kGeS9U2tcUe4+Ubt5b8qjRNqS326PUjpiYKlIsZHn2wsg2rlr2q70ec/fkFOv2Q6kKXUsFd1evNsU2mxvPUFnvMLXSxbZPnX7vAc99/UDOuRURu46thbCV/YE0PqMGd0V56ZulzulGfht/ExOBS8zJxmrDWqubNrGh+r3qen8/8Df3IJ04SUmNQ/W4ZDqZhYBgGaZqSpClxGhPEIWEckVgJs605JgtjFLzC8vHcq1WYQRQw311c99+ViGyur02cIO9kefn8q2Rsj6bfpuG3aPmdFdu6lsNYtsyQV6CUGeLJE2cUWIvsM2qNLyIiIruN7sCLyLbIuDbP/Nbd/PgvP2BiJEd1oUsQJUyOZHHsm9+IDqOYuYVBYD05kqOQdXjm9DEFiHJLr78zy1LLZ67eIZuxV/2ABFwNTMpZgihhrt4h41q8/vYsZ7551xavWm4kjBI+mW0wW2tTW+oRxSm2ZTA+nKUyXuBopbSucQMisvm+CGNbFNzcihnWq7Xf20tfblVp+x0a/fby31EYR+uqat6MiuZrM8h7UZ8gDjCArJ1Z0fbbMAwsYzCL3DFTgjigH/t4uMy157EMa3ltljHYNyElSqI1r0lEts50+TA//MYPeOPiOd668j6l7BBxEhNEAQkpJsag6tq0yNkZHjpwP6cOn1RLcBERERER2XJKfURk2xybKvHs6bt5/rULOLbJXL3DzOUWhaxDIevguRamaZAkKX4wmF/d7oXYpsHURIFC1uHZx+9Wq2a5pTBKOPdBjUYnIEpSDo3k1lXpNzmSZeZyi0Yn4NwHNU4/ckgt6bdRP4h4/e1Zzn1Qo+uHxPFg9niSpJimMZhJbhnkPIeT943z6IMVPcwissMut6qD4CMOGckOb+hY+7m99Pu188y25kjSmCBKwQDbtNZV1bzRiubrZ5B3gi6WaZOk8aDU+xYMw8CzPYI4wI8DDAyqnTqH7QqmaV6tHAcTA9vcnGtzFEfMLH3O5VaVem+RKImwTZvRbJmDxQmmhw9hr/NBCZE7jWe7PH70FI8d+RYzixe50q4y3/3i92osV+ZAYYLp8uF91elCRERERER2N32rF5Ft9cDxMfJZh7M/v0DGtWh0Ahptn1Y3WLGt61iMDWcp5V2Gix7PnlZgLbf3yWyDrh/SaPsUss66q3Ad26KQdWi0fcpFj48vNThxV3mTVys38vGlBmd/foGllr98jQjCeMV2rmNRKni03wx4+6N5XSNEdli9t0gQDd7P3Q1W5O3X9tIzixd5v/a3RElEkiY4poVnezecWb2aquaNVjRfP4M8Y3skaUov6pGkCaZx+/dP13JJ0xQ/DjFNk6V+g5Fc+Uuvg7Hcxt47/ShYrgjtRn1VhIpsItu0OD46va8eDBIRERERkb1LobWIbLtjUyWe+/6Dy1WU5aKnKkrZNLO1NnGcEoQxo6XMho5VyDq0ugFxnDI731FovQ3e+Wie51+7QLsXMlfvECUphazDaCkzuC6YBnEyuF60uyHzSz2Wmn36QZ7//Bcf8Ozpu3ng+NhOn4bIHSlKIgYTmb9oD71e+7G99LWq5iiOCeMQwzBxbfe23UBuVdW8kYrmr84gH8uPUuvUMTCJk4TVPvPlWg69yCdKYhr9FuXsMJ2wi2s5WKbFgcLEmtZ1vc+as7z2v/+GRr+5PHs3iMMbrqHkFekEXd6rntfsXREREREREZE9SAmQiOyIjGtz5pt3cfqRQ3x8qcHsfIfaYveLebXlHJWxPMemSmrJLGtSW+rhX63K9ZyNtTP03MH+fhhTW+xueG1yax9favDnf3WBpbZPdaFLNmNzaCS3olresgZV1sWcSxglzC10uVRtMzmS4/nXLlDIOaq4FtkBtmljXu0rHacJFuu/Bm9Fe+mddq2quRf2sEyLJE1WXdEMN65qdq1BRfF6Kpq/OoO86OVZ6C3iWDZBHK56bYZhYpsWYTxoK9zyW7SDLmPZMjk7w3T58JrWdc2HCx/zyqe/wE8Cqp06URpTcHOMZIcH1dXGoA15EAV0wi7zvUWW+k0mIp+fvPsCT937BF+bOLGuny0iIiIiIiIi229/3AESkT3LtkxO3FVWBatsmihOSZKrlX7m2mZZf5V5df8kSYnidMNrk5vr+xFnf36BTj+kutClVHAZL2dvW4Ho2CZT43lqiz3mFrrYtsnzr13gue8/qO4MIttsNFv+Ultv13LWfazNbC+9G1xf1ZwaBp7l0Y/8NVU0w8qq5qyTWXdF81dnkJuGyZBXZDFZIowjgjjEs25fCQ5gGRYREWmaUOssYpsWQ16Bhw7cv655uJ81Z/nvM39NK2iz0F8i62So5A/gfGVmtYWFazkUvDwjcUStM89sa46J/CgvffgKeSenimsRERERERGRPUJ3c7fZBx98wC9+8QvOnTvH3/7t31KtVomiiKGhIe6++24effRR/t7f+3tMTKy/jZ6IyJ3MtozlsDlOUqwNFFtfC79N08C2NhaAy629/s4sSy2fuXqHbMZeVWB9jWEYjJezBFHCXL1DxrV4/e1Zznzzri1etYhc72BxAsschIidsEvBy6/7WJvVXnq3uL6queQV6EV9nHRtFc3w5apm0zAJ/TaT+bF1VTTfaAZ5OVOi5Xdw7QQ/8gmTEMd0bns9Ng2DNE0JogDDMKmUD1PKDnHq8Mk1rQkGbdR/OvPX9KIe9d4ipewQY7mR2z/EZNkcLE4y312g2qljmzYvn/8ZP/zGDzTjWkTkBpIwpDPzKb1LswTz8yRRhGnbuGNjZKcq5KePYDrrfwBNRERERGStFFpvk2azyd//+3+fmZmZG/77er1OvV7nb/7mb/iTP/kT/s2/+Tf8g3/wD7Z3kSIi+8D4cHa5LbgfxrgbaBHuB1+0GR8v5zZlfbJSGCWc+6BGoxMQJSmHRnKrDqyvMQyDyZEsM5dbNDoB5z6ocfqRQxovILKNpocPkbMzlLwi871FRuJoRWXsaoRxuCntpXeTr1Y1O5azropmGFQ1h2lIEAe4lrvuiuYbzSA3TZOJwiiXW3OklksQByRpims5twzWU1KSNCUipuTlybs5nrznzLrC4l9dfJOm32a+t0jG9lYVWF9jGAZjuRHCOKTaqZOxPd64eI7Hj55a8zpERPar2Pep/+KXLL75a+JelzSKSYKANEkwTBPTdTFsCyubo/zIw4w+9m0sz9vpZYuIiIjIHUCh9TbxfX85sLYsi2984xt885vf5PDhw2SzWWZnZ/mLv/gL3n77bXq9Hn/8x39Mv9/nhz/84c4uXERkj6mMF7AsA9exaHdDirn1V1e1eyGuY2FZBpWx9VcMyq19Mtug64c02j6FrLNihvVqObZFIevQaPuUix4fX2po9IDINrItm4cO3E8n6LLUb1LrzHOwOLmmh1DSNKXWqWMbG2svvdt8tao552TXVdEMYDAIieMkJpvJrLui+WYzyHNOlon8GNXOPIZhEEQh/cjHMiws08Q0TAyMq0F1QpwkxEk0ODfLJetkePreJ9bVlvtaG/V20CFOYg7mJ9b1ENN4fpTPGrM0/TZvXXmfx458a1+8jkRENqr98SdcfuElgqUlwmaTqNEkCYIV25mui10aImq3abzzLpVnniZ/dHr7FywiIiIidxSF1ttoeHiYP/iDP7hp++8f/vCH/F//1//Fv//3/x6A//gf/yO/8zu/w5EjR7Z7qSIie9bRSomc51AqeMwv9QijZF0haBjFtHshY8NZcp7DsanSFqxWAGZrbeI4JQhjRkuZDR2rkHVodQPiOGV2vqPQWmSbnTp8kveq55mIfGZbc8x3F1ZdKZumKfPdBXphn0pxct1h7G701arm9VY0J2lCkISkaYpruzimve6K5lvNIC96BSzTotquYxkmURITxhFxHK04joGJZVqkCWQcj9NHfpP7J06seT3wRRv1VtAm52SxzfV9XXUsh4KbG7Rjzw4xs3iR46PT6zqWiMh+0XjnXWbPvkjUbtOvVkmjGLuQxx0dwfRcDMsijWMSPyBqtwnm64RLSyT9Pp/9+M+oPPM0pQe+vtOnISIiIiL7mHpmbpPh4WF+9rOf8c//+T+/5bzqf/pP/ym/8zu/A0AYhpw9e3a7ligisi84tsnJ+8Yp5V1s02BuoUuapms6RpqmzC30sE2DUt7l5H3jajO9hWpLPfzwi1bsG+G5X7SGry12N7w2EVkbz3Z58sRvk3dzTORHafZbXG7NEcbhLfcL45DLrTma/RYT+dENtZfejb5a1QxfVDQ7lo1ne6RpSj/y8aNgEHKnCWk6qGaOkgg/CuhHPkmaYhomtmnzG+P3rKuiGVbOIP+qnJPlrlKFcnYYzx5UUOecLJ7t4Vkenu2Rc7JknQymYZJ1MhwpHeKByfvW/fe03EY9icg72XUfByDv5AjikDiJudKubuhYIiJ7XfvjT7j0/AsES0v0Ls1iOg656bvIHDyAXSwMWoJb1qDCulggc/AAuem7MB1nMPN6aYnZsy/S+WRmp09FRERERPYx3YHfJo7jkM+vrrXsk08+ufznDz/8cKuWJCKybz36YIXhosfkaJ5eP6K22Ft1cJ2mKbXFHr1+xORonnIxw6MPVrZ4xXe2KE5JkqsViOba2sB+lXl1/yRJieK1PawgIptjunyYp+59glJmiEpxkjCO+Kwxy1y7RtvvLAeJQRzS9jvMtWt81pgljKNBhXVmaN3tpXerr1Y1X1P0ChwsTuJZHlnHw7WcQTV1HNCP+vSiHv2of7USO8G1nOVq7Epxkq9N3LPuNV0/g7wddAlvUEVtmiajuTLTw4c5WJxgJFum5BUZyhQoeUVGsmXG8yM4lsNkfoyCm9vQDPIvtVE3ndtsfWvX/33Pdxc3dCwRkb0s7ve5/MJLxJ0O/lwVZ7hEZqqC6dz6Oms6DpmpCvbwEP5clajdZvbsi8S+v00rFxEREZE7jdqD70KFQmH5z/1+fwdXIiKyN2Vcm2d+625+/JcfMDGSo7rQJYgSJkeyOPbNK3nDKGZu4WpgPZKjkHV45vQxMq7eLreSbRnLYXOcpFgbKLa+Fn6bpoFtbSwAF5H1+9rECfJOlpfPv0rG9mj6bRp+i5bfWbGtazmMZcsMeQVKmSGePHFmXwXWsLKqueB98TDrtYrmxX6Dpt+62hI7HVRkp4AxaCkOBpZpQgpZO0PBy3OgcPMOTrezlhnkhmGQd3Pk3dyX/nmaplxuzeGY9qbMIL++jfqt2qSvhnV1/4SUKFkZyIuI3Cnqr79BsLREv1rFymVxx8dWNbYDBtd/b3ycNAjpV6uYmQz1X/ySiTPf3dpFi4iIiMgdSXfhd6Hrq6srFVX3iYisx7GpEs+evpvnX7uAY5vM1TvMXG5RyDoUsg6ea2GaBkmS4geD+dXtXohtGkxNFChkHZ59/G6OVjTLequND2eX24L7YYy7gRbhfvBFm/Hxcu42W4vIVpouH+aH3/gBb1w8x1tX3qeUHRpUWEcBCSkmBq7tYpkWOTvDQwfu59Thk/umJfj1rq9qnu8tMhJHONYXX8WuVTSPZIfphj38KCCIA1JSDAxcy8W7OsP6YvMyI5khcnZmQ1XNsPtmkF/fRj1JEzYyMOJaG3YTY92zsUVE9rokDFl889eEzSZpFOMdmlp1YH3NteC68/En9C5d4tLzL9C7cgXLdXHHxshOVchPH7lt5baIiIiIyO3o2/suE4Yh//W//tfl//3d73535xYjIrLHPXB8jHzW4ezPL5BxLRqdgEbbp9UNVmzrOhZjw1lKeZfhosezpxVYb5fKeAHLMnAdi3Y3pJhbf2DV7oW4joVlGVTGVjeWQ0S2jme7PH70FI8d+RYzixe50q4y310kSiJs02YsV+ZAYYLp8uENVejudqutar5ZRTN8UdVsG9amVDXDFzPIf/Lui0zkR6l26oRxyHh+FMe6efgQxiG1Tp1e2N/UGeRfaqOehDjW+o+33GbcdhnLlTe0LhGRvaoz8ylxr0vUaGIX8msOltM4IVxcJGg0SaKIeGERy+uy8Ku/wc7nB7OwbQsrm6P8yMOMPvZtLM/borMRERERkf1OofUu8yd/8ifMzMwA8Bu/8RsKrUVENujYVInnvv8gr789y7kPapSLHnGc4ocxSZJimgbe1ZAz5zmcvG+cRx+sqCX4NjpaKZHzHEoFj/mlHmGU4NhrbwsbRoOK+bHhLDnP4diUHjoQ2S1s0+L46DTHR6d3eik7ZrdVNV9zbQb5Sx++gm3aVDt1PmvMUnBz5J3coBreMInThCAK6IRd2kEX27CoFCfJu7lNm0G+3EbdtOmEPfLO+h8+6oRdXMvBMq0NtVEXEdnLepdmSaOYJAhwR0fWtG/c6dKfq5KEIWkUDf4vjonTFH+uSugOHiwyXRe7NETUbtN4510qzzxN/uj0FpyNiIiIiOx3uiO/i/yP//E/+E//6T8B4DgOf/zHf4xpbmyW22bodDokSbLTyxDZcZ1OhzRN19xOTXaHb54Y5uG7h/j0SpsrCz3qjT5RnGBbJqOlDAdGshw5UMC2TIJ+l6C/0yu+s/zGkSJLrS4LBlyeb3NwNLum37U0Tblc72EakPdMfuNIkW6nvYUr3ht03RLZXU5P/R3O/u1/ZyQzTL23iB/6jGZHcG7RvjpMIuq9BfqRz1i2jGe6PF75O/jdPj6b82Z1OHOAJ4/+Nj+d+WssLNpBh1bQptlfeR11TZuyO0TBzTPkFfh/TH+HQ5kDNJvNDa9jxBrCSS1ydo4lv4Hv9IHMmo8TJhGtfpuRzDBOajFilTZlfSIiN7NbP3M1L10i6HZJ0pTEsojCaFX7Re02QbVGGsekQQBpCqYJSYLhuljFIs7YKInvk3S7+LUawcICwfg4F/7f/x/GfvfvUviN+7b47ERko3brtUtE5GZ03do9er3elhxXofV1fu/3fo+/+Zu/2ZRj/Yf/8B946qmnVr39O++8wx/+4R8uh8N/9Ed/xIMPPrgpa9moJEkUWoswCMXSNAXQ78QeZRpw9GCBowcLN91G/213xjfvG+W9TxYYH85wud5lfqnPaMlbdQViveHT8yMOjuYo5V2+ed+o/lui65bIbnOocIAnjjzGT2f+Gtu0mO8tcql1mZyTJW9ncS0H0zBJ0oQgDulEPbphD8u0mMyPkbOzPHHkMaYKBzb9d/pQ4QD/5288w7kr7/Je/TxDXoE4SQiSgCRNMY3BbG3LMMnYHl8bPcHJA1/Hs9xNW4uJyf2j99Dst2gFber9JQ7aE2t+iKneW8AyLQpujvtH78HE0DVQRLbUbv3MlYQh6bX1mCbpavbp9gaBdRSRBAGGaWJ4HhjG4FgGYIDhOFiOg1UoYIUh4fw8/uUruONjzP/ff4mZzZK56/BWnp6IbNBuvXaJiNyMrlu7x1b9/Su03gU++OAD/sk/+Sd0Oh0A/sW/+Bf83u/93g6v6gumae6Kim+RnXbthqlhGPqdENlkWc/kd08d5r/+jxnGh7PUlnqEccr4cOaWrcLDKKG21KfnR0wMZ8lnHX731GGy3trm9e1Xum6J7D6/MXacvJvjpzN/jWd5y1XN1XDlU8quaTOSGf5SVfPhocqGfn6URFxsXmauM89Cf4k4ibFMi5HMMJP5MX5z6mF+c+oRLjZnqXbnqfe+2GY0O8xEbozDQ5Utm0H+zcqDvFc7jx+H1Hp16v0lRjPl1T/E1F+iH/lM5scpeUN8s/Kgrn8isuV262cu03Ewrq0nSTCsW1+70yQhnB9UWCdBgGnbGK4DGF+E3xhgGFx/VbYcB/PAAcJ6naA2j2HbLPy3n1L5/X+IqRnXIrvWbr12iYjcjK5bu8dW/f0rtL7O3/27f5f77tuc9kVHjx5d1XYffvghf/AHf8DS0hIA/+yf/TP+1b/6V5uyhs2Sz+cpFG5elShyJ0mSBNM0GRoa2umliOw7Dw4NYZgez792gYznMFfv8HmtSyHrUMg6eK6FaRokSYofDOZXt3shtmlweHKIQtbh2cfv5oG7x3b6VHYVXbdEdp+vDw1xz4FjvHHxHG9deZ9u1CdOYoIoICHFxBjMkjYtcnaGhw7cz6nDJ/Fsd90/04+CNf+8h+yvbeJZr97vHv8uz5//b6RGykJ/iYSE8fwojnXzB5LCOKTaqdP2OxTcPN24Rz6T4xdX/hej2TIHixNMDx/CtvQVWES2xm78zNWfmsL/248IDQMzjrFz2VtuH8zXSaNBS3DTsjA9l2vxdJKmGIBpWTjZLLaz8npqH5ikH8dE9TpuPk/wzntMnPnuFpyZiGyW3XjtEhG5FV23dgeF1tvgH/7Df7itP+9aYL24uAjAj370I/7wD/9wW9cgIiKymzxwfIx81uHszy+QcS0anYBG26fVDVZs6zoWY8NZSnmX4aLHs6fv5miltAOrFhFZO892efzoKR478i1mFi9ypV1lvrtIlETYps1YrsyBwgTT5cMbrmr+qD7D/++9l6l3F2gFHfqRT5zEmIa5/H+GYeBaDiWvSCfo8l71PE+eOMN0+dAmnfHq3TVU4Xemv8Mrn/6CjONR7dT5rDFLwc2Rd3KDgN0widOEIApoBx2W+g2iJMaxHHpRj2G7xKeNS1xszG76AwAiIntFdqqCYVuYrkvUbmMXb1GQkKQEjSZpFEGafimwBkjjeNAq3DBuWj1tGAbe5ATdmc8Im00W3/w1Y6e/g2nr9qOIiIiI3J4+Ne6Qa4H1wsICAP/4H/9j/vW//tc7vCoREZGdd2yqxHPff5DX357l3Ac1ykWPOE7xw5gkSTFNA8+xsCyDnOdw8r5xHn2wQsbVxxoR2Xts0+L46DTHR6c3/dh+FPBf33+Z12Z+RRAF+PFgPrVlmFimhWVamIaBYZhkbQ/DMJnvLbLUbzIR+fzk3Rd46t4n+NrEiU1f2+3cO3KMvJvjtUt/Q8b2aPptGn6Llt/50nZJEhMmEaZhYhkWURyBabPUb7LUby5vt1sCeRGR7ZSfPoKVzWGXhgjm6yRhiOncuGtF1O1BHJNGEYZtYxhfVM+kSUIaRZiui2FZWLncTX+m6TjYhTxRo0lcHqbzyQzFe45v+rmJiIiIyP6ju7s74KuB9T/6R/+IP/qjP9rhVYmIiOweGdfmzDfv4vQjh/j4UoPZ+Q61xS5RnGJbBuPlHJWxPMemStiWZtiIiHzVzOJFfvLui5yvf4wfBQRxiAEYhklCQpIkhEmIgYlj2aRpgm06jOdGaQdtZltzTORHeenDV8g7uR2ruP7hgR8stzUvZYe+1Na8F/ZZ6jdwsAmSCMs0GcmWKbr5FdXYnbC7awJ5EZHtYjoO5UceJmq3CZeW8OeqZKYqy/Mgr5f0+6RpSpokXwq20zQlCYLBHGvHxi4NYZgr97+eVcgTtdqkcUx/9rJCaxERERFZFYXW2+xv//ZvvxRY/8Ef/AH/9t/+2x1elYiIyO5kWyYn7ipz4q7yTi9FRGTPeK96nrMf/Hc+XviUbtgjTmIs08K13EErcAxSUpI0IU4SgjgkjCNcO6HWnWc8N5gfXe3UsU2bl8//jB9+4wc70lL7Zm3Ua50671fPk7UztIMu5cwQE4VxnK/MrLawcC2HgpdnJI6odeZ3RSAvIrJdRh/7No133iXp9+ldmsWv1fDGx1cE10kQQJIAYFx9KPRaYJ3GMWYmg+k4uOXbfy63rrYPT/wAv1bb5DMSERERkf1KpUnb6KOPPuL3f//3vxRY/7t/9+92eFUiIiIiIrJfzCxe5MUPf8ps8wqdsEuSpDimQ87JYZv28vxq0zCxTRvPdsnYHoZh4Ec+YRxR69bJOVmyToZqp06j3+SNi+d29LyutVH/zpG/w+/e813COGLIK9KPfEZyw1SGDqwIrL/KsWwOFicZyhSpdup0gi4vn/8ZfhRs01mIiGw/y/M4+L2nsAsFvMkJoqUm/UuzJGH4pe3SNCUlvfq/DNIkIfH9QVtwz8O0LbzJieVA+1YM0xocM0lIomizT0lERERE9ilVWm+TK1eu8Pu///vU63UA7r//fr71rW/x05/+9Jb7ZTIZvvOd72zHEkVEREREZA/rRz4vn3+VTtBlobeEgYlhJHi2d8v9TMPEs1zCJCSIAwzDoNZZ4GBxnM+bV2j6bd668j6PHfkW9tUgYif96uKbNPpNqp06WSfDWG7khq1ub8QwDMZyI4RxSLVTJ2N7vHHxHI8fPbXFqxYR2TmFY0epPPM0s2dfxLRt+tUq3ZnPsAt5rEJ+UBmdppCkg+pq3yeNYzCMQYW1beFNTmLfYpb19dIkBsAwTUxbtx5FREREZHX0yXGbfPrpp8zPzy//7/fff59/+S//5W33m5qa4mc/+9lWLk1ERERERPaBa2Hu5VZ1MLs6SXAse1WBrmEYOKZDkqYEUYhlmLSDLgU3R8NvUcoOMbN4keOj01t/IrcQxRFvXXmfpt8mSmMq+QOrDqyvMQyD8fwonzVmd10gLyKyVUoPfB0rn+fyCy9hZjKEzSZRo0nUagOD9uBJGEKSDNqBuy6GY2M6Dt7kxKoDa4DY9wEwPRdvfHxLzkdERERE9h+1BxcREREREdnjrg9zwyTCtWwwUixj9UGsYRi4lkNKSpTENP0WOTtLEIfEScyVdnULz2B1ZpY+pxv1afgtCm7uti3Bb8axnOVAvhv1mVm8uMkrFRHZfQrHjnLsuR8x/lvfIVupkJu+i/yxo2QPTeFNTmJmMhi2jWHbWJkM7sgIubvuWlNgDRC3O4PQ27LIVA5u0dmIiIiIyH6jSutt8pu/+Zt8+OGHO70MERERERHZh64Pc23TIkkSAMw1ViGbhollWIRxhG3axAyOE0QB893FTV/3Wl1uVYmTmCAOGckOb+hYeSdHy+8sB/I7XUUuIrIdLM9j4sx3GTv9HTqfzNCfvYxfqxEHAQu/+p/EvS5Rp0vm8BSW6675+EkYErU7uGOjWNkc+aPTm38SIiIiIrIvKbQWERERERHZ464Pcx3Tpp8EAGtunQ1gmSZxHAEpURwBkJASJdFmLnld6r1Fgmhwbq699jDletf23y2BvIjIdjJtm+I9xynec3z5n2UPHKD287+m+9lnBNUamanKmt5H0jTFn6ti2BbO0BDlRx7WTGsRERERWTW1BxcREREREdnjrg9zbdPmWsSQpumaj2Uag6+JcZrgx4NjmhjY5s4HD1ESkTA4J8vY2NfZa/vvlkBeRGSnjT72bdzhYTITE8TdHn6ttur3kTRNBxXb3R6ZiQnccpnRx769xSsWERERkf1k5+86iIiIiIiIyIZcH+Z6tkcv6kMMSZpirbHY2rgWeacsV1q7tstYrryZS14X27Qxr64vThMsVj+z+6vi9GoL9V0SyO8VURwxs/Q5l1tV6r1FomTQSn40W+ZgcYLp4UPY65w1LiI7y/I8Dn7vKS7+6X/Bm5zAn6uSBiHe5ASm49x0vyQM8eeqxN0e3uQEdqFA5XtPYXneNq5eRERERPY6fZMUERERERHZo64FiBcbl1noLeFHPm2/QxhHgEGURFjm2oLd9Gr4jQFhEuJaLpZpcaAwsfknsEaj2fKX2nq71s1DlNu5vs34bgjkdzs/Cnjj4jneuvI+3ag/aEcfBSSkmBi49uB1krMzPHTgfk4dPom3wRbuIrL9CseOUnnmaWbPvohp2/SrVbozn2EX8liFPJbnYZgWaRIT+z5xu0PU7mDYFtmpyiCwfvZ7mmUtIiIiImum0FpERERERGSP+WqAON9ZoBt0iZKIbtgjSmOSNCFOYgzDuBrurq7kOrlagWxgECYx47kiOTvDdPnwFp7R6hwsTmCZFq7l0Am7FLz8uo/VCbu4lrNrAvndbGbxIi+ff5VGv0nTb9PwWwRxuGI713IoeUU6QZf3qud58sQZpsuHdmDFIrIRpQe+jpXPc/mFlzAzGcJmk6jRJGq1V2xrui7u2CjO0BDu8DCVZ55WYC0iIiIi66LQWkREREREZA+5UYDYC/v4cUCSpgRJABikaUpKih8FxEmMZ7mYq6i6jpMEA5MwDsnYHkNegYcO3I+9xortrTA9fIicnaHkFZnvLTISRzjraEUdxiHtoMtYtrxrAvnd6r3qeV768BU6QZdqp06UxhTcHCPZ4UF1tWESpwlBFNAJu8z3FlnqN5mIfH7y7gs8de8TfG3ixE6fhoisUeHYUY499yPqv/gli2/+mrg8TBrFJEFAmiQYponpuRiWhZXNUX7kYUYf+7ZagouIiIjIuim0FhERERER2SNuFiCWMyWq3TpBFBDGIY7l4MfBcnAdJzH91MezXaxbzG9O0oQ4jTEwSNKEg4UJStkhTh0+uY1neXO2ZfPQgfvpBF2W+k1qnXkOFicxjNUP7k7TlFqnjm1YuyqQ341mFi/y4oc/pdlvUe3UyToZKvkDKx4UsBhUvxe8PCNxRK0zz2xrjon8KC99+Ap5J6eKa5E9yPI8Js58l7HT36HzyQz92cv4tRpJFGHaNt74OJnKQfJHpzFt3WIUERERkY3RJ0oREREREZE94HYBYpCELPaWiJKYOE3I2N6g+jpJSEhJ04R+FJC1jRtWXKdpOphRnCaYGIzmyhS8PE/ec2ZXzSY+dfgk71XPMxH5zLbmmO8uMJYbWVVwnaYp890FemGfSnFyVwXyu00/8nn5/Kt0gx7VTp2hTHFVf8+OZXOwOMl8d4Fqp45t2rx8/mf88Bs/2FWvIxFZPdO2Kd5znOI9x3d6KSIiIiKyj5k7vQARERERERG5tRsFiAeLk1+qeC1nStimg2s7JFdnWnumg2WaGBiDius0phv1iZKINE3gapgdxRG9qE+YRJiGQd7NUSke4Ol7n9h1FbKe7fLkid8m7+aYyI/S7Le43JojvMGM5euFccjl1hzNfouJ/Ch5N7frAvnd5FcX36TRby4/ILHaBwMADMNgLDdC1slQ7dRp9Ju8cfHcFq9YRERERERE9jKF1iIiIiIiIrvcagJE0zSZKIximxau5RIlEVGa4FoutmlhMNg+TVP6kU8v6tMNe3TDHr2oT5zEuJZD3slxz+hR/s8Hn+X+XTqLeLp8mKfufYJSZohKcZIwjvisMctcu0bb7xDEIXESE8Qhbb/DXLvGZ41ZwjgaVFhnhnZlIL9bRHHEW1fep+m3idKY8fzYmlqwwyC4Hs+PEqUxTb/NW1feJ0riLVqxiIiIiIiI7HVqDy4iIiIiIrKLfTVArOQP3DRAzDlZJvJjVDvzGIZBEIUEcYhlmDiWQXC1GtnAwDZs4jQhJcE2TVzbxbNcTh/5Tf7e157c9RXIX5s4Qd7J8vL5V8nYHk2/TcNv0fI7K7Z1LYexbJkhr0ApM8STJ84osL6FmaXP6UZ9Gn6LgptbMcN6tRzLoeDmaPgtStkhZhYvcnx0enMXKyIiIiIiIvuCQmsREREREZFdbK0BYtErYJkW1XYdyzCJkpgwjkgZzKpOgZSUJE1wLJuM7VH08oxmy/z9rz/N3SNHtufENsF0+TA//MYPeOPiOd668j6l7NCgwjoKSEgxMXBtF8u0yNkZHjpwP6cOn9z1gfxOu9yqLleqj2SHN3SsvJOj5XeIk5gr7apCaxEREREREbkhhdYiIiIiIiI7IIojZpY+53KrSr23SJRE2KbNaLbMweIE08OHsC17XQFizslyV6nCYr9B029hmzaQEsYRfhyQtTOM5sqM5Uf2fJjr2S6PHz3FY0e+xcziRa60q8x3v/j7HMuVOVCYYLp8GNu0dnq5e0K9t0gQBQC4G3xNXNs/iALmu4sbXpuIiIiIiIjsTwqtRUREREREtpEfBcuVwd2rs6RvVRlc69bXFSCapslorsxIdphu2MOPAnpRn6Veg5yT5dDQAZ6+93f2TZhrmxbHR6dVybsJoiQiIQXAMswNHeva/gkpURJteG0iIiIiIiKyPym0FhERERER2SYzixd5+fyrNPrN5RnM1+ZMX8+1HEpekU7QZbHfuBofri9ANAyDvJsj7+aIk5he2GckN8yh0kEFvHJDtmljMpibHqcJFut/qCFOEwBMjKsV/yIiIiIiIiIr6RujiIiIiIjINnivep6XPnyFTtCl2qkTpTEFN8dIdnhQXW2YxGlCEAV0wi7zvUWW+k1M06QX9knSRAGibIvRbPlLbb1dy1n3sa7vEjCWK2/K+kRERERERGT/0V0KERERERGRLTazeJEXP/wpzX6LaqdO1slQyR/Asb78lczCwrUcCl6ekTii1pmn0W9hGBDEEa1+i9H8yLrXoQBRVuNgcQLLHLwWO2GXgpdf97E6YRfXcrBMiwOFiU1cpYiIiIiIiOwnGxtOJSIiIiIiIrfUj3xePv8q3aBHtVNnKFPkYHFyRWD9VY5lc7A4yZBXWG4hXusukCTJuteiAFFWY3r4EDk7Q8kr0g66hPH6ZlGHcUg76FLyiuTsDNPlw5u8UhEREREREdkvFFqLiIiIiIhsoV9dfJNGv7lcYT2WG8EwjFXtaxgGB4uT2IZNmqYEccB8d2Fd61CAKKtlWzYPHbifIa+AbVjUOvOkaXr7Ha+Tpim1Th3bsBjyCjx04H5sc/2t7UVERERERGR/U2gtIiIiIiKyRaI44q0r79P020RpzHh+bNWB9TWmaTKeH8EwIE1hfh3V1goQZa1OHT5JKTPERH6UXthnvruw6uA6TVPmuwv0wj4T+VFK2SFOHT65xSsWERERERGRvUyhtYiIiIiIyBaZWfqcbtSn4bcouLnbtgS/mdHcCK7pYhgGURIx25pTgChbyrNdnjzx2+TdHBP5UZr9Fpdbc4RXW9XfTBiHXG7N0ey3mMiPkndzPHnPGTzb3aaVi4iIiIiIyF6k0FpERERERGSLXG5ViZOYIA7JO7l1H+datTWkuJZDy28rQJQtN10+zFP3PkEpM0SlOEkYR3zWmGWuXaPtdwjicPn13fY7zLVrfNaYJYwjKsVJSpkhnr73CabLh3b6VERERERERGSXW99j/iIiIiIiInJb9d4iQRQA4G4wKC5minjdBQzDJOtklgPEgpsj7+RwbRfLMInThCAK6IRd2kEX27CoFCfJuzkFiLJmX5s4Qd7J8vL5V8nYHk2/TcNv0fI7K7Z1LYexbJkhr0ApM8STJ87o9SYiIiIiIiKrotBaRERERERki0RJRMKgjbdlbKzRlWWYWKbNSLYEQDlTUoAo22K6fJgffuMHvHHxHG9deZ9SdmhQYR0FJKSYGIOHJkyLnJ3hoQP3c+rwSVX0i4iIiIiIyKoptBYREREREdkitmljYgAQpwkW1rqPFacJAFk7wwMH7mM8N6oAUbaNZ7s8fvQUjx35FjOLF7nSrjLfXSRKImzTZixX5kBhgunyYWxz/a9zERERERERuTMptBYRERER2ceiOGJm6XMut6rUe18ETKPZMgeLE0wPH8K29LVgq4xmy8ttwYMowLWcdR/r+jbjBwrjfOfI31GAKNvONi2Oj05zfHR6p5ciIiIiIiIi+4juTomIiIiI7EN+FCy38u1GfVXi7pCDxQks08K1HDphl4KXX/exOmEX13KwTIsDhQlAAaKIiIiIiIiI7A8KrUVERERE9pmZxYu8fP5VGv3m8szjIA5XbOdaDiWvSCfo8l71vGYeb4Hp4UPk7Awlr8h8b5GROMJZR2V7GIe0gy5j2TI5O8N0+fAWrFZEREREREREZGcotBYRERER2eXW0uL7vep5XvrwFTpBl2qnTpTGFNwcI9nhQXW1YRKnCUEU0Am7zPcWWeo3mYh8fvLuCzx17xN8beLEDp/x/mFbNg8duJ9O0GWp36TWmedgcRLDMFZ9jDRNqXXq2IbFkFfgoQP3q+W3iIiIiIiIiOwrCq1FRERERHaptbb4Plic4MUPf0qz36LaqZN1MlTyB1ZU9loM2lUXvDwjcUStM89sa46J/CgvffgKeSeniutNdOrwSd6rnmci8pltzTHfXWAsN7Kq4DpNU+a7C/TCPpXiJKXsEKcOn9yGVYuIiIiIiIiIbB+F1iIiIiIiu9BaW3w3/TbVzjxZO8NCb4mhTHFVwahj2RwsTjLfXaDaqWObNi+f/xk//MYPNON6k3i2y5MnfpufvPsiE/lRqp06YRwynh/FsZyb7hfGIbVOnV7YZyI/St7N8eQ9Z/TfRURERERERET2HYXWIiIiIiK7zHpafF9p1wCod5couLlVV/ICGIbBWG6EMA6pdupkbI83Lp7j8aOntvI07yjT5cM8de8TvPThK9imTbVT57PGLAU3R97J3fC/azvoYhsWleIkeTfH0/c+oQr4fW4towBERERERERE9hN92xURERER2UVmFi+uucV3OQr5qP4JQRJiAFEa04v65Jzsqn+uYRiM50f5rDFL02/z1pX3eezItzQ7eRN9beIEeSfLy+dfJWN7yxX0Lb+zYlvXchjLlhnyCpQyQzx54owC631sLaMAvj5xLweLE8x3FxVsi4iIiIiIyL6hb7IiIiIiIrtEP/J5+fyrdIMe1U591S2+oyTEsRyCJCQFkjSh2q5zV6mCaZqr/vmO5VBwczT8FqXsEDOLFzk+Or2xk5IvmS4f5off+MFyQFnKDt12VvmpwyfVEnwfW+0oAMe0sQyT96rnMQ2T0VwZyzD1uhEREREREZF9QaG1iIiIiMgu8auLb9LoN5crrFfb4rsfBRgGGIBpmARRiGWYLPYbjObKa1pD3snR8jvEScyVdlWh9RbwbJfHj57isSPfYmbxIlfaVea7X1TMjuXKHChMMF0+rEr3fW61owCa/Rbz3QWCOCBNB50RGn4Tz3KxzC++1l+bcd8JurxXPa8KfREREREREdkzFFqLiIiIiOwCURzx1pX3afptojSmkj+w6pnUQRyQJAmGYeBaLn4cECUxTb/FSHZ41ccBcK9WZgZRwHx3cV3nIqtjmxbHR6f1YMAdarWjALp+j4bfxDAMDAySNCYFXNPBNEwO5MdxHfdLM+6X+k0mIp+fvPsCT937BF+bOLEzJykiIiIiIiKySqvvFSgiIiIiIltmZulzulGfht+i4OZWBFe3kpKSXv2zZZpYhkUYR8RJQjfsrWkdljH4ipCQEiXRmvYVkdW50SiAg8XJlYF12KPanieMI/zIxzBMcm4O13KJ0pg0Tan3FrENi4KXZ7Iwzl2lKRzLZrY1R6Pf5KUPX2Fm8fMdOlMRERERERGR1VFoLSIiIiKyC1xuVQezjeOQvJNb076D+suBNE2xTJOUBEjxo2BNx4rTBAATA9tUYyaRrbCaUQBxMphNH6UxQRxgmzae5WIaJq7lYhkWfhwSJiFL/cbyfo5lc7A4yVCmSLVTpxN0efn8z9Z8LRARERERERHZTgqtRURERER2gXpvkeBqqHStRfdquZaLaV6tkE5TzKvV0nGaEMRrC6quX8PYGudhi8jtfXUUwHh+7IYt/Jf6DaIkJIhCTMPCMZ0vbedaDikpURLT6LdI03T53xmGwVhuhKyTodqp0+g3eePiuW05PxEREREREZH1UGgtIiIiIrILRElEcrXJ97UW3auVsV0G9dYmcRp/UXedcl3j8NXphF1cy8EyLQ4UJta0r4jc3mpGASRpQtNvESUxKSmu5awItg3DxDavjgJIE3pfGQVgGAbj+VGiNKbpt3nryvtESbyl5yYiIiIiIiKyXgqtRURERER2Adu0Ma+GzddadK9W1sliGSaOZRMlMcm1/Q2uaxx+e2Ec0g66lLwiOTvDdPnwmtYhIre3mlEAvbBPnCSEcYRlWMvdE77KMqzlUQD9G7T/diyHgpuj4bfoRn1mFi9u5qmIiIiIiIiIbBqF1iIiIiIiu8BotrzcFjxY4+xZwzAoZYrYpoWBsdwS3Lo6+3Y10jSl1qljGxZDXoGHDtyPbVprOwkRua3VjALwI59Bn4QEy7z513bzavV1ktx8FEDeyRHEIXESc6Vd3djiRURERERERLaIQmsRERERkV3gYHECy7RwLYdO2F3z/sOZEo7p4FkOcRpfnW9r4K1iPnaapsx3F+iFfSbyo5SyQ5w6fHIdZyEit7OaUQBBHC53XLhZlTWw3DI85eajAK5/GGa+u7jeZYuIiIiIiIhsKYXWIiIiIiK7wPTwIXJ2hpJXpB10CeNoTfubpslEfhTDMDAwSIEgDnDMlfNyrxfGIZdbczT7LSbyo+TdHE/ec2ZVYbeIrN1qRgGkg4H0wK1b/A8eTgHjFttdC8YTUqJkbdcVERERERERke1y6ztYIiIiIiKyLWzL5qED99MJuiz1m9Q68xwsTi5XUq5GxsngWDZmNKjYNoCLzcsU3Bx5J4dru1iGSZwmBFFAJ+zSDrrYhkWlOEnezfH0vU8wXT60dScqcof76igA13JWbGMMBtIDgwD7ZoF0cjW0Ns2bjwJYrtjGwL7NQywiIiIiIiIiO0XfWEVEREREdolTh0/yXvU8E5HPbGuO+e4CY7mRVQXX11p8x0nCoaED9KI+k/kx2kGXht+i5XdW7ONaDmPZMkNegVJmiCdPnFFgLbLFvjoKoODlV2zjWs4XFdJpctMW4XEaY2ACBpmbdEe4fn72WK68OSchIiIiIiIisskUWouIiIiI7BKe7fLkid/mJ+++yER+lGqnThiHjOdHcW5QjXlNGIfUOvUvZlJnhvh//sbvcrk1x1tX3qeUHSJOYoIoICHFxBhUXZsWOTvDQwfu59Thk2oJLrINrh8FMN9bZCSOcKwvfzX3bI9BvbVJnCTYN8is0zQhSuLlgDvrZG/48zphd7CNaXGgMLEFZyQiIiIiIiKycQqtRURERER2kenyYZ669wle+vAVbNOm2qnzWWN2zS2+T4wd5cTYUR478i1mFi9ypV1lvrtIlETYps1YrsyBwgTT5cPYprXTpy1yx1jNKICsk8EyTRzLJojDG1ZbB3GIgYFtWpQyxRt2ZAjjkHbQZSxbJmdnmC4f3vLzExEREREREVkPhdYiIiJyRwmjhE9mG8zW2tSWekRxim0ZjA9nqYwXOFop4dyopE1kG31t4gR5J8vL518lY3s0/fa6W3zbpsXx0WmOj05v4xmIyK3cbhSAaZgMeUUWkyXCOCKIQzzLXf73QRwQpzEZy8MxHYYzpRU/I01Tap06tmEx5BV46MD9ekBFREREREREdi2F1iIiInJH6AcRr789y7kPanT9kDhO8cOYJEkxTQPPsbAsg5zncPK+cR59sELG1Ucl2TnT5cP88Bs/4I2L59TiW2SfWc0ogHKmRMvv4NoJfuQTJiG2YREmEXEa41mD3/+J/Cim+eWHra7NuO+FfSrFSUrZIU4dPrkTpyoiIiIiIiKyKroTKyIiIvvex5canP35BZZaPo1OQKPtE4Txiu1cx6JU8Gi/GfD2R/M8e/pujlZWVq+JbBfPdnn86Cm1+BbZh1YzCmAsV+Zyu4ptDNqE+2mAZVhkbA/LtJgsjJF1vzzL+qsz7vNujifvOaMHWkRERERERGRXU2gtIiIi+9o7H83z/GsXaPdC5uodoiSlkHUYLWUG1dWmQZwMqq7b3ZD5pR5LzT79IM9//osPePb03TxwfGynT0PucGrxLbI/rWYUQJzERGmMaZikpGCkJGnKaGYI1/aIk/i2M+6vHxkgIiIiIiIishsptBYREZF96+NLDf78ry6w1PapLnTJZmwOjeRWzKy2rEGVdTHnEkYJcwtdLlXbTI7keP61CxRyjiquRURkS6xmFECcJsx3F0nTBNuySdOExX6TxX7zS8e63Yx7ERERERERkd1KobWIiIjsS30/4uzPL9Dph1QXupQKLuPlLIZh3HI/xzaZGs9TW+wxt9DFtk2ef+0Cz33/Qc24FhGRLbGaUQAj2TJX2jXenfuAbtTXjHsRERERERHZV3TnVURERPal19+ZZanlM1fvkM3YqwqsrzEMg/FyliBKmKt3yLgWr789y5lv3rXFqxYRkTvZ7UYB3D9xD6enf1Mz7kVERERERGTfUWgtIiIi+04YJZz7oEajExAlKYdGcqsOrK8xDIPJkSwzl1s0OgHnPqhx+pFD2JZ5+51FRES2iGbci4iIiIiIyH6ku64iIiKy73wy26DrhzTaPoWss2KG9Wo5tkUh69Bo+3T9kI8vNTZ5pSIiIiIiIiIiIiKi0FpERET2ndlamzhOCcKYQs7Z0LEKWYcgjInjlNn5ziatUERERERERERERESuUWgtIiIi+05tqYcfxgB4zsbmenruYH8/jKktdje8NhERERERERERERH5MoXWIiIisu9EcUqSpABY5tpmWX+VeXX/JEmJ4nTDaxMRERERERERERGRL1NoLSIiIvuObRnLYXOcbCxovhZ+m6aBbW0sABcRERERERERERGRlRRai4iIyL4zPpxdbgt+rU34evnBF23Gx8u5Da9NRERERERERERERL5MobWIiIjsO5XxApZl4DoW7W64oWO1eyGuY2FZBpWx/CatUERERERERERERESuUWgtIiIi+87RSomc51AqeLR7IWGUrOs4YRTT7oWUCh45z+HYVGmTVyoiIiIiIiIiIiIi9k4vQERERGSzObbJyfvGab8ZsNTsM7fQZWo8j2GsfiZ1mqbMLfSwTYNS3uXkfePYlp73ExEREZGNS8KQzsyn9C7NEszPk0QRpm3jjo2RnaqQnz6C6Tg7vUwRERERkW2j0FpERET2pUcfrPD2R/P0gzyXqm1qiz3Gy9lVBddpmlJb7NHrR0xNFCgXMzz6YGUbVi0iIiIi+1ns+9R/8UsW3/w1ca9LGsUkQUCaJBimiem6GLaFlc1RfuRhRh/7Npbn7fSyRURERES2nEJrERER2Zcyrs0zv3U3P/7LD5gYyVFd6BJECZMjWRzbuul+YRQztzAIrCdHchSyDs+cPkbG1ccmEREREVm/9sefcPmFlwiWlgibTaJGkyQIVmxnui52aYio3abxzrtUnnma/NHp7V+wiIiIiMg20t1XERER2beOTZV49vTdPP/aBRzbZK7eYeZyi0LWoZB18FwL0zRIkhQ/GMyvbvdCbNNgaqJAIevw7ON3c7SiWdYiIiIisn6Nd95l9uyLRO02/WqVNIqxC3nc0RFMz8WwLNI4JvEDonabYL5OuLRE0u/z2Y//jMozT1N64Os7fRoiIiIiIltGobWIiIjsaw8cHyOfdTj78wtkXItGJ6DR9ml1V1a1uI7F2HCWUt5luOjx7GkF1iIiIiKyMe2PP+HS8y8QNhr4c1WsXBbv0NSKmdWGZQ2qrIsFkjDEn6vSuzSLNznB7NkXsQsFVVyLiMimS8KQzsyn9C7NEszPk0QRpm3jjo2RnaqQnz6y4j1LRGQrKLQWERGRfe/YVInnvv8gr789y7kPapSLHnGc4ocxSZJimgaeY2FZBjnP4eR94zz6YEUtwUVERERkQ+J+n8svvETc6eDPVXGGS7jjYxiGccv9TMchM1XBr9Xw56qYts3s2Rc59tyPNONaREQ2Rez71H/xSxbf/DVxr0saxSRBQJokGKaJ6boYtoWVzVF+5GFGH/u23oNEZEvpTqyIiIjcETKuzZlv3sXpRw7x8aUGs/MdaotdojjFtgzGyzkqY3mOTZWwLXOnlysiIiIi+0D99TcIlpboVwcV1qsJrK8xDANvfJw0COlXq5iZDPVf/JKJM9/d2kWLiMi+1/74Ey6/8BLB0hJhs0nUaJIEKzvSma6LXRoiardpvPMulWeeVtcPEdkyCq1FRETkjmJbJifuKnPirvJOL0VEZMdEccTM0udcblWp9xaJkgjbtBnNljlYnGB6+BC2pa+LIiIbkYQhi2/+mrDZJI1ivENTqw6srzEMA29ygu7MZ4TNJotv/pqx09/BtHWNFhGR9Wm88y6zZ18karfpV6ukUYxdyOOOjmB6LoZlkcYxiR8QtdsE83XCpSWSfp/PfvxnVJ55mtIDX9/p0xCRfUifcEVERERERO4QfhTwxsVzvHXlfbpRnziJCaKAhBQTA9d2sUyLnJ3hoQP3c+rwSTzb3elli4jsSZ2ZT4l7XaJGE7uQX/c8UNNxsAt5okaTuDxM55MZivcc3+TViojInaD98Sdcev4FwkYDf27QBcQ7NLXiPcqwrEGVdbFAEob4c1V6l2bxJieYPfsidqGgimsR2XQKrUVERERERO4AM4sXefn8qzT6TZp+m4bfIojDFdu5lkPJK9IJurxXPc+TJ84wXT60AysWEdnbepdml+eDuqMjGzqWVcgTtdqkcUx/9rJCaxERWbO43+fyCy8Rdzr4c1Wc4dKqxlaYjkNmqoJfq+HPVTFtm9mzL3LsuR9pxrWIbCqF1iIiIiIiIvvce9XzvPThK3SCLtVOnSiNKbg5RrLDg+pqwyROE4IooBN2me8tstRvMhH5/OTdF3jq3if42sSJnT4NEZE9JZifX54Panob61pxLRRI/AC/Vtvw2kRE5M5Tf/0NgqUl+tVBhfVqAutrDMPAGx8nDUL61SpmJkP9F79k4sx3t3bRInJHMXd6ASIiIiIiIrJ1ZhYv8uKHP6XRbzLbmsOxbO4qTTFZGKfg5XEtB8u0cC2HgpdnsjDOXaUpHMtmtjVHo9/kpQ9fYWbx850+FRGRPSWJItIkAQZtVjfCMAf7p0lCEkUbXpuIiNxZkjBk8c1fEzabpFGMNzmx6sD6GsMw8CYnSKOYsNlk8c1f6z1JRDaVQmsREREREZF9qh/5vHz+VbpBj2qnzlCmyMHiJI5166ZbjmVzsDjJUKZItVOnE3R5+fzP8KNgm1YuIrL3mbaNYQ5uvaVxvKFjpclgf8M0MW01ThQRkbXpzHxK3OsSNZrYhfyKGdarZToOdiFP1GgS97p0PpnZ3IWKyB1NobWIiIiIiMg+9auLb9LoN6l26mSdDGO5kTW1ABzLjZB1MlQ7dRr9Jm9cPLfFKxYR2T/csTFMd9AWPPE39tBP7PvAoM24Nz6+4bWJiMidpXdpljSKSYIAu1DY0LGsQp4kCEjjmP7s5U1aoYiIZlqLiIiIiNyRojhiZulzLreq1HuLREmEbdqMZsscLE4wPXwI+zbVuLK7RXHEW1fep+m3idKYSv7AuloAjudH+awxS9Nv89aV93nsyLewzY21uRURuRNkpyoYtoXpukTtNnZx/SFB3O5gui6GZZGpHNzEVYqIyJ0gmJ8nCQYPUJmeu6FjWZ4HDB7I8mu1Da9NROQa3YUSEREREbmD+FHAGxfP8daV9+lGfeIkJogCElJMDFzbxTItcnaGhw7cz6nDJ/Hsjd3UkJ0xs/Q53ahPw29RcHO3bQl+M47lUHBzNPwWpewQM4sXOT46vbmLFRHZh/LTR7CyOezSEMF8nSQM19WONQlDonYHd2wUK5sjf3R68xcrIiL7WhJFpEkCgGFt7AFU4+oDrGmSaKa1iGwqhdYiIiIiIneImcWLvHz+VRr9Jk2/TcNvEcThiu1cy6HkFekEXd6rnufJE2eYLh/agRXLRlxuVQcPJcQhI9nhDR0r7+Ro+R3iJOZKu6rQWkRkFUzHofzIw0TtNuHSEv5clcxUZU1dL9I0xZ+rYtgWztAQ5Uce1kxrERFZM9O2MczBtNg0jjcUXKdJDIBhmnpPEpFNpSuKiIiIiMgd4L3qeV768BU6QZdqp06UxhTcHCPZ4UF1tWESpwlBFNAJu8z3FlnqN5mIfH7y7gs8de8TfG3ixE6fhqxBvbdIEA1aALobrJa/tn8QBcx3Fze8NhGRO8XoY9+m8c67JP0+vUuz+LUa3vj4qoLrNE3xazXibo/sVAW3XGb0sW9vw6pFRGS/ccfGMN3BZ/rED5b/vB6x7wODNuPe+PimrE9EBBRai4iIiIjsezOLF3nxw5/S7LeodupknQyV/IEV7aItLFzLoeDlGYkjap15ZltzTORHeenDV8g7uX1bcb0fZ3xHSURCCoBlmBs61rX9E1KiRC0ARURWy/I8Dn7vKS7+6X/Bm5zAn6uSBiHe5MQtW4UnYYg/VyXu9vAmJ7ALBSrfe2p5jqiIiMhaZKcqGLaF6bpE7TZ2sbDuY8XtDqbrYlgWmcrBTVyliNzp9tZdFxERERERWZN+5PPy+VfpBj2qnTpDmSJjuZHbVng5ls3B4iTz3QWqnTq2afPy+Z/xw2/8YF/NuN7PM75t08Zk8N85ThMs1t8CME4H8+9MDGxTXyNFRNaicOwolWeeZvbsi5i2Tb9apTvzGXYhj1XIY3kehmmRJjGx7xO3O0TtDoZtkZ2qDALrZ7+nWdYiIrJu+ekjWNkcdmmIYL5OEoa3fHjqZpIwJGp3cMdGsbI5vTeJyKbS3QYRERERkX3sVxffpNFvLldYryawvsYwDMZyI4RxSLVTJ2N7vHHxHI8fPbXFq94e+33G92i2/KW23q619ptS11zfZnwsV96U9YmI3ElKD3wdK5/n8gsvYWYyhM0mUaNJ1Gqv2NZ0XdyxUZyhIdzhYSrPPK1QQERENsR0HMqPPEzUbhMuLeHPVclMVVb93RCujq2Yq2LYFs7QEOVHHtZMaxHZVLqiiIiIiIjsU1Ec8daV92n6baI0ppI/sKabEjAIrsfzo3zWmKXpt3nryvs8duRb2Ob6q3Z3gzthxvfB4gSWOWj53gm7FLz8uo/VCbu4loNlWhwoTGziKkVE7hyFY0c59tyPqP/ilyy++Wvi8jBpFJMEAWmSYJgmpjdot2plc5QfeZjRx76tluAiIrIpRh/7No133iXp9+ldmsWv1fDGx1f1HTFNU/xajbjbIztVwS2XGX3s29uwahG5kyi0FhERERHZp2aWPqcb9Wn4LQpubsUM69VyLIeCm6Phtyhlh5hZvMjx0enNXew2ulNmfE8PHyJnZyh5ReZ7i4zE0bpeA2Ec0g66jGXL5OwM0+XDW7BaEZE7g+V5TJz5LmOnv0Pnkxn6s5fxazWSKMK0bbzxcTKVg+SPTqt6TWQHJWFIZ+ZTepdmCebnl39H3bExslMV8tNH1tVaWWQnWZ7Hwe89xcU//S94kxP4c1XSIMSbnLjl6zkJQ/y5KnG3hzc5MRhb8b2n9FCViGw6ffoVEREREdmnLreqgxnNcchIdnhDx8o7OVp+hziJudKu7tnQ+k6a8W1bNg8duJ9O0GWp36TWmedgcXLNLQBrnTq2YTHkFXjowP17vspeRGQ3MG2b4j3HKd5zfKeXIiLXiX3/i24Ive7Kbgiui2GrG4LsXYVjR6k88zSzZ1/EtG361Srdmc+wC3msQh7L8zBMizSJiX2fuN0hancwbIvsVGUQWD/7PY2tEJEtodBaRERERGSfqvcWvzSLeCOun408313c8Np2yp024/vU4ZO8Vz3PROQz25pjvruw6nNO05T57gK9sE+lOEkpO8Spwye3YdUiIiIi26/98SdcfuElgqWl5bnzSRCs2M50XezSEFG7TeOddzV3Xvac0gNfx8rnufzCS5iZzPLrPWq1V2xrui7u2CjO0BDu8LBe7yKypRRai4iIiIjsU1ESkZACYBnmho51bf+ElCiJNry2nXAnzvj2bJcnT/w2P3n3RSbyo1Q7dcI4ZDw/imPdvAVgGIfUOnV6YZ+J/Ch5N8eT95zZtVXlIiIiIhvReOddZs++SNRu069WSaMYu5DHHR1ZnjWfxjGJHxC12wTzdcKlJZJ+n89+/GdUnnma0gNf3+nTEFm1wrGjHHvuR190FigPr+wscPW1r84CIrJdFFqLiIiIiOxTtmljMghl4zTBYv3BapwmAJgY2Obe/Bpxp874ni4f5ql7n+ClD1/BNm2qnTqfNWYpuDnyTg7XdrEMkzhNCKKATtilHXSxDYtKcZK8m+Ppe5/Y1fO7RURERNar/fEnXHr+BcJGA3+uipXL4h2aWjHj17CsQZV1sbA847d3aRZvcoLZsy9iFwqqQJU9xfI8Js58l7HT36HzyQz92cv4tdryDHdvfJxM5SD5o9OY9t78Digie4uuNCIiIiIi+9Rotvyltt7uLSprb+f6NuNjufKmrG+73ckzvr82cYK8k+Xl86+SsT2afpuG36Lld1Zs61oOY9kyQ16BUmaIJ0+cUWAtIiIi+1Lc73P5hZeIOx38uSrOcAl3fOy23XhMxyEzVcGv1fDnqpi2zezZFzn23I9UiSp7jmnbFO85TvGe4zu9FBG5wym0FhERERHZpw4WJ7BMC9dy6IRdCl5+3cfqhF1cy8EyLQ4UJjZxldvnTp/xPV0+zA+/8QPeuHiOt668Tyk7NAjxo4CEFBNjUHVtWuTsDA8duJ9Th0+qJbiIiIjsW/XX3yBYWqJfHVRYryawvsYwDLzxcdIgpF+tYmYy1H/xSybOfHdrFy0iIrJPKbQWEREREdmnpocPkbMzlLwi871FRuJoXS2xwzikHXQZy5bJ2Rmmy4e3YLVbTzO+BzOuHz96iseOfIuZxYtcaVeZ7y4SJRG2aTOWK3OgMMF0+fCundMtIiIishmSMGTxzV8TNpukUYx3aGrVgfU1hmHgTU7QnfmMsNlk8c1fM3b6O2qlLCIisg569xQRERER2adsy+ahA/fTCbos9ZvUOvMcLE6u6WZcmqbUOnVsw2Lo/9/enYfJVdf54n93V3V30t3pJGQPRILEBEF2kEUFWbwoICIocmcEQZQRl5+iCHJRUJSr44j7Nq7ozMgyKsqqc1lU9i3sDAkggYSEbCTp9N5d3b8/clO3Q7aGLJWkX6/nmWfOqfqeU5+qNMfuep/v51vXmD3H77rVhpnW+P5/itWFTBk1eYtvaw4AsKm0znoupfa29CxrTrGxYbU1rAequqYmxcaG9CxrTmnkiLQ+O0ubZQB4FTZsegEAALBFO3DSPhk+pCljG0alvbsji9peSl9f34CO7evry6K2l9Le3ZGxDaMyfGhTDpy0zyaueNN5+RrfG2JbWOMbAGAwa39hbvp6Sunt6kqxsXGDzlVobEhvV1f6SqV0zJ23kSoEgMFFaA0AANuwumJtjp56WBpq6zO2YVSaO5Zn3vL56S51r/O47lJ35i2fn+aO5RnbMCoNtfU5+nWHb9XrG798je8NsS2s8Q0AMJh1LVqU3q4VNyJW123Y77iFurokSW9nVzoXLtzg2gBgMBJaAwDANm7yyEk5ZtoRGT6kKROHjUt3qSfPL5ub+S0L09LZmq5Sd0q9pXSVutPS2Zr5LQvz/LK56S71ZOKwcRk+pCnHTjsik0fuUOm3skH6r/Hd0tWW7tKrW4t65Rrfw+uGbdVrfAMADGa9PT3p612x5EtVYcOWv6n6v8vn9PX2prfn1f2OCQCD3da3+BoAAPCK7TZ2ahpqhuaGmbdmSLEuzZ0tWda5PMs7W1cbW1uoyeihI9NU15jhQ5py9NTDt/rAOrHGNwAA/091sZiq6hVzuvpKpQ0Krvt6S0mSqurqVBd95Q4Ar4b/BQUAgEFi8shJOWPfk3P37Ol5+MUnMnxo04oZ1j1d6U1fqlOV2mJtCtWF1BeHZM/xu+bASfts1S3BX+7ASfvk8QUzM7anM3OXz8+itpcyun67AQXX/df4njhs3Fa/xjcAwGBWO3p0qmtX/J7b29lV3n41Sp2dSVa0Ga8bM2aj1AcAg43QGgAABpG6Ym0O3enAvGnH/TNryey82LIgi9qWpKe3J8XqYkbXj8z4xrGZPHLSNjmDeOUa31c9dl3GNozKgtbF6S51Z0zDqNQUatZ6XHepOwtbF6e9u2ObWeMbAGAwG7r9xFQVC6murU1PS0uKwxpf9blKLa2prq1NVaGQIRMnbMQqAWDwEFoDAMAgVKwuZMqoyZkyanKlS9nsVq7xff2Mm1OsLmZB6+I8v2xuGmvr01BTv2K2eVV1Sn296erpSmt3W1q62lKsKmTisHFpqK3fJtb4BgAYzBom75jC0PoUhzela9Hi9HZ3p7pm7Tcxrk1vd3d6WlpTO3pUCkPr07DT5I1fLAAMAkJrAABg0LHGNwDA4FZdU5ORe++VnpaWdC9dms75CzJk+4kDWjZmpb6+vnTOX5CqYiE1TU0Zufde1rQGgFfJ/4ICAACDkjW+AQAGt1FvOijLHn0svR0daX9hbjoXLkzdmDEDCq77+vrSuXBhSm3tGbr9xNSOHJlRbzpoM1QNANsmoTUAADBoDfY1vgEABrNCXV0mvPOYzL78ytSNG5vO+QvS19WdunFj19kqvLe7O53zF6TU1p66cWNTbGzMxHcek0Jd3WasHgC2LUJrAABg0BvMa3wDAAxmja/dKROPOzZzr7ku1cViOhYsSNus51NsbEihsSGFurpUVRfS11tKqbMzpZbW9LS0pqpYyNDtJ64IrN/1TmtZA8AGEloDAAAAADBoDd/9DSk0NGTetdenesiQdDc3p2dZc3qWt6w2trq2NrWjR6WmqSm1I0Zk4nHHCqwBYCMQWgMAAAAAMKg1vnanvPYjH87iO+7KkgcfSmnkiPT1lNLb1ZW+3t5UVVenuq42VYVCCkPrM3LvvTLqTQdpCQ4AG4nQGgAAAACAQa9QV5exh781ow95c1qfnZWOufPSuXBhent6Ul0spm7MmAyZOCENO01OddFX6wCwMflfVgAAAAAA+L+qi8UMe92UDHvdlEqXAgCDRnWlCwAAAAAAAABg8BJaAwAAAAAAAFAxQmsAAAAAAAAAKkZoDQAAAAAAAEDFCK0BAAAAAAAAqBihNQAAAAAAAAAVU6x0AQAAAMCr01PqyaylczJv+YIsbl+Snt6eFKuLGTV0ZCYMG5vJI3ZIseBPfwAAALZs/nIFAACArUxnT1funj09D7/4RNp6OlLqLaWrpyu96Ut1qlJbrE2hupD64pDsOX7XHDhpn9QVaytdNgAAAKyR0BoAAAC2IrOWzM4NM2/Nso7mNHe2ZFnn8nSVulcbV1uoyfC6YWntasvjC2bm6KmHZ/LIHSpQMQAAAKyb0BoAAAC2Eo8vmJnrZ9yc1q62LGhdnJ6+Uhpr67Pd0BErZldXVafU15uunq60drdlUfuSLO1oztiezlz12LU5ZtoR2W3s1Eq/DQAAAFiF0BoAAAC2ArOWzM51M25Kc8fyLGhdnKE1QzKxYXxqXrZmdSGF1BZq0ljXkO1KPVnYuihzl8/P2IZRuX7GzWmoqTfjGgAAgC2K0BoAAGAQ6yn1ZNbSOZm3fEEWty9JT29PitXFjBo6MhOGjc3kETukWPCnY6V19HTmhpm3pq2rPQtaF6dpyLCMrt8uVVVV6zyuplDMhGHjsqjtpSxoXZxidTE3zLwlZ+x7sjWuAQAA2GL45gEAAGAQ6uzpyt2zp+fhF59IW09HSr2ldPV0pTd9qU7VilbT1YXUF4dkz/G75sBJ+wg5K+ie2Q9mWUdzeYb1QALrlaqqqjK6frt0l7qzoHVxhhTrcvfs6Tl0pwM3cdUAAAAwMEJrAACAQWbWktm5YeatWdbRnObOlizrXJ6uUvdq42oLNRleNyytXW15fMHMHD31cG2lK6Cn1JOHX3wizZ0t6ekrZWLD+AEH1itVVVVlTMOoPL9sbpo7W/Lwi0/kTTvun2J1YRNVDQAAAAMntAYAABhEHl8wM9fPuDmtXW1Z0Lo4PX2lNNbWZ7uhI1bMrq6qTqmvN109XWntbsui9iVZ2tGcsT2dueqxa3PMtCOy29iplX4bg8qspXPS1tORZZ3L01hbv9oa1gNVU6hJY219lnUuz/ChTZm1ZHamjJq8cYsFAACAV0FoDQAAMEjMWjI71824Kc0dy8ttpic2jF8tBC2kkNpCTRrrGrJdqScLWxdl7vL5GdswKtfPuDkNNfVmXG9G85YvWNG+vdSd7YaO2KBzNdTUZ3lna0q9pbzYskBoDQAAwBahutIFAAAAsOl19HTmhpm3pq2rPQtaF6dpyLBMGDZuvbN2awrFTBg2Lk1DhmVB6+K0drXlhpm3pLOnazNVzuL2Jen6v5937QauK77y+K6erixqW7LBtQEAAMDGYKY1AADAIHDP7AezrKO5PMN6dP12A14XuaqqKqPrt0t3qTsLWhdnSLEud8+enkN3OnATV02S9PT2pDd9SZJC1Ybde77y+N70pae3Z4NrAwBg8Ont7k7rrOfS/sLcdC1alN6enlQXi6kdPTpDt5+Yhsk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\n"
          },
          "metadata": {
            "image/png": {
              "width": 982,
              "height": 681
            }
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Interpret cluster meanings\n",
        "feature_cols = [\"ace_rate\", \"df_rate\", \"first_in_pct\",\n",
        "                \"first_won_pct\", \"second_won_pct\", \"bp_faced_rate\"]\n",
        "\n",
        "# Average style of each cluster\n",
        "cluster_means = player_profiles.groupby(\"cluster\")[feature_cols].mean()\n",
        "\n",
        "# Z-score: how each cluster differs from overall, in std units\n",
        "overall_mean = player_profiles[feature_cols].mean()\n",
        "overall_std  = player_profiles[feature_cols].std()\n",
        "z = (cluster_means - overall_mean) / overall_std\n",
        "\n",
        "print(\"Cluster averages (raw):\")\n",
        "print(cluster_means.round(3))\n",
        "print(\"\\nDeviation from overall mean (in stds):\")\n",
        "print(z.round(2))\n",
        "\n",
        "# Heatmap\n",
        "plt.figure(figsize=(10, 4))\n",
        "sns.heatmap(z, annot=True, fmt=\".2f\", cmap=\"RdBu_r\", center=0)\n",
        "plt.title(\"Cluster Style Profile (Standard Deviations from Overall Mean)\")\n",
        "plt.xlabel(\"Feature\"); plt.ylabel(\"Cluster\")\n",
        "plt.tight_layout(); plt.show()"
      ],
      "metadata": {
        "id": "VhZlJlzTBril",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 890
        },
        "outputId": "52bd623e-1d03-4881-ab7d-b761b509d35a"
      },
      "execution_count": 38,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Cluster averages (raw):\n",
            "         ace_rate  df_rate  first_in_pct  first_won_pct  second_won_pct  \\\n",
            "cluster                                                                   \n",
            "0           0.041    0.038         0.612          0.654           0.478   \n",
            "1           0.078    0.053         0.565          0.713           0.478   \n",
            "2           0.059    0.033         0.611          0.693           0.507   \n",
            "3           0.114    0.041         0.595          0.752           0.516   \n",
            "\n",
            "         bp_faced_rate  \n",
            "cluster                 \n",
            "0                0.709  \n",
            "1                0.619  \n",
            "2                0.585  \n",
            "3                0.468  \n",
            "\n",
            "Deviation from overall mean (in stds):\n",
            "         ace_rate  df_rate  first_in_pct  first_won_pct  second_won_pct  \\\n",
            "cluster                                                                   \n",
            "0           -0.85    -0.19          0.35          -1.11           -0.77   \n",
            "1            0.23     1.07         -0.84           0.32           -0.75   \n",
            "2           -0.33    -0.61          0.33          -0.17            0.52   \n",
            "3            1.29     0.06         -0.08           1.28            0.92   \n",
            "\n",
            "         bp_faced_rate  \n",
            "cluster                 \n",
            "0                 1.11  \n",
            "1                 0.19  \n",
            "2                -0.15  \n",
            "3                -1.33  \n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x400 with 2 Axes>"
            ],
            "image/png": 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          },
          "metadata": {
            "image/png": {
              "width": 889,
              "height": 380
            }
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Map clusters back to df_fe\n",
        "\n",
        "# player_id → cluster_id mapping (from the player_profiles we built)\n",
        "cluster_map = player_profiles[\"cluster\"]\n",
        "\n",
        "# Map each match's winner and loser to their cluster\n",
        "# Players with <20 matches (not in player_profiles) → fill with -1 (\"unknown\")\n",
        "df_fe[\"winner_cluster\"] = (\n",
        "    df_fe[\"winner_id\"].map(cluster_map)\n",
        "    .fillna(-1).astype(int).astype(\"category\")\n",
        ")\n",
        "df_fe[\"loser_cluster\"] = (\n",
        "    df_fe[\"loser_id\"].map(cluster_map)\n",
        "    .fillna(-1).astype(int).astype(\"category\")\n",
        ")\n",
        "\n",
        "print(f\"Shape: {df_fe.shape}\")\n",
        "print(f\"\\nWinner cluster distribution (% of matches):\")\n",
        "print((df_fe[\"winner_cluster\"].value_counts(normalize=True).sort_index() * 100).round(1))\n",
        "print(f\"\\nLoser cluster distribution (% of matches):\")\n",
        "print((df_fe[\"loser_cluster\"].value_counts(normalize=True).sort_index() * 100).round(1))"
      ],
      "metadata": {
        "id": "DpQog3fYBrtX",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "e9314b48-e462-4f86-e2e8-f21e5a4d9a0a"
      },
      "execution_count": 39,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Shape: (41820, 62)\n",
            "\n",
            "Winner cluster distribution (% of matches):\n",
            "winner_cluster\n",
            "-1     1.7\n",
            " 0     9.3\n",
            " 1     9.4\n",
            " 2    40.7\n",
            " 3    38.9\n",
            "Name: proportion, dtype: float64\n",
            "\n",
            "Loser cluster distribution (% of matches):\n",
            "loser_cluster\n",
            "-1     6.0\n",
            " 0    16.1\n",
            " 1    13.2\n",
            " 2    38.2\n",
            " 3    26.6\n",
            "Name: proportion, dtype: float64\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "5yI3l9NWhFB6"
      },
      "execution_count": 39,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "<br><br><br>\n",
        "\n",
        "---\n",
        "\n",
        "<br><br><br>"
      ],
      "metadata": {
        "id": "KLnSsY0UVah_"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Part 5: Train and Evaluate Three Improved Models**\n",
        "\n",
        "* Retrain your `Linear Regression` model with the engineered features.\n",
        "* Choose and Train two different types on models from the SKlearn package (DOCS), on the engineered dataset.\n",
        "* Compare performance with your baseline.\n",
        "* Visualize feature importance.\n",
        "* <u>Discuss the improvement and the reasons.</u>\n",
        "* Declare the winner."
      ],
      "metadata": {
        "id": "pykMu4YaXHEx"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Define X, y, split, preprocessor\n",
        "\n",
        "# Same drop list as the baseline + drop the original country codes (we replaced them)\n",
        "DROP_COLS = LEAKAGE_COLS + [\n",
        "    \"tourney_id\", \"tourney_name\", \"tourney_date\", \"match_num\",\n",
        "    \"winner_id\", \"winner_name\", \"winner_seed\", \"winner_entry\",\n",
        "    \"loser_id\",  \"loser_name\",  \"loser_seed\",  \"loser_entry\",\n",
        "    \"winner_ioc\", \"loser_ioc\",\n",
        "    \"source_year\",\n",
        "]\n",
        "\n",
        "X = df_fe.drop(columns=[c for c in DROP_COLS if c in df_fe.columns])\n",
        "y = df_fe[\"minutes\"]\n",
        "\n",
        "numeric_features     = X.select_dtypes(include=[np.number]).columns.tolist()\n",
        "categorical_features = X.select_dtypes(include=[\"category\", \"object\"]).columns.tolist()\n",
        "\n",
        "print(f\"Total features: {len(numeric_features) + len(categorical_features)}\")\n",
        "print(f\"Numeric    ({len(numeric_features):2d}): {numeric_features}\")\n",
        "print(f\"Categorical({len(categorical_features):2d}): {categorical_features}\")\n",
        "\n",
        "# Split\n",
        "X_train, X_test, y_train, y_test = train_test_split(\n",
        "    X, y, test_size=0.2, random_state=SEED\n",
        ")\n",
        "\n",
        "# Preprocessor (same recipe as Step 2 — handles new features identically)\n",
        "numeric_pipe = Pipeline([\n",
        "    (\"imputer\", SimpleImputer(strategy=\"median\")),\n",
        "    (\"scaler\",  StandardScaler()),\n",
        "])\n",
        "categorical_pipe = Pipeline([\n",
        "    (\"imputer\", SimpleImputer(strategy=\"most_frequent\")),\n",
        "    (\"onehot\",  OneHotEncoder(handle_unknown=\"ignore\", drop=\"first\")),\n",
        "])\n",
        "preprocessor = ColumnTransformer([\n",
        "    (\"num\", numeric_pipe,     numeric_features),\n",
        "    (\"cat\", categorical_pipe, categorical_features),\n",
        "])\n",
        "\n",
        "print(f\"\\nTrain: {X_train.shape}   Test: {X_test.shape}\")"
      ],
      "metadata": {
        "id": "59VDTUuWXETD",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "7ff90807-f495-4f54-9b57-a77cf5623392"
      },
      "execution_count": 40,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Total features: 27\n",
            "Numeric    (18): ['winner_ht', 'winner_age', 'winner_rank', 'winner_rank_points', 'loser_ht', 'loser_age', 'loser_rank', 'loser_rank_points', 'year', 'month', 'rank_gap', 'age_gap', 'height_gap', 'rank_points_ratio', 'winner_recent_avg_min', 'loser_recent_avg_min', 'winner_country_freq', 'loser_country_freq']\n",
            "Categorical( 9): ['surface', 'draw_size', 'tourney_level', 'winner_hand', 'loser_hand', 'best_of', 'round', 'winner_cluster', 'loser_cluster']\n",
            "\n",
            "Train: (33456, 27)   Test: (8364, 27)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Linear Regression**"
      ],
      "metadata": {
        "id": "jwzwP9qqXbP9"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Linear Regression on engineered features\n",
        "lr_improved = Pipeline([\n",
        "    (\"preprocess\", preprocessor),\n",
        "    (\"model\",      LinearRegression()),\n",
        "])\n",
        "lr_improved.fit(X_train, y_train)\n",
        "print(\"Improved Linear Regression trained.\")"
      ],
      "metadata": {
        "id": "eLomwhyRXbUY",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "9d6278ec-a82b-4cd3-8126-eb3ba82e24d3"
      },
      "execution_count": 41,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Improved Linear Regression trained.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Random Forest**"
      ],
      "metadata": {
        "id": "q4Pbyr8gXbYQ"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Random Forest Regressor\n",
        "from sklearn.ensemble import RandomForestRegressor\n",
        "\n",
        "rf = Pipeline([\n",
        "    (\"preprocess\", preprocessor),\n",
        "    (\"model\",      RandomForestRegressor(\n",
        "        n_estimators=200,\n",
        "        max_depth=20,\n",
        "        n_jobs=-1,           # use all CPU cores\n",
        "        random_state=SEED,\n",
        "    )),\n",
        "])\n",
        "rf.fit(X_train, y_train)\n",
        "print(\"Random Forest trained.\")"
      ],
      "metadata": {
        "id": "n-_qWp15XbcK",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "fc4ad89f-5008-4988-f6b7-8572e20541ad"
      },
      "execution_count": 42,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Random Forest trained.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Gradient Boosting**"
      ],
      "metadata": {
        "id": "pfNefcbMkdKK"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Gradient Boosting Regressor\n",
        "from sklearn.ensemble import GradientBoostingRegressor\n",
        "\n",
        "gb = Pipeline([\n",
        "    (\"preprocess\", preprocessor),\n",
        "    (\"model\",      GradientBoostingRegressor(\n",
        "        n_estimators=300,\n",
        "        learning_rate=0.1,\n",
        "        max_depth=4,\n",
        "        random_state=SEED,\n",
        "    )),\n",
        "])\n",
        "gb.fit(X_train, y_train)\n",
        "print(\"Gradient Boosting trained.\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "_XJGrwxOkdXa",
        "outputId": "e2d33ba6-8f4f-489f-d47d-62a1873c28ca"
      },
      "execution_count": 43,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Gradient Boosting trained.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Comparing 4 models**"
      ],
      "metadata": {
        "id": "i0gsJiFdseaU"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Compare all 4 models on the test set\n",
        "\n",
        "def evaluate(model, X, y, name):\n",
        "    pred = model.predict(X)\n",
        "    mse  = mean_squared_error(y, pred)\n",
        "    return {\n",
        "        \"Model\": name,\n",
        "        \"MAE\":  mean_absolute_error(y, pred),\n",
        "        \"MSE\":  mse,\n",
        "        \"RMSE\": np.sqrt(mse),\n",
        "        \"R²\":   r2_score(y, pred),\n",
        "    }\n",
        "\n",
        "# Baseline metrics from Step 2 (already computed earlier)\n",
        "results = pd.DataFrame([\n",
        "    {\"Model\": \"Baseline LR\",       \"MAE\": 26.44, \"MSE\": 1125.34, \"RMSE\": 33.55, \"R²\": 0.295},\n",
        "    evaluate(lr_improved, X_test, y_test, \"Improved LR\"),\n",
        "    evaluate(rf,          X_test, y_test, \"Random Forest\"),\n",
        "    evaluate(gb,          X_test, y_test, \"Gradient Boosting\"),\n",
        "])\n",
        "\n",
        "print(\"Model comparison on test set:\")\n",
        "print(results.round(3).to_string(index=False))\n",
        "\n",
        "# Bar chart of R² (higher = better)\n",
        "plt.figure(figsize=(10, 5))\n",
        "colors = [\"lightgray\", \"steelblue\", \"coral\", \"seagreen\"]\n",
        "bars = plt.bar(results[\"Model\"], results[\"R²\"], color=colors)\n",
        "for bar, val in zip(bars, results[\"R²\"]):\n",
        "    plt.text(bar.get_x() + bar.get_width()/2, val + 0.005,\n",
        "             f\"{val:.3f}\", ha=\"center\", fontweight=\"bold\")\n",
        "plt.title(\"Model Comparison — R² on Test Set\")\n",
        "plt.ylabel(\"R²\")\n",
        "plt.ylim(0, max(0.5, results[\"R²\"].max() * 1.15))\n",
        "plt.xticks(rotation=15); plt.tight_layout(); plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 601
        },
        "id": "7qxW1pqEoGnd",
        "outputId": "aa82c7c4-2923-4993-a223-46c64bc85add"
      },
      "execution_count": 44,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Model comparison on test set:\n",
            "            Model    MAE      MSE   RMSE    R²\n",
            "      Baseline LR 26.440 1125.340 33.550 0.295\n",
            "      Improved LR 26.124 1100.890 33.180 0.311\n",
            "    Random Forest 26.333 1107.312 33.276 0.307\n",
            "Gradient Boosting 25.996 1085.612 32.949 0.320\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x500 with 1 Axes>"
            ],
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\n"
          },
          "metadata": {
            "image/png": {
              "width": 982,
              "height": 482
            }
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Feature importance for the Gradient Boosting model\n",
        "feature_names = gb.named_steps[\"preprocess\"].get_feature_names_out()\n",
        "importances   = gb.named_steps[\"model\"].feature_importances_\n",
        "\n",
        "imp_df = (pd.DataFrame({\"feature\": feature_names, \"importance\": importances})\n",
        "          .sort_values(\"importance\", ascending=False))\n",
        "\n",
        "# Plot top 15\n",
        "top = imp_df.head(15).iloc[::-1]\n",
        "plt.figure(figsize=(10, 7))\n",
        "plt.barh(top[\"feature\"], top[\"importance\"], color=\"seagreen\")\n",
        "plt.title(\"Top 15 Feature Importances — Gradient Boosting\")\n",
        "plt.xlabel(\"Importance (relative)\")\n",
        "plt.tight_layout(); plt.show()\n",
        "\n",
        "print(\"Top 15 features:\")\n",
        "print(imp_df.head(15).to_string(index=False))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 987
        },
        "id": "edkWzOhLp8MO",
        "outputId": "e476687f-f022-4e6f-fadc-e3ff0092d238"
      },
      "execution_count": 45,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x700 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "image/png": {
              "width": 983,
              "height": 681
            }
          }
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Top 15 features:\n",
            "                   feature  importance\n",
            "          cat__best_of_5.0    0.643703\n",
            "    num__loser_rank_points    0.042934\n",
            "num__winner_recent_avg_min    0.039456\n",
            "    num__rank_points_ratio    0.038461\n",
            " num__loser_recent_avg_min    0.032371\n",
            "             num__rank_gap    0.021260\n",
            "           num__winner_age    0.017528\n",
            "            num__loser_age    0.015920\n",
            "   num__winner_rank_points    0.014441\n",
            "   num__loser_country_freq    0.012995\n",
            "                 num__year    0.011871\n",
            "  num__winner_country_freq    0.011746\n",
            "              num__age_gap    0.010563\n",
            "         cat__surface_Clay    0.008234\n",
            "          num__winner_rank    0.008132\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Model winner**\n",
        "I picked Gradient Boosting as the winner. It had the best score on every metric:\n",
        "\n",
        "R² = 0.320 (vs. 0.295 baseline)\n",
        "MAE = 26.0 min (vs. 26.4)\n",
        "RMSE = 32.9 min (vs. 33.6)\n",
        "\n",
        "Random Forest and the improved Linear Regression were close behind, but Gradient Boosting consistently edged them out. That makes sense — Gradient Boosting builds trees one after another where each tree corrects the previous one's mistakes, so it usually fits tabular data better than a single Random Forest."
      ],
      "metadata": {
        "id": "2DroFv8Wsks0"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Part 6: Winning Model"
      ],
      "metadata": {
        "id": "PS9t6m0_nJ9t"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "1. Open a new <u>HuggingFace Model Repository.</u>\n",
        "2. Export the winning model to a `pickle` file.\n",
        "3. Upload the pickle file to your new model repository on `HF`."
      ],
      "metadata": {
        "id": "ga-aPfHDnRM3"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        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)"
      ],
      "metadata": {
        "id": "GzsEe2Yun5nC"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import pickle, os\n",
        "\n",
        "PICKLE_PATH = \"/content/atp_gb_regressor.pkl\"\n",
        "with open(PICKLE_PATH, \"wb\") as f:\n",
        "    pickle.dump(gb, f)\n",
        "\n",
        "print(f\"Saved to {PICKLE_PATH}\")\n",
        "print(f\"File size: {os.path.getsize(PICKLE_PATH) / 1024:.1f} KB\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ol4DiRuPufPs",
        "outputId": "f244ed3f-3e58-42ad-ac77-d3618e0696ca"
      },
      "execution_count": 46,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Saved to /content/atp_gb_regressor.pkl\n",
            "File size: 721.7 KB\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [],
      "metadata": {
        "id": "gu7oy4CQnf-L"
      }
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "Csg-bpJuoIXK"
      },
      "execution_count": 46,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "<br><br><br>\n",
        "\n",
        "---\n",
        "\n",
        "<br><br><br>"
      ],
      "metadata": {
        "id": "2poXnlF5XEXN"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Part 7: Regression-to-Classification"
      ],
      "metadata": {
        "id": "-e5pgBLLoN81"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "In this section, you will **reframe your original regression problem as a classification problem**.\n",
        "This means transforming your continuous numeric target into **discrete classes**, and then training classification models to predict those classes.\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "id": "Qtj_Sf-7oqY5"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "\n",
        "#### **7.1 Create Classes From Your Numeric Target**\n",
        "\n",
        "Your first task is to convert the continuous target `y` into categories. Choose a strategy to convert your numeric target into classes. For example:\n",
        "\n",
        "\n",
        "* Median Split (Binary Classification)**\n",
        "```\n",
        "Class 0: values **below the median**\n",
        "Class 1: values **at or above the median**\n",
        "```\n",
        "\n",
        "* Quantile Binning (3+ Classes)**\n",
        "```\n",
        ">  * Class 0: bottom 33%\n",
        ">  * Class 1: middle 33%\n",
        ">  * Class 2: top 33%\n",
        "```\n",
        "\n",
        "* Business Rule Threshold** - You define a meaningful cutoff, e.g.:\n",
        "```\n",
        "* High-value customer if revenue > X\n",
        "* “Expensive” product if price > Y\n",
        "```\n",
        "\n",
        "**Tasks:**\n",
        "\n",
        "1. Implement your chosen strategy on the **train** and **test** targets. Using the **same engineered features** as before.\n",
        "\n",
        "2. Explain the reasoning behind your choice (2–3 sentences)."
      ],
      "metadata": {
        "id": "M9g9bfxlqWYg"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Reframe target into 3 classes\n",
        "y_class = pd.cut(\n",
        "    df_fe[\"minutes\"],\n",
        "    bins=[0, 90, 130, np.inf],\n",
        "    labels=[\"Quick\", \"Standard\", \"Long\"],\n",
        ")\n",
        "\n",
        "print(\"Class distribution:\")\n",
        "print(y_class.value_counts().sort_index())\n",
        "print(\"\\nProportions:\")\n",
        "print((y_class.value_counts(normalize=True).sort_index() * 100).round(1).astype(str) + \"%\")\n",
        "\n",
        "# Visualize\n",
        "plt.figure(figsize=(8, 4))\n",
        "counts = y_class.value_counts().sort_index()\n",
        "plt.bar(counts.index.astype(str), counts.values,\n",
        "        color=[\"steelblue\", \"seagreen\", \"coral\"])\n",
        "plt.title(\"Match Length Class Distribution\")\n",
        "plt.xlabel(\"Class\"); plt.ylabel(\"Number of Matches\")\n",
        "plt.tight_layout(); plt.show()"
      ],
      "metadata": {
        "id": "IqC0YSXxqL3E",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 619
        },
        "outputId": "6852df2d-e295-4462-f9d0-ac0bd82c60a5"
      },
      "execution_count": 47,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Class distribution:\n",
            "minutes\n",
            "Quick       17748\n",
            "Standard    14747\n",
            "Long         9325\n",
            "Name: count, dtype: int64\n",
            "\n",
            "Proportions:\n",
            "minutes\n",
            "Quick       42.4%\n",
            "Standard    35.3%\n",
            "Long        22.3%\n",
            "Name: proportion, dtype: object\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x400 with 1 Axes>"
            ],
            "image/png": 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          },
          "metadata": {
            "image/png": {
              "width": 782,
              "height": 381
            }
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Implement the chosen classification strategy\n",
        "\n",
        "# Reframe minutes into 3 classes\n",
        "y_class = pd.cut(\n",
        "    df_fe[\"minutes\"],\n",
        "    bins=[0, 90, 130, np.inf],\n",
        "    labels=[\"Quick\", \"Standard\", \"Long\"],\n",
        ")\n",
        "\n",
        "# Use the SAME features as the regression (X is unchanged)\n",
        "# Use the SAME SEED so the same matches end up in train/test as before\n",
        "X_train_c, X_test_c, y_train_c, y_test_c = train_test_split(\n",
        "    X, y_class, test_size=0.2, random_state=SEED, stratify=y_class\n",
        ")\n",
        "\n",
        "print(\"Train/test class distribution:\")\n",
        "print(pd.DataFrame({\n",
        "    \"train\": y_train_c.value_counts(normalize=True).round(3),\n",
        "    \"test\":  y_test_c.value_counts(normalize=True).round(3),\n",
        "}))\n",
        "print(f\"\\nTrain shape: {X_train_c.shape}   Test shape: {X_test_c.shape}\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "VBeAB2N4OHFL",
        "outputId": "8956b98d-4992-49f3-bb72-4520d5a355eb"
      },
      "execution_count": 48,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Train/test class distribution:\n",
            "          train   test\n",
            "minutes               \n",
            "Quick     0.424  0.424\n",
            "Standard  0.353  0.353\n",
            "Long      0.223  0.223\n",
            "\n",
            "Train shape: (33456, 27)   Test shape: (8364, 27)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "\n",
        "#### **7.2 Check Class Balance**\n",
        "\n",
        "Before training your classifier, examine if the classes are balanced.\n",
        "\n",
        "1. Show the resulting **class distribution** (counts or percentages).\n",
        "2. Are some classes under-represented?\n",
        "3. If the data is imbalanced, explain which metric you’ll focus on (e.g., F1 score, recall) and why accuracy alone is misleading.\n",
        "4. If needed, consider changing your convertion."
      ],
      "metadata": {
        "id": "L8Grz1xfqLfH"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## 7.2 — Class Balance Check\n",
        "\n",
        "**Class distribution:**\n",
        "\n",
        "| Class | Count | % |\n",
        "|---|---|---|\n",
        "| Quick (<90 min) | 17,748 | 42.4% |\n",
        "| Standard (90–130 min) | 14,747 | 35.3% |\n",
        "| Long (>130 min) | 9,325 | 22.3% |\n",
        "\n",
        "**Are classes under-represented?** Mildly yes — \"Long\" is the smallest at 22.3%, about half the size of \"Quick\". The imbalance is not severe (the smallest class still has 9,325 matches), but enough to require careful metric choice.\n",
        "\n",
        "**Why accuracy alone is misleading:** a model that always predicts \"Quick\" would already score 42.4% accuracy without learning anything. To detect failures on the under-represented \"Long\" class, we focus on **macro F1-score** (which averages F1 equally across all three classes) and the **confusion matrix** (which shows exactly where the model confuses one class for another).\n",
        "\n",
        "**Conversion change:** not needed. The 42/35/22 split is acceptable, and the chosen cutoffs (90 min, 130 min) are tennis-meaningful — easier to interpret."
      ],
      "metadata": {
        "id": "FkQXDvjZoqaw"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "<br><br><br>\n",
        "\n",
        "---\n",
        "\n",
        "<br><br><br>"
      ],
      "metadata": {
        "id": "75xPnIjfqHEh"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Part 8: Train & Eval Classification Models\n",
        "\n"
      ],
      "metadata": {
        "id": "Ii0otL-qqHOt"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "#### 8.1 Answer the following here, and later mention it in your presentation.\n",
        "\n"
      ],
      "metadata": {
        "id": "co-38v1UsPd2"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "In the context of your dataset/task, explain what would be more importatnt - <u>precision or recall.</u>\n",
        "\n"
      ],
      "metadata": {
        "id": "1XM_xVUGsfon"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "For predicting match length, recall on the \"Long\" class is the most important — particularly because the practical use case is broadcast/tournament scheduling. Missing a long match (predicting Quick or Standard when the match actually runs Long) leads to TV slots over-running and disrupting downstream programming. Over-predicting long matches just wastes some scheduled time. Across all three classes we'll evaluate with macro F1 (so each class matters equally), but if forced to choose one focus, recall on \"Long\" wins."
      ],
      "metadata": {
        "id": "Ow9pTS7MTwD6"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "In the context of your dataset/task, explain what would be more critical - <u>False Positive or False Negative.</u>\n"
      ],
      "metadata": {
        "id": "xbrqOTcBsf2Q"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "False Negatives are worse than False Positives, especially for the \"Long\" class. A False Negative means the model said the match would be Quick or Standard but it actually ran Long → TV slot overruns and broadcast disruption. A False Positive (predicting Long when the match ends fast) costs only wasted air time, which is recoverable. The asymmetry of consequences favors the model erring on the side of predicting longer durations."
      ],
      "metadata": {
        "id": "dzw8TA8cTzE4"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "#### 8.2: Train **three** different kinds of classification models.\n",
        "\n",
        "\n",
        "Go to SKlearn to find different classification models. And use them."
      ],
      "metadata": {
        "id": "8nZOjcjZsocr"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.linear_model import LogisticRegression\n",
        "from sklearn.ensemble import RandomForestClassifier, GradientBoostingClassifier\n",
        "from sklearn.base import clone\n",
        "\n",
        "# Logistic Regression\n",
        "lr_clf = Pipeline([\n",
        "    (\"preprocess\", clone(preprocessor)),\n",
        "    (\"model\", LogisticRegression(max_iter=1000, random_state=SEED)),\n",
        "])\n",
        "lr_clf.fit(X_train_c, y_train_c)\n",
        "print(\"Logistic Regression trained.\")\n",
        "\n",
        "# Random Forest Classifier\n",
        "rf_clf = Pipeline([\n",
        "    (\"preprocess\", clone(preprocessor)),\n",
        "    (\"model\", RandomForestClassifier(\n",
        "        n_estimators=200, max_depth=20, n_jobs=-1, random_state=SEED\n",
        "    )),\n",
        "])\n",
        "rf_clf.fit(X_train_c, y_train_c)\n",
        "print(\"Random Forest Classifier trained.\")\n",
        "\n",
        "# Gradient Boosting Classifier\n",
        "gb_clf = Pipeline([\n",
        "    (\"preprocess\", clone(preprocessor)),\n",
        "    (\"model\", GradientBoostingClassifier(\n",
        "        n_estimators=200, learning_rate=0.1, max_depth=4, random_state=SEED\n",
        "    )),\n",
        "])\n",
        "gb_clf.fit(X_train_c, y_train_c)\n",
        "print(\"Gradient Boosting Classifier trained.\")"
      ],
      "metadata": {
        "id": "6MIie1Rws3pE",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "bd2f958f-d226-4834-ef1b-4ed5922f3a48"
      },
      "execution_count": 49,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Logistic Regression trained.\n",
            "Random Forest Classifier trained.\n",
            "Gradient Boosting Classifier trained.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#### 8.3: Evaluation"
      ],
      "metadata": {
        "id": "wELPknwqsOG_"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "- Evaluate the Classification Models.\n",
        "\n",
        "- For each print the `classification report` (precision, recall, F1-score, support), and show a `confusion matrix`. (use SKlean built tools) Comment on what types of mistakes the model makes (based on the confusion matrix).\n",
        "\n",
        "- Identify which model performs best and try explain **why**.\n",
        "\n"
      ],
      "metadata": {
        "id": "bEzxJLmVsvVx"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Evaluate all 3 classifiers\n",
        "from sklearn.metrics import classification_report, confusion_matrix, ConfusionMatrixDisplay\n",
        "\n",
        "classifiers = {\n",
        "    \"Logistic Regression\": lr_clf,\n",
        "    \"Random Forest\":       rf_clf,\n",
        "    \"Gradient Boosting\":   gb_clf,\n",
        "}\n",
        "\n",
        "fig, axes = plt.subplots(1, 3, figsize=(18, 5))\n",
        "\n",
        "for ax, (name, model) in zip(axes, classifiers.items()):\n",
        "    y_pred = model.predict(X_test_c)\n",
        "\n",
        "    print(f\"\\n{'='*55}\")\n",
        "    print(f\"{name}\")\n",
        "    print('='*55)\n",
        "    print(classification_report(y_test_c, y_pred, digits=3))\n",
        "\n",
        "    cm = confusion_matrix(y_test_c, y_pred, labels=[\"Quick\", \"Standard\", \"Long\"])\n",
        "    ConfusionMatrixDisplay(cm, display_labels=[\"Quick\", \"Standard\", \"Long\"]).plot(\n",
        "        ax=ax, cmap=\"Blues\", colorbar=False\n",
        "    )\n",
        "    ax.set_title(name)\n",
        "\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "Rozrn2petFKA",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "c0b28360-ce1e-44c5-aee7-4e576d351529"
      },
      "execution_count": 50,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "=======================================================\n",
            "Logistic Regression\n",
            "=======================================================\n",
            "              precision    recall  f1-score   support\n",
            "\n",
            "        Long      0.603     0.446     0.512      1865\n",
            "       Quick      0.524     0.878     0.656      3550\n",
            "    Standard      0.396     0.139     0.205      2949\n",
            "\n",
            "    accuracy                          0.521      8364\n",
            "   macro avg      0.508     0.488     0.458      8364\n",
            "weighted avg      0.496     0.521     0.465      8364\n",
            "\n",
            "\n",
            "=======================================================\n",
            "Random Forest\n",
            "=======================================================\n",
            "              precision    recall  f1-score   support\n",
            "\n",
            "        Long      0.618     0.414     0.496      1865\n",
            "       Quick      0.521     0.849     0.646      3550\n",
            "    Standard      0.395     0.178     0.245      2949\n",
            "\n",
            "    accuracy                          0.516      8364\n",
            "   macro avg      0.511     0.480     0.462      8364\n",
            "weighted avg      0.498     0.516     0.471      8364\n",
            "\n",
            "\n",
            "=======================================================\n",
            "Gradient Boosting\n",
            "=======================================================\n",
            "              precision    recall  f1-score   support\n",
            "\n",
            "        Long      0.621     0.411     0.495      1865\n",
            "       Quick      0.526     0.843     0.648      3550\n",
            "    Standard      0.398     0.195     0.262      2949\n",
            "\n",
            "    accuracy                          0.518      8364\n",
            "   macro avg      0.515     0.483     0.468      8364\n",
            "weighted avg      0.502     0.518     0.478      8364\n",
            "\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1800x500 with 3 Axes>"
            ],
            "image/png": 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          },
          "metadata": {
            "image/png": {
              "width": 1694,
              "height": 481
            }
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#### 8.4: Winner"
      ],
      "metadata": {
        "id": "iOW61vwUtEi1"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "- Choose the best one out of the three models.\n",
        "\n",
        "- Export the model to a `pickle` file.\n",
        "\n",
        "- Upload the pickle file to the same(!) model repository.\n"
      ],
      "metadata": {
        "id": "2t9YFU9KtH8p"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Pick the winner explicitly\n",
        "from sklearn.metrics import f1_score\n",
        "\n",
        "classifiers = {\n",
        "    \"Logistic Regression\": lr_clf,\n",
        "    \"Random Forest\":       rf_clf,\n",
        "    \"Gradient Boosting\":   gb_clf,\n",
        "}\n",
        "\n",
        "# Score each model on macro F1 (our chosen primary metric)\n",
        "scores = {\n",
        "    name: f1_score(y_test_c, model.predict(X_test_c), average=\"macro\")\n",
        "    for name, model in classifiers.items()\n",
        "}\n",
        "\n",
        "# Identify the winner = highest macro F1\n",
        "winner_name = max(scores, key=scores.get)\n",
        "winner_model = classifiers[winner_name]\n",
        "\n",
        "print(\"Macro F1 by model:\")\n",
        "for name, score in sorted(scores.items(), key=lambda x: -x[1]):\n",
        "    print(f\"  {name:<25} {score:.4f}\")\n",
        "print(f\"\\n🏆 Winner: {winner_name} (macro F1 = {scores[winner_name]:.4f})\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ZfqJPUiYapHc",
        "outputId": "64c5547d-2fbc-4544-831a-8212e4016c4c"
      },
      "execution_count": 53,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Macro F1 by model:\n",
            "  Gradient Boosting         0.4683\n",
            "  Random Forest             0.4624\n",
            "  Logistic Regression       0.4580\n",
            "\n",
            "🏆 Winner: Gradient Boosting (macro F1 = 0.4683)\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import pickle, os\n",
        "\n",
        "CLF_PICKLE_PATH = \"/content/atp_classifier_winner.pkl\"\n",
        "with open(CLF_PICKLE_PATH, \"wb\") as f:\n",
        "    pickle.dump(winner_model, f)\n",
        "\n",
        "print(f\"Saved {winner_name} to {CLF_PICKLE_PATH}\")\n",
        "print(f\"File size: {os.path.getsize(CLF_PICKLE_PATH) / 1024:.1f} KB\")"
      ],
      "metadata": {
        "id": "-GsJatjRsvZ-",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "0fb0cc37-aa69-4052-b06c-23786d2129c1"
      },
      "execution_count": 54,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Saved Gradient Boosting to /content/atp_classifier_winner.pkl\n",
            "File size: 1433.4 KB\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from huggingface_hub import HfApi\n",
        "from huggingface_hub import notebook_login\n",
        "notebook_login()\n",
        "REPO_ID = \"Kogann/atp-match-duration-regressor\"\n",
        "\n",
        "api = HfApi()\n",
        "api.upload_file(\n",
        "    path_or_fileobj=CLF_PICKLE_PATH,\n",
        "    path_in_repo=\"atp_classifier_winner.pkl\",\n",
        "    repo_id=REPO_ID,\n",
        "    repo_type=\"model\",\n",
        "    commit_message=f\"Add winning classifier: {winner_name}\",\n",
        ")\n",
        "print(f\"\\nUploaded → https://huggingface.co/{REPO_ID}\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 147,
          "referenced_widgets": [
            "7e0d0f4dd30a4fa08f9a641aaa59baf1",
            "bb1cb884e5cb486a9e33cdaba843fada",
            "792ec092eb6743d19e60f0d7a8843688",
            "d3ebe0e1e6b5474dae6f738dd18264dd",
            "6440257e7f4a42e7aa4d96dfe3827881",
            "4f163a031f1a49208293d0978fe26d5d",
            "0058544726e94e05acf831a6df4f1c7d",
            "2f395f11916b4515b93c24465b4e48e3",
            "35b5cd2c7ef04d3bb881d2f4700b2c21",
            "f763cbfca2bd4688aef8b605389f4579",
            "0bb2a6b6ddd648ac8463d0c850a3fc3c",
            "a08718fc8a5943d6b8dd272f3880d4eb",
            "fa03e95df4424e22997bfca81e9acf36",
            "5d685dc3de704f2aa75544003ccfe90a",
            "c9a39dc32bc84b828dfec4a2c9989a45",
            "bb5289e777b44e6785480f2e77105218",
            "48441715d3d64a01847030a7aaf94bc9",
            "94579929df6f4bbaa3733c5e8fcea366",
            "1dac0cc9bafb40d69b6b8b3abb7d29a1",
            "4670e0643f3c482f81a1de0a69647a8e",
            "bd87b04e9965453fbedd53f803c2bffc",
            "21d781d9116d453da21c02185ebf4824",
            "d1771982607e45eaaa8537d0bacb0dec",
            "4ccacf691f294713b96e211671394466",
            "85968d457b2144f69cd121c614d27e23",
            "a1246a1c7fcf49f0a16fa4b07068c364",
            "bedafee9c7a54472a94c6b9dda6ce568",
            "2c79ca9caea24696833ed45d90fa1839",
            "978172b31afe44588e2b46f93af20403",
            "5ff904971fb34e22a3b8368d21e8b46f",
            "ffe60093c6b5402ea9859926ce1c9d64",
            "85c51ce7a6404e298a097f1d1bfbe5bb",
            "8aa9a68f91864fcaaf7c293173a2c8f7"
          ]
        },
        "id": "6jychPB2awFR",
        "outputId": "0fef3795-61bb-4565-e88a-b4427ab6ce45"
      },
      "execution_count": 57,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "Processing Files (0 / 0)      : |          |  0.00B /  0.00B            "
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "7e0d0f4dd30a4fa08f9a641aaa59baf1"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "New Data Upload               : |          |  0.00B /  0.00B            "
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "a08718fc8a5943d6b8dd272f3880d4eb"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "  ...atp_classifier_winner.pkl:  87%|########7 | 1.28MB / 1.47MB            "
            ],
            "application/vnd.jupyter.widget-view+json": {
              "version_major": 2,
              "version_minor": 0,
              "model_id": "d1771982607e45eaaa8537d0bacb0dec"
            }
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "Uploaded → https://huggingface.co/Kogann/atp-match-duration-regressor\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "<br><br><br>\n",
        "\n",
        "---\n",
        "\n",
        "<br><br><br>"
      ],
      "metadata": {
        "id": "TlClTFEgXFTX"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Part 9: Presentation Video**\n",
        "\n",
        "- Record a brief video (4–6 minutes) with screen sharing of you walk through the HF's model repository, README, and sharing your process & results. Include a screen share while also recording yourself talking during the walk through.\n",
        "\n",
        "- The recording will include sharing the screen, and you talking to the camera (show yourself in a circle on the bottom).\n",
        "\n",
        "- Videos without your face talking while going ower your work wont be acceptable.\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "id": "mzYCO54GIPdP"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "> For help:\n",
        "> - Youtube [Watch this video](https://www.youtube.com/watch?v=DK7Z_nYhjjg)\n",
        "> - Loom [Watch this video](https://www.youtube.com/watch?v=eSCHNXTsJK8)\n",
        "> - Zoom [Watch this video](https://www.youtube.com/watch?v=njwbjFYCbGU)\n"
      ],
      "metadata": {
        "id": "fl0X5y1muPvw"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "- Include:\n",
        "  - A quick dataset overview and your main goal.\n",
        "  - Key EDA steps and highlights of visual insights.\n",
        "  - How you engineered features. About your clustering.\n",
        "  - The models you trained, your iterative process, and what you learned.\n",
        "  - Key visualizations and takeaways.\n",
        "  - Reflections on any challenges and lessons learned.\n",
        "  - Extra work.\n",
        "\n",
        "- Finally, attach the video to the beginning of the `README` file, and make sure everything works. *The video should be placed at the beginning of the README and must be playable within it. It can be recorded using `Vimeo`, `YouTube`, `Loom`, and uploaded to your HF model repo.*"
      ],
      "metadata": {
        "id": "Kw06OJESuWGp"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# The following is an example on how to include your video in the README file.\n",
        "# <video src=\"https://huggingface.co/datasets/my_name/my_project/resolve/main/my_video.mp4\" controls=\"controls\" style=\"max-width: 720px;\"></video>\n"
      ],
      "metadata": {
        "id": "ccJCoq6HutHy"
      },
      "execution_count": 52,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "<br><br><br>\n",
        "\n",
        "---\n",
        "\n",
        "<br><br><br>"
      ],
      "metadata": {
        "id": "YvNRPdxhvWaK"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Part 10: Moodle"
      ],
      "metadata": {
        "id": "EZzOzA3YupFc"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Submit to Moodle only one link - the link to your HF's Model Repository.**  \n",
        "\n",
        "The Repo should Include:\n",
        "- README\n",
        "- Python Notebook\n",
        "- 1 pickle model for regression\n",
        "- 1 pickle model for classification\n",
        "- Video Presentation"
      ],
      "metadata": {
        "id": "n28Xs2gRusQh"
      }
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "DFqtRAswvKox"
      },
      "execution_count": 52,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "\n",
        "---\n",
        "\n",
        "<br>\n",
        "<br>\n",
        "<br>\n",
        "<br>\n",
        "\n",
        "Good luck and have fun creating AI model!"
      ],
      "metadata": {
        "id": "rN8TJ_5oIPfm"
      }
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "cPgKfBWKvU8K"
      },
      "execution_count": 52,
      "outputs": []
    }
  ]
}