{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "baf506fe-ea3b-4149-b4cb-03b2fa209206",
   "metadata": {},
   "source": [
    "# <span style=\"color:#ffa500\">10 | DATA VISUALIZATION</span>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "815acac5",
   "metadata": {},
   "source": [
    "<p xmlns:cc=\"http://creativecommons.org/ns#\" xmlns:dct=\"http://purl.org/dc/terms/\"><span property=\"dct:title\">This chapter of an Introduction to Health Data Science</span> by <span property=\"cc:attributionName\">Dr JH Klopper</span> is licensed under <a href=\"http://creativecommons.org/licenses/by-nc-nd/4.0/?ref=chooser-v1\" target=\"_blank\" rel=\"license noopener noreferrer\" style=\"display:inline-block;\">Attribution-NonCommercial-NoDerivatives 4.0 International<img style=\"height:22px!important;margin-left:3px;vertical-align:text-bottom;\" src=\"https://mirrors.creativecommons.org/presskit/icons/cc.svg?ref=chooser-v1\"><img style=\"height:22px!important;margin-left:3px;vertical-align:text-bottom;\" src=\"https://mirrors.creativecommons.org/presskit/icons/by.svg?ref=chooser-v1\"><img style=\"height:22px!important;margin-left:3px;vertical-align:text-bottom;\" src=\"https://mirrors.creativecommons.org/presskit/icons/nc.svg?ref=chooser-v1\"><img style=\"height:22px!important;margin-left:3px;vertical-align:text-bottom;\" src=\"https://mirrors.creativecommons.org/presskit/icons/nd.svg?ref=chooser-v1\"></a></p>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7c1baede-f0f8-46a7-a331-9a3ddd9e2923",
   "metadata": {},
   "source": [
    "## <span style=\"color:#0096FF\">Introduction</span>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "42a1d159",
   "metadata": {},
   "source": [
    "Data visualization is a critical tool in the world of data science, as it allows for the intuitive understanding and interpretation of complex data. Turning abstract numbers into visual representations, allows for the identifictaion of patterns, trends, and outliers, for making comparisons, and understanding the structure of data. Data visualization augments the understadnong of data learned from descriptive statistics, and is a key component of exploratory data analysis."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "94ca5e60",
   "metadata": {},
   "source": [
    "The power of data visualization lies in its ability to provide a clear, easily digestible view of data. It enables both technical and non-technical stakeholders to understand and engage with the data, making it a crucial tool for data-driven decision making in healthcare."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0a427467",
   "metadata": {},
   "source": [
    "This chapter explores various types of data visualizations, from basic plots like bar charts, line graphs, and scatter plots, to more complex visualizations like heatmaps, and box plots."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "19972f1b-3e18-4238-b5ab-a4a919ef2bd1",
   "metadata": {},
   "source": [
    "There are many data visualization packages in Python, including matplotlib, seaborn, altair, plotly, and many more. Seaborn is introduced below. Seaborn is a package built on matplotlib and automates many of the code that is required for statistical plots."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a20a2991-6383-4ed5-8006-f910d509894e",
   "metadata": {},
   "source": [
    "## <span style=\"color:#0096FF\">Packages used in this chapter</span>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0638f1ba",
   "metadata": {},
   "source": [
    "The following packages are used in this notebook. Note that no namespace abbreviations are used. This is a stylistic and grammatical choice."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "bef045ec-ffde-4ed6-a176-3ef7223b0179",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas\n",
    "import seaborn\n",
    "from matplotlib import pyplot"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a79108d0",
   "metadata": {},
   "source": [
    "The `config` magic command is used to set high resolution figures."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "f26349f7-9b15-4107-9b3d-2e8e23bc5f1f",
   "metadata": {},
   "outputs": [],
   "source": [
    "%config InlineBackend.figure_format = 'retina'"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "fefe8024-984a-4ca4-bdf7-5174ee8f37ce",
   "metadata": {},
   "source": [
    "There are various plotting themes available in the seaborn package. Themes create an overall look to plot. More about the `set_style` function can be found [here](https://seaborn.pydata.org/generated/seaborn.set_theme.html). The `style` argument of the `set_style` function is set to `'whitegrid'` below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "79a70d08-ed83-452a-8cb2-e8571717b60a",
   "metadata": {},
   "outputs": [],
   "source": [
    "seaborn.set_style(style='whitegrid')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f2d814de-69cb-4aad-9c40-a93a68d115d1",
   "metadata": {},
   "source": [
    "## <span style=\"color:#0096FF\">Data import</span>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7204637b-53be-4299-babd-9ab6929bd288",
   "metadata": {},
   "source": [
    "The `heart_failure.csv` spreadsheet file in comma-separated values format is used again in this chapter. It is imported as a pandas dataframe object using the `read_csv` function and assigned to the variable `df`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "d71550f8-6ea8-44fe-b1db-ec027df91ffb",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import spreadhseet file and assign it to the variable df\n",
    "df = pandas.read_csv('https://raw.githubusercontent.com/juanklopper/TutorialData/main/heart_failure.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f8053fac-36cb-4824-9a4f-9f9847dbac39",
   "metadata": {},
   "source": [
    "The column headers (variables) are listed using the `columns` attribute."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "3f19b68e-ae93-4527-a6fb-1dc38227851c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['age', 'anaemia', 'creatinine_phosphokinase', 'diabetes',\n",
       "       'ejection_fraction', 'hypertension', 'platelets', 'serum_creatinine',\n",
       "       'serum_sodium', 'sex', 'smoking', 'time', 'death'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Columns in the data file\n",
    "df.columns"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ad583e56-8704-4991-98fd-1961ed005ead",
   "metadata": {},
   "source": [
    "Plots are selected based on the data type of the variable(s) that are to be visualized. The seaborn package divides its high-level plots into three categories, shown in the image below."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4cb516f8",
   "metadata": {},
   "source": [
    "![](seaborn_structure.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a53f0b9d-3a54-4852-b2c4-d3923c8521fe",
   "metadata": {},
   "source": [
    "## <span style=\"color:#0096FF\">Relational plots</span>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6d46404f-4608-4c28-b904-909f503be2f8",
   "metadata": {},
   "source": [
    "Relational plots visualize the correlation between continuous variables."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "80afb27f-5af0-46d4-bdba-a0c4c91ba51a",
   "metadata": {},
   "source": [
    "The seaborn package lists scatter plots and line plots as relational plots. In the figure below, the `scatterplot` function is used to create a scatter plot of the `age` vs. `platelets` variables to visualize the correlation between these two continuous variables."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "69affce1-f3dd-4bd2-8dab-ab6a2e1eef53",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 430,
       "width": 590
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "seaborn.scatterplot(\n",
    "    data=df,\n",
    "    x='age',\n",
    "    y='platelets'\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7f62cd89-d35e-4296-a12a-c38f01b18970",
   "metadata": {},
   "source": [
    "The correlation between continuous variables can be visualized by the unique elements of a categorical variable. The `hue` argument can be set to a categorical variable. Each class (unique element) for the categorical variable is colored differently. The `style` argument can also be used and set to the name of the categorical variable. This adds more visual contrast, by using different marker styles for each class of the categorical variable. In the figure below both arguments are used and the values are set to the `anaemia` variable. Note the use of the `set` method after the plot is created. The `set` method is used to set the title and axes labels of the plot using the `title`, `xlabel`, and `ylabel` arguments."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "e80786be-04ed-4d1d-b3d2-8ff444290051",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 451,
       "width": 590
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "seaborn.scatterplot(\n",
    "    data=df,\n",
    "    x='age',\n",
    "    y='platelets',\n",
    "    hue='anaemia',\n",
    "    style='anaemia'\n",
    ").set(\n",
    "    title='Age and Platelets',\n",
    "    xlabel='Age [years]',\n",
    "    ylabel='Platelets [platelets/mL]'\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7268344a-4074-4cdc-aeac-bc50e5963a49",
   "metadata": {},
   "source": [
    "<span style=\"color:#00FF00\">Task</span>\n",
    "\n",
    "Create a scatter plot to visualize the correlation between the `platelets` and `serum_sodium` variables, colored by the unique elements (classes or levels) of the `diabetes` variable. Add an appropriate title and axes labels."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "af138266",
   "metadata": {},
   "source": [
    "<span style=\"color:#00FF00\">Solution</span>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "efb67aa3-06ce-482f-af9a-ad3565c95ca1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 451,
       "width": 567
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "seaborn.scatterplot(\n",
    "    data=df,\n",
    "    x='platelets',\n",
    "    y='serum_sodium',\n",
    "    hue='diabetes'\n",
    ").set(\n",
    "    title='Platelets and serum sodium',\n",
    "    xlabel='Platelets [platelets/mL]',\n",
    "    ylabel='Serum sodium [mEq/L]'\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8655fdcc-224f-4e94-be00-ca3952ae1094",
   "metadata": {},
   "source": [
    "Instead of using the classes of a categorical variable, a third continuous variable can be visualized using the `hue` argument. When the variable is continuous, the value determines the color of the markers. In the figure below, the values of the `serum_sodium` variable is used. To change the legend title from `serum_sodium` to `Serum sodium [mEq/mL]`, the `legend` function from the pyplot module is required. The `title` argumet is set appropriately."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "c496ce89-9f96-4f2d-a615-6b6e6b003fa9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 451,
       "width": 590
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "seaborn.scatterplot(\n",
    "    data=df,\n",
    "    x='age',\n",
    "    y='platelets',\n",
    "    hue='serum_sodium'\n",
    ").set(\n",
    "    title='Age and Platelets',\n",
    "    xlabel='Age [years]',\n",
    "    ylabel='Platelets [platelets/mL]'\n",
    ")\n",
    "\n",
    "pyplot.legend(\n",
    "    title='Serum sodium [mEq/L]',\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f3929c6a-2c07-4b1e-b8b4-2977740daf29",
   "metadata": {},
   "source": [
    "The `size` argument uses marker size instead of color to visualize a third continuous variable. In the figure below, the `size` argument is sued instead of the `hue` argument for the `serum_sodium` variable."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "25fad11f-d829-4143-aed6-467ac1534c51",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 451,
       "width": 590
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "seaborn.scatterplot(\n",
    "    data=df,\n",
    "    x='age',\n",
    "    y='platelets',\n",
    "    size='serum_sodium'\n",
    ").set(\n",
    "    title='Age and Platelets',\n",
    "    xlabel='Age [years]',\n",
    "    ylabel='Platelets [platelets/mL]'\n",
    ")\n",
    "\n",
    "pyplot.legend(\n",
    "    title='Serum sodium [mEq/L]'\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "577a72b2-b97b-420f-980f-b0b791523c4a",
   "metadata": {},
   "source": [
    "## <span style=\"color:#0096FF\">Distribution plots</span>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "11cd3d6f-6ff8-4ad1-bd22-0d7d50d113cd",
   "metadata": {},
   "source": [
    "Histograms can be used to visualize the frequency of numerical data type values. A histogram generates intervals (bins) and counts the occurrences of continuous values in each interval."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "606be036-a541-4a97-949b-c9de4a346d71",
   "metadata": {},
   "source": [
    "The `displot` function can produce a histogram. In the figure below, a default histogram of the `age` variable is created."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "54d3a835-3562-480d-a1b2-3a8705b5b196",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/juanklopper/opt/miniconda3/envs/datascience/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
      "  with pd.option_context('mode.use_inf_as_na', True):\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 512,
       "width": 491
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "seaborn.displot(\n",
    "    df,\n",
    "    x='age'\n",
    ").set(\n",
    "    title='Age distribution',\n",
    "    xlabel='Age [years]',\n",
    "    ylabel='Frequency'\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ce4a1081-5607-47d0-b3db-1fc83da77585",
   "metadata": {},
   "source": [
    "The bin intervals are specified in the plot below, using the `range` function. The start value is $40$, the end values is $110$, and the step size is $10$. This will produce a histogram along the `age` decades, which is more user-friendly to view."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "61a0491b-52b7-402a-a78c-cb23b455708e",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/juanklopper/opt/miniconda3/envs/datascience/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
      "  with pd.option_context('mode.use_inf_as_na', True):\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 512,
       "width": 491
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "seaborn.displot(\n",
    "    df,\n",
    "    x='age',\n",
    "    bins=range(40, 110, 10)\n",
    ").set(\n",
    "    title='Age distribution',\n",
    "    xlabel='Age [years]',\n",
    "    ylabel='Frequency'\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c17f63d4-61d6-4a5a-9077-0ae33025d577",
   "metadata": {},
   "source": [
    "<span style=\"color:#00FF00\">Task</span>\n",
    "\n",
    "Generate a histogram to visualize the distribution of the `platelets` variable. Calculate the minimum and the maximum value for the variable and use the `range` function to create a intervals of $50000$. Note that the ticks value on the horizontal axis seems _overcrowded_. Try to use the argument `y` instead of `x`. This will create a horizontal histogram, with more space for the tick values."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "11a6b957-1e56-4e5e-bb76-858e9e1efd8e",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/juanklopper/opt/miniconda3/envs/datascience/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
      "  with pd.option_context('mode.use_inf_as_na', True):\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 512,
       "width": 490
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.platelets.min()\n",
    "\n",
    "df.platelets.max()\n",
    "\n",
    "seaborn.displot(\n",
    "    df,\n",
    "    y='platelets',\n",
    "    bins=range(0, 850000,50000)\n",
    ").set(\n",
    "    title='Platelet distribution',\n",
    "    ylabel='Platelets [platelets/mL]',\n",
    "    xlabel='Frequency'\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "83520328-acf2-45d6-9c67-726c9a7e6472",
   "metadata": {},
   "source": [
    "The figure below shows a histogram for each of the classes in the `anaemia` variable using the `hue` argument."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "14a64479-c6ed-46d8-a611-ea269501879d",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/juanklopper/opt/miniconda3/envs/datascience/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
      "  with pd.option_context('mode.use_inf_as_na', True):\n",
      "No artists with labels found to put in legend.  Note that artists whose label start with an underscore are ignored when legend() is called with no argument.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 572.625x500 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 512,
       "width": 571
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "seaborn.displot(\n",
    "    df,\n",
    "    x='age',\n",
    "    bins=range(40, 110, 10),\n",
    "    hue='anaemia'\n",
    ").set(\n",
    "    title='Age distribution',\n",
    "    xlabel='Age [years]',\n",
    "    ylabel='Frequency'\n",
    ")\n",
    "\n",
    "pyplot.legend(\n",
    "    title='Anemia'\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "21a5ef59-837d-4a3d-a3ff-e19a5855845d",
   "metadata": {},
   "source": [
    "Overlaying histograms can be difficult to visualize. For interest in the combined frequency, the `multiple` argument is set to `'stack'` to produce a stacked histogram, shown in the figure below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "b309799a-9aa3-402d-b19b-7167b5079539",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/juanklopper/opt/miniconda3/envs/datascience/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
      "  with pd.option_context('mode.use_inf_as_na', True):\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 572.625x500 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 512,
       "width": 571
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "seaborn.displot(\n",
    "    df,\n",
    "    x='age',\n",
    "    bins=range(40, 110, 10),\n",
    "    hue='anaemia',\n",
    "    multiple='stack'\n",
    ").set(\n",
    "    title='Age distribution',\n",
    "    xlabel='Age [years]',\n",
    "    ylabel='Frequency'\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "704fbb5d-9549-44e9-a42b-2d41ff5a4269",
   "metadata": {},
   "source": [
    "It may be better to produce separate histograms for each of the classes. This is achieved using the `col` argument. In the figure below, two separate histograms (for each class of the `anaemmia` variable classes is used."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "fbacdf4f-36a9-4964-9897-ba3f67f3322b",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/juanklopper/opt/miniconda3/envs/datascience/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
      "  with pd.option_context('mode.use_inf_as_na', True):\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1000x500 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 493,
       "width": 990
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "seaborn.displot(\n",
    "    df,\n",
    "    x='age',\n",
    "    bins=range(40, 110, 10),\n",
    "    col='anaemia'\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0481305f-1d58-44fd-8664-8cce42d19d17",
   "metadata": {},
   "source": [
    "The `stat` argument can be set to `probability` to visualize the relative frequency instead of the frequency. In the figure below, the relative frequency version of the figure above is visualized."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "e52a1918-6b3d-4da3-b957-9e0cd2bcdf95",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/juanklopper/opt/miniconda3/envs/datascience/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
      "  with pd.option_context('mode.use_inf_as_na', True):\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1000x500 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 493,
       "width": 990
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "seaborn.displot(\n",
    "    df,\n",
    "    x='age',\n",
    "    bins=range(40, 110, 10),\n",
    "    col='anaemia',\n",
    "    stat='probability'\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "952b2779-b92d-4af1-a61a-09f229ef4434",
   "metadata": {},
   "source": [
    "Heat maps can be used to visualize the distribution of two continuous variables. A `y` argument is added to the `displot` function to visualize bivariate distributions. In the figure below, the `age` and the `platelets` variables are visualized. The `cbar` argument adds a color bar."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "01ef5ece-946c-488f-94d8-f02d5ec94afc",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/juanklopper/opt/miniconda3/envs/datascience/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
      "  with pd.option_context('mode.use_inf_as_na', True):\n",
      "/Users/juanklopper/opt/miniconda3/envs/datascience/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
      "  with pd.option_context('mode.use_inf_as_na', True):\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 2 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 512,
       "width": 478
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "seaborn.displot(\n",
    "    df,\n",
    "    x='age',\n",
    "    y='platelets',\n",
    "    cbar=True\n",
    ").set(\n",
    "    title='Age and Platelets',\n",
    "    xlabel='Age [years]',\n",
    "    ylabel='Platelets [platelets/mL]'\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bd446721-2379-4535-96bc-1ad53c9f812f",
   "metadata": {},
   "source": [
    "A kernel density estimate adds smoothing to produce _heat areas_. The `kind` argument in addd to the figure below and is set it to `'kde'`. A rug plot is also created (tick marks along the axes for each observation) using the `rug` argument with a value of `True`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "488d0e19-3df1-403a-afaa-52b3b21452f3",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/juanklopper/opt/miniconda3/envs/datascience/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
      "  with pd.option_context('mode.use_inf_as_na', True):\n",
      "/Users/juanklopper/opt/miniconda3/envs/datascience/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
      "  with pd.option_context('mode.use_inf_as_na', True):\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 512,
       "width": 490
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "seaborn.displot(\n",
    "    df,\n",
    "    x='age',\n",
    "    y='platelets',\n",
    "    kind='kde',\n",
    "    rug=True\n",
    ").set(\n",
    "    title='Age and Platelets',\n",
    "    xlabel='Age [years]',\n",
    "    ylabel='Platelets [platelets/mL]'\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0b101f42-3479-4ea5-87d9-8e89cdfc5bb7",
   "metadata": {},
   "source": [
    "The `jointplot` function can combine different visualizations of the same data, by adding plots in the margins of the plot figure. The default in the figure below, adds a histogram to a scatter plot given two continuous variables."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "c57f8004-3e3a-4f8c-b6b7-7b6892ca3d88",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/juanklopper/opt/miniconda3/envs/datascience/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
      "  with pd.option_context('mode.use_inf_as_na', True):\n",
      "/Users/juanklopper/opt/miniconda3/envs/datascience/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
      "  with pd.option_context('mode.use_inf_as_na', True):\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 600x600 with 3 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 592,
       "width": 617
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "seaborn.jointplot(\n",
    "    df,\n",
    "    x='age',\n",
    "    y='platelets'\n",
    ");"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "75f85eba-b955-42a6-b352-5839af3499d1",
   "metadata": {},
   "source": [
    "By creating a JointGrid object and adding the `plot_joint` and `plot_matginals` methods to the JointGrid object, diffent main plots and marginal plots can be created. In the figure below, box-and-whisker plots are added to the margin of a heat map."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "a69c792d-3ab5-49b0-8ac6-c096631f74de",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/juanklopper/opt/miniconda3/envs/datascience/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
      "  with pd.option_context('mode.use_inf_as_na', True):\n",
      "/Users/juanklopper/opt/miniconda3/envs/datascience/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
      "  with pd.option_context('mode.use_inf_as_na', True):\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 600x600 with 3 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 592,
       "width": 617
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = seaborn.JointGrid(\n",
    "    data=df,\n",
    "    x='age',\n",
    "    y='platelets'\n",
    ")\n",
    "g.plot_joint(seaborn.histplot)\n",
    "g.plot_marginals(seaborn.boxplot);"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "08d546af-ea9f-43bc-bec9-8e69ae612b21",
   "metadata": {},
   "source": [
    "## <span style=\"color:#0096FF\">Categorical plots</span>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b1dd0183-2056-496f-997d-2131e9682cb5",
   "metadata": {},
   "source": [
    "Although box-and-whisker plots visualize the distribution of a continuous variable, seaborn lists it as plot for categorical data. It is used to compare the distribution of a continuous numerical variable between the unique elements of a categorical variable. The `catplot` function is used for a variety of plots for categorical data."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "81ce5c10-89eb-484a-a15f-0f802bfe8f86",
   "metadata": {},
   "source": [
    "In the figure below, a box-and-whisker plot of the `age` variable is created, for those with and without diabetes (unique elements in the `diabetes` variable). The `kind` argument is set to `'box'`, to indicate a box-and-whisker plot."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "5997942d-c65e-4b51-a374-bdcee7b78764",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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KZrred9996z02cuTI8vbWW2+93OskqTWE+vnnn19h+w/65Cc/mX79+uVHP/pRrdf5QaVSKa+//nqtrz84qdrStt122+Xed+nhu/Pmzat17KmnnipvLwl/9fnMZz5T61qNZekw+WFmaW/dunUOP/zwnHbaaTnrrLOW2/add96p1bO89KRkH7TVVlutcMb0Pffcs7y9ZIh/svgZ7tmzZydZ/DjEiib3at26dflndd68eSs1mmFpS54FT5JPf/rTK2zfrVu38mubMGFC+ZGBJLUmNLvwwgvz4x//OM8888wyYX/dddfNRhtttNKzqwOsLjxjDUCDmjZtWrlntE2bNtl///3rbXv44YeXhyYPGzYs3//+92tN9rT0M7Wbb775Cu+9vF7JpcPr+eefX2sypxVZ0bPbK2PRokV544038uabb2b8+PEZN25cXn/99bz88svLzNS89MznH7SiGauXDmsfvM5bb71V3q5rFMEHfepTn8rf/va3FbarpKW/Nx06dCh0rXfffTf//e9/M378+Lz55psZO3ZsxowZU34Oe2UsPbqgPksvH7f0z/DSP4MvvfTSCnvRP+itt95a5pn55Vn6fg8++OBHut+SifuOOOKI3HbbbRk7dmwWLlyY22+/Pbfffnvatm2bnXfeObvvvnu+8IUvZKONNvpQ9wBYXQjWADSoYcOGlXux5s2bV+/SPR80e/bs3H333fnqV79a3vfuu++Wt1cmVNW15u8S06dPX6k66lJTU5M5c+ascI3furz66qu57rrr8uijj5Z7Kz+oZcuWy+2lXtqHqeGDwXrp72fHjh1XeH6XLl1W+l6V8t5775W3V/ShQl1mzZqVG2+8MXfeeWfGjx9fb7uV/X9Q33Pa9bVZ+ueuyM/gRzm/6P2W/lCjXbt2+b//+7/85Cc/yeOPP17eP2fOnDzxxBN54okncuGFF+bTn/50jjzyyPTt27fW8HGA1Z1/8QBoUEsPA/+wbr311lrBeulhpsvrxV2ZNkuGlCeLn12t7/ni+nyUoa233HJLLrzwwvLka0u0b98+m266aXr27JnPfOYz2X333WstR1YpH2YodZJlJudqDEuW2kpWbjjz0saOHZtvfOMby4w4aNWqVTbaaKNsvvnm5aXb/vjHP+bOO+9skJqX/jlc+vGFpYP7jjvumL322utDXXe77bb7UO2Xvl+fPn2yww47fKjze/ToUevrbt265Zprrsmrr76a++67L4899lj+9a9/1Wrzyiuv5Gc/+1n+/Oc/Z9CgQSv1AQ7A6kCwBqDBvPrqq+VJyNq1a7dSkxctXLgw99xzT5LkX//6V60lourr+avP8ib+Wvpau+22W3bbbbcVXq+IkSNH5oILLiiHrC9+8Ys59NBD06tXr2XWxZ4zZ05Fa1mia9eu5WHP06dPX2Hv9/Im8VpVlp6N+sMEy/nz59dagu0Tn/hEvva1r2XHHXfMJptsssyHBiv7/2BFk8sltX9Wl/65WzpkrrfeenUuj9WQlr7fZptt1mD369mzZ3r27Jnvfe97eeedd/Lss8/mqaeeymOPPVZ+Vv3ll1/OxRdfnJ///OcNck+Apk6wBqDBLL328X777ZeLLrpopc6bMGFCeYKwW2+9tRysl35WdennRevz73//u95jG220UV588cUki2chX1GwXrRoUWbOnLlSQ3/rcs0115RD9THHHJPzzjuv3rZLD3dOVq53/qPo3r17OVi/9tpr9a7VvMTYsWMrUsfKeu6558rPKLdq1Sp9+vRZ6XMfeeSRcv3rrbde/vznPy/3/+XS/w+W9/1fmeexX3vttfL2kmXbktR6/njUqFErvE6yOKR36NChzuWtVuSj3G/atGnp1KnTSo9u6Nq1aw488MAceOCBqampycCBA3P99dcnWfxYyIUXXviRagf4uPEvHQANYv78+Rk2bFj564MOOmilz116TesHHnig3Ou18847l//Af+qpp5Y7W3OSPPbYY/Ue23HHHcvb99577wrD66OPPpqdd945O+64Y0466aQVvoYPWhLik+Soo45abtsPThBWqWD9hS98obz98MMPL7ftf//73w81qVclXHPNNeXtPffcs9aa1iuydE/3l770peWG6rlz59YKnh8cur+0F198Me+///5y7730EltL/9xtv/325eeO33zzzRWG3fnz52e//fbLNttsk3322SevvvpqreMrCr9L3/u5556rNct3Xd59993stttu2XbbbbPffvuVP2yYOnVqTj/99Bx88MHL/b2urq7O9773vfJIiPnz53/otccBPq4EawAaxPDhw8vrDK+77rrZeeedV/rc/fbbr/zH+Lx588rPum6wwQb53Oc+l2RxT9ott9xS7zVGjx5da1KlD/rSl75Uvsfrr79e5/JeS8yfPz+XXXZZksVDf5fuOV9ZSz8fvrxwMWvWrFx55ZW19q3oA4SPat999y0Hu7vvvnu5owA+WNOqduONN+avf/1rksW91d/97nc/1Pkr+/1PkoEDB2bu3Lnlr5d+Hv+DZs+enWuvvbbe408++WT5g5IuXbrU6mVv165dvvjFL5a//sUvfrHcCdP+7//+L++++25qamoye/bsbLbZZrWOL90TXNd1Nt1002yzzTZJFv9MXXzxxfXeK0kuu+yy1NTUZN68eWnXrl15ubVOnTrl6aefzmuvvZZ//etfy/1A4P333y8v89a6desmMQEewKogWAPQIO64447y9oEHHvihhn+2b9++1vPYt912W7nX9jvf+U65Z+7Xv/51rV7xJV555ZV861vfWm5I6dKlS/r161f++qKLLsrtt9++TLuZM2fmrLPOKk/K1K5du3z9619f6deyxNLLMl1xxRV1zgj+73//O8ccc8wyk2stHfIa0vrrr1/+HsyfPz/f+MY3lpl8auHChRk4cGB5GbRV7b333svFF1+cX/ziF+V9p5xyyjKhckWW/v4/8MADtXqwl5g9e3YuvPDCDBo0qNb+FT1vfe2119b5wcyzzz6b008/vfz1gAEDllmr+uSTTy5PaPb888/n1FNPrXP+gLvuuitXXHFFrfM+OMv20kvT1bck3Kmnnlr+/bnvvvty3nnnLfPztXDhwlx33XW57bbbyvu+853vlLdbtGiRQw89tPz19773vYwbN26Ze82fPz8//vGPyz3+e++9t2HgQLPhGWsACps0aVKefvrp8tcHHnjgh77GYYcdlrvvvjtJMm7cuDz77LPZZZddssMOO+SEE07IDTfckJqampx55pm5+eab87nPfS6tW7fOyy+/nCeeeCILFixI27Zty6GormGyp556av75z3/mb3/7W2pqavLjH/84N910U3bbbbd06NAh48ePz/Dhw8tBp0WLFrnooos+0jJP/fr1K4e5f/zjH/niF7+YvffeO+utt16mT5+el156Kc8991z5A4Tq6upyT/W0adM+1LDnD+PUU0/Ns88+m1deeSVvvfVWvvzlL2evvfZKz549M2vWrAwfPjzjxo1LdXV1unXrlgkTJjTYvZ988sk6e4+XDBkeO3ZsRo4cWe7xTJKjjz463/rWtz70vQ444IBcfvnleffddzNv3rwcc8wx2WuvvbLZZpulqqoqb775Zh577LHysO4Pfv/r06NHj4wbNy7nnXdebr/99uy2225p3bp1/vnPf2bEiBHl/599+vTJ8ccfv8z5W2yxRX7yk5/kxz/+cUqlUh555JH8/e9/T58+fbLxxhtn6tSpGTlyZHkSwGTxMPhjjjlmmWttuOGG5e1hw4alQ4cO6datWz71qU+VZxzffffdM2DAgPz+979PsngOg+HDh2evvfbK+uuvnylTpuSpp56qFZSPPfbY9O7du9a9Tj755Nx3332ZPHlyxo8fnwMOOCC9e/fOJz/5yXTs2DGTJk3K448/Xg74nTt3zmmnnVbv9xFgdSNYA1DYnXfeWe4t3mSTTbLVVlt96Gt87nOfS/fu3ct/mA8ePDi77LJLkuT73/9+FixYkJtuuimlUin//Oc/l+mB3HnnndOnT59yT+fSyxwt0apVq/zhD3/Iz372s9xxxx0plUr517/+tUyvbbJ4+OvPfvaz7Lfffh/6tSSLg92YMWNy3XXXJUneeeedOns527Ztm7POOisvvfRSeamyl1566SMNP18Zbdu2zU033ZTTTjstI0aMSE1NTR588ME8+OCD5TbV1dX52c9+luHDhzdosL7vvvty3333rVTbrl275rvf/W6OPPLIj3SvDh065Morr8zJJ5+cadOmZeHChXn44YfrfLZ8yYztp5xySpLaS3x90F577ZWOHTvmsssuy8svv1xn2yOOOCI//elP630G+sgjj0yHDh1y3nnnZdq0aZkxY0a9S30dfvjh9V5r8803z/bbb58XXnghpVKp/KjEXnvtVWspr+9+97tZe+21c+mll2bOnDmZMmVKrd7pJVq2bJkTTzyxVq/7Ep07d86gQYNy8skn54033siCBQsyfPjwOmveeOON8+tf/3qZ5boAVmeCNQCFLR0KPkpvdbK4h/mwww4rP9v76KOPZsqUKVlnnXVSVVWVc845J/vvv39uv/32/P3vf8+UKVPSpk2bbL755jnssMPy5S9/uVZYWHPNNeu8T+vWrXPRRRfluOOOyx133JG//e1vefvtt/P++++nffv22WyzzdK7d+8cccQR5WdMP6ozzzwzu+++ewYPHpx//vOfeeedd1JVVZVOnTpl0003zU477ZS+fftm3XXXzX333VcO1sOGDcshhxxS6N7L0759+/zhD3/Igw8+mKFDh2bUqFGZNWtW1lprrey00075+te/nq222qre4NTQWrdunXbt2mWDDTbIFltskd133z177rnnCpcDW5HPfOYzGTZsWP74xz/mr3/9a8aPH5/58+eX77X11lvnkEMOyU477ZT58+enY8eOmTFjRkaOHJm333673lnTTz755Oy444658cYb88ILL2T69OlZe+21s9NOO+UrX/lKrUnD6vOlL30pu+22W4YMGZK//vWv+fe//51p06aluro666+/fnbYYYcceeSR5Wek61JVVZXrrrsuv/3tb8u/Lx06dKhz8rvjjjsu++23X2677bZyD/X06dPTpk2bbLTRRvnsZz+bo446arkf6Gy66aYZNmxY7rnnnjzyyCN57bXXyhOcrb322tliiy3Sp0+fHHLIIXV+sAWwOqsqVWrqUQBYxa699tpceumlSRb3cld6nWAAgESPNQBN2Pz583Pttdfmk5/8ZDbffPNaawLXZel1rD/5yU9WujwAgCR6rAFowkqlUrbZZpvy8N1nn3223iGmU6ZMSZ8+fTJv3ry0atUqTz75ZOGh3AAAK8MaCAA0WVVVVfnsZz+bZPH6uL/4xS9qrU+8xKRJk/LNb36zPJv0QQcdJFQDAKuMHmsAmrQXX3wxRx99dHnW8W7duqV3795Zb731MmfOnIwbNy6PP/54eamkDTbYIHfffXc6duzYmGUDAM2IYA1Ak/fII4/kRz/6UXl96frstNNO+c1vfpN11113FVUGACBYA/AxMXXq1Nxxxx154okn8vrrr2fmzJlZc801061bt/Ts2TOHHXZYdtlll3rXDgYAqBTBGgAAAAoweRkAAAAUIFgDAABAAYI1AAAAFCBYAwAAQAGCNQAAABQgWAMAAEABrRq7AFZOqVRKTU1NkqS6uto6rQAAAE2EHuuPiZqamowePTqjR48uB2wAAAAan2ANAAAABQjWAAAAUIBgDQAAAAUI1gAAAFCAYA0AAAAFCNYAAABQgGANAAAABQjWAAAAUIBgDQAAAAUI1gAAAFCAYA0AAAAFCNYAAABQgGANAAAABQjWAAAAUIBgDQAAAAUI1gAAAFCAYA0AAAAFCNYAAABQgGANAAAABQjWAAAAUIBgDQAAAAUI1gAAAFCAYA0AAAAFCNYAAABQgGANAAAABQjWAAAAUIBgDQAAAAUI1gAAAFCAYA0AAAAFCNYAAABQgGANAAAABQjWAAAAUIBgDQAAAAUI1gAAAFCAYA0AAAAFCNYAAABQQKvGLgBYOQsXLszMmTMbuwxYKR06dEjLli0buwwAgFVCsIaPgccffzyXXXZZpk6d2tilwErp0qVLTjvttHzhC19o7FIAACrOUHD4GLjkkkuEaj5Wpk6dmksuuaSxywAAWCUEawAAAChAsIaPgbPOOitdunRp7DJgpXXp0iVnnXVWY5cBsFqYP39+Y5cArEBVqVQqNXYRrNj8+fMzevToJEmvXr3SunXrRq6IVc3kZQ1n+vTpOf7442vtu/HGG9OpU6dGqmj1Y/IygIYxZ86cfP/738+vfvWrtG3btrHLAeph8jL4mGjZsmU6d+7c2GWstjp16uT7C0CTc/PNN2f06NG55ZZbcuKJJzZ2OUA9DAUHAIAmaPz48bntttuSJLfddlvGjx/fyBUB9RGsAQCgiSmVSrn88suzYMGCJElNTU0uv/zyeIoTmibBGgAAmpi//vWvGTlyZK19I0eOzJNPPtlIFQHLI1gDAEATMmfOnFx11VV1HrvqqqsyZ86cVVwRsCKCNQAANCE333xzJk+eXOexSZMm5ZZbblnFFQErIlgDAEAT8eabb5YnLKvPrbfeaiIzaGIEawAAaAJKpVKuuOKK8oRl9VmwYIGJzKCJEawBAKAJqGvCsvqYyAyaFsEaAAAa2fImLKuPicyg6RCsAQCgkS1vwrL6mMgMmg7BGgAAGtH8+fMzdOjQj3TuHXfckfnz5zdwRcCHJVgDAEAjat26db785S9/pHMPP/zwtG7duoErAj4swRoAABrZsccem3XXXfdDndOtW7d89atfrVBFwIchWAMAQCNr27ZtTjnllA91zimnnJK2bdtWqCLgwxCsAQCgCdhjjz2y0047rVTbnXbaKbvvvnuFKwJWlmANAABNQFVVVU499dS0atVque1atWqVU089NVVVVauoMmBFBGsAAGgiNtpooxx11FHLbfOVr3wlG2200SqqCFgZgjUAADQhy5vIzIRl0DQJ1gAA0IQsbyIzE5ZB0yRYAwBAE1PXRGYmLIOmS7AGAIAm5oMTmVVXV+e0004zYRk0UYI1AAA0QUtPZHbUUUdlww03bOSKgPoI1gAA0EQde+yx6dWrlwnLoIlb/iJ5AABAo2nbtm0uvfTStG7durFLAZZDjzUAADRhQjU0fYI1AAAAFCBYAwAAQAGCNQAAABQgWAMAAEABgjUAAAAUIFgDAABAAYI1AAAAFCBYAwAAQAGCNQAAABQgWAMAAEABgjUAAAAUIFgDAABAAYI1AAAAFCBYAwAAQAGCNQAAABQgWAMAAEABgjUAAAAUIFgDAABAAYI1AAAAFCBYAwAAQAGCNQAAABQgWAMAAEABgjUAAAAUIFgDAABAAYI1AAAAFCBYAwAAQAGCNQAAABQgWAMAAEABgjUAAAAUIFgDAEATNn/+/MYuAVgBwRoAAJqoOXPm5IwzzsicOXMauxRgOQRrAABoom6++eaMHj06t9xyS2OXAiyHYA0AAE3Q+PHjc9tttyVJbrvttowfP76RKwLq06qxC2gMDz/8cIYMGZLRo0dn5syZWWuttbLTTjulX79+2Xbbbes9r6amJoMHD84999yTsWPHplQqpXv37tl7771zwgknpHPnzqvuRQAAsNoqlUq5/PLLs2DBgiSL/w69/PLL86tf/SpVVVWNXB3wQc0qWM+dOzff//738+CDD9baP2nSpPzlL3/JX/7yl5x66qk55ZRTljl33rx56d+/f0aOHFlr/+uvv57XX389Q4cOzfXXX5/NN9+8oq8BAIDV31//+tdl/u4cOXJknnzyyeyxxx6NVBVQn2Y1FPwnP/lJOVRvt912GTRoUJ599tnce++9Oe6445Ikl19+ea666qplzj377LMzcuTIVFdX5/TTT8/w4cPz5JNP5oILLkjHjh0zefLkDBgwILNnz16lrwkAgNXLnDlz6vx7NEmuuuoqE5lBE9RsgvULL7yQu+++O0ny+c9/PjfddFN22WWXdOnSJZtttlnOPffcnHHGGUmSq6++OuPGjSufO2rUqNx///1JknPOOScDBgzIhhtumHXXXTd9+/bNDTfckOrq6kycODE33njjKn9tAACsPm6++eZMnjy5zmOTJk0ykRk0Qc0mWC8J1S1btswFF1yQ1q1bL9PmxBNPzIYbbpj58+dn0KBB5f033HBDkqR79+7p27fvMuf16tUrBx10UJJkyJAhFageAIDm4M033yxPWFafW2+91URm0MQ0m2D98ssvJ0m23nrrbLjhhnW2adGiRT7/+c8nWfxcS7J44ogRI0YkSXr37p2WLVvWeW6fPn2SJBMnTsyYMWMatHYAAFZ/pVIpV1xxRXnCsvosWLAgl19+eUql0iqqDFiRZhOsZ8yYkSTZYIMNltturbXWSrI4IM+aNSsTJkzIzJkzkyRbbbVVvedtueWW5e2XXnqpaLkAADQzdU1YVp8lE5kBTUOzmRV8zTXXTJK8//77y203ffr08vakSZMyZcqU8tfdu3ev97xu3bqlZcuWWbhwYSZOnFiw2uWrqamp6PVhdTd//vw699W1HwBWhTlz5uTKK6/8UOdceeWV2XbbbdO2bdsKVQWrr7oeDS6i2QTrT33qU3nllVfyz3/+M3Pnzs0aa6xRZ7ulPyWcNWtWpk6dWv66U6dO9V6/VatWadu2bWbNmlXuHa+UV199taLXh9XdrFmzltk3ZsyYtG/fvhGqAYDkvvvuq9WhszImT56cyy+/PPvvv3+FqoLV1w477NCg12s2Q8H322+/JIuHhA8cOLDONn/+85/z+uuvl7+uqanJvHnzyl+3adNmufdYEtbnzp1btFwAAJqJBQsWlOf0+bBGjBixwmeygcprNj3We+65Z3bZZZc888wzGTRoUCZPnpwTTjghG2+8cd55553cdddduf7669OtW7dMmjQpSVJdXV1rsrKqqqrl3mPJBBItWlT284qePXumurq6oveA1dm0adOW2bflllumc+fOq7wWAEiSww47LLfeeuuHPu/LX/5ytt9++wpUBHwYzSZYJ8nAgQNz8skn54UXXsh9992X++67r9bx7bbbLl//+tdz6qmnJln8XPaSZ7OT1Oq9rsuS4yvq2S6qurq6wZ8JgOakrt+f1q1b+70CoNEcf/zxefTRR+tdv7ou3bp1S79+/bx/QRPQbIaCJ0mXLl1y00035Sc/+Um22WabrLnmmmnfvn222267/PSnP82f/vSnLFy4sNx+nXXWSYcOHcpfL5kdvC4LFizInDlzyvcBAICV1bZt25xyyikf6pxTTjnFxGXQRDSrHutkcW/vV7/61Xz1q1+t8/hrr72WZHE47ty5c3r06FE+9tZbb9V73UmTJpVD+YqW9AIAgA/aY489stNOO63Ukls77bRTdt9991VQFbAymlWP9aJFi+p8tnJpSyaO2G677ZIk6667brkHesyYMfWe98orr5S3l17TGgAAVkZVVVVOPfXUtGq1/L6vVq1a5dRTT13h/D/AqtNsgvUdd9yRrbfeOrvttludS+0ki5exeumll5Ike++9d3l/7969kySPP/54Fi1aVOe5w4cPT7J4+HjPnj0bsnQAAJqJjTbaKEcdddRy23zlK1/JRhtttIoqAlZGswnW2223XRYuXJiamprcfvvtyxyfO3dufvKTnyRZ3Et90EEHlY8deuihSZJx48Zl8ODBy5w7atSoDBs2LMniiSd8eggAwEd17LHHZt11163zWLdu3ep9pBFoPM0mWG+66ab5whe+kGTx7ODXXntt3njjjbzzzjt59NFH85WvfCUvvvhiWrRokfPPP7/WzN677LJL9tprryTJRRddlIEDB2b8+PGZMmVKhgwZkhNPPDELFizIhhtumKOPProxXh4AAKuJ5U1kZsIyaJqqSksWX24G3n333fTr1y+vv/56ncfbtGmT888/v9xDvbTp06enf//+GT16dJ3ndu3aNbfcckutyc4a0vz588v37tWrl2UVoIBp06Yt83t+1113WccagCajVCrl+9//fq2JzHbaaaf86le/MjoSmqBm02OdJGuvvXb+/Oc/53vf+1623HLLrLHGGqmurk6PHj1y7LHH5t57760zVCdJp06dMnjw4JxzzjnZZptt0q5du/K5J5xwQu65556KhWoAAJqXD05kVl1dndNOO02ohiaqWfVYf5zpsYaGo8cagI+L6667LrfcckuOPfbYnHjiiY1dDlCPZtVjDQAAHyfHHntsevXqZcIyaOKWv0geAADQaNq2bZtLL73UaEVo4vRYAwBAEyZUQ9MnWAMAAEABgjUAAAAUIFgDAABAAYI1AAAAFCBYAwAAQAGCNQAAABQgWAMAAEABgjUAAAAUIFgDAABAAYI1AAAAFCBYAwAAQAGCNQAAABQgWAMAAEABgjUAAAAUIFgDAABAAYI1AAAAFCBYAwAAQAGCNQAAABQgWAMAAEABgjUAAAAUIFgDAABAAYI1AAAAFCBYAwAAQAGCNQAAABQgWAMAAEABgjUAAAAUIFgDAABAAYI1AAAAFCBYAwAAQAGCNQAAABQgWAMAAEABgjUAAAAUIFgDAABAAYI1AAAAFCBYAwAAQAGCNQAAABQgWAMAAEABgjUAAAAUIFgDAABAAYI1AAAAFCBYAwAAQAGCNQAAABQgWAMAAEABgjUAAAAUIFgDAABAAYI1AAAAFCBYAwAAQAGCNQAAABQgWAMAAEABgjUAAAAUIFgDAABAAYI1AAAAFCBYAwAAQAGCNQAAABQgWAMAAEABgjUAAAAUIFgDAABAAYI1AAAAFCBYAwAAQAGCNQAAABQgWAMAAEABgjUAAAAUIFgDAABAAYI1AAAAFCBYAwAAQAGCNQAAABQgWAMAAEABgjUAAAAUIFgDAABAAYI1AAAAFCBYAwAAQAGCNQAAABQgWAMAAEABgjUAAAAUIFgDAABAAYI1AAAAFCBYAwAAQAGCNQAAABQgWAMAAEABgjUAAAAUIFgDAABAAYI1AAAAFCBYAwAAQAGCNQAAABQgWAMAAEABgjUAAAAUIFgDAABAAYI1AAAAFCBYAwAAQAGCNQAAABQgWAMAAEABgjUAAAAUIFgDAABAAYI1AAAAFCBYAwAAQAGCNQAAABTQqrELAABg9bBw4cLMnDmzscuAldKhQ4e0bNmysctgNSFYAwBQ2OOPP57LLrssU6dObexSYKV06dIlp512Wr7whS80dimsBgwFBwCgsEsuuUSo5mNl6tSpueSSSxq7DFYTgjUAAAAUIFgDAFDYWWedlS5dujR2GbDSunTpkrPOOquxy2A14RlrAAAK+8IXvpDdd9/d5GUNZPr06Tn++ONr7bvxxhvTqVOnRqpo9WPyMhqSYA0AQINo2bJlOnfu3NhlrLY6derk+wtNlKHgAAAAUIBgDQAAAAUI1gAAAFCAYA0AAAAFCNYAAABQgGANAAAABQjWAAAAUIBgDQAAAAUI1gAAAFCAYA0AAAAFCNYAAABQgGANAAAABQjWAAAAUIBgDQAAAAUI1gAAAFCAYA0AAAAFtGrsAhrDM888k5tvvjkvvvhipk2blnbt2qVnz5459NBDc8ghh6RFi7o/b6ipqcngwYNzzz33ZOzYsSmVSunevXv23nvvnHDCCencufOqfSEAAAA0umYXrH/1q1/l+uuvr7Vv2rRpefbZZ/Pss8/mnnvuye9+97u0bdu2Vpt58+alf//+GTlyZK39r7/+el5//fUMHTo0119/fTbffPOKvwYAAACajmY1FHzIkCHlUL399ttn0KBBeeqpp3LHHXfkwAMPTJI8/fTT+elPf7rMuWeffXZGjhyZ6urqnH766Rk+fHiefPLJXHDBBenYsWMmT56cAQMGZPbs2avyJQEAANDImlWwvvbaa5Mkm222WQYNGpRddtklXbt2zdZbb51LL720HK7vuuuuTJw4sXzeqFGjcv/99ydJzjnnnAwYMCAbbrhh1l133fTt2zc33HBDqqurM3HixNx4442r/oUBAADQaJpNsJ42bVrefPPNJMlBBx2UNdZYY5k2Rx99dHl71KhR5e0bbrghSdK9e/f07dt3mfN69eqVgw46KMniXnEAAACaj2YTrFu2bFneXrBgQZ1tqqurl2lfKpUyYsSIJEnv3r1rXWdpffr0SZJMnDgxY8aMaZCaAQAAaPqaTbDu0KFDevTokSS57777Mm/evGXa3HnnnUkWB+xtttkmSTJhwoTMnDkzSbLVVlvVe/0tt9yyvP3SSy81VNkAAAA0cc1qVvAzzjgjp512WsaOHZuvfe1rOe200/KpT30qU6ZMyeDBg3PrrbcmSU466aSst956SVLrWevu3bvXe+1u3bqlZcuWWbhwYa1zKqGmpqai14fV3fz58+vcV9d+AGgM3qugslq3bt2g12tWwXqfffbJlVdemV/96ld5/vnnc/zxx9c6vv766+e73/1uDj300PK+qVOnlrc7depU77VbtWqVtm3bZtasWZkxY0aD1760V199taLXh9XdrFmzltk3ZsyYtG/fvhGqAYBlea+Cytphhx0a9HrNZij4ErNmzcqaa65Z57F33303zz//fN57773yvqWHjLdp02a5114yIdrcuXMboFIAAAA+DppVj/WFF16Ym266KcniGcCPO+64bLTRRpk6dWoeeuih/Pa3v81tt92W5557Ln/84x/TtWvXWpOVVVVVLff6pVIpSdKiRWU/r+jZs2etidaAD2fatGnL7Ntyyy3TuXPnVV4LANTFexV8vDSbYP3000+XQ/UZZ5yRb37zm+Vj3bp1y3HHHZcdd9wxX/nKVzJ27Nj85je/yc9//vNavdt1TXi2tCXHV9SzXVR1dXWDPxMAzUldvz+tW7f2ewVAk+G9Cj5ems1Q8Ntvvz3J4hDdv3//OttsueWWOeqoo5Ikd999d+bMmZMOHTqUjy+ZHbwuCxYsyJw5c5IkXbp0aaiyAQAAaOKaTbAeN25ckmSbbbapdy3qJNlpp52SLA7Kb775ZnmJriR566236j1v0qRJWbhwYZJkgw02KF4wAAAAHwvNJlgvWaJqRUtVLf0cdU1NTdZdd91yD/SYMWPqPe+VV14pby+9pjUAAACrt2YTrDfZZJMkyQsvvLDc9f/+8Y9/JFm8fNYnPvGJJEnv3r2TJI8//ngWLVpU53nDhw9Pkqyzzjrp2bNng9UNAABA09ZsgvUBBxyQJJk+fXoGDhxYZ5vXXnstt956a5Jkjz32SMeOHZOkvK71uHHjMnjw4GXOGzVqVIYNG5YkOf7441c4ezgAAACrj2YTrPfdd9/suuuuSZIbbrgh3/nOdzJy5Mi89957GT9+fG688cYce+yxmT17djp06JDvf//75XN32WWX7LXXXkmSiy66KAMHDsz48eMzZcqUDBkyJCeeeGIWLFiQDTfcMEcffXSjvD4AAAAaR1VpyeLLzcDMmTPz3e9+NyNGjKi3TdeuXXP55Zdnhx12qLV/+vTp6d+/f0aPHl3vebfcckutyc4a0vz588v37tWrl6UWoIBp06aVR6Iscdddd1kbFIAmw3sVfLw0m3Wsk6RDhw75wx/+kIceeih33XVXRo8enWnTpmWNNdZIjx49stdee+WrX/1qOnXqtMy5nTp1yuDBgzN48OAMGzYsY8eOzfz589O9e/fsueee+cY3vpG11167EV4VAAAAjalZBetk8azf++67b/bdd98PfW51dXX69euXfv36VaAyAAAAPo6azTPWAAAAUAmCNQAAABQgWAMAAEABgjUAAAAUIFgDAABAAYI1AAAAFCBYAwAAQAGCNQAAABQgWAMAAEABgjUAAAAUIFgDAABAAYI1AAAAFCBYAwAAQAGCNQAAABQgWAMAAEABgjUAAAAUIFgDAABAAYI1AAAAFCBYAwAAQAGCNQAAABQgWAMAAEABgjUAAAAUIFgDAABAAYI1AAAAFCBYAwAAQAGCNQAAABQgWAMAAEABgjUAAAAUIFgDAABAAYI1AAAAFCBYAwAAQAGCNQAAABQgWAMAAEABgjUAAAAUIFgDAABAAYI1AAAAFCBYAwAAQAGCNQAAABQgWAMAAEABgjUAAAAUIFgDAABAAYI1AAAAFCBYAwAAQAGCNQAAABQgWAMAAEABgjUAAAAUIFgDAABAAYI1AAAAFCBYAwAAQAGCNQAAABQgWAMAAEABgjUAAAAUIFgDAABAAYI1AAAAFCBYAwAAQAGCNQAAABQgWAMAAEABgjUAAAAUIFgDAABAAYI1AAAAFCBYAwAAQAGCNQAAABQgWAMAAEABgjUAAAAUIFgDAABAAYI1AAAAFCBYAwAAQAGCNQAAABQgWAMAAEABgjUAAAAUIFgDAABAAYI1AAAAFCBYAwAAQAGCNQAAABQgWAMAAEABgjUAAAAUIFgDAABAAYI1AAAAFCBYAwAAQAGCNQAAABQgWAMAAEABgjUAAAAUIFgDAABAAYI1AAAAFCBYAwAAQAGCNQAAABQgWAMAAEABgjUAAAAUIFgDAABAAYI1AAAAFCBYAwAAQAGCNQAAABQgWAMAAEABgjUAAAAUIFgDAABAAYI1AAAAFCBYAwAAQAGCNQAAABQgWAMAAEABrRryYt///vcb8nJ1qqqqyi9/+cuK3wcAAABWRoMG63vuuSdVVVUNeclaSqWSYA0AAECT0qDBeon111+/EpfNW2+9VZHrAgAAwEdVkWB97733pm3btg16zffffz877LBDg14TAAAAivrYTF5WySHmAAAA8FE1aI/1FltskaqqqrRs2bIhL5skadmyZbbYYou0aPGx+SwAAACAZqBBg/Xdd9/dkJerpU2bNhW9PgAAAHwUFXnG+sOYM2dOHnzwwUyePDmf+MQn0qdPn1RXVzd2WQAAALBSVkmwnj9/fgYNGpR77703V199dXnW8P/+97854YQTMmnSpHLb9ddfP1dffXU233zzVVEaAAAAFFLxB5ZLpVJOOumkDBw4MP/6178yfvz48rEf//jHefvtt1Mqlcr/vfXWW+nfv39mzZpV6dIAAACgsIoH63vvvTfPPPNMSqVSPvvZz2bttddOkvzrX//Kc889l6qqqhx22GH5+9//nkGDBqVr16555513cvPNN1e6NAAAACis4sH6L3/5Szk8Dxo0KJtuummS5OGHH06yeLbvs88+Ox07dsznPve5nH766SmVSnn00UcrXRoAAAAUVvFg/fLLLydJjj/++Fr7n3zyySTJ9ttvn86dO5f377zzzkmSN954o9KlAQAAQGEVD9bTpk1LkvKEZUkyY8aMjB49OlVVVdl1111rtW/Xrl2S5P333690aQAAAFBYxYN1mzZtkiwO00s89dRTWbhwYZLk85//fK32EyZMSJJ07Nix0qUBAABAYRUP1p/61KeSLA7TS9x3331JkrXXXjvbbLNNrfaDBw9OEsttAQAA8LFQ8XWs99lnn7zwwgv51a9+lWnTpuWdd97Jww8/nKqqquy///7ldmPHjs0f//jH3Hnnnamqqsp+++1X6dIAAACgsIoH62OOOSZ33XVXXnvttVx22WXl/Z07d85JJ51Uq92S4eLbbrttjjzyyEqXBgAAAIWtkmesb7rppvTt2zedO3dO27Zt07t379xyyy3lNa2TZJNNNknLli1z2GGH5Q9/+ENatKh4aQAAAFBYxXusa2pq0rFjx5x//vk5//zz6233ox/9KOuvv366du1a6ZIAAACgwVQ8WA8YMCBVVVU55ZRTsv3229fbrlevXpUuBQAAABpcxcdbv/zyy3nqqacyf/78St8KAAAAVrmK91jPmTMnyf9fdqux/OAHP8idd975oc754x//mM9+9rPlr2tqajJ48ODcc889GTt2bEqlUrp375699947J5xwQjp37tzAVQMAANDUVbzHequttkqSjBw5stK3anDt2rUrb8+bNy8nnHBCLrrooowePTqzZ8/OnDlz8vrrr+fqq6/OQQcdlH/961+NWC0AAACNoeI91uedd1769euXc889N++//3722WeftG/fvtK3Xcb555+fH//4x8tt89xzz2XAgAFZtGhRvv71r2frrbcuHzv77LMzcuTIVFdX59vf/nYOPPDAtG7dOo8//nguueSSTJ48OQMGDMhf/vKXrLnmmpV+OQAAADQRFQ/WDzzwQHbbbbfce++9Oeecc3Luuedmgw02SOfOndOmTZt6z6uqqsrNN9/cYHW0bt06rVu3rvf4tGnT8pOf/CSLFi3K9ttvnzPOOKN8bNSoUbn//vuTJOecc06OPvro8rG+fftmyy23zNFHH52JEyfmxhtvzMknn9xgdQMAANC0VTxY//73v09VVVWSpFQqpVQqZcKECZkwYcJyz1tyzqpy7rnn5u23384aa6yRX/7yl2nV6v9/a2644YYkSffu3dO3b99lzu3Vq1cOOuigDB06NEOGDBGsAQAAmpGKB+uddtqp0rcobMSIEXn44YeTJKeccko23njj8rFSqZQRI0YkSXr37p2WLVvWeY0+ffpk6NChmThxYsaMGZMtt9yy8oUDAADQ6CoerG+66aZK36KQBQsW5Oc//3mSZKONNsrXvva1WscnTJiQmTNnJvn/E7HVZekg/dJLLzXLYL1o0aLMmDGjscuAFZo+ffpK7YOmqGPHjmnRouJzjwIAH0LFg3VTd9ttt2Xs2LFJktNOO22Z57AnTpxY3u7evXu91+nWrVtatmyZhQsX1jqnEmpqaip6/Y9q2rRpdQ6Vh4+D448/vrFLgJVy++23W94RmoH58+fXua+u/cCHt7z5tz6KJhus33vvvay11loVvceiRYvyf//3f0kW91bvv//+y7SZOnVqebtTp071XqtVq1Zp27ZtZs2aVfFe21dffbWi1/+oZs2a1dglAKz2xowZ0yirawCrVl1/V/n9h4azww47NOj1VlmwHj9+fEaMGJGpU6dmwYIFKZVKtY4vWrQoNTU1mT17dt5444288MIL+ec//1nRmh5++OGMHz8+SdK/f/86n5+eN29eeXt5s5gnyRprrJFZs2Zl7ty5DVsoAAAATdYqCdZXXnllfv/732fRokUr1b5UKq2SWcEHDRqUJFl77bXz5S9/uc42S4ftFdW05MOCSj/71rNnz1RXV1f0Hh/FtGnTGrsEgNXelltuaSg4NAN1/V3l9x+arooH62effTZXXnnlSrevqqrKdtttlz333LOCVS1+dvr5559Pkuy///719kavueaa5e2le6/rsuT4inq2i6qurm7wZwIaQl01vb/1l1NqVdnvB8DqqmrBvLR7aWitfa1bt26S7wFAw6rr99zvPzRdFQ/WQ4YMSZJ06dIlF154YT772c/mb3/7W0455ZQcffTROffcczN16tQ8/fTTufTSSzN58uR07tw5J510UkXrWrK8VpIccMAB9bbr0KFDeXvJ7OB1WbBgQebMmZNk8WtlsVKrNilVt23sMgAAACqm4ut1vPDCC6mqqsq3vvWt9OnTJ+3bt89OO+2UqqqqPPXUU2nZsmW6du2agw8+OLfeems6deqUJ554Io899lhF63rooYeSLJ7pe7vttqu3XY8ePcrbb731Vr3tJk2alIULFyZJNthggwapEQAAgKav4sF6yazan//858v7OnbsmPXXXz/jx4+vNev2+uuvnxNPPDGlUil33HFHxWqaNWtWXnjhhSTJXnvttdxnp9ddd91yD/SYMWPqbffKK6+Ut5vjGtYAAADNVcWD9ZIJy7p27Vpr/yabbJIk+fe//11r/5Jnq5cOqg3txRdfLNf1mc98ZoXte/funSR5/PHH652Abfjw4UmSddZZJz179mygSgEAAGjqKh6sl8xcuHTPdJJ84hOfSLJssF577bWTJO+++27Fanr55ZfL29tuu+0K2x966KFJknHjxmXw4MHLHB81alSGDRuWJDn++ONXyYzmAAAANA0VD9af/vSnkyRPPvlkrf09evRIqVTKqFGjau1/++23k2SZda4b0tixY5MsnvG7e/fuK2y/yy67ZK+99kqSXHTRRRk4cGDGjx+fKVOmZMiQITnxxBOzYMGCbLjhhjn66KMrVjcAAABNT8WD9V577ZVSqZSBAwfm3nvvLQ+lXjJh2MMPP5zx48eX21933XVJFj9vXSlLJiH7MPe4+OKL06tXryxcuDBXX3119t577+y2224599xzM3369HTt2jXXX3992rdvX6myAQAAaIIqHqwPPfTQbLzxxpk9e3bOPPPMnHXWWUmSbbbZJltvvXXmzJmTww8/PN/97ndz8MEH57777ktVVVX22GOPitW0ZNms9dZbb6XP6dSpUwYPHpxzzjkn22yzTdq1a5fq6ur06NEjJ5xwQu65555aM4gDAADQPFR8Hevq6ur84Q9/yLe//e289tprtSYx+8EPfpATTjghM2bMyIMPPphk8RDwddZZJwMGDKhYTXfddddHOq+6ujr9+vVLv379GrYgAAAAPrYq3mOdJBtttFHuvPPOXHPNNfniF79Y3r/jjjvmT3/6U3bddde0bds27du3z5e+9KXceuut5UnMAAAAoCmreI/1Ei1atCgvW7W0Xr165frrr19VZQAAAECDWiU91gAAALC6WmU91snitanvvPPO/OMf/8jbb7+d999/Pw899FCS5De/+U169uyZ/ffff1WWBAAAAIWssmD9hz/8IVdccUXmz5+fZPEkZVVVVeXjf/nLX3Lddddl8ODBufzyy9OlS5dVVRoAAAB8ZKtkKPill16aSy+9NPPmzUubNm2yzTbbLNNm7ty5KZVKee6553LyySenVCqtitIAAACgkIoH6xdffDHXXXddkuT444/PU089lRtuuGGZdo888kiOO+64lEqlvPjiixk6dGilSwMAAIDCKh6sb7rppiTJgQcemB/+8Idp165drSHgS6y55po555xzcsghh6RUKmXYsGGVLg0AAAAKq3iwfu6551JVVZXjjjtupdr369cvSfLqq69WsiwAAABoEBUP1u+++26SpEePHivVvnv37kmSWbNmVaokAAAAaDAVD9bt2rVLkkybNm2l2k+ZMiVJ0qFDh0qVBAAAAA2m4sH6U5/6VJLk4YcfXqn2d955Z5Jk8803r1hNAAAA0FAqHqz333//lEqlXHXVVRk9evRy2z744IO58cYbU1VVlX322afSpQEAAEBhrSp9gyOPPDJ/+tOf8u9//zvHHHNMDjzwwPTs2bN8/Omnn8748eMzfPjwPPnkkymVSunRo0eOPPLISpcGAAAAhVU8WLdq1SrXXXddTjjhhPz3v//NXXfdlSTlJbf69+9fblsqlbL++uvn6quvTuvWrStdGgAAABRW8aHgSbLeeutl6NCh+da3vpW11147pVJpmf/WXHPNHHfccbnzzjtXegZxAAAAaGwV77Feom3btjn11FNz6qmnZuzYsXnzzTcza9astG3bNuuvv3569uyZli1brqpyAAAAoEFUPFi/9NJL2XrrrWvt23TTTbPppptW+tYAAABQcRUfCn7kkUdm//33z9VXX50JEyZU+nYAAACwSlU8WJdKpfznP//JZZddli9+8Ys55phjcvvtt2fGjBmVvjUAAABUXMWD9eDBg3PMMcdkrbXWSqlUyvPPP5/zzjsvu+22W77zne/koYceSk1NTaXLAAAAgIqo+DPW22+/fbbffvuce+65eeqppzJs2LAMHz4877//fh5++OE88sgj6dChQ770pS/l4IMPzo477ljpkgAAAKDBrLJZwVu0aJHdd989u+++e+bNm5fhw4dn2LBhGTFiRGbMmJHbb789Q4YMyfrrr5+DDjooBx98sAnOAAAAaPJWWbBeWps2bbL//vtn//33z8yZM/PEE0/k8ccfz4gRI/LWW2/l2muvzbXXXpstt9wyhx9+eA466KB07NixMUoFAACA5ar4M9Yr0qFDh+y6667Zdddd85nPfCZVVVVJFk969sorr+TCCy9M796984tf/CKzZs1q5GoBAACgtkbpsU6S9957Lw888EDuu+++vPDCC1m0aFGSxYG6e/fuOfjgg9OiRYsMGzYsb775Zv74xz/m0Ucfzc0335xu3bo1VtkAAABQyyoN1rNmzcpDDz2Ue++9N3/729+ycOHClEqlJClPYHbIIYfUmsDsO9/5ToYNG5Yf/vCHmTBhQn7+85/nsssuW5VlAwAAQL0qHqznzp2bRx99NPfee2+efPLJ8tJapVIprVq1ym677ZZDDjkkffr0SevWreu8xkEHHZQXX3wxN998c5555plKlwwAAAArreLB+vOf/3zmzJmTJOXe6a233jqHHHJIDjjggKy11lordZ0NNtggScrPYAMAAEBTUPFgPXv27CSLg/FBBx2UQw45JJtsssmHvk6rVq2y7777ZocddmjoEgEAAOAjq3iw/vKXv5xDDz00O++8c6Hr9OvXL/369WugqgAAAKBhNGiwHjlyZJJkxx13LA/Z/vnPf94g1160aFH+8Y9/JEl22mmnBrkmAAAAFNWgwfq4445LixYt8o9//CNt27ZtyEtn7ty55eu/8sorDXptAAAA+KhaNPQFl0xQVimVvj4AAAB8GBV5xvrOO++sd+msj2r+/PkNej0AAABoCBUJ1hdccEElLgsAAABNToMHa0O1AQAAaE4aNFgPHz68IS8HAAAATV6DBuvu3bs35OUAAACgyWvwWcEBAACgORGsAQAAoADBGgAAAAoQrAEAAKAAwRoAAAAKEKwBAACgAMEaAAAAChCsAQAAoIBGC9azZs3K22+/3Vi3BwAAgAbRalXe7JFHHsntt9+eF154IbNmzUpVVVVeeeWVJMnXv/71fOITn8gpp5ySddZZZ1WWBQAAAB/ZKgnW77//fs4444w88cQTSZJSqbRMm9deey3PPPNMHn744VxzzTXZeuutV0VpAAAAUMgqGQp+6qmn5oknnkipVMpnPvOZfP3rX1+mTc+ePVMqlfLuu+/m5JNPzsyZM1dFaQAAAFBIxYP1vffem6eeeirV1dW56qqrcsstt+Tb3/72Mu2uv/76XHHFFWnTpk3eeeed3HTTTZUuDQAAAAqreLC+8847U1VVlW9+85vp06fPctt+8YtfzEknnZRSqZThw4dXujQAAAAorOLB+uWXX06SHHDAASvVfr/99kuSjBs3rlIlAQAAQIOpeLCeNWtWkqRr164r1b5Lly5JkpqamorVBAAAAA2l4sG6c+fOSZIJEyasVPuxY8cm+f8BGwAAAJqyii+3tf322+fhhx/Orbfemp/97GcrbH/DDTekqqoq2267baVLAwCaoUWLFmXGjBmNXQYs1/Tp01dqHzRFHTt2TIsWq2QBqiaj4sH68MMPz0MPPZTbb789m2yySY4//vg6282bNy+XXHJJhg8fnqqqqhx66KGVLg0AaIZmzJjh7ww+lur7Oxqamrvuuqs8crm5qHiw7t27d/bff//cd999ufjii3PTTTfl05/+dPn4wIEDM2HChDz11FPlT+F69+6dvfbaq9KlAQAAQGEVD9ZJcvHFF6dly5YZNmxYJkyYkIkTJ6aqqipJcu211yZJSqVSkuQLX/hCLr300lVRFgAAABS2SoJ169atc8kll+SII47I4MGDM3LkyLz77rvl4+3atcsOO+yQvn37Zu+9914VJQEAAECDWCXBeonPfvaz+exnP5skef/99zNr1qy0bds2HTt2XJVlAADU8ovPTkuH6kWNXQbAx87Mmhb54d86N3YZjW6VBuultWvXLu3atWus2wMAlHWoXpSOrUuNXQbAx5APJZNVsI41AAAArM4q3mO95ZZbfuhzWrZsmTZt2mTttdfOJptskt122y19+/ZN69atK1AhAAAAfHQVD9ZLZvv+MBYsWJAFCxbk/fffz5tvvpknnngigwcPzlVXXZUePXo0fJEAAADwEVU8WN92220ZOXJkLr300pRKpWy99dbZZ599sskmm6Rdu3aZPXt23nzzzTz22GP5+9//nqqqquy///7ZfPPNM2vWrLz00kt59tlnM3bs2Hz729/On//856yxxhqVLhsAAABWSsWD9dprr53f/e53adGiRc4777z07du3znYnnHBCHnrooZxxxhkZMWJEzj777Ky77rpJkueeey7f+ta3Mnbs2Nx999056qijKl02AAAArJSKT172u9/9LrNnz07//v3rDdVL7LPPPjn55JMzffr0XHXVVeX9O+64YwYMGJBSqZS//OUvlS4ZAAAAVlrFg/WIESNSVVWVww8/fKXaH3TQQUmSxx9/vNb+3r17J0neeOONBq0PAAAAiqh4sJ4+fXqSpGPHjivVvn379kmSqVOn1tq/9tprJ0nee++9BqwOAAAAiql4sF5//fWTJC+88MJKtV/Sbq211qq1f8qUKUmSdu3aNWB1AAAAUEzFg/VOO+2UUqmUX/3qV5k2bdpy286cOTOXXnppqqqqsvPOO9c6du+99yZJNt9880qVCgAAAB9axYN1//79U11dnTfeeCOHHXZY7rjjjmWGc7/33nu56667cvjhh2fs2LFp2bJl+vfvnySZPHlyrrjiivzhD39IVVVV9ttvv0qXDAAAACut4stt9ejRI5deemlOP/30/O9//8u5556bZPGz1GussUbmzJmT999/P0lSKpXSsmXLXHjhhdliiy2SJLfeemt+//vfp1QqZcstt1zhzOIAAACwKlW8xzpZvIzWkCFDsuOOO6ZUKqVUKmXmzJmZMmVKZs2aVd633XbbZfDgwTn00EPL5/73v/9NdXV1DjzwwFx//fVp1arinwUAAADASltlKfXTn/50br755rz11lt58sknM3HixEybNi1rrLFGNt544+y888751Kc+lSSpqanJgw8+mAMPPDDnnntufvnLX6Z169arqlQAAABYaau8+3eDDTbIUUcdVeex8ePH59Zbb82dd96ZadOm5cADDywvswUAAABNUaOPq160aFGGDx+eW2+9Nc8880x5WHhVVVVjlwYAAAAr1GjB+u23387tt9+eP//5z+U1qkulUpKkbdu2Zv8GAADgY2GVB+snnngit956a/76179m0aJF5TCdJNtuu22OOOKI7L///mnXrt2qLg0AAAA+tFUSrN999938+c9/zu2335633noryf/vna6qqkq/fv1y5JFHZrPNNlsV5QAAAECDqWiwfvbZZ3Prrbdm+PDhWbBgQTlMt2rVKttss02ef/75JMkPf/jDSpYBAAAAFdPgwXr69Om58847c+utt+aNN95I8v97pz/96U/nsMMOy4EHHphJkybVWq8aAAAAPo4aNFifffbZeeCBBzJ//vxymO7atWsOOuigHHbYYdl8883LbSdNmtSQtwYAAIBG0aDB+u67705VVVXWWmut7LnnnvnSl76Uz3/+82nRokVD3gYAAACajIok3nbt2mXRokWZOXNm5s2bV4lbAAAAQJPQoD3Wffv2zX333Zc333wz48ePz5133pk2bdpkzz33zKGHHprdd99d7zUAAACrlQZNueeff36eeuqpXHzxxdlxxx2TJHPnzs0DDzyQAQMGZI899sgvf/nLvPbaaw15WwAAAGg0DT4reJs2bXLooYfm0EMPzYQJE3LHHXfk7rvvzltvvZV33nkngwYNyqBBg7L++us39K0BAABglavouOwNN9wwp512WoYPH57rr78+++23X6qrq1MqlfLWW2+lqqoqSdKvX78MHTo0s2bNqmQ5AAAA0OAavMe6LlVVVdl1112z6667ZsaMGRk2bFjuuOOOvPLKK0mSkSNHZuTIkTn//PPTp0+fHHzwwZ7HBgAA4GNhlSfXjh075qtf/WqGDh2au+++O8cee2w6deqUUqmUuXPn5r777is/jw0AAABNXaN2CW+xxRY599xz8+STT+ayyy7LHnvskRYtWqRUKuXdd99tzNIAAABgpaySoeArUl1dnX333Tf77rtvJk+enKFDh+bOO+9s7LIAAABghZrcQ8zrrrtuBgwYkAcffLCxSwEAAIAVanLBGgAAAD5OBGsAAAAoQLAGAACAAgRrAAAAKECwBgAAgAIEawAAAChAsAYAAIACBGsAAAAoQLAGAACAAgRrAAAAKECwBgAAgAIEawAAAChAsAYAAIACBGsAAAAoQLAGAACAAgRrAAAAKECwBgAAgAIEawAAAChAsAYAAIACBGsAAAAoQLAGAACAAgRrAAAAKECwBgAAgAIEawAAAChAsAYAAIACWjV2AY1h1qxZufHGGzN8+PC8+eabmTdvXjbYYIP07t07/fv3T7du3eo9t6amJoMHD84999yTsWPHplQqpXv37tl7771zwgknpHPnzqvuhQAAANDoml2wfuWVV/LNb34zU6ZMqbV/3LhxGTduXO6+++5cd9112WabbZY5d968eenfv39GjhxZa//rr7+e119/PUOHDs3111+fzTffvKKvAQAAgKajWQ0Fnzx5cr72ta9lypQp6dixY84777w8+uij+etf/5rzzjsv7dq1y7Rp03LKKadk1qxZy5x/9tlnZ+TIkamurs7pp5+e4cOH58knn8wFF1yQjh07ZvLkyRkwYEBmz57dCK8OAACAxtCsgvXFF1+c6dOnZ80118ygQYNyzDHHpHv37unWrVuOOeaYXHrppUkWB/C777671rmjRo3K/fffnyQ555xzMmDAgGy44YZZd91107dv39xwww2prq7OxIkTc+ONN67y1wYAAEDjaDbB+p133skDDzyQJDnppJOy1VZbLdNmzz33zCc/+cm0bNkyL730Uq1jN9xwQ5Kke/fu6du37zLn9urVKwcddFCSZMiQIQ1dPgAAAE1Us3nG+sEHH8zChQvTpk2bHHvssfW2u+uuu9KmTZtUVVWV95VKpYwYMSJJ0rt377Rs2bLOc/v06ZOhQ4dm4sSJGTNmTLbccsuGfREAAAA0Oc2mx3rUqFFJkq233jrt27evdaympqa8vcYaa9QK1UkyYcKEzJw5M0nq7OleYukg/cEebwAAAFZPzabH+t///neSZOONN06SPPbYY7n55pvz/PPPZ/bs2VlnnXXSp0+ffOtb31pmua2JEyeWt7t3717vPbp165aWLVtm4cKFtc5p1hbMTdWKWwFQlwVzG7uCZmNmjXcrgI/Cv5+LNZtgPXny5CRJ586d87Of/Sx/+tOfah2fMmVKbr311jzwwAO5+uqrs/3225ePTZ06tbzdqVOneu/RqlWrtG3bNrNmzcqMGTMa+BX8f0v3sDcl8+fPX2Zf+5fubIRKAFZf8+fPr/PfW1ZeXd+/H/6tSyNUArB6+ji8V7Vu3bpBr9dsgvX777+fJBk2bFimTJmSHXfcMaeffnp69eqV999/P/fff39+/etfZ9q0aTn55JNz9913l3uu582bV75OmzZtlnufNdZYI7NmzcrcuZXrZXj11Vcrdu0i6lqiDICGNWbMmGUeaeLD8X4FUFkfh/eqHXbYoUGv12yesV4SdKdMmZKdd945gwYNyo477pg2bdpkrbXWyle/+tVce+21adGiRaZOnZprrrmmfO7Sk5V98PnrDyqVSkmSFi2azbcWAACgWWs2PdZrrLFGZs+enST5wQ9+kOrq6mXa7LTTTundu3cee+yxPPTQQ/nJT36SJFlzzTXLbZbuva7LkuMr6tkuomfPnnXW39imTZvW2CUArPa23HLLdO7cubHL+FjzfgVQWc3xvarZBOt27dpl9uzZ6dChw3Jn9t5pp53y2GOPZcqUKZk2bVo6d+6cDh06lI8vmR28LgsWLMicOXOSJF26VO5Zrerq6gZ/JqAh1FXTrK0PS1qt0QjVAKwGFsxdZq6K1q1bN8n3gI+Tur5/v/js1HSoLjVCNQAfbzNrqpaZp6I5vlc1m2C94YYbZsqUKSvsSV46RC/pfe7Ro0d531tvvVXvuZMmTcrChQuTJBtssEGBalcjrdZIqbptY1cB8LFkntVVp0N1KR1bC9YAfDTN5kHgJWtMv/fee8udtOSdd95Jsvi56q5duyZJ1l133XIP9JgxY+o995VXXlnmfgAAAKzemk2w/sIXvpAkWbRoUR544IF62z311FNJkl69etWatKx3795JkscffzyLFi2q89zhw4cnSdZZZ5307NmzIcoGAACgiWs2wXrXXXdN9+7dkyS//e1vM2XKlGXaPPDAA3nuueeSJIcddlitY4ceemiSZNy4cRk8ePAy544aNSrDhg1Lkhx//PErnD0cAACA1UOzCdatWrXK+eefnxYtWmTKlCk58sgjc9ddd2XSpEmZOHFirr766px55plJkm222SZHHnlkrfN32WWX7LXXXkmSiy66KAMHDsz48eMzZcqUDBkyJCeeeGIWLFiQDTfcMEcfffQqf30AAAA0jmYzeVmS7Lbbbvn1r3+dH/3oR/nf//6Xs88+e5k2W265ZS6//PJaw8CXuPjii9O/f/+MHj06V199da6++upax7t27Zrrr7++yS+GDgAAQMNpVsE6SQ444IBsv/32GTRoUP7617/mf//7X9q0aZMePXrkoIMOyhFHHJG2beuexbpTp04ZPHhwBg8enGHDhmXs2LGZP39+unfvnj333DPf+MY3svbaa6/iVwQAAEBjanbBOlm8FNaPfvSj/OhHP/rQ51ZXV6dfv37p169fBSoDAADg46bZPGMNAAAAlSBYAwAAQAGCNQAAABQgWAMAAEABgjUAAAAUIFgDAABAAYI1AAAAFCBYAwAAQAGCNQAAABQgWAMAAEABgjUAAAAUIFgDAABAAYI1AAAAFCBYAwAAQAGCNQAAABQgWAMAAEABgjUAAAAUIFgDAABAAYI1AAAAFCBYAwAAQAGCNQAAABQgWAMAAEABgjUAAAAUIFgDAABAAYI1AAAAFCBYAwAAQAGCNQAAABQgWAMAAEABgjUAAAAUIFgDAABAAYI1AAAAFCBYAwAAQAGCNQAAABQgWAMAAEABgjUAAAAUIFgDAABAAYI1AAAAFCBYAwAAQAGCNQAAABQgWAMAAEABgjUAAAAUIFgDAABAAYI1AAAAFCBYAwAAQAGCNQAAABQgWAMAAEABgjUAAAAUIFgDAABAAYI1AAAAFCBYAwAAQAGCNQAAABQgWAMAAEABgjUAAAAUIFgDAABAAYI1AAAAFCBYAwAAQAGCNQAAABQgWAMAAEABgjUAAAAUIFgDAABAAYI1AAAAFCBYAwAAQAGCNQAAABQgWAMAAEABgjUAAAAUIFgDAABAAYI1AAAAFCBYAwAAQAGCNQAAABQgWAMAAEABgjUAAAAUIFgDAABAAYI1AAAAFCBYAwAAQAGCNQAAABQgWAMAAEABgjUAAAAUIFgDAABAAYI1AAAAFCBYAwAAQAGCNQAAABQgWAMAAEABgjUAAAAUIFgDAABAAYI1AAAAFCBYAwAAQAGCNQAAABQgWAMAAEABgjUAAAAUIFgDAABAAYI1AAAAFCBYAwAAQAGCNQAAABQgWAMAAEABgjUAAAAUIFgDAABAAYI1AAAAFCBYAwAAQAGCNQAAABTQqrELYPVWtWBeY5cA8LHl31AA+HgQrKmodi8NbewSAAAAKspQcAAAAChAsAYAAIACBGsAAAAowDPWNJiOHTvmrrvuauwyYIWmT5+e448/vta+G2+8MZ06dWqkimDldezYsbFLAAA+QLCmwbRo0SKdO3du7DLgI+nUqZOfXwAAPhJDwQEAAKAAwRoAAAAKEKwBAACgAMEaAAAAChCsAQAAoADBGgAAAAoQrAEAAKAAwRoAAAAKEKwBAACgAMEaAAAAChCsAQAAoADBGgAAAAoQrAEAAKAAwRoAAAAKEKwBAACgAMEaAAAACmjV2AWsaj/96U8zePDgFbb78Y9/nGOPPbbWvpqamgwePDj33HNPxo4dm1KplO7du2fvvffOCSeckM6dO1eoagAAAJqqZhesX3nllY903rx589K/f/+MHDmy1v7XX389r7/+eoYOHZrrr78+m2++eUOUCQAAwMdEswrWCxcuzGuvvZYkOf/883PggQfW27Z169a1vj777LMzcuTIVFdX59vf/nYOPPDAtG7dOo8//nguueSSTJ48OQMGDMhf/vKXrLnmmhV9HQAAADQdzSpYv/7665k7d26SZIcddki7du1W6rxRo0bl/vvvT5Kcc845Ofroo8vH+vbtmy233DJHH310Jk6cmBtvvDEnn3xywxcPAABAk9SsJi9bMgx8zTXXzCabbLLS591www1Jku7du6dv377LHO/Vq1cOOuigJMmQIUMaoFIAAAA+LppVsH755ZeTJFtvvXVatFi5l14qlTJixIgkSe/evdOyZcs62/Xp0ydJMnHixIwZM6YBqgUAAODjoFkNBV8SrHv27Jnbb78999xzT8aMGZOampp07949ffr0Sf/+/dOlS5fyORMmTMjMmTOTJFtttVW9195yyy3L2y+99FKtrwGApm1mTYskixq7DICPncX/ftJsgvWiRYvy6quvJkkGDx6cmpqaWsf/85//5D//+U/uuOOO/P73v892222XZHEP9BLdu3ev9/rdunVLy5Yts3DhwlrnVMIHawc+nPnz59e5r679wOqnrt/1H/6t86ovBGA19XH4u+qDk1UX1WyC9X//+9/Mnj07SbJgwYIcc8wxOeKII7LBBhtkypQpGTZsWG644Ya89957+eY3v5k77rgjG220UaZOnVq+RqdOneq9fqtWrdK2bdvMmjUrM2bMqOhrWfIBAfDRzJo1a5l9Y8aMSfv27RuhGmBVq+vfAAAazsfh76oddtihQa/XbPrtJ0+enPXXXz8tW7bMJZdckvPOOy9bbbVVunTpks033zxnnHFGBg4cmCSZPn16LrnkkiSL169eok2bNsu9xxprrJEk5ZnHAQAAWP01mx7rXXbZJY8//ngWLFiQVq3qftn77LNP9txzzzz22GN5+OGHM3369FqTlVVVVS33HqVSKUlWemK0j6pnz56prq6u6D1gdTZt2rRl9m255Zbp3LnzKq8FWPXq+jcAgIbTHP+uajbBeon6QvUSffr0yWOPPZZFixblpZdeypprrlk+tnTvdV2WHF9Rz3ZR1dXVDf5MADQndf3+tG7d2u8VNBNdu3bNXXfd1dhlwHJNnz49xx9/fK19N95443IfTYSmomPHjhXvbGxqml2wXpH111+/vP3ee++lW7du5a+XzA5elwULFmTOnDlJUmtWcQCgaWnRokWz60lh9dCpUyc/u9BENa+PEfL/h2vXZ+kZt9u2bZsePXqUv37rrbfqPW/SpElZuHBhkmSDDTYoViQAAAAfG80mWJ9xxhn53Oc+ly996UvLbff666+Xtz/5yU9m3XXXLfdAjxkzpt7zXnnllfK2NawBAACaj2YTrNu3b5+pU6dm3LhxGTduXJ1tSqVS7r333iSL16zeZJNNkiS9e/dOkjz++ONZtGhRnecOHz48SbLOOuukZ8+eDVw9AAAATVWzCdYHH3xwefuCCy6os811111X7pXu379/eRbwQw89NEkybty4DB48eJnzRo0alWHDhiVJjj/++BXOHg4AAMDqo9kE6x122CEHHHBAkmTEiBH52te+lpEjR+a9997Lq6++mh//+Me59NJLkyQ777xzjj766PK5u+yyS/baa68kyUUXXZSBAwdm/PjxmTJlSoYMGZITTzwxCxYsyIYbbljrPAAAAFZ/zWpW8J///OeZPXt2HnvssTzzzDN55plnlmnz+c9/PldcccUy08NffPHF6d+/f0aPHp2rr746V199da3jXbt2zfXXX5/27dtX9DUAAADQtDSrYL3GGmvk97//fR566KHccccdGT16dGbOnJlOnTqlZ8+eOeyww3LAAQfUOZS7U6dOGTx4cAYPHpxhw4Zl7NixmT9/frp3754999wz3/jGN7L22ms3wqsCAACgMTWrYJ0kVVVV2XfffbPvvvt+6HOrq6vTr1+/9OvXrwKVAQAA8HHUbJ6xBgAAgEoQrAEAAKAAwRoAAAAKEKwBAACgAMEaAAAAChCsAQAAoADBGgAAAAoQrAEAAKAAwRoAAAAKEKwBAACgAMEaAAAAChCsAQAAoADBGgAAAAoQrAEAAKAAwRoAAAAKEKwBAACgAMEaAAAAChCsAQAAoADBGgAAAAoQrAEAAKAAwRoAAAAKEKwBAACgAMEaAAAAChCsAQAAoADBGgAAAAoQrAEAAKAAwRoAAAAKEKwBAACgAMEaAAAAChCsAQAAoADBGgAAAAoQrAEAAKAAwRoAAAAKEKwBAACgAMEaAAAAChCsAQAAoADBGgAAAAoQrAEAAKAAwRoAAAAKEKwBAACgAMEaAAAAChCsAQAAoADBGgAAAAoQrAEAAKAAwRoAAAAKEKwBAACgAMEaAAAAChCsAQAAoADBGgAAAAoQrAEAAKAAwRoAAAAKEKwBAACgAMEaAAAAChCsAQAAoADBGgAAAAoQrAEAAKAAwRoAAAAKEKwBAACgAMEaAAAAChCsAQAAoADBGgAAAAoQrAEAAKAAwRoAAAAKEKwBAACgAMEaAAAAChCsAQAAoADBGgAAAAoQrAEAAKAAwRoAAAAKEKwBAACgAMEaAAAAChCsAQAAoADBGgAAAAoQrAEAAKAAwRoAAAAKEKwBAACgAMEaAAAAChCsAQAAoADBGgAAAAoQrAEAAKAAwRoAAAAKEKwBAACgAMEaAAAAChCsAQAAoADBGgAAAAoQrAEAAKAAwRoAAAAKEKwBAACgAMEaAAAAChCsAQAAoADBGgAAAAoQrAEAAKAAwRoAAAAKEKwBAACgAMEaAAAAChCsAQAAoADBGgAAAAoQrAEAAKAAwRoAAAAKEKwBAACgAMEaAAAAChCsAQAAoADBGgAAAAoQrAEAAKAAwRoAAAAKEKwBAACgAMEaAAAAChCsAQAAoADBGgAAAAoQrAEAAKAAwRoAAAAKEKwBAACgAMEaAAAAChCsAQAAoADBGgAAAAoQrAEAAKAAwRoAAAAKEKwBAACgAMEaAAAAChCsAQAAoADBGgAAAAoQrJPMmTMn++67b7bYYotcccUV9barqanJH//4xxxxxBHZfvvts9122+WAAw7IwIEDM23atFVXMAAAAE1Gq8YuoCn4xS9+kXHjxi23zbx589K/f/+MHDmy1v7XX389r7/+eoYOHZrrr78+m2++eQUrBQAAoKlp9j3Wjz/+eG677bYVtjv77LMzcuTIVFdX5/TTT8/w4cPz5JNP5oILLkjHjh0zefLkDBgwILNnz14FVQMAANBUNOtg/d577+Wcc85ZYbtRo0bl/vvvT5Kcc845GTBgQDbccMOsu+666du3b2644YZUV1dn4sSJufHGGytdNgAAAE1Isw7W5557bt555518+ctfXm67G264IUnSvXv39O3bd5njvXr1ykEHHZQkGTJkSMMXCgAAQJPVbIP1kCFDMnz48HTv3j0/+MEP6m1XKpUyYsSIJEnv3r3TsmXLOtv16dMnSTJx4sSMGTOm4QsGAACgSWqWk5eNHz8+P//5z9OiRYv88pe/TLt27eptO2HChMycOTNJstVWW9Xbbssttyxvv/TSS7W+hoawcOHC8s8ixUyfPn2l9vHRdejQod4PIoHVl/eqhuO9qvK8V9GQml2wXrhwYc4666zMnj07J5xwQnbaaacsWLCg3vYTJ04sb3fv3r3edt26dUvLli2zcOHCWudUQk1NTUWvT9Pz17/+NVdeeaVl3Sro+OOPb+wSViudO3fOt7/97eyxxx6NXQqwinivqjzvVQ3Le1Xz1rp16wa9XrML1tdcc01eeOGFbLbZZjn99NNX2H7q1Knl7U6dOtXbrlWrVmnbtm1mzZqVGTNmNEit9Xn11Vcren2anl//+teZO3duY5cBK23atGn59a9/nS5dujR2KcAq4r2KjxvvVc3bDjvs0KDXa1bPWL/00kv53e9+l1atWuWXv/xl2rRps8Jz5s2bV95eUfs11lgjSbypAAAANCPNpsd67ty5Oeuss1JTU5PvfOc72XrrrVfqvKWfu6iqqlpu21KplCRp0aKyn1f07Nkz1dXVFb0HTcuZZ55peB0fK0uG1/Xq1auxSwFWEe9VfNx4r6IhNZtg/atf/Sr/+c9/0qtXrwwYMGClz1tzzTXL20v3XtdlyfGV6Qkvorq6usGfCaBp23vvvbPnnnuaEIaPDRPCQPPjvYqPG+9VNKRmEayffPLJ3HLLLWnTpk1++ctfplWrlX/ZHTp0KG8v741iwYIFmTNnTpJ4ToOKaNmyZTp37tzYZQBAvbxXAc1VswjW9957b5LFPcr777//ctteeeWVufLKK5Mkw4cPT48ePcrH3nrrrXrPmzRpUhYuXJgk2WCDDQpWDAAAwMdFs5q87KNYd911yz3QY8aMqbfdK6+8Ut62hjUAAEDzUVVaMuPWamz+/PnLXft50aJF2XHHHZMkJ510Uk466aQki5+vrqqqytlnn5277rorPXr0yP3331/n5GQ/+MEPcuedd2adddbJk08+ucKJzj7Kaxg9enSSpFevXp6xBgAAaCKaRY9169at065du3r/a9u2bbltdXV1ef+ScHzooYcmScaNG5fBgwcvc/1Ro0Zl2LBhSZLjjz++wUM1AAAATVezCNZF7bLLLtlrr72SJBdddFEGDhyY8ePHZ8qUKRkyZEhOPPHELFiwIBtuuGGOPvroRq4WAACAValZTF7WEC6++OL0798/o0ePztVXX52rr7661vGuXbvm+uuvT/v27RupQgAAABqDYL2SOnXqlMGDB2fw4MEZNmxYxo4dm/nz56d79+7Zc889841vfCNrr712Y5cJAADAKtYsJi9bHZi8DAAAoGnyjDUAAAAUIFgDAABAAYI1AAAAFCBYAwAAQAGCNQAAABQgWAMAAEABgjUAAAAUIFgDAABAAYI1AAAAFCBYAwAAQAGCNQAAABQgWAMAAEABgjUAAAAUIFgDAABAAYI1AAAAFCBYAwAAQAGC9f9r786jqrruNo4/jEEGC0YlitBUErEGcI5zUkkUGm00NalDBEkcYxprBGMcilWjq7jU1GgTxUSkwQGn2LWiRlFxbsQBoVVxIipQZ0RRmeH9g5e7IFzA9KBG+H7WYnE4Z+99f+f+c3nu2edsAAAAAAAMIFgDAAAAAGAAwRoAAAAAAAMI1gAAAAAAGECwBgAAAADAAII1AAAAAAAGEKwBAAAAADCAYA0AAAAAgAEEawAAAAAADLB+3AXgwRQXF5u28/PzH2MlAAAAAPDks7GxkYWFRY2MRbB+QhQUFJi2k5OTH2MlAAAAAPDk8/Hxka2tbY2MxVRwAAAAAAAMsCguO8cYP1tFRUXKzs6WJFlbW9fYlAUAAAAAqItqcio4wRoAAAAAAAOYCg4AAAAAgAEEawAAAAAADCBYAwAAAABgAMEaAAAAAAADCNYAAAAAABhAsAYAAAAAwACCNQAAAAAABhCsAQAAAAAwgGANAAAAAIABBGsAAAAAAAwgWAMAAAAAYADBGgAAAAAAAwjWAAAAAAAYQLAGAAAAAMAAgjUAAAAAAAYQrAEAAAAAMIBgDQAAAACAAQRrAAAAAAAMIFgDeOL5+fnJy8tL3t7eOnv27AP1CQwMlJeXlwYPHvyQqwMA1BUzZ86Ul5eXvLy8NHny5Aful5aWprZt28rLy0s9evRQZmbmwysSwENBsAZQa+Tn5+vjjz9WYWHh4y4FAFAHhYaGqlmzZpKkjRs36sCBAw/U789//rPu378vSZo9e7acnZ0fVokAHhKCNYBa5T//+Y++/PLLx10GAKAOsre315w5c2RhYSFJCgsLMwXmyqxdu1YHDx6UJA0aNEgvvfTSQ68TQM0jWAOodRYvXqxz58497jIAAHVQp06dNGjQIEklU7w//fTTSttevXpVc+fOlSR5eHho0qRJj6RGADWPYA2g1vD09JSlpaXy8vI0efJkpoQDAB6LiRMnys3NTZIUHR2t48ePm20XFhamrKwsWVlZKTw8XPb29o+wSgA1iWANoNZo1aqVhg0bJklKSkrSV1999T+PtXv3br3//vvq3r27vL291alTJwUGBmr16tXKz8+vqZIBALWQg4ODZs+eLQsLCxUVFWnq1KnKy8sr12bTpk3avXu3JGnEiBFq165dueMJCQkKDQ3Vb37zG/n4+OjFF1/U0KFDq/0cOn/+vKZPny5/f3/5+Piobdu2CggIUFhYmE6fPl3j5wqghEVxcXHx4y4CAIzw8/NTenq6fve73+mTTz5Rv379dOHCBdna2mrTpk3y9PSs0CcwMFDx8fFq166dVq9ebdqfnZ2tkJAQ7dy5s9LXa9GihZYsWWK6GgEAgDlhYWGKiYmRJI0fP17vvfeeJCkjI0O//e1vlZmZqZYtW2rdunWytbWVJBUVFWnu3LmKjIysdNxWrVppyZIlcnV1Lbd/z549+uCDD5Sbm2u2n4WFhaZPn86KGMBDwBVrALWKnZ2d5syZ8z9PCZ8wYYIpVAcEBCgmJkaHDh3Sli1bNGrUKFlbW+vMmTN69913dffu3Yd1GgCAWuCjjz4yfQm7dOlS/fe//5UkhYeHKzMzU7a2tpo7d64pVEvSZ599ZgrVvXv31qpVq3To0CHt2LFDkydPlpOTk06ePKnRo0eXC9D379/XRx99pNzcXPn6+mr58uXau3ev9u3bpy+++ELNmzdXcXGxZs+erfT09Ef4LgB1A8EaQK3Tvn17BQYGSpISExO1fPnyB+oXFxenXbt2SZKGDRumhQsXqk2bNnJ2dpanp6dCQkI0f/58SdKFCxf0+eefP5wTAADUCo6Ojvrkk08klcyI+utf/6ojR45o06ZNkqRx48bJy8vL1P7ixYtaunSppJKZVYsWLVL79u3l7Owsd3d3BQcHa8WKFbKystKpU6fKzbiKj483rX+9aNEidevWTa6urmrcuLH8/Py0bNkyWVpaKj8/X9u3b380bwBQhxCsAdRKEyZM0C9/+UtJJf9gnD9/vto+a9eulSQ9/fTTCg0NNdsmICBAfn5+pvY8IA0AUJWuXbvqD3/4gyRp27ZtGj9+vKSSL4GHDx9erm1MTIyKiopUr149ffjhh2bH8/b2Vp8+fUztS5W9en3jxo0K/Zo1a6aIiAitW7dOb775pqFzAlARwRpArVQ6JdzCwkK5ubmaMmWKioqKquxz+PBhSVLPnj3LTcv7sYCAAElSVlaWkpOTa65oAECtNGnSJDVt2lSSdP36ddnb2ys8PFyWluX/FY+Pj5ckNW/eXJJ07949sz++vr6SpJSUFN26dUuS1KZNG1lbW0uS3nnnHc2bN09Hjx4t9wVwjx495OvrKycnp4d7wkAdRLAGUGt16NBBQ4cOlSQdP368ygfB3L17V1lZWZJk9mFnZZU9fvny5RqoFABQmzk6OpabCfXee+/J3d29QrvU1FRJ0okTJ9SuXbtKf0qnl0vSlStXJEmurq6mq9x37tzRsmXLNGTIEHXu3Fnjxo3Thg0bTFPFAdQ8gjWAWi0kJEQeHh6SpIULFyolJcVsu3v37pm2q1tHtF69emb7AQBQmYYNG5rdLut/eShm2T4jRozQihUr9NJLL8nGxkZSScjetm2bpkyZou7duys8PFwFBQU/+XUAVM36cRcAAA9TvXr1NGfOHAUGBpqmhK9atapCu7Jh+v79+1WO+VNCOAAAD8rOzk53795Vnz59tGDBgv9pjC5duqhLly66e/euDh48qH/961/av3+/Ll26pPz8fC1fvlz5+fmaNm1aDVcP1G1csQZQ63Xs2FFvv/22JCkhIUErVqyo0MbR0VH169eXpGofdFb2eOk9cwAAGFX6mZKWllZlu+Li4mrHcnR0VO/evTV9+nTFxsZq3bp1pqW/YmJilJeXZ7xgACYEawB1QkhIiOl+toULF1ZYw9PCwkLt27eXVLLsVlX/cGzbtk1SydXqFi1aPKSKAQB1Tenn0IkTJ0z3TpsTFhamTp06acCAAaap4EuXLlXfvn01ePBgs318fX0VFBQkScrLyzM99AxAzSBYA6gT7O3tNXv2bFlYWCgnJ6dCsJZkWg7l5s2bmjdvntlxduzYobi4OEnSG2+8YbqHDQAAo0o/hwoKCjRjxgyzSzomJibqm2++UWZmppydneXo6ChJsra21tmzZ5WQkKBjx46ZHf/UqVOSSj4TGzVq9JDOAqibCNYA6oxOnTpV+k2+JPn5+ZnWqI6KitL48eOVmJio27dv6/z58/r0009N64+6u7trwoQJj6JsAEAd0apVK9Pn1K5duxQUFKT9+/crIyNDly5dUnR0tEaOHKn8/Hw99dRTmjhxoqnvgAED5OzsrOLiYo0dO1bR0dFKSUlRRkaGkpOTNWvWLG3atEmSNGTIkApLfQEwhoeXAahTQkNDtWfPHrNXrCVp3rx5Cg0N1a5du7R161Zt3bq1QpsXXnhBCxcuNF0lAACgpkydOlX5+flav369jhw5ouHDh1do4+DgoAULFqhly5amfc7Ozvrb3/6msWPH6tatW5o1a5bZ8Xv27Kk//elPD61+oK4iWAOoUxwcHDR79my98847Zh/+4uDgoC+++EI7d+7Uhg0blJSUpMzMTLm4uOi5555Tv3799Nprr8nW1vYxVA8AqO1sbGw0e/Zs9e/fX2vWrFFCQoKuX78uS0tLubu7q0ePHho2bJieeeaZCn27dOmizZs3KyoqSgcPHlRaWpry8/Pl4uIib29v9e/fX/7+/o/hrIDaz6L4QR4rCAAAAAAAzOLmCgAAAAAADCBYAwAAAABgAMEaAAAAAAADCNYAAAAAABhAsAYAAAAAwACCNQAAAAAABhCsAQAAAAAwgGANAAAAAIABBGsAAAAAAAwgWAMAAAAAYADBGgAAAAAAAwjWAAAAAAAYQLAGAAAAAMAAgjUAAAAAAAYQrAEAAAAAMIBgDQAAfvYKCwsfdwkAAFTK+nEXAABAXebn56f09HSzxywtLWVnZycXFxe1aNFC/v7+CggIUL169cy29/LykiSNGTNGH374YY3Ud+jQIQUFBUmSIiMj1bVr1xoZ90Hl5eUpIiJCtra2GjVq1CN9bQAAHhRXrAEA+JkqKirS/fv3lZ6erri4OH388cfq27evjhw58rhLe2SCg4O1aNEi5ebmPu5SAACoFFesAQD4GWjfvr2WLVtWbl9hYaHu3bunixcvaseOHVqzZo3S0tI0YsQIrVixQm3atCnX3sPDQ5Lk4uLyqMp+6K5cufK4SwAAoFoEawAAfgasrKzk4OBQYX/9+vXVpEkTde7cWQEBARo5cqTu37+vMWPGKDY2Vk5OTqa2sbGxj7JkAADw/5gKDgDAE6JDhw6aNm2aJOnWrVtavnz5Y64IAABIXLEGAOCJ8vvf/15ffvmlUlJStGrVKn3wwQeytCz5nry6h5clJCRo48aNOnr0qK5du6acnBw5OTnpueee06uvvqqBAwfKzs6uytdPTk7W3//+d8XHxysnJ0ceHh7y9/dXcHCwHB0dK+1369YtRUVFKS4uTqmpqSosLFSTJk3Uo0cPvfvuu2rSpEm59oGBgYqPjzf9vXjxYi1evFhubm7atWuXobFL5eTkaPXq1dq2bZvOnj2r3NxcOTs7y9vbW3369FGfPn1M7y0AAFUhWAMA8ASxsLBQQECAPv/8c2VmZurkyZPy9vausk9hYaH+8pe/aO3atRWOZWRkKD4+XvHx8dqwYYNWrlxZbnp5WXFxcVq9erXy8/NN+86cOaMzZ85o7dq1ioyMlKenZ4V+33//vcaNG6fbt2+X2//DDz/ohx9+0Nq1azV37lz5+/s/yFtQI2Pfvn1bQUFBSk5OLrf/+vXriouLU1xcnNavX6+lS5dW+2UDAAB8DQsAwBPmhRdeMG0nJCRU237FihWmUN2nTx+tWbNGBw4c0K5duxQREaG2bdtKkk6fPl3l9PJ//OMfsrOz0/Tp07V3717FxcUpJCREtra2unr1qun+77LOnDmj0aNH6/bt22rWrJnmzp2rvXv36uDBg4qIiJCPj49ycnI0YcIEHT161NRv2bJlOnbsmJo2bSpJGj16tI4dO6bNmzcbHluS5s+fr+TkZNnb2yssLEyxsbH6/vvvtWnTJvXv319SSWiPioqq9v0FAIBgDQDAE8bNzc20fePGjSrbFhUVKTIyUpLUrVs3zZ8/X23btlXDhg3l5uaml19+WZGRkWrcuLEkad++fZWOZWNjo8jISA0ZMkSurq5q2rSpRo0apfnz50uS0tPTtWrVqnJ9Zs6cqZycHDVr1kzr169Xv3795Orqqqefflovv/yyVq1apdatW6ugoEAzZsww9bOzs5ODg4MsLCxMr+3g4FBuDe//dWxJ2r59uyRp5MiRevvtt+Xh4SEXFxf9+te/Vnh4uDp37ixJ+vbbb6t8fwEAkAjWAAA8cezt7U3bmZmZVba9d++eBgwYoL59+2r06NGmoFpWvXr15OvrK6nkfuXKDBw4UD4+PhX29+7dWx07dpQkbdq0ybT/3LlzOnz4sCRp7NixZpcBs7W1Nd0Pfvr0aSUmJlZ5PjU1dum62Ddv3jQ7/rRp0xQVFaUlS5Y8UD0AgLqNe6wBAHjC5OXlmbbNBeWynJyczD7IrFRBQYFOnTplCpgFBQWVtu3Vq1elx1566SUdPnxY586dU2ZmppydnXXo0CHT8RYtWujevXtm+3p5ecnKykqFhYU6evSoWrduXeU5STI8dseOHbVnzx5FR0fr6tWreu2119StWzf94he/kCQ9//zzev7556utAwAAiWANAMATJysry7Rdv379B+537do1HThwQCkpKbp48aIuXryolJSUckG9uLi40v7Nmzev9Nizzz5r6n/58mU5OzsrNTXVdPzNN998oBovX778QO2Mjj1p0iQlJiYqMzNTsbGxio2NlZWVlXx8fNSjRw/16tXL9JR1AACqQ7AGAOAJUzZUNmvWrNr2d+7cUXh4uP75z3+We6K3JDk4OKhLly66fv26Tp48WeU4Zaeg/1jZe5+zs7MlSXfv3q22th970D5Gx/b09NS3336rpUuXasuWLbp586YKCwt1/PhxHT9+XIsWLVKHDh00a9asKr9QAABAIlgDAPDEKXuvcOm90ZUpKCjQ8OHDlZSUJEnq0KGDunbtqhYtWsjT01PPPvusLC0tFRoaWm2wzsnJqXSt6rJTsUuvopddpiopKUlPPfVU1Sf2E9TE2I0aNdK0adM0ZcoU/fvf/9aBAwd08OBBJSQkqKCgQEeOHFFwcLC2bt0qBweHGqsdAFD78PAyAACeIPn5+aYnWru5uVU7Xfm7774zheqJEydq5cqVev/999WrVy81b95clpYl/wpU9dCyUunp6ZUeS0lJkSRZWVmZlsgq/S1JaWlpVY5d1RR0c2pybEtLS7Vu3Vpjx45VdHS09u3bZ1py6+rVq6b3GwCAyhCsAQB4gqxbt07Xr1+XJL311lvVPrys7DrXQ4YMMdsmOztbx48fl1SyPFdlDhw4UOmxHTt2SCpZY7t0yniHDh1Mx3fu3Flp32PHjql169by9/fX1q1bK21XlpGxk5KSNHjwYL344os6e/ZshT4NGjTQlClTTH9fvXr1gWoCANRdBGsAAJ4QR48e1dy5cyVJzzzzjIKDg6vtU3pFWipZourHioqKNHPmTNP9xz++B7usqKgos1et16xZoxMnTkgqWZKrlK+vr1q2bClJWrZsmS5cuFChb05OjsLDw5Wbm6v09PQKU9utra3N1mVk7CZNmigpKUm3b9/W119/bfZcT506Zdr28PAw2wYAgFIEawAAfgYKCwt17969cj+ZmZlKTU3V7t27NXXqVA0bNkzZ2dmys7PTZ599Vu6BYZXp3r27aTskJEQ7d+7UtWvXdPnyZcXGxmro0KHauHGjqc39+/crHSsrK0tDhgzRli1bdOPGDV26dEkLFizQzJkzJUnt2rXTG2+8Ua7P9OnTZW1trTt37mjgwIGKjo5WWlqabt68qf379ys4ONh0tXz48OFyc3Mr19/Z2VmStG/fPqWmpiojI8Pw2I0aNdLrr78uSYqJidHkyZOVlJSkjIwMpaamasOGDQoNDZVUEsJfffXVat9nAEDdZlH8U29qAgAANcbPz6/Ke5d/zN3dXQsWLDD70LLS+63HjBlTbu3qCRMmaPPmzZWO2bhxY73yyitavXq1JGn37t1q0qSJpJL1ooOCgiRJkydPVnh4uNnp4j4+PoqIiFCDBg0qHNu5c6dCQ0OrDO1vvfWWZsyYISsrq3L758+fr4iICNPfNjY2SkhIkI2NjaGxs7KyNGLECFPwNqdhw4b66quvTFfGAQCoDE8FBwDgZ8rS0lL16tWTq6urWrZsKT8/PwUEBJhC5YOaP3++OnXqpG+++UZnzpxRbm6uHB0d9atf/Uo9e/bUoEGDlJ2drZiYGBUVFWn79u0aNmxYhXFef/11tWrVSkuWLFFiYqKKiorUvHlz9evXT4MHD660rldeeUWxsbH6+uuvtWfPHqWmpio3N1cuLi5q27atBg4cqG7dupnt+8c//lHZ2dn67rvvlJmZqQYNGujKlStyd3c3NLaTk5NWrlypdevWaevWrTpz5oyysrLk4OAgDw8P9ezZU0FBQXJycvpJ7zUAoG7iijUAAAAAAAZwjzUAAAAAAAYQrAEAAAAAMIBgDQAAAACAAQRrAAAAAAAMIFgDAAAAAGAAwRoAAAAAAAMI1gAAAAAAGECwBgAAAADAAII1AAAAAAAGEKwBAAAAADCAYA0AAAAAgAEEawAAAAAADCBYAwAAAABgAMEaAAAAAAADCNYAAAAAABhAsAYAAAAAwACCNQAAAAAABhCsAQAAAAAwgGANAAAAAIABBGsAAAAAAAwgWAMAAAAAYADBGgAAAAAAAwjWAAAAAAAYQLAGAAAAAMCA/wM5TLM+8jjswAAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 512,
       "width": 491
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "seaborn.catplot(\n",
    "    data=df,\n",
    "    x='diabetes',\n",
    "    y='age',\n",
    "    kind='box'\n",
    ").set(\n",
    "    title='Age and Diabetes',\n",
    "    xlabel='Diabetes',\n",
    "    ylabel='Age [years]'\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "da676372-3e0d-41a0-a162-ad257a8201c9",
   "metadata": {},
   "source": [
    "In the figure below, a second categorical variable, `death` is added, using the `hue` argument."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "3a6ab5ff-1c04-44a6-a13c-9bed5944f4ab",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 572.625x500 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 512,
       "width": 563
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "seaborn.catplot(\n",
    "    data=df,\n",
    "    x='diabetes',\n",
    "    y='age',\n",
    "    hue='death',\n",
    "    kind='box'\n",
    ").set(\n",
    "    title='Age and Diabetes by Survival Group',\n",
    "    xlabel='Diabetes',\n",
    "    ylabel='Age [years]'\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f01dc356-d45a-49d5-80e1-781f8f0c3eb8",
   "metadata": {},
   "source": [
    "For larger data sets, the `'boxen'` value for the `kind` argument, gives a better indication of the distribution of the values of the continuous variable. In the figure below, the same data is visualized, setting the `kind` argument to `'boxen'`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "348bb9b4-60da-4fbb-a554-016b5495d206",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/juanklopper/opt/miniconda3/envs/datascience/lib/python3.10/site-packages/seaborn/categorical.py:1794: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
      "  with pd.option_context('mode.use_inf_as_na', True):\n",
      "/Users/juanklopper/opt/miniconda3/envs/datascience/lib/python3.10/site-packages/seaborn/categorical.py:1794: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
      "  with pd.option_context('mode.use_inf_as_na', True):\n",
      "/Users/juanklopper/opt/miniconda3/envs/datascience/lib/python3.10/site-packages/seaborn/categorical.py:1794: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
      "  with pd.option_context('mode.use_inf_as_na', True):\n",
      "/Users/juanklopper/opt/miniconda3/envs/datascience/lib/python3.10/site-packages/seaborn/categorical.py:1794: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
      "  with pd.option_context('mode.use_inf_as_na', True):\n"
     ]
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 572.625x500 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 512,
       "width": 563
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "seaborn.catplot(\n",
    "    data=df,\n",
    "    x='diabetes',\n",
    "    y='age',\n",
    "    hue='death',\n",
    "    kind='boxen'\n",
    ").set(\n",
    "    title='Age and Diabetes by Survival Group',\n",
    "    xlabel='Diabetes',\n",
    "    ylabel='Age [years]'\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aff5b020-c221-41ef-afe6-33d970137797",
   "metadata": {},
   "source": [
    "Violin plots use a kernel density estimate to create the shape of the plots. This gives an even richer visualization of the distribution of the continuous variable. In the figure below, the plot above is revisited, but as a violin plot, setting the `kind` argument to `'violin'`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "3254edbe-e9be-4c16-ac6c-8f8c8a16bc72",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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le3316tX4/e9/j08++UT1YnTy5MlK2PHtt9/6DGRWrlyJhoYGAMDll18e8AvqCRMm4I033gDQHm785je/wf33348LLrjAZ/uSHkN8N27ciJ9//llz/pJLLsH555+vVC/u2LEDZWVl6Nevn9f7cv89evXVV3f42Oedd17Q7v/JJ5/E4sWLAQAWiwXjx4/H0KFDkZKSgvr6euzYsUP5OT127Bjuv/9+fP/990GvlCkuLlbtdDZx4sRO35enai9Pvv76a4//Dd3/bhQWFuK2225TAtikpCRceOGFOPnkk2Gz2bBt2zZs2LABQPvPx4EDB/DJJ58EJUTtSFFRkRLGdO/eHZdeeilycnKwb98+/Pjjj2hpacG+fftwyy23dOnvLxFRtGAgQ0QhsWDBAuVd7WuuuUb14n7QoEE47bTTsGPHDtTX12Px4sW4/vrrPd7P7t278d577wFor67561//ihtvvFF1zbp163D//fcru5x489FHHylP8vv164c33ngDI0aMUF1TX1+PP/3pT1i6dCnKy8vx2GOPqd5N9pfT6cRzzz2nhDEPPfQQ7r77bs11NTU1uO+++5Tw6vPPP/cZyGzYsAE9e/bEm2++qXnhvXr1atx9991wOp3Ytm0btm7dijPPPFN1zSuvvKKEMSNGjMDs2bORnZ2tfP7xxx/Hc889p3rXV0/uFTEHDhwI6Lbvv/++EsaMGjUKc+bMQUZGhsfrXDubrFq1CkePHvVaGeV64X7HHXfg8ccfh8ViUT63Z88e3HnnnSgvL0dJSQlmzZqFZ555RnX7w4cP46mnnoLdbofRaMSTTz6JKVOmqH4+nnzySXz55Zf4y1/+Arvdjr/85S847bTTlNa+M888E2eeeSa++uor5fv5jDPOwLRp0zTr3blzpxKMJCYm4oUXXtCEE3/4wx/w3nvv4bXXXoPdbsdjjz2GxYsXqwbTfv7550oYc9VVV+Hvf/+7JrBbsWIF7r//fjgcDvz3v//FAw884Ne7/d642k8ef/xx/O53v1MFGOvWrcN9992HxsZGbN26FR9++KFqbseVV16Jv/3tb7Db7VizZg3q6uo8/rcHAq/0EI0cORKXXnopli5dCgDYtWsX7r77bmRkZOC8887D2LFjMWbMGAwePFj3nZRcL+TvvPNOTJkyBVarFWvXrsUJJ5wAk8mEq666Cv/+978BtAcid955p8f7yc3NVX4ex4wZ4zNYcQnW/a9fv14JYzIyMvDRRx95HJ67YcMG3HXXXWhpaUFlZSVWrFiBX//61x2uMxA7duxQPu7Tpw9OOumkoN6/Jz///DPMZjMef/xxTJ48GU6nEytWrFDe9LDb7bjnnnuUMOaMM87Aa6+9pvmdtnHjRjzwwAOoqalBXl4eZs6ciZkzZ4Z8/Xl5eQDaA6h//OMfSE9PVz5XWlqKu+66C8XFxSgvL8crr7yCV199NeRrIiLSk/5vfxJRzJEkCd98841yfO2112qucX/H39dw33/84x9KqPHggw9qwhigffem1157zeeaWltb8a9//QsAkJCQgLlz52rCGKB954t//vOfOPnkkwG0P2ldv369z/v2ZNOmTSgrKwPQHnx4CmMAoFu3bnjyySeVY39aGP7+9797LL+fMGGC6gWH+7BRANi7d6/SMpCeno533nlHFcYA7f82M2fOxLhx4zpcRzhkZWUpH3tq+/Llv//9r/LxCy+84PUF+fTp0zF48GDluKP/BldccQX++Mc/qsIYABg2bBjefvttpVJj/vz5mjW/++67ygulBx54AL/97W89ViLdcMMNyuyNtrY2vPvuuz7X5M3rr7+uVOI8//zzHitFTCYTZsyYgZtuugkAcOzYMU1LnGsXIaD938vTmidOnKgM7TaZTMoLr66YPn06pk2bpgkyxo0bp5oRNXfuXDgcDuW4e/fuOP/88wG0v0B1hSWi+vp6rF69GgAwYMCATre1/O1vf9PM16irq8OSJUvwl7/8BVdddRXOPvts3Hvvvfj0009x5MiRTj1OMNx888149NFH0bNnT2RkZOCKK65Qfhe6Dxp2/a7wxP1zgYRYwbh/10wTALj//vu97mR09tlnq/72hKI9rKSkRPm4K+FjoFy/OzIzM5GVlYUbb7xRae9ZsGCBUrXTt29fvP/++x4D5rFjx+Kdd95RqrgWLFiA/fv3h2X9Q4YMwVtvvaUKYwCgf//+eO+995T2qW+//RaFhYVhWRMRkV4YyBBR0K1Zs0Z5wXH66ad7fNfwyiuvVMqjc3NzsWvXLs01dXV1ShiSmZmJqVOnen3M8ePH+wwRfvzxR+XF8ZVXXokTTjjB67Vms1n1zq17uOSvnJwcPP3007jjjjs6bKVyf0HhqsDwZuDAgT6/TvcXha6KBpfly5crH99www3o2bOnx/swGAx44IEHfK4jXNznGrgPT+2IzWbDvffei3vuuQfTp0/3OjDZxf3zjY2NXq8zGo147LHHvH5+1KhRygyStrY2/PDDD6o1ub6XkpKSfH4/A8DUqVOVr/+7776DzWbzeb2ovLxcqYjo379/h9UB9957r/Kx+D3v3nqzbds2r/fx2GOPYdmyZdixYwd+9atfBbReUWpqqs+fnUsuuQRDhgwBAFRWVmqCU39e/C9dulT5d+1MdYxLUlISPvzwQzz77LNef67q6uqwbNkyPPfcc7joooswffp0pR0vnHy1/Q0bNkz5WSgoKFDa+dxJkqRUZiUkJPis6AvF/V922WV4+OGHccMNN3TYKuX+c93R79bOcP+d1NHsKaC9PW7OnDkd/m/r1q1e78NgMOCWW27x+nn37/X77rvPZ5vWaaedpgxOliRJFXaF0mOPPea1NbBv37644YYblGPXfCcioljFQIaIgs61WwnguToGANLS0lQ7mXiqklm7dq3yrvf48eM7nO1w6aWXev3cpk2blI9Hjhzp834AqFp9fD059ubEE0/ElClT8Mc//tHnji2yLKOoqEh1LA4bdnfaaaf5fFz3NpO2tjbV59auXat83NHg0jPPPFN1X3pxDyECafewWq24/vrr8eCDD+Lxxx/3eW1VVZWqksV9WK9oxIgRHQ6avOiii5SPXa1oQPuMGtcQy0GDBnU4r8FqtSrfq21tbQG/w++aoQEAp5xySofX5+TkKF9bWVmZ0toGQDXod+bMmXjmmWewbt06TUiUnZ2N/v37+71blS/jx4/vcNCot39r1+dcu1Rt2rRJ9fW4LFy4UPm4q+0sBoMBt912G1atWoX33nsPt956KwYOHOjxWlmW8fPPP+PGG2/E3Llzu/S4gUhOTlZCLG/cgylXa5C7DRs2KIOdL7roIqSlpQW0hq7e/0UXXYQZM2bghRde8LgLmUtzc7NSpQhAVUEVLO7DpsWKOU8WLlyIV155pcP/uf+uFg0aNEhTWeLS2tqqVLMZDAZccsklHa7JfWj4xo0bO7y+q9LT05XqNW/cZ/GsWbMm1EsiItIVZ8gQUVDV1tYqlRgJCQnKu2+eXH/99cq7eYsWLcITTzyhejfPfWZIRy8iAPisgnAPPZ577jnVkNOOdDSbxh+SJOHAgQM4ePAgSktLUVJSgqKiIuTn52t2vnF/ki/q6F1Y9xf54v0cPnxY+difWQcnn3yyMvhRL+7/NoG+8BNVV1dj//79KC0txcGDB1FcXIzdu3crc2b84a09wp37Nu7u38Pu34M7d+7ssGpHdPjwYc1MIF/cH2/p0qWdejzXQM0bbrgBn3/+OYqLi+F0OvHFF1/giy++QFJSEsaOHYvzzz8fF154Ifr37x/QY/jSlX9roD3QuvzyyzFv3jxIkoTvvvsOv/3tb5XPHz16VAlxzjjjDAwYMCAo6zabzbjggguU0LO8vBybN2/Ghg0bsG7dOtX3m9PpxN/+9jd069bNa3gdTH379u1wWPfVV1+NV199FU6nE4sXL9ZUy3W2XSlU99/Y2IiSkhLld+u+fftQUFCAvXv3qkIYX79XO8v971VTU1PQ798TX/N6ysvLlUC5X79+fv3OHD58uPKxe4AVKsOGDevwe9DVMgyo/24REcUiBjJEFFSLFi1S3jVva2vzuoWuqLm5Gd988w1uu+025Vx1dbXysT9PLH29W+raraUz7HY7WlpakJSUFPBt9+zZg/feew8rVqxQbfHpzmQy+ayKcRfIGsQXIO7/nt7eYXXXrVs3vx8rVI4dO6Z87E9LgKixsREffvghvv76a9VuKCJ//xt4m0Pj7Rr377uufA925vZdfTz3MCwlJQX//ve/8eyzz2LVqlXK+ZaWFqxevRqrV6/GzJkzccopp+DGG2/ETTfd5HOHIX8E+m8tBptAe9vSvHnzALRXY7gHMt9++60yn6or7UodycnJwZVXXqnM1yksLMS///1vfP3118rP6KxZs3DllVd2asvkQPjzezQ7Oxvjxo3DmjVrUFJSgvz8fGXGjPsW4d26deuw0iFU9++aU/af//wHO3fu9Lj1NRDY79bOcA8g/Ql2Z82ahVmzZnn83FNPPeVXy5Cv/4buLVT+/PwA6r+bgbSFdpb7XDBv3P8+uf/dIiKKRQxkiCio3NuVAvXZZ5+pAhn3dgh/3t30dY37O6VTp071OufBm860YHz66aeYOXOm5sVCamoqBg0ahGHDhuHMM8/E+eefr9oWPFQC3eHFnxL8UHOfseFP24274uJi/P73v9dUOJnNZvTv3x9DhgxRtlD/6KOPgjY/wf370P0FtvsLwzFjxgS8Re7pp58e0PXujzdp0iSMHj06oNuL7TY5OTl45513sGfPHixZsgQrV67UDNzctWsX/vrXv+LLL7/EBx984Ffw1xUdtYycfvrpGDhwIEpKSpCbm4uDBw8qlTCu3ZUsFouqbSPUhgwZgpdeegnnnnuuMo+ovLwc69at83vrY5G/1R/+hmS//vWvlVaRxYsXK4HJTz/9pAR9V111Vad/R3Tl/puamnDfffcp26y7GAwG9OrVC4MHD8bIkSMxduxYlJWVaXY6Cyb39teSkhLU19eH/Hve139D9+8Df3/fu/+e6KhyxZdgfg+6/82MhL9DREShxECGiIJmz549ynDelJQUv4Z6Op1OZY5DYWGhaqtmb5UG3vga2uh+X+PHj8f48eM7vL+u2LRpE55//nnlSeoll1yCyZMnY9SoUUobiEtLS0tI1+LSo0cP5V3curq6DqttfA23DRf33X0CCSRsNptqK/QBAwbgt7/9LcaMGYOTTjpJ8yTf3/8G/gwGdf9edf++c3+h1qtXL4/bVAeT++MNHjw4aI83bNgwDBs2DI888giqqqqwfv16rF27FitXrlRm8eTn5+Pll1/Giy++2OnH8ef7z9u/tbtrrrkGr7/+OoD24ciubXX37NkDALjwwgt9Vtf5snjxYvz73/9GdXU1fvWrX+EPf/iD37e9+uqrsWDBAmU3tJKSEq+BTEcvdsV5UV31q1/9Cn/5y1/Q3NyM7777Dk888QQA9cyXrszc6cr9v/DCC0oYk5qaijvuuAPjx4/H0KFDkZKSorr2008/7fQa/TFq1Cj06NEDVVVVcDqdWL58eVhaz7xx/xnwd1c69+t8hUnB+h4M9Oc60DdPiIiiDQMZIgqaL7/8Uvn48ssvxwsvvODX7crKypTBuZ999pkSyLjPh3Cfh+HN3r17vX6uf//+2LFjB4D2XZ06CmQkSUJDQ4PfZd+id955R3kCe+utt+LPf/6z12vd23KA0Mw6ANrnR7gCmYKCAo9bobrztANKOG3evFmZC2I2mzFp0iS/b7ts2TJl/b169cKXX37p87+l+38DX//+/rQlFBQUKB+7z0Jwb2/Izc3t8H6A9hcmaWlpnXrnujOPV1tbi4yMDL/fXe/RoweuuuoqXHXVVbDb7Zg1axbmzJkDoL0CZebMmZ1+112cCeOJt39rd9dccw3eeOMNyLKMFStW4K677sKKFStUn++s5uZmZXtvcZcnfwwdOlQJZMRh0u7/DTraYcs1BDdYkpKScOmll+Lrr7/G4cOHsXPnTpx00klYuXIlgPah5aeeemrY77+8vFzZzt5gMGDu3Lk+B527hw2h+L1qMBhwww03YPbs2QCAf//73/j1r38dlKHWndGnTx9YLBbY7XYcOnQIDQ0NHbapuYJJQDufJhTfg/78XXH/uQ7mXCoiokjEXZaIKChsNpvSAgCgw+1I3V133XXKx99//73yJHrs2LHKE8K1a9f63P0GgPJk3pMxY8YoHy9evLjDJ+crVqzA2LFjMWbMGNx1110dfg0iV/gDADfffLPPa8XBuaEKZC688ELl4462Et2/f39Aw25D4Z133lE+vuiii/yaPeDiXllz2WWX+QxjWltbVYGFt3kUQPt/146Gd7pvde3+fXfGGWco5foHDx7sMCSx2Wy4/PLLceqpp+JXv/qV6oUT0HFLgvtjb9682eMuQ+6qq6sxfvx4nHbaabj88suVkKqmpgYPP/wwfv3rX/v8ubZYLHjkkUeUyiubzeb3u/SerF+/3ufPgizLqu9j96/XXd++fZVZVrm5uaiqqlLm4GRmZna6TQiAqg1sz549mp2eOuIeOomBknsFmxjailyhUDC5B1UrV67EqlWrlEqyYMzc6cz95+XlKS02w4cP73DXOfffraH6vTplyhSlsqSgoEAJZwIVjF2gEhISlDYqWZZVv4u8+f7775WPxaHhofgePHjwIPbv3+/zGtfGAAACCuKJiKIRAxkiCorly5crAwGzs7MxduxYv297+eWXK0/82tralFkeffr0wTnnnAOg/Z17X+XneXl5qmGjossuu0x5jKKiIo/bbLvYbDalxaGhoUFVqeMv93cTfb0obWxsxFtvvaU611Hw1FmXXnqpEgh88803PquOxDWF24cffoiffvoJQHt1zEMPPRTQ7f399wfaB222trYqx75eGDU3N+Pdd9/1+vmff/5ZeRHYrVs31YuJlJQU1Ta0L730ks+Bo65WGLvdjubmZgwePFj1effKE0/3M2jQIKXKwG634+WXX/b6WADw+uuvw263o62tDSkpKcq25xkZGfjll19QUFCAwsJCn0FSU1OT0rpgtVq7NBi6rKxMVXUn+vzzz5VBzSeffLLPlrbJkycDOD4Mdtu2bQDafy90ZZDuSSedpPpd98c//hEVFRV+3TY3NxerV68G0F5pNG7cONXns7OzlY/FeSnuli1bhn379gWybL+cffbZShXdypUrsWzZMgDtQWAggXsw79/957qjAbTLly9XbeMcim2vgfYhtU899ZRy/Oabb+KDDz7w+/Z2ux1vvfWWxy3AO8O9Zertt9/22SKUm5urCmSuuuoq1edD9T34r3/9y+vnDhw4oFRBWSwWv7buJiKKZgxkiCgoFixYoHx81VVXBdSmkJqaqpo38/nnnyvvZt5///1KJcA//vEPVRWOy65du3DPPff4fHHbrVs3TJkyRTl+4YUX8MUXX2iua2howOOPP64MK01JScHvfvc7v78WF/cte998802POyzt3bsXt956q2borHs4EEy9e/dW/g1sNht+//vfa4ayOp1OzJo1S7X1bDgdO3YML7/8Ml566SXl3L333qsJIzri/u///fffqypmXJqbmzFz5kzNi6eO5sm8++67HgO99evX4+GHH1aOZ8yYodqGHADuvvtuJQDYunUrHnjgAY/zkf773//izTffVN1OHIbpvuWut63ZH3jgAeXnZ8mSJfjzn/+s+f5yOp1477338Pnnnyvn7r//fuVjo9GoBBoA8Mgjj6CkpETzWDabDc8884xSYXTxxRd3aUgoAMycOVP1brnL4sWLMXPmTOW4o8Du0ksvVQLZf/3rX8rvimBUevzpT39S/lscOHAA1113Hb7++muvwarT6cTXX3+NadOmKf9Wjz/+uCYYch/0vXjxYo+B808//RTQ3JpAGI1GJRjJz89XKhDHjBnjc+vlUN6/+8/14cOH8eGHH2qukSQJ8+fPxyOPPKI6H8pZXddffz2mT58OoL0y5aWXXsJvf/tbnxVTTU1N+Oqrr3D55ZfjzTffVL4XDAYD+vbt2+m1TJ48WRlcfejQIUyfPh1Hjx7VXLd582bMmDFDCaquu+46zeD0UH0PLly4EK+//rrmb/a+ffvw+9//Xvkddeedd3KGDBHFPM6QIaIuKy8vV717Jr7L5o9rr70W33zzDYD24Zbr16/HuHHjMHr0aEydOhVz586F3W7HY489hk8++QTnnHMOrFYr8vPzsXr1ajgcDiQlJSlPuj21czzwwAPYvn07NmzYALvdjmeeeQYff/wxxo8fj7S0NJSWlmL58uXKC2Sj0YgXXnihU9stT5kyRQkBtmzZgksuuQQXX3wxevXqhbq6OuzcuRObN29WgidX3z/Q/s5vIO05gXjggQewfv167Nq1C4cPH8Z1112HiRMnYtiwYWhsbMTy5ctRUlICi8WCnJwclJWVBe2xf/75Z4/VKq7WluLiYmzatEk1HPKWW27BPffcE/BjXXnllXjjjTdQXV2NtrY23HrrrZg4cSIGDx4Mg8GAgwcPYuXKlUr7kfjv741rx54///nP+OKLLzB+/HhYrVZs374da9asUf57Tpo0CXfccYfm9kOHDsWzzz6LZ555BrIsY9myZdi4cSMmTZqEE044ATU1Ndi0aZMyHBtob9e69dZbNffl/qJ10aJFSEtLQ05ODk4++WRlB6fzzz8fM2bMwP/7f/8PQPuMpuXLl2PixIno3bs3KisrsXbtWlXA8pvf/EbTxnP33XdjyZIlqKioQGlpKa688kpMmDABJ554ItLT01FeXo5Vq1YpwVBmZiYefPBBr/+O/nD9W99zzz0YO3YsRo8eDYPBgA0bNmDLli3Kdbfffjsuvvhin/eVmpqKSZMm4dtvv1UqBgYMGKBp0eiMoUOHYvbs2Zg+fTpaW1tRWVmJp556CjNnzsS5556Lfv36ITMzE01NTSgrK8P69etVW/nef//9qsDL5dRTT8WZZ56JrVu3wuFwYMaMGbjgggswatQotLa2YsuWLUqlz+WXX47vvvuuy1+LaPLkyXjvvfcAQAmVg7lFeKD3f9JJJ2H8+PHKDk0vvvgivvvuO5xxxhlITU1FeXk5fvrpJxw5cgSA/z/XwfD4448jOzsbf//732G327Fu3TqsW7cOffr0wZgxYzBgwABYrVZUVlbi4MGDWL9+vWYQ7uDBg/Hcc88FvCOau4SEBLzxxhu47bbb0NTUhG3btuGyyy7DRRddhMGDB8PhcGDbtm2qlsChQ4d63I0qFN+DZrMZDocD//rXv/Ddd99h4sSJSEtLQ2FhIZYtW6ZUQZ1++umYMWNGp/8diIiiBQMZIuqyr7/+Wnmn66STTlK2MA3EOeecg759+yov6ObNm6eU8D/xxBNwOBz4+OOPIcsytm/frql4GDt2LCZNmqRUVnhqQzCbzXj//ffx17/+FQsWLIAsyygsLNRUiQDtbRp//etfO70d7pVXXondu3crLzaqqqo8VlUkJSXh8ccfx86dO5Utw3fu3NmpNil/JCUl4eOPP8aDDz6INWvWwG63Y+nSpVi6dKlyjcViwV//+lcsX748qIHMkiVLsGTJEr+u7dGjBx566CHceOONnXqstLQ0vPXWW7j77rtRW1sLp9OJH3/80ePsHNcOWPfeey8A9VbbookTJyI9PR2vv/468vPzPV57ww034C9/+YvXGS833ngj0tLS8Oc//xm1tbWor6/3uuX29ddf7/W+hgwZgjPOOAPbtm2DLMtKS9/EiRNVW2o/9NBDyMrKwquvvoqWlhZUVlaqqmFcTCYTpk+frqryccnMzMQHH3yAu+++GwcOHIDD4fBYuQIAJ5xwAv7xj39ots0O1O23347CwkJ8/vnn2Lhxo6r9xLXeO++80+92tsmTJ6sqv4IZLJx11ln45ptv8PLLLyuVHo2NjT5nePTu3Rt//OMffe5G99prr2H69OkoLCyELMtYvXq10uYEtP8b3HPPPZgwYUJIApnBgwdjxIgRyvd5QkICLrvsMl3v/5VXXsHUqVOVwa/btm1TQgF3Q4YMwcsvv4ybb74Zdrsde/fuhc1m61KLWkfuuOMOTJgwAbNmzcKPP/4Ip9OJw4cPKzsJejNixAhMmTIFV155ZVC2eR4+fDg+++wzPPTQQyguLkZLS4vX373XXnstnn32WSQnJ3v8fLC/B3NycjBt2jS8+OKL2L9/vzIE3N1ll12Gv/3tbyH9b0VEFCkYyBBRl7m/mOxMdQzQXtFy7bXXKrNLVqxYgcrKSvTs2RMGgwFPP/00rrjiCnzxxRfYuHEjKisrkZCQgCFDhuDaa6/Fddddp3qR6e3JpdVqxQsvvIDbb78dCxYswIYNG3D06FE0NTUhNTUVgwcPxoQJE3DDDTcoMzQ667HHHsP555+PefPmYfv27aiqqoLBYEBGRgYGDRqEs846CzfddBOys7OxZMkSJZBZtGhRUF8silJTU/H+++9j6dKl+Oqrr5Cbm4vGxkZ0794dZ511Fn73u99hxIgRXl9wB5vVakVKSgr69OmDoUOH4vzzz8dFF13U4bbcHTnzzDOxaNEifPTRR/jpp59QWloKm82mPNbIkSNxzTXX4KyzzoLNZkN6ejrq6+uxadMmHD161OsuVHfffTfGjBmDDz/8ENu2bUNdXR2ysrJw1lln4f/+7/+8Dpd1d9lll2H8+PGYP38+fvrpJ+zduxe1tbWwWCzo3bs3Ro8ejRtvvNHnTjYGgwHvvfceXnvtNeXnJS0tzePw0ttvvx2XX345Pv/8c6Uipq6uDgkJCejfvz/OPvts3HzzzT6DwEGDBmHRokVYuHAhli1bhoKCAmXQZ1ZWFoYOHYpJkybhmmuuCdoLqeeeew4TJkzAf/7zH+Tn56OpqQnZ2dk499xz8Zvf/AZDhw71+77OPfdc9OzZU9kNpivbNnsycOBAzJ49G/n5+fjhhx+wY8cOHDx4UJkDlJaWhuzsbAwfPhyXXHIJLrjgAiQkJPi8z5ycHHz11VdYsGABFi9ejMLCQjQ3Nytzum699VaMGjUqJEN9Xa655holMLnooos63LUn1PeflZWF+fPn4/PPP8f333+PoqIiNDY2IjExET179sSwYcNw8cUX4/LLL4fZbMY555yDn3/+GS0tLVi2bBmuuOKKoK5fNHDgQLz++us4evQoli9fjvXr12Pv3r2oqKhAa2sr0tLS0K1bN5xwwgk466yzMG7cuE69idGRIUOGYNGiRVi8eDF+/PFH5OXl4dixY5BlGX379sXYsWNx/fXXdzgYORTfg7fddhvOPPNMzJkzBxs2bEBNTQ0yMzNx5pln4qabbupwF0QiolhikEM1dp6IKMzeffddvPrqqwDaq2qmTZum84qIKFI0Nzfj3HPPRUtLC84880zMmzdP7yURxQ1XeNq3b1/VtvNERPGOFTJEFLFsNhveffddnHjiiRgyZIhmW1jR3r17lY9PPPHEUC+PiKLIDz/8oMyYuu6663ReDREREREDGSKKYBaLBe+8847SZrJ+/XqvrRCVlZXKHBSz2exzC1wiij+uipjk5OROz4YiIiIiCiZue01EEctgMODss88G0L5F6EsvvaTswOCuvLwcd955p7JjxdVXX93l+S9EFL0cDoeydW5zczNefPFFZRD49ddfr9oynIiIiEgvnCFDRBFtx44duOWWW5RdnHJycjBhwgT06tULLS0tKCkpwapVq5StTfv06YNvvvkG6enpei6biHTU2NiIs88+GxkZGaivr1d+P6Snp2Px4sXIzs7WeYVE8YUzZIiIPGPLEhFFtNNOOw1vvPEG/vjHP6Kurg7l5eX44osvPF571lln4Z///CfDGKI4l5qaisTERFRXVyvnTCYTnn/+eYYxREREFDEYyBBRxLv44osxevRoLFiwAKtXr0ZRUREaGhqQnJyMnJwcDBs2DNdeey3GjRsHg8Gg93KJKAJMmjQJK1asgCzLOOWUU3DPPfdg3Lhxei+LiIiISMGWJSIiIiIiIiKiMONQXyIiIiIiIiKiMGMgQ0REREREREQUZgxkiIiIiIiIiIjCjIEMEREREREREVGYMZAhIiIiIiIiIgozBjJERERERERERGFm1nsBFHqyLMNutwMALBYLDAaDzisiIiIiIiIiim+skIkDdrsdeXl5yMvLU4IZIiIiIiIiItIPAxkiIiIiIiIiojBjIONm5syZGDp0KObPn+/3bY4cOYIzzzwTF1xwgV/XFxQU4PHHH8cFF1yAkSNHYvz48ZgxYwZ++umnzi6biIiIiIiIiKIMZ8j8z/Lly/Hpp58GdJvW1lY89thjaGpqQmpqaofXL1u2DA899JCqbaiyshIrV67EypUrcfvtt+NPf/pTwGsnIiIiIiIioujCChkAK1euxEMPPQRJkvy+TXNzM+69915s3rzZr+vz8/PxyCOPwG63Y9SoUfj444+xfv16fPnll5g0aRIA4OOPPw44FCIiIiIiIiKi6BPXgYwkSXjzzTdxzz33wGaz+X27oqIi3HDDDVizZo3ft3nttdfQ1taGAQMG4MMPP8TYsWPRrVs3jBo1Cm+//TYuueQSAMAbb7yBxsbGgL8WIiIiIiIiIooecRvIrFmzBpMnT8Zbb70FSZIwYsSIDm9TV1eHv/3tb5g8eTKKi4uRnJyMk046qcPbFRcXKzNi7rzzTqSkpKg+bzAY8NRTT8FgMKC2thZLly7t3BdFRERERERERFEhbgOZadOmoaCgABaLBffffz9ee+21Dm/z0UcfYe7cubDb7TjllFPw2Wef4bTTTuvwdq4wxmAwYOLEiR6v6devH4YOHQqgfZ4NEREREREREcWuuB3qazAYMGnSJDzyyCMYNGgQysrK/Lpdz549cffdd+Pmm2+G2ezfP9/u3bsBAL169UJWVpbX60455RTs2bMH+fn5ft0vEREREREREUWnuA1kvvvuO5x44okB3ebaa6/FXXfdBavVGtDtDh8+DADo27evz+v69OkDACgvL4fdbofFYgnocfzhvsMTERERERFRPAr0NR1RKMRtIBNoGAO0txV1Rk1NDQAgPT3d53VpaWkAAFmW0dDQgO7du3fq8XzZs2dP0O+TiIiIiIgomowePVrvJRDF7wyZcGprawMAJCYm+rwuISFBcxsiIiIiIiIiij1xWyETTiaTCUD73BpfZFlWPjYaQ5OVDRs2LCStUERERERERETkPwYyYZCcnAwAaG1t9XmdzWZTPg5VT6PFYmG/JBEREREREZHO2LIUBqmpqQCAhoYGn9fV19cDaK+OycjICPm6iIiIiIiIiEgfDGTCwDVA+MiRIz6vc32+d+/eIWtZIiIiIiIiIiL98VV/GAwdOhQAcOjQIaUKxpP8/HwA7XNeiIiIiIiIiCh2MZAJgwsuuAAAIEkSVq1a5fGa0tJSFBYWAgDOP//8cC2NiIiIiIiIiHTAQCYM+vfvr+xz//bbb2tmyciyjJdffhmyLKNbt2645ppr9FgmEREREREREYUJA5kw+cMf/gCj0YiSkhLceuutWLNmDY4dO4b8/Hzce++9WLZsGQDg/vvvV3ZlIiIiIiIiIqLYxG2vw2TUqFF44YUX8Mwzz6CwsBDTpk3TXDN16lTcdtttOqyOiIiIiIiIiMKJgUwYXXfddRgxYgTmzJmDDRs2oLq6GsnJyRg5ciRuvfVWXHzxxXovkYiIiIiIiIjCwCDLsqz3Iii0bDYb8vLyALRX6litVp1XRERERERERBTfOEOGiIiIiIiIiCjMGMgQEREREREREYUZAxkiIiIiIiIiojBjIENEREREREREFGYMZIiIiIiIiIiIwoyBDBERERERERFRmDGQISIiIiIiIiIKMwYyRERERERERERhxkCGiIiIiIiIiCjMGMgQEREREREREYUZAxkiIiIiIiIiojBjIENEREREREREFGYMZIiIiIiIiIiIwoyBDBERERERERFRmDGQISIiIiIiIiIKM7PeCyCi0CgsLMSuXbsgSRKSk5MxduxYdO/eXe9lERERERERERjIEMWk5cuX4/nnn1ed69GjB959912GMkRERERERBGALUtEMWjx4sWac1VVVVi/fr0OqyEiIiIiIiIRAxmiGFRbWxvQeSIiIiIiIgovBjJEMaitrS2g80RERERERBReDGSIYhADGSIiIiIiosjGQIYoBrW2tgZ0noiIiIiIiMKLgQxRDGKFDBERERERUWRjIEMUYxwOB+x2u8fPsUKGiIiIiIgoMjCQIYoxNpvN6+dYIUNERERERBQZGMgQxRhfVTCskCEiIiIiIooMDGSIYkxLS0unPkdEREREREThw0CGKMYwkCEiIiIiIop8Zr0XQETBxUCGiIgixYEDB/DBBx+gvLwcWVlZuOWWW3DKKafovSwiIqKIwECGKMYwkCEiokggyzKeeuopHDlyRDm3detWfPXVV0hISNBxZURERJGBLUtEMYaBDBERRYKqqipVGAMATU1N2L9/v04rIiIiiiwMZIhijK/QxW63w+FwhHE1REQUr2w2W0DniYiI4g0DGaIY01EVDKtkiIgoHLy9AcA3BoiIiNoxkCGKMc3NzV36PBERUTB4C17sdnuYV0JERBSZGMgQxZimpqYufZ6IiCgYvAUvrJAhIiJqx0CGKMawQoaIiCIBW5aIiIh8YyBDFGMaGxt9fp4VMkREFA6skCEiIvKNgQxRjOmoAoaBDBERhQNnyBAREfnGQIYoxnQUuLBliYiIwoEVMkRERL4xkCGKMR0FMh21NBEREQWDt0DGZrOFeSVERESRiYEMUYwRK2Bkg0F1zJYlIiIKB2+BDFuWiIiI2jGQIYoxDQ0NqmPZmqY6ZoUMERGFAwMZIiIi3xjIEMUQSZI0gYuUoA5kxMCGiIgoFLy1JrFliYiIqB0DGaIY0tTUBFmWVefEQIYVMkREFA6skCEiIvKNgQxRDPEUtrBChoiI9MChvkRERL4xkCGKIZr5MTBAtqb4vIaIiCgUWCFDRETkGwMZohgiVsjIZitks9XnNURERKHgrRKGgQwREVE7BjJEMURT/WJKgGxK8H0NERFRCHgLZNra2sK8EiIiosjEQIYohmhalsxWyGZ1IGO329HS0hLOZRERURzyFrxwhgwREVE7BjJEMaSurk51LJsTNYEMANTX14drSUREFKdYIUNEROQbAxmiGKINZBIAkxUyDKrzDGSIiCjUWCFDRETkGwMZohjiqUIGBoOmSka8joiIKNi8BS8MZIiIiNoxkCGKIWLliyuIkc2JqvMMZIiIKNRYIUNEROQbAxmiGOKxQgZghQwREYUdZ8gQERH5xkCGKIZ4D2RYIUNEROHlLXhhIENERNSOgQxRDPHessQKGSIiCq/W1laP5xnIEBERtWMgQxQj7HY7GhoaVOdkS6Lq/10YyBARUah5C168BTVERETxhoEMUYyora3VnJPNSar/dzl27Fg4lkRERHHM11BfSZLCvBoiIqLIw0CGKEaIgYyM49tdixUynsIbIiKiYPLVmsSdloiIiBjIEMWMmpoa1bFsTgQMhvaPLUk+ryUiIgo2X61JbFsiIiJiIEMUMzSBjFtVjNiyVF9fD4fDEZZ1ERFR/HE4HHA6nV4/z8G+REREDGSIYoY2kEly+zhRvJyDfYmIKGRaWlp8fp4VMkRERAxkiGKGZoaM2b1CJgEyDKrPs22JiIhCpaPApaPAhoiIKB4wkCGKEeLOSaq5MQajMuDX2/VERETBwkCGiIioYwxkiGJEdXW16lgc5Csei9cTEREFC1uWiIiIOsZAhihGiAGLZElWHctW9TErZIiIKFRYIUNERNQxBjJEMULTsiQEMLIQ0LBChoiIQoUVMkRERB1jIEMUA9ra2lBfX686J7YoScJxVVVVyNdFRETxqaNAhhUyREREDGSIYoKn9iNNy5KFLUtERBQeDGSIiIg6xkCGKAZo2pUMJsBkVZ9jyxIREYUJAxkiIqKOMZAhigGaHZasSYDBoDonWbWBjCzLIV8bERHFn44Cl+bm5jCthIiIKHIxkCGKAZWVlapjsRrG0zmbzaaZO0NERBQMHQUuDGSIiIgYyBDFBDGQkawpmmtkSxLEehjxdkRERMHQUeDCliUiIiIGMkQxQVshow1kYDRpdl5iIENERKHAChkiIqKOMZAhigH+VMgAgCycZyBDREShIFbAiDv/MZAhIiJiIEMUEyoqKlTHYvDiIgmVM+LtiIiIgkEMXMQ5ZgxkiIiIGMgQRT1JklBVVaU+Z9UO9QVYIUNEROEhBi7i3yXOkCEiImIgQxT1amtr4XA4VOe8VcjIwhNiBjJERBQKHVXINDU1hXM5REREEYmBDFGU07QrwaAZ3usizpZhIENERKEgBi7iGwXNzc2QZXHvPyIiovjCQIYoypWXl6uOZWsyYPD8oy0+IS4vL+cTYiIiCjoxkJESUtXHksS2JSIiinsMZIiinBjISAlpXq8VP2ez2VBTUxOSdRERUXxyOp3aliUPrbQc7EtERPGOgQyAmTNnYujQoZg/f36H19rtdnz00Ue44YYbcMYZZ+D000/HlVdeiVmzZqG2trbD2xcUFODxxx/HBRdcgJEjR2L8+PGYMWMGfvrppyB8JRSPtBUynufHAIBsSYJsMPi8PRERUVd4qnwRt70GOEeGiIjIrPcC9LZ8+XJ8+umnfl3b1taGadOmYdOmTarzRUVFKCoqwldffYU5c+ZgyJAhHm+/bNkyPPTQQ7Db7cq5yspKrFy5EitXrsTtt9+OP/3pT53/YiguHT16VHUsWVO9XAnAYIRsTYGhrVF1++HDh4dqeUREFGc8BS2yORGy0QyD5PB5HRERUTyJ6wqZlStX4qGHHoIkSX5d/+STT2LTpk2wWCx4+OGHsXz5cvz88894/vnnkZ6ejoqKCsyYMcNjCW5+fj4eeeQR2O12jBo1Ch9//DHWr1+PL7/8EpMmTQIAfPzxx36HQ0QuYiAjJ/gIZKANbFghQ0REweQxaDFZIJssHV9HREQUR+IykJEkCW+++Sbuuece2Gw2v26Tm5uL7777DgDw9NNPY8aMGejXrx+ys7Nx0003Ye7cubBYLDh06BA+/PBDze1fe+01tLW1YcCAAfjwww8xduxYdOvWDaNGjcLbb7+NSy65BADwxhtvoLGxUXN7Im80M2R8VcgAkIXPi4EOERFRV4jPY2SjBTAYIJusqvMMZIiIKN7FXSCzZs0aTJ48GW+99RYkScKIESP8ut3cuXMBAH379sVNN92k+fyoUaNw9dVXA4BmFk1xcbEyI+bOO+9ESop6xofBYMBTTz0Fg8GA2tpaLF26NOCvi+JTU1OT5omvuJOFSPw8K2SIiCiYNFtem/8XxAiBDN+AIiKieBd3gcy0adNQUFAAi8WC+++/H6+99lqHt5FlGWvWrAEATJgwASaTyeN1rtajQ4cOYffu3cp5VxhjMBgwceJEj7ft168fhg4dCqB9rg2RPzxVt/ga6gtoK2iOHDkS1DUREVF801TI/C+IEStkGMgQEVG8i7tAxmAw4OKLL8Y333yD++67D0Zjx/8EZWVlaGhoAACfFTXug1F37typfOwKZ3r16oWsrCyvtz/llFMAtM+bIfLH4cOHVceSJRkw+p7VLQtbXx89ehSyLAd9bUREFJ+8BjJmBjJERETu4m6Xpe+++w4nnnhiQLc5dOiQ8nHfvn29XpeTkwOTyQSn06m6jetFs6/bAkCfPn0AtLeQ2O12WCwWn9d3hvsOTxT9SktLVceSELZ4Il7T2tqKiooKdOvWLahrIyKi+FRXV6c+YfZcIVNfX+/3LD8iomCzWq0dX0QUYnEXyAQaxgBATU2N8nFGRobX68xmM5KSktDY2Ij6+nrN7dPT030+Tlpa+wtlWZbR0NCA7t27B7zWjuzZsyfo90n6EaupxOoXT2RrMmSDEQb5+O5ia9aswcCBA4O9PCIiikMlJSWqY28tS2VlZcjLywvXsoiIVEaPHq33Eojir2WpM9ra2pSPExISfF6bmJgIoL3qQLy963PeuN+3+2MSeVNdXa06lhJ9h34AAINRszW2eD9ERESd1dLSojqWTf97fiMEMuJ1RERE8SbuKmQ6w32Ir8Fg8HmtaxaH+2wa1+39va14+2AaNmxYSFqhSB/aHZY6rpBxXWdsPV7FZTabMWrUqKCujYiI4tN///tf1bFrdow4Q8ZgMPBvDxERxTUGMn5ITk5WPu6ocsX1efdqF9ft3atmPHHvow5VT6PFYmG/ZIyQJEmzZXUggYy7iooKfl8QEVFQNDc3q469tSw1NTXxbw8REcU1tiz5wTXbBYCy25InDodDKb91H5Campra4W0BKHNnjEajz1k1RABQVVWlGdLszwwZQBvIiLs1ERERdZb4fOf4Lkvqtm/uskRERPGOgYwf3Ied+nrhWl5eDqfTCeD4jknA8UHCR44c8fk4rs/37t07ZC1LFDvcd/ICANlohmz2PadIuTZBPWtGvC8iIqLO0rwB9b8gxtMuS0RERPGMr/r9kJ2drVS87N692+t1u3btUj4ePny48vHQoUMBtL/o9fXkw7VjzrBhw7q0XooPZWVlqmMpIR3oYE6R6lo31dXVmhJzIiKiztBUyLgCGaFCxm63cxMDIiKKawxk/DRhwgQAwKpVqyBJksdrli9fDgDo2bOnKlS54IILALTP/Fi1apXH25aWlqKwsBAAcP755wdr2RTDNIGMPzssKddqW5tYJUNERF3ldDo1rUhKZYxJu1NlR+3cREREsYyBjJ8mT54MACgpKcG8efM0n8/NzcWiRYsAAHfccYdqR6X+/fsr+9y//fbb2neOZBkvv/wyZFlGt27dcM0114Toq6BY0pVABkYzJGuK6hQDGSIi6qqmpibNueMVMtoBvgxkiIgonjGQ8dO4ceMwceJEAMALL7yAWbNmobS0FJWVlZg/fz6mT58Oh8OBfv364ZZbbtHc/g9/+AOMRiNKSkpw6623Ys2aNTh27Bjy8/Nx7733YtmyZQCA+++/X7WrE5E3YoAitiF1RLxeDHiIiIgC5SlgkV2VMQYjZJOlw+uJiIjiBbe9DsDLL7+MadOmIS8vD7Nnz8bs2bNVn+/RowfmzJmj7KrkbtSoUXjhhRfwzDPPoLCwENOmTdNcM3XqVNx2220hWz/FDkmStEN9A6mQwf8qahqOD5pmhQyF04IFC5Sqwssuuww333yzqrKQiKKTpgrYYASMpuPHpgQYnHav1xMREcUTBjIByMjIwLx58zBv3jwsWrQIxcXFsNls6Nu3Ly666CL8/ve/R1ZWltfbX3fddRgxYgTmzJmDDRs2oLq6GsnJyRg5ciRuvfVWXHzxxWH8aiiaVVRUaLa8lhID2ypdbHFihQyFy86dO/Hmm28qx7Nnz8bQoUNxxhln6LgqIgoG7ZbXCaqB87I5AbAdnzHDnZaIiCiexX0g069fPxQUFPh9vcViwZQpUzBlypROPd7QoUPxyiuvdOq2RC5ieCIbLX5vee0iJagDHAYyFC6uAebuCgoKGMgQxQAxYBF3VhLnyLBChoiI4hlnyBBFoYMHD6qOpUT/t7x2EVucampq+MSYwsLhcGjOOZ1OHVZCRMHWYSAj7LTEChkiIopnDGSIopA2kMkM+D6khHTIQogj3i9RKHgKZDydI6Loo2lZ0lTIqKs5+UYAERHFMwYyRFGotLRUdSwlBTY/BgBgNGp2WmIgQ+HAQIYodtXV1alPdNCyxAoZIiKKZwxkiKKQtkKmE4GMh9uJQQ9RKHhqT2IgQxQbPA71dT82s2WJiIjIhYEMUZRpbm5GZWWl6lywAhlWyFA4cIYMUezqeKgvW5aIiIhcGMgQRRnNDkvQbmHtLwYypAe2LBHFrkCH+mpanIiIiOIIAxmiKCO2FcnWVMDYuR3sxUDm0KFDfGFMIefpe8xut+uwEiIKto4CGXCGDBERkYKBDFGUKSkpUR13tl0JAKSkTNWx0+nE4cOHO31/RP5gyxJR7Aq0ZamlpYWBLBERxS0GMkRR5sCBA6pjMVQJiDkBkjlJdUoMfIiCzdOLL5vNpsNKiCiYnE6nH9teCxUzYJUMERHFLwYyRFFGUyGT1K1L9ycGOgxkKNQ8BTJslSOKfo2NjZBlWXVOrIjxFMhwjgwREcUrBjJEUcRut2uG+jq7UiEDbSAjVuAQBRtnyBDFJk/BiiaAMRghm9RzZBjIEBFRvGIgQxRFysrKIEmS6pyUmNml+2SFDIWbp/YkBjJE0U8zP8Zo9jh0XqyaYcsSERHFKwYyRFFE065kSdbsWBEoMdA5ePAgB6xSSHHba6LY1OEOS17Os0KGiIjiFQMZoiiinR+T2eX7FO/DbrfjyJEjXb5fIm841JcoNonBir+BDCtkiIgoXjGQIYoiQd1h6X9kSxIkoXycbUsUSp7CFwYyRNHP/woZtiwREREBDGSIosq+fftUx13dYen4/WSqjvfv3x+U+yXyhIEMUWzSVsgkeryOLUtERETtGMgQRYm2tjYPOywFK5BR348Y/BAFEwMZotjkfyCjPs9AhoiI4hUDGaIocfDgQe0OSyEKZFghQ6HEQIYoNrFChoiIKDAMZIiihBiSSNZUwGQJyn2LlTalpaXchphChtteE8Wmzs6QYSBDRETxioEMUZTQzI9JDk51jKf7cjqdOHjwYNDun8gdK2SIYpPfFTIWBjJEREQAAxmiqCFWyARrfgwAwGSFZE3x+XhEweIpfGlra4MsyzqshoiCpbPbXjc1NcHhcIRsXURERJGKgQxRlAjVDkvH76+7z8cjCgZZltHa2qo5L0kSX5ARRTFJkjy0LPk31BdglQwREcUnBjJEUaChoQGVlZWqc2KA0lVOYetrBjIUCr5akzwFNUQUHRobGzWD58XWJOW8SVs5w0CGiIjiEQMZoihQVFSkOpYNRkiJGUF9DClZHfCIj0kUDL5Cl7a2tjCuhIiCqba2VnPOW8sSjEbIJqvqFAMZIiKKRwxkiKJAcXGx6lhK6gYYg/vjKwYyVVVVHp9gE3WFr9CFFTJE0UszP8ZoBoxmr9dzpyUiIiIGMkRRQRPIJAe3XQkApMQMyAaTz8cl6ipWyBDFJn93WPL2eQYyREQUjxjIEEUBMRhxBnl+DADAYIQkzJFhIEPBxgoZotgUaCAjcetrIiIiBjJEkc7hcGi2oA5FhQwAOIX7ZSBDwdbS0uL1cwxkiKKX2OIqW7zMj3F9Xpgvw0CGiIjiEQMZoghXWloKu92uOicGJ8EiJWepjjnYl4LNVyDj63NEFNnYskRERBQ4BjJEEU4zP8aSAnjbuaKLxMqbAwcOaMIgoq5gIEMUm7oayHCIPBERxSMGMkQRbu/evarjULUrAdrZNA6HAyUlJSF7PIo/DGSIYlPAgQxnyBARETGQIYp0YiDjTMnycmUQmK2QEtJ8Pj5RVzCQIYpN2kCGM2SIiIg6wkCGKILJshzWChkAcApzZBjIUDD5GtzLob5E0UsTyFgCb1mSZTno6yIiIopkDGSIIlh5eTkaGhpU55zJPUL6mGLgw0CGgslXFUxzc3MYV0JEwaTZZSnAGTI2m42hLBERxR0GMkQRTAxDZJMVsjUlpI8pVsgUFRXB6XSG9DEpfvgKXRjIEEUnm82m+fkNNJABONiXiIjiDwMZogjmcX6MwRDSx5SEGTWtra04dOhQSB+T4kdTU5PXzzGQIYpO9fX1mnMdBTIwWSAb1E9DOUeGiIjiDQMZoghWWFioOpaSQzjQ939kSzIkS5LqHNuWKFh8hS6+whoiilyadiUAstnq+0YGAwf7EhFR3GMgQxTBNBUyAQQy5mP7kbr1E6Ru/QTmY/sDelwx+BGDIaLOamxs9Po5BjJE0cnjDkuGjp9iehrsS0REFE8YyBBFqKqqKlRXV6vO+V0hI0tIOLAOBqcNBqcNCQfWAbLk92OLwQ8DGQoWzpAhij2BDvT1dh0rZIiIKN4wkCGKUGIIIhstkBIz/LqtwdEGo+P4bhVGRysMjja/H1tKUe/kVFhYCEnyP9Ah8sZXFQwrZIiik7ZCxs9AxsJAhoiI4hsDGaIIVVBQoDoOx0Df44+lDmSamppw+PDhsDw2xTbOkCGKPZ0OZNiyREREcY6BDFGEEgMZKbmHlyuDT7YkQzKrB/uK6yHqjI5myMiyHMbVEFEwaAIZi7+BDIf6EhFRfGMgQxSBZFnWtCyJVSshZTBo2pYYyFBX2Ww2tLV5b52TJIlzZIiikHaGTILnCwWskCEionjHQIYoAlVVVeHYsWOqc86U0G957evxGMhQVzU0NATlGiKKLNqWpSQvV6pxqC8REcU7BjJEEUgMP2STFXJCeljXIFbkcLAvdZWvdqVAriGiyKKpkPG3ZYlDfYmIKM4xkCGKQHv27FEdO5PDN9DXRZxZ09LSgtLS0rCugWKLGLZYjTJSzOqQjxUyRNEnWC1L9fX1cDgcwVoWERFRxGMgQxSBtDsshXF+zP/I1mRIlmTVOTEoIgqEGLakWCSkmNVDfFkhQxRdZFkO2i5LAENZIiKKLwxkiCKMLMvYvXu36pyU0lOXtTiFxxXXRRQITSBjlpFskX1eQ0SRrbGxUdPO6n8go62k4WBfIiKKJwxkiCLMoUOHNFUCelTIAICUqn5cVshQV3gKZFKFlqX6+vpwLomIusjT3Bd/AxkYTZBN1g7vj4iIKFYxkCGKMJrqGEsSZGuKLmsRK2SKiopgs9l0WQtFP/GFVqpVQqpQIcNAhii6aObHGM2Ayez37cUqGVbIEBFRPGEgQxRhNAN9U3qGfaCv8tjJPeD+ctnhcKC4uFiXtVD00wQyZpmBDFGU6+z8GG/Xs0KGiIjiCQMZogijnR+jT7sSAMBshZSYqTrFOTLUWWLYkmqRkWphyxJRNOvsDkvHr2cgQ0RE8YuBDFEEsdvt2Lt3r+qc2DYUbmIgxECGOksbyGhblvhijCi6aAIZS4AVMsL1bFkiIqJ4wkCGKIIUFxfDbrerzuk10Fd5/FTutETB4U+FDAMZoujS1ZYliRUyREQUxxjIEEWQXbt2qY6diRlAgOXfwSZW6JSVlfEJM3WK+H2T5qFChi1LRNEl2DNkWCFDRETxhIEMUQQRAxlJ53YlAJCSukM2mFTnWCVDnSG+0Eq1yEjzUCEjSepzRBS5tDNkutayxMCfiIjiCQMZogiiqZBJzdZpJW6MRk3bFAMZClRLSwva2tpU5zKsEtKt6goZp9OJxsbGcC6NiLpAUyET6AwZVsgQEVEcYyBDFCFqa2tx+PBh1TlxfoteJGEdYnBE1BFPL7LSrdoKGW/XElFk6nKFjNCWW1dXB1mWvVxNREQUWxjIEEUIMeSQjWZISd10Wo2aM0VdqbNr1y62lVBAampqVMcWo4xEkwyrCUg0qb+XGMgQRY9gb3ttt9vR0tLS1WURERFFBQYyRBFC066U0gMwRMaPqFip09TUhNLSUp1WQ9FIfNGWZpFgMLR/LLYtieENEUWmtrY2tLa2qs5J5qSA7kO2aK/nHBkiIooXkfFqj4g8BDKR0a4EALI1BZIlRXVu586dOq2GopEYyLiHMOkWVsgQRSNPwYlsCXBnQKNZMzievwOIiCheMJAhigAOh0O7w1KEzI9xEatk8vPzdVoJRSOx6iXdKrl9rK6QOXbsWFjWRERdo2lXggEwBRjIGAyaNicGMkREFC8YyBBFgP3792vKvp2pOTqtxjNxxycGMhQIMWRxr4pxD2cAtiwRRQuP82NcvYgBEHdmYiBDRETxgoEMUQQQww0pIc1jX72exEDmwIEDaGho0Gk1FG3EQCYz4XhVTKYQyLBChig6aAKZALe8Vm4nDPblDBkiIooXDGSIIoA4j0UMPyKBlJyl6fPn9tfkLzFkyXALYTKEQKa6ujosayKirhGDk0C3vPZ2OwYyREQULxjIEEUAsUIm0tqVAABGU/vOT2442Jf85TOQSeAMGaJoFKpAhi1LREQULxjIEOmsuroaR44cUZ2LxAoZgHNkqPM0LUtugYynliVZVoc0RBR5gtayxBkyREQUpxjIEOlMDDVkowVSUqY+i+mAJAQyu3btgsPh0Gk1FC1aW1vR1NSkOpeR4L1lyW63o7GxMSxrI6LO0w71ZYUMERFRIBjIEOlMOz+mJ2CIzB9NsUKmtbUV+/bt02k1FC08tSBlum11LQYyAOfIEEWDUAUynCFDRETxIjJf9RHFkby8PNVxRM6P+R/ZkgQpIV11jnNkqCNVVVWqY6tRRqLpeCBjNQEpZg72JYo2mhkybFkiIiIKCAMZIh21traisLBQdc6ZFrmBDKBdnxgoEYnEQKZbggSDQX1NZoI6kBFvQ0SRR1shk9Sp+xErZJqbm9HW1tbZZREREUUNBjJEOtq9ezecTqdyLMMAZ0pPHVfUMbGCJy8vjwNYyScxXOmeoG1R6sZAhiiqOBwONDQ0qM51tmVJsmiDHLYtERFRPGAgQ6QjsbpESu4OmCw6rcY/DiGQqaqqwtGjR3VaDUUDTxUyIvFcZWVlSNdERF3jKTDpbMsSTFbIUJfNsW2JiIjiAQMZIh1p5sdEeLsSAMiJ6ZCEd0HZtkS+iOGKP4EMK2SIIpumXQmAbE7o3J0ZDNxpiYiI4hIDGSKdOJ1O7Nq1S30uggf6KgwGzW5LHOxLvogDesV5MQDQzcqhvkTRRDs/JqFLOwRysC8REcUjBjJEOtm3bx+amppU56IikIF2nbm5uTqthKIBW5aIYk+wtrz2dnsGMkREFA8YyBDpRDM/JiEVsjVZp9UERmytKikp4QBG8kiSJE244mmob/dE9bljx47B4XCEdG1E1HmaLa+7GsgIFTI1NTVduj8iIqJowECGSCdiVYkztZdOKwmclJwF2WhSnWPbEnlSW1sLu92uOieGL4A2pJEkiW1LRBFMDExkDzslBULcMpshPxERxQMGMkQ6kGVZG8ikRU8gA6MJzhT1HBm2LZEnFRUVqmOTQUamVRvIpFlkWIzq7dPF2xJR5Ah6yxIrZIiIKA4xkCHSwaFDh3Ds2DHVOUcU7LDkTmxbYiBDnojtSplWCUaD9jqDQVslw0CGKHJpK2Q4Q4aIiChQZr0XEI1+/PFHzJ8/H3l5eWhoaED37t1x1llnYcqUKTjttNO83s5ut2PevHlYuHAhiouLIcsy+vbti4svvhhTp05FZmZm+L4I0pUYXkjmJMgJ6TqtpnPEip7CwkK0tLQgKalrZesUW8RQxVO7kvK5BAnlLcdb4TjYlyhyaSpkutqyJNyeFTJERBQPGMgEoLW1FU888QSWLl2qOl9eXo5vv/0W3377LR544AHce++9mtu2tbVh2rRp2LRpk+p8UVERioqK8NVXX2HOnDkYMmRISL8GigzadqWc9hKBKOJM6QnZYIBBbm8zcW3jPXr0aJ1XRpFEDGSyPAz0deme6ARg8XpbIoocmgqZLrYsSayQISKiOMSWpQA8++yzShhz+umn44MPPsD69euxePFi3H777QCAN954A2+//bbmtk8++SQ2bdoEi8WChx9+GMuXL8fPP/+M559/Hunp6aioqMCMGTPQ3Nwc1q+J9OExkIk2Jguk5CzVKbYtkSiQChkxrCkvLw/Jmoio60JdIdPa2oqWlpYu3ScREVGkYyDjp23btuGbb74BAJx77rn4+OOPMW7cOHTr1g2DBw/Gn/70Jzz66KMAgNmzZ6OkpES5bW5uLr777jsAwNNPP40ZM2agX79+yM7Oxk033YS5c+fCYrHg0KFD+PDDD8P+tVF4VVVV4fDhw6pz0bTDkjtx3Tt27NBpJRSpxFAly1cgk8gZMkTRwGazoampSXWuy0N9PdyeVTJERBTrGMj4yRXGmEwmPP/887BarZprpk+fjn79+sFms+GDDz5Qzs+dOxcA0LdvX9x0002a240aNQpXX301AGD+/PkhWD1FEjG0kE1WSMnddFpN1ziEOTK7du2CzWbTaTUUiY4ePao67pHo9Hptj0RWyBBFA09BidTFob4wWSAbTKpTnCNDRESxjoGMn/Lz8wEAI0eORL9+/TxeYzQace655wIAfvrpJwDt2xuvWbMGADBhwgSYTCaPt500aRKA9t13du/eHdS1U2QRAxlnag5giM4fRWdaDtw3KrbZbNizZ49u66HI0tbWptlNzFeFjBjW1NfXs42TKAKJP9eywQCYErp2pwYDt74mIqK4E52vAnVQX18PAOjTp4/P67p37w6gPVhpbGxEWVkZGhoaAAAjRozwervhw4crH+/cubOry6UIJgYyYpVJVDEnQErqrjrFtiVy8bRLklgF485TWCNW2BCR/rQDfZOCMpheNnOnJSIiii/cZclPycnJAKDpmRbV1dUpH5eXl6tekPTt29fr7XJycmAymeB0OnHo0KEurtY7u90esvumjtXU1ODAgQOqc+L20dHGmdYLppbj75Zu27YNN998s44rokhRVlamOk42S0g2t9dUbaywYu6eFADA74Y1YWy2DVYTkG6RUG8//l7BoUOHvFYlEpE+xLC1qwN9j9+PukKmsrKSbbBEFDKeRlAQhRsDGT+dfPLJ2LVrF7Zv347W1lYkJnrulXbf1rqxsVH17k5GRobX+zebzUhKSkJjY6NSjRMKbCfRl2Z+jNGs2ako2jjTegEVu5TjnTt3Yvv27V7b8yh+bNmyRXXsqo6RZOCjghQ0O9qDl48KUjCmpw1GA9AjyakKZLZt26YE4kQUGcTnEmKQ0llisFNcXIy8vLyg3DcRkWj06NF6L4GILUv+uvzyywG0ty7NmjXL4zVffvklioqKlGO73Y62tjblOCHBd3+1K+RpbW3t6nIpQu3bt0917EzNAYzR/WMobtlts9k0lREUn8R2A1dLUqPdoApd6u1GNNrb2x3Elia2LBBFnsbGRtWx2GrUWZJwP66WbyIioljFChk/XXTRRRg3bhzWrVuHDz74ABUVFZg6dSpOOOEEVFVV4b///S/mzJmDnJwcZWcQi8WiqhIwdNBfLcvtpfzGEL5AHzZsGCwWS8jun3x7++23VcfR3q4EtL+j6UzMhKm1VjnX3NyMUaNG6bcoigiLFy9WHff0scOSixjIOJ1Ofi8RRZhvv/1WdRy8liX1/ciyzJ9/IiKKaQxkAjBr1izcfffd2LZtG5YsWYIlS5aoPn/66afjd7/7HR544AEA7XNn3Evt3atlPHF9vqNKmq6wWCzsl9RJfX099u/frzonVpdEK2daL1Ugs3PnTvzmN7/Rb0EUESoqKlTHPZK8D/R1EUOb8vJy/s4iijDu8/KAIGx5/T9i61NtbS1//omIKKZFd69EmHXr1g0ff/wxnn32WZx66qlITk5GamoqTj/9dPzlL3/Bf/7zHzidx19M9OzZE2lpacqxr9Jbh8OBlpYW5XEo9uzYsUOpggIA2WiCM6WnjisKHme6utInNzcXDodDp9VQpDhy5Ijq2J8KmZ5CaCPeBxHpT7PttSU4c57EChm2LBIRUaxjhUyALBYLbrvtNtx2220eP19QUACgPVTJzMzEwIEDlc8dPnzY6/2Wl5crYU5HW2tTdNq+fbvquH1+TGwMvnWm9VYdNzc3o6ioCMOGDdNpRaS3trY2VFdXq86JYYsnYmhTX1+P5uZmDvYliiDaQCY0LUsNDQ2w2WyskiEiopjFCpkASJKE2tpan9esWbMGQHv7EgBkZ2crFS+7d+/2ertdu47vUjN8+PCuLZQikiaQiYH5MS7tc2TUu4iJXy/Fl6NHj2rO+VMhk5WoDW1YJUMUOex2u2Y3yGAFMpKHShtWyRARUSxjIOOnBQsWYOTIkRg/frxmdwGXPXv2YOfOnQCAiy++WDk/YcIEAMCqVasgSZ7fIV6+fDmA9jYnVhXEnvr6eu0OSzEUyADaKhkGMvFNDGRSLRKS/KjJtJqAbla2LRFFKk8BiRSkQAYmK2SD+qmpWI1DREQUSxjI+On000+H0+mE3W7HF198ofl8a2srnn32WQDtVTFXX3218rnJkycDAEpKSjBv3jzNbXNzc7Fo0SIAwB133NHhbkwUfXJzc2N2foyLGDDl5eVxjkwcEwOZnh4qX7zpkaSupGEgQxQ5xEBGNhgBU5A2IzAYOEeGiIjiCgMZPw0aNAgXXnghgPbdlt59910cOHAAVVVVWLFiBf7v//4PO3bsgNFoxHPPPafaKWncuHGYOHEiAOCFF17ArFmzUFpaisrKSsyfPx/Tp0+Hw+FAv379cMstt+jx5VGIaefHZMfM/BgXcbBvU1MTioqKdFoN6e3QoUOq455JHbcruWQLs2Z8zd8iovDSzI8xJwJBfCNJNqsDGVbIEBFRLONQ3wC8+OKLmDJlCoqKivDqq6/i1VdfVX0+ISEBzz33HC666CLNbV9++WVMmzYNeXl5mD17NmbPnq36fI8ePTBnzhykpqaG9GsgfWzbtk11LLb3xALZkgxnYgZMrce3Q92+fTtb8OKUGKLkBBDIiLNmGMgQRY5QDfT1dn8MZIiIKJaxQiYAWVlZ+PLLL/HII49g+PDhSExMhMViwcCBA/Gb3/wGixcvVtqTRBkZGZg3bx6efvppnHrqqUhJSVFuO3XqVCxcuFC1IxPFjniYH+PCOTLkIrYZiVUvvojhDQMZosgR6kBGnEcj7tZGREQUS1ghE6CkpCTcdddduOuuuwK+rcViwZQpUzBlypQQrIwi1Y4dO4T5MeaYmx/j4kzvBVTuUY5zc3PhcDhgNvNXTTyRZblrLUvJ6vDm6NGjcDqdMJliq82PKBqJAYmnnZG6Qraq74+BDBERxTJWyBCFmKZdKQbnx7iIFTLNzc0oLCzUaTWkl5qaGrS2tqrOBVIhI7Ys2e12VFVVBWVtRNQ1YkAiBihdJVbcMJAhIqJYxkCGKMTiYX6Mi2xJgjMxU3VO/Pop9ontSiaDjO4J/gcyGVYZCSZZdY5tS0SRQRPIBH2GjDrg4QwZIiKKZQxkiEKotrYW+/fvV51zpMduIAMAznTOkYl3YrtSj0QJxgA2YTEYgGyhSka8TyLShzaQCW6FjDhD5tixY6q2XyIioljCQIYohMQwQjaaISX30GcxYSIOLM7Ly4PdbtdpNaQHMTzJSfZ/fowLt74mijyyLGsqVsQApcuPIQQ8drsd9fX1QX0MIiKiSMFAhiiExEDGmZYDGGP7x05syWptbcWePXu8XE2xSBPIBDDQ1yU7mRUyRJGmvr5eE7AHu0LGUwsU58gQEVGsiu1XhkQ627p1q+o4lufHuMiWRDiTuqnOcY5MfNEGMv7Pjzl+GwYyRJHGUzAS7BkyMJogmRM7fFwiIqJYwECGKESqq6tx8OBB1TlHHAQygDZ44hyZ+BKMChlPgQznSBDpS9OuZE4Mya6BYsjDXdaIiChWMZAhChGxKkQ2WSGlZOm0mvASB/vm5eWhra1Np9VQODU0NGjmPYjtR/4Qq2paWlpQW1vblaURURdVVlaqjoNeHaPcr7oNihUyREQUqxjIEIWIdrvrHMAQHz9yjrRekHF8Wx273Y5du3bpuCIKF3H4rgEyeiYG3rLUPVGC2aCuiGHbEpG+NDssWVNC8jiSVR3IsEKGiIhiVXy8OiTSgRjIONL66LQSHZgTICV3V53iHJn4UFZWpjrOSpRg7sRfGqMB6Cm0LYn3TUThJQYjUpAH+rqwQoaIiOIFAxmiEDh69KimUsCZ3svL1bHJma4OoBjIxAexiqVXJ+bHuIhtSwxkiPQlBjKyNUSBjFB5wwoZIiKKVQxkiEJADB8kcwKkpO5ero5NjjR1ALVr1y60tLTotBoKFzE0yUkOvF3p+G250xJRJNEEMiGqkGHLEhERxQuz3gsgikXa+TG9AYPBy9WxyZnWC7LBAMP/dsZxOp3Iy8vD2LFjdV4ZhZIYyPTqxEBfl97JbFkiiiSalqVQVch4aFlyOp0wmYK/oxPFt8OHD+Obb75BbW0tRo8ejUsuuQSGOHu+RkT6YiBDFGSyLGPr1q2qc860+GpXAgCYLJBSesLUWKGc2rZtGwOZGKcJZLrUsqQNZGRZ5pNlIh04nU7NttehqpARW6EkSUJtbS2ysuJjp0IKD4fDgQceeEAJGpcuXQqbzYarrrpK55URUTxhyxJRkJWVlWneRRTnqcQLR5p6+2sxqKLY4mnLa7HtKBBiu1NLS4vmBSERhUdNTQ0kSf0zGbIZMuZEyELwyrYlCrbi4mLN99X69et1Wg0RxSsGMkRBJoYOkiUJUmKGTqvRlxhE7d27Fw0NDTqthkJNrI4xGmT06MSW1y7dEyRYjNz6migSVFZWqo5lgxGyOSk0D2YwaqpvxMcn6qrW1la/zhERhRIDGaIg07QrpfeJu/kxLs7UnpANx3v+JUnC9u3b9VsQhZQYyPTs5JbXLkYDkC20LZWWlnb+Domo0zSBjCU5pH/bZIt6pyUGMhRsdrvdr3NERKHEQIYoiCRJ0gz0Fdt24orRDGdatuoUt7+OXWJY0pWBvt7ug4N9ifQhBiKhGujr7f4ZyFCwORwOv84REYUSAxmiINq3b59mhka8zo9xcaapv37OkYldIQlkktQtT6yQIdKHZstra4qXK4NDvH8GMhRsrJAhokjAQIYoiMTqDykhDXJCqk6riQyOdHWFUElJCQezxqhg7rCk3AcrZIgigrZlKbSBDCtkKNQ8VcM4nV3/u0VEFAgGMkRBtGXLFtWxGEbEIymlB2SjRXWObUuxR5ZlTfVK7yBUyIj3cejQIT5hJtKBtmUpxBUynCFDIeapGsZms+mwEiKKZwxkiILE4XBgx44dqnNiu05cMhjhTOulOiUGVxT9qqqqNLtT9Eru/A5Lx+9DHb7Y7XaUl5d3+X6JKDCaCpkQz5Dx1LIky7KXq4kC5yl8YSBDROHGQIYoSPbs2YOWlhbVOScrZAAAjnTOkYl1YiuR1SgjM6HrgUyaRUaymXNkiPQkSVLYK2TE+7fZbKirqwvpY1J88RS+cIYMEYUbAxmiINFsd53UDbIlSafVRBYxmDp69CiOHDmi02ooFA4ePKg6zkl2whiEHXENBm2VDAMZovCqra3VvFAN+VBfSzLEehi2LVEwsUKGiCIBAxmiINEEMnG+u5I7KakbJHOi6hzblmJLKObHuHCnJSJ9VVRUqI5lgyH0bzgYjZAt6rYocR1EXcFdlogoEjCQIQqC1tZW5Ofnq85xoK8bg0FTJcO2pdgSii2vXcRwh4EMUXhpd1hKBgyhfwopVuEwkKFg8lYhw1lFRBRODGSIgmDnzp2qd1VkGDSDbOOdWDG0bds2PumJIWJI0ieYgUyK+r7E9igiCi0xCAn1/Bhvj8NAhoKpra1Nc06WZVbJEFFYMZAhCgKx2kNK6QGYrDqtJjI50tQVMjU1Ndi/f79Oq6FgstlsOHr0qOpcKCtkqqqq0NzcHLT7JyLfNC1LYQpkPO20RBQs3ubFeApqiIhChYEMURCI81DEXYUIkBPSIFlTVec4RyY2HDp0CJKknvPSOwhbXrvkJDlhEMZ7irs6EVHoaAOZVC9XBhcrZCiUvAUvHOxLROHEQIaoixoaGlBYWKg6x4G+HhgMmrk6nCMTG8R2pUyrhCRz8NrRrCYgK5GDfYn0Eu4tr13E4IeBDAWTt0CGFTJEFE4MZIi6aPv27apZKLLBBGdqTx1XFLnEoGrHjh1wOBw6rYaCJZQ7LHm7T86RIQqf8vJy1XG4WpbE4KeqqgpOZ/B/v1B88ha8tLa2hnklRBTPGMgQdZHYduNMywGMZp1WE9nEQKa5uRl79uzRaTUULGI4Ig7hDQYGMkT6cDgcqK6uVp0T209DRU5QP47D4UBNTU1YHptiH2fIEFEkYCBD1EWaQIbtSl7JliQ4k7qpzrFtKfppApkQVMj04U5LRLqoqqrSzIiSEsLUsmROhGwwqc6J1TpEndXS0uLxPCtkiCicGMgQdUFFRYWmXYMDfX0TAysO9o1usizjwIEDqnPB3PLa232WlpZqXiQSUfBpBvoazYApITwPbjBo2qM4R4aCxVvwwkCGiMKJgQxRF4jVHbLJCim5u06riQ5iYJWfn+/1XSqKfNXV1ZotqEPSsiTcp81m4zvlRGEg/pxJ1hTAYAjb44tzZPhzT8HCQIaIIgEDGaIu0G533Rsw8MfKF2daL8huT+YdDgdyc3N1XBF1hdg6ZDXK6J4Q/MqVdIuMZLP6ftm2RBR6em15rTyeMEeGgQwFCwMZIooEfOVI1EmyLGsqZDg/xg8mC5wp6l2oOEcmenmaH2MMwZvnBgMH+xLpwWOFTBiJj8eWJQoWb9W5rNolonBiIEPUSQcOHNDsPMH5Mf7hHJnYIc6PCcVAXxdxjoz42EQUfNoKmfAGMmJFztGjR8P6+BSbZFnmUF8iiggMZIg6SQwRJGsK5IR0nVYTXcRApqioCLW1tfoshrpEM9A3BPNjvN03Axmi0BMDECkhvC1LrJChULDZbF4Hw4tz0YiIQomBDFEnaefH9AnroMNo5kzJbt+pww3blqITAxmi2CXLsqZlKdwzZMQAqKGhgS+Yqct8fQ+xZYmIwomBDFEnOBwObN++XXWO82MCYDTCmdZbdYptS9GnsbFR07bXN5SBjNCyVF9fz8oqohBqaGjQvDgNd4WMpxYpti1RV/kKZBj4EVE4MZAh6oQ9e/Zo/mAzkAmMOG9n8+bNkGVZp9VQZ4gVKkaDjJyk0AUyPZMkWIzq75GSkpKQPR5RvNNUx8AA2RLeGTIwmiGZE1Wn2LZEXcVAhogiBQMZok4QqzmcSd0gW5J0Wk10EgOs8vJyHDp0SKfVUGeIgUxOkhPmEP5VMXrYaYltS0ShI1aiyJZkwBj+p47c+pqCzVdbEgMZIgonBjJEnbB582bVMatjAiclZUIyq0Msti1Fl3DOj1Eeg4EMUdhoKmQSwlwd8z8Sd1qiIGtsbPT6uaampjCuhIjiHQMZogA1Nzdj165dqnPc7roTDAZufx3lNIFMCLe8Vh5DCH3YskQUOmJrkBiMhIs4R4YVMtRVvkIXBjJEFE4MZIgCtH37djidx18UygYjnGm9dFxR9HJkqAOZrVu3qv5tKbLt379fdRzKgb7eHoOBDFHoaLa81imQEQcJc4YMdRUDGSKKFAxkiAKkaVdKzQZMFp1WE93ECpnGxkYUFBTotBoKRHNzs+Zd6n5hCWQcquNjx46hvr4+5I9LFI80M2TCvMOS8rhsWaIg8xW6+GpnIiIKNgYyRAHSDPRlu1KnydYUOBMzVefYthQdxHYlA2T0CkPLUnaSBJOBOy0RhYMYukoetqAOB7FCprq6GjabTZe1UGzwFbq0trbC4XB4/TwRUTAxkCEKQEVFheaFqCO9r06riQ1ioCVWIFFkEkOQ7CQJVlPoH9ds1O60xECGKPhaWlpQV1enOicnpOmyFrFVSpZlti1Rl3TUlsQqGSIKFwYyRAEQqzdkkxVSSpZOq4kN4hyZ/Px8bjkZBcT5MeFoV3LhHBmi0PMUeOhVIQNzAmShNZiDfakrGhoafH6egQwRhQsDGaIAiIGMI70PYOCPUVc403pDNhiUY4fDgdzcXB1XRP4QQxBxtksoMZAhCj3NQF9zoq7z0sQqGQYy1BUdBTIdfZ6IKFj4SpLIT5IkcX5MKJgscKZkq06xbSny6bHDkrfHEtdCRF2nGeirV3WM6/ETONiXgoeBDBFFCgYyRH4qLi5GTU2N6pyDgUxQODPUc3gYyES2hoYGVFZWqs71Sw1fINMvVV2NU1NTo/nZJKKu0Qz01WmHJeXxWSFDQcRAhogiBQMZIj+JIYGUkAY5MV2n1cQWMdgqKSnhwMYIJlakmAyyZtBuKOUkSbAa1TstsUqGKLjEwEPcejrcxECIFTLUFQxkiChSMJAh8tOmTZtUx9xdKXiklB6QTVbVOW5/HbnE8KN3shPmMP41MRqAPkLb0r59+8K3AKI4oJkho9MOSy6yVf34DGSos5xOp2Zob49E9d+U+vr6cC6JiOIYAxkiP7S2tiIvL091zpnBdqWgMRg1VTJsW4pcmh2Wwtiu5NJfGCLMQIYouDSBTIRVyFRWVsLhCN8wcYodDQ0NkGV1lWUvocpT3PKdiChUGMgQ+SE3Nxd2u105lmGAI623jiuKPeKA5M2bN0OSJJ1WQ76I4Uc4t7xWHjOVg32JQsVms6G6ulp1ThyqG25iy5QkSaiqqtJpNRTNPFW/iIEMK2SIKFwYyBD5QTM/JqUnYE7QaTWxySEM9q2rq0NRUZFOqyFvZFnWBDL9U8P/LrUYAu3fv58BHlGQeJrhpXeFjGxOgGw0q85xsC91hlj9kmCS0c2q/vvBQIaIwoWBDJEfNPNj2K4UdHJCGqQE9ZBk8d+d9FdZWanpvdejQkYMgVpbW3H48OGwr4MoFmm2vDZZAbPVy9VhYjBoQiHOkaHOEAOZNIuENKvs8xoiolBhIEPUgcrKSk07BAf6hoYYdDGQiTxi1VKSSUKPxPBXpmRYZaRZ1I9bXFwc9nUQxSLtQF99q2NcxLYpVshQZ4jVL6kWGakWBjJEpA8GMkQdENuVZJMVUmpPnVYT2xzp/VTHO3fuRHNzs06rIU/E0KN/qhMGQ/jXYTBoq2QYyBAFR6QN9HUR13HkyBGdVkLRrKamRnWcbpGQLgT8tbW1YVwREcUzBjJEHdi4caPq2JHeGzDwRycUnOm9ILu9unc4HNi+fbt+CyINMfQYoMMOS94em4EMUXBoWpYiJJBhhQwFgxi2pFllpAkzZFpaWtDa2hrGVRFRvOKrSiIfnE4ntmzZoj7HdqXQMVnhTM1RnWLbUmTRBDJp+m07e4JQIcMh0ETBIQYdUkKaTitRE1unOEOGOsNzhYysuY5VMkQUDgxkiHzYu3evptfYkdHPy9UUDGLgxUAmcrS0tKCsrEx1boAOOyy59E9TV8iUl5ejoaFBp9UQxQ5NhUxCik4rURNblioqKuB06lelR9FJDFrSrRKSzTJMBtnndUREocBAhsgHsV3JmZihKZmm4BK3vy4rK+OcgAixf/9+yPLxJ6wGyLrssOTSJ9mpeQItbslNRIGx2+2oqqpSnZOskVEhIwuVOg6HA9XV1TqthqKVNpCRYTC0BzO+riMiCgUGMkQ+iNUZbFcKPSk5C5I5UXWOVTKRQWwJ6pXshNWk02IAmI1AXyEQ2rt3r06rIYoNlZWVquAViKBdlsyJkA3qXzqcI0OBOnbsmOrYNdBXbFsSryMiCgUGMkReNDY2Ij8/X3VOrN6gEDAY4Ezn9teRSAw7TkjTv1VAnCPDQIaoazTtSiYLYLLqtBqBwcA5MtQlTqdTU/mSkSCp/t+FgQwRhQMDGSIvtm7dCkk6/sdZNpjgTOul44rihzinZ8uWLXA49JtVQu0KCwtVxwN1HOjrIoZCDGSIusbjltd67G3vhbjjEwMZCkRdXZ3quR0AZP6vVSnTykCGiMKPgQyRF5r5MWk5gMmi02rii1OoRGpubtZUK1F4ORwOzXyWgToO9FXWIIRCJSUlaGtr02k1RNEv2Ftem4/tR+rWT5C69ROYj+3v0n0B2vYpzhijQIgzhwyQkfa/VqUMIZDhfCIiCgcGMkQeyLKsCWS4u1L4yJYkOJOzVOfE/x4UXiUlJbDb7apzkdCyNCDVAQOO9/1LksTBvkRdoKmQ6cqW17KEhAPrYHDaYHDakHBgHSBLHd/O110KgQxnyFAgxKqXNIsM0/9eDWVYOUOGiMKPgQyRBwcOHEBFRYXqnFi1QaElzuthIKMvsRWoZ6ITKcIARD0kmtuHC7sTW6uIyH9iwNGVgb4GRxuMjlbl2OhohcHRtQo2cccntixRIMSQJdNtbkxmAitkiCj8GMgQeSC++JcsKZASM/VZTJxyChVJe/fu5ZMjHUXi/BiXgWkMZIiCJdgtS8EmBkTl5eWamSBE3ohburvPjRFnyFRXV2t2HCMiCjYGMkQeaNuV+kbUUMN44EzJhmxUz+zZvHmzTquhgoIC1XEktCu5iOEQAxmiznE4HKisrFSdi5Qtr13EliWHw8Gwnvwmfn93c6uK6SZUyLS1taGhoSEs6yKi+MVAhkjQ2tqKHTt2qM6J1RoUBkYjHML21xs2bNBpMfHNbrdrWpZOjKAKGXEtxcXFHOxL1AmVlZWaapMuzZAJAdmcBNlgUp1j2xL5S6yQ8RXIeLqeiCjYGMgQCbZt26YaXirDAEd6bx1XFL/EuT2bN2+G0xk5lRnxYv/+/ZqBviemR04gMzBNO9i3qKhIxxURRSdNu5LRApisOq3GC4NBU7XDQIb85SuQMRuBdIs6lBEraoiIgo2BDJFArMJwpmYD5gSdVhPfxJ2t6uvrsWfPHp1WE792796tOs5JciI1Agb6uiSagT4p6qCO3ydEgdPusJQake264lwbBjLkLzFg6Z6oDmDEKhlWyBBRqDGQIXLjabtrtivpR05IhVMYpszdlsJPnB9zUgRVx7iIaxJDJCLqWKQP9HURK2SOHDmi00oomtjtdtTW1qrOiQGMeCzuuElEFGwMZIjcHDp0CIcPH1adE6s0KLzEQIxzZMJPDDciqV3J5SRhjowYIhFRx7QVMpE1P8ZFHOwrbtVN5EllZaVm16QsIYDJSmTLEhGFFwMZIjfii33JkgQpubtOqyEAcGSqA5mCggLNO1wUOs3NzThw4IDq3KBIDGSENZWWlnJ3DKIAiZUmkbbDkotkVQdFrJAhf4jBXaJJQrJZCGgS1e2vDPuIKNQYyBC50cyPyegXkf3z8cSZmgPZaFaOPbWVUegUFBSodl0xGmQMSI28QKZ/qhMWo/qJNefIEAVG07IUqYGMsK6KigoOfKcOie1HWYmS5imeWDHDliUiCjUGMkT/09bWhu3bt6vOOYRdfkgHRpNm+2sGMuGTn5+vOh6Q6kSCycvFOjIb23dbcrdz506dVkMUfex2u6Y9Q6xEiRSy0ErlcDhQXV2t02ooWojVLmJ7EgD0SFKfKy8v17Q5EREFk7njS0i0bt06fPLJJ9ixYwdqa2uRkpKCYcOGYfLkybjmmmtgNHrOuex2O+bNm4eFCxeiuLgYsiyjb9++uPjiizF16lRkZmaG9wshle3bt8NmsynH7dtdM5CJBM6MvrDUHlSON27cCKfTCZMpApOBGCMGMoMz7F6u1N/gdAf21lmU4127dum4GqLoUlFRoXnhGaktS7I5EbLRBIN0vCrm6NGjyM7O1nFVFOk0gUyCNpARz9lsNtTU1KB7d7avE1FoMJAJ0CuvvII5c+aoztXW1mL9+vVYv349Fi5ciH/9619ISkpSXdPW1oZp06Zh06ZNqvNFRUUoKirCV199hTlz5mDIkCEh/xrIM+121z253XWEcGT0B7BOOa6vr0dBQQFOOeUU/RYVB2RZ1gQyJ0fg/BiXwRkOoPT48a5duyBJkteQnIiO07QrmayR+zfQYIBkTYOptVY5dfToUZx66qn6rYkinvg97qlCJjNBgskgwykf72UqLy9nIENEIcNnqQGYP3++EsacccYZ+OCDD7B27VosWLAAV111FQDgl19+wV/+8hfNbZ988kls2rQJFosFDz/8MJYvX46ff/4Zzz//PNLT01FRUYEZM2agubk5nF8SuVm/fr3q2JnRX6eVkMjT9tfcbSn0ysrKUF9frzo3OCNyA5mTheqdpqYmlJSU6LMYoiijGegboVteu4jzbTjYlzoifo9kJ2nnDhkN2qBG3H2TiCiYGMgE4N133wUADB48GB988AHGjRuHHj16YOTIkXj11VeVUOa///0vDh06pNwuNzcX3333HQDg6aefxowZM9CvXz9kZ2fjpptuwty5c2GxWHDo0CF8+OGH4f/CCGVlZdrtrjO53XUk4fbX4SfOYMm0Sujh4R3FSJGZIKOHsEOGWOFDRJ5pt7yO7EBGXB8DGfLF4XBovsd7Jnn+e5Yt/B3h9xYRhRIDGT/V1tbi4MH2GRZXX301EhMTNdfccsstyse5ubnKx3PnzgUA9O3bFzfddJPmdqNGjcLVV18NoL0Kh8JPrI6RLEmQklieGknEgGzPnj04duyYTquJD57mx0T6pmNiBQ8H+xL5R3zRKQ7OjTTc+poCUVlZqdoxENAGLy5iUMMKGSIKJQYyfnIfHupweC7Zt1iOD5N0XS/LMtasWQMAmDBhgtchpJMmTQIAHDp0CLt37w7Kmsl/YrWFg9tdRxxx+2sAmplMFFx5eXmq40huV3I5WVij+DUQkWfii04pwgMZMTASqx+I3ImBXaJJQqrF8+5JYisTwz4iCiUGMn5KS0vDwIEDAQBLlixBW1ub5pqvv/4aQHsw4xosV1ZWhoaGBgDAiBEjvN7/8OHDlY/5jm54tbS0aLa7FttjKAJ42P6abUuhU1NTgwMHDqjODc2M/EBmqDBH5vDhw5qtfIlIK9pbliorK2G3R+4ucKQvMXDMTpK8vu/GChkiCifushSARx99FA8++CCKi4vx29/+Fg8++CBOPvlkVFZWYt68efjss88AAHfddRd69eoFAKpZMn37et9COScnByaTCU6nU3WbYOOTFa1Nmzap/l243XXkcmb2V21/vWnTJrS0tHD76xDYunWr6jjBJGNgauQHMv1SnUg2S2h2HH+/YcuWLZg4caKOqyKKbC0tLaipqVGdi/iWJWF9kiShrKzM53Mtil+usQMuPf9XBbOxwoq5e1IAAL8b1oSx2TZNhUxFRQUaGxthtVrDs1gKG/43pUjAQCYAv/rVr/DWW2/hlVdewdatW3HHHXeoPt+7d2889NBDmDx5snLO/QlORkaG1/s2m81ISkpCY2OjZleTYNqzZ0/I7jtaff/996pjZ1oOYOYv6EjkECqXGhoasHjxYpx44ok6rSh2rVq1SnV8coYdpiioqTQa2it5tlUd/xlevXo1evbsqeOqiCKbp5YMcUZLxDEnQDZZYXDalFPr1q3D0KFDdVwURapdu3apjnsnS5Bk4KOCFCXA/6ggBWN62tBLCGRkWcbq1auVN1spdowePVrvJRCxZSlQjY2NSE5O9vi56upqbN26VTVo1L21KSEhwed9uwYFt7a2BmGl5A9ZljUhFduVIpdsTYEzqZvqHEPG0CguLlYdD4uCdiWXoZnqSkDxayEiNXFAumROAkyR/56dWCXDQe/kjdi62ivJiUa7AfX24y+F6u1GNNoNSDS37yro6/ZERMES+X9tI8jMmTPx8ccfA2jfUen2229H//79UVNTgx9++AGvvfYaPv/8c2zevBkfffQRevTooWqlMHQwJFaW24eLGY2hy8mGDRumGj4c7w4ePKh5AidWYVBkcWT0g6nleOVZSUkJRo0apeOKYk9DQ4PmHXMx5Ihkw4S1VlRUoF+/fujWrZuXWxDFt6KiItWxHOHzY1ykhFSYmquVY5PJxL8HpOF0OjXP9Xole95hyf3ztbbjz8f5vUVEocJAxk+//PKLEsY8+uijuPPOO5XP5eTk4Pbbb8eYMWPwf//3fyguLsY///lPvPjii6pqGk+DgN25Pt9RJU1XWCwW9ku6EedkSJZkSEl80RbJnBn9gKPHd84pKipCQ0MDsrKydFxVbCkoKFACYgCwGGWclB49FTInpDqRYJLR5jwegu/evRsXXnihfosiimAVFRWq40jfYclFnHNTXl7O5zikceTIEc0MRX8CmT21x9/APHLkCL+3iCgk2LLkpy+++AJAe/gybdo0j9cMHz4cN998MwDgm2++QUtLC9LSjj9ZcO225InD4UBLSwsA8F3cMFq/fr3q2JHJ7a4jnTM1B7JJXeW1ceNGnVYTm8SgclC6A5Yo+mthMrbPvHG3bds2nVZDFPk0W14npuu0ksBICep1cjcc8kQc6JtslpDmZctrFzGwEe+DiChYougptr5KSkoAAKeeeqrPHV3OOussAO0By8GDB5WtsgHfTxTKy8vhdLb/8u/Tp4/X6yh4mpubkZubqzrnzOiv02rIb0ajZhcsMVijrtmyZYvq+JRu0dOu5DJCWLP4NRHRcZpAJkoqZMR1MpAhT1zP4V36JDs7fO+tjxDIHDhwQFU5SkQULAxk/OQqdexo22j3OTF2ux3Z2dlKxcvu3bu93s59+vvw4cO7slTy09atW+FwHG/DkA1GONIZhkUDcc7P5s2bVf8tqfOqq6uxf/9+1bkR3aMwkBHWXFZWhqNHj+q0GqLIJUmSZmZUpG957SIGMqHeqZKikxjI9E3x3a7k6ZqGhgYOjSaikGAg46eTTjoJQHvZu81m83qd611Ys9mMAQMGAAAmTJgAoH0bWUmSPN5u+fLlAICePXti2LBhQVs3ebdhwwbVsTM1BzBx4HE0EHfCampqQn5+vk6riS1iu1KiScJJadEXdg1IdSLFrP59K35tRNQeworPa8RWoEglW1MhQ13qwCoZEmkqZPwIZLISJViN6ooY8X6IiIKBgYyfrrzySgBAXV0dZs2a5fGagoICfPbZZwCACy64AOnp7U9oJk+eDKD9F/m8efM0t8vNzcWiRYsAAHfccUeHuzFR18myrAlkuLtS9JCtyXAmd1edE/97UueIrT3DuzlgisK/FEaDtkqGbUtEWmKAIRtMkC1JOq0mQEajZkcoBjLkTpZlHDhwQHXOnwoZo0Eb3DCQIaJQiMKn2fq49NJLcd555wEA5s6di/vvvx+bNm3CsWPHUFpaig8//BC/+c1v0NzcjLS0NDzxxBPKbceNG4eJEycCAF544QXMmjULpaWlqKysxPz58zF9+nQ4HA7069cPt9xyiy5fX7wpKSnR7CrhzGQgE03EAI2BTNfJsqwJLcRZLNFEXPvWrVs5A4BI4HF+TBS9McQ5MuRLRUUFmpubVef8CWTar1NXhzKQIaJQ4LbXfjIYDHj99dfx0EMPYc2aNfjhhx/www8/aK7r0aMH3njjDZx44omq8y+//DKmTZuGvLw8zJ49G7Nnz9bcbs6cOUhNVb/TQ6EhvniXrCmQEjP1WQx1ijOjH3Dk+FDm4uJiVFZWomfPnjquKrq5gmJ30Tg/xkUcRlxTU4N9+/Zh0KBBOq2IKPJoKmQSo2N+jIsYyBw6dEinlVAkKi4uVh0nmSR0T/A8PkDUTwhuxPsiIgoGVsgEIC0tDe+//z7eeOMNTJw4ET179oTFYkFaWhpGjRqFBx98EEuWLMHo0aM1t83IyMC8efPw9NNP49RTT0VKSgosFgsGDhyIqVOnYuHChaodmSi0PLYrRdE7ggQ4U7Mhm6yqc9z+umvEn4tMq6TZaSKaZCdJ6JGoXj8rqYjUysrKVMfRMj/GRVwvAxlyJ4Yo/VM73mHJ/Vp3+/btU3ZEJSIKFlbIBMhgMODSSy/FpZdeGvBtLRYLpkyZgilTpoRgZeSv5uZm5OXlqc6JQ2IpCvxvVyxLTYlyasOGDcq8JwqcGFacmmWL6pzSYABOzbJjxSGTcm7Dhg249dZbdVwVUWQRAwwpMboCGVlYrxgwUXwrKipSHQ8IYEj9CcK1ra2tOHz4MPr37x+UtRERAayQoTi0ZcsWbncdI8Q5MuJ/W/Jfc3MzduzYoTp3Wlb0tiu5nJal3j0mLy8PDQ0NOq2GKLLIshz9FTJCIHPs2DHNzBCKX2Igc0Kq/xUuGVYZGVZ1e5N4f0REXcVAhuKO2NbC7a6jF7e/Dp5t27bBbj8ewJgMclTPj3E5pZsdFretSyVJ4m5LRP9TU1OjCS+kxAydVtM5UkIaxFHdbFsioP2NBnFGUv/UwN60GSBczzkyRBRsDGQorsiyrAlkuN119JKtyXAmqbe/5hyZzlm/fr3qeEiGA8nm6N+RKMEEDMtUB0vi10oUr8TqGNlggmxN0Wk1nWQ0Q7aqN0Rg2xIB7eGJ+856RoOsGdTbkQFCRU1hYWFQ1kZE5MJAhuLKwYMHUV5erjrnzOir02ooGMRAbdOmTTqtJHrJsuxxfkysEFuvNmzYAEnyb5cNolimmR8TZVteu4htSwxkCAD27NmjOu6T7ITV5OViLwYKc2QKCgpUIQ8RUVcxkKG4Ir5YlyzJkJK66bQaCgYxUCssLERNTY1Oq4lO+/fvR0VFherc6T2iv13JRZwjU1NTw3c5ieBhh6UoG+jrIs69YSBDgDaQOSk98Blz4m3q6upw9OjRLq2LiMgdAxmKK2Ig48zoG5XvBtJxztRsyEb1hnGbN2/WaTXRac2aNarjrARnVG93LcpJltBL+HrEr5koHpWWlqqO5Sgb6OsiBkni10XxKRiBTI9ECWkWdUXl7t27u7QuIiJ3DGQobrS1tWH79u2qc450titFPaMJzvTeqlNsWwrMzz//rDoe3TO6t7v25Mwe6ioZBjJE7W287qSk6Bro6yIOIi4tLWVbSZyrr6/XtOR1JpAxGIAThduJQQ8RUVcwkKG4kZeXh7a2NuVYhgGODG53HQs8zZHhjBD/HDlyBHv37lWdG90zdubHuIhfU0lJiebFKFE8cTgc2hkyUbbDkou47oaGBtTV1em0GooEBQUFqmOLMfCBvi4npTGQIaLQYSBDcUPcfUdK6QGYE3VaDQWTWOlUU1PDrSn9JFaKpFokDMkI/F3ESDco3YFMqzqkEyuDiOLJ0aNHVVvdA4CUmKnPYrpITkiFbFBPa2XgGt/y8/NVxwNSHTB38lXPoHTtYF/xZ4eIqLMYyFDcEOeKOLi7UsyQE9Pbdwdxw+2v/SOGEmf0sMEUg38ZjAbgzJ5sWyJy0bQrmRMgW6L0TQqDUTNHhoFMfMvLy1Mdn9yFNxoGCbdta2vTVJYSEXVWDD7tJtKqrq7Gvn37VOc4Pya2iAHbli1bdFpJ9KipqdE8aR0Tg+1KLqOFOTK7d+9GZWWlTqsh0pcmkInSdiUXcf0MZOKXw+HQVMgMyex8IJNqkdE3RX178W8nEVFnMZChuLB161bVsWy0QErtqdNqKBScQsAmzgwirbVr16oGXyaYZIzoFrtl2MO72ZFsZtsSEeApkMnUZyFBIiVlqo4ZyMSv4uJitLa2qs4Nyeja3zaxlXfnzp1duj8iIhcGMhQXxGoJR3pvwMBv/1jiSOsFGce3BrLb7XwHqwMrVqxQHZ+WZYPV5OXiGGA2AqdnqZ+Ur1y5UqfVEOmLFTIUq8S//b2SnUi3dm3XLTHQycvL405eRBQUfEVKMU+WZU0g40zn7koxx5zQPqjZDduWvKuurtZsAz82O3bblVzOzlFXTeXl5aG8vFyn1RDpQ5ZlHDhwQHUuWre8dhEDmSNHjmiqJCg+5Obmqo67Wh0DaFueamtrGfoRUVAwkKGYd/DgQc2cCAYysckh/HdlIOPdqlWrVFuDJ5pknJ4V+4HMqO7atiVWyVC8OXbsGBoaGlTnpKRuOq0mOKTETLjXK3gKnSj2SZKkebMhGDsH9kiU0C1BvW22+DhERJ3BQIZinviiXLIkR31pNnkmBm179+5FbW2tPouJcGK70pk9YrtdycVsBM4SBheL/xZEsW7//v2qY9lohmxN1Wk1QWIyQxZ22yspKdFnLaSb4uJi1NfXq86dEoTZaAYDMFyokuGbPkQUDAxkKOZ5bFcyGLxcTdHMmZoN2WhWjmVZ5jtYHhw5ckSzA8W4nPgZgHyO8LUWFhaitLRUp9UQhZ8YyEhJmTHxd9EpVPmIXyfFPnETh+wkJ3okSV6uDsyI7upgZ/v27apKUyKizmAgQzHN6XRqXpCLbS0UQ4wmONNyVKf4DpaWWBGSYpY0TzRj2fBuDmRY1U+ily9frtNqiMJPG8hEd7uSi/h1MJCJP2IgE4zqGJfhwn3V19ejuLg4aPdPRPGJgQzFtKKiIjQ1NanOcX5MbHOkqf/7skJGTZZlTfgwNtsGcxz9NTAagLHZ6iqZ5cuXc8cMihtiUCFWlkQrBjLxzW63Y8eOHapzwQxkeiRKyElSz5Hhmz5E1FVx9BSc4pH4h1lKTIdsTdZpNRQOzvTequPS0lJUV1frtJrIs3fvXuzbt091TmzhiQfn5KjnyJSWlmLXrl06rYYofCRJ0sxWidUKmYqKCjQ2Nuq0Ggq3Xbt2aXbWCmYg4+n+Nm/eHNT7J6L4w0CGYpqmXSmtt+cLKWZIyd0hGy2qc2IwF8++//571XGPRCeGZnZ9B4poMzjdoXmnU/y3IYpF5eXlaGlpUZ2TkjL1WUyQSYnpkIVZOKySiR/r169XHQ9IdSDdGtzKx5FCe++OHTs0P09ERIFgIEMxy+l0al6IO9N66bQaChuDUTNHhoFMO5vNhmXLlqnOje/VBmP0z/IMmMEAnN9bXRm0YsUKtLXFX7UQxZeioiLVsWyyQrbESOWo0aTZRZEzPuLHxo0bVcenZdm8XNl5I7rbYTIcD3nsdju2bdsW9MchovjBQIZi1r59+7TzYxjIxAXxvzPnyLT75ZdfNNuBju8dvwHEeb3aYMDxJ9ZNTU34+eefdVwRUeiJgYwzOSsmdlhykZKyVMfi10uxqaKiQhO+nZoV/GH1yWYZJ2eoq0o3bNgQ9MchovjBQIZilvgiXEpIh2xN0WcxFFZia9qBAwdQU1Oj02oih9iSMyzTjuwgbQcajbISJYwQ5gGwbYlinRhQSMnddVpJaDhT1F/P3r17dVoJhZNYHZNsljA4PTTtuGLlzfr16zkUnog6jYEMxSzt/BhWx8QLKSULstGsOhfvbUvV1dWaJ6xiy048Ev8NtmzZgvLycp1WQxR6YkDhTM7ycmV0koSvZ9++fXA44m9OVrwR58eM6m6HKUSvck4TKm/Ky8s1g7KJiPzFQIZikizLyMvLU51ju1Ic8TBHRvx+iDdLly6FJB2vhkkwyTirJwOZ0T1tSDYf/3eRZZlVMhSz6urqUFFRoTonBhjRzilU/Njtdhw8eFCn1VA4tLa2YtOmTapzoWhXcumb4kT3BPVQ+LVr14bs8YgotjGQoZhUVlammZXBQCa+OFPVgUx+fr5OK9GfJElYtGiR6tzYnm1INHu5QRyxmoCzs9Xl599++y3fUaeYpBnoa9AOwY165kRIQnsy58jEts2bN6sGshsgh2Sgr3L/BuCMHurAh/PHiKizGMhQTNq5c6fqWLIkcX5MnHGmZquO9+7di9bWVp1Wo6/NmzfjyJEjqnMX9mV1jMuFfdTfF5WVlRzSSDFJMz8mqRtgjL2ngmIbFgOZ2CaGIUMzg7/dtWh0T3XgU1BQoKk+IyLyR+z9FSYCsGvXLtWxMzUnpnaRoI45U3pCxvH/5k6nEwUFBTquSD8LFy5UHQ9IdYRs2GE0OjHdiZPS1P8e4r8ZUSzQzo+JrYG+LuKg4sLCQp1WQqHmcDiwbt061TkxLAmFYZl2pJjVQ/HXrFkT8sclotjDQIZiklgh40ztqdNKSDcmi+ZJeTy2LVVUVOCXX35RnZvYt5X5pOCivuoqmY0bN2qqioii3Z49e1THUkpszY9xcSb3UB0XFhbC6XR6uZqiWW5urqZFfXSP0AcyZiNwOtuWiCgIGMhQzGlsbNRMuxfniVB8EIO4eAxkFi9erBrmm2iSMS6H7Uqic3LaNMN9xbk7RNGsvr4eZWVlqnPOlNh8s0JKUQcyzc3NKC0t1Wk1FEo//fST6nhgmgM9kiQvVweXWImzY8cO1NbWhuWxiSh2MJChmLN7927I8vHeYdlgjLldJMg/YhC3c+dO1fdGrHM4HFi8eLHq3Lm92pDEYb4aCSZgfC91ULVkyRLY7aHbqYMonMSWTdlggpQUmy1LsjVZM9h39+7dOq2GQsXhcGD16tWqc+GojnEZ1d0Gq/H4cwpJkjQBERFRRxjIUMwRqyCk5B6A0aTTakhP4mDfuro6HDp0SKfVhN/atWtRVVWlOjexT3wONvbHRcKg49raWs2TfaJoJQYSUnJWTA70dRGrf8R2LYp+O3bsQE1Njerc2WGsAE0wAacLAdCKFSvC9vhEFBti9y8xxS1xeF9czo+RtL3y5poSQIqvQa6yNRWSOVF1Lp6GOy5YsEB1PCjdjgFpnKPgTd8UJ4Zmqitivvzyy7iqqqLYJQYSztQeXq6MDWLbEitkYo8YfgxMc6BXcnjalVzOydG2LYlvhBAR+cJAhmKOJpBJie0nnSJjYwWSC77XnE88sA7J+QthbKzUYVU6MRg0T8rFXUZiVUFBAXJzc1XnLunH6piO/Er4N9qzZ49m1zaiaCPLsiaQiNX5MS7i11dcXIy2Ns7PihV2u13THnSODvPRTu1uQ6JJPX9s1apVYV8HEUUvBjIUU44dO6Z5ZyKe5scYGyuQvHsxjG31Hj9vaq1F8u5vYWysCPPK9OMU/vvHS4WMWB3TzSphbHb4euuj1Zk9bMhKUFcRffnllzqthig4KioqNK0dsR/I9IB7bZvT6URRUZFu66Hg2rx5MxoaGlTn9PgbZzVph/suX7487OsgoujFQIZiilj9IBvNkBLTdVpNmEkOJO7/GQb4bq8wQEbi/p/jpn1JDOT27t0b8y0o1dXVmlLuSf1aYeZv/A6ZjMAl/dVVMqtXr0ZFRfyEmBR7xCov2WSFnJCm02rCxGSBlJSpOsVqt9jx448/qo5PzrCjR2J425VcxLal3bt3a3Y0IyLyJqh7bTzxxBPBvDuPDAYD/va3v4X8cSg6iYGMlNwdMMTHq1BzzQGYWuv8utbUWgdzzQE4sgaFeFX6c6aoA5n6+nqUl5ejV69eOq0o9BYuXAiH43jgZjHKuIjDfP02oXcbvt6fjDanAUD7zhlff/017rrrLp1XRtQ5eXl5qmNnajZgMOi0mvBxpmTD1FKrHOfl5eHGG2/Ub0EUFI2NjVizZo3qnBiKhNOIbnakWSQ02I8/3/zxxx8xdepU3dZERNEjqIHMwoULYQjhH3hZlhnIkE+a+TFx1K5kagpsiJypqSouAhnZmgrZZIXBefzJWmFhYcwGMm1tbfjmm29U587NaUOaNbargoIpxSLj/F5tWHbo+EDob7/9FlOmTEFSUpKOKyPqHG0gk6PTSsLLmZYDVB1/XpCXl6c8l6TotWrVKthsx/+mmwwyzsnWbz6Q2dg+v+bHsuN/H5YuXYo77rgDxhjeyYyIgiOogYxL7969Q3G3OHz4cEjul2JHPAcyxpaaji/qwvVRy2CAMyUL5vojyqnCwkJccMEFOi4qdJYtW4ba2lrVuUv7szomUJf0b1EFMg0NDfj+++9x7bXX6rgqosA1NTWhuLhYdc6ZFieBjBA81dTU4NChQ+jXr59OK6JgWLp0qer49Cy77m86jO+lDmSOHj2K3NxcnH766fotioiiQkgCmcWLFwf9XcSmpiaMHj06qPdJsaWxsRFHjx5VnZNS4ieQgRxg73Sg10cxKbkH4BbIxOpgR0mS8Nlnn6nOndLNhn6p3Oo6UL2TJZyWZcOOaqtybv78+bj66qthNofkTydRSOzatQuS5LYLjMEYN7sPyglpkMxJMDpalHN5eXkMZKLYoUOHNBVf43vr/6bDwDQn+qY4cKjp+N+HH374gYEMEXUoauroWF5KHTlw4IDqWIYBUmKmPouhiOJM6qY6PnjwoE4rCa21a9eitLRUde6KAfo/UY1Wlw9oUR0fPnxYs80qUaQTX7xKyT0AY5yEigaDphpI/Peg6PLDDz+ojlMtEk7Lsuu0muMMhvYqGXerVq1CS0uLl1sQEbULaiAzdOhQDB06FCaTKZh3CwAwmUwYOnQohg0bFvT7ptggvsiWEtMBY/C/Fyn6iDttHDlyBG1t+vWbh4Isy5g3b57qXP9UB0Z11/+JarQanunASWnq3cg+++yzmN+li2KLZn5MnLQruYhtSwxkopfT6cR3332nOndOTlvE7CB4bq+2/8/efYfHUV39A//OFmmlVa+W5CJLuPeOC65gGxewE3ACBBPHvLSQBALvjxAg5A0llBBKIDbFDqa4F4ptbNyxZBv33nC3JBf1tlrtzu78/lC00r2zklV2d2Znzud5eB7malY61o52954591xmp0ubzYatW7cqFxAhJCj49CXs66+/xldffYWQkJAbn9xMoaGh+Prrr7Fq1Sqff2+iDRcuXGCO3ZZoZQIhqsNfC5Ikaa5K5siRI7ItXSe3r9LDRip+IwjApA7s3c3Tp09j//79CkVESPOIoih7XRB10tC3Fp+Aunz5MoqLddJDTWP27t2L69evM2MjU9RzcyU2VEIvrlpnzZo1CkVDCAkWiueUq6qq8NVXX+Gjjz7CunXr4HTS3VzSMvySJb4qguiY0Qx3iJUZ0lpChq+OSbC4MDhJuW1AtWJgogNJYWwPHv53TYhanTx5UlYN6I5IUigaZbjD4yBxS7QOHTqkUDSkNfjkRnqkiPRIdfVIG53K/r0dPXpUdsOQEELqC0hCxuFw4KOPPsKdd96JK1fqGmueP38et99+O5599lm8/fbbePLJJzFhwgTZTjmENIV8yVKMMoEQVeITdHwCL5idP38eO3fuZMYmtrOrpow7mBkEYBLXS2bv3r346aefFIqIkKbjq7lcYbGQzJYGztYowSBbtnTgwAGFgiEtVVRUhOzsbGZslAqa+fL6xjsQHcJumkBVMoSQxvj947okSXj44Yfx9ttv4/Tp00zDyRdeeAFXr16FJEme//Ly8jB79mxUVFT4OzSiIdXV1UyyD6AKGcLiE3RaSsjwOytZTW6MSlXfB9VgNaJNNaLM7AfshQsXKhQNIU3HJx5cUSkKRaIs/t9Nyw6Dz7p16+By1VXDhBgkDG2jvipQk0He3Hf9+vVwONQXKyFEHfyekFmzZg127twJSZIwZMgQxMfXbEN8+vRp7N27F4IgYPr06di9ezc+/fRTJCQkoKCgAF988YW/QyMacvnyZVmjTeohQ+rTaoVMXl4eNmzYwIzd2taOUOpn7TMhRmB8OzbBtXXrVs0teyPaUl1djaNHjzJjYmSqQtEoS4xi/92XL19Gfn6+QtGQ5nK73Vi9ejUzNiSpGuEmdTZY52+IlJWV0Q59hJAG+T0hs3r1ak/S5dNPP0VmZiYAeCYQRqMRzzzzDKKionDzzTfjySefhCRJ2Lx5s79DIxqSm5vLHLtDrIDRrFA0RI34BF1eXp4mdstZtGgR3O666o0Qg4Txbak6xtfGpdkRZqz7PUuSRFUyRNWOHTvG9OWTIMAV2UbBiJTjDo+DZGQ3nKBlS8Fj7969yMvLY8ZGpaqnmS+vTbgb3WLYnphff/21QtEQQtTO7wmZY8eOAQAeeOABZnz79u0AgH79+iEmJsYzPnjwYADauXtNAuPq1avMsTs0UqFIiFrx14TD4UBRUZFC0fhGfn4+1q1bx4yNS7MjMiT4E01qYzVLuJVLdH3//feypZKEqAW/LMdtjQdMvt8FMygIBohcMooSMsGDT2a0ixDRKVpUKJqmGce9Xxw5cgRnz55VKBpCiJr5PSFTUlICAEhJqVu/W1ZWhiNHjkAQBAwfPpw532qt2QmlsrLS36ERDbl27RpzLIVEKBQJUSvJHA5JYF/y+Osm2CxZsoS5A242SLida0BLfGdCOztCDHXJLrfbLevfQ4ha8AkZvS5XquWtj4wWqiS17urVq7Km9ePS7BAEhQJqov4J8ua+VCVDCPHG7wmZ0NBQADVJmFrZ2dmexlzDhg1jzs/JyQEAREVF+Ts0oiH8xNodSgkZwhEESNzW18GckCkuLsa3337LjI1MqUZMKE0w/CUqRMKYNPau59q1a1FQUKBQRIR4V1lZiZMnTzJjem3oW8vF9ZG5du2abLkzUZ/Vq1czy3ItRjeGJat3uVItkwEYkyqvqqQbzoQQnt8TMp06dQIAZqu6tWvXAgDi4+PRu3dv5vxFixYBADp37uzv0IiGyJYsUYUM8YK/LvjrJpgsX74c1dV1H0qNgoTJVB3jd7e3t8Mk1CW9nE4nli5dqmBEhMjt37+fmcRKXrZ+1hu3JQZuUxgztmfPHoWiIU3hcDhkW0aPSKmGxaRQQM00OrUahnrvF3a7HevXr1cwIkKIGvk9ITN+/HhIkoQ33ngDc+fOxcsvv4wNGzZAEARMmjTJc97Zs2fx4osvYtWqVRAEAbfffru/QyMawk+sJaqQIV7w10WwVsiUlZVh1apVzNiw5GokhLkbeATxlbhQN25JYe/OfvPNNyguLlYoIkLkdu/ezRy7ItsAxiCZxfqLIMAVzVbJ8L8noi5bt26VvbaOS1N/dUytOIsb/RPY7a5XrVrFJEsJIcTvCZl7770XXbp0gc1mw7vvvosvv/wSABATE4OHH36YOa/2LmOfPn1w9913+zs0ohHl5eWyElCqkCHeaKVCZtmyZbDZbJ5jARKmdKDqmECZ0qFKdteTqmSIWkiShB9//JEZE6PTFIpGXcTotszxgQMHmEpDoh6SJGH58uXMWLcYJ9KsLoUiaplbuWWuly9fpsosQggjID1kPv/8c8yYMQMxMTEICwvDqFGj8OWXXyI+Pt5zXkZGBoxGI6ZPn45PPvkEBoPfQyMacf36deZYAmS9QggB5L2FgjEhU15ejpUrVzJjQ5IdSLHSHbdASQxzYzjXw2DVqlWeJvaEKOnixYuy90UXl4jQK1dUGup32bLb7Thy5Ihi8ZCGHT16FKdPn2bGxrcLvhsP3WJFtLWyO0KtWLFCoWgIIWrk96yH0+lEVFQU/va3v2Hnzp3Yv38/PvzwQ2RkZDDn/fnPf8bWrVvx97//HRERVN1Amo7fulgyWQCDUaFoiJpJ5nDmOBiXmSxfvpypCBMg4c704PuQGuzuSKcqGaJOfHWMO8QKtyVGmWBURjJb4LYmMGO0bEmd+KRFosWFfgnOBs5WL0EAbuO2wN69ezcuXryoUESEELXxe0LmkUcewYMPPogDBw40el6vXr2QkJDQ6DmEeMPflZbMFmUCIarHXxtlZWWeHd+CQXl5uayEe3CSI+hKuLUgOdyNoV6qZEpLSxWKiJAafIJBjE6D6vcIDiB+2RIlZNTn+vXr+OGHH5ixW9vaYQjSy3hYm2pYTWwVK98HjhCiX35PyBw7dgzZ2dlwOBw3PpmQFpAlZEyUkCHeSdwOG5Ikoby8XKFomm/FihVUHaMid6ZXQai3AKKqqgrLli1TMCKidzabDYcPH2bGaLkSi0/IXLhwIWgbvGsV3/g21ChhZErw9voJNQJjuGbE69atC6rPH4QQ//F7QqaqqmayULv9NSG+xt+RpoQMaYhkCpWNBUtFQ0VFhaw6ZlCSA20jqDpGKW3C3RiazN5sWLlyJcrKyhSKiOjdwYMH4XTWLeuQBAFiVGojj9AftzUBkpF9L9i1a5dC0RCezWbDN998w4zd0qYaVrPUwCOCw7g0u2yZ67fffqtgRIQQtfB7QqZHjx4AQB3Fid/IEjK0ZIk0xGCEZDQzQ8HSiHXlypWoqKhgxqg6Rnl3ptuYKhmbzUZVMkQx2dnZzLErIhkwhigUjUoJBojc9tc7d+5UKBjCW7t2rawS9LYgbObLi7e4MShRnsCvn0AlhOiT3xMyL774IqKiovD88897nVAQ0lq0ZIk0B399BENCpqKiQtYwdlBiNdpRdYziUqxu3MxVyaxYsYKqZEjAud1u7NixgxkTY9orFI268b+Xffv2wWazKRQNqSWKoqwStG+CEynh2thF8Pb2bGKpoKAAW7ZsUSgaQohamPz9A9atW4cRI0ZgzZo1eO655/D8888jNTUVMTExCA2VLx+oJQgCvvjiC3+HRzSAEjKkOSSTBaiuW7cdDAmZFStWyKtjOgb/HUOtuDPdhl3XQiChpuOkzWbD0qVL8eCDDyocGdGTEydOyHaOo4SMd2J0W0iCAEGqqW5zOp3Yu3cvRo4cqXBk+paVlYWrV68yY7droDqmVkaUC12inThVWlepu2TJEtx2220QqPE2Ibrl94TMnDlzPC8ykiRBkiTk5OQgJyen0cfRCxNpKv5ONCVkSGP460PtlQzl5eWyJTCDEqvRnqpjVCP1v1UyO6/V3WRYuXIl7r77bkRHRysYGdETvjrGZYmBZIlSKBqVM4XCFdkGprIrnqHs7GxKyChIkiQsWbKEGesYKaJLjKhQRP4xsX0VTh2pS8icPXsW+/fvx4ABAxSMihCiJL8nZAYNGuTvH0F0zm63M8d8jxBC6uOvD/76URuvvWOoOkZ1vFXJLFu2jKpkSMDw/WOoOqZxYkx7JiGzc+dOiKIIk8nvH42JF0eOHMGJEyeYsdvbV2lux/Z+CU4kh7lwrcroGVu8eDElZAjRMb+/63z++ef+/hFE52QTagN9mCINk7jrQ80JGaqOCR7eqmRWrFhBVTIkIHJycnDhwgVmTIylhExjxJj2wKUfPcdlZWU4fvw4evfurWBU+rVw4ULmOD7UJWuCqwUGAZjYrgoLTkd4xvbs2YOffvqJdqQlRKf83tSXEH+rrq5mjvkJNyEM7vrgrx818VYdM42qY1SL33GpqqpK1oyZEH/glyu5TRa4rYkKRRMcpNBIuMJimbGsrCyFotG3c+fOybYen9jeDqNGZym3pFQj0sw2Kl68eLFC0RBClKbal7qioiKlQyBBwO12yyscjJSQIQ0LlgqZhqpjaGcl9Uq1ujE0Wb6taWlpqUIREb3gEwliTHtobq2HH4ixHZjjrKwsSJLUwNnEX/jeMVaTG6NT1fne7AshRmB8W/bft2XLFly5cqWBRxBCtCxgM9fLly8jKysLxcXFEEVR9obndrvhdDphs9lw8eJFHDhwAAcPHgxUeCRIORzyclaqkCGNMgZHQoaqY4LTnek27KzXS6aqqop6yRC/KiwsxJEjR5gxWq7UNGJMe4TmHfQc5+Xl4cyZM7R0JICuXbuGjRs3MmO3tbUj1NjAAzRiXFs7Vl8KQ7Wr5r3C7XZj6dKl+MMf/qBwZISQQAvIzPX999/HnDlz4Ha7b3wyajqt0y5LpCm8TqYpIUMaIRnYT3lqXLJUUVFB1TFBKqWBHZdmzJiBqCja8Yb43vbt25mbXJLBDFdUqoIRBQ93eDzcIREwOOqS39u2baOETAAtW7YMLlfde1uIQcJtbdV5o8SXIswSRqfasf5ymGds7dq1eOCBBxATE6NcYISQgPP7kqVdu3bh/fffh8vl8mx73dh/ANC3b1888cQT/g6NaIC3yTRVyJBGBcGSJdpZKbjdkV7F9JKp3XGJEH/44YcfmGMxph3dmGgqQYAYl84Mbdu2jZYtBUhJSQlWr17NjI1MtSMyRB+//wnt7DAKdf/W6upqLF++XMGICCFK8HtCpvZDaGxsLD744APs3bsXH3zwAQDgnnvuwbFjx5CVlYU33ngDycnJAICYmBg8/PDD/g6NaIDT6ZQPCqptjURUQBLYChmv15CCKisrZZP3gbSzUlBJs7owxEsvmbKyMoUiIlpVUlIiW97NJxhI45yx6czx5cuXZTtWEf9YuXIlc1PEIEi4vZ36bpL4S4LFjZuT2RuLq1atQmVlpUIREUKU4PeZ64EDByAIAh577DGMGzcOERERGDRoEARBQHZ2NoxGIxISEnDHHXdg8eLFiI6OxrZt27BlyxZ/h0YIIapbHrly5UqUl5czY9PSqTom2NzJVclUVlbSnU/ic1lZWcxycMlgghjVVsGIgo/bmgi32cqMbdu2TaFo9MNms2HlypXM2NBkBxLDmtbeQCumdLDL3iu+/vprBSMixH+a2r5Eb/yekCkuLgYADBs2zDMWFRWFlJQUXL582fN1AEhJScGDDz4ISZKwYsUKf4dGCCGq4m1py4AEB9pHUnVMsEmzujA4ia2SWbFihSzZRkhr8IkDMbot7TTYXIIAMY7dbYkSMv73zTffyJbmTumgv5sPaVYXBiSy7xXLli1TZX87on5jx45Fly5d8K9//UvpUBiXL1/Gb37zG+Tl5THjOTk56NKlC7p06aLrpd1+T8jUZsISEhKY8YyMDADATz/9xIyPGTMGAHD8+HF/h0YIIary1VdfyZa13NnRplA0pLW8Vcnwd4QJaamysjLs37+fGaPlSi0jcsuWzp8/j0uXLikTjA5UV1fLtroekFiNNKs+bz7wiaji4mKsXbtWoWgI8a1Tp05hypQpyM7OVjoU1fJ7Qqa2U3j9ShgAaN++ZktGPiETHx8PoGYbR0II0Qu73Y6lS5cyY/0THEin6pig1TbChUFclczy5cths1GSjbTe9u3bmd1pJMEIMbqdghEFL1dEMtzmMGZs69atygSjA2vXrpXNC6bqsDqmVkaUCz3j2PeKRYsWqa7HHSEtUVJSosoNNNTE7wmZ7t27A6j54FBfeno6JEnC4cOHmfGrV68CAHW4J4Toypo1a1BSUsKM3ZFOE/dgdwfX/6e8vBzffPONQtEQLdm8eTNzXLNcyaxQNEFOEGRVMps2baLPon7gdDqxaNEiZqxnrAMZUfq++XAHl5C6fv061q9fr1A0hJBA8ntCZuzYsZAkCW+//TbWrFnjWcLUt29fAMCGDRtw+fJlz/kff/wxgJp+MoQQogcOh0P2AbV3HH1A1YL2ES70T2DvfC5ZsoT6A5BWKSoqwoEDB5gxMT5DoWi0QYxjf38XL17E+fPnFYpGu9avX4/r168zY3ziWo+6xIjoFM1WxCxcuBCiKCoUESEkUPze+W3atGn45JNPcPHiRTz99NPYvHkz3nrrLfTu3Rs9e/bEsWPH8POf/xzDhg3DuXPn8NNPP0EQBIwcOdLfoRFCiCqsX78eBQUFzBh9QNWOO9Jt2F8Q4jkuLi7GmjVr8LOf/UzBqEgw27p1q3x3JVqu1CquiCS4Q6wwOOq2HN60aZOn5yFpPVEU8cUXXzBjXaKd6BpLSQdBqNlR8c1DdVVueXl52LRpEyZMmKBgZERN3G431q1bh0WLFuHs2bOoqqrCTTfdhHvvvRfTp0+/4eNtNhu+/PJLbNiwAefPn4fdbkdSUhKGDh2KWbNmITMzs8HHVlRUYPny5fjhhx9w+vRplJSUwGw2IzExEQMGDMB9992Hnj17es7PycnBuHHjmO9Re/z444/jd7/7nexn5Ofn46OPPsLWrVtx9epVREZGokePHrj//vs1nRvwe4WM2WzGJ598gi5dukCSJKa575/+9CeYTCaUlZVh/fr1+OmnnzznPPLII/4OjWhASEiIfFCiqgLSMIG7PsxmZUv8RVHEl19+yYx1i3Gicwx9QNWKjCgXennpD+BwOBp4BCGNky1XiulAuyu1liDIqmQ2b95My5Z8aMOGDZ7WBLXu7Eg3H2r1jHMiI4qtkvniiy+YXlFEv6qqqvDYY4/hySefxO7du1FYWAibzYbDhw/jT3/6E5566qlGt5U+deoUJk+ejH/84x84dOgQysrK4HA4kJOTg2XLlmHq1Kn4/PPPvT72yJEjmDBhAv7+978jOzsb+fn5cDqdsNlsuHjxIlauXIm77767VTslHTx4EFOmTMFnn32GS5cuweFwoLCwED/88AP+53/+Bx999FGLv7fa+T0hAwDt2rXDqlWr8OGHH+K2227zjA8cOBALFy7E8OHDERYWhoiICEycOBGLFy/2NPclpDHeEjKCmyaypBHc9REaGqpQIDU2bdok+4BKvWO0h694ys/Pp/4ApEWuXbuGo0ePMmPO+I4KRaMtzjj293jlyhWcPHlSoWi0xdvNh8woJ3rEUuPaWrVVMvVdvnyZGkwTAMD//d//YcuWLQCAX/ziF/j222+xa9cufPrpp+jbty9Wr16NK1eueH3s9evXMWvWLOTl5SEuLg4vvvgiNm/ejF27duHzzz/HiBEj4HK58PLLL2PNmjXMYysqKvDoo4+ioKAACQkJePnll/H9999j165d+Prrr/G73/0OYWFhcLvdePXVVz3b2aelpWH//v1MImXNmjXYv38/Hn74YVmMy5cvh91uxx//+Ed8//332LZtG15//XXPBkHvvvsuLl686ItfpeoE7HaKwWDAqFGjZOO9evXCvHnzAhVGi/3pT3/CqlWrmvWYzz77DEOGDPEc1zYy++abb3D27FlIkoS0tDTceuutmDVrlueCI01nsVjkg266k0AaJnDXh5IJGbfbjYULFzJjmVFOdKfybc3pEiOiS4wTp0rqKrIWL16MSZMmwWg0KhgZCTa1H8hrScYQuKLSFIpGW9zh8XCHRsFQXeYZ27x5M7p166ZgVNqwefNm5OTkMGPT0qsgCAoFpFJ94p1IjxRxobxuivbZZ59h9OjR9F6hY0ePHsVXX30FAJg9ezb+3//7f56vDR06FP3798fMmTNx8OBBr49/6623UFhYiOjoaCxZssSz2zEADB48GAMHDsQf/vAHfP/993jllVdw6623ej4ff/3118jPzwcAvPfeexgwYIDnsbGxsejatSsiIyPx6quvwmazYd++fRg1ahQEQYDVamXmahaLBVar1WuMgiDg448/xuDBgz1j06ZNQ1RUFB599FGIoogtW7bg17/+dbN+d8EgIBUyelX/gquursasWbPwyiuv4MiRI7DZbKiqqsKZM2cwd+5cTJ06FadPn1Yw2uBEFTKk2bjrw2tSL0B27twpy/bfQR9QNetO7s5nbm6ubAdCQm6EX67kjE0HDDRR8wlBgJNrjrxlyxZaMtJKoijis88+Y8bSI0X0jqfqGJ4gyCsqL168SFUyOrdmzRpIkoTw8HCvvVdCQ0Px7LPPen1sWVmZp+rlV7/6FZOMqWUwGPC///u/AIDCwkJs2rTJ87WUlBTcd999uOeee5hkTH31CxD4Le2b6pZbbmGSMbVGjRrlSQ5dunSpRd9b7QK64LiwsBCrVq3Cvn37cPXqVVRWVuL7778HAPzzn/9E165dMWnSpECG1GR/+9vf8MILLzR6zt69e/HII4/A7XbjN7/5DdPY6JlnnsGePXtgNpvx+OOPY8qUKQgJCcHWrVvx5ptv4vr163jkkUewevVqhIeH+/ufoxkGgwEhISFsLwYXJWRIw/iEndc+RAHC76zU1iqiL31A1awesfI7n4sWLfLcSSLkRi5evCi7eSPG0XIlXxLjMhCad9BzXFBQgEOHDqF///7KBRXkNm3aJKuOmd7RRjcfGtA/wYH2ESIuVdS9VyxYsICqZHTsxx9/BFBTzRIWFub1nL59+yIxMdFTzVLrwIEDcDprPlt27doVlZWV3h6O+Ph4z+P37dvnmZOPHTsWY8eObTC2goICZte/2p/VXLU7MPOMRiNiY2M9uQMtClhC5pNPPsG//vUvz8RZkiTmA+jq1avx8ccfY9GiRXjvvfcQGxsbqNCaJCQkpNGJW0lJCf7yl7/A7XajX79+eOqppzxfO3z4ML777jsAwHPPPYd77rnH87UZM2agW7duuOeee5Cbm4sFCxbg0Ucf9d8/RIMsFguTkOGbthLC4JYsKVUhc+TIEVkfiEntqTpGywSh5jn+97FIz9ipU6dw8OBB9OvXT8HISLDYuHEjc+w2h8EVlaJQNE3gZQmxqfgCnAmdAIM6mxC7w2LgCouDsarIM7Zx40ZKyLSQt+qYjpF086ExBqEmYfXukSjP2KVLl7BlyxbceuutCkZGlFLbG6Zdu8Z30+vYsaMsIVO/qsRbdU1jP68+SZLw448/4ujRo7h48SIuXbqEc+fOybaxb6nGWnfUJiK1Wq0YkCVLb731Ft566y1UV1cjNDQUvXv3lp1jt9shSRL27t2LRx99NOi62j///PO4evUqLBYLXn/9dZhMdR805s+fD6CmudGMGTNkj+3VqxemTp0KAK3qTq1XskQZLVkijeArZJTqIcNXx8SFunBzMu26o3WDEh1IsrAfKPg+QoR4I0mSLCEjxmUAgjpXnxsqriP81DrZuOXiToQf+waGinwvj1IHZzy79eu2bdtQXV2tUDTBbePGjcjNzWXGqDrmxvonONE+gv28smDBAs1OSEnjysvLAaDB6phakZGRsrHaJrvNwT9m48aNmDRpEh544AG8+eabWLp0KXbt2oX8/HxkZGQ0acvtG1GyYl1pfn8XP3ToED7++GMAwAMPPIDs7GxPgqK+jRs34v7774ckSTh06BBWrlzp79B8JisrCxs2bAAA/Pa3v0WHDh08X5MkCVlZWQBq1sA1VGpYuy97bm4uTpw44eeItYV/cRJcdNeFNIK7PpRIyFy4cAE7duxgxia2s8OkznkV8SGjAZjYnu0PsGfPHpw5c0ahiEiwOHbsmOyuJZ84UAtDxXWEn1jDNMetz2gvQfiJ1TBU+ObOqq+J8Rmof1uwsrISO3fuVCyeYOWtOiYjUkQfqo65IeG/VTL1Xb58mentQfQjOjoaQM3W141hWjj8V/150nfffYdTp07d8L/6f7cbN27E448/jnPnziEmJgYzZszA3/72N3z55ZfYvXs3vvvuO1rd0Up+//hfu5/5lClT8Oyzz8JqtXpdKx8eHo7nnnsOd955JyRJwrfffuvv0HxCFEW8+uqrAGrKyPjOzzk5OZ6sZo8ePRr8PvU7+PPLGEjjIiIimGPBRVUGpGH89REVFdXAmf6zePFi5thqcmN0qj3gcRBljEypRqTZzYzx1wQhPL46xmWJhjs8XqFoGuEWYTm/HQIar3QWIMFyfrsqq1qlECtckexSMP73T25s3bp1yMvLY8aoOqbp+ic40cFLlYwoqu9vhvhXSkrN69G5c+caPe/y5csNPhaArJcTz9sKlTfffNOzM/B3332Hl156Cb/4xS8wcOBAz2foljbyJTX8voB37969EAQB999/f5POnzlzJr7++mucPHnSz5H5xpIlS3D27FkAwB/+8AdZuVX9Ms20tIa3pUxOTobRaITL5ZKVdvpSSxstqZksISNSWTFpGH99hIWFeb2j4C9FRUWyD/bj0uywqLOdAvGDECNwW1s7Vp6va+C+efNmzJo1C4mJiQpGRtRKFEXZ7kpifCbUOLM1FV+E0V7apHON9lKYii/W/FtURozPhKm8riJp165dKCgoUCSJH4wcDgcWLFjAjGVGOWlnpWYQBOBnGTa8fbjumsvNzcWaNWtw++23KxiZdgTLMplbbrkFR44cwd69e1FSUuK138qlS5dkO3cCQP/+/SEIAiRJwqZNmzBy5EivPyM3NxeTJ09GQkICZs6ciZkzZ6K4uBgXLlwAAEyYMAFxcXFeH1u/gtDtZm840aYFN+b3KUBhYSEAID09vUnn1yYtWrLeLdDcbjf+85//AKipjvG2Q1T9jGFtuZk3JpMJYWFhqKioQFmZ9xJfXwiWRFdzyO4UUEKGNIJPyBQWFuLIkSMB+/nr169nrlmzQcL4dlQdoze3trVj9cUwONw1H1TcbjfmzZuHyZMnKxwZUaPjx4/LPhs44zIaOFtZxsqCZp+vxoSMM7YDQi/ugCDVTC5EUcTixYsxdOhQhSMLDllZWbLmoj/PoMb1zdU33omMKCfOlZk9Y//5z3/Qpk0bpl8laZmGtnFWmzvvvBMff/wxqqur8eqrr+KNN95gvu52u/H3v//da4VLYmIixowZg82bN2PFihW44447ZP/u2sdXVVXh8uXLnp2C67faqC1A4J08eRIfffSR55i/+V//e2ixMMAX/L5kyWq1AqjZhagpal+8vTUlUpsNGzZ4SsNmz57ttT9M/SZwN+pVUbvbi91Ok7Pm4LcJpwoZ0hjBxV4fgdxmXhRFWe+YocnViAoJribmpPUizBJGpLDX4q5duwJarUWCx759+5hjlzUJkkWdlRqGquaVrjf3/IAxhUKMac8M7d+/X6FggovD4ZBVgnaNcaJHLE3GmksQgLsy2L4hJSUl2LVrl0IRESWkp6fjwQcfBAB8/fXX+O1vf4sjR46gpKQEBw8exEMPPYTNmzc32Kv0T3/6EyIiIuB0OjF79mzMmTMHFy5cQFFRkWdDndp+qFOmTPHsKhcVFYVevXoBqGlu/vLLL+Ps2bMoLi7GyZMn8c477+CXv/wlbLa6fkf1/x9gd0/69ttvUVRUFBSFF4Hk99Rqp06dsHfvXmzYsAGzZ8++4fmrVq0CAHTu3NnfobXap59+CqBm3/af/exnXs+p/4dxo5Kt2qymweC/PFnXrl1hNptvfGIQOXDgALKzsz3H1EOGNMgtQuC2Ye3bty/atm0bkB///fffy96EqDpGv8a3rcLm3Lpt1202G65du+a12pLoV2VlJY4fP86MOePVWR0DAJDcNz6nNecHkBifAXPxBc/xuXPnkJiYiDZt2igXVBBYunSpp39irZ9nUO+YluoR60SXGCdOldR9ft+2bRtmzZrluZlLtO/3v/89SktLsXDhQmzcuFGW9Bw9ejScTiczJ6rVoUMHfPLJJ3j88cdRUFCAd955B++8847svDFjxuDll19mxl588UXMnDkTNpsNn3/+uac/bH0/+9nPsHv3buTk5HiWONX/2SkpKbhy5Qo++OADfPDBB5g+fTpee+215v8SNMrvCZlJkyZhz549+OCDDzB48GBPls2b9evXY8GCBRAEAePHj/d3aK2Sm5vruVMyadKkBqtf6t99v9GWibVf9+euL2azOWjWSzYVv46SKmRIQwRRnqyLi4sLyN+EJEn4+uuvmbFuMU60j6AtLPUq1epG7zgHDhfVXX9fffUV7rzzTlpzTTw2btzIVE5JglCz3TXxOzG6HSRjCHOjZ+vWrZg5c6aCUalbRUUFli5dyoz1inOgSww1om2pmioZG17ZX9f6oKioCKtXr8a9996rYGQkkAwGA1588UXceuut+Oyzz3Ds2DGUlZWhQ4cOmD59Oh544AE89NBDDT6+X79+WLduHRYuXIjNmzfj/PnzqKys9FTBTJ8+3Wtvol69emHVqlX48MMPsXPnTuTn58NkMiExMRG9e/fGL37xCwwZMgQvvPACli5dim3btsHhcHg+W5tMJsydOxevvvqqp0VAZWWlf35JQcrvCZm7774bCxcuxE8//YR7770XU6ZMQdeuXT1f37Fjh2cbt+3bt0OSJKSnp+Puu+/2d2itUlvWBaDRNf/1l17xdwvqE0XRs5VZbGysDyLUD77BniBSxQHxzluyjm8K7S9HjhzBTz/9xIyNb9f49oVE+8a3szMJmQsXLmDfvn0YOHCgglERNfn++++ZYzG6HSQz3RUPCIMRzriOCMk/5RnasGED7r//fkqaNmDJkiWyfkc/z7A1cDZpqi4xInrFOXCk3vvFwoULMXXq1KBo80B8Z/jw4Rg+fLjXr82bN6/Rx0ZGRuLhhx/Gww8/3KyfmZ6ejr///e+NnvPSSy/hpZde8vq1rl27Mltp12rbti1OnTrl5REsvqm91vi9h4zJZMLHH3+Mjh07wul04quvvsJrr73meSObPXs2/vrXv3qSMSkpKZg7d67qqzhqPyClpaWhb9++DZ5Xv5kxv/VffdeuXYPLVXOnPDU11Scx6gXfLJkSMqQhgsgmQCIiIgLWFG/58uXMcaLFhX4JtJ5e73rGOZESzlZJrVixQqFoiNpcu3YNBw8eZMbU2ABXy8T4m5jjy5cva3KDBF8oLCzEsmXLmLEBidXIiKJKUF+4i0tsVVRUYNGiRQpFQwjxFb8nZACgTZs2WLlyJR577DHEx8dDkiTZf+Hh4bj//vuxatWqJu/IpJSKigocOHAAADB27NhG75IkJSV5Kl5OnDjR4Hn114d369bNR5HqA78Fm+C0q3pNOlGO4GQTMvHx8QH5ufn5+cjKymLGbmtrh4FusOqeQQBua8tel7t27cKVK1caeATRE75HgGQMgRjTTqFo9MkVkQR3KFuBwFctkRqff/45szGFAEnWkJa0XMcoFwYnsZW+K1asQEFB83Y2I4SoS0ASMgAQFhaG3//+98jKysKaNWswZ84cvPnmm3j//fexYsUK7N69G88995zXfdXV5tChQ5491mu7UDdm1KhRAGrWHfN7s9fatGkTgJqtyeov6SI3JkvIQKI+MsQrwcneXeKvHX/57rvvmL/9UKOEkal0jZIaI9pUI9xUd31IkoS1a9cqGBFRA0mSZBN/Z1w6YKCtbgNKEODkqpI2b94MUaSeKPXl5eXh22+/ZcZuSalGmpWqY3zp5xk2GIS6nRmrq6uxYMECBSMihLSW3xMyR48elY1lZmZizJgxmDp1Km699Vb06NGjwW261OjYsWOe/+/Tp88Nz582bRqAmt4A3koLDx8+7HkTe+CBB2hdcjPFxMTIdqbiJ96EAIBBgQoZl8uFNWvWMGM3J1Uj3ERbXZMaFhMwLJltOL127Vqa8Onc6dOncfHiRWaMXz5DAoNPyJSWlmL37t0KRaNO8+fP9yy9BwCzQcL0jlQd42sp4W6MSmFv6KxZswaXL19WKCJCSGv5PSFz9913Y9KkSZg7dy5ycnL8/eMC4uzZswBqdlBKS0u74flDhw7F2LFjAQCvvPIK3n77bVy+fBn5+flYtmwZHnzwQYiiiLZt2+Kee+7xa+xaZDQa5X1knPQhgMgJDva6CESFzN69e3Ht2jVmbEwa9TkiLP6aKCwsxM6dOxWKhqhB/c0DAMAdEgFXRLJC0eibZImGy5rIjNGypTqnT5+WLa+7Nc2OeAstH/eHOztWwWyou6njdrvx8ccfKxgRIaQ1/J6QkSQJ586dw7vvvovbbrsN9957L5YuXSrrwB5MapvzpqSkNPkxr732Gnr16gWXy4W5c+fi1ltvxYgRI/D888+jtLQUCQkJmDdvXsB2fNEavtJBcFCFDJETxMAvWeJLuDtEiOgYSSXchNUuwoXMKLbJ8+rVqxWKhihNFEXPUuZazvjMmv1viSKcCWx1UnZ2NioqKhSKRj0kScLcuXOZsTCjG1PS6caYv8SFujG+LZvE/+GHH7yuSiCEqJ/fEzKLFi3Cvffei7i4OEiShP379+PFF1/EiBEj8Lvf/Q7ff/89nM7g2mmkdvvqNm3aNPkx0dHRWLRoEZ577jn07t0bVqsVZrMZ6enpmDVrFr755hvVNzNWM35izS9NIQQIfIVMQUEBduzYwYyNSbPTnIp4NYbrK7R7925q7qtT+/btQ3FxMTPGJwRIYDnjOkIS6j42O51ObNu2TcGI1OHHH3/E/v37mbEpHaoQaaZluf40pUMVrCa2Amnu3LmQJPq9ExJs/N4Zrl+/fujXrx+ef/55ZGdn49tvv8WmTZtQWVmJDRs2YOPGjYiMjMTEiRNxxx13YODAgf4OqdW++uqrFj3ObDZj5syZmDlzpm8DIvIKGeohQ7wwBLip79q1a2XNfIdyvUIIqTUkuRpf/hSOKlfNpE+SJKxZswYPPvigwpGRQOOXw7isCZAs0Q2cTQLCZIEY3Rbmkkueoe+//x6TJ09WMChliaIoq46JC3VhQjtalutvVrOEOztWYeFPVs/Y0aNHsX37dowcOVLByAghzRWwXZYMBgNuueUWvPHGG9ixYwf++c9/YsyYMTCZTCgrK8PSpUtx//33Y+zYsXj77bc9fVoIaYqEhATmWHBUKhSJukRERKBPnz6wWq03PlnrXCIEF5sMSUxMbODk1pMkCevWrWPGbk6qRhg18yUNCDUCw9uw1+j69esb3J2PaJPNZkNWVhYz5qRmvqrAN1U+dOgQrl69qlA0ylu/fj0uXLjAjP08owohwbNPR1Abl2ZHooVdAv3RRx9RQ3hCgkzAEjL1hYaGYtKkSZgzZw527NiBf/zjH5gyZQqio6ORl5eHjz76CFOmTMHPfvYzfPnll0Hdb4YERlJSEnNsoIQMJk6ciOXLl+Pdd9/FihUrMHHiRKVDUpS3JB1/3fjS8ePHPf2mao1Oo62uSeNGpbJ3lvPz83Ho0CGFoiFK+OGHH1BdXfdaIQkCxLiOCkZEaokx7SAZQ5gxvtePXthsNsyfP58Zax8hYngbep8LFLMBuDuTrfzNycnBN998o1BEhJCWUCQhU19kZCSGDx+O4cOHo3///p4tnyVJwvHjx/Hyyy9j1KhR+Pvf/07N00iD+Im1Litk6q0bjoiIwJNPPgmLxQIAsFgseOKJJ9im0TpbZ2xwsK8fkZGRCAsL89vP43dISQl3ISOS7lqRxnWIdKGdlb1O+GuJaJtsuVJUW0hm/71WkWYwGOHkkmPff/+9Lvt2LF68GIWFhczYLzJtMFCPtIAakuRABtcQ/tNPP/X0uySEqJ9iCZmioiIsXLgQv/rVrzBixAj8+c9/xpYtWyBJElJTU/Hoo4/it7/9Ldq1a4eqqip89tlnmD59umz7WEIA+dITg2gH3HrbyabuA2FmZiZCQ0OZr1osFmRmZno9Xw/4JJ0/q2OcTic2b97MjA1LrqZmvqRJhnF3mLdt28ZUTBDtys/Px4EDB5gxZ0JmA2cTJYjx7PNx8eJFnD59WqFolHH9+nUsWbKEGesZ50Cv+ODapEMLBAG45ya2SqasrAyfffaZQhERQporoAmZiooKrFy5ErNnz8bIkSPx0ksvYe/evXC5XIiIiMBdd92FL774Aps2bcIf/vAHzy5Mb775JoxGI3JycvDqq68GMmQSJLxNrvVXJVM32z979izsdnbpg91ux5kzZ7yerwf8MjZ/9o/ZvXu3bKnlUCrjJk00NNkBoV7CtLKyEjt37lQwIhIomzZtYqotJKMZYkx7BSMiPFdEMtwhEczYxo0bFYpGGR999BGTJBYg4d6baDMFpXSJETEokf2MsWrVKuTk5CgUESGkOfyekLHb7Vi7di1++9vfYtiwYXjuueewY8cOiKIIo9GI0aNH4+2330Z2djZeeuklr7ssTZ06Fb/85S8hSRJ9KCVeRUREIDw8nBnTXR+ZeuUXFRUVeOeddzxJGbvdjnfeeQeVlZVez9eDQFbI8EtMOkU7kRRGjVlrOb38KvZcD4FDb0VtDYizuNEtlpYt6RE/sRdj0wGD3zfEJM0hCHByVTKbN2+Gy6WPF7ATJ07IrtMxadVoG6GPf79a/eImG0xCXTJXFEXMmTNHwYgIIU3l93f5YcOGoaqqCgA8d3169uyJO++8E5MnT27ytrOpqakA4OkxQwgvKSmJ6favvwoZ1rp165CVlYXMzEycOXOGTcboEJ+g81dCpqKiAtnZ2cwYNTmsc7bUhLnHI2TjC05HYEOOBf/TvRKZUdRrZ1hyNY4Xmz3Hu3btQklJCWJiYpQLivjVhQsXuCpGyCb+RB3E+EyEXqlrtl1YWIiDBw9iwIABCkblf5Ik4YMPPmDGwk1u/KwjVccoLSnMjQnt7Fhzqa7fVHZ2Nvbv34/+/fsrGBkh5Eb8XiFjs9kgSRJSUlLw8MMPY+3atVi+fDnuv//+JidjAMBkMmHChAn47W9/68doSTCT9ZFxUBPoiooKHDp0SPfJGCBwFTLZ2dlwOuvW0RsFCYOTHI08Qj/Olprw0v4oXKvyvidqns2El/ZF4WwpVQQMSnLAbKi72+lyuWRbIRNt4asO3OYwuCLbKBQNaYw7LAau8HhmTA/LljZv3oyjR48yY3emVyEqRF896dTqjvQqRJrZEtT333+ftsEmROX8/qn3Zz/7GaZNm4bBgwe36vvMnDkTM2fO9FFURIvatGE/uArVlJAh/yVJMDjYHQf468VXtm/fzhz3jnciwkwfVh0u4KMTVrilxqsc3ZKAj05Y8dKgUoR4z9voQphJQr8EB3Zfr2vOvX37dkyZMkXBqIi/SJIk2z5ZjMsABMU3wyQNcMZlwGir22Xohx9+wBNPPCFrqK8VVVVVsiUwSWEu3NrW3sAjSKCFmST8PMOGT0/VVaGeO3cOq1evxrRp05QLTEMkSZL1aNQqi8VCK1MCxKcJmT179gAABg4c6HkCfdWE1+12Y9++fQCAQYMG+eR7Em3hJ9hUIUNqCaIdArfrVnJyss9/TlVVled1sNbARKqOAYC9+SG4YmvaW84Vmwn78kMwtI2+f3cDE9mEzP79+1FRUcFuX0804fjx47hy5QozRsuV1E2Mz4CUs8fTHr+yshI//vgjRo4cqWhc/vLll1+ioKCAGbvnpkqYKWeoKqNTq7Ep14LLFXXvt/PmzcOYMWMQHR2tYGTaYLfbcfvttysdRkB89913CAsLu/GJpNV8+jJ6//3344EHHvBL5tBut3u+PyHeyBIyVCFD/ouvljIajYiPj2/g7Jbbs2cPs/OEQaipciDA+fLm5f+be74W9Yl3Mk0anU4nfvzxRwUjIv7CN212W6LgDvf9axTxHSnEKltSptVlS3l5efJtrmMd6J9A21yrjUEA7u/ELtEuLy/Hf/7zH4UiIqTO3/72N3Tp0gVdunTBs88+2+TH5eTkoF+/fujSpQtuueUWlJSU+C9IBfj8E2/97Rr9wd/fnwQvvuJBcFQCkqS73YSIHF8tlZiYCJPJ9xN+frlS1xharlQrt6J5649ymnm+FoWZJPSIc+JQYYhnbPv27Rg3bpyCURFfE0URW7duZcaccZn03hUExPhMmMqveo537tyJ8vJyREZGKhiV782ZM4fpjWYQJNzX2UaXqEp1jRUxOKmaqbD85ptvMHXqVGRmUuWdr1T0vQeSxnbBE9wiIg4u8tv3f/rpp7Ft2zbk5ORg5cqVmDJlCoYPH37Dx73wwguw2Wqah7/yyiua2+DAL1fRqlWrEBIScuMTm8HhoLvMpHGyHjKSC4KzClJIeAOPIHrBV8j4o3+M0+nEjh07mDFarlRHvEHvmNaer1UDEh1MQmbXrl2orq7WbJ8KPTp48KDsbh8tVwoOzth0hF7cCUGqaaTqdDqRnZ2NiRMnKhyZ7+zdu1d2s+G2tnakWWmbazX75U02HCwIgcNd817qdrvx3nvv4Z133qG+ID4iGUyA0XzjE4OIv28hhoeH49VXX8UDDzwASZLwl7/8Bd9++y3Cwxueqy1dutTz+fqXv/ylJpeF+iUh89JLL/nj2xLSqLi4OJjNZuYujuCooIQMkVXI+KN/zMGDB2W7WfVPpHJu0jr9Exz4DyRI/+1UYbfbsW/fPgwbNkzhyIivbNmyhTl2hSdAskQpFA1pFlMoxOi2MJdc8gxt3bpVMwkZp9OJ9957jxmLNLsxLb1KoYhIUyVY3JjSoQorz9d9Bj506BA2b95MVZZEUUOGDMEvf/lLLFq0CDk5OXj77bfx3HPPeT332rVreOONNwAA7du3xzPPPBPIUAPG5624JEny23+ENMZgMMi2MqY+MgSQXwf+qJDhq2Myo5yIC3U3cDYhTRMVIqFzDLtlKX+tkeAliqKs+sAZ11GhaEhLiNzztWfPHpSXlzdwdnBZsWIFLl26xIzdlWGDlZbiBoVJ7auQYGErmebMmeNZ+kGIUv73f/8XaWlpAIAvvvgCBw8e9HreX/7yF5SXl8NoNOL1119vtJImmPm0QobfspGQQGvTpg1yc3M9x7TTEgFqKqXq80dCZu/evcxxP2p2SHykf4IDp0rqyqL37NkDSZKo7FwD9u/fj7KyMmaMn+ATdRNj2kMSjBCkmomvy+VCVlZW0O/EUlBQgAULFjBjHSNFjEqtbuARRG1CjMC9nWx470hdT6OCggJ8/vnnePjhhxWMjOid1WrFK6+8glmzZsHtduO5556TtTz56quvPP3VHnzwQfTv35/5HgcOHMCXX36JvXv3orCwEGFhYejcuTMmT56Mu+66C2az9+VkZ8+exWeffYZdu3YhLy8PJpMJycnJGDx4MO677z506dLFb//uhvg0IVOb6SJEKbI+MlQhQyTJ7xUyV65cweXLl5mxXnHUP4b4Rq84J+q32Lt27RpycnLQrl07xWIivsE383VZEyGF0rbmQcVo/u+ypYueoS1btgR9QmbOnDmoqmKXJs3sXAkD5YGDyoAEB3rGOXC0qG6iu2zZMtx+++1o3769gpERvRs6dChmzJiBJUuW4MyZM5g3bx4effRRAEBRURH+/ve/AwC6du2Kxx9/3PM4t9uNN954Q7ZzmMPhwJ49e7Bnzx4sXboUc+fOlbUo2LZtG373u98xO6I6HA6cP38e58+fx9KlS/Hiiy/innvu8dc/2yufL1kiREnyra+1UTZMWsFVDcHNVqv4OiGzb98+5jjC7EaHSGp4SHwjzepCTAi7/G3Pnj0KRUN8xel00nIljeCrmvbt24fS0lKFomm9gwcPyqreR6XYkRktNvAIolbCf7fBNgp1y8xEUcR7771H7SCI4v7f//t/noKODz/8EHl5eQCA119/HSUlJQgJCcEbb7zBVM689957nmTM+PHjsXDhQvz444/YuHEjnn32WURGRuL48eN4+OGHmcSLzWbD//t//w/V1dXo3bs35s+fjx9++AHbt2/HnDlzkJGRAUmS8MorrzCrLQKBEjJEU2QVMrRkSff46hiDwYDExESf/ozdu3czxz1jnXQXkfiMIAA9uYorfokcCT779++X9RoRY9OVCYa0ihjTDpJg9BzXLlsKRqIo4t1332XGwk1u3J1JfUeCVYrVjYnt7MzY3r178cMPPygUESE1IiIi8PLLLwMAqqqq8Nprr2Hv3r346quvAAC///3vmSVEFy9exIcffggAuP/++/Gvf/0LAwYMQExMDNq1a4df//rX+PTTT2E0GnHixAksWlRXX7x7927Pjob/+te/MHz4cCQnJyMpKQljx47Fxx9/DIPBAKfTie+//z4wv4D/ooQM0RR5hUwFQHcAdI1PyCQmJsJk8t1qTVEUsX//fmasZxz1jyG+xV9TBw4cYHaUI8FHtruSNYmWKwUroxliDLuEkH9+g8WqVatw/vx5ZuyuDBuiQuizVDC7M92GWK7S8oMPPpAtSyMk0IYNG4YZM2YAANavX48nnngCADBgwADMnj2bOXfJkiVwu90ICwvDk08+6fX79ezZE5MnT/acX6t+tUxBQYHscW3btsVHH32EZcuW4a677mrVv6m5KCFDNEVWISO5IIj0ZqNngoO9A+3r5UqnTp1CRQWb9KGEDPE1/pqqqqrC8ePHFYqGtJYoirLdsmi5UnAT49KZ4wMHDgTdbksFBQWyvgztI0SMoUa+Qc9iAu7pVMmMXb9+HZ9//rlCERFS55lnnkFqaioAID8/H+Hh4Xj99ddhMLCpitqK9IyMDABAZWWl1/969+4NADh37hyKi4sBAH379vXckJ01axb+8Y9/YN++fXC56loM3HLLLejduzciIyMRSJSQIZoSHx8vq36gxr765u+GvgcOHGCO06wi4iy03TXxragQCemRbP8GvjKLBI+jR4/Kd1eK7aBQNMQXxGj5siV+OavaedsS+YEulTDSbEEThiQ50D2WTe4vXboUFy9ebOARhARGREQEnn76ac/xo48+6nXjgtoNNI4dO4b+/fs3+F/tMigAuHr1KgAgOTnZU1VTVlaGjz/+GPfeey9uvvlm/P73v8eKFSs8S5oCjV5iiaYYDAZZR21+Qk70xd8JmaNHjzLH3WKpOob4R7cY9trirz0SPLKzs5ljV3gcLVcKdkYzXFEpzFAw9ZE5cOCArJHvLSl2dKJGvpohCMD9neUNft99911q8EsUl5CQ4PX/6+Mr0pui/mMefPBBfPrppxg5cqRnW+yysjKsX78ef/7znzFixAi8/vrrEMXAvu75dNtrQtQgOTmZ6Y5toMa+usY3dvZlQsbtdssmxZ3pwyvxk04xIr6rt7v68ePHIYqiT3siEf+TJEmWkBFjaPtZLRBj2sNUmuM5/vHHH+FwOJgdQtRIFEW88847zFi4yY1fUCNfzUmzujCxnR1rLoV5xvbv348tW7Zg7NixCkZGyI1ZLBZUVFRg8uTJ+Oc//9mi7zF06FAMHToUFRUV2LFjB3bu3ImsrCxcunQJTqcT8+fPh9PpxPPPP+/j6BtGFTJEc/gKGdppSd8MDnbNdFJSks++98WLF2XZerqbSPylU7S8jwzffJOo3/nz5z1be9YSY2i5khbwiTWbzYaDBw8qE0wzLF++XLZs5W5q5KtZd6bbEBfqYsb+/e9/y5arEaI2tX1mcnJyGj2vKRVfERERGD9+PF588UVs2LABy5Yt82zBvWTJEjgcjht8B99RLCFTUVHhWdNFiC/JlyxVNnAm0TzRAcHFvqDy10dr8NUxcaEuxFP/GOIn0SESksPYD9FHjhxRKBrSUvwyFneIFe7wOIWiIb4khYTDZU1kxvhqKLW5fv06Pv30U2YsPVLEmDRq5KtVFhNwXyc2+VJQUIDPPvtMoYgIaZoBAwYAqOkh01ge4S9/+QuGDBmCn//8554bpx9++CGmTJmCe+65x+tjevfujZkzZwIAHA6HpxlwIAQ0IbNx40Y89NBDGDRoEAYNGsSUxv3mN7/BX//6V+Tn5wcyJKJBVCFDanlbrpaYmOjlzJah5Uok0PgqmWPHjikUCWkp+XKlDjXNHYgmiLFslUx2draq+3PMmTMHdrvdcyxAwgOdK2GgS1LTBiY60DOOvWG1bNkyXLhwQZmACGmC2u2xRVHE//3f/zE7JNU6dOgQVq1ahZKSEsTExCAioqY/m8lkwk8//YQDBw40uCnCiRMnAADh4eE+nS/cSEASMpWVlXjkkUfwu9/9Dtu3b0d5eTkkSWLeoE6dOoUlS5Zg2rRp1KiQtIqsQsZBFTJ6JXDPfVxcHEJDQ332/fnXqk4xlJAh/sUviaP3y+BSUFCAU6dOMWP8BJ4EN375WUFBAU6fPq1QNI3bt28ftmzZwoyNSq1GJt1c0DxvDX5dLhc1+CWq1r17d0+Fy+bNmzFz5kxkZWWhqKgIly5dwhdffIH/+Z//gdPpRGhoKP73f//X89if//zniImJgSRJeOyxx/DFF1/g3LlzKCoqwsmTJ/HSSy/hq6++AgDce++9si23/SkgnQB///vfY8eOHZAkCQMGDECfPn0wf/585pyuXbsiOzsbhYWFePTRR7F27dqA7wFOtIHvESK4HIDoAEzqbqpHfI+vkPHlcqXS0lKmeTQgr14gxNf4hMy1a9dQWFiI+Ph4hSIizbF3717mWDKGwBXh253fiLLclmi4Q6NgqK7b1nzv3r3o0qWLglHJOZ1OvPvuu8yY1eTG3RnUR0QvUsLdmNS+Ct9eDPeMHThwAJs3b8a4ceMUjCw4CG4RWktdCW71J2Ofe+45OJ1OLF++HHv37sXs2bNl51itVvzzn/9E165dPWMxMTF455138Nhjj6G4uBgvvfSS1+8/ZswY/OEPf/Bb/N74PSGzZs0aZGdnIyQkBG+//TbGjRsHm80mS8jMmzcPGzZswNNPP42CggJ8/vnneOyxx/wdHtEgb01bDY4KuE20Rl9vhGr/JWTOnj3LHJsNEtpa5aWThPhSqtWFUKOEalfdeoIzZ85QQiZI7NmzhzkWo1KBAN6FIwEgCBCj2yLk+nHP0O7du3HfffcpGJTc8uXLcenSJWZsRqYNkdTIV1fuSK/CjquhKKw2esbmzJmDoUOHIjw8vJFHkoiDi5QOQZfMZjNeeeUVTJs2DYsXL8aBAweQn58Pg8GAdu3a4ZZbbsEDDzzgdVfVoUOHYs2aNViwYAF27NiBnJwcOJ1OxMbGomfPnpg2bRomTJgQ8H+T3xMyq1atgiAIeOihh26Ybb3tttvw8MMP47333sOmTZsoIUNaJCQkBHFxcSgqKvKMCY5KgJom6o4/d1jiEzJpVhdMNK8ifmYQgPYRIn4qNXvGzp49iyFDhigYFWkKt9stq5BxRaUqFA3xJzE6lUnIHDt2DDabTTUT3Pz8fCxYsIAZ6xgpYlQqNfLVm1AjcF9nG947UrcqofbG+MMPP6xgZERvhgwZIlvS25janrTNlZqaimeffbbZj/MnvydkahsOTp48uUnn33777XjvvfeoqRRplYSEBCYhY3BUgmoX9EdwsqXXvmzQdebMGea4fYT6yzyJNrSLcDEJGf5aJOp05swZlJaWMmNidJpC0RB/ckWmQBIMEKSaXfdEUcTBgwcxbNgwhSOr8eGHH8oa+c7sQo189WpAggO94xw4XFS3tH/ZsmWYNGkS2rVrp2Bk6mOxWPDdd98pHUZAWCwWpUPQDb8nZGq3mkpISGjS+bGxsQBq1rYS0lKJiYlMEz1+Yk70ga+Q8W9ChlJ+JDA6cMk/SsgEB365kjs0ClIo9crTJKMZrogkmMrrtmXdu3evKhIyhw8fxsaNG5mxkSnVyIyimwp6JQjAfZ0rcexHM1xSTVZOFEW8//77eO211yDQLnAegiAgLCxM6TCIxvi9wD4mJgYAkJOT06Tza5cB1CZmCGkJfuLN77ZDdECSIDj8UyHjdDpx8eJFZqxDJH2YJYHRPpJN/uXk5DB3u4k68cuVqDpG21xR7PPLJ+SU4HK58N577zFj4SY37s7U500rp1s+tud6CBw6vL+SEu7GxHbs+8iPP/6InTt3KhQRIfrh94RMv379AACLFy9u0vnz58+HIAjo06ePP8MiGsdPvA0OfX7Y0DVXNQSJ/VTV1Eq9G7l48SJEkU3AtKMKGRIgba0ihHp7O7jdbpw/f17BiMiNVFVV4ciRI8wYJWS0jX9+L1++jKtXrzZwdmCsXr1aVlH3s45ViNJhI9+zpSa8diBaNr7gdAT+sicaZ8sCshGtqtyRbkNMCJulev/991FdTb2FCPEnvydkfv7zn0OSJCxdulTWQKy+6upqvPzyy9i0aRMAYNq0af4OjWgYP/EWnFQhozf8ciVBEHy2Ew0/+U2wuBBu0t8HWqKMUCPQJpxNAJ47d06haEhTHDlyhEniSoIAV2SKghERf3OHx8FtCmXG9u/fr1A0QHl5OebNm8eMpVlFjE3TX3Xd2VITXtofhWtVRq9fz7OZ8NK+KJwt1VdSJswE/OIm9rNTXl4eli9frlBEhOiD3xMyo0aNwqRJkyBJEl577TXceuut+NOf/uT5+ttvv42nnnoKo0aNwpdfful5zNixY/0dGtEwqpAh/HKluLg4mEy++XDFL8FMo+2uSYClWuXLloh68dUxbmsiYDQ3cDbRBMEgS7odPXpUoWCAzz//HGVlZczY/Z0rdbc7oMMFfHTCCrfUeF8UtyTgoxNW3S1fGpbsQKdoto/nl19+yWyUQQjxrYC8DL/22muYOnUqJElCTk4ONmzY4GkQ9dFHH2Ht2rUoKSmBJEkYPXo03nrrrUCERTRMViHjcgAuahStJ3yFjK+WKwFAbm4uc5wcprNPbERxyWFsWTl/TRJ14SfiYkSyQpGQQHJxzzOfmAuUnJwcrFy5khkblFiN7rH66322Nz8EV2xNuzlzxWbCvvyQG5+oIYJQk6irvyzWZrPhP//5j4JREaJtAUnIhISE4M0338SCBQswceJExMXFQZIkz3/h4eEYOXIk3n//fcydOxdWqzUQYREN8zb5FpxVCkRClMI/375argTIqxGSw710BiTEj/gkICVk1EsURZw4cYIZ4yfqRJtcEUnM8eXLl1FSUhLwOD766CNmyZxJkDBDp418z5c3r1K2uedrQXqkC8PbsH1j1qxZQ0tjCfGTgL7KDBkyBEOGDAEAVFZWoqKiAmFhYYiKigpkGEQHwsLCEBoayjQiE5xVkCx0remFILIJmbi4OJ9839pKv/qoQoYEGt9DJjc3F5Ik0fakKnT27FnZLlhubqJOtMkdHg/JYITgrvt7PX78eEC3vz548CB++OEHZuy2dnbd3kjIrfDeN6YhOc08XyvuyqzC7uuhcLhr3lPcbjf+/e9/480336T3GUJ8TLGVo1arFcnJyZSMIX4hCIJs63SDSBUyeiI42QkQfz20VGlpKSoqKpgxfnJMiL/xkym73Y6CggKFoiGN4ZcruS1RkMwWhaIhAWUwwGVle9oFctlS7SS6vkizG3d00O/nIfEGvWNae75WxIW6MZm7Tvbu3Ysff/xRoYgI0S6dtfIiesJXRNCSJX0RnGw5tq8SMvzSEKMgIT5Un3caiXJiQtwIMbA7e1FjX3XiEzK0XElf+GVLgWzsu3XrVpw+fZoZm97RBquZdgUkNzapfRViuW2wP/roI7jd9JmHEF/y+5Klbt26NfsxRqMRoaGhiI+PR0ZGBkaMGIEZM2YgJERfjbVI6/ATcErI6IuBq5Dx1ZKlvLw85jgpzA0jpbZJgBmEmqVylyvr3savXLmCfv36KRgV4UmSJKuIoISMvvDP98mTJ+FwOPz+mVYURcyfP58ZSwkXMSa1uoFHEMIKNQJ3Zdrw8YkIz9i5c+ewZcsWjBs3TsHICNEWv08j6jfvbep/oiiisrISly5dwtatW/HKK69g+vTpuHDhgr/DJRoir5CxN3Am0SI+AeerChl+WUh8KC1XIsqIs7B3KWnJkvoUFRXJnhe+YoJoG/98O53OgDRHXb9+vaxqbkamjW4gkGYZ3qYaba3sblzz589nmkQTQlrH7xUyS5YswZ49e/DWW29BkiT07NkT48ePR0ZGBqxWK2w2Gy5duoQtW7Zg9+7dEAQBkyZNQufOnVFRUYGjR49i165dOHv2LB5//HEsX74cFgutvSY3RkuWdMwtQnCz25z7qkKGn1zF0HIlopA47trLz89XKBLSkLNnzzLHksEEtyVaoWiIIkyhcIdGwVBd5hk6f/48unbt6rcfWV1djQULFjBjGZEi+ic4G3gEId4ZBODnGTa8e6Su52dubi7WrVuHKVOmKBgZIdrh94RMfHw8/v3vf8NgMODFF1/EjBkzvJ43a9YsfP/993jqqaeQlZWFZ555BklJNXcV9u7di8ceewxnz57F119/jV/84hf+DptogGzJEjX11Q1v1VAxMTE++d78pDeWEjJEIXwykCpk1IevhHCHxQK0Q4nuuMJimYSMvytkvv32W1y/fp0ZuyvTRpceaZH+CU5kRDlxrszsGfv0009x2223ITQ0VMHICNEGvxcu/vvf/4bNZsPs2bMbTMbUGj9+PB599FGUlpbigw8+8IwPHDgQjzzyCCRJwurVq/0dMtEIfgcvQXQoFAkJNEFk18gbDAZEREQ0cHbz8JNeSsgQpfDXHiVk1IefeLvCfbN0kgQXN/e885VTvlRVVYUvvviCGesW40SPWKqOIS0jCMBdGexNzYKCAnzzzTcKRUSItvg9IZOVlQVBEPDzn/+8SedPnToVQE1n+PpGjRoFALh48aJP4yPaJU/IUCM7vRBc7HMdFRUFwUe3BikhQ9SCEjLqJ6+Q8c3SSRJc+Of9/PnzfvtZ3333HUpKSpgxqo4hrdUj1oluMWxSb8mSJXA6KdFHSGv5fclSaWkpAPnkuCG1d7GLi4uZ8fj4eAA1DfIIaYrIyEjmWHDZAUmicnEdEER2yRJ/LbSU2+1GYWEhM0YJGaIU/torLi6GKIowmfz+1k6aQBRF2U0kdxhVyOgRXxlVXFyMoqIin/U2qyWKIpYsWcKM9Y53oFM0NWAlrSP8t5fMy/vremAVFBRg48aNuP322xWMLLAkSYLdro9NQiwWi89uZpLG+f1TW0pKCi5evIgDBw5g7NixNzz/wIEDAOQNOGv7NlitVt8HSTRJViEjSYBbBIzmBh5BtIJfntbUhPCNlJWVweVid1WKCZV88r0JaS5vycCioiJP/zWirJycHNndY1c4VcjokRQaCclghOCue/84d+6czxMymzdvxrVr15ixqR2ofx7xjc4xIrpEO3GqtO5z9KJFizBhwgQYDPrYvstut+smAfXdd98hLCxM6TB0we9/PYMGDYIkSXjjjTdkJZS88vJyvPXWWxAEAYMHD2a+tmbNGgBA586d/RUq0Rhvk3BatqQP/PPsy4QML9JMFTJEGVaTBAFsQrC8vFyhaAiP7xPiNocDJmqAqUuCQVYd5etlS5IkYdGiRczYTVFOdKbqGOJDU7gE36VLl5Cdna1QNCRYjR07Fl26dEHPnj3x008/Nekx999/P7p06YJ77rnHz9EFnt8rZGbPno2vvvoKFy9exPTp0/H4449jzJgxzF2BoqIi/PDDD/j3v/+NS5cuwWQyYfbs2QCA69evY8mSJfjkk08gCIJuspKk9cLDw2EwGOB2102YBbEaUqhvmrsS9fJXQoaf7IYYJJj1cVOIqJBBAMJNEirFupJib0lDooycnBzmmJYr6Zs7LBbGyro+T5cuXfLp99+1a5csyTOlQxWt0iY+1TveiXZWEZcr66aQCxcuxIgRI3S3vOX9EUUINWqrSrraJeDxrMBVcjqdTvzpT3/C0qVLYTQaA/Zz1cbvCZn09HS89dZbePLJJ3HlyhU8//zzAGp6xVgsFlRVVaGyshJATXbfaDTi5ZdfRpcuXQAAixcvxpw5cyBJErp163bDnZoIqSUIAqKiopjKLL63CNEmvqmvr3rI8AmZCKqOIQqzmiVU1rsBXlFRoVwwhMEvHXGH+uZ1iAQn/vnnt6VuLb53TJpVRN8EarhKfEsQgMkdqjD3eN31fOLECRw9ehS9evVSMLLACzVKCNVcDiHwCaajR4/ik08+wcMPPxzwn60WAbm3O378eCxbtgwDBw6EJEmQJAnl5eXIz89HRUWFZ6xv375YtGgRpk2b5nns+fPnYTabMWXKFMybN4+aFZJm4bc6Flz04UQXuB4yvtrymq8+sJq1dWeEBJ8IE3sNUoWMevAJGSmUeuDpmTuEff7566M1Ll++jIMHDzJjk9rbYdBXwQIJkCFJDiRY2H56q1evVigaogXvv/8+zpw5o3QYiglYdqN79+744osvkJeXh+3btyM3NxclJSWwWCzo0KEDBg8ejE6dOgGoKV9av349pkyZgueffx6vv/46QkJCAhUq0ZDw8HB2wE0JGT0QuOdZdh20kKxCxkQJGaIsK1elRT1k1IOvgHCH0HJZPZO45//atWuQJMknyzxq+yzWijS7cXMy9cwj/mE0AOPS7Fhyti7JuHXrVjz++OM+q0gm+pCZmYnz58/D4XDg2WefxeLFi3W5dCng5Sapqan4xS9+4fVrly9fxuLFi7Fq1SqUlJRgypQpnu2uCWkJvjs4VcjoA/88+yohI6+QoSVLRFl8lRZVyKiDJEnyChlKyOiam+tfV1VVhYqKilZPYJ1OJ9atW8eMjWhTTf3NiF+NSKnG8nPhcEk1CcXq6mps3LgR06dPVzgyEky6d++OkSNH4j//+Q8OHz6MefPm4aGHHmrR99q6dSuWLVuGQ4cOoaSkBFarFZ07d8akSZNw1113wWxW7y67ir9cu91ubNiwAbNnz8aECRMwf/58FBUVQZLozjNpPX4iTgkZneCeZ19t28f35winChmiMKuJdllSo5KSEjgc7NJJfkJO9EUyW2XdGa5evdrq75udnS3bxXRUKvXLI/4VHSKhfwL7Grd69Wqav5Fme+KJJ5Ceng4A+Ne//iXbofBGqqqq8Nhjj+Hhhx/Gxo0bkZ+fD6fTiZKSEuzevRt//etf8bOf/Qy5ubl+iN43FEvIXL16Fe+99x5Gjx6N3//+99ixYwfcbjckSUJYWBhlWIlPyCojKCGjC/5aslRdzZaAWzTWXZ8EH36HBz4JQJQhq46BAMnsm8QwCVIGAyQz+17ki8a+fO+OLtFOpFqpepP436hU9jPR2bNncerUKYWiIcHKYrHg1VdfhcFg8CxdcrlcN37gf/3xj3/Epk2bAAATJ07EkiVL8OOPP2Lt2rV46KGHYDKZcPr0afzmN79R7cYHAU/IbNu2DY8++ijGjRuHOXPm4Pr1656mvn369MFLL72ErKwsvPrqq4EOjWiQrEKGesjogr+WLNnt7F3HEP0tcyUqE2JgEzL8NUqUIV+uZAUExYuSicK89ZFpjcLCQuzbt48ZG03VMSRAesY5Zc19v//+e4WiIcFswIABuP/++wEAhw4dwvz585v0uC1btmDz5s0AgAceeADvvvsu+vbti5iYGGRmZuKpp57CW2+9BQC4cOEC/v3vf/vnH9BKAfl0UFhYiA8//BDjxo3DI488gq1bt8LlcnmamT3wwANYvXo1lixZgrvvvhtWK+1EQHyDesjokCTJKqH8lpAxUIUMURZfIUMJGXXgl5DwlRFEn9wh7HVQXFzcqu+3Y8cOZomIxejGoCSqkiOBYRCAW1LYKpns7GxatkRa5I9//CM6dOgAoOlLl5YuXQoAiI+Px9NPP+31nIkTJ2Ls2LGe85tTfRMofk3I7Nq1C0888QRGjx6Nd955B7m5uZAkCUajEf379/ec9+yzz+Kmm27yZyhEp2jJkg5JLgjcSn1f9ZDhlyzxk2FCAo2v0qKEjDpUVlYyx5KJdookgGRkrwObzdaq75ednc0c94l3UuUmCaiBiWwC8Nq1a7revpi0XO3SJUEQUF1djT//+c9wuxtffrlnzx4AwJgxYxrdkXnixIkAavrsnTx50ndB+4jPEzKlpaX49NNPMXHiRMyaNQvr16+H0+mEJEno3r07nnvuOWzfvh1/+ctffP2jCZEJDQ1ljgVJfVlR4mNu+XPMXwctRRUyRG34a5BPGhJl8BNtyaje3R1IAHHXAZ+4aw6bzSZbrsQ3WSXE39paXUjkli1lZWUpFA0JdgMHDsSvfvUrAMDBgwfxn//8p8FzKyoqPBsZZGZmNvp963/9ypUrPojUt3y67fUzzzyDdevWweFweMrVEhISMHXqVEyfPh2dO3f2nNvadbOENIUsW+plsk60xVvSrbGseXNQhQxRG1qypE5840C+MoLoE38dtCYhs3v3bjiddVW/RkFCnwSqAiaBJQhA/0QH1l+uq0TOzs7GrFmzFIyKBLOnnnoK27Ztw6VLl/Duu+9izJgxyMjIkJ1X//XzRq0J6lfKt+Z11198WiHz9ddfw+FwIC4uDnfddRc++eQT/PDDD3jmmWeYZAwhgcJPxKlCRge8JN38lZAxU49OojCzgXZZUiPZUhSqkCGQV0q1ZmLAL1fqFuNEuIluEpDAG8BVZp05c8YnW7oTfQoLC2vS0qX6SZgbLf9sTvJGCX6ZTlitVrjdbpSXl1P5NFEUVcjoj+DlOTabfTMZ4huBmWjJElGYSWCP1disTo9kPWSoQobAtxUyBw4cYI77J1IyliijU7SICDM7YT548KAywRBNGDRoEO677z4ANa91n376qeyciIgIREVFAcANGwDX/3pqaqrvAvURnyZkZsyYAavVikuXLmHVqlX44x//iKFDh+LJJ5/Etm3bbtiYhxBfo4SMDnFVUEajESaTb1Zn8pNdg9DAiYQECH8NUkJGHeQJGaqQIZBVSrW0qW9+fj4KCgqYsW6xYovDIqQ1jAagSwy7XO7EiRMKRUO04qmnnkK7du0AAO+++y5yc3OZrwuCgAEDBgCo2f66sQrh9evXA6ipjlHjqh2fJmT+9re/ITs7G6+99hoGDhwIoGY9+7p16/DII49g5MiReP3113Hq1Clf/lhCGkRLlnSIS7r5arkSIJ/sGikhQxRmFNgqLUrIqIO8qS9VyBD5dcD3GmoqfrIbbnIjJZz+9olyMqPYhCAlZEhrhYeH45VXXoEgCLDb7bKEDFBTDAIAhYWF+Mc//uH1+2zcuBFbtmwBAEyfPt1nVfO+5NOmvkDNbibTpk3DtGnTkJOTgxUrVuDrr79GXl4eCgoK8Omnn+LTTz9FSkqKr380ITJUIaM//JIlfyZkqEKGKI0qZNRJ9jwI1HCKQHYdtLRynJ/sdowU6f2IKIpPyJw9exbV1dU+2+VSjapdAgBtLV2v+Tepx5AhQ3DPPfdg4cKFXr8+duxYjB07Fps3b8aCBQtw/fp1zJo1C+np6SgoKMA333yDefPmAQDatWuHP/7xj4EMv8l8npCpr23btvjDH/6A3//+99ixYweWL1+OTZs2weFwIC8vD4JQ86TPnDkT06ZNw/jx4xEREeHPkIjOyLKgVCGjfRL7AdeXmXB5hYy23ohJ8DFy83xKyKhD7ecbD4leKwjAT94MhpYl6viETEYULVciyuoYKUKABAk1r30ulws//fQTevbsqXBk/vN4VpzSIejC008/jW3btnmtkAGAf/zjH3j66aexefNmfPfdd/juu+9k5/To0QPvvvuuavMMAbllIwgChg8fjrfffhtZWVl44YUX0L17d0iSBEmSsGfPHjz33HMYMWKEZ6sr6jdDfIH/sCPQh2Lt4xIyRqPRZ9+aKmSI2lCFjDrJJ9r03kMgS8zJEndN4Ha7ZUv/+eoEQgLNYgLaWtn3H1q2RHzBarV6li419PU5c+bg3//+N8aNG4fExESYzWYkJSVh2LBheP3117F48WJPPxo18muFjDdRUVG47777cN999+HUqVNYtmwZVq9ejZKSEtjtdqxduxZr165FfHw8srKyAh0e0RjZZJwSMjrgmzuQ3vCJYkrIEKUZQD1k1KglE22iPy15fyouLkZVVRUzlh5Jf/dEeR0iRVyurJtaNlTREMwsFovXCgwtslgsfvvemzdvbtb5Q4cOxcmTJxs9Z9y4cRg3blxrwlJMwBMy9XXp0gXPP/88nnnmGWzevBkrVqxAdnY2XC4XCgsLlQyNaIT8ww5VXmmdwFXI+DIhQwghTSF73aGbAQSQVXC2JHGXn5/PHBsFCTGh9NmGKC/Bwl6H/LWqBYIgICwsTOkwiMYompCpZTabMWHCBEyYMAHXr1/HypUrsWrVKqXDIhpAFTI6xD3HvlyyRAghTSFbLktLlogXLblhwE9yY0LcVK1JVCE2VPsJGUL8QXW3jpOSkvDII4949gsnpDXoLqUOSf5bskQIIU1BTX2Jd61/f+InuXEWqo4h6sBfi5SQIaRpaKZCNM3rXUr6YKxxVCFDCFEWNfUl3vBLan2xZCmOlisRleCvxeLiYjgcDoWiISR4UEKGaJr3yTh9MNY06iFDCFFYeHg4cyyINCkhAFxO5tBqtTb7WxQUFDDH/DIRQpTiLTlIPUEJuTGaqRBNo50uCF0DhJBAi4qKYo4FV7VCkRA1EUT2OoiMjGz293A62aSOxUg3mYg6hHq5FkWRtmQn5EYoIUMIIS3kps/BRGF0CaoTP9HmJ+JEn/jrgE/cNYVEy65JEKHrlZAbo4QMIYQ0ES1/ImojSWwFGPVMUofo6Gh2gBIyBP5JyNAOS0QtvF2LlJAh5MZodkEIIU3EJ2SoQoYojV+xT0lDdaAKGeINVcgQvaHrlZAbMykdQDCqqKjAggULsGnTJly6dAnV1dVITU3FqFGjMHv2bCQnJzf4WKfTiUWLFuGbb77B2bNnIUkS0tLScOutt2LWrFmIiYkJ3D+EENIs/GSXPmcQpfHXIPVMUgdZDxlKyBDIewm1JCHjdnM7NbUqIkJ8x9u1SAkZQm6MEjLNdPz4cTz00EOybQcvXLiACxcu4Ouvv8bHH3+M3r17yx5bXV2N2bNnY8+ePcz4mTNncObMGaxcuRLz5s1D586d/fpvIIS0DD/ZddNHYaIwvkqLKmTUgSpkiDe+aOrLL0sUab5LVMLbtUjvSYTcGP2VNMP169fx61//Gvn5+YiKisKLL76IzZs344cffsCLL74Iq9WKkpIS/Pa3v0VFRYXs8c888wz27NkDs9mMJ598Eps2bcL27dvx0ksvISoqCtevX8cjjzwCm82mwL+OEHIjtGSJqA1/CdKHX3Xge8gIoh2QaHtivROcVcyxrNdQE/CV1KUO+psn6lBaLb8WqfKfkBujV/FmeO2111BaWorw8HB8+umnuPfee5GWlobk5GTce++9eOuttwDUJG6+/vpr5rGHDx/Gd999BwB47rnn8Mgjj6Bt27ZISkrCjBkzMH/+fJjNZuTm5mLBggUB/7dpFZVKEl+SLVlSKA5CalGFjDrxS5cFSBAcdLNF19wiBCd7DTS2xL0h8fHxzHGJl0kwIUoo4ZKDZrO5RcvyCNEbehVvooKCAqxbtw4A8PDDD6NHjx6yc8aMGYOOHTvCaDTi6NGjzNfmz58PAEhLS8OMGTNkj+3VqxemTp0KAFi2bJmvw9ct7wkZWmaiaQJXxeL23V1pqpAhaiNxr2fUQ0YdoqOjYbFYmDFDdblC0RA1EKorZZ8+UlJSmv19ZAkZqpAhKsFfi3FxcfSeREgT0Kt4E61fvx4ulwuhoaH41a9+1eB5X331FY4dO4a///3vnjFJkpCVlQUAGDVqVIPbko4bNw4AkJubixMnTvgwev3iJ+MSANCbg674MyFDBVhEaVQho06CICA1NZUdo4SMrhmqy5jj6OhohIeHN/v7xMXFMcfelokQooSSavbzNZ88JIR4R6/iTXT48GEAQM+ePREREcF8zel0ev7fYrHIssE5OTkoL6/5IOatsqZWt27dPP/PV9iQlpFNxikZo318411/VshQtVWrREREoE+fPrBarUqHErT4pGBDCX8SeHz1g54rZOhvXf788wm7puInuaVOgao1W4muT9/gK2QoIUNI09AuS030008/AQA6dOgAANiyZQu++OIL7N+/HzabDYmJiRg3bhwee+wx2Zrg3Nxcz/+npaU1+DOSk5NhNBrhcrmYx/hS/eSRHlRX8ztb0ARa+9jn2OVyweFw+OUn0Yfglps4cSKeeOIJWCwW2O12vPPOO55loaTp+HSjIAh+u95J8yQlJTHHek3I0N96DUM1u9lDUlJSi/5W+QoZtyTgis2INKurVfHpFV2fvpNbyd4QSEhIUP37UUhIiNIhEEIJmaa6fv06gJpu4f/3f/+HhQsXMl/Pz8/H4sWLsW7dOsydOxf9+vXzfK24uNjz/4111DeZTAgLC0NFRQXKysoaPK81Tp486Zfvq1aXL1/mRigho33sc2y323HkyBGffGc+oUlLlpqu/u8qIiICTz75JEJDQwHUVBY+8cQTyMrK8uxQR7/bpuGTgqIo+ux6J63D9zDTTUKm3r+7KX/revlj55esmUymFv+tRkdHo7S01HN8sZwSMk1F70X+c7GcnVaGhoaq/v1owIABSodACC1ZaqrKykoAwLfffouFCxdi4MCB+PLLL3H48GHs3LkTf/nLXxAeHo6SkhI8+uijuHbtmuex9as0al/0G1LbBNBut/vhX6E/tGRJhwK5ZIk+qDVZ/V9VZmam7LXQYrEgMzPTsBnHwwAAmptJREFU6/mkYW6JmvqqFV+ur58eMnV/vU35W9fLXzufkOMrXZqDr7bmJ8KkYfRe5B+VTgEFdrZCprFVAYSQOvQK3kS1CZL8/HwMHjzYs001UJNkue+++9C5c2fMnDkTxcXF+PDDD/GXv/wFALum/0YflmvvqPmrMWPXrl09ceuBvJ8CTVa0TuL+xsxmM3r16uWT7x0WFsYc+y7Vo331n5WzZ8/Cbrczu9DY7XacOXPG6/mkYfxkISwszGfXO2md6OhozJs3z3NsEO2AaAdMlkYepQV1f71N+VvXxV+75IbBXsoMDRw4sMV/q/369cPx48c9xxcr6ON8U9F7kX9crGA/b5vNZowbNw4mE12bhNwI/ZU0kcVigc1mAwD86U9/8prUGDRoEEaNGoUtW7bg+++/9yRk6nfRl/c0YdV+/UaVNC1lNpt1tV5Sltiiu8c6wD7HkiT57JrnP1hQKXPT1f/Tq6iowDvvvCNbt19bicifTxrmbZclPb3Gq1l6ejrMZjOz1NFoK4IrqmXNXINGvT/epvyt6+GP3WAvgyCxS4q6dOnS4r/Vrl27MscXy42QJF38KluN3ov8g6/S6tixY4t2ESNEjygh00RWqxU2mw2RkZGN7pQ0aNAgbNmyBfn5+SgpKUFMTAwiIyM9X6/dbckbURRRVVUFAIiNjfVd8Dom2/ZaoFV6mifIm/r6i0T3zlps3bp1yMrKQmZmJs6cOcNO0EiL0bbX6mEymdCxY0ecPn3aM2bQQ0KGQ3/rNc97ffHx8YiJiWnx97vpppuY40rRgKtVBqSEU91mc9H16Rtny9gpJX+NEkIaRp/cmqht27YAbly5Uj/5Ulvtkp6e7hnLy8tr8LHXrl3zTB5buh0iYckn4zSB1jwu6ebLhAy/5JAqZFqnoqIChw4dog/ArcBXyFAPGXXhJyVGbmKuF3r/W+cTMq2drLZp00bWo+hYkX6Wo/ua3q/P1nJL8uuvsZvXhBAWJWSaqFu3bgCAoqKiup0BvCgoKABQ07skISEBQM3WhrUVLydOnGjwsfXXA9f+PNI61NRXjwLX1JfyMYSQxrDNa+UTc6IPxir2eeevi+YSBAEDBw5kxo4U0VJFoowL5UZUiuznI/76JIQ0jBIyTTR69GgANZO7devWNXhednY2AKBXr15MQ9lRo0YBALZu3drgBHHTpk0AgMTERNn6YNIysuoISshoXwCXLBGiND4pSEuW1IWvhDDYSwA3vSbpjcFWyBy3NiEDyLfrPVFsgkgrlogCjnLJwPbt2yM5OVmhaAgJPvTJrYmGDx/u2b7tnXfeQX5+vuycdevWYe/evQCA6dOnM1+bNm0aAODChQtYtGiR7LGHDx/Gt99+CwB44IEHqOzcR6hCRn/4vi607TXRMn7ZHL13qEtGRgZzLEjumqQM0Q3BWQWDs4oZ80V/DT4hY3cZZH08CAmEo9xypUGDBikUCSHBiRIyTWQymfC3v/0NBoMB+fn5uPvuu/HVV1/h2rVryM3Nxdy5c/H0008DAHr37o27776befzQoUMxduxYAMArr7yCt99+G5cvX0Z+fj6WLVuGBx98EKIoom3btrjnnnsC/u/TKnl1BF3ymsf1kPFlQoYmu0RtqLG0ukVGRsruFNOyJX3hn++QkBDPDb7WiI+Pl1XaHKE+MiTAqkTgp1I2EcgnCwkhjaNUejOMGDEC//jHP/DnP/8ZV65cwTPPPCM7p1u3bnjvvfeY5Uq1XnvtNcyePRtHjhzB3LlzMXfuXObrCQkJmDdvHiIiIvz2b9AbPiEj0YRa+wK6yxIh6kJJQ/Xp1KkTrl275jk2VuRDTOikYEQkkIyVbEV1ZmYmTCbffPweOHAgzp496znelx+CuzKqGnkEIb51qDAELqnufcdkMqFv377KBURIEKJygWaaPHkyvvvuOzzwwAPo2LEjLBYLoqOj0adPHzz//PNYtGgRUlJSvD42OjoaixYtwnPPPYfevXvDarXCbDYjPT0ds2bNwjfffMPsyERaj5Ys6ZAfEzIStz6EriaiNIFLC/LXKFFez549mWNjxbUGziRaxD/fvtx9Zvjw4cxxbqUJuZXyG4KE+MuP19n+Mf3790d4eLhC0RASnKhCpgVSU1Px5z//GX/+85+b/Viz2YyZM2di5syZfoiM8OTLVWgKrX3+6yEjS8jQ5UQUxl+ClJBRH34CbqgqBkQHYKJdcTRPkmCsYCtk+ARda/Ts2RMJCQmeHT4BYPf1EEzvSFUyxP+qROBwIfs6NmbMGIWiISR4UYUM0TSqkNEhL8+xr5IyVCFDVIe7CCkhoz6dO3eG2VzX20MAYKy8rlxAJGAMVcUQXA5mzJcJGYPB4NnFs9bu65ToI4FxsCAETnfdm5DRaJRVbRFCbowSMkTT5MtVaAqtdZKXlzVKyBCtogoZ9QsNDUXnzp2ZMWMFJWT0gH+ek5OTkZCQ4NOfMXr0aOY4t9KEnApatkT8b/f1UOZ44MCBiIqKUigaQoIXJWSIpskmJ1Qho31enmK/JWTociIKo4RMcKA+MvrEP8+9evXy+c/o0aOHLMmz6xpVyRD/qnQKOMzt6sUnBwkhTUMJGaJp8ok4XfLaF7glS4QojU8K0jWqTvKETD4g+a6/FVEnvkLGlw19a3lbtpR1NRRueikgfvTjdXa5kslkouVKhLQQzU6Jpsm3vVYoEBI4gv+WLPHfx0AbXxOFGbjXNF82sSa+w0/EBbcIg61IoWhIIAgOGwzV5cyYL/vH1Ddx4kTmuKjaiBPFtG8H8Z/tV9jlSsOGDaPlSoS0ECVkiKbJm/rSJa95XtYR+Wrra1EUmWMjXU5EYXxCxpfbvBPfiYuLQ7t27ZgxY9kVhaIhgWAsZ59fq9WKjIwMv/ysm266CZmZmczY9isWv/wsQvIqDThbxi5X4pOChJCmo+kE0TQq3ye+xE92jVRxRRRmFNjXOErIqFe/fv2YY1NZnkKRkEDgn9++ffvCaPRPs11BEGQT4r35IagS6U2K+F7WVTbZFxsbi8GDBysUDSHBjxIyhBCNkX8A9VVijp/sGgRK+BFl8UlBvoqLqEf//v2ZY2PFNcBNCTRNkiQYuYQM//z72q233sokfBxugbbAJj7nloBsbrnSbbfdBpOJlsgR0lKUkCGaJp+I090iPfJXQsZElxNRGF8hQwkZ9erXrx+EeksqBbcIY2W+ghERfxGqy2BwVDJj/k7IxMbG4uabb2bGtuWFNnA2IS1zuNCMYgc7faTlSoS0DiVkiKbRkiUd8pIk8V+FjE++LSEtxlfI0JIl9YqOjsZNN93EjPFVFEQbTFx/oLi4OKSnp/v9595+++3M8ZkyM3Iq/LNMiujT1jx2uVLnzp391huJEL2ghAzRNNlEnCbQOuC/J1ne1JcSfkRZfGNpSsiom2zZEiVkNMnbciXBS8N5X7v55psRFxfHjG2lKhniI8XVAg4Wss18p0yZolA0hGgHJWSIzlBGRo98VSHjdDqZY2rqS5TGL1nir1GiLrKETGU+4KLnTFMkSbbDkr+XK9UymUyyKpnsq6FwUJ6W+MD2Kxa4pboPPhaLBePGjVMwIkK0gRIyhBDSRPxk10wVMkRhZu5d3Ol00lJNFevduzfT/FLwMnknwc1gK4RBrGbGApWQAYBJkyYxx5WiAXvzqbkvaR23JO9JNHbsWFitVoUiIkQ7KCFDCCFNIEkSHA4HMxZCr6BEYSYuKShJEjX2VbGwsDD06NGDGTOV5igUDfEH/vlMS0tDmzZtAvbz09LSZAkgvu8HIc11vNiMfDvbj2jy5MkKRUOIttB0gmiawcBd4nTnWAfkz7HsOmgBb5NcfjJMSKDxFTIALVtSu8GDBzPHptIcem/SECOXkBkyZEjAY5g6dSpzfLLEjCs2+shPWo7vRdSxY0d0795doWgI0RZ6dSaaJm+iRx96Nc/LU+yLhAxfHQN4nwwTEkjels15u1aJevATdEN1BYTqMoWiIT4lVsNYwW5lrkRCZvjw4YiOjmbGfqAqGdJC5Q4B+7hlb1OmTAlIo2pC9ICmE0TTjEZuu0e6C6l9kls25L+EDF1PRFkmL5+HKSGjbpmZmYiPj2fGTCW0bEkLTGV5EOrdFQgJCUHfvn0DHkdISAgmTJjAjG2/EgpR/vZIyA1lXQ2Fq14zX7PZjNtuu03BiAjRFkrIEE2jChkCeLsOms/bMhCqkCFK85YUpCVL6iYIgvdlSyTo8c9jnz59EBqqzLbTfH+PMqcBBwqouS9pHslLM99Ro0YhKipKoYgI0R6aThBN4ysjBKqQ0T4vFTKySqkWqK6ulo1RhQxRmrekoLdrlagLv4zFWH4VcFMz5qAmSaroH1OrQ4cO6NmzJzPGT6wJuZGfSk3Is5mYMWrmS4hvUUKGaJp8qQpNoPXIFxUy/CRXgAQjLZ8mChMEIIRLDNKSJfUbMGAA8/4kSC4Yy2j762BmqCqCwVnFjPGVUIHGT5yPFJlRaKeP/qTpfrjCJvHatm2ryDI8QrSMXpWJptEuSzrk5Tn2RQ8ZPiETaqyZDBOiNL5Sy263KxQJaarIyEjZDiW0bCm48X2AUlJS0K5dO4WiqTF69GiEh4d7jiUI2HGVli2Rpql2AbuvswmZSZMmUTNfQnyMEjJE00wmtszS23IWoi2C5JKN+WPJEi1XImoRamSvRVqyFBxuvvlm5thUelkbNw2EZn60bO75KmUsvcwcDxkyRPGJa1hYGEaPHs2MZV21aOIyI/63Nz8EdlfdNWwwGDB+/HgFIyJEm7TxLkhIA8xmMztACRnt455js9nskw/FfNUBPwkmRCl8HxlKyAQHPiFjqK6AwV6qUDS+4w6L9ev5qiTaZdtdDx06VKFgWBMnTmSOr9iMOFdmauBsQupkccuVBg4ciISEBIWiIUS7KCFDNI1PyAhuefUE0RjuOQ4J8U15Nt+XgypkiFrwyUFashQcMjMzZZMbY8nlBs4OHi5r8yZszT1fjUylucx216Ghoarps9GrVy+kpqYyY9uvUnNf0rhCuwHHi9nP0PxW6oQQ36CEDNE02WTcy3IWoi2ClwoZX5BXyPjk2xLSanxTX6qQCQ6CIHhfthTkxNgOcFmim3SuyxIDMbaDnyPyPxOXSOvfv79i213zBEGQTaR3XQuBgz4OkUbsuBoCCXXVxVarFSNGjFAwIkK0ixIyRNP4HjKCm5YsaR6XdJP1EWoh6iFD1CqESw5ShUzw4BMyxoprgBjku2QZTLB3vIWZzHkjQYC94y2AIciXz0huWUNm/nlVGt/3wyYacKTINzcriDbtvMYmFMeMGaOaJCMhWkMJGaJp8h4ydEtI6/hlab5asiTbZYkSMkQlaNvr4NW/f3/mfUqQJJjKchWMyDfcEUmwdZsMd2iU16+7LDGwdZsCd0RigCPzPWPFdQgu9m9ObQmZlJQU9O7dmxnjd88hpFZupRE5lWyi9LbbblMoGkK0jxIyRNNoyZIOcc+xv5Ys8VUJhCglhHrIBK3w8HBZrxF++UuwckckwdZlomzc3mEobD3u0EQyBgCM3HbXGRkZSE5OViiaho0ZM4Y5PlBAy5aId7uvs5+dExIS0KtXL4WiIUT7KCFDNI1PyAiSRDstaZ3bPwkZvuqAnwQTohTqIRPcZMuWSnO0sf01ABjkmWsxNj34lynVw/f9UVt1TK2RI0cyOw7aXQIOF/mmgpRoC5+QGTVqFAwGmjIS4i/010U0LSwsTD7oEgMfCAkYwc0+v+Hh4T75vrKmvrRkiagEX61FCZngItv+WrTDUFmgUDSkOYTqChiripkxtSZk4uPj0adPH2Zs9zVKyBBWToURudxyJb66ihDiW5SQIZrmLSEjuJ0KREICRXCxz6/XpFwLyJr6UoUMUQm+QoaWLAWXtLQ0tGvXjhnTwm5LesA3842MjET37t0ViubGZMuWCmnZEmHx1TGJiYmqvqYJ0QJKyBBN85qQcVFCRtO459d/FTI++baEtBq/fI4qZILP0KFDmWMT15eEqBOfOBs8eLDPdvbzh5EjRzJLT6pdAk6U0G5LpM7BQlquREig0V8Y0TSTySTvIeKmJUtaxi9Z8lWFDN9Dhra9JmoRwr2TU0Im+Mj6yNgKIDirFIqGNIlbhLHsCjM0ZMgQhYJpmtjYWFm1w6ECWrZEapRUC7hQziYUhw8frlA0hOgHJWSI5vETcqqQ0Tg/LVmihAxRK/5adDrpNS7Y9OrVS1bNZyylKhk1M5ZfZW4ACIKAwYMHKxhR0/DVWAcLzZrpIU1a5xBXHWO1Wml3JUICgBIyRPNkS1aoh4ym8T2CfJWQ4Se5Jnr1JCpBCZngZzabMXDgQGZMK9tfaxW/rKxbt26IiYlRJphm4Kt4CuxG5Nnku2ER/TlYyFaUDxo0SNVL8AjRCppSEM2jChl98VdTX6qQIWrFJwf5a5UEB37ZkqksF3C7FYqG3EiwbHfNy8zMRGJiIjN2qJD6yOid0w0c47ZBD5ZrmpBgRwkZonlWq5U5Flw0WdEy/vmNiIjwyfflqw7M9OpJVIJPDlJCJjjxlQuCywlj5XWFoiGNEexlMFSXM2PBMnkVBEEW62FKyOjemVIT7C6BGQuGJXiEaAFNKYjmRUdHM8eCSA0vNY17fqOionzybalChqgVnxykJUvBKT4+HjfddBMzRn1k1Inf7jo2Nlb23KkZP9E+U2qGSMVYunaS222rc+fOiIuLUygaQvSFEjJE8yIjI5ljQbQ3cCbRAj7hxj//LcUnZKiHDFEL6iGjHfxE2VSaq1AkpDH88zJ48OCg2hqYb9TqcMt31yH6copLyPTt21eZQAjRoeB59yCkhfgKCc1WyAjN/HNu7vnBQJJkzy9fIdVSLpeLOTYKVCFD1MHIVplDFEXvJxLV4xMyRlshbX+tNm4XjOXsdtfBtrQjJiYG6enpzNjJEkrI6JXorlmyVF/v3r0VioYQ/dHgjIwQll6WLLnDYv16flBwOSCATZT4asmSm2uuaRAaOJGQAOMvRYn2sA1aPXr08LL9NVXJqImx4ppsu+sBAwYoGFHL8BUQfIUE0Y/z5SY43Ow7CW13TUjgUEKGaJ5eKmRc1gS/nh8MvD23vkrI8JNcevEkamHgqrX45CEJHmazGf3792fGaNmSuvD9Y7p27RoU213z+AqI0yUmuCmXq0sni9nqmIyMDJ9VFxNCbozmFETz5D1ktJmQEWM7wGVp2huoyxIDMbaDnyMKPP65NZvNsFgsPvne/CRXoAoZohL8tUgJmeAmW7ZUlgtQ1ZNq8BVLwbZcqVafPn2Y4yqXAbmVRoWiIUo6W8ZWR9FyJUICixIyRPPkS5Y02tTXYIK94y2QZAsYWBIE2DveAhi0t16cf26joqIg+ChzwlfIUD6GqAX/Rk4JmeA2aNAg5tgg2mGwFSoUDalPcNhgrCpmxoI1IRMfH4/k5GRm7GI5JWT06AL3vHfv3l2hSAjRJ0rIEM3jt+0TXA7Arc2ml+6IJNi6TYY71PsyHZclBrZuU+COSAxwZIFh4Jpf+nLLRqqQIWrFX4vUQya4paSkoF27dsyYqSxPoWhIfUbuebBarejSpYtC0bRep06dmGPaaUl/yhwCiqrZhEznzp0VioYQfaKEDNG8+Ph42ZiWd61wRyTB1mWibNzeYShsPe7QbDIGAASnjTn29ty3lLyHDE16iTrwuUGqkAl+fJNYPhFAlMEnxvr16weTKXiTGPzEmxIy+sM/56GhobKEMCHEvyghQzTParUiNDSUGTM4bA2crREGedmxGJuuyWVK9QkO/yVkeG5atERUglKD2sM39jWWX9NsZWfQkCRZYiwYd1eqj0/IXKygxr56wy9Tu+mmm2A00tI1QgKJEjJE8wRBkE3M+UoKog3885qQ4LudpMxmtumdi4oQiErw12JISIgygRCf6devH9P/SpBcMFbkKxgREexlMHDvMXziLNjwS5aqXQKu2mhqoCd8hQwtVyIk8OhVl+gCPzGnhIw28R+WfVkhw5eli3QXkaiEKLHVWsG8hILUiIyMlE2MjGW0/bWSTNzvPyEhAe3bt1coGt+Ij4+X9VrLraTXDz3hd9a66aabFIqEEP2ihAzRBVmFjNaXLOmU4GB7A/kyISOrkJFoyRJRB5GrkOGvVRKc+OoLU9kVhSIhAGDkfv8DBgzw2S5+SurQoQNzfMVGy1X0QnQD16rY5zs9PV2ZYAjRMUrIEF3gJ+Z8JQXRAEmCIAawQoaWLBGVoAoZbeL7kxgqCwCxWqFodE5yw1QuT8hoAV/lQwkZ/ci3G2Q3l6ihLyGBRwkZoguyJUuOSoUiIf4iOKsgcDsh+bOHjOgO/jujRBuoQkabevXqxTyXAiQYK64pGJF+GWxFEFwOZizY+8fU4ifgV6iHjG5c5ZJvMTExiIqKUigaQvSLXnWJLrRp04Y5NlRXKBQJ8RdDdTlzbDabZWvjW4N6yBC14u9wUoWMNoSGhqJ79+7MmKmcEjJKMHK/97Zt2/o04a8kWYVMpRESvb/pQh7XPybYeyIREqwoIUN0ISUlhTkWHJWAm9acaInAJWTatGkDg8F3L3EWi4U5truoQoaoQ5XIXov8tUqCV58+fZhjY/lVhSLRN/73zj8vwYyfhFe5DCh10PubHvAVMpSQIUQZlJAhuiBLyECC4KAqGS3hK2T457y1IiMjmeNKJ31gJepg4xIyERERCkVCfK13797MscFWALicCkWjU5IEY4V2EzJJSUmyZY75duojowf885yamqpQJIToGyVkiC5ERkbCarUyY/wEngQ3A5dg83VChp/kVor08knUoZJLyPDJQxK8evToAaOxbtIkSBKMFdcVjEh/DPYSGLhmynyiLJgZDAYkJSUxYwVV9P6mB/zz7OvPTYSQpqFXXKILgiDI+8hQhYym8EuW/F0hY6MKGaISfLUWJWS0IywsDJ07d2bGqLFvYPH9Y5KTk2WfJ4Id/+8psNP0QOvcElBYzT7PWruuCQkW9IpLdIMvxeQn8CS4BXzJkkgJGaIOfLUWJWS0hfrIKIv/fWupOqaWPCFDS5a0rrhavuU1JWQIUQYlZIhu8BN0WrKkIW4XBIeNGaKEDNELvlqLeshoC58AMFbkA26XQtHojCTpNCFD0wOt45/j0NBQxMTEKBMMITpHr7hEN9LS0phjQ1WpQpEQXzNUl0EAu0+nr5vTyXrIOOnlk6gD9ZDRtl69ekEQ6p5jQXLBYCtUMCL9EByVMDjZZL8eEjKFlJDRPP45TkpKYl5nCCGBQ6+4RDf47fwM9lJAoq2vtcBQVcIcx8fH+7xKIC4ujjkucRggSQ2cTEgAFXN9AGJjYxWKhPhDZGQkOnTowIwZK/IVikZfjJVsA+XIyEhNbg2ckJDAHPOvKUR7+Oc4MTFRoUgIIfSKS3SD/xAlSC4I1dTYVwsMdrbaiZ+8+AK/C0W1S6BlS0RxdlHeQyY5OVmhaIi/dO/enTnmEwXEP/jEV/fu3TVZRcBPxqtcBthFhYIhAUEJGULUgxIyRDfi4uJkVRP8RJ4EJ75Cxh93MBMSEmQfxKmsmyitsFrefJM+WGuPLCFDFTIB4S0ho0V8hQxAVTJaxz+/3q4BQkhg0Kst0Q1BEGSVEwZ7iTLBEJ8KRIWMyWRCfHw8M0YJGaI0/hqMjo6GxWJRKBriL3wiwOCokDUyJz7mlvfq0WpCxmKxyG5YUUJG2yghQ4h60Kst0RVZQoYa+wY/SZIl1vyRkAHkS0G8VScQEkh8QoaWK2lThw4dEB4ezowZK6lKxp8MtiIIErubVdeuXRWKxv+oj4y+UEKGEPWgV1uiK/xSFiNVyAQ9wVEBgdsC1l8JGb6PDFXIEKUVVst3yiDaYzQaZckAQwX1kfEnvk9Phw4dNL2DGV8BWuKg9zetkiT580sJGUKUQ6+2RFfkFTIloK1ygpuhqpg5tlqtsh2RfIWvPiighAxRWEEVW6VFFTLaJW/sSxUy/qSX/jG1KCGjHxWiAJfE9sTjn39CSODQqy3RlczMTOZYcDkgVJcrFA3xBaOtiDnOzMz02y4YqampzHFeJS1ZIsrKs7HXYEpKikKREH+TJ2QK6IaCHxkrC5jjbt26KRRJYMgSMrRkSbNKvTy3sbGxCkRCCAEoIUN0JjExEVFRUcwYP6EnwcVQyTZd7NSpk99+VseOHZnjKzYjRLfffhwhjXJLQC6XFMzIyFAoGuJvXbp0YY4FtwjBXqZQNBonOmCoZn+3/O9fa/jK0lKqkNEsvvopKioKZrNZoWgIIfRqS3RFEATZhJ3fRYEEFyP3/N10001++1np6enMsUsScNVGVTJEGderDHC62WowPmlItCM+Pl5WxWC0FTRwNmkN/n3FZDJp/m+LlizpR0k1LVciRE3o1ZboDj9hpwqZICZWw+CoYIb8mZCJjIxEYmIiM5ZDy5aIQnIqTcxxTEwMlZ1rHH9DwVhJNxT8gb9R07FjR4SEhCgUTWDIlyz5Z+kvUR6fbPNX3z1CSNNQQoboDlXIaAefTDOZTLIqFl/jl4RcrqCEDFFGTgUtV9IbftmMgSpk/ILvH9O5c2eFIgkcPiFjdxlQ7WrgZBLU+P5AtMMSIcqihAzRHVlCxmmD4KxSKBrSGt7uYvp7HTRfts5XKRASKHx1ltaXVBAvFTK2Qmrs6wf8e4seEjLeqiSosa82UYUMIepCr7REd9q2bQuLxcKMUZVMcOLX+fuzoW8tftJLFTJEKZcq2GQgJWS0j08MCC4n7RToay4nDPZSZkgPCZnw8HCEhYUxY8WUkNEkqpAhRF3olZbojtFolG1/zZcnk+BgrMxnjgORkOF/RoHdSGvtScCVO+UNpf3ZP4moQ2JioqxPEDX29S2jrRD1X9ENBoNulgPyE3Nq7KtN/PNKTX0JURa90hJd6t69O3NsrLiuUCSkxUQ7DNyWr/zz6g8dOnSA1Wplxk6X0naRJLDOlLLVMRaLhRIyOiAIgux5NlBjep/if5/p6ekIDQ1VKJrA4peuUEJGeyRJXiFDCRlClEWvtESXvCZkaB1+UDFWsNUxoaGhssonv/xco1F2/fxUSn1kSGCdLmGTgF27doXJRNehHsh3CixWKBJtMlSxv89AvK+oBT8xpyVL2mMTBTjctO01IWpCr7REl3r06MEcCy6HbM04UTe+qqlLly4Bm5D26tWLOf6phCpkSGDxScCePXsqFAkJNH75jKGKKmR8id+9T08JmcTEROa42E7TBK3xlmSjhAwhyqJXWqJLiYmJsrXSBlq2FFSMlezzxSfZ/In/WRcqjLQ9KAkYpxs4X04JGb3iEwQGRyUgVisUjcZIkq4rZJKSkpjjIqqQ0Rz+OY2JidHNkjxC1IpeaYkuCYIgX7bENYglKia5ZUuWAtE/pla3bt1gMNS9fLolAWfLaLkICYwL5SY4uZLzQCYkibLat28vqwY0VtGyJV8QqsshuEVmTC8NfQF5hQwlZLSHr5Dhn3NCSODRKy3RLX4CQ419g4ehqkT2oTmQCZnw8HBZH4dTtGyJBMjJYnYynp6ejsjISIWiIYFmMpnQoUMHZowa+/oGv1wpJiZG1uhWy2RLlqoNcFN7PU3hk2yUkCFEeXRLt5n++te/YtGiRTc874UXXsCvfvUrZszpdGLRokX45ptvcPbsWUiShLS0NNx6662YNWsWYmJi/BQ18YafwBuqimvKvk1Uuql2fPKsTZs2AV8D3bt3b5w+fdpzfLjQjOkdqwIaA9GnI0UhzHGfPn0UioQoJTMzE2fPnvUcU0LGN/h+PJmZmRAEoYGztYefnLskAWUOATGhlJXRiiI7JWQIURuqkGmm48ePt+hx1dXVmDVrFl555RUcOXIENpsNVVVVOHPmDObOnYupU6cykzvif507d4bZXFfVIAAwVlxTLiDSZMbyK8yxEv0zBg8ezByfKzOh3KmfD+5EGVWiIGvoy1+LRPv4ZTRGauzrEwabfvvHAEBsbKxsOVyh3ahQNMQfCriEDN83iBASeFQh0wwulwunTp0CAPztb3/DlClTGjw3JIS9g/nMM89gz549MJvNePzxxzFlyhSEhIRg69atePPNN3H9+nU88sgjWL16NcLDw/367yA1QkND0aNHDxw8eNAzZiq7AldMe+WCIjcmSTCWXWWG+vXrF/Aw+vTpg9DQUFRX1zTTlCDgWJEZNyc7Ah4L0Y9jxWa4pLrEn9lsVuT6J8qS77RUAkgSoKNqDn/ge/F07NhRoUiUYTQakZSUhLy8PM9Yvt2AzGgFgyI+VcAl2Nq0aaNQJISQWlQh0wxnzpyB3W4HAAwYMABWq7XB/+pXXhw+fBjfffcdAOC5557DI488grZt2yIpKQkzZszA/PnzYTabkZubiwULFijyb9Orvn37MsfG8qveTySqYbCXwiCyS4P45zEQQkNDZRPhQ4XUR4b412HuGuvVqxcl8XWITxQIbhGCo0KhaDTCLUKoLmOG9JaQAeQT9PwqmipohVuSV8hQQoYQ5dGrbDPULlcKDw9vVtf9+fPnAwDS0tIwY8YM2dd79eqFqVOnAgCWLVvmg0hJU/ETaoOtkLYPVTl+uVJiYiJSU1MViYVfKnKkMIQaIBK/kSR5QmbIkCEKRUOUlJCQAKvVyowZqkqUCUYjDFWl4OuL+ObJepCSksIc8xUVJHiVVBuYCktA/nwTQgKPEjLNcOzYMQA1/Srqb3nbGEmSkJWVBQAYNWoUjEbvb2zjxo0DAOTm5uLEiRM+iJY0Rbdu3ZjlZQIAE1XJqJqxjE3I9OvXT7Gmi/xkuMxpwMVy+vBK/CO30oiiavb6ooSMPgmCIKveoK2vW8fA/f5SU1MRFhamUDTKkVXI2GmqoBX8cxkaGorY2FiFoiGE1KJX2WaoTch07doVS5cuxa9+9SsMGDAAvXv3xu23345//OMfKC5m39BzcnJQXl4OQL7Ncn3dunXz/P/Ro0f9ED3xJiQkRNYQlq/AICoiSbJlZUosV6qVlpaGtm3bMmMHCkIaOJuQ1jlQwFbHJCcn6/IOPqnBJ2T4hAJpHv73l56erkwgCuMrJvKr6CaDVlznnsvk5GRd7SJGiFpRU98mcrvdOHnyJABg0aJFcDqdzNfPnTuHc+fOYcWKFZgzZ45nkpibm+s5Jy0trcHvn5ycDKPRCJfLxTzG1/i4SU3F0/79+z3HfAUGUQ+DvQQG0c6M9ejRAw6Hco10Bw0ahJycHM/xnvwQ/CyDtr8mvrcnP5Q5HjRoEL2m61i7du2YY1qy1DpG7vfXvn17Rd9blMJvg5xvN0B0Aya6hRv0rtnYJzElJUWX13h9/CYshCiBEjJNdP78edhsNgCAKIq49957cddddyE1NRX5+fn49ttvMX/+fBQVFeGhhx7CihUr0K5dO6ZiJjq64Tb1JpMJYWFhqKioQFlZWYPntVZtUonUiYyMZI6NVcUQnFWQzPorVVY7Y2kecxwbG4v8/HwUFBQoFJE80ZpbaUJupRFpVpdCEREtul5lwIVy9i27bdu2OHLkiEIREaW53W7muGanJTcg0My5JfgKGYPBoMu/r9rPurXckoACuwFtwt0NPIIEi6tchYzFYtHlNV7fgAEDlA6BEFqy1FTXr19HSkoKjEYj3nzzTbz44ovo0aMHYmNj0blzZzz11FN4++23AQClpaV48803AcCzJS5Qs1azMRaLBQA8OzmRwGjfvr3suTGW+q9KibScqTSHOe7UqZPi5bYdOnSQJVv3XKc7LjyT0Lxux809X+t2c9dUREREs5rLE+3he30IkgtCNe201CIuJwzcLlV63X0mPDxctnPbVZt2li3p+b2Ifx4TEhIUioQQUh9VyDTR0KFDsXXrVoiiCJPJ+69t/PjxGDNmDLZs2YINGzagtLSUaeJ7o4mjJNW86De1YXBLdO3aldmSm9QYMGAAduzY4Tk2leZATLhJwYiIjFuU9Y8ZP348evXqpVBAdcaMGYOvvvrKc7z7egimdaRlS/WlRbhwtBktLtpGUIVRfbuvs0njUaNGKdo/iahDdHQ0SktLPcfGqmKIligFIwpO/HIvg8GAsWPH6nY5Q4cOHZgNJmoqK7SxPFKv70WSBFzjKmQGDx6sis9QhOgdJWSaqaFkTK1x48Zhy5YtcLvdOHr0KHOXoX61jDe1X79RJU1rmM1m3X7AaMzNN9/MJGSMZblU+q0yxvKrEKS6D0YGgwFDhgxRxfU8duxYJiGTU2lCXqUBqVYq8a7VMVL06/la5m25kp4ni6ROeno6Dh065Dk2VJUAsdToubkM9hLmODU1FREREcoEowLt27dnEzIaqpDR63tRqUNAtYu9MdyxY0d6HyFEBWi26WP1u9MXFRUx/Ulqd1vyRhRFVFXV3FGnLegCb9CgQcyxQayGobJQoWiIN/xype7du8v6/yilZ8+eiI+PZ8b4iga9G5joQEp40z7YpoaLGJCo70aD9fFL4KKjo9GnTx+FoiFqwu8ERI19W4Zv6Kv33cv43QOvVGonIaPX96I87jkMDQ2lJUuEqAQlZJqpdllRQ+rveBEWFsZ8WMrLy/PyiBrXrl2Dy1Vz9z81NbV1QZJmS0lJQfv27ZkxUxn1kVETvq/P4MGDFYpEzmAwYOTIkczYzmshuMHLha6EGIGHulXCcIP1+AZBwv90r0SIdj7/t9rOa2xy75ZbbrlhtSbRBz5xwFd6kKbhE1n8luJ6wyf6cjWUkNHre1FOJfue0aFDB7+2SCCENB39JTbRU089hZtvvhkTJ05s9LwzZ854/r9jx45ISkryVLzUL//kHT9+3PP/3bp1a2W0pCX4Cb6Rq8ggyhGqy2G0lzJjakrIADV9ZOq7YjPhfLlGPsn5SGa0iBf6lyE5zPua/NRwES8MKENmlDZKxH3hUoURlyrYD9KjR49WJhiiOnziwLPTEmkWfoclvVfI8AmZMqcB5Q5lG+j7kh7fi/ikGv8cE0KUQwmZJoqIiEBxcTEuXLiACxcueD1HkiSsWbMGQM1WuLU7YIwaNQoAsHXrVtk2lbU2bdoEAEhMTETXrl19HD1pCllCpiIfEBvv+0MCg1+uFB0djc6dOysUjXc9e/ZkliwCQNZVWrbEy4wW8ad+pbLxX3epwN8GlWrqA7AvZF1hr6GEhAT069dPoWiI2vCJA9ppqQW87LCk98lqamqqbAMILVXJAPp7L6KEDCHqRQmZJrrjjjs8///SSy95Pefjjz/2VMHMnj3bs6vStGnTAAAXLlzAokWLZI87fPgwvv32WwDAAw88oPg2vnrVp08fprmZAAmmkssKRkRqmUouMceDBg1SXamtwWDA+PHjmbFd10Ih0s1qGbOXp25gokMzpeG+4nLLlyuNHz+e2b2P6FtsbCyiothdlaiPTPMYuOpLQRBkS5j1xmg0yn4HORpLyAD6eS+SJErIEKJm6prRqNiAAQMwefJkAEBWVhZ+/etfY8+ePSgqKsLJkyfxwgsv4K233gJQU2lxzz33eB47dOhQjB07FgDwyiuv4O2338bly5eRn5+PZcuW4cEHH4Qoimjbti3zOBJYoaGhGDhwIDPGJwKIAlxOGMuuMEPDhg1TKJjGTZgwgTmucBpwqJC2mSctc7TIjFIH+zbNX2NE3wRBkE2sjFXN2NOXyJYrpaSk+HW3y2DBL4fje5CQ4FHiEFApsu8leu+TRIia0KtrM7z66quw2WzYsmULdu7ciZ07d8rOGTZsGP71r3/J7t6/9tprmD17No4cOYK5c+di7ty5zNcTEhIwb948XW+zqAbDhw9ntr82leYAbhdg0NjtkiBiKs2BUK8ngslkwpAhQxSMqGGpqano1asXjhw54hnLumLBgERnI48ixLvt3JK3rl276r63BZFLT0/H4cOHPcdUIdM8/A5LNFGtwf8eLlfQ56Bgdamcne6FhYUhOTlZoWgIITxKyDSDxWLBnDlz8P3332PFihU4cuQIysvLER0dja5du2L69OmYPHmy1yVH0dHRWLRoERYtWoRvv/0WZ8+ehcPhQFpaGsaMGYP/+Z//kW2bSwJv6NChEATBs5uW4BZhLMuDK6adwpHpl6mYrVLq168frFarQtHc2IQJE5iEzMFCM8odAiJDaMsl0nSVTgEHCtjtrqk6hngja+xrpwqZ5uArZCghU+Omm25iji9VmOCWAAOtqg86F7nG8JmZmapb9k2InlFCppkEQcCECRNa9MHYbDZj5syZmDlzph8iI74QFxeHHj164OjRo54xU8klSsgoxe2GqZTt4zN8+HCFgmma0aNH47333oPD4QAAuCQBO66FYkI7u8KRkWCy61oInO66mY/JZPIsfSWkPn7JkqGqtGanJYEmXE3BVxRRb40afEKm2iXgWpUBKeHUGC3YXOR2fOzUqZNCkRBCvKF3a0I4/ITfVHK5piMaCThjxTUILgczptb+MbUiIiJwyy23MGNb80LpEiJNJknAljwLMzZ06FBER0crFBFRM76io2anpXKFogkytMNSg+Lj4xEXF8eMXSyn+7jB6BJXIcMn2wghyqKEDCEcfsJvcNpgqCxQKBp9M5VcZI47d+6MpKQkhaJputoG4LVyK004U0YfZEnTnC83yj5AT5kyRaFoiNrFxMQgJiaGGaPGvk3DL1cyGAxo144qYmt5W7ZEgkuVKOBaFVXIEKJmlJAhhNOhQwfZBzJT8cUGziZ+I0my37valyvV6tu3L9LS0pixrbm0awdpmm1cdUxycrJsBzhC6pP1kaHGvk3C/57S0tJoh6V6+ITMhTJq7Bts+OVKRqORqsAIURlKyBDixYgRI5hjc/F5WrYUYIbKfBgclcwYvxRIrQwGg6xK5sfroah0UjdE0ji7COy8xk4IJ02aBKORJkKkYfI+MlQh0xR8JRE19GV16dKFOT5XbqKPQkHmHLfMLCMjAyEhIQ2cTQhRAiVkCPFi9OjRzLGhuhwGW6EyweiUueg8c9yuXbug+rA8ceJEZhLtcAvYeY0+BJHG7boeCrurLnFnMBhw++23KxgRCQayChkbJWSagk9cUeUAq1u3bsyxTTTgWhVNHYLJOW65dNeuXRWKhBDSEHpVJcSLzp07IyUlhRkzFV1QJhg9kiSYii8wQ6NHj/a6pbxaxcXFyZZYbc2z0N1F0qiteWx1zJAhQ4KibxJRVmZmJnNssJcCbpdC0QQPPnHF/x71LjExUdbYl5/gE3Xjny8+yUYIUR4lZAjxQhAEWZUMLVsKHG/LlcaMGaNQNC3HL1u6VGGiD7OkQRfLjThXZmbGqJkvaQrZTkuQYLCXKBNMkBCcVTCIVcxYRkaGQtGokyAIsgn8WXoPCxqlDgEFdna5K1XIEKI+lJAhpAHely0VKROMzgT7cqVaAwcORHJyMjO2iZr7kgZszmWb+SYkJGDIkCEKRUOCSXh4uKyqk96vGsf/fkJDQ5GamqpQNOrFT+ApIRM8+BtAFosFHTp0UCgaQkhDKCFDSAO8LlsqPt/A2cRnNLBcqZbRaMQdd9zBjP14PRQV1NyXcGyigOyrbLJuypQpMJlo8kOahq/uMFIfmUbx/WM6duxIzbO94CtkLpab4KDVcEHhTCn7/tGlSxe6xglRIUrIENIAr8uWimjZkr9pZblSrUmTJjGTaqdbwPYrVCVDWNlXQ+Fws818+SVvhDSGT8jQTkuN43dYouVK3nXr1g0GQ910wSUJtPQ2SJwuYZfA9uzZU6FICCGNoYQMIY3wumypskCZYHTCXHiOOQ7W5Uq1YmNjMWrUKGZsc64Fbsrrkf+SJGAzt5RtxIgRSExMVCgiEoxkjX2raMlSY/glS5SQ8c5qtcp+Nz+VUkJG7US3fMvrXr16KRQNIaQxlJAhpBGdO3dGWloaM2YuPKtQNDoguWEqYhMyY8eODcrlSvXdeeedzPG1KiOOF5sbOJvozakSE3Ir2Q/O/FI3Qm5EViHjrILgrGrgbJ2T3DBUlTBDtMNSw/jKitOl9P6ldhfKTXC62c9OPXr0UCgaQkhjKCFDSCMEQcCtt97KjJmKzgGSW6GItM1YlgeDaGfGbrvtNoWi8Z1evXohPT2dGaPmvqQW38y3bdu26N+/v0LRkGCVlpYGi4W9lgy2QoWiUTdDVQkEiW2EQhUyDeMrK34qNVGVp8qd5qqYOnbsiMjISIWiIYQ0hhIyhNwAn5AxiHYYy/IUikbb+Oqjrl27om3btgpF4zuCIGDatGnM2IGCEBTZ6SVY70qqBezJD2HG7rzzTqZnAyFNYTQa5Y19Kykh4w2fqEpOTkZ0dLRC0agfn5CxiQbkVlJzWDU7Rf1jCAka9ImPkBto164dunTpwozRsiU/cIkwFV9khsaNG6dQML532223ISwszHPslgRsyaMqGb3blmeBS6orKw8JCcGECRMUjIgEs86dOzPHVCHjnZH7vXTq1EmhSIJDUlISkpOTmbETtOxWtdxSzVLY+qh/DCHqRQkZQppAtmyp+CLgEhWKRptMJZcguOt+pwaDAWPHjlUwIt+yWq2y5Vdb8ywQafWbbrnckCXlxo0bh6ioKIUiIsGOTyzwiQdSw8BVDvGJLCLXr18/5pgSMup1sdwIm8hO8fjnjxCiHpSQIaQJxo4dyywhENwiTCWXFIxIe/iqo/79+yM+Pl6haPyDX7ZU6jBgH7dchejHwUIziqrZsn/+GiGkOfiEjKG6HBAdCkWjUpIkS1TddNNNCgUTPPgJ/ckS6iOjVie45Urt2rWjXfsIUTFKyBDSBPHx8bIPI7RsyXcEZxWMZTnMmJaWK9XKyMhA7969mbGNXENXoh8bc9jnvlu3brLlkYQ0R3p6OkwmdqkCVcmwhOoyphoToAqZpuA/A1WKBlyqoD4yasTv4ti3b19lAiGENAklZAhpIn65ibE0B4LTplA02mIqOgdBqrvVFhISgpEjRyoYkf/wW2CfKjEjhz7U6s6VSgOOFcub+RLSGiEhIejYsSMzZrAVKRSNOvGNjmNjYzVXjekPSUlJSEtLY8Zo2ZL6iG7gNFchQ7v2EaJulJAhpIlGjhzJbCkqQIKJqmR8wlxwhjm+5ZZbYLVaFYrGv0aOHInY2FhmjKpk9GdzHvucR0VFYcyYMQpFQ7RE1kemskChSNTJaGN/H506dYIgCA2cTerjq2SOFlFCRm3Olplgd7HXM1XIEKJulJAhpInCw8NlVRvmgjOARIuoW8NgK5KV1E+cOFGhaPzPbDZjypQpzNiOq6Gooh7RulHtArZfYZv5Tpo0CaGhtOsWaT1+2ZuxMl+hSNTJwCWoaJlg0w0cOJA5PllihsOlUDDEqyOFbJIsMzNTdhOIEKIulJAhpBn4RIGxqpjKwVuJr45JSEjQfHnt1KlTmSbRdpeAHVdpMq4Xu66FMjtgCIKAqVOnKhgR0ZJu3boxx4bqMkCsVigalZHcsooh/vdFGjZgwADmvcvpFnCyhKpk1ORwEbsUdvDgwQpFQghpKkrIENIMffv2RXJyMjNmLvhJoWg0QHLLln2NHz8eRqO2e6okJSVh2LBhzNimXAsVW+mAJMmb+Q4ePFjWm4GQlsrIyEBICDspoyqZGoaqEllDX0rINF1kZCS6d+/OjB2hZUuqUeYQcKGcbepNCRlC1I8SMoQ0g8FgkDX3NRWdA9xUs9sSxtJcGMQqZmzChAkKRRNY/PbGOZUmnC41eT+ZaMa5MhMuVrDPMzXzJb5kMplkuwYZKyghA8gTU23atKHlHM3ET/APF1JCRi34nj5hYWHo2bOnQtEQQpqKEjKENBO/bMkg2mEqzWngbNIYvrqoW7du6NChg0LRBFb//v3Rtm1bZmxTDjX31bpNuezStOTkZAwZMkShaIhWde3alTmmxr41DFxiiqpjmu//t3ff8XHUd/7H3zO7qy5ZbnKRu2xZLnK3ccVYrmBjugHjAqEmd8kvBHIp8COXcOR35heSH5dcDsiFckcw4BQIB4QYY4OB0A2mGAwYF8lNvdfd/f3hWNbMSLIs7e5oV6/n48Ejmu/OzH6kyJrZz3y+n689IXOkxqvCWj5OdAe7i62VcdOmTZPPR8IM6O74CwqcoSFDhjieOPiK9roUTfQyGuvkLTtoGYvlZr52pmk6KiPeLoxTWT2rfcSqykZDbx63JmRWr14d81P0EHmOPjLVhTSgl7NChoTMmcvOzlavXr0sY+8VxbWxNyKlKSC9b6tWYroSEB1IyACd4GjuW5Yvo6HGpWiik7f4SxnBQPO2z+dTXl6eixFF3vLlyy29HvxBQ68coUomVu08Eq/GwKmEm9fr1XnnnediRIhVjoRMU52M+kqXoukm/I0ya8ssQyRkzpxpmpozZ45l7L1CEjJu21vmtTSLl+T4/wlA90RCBuiERYsWKSHh1AdnQ0H5ir9o5whYBIOOqqKzzz5bqampLgXkjrS0NC1evNgytr0gXgEeZMecQFDaXmBNtp1zzjn0r0BYDBo0yFHF0NMb+3qqC2Xo1B9X0zQdvXbQMfPmzbNsf1buVVUj1Z1uetdWpZSdna2MjAyXogFwJkjIAJ2QnJysc845xzLmK9pLSXgHmdVF8tSWWsZ6aqWAfdpScb2HJokx6JNSn47VWqcmrV692qVoEOsMw3BMrfVUHnMpmu7BU3Xcsp2dna34+Pg29kZ7Zs6cafnZBYKGPijiuuWWYNBZpTR//nyXogFwpkjIAJ1kTyCYdRXyVPXsG96OslfHDBo0SFOnTnUpGnfl5OQ4ntK+VMC0pViz3dbMd+TIkcrNzXUpGvQE9t+vnn59siek+PfXeQkJCZoxY4ZljD4y7jlY5VFxvTXhT0IGiB4kZIBOys3N1dChQy1jvkKa+56Wv1G+4n2WoXPPPVem2XP/HNkrJT4o9qmIVStiRmm94SgnX716tQyDEn+Ejz3hYNaWSk31LkXjsmDAkZAiIdM19g/8HxTHqd7vUjA93Nu26pjBgwdr5MiRLkUD4Exxxw90kmEYjioZb+l+yd/gTkBRwlu6X0agsXnbMIwetbpSa/Ly8pScnNy8HZShHUcopY8VrxxOUCB4KvmSkJCgpUuXuhgReoIxY8ZYlrw15Jy201OYNaUyAk2WMfuULpyZOXPmWB6kNAQM7aJKJuKCQenNY9b7hfnz55PwB6IICRmgC5YtW2a5ITECTY7qD1jZq4hmzpzZ4xvPJSUlOT6gv3w4QU2BNg5A1AgEpe2HrTfLixcvVkpKiksRoaeIi4tzrCLUU6ct2b/vzMxM9enTx6VoYkN6erqmT59uGXvzOAmZSNtf6XH0J+tpK1YC0Y6EDNAFffv21dy5cy1jTFtqm1lbJq/txrinNvO1s09bKm8wmZMfAz4o9qnENrf//PPPdyka9DSOPjI9tLEv05XCw/7Bf3dxnGqaqMyIpDeOWxP+gwcP1tixY12KBkBnkJABumjlypWWbU9NkczqYpei6d7syar09HTH8pk91ahRoxwl9DsKmLYU7exLXWdnZysnJ8elaNDTOBIy1UWSbepOzAsGaegbJvPnz5fX623ebgwYeq+Q1ZYiJRCU3jxmfXCTl5fHdCUgypCQAbpo1qxZ6t+/v2XMV/iZS9F0YwG/vMVfWIaWL19u6XHQ09mrZD4qjdNxmvtGreI6Ux/YljBnqWtE0oQJEywfzoygX56qQhcjijyjvkJmY41ljIRMaKSmpmrWrFmWsTeO8SAhUr4o9zoqMJmuBEQf7vSBLvJ4PI5pN76SLyV/YxtH9Eze0gMym+osY6tWrXIpmu5p4cKFjt4iLx/m5jZavXw4XkGd+jCcmJjIzTIiKjU1VaNHj7aMeSqPuBSNO7wV1u+3T58+jhUS0Xn2v2kflvhUWk+FRiS8etR6fzBixAhWVwKiEAkZIATOPfdc61NIf+OJFZfQzFdkrRqaPHkyN8U28fHxWr58uWXslSM0941G/oD0im2lrCVLligpKcmliNBTTZ061bLtqTzqUiTusCegpk6dypSOEJo7d64SEk5NzQzK0GtHeZAQbvV+6Q3bdKUlS5bwuw1EIRIyQAgMHDjQUbYbd5xpSycZdRWOp5RUx7TO/nMpbzBZSjQK7S5xNvNluhLcMGXKFMu2p+p4z+kjEwzKU2FNQNkTVOiapKQkLVq0yDK280iCgkGXAuoh3jkepzr/qY9xpmlq2bJlLkYEoLNIyAAhYv8g7ak+LrOm1JVYgt54BbynnlgFvAkKet17YuUrsjbzTU1N1dlnn+1SNN3byJEjnc19mbYUdXYctjbzHTt2rMaMGeNSNOjJJk+eLNM8dbtnBAMnkjI9gFlXJrOp1jJmT1Ch684991zL9pEaj76o8LaxN0LhlSPWa8z06dOVkZHhUjQAuoKEDBAic+bMUe/evS1jrjX3NUzVD5+joCdOQU+c6ofPkQyX/rkHAvIVfW4ZWrZsmeLjSTK0xb4s8kclPhXS3DdqlNSZer/I2syXpa7hluTkZMcyuJ6KntFHxv599u/fX5mZmS5FE7tyc3MdP9edR7jGh0thrak9ZdZrjD0pBiB6cIcPhIjX63U29y3+wrXS8KY+I1U1bZ2qpq1TUx/3mrx5yw7KbLQ+oWS6UvvOOeccS3PfoAya+0aRV47QzBfdi70qxNtDGvva++XQPyY8DMNwJATeOBan2h4yMy7S7P3JUlJSNG/ePJeiAdBVJGSAEFq5cqVl2/A3yFuy351gugl7ldDEiRNZBeA04uPjHXPBXzmSID/Nfbu9QNC5MtbixYtp5gtX2fummNWFsb8SYDDYakNfhMeyZcssU+Pq/KZep7lvyDUFnFNilyxZQtUxEMVIyAAhNHjwYM2YMcMy5iv81KVo3GfUV8pTUWAZY+pGx9iriMoaTL1f7Gtjb3QXH5X4VGxr5ktFGNyWm5srr/dUTw+jlWRFrDFrimU21VvGSMiET0ZGhubMmWMZ21ZAc99Qe6cwTuUN1o9vNIwHohsJGSDE7B++vFXHZda609zXbb7Cz9SyODwlJUXnnHOOW+FElVGjRmncuHGWMftTMXQ/9gbMo0ePdvTvACItMTHR0SzcW37YpWgiw1tufRgwdOhQDRw40KVoeoYLL7zQsp1f7dVnZTT3DaVt+db7gEmTJmnUqFEuRQMgFEjIACE2f/787tPc10008+0ye3Jvd7FPJXX82e6uyhsMxxLlq1atomcFuoWZM2datu3Vi7HG/v3Zq1cRetOnT3c0932xgAcJoXKoyqPPyq2VshdccIFL0QAIFe7sgRDzer2O5na+Ivea+7qFZr5dt2jRIiUmJjZvB2U4mvmh+9h5JF7+4KnkS3x8vJYsWeJiRMAp9oSEp65cRn2VS9GEmb/RsbS3PSGF0DNN01El825hnErrSUqHwou26pjevXvr7LPPdikaAKFCQgYIA3vi4URz369cisYdrTXzpaz2zCQlJTk+0L98OF4B5uR3O8Gg9LJtSpl9tSzATWPGjFFaWpplzBujVTKeyqMygqe6oHs8HsdKUwiPFStWWCph/UHDMc0GZ66y0dBrtibJ559/vnw+essB0Y6EDBAGrTf33etSNJHXWjNfqmM6x/5zK6736KMSbsC6mz1lXh2rtTbzpYE1uhPTNDV9+nTLmKc8NhMy9kTThAkTWOksQlJTU7V06VLL2LaCBNX1rCLhkNuWn6CGwKlKI4/Hw30VECNIyABh4mzue6zHNPf1Fe61NPNNTk6mmW8njR07VmPGjLGMbT/MtKXuZoetT8KIESM0YcIEl6IBWmeftuOtOCy1qCSJFR5bw2L6x0TWZZddZtmubjL1yhGqZDqrwS9ttVUZ5eXlKSMjw6WIAIQSCRkgTObNm9dKc98eUCUTCMhXZP0+ly1bpoQEbsY6y57ce78oTmXMye82KhsMvVNobea7cuVKmvmi27EnJgx/g8zqIpeiCQ+jvkqeujLLGP1jImv48OGOJbBfOJQgf+zl/iLitaPxqmy0fmS7/PLLXYoGQKiRkAHCxOfzacWKFdaxHtDc11t+yNHMl6kbXbN48WJLQssfNLST5r7dxmtH49XUopmvz+fTsmXLXIwIaF1GRoZGjBhhGfOW57sTTJjYv5+0tDRlZ2e7FE3PZU8YFNZ59K5tFTqcXiAoPX8o0TI2Y8YMjR492qWIAIQaCRkgjFauXGnZNvz18pYecCmayLA3850wYQLNfLsoJSVFixYtsoy9fDiB5r7dQDDonEK2cOFC9erVy6WIgPadddZZlm1vWWwlZDy2hMysWbPk8Xja2BvhMnnyZOXk5FjGnj2QqCDXrTOyq8inozXW31+qY4DYQkIGCKMhQ4Zo2rRpljF7wiKWGPVVjpthms6Fhv3neLzOoz2lXpeiwUl7y706UmP9/8GeiAW6E3tCxlNTJMNW1Ri1Av4TfXFamDVrlkvB9GyGYTgSB19VevUhTek7LBiUnt5vbUadlZVFTyQgxpCQAcLMPl3HW3lURm25S9GEl6/I2czXXtmBzhk/frxjqsH2w/TlcdsOW3XMkCFDWF4X3Vpubq4SE61TIOyJ9GjlqTwqo8W0YMMwSMi4aMGCBRo8eLBl7On9VMl01O4Sn/ZXWhP+V1xxBf3JgBhDQgYIs/nz5ys9Pd0yFheLVTLBgKNp8dKlS2nmGyKGYTiqZN4tjFNFAzdmbqluNPTWcWtChma+6O58Pp/jCXus9JGxfx85OTmO6y8ix+v16qqrrrKMfV7uo7qzA4JB6amvrInTzMxMHnIBMYiEDBBmrTX39RZ/IQX8LkUUHp7yfJmNNZYxpiuF1rJlyxQXd6opIs193fXq0Xg1Bk4lX7xer5YvX+5iREDHOPrIlBfExPLX9kqf2bNnuxQJTlq2bJkGDBhgGbNPw4HTx6U+fVlhnd61bt06eb0ks4BYQ0IGiAB7TwmzqU7esoMuRRMe9uqYcePGsQpAiKWlpemcc86xjG2nua8rgkFpe4E1GbZgwQL16dPHpYiAjrMnZAx/gzxVx12KJjSMugp56qzTge3fJyLP5/Np7dq1lrE9ZT59VkZioT1P77dWxwwcOFBLly51KRoA4URCBoiAoUOHavLkyZYxewIjmhkNNfKWHbKM0dg0POw9iY7XevRJKU0SI21vuVeHbc18V69e7VI0wJnp37+/srKyLGOeKF9tyVtuvQb17t2b5a67iXPPPVf9+vWzjP3JNh0Hp+wp9eqzMut1fe3atVTHADGKhAwQIfYEhaeiQEZ9pUvRhJav6HMZOlWmkZCQoLy8PBcjil0TJ050NvctYNpSpL1UYO2NNHToUJr5IqrYp/PYExrRxv5QYNasWTJNbnO7g7i4OF155ZWWsU9K4/QJvWQcgkHp9/usU7r69evnmPoOIHZwpQIiZOHChUpOTm7eNnQikRH1gkH5iqzVPnl5eUpKYo54OBiG4ajEeK8oTmX1NJKNlMoGQ28fj7OMrVq1ima+iCpz5syxbHtqS6P3IYG/UZ7Ko5ahuXPnuhQMWrNq1SpHlcwf9iWx4pLN7hKfPi+3VsesX7/e0j8OQGwhIQNESHx8vGP+r69wb9Q3UvRUHpFpu4lnulJ4LV26VPHxp6piaO4bWa8ejVdT8FTyxefz0cwXUWfcuHHq1auXZcxeZRItvOUFMlpcS71er2MlKbgrPj5e69evt4x9Xu7ThyVMuT0pGDyRpGpp4MCBOu+881yKCEAkkJABIsjR3LexRp7yApeiCQ17L5wRI0Zo/PjxLkXTM6SmpjqmhNHcNzICQWmbbbrSwoULWVoXUcfj8TinLUVtQsYa9+TJky0VqegezjvvPA0cONAy9nuqZJq9WxSn/ZXWaVwbN26Uz0fSCohlJGSACBozZozGjh1rGbNP94kqTfXylh6wDDF1IzLs05aK6jx6v4ibtnD7qMSn47UeyxjNfBGtHNOWKo9I/kaXoumkYFAeWyKJ6Urdk8/n08aNGy1j+yu9eqeQ6TiBoPTHfdZGx0OHDmVlJaAHICEDRJi9SsZbdkhGY61L0XSNr2SfjKD/1LbPx81DhOTk5DhWEHnRVrmB0LNXx4waNUq5ubkuRQN0zcyZM+XxnEowGsGAvFFWtWlWF8psqrOM2RNN6D6WLl2qoUOHWsZ+vy9R/uievd1lrx+NU361tTrmmmuuYWUloAcgIQNEWF5enqU5mxEMyFu8z8WIOs8+XWnevHmOngQID8MwdNFFF1nGPiqJ05Ea/qyHS2Gt6ahCuvDCC6kIQ9RKTk7W5MmTLWPRttqSfZrViBEjNHjwYJeiwel4vV5dc801lrEjNV69erTn9kFr8Dt7x2RlZemcc85xJyAAEcWdOxBhKSkpOvvssy1jvqK9irZJ1GZNiTw1xZaxc88916Voeqa8vDylpaVZxuzLMSN0XipIUFCnki/JyclasmSJixEBXeeYtlR2KKqazXvLDlq2qY7p/s455xyNGTPGMvbHrxLV4G/jgBj3UkGCiuutU2Gvv/56lm0Hegj+pQMusCcuPLWlMm3Jje7OvmR3v379WNUiwuLj4x2/SzuPxKu+h97UhlODX3rFtpLV8uXLWd4dUc/eb8VsqpNZXeRSNGfGqK+Up7bUMkZCpvszTVM33nijZay03qOt+T3vgUJNk6E/H7D2jpk8ebLOOusslyICEGkkZAAXTJ06VQMGDLCMRVVz34Bf3uIvLUPLly+39CJAZKxevdoyZaamydTrPbj0O1zePh6nykbrJfOCCy5wKRogdDIzMzVixAjLmLf0YOs7dzP26UppaWmaMGGCS9HgTMyYMUPTpk2zjD1zIFHVjT1rCuhzBxJUZbu23HDDDUyFBXoQEjKAC0zT1IoVKyxjvuJ9UqDJpYjOjLf8kKOJItOV3JGZmalZs2ZZxrbmJ0TbDLhuLRiUXsi3PsGcNm2ahg8f7lJEQGjZq2S85aFJyAS98Qp4T1U9BLwJCnpDlzBubboSDwaixw033GDZrmky9YytWiSWldYb+ssh6/e7YMECkopAD0NCBnCJPSFj+Bui5qmkfbpSbm6uhgwZ4lI0sDf3za/2ak8pKzOEyuflXu2vtP487T9zIJrZEzKe2jIZdRVdP7Fhqn74HAU9cQp64lQ/fI5khOjWs6lBnsqjliGWu44uOTk5WrRokWVsa36Ciup6xseTP32VpIbAqUoY0zR13XXXuRgRADf0jL94QDc0aNAgR7mur/gLl6LpOKOxVp7yfMsY1THumjVrlmMZUXtFBzrvhUPWvgYDBw7kgx9iyrhx45Senm4Zs08H6qymPiNVNW2dqqatU1OfkSE5pyR5K/JltGg+7PP5NHPmzJCdH5Fx7bXXWqqaGgOG/rAv9q9fBdUevXzYWi127rnnUnkJ9EAkZAAXLV++3LLtKS+Q0VjrUjQd4y3ZJ6PFfJj4+HiWZnSZaZqOio33i3w6xhLYXVZUZ+rdojjL2MUXX8y0CMQUj8ej2bNnW8ZCNW0pXOwJoylTptBkOwoNGTLE0Y/r9aPxOlAZ239jn/wyybJqX0JCgmM5cAA9A3frgIsWLFighIRTT98NBeUt3udiRKfnK7I2812wYAE3wd3AihUrlJyc3LwdlNEjV6wItW35CQoErTfNVIQhFs2bN8+y7ak8KjXVuxTNaQQD8pZZKzXt8SN6bNiwwXIfEZShJ76M3fuKT0u92mVL9K9Zs0b9+vVzKSIAbiIhA7goKSlJCxYssIx152lLZm2ZPDXW5VCXLVvmUjRoKSkpSStXrrSMvXIkXrVNrNTQWfV+aUcrJeWpqakuRQSEz/Tp0+Xz+Zq3jWBQ3vICFyNqm6fquAy/NVnEctfRKz09XWvXrrWMfVQSpw+LfW0cEb2CQelxW7IpPT1dV1xxhUsRAXAbCRnAZfaEhqemWGZtqUvRtM9rSxb16dPH0QcH7rnoootkmqf+rNf5Tb18hCWwO+u1o/GqbrJeJi+++GKXogHCKykpyfH33L6KUXdhb4A/evRoDRgwwKVoEAqXXnqpo0LkiS+TFIixFQPfLozTvgpromnjxo1UGgM9GAkZwGXTpk1T3759LWPeom5YJRMMyldsna60ZMkSeb2s5tNdDBo0yFG2/9dDCfIH2jgAbQoEpecPWhtLzp4929E8GYglzuWv86Vg9/sDYu9vQ5Pt6NdaD5WDVV797WhcG0dEn6bAid4xLWVmZur88893KSIA3QEJGcBlHo9HS5YssYz5ivd1u5tgT+VRmQ3VljGmK3U/l112mWW7qM6jtwtj54Y2Ut4ritOxWmtTyUsvvdSlaIDIsE/7MfwN8lQecyma1hm15TJtS3KTkIkNy5cv14gRIyxjW/YlqcHvTjyh9lJBgo7bris33HADD7aAHo6EDNAN2BMbZmN1t7sJ9tqqY0aNGqXRo0e7FA3akpubq3HjxlnGnjuYqGCMlX2H23MHrA2RR48erenTp7sUDRAZGRkZGjNmjGWsu01bssfTp08fZWdnuxQNQsnr9erGG2+0jJXUe2KiQX1Nk6Gn91urLsePH6+zzz7bpYgAdBckZIBuICsrS1lZWZYxb0k3Wm0p4JevdL9liOqY7skwDF1++eWWsf2VXu0p4wlcR31e7tUXtjn+V1xxhQyDBsmIfY5pS7blpd3mLbfGM2fOHEvvLES32bNna8qUKZaxZw4kqqoxuv/+PnsgQZWN1t/Tm266iesKABIyoVBbW6vly5dr7Nix+uUvf9nmfo2Njfqv//ovXXrppZo6daqmTJmilStX6he/+IXKysoiFzC6pby8PMu2r2S/FOge05Y8FQUy/A2WsUWLFrkUDU5nwYIFGjx4sGXsOVs/FLTtuQPWn1VGRobOOeccd4IBIsw+bcmsr5BRW+5SNDZN9Y7qUaYrxRbDMHTTTTdZxmqaTP15f/Rew0rqTb1wyBr//PnzNWnSJJciAtCdkJAJgf/zf/6P9u/f3+4+9fX1uuaaa3TXXXfpww8/VE1NjWpra/XFF1/ovvvu0/nnn6+9e/dGJmB0S/aEjOGvl6eieyw56iv+yrI9ceJEVrToxjwej9asWWMZ210cp/wqTxtH4KQjNabeK7JWx1x22WXM8UePkZ2d7VjtprtMW/KW58vQqfmXcXFxTCWMQTk5OY6HPi/mJ6ioLjo/tvxpX6IaAqcqYUzT1PXXX+9iRAC6k+j8y9aN7NixQ0888cRp9/ve976nt99+Wz6fTzfffLO2bdumnTt36s4771RaWpqOHz+um266STU1NRGIGt3RoEGDNH78eMuYrztMW/I3yVt2wDK0ePFil4JBR61YsUJpaWmWsWcPRv88/HD7y8FEBXXqxjk5OVkrV650MSIgskzTdFTJ2KcJucU+fWratGlKSODvWiy6/vrrLYnwpqChP+2LviqZw9WmXjkSbxlbuXKlhg8f7lJEALobEjJdUFJSottuu+20++3evVvPP/+8JOm2227TTTfdpCFDhigjI0Nr1qzRgw8+KJ/Pp4KCAj3yyCPhDhvdmL1Kxlt6UAo0uRTN32MoPySjRQymaWrhwoUuRoSOSEhI0EUXXWQZe+NYvIpq+bPfltJ6QzttN86rV69WUlJSG0cAsWn27NmWbU/lMamp3qVo/i4YOLEMdwv2xBFix+DBgx3LQb96ND7qKj1/vy/JkuSPj4/Xxo0bXYwIQHfDnXkX3H777SoqKtLFF1/c7n4PPvigJCkzM9MxjUA6sSrKyYvOli1bQh8oosaiRYssDd6MQKO8ZfntHBF+9ubCU6dOVZ8+fVyKBmfioosuUnz8qQSDP2jouUM8TW7LXw4mqil46t+fz+fTJZdc4mJEgDumTZsmn+/U1D1DQXldnkLrqTru6GVGQia2rV+/3lIBFZShLfuiJ0H+ZYVX7xRak/yXXnqpY0oggJ6NhEwnbdmyRdu2bVNmZqa+//3vt7lfMBjUq6++KklauHChPJ7WM/snp4AUFBRoz549oQ8YUaFv376O1QVcXW3J3+BICNmreNB9paena9WqVZaxlw8nqKKBVR3sKhsNvXTYmqxasWIFN87okRITEzV16lTLmNurLXls75+VlaWMjAyXokEk9OnTx7Fq4K6iOO2NglUDg0HpyS+syaPU1FRdccUVLkUEoLsiIdMJhw4d0k9/+lOZpqlNmzYpOTm5zX3z8/NVWVkpSZowYUKb+40bN675648++ih0wSLqOKYtledLfnemLXnLDskI+k9te71asGCBK7Ggcy6//HJLIrgxYOgFqmQcth5KUL3f2nTxyiuvdDEiwF326hNPeYEUdG/lv9aWu0bsW7NmjXr16mUZ2/JlkoLBNg7oJj4u9WlPmbVB/FVXXaXU1FSXIgLQXZGQOUN+v1/f/e53VVNTo40bN2rmzJnt7l9QcKrENzMzs839BgwY0PyhqeUx6HkWLFgg0zz1T9MINMlb4c60JW+ptZnvjBkzHI1i0b1lZGRo+fLllrEX8xNU00SVzEm1TdLWfGuSKi8vz7F0ONCT2PvImE11MquLXInFqK+Sp7bMMmaPD7EpOTlZ69evt4x9Vu7Tx6W+No5wXzAo/d7WgLh///6Ovm4AIEndv+avm7n//vu1a9cujR49WjfffPNp9y8tLW3+2p7hb8nr9SoxMVFVVVWqqKgISaytaWxsDNu5ERpJSUmaNGmS3n///eYxb+kBNfUeEdlA/E2OBopz585VQ0NDGwegu7rkkkv0/PPPK/j3R4q1flPb8uN1/og6lyPrHnYcTlB1k/X5xGWXXcbvOnq0vn37avjw4Tpw4FRi3lt2SA0pkZ8mZK+OSUtLU1ZWFv9Ge4gVK1boySef1PHjx5vHfr8vURN6N8rohs8W3i/2aV+FNWG0bt06GYbB72w3ExcX53YIAAmZM/HRRx/p17/+tbxerzZt2mRpltmW+vpTqxKcbv+EhARVVVWpri58H5I+/fTTsJ0boTNy5EhrQqbskBTwS2bkVhfwVhRYVlcyDEO9evXShx9+GLEYEDqTJk3SBx980Lz9l0OJWja0TvHRtWBFyDX4pecPWp9kTpgwQVVVVfyuo8cbNWqUNSFTfkgNQ6ZHPA57L7MxY8bok08+iXgccM/ChQstC1/sq/Dp/WKfpvbrXg8aA0HpD7bGw3379tWgQYO4pnRD06dH/u8ZYMeUpQ6qq6vTd7/7XTU2NurrX/+6Jk6c2KHjWvZuME6Txj/59LrldBX0TLm5uZZtw98gT+WRiMbgLd1v2c7KylJKSkpEY0Do2HsTVTaa2l7gTi+ZFF9Qab5TvSjSfAGl+NxpCPDKkXiVNVj/5p5ssg70dC3720mSp6ZERmNNZIMINMlTedgylJOTE9kY4LqZM2eqb9++lrE/7ktSoAuXjnBci94pjNPBKuvz7uXLl7e5qAcAUCHTQXfffbf27dun3Nxc3XTTTR0+LinpVJa8ZbVMa06+3pHKm87KycmxLGWJ7mvcuHGWFbe8pQfk7zUkMm8e8DtW1Fi+fLkjUYTokZubq9dee01vvfVW89izBxOVl1mnuAjfJ5qGtGFstR789ERD9A1jq2W6UHbeGJD+54C1OmbKlCmOlamAnmrcuHF6+OGHVVNzKgnjKS9QU78xEYvBU3lMRuBUc3nTNHXRRRfRz6wHuvbaa3X33Xc3bx+o8urdwjjNzOjcNKBQX4sCQemPtt4xw4YN0/r160nIAGgTCZkO2Llzp373u98pPj5emzZtktfb8R9by27qJ1dbak1TU5Nqa2slSb179+58sKfh8/mYLxklFi5c6EjI1A+fIxnhr6DyVB6V4bfe4CxcuJDfnSi3ceNGS0KmvMHUjsMJWjY08r1kZmU0aFYnb6JD5dUj8Sqpt94kX3311fyeA38XFxen6dOna+fOnc1j3vL8iCZk7L3McnJyWI6+h1q+fLkef/xxHTx4sHnsqa8SNb1/Q6cTKaG8Fr11PE6Ha6yfEb72ta8pMTGxjSMAgClLHfLss89KOlHBct5552ns2LGW/1ouZ/2rX/2qeTw/P18jRoxofu3w4cP2Uzc7duyY/P4TT4BY2QOSHMtLm0118lQdb2Pv0LJPVxo3bpwyMiLfyBGhNWHCBM2YMcMy9uzBBDW6t5Kta5oC0jO26pjJkydrypQp7gQEdFNnnXWWZdtbfjiiy197yq0rT86aNSti743uxePx6JprrrGMHar26v0i9yu/A0Hpz/ut15SsrCydffbZLkUEIFqQkAmzjIyM5oqXltUOdi2b09nnbKNnyszMVFZWlmXMY5tGFBbBoKOBIjcUsWPDhg2W7dJ6j3YeCd80ye7qtaPxKqqzVsfYfzYATvTuaMnw10ds+WujvkqeujLLmD1BhJ5l4cKFGj58uGXsz/uTFHSnDVmzXUU+5Vdbq2M2bNhAX0gAp8VfiQ74yU9+ovfee6/N/955553mfW+88cbm8czMTEknLh6StGPHDgUCrT9V2rZtmySpf//+NKtDs7lz51q27Ut/hoNZWyKzsbrdOBC9Jk2apKlTp1rGntmfqKYeVCXjb6U6ZuLEiZo2bZpLEQHd14ABAyzVvpJzGlG42N8nLS1N2dnZEXlvdE+maWrdunWWsX2VXn1Y4l6VTDAoPb3furLS8OHDHZXOANAaEjIdEBcXp+Tk5Db/azk31OfzNY+fXFXpwgsvlCTt379fmzdvdpx/9+7deuaZZySd6PFwutWY0HPMnj3bsu2pLZNR33YvolCwN/MdPHiwhg0bFtb3RGTZK0GKe1iVzBvH4nS81lods379ev72Am2wTxOKVELGY3ufWbNm0RwVWrRokWN6/9P7E12rkvmwxKf9ldbqmHXr1lEdA6BD+EsRAXPmzGlecvauu+7SL37xCx06dEiFhYXasmWLrrvuOjU1NWnIkCG68sorXY4W3UlOTo7S09MtY/aESajZzz9nzhw+qMaYKVOmOFbMeuZAz6iS8Qekp2xPMnNycuhLAbTD/u/DrC6SmtpfObLLggF5K49YhuzTp9Azeb1eXXXVVZaxz8t9+qzMnbVK7L1jMjMztWjRIldiARB9SMhEyL/+678qNzdXfr9f9913n5YsWaL58+fr9ttvV3l5ufr166ff/va3SklJcTtUdCMej6eVhorhS8gYjbUyqwstY/YqHUQ/wzC0ceNGy1hRnUevHo39Kpk3jsXpWK2zdwxJR6Btubm5ltXHDEneiiNtHxACZnWRDH+jZczelBw917JlyxyLDTx3MPKrGX1R7tXecut0qauuuuqMVmQF0LORkImQXr16afPmzbrttts0adIkJScny+fzacSIEbrmmmv05z//2TFHG5BambZUcVSy3aSGiqc8Xy0/liYkJGjy5MlheS+4a/r06Zo4caJl7M8x3kumteqY7OxszZkzx6WIgOgQHx+vSZMmWcY8FW2vHBkKXtv5R44cqb59+4b1PRE9fD6frrjiCsvY+8VxOlwd2Y82zx9MsGz3799fS5cujWgMAKIb6dsQ8Hq9+uyzz067n8/n04YNG1jJA2dkxowZ8ng8zcuiG0G/PBVH5O8d+r4u9tWVZsyYYXkqithhGIauvvpq3Xrrrc1jRXUevXY0XgsHh3kqgkveOO6sjrn66qupjgE6YPr06ZZFDLwVhxXOvxT2hM/06dPD+G6IRitWrNCDDz6oqqqq5rEXDiXqmpzqdo4KncJaU+8UWu+RLrnkEvl87i/DDSB6UCEDdHOpqamOfh9hmbYUDMhbUWAZYrpSbGutSubpGK2S8Qecq2BQHQN0nH26kFlfIaO+qo29u8jfKE/VccsQCRnYJSUl6YILLrCMvXo0XhUNkUmyv3AoQcEWdcVJSUlatWpVRN4bQOwgIQNEAXtixF7KHQon5us3WMbs/WsQW05WybR0skom1rxxPE5Ha6iOATorKytLaWlplrFwTVvyVB6VETyVGfZ4PEyfRasuuugiS7+WxoChbQUJ7RwRGtWNhl4+Yn2flStX0gsSwBkjIQNEAfuTQbO+MuTLX9uTPCNGjFD//v1D+h7ofnpClQzVMUDXmabpuBaF4+FAa+cdP368kpKS2tgbPVm/fv20ePFiy9iL+QlqDPM17JUj8ar3n0rom6apSy65JLxvCiAmkZABokBWVpZz+esQ3wgzX79n6glVMlTHAKFhvy54Kg5LwWDI34frEc7EmjVrLNuVjabeOR6+/neBoBxVOAsXLtTAgQPD9p4AYhcJGSAKmKapadOmWcY85SFMyDBfv0eL5RWXAkGqY4BQcVRrNtXJrCsL6XsYjXXy1JZaxuzXP6ClrKwsx5S2lw6Hb9rSxyU+Hbc1iL/44ovD9n4AYhsJGSBKOJ5MVobuyWRr8/WnTJkSknOj+zMMQxs3brSMFcZIlcwbx6iOAUJl0KBBGjBggGXMU3k0pO/hqTpm2Y6Pj9e4ceNC+h6IPfbmvp+V+ZRf5Wlj76556bD12jhq1CjHQw0A6CgSMkCUcKxw0VQvs6Y4JOdmvj5mzJihCRMmWMaeifIqGapjgNCzVyJ4KkKckLEleCZMmMAywjitBQsWqHfv3pax7YdD/1ChpN7UriLrdKjVq1eT5AfQaSRkgCgxYMAADRkyxDIWqj4yzNdHa1Uyx+s8ej2Kq2TeOBanI1THACE1adIky7an8mhI+8jYEzKsroSO8Pl8Ou+88yxjrx6JV70/tO+zoyBegeCpa0hCQoKWLl0a2jcB0KOQkAGiiHPaUgieTDY55+uTkOmZZs6cqfHjx1vGorWXDNUxQHjYp7OaTbUy6ipCc/JWKj9JyKCjVq1aZUm41/pNvXU8dA8VAsETqyu1tHTpUiUnJ4fsPQD0PCRkgChivxH2VB2Tgl37tOyptDbzjY+PV05OTpfOiejUVpXM345FX5XMm61Ux2zcuJHqGKCLMjMz1bdvX8uYt/JISM7tqTqmlv9CfT4f/WPQYYMGDdKsWbMsY68dDd1qS5+WeVVSb72urF69OmTnB9AzkZABooi9VNzwN8q0VbecKW+Vtcpm/PjxzNfvwWbNmuX4APTn/YkKhH5l27AJBKU/H0i0jI0ZM0Zz5851KSIgdhiG4ewjE6LGvt5K5/UoPj76EsJwz/Llyy3be0p9KqkLzccde6P7UaNGacyYMSE5N4Cei4QMEEX69u2rwYMHW8a6eiNsP96e9EHP0lqVzLFaj948FrqnjOH2bmGcCqq9lrENGzZQHQOEiDMhc6yNPc8M/WPQVfPmzbNMIQrK0OshuH7V+6W3bdOfli1b1uXzAgAJGSDKOBsqduFG2N/omK+fm5vb+fMhJpx11lnKzs62jP35QHRUyQSDJyp6Who1apTmzZvnUkRA7LEnSszGahn1VV07aaDJcT3iAQHOVHx8vM455xzL2GtH47vcd/q9wjjV+U8l9U3T1JIlS7p2UgAQCRkg6rSakOnknYanulBGi2NN03Q0dUXPYxiG1q9fbxkrqPbq3cLuXyXzQbFPB6qs1THr1q2TaXK5A0Jl2LBhSklJsYx5qo+3sXfHeKqLuB4hJOzTlgqqvdpf6Wlj746xT1eaPn26+vXr16VzAoBEQgaIOvaEjNlUK6O+cytc2MvDs7OzlZSU1Mbe6EnmzZunkSNHWsb+vD8xlKvbhlwwKD1tq44ZOnSoFi5c6FJEQGxqLVniqSrs2jltx48cOZLrETpl4sSJGjhwoGWsK6stVTUa+rjU2luPpa4BhAoJGSDKZGZmqnfv3paxzk5b8lRZj6M8HCeZpumokjlQ5dX7xd234fPHpT59WWGNb926dfJ4uvZkFIDThAkTLNueqi5WyNiOpzoGnWWapvLy8ixj7xTGdfqBwvtFPvmDp6YrxcXFaf78+V0JEQCakZABooxhGI4+L57qTjyZDAblqS6yDNE/Bi0tXLhQQ4cOtYx15yoZe++YwYMHa/HixS5FA8Q2e0LGrCmWAk2dO1kw6JjyNHHixM6GBujss8+2bB+r9Si/unPJ+bcLrdU1M2fOpHoLQMiQkAGikKNU3JZY6QizrlyGv9EyZl/uGD2bx+PRunXrLGNfVvj0WZm3jSPc82W5V5+WWatj1q5dK6+3+8UKxIJx48ZZVi4zggGZ1cXtHNE2o6FKZmOtZcye8AHOxNixY5WRkWEZe6cTfdDqmqSPSqzXFnuyBwC6goQMEIVycnIs22ZtyRk/mTRtVTX9+vWjQR0cFi9e7JiL/+zBxDb2ds//HEywbPfr148lSYEwSk5O1ogRIyxjnZ22ZD+uV69eyszM7GxogAzD0IIFCyxjnUnI7C6JU2PgVOLR4/Fo7ty5XY4PAE4iIQNEoezsbMuqMUYwKLOm5IzOYa+qoToGrfF6vVqzZo1l7IPiOB2q6j59WY5Um3rPdqN92WWXKS6u+68KBUQzRx+ZzkyflbMh8Pjx4y3VN0Bn2Bu6H6ry6ljNmX30sSdxpk2bptTU1C7HBgAnkZABolBSUpKGDRtmGTvTFS7sN872qhvgpHPPPVdpaWmWsWcPdJ8qmecOJiqoUx/ekpOTtWrVKhcjAnoGx/TZmjOfPtvacTwgQChMmDDBsQjChyUdb0wfCEof2hrZ26tuAKCrSMgAUcp+w3pGfWQCfkdFDQkZtCUxMVEXX3yxZeyN43EqqnX/ElJab+i1o9aGixdeeKGSk5NdigjoObKzsy3bZn2V1FR/ZicJBhzXo7Fjx3Y1NEAej0czZ860jH1Y0vHKya8qvapusl7nZs+eHZLYAOAk9++mAXSKPYFyJqXiZk2JjGDAMsYNMNpz0UUXKSHhVJ+WQNDQXw4ltHNEZLxwKFFNLZYj9fl8uuSSS1yMCOg5RowYIZ/PWkFwpk3mzbpyGbYeaPZED9BZ9oTMJ6U+NQXa2NnGXh0zfPhwR6NgAOgqEjJAlLJXyJj1FR1+MmkvDx82bJhSUlJCFhtiT69evbRy5UrL2I7DCapqdK/PQ22ToZcKrNUxK1asUJ8+fVyKCOhZvF6vRo8ebRnz1JzZSkumLYHTv39/xzQToLNmzpxp6UdU7ze0t7xjq+/ZpzfNmjUrpLEBgERCBohaI0eOdCzp66kt7dCx9vJwnkaiIy677DJ5PKea+TYEDL18OL6dI8LrlSPxqvOfuoyZpqnLL7/ctXiAnsgxbekMK2Q8tqWyuR4hlNLT0zVmzBjL2IfFp5+2VN1o6Atb4sZebQMAoUBCBohSPp9Pw4cPt4x1dKUlj22/rKyskMWF2DVw4EDHqhUv5ifI38Hy71AKBKWt+dYpU/PmzdOQIUMiHwzQg9kTKGdcIWOr2GT6LELNXtnycenpG/vuKfNZmsXHxcVp8uTJIY8NAEjIAFFs1KhRlm2ztgMJmWBQpq2Sxn4eoC32/izF9R69VxT55aU/KPbpeK116W16xwCR52zsW9nxxr7BgOMBARUyCLXp06dbtg9UelTb1MbOf/dZmbU6ZuLEiYqPd68iFEDsIiEDRDF7ZYv9xrY1Rn2lo4GivQcA0JYJEyY4+hf91YXmvvb3zMrK4ukl4IKRI0c6G/t2sFrTrKugoS/Cbvz48ZYp3kEZ+qK8/SqZz8usr3N9ARAuJGSAKGZPyJi1ZVKw/fkj9hvlXr160QQVZ8ReifJZuU/7Kz1t7B16+VUefVxqrcq59NJLLY0bAUSG1+vVyJEjLWMdqtaUHNWaffr04XqEkIuPj3dMhfusnca+dU3S/irrNS03NzcssQEACRkgitkTMkagSUZ9ZbvH2G+Us7Ky+CCLM7Jw4UL17dvXMhbJKhl775j09HTl5eVF7P0BWDkSMjUdbDBvS8jYzwOEij2hYq+AaemLCp8CwVP3RR6PR+PHjw9bbAB6NhIyQBTr06ePY3nQ05WK2xv/Ml0JZ8rn8+mCCy6wjL1xLF6VDeFP7FU3GnrtqHUe//nnn8/cfsBF9kRKx1f8o58ZImPSpEmW7S8qvGpqo6B4r61/THZ2thISIj81F0DPQEIGiHKtTltqh8f2Ok8k0RmrV6+29I1oChp69Wj4kyJ/OxanhoD1yaU9OQQgspwN5kulYPC0x9kTNyRkEC4TJ060bDcGDB2qan2q7b4Ka0KG6UoAwomEDBDlHEtf15W1vXPA75jSNGLEiNAHhZiXnp7uWAJ7x+H4jnwG67RgUNpx2PqUcv78+erXr1/43hTAadkT+0agSUZDVfsH+Rtl1Fe0ex4gVNLS0jRkyBDL2P5KZx+ZYFD6yjZub2QPAKFEQgaIcsOGDbNsm3Xlbe5r1lfIkPUT89ChQ8MSF2LfypUrLdtHarz6vJ1GiV31VaVHB6us57fHACDy+vXrp9TUVMvY6frImLVlajnJ0TAMHhAgrOwreLWWkCmuN1XZaP14xMpfAMKJhAwQ5VpNyLRRpmDWWpM1ffv2VUpKSthiQ2ybMmWK44njjsPhm7b0sq06ZsCAAZoxY0bY3g9AxxiG4Zhu5DnNSkv2hr6ZmZn06UBY2RMr9koYyZmkSUlJ0eDBg8MaF4CejYQMEOXsCRkj4JfRUN3qvvbqGfuxwJkwDMNRofLW8XhVN4a+uW9dk/S3Y9Zkz8qVK2WaXMaA7sC59HXb1ZqS5LFNr2W6EsLNvvR1fpXH0dh3f4W1r0x2djYrUQIIK+5kgSjXp08fJScnW8bamrZEQgahtnz5cnk8p25gGwKG/nYsLuTv8+bxeNX5T90Um6apFStWhPx9AHTOmUyfbe11rkcItzFjxli2m4KG8qutCZj9Vc4VlgAgnEjIAFHOMIxWboTLWt3XPs4NMLqqT58+mjdvnmXslSOhn3bwyhFrdcysWbOUkZER8vcB0Dn2fmTtTZ+VJKPO2tCXfmYIt9amHxXYVlrKt23bkzgAEGokZIAY4LgRbq1UPBh0PJHkBhihYJ+2tL/SqyM1obu8FNaa+rzcZxmjmS/QvdivJ0agUUZTbes7BwIy60nIIPLsU+MKak5VxNQ2GSqp97S7PwCEGgkZIAbYG6uatqWtJUn+ehn+xnaPAzpj+vTp6t27t2XsjWOha+77hm0KVFpammbPnh2y8wPouoyMDMXFWf+tttVHxmiolBFkxT9E3vDhwy3bBS2mLB2usSZjTNPkPglA2JGQAWKAvQS3tYSMWWcdM02TKR8ICa/Xq0WLFlnG/nYsvr3ZCmfEntxZuHChfD5fG3sDcENrH1472s+sV69eSktLC1tswEn2pdUtCRlbP5nMzExHkhEAQo2EDBADBg0aZNk2GqqkoHXpALPBmpAZMGCAvF7nko9AZyxevNiyfbTGowO2ufidkV/l0aFq6++p/b0AdA/OPjIVre5nH6c6BpFir5AprDXV4D/xdYEtIWPfFwDCgYQMEAMcCZlgQEZDjWXMXjVjPwboivHjxzt+p+zLVHeGfbpSv379NGnSpC6fF0DotdrYtxX0M4Nb7IsZBGXo6N+nKtkrZEjIAIgEEjJADOjdu7cSEqwr25gNVZZto966TUIGoWQYhqNy5c1jcQp0YdpSMOicrpSXlyfT5NIFdEf2KUtGa/3MJEdDX/p0IFISExPVv39/y9jxuhOJmMI667WFRCGASOCuFogBhmFo4MCB1jHbjbC9Qsbedwboqry8PMt2Sb1Hn5d3flrcV5We5hvlk5iuBHRf9kS/2VDZ6tLXJg8I4CL7/U9hralgUDpe62l3PwAIBxIyQIxw3AifJiFjT+AAXTVq1CjHEqG7ijrfEPE927FDhgxRdnZ2p88HILwc02cDfhlNddadgoETfc7aOQ4IJ/vv2/Faj8obDDUGjHb3A4BwICEDxIh2EzLBIDfAiIj58+dbtncVdX41pPdtCZn58+fLMIw29gbgtr59+zqaxdurNY2GGseS11yPEEn2ypfjtaaO2apjfD6f+vbtG8mwAPRQJGSAGGFfwrplU1+jqdZxAzxgwICIxIWeZe7cuZbtIzVeHa0580tNUa2pg1XWD3b2cwPoXjwej+PacrpqzYSEBPXq1SvssQEntVYhU1hrvU4NHjyYfmUAIoK/NECMsDepMxurm7+2r7jk8XiUnp4eibDQw4wdO1Z9+vSxjHVm2tL7xdbKmrS0NI0fP75LsQEIP2e1pq3BvK1ac+DAgVS+IaLsv6PFdaaKbP3KqNoCECkkZIAYYU/IGA01zc0UzYZqy2v9+vWTx2O9+QBCwTRNzZkzxzJmn3rUEfYkzuzZsx1TIQB0P44+MqepkOGDLyLNfr/UFDR0qMrT7j4AEC4kZIAY4UjIBJokf8OJr20JGW40EE72qUWflXtV3djxJ+C1TdKeUmuFDNOVgOhgbxhvNtgTMvQzg7v69u3rqMr6ssKa8O/Xr18kQwLQg5GQAWJEazcPJytjSMggkqZPn664uFMVLoGgoQ9LOt7c9+PSODUFT90se71ezZw5M6QxAggPe0LGPmXWfj2y9z8Dws3r9ap3796WsZJ6a4UMCRkAkUJCBogRPp/PcYNx8sbXtN0Qc6OBcEpISNC0adMsY5+Udjwh80mp9UnlpEmTlJycHJLYAISX/fpiNlQ3T5+VrP3NJB4QwB2nuw/i9xJApJCQAWKIo7HvyQoZboARYfaEjH0KUnvs+06fPj0kMQEIP/sH3RPTZxtPbASDjooZrkdww+l+73hwBSBSSMgAMcRxI9xYK0kyG603wH379o1YTOiZpk6datk+VutRcd3pLznlDYYKqq0VMlOmTAllaADCqNXpsycfCvgbTiRoWiAhAzec7j7IvlogAIQLCRkghjimLDWdSMgYjXWWcW40EG5ZWVlKTU21jO0pPf0qSfbqmMTERI0dOzaksQEIn/j4eKWlpVnGTlbF2KfPSjwggDvS09PbfM00TcfvMACECwkZIIY4EjKNdVLAL+Pvqy2dREIG4WaapiZPnmwZ68i0Jfs+kyZNYrlrIMo4Vv1rY/psenq6pQE4ECntJWR69eol0+QjEoDI4K8NEEOcCZna5mlLLbV3IwKEin3a0p6yDiRkbPvYzwGg+3P0M2tsvUKGPh1wS3v3QdwjAYgkEjJADLEnZMymWhlN1ulKHo/HMZUECAd7MqWozqPC2rYvO2X1ho7WWJceJSEDRB9HP7PmChkSMuge7PdLHX0NAEKNhAwQQ5zLXtfKW57v2IdSXETCyJEjHfPwv6xoe/qR/bWkpCSNHj06LLEBCB97X5iTfczsCRn6x8AtvXr16tRrABBqfCoDYoi9N4wRaFR8wXuWMZ78IFIMw9C4ceMsY1+1k5DZZ3stJydHHo+njb0BdFf2KR9mGw3muR7BLe017aWhL4BIIiEDxJCOzHtmbjQiKScnx7JtT7q09xqrKwHRqdUG85KjpxkJGbglJSWlU68BQKiRkAFiSFpamoYOHdruPhMnToxQNIAzIfNVpVf+gHO/QPDEay3Zq2sARIfWGsxLcvQ04wEB3BIfH9/mCn702QMQSawlCsQQwzD0z//8z/r3f/93FRQUWF7zer2aNm2arrjiCpeiQ09kT8g0BAwdrvFoaIrfMn6s1lRNk/UZgf1YANHBkZAJNEqBJpm2Chn7NFsgUgzDUGpqqkpLSx2vUSEDIJJIyAAxJisrSz//+c/dDgOQdOKD2YABA3Ts2LHmsX0VXkdCxt5bpk+fPo6lcwFEh9amIhkN1TL8DafdD4iUlJQUEjIAXMeUJQBAWDka+1Y6nwW0Nl3JMIywxgUgPFJSUuTz+SxjnlrnB1+mLMFNGRkZZzQOAOFAQgYAEFbZ2dmW7fwq58pJh2xjY8aMCWtMAMLHMAznSku1ZdZt02Q1G7hqzZo1jj4yU6dOZbosgIhiyhIAIKxGjBhh2S6o9igYlFoWwBRUWy9HI0eOjEBkAMIlLS1NhYWFzdtmXYXjddPkuSDcc9ZZZ+mxxx7T3r17FQwG1atXL40fP57fSwARRUIGABBW9uRKdZOp8gZD6fFBSVJVo6HyBusNsD2JAyC62KtfzHprQoaVbNAdZGRkMEUJgKtIAQMAwmrAgAFKSEiwjOW3qIgpqLZOV/L5fMrMzIxIbADCw55wMVqpkAEAoKcjIQMACCvTNDVs2DDLWMskjD0hM3ToUMe8fgDRpVevXpZts6nOsk1CBgAAEjIAgAiwT1tqmYTJtyVkmK4ERL/TTUkiIQMAAAkZAEAEtNbY96TDtoa+JGSA6He6hAs9ZAAAICEDAIgA+5Sl47WeFl+b7e4LIPqcLiFDhQwAAKyyBACIgEGDBlm2yxtM1fsljyEV11kTMoMHD45kaADC4HQVMFTIAABAQgYAEAH2hIwkFdV55DWCCso47b4AoktycnKXXgcAoCdgyhIAIOwSExPVu3dvy9jxWlOFddaGvikpKTw5B2JAUlJSu6+TkAEAgAoZAECEDBo0SKWlpc3bn5b65DWDjn0ARL+UlJR2XychAwAAFTIAgAix94Z5/lCinjlgfYpOQgaIDUxZAgDg9EjIAAAiYuDAgafdh4QMEBuYsgQAwOmRkAEARERubu5p95k4cWIEIgEQbvHx8fL5fG2+TkIGAAB6yHTKX/7yF23ZskUfffSRqqur1a9fP02dOlVr1qzRnDlz2jyusbFRmzdv1p///Gd9+eWXCgaDyszM1JIlS3TNNdcoPT09ct8EAETYzJkzddVVV+mFF15QbW2t5bWEhAQtWbJEc+fOdSk6AKGWlJSk8vLyVl8jIQMAgGQEg8Hg6XeDJDU0NOjWW2/VCy+80OY+l19+uX784x/LMKzLuNbX1+vaa6/V22+/3epxGRkZ+u1vf6vs7OyQxiydiPvDDz+UdOIJdVxcXMjfAwAAoKW1a9fq8OHDjnGfz6etW7e6EBEAAN0LU5bOwN13392cjFmxYoWefPJJvf7669qyZYtWrFghSXriiSd03333OY793ve+p7fffls+n08333yztm3bpp07d+rOO+9UWlqajh8/rptuukk1NTUR/Z4AAADCISEhodXxxMTECEcCAED3REKmg44cOaLNmzdLklatWqV7771XkydPVt++fTVp0iTde++9ysvLkyT99re/tZTj7969W88//7wk6bbbbtNNN92kIUOGKCMjQ2vWrNGDDz4on8+ngoICPfLII5H/5gAAAEKMhAwAAO0jIdNBL730kpqamiRJ3/jGN1rdZ/Xq1ZKkyspK7du3r3n8wQcflCRlZmZqzZo1juNyc3N1/vnnS5K2bNkS0rgBAADc0FbihYQMAAAnkJDpoKuuuko7duzQww8/rKysrNPu7/F4JEnBYFCvvvqqJGnhwoXN43aLFy+WJBUUFGjPnj0hihoAAMAdVMgAANA+EjJnYNCgQW2uotTY2KjHHnuseb+TSZv8/HxVVlZKkiZMmNDmuceNG9f89UcffRSqkAEAAFzRVuKlrUQNAAA9Dcted0FNTY2OHz+u9957Tw8//LA+++wz+Xw+/fjHP5bP55N0ouLlpMzMzDbPNWDAAHk8Hvn9fssxodbY2Bi2cwMAAJzU1qqOcXFxamhoiHA0AGDFyrPoDkjIdMHXvvY17dq1q3l70KBB+sUvfqGpU6c2j5WWljZ/3atXrzbP5fV6lZiYqKqqKlVUVIQnYEmffvpp2M4NAABwUnV1davj9fX1+vDDDyMcDQBYTZ8+3e0QAKYsdcXRo0ct20eOHNGdd95pSdLU19c3fx0fH9/u+U6W8NbV1YUwSgAAgMgbOnRoq+PDhg2LcCQAAHRPVMh0wYMPPqghQ4aoqqpK27Zt089+9jN9/PHHuuaaa/Twww9rypQplia+hmG0e75gMChJMs3w5clycnKap1MBAACEy8neeTt37lRdXZ18Pp9mzpyp66+/Xl4vt6AAAHA17IJRo0ZJkvr06aPLLrtMkydP1qWXXqra2lpt2rRJmzdvVlJSUvP+LatlWnPy9dNV0nSFz+djviQAAIiI6667Ttddd53bYQAA0C0xZSmEsrOztXr1aknSe++9p5KSEqWmpja/fnK1pdY0NTWptrZWktS7d+/wBgoAAAAAAFxFQibEWi5tnZ+frxEjRjRvHz58uM3jjh07Jr/fL0kaPHhw2OIDAAAAAADuIyHTQffff7/Wrl2rf/zHf2x3v5bTkhISEpSRkdFc8bJnz542j/vkk0+avx43blwXowUAAAAAAN0ZCZkOKiws1Lvvvqvt27fr2LFjbe63c+dOSVJycnJzdczChQslSTt27FAgEGj1uG3btkmS+vfvr5ycnBBGDgAAAAAAuhsSMh20atUqSSd6vdxzzz2t7vPss8/q1VdflSRddNFFzc1zL7zwQknS/v37tXnzZsdxu3fv1jPPPCNJ2rhx42lXYwIAAAAAANGNVZY6aMqUKbrgggv09NNP6+mnn1ZFRYWuv/56jRw5UsXFxfrTn/6khx9+WJI0fPhwffOb32w+ds6cOcrLy9NLL72ku+66S8ePH9ell16qhIQE7dixQ//3//5fNTU1aciQIbryyitd+g4BAAAAAECkGMFgMOh2ENGioaFBt9xyi/7617+2uc+4ceP0q1/9SkOGDLGMl5eX69prr9WHH37Y6nH9+vXT7373O0sT4FBpaGhoft/c3FyWvQYAAAAAwGUkZDrhxRdf1JYtW7R7925VVFQoJSVF48aN08qVK3XhhRfK5/O1elxjY6M2b96sZ555Rl9++aUaGhqUmZmpRYsW6frrr1ffvn3DEi8JGQAAAAAAuhcSMj0ACRkAAAAAALoXmvoCAAAAAABEGAkZAAAAAACACCMhAwAAAAAAEGEkZAAAAAAAACKMhAwAAAAAAECEkZABAAAAAACIMBIyAAAAAAAAEUZCBgAAAAAAIMJIyAAAAAAAAEQYCRkAAAAAAIAIIyEDAAAAAAAQYSRkAAAAAAAAIoyEDAAAAAAAQISRkAEAAAAAAIgwEjIAAAAAAAARRkIGAAAAAAAgwkjIAAAAAAAARBgJGQAAAAAAgAgjIQMAAAAAABBhJGQAAAAAAAAijIQMAAAAAABAhJGQAQAAAAAAiDASMgAAAAAAABFGQgYAAAAAACDCvG4HgPALBoPNXzc2NroYCQAAAAB0Dz6fT4ZhuB0GejASMj1AU1NT89effvqpi5EAAAAAQPeQm5uruLg4t8NAD8aUJQAAAAAAgAgzgi3nsyAmBQIB1dbWSpK8Xi9leQAAAAB6PKYswW0kZAAAAAAAACKMKUsAAAAAAAARRkIGAAAAAAAgwkjIAAAAAAAARBgJGQAAAAAAgAgjIQMAAAAAABBhJGQAAAAAAAAijIQMAAAAAABAhJGQAQAAAAAAiDASMgAAAAAAABFGQgYAAAAAACDCSMgAAAAAAABEGAkZAAAAAACACCMhAwAAAAAAEGEkZAAAAAAAACKMhAwAAAAAAECEkZABAAAAAACIMBIyAAAAAAAAEUZCBgAAAAAAIMJIyADoUfLy8jR27FhNnDhRn3/+eYeOWb9+vcaOHasrr7wyzNEBAGLFT37yE40dO1Zjx47VD37wgw4fl5+fr6lTp2rs2LFasGCBysrKwhckAMBVJGQA9EiNjY36/ve/L7/f73YoAIAYdOutt2rIkCGSpD/+8Y967bXXOnTc//7f/1s1NTWSpLvuukvp6enhChEA4DISMgB6rI8++kj/+Z//6XYYAIAYlJSUpJ/+9KcyDEOSdMcddzQnWtry5JNP6vXXX5ckXXHFFTr77LPDHicAwD0kZAD0aL/61a/0xRdfuB0GACAGnXXWWbriiisknZiK9Itf/KLNfY8dO6a7775bkjRs2DB973vfi0iMAAD3kJAB0CNlZWXJNE01NDToBz/4AVOXAABh8d3vfleZmZmSpEcffVTvv/9+q/vdcccdqqyslMfj0aZNm5SUlBTBKAEAbiAhA6BHGj9+vDZu3ChJ2r17t3772992+lw7duzQP/zDP2j+/PmaOHGizjrrLK1fv16bN29WY2NjqEIGAESh5ORk3XXXXTIMQ4FAQLfddpsaGhos+zz11FPasWOHJOm6667TtGnTLK/v2rVLt956q8455xzl5uZq1qxZWrdu3WmvM19++aV+9KMfafny5crNzdXUqVO1YsUK3XHHHfrss89C/r0CAM6MEQwGg24HAQCRkpeXp4KCAp1//vn6l3/5F11wwQXav3+/4uLi9NRTTykrK8txzPr16/XWW29p2rRp2rx5c/N4bW2tbrnlFm3btq3N98vOztZ9993X/HQUANAz3XHHHXriiSckSd/+9rf19a9/XZJUUlKic889V2VlZcrJydGWLVsUFxcnSQoEArr77rv10EMPtXne8ePH67777tOAAQMs4y+//LK++c1vqr6+vtXjDMPQj370I1YQBAAXUSEDoMdKSEjQT3/6005PXfrOd77TnIxZsWKFnnjiCb355pt67rnndMMNN8jr9Wrv3r362te+pqqqqnB9GwCAKPBP//RPzcn5+++/X4cPH5Ykbdq0SWVlZYqLi9Pdd9/dnIyRpH/7t39rTsYsW7ZMjz32mN588029+OKL+sEPfqDU1FR98sknuvHGGy2Jl5qaGv3TP/2T6uvrNWnSJD344IN65ZVXtHPnTv3Hf/yHRo0apWAwqLvuuksFBQUR/CkAAFoiIQOgR5s+fbrWr18vSfrggw/04IMPdui47du366WXXpIkbdy4Uffee6+mTJmi9PR0ZWVl6ZZbbtE999wjSdq/f79+/etfh+cbAABEhZSUFP3Lv/yLpBMVlv/6r/+qd955R0899ZQk6Vvf+pbGjh3bvP+BAwd0//33SzpRqfnLX/5S06dPV3p6uoYOHaqrr75aDz/8sDwej/bs2WOp4HzrrbdUVlYmSfrlL3+pefPmacCAAcrIyFBeXp5+85vfyDRNNTY26q9//WtkfgAAAAcSMgB6vO985zsaPny4pBM3rl9++eVpj3nyySclSX379tWtt97a6j4rVqxQXl5e8/40DgaAnm3u3Llas2aNJOmFF17Qt7/9bUknHg5ce+21ln2feOIJBQIBJSYm6uabb271fBMnTtTKlSub9z+pZbVMUVGR47ghQ4bogQce0JYtW3TppZd26XsCAHQeCRkAPd7JqUuGYai+vl4//OEPFQgE2j3m7bffliQtWrTIUl5ut2LFCklSZWWlPv3009AFDQCISt/73vc0ePBgSVJhYaGSkpK0adMmmab1tvytt96SJI0aNUqSVF1d3ep/kyZNkiTt27dPpaWlkqQpU6bI6/VKkq655hr97Gc/07vvvmt5MLBgwQJNmjRJqamp4f2GAQBtIiEDAJJmzJihdevWSZLef//9dhsoVlVVqbKyUpJabQLcUsvXjxw5EoJIAQDRLCUlxVJZ+fWvf11Dhw517Hfo0CFJ0scff6xp06a1+d/JaVCSdPToUUnSgAEDmqtqKioq9Jvf/EZr167V7Nmz9a1vfUt/+MMfmqc0AQDcQ0IGAP7ulltu0bBhwyRJ9957r/bt29fqftXV1c1fJyUltXvOxMTEVo8DAPRc/fr1a/XrljrTDL7lMdddd50efvhhnX322fL5fJJOJGdeeOEF/fCHP9T8+fO1adMmNTU1nfH7AABCw+t2AADQXSQmJuqnP/2p1q9f3zx16bHHHnPs1zIJU1NT0+45zyR5AwDASQkJCaqqqtLKlSv185//vFPnmDNnjubMmaOqqiq9/vrr+tvf/qZXX31VBw8eVGNjox588EE1Njbq9ttvD3H0AICOoEIGAFqYOXOmrrrqKknSrl279PDDDzv2SUlJUVpamiSdtgFwy9dP9gwAAOB0Tl4z8vPz290vGAye9lwpKSlatmyZfvSjH2nr1q3asmVL8xL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      "text/plain": [
       "<Figure size 572.625x500 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 512,
       "width": 562
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "seaborn.catplot(\n",
    "    data=df,\n",
    "    x='diabetes',\n",
    "    y='age',\n",
    "    hue='death',\n",
    "    kind='violin'\n",
    ").set(\n",
    "    title='Age and Diabetes by Survival Group',\n",
    "    xlabel='Diabetes',\n",
    "    ylabel='Age [years]'\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aea1f385-adb9-44d7-aaa8-1ebb6d6208ba",
   "metadata": {},
   "source": [
    "To reduce the number of shapes, the violin plots can be _split_ by the unique values of a binary variable such as `death`, using the `split` argument. This is shown in the figure below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "b1dfe84a-b290-42e5-9be6-eca71b635b80",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 572.625x500 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 512,
       "width": 562
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "seaborn.catplot(\n",
    "    data=df,\n",
    "    x='diabetes',\n",
    "    y='age',\n",
    "    hue='death',\n",
    "    kind='violin',\n",
    "    split=True\n",
    ").set(\n",
    "    title='Age and Diabetes by Survival Group',\n",
    "    xlabel='Diabetes',\n",
    "    ylabel='Age [years]'\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "73b359bb-096a-4b50-8264-5dea4eabaaf9",
   "metadata": {},
   "source": [
    "A number of other visualizations can be created using `catplot`. In the figure below, a swarm plot is generated, which is a type of categorical scatter plot. The `kind` argument is set to `'swarm'`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "7aa7839f-6ef3-4365-a0a4-9ffe00921258",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/juanklopper/opt/miniconda3/envs/datascience/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
      "  with pd.option_context('mode.use_inf_as_na', True):\n",
      "/Users/juanklopper/opt/miniconda3/envs/datascience/lib/python3.10/site-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n",
      "  with pd.option_context('mode.use_inf_as_na', True):\n"
     ]
    },
    {
     "data": {
      "image/png": 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XipS6YTKYVdrtdrsuv/xy3Xbbbfrtb3/b7LaVlZX1jizXXZTsp4YMGdLiiunZ2dmBx7Wn+EuHr+E+cOCApMOXQ7S0uJfdbg/8rFZXV7fqbIa6aq8Fl6QTTzyxxe2Tk5MDX1tJSUngkgFJ9RY0e/jhh/XHP/5RH3/8cYOwn5SUpKOPPrrVq6sDQGfBNdYAgDbldDoDR0ZjY2N14YUXNrnt5ZdfHjg1eenSpfrd735Xb7GnutfUHn/88S2O3dxRybrh9aGHHqq3mFNLWrp2uzV8Pp++/fZb7dy5U999952++eYbFRUVacuWLQ1Waq678vlPtbRidd2w9tPX2bVrV+BxY2cR/NSgQYP0ySeftLhdONX93vTo0SOk19q9e7e+/vprfffdd9q5c6eKi4tVWFgYuA67NeqeXdCUurePq/szXPdncPPmzS0eRf+pXbt2Nbhmvjl1x1uxYoWh8WoX7ps4caJee+01FRcX69ChQ3r99df1+uuvq2vXrjrttNM0cuRInXPOOTr66KODGgMAOguCNQCgTS1dujRwFKu6urrJW/f81IEDB7RkyRJNmjQp8Lndu3cHHrcmVDV2z99aLperVX00pqamRgcPHmzxHr+N2bZtm55//nmtWrUqcLTyp7p06dLsUeq6gunhp8G67vezZ8+eLdYfccQRrR4rXH744YfA45b+qNCYqqoqvfzyy1q8eLG+++67Jrdr7b9BU9dpN7VN3Z+7UH4GjdSHOl7dP2p0795d//rXv3Tfffdp9erVgc8fPHhQa9as0Zo1a/Twww/rxBNP1BVXXKErr7yy3unjANDZsccDALSpuqeBB2vhwoX1gnXd00ybO4rbmm1qTymXDl+72tT1xU0xcmrr/Pnz9fDDDwcWX6sVHx+vgQMHavDgwTr11FM1cuTIercjC5dgTqWW1GBxrkiovdWW1LrTmesqLi7WzTff3OCMA5vNpqOPPlrHH3984NZtr7zyihYvXtwmPdf9Oax7+ULd4D5s2DCNHj06qNc95ZRTgtq+7nhjxozR0KFDg6ofMGBAvY+Tk5P17LPPatu2bVq2bJny8vL01Vdf1dtm69atevDBB/Xmm2/qpZdeatUfcACgMyBYAwDazLZt2wKLkHXv3r1VixcdOnRI77zzjiTpq6++qneLqKaO/DWluYW/6r7WiBEjNGLEiBZfLxQbNmzQn/70p0DIOvfcczVhwgRlZGQ0uC/2wYMHw9pLrd69ewdOe3a5XC0e/W5uEa/2Unc16mCCpcfjqXcLtmOOOUbXXXedhg0bpuOOO67BHw1a+2/Q0uJyUv2f1bo/d3VDZkpKSqO3x2pLdcdLS0trs/EGDx6swYMH69e//rUqKyu1fv16rVu3Tnl5eYFr1bds2aJHH31Uf/7zn9tkTADo6AjWAIA2U/fexxdccIEeeeSRVtWVlJQEFghbuHBhIFjXvVa17vWiTdmxY0eTzx199NH68ssvJR1ehbylYO3z+bRv375WnfrbmGeffTYQqq+66irdf//9TW5b93RnqXVH543o169fIFhv3769yXs11youLg5LH621cePGwDXKNptNY8aMaXVtbm5uoP+UlBS9+eabzf5b1v03aO7735rrsbdv3x54XHvbNkn1rj92OBwtvo50OKT36NGj0dtbtcTIeE6nUwkJCa0+u6F3794aP368xo8fr5qaGj355JOaO3eupMOXhTz88MOGegcAs2FPBwBoEx6PR0uXLg18fPHFF7e6tu49rZcvXx446nXaaacF3uCvW7eu2dWaJSkvL6/J54YNGxZ4/N5777UYXletWqXTTjtNw4YN069+9asWv4afqg3xkvSLX/yi2W1/ukBYuIL1OeecE3j84YcfNrvt119/HdSiXuHw7LPPBh5nZ2fXu6d1S+oe6T7//PObDdVut7te8Pzpqft1ffnll9q/f3+zY9e9xVbdn7usrKzAdcc7d+5sMex6PB5dcMEFyszM1Hnnnadt27bVe76l8Ft37I0bN9Zb5bsxu3fv1ogRI3TyySfrggsuCPyxYc+ePbrjjjt0ySWXNPt7HRMTo1//+teBMyE8Hk/Q9x4HALMiWAMA2sTKlSsD9xlOSkrSaaed1uraCy64IPBmvLq6OnCt61FHHaUzzjhD0uEjafPnz2/yNQoKCuotqvRT559/fmCMoqKiRm/vVcvj8eipp56SdPjU37pHzlur7vXhzYWLqqoqPf300/U+19IfEIwaN25cINgtWbKk2bMAftpTe3v55Zf1n//8R9Lho9W33357UPWt/f5L0pNPPim32x34uO71+D914MABPffcc00+v3bt2sAfSo444oh6R9m7d++uc889N/DxX/7yl2YXTPvXv/6l3bt3q6amRgcOHFBaWlq95+seCW7sdQYOHKjMzExJh3+mHn300SbHkqSnnnpKNTU1qq6uVvfu3QO3W0tISNBHH32k7du366uvvmr2DwL79+8P3ObNbrd3iAXwAKA9EKwBAG1i0aJFgcfjx48P6vTP+Pj4etdjv/baa4GjttOnTw8cmXv88cfrHRWvtXXrVk2dOrXZkHLEEUfommuuCXz8yCOP6PXXX2+w3b59+/Tb3/42sChT9+7ddcMNN7T6a6lV97ZMs2bNanRF8B07duiqq65qsLhW3ZDXlvr27Rv4Hng8Ht18880NFp86dOiQnnzyycBt0NrbDz/8oEcffVR/+ctfAp+bNm1ag1DZkrrf/+XLl9c7gl3rwIEDevjhh/XSSy/V+3xL11s/99xzjf5hZv369brjjjsCH0+ePLnBvaqnTJkSWNDs888/14wZMxpdP+Dtt9/WrFmz6tX9dJXturema+qWcDNmzAj8/ixbtkz3339/g5+vQ4cO6fnnn9drr70W+Nz06dMDj61WqyZMmBD4+Ne//rW++eabBmN5PB798Y9/DBzxHzt2LKeBA4gaXGMNAAhZWVmZPvroo8DH48ePD/o1LrvsMi1ZskSS9M0332j9+vU688wzNXToUF1//fV68cUXVVNTozvvvFOvvvqqzjjjDNntdm3ZskVr1qyR1+tV165dA6GosdNkZ8yYoS+++EKffPKJampq9Mc//lHz5s3TiBEj1KNHD3333XdauXJlIOhYrVY98sgjhm7zdM011wTC3GeffaZzzz1XY8eOVUpKilwulzZv3qyNGzcG/oAQExMTOFLtdDqDOu05GDNmzND69eu1detW7dq1Sz//+c81evRoDR48WFVVVVq5cqW++eYbxcTEKDk5WSUlJW029tq1axs9elx7ynBxcbE2bNgQOOIpSTk5OZo6dWrQY1100UWaOXOmdu/ererqal111VUaPXq00tLSZLFYtHPnTuXl5QVO6/7p978pAwYM0DfffKP7779fr7/+ukaMGCG73a4vvvhC+fn5gX/PMWPG6Nprr21Qf8IJJ+i+++7TH//4R/n9fuXm5urTTz/VmDFj1L9/f+3Zs0cbNmwILAIoHT4N/qqrrmrwWqmpqYHHS5cuVY8ePZScnKxBgwYFVhwfOXKkJk+erH/+85+SDq9hsHLlSo0ePVp9+/ZVRUWF1q1bVy8o/9///Z9GjRpVb6wpU6Zo2bJlKi8v13fffaeLLrpIo0aN0rHHHquePXuqrKxMq1evDgT8xMRE3XbbbU1+HwGgsyFYAwBCtnjx4sDR4uOOO05DhgwJ+jXOOOMM9evXL/DGfMGCBTrzzDMlSb/73e/k9Xo1b948+f1+ffHFFw2OQJ522mkaM2ZM4Ehn3dsc1bLZbHrhhRf04IMPatGiRfL7/frqq68aHLWVDp/++uCDD+qCCy4I+muRDge7wsJCPf/885KkysrKRo9ydu3aVb/97W+1efPmwK3KNm/ebOj089bo2rWr5s2bp9tuu035+fmqqanRihUrtGLFisA2MTExevDBB7Vy5co2DdbLli3TsmXLWrVt7969dfvtt+uKK64wNFaPHj309NNPa8qUKXI6nTp06JA+/PDDRq8tr12xfdq0aZLq3+Lrp0aPHq2ePXvqqaee0pYtWxrdduLEiXrggQeavAb6iiuuUI8ePXT//ffL6XRq7969Td7q6/LLL2/ytY4//nhlZWVp06ZN8vv9gUslRo8eXe9WXrfffrt69eqlJ554QgcPHlRFRUW9o9O1unTpoptuuqneUfdaiYmJeumllzRlyhR9++238nq9WrlyZaM99+/fX48//niD23UBQGdGsAYAhKxuKDBytFo6fIT5sssuC1zbu2rVKlVUVKhPnz6yWCy65557dOGFF+r111/Xp59+qoqKCsXGxur444/XZZddpp///Of1wkK3bt0aHcdut+uRRx7R1VdfrUWLFumTTz5RaWmp9u/fr/j4eKWlpWnUqFGaOHFi4BpTo+68806NHDlSCxYs0BdffKHKykpZLBYlJCRo4MCBGj58uK688kolJSVp2bJlgWC9dOlSXXrppSGN3Zz4+Hi98MILWrFihd566y05HA5VVVXpyCOP1PDhw3XDDTdoyJAhTQantma329W9e3cdddRROuGEEzRy5EhlZ2e3eDuwlpx66qlaunSpXnnlFf3nP//Rd999J4/HExjrpJNO0qWXXqrhw4fL4/GoZ8+e2rt3rzZs2KDS0tImV02fMmWKhg0bppdfflmbNm2Sy+VSr169NHz4cP3yl7+st2hYU84//3yNGDFCb7zxhv7zn/9ox44dcjqdiomJUd++fTV06FBdccUVgWukG2OxWPT888/rH//4R+D3pUePHo0ufnf11Vfrggsu0GuvvRY4Qu1yuRQbG6ujjz5ap59+un7xi180+wedgQMHaunSpXrnnXeUm5ur7du3BxY469Wrl0444QSNGTNGl156aaN/2AKAzsziD9fSowAAtLPnnntOTzzxhKTDR7nDfZ9gAAAAiSPWAIAOzOPx6LnnntOxxx6r448/vt49gRtT9z7Wxx57bLjbAwAAkMQRawBAB+b3+5WZmRk4fXf9+vVNnmJaUVGhMWPGqLq6WjabTWvXrg35VG4AAIDW4B4IAIAOy2Kx6PTTT5d0+P64f/nLX+rdn7hWWVmZbrnllsBq0hdffDGhGgAAtBuOWAMAOrQvv/xSOTk5gVXHk5OTNWrUKKWkpOjgwYP65ptvtHr16sCtko466igtWbJEPXv2jGTbAAAgihCsAQAdXm5urv7whz8E7i/dlOHDh+vvf/+7kpKS2qkzAAAAgjUAwCT27NmjRYsWac2aNSoqKtK+ffvUrVs3JScna/Dgwbrssst05plnNnnvYAAAgHAhWAMAAAAAEAIWLwMAAAAAIAQEawAAAAAAQkCwBgAAAAAgBARrAAAAAABCQLAGAAAAACAEBGsAAAAAAEJgi3QDaB2/36+amhpJUkxMDPdpBQAAAIAOgiPWJlFTU6OCggIVFBQEAjYAAAAAIPII1gAAAAAAhIBgDQAAAABACAjWAAAAAACEgGANAAAAAEAICNYAAAAAAISAYA0AAAAAQAgI1gAAAAAAhIBgDQAAAABACAjWAAAAAACEgGANAAAAAEAICNYAAAAAAISAYA0AAAAAQAgI1gAAAAAAhIBgDQAAAABACAjWAAAAAACEgGANAAAAAEAICNYAAAAAAISAYA0AAAAAQAgI1gAAAAAAhIBgDQAAAABACAjWAAAAAACEgGANAAAAAEAICNYAAAAAAISAYA0AAAAAQAgI1gAAAAAAhIBgDQAAAABACAjWAAAAAACEgGANAAAAAEAICNYAAAAAAISAYA0AAAAAQAgI1gAAAAAAhIBgDQAAAABACGyRbgAAQlHqcmvtjgpVVXsVH2vTyEF9lJIQF7Y6AAAA4KcI1gBMyVHi1Oy8Iq0sLJfX5w983ma1aEx6kqZlpykzNbHN6gAAAICmWPx+v7/lzRBpHo9HBQUFkqSMjAzZ7fYIdwREzvLNpZqxcJM8Xl+T29htVs3KydK4ISkh1wEAAADN4RprAKbiKHG2GI4lyeP1afqCTXKUOEOqAwAAAFpCsAZgKrPziloMx7U8Xp/m5BWHVAcAAAC0hGANwDRKXW7lFpYHVZNbWCZHidNQXanLHVQNAAAAohPBGoBprN1RoUO+4JaF8Pr8mv/JTkN1+UWVQdUAAAAgOhGsAZhGVbXXUJ3rgMfYeO4aQ3UAAACILgRrAKYRH2vsDoEJ3Yytoh8fF2OoDgAAANGFYA3ANEYO6iOb1RJUjc1q0aTTjzFUNyKtd1A1AAAAiE4EawCmkZIQpzHpSUHVjE1PVmZqoqG6lIS4oGoAAAAQnQjWAExlWnaa7LbW7bpibVZNzR4YUh0AAADQEoI1AFPJTE3UrJysFkOy3WbVzJwsZaYmhlQHAAAAtMTi9/uDuwcNIsLj8aigoECSlJGRIbvd2GJMQGfhKHFqTl6xcgvL5K1zKy2b1aKx6cmamj2w0XBstA4AAABoCsHaJAjWQONKXW7lF1Wqyl2j+LgYjUjr3apro43WAQDQXkpdbq3dUaGqaq/iY20aOagPcxXQQRGsTYJgDQAAEB0cJU7NzivSysLyBmdXjUlP0rTsNM6uAjoYYzeFBQAAANDmlm8u1YyFm+Tx+ho85/X5tWJLmfK2V2hWTpbGDUmJQIcAGsPiZQAAAEAH4ChxNhmq6/J4fZq+YJMcJc72aQxAiwjWAAAAQAcwO6+oxVBdy+P1aU5ecZg7AtBaBGsAAAAgwkpdbuUWlgdVk1tYplKXO0wdAQgGwRoAAACIsLU7KnTIF9yawl6fX/lFlWHqCEAwCNYAAABAhFVVe43VuWvauBMARhCsAQAAgAiLjzV2s574uJg27gSAEQRrAAAAIMJGDuojm9USVI3NatGItN5h6ghAMAjWAAAAQISlJMRpTHpSUDVj05OVkhAXpo4ABINgDQAAAHQA07LTZLe17u15rM2qqdkDw9wRgNYiWAMAAAAdQGZqomblZLUYru02q2bmZCkzNbF9GgPQIoI1AAAA0EGMG5KiNyefqfOHpDS45tpmtej8H58fNyQlQh0CaIzF7/cHd8M8RITH41FBQYEkKSMjQ3a7PcIdAQAAIJxKXW7lF1Wqyl2j+LgYjUjrzTXVQAdlbF1/AAAAAGGVkhCniUNTI90GgFbgVHAAAAAAAEJAsAYAAAAAIAQEawAAAAAAQkCwBgAAAAAgBARrAAAAAABCQLAGAAAAACAEBGsAAAAAAEJAsAYAAAAAIAQEawAAAAAAQkCwBgAAAAAgBARrAAAAAABCQLAGAAAAACAEBGsAAAAAAEJAsAYAAAAAIAQEawAAAAAAQkCwBgAAAAAgBARrAAAAAABCQLAGAAAAACAEBGsAAAAAAEJAsAYAAAAAIAQEawAAAAAAQkCwBgAAAAAgBARrAAAAAABCQLAGAAAAACAEBGsAAAAAAEJAsAYAAAAAIAQEawAAAAAAQkCwBgAAAAAgBARrAAAAAABCQLAGAAAAACAEBGsAAAAAAEJAsAYAAAAAIAQEawAAAAAAQkCwBgAAAAAgBARrAAAAAABCQLAGAAAAACAEBGsAAAAAAEJAsAYAAAAAIAQEawAAAAAAQmCLdAOR8OGHH+qNN95QQUGB9u3bpyOPPFLDhw/XNddco5NPPrnJupqaGi1YsEDvvPOOiouL5ff71a9fP40dO1bXX3+9EhMT2++LAAAAAAB0CBa/3++PdBPtxe1263e/+51WrFjR5DYzZszQtGnTGny+urpaN954ozZs2NBoXVJSkubOnavjjz++zfqty+PxqKCgQJKUkZEhu90elnEAAAAAAMGJqiPW9913XyBUn3LKKbr99ts1ePBg7d69WwsXLtS8efM0c+ZMSWoQru+66y5t2LBBMTExuvXWWzV+/HjZ7XatXr1ajz32mMrLyzV58mS9++676tatW7t/bUC0KnW5tXZHhaqqvYqPtWnkoD5KSYgLWx0AAO2FuQowj6g5Yr1p0yb98pe/lCSdddZZevbZZxsc9X3uuef0xBNPyG63a+nSpRowYIAkyeFw6IorrpAkPfDAA8rJyalXV1BQoJycHNXU1Oj222/XlClT2rx/jlgD9TlKnJqdV6SVheXy+v63G7NZLRqTnqRp2WnKTE1sszoAANoLcxVgPlGzeNmSJUskSV26dNGf/vSnRoPpTTfdpNTUVHk8Hr300kuBz7/44ouSpH79+unKK69sUJeRkaGLL75YkvTGG2+EoXsAdS3fXKqJz3ysFVvK6r3hkCSvz68VW8p+fL60TeoAAGgvzFWAOUVNsN6yZYsk6aSTTlJqamqj21itVp111lmSpP/85z+SJL/fr/z8fEnSqFGj1KVLl0Zrx4wZI0n6/vvvVVhY2Ka9A/gfR4lTMxZuksfra3Y7j9en6Qs2yVHiDKkOAID2wlwFmFfUBOu9e/dKko466qhmtzvyyCMlHQ7IVVVVKikp0b59+yRJQ4YMabIuPT098Hjz5s2htgugCbPzilp8w1HL4/VpTl5xSHUAALQX5irAvKJm8bLaBcX279/f7HYulyvwuKysTBUVFYGP+/Xr12RdcnKyunTpokOHDun7778Psdvm1dTUhPX1gY6qdK9buYXlQdXkFpbps68rDNXtrNyrlJ4sEgMACD+jcxxzFWBMW69ZFTXBetCgQdq6dau++OILud1uxcU1vgOqezutqqoq7dmzJ/BxQkJCk69vs9nUtWtXVVVVBY6Oh8u2bdvC+vpAR7XqmwM65AtuvUWvz685HzgM1b2+xqHsAV2DqgMAwAijcxxzFWDM0KFD2/T1ouZU8AsuuEDS4VPCn3zyyUa3efPNN1VUVBT4uKamRtXV1YGPY2Njmx2jNqy73e5Q2wXQiIM1xm5isN9jrO5gTetOxwMAIFRG5zjmKqBjiJoj1tnZ2TrzzDP18ccf66WXXlJ5ebmuv/569e/fX5WVlXr77bc1d+5cJScnq6ysTJIUExNTb7Eyi8XS7Bi1dy6zWsP794rBgwcrJiYmrGMAHdEO7y7piy1B1x2d3FvrDVyiMejYY5SR0fy6DAAAtAWjcxxzFdAxRE2wlqQnn3xSU6ZM0aZNm7Rs2TItW7as3vOnnHKKbrjhBs2YMUPS4euya6/NllTv6HVjap9v6ch2qGJiYriPNaLSOYNTZLNubXD7kebYrBZdfdYALf5iV9B15wxO4XcNANAujM5xzFVAxxA1p4JL0hFHHKF58+bpvvvuU2Zmprp166b4+HidcsopeuCBB/Tvf/9bhw4dCmzfp08f9ejRI/Bx7ergjfF6vTp48GBgHABtLyUhTmPSk4KqGZuerMzUREN1KQksBgMAaB9G5zjmKqBjiKoj1tLho72TJk3SpEmTGn1++/btkg6H48TERA0YMCDw3K5du5p83bKyskAob+mWXgCMm5adprztFa26HUmszaqp2QNDqgMAoL0wVwHmFVVHrH0+n5xOZ7Pb5OfnSzp8WrgkJSUlBY5AFxYWNlm3devWwOO697QG0LYyUxM1KydLdlvzuy+7zaqZOVnKTE0MqQ4AgPbCXAWYV9QE60WLFumkk07SiBEjVFVV1eg227Zt0+bNmyVJY8eODXx+1KhRkqTVq1fL52v8L4grV66UdPj08cGDB7dl6wB+YtyQFL05+UydPyRFNmv9RQVtVovO//H5cUNS2qQOAID2wlwFmFPUnAp+yimn6NChQzp06JBef/113XDDDfWed7vduu+++yQdPkp98cUXB56bMGGC3n77bX3zzTdasGBBg9PIHQ6Hli5dKkm69tprW1w9HEDoMlMT9czVQ1Xqciu/qFJV7hrFx8VoRFrvZq83M1oHAEB7Ya4CzMfir71HVBT41a9+pdWrV8tut2v69OkaN26cunfvLofDoZkzZ6qwsFBWq1Vz5sxRdnZ2vdopU6Zo1apV6tKli26++WZNnDhRcXFxWr16tR577DG5XC6lpqZqyZIlio+Pb/PePR6PCgoKJEkZGRms/ggAAAAAHURUBevdu3frmmuuUVFRUaPPx8bG6qGHHtKECRMaPOdyuXTjjTcGwu1P9e7dW/Pnz6+32FlbIlgDAAAAQMcUVcFakg4ePKhXXnlF77//vr7++msdOnRI/fr104gRI3Tdddfp6KOPbrK2pqZGCxYs0NKlS1VcXCyPx6N+/fopOztbN998s3r16hW2vgnWAAAAANAxRV2wNiuCNQAAAAB0TFGzKjgAAAAAAOFAsAYAAAAAIAQEawAAAAAAQkCwBgAAAAAgBARrAAAAAABCQLAGAAAAACAEBGsAAAAAAEJAsAYAAAAAIAQEawAAAAAAQkCwBgAAAAAgBARrAAAAAABCQLAGAAAAACAEBGsAAAAAAEJAsAYAAAAAIAQEawAAAAAAQkCwBgAAAAAgBARrAAAAAABCQLAGAAAAACAEBGsAAAAAAEJAsAYAAAAAIAQEawAAAAAAQkCwBgAAAAAgBARrAAAAAABCQLAGAAAAACAEtkg3AACRUOpya+2OClVVexUfa9PIQX2UkhAX6bYAAABgQgRrAFHFUeLU7LwirSwsl9fnD3zeZrVoTHqSpmWnKTM1MXINAgAAwHQI1gCixvLNpZqxcJM8Xl+D57w+v1ZsKVPe9grNysnSuCEpEegQAAAAZsQ11gCigqPE2WSorsvj9Wn6gk1ylDjbpzEAAACYHsEaQFSYnVfUYqiu5fH6NCevOMwdAQAAoLMgWAPo9EpdbuUWlgdVk1tYplKXO0wdAQAAoDMhWAPo9NbuqNChOguVtYbX51d+UWWYOgIAAEBnQrAG0OlVVXuN1blr2rgTAAAAdEYEawCdXnyssRsgxMfFtHEnAAAA6IwI1gA6vZGD+shmtQRVY7NaNCKtd5g6AgAAQGdCsAbQ6aUkxGlMelJQNWPTk5WSEBemjgAAANCZEKwBRIVp2Wmy21q3y4u1WTU1e2CYOwIAAEBnQbAGEBUyUxM1KyerxXBtt1k1MydLmamJ7dMYAAAATI9gDSBqjBuSojcnn6nzh6Q0uObaZrXo/B+fHzckJUIdAgAAwIwsfr8/uJu7IiI8Ho8KCgokSRkZGbLb7RHuCDA3R4lT8z/ZKdcBjxK62TXp9GM4Sg0AAABDjN2DBgBMylHi1Oy8Iq0sLJfX97+/Ky76rERj0pM0LTuNgA0AAICgEKwBRI3lm0s1Y+Emeby+Bs95fX6t2FKmvO0VmpWTxengAAAAaDWusQYQFRwlziZDdV0er0/TF2ySo8TZPo0BAADA9AjWAKLC7LyiFkN1LY/Xpzl5xWHuCAAAAJ0FwRpAp1fqciu3sDyomtzCMpW63GHqCAAAAJ0JwRpAp7d2R4UO+YK7AYLX51d+UWWYOgIAAEBnQrAG0OlVVXuN1blr2rgTAAAAdEYEawCdXnyssRsgxMfFtHEnAAAA6IwI1gA6vZGD+shmtQRVY7NaNCKtd5g6AgAAQGdCsAbQ6aUkxGlMelJQNWPTk5WSEBemjgAAANCZEKwBRIVp2Wmy21q3y4u1WTU1e2CYOwIAAEBnQbAGEBUyUxM1KyerxXBtt1k1MydLmamJ7dMYAAAATI9gDSBqjBuSojcnn6nzh6Q0uObaZrXo/B+fHzckJUIdAgAAwIwsfr8/uJu7IiI8Ho8KCgokSRkZGbLb7RHuCDC3Updb+UWVqnLXKD4uRiPSenNNNQAAAAwxdg8aAPiJUpdba3dUqKraq/hYm0YO6tPqoBqpWr/fL/+P/w+G0TFD6RUAAAAdF8EaQEgcJU7NzivSysJyeX3/C6g2q0Vj0pM0LTutyeuVI1FrtjEBAADQ8XEquElwKjg6ouWbSzVj4SZ5vL4mt7HbrJqVk9XguuVI1JptTAAAAJgDi5cBMMRR4mwxMEqSx+vT9AWb5ChxRrTWbGMCAADAPAjWAAyZnVfUYmCs5fH6NCevOKK1ZhsTAAAA5sE11gCCVupyK7ewPKia3MIylbrcPz5u31pHidNUY7KgGQAAgLkQrAEEbe2OCh3yBbc8g9fnV35Rpfx+f7vXzl//bfuP+clOw2NOHJoaVB0AAAAii2ANIGhV1V5jde4aGV0tMZRal7v9+3Ud8BgeEwAAAOZCsAYQtPhYY7uO+LiYoO8Z3Ra1CXHt329CN2Mr98fHxRiqAwAAQOQQrAEEbeSgPrJZLfXuydwSm9WiEWm9A4/bs3bSGf216PPv23fM04/Ros9KDI8JAAAA82BVcABBS0mI05j0pKBqxqYnKyUhLiK1mamJphoTAAAA5kKwBmDItOw02W2t24XE2qyamj0worVmGxMAAADmQbAGYEhmaqJm5WS1GBztNqtm5mQpMzUxorVmGxMAAADmYfEbXZkH7crj8aigoECSlJGRIbvd2MJIQFtzlDg1J69YuYVl9a4ntlktGpuerKnZA5sMjJGoNduYAAAA6PgI1iZBsEZHV+pyK7+oUlXuGsXHxWhEWu9WXy8ciVqzjQkAAICOi2BtEgRrAAAAAOiYuMYaAAAAAIAQEKwBAAAAAAgBwRoAAAAAgBAQrAEAAAAACAHBGgAAAACAEBCsAQAAAAAIAcEaAAAAAIAQEKwBAAAAAAgBwRoAAAAAgBAQrAEAAAAACAHBGgAAAACAEBCsAQAAAAAIAcEaAAAAAIAQEKwBAAAAAAgBwRoAAAAAgBAQrAEAAAAACAHBGgAAAACAEBCsAQAAAAAIAcEaAAAAAIAQEKwBAAAAAAgBwRoAAAAAgBAQrAEAAAAACAHBGgAAAACAEBCsAQAAAAAIAcEaAAAAAIAQEKwBAAAAAAiBLdINAEAklLrcWrujQlXVXsXH2jRyUB+lJMRFui0AQCdkdM5hrgLMg2ANIKo4SpyanVeklYXl8vr8gc/brBaNSU/StOw0ZaYmRq5BAECnYXTOYa4CzMfi9/v9LW+GSPN4PCooKJAkZWRkyG63R7gjwHyWby7VjIWb5PH6mtzGbrNqVk6Wxg1JacfOAACdjdE5h7kKMCeusQYQFRwlzhbfqEiSx+vT9AWb5Chxtk9jAIBOx+icw1wFmBfBGkBUmJ1X1OIblVoer09z8orD3BEAoLMyOucwVwHmRbAG0OmVutzKLSwPqia3sEylLneYOgIAdFZG5xxHiZO5CjAxgjWATm/tjgod8gW3nITX51d+UWWYOgIAdFZG55z5679lrgJMjGANoNOrqvYaq3PXtHEnAIDOzuic43IzVwFmRrAG0OnFxxq7s2B8XEwbdwIA6OyMzjkJccxVgJkRrAF0eiMH9ZHNagmqxma1aERa7zB1BADorIzOOZPO6M9cBZgYwRpAp5eSEKcx6UlB1YxNT1ZKQlyYOgIAdFZG55zM1ETmKsDECNYAosK07DTZba3b5cXarJqaPTDMHQEAOiujcw5zFWBeBGsAUSEzNVGzcrJafMNit1k1MydLmamJ7dMYAKDTMTrnMFcB5mXx+/3BreuPiPB4PCooKJAkZWRkyG63R7gjwJwcJU7NyStWbmGZvHVua2KzWjQ2PVlTswfyRgUA0CaMzjnMVYD5EKxNgmANtC1HiVPzP9kp1wGPErrZNen0Y3iTAgAIi1KXW/lFlapy1yg+LkYj0nq36tpoo3UA2h/B2iQI1kDbcJQ4NTuvSCsLyxscBRiTnqRp2WkEbAAAAATF2A3zAMCElm8u1YyFm+Tx+ho85/X5tWJLmfK2V2hWTpbGDUmJQIcAAAAwIxYvAxAVHCXOJkN1XR6vT9MXbJKjxNk+jQEAAMD0CNYAosLsvKIWQ3Utj9enOXnFYe4IAAAAnQXBGkCnV+pyK7ewPKia3MIylbrcYeoIAAAAnQnBGkCnt3ZHhQ75glun0evzK7+oMkwdAQAAoDMhWAPo9Kqqvcbq3DVt3AkAAAA6I4I1gE4vPtbYDRDi42LauBMAAAB0RgRrAJ3eyEF9ZLNagqqxWS0akdY7TB0BAACgMyFYA+j0UhLiNCY9KaiasenJSkmIC1NHAAAA6EwI1gCiwrTsNNltrdvlxdqsmpo9MMwdAQAAoLMgWAOICpmpiZqVk9ViuLbbrJqZk6XM1MT2aQwAAACmZ2xFH5P7+OOP9eqrr+rLL7+U0+lU9+7dNXjwYE2YMEGXXnqprNbG33jX1NRowYIFeuedd1RcXCy/369+/fpp7Nixuv7665WYmNi+XwiAoIwbkqI3J5+pOXnFyi0sk7fOLbhsVovGpidravZAQjUAAACCYvH7/cHd3NXk/va3v2nu3LlNPn/WWWdpzpw56tq1a73PV1dX68Ybb9SGDRsarUtKStLcuXN1/PHHt2m/tTwejwoKCiRJGRkZstvtYRkHiBalLrfyiypV5a5RfFyMRqT15ppqAAAAGBJVR6zfeOONQKjOysrSbbfdpkGDBqm0tFT/+te/9O677+qjjz7SAw88oL/+9a/1au+66y5t2LBBMTExuvXWWzV+/HjZ7XatXr1ajz32mMrLyzV58mS9++676tatWyS+PMC0Sl1urd1Roapqr+JjbRo5qE+rQ24otX6/X/4f/99e/QIAoo/ReSNS8yOA4EXVEetzzz1XO3fuVFpamhYtWqS4uPo7l9/85jd69913JUmrVq1Sv379JEkOh0NXXHGFJOmBBx5QTk5OvbqCggLl5OSopqZGt99+u6ZMmdLmvXPEGp2Ro8Sp2XlFWllY3uC07DHpSZqWndbkadlGayMxJgAgOjFXAdEjahYvczqd2rlzpyTp4osvbhCqJdULzA6HI/D4xRdflCT169dPV155ZYO6jIwMXXzxxZIOHxUH0LLlm0s18ZmPtWJL/WudJcnr82vFlrIfny9ts9pIjAkAiE7MVUB0iZpg3aVLl8Bjr9fb6DYxMTENtvf7/crPz5ckjRo1qt7r1DVmzBhJ0vfff6/CwsI26RnorBwlTs1YuEker6/Z7Txen6Yv2CRHiTPk2kiMCQCITsxVQPSJmmDdo0cPDRgwQJK0bNkyVVdXN9hm8eLFkg4H7MzMTElSSUmJ9u3bJ0kaMmRIk6+fnp4eeLx58+a2ahvolGbnFbU48dfyeH2ak1cccm0kxgQARCfmKiD6RNXiZb/5zW902223qbi4WNddd11g8bKKigotWLBACxculCT96le/UkpKiqTDR6Br1V5z3Zjk5GR16dJFhw4dqlcTDjU1NWF9fSCcSve6lVtYHlRNbmGZdlbu/fFx8LWffV3R7mPurNyrlJ4sEgMA0cboPMdcBbSvtl6zKqqC9Xnnnaenn35af/vb3/T555/r2muvrfd83759dfvtt2vChAmBz+3ZsyfwOCEhocnXttls6tq1q6qqqrR37942772ubdu2hfX1gXBa9c0BHfIFt2ai1+fX62sc8stvqHbOB452H/P1NQ5lD+ja8sYAgE7F6DzHXAW0r6FDh7bp60XNqeC1qqqqmrwd1u7du/X555/rhx9+CHyu7injsbGxzb527YJobre7DToFOqeDNcZuRHCwxme4dr+n/cc8WNO60/EAAJ0LcxUQnaLqiPXDDz+sefPmSTq8AvjVV1+to48+Wnv27NEHH3ygf/zjH3rttde0ceNGvfLKK+rdu3e9xcosFkuzr1975zKrNbx/rxg8eHC9hdYAM9nh3SV9sSXoukHHHnP4gYHao5N7a72BSzRCGXPQsccoI+OooOsAAOZmdJ5jrgLMLWqC9UcffRQI1b/5zW90yy23BJ5LTk7W1VdfrWHDhumXv/yliouL9fe//11//vOf6x3dbmzBs7pqn2/pyHaoYmJiuI81TOucwSmyWbc2uA1Ic2xWi84ZnPLj4+Brrz5rgBZ/satdxzxncAq/pwAQhYzOc8xVgLlFzangr7/+uqTDIfrGG29sdJv09HT94he/kCQtWbJEBw8eVI8ePQLP164O3hiv16uDBw9Kko444oi2ahvodFIS4jQmPSmomrHpyUpJiDNcm5ma2O5jpiSwGAwARCPmKiA6RU2w/uabbyRJmZmZTd6LWpKGDx8u6XBQ3rlzZ+AWXZK0a9euJuvKysp06NAhSdJRR3FKDdCcadlpsttat/uJtVk1NXtgyLWRGBMAEJ2Yq4DoEzXBuvYWVS3dqqruddQ1NTVKSkoKHIEuLCxssm7r1q2Bx3XvaQ2goczURM3KyWrxDYDdZtXMnCxlpiaGXBuJMQEA0Ym5Cog+UROsjzvuOEnSpk2b5PF4mtzus88+k3T49lnHHHN4MYhRo0ZJklavXi2fr/HVE1euXClJ6tOnjwYPHtxmfQOd1bghKXpz8pk6f0iKbNb6CwParBad/+Pz44aktFltJMYEAEQn5iogulj8tUtZd3LLly/XbbfdJkm64YYbdNdddzXYZvv27frlL3+pAwcOaPTo0frnP/8pSfr444913XXXSZLuu+8+TZo0qV6dw+FQTk6OvF6v7rzzTt18881t3r/H41FBQYEkKSMjg4Um0KmUutzKL6pUlbtG8XExGpHWu9XXfRmtdZQ4NX/9t3K5vUqIs2nSGf1b/df7UPoFAEQfo/NGJOZHAMZETbD2+/268cYbtW7dOknSeeedp2uuuUYDBw7U/v37tWrVKj399NPau3evevTooTfeeEPHHntsoH7KlClatWqVunTpoptvvlkTJ05UXFycVq9erccee0wul0upqalasmSJ4uPj27x/gjXQNhwlTs3OK9LKwvJ6q6farBaNSU/StOw0To8DAABAUKImWEuHV/W+/fbblZ+f3+Q2vXv31syZMzV06NB6n3e5XLrxxhsD4baxuvnz59db7KwtEayB0C3fXKoZCzfJ4238kg7p8LVns3KyOE0OAAAArRZVwVo6fOT6gw8+0Ntvv62CggI5nU7FxcVpwIABGj16tCZNmqSEhIRGa2tqarRgwQItXbpUxcXF8ng86tevn7Kzs3XzzTerV69eYeubYA2ExlHi1MRnPm42VNey26x6c/KZHLkGAABAq0RdsDYrgjUQml/N26gVW8pavf35Q1L0zNVDW94QAAAAUS9qVgUHEL1KXW7lFpYHVZNbWKZSlztMHQEAAKAzIVgD6PTW7qjQIV9wJ+d4fX7lF1WGqSMAAAB0JgRrAJ1eVbXXWJ27po07AQAAQGdEsAbQ6cXH2ozVxcW0cScAAADojAjWADq9kYP6yGa1BFVjs1o0Iq13mDoCAABAZ0KwBtDppSTEaUx6UlA1Y9OTlZIQF6aOAAAA0JkQrAFEhWnZabLbWrfLi7VZNTV7YJg7AgAAQGdBsAYQFTJTEzUrJ6vFcG23WTUzJ0uZqYnt0xgAAABMj2ANIGqMG5KiNyefqfOHpDS45tpmtej8H58fNyQlQh0CAADAjCx+vz+4m7siIjwejwoKCiRJGRkZstvtEe4I6BhKXW6t3VGhqmqv4mNtGjmoT6uujXaUODX/k51yHfAooZtdk04/hqPUAAAAMMTYPWgAIMIcJU7NzivSysJyeX3/+/ugzWrRmPQkTctOazQoN1W36LOSZusAAACApnDE2iQ4Yg38z/LNpZqxcJM8Xl+T29htVs3Kyap3WrfROgAAAKA5XGMNwFQcJc4Ww7Ekebw+TV+wSY4SZ0h1AAAAQEsI1gBMZXZeUYvhuJbH69OcvOKQ6gAAAICWEKwBmEapy63cwvKganILy+QocRqqK3W5g6oBAABAdCJYAzCNtTsqdMgX3LIQXp9f89d/a6guv6gyqBoAAABEJ4I1ANOoqvYaqnO5jdVVuWsM1QEAACC6EKwBmEZ8rLE7BCbEGauLj4sxVAcAAIDoQrAGYBojB/WRzWoJqsZmtWjSGf0N1Y1I6x1UDQAAAKITwRqAaaQkxGlMelJQNWPTk5WZmmioLiUhLqgaAAAARCeCNQBTmZadJrutdbuuWJtVU7MHhlQHAAAAtIRgDcBUMlMTNSsnq8WQbLdZNTMnS5mpiSHVAQAAAC2x+P3+4O5Bg4jweDwqKCiQJGVkZMhut0e4IyCyHCVOzckrVm5hmbx1bqVls1o0Nj1ZU7MHNhqOjdYBAAAATSFYmwTBGmico8Sp+eu/lcvtVUKcTZPO6N+qYOwocWr+JzvlOuBRQje7Jp1+DIEaAAAAhhi7Bw0ARJijxKnZeUVaWVhe78jzos+/15j0JE3LTmvyiHWjdZ+VNFsHAAAANIUj1ibBEWvgf5ZvLtWMhZvk8fqa3MZus2pWTpbGDUkJuQ4AAABoDouXATAVR4mzxXAsSR6vT9MXbJKjxBlSHQAAANASgjUAU5mdV9RiOK7l8fo0J684pDoAAACgJQRrAKZR6nIrt7A8qJrcwjI5SpyG6kpd7qBqAAAAEJ0I1gBMY+2OCh3yBbcshNfn1/xPdhqqyy+qDKoGAAAA0YlgDcA0qqq9hupcBzzGxnPXGKoDAABAdCFYAzCN+FhjdwhM6GZsFf34uBhDdQAAAIguBGsApjFyUB/ZrJagamxWiyadfoyhuhFpvYOqAQAAQHQiWAMwjZSEOI1JTwqqZmx6sjJTEw3VpSTEBVUDAACA6ESwBmAq07LTZLe1btcVa7NqavbAkOoAAACAlhCsAZhKZmqiZuVktRiS7TarZuZkKTM1MaQ6AAAAoCUWv98f3D1oEBEej0cFBQWSpIyMDNntxhZjAjoLR4lTc/KKlVtYJm+dW2nZrBaNTU/W1OyBjYZjo3UAAABAUwjWJkGwBhpX6nIrv6hSVe4axcfFaERa71ZdG220DgAAAPgpgrVJEKwBAAAAoGPiGmsAAAAAAEJAsAYAAAAAIAQEawAAAAAAQkCwBgAAAAAgBARrAAAAAABCQLAGAAAAACAEBGsAAAAAAEJAsAYAAAAAIAQEawAAAAAAQkCwBgAAAAAgBARrAAAAAABCQLAGAAAAACAEBGsAAAAAAEJgi3QDADqWUpdba3dUqKraq/hYm0YO6qOUhLiw1UWqNlrGBABEHvMG0PkRrAFIkhwlTs3OK9LKwnJ5ff7A521Wi8akJ2ladpoyUxPbrC5StdEyJgAg8pg3gOhh8fv9/pY3Q6R5PB4VFBRIkjIyMmS32yPcETqT5ZtLNWPhJnm8via3sdusmpWTpXFDUkKui1RttIwJAIg85g0gunCNNRDlHCXOFidhSfJ4fZq+YJMcJc6Q6iJVGy1jAgAij3kDiD4EayDKzc4ranESruXx+jQnrzikukjVRsuYAIDIY94Aog/XWANRrNTlVm5heVA1uYVlcpQ4DdWVutw/Pm7f2kj0G6nvEQvTAEBkmW1uZd4A2gbBGohia3dU6JAvuGUWvD6/5n+y01BdflGl/H5/u9fOX/9tVIyZX1SpiUNTg6oDALQtw3Mr8wZgagRrIIpVVXsN1bkOeIyN566R0dUSQ6l1uY19nWYbs8pdY7ASANBWDM+tzBuAqRGsgSgWH2tsF5DQzdiq9PFxMTJ6I4JQahPijH2dZhszPi7GUB0AoO0YnluZNwBTY/EyIIqNHNRHNqslqBqb1aJJpx9jqG5EWm/DY4ZSO+mM/lEx5oi03kHVAADaHvMGEJ0I1kAUS0mI05j0pKBqxqYnKzM10VBdSkKc4TFDqY1Ev5H6HgEAIot5A4hOBGsgyk3LTpPd1rpdQazNqqnZA0Oqi1RttIwJAIg85g0g+hCsgSiXmZqoWTlZLU7GdptVM3OylJmaGFJdpGqjZUwAQOQxbwDRx+I3utoB2pXH41FBQYEkKSMjQ3a7scWjgKY4Spyak1es3MIyeevcssNmtWhserKmZg9sdBI2Whep2mgZEwAQecwbQPQgWJsEwRrtpdTlVn5RparcNYqPi9GItN6tugbLaF2kaqNlTABA5DFvAJ0fwdokCNYAAAAA0DFxjTUAAAAAACEgWAMAAAAAEAKCNQAAAAAAISBYAwAAAAAQAoI1AAAAAAAhIFgDAAAAABACgjUAAAAAACEgWAMAAAAAEAKCNQAAAAAAISBYAwAAAAAQAoI1AAAAAAAhIFgDAAAAABACW6QbAIBQlLrcWrujQlXVXsXH2jRyUB+lJMSFrS7UWgAAWov5BjAPgjUAU3KUODU7r0grC8vl9fkDn7dZLRqTnqRp2WnKTE1ss7pQawEAaC3mG8B8LH6/39/yZog0j8ejgoICSVJGRobsdnuEOwIiZ/nmUs1YuEker6/Jbew2q2blZGnckJSQ60KtBQCgtZhvAHPiGmsApuIocbb4hkOSPF6fpi/YJEeJM6S6UGsBAGgt5hvAvAjWAExldl5Ri284anm8Ps3JKw6pLtRaAABai/kGMC+CNQDTKHW5lVtYHlRNbmGZHCVOQ3WlLrfhMUtd7qBqAADRjfkGMDeCNQDTWLujQod8wS0L4fX5Nf+TnYbq8osqDY+ZX1QZVA0AILox3wDmxqrgAEyjqtprqM51wGNsPHeNjK7uWOWuMVgJAIhGRuc45hugYyBYAzCN+Fhju6yEbsZW0Y+Pi5HRGyfEx8UYqgMARCejcxzzDdAxcCo4ANMYOaiPbFZLUDU2q0WTTj/GUN2ItN6GxxyR1juoGgBAdGO+AcyNYA3ANFIS4jQmPSmomrHpycpMTTRUl5IQZ3jMlIS4oGoAANGN+QYwN4I1AFOZlp0mu611u65Ym1VTsweGVBdqLQAArcV8A5gXwRqAqWSmJmpWTlaLbzzsNqtm5mQpMzUxpLpQawEAaC3mG8C8LH6jK/OgXXk8HhUUFEiSMjIyZLcbW4wJ6CwcJU7NyStWbmGZvHVuT2KzWjQ2PVlTswc2+obDaF2otQAAtBbzDWA+BGuTIFgDjSt1uZVfVKkqd43i42I0Iq13q643M1oXai0AAK3FfAOYB7fbAhBxpS631u6oUFW1V/GxNo0c1CeoNw5+v1/+H/8fDKN1RmtD/ToBAOYUyv4/lLkKQPshWAOIGEeJU7PzirSysLzBqW5j0pM0LTut2dOyjdSabUwAgHkxbwDRg1PBTYJTwdHZLN9cqhkLN8nj9TW5jd1m1aycLI0bktImtWYbEwBgXswbQHRhVXAA7c5R4mzxTYMkebw+TV+wSY4SZ8i1ZhsTAGBezBtA9GnTU8F/97vfteXLNcpiseivf/1r2McBED6z84pafNNQy+P1aU5esZ65emhItWYbEwBgXswbQPRp02D9zjvvyGKxtOVL1uP3+wnWgMmVutzKLSwPqia3sEylLvePj4OvdZQ4TTUmC5oBgHkZneeYNwBzC8viZX379g3Hy2rXrl1heV0A7Wftjgod8gW3tIPX51d+UaX8fr+h2vnrvzXVmBOHpgZVBwDoOIzOc8wbgLmFJVi/99576tq1a5u+5v79+zV0KKe6AGZXVe01VueukdGVFl1uc40JADAvo/Mc8wZgbqa53VY4TzEH0H7iY43tduLjYgzfwzMhzlxjAgDMy+g8x7wBmFubrgp+wgkn6IQTTlCXLl3a8mUlSV26dNEJJ5ygwYMHt/lrA2g/Iwf1kc0a3B/KbFaLRqT1Nlw76Yz+phoTAGBezBtAdGrTYL1kyRK9/fbbYbnHcmxsrJYsWaLFixe3+WsDaD8pCXEak54UVM3Y9GSlJMQZrs1MTTTVmAAA82LeAKJTxO9jffDgQb399tt67rnntHz5ctXUcJ0I0NlNy06T3da63U+szaqp2QNDrjXbmAAA82LeAKJPuwRrj8ej5557Tpdeeqn++9//Bj7/9ddf64ILLtDdd9+tJ598UnfccYfGjRunr776qj3aAhAhmamJmpWT1eKbB7vNqpk5WcpMTQy51mxjAgDMi3kDiD4Wv9GVeVrJ7/frhhtu0Pr16yVJL7/8sk477TRJ0v/93/9p48aNDWr69Omj999/X/Hx8eFszVQ8Ho8KCgokSRkZGWE53R5ob44Sp+bkFSu3sEzeOrcYsVktGpuerKnZA5t802C01mxjAgDMi3kDiB5hD9bvvvuu7rzzTknSGWecoT/+8Y8aOHCgvvrqK11yySWyWCyaMGGC7r77bm3dulV33nmndu/erdtuu02TJ08OZ2umQrBGZ1bqciu/qFJV7hrFx8VoRFrvVl8zZrTWbGMCAMyLeQPo/MIerCdPnqw1a9ZowoQJ+stf/hL4/OzZszVr1izZbDbl5+crMTFRkrRo0SLdc889yszM1Ouvvx7O1kyFYA0AAAAAHVPYr7HesmWLJOnaa6+t9/m1a9dKkrKysgKhWlLgNPFvv/023K0BAAAAABCysAdrp9MpSerbt2/gc3v37lVBQYEsFovOPvvsett3795dkrR///5wtwYAAAAAQMjCHqxjY2MlHQ7TtdatW6dDhw5Jks4666x625eUlEiSevbsGe7WAAAAAAAIWdiD9aBBgyQdDtO1li1bJknq1auXMjMz622/YMECSdLxxx8f7tYAAAAAAAiZLdwDnHfeedq0aZP+9re/yel0qrKyUh9++KEsFosuvPDCwHbFxcV65ZVXtHjxYlksFl1wwQXhbg0AAAAAgJCFfVXw6upqXXnlldq+fbssFoukw/e2PuKII/Tuu++qV69ekqTTTz9de/fuld/v1ymnnKJ///vfslrDfkDdNFgVHAAAAAA6pna5xnrevHm68sorlZiYqK5du2rUqFGaP39+IFRL0nHHHacuXbrosssu0wsvvECoBgAAAACYQtiPWNfU1CgmJqbF7QoKCtS3b1/17t07nO2YFkesAQAAAKBjCvs11pMnT5bFYtG0adOUlZXV5HYZGRnhbgUAAAAAgDYX9vOtt2zZonXr1snj8YR7KAAAAAAA2l3Yj1gfPHhQ0v9uuxUpv//977V48eKgal555RWdfvrpgY9ramq0YMECvfPOOyouLpbf71e/fv00duxYXX/99UpMTGzjrgEAAAAAHV3Yj1gPGTJEkrRhw4ZwD9XmunfvHnhcXV2t66+/Xo888ogKCgp04MABHTx4UEVFRXrmmWd08cUX66uvvopgtwAAAACASAj74mXbt2/XNddcI5/Pp7vvvlvnnXee4uPjwzlkozwej2pqaprdZuPGjZo8ebJ8Pp9uuOEG3XXXXYHnbr/9dr3//vuKiYnRrbfeqvHjx8tut2v16tV67LHHtHfvXvXr10/vvvuuunXrFpb+WbzMnEpdbq3dUaGqaq/iY20aOaiPUhLiwlobLWOard9oGdOM/QIwl2jZP7EPZx8O8wh7sH7qqae0c+dOvffee7JYLLJYLDrqqKOUmJio2NjYphuzWPTqq6+Gs7V6nE6nLr30UpWWliorK0uvvvqqbLbDZ8o7HA5dccUVkqQHHnhAOTk59WoLCgqUk5Ojmpoa3X777ZoyZUqb90ewNh9HiVOz84q0srBcXt//fs1sVovGpCdpWnaaMlMT27Q2WsY0W7/RMqYZ+wVgLtGyf2Ifzj4c5hP2YD148GBZLBYFO4zFYlFhYWGYumro1ltv1Ycffqi4uDi988476t+/f+C52qPV/fr104cffqguXbo0qL/77rv11ltvqV+/flq1alWb90ewNpflm0s1Y+Emeby+Jrex26yalZOlcUNS2qQ2WsY0W7/RMqYZ+wVgLtGyf2If3rpaoKMJe7C++uqrDdfOmzevDTtpWn5+vm688UZJ0m9+8xvdcsstgef8fr+GDx+uffv26aqrrtL999/f6Gvk5uZq2rRpkqS3335b6enpbdojwdo8HCVOTXzm42YniVp2m1VvTj4z8JdYo7XRMqbZ+o2WMc3YLwBziZb9E/vw1tUCHVHYFy+bN2+e4f/ag9fr1Z///GdJ0tFHH63rrruu3vMlJSXat2+fpP8txNaYukF68+bNbd8oTGN2XlGrJglJ8nh9mpNXHHJttIxptn6jZUwz9gvAXKJl/8Q+vHW1QEcU9tttdXSvvfaaiosP/6LedtttDY4Ef//994HH/fr1a/J1kpOT1aVLFx06dKheTTi0tAgbIqd0r1u5heVB1eQWlmln5d4fHwdf+9nXFVExptn6jZYxzdhvSk8WwwHMhLk1fGOasV/24WgrbX0GcIcN1j/88IOOPPLIsI7h8/n0r3/9S9Lho9UXXnhhg2327NkTeJyQkNDka9lsNnXt2lVVVVXau3dv2zdbx7Zt28L6+jBu1TcHdMgX3NUVXp9fr69xyC+/odo5HzgiMGZBu49ptn4jM2b7/yyYsd/sAV2DqgMQWZGZW9mHt1QbqfcC7MPRVoYOHdqmr9duwfq7775Tfn6+9uzZI6/X22AxM5/Pp5qaGh04cEDffvutNm3apC+++CKsPX344Yf67rvvJEk33nhjo4uSVVdXBx43t4q5JMXFxamqqkput7ttG4VpHKwxtmTBwRqfjC52sN8TiTFbd+pWW45ptn4jM2b7/yyYsV8A5hKZuZV9eEsi9V4A6KjaJVg//fTT+uc//ymfr3W/DH6/XxaLJcxdSS+99JIkqVevXvr5z3/e6DZ1w3ZLPdX+scBqDe+l64MHD1ZMTExYx4AxO7y7pC+2BF036NhjDj8wUHt0cm+tN3D5QShjpib3kr7f1a5jmq3fSIwZiZ8FM/abkXFU0HUAIicScyv78JZF6r0A+3B0VGEP1uvXr9fTTz/d6u0tFotOOeUUZWdnh7Grw9dOf/7555KkCy+8sMmj0d26dQs8rnv0ujG1z7d0ZDtUMTExrAreQZ0zOEU269Z692Fsic1q0TmDU358HHzt1WcN0OIvdrXrmNecdaze/uK/7Tqm2fqNxJiR+FkwY7/sPwFzicTcyj685dpIvRdgH46OKuyrgr/xxhuSpCOOOEKzZ8/Wxo0bNXv2bElSTk6OtmzZovz8fP3tb39TcnKyJCkxMVG/+tWvwtrXhx9+GHh80UUXNbldjx49Ao9rVwdvjNfr1cGDByUd/loRnVIS4jQmPSmomrHpyUpJiDNcm5maGBVjmq3faBnTjP0CMJdo2T+xD29dLdBRhT1Yb9q0SRaLRVOnTtWYMWMUHx+v4cOHy2KxaN26derSpYt69+6tSy65RAsXLlRCQoLWrFmjvLy8sPb1wQcfSDq80vcpp5zS5HYDBgwIPN61q+nTXcrKynTo0CFJ0lFHcYpKNJuWnSa7rXW/WrE2q6ZmDwy5NlrGNFu/0TKmGfsFYC7Rsn9iH966WqAjCnuwrl1V+6yzzgp8rmfPnurbt6++++67eqtu9+3bVzfddJP8fr8WLVoUtp6qqqq0adMmSdLo0aObvXY6KSkpcAS6sLCwye22bt0aeFz3ntaIPpmpiZqVk9XiZGG3WTUzJ0uZqYkh10bLmGbrN1rGNGO/AMwlWvZP7MNbVwt0RBb/T5fnbmMnn3yyPB6P1q9fX+92VTfddJPWrVunl19+Waeddlrg88XFxbrooot01FFHadWqVWHpad26dbrhhhskSU8++WSjt9mq66677tLbb7+tAQMG6P333290cbLf//73Wrx4sfr06aO1a9e2+eJrHo9HBQUFkqSMjAyuLzEBR4lTc/KKlVtYVu8aIpvVorHpyZqaPbDJScJobbSMabZ+o2VMM/YLwFyiZf/EPpx9OMwn7MF61KhRKi8v1/vvv1/vtOqHHnpICxYs0L333qtJkyYFPu90OnXGGWcoNjZWX375ZVh6eu655/TEE09IklatWqV+/fo1u/3HH3+s6667TpJ033331etXkhwOh3JycuT1enXnnXfq5ptvbvOeCdbmVepyK7+oUlXuGsXHxWhEWu9WXyNktDZaxpQOT8jz138rl9urhDibJp3Rv1UTsKPEqfmf7JTrgEcJ3eyadPoxrZ64zfQ9itS/i9n6BWAu0bJ/MjrHRapf9uGIZmEP1lOmTNHq1av1hz/8QVdffXXg86+88or+/Oc/69JLL9Vf//rXwOe3bdumCRMmyG63y+FwhKWn2iPQ3bp1C5wS3pIpU6Zo1apV6tKli26++WZNnDhRcXFxWr16tR577DG5XC6lpqZqyZIlio+Pb/OeCdZAfY4Sp2bnFWllYXmDv3CPSU/StOy0Jv+qbqQOAID2wlwFmE/Yr7EePXq0/H6/nnzySb333nuBe1nXLhj24Ycf6rvvvgts//zzz0s6fL11uNQuQhbMGI8++qgyMjJ06NAhPfPMMxo7dqxGjBihe++9Vy6XS71799bcuXPDEqoB1Ld8c6kmPvOxVmwpa3CrDq/PrxVbyn58vrRN6gAAaC/MVYA5hT1YT5gwQf3799eBAwd055136re//a0kKTMzUyeddJIOHjyoyy+/XLfffrsuueQSLVu2TBaLRT/72c/C1lPtbbNSUlJaXZOQkKAFCxbonnvuUWZmprp3766YmBgNGDBA119/vd555516p7oDCA9HiVMzFm6Sx+trdjuP16fpCzbJUeIMqQ4AgPbCXAWYV9hPBZek7777Trfeequ2b9+ua6+9VnfffbckaePGjbr++utVU1MTWOzL7/erT58+evvtt9WrV69wt2YanAoOHPareRu1YktZq7c/f0iKnrl6qOE6AADaC3MVYF5hP2ItSUcffbQWL16sZ599Vueee27g88OGDdO///1vnX322eratavi4+N1/vnna+HChYRqAA2UutzKLSwPqia3sEyOEqehulKXO6gaAACMMjrHMVcBHYOtvQayWq0aNWpUg89nZGRo7ty57dUGABNbu6NCh3zBnWTj9fk1/5Odhuryiyo1cWhqUHUAABhhdI5jrgI6hnY5Yg0AbaGq2muoznXAY2w8d42hOgAAgmV0jmOuAjqGdjtiLUm7d+/W4sWL9dlnn6m0tFT79+/XBx98IEn6+9//rsGDB+vCCy9sz5YAmEh8rLFdVkI3Y2sSxMfFGKoDACBYRuc45iqgY2i3YP3CCy9o1qxZ8ngOHzny+/2BBcsk6d1339Xzzz+vBQsWaObMmTriiCPaqzUAJjFyUB/ZrJYGtx9pjs1q0aTTj9Giz0qCrhuR1ttImwAABM3oHMdcBXQM7XIq+BNPPKEnnnhC1dXVio2NVWZmZoNt3G63/H6/Nm7cqClTpqgdFisHYDIpCXEak54UVM3Y9GRlpiYaqktJiAuqBgAAo4zOccxVQMcQ9mD95Zdf6vnnn5ckXXvttVq3bp1efPHFBtvl5ubq6quvlt/v15dffqm33nor3K0BMKFp2Wmy21q364q1WTU1e2BIdQAAtBfmKsC8wh6s582bJ0kaP3687r77bnXv3r3eKeC1unXrpnvuuUeXXnqp/H6/li5dGu7WAJhQZmqiZuVktfjGw26zamZOljJTE0OqAwCgvTBXAeYV9mC9ceNGWSwWXX311a3a/pprrpEkbdu2LZxtATCxcUNS9ObkM3X+kBTZrPX/UGezWnT+j8+PG5LSJnUAALQX5irAnMK+eNnu3bslSQMGDGjV9v369ZMkVVVVhaslAJ1AZmqinrl6qEpdbuUXVarKXaP4uBiNSOvd7PVmRusAAGgvzFWA+YQ9WHfv3l0ul0tOp1M9e/ZscfuKigpJUo8ePcLdGoBOwu/3y//j/9ujrtTl1todFaqq9io+1qaRg/rwRgcA0KRQ5g2jcxWA9hX2YD1o0CBt3LhRH374oW688cYWt1+8eLEk6fjjjw93awBMzFHi1Oy8Iq0sLK93axKb1aIx6Umalp3W6LVnRutCrQUARJ9IzFUAIiPs11hfeOGF8vv9mj17tgoKCprddsWKFXr55ZdlsVh03nnnhbs1ACa1fHOpJj7zsVZsKWtwv0+vz68VW8p+fL60TepCrQUARJ9IzFUAIsfiD/N5JV6vV5dddpl27NihmJgYjR8/XoMHD9Zf/vIXWSwWzZ07V999951WrlyptWvXyu/3a8CAAXrnnXdkt9vD2ZqpeDyewB8mMjIy+N4gajlKnJr4zMfyeH0tbmu3WfXm5DOVmZpouC6UMQEA0SkScxWAyAr7EWubzabnn39exx57rGpqavT222/r0UcfDdxy68Ybb9QDDzwQCNV9+/bVM888Q3AE0KjZeUWtesMhSR6vT3PyikOqC7UWABB9IjFXAYissAdrSUpJSdFbb72lqVOnqlevXocXYfjJf926ddPVV1+txYsXt3oFcQDRpdTlVm5heVA1uYVlcpQ4DdWVutyGxyx1uYOqAQB0DpGYqwBEXtgXL6vVtWtXzZgxQzNmzFBxcbF27typqqoqde3aVX379tXgwYPVpUuX9moHgAmt3VGhQ77grl7x+vya/8lOQ3X5RZXy+/2GaycOTQ2qDgBgfobnqvXfMt8AJhb2YL1582addNJJ9T43cOBADRw4MNxDA+hkqqq9hupcBzzGxnPXyOgiFFXuGoOVAAAzMzxXuY3VMd8AHUPYTwW/4oordOGFF+qZZ55RSUlJuIcD0InFxxr7W2BCN2NrNsTHxRgeMz4uxlAdAMDcDM9Vccw3gJmFPVj7/X79v//3//TUU0/p3HPP1VVXXaXXX39de/fuDffQADqZkYP6yGa1BFVjs1o06fRjDNWNSOtteMwRab2DqgEAdA6G56oz+jPfACYW9mC9YMECXXXVVTryyCPl9/v1+eef6/7779eIESM0ffp0ffDBB6qp4RQWAC1LSYjTmPSkoGrGpicrMzXRUF1KQpzhMVMS4oKqAQB0DpGYqwBEXtiDdVZWlu677z6tXbtWzz//vC655BJ169ZNHo9HH374oW677TadffbZuu+++7Rx48ZwtwPA5KZlp8lua92uK9Zm1dTsgSHVhVoLAIg+kZirAESWxe/3G12bx7Dq6mqtXLlSS5cuVX5+fuCItcViUd++fXXxxRfrkksuYYGzOjwejwoKCiRJGRkZ3OcbUW3FllJNX7Cp2Xt92m1WzcrJ0rghKSHXhVoLAIg+kZirAERORIJ1Xfv27dOaNWu0evVq5efny+l0ymI5fH1Jenq6Lr/8cl188cXq2bNnJNuMOII1UJ+jxKk5ecXKLSyTt87tSWxWi8amJ2tq9kBlpia2WV2otQCA6BOJuQpAZEQ8WEvSnj17tHr1an344YfKy8uTdHjRM+nwUey4uDhdeeWVmj59uuLj4yPZasQQrIHGOUqcmv/JTrkOeJTQza5Jpx/TqjcbRuskqdTlVn5RparcNYqPi9GItN5c4wYAaJLReYP5BjCPiAXrH374QcuXL9eyZcu0adMm+XyHT3fx+/3q16+fLrnkElmtVi1dulQ7d+6UxWJRamqqXn31VSUnJ0ei5YgiWAP1OUqcmp1XpJWF5Q3+mj8mPUnTstOaPApgpA4AAABoSrsG66qqKn3wwQd677339Mknn+jQoUOBI9M9evTQ+eefr0svvVTDhg2rV7d06VLdfffdOnTokM477zw99dRT7dVyh0GwBv5n+eZSzVgY/PVnRusAAACA5oQ9WLvdbq1atUrvvfee1q5dG1iozO/3y2azacSIEbr00ks1ZsyYZsPiww8/rFdffVU9e/bUp59+Gs6WOySCNXCYo8Spic983Gw4rmW3WfXm5DOVmZpouA4AAABoiS3cA5x11lk6ePCgpP9dN33SSSfp0ksv1UUXXaQjjzyyVa9z1FFHSVJgYTMA0Wl2XlGrwrEkebw+zckr1jNXDzVcBwAAALQk7MH6wIEDkg4H44svvliXXnqpjjvuuKBfx2azady4cRo6lDe6QLQqdbmVW1geVE1uYZkcJU5DdaUuN4vEAAAAoEVhD9Y///nPNWHCBJ122mkhvc4111yja665po26AmBGa3dU6JAvuKtXvD6/5q//1lBdflGlJg5NDaoOAAAA0adNg/WGDRskScOGDQucsv3nP/+5TV7b5/Pps88+kyQNHz68TV4TgLlUVXsN1bncxuqq3DWG6gAAABBd2jRYX3311bJarfrss8/UtWvXtnxpud3uwOtv3bq1TV8bgDnExxrbZSXEGauLj4sxVAcAAIDoYm3rFwz33bsidNttAB3AyEF9ZLMGt4ChzWrRpDP6G6obkdY7qBoAAABEp7BcY7148eI2vx2Ux+Np09cDYD4pCXEak56kFVvKWl0zNj1ZmamJhupYuAwAAACtEZZg/ac//SkcLwsAmpadprztFa26dVaszaqp2QNDqgMAAABaEpZTwcP1HwBkpiZqVk6W7Lbmd192m1Uzc7KUmZoYUh0AAADQEou/DRPr999/31Yv1ax+/fq1yzgdicfjUUFBgSQpIyOjzU+1B8zGUeLUnLxi5RaWyVvnVlo2q0Vj05M1NXtgo+HYaB0AAADQlDYN1ggfgjXQuFKXW/lFlapy1yg+LkYj0nq36tpoR4lT8z/ZKdcBjxK62TXp9GMI1ACADqXU5dbaHRWqqvYqPtamkYP6sP4H0EERrE2CYA20DUeJU7PzirSysLzBEesx6Umalp1GwAYARBRzFWA+BGuTIFgDoVu+uVQzFm5qdgEzu82qWTlZGjckpR07AwDgMOYqwJzafPEyAOiIHCXOFt+oSJLH69P0BZvkKHG2T2MAAPyIuQowL4I1gKgwO6+oVbfakg6/YZmTVxzmjgAAqI+5CjAvgjWATq/U5VZuYXlQNbmFZSp1ucPUEQAA9TFXAeZGsAbQ6a3dUaFDvuCWk/D6/MovqgxTRwAA1MdcBZgbwRpAp1dV7TVW565p404AAGgccxVgbgRrAJ1efKzNWF1cTBt3AgBA45irAHOLWLCuqqpSaWlppIYHEEVGDuojm9USVI3NatGItN5h6ggAgPqYqwBza9dgnZubq1tuuUXDhw/X8OHDNXr06MBzN9xwgx544AFVVFS0Z0sAokBKQpzGpCcFVTM2PVkpCXFh6ggAgPqYqwBza5dgvX//fk2ePFnTp0/X2rVrtW/fPvn9fvn9/1ugYfv27Xrttdc0YcIEbd68uT3aAhBFpmWnyW5r3S4v1mbV1OyBYe4IAID6mKsA82qXYD1jxgytWbNGfr9fp556qm644YYG2wwePFh+v1+7d+/WlClTtG/fvvZoDUCUyExN1KycrBbfsNhtVs3MyVJmamL7NAYAwI+YqwDzCnuwfu+997Ru3TrFxMRo9uzZmj9/vm699dYG282dO1ezZs1SbGysKisrNW/evHC3BiDKjBuSojcnn6nzh6Q0uI7NZrXo/B+fHzckJUIdAgCiHXMVYE4Wf93zscPgpptu0rp16zRt2rRAoD5w4IBOPfVUWSwWFRYW1tt+zpw5mjlzpoYMGaJFixaFszVT8Xg8KigokCRlZGTIbrdHuCN0ZKUut9buqFBVtVfxsTaNHNSn1ddgGa2NxJih1DpKnJq//lu53F4lxNk06Yz+rf7Lv5m+R5H6dwFgLtG0fzJTv44Sp+Z/slOuAx4ldLNr0unHhH2uCqWWMRHNjK3rH4QtW7ZIki666KJWbX/BBRdo5syZ+uabb8LYFdA5OUqcmp1XpJWF5fL6/vc3M5vVojHpSZqWndbkhGy0NhJjhqPfRZ9/36m+R5H6dwFgLtG0fzJTv03OVZ+V8D0y6Zjo/MJ+xDojI0Ner1effvqpevToIan5I9ZOp1NnnHGG7Ha7HA5HOFszFY5YoyXLN5dqxsJN8nh9TW5jt1k1KyerweljRmsjMabZ+o2WMQGYTzTtn8zUL9+jzjcmokPYr7FOTEyUJJWUlLRq++LiYknSEUccEa6WgE7HUeJscWcvSR6vT9MXbJKjxBlybSTGNFu/0TImAPOJpv2Tmfrle9T5xkT0CHuwzsrKkiQtXLiwVdu/+OKLslgsOvnkk8PZFtCpzM4ranFnX8vj9WlOXnHItZEY02z9RsuYAMwnmvZPZuqX71HnGxPRI+zXWF9++eX64IMP9Prrr+u4447Ttdde2+h21dXVeuyxx7Ry5UpZLBZNmDAh3K0BnUKpy63cwvKganILy1Tqcv/4OPhaR4mz3cc0W7/RMmapy82CLYDJMG+0XBtN+3CjtdHyPQplTObH6BL2YD1q1ChdeOGFWrZsmR599FHNmzdPJ554YuD5J598UiUlJVq3bp1cLlegZvTo0eFuDegU1u6o0CFfcEsleH1+5RdVyu/3G6qdv/7bdh/TbP3O/2RnVHyd+UWVmjg0Nag6AJHFvNFybbTMG6b7HplsTObH6BL2YC1Jjz76qLp06aKlS5eqpKRE33//vSyWw/fle+655yRJtWuonXPOOXriiSfaoy2gU6iq9hqrc9fI6MqFLnf7j2m2fl0HPO0/ZoT+XQCYC/NGy6Jl3jDd98hkYyK6tEuwttvteuyxxzRx4kQtWLBAGzZs0O7duwPPd+/eXUOHDtWVV16psWPHtkdLQKcRH2vs1zg+LkZGbwqQENf+Y5qt34RuxlbuN9vXGR8XY6gOQOQwb7QsWuYN032PTDYmoku7BOtap59+uk4//XRJ0v79+1VVVaWuXbuqZ8+e7dkG0KmMHNRHNqul3v0UW2KzWjQirXfgcbC1k87or0Wff9+uY5qt30mnH6NFn5V0+q+zthaAeTBvdMx+IzFvmO57ZMIxET3Cvip4U7p3767k5GRCNRCilIQ4jUlPCqpmbHqyUhLiDNdmpia2+5hm6zdaxmRhFsB8omU/bLZ++R51vjERXSIWrAG0nWnZabLbWvfrHGuzamr2wJBrIzGm2fqNljEBmE807Z/M1C/fo843JqJH2IN1enp60P+ddNJJGjp0qM477zxNnjxZr776qjweYws6ANEgMzVRs3KyWtzp221WzczJUmZqYsi1kRjTbP1Gy5gAzCea9k9m6pfvUecbE9HD4jd6JX8rDR48OOTXsFgsOu644zR79mwNGDAg9KZMyOPxqKCgQJKUkZEhu93YAhfo3BwlTs3JK1ZuYVm9a4FsVovGpidravbAJnf2RmsjMabZ+o2WMQGYTzTtn8zUL9+jzjcmOr+wB+svv/xSGzZs0BNPPCG/36+TTjpJ5513no477jh1795dBw4c0M6dO5WXl6dPP/1UFotFF154oY4//nhVVVVp8+bNWr9+vfx+v9LS0vTmm28qLi76rlkgWCMYpS638osqVeWuUXxcjEak9W71tT5GayMxptn6jZYxAZhPNO2fzNQv36PONyY6r7AH65KSEl1yySWqrq7W/fffryuvvLLJbT/44AP95je/Ubdu3bR06VIlJR1eKGDjxo2aOnWq9u3bpwceeEC/+MUvwtlyh0SwBhpX6nJr7Y4KVVV7FR9r08hBfVo9KRqpC7UWAAAAnU/Yb7c1Z84cHThwQLfcckuzoVqSzjvvPE2ZMkUzZ87U7Nmz9eCDD0qShg0bpsmTJ+tvf/ub3n333agM1gDqc5Q4NTuvSCsLyxucjjUmPUnTstOaPI3LSF2otQAAAOi8wr54WX5+viwWiy6//PJWbX/xxRdLklavXl3v86NGjZIkffvtt23aHwDzWb65VBOf+VgrtpQ1uK+k1+fXii1lPz5f2iZ1odYCAACgcwt7sHa5XJLU6vtVx8fHS5L27NlT7/O9evWSJP3www9t2B0As3GUODVj4SZ5vL5mt/N4fZq+YJMcJc6Q6kKtBQAAQOcX9mDdt29fSdKmTZtatX3tdkceeWS9z1dUVEiSunfv3obdATCb2XlFLQbcWh6vT3PyikOqC7UWAAAAnV/Yg/Xw4cPl9/v1t7/9TU6ns9lt9+3bpyeeeEIWi0WnnXZavefee+89SdLxxx8frlYBdHClLrdyC8uDqsktLJOjxGmortTlNjxmqcsdVA0AAADMK+zB+sYbb1RMTIy+/fZbXXbZZVq0aFGD07l/+OEHvf3227r88stVXFysLl266MYbb5QklZeXa9asWXrhhRdksVh0wQUXhLtlAB3U2h0VOuQL7kYGXp9f89d/a6guv6jS8Jj5RZVB1QAAAMC8wr4q+IABA/TEE0/ojjvu0H//+1/de++9kg5fSx0XF6eDBw9q//79kiS/368uXbro4Ycf1gknnCBJWrhwof75z3/K7/crPT29xZXFAXReVdVeQ3Uut7G6KneNjN6PsMpdY7ASAAAAZhP2I9bS4dtovfHGGxo2bJj8fr/8fr/27duniooKVVVVBT53yimnaMGCBZowYUKg9uuvv1ZMTIzGjx+vuXPnymYL+98CAHRQ8bHGfv8T4ozVxcfFGB4zPi7GUB0AAADMp91S6oknnqhXX31Vu3bt0tq1a/X999/L6XQqLi5O/fv312mnnaZBgwZJkmpqarRixQqNHz9e9957r/7617/Kbre3V6sAOqiRg/rIZrU0uN1Vc2xWiyad0V+LPv8+6LoRab0Dj43WAgAAoPNr98O/Rx11lH7xi180+tx3332nhQsXavHixXI6nRo/fnzgNlsAkJIQpzHpSVqxpazVNWPTk5WZmmioLiUhTpJCqgUAAEDnF/Hzqn0+n1auXKmFCxfq448/DpwWbrFYIt0agA5oWnaa8rZXtOr2V7E2q6ZmDwypLtRaAAAAdH7tco11Y0pLSzVz5kydc845mjFjhj766CP5fD75/X517dpVl112WaRaA9CBZaYmalZOluy25ndfdptVM3OylJmaGFJdqLUAAADo/Cx+v9/ooreGrFmzRgsXLtR//vOfQJCudfLJJ2vixIm68MIL1b179/Zsq8PzeDwqKCiQJGVkZHDNOaKeo8SpOXnFyi0sq3f9s81q0dj0ZE3NHthowDVaF2otAAAAOq92Cda7d+/Wm2++qddff127du2SpECgtlgsuuaaa3TFFVcoLS0t3K2YFsEanVmpy621OypUVe1VfKxNIwf1afU1yo4Sp+av/1Yut1cJcTZNOqN/q8Kto8Sp+Z/slOuARwnd7Jp0+jGtDsWh1AIAzCmUucpobSTGBGBMWIP1+vXrtXDhQq1cuVJerzcQpm02mzIzM/X555/LYrGosLAwXC10GgRrdEaOEqdm5xVpZWF5gyPAY9KTNC07rdmjx0ZqIzEmAMC8mKsAtEabB2uXy6XFixdr4cKF+vbbbyX97+j0iSeeqMsuu0zjx49XWVmZJkyYQLBuJYI1Opvlm0s1Y+GmZhcEs9usmpWTpXFDUtqkNhJjAgDMi7kKQGu1abC+6667tHz5cnk8nkCY7t27ty6++GJddtllOv744wPbbtu2jWAdBII1OhNHiVMTn/m4Vats221WvTn5zMBf143WRmJMAIB5MVcBCEabrgq+ZMkSeTweHXnkkZo4caJeeOEF/ec//9Fdd91VL1QDiG6z84paNfFLksfr05y84pBrIzEmAMC8mKsABCMs97Hu3r27fD6f9u3bp+rqanXt2jUcwwAwoVKXW7mF5UHV5BaWqdTl/vFx8LWOEme7j1nqcrNIDACYFHMVgGC1abC+8sortWzZMu3cuVPfffedFi9erNjYWGVnZ2vChAkaOXKkrNaI3TobQAewdkeFDvmCuwLF6/Mrv6hSfr/fUO38T3a2+5j5RZWaODQ1qDoAQMcQkblq/bfMVYCJtWmwfuihh3TPPffo/fff16JFi7Rx40a53W4tX75cy5cvV69evXTxxRdrwoQJbTksABOpqvYaq3PXyOiCEK4DnnYfs8pdY7ASABBpEZmr3O0/JnMV0Hba/FTw2NhYTZgwQRMmTFBJSYkWLVqkJUuWaNeuXaqsrNRLL72kl156SX379m3roQGYQHyssd1OfFyMjK61mNDN2GJ/oYwZHxdjqA4AEHkRmavi2n9M5iqg7YT1vOzU1FTddtttWrlypebOnasLLrhAMTGHf/l37doli8UiSbrmmmv01ltvqaqqKpztAOgARg7qI5vVElSNzWrRiLTehmsnnX5Mu485Iq13UDUAgI4jInPVGf2ZqwATa5cLni0Wi84++2w9+eSTys/P1x//+EedeOKJ8vv98vv92rBhg+655x6NGDFCv/nNb7RmzRr5fK1b1RCAuaQkxGlMelJQNWPTk5WSEGe4NjM1sd3HZDEYADAv5ioAwWr3lcR69uypSZMm6a233tKSJUv0f//3f0pISJDf75fb7dayZcs0efJk/exnP2vv1gC0k2nZabLbWrf7ibVZNTV7YMi1kRgTAGBezFUAghHRJbpPOOEE3XvvvVq7dq2eeuop/exnP5PVapXf79fu3bsj2RqAMMpMTdSsnKwW3wDYbVbNzMlSZmpiyLWRGBMAYF7MVQCCYfEbXe0gTMrLy/XWW29p8eLFWrFiRaTb6TA8Ho8KCgokSRkZGbLbjS3GBHQkjhKn5uQVK7ewTN46twmxWS0am56sqdkDm5z4jdZGYkwAgHkxVwFojQ4XrNE4gjU6s1KXW/lFlapy1yg+LkYj0nq3+rovR4lT89d/K5fbq4Q4myad0b9VbxgcJU7N/2SnXAc8Suhm16TTj2n1G41Q+gUAmJPZ5qpQagEEj2BtEgRroD5HiVOz84q0srC8wV/kx6QnaVp2WpNHAYzUAQAQrEjMVcxzQGQQrE2CYA38z/LNpZqxcJM83qbvHmC3WTUrJ0vjhqSEXAcAQLAiMVcxzwGRE9HFywAgWI4SZ4tvGiTJ4/Vp+oJNcpQ4Q6oDACBYkZirmOeAyCJYAzCV2XlFLb5pqOXx+jQnrzikOgAAghWJuYp5DogsgjUA0yh1uZVbWB5UTW5hmRwlTkN1pS53UDUAAERirjI6JvMc0HYI1gBMY+2OCh3yBbcshNfn1/xPdhqqyy+qDKoGAIBIzFVGx2SeA9qOLdINAEBrVVV7DdW5DniMjeeuMVQHAIhekZirjK5EzDwHtB2CNQDTiI81tstK6GZsFf34uBhDdQCA6BWJucroTX6Y54C2w6ngAExj5KA+slktQdXYrBZNOv0YQ3Uj0noHVQMAQCTmKqNjMs8BbYdgDcA0UhLiNCY9KaiasenJykxNNFSXkhAXVA0AAJGYq4yOyTwHtB2CNQBTmZadJrutdbuuWJtVU7MHhlQHAECwIjFXMc8BkUWwBmAqmamJmpWT1eKbB7vNqpk5WcpMTQypDgCAYEVirmKeAyLL4je62gHalcfjUUFBgSQpIyNDdruxBS6AzsJR4tScvGLlFpbJW+cWIzarRWPTkzU1e2CjbxqM1gEAEKxIzFXMc0BkEKxNgmANNM5R4tT8T3bKdcCjhG52TTr9mFa9YXCUODV//bdyub1KiLNp0hn9eaMBAAiLSMxVpS638osqVeWuUXxcjEak9eaaaiCMCNYmQbAG6nOUODU7r0grC8sb/EV+THqSpmWnNXkUwEgdAADBYq4CogfB2iQI1sD/LN9cqhkLN8nj9TW5jd1m1aycLI0bkhJyHQAAwWKuAqILi5cBMBVHibPFNxyS5PH6NH3BJjlKnCHVAQAQLOYqIPoQrAGYyuy8ohbfcNTyeH2ak1ccUh0AAMFirgKijy3SDQBAa5W63MotLA+qJrewTI4Sp6G6UpebhV4AtIlSl1trd1Soqtqr+FibRg7qw/6lk2KuQqSxv4kMgjUA01i7o0KHfMEtC+H1+TX/k52G6vKLKjVxaGpQdQBQF4tQRR/mKkQK+5vIIlgDMI2qaq+hOtcBj7Hx3DWG6gBAan4RKq/PrxVbypS3vYJFqDoZ5ipEAvubyOMaawCmER9r7G+BCd2MraIfHxdjqA4AWIQqejFXob2xv+kYCNYATGPkoD6yWS1B1disFk06/RhDdSPSegdVAwC1WIQqejFXob2xv+kYCNYATCMlIU5j0pOCqhmbnqzM1ERDdSz0AcAIo4tXlbrcYeoI7Ym5Cu2J/U3HQbAGYCrTstNkt7Vu1xVrs2pq9sCQ6gAgWEYXr8ovqgxTR2hvzFVoL+xvOo6oDNZVVVWaPXu2fv7zn2vYsGHKyMjQuHHj9Oc//1llZWXN1tbU1OiVV17RxIkTlZWVpVNOOUUXXXSRnnzySTmdzvb5AoAolpmaqFk5WS2+8bDbrJqZkxVY/dJoHQAEy+jiVSxC1XkwV6G9sL/pOCx+vz+4P3GY3NatW3XLLbeooqKi0ecTExP1/PPPKzMzs8Fz1dXVuvHGG7Vhw4ZGa5OSkjR37lwdf/zxbdqzJHk8HhUUFEiSMjIyZLcbW+AC6CwcJU7NyStWbmFZg1tKjE1P1tTsgY2+4TBaBwCt9cbG7/TbNx1B1z1+xcncNqmTYa5CuLG/6TiiKliXl5dr/Pjxcrlc6tmzp+644w6NGjVKNptNK1eu1OOPP679+/crKSlJ77//vuLj4+vV33777Xr//fcVExOjW2+9VePHj5fdbtfq1av12GOPae/everXr5/effdddevWrU17J1gDjSt1uZVfVKkqd43i42I0Iq13q643M1oHAC0pdbk14q+r6gWiltisFuXfNZr9UCfFXIVwYX/TcUTVfawfffRRuVwudevWTS+99JKGDBkSeO6qq65S3759NXnyZJWXl2vJkiWaNGlS4HmHw6H3339fknTPPfcoJycn8NyVV16p9PR05eTk6Pvvv9fLL7+sKVOmtN8Xhk6r1OXW2h0Vqqr2Kj7WppGD+rR6IjZSZ7Yxa/n9fvl//H8wjNaZ6XsUqX+XSPQLdBS1i1et2NL85WV11V2Eymy/e2YaM1L9SuaZq0KpZczwjdlcbSj7G7SdqAnWlZWVWr58uSTpV7/6Vb1QXSs7O1vHHnusdu7cqc2bN9d77sUXX5Qk9evXT1deeWWD2oyMDF188cV666239MYbbxCsERJHiVOz84q0srC8wSlgY9KTNC07rclTx4zUmW1Ms/UbLWNGql+gI5qWnaa87RWtugVO7SJUZvvdM9OYZuuX7xFjBlN73onJQe9v0Pai5lTw+fPn66GHHlJsbKw++uijBqd513K73YqNjZXF8r/7CPr9fg0fPlz79u3TVVddpfvvv7/R2tzcXE2bNk2S9Pbbbys9Pb3N+udU8OixfHOpZizc1OzO0W6zalZOlsYNSQm5zmxjmq3faBkzUv0CHdmKLaWavqB1P9t+v0z1u2emMc3WL98jxjRSe+PZx2ruuq+ZSyMoalYFdzgOX9R/0kknNQjVNTX/WxUvLi6uXqiWpJKSEu3bt0+SGj3SXatukP7pEW+gNRwlzhZ3npLk8fo0fcEmOUqcIdWZbUyz9RstY0aqX6CjGzckRW9OPlPnD0mRzVr/vYXNatH5Pz7fNyHOVL97ZhrTbP3yPWJMo7Vz132tv1x2Uov7G0J1+ERNsN6xY4ckqX///pKkvLw83XjjjcrKytJJJ52kESNG6P7772/0dlvff/994HG/fv2aHCM5OVldunRpUAO01uy8oladxiMd3onOySsOqc5sY5qt32gZM1L9AmaQmZqoZ64eqvy7RuvxK07WAxefqMevOFn5d43WM1cPVWZqoul+98w0ptn65XvEmKHUfri1vMX9DcInaq6xLi8vl3T4dloPPvig/v3vf9d7vqKiQgsXLtTy5cv1zDPPKCsrK/Dcnj17Ao8TEhKaHMNms6lr166qqqrS3r172/gr+J+6R9jReZTudSu3sDyomtzCMn32dYWhup2Ve398bI4xzdZvtIwZqX5TerLoCszlyK5WXZKRVO9zHo/H8L7fbPuKaNo/mWlMs/UbLWOGWpvSM67R/Q3qa+tLa6MmWO/fv1+StHTpUlVUVGjYsGG64447lJGRof379+v999/X448/LqfTqSlTpmjJkiVKTk6WdPj+1bViY2ObHScuLk5VVVVyu91h+1q2bdsWttdG5Kz65oAOBXGrBEny+vya84HDUN3raxzyy2+aMUPrt4AxwzRmpH6Osgd0DaoO6KiM7vvNtg833/6JfXhLtdHyc2S2fxfmyNYbOnRom75e1JwKXht0KyoqdNppp+mll17SsGHDFBsbqyOPPFKTJk3Sc889J6vVqj179ujZZ58N1Nae3i2pwfXXP1W7FpzVGjXfWrSRgzXG1hHc7zFWd7DGZ6oxQ+u3dadRMWb71obycwR0Fmb73Yue/RP78JZEy8+R2f5dmCMjJ2qOWMfFxenAgQOSpN///veKiYlpsM3w4cM1atQo5eXl6YMPPtB9990nSerWrVtgm7pHrxtT+3xLR7ZDMXjw4Eb7h7nt8O6SvtgSdN3Ryb213sA1/YOOPebwA5OMGUptanIv6ftdjBmGMSP1c5SRcVTQdUBHZHTfb7Z9uNn2T+zDWxYtP0dm+3dhjoycqAnW3bt314EDB9SjR49mV/YePny48vLyVFFRIafTqcTERPXo0SPwfO3q4I3xer06ePCgJOmII45ou+Z/IiYmhtttdULnDE6Rzbq13v0JW2KzWnT1WQO0+ItdQdedMzjlx8fmGDOU2mvOOlZvf/FfxgzDmJH6OWIfiM7C6L7fbPtws+2f2Ie3XBstP0dm+3dhjoycqDlfOTU1VVLLR5Lrhujao88DBgwIfG7Xrqb/YlVWVqZDhw5Jko46ir8UITgpCXEak57U8oZ1jE1PVmZqoqG6lIQ4U41ptn6jZcxI9Qt0Fmb73TPTmGbrl+8RY7ZVLSIjaoJ17T2mf/jhB1VVVTW5XWVlpaTD11X37t1bkpSUlBQ4Al1YWNhk7datWxuMBwRjWnaa7LbW/VrG2qyamj0wpDqzjWm2fqNlzEj1C3QWZvvdM9OYZuuX7xFjtlUt2l/UBOtzzjlHkv5/e/ceH0V973/8vctms0BsYoUkSgRrgpBiUiO2oIXaGCqcam+n9BLxQo+lKgjHKh5vPXpqjz0Hre2vRKiX4601ghfUPqwFJbBYUEGL0Q0alYQKLjUJVHclwmaz2f39gYmkJCQ7s8lkdl7Px8OHa3be+/1m83A+89md+Y7i8bjWrFnT63YvvPCCJKmkpKTbomVnnnmmJGnDhg2Kx3teFGDdunWSpNGjR2vixImpmDYcprQgR1WVZX3uRL0et5ZWlnXdj9Bozm5j2m2+ThnTqvkC6cJu/+/ZaUy7zZf3iDFTlcXgcyU6l7FOc7FYTGeffbZ2796t0aNH68knn9To0aO7bbNmzRr9+7//uyTp5z//uX74wx92PffSSy9p7ty5kqQbb7xRc+bM6ZYNBAKqrKxULBbT4sWLNW/evJTOPxqNqq6uTtLBpp9rJ9JbIBjScn+jauqbu11b43G7NKM4T/PLC3vceRrN2W1Mu83XKWNaNV8gXdjt/z07jWm3+fIeMWaqshg8jmmsJWnTpk2aN2+e4vG4jj32WF1xxRU6/fTTFYvF9PTTT+uOO+5Qe3u7SktLtXLlym7fWEvSZZddpvXr12vYsGGaN2+eZs+eLZ/Ppw0bNui2225TOBxWQUGB/vjHPyorKyulc6exdqamcESbGvaqNdKuLF+GphWN6te1M0ZzdhvTTDYQDKl6yy6F90eVPcKrOVPG9rso2ek9stvfxcyYQLqw2/97dhrTqvkGgiFVb96pcCSmbJ9Hc6aO61fNMZozm7XT39QpY5rNYuA5qrGWpGeeeUbXX399132t/1lxcbF+97vf6dhjjz3suXA4rIsvvrirwf1no0aNUnV1dbfFzlKFxhpIjUAwpGX+Bq2rbznsU9+K4lwtKC/iU18AQEoYrTlmahV1DrCG4xpr6eDK3g888ID+8pe/6P3331dmZqZOOOEEfeMb39Ds2bM1fPjwXrPt7e1asWKFnn76aTU2NioajWrMmDEqLy/XvHnzdMwxxwzInGmsAfPWbGvSopW1isZ6XidBOnidUlVlmWZOyh/EmQEA0o3RmmOmVlHnAOs4srG2IxprwJxAMKTZd750xIONTl6PW49fejqf6AMADDFac8zUKuocYC3HrAoOwNmW+Rv6dbAhSdFYXMv9jQM8IwBAujJac8zUKuocYC0aawBprykcUU19S1KZmvpmNYV7XosBAIDeGK05gWDIcK2izgHWo7EGkPY2bt+jjnhyV73E4gltatg7QDMCAKQrozWnevNOw7WKOgdYz2P1BABgoLW2xYzlIu0pngkAIN0ZrTnhiPFaZXTBJOockDo01gDSXlamsV1dli8jxTMBAKQ7ozUn22e8Vhldi5g6B6QOp4IDSHvTx4+Wx+1KKuNxuzStaNQAzQgAkK6M1pw5U8cZrlXUOcB6NNYA0l5+tk8VxblJZWYU5yk/2zdAMwIApCujNae0IMdwraLOAdajsQbgCAvKi+T19G+Xl+lxa3554QDPCACQrozWHDO1ijoHWIvGGoAjlBbkqKqyrM+DDq/HraWVZSotyBmciQEA0o7RmmOmVlHnAGu5EkZXO8CgikajqqurkySVlJTI6/VaPCPAngLBkJb7G1VT36zYIbcm8bhdmlGcp/nlhRxsAABSwmjNMVOrqHOANWisbYLGGumsKRzRxu171NoWU1amR9PHj+73dV9Gs4FgSNVbdim8P6rsEV7NmTK23wcaRsc083sCAKxlZh8eCIZUvXmnwpGYsn0ezZk6rl81x0ytsqLOAU5GY20TNNZIR4FgSMv8DVpX33LYp+oVxblaUF50xE/kjWTtNiYAwFp2qxtWZQGno7G2CRprpJs125q0aGWtorF4r9t4PW5VVZZp5qT8lGTtNiYAwFp2qxtWZQGweBkACwSCoT6LtyRFY3EtXFGrQDBkOmu3MQEA1rJb3bAqC+AgGmsAg26Zv6HP4t0pGotrub/RdNZuYwIArGW3umFVFsBBHqsnAMBZmsIR1dS3JJWpqW9WUzjyyePks4FgyFZjskAMAFjLKbXKbJZ6BXyKxhrAoNq4fY864skt7RCLJ7SpYa8SiYShbPWWXbYac/bkgqRyAIDUckqtMpulXgGforEGMKha22LGcpF2GV1pMbw/aqsxAQDWckqtMpsF8CkaawCDKivT2G4ny5chozcxyB5hbBV9q8YEAFjLKbXKbBbAp2isAQyq6eNHy+N2dbs/Zl88bpemFY3qepxsds6UsVq1NWirMQEA1nFKrUpFFsBBrAoOYFDlZ/tUUZybVGZGcZ7ys32Gs6UFObYaEwBgLafUKrNZAJ+isQYw6BaUF8nr6d/uJ9Pj1vzyQtNZu40JALCW3eqGVVkAB9FYAxh0pQU5qqos67OIez1uLa0sU2lBjums3cYEAFjLbnXDqiyAg1wJoysWYFBFo1HV1dVJkkpKSuT1GlvgAhhKAsGQlvsbVVPf3O3aLo/bpRnFeZpfXthr8TaatduYAABr2a1uWJUFnI7G2iZorJHOmsIRbWrYq9ZIu7J8GZpWNKrf124FgiFVb96pcCSmbJ9Hc6aO61fRN5ozM18zvycAwFpm9uFW1A2rsoBT0VjbBI010F0gGNIyf4PW1bcc9ql6RXGuFpQX9fotgJEcAAAA0Bsaa5ugsQY+tWZbkxatrFU0Fu91G6/HrarKMs2clG86BwAAABwJi5cBsJVAMNRncyxJ0VhcC1fUKhAMmcoBAAAAfaGxBmAry/wNfTbHnaKxuJb7G03lAAAAgL7QWAOwjaZwRDX1LUllauqbFQiGDOWawpGkMgAAAHAmGmsAtrFx+x51xJNbFiIWT6h6yy5DuU0Ne5PKAAAAwJlorAHYRmtbzFAuvD9qbLxIu6EcAAAAnIXGGoBtZGV6DOWyRxhbRT/Ll2EoBwAAAGehsQZgG9PHj5bH7Uoq43G7NGfKWEO5aUWjksoAAADAmWisAdhGfrZPFcW5SWVmFOeptCDHUC4/25dUBgAAAM5EYw3AVhaUF8nr6d+uK9Pj1vzyQlM5AAAAoC801gBspbQgR1WVZX02yV6PW0sry1RakGMqBwAAAPTFlUgkkrsHDSwRjUZVV1cnSSopKZHXa2wxJiBdBIIhLfc3qqa+WbFDbqXlcbs0ozhP88sLe2yOjeYAAACA3tBY2wSNNdCzpnBEmxr2qjXSrixfhqYVjerXtdFGcwAADJamcEQbt+9Ra1tMWZkeTR8/mloFDFE01jZBYw0AAOAMgWBIy/wNWlffctjZVRXFuVpQXsTZVcAQY+ymsAAAAABSbs22Ji1aWatoLH7Yc7F4Qs++0Sz/23tUVVmmmZPyLZghgJ6weBkAAAAwBASCoV6b6kNFY3EtXFGrQDA0OBMD0CcaawAAAGAIWOZv6LOp7hSNxbXc3zjAMwLQXzTWAAAAgMWawhHV1Lcklampb1ZTODJAMwKQDBprAAAAwGIbt+9RRzy5NYVj8YQ2NewdoBkBSAaNNQAAAGCx1raYsVykPcUzAWAEjTUAAABgsaxMYzfryfJlpHgmAIygsQYAAAAsNn38aHncrqQyHrdL04pGDdCMACSDxhoAAACwWH62TxXFuUllZhTnKT/bN0AzApAMGmsAAABgCFhQXiSvp3+H55ket+aXFw7wjAD0F401AAAAMASUFuSoqrKsz+ba63FraWWZSgtyBmdiAPpEYw0AAAAMETMn5evxS0/XrEn5h11z7XG7NOuT52dOyrdohgB64kokEsndMA+WiEajqqurkySVlJTI6/VaPCMAAAAMpKZwRJsa9qo10q4sX4amFY3immpgiDK2rj+AQdEUjmjj9j1qbYspK9Oj6eNH96ugGs3ZbUy7zdcpY5rNAsBQZNU+MZFIKPHJvwdrvgCSR2MNDEGBYEjL/A1aV9+iWPzTQupxu1RRnKsF5UU9XldlNGe3Me02X6eMaTYLAEORk/bhAIzjVHCb4FRw51izrUmLVtYqGov3uo3X41ZVZVm366uM5uw2pt3m65QxzWYBYChy0j4cgDksXgYMIYFgqM+CKEnRWFwLV9QqEAyZytltTLvN1yljms0CwFDkpH04APNorIEhZJm/oc+C2Ckai2u5v9FUzm5j2m2+ThnTbBYAhiIn7cMBmMc11sAQ0RSOqKa+JalMTX2zAsGQoVxTOPLJY3uMabf5OmVMs1kW0gEwFBmtyXbch7MfBlKDxhoYIjZu36OOeHJLHsTiCVVv2WUot6lhrxKJhLExN+8c9DHtNl/+Lv3Lzp5ckFQOAAaD0Zpst7rBfhhIHRprYIhobYsZyoX3R42NF2mX0ZULwxFjczUzpt3my9+lf1kAGIqM1mS71Q32w0Dq0FgDQ0RWprH/HbNHGFshPsuXkfQ9MbvG9Bmbq5kx7TZf/i79ywLAUGS0JtutbrAfBlKHxhoYIqaPHy2P29XtnpN98bhdmjNlrFZtDSadm1Y0qutx0mNOHadVr+4e1DHtNl/+Lv3PAsBQY7Qm261usB8GUodVwYEhIj/bp4ri3KQyM4rzVFqQYyiXn+2z1Zh2m69TxjSbBYChyCm1iv0wkDo01sAQsqC8SF5P//63zPS4Nb+80FTObmPabb5OGdNsFgCGIiftwwGYR2MNDCGlBTmqqizrszB6PW4trSxTaUGOqZzdxrTbfJ0yptksAAxFTtqHAzDPlTC62gEGVTQaVV1dnSSppKREXq+xBS5gD4FgSMv9jaqpb+52vZTH7dKM4jzNLy/ssSAazdltTLvN1yljms0CwFDkpH04AONorG2CxtqZmsIRbWrYq9ZIu7J8GZpWNKpf10MZzdltTDPZQDCk6i27FN4fVfYIr+ZMGdvvAw07vUd2+7sAwFBlWa3avFPhSEzZPo/mTB034LUKgDE01jZBYw2kRiAY0jJ/g9bVtxz2SX5Fca4WlBfxST4AwFLUKsB+aKxtgsYaMG/NtiYtWlmraCze6zZej1tVlWWaOSl/EGcGAMBB1CrAnli8DIAjBIKhPg9UJCkai2vhiloFgqHBmRgAAJ+gVgH2RWMNwBGW+Rv6PFDpFI3FtdzfOMAzAgCgO2oVYF801gDSXlM4opr6lqQyNfXNagpHBmhGAAB0R60C7I3GGkDa27h9jzriyS0nEYsntKlh7wDNCACA7qhVgL3RWANIe61tMWO5SHuKZwIAQM+oVYC90VgDSHtZmR5jOV9GimcCAEDPqFWAvdFYA0h708ePlsftSirjcbs0rWjUAM0IAIDuqFWAvdFYA0h7+dk+VRTnJpWZUZyn/GzfAM0IAIDuqFWAvdFYA3CEBeVF8nr6t8vL9Lg1v7xwgGcEAEB31CrAvmisAThCaUGOqirL+jxg8XrcWlpZptKCnMGZGAAAn6BWAfblSiQSya3rD0tEo1HV1dVJkkpKSuT1ei2eEWBPgWBIy/2NqqlvVuyQ25p43C7NKM7T/PJCDlQAAJaiVgH2Q2NtEzTWGOqawhFt3L5HrW0xZWV6NH386H5f92VFNhAMqXrLLoX3R5U9wqs5U8b2+yDF6JhWvUcAAGuZqlWbdyociSnb59GcqeMGvFYBMMbYuv4A8IlAMKRl/gatq2857FP1iuJcLSgv6vUgwIpsb7lVW4ODPuZAv0cAAGulvFa9upu6AQxRfGNtE3xjjaFozbYmLVpZq2gs3us2Xo9bVZVlmjkp3/KsU8YEAFiPugE4C4uXATAkEAz1WbwlKRqLa+GKWgWCIUuzThkTAGA96gbgPDTWAAxZ5m/os3h3isbiWu5vtDTrlDEBANajbgDOwzXWAJLWFI6opr4lqUxNfbOawpFPHg9uNhAMOWLMpnCEhWkAwGJGayR1A7A3GmsASdu4fY864sktzxCLJ7SpYa8SicSgZ6u37HLEmJsa9mr25IKkcgCA1DJaI6s376RuADZGYw0gaa1tMWO5SLuMrpZoJhveH3XEmK2RdoNJAECqGK2R4Yg1tRVAatBYA0haVqaxXUeWL0NGb0RgJps9wtgq+nYbM8uXYSgHAEgdozUy22dNbQWQGjTWAJI2ffxoedyubvfH7IvH7dK0olFdjwczO2fKWK3aGkz7MTuzAADrGK2Rc6aO06pXd1M3AJtiVXAAScvP9qmiODepzIziPOVn+yzJlhbkOGJMFqABAOtRNwBnorEGYMiC8iJ5Pf3bhWR63JpfXmhp1iljAgCsR90AnIfGGoAhpQU5qqos67OIez1uLa0sU2lBjqVZp4wJALAedQNwHlfC6GoHGFTRaFR1dXWSpJKSEnm9xhZGAlItEAxpub9RNfXN3a7t8rhdmlGcp/nlhb0WbyuyThkTAGA96gbgHDTWNkFjjaGuKRzRpoa9ao20K8uXoWlFo/p97ZaZbCAYUvWWXQrvjyp7hFdzpozt1wFDIBhS9eadCkdiyvZ5NGfquH4faBjNWvUeAQCsZapWGchJ1A1gsNFY2wSNNdBdIBjSMn+D1tW3HPaJfEVxrhaUF/X6LYCRnNksAMB5rKhVAKxBY20TNNbAp9Zsa9KilbWKxuK9buP1uFVVWaaZk/JN58xmAQDOY0WtAmAdFi8DYCuBYKjPAw5JisbiWriiVoFgyFTObBYA4DxW1CoA1qKxBmAry/wNfR5wdIrG4lrubzSVM5sFADiPFbUKgLVorAHYRlM4opr6lqQyNfXNCgRDhnJN4YjhMZvCkaQyAID0YEWtAmA9GmsAtrFx+x51xJNbFiIWT6h6805DuU0New2Pualhb1IZAEB6sKJWAbCex+oJAEB/tbbFDOXCEWO51ki7jK7u2BppN5gEANiZFbUKgPVorAHYRlamsV1Wts9YLsuXIaM3TsjyZRjKAQDszYpaBcB6nAoOwDamjx8tj9uVVMbjdmnO1HGGctOKRhkec1rRqKQyAID0YEWtAmA9GmsAtpGf7VNFcW5SmRnFeSotyDGUy8/2GR4zP9uXVAYAkB6sqFUArEdjDcBWFpQXyevp364r0+PW/PJCUzmzWQCA81hRqwBYi8YagK2UFuSoqrKszwMPr8etpZVlKi3IMZUzmwUAOI8VtQqAtVwJoyvzYFBFo1HV1dVJkkpKSuT1ei2eEWCtQDCk5f5G1dQ3K3bI7Uk8bpdmFOdpfnlhjwccRnNmswAA57GiVgGwBo21TdBYAz1rCke0qWGvWiPtyvJlaFrRqH5db2Y0ZzYLAHAeK2oVgMHF7bYA2F4ikVDik38PRi4/26fZkwuSygAAnG2waxWAwUVjDcCWAsGQlvkbtK6+5bDT5CqKc7WgvKjX0+uM5AAASBa1CnAOTgW3CU4FBz61ZluTFq2sVTQW73Ubr8etqsoyzZyUbzoHAECyqFWAs7AqOABbCQRDfR5wSFI0FtfCFbUKBEOmcgAAJItaBTgPjTUAW1nmb+jzgKNTNBbXcn+jqRwAAMmiVgHOQ2MNwDaawhHV1Lcklampb1YgGDKUawpHksoAAECtApyJxhqAbWzcvkcd8eSWhYjFE6revNNQblPD3qQyAABQqwBnorEGYButbTFDuXDEWK410m4oBwBwLmoV4Ew01gBsIyvT2B0Cs33Gclm+DEM5AIBzUasAZ6KxBmAb08ePlsftSirjcbs0Z+o4Q7lpRaOSygAAQK0CnInGGoBt5Gf7VFGcm1RmRnGeSgtyDOXys31JZQAAoFYBzkRjDcBWFpQXyevp364r0+PW/PJCUzkAAJJFrQKcx3GN9X/9139pwoQJff7z0EMPHZZtb2/X73//e82ePVtlZWU65ZRTdM455+g3v/mNQqHQ4P8ygAOVFuSoqrKszwMPr8etpZVlKi3IMZUDACBZ1CrAeVyJRCK5df1t7vvf/75ef/31Prf7z//8T51//vld/93W1qaLL75Yr7zySo/b5+bm6t5779VJJ52UsrkeKhqNqq6uTpJUUlIir9c7IOMAdhEIhrTc36ia+mbFDrk9icft0oziPM0vL+zxgMNoDgCAZFGrAOdwVGPd0dGhU089VZFIRDfffLPOPffcXrf1er3KyPh0lcUrrrhCq1evVkZGhi6//HKde+658nq92rBhg2677TZ99NFHGjNmjP70pz9pxIgRKZ87jbV9NYUj2rh9j1rbYsrK9Gj6+NH9vh7KaNYpY0oHDz6qt+xSeH9U2SO8mjNlbL8ONozmzMzXSX8XK+YLwBrsn/oWCIZUvXmnwpGYsn0ezZk6rv+1ykDO7Hzt9DelbmCocFRj/fbbb+ub3/ymJOmZZ55RUVFRv3KBQEDf+973JB08lbyysrLb83V1daqsrFR7e7uuuOIKXXbZZamduGis7SgQDGmZv0Hr6lsO+7S5ojhXC8qLei2ORrNOGdNu83XKmFbNF4A12D+l15h2my91A0ONoxrrJ598Utdee61GjBihrVu3yu3u3yXmnd9WjxkzRmvXrtWwYcMO2+a6667TE088oTFjxmj9+vWpnjqNtc2s2dakRStrFY3Fe93G63GrqrJMMyflpyTrlDHtNl+njGnVfAFYg/1Teo1pt/lSNzAUOWrxsjfeeEOSdPLJJ/e7qU4kEtq0aZMk6cwzz+yxqZakiooKSdLu3btVX1+fgtnCrgLBUJ87e0mKxuJauKJWgWDIdNYpY9ptvk4Z06r5ArAG+6f0GtNu86VuYKhyZGM9ceJEPfroozr//PM1efJklZaW6l/+5V/0q1/9Sh9++GG3TDAY1L59+yRJkyZN6vW1i4uLux5v27ZtAGYPu1jmb+hzZ98pGotrub/RdNYpY9ptvk4Z06r5ArAG+6f0GtNu86VuYKjyWD2BwRKPx/XWW29JklasWKH29vZuz+/YsUM7duzQqlWr9Lvf/U6nnHKKpIPfQHcaM2ZMr6+fl5enYcOGqaOjo1tmIPzz3DF0NH0UUU19S1KZmvpm7dr70SePk89u/dseR4xpt/k6ZUyr5pv/GRamAaxgtM45af9kpzHtNl/qBlIp1ZfWOqax/tvf/qb9+/dLkmKxmM477zzNnj1bxx13nPbs2aOnn35a9913nz744AP95Cc/0apVq3T88cd3+wY7Ozu719f3eDwaPny4Wltb9dFHHw3o79L5AQGGnvXv7ldHPLllC2LxhB59PqCEEoayy5+rs2DMwKCPabf58nfpO2vmPSo/YXhSOQCpYbTOWbFPtNv+1En7cCveI+oG/tnkyZNT+nqOaaxbWlp07LHHqqWlRUuWLNE3vvGNrueOPvpoXXXVVSopKdHChQsVDod12223aenSpWpra+vaLjMz84hj+Hw+tba2KhKJDNjvgaHtQLuxtQAPtMdldBXBj6P9Ox0qtWMO/u9pt/nyd+mbmfcIgDWM1jkr9ol22586aR9uxXsEDDTHNNann366NmzYoFgsJo+n51/77LPPVnl5ufx+v9auXatwONxtsTKXy3XEMToXWO/vwmhGTZw4sds9tjF0bI/9XXrtjaRz4z839uADA9mCvGOk3X8f1DGPzxulzQYueTAzpt3my9+lb2beo5KS45LOATDPaJ2zYp9ot/2pk/bhRsc08x5RNzDQHNNYd+qtqe5UUVEhv9+veDyubdu2acSIEV3PHfrtdU86n+/rm22zMjIyuN3WEPXVifnyuN/sdj/FvnjcLn11Yv4nj5PPXnjG5/TUa+8P6pgXnHGCnnzt74M6pt3my9+l76yZ94h9IGANo3XOin2i3fanTtqHGx3TzHtE3cBAc9Sq4P1x7LHHdj3+4IMPdNRRR3X9d+fq4D2JxWI6cOCApIOnlsOZ8rN9qijOTSozozhP+dk+w9nSghxHjGm3+TplTKvmC8Aa7J/Sa0y7zZe6gaHMcY115+navTl0xe3hw4frhBNO6Prvv/+999Ndmpub1dHRIUk67jhONXGyBeVF8nr6979Wpset+eWFprNOGdNu83XKmFbNF4A12D+l15h2my91A0OVYxrrq666SlOnTtWsWbOOuF1DQ0PX48997nPKzc3t+ga6vr6+19ybb77Z9fjQe1rDeUoLclRVWdbnTt/rcWtpZZlKC3JMZ50ypt3m65QxrZovAGuwf0qvMe02X+oGhipXoq+vcNPETTfdpJUrV0qSnn322W7fRHdKJBL6zne+o/r6eo0ZM0br1q2Ty+XSNddco6eeekonnHCCVq9e3ePiZNdee62efPJJjR49Whs3buxzobNkRaNR1dXVSZJKSkq4TsQGAsGQlvsbVVPf3O1aII/bpRnFeZpfXtjrzt5o1ilj2m2+ThnTqvkCsAb7p/Qa027zpW5gqHFMY71161add955kqRp06bp3nvvPWybu+++W7fffrsk6cYbb9ScOXMkSS+99JLmzp172M87BQIBVVZWKhaLafHixZo3b17K509jbV9N4Yg2NexVa6RdWb4MTSsa1e9rfYxmnTKmdLCwVm/eqXAkpmyfR3OmjutXIQ0EQ6reskvh/VFlj/BqzpSx/S7ARsd00t/FivkCsAb7p4Eb00ytcsp7RN3AUOGYxlqSrrzySj3zzDOSDt5+a8GCBSosLFRLS4uqq6v16KOPSpK+9KUv6cEHH+z2zfRll12m9evXa9iwYZo3b55mz54tn8+nDRs26LbbblM4HFZBQYH++Mc/KisrK+Vzp7EGugsEQ1rmb9C6+pbDPqmuKM7VgvKiXj/hNpIzmwUAoL+oN4D9OKqxjkQiuuKKK+T3+3vd5owzzlBVVdVhzXE4HNbFF1/c1dz+s1GjRqm6urrHU8xTgcYa+NSabU1atLJW0Vi81228HreqKss0c1K+6ZzZLAAA/UW9AezJUY21dPA66ueee06rVq1SXV2d9u3bp+zsbE2cOFHf+c53dM455/R6fXR7e7tWrFihp59+Wo2NjYpGoxozZozKy8s1b948HXPMMQM2bxpr4KBAMKTZd750xAOOTl6PW49ferpKC3IM58yMCQBAMqg3gH05rrG2Kxpr4KBL/vBXPftGc7+3nzUpX3deMNlwzsyYAAAkg3oD2JdjbrcFwP6awhHV1Lcklampb1YgGDKUawpHDI/ZFI4klQEAOBv1BrA3GmsAtrFx+x51xJM7ySYWT6h6yy5DuU0New2Pualhb1IZAICzUW8Ae/NYPQEA6K/WtpihXHh/1Nh4kXYZvVamNdJuMAkAcCKjNY56AwwNNNYAbCMr09guK3uEsTUJsnwZMroMRZYvw1AOAOBMRmsc9QYYGjgVHIBtTB8/Wh53z6v298bjdmnOlLGGctOKRhkec1rRqKQyAABno94A9kZjDcA28rN9qijOTSozozhPpQU5hnL52T7DY+Zn+5LKAACcjXoD2BuNNQBbWVBeJK+nf7uuTI9b88sLTeXMZgEA6C/qDWBfNNYAbKW0IEdVlWV9Hnh4PW4trSxTaUGOqZzZLAAA/UW9AezLlTC6Mg8GVTQaVV1dnSSppKREXq+xxZiAdBEIhrTc36ia+mbFDrk9icft0oziPM0vL+zxgMNozmwWAID+ot4A9kNjbRM01kDPmsIRbWrYq9ZIu7J8GZpWNKpf15sZzZnNAgCcpykc0cbte9TaFlNWpkfTx4/uV90IBEOq3rxT4UhM2T6P5kwdR0MNDFE01jZBYw0AAGAvgWBIy/wNWlffctg3zxXFuVpQXtTr2VVGcgCsQ2NtEzTWAAAA9rFmW5MWraxVNBbvdRuvx62qyjLNnJRvOgfAWixeBgAAAKRQIBjqszmWpGgsroUrahUIhkzlAFiPxhoAAABIoWX+hj6b407RWFzL/Y2mcgCsR2MNAAAApEhTOKKa+pakMjX1zQoEQ4ZyTeFIUhkAA4PGGgAAAEiRjdv3qCOe3BJGsXhC1Zt3GsptatibVAbAwKCxBgAAAFKktS1mKBeOGMu1RtoN5QCkFo01AAAAkCJZmR5DuWyfsVyWL8NQDkBq0VgDAAAAKTJ9/Gh53K6kMh63S3OmjjOUm1Y0KqkMgIFBYw0AAACkSH62TxXFuUllZhTnqbQgx1AuP9uXVAbAwKCxBgAAAFJoQXmRvJ7+HWZnetyaX15oKgfAejTWAAAAQAqVFuSoqrKszybZ63FraWWZSgtyTOUAWM+VSCSSW9cflohGo6qrq5MklZSUyOv1WjwjAAAAHEkgGNJyf6Nq6psVO+RWWh63SzOK8zS/vLDH5thoDoB1aKxtgsYaAADAnprCEW1q2KvWSLuyfBmaVjSqX9dGG80BGHw01jZBYw2kVlM4oo3b96i1LaasTI+mjx/NwQoAAAAMMXbDPACwqUAwpGX+Bq2rbzns9LqK4lwtKC/i9DoAAAAkhcYagGOs2dakRStrFY3FD3suFk/o2Tea5X97j6oqyzRzUr4FMwQAAIAdsSo4AEcIBEO9NtWHisbiWriiVoFgaHAmBgAAANujsQbgCMv8DX021Z2isbiW+xsHeEYAAABIFzTWANJeUziimvqWpDI19c1qCkcGaEYAAABIJzTWANLexu171BFP7gYIsXhCmxr2DtCMAAAAkE5orAGkvda2mLFcpD3FMwEAAEA6orEGkPayMo3dACHLl5HimQAAACAd0VgDSHvTx4+Wx+1KKuNxuzStaNQAzQgAAADphMYaQNrLz/apojg3qcyM4jzlZ/sGaEYAAABIJzTWABxhQXmRvJ7+7fIyPW7NLy8c4BkBAAAgXdBYA3CE0oIcVVWW9dlcez1uLa0sU2lBzuBMDAAAALZHYw3AMWZOytfjl56uWZPyD7vm2uN2adYnz8+clG/RDAEAAGBHrkQikdzNXWGJaDSquro6SVJJSYm8Xq/FMwKGhqZwRBu371FrW0xZmR5NHz+6X9dGB4IhVW/eqXAkpmyfR3OmjuNbagDAkGK0xgEYfMbuQQMAFgsEQ1rmb9C6+hbF4p9+Puhxu1RRnKsF5UU9Nsq95Va9uvuIOQAABovRGgfAOnxjbRN8Yw18as22Ji1aWatoLN7rNl6PW1WVZd1O6zaaAwBgsFCrAHviGmsAthIIhvo84JCkaCyuhStqFQiGTOUAABgs1CrAvmisAdjKMn9DnwccnaKxuJb7G03lAAAYLNQqwL5orAHYRlM4opr6lqQyNfXNCgRDhnJN4UhSGQAAjDJa46hVwNBAYw3ANjZu36OOeHLLQsTiCVVv3mkot6lhb1IZAACMMlrjqFXA0EBjDcA2WttihnLhiLFca6TdUA4AgGQZrXHUKmBooLEGYBtZmcbuEJjtM5bL8mUYygEAkCyjNY5aBQwNNNYAbGP6+NHyuF1JZTxul+ZMHWcoN61oVFIZAACMMlrjqFXA0EBjDcA28rN9qijOTSozozhPpQU5hnL52b6kMgAAGGW0xlGrgKGBxhqArSwoL5LX079dV6bHrfnlhaZyAAAMFmoVYF801gBspbQgR1WVZX0eeHg9bi2tLFNpQY6pHAAAg4VaBdiXK5FIJLeuPywRjUZVV1cnSSopKZHX67V4RoC1AsGQlvsbVVPfrNghtyfxuF2aUZyn+eWFPR5wGM0BADBYqFWA/dBY2wSNNQZLUziijdv3qLUtpqxMj6aPH92v67eM5sxmA8GQqjfvVDgSU7bPozlTx/XrYCMQDKl6yy6F90eVPcKrOVPG9vsgxW7vEQAMRVbtE+20D7eiVpnJ2m1MIJVorG2CxhoDLRAMaZm/QevqWw77dLyiOFcLyot6/QbYSM6qrFPGBIChiroxNMe023ypjxhqaKxtgsYaA2nNtiYtWlmraCze6zZej1tVlWWaOSnfdM6qrFPGBIChiroxNMe023ypjxiKWLwMcLhAMNRncZKkaCyuhStqFQiGTOWsyjplTAAYqqgbQ3NMu82X+oihisYacLhl/oY+i1OnaCyu5f5GUzmrsk4ZEwCGKurG0BzTbvOlPmKo8lg9AQDWaQpHVFPfklSmpr5ZgWDIUK4pHPnk8eBmrZivVe8RC7YAGIqM1hvqxsCOabf5mhmT+oiBRmMNONjG7XvUEU9umYVYPKHqLbsM5TY17FUikRj0rBXzrd6805L3aPbkgqRyADAYjNYby+qGBftwauvAjkl9xECjsQYcrLUtZigX3h81Nl6kXUZXSzSTtWK+4Yix99bsewQAQ5HRemNZ3bBgH05tHdgxgYFGYw04WFamsV1A9ghjq9Jn+TJk9EYEZrJWzDfbZ+y9NfseAcBQZLTeWFY3LNiHU1sHdkxgoLF4GeBg08ePlsftSirjcbs0Z8pYQ7lpRaMMj2kma8V850wdZ8l7BABDkRX7frvtw6mtAzsmMNBorAEHy8/2qaI4N6nMjOI8lRbkGMrlZ/sMj2kma8V8rXqPAGAosmLfb7d9OLV1YMcEBhqNNeBwC8qL5PX0b1eQ6XFrfnmhqZxVWaeMCQBDFXVjaI5pt/lSHzFU0VgDDldakKOqyrI+i5TX49bSyjKVFuSYylmVdcqYADBUUTeG5ph2my/1EUOVK2F09QAMqmg0qrq6OklSSUmJvF5jizcAvQkEQ1rub1RNfbNih9zKwuN2aUZxnuaXF/ZYnIzmrMo6ZUwAGKqoG0NzTLvNl/qIoYbG2iZorDFYmsIRbWrYq9ZIu7J8GZpWNKpf1yYZzVmVdcqYADBUOaluBIIhVW/ZpfD+qLJHeDVnyth+NX2BYEjVm3cqHIkp2+fRnKnj+t0s2u09smJMIJVorG2CxhoAAMBeAsGQlvkbtK6+5bBvVSuKc7WgvKjXb2ON5ABYh8baJmisAQAA7GPNtiYtWlmraCze6zZej1tVlWWaOSnfdA6AtVi8DAAAAEihQDDUZ3MsSdFYXAtX1CoQDJnKAbAejTUAAACQQsv8DX02x52isbiW+xtN5QBYj8YaAAAASJGmcEQ19S1JZWrqmxUIhgzlmsKRpDIABgaNNQAAAJAiG7fvUUc8uSWMYvGEqjfvNJTb1LA3qQyAgUFjDQAAAKRIa1vMUC4cMZZrjbQbygFILRprAAAAIEWyMj2Gctk+Y7ksX4ahHIDUorEGAAAAUmT6+NHyuF1JZTxul+ZMHWcoN61oVFIZAAODxhoAAABIkfxsnyqKc5PKzCjOU2lBjqFcfrYvqQyAgUFjDQAAAKTQgvIieT39O8zO9Lg1v7zQVA6A9WisAQAAgBQqLchRVWVZn02y1+PW0soylRbkmMoBsJ4rkUgkt64/LBGNRlVXVydJKikpkdfrtXhGAAAAOJJAMKTl/kbV1DcrdsittDxul2YU52l+eWGPzbHRHADr0FjbBI01AACAPTWFI9rUsFetkXZl+TI0rWhUv66NNpoDMPhorG2CxhpIraZwRBu371FrW0xZmR5NHz+agxUAAAAYYuyGeQBgU4FgSMv8DVpX33LY6XUVxblaUF7E6XUAAABICo01AMdYs61Ji1bWKhqLH/ZcLJ7Qs280y//2HlVVlmnmpHwLZggAAAA7YlVwAI4QCIZ6baoPFY3FtXBFrQLB0OBMDAAAALZHYw3AEZb5G/psqjtFY3Et9zcO8IwAAACQLmisAaS9pnBENfUtSWVq6pvVFI4M0IwAAACQTmisAaS9jdv3qCOe3A0QYvGENjXsHaAZAQAAIJ3QWANIe61tMWO5SHuKZwIAAIB0RGMNIO1lZRq7AUKWLyPFMwEAAEA6orEGkPamjx8tj9uVVMbjdmla0agBmhEAAADSCY01gLSXn+1TRXFuUpkZxXnKz/YN0IwAAACQTmisATjCgvIieT392+VletyaX144wDMCAABAuqCxBuAIpQU5qqos67O59nrcWlpZptKCnMGZGAAAAGyPxhqAY8yclK/HLz1dsyblH3bNtcft0qxPnp85Kd+iGQIAAMCOXIlEIrmbu8IS0WhUdXV1kqSSkhJ5vV6LZwSkTlM4oo3b96i1LaasTI+mjx/d7+ubjWYDwZCqN+9UOBJTts+jOVPH9ftbaqNjmvk9AQD2Rd0A0p+xe9AAQAoEgiEt8zdoXX2LYvFPP+PzuF2qKM7VgvKiXptdo9necqte3T3oY/bn9wQA2Bd1A3AOvrG2Cb6xRrpZs61Ji1bWKhqL97qN1+NWVWXZYadmG83abUwAgH1RNwBn4RprAIMuEAz1edAgSdFYXAtX1CoQDJnO2m1MAIB9UTcA56GxBjDolvkb+jxo6BSNxbXc32g6a7cxAQD2Rd0AnIfGGsCgagpHVFPfklSmpr5ZTeGI4WwgGLLVmAAA+6JuAM5EYw1gUG3cvkcd8eSWdojFE9rUsNdwtnrzTluNCQCwL8N1Y8su6gZgY6wKDmBQtbbFjOUi7TK60mI4Yq8xAQD2ZbTOhfdHjY1H3QCGBBprAIMqK9PYbifLlyGjNzHI9tlrTACAfRmtc9kjjN3xhboBDA2cCg5gUE0fP1oetyupjMft0rSiUYazc6aOs9WYAAD7Mlw3poylbgA2RmMNYFDlZ/tUUZybVGZGcZ7ys32Gs6UFObYaEwBgX9QNwJlorAEMugXlRfJ6+rf7yfS4Nb+80HTWbmMCAOyLugE4D401gEFXWpCjqsqyPg8evB63llaWqbQgx3TWbmMCAOyLugE4jythdGUeDKpoNKq6ujpJUklJibxeYwtcAENJIBjScn+jauqbFTvkFiMet0szivM0v7yw14MGo1m7jQkAsC/qBuAcNNY2QWONdNYUjmhTw161RtqV5cvQtKJR/b5mzGg2EAypevNOhSMxZfs8mjN1XL8PUoyOaeb3BADYF3UDSH801jZBYw2kRiAY0jJ/g9bVtxz2LUBFca4WlBfxLQAAAACSwn2sATjGmm1NWrSyVtFY/LDnYvGEnn2jWf6396iqskwzJ+VbMEMAAADYEYuXAXCEQDDUa1N9qGgsroUrahUIhgZnYgAAALA9GmsAjrDM39BnU90pGotrub9xgGcEAACAdEFjDSDtNYUjqqlvSSpTU9+spnBkgGYEAACAdEJjDSDtbdy+Rx3x5NZpjMUT2tSwd4BmBAAAgHRCYw0g7bW2xYzlIu0pngkAAADSEY01gLSXlWnsBghZvowUzwQAAADpiMYaQNqbPn60PG5XUhmP26VpRaMGaEYAAABIJzTWANJefrZPFcW5SWVmFOcpP9s3QDMCAABAOqGxBuAIC8qL5PX0b5eX6XFrfnnhAM8IAAAA6YLGWtKBAwc0c+ZMTZgwQVVVVb1u197ert///veaPXu2ysrKdMopp+icc87Rb37zG4VCocGbMICklRbkqKqyrM/m2utxa2llmUoLcgZnYgAAALA9Yyv6pJn/+Z//0bvvvnvEbdra2nTxxRfrlVde6fbzhoYGNTQ06IknntC9996rk046aQBnCsCMmZPy9filp2u5v1E19c2KHXILLo/bpRnFeZpfXkhTDQAAgKQ4vrHesGGDHnnkkT63u+aaa/TKK68oIyNDl19+uc4991x5vV5t2LBBt912m1paWnTppZfqT3/6k0aMGDEIMwfSR1M4oo3b96i1LaasTI+mjx/d7+ubk82WFuTozgsmKxAMqXrLLoX3R5U9wqs5U8b2u6E2Ol8zvycAwL6oG0D6c3Rj/cEHH+iGG27oc7tAIKDVq1dLkm644QZVVlZ2Pff9739fxcXFqqys1O7du/Xggw/qsssuG7A5A+kkEAxpmb9B6+pbDvv2uKI4VwvKi3ptdo1me8ut2hoc9DH783sCAOyLugE4hyuRSCT63iw9zZ8/X+vWrdO//uu/6oknnpAkXX755Vq4cGG37a644gqtXr1aY8aM0dq1azVs2LDDXuu6667TE088oTFjxmj9+vUpn2s0GlVdXZ0kqaSkRF6vN+VjAINpzbYmLVpZq2gs3us2Xo9bVZVlmjkpPyVZu40JALAv6gbgLI5dvOyxxx7TunXrNGbMGF177bW9bpdIJLRp0yZJ0plnntljUy1JFRUVkqTdu3ervr4+9RMG0kggGOrzoEGSorG4Fq6oVSAYMp2125gAAPuibgDO48jG+r333tMvf/lLud1uLVmyRCNHjux122AwqH379kmSJk2a1Ot2xcXFXY+3bduWuskCaWiZv6HPg4ZO0Vhcy/2NprN2GxMAYF/UDcB5HHeNdUdHh66++mrt379fP/rRj/TFL35RsVis1+13797d9XjMmDG9bpeXl6dhw4apo6OjW2YgtLe3D+jrAwOp6aOIaupbksrU1Ddr196PPnmcfHbr3/bYasz8z7AwDQDYldE6R90ABleqL611XGN91113qba2VkVFRfrpT3/a5/Yffvhh1+Ps7Oxet/N4PBo+fLhaW1v10UcfpWSuvXnrrbcG9PWBgbT+3f3qiCe3tEMsntCjzweUUMJQdvlzdbYas/yE4UnlAABDh9E6t/y5AHUDGESTJ09O6es56lTwbdu2afny5fJ4PFqyZIkyMzP7zLS1tXU97mt7n+/gp4WRSMTcRIE0dqDd2HqJB9rjhrMfR/t3Wt1QGRMAYF/G64bx+gjAeo75xjoSiejqq69We3u7Fi5cqJNPPrlfuUMXK3O5XEfctnOBdbd7YD+vmDhxojIyMgZ0DGCgbI/9XXrtjaRz4z839uADA9mCvGOk3X+3zZglJcclnQMADA1G69zxeaO02cDlhNQNYGhwTGN96623aseOHSopKdGll17a79yIESO6Hh/67XVPOp/vzzfhZmRkZHC7LdjWVyfmy+N+s9t9Ofvicbv01Yn5nzxOPnvhGZ/TU6+9b5sx+f8bAOzLaJ274IwT9ORrf6duADbliFPBN27cqOrqamVmZmrJkiXyePr/ecJRRx3V9bhzdfCexGIxHThwQJJ09NFHG58skObys32qKM5NKjOjOE/52T7D2dKCHFuNCQCwL+oG4EyOaKyfeeYZSQe/Uf7617+uCRMmdPvn0Nto3XHHHV0/DwaDOuGEE7qe+/vfez+ts7m5WR0dHZKk447jdBzgSBaUF8nr6d/uJ9Pj1vzyQtNZu40JALAv6gbgPI5orM3Izc3t+ga6vr6+1+3efPPNrseH3tMawOFKC3JUVVnW58GD1+PW0soylRbkmM7abUwAgH1RNwDncSU6V9xKY9Fo9Ij3fo7H4zrttNMkSZdccokuueQSSQevr3a5XLrmmmv01FNP6YQTTtDq1at7XJzs2muv1ZNPPqnRo0dr48aNfS50ZuR3qKurkySVlJRwLQ3SQiAY0nJ/o2rqm7tdU+ZxuzSjOE/zywt7PWgwmrXbmAAA+6JuAM7hiMa6L7FYrOt08Msvv1wLFy7s9vxLL72kuXPnSpJuvPFGzZkzp9vzgUBAlZWVisViWrx4sebNm5fyOdJYI501hSPa1LBXrZF2ZfkyNK1oVL+vGTOatduYAAD7om4A6Y/GWn031pJ02WWXaf369Ro2bJjmzZun2bNny+fzacOGDbrtttsUDodVUFCgP/7xj8rKykr5HGmsAQAAAGBocszttsz63//9X1188cWqq6vTnXfeqTvvvLPb86NGjdK99947IE01AAAAAGDoorHup+zsbK1YsUIrVqzQ008/rcbGRkWjUY0ZM0bl5eWaN2+ejjnmGKunCQAAAAAYZJwKbhOcCg4AAAAAQxO32wIAAAAAwAQaawAAAAAATKCxBgAAAADABBprAAAAAABMoLEGAAAAAMAEGmsAAAAAAEygsQYAAAAAwAQaawAAAAAATKCxBgAAAADABBprAAAAAABMoLEGAAAAAMAEGmsAAAAAAEygsQYAAAAAwAQaawAAAAAATKCxBgAAAADABBprAAAAAABMoLEGAAAAAMAEGmsAAAAAAEygsQYAAAAAwAQaawAAAAAATKCxBgAAAADABBprAAAAAABMoLEGAAAAAMAEGmsAAAAAAEygsQYAAAAAwASP1RNA/yQSia7H7e3tFs4EAAAAAOwvIyNDLpcrJa9FY20TsVis6/Fbb71l4UwAAAAAwP5KSkrk9XpT8lqcCg4AAAAAgAmuxKHnGGPIisfjOnDggCTJ4/Gk7JQFAAAAAHCiVJ4KTmMNAAAAAIAJnAoOAAAAAIAJNNYAAAAAAJhAYw0AAAAAgAk01gAAAAAAmEBjDQAAAACACTTWAAAAAACYQGMNAAAAAIAJNNYAAAAAAJhAYw0AAAAAgAk01gAAAAAAmEBjDQAAAACACTTWAAAAAACYQGMNAAAAAIAJNNYAAAAAAJhAYw0AAAAAgAk01gAAAAAAmEBjDQAAAACACTTWAAAAAACYQGMNwPbOOussTZgwQSeffLK2b9/er8wFF1ygCRMmqLKycoBnBwBwiptvvlkTJkzQhAkTdN111/U7FwwGVVZWpgkTJmj69OkKhUIDN0kAA4LGGkDaaG9v17XXXquOjg6rpwIAcKDFixeroKBAkvTEE0/ohRde6FfuP//zP7V//35J0i233KKcnJyBmiKAAUJjDSCtbNu2Tf/3f/9n9TQAAA40YsQI/fKXv5TL5ZIk3XjjjV0Nc28effRRvfjii5KkH/7wh/rKV74y4PMEkHo01gDSzh133KGGhgarpwEAcKApU6bohz/8oaSDp3j/5je/6XXb5uZm3XrrrZKksWPH6pprrhmUOQJIPRprAGmjsLBQbrdb0WhU1113HaeEAwAscfXVV2vMmDGSpIceekivvfZaj9vdeOON2rdvn4YNG6YlS5ZoxIgRgzhLAKlEYw0gbXz+85/XRRddJEkKBAK69957Db/Whg0btGDBAk2bNk0nn3yypkyZogsuuEArVqxQe3t7qqYMAEhDI0eO1C233CKXy6V4PK4bbrhB0Wi02zZPPfWUNmzYIEn68Y9/rFNPPbXb87W1tVq8eLG++tWvqqSkRF/60pd0/vnn91mHGhsbddNNN2nmzJkqKSlRWVmZZs2apRtvvFFvv/12yn9XAAe5EolEwupJAIAZZ511lnbv3q1vfOMb+u///m9961vf0rvvviuv16unnnpKhYWFh2UuuOACvfzyyzr11FO1YsWKrp8fOHBAV111ldatW9freCeddJLuvPPOrm8jAADoyY033qhHHnlEknTFFVfosssukyR98MEH+pd/+ReFQiFNnDhRjz32mLxeryQpHo/r1ltv1f3339/r637+85/XnXfeqby8vG4/f/7557Vw4UK1tbX1mHO5XLrpppu4IwYwAPjGGkBa8fl8+uUvf2n4lPArr7yyq6meNWuWHnnkEW3ZskV//vOf9ZOf/EQej0fvvPOO/u3f/k2tra0D9WsAANLAf/zHf3R9CHvXXXfp73//uyRpyZIlCoVC8nq9uvXWW7uaaklaunRpV1N99tln6+GHH9aWLVtUU1Oj6667TkcddZTefPNNXXLJJd0a6P379+s//uM/1NbWptLSUt133336y1/+oo0bN+p3v/udTjzxRCUSCd1yyy3avXv3IL4LgDPQWANIO5MnT9YFF1wgSXr99dd133339Svn9/u1fv16SdJFF12k3/72tzrllFOUk5OjwsJCXXXVVbr99tslSe+++66WL18+ML8AACAtZGVl6b//+78lHTwj6n//93/117/+VU899ZQkadGiRZowYULX9jt37tRdd90l6eCZVVVVVZo8ebJycnJ0/PHHa+7cuXrggQc0bNgw1dfXdzvj6uWXX+66/3VVVZW+/OUvKy8vT7m5uTrrrLN0zz33yO12q729Xc8999zgvAGAg9BYA0hLV155pcaNGyfp4AFGY2Njn5lHH31UknTMMcdo8eLFPW4za9YsnXXWWV3bs0AaAOBIzjjjDH3/+9+XJD377LO64oorJB38EPjiiy/utu0jjzyieDyu4cOH66c//WmPr3fyySfrnHPO6dq+06HfXu/du/ewXEFBge6++2499thjmj17tqnfCcDhaKwBpKXOU8JdLpfa2tp0/fXXKx6PHzHzyiuvSJLKy8u7nZb3z2bNmiVJ2rdvn956663UTRoAkJauueYaHXfccZKkPXv2aMSIEVqyZInc7u6H4i+//LIk6cQTT5Qkffzxxz3+U1paKknasWOHPvzwQ0nSKaecIo/HI0n60Y9+pF/96lfaunVrtw+Ap0+frtLSUh111FED+wsDDkRjDSBtnXbaaTr//PMlSa+99toRF4JpbW3Vvn37JKnHxc4Odejz77//fgpmCgBIZ1lZWd3OhLrssst0/PHHH7bde++9J0l64403dOqpp/b6T+fp5ZLU1NQkScrLy+v6lvujjz7SPffco/POO09Tp07VokWLtGrVqq5TxQGkHo01gLR21VVXaezYsZKk3/72t9qxY0eP23388cddj/u6j+jw4cN7zAEA0JtRo0b1+PhQRhbFPDTz4x//WA888IC+8pWvKCMjQ9LBJvvZZ5/V9ddfr2nTpmnJkiWKxWJJjwPgyDxWTwAABtLw4cP1y1/+UhdccEHXKeEPP/zwYdsd2kzv37//iK+ZTBMOAEB/+Xw+tba26pxzztGvf/1rQ69x+umn6/TTT1dra6tefPFFvfTSS9q0aZN27dql9vZ23XfffWpvb9fPfvazFM8ecDa+sQaQ9r74xS9qzpw5kqTa2lo98MADh22TlZWlz3zmM5LU50Jnhz7fec0cAABmddaUYDB4xO0SiUSfr5WVlaWzzz5bN910k9auXavHHnus69ZfjzzyiKLRqPkJA+hCYw3AEa666qqu69l++9vfHnYPT5fLpcmTJ0s6eNutIx1wPPvss5IOflt90kknDdCMAQBO01mH3njjja5rp3ty4403asqUKfrud7/bdSr4XXfdpXPPPVeVlZU9ZkpLS3XhhRdKkqLRaNeiZwBSg8YagCOMGDFCt9xyi1wulyKRyGGNtaSu26H84x//0K9+9aseX6empkZ+v1+S9J3vfKfrGjYAAMzqrEOxWEw///nPe7yl4+uvv64nn3xSoVBIOTk5ysrKkiR5PB5t375dtbW1evXVV3t8/fr6ekkHa+Lo0aMH6LcAnInGGoBjTJkypddP8iXprLPO6rpH9YMPPqgrrrhCr7/+usLhsBobG/Wb3/ym6/6jxx9/vK688srBmDYAwCE+//nPd9Wp9evX68ILL9SmTZv0wQcfaNeuXXrooYc0b948tbe3KzMzU1dffXVX9rvf/a5ycnKUSCQ0f/58PfTQQ9qxY4c++OADvfXWW/rFL36hp556SpJ03nnnHXarLwDmsHgZAEdZvHixnn/++R6/sZakX/3qV1q8eLHWr1+v1atXa/Xq1YdtM2nSJP32t7/t+pYAAIBUueGGG9Te3q7HH39cf/3rX3XxxRcfts3IkSP161//WhMnTuz6WU5Ojv7f//t/mj9/vj788EP94he/6PH1y8vL9e///u8DNn/AqWisATjKyJEjdcstt+hHP/pRj4u/jBw5Ur/73e+0bt06rVq1SoFAQKFQSEcffbSKior0rW99S1//+tfl9XotmD0AIN1lZGTolltu0be//W2tXLlStbW12rNnj9xut44//nhNnz5dF110kfLz8w/Lnn766XrmmWf04IMP6sUXX1QwGFR7e7uOPvponXzyyfr2t7+tmTNnWvBbAenPlejPsoIAAAAAAKBHXFwBAAAAAIAJNNYAAAAAAJhAYw0AAAAAgAk01gAAAAAAmEBjDQAAAACACTTWAAAAAACYQGMNAAAAAIAJNNYAAAAAAJhAYw0AAAAAgAk01gAAAAAAmEBjDQAAAACACTTWAAAAAACYQGMNAAAAAIAJNNYAAAAAAJhAYw0AAAAAgAk01gAAYMjr6OiwegoAAPTKY/UEAABwsrPOOku7d+/u8Tm32y2fz6ejjz5aJ510kmbOnKlZs2Zp+PDhPW4/YcIESdKll16qn/70pymZ35YtW3ThhRdKku6//36dccYZKXnd/opGo7r77rvl9Xr1k5/8ZFDHBgCgv/jGGgCAISoej2v//v3avXu3/H6/rr32Wp177rn661//avXUBs3cuXNVVVWltrY2q6cCAECv+MYaAIAhYPLkybrnnnu6/ayjo0Mff/yxdu7cqZqaGq1cuVLBYFA//vGP9cADD+iUU07ptv3YsWMlSUcfffRgTXvANTU1WT0FAAD6RGMNAMAQMGzYMI0cOfKwn3/mM5/Rscceq6lTp2rWrFmaN2+e9u/fr0svvVRr167VUUcd1bXt2rVrB3PKAADgE5wKDgCATZx22mn62c9+Jkn68MMPdd9991k8IwAAIPGNNQAAtvKv//qv+r//+z/t2LFDDz/8sBYuXCi3++Dn5H0tXlZbW6snnnhCW7duVUtLiyKRiI466igVFRVpxowZ+sEPfiCfz3fE8d966y0tW7ZML7/8siKRiMaOHauZM2dq7ty5ysrK6jX34Ycf6sEHH5Tf79d7772njo4OHXvssZo+fbr+7d/+Tccee2y37S+44AK9/PLLXf99xx136I477tCYMWO0fv16U6/dKRKJaMWKFXr22We1fft2tbW1KScnRyeffLLOOeccnXPOOV3vLQAAR0JjDQCAjbhcLs2aNUvLly9XKBTSm2++qZNPPvmImY6ODv3Xf/2XHn300cOe++CDD/Tyyy/r5Zdf1qpVq1RdXd3t9PJD+f1+rVixQu3t7V0/e+edd/TOO+/o0Ucf1f3336/CwsLDcps3b9aiRYsUDoe7/fxvf/ub/va3v+nRRx/VrbfeqpkzZ/bnLUjJa4fDYV144YV66623uv18z5498vv98vv9evzxx3XXXXf1+WEDAAB8DAsAgM1MmjSp63FtbW2f2z/wwANdTfU555yjlStX6oUXXtD69et19913q6ysTJL09ttvH/H08t///vfy+Xy66aab9Je//EV+v19XXXWVvF6vmpubu67/PtQ777yjSy65ROFwWAUFBbr11lv1l7/8RS+++KLuvvtulZSUKBKJ6Morr9TWrVu7cvfcc49effVVHXfccZKkSy65RK+++qqeeeYZ068tSbfffrveeustjRgxQjfeeKPWrl2rzZs366mnntK3v/1tSQeb9gcffLDP9xcAABprAABsZsyYMV2P9+7de8Rt4/G47r//fknSl7/8Zd1+++0qKyvTqFGjNGbMGJ155pm6//77lZubK0nauHFjr6+VkZGh+++/X+edd57y8vJ03HHH6Sc/+Yluv/12SdLu3bv18MMPd8vcfPPNikQiKigo0OOPP65vfetbysvL0zHHHKMzzzxTDz/8sL7whS8oFovp5z//eVfO5/Np5MiRcrlcXWOPHDmy2z28jb62JD333HOSpHnz5mnOnDkaO3asjj76aBUXF2vJkiWaOnWqJOlPf/rTEd9fAAAkGmsAAGxnxIgRXY9DodARt/3444/13e9+V+eee64uueSSrkb1UMOHD1dpaamkg9cr9+YHP/iBSkpKDvv52WefrS9+8YuSpKeeeqrr5w0NDXrllVckSfPnz+/xNmBer7frevC3335br7/++hF/n1S9dud9sf/xj3/0+Po/+9nP9OCDD+rOO+/s13wAAM7GNdYAANhMNBrtetxTo3yoo446qseFzDrFYjHV19d3NZixWKzXbb/2ta/1+txXvvIVvfLKK2poaFAoFFJOTo62bNnS9fxJJ52kjz/+uMfshAkTNGzYMHV0dGjr1q36whe+cMTfSZLp1/7iF7+o559/Xg899JCam5v19a9/XV/+8peVnZ0tSRo/frzGjx/f5zwAAJBorAEAsJ19+/Z1Pf7MZz7T71xLS4teeOEF7dixQzt37tTOnTu1Y8eObo16IpHoNX/iiSf2+twJJ5zQlX///feVk5Oj9957r+v52bNn92uO77//fr+2M/va11xzjV5//XWFQiGtXbtWa9eu1bBhw1RSUqLp06fra1/7Wtcq6wAA9IXGGgAAmzm0qSwoKOhz+48++khLlizRH//4x24rekvSyJEjdfrpp2vPnj168803j/g6h56C/s8Ovfb5wIEDkqTW1tY+5/bP+psx+9qFhYX605/+pLvuukt//vOf9Y9//EMdHR167bXX9Nprr6mqqkqnnXaafvGLXxzxAwUAACQaawAAbOfQa4U7r43uTSwW08UXX6xAICBJOu2003TGGWfopJNOUmFhoU444QS53W4tXry4z8Y6Eon0eq/qQ0/F7vwW/dDbVAUCAWVmZh75F0tCKl579OjR+tnPfqbrr79edXV1euGFF/Tiiy+qtrZWsVhMf/3rXzV37lytXr1aI0eOTNncAQDph8XLAACwkfb29q4VrceMGdPn6cpr1qzpaqqvvvpqVVdXa8GCBfra176mE088UW73wUOBIy1a1mn37t29Prdjxw5J0rBhw7pukdX5b0kKBoNHfO0jnYLek1S+ttvt1he+8AXNnz9fDz30kDZu3Nh1y63m5uau9xsAgN7QWAMAYCOPPfaY9uzZI0n63ve+1+fiZYfe5/q8887rcZsDBw7otddek3Tw9ly9eeGFF3p9rqamRtLBe2x3njJ+2mmndT2/bt26XrOvvvqqvvCFL2jmzJlavXp1r9sdysxrBwIBVVZW6ktf+pK2b99+WOazn/2srr/++q7/bm5u7tecAADORWMNAIBNbN26VbfeeqskKT8/X3Pnzu0z0/mNtHTwFlX/LB6P6+abb+66/vifr8E+1IMPPtjjt9YrV67UG2+8IengLbk6lZaWauLEiZKke+65R+++++5h2UgkoiVLlqitrU27d+8+7NR2j8fT47zMvPaxxx6rQCCgcDisP/zhDz3+rvX19V2Px44d2+M2AAB0orEGAGAI6Ojo0Mcff9ztn1AopPfee08bNmzQDTfcoIsuukgHDhyQz+fT0qVLuy0Y1ptp06Z1Pb7qqqu0bt06tbS06P3339fatWt1/vnn64knnujaZv/+/b2+1r59+3Teeefpz3/+s/bu3atdu3bp17/+tW6++WZJ0qmnnqrvfOc73TI33XSTPB6PPvroI/3gBz/QQw89pGAwqH/84x/atGmT5s6d2/Vt+cUXX6wxY8Z0y+fk5EiSNm7cqPfee08ffPCB6dcePXq0vvnNb0qSHnnkEV133XUKBAL64IMP9N5772nVqlVavHixpINN+IwZM/p8nwEAzuZKJHtREwAASJmzzjrriNcu/7Pjjz9ev/71r3tctKzzeutLL720272rr7zySj3zzDO9vmZubq4qKiq0YsUKSdKGDRt07LHHSjp4v+gLL7xQknTddddpyZIlPZ4uXlJSorvvvluf/exnD3tu3bp1Wrx48RGb9u9973v6+c9/rmHDhnX7+e2336677767678zMjJUW1urjIwMU6+9b98+/fjHP+5qvHsyatQo3XvvvV3fjAMA0BtWBQcAYIhyu90aPny48vLyNHHiRJ111lmaNWtWV1PZX7fffrumTJmiJ598Uu+8847a2tqUlZWlz33ucyovL9cPf/hDHThwQI888oji8biee+45XXTRRYe9zje/+U19/vOf15133qnXX39d8XhcJ554or71rW+psrKy13lVVFRo7dq1+sMf/qDnn39e7733ntra2nT00UerrKxMP/jBD/TlL3+5x+zll1+uAwcOaM2aNQqFQvrsZz+rpqYmHX/88aZe+6ijjlJ1dbUee+wxrV69Wu+884727dunkSNHauzYsSovL9eFF16oo446Kqn3GgDgTHxjDQAAAACACVxjDQAAAACACTTWAAAAAACYQGMNAAAAAIAJNNYAAAAAAJhAYw0AAAAAgAk01gAAAAAAmEBjDQAAAACACTTWAAAAAACYQGMNAAAAAIAJNNYAAAAAAJhAYw0AAAAAgAk01gAAAAAAmEBjDQAAAACACTTWAAAAAACYQGMNAAAAAIAJNNYAAAAAAJhAYw0AAAAAgAk01gAAAAAAmEBjDQAAAACACTTWAAAAAACYQGMNAAAAAIAJNNYAAAAAAJhAYw0AAAAAgAk01gAAAAAAmPD/ATSvHiVhqKInAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 512,
       "width": 491
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "seaborn.catplot(\n",
    "    data=df,\n",
    "    x='diabetes',\n",
    "    y='age',\n",
    "    kind='swarm'\n",
    ").set(\n",
    "    title='Age and Diabetes',\n",
    "    xlabel='Diabetes',\n",
    "    ylabel='Age [years]'\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5a98594e-18ff-4044-83bf-2c13266276a2",
   "metadata": {},
   "source": [
    "Bar plots are quintessential plots for categorical data, showing the frequency of the unique elements of a categorical variable. In the figure below, the frequency of those with and without diabetes is visualized. This is achieved by setting the `kind` argument to `'count'`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "eed2c577-51cd-4d48-af3d-69ab4914752f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 512,
       "width": 491
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "seaborn.catplot(\n",
    "    data=df,\n",
    "    x='diabetes',\n",
    "    kind='count'\n",
    ").set(\n",
    "    title='Diabetes',\n",
    "    xlabel='Diabetes',\n",
    "    ylabel='Frequency'\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b390af9d-eb80-486c-88a1-4ec56ccdc967",
   "metadata": {},
   "source": [
    "<span style=\"color:#00FF00\">Task</span>\n",
    "\n",
    "Another categorical variable can be added using the `hue` argument and setting a categorical variable as argument. Create a bar plot using the `diabetes` variable as in the figure above, but add the `death` variable as well."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "13e73d1d",
   "metadata": {},
   "source": [
    "<span style=\"color:#00FF00\">Solution</span>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "75377239-b460-4dde-8220-c8fbd3c9bdbd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 572.625x500 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 492,
       "width": 562
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "seaborn.catplot(\n",
    "    data=df,\n",
    "    x='diabetes',\n",
    "    hue='death',\n",
    "    kind='count'\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "17fd2e5b-6680-4396-9ba4-aa8dee799b6d",
   "metadata": {},
   "source": [
    "The last type of categorical plot considered here, is the point plot. It visualizes the difference in the mean of a numerical variable for the unique elements of a categorical variable. A point plot also shows the $95\\%$ confidence interval around the mean. The `hue` argument is used to show individual point plots. In the figure below, the difference in the `age` variable between those with and without diabetes, for each of the survivors and non-survivors, is demonstrated. The two categorical variables being `diabetes` and `death`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "bae4acce-c15f-4ad5-be94-0a64ffb872d6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 572.625x500 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 512,
       "width": 563
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "seaborn.catplot(\n",
    "    data=df,\n",
    "    x='diabetes',\n",
    "    y='age',\n",
    "    hue='death',\n",
    "    kind='point'\n",
    ").set(\n",
    "    title='Age',\n",
    "    xlabel='Diabetes',\n",
    "    ylabel='Age'\n",
    ");"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "535bc861",
   "metadata": {},
   "source": [
    "# <span style=\"color:#0096FF\">Quiz questions</span>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "022b4d32",
   "metadata": {},
   "source": [
    "### <span style=\"color:#FFD700\">Questions</span>"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "229cbd3a",
   "metadata": {},
   "source": [
    "Use the [online documentation](https://seaborn.pydata.org) for the seaborn package to answer the following questions."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f5279c7f-01e4-47dc-ba48-1e9e8f3302e9",
   "metadata": {},
   "source": [
    "1. How do you import the Seaborn package in Python?\n",
    "\n",
    "2. How do you create a scatter plot in Seaborn for variables `x` and `y` in a DataFrame `df`?\n",
    "\n",
    "3. How do you create a line plot in Seaborn for variables `x` and `y` in a DataFrame `df`?\n",
    "\n",
    "4. How do you create a histogram in Seaborn for a variable `x` in a DataFrame `df`?\n",
    "\n",
    "5. How do you create a stacked histogram in Seaborn for variables `x` and 'hue' `y` in a DataFrame `df`?\n",
    "\n",
    "6. How do you create a heatmap in Seaborn for a variable `x` and `y` in a DataFrame `df`?\n",
    "\n",
    "7. How do you create a box plot in Seaborn for variables `x` and `y` in a DataFrame `df`?\n",
    "\n",
    "8. How do you create a violin plot in Seaborn for variables `x` and `y` in a DataFrame `df`?\n",
    "\n",
    "9. How do you create a bar plot in Seaborn for variables `x` and `y` in a DataFrame `df`?\n",
    "\n",
    "10. How do you add a title to a Seaborn plot assigned to the variable `ax` with the title 'My Title'?\n",
    "\n",
    "11. How do you save a Seaborn plot `ax` to a file named 'output.png'?\n",
    "\n",
    "12. How do you set the `x` and `y` axis labels to 'X Label' and 'Y Label' respectively for a Seaborn plot `ax`?\n",
    "\n",
    "13. How do you change the color palette of a Seaborn plot to 'Blues'?\n",
    "\n",
    "14. How do you display a Seaborn plot with a logarithmic scale on the y-axis?\n",
    "\n",
    "15. How do you add a regression line to a scatter plot in Seaborn for variables `x` and `y` in a DataFrame `df`?"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "484eb48c",
   "metadata": {},
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.10.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}