{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "w84cR3AZIU0e"
      },
      "source": [
        "## **Assignment #1: EDA & Dataset**\n",
        "\n",
        "\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "n7afdXdxIbLA"
      },
      "source": [
        "### **Overview**\n",
        "\n",
        "In this first assignment, you will gain hands-on experience selecting and preparing a dataset, performing exploratory data analysis (EDA), adding it to HF's Datasets, and presenting your findings in a short video.\n",
        "\n",
        "Through these steps, you’ll begin building essential data science skills in Python.\n",
        "\n",
        "Think of your notebook as a cohesive story where EDA reveals the narrative of your data, which provides the resolution to the main question or goal."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "lJAPMumvIUyW"
      },
      "source": [
        "### **Objectives**\n",
        "\n",
        "1. Explore various data tools/hubs (e.g., Kaggle, UCI, or local data) to find a suitable dataset.\n",
        "2. Prepare the selected dataset, focusing on cleaning, transformation, manipulation, and quality.\n",
        "3. Build foundational EDA skills, including  missing data, outlier handling, and clear data visualization.\n",
        "4. Upload your work and your dataset to HuggingFace.\n",
        "5. Communicate findings concisely in both a structured notebook, README file,  and a short video presentation, demonstrating clarity in each step of the workflow."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "MwRmaJBiIjMR"
      },
      "source": [
        "### **Submission Guidelines**\n",
        "\n",
        "1. Please note that this is an individual assignment.\n",
        "2. Submit a text file with your info and the link to HF's dataset.\n",
        "3. The dataset will include all of your work.\n",
        "  - **Python Notebook**: a well-structured notebook (e.g.`.ipynb` file) with clear comments or markdown explanations of each step.\n",
        "  - **Video Link**: the README file will include your short video presentation at the beginning of the file.\n",
        "4. **Oral Report**: Students may be randomly chosen to present their work in a quick online session with the T.A., typically lasting ±10 minutes.\n",
        "\n",
        "\n",
        "\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "hD9SZmagIjOV"
      },
      "source": [
        "### **Evaluation Criteria**\n",
        "\n",
        "- **Organization & Clarity (20%)**: Overall structure of your HF Dataset, code, notebook, clear communication, and a concise summary.\n",
        "- **Data Handling (30%)**: Quality of data cleaning, appropriate handling of outliers, and more.\n",
        "- **Visualizations (30%)**: well-presented relevant visuals.\n",
        "- **Presentation (20%)**: Clearly communicated approach and findings in your 2–3 minute overview.\n",
        "\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "h3vpVHSxIUwI"
      },
      "source": [
        "### **Additional Tips**\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 large, you can sample a subset.\n",
        "- A few clear visuals are more effective than many complicated ones.\n",
        "- Ask for help or feedback early if you get stuck."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "6kUonEv8Ipkp"
      },
      "source": [
        "<br><br><br>\n",
        "\n",
        "---\n",
        "\n",
        "Reminder: Always start with copy the NOTEBOOK to your drive."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "RMcHZdKiaPNW"
      },
      "source": [
        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)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "7ql9QlVfaSEL"
      },
      "source": [
        "---\n",
        "\n",
        "<br><br><br>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "a_vsO0Q1IOMT"
      },
      "source": [
        "# **Part 1: Select a Dataset**\n",
        "\n",
        "1. Choose a numeric tabular dataset, such as the . If you prefer, you may use other 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",
        "\n",
        "    Examples for a good dataset:\n",
        "      - \"Determine a genre of a song\"\n",
        "      - \"Determine the type of flowers\"\n",
        "      - \"Determine the animal - cat or dog\"\n",
        "      - \"Determine the category of a product\"\n",
        "      - \"Determine if an email is spam or not spam\"\n",
        "      - \"Determine whether a tumor is malignant or benign\"\n",
        "      - \"Determine whether a transaction is fraudulent or not\"\n",
        "      - \"Determine whether a student is likely to pass a course\"\n",
        "\n",
        "2. Avoid choosing a \"basic\"/\"small\" dataset.\n",
        "      - 1K rows and more.\n",
        "      - 10 features and more.\n",
        "\n",
        "\n",
        "3. Please submit your dataset [here](https://forms.gle/YYiRLXJnbwUfwuwc7), 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",
        "\n",
        "4. Choose a dataset with moslty numaric values. This way you would have enough information to work on, and you could drop columns that aren't numeric.\n",
        "\n",
        "5. Briefly describe your chosen dataset (source, size, features) and the question you want to answer.\n",
        "\n",
        "6. Clearly identify the target variable to predict (if exists).\n",
        "\n",
        "\n",
        "\n",
        "\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "GFaHgQJyKwa5"
      },
      "source": [
        "# Preaparation & loading of the dataset"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 78,
      "metadata": {
        "id": "OI0MZzohKwfE"
      },
      "outputs": [],
      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "import pandas as pd\n",
        "import os\n",
        "import plotly.express as px\n",
        "from matplotlib import cm\n",
        "from matplotlib.colors import Normalize\n",
        "from google.colab import files\n",
        "from datasets import load_dataset\n",
        "import warnings\n",
        "warnings.filterwarnings(\"ignore\")\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 79,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 487
        },
        "id": "SWIrnfSLKwnE",
        "outputId": "71ca945c-cfa0-4d51-a525-10b08e116b72"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "DatasetDict({\n",
            "    train: Dataset({\n",
            "        features: ['Country', 'Year', 'Headline Consumer Price Inflation', 'Energy Consumer Price Inflation', 'Food Consumer Price Inflation', 'Official Core Consumer Price Inflation', 'Producer Price Inflation', 'GDP deflator Index growth rate', 'Continent/Region', 'Score', 'GDP per Capita', 'Social support', 'Healthy life expectancy at birth', 'Freedom to make life choices', 'Generosity', 'Perceptions of corruption'],\n",
            "        num_rows: 1232\n",
            "    })\n",
            "})\n",
            "DatasetDict({\n",
            "    train: Dataset({\n",
            "        features: ['Country', 'Year', 'Headline Consumer Price Inflation', 'Energy Consumer Price Inflation', 'Food Consumer Price Inflation', 'Official Core Consumer Price Inflation', 'Producer Price Inflation', 'GDP deflator Index growth rate', 'Continent/Region', 'Score', 'GDP per Capita', 'Social support', 'Healthy life expectancy at birth', 'Freedom to make life choices', 'Generosity', 'Perceptions of corruption'],\n",
            "        num_rows: 1232\n",
            "    })\n",
            "})\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "       Country  Year  Headline Consumer Price Inflation  \\\n",
              "0  Afghanistan  2015                             -0.660   \n",
              "1  Afghanistan  2016                              4.380   \n",
              "2  Afghanistan  2017                              4.976   \n",
              "3  Afghanistan  2018                              0.630   \n",
              "4  Afghanistan  2019                              2.302   \n",
              "\n",
              "   Energy Consumer Price Inflation  Food Consumer Price Inflation  \\\n",
              "0                        -4.250000                      -0.840000   \n",
              "1                         2.070000                       5.670000   \n",
              "2                         4.440000                       6.940000   \n",
              "3                         1.474185                      -1.045952   \n",
              "4                        -2.494359                       3.794770   \n",
              "\n",
              "   Official Core Consumer Price Inflation  Producer Price Inflation  \\\n",
              "0                                0.219999                       NaN   \n",
              "1                                5.192760                       NaN   \n",
              "2                                5.423228                       NaN   \n",
              "3                               -0.126033                       NaN   \n",
              "4                                     NaN                       NaN   \n",
              "\n",
              "   GDP deflator Index growth rate Continent/Region  Score  GDP per Capita  \\\n",
              "0                        2.665090       South Asia  3.575        0.319820   \n",
              "1                       -2.409509       South Asia  3.360        0.382270   \n",
              "2                        2.404000       South Asia  3.794        0.401477   \n",
              "3                        2.071208       South Asia  3.632        0.332000   \n",
              "4                        6.520928       South Asia  3.203        0.350000   \n",
              "\n",
              "   Social support  Healthy life expectancy at birth  \\\n",
              "0        0.302850                          0.303350   \n",
              "1        0.110370                          0.173440   \n",
              "2        0.581543                          0.180747   \n",
              "3        0.537000                          0.255000   \n",
              "4        0.517000                          0.361000   \n",
              "\n",
              "   Freedom to make life choices  Generosity  Perceptions of corruption  \n",
              "0                       0.23414    0.365100                   0.097190  \n",
              "1                       0.16430    0.312680                   0.071120  \n",
              "2                       0.10618    0.311871                   0.061158  \n",
              "3                       0.08500    0.191000                   0.036000  \n",
              "4                       0.00000    0.158000                   0.025000  "
            ],
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              "      <th>Country</th>\n",
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              "      <td>Afghanistan</td>\n",
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              "      <td>Afghanistan</td>\n",
              "      <td>2016</td>\n",
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              "      <th>2</th>\n",
              "      <td>Afghanistan</td>\n",
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              "      <td>4.976</td>\n",
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              "      <td>6.940000</td>\n",
              "      <td>5.423228</td>\n",
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              "      <td>0.581543</td>\n",
              "      <td>0.180747</td>\n",
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              "      <td>0.311871</td>\n",
              "      <td>0.061158</td>\n",
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              "      <th>3</th>\n",
              "      <td>Afghanistan</td>\n",
              "      <td>2018</td>\n",
              "      <td>0.630</td>\n",
              "      <td>1.474185</td>\n",
              "      <td>-1.045952</td>\n",
              "      <td>-0.126033</td>\n",
              "      <td>NaN</td>\n",
              "      <td>2.071208</td>\n",
              "      <td>South Asia</td>\n",
              "      <td>3.632</td>\n",
              "      <td>0.332000</td>\n",
              "      <td>0.537000</td>\n",
              "      <td>0.255000</td>\n",
              "      <td>0.08500</td>\n",
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              "variable_name": "df",
              "summary": "{\n  \"name\": \"df\",\n  \"rows\": 1232,\n  \"fields\": [\n    {\n      \"column\": \"Country\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 148,\n        \"samples\": [\n          \"Suriname\",\n          \"Guinea\",\n          \"Ukraine\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Year\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 2,\n        \"min\": 2015,\n        \"max\": 2023,\n        \"num_unique_values\": 9,\n        \"samples\": [\n          2022,\n          2016,\n          2020\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Headline Consumer Price Inflation\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 25.165913924329914,\n        \"min\": -3.7529959678649902,\n        \"max\": 557.21,\n        \"num_unique_values\": 1178,\n        \"samples\": [\n          9.597511,\n          -1.121999979019165,\n          3.62574104304492\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Energy Consumer Price Inflation\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 16.591503196518637,\n        \"min\": -23.8799991607666,\n        \"max\": 306.431673052363,\n        \"num_unique_values\": 1077,\n        \"samples\": [\n          1.8291717767715452,\n          -5.53000020980835,\n          0.593551021049083\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Food Consumer Price Inflation\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 26.170251398346913,\n        \"min\": -22.030000686645508,\n        \"max\": 601.020235612423,\n        \"num_unique_values\": 1127,\n        \"samples\": [\n          8.761236190795898,\n          3.469,\n          2.764767275529736\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Official Core Consumer Price Inflation\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 5.513661490731723,\n        \"min\": -28.619415283203125,\n        \"max\": 58.85186307,\n        \"num_unique_values\": 725,\n        \"samples\": [\n          0.4948107898235321,\n          0.3158289194107055,\n          3.54897832\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Producer Price Inflation\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 13.679283858679486,\n        \"min\": -83.33978077593912,\n        \"max\": 128.47663756170698,\n        \"num_unique_values\": 766,\n        \"samples\": [\n          5.466994762420654,\n          6.346880912780762,\n          -7.930158138275146\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"GDP deflator Index growth rate\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 31.62318026573019,\n        \"min\": -26.10000000270041,\n        \"max\": 812.2474628016132,\n        \"num_unique_values\": 1209,\n        \"samples\": [\n          1.9210000000000065,\n          7.564850783364327,\n          4.121493718809148\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Continent/Region\",\n      \"properties\": {\n        \"dtype\": \"category\",\n        \"num_unique_values\": 10,\n        \"samples\": [\n          \"East Asia\",\n          \"Central and Eastern Europe\",\n          \"North America and ANZ\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Score\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 1.135262639603937,\n        \"min\": 1.859,\n        \"max\": 7.842,\n        \"num_unique_values\": 1092,\n        \"samples\": [\n          7.157,\n          5.768,\n          4.832799911\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"GDP per Capita\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.45223028877677873,\n        \"min\": 0.0,\n        \"max\": 2.209,\n        \"num_unique_values\": 1117,\n        \"samples\": [\n          0.457163125,\n          1.30782,\n          1.216463685\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Social support\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.33260537921999894,\n        \"min\": 0.0,\n        \"max\": 1.644,\n        \"num_unique_values\": 1063,\n        \"samples\": [\n          1.440451145,\n          0.75596,\n          1.16594\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Healthy life expectancy at birth\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.2440418414360414,\n        \"min\": 0.0,\n        \"max\": 1.141,\n        \"num_unique_values\": 1000,\n        \"samples\": [\n          0.777902424,\n          0.579250693,\n          0.392\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Freedom to make life choices\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.15557852131223046,\n        \"min\": 0.0,\n        \"max\": 0.772,\n        \"num_unique_values\": 940,\n        \"samples\": [\n          0.553892553,\n          0.43,\n          0.44089\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Generosity\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.11253147684639415,\n        \"min\": 0.0,\n        \"max\": 0.838075161,\n        \"num_unique_values\": 843,\n        \"samples\": [\n          0.27571,\n          0.079021044,\n          0.18586354\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Perceptions of corruption\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 0.11516868532555628,\n        \"min\": 0.0,\n        \"max\": 0.587,\n        \"num_unique_values\": 834,\n        \"samples\": [\n          0.315963835,\n          0.10441,\n          0.146\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 79
        }
      ],
      "source": [
        "def download_happiness_inflation_dataset():\n",
        "  from datasets import load_dataset\n",
        "  dataset = load_dataset(\"AgraResearchLab/WorldHappinessIndex_InflationDataset\")\n",
        "  output_dir = \"happiness_inflation_data\"\n",
        "  os.makedirs(output_dir, exist_ok=True)\n",
        "  print(dataset)\n",
        "  return dataset[\"train\"].to_pandas()\n",
        "download_happiness_inflation_dataset()\n",
        "\n",
        "df = download_happiness_inflation_dataset()\n",
        "df.head()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 80,
      "metadata": {
        "id": "9IfH4xulCawD",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "6dc96ecc-f941-4985-f531-a7dfb96a0df7"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(1232, 16)"
            ]
          },
          "metadata": {},
          "execution_count": 80
        }
      ],
      "source": [
        "df.shape"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 81,
      "metadata": {
        "id": "HcD-4X7lB9P4",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "2d09a433-7e9d-430d-fda6-e6f933c77559"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 1232 entries, 0 to 1231\n",
            "Data columns (total 16 columns):\n",
            " #   Column                                  Non-Null Count  Dtype  \n",
            "---  ------                                  --------------  -----  \n",
            " 0   Country                                 1232 non-null   object \n",
            " 1   Year                                    1232 non-null   int64  \n",
            " 2   Headline Consumer Price Inflation       1200 non-null   float64\n",
            " 3   Energy Consumer Price Inflation         1090 non-null   float64\n",
            " 4   Food Consumer Price Inflation           1130 non-null   float64\n",
            " 5   Official Core Consumer Price Inflation  734 non-null    float64\n",
            " 6   Producer Price Inflation                769 non-null    float64\n",
            " 7   GDP deflator Index growth rate          1211 non-null   float64\n",
            " 8   Continent/Region                        1232 non-null   object \n",
            " 9   Score                                   1232 non-null   float64\n",
            " 10  GDP per Capita                          1232 non-null   float64\n",
            " 11  Social support                          1232 non-null   float64\n",
            " 12  Healthy life expectancy at birth        1232 non-null   float64\n",
            " 13  Freedom to make life choices            1232 non-null   float64\n",
            " 14  Generosity                              1232 non-null   float64\n",
            " 15  Perceptions of corruption               1231 non-null   float64\n",
            "dtypes: float64(13), int64(1), object(2)\n",
            "memory usage: 154.1+ KB\n"
          ]
        }
      ],
      "source": [
        "df.info()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "JJfu9semCmiH"
      },
      "source": [
        "# Descriptive statistics"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 82,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 335
        },
        "id": "w3EckdNeCHX3",
        "outputId": "cd819d8e-6c23-4dd9-f0e9-a7f1af862ef5"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "              Year  Headline Consumer Price Inflation  \\\n",
              "count  1232.000000                        1200.000000   \n",
              "mean   2018.895292                           7.395445   \n",
              "std       2.554602                          25.165914   \n",
              "min    2015.000000                          -3.752996   \n",
              "25%    2017.000000                           1.402264   \n",
              "50%    2019.000000                           3.476146   \n",
              "75%    2021.000000                           6.875713   \n",
              "max    2023.000000                         557.210000   \n",
              "\n",
              "       Energy Consumer Price Inflation  Food Consumer Price Inflation  \\\n",
              "count                      1090.000000                    1130.000000   \n",
              "mean                          6.424233                       8.030094   \n",
              "std                          16.591503                      26.170251   \n",
              "min                         -23.879999                     -22.030001   \n",
              "25%                           0.607611                       1.264364   \n",
              "50%                           2.769178                       3.728997   \n",
              "75%                           7.101345                       9.293584   \n",
              "max                         306.431673                     601.020236   \n",
              "\n",
              "       Official Core Consumer Price Inflation  Producer Price Inflation  \\\n",
              "count                              734.000000                769.000000   \n",
              "mean                                 3.512612                  5.841887   \n",
              "std                                  5.513661                 13.679284   \n",
              "min                                -28.619415                -83.339781   \n",
              "25%                                  1.041840                 -0.283404   \n",
              "50%                                  2.245673                  2.729256   \n",
              "75%                                  4.626995                  8.433447   \n",
              "max                                 58.851863                128.476638   \n",
              "\n",
              "       GDP deflator Index growth rate        Score  GDP per Capita  \\\n",
              "count                     1211.000000  1232.000000     1232.000000   \n",
              "mean                         7.070015     5.499001        1.030767   \n",
              "std                         31.623180     1.135263        0.452230   \n",
              "min                        -26.100000     1.859000        0.000000   \n",
              "25%                          1.352541     4.624650        0.736952   \n",
              "50%                          3.244246     5.538950        1.051500   \n",
              "75%                          7.079739     6.335750        1.343000   \n",
              "max                        812.247463     7.842000        2.209000   \n",
              "\n",
              "       Social support  Healthy life expectancy at birth  \\\n",
              "count     1232.000000                       1232.000000   \n",
              "mean         1.056623                          0.588755   \n",
              "std          0.332605                          0.244042   \n",
              "min          0.000000                          0.000000   \n",
              "25%          0.859935                          0.407759   \n",
              "50%          1.093500                          0.617830   \n",
              "75%          1.313843                          0.781501   \n",
              "max          1.644000                          1.141000   \n",
              "\n",
              "       Freedom to make life choices   Generosity  Perceptions of corruption  \n",
              "count                   1232.000000  1232.000000                1231.000000  \n",
              "mean                       0.459393     0.196145                   0.133454  \n",
              "std                        0.155579     0.112531                   0.115169  \n",
              "min                        0.000000     0.000000                   0.000000  \n",
              "25%                        0.370090     0.117000                   0.055902  \n",
              "50%                        0.481000     0.183000                   0.098000  \n",
              "75%                        0.575416     0.252000                   0.171000  \n",
              "max                        0.772000     0.838075                   0.587000  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-813ebb63-5a6d-47b5-bc7c-774ed954732b\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Year</th>\n",
              "      <th>Headline Consumer Price Inflation</th>\n",
              "      <th>Energy Consumer Price Inflation</th>\n",
              "      <th>Food Consumer Price Inflation</th>\n",
              "      <th>Official Core Consumer Price Inflation</th>\n",
              "      <th>Producer Price Inflation</th>\n",
              "      <th>GDP deflator Index growth rate</th>\n",
              "      <th>Score</th>\n",
              "      <th>GDP per Capita</th>\n",
              "      <th>Social support</th>\n",
              "      <th>Healthy life expectancy at birth</th>\n",
              "      <th>Freedom to make life choices</th>\n",
              "      <th>Generosity</th>\n",
              "      <th>Perceptions of corruption</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>count</th>\n",
              "      <td>1232.000000</td>\n",
              "      <td>1200.000000</td>\n",
              "      <td>1090.000000</td>\n",
              "      <td>1130.000000</td>\n",
              "      <td>734.000000</td>\n",
              "      <td>769.000000</td>\n",
              "      <td>1211.000000</td>\n",
              "      <td>1232.000000</td>\n",
              "      <td>1232.000000</td>\n",
              "      <td>1232.000000</td>\n",
              "      <td>1232.000000</td>\n",
              "      <td>1232.000000</td>\n",
              "      <td>1232.000000</td>\n",
              "      <td>1231.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mean</th>\n",
              "      <td>2018.895292</td>\n",
              "      <td>7.395445</td>\n",
              "      <td>6.424233</td>\n",
              "      <td>8.030094</td>\n",
              "      <td>3.512612</td>\n",
              "      <td>5.841887</td>\n",
              "      <td>7.070015</td>\n",
              "      <td>5.499001</td>\n",
              "      <td>1.030767</td>\n",
              "      <td>1.056623</td>\n",
              "      <td>0.588755</td>\n",
              "      <td>0.459393</td>\n",
              "      <td>0.196145</td>\n",
              "      <td>0.133454</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>std</th>\n",
              "      <td>2.554602</td>\n",
              "      <td>25.165914</td>\n",
              "      <td>16.591503</td>\n",
              "      <td>26.170251</td>\n",
              "      <td>5.513661</td>\n",
              "      <td>13.679284</td>\n",
              "      <td>31.623180</td>\n",
              "      <td>1.135263</td>\n",
              "      <td>0.452230</td>\n",
              "      <td>0.332605</td>\n",
              "      <td>0.244042</td>\n",
              "      <td>0.155579</td>\n",
              "      <td>0.112531</td>\n",
              "      <td>0.115169</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>min</th>\n",
              "      <td>2015.000000</td>\n",
              "      <td>-3.752996</td>\n",
              "      <td>-23.879999</td>\n",
              "      <td>-22.030001</td>\n",
              "      <td>-28.619415</td>\n",
              "      <td>-83.339781</td>\n",
              "      <td>-26.100000</td>\n",
              "      <td>1.859000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25%</th>\n",
              "      <td>2017.000000</td>\n",
              "      <td>1.402264</td>\n",
              "      <td>0.607611</td>\n",
              "      <td>1.264364</td>\n",
              "      <td>1.041840</td>\n",
              "      <td>-0.283404</td>\n",
              "      <td>1.352541</td>\n",
              "      <td>4.624650</td>\n",
              "      <td>0.736952</td>\n",
              "      <td>0.859935</td>\n",
              "      <td>0.407759</td>\n",
              "      <td>0.370090</td>\n",
              "      <td>0.117000</td>\n",
              "      <td>0.055902</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50%</th>\n",
              "      <td>2019.000000</td>\n",
              "      <td>3.476146</td>\n",
              "      <td>2.769178</td>\n",
              "      <td>3.728997</td>\n",
              "      <td>2.245673</td>\n",
              "      <td>2.729256</td>\n",
              "      <td>3.244246</td>\n",
              "      <td>5.538950</td>\n",
              "      <td>1.051500</td>\n",
              "      <td>1.093500</td>\n",
              "      <td>0.617830</td>\n",
              "      <td>0.481000</td>\n",
              "      <td>0.183000</td>\n",
              "      <td>0.098000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75%</th>\n",
              "      <td>2021.000000</td>\n",
              "      <td>6.875713</td>\n",
              "      <td>7.101345</td>\n",
              "      <td>9.293584</td>\n",
              "      <td>4.626995</td>\n",
              "      <td>8.433447</td>\n",
              "      <td>7.079739</td>\n",
              "      <td>6.335750</td>\n",
              "      <td>1.343000</td>\n",
              "      <td>1.313843</td>\n",
              "      <td>0.781501</td>\n",
              "      <td>0.575416</td>\n",
              "      <td>0.252000</td>\n",
              "      <td>0.171000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>max</th>\n",
              "      <td>2023.000000</td>\n",
              "      <td>557.210000</td>\n",
              "      <td>306.431673</td>\n",
              "      <td>601.020236</td>\n",
              "      <td>58.851863</td>\n",
              "      <td>128.476638</td>\n",
              "      <td>812.247463</td>\n",
              "      <td>7.842000</td>\n",
              "      <td>2.209000</td>\n",
              "      <td>1.644000</td>\n",
              "      <td>1.141000</td>\n",
              "      <td>0.772000</td>\n",
              "      <td>0.838075</td>\n",
              "      <td>0.587000</td>\n",
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              "  </tbody>\n",
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              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    .colab-df-buttons div {\n",
              "      margin-bottom: 4px;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
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              "        document.querySelector('#df-813ebb63-5a6d-47b5-bc7c-774ed954732b button.colab-df-convert');\n",
              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-813ebb63-5a6d-47b5-bc7c-774ed954732b');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
              "        dataTable['output_type'] = 'display_data';\n",
              "        await google.colab.output.renderOutput(dataTable, element);\n",
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              "                title=\"Suggest charts\"\n",
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              "    </g>\n",
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              "      </button>\n",
              "\n",
              "<style>\n",
              "  .colab-df-quickchart {\n",
              "      --bg-color: #E8F0FE;\n",
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              "\n",
              "  [theme=dark] .colab-df-quickchart {\n",
              "      --bg-color: #3B4455;\n",
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              "    background-color: var(--bg-color);\n",
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              "\n",
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              "    fill: var(--button-hover-fill-color);\n",
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              "  .colab-df-quickchart-complete:disabled,\n",
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              "    0% {\n",
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              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "      <script>\n",
              "        async function quickchart(key) {\n",
              "          const quickchartButtonEl =\n",
              "            document.querySelector('#' + key + ' button');\n",
              "          quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "          quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "          try {\n",
              "            const charts = await google.colab.kernel.invokeFunction(\n",
              "                'suggestCharts', [key], {});\n",
              "          } catch (error) {\n",
              "            console.error('Error during call to suggestCharts:', error);\n",
              "          }\n",
              "          quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "          quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "        }\n",
              "        (() => {\n",
              "          let quickchartButtonEl =\n",
              "            document.querySelector('#df-01d7fa0b-481b-4690-9c3f-be076af6ac97 button');\n",
              "          quickchartButtonEl.style.display =\n",
              "            google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "        })();\n",
              "      </script>\n",
              "    </div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "summary": "{\n  \"name\": \"df\",\n  \"rows\": 8,\n  \"fields\": [\n    {\n      \"column\": \"Year\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 727.3213483190348,\n        \"min\": 2.5546015719786634,\n        \"max\": 2023.0,\n        \"num_unique_values\": 8,\n        \"samples\": [\n          2018.8952922077922,\n          2019.0,\n          1232.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Headline Consumer Price Inflation\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 438.7072195538613,\n        \"min\": -3.7529959678649902,\n        \"max\": 1200.0,\n        \"num_unique_values\": 8,\n        \"samples\": [\n          7.395445129263787,\n          3.4761463897560256,\n          1200.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Energy Consumer Price Inflation\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 384.6752120054787,\n        \"min\": -23.8799991607666,\n        \"max\": 1090.0,\n        \"num_unique_values\": 8,\n        \"samples\": [\n          6.424232699590625,\n          2.769177594333237,\n          1090.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Food Consumer Price Inflation\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 423.1465428810083,\n        \"min\": -22.030000686645508,\n        \"max\": 1130.0,\n        \"num_unique_values\": 8,\n        \"samples\": [\n          8.030094019526146,\n          3.7289971113204956,\n          1130.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Official Core Consumer Price Inflation\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 258.2440532910703,\n        \"min\": -28.619415283203125,\n        \"max\": 734.0,\n        \"num_unique_values\": 8,\n        \"samples\": [\n          3.512611817533167,\n          2.2456727027893066,\n          734.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Producer Price Inflation\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 274.1108368229305,\n        \"min\": -83.33978077593912,\n        \"max\": 769.0,\n        \"num_unique_values\": 8,\n        \"samples\": [\n          5.841886827375673,\n          2.7292556457966253,\n          769.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"GDP deflator Index growth rate\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 478.6916411275735,\n        \"min\": -26.10000000270041,\n        \"max\": 1211.0,\n        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\"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Social support\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 435.25986873338115,\n        \"min\": 0.0,\n        \"max\": 1232.0,\n        \"num_unique_values\": 8,\n        \"samples\": [\n          1.0566231980032468,\n          1.0935000000000001,\n          1232.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Healthy life expectancy at birth\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 435.3869488880768,\n        \"min\": 0.0,\n        \"max\": 1232.0,\n        \"num_unique_values\": 8,\n        \"samples\": [\n          0.5887547703246754,\n          0.61783,\n          1232.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Freedom to make life choices\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 435.43574071809144,\n        \"min\": 0.0,\n        \"max\": 1232.0,\n        \"num_unique_values\": 8,\n        \"samples\": [\n          0.4593930109342532,\n          0.481,\n          1232.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Generosity\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 435.4920514271786,\n        \"min\": 0.0,\n        \"max\": 1232.0,\n        \"num_unique_values\": 8,\n        \"samples\": [\n          0.19614490359983766,\n          0.183,\n          1232.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Perceptions of corruption\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 435.1656454181884,\n        \"min\": 0.0,\n        \"max\": 1231.0,\n        \"num_unique_values\": 8,\n        \"samples\": [\n          0.13345413042648252,\n          0.098,\n          1231.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 82
        }
      ],
      "source": [
        "df.describe()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 83,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 175
        },
        "id": "7PWEO3-YFQDB",
        "outputId": "5fcd81b2-c4ef-4870-c3ca-3e6c625be719"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "       Country    Continent/Region\n",
              "count     1232                1232\n",
              "unique     148                  10\n",
              "top     Cyprus  Sub-Saharan Africa\n",
              "freq        11                 306"
            ],
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              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
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              "    background-color: var(--disabled-bg-color);\n",
              "    fill: var(--disabled-fill-color);\n",
              "    box-shadow: none;\n",
              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
              "    border: 2px solid var(--fill-color);\n",
              "    border-color: transparent;\n",
              "    border-bottom-color: var(--fill-color);\n",
              "    animation:\n",
              "      spin 1s steps(1) infinite;\n",
              "  }\n",
              "\n",
              "  @keyframes spin {\n",
              "    0% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "      border-left-color: var(--fill-color);\n",
              "    }\n",
              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "      <script>\n",
              "        async function quickchart(key) {\n",
              "          const quickchartButtonEl =\n",
              "            document.querySelector('#' + key + ' button');\n",
              "          quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "          quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "          try {\n",
              "            const charts = await google.colab.kernel.invokeFunction(\n",
              "                'suggestCharts', [key], {});\n",
              "          } catch (error) {\n",
              "            console.error('Error during call to suggestCharts:', error);\n",
              "          }\n",
              "          quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "          quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "        }\n",
              "        (() => {\n",
              "          let quickchartButtonEl =\n",
              "            document.querySelector('#df-d12c7a45-cae0-40f1-a17b-c9e28931174f button');\n",
              "          quickchartButtonEl.style.display =\n",
              "            google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "        })();\n",
              "      </script>\n",
              "    </div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "summary": "{\n  \"name\": \"df\",\n  \"rows\": 4,\n  \"fields\": [\n    {\n      \"column\": \"Country\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4,\n        \"samples\": [\n          148,\n          \"11\",\n          \"1232\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Continent/Region\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 4,\n        \"samples\": [\n          10,\n          \"306\",\n          \"1232\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 83
        }
      ],
      "source": [
        "df.describe(include=['O'])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 84,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 335
        },
        "id": "3EZWH8WKDW10",
        "outputId": "68436a2d-692f-45df-907c-4d80b94122dc"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "              Year  Headline Consumer Price Inflation  \\\n",
              "count  1232.000000                        1200.000000   \n",
              "mean   2018.895292                           7.395445   \n",
              "std       2.554602                          25.165914   \n",
              "min    2015.000000                          -3.752996   \n",
              "25%    2017.000000                           1.402264   \n",
              "50%    2019.000000                           3.476146   \n",
              "75%    2021.000000                           6.875713   \n",
              "max    2023.000000                         557.210000   \n",
              "\n",
              "       Energy Consumer Price Inflation  Food Consumer Price Inflation  \\\n",
              "count                      1090.000000                    1130.000000   \n",
              "mean                          6.424233                       8.030094   \n",
              "std                          16.591503                      26.170251   \n",
              "min                         -23.879999                     -22.030001   \n",
              "25%                           0.607611                       1.264364   \n",
              "50%                           2.769178                       3.728997   \n",
              "75%                           7.101345                       9.293584   \n",
              "max                         306.431673                     601.020236   \n",
              "\n",
              "       Official Core Consumer Price Inflation  Producer Price Inflation  \\\n",
              "count                              734.000000                769.000000   \n",
              "mean                                 3.512612                  5.841887   \n",
              "std                                  5.513661                 13.679284   \n",
              "min                                -28.619415                -83.339781   \n",
              "25%                                  1.041840                 -0.283404   \n",
              "50%                                  2.245673                  2.729256   \n",
              "75%                                  4.626995                  8.433447   \n",
              "max                                 58.851863                128.476638   \n",
              "\n",
              "       GDP deflator Index growth rate        Score  GDP per Capita  \\\n",
              "count                     1211.000000  1232.000000     1232.000000   \n",
              "mean                         7.070015     5.499001        1.030767   \n",
              "std                         31.623180     1.135263        0.452230   \n",
              "min                        -26.100000     1.859000        0.000000   \n",
              "25%                          1.352541     4.624650        0.736952   \n",
              "50%                          3.244246     5.538950        1.051500   \n",
              "75%                          7.079739     6.335750        1.343000   \n",
              "max                        812.247463     7.842000        2.209000   \n",
              "\n",
              "       Social support  Healthy life expectancy at birth  \\\n",
              "count     1232.000000                       1232.000000   \n",
              "mean         1.056623                          0.588755   \n",
              "std          0.332605                          0.244042   \n",
              "min          0.000000                          0.000000   \n",
              "25%          0.859935                          0.407759   \n",
              "50%          1.093500                          0.617830   \n",
              "75%          1.313843                          0.781501   \n",
              "max          1.644000                          1.141000   \n",
              "\n",
              "       Freedom to make life choices   Generosity  Perceptions of corruption  \n",
              "count                   1232.000000  1232.000000                1231.000000  \n",
              "mean                       0.459393     0.196145                   0.133454  \n",
              "std                        0.155579     0.112531                   0.115169  \n",
              "min                        0.000000     0.000000                   0.000000  \n",
              "25%                        0.370090     0.117000                   0.055902  \n",
              "50%                        0.481000     0.183000                   0.098000  \n",
              "75%                        0.575416     0.252000                   0.171000  \n",
              "max                        0.772000     0.838075                   0.587000  "
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-863a1e62-b7c6-4758-adec-afebb4f82bf5\" class=\"colab-df-container\">\n",
              "    <div>\n",
              "<style scoped>\n",
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Year</th>\n",
              "      <th>Headline Consumer Price Inflation</th>\n",
              "      <th>Energy Consumer Price Inflation</th>\n",
              "      <th>Food Consumer Price Inflation</th>\n",
              "      <th>Official Core Consumer Price Inflation</th>\n",
              "      <th>Producer Price Inflation</th>\n",
              "      <th>GDP deflator Index growth rate</th>\n",
              "      <th>Score</th>\n",
              "      <th>GDP per Capita</th>\n",
              "      <th>Social support</th>\n",
              "      <th>Healthy life expectancy at birth</th>\n",
              "      <th>Freedom to make life choices</th>\n",
              "      <th>Generosity</th>\n",
              "      <th>Perceptions of corruption</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>count</th>\n",
              "      <td>1232.000000</td>\n",
              "      <td>1200.000000</td>\n",
              "      <td>1090.000000</td>\n",
              "      <td>1130.000000</td>\n",
              "      <td>734.000000</td>\n",
              "      <td>769.000000</td>\n",
              "      <td>1211.000000</td>\n",
              "      <td>1232.000000</td>\n",
              "      <td>1232.000000</td>\n",
              "      <td>1232.000000</td>\n",
              "      <td>1232.000000</td>\n",
              "      <td>1232.000000</td>\n",
              "      <td>1232.000000</td>\n",
              "      <td>1231.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mean</th>\n",
              "      <td>2018.895292</td>\n",
              "      <td>7.395445</td>\n",
              "      <td>6.424233</td>\n",
              "      <td>8.030094</td>\n",
              "      <td>3.512612</td>\n",
              "      <td>5.841887</td>\n",
              "      <td>7.070015</td>\n",
              "      <td>5.499001</td>\n",
              "      <td>1.030767</td>\n",
              "      <td>1.056623</td>\n",
              "      <td>0.588755</td>\n",
              "      <td>0.459393</td>\n",
              "      <td>0.196145</td>\n",
              "      <td>0.133454</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>std</th>\n",
              "      <td>2.554602</td>\n",
              "      <td>25.165914</td>\n",
              "      <td>16.591503</td>\n",
              "      <td>26.170251</td>\n",
              "      <td>5.513661</td>\n",
              "      <td>13.679284</td>\n",
              "      <td>31.623180</td>\n",
              "      <td>1.135263</td>\n",
              "      <td>0.452230</td>\n",
              "      <td>0.332605</td>\n",
              "      <td>0.244042</td>\n",
              "      <td>0.155579</td>\n",
              "      <td>0.112531</td>\n",
              "      <td>0.115169</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>min</th>\n",
              "      <td>2015.000000</td>\n",
              "      <td>-3.752996</td>\n",
              "      <td>-23.879999</td>\n",
              "      <td>-22.030001</td>\n",
              "      <td>-28.619415</td>\n",
              "      <td>-83.339781</td>\n",
              "      <td>-26.100000</td>\n",
              "      <td>1.859000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25%</th>\n",
              "      <td>2017.000000</td>\n",
              "      <td>1.402264</td>\n",
              "      <td>0.607611</td>\n",
              "      <td>1.264364</td>\n",
              "      <td>1.041840</td>\n",
              "      <td>-0.283404</td>\n",
              "      <td>1.352541</td>\n",
              "      <td>4.624650</td>\n",
              "      <td>0.736952</td>\n",
              "      <td>0.859935</td>\n",
              "      <td>0.407759</td>\n",
              "      <td>0.370090</td>\n",
              "      <td>0.117000</td>\n",
              "      <td>0.055902</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50%</th>\n",
              "      <td>2019.000000</td>\n",
              "      <td>3.476146</td>\n",
              "      <td>2.769178</td>\n",
              "      <td>3.728997</td>\n",
              "      <td>2.245673</td>\n",
              "      <td>2.729256</td>\n",
              "      <td>3.244246</td>\n",
              "      <td>5.538950</td>\n",
              "      <td>1.051500</td>\n",
              "      <td>1.093500</td>\n",
              "      <td>0.617830</td>\n",
              "      <td>0.481000</td>\n",
              "      <td>0.183000</td>\n",
              "      <td>0.098000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75%</th>\n",
              "      <td>2021.000000</td>\n",
              "      <td>6.875713</td>\n",
              "      <td>7.101345</td>\n",
              "      <td>9.293584</td>\n",
              "      <td>4.626995</td>\n",
              "      <td>8.433447</td>\n",
              "      <td>7.079739</td>\n",
              "      <td>6.335750</td>\n",
              "      <td>1.343000</td>\n",
              "      <td>1.313843</td>\n",
              "      <td>0.781501</td>\n",
              "      <td>0.575416</td>\n",
              "      <td>0.252000</td>\n",
              "      <td>0.171000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>max</th>\n",
              "      <td>2023.000000</td>\n",
              "      <td>557.210000</td>\n",
              "      <td>306.431673</td>\n",
              "      <td>601.020236</td>\n",
              "      <td>58.851863</td>\n",
              "      <td>128.476638</td>\n",
              "      <td>812.247463</td>\n",
              "      <td>7.842000</td>\n",
              "      <td>2.209000</td>\n",
              "      <td>1.644000</td>\n",
              "      <td>1.141000</td>\n",
              "      <td>0.772000</td>\n",
              "      <td>0.838075</td>\n",
              "      <td>0.587000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
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              "      buttonEl.style.display =\n",
              "        google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
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              "      async function convertToInteractive(key) {\n",
              "        const element = document.querySelector('#df-863a1e62-b7c6-4758-adec-afebb4f82bf5');\n",
              "        const dataTable =\n",
              "          await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                    [key], {});\n",
              "        if (!dataTable) return;\n",
              "\n",
              "        const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "          '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "          + ' to learn more about interactive tables.';\n",
              "        element.innerHTML = '';\n",
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              "        await google.colab.output.renderOutput(dataTable, element);\n",
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              "  [theme=dark] .colab-df-quickchart {\n",
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              "  }\n",
              "\n",
              "  .colab-df-spinner {\n",
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              "    20% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    30% {\n",
              "      border-color: transparent;\n",
              "      border-left-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    40% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-top-color: var(--fill-color);\n",
              "    }\n",
              "    60% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "    }\n",
              "    80% {\n",
              "      border-color: transparent;\n",
              "      border-right-color: var(--fill-color);\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "    90% {\n",
              "      border-color: transparent;\n",
              "      border-bottom-color: var(--fill-color);\n",
              "    }\n",
              "  }\n",
              "</style>\n",
              "\n",
              "      <script>\n",
              "        async function quickchart(key) {\n",
              "          const quickchartButtonEl =\n",
              "            document.querySelector('#' + key + ' button');\n",
              "          quickchartButtonEl.disabled = true;  // To prevent multiple clicks.\n",
              "          quickchartButtonEl.classList.add('colab-df-spinner');\n",
              "          try {\n",
              "            const charts = await google.colab.kernel.invokeFunction(\n",
              "                'suggestCharts', [key], {});\n",
              "          } catch (error) {\n",
              "            console.error('Error during call to suggestCharts:', error);\n",
              "          }\n",
              "          quickchartButtonEl.classList.remove('colab-df-spinner');\n",
              "          quickchartButtonEl.classList.add('colab-df-quickchart-complete');\n",
              "        }\n",
              "        (() => {\n",
              "          let quickchartButtonEl =\n",
              "            document.querySelector('#df-1d2a79b1-c306-4fd7-9c64-b6be0faef84a button');\n",
              "          quickchartButtonEl.style.display =\n",
              "            google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "        })();\n",
              "      </script>\n",
              "    </div>\n",
              "\n",
              "    </div>\n",
              "  </div>\n"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "dataframe",
              "summary": "{\n  \"name\": \"df\",\n  \"rows\": 8,\n  \"fields\": [\n    {\n      \"column\": \"Year\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 727.3213483190348,\n        \"min\": 2.5546015719786634,\n        \"max\": 2023.0,\n        \"num_unique_values\": 8,\n        \"samples\": [\n          2018.8952922077922,\n          2019.0,\n          1232.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Headline Consumer Price Inflation\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 438.7072195538613,\n        \"min\": -3.7529959678649902,\n        \"max\": 1200.0,\n        \"num_unique_values\": 8,\n        \"samples\": [\n          7.395445129263787,\n          3.4761463897560256,\n          1200.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Energy Consumer Price Inflation\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 384.6752120054787,\n        \"min\": -23.8799991607666,\n        \"max\": 1090.0,\n        \"num_unique_values\": 8,\n        \"samples\": [\n          6.424232699590625,\n          2.769177594333237,\n          1090.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Food Consumer Price Inflation\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 423.1465428810083,\n        \"min\": -22.030000686645508,\n        \"max\": 1130.0,\n        \"num_unique_values\": 8,\n        \"samples\": [\n          8.030094019526146,\n          3.7289971113204956,\n          1130.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Official Core Consumer Price Inflation\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 258.2440532910703,\n        \"min\": -28.619415283203125,\n        \"max\": 734.0,\n        \"num_unique_values\": 8,\n        \"samples\": [\n          3.512611817533167,\n          2.2456727027893066,\n          734.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Producer Price Inflation\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 274.1108368229305,\n        \"min\": -83.33978077593912,\n        \"max\": 769.0,\n        \"num_unique_values\": 8,\n        \"samples\": [\n          5.841886827375673,\n          2.7292556457966253,\n          769.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"GDP deflator Index growth rate\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 478.6916411275735,\n        \"min\": -26.10000000270041,\n        \"max\": 1211.0,\n        \"num_unique_values\": 8,\n        \"samples\": [\n          7.070015379547317,\n          3.244246270708621,\n          1211.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Score\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 433.9250865087812,\n        \"min\": 1.135262639603937,\n        \"max\": 1232.0,\n        \"num_unique_values\": 8,\n        \"samples\": [\n          5.499000649271104,\n          5.538949913,\n          1232.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"GDP per Capita\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 435.2336247735287,\n        \"min\": 0.0,\n        \"max\": 1232.0,\n        \"num_unique_values\": 8,\n        \"samples\": [\n          1.0307665294569806,\n          1.0514999999999999,\n          1232.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Social support\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 435.25986873338115,\n        \"min\": 0.0,\n        \"max\": 1232.0,\n        \"num_unique_values\": 8,\n        \"samples\": [\n          1.0566231980032468,\n          1.0935000000000001,\n          1232.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Healthy life expectancy at birth\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 435.3869488880768,\n        \"min\": 0.0,\n        \"max\": 1232.0,\n        \"num_unique_values\": 8,\n        \"samples\": [\n          0.5887547703246754,\n          0.61783,\n          1232.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Freedom to make life choices\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 435.43574071809144,\n        \"min\": 0.0,\n        \"max\": 1232.0,\n        \"num_unique_values\": 8,\n        \"samples\": [\n          0.4593930109342532,\n          0.481,\n          1232.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Generosity\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 435.4920514271786,\n        \"min\": 0.0,\n        \"max\": 1232.0,\n        \"num_unique_values\": 8,\n        \"samples\": [\n          0.19614490359983766,\n          0.183,\n          1232.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Perceptions of corruption\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": 435.1656454181884,\n        \"min\": 0.0,\n        \"max\": 1231.0,\n        \"num_unique_values\": 8,\n        \"samples\": [\n          0.13345413042648252,\n          0.098,\n          1231.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 84
        }
      ],
      "source": [
        "df.describe()"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "As6dgTTCFXgE"
      },
      "source": [
        "# Missing Values"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 115,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 586
        },
        "id": "hWUlcOj0FPPJ",
        "outputId": "0560712e-5644-4ab6-c1bf-8a7a39283eab"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Country                                   0.0\n",
              "Year                                      0.0\n",
              "Headline Consumer Price Inflation         0.0\n",
              "Energy Consumer Price Inflation           0.0\n",
              "Food Consumer Price Inflation             0.0\n",
              "Official Core Consumer Price Inflation    0.0\n",
              "Producer Price Inflation                  0.0\n",
              "GDP deflator Index growth rate            0.0\n",
              "Continent/Region                          0.0\n",
              "Score                                     0.0\n",
              "GDP per Capita                            0.0\n",
              "Social support                            0.0\n",
              "Healthy life expectancy at birth          0.0\n",
              "Freedom to make life choices              0.0\n",
              "Generosity                                0.0\n",
              "Perceptions of corruption                 0.0\n",
              "dtype: float64"
            ],
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
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              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
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              "</style>\n",
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>0</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>Country</th>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Year</th>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Headline Consumer Price Inflation</th>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Energy Consumer Price Inflation</th>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Food Consumer Price Inflation</th>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Official Core Consumer Price Inflation</th>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Producer Price Inflation</th>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>GDP deflator Index growth rate</th>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Continent/Region</th>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Score</th>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>GDP per Capita</th>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Social support</th>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Healthy life expectancy at birth</th>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Freedom to make life choices</th>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Generosity</th>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Perceptions of corruption</th>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div><br><label><b>dtype:</b> float64</label>"
            ]
          },
          "metadata": {},
          "execution_count": 115
        }
      ],
      "source": [
        "# Columns sorted from the most-to-the-least percantage of missing values\n",
        "(\n",
        "    df\n",
        "    .isnull()\n",
        "    # .sum\n",
        "    .mean()\n",
        "    .sort_values(ascending=False)\n",
        "    * 100\n",
        ")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 86,
      "metadata": {
        "id": "ISjYGulWI5nP"
      },
      "outputs": [],
      "source": [
        "# 1. Select all numeric columns\n",
        "numeric_cols = df.select_dtypes(include=[\"float64\", \"int64\"]).columns.tolist()\n",
        "\n",
        "# 2. Fill missing numeric values with the mean per country\n",
        "df[numeric_cols] = (\n",
        "    df.groupby(\"Country\")[numeric_cols]\n",
        "      .transform(lambda g: g.fillna(g.mean()))\n",
        ")\n",
        "\n",
        "# 3. OPTIONAL: If a country has a column where ALL values are NaN,\n",
        "#    the country mean is NaN — so we fill with the global mean:\n",
        "df[numeric_cols] = df[numeric_cols].fillna(df[numeric_cols].mean())\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 87,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 147
        },
        "id": "gemkpm11JUQR",
        "outputId": "35d2e9ce-f4a3-43a4-ff78-1d7d50e1dccf"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Country             0\n",
              "Continent/Region    0\n",
              "dtype: int64"
            ],
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
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              "      <th></th>\n",
              "      <th>0</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>Country</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Continent/Region</th>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div><br><label><b>dtype:</b> int64</label>"
            ]
          },
          "metadata": {},
          "execution_count": 87
        }
      ],
      "source": [
        "#Empty string cells filled with \"missing\"\n",
        "(\n",
        "    df\n",
        "    .select_dtypes(include=['object'])\n",
        "    .fillna(0)\n",
        "    .isnull()\n",
        "    .sum()\n",
        ")"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Check the average of how many years each country appears\n",
        "year_counts = df.groupby(\"Country\")[\"Year\"].nunique().sort_values()\n",
        "\n",
        "year_counts\n",
        "\n",
        "plt.figure(figsize=(10, 5))\n",
        "sns.histplot(year_counts, bins=9, kde=False, color=\"steelblue\")\n",
        "\n",
        "plt.title(\"Distribution of Number of Years per Country\", fontsize=16)\n",
        "plt.xlabel(\"Years of Data Available on average per country\")\n",
        "plt.ylabel(\"Number of Countries\")\n",
        "plt.xticks(range(1, 11))\n",
        "plt.grid(alpha=0.3)\n",
        "plt.tight_layout()\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 507
        },
        "id": "4JM3dH3kbS4B",
        "outputId": "51b97484-3529-4336-9eae-5e8fc3564552"
      },
      "execution_count": 88,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Count how many years each country appears\n",
        "year_counts = df.groupby(\"Country\")[\"Year\"].nunique()\n",
        "\n",
        "# Filter countries with < 5 years\n",
        "countries_less_than_5 = year_counts[year_counts < 5].sort_values()\n",
        "\n",
        "countries_less_than_5\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 429
        },
        "id": "ynpHERQdcP7k",
        "outputId": "c760ec8f-2dec-4106-dab0-8f40b5a56f18"
      },
      "execution_count": 89,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Country\n",
              "Djibouti       1\n",
              "Oman           1\n",
              "Puerto Rico    1\n",
              "Maldives       2\n",
              "Suriname       2\n",
              "Belize         3\n",
              "Somalia        4\n",
              "Angola         4\n",
              "Sudan          4\n",
              "Swaziland      4\n",
              "Name: Year, dtype: int64"
            ],
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Year</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Country</th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>Djibouti</th>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Oman</th>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Puerto Rico</th>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Maldives</th>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Suriname</th>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Belize</th>\n",
              "      <td>3</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Somalia</th>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Angola</th>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Sudan</th>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Swaziland</th>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div><br><label><b>dtype:</b> int64</label>"
            ]
          },
          "metadata": {},
          "execution_count": 89
        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 90,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 398
        },
        "id": "AVlih48GMpPI",
        "outputId": "6e7d16a7-8f9f-4d39-89c6-1cf93986e4a5"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Year\n",
              "2015    142\n",
              "2016    141\n",
              "2017    141\n",
              "2018    142\n",
              "2019    141\n",
              "2020    138\n",
              "2021    135\n",
              "2022    130\n",
              "2023    122\n",
              "Name: count, dtype: int64"
            ],
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>count</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Year</th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2015</th>\n",
              "      <td>142</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016</th>\n",
              "      <td>141</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017</th>\n",
              "      <td>141</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018</th>\n",
              "      <td>142</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2019</th>\n",
              "      <td>141</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2020</th>\n",
              "      <td>138</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2021</th>\n",
              "      <td>135</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2022</th>\n",
              "      <td>130</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2023</th>\n",
              "      <td>122</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div><br><label><b>dtype:</b> int64</label>"
            ]
          },
          "metadata": {},
          "execution_count": 90
        }
      ],
      "source": [
        "# Check if all the years have anough data to work with (no year has too little information)\n",
        "df['Year'].value_counts().sort_index()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 91,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 797
        },
        "id": "7LWUyzRsjfYu",
        "outputId": "f700b787-ccab-40da-8af8-22d87a723384"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1400x900 with 2 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ],
      "source": [
        "# HeatMap of the information presence of the regions per year\n",
        "heatmap_data = (\n",
        "    df.groupby([\"Continent/Region\", \"Year\"])[\"Country\"].nunique()\n",
        "    / df.groupby(\"Continent/Region\")[\"Country\"].nunique() * 100\n",
        ").unstack(fill_value=0).sort_index()\n",
        "\n",
        "plt.figure(figsize=(14, 9))\n",
        "sns.heatmap(\n",
        "    heatmap_data,\n",
        "    annot=True,fmt=\".0f\",cmap=\"RdYlGn\",linewidths=.5,linecolor=\"gray\",cbar_kws={\"label\": \"% of Countries Present\"}\n",
        ")\n",
        "\n",
        "plt.title(\"Continent/Region % of overall information per year\", fontsize=16)\n",
        "plt.xlabel(\"Year\")\n",
        "plt.ylabel(\"Region\")\n",
        "plt.show()\n"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "happiness_col = \"Score\"\n",
        "\n",
        "happiness_by_country = (df.groupby(\"Country\")[happiness_col].mean().reset_index())\n",
        "\n",
        "fig = px.choropleth(happiness_by_country,locations=\"Country\",locationmode=\"country names\",color=happiness_col,color_continuous_scale=\"Greens\",title=\"World happiness levels by country\",hover_name=\"Country\",)\n",
        "\n",
        "fig.update_layout(coloraxis_colorbar=dict(title=\"Hapipiness score\"),geo=dict(showframe=False, showcoastlines=False))\n",
        "\n",
        "fig.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 542
        },
        "id": "JxKl3iW9fGiV",
        "outputId": "40ada41f-1f4d-4c22-855b-57df38904f6b"
      },
      "execution_count": 92,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
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        "<br><br><br>\n",
        "\n",
        "---\n",
        "\n",
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        "# **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",
        "3. **Descriptive Statistics**: Summarize the data (e.g., mean, median, correlations) to reveal patterns.\n",
        "4. Read further on [A Comprehensive Guide to Mastering Exploratory Data Analysis](https://www.dasca.org/world-of-data-science/article/a-comprehensive-guide-to-mastering-exploratory-data-analysis).\n",
        "5. **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."
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)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 94,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 407
        },
        "id": "GNkp8pd80dFM",
        "outputId": "a12b1b6a-dc75-4589-e178-db38a5902cce"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x400 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "# \"Score\" column representing Happiness Score boxplot in search for outliers : Afghanistan as sole outlier, not critical for the dataset.\n",
        "plt.figure(figsize=(10, 4))\n",
        "sns.boxplot(data=df, y=\"Score\", color=\"skyblue\")\n",
        "\n",
        "plt.title(\"Happiness Score – Outlier Detection\", fontsize=14)\n",
        "plt.ylabel(\"Happiness Score\")\n",
        "plt.xlabel(\"\")\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 136,
      "metadata": {
        "id": "B8jZrbGTnIBr",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 601
        },
        "outputId": "1e20f20a-d516-4600-edc1-7d6508efc96b"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "# 1. Compute average score per region per year\n",
        "happiness_region_year = (df.groupby([\"Continent/Region\", \"Year\"])[\"Score\"].mean().reset_index())\n",
        "\n",
        "# 2. Plot the line chart\n",
        "plt.figure(figsize=(10, 6))\n",
        "ax = sns.lineplot(data=happiness_region_year,x=\"Year\",y=\"Score\",hue=\"Continent/Region\",marker=\"o\",palette=\"tab10\")\n",
        "plt.title(\"Happiness Score per Continent/Region\", fontsize=16)\n",
        "plt.xlabel(\"Year\")\n",
        "plt.ylabel(\"Average Happiness Score\")\n",
        "plt.tight_layout()\n",
        "\n",
        "# 3. Get legend handles/labels actually created by seaborn\n",
        "handles, labels = ax.get_legend_handles_labels()\n",
        "handles, labels = handles[1:], labels[1:]\n",
        "\n",
        "# Convert to set of only plotted regions\n",
        "plotted_regions = set(labels)\n",
        "\n",
        "# 4. Compute last available score ONLY for regions that seaborn plotted\n",
        "last_scores = (happiness_region_year[happiness_region_year[\"Continent/Region\"].isin(plotted_regions)].sort_values(\"Year\").groupby(\"Continent/Region\")[\"Score\"].last().sort_values(ascending=False))\n",
        "\n",
        "# 5. Build mapping label → handle\n",
        "label_to_handle = {label: handle for label, handle in zip(labels, handles)}\n",
        "\n",
        "# 6. Reorder legend safely\n",
        "ordered_labels = [region for region in last_scores.index]\n",
        "ordered_handles = [label_to_handle[region] for region in ordered_labels]\n",
        "\n",
        "# 7. Set final sorted legend\n",
        "ax.legend(ordered_handles,ordered_labels,title=\"Continent/Region\",bbox_to_anchor=(1.03, 1))\n",
        "\n",
        "plt.show()\n"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# 1. Compute country-level averages (only numeric cols)\n",
        "df_country_avg = df.groupby(\"Country\", as_index=False).mean(numeric_only=True)\n",
        "\n",
        "# 2. Define all possible numeric columns you want to correlate\n",
        "possible_cols = [\n",
        "    \"Score\",\n",
        "    \"Freedom to make life choices\",\n",
        "    \"Perceptions of corruption\",\n",
        "    \"Social support\",\n",
        "    \"Generosity\",\n",
        "    \"Healthy life expectancy at birth\",\n",
        "    \"GDP per Capita\",\n",
        "    \"GDP deflator Index growth rate\",\n",
        "    \"Official Core Consumer Price Inflation\",\n",
        "    \"Producer Price Inflation\",\n",
        "    \"Energy Consumer Price Inflation\",\n",
        "    \"Food Consumer Price Inflation\",\n",
        "    \"Headline Consumer Price Inflation\"\n",
        "]\n",
        "\n",
        "# Keep only columns that actually exist in your dataset\n",
        "numeric_cols = [col for col in possible_cols if col in df_country_avg.columns]\n",
        "\n",
        "# 3. Compute correlation of each variable with Happiness Score\n",
        "corr_country = (\n",
        "    df_country_avg[numeric_cols]\n",
        "    .corr()[\"Score\"]\n",
        "    .drop(\"Score\")\n",
        "    .sort_values()\n",
        ")\n",
        "\n",
        "# 4. Plot — Correlation Between Avg Country Happiness and Indicators\n",
        "plt.figure(figsize=(11, 8))\n",
        "sns.barplot(\n",
        "    x=corr_country.values,\n",
        "    y=corr_country.index,\n",
        "    palette=\"coolwarm\"\n",
        ")\n",
        "\n",
        "plt.title(\"Correlation Between Avg Country Happiness and Other Indicators (Country-Level)\", fontsize=16)\n",
        "plt.xlabel(\"Correlation with Happiness Score\")\n",
        "plt.ylabel(\"Indicator\")\n",
        "plt.axvline(0, color=\"black\", linewidth=1)\n",
        "plt.tight_layout()\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 807
        },
        "id": "HxgQPjseiYLu",
        "outputId": "caba80e6-2c94-4431-c7a0-06b6bbd46c0b"
      },
      "execution_count": 95,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1100x800 with 1 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "num_df = df.select_dtypes(include=\"number\")\n",
        "corr = num_df.corr()\n",
        "\n",
        "plt.figure(figsize=(14, 10))\n",
        "sns.heatmap(corr,annot=False,cmap=\"bwr\",linewidths=.5,linecolor=\"gray\",center=0)\n",
        "\n",
        "plt.title(\"Correlation Heatmap\", fontsize=16)\n",
        "plt.tight_layout()\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "SB1bk4oOSV2s",
        "outputId": "295fcc53-1b7f-4e19-ab1d-eea6cee309c6"
      },
      "execution_count": 96,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1400x1000 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 97,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "hp-r7XkzUtrm",
        "outputId": "3ed1d53e-2259-4f4f-ad4c-cfaf20b94474"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Highest happiness year in the Dataset for all countries: 2022\n",
            "Average happiness score overall: 5.599976923076923\n"
          ]
        }
      ],
      "source": [
        "#Average happiness scores overall\n",
        "yearly_avg = df.groupby(\"Year\")[\"Score\"].mean()\n",
        "\n",
        "best_year = yearly_avg.idxmax()\n",
        "best_score = yearly_avg.max()\n",
        "\n",
        "print(\"Highest happiness year in the Dataset for all countries:\", best_year)\n",
        "print(\"Average happiness score overall:\", best_score)"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Compute average happiness per region\n",
        "region_avg = (df.groupby(\"Continent/Region\")[\"Score\"].mean().sort_values(ascending=False))\n",
        "\n",
        "plt.figure(figsize=(10, 6))\n",
        "sns.barplot(x=region_avg.values,y=region_avg.index,palette=\"viridis\")\n",
        "\n",
        "plt.title(\"Average Happiness Score per Region\", fontsize=16)\n",
        "plt.xlabel(\"Average Happiness Score\")\n",
        "plt.ylabel(\"Region\")\n",
        "\n",
        "# Add numeric labels on bars\n",
        "for i, v in enumerate(region_avg.values):\n",
        "    plt.text(v + 0.02, i, f\"{v:.2f}\", va=\"center\")\n",
        "\n",
        "plt.tight_layout()\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 607
        },
        "id": "7CK4k0OpcCtM",
        "outputId": "45ce4663-70da-4313-d47b-22f0ce950cdb"
      },
      "execution_count": 98,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Compute top 3 countries\n",
        "top3_countries = (df.groupby(\"Country\")[\"Score\"].mean().sort_values(ascending=False).head(3))\n",
        "\n",
        "plt.figure(figsize=(8, 4))\n",
        "\n",
        "sns.scatterplot(x=top3_countries.values,y=top3_countries.index,s=200,color=\"darkgreen\")\n",
        "\n",
        "# Add stems\n",
        "for i, v in enumerate(top3_countries.values):\n",
        "    plt.plot([min(top3_countries.values) - 0.05, v], [top3_countries.index[i]]*2,\n",
        "             color=\"lightgreen\", linewidth=3)\n",
        "\n",
        "plt.title(\"Top 3 Happiest Countries (Zoomed Comparison)\")\n",
        "plt.xlabel(\"Avg Happiness Score\")\n",
        "plt.xlim(min(top3_countries.values) - 0.05, max(top3_countries.values) + 0.05)\n",
        "\n",
        "plt.grid(axis=\"x\", linestyle=\"--\", alpha=0.3)\n",
        "plt.tight_layout()\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 407
        },
        "id": "mFsVQhG5Yfq9",
        "outputId": "bc270abf-d6d0-48ee-83c0-dc9851165707"
      },
      "execution_count": 99,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x400 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Compute top 3 countries\n",
        "low3_countries = (\n",
        "    df.groupby(\"Country\")[\"Score\"].mean().sort_values(ascending=False).tail(3))\n",
        "\n",
        "plt.figure(figsize=(8, 4))\n",
        "\n",
        "sns.scatterplot(x=low3_countries.values,y=low3_countries.index,s=200,color=\"firebrick\")\n",
        "\n",
        "# Add stems\n",
        "for i, v in enumerate(low3_countries.values):\n",
        "    plt.plot([min(low3_countries.values) - 0.05, v], [low3_countries.index[i]]*2,\n",
        "             color=\"lightcoral\", linewidth=3)\n",
        "\n",
        "plt.title(\"Top 3 Unhappiest Countries\")\n",
        "plt.xlabel(\"Avg Happiness Score\")\n",
        "plt.xlim(min(low3_countries.values) - 0.05, max(low3_countries.values) + 0.05)\n",
        "\n",
        "plt.grid(axis=\"x\", linestyle=\"--\", alpha=0.3)\n",
        "plt.tight_layout()\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 407
        },
        "id": "_mtTLP2Ka46P",
        "outputId": "a00a0d72-dec8-46b2-8626-d6d4c1f584ee"
      },
      "execution_count": 100,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x400 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "lo68PsjTK0_j"
      },
      "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."
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#1. Are all the regions reacting similarly to GDP Changes?"
      ],
      "metadata": {
        "id": "T65RYM0mqy9t"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 145,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 601
        },
        "id": "W95MYTceXBZN",
        "outputId": "f7a7b32f-5c23-4fd0-ca8d-edd7579e102a"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1400x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "from matplotlib.colors import Normalize\n",
        "from matplotlib import cm\n",
        "\n",
        "# --- 1. Recompute region correlations safely (no external variable needed) ---\n",
        "gdp_col = \"GDP per Capita\"\n",
        "\n",
        "df_clean = df.dropna(subset=[\"Score\", gdp_col, \"Year\", \"Continent/Region\"])\n",
        "df_clean = df_clean.sort_values([\"Country\", \"Year\"])\n",
        "\n",
        "df_clean[\"happiness_growth\"] = df_clean.groupby(\"Country\")[\"Score\"].diff()\n",
        "df_clean[\"gdp_growth\"] = df_clean.groupby(\"Country\")[gdp_col].diff()\n",
        "\n",
        "region_corr = (\n",
        "    df_clean.groupby(\"Continent/Region\")\n",
        "    .apply(lambda g: g[\"happiness_growth\"].corr(g[\"gdp_growth\"]))\n",
        "    .reset_index(name=\"Correlation\")\n",
        ")\n",
        "\n",
        "# --- 2. Create colormap ---\n",
        "cmap = cm.get_cmap(\"seismic\")\n",
        "norm = Normalize(vmin=-1, vmax=1)\n",
        "\n",
        "colors = [cmap(norm(val)) for val in region_corr[\"Correlation\"]]\n",
        "\n",
        "# --- 3. Plot ---\n",
        "plt.figure(figsize=(14, 6))\n",
        "\n",
        "sns.barplot(\n",
        "    data=region_corr,\n",
        "    x=\"Continent/Region\",\n",
        "    y=\"Correlation\",\n",
        "    palette=colors,\n",
        "    edgecolor=\"black\",\n",
        "    linewidth=1.5,\n",
        "    width=0.85\n",
        ")\n",
        "\n",
        "plt.title(\"Correlation Between GDP per Capita Growth and Happiness Growth by Region\",\n",
        "          fontsize=16, pad=15)\n",
        "\n",
        "plt.xticks(rotation=45, ha=\"right\")\n",
        "plt.ylabel(\"Correlation (r)\")\n",
        "plt.xlabel(\"\")\n",
        "plt.axhline(0, color=\"black\", linewidth=1.4, alpha=0.8)\n",
        "\n",
        "plt.tight_layout()\n",
        "plt.show()\n"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Force Score to numeric\n",
        "df[\"Score\"] = pd.to_numeric(df[\"Score\"], errors=\"coerce\")\n",
        "\n",
        "# Define regions\n",
        "regions = [\"Latin America and Caribbean\", \"Western Europe\"]\n",
        "\n",
        "corr_dict = {}\n",
        "\n",
        "for region in regions:\n",
        "    # filter region\n",
        "    sub = df[df[\"Continent/Region\"] == region]\n",
        "\n",
        "    # ✔ keep only numeric columns\n",
        "    numeric_sub = sub.select_dtypes(include=['float64','int64'])\n",
        "\n",
        "    # ✔ only compute correlations if Score is present\n",
        "    if \"Score\" in numeric_sub.columns:\n",
        "        corr_dict[region] = numeric_sub.corr()[\"Score\"]\n",
        "    else:\n",
        "        corr_dict[region] = pd.Series(dtype=float)\n",
        "\n",
        "# World correlation\n",
        "numeric_world = df.select_dtypes(include=['float64','int64'])\n",
        "corr_dict[\"World\"] = numeric_world.corr()[\"Score\"]\n",
        "\n",
        "# Build dataframe\n",
        "corr_full = pd.DataFrame(corr_dict)\n",
        "\n",
        "# Drop Score from rows\n",
        "corr_full = corr_full.drop(\"Score\")\n",
        "\n",
        "# ---- Heatmap ----\n",
        "plt.figure(figsize=(12, max(6, len(corr_full)*0.4)))\n",
        "\n",
        "sns.heatmap(\n",
        "    corr_full,\n",
        "    annot=True,\n",
        "    fmt=\".2f\",\n",
        "    cmap=\"RdBu_r\",\n",
        "    center=0,\n",
        "    linewidths=0.5,\n",
        "    cbar_kws={'label': 'Correlation with Happiness'}\n",
        ")\n",
        "\n",
        "plt.title(\"Correlation of All Numeric Variables with Happiness\\nLatin America, Western Europe, World\", fontsize=16, pad=20)\n",
        "plt.xlabel(\"\")\n",
        "plt.ylabel(\"Variables\")\n",
        "plt.tight_layout()\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 607
        },
        "id": "UNubXDpEsnle",
        "outputId": "515a12ce-d31a-426a-b3e7-14e1ab346f95"
      },
      "execution_count": 103,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x600 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# 2. Are Western Europe and Latin America and Carribean not interested in GDP per Capita? Things that make us happy are things that are scarce!\n"
      ],
      "metadata": {
        "id": "W16KUmqdsKOH"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# 1. Filter Latin America & Caribbean\n",
        "df_latam = df[df[\"Continent/Region\"] == \"Latin America and Caribbean\"]\n",
        "\n",
        "# 2. Indicators\n",
        "indicators = [\n",
        "    \"GDP per Capita\",\n",
        "    \"Social support\",\n",
        "    \"Healthy life expectancy at birth\",\n",
        "    \"Freedom to make life choices\",\n",
        "    \"Generosity\",\n",
        "    \"Perceptions of corruption\"\n",
        "]\n",
        "\n",
        "# COLORS (consistent)\n",
        "colors = {\n",
        "    \"GDP per Capita\": \"#1f77b4\",\n",
        "    \"Social support\": \"#2ca02c\",\n",
        "    \"Healthy life expectancy at birth\": \"#ff7f0e\",\n",
        "    \"Freedom to make life choices\": \"#9467bd\",\n",
        "    \"Generosity\": \"#d62728\",\n",
        "    \"Perceptions of corruption\": \"#17becf\"\n",
        "}\n",
        "\n",
        "# 3. PIE 1 — Objective levels\n",
        "avg_levels_latam = df_latam[indicators].mean()\n",
        "weights_levels_latam = avg_levels_latam / avg_levels_latam.sum()\n",
        "\n",
        "# 4. PIE 2 — Correlation influence\n",
        "corr_latam = df_latam[indicators + [\"Score\"]].corr()[\"Score\"].drop(\"Score\")\n",
        "weights_corr_latam = corr_latam.abs()\n",
        "weights_corr_latam = weights_corr_latam / weights_corr_latam.sum()\n",
        "\n",
        "# 5. EXTRA HORIZONTAL OPTIMIZED LAYOUT\n",
        "fig, axes = plt.subplots(1, 2, figsize=(24, 6))   # ← WIDE and SHORT\n",
        "\n",
        "# LEFT PIE\n",
        "axes[0].pie(\n",
        "    weights_levels_latam,\n",
        "    labels=weights_levels_latam.index,\n",
        "    autopct=\"%1.1f%%\",\n",
        "    startangle=90,\n",
        "    pctdistance=0.85,                # moves % outward for readability\n",
        "    colors=[colors[label] for label in weights_levels_latam.index],\n",
        "    wedgeprops={\"linewidth\": 1, \"edgecolor\": \"white\"}\n",
        ")\n",
        "axes[0].set_title(\"Latin America & Caribbean — Objective Strengths\\n(Average Levels)\",\n",
        "                  fontsize=14, pad=8)\n",
        "\n",
        "# RIGHT PIE\n",
        "axes[1].pie(\n",
        "    weights_corr_latam,\n",
        "    labels=weights_corr_latam.index,\n",
        "    autopct=\"%1.1f%%\",\n",
        "    startangle=90,\n",
        "    pctdistance=0.85,\n",
        "    colors=[colors[label] for label in weights_corr_latam.index],\n",
        "    wedgeprops={\"linewidth\": 1, \"edgecolor\": \"white\"}\n",
        ")\n",
        "axes[1].set_title(\"Latin America & Caribbean — Happiness Influencers\\n(Correlation-Based)\",\n",
        "                  fontsize=14, pad=8)\n",
        "\n",
        "plt.subplots_adjust(wspace=0.15)    # reduces space between pies\n",
        "plt.tight_layout()\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 550
        },
        "id": "v3xtqthqoVF9",
        "outputId": "2f85c3f7-ffb2-41d6-9644-95a849f15731"
      },
      "execution_count": 147,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2400x600 with 2 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#1. Filter Top 3 Countries - they have the same characteristics as Erope\n",
        "top3 = [\"Finland\", \"Denmark\", \"Iceland\"]\n",
        "df_top3 = df[df[\"Country\"].isin(top3)]\n",
        "\n",
        "\n",
        "# 2. Define influencer columns\n",
        "influencers = [\n",
        "    \"GDP per Capita\",\n",
        "    \"Social support\",\n",
        "    \"Healthy life expectancy at birth\",\n",
        "    \"Freedom to make life choices\",\n",
        "    \"Generosity\",\n",
        "    \"Perceptions of corruption\"\n",
        "]\n",
        "\n",
        "# 3. Compute correlation weights\n",
        "corr_top3 = df_top3[influencers + [\"Score\"]].corr()[\"Score\"].drop(\"Score\")\n",
        "\n",
        "weights_top3 = corr_top3.abs()\n",
        "weights_top3 = weights_top3 / weights_top3.sum()\n",
        "\n",
        "\n",
        "# 4. Plot the pie chart (NEW COLORS)\n",
        "plt.figure(figsize=(9, 9))\n",
        "colors = [\n",
        "    \"#1f77b4\",  # deep blue\n",
        "    \"#2ca02c\",  # green\n",
        "    \"#ff7f0e\",  # orange\n",
        "    \"#9467bd\",  # purple\n",
        "    \"#d62728\",  # red\n",
        "    \"#17becf\"   # aqua\n",
        "]\n",
        "\n",
        "plt.pie(\n",
        "    weights_top3,\n",
        "    labels=weights_top3.index,\n",
        "    autopct=\"%1.1f%%\",\n",
        "    startangle=90,\n",
        "    colors=colors,\n",
        "    wedgeprops={\"linewidth\": 1, \"edgecolor\": \"white\"}\n",
        ")\n",
        "\n",
        "plt.title(\"Influence of Happiness Factors (Correlation-Based)\\nFinland, Denmark, Iceland\",\n",
        "          fontsize=16, pad=20)\n",
        "plt.tight_layout()\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 750
        },
        "id": "juv8q5jjdQ0K",
        "outputId": "93bc10fb-9b10-41a5-f8da-c59d464f7806"
      },
      "execution_count": 148,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 900x900 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#3. How Freedom in life Choices influence Happiness in coutnries?\n"
      ],
      "metadata": {
        "id": "jwPD7eMIpWwX"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Make a copy to avoid changing the original df\n",
        "df_corr = df.copy()\n",
        "\n",
        "# Ensure numeric columns\n",
        "df_corr[\"Freedom to make life choices\"] = pd.to_numeric(df_corr[\"Freedom to make life choices\"], errors=\"coerce\")\n",
        "df_corr[\"Score\"] = pd.to_numeric(df_corr[\"Score\"], errors=\"coerce\")\n",
        "\n",
        "# Remove missing values\n",
        "df_corr = df_corr.dropna(subset=[\"Freedom to make life choices\", \"Score\"])\n",
        "\n",
        "# 1. Calculate correlation\n",
        "corr_value = df_corr[\"Freedom to make life choices\"].corr(df_corr[\"Score\"])\n",
        "\n",
        "print(f\"Correlation between freedom and happiness: {corr_value:.3f}\")\n",
        "\n",
        "# 2. Plot\n",
        "plt.figure(figsize=(12, 6))\n",
        "sns.regplot(\n",
        "    data=df_corr,\n",
        "    x=\"Freedom to make life choices\",\n",
        "    y=\"Score\",\n",
        "    scatter_kws={\"alpha\": 0.6},\n",
        "    line_kws={\"color\": \"red\"}\n",
        ")\n",
        "\n",
        "plt.title(\"Relationship Between Freedom to Make Life Choices and Happiness Score\", fontsize=16)\n",
        "plt.xlabel(\"Freedom to Make Life Choices\")\n",
        "plt.ylabel(\"Happiness Score\")\n",
        "plt.grid(alpha=0.3)\n",
        "plt.tight_layout()\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 624
        },
        "id": "pUf36-SVXV1p",
        "outputId": "5720c0cb-f792-441b-bfe6-eefc1fc991d1"
      },
      "execution_count": 106,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Correlation between freedom and happiness: 0.566\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x600 with 1 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#4. Afghanistan - the only outlier of the Happiness Boxplot:\n",
        "## What influences Happiness rate in Afghanistan?\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "id": "3LdMPs_bqW4q"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#Finding of the Happiness rate outlier from the boxplot:\n",
        "\n",
        "Q1 = df[\"Score\"].quantile(0.25)\n",
        "Q3 = df[\"Score\"].quantile(0.75)\n",
        "IQR = Q3 - Q1\n",
        "\n",
        "lower_bound = Q1 - 1.5 * IQR\n",
        "upper_bound = Q3 + 1.5 * IQR\n",
        "\n",
        "outliers = df[(df[\"Score\"] < lower_bound) | (df[\"Score\"] > upper_bound)]\n",
        "\n",
        "outliers"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 133
        },
        "id": "HKeWPTkZcrtT",
        "outputId": "23fe4a72-d028-4dc2-9c59-e9464b2563ff"
      },
      "execution_count": 107,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "       Country  Year  Headline Consumer Price Inflation  \\\n",
              "8  Afghanistan  2023                           4.091625   \n",
              "\n",
              "   Energy Consumer Price Inflation  Food Consumer Price Inflation  \\\n",
              "8                         0.247965                       3.391304   \n",
              "\n",
              "   Official Core Consumer Price Inflation  Producer Price Inflation  \\\n",
              "8                                2.677489                   5.88247   \n",
              "\n",
              "   GDP deflator Index growth rate Continent/Region  Score  GDP per Capita  \\\n",
              "8                        2.819803       South Asia  1.859           0.645   \n",
              "\n",
              "   Social support  Healthy life expectancy at birth  \\\n",
              "8             0.0                             0.087   \n",
              "\n",
              "   Freedom to make life choices  Generosity  Perceptions of corruption  \n",
              "8                           0.0       0.093                      0.059  "
            ],
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              "      <td>Afghanistan</td>\n",
              "      <td>2023</td>\n",
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              "summary": "{\n  \"name\": \"outliers\",\n  \"rows\": 1,\n  \"fields\": [\n    {\n      \"column\": \"Country\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \"Afghanistan\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Year\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": null,\n        \"min\": 2023,\n        \"max\": 2023,\n        \"num_unique_values\": 1,\n        \"samples\": [\n          2023\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Headline Consumer Price Inflation\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": null,\n        \"min\": 4.091624996721745,\n        \"max\": 4.091624996721745,\n        \"num_unique_values\": 1,\n        \"samples\": [\n          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[\n          2.819803092927319\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Continent/Region\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 1,\n        \"samples\": [\n          \"South Asia\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Score\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": null,\n        \"min\": 1.859,\n        \"max\": 1.859,\n        \"num_unique_values\": 1,\n        \"samples\": [\n          1.859\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"GDP per Capita\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": null,\n        \"min\": 0.645,\n        \"max\": 0.645,\n        \"num_unique_values\": 1,\n        \"samples\": [\n          0.645\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Social support\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": null,\n        \"min\": 0.0,\n        \"max\": 0.0,\n        \"num_unique_values\": 1,\n        \"samples\": [\n          0.0\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Healthy life expectancy at birth\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": null,\n        \"min\": 0.087,\n        \"max\": 0.087,\n        \"num_unique_values\": 1,\n        \"samples\": [\n          0.087\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"Freedom to make life choices\",\n      \"properties\": {\n        \"dtype\": \"number\",\n        \"std\": null,\n        \"min\": 0.0,\n        \"max\": 0.0,\n       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            }
          },
          "metadata": {},
          "execution_count": 107
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "#Too litlle information to understand the results\n",
        "\n",
        "import seaborn as sns\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "# Filter Afghanistan only\n",
        "df_afg = df[df[\"Country\"] == \"Afghanistan\"]\n",
        "\n",
        "# Select numeric columns\n",
        "numeric_cols = [\n",
        "    \"Score\",\n",
        "    \"Freedom to make life choices\",\n",
        "    \"Perceptions of corruption\",\n",
        "    \"Social support\",\n",
        "    \"Generosity\",\n",
        "    \"Healthy life expectancy at birth\",\n",
        "    \"GDP per Capita\",\n",
        "    \"GDP deflator Index growth rate\",\n",
        "    \"Official Core Consumer Price Inflation\",\n",
        "    \"Energy Consumer Price Inflation\",\n",
        "    \"Food Consumer Price Inflation\",\n",
        "    \"Headline Consumer Price Inflation\"\n",
        "]\n",
        "\n",
        "# Keep only columns that exist in the dataset\n",
        "numeric_cols = [col for col in numeric_cols if col in df_afg.columns]\n",
        "\n",
        "# Compute correlation with Score (Afghanistan only)\n",
        "corrs_afg = (\n",
        "    df_afg[numeric_cols]\n",
        "    .corr()[\"Score\"]\n",
        "    .drop(\"Score\")\n",
        "    .sort_values()\n",
        ")\n",
        "\n",
        "# Plot\n",
        "plt.figure(figsize=(10, 8))\n",
        "sns.barplot(\n",
        "    x=corrs_afg.values,\n",
        "    y=corrs_afg.index,\n",
        "    palette=\"coolwarm\"\n",
        ")\n",
        "\n",
        "plt.title(\"Unique Correlation Between Happiness Score and Other Indicators – Afghanistan\", fontsize=16)\n",
        "plt.xlabel(\"Correlation with Happiness Score\")\n",
        "plt.ylabel(\"Indicator\")\n",
        "plt.axvline(0, color=\"black\", linewidth=1)\n",
        "plt.tight_layout()\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 801
        },
        "id": "6akK4h5AhzLq",
        "outputId": "58f86a1f-5628-4c73-b8be-d00eec2bc416"
      },
      "execution_count": 150,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x800 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# 5. American Continent Happiness Factors - the Happiest Region on Earth"
      ],
      "metadata": {
        "id": "h6Y2yVFP6hXy"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#Same as Europe- Americans want the thing they have the least- generosity.\n",
        "\n",
        "# 1. Define region + variables\n",
        "region_name = \"North America and ANZ\"   # adjust if your dataset uses slightly different naming\n",
        "influencers = [\n",
        "    \"GDP per Capita\",\n",
        "    \"Social support\",\n",
        "    \"Healthy life expectancy at birth\",\n",
        "    \"Freedom to make life choices\",\n",
        "    \"Generosity\",\n",
        "    \"Perceptions of corruption\"\n",
        "]\n",
        "\n",
        "# 2. Filter region\n",
        "df_region = df[df[\"Continent/Region\"] == region_name]\n",
        "\n",
        "# 3. Compute correlations\n",
        "corr_values = df_region[influencers + [\"Score\"]].corr()[\"Score\"].drop(\"Score\")\n",
        "\n",
        "# Sort by influence strength\n",
        "corr_sorted = corr_values.sort_values(ascending=True)\n",
        "\n",
        "# 4. Plot bar chart\n",
        "plt.figure(figsize=(10, 6))\n",
        "sns.set_style(\"whitegrid\")\n",
        "\n",
        "sns.barplot(\n",
        "    x=corr_sorted.values,\n",
        "    y=corr_sorted.index,\n",
        "    palette=\"viridis\"\n",
        ")\n",
        "\n",
        "plt.title(\"Main Influencers of Happiness\\nNorth America & ANZ\", fontsize=18, pad=15)\n",
        "plt.xlabel(\"Correlation with Happiness Score\", fontsize=12)\n",
        "plt.ylabel(\"Happiness Influencer Variable\", fontsize=12)\n",
        "\n",
        "# Annotate values\n",
        "for i, val in enumerate(corr_sorted.values):\n",
        "    plt.text(\n",
        "        val + (0.01 if val > 0 else -0.01),\n",
        "        i,\n",
        "        f\"{val:.2f}\",\n",
        "        va=\"center\",\n",
        "        ha=\"left\" if val > 0 else \"right\",\n",
        "        fontsize=11\n",
        "    )\n",
        "\n",
        "plt.tight_layout()\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 607
        },
        "id": "Tdx2kMB260xm",
        "outputId": "93520413-aa9f-4884-c199-ab196480cc3e"
      },
      "execution_count": 109,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# So what's about Generosity??"
      ],
      "metadata": {
        "id": "JNKhD7b-6BaE"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Unpredictable rates of generosity around the world: a characteristic rather not base upon. Important, though subjective and relative to other characteristics. Indicator of a wealthy country.\n",
        "plt.figure(figsize=(6, 5))\n",
        "sns.set_style(\"whitegrid\")\n",
        "\n",
        "sns.boxplot(\n",
        "    data=df,\n",
        "    y=\"Generosity\",\n",
        "    color=\"#6AB7FF\",\n",
        "    width=0.4,\n",
        "    fliersize=5\n",
        ")\n",
        "\n",
        "plt.title(\"Global Distribution of Generosity\", fontsize=16, pad=15)\n",
        "plt.ylabel(\"Generosity\", fontsize=12)\n",
        "plt.xlabel(\"\")\n",
        "\n",
        "plt.tight_layout()\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 507
        },
        "id": "KRfSFt1m9l-H",
        "outputId": "18397e82-2b86-4ee8-ea20-17a420e4d8e7"
      },
      "execution_count": 111,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 600x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# 1. Correlation per region\n",
        "region_corr = (\n",
        "    df.groupby(\"Continent/Region\")\n",
        "      .apply(lambda g: g[\"Generosity\"].corr(g[\"Score\"]))\n",
        "      .dropna()\n",
        "      .sort_values()\n",
        ")\n",
        "\n",
        "# 2. Correlation per country\n",
        "country_corr = (\n",
        "    df.groupby(\"Country\")\n",
        "      .apply(lambda g: g[\"Generosity\"].corr(g[\"Score\"]))\n",
        "      .dropna()\n",
        ")\n",
        "# merge region label for each country\n",
        "country_region = df[[\"Country\", \"Continent/Region\"]].drop_duplicates().set_index(\"Country\")\n",
        "country_corr_df = country_corr.to_frame(\"corr\").join(country_region)\n",
        "\n",
        "\n",
        "# 3. Detect outlier countries (z-score within each region)\n",
        "outlier_countries = {}\n",
        "for region in region_corr.index:\n",
        "    sub = country_corr_df[country_corr_df[\"Continent/Region\"] == region]\n",
        "\n",
        "    if len(sub) < 3:\n",
        "        continue  # cannot compute z-scores for tiny regions\n",
        "\n",
        "    z = (sub[\"corr\"] - sub[\"corr\"].mean()) / sub[\"corr\"].std()\n",
        "\n",
        "    outliers = sub[abs(z) > 1.3]  # threshold can be adjusted\n",
        "    if not outliers.empty:\n",
        "        outlier_countries[region] = outliers[\"corr\"]\n",
        "\n",
        "\n",
        "# 4. Plot REGION correlations (main plot)\n",
        "\n",
        "\n",
        "plt.figure(figsize=(12, 7))\n",
        "sns.set_style(\"whitegrid\")\n",
        "\n",
        "sns.barplot(\n",
        "    x=region_corr.values,\n",
        "    y=region_corr.index,\n",
        "    palette=\"viridis\"\n",
        ")\n",
        "\n",
        "plt.title(\"Generosity ↔ Happiness Correlation by Region\\n(With Country Outliers Listed Below)\",\n",
        "          fontsize=17, pad=15)\n",
        "plt.xlabel(\"Correlation\", fontsize=12)\n",
        "plt.ylabel(\"Region\", fontsize=12)\n",
        "\n",
        "# Value labels\n",
        "for i, val in enumerate(region_corr.values):\n",
        "    plt.text(\n",
        "        val + (0.015 if val > 0 else -0.015),\n",
        "        i,\n",
        "        f\"{val:.2f}\",\n",
        "        va=\"center\",\n",
        "        ha=\"left\" if val > 0 else \"right\",\n",
        "        fontsize=10\n",
        "    )\n",
        "\n",
        "plt.tight_layout()\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 701
        },
        "id": "CHiSJdf89Ih6",
        "outputId": "a48d227b-0be1-47bf-acad-4dabaf501f19"
      },
      "execution_count": 156,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x700 with 1 Axes>"
            ],
            "image/png": 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      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Cultural priorities imphazising happiness"
      ],
      "metadata": {
        "id": "T1mtu2_N8VQd"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# 1. Filter MENA region\n",
        "mena_df = df[df[\"Continent/Region\"] == \"Middle East and North Africa\"]\n",
        "\n",
        "# 2. Define influencer columns\n",
        "influencers = [\n",
        "    \"GDP per Capita\",\n",
        "    \"Social support\",\n",
        "    \"Healthy life expectancy at birth\",\n",
        "    \"Freedom to make life choices\",\n",
        "    \"Generosity\",\n",
        "    \"Perceptions of corruption\"\n",
        "]\n",
        "\n",
        "# Keep only columns that really exist\n",
        "influencers = [col for col in influencers if col in df.columns]\n",
        "\n",
        "# 3. Compute correlation weights for MENA\n",
        "corr_mena = mena_df[influencers + [\"Score\"]].corr()[\"Score\"].drop(\"Score\")\n",
        "\n",
        "# Normalize absolute correlations\n",
        "weights_mena = corr_mena.abs()\n",
        "weights_mena = weights_mena / weights_mena.sum()\n",
        "\n",
        "print(\"Influence weights (MENA):\")\n",
        "print(weights_mena)\n",
        "\n",
        "# 4. Plot the pie chart\n",
        "plt.figure(figsize=(9, 9))\n",
        "\n",
        "colors = [\n",
        "    \"#1f77b4\",  # deep blue\n",
        "    \"#2ca02c\",  # green\n",
        "    \"#ff7f0e\",  # orange\n",
        "    \"#9467bd\",  # purple\n",
        "    \"#d62728\",  # red\n",
        "    \"#17becf\"   # aqua\n",
        "]\n",
        "\n",
        "plt.pie(\n",
        "    weights_mena,\n",
        "    labels=weights_mena.index,\n",
        "    autopct=\"%1.1f%%\",\n",
        "    startangle=90,\n",
        "    colors=colors[:len(weights_mena)],\n",
        "    wedgeprops={\"linewidth\": 1, \"edgecolor\": \"white\"}\n",
        ")\n",
        "\n",
        "plt.title(\n",
        "    \"Influence of Happiness Factors (Correlation-Based)\\nMiddle East and North Africa\",\n",
        "    fontsize=16,\n",
        "    pad=20\n",
        ")\n",
        "\n",
        "plt.tight_layout()\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "1rn8fH_W8MDR",
        "outputId": "23133951-ba74-463c-c5e4-02993386ed92"
      },
      "execution_count": 158,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Influence weights (MENA):\n",
            "GDP per Capita                      0.176889\n",
            "Social support                      0.169608\n",
            "Healthy life expectancy at birth    0.119492\n",
            "Freedom to make life choices        0.193289\n",
            "Generosity                          0.181516\n",
            "Perceptions of corruption           0.159206\n",
            "Name: Score, dtype: float64\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 900x900 with 1 Axes>"
            ],
            "image/png": 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u7ty5okwmE9etW5dnv+zsbJ3PaaNGjcTGjRuLJ06c0FoXGRkpvvPOO6JMJhP37duntW7atGmiTCYTP/zwQzEtLU2zPDk5WRw8eLDmWr74mUTt5MmTokwmEz/66COd64mKg/fAUbnj4uKC+fPna31TV7VqVYwYMQLAsy5U+rRv3z6Eh4eja9eumDlzplad5ubmWLRoERwcHHDw4EGkpqbm2b+o5/fLL79AoVBgxIgRGDlyZJ5v0atXr45GjRqVWH26/PnnnwCADz/8ME83rMGDB6Nr165QKBTYvHlzoY5XFPv27StweHkvL6989+3evXue7lvq5b1790ZKSkq+Q4mbmZlh4cKFWl0lXVxcNNMabN++Hbm5uTr3XbBggVYLibW1NRYuXAiJRIJjx44hJiamMKeuMX36dDRp0kRr2cSJE2FlZYXQ0FDNvYYAEBwcjCNHjsDJyQlLly6Fg4OD1n6jR49G586dERoaiosXL2qWJyYmwsrKCi1btszz+A4ODlqtdQkJCQCAFi1awNLSMs/2jRs3LtYosF5eXjqf4+eHXy/Oc6qetmLWrFl4++238+z71ltvFfmbdfV7YsqUKVojZ0okEkydOhVubm5IS0vDrl27dO7/3nvv6RwUoaSv7aNHjwAg3/NLSkoCgDyvk8J4+vQpjh8/DolEgkWLFmnVVblyZXz//feoVKkSfHx8cOfOHZ3HmDVrls6ups+bP3++ztbBNWvWQBRFLFy4UKt7LwCtKUi2bt1aqPOpU6cOmjZtmme5jY0Nvv76awD/DZhVEo4dO4aoqCg4OTnhq6++0up5UaNGDcyZMwcAsGXLFp2/aywsLLB48WKt14mNjQ0mTJgAoPh/K59/H9arVw/t27fH7NmzYWtri19//RUffvhhnn2Kc+0SExMBQGc3VzMzszzP6fr16yGXyzFz5kz07NlTa1316tU1U408/3coOjoap06dgkQiwcKFC7VaJG1tbbFw4cKCLgUAaFroHj58+NJtiQqLXSip3Gnbtq3O+7PUH0BiY2Nfd0laLly4AADo06ePzvWVK1dGo0aNcOHCBdy/fx8dOnTQWl+U81OpVJo/wkOGDHkt9b1IqVRqPnw930X1ee+//z7OnTtXKvMqvaz75aNHj+Dv75/v+tjYWFy4cAEhISFIT0+HSqUCAE1XrSdPnuj8ANG+fXudHxq7du0KW1tbpKSkwM/PD82bN9dan99Q+G5ubmjQoAH8/Pxw8+ZN9OvXL9+adT3mi0xNTVGjRg08fPgQsbGxmnvaLly4AFEU0alTJ50BAABat26NCxcuwMfHR3Psxo0b48aNG5g9ezZGjRqFBg0a5Hs/VMOGDWFkZIQ9e/bgjTfeQI8ePeDk5FTo88lPftfuxcBSlOc0Pj4ejx49glQq1TmIR3HExMQgPDwcgO73hEQiwcCBA7F48WJ4e3vrnHstv66ZJX1t1YGwNLqz3rx5E4IgoGHDhqhXr16e9c7OzujQoQPOnDkDb2/vPO8VIP/roObg4KDzS4WkpCTcu3cPZmZmOt8fAODh4QEA+YZHXVQqFW7cuIE7d+4gPj4eubm5EEURoigCePbaKik3btwAAPTt21dnF8mePXvCxsYGqampePDgQZ7fg40aNdL52njzzTcBFP9v5Yvvw9TUVISEhCA0NBSLFy+Gvb29znshi3rt3N3dceHCBSxYsADTpk1D69atdXZLB55121Z/4aTrSxjg2e8wCwsLPHr0CLm5uahUqZLWa1RXV0n13KQF3Zetfu+kpqZCLpdzEB8qEQxwVO7oGlwBgObDqL4nko2IiAAAzJ49G7Nnzy5wW/W3288ryvmlpKQgKysLAF76LXVJ1feilJQUzbe/+c1xpB61rjTCdYsWLXQOMqO2Zs2afAOcl5cX1q9fD4VCke/+GRkZOpcXNJ9T9erVkZKSorMlraD9XF1d4efnV+QWuGrVqulcrn7NPP/tvPr53717N3bv3l3gcZ9//hcsWICJEyfiwIEDOHDgACpXrozGjRujTZs26N+/v1YNNWvWxLx587BkyRIsWrQIixYtQvXq1dG0aVN06dIFvXv3LtaHnMJMI1DU51TdOuno6Fhi9wOpX+e2trb5hmT1Pbj5vSfye52U9LVVX4v86rS3t0d0dLSmNaQo1OdW0Gu+oOvg4ODw0sGUqlevrnN5ZGQkRFFETk6O1gBKuiQnJxe4Xi00NBRTp07Ncx/e8/L7fVEcL7t+EokErq6uSE1N1Xn9ivK3JCkpCUuWLMmz7ZtvvqlpsVPT9T4URRHbt2/HokWLMGrUKBw9elTrd0Jxrt3YsWNx+/ZtXL16FePGjYOJiQnc3NzQqlUrvP3221ohMSUlRbN/YQamSUlJgbOzs+Z37ct+LxcU4J5/76SnpxertZroRQxwVO68bBS010X9reGLBEEAAHTs2PGlN6nr+uBd2uf3qvWVFydPnsSaNWtgYWGBb775Bm3atIGTkxPMzMwgkUiwfPly/Prrr/k+z6WpqI9ZlNeM+vlXj55WkOe7ZdapUwfHjx/HlStXcP36dfj4+OD27du4fv061q5dix9++EFrhLeRI0eiT58+OHv2LG7fvo3bt2/jyJEjOHLkCNasWYNt27aVSKvc88ryc1pU+bU0ACV7ba2srJCUlJRv8GjYsCGio6Nx//79Yp3Hq3hxJNeibKN+jgsaaKaopk+fjsDAQHTt2hXjxo1DnTp1YGlpCRMTE8jl8pcGxdetKL8XsrKytEYCVmvdunWeAKeLRCLB8OHDsWfPHvj5+WHLli2aLp5A8a6dubk5Nm7ciHv37uHSpUvw8fGBj4+PZlTRDz/8EN9++y2A/36vAfn3BHleSc659/yUCfmNEk1UVAxwRMWk/gWfmZmpc/3z0xM8r2rVqggJCcH777+P3r17l1p9wLNv+M3NzZGdnY0nT57kmSrgddRna2sLU1NTyOVyRERE6AwF6lafkh62+lUcO3YMwLN7bIYOHZpnfWhoaIH7R0ZG5rtO/drQdb4F7ade5+LiUuBjvwr1t/LNmzfH/Pnzi7SvsbExOnfurPmGOyMjAxs3boSXlxe+/fZb9OjRI88oe0OGDNF07w0ODsZXX30FHx8fLFu2DD/99FMJndUzxXlO1dcjPj4e6enpJdIKp37e1a0Culq3XvU9UVLX1sHBAUlJSVojNz6vW7duOH36NC5fvoyEhIRCjZyopj439bnqUlq/G9TvIYlEgv/973+v/MVYcHAwAgIC4ODgAC8vLxgba3+8CgsLe6Xj61KY66f+nfGq1+9lrUxFOY6fnx9CQkI0y1712rm7u2ta25RKJU6fPo05c+Zg+/bt6NWrF9q0aQM7OzuYmZkhJycHs2fPLvRIvurrlt/f85etA6B579jY2BjMZOxU9pWNpgoiA6T+xf78H6Lnqe8le5F6WHD1h8nSZGRkhHbt2gFAvoMhvKik6zM2Ntbce6HrG1wA2LNnD4D/7jkpC9QDtOhqZUxMTHzpDf5XrlzR2a3swoULSElJ0dxL+KKAgACdXToDAwPx8OFDSKXSPDfnlyT183/27Nl8B1kpLEtLS0ybNg3W1tbIzs5+aeitU6cOxo0bB+C/wTNKUnGeU0dHR9SrVw+CIGhepy+j/pD24lxXai4uLpqugXv37s2zXhRFzXulpN4Txb226sFngoODda7v168fqlevDoVCgQULFmi1dOjy4MED5OTkAABatWoFqVSa732ocXFxuHTpEoCS/93g7OwMNzc3ZGZmah7jVahfW05OTnkCCAAcPHgw333Vrxf1vZiF1bp1awDA0aNHdb5XT506hdTU1Hx/1+iDOmw+/0XOq1y7FxkbG6N3796ae7PVr6vn/xYW5W9bq1atIJFI8PDhQ53vAX9//5cGW3W30IYNGxb6cYlehgGOqJjc3d1haWmJoKAg7N+/X2vdsWPHsGXLFp37DRkyBNWrV8fx48fx888/6+yaFB8fX+jA9TKffPIJjI2NsW3bNmzbti1P97CoqCg8ePCgVOv7+OOPAQB///03rl27prVu7969OHv2LExMTLQm79Y39Y38u3bt0roXJD09HXPmzNHqFqNLTk4OFixYoPmwCjy7Z0V9P96wYcN0doMTRRELFizQGuEzPT0dCxYsgCiK6NmzZ773rpSEBg0aoFevXoiOjsbUqVN1tghmZWXh4MGDmgEusrOzsXHjRp33RN66dQtpaWmaieMB4Nq1a5r5xZ4niiLOnz8PoHS65xb3OVXPA7ZixQqcOHEiz/qgoCCtD3f29vYwMTFBQkJCvi1XY8aMAQCsW7dOK7yIooh169bh0aNHsLa2LvTgQ2olfW3VwcnHx0fnehMTE6xcuRKVKlXCqVOnMHnyZJ0tQikpKVi5ciU++OADzbWvVq0aevfuDVEUMX/+fK17zbKysjB//nzk5uaiWbNmOgcweVUzZ84EAMybN0/nBNmiKMLX1xeXL19+6bFq164NIyMjPH78OM9gTGfPnsVff/2V777qLwMLuv9Llz59+qBatWqIi4vD4sWLtb4wiIiI0PyuGTlyZIFdbl8H9T1w6pEYnx9BtbjXbtu2bTq/QI2Pj9f8TXv+tT516lSYmJjg559/xr59+3R+2fD48WOcPHlS83O1atXQo0cPCIKABQsWaP09TE1N1fxeLoj6vdOmTZsCtyMqCnahJComMzMzTJs2DYsXL8acOXOwY8cOODk5ISQkBEFBQZg0aRLWrVuXZz8LCwv8+uuvmDhxIv744w/s2rULbm5ucHZ2Rk5ODkJDQxEcHAwHB4cif3jTxd3dHT/88AO+/vprLFq0CBs2bECjRo0giiIiIiLg7++PKVOmaL6hLY36OnfujEmTJuGXX37Bxx9/jObNm6Nq1ap48uQJ/Pz8YGRkhAULFqBu3bqvfL4l5aOPPsKBAwdw4cIFdO/eHU2bNoVCocDNmzdhZmaGQYMGFdgi89577+H8+fPo3r07WrRooZnIOysrC82aNcP06dN17ufp6YnAwEB0794dHh4emom8U1JSULt27SJ3ayyO//3vf0hLS8PFixfRu3dv1KtXD66urhBFEVFRUfD394dCocDRo0dRpUoVKBQK/Pjjj1iyZAlkMhlq1aoFExMTREVF4e7duwCefZGg7rYUEBCgGb68QYMGcHJyQm5uLh4+fIioqChYWVlhxowZJX5exX1Oe/TogVmzZmHlypWYPn063nzzTdSrV08zkXdQUBAWL16sGQnWxMQEnp6eOHHiBN577z20aNFCcy+WeqjyYcOGwcfHBwcOHMCgQYPQqlUrzUTeT548gZmZGZYuXVrkSdtL+tp27twZJiYmuH79OlQqFYyMjPJs4+7ujq1bt2LmzJk4d+4czp8/jwYNGsDV1RVSqRRPnz7FgwcPoFKpUKNGDa1BVObPn4+QkBD4+vqiR48e8PDwgJGREW7evImkpCS4urpi6dKlRboGheXp6YmvvvoKP/30EyZNmoRatWrhjTfegKWlJZKTk+Hv74/ExESMHz/+paPt2tvbY/jw4di8eTNGjx6Nli1bwsnJSfM7Tv37T5devXrB29sbX3zxBTp06KC5T2rs2LGaLx10MTU1xapVqzB+/Hj8/fffuHjxIpo0aYLMzExcv34dubm56NChA6ZMmVL8i1QMp0+f1upWmJaWhuDgYE0LfP/+/dG3b1/N+uJeu127dmHRokVwdXVF3bp1Nc/brVu3kJOTgzZt2mhNIdKwYUP8/PPPmDdvHubOnYuVK1firbfegp2dHVJTU/H48WPExMTg7bff1ppmYP78+fD398eNGzfQrVs3tG7dGqIowtvbG7a2tvD09NT5BYCaumVf17QfRMXFAEf0CkaPHg1bW1ts3rwZDx8+RGBgIBo1aoQvv/wSNWvW1BngAKBu3bo4ePAgduzYgdOnTyMgIAB3796Fra0tXFxcMGbMGPTo0aPE6nzvvffQqFEjbNy4EdevX8e5c+dQqVIlODs7Y/jw4XmmDCiN+mbOnInmzZtj69at8PX1ha+vL+zs7NC7d2+MHTtW57DS+lSjRg3s27cPK1euxO3bt3Hu3Dk4Ojqib9++mDZtGv7+++8C93d1dcXu3buxcuVKXL9+HampqahWrRreeecdjB8/Pt/BFWxsbLBr1y6sXLkSFy5cQGJiIqpUqYJ+/fph6tSppTKc+4ssLS3x559/4ujRozh48CD8/Pzg7++PypUrw8nJCf369UO3bt003QAtLCywcOFC3Lx5Ew8fPsTVq1ehUCjg5OSEnj174oMPPkDbtm01x/f09ERGRgZu3bqFsLAw+Pr6wszMDC4uLpgwYQKGDx9eKvf5vcpz+sknn6BNmzbYsmULbt68iVOnTqFy5cpwcXHBuHHj8ny7vmjRItja2uLSpUs4ceKEpkVMHeAkEgmWLFmCTp06YefOnfDz80N2djaqVKmCgQMHYvz48QV+eM9PSV/bKlWqoFevXjh8+DAuX76c7wh+7u7uOH78OA4cOIAzZ85ofh9KJBI4Ojqie/fu6NWrF3r27Kl1H5CdnR127NiBLVu24OjRo7hy5QoEQYCrqyuGDBmCMWPG6Jy3r6SMGjUKbdq0wdatW+Ht7Y1r165BKpWiSpUqqF+/Prp06ZJnzrD8fPnll3Bzc8P27dvx4MEDGBkZQSaTYcWKFXj77bfzDXAffPABMjMzcfDgQVy4cEHTHfLdd9996WvA3d0d+/fvx++//46LFy/i1KlTMDU1RYMGDdC/f38MHjxYZ7fE0uTv76/VqmxiYgI7Ozt4enpi0KBB6N69e559inPtZs2ahfPnz2v+nqhHeHR3d8egQYPQt2/fPOfep08fNG7cGFu2bMHVq1dx584dqFQqVKlSBTVr1sTw4cPz3Pvt6OiIXbt2Ye3atTh16hTOnTsHBwcHvP3225gxY4bO0TnVHj58iICAAHh4eOichoCouCSiIQy3RURkINasWQMvLy9MnTr1pUPaP2/v3r2YN28eBgwYUOC0B0Sv27179zB48GD07NlTM6k5Eb3cd999h61bt2LdunVsgaMSxXvgiIiIKF/u7u545513cOrUqQInvSei/0RHR+Off/5B69atGd6oxDHAERERUYFmz54Nc3NzrFixQt+lEBkELy8vKJVKfPXVV/ouhcoh3gNHREREBXJ2ds53JEoiyuuHH37Q3PNKVNJ4DxwREREREZGBYBdKIiIiIiIiA8EAR0REREREZCAY4IiozPL09ISbmxvc3Nzw/fffF7jtH3/8odm2QYMGedaPHDkSbm5u8Pb2LlINa9asgZubW5GHT9+7dy/c3Nwwd+5creXe3t5wc3PDyJEji3S84lA/VmH+o1eT3/NdkMjISM31d3d3R0xMTL7bNmjQAG5uboiMjCyJckuEuv7nJ0suDZ988onmOj1+/LjAbeVyOZYvX46ePXuiUaNGRa7vdZ0TEdGr4CAmRGQQDh06hNmzZ8PU1FTn+j179rzmigzLgAED9F1CHurgGBAQoOdK9C83NxerVq3C4sWL9V2KxsiRI3Hjxg1s3rwZHh4eeqkhLi4OFy9e1Py8e/dufPnll/luv3LlSmzYsAFVqlRBt27dYG5uDjs7u9dRKhHRa8MAR0RlXqNGjfDgwQOcOXMGffr0ybP+zp07CAkJQePGjXH//n2dx/jpp5+QnZ2NatWqlXa5ZRInBy+7JBIJTE1NceDAAYwZMwZ169bVd0llxv79+6FSqeDs7IzY2FgcPHgQn3/+eb5f5Bw/fhwAsG3bNtSuXbvIj+fs7IyjR4/CxMTkVcomIipV7EJJRGXeoEGDAOTfyrZ7926t7XSpVq0a6tSpA3Nz85IvkOgVSKVSjBgxAiqVCsuXL9d3OWWK+j0/d+5c1KhRA8nJyThz5ky+2z99+hQAihXeAMDExAR16tRBzZo1i7U/EdHrwBY4IirzZDIZGjVqhCtXriA2NhbOzs6adZmZmTh27BhcXFzQoUOHfI9RUHewnJwc/P777zh06BCePn0KW1tbtG/fHjNmzCiwLqVSia1bt2LPnj0IDQ1F5cqV0apVK0ydOrXY55qamopNmzbhzJkzCA8PhyAIqFmzJvr06YOPP/74tQRQhUKBo0eP4uLFi/Dz80NcXByUSiWqVq2Kjh07Yvz48VrPgVp6ejr++OMPnD17FhEREVAqlbC1tYWrqyvatm2LyZMnw8TEBGvWrIGXl5dmvxfvwTtz5gxcXV1fWufJkydx4cIF+Pr6IjY2Fjk5OXB0dISHhwfGjx+PN998M88+c+fOxb59+7B48WK0atUKq1evxtWrV5GamgoXFxf07dsXU6ZM0dnCUxrPt9rEiROxe/dunD17Frdv30aLFi0KvW92dja2bNmCY8eOITQ0FIIgwNXVFd27d8eYMWNgY2OjtX1kZCS6deuG6tWr49SpU9i8eTMOHDiAsLAwZGVlYfPmzRg1apRm++f/PwAsXrwYAwcO1FomiiJ27dqFnTt3IiQkBEZGRmjSpAmmTZuGZs2aFeOKADdu3EBoaChsbW3RvXt3hIaGYtWqVdi9e3eelnhPT09ERUVpfn7+NaWuV/26mzp1KgYNGgQvLy9cuXIFCQkJ6NevH3788Ueta3P27Nk8NWVnZ2Pnzp04ceIEgoKCkJ2dDUdHR7i5uaFv377o16+fZtuoqCgcOXIEly9fRnh4OBISEmBmZoa6deuif//+GDJkCKRSfo9OREXHAEdEBmHQoEF48OAB9u7di0mTJmmWHzt2DFlZWRg1ahQkEkmRj5udnY3Ro0fj7t27sLCwQIcOHVCpUiVcvnwZ58+fR5cuXXTuJwgCZsyYgdOnT8PExAQeHh6wtraGr68vBg8eXGBrYH6CgoIwbtw4REdHw9HRES1atICxsTHu37+PVatW4eTJk9iyZQusrKyKfOyiSExMxOzZs2FlZYU6derAzc0N2dnZePToEbZs2YIjR45gx44dqFWrlmaf7OxsfPjhh3j8+DHs7e3Rpk0bWFhYID4+Hk+ePMG6devw8ccfw8TEBPXr18eAAQOwb98+AHnvz7OwsChUnTNnzoSpqSnq1KmDNm3aQKlUIjAwEHv37sXx48exYcMGNG/eXOe+jx49wg8//AAbGxu0atUKqampuHPnDtavX4+goCCsXbtWa/vSeL6fZ2Njg/Hjx2Pp0qVYunQp/v7770Ltl5KSgtGjR+PRo0ewtLREmzZtYGJighs3bmD9+vU4fPgwNm3apDMQi6KIqVOn4tKlS2jZsiXq1KmDwMBAVKlSBQMGDMClS5eQkJCADh06wNHRUbOfrtapefPm4fDhw2jRogW6dOmCR48e4cqVK7h58ya2bt2KJk2aFPmaqFvW+/XrB1NTU00Iu3r1KqKjo1G1alXNtr169UJycrLO19SL9YaGhmLAgAEwMTFB8+bNIYpioe6Ti46Oxrhx4xAUFARzc3M0b94ctra2iI2Nxa1bt/D48WOtAHfgwAGsWrUKrq6uqF27Npo3b474+Hj4+Pjgzp07uHLlClavXl2s31tEVMGJRERlVNeuXUWZTCbevHlTTEtLE93d3cUePXpobTNs2DDRzc1NDA8PFyMiIkSZTCbWr18/z7FGjBghymQy8fr161rLf/zxR1Emk4m9e/cWY2JiNMuzsrLESZMmiTKZTJTJZOLq1au19tu6dasok8nEdu3aiUFBQZrlCoVC/PbbbzX7zZkzR2u/69evizKZTBwxYoTW8uzsbLF79+6iTCYTV6xYIebm5mrV8umnn4oymUycO3duIa/ef48lk8kKvY8oimJ6erp4+vRprRpEURTlcrm4bNkyUSaTiePHj9dat2/fPlEmk4njxo0T5XK51jqVSiV6e3vnOV5xanvekSNHxMzMTK1lgiBonpu+ffuKgiBorZ8zZ47mcZcvXy4qlUrNuoCAALFp06aiTCYT79y5o7VfcZ/vgrz4es3OzhY7deokymQy8fTp01rb1q9fX5TJZGJERITW8pkzZ4oymUwcPHiwmJSUpFmekZEhjhs3TpTJZOLQoUN1Pq5MJhM7deokhoSE6Kwvv/eMruN07dpV6zhKpVKcN2+eKJPJxDFjxhT6mqip3+8ymUx89OiRZvmYMWNEmUwmenl56dyvoNfU6tWrNes///zzPK/H58+pa9euWstVKpU4cOBAzfkkJiZqrc/JyRHPnz+vtczX11cMCAjI8xgxMTHiu+++K8pkMvHo0aO6LwARUQHYdk9EBsHKygo9evRAWFgYbty4AQAICQnBnTt30KpVK9SoUaPIx8zJycHOnTsBPGtBeL5boLm5ORYuXIhKlSrp3HfTpk0AgKlTp6JOnTqa5cbGxpg3b55Wi0Vh7Nu3D+Hh4ejataumZen5WhYtWgQHBwccPHgQqampRTo2gAKnEJg8ebLWtpaWlujWrVueboQmJib49NNP4eTkhEuXLiEjI0OzLiEhAQDQvn37PANASKVStG7dOt+BJ4rr7bffztNaJ5FIMHz4cDRr1gyBgYEIDg7WuW/Dhg0xc+ZMGBkZaZbJZDK8++67AICrV69qbV/Sz7cuZmZmmu6YK1asgEqlKnD7p0+f4vjx45BIJFi0aJFWK1LlypXx/fffo1KlSpoWH11mzZqFN95445Vr//rrr7WOY2RkhFmzZgF41hVSoVAU6XiHDx9GTk4OGjZsiHr16mmWv//++wCeTdsgimKxarW1tcX8+fOL9Ho8e/YsHjx4AEdHR6xevRr29vZa6ytVqoTOnTtrLXN3d4dMJstzLGdnZ3zxxRcA/ht0hYioKNiFkogMxqBBg3Do0CHs2bMHrVu31gxwUNzua35+fsjMzISdnR06deqUZ72joyPat2+f516Y2NhYhIWFAYDmA//zKlWqhN69e2PLli2FruXChQsAoHOUTeDZB/JGjRrhwoULuH//foH3++lS0DQCuubNAwB/f39cu3YNkZGRyMrK0nxgVqlUEAQB4eHhmn0bN24M4Nl8fLa2tujSpQtsbW2LVGNxhIWF4dKlSwgLC0NmZiYEQQDwX6B88uQJ3nrrrTz7de3aVWfXNXU4i42N1Swrjec7PwMHDsRff/2FwMBA7Nu3TxNYdLl58yYEQcgTctScnZ3RoUMHnDlzBt7e3jq7k/bq1euVazY2NkbHjh3zLHd0dISNjQ1SU1ORkpJSpJD7zz//AMj73u7WrRtsbW0RGRmJ69evo23btkWut23btkXuhnzp0iUAz7pzVq5cudD7yeVyXL58Gffv30diYiIUCgVEUURmZiaAZ69PIqKiYoAjIoPRpk0buLq64sSJE/jyyy9x4MABWFpaonfv3sU6nvpDevXq1fPdRte9Q+oJl+3s7PL9MFeYQTieFxERAQCYPXs2Zs+eXeC2SUlJRTo2ULRpBLKysjB79mycOnWqwO2eb4FTDxyyYcMGzJkzBxKJBLVq1ULz5s3RrVs3eHp6luiADSqVCosWLcLOnTsLbIl5vsbnPX//1PMsLS0BPPvgrVYaz3d+1C1XU6ZMwZo1a9CvX798W4HVr9+CHlt9/9fzgVTNwcGhRAbFcXR0zHfYfUtLS6SmpiI3N7fQx/P394efnx8qVaqkdU8ZAJiamqJfv37YsmULdu/eXawAV9D7PT/q0S11DYyTn7t372LWrFmafXXJ7/VJRFQQBjgiMhgSiQQDBgzAmjVrMGfOHMTHx2Po0KEwMzPTd2mvTN1y1LFjR1SpUqXAbUt7Lrvly5fj1KlTePPNN/HZZ5+hcePGsLOz03Q5GzZsGHx8fPIEp88//xzDhg3DuXPncPv2bdy5cwd79+7F3r170bhxY2zevLnQA5S8zObNm7Fjxw44Ojpi7ty5aNasGapUqaIJO5999hkOHz6cb7gry6P/de/eHc2aNYOPjw+2bNmCcePGlcrjlNT7pqSvpXrwEiMjI0ycODHP+pSUFADAqVOnkJaWBmtr6yId/3X8vsjOzsaUKVOQkJCAgQMH4oMPPkCtWrVgaWkJIyMjPHnypNhfPBERMcARkUEZOHAg1q5di3PnzgEofvdJAHBycgIAreHHX6RrnfpeueTkZGRmZupslSnomLpUrVoVISEheP/99/X+we7YsWMAnt2HpatrXmhoaL77urq6YuTIkRg5ciQA4N69e/jiiy9w//59/PHHH5g+fXqJ1rhw4UJ069atSDUWVWk83y/z+eefY/jw4fjtt98wZMiQAutSt97qol6na9qHskgul+PQoUMAnrUE53fvHgDk5ubi0KFDGD58eKnXpW6xDQkJKdT2N2/eREJCAho2bIjFixfnWa/ukktEVBxl9ytIIiIdqlWrprkPpmnTpsUanlytUaNGsLCwQHJyMi5fvpxnfUJCAq5cuZJnuYuLi2bQlMOHD+dZL5fLizw4gfoePHUw0Sf1ICm6uppdunQJycnJhT6Wu7s7PvzwQwDPhu5/nrrbnVKpLNEaAwMD4e/vX+Rj5qc0nu+XadmyJbp27YrU1FT8+uuvOrdp1aoVpFIpHj16pPN84+LiNPduvTj3YWGon5+XDaZSkk6ePImUlBQ4OTnh4cOHCAgI0Pnft99+C+C/1rrSpn5/Hj58GFlZWS/dXv36zK+r7sGDB0uuOCKqcBjgiMjgeHl5wdvbWzOCZHGZmZlh6NChAJ5N9hsXF6dZl5OTgwULFiAnJ0fnvh999BEAYM2aNVojHapUKvz0009axyqMIUOGoHr16jh+/Dh+/vlnnffGxMfHY9euXUU6bnGo7/N5cVCOkJAQzQfnF506dUozqMbzFAqFJkS8GLbUrUJBQUHFrnHbtm1ajxkXF4c5c+YUKxQWpKSf78L49NNPIZVKsXXr1jzXFXj2ZUbv3r0hiiLmz5+vFayzsrIwf/585ObmolmzZvnOh1cQ9fMTGBhY/JMoInUge/fdd7VGCH1R3759YWJigocPH+b5YqA0eHp6okGDBoiLi8OMGTPyfImRm5urGYgI+G8wnGvXruV5fe/cuRNHjx4t9ZqJqPxiF0oiqtCmT5+O27dv4969e+jVqxc8PDxQqVIl3L59GwqFAu+99x7279+fZ7/hw4fjypUrOHfuHPr37w8PDw/Y2NjA19cX8fHx+OCDDwo9GTPwbPLqX3/9FRMnTsQff/yBXbt2wc3NDc7OzsjJyUFoaCiCg4Ph4OCQb5e6gsydO7fA9dOnT9fcWzd16lRMnz4dq1atwrFjx1C3bl0kJibi9u3baNGiBZycnODj46O1/40bN7B582bY2dmhQYMGsLe3R2ZmJnx9fZGYmAhnZ+c893L17NkTf/75J0aPHo02bdpouiZ+/vnnL51Y+ZNPPsGlS5ewa9cueHt7o0GDBsjIyMDNmzdRo0YN9OjR46WDsBRFST/fhSGTyfDee+9h7969+W4zf/58hISEwNfXFz169ICHhweMjIxw8+ZNJCUlwdXVFUuXLi3W4/fq1Qt79+7Fzz//jGvXrsHe3h4SiQSDBg0qViB8mYiICFy/fh1AwaOmAs8mPu/atStOnjyJ3bt345tvvinxep4nlUrh5eWFsWPH4uLFi+jatStatGihmcjb398f1tbWmhFrGzRogG7duuHMmTN47733NK+XR48e4cmTJ5g4cSLWr19fqjUTUfnFAEdEFZqFhQU2b96M3377DYcPH8bly5dhY2ODtm3bYubMmdi3b5/O/dQf6NSj4d24cQMWFhZo0aIF1q5di4cPHxb5A33dunVx8OBB7NixA6dPn0ZAQADu3r0LW1tbuLi4YMyYMejRo0exzjO/81D76KOPNAGuZ8+e2Lp1K7y8vODv74+IiAjUqFEDU6dOxZgxYzB27Ng8+w8cOBBmZma4ffs2goKCkJSUBCsrK1StWhUfffQRhgwZkieUzZw5E1KpFKdOncLp06c1c4VNmjTppQGuSZMm2LNnD1auXIn79+/j7NmzqFq1KkaMGIFJkybh+++/L8rleanSeL4LY/r06Thy5Ei+ozja2dlhx44d2LJlC44ePYorV65AEAS4urpiyJAhGDNmDGxsbIr12F26dMH333+Pv//+G9evX0d2djYAoEWLFqUS4NRzuzVq1Ejn1A8v6t+/P06ePIlDhw5h9uzZ+Y7WWVKqV6+OPXv2YPv27Thx4gR8fHygUCjg6OiIVq1a5Rkxc9WqVdi8eTP279+P27dvo1KlSmjUqBG+/vpr1KpViwGOiIpNIhZ3JkwiIiIiIiJ6rXgPHBERERERkYFggCMiIiIiIjIQDHBEREREREQGggGOiIiIiIjIQDDAERERERERGQgGOCIiIiIiIgPBAEdERERERGQgGOCIiIiIiIgMBAMcERERERGRgWCAIyIiIiIiMhAMcERERERERAaCAY6IiIiIiMhAMMAREREREREZCAY4IiIiIiIiA8EAR0REREREZCAY4IiIiIiIiAwEAxwREREREZGBYIAjIiIiIiIyEAxwREREREREBoIBjoiIiIiIyEAwwBERERERERkIBjgiIiIiIiIDwQBHRERERERkIBjgiIiIiIiIDAQDHBERERERkYFggCMiIiIiIjIQDHBEREREREQGggGOiIiIiIjIQDDAERERERERGQgGOCIiIiIiIgPBAEdERERERGQgGOCIiIiIiIgMBAMcERERERGRgWCAIyIiIiIiMhAMcERERERERAaCAY6IiIiIiMhAMMAREREREREZCAY4IiIiIiIiA8EAR0REREREZCAY4IiIiIiIiAwEAxwREREREZGBYIAjIiIiIiIyEAxwREREREREBoIBjoiIiIiIyEAwwBERERERERkIBjgiIiIiIiIDwQBHRERERERkIBjgiIiIiIiIDAQDHBERERERkYFggCMiIiIiIjIQDHBEREREREQGggGOiIiIiIjIQDDAERERERERGQgGOCIiIiIiIgPBAEdERERERGQgGOCIiIiIiIgMBAMcERERERGRgWCAIyIiIiIiMhAMcERERERERAaCAY6IiIiIiMhAMMAREREREREZCAY4IiIiIiIiA8EAR0REREREZCAY4IiIiIiIiAwEAxwREREREZGBYIAjIiIiIiIyEAxwREREREREBoIBjoiIiIiIyEAwwBERERERERkIBjgiIiIiIiIDwQBHRERERERkIBjgiIiIiIiIDAQDHBERERERkYFggCMiIiIiIjIQDHBEREREREQGggGOiIiIiIjIQDDAERERERERGQgGOCIiIiIiIgPBAEdERERERGQgGOCIiIiIiIgMBAMcERERERGRgWCAIyIiIiIiMhAMcERERERERAaCAY6IiIiIiMhAMMAREREREREZCAY4IiIiIiIiA8EAR0REREREZCAY4IiIiIiIiAwEAxwREREREZGBYIAjIiIiIiIyEAxwREREREREBoIBjoiIiIiIyEAwwBERERERERkIBjgiIiIiIiIDwQBHRERERERkIBjgiIiIiIiIDAQDHBERERERkYFggCMiIiIiIjIQDHBEREREREQGggGOiIiIiIjIQDDAERERERERGQgGOCIiIiIiIgNhrO8CiIiIXhdRFCGKgPjsp2f/an4GIHn2P//+A4n477/PrZZIJCAiItIXBjgiIjIIgihCJTwLYFIJYCSV6AxTSkFARo4SqdkKJGfJkZ6jhFIlQimImmMIggiV+v+LIlQCMKBFdTzKzMHDjGxIIXn2GBIJpPj3XwlgBAkqSSWwNTGCrbExrI2NYGksRSWp7g4toihCJQLCvxHRCBIYSRkAiYio+BjgiIhIbwRRhEolwkgqgfSFYJOjUCH93yCWlClHUqYcKdlypGQpkJql0Pz/lOxnP6dmK5CSJUemXFWsWt5rXh3H41OxIiy2yPuaSiSwNjaCtbERbF7419bkhZ+NjWBnYgxbk2f/2hgbaV0PpSjCSCKBEVv6iIhIBwY4IiIqVYLwrPXL2EgC6b+hRKkSEJWSjeD4TIQmZCI0MRNhiVmITs1GcpYCadkK5CoFPVdeeHJRRIJCiQSFssj7WhhJUaOSKWqYm6KmmSlq/PvfGxaV4GpmqjPgGUv+u5ZERFSxMMAREdErU3dFNH6uW2OuUoXIpGwExWcgNOFZQAtNzER4UhaepmRDEF9y0AoiSyUgICsHAVk5OtdbGknh+m+oq2n2X9B7w/xZwLN6LuApBBFGEjDcGbA1a9bAy8tL87OdnR1kMhmmT5+Oli1b6rGy4jl9+jRiY2MxfPhwreVz587FgwcPcPjwYT1VVjwRERH4+uuvce/ePWRlZWH//v2oX7++vssqFWlpadi0aRP69OmDt956S7M8MjIS3bp1w6pVq9C7d289VlhxMcAREVGhCeqgZvTsnq8suRLhSVkIjstAqDqg/ftvXHouRIa0V5ahEuCfmQP/TN0Bz8pIihpmpnjLwgyNrMzhbmUOdysL2Js8+xOvFEVIAHbJNCBmZmbYtGkTACAmJgbr1q3D6NGjsXfvXshkMj1XVzSnT5/GgwcP8gS4yZMnIysrS09VFd+qVasQERGB1atXw8rKCrVr19Z3SaUmLS0NXl5eqFu3rlaAc3Jyws6dO8v1uZd1DHBERKSTKD7r+mjyb1hLzVbgTlgyfCKS4RuRCr+nqUjIkOu5SkpXCXiYmYOHmTk4GJ+iWe5oaozGluZoZGWORpbmaGZVGTXMTQH8e++hCJhwQJUySSqVomnTppqf3d3d4enpiR07dmD+/PnFPm5OTg7MzMxKoMJXV7NmTX2XUCwhISFo2bIlOnbsqJfHz+85lMvlMDY2hjSfAZVKkqmpqdbrk14/zgNHREQAAIVKgPBvk1muUoU74Sn462oopm6/gw4/nUWThSfx8V83sfpMEC48jmd4K+Pi5UqcTUrH6rA4TPALQ6vrD/HWxXt4904gvgmMwj8xSXiUkQ3lv31ZRVGEXBAgstm0zKlWrRrs7e0RGRmpWbZ3717069cPjRs3RseOHbFixQqoVCqt9W5ubvDx8cHHH3+Mpk2bYsmSJQCA2NhYzJ49G+3atYO7uzt69+6tafEr6vHv3r2LUaNGoUmTJvD09MTu3bs128ydOxf79u1DYGAg3Nzc4Obmhrlz52rWvfPOO1qPGRAQgLFjx6Jp06Zo0aIFpk+fjqdPn2pt4+bmht9//x1r1qxBu3bt4OHhgXnz5mm15qWlpeHrr79Gx44d0bhxY3Tu3BmzZs166XW+efMmhg0bBnd3d81xU1JSADzrNujm5gY/Pz8cOHAAbm5u8PT0LPB4+/fvx3vvvYfGjRvDw8MD48ePR1RUVJHP97fffsPPP/+M9u3bo23btgAAT09PLFq0CL///ju6du0Kd3d3pKSk6LyuaWlpcHNzw969ezXL1Pv/8ccf6NixI5o0aYJJkyYhLi5Oc77dunUDAMyYMUPz/EVGRmquxfHjxzXHEwQB69atg6enJxo1aoTevXtjx44dWnWsWbMGzZo1Q0BAAD744AM0adIE77zzDi5duvTS54a0sQWOiKgCUv37od1IKoEgiAhJyMCtsGT4RqTANyIVAbHpmm2o/MhQCbiRmokbqZmaZSYSCepaVEJjKws0tDRHU2tzNLWygKlUCuW/99Rx7jv9ysjIQEpKCpycnAAAGzduxM8//4yPPvoIc+fORXBwsCZgff7551r7fvbZZxg6dCgmTpwIc3NzJCcnY+jQoQCAWbNmwdXVFWFhYQgPD9fsU5Tjf/rppxg6dCjGjx+Po0eP4quvvoKTkxM6deqEyZMnIykpCSEhIVi6dCkAwN7eXuc5RkdHY8SIEahRowZ+/vln5ObmYsWKFRgxYgQOHjwIS0tLzbbbtm1DixYt8OOPPyI0NBRLliyBg4ODprbFixfj0qVL+Oyzz1C9enXEx8fj4sWLBV7jBw8e4OOPP4aHhwdWrVqFhIQELFu2DEFBQdixY4em2+CcOXNQq1YtTJ48Gaampvke748//sDPP/+M999/H7NmzYJCocD169eRlJSE6tWrF+l8N2/ejCZNmuCHH36AUvnfQEknT55ErVq18NVXX0EqlcLCwqLAc3zRqVOnUL16dSxYsABpaWlYunQppk2bhp07d8LJyQleXl6YOnUqPv30U3h4eAB41n1SHfKet2TJEmzevBmTJk1Cs2bNcP78eXz77bdQKpUYMWKEZjuFQoHPP/8co0aNwuTJk/H7779j+vTpOHv2LOzs7IpUf0XGAEdEVM692BUyNi0Ht8OScTciBXcjUvAgKhVZxRx6nwyfQhQ1XTDVKkklaGldGe3tLNHZzgpNrC1gLJFAIYgwZqB7LdQf1GNiYvDTTz9BpVKhV69eyMjIwOrVqzFu3Dh8+umnAID27dvDxMQEP/74I8aOHav1QXjYsGGYMGGC5ucVK1YgMTERx44dg6urKwBoWnUAFPn4/fv3x8SJEwEAHTt2REREBNauXYtOnTqhZs2asLe3x9OnT1/a5e6vv/6CUqnEn3/+CVtbWwBA/fr10bdvX+zbtw8jR47UbOvo6Ihly5YBADp16oSHDx/ixIkTmgB3//59vPPOOxgwYIBmn759+xb4+OvXr4ejoyPWr18PExMTAEDVqlUxduxYXLhwAZ6enmjatCnMzMxgb29f4Pmkp6fDy8sLQ4cOxaJFizTLu3fvXqzztbGxgZeXV573nUKhwO+//17k4KaWmZmJ33//HVZWVgAAFxcXjB49GpcuXULHjh01g7PUqlWrwPNNSkrC1q1bMXbsWEybNg0A0KFDByQnJ2Pt2rX44IMPYGRkpKn5888/R+fOnQEAb7zxBrp164aLFy+if//+xTqPiohdKImIyiGl6r+ucIFxGdhw6QnGbrqJVt+fhsf/zmDytjv47WIIbjxJYnijPHIFEVdSMrDkSQz63gmE7NJ9DPMNxvqIONzPyNZ0tVWwlbZUZGVloWHDhmjYsCG6desGb29vzJ8/Hx07doSPjw+ysrLQu3dvKJVKzX/t2rVDTk4OAgMDtY7VpUsXrZ+vXbuGNm3aaMLbi4p6/B49emj93LNnT/j5+Wl1tyyMW7duwcPDQxNmAKBOnTqoV68ebt++rbVtu3bttH6uU6cOYmJiND83aNAA+/btw4YNG/D48eNCP363bt004Q14FkKsra3zPP7L+Pj4IDs7G++//36Bj1fY8+3UqZPOL008PDyKHd7U+6vDG/AsyNva2sLX17dIx7l37x4UCkWeESn79OmDpKQkhIaGapZJpVKtLwxcXV1hZmaG2Niiz79ZkbEFjoioHBBFESrh2eiQmblKXAyMxzn/eFx4HIfYtFx9l0cGLksl4HxSOs4npeOHkGhYGUnRxtZS00JX39IcwLNAx4FRXp2ZmRm2bt0KiUQCOzs7VK1aVTM4RXJyMgBotS49Lzo6WuvnKlWqaP2ckpKCunXr5vvYRT2+g4NDnsdTKBRITk7O89gFSUtL0zkcv4ODA1JTU7WWWVtba/1sYmICufy/e3K/+eYb2NjYYOPGjViyZAmqVq2KCRMm4MMPPyzw8V88l/we/2XU982pu7zm93iFPV9ddRW0vLB07W9vb4/4+PgiHUdd74vPt/pn9fUAnr22X+x6amJigtxc/p0qCgY4IiIDpVQJMPp33rXAuAycfhiL84/jcScsWTMwBVFpSFcJOJWYhlOJaQAAO2MjtP030HWxt0Idi2ej5DHQFY9UKkXjxo11rrOxsQEAeHl5wcXFJc/6/FrW1GxtbXXew1Tc4ycmJsLZ2Vnzc0JCAkxMTIp8P5ONjQ0SExPzLE9MTCzycPVWVlb46quv8NVXXyEgIACbN2/GwoULIZPJ8p1Lr6DHV1+TwlK3qsXFxem8hi97vBfPN78uy7qWm5qaQqFQaC3LL4DqevykpCQ4Ojrq3D4/6vPV9Vp4fj2VHAY4KhMuXLiArVu34v79+0hPT4eNjQ0aNWqEd999F2+//bbmm0f1iFbAsz9wlpaWqFGjBtq2bYsRI0agatWqWsf19PTUjPhkZGSEqlWrokOHDpgxY0a+N1KXBQEBAfjtt9/g7e2NlJQUWFtbo3nz5hg+fLhW14OS8uKEqo8ePcLp06cxbtw4mJubl/jjUfG82Mp24XE8zgXE4UJAPOLS+e0l6U+yUoWjCak4mvDsg6KjqTHa2Vqiu4M1+lSxgaWxEcNcCWnWrBnMzc0RExOTp/tiYbRt2xZ//vknnj59imrVqr3y8U+dOoUGDRpofj558iQaNmyoueepsK0rLVq0wK5du5CamqoJTCEhIQgICMCgQYMKe3p5uLm5Yd68edi9ezeCg4PzDXAtWrTAmTNnMHfuXBgbP/t4fOXKFaSlpaFFixZFekz1NdyzZw/c3d3zfbzSOF8XFxfExMQgMzMTlStX1pyHLt7e3khPT9d0o7x27RpSUlLQpEkTANB0J33Z89e4cWOYmJjg+PHjWq+FY8eOwcHBgfPFlQIGONK75cuX49dff0WPHj0wf/58ODo6IiEhAadPn8YXX3wBGxsbrflWatSogaVLl0IURaSnp+PBgwfYsWMHduzYoRlW+Hm9evXCmDFjoFQqcffuXXh5eeHx48fYtm3ba5kvpahOnz6NWbNmoW7dupg1axZq1qyJpKQknDx5EmPGjMGNGze0+qyXhBcnVH306BG8vLwwfPhwBjg9e76V7XFsBk4/isX5gDj4hKewlY3KrHi5EgfiUnAgLgUmEgna21mir6MN3nG0hZ2JMcPcK7C2tsb06dPx888/IyYmBq1bt4aRkREiIiJw5swZrFmzpsDf26NHj8aBAwcwYsQITJo0CTVq1EBERARCQ0PxxRdfFPn4Bw4cgJmZGRo0aICjR4/i5s2b+O233zTr69Spgz179uDw4cOoVasW7OzsdLYSqicqHzNmDCZNmoTc3FysXLkSVatWzbc7Z36GDRuGHj16oG7dujAyMsL+/fthYmKSb3gDgE8++QTDhg3DxIkTMXLkSM0olO7u7poBNwrLysoKU6ZM0XxW6datGwRBgLe3N/r27YvGjRuX6Pk+r2fPnli9ejW+/PJLDBkyBIGBgVpTOzyvcuXKGD9+PMaPH4/09HQsXboU7u7ums9cjo6OsLa2xpEjR+Dq6gpTU1O4ubnlOY69vT1GjBiBDRs2aOaIu3DhAg4fPoxvvvlGE+ap5DDAkV6dP38ev/76K6ZOnaoZuUitT58++OijjzTfhKmZmZlpjYbUqVMnfPjhhxgxYgRmzZqFM2fOaA2/W6VKFc32LVu2RG5uLlavXg0/P798u6iUJlEUoVAodA4/HB8fjzlz5qBFixb47bfftLbp1asXBg8enOd6lARDnVC1vFKqBE0r2/nH8TjvH4cLj9nKRoZJIYqa++fmBETCw7Yy+jra4l0nWziZmkApiDBmmCuSMWPGwNnZGRs3bsTWrVthbGyMmjVrokuXLlqDcOhiZ2eHv//+G8uWLcPSpUuRnZ2N6tWra90fVpTjL1u2DMuXL8fatWvh4OCA7777TivwvP/++7h37x6+++47pKSkYMCAAfjxxx/z1FW1alVs2bIFS5Ysweeffw6pVIr27dtj7ty5Wn/TC6N58+bYv38/IiMjIZVKIZPJsH79etSpUyfffRo1aoQ///wTy5cvx7Rp02BhYQFPT0/MmTOnWAFk/PjxsLe3x19//YW9e/eicuXKaNasmea+s5I83+e99dZb+PHHH7Fu3TpMnjwZLVq0wNKlS3WO8NijRw+4uLjg22+/RVpaGtq1a4eFCxdq1kulUixevBjLly/H6NGjIZfLcebMGZ2PO3v2bFhZWWH37t1Yv349qlevjoULF2LYsGHFPhfKn0TkjJ2kRx999BGCg4Nx/vz5QgWTF7v6Pe/ChQuYMGECFi1apJnjxtPTE126dMH8+fPzbLdy5Ur06dNH5+Oo96tWrRo2bdqk9Yvt+ZuS5XI5vLy8cOjQIcTHx6NGjRqYPHky+vXrl6fmL774AsuWLdPMh/PiaE0AsHbtWqxevRoHDx7U+S3X886fP49NmzbB398fubm5qFOnDqZNm4ZOnTppttm7dy/mzZuHnTt3Yvny5fD19YWDgwMmT56sNTrW89dVvc/zqlevjrNnzyIuLg4rVqzAjRs3EB8fDxcXF/Tu3RtTp04tcD4cejl1aMvIUeKgbxQO+j7FzdBkzsX2GgX80Acrw2KxIoyjob0OEgBNrS3wjqMN+jvZwdXMFEpRhBE4TYEhUP+tuHbtWpm+JYF00/X5iAwHW+BIb5RKJe7cuYNevXqVSKtSmzZtYGxsjLt372oCnC6RkZEACh4dCih4gku1GTNm4M6dO5gyZQrq1KmDCxcuaLqgPP8NZFxcHL7//ntMmjQJVatW1XnfAQDcvHkTTk5OLw1v6vPo2rUrxowZA6lUiosXL2LChAnYtGmTZsJNtYImWn1Rly5dMGnSJPzyyy/4448/YGVlpQlnycnJsLW1xbx582BtbY3Q0FCsWbMG8fHxWLx48UtrJm0qQYREAgiCiLMBcdh7Jwrn/OOQqxT0XRpRqRMB+KRlwSctC98FR6NBZTO842SLdx1t8VZlM6hEERIAUoY5IiItDHCkNykpKZDL5XkGHhFFUWv+GKlUWqh71SpVqgQ7O7s8w9+KoqiZx8bX1xfr169HjRo10LBhwwKP97IJLq9fv46zZ89iw4YN6NChA4Bnk53Gx8djzZo1WgEuNTUVv//+u+bG4PzExsbmG+5eNGLECM3/FwQBHh4eCAoKwq5du/IEuIImWn2Rvb29pktlw4YNtb5ZdXNzw5w5czQ/N2/eHObm5pg7dy7mz5/P++UKQRRFCCJgJJXgXmQK9tyOxOH70UjJUrx8Z6Jy7GFmDh4+icGSJzGoY14JfZ1s8K6jLRpZWUAlipCCLXNERAADHJUBL/5BPnHiBGbMmKH5efjw4YVu4hdFMc/xtm/fju3bt2t+bty4Mb777juYmZkVeKyCJrjs2LEjrly5AltbW7Rp0wZKpVKzXbt27bBgwQKoVCpNv3lbW9uXhje1wn5AiYmJwYoVK3D16lXEx8drJm3WFUx1TbS6ZMkSrRoLQxRFbNq0Cbt27UJkZKTWyFQRERGQyWSFPlZFo+4iGZmcjd23I7HPJwrhSVkv35GoAgrOzsXqsDisDotDDTNTDHS2w6hqDqhuZsoBUMqIgQMHYuDAgfoug4rp7Nmz+i6BXgEDHOmNra0tTE1NERMTo7W8bdu2mhGTJk2aVOjj5ebmIiUlJc9Ekn369MHYsWNhYmICFxeXQs9H8rIJLpOTk5GSkpJvS576HjEg7+SW+XF2dkZISMhLtxMEAZMmTUJ6ejqmT5+OWrVqwdzcHKtXr84zyaqucynuRKubNm3CTz/9hHHjxsHDwwPW1ta4f/8+Fi1axEk4dVCHttRsBfb7RGG/TxR8IlL0XRaRQYnIkWNVWCxWh8Wig50lRlZzwNtVbKHOcOxiSUQVDQMc6Y2xsTGaN2+Oa9euabUE2djYaEaHLMrAGNeuXYNSqUTz5s21ltvb2xdrtMmXTXBpY2MDe3t7reGSX3xctcK2qrVu3RrXrl1DYGAg6tatm+92YWFhePjwIdauXYvu3btrlufk5OR7LiUx0erx48fh6emJzz77TLMsODi4SMco71SCCKkEUKhEnHoUi313InHhcTwUKg5GQvQqRACXkjNwKTkD9iaRGOxij4+qVcGbFpXYKkdEFUrZmwSLKpSPP/4YcXFxWL9+/SsdJzU1FUuXLoWdnR3efvvtEqlNPcGl2osTXLZr1w5JSUkwMTFB48aN8/xXnFEZBw8eDEtLSyxevBgKRd57ory9vZGdna1p7Xp+OOeoqCj4+PjoPO6pU6e0fn5xotUXqY8rl8u1lufk5OQZQvrQoUMvOauKQT1a5O2wZMzdex8tvz+FKdvu4PSjOIY3ohKWpFDh14h4tPN+hH53ArE3Nhm5ggBBFCFwcG0iKufYAkd61aVLF0yYMAGrV6+Gv78/+vTpAycnJ6Snp+PWrVuIj49H5cqVtfbJycnB3bt3AUBrIu+MjAysXbs2z/bF9bIJLtu3b4+uXbti3LhxGDduHNzc3JCdnY2goCCEhYXhhx9+KPJjOjo64qeffsLMmTPxwQcfYPjw4ahRowaSk5Nx+vRpHDp0CN7e3njzzTfh4uKCZcuWQRAEZGVlYfXq1fmOrPmyiVZfpJ4rZ9u2bejevTvMzMzg5uaGdu3aYfPmzdi6dStq166NgwcPIiwsrMjnWV6oBBFGUgmSM+XYdC0U/9yKRFRKtr7LIqpQbqZm4mZqJr4JisIAJ1t8VL0KGliac345Iiq3GOBI7z777DO0aNEC27Ztw8KFC5GRkQEbGxs0bNgQ//vf/9C3b1+t7SMiIjB06FBIJBJYWlqiRo0aeOeddzBixIg8I1q+ipdNcAkAq1evxm+//Ya///4bUVFRsLKyQt26dV/pxu7u3btj9+7d+P3337Fs2TIkJyfD2toaLVq0wJ9//qkZWGXNmjVYtGgRZsyYgapVq2LSpEm4fv06Hjx4kOeYL5to9UUNGjTAtGnT8M8//+CPP/5A1apVcfbsWUyZMgXJyclYvXo1gGeTi3/99df45JNPin2+hkh9b1tIfAZ+uxiCg75POfQ/kZ6lKVXY9DQRm54mwt3SHMOrOWCwix3MpVIIAIx4rxwRlROcyJtIh/IywSUnWi1Z6uB2PiAOv18KwZWgvPdJkuHiRN7lj4VUinedbDGqugOaW1fmvXJEVC6wBY6IqADqeduUgoB/bkVi45UnCI7P1HdZRFQIWYKAHTFJ2BGThHqVzTCphiMGuTz7MsuYLXJEZKAY4IiIdFDf35aYKcefl59g+41wTrZNZMD8M3Mwwz8CPz2JwYQajvioWhWYSiXsWklEBoddKImInqPuJvkoOg2/XgjBkftPOYpkBcEulBWLnbERPnatgomujrAyNoIEhZ/yhYhIn9gCR0SEZ8FNKpXgfEA8fr8UAu8nSfouiYhKUbJSheWhsVgfHo8Pqtpjai0nVK1kCpUoslWOiMo0BjgiqrBEUYQoAnKVgL9vhOOvq6EIS8zSd1lE9BplCQI2RCVg09MEvOdkh5m1nPFWZTMoRZH3yRFRmcQAR0QVjrrneHx6Lv64/AQ7boQjLUep56qISJ+UIrA7Nhl7YpPR3cEaM2s5o4VNZc4nR0RlDgMcEVUogiAiNVuBlWcC8bd3OOQqzt9GRP8RAZxKTMOpxDS0tqmMGbWc0c3BmkGOiMoMBjgiqhBUgogchQrrzgdj45UnyJKr9F0SEZVxN1IzMfxeCOpVNsO0mk54z9kOoggGOSLSKwY4IirXlCoBggj8eeUJ1l8I5lQARFRk/pk5mPIoHD8+icFntZ0xxMUeAoMcEekJAxwRlUtKlQCJRIKdtyKw+kwgYtNy9V0SERm4iBw5ZvpHYF14HOa9WRV9HG3ZtZKIXjsGOCIqV9TzuB19EINlJwM4qiQRlbjHWbn4+EEomltbYH6damhja8npB4jotWGAI6JyQR3cLgclYMnxADyMTtN3SURUzt1Jy8J7PkHoam+F+XWqob6lOYMcEZU6BjgiMmgqQYSRVALfyFT8eOwRboYm67skIqpgziWl43xSAPo72eLrOtVQrZIJJAAkDHJEVAoY4IjIIKmDW1BcBhYfe4TzAfH6LomIKjARwP64FByNT8UY1yr4vLYLzI2kbI0johLHAEdEBkUQRUgARKdmY8nxABy69xT/zstNRKR3clHE+oh47IxOwqe1XfCxaxWAI1YSUQligCMig6H6dxLupScCsOtWBJQCkxsRlU3JShW+CYrCxqgEfPtWNfSqYsMRK4moRDDAEVGZp1QJkEok2HQ1FCtOPUZ6rlLfJRERFUpIdi4+uv8E7Wwt8V3d6mhoaQ5BFCFl10oiKiYGOCIqs9Qfcu5HpeLLfffxKDpd3yURERXL1ZQMdL8ZgCEu9lj4VjVYGhvBmCGOiIqBAY6IyiSVICA9R4nvjzzCnjuRvM+NiAyeCGBnTBJOJabi2zrVMbSqPacdIKIiY4AjojJFqRIglUqw/UYEfj7hj7RsdpckovIlSaHCDP9w/BObhOVuNeBqZsoulURUaAxwRFQmiKIIiUQC/5h0zNt7H/ejUvVdEhFRqbqcnIFON/wxo5YzptVy5miVRFQoDHBEpHdKlQC5SsD/jvpju3cYOLgkEVUUOYKIn57E4EBcCpa71UBzm8qaL7SIiHSR6rsAIqq4hH+T2vmAeHRdeh5brzO8EVHF5J+Zg753AjEnIAJZgsBpUogoXwxwRKQXKkFEcpYcn2y9jXGbbyE2LVffJRER6ZUIYNPTRLS7/ggnEp91I1dxBCciegG7UBLRa6USBBhJpdh5Mxw/HvNHWg4HKSEiel6sXImxD0LR08EaP7vVQBVTY45USUQabIEjotdGEEREJmdjyK/X8OW+BwxvREQFOJmYhnbej7AhMgGCKELJ1jgiAgMcEb0GSkGAShDhdS4IPVdcxI0nSfouiYjIIGSqBMwPikLf24EIysyByBBHVOGxCyURlSqVIOJpcg4mb7+NB1Fp+i6HiMgg+aRnofutAHxSwwlz36gKSABjdqskqpDYAkdEpUI9wuTeO5HoveoiwxsR0StSioBXeBz63H6MyBw5BzghqqAY4IioxClVArIVKkzbfgdf7L6HLLlK3yUREZUb9zOy4XkzADujn3VHFxjkiCoUBjgiKlGCKOJBVCp6rbyIQ/ei9V0OEVG5lKUS8GlABCY8CEWWivPGEVUkDHBEVCJUgghBELHmbBAGrb+GyORsfZdERFTuHYxPQZcb/ribnsUBTogqCAY4InplSkFAYkYuhv1+HStOPYaK3wQTEb02kbkK9PcJxLLQWAiiyHvjiMo5BjgiKjb1t71nHsahB6cHICLSG5UILA2NwQCfIMTLlZwzjqgcY4AjomJRqgTIVQLm7rmHiVtvIzVboe+SiIgqPO/UTHS+4Y/j8akAwG6VROUQAxwRFZkgiAiOz8Tbqy5jx80IfZdDRETPSVWqMM4vFLP8w5EriBzghKicYYAjokJT39v219VQvOt1GcHxGXquiIiI8vN3dBK63wpAYFYOpxogKkcY4IioUJQqAek5CozeeAOLDj9ErlLQd0lERPQSQVm56HXrMX6LjAcADnBCVA4wwBFRoXg/SUKPFRdxPiBe36UQEVERyEURC4Ke4gPfYGQoVexSSWTgGOCIKF/Cv3/kfz4RgBEbvBGfnqvnioiIqLjOJaWjx63HCMnOZUsckQFjgCMindSjTE7ccgtrzwWBf+uJiAxfeI4cfW4/xunENI5QSWSgGOCIKA+lSkBSphyDfrmKE36x+i6HiIhKUKZKwOj7T7Ai7Nnvdw5wQmRYGOCISItKEOEXnYa+qy/D72mavsshIqJSIAJY8iQGE/1CoRA51QCRIWGAIyIth+89xZD11xCfwfvdiIjKuwNxKeh3OxCJCiVDHJGBYIAjIs1gJUuO+2PGjrucIoCIqAK5l5GN7rcCcC8ji4ObEBkABjiiCu6/wUpuY935YH2XQ0REehAvV+K9O0HYHZOk71KI6CUY4IgqMO3BSmL0XQ4REemRXBQxwz8C8wOjIIgiW+OIyigGOKIKSiWIeBidhr5rOFgJERH957fIeAy/F4JslcD74ojKIAY4ogrqyP1oDF5/jZNzExFRHueS0tHr1mNE5sqhZEscUZnCAEdUgagHK/n5RACm/+3DwUqIiChfwdm56HXrMa4kp3OuOKIyhAGOqIJQD1byydbbWHsuSN/lEBGRAUhVqvDhvRD8EZmg71KI6F/G+i6AiEqfUiUgOUuO0Rtv8n43IiIqEpUIzA+KQpxcga/rVNN3OUQVHgMcUTmnFAQ8iknHmL9u8n43IiIqNq/wOKQpVfhR5goAkEokeq6IqGJiF0qickwliLgdloyhv3KwEiIienWbnyZi0sMwCADviyPSEwY4onJKJYi4EpSAURtuIEuu0nc5RERUThyIS8FH90Kg5FxxRHrBAEdUDgmiiDOPYjFu0y2ONElERCXuTFI6Bt8NRo7AueKIXjcGOKJyRhRFHL4Xjcnb7kCuYngjIqLS4Z2aif53gpCuUjHEEb1GDHBE5Ygoith1KwIzd/jwjykREZW6BxnZ6Hs7EAkKJf/uEL0mDHBE5chfV0Mxd+998G8oERG9LiHZuXj79mNE5MgZ4oheAwY4onLil/NBWHjoIXg/ORERvW5PcxXodycQj7NyoOQfIqJSxQBHVA4sOxmAn44H6LsMIiKqwBIUSvS/E4jbqZkcnZKoFDHAERm47488xJqzQfoug4iICOkqAUN9g3E+KZ3zxBGVEgY4IgMk/vtH8ev9D/DHpSd6roaIiOg/OYKIj+6H4EBcCkMcUSlggCMyMIIoQhSBz//xxdbrYfouh4iIKA+lCEx+GIZtTxM1XzoSUckw1ncBRFR46vA2Y4cPDt+L1nc5RERE+RIBzH4cCXMjKQY620Eqkei7JKJygQGOyECoBBGCKGLS1ts4/ShO3+UQERG9lAhghn84KhtJ0bOKDYwY4oheGbtQEhkAlSBCKQgY89dNhjciIjIoKhGY6BeGy8npHJ2SqAQwwBGVcYIgQhBEjP7zJi4FJui7HCIioiKTiyJG33+C22mZnCeO6BUxwBGVYeobv6f+7YNrIYl6roaIiKj4sgURw31D4J+RDaXAEEdUXAxwRGWYRCLBV/vv44RfjL5LISIiemXpKgGD7wbjSXYuQxxRMTHAEZVhy04G4O8bEfoug4iIqMQkK1UYdDcI0blyhjiiYmCAIyqDRFHE5muhWHM2SN+lEBERlbg4uRID7wYjUaFkiCMqIgY4ojJGJYg49iAGCw766bsUIiKiUhORI8dAnyCkq1QMcURFwABHVIYoBQE3niRh5o674N8yIiIq74KzczHIJwjZgsApBogKiQGOqIxQqgQExmZg/OZbkKsEfZdDRET0WjzMzMFQ32DIBZEhjqgQGOCIygClSkBMWg5GbvBGRq5S3+UQERG9VnfSsjDiXghUogiBIY6oQAxwRHqmVAlIy1Hiw9+9kZAh13c5REREenElJQNjH4RCABjiiArAAEekRypBhFwlYOQGb4QnZem7HCIiIr06lZiGGY/CIZVI9F0KUZnFAEekJ4LwrJvI2L9uwe9pmr7LISIiKhP2xCZjRWgMRLbCEenEAEekLxJg+t8+uBaSqO9KiIiIypQlT2JwLCGVg5oQ6cAAR6Qn8/c/wLEHMfoug4iIqMwRAUx9GI6AzBzOEUf0AgY4Ij1YefoxtnqH67sMIiKiMitLEDD8XghSlSoo2RJHpMEAR/QaCaKIbd5hWHk6UN+lEBERlXnRuQqMuBcCgdMLEGkwwBG9JkqVgJuhSZh/wE/fpRARERkMn/QsTOPIlEQaDHBEr4FSEJCUKcfkrXegYl9+IiKiIjkQl4JlT3jfOBHAAEdU6kRRhCgC4zffQmImJ+omIiIqjqWhMTgcl8KRKanCY4AjKmUSiQRf738A38hUfZdCRERksEQA0x6F4VFGNkempAqNAY6oFKkEEX/fCMfOmxH6LoWIiMjgZQsiRtx7ghSlkiGOKiwGOKJSolQJePg0Fd9y0BIiIqISEyNXYPi9EAjgyJRUMTHAEZUClSAiI1eJCVtuQ64S9F0OERFRueKbno2pDzkyJVVMDHBEpWTS1juITs3RdxlERETl0sH4FPz8JFrfZRC9dgxwRKXgf0cf4VpIor7LICIiKteWhcbiQFwyR6akCoUBjqgEqQQRh+89xYbLT/RdChERUYUwyz8CETlyDmpCFQYDHFEJUaoEPEnIxBf/3NN3KURERBVGlkrA2AehYHyjioIBjqgECIKIXKWAcZtuIluh0nc5REREFYpfRja+DYrSdxlErwUDHFEJkEolmPa3D0ITs/RdChERUYX0Z1QCTiSkQsn74aicY4AjekWiKGLl6cc46x+n71KIiIgqtBmPwpEgV3JQEyrXGOCIXoFSEHDhcTxWnQnUdylEREQVXopShQl+oeDscFSeMcARFZNSJSAmNQfTd/iAX/QRERGVDTdSM7HkSQxE/nGmcooBjqiYRADjN99CWrZS36UQERHRc1aHxeJaaianFqByiQGOqBhEUcSykwF4FJ2u71KIiIjoBQKASX6hyFCpeD8clTsMcERFpFQJ8I1IwW8XQ/RdChEREeUjVq7ElIdhMJLwjjgqXxjgiIpAFEUoBREzd94Fe2UQERGVbWeS0vFLeBwEtsJROcIAR1QEEokEPxx5xPneiIiIDMT/QqLhl5HN++Go3GCAIyokpUrA1aAEbPUO03cpREREVEgKUcS4B6GQiwJb4qhcYIAjKgRBFJGrFPDZP76cMoCIiMjAhOXIMcs/AlLeD0flAAMcUSFIJRLMP/AA0ak5+i6FiIiIiuFAXAq2P03kqJRk8BjgiF5CqRJw+lEs9tyJ0ncpRERE9Aq+DoxCdK6CIY4MGgMcUQEEUURmrgpz99zTdylERET0irIEATMehXNqATJoDHBEBZBKJJi79x4SMuT6LoWIiIhKwJWUDGyKSmArHBksBjiifKgEEQfuRuHYgxh9l0JEREQl6Lvgp4iXKxniyCAZ67sAorJIJYhIzpTjmwMP9F0KEdHrkZODSqcOwuhJEIxCgyDNykTWqElQtOuitZn5X+tgev1Cnt1VztWQsXBFoR7H7OAOmNzxhiQjDUIVJ8i79oG8c0+tzaRPI2G+/XcYRYRC5VwNOcM+hupNmdY2pqcPw/TKOWR8vQQwMiryKVPFlaESMNM/HDua1NF3KURFxgBHpIORVILP//FFWrZS36UQEb0Wkow0mB3ZA8G+CgTXWpA+fpjvtqKxCbJHTtReZm7x8gcRBFRe/QOMwkMg79wLgpMLjB/6wvzvDZBkZSK3zwDNdha/LoNY2RI5g0bA2PcWLH75GemLVgH/Po4kLRVmR/Yga/xMhjcqlvNJ6dgRnYjBLva8J44MCgMc0QtUgoidN8Nx/nG8vkshInptRBs7pP30K0QbWxiFBcNy8Zf5b2wkhcKjY5Efw9jHG8Yhj5E18hMo2ncFAMg794TFr8tR6egeyNt7QrS2gTQuGkaxT5H2v7UQ7atA3qYTrD8bB+OQx1A2bAoAMDvwN5R160PZoElxTpcIAPBt0FN0d7CGnYkxQxwZDN4DR/QclSAiNi0HPxx5pO9SiIheLxMTiDa2hd9eEIDsrCI9hHGQPwBA0aqd1nJ5y3aQKBQw9r3174JnA0eJFpWf/WxaCaKpqWa5NDwEJjcuI+f9UUV6fKIXpSpV2BGdxPBGBoUtcETPkUiAmTvvIlOu0ncpRERll1wO65mjIZHnQrCoDEWr9sgZMBwwMyt4P6UColQKGL3w8cO0EgDAKDwECnSD4FwVorkFzA7/g9yufWBy+xok2dlQ1XwDAGC+8y/Iu/SG4ORSGmdHFYSjqTEW13XFO062UMrlMJJKITHmR2Mq+/gqJfqXShCx8coT3HiSpO9SqKxS5sIo8BykSWGQJIdDosiGovkwCLVaa21Wad+n+R5CcJRB0eGTfNdL4oNgenld/iU06AOVW49n26bFwPjuP5CkPoVo6Qil+0CIDrW1tjcKPA9pmDcUnp8DUt4nRK9OsLFFbs93IdR4AxAFGPv5otKFkzCKDEPmp98WeD+a4FwNEkGA0ZNAqN6qp1luFPSs14M05d/fv5XMkP3hOJhvXo9Kp49AlEqRM+BDiA6OMLlxGdL4GGROnVuq50nl2wdV7bHoreowl0iQtHkLEn77DXWOH4O0cmVI2BpHZRwDHBGeTdidnCnH8lOP9V0KlWW5mTD2PwnR3A6iTTVIEoJ1bqZo8WGeZZKUCBgHX4LgJNOxx39EK2ed+xtF3IY0LgCCk9u/Gwow9v4LMLWAslE/SKMfwOT6n5D3/BIw+bcVJDcdRgEnoWj1EcMblZjcAdqvT0Wr9hCcq8LswA6Y3LkORav2+e6raNUBZkf2wHzzeuQMGwOVkwuMH91DpQsnAQAShfy5bdtD0aAJjGKfQqjiBNHaFpDnwmzfduT0HwZUMkOlw//A9PpFiJXMkPPOYCibtc7nkYmeqW1uiuVuNdHOzhK5YeEIHT8eivBwAEDcjz+h6vff6blCopfjPXBEeDZh93dHHiKLXSepIGbWyO2zAPLe30DZ6N18NxNqtszzn0QphwgJVDWav+QxrHTuj8xECJUdIdrVBABIMuIhzYiDotVICG+0g7L1aECVC0lSqOZQxn5HITjUgejsVgInT5S/3G59IUokMPa/X+B2oo0tMid/AYlSgcqrf4D119Ngvmcrsod9/Gx9pRe6YFa2hOpN2bPwBqDS8f0QrayhaNsFJlfPwfTiaWSNmIhcz7dh8cdKSOM4byfpZiQBptR0wsXW9dDKygxxS5chpFcvTXgDgJQ9e5B15w5EJUegprKNLXBU4SlVAu5HpeLA3af6LoXKOiNjwMi66PuplJA+vQexypuAuW2Rd5ckhUGamQBlvV7PHVPx7F8T82f/GpsCUhNIVHKIACQpkZBG3Ia82xdFr5eoqExNIVpaQZKZ8dJNVXUbIP37NZBGhUOSmwOVa21IU591nRScqua7nyQhDpVOHUbmjK8AqRSmN69C3rE7VPUaQQXA9PoFmNy6gty3B5XUWVE50djSHKvq10S9ymbI9fND+PgJEJKT824oioj+6mu8eejg6y+SqAjYAkcVnlQqwdf7OWE3lR5p7ENIFNlQ1WhRvP0j7wCAVuudaOkI0cQMRv4ngKwkGD0+CyhzINi6AgCMffdB9WYHwNLx1U+A6GVysiHJSIdgVcgvOKRSCDVqP7sPzswMxo+etdwp6zfOdxfzPVuhaNJCc++cJDUJgq2dZr1gYwdJio4P5VRhmUsl+PrNqjjeUoa6xlJEz52H0PcH6w5v/5I/eYLEP/+EqGKPHCq7GOCoQlMKAnbcCIff0zR9l0LlmDTiDkSpMYRqxZivShRgFHkXgl1N7TBmXAnKJu/D6MlVVDrxPYweHoWq4TuAhT2kEbchyUyAql7PkjsJIgBQyIGc7DyLzY7sgUQUoWzQ9L+FKiWkMVGQpBYcqiTpaah08iBU1WtCWU93gDMKeADjBz7IGThCs0y0soVRzH89J4xioiBa2xTtfKjcam9riYut62FSTSdkX7mCoDZtkHbgQKH2TVj/K1RJyRAFoZSrJCoedqGkCksUReQoBCw9yYFLqBQpciCNeQjBuT5gal7k3SVxgZDkpkPl1i3POqFGc8id60GSEQfRwgEwswKUchj7HYGyQR/A2BRGj07AKPwmRONKUNXvBaGae0mcFZVTpueOQ5KdqWnJMrl/G9KURABAbtc+kGRmwOp/cyFv2Q6CS3UAgPFDX5g88IGiYVMom7TUHEuSnASrBZ9C3qYzskdP1iyvvGwBlG/KIDg6Q5qWAtNLZ4DcHGRNmQNIdXyvLAgw37UJuT37QbSvolmsaO4Bs73bIFpZQZKYAGlUOBRjppXGZSEDYmNshAV1quGDag6Qp6cjavwUZF6+UqRjiFlZiPnf/+C6YnkpVUn0ahjgqEJbeiIASZnyl29IVEzSp/cgEZQQXjZ4ST6MIm5DlEihqt5M9wamFhDta/+3/eMzECtZQqjVGtKwGzB6chWKViMgyUyC8Y0tkHefzW6VlK9Kpw5DmhSv+dnE5wZMfG4AAOStO0K0qAxF4+YwfnQf0usXAUGA4OSMnPeGIbdHP90B7AWqmm/C5PZ1SFOSIJqbQ1mvMXLeHQrR0Vnn9qYXT0GSlYncXv21lss79YA0MQ6mp48ApmbI/mgShGo1XuHsydC942iDn2Q1YGMsRcqBA4ie9+WzCeeLIf3YMWR9+CHMmzXl3HBU5vAVSRWSUhAQlpCFrdfD9F0KlXNGEbchmphBcGlY9J1Vckij70N0rPusde1lMpNgFHQeinYTAYkURpE+UL3RFqJjXYiOgBh+E0aRd6Gq16PotVCFkP4/r5duk/3x1EIdS6zihNT1O/Mszxk8Chg8qtA1ybv0grxLr7wrjIyQ8/4o5Lxf+GNR+eRiaoKf3FzRq4oN5PHxCJ/4CXIfPnzl48Z8twhv7NtXAhUSlSzeA0cVkrFUim8OPIBSEPVdCpVnOWmQxAc967ZoVPTvy6TRfpAocws9+Inxg4MQXBo+G+0SALJTIZr9d0+QaG4DSU5qkesgIiqLJABGVnPAlTb14GlnicQNGxDcsVOJhDcAyH0ciORt2zigCZU5DHBU4ShVAk48iMHV4ER9l0LlnFGkDyQQ8w9gggqS9FggR/cgOtKIOxCNTCFUy39kPjVJfCCksY+gbNTvv4VmVpCkx/23TXosxEqFaMkjIirj6phXwoHmb+FntxowCg9HaM9eiPt5aYk/TvwaLwjp6RzQhMoUdqGkCkcQge+OlMy3c1TxSIMvQaLI0bRkSWP8IMl+9v9VdTr8Ny8bAGnEbYhm1hCr1NF9sOxUmJ7+CaqaraBs8YH2OnkmpLH+EKq7A8aVCi5KFGB8bz9UdbsCFv8Nq66q5g5jv8NApcqQZCVDkhoNoeWIAg5ERFS2GUuAKTWd8VltZ0hUKsT++BOS/vqr1B5PSE9H7JIlqPa//5XaYxAVFQMcVSiCIOKX80GITM47DDZRYRgHnYck679h0Y2e3geePpvDSlWjhSbASdLjIE2JhPKtzoCk6J0dpFG+kIgqCK4vH/xE+uTas3nm6npqLRfeaAdVVhKMgi4AxqZQthgG0dqlyLUQEZUFTa2eTchd18IMOb6+iJgwEUJa6U8DlLpvP+w++BBm9etxQBMqEySiKPImIKoQVIKIhIxcdP75HHIU7ApBRNoCfuiDlWGxWBEWq+9SiOg5FlIpZr/pggmujlDl5iLu66+RdvjIa63BrEkTvLFzx2t9TKL88B44qjCMpBIsOvSQ4Y2IiMhAdLazwiWPehjv6ojMCxcQ1NrjtYc3AMjx9UXayVMQlcrX/thEL2I7MFUISpWAO+EpOHI/Wt+lEBER0UvYGRth4VvVMaSqPeSpqYj8ZCKyrl/Xa03xy5fDqpvnyzckKmVsgaMKQSqRYP6BB/oug4iIiF7iPSdbXG1THwOdbZG8Zy+CPdroPbwBgDw0FMk7drIVjvSOLXBU7qkEAVuvh8M/Jl3fpRAREVE+qlcywRK3GujmYI3cmBiETZgI+ePH+i5LS8K6dbAdOICDmZBesQWOyjVRFJGZq8LyU2XrDwARERE9IwEwpnoVXPaoj062lRG//leEdOla5sIbAKgSE5H4+x+cF470il8fULkmAlh9NhCp2Qp9l0JEREQvkFlUwsp6NdHcpjJygoIQOnYclLFleyTYxL/+gt3IETCysYFEyrYQev34qqNySxRFJGfJsfV6mL5LISIioueYSiT4rLYzzraqh8bmpoj+7js8eadfmQ9vACBmZSF+5UpAItF3KVRBMcBRubbmTBCnDSAiIipDWlhb4GwrN3xW2wVynzsIadcOKdu267usIknZvQeK8AiIKpW+S6EKiAGOyiVBFJGQIcffN8L1XQoREREBqGwkxfd1q+NQ87qoJRHwdMZMhA0fASEjQ9+lFZ1Khbiff4bEyEjflVAFxHvgqFySAFh1+jFylWx9IyIi0rdu9lZYVq8mHE2NkXnmLCJnzgQMfDj+9NOnkfP4MSrVqcMgR68VW+Co3BEEEbFpudh1K1LfpRAREVVoDiZG+KVBLWxrUgf2WZmIGDESkVOnGnx4U4tfuYrhjV47Bjgqd6RSCVaefgy5iq1vRERE+vK+sx2uetRHP0cbJO3YieC2bZF9+7a+yypRGWfPIufxY94LR68VAxyVK4Io4mlKNnbfZusbERGRPtQwM8WuJnXg1aAWzOLiENavH2IXLNB3WaUmftVqtsLRa8UAR+WKVCLBX1dDoRREfZdCRERUoUgBjHd1xKXW9dDW2gLxXmsR0q0b5MEh+i6tVGWcOcNWOHqtGOCo3BDEZ10m5/SWYd/kdnjLsbKeKyIiIqoY6lc2w/GWMix6qxoQ+BhPunZBgpeXvst6bdgKR68TAxyVG1KJFMtuLcOGBxtQr5oZTszqiANT2kPmbKnv0oiIiMqlSlIJ5rzhglOt3FC/kjFivv0WT94bAFV8gr5Le63YCkevEwMclQuCKCAuKw5bH23FGp816P5Pd/x+/3fUdTHFsRkdcHhaB9SraqXvMomIiMoND5vKON+qHmbUckbujRsIadMWKbv+0XdZepOweg1b4ei1YICjckECCTbc3wCl8GxY4jR5GtbeXYseu3tg/b31eMPJGEemtcfR6R3QqJq1nqslIiIyXFZGUvwkc8WB5nVRXVQicspUhH80GkJWlr5L06t0tsLRa8IARwZPFEWkylOxJ3BPnnVp8jSs912P7v90xy++v6BmFSMcmNYOx2d0RBNXGz1US0REZLh6Oljjikd9jKjqgLTjxxHs0QaZZ8/qu6yyQRSRsHYtW+Go1DHAkcETIWLjg43IVeXmu02GIgO/3vsV3Xd3h5ePF6o7SLBvSjucmNkRzWowyBERERXE0dQYvzeshc3ub8I2Ix3hH3yAqJmzys2E3CUl/dRpKJ4+hShwLloqPQxwZPCyldnYGbCzUNtmKjLxx/0/0P2f7lh1ZxVc7ETsmdwOp2Z1QstadqVcKRERkeH5wMUeVz3qo4+DDZK2bkVw+/bI8fXVd1llkyAg8Y8NgESi70qoHGOAI4OmElTY7LcZmYrMIu2XpczCnw/+RI/dPbD89nI42qiw65M2OPNpJ7R+g0GOiIiolpkp9jStgxX1a8I0+ilC334bsd//oO+yyryUvXshpKfruwwqxxjgyKApBAW2+W8r9v7Zymxs8tuEHrt7YNmtZbC3VmLHhDY491lntKvjUIKVEhERGQYjCTC5hiMuetRDaytzxK1YgZAePaEIC9N3aQZBzMlB0pYtHMyESg0DHBkslaDCjoAdSM1NfeVj5ahysPnhZvTY3QNLbi6BtaUc28Z54MIXXdCxbpUSqJaIiKjsa2hpjpMt3PBNnWoQHj1CSOcuSPz1N32XZXCSt21ngKNSwwBHBksikWCH/44SPWauKhfbHm1Dz909sPjGYlS2yMbmMa1xcXYXdHVzKtHHIiIiKivMpBJ8+WZVnGwpg8xUiugvv0LooPchJCbquzSDpEpKQurevRA5yAuVAgY4MkhKQYkrUVcQlRFVKseXC3L87f83eu3uhR+8f4C5WRb+HN0Sl+d0Qbd6DHJERFR+tLO1xMXW9TC1phOyr15FUJu2SN23T99lGbzEjX8BUn7UppLHVxUZJGOpMf72/7vUH0cuyLEzYCd67emF765/B1PTTPzxUUtcndsVvRo4l/rjExERlRZrYyMsc6uBvc3egotSgcgJExExdhyQna3v0soFRVgY0s+eZSsclTgGODI4oigiOjMaV55eeW2PqRAU+OfxP+i1txcWXFsAqUkafh3VEtfndcXbjV1eWx1EREQl4e0qNrjmUR/DXOyQeugwgj08kHnpkr7LKneSNmyAxNhY32VQOcMARwZHhIi/H/0NQXz9k2QqBSX2Bu5Fnz198M2Vb6AySsa64S3g/aUn3m1S9bXXQ0REVBTOpsbY2Kg2/mz8BqxSkxE+eAiefvEFwImnS0W2z11kP/DjgCZUohjgyOCoBBX2Bem3b75SVGJ/0H703dsXX13+CkpJElZ/0Bw3vvTEgGbV9VobERHRiyQAhle1xxWP+uhhb4XEjRsR3LETcvz89F1auZe8dQskRkb6LoPKEQY4MihKQYnjoceRkpui71IAACpRhYPBB9F3X1/MuzQPOYjHiqFNcfNrT7zfnEGOiIj0703zStjX7C0sq1cTJhHheNK7D+J+WqLvsiqMtGPHoUrP0HcZVI4wwJFBMZYal/jUASVBJapwOOQw+u3vh9kXZyNTFYulQ5ri9tfdMKxVDX2XR0REFZCxBJhW0wnnW7uhRWUzxP60BCF93oYyIkLfpVUoYm4uUv7ZxcFMqMQwwJHBEEQBj5Mf417CPX2Xki9BFHDsyTH0P9Afn1/4HGmqaPw4yB13vumGER419V0eERFVEE2szHG6pRu+fLMqVA8eIKRjRyRt3Kjvsiqs5B07OZgJlRgGODIYEkiw7dE2fZdRKIIo4EToCfTf3x+fnv8UyYoofD+gMXzmd8PodrX1XR4REZVTFlIpvq1TDcdayFDHWIKns2cjdMhQCCkp+i6tQlOEhyPjyhW2wlGJYIAjg5GlzMKxJ8f0XUaRiBBxKuwUBhwYgBnnZiA+NxwL3m2Iu992x9j2b+i7PCIiKkc62lniokc9TKjhiKxLlxDUpi3SDh3Wd1n0r+St29gKRyWCAY4Mgnr4/mylYU4uKkLE2fCzGHRwEKadnYbY7FB8068BfL/thgmdGOSIiKj4bI2NsKpeDfzT9C04yXMQOWYsIiZMBHJy9F0aPSfjwgUo4uIgiqK+SyEDxwBHBsFYaoxdAbv0XUaJOB9xHu8feh9TzkzB06wn+PLtBri3oDumdKmj79KIiMjA9HeyxdU29THI2Q4p+/YjuLUHsq5d03dZpIsgIHnbds65R6+MAY7KPJWgwo3oGwhNC9V3KSXqYuRFDDk8BJNOT0J4RiC+6F0P9xd0xzTPt/RdGhERlXFVK5lgS+M38GvD2qiclIjwgYMQPW+evsuil0jZswdgCxy9IgY4KvOMpEbY7r9d32WUmstRl/HBkQ8w4dQEPEkPwGc93fBgYXfM6l5X36UREVEZIwEwupoDrnjUQxc7SyT89jtCOndBrr+/vkujQlAlJCD97FkOZkKvhAGOyrzE7EScjziv7zJK3bWn1zD86HCMOzEOgakPMaO7DH4Le+DzXm76Lo2IiMqAuhaVcKh5XfzoVgPS0FCEdu+B+OXL9V0WFVHqvn0czIReCQMclWkqQYUd/jugElX6LuW18Y7xxqhjozDmxBj4J9/H1K5vwW9RD8ztXQ9SvmOJiCocE4kEs2o542yremhiYYqYH37Ak77vQBkdre/SqBgyLl2GKiVV32WQAePHQSrz9gTu0XcJenEz5iZGnxiN0cdH42GSLz7pUgcPFvTAV28zyBERVRTNrS1wtpUbvnjDBQrfuwhp3wHJW7bquyx6FUolUvbvYzdKKjZ+DKQySykocTHqIuKz4/Vdil7djr2NMSfGYNSxUbiXcAfjO9WB38IemP9OAxjzHUxEVC5ZGEmx6K3qONy8LmpLRTydOQthH3wIIS1N36VRCUjdt5/dKKnY+PGPyixjqTGOhhzVdxllhk+cD8afGo8RR0fAJ+4WxnR4A/cX9sDCdxsyyBERlSNd7a1wxaMexrpWQebZswjyaIP0Eyf0XRaVoNyAAOQEBkLklAJUDPzYR2WWXCXHhcgL+i6jzPGN98XE0xPx4ZEPcSvWGx+1q40HC3vg+/cawZRJjojIYNmbGGFt/Zr4u0kdOGRnIWLUKEROmQrI5foujUpByj+79V0CGSh+2qMySSkocSHiArKV2foupcy6n3Afk89MxtDDQ+Edcw0j2tTCvQXdsXgAgxwRkaEZ6GyHqx710d/JFsm7diG4TVtk37yl77KoFKUdPsw54ahY2PmWyiRjqTGOhx7XdxkG4WHiQ0w9OxX17OthUpNJ+MDDEwNbVMOBuzGYv/8BcpTsnkFEVFa5VjLB0no10MXeGrlPnyJswkTIg4L0XRa9BqqkJGRcvATLjh14PxwVCb+mpzIpV5mLi5EX9V2GQfFP8seMczMw6OAgXIq6gCEta8B3QXcsG9wEFqZ8qxMRlSVSAGOrV8Elj/pob10Z8evWIcSzG8NbBZO6by/DGxUZXzFU5igFJc5FnEOOKkffpRikx8mPMev8LNS1rYuJTSZiQPMeeKeJM47dj8NX+x4gU85hi4mI9KleZTOsrFcDTa0rIycgAKHjJ0AZF6fvskgPMs6dh5CZCWnlyvouhQwIv5anMsdYaoxjocf0XYbBC0wJxOcXPsfAgwNxNuI03m1aFT7zPbH6g2awMuN3N0REr5upRILZb7jgdEs3NDQzQfS3C/Ck/3sMbxWYqFAg7fRpzglHRcIAR2VOtjIbV6Ku6LuMciM4JRizL87Ge/vfw6nwk3jH3QW3v/HEuuHNGeSIiF6TVjaVcb61G2bWckbu7VsIadMWKTt36rssKgPSjx9nN0oqEgY4KlOUghJnw88iV5Wr71LKnSdpTzD30ly8u/9dHA89ht6NnHH7G0+sH9Ec1gxyRESlwtJIisV1q+NQ87pwFQVETZ2G8JGjIGRl6bs0KiMyL1/h64GKhAGOyhSOPln6wtLC8NXlr/DOvndw9MkR9GjohNvfdMNvI1vA3sJU3+UREZUbPRysccWjPkZVq4K0EycQ7OGBjDNn9F0WlTGiQoG0U6fYjZIKjQGOypQsRRa7T74mEekR+ObKN3hn7zs4FHwQ3eo7wvv/7N13eBTlFsfx78xueieNQChJgARCb6H33gUBGxYUEBS9KqiIitjFXkAUUFFEkKoUQUFAuhSlKCCEDimQkF53d+4fQRQFpCR5d7Pn8zw+9yY7O/tLsglz5i1nfHtm3NWYIG8p5IQQ4noFuZj5KLYKX9SNJCA7k+O338aph/8HcoEuLkOmUYprIQWcsBsWm4VVx1ZRaCtUHcWpnMw6yYTNE+ixsAeLDy2ibXQgm8e157N7mhAshZwQQlyTweXLsalZTXoG+ZH65WziW7Qk75dfVccSdk6mUYprIQWcsBsyfVKt09mneX7L83Rf2J0FB+fTsnoAm59qz+dDmxLq66Y6nhBC2LXK7q7Mrx/FuzUr45aYwLGevUh64QXVsYSDMAoLyZTdKMVVkgJO2I3swmw2J2xWHcPpJWYn8tLWl+i+oDvz/phH82r+bHyyHV/eF0cFP3fV8YQQwq6YNLi/UjDr42KI8/Eg+Z13OdypMwVHjqiOJhxMxncyjVJcHSnghF2w2Cx8f/R7LDa582QvknKSeHnry3Rb0I05++fQJMKXn55oy5zhzagYIIWcEELU8nJnRaMaTIiqgLH/AIfbtiNl6lTVsYSDyt64EVturuoYwgFIASfsgkyftF/JOcm8tu01ui7oyux9s2lQxYd1Y9vy9YhmVArwUB1PCCFKnbuuMS4yjB+aRBPjaiLh6Wc40r8/tpQU1dGEAzMKCshcvVqmUYr/JAWcsAsZBRn8nPCz6hjiCs7mnuX17a/TdX4XZu2bRb1K3qwd25YFI5sTEeipOp4QQpSK5v5erGsaw+jKIeRt2cKhZs1JX7BAdSxRRmStXSvTKMV/kgJOKHdh+qQhd5wcQUpeCm9uf5MuC7ow87eZxFb0ZNVjbVg4qgWRwV6q4wkhRInwNZt4vUY4ixpUJ8xayMn7R3L8nqEgU95EMcpavwHDZlMdQ9g5KeCEcmbdzA/HflAdQ1yj1LxU3t75Np3nd+aTvZ9Qs4I7PzzSmm8eaEmNUG/V8YQQoth0D/JjU1wMt4UFkr5sGfFN48het051LFEG2dLTyd29W4o4cUVSwAnlCq2F7EjaoTqGuE5p+Wm898t7dJ7fmel7plO9vCvfPdyKJQ+2JCbUR3U8IYS4biGuZj6pXZVP60Tgm5HB8cGDOf3YGJCLa1GCslavBsNQHUPYMSnghFI2w8avZ34l35qvOoq4Qen56Xzw6wd0nt+Zj3d/TGSoC8sebsmyh1pRK0wKOSGEY7ktrByb4mrSpZwvKTNnEt+qFXl79qiOJZxA1rp1aCaT6hjCjkkBJ5QyDIONpzaqjiGKUUZBBlN2TaHzvM5M3TWVKkEmljzUiu8ebk2din6q4wkhxBVFeLiyqEE13oqpjMupkxzp1o3kV15VHUs4kfw/DlKYnKw6hrBjUsAJpUy6iS0JW1THECUgszCTqbun0ml+Jyb/8gHhgRrfPNiClf9rQ4NKUsgJIeyLWYMHK4ewrmkMjb3cSXr9DQ537YblxAnV0YQTylr9o7QTEJclBZxQKrswm32p+1THECUouzCbaXum0WleJ97b+R5hAQYLRrXgh0fa0LhKgOp4QghBXW8Pvm8czfjIMKy//cbhNm1InTFDdSzhxLLWrZN2AuKypIATylhtVjaf3ozNkMXgziDHksOMvTPoNL8T7+x4hxB/G1/f34xVj7ahaYQUckKI0uehazwbVYEVjWtQ3axz+sknOTpwELZz51RHE04ue8sWbAUFqmMIOyUFnFBG0zQ2J2xWHUOUslxLLp/+9imd53fmze1vEuRrZc7wZqx5rC3No8qpjieEcBKtArxZH1eTEZWCydmwgUPNmpHxzbeqYwkBgJGXR87WrRhWq+oowg5JASeU0TWdLadl/ZuzyrXk8vnvn9N5fmde3/Y6fj4FfHlfHGvHtqVVtSDV8YQQZZSf2cQ7MZWYX78aIQX5nLpvGCeGDYe8PNXRhLhI9kbZ5E1cmhRwQpnknGSOZx5XHUMolmfNY9a+WXSZ34XXfn4NH898vri3KT+NbUe76GDV8YQQZUjvYD82xdXk5tAA0r75hvhmzeQiWdit7K0/SzsBcUmyOlIoUWgrZMOpDapjCDuSb81n9v7ZzP9jPv2r92d43eF8encTTqblMOGb3/lxv2ypLIS4PuVdXXgtOpyuQX4UJCdzfMQI8vftVx1LiCvK378fa1YWJm9v1VGEnZEROKGEi+4i7QPEJRXYCphzYA5dF3TlhS0v4OaazYy7GrPxyfZ0qRWiOp4QwoFowJ0VAtnYLIaOAd6cnT6d+DZtpXgTjsEwyN6yRdbBiX+RAk4o83PCz6ojCDtWaCtk3h/z6LqwKxM3T8TkksHHdzZh87j2dK9dXnU8IYSdi/Jw45uG1ZgUXQnTsWMc6dyFM2+8qTqWENckZ8sW0DTVMYSdkQJOKBGfFk9KXorqGMIBWGwWFhxcQPcF3Xlm4zMYpjQ+vKMRW8a1p3e9MNXxhBB2xkXTeLhKKGubxtDA043EV17hSI+eWE6fVh1NiGuWvWUrmi6X6+Ji8o4QpU7Wv4nrYTEsLD60mJ4Le/L0hqex6ud4/9aGbH2qA33rV1AdTwhhBxr4eLK6SQ2eiChP4e5dHG7ZinMzP1cdS4jrVnDoENa0NNUxhJ2RAk6UOln/Jm6ExbDwTfw39FzUk3Hrx1GgneXdWxqwbXwHbm5YUXU8IYQCnrrOc9UqsKxRdSJ0OP3oYxy75VZsGRmqowlxw7I3b8awWFTHEHZECjhR6qw2KzuSdqiOIRyc1bCy9PBSei3qxRM/PUGOkcwbg+qz/emODG4crjqeEKKUtCvnw4a4GIaFB5O9di2H4pqR+d13qmMJUWyyt2wFmUYp/kbeDaJU2Qwbu8/uJteSqzqKKCNsho3lR5bTZ3Efxq4bS5Y1kddursfOZzpyW1xl1fGEECUkwGzig5qVmVMviqD8XE7cdTcnR46CggLV0YQoVjlbZR2cuJi8G0SpMgyDTac2qY4hyiCbYWPF0RX0WdyHx9Y+RlrhaV6+qQ6/PNORO5tXUR1PCFGM+oX4s6lZTfqF+HNu/nzi45qR+7PsbCzKpoKjR7GcO6c6hrAjUsCJUmXSTbL+TZQoA4Pvj31Pv2/68b81/+NswQme71ubX5/tyNCWVVXHE0LcgIpuLsyuG8nU2Kp4nj3DsX43kfj0M6pjCVHicnf+Iv3gxAVSwIlSZbFZ+C3lN9UxhBMwMFh9fDUDvh3AQz8+RHLecZ7tHcuvEzoxrHWE6nhCiGugA0MrBrEhriZt/L048+FUDrfvQMEff6iOJkSpyP31F9URhB0xqw4gnMvh9MMU2gpVxxBOxMBgzYk1rDmxhrbhbXmg/gOM71mLBztGMXXNYT5cd1h1RCHEFUR7uvN2TCUa+nmRd/AgR+4bhiUpSXUsIUpV7u7daCaT6hjCTsgInCg1hbZC9pzZozqGcGLrTq5j0NJBjFo1ipNZh3iie032PNeJB9tXUx1NCPEPrprGmKrlWd0kmjoeLiRMfJ4jvftI8SacUt7evRg2m+oYwk5IASdKjUkzsS91n+oYQrD+1HpuWXYLI34YwdHMPxjTNZo9z3Xi4Y7VVUcTQgCNfD35sUk0j1YNpWDnDg63aEnaV1+pjiWEMrbsHAoOy4wRUUQKOFFqdE1nX4oUcMJ+bDq9iduW38aw74cRn7GPRzrXYO/ETjzWpYbqaEI4JS+TzkvVK7KkYXWqaDZOPfQQx+4Ygi0rS3U0IZTL2bEDo1CWoQgp4EQpshk2/jgnC86F/dmSsIUh3w3h3pX38kfab4zuUJ3fnu/ME92ipXeqEKWkU6AvG+NqcnfFILJWreZQ0ziyflilOpYQdiN3124wy/YVQjYxEaXoeMZx8qx5qmMIcVk/J/7Mzyt+pnFoYx6o/wAj2zXmrhaVmbX5BK+u3I8sPxCi+AW5mHmxekX6hQZQcO4cJ+55gNydsuOeEP+Uu2sXmqapjiHsgNxbFqXCYrOw++xu1TGEuCrbk7Zzz8p7uOu7u9iT8gvD20ax97nOPNOzJib5qylEsRkYGsCmZjXpFexH6pw5xDdvIcWbEJdRcPgwtpwc1TGEHZBLEVEqNE2T9W/C4exM3sl939/HHcvvYNfZHdzbOpK9EzvzXJ9YzPLXU4jrVtndla/rRfF+rSq4JSVyrHdvkp6bqDqWEPbNMMjdvVt2oxRSwInSITtQCke268wuhv8wnNuX3c7O5G3c3aIqeyZ25oW+tXGVSk6Iq6YDw8OD+alpDM19PUh+730Od+xEQbzsrifE1cjb+xtYrapjCMVkDZwoNftT96uOIMQN2X12N/evup/YwFhG1R/FkOZtGNikAgt3nOa5Jb9TYJG7okJcTk0vd96tWZk63h7kHzjAkWHDsJ45qzqWEA4l78ABNBcX1TGEYlLAiVJxKvMU2YXZqmMIUSx+S/mNB1Y/QM1yNRlZfyS3xbWnf6MKfPNLAhO++Y08KeSEuMBN1/hflVBGVwnFKCgk8dkJpM2bpzqWEA4p/8AB1RGEHZACTpQ4q80qG5iIMmlf6j4e+vEhogOiGVlvJIObdKRfgzCW7Eri2W/2kFMghZxwbs38vHinZmUqu7uS+/PPnBw5SjZhEOIG5B85gmGxoEk7AacmP31RKmQDE1GWHTh3gP+t/R81Ampwf937ublRZ3rXC2X57iTGL5ZCTjgfH5PO01EVuKtiEAXZ2Zwc+T+y165VHUsIx1dYSMHRY7hVi1KdRCgkq+9FiTPpsoGJcA5/nPuDR9c9yk3f3MTaEz/St0EFfn22E+/dUh8vV7lfJpxD1yBfNjWryR1hgWQs/474Jk2leBOiGOX99huGxaI6hlBICjhRKqSAE87kUNohxvw0hpu+uYlVx3+gV70wfpnQgQ9ua4CPuxRyomwKdjUzPbYqM+tE4peZwfFbb+XUo4+CbHkuRLHKO3AApKG3U5MCTpS45Jxk0vPTVccQotQdTj/ME+ufoO/ivqw8uoIedcqz45kOfHhHQ3ylkBNlyK3ly7EpribdAn1J/fwL4lu2Im/XLtWxhCiT8v84gGYyqY4hFJIrCFGirDYre87sUR1DCKWOZhzlqQ1PMXXXVIbXHU6v2F50rNmBtftTeHzBLtJyZCqMcExVPVx5M7oSLQN8yDt+nKP3DaPw+HHVsYQo0/L2y06Uzk5G4ESJMjD4PfV31TGEsAvHM4/z9Man6bWoF0sPL6FjzWC2je/I9LsaU87TVXU8Ia6aSYNRlYoacjf18SD5rbc40qWrFG9ClALr2bNY02VmkzOTAk6UKLNulh0ohfiHk5knmbBpAj0X9eSb+MW0jw5i6/j2fHpPE4K8pZAT9q22twc/NI7m6agKWH//ncOt25Dy8TTVsYRwKnkH/sAwDNUxhCJSwIkSdzxT7sgKcSmnsk4xcfNEui/szqJDC2ldvRybx7Vn5tAmhPq6qY4nxEXcdY2nI8NY2bgG1V10Ep56iqM3D8R27pzqaEI4nYIjh0F2onRaUsCJEpeQlaA6ghB2LSE7gRe2vEC3Bd1YcHA+LaoFsPHJdsy6tylhvu6q4wlBS39v1jeNYVTlEHI3beJQXDMyFi1WHUsIp1Vw7BjochnvrOQnL0pUam4qBbYC1TGEcAhJOUm8tPUlui3oxtwDc4mL9Gf9k235algcFf2lkBOlz89s4q3oSixoUI1QSwEnhw/nxL33QV6e6mhCOLWCo8dkJ0onJgWcKFEns06qjiCEw0nOSebVn1+l64KufLX/KxpV9WXd422ZO6IZlQI8VMcTTqJnsB+b4moyuHwA6UuWEB/XjOz1G1THEkJwfgROOC0p4ESJsdgsHM+Q9W9CXK8zuWeYtG0SXeZ34ct9X1K/sjdrxrZl3v3NqRLoqTqeKKPKu7rwWe0IZtSOwCf9HMduHsjpsY9LQ24h7EjhiRMY8jvptKSAEyXGMAxOZZ1SHUMIh5eSl8Ib29+gy/wufP77TOqGe/HjY21YOLIFkUFequOJMkIDhlQIZGNcDB3LeZPyySfEt25D/u/SCkYIe2MUFGA5c0Z1DKGIFHCixJh1sxRwQhSj1LxU3t7xNp3nd+bT3z6lZkV3fni0NYsfaEG1YCnkxPWL8nBjcYNqvB5dCfOJ4xzt2o3kSa+rjiWEuIKCI0eklYCTkgJOlBhN06SAE6IEnMs/x7s736Xz/M7M2DuD6DB3Vj7Smm8fbElMqI/qeMKBmDV4qEoIa5pG09DLjaTXXuNw9x5YTsr6ZSHsXcHhI9JKwElJASdK1Oms06ojCFFmpeen8/4v79NpXiem7ZlGtVBXlj3ckqWjW1EzTAo5cWX1fTxY3SSacRFhWPbs5XDrNqR++pnqWEKIqyStBJyX/NRFibEZNhKzE1XHEKLMyyjIYPKvk+k0rxNTd08lIsTM0odasfyhVtSu4Ks6nrAznrrOc1EVWN6oBpEmjdNjx3Js8GBsaWmqowkhrkHBMWkl4KykgBMlJiU3BYshQ/tClJbMwkym7ppKp3mdmPLrZCoHmfh2dEtW/K819cL9VMcTdqBtgA/r42IYVimY7J9+KmrIvXSZ6lhCiOtQeEqWqTgrKeBEiTmReUJ1BCGcUlZhFh/v/phO8zvx3s73qFAOFj3Qgu8faU3DygGq4wkFAswm3o2pzNz6UQQX5HHynqGcHHE/5OerjiaEuE6FiTLLyVlJASdKhMVmkQJOCMWyC7OZsXcGned15t2d7xLqbzB/ZDNWPdqGJlWlkHMWfUP82dSsJgNC/UlbsJD4pnHkbNmiOpYQ4gbZMjOx5eWpjiEUkAJOlAgDg5NZsouZEPYgx5LDJ3s/ofP8zry14y2CfK3MHdGMHx9rS7PIcqrjiRJSwc2FWXUi+Ci2Kp6pKRzvP4CE8eNVxxJCFCPLmbOqIwgFpIATJcJFd+FUpszNFsKe5FpymfnbTDrP78wb29/A36eA2cPiWDumLS2jAlXHE8VEA+6pGMTGuJq0C/Dm7Mcfc7htO/L371cdTQhRzApPy27fzsisOoAou05nyx8VIexRnjWPL37/gq8PfM2A6gMYXncEs+6L43hqDs8u3su6g3JH11HV8HTj7ZjKNPLzIu/QIY7cNwyLrJMRoswqTDiNYbGgmeWS3pnICJwoMSczZQqlEPYs35rP7P2z6TK/M6/8/Apenrl8NrQp6x9vR/voENXxxDVw0TQerRrK6iYx1PVwJeHFlzjSq7cUb0KUcZakJDAM1TFEKZNyXZQIi83CmdwzqmMIIa5Cga2Ar/Z/xfw/5nNT9ZsYUXcEn9zdmFNpuTz37W+s2pesOqK4goa+nrwbU5koTzfydv7CiREjsGVlqY4lhCgFlsQkkF5wTkdG4ESJOJNzBpthUx1DCHENCm2FfH3ga7ot6Mbzm5/HxTWT6Xc1YdOT7ekWG6o6nvgHT5POC9UqsrRhdapqBqf/9wjHbr9dijchnEhhUhKaLpfzzkZ+4qJEyA6UQjiuQlsh8w/Op9vCbkzYNAHNnM7UIY3ZMq49veqEqY4ngA7lfNgYF8PQ8CCyV//Iobg4MleuVB1LCFHKLEkyTdoZSQEnip3VZiUlN0V1DCHEDbLYLCw8uJAeC3vwzMZnsJrO8cHtDdn6VAf61pdCToVAFxOTa1Zmdr0oAnNzODHkTk4++CAUFqqOJoRQoDBJprg7IyngRLGzYSOrUKbwCFFWWAwLiw8tpufCnjy1/ikKtRTevaUh28Z3oH/DiqrjOY0BoQFsiqtJ3xB/zs39mvhmzcndvl11LCGEQtZz51RHEApIASeKnWEYZBRkqI4hhChmVsPKksNL6LWoF0/+9CS5xhneGlSf7U93YGDjcNXxyqxwNxfm1Itkcq0quCcnc6x3HxInTFAdSwhhD6xWbNnZqlOIUiYFnCh2uqaTVSAjcEKUVVbDyrIjy+i9uDeP//Q4WdYkXr+5Hjue7sitTSurjldm6MB94UGsj6tJS18vzkyezOGOHSmIj1cdTQhhR6yZmaojiFImBZwodrqmyxRKIZyAzbDx3ZHv6LO4D2PWjiHDmsAr/euw85mODGkmhdyNiPFyZ3mj6rxQrSLaoYMc7dCes+9/oDqWEMIOyTRK5yMFnCh2uqaTWSB3g4RwFgYGK4+tpO/ivjyy5hFSC07yQr86/PJsR+5uUVV1PIfiqmk8HlGeVU2iiXV3IfG55zjStx+WZOmrKYS4NEtqquoIopRJASdKhBRwQjgfA4NVx1fR/9v+PLzmYc7kH+e5PrH8OqET97WOUB3P7jX182Jt02j+VyWU/G3bONysOWlzv1YdSwhh56znzmFYrapjiFIkBZwoETKFUgjnZWDw4/EfGfDtAEb/OJrEnCM83bMWuyZ0YkSbSNXx7I63SeeV6hX5tmF1wg0rpx58kON33oUtJ0d1NCGEA7Cmp4PNpjqGKEVSwIkSISNwQgiAtSfWMnDpQEatGsWpnHjG9ajJ7uc68UD7aqqj2YXOgb5siqvJnRWCyFixgvi4ZmSt/lF1LCGEA7GmpauOIEqZWXUAUTZJASeE+Lv1p9az/tR6WlZoyQMNHmRs19rc37Yq09Yf5b3Vh1THK3VBLmZerlGRPiEBFKSmcnzUA+T9+qvqWEIIB2RNSwNdxmScify0RYmQAk4IcSkbT2/ktmW3MvyH4RzJPMCjnaPZO7Ezj3aurjpaqRlcvhybm9WkR6AfqbNmEd+ipRRvQojrZk1PRzOZVMcQpUhG4ESxsxk2sgulqaQQ4vI2n97M5tObiSsfxwMNHuChjg24t1VVPtt0nNdXHlAdr0RUdnflrZhKtArwIf/ECY7eN4zCY8dUxxJCODhbukyhdDYyAieKXZ4lDwNDdQwhhAPYmriVO7+7k3tW3MP+c3t4oH01fnu+M092jykzM4JMGtxfKZj1cTHE+XiQ/PbbHO7cRYo3IUSxsOXKhkfORkbgRLGT0TchxLXanrSdu1feTaPQRoyqN4r72zblzuaV+HLrCV75br/DbrAW6+3BuzGViPX2IO/3fRwdPhxbSorqWEKIMsSWl686gihlZeT+prAnsv5NCHG9diTt4N7v72XI8iHsOruDYa2j+G1iZyb0roXZgf7Fctc1nooM4/vGNYh2NZEw/mmODhggxZsQotgZeXmqI4hSJiNwothlFGSojiCEcHC/nvmV4T8Mp15wPUbWG8k9LVtyS9OKzNt+mueX/IbFjkfkmvt78U5MZSq5u5KzaTMnHnwQcnNVxxJClFG2fBmBczZSwIliZRgG6fmymFYIUTx2ndnF/avup3ZQbUbVG8WdzVszqHEFFuxIYOLS3ymwo0rO12zi2agw7qgQREFWFieHjyZ7/XrVsYQQZZyMwDkfKeBEsbIaVplCKYQodnvP7mXU6lHUKleLkfVHcnuzdgxoVIHFvyQw4dvfyFdcyHUP8uP16HD8zSbSly7l9ONP4LAL94QQDsUmBZzTkQJOFCvDMMgslAJOCFEyfk/9ndE/jiamXAwj643klqYduKlhGN/+msgzi/eSV8qFXKirmVdqhNMj2J/8s2c5cf9I8vbuLdUMQgjnJiNwzseBloQLRyEjcEKIkrY/dT8Pr3mYAd8OYP2pdQxsXIldz3XirUH18HQtnX/abg8rx8a4mnQp50vKZzM53Kq1FG9CiFJnyBo4pyMjcKLYWW1W1RGEEE7ij3N/8MjaR6jmX437691Pvwad6Vk3lBV7knlq0V6yCyzF/poRHq68FVOZ5v7e5B89ypFhw7GcOFHsryOcR65hsBiDP4CDQBYwGo2OmvavYzcYBt9icBIwAZWBm9BofIlj/y7DMFgNbDv/XAsQDvRBo9U/nptiGEzB4HcgELgTjab/OGazYTAVgyloeP3Ha4uSZysoQHd1VR0DgHXr1jFr1iz27NlDZmYmfn5+1K5dmz59+tCjRw/0stLk82+GDBmCp6cnH330EQBbt27ll19+4f777y+R1yt730GhnCZ/yIUQpexQ2iHGrBvDTd/cxI8nVtG7fhi/PNuB929tgI978dyrNGvwYOUQ1jWNobGXO0mvv8Hhbt2leBM3LAOYC5wEql7huKWGwRsY+FJUVA1EIxt4EYPNhnHF1zgAfImBNzAQjTvQcAPewOAr4+Kpx+9ikHT+NaKA1zFI+tv5CwyDzzC4TYo3u2EUFKiOAMBbb73F8OHDcXNz49lnn+Wzzz7jmWeewcfHh7Fjx7Jx40bVEUvEhAkTeOKJJy58/PPPP18o5kqCjMCJYqdrcl9ACKHG4fTDPP7T43z464cMrzucnnV70LV2MKt+P8uTC3aTkXd9I3J1vT14t2ZlYrzcyduzh+PDR2BLSyve8MJplQM+RSNA0zhkGIzh0sXYcgyqA+PRLtws7WTAUAzWYNCcyxdTlYEpaIT8reDqbsCzGCwEbjIM3DWNfMNgD/AiGrGaRjcD9mPwK9D1/PMWA55A5xv8ukXxsYcCbu3atXz00Uc8+OCDjB49+qLHunfvzl133YXZbD+lR15eHu7u7sVyrmrVqhXLea6WXGmLYqdd4R8QIYQoDUcyjjBuwzj6LO7DiqPf0bV2CDue6chHdzTE3/PqLyA8dI1noyqwonENqpk1Tj/+OEcHDZbiTRQrF62oePsvOYAfF8908dQ0PID/mjwXql1cvHH+PHFoFAKJ5z9XCBiA19+O8QL+XGWVYhgsxOA+NHQZfbMfdrDr7aeffkpwcDAjR4685ON169alVq1aFz5eu3YtAwcOpG7dujRr1owJEyaQk5Nz4fGtW7cSHR3Nxo0beeyxx2jQoAHt27dn2rRp/zr3L7/8wp133kn9+vVp1KgRjz32GCkpKRceP3nyJNHR0SxcuJCnn36auLg4Bg4cCEBaWhrjxo0jLi6OunXrcsstt7Bt27aLzr9jxw5uv/12GjVqRIMGDejduzeLFi268PiQIUMYMWIEAO+//z4ffPABOTk5REdHEx0dzZAhQzhw4MCFr+fvrFYrrVu3ZtKkSVf7rZYROFH8ZAqlEMJeHMs4xvgN45m6ayrD6gyjT2wfttXsyNoDZ3li/h5Scy5/17p1gDdvx1QmzM2FnA0bODH6IZDd3oRCtYFNFE2lbEJRsbUMg2yg13XePE07P9rne/5jb02jvGGwAIM7DNgPHAGGnX98JgYNgVj5t96uGIoLOIvFws6dO+natetVjbKtWLGCRx55hP79+zN69GjOnDnDm2++SUZGBm+//fZFx06YMIG+ffsyefJkVq1axRtvvEF0dDRt2rQBioq3IUOG0LZtW95++21yc3N55513GDVqFHPnzr3oXG+99RZt27blzTffxGazYbVaGTZsGCdOnGDMmDEEBQXxxRdfcM899zBnzhxq165NVlYWI0aMoFGjRrz11lu4urpy6NAhMjIyLvm1DRw4kMTERJYuXcrMmTMB8Pb2plq1atSrV48FCxbQsmXLC8evX7+e5ORkBgwYcNXfbyngRLHTZWBXCGFnTmSe4NlNz/Lx7o+5r8599Ivpx9bx7Vl/MIXH5+/mbNZfhZy/2cRz1SpwS1ggBRmZnBx5PzmbNytML0SR+9DIwGA6BtPPf84XeB6NmOsoqDINgx+AWkC5vz1/FBqTMFh/vrjrDdTUNPYbBluAD2Smjf35jzWQJS0tLY2CggLCwsIu+rxhGFitf21up+s6mqYxadIkevTowUsvvXThseDgYIYPH86oUaOoXr36hc936dLlwpTM5s2bs3btWlauXHmhgHvzzTepXbs2H3zwwYVBhBo1atCrVy/WrVtH27ZtL5wrJibmotdcvXo1u3fvZvr06bRu3RqAVq1a0aVLFz766CPef/99jhw5QmZmJo8++ijR0dEXclxO+fLlKV++PLquU79+/YseGzhwIC+88ALp6en4+fkBsGDBAho0aEBUVNR/fJf/IlfaolgZGDICJ4SwWyezTvLc5ufosbAHiw4tpE2NQDaPa8/Me5qgAS0DvNnUrCY3hwaQtmgx8c2aSfEm7IYbUBFoDzyOxmg0AoDXMEi4xgt4m2Hw9vnRu2H/KMjqahrT0JhE0f/eq+nYDINpGPQFQjSN7wyDBwwbowwbKxQXDwLlBdyf/nkNuHLlSmJjYy/89+KLL3LkyBFOnTpF9+7dsVgsF/5r2rQpuq6z9x/tWFq1anXR+aOiokhMLJr0m5uby86dO+nWrRtWq/XCuapWrUpYWBh79uy56Fzt2rW76OPt27fj7e19oXgDcHFxoXPnzuzYsQOAypUr4+3tzXPPPcfy5ctJTU297u9Pz549MZvNLF26FIDU1FTWrFnDzTfffE3nkRE4Uaw0NNnERAhh905nn+aFLS8wbc807q19LwNqFE1daRXgQ0FyMsdHjCB/337FKYW42OsY6MDTf/t3tqkBozCYhcHYaxgZm4bBTuBhNCIucePVQ9Oo8bePVwNpwAA0dhkGMzH43/lV729hUNGAOnIDVx3FUyj9/f1xdXW9UFj9qXnz5syfPx/gwtq4c+fOAfDAAw9c8lwJCQkXfezj43PRxy4uLmRmFvUczsjIwGq18sorr/DKK6/857kCAwMv+jgjI+NfnwMICgoiPT0dAD8/Pz799FPee+89Hn/8caxWK40bN+bpp5++MCJ3tTw9PenVqxfz58/n9ttv59tvv8XFxYXu3btf03mkgBPFTjYxEUI4isTsRLIKsjAZ8OefLmtSMlikn6WwL4lGUcE16h//xvpoGjUNg2u53TDHMPiOojYB7a9m8xTD4EsM7kbDXdP4ybDRHGh2/rktDIN1GNSRf//VUVw8m81mGjZsyObNm7FarZhMJqCo+KlTpw4Aruf71Pn7+wPw7LPPUrdu3X+dKyQk5Kpf18fHB03TGDFiBJ06dfrX4wEBARd9/M8RQj8/v4s2O/nT2bNnL0xxhKINWKZPn05eXh5bt27ltdde44EHHmDVqlVXnfVPAwcOZO7cuezfv5+FCxfSvXt3vLy8/vuJfyNDJaLYyRRKIYQjCPYIZulNS7mv7n1o2WfRdZ2dK4/hUiOaiEULCRo9Gs3FRXVMIYCi0S+AS42zWICrveWw3DCYg0FvoP9V/ns9F4NQ4M+VROcoan3wp3LA9U8qE8XCDq697rnnHpKTk5k6deoVj4uMjKR8+fKcOHGCOnXq/Ou/0NDQq35NT09P6tevz+HDhy95rvDw8Cs+v1GjRmRlZbFhw4YLn7NYLKxatYpGjRr963h3d3fatm3LrbfeysmTJ8nPz//XMVA0SlhwmdYOderUoWbNmrz44oscOHDgmjYv+ZOMwIliJ1MohRD27taYW3mi0WPoNgssHoVWewCFbsFsXhzPtu+O0GtUPSqMvB/fnj1JGDeO3F9+UR1ZOLkwiu66b8Cgq/HXzdKzhsHvFG1E8ieLYZBIUa+2v29OssEo2gClLTD0KkfLThkGy4GX/tZ7zg849bdjTgD+1/dlieJiBwVcu3btGD58OO+99x779++ne/fuhISEkJmZyfbt2zlz5gxeXl5omsaTTz7JmDFjyMnJoV27dnh4eHD69GnWrVvHI488QkRExFW/7uOPP85dd93F//73P3r27Imvry+JiYls2rSJ/v37ExcXd8XMdevWZezYsTz22GMXdqFMTk7mvffeA4raHcyfP59OnTpRoUIFzp49y6xZs2jYsCFubm6XPG9UVBQWi4WZM2fSoEEDvL29iYyMvPD4wIEDef7554mIiLhkofhfpIATxU6mUAoh7JWn2ZNpXaZRJ6gOnNiKtnA4pB3D6DiBpKOZYIAlz8bit34hol4Qne6KoepXs0mdPZszb76FLTtb9ZcgyqhlRtGGIqnnd37chkHK+X0pegJ+mkbH87tGPotBMwNyge8wKKBobdqfUoAHMWhP0Ro3gD8Mg3cw8AHqorEOLtr4IgYof4ki4BMMWgE1/vZYCzReweALo2g8cDtFzcWFQnZQwAE89thjNGrUiC+//JKJEyeSlZWFn58fsbGxvPzyy/Ts2RMoauzt6+vL1KlTWbJkCQAVK1akdevWBAUFXdNrNmzYkNmzZ/P+++8zbtw4CgsLKV++PM2aNaNKlSpXfK7JZOLjjz9m0qRJvP766+Tk5BAbG8snn3xC7dq1gaJNTHRd55133iElJQV/f39atWrFo48+etnztm/fnttuu42PP/6YlJQUmjRpwhdffHHh8c6dO/P8889f1+gbgGYYdrJtjSgTCq2FLDi4gJe2vvTfBwshRCnqXKUzr7R8EVfdFe3H52HT+3D+AtT2dCo7vz/B1m8PX/QcXYfO99Ymqn4g1tRzJDz7DFlr1ipIL8q6YYaNM5d57CM0QjUNq2GwAliFwZ9bM1QHBqFdtIFIkmEw4s8C7vysmNWGwftc/pJvNBod/1EEbDcM3sBgCtpFI3kACwyDZRgYQG+0q56OKUpG9Q3rMV9j4SPUmT9/PhMmTGDt2rUEBwdf8/NlBE4UO1kDp55RYGDdYsU4bWCcNiAPTL1MmOqaLjqu4OXLNzHWqmq43Pbf639sf9iwrrdinDXAC/S6OqZWJjT9r/eBccbA8p0FI9lAK6dh6mJCD794qq11qxXbLhvm+8wXPVeIG2XWzbzT7h3aVGwFKQfR5t8LSX/bprpSHLrZRNKR9H8912aDldP2Uj7Sjx4jYqn04YdkrFhB4gsvYr3Ewnchrte0q1h+YNI0egI9/2O0K1TTWPyPYzpqGh2vcZSssaYx5zLPGaBpF436CcV0Wb7iCE6ePMmxY8eYMmUK3bt3v67iDWQTE1ECZAqlHcgB2wYbxlkDLeTyPw9TH9O//tObFP1Z0CP/+8+DLd6GZb4F3Ckqymro2DbasK78azm9YTMoXFAIBpg6mMALLPMtGPl/3Qk2sg2sG6yYOpmkeBPFqkFwA9YPWkub8NZomz9Am9r64uINoNZNACQdzbjseRIPp/PJE5vYveYE3p06EbViBX79byrJ6EIIcdW0y6zFEvblgw8+YMSIEVSsWJEnn3zyus8jI3CieGmyiYld8AaXh1zQvDVsCTYsn1oueZiptulfn7McKzpWr/XfP0fraitaiIb51r9GzSyuFmybbBhNDLQgrWhrslQwP2BG89PQ6+gUvl2IccpAiyx6jnWtFa2ydlVFoxBXa2LzidxUrQ9kJaHNvgWObbr0gVWak5maR25m4X+ec/3cg+xec5Leo+tR4eWX8evbl4Snn6HwxIliTi+EEFdPP79Fv7Bvr776Kq+++uoNn0eulkSxkxE49TSzhuZ97T8Hw2JgO2BDq6yh+V75+cYZA+Osgd5Av2jUzNSoqCi07bddOCcA7uezuWjgApy/VrYl2rD9ZsPcUe4nieIR4RvBjzevon+N/rBrLtrkuMsXb4AtoBoJ8WlXff705FxmPbOFzYvj8WjQkMilSyg39B4w/fuGiBBClDhNk5YnTkYKOFHsZA2c4zLii9bL6bWvYvpkUlGBpoVd/PPWfDTw+dvj5TRwo2idXHrR2jzyQSt/fvTteyt6I73oOCFu0Kj6o1jcZwFBuivMuR3tm1GQn3n5J7h4obl5kXT48tMnL2fnimN8Nn4LZxPzCRk7logF83GrWfMG0gshxLWT6ZPOR255i2KlockUSgdm3WsFE+gxV/EzzCr6n0uN9Gne2l+Pu2qYupmwLrNi+9kGWtFaOM1Pw/qbFeOcgXmw/CkSNybQPZBPun5CpH8kxh8r0b59ELKS//uJtfqg6RpJR669gAPIzSxk3ivbiW5ennaDqxExfx4pMz7h7OTJGJdp8CqEEMVJd3dXHUGUMrlqEsVOplA6JiPfwIg30KI0NPer+Bn+uazuUrPGzMDfrl1NsSb0SB0j1UDzK5reaRQaWH+0YmprAteiETrrHiuai4apjQk9Wm4EiKtzc42bGd/kCUyGAd8+hLZz5tU/uUY3rFYbZ05eYZTuKhzYnEj8tmS6j6pDpXuH4tujOwnjx5Oz9ecbOq8QQvwXGYFzPnKFJIqVhoabSf6QOCLbfhtYLr2xySX9efvHeonHLBStc/sbzUNDr6hfGLGzbrKieWno9XRsu2xYd1ox9zCjN9WxLLJgpEqLSnFl7mZ3Pu/+Oc82ewZT4h60Kc3hWoo3gAoNSDmZhc1y4+83i8XGkvd2sWTyHoyAYKrMnEnYiy+g+/re8LmFEOJyNBmBczpSwIliZdJN+LrKxYojsv1mAzfQql3lCKp30f8YWf++8DWyjAuPX4qRZmDbasPU2YSmadh+s6E30NGr6pjqmdAqath+t13HVyGcRftK7dkwaC31g+qgrX4BbUYXOHfkms9j9apAwqF/93+7ESd+T2X62I0c2JqIX79+RK1cgU/XLsX6GkII8SeZQul8pIATxc7P3U91BHGNjCwD45iBHqOjma+ugNNCi44zEi4u4IxMAzJBD738nxfLagt6dR29kn7h9TWfv15X89GKziPEP+jovNv+Xd5t9zau6afRPm4PG94C4zoK/sBqmFxdrnv92xXZYNWnvzNv0k7yNXfC332X8CmTMYeEFP9rCSGcmozAOR8p4ESxkxE4x2P73QYG6LGX/pNgWItaBvx9tE0P1iEQbL/YMGx/fd66s2hO5eU2QrEdtWHEG0VNvc/TvDSMlL819j5rXFcbBFG21Qmqw4bB6+hQuQPa1g/RpraExN3Xf8LaNwOQeKR4R+D+7szxLD57cjM7vz+GV+s2RK34Dv/Bg0B26xVCFBPdXZauOBvZxEQUOx8XH9URBGDdboW8v6Y42g7a4PxAg95Yv2ijEtteG3iDVuUyF5WZUPhxIXodHXPvv/5smDuYscyzYPnKgl5LxzhjYNthQ6+vFzXx/gfDZmBdZUVvpqP5/fW4HqNj/dGK1bOo1YBxxkDrKxe44i/PNHuGgdX7Q/YZmDsEjvx04yeNbEtediGZKXk3fq7/sHlhPHvXnaL3g3UJmzixqAH4+PEUHDla4q8thCjbdE9P1RFEKbvmEbhvv/2Wm2++mUaNGtGwYUO6d+/O+PHjSUlJKfZw0dHRzJgx45qes3DhQqKjo0lNTS32PPZs3759vP/+++Tm5qqOgpeLl+oIArButWL9yYpt5/mG2gcMrD8VfY6/Xa8aKQZGooFeS7/mHn56dR3zADPkFfVzsx2wobfQMXW99EYotl9sGLkGpuYXP6431NEb6li3WrEdtmHqZSoa4RNOr5JPJVbd/D2DogfBngVFTbmLo3gDbEExJMaX3OjbP2Wm5DF74s9smPcHbrF1iPz2WwJHjABpwCuEuAEmP1m64myuaQRu2rRpvPnmm9x999089NBDGIbBwYMHWbJkCcnJyQQGBhZruLlz51KhQoViPWdZtW/fPj744ANuv/12PDw8lGZxMbngqrtSYCtQmsPZuT7gelXHaYEark9d+VjN//LH6NH6VW/5b2pkwtTo38WdpmuYO5mh01WdRjiJEXVHMKrucLTCXPj6TrTfvym+k2s6uPuTePjaNz65UbtWn2Tf5kR6P1iP0Icfwq93L06Pe4q8PXtKPYsQwvGZ/PwxrFY001XuIi0c3jUVcF988QU33XQTTz755IXPtW3blvvuuw+brfh3jKtfv36xn7OssVqtJfK9v1E+rj6k5BX/qKwQouwLcAvgk66fUC2gGsah1WiLR0JWUvG+SPXO6Ca9ZDYwuQoFORYWTNpBtcYhdLi9BlXnziH18y848957GDk5SjIJIRyTyd8fbDaQAs5pXNMcpYyMDEIus4OWrv91KpvNxpQpU+jQoQO1a9emW7duzJkz51/PiY+P58EHH6Rp06bUq1ePPn36sHTp0guP/3MK5dq1a7nnnnto3rw5DRs2ZODAgfz007VPpSksLOS1116jXbt21K5dm1atWnH//feTmVnUyPVy0zD79u17UfH65JNP0qtXL9atW0evXr2oU6cO/fv359dff73oeR06dOD5559n+vTptG7dmnr16jFy5EiSk5MvOi4tLY1x48YRFxdH3bp1ueWWW9i2bdtFxwwZMoQRI0awaNEiunbtSp06dfj8888ZN24cAM2bNyc6OpoOHTpc8/elOMlGJkKI63FTtZv48ebvifIOh6WPoM3qX/zFG0BMLwzDIOmYmgLuT4e2JzN97CaO7k2h3JA7iFq+DK9WLZVmEkI4FplC6XyuaQQuNjaWOXPmEB4eTrt27QgODr7kcZMmTeLzzz9n5MiRNGjQgLVr1zJhwgQsFgt33HEHAEePHmXw4MGEhYUxfvx4goOD+eOPPzh9+vRlX//kyZO0b9+eoUOHous6P/30E8OHD2fmzJnExcVd9dfx0UcfMWfOHMaMGUP16tU5d+4cGzdupKDg2qf8nTlzhokTJzJ69Gh8fX2ZNm0a9957L99///1FU0p/+OEHKlasyHPPPUdGRgZvvPEGo0ePZu7cuUDRSNqwYcM4ceIEY8aMISgoiC+++IJ77rmHOXPmULt27Qvn2rt3L6dOneLhhx/G19eXmJgYMjMz+fDDD5k+fTo+Pj64ul7d9LmS4uMqG5kIIa6eu+7Oh50/pFFoQ0jYhbbgXkiJL7kXDG9KWlIOhXmX6kRfumwWG8un7KFCDX+6D4ul8vTppH3zLcmvvII1LU11PCGEndP9/ECXdePO5JoKuAkTJvDggw/y9NNPAxAeHk779u25++67CQ8PByA1NZVZs2Zx7733Mnr0aABatWrFuXPnmDx5Mrfeeismk4n3338fFxcXvvrqK7y9izr+tmjR4oqv/2fxB0WjfHFxcRw6dIivv/76mgq4PXv20KpVK26//fYLn+vatetVP//v0tLSeOedd2jevDkATZs2pW3btnz22Wc89thjF47Lzs5m2rRp+PgUFTbly5fn7rvvZv369bRu3Zq1a9eye/fuC6N0UPR969KlCx999BHvv//+hXOlp6czf/58wsLCLnyucuXKQFGRXa5cuev6WoqTn5vcDRJCXJ3WFVvzVptJuJk90Na8XNTXzVayhZXVrwoJ286V6Gtcq9N/pDFj7Eba3xFNzZ498GnXlsQXXiBj6TLV0YQQdsxcrpysf3My11Su16hRg6VLl/Lxxx9z55134uPjwxdffEGfPn3Yt28fALt376awsJBu3bpd9Nzu3buTmprK0aNHAdiyZQtdu3a9ULxdjcTERJ544glat25NrVq1iI2NZcOGDRw5cm2L0GvVqsW6det4//332b179w2tIfPx8blQvP35cYsWLdi1a9dFx8XFxV0o3qBoqqO/v/+F47Zv3463t/eF4g3AxcWFzp07s2PHjovOVaNGjYuKN3tUzl19ESmEsG86Om+1fYvJHd7HLSsZbXpH+On1Ei/e8ApCd3Un6aja6ZOXs2bWAb56aTvZFhcqvvEGlaZNwywbegkhLsNULkB1BFHKrrkPnKurK23btqVt27YArF+/nhEjRjB58mQ++OAD0tOLtmQOCgq66Hl/fpx2fjpIWlraZdfTXYrNZmPkyJFkZmby0EMPUaVKFTw8PHjvvfdISEi4pq9h5MiR6LrOokWL+OCDDyhXrhy33347DzzwwDVvo36p0a7AwEDi4+P/9blLPffMmTNA0frCSx0TFBR04Xv698/ZM4vNQoC7/DERQlxebGAsH3X8ED+PANg6FVY9B4Wl1AYldgCappF4uPRaCFyrcwk5fDF+C017R9CocxxRy5eR/OabnPtydtFmBUIIcZ7J3191BFHKbriRd+vWrYmJiblQsPiffxOlpKQQGhp64bizZ89e9Li/v/+/NvG4kmPHjvH7778zefJkOnX6a6/xvLxrb8Dq6urK6NGjGT16NMeOHWPBggW8//77hIeH069fP9zcijraFxYWXvS8jIx/3629VL+5lJSUf60PvFSfvNTU1AvH+fn5XfKYs2fP4vePxanXWmSWNsMwZAROCHFZ45qO49YagyA3BT7vB4fXlG6Aap0oLLByLiG7dF/3Ovy85Ah7fzpFn4fqUX78ePz69CXhqafIP3hQdTQhhJ0w+crGcc7mmqZQ/lmE/V1eXh4JCQkXRoXq1KmDi4sLK1asuOi47777jsDAQKpWrQoUTSFcuXIlWVlZV/Xa+fn5QNG0wj+dOnWKX3755Vq+hH+pUqUKjz76KP7+/hw+fBjgQuH558dQtGPmpUb6MjMz2bx580Ufb9q0iXr16l103NatWy/scgmwefNm0tLSLhzXqFEjsrKy2LBhw4VjLBYLq1atolGjRv/5dfz5fbmejViKm6ZpUsAJIf6londFvu+/kttq3ga/L0b7oGnpF2+AUb4OyUczMIxSf+nrkpNewJwXtrF29n5cakQTsWghQaNHo0kDcCGE2YyuuP+vKH3XNALXu3dv2rdvT6tWrQgJCSEpKYlZs2Zx7tw57rrrLqBoWuAdd9zBjBkzcHV1pX79+qxbt46lS5fyzDPPYDq/yPLBBx9k7dq13Hbbbdx3330EBwcTHx9Pbm4uw4YN+9drR0ZGUr58ed58801sNhs5OTm899571zQN80+jRo0iNjaWWrVq4eHhwZo1a0hPT6dZs2YA1KtXj7CwMF5++WUee+wxsrKy+Pjjjy+MHv6dv78/48eP56GHHsLHx4dp06ZhGMaF78efvLy8GDZsGMOGDSMzM5M33niDunXrXljz1q5dO+rWrcvYsWN57LHHLuxCmZyczHvvvfefX1NUVBQAX375JZ06dcLd3Z3o6Ohr/t4UB5NmIsjDvqd5CiFK17217+Wh+qPQLPkwfyja3gXKstg8Q0iMP6Hs9a/Xbz+d5sDPifQaVY8KI+/Hr1dPTj85jtwbvJEphHBcZjvYuE6Uvmsq4B588EHWrFnDq6++SmpqKgEBAURHR/PZZ59dKH4AHn/8cXx8fJg/fz5Tp06lYsWKTJw4kVtuueXCMVWrVmXOnDm8+eabTJw4EavVStWqVRk+fPglX9vV1ZX333+f559/nocffpiwsDBGjhzJli1b2Lt37zV90Q0bNuS7777j008/xWq1EhERwRtvvHFhF0wXFxc++OADnnvuOR5++GEqV67MU089xauvvvqvcwUHBzNmzBgmTZrE8ePHqV69OjNmzPjXOrXOnTtTvnx5JkyYQEZGBi1atGDixIkXHjeZTHz88cdMmjSJ119/nZycHGJjY/nkk08uaiFwObVq1WL06NHMmzeP6dOnExYWxo8//nhN35fiommaFHBCCAD8XP2Y0XU60eViMA6vLWrKnXH5djElrmJjTGaT3W5g8l8seTYWv/ULEfWC6HRXDFW/mk3q7NmcefMtbNn2PyVUCFG8zOXLq44gFNAMw1EmkdifJ598kr17917UfPxSOnToQLt27Xj22WdLKZl6Z3LO0GGe2mbiQgi1ekf2ZmKzZzBrOtr3T8O2aSift9jlJWjxIJ8+voGcDPVTzm+ErkPne2sTVT8Qa+o5Ep59hqw1a1XHEkKUIp/OnQl//79naomy5YY3MRHiUvzd/FVHEEIo4qa7MaXTFJqUbwyJe9EWDIWzdrLpRpUWZKXlOXzxBkWbUa6ctpfykX70GBFLpQ8/JGPFChJfeBHrJTbFEkKUPebyoRg2G5o08nYq8tMWJcLF5IKXi5fqGEKIUta8QnPWD15Lk9BGaOsmoU1rbz/FG2ArV52EQ/bbPuB6JB5O55MnNrH7xxN4d+pE1IoV+PW/SXUsIUQpMIeEgrWEe2cKuyNTKEWJ6b2oN0czjqqOIYQoJa+1eY3uVbpC+gm0+UPh1A7VkS5mdsf2VCKbFhxi12rH28TkaviFeNB7dD38gj3J3rqVhKefofBE2fxahRBQ4fVJ+PbogXZ+k0DhHGQETpSYSj6VVEcQQpSCmIAY1g9aS4+IHrDjU7Qpze2veAOo2Qddt+8G3jcqPTmXWc9sYfPieDwaNCRy6RLKDR0KcnEnRJnkElZBijcnJAWcKBE2wyYFnBBOYEzjMXzdczZ+NgNmDUBb9hgU5qiOdWnR3bBZbZw9cXX9Rx3ZzhXH+Gz8Fs4m5hMydgwRC+bjVrOm6lhCiGLmUiFMdQShgBRwokRYbVYq+1ZWHUMIUULCPMNY0f877oq9Cw4sR/ugMRxapTrWlVVoSMqpbKwWm+okpSI3s5B5r2xn9ef7MFeNJGL+PIIffRTNzU11NCFEMTEFSdsmZyQFnCgRZt1MFd8qqmMIIUrAXbXu4rubllLB1R8WDkP7+k7IPac61n+yelck4VCa6hil7sDmRGaM2cSJA2kE3juUyOXL8IxrqjqWEOIGmfz90V1dVccQCkgbAVEiNE0j0i9SdQwhRDHydfVlepfp1AysiXFkPdqiEZBxSnWsqxMQgcnV1WEbeN8oi8XGkvd2UalWObreW5MqM2eSNn8+SZNex5bhnN8TIRydOSREdQShiIzAiRIT6hmKWZN7BEKUBd0jurP25lXE+EfBiifRPu/tOMUbQJ2bAUg87NzFyonfU5k+diMHtibi168fUStX4NO1i+pYQojr4FpZlqo4KyngRIkx6SbKe5dXHUMIcQNcdVc+6vwRr7V+FXNqPNrU1rDlQ3C0DjSR7cjPKSTjbK7qJOrZYNWnvzNv0k7yNXfC332X8CmT5W6+EA7GpUoVDOkB55SkgBMlqrKP3B0SwlE1Ld+U9YPW0jysGdr6t9A+bgdn9quOdV2MoJoklOH2AdfjzPEsPntyMzu/P4ZX6zZErfgO/8GDQNNURxNCXAXXKlXA5hybMomLSQEnSozNsEkBJ4SDeqXVK0zv/BEeuefQPukKP74A1kLVsa6PpmN4BJDk5NMnL2fzwnhmPfcz6ekGYRMnUuXLWbhGVFUdSwjxH9wiItBcXFTHEApIASdKjLQSEMLxVPevzrqBa+gV1Qt+mYU2pRmc+Fl1rBsT2R7dpJN4REbgLiczJY/ZE7eyYd4fuMXWIfLbbwkcMQLk4lAIu+UaEaE6glBECjhRYky6SVoJCOFAHmn4CAt6zSUADWYPQlvyMBRkq45142r2BiD5aKbiIPZv1+qTfDJuM4knsgl++CEiFy3EvU4d1bGEEP+gubtjDgpUHUMoIgWcKDG6phPhJ3eHhLB3oZ6hLLtpKUPrDIWDK9E+aAJ/rFQdq/hUjiMtOYeCXIvqJA6hIMfCwkk7+X7G7+gVK1N17hxCnnwSzdNTdTQhxHmyA6VzkwJOlKgwrzB0Td5mQtir22NuZ+VNy6jkHgSL7kebczvkpKiOVaxsfhEkHExTHcPhHNqRzPSxmzi6N4VyQ+4gavkyvFq1VB1LCMH5DUyE05Ira1GizLqZ8p7SSkAIe+Nt9mZ2j9k80fQJ9NM7i9a67fpKdazi51EOzdXdaRt43yibxcbyKXtY/O4urF4BVJ4+nbDXXsPk7686mhBOzVVaCDg1KeBEiZONTISwL52rdGbdoNXULheD9sMzaJ/2gLTjqmOVjNr90TTN6Rt436jTf6QxY+xGft9wCr+ePYhauQLfXj1VxxLCaUkLAecmBZwoUTbDRiWfSqpjCCEoGhGf0nEKb7Z9A5dzx9A+bgub3gejDF8EVOuMpdBKakIZ2IzFDqyZdYCvXtpOtsWFim+8QaVp0zBXqKA6lhBOxzUqUloIODEp4ESJstqsshOlEHagUWgjNgxaR6uKLdE2vov2URtI+k11rBJnlK9L8rFMDJuhOkqZcS4hhy/Gb2HbsiN4xsURtXwZAUPuAF0uKYQoLW41olVHEArJX1tRoky6SaZQCqHY8y2e59Mu0/HMyyyaLrnqObAWqI5VKmyeISTGS/+3kvDzkiPMfGYrqWcLKT9+PFXnzsWtenXVsYQo88zly2Py9lIdQygkBZwoUbqmE+kXqTqGEE4p0i+SNQNXc1P1m2DXV2hT4uD4ZtWxSk+F+phczNLAuwTlpBcw98VtrJ29H5caNYhYtJCg0aNlapcQJcg9WkbfnJ0UcKLEVfCugFkzq44hhFMZ3WA0i3rPJ1Bzga9uRfvmQch3skbWtfoDkHRENjApab/9dJoZT2zi9OFMgkbeT+TSJXg0bKg6lhBlkltMNIZF+lo6MyngRIlz0V2oFlBNdQwhnEKQexBL+n3L8LrD0eJXFzXlPrBcdSw1qrYkOz2fnHTnmC6qmiXPxuK3fuG7j/ZCcBhVZ39J6LPPoHvJVC8hipNbdDRomuoYQiEp4ESJsxk26gTVUR1DiDJvcPRgVg1YQRXPUPh2NNrswZB9RnUsZWyBNUg4lKY6htM5sussM8Zs4NCOZAIGDyZqxQq827dXHUuIMsMjNhbNZFIdQygkBZwocTbDRu2g2qpjCFFmeZg9mNV9FuPjxqMn7EKb0hx2fq46llomN3DzkemTithssHLaXha8vpNCV28qfTiFiu+8jSkwUHU0IRya5uqKSyVpz+TspIATJc6sm6kfXF91DCHKpA6VOrB+0FrqBsairZ6I9klXOHdUdSz1Ynqh6xqJUsAplXQ0k0+e2MTuH0/g3akTUStW4Nf/JtWxhHBYbtWqoUnLDqcn7wBRKqr6VcXD7KE6hhBlho7Oe+3f4512b+GadhJtWjvY8HbZbsp9LaK7Y7ManDnuZBu32Kn1Xx9k9vPbyMrTqfDyy1Se+ZmMIghxHdyia2AY0tfS2UkBJ0qFrunUCqylOoYQZUK94HpsuOUn2lVqi7ZlCtpHrSBxj+pY9iW8Iamns7AWSkFrL9KTc5n1zBY2L47Ho0FDIpcuodzQoSBreYS4am7RMbIDpZACTpQOq2GVdXBCFINnmz3LF90+w7sgB21mH/j+abDkq45ld6ze4SRIA2+7tHPFMT4bv4WzifmEjB1DxIL5uNWsqTqWEA7Bo05tNLO0ZnJ2UsCJ0mFA7UAp4IS4XlV8qrD65lUMjB4Iu+ehfdAUjq5XHcs++VXG5Oom69/sWG5mIfNe2c7qz/dhrhpJxPx5BD/6KJqbm+poQtgvkwn32rXRpIWA05MCTpQKk26iQUgD1TGEcEgj647k274LCdbdYO4QtMX3Q74UJ5dV52YAko7ICJy9O7A5kRljNnHiQBqB9w4lcvkyPOOaqo4lhF1yq14dXW5yCKSAE6Uo1CuUcu7lVMcQwmGUcy/H4j6LGdVgFNrhdWiTm8K+b1XHsn9R7SjItZCenKs6ibgKFouNJe/tYsnkPRh+QVSZOZOwF19A9/VVHU0Iu+JRrx6GTdb1CingRCmLDYxVHUEIhzCg+gBWD1hJpHdFWPI/tC9vhqwk1bEcghEcS+JhGX1zNCd+T2X64xvZvyUBv379iFq5Ap+uXVTHEsJueNSvV9RkUTg9KeBEqbHYLLKRiRD/wd3szsxuM5nQ/FlMSb+hfdgcdnyqOpZDMTzKSQHnqGyw+rN9zJu0k3zNnfB33yV8ymTMISGqkwmhnGfDhrKBiQCkgBOlSNd06gbXVR1DCLvVNrwt6weupUFwXbQ1L6HN6Ayph1XHciwR7dBNumxg4uDOHM/isyc3s/P7Y3i1bkPUiu/wHzwYZPMG4aR0X19cq1RRHUPYCSngRKnRNZ16wfVUxxDC7ujovN3ubd5v/y5umYlo0zrCT2+Azao6muOp1QeA5KNSwJUFmxfGM+u5n0lPNwib+BxVvpyFa0RV1bGEKHUedWQGk/iLFHCiVPm4+hDuHa46hhB2o3ZgbdYPXkunKp3Qfv4I7cMWkPCr6liOq3Iz0s/kkJ8jjW7LisyUPGZP3MqGeX/gFluHyG+/JXDECHBxUR1NiFLjUa++NPAWF0gBJ0pdbJBsZCIEwPi48czu8QU+hfnweV9YMQ4seapjOTSbXwQJh2T9W1m0a/VJPhm3mcQT2QQ//BCRixbiXqeO6lhClAqPBvVBl8t2UUTeCaJUFVoLqRMk/+AK51bRuyI/DFjJLTG3wN5FaJPj4PBa1bEcn7s/mpuHrH8rwwpyLCyctJPvZ/yOXrEyVefOIeTJJ9E8PVVHE6LkaBoe9eujSQEnzpN3gihVZt0s6+CEUxtWZxjL+31LqNkb5t2DtvA+yEtTHatsiL0JTdOkgbcTOLQjmeljN3F0TwrlhtxB1PJleLVqpTqWECXCrXp1TD4+qmMIOyIFnChVmqZRM7AmJs2kOooQpcrf1Z8FvRfwUMOH0I5uLGrK/dtC1bHKluqdsRTaSD2VrTqJKAU2i43lH+5h8Tu/YvUKoPL0aVSYNAmTv7/qaEIUK8+4OGngLS4iBZwodW4mN2oG1lQdQ4hS07daX9YM/IHqvlVg2WNoX/SDzATVscocI6weZ45nYLMZqqOIUnT6YDozxm7k9w2n8O3RnaiVK/Dt1VN1LCGKjVezZmDI3zXxFyngRKmz2qy0rNBSdQwhSpy77s4nXT/hhRbPY0reX7TD5LbpqmOVWTbP8iTGy/RJZ7Vm1gG+emk72RYXKr7xBpWmTcNcoYLqWELcGF3HM64pmklmLom/SAEnSp2mabQJb6M6hhAlqmWFlvw0eA2NQxqirX0VbXpHSDmkOlbZVb4OJhezbGDi5M4l5PDF+C1sW3YEz7g4opYvI2DIHbJ7n3BY7jVjMHl7q44h7Iz8RROlTtd0agfVxtfVV3UUIYqdhsYbbd/gw46Tcc86gzajE6x7DWzSv6dExfYHIEkKOAH8vOQIM5/ZSurZQkKfeoqqc+fiVr266lhCXDPPuDgMq1V1DGFnpIATSuiaTlxYnOoYQhSrWuVqsX7QWrpW7QrbZ6B92BxO7VQdyzlUbU1ORgHZafmqkwg7kZNewNwXt7HuqwO41KhBxKKFBI0ejSYNwIUD8WrWTHUEYYekgBNKWGwWWQcnypTHmzzOnB6z8LVZ4Yv+aMvHQmGu6lhOwxZYg4T4NNUxhB367afTzHhiE6cPZxI08n4ily7Bo2FD1bGE+G8mE55Nmsj6N/EvUsAJJcy6mbaV2qqOIcQNq+hVkZX9VzCk1hDYvxTtgyYQv1p1LOdicgF3H5IOy/RJcWmWPBuL3/qF7z7aC8FhVJ39JeUnPIvu5aU6mhCX5R4bi+7hoTqGsENSwAllgjyCiPKPUh1DiOt2T+w9LL/pW8Jc/WDBvWjz7obcc6pjOZ8aPdB1nURp4C3+w5FdZ5kxZgOHdiTjP2gQUStW4N2+vepYQlySVzNZ/yYuTQo4oYzVkHYCwjH5uvoyr9c8Hm38KNrxLUVNuffMVx3LecX0wGYzOHMsU3US4QBsNlg5bS8LXt9Joas3lT6cQsV33sYUGKg6mhAX8WrdGjRNdQxhh6SAE8poSDsB4Xh6RfRi7c2riPaLgO+eQPu8D2ScUh3LuYU35lxCNpZCm+okwoEkHc3kkyc2sfvHE3h36kTUihX49b9JdSwhANC9vfFs2BBNWmCIS5B3hVBG13QahjbEwyzzu4X9c9VdmdZ5Gi+3fglzyiG0j1rD1qlgGKqjOT2rdyUSDqWpjiEc1PqvDzL7+W1k5mpUePllKs+ciUulSqpjCSfn1bKFbF4iLksKOKGUi+5C49DGqmMIcUXNyjdj/eC1xIU1RVv/Jtq09nDmgOpYAsAvHN3VVRp4ixuSnpzLl89uZfPieDwaNCBy6RLKDR0KcgEtFPFu2xbDIv1DxaVJASeUKrQV0rKirIMT9uvV1q/yceepeGSnos3oAj++CNZC1bHEn2oPQNM0aeAtisXOFcf4bPwWzibmEzJ2DBEL5uNWs6bqWMLZaBreHTqgmc2qkwg7JQWcUMpFd6FtuLQTEPanRkANfhq0lp6RPWHnzKKm3Ce3qY4l/imqPQV5FtKSc1QnEWVEbmYh817ZzurP92GuGknE/HkEP/YYmpub6mjCSbjHxmL291cdQ9gxKeCEcuE+4YR7h6uOIcQFjzZ6lPk95+BvAF8ORFv6CBRkq44lLsEIrl00+iZLEUUxO7A5kRljNnHiQBqBQ4cSuXwZnnFNVccSTsC7nUyfFFcmBZxQzmbYaFGxheoYQhDqGcrym5ZzT+174I8VaB80hoPfq44lrsDwKEdivPR/EyXDYrGx5L1dLJm8G8MviCozZxL24gvovr6qo4kyzKdDR1l/Ka5ICjihnGEYtK7YWnUM4eTuqHkHK29aRrh7OVg0Am3uHZCTqjqWuJIqrdDNJmngLUrcid9Tmf74RvZvScCvXz+iVq7Ap2sX1bFEGWQKCsK9Vk006f8mrkAKOKGcSTfRLKwZZl0W64rS5232Zk7POTzR9An0UzvQJsfBrjmqY4mrEdsXgKSjsoGJKAU2WP3ZPuZN2kke7oS/+y7hUyZjDglRnUyUId5tWmNIexrxH6SAE3bB3exOg5AGqmMIJ9OtajfWDfqRWgE1YOV4tM96QPoJ1bHE1arcnIyzueRny1oRUXrOHM9i5rjN7Fx5DK/WbYha8R3+gweDjJiIYuDdoQNYrapjCDsnBZywCxabRaZRilJj1s1M7TSVSW1ewyX1SFFT7s0fSFNuB2PzjyThkEyfFGpsXhTPrOd+Jj3dIGzic1T5chauEVVVxxIOTPP0xLtNG2kfIP6TFHDCLph1Mz0je6IhdzBFyWoS2oQNg9bRokJztA3voH3cFpL3qY4lrpWbL5qrp6x/E0plpuQxe+JWNsz7A7fYOkR++y2BI0aAi4vqaMIBebdti+7qqjqGcABSwAm7EeIZItMoRYl6qeVLzOjyMZ556WifdofVE8FaoDqWuB61+qHp0sBb2Iddq0/yybjNJJ7IJvjhh4hctBD3OnVUxxIOxrd7N2kfIK6KFHDCblhslqKmyUIUs2p+1Vg78Ef6VOsDv85Gm9wMjm9RHUvciBpdsFpspJzKUp1ECAAKciwsnLST72f8jl6xMlXnziHkySfRPD1VRxMOQPPwwLttW5k+Ka6KFHDCbph1M90justulKJYPdzgYRb0/ppymOCrW9C+HQ0FctHv6Iyw+pw9kYnNKusWhX05tCOZ6WM3cXRPCuWG3EHU8mV4tWqlOpawc95t26K7uamOIRyEFHDCrvi4+tCyQkvVMUQZEOwRzNJ+S7iv7n1oh35Am9wEDnynOpYoJjav8rKBibBbNouN5R/uYfE7v2L1CqDy9GlUmDQJk7+/6mjCTvl27y7TJ8VVkwJO2BWZRimKw60xt/JD/++o7BkC3zyA9tWtkH1WdSxRXIJjMLm4yAYmwu6dPpjOjLEb+X3DKXx7dCdq5Qp8e/VSHUvYGc3DA+92Mn1SXD0p4IRdMetmOlTugKdZ1gyIa+dp9uTLHl8yruk49IRfi9a6/TJLdSxR3OrcDCAbmAiHsWbWAb56aTvZFhcqvvE6laZPw1yhgupYwk54t2kj0yfFNZECTtgdN5MbHSp3UB1DOJjOVTrz06A11ClXC23VBLRPukHaMdWxREmo2obczAKyzuWrTiLEVTuXkMMX47ewbdkRPJvGEbV8GQFD7gBdLsWcnew+Ka6V/NUQdsdqs9IrUqaYiKtj1s180OED3mzzOq5pJ4r6um18Fwyb6miihNiCapAQL9MnhWP6eckRZj6zldSzhYQ+9RRV587FrXp11bGEIpqHB97t28v0SXFNpIATdsekm2hWoRnl3MupjiLsXIPgBqwftJY24a3RNk9G+6g1JO1VHUuUJN0Mbn4kHpYCTjiunPQC5r64jXVfHcClRg0iFi8iaPRoNGkA7nR8OneW6ZPimkkBJ+yShkbXql1VxxB27LnmzzGz2yd45WehfdYLfngGLDKlrsyr0Q3dpJN0VNa/Ccf320+nmfHEJk7HZxA08n4ily7Bo2FD1bFEKfIf0B/DalUdQzgYKeCE3eoT1Ud1BGGHqvpW5cebVzGgxgDYNRdtchwc26g6ligtMT0xbAZnjmWqTiJEsbDk2Vj81i8sn7oXgsOoOvtLyk94Ft3LS3U0UcLM5cvj2aQJmsmkOopwMFLACbukazq1g2oT7h2uOoqwI6PqjeKbPgsJ0l1hzu1o34yCfLmQdyrhTTiXmENhvtyxFmXL0d1nmTFmA4d2JOM/aBBRK1bg3b696liiBPn17QOGoTqGcEBSwAm7ZbVZ6RHZQ3UMYQcC3QP5pu83jKw/Ei1+DdrkprB/qepYQgGrTyUSDqWpjiFEibDZYOW0vSx4fScFrt5U+nAKFd95G1NgoOpoogT433yz7EIqrou8a4Td0jVdplEKBtYYyKoBK4jwCoMlD6PNHghZyapjCRV8yqO7upEo/d9EGZd0NJNPn9jE7h9P4N2pE1ErVuDX/ybVsUQx8qhfH9dKldA0TXUU4YCkgBN2S9M0qvhWIaZcjOooQgF3szufd/+cZ5o9jSlxL9qHLWDHZ6pjCZVq34ymaSQdlR0ohXNY//VBZj+/jcxcjQovv0zlmTNxqVRJdSxRDPz69ZXeb+K6SQEn7JrFZqFHhEyjdDbtKrVjw6C11A+qg/bji2ifdIHUw6pjCdWiOlKYb+FcYo7qJEKUmvTkXL58diubF8Xj3qABkUuXUG7oUJCNLxyW5uqKb69e0vtNXDcp4IRdM+tmekf1RtfkreoMdHTebf8u77V7B9f002jTOsD6N8EmG1YIMEJjSTqSAbLmXzihnSuP8dlTmzmbmE/I2DFELFyAW82aqmOJ6+DdoQMmb2/VMYQDk6tiYfeCPIJoEtpEdQxRwuoE1WHD4HV0qNwBbetUtKmtIGGX6ljCjhgeQSTEy/RJ4bzysizMe2U7q2fuw1wlgoj58wh+7DE0aQTtUPwHDJDpk+KGSAEn7J7FZuHWmreqjiFK0DPNnuHL7p/jXZgHM/vAyqfAkqc6lrAnlZujm03SwFsI4MCWRGaM2cSJA2kEDh1K5PJleMbFqY4lroJLxQp4tWwh0yfFDZECTtg9s26mfaX2VPCqoDqKKGaVfCqx6ubvGRQ9CPYsKGoPcGSd6ljCHtXqB1A0hVIIgcViY8l7u1gyeTeGXxBVZn5G2Esvovv6qo4mrsB/8OCifhFC3AAp4IRDsBk2BscMVh1DFKMRdUewtO9iQkxeMO9utEXDIU+mx4nLqNKczNQ88rIKVScRwq6c+D2V6Y9vZP+WBPz69iNq5Qp8unZRHUtcgubiQsDgwTL6Jm6YFHDCIZh1M4OjB+Nh9lAdRdygALcAFvVZxIMNHkQ7ugFtchP4bZHqWMLO2QKipIG3EJdjg9Wf7WPuqzvIw53wd98lfMpkzCEhqpOJv/Hp2gWTn5/qGKIMkAJOOAxPsyc9I3qqjiFuwE3VbuLHm78nyqcSLH0U7YubIDNRdSxh71y90Vy9SDws0yeFuJKUk1nMHLeZnSuP4dW6DVErviuasifNou1CwO23Y1hlV2Vx46SAEw7DwODO2DtVxxDXwV1359OunzKxxXOYkvehfdgcts9QHUs4ilp90HRp4C3E1dq8KJ5Zz/1MWrqNsInPUWX2l7hGRKiO5dTcatTAs0EDNOnfJ4qBFHDCYeiaToRfBHHlZactR9K6YmvWD15Lo5AGaGtfQZveEVLiVccSjqRGN6wWG2dPZKlOIoTDyEzJ46uJP7Nh3h+41apN5LffEHj//eDiojqaUwq49VZpHSCKjRRwwqFYbBbuqHWH6hjiKujovNX2LSZ3eB+3rCS06Z1g3SRpyi2umRFWn7Mns7BZpYO3ENdq1+qTfDJuM4knsgl+aDSRixbiXqeO6lhORffywq9fX9m8RBQbKeCEQzHrZtqEtyHcO1x1FHEFsYGx/DR4LZ2rdoZtM9A+bAGnd6qOJRyUzbsCCfFpqmMI4bAKciwsnLST72f8jl6xMlXnziHkySfRPD1VR3MKfn36SLN1UaykgBMOx2bYuCXmFtUxxGWMazqOr7rPwtdSCF/chPbdWCjMVR1LOKrA6phcXKT/mxDF4NCOZKaP3cTRPSmUG3IHUcuX4dWqlepYZV7AEJk5JIqXFHDC4Zh1MzfXuFlaCtiZit4V+b7/Sm6reRvs+6aoKXf8j6pjCUdX52ZAGngLUVxsFhvLP9zD4nd+xeoVQOXp06gwaRImf3/V0cokr5YtcIuMRNPlklsUH3k3CYfkafakd1Rv1THEeffWvpfl/b6lvKsPzB+KNn8o5J5THUuUBRFtyMsqJDMlT3USIcqU0wfTmTF2I7+tP4Vvj+5ErVyBb69eqmOVOYHDhsnmJaLYSQEnHJKBwZ21pKWAan6ufszvPZ//Nfof2rHNRaNuexeojiXKEFtQjKx/E6IErf3yAF+9tJ1siwsV33idStOnYa5QQXWsMsGtZk28mjWTzUtEsZMCTjgkXdOp4luF5mHNVUdxWr0je7Pm5h+o4VsVlo9F+6IvZJxWHUuUJZoO7v7SwFuIEnYuIYcvxm9h27IjeDaNI2r5MgKGDAGZ9ndDAocOldE3USLkN1M4LIvNwpBaQ1THcDquuivTu0znpVYvYj57EG1qK/j5YzBki3dRzKp3QTfpJB2VAk6I0vDzkiPMfGYrqWcLCX1qHFXnzsWtenXVsRySOSwM3x7dZfRNlAgp4ITDMutmWoe3prJPZdVRnEbzCs3ZMHgdTcs3QfvpdbRp7eHsH6pjibKqZm8MwyBZCjghSk1OegFzX9zGuq8O4FKjBhGLFxE0ejSaNAC/JuXuHCI3NkWJkQJOODSLzSItBUrJa21e46OOH+KenYI2ozOseRlsMjVElKDwJqQl5VCYL83fhShtv/10mhlPbOJ0fAZBI+8ncukSPBo2VB3LIeg+PgTccouMvokSIwWccGh/thTwNEsz0pISExDDT4PW0iOiB+z4FG1KMzi5XXUs4QSsvlU4fShddQwhnJYlz8bit35h+dS9EBxG1dlfUn7Cs+heXqqj2bWAwYOlcbcoUVLACYfnZnJjcPRg1THKpDGNx/B1z9n42wyYNQBt2WNQmKM6lnAGXsHorm4kHZECTgjVju4+y4wxGzi0Iwn/QYOIWrEC7/btVceyTy4ulLvnbtA01UlEGSYFnHB4Ghr31b1PRuGKUZhnGCv6f8ddsXfBge/QJjeBQ6tUxxLOpM7NaJomDbyFsBM2G6yc9hsLXt9Jgas3lT6cQsV33sEUFKQ6ml3x690Lc2AgmhRwogRJASccnqZpeLt4c0etO1RHKRPurHUn3920lApuAbBwONrXQyAnVXUs4WyiOlJYYOVcQrbqJEKIv0k6msmnT2xi948n8O7UkagV3+HXv7/qWPbBZCLogQcwbDbVSUQZJwWcKBN0TWdo7aH4uPiojuKwfF19+brX14xtMhb95Laipty756qOJZyUEVqH5KMZsombEHZq/dcHmf38NjJzNCq8/BKVZ87EpVIl1bGU8uvdC9eKFdGkf54oYfIOE2WGu9mdO2PvVB3DIfWI6MHam1cR4x8FK8ahzewJ6SdVxxJOzOYZTEK8rH8Twp6lJ+fy5bNb2bwoHvcGDYhcuoRyQ4eCyaQ6WukzmQgaPVpG30SpkAJOlBkmzcRdsXfh5+anOorDcNVd+ajzR7za+hXMqYfRpraGLVOkd41QK7wJJrNJ1r8J4SB2rjzGZ09t5mxiPiFjxxCxcAFuNWuqjlWq/HrJ6JsoPfIuE2WKq+7K3bF3q47hEJqWb8r6QWtpHtYMbcPbaB+3hTP7VccSAmJvApAdKIVwIHlZFua9sp3VM/dhrhJBxPx5BD/2GJq7u+poJc9kImj0gzL6JkqNFHCiTDHpJobUHEI593Kqo9i1l1u9zPTOH+GRm4b2STdY/TxYC1XHEqJIlRZkncsjN1Pek0I4mgNbEpkxZhMnDqQROHQokcuW4hkXpzpWifLr1QvX8HAZfROlRt5poswx62aG1h6qOoZdqu5fnXUD19A7qjf8MquoKfeJrapjCXERW0A1aeAthAOzWGwseW8XSybvxvALosrMzwh76UV0X1/V0YqfyUTQg7LzpChdUsCJMsekm7g15laCPYJVR7ErjzR8hAW95hKADrMHoy15GAqyVMcS4mIunuDmLdMnhSgDTvyeyvTHN7J/SwJ+ffsRtXIFPl27qI5VrHx79sS1UiUZfROlSt5tokzSNZ376tynOoZdCPUMZdlNSxlaZygc/B7tg8bwxwrVsYS4tJp90HVp4C1EmWGD1Z/tY+6rO8jDnfB33yV8ymTMISGqk904k4lgWfsmFJACTpRJZt3MwOiBlPcqrzqKUrfH3M7Km5ZRyT0IFo9Em3Mb5KSojiXE5UV3xWa1cfaEjA4LUZaknMxi5rjN7Fx5DK/WbYha8R3+gweDpqmOdt38+vaR0TehhLzjRJmloTG8znDVMZTwNnszu8dsnmj6BPrpX4rWuv06W3UsIf5bWEPOnsrCapE72kKURZsXxfPFs1tJS7cRNvE5qsz+EteICNWxrpnm5kbII4/I6JtQQgo4UWaZdTP9q/cn3DtcdZRS1blKZ9YNWk3tcjFoPzyL9ml3SDuuOpYQV8XqXYEE2cBEiDIt61w+X038mfXz/sCtVm0iv/2GwPvvBxcX1dGuWrkhQzAFBsrom1BC3nWiTDMwuL/e/apjlAqzbmZKxym82fYNXM4dL+rrtuk9MOTuoHAQARGYXF1l/ZsQTmL36pN8Mm4zicezCX5oNJGLF+Fet67qWP/J5O9P4Mj7pXgTyphVBxCiJJl1M72jejNtzzSOZRxTHafENAxpyJQO7+Pp6o226X348UWwFqiO5dCyCzVm7Pdi11kX9qS6kF6g80pcOv0jcy86bneKCwsPe7A7xYUDaWYshsaBWxOv+nUKbfDRb14sOuJBUq6JUA8rAyJzGV4rG/Pfrg2ScnSe2ebL9mRXynvaGFM/kw4V8y861/cn3JiwzZfve53Fx9W4oa9fiboDAWngLYQzKcixsPD1nVRrFEKHO2pQdc5XnPtiFsnvvouRk6M63iUF3j8C3RkalAu7JbcORJlnM2yMqjdKdYwS80KLF/is6ww88zPRPusJPzwrxVsxOJevM3mvN4czzET7X76h9LrTbsw/7AEahHtbr/l1xm7244O93jQLLWB8wwyahBTy7h4fJm6/uF/SE1v8OJFlZkz9TGoFFPLwBn9OZpkuPJ5vhdd+8eF/dbMcs3gDiGhLfk4hGWfzVCcRQpSyQzuSmT52E0f3pBBwx+1ELV+GV6tWqmP9i0vFCpS7/XY0k+m/DxaihEgBJ8o8s26mW0Q3ovyjVEcpVpF+kawZuJp+1fvBrjlok+Pg2CbVscqMEA8rG/ols6bvGR6vn3nZ426tlsP2AUks7JpCy/L5lz3uUnanmPnuuAcjY7N5KS6DW6vn8mqzdIbGZDMv3oP954omSeRZYEuSK883See26rm83jy9KF+i64VzzdjnhY+LwcCo3Mu9nN2zBdckIV5G34RwVjaLjeUf7mHxO79i9Qqg8vRpVJg0CZO/v+poFwT/7xGH3jlTlA1SwAmnYDNsjG08VnWMYvNggwdZ1Hs+gZoLzLkN7ZsHIP/yRYa4dq4mCPb47/WDQR423K9zMvqOM0UFWM8qFxddPSrnYqDx3fGiKTr5Ng0DDd/zI2uaBr6uBnmWoouIpBydafu8GN8oA91Rrys0HdwDSDws69+EcHanD6YzY+xGflt/Ct8e3YlauQLfXr1Ux8KtZk38evdCM8sKJKGWFHDCKZh1My0rtqR9pfaqo9yQIPcglvT7lhF1R6DF/4j2QRPYv0x1LHGdCqxF1ZbbP2bieJiLCrW9qUU7svm5GlT2tvDRb16cyDLx7VF39p0zUyewaGrnpF99aB1WQJOQy0/1tHtRHdBNuqx/E0JcsPbLA3z10nayC12o+MbrVJo+DXOFCsryhD7xOIbFouz1hfiTFHDCaVhtVp6Kewo3k5vqKNdlcPRgVg1YQRXP8vDtaLTZgyD7jOpY4gZE+BZdCOw8c/HW2dvPj8wl5/71J/r5JhlsSHSj05Jgxm72587oHBoFF7LzjAurTrrzRAMHH7mq2QfDMEg+6uBfhxCiWJ1LyOGLp7fw89LDeMbFEbV8GQFDhkAp7wDp1bIFXs2ayeibsAvyLhROw6SbCPEM4d7a9zJl1xTVca6ap9mTjzt/TN3gunBqO9qCYXDuiOpYohi0rZBPRS8rk371wcNsEFuukF0prry9ywezZpBn/Ws+ZPPyBazpc4ZD6WZCPKyEedmwGfDiTl/uicmmopeN2Qc9+PyAFwZwd3Q2t1Z3oPVwlZqSnpxLQd61bwQjhCj7ti09ym/rT9N7dD1CnxqHX58+JDz1FPkHD5b8i5vNhD7zDIbVKpuXCLsgI3DCqeiazn117iPcxzGae3eo1IGfBq2hbmAs2urn0WZ0keKtDHEzwUdtz+HvamP0hgA6fBvCE5v9eKB2Fn6uNjzNF+8m6eViUC+okDCvorV5Cw57cDZXZ3itbDYluvL6rz6MqZ/J2PqZvPaLD1uSXC/1snbJ6luV04fSVMcQQtixnPQC5r64jXWzD+BSI5qIxYsIGj0arYQbgJe743Zcq1SR4k3YDRmBE05H0zSeavoUo1bbb2sBHZ132r9Du/A2kHoYbf5QSNytOpYoAdX9LCztkcKhDDPpBRrVfC24mwxe+cWHJiGXbweRVajxzm5vHq+fiafZYOkxd7pWyqdTeNFOmF0r5bPkqDvNQh2gpYRnILqbuzTwFkJcld/Wn+bAtkR6japHhZH349erJ6fHPUXuzp3F/lrm4GCCH3oYTXaeFHZERuCE0zHrZlqHt6ZteFvVUS6pXnA9NtzyE+0rt0fbMgVtaksp3so4TSsq5BoHF+LvZrA12RWbodGi/OWLr8l7vQn3stKnalHPtORcEyEef00/DPGwkpTrIHeLaw9A0zTZwEQIcdUseTYWv/ULy6fuheAwqs7+kvITnkX38irW1wl+7DE015Id4RPiWkkBJ5yS1WZlfLPxdrehybPNnuWLbp/hXZADn/WC758Gy7X1FhP2Kz7DxOnsK//ZzbPAu7t9CPaw0rPKpRtaH8kwMesPT8Y3yrzQjijI3cbhjL8mVcRnmAl2d5D1ZNU6Yimwkno6W3USIYSDObr7LDPGbODQjiT8Bw0iasUKvNsXz47THg3q49+vr2xcIuyOvCOFUzLpJkI9Q7mn9j1M3TVVdRyq+FThk64zCPEKxdg1B+27xyFPRiNUm/WHJxkFGsnnR7LWnHIjMaeoABtSIwcfV4NT2TrfHPEA/tr2f8reojvAFbys9Iv4qwjrsSyYpiEFfNEx9cLnHt7gR4iHjWp+FrIKNRYc9uRElomP257D2+XiNXB/euUXH3pUzqNu4F9tA7pWymPUen/e2uVdlPW0G1PbnCuub0WJMsrXJflYJsalv1whhLgimw1WTvuN0Ko+9BhZh0ofTiFjxUoSX3wR69mz13dSXaf8c89hWCxSwAm7I+9I4bR0TWdYnWEsjV/KyayTynKMrDuS++veh1aYC1/fifb7N8qyiIt9st+LU9l/TUP8/qQ7358saq7dp2oePq5WTmaZeXePz0XP+/PjpiEFFxVwl1K7nIWFRzyYG++Ju8mgUXABb7ZIo2bApXsNrTvtyrZkV1b2uviipH3FfB6pm8UXf3hiAI/WzaJtBQdY/wbYPEJIiD+lOoYQwsElHc3k0yc20XpQdWp37EhUq5YkvfwK6QsXXvO5/AcOxD06ugRSCnHjNMOQe57CeVlsFjae2siDPz5Y6q9dzr0cn3T5hKiAKIxDq9AWj4KspFLPIYRSFRrA8LUs/3A3R3Zd551yIYT4B99gd3qPro9/iCfZW38m4emnKTxx4qqea/L3J+qH79G9vWXzEmGXZA2ccGpm3UzbSm1pXbF1qb7ugOoDWD1gJZHeFWHpI2izBkjxJpxTbH8A2YFSCFGsMs7k8eWzW9i8KB73Bg2IXLaUckOHwlW0Agj+38Ponp5SvAm7JSNwwulZbVaScpLovag3BbaSnXLmbnbno04f0SCkPpz+FW3BvZB6uERfUwi7NuxHsr1q89mTG1UnEUKUUe7eZnqPrk9wZR/y//iD00+OI3/fvksfW6cOVefOQdNljEPYL3l3Cqdn0k2U9yrPPbXvKdHXaRvelvUD19IguC7ampfRZnSS4k04PVu56iRIA28hRAnKy7Iw75XtrJ65D3OVCCLmzytqD+DufvGBZjMVXn6paFcUIeyYjMAJcV6BtYA+i/twKqt4N1PQ0Xmr3Vt0qNQOzh0tGnU7/UuxvoYQDsnsju2pRDYtOMSu1Ve3NkX8W4Elj50nfiAx4yhJGUfJt+TQKeZOaoU1/9exu06uZfepdaTnnsXDxYvqIY1pHtkbl6toqfLTwXmcSjtIRl4KVlshPu6BVA9pRMNKnXA1/3UhnJWfxo/7v+RU+iG83fxpGXUTkUF1LzrXoTO/sObAbO5s9jxuZo8b/yYIcZXMZp3uI+tQKSaAwsQEEp4aT87WrQAE3ncfwY89KlMnhd2TETghztM1nSeaPlGs56wdWJv1g9fRsUpHtJ8/RvuwhRRvQvypZm90XRp436i8wmx+Prqcc9mJBHmHX/a4jfGLWHdwLoFeFWhbfSDVghuw+9Qalu356KpeJynzGBX8q9Esohdtqg8i3L8GO46v5JvdH2AYf41Y/LDvM9LzztIyqh8hPpX57rdpZOSmXHjcYi1kw6EFNI/sI8WbKHUWi40l7+9iyQe7MPyCqDLzM8JeehH32rEEjX5QijfhEKSNgBDnmXUz7Su1p1XFVmw4teGGzzc+bjyDa9wMOSnweT84vObGQwpRltTohs1qcOZEluokDs3TzZd7W7yKl5sfSRnHmLvj1X8dk52fzi8nVhETGkeXWndf+Ly/ZyjrDs7l8Nnd/xol+6eBDcf863N+HsFsiF9AYsZRwvwisVgLOHHuDwY0eISK/tWpU6ENCenxHEv9nTrnN4vaeeIHXM0exIa1vLEvXIgbcGLfOaY/vpGOd9Ykum8//AcMwLBcun2LEPZGRuCE+BurzcrTzZ7G4wbuClf0rsgPA1ZyS8wt8NtitA+aSvEmxKVUbEjK6SyshbLe5EaYdRe83PyueExCxmFsho0aoY0v+nyNkKKPDyZvv67X9nUvB0C+JRcAi60QMHAzewKgaRpuZk8s5zeIyspPY8fx72lbfRCaJpcgQjEbrP5sHz8vPwogDbuFw5C/nkL8zZ8bmjzc8OHrev59de5jeb9vCXXxgflDi9a75aUVb0ghygirdzgJ8TJ9sjRYbUUjCybd5aLPm02uACRnHr+q89hsVnILssjKT+NY6u9sPrIEF5M75X2rAuDu4oWfRzDbj60gPfcs+xN/5kzWSUJ9ih7fGL+QKuViqehfvXi+MCFukKevKw06V0G2hBCORG41CPEPJs3E7TVvZ/Xx1WxL3HZVz/F382dGlxnUKFcD4/BatEX3Q2ZCCScVwoH5V8Hk6krSYSngSkOAZygACenxVAqIvvD502mHgKKRsauRlHmMeTtfv+i8veuMxN3F68LnOkTfxvK90/jj/Khe/fAOVPCPIiE9nvgzv3JH3IQb/XKEKDZtb62B2VWXtW/CoUgBJ8QlWG1WXmn1Cn0W9yHHknPFY/tF9WNCs/GY0GD5GLRt00Hu5AlxZXVuBiDpqDTwLg0hPpUJ9a3KjuPf4+3mT7h/NKk5Caz54yt0zXR+6uN/K+cVRr96D1FoLSAx4zDHU/dRaM2/6JhKATHc0/wlUrMT8HLzw8e9HIZhY93Br2lQqRO+7oHsPrWOXSfXYBgGDSp1pE7FNiXxZQtxRZENgolsEKI6hhDXTAo4IS7BpJsI8ghibJOxTNw88ZLHuOvuTOk8hcahjSBxT9F0ybMHSzmpEA4qsh35uRbSk3NVJ3EaPWuP4LvfprNq/xcAaJpOg/COnEo7yLncpKs6h5vZg8rlagIQFVyPIO+KLN3zIbc0eYrgv+2A6Wp2p7xfxIWPf0/YTHZBBo2rdOV46j42xi+iS827AY2Vv3+Cv2foRSODQpQ0Ny8z7W6PxrAZaLqMvgnHIgWcEJdh0k3cXONmVh1bxcbTGy96rGWFlrzd9g3czR5o6ybBT6+DTXavEuJqGcG1SJT1b6XK282fgQ3HkJaTTHZBOv4eIXi5+TFj45MEeFzfKERUUAPgM/5I2n5RAfd3+ZZcNh/5llZR/XExufFH8naqBTcgKrg+ANVCGnAg6Wcp4ESpan9HDG4eLlK8CYckm5gIcQVWm5UXW72Ij4vPhc+90fYNPuw4Gfess2gzOsHaV6R4E+IaGR7lSJT1b0r4e4ZQ0b86Xm5+pGQnkF2QTqWAmOs6l9WwYGBQYLn8SOrPR5fj6x5IdGhTALLz0/By/WvXTC9Xf7Kvcg2eEMUhOq48UQ1C0E1SvAnHJAWcEFdg0k0EuAUwLm4ctcrVYv2gdXSt2hW2f4L2YXM4tVN1RCEcT1R7dJNO0hFZ/6aSYdjYGL8Qs+560Ro0q81KanYi2fl/Fdj5hTlYbdZ/neO387MTQnyrXPI1zuUksfvUWtpUH3RhkwhPV1/O5ST97ZhEPF2v3AZBiOLiE+hO29uiZddJ4dBkCqUQ/8Gkm+gd1ZteVbsVtQSY1R/t0GrVsYRwXDF9ANnApDjtOrmWfEvOhaLrSMpusvLPAVAvvD1uZg/WHfwaq62QIO9wbIaVA0nbSMo4Ruead+Fzvp8bFI2Qzfp5IjXLN6NzzbsAOJn2B+sOfk214Ib4ewZjs1k5lX6I+DO/EuJThZjzo2v/tP7gfKqHNLrQZgCgWnBDlu75kE3xi4uynt1N77qjSuC7IsTFNA063VMLk1mTXSeFQ5MCToirYDNs6CYX+KwnnDmgOo4Qjq1yHOnJORTkytTj4rLzxA9k5qVe+Dj+zK/En/kVgJjQONzMHgR7V+LXkz9yIGkboFHetwo31X/4qtaeBXpXJDygBofP7iKnIB0D8PMIomnVHjSq3BmT/u/LiaMpezmVfpA74y7eCCoiqA7NI/uy6+QaAFpE9qNqYO3r/tqFuFr1O1UmLMpPijfh8DRDxpCFuDpWCxxeA1/erDqJEA7N+mQCf/ySzo8z96mOIoRwEoEVvRn0VGN0k6weEo5P3sVCXC2TGap3hib3qU4ihOPyCEB385AG3kKIUmMy63S5L1Z1DCGKjRRwQlwLw4CuL0NQDdVJhHBMsTehaZqsfxNClJq4vpEEhHrK6JsoM+SdLMS10DTQTHDzJ2ByUZ1GCMdTrTOWQhspp7JVJxFCOIGKNfyp36mS9HsTZYoUcEJcK5MZQmOh/dOqkwjhcIywepw5loFhk+XXQoiS5e7tQud7Y5HdHkRZIwWcENdD06HV/6B6F9VJhHAoNs9QEmT9mxCipGnQeWgsHt6u6DL6JsoYKeCEuF42KwyYAf6VVScRwjGUr4vJxUzSYVn/JoQoWY26VqFSzQB0kxRvouyRAk6I66WbwMUDBs8Ck6vqNELYv9j+ACQdlRE4IUTJqVDdn7g+kdLvTZRZUsAJcSNMLhBau2hnSiHElUW0Jic9n+y0AtVJhBBllIePC12H10aWvYmyTAo4IW6UboKmw6CONPgW4kps5aqTEC+jb0KIkqFp0OW+2rh7mmXdmyjTpIATojgYNujzAQRHq04ihH0yuYK7L4lHpIATQpSMxj2qUrGGv/R7E2WevMOFKA6aDroL3DIbXL1UpxHC/sT0RNc1ko7IBiZCiOIXHh1Ak14Rsu5NOAUp4IQoLiYzBERA7/dUJxHC/kT3wGYzOHMsU3USIUQZ4+nrStdhtaXfm3AaUsAJUZx0U9FauMb3qk4ihH2p2JDU01lYCm2qkwghyhDdpNFteG1cPUyy7k04DSnghChuhgHdX4MKDVUnEcJuWH0qyQYmQohi13pwdcpH+sm6N+FU5N0uRHHTtKL/bpkFHgGq0wihnl8lTK5u0sBbCFGsYltXoHabcDQZeRNORgo4IUqCbgbvUBj0edH/F8KZ1R4AQNJRKeCEEMWjQnV/2twajSEL34QTkgJOiJKim6FqK+jxuuokQqgV1Z6CXAtpyTmqkwghygCfQHe6318HQHadFE5JCjghSpKmQ+OhEHe/6iRCKGMEx5J4JAPkRrkQ4gaZXXV6PlAXV3fZtEQ4LynghCgN3V6B6l1UpxBCCcOzHImHZQMTIcSN63R3LQLKe8mmJcKpybtfiNJgAINmQkgt1UmEKF0RbdBNJpKOSAEnhLgxjbpXJaphiIy8CacnBZwQpUHXQXeFO+aDV7DqNEKUnpp9ANnARAhxYyLqBdGsb6TqGELYBSnghCgtJjN4hcJtc8HspjqNEKWjcjPSz+SSn21RnUQI4aCCKnnT+d5Y2XFSiPOkgBOiNJnMEFYf+k5RnUSIUmHzjyQhPk11DCGEg/Ip506fh+pjMmmy46QQ50kBJ0Rp001Q52Zo+7jqJEKULDdfNFdPko7I9EkhxLVz8zTT5+H6uHmaZdMSIf5GfhuEUKX9eIjtrzqFECUnth+arkkBJ4S4ZiazTo9RdfENcpfiTYh/kN8IIVQxbHDTVKjYSHUSIUpG9a5YLTZSTmapTiKEcCQadLqnJuUj/aR4E+IS5LdCCFU0vWg65R0LIaiG6jRCFDsjrB5njmdis8nGA0KIq9eifzVpFyDEFUgBJ4RKuhlcveGuJeAXrjqNEMW8p/MAADZjSURBVMXK5lWehHjp/yaEuHp124fToHNl2bBEiCuQAk4I1Uxm8AyEu5aCV5DqNEIUj5BamFxcpIG3EOKqRdYPptWg6qpjCGH3pIATwh6YXMCvEgxZDG4+qtMIceNqDwCQDUyEEFelfKQvXe6LBZlxLcR/kgJOCHthMkNITbjtazC7q04jxI2p2pqcjAKyzuWrTiKEsHNB4d70fqg+mq6hybo3If6TFHBC2BPdDJXiYNDMov8vhIOyBUWTeFimTwohriygvCd9H2mA2UWXTUuEuEpSwAlhb3QTVO8CfSeDLOIWjkg3g5uvFHBCiCvyDXKn36MNcXU3SbsAIa6B/LYIYY80HeoOhq4vq04ixLWr0R3dpMv6NyHEZXn5u9Hv0Ya4e5mleBPiGslvjBD2StOg2ShoM1Z1EiGuTUxPDJtB8jEp4IQQ/+bh48JNjzbAy89VijchroP81ghh7zo8DU3uU51CiKsX3pjUxGwsBTbVSYQQdsbN00zf/zXAJ9BdijchrpP85gjhCHq8DvVvU51CiKti9alEwiFZ/yaEuJiLm4neD9UnoLynFG9C3AD57RHCIWhFm5o0vFN1ECGuzCcM3dVN1r8JIS5ictHp+WA9giv5SPEmxA2S3yAhHIGmARr0eR8aD1WdRojLq30zmqaRdERG4IQQRcwuOj1H1SUsyg/dJLsrC3GjpNGUEI7iz5YCvd4uajXw8zS1eYS4lKgOFORZOJeUozqJEMIOmF11ej1Yj7Bq/tLnTYhiIgWcEI6oxxtFvba2fKg6iRAXMUJji6ZPGqqTCCFU+3PNW2iErxRvQhQjmUIphKPq9iq0GK06hRAXMTyCpIG3EAJXDzN9H2kgxZsQJUBG4IRwZF1eLBqJ2/C26iRCQOUW6GaTbGAihJP7s1VAYEVvKd6EKAFSwAnh6Do9V1TE/fS66iTC2cX2A5ACTggn5u7lQr9HG5xvFSDFmxAlQQo4IcqCDk8XFXFrX1GdRDizys3ITMklL7tQdRIhhAIePi70e7Qh/iEe0ipAiBIkv11ClBXtniwq5IRQxBYQxWlp4C2EU/L0c6X/2EZSvAlRCuQ3TIiypM1Y6PbKXy0HhCgtrt5orl4yfVIIJ+Qb5MGAxxvhG+guxZsQpUB+y4Qoa+JGwoBPwOSqOolwJrX6ounSwFsIZxNUyZuBTzbG299NijchSon8pglR1mga1OoLQxaBm6/qNMJZ1OiK1WLj7Mks1UmEEKUkPDqA/mMb4ephkuJNiFIkv21ClEW6CSo3g3u/B5/yqtMIJ2CENeDsiUxsVungLYQzqNYohN4P1cNk1qV4E6KUyW+cEGWVbobA6jBsDQTVUJ1GlHE27zAS4mX6pBDOoE67cLrcF4uma9LnTQgFpIAToiwzmcErBO5bBZWaqk4jyqrgaEwuLrKBiRBOoFnfSNrcUgNN09BkwywhlJACToiyzmQGV2+4aylEd1edRpRFtQcA0sBbiLJM0zU63BlDo+5VVUcRwulJASeEM9BNYHKBW2ZDo7tVpxFlTUQbcrMKyEzNU51ECFECzC46PUbWIaZ5mOooQgjArDqAEKKUaDoYBvR+F3zCYO0rqhOJMsIWGEOiNPAWokzy8nel1wP1KFfRW6ZMCmEnpIATwpn8+Y9vuyfBtwIsfQRsFrWZhGPTzeDuR+LhI6qTCCGKWXBlH3qNroe7p1k2KxHCjkgBJ4SzanAHBFaDuXdATorqNMJRVe+MbtKlgbcQZUxUw2A6D5WdJoWwR7IGTghnpelFO1Pevx5Ca6tOIxxVTG/+396dh8d47/8ff85M9l0SEaGESKZIJBFpiJ0qpadULaHU0kUtpcWxnPY4pe2haKuN9qiltbQ99FS/ju7noLRVR6vopu1P7VRQRELINvfvj5GpkYRQTIbX47pyJXPPPff9nnsmyyufzbAZHN6T6+pKROQKadI5mk4PJmC2KLyJVEYKcCI3MrMHBFSD+1dDg26urkbcUc0mHD+UR2F+sasrEZE/yOJp5rb7GpJ2Z10AjXkTqaQU4ERudGYPsHhBr0XQ9rHfx8mJVEBxUG0O/pLt6jJE5A/yC/Ki+9jGxKREuLoUEbkIBTgRAfPZHwWt/gwZ/wTvQNfWI+4hoBpmL2+t/ybi5sJrBtDrL6mE1wxQl0kRN6AAJyK/M5kgtgM88AmE1nV1NVLZxd+NyWRSgBNxY/WaRHD3uBR8A70wW/RnoYg70HeqiDgze0CVOjDkU4hp5+pqpDKLaU9hfjHHs065uhIRuURmi4kWvWLpeH88Fk8zZota3kTchQKciJRm8QBPP+i3HJoOc3U1UkkZ1eI5tDsHw3B1JSJyKfxDvOk+tjGN2tQENFmJiLvROnAiUjazxf6501SongjvPQKFp11aklQuNr+qZO3c5+oyROQS1LBWodOD8Xj5WDBpvJuIW1ILnIhcXEJPePBTqGp1dSVSWdS8BYuHhUM7tYC3iFswQeOOtek6KgkvXw+NdxNxY/ruFZGLM1vsk5oM+QyS+7u6GqkMGnYH4NBuTWAiUtl5+XrQeWgCze6KwWTW4twi7k4BTkQqxnJ2vbius+HuBVpq4EZXuxknj53hdG6hqysRkQsIqxFA78dTqd0w3NWliMgVogAnIhVXMtC9YTd4aD1UT3JlNeJCtir1+HVHtqvLEJELaNgyip4TmxAQ4q1ZJkWuIwpwInLpzB4QVAPuXw1pQ1xdjVxrnn6YvP21/ptIJeXj70nnoQm0uedmzBaTxruJXGc0C6WIXB7L2R8ft0+Hum1gxTA4fdylJck10qArJrOJQzsV4EQqm5rWKnS4ryE+/p6AlggQuR7pXzIi8sfF3gbDNsBNaa6uRK6FuI4UF9s4sj/X1ZWIyFlmi4lm3WO485EkfAI81WVS5DqmACcif5zZA/yrwqAPocXo38fKyfUpKpmj+09iK9IK3iKVQUg1P3pMaELyrbUwmTTLpMj1TgFORK4Ms4d9uYH2k2DAexB8k6srkquk2D+Kgzu0/ptIZVC/eXV6P55KWJS/FuYWuUEowInIlWUywU1NYfhGrRl3PQqLweLlpfFvIi7m7edBpyHxtOtfH4uHWROViNxANImJiFx5lrOtcV1nQ4OusHIE5Ga5uiq5EuJ7ApC1Sy1wIq5SJzGctv1uxttPE5WI3Ij07xoRuTpK/qCo2xaGfwUJPVxbj1wZdVtx5lQhuUfPuLoSkRuOj78nHe5rSOehjfDx10QlIjcqtcCJyNVl8QBTANy9ABp0g/dHw8nDrq5KLpMtvD5ZGv8mcs3FNK5Km7434+Vr/9NN491EblwKcCJy9ZnPNvbH3Q51WsEHY+Hbt1xbk1w6kxl8QsjatcvVlYjcMHwDPWndx0pM4wgMm6HgJiIKcCJyDVk8wBwI3efZx1K9NwpyfnV1VVJR9W7FbDFrAhORa6Rekwja9LXi6W0B1OomInYaAyci15bp7I+dmHYwYhM0vte19UjF1b8DwzA4tEcBTuRq8gvy4vahCXS8Px4vHw/NMCkiTtQCJyKuUTJT5Z2ZkNgH3nsUjvzk6qrkQmqmkX0oj8Izxa6uROT6ZIIGzaNofnc9PLzsoU2tbiJyPgU4EXGdkpkqa94CQ9fDhpdh3TNQcNK1dUmZioNrc3DTcVeXIXJdCr8pgLb9biaidhCGYWhpABEplwKciLie5eyPombDITEDPhwPP7zj2prEmV8YZi8fDu1S90mRK8nL14O0rnVJaFUDwzAAresmIhemACcilYfZAn7h0PM1aDLIvuTAb9tdXZUAxPfAZDKRtVNLCIhcKXG3VKNlrzi8/DwwmU2YUHATkYtTgBORyqVkyYFazWDo/2BDJnw6AwpOubauG129WyksKOb4Qb0OIn9UaHV/Wve1EhUboqUBROSSKcCJSOVk8bR/Th9pn+Tkw3Gw7d+urekGZkQmcHh3Dmd7eInIZfD0tpDaJZrEW2tR8s2k8CYil0oBTkQqN7MF/KtCr8Ww4xP4YAwc3eHqqm44Nr8Isnbuc3UZIu7JBNZbIknvHoNPoBdms8m+UUTkMijAiUjlZ7YvYkt0Sxj2pb1b5efPwxmNx7omolKweFg0gYnIZagRF0KLXnGE1wzQ7JIickUowImI+yiZrTJ9JDQZbF9y4Kv5UJTv2rqud/F3ASjAiVyCKpF+pN9dj+iEcGw2zS4pIleOApyIuB+zBbyD4LanoNkIWD0Zvn0LDJurK7s+1W7Oyex88nIKXF2JSKXnG+hJ6h11aNiyhmOcm1nj3ETkCjIZhoaki4gbM2xgMsPhH+E/j8Mvq1xd0XXHNn4fO344zX/m/+DqUkQqLYunmcR2N9GkczQWDzNmi0KbiFwdaoETEfdmOrvsQHgc9FsOe76Ajx+DXze7tq7rhYcPeAdyaNchV1ciUimZTBCbWo307vXwC/ZSN0kRueoU4ETk+lAy0UnNW+DBT+CHFfaulcd2urQst1f/TsxmLeAtUooJYpKrknZnXapE+muCEhG5ZhTgROT6UjLRyc1doP4d8PVC+2QnJw+7tCy3Ze2ErdjGb/tOuroSkUqjTlI4TbvGEFrdXxOUiMg1pwAnItenkoXAUwZC0j3w5VzYMFtB7lJFNebogVMUF2mCGJHohDDSusYQXjPAEdw0QYmIXGvma3WizMxMkpOTL/m+P2rjxo1YrVa+++47p/Nt3lx6fIzVamXBggVXpY7zn2NZdWVnZzN8+HBSU1OxWq2sWnXjTcawf/9+MjMzOXTo+h1vs3HjRubMmVOhfSdMmMAdd9xx0f3atWvHlClTLrpfede3rPfjdcPsAZ6+0Gw4PPI9dJ4BwTVdXZXbKA6owcEd2a4uQ8SlajUMpddfUukyPJHQKH9AwU1EXOeaBbjKZPbs2WzZssWlNTRs2JBly5YRExPj2Pbaa6+xceNGpk2bxrJly0hNTXVhha5x4MABZs+ezeHD128ryZdffskrr7xyRY85e/ZsBg8efNH9boTrWy6zB3h4Q8pgGPUNdH0JwmIu/rgbWZVoLF5eWv9Nblg161ehx4Qm/OnhJMJqBAAKbiLieupC6SIBAQEkJSU5bdu1axdWq5X27du7pihxWw0aNLjg/YZhUFhYeI2qqeRKxsg1yoCkvvDD/8GnM+HwNtfWVRnF9wC0gLfcWEwmqJNYlZTbaxNROwhbsb37sJYFEJHKotK2wBUUFPDcc8/Rtm1b4uPjuf3223n33Xed9tmyZQsPPfQQLVq0ICkpia5du7JixYoLHtdqtQIwffp0rFYrVquVjRs3Ou632WxkZmaSnp5OWloaEydOJC8vD4Bjx44RHx/PW2+9Veq4PXv2ZNSoURV+fud3WbNarXz88cds2rTJUde5z/Pee+8lKSmJlJQUxowZw9GjRy96jpycHJ544glatGhBfHw83bt35/PPP3fcv2rVKqxWK5988oljW3Z2Ni1btmT06NGObVarlblz5zJ9+nSaNm1KcnIyEyZM4OTJk5d0vhJr164lIyODxMREUlNT6d+/P9u2bWPjxo3ce++9APTo0cPpOuTl5TFlyhQ6duxIYmIi7dq1Y9KkSeTm5jodu6Qr4RtvvEHbtm1JSUlh2LBhHDt2rFStTz75JK1atSI+Pp527drx7LPPArBkyRISExNLPb8dO3ZgtVpZt25dudd8xYoV9OnTh1tuucXx3L799lvH/ZmZmcyePZu8vDzH8+vfv3+5xyuxbt067rjjDhISEujevTtbt24t83mXKOl6uW7dOu68804SEhJYs2ZNudf33OsyZswYkpOTadu2LfPmzbtobW7L4mFfgqD+nTBsA/RZCjUau7qqyiWmDfl5hZw4ctrVlYhcdRYPMw1aRHHPk824/aEEwm8KBMBsqbR/KonIDeqat8AVFRWV2mazlR4cP2rUKDZv3szw4cOJiYlh3bp1/PnPfyYoKIjWrVsD8Ouvv9K4cWP69OmDl5cXmzdv5vHHH8cwDO66664yz79s2TJ69+5N//79HWOL6tWr57j/jTfeICUlhWnTprF7926mT59OWFgYY8eOJTQ0lA4dOrB8+XJ69erleMz27dv59ttvGTly5GVfl2XLljFz5kxOnTrF3/72N8f2LVu20L9/f1q3bs3zzz/P6dOnmTVrFsOGDWPZsmXlHq+goIBBgwZx9OhRHnnkEapVq8bKlSsZMmQI77zzDlarlVtvvZVu3brx+OOP8+677xIaGsrkyZMBnGoAe6hp2LAhzzzzDPv372fmzJnk5+fz/PPPV/h8AB988AGjR4+mffv2PPvss3h6erJ582YOHTpEamoqkyZNYsqUKUydOpW6des6zn/mzBmKi4t59NFHCQ0N5eDBg8yZM4dhw4axZMkSp1rXrFnDnj17mDRpEsePH2fq1Kk8+eSTTrUOGDCAAwcOMHz4cOLi4sjKyuLrr78G4M4772TGjBm89957ZGRkOI779ttvU61aNVq0aFHudd+/fz/dunWjVq1aFBQU8P7773PPPfewcuVK6tSpQ8+ePcnKyuK9995j0aJFgL019kKOHDnC5MmTefjhhwkKCmLevHncd999/Oc//yEsLKzcxx0+fJinnnqKoUOHUr16dapUqVLu9S3xt7/9ja5du/LSSy+xatUqZs6cidVqpVWrVhes0a2VTHZS71aw3g4718Gn02F36X8+3GiM8Ppk7VTrm1zfvP08iG9Vg8Rbb8LH39OxXV0lRaSyuqYBLi8vj4YNG5Z5n5+fn+Pr//3vf6xZs4YFCxY4/lhu3rw5R44cITMz0xHgunTp4niMYRikpqZy6NAhli1bVm6AK+m2WL169VJdGAGqVq3qaIlp1aoV27Zt4+OPP2bs2LEA9OrVi4EDB7Jjxw7H+LXly5dTvXp1mjdvfglXo3RdQUFBmEwmp7qeffZZ4uPjmT17tmOK4ri4OEfrSsm1ON+7777LTz/9xL///W9HQG3ZsiV79uzh5Zdf5oUXXgDg8ccf509/+hOTJk2iU6dOfPDBB8yfP5/g4GCn43l5efHSSy9hsdjX2vL29ubxxx9nxIgRxMTEVOh8hmHwzDPP0Lx5c1566SXHsc99DiWPjY2NJSEhwbH93HAJ9n8E1KxZk759+7Jr1y7q1KnjuM8wDP7xj3/g5eUF2Md9vfLKK9hsNsxmMytWrGDbtm0sXbrUaWKZkvdMcHAwHTt2ZPny5Y4AV1RUxMqVK+nRo4fjGpRlxIgRjq9tNhvNmzfn22+/5f/+7/8YPXo0kZGRREZGYjaby3z/lSU7O5tZs2bRrFkzAG655RZat27NwoULGTNmTLmPO3HiBPPmzSMxMdFpG5S+viVuu+02Hn74YQCaNWvG2rVr+fjjj6/vAFeiJMjVbg4D34f9m+CLTPjpPbCV/sfTdc9kxvANJWvnbldXInJVBFTxJrH9TcS3qoHFw4xJgU1E3MQ1DXA+Pj68/vrrpba/9dZbvPfee47b69evJyQkhKZNmzq12KWnp/PEE09QXFyMxWLhxIkTZGZmsnr1ag4dOkRxcTEAISEhl11jenq60+2YmBjef/99x+2mTZty00038fbbbzN+/HjHH/a9e/fGbL6y3SxOnz7N5s2bGTdunOO5AURHR1O9enW+++67cgPc+vXriYuLIzo6utQ1XLlypeN2YGAgU6dOZdCgQaxbt44+ffrQsmXLUsdr27atU3Dp1KkTjz32GN999x0xMTEVOt/OnTvJyspi/Pjxl3U9VqxYwcKFC9mzZ4+jWyvA7t27nQJcamqqI7yB/TUsLCzk6NGjVK1alQ0bNhATE3PBmU979epFv3792L59O7Gxsaxbt46jR49y9913X7DGHTt28Nxzz7Flyxanbq67d+++jGdsFxgY6AhvJbfT09P55ptvLvi4kJAQp/BWEee2LppMJmJiYsjKyrq0gt1dyRi5qCTotQhOHoKNc2HzQjj1mysru7bqtsVsMZO1Swt4y/UlrIY/yR1qEXtLJBga2yYi7ueaBjiz2Vzmf/3Xrl3rdPv48eNkZ2eX21p35MgRIiMjmTBhAlu2bGH48OHUq1ePgIAA/vnPf/Lhhx9edo1BQUFOtz09PSkoKHDcNplM9OzZk8WLFzNmzBjWrl3LsWPH6N69+2Wfszw5OTkUFxczdepUpk6dWur+gwcPlvvY48ePs23btjKv4fktSCkpKURFRXHgwAH69etX5vHO76oXEBCAt7e3YzbDipwvOzsbgIiIiHLrLs9///tfxo8fT+/evXn00UcJCQnhyJEjDB8+nPz8fKd9z38NS8JcyX7Z2dkXrSE1NZU6derw9ttvM3HiRJYvX05qaiq1atUq9zEnT55k8ODBhIaGMmHCBKKiohwtlefXeClCQ0NLbQsLC2PHjh0XfFx4ePglnyswMNDptqenZ6lxhjcM89kfj/4R0PYv0GYCfL8cNr4Cv5ZehuS6U/9PABzefYO+/nJdMZtN1EkKp1Hbm4iKDcFWbFMXSRFxW5VyFsrg4GBCQ0OZO3dumfeHhoaSn5/P2rVrmTBhgtMkEG+++eZVr6979+68+OKLrF27lrfffpu0tDRuuummK36ewMBATCYTQ4YM4dZbby11f5UqVcp9bHBwMFarlaeffvqi53nxxRc5fvw40dHRTJ48mcWLFzu6a5Y4f9KUkydPkp+f7whCFTlfScvo5Uxh/9FHH1G/fn2niTq+/PLLSz5OSR0///zzRffr2bMn8+fPd7ROXuxabt26laysLF555RVuvvlmx/bc3FwiIyMvq1ag1AQsgKM18ULOfw3lMplMYLIAFoi/GxIz4MBm2PgP+GEFFBdc7AjuqVYa2YfzKDh9A3YfleuGb6AnDVrUoFGbGvgFe2MrPrv4tiYmERE3VikDXHp6OvPnz8fT09PpD+Fz5ebmYrPZ8PT8fcDxyZMnWbNmzUWP7+np+YdaRKpWrUqbNm2YP38+3333XZmtY1eCn58fSUlJ7Ny5s8yWywtJT09n3bp1REREUK1atXL327x5MwsWLOCJJ56gQYMGZGRksGjRIgYOHOi03yeffMLEiRMdrWkfffQRJpPJUVdFzle3bl0iIyN555136Ny5c5n7lLye578+Z86ccXqtgVKzklZUeno6H3zwAd98880FuxjeddddPP/884wdOxYfHx86dep0weOeOXMGwKnOzZs3c+DAAWJjYx3bzm/VvZjc3Fw2bNjg6EaZm5vLF198wT333FPhY5x7bih9faWCSsbJVU+E7vOg0zPw1TzY9Brklt8i7o5sQdEc3Kzuk+KeqtcLJr5VDWJSIjCZTJT8P0vdJUXkelApA1zz5s1p27Yt999/P/fffz9Wq5XTp0/zyy+/sGfPHp5++mkCAwNJSEhg3rx5hIaG4uHhwdy5cwkICCizxeJcdevWZfXq1TRp0gRfX1/q1Klz0ZkAz9erVy8efPBBgoKC6Nix4x95uhc0btw4BgwYwCOPPEKXLl0ICgoiKyuLL774gu7du5OWllbm47p168bSpUu59957GTx4MNHR0eTm5rJt2zYKCwsZM2YMeXl5jB8/nhYtWtC7d28AHnroIZ577jlatmzptMh4QUEBw4cPp0+fPo5ZKDt27OjYpyLnM5lMjB8/ntGjR/Pwww/TtWtXvLy82Lp1KwkJCbRt25bo6GgsFgvLly/Hw8MDi8VCQkIC6enpTJkyhZdeeonk5GTWrVvHhg0bLuuadu3alTfffJMHH3yQESNGEBsby6FDh9i0aRNPPvmkY7/Q0FDat2/PRx99RO/evfHx8bngcZOSkvDz82Py5Mk8+OCDHDp0iMzMzFKBNiYmhqKiIhYtWkRycjIBAQFlzghZIiQkhMcee4yRI0cSGBjIvHnzMAyDAQMGXPJzL+/6yiUyn+2G7BcKLcdCyzHw47v27pV7L+99Wan4hmLy9uXQrr2urkSkwrx8LFibRpLQpiZVIv3t3STV0iYi16FKGeDA3q1v7ty5/POf/+TAgQMEBgYSGxvrNNbs2WefZdKkSUyYMIGQkBD69+9PXl4er7766gWPPWnSJP7+97/zwAMPcObMGRYvXlxuECpPixYt8PX1pUuXLnh7e1/Wc6yIxo0b8+abb5KZmcnEiRMpLCwkMjKSpk2bUrt27XIf5+XlxeLFi8nMzGTOnDkcOXKEkJAQGjRoQN++fQGYNm0aOTk5Tl0Dhw4dytq1axk3bhzLli3Dw8P+Funfvz/Hjh1j3LhxFBQU0KFDByZNmnRJ5wPo3LkzPj4+zJkzh9GjR+Pt7U2DBg3o0KEDYA9NkyZNYv78+axcuZKioiJ+/vlnMjIy2L9/P6+//rpjdtJnn33WaTmHivLy8mLhwoU8//zzvPLKK2RnZxMZGek0q2mJDh068NFHH9GjR4+LHjc8PJwXXniB6dOnM2zYMEeX1Pnz5zvt17ZtW/r27cvcuXM5evQoqamppZZCOFfVqlUZO3Ys06dPZ+/evcTGxrJgwYLLGuNW3vWVP6AkzN18BzS8C47tgi1L4NtlcGK/a2u7XPF3YTKZtIC3VH4miKoXws3NIolNrYbF4/fApvAmItcrk2EYhquLcEcbNmxg4MCBLF++nPj4eFeXc1VZrVbGjRvHfffd5+pSrrlx48bx448/XnZ3TbkBGQYYNvvYud3rYevr9ta5glOurqzi+iylqO5tzB31KYZNvyKk8gkK9+XmppHUb16dgCo+am0TkRtKpW2Bq6wOHTrE3r17mTFjBo0bN77uw9uN6ueff+bHH3/kgw8+KLWoucgFOSY9AWo3gzot4Y5Z9glPvnkTdn9mD3mVmBHZiMN7chXepFLx8rEQkxJBg/QoImOCsdkMx0ySCm8iciNRgLtEb731Fi+//DL169fnqaeecnU5cpUMHTqUY8eO0a1bt4uu/SZSrpKlCDx9IaEHJPWxT3ay5Q17mDt64aUgXMXmV42sHQdcXYYIJhPUrB/Kzc0iiUmOwGwxOf7/oWUARORGpS6UIiLXmq3IHu4OfA1bXocf/g9OH3d1VXbVE2HIp3ww51t2bb2BFi6XysME1aKDqNc4gri0SPyCvNRFUkTkHGqBExG51kpa5qonQVQydJ4Je76AbSvgp/dduyRBQ/tEUZrARK4lkwkiY4KJaRxBbJMI/IK8nUKbwpuIyO/UAiciUhnYis+OnzPDr1vsY+Z+evfad7O8fzWnAhNYOH79tT2v3HBMJqgeG2IPbSkR+AaqpU1EpCIU4EREKhvDZp/oxGyB37bbu1j+9B4c/Oaqn9o2bh87fzzDx/O+v+rnkhuP2WwiKs4e2uo1jsAnwFOhTUTkEinAiYhUZoYBRrG922XOr7+Hub3/swe9K8nihe2xw2x45xe2rtp3ZY8tNyy/YC9qNwyjdnwYtRqG4eltUWgTEfkDNAZORKQyM5nAdPZHdVAU3PIgNBtun/Rk+39h51r7R84VmDXy5i6YzVrAW/4Yk9lEZN0gajcMIzoxnLCoAAzDwLAZGtMmInIFKMCJiLgTi6f9s28V+4QjCT3tIe/YLvjlv7DjE9j9OeRfRgizdsFWbHBkb+6VrVmue35BXtRytLKF4uXjga3YhunsVP8mkwmTRdP+i4hcCepCKSJyvSgutAc8mw0ObrUHup1rYf9X9vsu5uHN/HY6gmVPfXW1KxU35xvoSVRsCFGxIdS8OZTQ6v6lWtlEROTqUIATEbkenTt2rvC0vVVuxxrYtQ4O/1jm+Lnivxxm2xdH+HTp/3NBwVKZ+QV5ERUXQo3YEGrWDyUkwg+A4iIbFg8FNhGRa0ldKEVErkfnjp3z9IWYdvYPswUKTtlb5fZugH1fwv5N4BOCxcubLI1/EyAw1Ifq9YKJiqvCTTdXISjcFygd2BTeRESuPbXAiYjciAybvaulxcP+dd4x8A9n48qd7PrmCMcO5mHY9OvhRuAb6ElEdBARtYOoFh1EtTpB+Pjbx1oWF9uwqEukiEilogAnIiKAvXXFbDFhMpkoKizmyN5cDu3M4fDeXI4eOEl2Vh42hTq35uXrQUTtQCJqBxERHUhk3WD8g70B7JOOmEyOiUdERKRyUoATEZEyGYaBrdhwdJOzFdvIPnyaI2cDnf3jFKey811cqZzP4mEmpJovodUDCI3yJzTKn/CbAggKs3eFtBUbYLIvrC0iIu5FAU5ERC6JrdgGmDCfnRa+4HQRvx04yW/7cjn26ymyD58m58hpTh4/g37DXF1mDxNVqvkRWj2AKtX9CIvyJ+ymQIJCfRwtacVF9un8FdZERK4PCnAiIvKHlbTWlXTBBPv4qZPH8sk+lMeJw3mcOHLa8ZFz9DS2Iv36qQi/IC+Cwn0ICvclMMyXoHAfgqv6ElzVF79gb0cwU1ATEbkxKMCJiMhV5Qh35t/HVxmGQd6JAnKPnSH32BnyThRw6kQ+p04UkJed7/i64HSRi6u/esxmE75BnvgGeuEXZP/wDfQiMMyH4HBfgiP8CKji7TTTo63YhgGaWOQqyszMZPbs2aW2x8bG8t5777mgIruFCxcydepUfv75Z5fVkJOTw6JFi7j99tupV6+ey+q4FBMmTOD777+/Kq9du3btaNOmDZMmTSr3XOvXr2fatGns2rULHx8fNm3adMXrKLF//37at2/PCy+8QKdOnSrNseTK0zICIiJyVZlMJiweplLb/EO88Q/xJiI6CMNmYDJRahHookIbp3MLOJWdz8nj+eSfLqIgr5D800Xk5xVRcLro7LYip22F+cXX7Pl5elvw9LHg5eOBp7cFL18PvHwsePrYP3v5eNjDWZAX/sFe+Id44xvohbdv6V/BtmIbhoFTS+a5tEj2teHj48OiRYtKbbvR5eTkMHv2bGJjY90mwF1Lw4YNIy8vz2nbxIkTsVqt/O1vf8Pb29tFlV26iIgIli1bRnR0tKtLkTIowImIiEuZzSYop9ufh6eZwFAfAkN9MGwGNsMAA/sEHBeYMdFmMygusmErNrAV27AV2T8XFxkUF9uwFZ39utBGcZGN4pIWQosJi9k+vs909rPj65LtJhMeXhY8vS14eJnLDFolDMPAsBkYBhXq3qiAVjmYzWaSkpIqtO+ZM2cU7gSAWrVqOd0+deoUhw4dYuTIkTRp0sRFVV0eLy+vCn8PyLWn3xQiIuIWTGYTFosZi4cZi8V8wenuzWYTnl4WvH098A2wt3oFhvkSUs2PsKgAqtYKIrJuMDWsVajVMIw6jcKpHR9Grfqh1LBWoXq9ECLrBhNRO4jwmoGERQVQJdKf4Kp+BIX74hfkhae35YLhDewtjeazNWts2vXBarUyd+5cZsyYQfPmzWnWrBlgD+sLFiygY8eOxMfH0759exYuXFjq8Tt27GDo0KGkpKSQlJTEgw8+yN69e532OXnyJOPGjSM5OZmmTZsyffp0iotLtyofOHCAkSNHOo513333lepi2a5dO6ZMmcLChQtp3bo1ycnJTJgwgYKCAn788UcyMjJISkqiR48eF+yeWdKlDmDUqFFYrVasViv79+8HIDs7m4kTJ5KWlkajRo3IyMjgq6++uuj1/CP1vfrqq9x9992kpKTQrFkzhgwZwq5duy54PpvNxmOPPUZaWhrfffcdYG9ZfOKJJ2jRogXx8fF0796dzz///KK1n2/ChAnccccdALzzzjs0btwYgMceewyr1cqECROAir9XyrJlyxYGDx5M48aNSU5OpmfPnqxfv95pn/z8fKZMmUJqaiotWrTgmWeeoajIuTv6V199RUZGBo0aNSItLY2JEyeSnZ3tuH///v1YrVY++ugjp8etWLGCbt26kZCQQFpaGg888AAHDhxw3J+VlcXYsWMd74N77rmH77//3ukYq1evpnv37iQnJ9OkSRO6d+/OunXrKvT8xU4tcCIiIiLnOf8PXovl98C+ePFiEhMTefrppx37Pf300/zrX//ioYceIjExkc2bNzNz5ky8vb3p06cPAPv27SMjI4PY2FimTZuGyWRizpw5DBw4kI8++ggvLy8A/vKXv/DZZ58xduxYatasyZtvvllqDNfJkyfp378/ZrOZyZMn4+3tzT/+8Q/69evHypUrqV69umPf1atXExsby5QpU9i3bx/Tpk3D09OTrVu3MnDgQMLDw5k5cyajRo3igw8+wGwu/f/9iIgIZs+ezYgRIxg9ejRpaWmO7cXFxTzwwAPs27ePsWPHEh4ezpIlSxg0aBBLly4lPj7+gtf6cuvLysqiX79+REVFcfLkSZYuXUpGRgYff/wxISEhZb6m48aN48svv2TJkiXExcVRUFDAoEGDOHr0KI888gjVqlVj5cqVDBkyhHfeeQer1XrB2svTpk0bXnvtNQYNGsTQoUNp06YNoaGhQMXeK2X5+uuvGTBgAElJSTz11FMEBQXx/fff8+uvvzrtN2vWLNq3b8+sWbPYsmULmZmZ1KpVy3Hs77//nkGDBpGWlsYLL7zAb7/9xrPPPssvv/zC0qVLsVgsZZ5//vz5zJgxgx49evDoo49SWFjI//73P44dO0aNGjU4ceIEffv2xc/Pj7/+9a8EBgayZMkSBgwYwH/+8x/CwsLYu3cvo0aNokuXLowZMwabzcZPP/3EiRMnLus637AMERERETEMwzBefPFFIy4urtTHihUrDMMwjLi4OKNz586GzWZzPGbPnj2G1Wo1li5d6nSsGTNmGM2bNzeKi4sNwzCMcePGGe3btzfOnDnj2Ofo0aNGUlKS8frrrxuGYRjbt283rFar8a9//cuxT1FRkdGuXTsjLi7OsW3RokWG1Wo1fvnlF8e248ePG0lJScbUqVMd29q2bWu0atXKyM/Pd2x7+OGHjbi4OGPdunWObWvWrDHi4uKMH3/8sdxrs2/fPiMuLs748MMPnbavWrXKiIuLMz799FPHtoKCAqNNmzbGiBEjyj3elayvqKjIOH36tJGUlOT0OowfP97o0qWLkZ+fbzz00ENGmzZtjF27djnuf/vtt40GDRoY27dvdzpez549jZEjR1609smTJ5c6V4kTJ04YcXFxxvLlyx3bKvpeKUvv3r2Nzp07G0VFRWXeX/L6nF93v379jAEDBjhuDx8+3GjTpo1RUFDg2PbZZ58ZcXFxxurVq52OVfJa5+TkGImJicZf//rXcut74YUXjJSUFOO3335zbMvPzzfatGljPPPMM4ZhGMaHH35oxMXFGbm5ueUeRy5OXShFREREzuHj48Pbb7/t9NG6dWvH/a1atXLqPvvFF18AcNttt1FUVOT4SE9P58iRIxw8eBCwz0jYrl07LBaLY5+goCAaNGjg6Gb23XffYRgGHTp0cBzfYrFw6623OtW4adMmYmNjiYmJcWwLCQkhPT2dr7/+2mnf1NRUR+seQHR0NGazmaZNmzptAxy1XopNmzYREBBAy5YtHds8PT3p0KFDqVrKcrn1bd261dGS1KBBAxITE8nLy2P37t1Oxz9z5gxDhgxh586dvPHGG04Tc6xfv564uDiio6NLvXYlXSyvpIq+V853+vRpvvnmG7p161ZuC1mJFi1aON2OiYkhKyvLcXvTpk20b98eT09Pp8cEBQWV+3pt2bKF06dP06NHj3LPu379etLS0ggODnY8L7PZTGpqquNaWq1WLBYLY8eOZc2aNeTm5l7wuUjZ1IVSRERE5Bxms5mEhIRy7w8LC3O6ffz4cQzDcAoc5zp48CA1atTg+PHjLFq0qNQMl4Djj+kjR47g6elJcHDwBc+Zk5NDeHh4mbVt377daVtQUFCpc/n4+DiFppLz5+fnl/kcLiQnJ6dUfQDh4eEV6hp3OfX9+uuvDB48mPj4eCZPnkxERASenp4MGTKk1HM4duwYWVlZ9O3bl6ioKKf7jh8/zrZt22jYsGGpui4WlC5HRd8r58vJycFmsxEREXHRcwQGBjrd9vT0pKCgwOlYZb1eYWFh5b5eJePjLnT+48ePs3Xr1jKvZckEL3Xq1GHOnDm88sorjBgxArPZTIsWLZg0aVKp10bKpwAnIiIicgnOn7wmODgYk8nEm2++6dSqUaJOnTqO/Vq3bk3fvn1L7ePv7w9A1apVKSws5MSJE04h7ujRo6XOWdaEHUePHi0V/q624ODgUvUB/Pbbb1etls8++4y8vDxmz57tCIBFRUVlBpCoqCjH2L0qVaowdOhQp9qtVitPP/30VanzfBV9r5wvMDAQs9nM4cOHr0gNZb1eF3rvlIwpPHz4MJGRkeUet2XLlowaNarUfeeG8VatWtGqVStOnjzJp59+ytSpU5k4cWKZ/9iQsinAiYiIiPwBJTNRZmdn065duwvut337dho0aFBu605Jy99///tfR3e14uJiVq1a5bRfSkoKH3/8MTt37qRu3boAnDhxgi+++ILevXv/4edUlvJa6VJSUliwYAGff/65o/teUVERq1atIiUl5arUcubMGfuSHh6//yn74Ycflpp8pkSnTp0oKChg/Pjx+Pr6MnDgQADS09NZt24dERERVKtW7arUeq6KvlfO5+fnR1JSEv/+978ZPHjwH2odTElJYfXq1UyYMMFx/davX09OTk65r1dycjK+vr4sX76cRo0alblPeno6K1euJCYmBj8/v4vWERAQQOfOnfn222+vykLr1zMFOBEREZE/oE6dOtxzzz2MGzeO++67j8TERAoLC9m9ezcbN27k5ZdfBmDkyJH06NGD++67j169ehEeHs5vv/3Gl19+SZMmTbjjjjuoV68eHTp04O9//zv5+fmOWSgLCwudztm9e3cWLlzIkCFDeOSRRxyzUHp4eDBgwICr8jyrVq1KUFAQ77//PjVr1sTLywur1UqbNm1o1KgRf/7znxkzZoxjFsrDhw/z4osvXpVaSrogTpw4kYyMDLZv385rr71Wqjvmue68807y8/OZNGkSPj4+ZGRk0K1bN5YuXcq9997L4MGDiY6OJjc3l23btlFYWMiYMWOuaN0Vfa+UZcyYMQwcOJCBAwfSt29fgoOD+eGHH6hSpcoFx6ad76GHHiIjI4MhQ4bQv39/xyyUjRo1chrrea7AwECGDx/OzJkzMQyD9u3bY7PZ2LhxI126dCEhIYGBAwfy7rvv0q9fP+69916ioqI4duwY33zzDdWqVWPgwIEsXbqUrVu30rJlS6pWrcr+/ftZuXIlzZs3v+RreSNTgBMRERH5gx5//HHq1KnDsmXLeOmll/D396dOnTp06tTJsU/t2rX517/+xaxZs5g8eTJ5eXlUrVqV1NRUp+nq//73vzNlyhRmzpyJl5cXd911F7fccgvTp0937BMQEMCSJUuYNm0af/3rX7HZbDRu3JjXX3/daQmBK8lsNjN16lSee+45Bg4cSEFBAatXr6ZmzZrMnTuX6dOnM2PGDPLy8mjYsCGvvvrqRZcQuFxWq5WpU6cye/ZshgwZQv369XnhhRd45JFHLvi4nj17kp+fz+TJk/Hx8aFbt24sXryYzMxM5syZw5EjRwgJCaFBgwZldnW9EiryXilLkyZNWLx4MbNmzWLixImYzWZiY2Mv+pzPFx8fz6uvvspzzz3Hww8/jJ+fH+3atWP8+PEXbNl74IEHCA0NZeHChbzzzjv4+/uTnJzsGE9XpUoVli1bxqxZs5g5cybZ2dmEhYWRmJjomJTHarXyySefMHXqVLKzs6latSpdunQps9ullM9kGIbh6iJERERERETk4rSMgIiIiIiIiJtQgBMREREREXETCnAiIiIiIiJuQgFORERERETETSjAiYiIiIiIuAkFOBERERERETehACciIiIiIuImFOBERERERETchAKciIiIiIiIm1CAExERERERcRMKcCIiIiIiIm5CAU5ERERERMRNKMCJiIiIiIi4CQU4ERERERERN6EAJyIiIiIi4iYU4ERERERERNyEApyIiIiIiIibUIATERERERFxEwpwIiIiIiIibkIBTkRERERExE0owImIiIiIiLgJBTgRERERERE3oQAnIiIiIiLiJhTgRERERERE3IQCnIiIiIiIiJtQgBMREREREXETCnAiIiIiIiJuQgFORERERETETSjAiYiIiIiIuAkFOBERERERETehACciIiIiIuImFOBERERERETchAKciIiIiIiIm1CAExERERERcRMKcCIiIiIiIm5CAU5ERERERMRNKMCJiIiIiIi4CQU4ERERERERN6EAJyIiIiIi4iYU4ERERERERNyEApyIiIiIiIibUIATERERERFxEwpwIiIiIiIibkIBTkRERERExE0owImIiIiIiLgJBTgRERERERE3oQAnIiIiIiLiJhTgRERERERE3IQCnIiIiIiIiJtQgBMREREREXETCnAiIiIiIiJuQgFORERERETETSjAiYiIiIiIuAkFOBERERERETehACciIiIiIuImFOBERERERETchAKciIiIiIiIm1CAExERERERcRMKcCIiIiIiIm5CAU5ERERERMRNKMCJiIiIiIi4CQU4ERERERERN6EAJyIiIiIi4iYU4ERERERERNyEApyIiIiIiIibUIATERERERFxEwpwIiIiIiIibkIBTkRERERExE0owImIiIiIiLgJBTgRERERERE3oQAnIiIiIiLiJhTgRERERERE3IQCnIiIiIiIiJtQgBMREREREXETCnAiIiIiIiJuQgFORERERETETfx/dz91mBsVCbMAAAAASUVORK5CYII=\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# Happiness & Politics"
      ],
      "metadata": {
        "id": "Q-b7aerU1QCa"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "\n",
        "sns.set_style(\"whitegrid\")\n",
        "\n",
        "# ---- 1. Define developed regions ----\n",
        "developed_regions = [\n",
        "    \"Western Europe\",\n",
        "    \"North America and ANZ\",\n",
        "    \"Australia and New Zealand\",\n",
        "    \"East Asia\"\n",
        "]\n",
        "\n",
        "# Create two subsets\n",
        "df_dev = df[df[\"Continent/Region\"].isin(developed_regions)]\n",
        "df_developing = df[~df[\"Continent/Region\"].isin(developed_regions)]\n",
        "\n",
        "# ---- 2. Plot side-by-side ----\n",
        "fig, axes = plt.subplots(1, 2, figsize=(18, 6), sharey=True)\n",
        "\n",
        "# -------- Developed Countries --------\n",
        "sns.regplot(\n",
        "    data=df_dev,\n",
        "    x=\"Perceptions of corruption\",\n",
        "    y=\"Freedom to make life choices\",\n",
        "    scatter_kws={\"alpha\": 0.6, \"s\": 60},\n",
        "    line_kws={\"color\": \"red\", \"linewidth\": 2},\n",
        "    ax=axes[0]\n",
        ")\n",
        "\n",
        "axes[0].set_title(\"Developed Countries\\n(Corruption vs Freedom)\", fontsize=15)\n",
        "axes[0].set_xlabel(\"Corruption Perception (higher = perceived as less corrupt)\")\n",
        "axes[0].set_ylabel(\"Freedom to Make Life Choices\")\n",
        "\n",
        "# -------- Developing Countries --------\n",
        "sns.regplot(\n",
        "    data=df_developing,\n",
        "    x=\"Perceptions of corruption\",\n",
        "    y=\"Freedom to make life choices\",\n",
        "    scatter_kws={\"alpha\": 0.6, \"s\": 60, \"color\": \"#4c72b0\"},\n",
        "    line_kws={\"color\": \"red\", \"linewidth\": 2},\n",
        "    ax=axes[1]\n",
        ")\n",
        "\n",
        "axes[1].set_title(\"Developing Countries\\n(Corruption vs Freedom)\", fontsize=15)\n",
        "axes[1].set_xlabel(\"Corruption Perception (higher = perceived as less corrupt)\")\n",
        "axes[1].set_ylabel(\"\")\n",
        "\n",
        "plt.tight_layout()\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 578
        },
        "id": "0UotPMtX9WoC",
        "outputId": "2c9ae776-9dc6-424e-bebf-2f5d7183666b"
      },
      "execution_count": 161,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1800x600 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(12, 8))\n",
        "sns.set_style(\"whitegrid\")\n",
        "\n",
        "scatter = plt.scatter(\n",
        "    df[\"Perceptions of corruption\"],\n",
        "    df[\"Freedom to make life choices\"],\n",
        "    c=df[\"Score\"],                   # happiness score = color\n",
        "    cmap=\"viridis\",                   # beautiful, smooth color scale\n",
        "    s=120,                            # bubble size\n",
        "    alpha=0.7,\n",
        "    edgecolor=\"black\"\n",
        ")\n",
        "\n",
        "# Add colorbar\n",
        "cbar = plt.colorbar(scatter)\n",
        "cbar.set_label(\"Happiness Score\", fontsize=12)\n",
        "\n",
        "plt.title(\"Happiness as a Function of Corruption Perception and Freedom\", fontsize=18, pad=15)\n",
        "plt.xlabel(\"Perceptions of Corruption (Higher = Cleaner)\", fontsize=13)\n",
        "plt.ylabel(\"Freedom to Make Life Choices\", fontsize=13)\n",
        "\n",
        "plt.tight_layout()\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 807
        },
        "id": "CfJ9YCqS14cJ",
        "outputId": "0fc4f6c5-115b-475e-f0e3-54b2ac9bcca4"
      },
      "execution_count": 113,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x800 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# 7. How easier life (non-survival mode) is related to happiness?"
      ],
      "metadata": {
        "id": "O9wBbwFi2hO1"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(10, 7))\n",
        "\n",
        "sns.kdeplot(\n",
        "    data=df,\n",
        "    x=\"GDP per Capita\",\n",
        "    y=\"Healthy life expectancy at birth\",\n",
        "    fill=True,\n",
        "    cmap=\"cool\",\n",
        "    thresh=0.05\n",
        ")\n",
        "\n",
        "plt.title(\"GDP and Healthy Life Expectancy correlation\", fontsize=16)\n",
        "plt.xlabel(\"GDP per Capita\")\n",
        "plt.ylabel(\"Healthy Life Expectancy at Birth\")\n",
        "\n",
        "plt.tight_layout()\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 707
        },
        "id": "FKdjz8-K22SR",
        "outputId": "cc2c3e9b-cfc1-492a-f8f4-150d367a622e"
      },
      "execution_count": 114,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x700 with 1 Axes>"
            ],
            "image/png": 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pLi5OgwcPVtmyZQOnFSxYUI8++qik7D/3G2+8USVLltQvv/yS7WewbNkyrV69WhUrVtRVV11l+ljz6t1331V6erp69eqlf/3rX0Hn+Y/0Lymi4ygsXLgw1+3lww8/zHadwYMHq3Llyvrmm2/00Ucf6aOPPtI333yj888/X0OGDMlxtrdQoUIaOHCgChUqFDitQoUKgW3ro48+0okTJ/L0fe/bty+wjY4YMUK1atUKul5cXJwuueQSw/vU1q9fX0lJSdlOL1++vJ588klJuW/nzzzzjC688MLA1wkJCerdu7ek049B1o85nDVrllatWqWyZctqxIgR2V53CxYsqNatWwe+LlasmG655RadPHky5O44kydPliRDq2j8S7t79+6tdu3aZTv/oosuUo0aNQJfT5gwQadOndLVV1+tW265JeiyrVu31r///W9J0tixY0Pe3wUXXKBevXopPj7nt7AtWrRQp06dsp3+22+/acmSJapdu7YGDhwYdOT/fPny6cknn1RSUpIWLFigDRs25PxNZ5GX3wmR+OCDDyRJPXr0CPodEBcXp549eyo5OVmHDh3KcXerzp07Z1uF1qFDB1WvXl3//POPVq1aZdpYAZzB8nIAUbV79+6QHw/WrFmzbGEZLv8+kjm9gffHwtny58+vxx9/XFdffbWh+9uzZ49mz56tLVu26J9//lFGRoYkaePGjZJO71ea9Y2u3yWXXKLzzjsv2+n+N6R79uwJnHbq1KnAvq7+A76d7ZZbbgm5v2y4WrVqFRSiZ/MvY84qLS1NK1asUKFChXLcfaB58+aSpCVLlmQ778iRI/r111+1du1a7d+/PxAQqampkpTj/oh5cf7552cLKin0z106HXz//ve/9d577+njjz/WE088ETjPHyUdO3ZUQkKC6WPNi8zMTP3666+SFDJ+JCklJUWFCxfW2rVrdeLEiWxLtHNzro8MC7XUvnjx4ho+fLjuvPPOwNLu/Pnza/jw4SpZsmSOt3XppZeG3DavvPJKlSxZUgcOHNDq1avVuHHjiL/vBQsW6OTJk6pbt67q1auX27duWHp6uubMmaOVK1dq3759OnnypHw+n44cOSIp5+08X758IX/GZcuWVYkSJXTw4EEdOHAg8LP57bffJJ3+Q9HZS6xz0qVLF3388cf69NNP9eCDDypfvtNvBefNm6ctW7bowgsvDPuo+KmpqVq7dq3i4+N12223hXWdhQsXSpLat28f8vzbbrtNkyZN0h9//KGMjIxsz7O2bdue87mX0y4+/uNN/Otf/wp831nFx8eradOm2rBhg5YuXRryjyehRPo7wai//vpL27dvlxT65xcXF6cOHTpo8ODBWrBggR566KFsl8npdbtGjRrasmVLttdDAOYgugGYyj/rnJaWFvL8K6+8UuvXrw98fc8992jevHl5uk//7HpOB23LGgtxcXEqWrSoLrroIrVp0ybX6Azlrbfe0rvvvhs023S2nI6iXrFixZCn+2db0tPTA6cdOHAgMJOX02dQ5/WzqR988MFAIIeycOHCbNG9c+dO+Xw+HT9+XCkpKbne/tkHJJo1a5b69++f64oEI0egD5eRn7vfXXfdpbFjx+rzzz/XI488ooIFCyotLU3fffedChQooDvuuMP0cebVgQMHAj+/cN7gHzhwQOXLlw/79iP9yLCUlBT17NlTb7zxhiTpiSeeyLZf8tly27YrVaqkAwcO6K+//pIU+fftX8Vg9ueLL1u2TL179w4cZT6UnLbzsmXLZjuug1/RokV18ODBoBl+/30Y+R6qV6+uSy+9VHPmzNFPP/2ka6+9VtKZPyjdddddOf4B82y7d+8OjDvcFQH+qMvpMfavhjlx4oQOHDigxMTEoPPD2dc6p8vs2LFD0umP23vzzTdzvY2cfoedLS+/E4zy/+xKliwZNEufVdWqVYMue7bzzz8/5On+28u6fQEwD9ENwFR16tTR9OnTtWbNGmVmZua6BNAsa9askaQcZyXM+nzhH374QSNHjlThwoX17LPPqkWLFipXrpwKFSqkuLg4vf7663rvvfdyPOp1NH4WVvN/b4ULF85xNimUPXv2qHfv3jp+/Ljuv/9+3XjjjapcubIKFy6s+Ph4zZkzR926dbNkzJH83CtUqKCrr75a3377rWbMmKH27dvrs88+U3p6um6++eYcd5+wU9ajYuc0i5hVTnFnthMnTgQtp87pKP+RctL3fezYMfXo0UN79+5Vhw4ddOedd6patWoqWrSoEhIStHXr1kDkhhKt14iuXbtqzpw5mjx5sq699lrt3r1bs2bNUuHChYMOeOZEWXc5MHoZ/7bSpEmTQJzmpGbNmue8n7z+TrBDuH9QAWAuohuAqa688kq98sorOnjwoGbPnm35EczT0tI0Z84cSQp7SWSk/J/n3bt378B+h1lt27bNtPsqWbKkChQooPT0dO3atSvkG0D/R0dFU4UKFSSdfuP28ssvhx0Js2bN0vHjx3X11VcH9mvN6n//+5+p4zRDly5d9O2332ry5Mm66aab9Mknn0gytr9rNJUqVUqFChXS8ePH1adPH8f8YeCll17S2rVr1axZM/3111/64YcfNGHCBHXt2jXH6+S2bftnqP2z9JF+3/4Zvy1btoT7rZzTokWLtHfvXtWtWzfkEeLN3s79qziMfg+XX365LrjgAi1cuFAbN27U119/rYyMDN188805zqDmdv+pqan6559/wprtLl++vLZv364dO3aE/EOp/7EvWLBgWB85aYR/vFdddZUpf+SL5u8E6cw271/dEeqx8s/mG1nFAsB67p92AeAo1apVC+xXOWTIEP3zzz+W3ZfP59OgQYN0/PhxlSxZMux9CiN18OBBSaGX5+3bty/bAbnyIl++fGrcuLEkBT5n92z//e9/Tbu/cJUvX17Jyck6cuRIYH/ScOT2s/P5fDl+j7nxz1j69580W5MmTVS3bl2tXLlSw4cP159//qmUlJSIP1feagkJCWrZsqWkMzFgt6+//lqffvqpypQpo9dff13Dhw9XgQIFNHToUK1cuTLH6/3+++/at29fttNnz56tAwcOqEiRIoH9sCP9vlu0aKH8+fNr9erVWr16dVjX8W9zp06dCnm+fzvPaZcGs5+z/o+F+vrrr7PtCpKbuLi4wGdCjxs3Tp999pkk439QKlu2rGrVqqXMzExNnTo1rOs0a9ZMkkIe20OSPv/8c0lS06ZNQ+53nRf+n9d3331nyuxzpL8TzrUd5aRChQqBGfpQn9/t8/kCP9fcdh0CEH1ENwDTDRgwQNWqVdO2bdvUsWPHwIFzzrZz587AfplGrVu3Tg888IBmzJihhIQEDR061NAMTST8+01OmTIlaD/gf/75R3379jX9Dwz+o6pPnDgx20HJ3n///bBDwWy9evWSdPrzhGfNmpXtfJ/Pp+XLlwdWIEhnDlr2/fff6++//w6cnpGRoTfffFNLly41PA7/TI7/YEVW8M/Gjh49WpJzZ7n9evbsqfz58+vVV1/VtGnTgpZe+23YsEE//PCD5WPZsmWLnn32WcXHx+u1115T2bJlVbduXfXr108nT55Ur169dOjQoZDXPX78uJ5//nkdP348cNqePXsCu4l07Ngx6CBwkXzfiYmJuvPOOyVJjz32WLajVft8Ps2bNy/oee1f6bF58+aQ4/Zv5/PmzdOmTZuCzvv00081Y8aMkNeLVJs2bVSnTh39/fffeuyxx7IdR+HEiROBg4edrX379ipWrJimTp2qffv2Rfy58/7P037jjTf0/fffZzt/06ZNQT+vrl27Kl++fPrpp580ffr0oMvOmTNHn376qSTpvvvuMzyWc7nqqquUkpKiFStWqH///iH32z548KA+/vjjsII40t8J59qOcuP/uYwaNUrr1q0LnO7z+TRq1CitXbtWxYsXd+RxJ4BYxvJyAKYrUaKEPv74Yz3++OOaN2+eunTpogoVKqh27doqVqyYTpw4oW3btmnDhg3y+XxKSkrK8ejBixcvDnxM0KlTp/TPP/9o48aNgSWmlStX1ksvvaQWLVpY/n3dfffdmj59umbPnq22bduqYcOGOnnypBYtWqRChQrp1ltvDXu2Jxxt2rRRp06dNHny5MDHhpUrV07r16/X5s2b1bVr14g++smMcT399NN65ZVX9PDDD6tatWq68MILVbRoUe3fv1/r1q3Tvn379MADD6hVq1aSTu92ULduXa1evVrXXHONmjVrpvPOO08rVqzQ33//rQceeEDvv/++oXFcc801WrBggZ588km1atVKxYsXlyR169bNtINjtWvXTq+++qr27t2r0qVL53h07HB99tlnua4Q+M9//qMrrrgi4tuvW7euXn31VfXv31/9+vXT8OHDddFFF6lUqVI6ePCgNmzYoL/++kvt2rXL9tFa57Jly5bAczGUQoUK6fnnn5d0Opofe+wxHT16VD179tQll1wSuFynTp20YMECff/993rqqaf01ltvZbutW265Rb/88ovatm2rJk2a6MSJE1qwYIGOHj2qRo0aBT7uLa/f95NPPqmdO3dq1qxZuvnmm9WgQYPAgdo2btyoPXv2aObMmYFl0w0aNFC5cuW0Zs0atW/fXklJScqXL58uvPBC3X///apTp46uuuoqzZw5U7fccouaN2+uEiVKaO3atdq6dau6d++ud99919DPPTfx8fF666231K1bN/3666+68sor1aRJE5UsWVJ79uzRunXrVLx48ZB/HCtSpIg6dOgQ+GjCSP+gdPXVV6t3794aPny4Hn30UVWvXl21atXS8ePHtX37dm3atEmDBw8O/EEiOTlZAwYM0PPPP68+ffpo/PjxuvDCC/Xnn39q6dKl8vl8euSRRwKvHWaKj4/X22+/re7du2vatGn6/vvvlZycrPPPP18nT57Ujh07tGHDBmVkZKhDhw7nnGmP9HfCubaj3HTs2FFLly7V9OnTdeutt+riiy9WYmKiVq9era1bt6pQoUJ67bXXHLN7CYDTiG4AlkhMTNSHH36oefPm6auvvtKSJUu0aNEiHT9+XEWKFFHlypV1xx136Nprr1WLFi1y3Dd4+/btgY9IKVCggIoVK6YKFSro0ksv1RVXXKHWrVubvgQxJ1WqVNG0adM0fPhwLV68WD///LPKli2r66+/Xo888og+/vhj0+9zwIABqlu3riZPnqzly5erQIECSklJ0bPPPispss9bNkPXrl3VokULTZo0SQsWLNC8efMUHx+vMmXKqHbt2rriiiuC4iZfvnyaOHGiRo8ere+//17z5s1T0aJF1ahRI40YMUJHjhwxHN133nmnjhw5ov/+97+aPXt24Ki7N910k2nRXaBAATVr1kwzZszQ7bffHvQZ65HYs2dPrh/JE+4Rk3Nz3XXXKSUlRRMnTtTcuXO1ZMkSZWRkqEyZMqpatao6deqU68G8crJ3794clwRLpz8D2h/dgwYN0oYNG9SiRQv16NEj22VfeuklrVmzRj/++KPGjx8fWNXhV7lyZX3++ecaPny45s+fr4MHD+r888/XDTfcoAceeCDkgbIi+b4LFCigUaNG6ZtvvtG0adO0atUqrVq1SiVLllS1atV09913B33CQYECBTR27Fi98cYbWrZsmdatW6fMzEw1a9YsEEtvvvmmJkyYoC+//FKLFy9WwYIFVa9ePT3zzDOqVq2aqdEtnT5S99SpU/XRRx/p+++/19KlS3Xy5EmVLVtWF198sW688cYcr9uqVSuNHz8+z587/9BDD6lFixaaOHGiFi1apB9//FFFihRRhQoVdP/992f7o+i///1v1apVS2PHjtWSJUu0fv16FS1aVK1bt1bXrl0tPT5H+fLlNWXKFH3xxReaMWOG1q9fr5UrV6pEiRIqV66cOnbsqDZt2oT1cXqR/k4IZzvKSVxcnIYOHarLL79cn376qVavXq1jx46pTJky6tChgx544AHTj8gPIO/ifE46pCIAAA5y6NAhtW7dWidOnNDMmTNz3FcX5hg5cqTeeust9ezZU4888ojdw/G8J554Ql999ZX+7//+T927d7d7OADgWezTDQBADt577z0dPXpU1113HcENT1m/fr2+/fZbFS5cOOSRtwEA5mF5OQAAWSxZskRTp07Vzp07NX/+fJ133nmBg8cBbvf000/r2LFj+vXXX3Xq1Ck99thjKlmypN3DAgBPI7oBAMhi27Zt+vzzz1WoUCE1bNhQTzzxhKpUqWL3sABTfP7554qPj1fFihV133336YEHHrB7SADgeezTDQAAAACARdinGwAAAAAAixDdAAAAAABYhH26zyEzM1OnTp1SfHy84uLi7B4OAAAAAMABfD6fMjMzlS9fPsXH5zyfTXSfw6lTp7Ry5Uq7hwEAAAAAcKCUlBQVKFAgx/OJ7nPw/8UiJSVFCQkJNo8GVsvIyNDKlSt5vGEatimYjW0KVmC7gtnYpmA2J25T/jHlNsstEd3n5F9SnpCQ4JgHF9bj8YbZ2KZgNrYpWIHtCmZjm4LZnLhNnWs3ZA6kBgAAAACARYhuAAAAAAAsQnQDAAAAAGARohsAAAAAAIsQ3QAAAAAAWIToBgAAAADAIkQ3AAAAAAAWIboBAAAAALAI0Q0AAAAAgEWIbgAAAAAALEJ0AwAAAABgEaIbAAAAAACLEN0AAAAAAFiE6AYAAAAAwCJENwAAAAAAFiG6AQAAAACwCNENAAAAAIBFiG4AAAAAACxCdAMAAAAAYBGiGwAAAAAAixDdAAAAAABYhOgGAAAAAMAiRDcAAAAAABYhugEAAAAAsAjRDQAAAACARYhuAAAAAAAsQnQDAAAAAGARohsAAAAAAIsQ3QAAAAAAWIToBgAAAADAIkQ3AAAAAAAWIboBAAAAALAI0Q0AAAAAgEWIbgAAAAAALEJ0AwAAAABgEaIbAAAAAACLEN0AAAAAAFiE6AYAAAAAwCJENwAAAAAAFiG6AQAAAACwCNENAAAAAIBFiG4AAAAAACxCdAMAAAAAYBGiGwAAAAAAixDdAAAAAABYhOgGAAAAAMAiRDcAAAAAABYhugEAAAAAsAjRDQAAAACARYhuAAAAAAAsQnQDAAAAAGARohsAAAAAAIsQ3QAAAAAAWIToBgAAAADAIkQ3AAAAAAAWcVV0L1q0SA899JBatWql5ORk/fTTT7le/ocfftC9996rFi1aqHHjxvr3v/+t3377LUqjBQAAAADEOldF99GjR5WcnKznnnsurMsvWrRILVu21OjRo/XFF1+oefPmevjhh7VmzRqLRwoAAAAAgJTP7gEY0bp1a7Vu3Trsyz/99NNBX//f//2fZs6cqVmzZqlOnTpmDw8AAAAAgCCumunOq8zMTB05ckQlS5a0eygAAAAAgBjgqpnuvBo7dqyOHj2q6667zvB1MzIyLBgRnMb/OPN4wyxsUzAb2xSswHYFs7FNwWxO3KbCHUvMRPdXX32lt99+W6NGjVJiYqLh669cudKCUcGpeLxhNrYpmI1tClZgu4LZ2KZgNjduUzER3d98842eeeYZvfnmm2rZsmVEt5GSkqKEhASTRwanycjI0MqVK3m8YRq2KZiNbQpWYLuC2dimYDYnblP+MZ2L56P766+/1lNPPaXXX39dV1xxRcS3k5CQ4JgHF9bj8YbZ2KZgNrYpWIHtCmZjm4LZ3LhNuSq6jxw5ou3btwe+3rlzp9auXasSJUro/PPP17Bhw7Rnzx4NHTpU0ukl5f369dNTTz2lBg0aKDU1VZJUqFAhFStWzJbvAQAAAAAQO1wV3atWrVLXrl0DXw8ePFiS1L59ew0ZMkSpqanavXt34PwpU6bo1KlTeuGFF/TCCy8ETvdfHgAAAAAAK7kqups3b67169fneP7ZIT1x4kSrhwQAAAAAQI5i6nO6AQAAAACIJqIbAAAAAACLEN0AAAAAAFiE6AYAAAAAwCJENwAAAAAAFiG6AQAAAACwCNENAAAAAIBFiG4AAAAAACxCdAMAAAAAYBGiGwAAAAAAi+SzewAAAAAIX4lD5t9mWhHzbxMAcBrRDQAA4BBWBHU4Sh9JkGo2kY6EPv9g8eiOBwC8hOgGAACwgV2BHYmzx0qEA0D4iG4AAAALuSmuw0WEA0D4iG4AAAATeTGyz8X/PRPfAJAd0Q0AAJAHsRjZOcn6syDAAeA0ohsAAMAAIjs8zH4DwGlENwAAwDkQ2pEjvgHEOqIbAAAgBELbXMQ3gFhFdAMAAPx/hLb1ShwivAHEFqIbAADENEI7+ghvALGE6AYAADGJ2LYXy80BxAqiGwAAxAxC23mY9QbgdfF2DwAAAMBqJQ4R3E7GYwPAy5jpBgAAnkTIuQsz3gC8ipluAADgKcxquxePGwAvIroBAIAnENvewGMIwGuIbgAA4GrEtvfweALwEqIbAAC4ErHtbTy2ALyCA6kBAABXcWuMlfs7Ovfzd7no3E80cHA1AF5AdAMAAFdwS2xHK67DvX8vRTgAuBHRDQAAHM3JsW13YIfD7RHObDcAtyO6AQCAIzkxtt0Q2efi/x7cFN+ENwA3I7oBAICjOC22vRDaoWT9vtwQ4IQ3ALciugEAgCM4Kba9Gto5cePsNwC4BdENAABs5ZTYjrXQDsXp8c1sNwA3IroBAIBt7A7uaIR24j5zb29form3F0q5v50b3gDgNkQ3AACIOjtj24rQNjusjd6XFSHu1FlvZrsBuA3RDQAAosYrsR3NyA5H1vGYHeBOnPUmvAG4CdENAACiwq7gNiO2nRbZubEiwJ0Y3gDgFkQ3AACwlB2xHWuhnRP/92BGfDstvJntBuAWRDcAALCE22LbC5GdE7Pi22nhDQBuQHQDAADTRTu4ie3wmBHfTgpvZrsBuAHRDQAATOOW2I6l0A4lcZ93whsAnI7oBgAApohmcBPbeZfXWW+nhDez3QCcjugGAAB54vTYjnZo52Wpux0Rm5dZb6eENwA4GdENAAAi5uTgtjq2zfzc73PdptVhm9fl5nZjthuAkxHdAADAsFiLbSsCO9L7tyrAIw1vZrsBIHdENwAAMCRawW13bNsd2jmxMsDdHN7MdgNwKqIbAACEJRZi26mhnRP/eM0MXjeHNwA4EdENAADOyYnBbVZsuy20QzE7eN26jzez3QCciOgGAAA58mpseyG0z2b2rHck4e2E2W7CG4DTEN0AACCkaAQ3sW0+M8PXrTPeAOAkRDcAAAjitdntWAjts1mxr7eR+2a2GwDOILoBAECAl2a3rY7tsql5u35qWXPGkRszApjZbgDIG6IbAAA4bnbbabGd18AO9zatCHE7wpvZbgA4g+gGACDGeWV228zYtiKyjd6vmQFuRwQ7IbwBwAmIbgAAYpiTgtvu2LYrtHPiH49Z8Z3XCHbjMnNmuwE4AdENAEAMIrZPc1poh2JmfEd79tkJs92ENwC7Ed0AAMQYtwd3XmPbDaEdStnU6Bx8LTdunO0GALvF2z0AAAAQHSUOWR/c5f4OL4oT90U/uMumuje4/cz4HvL6Rwujj5sTPrItWgcKBIBQiG4AAGKAF2a3I403L8T22ewObzcivAHYheXlAAB4mBdiOxJWRPYF2/J2/W0XmDGKM/K63Dwv+1u78SPEAMAuRDcAAB4Vi8FtVmznNbDDuU0zItwJ+3m7CQdVA2AHohsAAI+J1jLacPfdtuJ2z2ZGbFsR2uHcX17jOy/hHYuz3YQ3gGhz1T7dixYt0kMPPaRWrVopOTlZP/300zmvs2DBArVv31716tXT1VdfrS+++CIKIwUAwB7Rmt32QnBfsC34n13MuP+8/NGB/bsBwFquiu6jR48qOTlZzz33XFiX37Fjh7p3767mzZtr+vTpuvvuu/XMM8/ot99+s3ikAABEVzSOTC5Zt5w8kgOlRXqANLsjOyd5HZcdB4tz45HM/QhvANHiquXlrVu3VuvWrcO+/CeffKLKlSurX79+kqQaNWpo8eLF+vDDD3XZZZdZNUwAAKLKzbFt5Lb9Ig1tt7hgW+RLziNdau6Upd8A4EWumuk2atmyZbrkkkuCTmvVqpWWLVtmz4AAADBRrM1uRzKz7dRZ7XPJy7ijPePNbDcA5M5VM91G7d27V2XKlAk6rUyZMjp8+LCOHz+uQoUKhX1bGRkZZg8PDuR/nHm8YRa2KZjNvy2VPpIQlftzyr7bkcS2F+Rl1tuoWJ3tLnFISivCa7TZ+P0Hszlxmwp3LJ6ObjOtXLnS7iEgini8YTa2KZilTc0mUs0mlt+PlbPbRsRqbGcVSXhH+6PE3Hokc7/SRxI0a+Niu4fhSfz+g9ncuE15OrrLlCmjvXv3Bp22d+9eFS1a1NAstySlpKQoISE6swqwT0ZGhlauXMnjDdOwTcFMsTS7TWwHi1Z4RzOGnRbebWo2YcbbRPz+g9mcuE35x3Quno7uhg0b6tdffw06be7cuWrYsKHh20pISHDMgwvr8XjDbGxTyAsnfe625KzZba/HdlbRWmoeaQwbne12otJHEvgMb5Px+w9mc+M25aoDqR05ckRr167V2rVrJUk7d+7U2rVr9eeff0qShg0bpj59+gQu37FjR+3YsUNDhw7V5s2bNXnyZH377be655577Bg+AACGROtAaZIzgtvIgdLceoC0vDL6PXNQNeM4uBoAs7lqpnvVqlXq2rVr4OvBgwdLktq3b68hQ4YoNTVVu3fvDpxfpUoVvffeexo8eLAmTJigChUq6MUXX+TjwgAAjhdLsS0xu22E0RlvlpkbV+KQmPEGYBpXRXfz5s21fv36HM8fMmRIyOt8+eWXFo4KAADzRHOWzQnBTWxHJppHNTfKC8vMJcIbgHlcFd0AAHhVrMW2ZGwpOfIm2rPdbj+auR/hDcAMrtqnGwAAL4q14Da67zZC89rPxon7d0vs4w0g74huAABsEu0DpYX7UWBOWE4eqwdKM8rIzyiSg6rlJYSt/li5aCK8AeQF0Q0AQJRFM7Yla2e3w73tcGe3iW1rEd6RI7wBRIp9ugEAiJJov2m3KraN3LbkrqXkddaEf9k1dawbhxFOPqhapNjHG4CXEN0AAESBV4LbS7FtJLDDub6dEW4kvJ1+UDUz7tNKhDcAo4huAAAs5JXYNnLbknODO6+hHc5t2xXfhHf0EN4AjCC6AQCwgB37fzK7HZqVoZ3b/Tll+blTEN4AYhUHUgMAwETRPkia5M4jk0dDnTXRD26779/JRzOXIlthYcb9WoWDqwEIBzPdAACYwMkz25K1sS2Ff2Ryq9kZ2TmJ9sy3k5eZS8x4A4g9zHQDAJBHTg7uaMxuOyG47Z7VDofTx2cEM97BmPEGkBuiGwCACDl5Kblk7eduS8743G03xHZW0Rqr1cvMJcL7bIQ3gJwQ3QAAGOSG2Pb67LbbYjsrwvsMwhtALGCfbgAAwuTkZeSS9R8DJjkjtr2gzhrnHd08kv27zcA+3gC8jpluAADOwY6ZbclZwW337LabZ7ZzEo3vJxoHrzNj1pkZbwBeRnQDAJADO2Pb6qXk4d6+kdi2Mri9ymnhbdcyc4nwBuBdRDcAAGchtk+z+3O3vTi7HQrhfQbhDcCLiG4AAP4/r8a2/z7CZffsdqzEdlaE9xleDG/iG4htRDcAIObZ+aY4Gvttu2V2OxZjOyunfe+Et7kIbyB2Ed0AgJhld2w7bSm53bPbsP7nYPSxI7zNRXgDsYnoBgDEHC/Htv8+wuWE2Ca4gxHeZ0Qa3k5GeAOxh+gGAMSMWIhtlpIjHF4PbyfPdkuENxBriG4AgOcR28GcMLuN3DntwGoS4W02DrAGxI58dg8AAACr2PmG1ugb/mhEhRM+Agzhq7NGWlPH2vu4YJu07YLwL182VUota/x+/Nvq3+WMX9cvcZ+0L9H4/eblPqPB/zp1sLi94wBgHWa6AQCe45aZbSk6B0mTCG638tKMt5T32Wcvznj7MesNeBcz3QAAz/D6zHYk90NsSzU3Rna9jTXNHUekvDTjLeV99tmrM94Ss96AVxHdAADXI7azi+XYjjSyc7sduwOc8I4tWV/TCHDA/YhuAIBrEdvZGVn666XgNiu0z3X7dsY34X2Gl2e7z8bsN+B+RDcAwHXs3vfR6D7bVt+HX6zNblsd2rndp13xTXifEUvhLWV/3SPCAfcgugEArkFsh0ZsR5/d8W21aIZ3XsRaeGdFhAPuQXQDAByP2A7N7tiWohfcTgjtUGpujH54R2O2W4rux4lF+8BqXpTb6yRBDtiL6AYAOBaxHVos7bft1NjOivA+w67wdvr92S2c11LCHLAO0Q0AcJxYiG2j9yMR205GeJ9hR3jH8jJzsxDmgHWIbgCAY7gptiWOSG4Ft8V2Vnbs5014n8Eyc+ud6zWaKAdCI7oBALYjtkNzQmxL0QluN8f22aI96+218I4mZrvNFfxaniDVbCIdOf0VQY5YRnQDAGxDbIdGbLufHeEteePjxFhm7k2hXu8JccQKohsAEHXEds44Irl3eHU/b6eHN9yDjz1DrIi3ewAAgNhR4pC7gjtxX2TBXe7vyGa3YyW4a270fnD72fF9RuMxtHIbzKtIn7Own/93hN2/JwCzMdMNALCcE95A8fFfuWMpuXWY8XbHbDez686S9fcGM+BwO6IbAGAZYjtnxHZsIbyjG94cydxb/L9LiG+4FdENADCd22Jbit6SVGI7dhHezj+iObPdzkZ8w62IbgCAaWIltiO5n1iKbYngzolXw9uJIp3tJrydj/iG2xDdAIA8c0JsS85cSk5s42xeDG8rZ7vtiGDC2x2Ib7gF0Q0AiBixnTsnHI1cYim5E8V6eEcL+3bHhhKHCG84G9ENAIiIE4Lb7fttE9uxzYvhHS5mu2E2whtORnQDAAwhtnMWS0vJiW1zeC28vTbbTXi7C8vN4VSGozsjI0NffPGF5s+fr3379ikzMzPo/AkTJpg2OACAczghtiVnLiWPpdiWCG6zeS28vYbwBpBXhqP7pZde0rRp09S6dWvVrFlTcXFxVowLAOAQxHbOiG2YxUvhHe5sdzSXmOd1327C211Yag6nMRzd33zzjYYPH67WrVtbMR4AgIM4IbjdvpSc2Ea47AhvhI/wdhfCG05iOLrz58+vqlWrWjEWAIBDxEpsR3I/Tohtif22z1btf6f/+79q9o4jr6Id3nbPdkeTGUcy979eEN/uQHjDKQxH93333acJEyZowIABLC0HAI9xQmxLLCXPTSzPbvvD2uhl3BbiXgnvcLjhKOZOHgcAdwgrunv27Bn09fz58/Xrr7+qZs2aypcv+Cbeeust80YHAIgaJwS3E5eSE9v2Cie0jdyGWwKcpebOx6y3OzDbDScIK7qLFSsW9PXVV19tyWAAANHnhNiW3D27TWyby4zQPtdtuyG+oxnesXI0czOWmJ+N+AZwLmFF9+DBg60eBwAgytwY21LszG7HWmxbGdo53R/hbS0n7tdtpayvMwS4szDbDbvFG71C165ddehQ9ndqhw8fVteuXU0ZFADAWk4I7nJ/G5/ddlJwX7DN3cFdc6Mzgrva/6If3Fnv2w2c8Dh5SaQrZYzwv74ZfZ0D4E2GD6S2cOFCnTx5MtvpJ06c0OLFi00ZFADAGk6Ibcnds9ssJTeHU4KXGe8zYmWJuR3CeT1idhzwrrCje926dYH/37Rpk1JTz7w7yczM1G+//aby5cubOzoAgGmcENx8DFhosRLbTgnts7klvHGaGUcOt2Lf7ryyYkackAecIezovuWWWxQXF6e4uDjdfffd2c4vVKiQnnnmGVMHBwDIOyfEtsTsdk5i4fO2nRrbWbkhvN28f7cTOTG8zZbba2KsBTn7dcNOYUf3zJkz5fP51LZtW3322WcqXbp04Lz8+fMrMTFRCQkJlgwSABAZJwQ3s9uhxcLsthtiOyvCG7Ek1GtmrIU4EC1hR3elSpV08uRJtW/fXiVLllSlSpWsHBcAIA+cENsSs9uhENvO5obwhnliYbbbCI7ADljD0NHL8+fPrx9//NGqsQAATOCE4PbCkcmt4PWjktt5JHIzOf17sPLxjdYfhZwkGkczdyOOvA6Yx/DRy6+66irNnDlT99xzjwXDAQBEygmxLTG7HYrX99t2eqQC58KMd878r7fMfAORMxzd1apV09tvv60lS5aobt26Ou+884LO57O6ASD63Bjc7LttHjtntr2KZeaxh/DOnRlHjbcTB1GDnQxH9+eff65ixYpp1apVWrVqVdB5cXFxRDcARJEbY1uKTnAT29bxcmwjthHeuWPWG4iM4eieNWuWFeMAABgUS8HN7HZ2BLf1YnG2e00du0dgP8L73Nw+6w1Em6EDqTnB5MmT1aZNG6WkpOj222/XihUrcr38hx9+qGuuuUb169dX69at9fLLL+vEiRNRGi0AWMMJwc3B0rKrs8b64LbrQGleOUgaomfbBXaPIHKRvl4BQChhzXQPHjxYjz32mAoXLqzBgwfnetn+/fubMrBQZsyYocGDB2vgwIFq0KCBxo8fr27duum7775TYmL2P0l+9dVXGjZsmF5++WU1atRI27ZtU79+/RQXF2fpOAHAKk6IbYnl5KF4dXY71kPbqbPdfF53dPhfu5j5zo7ZbiB8YUX3mjVrdOrUqcD/5yQuLs6cUeVg3LhxuuOOO3TrrbdKkgYOHKhffvlFU6dO1YMPPpjt8kuXLlXjxo114403SpIqV66sG264QcuXL7d0nABghVgKbjfNbkvRmd2OtliPbSCrrK9jBDgAo8KK7okTJ4b8/2hKT0/X6tWr1b1798Bp8fHxatmypZYuXRryOo0aNdJ///tfrVixQvXr19eOHTs0e/Zs3XzzzYbvPyMjI+Kxwz38jzOPN8xi1jZV+kiCGcPJEyfObkv2Lye3GsGNUGJ9ltvOWdZQr22xGuJume1OK5Ih3tq5nxPfp4c7FsMHUrPL/v37lZGRkW0ZeWJiorZs2RLyOjfeeKP279+vu+66Sz6fT6dOnVLHjh310EMPGb7/lStXRjRuuBOPN8wW6TbVpmYTk0cSGYI7O2a3Y4dTl5ibzY6DqKWWjf59WsGM/b9jNdyjYdmyZXYPASZy4/t0Q9E9f/58rVmzRg0aNFCTJk30ySef6N1339Xx48fVtm1bPfPMMypUqJBVYzVswYIFeu+99/Tcc8+pfv362r59u1566SW9/fbb6tGjh6HbSklJUUKC/TNNsFZGRoZWrlzJ4w3T5GWbcsLstuTu4GY5eXiIbZjNzQdRs4uR104C3ZiGDRvaPQSYwInv0/1jOpewo3vKlCl6/vnnVblyZb3xxhvq2bOn3n33Xd10002Kj4/Xf//7X5UsWVJPPPFEngaek1KlSikhIUH79gW/Iu3bt09lypQJeZ0333xTN910k26//XZJUnJyso4ePaoBAwbo4YcfVnx8+AdvT0hIcMyDC+vxeMNsRrepWNp/2+j9eHn/bWa3AYTj7NdaIjxnB4tLEu/pvMSN79PDju4JEyaof//+6tKli3799Vc9/PDDevHFF9W+fXtJUrNmzfT6669bFt0FChRQ3bp1NW/ePLVt21aSlJmZqXnz5qlz584hr3P8+PFsYe1/gHw+nyXjBIC8ILZzx3Jy8xDb7mXF/tx8Pre7cZR1wNnCju4dO3aoTZs2kqTLL79ccXFxql+/fuD8Bg0aaPfu3eaPMIt7771Xffv2Vb169VS/fn2NHz9ex44dU4cOHSRJffr0Ufny5fX4449Lkq688kqNGzdOderUCSwvf/PNN3XllVe67q8jALyP4M4dwW0OYhtWY2m5fYjvYKdnuQH7hR3dJ06cCNpfO3/+/CpQoEDg6wIFClh+JLl27dopLS1NI0aMUGpqqmrXrq0xY8YElpfv3r07aGb74YcfVlxcnIYPH649e/aodOnSuvLKK9W7d29LxwkARhHcuSO4zUFwu5+XjlrulYOoOVHiPsIbcJKwozsuLk5HjhxRwYIF5fP5Al8fPnxYkgL/tVrnzp1zXE5+9seZ5cuXTz179lTPnj2jMTQAiAjBnTuvBjex7R5eP3I5S8u9KdbDm1luOEnY0e3z+XTNNdcEfe3fn9v/dVxcnLmjAwCPI7hzR3DnHcHtHW6Y5WZpubPEengDTmHoQGoAAHO4NbYlgjuvCG44iV2z3Cwt94a/y9k9gtCY5YbThB3dzZo1s3IcABAzCO5zI7jzhtg2j1OWlrvhiOXMcgNAaOF/UDUAIM8I7nMjuPOG4AaQVaSv3W7FLDeciOgGgCghuM+N4M4bgttczHKHz8gsN0vLvcGpS8sBJwp7eTkAIHKljyTYPQRJBHdO3B7cxLZ3uSG47VLub8IvHLF0IDVmueFUzHQDgMXa1Gxi9xAkEdw5IbgRihNmud1wtHKJfbljEX/sAIwxHN39+/cP+ZncR48eVf/+/U0ZFAB4QYlDzHCHg+COHMHtXVYFt92z3Cwtdz+nBjez3HAyw9H95Zdf6sSJE9lOP378uKZPn27KoADA7Zyy/7ZEcOeE4EZOnDDLbQUrgptZbjgBwQ2nC3uf7sOHD8vn88nn8+nIkSMqWLBg4LyMjAz9+uuvKl26tCWDBAA3IbjDY2dwW4ngdjcnBLdblpXD+czen9ups9yA04Ud3U2bNlVcXJzi4uJ0zTXXZDs/Li5OjzzyiKmDAwC3IbjdwapZboLb3bwc3E6Y5WZpOazALDfcIOzonjBhgnw+n+6++26NHDlSJUqUCJyXP39+nX/++SpfvrwlgwQANyC4w+fFZeUEN/LKTcHtFBzBPGfMcgPOEXZ0N2vWTJI0c+ZMVaxYUfHxHPgcAPwI7vB5MbijgeC2lt2z3G4Lbma5Y4tTg5tZbriF4c/prlSpkiTp2LFj+vPPP3Xy5Mmg82vVqmXOyADAJWI1uCPh1eC2epab4LYWwW0MB09zPjNnuQluIO8MR3daWpr69++vX3/9NeT5a9euzfOgAMAtYjm4OXDaaQS3uxHc1mOWO7rMXlYOIO8MrxF/6aWXdOjQIU2ZMkWFChXSmDFjNGTIEFWrVk3vvPOOFWMEAMcpcYjgdhO37sdNcFvLq8FtJSfOcrvt9chKsbIfN7PccBvDM90LFizQqFGjlJKSori4OJ1//vm69NJLVbRoUb333nu64oorLBgmADiHk2Jbckdwe3VZuZUIbm+zMrhZVg4zODW4ATcyPNN99OjRwOdxlyhRQmlpaZKkpKQkrVnj0nc2ABAmgtv4dVhWbhzBbT27Zrk31nRncEeKpeXREwv7cUvMcsOdDEf3hRdeqK1bt0qSkpOT9emnn2rPnj365JNPVLYsr6wAvCvWgzsS4Qa3Vdy4rJzgtp6dwW0lK4ObWW5ni5XgBtzK8PLyrl27KjX19Luonj176v7779dXX32l/Pnza8iQIaYPEACcwAvB7eT7ZFk5ooXgNi7S4I7mLHcsf153LAU3s9xwK8PRffPNNwf+v169evr555+1ZcsWVaxYMbDsHAC8xCvBzbJyczDLDaPcHNxwtlgKbsDNDEf32c477zzVrVvXjLEAgOMQ3NYGt1VYVo5Q7Jjldntwu2GWO1bFWnAzyw03M7xPNwDECoLbeiwrP43gth7BbRz7cTtXrAU34HZENwCEQHBHfr8sK4fTENzRxSy3tWIxuJnlhtvleXk5AHiNV4LbjvtlWblxzHJbK9rBbXVsS9EJbma5ncfM2JbcE9yAFzDTDQBZOC248yLWlpW7EcHtLQQ3s9xWIbgBdzMc3W3atNFbb72lP//804rxAIBtnBjcXlxWbhU3znLDWtGc5Sa4YZVYD26WlsMLDEd3165d9eOPP6pt27a699579c033yg9Pd2KsQFAVJQ4RHDn9X6NBDez3Kcxy20tgjv6mOU2X6wHN+AVhqP7nnvu0fTp0/XZZ5+pRo0aGjRokFq1aqUXXnhBq1evtmKMAGAZJ8a2ZN9+3FazKrjdNstNcFuL4I4Ms9zOsS+R4Aa8JOJ9uuvWratnnnlGv/32m3r06KHPPvtMt912m26++WZ9/vnn8vl8Zo4TAEznxeB2+iy3Fdz4EWHwBoL7DGa5zWN2bEsEN2C3iI9efvLkSf3444/64osvNHfuXDVo0EC33Xab/vrrL73xxhuaN2+ehg0bZuZYAcA0BLe59x0Oty0rZ5bbnaIxyx2N2JbcE9xO4JWoJLgBbzIc3atXr9YXX3yhr7/+WvHx8brlllvUv39/1ahRI3CZq6++WrfddpupAwUAsxDc5vHqLDcHT3Mngts4M4KbWW5zENyhlTjEwdTgfoaj+7bbblPLli31/PPPq23btsqfP3+2y1SuXFnXX3+9KQMEADN5MbjdcP9um+W2CrPc1vFKcLvhgGlZOSG43R6WVsS25P6fC+AlhqP7p59+UqVKlXK9TOHChTV48OCIBwUAVnBqcOcVs9zmYpbbfQjuyHhhWbnbEdzhYbYbbmf4QGr79u3T8uXLs52+fPlyrVy50pRBAYDZnBzcdi8r5yPCooNZbvciuENjljtyVhyd3M+tPxPAywxH9wsvvKDdu3dnO33Pnj164YUXTBkUAJiJ4Lbm/u3EEcvhZ/UsN8ENs1kV25K3g9vJv8uBczEc3Zs3b1bdunWznV67dm1t2rTJlEEBgFmc/EvarcHr5VlujljuLgS3cWYFN7PckSG488bJv9OB3Bjep7tAgQLau3evqlSpEnR6amqq8uWL+BPIAMB0Tv7lnNfgZpYbsc7K4PbaEcrNRnAbZ2VsS+77eQCxxvBM96WXXqrXX39d//zzT+C0Q4cO6Y033lDLli1NHRwARIrgtgaz3MYxy20+gjsyLCu3h9Wz27EW3E7+/Q7kxPDUdN++fdWpUyddeeWVql27tiRp3bp1SkxM1NChQ00fIAAY5eRfyE6ZXXbKOACjCO7IsKw8+pjdtg5HM4fbGI7u8uXL67///a+++uorrVu3ToUKFdKtt96q66+/PuRndgNANHk9uO1cVu6EWW63fUwYs9zmcntw27WcnOCOPoLbeoQ33CSinbALFy6sf//732aPBQDyxMnBbQY7l5UDXkZwu4MbQtPq2Jbc8XOIFsIbbhFRdG/btk0LFizQvn37lJmZGXRez549TRkYAITLDbHtlP24meWGW1k1y01wh8fuWW43hCbBbQ/CG25gOLqnTJmi559/XqVKlVKZMmUUFxcXOC8uLo7oBhBVsRDcsBZLy53PiuD28v7bEsEdTdGIbcn5Pwc7Ed5wOsPR/c4776hXr1568MEHrRgPAIQtVoKbWW5muWMZwW0cwR09BLdzEN5wMsPRffDgQV133XVWjAUAwkZwG8NsO9yI4DaO4I6OaMW25Oyfg9MQ3nAqw5/Tfe2112rOnDlWjAUAwkJwR48TZrmtxNJy53JrcK+p443gRs4Ibmdzw3sExB7DM93VqlXTm2++qeXLlyspKUn58gXfRNeuXU0bHACczQ2/TJ02q+y08RjF0vLY4+bgtovZwW3nLLdTQzOasS059+fgBsx4w2kMR/enn36qwoULa+HChVq4cGHQeXFxcUQ3AMvEUnAzy41YRXAbR3Bbj+AGkBeGo3vWrFlWjAMAckVwR8bts9xWsmppOSJndnB7ff9tieC2WrRjW3Lmz8GNmO2Gk0T0Od0AEE0Ed2TyMianzHK7cWk5+3Mbx+x2ZAhuaxHc7kd4wykiiu6//vpLM2fO1O7du3Xy5Mmg8/r372/KwABAiq3gBmIRwR0Zgts6dsS25LyfAwDzGI7uefPm6eGHH1aVKlW0ZcsW1axZU7t27ZLP51OdOjb/BgLgKbEW3G6c5QbyguA2zoojlBPcp9kV25Kzfg5ew2w3nMDwR4YNGzZM9913n7766isVKFBAI0eO1C+//KKLL75Y1157rRVjBBCDCG53YGk5ImXF/ttWB7edHwcmEdxWIrgBWMlwdG/evFm33HKLJClfvnw6fvy4ihQposcee0xjxowxe3wAYhDBnTfMcsPp3HjANK8tJ5cIbul0bBPc3ueG9xXwNsPRXbhw4cB+3GXLltX27dsD5+3fv9+8kQGIOSUOueMXo1eD2yg3f0wYRy63D8FtnJeC++9yzglNO2Nbcs7PAYD1DO/T3aBBAy1evFg1atRQ69at9corr2jDhg368ccf1aBBAyvGCCAGuCG2JW8fNM1Js9wsLfceN+6/TWybyymRaXdsS875WcQS9u2GnQxHd//+/XXkyBFJ0iOPPKIjR45oxowZuuCCC9SvXz/TBwjA+2I1uJnlRqxgdts4gtsaBDcAOxiO7ipVqgT+v3DhwnrhhRdMHRCA2EJwmyOv43PSLDe8heA2juA2nxNiG0DsMrxP91VXXRVy3+1Dhw7pqquuMmVQAGIDwQ141/+quS+4nXB0cis+fzvW9992UnA74ecRy9zyvgPeY3ime9euXcrMzMx2enp6uvbs2WPKoAB4n1t+8bkhuKM9y83S8tz9r5pU7X92j8JebottidltszkhLp0U25IzfiYA7BF2dM+cOTPw/7/99puKFSsW+DozM1Pz5s1TpUqVzB0dAE8iuJEbDqLmXhwszTgrYlsiuJ0W3ABiW9jR3aNHD0lSXFxctgOm5cuXT5UqVeJAagDOieA2F7PccApmt41jdtt8To1tJ/xsANgn7Ohet26dJKlNmzb6/PPPVbp0acsGBcCbYjW4reKWccaiWFpizuy2ccxuW8OpwQ0AhvfpnjVrlhXjAOBxsRzcTl1WHstHLN9YU6q50e5RuJsbY1vyZnAT23aP4NzK/e2MnxUAexiO7hdffFFVq1ZV165dg06fNGmS/ve//+npp582bXChTJ48WWPHjlVqaqpq1aqlZ599VvXr18/x8ocOHdIbb7yhH3/8UQcOHFClSpX01FNPqXXr1paOE8BpboltyV3BbccsN0vL4efG4Ca2zeeEiHRDcPvlJbwjfc13wmMEIILo/v777/XOO+9kO71Ro0YaPXq0pdE9Y8YMDR48WAMHDlSDBg00fvx4devWTd99950SE7O/6qanp+vee+9VYmKi3nzzTZUvX15//vmnihcvbtkYAZzhluC2KmCdHNyxPMsdLV5cYu7G2Jbs/xgwKzC7bfcIIhPtP5iGc39OeDwBrzMc3QcOHAg6crlf0aJFQ35+t5nGjRunO+64Q7feeqskaeDAgfrll180depUPfjgg9kuP3XqVB08eFCffPKJ8ufPL0mqXLmypWMEcBrBbc3twl28Et5WxLbE7HYkmN12b3A71dm/B53wGANeYzi6q1Wrpt9++03VqgX/Bv71119VpUoV0wZ2tvT0dK1evVrdu3cPnBYfH6+WLVtq6dKlIa8za9YsNWzYUC+88IJmzpyp0qVL64YbbtADDzyghIQEQ/efkZGRp/HDHfyPM4933pQ+Yuz5ZRc3Brdds9xeXFoerf263RzexHZkiG1rENvR4f8944TH3Aq8x3MvJ75PD3cshqP7nnvu0aBBg5SWlqYWLVpIkubNm6dx48bpqaeeMnpzYdu/f78yMjKyLSNPTEzUli1bQl5nx44dmj9/vm688UaNHj1a27dv18CBA3Xq1Cn17NnT0P2vXLky4rHDfXi8I9emZhO7hxCWWA1uIBxWxbbk7eAmtq1DcEdf1t85TtkOzLBs2TK7h4A8cuP7dMPRfdtttyk9PV3vvvuuRo0aJUmqVKmSnn/+ed1yyy1mjy9PfD6fEhMTNWjQICUkJKhevXras2ePxo4dazi6U1JSDM+Ow30yMjK0cuVKHu8IMcNtze2aiX257eGW2W5iOzJejG3JGaFFbDuDl46+3rBhQ7uHgAg58X26f0znYji6Jemuu+7SXXfdpbS0NBUsWFBFihSJ5GYMKVWqlBISErRvX/C72n379qlMmTIhr1O2bFnly5cv6EGpXr26UlNTlZ6ergIFCoR9/wkJCY55cGE9Hm/j2Ifbmtv1Y5bbGtH86DB/0Dotvq0MbcnbsS2ZH9zE9hkEt7N4Jbx5f+d+bnyfHh/JlU6dOqW5c+fqhx9+kM/nkyTt2bNHR44cMXVwWRUoUEB169bVvHnzAqdlZmZq3rx5atSoUcjrNG7cWNu3b1dmZmbgtG3btqls2bKGghtA7twQ3OX+JrgjneX24v7cdrI6csP1v2oEd15su8Dc4E4ta39w/13OGVG1L5Hgdiorf5cCXmZ4pnvXrl26//77tXv3bqWnp+vSSy9V0aJF9f777ys9PV0vvPCCFeOUJN17773q27ev6tWrp/r162v8+PE6duyYOnToIEnq06ePypcvr8cff1ySdOedd2rSpEl66aWX1LlzZ/3vf//Te++9py5dulg2RiDWuCW4reKW4EbOojnb7WfHrHc0Y9/rsW0mu0NbckZoS4S2m7h11vsgnxoMmxiO7pdeekn16tXT9OnT1bx588DpV199tZ599llTB3e2du3aKS0tTSNGjFBqaqpq166tMWPGBJaX7969W/HxZybvK1asqLFjx2rw4MG66aabVL58eXXt2lUPPPCApeMEYoEbYltyd3CbyU37cq+pI9VZY/cooiNrCFsR4NGeVSe2w0dsByO4AXiZ4ehevHixPv7442zLsytVqqQ9e/aYNrCcdO7cWZ07dw553sSJE7Od1qhRI02ZMsXqYQExheCOTnAzyx09dsx2ny0vAW73knWrY1uyL7iJbWsR2+7l1tluwA6GozszMzNoH2m/v/76KyoHVANgr1gP7mjNbjsluNmf2x52R3S4iO3wEdvZEdwAYoXhA6ldeumlGj9+fNBpR44c0ciRI9W6dWvTBgbAeQhua27Xam5aWm6naASkV2ysGZ2l5HYENwdIsx4HSoMd2J8bdjI8092vXz9169ZN7dq1U3p6up544glt27ZNpUqV0uuvv27FGAE4gBuC2+3Lyf2cMsttJ7v263bCMnOn8+p+28xsRwex7S0sMQfCYzi6K1SooOnTp+ubb77R+vXrdfToUd1222268cYbVahQISvGCMBmBLd1t302s78PZrmNI7xD8+pScmI7Ooht2IlZbtjNcHRLUr58+XTzzTebPRYADkRwW3fbZ2OG2zkI79OiteTe7bFNaOeM2AaACKN7y5YtmjRpkjZv3ixJqlGjhjp16qQaNWqYOjgA9iK4rbvts1nxfbh9ltvujw6L5fAmtsNDbOeO4IYTMMsNJzB8ILXvv/9eN954o1avXq1atWqpVq1aWrNmjW666SZ9//33VowRgA0Ibutu2y04cnnsHVwtGgdIk+w5SJqZB0jj4Gi540BpABDM8Ez3q6++qgcffFCPPfZY0OkjRozQq6++qmuuuca0wQGIPmLbutvOCcvKc2b3bLcUGzPezGyHxwmh7XTEdmxx+jbJLDecwnB0p6am6pZbbsl2+k033aSxY8eaMSYANiG4rbvtnFj1/bh9aXlWTglvyVvxHe1ZfDtmts1AaIeH2AaAnBmO7mbNmumPP/5QtWrVgk5fvHixmjZtatrAAEQXwW3dbeeEGW73cfustx3L5YntyBDbQN4wyw0nMRzdbdq00WuvvabVq1erQYMGkqTly5fru+++0yOPPKKZM2cGLnvVVVeZN1IAliG4rbvtnFj5/XhpltvPCbPdfm6b9bZrv3Ri2zi3hLYfwR3b3La9AnYyHN0DBw6UJH300Uf66KOPQp4nSXFxcVq7dm0ehwfAagS3dbedE2a4I+Ok8JacHd92HgCO2DbGjeFCbMPpmOWG0xiO7nXr1lkxDgA2cHpwey22JeuD24uz3E6XNXDtCnAnHGXdjbHNrLYxxDbcgOCGE0X0Od05OXbsmM477zwzbxKARQju6GOGO++cNtt9trPj16oId0Jk+xHb4XNjaPsR3MjKzdsyYAfD0X333Xdr6NChKl++fNDpy5cvV58+ffisbsAFCO7oc2Nwb7vAmZ/V7fTwziq3OM4tyJ0U1TkhtsPj9jghtnE2J2/TzHLDqQxHd8GCBXXTTTfpueeeU7t27ZSZmam3335b7733nu68804rxgjARLEa3HbFthS94I6lpeVuCu+cuCGsQyG2z83JURIuYhtuQ3DDyQxH9+jRozV58mQ99dRTmjlzpnbt2qVdu3bp3XffVatWrawYIwCTODm4vTi7LblzhtstvBDebkJs584Loe1HcCMnTt3OCW44XUT7dHfq1El//fWX3n//feXLl08TJkxQ48aNzR4bABMR3NFHcFuP8LYesZ0zpwZIpIht++X0O8sJj41Tt3eCG25gOLoPHjyoZ555RvPmzdMLL7yghQsXqlu3bnriiSfUqVMnK8YIII8I7uiLdnDH0tLysxHe5ot2aPvlJbiZ1Y6cE4Iu1p3r91XiPh4nwM0MR/cNN9ygypUra9q0aapSpYruuOMOzZgxQwMHDtTs2bM1evRoK8YJIAJOjm3Jm/tvS96a4XbqwdTORnibg9jOmddCWyLinCDc31d2P1ZO3f6Z5YZbGI7ujh076uGHH1Z8fHzgtHbt2qlx48bq37+/qYMDEDmC2x52BHcsz3Jn5Q9G4ts4Yjs0p4ZGXtkdcLD/d5URTn0eENxwE8PR3aNHj5CnV6hQQePGjcvzgADkXSwGt91vYLw0u+12zHqHx67QlohtuxDbzmD37ysjnPpcILjhNvHnvshp77//vo4fPx74evHixUpPTw98ffjwYT3//POmDg6AcU4O7nJ/E9xuZMaBraJtTR17o9LJ7PzZbLsg8u0ptay1wf13uTP/vIjgdoZIfl/Z9dg59blAcMONwo7u119/XUeOHAl8/cADD2jPnj2Br48fP65PP/3U3NEBMMTpwW2FWA9ulpbnjvA+zR/axHZ2Xg5t6XSwEdzOQHDnHcENtwp7ebnP58v1awD2irXgtju2JfuDO5rcckC1UGJ1X28n/MHBqcvInRoUZiGy3c/Ox9Cpzw+CG24W0ed0A3AWgju6nBLbzHIbEyvxTWznzKkxYRZi29n2JZ7795fdj6FTnyMEN9yO6AZcjuCOLqcEtx3cPNudldfi2wmR7efE2HZqRJjJ7lBD+LI+Vll/nznhMXTqc4XghhcYiu7PPvtMhQsXliRlZGToiy++UKlSpSQpaH9vANHh1OAmtr3LK+EtuTu+nRTaErFtBydEGvLGSY+hU58vBDe8IuzoPv/88zVlypTA12XKlNH06dODLlOxYkXzRgYgVwR39DgxuO1cWu6l8JaCA9apAe60yPYjtqPPSaEGb3Dqc4bghpeEHd2zZs2ychwADCC4o8OJsQ1rnR23dkS4UwM7K2I7ughtWMWpzxuCG17DPt2Ay8RKcDO7nTMnHEDNa7PdOQkVwGaFuBvi+mxOi22nBoMZCG1YycnPHYIbXkR0Ay5CcFvPybHtNLES3mdzYyznRV5CWyK2w0VkI1qc/PwhuOFVRDfgErEQ3MT2uTlhljurWA3vWEBsW4vIhh2c/BwiuOFlRDfgAgS3ddwS205GeHsLsW0NIht2cvpziOCG1xHdgMM5Mbi9spzcbcHttFnurPyhRny7F7FtLiIbTuH05xHBjVgQUXRv375dU6dO1Y4dO/T0008rMTFRs2fP1vnnn6+aNWuaPUYgZnk9uIlt72HW232IbXMQ2XAapz+PiG3EknijV1i4cKFuvPFGrVixQj/88IOOHj0qSVq/fr1Gjhxp+gCBWEVwm6/c3+4NbifPcp8trxEH62274My/SKWWNT+4/y7n/FDw25cY/A9wEqc/jwhuxBrDM93Dhg1Tr169dO+996pRo0aB01u0aKFJkyaZOjggVhHc5nJraPu5Kbj9WG7uTGb8QSRWP2ebsIYbOP15JBHciE2Go3vDhg167bXXsp1eunRp7d+/35RBAbHMy8Ft1+w27MNyc2cgtiNDaMNNnPxc8iO4EasMR3exYsWUmpqqKlWqBJ2+du1alS9f3rSBAXAGtwa3V2LbjbPcZ2PW2x5mLfOPpdgmsuFGTnwuhUJwI5YZ3qf7+uuv12uvvabU1FTFxcUpMzNTixcv1iuvvKJbbrnFgiECscNps9xuDG4377d9Ni8Ed1bs6x0ded1X28+KfbYlZ+63zX7ZcCMnPpdCSSuSQXAj5hme6e7du7deeOEFXXHFFcrIyND111+vjIwM3XDDDXr44YetGCMQE7wY3NGObS/xWnD7MettDTP/oBErM9tENtzMac+nnMzauFhq2NDuYQC2Cyu6Dx8+rKJFi0qSChQooBdffFE9evTQhg0bdOTIEdWpU0cXXHCBleMEPI3gzhuC232I77wze+UAsQ04n9OeT7lJK5KhZXYPAnCIsKL74osv1pw5c5SYmKiuXbvqrbfeUsWKFVWxYkWrxwd4npOC223LyYlt9yO+jbFiib5VsS05JxAIbbidU55L4TpYXMrIsHsUgHOEFd2FCxfWgQMHlJiYqIULF+rUqVNWjwuICV4LbmI7MrEY22cjvnNm1b7wxDbgfE55LoWLfbeB0MKK7pYtW6pr166qXr26JKlHjx7Knz9/yMtOmDDBvNEBHkZwG0dse1/WwIzVALf6gHPENuB8TnkuGUFwAzkLK7pfffVVTZs2Tdu3b9eiRYtUs2ZNFSpUyOqxAZ5FcBvnheAmso2JlQCPxlHdrQxtyTmBQGzD7ZzyXDKK4AZyF1Z0FypUSHfeeackadWqVXriiSdUvDjPLiASBLcxbo9tQtscXgrwaH50GrENuINTnktGEdtAeAx/ZNjEiROtGAeAKMtrzBLb2RHY0XF2tDo1wu36XHKrQ9vPCZFAbMPtnPA8ihTBDYQvrOgePHiwHnvsMRUuXFiDBw/O9bL9+/c3ZWCAFzlllpvgNgeR7Qw5xW00YtyusA4llmJbIrjhXk55DuUFwQ0YE1Z0r1mzJnDE8jVr1lg6IMCrCO5zc3psE9nu4qQgtkq0QltyTigQ23ArpzyH8oLYBiITVnRnXVLO8nLAOII7d06NbSIbThTN0JacFQoEN9zISc+hvCC4gcgZ3qc7J5s3b9Z//vMfff/992bdJOAJBHfunBTcRDacjNgG3MNJz5+8IraBvDMtuk+ePKnt27ebdXOAJxDcOXNKbBPacKpoR3ZWTgoGghtu4qTnjhkIbsAcpkU3AGfKS9x6dXab0IZT2RnakrOCgdiGWzjpeWMmghswD9ENWMQJs9xOC247Y5vQhhPZHdl+TosGghtO57TnjJmIbcB8RDdgAYI7OzuCm9CGEzkltCVnhgPBDSdz4nPGTAQ3YI2wo/viiy9WXFxcjuf7P1IMiHUEd3bRDm5iO7SzY4+fk/WcFNhZOTUcCG44kVOfL2YitgFrhR3dTz31lJXjADyB4A4WzdgmIM8IN/TCuRw/1/A5NbCzcnI8ENxwEic/V8xGcAPWCzu627dvb+U4ANjMrcFNFJ5hRfTldpux/LN3Q2Bn5fSAILhzF+r1mZ+Z+Zz+PDEbsQ1ED/t0AyZx8yy3mcFNbEefXQGY0/165bFxW1iH4vSIIBxDC+c12X8ZfoZ54/TniBWIbSD6iG7ABAR33sZghFeCzixODEOnL1t34s/MTG6JCGIxO6s+phHB3PIcsQLBDdiD6AbyiODO2xjCRWxn5+Z4dPPYnSqWQ8Lt8vJanLiPP2CEI9afH8Q2YC+iG3A5rwc3sR0a0QrJvSFBJJ7GzLZ13PrcMBuxDTiD4eieP3++WrRoYcVYANexe5bb7uAmtu1BcMPNQUFwn2bW6zA/zzPc/LywAsENOEe80Svcf//9atu2rUaNGqXdu3dbMaZcTZ48WW3atFFKSopuv/12rVixIqzrffPNN0pOTtZ//vMfi0eIWEFwm3M7oRDcOSO4Y9ff5c78cysC8TSC2zxeeF6Y7WBxghtwGsPR/euvv6pz5876/vvv1bZtW3Xr1k0zZsxQenq6FeMLMmPGDA0ePFg9evTQtGnTVKtWLXXr1k379uX+22vnzp165ZVX1LRpU8vHiNhAcJtzO2crm0pw54bgjj1eCgoC8TSCO++89LwwE7ENOJfh6C5durTuueceTZ8+XVOmTNEFF1yggQMH6rLLLtOLL76odevWWTFOSdK4ceN0xx136NZbb9VFF12kgQMHqlChQpo6dWqO18nIyNATTzyhRx55RFWqVLFsbEC0eDG4iW3gDC8GRSwHohVi9efpteeFWYhtwPnydCC1unXrqkyZMipZsqRGjx6tqVOn6qOPPlLDhg01cOBA1axZ06xxKj09XatXr1b37t0Dp8XHx6tly5ZaunRpjtd7++23lZiYqNtvv12LFy+O+P4zMjIivi7cw/845/Z4lz6SEK3hmMbpwY1zY5bb2wgJhCMWY5vnRs7Sivjfs9g8kByE854KMMKJ21S4Y4kouk+ePKmZM2dq6tSpmjt3rurVq6cBAwbo+uuvV1pamoYPH67HHntMM2bMiOTmQ9q/f78yMjKUmBj8GycxMVFbtmwJeZ0//vhDn3/+ub788ss83//KlSvzfBtwj5we7zY1m0R5JMEiiV6nBjexjVgWSyERi6Foplj8+cXS8yNSszYu1jK7BxEm3kPDbG7cpgxH96BBg/T1119Lkm666SY9+eSTSkpKCpxfuHBh9e3bV5dddpl5o4zA4cOH1adPHw0aNEilS5fO8+2lpKQoIcF9M5wwJiMjQytXrsz58T4S/TH5Edyxi1lu94vViIjFYDyXrD+TUK/Rsfwzi9XniRH+2W01bGjrOMJxzvdUgEFO3Kb8YzoXw9G9adMmPfvss/rXv/6lAgUKhLxMqVKlNGHCBKM3natSpUopISEh20HT9u3bpzJlymS7/I4dO7Rr1y49/PDDgdMyMzMlSXXq1NF3332nqlWrhn3/CQkJjnlwYb1Qj7edB08juAF3IR4QjlgObD+eK+E5s8+2+96L8h4aZnPjNmU4usePH3/uG82XT82aNYtoQDkpUKCA6tatq3nz5qlt27aSTkf0vHnz1Llz52yXr169ur766qug04YPH64jR47o6aefVoUKFUwdH7yN4M47YjsyzHK7A+GQHUGJnPB8CR8HSAO8IaJ9urdt26YFCxZo3759gdljv549e5oysFDuvfde9e3bV/Xq1VP9+vU1fvx4HTt2TB06dJAk9enTR+XLl9fjjz+uggULBi17l6TixU+/cp19OuBUBHdsI7idi2jIHcGNUHjehIfQBrzHcHRPmTJFzz//vEqVKqUyZcooLi4ucF5cXJyl0d2uXTulpaVpxIgRSk1NVe3atTVmzJjA8vLdu3crPt7wp6ABubL7M7mNILgB8xEKQOR4/oSP2Aa8y3B0v/POO+rVq5cefPBBK8ZzTp07dw65nFySJk6cmOt1hwwZYsWQ4GFuW1butPsluOFGRELeMMsNieeREcQ24H2Go/vgwYO67rrrrBgLgP/PrmXlBLdzsLQ8OggDwFw8p8JHbAOxw/Ba7GuvvVZz5syxYiyAo9g1y01wA9b5u1zwP5iLWe7YxHPKmIPFCW4g1oQ1053147+qVaumN998U8uXL1dSUpLy5Qu+ia5du5o7QsAGpY/Y8zEEbg9uYtsczHKbhwiIHoI79vD8MobQBmJXWNH94YcfBn1duHBhLVy4UAsXLgw6PS4ujuiG67Wp2cTuIYSN4AayIwQA6/D8MobQBiCFGd2zZs2yehxAzDMav04KbpiHWe7IEAL2Ypbb+3iOGUNsA8jK8D7db731lo4dO5bt9OPHj+utt94yZVCAXdy0rNxJ98ksN+zAfqSAtXiOGePfV5vgBnA2w9H99ttv6+jRo9lOP3bsmN5++21TBgUgd3md5Sa44VZEgPMwy+09PMeMIbQBnIvhjwzz+XyKi4vLdvq6detUokQJUwYF2MEtRys3Y1m5WQhuc7G0PDTe/DsXwe0dPM+MI7QBhCvs6L744osVFxenuLg4XXPNNUHhnZGRoaNHj6pjx46WDBKwWiwFNwdOg1sQAc5GcLsfzzHjCG0AkQg7up966in5fD499dRTeuSRR1SsWLHAefnz51elSpXUqFEjSwYJeJGb9+MmuGEVIgCwHs8z44htAHkRdnS3b99eklS5cmU1atRI+fPnt2xQQDTZNcttlFP24ya4rRHrS8uJAHdhltt9eI4ZR2gDMEtY0X348OHA/9epU0cnTpzQiRMnQl62aNGi5owMiIJYWlYOOBUx4C4Et3vw3IoMsQ3AbGFFd9OmTUMePC0r/wHW1q5da8rAAK9iWTlwGkHgPgS38/G8igyhDcBKYUX3hAkTrB4HEHUsKzeG4LZOrC0tJwrcieB2Lp5TkSO2AURDWNHdrFkzq8cBRBXLyt3pgm2n/7vtAjtHgbwgDtyH2HYmnkuRI7QBRJvhz+n2O3bsmP7880+dPHky6PRatWrleVCAF7GsPG/8wX32/0tEuBsQCO5EcDsLz6O8IbYB2MVwdKelpal///769ddfQ57PPt1wOpaVG+O04PaaWFhaTii4E8HtDDx/8obQBuAE8Uav8NJLL+nQoUOaMmWKChUqpDFjxmjIkCGqVq2a3nnnHSvGCLgey8oj5+XgjgUEgzsR3Pb5u1zwP0TmYHGCG4BzGJ7pXrBggUaNGqWUlBTFxcXp/PPP16WXXqqiRYvqvffe0xVXXGHBMAFz2DHLzbLyyBHc7kUsuBOxbQ+eL+YgsgE4leHoPnr0qEqXLi1JKlGihNLS0nThhRcqKSlJa9asMX2AgFliZVk5YDcCwp0I7ujhOWIeQhuAGxiO7gsvvFBbt25V5cqVlZycrE8//VSVK1fWJ598orJlY2DnRMAAZrkjFwuz3F7cn5uYcB9i23o8L8xHbANwE8PR3bVrV6Wmnn433rNnT91///366quvlD9/fg0ZMsT0AQJmYJYbsB5h4S7EtnV4LliD0AbgVoaj++abbw78f7169fTzzz9ry5YtqlixYmDZOQB7Dp5mx8y63fi4MGcgMtyD2DYX2771iG0Abhfx53Snp6dr586dqlq1qurWrWvmmABTuWWW20nsXloeLjcHt5eWlhMd7kFw5x3be3QQ2gC8xHB0Hzt2TIMGDdKXX34pSfr+++9VpUoVDRo0SOXLl9eDDz5o9hiBiNkV3Mxy5922C3Lfr9vNwe0lBIg7ENuRYfuOLkIbgFcZ/pzuYcOGad26dZowYYIKFiwYOP2SSy7RjBkzTB0c4EZei187bbsgdFwT3M5AkDjfvkSCO1xnfz4223f08JnaALzO8Ez3zJkz9cYbb6hhw4ZBp9esWVPbt283a1xAnrllWbnTZrmduLScyHYegsS5iOzwsA3bi8gGEEsMR3daWpoSE7P/Rj927Jji4uJMGRTgVsxyIxxu35+bWHEmYjtnbLPOQWwDiEWGo7tevXr65Zdf1KVLl6DTP/vss2yz34Bd3DLLDbgN8eIshHZ2bKPOQ2gDiHWGo7t379564IEHtGnTJmVkZGjChAnavHmzli5dqokTJ1oxRsAVIpnldtrSciA3xIwzENrB2C6didAGgDMMH0itadOmmj59ujIyMpSUlKTff/9dpUuX1ieffKJ69epZMUbAEGa54WRuXVpO2NjLf0A0gpuDnTkdB0UDgOwi+pzuqlWr6sUXXzR7LEBMMWOW22xOPIga7EfYRB9xfQbbn/MR2QCQu7Cj+/Dhw2FdrmjRohEPBsgrt3wuNwBkRWQHI7Sdj9AGgPCFHd1NmzbN9ejkPp9PcXFxWrt2rSkDA3BuxL67uHFpOfFjHsI6Z2xn7kBoA0Bkwo7uCRMmBP7f5/PpwQcf1Isvvqjy5ctbMjDAKDfNcjtxaTlwNkLoDILZfGxf7kBoA0DehR3dzZo1C/o6Pj5eDRs2VJUqVUwfFAB4jdtmuWMtiIjq6Ii17crNiG0AME9EB1IDnIYjlgPmiYUwIrKjJxa2J6+YtXGxGjZsqISEBLuHAgCeQnQDecA+1QiHm2a5vRxIhHb0eHk78hr/jHZGRoaW2ToSAPAuohuu57ZZbvbnhlN5MZQI7ejy4jbkRSwdB4DoCju6e/bsGfR1enq6nn/+eZ133nlBp7/11lvmjAxArphldwe3zHJ7LZaI7ejx2rbjRUQ2ANgr7OguVqxY0Nc33XST6YMB3ITohVd4KZqI7ejw0jbjVYQ2ADhH2NE9ePBgK8cBRMRtS8sRW9wwy+2VeCK2o8Mr24tXEdoA4Ezs0w1EkdP3504tK5VNtXsU3kBwRwexbT0vbCdeRmgDgPMR3XAtZrmByLk9pIht67l9G/EqIhsA3IfoBiLA/tzIjdNnud0cU8S2tdy8bXgZoQ0A7kZ0A4CJCG7rENzWcfN24UVENgB4C9ENV2JpOZzIycHt5qgitq3h5m3CiwhtAPAuohtAEA6m5j1ujSti2xpu3R68hsgGgNhBdAOACZw6y+3WwCK4zeXW7cBrCG0AiE1EN1yHpeVwGoLbPMS2udy4DXgJkQ0AkIhuwDCnHLn873LWjYUl5uEjuM1DcJvDjY+9lxDaAICzEd0AECGC2xzEtjnc9rh7BZENADgXohsAIuDE4HZbdBHbeee2x9wrCG0AgBFEN1yF/bmjhyXmOSO4847gjpzbHmuvILQBAJEiugHAAII7b4jtyLjpMfYSQhsAYAaiG0COmO0+g9jOO4LbOLc9xl5AaAMAzEZ0Ay5m5RHMcQbBnTfEtjFuemy9hNgGAFiF6AaQq1if7Sa484bgDo+bHlMvIbQBANFAdAM4p1gMb2I7b4jtc3PT4+k1xDYAIJqIbrgGRy5HtBDceUNw58xNj6PXENoAALsQ3YDLRWu/7liY7Sa284bYDs1Nj6EXEdsAALsR3QDC5tXwdmJsS+6KNYI7mJseO68itgEATkF0AzDEa+FNcOcNsX2GWx4zryO2AQBOQ3QDUbQvUUrcZ/7tRvujw/yh6ub4JrbzjuB21+PldcQ2AMCpiG4AEXPbrLdTQ1tyV7zFcmy76XGKFcQ2AMDp4u0egFGTJ09WmzZtlJKSottvv10rVqzI8bJTpkzRXXfdpYsvvlgXX3yx7rnnnlwvD8C41LLOjlnJ+WN0S8jtS4zN4P673Jl/cI6DxQluAIA7uCq6Z8yYocGDB6tHjx6aNm2aatWqpW7dumnfvtDrdRcsWKDrr79eEyZM0CeffKKKFSvqvvvu0549e6I8csB6dgeB08LWPx4njelsbgq5WIttQtu5iG0AgNu4KrrHjRunO+64Q7feeqsuuugiDRw4UIUKFdLUqVNDXn7YsGHq1KmTateurRo1aujFF19UZmam5s2bF+WRA7HDztB1Q2j7uSXmYml2m9B2NmIbAOBWrtmnOz09XatXr1b37t0Dp8XHx6tly5ZaunRpWLdx7NgxnTp1SiVKlDB8/xkZGYavA/OUPpJg9xBcIdoHVMvN2eFrxb7fbojrs7kp6GIhtt30eMSqtCKnf//ya9ha/vc5vN+BWdimYDYnblPhjsU10b1//35lZGQoMTH4XWBiYqK2bNkS1m289tprKleunFq2bGn4/leuXGn4OjBRzSZ2jyAgr2Fr1RHMnS63QM4tyN0Y1qG4Ke68Httueixi3ayNi7XM7kHEGN7vwGxsUzCbG7cp10R3Xo0ePVozZszQhAkTVLBgQcPXT0lJUUICs622OWL3ANzDSbPd4fJKWIfipsDzcmy76XHAmdltNWxo6zhiSUZGhlauXMn7HZiGbQpmc+I25R/TubgmukuVKqWEhIRsB03bt2+fypQpk+t1x44dq9GjR2vcuHGqVatWRPefkJDgmAcXOBc3hrcXuSn0vBjcbvr544zT+23z+9YuvN+B2dimYDY3blOuOZBagQIFVLdu3aCDoPkPitaoUaMcr/f+++9r1KhRGjNmjFJSUqIxVMARCA77uOlgXF47UBoHQ3MvDpQGAPAq18x0S9K9996rvn37ql69eqpfv77Gjx+vY8eOqUOHDpKkPn36qHz58nr88cclnV5SPmLECA0bNkyVKlVSaurpHUcLFy6sIkWK2PZ9ANHar5sZ7+hyU+h5KbQld/3skR2xDQDwMldFd7t27ZSWlqYRI0YoNTVVtWvX1pgxYwLLy3fv3q34+DOT95988olOnjypRx99NOh2evbsqUceeSSqYwfsQnhbz03B56XYdtPPHaER2wCAWOCq6Jakzp07q3PnziHPmzhxYtDXs2bNisaQAMcjvK3htujzSnC77eeO0AhuAECscF10A14R7Y8OI7zN47bo80Jsu+1njpwR2wCAWEN0AxFwa8C6ddxO4MboI7bhNAQ3ACAWEd2AjaI92y2diRjiOzxujD5iG05EcAMAYhXRDcQo4jtnbg0+t8e2W3/uyB2xDQCIdUQ3YDM7ZruzIr7PcGv0EdtwKoIbAACiG4iY1/aPjtX4dnPwEdtwMoIbAIDTiG7AAeye7c7K6/HthdAjtuF0BDcAAGcQ3YBDOCm8pexh5OYI90rkEdtwOmIbAIDsiG7AQZwW3lm5JcK9GHbENtyA4AYAIDSiG8gDK/brdnJ4ZxUqpKId4l6POTfHttcfGwQjuAEAyBnRDTiQW8L7bISWOYhtuAnBDQBA7ohuII+sOoq5W8MbkXFzaEvEdqwiuAEAODeiG3Awwtv7iG24EbENAED4iG7ABFZ+Zrc/yohvbyG24VYENwAAxhDdgEsw6+1+bg9tidiOdQQ3AADGEd2ASayc7fZj1tt9CG14BcENAEBkiG7AhYhv5yO24SUENwAAkSO6ARNFY7Y7K+LbWbwQ2hKxjWAENwAAeUN0AyaLdnhLwbFHgEcXoQ0vI7gBAMg7ohuwgB3h7UeAW88roS0R28gZwQ0AgDmIbsAidoa339lxSIRHxkuRLRHaODeCGwAA8xDdgIWcEN5ZEeHh8Vpk+xHbCAfBDQCAuYhuwGL+0HFSfPuFistYDHGvRrZEaCN8xDYAANYguuEKB4tLJQ7ZPYq8cdqsd05yClCvxLiXAzsrYhtGENwAAFiH6AaiyMmz3ueSW6w6LchjJazPRmgjEgQ3AADWIroBG7g5vkOJNHLDifVYDehwEdrIC4IbAADrEd2AjbwW30YR1JEhtGEGghsAgOggugEHyBpRsRrgODdiG2YhuAEAiB6iG3AYAhxZEdowG8ENAEB0Ed2Ag50dXER4bCC0YRWCGwCA6CO6ARchwr2L0IbVCG4AAOxBdMM1vPBZ3WYLFWqEuDsQ2YgWYhsAAHsR3YDHEOLORWgj2ghuAADsR3QDMSCn2CPGrUdowy4ENwAAzkB0AzGMGDcfkQ0nILgBAHAOohuuwn7d0UGMh4/IhtMQ3AAAOAvRDSBs5wpMr0c5gQ0nI7YBAHAmohuAaXKLUjcFOXENtyG4AQBwLqIbrsMSc3cyErJWBzpRDS8huAEAcDaiG4DjEMVAeAhuAACcL97uAQCR4I0mgFg2a+NipRXJsHsYAAAgDEQ3AAAuQmwDAOAuRDdci9luALGG1z0AANyH6AYAwAUIbgAA3InohqvxJhSA1x0szmsdAABuRnTD9XgzCsCreH0DAMD9iG54Am9MAXgJs9sAAHgH0Q0AgIMQ2wAAeAvRDc/gjSoAN2N2GwAAbyK64Sm8YQXgRrx2AQDgXfnsHgBgNv+b1xKH7B0HAJwLsQ0AgPcx0w3P4s0sACfjNQoAgNhAdMPTeFMLwGnYdxsAgNhCdMPzeIMLwCl4LQIAIPawTzdiBvt6A7ALsQ0AQOwiuhFziG8A0UJsAwAAohsxi/gGYBViGwAA+BHdiHlZ3xwT4ADyiuAGAABZcSA1IIu0IhmatXGx0opk8MYZgCEctBEAAITCTDeQi1BvoJkNB5AVoQ0AAHJDdAMGhfMGmzAHvI/YBgAA4SC6AQsYeTNOoAPuQmwDAAAjiG7AZud6A0+UA/YjtAEAQKSIbsDhcnqzT4wD1iO2AQBAXrnu6OWTJ09WmzZtlJKSottvv10rVqzI9fLffvutrr32WqWkpOjGG2/U7NmzozRSwFr+IyVzxGTAfDyvAACAWVwV3TNmzNDgwYPVo0cPTZs2TbVq1VK3bt20b9++kJdfsmSJHn/8cd1222368ssvddVVV6lHjx7asGFDlEcOWI8IB/KG5w8AALCCq6J73LhxuuOOO3Trrbfqoosu0sCBA1WoUCFNnTo15OUnTJigyy67TPfff79q1KihXr16qU6dOpo0aVKURw5EHwEBnBvPEwAAYDXXRHd6erpWr16tli1bBk6Lj49Xy5YttXTp0pDXWbZsmS655JKg01q1aqVly5ZZOVTAcYgKIBjPCQAAEC2uOZDa/v37lZGRocTExKDTExMTtWXLlpDX2bt3r8qUKZPt8nv37jV8/xkZGYavA/fxP85efbzTipz5/9JHEuwbCBBlaUWCn9Nufop7/XUK9mC7gtnYpmA2J25T4Y7FNdFtt5UrV9o9BERRLDzes/7/f9vUbGLrOACrzNq4OPD/y+wbhmVi4XUK0cd2BbOxTcFsbtymXBPdpUqVUkJCQraDpu3bty/bbLZfmTJlss1q53b53KSkpCghgZlBr8vIyNDKlStj6vFO0+m/0DHzDbc7ezZbDRvaMg6rxeLrFKzHdgWzsU3BbE7cpvxjOhfXRHeBAgVUt25dzZs3T23btpUkZWZmat68eercuXPI6zRs2FDz58/XPffcEzht7ty5ahjBG7GEhATHPLiwXiw+3v79W/n8b7hF9n2yY+s5G4uvU7Ae2xXMxjYFs7lxm3LNgdQk6d5779WUKVM0bdo0bd68Wc8//7yOHTumDh06SJL69OmjYcOGBS7ftWtX/fbbb/rggw+0efNmjRw5UqtWrcox0gFwgCk409kficc2CgAA3MI1M92S1K5dO6WlpWnEiBFKTU1V7dq1NWbMmMBy8d27dys+/szfERo3bqzXXntNw4cP1+uvv64LLrhAb7/9tpKSkuz6FgDXYOYbdiCmAQCA17gquiWpc+fOOc5UT5w4Mdtp1113na677jqrhwV4FvENMxDTAAAgVrkuugHYI2s0EeDeQAgDAABYj+gGYBiz3+E5WPz0US2XLVumhg0buu6gHwAAAMg7ohtAxGJx9pvZYQAAABhBdAMwhRcCnKAGAACA2YhuAKYLFa9OCHGiGgAAANFGdAOIinCDN5w4J54BAADgFkQ3AEchqAEAAOAl8XYPAAAAAAAAryK6AQAAAACwCNENAAAAAIBFiG4AAAAAACxCdAMAAAAAYBGiGwAAAAAAixDdAAAAAABYhOgGAAAAAMAiRDcAAAAAABYhugEAAAAAsAjRDQAAAACARYhuAAAAAAAsQnQDAAAAAGARohsAAAAAAIsQ3QAAAAAAWIToBgAAAADAIkQ3AAAAAAAWIboBAAAAALAI0Q0AAAAAgEWIbgAAAAAALEJ0AwAAAABgEaIbAAAAAACLEN0AAAAAAFiE6AYAAAAAwCJENwAAAAAAFiG6AQAAAACwCNENAAAAAIBFiG4AAAAAACxCdAMAAAAAYBGiGwAAAAAAixDdAAAAAABYhOgGAAAAAMAiRDcAAAAAABYhugEAAAAAsAjRDQAAAACARYhuAAAAAAAsQnQDAAAAAGARohsAAAAAAIsQ3QAAAAAAWIToBgAAAADAIkQ3AAAAAAAWIboBAAAAALAI0Q0AAAAAgEWIbgAAAAAALEJ0AwAAAABgEaIbAAAAAACLEN0AAAAAAFiE6AYAAAAAwCJENwAAAAAAFiG6AQAAAACwCNENAAAAAIBFiG4AAAAAACxCdAMAAAAAYBGiGwAAAAAAixDdAAAAAABYhOgGAAAAAMAiRDcAAAAAABYhugEAAAAAsIhrovvAgQN6/PHH1bhxYzVt2lRPPfWUjhw5kuvlBw0apGuuuUb169fXFVdcoRdffFH//PNPFEcNAAAAAIhlronuJ554Qps2bdK4ceP07rvv6o8//tCAAQNyvPzff/+tv//+W3379tXXX3+twYMH67ffftPTTz8dxVEDAAAAAGJZPrsHEI7Nmzfrt99+0+eff66UlBRJ0jPPPKMHH3xQffr0Ufny5bNdJykpSSNHjgx8XbVqVfXq1UtPPvmkTp06pXz5XPGtAwAAAABczBUz3UuXLlXx4sUDwS1JLVu2VHx8vFasWBH27Rw+fFhFixYluAEAAAAAUeGK+ty7d69Kly4ddFq+fPlUokQJpaamhnUbaWlpGjVqlP79739HNIaMjIyIrgd38T/OPN4wC9sUzMY2BSuwXcFsbFMwmxO3qXDHYmt0v/baa3r//fdzvcyMGTPyfD+HDx9W9+7dVaNGDfXs2TOi21i5cmWexwH34PGG2dimYDa2KViB7QpmY5uC2dy4Tdka3ffdd5/at2+f62WqVKmiMmXKKC0tLej0U6dO6eDBgypbtmyu1z98+LDuv/9+FSlSRG+//bby588f0VhTUlKUkJAQ0XXhHhkZGVq5ciWPN0zDNgWzsU3BCmxXMBvbFMzmxG3KP6ZzsTW6S5cunW3ZeCiNGjXSoUOHtGrVKtWrV0+SNH/+fGVmZqp+/fo5Xu/w4cPq1q2bChQooHfeeUcFCxaMeKwJCQmOeXBhPR5vmI1tCmZjm4IV2K5gNrYpmM2N25QrDqRWo0YNXXbZZXr22We1YsUKLV68WIMGDdL1118fOHL5nj17dO211wYOrHb48GHdd999Onr0qF566SUdPnxYqampSk1NddR+AAAAAAAA73LFgdSk0/t/Dxo0SHfffbfi4+P1r3/9S88880zg/JMnT2rr1q06duyYJGn16tVavny5JOnqq68Ouq2ZM2eqcuXK0Rs8AAAAACAmuSa6S5YsqWHDhuV4fuXKlbV+/frA182bNw/6GgAAAACAaHPF8nIAAAAAANyI6AYAAAAAwCKuWV5uF5/PJ8lZH8IO6/gfZx5vmIVtCmZjm4IV2K5gNrYpmM2J25R/LP5mzEmc71yXiHHp6emu/AB2AAAAAID1UlJSVKBAgRzPJ7rPITMzU6dOnVJ8fLzi4uLsHg4AAAAAwAF8Pp8yMzOVL18+xcfnvOc20Q0AAAAAgEU4kBoAAAAAABYhugEAAAAAsAjRDQAAAACARYhuAAAAAAAsQnQDAAAAAGARohsAAAAAAIsQ3QAAAAAAWIToRkyZPHmy2rRpo5SUFN1+++1asWJFrpf/9ttvde211yolJUU33nijZs+eHaWRwk2MbFdffPGFkpOTg/6lpKREcbRwukWLFumhhx5Sq1atlJycrJ9++umc11mwYIHat2+vevXq6eqrr9YXX3wRhZHCLYxuUwsWLMj2OpWcnKzU1NQojRhO99577+nWW29Vo0aNdMkll+g///mPtmzZcs7r8b4KOYlkm3LTeyqiGzFjxowZGjx4sHr06KFp06apVq1a6tatm/bt2xfy8kuWLNHjjz+u2267TV9++aWuuuoq9ejRQxs2bIjyyOFkRrcrSSpatKjmzJkT+Pfzzz9HccRwuqNHjyo5OVnPPfdcWJffsWOHunfvrubNm2v69Om6++679cwzz+i3336zeKRwC6PblN93330X9FqVmJho0QjhNgsXLlSnTp00ZcoUjRs3TqdOnVK3bt109OjRHK/D+yrkJpJtSnLPe6o4n8/ns3sQQDTcfvvtSklJ0YABAyRJmZmZat26tbp06aIHH3ww2+V79eqlY8eO6b333gucdscdd6hWrVp64YUXojZuOJvR7eqLL77Qyy+/rD/++CPaQ4ULJScn6+2331bbtm1zvMyrr76q2bNn6+uvvw6c1rt3bx06dEhjx46NxjDhIuFsUwsWLFDXrl21aNEiFS9ePIqjg1ulpaXpkksu0aRJk3TxxReHvAzvq2BEONuUm95TMdONmJCenq7Vq1erZcuWgdPi4+PVsmVLLV26NOR1li1bpksuuSTotFatWmnZsmVWDhUuEsl2JZ2edbryyivVunVrPfzww9q4cWM0hguP4rUKVrnlllvUqlUr3XvvvVq8eLHdw4GD/fPPP5KkEiVK5HgZXqtgRDjblOSe91REN2LC/v37lZGRkW1pXGJiovbu3RvyOnv37lWZMmXCvjxiTyTb1YUXXqiXX35Zo0aN0quvviqfz6eOHTvqr7/+isaQ4UGhXqvKlCmjw4cP6/jx4zaNCm5WtmxZDRw4UCNGjNCIESNUoUIFde3aVatXr7Z7aHCgzMxMvfzyy2rcuLGSkpJyvBzvqxCucLcpN72nymf3AAAgljRq1EiNGjUK+rpdu3b65JNP1KtXL/sGBgD/X/Xq1VW9evXA140bN9aOHTv04Ycf6tVXX7VxZHCigQMHauPGjfroo4/sHgo8Itxtyk3vqZjpRkwoVaqUEhISsh3cat++fdn+6upXpkyZbH99ze3yiD2RbFdny58/v2rXrq3t27dbMUTEgFCvVXv37lXRokVVqFAhm0YFr0lJSeF1Ctm88MIL+uWXXzR+/HhVqFAh18vyvgrhMLJNnc3J76mIbsSEAgUKqG7dupo3b17gtMzMTM2bNy/oL2RZNWzYUPPnzw86be7cuWrYsKGVQ4WLRLJdnS0jI0MbNmxQ2bJlrRomPI7XKkTDunXreJ1CgM/n0wsvvKAff/xR48ePV5UqVc55HV6rkJtItqmzOfk9FcvLETPuvfde9e3bV/Xq1VP9+vU1fvx4HTt2TB06dJAk9enTR+XLl9fjjz8uSeratau6dOmiDz74QK1bt9aMGTO0atUqjrCJIEa3q7feeksNGzZUtWrVAkeX/vPPP3X77bfb+W3AQY4cORL0V/qdO3dq7dq1KlGihM4//3wNGzZMe/bs0dChQyVJHTt21OTJkzV06FDdeuutmj9/vr799tugIwQjthndpj788ENVrlxZNWvW1IkTJ/TZZ59p/vz5+uCDD+z6FuAwAwcO1Ndff61Ro0apSJEigc9wL1asWGCFDe+rYEQk25Sb3lMR3YgZ7dq1U1pamkaMGKHU1FTVrl1bY8aMCSxr2r17t+Ljzyz+aNy4sV577TUNHz5cr7/+ui644AK9/fbbuR7QAbHH6HZ16NAhPfvss0pNTVWJEiVUt25dffLJJ7rooovs+hbgMKtWrVLXrl0DXw8ePFiS1L59ew0ZMkSpqanavXt34PwqVarovffe0+DBgzVhwgRVqFBBL774oi677LKojx3OZHSbOnnypF555RXt2bNH5513npKSkjRu3Di1aNEi6mOHM3388ceSpC5dugSdPnjw4MAfnXlfBSMi2abc9J6Kz+kGAAAAAMAi7NMNAAAAAIBFiG4AAAAAACxCdAMAAAAAYBGiGwAAAAAAixDdAAAAAABYhOgGAAAAAMAiRDcAAAAAABYhugEAAAAAsAjRDQAAXK1Lly566aWX7B4GAAAhxfl8Pp/dgwAAwMtSU1P13nvvafbs2frrr79UrFgxVa1aVTfddJPat2+v8847T5LUpk0b7dq1S5JUsGBBlSlTRikpKerYsaMuueSSwO3t3LlTV111VeDrkiVLqm7dunriiSdUp06d6H5zuVizZo3effdd/fHHH/rnn39UsWJFNWvWTN26ddOFF15o2v0cOHBA+fLlU9GiRSWd/jl27dpV99xzj2n3AQBApJjpBgDAQjt27FD79u31+++/q3fv3vryyy/16aef6v7779cvv/yiuXPnBl3+0Ucf1Zw5c/Tdd9/plVdeUfHixXXvvffqnXfeyXbbH374oebMmaMxY8bo6NGjeuCBB3To0KFofWuSpJMnT4Y8/eeff9Ydd9yh9PR0vfbaa5oxY4ZeffVVFStWTG+++aapYyhZsmQguAEAcBpmugEAsFC3bt20adMmffvttypcuHC2830+n+Li4iTlPEM7YsQIvfPOO/rmm29UvXr1wEz3l19+qdq1a0uSlixZojvvvFNjxozRZZddlu1+Ro4cqZ9++kl33nmn3nnnHR04cEBXXHGFXnzxRRUrVixwuc8++0wffPCBdu7cqUqVKqlLly7q1KmTpDMz7G+88YY++ugjLV++XAMHDlSHDh2C7uvYsWO68sor1aRJE7399tvZxnLo0CEVL15cGRkZevbZZzV//nzt3btXFStW1F133aW77747cNl+/frp0KFDqlOnjiZNmqT09HTdcMMNeuaZZ1SgQAFJp5eX16pVS08//bS6dOmihQsXBt3f+vXrtX//fg0aNEiLFi3SoUOHVLVqVXXv3l033HBDjo8dAABmyGf3AAAA8Kr9+/fr999/1//93/+FDG5JgeDOTdeuXTVq1CjNnDlT1atXD3mZQoUKScp55lmStm/frm+//VbvvvuuDh8+rKefflrPP/+8hg0bJkn673//qzfffFMDBgxQ7dq1tXbtWj377LMqXLiw2rdvH7id1157Tf369VPt2rVVsGDBbPczZ84c7d+/X/fff3/IcRQvXlySlJmZqQoVKujNN99UyZIltXTpUg0YMEBly5ZVu3btApefN2+eChYsqIkTJ2rXrl3q37+/SpUqpd69e2e77ZEjR+rmm2/WHXfcoTvuuCNwenp6uurWrasHHnhARYsW1S+//KI+ffqoatWqql+/fo4/MwAA8oroBgDAItu3b5fP58u2/3Lz5s2Vnp4uSbrrrrv05JNP5no7JUuWVGJiYmB/77MdOnRIo0aNUuHChXMNyBMnTmjo0KEqX768JOmZZ55R9+7d1a9fP5UtW1YjR45Uv3799K9//UuSVKVKFW3atEmffvppUHTffffdgcuEsm3bNknK8Q8Efvnz59ejjz4a+LpKlSpatmyZvvvuu6DoLlCggF5++WWdd955qlmzph599FENHTpUjz32mOLjg/eUK1mypBISElSkSBGVLVs2cHr58uXVrVu3wNddunTRnDlz9O233xLdAABLEd0AAETZ559/rszMTD3xxBOB+D6XrMvQ/Tp27Kj4+HgdPXpUVapU0fDhw1WmTJkcb6NixYqB4JakRo0aKTMzU1u3blWRIkW0fft2Pf3003r22WcDlzl16lTQ8nNJqlev3jnHGq7Jkydr6tSp+vPPP3XixAmdPHlStWrVCrpMcnJy4GBz/nEfPXpUu3fvVqVKlcK6n4yMDL377rv67rvvtGfPHp08eVLp6emBFQIAAFiF6AYAwCJVq1ZVXFyctm7dGnR6lSpVJCns4Nu/f7/S0tJUuXLloNPfeOMNXXTRRSpZsmRgyXakjh49KkkaNGiQGjRoEHTe2bPJOS2V9/PP7G/ZskWNGjXK8XLffPONXnnlFfXt21eNGjVSkSJFNHbsWC1fvjySbyFXY8eO1YQJE/TUU08FIv7ll1/OdTk+AABm4OjlAABYpFSpUrr00ks1adKkQNRGYsKECYqPj1fbtm2DTq9YsaKqVq0adnDv3r1be/bsCXy9bNkyxcfH68ILL1SZMmVUrlw57dixQ9WqVQv65/8jQbguvfRSlSpVSmPGjAl5vv8I60uWLFGjRo3UqVMn1alTR9WqVdP27duzXX79+vU6fvx40LgLFy6sihUrhrz9/PnzKzMzM+i0JUuW6KqrrtLNN9+sWrVqqUqVKoFl8AAAWInoBgDAQs8995wyMjJ06623asaMGdq8ebO2bNmi6dOna8uWLUpISAi6/JEjR5Samqrdu3dr0aJFevbZZ/XOO++oV69eqlatWp7GUrBgQfXr10/r1q3TH3/8oRdffFHXXXddYN/nRx99VKNHj9aECRO0detWrV+/XlOnTtW4ceMM3U/hwoX14osvavbs2XrooYc0d+5c7dy5UytXrtTQoUP13HPPSZKqVaumVatW6bffftPWrVs1fPhwrVy5Mtvtpaen6+mnn9amTZs0e/ZsjRw5Up07d842A+9XqVIlLVq0SHv27FFaWlrgvubOnaslS5Zo8+bNGjBggPbu3Wvo+wIAIBIsLwcAwEJVq1bVtGnT9N5772nYsGHas2eP8ufPr4suukj33Xef7rrrrqDLjxgxQiNGjFD+/PlVtmxZNWjQQB9++KFatGhhyliuvvpqPfDAAzp48KCuuOKKQABL0u23365ChQpp7NixGjp0qAoXLqykpKSgj/AKV9u2bfXxxx9r9OjRevzxx3X48GFVrFhRLVq0UK9evSSd3id97dq16t27t+Li4nT99dfrrrvu0q+//hp0W5dccomqVaumTp06BT4y7JFHHsnxvh999FENGDBAbdu2VXp6utavX6+HH35YO3bsULdu3XTeeefpjjvuUNu2bfXPP/8Y/t4AADCCz+kGACAG+D+ne/r06XYPxRD/53SPGjXK7qEAABARlpcDAAAAAGARohsAAAAAAIuwvBwAAAAAAIsw0w0AAAAAgEWIbgAAAAAALEJ0AwAAAABgEaIbAAAAAACLEN0AAAAAAFiE6AYAAAAAwCJENwAAAAAAFiG6AQAAAACwCNENAAAAAIBF/h8vSdrtisPhfwAAAABJRU5ErkJggg==\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(10, 7))\n",
        "\n",
        "# Create Axes\n",
        "ax = sns.scatterplot(\n",
        "    data=df,\n",
        "    x=\"GDP per Capita\",\n",
        "    y=\"Healthy life expectancy at birth\",\n",
        "    hue=\"Score\",\n",
        "    palette=\"cool\",\n",
        "    s=60,\n",
        "    alpha=0.8,\n",
        "    edgecolor=None\n",
        ")\n",
        "\n",
        "# Create normalized color mapper\n",
        "norm = plt.Normalize(df[\"Score\"].min(), df[\"Score\"].max())\n",
        "sm = plt.cm.ScalarMappable(cmap=\"cool\", norm=norm)\n",
        "sm.set_array([])\n",
        "\n",
        "# Add colorbar using the Axes\n",
        "cbar = plt.colorbar(sm, ax=ax)\n",
        "cbar.set_label(\"Happiness Score\", fontsize=12)\n",
        "\n",
        "ax.set_title(\"GDP and Healthy Life Expectancy Colored by Happiness\", fontsize=16)\n",
        "ax.set_xlabel(\"GDP per Capita\")\n",
        "ax.set_ylabel(\"Healthy Life Expectancy at Birth\")\n",
        "\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 701
        },
        "id": "WtYO3n1CAweU",
        "outputId": "eddb7dc2-20b9-4a0e-b022-cac3563f8fda"
      },
      "execution_count": 171,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x700 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "zrIvgbNoIPU6"
      },
      "source": [
        "<br><br><br>\n",
        "\n",
        "---\n",
        "\n",
        "<br><br><br>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "TxKHPqppIPZT"
      },
      "source": [
        "# **Part 3: README file**\n",
        "\n",
        "1. Upload the dataset to HuggingFace.\n",
        "\n",
        "2. Upload your work (code, notebook) to your HF's Dataset.\n",
        "\n",
        "3. Create a `README` file in a Markdown format. This page should include the end result of your work. Meaning include the visualizations, Questions, Answers, insights, Decisions, and more.\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "EfniaMYBK6sK"
      },
      "source": []
    },
    {
      "cell_type": "code",
      "execution_count": 114,
      "metadata": {
        "id": "uLxQ5tJQK6xG"
      },
      "outputs": [],
      "source": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "0GnQN63RK61Q"
      },
      "source": []
    },
    {
      "cell_type": "code",
      "execution_count": 114,
      "metadata": {
        "id": "euWXtGKHK65d"
      },
      "outputs": [],
      "source": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "hkerNEsMIPbK"
      },
      "source": [
        "<br><br><br>\n",
        "\n",
        "---\n",
        "\n",
        "<br><br><br>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "mzYCO54GIPdP"
      },
      "source": [
        "# **Part 4: Presentation Video**\n",
        "\n",
        "- Record a brief video (2–3 minutes) with screen sharing of you walk through the HF's Dataset, README, notebook and sharing your process & results. Make sure to include a screen share while also recording yourself talking during the walk through.\n",
        "\n",
        "- Videos without your face talking while going ower your work wont be acceptable.\n",
        "\n",
        "- You should include:\n",
        "  - A quick dataset overview and your main goal.\n",
        "  - Key EDA steps and highlights of visual insights. (!)\n",
        "  - Reflections on any challenges and lessons learned.\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "si7mk6JgJurV"
      },
      "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"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 114,
      "metadata": {
        "id": "asKyjjGDK-GJ"
      },
      "outputs": [],
      "source": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "QJ8Rux_SY1JH"
      },
      "source": [
        "Finally, attach the video to the end of the `README` file, and make sure everything works."
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "hoLjb_ZrY2Nm"
      },
      "source": [
        "<br><br><br>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "km5C5-WyjO3R"
      },
      "source": [
        "# **Part 5: Moodle**"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Bx7dlp5xjT4r"
      },
      "source": [
        "**Submit to Moodle the link to your HF's Dataset.**  \n",
        "(or use a `.txt` file)\n",
        "\n",
        "> As the dataset already includes the video presentation, and the code notebook - we should haver everything there to examine.\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 114,
      "metadata": {
        "id": "WZcWV_6KbE9s"
      },
      "outputs": [],
      "source": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ZXm5K6q-KM0S"
      },
      "source": [
        "<iframe src=\"https://www.youtube.com/watch?v=eSCHNXTsJK8&list=PLi-p30WVfEiDw5I6xBGLPbowJJtjyu_b2&index=4&ab_channel=Loom\" frameborder=\"0\" allowfullscreen></iframe>\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "rN8TJ_5oIPfm"
      },
      "source": [
        "\n",
        "---\n",
        "\n",
        "Good luck and have fun exploring your first DS project!"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 114,
      "metadata": {
        "id": "r-8LRIrecw9d"
      },
      "outputs": [],
      "source": []
    }
  ],
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}