{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<p style=\"text-align:center\">\n",
    "    <a href=\"https://skills.network\" target=\"_blank\">\n",
    "    <img src=\"https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/assets/logos/SN_web_lightmode.png\" width=\"200\" alt=\"Skills Network Logo\"  />\n",
    "    </a>\n",
    "</p>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# **Finding Missing Values**\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Estimated time needed: **30** minutes\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Data wrangling is the process of cleaning, transforming, and organizing data to make it suitable for analysis. Finding and handling missing values is a crucial step in this process to ensure data accuracy and completeness. In this lab, you will focus exclusively on identifying and handling missing values in the dataset.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Objectives\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "After completing this lab, you will be able to:\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "-   Identify missing values in the dataset.\n",
    "\n",
    "- Quantify missing values for specific columns.\n",
    "\n",
    "- Impute missing values using various strategies.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Hands on Lab\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Setup: Install Required Libraries\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true,
    "jupyter": {
     "outputs_hidden": true
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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     ]
    }
   ],
   "source": [
    "!pip install pandas\n",
    "!pip install matplotlib\n",
    "!pip install seaborn"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Import Necessary Modules:\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import textwrap"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Tasks\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<h2>1. Load the Dataset</h2>\n",
    "<p>\n",
    "We use the <code>pandas.read_csv()</code> function for reading CSV files. However, in this version of the lab, which operates on JupyterLite, the dataset needs to be downloaded to the interface using the provided code below.\n",
    "</p>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The functions below will download the dataset into your browser:\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   ResponseId                      MainBranch                 Age  \\\n",
      "0           1  I am a developer by profession  Under 18 years old   \n",
      "1           2  I am a developer by profession     35-44 years old   \n",
      "2           3  I am a developer by profession     45-54 years old   \n",
      "3           4           I am learning to code     18-24 years old   \n",
      "4           5  I am a developer by profession     18-24 years old   \n",
      "\n",
      "            Employment RemoteWork   Check  \\\n",
      "0  Employed, full-time     Remote  Apples   \n",
      "1  Employed, full-time     Remote  Apples   \n",
      "2  Employed, full-time     Remote  Apples   \n",
      "3   Student, full-time        NaN  Apples   \n",
      "4   Student, full-time        NaN  Apples   \n",
      "\n",
      "                                    CodingActivities  \\\n",
      "0                                              Hobby   \n",
      "1  Hobby;Contribute to open-source projects;Other...   \n",
      "2  Hobby;Contribute to open-source projects;Other...   \n",
      "3                                                NaN   \n",
      "4                                                NaN   \n",
      "\n",
      "                                             EdLevel  \\\n",
      "0                          Primary/elementary school   \n",
      "1       Bachelor’s degree (B.A., B.S., B.Eng., etc.)   \n",
      "2    Master’s degree (M.A., M.S., M.Eng., MBA, etc.)   \n",
      "3  Some college/university study without earning ...   \n",
      "4  Secondary school (e.g. American high school, G...   \n",
      "\n",
      "                                           LearnCode  \\\n",
      "0                             Books / Physical media   \n",
      "1  Books / Physical media;Colleague;On the job tr...   \n",
      "2  Books / Physical media;Colleague;On the job tr...   \n",
      "3  Other online resources (e.g., videos, blogs, f...   \n",
      "4  Other online resources (e.g., videos, blogs, f...   \n",
      "\n",
      "                                     LearnCodeOnline  ... JobSatPoints_6  \\\n",
      "0                                                NaN  ...            NaN   \n",
      "1  Technical documentation;Blogs;Books;Written Tu...  ...            0.0   \n",
      "2  Technical documentation;Blogs;Books;Written Tu...  ...            NaN   \n",
      "3  Stack Overflow;How-to videos;Interactive tutorial  ...            NaN   \n",
      "4  Technical documentation;Blogs;Written Tutorial...  ...            NaN   \n",
      "\n",
      "  JobSatPoints_7 JobSatPoints_8 JobSatPoints_9 JobSatPoints_10  \\\n",
      "0            NaN            NaN            NaN             NaN   \n",
      "1            0.0            0.0            0.0             0.0   \n",
      "2            NaN            NaN            NaN             NaN   \n",
      "3            NaN            NaN            NaN             NaN   \n",
      "4            NaN            NaN            NaN             NaN   \n",
      "\n",
      "  JobSatPoints_11           SurveyLength SurveyEase ConvertedCompYearly JobSat  \n",
      "0             NaN                    NaN        NaN                 NaN    NaN  \n",
      "1             0.0                    NaN        NaN                 NaN    NaN  \n",
      "2             NaN  Appropriate in length       Easy                 NaN    NaN  \n",
      "3             NaN               Too long       Easy                 NaN    NaN  \n",
      "4             NaN              Too short       Easy                 NaN    NaN  \n",
      "\n",
      "[5 rows x 114 columns]\n",
      "(65437, 114)\n"
     ]
    }
   ],
   "source": [
    "# Define the URL of the dataset\n",
    "file_path = \"https://cf-courses-data.s3.us.cloud-object-storage.appdomain.cloud/n01PQ9pSmiRX6520flujwQ/survey-data.csv\"\n",
    "\n",
    "# Load the dataset into a DataFrame\n",
    "df = pd.read_csv(file_path)\n",
    "\n",
    "# Display the first few rows to ensure it loaded correctly\n",
    "print(df.head())\n",
    "\n",
    "print(df.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2. Explore the Dataset\n",
    "##### Task 1: Display basic information and summary statistics of the dataset.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "         ResponseId      CompTotal       WorkExp  JobSatPoints_1  \\\n",
      "count  65437.000000   3.374000e+04  29658.000000    29324.000000   \n",
      "mean   32719.000000  2.963841e+145     11.466957       18.581094   \n",
      "std    18890.179119  5.444117e+147      9.168709       25.966221   \n",
      "min        1.000000   0.000000e+00      0.000000        0.000000   \n",
      "25%    16360.000000   6.000000e+04      4.000000        0.000000   \n",
      "50%    32719.000000   1.100000e+05      9.000000       10.000000   \n",
      "75%    49078.000000   2.500000e+05     16.000000       22.000000   \n",
      "max    65437.000000  1.000000e+150     50.000000      100.000000   \n",
      "\n",
      "       JobSatPoints_4  JobSatPoints_5  JobSatPoints_6  JobSatPoints_7  \\\n",
      "count    29393.000000    29411.000000    29450.000000     29448.00000   \n",
      "mean         7.522140       10.060857       24.343232        22.96522   \n",
      "std         18.422661       21.833836       27.089360        27.01774   \n",
      "min          0.000000        0.000000        0.000000         0.00000   \n",
      "25%          0.000000        0.000000        0.000000         0.00000   \n",
      "50%          0.000000        0.000000       20.000000        15.00000   \n",
      "75%          5.000000       10.000000       30.000000        30.00000   \n",
      "max        100.000000      100.000000      100.000000       100.00000   \n",
      "\n",
      "       JobSatPoints_8  JobSatPoints_9  JobSatPoints_10  JobSatPoints_11  \\\n",
      "count    29456.000000    29456.000000     29450.000000     29445.000000   \n",
      "mean        20.278165       16.169432        10.955713         9.953948   \n",
      "std         26.108110       24.845032        22.906263        21.775652   \n",
      "min          0.000000        0.000000         0.000000         0.000000   \n",
      "25%          0.000000        0.000000         0.000000         0.000000   \n",
      "50%         10.000000        5.000000         0.000000         0.000000   \n",
      "75%         25.000000       20.000000        10.000000        10.000000   \n",
      "max        100.000000      100.000000       100.000000       100.000000   \n",
      "\n",
      "       ConvertedCompYearly        JobSat  \n",
      "count         2.343500e+04  29126.000000  \n",
      "mean          8.615529e+04      6.935041  \n",
      "std           1.867570e+05      2.088259  \n",
      "min           1.000000e+00      0.000000  \n",
      "25%           3.271200e+04      6.000000  \n",
      "50%           6.500000e+04      7.000000  \n",
      "75%           1.079715e+05      8.000000  \n",
      "max           1.625660e+07     10.000000  \n",
      "<class 'pandas.DataFrame'>\n",
      "RangeIndex: 65437 entries, 0 to 65436\n",
      "Columns: 114 entries, ResponseId to JobSat\n",
      "dtypes: float64(13), int64(1), str(100)\n",
      "memory usage: 56.9 MB\n",
      "None\n"
     ]
    }
   ],
   "source": [
    "## Write your code here\n",
    "print(df.describe())\n",
    "print(df.info())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3. Finding Missing Values\n",
    "##### Task 2: Identify missing values for all columns.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "## Write your code here\n",
    "nnan = df.isna()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Task 3: Visualize missing values using a heatmap (Using seaborn library).\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Write your code here\n",
    "plt.figure(figsize=(10, 10))\n",
    "sns.heatmap(nnan)\n",
    "plt.title(\"Missing Values Heatmap\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Task 4: Count the number of missing rows for a specific column (e.g., `Employment`).\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "There are 0 missing rows in Employment column\n",
      "\n",
      "<class 'pandas.Series'>\n",
      "RangeIndex: 65437 entries, 0 to 65436\n",
      "Series name: Employment\n",
      "Non-Null Count  Dtype\n",
      "--------------  -----\n",
      "65437 non-null  str  \n",
      "dtypes: str(1)\n",
      "memory usage: 511.4 KB\n",
      "None\n"
     ]
    }
   ],
   "source": [
    "## Write your code here\n",
    "column = 'Employment'\n",
    "nmrows = nnan[column].sum()\n",
    "print(f'There are {nmrows} missing rows in {column} column')\n",
    "print()\n",
    "print(df.Employment.info())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 4. Imputing Missing Values\n",
    "##### Task 5: Identify the most frequent (majority) value in a specific column (e.g., `Employment`).\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Employed, full-time\n"
     ]
    }
   ],
   "source": [
    "## Write your code here\n",
    "print(df.Employment.describe().top)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "##### Task 6: Impute missing values in the `Employment` column with the most frequent value.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count                   65437\n",
       "unique                    110\n",
       "top       Employed, full-time\n",
       "freq                    39041\n",
       "Name: Employment, dtype: object"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Write your code here\n",
    "df_m = df.copy()\n",
    "common_Employment = df_m['Employment'].value_counts().idxmax()\n",
    "df_m['Employment'] = df_m['Employment'].fillna(common_Employment)\n",
    "df_m['Employment'].describe()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5. Visualizing Imputed Data\n",
    "##### Task 7: Visualize the distribution of a column after imputation (e.g., `Employment`).\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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jxx9/zMcff8wPP/zAH3/8Qc+ePVmzZg0DBgzIsX7W/V++fFnjvUxLSyM6OppmzZq9ss93wfOfY3g6lsbGxi/csD6v996nTx/atWvHiRMnWLVqFa6urlStWjXf7iErBj09vXwd9/z+niGEEEK8L2T5nhBCCAH8888/TJkyBUdHR3r27PnCejk9qaxGjRoA6mVYJiYmADkmiV7H8uXLNfa52rBhA7GxsbRq1UpdVr58eY4dO0ZaWpq67K+//uLmzZsabeUlttatW5OZmZltBtHcuXNRKBQa/b+J1q1bc+fOHfXTyAAyMjL4+eefMTU1zbYfUG6ZmJi88D6LFy9Oq1atWLlyJatWrcLT05PixYvnWPfZ+1epVCxYsAA9PT2aNm0KQNeuXcnMzGTKlCnZrs3IyFDHEB8fn212zPOfnZw0a9YMfX195s+fr3H9b7/9RmJiIm3atHnhte+So0ePcvr0afXxzZs32bp1Ky1atHjhbKK83nurVq0oXrw4P/74IwcOHMhxltSbsLGxwcPDgyVLlhAbG5vt/IuWIb7Kyz6rQgghxIdMZkoJIYQodP7++28uXbpERkYGd+/e5Z9//mHPnj3Y29uzbds2jUfHP8/Pz4+DBw/Spk0b7O3tiYuLY+HChZQuXZoGDRoATxNElpaWLF68GDMzM0xMTKhXrx6Ojo6vFa+VlRUNGjSgX79+3L17F39/fypUqMDAgQPVdQYMGMCGDRvw9PSka9euREVFsXLlSo2Nx/Ma26effkrjxo2ZMGECMTExVK9end27d7N161aGDx+ere3XNWjQIJYsWYKXlxenTp3CwcGBDRs2EBISgr+//0v3+HqZWrVqsXfvXubMmUPJkiVxdHRUb1wNT2fVdO7cGSDHhBKAoaEhO3fupG/fvtSrV4+///6b7du3891336ln9zRq1IjBgwczffp0wsLCaNGiBXp6ely9epX169czb948OnfuTFBQEAsXLqRDhw6UL1+eR48esXTpUszNzWnduvUL78Pa2prx48czefJkPD09+eyzz7h8+TILFy6kTp06b5x42bBhQ45LB5s3b46tre0btf2sjz76iJYtWzJs2DAMDAxYuHAhAJMnT37hNXm9dz09Pbp3786CBQvQ0dHR2Dw/v/zyyy80aNAAFxcXBg4cSLly5bh79y5Hjx7l1q1bhIeH57nNWrVqsWjRIqZOnUqFChWwsbGhSZMm+R67EEII8c7RzkP/hBBCiLcv6xHtWS99fX2VnZ2dqnnz5qp58+apHj58mO0aHx8f1bM/Lvft26dq166dqmTJkip9fX1VyZIlVT169FBduXJF47qtW7eqqlSpotLV1VUBqoCAAJVKpVI1atRIVbVq1Rzja9SokcZj4ffv368CVKtXr1aNHz9eZWNjozIyMlK1adNG47H1WWbPnq0qVaqUysDAQOXu7q46efJktjZfFlvfvn1V9vb2GnUfPXqkGjFihKpkyZIqPT09lZOTk2rmzJkaj7hXqVQqQPXVV19li8ne3l7Vt2/fHO/3WXfv3lX169dPVbx4cZW+vr7KxcVFHdfz7bVp0+aV7alUKtWlS5dUDRs2VBkZGamAbHGkpqaqihYtqrKwsFA9efIk2/V9+/ZVmZiYqKKiolQtWrRQGRsbq2xtbVU+Pj6qzMzMbPV//fVXVa1atVRGRkYqMzMzlYuLi2rs2LGq27dvq1Qqler06dOqHj16qMqWLasyMDBQ2djYqNq2bas6efJkru5nwYIFqsqVK6v09PRUtra2qi+++EIVHx+vUSfr83rv3r1XtpdV90Wv/fv3q1Sq//8crl+/XuP6rL9PJ06ceGUMWZ+PlStXqpycnFQGBgYqV1dXdR/PtxkdHZ3ne89y/PhxFaBq0aJFjudf9BnK6TMcHR2tAlQzZ87UKI+KilL16dNHZWdnp9LT01OVKlVK1bZtW9WGDRteOT5Z4/nsvd+5c0fVpk0blZmZmQrI9ndWCCGE+FApVCrZZVEIIYQQhU9GRgYlS5bk008/5bfffst23svLiw0bNpCUlKSF6D4sCoWCr7766rU3k8+L8PBwatSowfLly+ndu3eB9yeEEEKI1yd7SgkhhBCiUNqyZQv37t2jT58+2g5F5KOlS5diampKx44dtR2KEEIIIV5B9pQSQgghRKESGhrK2bNnmTJlCq6urq+9kbp4t/z5559cvHiRX3/9laFDh6o39RdCCCHEu0uSUkIIIYQoVBYtWsTKlSupUaMGgYGB2g5H5JOvv/6au3fv0rp165duni6EEEKId4fsKSWEEEIIIYQQQggh3jrZU0oIIYQQQgghhBBCvHWSlBJCCCGEEEIIIYQQb50kpYQQQgghhBBCCCHEWydJKSGEEEIIIYQQQgjx1klSSgghhBBCCCGEEEK8dZKUEkIIIYQQQgghhBBvnSSlhBBCCCGEEEIIIcRbJ0kpIYQQQgghhBBCCPHWSVJKCCGEEEIIIYQQQrx1uvnZWGZmJunp6fnZpBDiHaenp4eOjo62wxBCCCGEEEII8Z7Jl6SUSqXizp07JCQk5EdzQoj3jKWlJXZ2digUCm2HIoQQQgghhBDiPZEvSamshJSNjQ3GxsbyD1MhCgmVSkVycjJxcXEAlChRQssRCSGEEEIIIYR4X7xxUiozM1OdkCpWrFh+xCSEeI8YGRkBEBcXh42NjSzlE0IIIYQQQgiRK2+80XnWHlLGxsZvHIwQ4v2U9fdf9pQTQgghhBBCCJFb+fb0PVmyJ0ThJX//hRBCCCGEEELkVb4lpYQQQgghhBBCCCGEyC1JSmmBl5cX7du313YY+Pr6UqNGjTxdk5ycTKdOnTA3N0ehUOTqiYsxMTEoFArCwsIACA4OzvW1z1MoFGzZsiXP1wkhhBBCCCGEEOLdki9P33sRh2+3F2TzGmJmtMlTfS8vL4KCgrKVt2zZkp07d+ZXWB+coKAgDh06xJEjRyhevDgWFhYF0o+vry9btmxRJ7KyxMbGUrRo0QLpUwghhBBCCCGEEG9PgSal3nWenp4EBARolBkYGGgpmvdDVFQUzs7OfPTRR1rp387OTiv9CiGEEEIIIYQQIn8V6uV7BgYG2NnZabyenYWjUChYsmQJbdu2xdjYGGdnZ44ePUpkZCQeHh6YmJhQv359oqKi1NdkLYlbsmQJZcqUwdjYmK5du5KYmPjCOFJTUxk2bBg2NjYYGhrSoEEDTpw4AYBKpaJChQrMmjVL45qwsDAUCgWRkZEAJCQkMGDAAKytrTE3N6dJkyaEh4drXDNjxgxsbW0xMzPD29ublJSUPI2Xh4cHs2fP5uDBgygUCjw8PNTj9PySOktLSwIDA/PUfpbAwEAmT55MeHg4CoUChUKhbuvZvrKWBa5bt45PPvkEIyMj6tSpw5UrVzhx4gS1a9fG1NSUVq1ace/ePY0+li1bhrOzM4aGhlSuXJmFCxe+VqxCCCGEEEIIIYR4PYU6KZUbU6ZMoU+fPoSFhVG5cmU+//xzBg8ezPjx4zl58iQqlYqhQ4dqXBMZGcm6dev4888/2blzJ2fOnOHLL798YR9jx45l48aNBAUFcfr0aSpUqEDLli158OABCoWC/v37Z5vRFRAQQMOGDalQoQIAXbp0IS4ujr///ptTp05Rs2ZNmjZtyoMHDwBYt24dvr6+TJs2jZMnT1KiRIk8J2I2bdrEwIEDcXNzIzY2lk2bNuXp+tzq1q0bo0aNomrVqsTGxhIbG0u3bt1eWN/Hx4fvv/+e06dPo6ury+eff87YsWOZN28ehw4dIjIykkmTJqnrr1q1ikmTJvHDDz8QERHBtGnTmDhxYo7LOYUQQgghhBBCCFEwCnVS6q+//sLU1FTjNW3aNI06/fr1o2vXrlSsWJFx48YRExNDz549admyJc7OznzzzTcEBwdrXJOSksLy5cupUaMGDRs25Oeff2bNmjXcuXMnWwyPHz9m0aJFzJw5k1atWlGlShWWLl2KkZERv/32G/B0/6vLly9z/PhxANLT0/njjz/o378/AIcPH+b48eOsX7+e2rVr4+TkxKxZs7C0tGTDhg0A+Pv74+3tjbe3N5UqVWLq1KlUqVIlT+NlZWWFsbEx+vr62NnZYWVllafrc8vIyAhTU1N0dXXVM9iMjIxeWH/06NEa78epU6eYOHEi7u7uuLq64u3tzf79+9X1fXx8mD17Nh07dsTR0ZGOHTsyYsQIlixZUiD3I4QQQgghhBBCiOwK9Z5SjRs3ZtGiRRplzydaqlWrpv7a1tYWABcXF42ylJQUHj58iLm5OQBly5alVKlS6jpubm4olUouX76cbU+kqKgo0tPTcXd3V5fp6elRt25dIiIiAChZsiRt2rTh999/p27duvz555+kpqbSpUsXAMLDw0lKSqJYsWIabT958kS9tDAiIoIhQ4ZonHdzc9NI1miLqamp+utevXqxePHiPF2fm/coLi4OeJoEjIqKwtvbm4EDB6rrZGRkFNim7UIIIYQQQgghhMiuUCelTExM1MvfXkRPT0/9tUKheGGZUqksgAj/34ABA+jduzdz584lICCAbt26YWxsDEBSUhIlSpTINmMLnu7tVNAUCgUqlUqjLD09PdfXP/uEvazEXl7k5j3Ken+SkpIAWLp0KfXq1dNoR0dHJ899CyGEEEIIIYQQ4vUU6qRUQblx4wa3b9+mZMmSABw7dowiRYpQqVKlbHXLly+Pvr4+ISEh2NvbA08TOidOnGD48OHqeq1bt8bExIRFixaxc+dODh48qD5Xs2ZN7ty5g66uLg4ODjnG5OzsTGhoKH369FGXHTt2LB/uFqytrYmNjVUfX716leTk5Fxfn1NiUF9fn8zMzHyJ71m2traULFmSa9eu0bNnz3xvXwghhBBCCCGEELlTqJNSqamp2fZ50tXVpXjx4m/UrqGhIX379mXWrFk8fPiQYcOG0bVr12xL9+DpbK0vvviCMWPGYGVlRdmyZfnpp59ITk7G29tbXU9HRwcvLy/Gjx+Pk5MTbm5u6nPNmjXDzc2N9u3b89NPP1GxYkVu377N9u3b6dChA7Vr1+abb77By8uL2rVr4+7uzqpVq7hw4QLlypV7o3sFaNKkCQsWLMDNzY3MzEzGjRunMVPpdTg4OBAdHU1YWBilS5fGzMwMAwODN44VYPLkyQwbNgwLCws8PT1JTU3l5MmTxMfHM3LkyHzpQwghhBBCCCGEEC9XqDc637lzJyVKlNB4NWjQ4I3brVChAh07dqR169a0aNGCatWqvfRJdzNmzKBTp0707t2bmjVrEhkZya5duyhatKhGPW9vb9LS0ujXr59GuUKhYMeOHTRs2JB+/fpRsWJFunfvzvXr19V7LHXr1o2JEycyduxYatWqxfXr1/niiy802gkODkahUBATE5On+509ezZlypThk08+4fPPP2f06NHqpYWvq1OnTnh6etK4cWOsra1ZvXr1G7X3rAEDBrBs2TICAgJwcXGhUaNGBAYG4ujomG99CCGEEEIIIYQQ4uUUquc3A8qjlJQUoqOjcXR0xNDQML/iem/5+vqyZcsWjX2S8suhQ4do2rQpN2/eVCeb8lNAQADTpk3j4sWLbzzTSRQu8n1ACCGEEEIIIUReFerle++L1NRU7t27h6+vL126dCmQhBTAjh07mDZtmiSkhBBCCCGEEEIIUeAkKfUeWL16Nd7e3tSoUYPly5cXWD/r168vsLaFEEIIIYQQQgghniXL94QQb0y+DwghhBBCCCGEyKtCvdG5EEIIIYQQQgghhNAOWb4nhBBCCPGMlPRMMpQqlCoVSqWKTKWKTJUKlYqnXyv/97Xq6ddK1dNXplKFUvm0HMBYXwdjfR1M9HUxNtDBQFdHy3cmhBBCCPFukaSUEEIIIT44GZlKEp6kk/gknYTkdBKfpP3vz/Rn/kxT10lMTifhSToPn6SToXyjnQ1eSE9HgbG+Lib6Ohgb/O9PfV1MDHQxMdDROGdqoIOpgR7FTfUpYWGErYUBxU0MKFJEUSCxCSGEEEJogySlhBBCCPFeychUcjshhVvxydyMT+bmgyf/+zOZuw9TSXySTlJqhrbDzCY9U/U0AfYk/bWu1y2iwMbMADsLQ+wsDLE1N6TE//60MzdUJ69kRpYQQggh3heSlBJCCCHEO0WlUnH3YSo345OfJp4ePOHmg/9PQN15mEJmAc1mepdlKFXcTkzhdmLKS+sVNdbDzsIIO3MD7CyMsC9mTHlrU8pbm2BfzAQdmW0lhBBCiHeEJKWEEEIIoRXpmUqu3H3ExdsPiYh9ROS9JG49SOZWwhPSMpTaDu+9FZ+cTnxyOhGx2c/p6xShbDFjKlibUt7GhPLWpjjZmOFka4qhnsywEkIIIcTbJUmpN6RQKNi8eTPt27fXdiiv5Ovry5YtWwgLC9N2KEIIIQqZhynpXLz98Okr9umfkXFJpGVK8ultSstUEhmXRGRcElz4//IiCrAvZkJlOzMq2Zn9709z7K2MZR8rIYQQQhSYQpuU8vLyIiEhgS1btmg7lPdaYGAgw4cPJyEhQduhvNX3NCYmBkdHR86cOUONGjUKvD8hhHif3E54wsXbD7lw+yEXYxO5GPuQW/FPUBW+FXfvDaUKov97TPR/j/n7/B11uZGeDhVtTXEpbUFteytq2ReljJWxFiMVQgghxIek0CalROGVnp6Onp6etsNQe9fiEUKIvHjwOI1j1+4TdjOBC7cTuXj7IfHJr7eRt3j3PEnPJPxWIuG3Ell57AYANmYG1LIvSi37otS0L8pHJS3Q1y2i5UiFEEII8T6S3yD+x8PDg2HDhjF27FisrKyws7PD19dXo87Vq1dp2LAhhoaGVKlShT179mRr5+bNm3Tt2hVLS0usrKxo164dMTEx6vNeXl60b9+eyZMnY21tjbm5OUOGDCEtLU1dR6lUMn36dBwdHTEyMqJ69eps2LBBfT44OBiFQsG+ffuoXbs2xsbG1K9fn8uXL2vEMmPGDGxtbTEzM8Pb25uUlOwboy5btgxnZ2cMDQ2pXLkyCxcuVJ+LiYlBoVCwadMmGjdujLGxMdWrV+fo0aPqOPr160diYiIKhQKFQpFtzJ71559/UqdOHQwNDSlevDgdOnRQn4uPj6dPnz4ULVoUY2NjWrVqxdWrV9XnAwMDsbS0ZNeuXTg7O2NqaoqnpyexsU83zPD19SUoKIitW7eqYwkODlbfw9q1a2nUqBGGhoasWrWK+/fv06NHD0qVKoWxsTEuLi6sXr1aI16lUslPP/1EhQoVMDAwoGzZsvzwww8AODo6AuDq6opCocDDw0N9jZ+fH6VLl8bAwIAaNWqwc+fObGP6fDxCCPG+ePA4jR3nYpm09Twt5h6g1tQ9fLnqNL8evEZI5H1JSBUCcY9S+fv8HaZuj6DjwiO4+O6iy+IjTP87gj0X7/LgcdqrGxFCCCGEQGZKaQgKCmLkyJGEhoZy9OhRvLy8cHd3p3nz5iiVSjp27IitrS2hoaEkJiYyfPhwjevT09Np2bIlbm5uHDp0CF1dXaZOnYqnpydnz55FX18fgH379mFoaKhOmvTr149ixYqpEx7Tp09n5cqVLF68GCcnJw4ePEivXr2wtramUaNG6v4mTJjA7Nmzsba2ZsiQIfTv35+QkBAA1q1bh6+vL7/88gsNGjRgxYoVzJ8/n3LlyqmvX7VqFZMmTWLBggW4urpy5swZBg4ciImJCX379tXoZ9asWTg5OTFhwgR69OhBZGQk9evXx9/fn0mTJqkTYqampjmO7fbt2+nQoQMTJkxg+fLlpKWlsWPHDvV5Ly8vrl69yrZt2zA3N2fcuHG0bt2aixcvqmcRJScnM2vWLFasWEGRIkXo1asXo0ePZtWqVYwePZqIiAgePnxIQEAAAFZWVty+fRuAb7/9ltmzZ+Pq6oqhoSEpKSnUqlWLcePGYW5uzvbt2+nduzfly5enbt26AIwfP56lS5cyd+5cGjRoQGxsLJcuXQLg+PHj1K1bl71791K1alX1eztv3jxmz57NkiVLcHV15ffff+ezzz7jwoULODk5qe/3+XiEEOJddT8pldDoBxy7dp9j1+5zNS5JluEJDakZSk7ExHMiJp4lXAPAsbgJNcsWpbbD0xlVTjamKBSyN5UQQgghNClUqjf71TIlJYXo6GgcHR3fq39cP7//kIeHB5mZmRw6dEhdp27dujRp0oQZM2awe/du2rRpw/Xr1ylZsiQAO3fupFWrVuqNzleuXMnUqVOJiIhQ/+KVlpaGpaUlW7ZsoUWLFnh5efHnn39y8+ZNjI2f7smwePFixowZQ2JiIunp6VhZWbF3717c3NzUsQwYMIDk5GT++OMPgoODady4MXv37qVp06YA7NixgzZt2vDkyRMMDQ2pX78+rq6u/PLLL+o2Pv74Y1JSUtQbnVeoUIEpU6bQo0cPdZ2pU6eyY8cOjhw5ot43admyZXh7ewNw8eJFqlatSkREBJUrV871nlL169enXLlyrFy5Mtu5q1evUrFiRUJCQqhfvz4A9+/fp0yZMgQFBdGlSxcCAwPp168fkZGRlC9fHoCFCxfi5+fHnTt3cnxP4f/3fvL39+ebb755aYxt27alcuXKzJo1i0ePHmFtbc2CBQsYMGBAtrov2lOqVKlSfPXVV3z33Xfqsrp161KnTh1++eWXPMXzPnlfvw8IIbK7n5TKsWsPCI2WJJTIPxZGejSoUByPStZ4VLLB2sxA2yEJIYQQ4h0gM6WeUa1aNY3jEiVKEBcXB0BERARlypRRJ6QAjaQRQHh4OJGRkZiZmWmUp6SkEBUVpT6uXr26OiGV1U5SUhI3b94kKSmJ5ORkmjdvrtFGWloarq6uL4y3RIkSAMTFxVG2bFkiIiIYMmSIRn03Nzf2798PwOPHj4mKisLb25uBAweq62RkZGBhYZGrfipXrkxuhYWFafTzrIiICHR1dalXr566rFixYlSqVImIiAh1mbGxsTohlRVL1vvzKrVr19Y4zszMZNq0aaxbt45///2XtLQ0UlNT1e9LREQEqamp6qRfbjx8+JDbt2/j7u6uUe7u7k54ePhL4xFCCG15mJLO4av/cTTqaRIq8p4koUT+S3ySzvZzsWw/F4tCAS6lLPCoZEPjStZUL20pT/gTQgghCilJSj3j+c2mFQoFSmXuH1WdlJRErVq1ctwjyNraOtdtwNPlbqVKldI4Z2Cg+b+Kz8abNTMrt/Fm9bN06VKNZBCAjo5OvvWTxcjIKE/1c5LT+5PbiX4mJiYaxzNnzmTevHn4+/vj4uKCiYkJw4cPV+/tlR/x5iUeIYR4m24+SGbPxbvsu3SX49EPSM+ULJR4e1QqOHsrkbO3Epm/7yrFTPRpVNEaj8o2NHKyxsJYHv4hhBBCFBaSlMolZ2dnbt68SWxsrHq20LFjxzTq1KxZk7Vr12JjY4O5ufkL2woPD+fJkyfqxMexY8cwNTWlTJkyWFlZYWBgwI0bNzT2j3qdeENDQ+nTp4+67Nl4bW1tKVmyJNeuXaNnz56v3Y++vj6ZmZmvrFetWjX27dtHv379cow1IyOD0NBQjeV7ly9fpkqVKvkeC0BISAjt2rWjV69ewNMk25UrV9T9OTk5YWRkxL59+3Jcvpe1h9Sz/Zmbm1OyZElCQkI03ruQkBD1PlVCCKENSqWKMzcT2Btxl30Rd7lyN0nbIQmhdv9xGpvO/MumM/+iU0SBaxlLGle2oXElG6qUfPHvU0IIIYR4/0lSKpeaNWtGxYoV6du3LzNnzuThw4dMmDBBo07Pnj2ZOXMm7dq1Uz+B7fr162zatImxY8dSunRp4OlSPG9vb77//ntiYmLw8fFh6NChFClSBDMzM0aPHs2IESNQKpU0aNCAxMREQkJCMDc319iA/GW++eYbvLy8qF27Nu7u7qxatYoLFy5obHQ+efJkhg0bhoWFBZ6enqSmpnLy5Eni4+MZOXJkrvpxcHAgKSmJffv2qZclPrs0MYuPjw9NmzalfPnydO/enYyMDHbs2MG4ceNwcnKiXbt2DBw4kCVLlmBmZsa3335LqVKlaNeuXa7iyIpl165dXL58mWLFimVbhvgsJycnNmzYwJEjRyhatChz5szh7t276qSUoaEh48aNY+zYsejr6+Pu7s69e/e4cOEC3t7e2NjYYGRkxM6dOyldujSGhoZYWFgwZswYfHx8KF++PDVq1CAgIICwsDB5wp4Q4q1Ly1ASEvUfu87fYW/EXf5LkieiiXdfplLFyevxnLwez8xdl7EzN8SjkjWNK9vwiVNxjPXlV1chhBDiQyI/2XOpSJEibN68GW9vb+rWrYuDgwPz58/H09NTXcfY2JiDBw8ybtw4OnbsyKNHjyhVqhRNmzbVmDnVtGlTnJycaNiwIampqfTo0QNfX1/1+SlTpmBtbc306dO5du0alpaW1KxZU2Pz7Ffp1q0bUVFRjB07lpSUFDp16sQXX3zBrl271HUGDBiAsbExM2fOZMyYMZiYmODi4pLtqYIvU79+fYYMGUK3bt24f/8+Pj4+GveSxcPDg/Xr1zNlyhRmzJiBubk5DRs2VJ8PCAjgm2++oW3btqSlpdGwYUN27NiRbcneywwcOJDg4GBq165NUlIS+/fvx8HBIce633//PdeuXaNly5YYGxszaNAg2rdvT2JiorrOxIkT0dXVZdKkSdy+fZsSJUqo9+nS1dVl/vz5+Pn5MWnSJD755BOCg4MZNmwYiYmJjBo1iri4OKpUqcK2bds0nrz3IgqFgoCAALy8vHJ9z0II8ayU9EwOXLnHzv8loh6lZGg7JCHeyJ2HKaw5cZM1J25ipKdDsyq2tK9RkoYVrdHTKaLt8IQQQgjxhgr26Xu+L56pku98E19d5x2Q0xPihIiOjqZixYpcvHgxVwmsd408fU8I7UlOy2BfRBw7z99h/+U4ktNyt4xZiPdZUWM9WruUoL1rKWrbF1XveSmEEEKI94vMlBLiHbBjxw4GDRr0XiakhBDaEXrtPutP3WLHuVhJRIlCJz45nVWhN1gVeoNSlka0q1GS9q6lqGhr9uqLhRBCCPHOkKSUEO+Ar776StshCCHeA7cTnrDx1C02nL7F9fvJ2g5HiHfCvwlPWBgcxcLgKCrbmdHetRSfVS9JScuCfZKuEEIIId6cLN8TQrwxWb4nRMFJSc9k14U7bDh1i5DI/1C+0U9tIQoHhQLqOljRrkYp2riUwMI493tUCiGEEOLtkZlSQgghxDso7GYC60/e5M/w2zyUDcuFyBOVCkKjHxAa/QDfbRdoVMmajq6laF7FFl3ZIF0IIYR4ZxTan8oqlYpBgwZhZWWFQqEgLCyswPoKDg5GoVCQkJBQYH0URjExMdneu5CQEFxcXNDT06N9+/Zaiy0n78rnIKdxE0K8G+49SuXXg1G0mHuA9r+EsCr0hiSkhHhDaZlK9ly8yxerTtPgx/3M33eVe49StR2WEEIIISjEM6V27txJYGAgwcHBlCtXjuLFi2s7JJEPRo4cSY0aNfj7778xNTXVdjhCCPFK6ZlK/rkUx/qTNwm+fI8MWZ8nRIG58zCFOXuusOCfSFq52NHHzYFa9kW1HZYQQghRaBXapFRUVBQlSpSgfv36L6yTlpaGvr7+W4xKuwryft/WWEZFRTFkyBBKly5d4H0JIcSbSEhOY+Wx6yw/ep04mbUhxFuVlqlka9httobdxqWUBb3d7PmsekkM9XS0HZoQQghRqBTK5XteXl58/fXX3LhxA4VCgYODAwAeHh4MHTqU4cOHU7x4cVq2bAnA+fPnadWqFaamptja2tK7d2/+++8/dXtKpZLp06fj6OiIkZER1atXZ8OGDS/s//79+/To0YNSpUphbGyMi4sLq1ev1qjj4eHBsGHDGDt2LFZWVtjZ2eHr66tRJyEhgcGDB2Nra4uhoSEfffQRf/31l/r84cOH+eSTTzAyMqJMmTIMGzaMx48fq887ODgwZcoU+vTpg7m5OYMGDcr1GG7cuJGqVatiYGCAg4MDs2fP1jif27Y3bNiAi4sLRkZGFCtWjGbNmmnEuGzZMpydnTE0NKRy5cosXLgwx3aylqTdv3+f/v37o1AoCAwMzLHuzZs36dq1K5aWllhZWdGuXTtiYmLU5728vGjfvj3Tpk3D1tYWS0tL/Pz8yMjIYMyYMVhZWVG6dGkCAgKy9b9mzRrq16+vfj8OHDjw2uPo5+fHRx99lO2aGjVqMHHixFyP0fHjx3F1dcXQ0JDatWtz5syZl8YkhChY0f895vst53Cb/g+zdl+RhJQQWnbu30TGbjiL2/R9TP87glvx8mRLIYQQ4m0p2JlS7+gT8ebNm0f58uX59ddfOXHiBDo6//+/YkFBQXzxxReEhIQATxM/TZo0YcCAAcydO5cnT54wbtw4unbtyj///APA9OnTWblyJYsXL8bJyYmDBw/Sq1cvrK2tadSoUbb+U1JSqFWrFuPGjcPc3Jzt27fTu3dvypcvT926dTViGTlyJKGhoRw9ehQvLy/c3d1p3rw5SqWSVq1a8ejRI1auXEn58uW5ePGi+l6ioqLw9PRk6tSp/P7779y7d4+hQ4cydOhQjWTKrFmzmDRpEj4+Prkev1OnTtG1a1d8fX3p1q0bR44c4csvv6RYsWJ4eXnluu3Y2Fh69OjBTz/9RIcOHXj06BGHDh0i64GQq1atYtKkSSxYsABXV1fOnDnDwIEDMTExoW/fvhptlSlThtjYWCpVqoSfnx/dunXDwiL70x/T09Np2bIlbm5uHDp0CF1dXaZOnYqnpydnz55Vz+b6559/KF26NAcPHiQkJARvb2+OHDlCw4YNCQ0NZe3atQwePJjmzZtrzMoaM2YM/v7+VKlShTlz5vDpp58SHR1NsWLF8jyO/fv3Z/LkyZw4cYI6deoAcObMGc6ePcumTZtyNUZJSUm0bduW5s2bs3LlSqKjo/nmm29y/V4LIfJP6LX7LD0UzT+X7soT9IR4B8Unp7PkwDWWHrxGk8q29K1vzydO1toOSwghhPigKVRZGYDX9L4+Ct7f3x9/f3+NGTIeHh48fPiQ06dPq8umTp3KoUOH2LVrl7rs1q1blClThsuXL2Nvb4+VlRV79+7Fzc1NXWfAgAEkJyfzxx9/EBwcTOPGjYmPj8fS0jLHeNq2bUvlypWZNWuWOpbMzEwOHTqkrlO3bl2aNGnCjBkz2L17N61atSIiIoKKFStma2/AgAHo6OiwZMkSddnhw4dp1KgRjx8/xtDQEAcHB1xdXdm8eXOexq5nz57cu3eP3bt3q8vGjh3L9u3buXDhAkCu2j59+jS1atUiJiYGe3v7bOcrVKjAlClT6NGjh7ps6tSp7NixgyNHjhATE4OjoyNnzpyhRo0aAFhaWuLv76+RHHvWypUrmTp1KhERESgUCuDp0kJLS0u2bNlCixYt8PLyIjg4mGvXrlGkyNPJhJUrV8bGxoaDBw8CkJmZiYWFBcuWLaN79+7qWGbMmMG4ceMAyMjIwNHRka+//pqxY8dm+xzkZhxbt26Ng4ODevbTsGHDOHfuHPv378/VGP36669899133Lp1S/33c/HixXzxxRca4/am3tfvA0IUtIxMJTvO32HZoWucvfVu/keNEOLFylub0PtjezrXLoOpQaHd9UIIIYQoMPLT9Tm1atXSOA4PD2f//v05bpodFRVFeno6ycnJNG/eXONcWloarq6uOfaRmZnJtGnTWLduHf/++y9paWmkpqZibGysUa9atWoaxyVKlCAuLg6AsLAwSpcunWNCKivus2fPsmrVKnWZSqVCqVQSHR2Ns7MzALVr187x+peJiIigXbt2GmXu7u74+/uTmZmpnq31qrarV69O06ZNcXFxoWXLlrRo0YLOnTtTtGhRHj9+TFRUFN7e3gwcOFB9TUZGRo4zoHIyZMgQVq5cqT5OSkoiPDycyMhIzMzMNOqmpKQQFRWlPq5atao6IQVga2ursZROR0eHYsWKqd+PLM8mJnV1dalduzYRERE5xpebcRw4cCD9+/dnzpw5FClShD/++IO5c+cC5GqMIiIiqFatmkai6NkYhRAF41FKOmuO3yTwSAz/JjzRdjhCiNcUde8xvn9eZNbuK3SpXZrBDctjZyH/+SKEEELkF0lKPcfExETjOCkpiU8//ZQff/wxW90SJUpw/vx5ALZv306pUqU0zhsYGOTYx8yZM5k3bx7+/v64uLhgYmLC8OHDSUtL06inp6encaxQKFAqlQAYGRm99D6SkpIYPHgww4YNy3aubNmy6q+fv9/89Kq2dXR02LNnD0eOHGH37t38/PPPTJgwgdDQUHWCbunSpdSrVy/bdbnh5+fH6NGjNcqSkpKoVauWRrIui7X1/0/Rz2nsX/Z+FJRPP/0UAwMDNm/ejL6+Punp6XTu3Bl4ei/wZmMkhMhft+KTCQiJYe2JmySlZmg7HCFEPklKzSAgJIZVoTfoWrs0X3pUoKTly38XE0IIIcSrSVLqFWrWrMnGjRtxcHBAVzf7cFWpUgUDAwNu3LiR4/5ROQkJCaFdu3b06tULeLpR+pUrV6hSpUqu46pWrRq3bt3iypUrOc6WqlmzJhcvXqRChQq5bjO3nJ2d1XtuZQkJCaFixYp5ToYoFArc3d1xd3dn0qRJ2Nvbs3nzZkaOHEnJkiW5du0aPXv2fK04bWxssLGx0SirWbMma9euxcbGBnNz89dq92WOHTtGw4YNgaczlk6dOsXQoUNzrJubcdTV1aVv374EBASgr69P9+7d1QlJW1vbV46Rs7MzK1asICUlRT1b6tixY/lyr0KI/xd2M4Glh66x8/wdMmXDKCE+WGkZSlYeu8G6E7foVKsUX3pUoIyV8asvFEIIIUSOJCn1Cl999RVLly6lR48e6ifhRUZGsmbNGpYtW4aZmRmjR49mxIgRKJVKGjRoQGJiIiEhIZibm2fbkBvAycmJDRs2cOTIEYoWLcqcOXO4e/dunpJSjRo1omHDhnTq1Ik5c+ZQoUIFLl26hEKhwNPTk3HjxvHxxx8zdOhQBgwYgImJCRcvXmTPnj0sWLDgjcZk1KhR1KlThylTptCtWzeOHj3KggULXvhkvBcJDQ1l3759tGjRAhsbG0JDQ7l37556aeHkyZMZNmwYFhYWeHp6kpqaysmTJ4mPj2fkyJGvFXvPnj2ZOXMm7dq1w8/Pj9KlS3P9+nU2bdrE2LFjNTYtfx2//PILTk5OODs7M3fuXOLj4+nfv3+OdXM7jgMGDFCPyfNJrFeN0eeff86ECRMYOHAg48ePJyYmRr1vmRDizZ25Ec+s3ZcJibyv7VCEEG9RWqaS1cdvsv7kLTq4lmJokwrYFyu42edCCCHEh0qSUq9QsmRJQkJCGDduHC1atCA1NRV7e3s8PT3Vew5NmTIFa2trpk+fzrVr17C0tKRmzZp89913Obb5/fffc+3aNVq2bImxsTGDBg2iffv2JCbmbRPcjRs3Mnr0aHr06MHjx4+pUKECM2bMAJ7OpDpw4AATJkzgk08+QaVSUb58ebp16/bKdj08PHBwcCAwMDDH8zVr1mTdunVMmjSJKVOmUKJECfz8/F64ufiLmJubc/DgQfz9/Xn48CH29vbMnj2bVq1aAU+TMcbGxsycOZMxY8ZgYmKCi4sLw4cPz1M/zzI2NubgwYOMGzeOjh078ujRI0qVKkXTpk3zZebUjBkzmDFjBmFhYVSoUIFt27ZRvHjxHOvmdhydnJyoX78+Dx48yLZM71VjZGpqyp9//smQIUNwdXWlSpUq/Pjjj3Tq1OmN71WIwuzi7YfM2XOZvRFxr64shPhgZShVrD91i81n/uWzGiUZ2rgC5ayz70MqhBBCiJwV2qfviRezt7dn8uTJeU4yFWY5PQkwv6hUKpycnPjyyy9fe4ZYQZPvA6KwuHYviTl7rrD9XCxv9tNTCPEh0imioG21EnzdpAIVbMxefYEQQghRyMlMKaHhwoULWFhY0KdPH22HIoB79+6xZs0a7ty5Q79+/bQdjhCF1q34ZObtvcqmM//KnlFCiBfKVKrYGnabP8Nv08qlBMOaOFHJTpJTQgghxItIUkpoqFq1KmfPntV2GOJ/bGxsKF68OL/++itFixbVdjhCFDpxj1JY8E8ka47fJC2zYJ+2KYT4cChVsP1sLDvOxdKyih3DmjpRpWT+P2BFCCGEeN9JUkqIfODg4MAbroTNUUG0KYR4tfjHaSw+EEXQ0RhS0iUZJYR4PSoV7Lxwh10X79ChRinGelbGzkKWuQshhBBZJCklhBBC/E9SagZLD17j98PRPErN0HY4QogPhEoFm878y9/n7zCoYTmGNCqPkb6OtsMSQgghtE6SUkIIIQq9lPRMgo7EsPhAFPHJ6doORwjxgXqSnsm8fVdZe+ImYz0r0cG1FAqFQtthCSGEEFojSSkhhBCF2vazsfyw/SK3E1O0HYoQopC48zCFkevCCToSw8S2VajtYKXtkIQQQgitkKSUEEKIQiky7hE+2y4QEnlf26EIIQqp8FuJdF58lDbVSvCtZ2XKWBlrOyQhhBDirZKklBBCiELlcWoG8/ZdJSAkmvRMeZiAEEL7tp+NZe/Fu/Rv4MhXjStgaiC/ogshhCgc5CeeEEKIQmNr2L9M2xHB3Yep2g5FCCE0pGYoWRQcxfqTtxjdoiJda5ehSBHZb0oIIcSHrYi2AygsPDw8GD58uLbDUNuyZQsVKlRAR0cn13F5eXnRvn179fHr3pOvry81atTI83VCCPG6Lt95RLclR/lmTZgkpIQQ77T/klL5dtM52vx8mCNR/2k7HCGEEKJAFehMKZcgl4JsXsO5vufyVP/evXtMmjSJ7du3c/fuXYoWLUr16tWZNGkS7u7uACgUCjZv3qyRiHmXeHl5kZCQwJYtW/J87eDBg+nXrx/Dhg3DzMws/4P7n5zGcPTo0Xz99dcF1qcQQmR5mJLO3D1XWHH0OhlKWaonhHh/RMQ+5POlobSoYovvZ1UpaWmk7ZCEEEKIfFdol+916tSJtLQ0goKCKFeuHHfv3mXfvn3cv//hb3iblJREXFwcLVu2pGTJkm+9f1NTU0xNTd96v0KIwkOlUrHp9L9M//sS/yXJzCghxPtr98W7HIm6zzjPSvT62B6FQpb0CSGE+HAUyuV7CQkJHDp0iB9//JHGjRtjb29P3bp1GT9+PJ999hkADg4OAHTo0AGFQqE+fn4JG8Dw4cPx8PBQHz9+/Jg+ffpgampKiRIlmD17drYYUlNTGT16NKVKlcLExIR69eoRHBysPh8YGIilpSW7du3C2dkZU1NTPD09iY2NBZ4ugQsKCmLr1q0oFAoUCoXG9S8SHBysnhnVpEkT9XU5Lanz9/dX3/freNEYPt9X1phOmzYNW1tbLC0t8fPzIyMjgzFjxmBlZUXp0qUJCAjQaP/mzZt07doVS0tLrKysaNeuHTExMa8drxDiw3DhdiJdFh9l1PpwSUgJIT4ISakZTNx6gW5LjnHtXpK2wxFCCCHyTaFMSmXN1NmyZQupqTn/g+XEiRMABAQEEBsbqz7OjTFjxnDgwAG2bt3K7t27CQ4O5vTp0xp1hg4dytGjR1mzZg1nz56lS5cueHp6cvXqVXWd5ORkZs2axYoVKzh48CA3btxg9OjRwNMlcF27dlUnqmJjY6lfv/4rY6tfvz6XL18GYOPGjbm+7nXkZQz/+ecfbt++zcGDB5kzZw4+Pj60bduWokWLEhoaypAhQxg8eDC3bt0CID09nZYtW2JmZsahQ4cICQlRJ+7S0tIK5H6EEO+2xCfpTNp6ns8WhHDyery2wxFCiHx3POYBreYdYmFwJBmZSm2HI4QQQryxQpmU0tXVJTAwkKCgICwtLXF3d+e7777j7Nmz6jrW1tYAWFpaYmdnpz5+laSkJH777TdmzZpF06ZNcXFxISgoiIyMDHWdGzduEBAQwPr16/nkk08oX748o0ePpkGDBhqzgdLT01m8eDG1a9emZs2aDB06lH379gFPE2tGRkYYGBhgZ2eHnZ0d+vr6r4xPX18fGxsbAKysrHJ93evIyxhaWVkxf/58KlWqRP/+/alUqRLJycl89913ODk5MX78ePT19Tl8+DAAa9euRalUsmzZMlxcXHB2diYgIIAbN27kasaYEOLDcuDKPVrOPcjyo9fJlL2jhBAfsNQMJT/tvEy7X0I4/2+itsMRQggh3kihTErB0z2lbt++zbZt2/D09CQ4OJiaNWsSGBj4Ru1GRUWRlpZGvXr11GVWVlZUqlRJfXzu3DkyMzOpWLGietaWqakpBw4cICoqSl3P2NiY8uXLq49LlChBXFzcG8VXUKZNm6ZxLzdu3MjT9VWrVqVIkf//ONra2uLi8v8b5evo6FCsWDH1/YeHhxMZGYmZmZm6TysrK1JSUjTGUAjxYXucmsH4Tefo+/tx7jxM0XY4Qgjx1ly4/ZD2v4Tw485LpKRnajscIYQQ4rUU2o3OAQwNDWnevDnNmzdn4sSJDBgwAB8fH7y8vF54TZEiRVCpNP8XPj09PU/9JiUloaOjw6lTp9DR0dE49+wG4Hp6ehrnFApFtr7zy5ve15AhQ+jatav6OK8bqOd0rzmVKZVPp6onJSVRq1YtVq1ala2t3M5qE0K8345du8+YDeHcfPBE26EIIYRWZChVLAqOYteFO/zYqRp1HKy0HZIQQgiRJ4U6KfW8KlWqsGXLFvWxnp4emZma//NkbW3N+fPnNcrCwsLUCZTy5cujp6dHaGgoZcuWBSA+Pp4rV67QqFEjAFxdXcnMzCQuLo5PPvnktePV19fPFt/rsra25s6dO6hUKvVTXcLCwnJ9vZWVFVZW2X8RymkM80PNmjVZu3YtNjY2mJub53v7Qoh3V0p6Jj/uvETgkRgKKE8vhBDvlWv3HtN1yVF61ivLt62cMTWQX/GFEEK8Hwrl8r379+/TpEkTVq5cydmzZ4mOjmb9+vX89NNPtGvXTl3PwcGBffv2cefOHeLjn26a26RJE06ePMny5cu5evUqPj4+GkkqU1NTvL29GTNmDP/88w/nz5/Hy8tLY2laxYoV6dmzJ3369GHTpk1ER0dz/Phxpk+fzvbt23N9Hw4ODpw9e5bLly/z33//5XnG1rM8PDy4d+8eP/30E1FRUfzyyy/8/fffr93eszE+P4b5oWfPnhQvXpx27dpx6NAhoqOjCQ4OZtiwYerN0IUQH57TN+JpPe8QASGSkBJCiGepVLDy2A1azDnA/svv5nYPQgghxPMKZVLK1NSUevXqMXfuXBo2bMhHH33ExIkTGThwIAsWLFDXmz17Nnv27KFMmTK4uroC0LJlSyZOnMjYsWOpU6cOjx49ok+fPhrtz5w5k08++YRPP/2UZs2a0aBBA2rVqqVRJyAggD59+jBq1CgqVapE+/btOXHihHp2VW4MHDiQSpUqUbt2baytrQkJCQGeJphetgQxJ87OzixcuJBffvmF6tWrc/z4cfWT/t5ETmOYH4yNjTl48CBly5alY8eOODs74+3tTUpKisycEuIDlJah5Medl+iy+CjX/nus7XCEEOKddTsxhX4BJxi+5gzxj+WJxEIIId5tCtUbblKUkpJCdHQ0jo6OGBoa5ldc4g3Y29szefLkPCemhHhd8n1AFKQLtxMZtS6cS3ceaTsUIYR4r9iaGzCnaw3cKxTXdihCCCFEjgrlTKkP2YULF7CwsMg2e0sIId43GZlK5u+7SvtfQiQhJYQQr+Huw1R6/RbK9B0RpGcqtR2OEEIIkY3sgviBqVq1KmfPntV2GEII8UYi4x4xcl04Z28lajsUIYR4r6lUsOTgNY5eu8+87q44FjfRdkhCCCGEmsyUEkII8U75/XA0beYfloSUEELko7O3Emk7/xDrTt7UdihCCCGEmiSlhBBCvBMepaTzxcpT+P11kdQMWWYihBD57XFaJmM3nGXoH6d5mPL6T20WQggh8oskpYQQQmhdROxDPlsQwt/n72g7FCGE+OD9dTaWNvMPEX4zQduhCCGEKOQkKSWEEEKrNpy6RYeFIUT/91jboQghRKFx88ETuiw+yu+Ho7UdihBCiEJMklJCCCG0IiU9k283nmX0+nBS0mW5nhBCvG1pmUr8/rrI4BUnSXwiy/mEEEK8fZKUEkII8dbduJ9Mp0VHWHNCNtwVQght23XhLm1/luV8Qggh3j5JSgkhhHir9lx8+o+fC7cfajsUIYQQ/yPL+YQQQmiDJKW0wMvLi/bt22s7DHx9falRo0aerklOTqZTp06Ym5ujUChISEh45TUxMTEoFArCwsIACA4OzvW1QogPR6ZSxfS/Ixi04iQPUzK0HY4QQojnZC3n+3r1GVLSM7UdjhBCiEKg0CalvLy8UCgU2V6enp7aDu2dFhQUxKFDhzhy5AixsbFYWFhoOyQhxHsg7lEKny89xpID11CptB2NEEKIl/kz/DZdlxzl7sMUbYcihBDiA6er7QC0ydPTk4CAAI0yAwMDLUXzfoiKisLZ2ZmPPvpI26EIId4Tx67d5+vVZ7j3KFXboQghhMils7cS+WzBYX7tXZvqZSy1HY4QQogPVKGdKQVPE1B2dnYar6JFi6rPKxQKlixZQtu2bTE2NsbZ2ZmjR48SGRmJh4cHJiYm1K9fn6ioKPU1WUvilixZQpkyZTA2NqZr164kJia+MI7U1FSGDRuGjY0NhoaGNGjQgBMnTgCgUqmoUKECs2bN0rgmLCwMhUJBZGQkAAkJCQwYMABra2vMzc1p0qQJ4eHhGtfMmDEDW1tbzMzM8Pb2JiUlb//75eHhwezZszl48CAKhQIPDw/1OG3ZskWjrqWlJYGBgXlqXwjxYVGpVCwKjqLnslBJSAkhxHvo7sNUuv16lG3ht7UdihBCiA9UoU5K5caUKVPo06cPYWFhVK5cmc8//5zBgwczfvx4Tp48iUqlYujQoRrXREZGsm7dOv7880927tzJmTNn+PLLL1/Yx9ixY9m4cSNBQUGcPn2aChUq0LJlSx48eIBCoaB///7ZZnQFBATQsGFDKlSoAECXLl2Ii4vj77//5tSpU9SsWZOmTZvy4MEDANatW4evry/Tpk3j5MmTlChRgoULF+ZpLDZt2sTAgQNxc3MjNjaWTZs25el6IUThkZqRyTdrwvhx5yUylbJeTwgh3lcp6UqGrT7D7N2XUcn6ayGEEPmsUCel/vrrL0xNTTVe06ZN06jTr18/unbtSsWKFRk3bhwxMTH07NmTli1b4uzszDfffENwcLDGNSkpKSxfvpwaNWrQsGFDfv75Z9asWcOdO3eyxfD48WMWLVrEzJkzadWqFVWqVGHp0qUYGRnx22+/AU/3v7p8+TLHjx8HID09nT/++IP+/fsDcPjwYY4fP8769eupXbs2Tk5OzJo1C0tLSzZs2ACAv78/3t7eeHt7U6lSJaZOnUqVKlXyNF5WVlYYGxujr6+PnZ0dVlZWebpeCFE4JCSn0XvZcfmfdSGE+ID8/E8kX6w8TXKaPKhCCCFE/inUSanGjRsTFham8RoyZIhGnWrVqqm/trW1BcDFxUWjLCUlhYcP///R5mXLlqVUqVLqYzc3N5RKJZcvX84WQ1RUFOnp6bi7u6vL9PT0qFu3LhEREQCULFmSNm3a8PvvvwPw559/kpqaSpcuXQAIDw8nKSmJYsWKaSTYoqOj1UsLIyIiqFevnkbfbm5ueRitgvNszM+PvxDi/XL9/mM6LjzC8ZgH2g5FCCFEPtt54Q6dFx3ldsITbYcihBDiA1GoNzo3MTFRL397ET09PfXXCoXihWVKpbIAIvx/AwYMoHfv3sydO5eAgAC6deuGsbExAElJSZQoUSLbjC14urdTQVMoFNmmc6enp+f6+rCwMPXX5ubm+RWWEOItO3U9noHLT/LgcZq2QxFCCFFALsY+5LMFISzpXYta9kVffYEQQgjxEoV6plRBuXHjBrdv//+ylWPHjlGkSBEqVaqUrW758uXR19cnJCREXZaens6JEyc0lte1bt0aExMTFi1axM6dO9VL9wBq1qzJnTt30NXVpUKFChqv4sWLA+Ds7ExoaKhG38eOHcuX+7W2tiY2NlZ9fPXqVZKTk3N9/bPx2tjY5EtMQoi3a8e5WD5fekwSUkIIUQj8l5RKj6XH2HjqlrZDEUII8Z4r1DOlUlNTs+3zpKurq07kvC5DQ0P69u3LrFmzePjwIcOGDaNr167Y2dllq2tiYsIXX3zBmDFjsLKyomzZsvz0008kJyfj7e2trqejo4OXlxfjx4/HyclJY+lds2bNcHNzo3379vz0009UrFiR27dvs337djp06EDt2rX55ptv8PLyonbt2ri7u7Nq1SouXLhAuXLl3uheAZo0acKCBQtwc3MjMzOTcePGacwmE0J82BYfiOLHnZeQ/W+FEKLwSMtQMmp9OFfuPmKcZ2WKFFFoOyQhhBDvoUI9U2rnzp2UKFFC49WgQYM3brdChQp07NiR1q1b06JFC6pVq/bSJ93NmDGDTp060bt3b2rWrElkZCS7du2iaFHNKdHe3t6kpaXRr18/jXKFQsGOHTto2LAh/fr1o2LFinTv3p3r16+r98Hq1q0bEydOZOzYsdSqVYvr16/zxRdfaLQTHByMQqEgJiYmT/c7e/ZsypQpwyeffMLnn3/O6NGj1UsLhRAfrkyliu82n2PG35KQEkKIwmrJwWsMWnGSpFTZAF0IIUTeKVRv+GzXlJQUoqOjcXR0xNDQML/iem/5+vqyZcsWjX2S8suhQ4do2rQpN2/eVCeb8lNAQADTpk3j4sWLMtNJ5Il8Hyh8Hqdm8NUfpwm+fE/boQghhHgHOJcwZ3n/ulibGWg7FCGEEO+RQj1T6n2RmprKrVu38PX1pUuXLgWSkALYsWMH06ZNk4SUEOKl7iSm0GXxUUlICSGEUIuIfUjXJUe5FZ/7fUWFEEIISUq9B1avXo29vT0JCQn89NNPBdbP+vXr6dKlS4G1L4R4/128/ZD2v4RwMfahtkMRQgjxjon+7zGdFx0lMu6RtkMRQgjxnpDle0KINybfBwqH4MtxDP3jjOwbIoQQ4qWsTPQJ6lcXl9IW2g5FCCHEO05mSgkhhHiljaduMSBINrIVQgjxag8ep9Fj6TGOXbuv7VCEEEK84yQp9Yysp88lJCRoO5TXplAo2LJli7bDyBVfX19q1Kih7TCEEK+w4mgMozeEk6GUR+wJIYTInaTUDPr+fpx9EXe1HYoQQoh3WKFNSnl4eDB8+HCNsvr16xMbG4uFxdufauzl5UX79u3fer8fmsDAQCwtLbUdBvB239OYmBgUCkWBPPVRFG5LDkQxcesF3myhtxBCiMIoNUPJ4BWn2HLmX22HIoQQ4h1VaJNSOdHX18fOzg6FQqHtUEQhkp6eru0QNLxr8QjtmbPnCtP/vqTtMIQQQrzHMpQqRqwLY/nRGG2HIoQQ4h1UoEmpiMrOb+2VF15eXhw4cIB58+ahUChQKBTExMRkW76XNevmr7/+olKlShgbG9O5c2eSk5MJCgrCwcGBokWLMmzYMDIzM9Xtp6amMnr0aEqVKoWJiQn16tUjODg4TzF6eHgwbNgwxo4di5WVFXZ2dvj6+mrUuXr1Kg0bNsTQ0JAqVaqwZ8+ebO3cvHmTrl27YmlpiZWVFe3atSMmJkZjLNq3b8/kyZOxtrbG3NycIUOGkJaWpq6jVCqZPn06jo6OGBkZUb16dTZs2KA+nzVu+/bto3bt2hgbG1O/fn0uX76sEcuMGTOwtbXFzMwMb29vUlJSssW7bNkynJ2dMTQ0pHLlyixcuFB9Lms20KZNm2jcuDHGxsZUr16do0ePquPo168fiYmJ6vf1+TF71p9//kmdOnUwNDSkePHidOjQQX0uPj6ePn36ULRoUYyNjWnVqhVXr15Vn8/6bOzatQtnZ2dMTU3x9PQkNjYWeLo0MSgoiK1bt6pjCQ4OVt/D2rVradSoEYaGhqxatYr79+/To0cPSpUqhbGxMS4uLqxevVojXqVSyU8//USFChUwMDCgbNmy/PDDDwA4OjoC4OrqikKhwMPDQ32Nn58fpUuXxsDAgBo1arBz585sY/p8PEL8sP0i8/ddfXVFIYQQ4hVUKpi09QIL/pGfK0IIITQVyplS8+bNw83NjYEDBxIbG0tsbCxlypTJsW5ycjLz589nzZo17Ny5k+DgYDp06MCOHTvYsWMHK1asYMmSJRpJmqFDh3L06FHWrFnD2bNn6dKlC56enhpJDYVCQWBg4EvjDAoKwsTEhNDQUH766Sf8/PzUiSelUknHjh3R19cnNDSUxYsXM27cOI3r09PTadmyJWZmZhw6dIiQkBB18uTZpNO+ffuIiIggODiY1atXs2nTJiZPnqw+P336dJYvX87ixYu5cOECI0aMoFevXhw4cECjvwkTJjB79mxOnjyJrq4u/fv3V59bt24dvr6+TJs2jZMnT1KiRAmNhBPAqlWrmDRpEj/88AMRERFMmzaNiRMnEhQUlK2f0aNHExYWRsWKFenRowcZGRnUr18ff39/zM3N1e/r6NGjcxzb7du306FDB1q3bs2ZM2fYt28fdevWVZ/38vLi5MmTbNu2jaNHj6JSqWjdurXGLKLk5GRmzZrFihUrOHjwIDdu3FD3N3r0aLp27apOVMXGxlK/fn31td9++y3ffPMNERERtGzZkpSUFGrVqsX27ds5f/48gwYNonfv3hw/flx9zfjx45kxYwYTJ07k4sWL/PHHH9ja2gKo6+3du5fY2Fg2bdoEPP2sz549m1mzZnH27FlatmzJZ599pvFZzCkeUXipVCombD7H0kPR2g5FCCHEB2bW7iv8sP2itsMQQgjxDtHVdgDaYGFhgb6+PsbGxtjZ2b20bnp6OosWLaJ8+fIAdO7cmRUrVnD37l1MTU2pUqUKjRs3Zv/+/XTr1o0bN24QEBDAjRs3KFmyJPA0QbFz504CAgKYNm0aAJUqVXrl3lXVqlXDx8cHACcnJxYsWMC+ffto3rw5e/fu5dKlS+zatUvdz7Rp02jVqpX6+rVr16JUKlm2bJl6SWJAQACWlpYEBwfTokUL4Omyxd9//x1jY2OqVq2Kn58fY8aMYcqUKaSnpzNt2jT27t2Lm5sbAOXKlePw4cMsWbKERo0aqfv74Ycf1Mfffvstbdq0ISUlBUNDQ/z9/fH29sbb2xuAqVOnsnfvXo3ZUj4+PsyePZuOHTsCT2f/XLx4kSVLltC3b191vdGjR9OmTRsAJk+eTNWqVYmMjKRy5cpYWFigUChe+b7+8MMPdO/eXSP5Vr16deDpDLRt27YREhKiTiStWrWKMmXKsGXLFrp06QI8/WwsXrxY/dkYOnQofn5+AJiammJkZERqamqOsQwfPlx9n8/eV5avv/6aXbt2sW7dOurWrcujR4+YN28eCxYsUI9F+fLladCgAQDW1tYAFCtWTKO/WbNmMW7cOLp37w7Ajz/+yP79+/H39+eXX355aTyi8FEqVYzdeJYNp25pOxQhhBAfqKWHokl8ks70jtXQKSJbZgghRGFXKJNSeWFsbKxOOgDY2tri4OCAqampRllcXBwA586dIzMzk4oVK2q0k5qaSrFixdTHly69ep+WatWqaRyXKFFC3U9ERARlypRRJ6QAddIoS3h4OJGRkZiZmWmUp6SkEBUVpT6uXr06xsbGGu0kJSVx8+ZNkpKSSE5Opnnz5hptpKWl4erq+sJ4S5QoAUBcXBxly5YlIiKCIUOGaNR3c3Nj//79ADx+/JioqCi8vb0ZOHCguk5GRka25N2L+qlcuTK5FRYWptHPsyIiItDV1aVevXrqsmLFilGpUiUiIiLUZc9/Np59f16ldu3aGseZmZlMmzaNdevW8e+//5KWlkZqaqr6fYmIiCA1NZWmTZvm+h4fPnzI7du3cXd31yh3d3cnPDz8pfGIwkepVDF6fTibZDNaIYQQBWzdyVs8SslgXndX9HUL5cINIYQQ/yNJqVfQ09PTOFYoFDmWKZVKAJKSktDR0eHUqVPo6Oho1Hs2kfW6fWf1kxtJSUnUqlUrxz2CsmbW5KYNeLrcrVSpUhrnDAwMXhhv1sys3Mab1c/SpUs1kkFAtnF8k36yGBkZ5al+TnJ6f1S5fESZiYmJxvHMmTOZN28e/v7+uLi4YGJiwvDhw9XLLPMj3rzEIwoXpVLFqPXhbJaElBBCiLfk7/N3UK4+zS+f10RXRxJTQghRWBXanwD6+voam5PnF1dXVzIzM4mLi6NChQoar1ctKcsLZ2dnbt68qd5YG+DYsWMadWrWrMnVq1exsbHJFsuzs4/Cw8N58uSJRjumpqaUKVOGKlWqYGBgwI0bN7K18aJ9uF4Ub2hoqEbZs/Ha2tpSsmRJrl27lq2frE28cyO372u1atXYt2/fC2PNyMjQiPf+/ftcvnyZKlWq5HssACEhIbRr145evXpRvXp1ypUrx5UrV9TnnZycMDIyemHM+vr6ABr9mZubU7JkSUJCQrL1lZf7EB+2TKWKkevCJCElhBDirdt14S6j14ejVObuP/WEEEJ8eArtTCkHBwdCQ0OJiYnB1NQUKyurfGm3YsWK9OzZkz59+jB79mxcXV25d+8e+/bto1q1auq9kN5Us2bNqFixIn379mXmzJk8fPiQCRMmaNTp2bMnM2fOpF27duonsF2/fp1NmzYxduxYSpcuDTxdiuft7c33339PTEwMPj4+DB06lCJFimBmZsbo0aMZMWIESqWSBg0akJiYSEhICObm5hp7Pb3MN998g5eXF7Vr18bd3Z1Vq1Zx4cIFypUrp64zefJkhg0bhoWFBZ6enqSmpnLy5Eni4+MZOXJkrvpxcHAgKSmJffv2qZclPrs0MYuPjw9NmzalfPnydO/enYyMDHbs2MG4ceNwcnKiXbt2DBw4kCVLlmBmZsa3335LqVKlaNeuXa7iyIpl165dXL58mWLFir10DzEnJyc2bNjAkSNHKFq0KHPmzOHu3bvq5JGhoSHjxo1j7Nix6Ovr4+7uzr1797hw4QLe3t7Y2NhgZGTEzp07KV26NIaGhlhYWDBmzBh8fHwoX748NWrUICAggLCwMHnCngCeJqRGrA1jW/htbYcihBCikNoSdhsjfV2md3TRdihCCCG0oNDOlBo9ejQ6OjpUqVIFa2trbty4kW9tBwQE0KdPH0aNGkWlSpVo3749J06coGzZsuo6uXn63ssUKVKEzZs38+TJE+rWrcuAAQP44YcfNOoYGxtz8OBBypYtS8eOHXF2dsbb25uUlBTMzc3V9Zo2bYqTkxMNGzakW7dufPbZZ/j6+qrPT5kyhYkTJzJ9+nScnZ3x9PRk+/bteZrB1K1bNyZOnMjYsWOpVasW169f54svvtCoM2DAAJYtW0ZAQAAuLi40atSIwMDAPPVTv359hgwZQrdu3bC2tuann37KsZ6Hhwfr169n27Zt1KhRgyZNmmg86S4gIIBatWrRtm1b3NzcUKlU7NixI9uSvZcZOHAglSpVonbt2lhbW2ebsfSs77//npo1a9KyZUs8PDyws7Ojffv2GnUmTpzIqFGjmDRpEs7OznTr1k29h5Wuri7z589nyZIllCxZUp08GzZsGCNHjmTUqFG4uLiwc+dOtm3bhpOT0yvjf9PPqHi3ZSpVfLPmjCSkhBBCaN3q4zeY8pc8lU8IIQojhSq3m+C8QEpKCtHR0Tg6OmJoaKhxLqKy8xsFlxfOlyJeXekdER0dTcWKFbl48WKukgMFycvLi4SEBLZs2aLVOMS7Ja+f0Zd9HxDvHqVSxXCZISWEEOIdM6xJBUa2qKTtMIQQQrxFhXamlDbt2LGDQYMGaT0hJcSLyGf0wzb5zwuSkBJCCPHOmf9PJIsPRL26ohBCiA9Gge4p9T7NXnqbvvrqK22HIMRLyWf0wzV/31WCjl7XdhhCCCFEjmb8fQkTfR16uzloOxQhhBBvQaHd6Fw8JXsGCVF4rAq9zpw9V15dUQghhNCiSdsuYKyvS6dapbUdihBCiAImy/eEEKIQ+PtcLBO3nNd2GEIIIcQrqVQwduNZdpyL1XYoQgghClihTUqpVCoGDRqElZUVCoWCsLCwAusrODgYhUJBQkJCgfVRGMXExGR770JCQnBxcUFPTy/b0+u07V35HOQ0buLDdiTqP75ZG4byjR5rIYQQQrw9WU+J3X8pTtuhCCGEKECFNim1c+dOAgMD+euvv4iNjeWjjz7SdkgiH4wcOZIaNWoQHR0tSxOFAM7/m8ig5adIy1BqOxQhhBAiT9IzVQxZeYojUf9pOxQhhBAFpNAmpaKioihRogT169fHzs4OXd3s22ulpaVpITLtKcj7fVtjGRUVRZMmTShdujSWlpZvpU8h3lUx/z3GK+A4SakZ2g5FCCGEeC2pGUoGBp3k1PV4bYcihBCiABTKpJSXlxdff/01N27cQKFQ4ODgAICHhwdDhw5l+PDhFC9enJYtWwJw/vx5WrVqhampKba2tvTu3Zv//vv//7FRKpVMnz4dR0dHjIyMqF69Ohs2bHhh//fv36dHjx6UKlUKY2NjXFxcWL16tUYdDw8Phg0bxtixY7GyssLOzg5fX1+NOgkJCQwePBhbW1sMDQ356KOP+Ouvv9TnDx8+zCeffIKRkRFlypRh2LBhPH78WH3ewcGBKVOm0KdPH8zNzRk0aFCux3Djxo1UrVoVAwMDHBwcmD17tsb53La9YcMGXFxcMDIyolixYjRr1kwjxmXLluHs7IyhoSGVK1dm4cKFObaTtSTt/v379O/fH4VC8cKZUjdv3qRr165YWlpiZWVFu3btiImJUZ/38vKiffv2TJs2DVtbWywtLfHz8yMjI4MxY8ZgZWVF6dKlCQgIyNb/mjVrqF+/vvr9OHDgwGuPo5+fX44z+GrUqMHEiRNzPUbHjx/H1dUVQ0NDateuzZkzZ14ak/gwxD1MoffvofyXVLiS60IIIT48j9My6RdwnCt3H2k7FCGEEPmsUCal5s2bh5+fH6VLlyY2NpYTJ06ozwUFBaGvr09ISAiLFy8mISGBJk2a4OrqysmTJ9m5cyd3796la9eu6mumT5/O8uXLWbx4MRcuXGDEiBH06tXrhQmJlJQUatWqxfbt2zl//jyDBg2id+/eHD9+XKNeUFAQJiYmhIaG8tNPP+Hn58eePXuAp4mwVq1aERISwsqVK7l48SIzZsxAR0cHeDpjyNPTk06dOnH27FnWrl3L4cOHGTp0qEYfs2bNonr16pw5c0Yj0fEyp06domvXrnTv3p1z587h6+vLxIkTsyWBXtV2bGwsPXr0oH///kRERBAcHEzHjh1RqZ5ufLNq1SomTZrEDz/8QEREBNOmTWPixIkEBQVla6tMmTLExsZibm6Ov78/sbGxdOvWLVu99PR0WrZsiZmZGYcOHSIkJARTU1M8PT01ZnP9888/3L59m4MHDzJnzhx8fHxo27YtRYsWJTQ0lCFDhjB48GBu3bql0f6YMWMYNWoUZ86cwc3NjU8//ZT79++/1jhmjcuzn88zZ85w9uxZ+vXrl6sxSkpKom3btlSpUoVTp07h6+vL6NGjc4xHfDgepqTT5/fj3HzwRNuhCCGEEPniYUoG/QNP8F9SqrZDEUIIkY8UqqwMwGtKSUkhOjoaR0dHDA0N8yuuAufv74+/v7/GDBkPDw8ePnzI6dOn1WVTp07l0KFD7Nq1S11269YtypQpw+XLl7G3t8fKyoq9e/fi5uamrjNgwACSk5P5448/CA4OpnHjxsTHx79wSVnbtm2pXLkys2bNUseSmZnJoUOH1HXq1q1LkyZNmDFjBrt376ZVq1ZERERQsWLFbO0NGDAAHR0dlixZoi47fPgwjRo14vHjxxgaGuLg4ICrqyubN2/O09j17NmTe/fusXv3bnXZ2LFj2b59OxcuXADIVdunT5+mVq1axMTEYG9vn+18hQoVmDJlCj169FCXTZ06lR07dnDkyBFiYmJwdHTkzJkz1KhRAwBLS0v8/f3x8vLKsc+VK1cydepUIiIiUCgUwNOlhZaWlmzZsoUWLVrg5eVFcHAw165do0iRp3nbypUrY2Njw8GDBwHIzMzEwsKCZcuW0b17d3UsM2bMYNy4cQBkZGTg6OjI119/zdixY7N9DnIzjq1bt8bBwUE9+2nYsGGcO3eO/fv352qMfv31V7777jtu3bql/vu5ePFivvjiC41xe1Pv6/eBD1FKeiZ9fjvO8ZgH2g5FCCGEyHc1y1ryx8CPMdTT0XYoQggh8kGhnCn1MrVq1dI4Dg8PZ//+/ZiamqpflStXBp7ORoqMjCQ5OZnmzZtr1Fm+fDlRUVE59pGZmcmUKVNwcXHBysoKU1NTdu3axY0bNzTqVatWTeO4RIkSxMU9fQJJWFgYpUuXzjEhlRV3YGCgRkwtW7ZEqVQSHR2trle7du28DRAQERGBu7u7Rpm7uztXr14lMzMz121Xr16dpk2b4uLiQpcuXVi6dCnx8U/3C3j8+DFRUVF4e3tr3MPUqVNfOK7PGzJkiMa18HRcIiMjMTMzU5dbWVmRkpKi0W7VqlXVCSkAW1tbXFxc1Mc6OjoUK1ZM/X5keTYxqaurS+3atYmIiMgxvtyM48CBA1m9ejUpKSmkpaXxxx9/0L9//1yPUUREBNWqVdNIFD0bo/iwZCpVDP3jjCSkhBBCfLBO30hg7Iaz2g5DCCFEPsm+u3chZ2JionGclJTEp59+yo8//pitbokSJTh//jwA27dvp1SpUhrnDQwMcuxj5syZzJs3D39/f1xcXDAxMWH48OHZNgPX09PTOFYoFCiVT5+gZWRk9NL7SEpKYvDgwQwbNizbubJly6q/fv5+89Or2tbR0WHPnj0cOXKE3bt38/PPPzNhwgRCQ0MxNjYGYOnSpdSrVy/bdbnh5+eXbalaUlIStWrVYtWqVdnqW1tbq7/Oaexf9n4UlE8//RQDAwM2b96Mvr4+6enpdO7cGXh6L/BmYyQ+LOM3nWVvxF1thyGEEEIUqG3ht3EsbsKI5jn/56wQQoj3hySlXqFmzZps3LgRBweHHJ/QV6VKFQwMDLhx4waNGjXKVZshISG0a9eOXr16AU/3h7py5QpVqlTJdVzVqlXj1q1bXLlyJcfZUjVr1uTixYtUqFAh123mlrOzMyEhIRplISEhVKxYMc/JEIVCgbu7O+7u7kyaNAl7e3s2b97MyJEjKVmyJNeuXaNnz56vFaeNjQ02NjYaZTVr1mTt2rXY2Nhgbm7+Wu2+zLFjx2jYsCHwdPneqVOnsu3jlSU346irq0vfvn0JCAhAX1+f7t27qxOStra2rxwjZ2dnVqxYQUpKinq21LFjx/LlXsW7Zf6+q6w7eevVFYUQQogPwLx9VylnbUK7GqVeXVkIIcQ7S5bvvcJXX33FgwcP6NGjBydOnCAqKopdu3bRr18/MjMzMTMzY/To0YwYMYKgoCCioqI4ffo0P//8c44bcgM4OTmpZwhFREQwePBg7t7N2+yGRo0a0bBhQzp16sSePXuIjo7m77//ZufOnQCMGzeOI0eOMHToUMLCwrh69Spbt259YYIkL0aNGsW+ffuYMmUKV65cISgoiAULFuR5A+3Q0FCmTZvGyZMnuXHjBps2beLevXs4OzsDMHnyZKZPn878+fO5cuUK586dIyAggDlz5rx27D179qR48eK0a9eOQ4cOER0dTXBwMMOGDcu2afnr+OWXX9i8eTOXLl3iq6++Ij4+Xr3c7nm5HccBAwbwzz//sHPnzmxtvWqMPv/8cxQKBQMHDuTixYvs2LFDvW+Z+HDsuXiXuXuvaDsMIYQQ4q0as+Esp67LknUhhHifSVLqFUqWLElISAiZmZm0aNECFxcXhg8fjqWlpXrPoSlTpjBx4kSmT5+Os7Mznp6ebN++HUdHxxzb/P7776lZsyYtW7bEw8MDOzs72rdvn+fYNm7cSJ06dejRowdVqlRh7Nix6r2IqlWrxoEDB7hy5QqffPIJrq6uTJo0iZIlS76yXQ8PjxduFA5PZxutW7eONWvW8NFHHzFp0iT8/Pxeek1OzM3NOXjwIK1bt6ZixYp8//33zJ49m1atWgFPkzHLli0jICAAFxcXGjVqRGBg4AvHNTeMjY05ePAgZcuWpWPHjjg7O+Pt7U1KSkq+zJyaMWMGM2bMoHr16hw+fJht27ZRvHjxHOvmdhydnJyoX78+lStXzrZM71VjZGpqyp9//sm5c+dwdXVlwoQJOS5FFe+vq3cfMWJtGG/2yAohhBDi/ZOWoWTwilPcfJCs7VCEEEK8pkL79D3xYvb29kyePDnPSabCLKcnAeYXlUqFk5MTX375JSNHjszXtvOLfB/QjsTkdNr9cpiY+/LLuBBCiMKroq0pG7+oj5mh3qsrCyGEeKfITCmh4cKFC1hYWNCnTx9thyKAe/fusWDBAu7cuUO/fv20HY54h2QqVQxdfVoSUkIIIQq9K3eT+OqPM2QqZdqwEEK8b2Sjc6GhatWqnD0rj9l9V9jY2FC8eHF+/fVXihYtqu1wxDtkxt8RHLr6n7bDEEIIId4JB6/cw3fbBaa0/0jboQghhMgDSUoJkQ8cHBx4w5WwOSqINsX7b/OZWyw9FK3tMIQQQoh3yopj1ylnbUI/99fff1QIIcTbJcv3hBDiPXLuViLfbjyn7TCEEEKId9LU7RHsvxSn7TCEEELkkiSlhBDiPXHvUSqDVpwkNUOp7VCEEEKId1KmUsXXq89w9e4jbYcihBAiFyQpJYQQ74G0DCVfrDxFbGKKtkMRQggh3mlJqRl8ueo0T9IytR2KEEKIV5CklBBCvAd8tp3n5PV4bYchhBBCvBeuxiXx/Zbz2g5DCCHEK0hSSggh3nErjsaw+vhNbYchhBBCvFc2nr7FupPy81MIId5lkpQSQoh3WOi1+/j9dVHbYQghhBDvJZ+tF7gi+0sJIcQ7S5JShUBMTAwKhYKwsDBth4JCoWDLli25rh8YGIilpWWBxfM8BwcH/P3987XNV91zQfSZkzt37tC8eXNMTEze6piK13cnMYUvV50mPVOl7VCEEEKI99KT9Ey+XHWa5LQMbYcihBAiB4U2KeXl5YVCoWDGjBka5Vu2bEGhUOSprbeVVBCvz8PDg+HDh2s7jBydOHGCQYMGFXg/c+fOJTY2lrCwMK5cuVLg/Yk3o1SqGLE2jPuP07QdihBCCPFei4xL4vvNsr+UEEK8iwptUgrA0NCQH3/8kfh42TxYaI+1tTXGxsYF3k9UVBS1atXCyckJGxub12ojLU0SJG/LogNRHL12X9thCCGEEB+ETWf+Ze2JG9oOQwghxHMKdVKqWbNm2NnZMX369JfW27hxI1WrVsXAwAAHBwdmz56tPufh4cH169cZMWIECoXipbOsEhISGDBgANbW1pibm9OkSRPCw8PV5319falRowa///47ZcuWxdTUlC+//JLMzEx++ukn7OzssLGx4YcfftBoV6FQsGjRIlq1aoWRkRHlypVjw4YNL72nAwcOULduXQwMDChRogTffvstGRlPpzUvX76cYsWKkZqaqnFN+/bt6d27t/p469at1KxZE0NDQ8qVK8fkyZPVbQBcvXqVhg0bYmhoSJUqVdizZ89LY3qZLVu24OTkhKGhIS1btuTmzf/ftNLLy4v27dtr1B8+fDgeHh7q8wcOHGDevHnq9ygmJiZX/d64cYN27dphamqKubk5Xbt25e7duxp1Fi1aRPny5dHX16dSpUqsWLHipW36+PhQokQJzp49C2SfaadQKFi2bBkdOnTA2NgYJycntm3bptHGtm3b1OPRuHFjgoKCUCgUJCQk5Ning4MDGzduZPny5SgUCry8vHJ1f1mfyWXLluHo6IihoWGuxk28mfCbCfjvldlsQgghRH7y2XaBS3ceajsMIYQQzyjUSSkdHR2mTZvGzz//zK1bt3Ksc+rUKbp27Ur37t05d+4cvr6+TJw4kcDAQAA2bdpE6dKl8fPzIzY2ltjY2Bf216VLF+Li4vj77785deoUNWvWpGnTpjx48EBdJyoqir///pudO3eyevVqfvvtN9q0acOtW7c4cOAAP/74I99//z2hoaEabU+cOJFOnToRHh5Oz5496d69OxERETnG8e+//9K6dWvq1KlDeHg4ixYt4rfffmPq1KnqODMzMzUSIXFxcWzfvp3+/fsDcOjQIfr06cM333zDxYsXWbJkCYGBgeqEmVKppGPHjujr6xMaGsrixYsZN27cK96RnCUnJ/PDDz+wfPlyQkJCSEhIoHv37rm+ft68ebi5uTFw4ED1e1SmTJlXXqdUKmnXrh0PHjzgwIED7Nmzh2vXrtGtWzd1nc2bN/PNN98watQozp8/z+DBg+nXrx/79+/P1p5KpeLrr79m+fLlHDp0iGrVqr2w78mTJ9O1a1fOnj1L69at6dmzp/pzEh0dTefOnWnfvj3h4eEMHjyYCRMmvPReTpw4gaenJ127diU2NpZ58+bl6v4AIiMj2bhxI5s2bXon9iX70D1OzeCbNWdkHykhhBAin6WkK/ly1Wkep8r+UkII8a7Q1XYA2tahQwdq1KiBj48Pv/32W7bzc+bMoWnTpkycOBGAihUrcvHiRWbOnImXlxdWVlbo6OhgZmaGnZ3dC/s5fPgwx48fJy4uDgMDAwBmzZrFli1b2LBhg3pPIaVSye+//46ZmRlVqlShcePGXL58mR07dlCkSBEqVarEjz/+yP79+6lXr566/S5dujBgwAAApkyZwp49e/j5559ZuHBhtlgWLlxImTJlWLBgAQqFgsqVK3P79m3GjRvHpEmTMDIy4vPPPycgIIAuXboAsHLlSsqWLauefTR58mS+/fZb+vbtC0C5cuWYMmUKY8eOxcfHh71793Lp0iV27dpFyZIlAZg2bRqtWrXK0/sDkJ6ezoIFC9T3GxQUhLOzM8ePH6du3bqvvN7CwgJ9fX2MjY1f+h49b9++fZw7d47o6Gh1Emv58uVUrVqVEydOUKdOHWbNmoWXlxdffvklACNHjuTYsWPMmjWLxo0bq9vKyMigV69enDlzhsOHD1OqVKmX9u3l5UWPHj2Ap+M2f/58jh8/jqenJ0uWLKFSpUrMnDkTgEqVKnH+/PlsM+ieZW1tjYGBAUZGRuox2LNnzyvvD54u2Vu+fDnW1ta5Hjvx+iZtvUDM/WRthyEEAAmHV5EYslqjTNeqNKUGLgYgPT6W+P2/kXrrIqrMdIwca2HVfDA6JkVf2OatRf3JfBiXrdzUtQ3FWnwBwIN9S3l8fh8KPUMsG/XFtOr/fz99fOkwj8/vw6azT37cohCikLl27zETNp/Dv7urtkMRQgiBJKUA+PHHH2nSpAmjR4/Odi4iIoJ27dpplLm7u+Pv709mZiY6Ojq56iM8PJykpCSKFSumUf7kyROioqLUxw4ODpiZmamPbW1t0dHRoUiRIhplcXGav9C7ubllO37RrJaIiAjc3Nw0lhq6u7uTlJTErVu3KFu2LAMHDqROnTr8+++/lCpVisDAQPXm8Fn3ExISopEIyczMJCUlheTkZCIiIihTpow6IZVTjLmlq6urTpAAVK5cGUtLSyIiInKVlHpdWffw7KyqKlWqqPuuU6cOERER2TYpd3d3Z968eRplI0aMwMDAgGPHjlG8ePFX9v3sLCoTExPMzc3V7/nly5c1xgN4rXHIzf0B2NvbS0LqLdkWfpuNp3OetSmEtugVL4ttt2eS3v/7eaRMSyFu3UT0bByx7TENgIRDK4nb6Idd79koFDlPxi7Rdy4olerjtP+uE7f2e0wquwOQHBnK44gD2HSdQkb8be7/PQ8jx5roGFugTH1MwsHl2HafWkB3K4QoDLaE3ebjcsXoXrestkMRQohCT5JSQMOGDWnZsiXjx49X77WT35KSkihRogTBwcHZzllaWqq/1tPT0zinUChyLFM+8wt9QXB1daV69eosX76cFi1acOHCBbZv364+n5SUxOTJk+nYsWO2a9/2vkNFihRBpdJc6pSenv5WY3iV5s2bs3r1anbt2kXPnj1fWV8b7/mLmJiYaKXfwuZWfDITNp/TdhhCZFdEBx3T7DOfUv+9SEZiHCW85lPE4OnDGoq3GcFN/+6kXD+LkUONHJvTMbbQOH5ybD26liUwKOMCQPr9mxiWccGghBMGJZx4sG8pGYl30TG2IH5/AGaurdE1f72HNQghRBafbReoXsYS5xLm2g5FCCEKtUK9p9SzZsyYwZ9//snRo0c1yp2dnQkJCdEoCwkJoWLFiupZUvr6+mRmZr60/Zo1a3Lnzh10dXWpUKGCxis3M2de5dixY9mOnZ2dc6zr7OzM0aNHNRI5ISEhmJmZUbp0aXXZgAEDCAwMJCAggGbNmmnMqKlZsyaXL1/Odi8VKlSgSJEiODs7c/PmTY09tp6PMbcyMjI4efKk+vjy5cskJCSo78/a2jrbXl7PzxLLzXv0vKx7eHZT9YsXL5KQkECVKlXUdXL6fGSdz/LZZ5/xxx9/MGDAANasWZOnOJ5XqVIljfGAp3tG5VVu7k+8HZlKFcPXhPEoRfa4EO+ejPjb3PqlD/8u9ubenzPJ+N/SO1Xm0+S/Quf/k+gKHX1QKEi9dSFXbasy03l8MRjTas3VM3H1rR1JuxNJZkoSqXciUWWkolu0JCm3LpB2NwqzWp/m8x0KIQqj1AwlX/0h+0sJIYS2SVLqf1xcXOjZsyfz58/XKB81ahT79u1jypQpXLlyhaCgIBYsWKCx1M/BwYGDBw/y77//8t9//+XYfrNmzXBzc6N9+/bs3r2bmJgYjhw5woQJE7IlGF7H+vXr+f3337ly5Qo+Pj4cP36coUOH5lj3yy+/5ObNm3z99ddcunSJrVu34uPjw8iRIzWWCX7++efcunWLpUuXqjc4zzJp0iSWL1/O5MmTuXDhAhEREaxZs4bvv/9efb8VK1akb9++hIeHc+jQoVduxv0ienp6fP3114SGhnLq1Cm8vLz4+OOP1UvWmjRpwsmTJ1m+fDlXr17Fx8eH8+fPa7Th4OBAaGgoMTEx/Pfff7maddSsWTP15+L06dMcP36cPn360KhRI2rXrg3AmDFjCAwMZNGiRVy9epU5c+awadOmHJeCdujQgRUrVtCvX79XPh3xZQYPHsylS5cYN24cV65cYd26deqN91/29MfXuT/xdvz8z1VOXo/XdhhCZGNQohLFWo/ApstkrFp8SWbCXe6sGocyNRmDkpVR6BkSHxyAMj0FZVoK8ft/A5WSzKTcfZ6TrxxDmZKEyUdN1WVG5WphUtWDO0EjuL99LsXbjKCIngEPdi3EquVXPDqzg3+XDubOyjGk3bteULcuhCgErt17jM+23CXRhRBCFAxJSj3Dz88vW7KiZs2arFu3jjVr1vDRRx8xadIk/Pz8NJb5+fn5ERMTQ/ny5V+4945CoWDHjh00bNiQfv36UbFiRbp3787169extbV949gnT57MmjVrqFatGsuXL2f16tUvnO1SqlQpduzYwfHjx6levTpDhgzB29tbnVDKYmFhQadOnTA1NaV9+/Ya51q2bMlff/3F7t27qVOnDh9//DFz587F3t4eeLqkbvPmzTx58oS6desyYMCAHDfi9vDweOWSSWNjY8aNG8fnn3+Ou7s7pqamrF27ViOWiRMnMnbsWOrUqcOjR4/o06ePRhujR49GR0eHKlWqYG1tzY0bN17aJzx9z7Zu3UrRokVp2LAhzZo1o1y5chp9t2/fnnnz5jFr1iyqVq3KkiVLCAgIUG8I/7zOnTsTFBRE79692bRp0ytjyImjoyMbNmxg06ZNVKtWjUWLFqkTflmb6OdGbu5PFLxT1x/w8z+R2g5DiBwZla+NSeUG6Ns4YlSuFjZdfFGmPObxpcPoGFtg3f5bnkQd5+acLtz074oy9TH6tuUhlwnypLO7MSpXC10zzf0WLRv0pNTgpZT0/gXjivVJPLoeQ4caKIrokHh0LXY9f8K0Wgvub59TELcthChENpy6xf5L2R++IIQQ4u1QqJ7fjCePUlJSiI6OxtHRMdteQr8M+eeNgsuLrxY3eWt9vWsUCgWbN2/OljjKD02bNqVq1arZZpDlF3t7eyZPnlxge3kVFj/88AOLFy/WWIr3Nr3s+4B4sYcp6bSed4hb8U+0HYoQuRYbNAJDh+oUbeSlLstMTkRRRIcihqbcXNAL8zodsKjX6aXtZCTG8e+SAVh3+A5jp49fWC/9/k3iNvpRwms+SWf3kHrrItbtv0WZlsLNuZ0pM3ydek8rIYR4HXbmhuwe2RBzQ71XVxZCCJGvZKaUyFF8fDybN28mODiYr776qkD6uHDhAhYWFtlmNYlXW7hwISdOnODatWusWLGCmTNn0rdvX22HJfJowubzkpAS7xVl2hMyEmLRMbHSKNcxtqCIoSlProejfJyIcYV6r2wr6dwedIwtMCpf54V1VCoV93f9QtEmAyiibwQqJSrl//Z/yfpTpZ2HQAghPhx3HqYw5c+L2g5DCCEKJXn6nsiRq6sr8fHx/Pjjj1SqVKlA+qhatSpnz54tkLY/dFevXmXq1Kk8ePCAsmXLMmrUKMaPH6/tsEQebDh1iz/Db2s7DCFeKv6f3zCqUBddCxsyHj0g8fAqUBTBpEojAJLO7kGvWBmKGFuQevsS8Xt/xaxOO/SK/f9DM+6u+Q4jJzfMn9mgXKVSknRuLyYfNUVRROeF/SeF70LHyFyd5DIo5UzC4T9I/fcST66dQq9YWYoYmhbQ3QshCpP1p27RploJPCrJ0z2FEOJtkqTUB+ANV2DmKCYmJt/bFPln7ty5zJ07V9thiNd080EyvrKxqngPZDz6j//+nEnmk4foGFlgULoKdr1no2NsAUD6g3+JPxiE8kkSuhY2WLh1xaxOe4020uPvYPDkoUZZSkwYmQ/vYVqt+Qv7znwcT+LRddj1mqkuMyhZCfO6HYjbMJkixhYUbzMi/25WCFHojd90jt0jGmImy/iEEOKtkT2lhBBvTPaUypu+vx/nwJV72g5DCCGEEM/pXqcMMzpV03YYQghRaMieUgUoJiYGhUJBWFiYtkMRQrwjtob9KwkpIYQQ4h215sRNDl2Vn9NCCPG2SFJKCCHekoTkNKb8JRupCiGEEO+ybzeeIyk1Q9thCCFEoSBJqQKSlpam7RCEEO+YH7ZH8F+SfG8QQggh3mX/Jjzhh+0R2g5DCCEKhUKblPrrr7+wtLQkMzMTgLCwMBQKBd9++626zoABA+jVqxcAGzdupGrVqhgYGODg4MDs2bM12nNwcGDKlCn06dMHc3NzBg0alK3PzMxM+vfvT+XKlblx40YB3p0Q4l1zJOo/1p+6pe0whBBCCJELq4/fICTyP22HIYQQH7xCm5T65JNPePToEWfOnAHgwIEDFC9enODgYHWdAwcO4OHhwalTp+jatSvdu3fn3Llz+Pr6MnHiRAIDAzXanDVrFtWrV+fMmTNMnDhR41xqaipdunQhLCyMQ4cOUbZs2YK+RSHEOyIlPZMJm89rOwwhhBBC5MHYDWd5LMv4hBCiQOkWZOPv8hPxLCwsqFGjBsHBwdSuXZvg4GBGjBjB5MmTSUpKIjExkcjISBo1aoSvry9NmzZVJ5oqVqzIxYv/1959h8lZFuofv6fP9t6TTbYluyGVlkCAFAiCoIBUUex6ju0c/IGI4lFRsCEIiCCIgEgRLEhv0kINARICpPfN7mZ7b1N/f0QCIW3LzDzzznw/15XrIjPvvM+9ATYz9z5lta666ip94Qtf2H3PxYsX66KLLtr9+61bt0qS+vr6dMopp2h4eFjPPfecsrKyYvmlAjDshmc3aktbv+kYAABgFBq6BvWLx9foitNnmI4CAAkraWdKSdKCBQv0/PPPKxwO68UXX9SnPvUp1dXV6aWXXtILL7yg0tJS1dTUaM2aNZo/f/4er50/f742bNiwe/mfJB1++OH7HOfTn/60+vv79dRTT1FIAUlmfXOvbl66yXQMAAAwBncv265XNrGMDwCiJalLqYULF+qll17S22+/LZfLpdraWi1cuFDPP/+8XnjhBS1YsGBU90tLS9vn4x//+Me1atUqvfrqq5GIDcAiwuGwLv3HKvmDYdNRAADAGITD0vf+sUqDvuDBLwYAjFpSl1Lv7yv129/+dncB9X4p9fzzz2vhwoWSpLq6Or388st7vPbll1/WlClT5HA4DjrO17/+df3yl7/UJz/5Sb3wwgsR/zoAxKe7Xtumt7Z3mY4BAADGob5jUDe9wKxnAIiGpC6lcnJyNHPmTN199927C6jjjjtOb731ltavX7+7qLrooov0zDPP6Gc/+5nWr1+vP//5z7rhhht08cUXj3isb3/727riiit06qmn6qWXXorGlwMgjjT3DOnXT6wzHQMAAETALUs3aUfngOkYAJBwkrqUknbtKxUMBneXUrm5uZo2bZqKi4s1depUSdKhhx6q+++/X3/96181ffp0/ehHP9JPf/rTPTY5H4kLL7xQl19+uT7+8Y/rlVdeifBXAiCe/OjBd9XLiT0AACSEIX9IP39sjekYAJBwbOFweFybnQwNDWnLli2qqKiQ1+uNVC4AFsL3gT098e5O/fddb5qOAQAAIuzer87TUVV5pmMAQMJI+plSABBJvUN+/eSh90zHAAAAUXD5w+8pGOIAEwCIFEopAIigG57dqJ09Q6ZjAACAKFi7s1f3LNtmOgYAJAxKKQCIkPqOAd3+ylbTMQAAQBRd/fR6dQ34TMcAgIRAKQUAEXLVk+vkC4RMxwAAAFHUNeDXNU+vNx0DABICpRQARMDb9V16eFWj6RgAACAG7l62XWt39piOAQCWRykFABFw5WNrNL6zTAEAgFUEQ2EONgGACKCUAoBxevK9nXp9S4fpGAAAIIZe29yhx95pMh0DACyNUgoAxiEQDOlXj681HQMAABhw5aNrNOQPmo4BAJZFKQUA43DP69u1ua3fdAwAAGBAQ9egbn5hs+kYAGBZlFJjdMcddyg7O9t0DAAG9Q75dd2/N5iOAQAADPrDC5vU2DVoOgYAWFLSl1L19fX60pe+pNLSUrndbk2aNEn/+7//q/b29t3XTJ48Wddee625kADi0o3Pb1J7v890DAAAYNCgP6hfspQfAMbEGc2bX33uqdG8/R4uuu+RUb9m8+bNOuqoozRlyhTde++9qqio0Hvvvafvfve7evzxx/Xaa68pNzc3Cmn3z+/3y+VyxXRMAKPX2DWo217aYjoGAACIAw+vatR/L6jStNJM01EAwFKSeqbUN7/5Tbndbj311FNasGCBysvLdfLJJ+vf//63GhoadNlll2nhwoXatm2bvvOd78hms8lms+1xjyeffFJ1dXVKT0/XSSedpKamPU/guPXWW1VXVyev16va2lrdeOONu5/bunWrbDab7rvvPi1YsEBer1d33313TL52AONz1ZPrNBwImY4BAADiQDgsXfP0OtMxAMByojpTKp51dHToySef1JVXXqmUlJQ9nisuLtZnPvMZ3XfffdqwYYNmz56tr33ta/rqV7+6x3UDAwP6zW9+o7/85S+y2+367Gc/q4svvnh3sXT33XfrRz/6kW644QbNmTNHK1as0Fe/+lWlpaXp85///O77XHrppbr66qs1Z84ceb3e6H/xAMbl3YZu/Wtlg+kYAAAgjvx7TYtWbO/UnPIc01EAwDKStpTasGGDwuGw6urq9vl8XV2dOjs7FQwG5XA4lJGRoeLi4j2u8fv9+sMf/qCqqipJ0re+9S399Kc/3f38j3/8Y1199dX61Kc+JUmqqKjQ6tWrdfPNN+9RSl144YW7rwEQ/658dI3CYdMpAABAvLn6qfW66ytzTccAAMtI2lLqfeFxfLJMTU3dXUhJUklJiVpaWiRJ/f392rRpk7785S/vMcMqEAgoKytrj/scfvjhY84AILaeWdOsVze3H/xCAACQdF7a2KZXN7XrqKo801EAwBKStpSqrq6WzWbTmjVrdMYZZ+z1/Jo1a5STk6OCgoL93uOjG5LbbLbdJVdfX58k6Y9//KPmzt3zpyUOh2OP36elpY3pawAQe795ar3pCAAAII795ql1+sfXjzYdAwAsIWk3Os/Ly9OSJUt04403anBwcI/ndu7cqbvvvlvnnnuubDab3G63gsHgqO5fVFSk0tJSbd68WdXV1Xv8qqioiOSXAiBGnlnTrDVNPaZjAACAOPbmtk49t7bFdAwAsISkLaUk6YYbbtDw8LA+9rGPaenSpaqvr9cTTzyhJUuWqKysTFdeeaUkafLkyVq6dKkaGhrU1tY24vtffvnl+sUvfqHrr79e69ev1zvvvKPbb79d11xzTbS+JABRdMNzG01HAAAAFnDN08ysBoCRSOpSqqamRm+88YYqKyt1zjnnqKqqSl/72te0aNEivfrqq8rNzZUk/fSnP9XWrVtVVVV1wOV8H/WVr3xFt956q26//XbNmDFDCxYs0B133MFMKcCCXtnYphXbu0zHAAAAFvBOQ7eeXdtsOgYAxD1beDw7fUsaGhrSli1bVFFRIa/XG6lcACwkGb4PnP/H1/TKJjY4BwAAIzNrYrYe/OZ80zEAIK4l9UwpABiJt7Z3UkgBAIBRebu+S8+vY28pADgQSikAOIgb2UsKAACMwXXPbDAdAQDiGqUUABzAmqYePcMJOgAAYAxWbO/SixtaTccAgLhFKQUAB/D75zZqfDvvAQCAZHbdv5ktBQD7QykFAPuxubVPj73TZDoGAACwsDe2deqVjW2mYwBAXIpYKTXOQ/wAWFii/v9/0/ObFErMLw0AAMTQTS9sMh0BAOLSuEspl8slSRoYGBh3GADW9P7//+9/P0gEDV2D+tfKBtMxAABAAnhxQ5s2tvSajgEAccc53hs4HA5lZ2erpWXXRsCpqamy2WzjDgYg/oXDYQ0MDKilpUXZ2dlyOBymI0XMzS9skj/INCkAABAZt7+8VVeeMcN0DACIK7ZwBNbdhMNh7dy5U11dXRGIBMBqsrOzVVxcnDCFdGvvsI751bMaDoRMRwEAAAkixeXQa98/XlmpiTOzHADGa9wzpSTJZrOppKREhYWF8vv9kbglAItwuVwJNUNKkm59aTOFFAAAiKhBf1B/Xb5d/7WgynQUAIgbEZkpBQCJonvQr/m/fFZ9wwHTUQAAQIIpy07R0ksWyWFPjNnlADBeETt9DwASwT/e3EEhBQAAoqKha1BPvrfTdAwAiBuUUgDwIXcv22Y6AgAASGC3v7zFdAQAiBuUUgDwH69satOm1n7TMQAAQAJbvrVT7zZ0m44BAHGBUgoA/uPu17abjgAAAJLAbcyWAgBJlFIAIElq6R3SU6vZ4wEAAETfI283qbV32HQMADCOUgoAJN2/vF7+IIeRAgCA6PMFQ7rrNfaxBABKKQBJLxQK697X603HAAAASeTuZdvlC4RMxwAAoyilACS9Z9e2qKFr0HQMAACQRNr6hvXw242mYwCAUZRSAJLeXcuYPg8AAGLv9lfY8BxAcqOUApDU6jsGtHR9q+kYAAAgCb3b0KPlWztMxwAAYyilACS1u5dtV4j9zQEAgCF/ZV9LAEmMUgpA0vIFQvrbG7wRBAAA5jzxbpMGfUHTMQDACEopAEnr8Xeb1N7vMx0DAAAksX5fUE+812Q6BgAYQSkFIGnd/dp20xEAAAD0z7caTEcAACMopQAkpXU7e/U6G4sCAIA48MqmdjX3DJmOAQAxRykFICnd+zqzpAAAQHwIhsL61wpmSwFIPpRSAJJOIBjSQ283mo4BAACwG0v4ACQjSikASWfphlZ1sME5AACII+uae/VuQ7fpGAAQU5RSAJLOgyuZJQUAAOLPAyzhA5BkKKUAJJUBX0BPr242HQMAAGAvD65sVDAUNh0DAGKGUgpAUnl6dbMGfEHTMQAAAPbS1jespetbTccAgJihlAKQVDjZBgAAxLN/vLXDdAQAiBlKKQBJo6Pfpxc3tJmOAQAAsF9Pr25Wz5DfdAwAiAlKKQBJ49F3mhRgnwYAABDHhgMhPbaqyXQMAIgJSikASeORtzl1DwAAxL9/st0AgCRBKQUgKbT0Dmn51g7TMQAAAA5q+dYO1XcMmI4BAFFHKQUgKTz57k6xcg8AAFhBOCw9/i5L+AAkPkopAEnh0Xd4YwcAAKzj32taTEcAgKijlAKQ8Fp7h/X6FpbuAQAA63hzW6e6BnymYwBAVFFKAUh4T7zH0j0AAGAtwVBYz61jthSAxEYpBSDhcawyAACwIpbwAUh0lFIAElpb37Be59Q9AABgQUvXtcofDJmOAQBRQykFIKE9t7ZFQdbuAQAAC+odDrAvJoCERikFIKG9sL7VdAQAAIAxe3p1s+kIABA1lFIAElYoFNZLG9tMxwAAABizZ9ZSSgFIXJRSABLWqoZudQ34TccAAAAYs/qOQa1v7jUdAwCiglIKQMJaytI9AACQAP69htlSABITpRSAhMV+UgAAIBE8s6bFdAQAiApKKQAJqXvQr5X1XaZjAAAAjNuK7Z1q7xs2HQMAIo5SCkBCemVjm4KhsOkYAAAA4xYKS8+uZbYUgMRDKQUgIS3dwNI9AACQOFjCByARUUoBSEhL17eZjgAAABAxL25o1XAgaDoGAEQUpRSAhLOxpVcNXYOmYwAAAERMvy+o17d0mI4BABFFKQUg4bzALCkAAJCAlm2mlAKQWCilACScpevZTwoAACSe17dSSgFILJRSABLKkD+oZVvaTccAAACIuLfru+QLhEzHAICIoZQCkFCWb+3QkJ83awAAIPEMB0JataPLdAwAiBhKKQAJ5YV1LN0DAACJiyV8ABIJpRSAhPLSRjY5BwAAiWs5J/ABSCCUUgASRs+QX+uae03HAAAAiJo3tnUqFAqbjgEAEUEpBSBhrKrvVpj3aAAAIIH1DgW0dic/hAOQGCilACSMlfWdpiMAAABE3XL2lQKQICilACSMFdu7TEcAAACIOjY7B5AoKKUAJIyV9V2mIwAAAEQdm50DSBSUUgASQn3HgNr7faZjAAAARF1L77C2tvWbjgEA40YpBSAhrGCWFAAASCIs4QOQCCilACSEFdvZ5BwAACQPlvABSASUUgASAvtJAQCAZMIJfAASAaUUAMvzBUJ6r7HHdAwAAICY2do+oJbeIdMxAGBcKKUAWN7qph75AiHTMQAAAGJqxfYu0xEAYFwopQBY3kr2kwIAAElobVOv6QgAMC6UUgAsj/2kAABAMlq7k+0LAFgbpRQAy6OUAgAAyWjdTmZKAbA2SikAltbZ79PW9gHTMQAAAGJua3u/hvxB0zEAYMwopQBYGrOkAABAsgqFpfXNzJYCYF2UUgAs7e0dXaYjAAAAGMNm5wCsjFIKgKVtbOkzHQEAAMCYtewrBcDCKKUAWNqm1n7TEQAAAIxZ18wJfACsi1IKgGWFw2FtaWOmFAAASF4s3wNgZZRSACxrR+eghvwh0zEAAACMae/3qbV32HQMABgTSikAlrWplVlSAAAAa3eyhA+ANVFKAbCszewnBQAAoHVsdg7AoiilAFgWM6UAAACkNewrBcCiKKUAWBalFAAAACfwAbAuSikAlrWJ5XsAAADa0NynYChsOgYAjBqlFABL6hnyc9IMAACApOFASFva+GEdAOuhlAJgSWxyDgAA8AG2NQBgRZRSACxpUwtvvAAAAN7X0DloOgIAjBqlFABL4qeBAAAAH2jsopQCYD2UUgAsiVIKAADgA43dlFIArIdSCoAlcfIeAADAB1i+B8CKKKUAWE4wFNb29gHTMQAAAOJGQ9eQ6QgAMGqUUgAsp6FzUL5gyHQMAACAuNHeP6zhQNB0DAAYFUopAJazs4efBAIAAHxYOCw1MVsKgMVQSgGwnJZe3nABAAB8FCfwAbAaSikAltPaO2w6AgAAQNzZQSkFwGIopQBYTgulFAAAwF6YKQXAaiilAFhOSw+lFAAAwEdRSgGwGkopAJbT2kcpBQAA8FGNbHQOwGIopQBYTgun7wEAAOylgZlSACyGUgqA5bQxUwoAAGAvLN8DYDWUUgAsJRAMqb3fZzoGAABA3BkOhPjhHQBLoZQCYCltfT6Fw6ZTAAAAxCdmSwGwEkopAJbS2stP/wAAAPanmVOKAVgIpRQAS2npZZNzAACA/ekd8puOAAAjRikFwFJamCkFAACwXz2DlFIArINSCoClsHwPAABg/3qHAqYjAMCIUUoBsBSW7wEAAOxf7zClFADroJQCYCktbN4JAACwX+wpBcBKKKUAWEpbH6UUAADA/vSwfA+AhVBKAbCUAV/QdAQAAIC4xZ5SAKyEUgqApQz6KaUAAAD2h+V7AKyEUgqApQxRSgEAAOwXM6UAWAmlFABLGWT5HgAAwH4xUwqAlVBKAbCUoUDIdAQAAIC4xUwpAFZCKQXAMkKhsHyUUgAAAPs14AsqEOT9EgBroJQCYBlDAZbuAQAAHEzfMLOlAFgDpRQAy2A/KQAAgINjCR8Aq6CUAmAZ7CcFAABwcD1sdg7AIiilAFgGM6UAAAAOjplSAKyCUgqAZQz5KaUAAAAOpo9SCoBFUEoBsAxKKQAAgIMLhMKmIwDAiFBKAbCMIT97SgEAABxMOEwpBcAaKKUAWMYgM6UAAAAOKkgpBcAiKKUAWAalFAAAwMGxeg+AVVBKAbAM9pQCAAA4uBCtFACLoJQCYBnDlFIAAAAHFWL5HgCLoJQCYB02m+kEAAAAcS/ITCkAFkEpBcAyXHZKKQAAgINhphQAq3CaDgAAI+V00KMDiB8ue1gXTVulzE0+9XY0mY4DALtNHcqQVG46BgAcFKUUAMtwOZgpBSA+zM/p1s3pt+hKT4mW2BeoaecbpiMBwG7OoM90BAAYEaYdALAMFzOlAMSB31a9pbsCF2tVulvru5uUsWOnSqcebjoWAOxmt/OeCYA18N0KgGVQSgEwqTZ9QG9U3qIzGn4j+Qd0bYZbWUGPUpc9In9grhwut+mIACBJslFKAbAIvlsBsAwny/cAGPK9SRv0mOt7ym98XpL0SO1CrendpqyQW/ahfmV73SqrW2g0IwC8z8aJxQAsgj2lAFiGi5/6AYixYo9Pf534gCbveHD3Yz6HRzfYeyVJGQGXJKmga7VW+euUmrVcA92dRrICwPtsdofpCAAwInzCA2AZbHQOIJY+X9qglzJ/uEchJUn3HrJYjYMtkqT00K5SKmP5QwoGHMqbtCTmOQHgo9hTCoBVMFMKgGU42VMKQAykOUK6p/JJzdxxt2zh0B7P9aRk6Y/D9R9c6981G8HRukMFhQ4115cpb0Kl2ndsjmlmAPgw9pQCYBV8twJgGW5KKQBRdnJBm94sulKz6v+yVyElSbfWHqNuX8/u36cFPlgiUxSol002udMWxSQrAOwPpRQAq+C7FQDLYKNzANHisIX0p5pXdOPAd+XtWLPPa3ZmT9A9vev3eCzV/8H3pax3n5IkdbZkqbT2iOiFBYCDYPkeAKvguxUAy2BPKQDRcGhWr1aUX6/j62+QLTi83+t+VzlTwx95PuVDpZR73XJl5uzaY2pw4Ag5XO7oBAaAg3B5vKYjAMCIUEoBsAwXy/cARNgvK9/RP3SxMptfP+B164rr9EjX6r0e9/r2/H2Jp12SNNjrVVkdy/gAmOFJTzcdAQBGhE94ACyDjc4BREpl6pBeq7pd5zX+Qrbh3oNef23JRIX2sceU27fnYzlbXtn9z+07a5WanTv+sAAwSt40SikA1sAnPACWwfI9AJFwYflmPZ1yqYobnh7R9csqjtBLXWv3+ZzbF97j9943n5Qnddfm50G/Q3kTl4wvLACMAaUUAKuglAJgGS427QQwDnluv56u+acubPmhHP0tI3pNWDZdk5Gy3+ddw4E9fm8P+FSS/cG+Uy07SpU3sWpsgQFgDOwOp1xe9pQCYA18wgNgGWkep+kIACzq3JKdei3nJ6qp//uoXvdE7QKt7t263+edw8G9HstvfXv3P9tkkyt14ajGBIDx8LKfFAALoZQCYBlup13pFFMARsFjD+n+mmf0y67vytW9ZVSv9Tvcut4xcMBrnEP+vR5LX/ag7B9abtzVkqWy2iNHNTYAjJWHpXsALIRSCoCl5KZxxDqAkVmY26kVpb/SkfV/ki2894ymg7lv2mLtGNh5wGvsQ769H+tpV1HBno8NDBwhp9sz6gwAMFre1DTTEQBgxCilAFhKDqUUgIOw2cK6qfp13e67WKlt74zpHn3eTN3iazjodfbBvUspSSoc3LTH7wd7PSqtXTSmLAAwGh6W7wGwEEopAJaSRykF4ABmZPTrrUk36uQd18oWGBzzff5Ue6w6fd0Hv3BwaJ8PZ614dK/H2ndOVVpO3pgzAcBIcPIeACuhlAJgKTmplFIA9u3HFWv0oOO7ytn58rju05xVqrv61o/s4qF9l1LO7WuVm7/nHnhBv0O5E04YVzYAOBj2lAJgJZRSACwlN81lOgKAOFPmHdZLVXfpi00/k32oa9z3u7FqjoaCwyO6NryfmVKSVGTfez+qlh2lyptYNeZsAHAwzJQCYCWUUgAsJTeNjYIBfOC/JmzX0vTLNKHhsYjcb2PRVD3YtXpE16aH3FJw/xuo56x/Ya/HbLLJlbpIstn28QoAGD9vGhudA7AOSikAlsJMKQCSlOEM6NGah3Vp2/fl6GuM2H2vLZ2s4AhP6ssJpRzwec/bzyk1w7nX410tmSqbeuSY8gHAwbDROQAroZQCYCnMlAJwWlGL3iz4mQ6pv1c2hSN23zcmHaYXutaM+Prs0IG/H9nCYZWk9+3zuYGBw+V08/0MQOR5UymlAFgHpRQAS2GmFJC8XPaw7qp5Qdf2flfuzg0Rv/812Rmjuj4zePCDF/Ial+/z8cFej0prF49qPAAYCTY6B2AllFIALIWZUkByOiqnWyvKrtYx9TfLFvJH/P5PTl2gd3o2j+o1mQeZKSVJqcseltO977db7U1TlJaTP6oxAeBgvCzfA2AhlFIALCU39eAzEwAklmuqVuiewMVKb30rKvf321263rn/U/T2Jz24935RH2Uf6ldJ/r73qAoGHMqdsGTU4wLAgXD6HgAroZQCYCmZKU457ZxaBSSDKWmDeqPyFn2q4SrZ/P1RG+dv0xZp+0DTqF+X7j94KSVJ+d3736eqdUeJ8strRj02AOwPy/cAWAmlFABLsdlsyma2FJDwvjdpg55wX6L8xuejOk6/J0M3B3aO6bXpQceIrstc/rBsB+jSHd4FOuAFADBCTpdb7pQDnwwKAPGEUgqA5bDZOZC4Cj1+PVd9v77e/GPZB9ujPt7tdcepY7hrTK9N9Y/sbZSjZbvyC/ZfYHW3Zqqsdu6YMgDAh2UWFMpGyQ3AQiilAFhObhozpYBE9LnSRr2S9UNV7PhXTMZrzSzWnf0bx/z6VN/I30YVBesP+PxA72FyebxjzgIAkpRVVGw6AgCMCqUUAMspzOCDG5BI0hwh/avmCV3eeYmcPQcubyLpxurDNBgYHPPrvaM4BDDrvacP+Pxgv0clU48fcxYAkKSsQkopANZCKQXAcibksFcCkChOKmjXm0VXanb9nbKFQzEbd3NhtR7oWj2ue3hGUUp51r6uzJwDLz1ua6pRem7+uDIBSG7ZzJQCYDGUUgAsZ2JuqukIAMbJYQvpTzWv6qaBi+Xt2P/pdNFybVm1guHguO7h8Y2uRCv2HHiPrFDArpyyJeOJBCDJMVMKgNVQSgGwnHJKKcDSDs3q1Yry3+n4+t/JFhyO+fgrJs7Rc+OcJSVJruHRlVK5W1896DWtO0pUMGnKWCMBSHLsKQXAaiilAFjOxBxKKcCqfl75jv6hi5XZvMxYhqtzsyNyH9dwYFTXe994Qp6U/Z/C9z67Z4HE6VkAxiCbmVIALIZSCoDllGZ75bDzgQ2wkskpQ3qt6g6d3/gL2YZ7jeX4d82xertnU0Tu5RxlKWUP+FSSc/CZYd2tGSqrPWqssQAkqZTMLLm8HAYDwFoopQBYjtNhV3Emb7oAq/h2+RY9k3qpihueMpojYHfqutHsTn4QjqHR3yu/bdWIruvvPZQPlwBGhVlSAKyIUgqAJU3M5QQ+IN7luf16quYBXdRymRz9Labj6J/TFmtrf2PE7mcf9I36NenLHpTdcfCZnkP9bpVMOX4ssQAkKfaTAmBFlFIALInNzoH4dnbxTr2Wc7mm1P/NdBRJ0oAnXTcGmiN6T9vQ6Ddpt3e3qahgZMuP25pqlJ5XMOoxACQnTt4DYEWUUgAsaVJemukIAPbBYw/pvppn9evu78rVvdl0nN3+XLdA7cOdkb3p4NCYXlY4OLI9rUIBu7JLloxpDADJJ6uoyHQEABg1SikAllSZTykFxJsFeZ1aUfprza2/VbZw0HSc3drSC3VHf2Q2N9/DGEuprJWPjfjatoZiFUyeOqZxACQX9pQCYEWUUgAsqaKAUgqIFzZbWDdWv647hi9W6gg38o6lP0w5QgOBgYje0yGbwkNjK6Wc21YrJ9854uvtrgWy2XjLBuDA2FMKgBXxDgeAJU3OS5N9ZNuyAIiiQzL69eakm/TxHdfKFhg0HWcvWwuq9I+uNRG/b3ZofIctlNhHvr9Vd1u6yuqOGtd4ABKbw+lURm6+6RgAMGqUUgAsyetyqCSLE/gAk/6vYq0edlyi3J0vmY6yX9dPnKJAOBDx++YEveN6ffaGF0Z1fV/PHLm8fM8DsG+ZBYWy2floB8B6+M4FwLIqWcIHGFHmHdaL1Xfry00/lX0owpuHR9DbE2fp6c73onLvrLBnXK/3rHxWqekjX8I31O9WyZTjxzUmgMTFyXsArIpSCoBlVbDZORBzX5uwXUvTL9PEHY+ajnJQ1+TlRe3eGUH3uF5vC4dVktE3qte0NVYrI5/TtQDsLauQ7w0ArIlSCoBlUUoBsZPhDOiRmkf0/bbvy9HXaDrOQT1Xc4ze6t4YtftnBsZXSklSXtMbo7o+FLQrq/iEcY8LIPHklJSZjgAAY0IpBcCyagozTEcAksInClv1RsEVml5/j2wKm45zUEGbQ9d6Q1EdIz3oGPc9Upc9LKd7dG/F2hqKVDC5dtxjA0gshRVVpiMAwJhQSgGwrOllmaYjAAnNZQ/rzpoXdX3fxfJ0rjcdZ8QemLZIm/t2RHWM9MDI94PaH/tgn4rzg6N+nc11nGw23sIB+A+bTUWUUgAsinc0ACwrO9WtCTmcRgVEw7zsbq2YcI2Oq79JtpDfdJwRG3Sn6sZQW9THSfOPf6aUJBV0rxn1a3ra0lVWd3RExgdgfTklZXKnpJqOAQBjQikFwNJmlGWZjgAknKurVuje0MVKb3nTdJRR+0vdQrUOdUR9nNRAZN5CZbzxiGQb/et6u2fzIRSAJDFLCoClUUoBsLTplFJAxExJG9Tyylt1ZsNVsvn6TccZtY60fN0+uCUmY6X4x9Ak7YOzeZsKCkY/62p4wK3imuMjkgGAtRVVVpuOAABjRikFwNJmTqCUAiLh4kkb9YT7eypofNZ0lDG7eeo89fljU6Z5fZG7V1FwbPtftTZWKTOfY+CBZEcpBcDKKKUAWBrL94DxKfT49Vz1/fpW849kH4z+XkzRUp83Wfd3r47ZeB5f5E4hzF799JheFw7alVF0QsRyALAgm02Fk1m+B8C6KKUAWBqbnQNjd0Fpg17J+j9V7PiX6Sjjdt2kOgVCgZiN5/aFInevNcuUke0a02vbG4tUWFEXsSwArCWnuFSeVPaXA2Bd4z/PGAAMm1GWpR2dg6ZjAJaR5gjpL5X/1pwdd8oWjly5Ysq7ZTP0VGfsZklJkns4GNH7lXg71KuMsb3YcZxs9nUKh6z/7xLA6LB0D4DVMVMKgOWx2Tkwcifmd+jN4p/r0Po7EqKQkqRrCgoVVuSW042EM8KlVO62V8f82p72NJXVzo9gGgBWQSkFwOoopQBYHpudAwdns4X1x+pXdfPgRfK2x3ZWUTQtrTpay7s3xHxc55A/ovfzLn9c7pTRn8L3vt7u2XKnsIQHSDaUUgCsjlIKgOWx2TlwYIdm9Wll+e+0ZMfvZAsOm44TMSGbXb9NtRkZ2z4c2VLKHvCpNGfs/26GB1wqrmHTcyCpsMk5gARAKQXA8tjsHNi/n1e8o3/oYmU1v2Y6SsQ9WLdYG/vqjYxtH4x8uZff9s64Xt/aWKnMguIIpQEQ79jkHEAioJQCkBCYLQXsaXLKkF6t+rPOb/qFbMM9puNE3JArRb9Xh8EAkS+l0pY/JLtj7DO/wkG7MgqZLQUkC5buAUgElFIAEgKbnQMf+NbErXom9fsqaXjSdJSouWvaIjUPtpkLMDAU8Vs6OltUVDC+5YjtjYUqrJwWoUQA4hmlFIBE4DQdAAAigc3OASnHFdBfJz+iqfX3m44SVV2pubptcKvRDOHBwajct2Bos5o0eVz3CNuOlc2+VuFQYpyuCGDfKKUAJAJmSgFICCzfQ7I7q7hZy/J+kvCFlCTdPPUo9fr7jI2fEnJKgUBU7p218rFx36O3I00T6o6JQBoAcYtNzgEkCEopAAkhO9WtyXls9onk47GH9NeaZ3VVz3fl7tpsOk7U7cgt1309a41myA5H72AF19b3lJM3/ons3Z2z5ElNi0AiAPGITc4BJApKKQAJ46iqfNMRgJhakNepFaVXaV79rbKFojNzJ978bvJ0+UN+oxmyQ56o3r/Y2Tzue/gGXSqqZtNzIFGV1Ew1HQEAIoJSCkDCmF+dZzoCEDM3VC/XHcMXK7XtbdNRYmZ16SF6vPM90zGUFYxuKZWzYWlE7tPaUKGswpKI3AtAfJk0Y7bpCAAQEZRSABLG0VX5so3v4Cog7h2S0a+3Km7SqTt+K1sgOpttx6trikoUVth0DGUG3VG9v2fFM0pJH/8SvnDIrowCZksBiaicUgpAgqCUApAwctPcqi3ONB0DiJofTl6nhx2XKLfpRdNRYu7lynla1rXedAxJUkaUSylbOKzSzMhs5N7WWKCiqukRuReA+JA/cZLSc3JNxwCAiKCUApBQ5lexhA+Jp8Tr09Lqe/SVnZfLPtRpOk7MhWx2/TbdZTrGbhmB8c9iOpi8xjcjdq+Q5stm5y0fkCiYJQUgkfAOBUBCmV/NZudILF+ZUK8XMy5T+Y5HTEcx5pHaRVrXu810jN3SAtF/+5S67CE5XZEZp7cjTRPqjo3IvQCYN2nmbNMRACBiov+jPgCIoSMrcuVy2OQPmt93BhiPDGdA91Q8qen198gWB/someJzeHSDrct0jD2kBhxRH8M+2KfigpB2NEbmft0ds+RJe1PD/ZFZFgjADIfTqYl1M0zHAICIYaYUgISS5nFq1oRs0zGAcTm1oE1vFFypGfV3J3UhJUl3H7JITYOtpmPsIcUfmxMVCnrWROxeviGniqrY9BywupIptXJ5vaZjAEDEUEoBSDhHs68ULMphC+nPNS/qd/0XydO5znQc47pTsnXrcL3pGHuJVSmV8eYjUgSHat1Roayi0sjdEEDMTZoxx3QEAIgoSikACedo9pWCBc3N7tHKiddqQf1NsoX8puPEhVtrj1GPr9d0jL14fbGZveZs2qr8gsjttBAO25Sez2wpwMomsck5gARDKQUg4RxanqMUV/T3fAEi5TeVK/XX0EXKaHnDdJS40ZhTrnt61pqOsU/uGJVSklQc2hHR+7U35quoiv1oACvypKWpqKradAwAiChKKQAJx+206/DJOaZjAAdVkzao1yv/pLMafy2br990nLhyQ8UM+UI+0zH2yT0citlY2e89HfF7BsPzZXdQ3ANWU37ILNnt/L8LILFQSgFISPNZwoc4d/GkjXrS/T0VNj5jOkrcWVc8TY92vWc6xn65hoMxG8u95jVlZLsies++zlSV1R0b0XsCiL5JM2ebjgAAEUcpBSAhza+ilEJ8KnD79Wz13/St5h/JPthmOk5cuqakTKFw7GYjjZbTF4jpeCUpHRG/Z1fHDHnS0iN+XwDRwybnABIRpRSAhHRIaaayUiI7uwAYr8+UNOqV7B+pcscDpqPErVcrjtQrXfF98qBjKLYb0eduey3i9/QPulRUvSTi9wUQHVmFRcouLjEdAwAijlIKQEKy2206qjLPdAxAkpTiCOofNU/piq5L5OrZZjpO3ArLpt9meE3HOCjHUGz3uvK+/pjcKZHfR6a1frKyisoifl8AkVfOqXsAElTkzhkGgDizuLZQT7y303QMJLkl+R263nOTUurjd4+kePFo7UKt6d1kOsZB2QaHFbvz9yR7wKeSnGFtG4zs27Zw2Kb0/OPV3XxnRO+b7Da1tuv5tZvV0NmtnqFhfWH+YZpeVrzHNc09vXp01Vptbu1QMBRWUWa6Pn/0YcpJS9nnPW987lVtbt17GWdtSYG+cuyRkqTn127Sc+s2S5IW1VZp4dTK3ddta+/UP996V/9z/Hw57PxM2opYugcgUVFKAUhYJx5SpB88YFMgFMuPj8AuNltYN1ct05Kmm2XrGzYdJ+75HB7d4OgzHWNkBmP/7zO//V1t0+yI37e9MV/F1TO1c+OqiN87WfkCQZVmZ+rIion68ytv7vV8W1+/fv/sqzqyYqI+dsgUeVxONXf3yenYf1n0haMPUyD0wT5rAz6/rnnqRc2asGs5V2NXj558b72+dMwRkqQ/vbRcU4vyVZKdqWAopH+8+a7OOnwGhZRF2Wx2lc+YZToGAEQFpRSAhJWd6ta8yjy9tJHNpBFbszP7dEfu7cre8arpKJbx12mL1NC32nSMkRkYjPmQ6a8/KPucOQpFoWQPBOfL7nhPoWDsThVMZHUlhaorKdzv80+8s061JYU6dVbd7sfy09MOeM9Uj3uP36+sb5LL4dDMibtKqZbePpVkZaqmaNchHyVZmWrp7VdJdqaeX7dZlQW5Ks/NHuNXBNMKK6qUkp5hOgYARAU/LgGQ0E6aXnzwi4AIurLyXT1gu1jZOymkRqonJUu3+HaYjjEitrAUHhqK+biOzhYVFtqicu++rhSV1R0XlXtjT6FwWGuaWlSQnqZbXlimHz/4tK7798t6t2F0S81f31Kv2eUl8jh3/Xy5JCtDrX396uwfVEf/gNp6+1Scla62vn4t37JDJ02fGo0vBzFSfcQ80xEAIGoopQAktI8dUix7dD7HAXsoTxnSK1V36jONP5dtuMd0HEv5U+0x6vZZ488sM+yVwmaWBBcObY7avbvbZ8jLTIyo6xsa1nAgqGfXblJtcYG+dtyRmlFWpD+//KY2tbSP6B7b27u0s7tXcyvKdz9WlJmhk6dP1S1Ll+mPS1/XyTNqVZSZoX+88Y5OnVWrdTtbddUTL+iap17UptaRjYP4MfXoY01HAICooZQCkNAKMjw6fFKu6RhIcN+cuFXPpf5ApQ1PmI5iOTuzy3R373rTMUYsO2TudMCstx+P2r19Q04VVp4Qtftjl/frzOllRTpuaqXKcrK0uK5adaWFenXT9hHd4/Ut9SrJylB5XvYejx9dPUnfO3mhvnfyQh1dPUnLt+6Qx+XUpLwc/e2NVfrC/MP1ydl1uvvVFQqwVNMyCiuqlFNcajoGAEQNpRSAhHfyDJbwITpyXAE9UfOgvtv6Azn6OelxLG6onKXhoHU2gs8OeoyN7dryrrLzorcdaMuOycounhC1+0NKc7tlt9lUlJm+x+OFGenqGsFeZcOBgFbWN+rIiokHvK5/2Ken31uv0+ccou3tXSrISFNBRpqqC/MVDIfV2ts/rq8DsTP1KGZJAUhslFIAEt5J04tlYwkfIuys4mYty/uJauvvMx3FstYX1erhLotsbv4fWSFzpZQklThaonfzsE2pucdH7/6Q02HXxNwstXykFGrr61dOWspBX7+qvkmBYEiHTio74HUPrlyt46ZUKDs1RaFwWMEPbZAfCoUUMrQEFaNXezT7vQFIbJRSABJeSVaKZk3INh0DCcJjD+nemud0Vc935e6K3h4/yeDa0kkKhUMHvzCOZAZdRsfP2bg0qvfvaMpTcTVHz4/HsD+ghs5uNXR2S5I6+gbU0Nmtzv5dM6EWTq3S2/WNem3TdrX19uulDVu1urFFR1dN2n2Pe5et1GOr1u5179e31Gt6WZHSPnIa34et39mq1t5+HV09WZL+U4L1aU1Ti17btF02m02FGen7fT3iR0nNVGUW7P8kRwBIBNGbAw4AceTk6cVaWd9lOgYs7rjcLt2UdovS6leajmJ5r08+Qi92rTEdY9QyDJdSnpXPKuXjZ2mwLxC1MQKho2V3vKdQMHpjJLL6zm794fnXdv/+obd3/Xd++OQJOu/IWZoxoVhnHjpDz67dqH+tfE+FGen63NGHqqLgg/0POwcGZfvIFN+Wnj5taevU1447cr9j+wNBPbDiPX123hzZ//P67NQUnTHnEN2/fJUcdrvOO3KWXE5HJL9kRMnUo5glBSDx2cJh5u8CSHzb2wd03FXPmY4BC/td9Zs6tfkm2fwDpqNYXlg2fXrWcXqvZ4vpKKP2lfbpOvGWlUYzbDv/Gm1qjO4ywoKylap/99mojgHgAGw2fe3G25WRm286CQBEFcv3ACSF8rxUHVKaaToGLKgufUBvVvxBn9hxNYVUhDw5dYElCylJSvObn2GS2/Rm1Mfobp8ubzrfMwFTyqZOo5ACkBQopQAkjZOncwofRueyyev0qOsS5TVFdx+fZOJ3uHWd07rlXmrA/FuntNcfltMV3Ry+IacKK5dEdQwA+zf1aE7dA5AczL+zAoAYOWl6iekIsIgSr09Lq+/VV3deLvtgh+k4CeX+aYu1Y2Cn6RhjluI3f5Snvb9HxfnR3yC+ZUe5ckrKoz4OgD3Z7HZNnXeM6RgAEBOUUgCSRnVhumoKOXEIB/blsnq9mHGZync8bDpKwunzZupmX4PpGOPi9ZtOsEtB794ns0Vc2KaU7MXRHwfAHiZOm6HUrGzTMQAgJiilACQVlvBhf9KcQT1c86h+2H6pnL3WLk7i1W21x6rT1206xrh4h+PjfJiMNx+WYjBpq2NnrkpqZkd/IAC7sXQPQDKhlAKQVD4xq9R0BMShUwva9FbBFZpRf7dsio/SIdG0ZJXorr4NpmOMm9sX/WVzI+Fs2qr8AmdMxvL5j5LDGZuxgGRndzhUc+TRpmMAQMxQSgFIKjVFGZo9Mdt0DMQJhy2kO2pe0u8GLpanc53pOAntxqpDNRgcMh1j3FxxUkpJUlFoR0zG6e9OUWntgpiMBSS78hmzlZLByZcAkgelFICkc94RE01HQBw4MrtHKydeq4X1N8oW9JmOk9A2F9boX12rTceICNdwwHSE3bJXPxOzsbrapvNBGYiB2qOPMx0BAGKKUgpA0vnErFKluR2mY8CgqypX6r7QxcpoecN0lKTw27JKBcNB0zEiwjkUP6WUZ/UrSs9yxWQs/7BD+RVLYjIWkKwcLpeqj5hnOgYAxBSlFICkk+ZxsrdUkqpKHdTrlX/S2Y2/ls3XZzpOUniz/DA937XGdIyIsQ/FyfF7/1Ga0hmzsVp3lCunpDxm4wHJZvKsQ+VJTTMdAwBiilIKQFI6lyV8SeeiSZv0tPd7KmyM3ZInSNfkJNaSL/vQsOkIe8jZ/mrsBgvblJK9OHbjAUlm2nH8/wUg+VBKAUhKc8pzVFucYToGYqDA7dcz1X/Xt5v/T/aBNtNxkspTU47Tqp5NpmNElG0wvkqplDcel9sbu+XIHTtzVVJzaMzGA5JFem6eqg9n6R6A5EMpBSBpnXM4s6US3fklTXol+0eq2vFP01GSTsDu1PXuBNxAfjC+ThC0+4ZVkhvbP+dh/zw5nM6YjgkkuhmLPya7g/0uASQfSikASetTh5bJ7eTbYCJKcQT1j5qndWXXJXL1bDMdJyn9fdpibetvNB0j8uKslJKk/PZ3YzreQLdXpXULYzomkMjsDqdmnnCS6RgAYASfxgAkrexUtz52SLHpGIiw4/M69Fbxr3RY/e2yJciJb1Yz4EnXTYFm0zEizh12KOyLv9lf6csflN1ui+mYXS3TlJKRFdMxgURVfcQ8pefkmo4BAEZQSgFIap9mw/OEYbOFdXP1a7p1+GKlxHjmCPZ0e90CdQzH7lS4WMkOeU1H2CdHR7MKC2NbSvl9ThVULInpmECimn3ix01HAABjKKUAJLWjqvI0KS/VdAyM0+zMPq2YdIM+tuN62QLxt7wqmbRlFOnP/RtNx4iKeC2lJKlweEvMx2ypn6ic0kkxHxdIJHkTyjXxkJmmYwCAMZRSAJKazWZjw3OL+1nFe3rA9l1l73zVdBRIurHmcA0GBk3HiIqsoMd0hP3KWvmYgVFt8mZyhD0wHrOYJQUgyVFKAUh6Zx82QY4Y78eC8StPGdIrVXfqgqYrZRvuNh0HkrYUVOmBrjWmY0RNVshtOsJ+uba8q+y82J+I19mco5Iph8V8XCARuLwpOuQ4il0AyY1SCkDSK8z0atHUAtMxMApfn7hVz6X+QKUNT5iOgg+5bmKNAuGA6RhRkxGM31JKkkqcrUbG9fnmyuFyGRkbsLJpxy6UO4UtBAAkN0opAJB07hHlpiNgBLJcAT1R86Auab1Mjv6dpuPgQ1ZOnKNnOlebjhFV6QGH6QgHlL1xqZFx+7u9KqtdaGRswMpmn3iK6QgAYBylFABIWlxbqLLsFNMxcABnFjVred7lqq2/TzaFTcfBR1ydm206QtSlBWK/PG40vCueUUqamYwdLdOUmpltZGzAispqD1F++WTTMQDAOEopAJDksNv0xfmTTcfAPnjsId1T87x+0/tdubs2mY6DfXim5lit7En8fzdpcT5TyhYKqiSr38jYAZ9D+ZOXGBkbsKLZbHAOAJIopQBgt08fWa5Mb3zPhEg2x+R2662y3+jo+ltkCyXuXkVWFrA7da0nOf7dpPrj/0CEvJ1vGRu7pX6CcssqjI0PWEVado5q5s43HQMA4gKlFAD8R5rHqc/Om2Q6Bv7juqo39Rf/RUprXWk6Cg7gn3WLtLW/wXSMmEixQCmVtuwhOVym3t7Z5MlYZGhswDpmLD5RDic/BAMAiVIKAPbwhfmT5XbyrdGkuvQBvVlxs05ruFo2/4DpODiAAXeabgqaOfHNBK/PdIKDs/f3qDg/ZGz8zuZslU493Nj4QLyz2e2aecLJpmMAQNzgkxcAfEhhhlefmlNmOkbS+sHk9XrUdYnyml4wHQUj8Oe6BWob7jAdI2bcfmtssF/Yu87o+ENDR8rhchvNAMSrqsPmKiMv33QMAIgblFIA8BFfPa5S9vhfpZNQij0+vVD9V31t509kH0yeksPK2tMLdMfAZtMxYso9bG4G0mhkvvmwZPB72ECPV2V1C80FAOLY7BNPMR0BAOIKpRQAfERVQbpOqCsyHSNpfKF0h17KvEyTdjxkOgpG4Q9T5mogkFzLK13D1tjQ3dG0RfkFZver6dhZp9SsHKMZgHhTOLlKk2bONh0DAOIKpRQA7MN/LagyHSHhpTmDeqjmcf2481I5e5Njo+xEsS2/Un/vXm06Rsw5h4OmI4xYUcjs/1MBv0N5k5YYzQDEm3lnnms6AgDEHUopANiHwybl6PBJ/JQ/Wj5e0Ka3Cq/QzPq/yBa2xpIofOC68qkKhKwxayiSnEN+0xFGLHvNM6YjqKW+THkTKk3HAOJCQflkVR9xlOkYABB3KKUAYD+YLRV5DltIt9e8pN8PXCxPh9nNmDE2qybM0tOd75mOYYR9yALH7/2H572XlZ5ldgmfTTa50xYZzQDEi3lnfVo2GxtWAsBHUUoBwH6cUFeo6sJ00zESxpHZPVox8Totqr9RtqB1Ptx/2ORre2W7vGevX998dPCgr/3ru37ZLu/R6X/dcx+m37wyrMKrelV4Va+ufmV4j+eW7QjosFv6FAjFz6lv1+Qn76lR9kFr/XdbktplOoI6W7JUWnuE6RiAUfkTJ6nmyKNNxwCAuGT2R2gAEMdsNpu+dmylLvnHKtNRLO/XlW/r7Lbfy9bSZzrKuCz/apqCH+qH3m0JaclfBnT2Ia4Dvm5rV0gXPzWkY8sdezy+qjmoHz03rEfOT1U4LJ1674BOrHJqRpFDgVBY//3okG45NUXOODkO8vnqY/Rm9wbTMcwZGj74NXEkb/tr2uA6wXQMDQ4cIYfrbQX91ir1gEiZd+Z5zJICgP1gphQAHMDpc8pUmOExHcOyqlIHtazyNp3T+CvZfNYupCSpIM2u4vQPfj2yPqCqHJsWTHLs9zXBUFif+eegLl/oUWXOnn/trm0LaWaRQ4srnDq+0qmZRXatbdu1x9ZVL/t0XLlTR5Tt/96xFLQ5dG1Kku//NXjwGXHxxLv8Mbm95v/7Gez1qqyOZXxITnkTyjVl7nzTMQAgblFKAcABuJ12fXF+hekYlvSd8s162nupihr/bTpKVPiCYd21yq8vzXEf8CfgP31hWIVpNn35UPdez80otGt9e1Dbu0Pa1hXS+vaQphfatakjpNtX+nXF4vgpRP9Vt0ib+naYjmFUeHDIdIRRsfuGVZIbH7OT2nfWKjU713QMIObmfupc2ex85AKA/eE7JAAcxGfmlSvDw2rnkSpw+/Xvmn/of1t+KPtAq+k4UfOvtQF1DYX1hdn7X7r30vaA/rTCrz9+wrvP5+sKHPr58V4t+cuATrxrQL843qu6Aof+65FB/XqJR09uCmj6jX2ac3Oflm4zd9rdoDtVN4bbjY0fD9JDbikYNB1j1PI73jUdQZIU9DuUN3GJ6RhATOWWTlDtUceajgEAcY1SCgAOItPr0hfnTzYdwxLOK2nSKzk/VnX9P0xHibo/rfDp5BqnSjP2/Vdp73BYFzwwqD9+wqv81P3/dfvfh7u17lvpWvetdP334W79eaVPGR6bjprg0FceGtQD56bomhO9Ou/vgxoOmNnw/K66hWoZSu5SKieUYjrCmKS//qDscbInWcuOUuVN5FRTJI95zJICgIPiR/8AMAJfPa5Sdy3bro7++FgKE29SHEH9pfJZHbbjTtnC1ptNMlrbukL69+ag/nnO/ouKTZ0hbe0K6xP3DkratRfR+4foOX/ao3XfSldV7p4fVtoGQrr8hWEt/WKaljUENSXPrpo8h2ryJH9IWt8e0oyi2O4R1JmWp9sGt8R0zHiUHYqfpZSj4ehoVkGhTc07zZ/gaJNNrtSFkjaZjgJEXU5JmabOP850DACIe5RSADACGV6XvrGwSlc8usZ0lLhzfF6Hbkj5g1Lq42OZUCzcvtKnwjSbTpmy/79Ga/PteufraXs89sNnh9XrC+u6k7yamLX37JXvPDms78zzaEKmXcsbgvJ/aF/xQCi8x8l/sXLzlKPU18UJlJkWLaUkqWh4q5pVbjqGJKmrJUtltUeqYe3rpqMAUTX3jHNkt5s/aAAA4h3zSQFghC44apLKsq25hCcabLaw/lC9TLcOX6yUtuQppELhsG5f6dfnZ7nk/MiyqM89MKjv/3vXZthep03TCx17/Mr22pTh3vW427Hna5/eFND69qC+eeSuPaqOKHNobVtIj2/w65Y3fXLYbJqaF9u/tuvzJun+HopYScoM7r1RvVVkrnrcdIQ9DAwcIafbun+ewMFkF5eo7tiFpmMAgCVQSgHACHmcDl14Qo3pGHFhZmafVkz6vU7acZ1sAWudSDZe/94c1PbusL40Z+8Nzrd3h9TUN/rpTIP+sL71+JBuPjVF9v+c5Dch067fnezVFx8c0pUvDuvPp3uV4ort3kDXT5omf8gf0zHjVXrQupPL3ZtWKTs3fvIP9npUWrvYdAwgauaeziwpABgpWzgcNr/JAABYRCgU1knXLdX65j7TUYy5vGK1PtfxO9mGu01HQRS9VzZDn3b3KCzeJkjSF9sP0cm3vG06xpg1nnuF1jbnmI6xm8MVlPx3qb8zuTfQR+LJKirWl357s+wOSikAGAlmSgHAKNjtNl184lTTMYyY4B3Wy1V/0eebrqCQSgLXFBRRSH1IetDaHzBzNr1kOsIegn6HciecYDoGEHFzTz+HQgoARoFSCgBG6cRDinXYpPiZcRALX5+4VS+k/0BlDfG1Nw2iY2nVUXq9e73pGHEl1W/tt0zet56WNy1+lvBJUsuOUuVNrDIdA4iYzIIiTTuOpakAMBrWfocFAIZ876Ra0xFiIssV0OM1D+mS1svk6GsyHQcxELLZdW0qP+X/qFSftd8y2UJBlWb1m46xB5tscqUulGyx3SsNiJZ5Z54rhzO+yl8AiHfWfocFAIYcWZGrRVMLTMeIqk8VtWh53k9VV/9X2VjGlTQeqlusDX3bTceIO96A6QTjl7dzhekIe+lqyVLZ1CNNxwDGrWBypaYvYEkqAIwWpRQAjNElJ9Um5A/4Xfaw7ql5Xlf3Xix310bTcRBDw06vblCH6RhxyeOzfjGb9vpDcrji763fwMDhcro9pmMA47Lwgi/LZo+//78AIN7xnRMAxqiuJFOnzSo1HSOijsnt1oqy3+jo+ltkCyXA1BCMyl3TFql5sM10jLiUCKWUva9bxfkh0zH2MtjrUWkt+/DAuqoOn6vy6bNMxwAAS6KUAoBxuOjEqXI5EmO61LVVb+kv/ouV3hp/S3wQfd2pOfrT0DbTMeKWazj+ypyxKOiLzw3s25umKC0n33QMYNTsDqcWfPZLpmMAgGVRSgHAOEzMTdX5R5abjjEutekDerPiZp3e8BvZ/PG1ETJi5+apR6vX32c6RtxyDSfGzMHMNx+W4rBHDwYcyp3Afjywntknflw5JWWmYwCAZVFKAcA4ffv4GqW5rXla2aWT1usx1/eU1/SC6SgwqCG3XH/tWWs6RlxzJkgp5WzcrLz8+DwdrHVHqfLLa0zHAEbMm56ho84633QMALA0SikAGKf8dI/+e0GV6RijUuzx6fnqv+q/m38i+2C76Tgw7HeTp8sf8puOEdccQ4nz51OsBtMR9svhXaCEPEECCemosz4tb3q66RgAYGmUUgAQAf+1oEqV+WmmY4zIF0p36KXMH2ryjodMR0EcWFMyTY91vmc6RtyzD/lMR4iY7DXPmo6wX92tmSqrnWs6BnBQOaUTNPvEU0zHAADLo5QCgAhwO+366WnTTcc4oDRnUA/WPK4fd14qZ+8O03EQJ64pLlNY1j9ZLtpsg8OmI0SM592XlJ4Vn0v4JGmg9zC5PF7TMYADWvz5r8rusObSfQCIJ5RSABAhx9Tk69SZJaZj7NPJBW16s/BKzar/i2zhxDhFDOP3SuU8vda1znQMaxgcMp0gokpSu01H2K/Bfo9Kpi42HQPYr6rD52ny7MNMxwCAhEApBQAR9KNTpynDEz8zEBy2kG6reVk3DlwsbwcbWeMDIZtdv013mY5hHQlWSuVuf810hANqb6pRem6+6RjAXpxujxZ9/qumYwBAwqCUAoAIKsz06jtLppiOIUk6PKtXK8qv1+L638sWTJz9cBAZj9Yu1NrebaZjWIJDNoWHEquUSl3+mNze+F16FAw4lFO2xHQMYC9HfPJMZRUWmY4BAAmDUgoAIuzzR0/WtJJMoxl+VblKfwtfpMzm143mQHzyOTy6wdZjOoZlZIdSTEeIOJtvSCW58V1Wt+4oUcGk+Cj5AUnKKizSkaedZToGACQUSikAiDCH3aYrzphu5FTzytQhvVZ5u85t/KVsvr7YB4Al3HPIIjUOtpiOYRk5wcTcdDuvI/5PXbR7FsjIN1NgHxZ+7qtyut2mYwBAQqGUAoAoOLQ8R+cdMTGmY15Yvln/9n5PxY1Px3RcWEt3Srb+OFxvOoalZIU9piNERebrD8oW5+8Eu1szVFY7z3QMQBWzD1P1Efy3CACRFudvRQDAur53Uq1y06L/E9U8t19P1/xTF7b8UPaB1qiPB2v7U+189fh6TcewlIxgYs6MsHfsVGFh/L8V7O89TC5vYs5WgzU4nE4t+sLXTMcAgIQUP0dEAUCCyU5169KTa3XJ31dFbYzzSpr0s9ANctVvidoYSBw7syfont71pmNYTmYgMUspSSoa3qpmle/zuRffe0gvrn5IHb3NkqTinEk6+bALdEj53P3eb2C4Tw+//ie9vfUlDQz1KiejUGcd/c3dr1m+4d96cNmtGvYPat7Uj+nMo7+x+7XtvTt1w6OX6JJP3aQUd9rux4f63SqZcry2r3o0El8yMGpHnn6OckrKTMcAgIREKQUAUXT2YRP0tzfqtXxrZ0Tvm+II6s7K53T4jj/LFg5G9N5IXL+rnKnhzndNx7Cc9GD8nlI3XpmrHpcm/tc+n8tOy9dpc7+qgqwyhcNhLVv/lG558ke69MybVZI7ea/rA0G/bnj0EmWkZOvLS36s7LR8dfQ2K8WTLknqG+zWPS9crc8uvET5mSW66fHLNKVsjmZMOkqSdN+L1+m0I7+6RyH1vramGqXnFaivndmgiK3CyVWae8Y5pmMAQMKK/znbAGBhNptNPzt9upz2yG3UuzivU2+W/FpH1N9GIYURW1dcp0e6VpuOYUnpgcT9GZ570ypl5e7765sx+WgdUj5XhVkTVJQ9UZ888svyuFK0pWXf/x29uu4JDQz36Gsn/lRVxdOVl1GsmtJZmpBXJUlq622S152mw6oXaVJhraaUzlZz53ZJ0hsbn5XD7tTsymP3ee9QwK7skiUR+IqBkXM4nTrpGxfK4Uzc7wEAYBqlFABEWW1xpr44f/K472OzhXVT9TL9afgipba9M/5gSCq/LZmoUDhkOoYlpfkTd6aUJJW42w56TSgU1Bsbn5XPP6SKomn7vOadra+oonCa7nvpen3/zjN15f1f1pNv3a1QaFd5XphVJn9gWPVtG9Q/1KNtretUmlepgeFePbL8dp1zzLcPmKGtoVgFk6aO/gsExmjep85TwaQK0zEAIKFR+wNADFx4whQ9sqpJTd1DY3r9jIx+3Zl3h3J2vBzhZEgGr1UcqZe71pqOYVmpgcT+GV7OppektFP3+VxD+2Zd/a9vKxD0yeNK0Vc/drlKcibv89r23iatb1yhI6qP19dP/oVauxt030vXKRgK6uOHf06pngxdsOh7uvO5X8kfGNaRU5Zo2sQjdPfzV2nBIaervWenbn7i/xQMBfTxwz+nOZUL9hrD7l4gm22DwhSsiLKiyhodefrZpmMAQMKjlAKAGEjzOPXzM2boi3csH/Vrf1KxRp/r/J3sO7siHwwJLyybrsnwShy4N2Zef+SW38Yj75tPyXvy6RrqD+z1XFH2RH3/rFs06OvXis1L9ZfnfqX//eQ1+yymQuGQMlJy9Onj/p/sdofKC6aoa6BNz7x9vz5++OckSbMqjtGsimN2v2ZD49tq6Niis+d/Wz/56+f0xeMvU2Zqrq564JuqLpmpjJScPcbobktXWd1R2rGagh7R43C5dNI3LpTdkdizJAEgHiT2j/4AII4sqi3UuYdPHPH1E7zDeqnqLn2h6WeyD3VFLxgS2uO1C7Wmd6vpGJaW4jOdILpsoaBKswb2+ZzT4VJBVpnKC6botLlfUVlelZ5/55/7vDYrNU+FWRNkt3/wQb44u1w9Ax0KBP17Xe8P+nTfS9fp08deqNaeBoVCQdWUzlJR9kQVZk3Q1uY1+xynr2eOXN6UMXylwMgcddb5yp84yXQMAEgKlFIAEEP/94lpKss++Iep/5qwXS+k/0ATGh6LQSokKr/DresdfaZjWJ7HFzYdIerymleM6LpwOLTPgkmSKosOUWt3wx57l7V071Bmap6cDtde1z/51t2aNvEITSyYolA4pNCHDm4IhgL73QNtqN+tkinHjygvMFrF1VN0xCc/ZToGACQNlu8BQAyle5y66uyZ+sytyxTex+fcLFdA905+XHX1f5VNif9BGNH112mL1dAX/RP31l20Tv72vYuK3MW5Kv1c6V6Pdzzfoa5XujS0Y9ceaymTU1R0VpFSK1N3X9P2eJtaH2uVJBV8vED5J+fvfm5g04Aa72xU1Y+qZHNEf2md25f4+xelLXtQjnnzFAx88H3nwWW36pCJRyono1BDvgG9sfFZbWh8W9845ZeSpDuf/aWy0vJ12tyvSJKOPeSTWvreg/r7y7/Xgumnq7W7QU+tuEcLpu/9Ab+pc6ve3PScLj3zZklSUXa5bDabXln7mDJTctXctV2TCve/qXlbY7Uy8grV294SyT8GJDmny62Tvv6dPWb7AQCii1IKAGLs6Kp8ff6oybrjla17PH56UYt+bf+93PUbzARDQun1ZukWX0NMxqr6cZXCoQ/KjOGGYW29aqsyj8jc5/X9a/uVNTdLJZ8pkd1lV+tjrdp61VbV/LxGrhyXhuqH1PxAsyZduGv5zLbfblP69HR5J3oVDobV+OdGlX6hNCaFlCS5h4MHv8ji7H3dKi4Iq6Hpg8f6Bjt153O/VM9Ah7zuNJXlVeobp/xSdRMOlyR19LXIZvvg30FOeqG+8fFf6p+v3qRf/P2ryk7L18Lpn9KS2eftMVY4HNa9S3+rTx31dXlcu2aOup0efXbhJbr/pesVCPp1zvxvKzutYL95Q0G78sqWqLf97gj+KSDZHX3OZ5Q3YeTL7AEA42cLh/f1s3oAQDQN+YP6+HUvanNbv1z2sG6vWqr5DbfJFtr3shhgtK6dc4r+1PWOkbGb7m5S79u9qvlVzR6lxf6EQ2Gt+cYalVxQopz5Oep+vVttT7Sp6kdVkqRNP92k/JPylXVkllofaVWgO6CSz5RE+8vY7S/P1smzzMyfZSx1fOJCreytMR1jVDKyHlPrVk6WxPiVTKnVpy//tWx2djcBgFjiuy4AGOB1OXTV2bN0TF6PVpT9RsfU30whhYjZmV2mu3vXGxk7FAip69UuZR+bPaJCSpJCwyGFg2E50nYtmfFM8MjX7JOv3Sdfm0/DO4flmeDRcMuwOl/sVOGnCqP5JezFMbz3qXSJKPOtR0xHGDWb6zjZbLydxfg43R6d9PXvUEgBgAF85wUAQw6blKM7D9us9NaRbTAMjNSNlbM1FBw2MnbvW70KDgSVc0zOiF/T/LdmObOdSp+WLknylnpVdGaRtl61VVt/s1XFZxXLW+pV4x2NKj6nWH3v9mnDZRu08Ucb1b+uP1pfym6OoQQ/fu8/nA0blVdgrZ0detrSVVZ3tOkYsLhjzrtAuaVlpmMAQFKilAIAg+wLvieVHmo6BhLIhqKpeqgr+pub70/n0k5lzMiQK2fv09b2pfWRVnUv69ak/5kku/uDtyW5i3M15ZdTNOWXU5S7OFedL3XK7rUrtTpVDbc1qPzb5Sr+dLHqb6pXyB/djcjtg6Mv+G5oa9W0dWv3+HXKls0jeu1jPT2atm6tvtWwY4/Hb+to1zEbN+iYjRt0e0f7Hs+9PTios7ZuUWCcuzIUq3Fcrzeht3u23CmpB78Q2Iey2mk69ORPmo4BAEmLUgoATHI4pTNvlVxpppMgQVxbOlnBsJmNuX1tPvW916ecBSObJdX2eJtaH23V5IsnyzvRu9/rAr0BtTzYotLPlmpg84A8xR55ij1Kr0tXOBiWb2eUZzINjW3WWbXbrReqqnf/umti+UFf0+D36arWFh2WkrLH4+uGhnRDW5t+U1Kqq0pKdX1bm9YP7zq9MBAO6/LmnfpxUbGcI1wyuT9Za58d1+tNGB5wq7jmeNMxYEFOj0cf+/qFLNsDAIP4DgwApuVVSSf9wnQKJIDlkw7X0q41xsbvfLFTzkynMmZlHPTa1sda1fJQiyZfNFkpFSkHvLbpnibln5gvV65LCknh4AezgcLB8B4n/0XFwNCYXuaw2VTgdO7+leM88NK4YDisSxqb9K28fE107TnTbLPPpykej+alpemotDRN8Xi02berjLuto0OHp6RqRsqB/xxHwvvOi0rLtNYSPklqbaxSZn6R6RiwmGM//XnlFJeajgEASY1SCgDiwWGfl2pPNZ0CFhaWTddkm5txFw6F1fVSl7LnZ8vm2HO2zo5bdmjn33bu/n3ro61q+WeLyr5UJle+S/4uv/xdfgWH9p7h1fdun3zNPuUenytJSqlI0XDTsHpX9arj+Q7Z7DZ5SjzR/doGB8f0uu0+nxZs3KgTN2/Sdxsb1eg/8GEGN7a3Kdfp0JnZ2Xs9N8Xj0VafT41+vxr8fm3z+VTj9mi7z6cHurv0vwX5Y8q4L6Vp3RG7V6yEg3ZlFJ1gOgYsZNLMOZpz0idMxwCApGe9H4UBQKL65O+khjel3ibTSWBBT049Tu/2bDE2ft/qPvnb/co5bu+le752n/Shnqrj2Q6FA2HV/75+j+sKTitQ0RkfzHYJ+UJqvKtRE78+UTb7rhu4cl0q+WyJGm5tkM1l04SvTNhjL6pISwk5pcDoZ0rN9KboypISVbjcag0GdGNbuy7Yvk0PVVQoze7Y6/o3Bwb0z+5u/XPS5H3er8rj0YUFBfpK/a4/swsLClTl8ehL9dt1UUGhXurv1+/b2uS02fSDwiIdnjr2PZZy61+XnIvG/HpT2huLVFhRp5Yt5mYLwhoy8gt0yv98d8QnhAIAoscWDo9zR0wAQORsek76yxmS+NaMkfPbXTqtbo7qB3Ye/GKMSkkwQ9f9unPc9+kJBnXC5k36XkHhXjOh+kNBnb51q/6vsEjHpe86gfAHTY3qCYV0Q9mE/d7zX93deqavVz8uKtYpWzbrvkmT1Rzw65LGJj1dWSn3GPfJCbu9emnRb+Ufju4G8tGQmdev1k1/VDhsveyIDYfTqXMv/5VKqqeajgIAEMv3ACC+VC2SjvmO6RSwmPsPWUwhFSXZocgsDcx0ODTZ7dY2/96bsm/37VqS982GHZqxbq1mrFurB3t69Fxfn2asW6vtvr1f0xkI6Mb2Nl1WWKRVQ4Oa7HZrstutualpCiisrfsYZ6RsviGV5AXG/HqTetrTVDZtvukYiGMLPvcVCikAiCMs3wOAeLP4/6TGFdLm50wngQX0ezJ0i58ln9GSFYxMKdUfCmm7z6dPZGbu9Vyl260HJ1fs8dh1ba3qD4X0g8IiFX9k03NJ+mVriz6Xk6Nil0vvDg3J/6GJ78FwWMFxTrYs6HxP2zVjfDcxpLdrttwpb8o3OGA6CuJM7fwFmvMx9m8EgHjCTCkAiDd2u3TWbVLWwY+PB26rO04dw12mYySszKB7TK/7dUuLlg8MqMHv04rBAf1Pww45bDadkrGrlLq0qVHXtLZIkjx2u2o8nj1+ZdrtSvvP4+6P7HvzSn+/tvp8Oj971/5d071ebfH5tLSvT/d3dclus6nCPbbc70t//UHZLPoucXjApeIaNj3HnvImlOvEr33bdAwAwEcwUwoA4lFqrnTundJtJ41pk2Ukh9bMYv2lb4PpGAktY4ylVHPAr4sbG9UVCirX4dChKSm6t3yScp273no1+f1j+sngUCikK5qbdXVpqez/KauKXS5dVliky3Y2yW2z6RfFJfKOcT+p9znam1RY4FBz894nIlpBa2OlMguK1dPKslZI7pQUffKiH8jl9ZqOAgD4CDY6B4B49tZfpIe+ZToF4tRPDj1F/+h8x3SMhPaFjkP08ZvfNh3DiNZPXap3OiaajjFmeaUtanjvLtMxEAdOvfBSTT3qGNMxAAD7YNGJ2QCQJA69QDrsC6ZTIA5tLqzRv7pWm46R8FKDDtMRjMl++wnTEcalvbFQhZXTTMeAYYd+/DQKKQCIY5RSABDvTr5KKjvMdArEmd+WVSoYtubSKitJ8yfvWyXXppXKyrX2Tg9h27GyjXMpI6yrdOo0HfeZL5qOAQA4AP6WBoB453RL59wppeabToI48Vb5oXq+a43pGEkhxW87+EUJrMTdZjrCuPR2pGlCHbNkklFqVrY+ceH35HBau1gFgERHKQUAVpA1YdeJfLbkXUqED1yTk2U6QtJI9lIqZ/PLpiOMW3fnLHlS00zHQAzZ7Had8j/fVXpunukoAICDoJQCAKuoXCAd/yPTKWDY01OO1ds9m0zHSBpeX3KfB+N98yl506w908Q36FJR9QmmYyCG5p/zWZVPn2U6BgBgBCilAMBKjrlQqvuk6RQwJGB36nq333SMpOJO8lLKFgyoJGvAdIxxa22oUFZhiekYiIHKw47UkaefbToGAGCEKKUAwGpOv1HKn2I6BQz4x7TF2trfaDpGUnEPh0xHMC6/eaXpCOMWDtmVUcBsqUSXVVSsk7/5/2SzJfeyWwCwEkopALAaT4Z07t2SO8N0EsTQgCddNwWaTcdIOi4fJxymLXtQDqf1P+S3NRaoqGq66RiIEpfHq0985/vypqWbjgIAGAVKKQCwooIp0hk3SbL+B0WMzB11C9Q+3Gk6RtJxDgdMRzDO3tel4gLTKSIjpPmy2Xn7m2hsdrtOvfB7KqqoMh0FADBK/K0MAFZV9wnpxCtMp0AMtKUX6s/9bG5ugmOIPbwkqaB/vekIEdHbkaYJdceajoEIO+HL31DloUeYjgEAGANKKQCwsqO/Jc37hukUiLKbphyhgYD1N5u2IseQz3SEuJD51qOmI0RMd8cseVjilTDmnnGOZp5wkukYAIAxopQCAKs78Upp2mmmUyBKthRU6Z9da0zHSFq2wWHTEeKCc8cG5RU4TceICN+QU0VVbHqeCKYdu0jHnPc50zEAAONAKQUAVme3S2fcIpUfZToJouD6iVMUCLOvkTGUUrsVqcl0hIhp3VGhrKJS0zEwDuUzZuvE//5f0zEAAONEKQUAicDllc67R8qfYjoJImjlxNn6d+d7pmMkt4FB0wniRva6Z01HiJhw2Kb0fGZLWVVB+WR98v/9QA5nYszeA4BkRikFAIkiNVf6zN+l9CLTSRAh1+Tlmo6Q1GxhKTw0ZDpG3PCuWqq0zMQpAdob81VUNcN0DIxSel6+zvj+T+RJTTUdBQAQAZRSAJBIciZJ598vudnE1+qerTlWK7o3mo6R1DLDXikcNh0jrpSk9ZiOEFHB8HzZHQ7TMTBCntQ0nXnpT5SRm286CgAgQiilACDRlM6Wzv6zZE+cGQ3JJmhz6FoP+0iZlh3ymo4Qd/J2vG46QkT1daaqrO5Y0zEwAg6nU5+86DLll082HQUAEEGUUgCQiGpOkE691nQKjNE/py3Wlv4G0zGSXnbQYzpC3El9/RG5PIn19rGrY4Y8acwujWs2mz729QtVPn2m6SQAgAhLrHcVAIAPHHqBtOBS0ykwSoPuVN0UajUdA5KyQpRSH2UbHlRJXmLN4vMPulRUvcR0DBzAMed9TnXHLDQdAwAQBZRSAJDIFn1fmvNZ0ykwCn+uW6jWoQ7TMSApM+gyHSEu5XeuNh0h4lrrJyurqMx0DOzDrBNP0dzTzzYdAwAQJZRSAJDoTr1OqubocyvoSMvXHQObTcfAf6RTSu1TxvKHZEuwd5DhsE3p+cebjoGPqDp8rhZ/8WumYwAAoijB3lIAAPbicO7a+LzscNNJcBB/mDJP/YEB0zHwH+kBDgvYF0dbgwoLEu/EuvbGfBVXs2dRvCipnqpT/ue7stsT7781AMAHKKUAIBl40qUL/imVHWY6CfZje36F/taTeMuirCzNz4fh/Sn0bzMdISoCwfmyO/j3blrh5Cqd8f2fyOXhBEwASHSUUgCQLLxZ0gUPSKWHmk6CfbiuvFaBUGJtIG11qQHeJu1P1qonTEeIir6uFJXVHWc6RlIrnFyls/7vCqWkZ5iOAgCIAd5tAUAyeb+YKpltOgk+5J0JM/VU53umY+AjUvw20xHilnvjCmXlJOaeW93tM+SlEDGisKJKZ//flRRSAJBEKKUAINmkZEuf+5dUMst0EvzHNfkFpiNgH7x+0wniW4mnzXSEqPANOVVYyeEQsVZUWa2zf3ilvOnppqMAAGKIUgoAklFKjnTBv6RiNvU17YXq+Xqje4PpGNgH73DYdIS4lr35JdMRoqZlx2RlF08wHSNpFFXW6KwfXkEhBQBJiFIKAJJVaq70uQel4hmmkyStoM2ha1NMp8D+uP2UUgeS8uZT8qYm6KbgYZtSc483nSIpFFfV6Kwf/kzeNAopAEhGlFIAkMxSc6XPPSQVTTedJCk9WLdQG/vqTcfAfriGg6YjxDVbMKCS7EHTMaKmoylPxdUsc46m4uopu2ZIUUgBQNKilAKAZEcxZcSQK0W/D3eajoEDcA1zGuLB5LesNB0hqgKho2V3OE3HSEgl1VN11mU/kyc1zXQUAIBBlFIAACktb1cxVXiI6SRJ465pi9QylJgbRScK5xCl1MGkvfagHM7EPaWwrzNFZXXHmY6RcEqqp+pMCikAgCilAADvS8uTPv+QVFBnOknC60rN1W2DW03HwEHYhzh+72DsfV0qSvDDI7vbp8ubnmk6RsIoqXm/kEo1HQUAEAcopQAAH0jLlz7/sFRQazpJQrt56lHq9feZjoGDsA8Nm45gCQX9iX16pG/IqcLKJaZjJISSKbX/WbJHIQUA2IVSCgCwp/SC/xRTzJiKhh255bqvZ63pGBgB2yCl1EhkrXjMdISoa9lRrpySctMxLK10Sp3O+sFP5U6hkAIAfIBSCgCwt/RC6UuPSxPnmk6ScK6fPF3+EMvCLIGZUiPirF+n3PwE3ww8bFNK9mLTKSyrdOo0nfmDyymkAAB7oZQCAOxbSo50wb+kmhNNJ0kY75VO1xOd75mOgZEaGDSdwDKKbU2mI0Rdx85cldTMNh3DcibUTaeQAgDsF6UUAGD/3KnSefdKM88znSQh/LawWGGFTcfACLjDDoV9PtMxLCNn3XOmI8SEz3+UHM4EnxUWQVOPPk5nXvYzub0ppqMAAOIUpRQA4MAcTumMP0jzvmk6iaW9VHWUlnWvNx0DI5Qd8pqOYCmeVS8oLTPxy5r+7hSV1i0wHcMSjjjtLJ3yP9+V0+UyHQUAEMcopQAAB2ezSSf9XDrhJ6aTWFLIZtdvUx2mY2AUKKVGryStx3SEmOhqna6UjEzTMeKWzW7XCV/5po47/wuy2Wym4wAA4hylFABg5I75jnTa7yV74s+IiKSHaxdpfd920zEwCllBj+kIlpO7Y7npCDHhH3Yov2KJ6RhxyeVN0emX/J9mLTnZdBQAgEVQSgEARmfOZ6Xz75PcGaaTWMKw06sbbF2mY2CUMsNu0xEsJ+31h+XyJMdby9Yd5copKTcdI66k5eTq3B//QpVzjjAdBQBgIcnxzgEAEFnVJ0hffExKLzadJO7dPW2Rdg62mo6BUcoIsA/OaNmGB1WcFzAdIzbCNqVkLzadIm7kTSjX+Vf8RkWV1aajAAAshlIKADA2JTOlr/xbKqg1nSRudafm6NahbaZjYAwyAixRHYuCztWmI8RMx85clUw51HQM48qnz9Snf3aVMvMLTUcBAFgQpRQAYOyyJ0pfelKadIzpJHHpj1Pnq9ffZzoGxiCNUmpMMpY/pGTa23rYN08OZ/L+tzLt2EX61Pd/Kk9qmukoAACLopQCAIxPSrZ0wT+l6WeaThJXGnPKdW/PWtMxMEZpAU5LHAtHW4MKCpPnz26g26vSuoWmYxgx78zzdPK3LkrqUg4AMH6UUgCA8XN6pDP/JC26TLLxV4sk/a5iunwhn+kYGKNUfxJN94mwIn9yLVntapmmlIws0zFixu5w6mP//b+af85nTUcBACQAPjkAACLDZpMWXCJ9+j7Jmzwf0PZlbck0Pdr5nukYGIcUSqkxy3rnKdMRYsrvc6pg8hLTMWLCnZKqMy79saYvSo6vFwAQfZRSAIDImnKi9NXnpII600mMuaa4TGGFTcfAOHj8phNYl3vDm8rKTa7TC1t2TFRO6STTMaIqPS9f513+K02eOcd0FABAAqGUAgBEXl7VrpP5pp1mOknMvVIxV692rTMdA+Pk8VEqjkexu810hBizyZu52HSIqCmZUqvzr/iNCiZVmI4CAEgwlFIAgOjwpEvn3Ckd/+Ok2WcqLJuuzXCbjoEIcA+HTEewtNzNL5uOEHOdzTkqmXKY6RgRd9gpp+ncH/9SGbn5pqMAABJQcnxKAACYc+z/kz7zN8mbbTpJ1D1Su1BrepNrk+dE5RoOmI5gad43n5QnNXlO4XufzzdXDldiLF10p6Tqk//vB1r4ua9ywh4AIGoopQAA0Vd9gvS156Wi6aaTRI3P4dEN9l7TMRAhzuGg6QiWZgsGVJo9ZDpGzPV3e1Vau9B0jHErmFShz/7yWtXMPdp0FABAgqOUAgDERm6F9OWnpelnmk4SFfcesliNgy2mYyBCnEPsdD5eeS0rTUcworNlmlIzs03HGLMZi0/U+VdcrZziUtNRAABJgFIKABA77lTprNukJT+TbImztKcnJUt/HK43HQMRZB/ymY5geenLHpLdYTMdI+YCPofyJy8xHWPUnB6PTvrGd3Tif/2PnG72xgMAxAalFAAg9ub/j3TBP6WUXNNJIuLW2mPU7esxHQMRRCk1fvbeDhUXmk5hRkv9BOWWWeekupzSCfrMFVfrkAXHm44CAEgylFIAADMqF+7aZ6pktuEg47Mze4Lu6V1vOgYibXDYdIKEUDiw0XQEQ2zyZCwyHWJEph51rD7782uUXz7ZdBQAQBKilAIAmJMzSfrKv6VjviPZrPlX0u8qZ2o4SIGRcAYHTSdICBkrHjUdwZjO5myVTj3cdIz9cjidWvzF/9KpF35P7pRU03EAAEnKmp8AAACJw+GSTviJ9PlHpKyJptOMyrriOj3Stdp0DERBeDD5To6LBtf2dcrNd5qOYczQ0JFyuOJvf6bMgkKde/mvNOekT5iOAgBIcpRSAID4MHm+9PWXpRlnm04yYteWTFQoHDIdAxGWHnJLwaDpGAmj2N5kOoIxAz1eldUtNB1jD5WHHqHP/vI6lVRPNR0FAABKKQBAHPFmSWfeKn3qVsmTZTrNAS2rOEIvda01HQNRkBNKMR0hoWSve950BKM6dtYpNSvHdAzZ7HYdc97ndPolP1JKeobpOAAASKKUAgDEo5ln75o1NWm+6ST7FJZN12RQXCSq7JDHdISE4ln1gtIyk3cJX8DvUN6kJUYz5JZN1HmX/1pzzzhHNpvNaBYAAD6MUgoAEJ+yJ+7aZ+r4H0t2l+k0e3iidoFW9241HQNRkkkpFVG2cFglab2mYxjVUl+m3LKKmI9rs9t1xGln6YJfXa/SKbUxHx8AgIOhlAIAxC+7XTr2/0lfeVrKqzGdRpLkd7h1vWPAdAxEUWYw/jamtrrchtdNRzDKJps8GYtiOmbehHJ9+mdX6bjzvyCnK76KfQAA3kcpBQCIf6VzpP9aKh3+ZdNJdN+0xdoxsNN0DERRejB5l5pFS9qyh+V0J/fbzs7mbJXWHhH1cWx2u448/Ww2MwcAWEJyvzsAAFiHO1U69Rrp0/dJaQVGIvR5M3WLr8HI2IiddD+lVKTZhgdVks+JhoMDR8jhit5MvPyJk3T+FVfr2E9/ntlRAABLoJQCAFjL1JOkr78q1Z4a86H/VHusOn3dMR8XsZUedJiOkJAKulabjmDcYK9XZXWRX8Zndzg094xz9dlfXqviqvhY6gwAwEhQSgEArCe9QDrvbum8e6TMCTEZsjmrVHf1rY/JWDAr1c/bo2jIWP6QOPhNat9Zq9Ts3IjdL798ss6/4modc94FcjiZHQUAsBbedQEArKv2FOmby6SjviXZoju75caqORoKDkd1DMSHFEqpqHC07lBBIbPQgn6H8sqXjPs+dodD8848T5/9xW9VVFkdgWQAAMQe77oAANbmSZc+dqX0teek0kOjMsTGoql6kKVHScPrN50gcRUFtpuOEBda6kuVN7FqzK8vmFSh86+8RvPP+SyzowAAlkYpBQBIDCWzpK88I338N5InM6K3vrZ0soJhNmlOFl5f2HSEhJX1zlOmI8QFm2xypS4c9evsDqeOOuvT+szPf6uiirGXWgAAxAtKKQBA4rDbpSO/Kn1ruTTt9Ijc8o1Jh+mFrjURuReswUMpFTXu9W8oM4eZPZLU1ZKlstojR3x9YUWVPvPza3T02Z+Rw8kJkQCAxMDfaACAxJNRLJ3zZ2nD09Kj/0/qGvuSoWuyM6Se1giGQ7xzDYdMR0hoJZ529SiysxmtamDgCDndKxXw+fZ7jTcjU8ece4FmHv8x2ez8PBkAkFj4mw0AkLhqlkjfWCbNv1Cyj/7nME9OXaB3ejZHPhfimms4YDpCQsvZ8orpCHFjsNej0trF+3zOZrdr9sdO0ZevvUWzlpxMIQUASEj87QYASGzuVGnJ5dJ/vShNnDvil/ntLl3vHIpiMMQrJ6VUVHnffFKeVE7he1/7zqlKy8nb47GJ02bogl9dr+O/9HV509MNJQMAIPoopQAAyaFomvSlJ6VTr5VS8w96+d+mLdL2gabo50LccQxx/F402QM+lWRT+L4v6Hcod8IJkqSMvAKdeuH3dM6Pf6GC8slmgwEAEAO2cDjMbp4AgOQy1CO9eLW07A9SYO8Px/2eDH28okIdw12xzwbj7r+/TNq0zXSMhNaz5It6w3+46Rhxw+Gy6dATejTnpI/J5fGajgMAQMwwUwoAkHy8mbuW9H1ruTTjbEm2PZ6+ve44CqkkZhscNh0h4aUve0h2h+3gFyY6mzRlbpE+c/lROvK00yikAABJh9P3AADJK7tcOvNWad7XpSd/KG1/Ra2Zxbqzf6PpZDBpkKVl0WbvaVdRodSUxCtkS6qzdMzZNSqcxEmEAIDkRSkFAEDZYdKXHpfWPKx7tz+hwZ1LTSeCSZRSMVE4sFFNqjIdI+ayClJ01KeqVDWn0HQUAACMY08pAAA+JBAK6IGND+gPK/+glsEW03EQYw7ZdO8v2Og8FvzlU/Vi5f+YjhEz3jSXDjt5kmYsnCCHkx00AACQKKUAANinocCQ7l5zt2579zb1+HpMx0GM5IVSddOv+PcdKyvPulkdbQHTMaLKm+bS7CUTNWPhBLm9LFIAAODD+JsRAIB98Dq9+vKML+vsqWfrtndu0z1r79FgYNB0LERZdsgriVIqVorsO9WhfNMxooIyCgCAg2OmFAAAI9A60KqbV92sBzY8IF/IZzoOouTQ4RJdek296RhJY2j2Ir2SfZbpGBFFGQUAwMhRSgEAMAqtA626c/Wdun/d/RoIDJiOgwhbODhJ37h2k+kYSSNss2nZqX/QQK/1l/BRRgEAMHqUUgAAjEH3cLfuXXuv7llzjzqHO03HQYR8srdGn71hjekYSWX7p3+jjU0ppmOMGWUUAABjRykFAMA4DAYG9Y/1/9Ad792h5oFm03EwTud31er0m941HSOp9C04V6/bjjMdY9QoowAAGD9KKQAAIsAf8uuRTY/otndv09aerabjYIy+1jZdJ/xxpekYSSXkTdNLx/1GAV/IdJQRoYwCACBy+JsUAIAIcNldOqPmDJ1WfZqe2f6Mbn3nVq1uX206FkYpLeAwHSHp2If6VZIfVH2jzXSUA8osSNGsxRNUe1QJZRQAABHC36gAAESQ3WbXkklLtGTSEr3S8IpuffdWLd+53HQsjFCK3246QlLK716jek0zHWOfSmuyNev4iaqYmS+bPb6LMwAArIZSCgCAKDm67GgdXXa03m59W3965096YccLCoWtsUQpWaX4KR1MyFz+sGyHTFO8bCphd9hUfVihZh0/UYWTMk3HAQAgYVFKAQAQZbMKZun6xderqa9Jf1v/Nz2w8QG1DbaZjoV9SPGZTpCcHC3blb/IodbmoNEcKRku1c0v1YwFE5Se4zGaBQCAZMBG5wAAxFggFNCz25/V/evv1+tNryss/iqOF79bNUdFj7Lc0oTWMy/TO+2lRsYunJypmQvLVH1YkRwulnACABArzJQCACDGnHanTpx8ok6cfKK29WzT39f/XQ9ufFCdw52moyU9t0VOgEtEWe8+JZV8IWbjOZx2VR9eqBkLJ6hoMkv0AAAwgZlSAADEAV/Qp6e2PaW/rfub3mp5y3ScpHX7y9OVtnSl6RhJ640zblFPpz+qY2QVpKhufommHVOqlHR3VMcCAAAHxkwpAADigNvh1qmVp+rUylO1sXOj7l9/vx7Z9Ih6/b2moyUVp8/snkbJrsTTrh5FftaSJ9Wp6sMKNXVeiUqqsiJ+fwAAMDbMlAIAIE4NBgb1xJYndP+6+/Vu+7um4ySFex6vlnPlWtMxktbAvE/qNe/HInIvu8Om8kPyVDuvWJNn5LNXFAAAcYhSCgAAC9jYuVFPbH1CT259Ult7tpqOk7Due2CSbGs3mY6RtEJOt15dcr2GB8c+Y61wUoamzitWzRFFLM8DACDOUUoBAGAxa9rX7C6oGvoaTMdJKH+7p1jhbTtMx0hqm8+/TlsbR7fDRHqOR1PmFqt2XrFyitOilAwAAEQapRQAABa2qnXV7oKqZaDFdBzL+9ttOQo3t5qOkdR6lnxJb/gPO+h1Lq9DVXMKNHVuscqm5shms8UgHQAAiCRKKQAAEkA4HNZbLW/piS1P6OltT6t9qN10JEv62w0pCveyubxJocw8LT3iZwoF936L6vI4VH5IrirnFKhiVoFcboeBhAAAIFIopQAASDDBUFDLm5friS1P6Jntz6hruMt0JMu4/ypJgYDpGElvzXk3qmnnrreoKRkuTZ6Zr8pZBZpQlyOniyIKAIBEQSkFAEACC4QCeq3pNT23/Tm92PCimvqbTEeKW96wU3f+csh0DEjqP/97Gqqbr8rZ+SquypbdztI8AAASEaUUAABJZGPnRi1tWKoXd7yolS0rFQgzK+h9JcF0XffrLtMxkpPDoZQ5s5WxcKHSFy6Up7radCIAABADlFIAACSpXl+vXm18VS82vKhXGl9J+o3S6/z5uvw3O03HSBrOwkKlzpur9GOPU/pxx8qRlWU6EgAAiDFKKQAAIEna3LVZrza9qlcbX9Xyncs1EBgwHSmm5g2V6f/9dpvpGAnLkZ2t1COPVOq8uUqbN0+eykrTkQAAgGGUUgAAYC/+kF+rWlfp1cZX9WrTq1rdvlqBUGIv9Tuxv0JfuX6D6RgJw56WppTDD1PavKOUNm+uPLW1stnYGwoAAHyAUgoAABzUUGBIq9tXa1XrKq1qW6W3W99OuOV+Z/ZM1bm/f890DMuyp6crZeaMXbOh5s5VyowZsjmdpmMBAIA4xjsFAABwUF6nV4cWHapDiw7d/djO/p1a1bqroFrVukprOtZoODhsMOX4pAd5WzRiTqe8U6bIO3OGUmbOUsrMGXJXVspmt5tOBgAALIR3XwAAYEyK04pVnFasEyefKGnXkr91Het2l1SrWldpR98OwylHLs3vMB0hbrkmTFDKzJm7SyjvtDrZvV7TsQAAgMWxfA8AAERNx1DHrllU7Wu0uXuzNnVv0rbubfKFfKaj7eW7jbN1xJ/fMB3DKJvbLXdlpTzV1bt+1U5VysyZcubmmo4GAAASEDOlAABA1OR6c7Vw4kItnLhw92PBUFANfQ3a3L1516+uzdrSvUWbuzerz99nLGuKP4k24Xa55Jk8SZ6aGrnfL6Cqa+SeVC6bgxljAAAgNiilAABATDnsDpVnlqs8s3yPskqSmvubd5dV7xdVm7s2q32oPeq5Eq6UstnkLCyUa+IEuSdMlGviBHkqK3cVUZMmyeZymU4IAACSHKUUAACIG0VpRSpKK9JRpUft8XiPr0fN/c1qGWhRy0CLWgdbd/9zy0CLWgda1T7UrmA4OOaxvT6L7WjgdMpZWCBXaalcJaVylZTIVVqy6/cTJsg1YYLsbrfplAAAAPtFKQUAAOJepjtTme5M1eTU7PeaYCio9qF2tQ60qnmgWa0DrWoZ/KC06hjqUJ+/T/3+fvX5+vba18ptupRyueTMzpYjN1eO3Bw5c3LkyPnPP+fm7vnPublyZGdz2h0AALA0NjoHAABJyRf07SqpfP3q9fcqt3lQ6a19Cg0OKTQ0qPDQkEKDQwoPDykcDEphSe+/bQqHJYUVDod3/fP7z73/vN0uu9cjmzdF9hSvbF6v7Lv/+UOPpabK7t31mCM9zdCfBAAAgBmUUgAAAAAAAIg55nwDAAAAAAAg5iilAAAAAAAAEHOUUgAAAAAAAIg5SikAAAAAAADEHKUUAAAAAAAAYo5SCgAAAAAAADFHKQUAAAAAAICYo5QCAAAAAABAzFFKAQAAAAAAIOYopQAAAAAAABBzlFIAAAAAAACIOUopAAAAAAAAxBylFAAAAAAAAGKOUgoAAAAAAAAxRykFAAAAAACAmKOUAgAAAAAAQMxRSgEAAAAAACDmKKUAAAAAAAAQc5RSAAAAAAAAiDlKKQAAAAAAAMQcpRQAAAAAAABijlIKAAAAAAAAMUcpBQAAAAAAgJijlAIAAAA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      "text/plain": [
       "<Figure size 1200x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## Write your code here\n",
    "def wrap_labels1(ax, width=30):\n",
    "    labels = []\n",
    "    for label in ax.get_xticklabels():\n",
    "        text = label.get_text()\n",
    "        labels.append(textwrap.fill(text, width=width))\n",
    "    ax.set_xticklabels(labels, rotation=90)\n",
    "\n",
    "plt.figure(figsize=(10, 7))\n",
    "colpl = df_m['Employment'].value_counts()\n",
    "colpl1 = colpl.iloc[0:5]\n",
    "colpl1['Other'] = colpl.iloc[5:].sum()\n",
    "ax = colpl1.plot(kind='bar')\n",
    "wrap_labels1(ax)\n",
    "plt.title('Distribution of types of Employment')\n",
    "plt.xlabel('Employment')\n",
    "plt.ylabel(\"Count of duplicate values\")\n",
    "plt.tight_layout()\n",
    "\n",
    "wrapped_labels2 = ['\\n'.join(textwrap.wrap(str(label), 30))  # 20 = wrap width\n",
    "                  for label in colpl1.index]\n",
    "plt.figure(figsize=(12, 7))\n",
    "ax1 = colpl1.plot(kind='pie', autopct='%1.1f%%', labels=None)\n",
    "plt.title('Distribution of types of Employment')\n",
    "plt.legend(labels=wrapped_labels2, loc='upper left')\n",
    "plt.tight_layout()\n",
    "plt.axis('equal')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Summary\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In this lab, you:\n",
    "- Loaded the dataset into a pandas DataFrame.\n",
    "- Identified missing values across all columns.\n",
    "- Quantified missing values in specific columns.\n",
    "- Imputed missing values in a categorical column using the most frequent value.\n",
    "- Visualized the imputed data for better understanding.\n",
    "  \n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Copyright © IBM Corporation. All rights reserved.\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
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