{
 "cells": [
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Exploration"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Introduction <a class=\"anchor\" id=\"section_0\"></a>\n",
    "\n",
    "To study and quantify human behavior using longitudinal multimodal digital data, it is essential to get to know the data well first. These data from various sources or sensors, such as smartphones and watches and activity trackers, yields data with different types and properties. The data may be a mixture of categorical, ordinal and numerical data, typically consisting of time series measured for multiple subjetcs from different groups. While the data is typically dense, it is also heterogenous and contains lots of missing values. Therefore, the analysis has to be conducted on many different levels.  \n",
    "\n",
    "This notebook introduces the Niimpy toolbox exploration module, which seeks to address the aforementioned issues. The module has functionalities for exploratory data analysis (EDA) of digital behavioral data. The module aims to produce a summary of the data characteristics, inspecting the structures underlying the data, to detecting patterns and changes in the patterns, and to assess the data quality (e.g., missing data, outliers). This information is highly essential for assessing data validity, data filtering and selection, and for data preprocessing. The module includes functions for [plotting catogorical data](#section_1), [data counts](#section_2), [timeseries lineplots](#section_3), [punchcards](#section_4) and [visualizing missing data.](#section_5)\n",
    "\n",
    "Exploration module functions are supposed to run after [data preprocessing](https://digitraceslab.github.io/niimpy/user_guide/preprocessing/), but they can be run also on the raw observations.\n",
    "All the functions are implemented by using [Plotly Python Open sourde Library](https://plotly.com/python/). Plotly enables interactive visualizations which in turn makers it easier to explore different aspects of the data (e.g.,specific timerange and summary statistics).\n",
    "\n",
    "This notebook uses several sample dataframes for module demonstration. The sample data is already preprocessed, or will be preprocessed in notebook sections before visualizations. When the sample data is loaded, some of the key characteristics of the data are displayed. \n",
    "\n",
    "All eploration module functions require the data to follow [data schema.](https://digitraceslab.github.io/niimpy/schema/) defined in the Niimpy toolbox [documentation](https://digitraceslab.github.io/niimpy/). The user must ensure that the input data follows the specified schema.\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "***\n",
    "### Sub-module overview\n",
    "\n",
    "The following table shows accepted data types, visualization functions and the purpose of each exploration sub-module. All submodules are located inside `niimpy/exploration/eda` -folder.\n",
    "\n",
    "| Sub-module | Data type | Functions | For what |\n",
    "| :----------- | :----------- | :------------ | :------------ | \n",
    "| catogorical.py | Categorical |  Barplot | Observations counts and distributions |\n",
    "| countplot.py | Categorical* / Numerical | Barplot/Boxplot | Observation counts and distibutions |\n",
    "| lineplot.py | Numerical| Lineplot | Trend, cyclicity, patterns | \n",
    "| punchcard.py | Categorical* / Numerical | Heatmap | Temporal patterns of counts or values  |\n",
    "| missingness.py | Categorical / Numerical | Barplot / Heatmap | Missing data patterns |"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Data types denoted with \\* are not compatible with every function within the module.\n",
    "***\n",
    "### *NOTES*\n",
    "\n",
    "This notebook uses following definitions referring to data:\n",
    "* *Feature* refers to dataframe column that stores observations (e.g., numerical sensor values, questionnaire answers)\n",
    "* *User* refers to unique identifier for each subject in the data. Dataframe should also have a column named as `user`.\n",
    "* *Group* refers to unique group idenfier. If subjects are grouped, dataframe shoudl have a column named as `group`.\n",
    "\n",
    "***"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Imports\n",
    "Here we import modules needed for running this notebook."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import plotly\n",
    "import plotly.graph_objects as go\n",
    "import plotly.express as px\n",
    "import plotly.io as pio\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "import niimpy\n",
    "from niimpy import config\n",
    "from niimpy.preprocessing import survey \n",
    "from niimpy.exploration import setup_dataframe\n",
    "from niimpy.exploration.eda import categorical, countplot, lineplot, missingness, punchcard"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plotly settings\n",
    "Next code block defines default settings for [plotly](https://plotly.com/python/) visualizations. Feel free to adjust the settings according to your needs."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "pio.renderers.default = \"png\"\n",
    "pio.templates.default = \"seaborn\"\n",
    "px.defaults.template = \"ggplot2\"\n",
    "px.defaults.color_continuous_scale = px.colors.sequential.RdBu\n",
    "px.defaults.width = 1200\n",
    "px.defaults.height = 482\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1) Categorical plot <a class=\"anchor\" id=\"section_1\"></a>"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This section introduces categorical plot module visualizes **categorical data**, such as questionnaire data responses.<br>\n",
    "We will demonstrate functions by using a mock survey dataframe, containing answers for:\n",
    "* *Patient Health Questionnaire-2 (PHQ-2)*\n",
    "* *Perceived Stress Scale (PSS10)*\n",
    "* *Generalized Anxiety Disorder-2 (GAD-2)*\n",
    "\n",
    "The data will be preprocessed, and then it's basic characteristics will be summarized before visualizations."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1.1) Reading the data"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We'll start by importing the data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>user</th>\n",
       "      <th>age</th>\n",
       "      <th>gender</th>\n",
       "      <th>Little interest or pleasure in doing things.</th>\n",
       "      <th>Feeling down; depressed or hopeless.</th>\n",
       "      <th>Feeling nervous; anxious or on edge.</th>\n",
       "      <th>Not being able to stop or control worrying.</th>\n",
       "      <th>In the last month; how often have you felt that you were unable to control the important things in your life?</th>\n",
       "      <th>In the last month; how often have you felt confident about your ability to handle your personal problems?</th>\n",
       "      <th>In the last month; how often have you felt that things were going your way?</th>\n",
       "      <th>In the last month; how often have you been able to control irritations in your life?</th>\n",
       "      <th>In the last month; how often have you felt that you were on top of things?</th>\n",
       "      <th>In the last month; how often have you been angered because of things that were outside of your control?</th>\n",
       "      <th>In the last month; how often have you felt difficulties were piling up so high that you could not overcome them?</th>\n",
       "    </tr>\n",
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       "      <td>not-at-all</td>\n",
       "      <td>nearly-every-day</td>\n",
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       "      <td>sometimes</td>\n",
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       "      <th>2</th>\n",
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       "      <th>3</th>\n",
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       "      <td>35</td>\n",
       "      <td>Female</td>\n",
       "      <td>not-at-all</td>\n",
       "      <td>nearly-every-day</td>\n",
       "      <td>not-at-all</td>\n",
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       "      <td>fairly-often</td>\n",
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       "      <th>4</th>\n",
       "      <td>5</td>\n",
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      "text/plain": [
       "   user  age  gender Little interest or pleasure in doing things.  \\\n",
       "0     1   20    Male                                 several-days   \n",
       "1     2   32    Male                      more-than-half-the-days   \n",
       "2     3   15    Male                      more-than-half-the-days   \n",
       "3     4   35  Female                                   not-at-all   \n",
       "4     5   23    Male                      more-than-half-the-days   \n",
       "\n",
       "  Feeling down; depressed or hopeless. Feeling nervous; anxious or on edge.  \\\n",
       "0              more-than-half-the-days                           not-at-all   \n",
       "1              more-than-half-the-days                           not-at-all   \n",
       "2                           not-at-all                         several-days   \n",
       "3                     nearly-every-day                           not-at-all   \n",
       "4                           not-at-all              more-than-half-the-days   \n",
       "\n",
       "  Not being able to stop or control worrying.  \\\n",
       "0                            nearly-every-day   \n",
       "1                                several-days   \n",
       "2                                  not-at-all   \n",
       "3                                several-days   \n",
       "4                                several-days   \n",
       "\n",
       "  In the last month; how often have you felt that you were unable to control the important things in your life?  \\\n",
       "0                                       almost-never                                                              \n",
       "1                                              never                                                              \n",
       "2                                              never                                                              \n",
       "3                                         very-often                                                              \n",
       "4                                       almost-never                                                              \n",
       "\n",
       "  In the last month; how often have you felt confident about your ability to handle your personal problems?  \\\n",
       "0                                          sometimes                                                          \n",
       "1                                              never                                                          \n",
       "2                                         very-often                                                          \n",
       "3                                       fairly-often                                                          \n",
       "4                                         very-often                                                          \n",
       "\n",
       "  In the last month; how often have you felt that things were going your way?  \\\n",
       "0                                       fairly-often                            \n",
       "1                                         very-often                            \n",
       "2                                         very-often                            \n",
       "3                                         very-often                            \n",
       "4                                       almost-never                            \n",
       "\n",
       "  In the last month; how often have you been able to control irritations in your life?  \\\n",
       "0                                              never                                     \n",
       "1                                          sometimes                                     \n",
       "2                                       fairly-often                                     \n",
       "3                                              never                                     \n",
       "4                                          sometimes                                     \n",
       "\n",
       "  In the last month; how often have you felt that you were on top of things?  \\\n",
       "0                                          sometimes                           \n",
       "1                                              never                           \n",
       "2                                              never                           \n",
       "3                                          sometimes                           \n",
       "4                                          sometimes                           \n",
       "\n",
       "  In the last month; how often have you been angered because of things that were outside of your control?  \\\n",
       "0                                         very-often                                                        \n",
       "1                                       fairly-often                                                        \n",
       "2                                              never                                                        \n",
       "3                                              never                                                        \n",
       "4                                         very-often                                                        \n",
       "\n",
       "  In the last month; how often have you felt difficulties were piling up so high that you could not overcome them?  \n",
       "0                                       fairly-often                                                                \n",
       "1                                              never                                                                \n",
       "2                                       almost-never                                                                \n",
       "3                                       fairly-often                                                                \n",
       "4                                              never                                                                "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = niimpy.read_csv(config.SURVEY_PATH, tz='Europe/Helsinki')\n",
    "df.head()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Then check some basic descriptive statistics:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>user</th>\n",
       "      <th>age</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>count</th>\n",
       "      <td>1000.000000</td>\n",
       "      <td>1000.000000</td>\n",
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       "      <th>mean</th>\n",
       "      <td>500.500000</td>\n",
       "      <td>26.911000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>288.819436</td>\n",
       "      <td>4.992595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>12.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>250.750000</td>\n",
       "      <td>23.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>500.500000</td>\n",
       "      <td>27.000000</td>\n",
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       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>750.250000</td>\n",
       "      <td>30.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>1000.000000</td>\n",
       "      <td>43.000000</td>\n",
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       "              user          age\n",
       "count  1000.000000  1000.000000\n",
       "mean    500.500000    26.911000\n",
       "std     288.819436     4.992595\n",
       "min       1.000000    12.000000\n",
       "25%     250.750000    23.000000\n",
       "50%     500.500000    27.000000\n",
       "75%     750.250000    30.000000\n",
       "max    1000.000000    43.000000"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
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   "source": [
    "df.describe()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The dataframe's columns are raw questions from a survey. Some questions belong to a specific category, so we will annotate them with ids. The id is constructed from a prefix (the questionnaire category: GAD, PHQ, PSQI etc.), followed by the question number (1,2,3). Similarly, we will also convert the answers to meaningful numerical values.\n",
    "\n",
    "**Note:** It's important that the dataframe follows the below schema before passing into niimpy."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
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       "      <td>several-days</td>\n",
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       "      <td>nearly-every-day</td>\n",
       "      <td>not-at-all</td>\n",
       "      <td>several-days</td>\n",
       "      <td>very-often</td>\n",
       "      <td>fairly-often</td>\n",
       "      <td>very-often</td>\n",
       "      <td>never</td>\n",
       "      <td>sometimes</td>\n",
       "      <td>never</td>\n",
       "      <td>fairly-often</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>23</td>\n",
       "      <td>Male</td>\n",
       "      <td>more-than-half-the-days</td>\n",
       "      <td>not-at-all</td>\n",
       "      <td>more-than-half-the-days</td>\n",
       "      <td>several-days</td>\n",
       "      <td>almost-never</td>\n",
       "      <td>very-often</td>\n",
       "      <td>almost-never</td>\n",
       "      <td>sometimes</td>\n",
       "      <td>sometimes</td>\n",
       "      <td>very-often</td>\n",
       "      <td>never</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   user  age  gender                   PHQ2_1                   PHQ2_2  \\\n",
       "0     1   20    Male             several-days  more-than-half-the-days   \n",
       "1     2   32    Male  more-than-half-the-days  more-than-half-the-days   \n",
       "2     3   15    Male  more-than-half-the-days               not-at-all   \n",
       "3     4   35  Female               not-at-all         nearly-every-day   \n",
       "4     5   23    Male  more-than-half-the-days               not-at-all   \n",
       "\n",
       "                    GAD2_1            GAD2_2       PSS10_2       PSS10_4  \\\n",
       "0               not-at-all  nearly-every-day  almost-never     sometimes   \n",
       "1               not-at-all      several-days         never         never   \n",
       "2             several-days        not-at-all         never    very-often   \n",
       "3               not-at-all      several-days    very-often  fairly-often   \n",
       "4  more-than-half-the-days      several-days  almost-never    very-often   \n",
       "\n",
       "        PSS10_5       PSS10_6    PSS10_7       PSS10_8       PSS10_9  \n",
       "0  fairly-often         never  sometimes    very-often  fairly-often  \n",
       "1    very-often     sometimes      never  fairly-often         never  \n",
       "2    very-often  fairly-often      never         never  almost-never  \n",
       "3    very-often         never  sometimes         never  fairly-often  \n",
       "4  almost-never     sometimes  sometimes    very-often         never  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Convert column name to id, based on provided mappers from niimpy\n",
    "column_map = {**survey.PHQ2_MAP, **survey.PSQI_MAP, **survey.PSS10_MAP, **survey.PANAS_MAP, **survey.GAD2_MAP}\n",
    "df = survey.clean_survey_column_names(df)\n",
    "df = df.rename(column_map, axis = 1)\n",
    "df.head()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can use the `convert_survey_to_numerical_answer` helper method to convert the answers into a numerical value. We use the `ID_MAP_PREFIX` mapping dictionary provided by `Niimpy`, which describes how each text answer should be mapped to a number. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "    }\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>user</th>\n",
       "      <th>age</th>\n",
       "      <th>gender</th>\n",
       "      <th>PHQ2_1</th>\n",
       "      <th>PHQ2_2</th>\n",
       "      <th>GAD2_1</th>\n",
       "      <th>GAD2_2</th>\n",
       "      <th>PSS10_2</th>\n",
       "      <th>PSS10_4</th>\n",
       "      <th>PSS10_5</th>\n",
       "      <th>PSS10_6</th>\n",
       "      <th>PSS10_7</th>\n",
       "      <th>PSS10_8</th>\n",
       "      <th>PSS10_9</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>20</td>\n",
       "      <td>Male</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>32</td>\n",
       "      <td>Male</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>15</td>\n",
       "      <td>Male</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>35</td>\n",
       "      <td>Female</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>23</td>\n",
       "      <td>Male</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   user  age  gender  PHQ2_1  PHQ2_2  GAD2_1  GAD2_2  PSS10_2  PSS10_4  \\\n",
       "0     1   20    Male       1       2       0       3        1        2   \n",
       "1     2   32    Male       2       2       0       1        0        0   \n",
       "2     3   15    Male       2       0       1       0        0        4   \n",
       "3     4   35  Female       0       3       0       1        4        3   \n",
       "4     5   23    Male       2       0       2       1        1        4   \n",
       "\n",
       "   PSS10_5  PSS10_6  PSS10_7  PSS10_8  PSS10_9  \n",
       "0        3        0        2        4        3  \n",
       "1        4        2        0        3        0  \n",
       "2        4        3        0        0        1  \n",
       "3        4        0        2        0        3  \n",
       "4        1        2        2        4        0  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Transform raw answers to numerical values\n",
    "num_df = survey.convert_survey_to_numerical_answer(\n",
    "    df, id_map=survey.ID_MAP_PREFIX, use_prefix=True\n",
    ")\n",
    "num_df.head()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For each of these surveys, the overall score is calculated as the sum of the numerical value. We can calculate this for each survey using the `sum_survey_scores` function."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "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>user</th>\n",
       "      <th>PHQ2</th>\n",
       "      <th>PSS10</th>\n",
       "      <th>GAD2</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>15</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>12</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>14</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   user  PHQ2  PSS10  GAD2\n",
       "0     1     3     15     3\n",
       "1     2     4      9     1\n",
       "2     3     2     12     1\n",
       "3     4     3     16     1\n",
       "4     5     2     14     3"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sum_df = survey.sum_survey_scores(num_df, [\"PHQ2\", \"PSS10\", \"GAD2\"])\n",
    "sum_df.head()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1.1. Questionnaire summary <a class=\"anchor\" id=\"section_1_1\"></a>\n",
    "\n",
    "We can now make some plots for the preprocessed data frame. First, we can display the summary for the specific question (*PHQ-2* first question)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = categorical.questionnaire_summary(num_df, \n",
    "                                        question = 'PHQ2_1',\n",
    "                                        title='PHQ2 question: Little interest or pleasure in doing things / <br> answer value frequencies', \n",
    "                                        xlabel='value',\n",
    "                                        ylabel='count',\n",
    "                                        width=600,\n",
    "                                        height=400)\n",
    "fig.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The figure shows that the answer values (from 0 to 3) almost uniform in distribution."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1.2. Questionnaire grouped summary <a class=\"anchor\" id=\"section_1_2\"></a>"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can also display the summary for each subgroup (*gender*)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = categorical.questionnaire_grouped_summary(num_df, \n",
    "                                                question='PSS10_9', \n",
    "                                                group='gender', \n",
    "                                                title='PSS10_9 Question / <br> Score frequency distributions by group',\n",
    "                                                xlabel='score',\n",
    "                                                ylabel='count',\n",
    "                                                width=800,\n",
    "                                                height=400)\n",
    "fig.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The figure shows that the differences between subgroups are not very large."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1.3. Questionnaire grouped summary score distribution <a class=\"anchor\" id=\"section_1_3\"></a>"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "With some quick preprocessing, we can display the score distribution of each questionaire.\n",
    "\n",
    "We'll extract *PSS-10* questionnaire answers from the dataframe, using the `sum_survey_scores` function from the `niimpy.preprocessing.survey` module, and set the gender variable from the original dataframe."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "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>user</th>\n",
       "      <th>PSS10</th>\n",
       "      <th>gender</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>15</td>\n",
       "      <td>Male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>9</td>\n",
       "      <td>Male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>12</td>\n",
       "      <td>Male</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>16</td>\n",
       "      <td>Female</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>14</td>\n",
       "      <td>Male</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   user  PSS10  gender\n",
       "0     1     15    Male\n",
       "1     2      9    Male\n",
       "2     3     12    Male\n",
       "3     4     16  Female\n",
       "4     5     14    Male"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sum_df = survey.sum_survey_scores(num_df, [\"PSS10\"])\n",
    "sum_df[\"gender\"] = num_df[\"gender\"]\n",
    "sum_df.head()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And then visualize aggregated summary score distributions, grouped by gender:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = categorical.questionnaire_grouped_summary(sum_df, \n",
    "                                                question='PSS10', \n",
    "                                                group='gender', \n",
    "                                                title='PSS10',\n",
    "                                                xlabel='score', \n",
    "                                                ylabel='count',\n",
    "                                                width=800, \n",
    "                                                height=400)\n",
    "fig.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The figure shows that the grouped summary score distrubutions are close to each other."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2) Countplot <a class=\"anchor\" id=\"section_2\"></a>\n",
    "This section introduces Countplot module. The module contain functions for user and group level observation count (number of datapoints per user or group) visualization and observation value distributions.<br>\n",
    "Observation counts use barplots for user level and a boxplots for group level visualizations. Boxplots are used for group level value distributions.<br>\n",
    "The module assumes that the visualized **data is numerical**."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data\n",
    "We will use sample from <a href=\"https://studentlife.cs.dartmouth.edu/dataset.html\">StudentLife dataset</a> to demonstrate the module functions. The sample contains hourly aggregated activity data (values from 0 to 5, where 0 corresponds to no activity, and 5 to high activity) and group information based on pre- and post-study PHQ-9 test scores. Study subjects have been grouped by the depression symptom severity into groups: *none*, *mild*, *moderate*, *moderately severe*, and *severe*. Preprocessed data sample is included in the Niimpy toolbox *sampledata* folder."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load data\n",
    "sl = niimpy.read_csv(config.SL_ACTIVITY_PATH, tz='Europe/Helsinki')\n",
    "sl.set_index('timestamp',inplace=True)\n",
    "sl.index = pd.to_datetime(sl.index)\n",
    "sl_loc = sl.tz_localize(None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "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>user</th>\n",
       "      <th>activity</th>\n",
       "      <th>group</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>timestamp</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2013-03-27 06:00:00</th>\n",
       "      <td>u00</td>\n",
       "      <td>2</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-03-27 07:00:00</th>\n",
       "      <td>u00</td>\n",
       "      <td>1</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-03-27 08:00:00</th>\n",
       "      <td>u00</td>\n",
       "      <td>2</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-03-27 09:00:00</th>\n",
       "      <td>u00</td>\n",
       "      <td>3</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013-03-27 10:00:00</th>\n",
       "      <td>u00</td>\n",
       "      <td>4</td>\n",
       "      <td>none</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    user  activity group\n",
       "timestamp                               \n",
       "2013-03-27 06:00:00  u00         2  none\n",
       "2013-03-27 07:00:00  u00         1  none\n",
       "2013-03-27 08:00:00  u00         2  none\n",
       "2013-03-27 09:00:00  u00         3  none\n",
       "2013-03-27 10:00:00  u00         4  none"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sl_loc.head()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Before visualizations, we'll inspect the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "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>activity</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>55907.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>0.750264</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>1.298238</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>5.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           activity\n",
       "count  55907.000000\n",
       "mean       0.750264\n",
       "std        1.298238\n",
       "min        0.000000\n",
       "25%        0.000000\n",
       "50%        0.000000\n",
       "75%        1.000000\n",
       "max        5.000000"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sl_loc.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['none', 'severe', 'mild', 'moderately severe', 'moderate'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sl_loc.group.unique()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.1. User level observation count <a class=\"anchor\" id=\"section_2_1\"></a>\n",
    "At first we visualize the number of observations for each subject."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = countplot.countplot(sl, \n",
    "                          fig_title='Activity event counts by user', \n",
    "                          plot_type='count', \n",
    "                          points='all',\n",
    "                          aggregation='user', \n",
    "                          user=None, \n",
    "                          column=None,\n",
    "                          binning=False)\n",
    "\n",
    "fig.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The barplot shows that there are differences in user total activity counts. The user *u24* has the lowest event count of 710 and users *u02* and *u59* have the highest count of 1584."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.2. Group level observation count <a class=\"anchor\" id=\"section_2_2\"></a>\n",
    "Next we'll inspect group level daily activity event count distributions by using boxplots. For the improved clarity, we select a timerange of one week from the data."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sl_one_week = sl_loc.loc['2013-03-28':'2013-4-3']\n",
    "\n",
    "fig = countplot.countplot(sl_one_week, \n",
    "                          fig_title='Group level daily activity event count distributions', \n",
    "                          plot_type='value', \n",
    "                          points='all',\n",
    "                          aggregation='group', \n",
    "                          user=None, \n",
    "                          column='activity',\n",
    "                          binning='D')\n",
    "\n",
    "fig.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The boxplot shows some variability in group level event count distributions across the days spanning from Mar 28 to Apr 3 2013."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.3. Group level value distributions <a class=\"anchor\" id=\"section_2_3\"></a>\n",
    "Finally we visualize group level activity value distributions for whole time range."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = countplot.countplot(sl,\n",
    "                          fig_title='Group level activity score distributions', \n",
    "                          plot_type='value', \n",
    "                          points='outliers',\n",
    "                          aggregation='group', \n",
    "                          user=None,\n",
    "                          column='activity',\n",
    "                          binning=False)\n",
    "\n",
    "fig.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The boxplot shows that activity score distribution for groups *mild* and *moderately severe* differ from the rest."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Lineplot <a class=\"anchor\" id=\"section_3\"></a>\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This section introduces Lineplot module functions. We use the same <a href=\"https://studentlife.cs.dartmouth.edu/dataset.html\">StudentLife dataset</a> derived activity data as in previous section."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.1. Lineplot <a class=\"anchor\" id=\"section_3_1\"></a>"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Lineplot functions display **numerical feature values** on time axis. The user can optionally resample (downsample) and smoothen the data for better visual clarity."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.1.1. Single user single feature <a class=\"anchor\" id=\"section_3_1_1\"></a>\n",
    "At first, we'll visualize single user single feature data, without resampling or smoothing. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = lineplot.timeplot(sl_loc,\n",
    "                        users=['u01'],\n",
    "                        columns=['activity'],\n",
    "                        title='User: {} activity lineplot'.format('u01'),\n",
    "                        xlabel='Date',\n",
    "                        ylabel='Value',\n",
    "                        resample=False,\n",
    "                        interpolate=False,\n",
    "                        window=1,\n",
    "                        reset_index=False)\n",
    "\n",
    "fig.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The figure showing all the activity datapoints is difficult to interpet. By zooming in the time range, the daily patters come apparent. There is no or low activity during the night."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.1.2. Single user single feature index resetted <a class=\"anchor\" id=\"section_3_1_2\"></a>\n",
    "Next, we'll plot visualize the same data using resampling by hour, and 24 hour rolling window smoothing for improved visualization clarity. We also reset the index, showing now hours from the first activity feature observation."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = lineplot.timeplot(sl_loc,\n",
    "                        users=['u00'],\n",
    "                        columns=['activity'],\n",
    "                        title='User: {} activity lineplot / <br> resetted index'.format('u01'),\n",
    "                        xlabel='Date',\n",
    "                        ylabel='Value',\n",
    "                        resample='h',\n",
    "                        interpolate=True,\n",
    "                        window=24,\n",
    "                        reset_index=True)\n",
    "\n",
    "fig.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "By zooming in the smoothed lineplot, daily activity patterns are easier to detect."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.1.3. Single user single feature, aggregated by day <a class=\"anchor\" id=\"section_3_1_3\"></a>\n",
    "Next visualization shows resamplig by day and 7 day rolling window smoothing, making the activity time series trend visible.   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ZXYcccsjfnhGvwJo5c2aw/a7wNjjJKomZmMCKbVkr6jD52MMlRvTGQImvgvPRHPUWPTGODXUUSfqIkaRYwcPiixJYRcWOxVL3lrYkql6qcXFnm+n6MAWWJKfykkDTiwGKG7H5SBCq4yo2YmdqaStocWdgSW7qYHitcbGKDd0T64jTGVja2ioOL730UvBmyOKGOOteddJVr169gn2nYLoQgAAEIACB6BFAYEWvpswIAhCAAAQiTECHpUsizJ49O+hS0rlBOnRd8kXbBCVo9EN7bNx///3BIdzq+NGZS5MnTw46YCRsJIXUpSK5pK9Jxqg7SYeySzhoC1hsq2FJAkvXrF27tsQtd9rq9swzzwSdX+oS02Hd6qZSp44ObI8JLHUsqVtGokpndmkrm859kkCR2FCehUe8Aktz1bY7vc1PbyIUN3UzqTtKh6vHBJbi68186jrSWWCSUtreKOb689jXFy1aFHRqaVucDjDXKEpgSb5IamkoVwmc2ChKYOkZhWPHDm5X95zEzbx58wJ2hbucCrIJU2Ap7gsvvBCsHYkpnXelNy9qG6aEn2SoutVi82nevHnwdkR1XOkthBKX4q23EKpjrKjc5s+fH5yzpXV52mmnBdJJ3XHDhg0LOuZib3yMyTS9ZEAyV1tqY4fkF5z/cccdF3TZFfw8RPhbA1ODAAQgAAEIRJ4AAivyJWaCEIAABCAQNQIbNmwIuqbUcSXRoW1wbdq0Cban6Yf2gt0repOexI9Eg65r1apVIAcOP/zwzVh0rpIEk87IkliqVq1aIGIuvPDC4E2EGiUJLIkm5fTqq68Wi1rCQhJHOatjq1GjRkEnkaSGRFHBw+H1FkBJq2+//TZ465yEk950V/hMpdjD4hVYul5nOamTSwJI4knnO6nzR51gknuxLjTlK3Y63FzsdIC9pI3y0lCnkLqflKviiLHODCtKYEkIiqPmqm4giZ+SBFZRsWOCTCJNEk7iqiTeih+2wFJMvVFR56+pm01nh+nth6qPxJbWXUxg6cB1rakvv/wyWHfq3rruuus2b0ktKjfFlzi97777gjPKtKa0rvXigoMOOmiLtSXxKDEl8agOvsIvIYht3ZR007lqDAhAAAIQgAAE0p8AAiv9a8gMIAABCEAAAhCoIARiXWQ6C03i0LcRE1gSdZKUDAhAAAIQgAAEIBAWAQRWWCSJAwEIQAACEIAABJJMQNsw1cmmTjIdmu7bKGpLpG85kg8EIAABCEAAAulJAIGVnnUjawhAAAIQgAAEKggBbRvULx0Ar22LOlvq3HPP9XL2CCwvy0JSEIAABCAAgUgQQGBFooxMAgIQgAAEIACBqBLQuVM6JF1nZ+mcMx1AX/CcM5/mjcDyqRrkAgEIQAACEIgWAQRWtOrJbCAAAQhAAAIQgAAEIAABCEAAAhCAQOQIILAiV1ImBAEIQAACEIAABCAAAQhAAAIQgAAEokUAgRWtejIbCEAAAhCAAAQgAAEIQAACEIAABCAQOQIIrMiVlAlBAAIQgAAEIAABCEAAAhCAAAQgAIFoEUBgRauezAYCEIAABCAAAQhAAAIQgAAEIAABCESOAAIrciVlQhCAAAQgAAEIQAACEIAABCAAAQhAIFoEEFjRqiezgQAEIACBNCZwzz332EcffWQffvhhMIuNGzfaTjvtZIMHD7aDDz44+LOzzjrLOnToYAMHDvR2pl988YVdcskl9vbbb1uDBg1CyfM///mPic+0adNCiVfWIBdeeGFQlyeeeMLOOOMMGzduXLGh7r33XjvssMMSelS3bt3s3HPPDepcXmPt2rV2wAEHBPM5/fTTy+uxKX1O4c9accnE2Pz73/+2vn37pjRnHg4BCEAAAhCo6AQQWBV9BTB/CEAAAhDwhkA8Auv++++37bbbzg4//HBv8i6cyLx58+y+++4LflWvXj2UPH0QWBJyV199dSAYt9pqK5szZ46tXLnyb/ObOnWq3XXXXfbuu+9amzZtEpp/KgSWEvzvf/9r/fv3D6Rj69atE8rZ54sloP75z3/a5MmTt0gzXoG1adOmQBaff/75gThmQAACEIAABCCQOgIIrNSx58kQgAAEIACBEn+oLqoDq6Ii80FgHXTQQbbzzjvbHXfcUWIZzj77bMvLy7MRI0YkXK5UCSwluv/++1v37t3t1ltvTThvX29444037Oabb7ZvvvmmTALL13mRFwQgAAEIQKAiEkBgVcSqM2cIQAACEAidgDo6li1bZhdddJHdcMMN9vXXX9uRRx65WQa888479vjjjwddO1WqVLFdd93VLrvsMttxxx035xJPB9bRRx8d3BOTDLpnwYIFJrnyyCOP2Ny5c61u3brWu3fvoFuo4Ba+b7/91rStbcaMGbZq1aotGAwaNMj69eu3xZ8988wzduedd9pXX321uZNqzZo1tvvuuwfdKC+//PLm67WVTlvQPvjgA1u0aJGdeeaZNnHiRGvcuHFwjfLWNkjd/+qrrwasmjZtakcccYRpW15mZubmWJ988ok98MADwVxq164d3NeiRQtT91nBLYTqjtGcX3/9dVu8eHEwb3XbiKvmnZ+fH+R6/PHHb7HlUgweffRRGzlypO25556bn3vMMcfY1ltvHTy78FBXlb4+atQo22WXXYpdP7Nnzw5qIeHWo0ePYq8TB4kwbRlVl5BqeuWVV9qll14abOOLbSFct25dsF1R1y1cuDBYO3r+9ddfby1btrTPPvssYC1RU7hD6NprrzVt59S9Yql5S+To2U2aNLE99tgjkDuKqaH1OXTo0KDesT8rOAHxVC6vvPKK/fLLL1atWjXbYYcd7LzzzrN//OMfm+us+a9YscJee+01++OPP4I81d3VuXPnoDNt/PjxgeCTDLzxxhtt++233/yY0mpaMJ/SPlO33HJLUIeC48QTTwzmrM+N1tk111wTbNGdNWuW1atXz/r06RPUoX79+sFtRUnkRNay6iJm8+fPD2IVHO+///4Wcw/9mxIBIQABCEAAAhEjgMCKWEGZDgQgAAEIpIaAfiCeNGlSsKVM5x7ttttugbzRFrLnnnsuEE76QX/vvfc2SQn9YC3pIwnUrl27IOmyCqynn346kBf6wVxC4aeffgqkUPv27e3BBx8MYv/666/BOUfHHntsINkkCnSuTywHiZtKlSptAU8/dO+3335biB5tMdNcJCgkIiShNO6++26TUBg7duxmqVJYYEkSHHLIIcHzGzVqFPC64IILAolw0kknBXEk2SSKJP8kG5SnGH388ceBACgosCRFFEPCoWPHjoHEkuSSHBk9erTVrFkzEEISagVlm+akOun3mAiU1FHNbrvtNjvqqKP+togkyoYPHx6IycKcCl58+eWXB5JS4qKkoS6t7777LhA4qtkPP/wQiLPff/89kD0xgZWTk2MDBgwIclWNly9fbhJTDRs2DGSapJLWlM5nUv1jQ6wk0LTmzjnnnEDUSeZJMlatWjUQKvqlr8WG8hF3rVd1YhUeL774YrBGxUhrVgwlyHr16rVZnknuqM6qp+agZ+mel156yZo3bx7UXp1e69evN7HSfLVuYiOemuraeD5TGzZsMEnYhx9+OFirGpUrVw7kXCwnrUPxVQ0kglUPyWWJPI3iBFY8a1mfBfFVXSVWJf0uvvjiYO3r+fo9IyMjNd+weCoEIAABCEAgDQkgsNKwaKQMAQhAAAL+EdAPpI899pjdfvvtgYCJjezs7KDTRWLguuuu2/znEg8SXc2aNQvu0yirwNL96rJp1arV5vj6AV/dLjHho24YPV//PyZgfv7550B+SO506dKlSKjqrFFHzRVXXBF8XT+AS8yNGTPGJGEkmTQ0F3XUSAjFuoIKCyxJNN1XUABJWMS6jBRH0kNSQ11VBYe6qNQ5FpuPfpdokpzYZ599Nl+qZ2hOElfqTJLI0rzVVSShJbn0r3/9K5Bm6jiaMGFC0P2lM6Ake/T/1Z1UeGje6hqTNCpuSFBIVKjTKXboflHXxkSRusCUa2yI16mnnmpXXXVViYe4SyTddNNNgQCTjFEc/ZLMkzDSkBTS2U2qhaSN5JUknPIrbuTm5gYiUEJQoqvwiG3FU22KEy8SWOq6knCMXSPpJpmmNSI2sRHr2lPekjnx1jSRz9STTz4ZyKiithDqc6PPhV6UEBu6Xh1ZsXVWnMCKZy2rA1Ly9Nlnn90cX91r6naUqC3YdVhsUfgCBCAAAQhAAAKbCSCwWAwQgAAEIACBEAhIPqnbo/APpvr/+qG+qK4WdfTol0SEftgvq8BSd8uXX365xSwktNTdpB/ca9WqFTxfW9b0g3nsB+clS5YEW6ZK2hanrWozZ84MRJA6WtSZo44Sbb+SAHvqqafszz//DP582LBhQadQcQJL3VoPPfTQFnmqC0xdPLGOJYmWk08+OejUKTgkIbQVKyYWJB/UbSWpVVgESAJlZWUFnWMSDeoQ0r3qUlJHmmSV7tefi13Xrl2DbjQd9K0Os6KGRF2dOnUCYVbc0JY1xZak0/OLG7HuocK5q9tKMkWdSSW9hTAmfj7//PNgq6QEkTqstN3z0EMPDR6r+7WmJOk0JAp1n6SexJ+6oYoaEk1ar8qh8NBaVm0kOyW49MzC89S9OuA+1sEUi6FORHWOFXzLoeYvqfXmm28GWyjjrWkin6mSBNbzzz//N7GlA/rVvahOO21fLU5gxbOWxXz16tWmHGJD8k+fKc2hpDUSwrckQkAAAhCAAAQiRwCBFbmSMiEIQAACEEgFAckn/fArcVRwFDwbSm8PLDgkjtQdpB9ma9SoUWaBpWfq2QVHTGCp80jiRbJJWwi1pencc881yRJ1i0keqVunqDOPFE9nWukHccVRh5A6saZMmRLIHnUsSaLoz7UNSxJNsqw4gVXw7K5YrhJHivHWW28FOcWuUcdVwaFtknqrYUxgqZNHUk3dO4WHzsD68ccfg+4aDXWQSbaoI0adUerAktyTyJF4U8eT/kzdZuo+Kmqog04dbpJmRQ1tqZQg07NPO+20EpegOnzU9SZuhYe2r+mNdzGBtXTp0kDsiLlknGSdtlXqDLOYwFKMSy65JNjWqa2pElqSc0OGDAm262loW6XknKSN5EzsrKe2bdtukcJee+1l+qWtdEUNdRRJyEg4as1ISElmxWRM4TPaYjEksLT1UFtYYyMmsGLnd8Vb00Q+UyUJrKI+r4U/N8UJrNLWsuaoNa31JLGrtRE7I0/bFfX9ggEBCEAAAhCAQGIEEFiJ8eJqCEAAAhCAQJEECndPFf4hvbgOLHUkff/9904dWPEILOWj7iDJEW2lk2iSLFGnjQ5IL26og0RnQ6lT7L333gvkicSItnGpW0rboSS3dHj5Cy+8EIQpq8DSvXoLn4SI8iw49Ey91S8msCQmtEVy+vTpf+tkKdiBpRjqPJNwU/eVttDFDs/WtjuJJG3J0zZPddDp96KGRI06mtTVVdRQV5rul1wR35KGJJNyUu4Ft+JJ4GkLnyShBJbkibZHtm7dOuja0WHnEkXanic+BQWW/rfOndK5S1oPqpfOfdL2wcJD2yj1fHXn6Vpt34sNHRCvuUpaljSUmwSiaqDnxraYugiseGsaE1/xfKZKEljxfG5cBJb4qStOOWhNqFtOHYrqLpSwZkAAAhCAAAQgkBgBBFZivLgaAhCAAAQgUCSB4gSWzhXSGwHVBSQJUXDoDXz6oVZiRqOsWwjj+UFc8SVF1HFTXJdRcaVV14y2jWn7k4TVgQceGFyqrit1BEnEHH744Zulk4vAknySNJBUKji0dU2dajGBpbfqKQ+Jmn333XfzpTo/Sx1EOrMqdkC5RI6kmPJVV4xEnIa6tNShpD+XzFIHWXGdaDozS18v3GGnODrDSx1N6horautdYa4SfrpWXWU9e/bc/GV1w+lNkLEzsLR1U1sCC78tUbJM4rOgwFIQzUVdZcpRIkpb9oobOoBdYrJgbJ1dpY60wue4lfSR15lnqknskHwXgRVvTaJkw/EAACAASURBVBP5TEmqqssvJoljcynu8xpmB5ZeDCBhJYml9cGAAAQgAAEIQMCNAALLjR93QwACEIAABAICxf1ArK/pjB9JCW1b0w+0egObunW0PU/bCNV1U1SMeLo/4v1BXPH1Q7Qkh2SaOnmqVasWnFdUWseQOpe09UzdWNrKFuseeffddwOhpa1rBQ/DdhFYiq/zptTVI3EmWSF+er5kWcG3EEoIahuY5JIOkNdbCLUNTeJA29LUZaYhjuo205lGEkfabhcb2lYpcdO5c+fNh+kXtaR1+Laeo04uvQGw4FCHjerw6aefFnkAfFHxTjnllOBtkdqqp84qyRt1M+lcMh1AL9moeWgroLafSbJpG6A6rNR5pC2hhQWW8tCZXvPmzQu2hca2B0pWSXjpwHi9bVI8dJ2kk7ryYvPRelR3kH4vvN1Vc9BaVQ20XuvWrRvkfMMNNwTrKSZFXQSWnhFvTeP9TMXOy5JY1BswNbTm4/3cxPMZjNW34HZY/Zm2W0qm6g2dqrHYaQ3q+UV1xvGtFAIQgAAEIACBkgkgsFghEIAABCAAgRAIlCSwFF4He+stcOqq0Vv4dHC4REXBN6AlswNLW/4kmwq/RU8dRzrYW2+sK25MnTo1eLOi5FvBQ9jXrl0bdOxIFEnsxLbDuQgs5SCBonODJGIUW+JFXVbiVVBgSehI2mhOEjo660vCQOdQFdwWp5jqwNL2Pp0D1a5du81T1blaqove6idpVtzQ+VMSSbqu4Plc2lKp/CSa1GkT79DB97pe2wHVwaVzkSSP9MY6icbYGVjKWetCLCQOxUHb+3SNmKuDLzYkqpSHxNWrr766+c8VP9ZBJlknplp3ilPw7ZOSPBI+RXWZKZg618Rq4cKFwRZSvUFTZ4op75iQcRVYidQ0ns+U8lZ3nYSxmKuTT2ehlYfAUjegugD1koaCQzVT55o+TwwIQAACEIAABOIngMCKnxVXQgACEIAABNKSQH5+ftDV1KRJk2BbmX7XkIBSF5X+rGDHTlpOshyS1jlPOn9JrHwcsY4tdftpK2IiQ110OuheHVWFD9BPJA7X/kVAwlMdX2effbadcMIJQZejPocSiHoRgDoH1W3IgAAEIAABCEAgfgIIrPhZcSUEIAABCEAgLQloa526h3TotrbaFRyxbU46K0hnIjGKJ6Dtfeo40psj9VZC34a6jPSGQ3VtxbZPxpujJKa6A9XNxva2eKkVf5221Gp7aOHuK92hz6FEob4We3uj+xOJAAEIQAACEIg+AQRW9GvMDCEAAQhAoIIT0DlSElh6w58ON2/atGlwvpKExdChQ4PtYDqgXVsbGSUT0LY9nf1U0nbD8mSobYP6pYP0JaHOO+88O/fccxNKQVsM9SKBww47zFq2bJnQvVxcNAG9lVMH8Gvbq7hKKGoLo84t05lYOntNW3oZEIAABCAAAQjETwCBFT8rroQABCAAAQikLQG9cW/IkCGmN91pu1jVqlUDWaHzm3Tekg6XZqQfAW1F09lV2qKmQ+912HvsLLL0m020MlYnnM7fmjVrlq1atSr4jOl8Mokt1UqHujMgAAEIQAACEIifAAIrflZcCQEIQAACEIAABCAAAQhAAAIQgAAEIJACAgisFEDnkRCAAAQgAAEIQAACEIAABCAAAQhAAALxE0Bgxc+KKyEAAQhAAAIQgAAEIAABCEAAAhCAAARSQACBlQLoPBICEIAABCAAAQhAAAIQgAAEIAABCEAgfgIIrPhZcSUEIAABCEAAAhCAAAQgAAEIQAACEIBACgggsFIAnUdCAAIQgAAEIAABCEAAAhCAAAQgAAEIxE8AgRU/K66EAAQgAAEIQAACEIAABCAAAQhAAAIQSAEBBFYKoPNICEAAAhCAAAQgAAEIQAACEIAABCAAgfgJILDiZ8WVEIAABCAAAQhAAAIQgAAEIAABCEAAAikggMBKAXQeCQEIQAACEIAABCAAAQhAAAIQgAAEIBA/AQRW/Ky4EgIQgAAEIAABCEAAAhCAAAQgAAEIQCAFBBBYKYDOIyEAAQhAAAIQgAAEIAABCEAAAhCAAATiJ4DAip8VV0IAAhCAAAQgAAEIQAACEIAABCAAAQikgAACKwXQeSQEIAABCEAAAhCAAAQgAAEIQAACEIBA/AQQWPGz4koIQAACEIAABCAAAQhAAAIQgAAEIACBFBBAYKUAOo+EAAQgAAEIQAACEIAABCAAAQhAAAIQiJ8AAit+VlwJAQhAAAIQgAAEIAABCEAAAhCAAAQgkAICCKwUQOeREIAABCAAAQhAAAIQgAAEIAABCEAAAvETQGDFz4orIQABCEAAAhCAAAQgAAEIQAACEIAABFJAAIGVAug8EgIQgAAEIAABCEAAAhCAAAQgAAEIQCB+Agis+FlxJQQgAAEIQAACEIAABCAAAQhAAAIQgEAKCCCwUgCdR0IAAhCAAAQgAAEIQAACEIAABCAAAQjETwCBFT8rroQABCAAAQhAAAIQgAAEIAABCEAAAhBIAQEEVgqg80gIQAACEIAABCAAAQhAAAIQgAAEIACB+AkgsOJnVeSVv/222jECt2dlZVjdujVtxYo1wIgAgfr1a9rq1estJycvArOp2FOoUaOKZWRk2Nq1Gys2iAjMPisr0+rWrW4rVqyNwGyYQoMGNW3lyvWWm8v32XRfDTVrVrX8/Hxbty473adS4fOvVCnTateubn/8wffZKCyGhg1rBbXMy8uPwnRSOofGjWun9Pk8PFoEEFiO9URgOQI0MwSWO0OfIiCwfKqGWy4ILDd+Pt2NwPKpGu65ILDcGfoSAYHlSyXc80BguTP0KQICK7xqILDCY0kkMwSW4ypAYDkCRGC5A/QsAgLLs4I4pIPAcoDn2a0ILM8K4pgOAssRoEe3I7A8KoZjKggsR4Ce3Y7ACq8gCKzwWBIJgeW8BhBYzgjpwHJH6FUEBJZX5XBKBoHlhM+rmxFYXpXDORkEljNCbwIgsLwphXMiCCxnhF4FQGCFVw4EVngsiYTAcl4DCCxnhAgsd4ReRUBgeVUOp2QQWE74vLoZgeVVOZyTQWA5I/QmAALLm1I4J4LAckboVQAEVnjlQGCFx5JICCznNYDAckaIwHJH6FUEBJZX5XBKBoHlhM+rmxFYXpXDORkEljNCbwIgsLwphXMiCCxnhF4FQGCFVw4EVngsiYTAcl4DCCxnhAgsd4ReRUBgeVUOp2QQWE74vLoZgeVVOZyTQWA5I/QmAALLm1I4J4LAckboVQAEVnjlQGCFx5JICCznNYDAckaIwHJH6FUEBJZX5XBKBoHlhM+rmxFYXpXDORkEljNCbwIgsLwphXMiCCxnhF4FQGCFVw4EVngsiYTAcl4DCCxnhAgsd4ReRUBgeVUOp2QQWE74vLoZgeVVOZyTQWA5I/QmAALLm1I4J4LAckboVQAEVnjlQGCFx5JICCznNYDAckaIwHJH6FUEBJZX5XBKBoHlhM+rmxFYXpXDORkEljNCbwIgsLwphXMiCCxnhF4FQGCFVw4EVngsiYTAcl4DCCxnhAgsd4ReRUBgeVUOp2QQWE74vLoZgeVVOZyTQWA5I/QmAALLm1I4J4LAckboVQAEVnjlQGBtyXL06NH2wAMPWHZ2tu277742aNAgy8rKCi4q6WuFK7J48WI77bTT7MMPP3QqlvKYNGmS9e3bN4gzffr0IL/HH3+82LiFr1EO++23n1Me8d6ckZ+fnx/vxVG87pNPPrGBAwfac889Zx06dChyivPnz7frr7/eli5dGiyuc88914466qjgWgSW+6rIysqwunVr2ooVa9yDESHlBBBYKS9BaAkgsEJDmfJACKyUlyDUBBBYoeJMaTAEVkrxh/pwBFaoOFMeDIEVXgkQWP/PUl7hlFNOsRdffNGaNGlil112mXXp0sXOOOMMK+lrRVXj0UcfDSTYxRdf7FSsTz/91PTr5ptvDuKsX7/eZs2aFeRV3Ch4zapVq+zkk0+2N954wymPeG+u0AJrxIgRNmbMGFu3bp3ddtttxQqs008/3Y444gg79NBD7bfffgt+f/PNN61x48YIrHhXWgnXIbBCgOhRCASWR8VwTAWB5QjQo9sRWB4VI4RUEFghQPQkBALLk0KEkAYCKwSIHoVAYIVXjIomsO655x6rX7++nXXWWQHEBQsW2HnnnWfvvfeePfbYYybhc/nllwdfmzlzpl1zzTX2+uuvl/i1oqpx0EEH2UMPPWStWrXa4stTp061W2+91f744w/LzMy0G2+80fr06RNco+Yd5bd8+XJr0aJF4ED69+9vK1eutObNm9uZZ55p22yzTXDNkCFD7MADD7QJEyZYlSpVgvvlTxYuXBi4EV0zcuTI4J5vvvnG2rRpY7vvvrtNnjw5aP7p1q1bcM+cOXPs/PPPt48//jiURVWhBZbgdu3a1U499VS74YYbihVYRx55pN1+++3Wvn37ALoK+cgjj9i2226LwAphGSKwQoDoUQgElkfFcEwFgeUI0KPbEVgeFSOEVBBYIUD0JAQCy5NChJAGAisEiB6FQGCFV4xkC6yvfvjVZi1YEV7CcUbq2r6ptd+2/t+uLklgXXvttbbbbruZ/ILGxo0bg///3XffWUlfK/wQdUhJfL366qt/e/6yZctsw4YNgasYO3as3XnnnYE8W7RokR133HH29NNP2w477GArVqywBg0a2KhRo2zGjBmbO7AkwDQH7VDTFkW5kr322it4zjHHHGNXXnmlVa5cefM1BQWdrnnmmWcCaSWJpqHtiBkZGXbJJZfESbbkyyq0wIqhUSFvuummYgWW9nTKbl5xxRWBOYyZTN3PFkL3dYjAcmfoUwQElk/VcMsFgeXGz6e7EVg+VcM9FwSWO0NfIiCwfKmEex4ILHeGPkVAYIVXjWQLrMff+N7e/GxeeAnHGemsw3ayw/psn5DA0tFF++yzj/3rX//afJ86l2bPnh1sJyzuaxJABYcEk3aDSTCVNDZt2hR0QklKPfnkk4HEUuNOwVGSwHrllVdsypQpdvfddwfHKR177LGBFPv222+LFVjq/NL8dJ06t3Q2lpp/tttuuzjJIrBKBVWawFq9erVdeOGFJpup/Z4qQOy8rPXrs0uNzwWlLMIMsypVKtvGjZtAFQECVatWtuzsHKvgx+tFoJJmlSr9daBkTk5uJOZTkSehv/hUqVKJ77MRWQR8n41IIY3vs9GppAUdBnyfjU5Fq1X762eTin1adDj1rF79r+1nyRq+d2D99NNPwRY6dUFdd9111rlz50AEaaxZs8Z69Ohh33//fYlfK8hOP2PtvffeQeeUJFbhoV1m6oJSF5bGl19+adOmTQs6sdRxdc4552xxS0kCSx5EB81/9tlnQUeWfMjVV18dCLFYl1bhDiwFv+CCC4IuM21TvOqqq0I9H4sOLLOgla6kDqzjjz/e+vXrF5x9peIPGDDAnnjiicAirl7918JglJ1AZmaG6Rvb2rUbyx6EO70hoK4d/Qc/N7dCvx/Cm3q4JFKlSlbwF/KNG3NcwnCvBwT++j5b2dau5R9dPCiHcwo1a1ax9es3WV4e32edYaY4QNWqlYJ/8MnO5h8KUlwK58drR4Hk8rp1fJ91hulBAHVHqpb8g6x7MWrXruYeJI0i3H///VarVq3Noujrr78O5JQEls6MkgTS9j8NuQV97a233irxawWnr46o4cOH21NPPfU3Kn/++WfQxSUpJVexdu1a22OPPYLnyF+oi0rnUxUcL7/8cvDmwdgh7gXllK6TfDvhhBOCZ6p7q2PHjlsILJ2JpZfcaX6xoV1r7777bnCeVu3atTefBxZGGRFYpQisX3/9NdjrqRa42Lj33nutYcOGpsPd2ULovgzZQujO0KcIbCH0qRpuubCF0I2fT3ezhdCnarjnwhZCd4a+RGALoS+VcM+DLYTuDH2KwBbC8KqR7C2E4WUaTqTRo0cH7mDo0KFBQB2i/sUXX2w+h0qNMS+88MLmtxC2bdvWLrroomB7X3FfK5iZJNIuu+yy+Rytgl/7+eef7eijjw4Oa69Ro0ZwMLyOQtKWP3WCnXjiifbss89a69atA5nVrFkz++ijj4I/09lYGoUFlkTU+++/H2xz1O+Fr9EB8OoIU5dWzZo1g6/n5OSYDpnXFkLloAPiwxoIrCIEVl5eng0aNCh4JWW9evWsd+/egRHVtkFZTO01VRdWr169EFghrEQEVggQPQqBwPKoGI6pILAcAXp0OwLLo2KEkAoCKwSInoRAYHlSiBDSQGCFANGjEAis8IpR0QRWdnZ2cJ7V4sWLrU6dOkFHlLbfSQRpvP3223bXXXcFW/z69u0bvCwu9pa/kr6me3WmlQ5Ul0hSl1dR44477rB33nknaLjRVsUXX3wx6PDSUJfU4MGDg7cOanufZJvyPfvsswPBpWOTJNRi2wN1j/LUNsczzjgjeGNhUZJLZ2S9+eabwXz0ZkMN/a7Orueffz68xWRmCKwiBJbeBqCFJmmlQ9UmTZoUFFHySm2k6shSkTXowHJfjwgsd4Y+RUBg+VQNt1wQWG78fLobgeVTNdxzQWD9xXD6/BXWsXUDd6ApjIDASiH8kB+NwAoZaIrDIbDCK0BFE1jhkUvvSOo823HHHYPth2EOBJYjTQSWI0AzQ2C5M/QpAgLLp2q45YLAcuPn090ILJ+q4Z4LAsts4vdL7Ym3Z1j3HZvYyfu3t5rVKrmDTUEEBFYKoCfpkQisJIFNUVgEVnjgEVjhsUyXSDoXS9sV1fFVXKdYWeeCwCoruf/dh8ByBIjAcgfoWQQElmcFcUgHgeUAz7NbEVieFcQxnYousDZk59rVj0yyVf87LLtW9cp2+r/a2y5t/v42JkfUSb8dgZV0xOX2AARWuaEulwchsMLDjMAKj2U6RFLHlQ6q11ld2u4Y9kBgORJFYDkCRGC5A/QsAgLLs4I4pIPAcoDn2a0ILM8K4phORRdYz3802z7+apFt1bCm1alZxX5Y+EdAVN1Yp+zf3mqkUTcWAsvxw+DR7Qgsj4oRQioIrBAg/i8EAis8lkTiDCznNYDAckbIFkJ3hF5FQGB5VQ6nZBBYTvi8uhmB5VU5nJOpyAJr0W9r7MYRUwKGN5zazVo3r21jvv7FRn0yx7I35VmdGlXsjIN2tJ23b+jMuTwCILDKg3L5PAOBVT6cy+spCKzwSCOwwmNJJASW8xpAYDkjRGC5I/QqAgLLq3I4JYPAcsLn1c0ILK/K4ZxMRRZYtzz1hf20dLX17bKVnXpA+80sf1+5wR57c7rN/WVl8Gc9Oja1k/Zt5303FgLL+ePgTQAEljelCCURBFYoGIMgCKzwWBIJgeW8BhBYzggRWO4IvYqAwPKqHE7JILCc8Hl1MwLLq3I4J1NRBdb4aUts5LszrUbVSnb3+T3/Jqfy880++Sa9urEQWM4fB28CILC8KUUoiSCwQsGIwAoPI5H+R4AzsByXAgLLESBnYLkD9CwCAsuzgjikg8BygOfZrQgszwrimE5FFFjrNuTY1Y9OsjXrN9lpB7a3Pp23KpZi4W6snjs1s377tPWyGwuB5fhh8Oh2BJZHxQghFQRWCBD/F4IOrPBYEokOLOc1gMByRkgHljtCryIgsLwqh1MyCCwnfF7djMDyqhzOyVREgfXMB7Ps029+sVbNatuNp3UrlaG6scZ8vche/nTu5rOxzjm0o3VoVb/Ue8vzAgRWedJO7rMQWMnlW97REVjhEUdghceSSAgs5zWAwHJGiMByR+hVBASWV+VwSgaB5YTPq5sRWF6VwzmZiiawCh7cfsuZ3a1F41pxMyzcjdWrU3M7cd+2Vq1KVtwxknkhAiuZdMs3NgKrfHkn+2kIrPAII7DCY0kkBJbzGkBgOSNEYLkj9CoCAsurcjglg8BywufVzQgsr8rhnExFEljqpLr16b8Obt+7aws7ab+2CfNTjI+/WmSj1Y2Vk2f1alW1sw7u4EU3FgIr4XJ6ewMCy9vSlCkxBFaZsBV5EwIrPJZEQmA5rwEEljNCBJY7Qq8iILC8KodTMggsJ3xe3YzA8qoczslUJIGlbYPaPlireuXg4HaXzqnC3Vi9OzW3finuxkJgOX8cvAmAwPKmFKEkgsAKBWMQBIEVHksiIbCc1wACyxkhAssdoVcREFhelcMpGQSWEz6vbkZgeVUO52QqisDSge06uF0HuJ99SAfbo2MzZ3YK8N+vFtlLY+ZaTm6eNa5Xzf59dg+rnJUZSuxEgyCwEiXm7/UILH9rU5bMEFhloVb0PQis8FgSCYHlvAYQWM4IEVjuCL2KgMDyqhxOySCwnPB5dTMCy6tyOCdTUQTWU+/NtM++XWJtWtSza07q6sytYIDf/txgg0dNtaUr1tmxe+9gB3RvGWr8eIMhsOIl5f91CCz/a5RIhgisRGiVfC0CKzyWREJgOa8BBJYzQgSWO0KvIiCwvCqHUzIILCd8Xt2MwPKqHM7JVASBNX/J6uDsq8wMs1vP6mHNG9Zw5lY4wNezf7dhr04LtiXed2Fvq161/A92R2CFXtaUBURgpQx9Uh6MwAoPKwIrPJZEQmA5rwEEljNCBJY7Qq8iILC8KodTMggsJ3xe3YzA8qoczslEXWDp0PUbR0yxX35fY/t338aO27uNM7PiAgx6aootWLrGDuyxrR3zj+2T9pziAiOwyh150h6IwEoa2pQERmCFhx2BFR5LIiGwnNcAAssZIQLLHaFXERBYXpXDKRkElhM+r25GYHlVDudkoi6wxny9yJ79cLbVqVnF7j5/D6tSKXmdUXMWrbQ7nv3KKmVl2r0X9AyeWZ4DgVWetJP7LARWcvmWd3QEVnjEEVjhsSQSAst5DSCwnBEisNwRehUBgeVVOZySQWA54fPqZgSWV+VwTibKAksHt1/58ETbkJ1r5x3W0brv2NSZV2kBho6eZlPn/G59Om9lpx3YvrTLQ/06AitUnCkNhsBKKf7QH47ACg8pAis8lkRCYDmvAQSWM0IEljtCryIgsLwqh1MyCCwnfF7djMDyqhzOyURZYD3x9gyb+P1Sa9eynl3VL9yD24sDr4Pcr3t8cvDl287uYc0ahH/eVnHPRmA5fxy8CYDA8qYUoSSCwAoFYxAEgRUeSyIhsJzXAALLGSECyx2hVxEQWF6VwykZBJYTPq9uRmB5VQ7nZKIqsOb+stJu/89XlpWZYbefs4c1rlfNmVW8AZ58d6aNm7bEdmnT2C4+qlO8tzlfh8ByRuhNAASWN6UIJREEVigYEVjhYSTS/whk5OfrqExGWQkgsMpK7v/vy8rKsLp1a9qKFWvcgxEh5QQQWCkvQWgJILBCQ5nyQAislJcg1ASiKLDy8vLt+ic+N3VDHbTHtnZU3/I9UH3V2my7fPhEy8nNsxtP62atmtUOtWbFBUNglQvmcnkIAqtcMJfbQxBY4aGmAys8lkSiA8t5DSCwnBHSgeWO0KsICCyvyuGUDALLCZ9XNyOwvCqHczJRFFgffvGzvfjfOdagTlW7/ZweST24vbgCvPzpPHtv8gLbYeu6du3JuzrXKZ4ACKx4KKXHNQis9KhTvFkisOIlVfp1CKzSGXFF/ATowIqfVZFXIrAcAZohsNwRehUBgeVVOZySQWA54fPqZgSWV+VwTiZqAmvl2my75tFJwcHtFx3Zybq2bezMqCwB1m/MtcseGh/kMeCYzrbz9g3LEiahexBYCeHy+mIEltflSTg5BFbCyIq9AYEVHksi0YHlvAYQWM4IEVjuCL2KgMDyqhxOySCwnPB5dTMCy6tyOCcTNYH16JvT7fMZy8r14PbiivD+5wtt1CdzbetGtWzQmd0tM8O5XCUGQGAll295RkdglSft5D8LgRUeYwRWeCyJhMByXgMILGeECCx3hF5FQGB5VQ6nZBBYTvi8uhmB5VU5nJOJksD6/4PbM4Otg+V5cHtRhcjJzbcrH55of67ZaGce1MF6dWrmXK+SAiCwkoq3XIMjsMoVd9IfhsAKDzECKzyWREJgOa8BBJYzQgSWO0KvIiCwvCqHUzIILCd8Xt2MwPKqHM7JREVgSRbdOOKvg9sP6906+OXDmPDdUhvxzgyrV6uq3X1+T6uUlbw2LASWDxUPJwcEVjgcfYmCwAqvEgis8FgSCYHlvAYQWM4IEVjuCL2KgMDyqhxOySCwnPB5dTMCy6tyOCcTFYGlA9N1cHqjutWC7qtKWZnObMIIkJdvdtOIKfbL72vs+H+2sf26bRNG2CJjILCShrbcAyOwyh15Uh+IwAoPLwIrPJZEQmA5rwEEljNCBJY7Qq8iILC8KodTMggsJ3xe3YzA8qoczslEQWDp4PYrh0+0Tbl5dmW/rta+ZT1nLmEGmDZvuT3w8rdWo2olu++i3la1cnLkGgIrzKqlNhYCK7X8w346Ais8ogis8FgSCYHlvAYQWM4IEVjuCL2KgMDyqhxOySCwnPB5dTMCy6tyOCcTBYH1yBvf25SZv9oubRrbxUd1cmaSjAB3Pve1zf75TzukZys7os92yXiEIbCSgjUlQRFYKcGetIcisMJDi8AKjyWREFjOawCB5YwQgeWO0KsICCyvyuGUDALLCZ9XNyOwvCqHczLpLrB++3ODXfXIRKtSKdNuO2cPa1inqjOTZASYv2S13fr0F1Y5K9PuubCn1alRJfTHILBCR5qygAislKFPyoMRWOFhRWCFx5JICCznNYDAckaIwHJH6FUEBJZX5XBKBoHlhM+rmxFYXpXDOZl0F1gv/neOffjFz7Z31xZ20n5tnXkkM8BDr31nX836zfbapYWdvH/4uSKwklm98o2NwCpf3sl+GgIrPMIIrPBYEgmB5bwGEFjOCBFY7gi9ioDA8qocTskgsJzweXUzAsurcjgnk84CK3tTng14cJxtyM61O8/bw5rUq+7MI5kBfl+5wa5+ZGLwiDvP6xkcOB/mQGCFSTO1sRBYqeUf9tMRWOERRWCFqXtGAgAAIABJREFUx5JICCznNYDAckaIwHJH6FUEBJZX5XBKBoHlhM+rmxFYXpXDOZl0FliffLPI/vPBbOvYqoFddnwXZxblEeCZ92fZp1N/se47NrXzDusY6iMRWKHiTGkwBFZK8Yf+cARWeEgRWOGxJBICy3kNILCcESKw3BF6FQGB5VU5nJJBYDnh8+pmBJZX5XBOJp0F1nWPf25Llq+1/kfvbF12aOTMojwCrFqbbZcPn2g5uXl2y5ndrUXjWqE9FoEVGsqUB0JgpbwEoSaAwAoPJwIrPJZEQmA5rwEEljNCBJY7Qq8iILC8KodTMggsJ3xe3YzA8qoczsmkq8Ca8dMKu/fFqdagTlW75/xelpHhjKLcArz22Y/21sSfrH3LenZlv66hPReBFRrKlAdCYKW8BKEmgMAKDycCKzyWREJgOa8BBJYzQgSWO0KvIiCwvCqHUzIILCd8Xt2MwPKqHM7JpKvAenD0NPtmzu923N5tbP/u2zhzKM8AGzfl2WXDxtu6jTl22XFdrGPrBqE8HoEVCkYvgiCwvChDaEkgsEJDaQis8FgSCYHlvAYQWM4IEVjuCL2KgMDyqhxOySCwnPB5dTMCy6tyOCeTjgJr+aqNduXDE6xyVqYNvnhPq141y5lDeQf46MtF9sLHs23rRrXs1rO6h/J4BFYoGL0IgsDyogyhJYHACg0lAis8lEQyBJbzIkBgOSNEYLkj9CoCAsurcjglg8BywufVzQgsr8rhnEw6CqxRY+ba+1MW2j922dpO2b+dM4NUBMjJzbdrH5tkejOhDnPXoe6uA4HlStCf+xFY/tQijEwQWGFQ/CsGHVjhsSQSAst5DSCwnBEisNwRehUBgeVVOZySQWA54fPqZgSWV+VwTibdBJYOP+8/ZJxtyM61f5+9u23VsKYzg1QFmDx9qT321gxrVLea3XnuHpaZ6XaQFwIrVZUM/7kIrPCZpjIiAis8+gis8FgSCYHlvAYQWM4IEVjuCL2KgMDyqhxOySCwnPB5dTMCy6tyOCeTbgJr7NTF9vT7P1j7bevblSfs4jz/VAe44Ykp9svva+yk/dra3l1bOKWDwHLC59XNCCyvyuGcDALLGeHmAAis8FgSCYHlvAYQWM4IEVjuCL2KgMDyqhxOySCwnPB5dTMCy6tyOCeTbgLrusc/tyXL19qFR3SyXds1dp5/qgN8P3+F3f/SVKtTo4rddX5Pq1o5s8wpIbDKjM67GxFY3pXEKSEElhO+LW5GYIXHkkgILOc1gMByRojAckfoVQQEllflcEoGgeWEz6ubEVhelcM5mXQSWLMW/ml3Pf+1NahT1e4+v5c57rhzZhdWgLuf/9p+WPinHb5nazu0V+syh0VglRmddzcisLwriVNCCCwnfAis8PARqRCBjPz8/HyolJ0AAqvs7GJ3ZmVlWN26NW3FijXuwYiQcgIIrJSXILQEEFihoUx5IARWyksQagLpJLAeeu07+2rWb3ZU3+3toD22DZVDKoMt+m2N3ThiilWpnGn3XdjbalarVKZ0EFhlwublTQgsL8tS5qQQWGVG97cb6cAKjyWR6MByXgMILGeEdGC5I/QqAgLLq3I4JYPAcsLn1c0ILK/K4ZxMugisP9dstIHDJgTzfXBAnzJLHmdgSQrw6BvT7fOZy+zQXq3s8D23K9NTEFhlwublTQgsL8tS5qQQWGVGh8AKDx2RiiBQ4TuwPvnkExs4cKA999xz1qFDh2IXyYQJE2zw4MG2bNkya9Gihb3wwgvBtQgs988VHVjuDH2KgMDyqRpuuSCw3Pj5dDcCy6dquOeSLgJr9Nh59s6kBda7U3M746Ad3SfuWYRv5y63Ia98ay0a17JbzuxepuwQWGXC5uVNCCwvy1LmpBBYZUaHwAoPHZEQWFsSGDFihI0ZM8bWrVtnt912W7ECa+rUqXbNNdfYAw88YO3atdsiCALL/XOFwHJn6FMEBJZP1XDLBYHlxs+nuxFYPlXDPZd0EFg5uXk2YOh4W7cxx246vbtt27SW+8Q9i5Cbl2cX3v+ZZefk2f0X9bJ6taomnCECK2Fk3t6AwPK2NGVKDIFVJmxF3sQWwvBYEqmCbyGcPHmyde3a1U499VS74YYbihVYF1xwgR133HHWt2/fv60ZBJb7xwiB5c7QpwgILJ+q4ZYLAsuNn093I7B8qoZ7LukgsMZ/t8RGvjPTdti6rl178q7uk/Y0woOjv7Nv5vxmJ/yzre3brUXCWSKwEkbm7Q0ILG9LU6bEEFhlwobACg8bkYohUOG3EIqL5NRNN91UrMDq1q2bXXrppTZq1CjLy8uzE044IfilsWLFWhaXI4HMzAyrXbu6rVy5zjESt/tAoG7d6rZmzQbLzeX9ED7UwyWHatUqW0ZGhq1fn+0Shns9IPDX99lqtnLleg+yIQVXAvo+u3r1BsvL8/f77A1PfG4Ll622C47oZLt3aOo6ZW/vHzdtsT3x1gzr0Kq+XXVi4qKuevUqpvcpbdiwyds5klh8BPQPsrVq8X02Plr+X1WvXo3gv5m878y9VvpHFwYEwiKAwCpFYG3cuNE6depk55xzjl188cW2du1a69evn915553WpUsXy83NC6sWFTZORoZZZmYmLCOyAlRL/cee/+Cnf0ElPTR8/iE5/SmXzwwkIlVP/ptVPryT/RR11Olz6ev32Zk/rbBrhk8IttSNuH5fy/rf95Jkc0lF/FVrs+2UQR+YpvjsoAOtRoJvI+T7bCqqlpxn6vusfukfuxnpT+Cv77N5lu/vvxOkDWSxZEAgLAIIrFIEVnZ2diCqdA5WlSpVAu7Dhg2zypUr27nnnssh7iGsRLYQhgDRoxBsIfSoGI6psIXQEaBHt7OF0KNihJCK71sIH3ljuk2ZucwO37O1HdqrdQgz9jvEHc9+ZXMWrbRzDulgPTo2SyhZthAmhMvri9lC6HV5Ek6OLYQJIyv2Bs7ACo8lkSr4GVixBVDaFsI999zTRo8ebU2aNAluuf/++61+/fp2+umnI7BC+BQhsEKA6FEIBJZHxXBMBYHlCNCj2xFYHhUjhFR8FljqSBr40IRglkP672k1E+xICgFPuYd47/OF9vInc61b+yZ2/uE7JfR8BFZCuLy+GIHldXkSTg6BlTAyBFZ4yIhUAgE6sIrowFK76KBBg4Itg40aNbLBgwfb4sWLg22DK1assOOPP96GDx8evJGQQ9zdP18ILHeGPkVAYPlUDbdcEFhu/Hy6G4HlUzXcc/FZYL02br69NWG+9ejY1M45pKP7ZNMgwu8rN9iVD0+0KpUybfjAvsF23XgHAiteUv5fh8Dyv0aJZIjASoRWydfSgRUeSyLRgRWsgcIdWDr3ap999rGRI0damzZtbMOGDXb99dfbhAkTrEaNGqa3Eh511FHBvQgs948RAsudoU8REFg+VcMtFwSWGz+f7kZg+VQN91x8FVi5efl2yZBxtm5jjl138m62/dZ13CebJhGue3yyLVm+zi47rrN1bN0w7qwRWHGj8v5CBJb3JUooQQRWQrhKvBiBFR5LIiGwnNcAAssZoSGw3Bn6FAGB5VM13HJBYLnx8+luBJZP1XDPxVeBNfH7pfbE2zOsZdNadvPp3d0nmkYRRn0y197/fKHt3bWFnbRf27gzR2DFjcr7CxFY3pcooQQRWAnhQmCFh4tIpRBgC6HjEkFgOQI0Q2C5I/QqAgLLq3I4JYPAcsLn1c0ILK/K4ZyMrwLr5ien2MJla+zMgzpYr06JHWbuDCXFAXSIuw5z15sX77+oV9zZILDiRuX9hQgs70uUUIIIrIRwIbDCw0UkBFZy1wACy50vHVjuDH2KgMDyqRpuuSCw3Pj5dDcCy6dquOfio8D6cfFK+/czX1mNqpVsyCV7WlYC50C5E0l9hPx8s/5DPrO1G3LsptO72bZNa8eVFAIrLkxpcRECKy3KFHeSCKy4UZV6IVsIS0XEBQkQoAMrAVhFXYrAcgRIB5Y7QM8iILA8K4hDOggsB3ie3YrA8qwgjun4KLAef3u6Tfp+mR3Ss5Ud0Wc7xxmm5+0j351p46ctscN6tw5+xTMQWPFQSo9rEFjpUad4s0RgxUuq9OsQWKUz4or4CSCw4mdV5JUILEeACCx3gJ5FQGB5VhCHdBBYDvA8uxWB5VlBHNPxTWCp6+iSoeMsPz/fBl/U2+rUrOI4w/S8/evZv9uwV6dZy6a17ebTu8U1CQRWXJjS4iIEVlqUKe4kEVhxoyr1QgRWqYi4IAECCKwEYBV1KQLLESACyx2gZxEQWJ4VxCEdBJYDPM9uRWB5VhDHdHwTWG+Mn2/61a19Ezv/8J0cZ5e+t+fm5dl59441vY1R52DpPKzSBgKrNELp83UEVvrUKp5MEVjxUIrvGgRWfJy4Kj4CCKz4OBV7FQLLESACyx2gZxEQWJ4VxCEdBJYDPM9uRWB5VhDHdHwSWJI1lw2bYKvWZds1J3W1Ni3qOc4uvW8f+so0mzr39+BNhHojYWkDgVUaofT5OgIrfWoVT6YIrHgoxXcNAis+TlwVHwEEVnycEFiOnEq6nUPckwg3BaERWCmAnqRHIrCSBDYFYRFYKYCexEf6JLA+n7HMHn1zujVvWNNuO3v3JM46PUJ/9u1ie+q9H6xDqwZ2+fFdSk0agVUqorS5AIGVNqWKK1EEVlyY4roIgRUXJi6KkwACK05QxV1GB5YjQDqw3AF6FgGB5VlBHNJBYDnA8+xWBJZnBXFMxyeBddt/vrJ5v6y00w5sb306b+U4s/S/fc36TdZ/yDjTSxgfHNDXqlfNKnFSCKz0r3lsBgis6NRSM0FghVdPBFZ4LIlkhsByXAWPvDLVDtx9W6tRrZJjpIp7Ox1Y0ao9Ais69URgRaeWCKzo1FIz8UVgLVy2xm5+corVqFrJBvfvbZWzMqMFuoyzue2ZL23e4lV23mE7WfcdmyCwysgx3W5DYKVbxUrOF4EVXj0RWOGxJBICy3kNHHLZG3ZU3+3soD1aOceqqAEQWNGqPAIrOvVEYEWnlgis6NTSJ4E14p2ZNuG7JXbA7i3t2L12iBZkh9m8M2mBjR47z3p0aGbnHNoBgeXAMp1uRWClU7VKzxWBVTqjeK9AYMVLiuviIUAHVjyUSrhGAqt2jcp2/0W9LUv94oyECSCwEkbm9Q0ILK/Lk1ByCKyEcHl9MQLL6/IknJwPHVhrN+TYgKHjLS8/z+4+v5c1rFP6G/cSnmia3rD497V2/ROfW7UqWTZsQB/LLOHvh2whTNMiF5E2Ais6tdRMEFjh1ROBFR5LItGB5bwGLr3/E5v7yyo746AdrXen5s7xKmIABFa0qo7Aik49EVjRqSUCKzq11Ex8EFjvTPrJRo/90bq2bWwXHdkpWoBDmM0Vwyfa8lUb7PLjd7EOreoXGxGBFQJsT0IgsDwpREhpILBCAmlmCKzwWBIJgeW8Bt4f/6M99Np31qxBDbv9nB7O8SpiAARWtKqOwIpOPRFY0aklAis6tfRBYOXlmw18cLytWpddqqCJFvn4Z/PSmDn2wZSfbZ/dWli/fdoisOJHl7ZXIrDStnRFJo7ACq+eCKzwWBIJgeW8BvQWwqsemWi//bnBLjuui3Vs3cA5ZkULgMCKVsURWNGpJwIrOrVEYEWnlj4IrG/m/GYPjuYf70paVbN//tPufO5ra1Cnqt17QS8EVrQ+gkXOBoEVrSIjsMKrJwIrPJZEQmA5rwEJrDFf/2LPfjjLOraqb5cdv4tzzIoWAIEVrYojsKJTTwRWdGqJwIpOLX0QWENfmWZT5/5ux/+zje3XbZtowQ1xNhc/8JnprLBbzuxuLRrXKjIyWwhDBJ7iUAisFBcg5McjsMIDisAKjyWREFjOa0ACKzsn1wYOm2DrNuTYoDN2t22a1HSOW5ECILCiVW0EVnTqicCKTi0RWNGpZaoFlv6u03/IZwHQwRfvGbzIhlE0gSfenmETv19qR+zZ2g7p1RqBFfGFgsCKVoERWOHVE4EVHksiIbCc14AElsZrn/1ob038yXru1MzOOrjkVyY7PzRiARBY0SooAis69URgRaeWCKzo1DLVAuujLxfZCx/Ptk7bNbBLj+0SLbAhz+arWb8F56S2albHbjxtNwRWyHx9C4fA8q0ibvkgsNz4FbwbgRUeSyIhsJzXQExg6SDTy4ZNsHwzu/+iXlanRhXn2BUlAAIrWpVGYEWnngis6NQSgRWdWqZaYA168gtbsGy1nXdYR+u+Y9NogQ15Ntmb8uzCwWMtNy8/+LthvVpV//YEthCGDD2F4RBYKYSfhEcjsMKDisAKjyWREFjOayAmsBToyXdn2rhpS+zAHtvaMf/Y3jl2RQmAwIpWpRFY0aknAis6tURgRaeWqRRYS5avs+sen2xVK2fagwP6WqWsjGiBTcJsHnj5W5s2b7mdvF8726vr1gisJDD2JSQCy5dKhJMHAiscjoqCwAqPJZEQWM5roKDAiv3FrlqVLHugf2+rUinLOX5FCIDAilaVEVjRqScCKzq1RGBFp5apFFijxsy196cstL5dtrJTD2gfLahJms0n3/xi//lgVrFbLunAShL4FIRFYKUAehIficAKDy4CKzyWREJgOa+BggJLwWL/0nbCP9vavt1aOMevCAEQWNGqMgIrOvVEYEWnlgis6NQyVQIrLy/fBjw43tas32TXnLSrtWlRN1pQkzQb8eo/ZJxlZWbYQ5f2tSqVM7d4EgIrSeBTEBaBlQLoSXwkAis8uAis8FgSCYHlvAYKC6yZC/6we174Jjjn4N4Le1km3fWlMkZglYoorS5AYKVVuUpMFoEVnVoisKJTy1QJrO9+XG6DR31rjepWs7vP7xktoEmeza1Pf2nzl6yyC47YyXZr1wSBlWTeqQqPwEoV+eQ8F4EVHlcEVngsiYTAcl4DhQWWAt444nNb9NtaDjiNky4CK05QaXIZAitNChVHmgisOCClySUIrDQpVJxpNmhQ01auXG+5uXlx3uF+2SNvTLcpM5fZEXu2tkN6tXYPWIEi6C3Velv1Hh2b2dmHbPmmajqworMQEFjRqaVmgsAKr54IrPBYEgmB5bwGihJYk2cstcfenGEtGte0W87c3fkZUQ+AwIpWhRFY0aknAis6tURgRaeWmkl5C6wN2bnBNric3Dy778JeVr/239+mFy3C4c7m51/X2E0jp5jOSB02oI9lFmjPR2CFyzqV0RBYqaQf/rMRWOExRWCFx5JICCznNVCUwMrLN7v8oQn255qNdvWJXa3tNvWcnxPlAAisaFUXgRWdeiKwolNLBFZ0apkKgTV26mJ7+v0frP229e3KE3aJFsxyms0Vwyfa8lUb7Kp+Xa1dy///eyECq5wKUA6PQWCVA+RyfAQCKzzYCKzwWBIJgeW8BooSWAr6wZSf7aUxc6xLm0bW/6idnZ8T5QAIrGhVF4EVnXoisKJTSwRWdGqZCoF1x7Nf2ZxFK+3MgzpYr07NogWznGbzwn/n2Edf/Gz7d9/Gjtu7zeanIrDKqQDl8BgEVjlALsdHILDCg43ACo8lkRBYzmugOIGldvuBw8abftdhpzr0lFE0AQRWtFYGAis69URgRaeWCKzo1LK8BdbvKzfYlQ9PtEpZmfbQwD5WOWvLt+hFi2zyZhN7yU/DOtXsngv+/xB8BFbymJd3ZARWeRNP7vMQWOHxRWCFx5JICCznNVCcwFLgUWPm2vtTFto/dtnaTtm/nfOzohoAgRWtyiKwolNPBFZ0aonAik4ty1tgvT5uvr05Yb713KmZnXXwlgeQR4tqcmeTl5dvFz3wWfAPm7eetbtt3ahm8EAEVnK5l2d0BFZ50k7+sxBY4TFGYIXHkkgILOc1UJLA+mP1Rrvi4YmWYWYP9N/Talar5Py8KAZAYEWrqgis6NQTgRWdWiKwolPL8hZYA4f9dabn5cfvYh1a1Y8WyHKezWNvTbfJ05fZUX23s4P2aIXAKmf+yX4cAivZhMs3PgIrPN4IrPBYEgmB5bwGShJYCv7429Nt0vfL7LDerYNfjL8TQGBFa1UgsKJTTwRWdGqJwIpOLctTYM1a+Kfd9fzXVq9W1eDtgxn6FzlGmQl88cOv9vDr39v2W9ex607eDYFVZpJ+3ojA8rMuZc0KgVVWcn+/D4EVHksiIbCc10BpAuvnX9faTSM/txrVKtmQ/r0tK5OzIwpDR2A5L0OvAiCwvCqHUzIILCd8Xt2MwPKqHM7JNGhQ01auXG+5uXnOsUoKMPKdmTb+uyV2cM9WdmSf7ZL6rIoQPHtTnl1w/6emt1UPvWRPq1W9MlsII1R4BFaEimlmCKzw6onACo8lkRBYzmugNIGlB9z74jc246c/gnOwdB4WY0sCCKxorQgEVnTqicCKTi0RWNGppWZSHgJrU26e9X/gM9u4KY+X0YS4fO576VubPn+5nXpAe+vbZSsEVohsUx0KgZXqCoT7fARWeDwRWOGxJBICy3kNxCOwvvtxuQ0e9W3wJsK7zutJC34h6ggs52XoVQAEllflcEoGgeWEz6ubEVhelcM5mfIQWJO+X2qPvz3Ddti6jl37v+1uzokTwMZ8vcie/XC2dd6hoV1ydGcEVoTWBAIrQsWkAyvUYiKwQsVZ4YNl5Ofn51d4Cg4A4hFYCn/tY5Nt6Yp11v+ona1Lm0YOT4zerQisaNUUgRWdeiKwolNLBFZ0aqmZlIfAuvfFqTbjpxV28v7tbC+6x0NbQDoQXwfjZ2Vm2EOX9rX69aqb/iq+bl12aM8gUGoIILBSwz1ZT6UDKzyyCKzwWBKJDiznNRCvwNIZEjpLot029eyqE7s6PzdKARBYUaqmGQIrOvVEYEWnlgis6NSyPASW3qJ82UN/SZYHB/SxalWyogUwxbMZ9OQXtmDZarvoyE625y4tEFgprkdYj0dghUXSjzgIrPDqgMAKjyWREFjOayBegZWbl28Dh4231es22aAzdrdtmtR0fnZUAiCwolLJv+aBwIpOPRFY0aklAis6tSwPgfXOpAU2euw869a+iZ1/+E7RgufBbN4YP9/0q3en5nbxsV0QWB7UJIwUEFhhUPQnBgIrvFogsMJjSSQElvMaiFdg6UHvTPrJRo/90brv2NTOO6yj87OjEgCBFZVKIrCiVUkzBFZ0KorAik4ty0NgXff4ZFuyfJ0NOKaz7bx9w2jB82A2C5ettpuf/MJqVqtkI67d18zYQuhBWZxTQGA5I/QqAAIrvHIgsMJjSSQElvMaSERgbcjOtUuGjLOcvDy794JeVr92VefnRyEAAisKVfz/OdCBFZ16IrCiU0sEVnRqmWyBNX/JKrv16S+tVvXK9sDFvS0zMyNa8DyZjc7B0nlYg87qYe1a1uMMLE/q4pIGAsuFnn/3IrDCqwkCKzyWREJgOa+BRASWHvbcR7Ptv18tsv26bWPH/7ON8/OjEACBFYUqIrCiVcW/ZoPAik5VEVjRqWWyBZbekKc35e3ffRs7bm/+npKslRPjfEiv1nbi/u0QWMkCXY5xEVjlCLscHoXACg8yAis8lkRCYDmvgUQF1u8rN9hVj0y0SpmZNuSSPTkY1cwQWM7L0KsAdGB5VQ6nZBBYTvi8uhmB5VU5nJNJ1lsIc3LzbcDQcbZuY47ddnYPa96whnOuBCiawPT5K+y+l6Za43rV7cGBfRFYEVgoCKwIFLHAFBBY4dUTgRUeSyIhsJzXQKICSw8c/vr39uUPv9qxe+1gB+ze0jmHdA+AwEr3Cm6ZPwIrOvVEYEWnlgis6NRSM0mWwPpq1m/20GvfWcumte3m07tFC5pns8nLy7eLHvjMdLzEfRfvafVrVvYsQ9JJlAACK1Fifl+PwAqvPgis8FgSCYFln3zyiQ0cONCee+4569ChQ4lrIi8vz/r162dt2rSxW2+9Nbi2LALrp6Wr7ZanvrB6taraPRf0DF5TXZEHAita1UdgRaeeCKzo1BKBFZ1aJlNgDR09zabO+d1O+Gdb27dbi2hB83A2j7wx3abMXGb99m1r++wKbw9LlFBKCKyEcHl/MQIrvBIhsMJjSaQKLrBGjBhhY8aMsXXr1tltt91WqsAaOXKkjR071lq2bOkksLTw7nj2K5uzaKWddXAH67lTswq9FhFY0So/Ais69URgRaeWCKzo1DJZAmvdhhzrP+SzANTQS/pYjWqVogXNw9lMnrHUHntzhrVrWd+u6reLhxmSUiIEEFiJ0PL/WgRWeDVCYIXHkkgVXGBNnjzZunbtaqeeeqrdcMMNJQqs+fPn2+WXX25nnnmmTZo0yVlgTZ37uw19ZZpt06SWDTqje4VeiwisaJUfgRWdeiKwolNLBFZ0apksgaUXzOhFM112aGT9j945WsA8nc26jbl20eCxVqt6Jbvh1O7WuF41TzMlrXgIILDioZQ+1yCwwqsVAis8lkSq4AIrtgCOO+44u+mmm4oVWNo6ePLJJ9t1111nCxYssIkTJzoLLD376kcm2a9/rrcBx3S2nbdvWGHXIwIrWqVHYEWnngis6NQSgRWdWiZLYA16aootWLrGLj6qk+3SpnG0gHk8m1GfzrP3Jy+wHh2b2jmHdPQ4U1IrjQACqzRC6fV1BFZ49UJghceSSAisYA2UJrCeeOKJYJth//797b333ttCYG3cmFPmdTRu6mIbMuobq1Gtst3Xv0+F/Ze3jAyzypWzLDs7t8wsudEfAqplTk6u5ef7kxOZlI2ApIc+nzk5eWULwF3eEOD7rDelCCWRKlWybNOm8L7P/vzrGrv0gbFWs1ple/rG/ULJkSDxEVizfpOdduuHwcVDLv2Hbd24Znw3cpV3BPR9tlKlvz6bjPQnEPb32fQnUvYZVK3KlvSy0+POwgQy8vP5MbMkgTVv3jy7+uqr7fnnn7fKlSv/TWCtWrXeaVUNf22aTZi21Fo0rmX/PqeHVa6U6RQvHW/OzMywGjWq2Zo1bizTce5RzLlWrWq2fn225eYiPdK9vlXli84lAAAgAElEQVSr/vVWrI0bN6X7VCp8/pmZmaaOujVrNlR4FlEAoO+z69ZlmzrEwxjPfzTb3pn4k+3bbRs77V87hhGSGHES0PfZZ96baW+O+9F279DU+h/TOc47ucw3AvpHn+rV+T7rW13Kmk/t2tWD/2byo3JZCf7/fXXqVHcPQgQI/I8AAquUDqzhw4fbo48+avrLv0ZOTo7l5uZa69at7Z133inTWwgLrr6c3LzgjYSLfltru+/Y1M49rOK1j7OFMFrfj9hCGJ16soUwOrVkC2F0aqmZNGhQ01auXB/KPxTk5eXbgAfHmzqBbjh1N2vdvE60YHk+m5o1q9qqtdl24X2fWPamPBt0xu62TRO6sDwvW5HpsYUwHatWfM5sIQyvnmwhDI8lkdhCGKyBwh1Y+hfNQYMG2cUXX2yNGjXaYp0U3kL422+rndfR8lUb7aYRn9u6jTnWb582ts9u2zjHTKcACKx0qlbpuSKwSmeULlcgsNKlUqXnicAqnVE6XRGmwPrux+U2eNS31rxhDbvt7B7phCESuUpgqcPj2fd/sLcn/sQh+mlcVQRWGheviNQRWOHVE4EVHksiIbCKFFgbN260ffbZx0aOHGlt2rRJusDSA6bPX2H3vTTVMjPMrjl5N9t+q4rzL6AIrGh9K0JgRaeeCKzo1BKBFZ1aaiZhCqxH3phuU2Yus2P+sb0d2GPbaIFKg9nEBNbvf6y3K4aPt/Ubc+mES4O6FZUiAitNC1dM2gis8OqJwAqPJZEQWM5rIIwOrFgSb4yfb/pVu0ZlG3RGd6tXq6pzfukQAIGVDlWKP0cEVvysfL8SgeV7heLPD4EVP6t0uDIsgbUhO9f6DxlnOs5gSP89g79/MMqXQExg6Uyz2N8DO7RqYJcf36V8E+FpzgQQWM4IvQqAwAqvHAis8FgSCYHlvAbCFFg6Tv/+l76x6T/9Yds2rWXXndLNKmVlOOfoewAElu8VSiw/BFZivHy+GoHlc3USyw2BlRgv368OS2CNnbrYnn7/B+vYuqFddhyHh6ei7gUF1sZNeTZw2Di6sFJRiBCeicAKAaJHIRBY4RUDgRUeSyIhsJzXQJgCS8ms25BjN4783Fas2mi9OzW3Mw6K/tuAEFjOy9CrAAgsr8rhlAwCywmfVzcjsLwqh3MyYQms2//zlc39ZaWdc2gH69GhmXNeBEicQEGBpbvfnbzAXvl0nrXdpp5dfWLXxANyR8oIILBShj4pD0ZghYcVgRUeSyIhsJzXQNgCSwn9/Ova4M2EuXl5duoB7a1vl62c8/Q5AALL5+oknhsCK3Fmvt6BwPK1MonnhcBKnJnPd4QhsH5fucGufHiiVa2caUMH9LHKWX+9bZlRvgQKC6xNuXk28MHxtnZDjg08rovt1LpB+SbE08pMAIFVZnRe3ojACq8sCKzwWBIJgeW8BpIhsJTUpOlL7fG3ZlhWZoZdf0o327ZZLedcfQ2AwPK1MmXLC4FVNm4+3oXA8rEqZcsJgVU2br7eFYbAen3cfHtzwnzr03krO+3A9r5ONfJ5FRZYmvAHU362l8bMsVbNatuNp3WLPIOoTBCBFZVK/jUPBFZ49URghceSSAgs5zWQLIGlxJ55/wf7dOpiq1+7it10enerU6OKc74+BiirwNLhs/OXrLb5S1bZvF9WWu0alWz7resGv7ZqWNPHqVaInBBY0SkzAis6tURgRaeWmkkYAuvyhybYitUb7ZqTulqbFvWiBSiNZlOUwFL6lz443lauzbZLju5snXdomEYzqripIrCiVXsEVnj1RGCFx5JICCznNZBMgaXktJXwp6WrrU2LunbNSbs65+tjgHgFlkSVhNWPi1cG0mrJ8nXFTqd61Szbbqu6wV/Kt9uqjm2/VV3TnzGSTwCBlXzG5fUEBFZ5kU7+cxBYyWdcnk9wFVizfv7T7nrua2tUt5rdfX7P8kydZxUiUJzAGvP1L/bsh7OsReOadsuZu8MtDQggsNKgSAmkiMBKAFYplyKwwmNJJASW8xpItsBavmqj3TTic1u3Mcf22a2F9dunrXPOvgUoSmAtXr7W5i9ebT8t/au7ShKvqKH2+h1a1LUaVSsFX162Yr39uGSl/fbnhr9dvlWjmrbD1nUCsbWDurQa0aWVjLWAwEoG1dTERGClhnsynorASgbV1MV0FVgj351p46ctsSP6bGeH9GyVuonwZCtOYAlNrEvuwiM62a7tGkPLcwIILM8LlGB6CKwEgZVwOQIrPJZEQmA5r4FkCywlOHPBH3bPC98EuZ5zSEfr0bGpc95hBVi1LttGjZlrf67ZaJWzsqxypQzTf8A3/++sTKtcKdOqVM4KDoit9L//rz+L/e+qVbKscpUq9u2sJTZvsbqsVln2pry/pdi8Yc3gPIhWzesEIqp18zrFTmPdxtygU+vHxRJgfwZx9YbHgqNalSzbfqs61mab+kGXlsRWDbq0nJcGAssZoTcBEFjelMI5EQSWM0KvArgIrNXrNtmgJ6cE2wfvuaCXNaxT1au5VbRkShJY46Yttiff/SE4FuHfZ9OF5fvaQGD5XqHE8kNgJcarpKsRWOGxJBICy3kNlIfAUpLvTFpoo8fODaTP9afsZi2bpv5Qdx00/9yHs4PusLBHreqVg21/27eoa9s1l1yqYxJOLkNdWerkktCS2NKrwwuPk/ZrZ3t33drlMRX+XgRWdJYAAis6tURgRaeWmomLwBr5zkwb/92S4A3HetMxI7UEShJYykxvitQbI889tKPt3sGff8BMLTU/n47A8rMuZc0KgVVWcn+/D4EVHksiIbCc10B5CSwlOvSVaTZ17u/WsE41u/mM7laz2l/b5sp7qNvqqfd+sGnzlgePbtaghnXfsUmpaWzclGebcnItJ1e/59um3Nzg99zcXMuqlGVbN6xh229dz7ZtWtsalNO/COtMLW1RXLBstX0xc5ll5+RZz52a2SkHtLMqldyEWalAInoBAis6hUVgRaeWCKzo1NJFYOkfcXS2prbd33neHqZ/LGKklkBpAiv2Vuom9aoHNfs/9s4DPMpie+NvEhJCEkhCQg1NIPQWQCCAgIiKoqKigly7AhbU+7d7rShixXLvBREVwa5YALFcO9J7DaF3SEJJIJWElP8zkxsuJZDdPd+33+zm/Z6Hx8LMmTPvO5vs/nbmDB9zFSDAMtcbTzIjwPJEtfL7EGBZpyUjEWCJ14A3AZa6de/ZKUuw/3AeWjSMwiPDOyMwQDwFtwKo7eyf/7YZeflFCAoMxBW9m+CS7o1RJcjzRFwt4u5Woh403ncwB69/uQrpmfkayj0wtJMucMvHPQUIsNzTy+TWBFgmu+NebgRY7ullemtPdmCVlADPTFmMPQdycMNFLdC/cwPTp1kp8qsIYBWXAI9NKt2FdcslrdCnY/1KoYsvTpIAyxddO3POBFjW+UmAZZ2WjESAJV4D3gRYKtmUQzkY88FSvVNoYLdGuK5/c/EcXAmgislP+X69rselHnWkb8RlbVGnZjVXup+1jSkASyWp6mT9+5s12LDrsD6yeOfgdujQjNdXu2MyAZY7apndlgDLbH/cyY4Ayx21zG/rCcCas2ofpv20AQ1rh+PZW7sjwPPvncwXyIcyrAhgqaksSU7DpJlJenf6y3cm6i8Q+ZinAAGWeZ5IMiLAkqh3cl8CLOu0ZCQCLPEa8DbAUgkv23AAE2es1bnbfTON+sb2j5V7Mf2PzVBHAKtVDcK158ejb8f6lr35NQlgKU3Vt53fzNmCHxbt0hpfltgYV/Zp5vXdbuLF6VAAAiyHhLdhWAIsG0R1KCQBlkPC2zSsuwBLfTmjaimpmpVP3dz1rJeg2JQyw55BAVcAlur6xLuLkHIol7vnDF5JBFgGm+NBagRYHoh2hi4EWNZpyUgEWOI14ATAUkl//PMm/L5iD0KqBOKZW7uhXkyYeC6nBkjLyMP7s9cfL3aeEF8LN17cAlER1t5YZBrAKtNh+cYDeHd2kr4RsWXDKIwe0sGxumOWm2tjQAIsG8X1cmgCLC8LbuNwBFg2iutAaHcB1kf/2YQ/Vu5BYrs6evc0H3MUcBVgqfckE75dixrhIXj17p76Zmc+ZilAgGWWH9JsCLCkCv6vPwGWdVoyEgGWeA04BbBU4i98tFwXIFdvZtSNfS0bRenaWE3qVhfP6z9LduGL37foOCq+uqkoIT5WHLe8AKYCLJXrvkM5eGv6aqgbDNXW/Xuv7ojGdZ2/AdIWIywKSoBlkZAGhCHAMsAEi1LwF4CVlXsM1cNYeNwdgLV7f46ufVU1OBAv3dkTkeEhFq0qhrFCAVcBlhprzAdLsDMtG9cPiMeFXRtaMTxjWKgAAZaFYhoQigDLOhMIsKzTkpEIsMRrwEmAlZGVj6ffX4yco4UnzUMd84tvoGBWNFo2jESTejUQ5GK1d7U9/b3Z67E9JVPHVNdsD+0fr+tB2fWYDLDUnFXBenVkM2l7uq47oXahsYjqmVcDAZZdrxTvxyXA8r7mdo3o6wBLHe3+bfkezJi7FS0bRuOuq9pV6h0o7gAsdeugun3w2vOb45LujexaYozroQLuACx1+/Ob01fr3eCv3dNbQ0k+5ihAgGWOF1ZkQoBlhYqlMQiwrNOSkQiwxGvASYClklfH27buy8TmPYexeXcGNu89ov/fqU/rxlFo2aim3qHVqlFUufOevWAnvvlrq/47VZz9tkvbIL5BpFijigKYDrDK8v9mzlbMXrhT/2fv9vVw26DWFU2tUv49AZb/2E6A5T9e+jLAUjuNP/hxA9RNsWWP2mn84LCESnus21WAtTApFe9+t16XGXhhRA//WdB+NBN3AJaa9vPTlukvGYf0bY5BiQSSJi0FAiyT3JDnQoAl17AsAgGWdVoyEgGWeA04DbDKm8DO1GxsUkBrTwY27z6CIzkFpzVrHld65LBVo2iEhVbBhz9t0NvS1XN5zya4qk9TsTauBvAVgKXms2rLQUyelYSjBUX6KOHoqzsipoa1NcFc1c3UdgRYpjrjfl4EWO5rZmoPXwRYmTkF+PKPLViwLlXLqnYC9+0Uh6Ub0pCema+/aHlwaAJiI0NNld22vFwBWOr31GPvLITS8eHrO0N9kcXHPAXcBVjJOw/j1c9W6Pdur93dy9Yd8uapZXZGBFhm++NudgRY7ip25vYEWNZpyUgEWOI1YCLAOnVShzLzda2sTbszsGn3Yew58L9vsU9s27R+Ddw+qDXqxYSLdXEngC8BLDUvdcxS1cXafzhPv4G868r2aNsk2p0p+3VbAiz/sZcAy3+89DWA9cuy0uOC6gi3enq1r4dr+zXTNRkVkHn9y1XYlZaNiGrBGmJVttqErgCsz3/bjJ+X7kaXlrG456oO/rOY/Wwm7gIsNf2XPlmh389deV5TXNGriZ8p4rvTIcDyXe/Ky5wAyzo/CbCs05KRCLDEa8AXANapk1Tfym7ec+T4kcOUg7m4vFcT9O/cAAEBYkncDuBrAEtN8MS6WEoz9SbyssQmjujntuA2dyDAsllgL4YnwPKi2DYP5SsAa4s6LvjDBqQcKv2iRYGpmwe2Pu1yEnVU/q2vViN5ZwaqBAVi9NXt0aFZjM0qmhO+IoClvmh56r1FCAgIxMt3JupLSPiYqYAnAEsdIVRHCUOCA/H66PMQVtW+OqVmqmZmVgRYZvriaVYEWJ4qd3o/AizrtGQkAizxGvBFgCWetMUBfBFglUkwa/4OzJi7Tf9nu3NqYtiAeNT38g42i+0QhyPAEktoTAACLGOsECdiOsBSu6o+/30zFiWl6bmqnVXXnd8cvTvUO+vcFeyau2afbnPLJa3Rp+PZ24uFNCRARQDrlU9XYsOuDF0OQJUF4GOuAp4ALDWb8Z+vRNKODFzaoxGu6dfc3AlWoswIsPzLbAIs6/wkwLJOS0YiwBKvAQIssYTwZYClZq9uBZo0c52ui6WeRnUi0LVlbXRuUQv1Y717HFPuhjwCAZZcQ1MiEGCZ4oQ8D5MB1qnHBQd0bah3tbq6q+TEC0gGJTbGkL7N5IIZHuFsAGvZhgP65lxVG+yVu3oaPhOm5ynA2p6SheenLdW3cb56T0/UCAuhmA4rQIDlsAEWD0+AZZ2gBFjWaclIBFjiNUCAJZbQ5wGWUiAtI08Xd1fb+k98VJFhBbK6tKgNVWOsMjwEWP7jMgGW/3hpIsBSR9mn/fS/2wVVkfEbLmrpUR3Gstv2lGOJbetixOVt/Me8cmZyJoBVUFiER99eqC9vue+aDujUPNavdfCHyXkKsNTc35y+Wn+JpqDv8AHx/iCHT8+BAMun7TsteQIs6/wkwLJOS0YiwBKvAQIssYR+AbDKVFAF81ds2o/lGw/oAqsnPtHVQ5AQXwtdWtbx69ugCLDkrwlTIhBgmeKEPA+TANapxwVVfaa/XdgSCfEy2LJx12FdF0vthlU37CqAo24u9MfnTADr6zlb8f3CnfpI+wNDO/nj1P1uThKApS4yePaDJVqTF0b0QL2YML/Tx5cmRIDlS25VnCsBVsUaudqCAMtVpdjOFQUCSkpKSlxpyDblK0CAJV8Zvn6E8EwK5BwtxMpNBzTMWr314EnN1O2FpTCrlt99Q06AJX9NmBKBAMsUJ+R5mACw1E7VFRv347sFO44fuba6RtO+Qzm6NlBGVgHiYiPw4LCOiIrwvwLm5QGsA4eP4tFJC/RieXFkItQOYD7mKyABWGp2E75dg+UbD6J5XCT+cWMX8yfsxxkSYPmXuQRY1vlJgGWdlozEHVjiNUCAJZbQr3ZgnUmN/GPFepu/2p21esvB4x/eVPuQKoH69qwurWqjY7NYn98xQIAlf02YEoEAyxQn5Hl4G2ApgL917xH9Z0dqJrbuy0Tu0cLjEzm3VS0M7d/Cltvx1PG5179Yid37c6B2vqqdSApm+dNTHsB648tVWLstHYMSG2FIXxb19hW/pQBL7fz+xzsLcayoGDcNbIV+ner7ytT9Lk8CLP+ylADLOj8JsKzTkpEIsMRrgABLLGGlAFinqpS0PR3LNu7Hqs0Hda2SEx9Vv6VfQhziG0TKxXUgAgGWA6LbNCQBlk3COhDWToClAP2OlExs23dE1wHcti8T6Vn55c4yvkEUrunXFOqfdj7qGOG/v1mD9Tsy9JcC91/TES0b2TumnfM5NfapAEt9MfLWV2tQIzwEr9zZEyHBgd5Mh2MJFJACLDX0z0t34/PfNuu1/uKoRESGs6C7wBKPuxJgeSydkR0JsKyzhQDLOi0ZiQBLvAYIsMQSVkqAdaJqW/YewYpNB7Bi4wHsP5x3/K8a1ApH/84NkdiuLqr60IcRAiz5a8KUCARYpjghz8NKgKUg1da9mXpn1c7UbOw9mF1ugmrXU+O6EWhStwaaN4hEk7rV5RNxM8KUH5Ixb02K7jXqirbo3qaOmxHMbH4qwHrk7QU4eOQo7hzcDt1a1zYzaWZVrgJWACwV+LmpS7EjNQtdWsbinqs6UG0HFCDAckB0G4ckwLJOXAIs67RkJAIs8RogwBJLWOkB1okKqp0MC9el4tflu7HvYI7+KwWv1K6s/l0aoEEt84/BEGDJXxOmRCDAMsUJeR5SgJWZW4BJM9Zhw66TL6coy0wd1TunXqT+0yyuBs6pV8MY8D574U58M2erTvWafs1xaY9GckEdjnAiwFI1xb79axtaNIzCY3/r7HBmHN5dBawCWAokP/VeaUH3+6/toEsS8PGuAgRY3tXb7tEIsKxTmADLOi0ZiQBLvAYIsMQSEmCdQUJ1xfwfK/dgUVLa8RbN4iJxfkIcerarKxfepggEWDYJ60BYAiwHRLdpSAnAUjt7Xvl0hd7hox51TEkBqqb1S3dWNa0XiephwTZlbk3YBetS8d7s9TqY2qE07IJ4ny7uXgaw9mfk4fF3FqKwqBjP39HN72p9WeO+2VGsAlhqlgrUKmCrLi4YN7KHz9fUNNu507MjwPI1x86eLwGWdX4SYFmnJSMRYInXAAGWWEICrAokzM47po/A/L5iz/EPkOoWw97t6+GCLg1RKypUboKFEQiwLBTT4VAEWA4bYOHwngKslEM5eOXTlbpWn7rV7u4rO6Bh7XALM/NeKLV77K3pq6B2ugYHBWJQzya4pEcj/e++9pQBrLemr9ZH0Ad0bYDhA1r42jSYLwArAZYSVAFNdeMn14T3lxcBlvc1t3NEAizr1CXAsk5LRiLAEq8BAiyxhARYbkiobpias2qv/sBS9rRuHI3zOzdA15a13IhkX1MCLPu09XZkAixvK27feJ4ALFXf6tXPViA3v1BDq4eGdTZ+p1VFCqYcysXHP29A8s7So5A1a1TFdefH+1zdKAWw5q/ai1c/XYGIasF46c6eCKsaVNH0+fcGKmA1wFK7t1/8eLme6ZM3ddU7Jfl4RwECLO/o7K1RCLCsU5oAyzotGYkAS7wGCLDEEhJgeSBhRlY+/lixB3PXpBy/xVAdGTivQz19g2F09aoeRLWmCwGWNTqaEIUAywQXrMnBXYClPgS/8eUqqNv8VPH1h4YlQO389Jdn5eaD+Py3TThwuPRYZPO4SPztopZoXMf8OoMavNUMx4hxv+j8b720tf7Zz8c3FbAaYCkVPvzPBvy5ch/qx4Zj7B3dfVMYH8yaAMsHTTtLygRY1vlJgGWdloxEgCVeAwRYYgkJsAQSFhWXYOWmg/hj5e7jOwoCA4D2zWJ1raz2TWMQECAYwIOuBFgeiGZoFwIsQ43xIC13AFbyzgy8+eVqHCsqRuvGUbj/2o4IqeJ/u3sKi0rw67LdmDV/uwZ16mdlr/b1cE2/ZqgRFuKByt7r8ufqFHz4Y7LeGTfmNgIK7ylv/Uh2ACy1nh+btBDq8oUhfZtiUGIT6xNnxNMUIMDyr0VBgGWdnwRY1mnJSARY4jVAgCWWkABLLqGOkJaep+tkzVu7D3n5Rfr/qZvBzk9ogD4d66NGuHc+kBFgWWSoAWEIsAwwwaIUXAVYyzcewIRv1+pROzWPxX3XdLAoA3PDqDqDX/25BX+tTtFJhlQJxJXnNcXA7mbeVrh7fw6embJY5/r0LefqHXJ8fFcBOwCWUmP11oN4a/oaLcxLdyaidlQ13xXJRzInwPIRo1xMkwDLRaFcaEaA5YJIbOKyAgElJSUlLrdmw9MUIMCSL4qgoABERoYjPT1bHowR9K6Jpcn78dvyPdieknlckc4taumi72pHhZ0PAZad6no3NgGWd/W2czRXAJa6LGLKD8k6jR5t62Dk5W3tTMm42LvSsvHJLxuhjk+qJzYyFNcPaIGE+FhjclXF9J+bugQZWQXo26k+bh7YypjcmIhnCtgFsFQ2b89Yi6UbDqBloyg8OryzZwmyl8sKEGC5LJVPNCTAss4mAizrtGQk7sASrwECLLGE3IEll/CMEdQHst9X7Mai9WkoOFas29WJrqbrZJ3Xob4tNW0IsGw01MuhCbC8LLiNw1UEsP5YuRcf/WejzqBfQn3ceFErrx8/tnH6boVetvEAvvx98/FbX1s2jMKNF7fU9YScfNSxsLEfLsO+gzlo3SRa1yXz8glxJ6fvt2PbCbDU7sJHJy3Qu7JvG9Ra317Mxz4FCLDs09aJyARY1qlOgGWdloxEgCVeAwRYYgkJsOQSVhhBffCZvzYFf6zYi32HcnT7oMBAnNu6lq6VFd/Aul1ZBFgV2uEzDQiwfMaqChM9G8D6bsEOfPvXNh1jUGJjDOnbrMJ4/t6gsKgY/1myG7MXbEf+sWKo2oLqKPaQfs0R7kAx+6LiYrzy6Uq9O0yBtPH390HB0WMoKir9YoKP7ypgJ8BSqpTtrKxWNQgv39lT31rJxx4FCLDs0dWpqARY1ilPgGWdloxEgCVeAwRYYgkJsOQSuhVh0+7DulaWqnWjisCrp35MOM7vHKcLGIeGyIo1E2C5ZYexjdVRpbdnrEP+sSKoHShtz4nR/wwJDjQ2ZyZ2ZgXOBLA+/XWzLmSunusHxOPCrg0p4wkKqCLY0//Yqr8AUE9Y1Sq4ovc5uKBLAwQpquWFR/2Y/tfXa7B6y0HUrF61tO5Vw2gcOZJHgOUF/e0ewm6ApfJ/6ZMVUL/7K+PRYLv9OzE+AZY31bZ/LAIs6zQmwLJOS0YiwBKvAQIssYQEWHIJPYqgjhbMWZWCP1fuwaHM0qvkqwQFonf7uhg2IN7jW8cIsDyyw6hOG3cd1oW81Ro59WmhYVZNtGkcjWZxkUblzWTcA1hTf0w+Xrj8poGt0K9TfUp4BgV2pGbh0182Ycve0vpYqnC6KnAfFVHVds3KfFI7v564qSvq1gxDzZrhBFi2K++dAbwBsA4eOYonJi/SNTIfvr6z7bUwvaOceaMQYJnniSQjAiyJeif3JcCyTktGIsASrwECLLGEBFhyCcURVm85hD9X7tW3Fqmn3Tk18cDQTh7FJcDySDZjOn2/cCe+nrNV59M3IQ59OsUhadshrN+ejg27Mk7Ks2pwIFo1qok259RE23Oi9U4+PmYqcOoOrEkz12FJ8n6d7Kgr2qJ7mzpmJm5YVkqzD3/agNz8QkSGh+D+azvaegvgrPk7MGPuNn0z4qN/64Jz6pXeOEiAZdjCEKTjDYCl0vt56W58/ttm1KxRFeNG9vD4SyrBVP2+KwGWf1lMgGWdnwRY1mnJSARY+OOPP/DAAw/gk08+QZs2bcpdE7Nnz8bEiRORkZGBmJgYPP300+jWrZtuS4AlfxnxFkK5hlZFSE3P1UcNMnMK0Kl5rN5h4O5DgOWuYma0zzlaiMmz1mHttnSd0K2XtsLFPZogICAAOTn5+v+piwAUxErano512w8h5VDuScnXCAtBu6Y10aZJTf1P9d98zFDgRID15vTVWLP1kE7s/ms7oGMzc27ZM0Ots2eh1v2b01fhwOHSnat3XNYGPdvVtTz1v1anQO2+Us+DQzvpnY9lDwGW5XI7FtBbAEtNcMzUJdiZmo2B3RvhuvObOzZnfx2YAIQkmLEAACAASURBVMu/nCXAss5PAizrtGSkSg6w3n//ffz+++/Izc3FCy+8cEaANWHCBFx55ZWIi4vDkiVLcN9992HhwoX6gx0BlvxlRIAl19DKCOrD2YsfL9fHx7q3roNRg9u6FZ4Ayy25jGisjkf986s1OJydj5gaoRh9dQc0rhuBioq4q/Zq917S9kNYvzMDuUcLT5pPvZhwvbNH1c6qGhKE+rFh/NbfIccVwAoJDcazkxdi4+7DupbZ36/thFaNrLvAwaGpOTKsutXt7RlrsW57KfC96NyGGHZBvGW5rNpyUL8m1TPy8ra6dtGJDwGWZVI7HsibAGv3/hw8M2WxnvOY27qjYW3umrVyARBgWamm87EIsKzzgADLOi0ZqZIDrEWLFqFz5864+eab8dRTT50RYJ26UBISEvDnn38iMjKSAMuCVxEBlgUiWhxCvcl98eNlULcXqmu31fXbrj4EWK4qZUa7smMlKpv2TWti1BXtEPbfW9YqAlinzmB7SibW78jAum2HNCQp71HHV9RRQ3WTWlyt8P/+ewTUDVl87FNA3aQ3/ouV2LLniNb6oWEJOKdeDfsGrCSRp/+5BT8u2qVn27ZJNO6+qoN4LaubBl/9bCXUTYhD+zfHxd0anaYmAZb/LDBvAiylmjoiro6Kqzpu6kIAPtYpQIBlnZYmRCLAss4FAizrtGSkSg6wyhbA0KFD8cwzz7gEsLZs2YJRo0bht99+0925A0v+MiLAkmtoRwQFI175dIW+Qn5AlwYYfmELl4YhwHJJJscbKTj5/vdJWL6xtO7Zlec1xRW9mpyUl7sA68TO6rhh8s4MbNqTgb0HcvSfsssCypu8qiekdmjFxUagXmwp4GpQKwKqcDUfmQIFhUV4+ZMV2J6ShYhqwXhkeILWlo81Cixen4Z3ZiXpYLWiQvXOtnoxYR4F33swG2OnLdM/d9WNkOpmyPIeAiyP5DWyk7cBlhLhsUkLsf9wHm8etXhFEGBZLKjD4QiwrDOAAMs6LRmJAEuvAVcBVmFhIW655Ra9Y+vCCy/UfQ8fPrkGDBeV+woogBUeHorMzDz3O7OHrQqo2+jGTluqxxjc+xxc40LNjOrVqyE3N5/Xu9vqjCz4rrRs/HP6KqRl5OndVvdd0/Gk+jpl0UNDg/VR6by8AtmA/+2tQMqe/aUwS31Q37M/W//7wSNnfu1HVKuCjs1r4c4r21mSQ2UM8voXq7By0wE0qlMD9w7pgLox1SqjDLbOeUdKFl77bAWO5BQgNCQIo4d0QMfm7tUWUzfFPfP+Yl2DsGf7urjryvZnzLlGjWq6Nl1RUbGt82Jw+xWoVi0EJSUlOHr09Ftf7Rp90+4jeH7qEn2k+5W7eyImMtSuoSpVXHVUOyysKrKy+H7WH4yPjKyGrKyjKC4u8YfpODqHqCjPvtRxNGkObqwCASXqt2Ylf1wBWMXFxXjooYfQuHFj3H///ccVO3asqJKrZ830q1QJQmEhtbRGTWujrNp8AM+9X1oz4+ZL22Bwn6ZnHUB9A6k+VPEni7U+WBXtt2V7MOGrVTpc8waRePTGroiJLB9oBAYG6HZ2v3nLP1aE3WkKaGVhV1oWdqVm6X/fn/G/DwF3XtUBF3U//SiVVbr4a5zJM9bip0U7ERtVDa/ddx4L69to9JGcfLz04TJs3Fl6W+eNl7TGVX2buTRiVu4xPD5xHvYdzEGn+Fp4+vbuFf6cLSwkvHJJXMMbeevn7KkyvPPtGvxn8S50blkbT95aejERH5kCAQGAglh8bcp0NKU3P5tY50RwMMtEWKcmIxFgubADSzG+J554AuHh4fqfJz48Qih/EfEIoVxDuyOcWFD4hotaon/nuDMOySOEdrvhWXy1++nDnzZiwbpUHeCCLg3wtwqOhUqOEHqW5cm9VM5LkvdjyvfJCKkSiOfu6I7aUdw95Kq2Py3ehS//2KJ3BD1zaze0bhaL9PQcV7uznYcKfPDDBsxds0/37ta6Nm6/rA2CgwLPGO1YUTFe/Gg51GUKqi7Ro3/rgqrBZ26vAvEIoYfmGNjNiSOESgZ1jPwfkxfpyzvuHNxOr1U+MgV4hFCmn2m9eYTQOkd4hNA6LRmJRwj1Gjh1B5babTVmzBjce++9iI2NxfPPP6+3dz/99NOnrRkCLPnLiABLrqE3IiiQ8M6sdXpn1dmujSfA8oYb7o2Rlp6Ht75ajdT0XP1BesTlbdG1Va0KgzgNsMoSnPxdEhYlpembEZ+6uRv+uzGswvwrcwP1ep00cx2CAgPw0PUJaNOkJtRxCAIs76yK31fsxae/btK7FxvVicDfr+2IqIiqpw2u/v7N6av1bYaqftZTN5+r65RV9BBgVaSQ7/y9UwBLKbR660G8NX2NrjX48l29EMbLNEQLhwBLJJ9xnQmwrLOEAMs6LRmJAKtcgJWfn48BAwZgypQpqFKlCi666CIEBp78beiDDz6IkSNHsoi7Ba8iAiwLRPRSiL9W78PUHzfo0VR9lnPLgSAEWF4yw8Vhlm88gPe/X6+/bVe7l+6/tgPqxbh2dbopACs3vwhPvlu6U+Cafs1xaQ8eJTyb/ap23cufrtBNynZWqGMtBFguvmgsaqZu4vz312uQc7QQ1cOCda25ZvVPvvnxvdnr9a7IGuEhGl7F1DgdcpWXDgGWRSYZEMZJgKWmP3HGWizbcADdW9dBv4Q4vRY9vYTAADkdTYEAy1H5LR+cAMs6SQmwrNOSkQiwxGuAO7DEEoIAS66hNyP8smwPPvt1kx5SwZCOzU4uVEyA5U03zj7Wxz9vhNoJop7OLWrpnXPqOJmrjykAS+WbvPMwXv2sFMqMua07GtZ2DcK5Old/abfvUA5e+HAZ8vKLcF3/5hjYrRT2EWA547AqzP7Pr1Zjz4HSo5u3XdoavTvU0//+1Z9b8MOiXfq44BM3dXXrZkgCLGf8tGNUpwGWujTgsXcW6i85yh51K2yrxtF652bbJjVR00Wwaoc+vhSTAMuX3Ko4VwKsijVytQUBlqtKsZ0rCrAGlisqnaUNAZZQQP3BKgCRkeFIT8+WB2MErygwe8FOfPPXVj3WI8M7o1WjqOPjEmB5xYIKB5kxdxtmzd+h2w3t3xwX/xdkVNjxhAYmASyV1me/bsYvy3ajfkw4xo44e5Frd+bpL23VDrWx05YhPSsf5yfE4caLWx6fGgGWcy7nHyvGe7PXYfnGgzqJAV0aoHZ0mD5iqJ7Hb+iM+Ab/+xnqSqYEWK6o5BttnAZYSiW1y3XDznQk78xA0vZ0fdz8xKdOdDUNtFo3ronWjaP1jkLpk3IoBwcOH9WXdew/nIf9GaVjqiO0YaHBeieYOtoYHhqM6mEh+sbc6tWCEV4tuMIacdLcPO1PgOWpcmb2I8CyzhcCLOu0ZCTuwBKvAQIssYQEWHIJHYlQtntAFdd++PoENIuL1HkQYDlix0mD5h4txEMT5+tv1B++vjNaN3bvw3FZMNMAlip2/cz7S/SHK7WzSO0w4lOqgPL6xY+XYff+HCTE18K9Q9qfJA0BlvMr5bsFO/DtX9tOSkT5pPxy9yHAclcxc9ubALBOVUfB8KTtGVi77SDW78hAdt6xk5rExUagdZMovUOrRcPocmtnqT5qB2JaRi4OZChQlYsDh/OQlpGnj4NLH1VTTkGtGv+FWxHVSv/9sp7nIKSCSxCkY5+pPwGWXco6E5cAyzrdCbCs05KRCLDEa4AASywhAZZcQscilB1RU8fSHh3eRRfZJsByzI7jA3/z1zbMXrADXVrG4p6rOnickGkAS01E3dT23NSlek6e7FzxWAzDO47/YpXeOaFusXvshs4IqXLyUVECLDMMVDe6vjNzHdSurFsuaY0+HUuPE7r7EGC5q5i57U0EWKeqte9gjgZZ67YfwsZdGXr9nvionztN69eAOo6ooJX6kuHEI4nlqa8uLVB1GWtFVdO7rcp7CgqLkXv0mI6laskVHCvSME39e97RQqgvNU59VG1OVaPTiYcAywnV7RuTAMs6bQmwrNOSkQiwxGuAAEssIQGWXEJHI0z5IRnz1qQgrGoV/OPGLmgbXxtZWXkoLDz9jaWjiVaSwdUb+4cmzNMfMNQxO3XcztPHRICl5qLgnIJ0MTVCMXZED2OPk3iqu7v9ygqBq2M+qpZSebfYEWC5q6p97VWdsvXbMzCgawOPByHA8lg64zr6AsA6VbSte49g/c4MJO/IwIZdGeVqqr7YqlOzGmIjQ1EnOgy1osJQO7oUWKn/Z9WTlXsMatdxZm4B/vX1Gg24rju/OQZ29/5lHwRYVrlqRhwCLOt8IMCyTktGIsASrwECLLGEBFhyCR2P8PaMdVi6Yb/evv/S6N6ICAkkwHLIla/nbMX3C3fqGyKl30KbCrCUtM9PW4btKZl6B4vayVJZH3UkTR1NU7Vinr6lG9SuhvIeAiz/WiEEWP7jpy8CrBPVLygswqbdR7A7LQs1/wurFKAqD6Tb7dqm3Yfx0iell308OCwBbZtE2z3kSfEJsLwqt+2DEWBZJzEBlnVaMhIBlngNEGCJJSTAkkvoeISi4hL9zeearYcQE1kNT97cBZFh5R8JcDxZP05AffP88MT5evfVCyO6o55g95WSyWSApYr+PvnuYhQWFeOBoZ3Q7pyafuxs+VObvzYV73+/HsFBgfjHjV31Ed4zPQRY/rU8CLD8x09fB1imOfHz0t34/LfNqFY1CM/d3gMxXrxBkQDLtNUgy4cAS6bfib0JsKzTkpEIsMRrgABLLCEBllxCYyKM/3wlknZk6FoYT97U1Zi8KksiX/6xBT8t3oVurWvjzsHtxNM2GWCpyf2+Yi9UHTa1808dl3TiG3+xyB4GWLstHW98uUr3vv+aDujYPPaskQiwPBTa0G4EWIYa40FaBFgeiFZBl3dmJmFxcpr+EueZW871WlF3AizrvXQyIgGWdeoTYFmnJSMRYInXAAGWWEICLLmExkRQV3E/8vZ8XY/itkGt0bu9ZwWKjZmQDyWi6n88PGGBLmr74shEXXtE+pgOsNT8yoqXl3fznnT+pvbfmZatbxwsOFaMmwa2Qr9O9StMlQCrQol8qgEBlk/ZddZkCbCs91Idaxw7bRn2HMgRX2biTnYEWO6oZX5bAizrPCLAsk5LRiLAEq8BAiyxhARYcgmNirBowwFMnrFW74Z55a6eUIVc+divwBe/b8Z/luxG9zZ1MOqKtpYM6AsAS13H/uR7izU0veOyNujZrq4lczc1yKHMfDw/dakuWHxJj8a4tl8zl1IlwHJJJp9pRIDlM1ZVmCgBVoUSedQgPTMfT72/CHn5RbimXzNc2qOxR3Hc6USA5Y5a5rclwLLOIwIs67RkJAIs8RogwBJLSIAll9CoCFFR4bj/9T+we382LujSAH+7sIVR+fljMqr21QP/no+i4mK8OCpRX01uxeMLAEvNc+Xmg7oGm4Kl40b2QFREVSumb1wMdcOkgleq/pe7x0QJsIyzU5QQAZZIPqM6E2DZZ8f6HRkY/8VKPcBDwxLQurG9Rd0JsOzz0onIBFjWqU6AZZ2WjESAJV4DBFhiCQmw5BIaFSE6OhxrNqXhmfeXIDAAeP6OHqgXE2ZUjv6WzGe/bsIvy/agR9s6GHm5NbuvlEa+ArBUrpNnrcei9alo1SgajwxP8DeLS+HkxyuwbV8mWjSM0h/GqgQFuDxPAiyXpfKJhgRYPmGTS0kSYLkkk8eN1K286nZebxR1J8Dy2CYjOxJgWWcLAZZ1WjISAZZ4DRBgiSUkwJJLaFQEBbCysvIweVYS5q1JQXyDSDx+QxejcvSnZI7kFOD//jVPT8mq2ldl+vgSwFL11556byEysgpww0Ut0b9znN/YrI7A/Pub1UjeeRj1Y8Lxj5u6Iqyqe0dzCbD8ZjnoiRBg+Y+fBFj2eznx27VYtvEA6seG4+mb7SvqToBlv5feHIEAS662Ku/w05JdGDWkozwYI1CB/yoQUFJSUkI1PFeAAMtz7cp6BgUFIDIyHOnp2fJgjOC4AmUAKyMzXxd0zz9WrHcFqd1BfKxX4JNfNuG35Xt07SdVA8rKx5cAlpq3AjyvfrYCwUGBGHN7N9St6fs7/1StK3W75+79OageFoxnbumGmh5cC0+AZeUrw/lYBFjOe2BVBgRYVil55jjqfciYD5YgNT3X1qLuBFj2e+nNEQiw5GqX3Rb93fjB8mCMQAUIsKxZAwRYch0JsOQamhShDGAVFhbj9xV78PHPm1jQ3SaD1O6rhybMR3FJiaW1r8rS9TWApfIuA3qN60bgqZu76WOsvvocPHIUL3+yAocyj2po9fD1nVEn2rP6ZgRYvroKys+bAMt//CTA8o6XqnbgM+8v1l+qDenbDIMSrS/qToDlHS+9NQoBllzpp95bgr0Hs0GAJdeSEf6nAHdgCVcDAZZQQIBHCOUSGhXhRIClEnv6/cX6KuuLzm2IYRfEG5Wrryfz4X824M+V+2zZfaW08UWAdayoWK+5tPQ8XHleU1zRq4lP2rwzLVvvvFIF+uNiI/DgsI6i4vQEWD65DM6YNAGW//hJgOU9L1dvOYS3vlqtB3xwWALaNrG2qDsBlve89MZIBFgylXekZuG5qUtRNTgQX710uSwYe1OBExQgwBIuBwIsoYAEWHIBDYtwKsAq+wXGgu7WGnUoMx+PTVoAdQp8nIU3D56YpS8CLJW/WnNjP1ymp6KO3DWsHW6t+DZH27DrMP751WocLShC87hIPDC0k75hUfIQYEnUM68vAZZ5nniaEQGWp8p51m/mvO1Qf1RR92dv7Y5aUaGeBSqnFwGWZVIaEYgAS2bDtJ82YM6qfejTsT4evulcWTD2pgIEWNatAQIsuZY8QijX0KQIpwIsldv73ydj/toU/WH8HzeyoLsVfpW9Mejdvh5uG9TaipCnxfBVgKUmUvYhRd2A+dzt3RAUGGiLRlYHXb7xACbNXIei4hJ0aBaD0Ve3R5Ugee4EWFY75Ww8Aixn9bdydAIsK9WsOJaq/Kt2Ya3ZekjXSXz2tnMRUkX2BUHZqARYFevvSy0IsDx3Sx3Vvf+ff6HgWDGevKkLunds4Hkw9qQCpyjg6A6s/Px8rFq1CqmpqRg8uLS4W0FBgf5nSEiIT5hFgCW3iQBLrqFJEcoDWOoY1CNvL9A7Su4c3BbdWrOgu8Qztfvq0bfn6xAv39ULMR4U9XZlfF8GWMUlwPPTlmBnajYuPLchrveB46t/rU7B1B+TtTWqKP9tg9pYVsOLAMuVFe87bQiwfMerijIlwKpIIev/Xr0XeWbKYhw4fBQJ8bVw75D2lgxCgGWJjMYEIcDy3Iq5a1LwwQ/JugTC83d0Q61a1T0Pxp5UwBSAtWXLFtxxxx3Izc1FZmYmNmzYoFP7/PPPMXfuXEyYMMEnzCLAkttEgCXX0KQI5QEslV/ZTSRREVXx0qhEhATLd5WYNG9v5jLl+2TMW5sCO3dfqfn4MsBS+adl5OHp9xZD1cW6rn9z9O8cZ9k37Vb7PWv+DsyYu02HvaxnE1zdp6mlQxBgWSqn48EIsBy3wLIECLAsk9KtQCmHcjBm6lK9Q+Safs1xaY9GbvUvrzEBllhCowIQYHluxwsfLcfWvUdww0Ut9XsvAizPtWTP0xVwbAfWDTfcgL59+2LEiBFo27YtkpKSdHa7du3Ctddei8WLF/uEXwRYcpsIsOQamhThTABL5fjMlCXYvT8bgxIbYUjf5ial7TO5qN1XD08s3X316t327b7yB4Cl5jB3zT588EPpFyThoVUwsHsTXNAlTlxTysoFU1aMX8W88eKWOD8hzsrwOhYBluWSOhqQAMtR+S0dnADLUjndCqaObE/4dq3u8+DQTmh7Tk23+p/amABLJJ9xnQmwPLNk36EcPPnuYl3+4M17eyMstAoBlmdSstcZFHAMYHXo0AGLFi1CWFjYSQArPT0dvXv3xvr1633CNAIsuU0EWHINTYpwNoBVVtA9KDAA40YmWlo81SQN7MzlvdnrsWBdKvp2qo+bB7aycyif34FVJs7BI0d1TayFSakoLi5BWNUq6N+lAQZ2a6TfWDn1FBaV6HpXKzYdgHpN3Dm4Hbq0rGVLOgRYtsjqWFACLMekt3xgAizLJXUr4PQ/t+LHRTstKepOgOWW9MY3JsDyzKLPftuMX5buRmK7OhhxWVsdhDuwPNOSvcpXwDGA1adPH0yaNAlt2rQ5CWDNmDFD//+ffvrJJzwjwJLbRIAl19CkCGcDWCrPMgDTunEUHr6+s0mpG5/L/sN5ePydhQiwufZVmRC+foTwVEMVyFLH9BYpkFUCfbXz+Z0b4JLujVE9LNir/qsCp29OX4WNuw7r47R/v7YTWjWKsi0HAizbpHUkMAGWI7LbMigBli2yuhxU/S4Y//lKJO/MEBd1J8ByWXafaEiA5b5N6os5Vbw9L78Ij/6tM1o2LH1fQ4DlvpbscWYFHANYn376KaZMmYJ7770Xjz/+OCZOnIhly5Zh2rRpGDt27PGi7qabR4Ald4gAS66hSREqAliZuQV49O0FUB/gVeFUVUCVj2sKTP4uCYuS0ryy+0pl5G8Aq0xlVRvru/nb9U62smdAlwa4NLExVI02ux/1Gnjji1XYmZaNiGrBeHBoAhrXjbB1WAIsW+X1enACLK9LbtuABFi2Sety4Nz8Ijzz/mIcyjyKxLZ1MeLyNi73PbEhAZZHshnbiQDLfWuWJO/XO8trR1XDS3cmHg9AgOW+luxhIMBSKc2ZM0dDLFXQvaioCM2bN8eoUaNw3nnn+YxnBFhyqwiw5BqaFKEigKVyLSvoXrN6Vbx4ZyKCg1jQvSIPUw7l4ol3F+lmr93dCzVtunnwxDz8FWAdB1npeZg1v/RoYdmjjmZe1vMc2252VLvA1Lf9CqLFRobioesT9Bs9ux8CLLsV9m58Aizv6m3naARYdqrreuzd+3P0zYTqee72bmhQy/0vFQiwXNfbF1oSYLnv0qufle5mHNq/OS7u9r+LEQiw3NeSPQwFWP5gDAGW3EUCLLmGJkVwBWCpOkTPfrAEew7k4PJe5+Cq884xaQpG5vLOrCQsXp+GfglxuOnill7J0d8B1nGQlZGnjxYuSU5DSQkQGBigv4VXtwHWibYOLu05kA315i4r95i+Wvrh4Z1QIyzEK14SYHlFZq8NQoDlNaltH4gAy3aJXR7gk1824bfle3Qtwnuuau9yv7KGBFhuS2Z0BwIs9+wpu2RI1fR8497eeod52UOA5Z6WbH12BRw7QugvxhBgyZ0kwJJraFIEVwCWyvd/Bd0D9TbjGC/sKDJJJ3dyUdd9P/neYgQGBOC1e3ohMtw70KOyAKwyL9Qut1nztmPJhlKQFRAAnNuqNgb3bop6MWHuWHZa2817juCNL1fhaEERmsdF4oGhnbx6EyIBlsg+4zoTYBlniccJEWB5LJ3lHQ9nq1t+F6CouARjR3RH/Zhwt8YgwHJLLuMbE2C5Z9HXc7bh+4U70LVlbdx9VbuTOhNguaclWxsKsNRNg2d75s2b5xPeEWDJbSLAkmtoUgRXAZbK+f3vkzF/bQo6NovF/dd2MGkaRuWi6gmougL9O8fhhou8s/tKCVDZANaJIGvmPLUja//xddC0fg3RUdeNuw/rWF1b1sLdHnyzL12QBFhSBc3qT4Bllh+SbAiwJOpZ3/fjnzfqMgfdWtfWN8O68xBguaOW+W0JsNzz6O//mofMnAI8OCwBbZtEE2C5Jx9bu6GAYzuwFi8uPWde9uTn52PXrl346KOPcN9992HQoEFuTMO5pgRYcu0JsOQamhTBHYB1YkH3v1/bER2axZg0FSNy2XswG0+9t0Tn8vroXl4pMl428coKsMrmX7Yja3FymiVroV+n+rhpYCtLYrkbhADLXcXMbk+AZbY/7mRHgOWOWva3zcjKx4MT5uuBxt7RHfVjXd+FRYBlvz/eHIEAy3W1V285iLe+WoOYGqF49e6ep3XkDizXtWTLihVwDGCdKbXU1FR9M+H06dMrzt6AFgRYchMIsOQamhTBHYCl8lb1JlTdCVXQ+pW7Tv+lZ9LcnMhlwrdrsHzjQQzo2gDDB7TwagqVHWCVia0Krh/Oyhdpr+pqxTeIFMWQdCbAkqhnXl8CLPM88TQjAixPlbOv30f/2Yg/Vrq/C4sAyz5PnIhMgOW66gpeKYh1dZ+mun7oqQ8BlutasmXFChgHsFTK/fr1w59//llx9ga0IMCSm0CAJdfQpAjuAqwTC7qrYu6qqDufUgVU7asn3l0MVRDTm7WvyvQnwPKflUiA5T9eqpkQYPmPnwRY5nmpamE9NHEB1PsTd2phEWCZ56UkIwIs19RTr5eyXYvj7yn/pAABlmtaspVrChgHsJKTkzF69Gj89ttvrs3A4VYEWHIDCLDkGpoUwV2ApXJnQffyHfzX12uwcrMzu69URgRYJr2yZLkQYMn0M603AZZpjnieDwGW59rZ2XPaTxswZ9U+fZHHXVe6VguLAMtOR7wfmwDLNc2/W7AD3/61TZcBUeVAynsIsFzTkq1cU8AxgDV06NDTMjx69Ci2bt2Kp556CuX9vWtT8m4rAiy53gRYcg1NiuAJwFL5vzd7PRasS0XnFrUw+mr3r682SQMrctmVlo1nP1iCKkGBup6At24ePDF3AiwrnDQjBgGWGT5YlQUBllVKOh+HAMt5D8rLID0zH49Mcm8XFgGWmV56mhUBVsXKqRubH357PtTrZfTVHdC5RSwBVsWysYVQAccA1tdff31a6uHh4WjTpg0aNWoknJb3uhNgybUmwJJraFIETwFWVu4xPDppAY4WFJV7g4lJc/RGLmU3NF50bkMMuyDeG0OeNgYBliOy2zIoAZYtsjoWlADLMektH5gAy3JJLQs49cdk/LU6xeVdWARYlklvRCACrIptSN6ZgVc/W4mIasH45/3nnbEDd2BVrCVbuK6AYwDL9RTNbkmAJfeHAEuuoUkRhD3CewAAIABJREFUPAVYag6/LtuDT3/dhJo1quLZW7vpX4iV8dm46zBe/nQFgtXuq3t6okZYiCMyEGA5IrstgxJg2SKrY0EJsByT3vKBCbAsl9SygAePHMUjby/Q8V4Y0QP1YsLOGpsAyzLpjQhEgFWxDZNmrsOS5P0YlNgYQ/o2I8CqWDK2sEABrwKs2bNnu5zyZZdd5nJbJxsSYMnVJ8CSa2hSBAnAUvN4ZsoS7N6fja4ta+HuqyrnUUL1hlm9cb6uf3MM7ObcjlQCLJNeWbJcCLBk+pnWmwDLNEc8z4cAy3PtvNFzyg/JmLcmBd1b18GowW0JsLwhuiFjEGCd3Yico4W4982/dCN1i7i6TfxMD3dgGbKo/SQNrwKsK6+80mXZZsyY4XJbJxsSYMnVJ8CSa2hSBCnA2r0/B2OmLtG3/9w5uC26ta5j0vRsz+XrOdvw/cIdqB8Tjudu74bAwADbxzzTAARYjklv+cAEWJZL6mhAAixH5bd0cAIsS+W0PJiq7aNq/Khn3MhE1ImudsYxuAPLcvkdDUiAdXb5/7NkN774fTPaNInGQ8MSztqYAMvRpex3g3sVYPmdegAIsOSuEmDJNTQpghRgqbnMnLdd/wmrWgXjRvVw7Aidt3XddzAHT09ZApSU4Kmbu6Fx3Qhvp3DSeARYjspv6eAEWJbK6XgwAizHLbAsAQIsy6S0LVDZJTPd29TBqCvOvAuLAMs2CxwJTIB1dtkfn7wQael5Ln3ZTIDlyBL220EJsITWEmAJBQRAgCXX0KQIVgCs4hJgzAeLoXZjtW9aE/93XSeTpmhLLuoml+emLsHOtGxc3K0RhvZvbss47gQlwHJHLbPbEmCZ7Y+72RFguauYue0JsMz1piyztIw8/GPyQv2fZ9uFRYBlvpfuZEiAdWa1Nu85ghc/Xo5qVYPw1n19UCXo7KcFCLDcWXlsW5ECjgGsbdu24cUXX8SmTZuQn59/Up5BQUGYP790u67pDwGW3CECLLmGJkWwAmCp+aQcysHT7y9BUXEJRlzWBont6po0Tctz+W35bnzyy2ZdQ2DsiO4IqRJk+RjuBiTAclcxc9sTYJnrjSeZEWB5opqZfQiwzPTl1KzenZ2EhevS0KNNXYy8ok25SRNg+YaXrmZJgHVmpaZ8n4x5a1Pg6k3ZBFiurjq2c0UBxwDWsGHDEB8fD1UX69FHH8W4ceOwfft2TJ06FePHj0ebNuX/cnBlUt5sQ4AlV5sAS66hSRGsAlhqTj8s2omv/tyK0JAgvHRnot8eJczMKcCjkxYg/1gxHh3eGS0bRRlhKQGWETZYkgQBliUyGhOEAMsYK8SJEGCJJfRKAFd2YRFgecUKrw1CgFW+1Oq96ug3/kJRcTHGjeyBujXPfjunikKA5bVlWykGcgxgtW/fHkuXLkVoaCjUjYNlNxSuWLECr7zyCj7//HOfMIAAS24TAZZcQ5MiWAmw1FHCsdOWYkdqll8fJXzrqzVYveUgerarizsuMwfeE2CZ9MqS5UKAJdPPtN4EWKY54nk+BFiea+ftnpNnrcei9ano0bYORl5+ei0sAixvO2LveARY5ev7x8q9+Og/G9EsLhJP3NjFJRMIsFySiY1cVMAxgJWYmIjvv/8eNWvWxODBg/HZZ58hLCwMBQUFSEhIQFJSkotTcLYZAZZcfwIsuYYmRbASYKl57T+chyffXYzComLcPqgNerX3r6OEyzbux8Rv1yE8tApevqsXwqo6f3SwbD0RYJn0ypLlQoAl08+03gRYpjnieT4EWJ5r5+2eFe3CIsDytiP2jkeAVb6+z01dhh2pmbhtUGv0bl/PJRMIsFySiY1cVMAxgPXAAw+gb9++Gl6NGTMGqu7VLbfcgt9//x3Tpk3Db7/95uIUvNNsx44dGDVqFNTRx1tvvfX4oARYcv0JsOQamhTBaoCl5vbz0t34/LfN+iih2q4cFVHVpCl7nMvRgiI8NmkhMnMLMPLyNujR1iw4R4DlsbXGdSTAMs4SUUIEWCL5jOpMgGWUHRUmM2lmEpYkpyGxXR2MuOzkXVgEWBXK51MNCLBOt2vPgWxdnzYkOBD//rsq3h7okqcEWC7JxEYuKuAYwEpPT0f16tURHByMtLQ0jBw5EuvXr0dUVBRee+01DbdMeRYtWqQhm6rZpXaHEWBZ6wwBlrV6Oh3NDoClbuhTt51s2XsErRpF4ZHhnZ2epiXjf/jTRvy5ai/aNonGg8MSLIlpZRACLCvVdDYWAZaz+ls9OgGW1Yo6F48AyzntPRl536EcvSs8IOD0GwkJsDxR1Nw+BFine/Pxz5vw+4o96JcQh5subumyeQRYLkvFhi4o4HWApQq1n3POOeWmlpWVhYiICASo3woGPZs3b9awTdXlioyMJMCy2BsCLIsFdTicHQBLTelQZj4ef2ehPkp4yyWt0KdjfYdnKht+675MvPDhMgQHBeLFUYmoWcO8XWUEWDKPTepNgGWSG/JcCLDkGpoSgQDLFCdcz2PijHVYtmE/EtvWxYjL/1e3kgDLdQ19oSUB1skuqfff9/9zLvLyi/Dc7d3QoFaEyzYSYLksFRu6oIDXAVaLFi2gCriro4OqeLuqgeUrz+uvv47o6GgCLIsNI8CyWFCHw9kFsNS01Lc+6tsftXX5pVGJPnuUsKi4BE++twhp6XkYdkG8vobYxIcAy0RXPMuJAMsz3UztRYBlqjPu50WA5b5mTvc40y4sAiynnbF2fAKsk/WcvzYV73+/Ho3rVMczt57rltgEWG7JxcYVKOB1gJWamqpvHJw1axY2bdqE3r17a5g1YMAAVKtWzWjDygNYhYVFRufsG8kFQH24Kiqilr7h19mzVF4WF5egRJ37s+F5evJCrN16CO2bxeC5kYk2jGB/yC9+3YTPf9mEpvVr4LX7+uijCCY+gYGltQ2Ki4tNTI85uaWA+jkbgKIieumWbIY2Lv2dqX7G2vNz1tBp+2Va/Dnrm7a+8vEyLFybivO7NMB913XSk1AnSAID+XPWNx09PWtVn7n0dyZ/zip1npi0EOu3H8KdV7XHxT0au2VzlSrmXFDkVuJsbKQCXgdYJ6qwZcsWzJw5E9999x0yMjJw0UUXaZjVs2dPlP1CN0m18gBWRkauSSn6ZC5BQUBERDUcOZLnk/kz6ZMVqFGjGnJyjv73w5X16hzOzsdDE+aj4FgRbrmkNfp3aWD9IDZGTE3PxT/eWaih0AsjeyKuVriNo8lCh4YGa7iWl3dMFoi9HVdAwauIiFD+nHXcCWsSiIyshuxs+37OWpMlo7iiQLVqwVDf9xw9yp+zruhlSpu9B3Pw+KQF+nfkK3f3Rp3oavpLgvDwUGRm8v2sKT5J8oiKqqa95Hd4gHrv+sjE+bpo+9sP9UPVYPeAVHR0mMQK9qUCJyngKMAqy0Tt1Fi9erW+gfDbb7/VO3EWLFhgnFU8QmiPJTxCaI+uTkW18whh2Zz+Wr0PU3/coI8SvjAiETEG1o86k/5jP1yGbfsyMSixMYb0beaUTS6NyyOELsnkE414hNAnbHI5SR4hdFkq4xvyCKHxFp0xwX9/sxYrNh1Az3Z1ccdlbcAjhL7rZXmZ8wjh/1T58vct+GnJLvRqXw+3D2rtttE8Qui2ZOxwFgWMAFjJycn6WOEff/yhbyQcOHAgXnjhBeOMI8CyxxICLHt0dSqqNwCWmtsbX67C2m3paB4XiX/c2MWp6bo17pxV+zDtpw2IjQzFuJE9XL5+2K1BLGxMgGWhmA6HIsBy2ACLhyfAslhQB8MRYDkovnDoE2thvXpXL9SuWQ3Vq1dDRkaOMDK7m6AAAVapC4VFJXjg3/OQnXcMj9/QBfENIt22hwDLbcnYwUSAtWfPHg2t1BHCXbt2oV+/fvr4oPpnSEiIkaYRYNljCwGWPbo6FdVbACsztwCPTVqIowVF+NuF8bigi5mF0Mt8yMwpwOOTF+rbWx4d3hktG0U5ZZHL4xJguSyV8Q0JsIy3yK0ECbDcksvoxgRYRttTYXL//HoNVm0+qHemjBrclgCrQsV8pwEBVqlXyzcewIRv16JOzWp40cPaswRYvrPufSFTr+/A+uSTT3TNq5UrV6Jr164aWqkdVzVq1PAFvU7L8cCBLJ/M26SkCbBMckOei7cAlsp0wbpUvDd7vd7J9OIos48Sll27fV6Herj1Uve3X8udcT8CAZb7mpnagwDLVGc8y4sAyzPdTOxFgGWiK67ntDMtG2M+WKKLt4+/pxeaNIjmDizX5TO6JQFWqT2vf7Ea67YfwtD+8bi4m2dfFhNgGb3UfS45rwOsQYMG4YorrtDgqm7duj4n2KkJE2DJLSTAkmtoUgRvAiw17xOPEqqtzSbe6Je0PR3jv1iFGmEhGDcqEWFV3St+6ZS/BFhOKW/9uARY1mvqZEQCLCfVt3ZsAixr9XQi2ltfrcbqLYfQp2N9/N/wLgRYTphgw5gEWIC6OOmBf89HUGAA3rq/j8fvXwmwbFiglTik1wGWv2lNgCV3lABLrqFJEbwNsPSZ/HcWIudoIa4fEI8Lu3r27ZBdGhYcK8bjkxcgI6sAd1/ZHl1b1bJrKMvjEmBZLqljAQmwHJPeloEJsGyR1ZGgBFiOyG7poNtTsvD8tKU65uTHB6BKSbGl8RnMGQUIsIB/fb0WKzcfQLfWtXHn4HYeG0GA5bF07FiOAgRYwmVBgCUUENDXDkdGhiM9PVsejBEcV8DbAEtNWN0CpG4DUkcJn7+ju77O2pTn01824dfle9CxWSzuv7aDKWm5lAcBlksy+UQjAiyfsMnlJAmwXJbK+IYEWMZb5FKCb05fjTVbD+GCrg3xtwHxLvVhI7MVqMwAKze/CG9+uQpb9h5B9bBgPPa3LqgXE+axYQRYHkvHjgRY1q8BAiy5pgRYcg1NiuAEwFLzf3vGOizdsB/N6tfAEzd1NUKSHalZeG7qUlQNLq3RFRVR1Yi8XE2CAMtVpcxvR4BlvkfuZEiA5Y5aZrclwDLbH1ezK/t9r9q/dncv1KzhW7/vXZ1nZWpXWQHWwSNHMf7zlUjLyEP9mHA8MLSTeD0TYFWmV479c+UOLKHGBFhCAbkDSy6gYRGcAljqCOET7y6Cuu1vaP/muLhbI8eVeWbKYuzen4MbLmqJ/p3jHM/H3QQIsNxVzNz2BFjmeuNJZgRYnqhmZh8CLDN98SSr179cjXXbDuG6/s0x0ID3IJ7MgX3+p0BlBFg7U7Px+pcrkZV7DK0bR+HeIR0RGiKv20qAxVeWlQoQYAnVJMASCkiAJRfQsAhOASwlw+qtB/HW9DVakXEje6BuTc+3O0tl/WHRLnz15xajdoS5OycCLHcVM7c9AZa53niSGQGWJ6qZ2YcAy0xfPMlqcXIa3pmZhFaNovDI8M6ehGAfgxSobABLHYGdOGMtVO3W3u3r4bZB1t2YTYBl0ML2g1QIsIQmEmAJBSTAkgtoWAQnAZaS4r3Z67FgXapWJSQ4EI3r1EDjOhGIqxWBBrUj0KhOBIKDAi1XLeVQLvZn5GHvwRzkFxTix8W7UFhUjBdGdEe9mHDLx/NGQAIsb6jsnTEIsLyjs7dGIcDyltL2j0OAZb/G3hohr6AI97w+Rw838YG+luxc8VbuHOd0BSoTwPpr9T5M/XGDFuHqvs1wWWJjS5cEAZalclb6YARYwiVAgCUUkABLLqBhEZwGWKrw5Nd/boGqR7FnfzaOFZ1+G5Aq8l4/NgLn1KuuoVaDWhGIjQytUEl1PDElPRdp6XlITc/BvoM5SFP/nZFXbt8rejXBlec1rTCuqQ0IsEx1xv28CLDc18zkHgRYJrvjXm4EWO7pZXLrKlUCdd3LLXuO4N4hHZAQH2tyusytAgUqC8D6es5WfL9wp1Zj1OC26N66juVrgwDLckkrdUACLKH9BFhCAQmw5AIaFsFpgHWqHPsO5WB3WjZ2pmVhZ2rpn9z8wtNUU4XWG/13t1aD2tX1N6f7D+dh38Hs0p1VB7KRf6z8q7EjqgWjfmy4vqFF/VPBMXV8McbHi7gSYBn24hKkQ4AlEM/ArgRYBpriYUoEWB4KZ2A3BbC+X7QLX/y6CX071cfNA1sZmCVTclWBygCwJn+XhEVJaahWNQj3XdMRLRtGuSqPW+0IsNySi40rUIAAS7hECLCEAhJgyQU0LIJpAKs8eQ5l5mPPAQWzsrEjJRO70rKQnpVfoZLqVqF6NRWkijgOrNTRxPDQKhX29cUGBFi+6Fr5ORNg+Y+XaiYEWP7jJwGW/3ipAFZKRj4enTBX3zr8+uhe/jO5SjgTfwZYRwuK8NZXq7Fx12F9w+CDQxP0l7B2PQRYdilbOeMSYAl9J8ASCkiAJRfQsAi+ALDKk0zdYrhL79TK1Lu01C/3BrXUrqrSP2pnldqlVZkeAiz/cZsAy3+8JMDyLy8JsPzHTwWwqlevhhue+RHqPcXYEd1R30drYPqPK57PxF8BVnpmPt74cjX2HsxG47oR+L/rOqFGWIjnQrnQkwDLBZHYxGUFCLBclqr8hgRYQgEJsOQCGhbBVwGWYTIakQ4BlhE2WJIEAZYlMhoThDuwjLFCnAgBllhCYwKUAayXpy3FovWpuO785hjYvZEx+TER9xTwR4Clare+8tlKqJqubc+pifuu6WDLxUanKk2A5d7aY+uzK0CAJVwhBFhCAQmw5AIaFoEAyzBDBOkQYAnEM6wrAZZhhgjTIcASCmhQdwIsg8wQplIGsL6fu1XfiNyqcTQeuT5BGJXdnVLA3wDW+h0Z+Pc3a/QJgz4d6+Gmga0RGOAddQmwvKNzZRmFAEvoNAGWUEACLLmAhkUgwDLMEEE6BFgC8QzrSoBlmCHCdAiwhAIa1J0AyyAzhKmUAay9qZkY/cYcDQcmPtAPIZWs/IBQRmO6+xPAUoXa35udhBIAQ/vH46JzG3pVZwIsr8rt94MRYAktJsASCkiAJRfQsAgEWIYZIkiHAEsgnmFdCbAMM0SYDgGWUECDuhNgGWSGMJUygJWRkYPnpy3F9pQsjL66PTq3qCWMzO5OKOAvAOu7BTvw7V/bUCUoEPdc3Q4dm8V6XU4CLK9L7tcDEmAJ7SXAEgpIgCUX0LAIBFiGGSJIhwBLIJ5hXQmwDDNEmA4BllBAg7oTYBlkhjCVEwHWjLnbMGv+DvTtVB83D2wljMzuTijgDwDrgx82YO6afQirWgUPDO2EpvVrOCElCLAckd1vByXAElpLgCUUkABLLqBhEQiwDDNEkA4BlkA8w7oSYBlmiDAdAiyhgAZ1J8AyyAxhKicCrB2pWXhu6lLUrF4Vr93TSxiZ3Z1QwNcB1r+/WYsVmw6gVlQoHr6+M2IjQ52QUY9JgOWY9H45MAGW0FYCLKGABFhyAQ2LQIBlmCGCdAiwBOIZ1pUAyzBDhOkQYAkFNKg7AZZBZghTORFglZQAo9+cg7z8Ijx/e3fE1QoXRmd3byvgqwAr/1gxxn++Elv2HkG9mHA8+rcE1AgL8bZ8J41HgOWo/H43OAGW0FICLKGABFhyAQ2LQIBlmCGCdAiwBOIZ1pUAyzBDhOkQYAkFNKg7AZZBZghTORFgqVCTv0uCKp597fnNcUn3RsLo7O5tBXwRYGXnHcNrn6/ErrRsNK4bgYeHdUZYaBVvS3faeARYjlvgVwkQYAntJMASCkiAJRfQsAgEWIYZIkiHAEsgnmFdCbAMM0SYDgGWUECDuhNgGWSGMJVTAdbCdal4d/Z6tG4cjYevTxBGZ3dvK+BrAOtQZj5e/XQF9h/OQ3yDKF3zqqohN2ASYHl79fr3eARYQn8JsIQCEmDJBTQsAgGWYYYI0iHAEohnWFcCLMMMEaZDgCUU0KDuBFgGmSFM5VSAlZtfhNFvzEFgADDxgX4IMQQmCKdZabr7EsBKOZSLVz5dgSM5BWjftCbuHdJB3zpoykOAZYoT/pEHAZbQRwIsoYAEWHIBDYtAgGWYIYJ0CLAE4hnWlQDLMEOE6RBgCQU0qDsBlkFmCFM5FWCpcGM/XIZt+zIx+uoO6NwiVjgCu3tTAV8BWDvTsvXOq9z8QnRtVQujrmiHIEVNDXoIsAwyww9SIcASmkiAJRSQAEsuoGERCLAMM0SQDgGWQDzDuhJgGWaIMB0CLKGABnUnwDLIDGEq5QGsmfO2Q/3p26k+bh7YSjgCu3tTAV8AWBt2Hcab01eh4Fgxeneoh1svaY0As9iVtowAy5sr1//HIsASekyAJRSQAEsuoGERCLAMM0SQDgGWQDzDuhJgGWaIMB0CLKGABnUnwDLIDGEq5QGs7SmZeH7aMkRXD8H4e3oLR2B3bypgOsBavvEAJs1ch6LiEgzo2hDDB8R7Ux63xiLAcksuNq5AAQIs4RIhwBIKSIAlF9CwCARYhhkiSIcASyCeYV0JsAwzRJgOAZZQQIO6E2AZZIYwlfIAVkkJcP8/50LdDvf87d0RVytcOAq7e0sBkwHWX6tTMPXHZC3Flec1xRW9mnhLFo/GIcDySDZ2OoMCBFjCpUGAJRSQAEsuoGERCLAMM0SQDgGWQDzDuhJgGWaIMB0CLKGABnUnwDLIDGEq5QEsFfLd2UlYuC4N157fHJd0byQchd29pYCpAGv2gh345q9tWoYbL26J8xPivCWJx+MQYHksHTuWowABlnBZEGAJBSTAkgtoWAQCLMMMEaRDgCUQz7CuBFiGGSJMhwBLKKBB3QmwDDJDmMqZANaipFRM/m49WjeOxsPXJwhHYXdvKWAawFK7+T75ZSN+X7FX17kacVlb9Ghbx1tyiMYhwBLJx86nKECAJVwSBFhCAQmw5AIaFoEAyzBDBOkQYAnEM6wrAZZhhgjTIcASCmhQdwIsg8wQpnImgJWbX4TRb8yBuhhu4gP9EBIcKByJ3b2hgEkAS9W5mjwrCUs37Nc3DN59VXskxPvOrZYEWN5YsZVnDAIsodcEWEIBCbDkAhoWgQDLMEME6RBgCcQzrCsBlmGGCNMhwBIKaFB3AiyDzBCmciaApcK+8NEybN2bidFXd0DnFr4DHoSS+HR3UwBWQWER/vXVGiTtyEBwUCD+fl1HvZvPlx4CLF9yy/xcCbCEHhFgCQUkwJILaFgEAizDDBGkQ4AlEM+wrgRYhhkiTIcASyigQd0JsAwyQ5jK2QDWzHnbof70S4jDTRe3FI7E7t5QwASAdbSgCK98ugI7UrMQGhKEB4cloFn9Gt6YvqVjEGBZKmelD0aAJVwCBFhCAQmw5AIaFoEAyzBDBOkQYAnEM6wrAZZhhgjTIcASCmhQdwIsg8wQpnI2gLU9JQvPT1uKmtWr4rV7eglHYndvKOA0wFI3V770yQrsO5iDsKpV8PDwzmhcJ8IbU7d8DAIsyyWt1AEJsIT2E2AJBSTAkgtoWAQCLMMMEaRDgCUQz7CuBFiGGSJMhwBLKKBB3QmwDDJDmMrZAJYKfd9bc6GgxNgR3VE/Jlw4GrvbrYDTAOvN6auxZushRIaH4JHhCajnw2uGAMvu1Vq54hNgCf0mwBIKSIAlF9CwCARYhhkiSIcASyCeYV0JsAwzRJgOAZZQQIO6E2AZZIYwlYoA1nuz12PBulQMuyAeF53bUDgau9utgJMAa+6affjghw362OBzt3dHbGSo3dO1NT4Blq3yVrrgBFhCywmwhAISYMkFNCwCAZZhhgjSIcASiGdYVwIswwwRpkOAJRTQoO4EWAaZIUylIoC1eH0a3pmVhDZNovHQsAThaOxutwJOAaz0zHz8492FKDhWjBGXtUFiu7p2T9X2+ARYtktcqQYgwBLaTYAlFJAASy6gYREIsAwzRJAOAZZAPMO6EmAZZogwHQIsoYAGdSfAMsgMYSoVAazc/CKMfmMOAgOAiQ/0Q0hwoHBEdrdTAScAVkkJMO7j5di69wg6NY/Ffdd0sHOKXotNgOU1qSvFQARYQpsJsIQCEmDJBTQsAgGWYYYI0iHAEohnWFcCLMMMEaZDgCUU0KDuBFgGmSFMpSKApcKP+2gZtuzNxL1DOiAhPlY4IrvbqYATAOuHRTvx1Z9bdd2rsSN6IDy0ip1T9FpsAiyvSV0pBiLAEtpMgCUUkABLLqBhEQiwDDNEkA4BlkA8w7oSYBlmiDAdAiyhgAZ1J8AyyAxhKq4ArO/mb8e3c7ejX6c43DSwpXBEdrdTAW8DrN37czBm6hIUF5fg0eGd0bJRlJ3T82psAiyvyu33gxFgCS0mwBIKSIAlF9CwCARYhhkiSIcASyCeYV0JsAwzRJgOAZZQQIO6E2AZZIYwFVcA1o7UTDw3dRmiq4dg/D29hSOyu50KeBNgFRUX4+n3lyDlUC76d26AGy5qYefUvB6bAMvrkvv1gARYQnsJsIQCEmDJBTQsAgGWYYYI0iHAEohnWFcCLMMMEaZDgCUU0KDuBFgGmSFMxRWApYa47625yM47hufv6I642HDhqOxulwLeBFhf/r4FPy3ZhVpRofroYHCQf9VHI8Cya5VWzrgEWELfCbCEAhJgyQU0LAIBlmGGCNIhwBKIZ1hXAizDDBGmQ4AlFNCg7gRYBpkhTMVVgPXe7PVYsC4V153fHAO7NxKOyu52KeAtgLVl7xGM+2g5AgKAp24+F03qVrdrSo7FJcByTHq/HJgAS2grAZZQQAIsuYCGRSDAMswQQToEWALxDOtKgGWYIcJ0CLCEAhrUnQDLIDOEqbgKsJYkp2HSzCS0aRKNh4YlCEdld7sU8AbAyj9WjCcmL0R6Vj4G9z5H//HHhwDLH111bk6VGmCtWbMGjz32GA4cOIBWrVph/PjxqF279mlubN++HU8++SRSU1MRFBSEUaNGYciQIbodAZZ88QYFBSAyMhzp6dnyYIzguAIEWI5bYFkCBFiWSel4IAIsxy2wNAECLEvldDQYAZaj8ls6uKsAKze/CKPfmIPAAGDiA/0QEuxfx8UsFdXBYN4AWFN+SMa8NSloXDcCT93cTa8Jf3wIsPzRVefmVGkBVlGrsI8hAAAgAElEQVRRES688EI8++yz6NOnD6ZNm4YFCxbgnXfeOc2NW2+9FVdddRWuuOIKDbvUP2fNmoVatWoRYFmwdgmwLBDRoBAEWAaZIUyFAEsooEHdCbAMMsOCVAiwLBDRkBAEWIYYYUEargIsNZQ6MqaOjt07pAMS4mMtGJ0hrFbAboC1bns6Xv9iFaoEBWLsiO6oHVXN6ikYE48Ayxgr/CKRSguwVq9ejbFjx2L69OnayOLiYiQmJuLXX39F9eonnz2++uqrMW7cOL1LSz2XXHIJJk2ahMaNGxNgWfAyIMCyQESDQhBgGWSGMBUCLKGABnUnwDLIDAtSIcCyQERDQhBgGWKEBWm4A7C+W7AD3/61Df06xeGmgS0tGJ0hrFbAToCVlXsMT7y7SBfzVzcOqpsH/fkhwPJnd70/t0oLsGbOnKl3XL388svHVb/mmmvw9NNPo0OHDic58fPPP2PChAl4+OGHNeAKDAzU7dTDI4TyRUuAJdfQpAgEWCa5IcuFAEumn0m9CbBMckOeCwGWXENTIhBgmeKEPA93ANbO1CyMmboU0dVDMP6e3vLBGcFyBewEWOO/WIWk7elo1Sgajwz3/zpoBFiWL89KHbDSAqwvvvgC69evx5gxY44vgBtuuAGjR49Gjx49TloUWVlZuOeee5CWloa8vDy9+6pNmza6TWZmXqVeQFZMPjAwAGFhVZGdfdSKcIzhsALqzfjRowUoKipxOBMOL1WgatUqAAKQn39MGor9HVZAffESFhaM7Ox8hzPh8FYoEBFRFbm5x/TucT6+rUDVqsEASpCfX+jbE2H2UF/IhoaGICfHtZ+zd776B9ROnFfu7om4WhFU0DAFIiJCtZclJda+n52zci8mz0pCWGgVvHJ3L0RXr2rYzK1Pp0YN/z0eab1ajFiRApUWYKkaVnPmzNGF28uewYMH47nnnkPHjh1P0m3YsGEYPny4rn2lCr///e9/x3vvvYemTZvi6FF+sKtokVX09+ra2ODgKigo4Ju3irTyhb8PCamCY8eKLP+F7wtz97cc1a4d9fosLOSHZF/3lj9nfd3Bk/Mv/TlbCIs/V/mXSD4yG7VrR/lYVMSfsz5i2RnTDAgIQHBwkMvvZyd8vQZ/rtiDmy9tjct6+eftc77sqfoST302sfLn7MHDR/H3t+Ygv6AIj9zQFee2Pv3yMF/W7Ey5h4YqUM+HClijQKUFWElJSXjiiScwY8YMrWRhYSG6deuG33//HVFRUcfV3b9/P6699loNu8qe1157DTExMVDF3XmEUL4QeYRQrqFJEXiE0CQ3ZLnwCKFMP5N68wihSW7Ic+ERQrmGpkTgEUJTnJDn4c4RQjXakuQ0TJqZhDZNauKhYZ3kCTCCpQpYfYRQgbBxHy/H1r1HkNiuDkZc1tbSfE0OxiOEJrvje7lVWoCltt0PHDgQTz31FM477zx9C6Gqb/XRRx/pLfnqaOG9996rYVbv3r0xZcoUfWwwJycHt9xyi96F1atXLwIsC9Y8AZYFIhoUggDLIDOEqRBgCQU0qDsBlkFmWJAKAZYFIhoSggDLECMsSMNdgJWbX4TRb8xBYAAw8YF+CAkOtCALhrBKAasB1o+Ld2H6H1sQGR6CcSMTUa1qkFWpGh+HAMt4i3wqwUoLsJRLGzZswCOPPIJ9+/ahWbNmUDurGjZsiPz8fAwYMEBDq/j4eCxcuBCvvvqqhlfqHLTakTVixAhtNHdgydc7AZZcQ5MiEGCZ5IYsFwIsmX4m9SbAMskNeS4EWHINTYlAgGWKE/I83AVYasQXP16OzXuO4L4hHdApPlaeBCNYpoCVACvlUC6efn8xiopL8OjwzmjZ6H+nfSxL2OBABFgGm+ODqVVqgGWFXwRYchUJsOQamhSBAMskN2S5EGDJ9DOpNwGWSW7IcyHAkmtoSgQCLFOckOfhCcCavWAHvvlrG/olxOGmi1vKk2AEyxSwCmApaDXmgyXYcyAHF53bEMMuiLcsR18JRIDlK075Rp4EWEKfCLCEAgL61pbIyHCkp2fLgzGC4woQYDlugWUJEGBZJqXjgQiwHLfA0gQIsCyV09FgBFiOym/p4J4ArJ1pWRjzwVJEVw/B+Ht6W5oPg8kUsApgffXnVvywaCfqxYThudu7ISiw8h0VJcCSrUX2PlkBAizhiiDAEgpIgCUX0LAIBFiGGSJIhwBLIJ5hXQmwDDNEmA4BllBAg7oTYBlkhjAVTwCWGvK+t+YiO+8Yxt7RHfVjw4VZsLtVClgBsLbsPYJxHy1HYGAAnrmlGxrWrpz+EmBZtSoZRylAgCVcBwRYQgEJsOQCGhaBAMswQwTpEGAJxDOsKwGWYYYI0yHAEgpoUHcCLIPMEKbiKcCa8n0y5q1NwdD+8bi4W0NhFuxulQJSgJV/rBhPTF6I9Kx8DOnbFIMSm1iVms/FIcDyOcuMTpgAS2gPAZZQQAIsuYCGRSDAMswQQToEWALxDOtKgGWYIcJ0CLCEAhrUnQDLIDOEqXgKsJZtOICJM9aibZNoPDgsQZgFu1ulgBRgTftpA+as2odmcZF44sYuVqXlk3EIsHzSNmOTJsASWkOAJRSQAEsuoGERCLAMM0SQDgGWQDzDuhJgGWaIMB0CLKGABnUnwDLIDGEqngKsowVFuPv1OXr0dx7uh+CgylcjSSi9Ld0lACstPQ+PT16o83rlrp6IjQy1JUdfCUqA5StO+UaeBFhCnwiwhAISYMkFNCwCAZZhhgjSIcASiGdYVwIswwwRpkOAJRTQoO4EWAaZIUzFU4Clhn3x4xXYvOcw7hvSAZ3iY4WZsLsVCkgAVtmx0J7t6uKOy9pYkY5PxyDA8mn7jEueAEtoCQGWUEACLLmAhkUgwDLMEEE6BFgC8QzrSoBlmCHCdAiwhAIa1J0AyyAzhKlIANb3C3fg6znb0C8hDjdd3FKYCbtboYCnACs9Mx+PTFqAkpISjBuZiDrR1axIx6djEGD5tH3GJU+AJbSEAEsoIAGWXEDDIhBgGWaIIB0CLIF4hnUlwDLMEGE6BFhCAQ3qToBlkBnCVCQAa/f+bDwzZQmiq4dg/D29hZmwuxUKeAqwPvxpI/5ctRfntqqNu65sZ0UqPh+DAMvnLTRqAgRYQjsIsIQCEmDJBTQsAgGWYYYI0iHAEohnWFcCLMMMEaZDgCUU0KDuBFgGmSFMRQKw1ND3vTUX2XnH8MKIHqgXEybMht2lCngCsA5n5+PhiQtQVFyCsSO6o35MuDQNv+hPgOUXNhozCQIsoRUEWEIBCbDkAhoWgQDLMEME6RBgCcQzrCsBlmGGCNMhwBIKaFB3AiyDzBCmIgVYU35Ixrw1KRjaPx4Xd2sozIbdpQp4ArA++3UTflm2Bwnxsbh3SAdpCn7TnwDLb6w0YiIEWEIbCLCEAhJgyQU0LAIBlmGGCNIhwBKIZ1hXAizDDBGmQ4AlFNCg7gRYBpkhTEUKsJZvPIAJ365FvZhwvDCiuzAbdpcq4C7AUrvnHvz3fBwrKsbTt5yLJnWrS1Pwm/4EWH5jpRETIcAS2kCAJRSQAEsuoGERCLAMM0SQDgGWQDzDuhJgGWaIMB0CLKGABnUnwDLIDGEqUoBVUFiEe9+YqwHIa3f3Qs0aVYUZsbtEAXcB1vQ/t+LHRTvR9pwYPDi0o2Rov+tLgOV3ljo6IQIsofwEWEIBCbDkAhoWgQDLMEME6RBgCcQzrCsBlmGGCNMhwBIKaFB3AiyDzBCmIgVYani1A0vtxLq6T1Nc1rOJMCN2lyjgDsDKPVqIByfMQ/6xYjxxYxc0i4uUDO13fQmw/M5SRydEgCWUnwBLKCABllxAwyIQYBlmiCAdAiyBeIZ1JcAyzBBhOgRYQgEN6k6AZZAZwlSsAFhLktMwaWYSGtaOwJjbugkzYneJAu4ArBlzt2PW/O1o1SgajwxPkAzrl30JsPzSVscmRYAllJ4ASyggAZZcQMMiEGAZZoggnf9v7zzApCqvP3x2YelNwIJSRECJEdQoCNIU7L0QsUBsUaIIKhqisWNFQbGh2BEbEguKRiOSCIIGEQEBqaKCNAEFAWGB3f9zrv/ZLLhlds+3O2dm3vs8PirMd+bc93fvzNx3vu8OAssAz9lQBJazQIztILCMAB0NR2A5CsPYSgiBlX8Z4d2Xtpfd61Y1dsXw0hKIV2Btzt4u1z46STZt2SbXnn2Q7L933dI+ZcqOQ2ClbLQJ2TEElhE7AssIEIFlB+isAgLLWSCGdhBYBnjOhiKwnAVibAeBZQToaDgCy1EYxlZCCCxtYdgbs2TqvFVyeud95GSWERpTKf3weAXW2MnfyOsTvpbGu9eQWy9k1lxBxBFYpT8OGflbAggs41GBwDICRGDZATqrgMByFoihHQSWAZ6zoQgsZ4EY20FgGQE6Go7AchSGsZVQAuuzuavksTdnScNda8jAixEixlhKPTwegaUz5vo//Ovsqyu7HygHNq9X6udL5YEIrFROt/z3DYFlZI7AMgJEYNkBOquAwHIWiKEdBJYBnrOhCCxngRjbQWAZAToajsByFIaxlVACi2WExiACDY9HYL0/ZYmMGr9AGtSrLndecligZ069Mgis1Ms0kXuEwDLSR2AZASKw7ACdVUBgOQvE0A4CywDP2VAElrNAjO0gsIwAHQ1HYDkKw9hKKIGlbQx7c5ZMnbtKTu/UVE7u0NTYGcNLQ6A4gbU9J0eufniSbPhlq/Q5vZUcst+upXmatBiDwEqLmMttJxFYRtQILCNABJYdoLMKCCxngRjaQWAZ4DkbisByFoixHQSWEaCj4QgsR2EYWwkpsFReqcRiGaExFMPw4gTW+GlL5YV/zZfd6lSVu3u3l4wMw5Ol+FAEVooHXM67h8AyAkdgGQEisOwAnVVAYDkLxNAOAssAz9lQBJazQIztILCMAB0NR2A5CsPYSkiBxTJCYxgBhhclsLbn5Ea/PLhuY7ZcevL+0u73ewR4xtQtgcBK3WwTsWcILCN1BJYRIALLDtBZBQSWs0AM7SCwDPCcDUVgOQvE2A4CywjQ0XAElqMwjK2EFFjait7IXW/oflqnpnIKywiN6ZR8eFEC66Ppy2TEe3Oj2Vd39W4vmcy+KhIwAqvkxx8jCieAwDIeHQgsI0AElh2gswoILGeBGNpBYBngORuKwHIWiLEdBJYRoKPhCCxHYRhbCS2wps5bJcPeYBmhMZZSDy9MYOXkigwYNknW/rxFLjrhd9KxdYNSP0e6DERgpUvS5bOfCCwjZwSWESACyw7QWQUElrNADO0gsAzwnA1FYDkLxNgOAssI0NFwBJajMIythBZYLCM0BmIcXpjAmjxrhTw1do7UrVlZBl12uFRg+lWxpBFYxSLiASUggMAqAayCHorAMgJEYNkBOquAwHIWiKEdBJYBnrOhCCxngRjbQWAZAToajsByFIaxldACS9t5fMxsmfLVSpYRGrMpzfCCBFZursj1wz+RVT/9Ir2O3VeOPLhhaUqn3RgEVtpFXqY7jMAy4kVgGQEisOwAnVVAYDkLxNAOAssAz9lQBJazQIztILCMAB0NR2A5CsPYSlkIrM/n/SCPvvGl7LVrdbn94sOMHTK8JAQKElh6TzK9N1nt6pVkcB+dfZVZkpJp+1gEVtpGXyY7jsAyYkVgGQEisOwAnVVAYDkLxNAOAssAz9lQBJazQIztILCMAB0NR2A5CsPYSlkIrG3bc6XP/R/J1u05cvel7WX3ulWNXTI8XgI7CyydfXXjU/+V5Ws2ytndWsgxbRrFWyrtH4fASvtDICgABJYRJwLLCBCBZQforAICy1kghnYQWAZ4zoYisJwFYmwHgWUE6Gg4AstRGMZWykJgaUuxZYSndmwq+g9b+RDYWWB9sWC1PPzaTKlRNSuafVWpYoXyaSQFngWBlQIhOtoFBJYxDASWESACyw7QWQUElrNADO0gsAzwnA1FYDkLxNgOAssI0NFwBJajMIytlJXAyltGWL+63P5nlhEaY4p7+M4C69Znp8h3KzfImV2ayYntm8RdhweKILA4CkISQGAZaSKwjAARWHaAziogsJwFYmgHgWWA52woAstZIMZ2EFhGgI6GI7AchWFspawEFssIjcGUcnh+gTVr8Rq5f9QMqVa5ogzu00GqVGL2VUmwIrBKQovHFkcAgVUcoWL+HoFlBIjAsgN0VgGB5SwQQzsILAM8Z0MRWM4CMbaDwDICdDQcgeUoDGMrZSWwtK3hb82W/85ZGS0hZBmhMag4h+cXWHc+P1UWLVsP/zjZ7fwwBFYpwTGsQAIILOOBgcAyAkRg2QE6q4DAchaIoR0ElgGes6EILGeBGNtBYBkBOhqOwHIUhrGVshRY0+b/II+8/qXsWb+63MEyQmNS8Q2PCayvvvlRBr00TSpnZcqQPh2lWpWK8RXgUXkEEFgcDCEJILCMNBFYRoAILDtAZxUQWM4CMbSDwDLAczYUgeUsEGM7CCwjQEfDEViOwjC2UpYCi2WExnBKMTwmsO59aZrM+eZHOaFdE+l+RLNSVGIIAotjICQBBJaRJgLLCBCBZQforAICy1kghnYQWAZ4zoYisJwFYmwHgWUE6Gg4AstRGMZWylJgaWtPvDVHPp2zgmVsxpziHa4Ca/rcFXLL01Mkq0KmDLmiQ/QLhGwlJ4DAKjkzRhROAIFlPDoQWEaACCw7QGcVEFjOAjG0g8AywHM2FIHlLBBjOwgsI0BHwxFYjsIwtlLWAmva/NXyyOszZfddqsrdvdsbu2V4cQRUYN08fLLMWLhajm7TSM7p1qK4Ifx9IQQQWBwaIQkgsIw0EVhGgAgsO0BnFRBYzgIxtIPAMsBzNhSB5SwQYzsILCNAR8MRWI7CMLZS1gJLlxH2e3CCbM7eLrdffJjstWt1Y8cML4rAxm250nfwv6VCZobcd/nhUqdGZYCVkgACq5TgGFYgAQSW8cBAYBkBIrDsAJ1VQGA5C8TQDgLLAM/ZUASWs0CM7SCwjAAdDUdgOQrD2EpZCyxt74m3Z8uns1fKKR2aymmdmho7ZnhRBJ585yv55MvlcsTBe8mfjt0PWAYCCCwDPIb+hgACy3hQILCMABFYdoDOKiCwnAViaAeBZYDnbCgCy1kgxnYQWEaAjoYjsByFYWylPASWLmd78B8zpUG9anLnJe2MHTO8MALrNmbL1Q9/HP314Ms7SN1azL6yHC0ILAs9xu5MAIFlPCYQWEaACCw7QGcVEFjOAjG0g8AywHM2FIHlLBBjOwgsI0BHwxFYjsIwtlIeAktbvGzIf2TL1hy5/c9tZa/6NYxdM7wgAg+OnikzFq2Wjq0byEUn/A5IRgIILCNAhu9AAIFlPCAQWEaACCw7QGcVEFjOAjG0g8AywHM2FIHlLBBjOwgsI0BHwxFYjsIwtlJeAuvJsbPlk1ksIzTGVejwafN/kEde/1KqVKoggy47XGryy4Nm1AgsM0IK5COAwDIeDggsI0AElh2gswoILGeBGNpBYBngORuKwHIWiLEdBJYRoKPhCCxHYRhbKS+BNX3BannoNX6N0BhXgcP1BvnXDf9E1m/Mlr+c0UratdxNcnJyy+Kp0qomAiut4i7znUVgGREjsIwAEVh2gM4qILCcBWJoB4FlgOdsKALLWSDGdhBYRoCOhiOwHIVhbKW8BFb+XyO87aK20mg3lhEao8sb/vKHC+SDz5ZIkz1qyIP9u8pPP21EYAWAi8AKAJESeQTSWmDNnDlTrrvuOvnhhx+kZcuWMmTIENltt90KPDwmTZokDzzwgKxcuVIaNmwoL7/8cvQ4BJb9bKpQIUNq164ua9dusBejQsIJILASHkGwBhBYwVAmvBACK+ERBG0AgRUUZ0KLIbASij/ok5eXwNKmn3x7jnwye4Wc3KGpnM6vEQbJ8fvVG+SWp6dEtW67uK203m8P+fFHBFYIuAisEBSpESOQtgJr+/btcvTRR8utt94qnTt3lhEjRsjkyZNl+PDhvzk6pk+fLtdff70MHTpU9ttvx59RRWDZTyYElp2hpwoILE9p2HpBYNn4eRqNwPKUhr0XBJadoZcKCCwvSdj7KE+BNX3hannoHywjtKf2a4XcXJGBI6bItys2yLFtG0uPrs2lXr0aCKxAgBFYgUBSJiKQtgJrxowZcscdd8jo0aMjEDk5OdK+fXsZN26c1KxZc4fD4/LLL5cePXpIly5dfnPYILDsZxICy87QUwUElqc0bL0gsGz8PI1GYHlKw94LAsvO0EsFBJaXJOx9lKfAYhmhPa/8FT6YulReHjdfdqlZSe7u3V4qVayAwAqIGIEVECal0ldgjRkzJppxNWjQoLzDoHv37nLzzTdL69atdzg02rRpI1dffbW8+uqrkeg655xzon90Q2DZzyIElp2hpwoILE9p2HpBYNn4eRqNwPKUhr0XBJadoZcKCCwvSdj7KE+Bpd0+NXaOTJ61Qk4+fG85vfM+9h1I0wrrNmbLdY9Pli1bc6R/j4PkgKZ1IxLMwAp3QCCwwrGkUhrPwBo1apTMmTNHbrvttrzjoGfPnnLFFVdIu3bt8v5sy5Yt0qpVK7n00kulb9++snHjRjn33HPlnnvukYMOOogb+wU6izIyfp2+y5b8BMgy+TOM7YFmqRvnZmpkyrmZGjnqXpBlamXJ62xq5Vle75mfzVkpdzz7X9mzfnV57G/dUgdiOe/J3SM+k09nLZfDWzeQv/Vqk/fsvM6GCyIz8/8/UIYrSaU0JpC2Swjfeust+eijj6Ibt8e2U089VQYOHCgHHnhg3p9lZ2dHokrvg1WpUqXozx955BHJysqS3r17y+rVP6fx4RNm13UGVq1a1eXHH7mJexiiia1Sp0512bDhF9m2LSexjfDsZgJVq1aSjIwM2bRpi7kWBRJLQGdg1apVNbqfB1vyE9CZruvX/yLbt/M6m+xpVqtWWXJzc+WXX7KTfVfSvn+dgVWjRtXol+vKY9NlhH2HTpDN2dtFf42w8e78GmFJuc9avFaGvDJdKmdlyqDLDpfa1X+91tOtbt0a/AphSYEW8vj69Xe8PU+gspRJUwJpK7Bmz54tN9xwg7z55ptR9Nu2bZO2bdvK+PHjpU6dOjscDp06dZLXXnst7xcK77//ftlll13kwgsvZAlhgBOHJYQBIDoqwRJCR2EYW2EJoRGgo+EsIXQURoBWWEIYAKKTEiwhdBJEgDbKewmhthxbRnjS4XvLGSwjLFGK2du2y/XDP5Eff86Wc49qIUcd2miH8SwhLBHOIh/MEsJwLKmUxksI9V5Wxx13nNx0002igkp/hVBv4D5y5MjoPle6tFCXDNavX18eeOABWbZsWbRscO3atXL22WfLsGHDol8k5B5Y9tMIgWVn6KkCAstTGrZeEFg2fp5GI7A8pWHvBYFlZ+ilAgLLSxL2PhIhsGYuWiNDR8+Q3XepGt18nC1+AqPGL5D3pyyRJnvUkJvPbxstzc6/IbDiZ1ncIxFYxRHi70tCIG1nYCmkuXPnyoABAyI51axZMxk8eLA0atRI9L5XRx11lDzzzDPSokUL2bx5s9x4440yadIkqVatmuivEp555pkRZwRWSQ63gh+LwLIz9FQBgeUpDVsvCCwbP0+jEVie0rD3gsCyM/RSAYHlJQl7H4kQWDk5uXJFvmWEjXZjGWE8SX6/eoPc8vSU6KG3XdxW9qr/W24IrHhIxvcYBFZ8nHhUfATSWmDFh6joRyGw7BQRWHaGniogsDylYesFgWXj52k0AstTGvZeEFh2hl4qILC8JGHvIxECS7t++p2vZNKXy+XE9nvLmV34NcLiktSb7A8cMUW+XbFBjmnTSM7u1qLAIQis4kjG//cIrPhZ8cjiCSCwimdU5CMQWEaAIoLAsjP0VAGB5SkNWy8ILBs/T6MRWJ7SsPeCwLIz9FIBgeUlCXsfiRJYMxetlqGjZ7KMMM4IP/x8ibz4wQLZpWalaNllpYoVEFhxsivtwxBYpSXHuIIIILCMxwUCywgQgWUH6KwCAstZIIZ2EFgGeM6GIrCcBWJsB4FlBOhoOALLURjGVhIlsPIvI7z1wjbSeHd+8a2wKNdtzJbrHp8sW7bmSP8eB8kBTesWmjozsIwnRL7hCKxwLKmUxjdxDxU+AstOkhlYdoaeKiCwPKVh6wWBZePnaTQCy1Ma9l4QWHaGXiogsLwkYe8jUQJLO3/mna/kY5YRFhvisDdmydR5q+TgFvWl75mti3w8AqtYnHE/AIEVNyoeGAcBZmDFAamohyCwjACZgWUH6KwCAstZIIZ2EFgGeM6GIrCcBWJsB4FlBOhoOALLURjGVhIpsL78eo088OoMqVuzsgzu08G4J6k5fNbitXL/qOmSVSEzWjpYt1ZlBFY5RY3AKifQafI0CCxj0AgsI0AElh2gswoILGeBGNpBYBngORuKwHIWiLEdBJYRoKPhCCxHYRhbSaTAyr+M8JYL20gTlhHukGb2tu1y/fBP5Mefs6VH1xZybNtGxabNDKxiEcX9AARW3Kh4YBwEEFhxQCrqIQgsI0AElh2gswoILGeBGNpBYBngORuKwHIWiLEdBJYRoKPhCCxHYRhbSaTA0tafefcr+Xim/hphEzmzSzPj3qTW8FfHL5T3pnwne9avLgMvaiuZmRnF7iACq1hEcT8AgRU3Kh4YBwEEVhyQEFhGSMUM5x5YZcu3vKsjsMqbeNk9HwKr7NiWd2UEVnkTL9vnQ2CVLd/yrI7AKk/aZftciRZYsxavkftHsYxw55S/X71Bbnl6iuTkitx8QRvZe4/4bnKPwAp3viCwwrGkEjdxNx8DzMAyIxQElp2hpwoILE9p2HpBYNn4eRqNwPKUhr0XBJadoZcKCCwvSdj7SLTA0mWE/R6cKJu2bBOWEf6aZ26uyMARU+TbFRuk2yEN5byj9407aARW3KiKfSACq1hEPKAEBJiBVQJYBT0UgWUEyBJCO0BnFRBYzgIxtIPAMsBzNhSB5fPfYAkAACAASURBVCwQYzsILCNAR8MRWI7CMLaSaIGl7T/77lcyceZyOaFdE+l+BMsIx09bKi/8a77Uql5J7undXqpUqhB3ygisuFEV+0AEVrGIeEAJCCCwSgALgWWEVchwZmCVDddEVUVgJYp8+OdFYIVnmqiKCKxEkS+b50VglQ3XRFRFYCWCetk8pweBNXvxGhnCMsIo4HUbs+W6xyfLlq05cvnpB8ih++1WouARWCXCVeSDEVjhWFKJJYTmY4AZWGaELCG0I3RVAYHlKg5TMwgsEz5XgxFYruIwN4PAMiN0UwCB5SYKcyMeBNYOywgvaCNN4rzfk3nnHRZ47M1Z8tncVfL7pnXlmh4HlbhDBFaJkRU6AIEVjiWVEFjmYwCBZUaIwLIjdFUBgeUqDlMzCCwTPleDEViu4jA3g8AyI3RTAIHlJgpzIx4Elu7Ec/+cKxNmLJPj2zWRP6bpMsJZi9fK/aOmS1aFTLm7d3upW6tyifNFYJUYGQIrHDIqFUGAJYTGwwOBZQTIPbDsAJ1VQGA5C8TQDgLLAM/ZUASWs0CM7SCwjAAdDUdgOQrD2IoXgTXnmx9l8CtfSP3aVeTeyw437lVyDr/hyU9l+ZpNclbX5nJc28al2gkEVqmwFTiIGVjhWFKJGVjmYwCBZUbIDCw7QlcVEFiu4jA1g8Ay4XM1GIHlKg5zMwgsM0I3BRBYbqIwN+JFYOmOXPHAhF9/jfCCttJkjxrmfUumAouWrZc7n58a3bB9WP8upW4dgVVqdL8ZiMAKx5JKCCzzMYDAMiNEYNkRuqqAwHIVh6kZBJYJn6vBCCxXcZibQWCZEbopgMByE4W5EU8Ca8R7c+Wj6cvkuMMay1lHNjfvWzIViO175wP3lAuOb1nq1hFYpUaHwAqHjkoFEGAJofGwQGAZAbKE0A7QWQUElrNADO0gsAzwnA1FYDkLxNgOAssI0NFwBJajMIyteBJYsxevlSGjpkvdmpVlcJ8Oxj1LnuFbt+dI36ETJHtrjlzf8xBp0bB2qZtHYJUaHQIrHDoqIbDCHwMILDvTChUypHbt6rJ27QZ7MSoknAACK+ERBGsAgRUMZcILIbASHkHQBhBYQXEmtBgCK6H4gz65J4GV/9cIbzr/UGnaoFbQffVa7JNZK+TJsXOkXq0qct/ltvt/IbDCpcwSwnAsqcQSQvMxgMAyI2QJoR2hqwoILFdxmJpBYJnwuRqMwHIVh7kZBJYZoZsCCCw3UZgb8SSwdGfScRmh3rxeb2J/ZpdmcmL7JqZMEVgmfDsMRmCFY0klBJb5GEBgmREisOwIXVVAYLmKw9QMAsuEz9VgBJarOMzNILDMCN0UQGC5icLciDeBNeebtTL4lfRZRvjThi3S/5FJkpEhMqRPB6lTo7IpUwSWCR8CKxw+Ku1EgHtgGQ8JBJYRIPfAsgN0VgGB5SwQQzsILAM8Z0MRWM4CMbaDwDICdDQcgeUoDGMr3gRWui0jfGvSYnlz4mJptU9dufqsg4xpiiCwzAjzCjADKxxLKjEDy3wMILDMCJmBZUfoqgICy1UcpmYQWCZ8rgYjsFzFYW4GgWVG6KYAAstNFOZGvAks3aHn358n//niezmubWM5q2tq/xrhX4dNljXrN8tlpx0gbVruZs4TgWVGiMAKh5BK+QgwA8t4OCCwjACZgWUH6KwCAstZIIZ2EFgGeM6GIrCcBWJsB4FlBOhoOALLURjGVjwKLL0flN4XKtV/jXDekp9k0IvTpFrlijK0XyepWCHDmCYzsMwA8xVgBlZImtRCYBmPAQSWESACyw7QWQUElrNADO0gsAzwnA1FYDkLxNgOAssI0NFwBJajMIyteBRYubkifYdOkE1btkkq/xrh0+98JZO+XC5d/9BQeh6zrzHJX4czAysIxqgIAiscSyqxhNB8DCCwzAhZQmhH6KoCAstVHKZmEFgmfK4GI7BcxWFuBoFlRuimAALLTRTmRjwKLN2p59+bJ/+Z/r0c27ax9EjBZYRbtubIlQ9NkOytOXLLBW2kyR41zVkisIIgzCuCwArLM92rMQPLeAQgsIwAmYFlB+isAgLLWSCGdhBYBnjOhiKwnAVibAeBZQToaDgCy1EYxla8Cqyvvv1R7ns5dZcRfvzlcnnmna9kj7rV5K5L2xlT/N9wZmAFQ8kMrHAoqSTMwDIfBAgsM0JmYNkRuqqAwHIVh6kZBJYJn6vBCCxXcZibQWCZEbopgMByE4W5Ea8CK/8ywhv/dIjss2dt8756KnDPi9Nk/pKf5OxuLeSYNo2CtYbACoYSgRUOJZUQWPZjAIFlZ1ihQobUrl1d1q7dYC9GhYQTQGAlPIJgDSCwgqFMeCEEVsIjCNoAAisozoQWQ2AlFH/QJ/cqsHQnY79GeGzbRtKja4ug+53IYqvXbZYBj02WCpkZcv8VHaVmtaxg7SCwgqFEYIVDSSUElv0YQGDZGSKw7Aw9VUBgeUrD1gsCy8bP02gElqc07L0gsOwMvVRAYHlJwt6HZ4E199sf5d4UXEb4xsTF8vakxXJwi12l75mt7CHmq4DACoeTe2CFY0kllhCajwEElhkhSwjtCF1VQGC5isPUDALLhM/VYASWqzjMzSCwzAjdFEBguYnC3IhngZV/GeENvQ6VZnvVMu9vogvoPl3z6CT5acMW6XdmazmoRf2gLSGwwuFEYIVjSSUElvkYQGCZESKw7AhdVUBguYrD1AwCy4TP1WAElqs4zM0gsMwI3RRAYLmJwtyIZ4GlOzfy/fny7y+WSqosI5zzzVoZ/Mp0qVE1S4b26ySZGeYIdyiAwArHE4EVjiWVEFjmYwCBZUaIwLIjdFUBgeUqDlMzCCwTPleDEViu4jA3g8AyI3RTAIHlJgpzI94F1rzvfpJBL02TujUry+A+Hcz7m+gCT7w9Wz6dvVKObdtYenRtHrwdBFY4pAiscCyphMAyHwMILDNCBJYdoasKCCxXcZiaQWCZ8LkajMByFYe5GQSWGaGbAggsN1GYG/EusHTJ3dUPfyzrN2XL33sdKs2TeBnhlq050nfoBNm2PUfuvKSdNKhXzZzfzgUQWOGQIrDCsaQSAst8DCCwzAgRWHaEriogsFzFYWoGgWXC52owAstVHOZmEFhmhG4KILDcRGFuxLvA0h184V/zZfy05F9G+NH0ZTLivbnStEFNuen8NubsCiqAwAqHFYEVjiWVEFjmYwCBZUaIwLIjdFUBgeUqDlMzCCwTPleDEViu4jA3g8AyI3RTAIHlJgpzI8kgsOYt+UkGvThNalWrJEP7dTTvc6IK3DVyqiz8fr30OmY/OfIPe5VJGwiscFgRWOFYUgmBZT4GEFhmhAgsO0JXFRBYruIwNYPAMuFzNRiB5SoOczMILDNCNwUQWG6iMDeSDAJrh2WEPQ+R5g1rm/e7vAusXrdZBjw2WSpWyJShfTtKtSoVy6QFBFY4rAiscCyphMAyHwMILDNCBJYdoasKCCxXcZiaQWCZ8LkajMByFYe5GQSWGaGbAggsN1GYG0kGgaU7GVtGeEybRnJ2txbm/S7vAv/4zyJ599Nv5bD9d5fep/y+zJ4egRUOLQIrHEsqIbDMxwACy4wQgWVH6KoCAstVHKZmEFgmfK4GI7BcxWFuBoFlRuimAALLTRTmRpJFYM1f8pPck6TLCHNyRa56aKJs+GWr9O9xkBzQtK45t8IKILDCoUVghWNJJQSW+RhAYJkRIrDsCF1VQGC5isPUDALLhM/VYASWqzjMzSCwzAjdFEBguYnC3EiyCKxkXkY4c9FqGTp6ptSpUVmG9OkgGRnm2AotgMAKxxaBFY4llRBY5mMAgWVGiMCyI3RVAYHlKg5TMwgsEz5XgxFYruIwN4PAMiN0UwCB5SYKcyPJIrB0R1/8YL58+PlSObpNIzkniZYRPvbmLPls7io5+fC95fTO+5gzK6oAAiscXgRWOJZUQmCZjwEElhkhAsuO0FUFBJarOEzNILBM+FwNRmC5isPcDALLjNBNAQSWmyjMjSSTwFqw9Ce5+4Xk+jXCTZu3yZUPTZTtObly72WHS/3aVcyZIbDKFGFecQRW+XBOl2fJyM3ViaRspSWAwCotuf+Nq1AhQ2rXri5r126wF6NCwgkgsBIeQbAGEFjBUCa8EAIr4REEbQCBFRRnQoshsBKKP+iTJ5PAyr+M8Pqeh0iLJPg1wvHTlkY3oN+3UR257rw/BM2uoGLMwAqHGIEVjiWV0nwG1syZM+W6666TH374QVq2bClDhgyR3XbbrdDjIicnR84991xp0aKF3H777dHjEFj20wiBZWfoqQICy1Matl4QWDZ+nkYjsDylYe8FgWVn6KUCAstLEvY+kklg6d6+NG6+jJu6VI4+tKGcc9S+dgBlXGHgc1PlmxXr5aITfycdWzUo42cTQWCFQ4zACseSSmkssLZv3y5HH3203HrrrdK5c2cZMWKETJ48WYYPH17ocfHMM8/IRx99JI0bN0ZgBTx7EFgBYToohcByEEKgFhBYgUA6KIPAchBCwBYQWAFhJrgUAivBAQR8+mQTWAuWrpO7X/hcalWrJA/07VimN0S3Yl6+ZpPc8OSnUikrUx7s11kqZ2VaSxY7HoFVLKK4H4DAihsVD4yDQNouIZwxY4bccccdMnr06AiTzq5q3769jBs3TmrWrPkbdIsXL5Zrr71WLr74Yvnkk08QWHEcXPE+BIEVL6nkeBwCKzlyiqdLBFY8lJLjMQis5Mgp3i4RWPGS8v84BJb/jOLtMNkEVjItIxw1foG8P2VJNPNKZ2CVx4bACkcZgRWOJZXSeAbWmDFjohlXgwYNyjsOunfvLjfffLO0bt16h2ND5VavXr3khhtukG+//TYaxxLCcKcPAiscSw+VEFgeUgjTAwIrDEcPVRBYHlII1wMCKxzLRFdCYCU6gXDPn2wCS/f85XHz5YOpS+WoQxvKuU6XEebkilz10ETZ8MvW6N5Xeg+s8tgQWOEoI7DCsaRSGgusUaNGyZw5c+S2227LOw569uwpV1xxhbRr126HY+Opp56STZs2Sb9+/eSf//znDgJr48YtHEdGAhkZIlWqVJJffsk2VmK4BwJVqmRJdvY2ydFPHGxJTSArq0LU/9at25N6P2heJCMjQ6pUqSi//LIVHClAoGrVLNm8eZvwOzzJHyavs8mfYWwPMjMzpFKlirJ5c/K8zs777ke55an/Su3qleTxAV1dLiOcOneVDH5pmuxap6o83L9LuR0wVatWks2bs4WfO7MjV1HPBoFQBNJ2CeFbb70V3c9Kb9we20499VQZOHCgHHjggXl/tmjRouhG7y+99JJkZWUhsEIdefnq6Bt+5cpZCKwyYJuIkvqGv2XLVgRWIuAHfk69sFLxoUKSLbkJ8Dqb3Pnt3D2vs6mTpwoPFZF8UZD8mSbr62zvQeNl3cZsufXittKySV13QQx5+Qv57KuVcla3FnJGl2bl1p/OQtcvffiiwI4cgWVnSIX/EUhbgTV79uxoSeCbb74Z0di2bZu0bdtWxo8fL3Xq/G9q6rBhw6Ibu2dm/nqzQH2c3gC+adOm8s477/ArhAHOJpYQBoDoqARLCB2FYWyFJYRGgI6Gs4TQURgBWmEJYQCITkqwhNBJEAHaSMYlhLrbL3+4QD74bInLZYSbNm+TKx+aKNtzcuX+KzpInRrlN5OHJYQBTor/L8ESwnAsqZTGSwj1vlbHHXec3HTTTdKpU6foVwj1Bu4jR46MbuiuSwv79u0r9evX3+E42XkJ4Q8//MxxZCSAwDICdDYcgeUsEEM7CCwDPGdDEVjOAjG2g8AyAnQ0HIHlKAxjK8kqsBYuXSd3Of01wn99tkRe+XCB/H7vunLN2QcZEyrZcARWyXgV9WgEVjiWVEpjgaXhz507VwYMGCDLli2TZs2ayeDBg6VRo0ayZcsWOeqoo+SZZ56RFi1aILDK+ExBYJUx4HIuj8AqZ+Bl+HQIrDKEW86lEVjlDLyMnw6BVcaAy7E8AqscYZfxUyWrwFIsVz30sazflF2uN0mPJ46/P/GprFi7SXqf8ns5bP/d4xkS7DEIrGAoBYEVjiWV0lxghTgAmIFlp4jAsjP0VAGB5SkNWy8ILBs/T6MRWJ7SsPeCwLIz9FIBgeUlCXsfySywdJaTznbqdkhDOe/ofe0wAlT4duXPctuzn0m1yhXlgX4dJavCr7dzKa8NgRWONAIrHEsqIbDMxwACy4xQEFh2hp4qILA8pWHrBYFl4+dpNALLUxr2XhBYdoZeKiCwvCRh7yOZBdbC79fLXSOnSq1qleSBvh1d/BrhS+Pmy7ipS+WIg/eSPx27nz2gElZAYJUQWBEPR2CFY0klBJb5GEBgmREisOwIXVVAYLmKw9QMAsuEz9VgBJarOMzNILDMCN0UQGC5icLcSDILLN15T8sIt23PlasemiibtmyTm84/VJo2qGXOp6QFEFglJVb44xFY4VhSCYFlPgYQWGaECCw7QlcVEFiu4jA1g8Ay4XM1GIHlKg5zMwgsM0I3BRBYbqIwN5LsAmvU+AXy/pQl0vUPDaXnMYldRjh13ioZ9sYs2aNuNbnr0nbmbEpTAIFVGmoFj0FghWNJJQSW+RhAYJkRIrDsCF1VQGC5isPUDALLhM/VYASWqzjMzSCwzAjdFEBguYnC3EiyC6xF36+XO50sI3zwHzNkxsI1ctaRzeW4wxqbsylNAQRWaaghsMJRo1JhBDJyc3NzwVN6Agis0rOLjeQeWHaGniogsDylYesFgWXj52k0AstTGvZeEFh2hl4qILC8JGHvI9kFlhK49tFJsvbnLQn9NUL9NURdzqjbg/06Sc1qWfZwSlEBgVUKaIUMYQZWOJZUYgaW+RhAYJkRMgPLjtBVBQSWqzhMzSCwTPhcDUZguYrD3AwCy4zQTQEElpsozI2kgsAaNX6hvD/lOznp8L3ljM77mJmUtMDa9Vvk318slcmzlkuT3WtJv+6tS1oi2OMRWMFQCgIrHEsqIbDMxwACy4wQgWVH6KoCAstVHKZmEFgmfK4GI7BcxWFuBoFlRuimAALLTRTmRlJBYH23coPc+uyUiMWhLXeVC47fX6pVrmBmE0+BGYtWy5NvzYlu3N5sr9pyxRmtpHb1SvEMLZPHILDCYUVghWNJJQSW+RhAYJkRIrDsCF1VQGC5isPUDALLhM/VYASWqzjMzSCwzAjdFEBguYnC3EgqCCyF8M2Kn+XR17+UNes3S50aleXy0w+Q5nvVNvMprEBOTq784z+L5L0p30UPOa5tY+l+RDPJzMwos+eMpzACKx5K8T0GgRUfJx4VHwHugRUfp0IfhcAyAhRBYNkRuqqAwHIVh6kZBJYJn6vBCCxXcZibQWCZEbopgMByE4W5kVQRWApic/Z2ef79ufLp7JWiHumEdk3ktE77BJdK6zZmyyOvfymLvl8nVSpVkL+ceoC0blbPnEWIAgisEBR/rYHACseSSszAMh8DCCwzQgSWHaGrCggsV3GYmkFgmfC5GozAchWHuRkElhmhmwIILDdRmBtJJYEVgzHlq1Xy7LtzZMvWHNl7j5rS54zWUq9WZTMrLTDnmx/l8TGzZMMvW2Wv+jXkyj+2lvq1qwSpHaIIAisERQRWOIpUihFgBpbxWEBgGQEyA8sO0FkFBJazQAztILAM8JwNRWA5C8TYDgLLCNDRcASWozCMraSiwFIkq9dtlkffmCnfrtgQzZI67+j9pEOrPUpNKydXZMzEr2XsJ99Ibq5I5wMbSM9j9pOKFTJLXbMsBiKwwlFlBlY4llRiBpb5GEBgmREyA8uO0FUFBJarOEzNILBM+FwNRmC5isPcDALLjNBNAQSWmyjMjaSqwFIw23Ny5c2Ji+TdT7+LpNMf9t1VLj5xf6lawhu8/7xpqwx740uZt+QnyaqQKRed+Ds5bP/dzezLogACKxxVBFY4llRCYJmPAQSWGSECy47QVQUElqs4TM0gsEz4XA1GYLmKw9wMAsuM0E0BBJabKMyNpLLAisFZsPQnGfbGLNF7V5X0Bu8Lv18X3e9q/cZs2X2XqtKve2tpUK+6mXtZFUBghSOLwArHkkoILPMxgMAyI0Rg2RG6qoDAchWHqRkElgmfq8EILFdxmJtBYJkRuimAwHIThbmRdBBYCmnj5m3y5NuzZeaiNZKR7wbvFYr41cB3PvlO3piwUHT54IHN60c3a6+c5WvJ4M4HAALLfErkFUBghWNJJQSW+RhAYJkRIrDsCF1VQGC5isPUDALLhM/VYASWqzjMzSCwzAjdFEBguYnC3Ei6CKwYqH9/8b28Mm6BbN2eI413ryF9Tm8tu9bZ8SbsKrueeGuWfPn1WlHB1aNrCznq0IZm1uVRAIEVjjICKxxLKiGwzMcAAsuMEIFlR+iqAgLLVRymZhBYJnyuBiOwXMVhbgaBZUbopgACy00U5kbSTWApsOVrNsmjr38py9ZsjGZUnXfMftKxVYOI5eLl6+Xh176UnzZsiZYb9j2zlTRtUMvMubwKILDCkUZghWNJJQSW+RhAYJkRIrDsCF1VQGC5isPUDALLhM/VYASWqzjMzSCwzAjdFEBguYnC3Eg6CqwYtJfGzZdxU5dG/3toy12l4a415c2JX0f/v//eu0RLBmtUzTIzLs8CCKxwtBFY4VhSCYFlPgYQWGaECCw7QlcVEFiu4jA1g8Ay4XM1GIHlKg5zMwgsM0I3BRBYbqIwN5LOAkvhzVi4Rp5+Z45s+GVrHsvTOu0jp3TY28w2EQUQWOGoI7DCsaQSAst8DCCwzAgRWHaEriogsFzFYWoGgWXC52owAstVHOZmEFhmhG4KILDcRGFuJN0FlgLUXxh8bMwsWbJyg1x+eqto9lWybgiscMkhsMKxpBICy3wMILDMCBFYdoSuKiCwXMVhagaBZcLnajACy1Uc5mYQWGaEbgogsNxEYW4EgfU/hOs3ZUutapXMTBNZAIEVjj4CKxxLKiGwzMcAAsuMEIFlR+iqAgLLVRymZhBYJnyuBiOwXMVhbgaBZUbopgACy00U5kYQWGaErgogsMLFgcAKx5JKCCzzMYDAMiNEYNkRuqqAwHIVh6kZBJYJn6vBCCxXcZibQWCZEbopgMByE4W5EQSWGaGrAgiscHEgsMKxpBICy3wMILDMCBFYdoSuKiCwXMVhagaBZcLnajACy1Uc5mYQWGaEbgogsNxEYW4EgWVG6KoAAitcHAiscCyphMAyHwMILDNCBJYdoasKCCxXcZiaQWCZ8LkajMByFYe5GQSWGaGbAggsN1GYG0FgmRG6KoDAChcHAiscSyohsMzHAALLjBCBZUfoqgICy1UcpmYQWCZ8rgYjsFzFYW4GgWVG6KYAAstNFOZGEFhmhK4KILDCxYHACseSSggs8zGAwDIjRGDZEbqqgMByFYepGQSWCZ+rwQgsV3GYm0FgmRG6KYDAchOFuREElhmhqwIIrHBxILDCsaQSAst8DCCwzAgRWHaEriogsFzFYWoGgWXC52owAstVHOZmEFhmhG4KILDcRGFuBIFlRuiqAAIrXBwIrHAsqYTAMh8DCCwzQgSWHaGrCggsV3GYmkFgmfC5GozAchWHuRkElhmhmwIILDdRmBtBYJkRuiqAwAoXBwIrHEsqIbDMxwACy4wQgWVH6KoCAstVHKZmEFgmfK4GI7BcxWFuBoFlRuimAALLTRTmRhBYZoSuCiCwwsWBwArHkkoILPMxgMAyI0Rg2RG6qoDAchWHqRkElgmfq8EILFdxmJtBYJkRuimAwHIThbkRBJYZoasCCKxwcSCwwrGkEgLLfAwgsMwIEVh2hK4qILBcxWFqBoFlwudqMALLVRzmZhBYZoRuCiCw3ERhbgSBZUboqgACK1wcCKxwLKmEwDIfAwgsM0IElh2hqwoILFdxmJpBYJnwuRqMwHIVh7kZBJYZoZsCCCw3UZgbQWCZEboqgMAKFwcCKxxLKiGwzMcAAsuMEIFlR+iqAgLLVRymZhBYJnyuBiOwXMVhbgaBZUbopgACy00U5kYQWGaErgogsMLFgcAKx5JKCCzzMYDAMiNEYNkRuqqAwHIVh6kZBJYJn6vBCCxXcZibQWCZEbopgMByE4W5EQSWGaGrAgiscHEgsMKxpBICy3wMILDMCBFYdoSuKiCwXMVhagaBZcLnajACy1Uc5mYQWGaEbgogsNxEYW4EgWVG6KoAAitcHAiscCyphMAyHwMILDNCBJYdoasKCCxXcZiaQWCZ8LkajMByFYe5GQSWGaGbAggsN1GYG0FgmRG6KoDAChcHAiscSyohsMzHAALLjBCBZUfoqgICy1UcpmYQWCZ8rgYjsFzFYW4GgWVG6KYAAstNFOZGEFhmhK4KILDCxYHACseSSggs8zGAwDIjRGDZEbqqgMByFYepGQSWCZ+rwQgsV3GYm0FgmRG6KYDAchOFuREElhmhqwIIrHBxILDCsaQSAst8DCCwzAgRWHaEriogsFzFYWoGgWXC52owAstVHOZmEFhmhG4KILDcRGFuBIFlRuiqAAIrXBwIrHAsqYTA4hiAAAQgAAEIQAACEIAABCAAAQhAAAIQcE4gIzc3N9d5j7QHAQhAAAIQgAAEIAABCEAAAhCAAAQgkMYEEFhpHD67DgEIQAACEIAABCAAAQhAAAIQgAAEkoEAAisZUqJHCEAAAhCAAAQgAAEIQAACEIAABCCQxgQQWGkcflnu+ocffii33HKLTJgwQTIzM4M8Vbt27WTTpk15tbZv3y4HH3ywvPDCC0HqU+R/BO666y5ZtWqVDB06NCiWb775Rnr37i1nn322XHjhhb+pnZOTI+eee660aNFCbr/99qDPna7FfvzxR+nQoYOMHTtW9tlnnyAYVq9eLYMGDZKJEydKVlaWdO7cWW699dbov3XbuHGjXHPNNdF/P/7440GekyK/Ejj11FOj8+ecc84JgmTr1q3y2GOPyT/+8Q/RXRG64AAAHkxJREFU19R9991X9Pxv0KBBXn6jR4+O/luPn3vuuUfq1asX5LnTvcjxxx8v27Ztkw8++GAHFBs2bJD27dtL165d5cEHHzRjmjp1qvTs2VMqVaqUV2vSpElSs2ZNc+10LbB27Vo57LDD5KyzzpI777xzBwzK9oILLpDbbrstej8LsRX2mqqv68OGDRN9ndfz8uabb5a2bduGeMq0qlFe56JC1Tu3PProo/Lss8/K559/vgPn5557TkaMGCH6unziiSfKgAEDpEKFCmmVhXVn//nPf0q/fv1kyJAhcsopp+xQ7v7774/e79577z1p1qyZ6amKe+/U4prliy++KFu2bJETTjhB/va3v5mek8EQgMCvBBBYHAllQqBPnz6ybt26SFZ06tSpTJ5j8ODBUqtWLbn00kvLpH66FtULKr1IVhnx/PPPR4xDbJ9++mn0gV7llIrHggTWM888Ix999JE0btwYgRUCukiU4b/+9S856KCD5Nprrw1S9YsvvpDFixdHHw5VOv7lL3+Rbt26yXnnnSfLly+P/l8zXrFiBQIrCPFfi8yfPz/6YkCZjxo1Kkjln376SV566SX505/+JDVq1JCHH35YFixYIA899JBozvp8r7zyilSrVi0S2vp4lZVsdgJ60axSSV8X9fyMbSoM9aKnSZMmQQTW+++/L5988gm52SPLq6ACS0WyiqXx48dL5cqV8/5OX2cXLlwYya0QAquo11QVIaeddprstddeMmXKlOjCXbPOyMgIuLepX6q8zkWVHldffbXstttu8vbbb8tnn32WB/e///1v9OXByJEjo+NJ30f1y6GCPiulfiKl30MVWPrFmQpd/UwZ21QcHnfccdGX6o888ohZYBX13qnPqc+tn3v1S5+6deuWfocYCQEI/IYAAouDIjgB/SZQP7TpRc7LL7+8wywe/UZZ5ciMGTNkzZo10TcSKrl0Gz58eHQBpbM69I38tddeK3TGyObNm+Xoo4+OPgDUqVMn+D6kc0GdPaf/7LHHHrLrrrvuMNOjqPwuuugi0X90Zk7sQ31+jnpRrN/468Vw7dq1f/OhTIWIfvC/+OKLow/gzMAKcxSefvrpct9998lll10meiEbmxGpWemsRmWtMz70YlmZV61atUTnonap3yQvXbpUbrrppqjWvHnzJDs7O/r2kRlYYXLUKnpx8/vf/15effXVKKvYjDp97dTXU53hqPw1Y32simDdjj322OjcGjhwYDRrROV/YducOXOib/11Zsd//vOf6Ll0hoduemGgrw1FjQ+3t6lfSS+aVQKr6FWJFdt0tpR+8aNZxGZgaXYq9/UCWGWXzi7QGc46Y0MveGPbFVdcIcccc8wOMw9UUKpw0b9jC0NAeaqwb9myZfRZRD/L6KazxDXTLl26RBfI+llIPxP99a9/la+//jrKT/PVzz16juoXRLFcdAak5v76669H77+xrSSvqfrFgZ63+h7LFj+BkpyLOlv1qaeeEv0cWr9+fXnggQeiLxfiORe1Iz1vO3bsKIccckj0JUFs089OjRo1ypOeev5ff/31MmbMmPh3hEdG71MqjvQ80C8DVBbqptcV+sXAt99+KzoTS8/P6dOnR++leo7q+6bOYFRpqNcpN954o7Rp0yYaq59f9TPUuHHj4nrv1HNZPy+/+eabsssuu5AKBCAQmAACKzBQyv06Zfbnn38WnYWl33boG0hsFo9efOnF0fnnnx+9+ffo0UOuu+66aLmEXoTpBwB9E9c3kKI2FWOzZs36zdR9+NsJXH755ZFc2n333aOLXr2AjW1F5adCRD8E6CwNlSGFbfrBQd/Q83+rqDNKevXqJTfccEP04WLy5MkILHuUkUjS5S06C0uz1A9lsRmRmpfOqtGZNvrBTWfaaC5XXXVVic5FbVO/9dcZWFo/tukyGr2wRmAFCFIkWmqmIkrFkv6j50lsRp2+duprogp9lcTvvvtuxF7/TDe9qNXXVD0W9EuCojb9gD979uzo4lolpJ6Xhx9+uLRu3Tr61lpfn5s3bx5mp9K8il40K1Od/fbvf/87mo31/fffy5VXXil//vOfowuxmMCaNm1alIFuKk50iZqKE801JjxUnhxxxBHRhZue27FNL7ZVMuusDhXUuvxUJQpb6QmowFKOf//736PbGDz55JNRsTfeeCOSGfr5Rmcbq8DS9zfN79BDDxVdfq2CUS+Ef/jhB+nbt280Q1Y3/TJBZ0CqcCxoK+41VWd9qRhTycxWMgIlORfnzp0bLbFWSXjvvfdG0lJlRzznYqwrfT1XOZJfYKmk1s9YZ555ZvQwXcWg53P+x5Rsr9Lz0fq6qeeSvtfpzCd9LdVNrzX0mkQz0/NMBdbKlSujc1U/s+oXBDpbSsfrZyaVVrEvUvVzrc5q1Nfmwrb875362UuXC+q1jdbV92WV2PoawAYBCNgJILDsDKmwEwGdzq7T2nVKu77oqwiJ3a9F35w//vjjvG8kVFgtWbIkmrmhF2H6oq+Co6hNpwHrhw39YL/ffvvBPyAB/VCuH7j1/gC66X/fcccdeTM9ispPhYheYKuULGorSGDpBZZ+CFQRoh8eEFhhQlUJsf/++0dLTPQDnS47i93XTPPSJS76gU63r776KvqApXIk3nNRx+n5rN9Aa+2KFSvmNV7cxVaYPUyfKnpRqhe9d999dzTDUTONzajTvHQWj0pI3fQ1Uj8o69ImvcjS8/add96Rvffeu0hgWkOFlb4u6+u3bnp/Jv1WWi/CVVDqFxD5c06fBMLvqb6P6YWSXriefPLJkdhQoaWZ6cwOfR0u6B5YOvtKZbOew3qO6wwDvUhTganHyc73LtTZAHoPFpVaKj51JoFeiOnrNVvpCMSWEOr7lUoGnWmhS5ZURqrMUAml95MraAmhvu7quarnpZ5T+h7bqlWraJz+WWH3tyvqNVWFiEpN/XJQxSZbyQiU9lzU9z/9skBfg+M5F2NdFSSw9HzPL0P1y4K33norkp9s8ROIfYbUc1GXa+pnml9++SV6jVXG+u+ClhDq7EiVijorS7+M1VmVKp/0iwV9bdYv4wq7j+jO7506y06/DNbZ7/o6q7PpdEmoyur8Xy7Ev1c8EgIQyE8AgcXxEJSAfjOl0+djN3PWCyn9QBa7CbD+ty4fjF0A6ZuzfuDWD+n6AUC/CSnqGw5tVt9Q9NtObt4eNLqomF646jdQsZuG6oWPXhjFZnoUlZ9eTOn9yHRZWlHbzgJr0aJF0Tdj+oFfjxsEVphc9QOy3rxdl5/ENv0GUeWgzojUvHS5pj5GN/0mUi+mdOp9vOfizJkzI6GhsztiN/2OPRcCK0yOsSoqHfS1L3ZvG/2w/fTTT0cz6jQvlVr9+/fPe9Kjjjoq+nP9llnPW52xWtR9cfQDu178qsSMzdLT5dw6Q0+fp0qVKtEMLn1evVBjsxOIXTTreaTLkvTmwvpn+lqo52FMYOnFl34ppBnqbEmVUCo59LVZ33P1HNT3Ur1g0tkbOhuyqE2XcetzkmPpM4wJLL0gVY577rln9GWAnqc6C0tvoRATWN99912UrV7k6jmon4H0vVallc5Y1+XX+h6oM3j0YruwJUeFvaaqXNb3aJ1FUtznp9LvcWqPjPdcVAr6ZY1+eaCb3gdJxaV+Ji3JuViQwNJ6Klb0vNfXW/0yUN9bdUYtW/wE8n+G1M80+plWZ0XqzGKdMRmbbafvjfo6q18i6LWHbvqDF/raqJu+np5xxhnSsGHDaDZVYUs5C3rv1HNVs4zNgtZ6+uWQ/rhN/vsdxr9XPBICEMhPAIHF8RCUgF7g6Kyo7t2759U96aSToosg/eZCL6R0FkH+X7jSafSxGVj6LbHOwilq028Z9VtN/UaELSwBfbPXqdWxe+foh3S9h5Iub9ELp6LyUyGiyxf0HjtFbTsLLL2/jl5ox+7NpB/sVJw1bdo0mjXCVjoCep7ph2z9BjC26UwPXdaiF7+al8pmncmjmy5T0PMwNgOruHNRP6zrt5uF3QwVgVW63AoapefhH//4x+i1MyahNFv9oK6zbfT80ftf6ews3VQy6Qws/RY4NgNLP7wXtumSb13Sq0JTP9zHNp0RossPY0tadEmhCmpmBITJNnbRrPdx1Fk8ulxFv+xR2aHZxgSWXoDpDFWdCadf/mjOen/C2NIYfd3WP7vkkkvyliIW1aEuddH7Men5zlY6AvkFVuxeRZqnigf9jJJfYOl7qP5ZbIm1vuZq1iqwtI6eXzoLS6VWbCliQV0V9JqqXxLq0vvq1atH/2YrHYF4z0X9LKRfuOqsK10WprNcVVLEcov3XCxMYOXvXu8DqzIl//3xSrd36TUqv8BSAag/gqDLAVX0/+53v8sTWCoe9YsevU2GXp/ol0C65C8msPT9VuWh3pdMs4693uanWdh7p0prfT/N/wuzKiR15qXOimeDAARsBBBYNn6MzkdAL5r0poUqHfL/cp1eXOmLvH5DqAJE79+hN6aMXZSp9IrdA6u4i2Z9E9I3Ef3QwE8Lhz38dAmZXtDoTID8m4oOvbjVWRlF5VdagbXzXjADK0yuOl1dRW/++8np1Hg93/QiWfPSi2L9pRydIq/iWGcMxO6BVdS5qLPm9PH6Qb6w+yEhsMLkqFX0Q7jeO0dnR8U2lUl6o2gVWXoBpctw9YJH5bPOmNIP37Fvf/W8LUxg6Yd2fU3Vb4djN6KOPYfW0XF6zxAVJypUtJdQv4AYjlByVopdNKuMUuGhr30qNvTLmfwCS3NX8awzXHWmpJ7XsRlYuucqPjRvzb6gWVU661Lvn6X3hNF7bOm5r8/Ttm3b5ATnoOv8Akvb0SzXr18fzYTTC+P8Aktfg/WLoQMPPDD61TmVWToLTgWWbjprSz8jqaTOfx/BnXezoNdUzVEllspNttITiPdc1M9H+jqowkrfI3VGjb4WxwRWcedirMPiBJa+V+t5r3WLW/pd+r1OzZH5P0Pq++aJJ54Y/ShCbAZVbAaWfu7RL9tVSuqyvieeeCKa6aozJHXTjHSsPk7/budZ5kW9d+p4/ZVSldcqrvRLH50hrTM2tR4bBCBgI4DAsvFjdD4C+k2DXkDtfNPmZcuWRS/guvxFZwXohbXedFYvnlVm5f8VwuIElk7/1Tdz/SDPFpaAfgOs973Z+Seb9d4eelNgnenxhz/8odD8EFhh87BU04srnfmoM3B2vl+RLi/SD2MqsnR2jV746uN15lz+XyEs6lyM3VciNmtOe9UbRMe+udT/R2BZEtxxrN6zQ++HsvM3t/pFgIoJvXDWZUg6C0uXl+l5rI+PzaQsSmDphbSK6/xZ6rOrpNLn09cFFSD6hYHez1Bn8XFBFSbb/BfNesGqIlFZ6wVOfoGl94bUc04vqHQ5i37hozPxYjMC9PzVpcAqFwtawq1fIukyGd30yyV9z43NvAyzJ+lXZWeBpYw///zz6LVVt/wCS+9Npr/cqbOk9D009uMIMYGlr8Gary5n0scUtu38mqq/3Kuyc+dzV6UKn5FKdkzGey6qtNBfjVT2Kp512bWKkZjAKu5cjHVVmMDSLwpVSOqsH50xpO/RbCUjsPOXoPrZVF8fdUaUbvmXEOrMVf3SXaWz3ptO3w/1fI1t+jlJv8Qp6IcVinrv1GWCOgtLM9R/630KdSadSmw2CEDATgCBZWdIhRIQKOpCqgRleGiCCJBfgsCXwdPqhzqVyczCKAO45VxSL571olh/0Ywt/QjorCydSaBfEu0sM9KPRvLtsV5A6xeAO998P/n2hI45F1PrGNCZjbrssLAfVkitvWVvIJA8BBBYyZNVSnSKAEnuGMkvufPL3328M+ZSZ49Td09UYBU3ezV1954909k+OhukT58+wEgyAnrzaF1qpPeb0xnqbMlNgHMxufPL373OnNJVIjqjS5dfs0EAAn4IILD8ZJEWnSBAkjtm8kvu/BBYqZNf/j1BYKVmrsXtld5gWO9Ppks9dfYO91Ypjpivv9flS5qhCizko69sStoN52JJifl+vM640tl0urz+yCOP9N0s3UEgDQkgsNIwdHYZAhCAAAQgAAEIQAACEIAABCAAAQgkEwEEVjKlRa8QgAAEIAABCEAAAhCAAAQgAAEIQCANCSCw0jB0dhkCEIAABCAAAQhAAAIQgAAEIAABCCQTAQRWMqVFrxCAAAQgAAEIQAACEIAABCAAAQhAIA0JILDSMPSy3uXVq1fLoEGDZOLEiZKVlSWdO3cW/WUW/e+cnBy58847ZezYsdH/X3bZZdGvfMS2b775Rnr37h3d1PTCCy+M/nj79u3yyiuvyHPPPScbN26U2rVry3XXXSddunQp612hPgQgAAEIQAACEIAABCAAAQhAAAIOCCCwHISQai188cUXsnjxYjnllFMiYfWXv/xFunXrFomq0aNHy9tvvy1PPPGEbNq0KRJV999/vxxwwAHy6aefym233SYtWrSQgw8+OE9gaY2RI0fKSSedJPXq1ZNZs2bJ+eefHz1eJRgbBCAAAQhAAAIQgAAEIAABCEAAAqlNAIGV2vm62Ltnn31Wli5dGv0c7cUXXywXXHCBdOrUKepNZ1UtX75crr/+elmwYIHUrFkzmm2ls6xiM7AK2onDDjtM3nnnHalfv76LfaQJCEAAAhCAAAQgAAEIQAACEIAABMqOAAKr7NhS+f8J9OvXL5qBdeqpp0b/fv7552WvvfaK/nbChAnR/z/11FN5vHRG1i677FKgwMrOzpYRI0bIxx9/HP2bDQIQgAAEIAABCEAAAhCAAAQgAIHUJ4DASv2ME7qHKpoeeOABGTVqlFSsWFE6dOggb731VrQUULcpU6bI0KFD5aWXXipWYKkAmzdvnjRq1CiqqcsO2SAAAQhAAAIQgAAEIAABCEAAAhBIfQIIrNTPOGF7OHPmTBkwYIDoEsIGDRpEfRx11FHy9NNPS5MmTaL///DDDyN5pX8W24qagaU3dJ8+fbpcddVV0cytpk2bJmz/eGIIQAACEIAABCAAAQhAAAIQgAAEyocAAqt8OKfds8ydO1euvvpqeeSRR6RZs2Z5+6+/MNijRw/p2rVr9GdPPvmkrFy5Um688ca4BFbsQf37949+hVBnZbFBAAIQgAAEIAABCEAAAhCAAAQgkNoEEFipnW9C9m7RokWi97168MEHpXnz5jv0MGbMGHnttdfyfoXwrLPOkrvvvlvatGlTqMBau3atrFq1Slq2bBk9ZuHChdGN4PUG8DvXT8gO86QQgAAEIAABCEAAAhCAAAQgAAEIlCkBBFaZ4k3P4jrzauzYsZKZmZkHoHLlyqJLCnW79957I4mVkZER/SrhJZdcsgOonZcQrlixQq655hr5+uuvJSsrS+rWrSuXX365HHPMMekJmL2GAAQgAAEIQAACEIAABCAAAQikGQEEVpoFzu5CAAIQgAAEIAABCEAAAhCAAAQgAIFkI4DASrbE6BcCEIAABCAAAQhAAAIQgAAEIAABCKQZAQRWmgXO7kIAAhCAAAQgAAEIQAACEIAABCAAgWQjgMBKtsToFwIQgAAEIAABCEAAAhCAAAQgAAEIpBkBBFaaBc7uQgACEIAABCAAAQhAAAIQgAAEIACBZCOAwEq2xOgXAhCAAAQgAAEIQAACEIAABCAAAQikGQEEVpoFzu5CAAIQgAAEIAABCEAAAhCAAAQgAIFkI4DASrbE6BcCEIAABCAAAQhAAAIQgAAEIAABCKQZAQRWmgXO7kIAAhCAAAQgAAEIQAACEIAABCAAgWQjgMBKtsToFwIQgAAEIAABCEAAAhCAAAQgAAEIpBkBBFaaBc7uQgACEIAABCAAAQhAAAIQgAAEIACBZCOAwEq2xOgXAhCAAAQgAAEIQAACEIAABCAAAQikGQEEVpoFzu5CAAIQgAAEIAABCEAAAhCAAAQgAIFkI4DASrbE6BcCEIAABCAAAQhAAAIQgAAEIAABCKQZAQRWmgXO7kIAAhCAAAQgAAEIQAACEIAABCAAgWQjgMBKtsToFwIQgAAEIAABCEAAAhCAAAQgAAEIpBkBBFaaBc7uQgACEIAABCAAAQhAAAIQgAAEIACBZCOAwEq2xOgXAhCAAAQgAAEIQAACEIAABCAAAQikGQEEVpoFzu5CAAIQgAAEvBNYunSpHHnkkXltVq1aVZo2bSqnn3669OrVSypUqBD3Lpxxxhny+uuvx/14HggBCEAAAhCAAAQg4JMAAstnLnQFAQhAAAIQSFsCMYE1ZcoUycrKkhUrVsgXX3whQ4cOlVatWsmwYcMkMzOzWD6LFi2Ss88+Wz777LNiH8sDIAABCEAAAhCAAAR8E0Bg+c6H7iAAAQhAAAJpRyAmsGbNmiWVK1fO2/9ly5bJscceK7fffrucdtpp0Z+PHTtWnn76afn666+levXqct5550mfPn1k7ty58uc//1lWrlwpderUiR773nvvSb169eTzzz+XgQMHysKFC6VJkyZyzTXXSLdu3dKOMzsMAQhAAAIQgAAEkokAAiuZ0qJXCEAAAhCAQBoQKExg6a7fcMMNsnr1ahk+fHhEQmdX6RLDfffdV3TG1TnnnCMjR46MZmpNnz5dLrnkkh1mYK1du1aOP/54ueuuu+Twww+XadOmRcJr9OjR0qJFizSgyy5CAAIQgAAEIACB5CSAwErO3OgaAhCAAAQgkLIEihJYzz77bCSb3n333QL3//zzz5dTTjlFzjzzzAIFli4/1PoqsGJb3759I3nVr1+/lGXKjkEAAhCAAAQgAIFkJ4DASvYE6R8CEIAABCCQYgSKElgvvviivPLKK/L2229He60i69VXX5U1a9ZE/79kyRIZMGCAnHvuuQUKrP79+0dj8t8IPicnJ7pBfH6plWJI2R0IQAACEIAABCCQ9AQQWEkfITsAAQhAAAIQSC0CxS0h/Pnnn+Whhx6SDz/8UP7+97/Lk08+Ka1bt44g9OzZU0444YRCBdaVV14pe+65p/ztb39LLWjsDQQgAAEIQAACEEhxAgisFA+Y3YMABCAAAQgkG4HCBNZ3330nJ510ktx3333RzdzvvPNOWbdundx7773RLupMqi5dushll10WCayZM2fKBRdcEN3nKrY9/PDDMmHChGgZIhsEIAABCEAAAhCAQPIQQGAlT1Z0CgEIQAACEEgLAjGBNWXKFMnKyhK98frHH38czbrq2LGjDB48OOLw3HPPycsvvywvvPCCVKpUSR599NFITP31r3+NBJYuK9QbtevfH3jggZKZmSnr16+PfnGwV69e0WP0z1R0NW3aVJo1a5YWfNlJCEAAAhCAAAQgkIwEEFjJmBo9QwACEIAABFKYQExgxXaxRo0a0rJlS+nevbucccYZkpGREf3V5s2bo/tdffTRR1KlSpVISumf6RJBlVO66a8V6hLD3NxcGTNmjDRs2FBmzJghgwYNiv5dsWJF2W+//aL7XzVv3jyFqbJrEIAABCAAAQhAILkJILCSOz+6hwAEIAABCEAAAhCAAAQgAAEIQAACKU8AgZXyEbODEIAABCAAAQhAAAIQgAAEIAABCEAguQkgsJI7P7qHAAQgAAEIQAACEIAABCAAAQhAAAIpTwCBlfIRs4MQgAAEIAABCEAAAhCAAAQgAAEIQCC5CSCwkjs/uocABCAAAQhAAAIQgAAEIAABCEAAAilPAIGV8hGzgxCAAAQgAAEIQAACEIAABCAAAQhAILkJILCSOz+6hwAEIAABCEAAAhCAAAQgAAEIQAACKU8AgZXyEbODEIAABCAAAQhAAAIQgAAEIAABCEAguQkgsJI7P7qHAAQgAAEIQAACEIAABCAAAQhAAAIpTwCBlfIRs4MQgAAEIAABCEAAAhCAAAQgAAEIQCC5CSCwkjs/uocABCAAAQhAAAIQgAAEIAABCEAAAilPAIGV8hGzgxCAAAQgAAEIQAACEIAABCAAAQhAILkJILCSOz+6hwAEIAABCEAAAhCAAAQgAAEIQAACKU8AgZXyEbODEIAABCAAAQhAAAIQgAAEIAABCEAguQkgsJI7P7qHAAQgAAEIQAACEIAABCAAAQhAAAIpTwCBlfIRs4MQgAAEIAABCEAAAhCAAAQgAAEIQCC5CSCwkjs/uocABCAAAQhAAAIQgAAEIAABCEAAAilPAIGV8hGzgxCAAAQgAAEIQAACEIAABCAAAQhAILkJILCSOz+6hwAEIAABCEAAAhCAAAQgAAEIQAACKU8AgZXyEbODEIAABCAAAQhAAAIQgAAEIAABCEAguQkgsJI7P7qHAAQgAAEIQAACEIAABCAAAQhAAAIpTwCBlfIRs4MQgAAEIAABCEAAAhCAAAQgAAEIQCC5CSCwkjs/uocABCAAAQhAAAIQgAAEIAABCEAAAilP4P8AzzeleCPqWz0AAAAASUVORK5CYII="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = lineplot.timeplot(sl_loc,\n",
    "                        users=['u00'],\n",
    "                        columns=['activity'],\n",
    "                        title='User: {} activity lineplot / <br> rolling window (7 days) smoothing'.format('u01'),\n",
    "                        xlabel='Date',\n",
    "                        ylabel='Value',\n",
    "                        resample='D',\n",
    "                        interpolate=True,\n",
    "                        window=7)\n",
    "\n",
    "fig.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Daily aggregated and smoothed data makes the user activity trend visible. There is a peak at May 9 and the crest at May 23."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.2. Multiple subjects single feature <a class=\"anchor\" id=\"section_3_2\"></a>\n",
    "The following visualization superimposes three subject's activity on same figure. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = lineplot.timeplot(sl_loc,\n",
    "                        users=['u00','u01'],\n",
    "                        columns=['activity'],\n",
    "                        title='User: {}, {} activity lineplot / <br> rolling window (7 days) smoothing'.format('u00','u01'),\n",
    "                        xlabel='Date',\n",
    "                        ylabel='Value',\n",
    "                        resample='D',\n",
    "                        interpolate=True,\n",
    "                        window=7)\n",
    "\n",
    "fig.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The figure shows that the user daily averaged activity is quite similar in the beginning of inspected time range. In first two weeks of May, the activity shows opposing trends (user *u00* activity increases and user *u01* decreases). "
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.3. Group level hourly averages <a class=\"anchor\" id=\"section_3_3\"></a>\n",
    "Next we'll compare group level hourly average activity."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = lineplot.timeplot(sl_loc,\n",
    "                        users='Group',\n",
    "                        columns=['activity'],\n",
    "                        title='User group activity / <br> hourly averages',\n",
    "                        xlabel='Date',\n",
    "                        ylabel='Value',\n",
    "                        resample='D',\n",
    "                        interpolate=True,\n",
    "                        window=7,\n",
    "                        reset_index=False,\n",
    "                        by='hour')\n",
    "\n",
    "fig.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The time plot reveals that the hourly averaged group level activity follows circadian rhytmn (less activity during the night). Moderately severe group seems to be least active group during the latter half of the day. "
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.4. Group level weekday averages <a class=\"anchor\" id=\"section_3_4\"></a>\n",
    "And finally, "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = lineplot.timeplot(sl_loc,\n",
    "                        users='Group',\n",
    "                        columns=['activity'],\n",
    "                        title='User Activity',\n",
    "                        xlabel='Date',\n",
    "                        ylabel='Value',\n",
    "                        resample='D',\n",
    "                        interpolate=True,\n",
    "                        window=7,\n",
    "                        reset_index=False,\n",
    "                        by='weekday')\n",
    "\n",
    "fig.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The timeplot shows that there is some differences between the average group level activity, e.g., group *mild* being more active than *moderately severe*. Additionally, activity during Sundays is at lower level in comparison with weekdays."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4. Punchcard <a class=\"anchor\" id=\"section_4\"></a>\n",
    "This section introduces Punchcard module functions. The functions aggregate the data and show the averaged value for each timepoint. <br> We use the same StudentLife dataset derived activity data as in two previous sections."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4.1. Single user punchcard <a class=\"anchor\" id=\"section_4_1\"></a>\n",
    "At first we visualize one daily aggregated mean activity for single subject. We'll change the plot color to grayscale for improved clarity.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "px.defaults.color_continuous_scale = px.colors.sequential.gray"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = punchcard.punchcard_plot(sl, \n",
    "                               user_list=['u00'],\n",
    "                               columns=['activity'],\n",
    "                               title=\"User {} activity punchcard\".format('u00'),\n",
    "                               resample='D',\n",
    "                               normalize=False,\n",
    "                               agg_func=np.mean,\n",
    "                               timerange=False)\n",
    "\n",
    "fig.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The punchcard reveals that May 5th has the highest average activity and May 18th, 20th, and 21th have the lowest activity.  "
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4.2. Multiple user punchcard <a class=\"anchor\" id=\"section_4_2\"></a>\n",
    "Next, we'll visualize mean activity for multiple subjects."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = punchcard.punchcard_plot(sl, \n",
    "                               user_list=['u00','u01','u02'],\n",
    "                               columns=['activity'],\n",
    "                               title=\"Users {}, {}, and {} activity punchcard\".format('u00','u01','u02'),\n",
    "                               resample='D',\n",
    "                               normalize=False,\n",
    "                               agg_func=np.mean,\n",
    "                               timerange=False)\n",
    "\n",
    "fig.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The punchard allows comparison of daily average activity for multiple subjects. It seems that there is not evident common pattern in the activity."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4.3. Single user punchcard showing two features <a class=\"anchor\" id=\"section_4_3\"></a>\n",
    "Lastly, we'll visualize daily aggregated single user activity side by side with activity of previous week. <br>\n",
    "We start by shifting the activity by one week and by adding it to the original dataframe. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "sl_loc['previous_week_activity'] = sl_loc['activity'].shift(periods=7, fill_value=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = punchcard.punchcard_plot(sl_loc, \n",
    "                               user_list=['u00'],\n",
    "                               columns=['activity','previous_week_activity'],\n",
    "                               title=\"User {} activity and previous week activity punchcard\".format('u00'),\n",
    "                               resample='D',\n",
    "                               normalize=False,\n",
    "                               agg_func=np.mean,\n",
    "                               timerange=False)\n",
    "\n",
    "fig.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The punchcard show weekly repeating patterns in subjects activity."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5) Missingness <a class=\"anchor\" id=\"section_5\"></a>\n",
    "This sections introduces Missingness module for missing data inspection. The module features data missingness visualizations by frequency and by timepoint.<br>\n",
    "Additionally, it offers an option for missing data correlation visualization.   "
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data "
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "For data missingness visualizations, we'll create a mock dataframe with missing values using `niimpy.util.create_missing_dataframe` function."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_m = setup_dataframe.create_missing_dataframe(nrows=2*24*14, ncols=5, density=0.7, index_type='dt', freq='10min')\n",
    "df_m.columns = ['User_1','User_2','User_3','User_4','User_5',]"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will quickly inspect the dataframe before the visualizations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "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>User_1</th>\n",
       "      <th>User_2</th>\n",
       "      <th>User_3</th>\n",
       "      <th>User_4</th>\n",
       "      <th>User_5</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2022-01-01 00:00:00</th>\n",
       "      <td>95.449550</td>\n",
       "      <td>NaN</td>\n",
       "      <td>63.620984</td>\n",
       "      <td>84.779703</td>\n",
       "      <td>10.134786</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-01-01 00:10:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>16.542671</td>\n",
       "      <td>30.059590</td>\n",
       "      <td>48.531147</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-01-01 00:20:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>39.576178</td>\n",
       "      <td>62.931902</td>\n",
       "      <td>14.169682</td>\n",
       "      <td>30.127549</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-01-01 00:30:00</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.209067</td>\n",
       "      <td>76.309938</td>\n",
       "      <td>64.975323</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-01-01 00:40:00</th>\n",
       "      <td>8.108314</td>\n",
       "      <td>68.563101</td>\n",
       "      <td>11.451206</td>\n",
       "      <td>67.939258</td>\n",
       "      <td>51.267042</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-01-05 15:10:00</th>\n",
       "      <td>29.951958</td>\n",
       "      <td>87.768113</td>\n",
       "      <td>3.413069</td>\n",
       "      <td>NaN</td>\n",
       "      <td>71.765351</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-01-05 15:20:00</th>\n",
       "      <td>66.755720</td>\n",
       "      <td>54.265762</td>\n",
       "      <td>NaN</td>\n",
       "      <td>41.359552</td>\n",
       "      <td>85.334592</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-01-05 15:30:00</th>\n",
       "      <td>65.078709</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>25.390743</td>\n",
       "      <td>27.214379</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-01-05 15:40:00</th>\n",
       "      <td>43.437510</td>\n",
       "      <td>93.718360</td>\n",
       "      <td>3.737043</td>\n",
       "      <td>93.463233</td>\n",
       "      <td>61.265460</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-01-05 15:50:00</th>\n",
       "      <td>52.235363</td>\n",
       "      <td>3.903921</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.510993</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>672 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                        User_1     User_2     User_3     User_4     User_5\n",
       "2022-01-01 00:00:00  95.449550        NaN  63.620984  84.779703  10.134786\n",
       "2022-01-01 00:10:00        NaN        NaN  16.542671  30.059590  48.531147\n",
       "2022-01-01 00:20:00        NaN  39.576178  62.931902  14.169682  30.127549\n",
       "2022-01-01 00:30:00        NaN        NaN   3.209067  76.309938  64.975323\n",
       "2022-01-01 00:40:00   8.108314  68.563101  11.451206  67.939258  51.267042\n",
       "...                        ...        ...        ...        ...        ...\n",
       "2022-01-05 15:10:00  29.951958  87.768113   3.413069        NaN  71.765351\n",
       "2022-01-05 15:20:00  66.755720  54.265762        NaN  41.359552  85.334592\n",
       "2022-01-05 15:30:00  65.078709        NaN        NaN  25.390743  27.214379\n",
       "2022-01-05 15:40:00  43.437510  93.718360   3.737043  93.463233  61.265460\n",
       "2022-01-05 15:50:00  52.235363   3.903921        NaN        NaN  13.510993\n",
       "\n",
       "[672 rows x 5 columns]"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_m"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "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>User_1</th>\n",
       "      <th>User_2</th>\n",
       "      <th>User_3</th>\n",
       "      <th>User_4</th>\n",
       "      <th>User_5</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>467.000000</td>\n",
       "      <td>459.000000</td>\n",
       "      <td>505.000000</td>\n",
       "      <td>460.000000</td>\n",
       "      <td>461.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>52.139713</td>\n",
       "      <td>49.797069</td>\n",
       "      <td>49.664041</td>\n",
       "      <td>47.506335</td>\n",
       "      <td>51.783715</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>28.177069</td>\n",
       "      <td>29.022774</td>\n",
       "      <td>29.374702</td>\n",
       "      <td>28.842758</td>\n",
       "      <td>27.133421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.115046</td>\n",
       "      <td>1.356182</td>\n",
       "      <td>1.018417</td>\n",
       "      <td>1.055085</td>\n",
       "      <td>1.089756</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>28.128912</td>\n",
       "      <td>24.049961</td>\n",
       "      <td>23.363264</td>\n",
       "      <td>22.883851</td>\n",
       "      <td>28.179801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>54.304329</td>\n",
       "      <td>52.259609</td>\n",
       "      <td>48.483288</td>\n",
       "      <td>43.471076</td>\n",
       "      <td>52.341558</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>75.519421</td>\n",
       "      <td>74.290567</td>\n",
       "      <td>77.026377</td>\n",
       "      <td>74.314602</td>\n",
       "      <td>74.746701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>99.517549</td>\n",
       "      <td>99.943515</td>\n",
       "      <td>99.674461</td>\n",
       "      <td>99.967264</td>\n",
       "      <td>99.863755</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           User_1      User_2      User_3      User_4      User_5\n",
       "count  467.000000  459.000000  505.000000  460.000000  461.000000\n",
       "mean    52.139713   49.797069   49.664041   47.506335   51.783715\n",
       "std     28.177069   29.022774   29.374702   28.842758   27.133421\n",
       "min      1.115046    1.356182    1.018417    1.055085    1.089756\n",
       "25%     28.128912   24.049961   23.363264   22.883851   28.179801\n",
       "50%     54.304329   52.259609   48.483288   43.471076   52.341558\n",
       "75%     75.519421   74.290567   77.026377   74.314602   74.746701\n",
       "max     99.517549   99.943515   99.674461   99.967264   99.863755"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_m.describe()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5.1. Data frequency by feature <a class=\"anchor\" id=\"section_5_1\"></a>\n",
    "\n",
    "First, we create a histogram to visualize data frequency per column. Here, frequency of 1 indicates no missing data points and 0 that all data points are missing."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = missingness.bar(df_m,\n",
    "                      xaxis_title='User',\n",
    "                      yaxis_title='Frequency')\n",
    "fig.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The data frequency is nearly similar for each user, *User_5* having the highest frequency."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5.2. Average frequency by user <a class=\"anchor\" id=\"section_5_2\"></a>\n",
    "Next, we will show average data frequency for all users."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = missingness.bar(df_m, \n",
    "                      sampling_freq='30min',\n",
    "                      xaxis_title='Time',\n",
    "                      yaxis_title='Frequency')\n",
    "fig.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The overall data frequency suggests no clear pattern for data missingness."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5.3. Missingness matrix <a class=\"anchor\" id=\"section_5_3\"></a>\n",
    "We can also create a missingness matrix visualization for the dataframe. The nullity matrix show data missingess by a timepoint."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = missingness.matrix(df_m,\n",
    "                         sampling_freq='30min',\n",
    "                         xaxis_title=\"User ID\",\n",
    "                         yaxis_title=\"Time\")\n",
    "fig.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5.4. Missing data correlations <a class=\"anchor\" id=\"section_5_4\"></a>\n",
    "\n",
    "Finally, we plot a heatmap to display the correlations between missing data.\n",
    "\n",
    "Correlation ranges from -1 to 1: \n",
    "* -1 means that if one variable appears then the other will be missing. \n",
    "* 0 means that there is no correlation between the missingness of two variables. \n",
    "* 1 means that the two variables will always appear together."
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Data\n",
    "For the correlations, we use *NYC collision factors* [sample data](https://github.com/ResidentMario/missingno). "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "collisions = pd.read_csv(\"https://raw.githubusercontent.com/ResidentMario/missingno-data/master/nyc_collision_factors.csv\")"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First, we'll inspect the data frame."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "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>DATE</th>\n",
       "      <th>TIME</th>\n",
       "      <th>BOROUGH</th>\n",
       "      <th>ZIP CODE</th>\n",
       "      <th>LATITUDE</th>\n",
       "      <th>LONGITUDE</th>\n",
       "      <th>LOCATION</th>\n",
       "      <th>ON STREET NAME</th>\n",
       "      <th>CROSS STREET NAME</th>\n",
       "      <th>OFF STREET NAME</th>\n",
       "      <th>...</th>\n",
       "      <th>CONTRIBUTING FACTOR VEHICLE 1</th>\n",
       "      <th>CONTRIBUTING FACTOR VEHICLE 2</th>\n",
       "      <th>CONTRIBUTING FACTOR VEHICLE 3</th>\n",
       "      <th>CONTRIBUTING FACTOR VEHICLE 4</th>\n",
       "      <th>CONTRIBUTING FACTOR VEHICLE 5</th>\n",
       "      <th>VEHICLE TYPE CODE 1</th>\n",
       "      <th>VEHICLE TYPE CODE 2</th>\n",
       "      <th>VEHICLE TYPE CODE 3</th>\n",
       "      <th>VEHICLE TYPE CODE 4</th>\n",
       "      <th>VEHICLE TYPE CODE 5</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>11/10/2016</td>\n",
       "      <td>16:11:00</td>\n",
       "      <td>BROOKLYN</td>\n",
       "      <td>11208.0</td>\n",
       "      <td>40.662514</td>\n",
       "      <td>-73.872007</td>\n",
       "      <td>(40.6625139, -73.8720068)</td>\n",
       "      <td>WORTMAN AVENUE</td>\n",
       "      <td>MONTAUK AVENUE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Failure to Yield Right-of-Way</td>\n",
       "      <td>Unspecified</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>TAXI</td>\n",
       "      <td>PASSENGER VEHICLE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>11/10/2016</td>\n",
       "      <td>05:11:00</td>\n",
       "      <td>MANHATTAN</td>\n",
       "      <td>10013.0</td>\n",
       "      <td>40.721323</td>\n",
       "      <td>-74.008344</td>\n",
       "      <td>(40.7213228, -74.0083444)</td>\n",
       "      <td>HUBERT STREET</td>\n",
       "      <td>HUDSON STREET</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Failure to Yield Right-of-Way</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PASSENGER VEHICLE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>04/16/2016</td>\n",
       "      <td>09:15:00</td>\n",
       "      <td>BROOKLYN</td>\n",
       "      <td>11201.0</td>\n",
       "      <td>40.687999</td>\n",
       "      <td>-73.997563</td>\n",
       "      <td>(40.6879989, -73.9975625)</td>\n",
       "      <td>HENRY STREET</td>\n",
       "      <td>WARREN STREET</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Lost Consciousness</td>\n",
       "      <td>Lost Consciousness</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PASSENGER VEHICLE</td>\n",
       "      <td>VAN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>04/15/2016</td>\n",
       "      <td>10:20:00</td>\n",
       "      <td>QUEENS</td>\n",
       "      <td>11375.0</td>\n",
       "      <td>40.719228</td>\n",
       "      <td>-73.854542</td>\n",
       "      <td>(40.7192276, -73.8545422)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>67-64 FLEET STREET</td>\n",
       "      <td>...</td>\n",
       "      <td>Failure to Yield Right-of-Way</td>\n",
       "      <td>Failure to Yield Right-of-Way</td>\n",
       "      <td>Failure to Yield Right-of-Way</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PASSENGER VEHICLE</td>\n",
       "      <td>PASSENGER VEHICLE</td>\n",
       "      <td>PASSENGER VEHICLE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>04/15/2016</td>\n",
       "      <td>10:35:00</td>\n",
       "      <td>BROOKLYN</td>\n",
       "      <td>11210.0</td>\n",
       "      <td>40.632147</td>\n",
       "      <td>-73.952731</td>\n",
       "      <td>(40.6321467, -73.9527315)</td>\n",
       "      <td>BEDFORD AVENUE</td>\n",
       "      <td>CAMPUS ROAD</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>Failure to Yield Right-of-Way</td>\n",
       "      <td>Failure to Yield Right-of-Way</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>PASSENGER VEHICLE</td>\n",
       "      <td>PASSENGER VEHICLE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         DATE      TIME    BOROUGH  ZIP CODE   LATITUDE  LONGITUDE  \\\n",
       "0  11/10/2016  16:11:00   BROOKLYN   11208.0  40.662514 -73.872007   \n",
       "1  11/10/2016  05:11:00  MANHATTAN   10013.0  40.721323 -74.008344   \n",
       "2  04/16/2016  09:15:00   BROOKLYN   11201.0  40.687999 -73.997563   \n",
       "3  04/15/2016  10:20:00     QUEENS   11375.0  40.719228 -73.854542   \n",
       "4  04/15/2016  10:35:00   BROOKLYN   11210.0  40.632147 -73.952731   \n",
       "\n",
       "                    LOCATION  ON STREET NAME CROSS STREET NAME  \\\n",
       "0  (40.6625139, -73.8720068)  WORTMAN AVENUE    MONTAUK AVENUE   \n",
       "1  (40.7213228, -74.0083444)   HUBERT STREET     HUDSON STREET   \n",
       "2  (40.6879989, -73.9975625)    HENRY STREET     WARREN STREET   \n",
       "3  (40.7192276, -73.8545422)             NaN               NaN   \n",
       "4  (40.6321467, -73.9527315)  BEDFORD AVENUE       CAMPUS ROAD   \n",
       "\n",
       "      OFF STREET NAME  ...  CONTRIBUTING FACTOR VEHICLE 1  \\\n",
       "0                 NaN  ...  Failure to Yield Right-of-Way   \n",
       "1                 NaN  ...  Failure to Yield Right-of-Way   \n",
       "2                 NaN  ...             Lost Consciousness   \n",
       "3  67-64 FLEET STREET  ...  Failure to Yield Right-of-Way   \n",
       "4                 NaN  ...  Failure to Yield Right-of-Way   \n",
       "\n",
       "   CONTRIBUTING FACTOR VEHICLE 2  CONTRIBUTING FACTOR VEHICLE 3  \\\n",
       "0                    Unspecified                            NaN   \n",
       "1                            NaN                            NaN   \n",
       "2             Lost Consciousness                            NaN   \n",
       "3  Failure to Yield Right-of-Way  Failure to Yield Right-of-Way   \n",
       "4  Failure to Yield Right-of-Way                            NaN   \n",
       "\n",
       "   CONTRIBUTING FACTOR VEHICLE 4  CONTRIBUTING FACTOR VEHICLE 5  \\\n",
       "0                            NaN                            NaN   \n",
       "1                            NaN                            NaN   \n",
       "2                            NaN                            NaN   \n",
       "3                            NaN                            NaN   \n",
       "4                            NaN                            NaN   \n",
       "\n",
       "   VEHICLE TYPE CODE 1 VEHICLE TYPE CODE 2 VEHICLE TYPE CODE 3  \\\n",
       "0                 TAXI   PASSENGER VEHICLE                 NaN   \n",
       "1    PASSENGER VEHICLE                 NaN                 NaN   \n",
       "2    PASSENGER VEHICLE                 VAN                 NaN   \n",
       "3    PASSENGER VEHICLE   PASSENGER VEHICLE   PASSENGER VEHICLE   \n",
       "4    PASSENGER VEHICLE   PASSENGER VEHICLE                 NaN   \n",
       "\n",
       "  VEHICLE TYPE CODE 4 VEHICLE TYPE CODE 5  \n",
       "0                 NaN                 NaN  \n",
       "1                 NaN                 NaN  \n",
       "2                 NaN                 NaN  \n",
       "3                 NaN                 NaN  \n",
       "4                 NaN                 NaN  \n",
       "\n",
       "[5 rows x 26 columns]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "collisions.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DATE                              object\n",
       "TIME                              object\n",
       "BOROUGH                           object\n",
       "ZIP CODE                         float64\n",
       "LATITUDE                         float64\n",
       "LONGITUDE                        float64\n",
       "LOCATION                          object\n",
       "ON STREET NAME                    object\n",
       "CROSS STREET NAME                 object\n",
       "OFF STREET NAME                   object\n",
       "NUMBER OF PERSONS INJURED          int64\n",
       "NUMBER OF PERSONS KILLED           int64\n",
       "NUMBER OF PEDESTRIANS INJURED      int64\n",
       "NUMBER OF PEDESTRIANS KILLED       int64\n",
       "NUMBER OF CYCLISTS INJURED       float64\n",
       "NUMBER OF CYCLISTS KILLED        float64\n",
       "CONTRIBUTING FACTOR VEHICLE 1     object\n",
       "CONTRIBUTING FACTOR VEHICLE 2     object\n",
       "CONTRIBUTING FACTOR VEHICLE 3     object\n",
       "CONTRIBUTING FACTOR VEHICLE 4     object\n",
       "CONTRIBUTING FACTOR VEHICLE 5     object\n",
       "VEHICLE TYPE CODE 1               object\n",
       "VEHICLE TYPE CODE 2               object\n",
       "VEHICLE TYPE CODE 3               object\n",
       "VEHICLE TYPE CODE 4               object\n",
       "VEHICLE TYPE CODE 5               object\n",
       "dtype: object"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "collisions.dtypes"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will then inspect the basic statistics."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "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>ZIP CODE</th>\n",
       "      <th>LATITUDE</th>\n",
       "      <th>LONGITUDE</th>\n",
       "      <th>NUMBER OF PERSONS INJURED</th>\n",
       "      <th>NUMBER OF PERSONS KILLED</th>\n",
       "      <th>NUMBER OF PEDESTRIANS INJURED</th>\n",
       "      <th>NUMBER OF PEDESTRIANS KILLED</th>\n",
       "      <th>NUMBER OF CYCLISTS INJURED</th>\n",
       "      <th>NUMBER OF CYCLISTS KILLED</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>6919.000000</td>\n",
       "      <td>7303.000000</td>\n",
       "      <td>7303.000000</td>\n",
       "      <td>7303.000000</td>\n",
       "      <td>7303.000000</td>\n",
       "      <td>7303.000000</td>\n",
       "      <td>7303.000000</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>10900.746640</td>\n",
       "      <td>40.717653</td>\n",
       "      <td>-73.921406</td>\n",
       "      <td>0.350678</td>\n",
       "      <td>0.000959</td>\n",
       "      <td>0.133644</td>\n",
       "      <td>0.000822</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>551.568724</td>\n",
       "      <td>0.069437</td>\n",
       "      <td>0.083317</td>\n",
       "      <td>0.707873</td>\n",
       "      <td>0.030947</td>\n",
       "      <td>0.362129</td>\n",
       "      <td>0.028653</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>10001.000000</td>\n",
       "      <td>40.502341</td>\n",
       "      <td>-74.248277</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>10310.000000</td>\n",
       "      <td>40.670865</td>\n",
       "      <td>-73.980744</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>11211.000000</td>\n",
       "      <td>40.723260</td>\n",
       "      <td>-73.933888</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>11355.000000</td>\n",
       "      <td>40.759527</td>\n",
       "      <td>-73.864463</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>11694.000000</td>\n",
       "      <td>40.909628</td>\n",
       "      <td>-73.702590</td>\n",
       "      <td>16.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           ZIP CODE     LATITUDE    LONGITUDE  NUMBER OF PERSONS INJURED  \\\n",
       "count   6919.000000  7303.000000  7303.000000                7303.000000   \n",
       "mean   10900.746640    40.717653   -73.921406                   0.350678   \n",
       "std      551.568724     0.069437     0.083317                   0.707873   \n",
       "min    10001.000000    40.502341   -74.248277                   0.000000   \n",
       "25%    10310.000000    40.670865   -73.980744                   0.000000   \n",
       "50%    11211.000000    40.723260   -73.933888                   0.000000   \n",
       "75%    11355.000000    40.759527   -73.864463                   1.000000   \n",
       "max    11694.000000    40.909628   -73.702590                  16.000000   \n",
       "\n",
       "       NUMBER OF PERSONS KILLED  NUMBER OF PEDESTRIANS INJURED  \\\n",
       "count               7303.000000                    7303.000000   \n",
       "mean                   0.000959                       0.133644   \n",
       "std                    0.030947                       0.362129   \n",
       "min                    0.000000                       0.000000   \n",
       "25%                    0.000000                       0.000000   \n",
       "50%                    0.000000                       0.000000   \n",
       "75%                    0.000000                       0.000000   \n",
       "max                    1.000000                       3.000000   \n",
       "\n",
       "       NUMBER OF PEDESTRIANS KILLED  NUMBER OF CYCLISTS INJURED  \\\n",
       "count                   7303.000000                         0.0   \n",
       "mean                       0.000822                         NaN   \n",
       "std                        0.028653                         NaN   \n",
       "min                        0.000000                         NaN   \n",
       "25%                        0.000000                         NaN   \n",
       "50%                        0.000000                         NaN   \n",
       "75%                        0.000000                         NaN   \n",
       "max                        1.000000                         NaN   \n",
       "\n",
       "       NUMBER OF CYCLISTS KILLED  \n",
       "count                        0.0  \n",
       "mean                         NaN  \n",
       "std                          NaN  \n",
       "min                          NaN  \n",
       "25%                          NaN  \n",
       "50%                          NaN  \n",
       "75%                          NaN  \n",
       "max                          NaN  "
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "collisions.describe()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, we will visualize the nullity (how strongly the presence or absence of one variable affects the presence of another) correlations by a heatmap and a dendrogram."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Ji6PqvE8IiHNmQZcwKiDVglmJiFsXzMpL0GPnZ/0IiJ+0qQsCDgkEJSBLf9wgX+zb6bC15sNPns4ms7b8S3JkOSXN71xrvgIXGR8veY/cWaCUi5IUcUIAAXFCK+3GIiDRN7YISPSNWRAtRkCCoE6dENAkEJSATNy2WFbv2qLZyvCG/RV3vWTIcE6uyvZ7eCvSzP7iHY/JA0Xv1IwmzC0BBMQtubRVDgGJvvE0KiD3BfM2qriPg3n7VvSNtvsWIyDu2VESAmEnELSA1C5eWe4udEvY+xkNFSz6fr1s3f+9ICD+jBYC4g/nSK8FAYn0EUrePrMCEsz3ccR9HMz3j0TfaLtvMQLinh0lIRB2AkEJyKRtS2TVrs3S8o5H5cGid4W9n9FQwYRtiyV21xYExKfBQkB8Ah3h1SAgET5AKTTPqID8K5hvJI9bG8w3sEffaLtvMQLinh0lIRB2AghI2BFrV4CAaKMyEoiAGMEYn2T32TOy8sRRs0l9yPbfXeflnZVnpcyNGaXpQ5l8qNFsFcUyZ5UHclxpNmmEZ0NAInyAIqR5CEiEDATNgEBKBBCQyJkXCIi/Y4GAmOX96akT0vngXrNJfch25mhGOfZrJsly9QW5ssgZH2o0W0XV7FfK0LzXmU0a4dmMCsj9AwPpbdyaHoHUm54qRUDS02jT16gjgIBEzpAhIP6OBQJilndIQApnyiw1cuQym5xsyQj8eva0fHTyuCAg3iZH9vsHeUvgsnTcmu4uS1JMlwACokuKOAgEQAABCQB6KlUiIP6OBQJilndIQO7JllOG5ytkNjnZkhFYF3dcuh3aJ9WyXylDWAFxPUOyVw9IQD5CQFwPmmZBBEQTFGEQCIIAAhIE9ZTrRECSc7li7x654s8/wjJIbbbnktl7ssv4csekSeG4sNRxtlBhOX9N7rDkjrSkCIi/I4KAmOGdvfpgM4kcZon76FWHJQh3SgABcUqMeAj4SAAB8RG2TVUISHJAuSYOl2xrPwzLIA0r8IisuLqcdNu/TB7666uw1HHsxVfk1H01w5I70pIiIP6OCAJihnf2B4aYSeQwS1xsN4clCHdKAAFxSox4CPhIAAHxETYC4hh2SEDOFbohqlYSrvhtj2T864ggII6HnAKaBBAQTVA2YdkfGGomkcMscbFdHZYg3CkBBMQpMeIh4CMBBMRH2AiIY9i5Jrwu2T5eGXUP8tHabscDlKAAKyBe6Dkvi4A4Z5ZSiew1AhKQ1QiImRFMPQsCEm7C5IeABwIIiAd4houyBSs50Gh9kI/WdnuZ0giIF3rOyyIgzpmlLCDDzCRymCVudReHJQh3SgABcUqMeAj4SAAB8RE2KyCOYUfrg3y0ttvxALEC4gWZp7IIiCd88YWzP/i6mUQOs8StesVhCcKdEkBAnBIjHgI+EkBAfISNgDiGHa0P8tHabscDhIB4QeapLALiCV8CARluJpHDLHGrOjssQbhTAgiIU2LEQ8BHAgiIj7AREMewo/VBPlrb7XiAEBAvyDyVRUA84bskIDUDEpCVCIiZEUw9CwISbsLkh4AHAgiIB3iGi3IGJDnQaH2Qj9Z2e5nSnAHxQs95WQTEObOUSmSvOcJMIodZ4lZ2cliCcKcEEBCnxIiHgI8EEBAfYbMC4hh2tD7IR2u7HQ8QKyBekHkqi4B4wndpBeShN8wkcpgl7sOODksQ7pQAAuKUGPEQ8JEAAuIjbATEMexofZCP1nY7HiAExAsyT2UREE/4EgjISDOJHGaJ+/BlhyUId0oAAXFKjHgI+EgAAfERNgLiGHa0PshHa7sdDxACIpX3/OAFm+eyF0Qkg+cs7hK8luc6eSDHle4KeyiVL18uD6UTF81eKyABiUFAjA1iKokQkHATJj8EPBBAQDzAM1yUMyDJgUbrg3y0ttvLlE6vZ0CCFhAvY+a1bNoQkFFeMbgqHxfTwVU5CukTQED0WREJAd8JICC+I0+1QgQEAYmc2ei8JeldQD4rXMI5tCgt0evwPok9eVzShIA8PDqQUYhb8VIg9aanShGQ9DTa9DXqCCAgkTNkCAgCEjmz0XlLEBAExPmscVfC6Bash8e4a4THUnEr2nvMQHE7AgiIHSHuQyBAAghIgPCTVI2AICCRMxudtwQBQUCczxp3JYwKyCMBCchyBMTd6OuXQkD0WREJAd8JICC+I0+1QgQEAYmc2ei8JQgIAuJ81rgrYVZA3nTXCI+l4pa3087w1VdfSbdu3eTgwYNSunRpGTFihOTPnz9Z+bVr18rw4cPl1KlTctVVV0mfPn3k9ttv164nrQUiIGltROlPmiKAgETOcCIgCEjkzEbnLUFAEBDns8ZdCaMCUnusu0Z4LBW3rK1WhnPnzkmNGjWkb9++UrVqVZkxY4Zs2LBBJk2alKj8mTNn5J///KfMmzdPbrzxRvnss8+kf//+EhMTo1VPWgxCQNLiqNKnNEMAAYmcoURAEJDImY3OW4KAICDOZ427EmYFZJy7RngsFbesjVaG7du3y4ABA+T999+34s+fPy+VK1eW2NhYyZXr0uuIjx8/bonK+vXr5YorrpA//vhDHnvsMfnkk0+06kmLQQhIWhxV+pRmCCAgkTOUCAgCEjmz0XlLEBAExPmscVfCqIDUCUhAluoJyOLFi60Vj6FDh8bDql+/vvTu3Vtuu+22RAAHDRoke/fulebNm8vEiROlXr16Urt2bXeQ00ApBCQNDCJdSLsEEJDIGVsEBAGJnNnovCUICALifNa4K2FWQMa7a4SHUlce3iQ3nv461QwvvPCCqP+pa+7cufLtt99Kv3794uObNWsmbdu2lUqVKiXK8fPPP8uzzz4rGTNmlEKFCsno0aMld+7cHloa3UURkOgeP1qfxgkgIM4GeMmPn8qmfd85K6QZvff4Ifnz1HG57so8cm02c9/0m7D6J0reK+ULRM+DUrR+oV+0tltzqqYYhoBEz8+Vl3FWZdPU94A8OsErDsflrzr4mVx16LNUy7Vv317atbt4SH3JkiWybt066+B56FJbq9T5jnLlysV/dvjwYXnyySdlwoQJUrJkSVm4cKFMmTJF1ApKlixZHLcxLRRAQNLCKNKHNEsgKAGZuG2xrN61RVreXkceLFYhaviGVimipsFJGtqm/ONy/43lo6b50fogH63t9jIxEBAExMv8cVLW6ArIoxOdVG0kNsOFs7Lvneap5sqWLZtkzZrVur9jxw7p0aOHLFq0yPr72bNn5e6775Y1a9bINddcE59j6dKl1nmPYcOGxX/WoEEDa+WkTJkyRtodbUkQkGgbMdqbrggEJSCTti2RVbs2S8s7HpUHi94VNcxDAlLn5ipS4brSUdPuRd9/Ilv3/yAIiD9DhoAU8gd0BNRSec8PViv4JnT/BsOogDzmv4AoUnGLW2kBU4fOH3roIenVq5fce++91luw1AH0WbNmyZ49e6w/u3fvLt9884107NjReguWEpPdu3dLkyZNrLdgJTysrlVpGglCQNLIQNKNtEkAAXE2rtF6TmPclkWyZvdWaV3+canOCoizQXcRjYAgIC6mTdQUSVNbsB5L/DpbvwYhbnFL7ap27twpXbp0sQ6YFy9e3Pquj8KFC8vWrVvllVdesYQkQ4YMlozMnj1bLly4IGoVRQlJtWrVtOtJa4EISFobUfqTpgggIM6GEwFxxstrdLQ+yEdru72MF1uw2ILlZf44KWt0BeTxyU6qNhYbt+jiIXOu8BFAQMLHlswQ8EwAAXGGEAFxxstrdLQ+yEdru72MFwKCgHiZP07KIiBOaKXfWAQk/Y49PY8CAgiIs0FCQJzx8hodrQ/y0dpuL+OFgCAgXuaPk7JGBeSJKU6qNhYb98HzxnKRKGUCCAgzAwIRTAABcTY4CIgzXl6jo/VBPlrb7WW8EBAExMv8cVLWrIC85aRqY7FxHzxnLBeJEBDmAASijgAC4mzIEBBnvLxGR+uDfLS228t4ISAIiJf546SsUQGp+7aTqo3Fxi181lguEiEgzAEIRB0BBMTZkCEgznh5jY7WB/lobbeX8UJAEBAv88dJWQTECa30G8sWrPQ79vQ8CgggIM4GCQFxxstrdJAP8tf06+S6+Vfs3S0Z/zwi5woVlvPX5HaV50yRm+TEM21clQ2iEAKCgPg174wKSL2AVkAWsAIS7vmCgISbMPkh4IEAAuIMHgLijJfX6FwTh0u2tR/KsRdfkVP31fSazlH5fA0fcBRvOvhMmdvkzz5vmE4btnwICAIStsmVJLFJAclRb6pfzU5Uz8kF/w6k3vRUKQKSnkabvkYdAQTE2ZAhIM54eY0OcgUkJCB/9RnhtRuOymfa9aPknDFBEBBH2AIL5pvQr/SdvVEBqR+QgMxHQMI9cRCQcBMmPwQ8EEBAnMFDQJzx8hodCQJycG6s1244Kp/l2+1ydb9OCIgjasEFIyAIiJvZdxIBcYPNURkExBEugk0QOHHibxNp0kWO8+cvyKlTZ3zv66RtS2TVrs3S8o5H5cGid/lev9sKERC35NyVQ0DYguVu5vhXCgGJbgHJ2WCaf5MlQU0n3n8mkHrTU6UISHoa7Qjp68GDxyKkJZHfjAwZM8qF8+d9bygC4i/ycVsWyZrdW6V1+cel+o3l/a3cQ20ICALiYfr4UhQBQUDcTDQExA01Z2UQEGe8iDZAAAHRh4iA6LNSkayAOOPlNRoBQUC8zqFwl0dAoltArmwwPdxTJMX8x99/OpB601OlCEh6Gu0I6SsCoj8QCIg+KwTEGSsT0QgIAmJiHoUzBwIS5QLyZEACMg8BCefPpcqNgISbMPmTEUBA9CcFAqLPKmgB6f2J+73Kvx07KH/+fVwK5cor12bN5azT/4u+8aoC8my5h12VdVsIAUFA3M4dv8ohIAiIm7l2HAFxg81RGQTEES6CTRBAQPQpIiD6rIIWkHof9HbW2BSiL6jfCrnMUiZvUXntXn9fHYmAICAup6tvxaJVQN4++odrRmtOHpOfz5yW+3PkkpsyZ3GVp+AVmeSRnFe5KmvyNby5Gs5w1QavhY7NbeE1BeVtCCAgTBHfCSAg+sgREH1WkSIg/X2WgF/+2ifTvooRBMTZXHEbzWt43ZJzV+7Y+fPywxn3b05sc+D/rIrH5b/BXQNEpETmrJIrY0bX5d0UDImTm7KSIYNcuHBBMmTIIHJB/VrD+XVH1uwy3iUzBMQ57/RYAgFJj6MecJ8REP0BQED0WUWKgCx4or+zRnuM3nFol/T+ZCoC4pGjbvEgBeSNIwflJ5cP43+dPyc/nTktV2fMKMUzZ9XtbrI4Lw/ybirdevqUtNm/x01Rq4z1IK7+Qz2Mu7zGFSgs5bNkc1naXbGQgPz7qtzuErgs9fvZM7Li5DGJFAG5qtFMlz3xVuzoe095S0BpWwIIiC0iAkwTQED0iSIg+qwQELZgOZst7qKDFJDWB/5Ptv0d56rhF/73AG49hrv8rbgq+lnhEq7qd1soJCA5M2SQkj5LwPenT8mJCxckSAEJijcCgoC4/ZnVLYeA6JIizhgBBEQfpVcBUQejD5w4Igfj/tSv1HpAuXgYIdrOJAT5Gt7QGRBWQJxNNbfR+Ro+YBVNT9+EHhKQDtfmkxI+P4yHViGi8YHY7RwL8UZAnBE0uQXrqsYBrYDMQUCcjbrzaATEOTNKeCSAgOgD9CogJg5G67f2UqR6I1O7u+pJsasLuinuusze44flyKljUujKPHJtNndvk3JbudoKpa5b8xZ1m8JVuRNnTsmuv36XHJmz+c77ir175Io//5CzhQrL+Wv83SqiViLUdbpMOVfc3BbKcOK4ZP71Jzmf40o5W7S42zSuyn1/5rQcv3BeSmTK4vuZBLUSoS6/tyJZZ0DOnpYrM2SUki4PVLuCLSLwdneA3aSAXN14ltvh81TurznNPZWnsD0BBMSeERGGCSAg+kC9Coh6KM6X4xrJn+Ma/UqJhAAEIAABCLgkYFRAmgQkIO8iIC6HX7sYAqKNKnICY6WmtYgAACAASURBVGJiZO7cuTJ9euIv6OnVq5fccMMNUqRIEenYsaNky3bp0Jz6e/PmzaVv375SvHhx679D19GjR6VatWqybds266NatWrJ6NGjpWTJktbfjx07JiNHjpRVq1aJis2XL5+0bt1a6tWrlyw2lFPVM3/+fMmcOXN8PbNnz5YyZcpISECaNq0vBw4ckPPnz8upU3GSI0dOK7Zu3fqybNkSmTr1HSlQ4OJv0M+dOycqvnfv1+T33/dJv349JUeOHJIxY0YpVqy4tG7dXsqU+YccOXJEHnmkuuTMeend55UqVZHXXhuSbACPHz8mkyePl3Xr1lp9zJMnrzz99LPyyCOPWrELF74v8+e/J/v27bXaVq3a/dKmTfv43MOHD5EVK5ZK1qxZ5PTpM1K0aDFp0qS5VK/+YHxdqs379++/+DYSEavNixd/mKwt7du3km+++Sr+Jaz16j0pbdq8JF4FJHJmLS2BAAQgAIH0QAABSQ+j7L2PCIh3hr5nOHXqlFSpUkViY2Mld+6L2x7UA7r6TD30f/PNN7J8+XIZO3ZssrY5FZDTp09boqHEoUOHDlKwYEHZteviVpNixYpdVkCSik6oMUlXQL7/fqcMGNBXZs58L76906e/JYcOHZLOnbtZn3344QpZu3a1DB06UtasWS2xsatk0KDXrX7HxCyzRGLJkpWWgDRpUldiYtZedlxUv5577ikpWbKUPP/8i5I/fwHZs2e3VaZIkRtl9uyZsmzZIunRo5+ULn2LHDnyh1WHihk//i1LfJSAFC1aVOrXbyQq37Ztm2XYsEHSrNnT8sQT9a1cSkD69x8ixYvffNn2NG/+pIwZM0muvfbaRHEIiO8/XlQIAQhAAAIeCJgUkGuavuOhJe6L/jm7mfvClNQigIBoYYq8ILWiUaFCBWncuLHVuPXr18uoUaMsAVErJKYEZM6cObJgwQIrb0pX0tWSUExKouNEQE6ePCFNmtSXyZOnS968+aRZswbWg/zNN5dIJCAqp3rN4r/+VVmWL4+1ViJ0BOSDD+bLihVLZMqU5Afczpw5I7Vr15DRo8dL6dJl4rutVmqUULz0UiepVOmeRAISCtq+fZt069ZRli5dLZkyZdIWkMcfryUffLAifqUklE8JyKLvD0feBAxzi9y9uT7MjUrL6QMEfs7DG5midUj2/nnxPEUQV1C4d+87GkR3rTrPnw9mgv+27cvA+iynjgdS9y03XSfjel98LjFxISAmKEZmDgQkMsfFtlUfffSRTJs2Td555+JvB7p37y4lSpSQZ555xqiAtG/fXsqXLy9PP/10im0Kl4CoytQqhNpudeut/5ANG9ZL//6DrTYkXAE5efKkKJmIjV0p06bN1l4B6dmzq5QtW04aNmySrF9qRaZTp/aydOmqZPdGjx4uWbNmk1at2qYoIKqA2gI2atR4KVGilLaA1KhRVfLnzy9xcXFSsmRpadfuZbn++husLVjjtuy1nQ9pLSCYx4W0RlG/P0E9lKoWBiUgQfb554Mn9AfHcGRAz+Ly3S/uv9nbK4Jz5857TeGq/I9r17kqZ6TQCYdvPjRSqUjFssXk45mdDGUTubbZbGO5nCQ68k5TJ+HEuiCAgLiAFglF1Jafe+65x5KNq6++2tp+tXTpUmuLlPos6RmQmTNnStmyZa0zIEnPZoT6k9IZkGbNmknTpk2trVYpXZcTkIT1ZM2aVTZu3Gil0NmCpeLUVjO18nFxu9MYa2tUSED69+9lncVQZzPKlbtdXnihtbWNKqUzIM8+21IaNUr8j0nbti9I3boN5P77ayTr1tatm2X06BEyY8acZPdmzZom+/btky5duqcqIM2bN5SOHbvIHXfcaQlIwjMgFSpUtLaOJb1OnDhu9eXs2bMyf/5c62zJrFlzEZBI+GFLB20I8mEcAfF3giEg/vFGQLyzRkC8M4zUDAhIpI6MRru6dlW/xS9rHTyfNGmSqO1S6jK5BatVq1aW6CQ8tJ6waeFcAVH1zJw5Vf77329l8ODh8dUmXAFJikn3DEjXri+LkgF1fiPp9cMP30nHju1cr4DUrHmfTJw4VYoVu0l7BSRpG+rUeVDefnuWFCh4HSsgGj8LhHgjgIB44+e0NCsgTol5i2cFxBs/J6WNr4A0D2gFZBYrIE7G3U0sAuKGWoSU+eSTT6w3YSkBUW+sUisVpgXkrbfekrVr14p6g1VKV7gFZMmSD2THjq/l1Vd7GxUQtb1rw4ZPZNy4Kcm6pc6A1KlTQ8aMmWhthwpd6gyIOizevn1HqVixSoorIJ99tl4GD35NFi2KsVZudA+hJ22E2sY1Z85CufqaaxGQCPl5S8vNQED8HV0ExF/eCIh/vE0LSO7m7/rX+AQ1/TEr+fbsQBqShitFQKJ4cNV2nerVq1uHnefNmyd58uQxLiB//fWX1K5dWx544AF58UX1tqj8cvjwxUPRqr5oFZCjR/+Sp55qJPfee5+0aPFv66D7H39c3KOs3iz27ruzZPnyxdKzZz8pVeoWURymTJkgv/76i4wdO9k6LJ7wLVjq0Lw6pzJq1HDr/EbNmg9buXQE5ODBA3Lo0EG55ZZbrQP17747Uz777NOL9XAGJIp/QqOn6QiIv2OFgPjLGwHxj7dxAXkqIAGZiYCEe9YgIOEmHOb86rs/du/eLTNmzIivSW3BUq/MVecuQlenTp2kRYsWrr4HZM+ePTJs2DDrTVvqtbd58+aVgQMHSuXKlS0B+fXXXxN9z8WmTZusepQUKTkKXe+9916i7wEJfZ7Sa3hD99ysgKjVg2zZssfXW7nyPTJw4LBkI/Hbb/8n48ePkS++2Gj1K3fuPNKtW0+56667rdiFC+fJ+++/J/v3/y7Zs2eX++57QFq3bpfse0DUd52o8qVKlZZmzVpI5cr/jK9LCcjevb9JhgwZrc9UHvW2roSX+p6R3r27WXFZsmSVf/zjNutNW0qKEJAw/wCR3iKAgPg7ERAQf3kjIP7xRkD8Yx3tNSEg0T6CUdh+vgldf9AQEH1WRLongIC4Z+emJALihpr7MgiIe3ZOS5oWkDwtkr8Mxmmb3MQfnmHuVcJu6k8PZRCQ9DDKEdZHBER/QBAQfVZEuieAgLhn56YkAuKGmvsyCIh7dk5LIiBOiaXfeAQk/Y59YD1HQPTRIyD6rIh0TwABcc/OTUkExA0192UQEPfsnJY0LSB5n37PaROMxB+anvwNmUYSkySeAALCZPCdAAKijxwB0WdFpHsCCIh7dm5KIiBuqLkvg4C4Z+e0JALilFj6jUdA0u/YB9ZzBEQfPQKiz4pI9wQQEPfs3JREQNxQc18GAXHPzmlJ4wLyTEArINNYAXE69k7jERCnxIj3TAAB0UeIgOizItI9AQTEPTs3JREQN9Tcl0FA3LNzWtK0gOR7Zq7TJhiJPzitoZE8JEmdAALC7PCdAAKijxwB0WdFpHsCCIh7dm5KIiBuqLkvg4C4Z+e0pHEB+XdAAjIVAXE69k7jERCnxIj3TAAB0UeIgOizItI9AQTEPTs3JREQN9Tcl0FA3LNzWhIBcUos/cYjIOl37APrOQKijx4B0WdFpHsCCIh7dm5KIiBuqLkvg4C4Z+e0pGkByf/sPKdNMBJ/4O0njeQhSeoEEBBmh+8EEBB95AiIPisi3RNAQNyzc1MSAXFDzX0ZBMQ9O6clERCnxNJvPAKSfsc+sJ4jIProERB9VkS6J4CAuGfnpiQC4oaa+zIIiHt2TkuaFpACz77vtAlG4ve/3cBIHpKwAsIciCACCIj+YCAg+qyIdE8AAXHPzk1JBMQNNfdlEBD37JyWNC4gzwUkIG8hIE7H3mk8KyBOiRHvmQACoo8QAdFnRaR7AgiIe3ZuSiIgbqi5L4OAuGfntCQC4pRY+o1HQNLv2AfWcwREH70SkLFb9uoXSCOR5y8E15ErMmYIrvKAaj4fIPCzAdUd4BSTH/cfD2ikRYKSzR0/HAqsz+fOBTPau1ctDazPkvOaQOqueGth+XhSS2N1F3x+vrFcThL9PqW+k3BiXRBAQFxAo4g3AgiIPj8ERJ+VqUgExBRJvTwIiB4nU1EIiCmS9nkQEHtGdhEIiB2h6L2PgETv2EVtyxEQ/aFDQPRZmYpEQEyR1MuDgOhxMhWFgJgiaZ8HAbFnZBdR8IWAVkAmswJiNzZe7yMgXglS3jEBBEQfGQKiz8pUJAJiiqReHgREj5OpKATEFEn7PAiIPSO7iOteWGAXEpb7+ybXC0tekl4igIAwG3wngIDoI0dA9FmZikRATJHUy4OA6HEyFYWAmCJpnwcBsWdkF3Fdy4AEZBICYjc2Xu8jIF4JUt4xAQREHxkCos/KVCQCYoqkXh4ERI+TqSgExBRJ+zwIiD0ju4hCLRfahYTl/t5JdbXzfvXVV9KtWzc5ePCglC5dWkaMGCH58+dPsfyMGTNk9uzZ8vfff8vDDz8sXbt21a4nrQUiIGltRKOgPwiI/iAhIPqsTEUiIKZI6uVBQPQ4mYpCQEyRtM+DgNgzsoso1CogAZmoJyDnzp2TGjVqSN++faVq1aqiBGPDhg0yadKkZF2bOnWqbNy4UYYMGSK5c+e263qav4+ApPkhjrwOIiD6Y4KA6LMyFYmAmCKplwcB0eNkKgoBMUXSPg8CYs/ILiLSBWT79u0yYMAAef/9i1+YeP78ealcubLExsZKrly54runROX++++XRYsWybXXXmvX7XRxHwFJF8McWZ1EQPTHAwHRZ2UqEgExRVIvDwKix8lUFAJiiqR9HgTEnpFdxPUvfmAXEpb7v014Qivv4sWLrRWPoUOHxsfXr19fevfuLbfddlv8Z99995213UrJybp16yw5eeWVV+Suu+7SqictBiEgaXFUI7xPCIj+ACEg+qxMRSIgpkjq5UFA9DiZikJATJG0z4OA2DOyiwhCQDLt+VRujtuWatNatGghTz31lHV/7ty58u2330q/fv3i45s1ayZt27aVSpUqxX/2n//8R1q3bi2vv/661KxZ0yrTqlUrWbVqleTIkcMOQ5q8j4CkyWGN7E4hIPrjg4DoszIViYCYIqmXBwHR42QqCgExRdI+DwJiz8gu4vrW/q+AZP5ptWT+eXWqTWvfvr20a9fOur9kyRJrRUMdPA9djz32mPTv31/KlSsX/9mnn34qY8eOlTlz5sR/1rx5c+nUqZPcfvvtdhjS5H0EJE0Oa2R3CgHRHx8ERJ+VqUgExBRJvTwIiB4nU1EIiCmS9nkQEHtGdhE3tF5kF2L+/pmTsqHXP1PNe/XVV4v6n7p27NghPXr0sM52qOvs2bNy9913y5o1a+Saa66Jz7F792559tlnZfXqS2LTsGFD6dOnj5QpU8Z8H6IgY8QKyIULF2T69Ony3nvvyb59+yRnzpxSq1Yta1+duj7//HMZOXKktYx1xRVXSIUKFaz9dcWLF7fux8TESOfOna0/ixQpEj8U6rDQLbfcYpUJLZnFxcVJ5syZJVOmTPG5Bw0aJPPnz7c+z5Ili5QvX96aKAULFpQ//vjDWkLbtGmTFa/atX//fqu8+p+K7dWrlxQoUEB++uknefHFF61ltoSXul+2bFkrt107VJ+UKdv1qV69i++tPn36tEycOFGWLl0qBw4ckGzZslmGPWzYsPgfmlBbVM6OHTtaMaFL/V3Vp66PPvrI6rdaPsyYMWOiPvz444/yxhtvWBzUD53irJYdu3TpEt8ONY5Zs2a1/j5u3DipUqWKfPnlf2X8+DGyefMXcubMGSlW7CZ59tmWUqXKxR/4I0eOyCOPVJecOa+UDBkyWG+LaNy4uTz2WOK3UgwfPkTy5csnLVo8m6hdjRvXlR49+smBA79L3749JGvWS31r2bK11K/fSJo2rS/9+w+R4sVvji+7bt1aWbFiiQwdOtL6LGnML7/8LJMmjZPt27fK2bPn5Prrb5CuXXtIwYKFpEmTuhITszbZj7zKoeaG6oe61FLr4sUfJotr376VfPPNVyJyMa5evSelTZuXBAFJhirsHyAgYUecqAIExF/eCIh/vBEQ76xvaBOAgIjI/417XKvx6tD5Qw89ZD3z3XvvvdZbsNQB9FmzZsmePXusP7t3727latSokTzxxBOixGPr1q3Ws5d6NlTPgenxilgBUYOp5OK1116z3qv8559/ijJI9SD95ZdfyvPPP289GFevXt16+F24cKH10K0OBKn3L6sHayURJUuWlLfffjt+bEMCEnpYVzfUPjz1d/UqtdClXqkWevBX72tW+/bUw/yYMWNSFJDRo0dbdZ06dUoGDx4sR48etQTJTkCefPLJ+Drt2qHTJ/WmBbU3UZm3WtorWrSonDx5UrZt22b9cCS9VM7ly5dbS4MpXW3atJG//vpLWrZsmaj8rl27pEGDBtaexrp161qCqN6FXaJEifg3P0ybNk1+++036dmzZ3xqxaVWrYelTp3HpV69htYD+ZYtX8igQf2lZ8++UrFiFUtAEj7Q//jjD/LSS61kzJhJiYThyy+3yogRQ2XWrLnx+X/44Xvp1q2jLFiwTNasWS2xsatk0KDXUxQDJwKyZ89ueeGFFtKixXPy8MO1JUeOnPLttzvkpptukjNnzl5WQJLWkxLn5s2ftPqX9O0YCIj//ywjIP4yR0D85Y2A+McbAfHOunCbxd6TuMiwZ9xj2qV27txp/eJ179691nPj8OHDpXDhwpZkqIPmSkjULyHVM6yKU3+q51T1y+eE27S0K0wjgREpID///LP1UKt++54nT55kqJV8qDcJ/Pvf/050Ty2DqQdvNeDqwVqJyhdffGEJhlqxUJcbAVHlVC71IL1s2bLLCoiKVXWqNyIsWLDAuIDY9emDDz6wDFwJWdIVi5Tm7OUE5KIINLHeb632LY4aNSo+RYcOHaRQoULxqx0p5U5JQN566y359NPPZNiwS7lU2ZUrV8j8+e/JlCkzkwmIuv/yy22tFZD77rs/viq1uvLEEw/L6NET5MYbi1qfT5w41noNXuvW7Y0KSO/er0qBAgWtVYmkV1JhSng/pZWWlFg9/ngt+eCDFfErJaEYBMT/f2kREH+ZIyD+8kZA/OONgHhnXbhtQAIyVl9AvPcyfWaISAFR3xK5fv16mTBhQoqjcscdd1gP2MWKFUt0X1nm5MmTZd68eZaAKBFQr0NTv8VfsWKF9dt2NwJy/PhxGThwoPWbfbWUltIWrNAKiNrOpeq47rrrrO1IpldA7PqkxEBtAQu9ocFuWl9OQJTIHDt2zOKnlhjVe66vuuoqK2XFihWtLXJqO1tqV0oComTwzjsryeOPX9wuFrpOnDguDz5YTdas2WCt2IRWQJRk7Njxjbz6aieZOvUdyZcv8beLjhkzwtqqpbZwqatBg0dl4MBhUrJkaaMCoraEjRo1XkqUKBUWAalRo6r1GxE1f1Tb27V72drihYDYzWDz9xEQ80wvlxEB8Zc3AuIfbwTEO2sExDvDSM0QkQLy5ptvyuHDh63fvCe91AOp2uqklrYSfsmLilOrA+ocyMqVKy0BUe9mVlu4lBCosxzqnhMBUYeK1NkI9Rtu9do1tXSmznikJCCHDh2yzpWoe2qrkxKSK6+80riA2PVJvf5NtTW0nUxtA5s5c6a1TU1tSatTp04ipCmdAVHx6nzK448/bp3buP76663VD3WmpXHjxlZ5tdVKncO53Ld5piQgTZs2lbp1G0nVqvclG9v77qskCxYst1Zu1AP/tdfmts6zqHEePHi4lCqVXHZ27PhaBg3qJ7Nnz5edO7+VPn26y9y5F/eMqi1YSc+AjBkzQW655VbrfEfCsxkq/ty5s1KhQsUUz4BUqVJeli//KMUvELJbAUlYj8qf0pYwJWBqW5cap/nz58qKFUutrWUIiP//dCIg/jJHQPzljYD4xxsB8c66SLsl3pO4yLD7zUddlKKIEwIRKSDqwXXLli2pnktQv+FX25vsVkBCD+tqBaN27doyZcoUa3VEnSlxcgZEyYQSIvVaNXVdbgVEPTCrg/NqhUYJzC+//GKdn0h6CF1t51J7/9Q5itClcwbErk/qTMY999wj6kE/4aXOg1StWlXU6+ESXqmtgKg9jY8++qglbupS4nfrrbfGf9unWoVS779WMpjalZKAqAP55ctX1F4BOXbsqDRqVFfefnuWFCx4XYpV1a9fx9rSpR7a1YH3559/MV5ATJ0BUSsUEydOTXQGJdQYOwHROQOStGN16jxo9blAwetk7Ja9Tn6m00Ts+QvBdQMB8Zc9AuIvbwTEP94IiHfWCIh3hpGaISIF5Ouvv7Z+i//xxx/Hb/lJCPCFF16wzoA888wzibiqN2SpLUKht1+FHtZVkFoVUVuG1IOzOiTkREDUNqQHHnjAeuBWh7ovJyCqLnUQXG1N2rx5s7ViooRA/bdaIQld6vzKc889Z70Vyo2ApNYn9dCvzs688847ngREbTkrVaqUtYUtdCmJU4fw1cFrdQ5Hfctn6F3YKU3wlAREvRBAnQEJvWkqVC42dqXMm/euTJ48I9kZkLffniR79/4mvXpdFMCk14QJb1qrJDExy2TAgGHWW7XUZfIQeufO7a2Vk9BWr4RtCIeAqBWgOXMWytXXXIuA+PyvJwLiL3AExF/eCIh/vBEQ76yLtA9oBWQMKyDeR+/yGSJSQFST1QOu2g+vtmGpB171dim1CqHeLKC2WqlVBfUGgfvvv9/atqLefqW2C6lD2OrVrAm3YIUQKHFRb29SZZ0IiCqvcn/33Xe2b8FSKwXqrISKV19Ooy61snHjjTeKOp+hXrem3jqlVlXUnwlff+tkBSS1PqnVHrXKoQRNrYaog+InTpyw3oilXhesswKiXo2ruKr2hc58qPomTZpknQlRgqfeqqUkSm1LU2KitpupV86pbVqh1+5e7i1Y6kB5gwaNJFu27LJt2xYZOLCvvPpqb6lYsXIyAVHbk9TZjjffnJziCsT33++Ufv16Wlu3Zs2aFz/jTQrI119/JR07trUOt9eoUdM6d7J37/9J3rz5E51ZSfrjpnMI/eDBA3Lo0EFLcNT8effdmfLZZ+pLiyazBSvc/wKmkB8B8Rc6AuIvbwTEP94IiHfWN7Zf6j2Jiwy/jkm8Xd1FCorYEIhYAVHyob5jQh0eV6+BVQ+4asVA/U9dGzdutF5zq7YKqQdP9T0g3bp1s2RFXSkJiHolrHoIV6/vdSog6sFePZSr3+CrMxFJvwckdAZEPUCqNqjXCIe+XEb9hly9mlcdrFerI2rlQL2xS62mJLzcCEhKfVJnDtRr4JQAKXFTknPzzTdbfFTdCa+UtmCpL8pRW9zUa40TXuoVc+r91SqvYh4aA/VFPGqrlpJDtcoUOheSkoCofKHvAdm06XOLR9GixeS551pK5cqXvgck6fdqzJw5Vb7+eru8/vroFKe0+u6PmjUflqefvjg/1KUERL29KkuWi99Doq5WrdrKk082dvU9IFu2bJLJk8eLEp5MmTJLoULqbMx4K69asUj4Lu9Kle6RIUNGWPWo1ZsMGS5+h0r27Nll+fLYRH3Yt2+v9O7dzYpTbf3HP26Tl17qJHnz5kNAAvgnHAHxFzoC4i9vBMQ/3giId9Y3vhSQgIxGQLyP3uUzRKyAhLvj5A+OAN+Ers+eQ+j6rExFIiCmSOrlQUD0OJmKQkBMkbTPg4DYM7KLKPrSMruQsNzfNbp2WPKS9BIBBITZ4DsBBEQfOQKiz8pUJAJiiqReHgREj5OpKATEFEn7PAiIPSO7iKIdAhKQUQiI3dh4vY+AeCVIeccEEBB9ZAiIPitTkQiIKZJ6eRAQPU6mohAQUyTt8yAg9ozsIhAQO0LRex8Bid6xi9qWIyD6Q4eA6LMyFYmAmCKplwcB0eNkKgoBMUXSPg8CYs/ILqLYy8vtQsJy/5eRj4QlL0kvEUBAmA2+E0BA9JEjIPqsTEUiIKZI6uVBQPQ4mYpCQEyRtM+DgNgzsotAQOwIRe99BCR6xy5qW46A6A8dAqLPylQkAmKKpF4eBESPk6koBMQUSfs8CIg9I7uImzqusAsJy/2f33g4LHlJeokAAsJs8J0AAqKPHAHRZ2UqEgExRVIvDwKix8lUFAJiiqR9HgTEnpFdBAJiRyh67yMg0Tt2UdtyBER/6BAQfVamIhEQUyT18iAgepxMRSEgpkja50FA7BnZRSAgdoSi9z4CEr1jF7UtR0D0hw4B0WdlKhIBMUVSLw8CosfJVBQCYoqkfR4ExJ6RXUTxTsFswfppBFuw7MbG630ExCtByjsmgIDoI0NA9FmZikRATJHUy4OA6HEyFYWAmCJpnwcBsWdkF1G8U4xdSFju/zSiVljykvQSAQSE2eA7AQREHzkCos/KVCQCYoqkXh4ERI+TqSgExBRJ+zwIiD0ju4ibOwcjID8OR0DsxsbrfQTEK0HKOyaAgOgjQ0D0WZmKREBMkdTLg4DocTIVhYCYImmfBwGxZ2QXgYDYEYre+whI9I5d1LYcAdEfOiUgozft1S+QRiKvyBhcR85fCKbuoB4MVW8zZAimz6rWv8+eD6TyIHmv3b4vkD6rSs8HNMG/XRbMXn4L9Om4QHgXebBOIPWqSrNkCeYf0duuzyWzW1Uy1u8SrwSzAvLD66yAGBvEVBIhIOEmTP5kBBAQ/UmBgOizMhUZ0POZBPlAjICYmj16eRAQPU7GohAQYyjtEpkXkA/tqgzL/R9efygseUl6iQACwmzwnQACoo8cAdFnZSoSATFFUi8PKyB6nExFsQJiiqR9HlZA7BnZRZTsEoyAfD8MAbEbG6/3ERCvBCnvmAACoo8MAdFnZSoSATFFUi8PAqLHyVQUAmKKpH0eBMSekV0EAmJHKHrvIyDRO3ZR23IERH/oEBB9VqYiERBTJPXyICB6nExFISCmSNrnQUDsGdlFlOoazArId0NZAbEbG6/3ERCvBCnvmAACoo8MAdFnZSoSATFFUi8PAqLHyVQUAmKKpH0eIQz1JwAAIABJREFUBMSekV1Eqa4r7ULCcv+7oTXDkpeklwggIMwG3wkgIPrIERB9VqYiERBTJPXyICB6nExFISCmSNrnQUDsGdlFlO4WjIDsHIKA2I2N1/sIiFeClHdMAAHRR4aA6LMyFYmAmCKplwcB0eNkKgoBMUXSPg8CYs/ILgIBsSMUvfcRkOgdu6htOQKiP3QIiD4rU5EIiCmSenkQED1OpqIQEFMk7fMgIPaM7CJueTWYFZD/DmYFxG5svN5HQLwSpLxjAgiIPjIERJ+VqUgExBRJvTwIiB4nU1EIiCmS9nkQEHtGdhG3vLrKLiQs9/87+MGw5CXpJQIICLPBdwIIiD5yBESflalIBMQUSb08CIgeJ1NRCIgpkvZ5EBB7RnYRZboHIyDfDkJA7MbG630ExCtByjsmgIDoI0NA9FmZikRATJHUy4OA6HEyFYWAmCJpnwcBsWdkF4GA2BGK3vsISBSOXUxMjMydO1emT5+eqPW9evWSG264QYoUKSIdO3aUbNmyxd9Xf2/evLn07dtXihcvbv136Dp69KhUq1ZNtm3bZn1Uq1YtGT16tJQsWdL6+7Fjx2TkyJGyatUqUbH58uWT1q1bS7169ZLFhnKqeubPny+ZM2eOr2f27NlSpkwZCQlI06b15cCBA3L+/Hk5dSpOcuTIacXWrVtfli1bIlOnviMFChS0Pjt37pyo+N69X5Pff98n/fr1lBw5ckjGjBmlWLHi0rp1eylT5h9y5MgReeSR6pIz55Xx9VaqVEVee21IspE+fvyYTJ48XtatW2v1MU+evPL008/KI488asUuXPi+zJ//nuzbt9dqW7Vq90ubNu3jcw8fPkRWrFgqWbNmkdOnz0jRosWkSZPmUr36pd+cqDbv379fMmTIYOVUbV68OPX3mh8+fMjqZ6dO3aRGjYcEAfH/BxQB8Zc5AuIvbwTEP94IiHfWt/YIZgVkx0BWQLyP3uUzICDhJhyG/KdOnZIqVapIbGys5M6dO/4BXX2mHvq/+eYbWb58uYwdOzZZ7U4F5PTp05ZoKHHo0KGDFCxYUHbt2mXlLVas2GUFJKnohBqTdAXk++93yoABfWXmzPfi2zt9+lty6NAh6dy5m/XZhx+ukLVrV8vQoSNlzZrVEhu7SgYNet0Sk5iYZZZILFmy0hKQJk3qSkzM2suSV/167rmnpGTJUvL88y9K/vwFZM+e3VaZIkVulNmzZ8qyZYukR49+Urr0LXLkyB9WHSpm/Pi3LPFRAlK0aFGpX7+RqHzbtm2WYcMGSbNmT8sTT9S3cimZ6N9/iBQvfrPWTOja9WU5efKkPProEwiIFjHzQQiIeaaXy4iA+MsbAfGPNwLinfWtPVZ7T+Iiw46BNVyUoogTAgiIE1oRFKtWNCpUqCCNGze2WrV+/XoZNWqUJSBqhcSUgMyZM0cWLFhg5U3pSrpaEopJSXScCMjJkyekSZP6MnnydMmbN580a9bAepC/+eYSiQRE5bxw4YL861+VZfnyWGslQkdAPvhgvqxYsUSmTJmZrFtnzpyR2rVryOjR46V06TLx99VKjRKKl17qJJUq3ZNIQEJB27dvk27dOsrSpaslU6ZMjgQkJma5fPXVNsmaNavcemtZBCSgnzcExF/wCIi/vBEQ/3gjIN5Z/6NnMALyzQAExPvoXT4DAhJuwmHK/9FHH8m0adPknXfesWro3r27lChRQp555hmjAtK+fXspX768PP30074KiKpMrUKo7Va33voP2bBhvfTvP9hqQ8IVELVaoGQiNnalTJs2W3sFpGfPrlK2bDlp2LBJsn6pFZlOndrL0qXJl35Hjx4uWbNmk1at2qYoICqZ2gI2atR4KVGilLaAHDp0UDp3fknGjZssEyaMlXLlbkdAwvSzY5cWAbEjZPY+AmKWp102BMSOkLn7CIh3lgiId4aRmgEBidSRsWmX2vJzzz33WLJx9dVXW1uyli5dam2RUp8lPQMyc+ZMKVu2rHUGJOnZjFBVKZ0BadasmTRt2tTaapXSdbkVkIT1qN/qb9y40UqhswVLxamtZmrl4+J2pzHW1qiQgPTv38s6i6HOZqiH9RdeaG1to0rpDMizz7aURo2aJmp+27YvSN26DeT++5P/lmPr1s0yevQImTFjTrIuz5o1Tfbt2yddunRPVUCaN28oHTt2kTvuuNMSkIRnQCpUqGhtHUt6denSQRo2bCp33lnByouABPeDiYD4yx4B8Zc3AuIfbwTEO+uyvYJZAfn6NVZAvI/e5TMgIOEmHMb8Xbuq3+KXtQ6eT5o0SdR2KXWZ3ILVqlUrS3QSHlpP2KVwbcEK1TFz5lT573+/lcGDh8dXm3AFJCle3TMg6qyFkgF1fiPp9cMP30nHju1cr4DUrHmfTJw4VYoVu0lrBWT58iWyc+d/pVOnrlZTEBCRKzKG8QfHJjUC4i97BMRf3giIf7wREO+sy/aK9Z7ERYavX3vARSmKOCGAgDihFWGxn3zyifUmLCUg6o1VaqXCtIC89dZbsnbtWlFvsErpCreALFnygezY8bW8+mpvowKitndt2PCJjBs3JVm31BmQOnVqyJgxE6VkydLx99UZkObNn5T27TtKxYpVUlwB+eyz9TJ48GuyaFGMtXKjcwi9Q4c2Vh9D1+nTf8sVV1whtWrVkS5de8joTXsjbOaFvzkISPgZJ6zhfy9p87fS/9WGgPiLHQHxjzcC4p31bb2DEZCv+iMg3kfv8hkQkHATDmP+s2fPSvXq1a3DzvPmzZM8efIYF5C//vpLateuLQ888IC8+KJ6W1R+OXz4sFWPqi9aBeTo0b/kqacayb333ictWvzbOuj+xx9/WP1SbxZ7991Zsnz5YunZs5+UKnWLKA5TpkyQX3/9RcaOnWy9VjfhW7DUoXl1TmXUqOHSrt3LUrPmw1YuHQFJOkVYAWEFJIz/bKSYGgHxl/ja7fv8rTBBbQiIf+gREO+sERDvDCM1AwISqSOj2S713R+7d++WGTNmxJdQW7DUK3PVuYvQ1alTJ2nRooWr7wHZs2ePDBs2zHrTlnrtbd68eWXgwIFSuXJlS0B+/fXXRN9zsWnTJqseJUVKjkLXe++9l+h7QEKfp/Qa3tA9Nysg6hB4tmzZ4+utXPkeGThwWDKiv/32fzJ+/Bj54ouNVr9y584j3br1lLvuutuKXbhwnrz//nuyf//vkj17drnvvgekdet2yb4HRH3XiSpfqlRpadashVSu/M/4upSA7N37m2TIcHFPkcqj3tZ1uQsBQUA0f/yNhSEgxlBqJUJAtDCZCzodZy6Xg0wIiANYqYSW6xPMCsj2fqyAeB+9y2dAQMJNmPzJCPBN6PqTgi8i1GdlKpIzIKZI6uVhC5YeJ1NRrICYImmfBwGxZ2QXUa7PR3YhYbm/vV/1sOQl6SUCCAizwXcCCIg+cgREn5WpSATEFEm9PAiIHidTUQiIKZL2eRAQe0Z2Ebf3DUZAvuyLgNiNjdf7CIhXgpR3TAAB0UeGgOizMhWJgJgiqZcHAdHjZCoKATFF0j4PAmLPyC4CAbEjFL33EZDoHbuobTkCoj90CIg+K1ORCIgpknp5EBA9TqaiEBBTJO3zICD2jOwi7ugXzArItj6sgNiNjdf7CIhXgpR3TAAB0UeGgOizMhWJgJgiqZcHAdHjZCoKATFF0j4PAmLPyC7ijn5r7ELCcn9bn/vDkpeklwggIMwG3wkgIPrIERB9VqYiERBTJPXyICB6nExFISCmSNrnQUDsGdlFlO8fjIBs7Y2A2I2N1/sIiFeClHdMAAHRR4aA6LMyFYmAmCKplwcB0eNkKgoBMUXSPg8CYs/ILgIBsSMUvfcRkOgdu6htOQKiP3QIiD4rU5EIiCmSenkQED1OpqIQEFMk7fMgIPaM7CLufC2YFZAtvVgBsRsbr/cREK8EKe+YAAKijwwB0WdlKhIBMUVSLw8CosfJVBQCYoqkfR4ExJ6RXcSdr621CwnL/S29/hWWvCS9RAABYTb4TgAB0UeOgOizMhWJgJgiqZcHAdHjZCoKATFF0j4PAmLPyC7irgHBCMjmnvoC8tVXX0m3bt3k4MGDUrp0aRkxYoTkz58/1a6puFq1aknfvn2ldu3adgjS7H0EJM0ObeR2DAHRHxsERJ+VqUgExBRJvTwIiB4nU1EIiCmS9nkQEHtGdhGRLiDnzp2TGjVqWDJRtWpVmTFjhmzYsEEmTZqUatdatWolJ06ckIYNGyIgdhOA+xAwSQAB0aeJgOizMhWJgJgiqZcHAdHjZCoKATFF0j4PAmLPyC6iwsCP7ULCcn9Tj/u08m7fvl0GDBgg77//vhV//vx5qVy5ssTGxkquXLmS5Vi0aJFs3rxZsmXLJrfffjsCokWZIAgYIoCA6INEQPRZmYpEQEyR1MuDgOhxMhWFgJgiaZ8HAbFnZBcR6QKyePFia8Vj6NCh8V2pX7++9O7dW2677bZE3Ttw4IA8//zzMnv2bBk+fLjcddddCIjdBOA+BEwSQED0aSoBGbN5r36BNBKZMUNwHblwIZi6A6o2mM4mqDUoAQlKNFXXP9r6W2Dcg5rfOxctDKzPkiV7IHUXq14jkHpVpVmyXBFI3bcVyiUzX7jbWN13D/J/BeTv7z+Rm/7ammofGjVqZG2fUtfcuXPl22+/lX79+sXHN2vWTNq2bSuVKlVKlKNly5byzDPPWJ+rLVsIyIWg/jkyNj9JFGUEEBD9AUNA9FmZigzqX0QExNQI6uVBQPQ4mYpCQEyR1MuDgOhxSikq7sulcmrbklQTtG/fXtq1a2fdX7Jkiaxbt846eB66HnvsMenfv7+UK1cu/rMFCxbIN998I3369LE+Q0BEOITufo5S0iUBBEQfHAKiz8pUJAJiiqReHlZA9DiZigpqfiMgpkZQL09aEZCKg9fpddhg1PmTf8q0hsVTzajecBV6y9WOHTukR48eos52qOvs2bNy9913y5o1a+Saa66Jz6FWPr788sv4v//9999yxRVXSN26dROtnhjsRsSnQkAifojSXgMREP0xRUD0WZmKDOoBjRUQUyOol4cVED1OpqIQEFMk9fIgIHqcUov6/NVqWgnUofOHHnpIevXqJffee6/1Fix1AH3WrFmyZ88e68/u3bsny8UKCCsgWhOMILMEEBB9ngiIPitTkQiIKZJ6eVgB0eNkKiqo+Y2AmBpBvTxpRUAqDfF/BUQR3thNT0BU7M6dO6VLly6yd+9eKV68uHXAvHDhwrJ161Z55ZVXLCHJkCHxwUYEBAHR+0kmyigBBEQfJwKiz8pUZFAPaKyAmBpBvTysgOhxMhWFgJgiqZcHAdHjlFqUEwHxVlP6Lc0WrPQ79oH1HAHRR4+A6LMyFYmAmCKpl4cVED1OpqKCmt8IiKkR1MuTVgSk8tD/6HXYcNRnXasazki6pAQQEOaE7wQQEH3kCIg+K1ORQT2gsQJiagT18rACosfJVBQCYoqkXh4ERI9TalEIiDd+OqUREB1KxBglgIDo40RA9FmZikRATJHUy8MKiB4nU1FBzW8ExNQI6uVJKwJSZVgwKyAburACojfT3EchIO7ZUdIlAQREHxwCos/KVGRQD2isgJgaQb08rIDocTIVhYCYIqmXBwHR45RaFALijZ9OaQREhxIxRgkgIPo4ERB9VqYiERBTJPXysAKix8lUVFDzGwExNYJ6edKKgNzz+id6HTYc9ekr9xrOSLqkBBAQ5oTvBBAQfeQIiD4rU5FBPaCxAmJqBPXysAKix8lUFAJiiqReHgREj1NqUQiIN346pSNWQC5cuCDTp0+X9957T/bt2yc5c+aUWrVqSe/eva1+ff755zJy5Ej59ttvrW+TrFChgnTt2tV6B7O6YmJipHPnztafRYoUiWcxYMAAueWWW6wy/fr1sz6Pi4uTzJkzS6ZMmeJzDxo0SObPn299niVLFilfvrz06dNHChYsKH/88YfUrFlTNm3aZMWrdu3fv98qr/6nYtWX0hQoUEB++uknefHFF2XVqlWJxkPdL1u2rJXbrh2qT82bN7ftU7169aw6Tp8+LRMnTpSlS5fKgQMHJFu2bHL77bfLsGHD5Oqrr07UDsWnY8eOVkzoUn9X9anro48+svr9n//8RzJmzJio7I8//ihvvPGGxUF9+6fi3LZtW+t92KF2qHHMmjWr9fdx48ZJlSpV5Msv/yvjx4+RzZu/kDNnzkixYjfJs8+2lCpV/mnFHTlyRB55pLrkzHml9e7s3LlzS+PGzeWxx+omqn/48CGSL18+adHi2USfN25cV3r06CcHDvwuffv2kKxZL/WtZcvWUr9+I2natL707z9Eihe/Ob7sunVrZcWKJTJ06Ejrs6Qxv/zys0yaNE62b98qZ8+ek+uvv0G6du0hBQsWkiZN6kpMzNpkP3Mqh5oboXeA58iRQxYv/jDVn83Dhw9Z9Xbq1E1q1HhIEJBUUYXtBgISNrQpJmYFxF/eQc1vBMTfcU4rAvLP4cGsgKzvzApIuGdsxAqIekBXcvHaa69J6dKl5c8//5Tdu3dbD9Lq6+yff/5568G4evXq1sPvwoULrYfuxYsXS/78+a2HdSURJUuWlLfffjueY0hAQg/r6karVq1E/b1GjRrxcepLYkIP/n///be8/vrr1sP8mDFjUhSQ0aNHW3WdOnVKBg8eLEePHrUEyU5Annzyyfg67dqh06dz587JU089Jddcc4106tRJihYtKidPnpRt27ZZ39KZ9FI5ly9fLmPHjk1xrrVp00b++usvadmyZaLyu3btkgYNGkjr1q2lbt26liB+9dVXUqJECcmVK5eVa9q0afLbb79Jz54943MrLrVqPSx16jwu9eo1FPVAvmXLFzJoUH/p2bOvVKxYxRKQhA/0P/74g7z0UisZM2ZSImH48sutMmLEUJk1a258/h9++F66desoCxYskzVrVkts7CoZNOj1FMXAiYDs2bNbXnihhbRo8Zw8/HBtyZEjp3z77Q656aab5MyZs5cVkKT1XO6HumvXl63xevTRJxCQcP/rl0r+oB7QWAHxd8BZAfGXNwLiL28ExBtvBMQbP53SESkgP//8s/VQq377nidPnmT9UPJRuXJl+fe//53oXo8ePawHb/XNk+rBWonKF198YQmGWrFQlxsBUeVULvUgvWzZsssKiIpVdQ4dOlQWLFhgXEDs+vTBBx/IjBkzLCFLumKR0oS4nIBcFIEmomRszpw5MmrUqPgUHTp0kEKFCsWvdqSUOyUBeeutt+TTTz+TYcMu5VJlV65cIfPnvydTpsxMJiDq/ssvt7VWQO677/74qtTqyhNPPCyjR0+QG28san0+ceJYOX/+vLRu3d6ogPTu/aoUKFBQ2rR5KVlXkwpTwoCUVlpS+8GMiVkuX321zVoxuvXWsgiIzr9gYYhBQMIA9TIpWQHxl3dQ8xsB8Xec04qA3Dtivb/g/lfbJ50u7sjgCh+BiBSQ2bNny/r162XChAkp9vyOO+6wHrCLFSuW6L76uvvJkyfLvHnzLAFRIlC/fn1Rv8VfsWKF9dt2NwJy/PhxGThwoPWb/e7du19WQNR2LlXHddddZ21HMr0CYtcnJQZqC5haBdG5LicgSmSOHTtm8XvooYfk/fffl6uuuspKW7FiRWuLnNrOltqVkoAoGbzzzkry+OMXt4uFrhMnjsuDD1aTNWs2WCsAoRUQJRk7dnwjr77aSaZOfUfy5cufqNyYMSOsrVpqC5e6GjR4VAYOHCYlS5Y2KiBqS9ioUeOlRIlSybprQkAOHToonTu/JOPGTZYJE8ZKuXK3IyA6EzgMMUE9oLECEobBvExKVkD85Y2A+MsbAfHGGwHxxk+ndEQKyJtvvimHDx+2fvOe9FIPpGqr09atW+O3+oRi1OqAOgeycuVKS0A2bNhgbeFSQqDOcqh7TgRk0aJF1tkI9YDZokUL67f96oxHSmdADh06ZJ0rUffUVie1JevKK680LiB2fWrWrJnV1tB2MrUNbObMmdY2NbUlrU6dOomQpnQGRMWr8ymPP/64dW7j+uuvt1Y/1JmWxo0bW+XVVit1Dkedz3AiIE2bNpW6dRtJ1ar3JSt2332VZMGC5dbKjXrgv/ba3NZ5FiV+gwcPl1KlksvOjh1fy6BB/WT27Pmyc+e30qdPd5k7d5GVW23BSnoGZMyYCXLLLbda5ywSns1Q8efOnZUKFSqmeAakSpXysnz5R3Lttdc6FpCE9aj8KW0J69KlgzRs2FTuvLOCqLMtCIjOP1/hiUFAwsM1taysgPjLO6j5jYD4O85pRUCqvhHMCsh/OrICEu4ZG5ECon5zvmXLllTPJajf8KvtTXYrIKGHdbWCUbt2bZkyZYq1OqLOlDg5A6JkQglR//79rfFISUBCZ0DUA7M6OK9WaJTA/PLLL9b5iaSH0NV2rnLlylnnKEKXzhkQuz6pMxn33HOPqAf9hJc6D1K1alV57LHHkglISmdAdu7cKY8++qglbupS4nfrrbdaqyDqUqtQc+fOtWTQiYCoA/nly1fUXgE5duyoNGpUV95+e5YULHhdilXVr1/H2tK1YsVSa/vS88+/GC8gps6A1KhRVSZOnJroDEqoMV5XQJYvXyI7d/5XOnXqaqVEQEQyZgj3P32p5w/qAY0VEH/HnBUQf3kjIP7yRkC88UZAvPHTKR2RAvL1119bv8X/+OOP47f8JOzMCy+8YJ0BeeaZZxL1Ub0hS20RCr39KvSwroLUqojaMqQenNXhcicCorYhPfDAA9YDtzrUfTkBUXWpg+Bqa9LmzZutFRMlBOq/1QpJ6FLnV5577jnrrVBuBCS1Pil5U2dn3nnnHU8CoraclSpVytrCFrqUxKlD+OrgtTqHc9ttt0m7du0cCYh6IYA6AxJ601SocGzsSpk3712ZPHlGsjMgb789Sfbu/U169boogEmvCRPetFZJYmKWyYABw6y3aqnL5CH0zp3bWysnoa1eCdvgVUA6dGgjaiUndJ0+/bc1V2rVqiNduvaQMZv36vwsp6kYBCRNDedlO8MKiL9jHZRgIyD+jnNaEZBqIz/1F9z/alv38j2B1JueKo1IAVEDoB5w1XkKtQ1LPfCqt0upVYjChQtbB8LVqoJ6fe39999vbS9Sb79S24XUIWz1ataEW7BCA6rERb29SZV1IiCqvMr93Xff2b4FS60UqFUCFb9u3TqrarWyceONN4o6n6Feu6tWHNSKifoz4etvnayApNYntdqjVjmUoKnVEHVQ/MSJE9YbsdTrgnVWQNSrcRVX1b7QmQ9V36RJk6wzIUrw1Fu1lESpbWlKTNR2sz179ljbtEKv3b3cW7DUgfIGDRpJtmzZZdu2LTJwYF959dXeUrFi5WQCos6HqLMdb745OcUViO+/3yn9+vW0tm7NmjUv/ufXpIB8/fVX0rFjW+twe40aNa1zJ3v3/p/kzZs/0ZmVpP94ODmEHirLCggrIOnp/4QQEH9HGwHxj3ex6pferOlfrRdrQkC8EUdAvPHTKR2xAqLkQ33HhDo8rl4Dqx5w1YqB+p+6Nm7caL3mVm0VUg+e6ntAunXrZsmKulISEPVKWPUQrl7f61RA1IO9eihXv8FXZyKSfg9I6AyIEhDVBvUa4TJlylhtUb8hV6/mVQfr1eqIWjlQb+xSqykJLzcCklKf1JmD4cOHWwKkxE1Jzs0332zxUXUnvFI6hL569Wpri5t6rXHCa+/evdKwYUMrr2IeGoMdO3ZYW7WUHKpVptC5kJQEROULfQ/Ipk2fWzyKFi0mzz3XUipXvvQ9IEm/V2PmzKny9dfb5fXXR6c4r9V3f9Ss+bA8/fTF+aEuJSDq7VVZslz8HhJ1tWrVVp58srGr7wHZsmWTTJ48XpTwZMqUWQoVUmdjxlt51ZkVJZehq1Kle2TIkBFWPWr1JkOGi9+hkj17dlm+PDbFPoQ+REAQkMtOkDR2EwHxd0AREP94IyDeWd83KpgVkI87sALiffQunyFiBSTcHSd/cAT4JnR99nwRoT4rU5FBPaBxBsTUCOrl4QyIHidTUWzBMkVSL09aWQFBQPTGOxqjEJBoHLUobzMCoj+ACIg+K1ORCIgpknp5WAHR42QqKqj5jYCYGkG9PGlFQP41eoNehw1HrX3p0vlcw6lJ9z8CCAhTwXcCCIg+cgREn5WpyKAe0FgBMTWCenlYAdHjZCoKATFFUi8PAqLHKbUoBMQbP53SCIgOJWKMEkBA9HEiIPqsTEUiIKZI6uVhBUSPk6mooOY3AmJqBPXypBUBuX9MMCsga9qzAqI309xHISDu2VHSJQEERB8cAqLPylRkUA9orICYGkG9PKyA6HEyFYWAmCKplwcB0eOUWhQC4o2fTmkERIcSMUYJICD6OBEQfVamIhEQUyT18rACosfJVFRQ8xsBMTWCennSioBUf/MzvQ4bjvqoXWXDGUmXlAACwpzwnQACoo8cAdFnZSoyqAc0VkBMjaBeHlZA9DiZikJATJHUy5NWBOSBgAQkFgHRm2geohAQD/Ao6o4AAqLPDQHRZ2UqEgExRVIvDysgepxMRQU1vxEQUyOolyfNCMjYYFZAYtuyAqI309xHISDu2VHSJQEERB8cAqLPylRkUA9orICYGkG9PKyA6HEyFYWAmCKplyetCEiNgARkNQKiN9E8RCEgHuBR1B0BBESfGwKiz8pUJAJiiqReHlZA9DiZigpqfiMgpkZQL0+aEZBxG/U6bDhqdZtKhjOSLikBBIQ54TsBBEQfOQKiz8pUZFAPaKyAmBpBvTysgOhxMhWFgJgiqZcnrQjIgwEJyCoERG+ieYhCQDzAo6g7AgiIPjcERJ+VqUgExBRJvTysgOhxMhUV1PxGQEyNoF6etCIgNQMSkJUIiN5E8xCFgHiAR1F3BBAQfW5KQMZv3adfII1EBrkacD6oX41nCG7wzgbVZxE5GncukI4H2efpw6YF0mer0tNxgdRd+vG6gdQ16qJSAAAgAElEQVSrKs2YMZgfrptuuDrd9fnm3NlkYJ1bjPW75vhgtmCtbM0WLGODmEoiBCTchMmfjAACoj8pEBB9VqYiERBTJPXyICB6nIxFISDGUNolQkDsCNnff2j85/ZBYYj4sHXFMGQlZUICCAjzwXcCCIg+cgREn5WpSATEFEm9PAiIHidjUQiIMZR2iRAQO0L292tNCEZAYl5EQOxHx1sEAuKNH6VdEEBA9KEhIPqsTEUiIKZI6uVBQPQ4GYtCQIyhtEuEgNgRsr+PgNgzitYIBCRaRy6K242A6A8eAqLPylQkAmKKpF4eBESPk7EoBMQYSrtECIgdIfv7Dwe0ArKCFRD7wfEYgYB4BEhx5wQQEH1mCIg+K1ORCIgpknp5EBA9TsaiEBBjKO0SISB2hOzvPzzxC/ugMESsaHV3GLKSMiEBBIT54DsBBEQfOQKiz8pUJAJiiqReHgREj5OxKATEGEq7RAiIHSH7+48EJCDLERD7wfEYgYB4BEhx5wQQEH1mCIg+K1ORCIgpknp5EBA9TsaiEBBjKO0SISB2hOzv154UzArIspasgNiPjrcIBMQbP0q7IICA6ENDQPRZmYpEQEyR1MuDgOhxMhaFgBhDaZcIAbEjZH8fAbFnFK0RCEi0jlwUtxsB0R88BESflalIBMQUSb08CIgeJ2NRCIgxlHaJEBA7Qvb360zeZB8UhoilL1QIQ1ZSJiSAgDAffCeAgOgjR0D0WZmKREBMkdTLg4DocTIWhYAYQ2mXCAGxI2R/HwGxZxStEQhItI5cFLcbAdEfPAREn5WpSATEFEm9PAiIHidjUQiIMZR2iRAQO0L29x8NaAVkCSsg9oPjMQIB8QgwiOIxMTEyd+5cmT59eqLqe/XqJTfccIMUKVJEOnbsKNmyZYu/r/7evHlz6du3rxQvXtz679B19OhRqVatmmzbts36qFatWjJ69GgpWbKk9fdjx47JyJEjZdWqVaJi8+XLJ61bt5Z69eoliw3lVPXMnz9fMmfOHF/P7NmzpUyZMhISkKZN68uBAwfk/PnzcupUnOTIkdOKrVu3vixbtkSmTn1HChQoaH127tw5UfG9e78mv/++T/r16yk5cuSQjBkzSrFixaV16/ZSpsw/5MiRI/LII9UlZ84r4+utVKmKvPbakGRDdfz4MZk8ebysW7fW6mOePHnl6aeflUceedSKXbjwfZk//z3Zt2+v1bZq1e6XNm3ax+cePnyIrFixVLJmzSKnT5+RokWLSZMmzaV69Qfj61Jt3r9/v2TIkMH6TLV58eIPE7Xl2LGjMm3aFPnoo9XW54ULF5GuXXtafyIg/v+EISD+MkdA/OUtCIhvwBEQ76gfmxLMFqzFz7MFy/voXT4DAhJuwmHIf+rUKalSpYrExsZK7ty54x/Q1Wfqof+bb76R5cuXy9ixY5PV7lRATp8+bYmGEocOHTpIwYIFZdeuXVbeYsWKXVZAkopOqDFJV0C+/36nDBjQV2bOfC++vdOnvyWHDh2Szp27WZ99+OEKWbt2tQwdOlLWrFktsbGrZNCg1y0xiYlZZonEkiUrLQFp0qSuxMSsvSx51a/nnntKSpYsJc8//6Lkz19A9uzZbZUpUuRGmT17pixbtkh69OgnpUvfIkeO/GHVoWLGj3/LEh8lIEWLFpX69RuJyrdt22YZNmyQNGv2tDzxRH0rlxKQ/v2HSPHiN6fansOHD8knn6yThx56xJLGuXPflY0bN8jIkWMRkDD8/NilREDsCJm9j4CY5WmbDQGxRWQqAAHxTvKxKZu9J3GRYfHzd7koRREnBBAQJ7QiKFataFSoUEEaN25stWr9+vUyatQoS0DUCokpAZkzZ44sWLDAypvSlXS1JBSTkug4EZCTJ09Ikyb1ZfLk6ZI3bz5p1qyB9SB/880lEgmIynnhwgX5178qy/LlsdZKhI6AfPDBfFmxYolMmTIzWbfOnDkjtWvXkNGjx0vp0mXi76uVGiUUL73USSpVuieRgISCtm/fJt26dZSlS1dLpkyZtAQkaQN+/vkn6dHjFZkzZ+H/s3ceUFUdWx/f9p5iT7N3YywvPkVjiUjsJYgVxN4I2LCg2EDFhg07duwFe4mKGmNijL1H04yaYHmJscdY4rf2+N0r5cKZe8/cc7jkP2u58rhnz56Z/z6Xd37s2XMAICZ85wAgxooOADFWb2RAjNMbAKJf6+YLzAGQTV0BIPqjl7wHAIizFXaS/71799LixYtp+fLlYoShQ4dS8eLFqVOnTkoBpHfv3lSpUiXq2LGjoQDCg3EWgrdblS37Ph069BWFho4Tc4ibAXn06BExTMTE7KLFi1dIZ0CGDRtM5cqVp9at2yVaF2dkAgN709atuxNdmz49nDJlykw9e/rbBBDuwFvApk2bTcWLl7QbQDiDM3nyS9Dq2LErAMRJ35/k3AJAjBUdAGKs3gAQ4/QGgOjX+lOTAGQjAER/8DQ8AECcLrFzBuAtP9WrVxew8frrr4stWVu3bhVbpPizhDUgUVFRVK5cOVEDkrA2wzJDWzUgPj4+5O3tLbZa2WrJZUDijpMpUyY6fPiwcCGzBYvteKsZZz5ebneKEFujLAASGjpc1GJwbUb58hWoe3c/sY3KVg1Ily49qE0b73jT9/fvTp6eLalOHY9Eyzpx4hhNnz6Zli5dlejasmWL6fr16zRo0NAkAaR9+9bUv/8gqljxPwJA4taAVK5cRWwdS9hiY3+jbt18xfyrVKkmal3efPNNAIhzvj7JegWAGCs6AMRYvQEgxukNANGv9acLzcmAbOyCDIj+6CXvAQDibIWd6H/wYP4rfjlReD5v3jzi7VLcVG7B6tmzpwCduEXrcZfkrC1YljGiohbRd99doHHjwq3Dxs2AJJRXtgZk8OB+xDDA9RsJ2w8/XKL+/QMczoDUq1eb5s5dRIULF7E7A/L333+LbM7SpQtp5cpoypAxI80+cd2Jd1HKdP3CxGkBQIwVHwBirN4AEOP0BoDo19rTJADZAADRHzwNDwAQp0vsvAEOHjwoTsJiAOETqzhToRpAFixYQPv37yc+wcpWczaAbNmykc6fP0tDhoxQCiC8vevQoYM0a9b8RMviGpAmTTwoImIulShRynqda0Dat29FvXv3F1mKuEXoFqNvvvmKxo0bTZs27RSZG5kidFu6Nm1ajxYsiKJ8+d8CgDjvK2TTMwDEWMEBIMbqDQAxTm8AiH6tPRce1+/EAQ8buvzHgV7oYo8CABB71Ephts+ePSN3d3dR7Lx27VrKlSuXcgC5e/cuNW7cmOrWrUu9evFpUXnpjz/+EOPweK4KIPfu3SVf3zZUo0Zt6tChsyh0v337tlgXnyy2cuUy2r59Mw0bFkIlS5Ym1mH+/Dl05cplmjkzUhyrGxdAuGie61SmTQungIB+VK9eQ+FLBkCuXPlFHM+bJ09e0eeLL/aKLWAbNmyntOnSAUAM/t4BQIwVHABirN4AEOP0BoDo17rFInMAJLozAER/9JL3AABxtsJO9s/v/rh69SotXbrUOhJvweIjc7nuwtICAwOpQ4cODr0H5Nq1azRx4kRx0hYfe5s7d24aO3Ysubm5CQC5cuVKvPdcHD16VIzDUMRwZGmrV6+O9x4Qy+e2juG1XHMkA8JF4JkzZ7GO6+ZWncaOnZgoEr/99ivNnh1BR44cFuvKmTMXBQUNow8//K+w3bBhLa1bt5pu3rxBWbJkodq165KfX0Ci94Dwu064f8mSpcjHpwO5uX1kHYsBhOs70qRJKz5jP3xaV9x29Oi3FBExme7cuSP0KlSoCH32WR9RiI73gDj5C2TDPQDEWM0BIMbqDQAxTm8AiH6tvUwCkPUAEP3B0/AAAHG6xBggoQJ4E7r8PQEAkddKlSUARJWScn4AIHI6KbPCe0CUSanlCACipZD2da/F5mRA1neSz4CcOXOGgoKC6H//+x+VKlWKJk+eLHaLxG28tXvOnDniECD+gyVvmw8LC6O33npLW4RUagEASaWBTcnLAoDIRwcAIq+VKksAiCol5fwAQOR0UmYFAFEmpZYjAIiWQtrXWy4+oW3kBIt1nSpJeWWY8PDwELs+atasKXajHDp0SBwMFLfxDoeVK1eSr68vZc+enWbMmEE//PADRURESI2TGo0AIKkxqil8TQAQ+QABQOS1UmUJAFGlpJwfAIicTsqsACDKpNRyBADRUkj7eiuTAGStJICcPn2axowZQ+vWrROL4cNqeHt6TEwM5ciRI8kFXrhwgQYNGkTbtm3TFiGVWgBAUmlgU/KyACDy0QGAyGulyhIAokpJOT8AEDmdlFkBQJRJqeUIAKKlkPb1VkvMyYCs7SiXAdm8ebPIeEyYMMG6GC8vLxoxYgR98MEHSS6QTxY9f/682Ib1b20AkH9r5E1cNwBEXnwAiLxWqiwBIKqUlPMDAJHTSZkVAESZlFqOACBaCmlfb20CgNw+e5De+eNkkpNr3rw58T9ua9asIc5mhISEWO35Bc7+/v5UtWpVmz5u3Lgh3q3Gr1F45513tEVIpRYAkFQa2JS8LACIfHQAIPJaqbIEgKhSUs4PAEROJ2VWABBlUmo5AoBoKaR9vfXSpEFAu7djFte/XEf8L6nWu3dvCggIEJe3bNlCBw4cEIXnltasWTMKDQ2l8uXLJ3LBL0vmE0kHDhxINWrUcGyCqaQXACSVBNKVlgEAkY8WAEReK1WWABBVSsr5AYDI6aTMCgCiTEotRwAQLYW0r7cxAUAe/3mTBlZOun7jvffeowIFCojJ8zaq4OBg2rRpk/iZ38/23//+l/bt20dvvPFGvAXev3+fOnXqRF26dBGvMPi3NwDIv/0OMGH9ABB50QEg8lqpsgSAqFJSzg8ARE4nZVYAEGVSajkCgGgppH29bZTxGRCe1SrfitqT+/+i8/r16xO/k40zGnwKFhegL1u2jPgdavzfoUOH0sOHD6lr165i61XDhi9fVPxvbwCQf/sdYML6ASDyogNA5LVSZQkAUaWknB8AiJxOyqwAIMqk1HIEANFSSPt6SgcQXsHFixfFiVaxsbFUtGhRCg8PJ86SnDhxQmy1YiDhWhGGlLRpX76U2NL48woVKmgLkQotACCpMKgpfUkAEPkIAUDktVJlCQBRpaScHwCInE7KrAAgyqTUcgQA0VJI+3q7qFPaRk6wWOn774QCJ0iZpEsAiJFqYyyhAABE/kYAgMhrpcoSAKJKSTk/ABA5nZRZAUCUSanlCACipZD29XbLTAKQ9gAQ7ejoswCA6NMPvR1QAAAiLxoARF4rVZYAEFVKyvkBgMjppMwKAKJMSi1HABAthbSve5sEICsAINrB0WkBANEpILrbrwAARF4zAIi8VqosASCqlJTzAwCR00mZFQBEmZRajgAgWgppX/dZbk4GZLkPMiDa0dFnAQDRpx96O6AAAEReNACIvFaqLP958UKVK7v8pLHLWq3x0+fmrJlXcffxc7WLkfT2/B/z1rxkzGzJWTrBLGMWJzjVdlm6kXnHjqZLF7/wV3u2aiwKv/OaGkcOeEmX1pzfKEXfzExjmpR2YMa2u/gsP63Mlz2OlvskfoeHPf1hq60AAERbI1goVgAAIi8oAEReK1WWABBVSsr5AYDI6aTMCgCiTEotRwAQLYW0r7dfYQ6ALPMGgGhHR58FAESffujtgAIAEHnRACDyWqmyBICoUlLODwBETidlVgAQZVJqOQKAaCmkfd3XJACJAoBoB0enBQBEp4Dobr8CABB5zQAg8lqpsgSAqFJSzg8ARE4nZVYAEGVSajkCgGgppH0dAKKtkataAEBcNXIuPG8AiHzwACDyWqmyBICoUlLODwBETidlVgAQZVJqOQKAaCmkfb3DyjPaRk6wWNruAyd4hcu4CgBAcD8YrgAARF5yAIi8VqosASCqlJTzAwCR00mZFQBEmZRajgAgWgppXweAaGvkqhYAEFeNnAvPGwAiHzwAiLxWqiwBIKqUlPMDAJHTSZkVAESZlFqOACBaCmlf77jKnAzIkrbIgGhHR58FAESffujtgAIAEHnRACDyWqmyBICoUlLODwBETidlVgAQZVJqOQKAaCmkfb2TSQCyGACiHRydFgAQnQKiu/0KAEDkNQOAyGulyhIAokpJOT8AEDmdlFkBQJRJqeUIAKKlkPb1TqvPahs5wWJxm3JO8AqXcRUAgOB+MFwBAIi85AAQea1UWQJAVCkp5wcAIqeTMisAiDIptRwBQLQU0r7e2SQAWQQA0Q6OTgsAiE4B0d1+BQAg8poBQOS1UmUJAFGlpJwfAIicTsqsACDKpNRyBADRUkj7eheTAGQhAEQ7ODotUiyAvHjxgpYsWUKrV6+m69evU7Zs2ahBgwY0YsQIseRvv/2Wpk6dShcuXKB06dJR5cqVafDgwVS0aFFxfefOnTRgwADx3wIFClhlGjNmDJUuXVr0CQkJEZ//9ddflCFDBkqfPr3Vd1hYGK1fv158njFjRqpUqRKNHDmS8ufPT7dv36Z69erR0aNHhT3P6+bNm6I//2Pb4cOHU758+einn36iXr160e7du+OFiq+XK1dO+NaaB6+pffv2mmtq0aKFGOPJkyc0d+5c2rp1K926dYsyZ85MFSpUoIkTJ9Lrr78ebx6sT//+/YWNpfHPPB63vXv3inV/+eWXlDZt2nh9f/zxR5oyZYrQ4dmzZ0Jnf39/GjRokHUeHMdMmTKJn2fNmkXVqlWjU6e+o9mzI+jYsSP09OlTKly4CHXp0oOqVftI2P3555/UqJE7ZcuWndKkSUM5c+aktm3bU7NmnvHGDw8fT3ny5KEOHbrE+7xtW08KDg6hW7du0KhRwZQp06u19ejhR15ebcjb24tCQ8dT0aLFrH0PHNhPO3ZsoQkTporPEtpcvvwzzZs3i06fPkHPnj2nd955lwYPDqb8+d+mdu08aefO/Ym+juyD7w1eB7esWbPS5s2fx7O7f/8eLV48n/bu3SM+f++9AjR48DDxXwBIIkmd/gEAxOkSxxsAAGKs3gQAMUxwAIh+qbusMWcL1sLW2IKlP3rJe0ixAMIP6AwXo0ePplKlStGdO3fo6tWr4kH61KlT1K1bN/Fg7O7uLh5+N2zYIB66N2/eTHnz5hUP6wwRJUqUoIULF1pVsACI5WGdL/Ts2ZP4Zw8PD6vdqFGjBMzwg/jff/9NkyZNEg/zERERNgFk+vTpYqzHjx/TuHHj6N69ewKQtACkVatW1jG15iGzpufPn5Ovry+98cYbFBgYSIUKFaJHjx7RyZMnqUaNGonuBva5fft2mjlzps075bPPPqO7d+9Sjx494vX/5ZdfqGXLluTn50eenp4CEM+cOUPFixenHDlyCF+LFy+m3377jYYNG2b1zbo0aNCQmjRpTi1atBYP5MePH6GwsFAaNmwUValSTQBI3Af6H3/8gfr06UkREfPiAcOpUydo8uQJtGzZGqv/H374noKC+lN09Dbat28PxcTsprCwSTbBwB4AuXbtKnXv3oE6dOhKDRs2pqxZs9GFC+epSJEi9PTps2QBJOE4CSfzxx+/08GDB6h+/UYCBNesWUmHDx+iqVNnAkCc/RvQhn8AiLGiA0CM1RsAYpzeABD9Wnc1CUAWAED0B0/DQ4oEkJ9//lk81PJf33PlypVoCQwfbm5u1Llz53jXgoODxYP3wIEDBYAwqBw5ckQABmcsuDkCINyPffGD9LZt25IFELblMSdMmEDR0dHKAURrTRs3bqSlS5cKIEuYsbB1LyQHIC9BoB0xjK1atYqmTZtmddG3b196++23rdkOW75tAciCBQvo66+/oYkTX/nivrt27aD161fT/PlRiQCEr/fr5y8yILVr17EOxdmVTz9tSNOnz6GCBQuJz+fOnUn//PMP+fn1VgogI0YMoXz58tNnn/VJtNSEwBTXwFamRetb/fPPP1Fw8EBatWoDAERLLCdcB4A4QdRkXAJAjNUbAGKc3gAQ/Vp3XXtOvxMHPCxo9b4DvdDFHgVSJICsWLGCvvrqK5ozZ47NtVSsWFE8YBcuXDje9ZiYGIqMjKS1a9cKAGEQ8PLyIv4r/o4dO8Rf2x0BkAcPHtDYsWPFX/aHDh2aLIDwdi4e46233hLbkVRnQLTWxGDAW8A4CyLTkgMQBpn79+8L/erXr0/r1q2j1157TbitUqWK2CLH29mSarYAhGHwP/+pSs2bv9wuZmkPHz6gTz6pRfv2HRIZG0sGhCHj/PlzNGRIIC1atJzy5Mkbr19ExGSxVYu3cHFr2bIpjR07kUqUKKUUQHhL2LRps6l48ZJOBRCGmcmTx1OxYsWpY8euABCZm1ixDQBEsaAa7gAgxuoNADFObwCIfq27mQQg8wEg+oOn4SFFAsiMGTPojz/+EH95T9j4gZS3Op04ccK61cdiw9kBrgPZtWuXAJBDhw6JLVwMBFzLwdfsAZBNmzaJLTH8UNihQwfx136u8bBVA/L777+LuhK+xludeEtW9uzZlQOI1pp8fHzEXC3byXgbWFRUlNimxlvSmjRpEk9SWzUgbM/1Kc2bNxd1G++8847IfnBNS9u2bUV/3mrFdThcn2EPgHh7e5OnZxuqWbN2om61a1el6OjtInPDD/xvvplT1LMw+I0bF04lSyaGnfPnz1JYWAitWLGeLl68QCNHDqU1azYJ37wFK2ENSETEHCpduqyo74hbm8H2z58/o8qVq9isAalWrRJt376X3nzzTbsBJO447N/WlrDY2N+oWzdfca/xNrQRI0aLsVAD4vTfgYkGAIAYqzkAxFi9ASDG6Q0A0a91d5MAJBIAoj94rggg/Jfz48ePJ1mXwH/h5+1NWhkQy8M6ZzAaN25M8+fPF9kRrimxpwaEYYKBKDQ0VMhpC0AsNSD8wMyF85yhYYC5fPmyqJ9IWITO27nKly8v6igsTaYGRGtNXJNRvXp14gf9uI3rQWrWrEnNmjVLBCC2akAuXrxITZs2FeDGjcGvbNmyIgvCjbNQa9asETBoD4BwQX6lSlWkMyBcoN2mjSctXLiM8ud/y+ZQXl5NxJauHTu2ioL3bt16WQFEVQ2Ih0dNmjt3UbwaFMtkVG7B4nqjmJhdtHTpQlq5MpoyZMxIs09cd/ovgpQ2wAsTJwQAMVZ8AIixegNAjNMbAKJf6+7rzNmCFdkSW7D0Ry95DykyA3L27FnxV/wvvvjCuuUn7jK6d+8uakA6deoUb3V8QhZvEbKcfmV5WGcjzorwliF+cObicnsAhLch1a1bVzxwc1F3cgDCY3EhOG9NOnbsmMiYMBDw/+YMiaVx/UrXrl3FqVCOAEhSa2J449qZ5cuX6wIQ3nJWsmRJsYXN0hjiuAifC6+5DueDDz6ggIAAuwCEDwTgGhDLSVOWzvzQvXbtSoqMXJqoBmThwnnEGYLhw18CYMI2Z84MkSXZuXMbjRkzUZyqxU1lEfqAAb1F5sSy1SvuHFQCiMVv06b1aMGCKMqX/y0AiLN/CybwDwAxVnAAiLF6A0CM0xsAol/rHuvO63figId5Lcs60Atd7FEgRQIIL4AfcLmegrdh8QMvny7FWYj33ntPFIRzVoGPr61Tp47YXsSnX/F2IS7C5qNZ427BsgjC4MKnN3FfewCE+7PvS5cuaZ6CxZkCzhKw/YEDB8TQnNkoWLAgcX0GH7vLGQfOmPB/4x5/a08GJKk1cbaHsxwMaJwN4ULxhw8fihOx+LhgmQwIH43LuvL8LDUfPN68efNETQgDHp+qxRDF29IYTHi72bVr18Q2Lcuxu8mdgsUF5S1btqHMmbPQyZPHaezYUTRkyAiqUsUtEYBwfQjXdsyYEWkzA/H99xcpJGSY2Lq1bNla6/2vEkDOnj1D/fv7i+J2D496ou4kNvZXyp07b7yalYRfPpki9CtXfhH1SZb6li++2EvTp0+mDRu2U9p06QAg9vxGU2ALAFEgoh0uACB2iKXCFMfwqlBRygcAREqmZI16rDcJQLwAIPqjl7yHFAsgDB/8jgkuHudjYPkBlzMG/I/b4cOHxTG3vFWIHzz5PSBBQUECVrjZAhA+EpYfwvn4XnsBhB/s+aGc/4LPNREJ3wNiqQFhAOE58DHCZcqUEXPhv5Dz0bxcWM/ZEc4c8IldnE2J2xwBEFtr4pqD8PBwAUAMbgw5xYoVE/rw2HGbrSL0PXv2iC1ufKxx3BYbG0utW7cWfllzSwzOnz8vtmoxHHKWyVIXYgtA2J/lPSBHj34r9ChUqDB17dqD3NxevQck4Xs1oqIW0dmzp2nSpOk272h+90e9eg1F4balMYDw6VUZM758Dwm3nj39qVWrtg69B+T48aMUGTmbGHjSp89Ab7/NtTGzhV+uWWG4tLSqVavT+PGTxTicvUmT5uU7VLJkyULbt8fEWwPrwMX0fNQ0Z8wKFSoiTtviQnTUgDj7V2Bi/wAQYzUHgBirNzIgxukNANGvdU+TAGQuAER/8DQ8pFgAcfrKMYBpCuBN6PLSA0DktVJlCQBRpaScHwCInE7KrJABUSalliMAiJZC2td7RZuTAZnTAhkQ7ejoswCA6NMPvR1QAAAiLxoARF4rVZYAEFVKyvkBgMjppMwKAKJMSi1HABAthbSv94q+oG3kBIs5LV7uYEFzngIAEOdpC89JKAAAkb81ACDyWqmyBICoUlLODwBETidlVgAQZVJqOQKAaCmkfd3PJACZDQDRDo5OCwCITgHR3X4FACDymgFA5LVSZQkAUaWknB8AiJxOyqwAIMqk1HIEANFSSPv6ZxvMyYDM8kQGRDs6+iwAIPr0Q28HFACAyIsGAJHXSpUlAESVknJ+ACByOimzAoAok1LLEQBESyHt6wAQbY1c1QIA4qqRc+F5A0DkgwcAkddKlSUARJWScn4AIHI6KbMCgCiTUssRAERLIe3r/hu/0zZygsXMT0s7wStcxlUAAIL7wXAFACDykgNA5LVSZQkAUaWknB8AiJxOyvvK37QAACAASURBVKwAIMqk1HIEANFSSPt6gEkAMgMAoh0cnRYAEJ0Corv9CgBA5DUDgMhrpcoSAKJKSTk/ABA5nZRZAUCUSanlCACipZD29YBN5mRAZjRHBkQ7OvosACD69ENvBxQAgMiLBgCR10qVJQBElZJyfgAgcjopswKAKJNSyxEAREsh7eu9TQKQCACIdnB0WgBAdAqI7vYrAACR1wwAIq+VKksAiCol5fwAQOR0UmYFAFEmpZYjAIiWQtrX+5gEINMBINrB0WkBANEpILrbrwAARF4zAIi8VqosASCqlJTzAwCR00mZFQBEmZRajgAgWgppX++72ZwtWNOaYQuWdnT0WQBA9OmH3g4oAACRFw0AIq+VKksAiCol5fwAQOR0UmYFAFEmpZYjAIiWQtrX+22+qG3kBIupzUo5wStcxlUAAIL7wXAFACDykgNA5LVSZQkAUaWknB8AiJxOyqwAIMqk1HIEANFSSPt6vy0mAUhTAIh2dPRZAED06YfeDigAAJEXjQFkxvFY+Q6pxfKFeQtJm8acsU1cMv1465E5iyaiTVtOmjL28x+OmTIuD9pxmJ9pY5s1cPZM6cwamkz6SlP6dGaNTKat+Z3sGcmvRiFlse5vEoBMAYAoi2FSjgAgTpcYAyRUAAAif08AQOS1UmUJAFGlpJwfAIicTq5uBQAxNoJmoY9qAAncak4GZHITZECcfccCQJytMPwnUgAAIn9TAEDktVJlCQBRpaScHwCInE6ubgUAMTaCqQVABpgEIOEAEKffsAAQp0uMAZABcfweAIA4rp2jPQEgjirnWD8AiGO6uVovAIixEQOA6NMbAKJPP5neABAZlWCjVAFkQOTlBIDIa6XKEgCiSkk5PwAQOZ1c3QoAYmwEUwuADNx2yVjh/n+0SY1LmjLuv2lQAMi/KdopZK0AEPlAAEDktVJlCQBRpaScHwCInE6ubgUAMTaCqQVABpkEIBMBIE6/YQEgTpcYAyRUAAAif08AQOS1UmUJAFGlpJwfAIicTq5uBQAxNoKpBUAGbzcnAzKhETIgzr5jASDOVhj+EykAAJG/KQAg8lqpsgSAqFJSzg8ARE4nV7cCgBgbQQCIPr0BIPr0k+kNAJFRCTZKFQCAyMsJAJHXSpUlAESVknJ+ACByOrm6FQDE2AimFgAJMikDMh4ZEKffsAAQp0uMARIqAACRvycAIPJaqbIEgKhSUs4PAEROJ1e3AoAYG8HUAiBDdpizBWtcQ2zBcvYdCwBxtsLwn0gBAIj8TQEAkddKlSUARJWScn4AIHI6uboVAMTYCKYWABm643tjhfv/0cIaljBl3H/ToACQf1O0U8haASDygQCAyGulyhIAokpJOT8AEDmdXN0KAGJsBFMLgATvNAdAxjYAgDj7jgWAOFthJ/jfuXMnrVmzhpYsWRLP+/Dhw+ndd9+lAgUKUP/+/Slz5szW6/xz+/btadSoUVS0aFHxvy3t3r17VKtWLTp58qT4qEGDBjR9+nQqUeLlF/D+/fs0depU2r17N7Ftnjx5yM/Pj1q0aJHI1uKTx1m/fj1lyJDBOs6KFSuoTJkyZAEQb28vunXrFv3zzz/0+PFflDVrNmHr6elF27ZtoUWLllO+fPnFZ8+fPye2HzFiNN24cZ1CQoZR1qxZKW3atFS4cFHy8+tNZcq8T3/++Sc1auRO2bJlt45btWo1Gj16fKJIPHhwnyIjZ9OBA/vFGnPlyk0dO3ahRo2aCtsNG9bR+vWr6fr1WDG3WrXq0Gef9bb6Dg8fTzt2bKVMmTLSkydPqVChwtSuXXtyd//EOhbP+ebNm5Qmzcv/O+A5b978eby5PH36lKKiFtG2bZvFOosUKUZDhgwXaweAOOELpOESAGKs5gAQY/U2azQAiLHKA0D06Q0A0aefTG8AiIxKKczm8ePHVK1aNYqJiaGcOXNaH9D5M37oP3fuHG3fvp1mzpyZaOb2AsiTJ08EaDA49O3bl/Lnz0+//PKL8Fu4cOFkASQh6FgmkzAD8v33F2nMmFEUFbXaOt8lSxbQ77//TgMGBInPPv98B+3fv4cmTJhK+/btoZiY3RQWNkk8sO/cuU2AxJYtuwSAtGvnSTt37k82aryurl19qUSJktStWy/KmzcfXbt2VfQpUKAgrVgRRdu2baLg4BAqVao0/fnnbTEG28yevUCADwNIoUKFyMurDbG/kyeP0cSJYeTj05E+/dRL+GIACQ0dT0WLFktyPnfv3qGNG9dTy5ZtBNwsXDiPLl/+mcaMmQAAMeG7BwAxVnQAiLF6mzUaAMRY5VMLgAz73JwMyJj68hmQM2fOUFBQEP3vf/+jUqVK0eTJkylv3rzGBtwFRwOAuGDQeMqc0ahcuTK1bdtWrOCrr76iadOmCQDhDIkqAFm1ahVFR0cLv7ZawmyJxcYW6NgDII8ePaR27bwoMnIJ5c6dh3x8WooH+WLFiscDEPb54sUL+vhjN9q+PUZkImQAhB/4d+zYQvPnRyVaFmckGjf2oOnTZ1OpUmWs1zlTw0DRp08gVa1aPR6AWIxOnz5JQUH9aevWPZQ+fXopAEk4AQay0aNH0rJlawAgJnw/ASDGig4AMVZvs0YDgBirfGoBkOEmAchoSQDhP4J6eHiI3SU1a9akpUuX0qFDh2jevHnGBtwFRwOAuGDQeMp79+6lxYsX0/Lly8UKhg4dSsWLF6dOnTopBZDevXtTpUqVqGPHjoYCCA/GWQjeblW27Pt06NBXFBo6Tswhbgbk0aNHInsQE7OLFi9eIZ0BGTZsMJUrV55at26XaF0MAIGBvWnr1t2Jrk2fHk6ZMmWmnj39bQIId+AtYNOmzabixUs6BCAbNqylS5cu0pAhIwAgJnw/ASDGig4AMVZvs0YDgBirfGoBkBEmAUioJICcPn2axowZQ+vWrRMB5j9Uurm5iR0qOXLkMDboLjYaAMTFAmaZLm/5qV69uoCN119/XWzJ2rp1q9gixZ8lrAGJioqicuXKCUpPWJth8WmrBsTHx4e8vb3FVitbLbkMSNxxMmXKRIcPHxYuZLZgsR1vNePMx8vtThFia5QFQEJDh4vtSlybUb58Bere3U9so7JVA9KlSw9q08Y73vT9/buTp2dLqlPHI9GyTpw4RtOnT6alS1clurZs2WK6fv06DRo0NEkAad++NfXvP4gqVvyPAJC4NSCVK1cRW8eSardu3aSAgB4CYN56620AiAnfTwCIsaIDQIzV26zRACDGKp9qAGTXD8YKR0RXTx6k16+fTnLc+vXrW5+JNm/eLDIeEyZMsNp7eXG96gj64IMPDJ+7Kw0IAHGlaCWY6+DB/Ff8cqLwnNN9vF2Km8otWD179hSgE7doPe40nLUFyzIGF2d/990FGjcu3Dps3AxIwvDJ1oAMHtyPGAa4fiNh++GHS9S/f4DDGZB69WrT3LmLqHDhInZlQO7cuUN9+vQiP78AqlKlmpgWitCN/4ICQIzVHABirN5mjQYAMVb51AIgI00AkLM7VhD/S6rxzpCAgABxmQ8EunDhAoWEhFjN+Q+3/v7+VLVqVWOD7mKjAUBcLGBxp3vw4EFxEhYDCJ9YxZkK1QCyYMEC2r9/P/EJVraaswFky5aNdP78WbEdydJUAAhv7zp06CDNmjU/0bK4BqRJEw+KiJhLJUqUsl7n1Gr79q2od+/+AhDiFqFbjL755isaN240bdq0U2RuZIrQuS+fyNWv32fUtm37eFkZAIjxX1AAiLGaA0CM1dus0QAgxiqfWgBk1G7jMyB3r18hjzxPkgwYb3fnf9y2bNlCBw4cEIXnltasWTMKDQ2l8uXLGxt0FxsNAOJiAYs73WfPnpG7u7sodl67di3lypVLOYDcvXuXGjduTHXr1qVevfi0qLz0xx9/iHF4PFcFkHv37pKvbxuqUaM2dejQWRS63759W6yLTxZbuXIZbd++mYYNC6GSJUsT6zB//hy6cuUyzZwZKY7VjQsgXDTPdSrTpoVTQEA/qlevofAlAyDcl2tOvLxaxzvCl/sDQIz/ggJAjNUcAGKs3maNBgAxVvnUAiAhJgAIR2rkJy8BQ6udP3+egoODadOmTcKUn8v++9//0r59++iNN97Q6v6vvg4AcfHw87s/rl69Kk5esDTegsVH5nLdhaUFBgZShw4dHHoPyLVr12jixInipC0+8SF37tw0duxYUWjFAHLlypV477k4evSoGIehiOHI0lavXh3vPSCWz20dw2u55kgGhIvAM2fOYh3Xza06jR07MVGkf/vtV5o9O4KOHDks1pUzZy4KChpGH374X2HLxeDr1q2mmzdvUJYsWah27bpie5TlHSOW94Dwu064f8mSpcjHpwO5uX1kHYsBJDb2N0qTJq34jP3waV1x26ZN0TRx4liRMYnb5s5dTOU+KE8zjse6+F3qwPRfONBHURcAiCIhJd0AQCSFcnEzAIixAUw1ALLH+AwIR2qkhxyA8M4IrgnhZ7EaNWqIZzEuQF+2bJmxAXfB0QAgLhg0V58y3oQuH0FkQOS1UmUJAFGlpJwfAIicTq5uBQAxNoKpBUBCTQKQEZIAwlG9ePEiDRo0iGJjY8WLnsPDw+m9994zNuAuOBoAxAWD5upTBoDIRxAAIq+VKksAiCol5fwAQOR0cnUrAIixEUwtADJ6z4/GCvf/ow33SPrlwaZMKBUOCgBJhUFN6UsCgMhHCAAir5UqSwCIKiXl/ABA5HRydSsAiLERTC0AMibGHAAZVhcA4uw7FgDibIXhP5ECABD5mwIAIq+VKksAiCol5fwAQOR0cnUrAIixEUwtADLWJAAJBoA4/YYFgDhdYgyQUAEAiPw9AQCR10qVJQBElZJyfgAgcjq5uhUAxNgIphoA2WtOBiTYHRkQZ9+xABBnKwz/yIDouAcAIDrEc7ArAMRB4RzsBgBxUDgX6wYAMTZgqQVAwkwCkKEAEKffsAAQp0uMAZABcfweAIA4rp2jPQEgjirnWD8AiGO6uVovAIixEUstADJunzkZkCF1kAFx9h0LAHG2wvCPDIiOewAAokM8B7sCQBwUzsFuABAHhXOxbgAQYwOWWgBk/L6fjBXu/0cLqlPUlHH/TYMCQP5N0U4ha0UNiHwgACDyWqmyBICoUlLODwBETidXtwKAGBtBAIg+vQEg+vST6Q0AkVEJNkoVAIDIywkAkddKlSUARJWScn4AIHI6uboVAMTYCKYWAJmw35wMyOCPkQFx9h0LAHG2wvCfSAEAiPxNAQCR10qVJQBElZJyfgAgcjq5uhUAxNgIphYAmWgSgAwCgDj9hgWAOF1iDJBQAQCI/D0BAJHXSpUlAESVknJ+ACByOrm6FQDE2AimFgCZ9IU5GZCBtZEBcfYdCwBxtsLwjwyIjnsAAKJDPAe7AkAcFM7BbgAQB4VzsW4AEGMDBgDRpzcARJ9+Mr0BIDIqwUapAsiAyMuZNl1aWnnhlnyHVGJ59c4T01ZS4M2MpoydNo1ZjwxE564/MmXNPOiSMbNNGTtd8Q9NGZcH7di2imljm3WXZc2Y1rQ1mzVwerP+mkFEZv06eSd7Rur1USFlkod/8bMyX/Y4GlC7iD3msHVAAQCIA6Khiz4FACDy+gFA5LVSZQkAUaWknB8AiJxOqqwAIKqU1PYDANHWSMti8gFzACSwFgBEKzZ6rwNA9CqI/nYrAACRlwwAIq+VKksAiCol5fwAQOR0UmUFAFGlpLYfAIi2RloWU0wCkP4AEK3Q6L4OANEtIRzYqwAARF4xAIi8VqosASCqlJTzAwCR00mVFQBElZLafgAg2hppWUz90pwMSL+ayIBoxUbvdQCIXgXR324FACDykgFA5LVSZQkAUaWknB8AiJxOqqwAIKqU1PYDANHWSMsCAKKlkOteB4C4buxcduYAEPnQAUDktVJlCQBRpaScHwCInE6qrAAgqpTU9gMA0dZIy2LaQXMyIH1rIAOiFRu91wEgehVEf7sVAIDISwYAkddKlSUARJWScn4AIHI6qbICgKhSUtsPAERbIy2L6Qcva5k45XqfGoWd4hdOXykAAMHdYLgCABB5yQEg8lqpsgSAqFJSzg8ARE4nVVYAEFVKavsBgGhrpGURYRKA9AaAaIVG93UAiG4J4cBeBQAg8ooBQOS1UmUJAFGlpJwfAIicTqqsACCqlNT2AwDR1kjLIuIrczIgvT9CBkQrNnqvA0D0Koj+disAAJGXDAAir5UqSwCIKiXl/ABA5HRSZQUAUaWkth8AiLZGWhYzTAKQAACIVmh0XweA6JYQDuxVAAAirxgARF4rVZYAEFVKyvkBgMjppMoKAKJKSW0/ABBtjbQsZn5tTgbEvzoyIFqx0Xs9xQLIixcvaMmSJbR69Wq6fv06ZcuWjRo0aEAjRowQa/72229p6tSpdOHCBUqXLh1VrlyZBg8eTEWLFhXXd+7cSQMGDBD/LVCggFWnMWPGUOnSpUWfkJAQ8flff/1FGTJkoPTp01t9h4WF0fr168XnGTNmpEqVKtHIkSMpf/78dPv2bapXrx4dPXpU2PO8bt68KfrzP7YdPnw45cuXj3766Sfq1asX7d69O16s+Hq5cuWEb6158Jrat2+vuaYWLVqIMZ48eUJz586lrVu30q1btyhz5sxUoUIFmjhxIr3++uvx5sH69O/fX9hYGv/M43Hbu3evWPeXX35JadOmjdf3xx9/pClTpggdnj17JnT29/enQYMGWefBccyUKZP4edasWVStWjU6deo7mj07go4dO0JPnz6lwoWLUJcuPahatY+E3Z9//kmNGrlTtmzZKU2aNJQzZ05q27Y9NWvmGW/88PDxlCdPHurQoUu8z9u29aTg4BC6desGjRoVTJkyvVpbjx5+5OXVhry9vSg0dDwVLVrM2vfAgf20Y8cWmjBhqvgsoc3lyz/TvHmz6PTpE/Ts2XN65513afDgYMqf/21q186Tdu7cn+j7yD743uB1cMuaNStt3vx5PDvWICpqEW3btpmeP39ORYoUoyFD+P7JTwCQRJI6/QMAiNMljjcAAMRYvQEgxukNANGv9SyTAOQzAIj+4Gl4SLEAwg/oDBejR4+mUqVK0Z07d+jq1aviQfrUqVPUrVs38WDs7u4uHn43bNggHro3b95MefPmFQ/rDBElSpSghQsXWmWwAIjlYZ0v9OzZk/hnDw8Pq92oUaMEzPCD+N9//02TJk0SD/MRERE2AWT69OlirMePH9O4cePo3r17ApC0AKRVq1bWMbXmIbMmfoD19fWlN954gwIDA6lQoUL06NEjOnnyJNWoUSPR7cA+t2/fTjNnzrR5q3z22Wd09+5d6tGjR7z+v/zyC7Vs2ZL8/PzI09NTAOKZM2eoePHilCNHDuFr8eLF9Ntvv9GwYcOsvlmXBg0aUpMmzalFi9bigfz48SMUFhZKw4aNoipVqgkAiftA/+OPP1CfPj0pImJePGA4deoETZ48gZYtW2P1/8MP31NQUH+Kjt5G+/btoZiY3RQWNskmGNgDINeuXaXu3TtQhw5dqWHDxpQ1aza6cOE8FSlShJ4+fZYsgCQcJ+Fk7t69Qxs3rqeWLdsI6Fq4cB4x7IwZMwEA4vRfgYkHAIAYKzoAxFi9ASDG6Q0A0a/1rEO/6HfigIfPqhVyoBe62KNAigSQn3/+WTzU8l/fc+XKlWg9DB9ubm7UuXPneNeCg4PFg/fAgQMFgDCoHDlyRAAGZyy4OQIg3I998YP0tm3bkgUQtuUxJ0yYQNHR0coBRGtNGzdupKVLlwogS5ixsHVjJAcgL0GgHTGMrVq1iqZNm2Z10bdvX3r77bet2Q5bvm0ByIIFC+jrr7+hiRNf+eK+u3btoPXrV9P8+VGJAISv9+vnLzIgtWvXsQ7F2ZVPP21I06fPoYIFX/6ymDt3Jv3zzz/k59dbKYCMGDFEZCQ++6xPoqUmBKa4BrYyLVpf0O+/v0ijR48UYIUMiJZa6q8DQNRrmpxHAIixegNAjNMbAKJf69kmAYgfAER/8DQ8pEgAWbFiBX311Vc0Z84cm9OvWLGieMAuXDj+Hr2YmBiKjIyktWvXCgBhEPDy8iL+K/6OHTvEX9sdAZAHDx7Q2LFjxV/2hw4dmiyA8HYuHuOtt94S25FUZ0C01sRgwFvAOAsi05IDEAaZ+/fvC/3q169P69ato9dee024rVKlitgix9vZkmq2AIRh8D//qUrNm7/cLmZpDx8+oE8+qUX79h0SGRtLBoQh4/z5czRkSCAtWrSc8uTJG69fRMRkkTXgLVzcWrZsSmPHTqQSJUopBRDeEjZt2mwqXryk0wFkw4a1dOnSRRoyZAQAROYmVmwDAFEsqIY7AIixegNAjNMbAKJf6zkmAUgvAIj+4LkigMyYMYP++OMP8Zf3hI0fSHmr04kTJ6xbfSw2nB3gOpBdu3YJADl06JDYwsVAwLUcfM0eANm0aZOojeC/cHfo0EH8tZ9rPGzVgPz++++iroSv8VYn3pKVPXt25QCitSYfHx8xV8t2Mt4GFhUVJbap8Za0Jk2axJPUVg0I23N9SvPmzUXdxjvvvCOyH1zT0rZtW9Gft1pxHQ7XZ9gDIN7e3uTp2YZq1qydqFvt2lUpOnq7yNzwA/+bb+YU9SwMfuPGhVPJkolh5/z5sxQWFkIrVqynixcv0MiRQ2nNmk3CN2/BSlgDEhExh0qXLivqO+LWZrD98+fPqHLlKjZrQKpVq0Tbt++lN998024AiTsO+7e1Jczi9NatmxQQ0EPAzltvvQ0AcfqvwMQDAECMFR0AYqzeABDj9AaA6Nd67jfmbMHq6YYtWPqjl7yHFJkB4b+cHz9+PMm6BP4LP29v0sqAWB7WOYPRuHFjmj9/vsiOcE2JPTUgDBMMRKGhoUJNWwBiqQHhB2YunOcMDQPM5cuXRf1EwiJ03s5Vvnx5UUdhaTI1IFpr4pqM6tWrEz/ox21cD1KzZk1q1qxZIgCxVQNy8eJFatq0qQA3bgx+ZcuWFVkQbpyFWrNmjYBBewCEC/IrVaoinQG5f/8etWnjSQsXLqP8+d+yOZSXVxOxpWvHjq2i4L1bt15WAFFVA+LhUZPmzl0UrwbFMhlVW7C4zqlPn17k5xcgamG4YQuWs38FAkBYgXPXHxkv9P+PCAAxVnoAiHF6A0D0az3PJADpAQDRHzwNDykSQM6ePSv+iv/FF19Yt/zEXUf37t1FDUinTp3iLY9PyOItQpbTrywP62zEWRHeMsQPzlxcbg+A8DakunXrigduLupODkB4LC4E561Jx44dExkTBgL+35whsTSuX+natas4FcoRAElqTQxvXDuzfPnyeNrYCyC85axkyZJiC5ulMcRxET4XXnMdzgcffEABAQF2AQgfCMA1IJaTpiydY2J20dq1KykycmmiGhAuyo6N/Y2GD38JgAnbnDkzRJZk585tNGbMRHGqFjeVRegDBvQWmRPLVq+4c1ABIA8e3Kd+/T4Tp33VqfPqMAQAiNN/ByYaABkQYzUHgBirNwDEOL0BIPq1nnfYnAxIj6rIgOiPXvIeUiSA8JT5AZfrKXgbFj/w8ulSnIV47733REE4ZxX4+No6deqI7UV8+hVvF+IibD6aNe4WLIsEDC58ehP3tQdAuD/7vnTpkuYpWJwp4CwB2x84cEAMzZmNggULEtdn8LG7nHHgjAn/N+7xt/ZkQJJaE2d7OMvBgMbZEC4Uf/jwoTgRi48LlsmA8LGwrCvPz1LzwePNmzdP1IQw4PGpWgxRvC2NwYS3m127dk1s07Icu5vcKVhcUM6nPmXOnIVOnjxOY8eOEjUPVaq4JQIQrg/h2o4ZMyJtZiC4aDskZJjYurVs2VrrHa8SQM6ePUP9+/uL4nYPj3qi7iQ29lfKnTtvvJqVhF83mSL0R484Pr3Jy6s1ubt/Es8FAMTZvwIT+weAGKs5AMRYvQEgxukNANGvdeThK/qdOOChe9WCDvRCF3sUSLEAwvDB75jg4nE+BpYfcDljwP+4HT58WBxzy1uF+MGT3wMSFBQkYIWbLQDhI2H5IZyP77UXQPjBnh/K+S/4XBOR8D0glhoQBhCeAx8jXKZMGTEX/gs5H83LhfWcHeHMAZ/YxdmUuM0RALG1Jq45CA8PFwDE4MaQU6xYMaEPjx232SpC37Nnj9jixscax22xsbHUunVr4Zc1t8Tg/PnzYqsWwyFnmSx1IbYAhP1Z3gNy9Oi3Qo9ChQpT1649yM3t1XtAEr5Xg9+TcfbsaZo0abrN+5vf/VGvXkPq2PHl/cGNAYRPr8qY8eV7SLj17OlPrVq1deg9IMePH6XIyNnEwJM+fQZ6+22ujZkt/HLNCsOlpVWtWp3Gj58sxuHsTZo0L9+hkiVLFtq+PSbeGjZtiqaJE8cmOrVs7tzF9EH58rTywi2ba07NH16988S05QFAjJUeAGKs3gAQ4/QGgOjXer5JANINAKI/eBoeUiyAOH3lGMA0BfAmdHnpkQGR10qVJQBElZJyfgAgcjqpsgKAqFJS2w8ARFsjLYsF35qTAelaBRkQrdjovQ4A0asg+tutAABEXjIAiLxWqiwBIKqUlPMDAJHTSZUVAESVktp+ACDaGmlZAEC0FHLd6wAQ142dy84cACIfOgCIvFaqLAEgqpSU8wMAkdNJlRUARJWS2n4AINoaaVksPGJOBqTLf5EB0YqN3usAEL0Kor/dCgBA5CUDgMhrpcoSAKJKSTk/ABA5nVRZAUBUKantBwCirZGWxSKTAKQzAEQrNLqvA0B0SwgH9ioAAJFXDAAir5UqSwCIKiXl/ABA5HRSZQUAUaWkth8AiLZGWhaLj17VMnHK9U6VCzjFL5y+UgAAgrvBcAUAIPKSA0DktVJlCQBRpaScHwCInE6qrAAgqpTU9gMA0dZIywIAoqWQ614HgLhu7Fx25gAQ+dABQOS1UmUJAFGlpJwfAIicTqqsACCqlNT2AwDR1kjLYolJGZCOyIBoRcyIsgAAIABJREFUhUb3dQCIbgnhwF4FACDyigFA5LVSZQkAUaWknB8AiJxOqqwAIKqU1PYDANHWSMsCAKKlkOteB4C4buxcduYAEPnQAUDktVJlCQBRpaScHwCInE6qrAAgqpTU9gMA0dZIy2LpMXNqQDp8iBoQrdjovQ4A0asg+tutAABEXjIAiLxWqiwBIKqUlPMDAJHTSZUVAESVktp+ACDaGmlZRB27pmXilOu+H77nFL9w+koBAAjuBsMVAIDISw4AkddKlSUARJWScn4AIHI6qbICgKhSUtsPAERbIy0LAIiWQq57HQDiurFz2ZkDQORDBwCR10qVJQBElZJyfgAgcjqpsgKAqFJS2w8ARFsjLYtlJmVA2iMDohUa3dcBILolhAN7FQCAyCsGAJHXSpUlAESVknJ+ACByOqmyAoCoUlLbDwBEWyMti2XHzdmC1f4/2IKlFRu91wEgehVEf7sVAIDIS5YmbVqaeTxWvkMqsUybxqzHJKKnz1+YoqKJS6ZJQdNNWTMP2nGYnylj3//rqSnj8qAFc2UxbWwy6auVzswb3CS1TZLapNW+HPbt7BmoR/VCyuaw3CQA8QGAKIthUo4AIE6XGAMkVAAAIn9PAEDktVJlCQBRpaScHwCInE7KrEx6KgaAKItginakGkBWHP/VlPV6/+ddU8b9Nw0KAPk3RTuFrBUAIh8IAIi8VqosASCqlJTzAwCR00mZFQBEmZRajkySWmtaTr0OAHGqvKnKOQAkVYXTNRYDAJGPEwBEXitVlgAQVUrK+QGAyOmkzMqkp2JkQJRFMEU7Ug0gK0+YkwFpVwkZEGffaAAQZysM/4kUAIDI3xQAEHmtVFkCQFQpKecHACKnkzIrAIgyKbUcmSS11rScel01gKwyCUDaKgKQ6OhomjZtGj158oQ8PDwoJCSE0qVLFy8Gv//+O02YMIEOHjxIGTJkoJo1a9KoUaPE/07NDQCSmqObQtcGAJEPDABEXitVlgAQVUrK+QGAyOmkzMqkp2JkQJRFMEU7Ug8gv5my3raV3tE97uXLl8nX15dWr15NefPmpcDAQKpQoQJ17tw5nu+TJ08S2zZt2pT++ecf6tmzJ7m7u5O3t7fuOaRkBwCQlBydVDo3AIh8YAEg8lqpsgSAqFJSzg8ARE4nZVYAEGVSajkySWqtaTn1umoAWX3CHABpowBAIiMj6d69ezRgwACh+XfffUdDhgyhTZs2JRuDxYsX06+//krDhw93aqzMdg4AMTsC/8LxASDyQQeAyGulyhIAokpJOT8AEDmdlFmZ9FSMDIiyCKZoR8oB5KTxAHLpxDf0z9WzSepcu3Zt+vjjjzXjMHToUPrwww/J09NT2P7999/i57Nnk/bNdr179xYZkGbNmmmO4coGABBXjp6Lzh0AIh84AIi8VqosASCqlJTzAwCR00mZFQBEmZRajkySWmtaTr2uGkDWmAAg+9YtIf6XVGNACAgIEJc5W7Fhw4ZEpitWrBB1HHXr1qWGDRtarxcvXpy+//57SpPEe3G++uormjp1Kq1Zs4bSp0/v1FiZ7RwAYnYE/oXjA0Dkgw4AkddKlSUARJWScn4AIHI6KbMy6akYGRBlEUzRjlQDyFoTAOS3ny5Rvic3ktS5XLlyxP+0WnBwMJUvX55atWolTB88eEBVq1alc+fO2ex65swZGjRokICat956S8u9y18HgLh8CF1vAQAQ+ZgBQOS1UmUJAFGlpJwfAIicTsqsACDKpNRyZJLUWtNy6nX1ABLr1Pkm5bxVxbd1j7to0SK6efOmqPvgxoDBULJ169ZEvi9evEj9+vWjmTNnUtGiRXWP7QoOACCuEKVUNkcAiHxAASDyWqmyBICoUlLODwBETidlViY9FSMDoiyCKdqRagBZd8ocAGlZQT+AcCF5u3btaNWqVdZTsEqUKEH+/v504MABio2NpbZt29JPP/0k6j6mT59OxYoVS9HxVTk5AIhKNQ3ytXPnTrE/cMmS+HsU+cSEd999lwoUKED9+/enzJkzW2fEP7dv317sSWS65v9taXxKQ61atYiPguPWoEED8UXgLwq3+/fviz2Ju3fvFic65MmTh/z8/KhFixaJbC0+eZz169fHO8ea90SWKVOGLADi7e1Ft27dEsfOPX78F2XNmk109/T0om3bttCiRcspX7784rPnz58T248YMZpu3LhOISHDKGvWrJQ2bVoqXLgo+fn1pjJl3qc///yTGjVyp2zZslvXV7VqNRo9enyi6Dx4cJ8iI2fTgQP7xRpz5cpNHTt2oUaNmgrbDRvW0fr1q+n69Vgxt1q16tBnn/W2+g4PH087dmylTJky0pMnT6lQocLUrl17cnf/xDoWz5n/AmLZ78lz3rz5c5t3ytdfH6RRo4Jp1qxIKlGilLABgBj0pYozDADEWM0BIMbqTQAQwwQ3SWrD1mdrIABIfFW2bdsm3vHx+PFj8ZwVFhZGGTNmpPnz59OlS5coPDxcZD7Yjp9nLC1TpkwiY5KaGwDEBaPLN3K1atUoJiaGcubMaX1A58/4oZ/3F27fvl2k8hI2ewGEX57DoMHg0LdvX8qfPz/98ssvwm3hwoWTBZCEoGOZS8IMyPffX6QxY0ZRVNRq63SXLFlA/HKeAQOCxGeff76D9u/fQxMmTKV9+/ZQTMxuCgubJMBk585tAiS2bNklAKRdO0/auXN/spHldXXt6kslSpSkbt16Ud68+ejatauiT4ECBWnFiijatm0TBQeHUKlSpenPP2+LMdhm9uwF4hcFA0ihQoXIy6uNeMnQyZPHaOLEMPLx6UiffuolfDGAhIaOp6JFk/+rxsqVy+jrr7+kv/76i4KChgFAkijQM+LrCgAxQuVXYwBAjNUbAGKc3gAQ/VqvNykD4qUgA6J/9anbAwDERePLGY3KlSuL9B03PjmB37bJAMIZElUAwqlDfpMn+7XVEmZLLDa2QMceAHn06CG1a+dFkZFLKHfuPOTj01I8yBcrVjwegLDPFy9e0Mcfu9H27TEiEyEDIBs3rqcdO7bQ/PlRiZb19OlTatzYg6ZPn02lSpWxXudMDQNFnz6BVLVq9XgAYjE6ffokBQX1p61b94gTLGQB5Pjxo1SuXHnq06cX9es3EAACADH0N9OkoOmGjhd3MACIwdKb9FSMLVgGx9mk4VRnQKJNApAWABCn30EAEKdL7JwB9u7dK05KWL58uRiAz5vm4906deqkFEB4X2KlSpWoY8eOhgIID8ZZCN5uVbbs+3To0FcUGjpOzCFuBuTRo0fEMBETs4sWL14hnQEZNmyweOBv3bpdonVxRiYwsDdt3bo70bXp08MpU6bM1LOnv00A4Q68BWzatNlUvHhJaQCxDNSjRycKDBwMAAGAOOcXRxJeASCGyk0Fc2UxdsC4owFADNPeJKkNW5+tgZQDyOnrpqynRfnUfwqVKcLGGRQAYnYEHByft/xUr15dwMbrr78utmTxyQq8RYo/S1gDEhUVJY6Ns1WbYZmCrRoQHx8f8vb2FlutbLXkMiBxa0B4P+Phw4eFC5ktWGzHW8048/Fyu1OE2BplAZDQ0OGiFoNrM8qXr0Ddu/uJbVS2akC6dOlBbdp4x5u+v3938vRsSXXqeCRa1okTx2j69Mm0dOmqRNeWLVtM169fp0GDhiYJIO3bt6b+/QdRxYr/EQAStwakcuUqYutYUg0A8lKZtAAQB38zONYNAOKYbo72AoA4qpxr9QOA6I/XBpMAxBMAoj94Gh4AIE6X2HkDDB7Mf8UvJwrP582bJ05a4KZyC1bPnj0F6MQtWo+7ImdtwbKMERW1iL777gKNGxduHTZuBiShurI1IIMH9yOGAa7fSNh++OES9e8f4HAGpF692jR37iIqXLgIMiAO3v4AEAeFc7AbAMRB4RzsBgBxUDgX6wYA0R8wAIh+DVOqBwBISo2MxLwOHjwoTsJiAOETqzhToRpAFixYQPv37yc+wcpWczaAbNmykc6fP0tDhoxQCiC8vevQoYM0a9b8RMviGpAmTTwoImKudSsUG3ENSPv2rah37/5UpUo1mxmQb775isaNG02bNu0UmRvZGhDLJJABeakEAETiF4BCEwCIQjElXAFAJERKBSYAEP1B3GhSBuRTZED0B0/DAwDE6RI7b4Bnz56Ru7u7KHZeu3Yt5cqVSzmA3L17lxo3bkx169alXr34tKi89Mcff4hxeDxXBZB79+6Sr28bqlGjNnXo0FkUut++fVusi08W41Optm/fTMOGhVDJkqWJdZg/fw5duXKZZs6MFMfqxj0Fi4vmuU5l2rRwCgjoR/XqNRS+ACCO3f8AEMd0c7QXAMRR5RzrBwBxTDdX6wUA0R+xTWfMqQFp/gFqQPRHL3kPABBnK+xk//zuj6tXr9LSpUutI/EWLD4yl+suLC0wMJA6dOjg0HtArl27RhMnThQnbfGxt7lz56axY8eSm5ubAJArV67Ee8/F0aNHxTgMRQxHlrZ69ep47wGxfG7rGF7LNUcyIFwEnjnzqyJPN7fqNHbsxESR+O23X2n27Ag6cuSwWFfOnLnEEbgffvhfYbthw1pat2413bx5g7JkyUK1a9clP7+ARO8ByZAhg+hfsmQp8vHpQG5uH1nHYgCJjf2N0qR5eb43++HTupJqyIC8VAYA4uRfHAncA0CM1RsAYqzeZo0GANGv/KYzN/Q7ccBD8w9evoMMzXkKAECcpy08J6EA3oQuf2vgRYTyWqmyxHtAVCkp5wfH8MrppMzKpKdiHMOrLIIp2pHqU7A2mwQgzQAgTr/PACBOlxgDJFQAACJ/TwBA5LVSZQkAUaWknB8AiJxOyqwAIMqk1HJkktRa03LqdeUActacDEizcsiAOPVGISIAiLMVhv9ECgBA5G8KAIi8VqosASCqlJTzAwCR00mZlUlPxciAKItginakGkC2mAQgTQEgTr/PACBOlxgDIAPi+D0AAHFcO0d7AkAcVc6xfgAQx3RzuBcAxGHp7O1oktT2TlOpvWoA2Xr2ptL5yTprUi6frCnsHFQAAOKgcOjmuALIgMhrBwCR10qVJQBElZJyfgAgcjopszLpqRgZEGURTNGOACApOjwpanIAkBQVjn/HZAAg8nEGgMhrpcoSAKJKSTk/ABA5nZRZAUCUSanlyCSptabl1OuqAWTbOXMyII3fRwbEqTcKakCcLS/821IAACJ/XwBA5LVSZQkAUaWknB8AiJxOyqxMeipGBkRZBFO0IwBIig5PipocMiApKhz/jskAQOTjDACR10qVJQBElZJyfgAgcjopswKAKJNSy5FJUmtNy6nXVQPIdpMyII2QAXHqfcLOASBOlxgDJFQAACJ/TwBA5LVSZQkAUaWknB8AiJxOyqxMeipGBkRZBFO0I9UAsuPcLVPW2/D9vKaM+28aFADyb4p2ClkrAEQ+EAAQea1UWQJAVCkp5wcAIqeTMisAiDIptRyZJLXWtJx6XTmAnDcJQMoCQJx6oyAD4mx54d+WAgAQ+fsCACKvlSpLAIgqJeX8AEDkdFJmZdJTMTIgyiKYoh2pBpCdJgFIAwCI0+8zZECcLjEGSKgAAET+ngCAyGulyhIAokpJOT8AEDmdlFkBQJRJqeXIJKm1puXU6wAQp8qbqpwDQFJVOF1jMQAQO+KUJg1VHfelHR1Umpr3f59nxtVXuRC7fOX+aKBd9sqMnz5W5speRwPH97G3izL7fDkyKPNlj6P/PXhqj3mqsX1h0kpemDUwEZk1dvp05v0OfWHSohlAulcrpOwu+9ykDEh9ZECUxTApRwAQp0uMARIqAACx454AgNghlhpTAIgaHWW9AEBklVJjZxYHmPQ8LEQza2wAiP57dteF/+l34oCHemXyONALXexRAABij1qwVaIAAMQOGQEgdoilxhQAokZHWS8AEFml1NgBQNToKOMFACKjUvI2ABD9GqZUDwCQlBqZVDwvAIgdwQWA2CGWGlMAiBodZb0AQGSVUmMHAFGjo4wXAIiMSsnb7DYpA/IJMiD6g6fhAQDidIkxQEIFACB23BMAEDvEUmMKAFGjo6wXAIisUmrsACBqdJTxAgCRUQkAol8l1/QAAHHNuLn0rAEgdoQPAGKHWGpMASBqdJT1AgCRVUqNHQBEjY4yXgAgMiolb7PnO3NqQDxKowZEf/SS9wAAcbbC8J9IAQCIHTcFAMQOsdSYAkDU6CjrBQAiq5QaOwCIGh1lvABAZFRK3ibmu9/1O3HAQ93SuR3ohS72KAAAsUct2CpRAABih4wAEDvEUmMKAFGjo6wXAIisUmrsACBqdJTxAgCRUQkAol8l1/QAAHHNuLn0rAEgdoQPAGKHWGpMASBqdJT1AgCRVUqNHQBEjY4yXgAgMiolb7PXpAyIOzIg+oOn4QEA4nSJMUBCBQAgdtwTABA7xFJjCgBRo6OsFwCIrFJq7AAganSU8QIAkVFJA0AumrMFy70UtmDpj17yHgAgzlYY/hMpAACx46YAgNghlhpTAIgaHWW9AEBklVJjBwBRo6OMFwCIjErJ2+y7+Id+Jw54qFMqlwO90MUeBQAg9qgFWyUKAEDskBEAYodYakwBIGp0lPUCAJFVSo0dAESNjjJeACAyKiVvs98kAPkYAKI/eBoeACBOl9i4AX788UeaMmUKHT16lJ49e0YFChSgMWPG0DvvvENVqlSh7NmzU5o0aSh37tzUpUsXat26tXVy3377LU2dOpUuXLhA6dKlo8qVK9PgwYOpaNGiwubOnTs0YsQI+uabb+j58+dUsmRJmjx5Mr399tuiT0hICH3//feUMWNGqlq1Kk2fPj3ewl+8eCH8R0dH04MHDyl//vwUENCPbt/+k6ZMmSBsHz/+izJkyEDp0qUXP2/fHkOdOrWjmzdvinlnzZqVPv7Ynfz9+1H69Olp3749NGpUMGXKlNk6Vo8efuTl1YbCw8fT9u2bKX36DNZrI0eOppCQ4eLnp0+fEM8pY8ZM4uewsElUuXIVqy37Dg0dTsuXr6N3333P+vm0aZOoePGS1KhRU+tnrE2zZvUoKmoNFSxYyPo5z2HjxnW0ceMOyps3Xzw9evToRL/+ek2skZu3t5d1nfwzr3Xz5s+JACDGfYH+fyQAiLGSA0CM1RsAYpzeABD9WgNA9GuYUj0AQFJqZOyc1y+//EItW7YkPz8/8vT0pGzZstGZM2eoePHi9PTpU6pXr54AE26XLl0iX19fWrZsGZUoUYJOnTpF3bp1o5EjR5K7u7uAlw0bNtDcuXNp8+bNlDdvXho+fLgAk6FDhwofJ0+epEqVKglg+OSTT8jf35+aNGlCDx8+pO+++04ATNy2bds2Wrp0Kc2bN4+ePk1Hly//LIAoX778VrPBg/tRw4ZNqVatj62f8YN5aOh4Klq0GN2+fZuCgweSh0c98vRsJQAkJma3gIeEjR/+CxUqJGDEVlu9egXduBFLffsOtHmdfUdETKEiRYrSlCkzkwWQdetW0YED+6ls2XLUq1dAPAA5d+4Mubt7UPv2nayfM3iMGDGEbt68EQ9ALOuMNyEAiJ3fBP3mABD9GtrjAQBij1r6bQEg+jWU9QAAkVUqabsvLpmzBat2SWzB0h+95D0AQJytsEH++/btK7IRgwYNSjQiP7jHBRA26Ny5M7Vp00bAA8OHm5ub+CxuCw4OpjfeeIMGDhworvn4+FCdOnUS+X///feJMygMPUk1Bg+ex5AhQyipLVhaAMK+ly1bTL///j/q12+Q0wHk/PmzdPLkCfL17US1a7uLpdnKgHTu7EPDh4dSUFB/WrVqA6VNm1bYMgTlyZOHdu/eSStWrLdKs3DhPJEpYgiKmwEBgLy6e86Mq2/QNyfxMAAQY6UHgBirNwDEOL0BIPq1BoDo1zClegCApNTI2Dkv3mK1ZMkSKl26dLIAwtuOTp8+LTIlGzdupHz58lHFihVFxqNw4cLx+sbExFBkZCStXbtWXF+8eDFNmDCBypQpE88uKCiI/vrrL5EdYX+22k8//SSyLpxlKV++ivUhPa6tFoBwxiAoKJA6depGNWvWdjqAMHw0btyUhg4dSMuWrRXbohICyI8//kAREZMpImIuhYQMo/r1G1KVKtWsAFKhQkVavXo5BQYGUenSZcXnnNUZP34K9ezZGQCSxH0OALHzF4BO84Hj++j04Hh3AIjj2jnSEwDiiGqO9QGAOKZb3F4HLt3W78QBD7VK5nSgF7rYowAAxB61UrAtb7XiLETOnIm/NJx5YEDJlSsX/f333/Taa6/R7NmzqWzZsqIOgrdhnThxgnLkyBFvhbw1i+tAdu3aJT7fu3cvzZo1S2y76t+/v/DJjWtCeHsVb+n64IMPaMCAAfTee6/qJixOeevXtGnT6OLFS9SunS81b94i3nhJAcjt23+IGpB79+5RSEgYubt/IvrZqgGJiJgjHvQT1oBwxsGSbeC+Mluwjh07QoMGBQvo4FoSf/++iQCE4aN48VLUoEEjYvstWzZSaOg4K4CUL1+B7t27S1evXhFZm1OnTtDatato4MCh5OPTMskaEK5HEVvLsAXL8G8dMiDGSg4AMVZvAIhxegNA9Gv9pUkAUhMAoj94Gh4AIE6X2JgBOIuxZs0aARMJW9wtWPwQz9uuOKPBW7a4cS0HF4cnlwGJ6/PIkSPUp08fmjNnDlWoUMF6iUFk9erVAm4YWrjGw1Y7ffoijRgRRB9/XJe8vTtYTbQyIH5+XcnTsyXVrVvPCiDOrAGxAMjDhw/I17cNTZo0nbZu3UjFipUQRehcK8PF51z3YmkMSlu27KIcOV4TEMQAUrlyVerQoQ1FR2+jSZPC6KOPatH773+QCECwBevV3YIMiDG/NyyjIANirN5mjgYAMU59AIh+rb/83pwMSM0SyIDoj17yHgAgzlbYIP9cx8HZh4CAV0XQlqET1oDMmDGDrl27RhMnThQm3bt3FzUgnTq9KpTmz/nUK86WcEYjYePTtbi+oUePHomucTH66NGj48FJXCOuAeGi7U2bomnq1FcF3loAcvLkcQoLC6GVK6NFFsbZRegWAOG5f/HFXlqzZqUAh0KFCgsA+fLLL8TnI0aMti6PT/QqXLgoffqplxVAPDzqE6+tXr2GNGfODDH/Bw8eAECS+W4AQAz6xfH/wwBAjNXbzNEAIMapDwDRr/VBkwCkBgBEf/A0PABAnC6xMQPwqVRcKM5F6I0bNxbZB4YMrsngv9DHLULnh18uJl++fLn1FCwGCT5Klz/nv+zz6Ve83YrrRBg0OOvBxeZcB3Hjxg1xjC8XlHPmhY/f5WsMBTyPXr160eeffy4K2C3t3Llz4uhdPgL4ypUbFB4+jvLmzU89e/pbbbQAhA179+5JtWvXMeQUrLgAwmMPHNiHrl27Kk60YgDh+TJoVK1aPc46z1JERDhFRi6NByAMS5MnjxfZG96K9eeffwJAACDxFXj62JhfFjZGAYCYJr3hAwNAjJMcAKJfawCIfg1TqgcASEqNjAPzOnz4sHjXxvnz5wUMcB0GF6ZzS3gKFh+xy3UfXGTOzdL34sWLokCcj9Hl4vIiRYqI63wS1hdffCHqPbjOhLMl3t7e4kGaMyj8DhI+prdgwYLClt8FErdxfQiPxfCTJUtWqlGjtngPSKZML9/DwU0GQM6ePUNDhgTS2rWb6fDhr8VxtpZ3ebAPBppWrdqKh3/eLmV5pwhfmzt3IZUoUUqMZU8NiGV+16/Hkrd3SwoMHEzVqtUgX9/W4h0f/E6SuK1ly2Y0adI0Wr9+jdiCxRmQJ0+eUOPGHsQ1KqVKlbEJILGxv1GaNC9P0MqSJcvL+hDUgDjwTdDXBTUg+vSztzdqQOxVTJ89AESffvb0BoDYo5Zt26++/1O/Ewc8fFTiTQd6oYs9CgBA7FELtkoUwJvQ7ZARAGKHWGpMASBqdJT1AgCRVUqNHQBEjY4yXgAgMiolb/P1D+YASPXiABD90UveAwDE2QrDfyIFACB23BQAEDvEUmMKAFGjo6wXAIisUmrsACBqdJTxAgCRUQkAol8l1/QAAHHNuLn0rAEgdoQPAGKHWGpMASBqdJT1AgCRVUqNHQBEjY4yXgAgMiolb3PIpAxINWRA9AdPwwMAxOkSY4CECgBA7LgnACB2iKXGFACiRkdZLwAQWaXU2AFA1Ogo4wUAIqNS8jbf/HhHvxMHPLgVe3WIjgPd0UVCAQCIhEgwUasAAMQOPQEgdoilxhQAokZHWS8AEFml1NgBQNToKOMFACKjEgBEv0qu6QEA4ppxc+lZA0DsCB8AxA6x1JgCQNToKOsFACKrlBo7AIgaHWW8AEBkVAKA6FfJNT0AQFwzbi49awCIHeEDgNghlhpTAIgaHWW9AEBklVJjBwBRo6OMFwCIjErJ2xw2aQtWVWzB0h88DQ8AEKdLjAESKgAAseOeAIDYIZYaUwCIGh1lvQBAZJVSYwcAUaOjjBcAiIxKABD9KrmmBwCIa8bNpWcNALEjfAAQO8RSYwoAUaOjrBcAiKxSauwAIGp0lPECAJFRSQNAfjKnCL1qUTVF6NHR0TRt2jTxMmIPDw8KCQkRL21Oqh08eJA6d+5Mhw4dojx58ugXMAV7AICk4OCk1qkBQOyILADEDrHUmAJA1Ogo6wUAIquUGjsAiBodZbwAQGRUSt7mW5MApIoCALl8+TL5+vrS6tWrKW/evBQYGEgVKlQQgGGrPXjwQNg/fvyYli5dCgDRf/vAAxSIrwAAxI47AgBih1hqTAEganSU9QIAkVVKjR0ARI2OMl4AIDIqpV4AiYyMpHv37tGAAQPEIr/77jsaMmQIbdq0yeai+Vq1atWI+y1atAgAov/2gQcoAABx+B4AgDgsnaMdASCOKudYPwCIY7o52gsA4qhy9vcDgNivWcIeZmRAzp86SneunE1y8m5ubsT/tNrQoUPpww8/JE9PT2H6999/i5/Pnk3s+8CBA7Ru3TqaOXMmNWjNgBPLAAAgAElEQVTQgKKiogAgWgLjOhSwVwFkQOxQDABih1hqTAEganSU9QIAkVVKjR0ARI2OMl4AIDIqJW9z5Oe7+p3Y6WHD8kiKXhaZZK/evXtTQECAuL548WLasGFDItsVK1bQqFGjqG7dutSwYUPr9eLFi9P3339PadKksX52//598vb2piVLllDOnDkBIHbGC+ZQQFoBAIi0VERp0lC92Ufs6JA6TA8NrWPaQt6s7G/O2BkymzMuEQ0I7WHa2HlzpDdl7NsPn5kyLg/6j2kjE5FZBGLims1acrq0rx4yjV7+ixfmrPrt7Bmoe7VCypZrBoBcPHuSHsZ+l+QaOItRuXJlzTUGBwdT+fLlqVWrVsKWazyqVq1K586di9d38ODBVLt2bQEe3JAB0ZQWBlDAMQUAIHboBgCxQyw1pgAQNTrKegGAyCqlyM6c51JFk3fMjVlLBoA4Fq+4vcwAEB7/v0Ve1z15ruO4efOmqPvgdubMGWIo2bp1azzfZcuWpYwZM1o/e/jwIWXLlk2cmNW0aVPd80ipDnAKVkqNTCqeFwDEjuACQOwQS40pAESNjrJeACCySimyM+tpXNH0HXFj1pIBII5EK36foyZsweIZVFYAIL/++iu1a9eOVq1aZT0Fq0SJEuTv709c8xEbG0tt27ZNJBIyIPrvG3iAAjYVAIDYcWMAQOwQS40pAESNjrJeACCySimyM+tpXNH0HXFj1pIBII5EKwGAXDa+BkQASGH9GRD2s23bNpowYYI4WrdWrVoUFhYmsh3z58+nS5cuUXh4OABE/20CD1BATgEAiJxOwgoAYodYakwBIGp0lPUCAJFVSpGdWU/jiqbviBuzlgwAcSRa8fscMwlAPlQEIPoVSL0esAUr9cY2xa4MAGJHaAAgdoilxhQAokZHWS8AEFmlFNmZ9TSuaPqOuDFryQAQR6IFANGvmmt4AIC4RpxS1SwBIHaEEwBih1hqTAEganSU9QIAkVVKkZ1ZT+OKpu+IG7OWDABxJFoAEP2quYYHAIhrxClVzRIAYkc4ASB2iKXGFACiRkdZLwAQWaUU2Zn1NK5o+o64MWvJABBHohW/z/Ff7ul34oCH/xR6zYFe6GKPAgAQe9SCrRIFACB2yAgAsUMsNaYAEDU6ynoBgMgqpcjOrKdxRdN3xI1ZSwaAOBItAIh+1VzDAwDENeKUqmYJALEjnAAQO8RSYwoAUaOjrBcAiKxSiuzMehpXNH1H3Ji1ZACII9ECgOhXzTU8AEBcI06papYAEDvCCQCxQyw1pgAQNTrKegGAyCqlyM6sp3FF03fEjVlLBoA4Eq34fU6YtAWrErZg6Q+ehgcAiNMlds0Bvv32W5o6dSpduHCB0qVLR5UrV6bBgwdT0aJFxYJu375NVapUoSlTplCTJk2si9yzZw/xv4kTJ8Zb+IsXL4S/6OhoevDgIeXPn58CAvrR7dt/0pQpE4Tt48d/UYYMGShduvTi5+3bY6hTp3biTaJp0qShrFmz0scfu5O/fz9Knz497du3h0aNCqZMmTJbx+rRw4+8vNpQePh42r59M6VPn8F6beTI0RQSMlz8/PTpE+I5ZcyYSfwcFjaJKleuYrVl36Ghw2n58nX07rvvWT+fNm0SFS9ekho1evV20jt37lCzZvUoKmoNFSxYyGrLc9i4cR1t3LiD8ubNF0+PHj060a+/XhNr5Obt7WVdJ//Ma928+XMcw2vC1wcAYqzoABBj9SaznsYNXmbc4cxaMgBEf9BPXDGnBqRSQdSA6I9e8h4AIM5W2AX9nzp1irp160YjR44kd3d3evbsGW3YsIHmzp1LmzdvFm/0ZABp3LixgJOdO3dS9uzZxUqTAhB+Gc/SpUtp3rx59PRpOrp8+WfRJ1++/FaFBg/uRw0bNqVatT62fsYP5qGh46lo0WJizODggeThUY88PVsJAImJ2S3gIWHjh/9ChQoJGLHVVq9eQTduxFLfvgNtXmffERFTqEiRojRlysxkAWTdulV04MB+Klu2HPXqFRAPQM6dO0Pu7h7Uvn0n6+cMHiNGDKGbN2/EAxDLOuNNCBkQw79BABBjJQeAGKs3AMQ4vQEg+rUGgOjXMKV6AICk1MiYOC+GDzc3N+rcuXO8WQQHB9Mbb7xBAwcOFDDQtWtX+vDDDwWgjBgxIlkAYfDgPkOGDKGktmBpAQgPsGzZYvr99/9Rv36DnA4g58+fpZMnT5CvbyeqXdtdrM9WBqRzZx8aPjyUgoL606pVGyht2rTCliEoT548tHv3TlqxYr1Vy4UL54k3oTIExc2AAEBe3W6HhtYx7RsAADFWegCIsXoDQIzTGwCiX+uTJmVAKiIDoj94Gh4AIE6X2PUGqFixosh4FC5cON7kY2JiKDIyktauXStgwsfHh9atW0eNGjWi2bNnU5kyZZLMgPz000/k6+srsirly1exPqTHHUALQDhjEBQUSJ06daOaNWs7HUAYPho3bkpDhw6kZcvWim1RCQHkxx9/oIiIyRQRMZdCQoZR/foNqUqValYAqVChIq1evZwCA4OodOmy4nPO6owfP4V69uwMAEni6wEAMfb3xoDQHsYOGGc0AIjB0pu1H8ngZcYdzqwlA0D0Bx0Aol/DlOoBAJJSI2PSvLguokSJEnTixAnKkSNHvFnw1iyuA9m1a5cAkDZt2tDu3bsFdHCGg8Fk7969NmtA2NGlS5do2rRpdPHiJWrXzpeaN28Rz39SAHL79h+iBuTevXsUEhJG7u6fiH62akAiIuaIB/2ENSCccbBkG7ivzBasY8eO0KBBwQI6uJbE379vIgBh+ChevBQ1aNCI2H7Llo0UGjrOCiDly1ege/fu0tWrV0TW5tSpE7R27SoaOHAo+fi0TLIGhOtRxNYybMEy/JuADIixkgNAjNUbGRDj9AaA6Nf61NX7+p044KFCgfjPPw64QBcNBQAguEUSKVCpUiVRLK6VAbEACDvo2bMn1apV6/+3HO1OVIQed5DTpy/SiBFB9PHHdcnbu4P1klYGxM+vK3l6tqS6detZAcSZNSAWAHn48AH5+rahSZOm09atG6lYsRKiCJ23nnHx+cOHD61rYFDasmUX5cjxmoAgBpDKlatShw5tKDp6G02aFEYffVSL3n//g0QAgi1Yr+4SZECM/cWEDIixev9j7HDxRzMrHWDims1aMgBEf9ABIPo1TKkeACApNTImzqt79+6iBqRTp1eF0zwdrvN47bXXaMCAAfEyIHwtNjaWWrduTYGBgXTo0KFkAYRrQLhoe9OmaJo69VWBtxaAnDx5nMLCQmjlymhxWpazi9AtAMLr++KLvbRmzUoBDoUKFRYA8uWXX4jPR4wYbY0Wn+hVuHBR+vRTLyuAeHjUJ15bvXoNac6cGWL+Dx48AIAkc48DQIz9BQAAMVZvAIixegNAjNP77ewZqHu1V6dB6h0ZAKJXwZTbHwCScmNj2sx4q1WPHj0oJCSE6tSpI/7Sz6dfzZo1izZu3CiyHHG3YFkmunDhQlqzZg1VqFAhEYCcO3dOHL2bO3duunLlxv+xdy7wWk3pH39KSckwLjGGkVvlzgxTcimX5DaYxrWUcRliKpRChWpIFJOmSSXXXCJyDWMMMsaYCw1lKPwNumhQShnK5f/5btaxzj7ve85ae6937/O+51mfT5/qvGuvy289+z3P77ktGTPmSmnVajPp3buPsweEjv369ZbOnQ/MpAqWTUCYe+DAc+W9996NKlpBQCAVEI0OHfap2sPcuXNk3LgxMnnyrdUICGTpmmtGRd4bQrGWLVumBEQJSHUEmn5XTjrrl18JSLaIKwHJFm8lINnhHZqAvJxTCNZuGoJVcqFRAlJyiMtzghdeeCG6t+P111+PEsa5B+Siiy6SbbbZJtpQIQICUenWrZu0a9euBgGZOnVqlMCO5b958xay336do3tAmjX75h4OWl0eEPrMmfOKXHzxALnnngflhRf+EpWzNXd58DmE5vjjT4qUf8KlzJ0ifDZx4o3Spk27aC6fHBCzvsWLF0mPHsfJgAEXSseO+0mvXidEd3xwJ4ndjjvuaBk9eqzce+/dUQgWHpDVq1fLkUd2EXJU2rXbsSABWbRooTRq9E0FrebNm3+TH6I5IJm/QJoDki3kmgOSLd6aA5Id3hqClR7rl9/LJwdkty01ByT96dU+ghKQUiOs49dAQG9C9xAKJSAeYIXpqgQkDI6uoygBcUUqUL+83AGBlp9kmLy2rAQkyWlVf0YJSHoM6+sISkDq68lU8LqUgHgcrhIQD7DCdFUCEgZH11GUgLgiFahfXtp4oOUnGSavLSsBSXJa1Z95JScPyK7qAUl/eHWMoASk5BDrBHEElIB4yIQSEA+wwnRVAhIGR9dRlIC4IhWoX17aeKDlJxkmry0rAUlyWkpA0qNWHiMoASmPc6qoVSoB8ThOJSAeYIXpqgQkDI6uoygBcUUqUL+8tPFAy08yTF5bVgKS5LSUgKRHrTxGUAJSHudUUatUAuJxnEpAPMAK01UJSBgcXUdRAuKKVKB+eWnjgZafZJi8tqwEJMlpVX9mzoKV6QdJMMIuW7RM8JQ+4oOAEhAftLRvEASUgHjAqATEA6wwXZWAhMHRdRQlIK5IBeqXlzYeaPlJhslry0pAkpyWEpD0qJXHCEpAyuOcKmqVSkA8jlMJiAdYYboqAQmDo+soSkBckQrULy9tPNDykwyT15aVgCQ5rerPzM3JA7KzekDSH14dIygBKTnEOkEcASUgHjKhBMQDrDBdlYCEwdF1FCUgrkgF6peXNh5o+UmGyWvLSkCSnJYSkPSolccISkDK45wqapVKQDyOUwmIB1hhuioBCYOj6yhKQFyRCtQvL2080PKTDJPXlpWAJDmtGAFZmE8OyM4/1ByQ9KdX+whKQEqNsI5fAwElIB5CoQTEA6wwXZWAhMHRdRQlIK5IBeqXlzYeaPlJhslry0pAkpxW9WdezYmA7KQEJP3h1TGCEpCSQ6wTxBFQAuIhE0pAPMAK01UJSBgcXUdRAuKKVKB+eWnjgZafZJi8tqwEJMlpKQFJj1p5jKAEpDzOqaJWqQTE4ziVgHiAFaarEpAwOLqOogTEFalA/fLSxgMtP8kweW1ZCUiS01ICkh618hhBCUh5nFNFrVIJiMdxKgHxACtMVyUgYXB0HUUJiCtSgfrlpY0HWn6SYfLashKQJKdV/Zl/L1qVfpAEI+y4+boJntJHfBBQAuKDlvYNgoASEHcYGzVuLJc/9577AxXSc9Kw8bntZNk/8pn7y6/yUpNErpn1Vm54f/L5l7nM3aJp41zmZdLGjRvlNndeE3/9dX7yndeec3ylJS8R27xlUzmzY+tgkCsBCQZlvRtICUi9O5LKX5ASEPczVgLijlWonkpAQiHpNo4SEDecyr2XEpBsT1AJSDq81QOSDj+Xp5WAuKCkfYIioATEHU4lIO5YheqpBCQUkm7jKAFxw6nceykByfYEK4WAvJZTCNYOGoJVcoFVAlJyiHWCOAJKQNxlQgmIO1aheioBCYWk2zhKQNxwKvdeSkCyPcGKISCL88kB2eEHmgNSaolVAlJqhHX8GggoAXEXCiUg7liF6qkEJBSSbuMoAXHDqdx7KQHJ9gQrhYC8nhMBaacEpOQCqwSk5BDrBOoBSS4DSkCSY5f0SSUgSZFL9pwSkGS4ldtTSkCyPTElIOnwVgKSDj+Xp5WAuKCkfYIioB4QdziVgLhjFaqnEpBQSLqNowTEDady76UEJNsTVAKSDm8lIOnwc3laCYgLStonKAJKQNzhVALijlWonkpAQiHpNo4SEDecyr2XEpBsT7BSCMi89z/NFrhvZ2u7WYtc5m1IkyoBaUinXU/2qgTE/SCUgLhjFaqnEpBQSLqNowTEDady76UEJNsTVAKSDm8lIOnwc3laCYgLStonKAJKQNzhVALijlWonkpAQiHpNo4SEDecyr2XEpBsT1AJSDq8lYCkw8/laSUgLihpn6AIKAFxh1MJiDtWoXoqAQmFpNs4SkDccCr3XkpAsj3BSiEg83MKwWqjIVglF1glICWHWCeII6AExF0mlIC4YxWqpxKQUEi6jaMExA2ncu+lBCTbE6wYArIknxyQNptqDkipJVYJSKkRLqPx77zzTrnttttkwYIF0rJlSznkkENk0KBB0b9pw4YNk3vvvVeaNm1atas77rhD3nnnHenfv7+ss846VT/n/z179qz6P798fvvb38p9990nK1euks0220z69j1fli5dJtdee1XU77PP/heNvdZaTaL/z5z5pJx6andZsmSJNGrUSFq0aCEHHHCQ9OlzvjRp0kSeeuqPMmzYEGnW7Lt5zzrrHDn22BNlzJhRMnPmg9KkyXdrveyy38jw4ZdEY69Zs1pY09prN4v+P3LkaNlrr/ZV62XsESMukdtvny5bbLFl1c/Hjh0t22/fVo444qiqn3388cdy9NFd5bbb7pattmpd9XPWcP/90+X++x+VVq02rSYJZ511qixY8F60R1qPHsdW7ZP/s9cHH3xclIBk/wIpAckWcyUg2eKd12xKQLJFXglIOryVgKTDz+VpJSAuKDWAPlOmTJHp06fLVVddJTvvvLN89NFHEWH4z3/+IxCTxo0bRwRk2223rUYsgOaxxx6TmTNnyvjx44si9cgjj8itt94qkyZNkjVr1pK33/6/iNhsuulmVc9ceOH5cvjhR0mnTgdU/QzFfMSIUbLtttvJ0qVLZciQgdKlS1fp1u34iIA8+eQTEXmIN5T/1q1bR2SkUJs27Q55//1Fct55Awt+ztjjxl0r22yzrVx77Xf7KkRApk+/S2bNelp22mkXOfvsvtUIyNy5r8hBB3WRnj1Prfo5xOPSSy+WJUver0ZAzD7tBSkByf7lUwKSLeZKQLLFO6/ZlIBki3ylEJA3cvKAbK8ekJILrBKQkkNc/ydYs2aNdOjQISIIkA/TvvrqKznssMNkyJAhsv/++6ciIBAPCMTFF18sxUKw6iIgrGvq1Jvlww8/kPPPH1RyAvLqq3Nk9uyXpFevU6Vz54MiWAoRkNNOO1kuuWSEXHRRf7nrrhkRWaNBgjbZZBN54onH5I477q3C9cYbJ8naa68tkCDbA6IE5Lt3ZdKw4mS21G+UEpBSI1x9fCUg2eKd12xKQLJFXglIOryVgKTDz+VpJSAuKFV4n3//+99yxhlnyPPPP19jp1dccUUUWjVgwIBUBOStt96SXr16yWWXXSa77da+Skm3J6yLgOAxuOiiAXLqqb+S/ffvXHICAvk48sijZPDggTJ16j1RWFScgLz55hsybtw1Mm7cRBk+fKgceujh0r59xyoCsvvue8i0abfLgAEXyQ477BT9HK/OqFHXSu/epykBKfJuKQHJ9kvnmllvZTuhNZsSkNygz3RiJSCZwi2VQkDe/O//sgXu29m2a9U8l3kb0qRKQBrSaRfZ69/+9jeBaDz00EM1euC5WLhwoYwYMaJGDkizZs3khRdeiEKw4jkg5JLssssu1cabN2+ejB07Vl5/fZ50795LjjnmF9U+L0ZAli79KMoBWbFihQwfPlIOOuiQ6LlCOSDjxl0fKfrxHBA8DsbbwLMuIVj//OffZdCgIRHpIJekT5/zahAQyMf227eTww47Quj/0EP3y4gRV1YRkN12211WrFgu7777TuS1+de/XpJ77rlLBg4cLCeffFzRHBDyUQgt0xCs7F9Q9YBki7kSkGzxzms2JSDZIq8EJB3eSkDS4efytBIQF5QqvM9rr70mp59+ekk9IDaEL7/8ulx66UVywAEHS48ep1R9VJcH5JxzzpBu3Y6Tgw/uWkVASpkDYgjIqlUrpVevE2X06Ovk4Yfvl+22axMloX/xxRdR8vmqVauq9gBReuihP8h6630vIkEQkL326iCnnHKi3HffIzJ69EjZd99OsvPOu9YgIBqC9Z2UqAck2y8d9YBki3fjvLTDbLdZbTYlINmCn5eIbd6yqZzZ8btiLGl3rR6QtAjW3+eVgNTfs8lsZeSA7L333lEFrB133LFqXnJAjjjiCBk8eLDst99+qUKw7M2QA0LS9gMP3Ce//e13sf51EZDZs1+UkSOHy5133hdVyyp1ErohIKz9mWf+JHfffWdEHFq33joiIM8++0z080sv/U3V9qjotfXW28rPf35sFQHp0uVQYW9dux4u11//u2j9K1euVAJSi4QrAcns9Y8mUgKSLd5KQLLFO6/Zvvo6r5mlYkKw3sopBGtbDcEqufAqASk5xOUxwY033hiV2L366qtlp512EkrLEi5F7sbtt98ehUClqYI1d+7cqPTuxhtvLO+8876MGXOltGq1mfTu3cfZA0LHfv16S+fOB2ZSBcsmIMw9cOC58t5770YVrSAgkAqIRocO+1TtYe7cOTJu3BiZPPnWagQEsnTNNaMi7w2hWMuWLVMCogSkGgJf5qitKAHJ9ntaCUi2eOc1W46vtBKQlIeuBCQlgA6PKwFxAKmhdOFOD7wgixYtihKuDz30UBk4cGC1e0CSluGdOnWqTJ48ObL8N2/eQvbbr3N0Dwh5JKbV5QGh35w5r8jFFw+Qe+55UF544S9ROVtzlwefQ2iOP/6kSPknXMrcKcJnEyfeKG3atIum88kBMetbvHiR9OhxnAwYcKF07Lif9Op1QnTHB3eS2O24446W0aPHyr333h2FYOEBWb16tRx5ZBchR6Vdux0LEpBFixZKo0bfVNBq3rx5lB+iOSDZv32aA5It5poDki3eec2mIVjZIl8pIVhvfZBPEvq2m4RJQufuM4y56ABdunSR4cOHy1prrVVDGD799FMZPXq0PPnkk1GRnqFDh0b9K7kpAank062ne9Ob0N0PRgmIO1aheioBCYWk2zhKQNxwKvdeSkCyPcFKISD/lxMB2SYAAXn77bej6p/Tpk2TVq1aRdVEd999dznttNNqCEPv3r1lhx12kHPOOafaZc/ZSk22sykByRZvnU2k6D0gCk5NBJSAZC8VSkCyxVwJSLZ45zWbEpBskVcCkg7vEASEqA+qd15wwQXRYij4w11oDzzwQLXFvf7669F9a3hLGlJTAtKQTrue7FU9IO4HoQTEHatQPZWAhELSbRwlIG44lXsvJSDZnqASkOR4vzb3ZVny9r+LDrDHHnsIf+pqFPDZc889pVu3blHXzz//PPr/nDlzqj1K6Dv3sRGiTt5t69atozvTyJut5KYEpJJPt57uTQmI+8EoAXHHKlRPJSChkHQbRwmIG07l3ksJSLYnWCkE5O0PP8sWOBGZeuP1MnXKhKLz9uvXT/r27Rt9fvPNN8uMGTNq9CWnlsI9Bx98sBx++OFVn2+//fYyf/78qLCPaeR+PProo3L99eSItosK/zz11FNy0003Zb73LCdUApIl2jpXhIASEHdBUALijlWonkpAQiHpNo4SEDecyr2XEpBsT1AJSHK8//m3v8ibr/y96AD77rtvdDVBXY2wqt12202OP/74qCsejg4dOghVQe127bXXRonn5513XvTjL7/8MvKUvPTSS9WISl3zldvnSkDK7cQqYL1KQNwPUQmIO1aheioBCYWk2zhKQNxwKvdeSkCyPcFKISD/ycEDwkm13nid1AeGB2PJkiVR3gftlVdeiXI9Hn744WpjT58+XV5++WW5/PLLo59TMYu72V588cXUa6jPAygBqc+nU6FrUwLifrBKQNyxCtVTCUgoJN3GUQLihlO591ICku0JKgFJh3cIArJgwQLp3r273HXXXVVVsNq0aSN9+vSRWbNmRVcenHTSSbJ8+fLo2gPuY+My6EmTJsmrr74q48aNS7eJev60EpB6fkCVuDwlIO6nqgTEHatQPZWAhELSbRwlIG44lXsvJSDZnmDFEJCPss8BiTwgG6X3gDDOI488IldddZV89tln0qlTJxk5cqSsvfbacsMNN8i8efNkzJgxkWA8++yzkQdk1apVsvPOO8sVV1wRXdxcyU0JSCWfbj3dmxIQ94NRAuKOVaieSkBCIek2jhIQN5zKvZcSkGxPsFIIyDs5EZCtAhGQbE+9vGZTAlJe51URq1UC4n6MSkDcsQrVUwlIKCTdxlEC4oZTufdSApLtCSoBSYe3EpB0+Lk8rQTEBSXtExQBJSDucCoBcccqVE8lIKGQdBtHCYgbTuXeSwlItieoBCQd3kpA0uHn8rQSEBeUtE9QBJSAuMOpBMQdq1A9lYCEQtJtHCUgbjiVey8lINmeYKUQkHeXfp4tcN/O9qMNm+Uyb0OaVAlIQzrterJXJSDuB6EExB2rUD2VgIRC0m0cJSBuOJV7LyUg2Z6gEpB0eCsBSYefy9NKQFxQ0j5BEVAC4g7n1yKy1SHf1BBvSO2sYX1y2+6zLy/KZe7ly/Ox9LHZnl23y2XPTLpRiya5zP3hp1/kMi+TrmXdgpzbIjKe+Iuv+DbLp32d09RrNc5nv8z63T3b2a5h85ZN5VcdWweb9L2cPCBbqgck2BkWG0gJSMkh1gniCCgBcZcJJSDuWIXqqQQkFJJu4ygBccOp3HspAcn2BJWApMNbCUg6/FyeVgLigpL2CYqAEhB3OJWAuGMVqqcSkFBIuo2jBMQNp3LvpQQk2xOsGAKyLB/P8Jbf1xyQUkusEpBSI6zj10BACYi7UCgBcccqVE8lIKGQdBtHCYgbTuXeSwlItidYKQRkQU4EZAslICUXWCUgJYdYJ4gjoATEXSaUgLhjFaqnEpBQSLqNowTEDady76UEJNsTVAKSDm8lIOnwc3laCYgLStonKAJKQNzhVALijlWonkpAQiHpNo4SEDecyr2XEpBsT1AJSDq8lYCkw8/laSUgLihpn6AIKAFxh1MJiDtWoXoqAQmFpNs4SkDccCr3XkpAsj3BSiEgCz9enS1w3872ww3WzmXehjSpEpCGdNr1ZK9KQNwPQgmIO1aheioBCYWk2zhKQNxwKvdeSkCyPWC+O/IAACAASURBVEElIOnwVgKSDj+Xp5WAuKCkfYIioATEHU4lIO5YheqpBCQUkm7jKAFxw6nceykByfYEK4WALMrJA7K5ekBKLrBKQEoOsU4QR0AJiLtMKAFxxypUTyUgoZB0G0cJiBtO5d5LCUi2J6gEJB3eSkDS4efytBIQF5S0T1AElIC4w6kExB2rUD2VgIRC0m0cJSBuOJV7LyUg2Z5gxRCQ5fnkgGy+vuaAlFpilYCUGmEdvwYCpSIgjz8+U66+emS1+T777H8yadItssUWW0r37t3ksceejj7v0eNY+eCDD6Rx40ay7rotpUuXQ+XMM8+Rxo0b11jvypWfyOTJE2TWrKflk08+kY022lh++cvT5Ygjjor6zpgxXe69d5osXrxIWrRYVzp1OlB+/et+0bi0MWNGyaOPPizNmq0tq1evkdatt5bu3XvKQQcdUjUX61myZIk0avTNr40WLVrIgw8+LkpAsn+BlIBki7kSkGzxzms2JSDZIl8pBGRxTgTkB0pASi6wSkBKDrFOEEegVAQkPg+E4ZZbpsiUKbfJihUrahCQESNGybbbbif//e8SGTz4AjnyyGPkmGN+UW2Y1atXyxln9JI2bdrKr351trRqtam89967UZ8f/WgrueOO2+SRRx6QIUOGS7t2O8iyZUsjskKfCROmRIQGAtK6dWs59tgThfFmz/5nRJROPvmX8vOfH1tFiMx67AUoAcn+/VECki3mSkCyxTuv2ZSAZIu8EpB0eCsBSYefy9NKQFxQ0j5BEciCgKxatVJ69jxBRo26Rtq0aSfLli0rSkDY3G233SQff7xM+vUbUG2v999/rzz66ENyww231cBgzZo1cuSRXeS66yZIu3Y7Vn3+1VdfRR6Wc88dIB067FONgJhOL788Wy66qL88/PAfpUmTJlF/JSDfQXzWsD5BZc5nMCUgPmil76sEJD2G5TCCEpBsT0kJSDq8lYCkw8/laSUgLihpn6AIZEFA8DoQ8tS3b/9o7cUIyDbbbCv/+c/bcsklF8pZZ/WR/fbrVG2vQ4deKLvsspuccEL3GhjMn/+6DBjQTx5++Ikan1133Rhp1mwd6d27T0ECwgNHHHGQjB07Qbbfvq0SkBiCSkCCvnJ1Dtaz63Z19ilVByUgpUK2fo2rBCTb86gUAvJ+TiFYm2kIVskFVglIySHWCeIIlJqAzJ07R4YNGyJTp94tzZs3L0pAli79SJo0aSqbbbaZdOt2vBx22JE1DqtPnzOlW7fj5MADu9T47KWX/inXXXeN3HrrXTU+mzr1Zlm8eLEMGjS4KAHBQ9O//yDZY4+fRATEzgHZa6/2MnLkaM0ByeH1UQ9ItqArAckW77xmUwKSLfIVQ0BWrMkWuG9n2+x7TXOZtyFNqgSkIZ12PdlrKQnIF198Iaee2iNKAif8ybS6QrCKQXPhhecLZID8jXh744150r9/38QekK5dO8vEiTfJ1ltvox4Q9YDI8uWf5/aGqgckW+jX+rbYRLaz5jubEpBs8a8UArIkJwKyqRKQkgusEpCSQ6wTZOkBIZfjzTffkBEjrqw2bVICQpL588//WX7/+xtqHCQ5ID/7WRcZN25ilGdiGjkgPXseL/369Zf27TsW9ID89a/PyZVX/kYeeOCxKFFdc0Cqw6shWNl+bygByRZvJSDZ4v011TxyaGvVLKqY2SqUgKSDWglIOvxcnlYC4oKS9gmKQKk8IAsXvidnn32G3HzznbLRRhsFISArViyXXr1OlP326yynnHKabLzxJrJ06dJo7A033FDuvHOqzJz5oAwdOlzatt1Bli9fLjfccL28887bMn785Kisrl0F69NPV8nzzz8nY8eOkb59z5euXQ+PxlICogREPSBBv2bqHOzDT7+os0+pOigBKRWyhcdVApId3pu3bCq/6tg62ITqAQkGZb0bSAlIvTuSyl9QqQgIij9ld5s2rR67eeGFl0iHDh1rrYJVG+oLFy6QCRPGyd///oJ8+eWXsuGGG8lFFw2VPff8afTYjBn3yPTp02TJkvejnJPOnQ+Wc87pW+MeENbF823btpOTTz5F9t5736ppISCLFi2URo2+MZkxzsyZT2oOSA6vg+aAZAu65oBki3des2kIVrbIV4oH5L+f5JMD0mo9zQEptcQqASk1wjp+DQRKRUAqEWq9ByT7U1UCki3mSkCyxTuv2ZSAZIu8EpB0eCsBSYefy9NKQFxQ0j5BEVAC4g6nEhB3rEL1VAISCkm3cZSAuOFU7r2UgGR7gkpA0uGtBCQdfi5PKwFxQUn7BEVACYg7nEpA3LEK1VMJSCgk3cZRAuKGU7n3UgKS7QlWCgH5IKcQrE00BKvkAqsEpOQQ6wRxBJSAuMuEEhB3rEL1VAISCkm3cZSAuOFU7r2UgGR7ghVDQFbmUyxik5ZNsj2wBjibEpAGeOh5b1kJiPsJKAFxxypUTyUgoZB0G0cJiBtO5d5LCUi2J1gpBOTDnAjIxkpASi6wSkBKDrFOoB6Q5DKgBCQ5dkmfVAKSFLlkzykBSYZbuT2lBCTbE1MCkg5vJSDp8HN5WgmIC0raJygC6gFxh1MJiDtWoXoqAQmFpNs4SkDccCr3XkpAsj1BJSDp8FYCkg4/l6eVgLigpH2CIqAExB1OJSDuWIXqqQQkFJJu4ygBccOp3HspAcn2BCuFgHy0Kp8ckI3W1RyQUkusEpBSI6zj10BACYi7UCgBcccqVE8lIKGQdBtHCYgbTuXeSwlItieoBCQd3kpA0uHn8rQSEBeUtE9QBJSAuMOpBMQdq1A9lYCEQtJtHCUgbjiVey8lINmeYKUQkKU5eUA2VA9IyQVWCUjJIdYJ4ggoAXGXCSUg7liF6qkEJBSSbuMoAXHDqdx7KQHJ9gSVgKTDWwlIOvxcnlYC4oKS9gmKgBIQdziVgLhjFaqnEpBQSLqNowTEDady76UEJNsTrBgC8umX2QL37Wwbtlgrl3kb0qRKQBrSadeTvSoBcT8IJSDuWIXqqQQkFJJu4ygBccOp3HspAcn2BCuFgCzLiYB8XwlIyQVWCUjJIdYJ4ggoAXGXCSUg7liF6pkfAfks1Ba8x+nZdXvvZ0I9oAQkFJL1exwlINmejxKQdHgrAUmHn8vTSkBcUNI+QRFQAuIOpxIQd6xC9VQCEgpJt3GUgLjhVO69lIBke4JKQNLhrQQkHX4uTysBcUFJ+wRFQAmIO5xKQNyxCtVTCUgoJN3GUQLihlO591ICku0JVgoB+fh/+eSAbNBcc0BKLbFKQEqNsI5fAwElIO5CoQTEHatQPZWAhELSbRwlIG44lXsvJSDZnqASkHR4KwFJh5/L00pAXFDSPkERUALiDqcSEHesQvVUAhIKSbdxlIC44VTuvZSAZHuClUJAlufkAVlfPSAlF1glICWHWCeII6AExF0mlIC4YxWqpxKQUEi6jaMExA2ncu+lBCTbE1QCkg5vJSDp8HN5WgmIC0raJygCSkDc4VQC4o5VqJ5KQEIh6TaOEhA3nMq9lxKQbE+wYgjIZ19lC9y3s62/TuNc5m1IkyoBaUinXU/2qgTE/SCUgLhjFaqnEpBQSLqNowTEDady76UEJNsTrBQCsiInAvI9JSAlF1glICWHWCeII6AExF0mlIC4YxWqpxKQUEi6jaMExA2ncu+lBCTbE1QCkg5vJSDp8HN5WgmIC0raJygCSkDc4VQC4o5VqJ5KQEIh6TaOEhA3nMq9lxKQbE9QCUg6vJWApMPP5WklIC4oaZ+gCCgBcYdTCYg7VqF6KgEJhaTbOEpA3HAq915KQLI9wUohIJ/kFIK1noZglVxglYCUHGKdII6AEhB3mVAC4o5VqJ5KQEIh6TaOEhA3nMq9lxKQbE+wYgjI5/kkoa/XLEwS+n333Sdjx46V1atXS5cuXWT48OGy1lo1LzmcOHGiTJ8+PRKSbbbZRkaNGiUbbbRRtkKT8WxKQDIGXKcTSUNAnnrqjzJ8+FBp0aKFNG7cWDbY4Pty4okny89+dkwVtC+99E+ZPHmCzJ8/L3rRd999D/n1r8+T1q23jvosW7ZMjjjiIFl33ZbSqFEj2XDDDeWkk3rK0Ud3qxpjxozpcu+902Tx4kXSosW60qnTgfLrX/eLnqHx+ZtvzpdBg4ZUO9ITT/y5jBlznWyxxY+in//3v0tkypSJ8sILz8vKlStl/fXXl86dD5Rzz70g+rxHj2NlxIhRsu2221WNM2vW0/Loow/JVVf9VpSAZP/GKAHJFnMlINninddsSkCyRb5SCMjKnAhIywAE5O2335ZevXrJtGnTpFWrVjJgwADZfffd5bTTTqsmDLNnz5bLLrss6oduA2H5+OOPZdiwYdkKTcazKQHJGHCdLj0BefLJJ2TkyNERlPPnvy79+vWWSZNuka22ai1z586RgQP7Sf/+F8q++3aSL7/8Qh599BG57bab5JZb7pSNN94kIiDdu3eTxx57OhrjzTffkHPP7S3jxk2KiMAdd9wmjzzygAwZMlzatdtBli1bGhGa9957VyZMmBIRHxcCAvk444xectRRP4/IzSabtJIPP/xAFi9eLLvssqsSkFpehrOG9cntVVECki30SkCyxTuv2ZSAZIu8EpB0eIcgIJMnT5YVK1bIBRd8Y3B87bXX5OKLL5YHHnig2uKeeeYZueeee2TChAnRzx977DH505/+JGPGjEm3iXr+tBKQen5Albi8tB4Qm4CAT58+Z0qPHr1k7733lQsu6Cc/+clP5aSTTq4G3ahRv5HvfW99OeecfjUICB3PP79PRBL22Wc/OfLILnLddROkXbsdq8b46quvIm/FuecOkA4d9nEiIFdcMUzWW2896ddvQNFjVA9IYWiUgGT75vfsun22E1qzKQHJDfpMJ1YCkincogQkOd6vv/6avD3/30UH2GmnnWTHHb/TD4p1HDx4sOy5557Srds30RWff/559P85c+ZUe4TwrJ49e0rHjh1l1113lfHjx8tVV10l2233XWRE8t3U3yeVgNTfs6nYlYUkIPPmvSZDh14kU6bcKuuvv4F06bK/3HjjVPnRj7aqht+zzz4jt99+i0yefEs1AvL111/Lq6/OlYsvHiA33XR75O0YMKCfPPzwEzXwv+66MdKs2TrSu3cfJwICkRk7doJst11x5U4JiBIQg8Dy5Z/l9s4rAckW+rUa5aUeZrtPezYlINlin5eEbd6yqfyqY+tgm121mkDkbNvECb+Tib//XdFJ+/XrJ3379o0+v/nmm2XGjBk1+t5xxx1RCNXBBx8shx9+eNXn22+/vcyfPz8K/7bbH//4R7n00ksFY+fRRx8tgwYNkiZNmmS78YxnUwKSMeA6XfoQrBEjLolyMbAm8BIPHnypHHDAwQKZ2Gefn8gTT8ySli3XqwY1oVlXXHGZ3HXXjKockO9/f8MoMQwvxZVXjpG2bXcQ8keuu+4aufXWu2oc1dSpN0fhU4MGDXYiIKzl8ceflvXW+140Fp6aefNelzVrVss99zworVptGnlVlixZUu3LiLCxvfZqrzkgOb0sGoKVLfDqAckW77xmUwKSLfJKQJLjPevpp+S5WX8qOsBBBx0k/KmrDRkyRHbbbTc5/vjjo67kgXbo0EHmzp1b7dE///nPMm7cOLnxxhtlnXXWkSuuuELWrFkjI0eOrGuKsv5cCUhZH195Lj6kB2Thwvdk8OBBcsYZvWW//TrJIYd0kilTbnP2gHzyyQo58cRukddks81+IG+8MU/69+9bpwfkgQfui/JP4knoJ5xwjFxzze9kiy22lK5dO8vEiTfJ1ltvU+2gjj76ULnhhlurCIgmodeUYw3ByvbdVg9ItnirByRbvL/O3ogebXCtMIWUEoGlBCQRbFUPrbt2egRvuummyMBI3gftlVdeEUjJww8/XG1xQ4cOlT322EN+8YtfRD/HMApReemll9Jtop4/rQSknh9QJS4vJAEBnxtvnCQQifPOGygDB54b5YCceGKPatBdffXIyNNx9tl9a+SA8PyiRQvlkktGRFaHn/2si4wbN1HatGlXNQZu0Z49j5d+/fpL+/Yd5fnnn4uqZF177fiqPl988YUcdtiBMnPmk7L22mvLhReeH41x+ulnKQHxFGQlIJ6ApeyuBCQlgJ6PKwHxBCxldyUgKQH0eDx0CNanOYRgsd0WAQjIggULpHv37nLXXXdVVcFq06aN9OnTR2bNmiWLFi2Sk046KfJ8vPrqq3L11VdHYVePP/54FNp19913eyBffl2VgJTfmZX9ikMSkI8++kgGDOgrxx13ohxxxFFRFawLLzxPLrjgYtlnn/0FUvCHPzwqt9wyJcrx2GijjWsQkFWrVspxxx0lv/vd5KgK1p13TpWZMx+UoUOHR2FZy5cvlxtuuF7eeedtGT9+chQu9emnq6RHj+OkT5/zpHPng6JwsEmTxkel84YP/8ZtioekT5+zIu9M166HRTkqVOA6+eTj5Oab71APSC2SrAQk29dcCUi2eCsByRZvJSDZ4R2cgKzJx33Voml6DwioP/LII1FC+WeffSadOnWKwqowUN5www0yb968qNIVHo/LL79cnn/++ejqgE033VRGjBghrVuHy6XJTgLcZ1IC4o6V9gyEQFoCYnJARL6Wpk3XlsMOO1LOPPOcqjyKF1/8R1Q2l/K6lMzlHpA+fc6PyvTS4mV4+RlleufMeVlGj74u6jNjxj0yffo0WbLkfWnevLl07nywnHNO36p7QOjD+CSmcx8IyekQnngfCBHkZe7cV6K1EN+54447Rd4W8lQ0Cb2wUCkBCfSyOQ6jBMQRqEDdlIAEAtJxGCUgjkAF6BaagPwvJwLSPBABCQBpxQ6hBKRij7b+biwNAam/uyrNyvQiwtLgWtuomoSeLeaahJ4t3nnNpkno2SIfxn7vv2YlIP6YNdQnlIA01JPPcd9KQNzBVwLijlWonkpAQiHpNo4SEDecyr2XEpBsT1AJSDq81QOSDj+Xp5WAuKCkfYIioATEHU4lIO5YheqpBCQUkm7jKAFxw6nceykByfYEK4WAZIuazpYlAkpAskRb54oQUALiLghKQNyxCtVTCUgoJN3GUQLihlO591ICku0JKgHJFm+dzR8BJSD+mOkTKRFQAuIOoBIQd6xC9VQCEgpJt3GUgLjhVO69lIBke4JKQLLFW2fzR0AJiD9m+kRKBJSAuAOoBMQdq1A9lYCEQtJtHCUgbjiVey8lINmeoBKQbPHW2fwRUALij5k+kRIBJSDuACoBcccqVE8lIKGQdBtHCYgbTuXeSwlItieoBCRbvHU2fwSUgPhjpk+kREAJiDuASkDcsQrVUwlIKCTdxlEC4oZTufdSApLtCSoByRZvnc0fASUg/pjpEykRUALiDqASEHesQvVUAhIKSbdxlIC44VTuvZSAZHuCSkCyxVtn80dACYg/ZvpESgSUgLgDqATEHatQPZWAhELSbRwlIG44lXsvJSDZnqASkGzx1tn8EVAC4o+ZPpESASUg7gAqAXHHKlRPJSChkHQbRwmIG07l3ksJSLYnqAQkW7x1Nn8ElID4Y6ZPpERACYg7gEpA3LEK1VMJSCgk3cZRAuKGU7n3UgKS7QkqAckWb53NHwElIP6Y6ROKgCKgCCgCioAioAgoAoqAIpAQASUgCYHTxxQBRUARUAQUAUVAEVAEFAFFwB8BJSD+mOkTioAioAgoAoqAIqAIKAKKgCKQEAElIAmB08cUAUVAEVAEFAFFQBFQBBQBRcAfASUg/pjpE4qAIqAIKAIWAqtXr5a11167wWHSEPete244Yt4Qz7rhnG7+O1UCkv8Z6AoUgZIjMGPGDDnyyCMzVxKvvfZa2XHHHeXQQw8t+R51gvwQmDlzprz88ssyePDg/BaR8cwfffSRnHbaafLggw9mPHO+0/3iF7+QCRMmyKabbprvQjKcfdiwYbLvvvvKwQcfnOGs+U7VUOU7X9Qb1uxKQBrWeetuGyACjz76qIwcOVLWW289ueCCC+Sggw7KDIW33npLrrjiCvn8889lyJAhERnJqj3//PPCH/YNAdpqq60ymXrZsmWRUvrf//5XdtllF+nSpYs0adIkk7k//PBDeeqpp+Szzz6TPffcMzO8r7nmGmnWrJn06dMnk33akyBbTz75ZIT3dtttJ/vss480bty45Ot47rnnZNKkSTJ16tSSz1Vogr/85S8yb968iAgccMAB0qJFi5KvA6yRq9mzZ2cm0/am8pLv448/XgYOHCh77bVXyTGOT9BQ5TtzoHXCzBFQApI55DqhIpAdAvzy6tq1q4wZM0ZatWolQ4cOldatW8vw4cOlUaPsKsWjFF911VXRL/D+/fvLhhtuWDIQvv7664js/O1vf5OTTjpJvvrqK7n//vvlsMMOk379+pVsXgaeO3eunHHGGdKpUyfZfffd5V//+pe8+uqrMm7cONlmm21KOjdeCM4XgrnFFlsICur3v/99GTVqVEnxZlNnnnmmnHDCCdXILefwxRdfSNOmTUu27/nz50d4b7vtthHe/P/tt9+W0aNHy0477VSyeRn4xhtvlCVLltTw+pQ6bOWTTz6Rs88+W7BQc9bLly+XZ599VgYMGCBHHXVUSfeMfPNuxb0+pd4zm8pLvpHjH//4xxHGGDNMy2LPDVG+SyrAOni9QkAJSL06Dl2MIhAWgfHjx8sbb7wh1113XTQwCiEhFJAAlOSs2ptvviljx46VOXPmRBbjH/zgB4I1k79DNxTDhx56SO644w5p2bJlNDzKwq9//esohAJFuRQNxfDwww+PFMFjjjmmagqIEMQABapUeRKvvPKKnHrqqZFSjCJu2s033ywPP/yw3HvvvSX1Cuy///5y1113yQ9/+MNoajwwWIzBHw9YKTwS4E1Y4a9+9Ss5+eSTq/b897//PTqD6dOny2abbVaKo47GZH977723dOvWrWqOyZMnywMPPBARXohXKfbdu3dvad68eUSyjGdt0aJFEQ6816X0cCJH//jHPyJjgmkQXbDgvd56661Lsuc85fu9996Tnj17yjPPPFO15wULFkR4n3XWWRHpK8U5N1T5LtkLqwPXOwSUgNS7I9EFKQJhEHj//ffliCOOiKzhWC1/+tOfCtY8CMg555yTSTwzxAMSRH4AVvJjjz02UsxQjP/5z3/K73//+zCb/XaUFStWROEoKMNt2rSpNva///1vueyyyyLFlIZnJKTiAMH6v//7v8jbEW8ojT169JD99tuvJHNDqvDw/PKXv6wxN0Rv4403jrxghM907tw5KOYoSpDZl156KRr3gw8+iBQzPD6E/pEH9M4778jFF18sP/rRj4LNzbiQ6+uvv77onoNNVmAgFE+8S4QVrlmzJpItvF2EZa211loR0UXmCd8JJWco+xdeeKE88cQTNUKuCP3DQl/KcD/I5Oabbx6RXRrvGfL+u9/9Tn7yk59EHkcIMKF4hvyHOAMX+Q4xT6ExCO+DeE2cODH6mPAz9sc7DTFBBhqafPNdyvuHYaVDhw6lgl7HrXAElIBU+AHr9houAlhDUfiwytshV8SKk0SKksQvVsIpvvzyyyjJslevXtXCDJKiV4x4MN7SpUsjZRnlBSUV6yZKU4j8ECzPeBqmTJlSY+n/+c9/IqvlH//4x+iz0IoDxAdP06677lpjbs6Cz3/2s59FJBBFjT9HH310UoirnsP6DZ5Y/snDKNRefPFFOf/88yMLNV6Y3/zmN8G8A1jEf/vb38qdd94Z5SSYcCxILpijPJJ7hHfgkEMOicKHQiinEClDqgrtedWqVdGcJg8IMv7zn/88CBnAk4jCzd7/97//Rd41lH9yYXi/Bg0aFHkp8AS9/vrrVQaAtIcN+eCdZr5iDTmA4JscJBLlQxE/FG7mxpjB+zNr1iy54YYbovHvu+8+mTZtWiTn/BsFHWNHWvLlIt/vvvtuRBDAGoMLHjHWGKJhQOH78dxzz5VHHnkkenfwPuH1a4jyjQGJ3yndu3eXP/zhD7LRRhvJRRddJFtuuWUIuHWMBoSAEpAGdNi61YaDALkHffv2jSylKEJY+6lQhAcCKzgNizSWLJRDEllRzCEjWHBRVJM0FAEsY3GPhz3WJZdcEq2J9fCLHUsyuSpY0ljTuuuum2Tq6BkssYx53nnn1Rjjtttui7wuWGxDKw6QirZt28prr70WETu7YR1HWSFEhSRplDNCWAgfuvTSSxPv1TxIiBeWacLOCjXWhuIN+UIJh6SBAX9vsMEGqednXwsXLpSOHTtGoThUDIIQ0SAjhClhMeeMUVbBKK3niz3h4cLrYsflm82sXLkyUpDId2LfyD8ECWUWUoL8pWnE5kMGIJzkoBx44IER6UDZJswQkoVyhizzf5RW5N0Oj0syP140sCxWjQnZuvrqq6O1mRwkPES84+SCpW28o8gZcvvpp59G3s3vfe97AtljfOai8AK5MSjpnBEykKbVJd+QDgwnkA7kbvHixZF8QRA5k7QNbwdhdsxzzz33RPJjvKsNUb4J84R4G48QpAxM7r777tTvVdqz0ufLCwElIOV1XrpaRcAJARMKgSJiGuSCEA4UFP6N8oASaluj//znP0fKqQlTcprM6oTSgaKHommIjj0Gv8RRoCBGKI7kafBvLLa33HJLNC9W1PXXX9936qg/+yLh3eS82AopygkW8/bt20dKEcoU1uFQijGx9/wiJiHabuyNMA72iqKGFwRLMoo4Z2EanyUhXybUjrNdZ511auAGppRhxuNkGgoyVkzWkrYR3oeCT1UoZGq33XaLhkSWsIJDbAnbMQ3yQAEEzgLFLmlyPngzxh577FFjCyj7KMiExdmN/jQU8jQNJRxPGx4fPALHHXdc1XCEXOHNg4jFGyFjKGx4o5I09oW3AVzjjTAgiCZytsMOO1R9DBlgfbwbFCVI2hgHRR+LN2fG/ky4F7hy3ijotheOsyb/CsICCUuSA1WbfOOJgsifcsophp4O8AAAIABJREFUkUfRNH4OIeFsTNhj0n1TQY8kdM4OpZv9N1T5xnvNe0dopTEygIV5p9PKd9Iz0ufKEwElIOV5brpqRaBWBPBEXHnllVFsOsoKigdeAZQjfjFjQUWBKPTLmVAsEpeNsuKbK/HCCy9EFnmUIBQ9qm+ZxtwoDCeeeKKQr0FIDp4JY1FEScGiSrhDkoayQ9gHCj57pUEwqH6FtR/PA4oSe3/88cerVWjilyihYyhwzO+rrKGUsheswJtsskk0N+E/jAUp23777SOFmXkID8FiSCgcDYUJMoD3KUm4DLHYhAKhGNgKIJ4AygBzFpdffnlEBCA6KA9YibFW05AT1pVEQUQpRTGBfBmiYfaDV4TkXc4C4mnGJySMsDS8BIVIk8vZgzdzEm5nJ5uTNExo25/+9KcaZ4iSTmgY5ME0X/nmObC76aabor/tGHiUfAgnxRWoTsW52KGF5OhwHngykjRyjFC2IVZY+O1GGAy5PoXIFUn5vGvGC5Jkz3gP8Sph1Dj99NOrpua7BoKDJ5OQLM7VvvcHGcfwUCg3yhWDYvKNAYV3q5DBBDLEvMbLmGTPyDGEmjPju8O8Ww1VviHAfKfwHiHXyBUyZ1pa+XaVB+1XGQgoAamMc9RdKAIFEYAM4Fkg5IhfoigHWKkIG6GsZLzxS5pSuVitKZVLQjFkAY8BSoZrPDdhUHgyUBCZE4UQhR+FDSWNcSAbKC94S0yDuBBDn9RCzDgow4R5MTZKP8ouYUAjRoyI5kXRR+GGBPAL1Fg0eZZfoHgh8E7wbxQun6ReiBv5EO3atYvi/yE0kA7mYj0QMO5lwXKOlwbCQkNpJRwOD1KShkLEeIxNBS6UfTxbeFhITuZuDPITCAFDeYBkopihJHMOeGggAhBBMDFeDJe1QCQJO7O9N7feemskX4RrkKROaBwWdNZoQsKQKbwwdjOWVJd56QPeKOPsh/MidJCQMPKKCmFpQg7BiYa3jJBBKlf5nDPyTRlcm1xDAFHy2SvhT3/9618jQojiirIGIWIuiJMdpue7Z/ZAqCJkD6INyaPx3uLpKhSLjxECuYAYmHcaaz7vh0/DGxGvLAahY7+cJ7LFnpE3iClnzvsGUTAV0sx8PvsuJt+ER5ELRGhpvPFO8c5RHCBN3hV7JkTVLlveEOUbuSOcEaMB39F8v2Os4WwxLISSbx951L7ljYASkPI+P129IuCNAEmqKG1YDuMNCybJpY899lj0ETHUKKYoV1hfec4n2RAFF0KAsoTygzKGMo5ijhWYcCh+wUNuUGRRWEmMt0N2vDf47QPkJbBmlFISU2koDiZxll+gzIdnCOstv0BR0lFqWTdEglwaLKk+OQN4YYj7h8yhyBurP4oaCbrsFQKCEonCCD4QNOL3bYU2yb5RLlH8CcWhVChzYe3HSolCzj4glPyfdZpwISybEBas3FibOXfyGpI0CA9nbYoMmDFQ2lG8sVajuKD0243nkAlw8MEbosfZEfKHoggBAPtCXjQIGaFZeMAgoSjl4IRMpM2H4d1gLBPmxd7MnsEarxPhanFcIWWEHBaqYFYMfxRqjAsogsgY/8fLhZIYNxKAK3MS6ohnjrPFKwXxTJsXwhrYE98XtvfM7BtvDAQfWbcbz/EuFqpgVpvM2fLNPiH0kJBClZggJXhqwD1k3lVDlW+MMXyv2OGGpZLvJN87+kz5IaAEpPzOTFesCKRCAIs03hCUBjvMCCUJhQxLJn/Hk2lRZFGy8GTEE63rWhBhUHhVCL+ikXtB6VbCSbgtHYs0CiHhU4VuLGdtXDAHGUp6o7lRHCBeJk8D0kOZWggKigpKmbEos85CFt+69lrocxQuQuKwFqI4QY5MLgzeGggXeRnxBjmBrOBR8Q0Jw9uEUojVkgYBQQE1ii6KL8UCIGG2dRerMdbrp59+OtFllZSixYNFrDgx+HaOEeEbKL141zgDwnnMXTBYqqmwAwGisY4k4WjkokBCIJj2vvACIl+QPmSIfZOwTEge/zYkFWUeUuNDglgvHjYIHAo5xNpueAJRgrHkUxwCwsnakAOUOrwieBYIH2MdSS4JhUwSaog3yG6QS/aE/PFOgy+V2vBagIdpSXKQIJGEVlF2Oe4hhbwj0+AIwacP/zaFJyD+fA/x3ie9EwiDAQ2vnd1MjhvfcXz3hMy7aojyze8MvGjk7Zk8pKzlO8n3rj5TvxFQAlK/z0dXpwiUBAGUM3IQ8EgQdoNyjjKIwkoiMQ2FhsROFCTTsDKTRJvmgjfyIlD08TS4hL1AXFBOsaSioOKNId7d9yJFFAeUUxSheENBhFzxGQTMV/ms65AgHijTJm4fDwuEhzARPCNxCzLjEQYGScFjxNpRolBefcifHeYCAYHEEH4HocNqjDcinjTP3HhqkA/jkfGNn2d8481CccEajVJtQsII00EhJz8A+SIXiX5Y6ckBYr+cBSFSSfJSCPuD6KEsQXaoWgXOECuTswIJQIHmvAn9g+TRTLEG1ugin/bZs25ybZgTqz9kAuWaUDOw5ux45yC2EAHyV5gXooZnBnKGLNpJ5HXJlvmcW8rx+rBnyB+KPR4G9gPWeHh4p/EYQIjxFmEAoEH2IKrIIWfts2+8Enh97HLDyB2EBA8FJIN1MDbrg/QTxkOoHC3NnUCMZb6jOFdkBRkCW3CEZLnkXWEA8NlzQ5VvzhDPMGfK+0TYZVby7foeaL/yQUAJSPmcla5UEQiKAJZflG6UISyzKAxYUPkljtKCRRfliNKq/CI3VkVzjwYlTVHsULLILXBtKDjEhrvcgk5lJ9aEomqsyuSwoMgQ/25XvnGdP96PX6CUpyUkBE8Mf7DOGm+N3Z/wMJRWCBhenKR3l2AFprIOuSko4IVCYVBgUURRrCBdKJYQCP72UZbM+iEgWDBR9LFOY6m3k7FNP6z/kB6UVP4NYcFSj5JGSA3x/a6NuyggMii9WPftkDDGwCPC2aKIQzJNcjZhYpCWQrH9LnMjY7fffnt0puyB5GHImyHTYIgXBJKDEs5nkGtIALIAeUKhRknGQ+V7zibsDZnlHDk3uyQsYZDsl3NFGWd9WPN5F5PmAYELXkJIHp4t3mnmJ9cHzxfvL39IngdzSIK5TwSZoDAFZwseeLDsKkcumONdgTRDcnhHwB/SZbw5nD+GB753WAeGj/idQC7zxPsgQyjF4AjpguhDQAhNc8274p4kzgL5tpOq61pPQ5RvPEqQRt5lE16XlXzXdR76eXkhoASkvM5LV6sIBEeAX9ootEZRMMm0hFbwGcoZFl1CaSAl3HeBxRgPBgoOYSyERmExThIyU2xDzI2lDc9MXBnC6krCa6FSv74AoSCyP4gWjTh+YuSx3tqNxGYUaUKbjKIICUFZTtIIg+EPilqhhlIE0TEeG0gL86JcJlGMIVooZBAfCAiWeghVvBGihjKH8s6Z0lDYUS4JdYEQJdlzPCTMzEsCPAqkSc7GwwYhwWuETKLw0AdlD6KLkuxaDIE5sFbbXhTyJCC1EE1+bsroksxMkjiEhf3STCI51cLiBQtczhwLPViRR2SHokGQKEHM2SLbyBz/Z+/G6wT5JvwOTwUeKfI9XBuyQjPeMt5pvDDgiseL4ge8t7xbeCQhLQZvZIRzR7GHpCbxxhDmB4mJFzPge4P32pQotu8EYr3sl3s/+D7h7hwfTyuECtKFl9Q017wrzgOiTEEMzov1+3reVL5bVuFeavl2fQ+0X/1GQAlI/T4fXZ0ikDkCeEWwVpr4aqzQxI+bijmENGAdR5kxibsk8UJOUGh9cxWKbdBUVSlkpTfPEDqGNdXc+gxh8fEOFFMQC62JxGlCbIxSztwoboT7oOhBYnwaBA4rMISuUEMpxcODshi/GDKtYowSSMUmlCbbuo9SSv4PITMQFUgZ3hCTeIrFevbs2VGIT5IWr3xkkrNRTAkJQ/lnXRASwtXwsOGBQWnGC8f/sfLjJdhpp52SLCGqbAZxNJf5oYQTAsb44A0xsS835H3Aas95Q0rxvNlKbl2LKFTtCc+AKSHL8xBb9kPOBPH2/E2VLXAmXI/CAhAgcimSNPZAjgeEgkYeDOcIEWBM3l27rC/yRZgjpImf4xH0ke9CeybXC+zJIeM7wr4TiHn4juFdJtQQfAmlopgBRMbnnTb4JMm7Yn0QD4g+su8r5yrf36CftXwneSf0mfwRUAKS/xnoChSBeoUACjYKmrE+QkBQUFBUUf5IXEVJi1snsR4TE1woxyLJBkkkRukrdls4Me8op+SCmFufIQh4bnwut3MtB4rHBQUUS71NsrBUY8k1tzEnUZaK4WNKF6OsxsdNqxijgBJygrWXxGUqhnH2WIBN4jo3HqO0orDaFnwIDHkFeFWosOQbomT2y70neHTMfSicHTIGAUERJwyOtdjeKMKXUMZRcnws5MwJ4YRc2Rd0EhYEucYTQAEC27tDmCGEjDMnLwjMkX+qViVNFsezAMmCwIMb+2E9eJ1QfgmHYi5Iljlz1gEOkF1fpZh9Q5QZl/waGso98fx4EEmcB2/T7CRxPC8QbzwSzIsXxscTY8u1XXiCn9t3AhHSg5eIuQzRgYyCCx4g45Hy+R7xzbviOw155DlkEJnES4i3NalnV+U7G/n2kQvtW38QUAJSf85CV6II1EsEICCQAMKFsFLS4mU1+RlKKsqM8RBgRSWe2veuAQMCoUkoycYTY4ODckpICYooCqJphG8Q/43XxDeEwgV8lEYU1XjlKIgSiizhPSjsSW9ffumllyJlz1boscqjfNrlW0MpxihXKH/MizeLHIz42lFOqSBl3y6PYgZhIWwJIoK3BNx9EuTBG3liThQ8vC8khpuKUBBa8n0KlWqF+CBb5BpAevF8JW3sj7AjLPSMZ4d3EaqFh8rkSjAHeSIQCHKYTK6Bz9xY/smjIrSRUBX2jAeEPCDILEo3BCGu6CNjeGZQjtPcps5akWEUbOSIkDubyEECIEPmjhqzNwgMBB/PgK8nBu8L7wdyA6my7wTiXUaOmDdOZCG6PAshS3ObOnuoLe8KsgP+fNfYYZ3sF8LJdw05PL6EV+U7H/n2eR+1b34IKAHJD3udWREoCwRISkURIxSD8BOqBhVSsAnnIH6duOtiv9B9NkwIChZwrIiQH7thiUYBLnS7MopSIUXaZ267b7w8KXhAeuzqYPQnTAWlEWUWpRg8XBLt7blI5EUxheChEBHTjrLH/23MS6EYm3VABFD4THgdiht5ClRv2mOPPaJuJM9DONkfSiLhOsTso0wnbeBHqBX7p6GUEu5XLM8HxRUiAIEyFaySzE3cPx4CFGDCzUzDM4HSaZLEzc9NsvgJJ5wQJZKDDQQiSeOuFMiyyQOCfEDGbMITHxePFeFj8Rwln/nJZ0KxRo4M3jxPuBdyB/kgPNA0iBEEAALOPUE03j1zM7jP3OT02HcCIUcQvzjhsceELJGDhFc0TSuWd8W43E1kk2zmwRsGTuQi0QdPsG/1PbNelW+JyHUW8p1GRvTZ7BBQApId1jqTIlCWCJDAitKAQoqygjWwUFI4iguKBL9g+GWNRRmikKaRLI2XAws3nhhTbYvQEJSFODFhLsJU+JxYcppRYlFofRtkgopbeDxMaAhKmAlXMuNx2zrzoqziwcDCS1gYYWL87VNZh9wPciKwdENAeB4F2VjmS60YY31H4SM/xNxeDfEkPt6cu6lAZm4y9y3TW+gcCIHBywN+hMWhAOOZsfMx7OfwtEF0UQrTNPKHCEcyJWkZi/1AMsnFsGU9nizO/BBELN12DoXregg/g6wauYY4U3rZ5KfExyEvCnnGA+LrbbLHIvfmlltuicIGwds0sGTvJkmcn0NAMQQQrmfCv/g3YY4YG3xb/E4giAxk0uSnxMczt6lDVMxdLb5zmv6F8q7I9+AM+e6yL0AFY9575oWA8M5DOskHsjFzXYvKt0SGoSzk2/VMtF++CCgByRd/nV0RKCsE+OVLbDrWYqMYYgEn7wMlilhtE0pDQmncA4DyRLUfnxwNCBBhPoSLYJFGOSUsBotoXAljLVjiqRLFegwxwLKOAo+C5XvLOgoIyjjKGrfAo/jikTDKmKn4QpgUJVxNY714BMAJ5Z1fvD5KI9ZolDX7dvSsFGOIFKQHTweYYjHnDExYENWKyL8hbt/Xy+Mq8OCLvBivi/0cyiChaRCHeHI0YVvIJ8QxaUEEKiIRCsY4dsPTgRKMx8c0chsgx5AxwqTIm8Ezk6SZS97w4sWbSdhHhguVQgYrSBDkO0nDA4CCyNnbt8LzLvEOkBthGl5J5JtKbTQ+R4lPkv/E9wTKP56sQg2ywzsLwY83nvv4448jb1CSuRmPcVu3bh15g0wzxRDYn8GT9wAPGeFzGBSozEbooU9yvr1+le/qp1lq+U7yTugzpUVACUhp8dXRFYGKQwClEwWEECQUFRRTLOXE0lO9hlADCIb9Cx0QIAN4M+IhLUkA4pc3F43FL9FDiUExQHGEqLBGQsZQDvFKEEZEyI3PvSWsDyss+6Y6GHPb93aQDI0CRjiN3UyYFN4CSAtjMHdSRYmxkyrGEAjm9UkWRyGg+hIEECXMTkJnLeCBlbhY6EzaO1MgAJwxHqd47P3pp58eJc5D6uKNECW8ChBU/g3588EcucHij0Jvl6DF84QyTAI6pIjKYMyB3KOUgk/8Nndf2YZY4YnBcxj3qIAFHqGJEyfWGJZ3i2pRvHcQbbwJhS6YrG09rJ33Ank1DeUeWQcHvADgDolGaYeUo4Dbyds+5ZHNHMgZ7yneBUi+3fCA4nXlOyOeE2NC8CBj5F6ZMEAfzPF+QLqQY/vyUbwylOLGCMC9Jsg/YXJ4wLhHxc7B8s0LMetT+f5JtaMqtXz7yIX2zQYBJSDZ4KyzKAIVhQDKNIoHFt+99tqrKj8BRQBvCAqZHaYQrwsPGCTz8jxVbnwURJ7llzeKLwnKXLJGI7EWqzdJtSS+x0tB0geLOeSk2N0bvocUr2hknscKTrKuTbaw2OM1SFLFiHGTKsYoVlinIRKUuk1ynwXzE/uPR8co5ZwpijiEz5yB2X+oO1MImUEZh2xAJihHDCkiRA2lMV4OlxAlcjR4DuURcoASC1nyud0+fneISRYnN4PwKDBECQULCAPKPl4h/m1uc8c6zxpQcH3km3cIDxtWf8gAlbnMbdOQunhFpjjRBgO8lJAFUz7ZRa7jd4fwjPFwQE7whBCShBcATx+5EHjoICjMx/cA/ydXBG+gD8mnvDOV5PCeQkT4Y25TB4NCuUWQeuZjjZRnJsEdzEyOisue6RM/a9uDC+nBY8te+E7BmEElsXgOFmSV/fvmh6h8ZyffrvKg/bJDQAlIdljrTIpAxSNA7gdKAZZiu9lkAOJBRRxICuEsppQrFlyfkBl+eaNgkoBMyAQhJCgCKEgQAxQjPA621R9Fcuedd46UUqpkQYC4L8D31mezNzwqKJmm8hc/Zw4sutzrgFJkrML8DO8QSkrSMKEkirGpaoR3aNq0aZESiaJs5zy4CCaYYfnG60BiLlZ3zpmwvHjFsWJ3pqCMUwoXpdq1cbYo1SSjE+6Cd4JQpbiyZ0I4sP7bFcOwcie1Ups1xpPFUbgZ0/YW8G/kCI+Lsc4TDgihQClHQXVtKN/IJQowl/kVuk3djMW7Bd4QHtPAgjVwU3XSFg/JgvhB5MaPH181JP9Glk3yNrlDzz33XNUZ8077ED/Gotw1JK/QbepmYjxFyCByYYdAhTjreLI44XW83yYpP25cMGGekBTedQiRT5inync+8p30vdDnwiGgBCQcljqSItDgEcCNjncEa6ZpNhmALKDAQjRQzglbQVnCI4GF1Tc8imepHIXSj6JmFGHyFyAGWMrtxs9QfrHQE0qCZZdQC4gQJVV9bn1GScTjwhi2okeYFCFZKCyUESaZmVAdStnyGdbwtGFCrooxyj75CGBryiHzM8olo6QTUuZznwWWasLvnnrqqejsOGfCcOKt2J0pKLUo44QxoVT73q9AmWU8bBCAeOldZI88BWSCsB2s5oQNxRuFBchb8blMMJ4szvzkAZgQMLwehO2Qz4Bcxa3zyAl5HUmqhHFeKOSQN5LibbJn3i3WgneIKkOFcnKQVYoa+ORe8R5DCPA+0SAgeBdNCFg8edski3MGeDUhI8gJzyS5OwSCDHkBy3ieBd4dquSBNe9toTwh1oy8+XhieMZOFuf/9j1IxrjAWUI2494nPJ4UJCBs0Hde5lL5zk6+G/wv63oAgBKQenAIugRFoFIQQCkg7INkXRRvqjhhJSeRGkUBay1kg7yReFgKoTwoMShaaaoqoWCyhkIJyigGKN8oUSZkBqWBalUoDlScYp1JqtxwhvGQLJQnlHZiyFEiKVsaKkyI+epSjPE0gTUhLSjldh6Huc8CSz57Zu8hW7E7U5gDizmEAQUepZqcDdeGUgmxJGSIdUP08KIRFoR8QSwIwyGUBlmLe2cgUFjXUdaTVEZjnRAQQnEgQ/Hb3AtZ5/EeEZKH14/Ge+ETlkUuBqFo3K1DIQYTxgfR5jPwYE94JPBS2cUQmA+yANbt27ePvHB2krkr7hAQKmeRA0Fjnq222ioi4TTec4i4fUcQCfp4/qhIh7LOH9c8ETCCOJtqXeSHcLasg/eKEDyMDxgyyJeJX1bIXBAFksf5LAkhMATEvB/xHKxC3ifkC2LPupKctcp3PvLt+h5ov3AIKAEJh6WOpAgoAt8qOygIhCagJGKBx+qNwoUyYuLoawMLBZKKU5AR34bllbsVSJKluo1pEA7GQ6nB00HIDMnp5GbQWCukBeWtkOXcZR2EhKEMG88LiirWYJNcW1eYUJJkcXtdtmJsQmjIl8EqjbIE9sS008x9Ftx1gLJEHgNKMutN2lzuTEExJHwG3FGMjeLs431ifRA58oBQiFEQUX7t0D88Tvb523vCsk9fPAeEbPl4BhgHTwfle8l1QOHk3JA3GtZ5SAHyDllAOSb8jVA11ooMQM4hwb4eIHIdIMp43VDkIdpY7I0HDvz5Y1dOM/tGEb/11lujeSEh4O9Tlc1cCskFkSY5HM8PXgr+T0lePFu8P3j4MCIQLgfZxENB/gpJ9Ha4ooucQeAhX3g4yWViTM7b3IuDPGF0gAwVanhhICCsC7JkboN3mZs+lCRmTry39g32xvuExwk5A1OKcYADZB5yiteJdw6y5Eq8zLpUvrOVb1d50H7hEFACEg5LHUkRUAQsBFC0UA7sy8rIi8CKa5QAfrmjnKBYGKUfxRGLfSEPhivAhFWRD4JSjQKINRwFCEUEEoTiRHw64SUooL6KYLF1oJRAZFDEaBACwkdQSmm1hQnxXNpkcVsxxvqM58XkKaAwQwoJHaGaDySAPBqUVc4JfFBIuVslibXY9c4UPDJYksknoHE2hORhvSfPw9crYUKUUHpJEnbxLJjL8AwG5JPgISp250ih80bB5rwJBQM7CLOdIM+N5xAQEvQJQTIldgkz5BwKVbNylW/6QbQ5P/KuXM+LXBYIKYQL0sSaKLXs2oxnEtJKrgvyapLFKYWLbLEuyC65VnhckH2jrEPW+HnSRogSXg2IvqucQJx4BzACcE48DwGMe8ZqWxP7hkjZxgW8T+SQQQg5B0g832WQWkIT+d6j6ARVugpVa3PFQOU7O/l2PRPtFwYBJSBhcNRRFAFFwAEBknIJqTAWZ0IVsOaifGOdpaFEohTFf2lTdQhro6t3AqUBhRCrKyFVKEfEydshMygQKDOER2HB9FFKHLZbLVSnrjChUMni7BtFDRwJ+SmUgE2IHNZ0rPYmN4T9pA1bqevOFKzzFAegetkuu+xSBaEpI8v5cAaEjvkkjpsQJUrlupRjtW/WRh7wwmAphzD4ekMWLlwYWb7xMMQT5Mk5QglF8YcYGRmAfMUt9hA4XyL89NNPR/e1kNdEZSZDfAvJZvzmeJLjCUfEMxjPlapLtnkXTaI12CG77Mm8m5Aicosg+zRbWbfHBg/ImU+OiAlRwqMAgaqr3LB9czzzISOQCUIvfZptXDBhnnhazSWjjIv8mypcfPdASuhj5xshJx988IFXorrKd7by7SMX2jc5AkpAkmOnTyoCioAnAiieEAL+NpZqu6QlYSpYKFGc7UoyxmINWUibq4AVlthxU82HsfEcEM7iSm5ct00SOt4GYuCJjS8WJlRbsvirr74aKXNYbV3XBwlBIcTajjcJJcyQK6Oko7wRhkVpXsiXrbymCVup7c4UPELkCdmlUk0ir7nIkXAxErr52zdXwYQoUYmomDJf7GZtcIIM+9yVYssBpI98FjwbVGKjQawh3VQfw0NSrJoVZ4zcE3aDYu3ixTFzo9ASVggpIDSpWINkIOv2zfF/+ctfomfTeGPwLKCEM67JMSLxHNnnvFHWSeQmVMwo62aN7BkPAeFgPnvmebAix4eqbsXCm8grI2QMD4UJNyO3hIpkrC9pg7jjoeV7jHOlvfXWW5HRBOJRiIyauQjHg3ATVua7Z5Xv7OU7qYzoc3UjoASkboy0hyKgCARCAMUYRYXwD2KjST4mGZiQKBQEFHXCNmbNmiWEefALHcXZtlinWQqKPgohFtmkt1Unmb+uMIraksUJUaLcL0TGN1kcqzfWaEqHEvpEoxIT4Ubs3yivkA/CkUwrFLbChWxpmlFEsQjb94YUusgRRZ78HOSBlqYoQXzN5H7gsSAEz24QPAguXhgaFm9yVFzDm3jGWOeR2UMPPVTwUDAGZBCPA94QZD1+qSOyDr54DCDCeOQIoQvlkSt2czxE05SzNliwTrxirlXCTLI4JIuQLMLpUK4JgeRd4ywJTcIjZzfIDyGYEBPyQrinxuTlpJEz86zxdPJu2WWf8cIRNse9QabhieW7yOdWc84WAk/YIPkpeHbZL3fE8G+MKZAju5HPgieWEERwhvwRrpWU9BbCqT7LN55tqpvx7iUtfV5oz6WU7xCyqGMURkAJiEqGIqAIZI5oJaNNAAAgAElEQVQA1ZuwzmMtxBqOskkIFsSDRF0UdqzgfI5lHMKARRxPQNrG/QooPMSiJ72UL8kaioVR1JUsbuZCkSNkhth3ksULJRoXWxfKNEovoUAQEWLha2uFwlY4ozStkCJqcihIQDcXyaEgopxgZSZMCyUZKzbkC29NmlbbzdrsD9kj9AsPHB4DfgbWPtWbWB9eJsYgpwQPAZ4cFENyoOKhhRAAFFbOBA8XmEAayWNCPkMQZfIwSNrmXO32+OOPV1WVQjnmXcQ7iGJN0rVP4jThZoQgkcMFgWI+E6oUvysG0gK5JOSNPCUIJko53wmQMdtjl/S88XRy3ngp7EbYJR4ZPCgQcM4cTwqGEM7bZ888jycEry6kDU8Oz7N35o8TC2SY95AwQRr5cHwXIechvovKQb6RCfaMnJN/51t8opA8ZCHfSeVQnyuOgBIQlQ5FQBHIDQEu4SI/A6UAizGx5LbFGeUcZYTKTZT9DNUIjTGX8qH8+cbep1lHPIyitmRxMw8hOliQURhReAjjQNnzueSNsSB+WITZL8pfoTyLQmEr8f36eiRQ4CGYJC7bVn2TG0AYDkovZ88dIhQHoHIaCh5KIc8Rs08IG8qbCXvxOYe6btZGaYb08gd5xFPXtm3bKF4fpZiqRiiuPgqqvT48Gyhcdggh8g/BYE775+Z9gASwblNu2Ge/pi9EBmJBJaZ4yA8J6YQiQcbJi6BKHPJIP5Rp7nihqlPcY+O6DogHsmpK95rnqF7GuuI/N/KB1wjiZ8oNu85n+tV2czwheJBACC/eB/YO+cD7AU7IX5I7aszceF7w+PDO2o27gFCU4x4wvEXgxJmTyE/CvKv3yR6/nOQb4sV7jFxRJIQQUB/vk73vPOXbVy61f3UElICoRCgCikDuCPDLmhuUUfLsZkK1UD59ElVdN2Q8A679Q/fjF3FtyeJmPhRglF/+0CBQPiVU44oK3iQ8DIRDmBLB9CkWthLfN4oayjMhNElbPJGXfAEIFXs1uQKEsBA+ZnIUUKKpJIa13Jd8odQyB6FBhXJpsFrzc8LTwNn0gaghe+yXNROmlaRUMWF0hBnZmLEWQuwgX3YjFwUlFOKBFxAFlXWgWBe6aLC2MwA7PC+mbK3dl/A38mUM4TN5V3jJCBvjskr+zXkXunCyrrPHqwKBZCxD8qnGRqgWXgfb2EAoFl4DZJPytYRdQhIggL4GAr5L8OTgdYs3zhAPG8UGOAsUYJqpvgfOrAOyQF5QkobBhHA74zXkfYXc8XM7lJG8HUL/IILIM2SEUEhCIn0uCGWN5SLfptofpAPvF0YnjFCQTd+CBOw7T/lOIhv6zHcIKAFRaVAEFIF6iQAWPX5Z84ubX9KV2GpLFjf7JUQHSzEej2JJ6HgKfJVTQp2InbarURULW7GxR1HjTAgrIp8jaYMA4Q0hxI4GOSA3xIQJobyilBCuYceLIxfgkPbOFHvdKPgooyjbduK7UWKxWqMcESZFgjVn4dsgHxRcQAFjP+TZkEfAmHYBAHNBJnPad1bgSSAEz9w34jt/vL95vwiFskmoqVSGYod3gHLCnBHrTEK8CHWCSKB8EzbIPpAfUx6adUHuqI5mcirMWjFMYJQgDC9UPgxyRs4HYX22R8iuvkcIKGvE64qS7Nt4R0iwJ9kd4ga5QsnG02W/w3YBDjMHF4SCBUQ7RHgS49Yn+TbV/vCC2Q28yNWxZdEXd7t/VvKdZo0N/VklIA1dAnT/ikA9RYDynlhJsdK6Vn+qp1upc1nxZHET5mNCdLCM1maBRqlDeSMWPamiVlvYir0BFDWUMhRUcnZMQ8FGyfI5K0MmDAEhgRnLMY0qXXioCIkhlp4YeeMZCXFnilk3+QiUzy0U8gMBJhTJlJPlGZRyLOwQFcLVSEC2k+rrOmyUQRKgUcYJy4qHN6GYQ1AIRzLNJC+Tw2Pu8EB5TpO8TOU3E8pnh5XhlUEW7EplhGXhDUAxTkL8qHzG+4z3g5Az43Uw+yPnhXBLwsDsZnv+CFGi0hihmkkb3g88DHjSbDLFmRByB1Ew4U+QccK1CAVkbnLHfBKn8SYyDwQOko83xPZakieEtwXvrn1XkrkgFKJEQ8YIz4tXEHPFoD7JN3lCyBDko02bNlVboCABXj/w5/sriYzF8chSvl3PQvtVR0AJiEqEIqAI1EsE+CWEMhDKClgvNxlbVDwkDIUMBRxrbbGGcopyiNU2zeWNtYWtmLlR1FgTxJC8DcqJmgZhQLG0q2n5YI7CRdI2llAqBGF1N6F35OtgOSU8BwUl1J0prA8LPdWIyAWyGwoMpIRQHNZCjDoeH5RlcnEIn6GiGGsGf1OxzWfP8b7sl/GZ21ZWyVUgRAeMDfkCB/BI2lg7yrVNBlDQuTGcSnTE6JucHKO0Q7TSXpYZXy+hQ4wJQbFLb6O8T5kyJdojpBYFFe8TeUxJwzHxpkFy7dAskxDPusCXUDWIP2eK9wXiwNzkGhAWRVhc2u8kPJ94dVmHTWqodIeniL1DUJExCBu5ISZx3fe865N8Q/LYux2GiDxjAKBIAx7PSpNv3/NqSP2VgDSk09a9KgKKQNkgYBQz4sNru5QP5ZTL2MiLwCthLrjDI0EsfRoruQ2WUdS4+RmLLJ6AuXPnRl0IlaG0JopTGg8MCjCeHqz/piStWYPJewl9Zwrjcz+GbYUGOxQ/rNFYsCFAeGuwahMCRXK4CZ/BY8GdMuRqoNDbJV99hI2xse6DLwTANOaH3BCSBdmBfDEX4XNU2kra4ntmHBLO8ehQ0QnlH3KLdw5LPYQlJPEz6ybMqXXr1hGephnPH/k2ECTC0lgDleTwiPpUgLPxQYZQgO0kb1N9DwWfs0WmwQZLPe+WCYmDHPKZkX+ICB6/JI13lfcaPO3GBaHk6xiCBCasBeJHGFvSVh/k21T7A0c7zBHyD0kyBoBKk++kZ9YQnlMC0hBOWfeoCCgCZYcACi/KD8pusYZyyn0qeD6IWceyiAJDw1OB8ljb5XQ+oKCokRNBiA6N+w/wiJjEcbwE8apFKMpUkvLJHWDNeEFQtrFIxxOQS3Vnio0FIW/kCdjJ4cTms1es8STGoxDjCTHEBULA2lHgkzTCT/hjLsg0Y2D9xkJMOBLki38TOsXPKWJgGh4s7rKgAlOSRogRVbqQJUMiIUU0/l8b8SNZPUmDZCO3EFe7qAC5EpBnCAgNkkduEOeCXJvb6nkeGSSULUkrVH0PkkJOlSEXzI0XhFA8Gp+DEZ4in3BDsz7ea86Q98j2pBCSRTUuFHTwRsYoBQ0pRC7Yu2kQYjBPSsTykG+8SHjU7NwfCCWk2xQkqDT5TiKTDekZJSAN6bR1r4qAIlBRCJiynVhridMnZATrOaEbhJAQMmQnMifdPIoaYTJYn403hvtI+D9x+SQo2yFMWJlR3gmZgRRhPfdtKHkooFwahxKGcp3FnSmsk1Ad8CzkeWJveGfwDrAucE5amjeOCQq/7UGC4GCVJySLOSBfnCeVuvBCEaZI4zmUZMhLbYS1tjMwN88XS7qujfj5nq3dP75nqoIhL8bzh+cH2UKWIAGUyN11112jIfC64SHhPUjSilXfM2MxN3NQJQxy5luNq9ia4ntGptgzHhDeZSNj7BXCQjU4PFI03gHysExie5J95yHfEDeaHVpIBTZIHJ5DWiXKd5LzaSjPKAFpKCet+1QEFIGKQgDlFMshf2iEa6DE4IXg31zaZycy08dcduebp4GihrJrrMCMZay4KOFU7DElVbFqorRxVwdJpyjySb0ChI5g7cfCzR0gWd6ZUkxYTPgMlnis2NzvgCJl3+MRQtDYO9Zhyvf+9Kc/jRRPvEwonngLwJSiAyh0XLaH4k6MfSmaK/ELMTflWQkphGQZYoVHhFBC9k84GmFu7B3vHlXikpakrm29piQ1XggIOGSYu2JYX9Iww2LzUVwAY4F5l5ExvIeQT7yOrAGvB439UyYaD0wpWlbyjUxBHPkeIySroch3Kc6sXMdUAlKuJ6frVgQUgQaLAMopFm/uSiDEiUa4Et6PH/7wh5HXwU5kJqQEJYYwm7333jtKqk3bCAkiaRjlwVgwCQlDcaSUpqnmhEJje2EoYQt58VXi8rgzJY4RRQLIDcEibcJnyAsA30KhT1STooQsOQ2ErPnk43DG5HiAFQ3yheeFsrk0lHC8RPSDUHLeJMpDREhkJ6SH8DD6obTaCd6+Z+9C/MyYrIfKTVS8gpRSrMDHQwTBIryIECgqUREKZ/IfILYkbeMVI1mbxGXGZ076Er4E1lSdImQrDSlkPJR/ExLHHGAMGS4UekUlJ0ImCTfEi+STKE9iPR4+8ELGeLfJhYDEE4rGO0WYGrkS3BZvyAiJ+3iGwHrrrbeOiAnPJgkN4/x85Zv94gHlrPbff/9ac9XiMkeFMUpR413ykW8uzoRw8yyVwfAYYWjxwTu+lizl2/fdq+T+SkAq+XR1b4qAIlCRCKAMEfNv51wQVkGICHdZEEuOB4TGRW4oMIStkMyKsmDHYfveam4ApVwuihNKMiQEBYkwFQgRCjAeCxQxYvRNQ7k0laV8b7bP884Us35i57FMowDWRaCwaGOh54yonoSCSgUmytv63vpM2V48LpA50yBCeIdYE8QGkrFw4cJIQUYRxbpMqV6UchQ2zgZlzbe5Ej/GnT9/flRGGQ8Gyj//R4GmwpnJTXKdn3wArPyGWPEcSeEQPWQBkkPRBcgfhBcZpFQzYXOQL7xTEBlIim9jbhTqq6++OiKctTXyfkgap9QwZ43XDxlhLYQt+jY8LeyP5837y5kSDgYZ5XOwZH8QEowNFIQgBwmyBB54jJLcXu8q34SFkYzP2UCISepnfXjsIIn2/Sou+3eVb/aLoYWCAQZriBr36eAtsi+2dJmXPnnJt+v6KrmfEpBKPl3dmyKgCDQYBFA6uJcDBcxcVvevf/0rukyNRHWs5BATlBhzKzaKBGFV/J8+Po2QLKzthKWgqOFdgXigfGGlhXxgISW8hAZpQqGk/j+fJU0czvPOFCzEKHkoPCiIxZRTsIEQ4CmxrfAQBkKGCIXz8QqgkBIGBKkzDQ8AijdKOGOiBEI68IJBOO1GdTHyg1DWfMmPC/FjLs4F2SJMys7JgAyAlZ0/5CpnWPbtRGvC0SBxyBRFESDcyBwXNIKtjSmVzFgL5AAviW9DniH1KPes38beHouCCYTEQbKM4k0OFnPz7sULM9S1DmSMkDKTlM8+eD/JD4HQsSYwPffccyPSH1+XWQdEwLe5yjdYc7u9LU94nvh+wQMESfBpLvJNEQg8X5y3XSWOeSAmrMmEsPnOzV74ziKfC89ZIeNCKeTbZ52V2FcJSCWequ5JEVAEGhwCXO6FgkZMNaEbWMuxfJP8yS9VlFXCpiAqhGnR8JaQv4GFHmU5SXvrrbeiuVC2TOUgrMBY3Am9QmGiobijRHOvCXkj8YsVTZld1zXkeWcKN11jAf7BD35Q7U4Ds3YUGUKFzK3u9p4Iy0p6qZw9DueJ1ZvQuk6dOkXeKEhksVvDk3q6zJzFiJ/5nLtqCItB5uIt1J4h1pAPPAtUISNPA08fCmQh63faPSOTeLt4N0iEjyeh49VC6cb6Hw8BQtap5ObrDSgk/3g8kDXWguxwNw3eHSqIFWr2BZ+u75Pdrzb55t2mAAXkIx5SiPdl1apV1crsJpmfZ+LyzfcU4Y58fxVqac+6Psh3UqzK9TklIOV6crpuRUARUAQsBPgFzC9oqiCRjIwyiNKPNRXlECsxYSJYT4kRR1HAI4FnhF++vlbLusAnZAilDEsw5VLxeGCpJ4/BVFwyY6BYEf6BMu1rMWaMvO5MiZMg1oL1G/JhcjAK4YRHAs8FOTOQPzwGJJr7NIgdBMRUR7rpppuicCcqCRlMuDyP29yLeVtQGCEHKLeurdCeeRallLAgcl0KNeQNJZJwGxRzZA9Z8PEEEU5GPgi5L4QYmftnIAA03gEs4RDA2kKQwN+nolWxPUM+GKeY9xAigLeLUCXIDPkOKNbs36dRXMJ4l3gOrxqhj4RU0jAk7LXXXrXuiVwaZM0nP6TQvsnhIvcEg0exVgr5xoNHuJfJiSJ0ir2YUNNCa0G2+Q7yyQ/JU759ZKIS+ioBqYRT1D0oAoqAIvAtAlwYiHKCIm+HEhCeRagUuQk0lEUUNpQkLoJDaTONn+HVQKms7RLE2kAnRASFgRAtvCPE7kNCsNyihNJQgFGYUY64/ZwQCi7B81WW6tOdKSTlQqQoI1uoQTpQQiEdEBXC2LDsU04Wq75PIzzHhOoQkkQlIUNAIJt4aSCi/F0oAR5lnZwCLOqUdrXv4vBZB/gTWkdlqkLKNUodicLIGYQUuSN5GrIGKfGZ194zWFLxzRAQ5Alih5JM7kehSlGQFkg32EMgkso3+OCBINQOGS/UKKOLXLMWQpN4LyEjJLiTNO7a2BfNXKCIrODpNAQEQsb7zJ4K5bwQvkS4IHslLylNcj4eCAwWeDizlG+8piTYGwICrhTTIEQPUkpoXrwRHsd5gwleMx/yZY+VpXy7ykQl9FMCUgmnqHtQBBQBRaAOBMhbwFKKVwQLJYnokBHIAUohFlQayiK/sAnp4WfFQh7qAhwFheoyxruCQk4MO8oCyifWSXIVqNJEH5QsFIqQypK9xqzuTMEbg+JLeE78pmzIIQrUKaecUq2kMT9nfVjSTX5OXfjGP+dMCbHDu2QufuSuEhKD8TCZy/vMc3yGwkp4EQo8BQIMafSdm/4QXpTgQtXA8K5xrvZlejxjLrVMkijO8yiG5AUgNzZueH34QzJ+vIERBATPIMTvmGOOieQ/ya3m5qJMFN14g2jwrnEetjeGogy8U+TEJG3MSy6PjRtYUlmKHJB4404e5JK98/5RJIBiED4XhJox2RceEMhrvJVSvpkXOebmdBPWBpYk4duXZ5o18f5RnQ/5xgMM0aeIgblDxhf7POTbd43l1l8JSLmdmK5XEVAEFIEECBCiQ1w6CbVYE00iOL9YUYZQaIj9xqKM54IQCzwSW221VXQHCL/0fcrImiWi9JBAS/gJIVh4CPC2YO1HgcIqjiXZ3AcQUlkya/C9MwUyRAgZVaMo6erbsDJjqSdMytyUzhgoo5CvQsoneQxY9E1J4yQx7YyLR4ExUMghgZR3LRRehzKG58F8tmDBgsgyzzNJlHEIJnMTEmZ7FfBmEUJEonDcSm3ygYxXLsmesXAjz3hw8LBx1sg6XpB4eBdJ2yikfGbCEMlZgTDat5K7njchcJBJiBVeCdMgRnhFUI4LEUrzLhg8fPdNHgbzEu7G3glvoygB+4uTCs7VfIa3wISFQcD4uW8j74bQOd5hPHl2K6V8s25kFa8Zssv3Bt9TfIfEwzYJd4Po259xs7ypTua7Z/rnJd9J1louzygBKZeT0nUqAoqAIpACAXISqERFGAelYFHCsFiiIEEKCNEiVIc/eEpIIIck8Muc8AUUauKta6sIVGh5diUjFDWqC+Fl4d8kDts1+FGWsE5DVEIoS6zH984UPDOQMP7GO4QHwbeBKwQGrwIWdsJ0sIJDxAhrK2SZx6KMFwNrvqlOhjcBr4hPSVUUcuaGTFJOlrCfeFgURAflE2XdJxeiLhw4N84VBZsEfMKMsFhDYAtZ5k14EjjRkEtICaFLPuui1DTeDEgOCjL349iEgLGp0kQYEtWhUKBDNfbAerlnBa8iHj1TjhiFN94gG3gWORdIP2uHpBsC5ZoTwz4Ju8NIwDN4fKj4FW/IHPIDtqEa3jNIAF4FiIgJ38xCvpFZzpr9Q3TBIN6QOQwoeEZCFAEw4+cl36HOrb6NowSkvp2IrkcRUAQUgRIigJUS5Q4FjTK5KBJYEFHeKHGJcsFdDiT8orhQ7YZ/oyCbikBYX/nj2/AMoLSQdwDBIUmayl1YbrHImlKjKBjkgoRoPnemULYYgsVt1ygbWFDJbTDN11KNcokSapKtCbNij4USZyEl5GIQFgUBxCNCvgx/45Xg3z6NkBvOspDXinWg/FK0AKJAfkZcUUOxgxjYd4+4zI+ijyxhnccaj0yBG+Fd8UZOEqFZeAogTMYzhicF4kZok0/cPsQWQlAooZ+wJ0g4uTFcxsl61l9//WpL4nPeB/bukxsCYYRYk+zMDfWMAxHD2xVvEH3IAMoxDZLPcyjUEENCqeLhcrXhDtl98cUXo7wO29vGM6yDPBe8BeCIHBF+ZTfeD95L8kl8c5DIL4IwmhyYLOUbrCDWpqKf2dPHH38cGQ24xwX55s4Q/h1v5SjfLu9fOfVRAlJOp6VrVQQUAUUgIAIomCjcKHvDhw+PktYJh+L/hLNgQcdqjEXREAJ+RkUtX4WYZeNNQRHCYkuYE6EvWPy5pwFlCWWBMAvCsFDSIQJxJTHE9gvdmYKiTwIz3gPCrtgfSqJR6tLcmWLWzL5o5pI583OTL2BuNif0i7VwBwVeIXIUCoWaJMECCzIeAuL4UdYgg5AV7kGgoZCiqBLWg/cKMpSmcWEmJATyapMJCAfeLjxxhPnhAYAY4C2ClKAMU7UJmUjbIL2EgRFGw70ZWMcp5wsGxrtEmV3OAUx4L3wS4+PrI6eJ3BTO0w47g2TwbrFX/uamdUKoIPiQEPIWwB7ikubmetYD6WPPEF7kCVKIF4ocEFOpjHAmPsfbCOnxJSDxfdcH+eZ7DDkjDNHknPH9QhWtSpXvtO9HXs8rAckLeZ1XEVAEFIGcEeAOj9mzZ1eFBKEwkQdg4uepqIQCimWahHGfUKC6tobFGGKDt8MoS8wB4YGc8BnkAyU1dLPvTMFKzz5NWU8UXsJoIEfcqWFaiDtTIG9c/IhHhPh5CB8J4FigsfpjxcYCbipYmbkJq4KMEbaTpkEusA7jdbK9BKayFAopCjH3ioABOSUmUTzNvISyQTpN8jSKIfOAAX9IJkYxxhNmKj3hSYEEIos+3ohC6wQ7LP/2BY1mz8wD/hAPPDIQb5T1tA3ChfcIrPGikX+FN4IzJzmdRtgU3ifIiGnkr5BbAh5pGgSL3Br7cj4IEJ5G/vD+ETrGmeBNAOOkl4OadeYt31SBwwsDobMNF5Uu32nkJM9nlYDkib7OrQgoAopAPUHAKKdYSbGQ8sscbwhWY8K2UEbJR0iSuFpsi+bCNJQlFHzuTMiimTtTULqwALdt2zaymELIUPywYBOiZCr9hLwzhTAhvA4oSRAtwuFQgAndIQcEJRDFMX5ZIUnSkEUSxAl9ITSOMKJC5UeLYcgZQ2JMKVO7Hwop47EWknsZH6XcvuMCBZa7RlgDXgvXBt4owoS9oPDjVYIMQMQIIWI+iB/Ex26Eh+ERMT+HDBE6SAEFn4ZHAzITT65fuHBhRITIteH8Ufy5Qyd+xwWhdPzhrHxIOMSKUCw8TOyTsyW/CBKCtwWSzXtle4YoZUwZZ+N5Mp4qFGuffAaq2FGAoNAFjcg1Hi+8PpAj1gQRtO9wQU4Jr8I7Ysr9umCep3xTBYx3gxykeKtk+XY5l/rYRwlIfTwVXZMioAgoAhkjgHKK5Zda+zQ7OZz/E45DrDk5CqEbyhJeCBQ8wkDSWrxd14eCzZ7iVXSwhKMom4pUpbgzBfKFUmos/qzZKMOEXNkNYoKVnLWirKKYo1y+9tprRXM4XDGgH1Z3SCAlSrGGYxV/8skno2RpIw8QF8LlCGFizViVC5GGuuaFxNj300BKUNTNhYrmefCBeBCKRh4LeyeBnFAhvCmF8hnqmtv+nLto8AAwB3kZhEVB5ijIQBgPDWUaLOiLog5hoWgD+/YhIhBNyIMhGmCHpw9PCMTTbhAS3kP2DRGmHyFE5LYUy2dw3TcyDW4UWGANG2ywQbQ/5A4yxNmCO+uCpOA1wqvBRZWcvc/dJSrf35xKXvLtKhN59lMCkif6OrcioAgoAvUQAcKRUMhQOrMiAygseFoIySLBPV7iM0uYSBImuZWqRlncmcLesNDifcBabyvofEZiNGEzJGujnBJrT5I85VjxppA8Tw5LkrwFxmaP5L6gkEIG8QJBblCG8byQm4CVnNyR9u3bR0eBpRmPCRhh2fexzpuzJCwJQkvOQzzxmnAsZMFUyMJbgkxCiEw+A0n7ScKG8D6QB4Sizf7wUEAyCYcjXAyCh9cGGcT6TzllsIVIECrH2vDooLAnaXhFIDPxymAQUirO4R0CF+bFMAAhMvkM5IYkqWhFXg3hXuRWcQcI8mSqOkF0yMGisTbIJ6GYJsGb7wE8Q5QsbteuXaKzVvneppqolFK+k8hkHs8oAckDdZ1TEVAEFIF6jADKFwotYRrkf6CQxZXiUi2fcCdCYZLcvxFqTSSsolgTyuF7Z0rSkBmeQyGm8hPKNgoijVAclGPCsrC6o5jGq2KhQCclilTKIl7ezMeckMEf//jHkeUfYkFCNfkLce8XYUmE6bA2LOokysdDx2o7E3JbUPhJksbrY8oF83M8cJAiFGaIECFhYGQanhQU5yQkgGfxBlCJzW4QHMIO8YqQvwHJgBTHyRWXekL+6AOB870fB2WecDo8MCYXB/KBlwEySAgYoW7kP0G2CAc0Lc1Zc17xcCoqRTEvckYIInOiHFMAwG4QU+QCDyWeKF9PaLnKN8USyOOh0hcy6fM9mJd8h/oeLPU4SkBKjbCOrwgoAopAmSKAgkcFIy7xQkFxvaOgTLdbtWyUXcKyUD587kxJGzJDaAwWaDwOKLVUb0LRNZZ6rO8oxCjQWMmpcuRTptb1XCAljE1oFAowN0mbywILjQFhRRmHsHKnhQ9hZS/kIuAFIV+BSmlUh0IpJjeEMCgICsSGECCIECFBpWgo1Vj+CQVk/9yrUds9MHgK8VJAln3vxyGkCg8IoY3sC2WVvBpIF4QQ7w7FCCCGeMYK3TAfAgMKT3DGkFz2gpcH7Is1CBL9OBeIsM8FjuUq3+yV70HKhnPOhMW5tvok365rzqqfEpCskNZ5FAFFQBEoUwT4BewT816m25cIiY4AAB/BSURBVKyxbN87U0KFzBB3jxJO0jSVsVBCUd6ozIU3wFwmCUHBSu9jlXU5G8osE6KEJR7Fi1Apkw9T2/OE+LAWrPSE+cRza2p7FkWNPeOZIC/CyBv5OOTqkJhtrOh4TcAi3iAEEDbK+fqWb4ZE4fUh1wSiTagR+SCEpdXWIIwQNTAiURzPmZ3XUxfehGLhecCDZe6c4e4YZAlPBJgQEkfyfaEb7Vkj4XDsOX7HR11z8zlhbjSKDZj1Q/hqa+Bs8mBYF1XGbC9NXfOWo3xzvpBR5AJPEKTQviOorj2HkG++A8iVghj7yndd68vjcyUgeaCucyoCioAioAiUFQJ13ZlC2FjokBkbIMJ1CDcizMk0PDRcMhdvhEVh2cZajUUb5d2HpEACuL2c8CAIDuFC5o6HYocGPngPIG2ED5EvguKcJC/FzGGqgjG2CbUiRI8/VGeKNyq2kStBiBS5IXhifBpEgiRzGnuH7NVW7YuyxRQHYF72CRlBBri/JWnjvKhShoJr1oLCCxaF1oInBQ8lXgy8RHjsfM4asojnjnt+8KoxJ+WBizU8VOSpQDqoRoa3EKJsbkNPum8f+bbnQLGHiPtUZUsi33iFIJacCwQRWcEDlKb5yjchghSf4H3kslhKetuhk2nWksezSkDyQF3nVAQUAUVAESgrBOq6M6WUITNYjIlBR6FGCakr4RsCAIHAeo5yZqzcSQAnDAiFGHJBlaxCDYUOqzkkxS7lSl+S2QkzIqTMp5wrz0JiSJTGC1OonGyx/aCUEkJFOJOPldoej71A5EjyL6bkkZhPCWe7VDFjQEwgQuRR+KybZ/FokAfEvJ07d/Y6MpRkwtN4PklDqSY/hfyvYuWdIRyUkI6XKkZGyRMhj4eQNB/F2Fe+2RteWdaCl4jyu6w9fhO8CwYu8j1v3ryoMAZFCuy8IcgiZABShteOyyR9mo98E+IIsaY6Grk8hMyBMZ6ycm1KQMr15HTdioAioAgoArkgEL8zxSdkJumCCUPCwm5ujN9///1rHYo8DsKUUCa33HLLpNNGz1Fli9h3ktGPPfbYGko1BIF7Y1D4TSNkBQUdZRyFlBwHvApYjX0UNZQuwrC4GJHxXENPqGAFKYzfLeIKBEolVcdI0iZBHjJgr5tzICEbZdwovoRx/X975xZqVdX+4RkhBUXmRVFZVEJ0sHOGoaIZHSCTQorSDLQySjtJEYV4UxdmWFA3SWc7WV1oFIalGJZ0TooOVmYZGoXZQSML6uLjGfzHYu75X1vXXIe519jreUE+cu+15hzPHH6M33zf3/uSbUI00S0M8Ud2gEMivpJGA5Z8Txze2F9pFffIQTwyoXVunGXT6LWKv8d+QWxSSsb+yYtGytsQmoiPvLCjNI422pSwwWDr1q3BnF9vHkd/99Xo/kbM0toWnxRZF/Ym4haB0GzsaX/DAn8QJYYx2M/MECLrxDBT/ps9x9yaMtHI/kbo8G8HUcw8mxj8fZlyvzL3VcXvKkCqoOw1JCABCUhg0BDIz0wpWzLTKgTerC9YsCC0Zt3doRbPBm9r8yVbrVybLlc0IkBQcPCOQQkPJTkcQmkRS3AI5bBGWQ+HeN7U8ne0ccVfEgc8Nno/MGZOBdemBGZPwQGVP5RuFYcP7umzxZ9zsOTtMyVdsTMba6H0ilr8fDco3krTbpY6/egdYcYIWQWGbJYZGsl9UFZFCdzjjz9etwEEYoNDMGIUccQsF67dSgkY1yWjwHeRwUFwxmAdrJ1nGgPxjd+HRgLRkE5pIGzYo7HLV6Pc+9vfCBRM+5Q6ctBHCJHlo3QLwbenrOCert/f/kZgIrBp3RyzOvBhz3PtOMUeIci/NTIhrL1MNLK/EcJkMtnP/PtvdV+Xub9O/a4CpFNk/V4JSEACEhj0BFopmekUHEpGqBFfuXJlqBnvZGAIx4dCdiIG3gm6WnHoLpbi8Naagxvm+nYFHglKvTjss+Y4OK9T3bIQJPg+KAGKEdvmInqKLZHpIsZzoL1zuyNmmsjQUCrH2/hOBFkZWhRzII/iitbBZMUQhcWGA2QoEE4MuWxH8H0c8BFcdFojO4QoZBZN9Mq04zr576CUD+M5B/44/4afcx+Y7otNARAhcFi3bl3HMhPcCx4fMpKphwIk9Sfo/UtAAhKQwIASaLRkpqqbpGRkypQpYZ5IJ4PsB4dS6vDzZnPeCiNI8uUi8T5oo0s5FR4NYtmyZeHgXMY4Hb8LjwuHXDIBeC34Xg7iZb0mZRghdrhfsh35FrQcDAnEVTFYI5mfWK/PoD8EWJmZKfE76ZrFd0V+/D1GdGZVkPXpVOAvgTF7K8aaNWtCt7T8fJb8fZKpIItDIJQQ67tra7yne6eskDIkMh88a0Qfrak7FYhJ/tAGOwZlaAgexG69jBb774UXXqiJ0Fb2N/++tmzZkp155pm161P6RykmAj/1UICk/gS9fwlIQAIS6AoCeyqZqeImMcpSw0/2oRMzQopr4C1xXjxwQOdgjiG5nimYSeb4BWjfyuGOTlkYlynrKtO2l/ug9IaDP14PDrtV1cMX18y9cDCnQUC9t/GULNG1i6GWlJEhHlgzZWp4BsoYtulYxVoReVyTTACHUbwEzGHpVOA3IfL3ysGcBgT1yvzowsZBPIoiBAxzNPAjwaOsOT+/LlolkwXBY0LXr05lfbhm8VnTcQxPElm+YtAml2YRiAT+TbS6v+mSRSaTTEtsSEDGkdJLupClHgqQ1J+g9y8BCUhAAhL4PwIcxmmn2s4Sp7JwqfunFKo4G4JDMoJj1apVoT0wdfzU9dNiFwGCYZx7LxO8Fcf8ztt1vqNe1qXM9zX7u9w34qretHjWSZaAg2PsnIV4ICOCnwDhUMbDsGvXrrBmSn1gTLcuPBgjRoxo9vab+hz+FLJ/eU8IX4QIxTtCdoxMXOwiRfkWwpTfxx/SbOkUJW0IH/Y4pVGxRXNTiyj5IWau8AwRWMVADJHpIRuFT6wd+5tGBvyb4RnznQg3nn0zGcOSS+34rytAOo7YC0hAAhKQgASqIYBJeKAn1lMmw9vg2MmJlXPQ5lDKm3DeEvP2nMNc7JxF/Xwsbcm3Om2UGodcDmpVlJ7VuyfawCKm8IWQ3SAQWfg+ODTyFpu35xi2852zmOXAW+6y2R++H+M0B1SyClVlf/Jrp4UtZX4IKNoRx8C0jdgkS0DGpNhFikGGHNYxdjcTZHwmT55c49zMd7TyGeak4GVi5ksM1oQwwRuE96jd+5vMF/upzMDHVtZYxWcVIFVQ9hoSkIAEJCCBHiEQW9jSQYpyI95W87acVqkctqltP//888Nb8OhTIZPBIZyuSvEA3wwurl2mpKmZa/T3mdjCljVh1KZr2PDhw2uzRPj7kSNHBqEURSJ/RzlNs+2C23n/zXwXLWwRVYhHRAhmcTpZkZHBjE9J4Ny5c4NP6Oijjw6XwDtCRyf4pBiI69iClzIwOnMhPJjdwkT6Tu7vFHn1d88KkMH0NF2LBCQgAQlIoEsIYI6m7p+sDN2S4lty6thpI4rBljf3TNTmbThzJIqdhciYcEAv28J2oBCQ6aH2n1IczMOxzIjOWRiSmZ/B8Do8HHTuomUtP8uXYL3zzjth8jk+hxQCgUlJEs0AmFlCKRr+H/wTlKSxVpicdtppIRtEG2baRLMnYpABI2MWzfzdvm7KzBDL69evD2KTjExsKjCY93c7n4sCpJ00/S4JSEACEpCABPolwBtz/BK8GadzFhkSsiFMWS96AshmcGhltkaZ4YXdhp/DNWtkRgdD8/B+kPFBeFGOVjTrMy+Fkpv8vJVuW1Mj90MzBDwfTPyOJXYITJ51vmSL7+IgjwBJNSsSefTi/m5kL9T7HQVIs+T8nAQkIAEJSEACpQjwVp/uTwxyI/CFcPAsHkj5GW/U8VDQtjbloDQnemJYB14ROjfRzapeMNuCcrTIKMW179y5M4grurFhvsdAPXbs2NBCuF7g66Bkj72QcvTi/m72eSlAmiXn5yQgAQlIQAISKEWANrRxYnoUIHRFqje9m7IdSnswNcegvn7+/Plh3kbVXZ9KLTT3y7z9J5szdOjQ8LcIEMzEdCyrF8zKYM1Mko8RJ8EzRyWVYGYJHhgCAUJ3NDIi9YJSO9Y7ffr02o8x7TPnhUYF9Vo6dyOHXtzfzT4HBUiz5PycBCQgAQlIQAItESADwiTtem2DabfKwXPOnDnhGrwhv/7662szNxgGyDwRSplSCgQInb7qTUbHNzFq1KhQkoQvBOGCaZ0yNLpNkUH4448/wkG9TOvegeaDAMHjwzOsF3SVwszO2only5eHTlnsAf4Oz8isWbNamh8yEAx6cX83ylkB0igpf08CEpCABCQggbYSoFUrnaHwRhSDAzotTylHogxr3rx5YYghfgqG0dFdiSwIHaX4GQboFAIT+tatW4NxuRgc0PFJYMonc0I5FoZnJo7zv6ydUiYM/nfeeWc2fvz4FJYcGhHgfUFs1gvECabu/fbbL0z6pmsWHhJM63hI+BlTyOkyBZOYTer2xffi/m70mShAGiXl70lAAhKQgAQkUBkBpj8zTXvFihWhrevixYuDWOEgTvtaJo/TcYkJ9GQVKGm67LLLKru/TlwIEzbiijavtCymbImSM1oLc4Ank0D7YlrdkhmhnI1MQcqBGKNFMyV3ZEG2bdsWRAdlanQVQ6jRQQzfzNNPPx1mrTBno55oTYlDL+7v/PNRgKS0W71XCUhAAhKQQA8Q4O0/IgMjM21peRvOXAmCt8ocQpkuHoPSJTpHMRWbFrYYn1MMRAZZAA7cCKpoVGfWBIPvEFv5YXR4YuCCyZ1OYSl2C2NNZDx++eWXsBYYxEnft99+e3imeH5i0EFs//33z/baa6+wbgb/pRa9ur8VIKntVO9XAhKQgAQk0EME8DrwVpzWvPgA4sGag9sFF1wQZi4w2A5Tdv4ASgkTpVsMu4uH2JSwITiY6n7ffff1GU6IGGHyOJkQyphoT5wPvDFjxozpt7NWNzNgKCEZj9mzZ9f8PtwvLW35O579RRddFJ4rrZtjME+EfcLnU4te3d8KkNR2qvcrAQlIQAIS6CECf//9d7Zq1apw8IxTw1k+B3NM2LRrJQNCKQ6D3yZNmhTo0AaVMiyyBSkG5nPe7jOwMAb+B7ICZAk+++yzUHqF+T4ObWT6OF2kKGFKUXTROWrjxo19BBdldjzHq666KvheKL+jFI//xRdCFoQhh5ToxQnrKT3vXt3fCpCUdqn3KgEJSEACEpBAKK3iUMpBm7Ic4q+//gp/Dj744HBAf+KJJ8IwO8pzYpA1oYyLg2xq8e+//wYRRtYjDmrkcA6LI488MnTJ4ud4J84555w+y2MK/UknnVRjldLaEZeU2b300ku1Z0lb34MOOiiILHwxZEbypVmsD3M+kaI/pNf2tx6QlP5Feq8SkIAEJCCBHiVAmc6rr74aZmTwFjwf//zzTxAYmNTJFgwbNqz24wULFoSOUnHIHR2Z8lmVbsb5/vvvh9bDDDPEtFwM5oNgQodJXoBg5EaYxEGAKa2ZNVJ+RyaIZ3bggQf2WfZXX32VXXzxxcGoD5shQ4aEnyPMyHzNmDEjDHFMbc29tr8VIN38/zzemwQkIAEJSEACNQJvvvlmKMPC73DzzTfX2rHSpvbbb7/NTjnllIxD+cyZM7Mrr7wy27JlS8aMCQYakjXBG8LbdX4/lWBdHMQRTZRdxXbDlKLhh2GQ49KlS8NcEH6OOCMjQtcoTNyYu/GW0No3lRKt//77LzxH/iAopk2bVpt7wgyUcePGZWRE8FLQjnjChAlBbL344ouhSQGBMDviiCPCPkgleml/K0BS2ZXepwQkIAEJSEACGWVJcTI4pUk//fRTeCPOARtDOv6A+++/P2PeBh2lmCyOiZvP0baXoXaxnCklnHSLevbZZ8N0cMQI7XgJ/B8EnhnaEZ988slhcOHrr78e1n/HHXeEEjXESGrBs2QuCHNCLrnkkmzlypXBdM6zhgHZEDwx++67b7Zhw4bgEaHsbPPmzTXhme8alsL6e2V/K0BS2I3eowQkIAEJSEACdQnceuutIStw00039fk5h/UlS5YEzwhlOhzcP/jgg9DSN8YPP/yQUb6FkTmV7AD3TlaEN/uIjHyJEu2IGdzIkMYpU6YE0/oNN9xQEyN8lowIf2hVTJlTKsEMFMTkwoULw3yUfJANo0MWPyOYEXPWWWdlV199dfhvSvB41ggxfCQpRbP7m73w/fffB3GGX6jbQgHSbU/E+5GABCQgAQlIoGECCAz8Dxy0YlDCwwA73v5PnDix1jUJUzOHsU2bNoXuWZQxMcyPLAodlyjdSsEfwoA+OkdRipQPPDK0p41GfCbJT506NcxU4RBOiRaGfLpsUcJEJogSphSECAIkdkbLr5kyu0svvTQ0IUBcvP3229ndd98dhCdlaXRKgwkidefOnSFLRtYole5ZzexvOLFGyg4R33TdiqVqDf/D6vAvKkA6DNivl4AEJCABCUigWgJMzKYLFF2xCA7eBxxwQDiE8fYfccJcCfwFdMxCiMybNy/bZ599QvlWvotWtXfe/NU4ZOIJefDBB8OcEMqU4IA3AoM2PhAO6Jj0yRZQ6vPII4+EgzvtbIcOHdr8xQfwk3PmzAllZzzPovCkfGv16tUh6zV8+PBwlxzOESgPP/xwduKJJw7gnTd/6d3tb9oykxHC1D569OhwEcTqLbfcEkQ2grQbQgHSDU/Be5CABCQgAQlIoC0EaMtLRoQ2rhiyac167bXXZm+88UZ400/mAzGCeTsftLTFZ0E3LQ6t+A5S8g9woKY0CwGFGGEddMc69dRTgzmbkrTly5fXzNxx7RifKVfikEoZ2nHHHdeW51DFlzA3BcM9TQa4d0ru1q5dG4QnWS66YiGwDj/88D638+mnnwYxhhD78MMPk2rRvLv9jYA+77zzwoBO5qTkA+FNGdqoUaO6Yn8rQKr4F+I1JCABCUhAAhKojAAzFfA4EHRQogSJGSI7duwIHbQ4pDJNvV4wGA/D8yuvvJIdcsghld1zqxeixIq6f0QTb/63bt2aLVq0KHwtJn28IHgo6gXii9a1+A04wKYStNrleSEwfv/997C+559/PpRbkekhyxNN+vXWxM8oUaKZQUrR3/5GQD/wwANhaGN/0S37WwGS0o7zXiUgAQlIQAISaJjAn3/+GTpDke3A24EJne5RuzugUb5y7LHHZpT2pBocvjFgI6AovyKrwUyR4kyNuD6yRRjaKe1JNb744ots3bp1oRSLoF0vJUeUpdWLr7/+OswbITNGRizFKO5vMl4IMTq99Rfdsr8VICnuOO9ZAhKQgAQkIIHSBCgz4mCOUbleUI5DSQ+HccpZ8rF9+/YwfZs/qQVdo5iPUa8bEsZsyrUQH5jTi5F/257SuumKhskeI369QJyQMak3JwRjO1mV1LxAlNnRfpoyvG7f3wqQlP41ea8SkIAEJCABCbREgAMpU8IxZeeDch5KtZiuXayf5/f4e96yM0+DcqWUDqccSKn/Z6L63nvv3Wfd99xzT0YJVtETwy+xXnwU8MBXkFJJWuyGReezYcOG9VkzWQ/M+pTZFXns2rUrCDLWSmkWHppU4tdffw17G9M9xvxu3t8KkFR2lfcpAQlIQAISkEDLBMhkUF7FTAjegp9xxhnhEIpRm85ReAiKQWchylqYJUKNPW1758+f//8OeS3fXIe+IAqMzz//PJs1a1Z29tlnh0xOnCfCgL/iIZ1bueKKK4IAgQ8DAPHG8Pl8y+MO3XJbvhbxwWGc5zxp0qRgPMcng6Biujzm+2Ig1n7++eewdoYc4ieJk+XbclMd/pJPPvkku+2224KXh/bENGIgum1/K0A6vBH8eglIQAISkIAEuosAvggMu7wJx4jMf/PW+7HHHstOOOGEPjfL4Z23yhxC6a5FUKr11ltvhYNeSkFGg4MohnwmhlOONmHChOCFKAbdoxBcy5YtC9keui/RaYuD/PHHH5/MspmZsnTp0lBSxYEcQUIXLNrUFgPjPoKLeSoIVPYFbYwRYAx2TCXogsYsGAznzMKhQUG37W8FSCq7yfuUgAQkIAEJSKAjBOgaRTtaDufFt/vPPPNMdu+994aWtlGAdOQmKv7Sd999N7Qnxu9SbFPLdHgOrCNHjgzdpOplRyq+3bZcDr/L+PHjQ/YDIVWMG2+8Mfvmm29CtueYY45pyzW74Uu6cX8rQLphZ3gPEpCABCQgAQkMGAHeEDMxmyF1c+fODRkPggGFGJUZXMewPoKBhZTlFAPvAH+YPp2CPwTPCyVKixcvDpkBSqui8f6hhx7Kvvvuu+B/wJxOhgSzNpPF88HgPw7sZAv6a2s8YA+1nwu/9957QYDQ6SxfWkWHNAZVMrSSMizKs2hLnOqAxvzy27G/+T5E+tixY8PMlVZDAdIqQT8vAQlIQAISkMCgILB58+ZswYIFwStA/T8te2nfi9+DoGzro48+CobsYuAfodPUb7/9ls2cOTOUOaUQtHIlu0NG5OWXX862bdsW5obEOSisB8M2AqTYJQsBwqEdgzvzR+CVglGdsjoE5aOPPpo99dRTYWYMa6ZzFpkf5oeQ+UJ8UJK1u6BMKwXByRpa2d+UHCK+Gd6IcGt1XowCJIX/d/AeJSABCUhAAhKojABvjDEiIyJ469vf/Ix6N4RXgtKma665Jjv33HMru+dWL8SamRTPW//hw4eHQ2aZgBMzVxAuxUxJme+p8nfjmvGI4JnA79Fo8Jwp2SNDxOyRqVOnNvrRAf+9svubTCBCDMFG5gxxjjDHM8X/NhMKkGao+RkJSEACEpCABAY1AczLeD8wJvPmt0w71ieffDIYgPlcakEmh4wIrYYpy+KNd6Mxbty4cChHwKQUmNJpR0wmBNP27rI4tLpdsmRJtnbt2mzy5MnB4M78jUMPPTSlJWdl9jetp0eMGJHNnj27tkZK7+rNjWkUggKkUVL+ngQkIAEJSEACPUdg/fr1tXasCxcu3OMbXyZRX3755dldd92VTZw4MUleeFnwhrz22mvBLzF69Oi668Avcdhhh4VOWmvWrAldxeielUpJUn5RlFItX748GNDxvBTnxDCckK5gX375ZWjre+GFF4ZyPcq0KN1KNRrZ34gt9gPdzyi50wOS6tP2viUgAQlIQAISSIYAh1Na7zJRvL/AtI2JnTfi06ZNy6677rpk1tffjf7444+hFW2xS1b8fbplIVCYL4IngCGPqZjR+1szpVU8S9oU54OuWXAgO8QBnBkqPOMVK1aUyhJ146ZoZH/zO3EGzqJFi1pehhmQlhH6BRKQgAQkIAEJ9BoBjMoIjnXr1oW5EmQCGPDHkDsM2YM1Pv744+z000/vk+XA/xCH9g3Wde/YsSOID4ZSUpL03HPPhdkgsWPaYFw3pvWjjjqqtjT8H0xYZ78XJ8iXXb8CpCwxf18CEpCABCQggZ4nQNvWGTNmZNOnTw++gVSM160+ODpd8TYcf8uQIUPC15H5wLw+ZsyYVr++6z+/adOm8LzJgGBcj5PGu/7GS94g2S0m3zMHBsFJkAWkAxzldq2GAqRVgn5eAhKQgAQkIIGeJED7WXwA+D5o1XviiScOeg60sGWK+OrVq0OXr40bNwZDMxmBXhBhZL7IeiC6tm/fXrcl82DZBIgtPB9k9zDZMyEeHxTNBloNBUirBP28BCQgAQlIQAI9TYAyLIQIPggyAb0QiC5mQ9CGlXUXJ8gPVgYbNmwI81JoMtArgVGdbnB4oNo150UB0iu7x3VKQAISkIAEJNAxAgzlo/UurVwNCUhg9wQUIO4QCUhAAhKQgAQkIAEJSKAyAgqQylB7IQlIQAISkIAEJCABCUhAAeIekIAEJCABCUhAAhKQgAQqI6AAqQy1F5KABCQgAQlIQAISkIAEFCDuAQlIQAISkIAEJCABCUigMgIKkMpQeyEJSEACEpCABCQgAQlIQAHiHpCABCQgAQlIQAISkIAEKiOgAKkMtReSgAQkIAEJSEACEpCABBQg7gEJSEACEpCABCQgAQlIoDICCpDKUHshCUhAAhKQgAQkIAEJSEAB4h6QgAQkIAEJSEACEpCABCojoACpDLUXkoAEJCABCUhAAhKQgAQUIO4BCUhAAhKQgAQkIAEJSKAyAgqQylB7IQlIQAISkIAEJCABCUhAAeIekIAEJCABCUhAAhKQgAQqI6AAqQy1F5KABCQgAQlIQAISkIAEFCDuAQlIQAISkIAEJCABCUigMgIKkMpQeyEJSEACEpCABCQgAQlIQAHiHpCABCQgAQlIQAISkIAEKiOgAKkMtReSgAQkIAEJSEACEpCABBQg7gEJSEACEpCABCQgAQlIoDICCpDKUHshCUhAAhKQgAQkIAEJSEAB4h6QgAQkIAEJSEACEpCABCojoACpDLUXkoAEJCABCUhAAhKQgAQUIO4BCUhAAhKQgAQkIAEJSKAyAgqQylB7IQlIQAISkIAEJCABCUhAAeIekIAEJCABCUhAAhKQgAQqI6AAqQy1F5KABCQgAQlIQAISkIAEFCDuAQlIQAISkIAEJCABCUigMgIKkMpQeyEJSEACEpCABCQgAQlIQAHiHpCABCQgAQlIQAISkIAEKiOgAKkMtReSgAQkIAEJSEACEpCABBQg7gEJSEACEpCABCQgAQlIoDICCpDKUHshCUhAAhKQgAQkIAEJSEAB4h6QgAQkIAEJSEACEpCABCojoACpDLUXkoAEJCABCUhAAhKQgAQUIO4BCUhAAhKQgAQkIAEJSKAyAgqQylB7IQlIQAISkIAEJCABCUhAAeIekIAEJCABCUhAAhKQgAQqI6AAqQy1F5KABCQgAQlIQAISkIAE/gePSj/v7B3BVwAAAABJRU5ErkJggg=="
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = missingness.heatmap(collisions)\n",
    "fig.show()"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The nullity heatmap and dendrogram reveals a data correlation structure, e.g., *vehicle type codes* and *contributing factor vehicle* are highly correlated. Features having complete data are not shown on the figure."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}