diff --git "a/release_2025_03_27/v2_report_replication.ipynb" "b/release_2025_03_27/v2_report_replication.ipynb"
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+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "# Anthropic Economic Index: Insights from Claude 3.7 Sonnet\n",
+ "Replication Notebook\n",
+ "\n",
+ "_Handa and Tamkin et al., 2025_"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "vscode": {
+ "languageId": "python"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "import pandas as pd\n",
+ "import matplotlib.pyplot as plt\n",
+ "import seaborn as sns\n",
+ "from textwrap import wrap\n",
+ "import numpy as np\n",
+ "\n",
+ "palette = sns.color_palette(\"colorblind\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Create O*NET / SOC Merged Dataframe"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "vscode": {
+ "languageId": "python"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "def merge_onet_soc_data() -> pd.DataFrame:\n",
+ " \"\"\"\n",
+ " Merges O*NET task statements with SOC (Standard Occupational Classification) data\n",
+ " based on major group codes.\n",
+ " \n",
+ " Args:\n",
+ " onet_path (str): Path to the O*NET task statements CSV file\n",
+ " soc_path (str): Path to the SOC structure CSV file\n",
+ " \n",
+ " Returns:\n",
+ " pd.DataFrame: Merged DataFrame containing O*NET data with SOC major group titles\n",
+ " \"\"\"\n",
+ "\n",
+ " # Read and process O*NET data\n",
+ " onet_df = pd.read_csv(\"onet_task_statements.csv\")\n",
+ " onet_df[\"soc_major_group\"] = onet_df[\"O*NET-SOC Code\"].str[:2]\n",
+ " \n",
+ " # Read and process SOC data\n",
+ " soc_df = pd.read_csv(\"SOC_Structure.csv\")\n",
+ " soc_df = soc_df.dropna(subset=['Major Group'])\n",
+ " soc_df[\"soc_major_group\"] = soc_df[\"Major Group\"].str[:2]\n",
+ " \n",
+ " # Merge datasets\n",
+ " merged_df = onet_df.merge(\n",
+ " soc_df[['soc_major_group', 'SOC or O*NET-SOC 2019 Title']],\n",
+ " on='soc_major_group',\n",
+ " how='left'\n",
+ " )\n",
+ "\n",
+ " return merged_df"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "vscode": {
+ "languageId": "python"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "974"
+ ]
+ },
+ "execution_count": 3,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "task_occupations_df = merge_onet_soc_data()\n",
+ "task_occupations_df[\"Title\"].nunique()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "vscode": {
+ "languageId": "python"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "\n",
+ "
\n",
+ " \n",
+ " \n",
+ " | \n",
+ " O*NET-SOC Code | \n",
+ " Title | \n",
+ " Task ID | \n",
+ " Task | \n",
+ " Task Type | \n",
+ " Incumbents Responding | \n",
+ " Date | \n",
+ " Domain Source | \n",
+ " soc_major_group | \n",
+ " SOC or O*NET-SOC 2019 Title | \n",
+ " task_normalized | \n",
+ " n_occurrences | \n",
+ "
\n",
+ " \n",
+ " \n",
+ " \n",
+ " 0 | \n",
+ " 11-1011.00 | \n",
+ " Chief Executives | \n",
+ " 8823 | \n",
+ " Direct or coordinate an organization's financi... | \n",
+ " Core | \n",
+ " 87.0 | \n",
+ " 07/2014 | \n",
+ " Incumbent | \n",
+ " 11 | \n",
+ " Management Occupations | \n",
+ " direct or coordinate an organization's financi... | \n",
+ " 1 | \n",
+ "
\n",
+ " \n",
+ " 1 | \n",
+ " 11-1011.00 | \n",
+ " Chief Executives | \n",
+ " 8831 | \n",
+ " Appoint department heads or managers and assig... | \n",
+ " Core | \n",
+ " 87.0 | \n",
+ " 07/2014 | \n",
+ " Incumbent | \n",
+ " 11 | \n",
+ " Management Occupations | \n",
+ " appoint department heads or managers and assig... | \n",
+ " 1 | \n",
+ "
\n",
+ " \n",
+ " 2 | \n",
+ " 11-1011.00 | \n",
+ " Chief Executives | \n",
+ " 8825 | \n",
+ " Analyze operations to evaluate performance of ... | \n",
+ " Core | \n",
+ " 87.0 | \n",
+ " 07/2014 | \n",
+ " Incumbent | \n",
+ " 11 | \n",
+ " Management Occupations | \n",
+ " analyze operations to evaluate performance of ... | \n",
+ " 1 | \n",
+ "
\n",
+ " \n",
+ " 3 | \n",
+ " 11-1011.00 | \n",
+ " Chief Executives | \n",
+ " 8826 | \n",
+ " Direct, plan, or implement policies, objective... | \n",
+ " Core | \n",
+ " 87.0 | \n",
+ " 07/2014 | \n",
+ " Incumbent | \n",
+ " 11 | \n",
+ " Management Occupations | \n",
+ " direct, plan, or implement policies, objective... | \n",
+ " 1 | \n",
+ "
\n",
+ " \n",
+ " 4 | \n",
+ " 11-1011.00 | \n",
+ " Chief Executives | \n",
+ " 8827 | \n",
+ " Prepare budgets for approval, including those ... | \n",
+ " Core | \n",
+ " 87.0 | \n",
+ " 07/2014 | \n",
+ " Incumbent | \n",
+ " 11 | \n",
+ " Management Occupations | \n",
+ " prepare budgets for approval, including those ... | \n",
+ " 1 | \n",
+ "
\n",
+ " \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ " ... | \n",
+ "
\n",
+ " \n",
+ " 19525 | \n",
+ " 53-7121.00 | \n",
+ " Tank Car, Truck, and Ship Loaders | \n",
+ " 12806 | \n",
+ " Test vessels for leaks, damage, and defects, a... | \n",
+ " Supplemental | \n",
+ " 66.0 | \n",
+ " 12/2006 | \n",
+ " Incumbent | \n",
+ " 53 | \n",
+ " Transportation and Material Moving Occupations | \n",
+ " test vessels for leaks, damage, and defects, a... | \n",
+ " 1 | \n",
+ "
\n",
+ " \n",
+ " 19526 | \n",
+ " 53-7121.00 | \n",
+ " Tank Car, Truck, and Ship Loaders | \n",
+ " 12807 | \n",
+ " Unload cars containing liquids by connecting h... | \n",
+ " Supplemental | \n",
+ " 66.0 | \n",
+ " 12/2006 | \n",
+ " Incumbent | \n",
+ " 53 | \n",
+ " Transportation and Material Moving Occupations | \n",
+ " unload cars containing liquids by connecting h... | \n",
+ " 1 | \n",
+ "
\n",
+ " \n",
+ " 19527 | \n",
+ " 53-7121.00 | \n",
+ " Tank Car, Truck, and Ship Loaders | \n",
+ " 12808 | \n",
+ " Copy and attach load specifications to loaded ... | \n",
+ " Supplemental | \n",
+ " 64.0 | \n",
+ " 12/2006 | \n",
+ " Incumbent | \n",
+ " 53 | \n",
+ " Transportation and Material Moving Occupations | \n",
+ " copy and attach load specifications to loaded ... | \n",
+ " 1 | \n",
+ "
\n",
+ " \n",
+ " 19528 | \n",
+ " 53-7121.00 | \n",
+ " Tank Car, Truck, and Ship Loaders | \n",
+ " 12809 | \n",
+ " Start pumps and adjust valves or cables to reg... | \n",
+ " Supplemental | \n",
+ " 67.0 | \n",
+ " 12/2006 | \n",
+ " Incumbent | \n",
+ " 53 | \n",
+ " Transportation and Material Moving Occupations | \n",
+ " start pumps and adjust valves or cables to reg... | \n",
+ " 1 | \n",
+ "
\n",
+ " \n",
+ " 19529 | \n",
+ " 53-7121.00 | \n",
+ " Tank Car, Truck, and Ship Loaders | \n",
+ " 12810 | \n",
+ " Perform general warehouse activities, such as ... | \n",
+ " Supplemental | \n",
+ " 67.0 | \n",
+ " 12/2006 | \n",
+ " Incumbent | \n",
+ " 53 | \n",
+ " Transportation and Material Moving Occupations | \n",
+ " perform general warehouse activities, such as ... | \n",
+ " 1 | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
19530 rows × 12 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " O*NET-SOC Code Title Task ID \\\n",
+ "0 11-1011.00 Chief Executives 8823 \n",
+ "1 11-1011.00 Chief Executives 8831 \n",
+ "2 11-1011.00 Chief Executives 8825 \n",
+ "3 11-1011.00 Chief Executives 8826 \n",
+ "4 11-1011.00 Chief Executives 8827 \n",
+ "... ... ... ... \n",
+ "19525 53-7121.00 Tank Car, Truck, and Ship Loaders 12806 \n",
+ "19526 53-7121.00 Tank Car, Truck, and Ship Loaders 12807 \n",
+ "19527 53-7121.00 Tank Car, Truck, and Ship Loaders 12808 \n",
+ "19528 53-7121.00 Tank Car, Truck, and Ship Loaders 12809 \n",
+ "19529 53-7121.00 Tank Car, Truck, and Ship Loaders 12810 \n",
+ "\n",
+ " Task Task Type \\\n",
+ "0 Direct or coordinate an organization's financi... Core \n",
+ "1 Appoint department heads or managers and assig... Core \n",
+ "2 Analyze operations to evaluate performance of ... Core \n",
+ "3 Direct, plan, or implement policies, objective... Core \n",
+ "4 Prepare budgets for approval, including those ... Core \n",
+ "... ... ... \n",
+ "19525 Test vessels for leaks, damage, and defects, a... Supplemental \n",
+ "19526 Unload cars containing liquids by connecting h... Supplemental \n",
+ "19527 Copy and attach load specifications to loaded ... Supplemental \n",
+ "19528 Start pumps and adjust valves or cables to reg... Supplemental \n",
+ "19529 Perform general warehouse activities, such as ... Supplemental \n",
+ "\n",
+ " Incumbents Responding Date Domain Source soc_major_group \\\n",
+ "0 87.0 07/2014 Incumbent 11 \n",
+ "1 87.0 07/2014 Incumbent 11 \n",
+ "2 87.0 07/2014 Incumbent 11 \n",
+ "3 87.0 07/2014 Incumbent 11 \n",
+ "4 87.0 07/2014 Incumbent 11 \n",
+ "... ... ... ... ... \n",
+ "19525 66.0 12/2006 Incumbent 53 \n",
+ "19526 66.0 12/2006 Incumbent 53 \n",
+ "19527 64.0 12/2006 Incumbent 53 \n",
+ "19528 67.0 12/2006 Incumbent 53 \n",
+ "19529 67.0 12/2006 Incumbent 53 \n",
+ "\n",
+ " SOC or O*NET-SOC 2019 Title \\\n",
+ "0 Management Occupations \n",
+ "1 Management Occupations \n",
+ "2 Management Occupations \n",
+ "3 Management Occupations \n",
+ "4 Management Occupations \n",
+ "... ... \n",
+ "19525 Transportation and Material Moving Occupations \n",
+ "19526 Transportation and Material Moving Occupations \n",
+ "19527 Transportation and Material Moving Occupations \n",
+ "19528 Transportation and Material Moving Occupations \n",
+ "19529 Transportation and Material Moving Occupations \n",
+ "\n",
+ " task_normalized n_occurrences \n",
+ "0 direct or coordinate an organization's financi... 1 \n",
+ "1 appoint department heads or managers and assig... 1 \n",
+ "2 analyze operations to evaluate performance of ... 1 \n",
+ "3 direct, plan, or implement policies, objective... 1 \n",
+ "4 prepare budgets for approval, including those ... 1 \n",
+ "... ... ... \n",
+ "19525 test vessels for leaks, damage, and defects, a... 1 \n",
+ "19526 unload cars containing liquids by connecting h... 1 \n",
+ "19527 copy and attach load specifications to loaded ... 1 \n",
+ "19528 start pumps and adjust valves or cables to reg... 1 \n",
+ "19529 perform general warehouse activities, such as ... 1 \n",
+ "\n",
+ "[19530 rows x 12 columns]"
+ ]
+ },
+ "execution_count": 4,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "# Update cluster mappings to include data from the merged_df\n",
+ "task_occupations_df[\"task_normalized\"] = task_occupations_df[\"Task\"].str.lower().str.strip()\n",
+ "# Some tasks are included multiple times, so we need to count the number of occurrences per task\n",
+ "task_occupations_df[\"n_occurrences\"] = task_occupations_df.groupby(\"task_normalized\")[\"Title\"].transform(\"nunique\")\n",
+ "\n",
+ "task_occupations_df"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### Load Task Mappings and Join"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "vscode": {
+ "languageId": "python"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "task_mappings_df = pd.read_csv(\"task_pct_v2.csv\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "vscode": {
+ "languageId": "python"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "100.0"
+ ]
+ },
+ "execution_count": 6,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "grouped_with_occupations = task_mappings_df.merge(\n",
+ " task_occupations_df,\n",
+ " left_on=\"task_name\",\n",
+ " right_on=\"task_normalized\",\n",
+ " how=\"left\"\n",
+ ")\n",
+ "\n",
+ "grouped_with_occupations[\"pct_occ_scaled\"] = 100 * (grouped_with_occupations[\"pct\"] / grouped_with_occupations[\"n_occurrences\"]) / (grouped_with_occupations[\"pct\"] / grouped_with_occupations[\"n_occurrences\"]).sum()\n",
+ "grouped_with_occupations[\"pct_occ_scaled\"].sum()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "## ANALYSES"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### TASKS"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "vscode": {
+ "languageId": "python"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "# Set style and increase font sizes\n",
+ "plt.rcParams['font.size'] = 12 # Base font size\n",
+ "plt.rcParams['axes.titlesize'] = 14 # Title font size\n",
+ "plt.rcParams['axes.labelsize'] = 12 # Axis labels size\n",
+ "plt.rcParams['xtick.labelsize'] = 11 # X-axis tick labels size\n",
+ "plt.rcParams['ytick.labelsize'] = 11 # Y-axis tick labels size\n",
+ "plt.rcParams['legend.fontsize'] = 11 # Legend font size\n",
+ "plt.rcParams['figure.titlesize'] = 16 # Figure title size\n",
+ "\n",
+ "# If you're using seaborn, you can also set its context\n",
+ "sns.set_context(\"notebook\", font_scale=1.2)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### OCCUPATIONS"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "vscode": {
+ "languageId": "python"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Title\n",
+ "Accountants 0.221690\n",
+ "Actors 1.061917\n",
+ "Actuaries 0.064102\n",
+ "Acupuncturists 0.030012\n",
+ "Acute Care Nurses 0.044965\n",
+ " ... \n",
+ "Wholesale and Retail Buyers, Except Farm Products 0.015058\n",
+ "Wind Energy Operations Managers 0.001987\n",
+ "Wind Energy Project Managers 0.005229\n",
+ "Word Processors and Typists 0.396742\n",
+ "Zoologists and Wildlife Biologists 0.046429\n",
+ "Name: pct_occ_scaled, Length: 749, dtype: float64"
+ ]
+ },
+ "execution_count": 8,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "grouped_with_occupations.groupby(\"Title\")[\"pct_occ_scaled\"].sum()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "### AUTOMATION VS AUGMENTATION"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "vscode": {
+ "languageId": "python"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "automation_vs_augmentation_by_task_df = pd.read_csv(\"automation_vs_augmentation_by_task.csv\") "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "vscode": {
+ "languageId": "python"
+ }
+ },
+ "outputs": [],
+ "source": [
+ "automation_vs_augmentation_with_occupations = grouped_with_occupations.merge(automation_vs_augmentation_by_task_df, on='task_name', how=\"left\")\n",
+ "assert(len(automation_vs_augmentation_with_occupations) == len(grouped_with_occupations))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "vscode": {
+ "languageId": "python"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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Tpugdv3TpUgFA5MuXT2ec5nvu06ePUCqVwsvLS7Rr1040a9ZMfP3110IIId68eSMCAwMFAGFtbS1q164tgoODRbFixQQA4eTkJM6ePauzbBMTE6FSqUTlypVF69atRfPmzYWPj48AIKysrMTx48cNxpP2HFiwYIEwMTERjo6O4ujRo1rjnj59KooUKSIACAcHB9G6dWvRsmVLYW9vL3x9fUXz5s31LjMrx0Tbtm0FALF+/Xqt4TNmzJCPlVatWmmNu3PnjgAgvL29tYZrvrexY8cKc3NzUaJECdGhQwdRu3ZtYWJiIgCIYcOG6eyj9GT2/Dt69KjBc+t///tfhtZp6Phbvny5ACBatmwpypYtK+zt7UWzZs1EixYthKurq3ysR0REyPMsXrxYtGnTRj5GUp/n3bt311r+d999J59P5cuXF8HBwaJmzZpy+fTZZ5/pxPq2ckYIIVavXi0AiIIFC4ratWuLDh06iHr16glra2sBQNSoUUPExcXpLPvBgweiZMmS8n5u0KCB6NChg6hVq5aws7OTz+sXL16I7t27C19fXwFA+Pv7a23jli1bdOK9d++e1rrCwsJE+fLlBQBha2srmjdvLtq0aSOcnZ3lYy3tPKnLl+7duwszMzNRt25d0a5dO/n4UCqV4uTJk1rzXbp0Sdja2goAolixYqJ169aibdu2okaNGsLa2lqUK1dO96Aw4ODBg/I+rF69ulCpVKJJkyaibdu2okCBAgKAyJ8/v7h586bWfGXKlBEAxJ49e/Qud9myZQKAqFOnToZj0Ry3q1evFjt27BAARO/evbWm2b9/vwAgOnfuLIT473rw8OFDremmTZsm7/d69erJ57HmWGzdurXOtTL18tK6c+eO/N27uLiINm3aiObNmwsbGxsBQFSsWFGEh4drzaPZt9WqVRNVqlQRVlZWcplWv379t+6PrVu3yvE8f/78rdNv3LhRABAKhULrHBZCiDVr1gilUikACA8PD9GmTRvRqlUrUa5cOSFJkk5Zcf78eVGwYEEBQNjZ2YkmTZrI10xLS0tRu3btDO03DUP3AZrhQ4cOFQqFQpQsWVJ06NBBBAQEyGXJyJEjdZaX2TJBU65aWVkJAKJNmzZa5/i1a9eEEOlf80+dOiUcHR3lfdi+fXvRqFEjYWFhIQCIhg0bivj4eK15slLmamTlej1lypR07z30adWqlQAgmjVrluF5UsvsubZlyxb5vgKAzjXlxYsX8rQbNmyQ92/x4sVFq1atRN26deXvsUePHjrxPHnyRC7LHR0d5fsPBwcHUaxYMdGyZcscu/8Q4u33/N98840AIDp16qR3/71+/VpYW1sLhUKhc40wJDY2ViiVSmFmZiZiYmL0TrNnzx5RqVIlOT5zc3PRvHlzsW7dOhEdHZ2h9QghxP/+9z/5ezREc1788ccfGV6u5hjo1q2bGDlypOjTp48YO3as2Lx5s97ruRBCrF+/XgAQc+bMkYclJCQIJycn4eXlJQ+bNWuWACB+++23DMdjiKYcN1S+HTt2TB6vue/WnPeffPKJ8Pb2Fg4ODqJ58+aibdu28rVLiP/2rUKhEFWrVhVt27YV1apVE5IkCRMTE7Fs2TKtddWoUUMAEL/88oveWC5evCj/tkhMTJSH5/Tvn8ePH8v3AI6OjqJ+/fqiVatW8jXSy8tL/r2rkZ2ycN++fcLe3l4AEK6urqJFixaibdu2okqVKsLMzEznXjQr8Wls375dABBBQUF6xxPR+4EJbiIiIiKif6WX4L5w4YL8cCD1QwjNgw5bW1vx559/6sx38eJFYWpqKiRJEqtWrdIat2PHDvmhYNrEQeoHggMHDtR6eHH58mXh4uIiAIgFCxZozTd//nz54dy5c+fk4Wq1Wn4Yam9vr/MAXbPtJiYmBh8SZeRhqqEH259++qkAIHx9fbUe6iUkJMgPY7y9vXUeGGv2gb29vU7iRxNP0aJFdeI4dOiQuHPnjs7w69evC3d3dwFA/PXXX1rjcjLBrVarxdOnT8Xq1auFk5OTACB++uknnXlTf89jx44VycnJOtN06tRJABBNmzYVz5490xr37bffCgCiSJEiIikpSWvcunXrRFRUlNYwtVot5s2bJwCIUqVK6SR90ia41Wq1GDNmjPzd3bhxQye+4OBgAUDUqlVL62FVWFiYqFatmrx9ac+rrBwTCxcuFEDKCwGp1alTR5ibm4vixYsLe3t7rX1haB7N96bvPNq/f7/80DFtMi09WT3/spKoSLsdhhLcmmTM69ev5XHh4eFygnbmzJla82XkPNi1a5eQJEk4OzuLw4cPa427ePGifI4dOnRIa1xGypmrV6/qLUvDw8NFUFCQACBmz56tNS45OVlUrlxZflCZdv/GxsbqPIw39DKHvnjTJiLat28vJzNfvnwpD4+MjBSNGzcWAISfn5/WPJr9qtm3qc+lpKQk0bNnT70PWnv06CEAiOnTp+vEFxMTo7P/05P64X3hwoXF/fv35XGxsbHyyw3Vq1fXmm/x4sUCgGjevLne5WoSK5s2bcpwLKkT3MnJycLd3V3Y2NhoJWM6d+4sAIgDBw4IIQwnuE+dOiUuXbqks47Hjx/LL49s2LBBZ7yhRIam3GrevLlWGfr8+XNRsWJFvQms1Pu2bNmy4p9//snwvhBCiEmTJsllXkbcv39fXp9m/wghxOnTp4WZmZmQJEn88MMPOteU0NBQcfr0afnvqKgoOanXrVs3ERkZqTV9RESE2Lt3r9aw9BJAQrw9wa2v3Dl06JCwtLQUAMSuXbu0xmWlTBDC8PmrYaisi4uLk+ft37+/SEhIkMfduXNHeHl5CQBi/PjxWvNltcwVImvX66xcNzTf9eeff57heVLL6XNN4+LFi0KpVAoLCwudciQ0NFROYK1cuVJrnCZhHxgYqLW/X716JWrWrJmj9x+pt8PQPX9ERISwsrIS5ubm4unTpzrjf/zxRwFk7gWDffv2CQCiSpUqb5321q1bYtq0aaJUqVJyrFZWVqJTp05i27ZtWseyPq1btxYAxPDhww1OU7ZsWQFAzJ07N8PbkPpeN+2nQIECel+8ffHihbCxsREFCxYUp06dEq9evRIjR44UwH8vGt+9e1eoVCoRHByc4VjS87YE96hRowSQ8lKE5mWD1Od9vXr1tI5DjUWLFsnX3QsXLmiNO3z4sLCxsRHm5uZaL5dprrsNGzbUG8uIESMEAJ2XIXPy949arRb+/v4CgOjVq5d48+aNPC4xMVFO2qd9uS2rZeGDBw+EnZ2d/Jso7fn37NkzrZdssxqfRlhYmJAkSahUKp11EdH7gwluIiIiIqJ/6UtwR0REiD/++EOuIeLm5qb1EFLzA97Qw0LNgzJDtSE0NRkbNGigNVzzMKhAgQIiNjZWZz7NQ7IiRYpoDdfE+cMPP+jMo1ar5QdTM2bM0LvtPXv21BunEFlPcMfGxso1rX7//XedeaKjo0W+fPkEALFmzRqtcZr9q2974uLi5AchDx48MBhTWpqE5+jRo7WGZzfBbehTpEgRsX37dr3zar7nokWL6iSohUh5sC9JknBzc9N6cJNakyZNBACxbdu2DMesqRly5coVvfEsX75cxMbGinbt2skJL321Ch88eCAUCoWQJElnWUIIce7cOb0PmLN6TOirjR0TEyOUSqWoXbu2GD16tACg9TKEoVrfmu/N0LnZqFEjAUDnxZT0ZPX8y80Et5WVlXjy5InOfOvWrRMARN26dbWGZ+Q80CQAN27cqHf8hg0bBJBSczK1jJQz6blx44beB/2a2q8FChTQSdAZktUE9/379+VjPu2DaiGEePTokVwLMXWty9QJbn3H/D///COAlFrcqZMQmvNbXysNmZX64f3WrVt1xj979kyoVCqd2GNiYoSTk5NQKBQ6NaH+/PNPAUAUKlRIbxlmSOoEtxBCTJgwQQAQK1asEEKkXHstLS2Fj4+PnNjTxJ6Zl052794tAIi2bdvqjNOXyDh69KgAUloB0JegOn36tABSauGljiP1vtW0RpAZ/fv3l8vajIiLi5PXl7ps09RYHTJkSIaW89133wkgpRWGjH5/b0tWvi3BXaFCBb3zaZIRae+H0mOoTBAi6wluTY1xNzc3vbVLNbXnbWxstO7Pslrmvo2h63VWrhuasintS105IbPnWmqal4Y0LdekderUKQFAVKpUSR4WGhoqJEkSCoVCrpWf2qVLl4QkSTl2/5F6O9J7QWDgwIECgJg2bZrOuOLFiwsAYvfu3QbnT+urr74SQMoLKJlx+fJlMWHCBLn1KSClhmvfvn3FwYMH9b5Q2aBBAwFATJgwweByNS1Q6XtRw5A5c+aI77//Xly+fFm8efNGPHv2TOzZs0delpmZmU55IYQQP/30k849dYkSJeQWNBo2bCjs7Ox0zrfM1FpPTV+CW61Wi/v374vp06cLU1NTAWi35KU5783MzPQmlpOTk4Wbm5sAoPVyUWqzZ88WgHay+s2bN0KlUgmFQiEePXqkNX1CQoL8ovPly5czvH2Z/f2zc+dO+fqQ+kXr1NtWunRpAUDrxZesloXDhw8XQMZfAMlqfKlpWq/Rdz9HRO8H9sFNRERERJRG6j5Z7e3t8cknn+DOnTvw9fXFjh07YGVlpTNPcHCw3mVp+no01G9er169AABHjx7V26dju3btYGFhoTO8e/fuAFL6ZtX0g/fo0SPcuXNHa3xqkiShR48eAFL6VdXH0HZkx+nTpxEVFQVHR0c0a9ZMZ7xKpUKHDh3SjUvffEqlEj4+PgCgty+3qKgo/Prrrxg/fjz69u2LkJAQhISEYNOmTQCQo/1aAkC5cuXQvXt3+dO8eXMUKVIEt27dwsiRI3Hq1CmD87Zs2RImJiY6w3fs2AEhBBo3bgwbGxu982r6+NPXL93t27cxd+5cDB8+HL169ZL3wbNnzwAY3gcvX75EvXr1sGHDBrRu3RoHDhyAi4uLznRHjhyBWq1GxYoVUbJkSZ3x5cuXR9myZXWGZ/WY8PHxgbe3N+7duycf60ePHkV8fDwaNGiA+vXrAwD27dsHABBC4MCBA5AkCfXq1dO7rfrWDwAlSpQAoP/Y0icnzr/cULlyZRQoUEBneGa3T+Ply5c4deoULC0tDe679I5J4O3lTHJyMvbv349p06Zh4MCB6NGjB0JCQuT+htMet7t27QKQ0j+otbV1ZjYn0zTHfIUKFfQe2wULFkTDhg0B6P+eTU1N0ahRI53h+fPnh4ODA+Lj47X6jKxatSoAYMCAAdi9e3e6/XFmlL29vdyHc2qurq5ybKn7T7a0tETfvn2hVqsxf/58rXnmzZsHAOjfv7/eMiyjNNfdZcuWAUjpKzg2NlbuQ/dt4uPjsW3bNkyePBn9+/eXj5mFCxcCyHh5r9nuRo0aIV++fDrjK1WqhHLlykGtVuPw4cM6411dXVGrVq0MrSs7hBA6w5KTk7F3714AQN++fTO0HM2506tXr2x9f5nRrVs3vcM15eaxY8d07ocyWyZkh+YY6NChA5RKpc741q1bw8HBAZGRkThz5ozO+KyWuVm9Xue1nDrXNNRqtdzPe/v27fVOU7lyZVhbW+PcuXNyGXj06FEIIVCxYkUUL15cZ57SpUvn6P1Hauldw4YOHQpJkrBw4UIkJSXJw/fv34/r16+jWLFiaNCggcH509J8/05OThmeBwBKlSqF6dOn49atWzh9+jRGjRoFa2trLFq0CHXq1EGhQoXk/Z7bRowYgaFDh6JUqVKwsbGBq6srGjRogGPHjqFFixZITEzE8OHDdeYbMGAA/vzzT4waNQp9+/bFvHnzcPr0aTg4OGDNmjXYvXs3Zs+ejQIFCiAmJgaDBg2CnZ0drKys4OLigsmTJ+v9bZURmt+BCoUCnp6emDhxIpKSktCpUyfMnj1bZ/oKFSrIv0lSO3fuHJ48eQJfX1+tPrxT03fPZGNjg+DgYKjVaqxatUpr+j/++AMvXrxA1apVUapUKZ3l5dTvnz/++AMA0KZNG5iamuqMVygUCAgI0IldI7NloeZ6lNHrV3bjA/47rzTnGRG9f3TPfiIiIiKij5y/vz8KFy4MADA3N4erqyuqV6+ORo0a6f0BDQBeXl56h2t+vHt7e+sd7+vrCwCIi4tDWFgYXF1dtcYbms/GxgZOTk4ICwvDo0eP4ObmJq/LyckJtra26a7P0ANWQ9uRHW/bBxmJy8PDQ+9wzXamTfps27YNPXr00EoUpfXmzRvDQWdBy5YtMXXqVK1hQgjMnz8fgwYNQp06dXDt2jW922Jov9+9excAsHTpUixdujTd9b948UL+/+TkZAwePBgLFy7UmwjRMLQPxo0bh6SkJAQFBeHXX3+FQqH/3ehHjx4BSP+79fb2xsWLF7WGZeeYqF+/PhYvXox9+/bB19dXTmY3aNAAZcqUgVKpxL59+zBhwgScO3cOYWFhqFChgsGHw5k9tgzJifMvN+TU9mncu3cPQgjExsbqTf6klvqYTC29cubWrVto1aoVrly5YnCatMft/fv3AUBvkiOnZbc8K1CgAMzMzPTOZ2tri1evXml9J6NHj8axY8ewb98+NGrUCGZmZihXrhwCAgLQoUMHVKlSJdPb4OXlZTBprNkuzbmtMXDgQHz11VdYunQppk6dCgsLC7x48QK//vorlEol+vTpk+k4UvP19UVAQACOHDmCO3fuYNmyZVAoFAZfDkvt5MmTaN++PR48eGBwmoyW9xn9fi9cuKD3+83qNdTZ2RlAxh+yP3/+XP5/zctHYWFhiI6OBgAUK1YsQ8vJy3NHw9C+1QyPjY3Vuh/KSpmQHW87BiRJgre3N169eqX3GMhsmZvd63VmuLi44OHDh1rHT2bk5LmmERYWJs9TqFChDE1fsGBBuYxK75zz8vLChQsXtIblxD1peussVqwYgoKCsHv3bmzdulVOhmteBho4cGCGXtrReP36NQAYvK/IiEqVKqFs2bIIDAzEp59+iitXruDJkye4ceMGGjduLE+neZFSU47oExUVle14NCRJwmeffYbffvsNFy5cwMOHD3WOgerVq6N69epaw8LDwzFixAjUqlVLvvZ06dIFv/32G0aNGoWaNWti69atmDZtGqKjo/HNN99kOjbNCzeSJEGlUsHb2xuNGjVC6dKl9U7/tvv4O3fuvPV7T3vP1LNnT6xatQorVqzAuHHj5OHLly8HAPmlydRy8vePJvZJkyZh0qRJmYodyHxZmNnrUXbjSx3Lq1evMrROInr3MMFNRERERJRG7969M/RQPTVLS8vcCSYD0nsgmlnG3I70GEqw6vP48WO0b98esbGxGDNmDDp37gwvLy9YW1tDoVBgz549aNiwYY7uN0MkScLAgQOxdOlSnD17Fj/++CO++uornekM7Xe1Wg0gpSZ0uXLl0l1XtWrV5P///vvvsWDBAuTPnx9z5syBn58f8uXLJ7cG0KlTJ/zyyy8G90Hbtm2xdetW7Nu3DytWrEDPnj0ztL15QZPg3rt3L/r164d9+/bBwcEBlStXhkKhgJ+fH44fP46YmBg5+a2p2a1PZo6t91FOb5/mmLS2tkabNm2ytIz0ypng4GBcuXIFTZs2xZgxY1CyZEnY2trCzMwMCQkJb02qv+sy+32oVCrs3bsXf//9N3bt2oUTJ07gxIkTOH36NObMmYOBAwfKiZOclLZscHd3R+vWrbFhwwasX78e3bt3x5IlSxAfH4+uXbvqbeEhs3r27InDhw9jxIgROH36NIKCgt6a8IqJiUHLli3x7Nkz9OjRAwMGDEDhwoVha2sLExMT3Lx5E8WKFcuT8h7I+jVUU7Pv3r17ePHixVv3p6ZFEIVCgQoVKmRpnblFU0ZkR+rv630rEzJ7jmf3ep0ZlSpVwsOHD/H3339net7cOtdSHy/6Wj9JK+33nV7SMDOJ5Mx423k+bNgw7N69G/PmzUNwcDAePnyI33//HdbW1pn+fWFvbw8gay84JCcn48CBA1i/fj02b94sJ/FKliyJjh07ol27dlrTa5K06b3AkJEXCzJDU5tXs+yMvOTwv//9D2/evMGiRYsgSRJu3LiBLVu2oFOnTpg1axaAlNZ5rly5grlz5+Kzzz7LdOsuK1asyNT0b7uPz58/v9y6iyGaF500AgIC4Ovri5s3b+LEiRPw8/PD8+fPsWPHDlhYWMgtDWjk9O8fTew1a9aUX/owRF9N8ty+v85ufMB/L5A4ODjkbHBElGeY4CYiIiIiykUFCxbEnTt3cPfuXb1v/WvePrewsICjo6PO+Hv37uldbmRkpPx2vru7u7wu4L/aMPpqV2jWp5k2L2jWZWhbgJyNa9u2bYiNjUWrVq3kB12p3bp1K9vryCwfHx+cPXsW165dy9R8mgd9/v7+mDt3bobn27BhAwBg4cKFepsifts+CAoKQv/+/dG0aVP07t0bUVFRGDp0qM50mu8rNDTU4LL0jcvOMVGvXj1IkoSDBw/i+fPnOH/+PFq1aiU/SKtfvz4OHjyII0eOZCjBnVPe1fMvp2mOSU1z0jn5APP69eu4ePEiXF1dsWXLFp0WMwwdt5paQtevX8+xWAzRfHea71Kf3Pieq1SpItfWTkpKwtatW9GtWzf89NNPCA4ORp06dTK8rIycr5rrSmpDhw7Fhg0bMG/ePHTp0gULFiwAAAwePDjjG5KO4OBgDBkyBNu2bQOADL1Yc+TIETx79gwVK1aUmzdPLbPlvbG+37p168LGxgaRkZFYtWoV/ve//6U7vabJ2lq1askJMCcnJ6hUKsTExODGjRsGaxqm5uHhgWvXruH69esZLifNzMyQmJiIyMhIvV1naGrhGWKo3NccexYWFnKLG1ktE7IjI8eAZhty4hjI7vU6M1q0aIGtW7di9+7dePbsmd5m+A3J6XNNw9nZGZaWloiNjcXXX3+tk+QzxBj3HxnVqFEjFC1aFIcOHcKVK1ewdu1aJCcno2vXrpmu+axpySC9GrmpqdVqHDlyBOvXr8emTZvkmqteXl7o168fOnbsqLfpdgCoWLEigJRm3PW5e/cuwsPDASDHXqxJvV2GuuJJ7eDBg1ixYgWmTp0q1/Q9f/48AMDPz09r2po1a+Kvv/7C1atX5e4+8prmnsnJySnTSXNJkhASEoJJkyZh+fLl8PPzw88//4ykpCS0a9dOLvs1cvr3jyb2Fi1aYNSoUZmaNys8PDxw48YNXL9+XW5JLT05EZ/m+MtMWUhE75YP+1V1IiIiIiIj0/SrZuihhuYhYa1atfQ2f/7rr78iPj5eZ/jq1asBAIULF5YfwLm7u8tvsOtbnxBCHp6ZZIiGubk5AGj1KZgRmr4Tw8PD8fvvv+uMj42Nxbp167IcV1qah2+enp4644QQWLt2bbbXkVmavpkzW4NE03Tk77//nqmmpNPbB1euXJEfBqYnICAA+/fvh4ODA4YNG4aZM2fqnUaSJJw9e1ZvcvHChQs6zZMD2TsmnJycUL58eYSHh+Orr76CEEKrP0tNkmb79u04duwYlEplnvSJm9vnX15523nu5uaGsmXLIjIyUu4vMadojls3Nze95eHPP/+sdz5Nv9G//PJLuk2rppbV8iwgIAAKhQLnz5/XafoWAP755x95v+TW92xqaorg4GC5NlhGzufUIiIi5CRyai9evJBj11y7UvP390elSpXw999/Y+LEiXjw4AGqVKmSY4kDlUqFkJAQODk5wdvbGy1btnzrPJpjxlBTqIaOGUM0271r1y69zYWfO3cO58+f1+rbMyfY2tpi0KBBAIDp06enmyTevn27/P2NHz9eHm5iYiKXhYsXL87QejXnzrJlyzLcV63mnkPfC1sXL17Ew4cP053f0HeiSdrXrFlTPv+zWiYAWT/HNcfA+vXr9V53t2zZglevXsHGxsZgn7qZkRPX64zS1OhMSEjAgAED3lrb/syZM4iNjdWKMyvnmqZbBn3fRerjVpPsz4hatWpBkiScOXMGN2/e1Bl/9epVvWV0XtyTSpKEIUOGAADmzJmDJUuWAMjay0CapPPVq1cNTiOEwIkTJzBs2DC4u7ujTp06WLBgARQKBQYPHozjx4/j7t27+OKLLwwmtwGgSZMmMDc3x4MHD3D8+HGd8Zr75+rVq8PNzS3T26KPZl/b2tq+tWuF+Ph49O/fHyVKlNBqsltTUz/t9V/zd27V5M+IKlWqwNnZGVevXk23mwVDQkJCoFAosGHDBsTExKTbPHlO//7R/Ab59ddf86QVFM31KKPXr+zGFxYWhqdPn0KlUmm1JEBE7xlBRERERERCCCE8PT0FALF8+fIMzwNApHdbffHiRWFqaiokSRKrV6/WGrd7926hVCoFALF7926tcd27d5eXPXjwYJGUlCSPu3r1qsiXL58AIObNm6c13/z58wUA4ezsLM6fPy8PV6vV4vPPPxcAhL29vXj+/Lnebb93757BbVm5cqUAIFq2bGlwmtq1awsA4uDBg1rDP/30UwFAFC5cWISGhsrDExISRJ8+fQQA4e3tLeLj47Xme9v+1be+zZs3CwDC3d1dPHnyRB6elJQkJk6cKC+zdu3aWsu6d++eACA8PT0Nri+9GKZMmaIzTq1Wi59++kle59q1a7XGa77n9I65Nm3aCACicePGer+fqKgo8fPPP4unT5/Kw5o3by4AiD59+ojk5GR5+JMnT0TFihXleNKuV188Fy9eFPnz5xcAxKeffqqz/tatWwsAIjAwULx+/VoeHh4eLvz8/AyuK6vHhBBCjB49WgAQFhYWAoC4ffu2PC45OVnY29vL4+rUqaMzvxCGj1WNKVOmGPxeDcnq+ZeVdaXdjrTzLl++XAAQ3bt31zufoeM9ISFBmJubCxMTExEWFqZ33t9//10AEK6uruL333/XGa9Wq8XJkyd1yrW3lTMvXrwQJiYmwsTEROd7+f333+XyMm2ZkJycLCpUqCCfJy9fvtQaHxsbK3bs2KE17LPPPhMAxPDhw/XGkl687du3FwBEtWrVtNYVFRUlmjZtKgAIPz8/rXkyUr7oW9+8efPE9evXdab9559/hLu7uwAgNm3aZHCZqR08eFDef0WKFBEPHz6Ux8XFxYm2bdsKAKJq1aoGl7Fq1Sp5GQDEypUrM7TutDTHbdrrYno060wd99mzZwUAYWNjI65cuaI1/cKFC4UkSQb3u6HrS7Vq1QQA0aJFCxEdHS0Pf/HihahSpYoAIDp16qQ1j2bfpr2uZEZcXJyoXLmyXPYdP35ca7xarRarV68WKpVKABBDhgzRWcapU6eEqampUCgUYt68eUKtVmuNDw0NFadPn5b/joyMlI+jHj16iKioKK3pX79+Lfbu3as1rHfv3gKAaNKkiYiLi5OH37t3T5QvX17er2nPYc13DkDMmjVLa9zRo0fl7frjjz/k4VktE4QQok6dOgKA2Lp1q844Tbz6jo24uDjh4eEhAIgBAwaIxMREedzdu3eFt7e3ACDGjx+vNV9Wy9ysXq+zet04deqUfH1s1qyZuHv3rs40YWFhYuLEiUKpVIpXr14JIbJ3rmn2WerrYmpnzpwR5ubmQqVSiRUrVmjtB41Lly7plHWafVe3bl3x5s0beXhERIQICAjI8fuPt92TphYZGSns7OzkeQzdi7xNbGysUCqVwszMTMTExOidZvr06fJ67OzsREhIiNi9e7fWb4eMGjZsmAAgypYtq3V9O3PmjLC2thYAxLZt23TmGzt2rChWrJgYO3as1vBz586J3377Tes8EiLlur1kyRL5WJw4ceJbY5swYYKQJEkcO3ZMa/itW7fkmDX76MWLF8LV1VVYWFjolGuGpL5GZtTbznshhPjxxx/l6+7Ro0d1xiclJYn9+/eLP//8U+/8DRs2FADk78bDw0PvOZLTv3+Sk5Pla1737t117l2FSLnXnz9/vtb3m9Wy8P79+8LGxkYAEBMmTBAJCQla4589e6a1/7Ian4bmXjYoKEhvnET0fmCCm4iIiIjoX7mR4BYi5cGfQqEQAETFihVFp06dhL+/v/wwcOrUqTrzaBKN/fv3FxYWFsLb21t06NBBNGzYUJibmwsAolWrVjoPr9VqtejatasAIExNTUW9evVEx44dRbFixQQAYWlpqZPoSb3t6SW4nz59KqysrAQA4e/vL0JCQkSvXr3EsmXL5GkMJQ3j4uJEvXr15BiaNGki2rdvLz9EdnJy0nrontH9q299iYmJolKlSgKAsLa2Fp988olo166d8PT0FGZmZvKDzZxOcJcrV050795d/rRo0UIUKVJE3oauXbvqfF8ZSXC/efNG3nfm5uaiSpUqol27dqJt27aiSpUq8vFw7do1eZ6TJ0/KwwsXLizatWsnGjVqJCwtLUWpUqVEq1at9K7XUDy3bt2Sv6uBAwdqbcc///wjfH19BQDh6OgoWrduLVq1aiXs7e2Fr6+v/AA67TKzekwIkfJyiGa/ent764zXbB8AMWPGDL3LyI0Ed1bPv3cpwS2EEMHBwQKAKFSokOjYsaPo1auX6NWrl9Y033//vTA1NZWPsU8++UR06tRJNGjQQLi6ugpA94WIjJQzmge4CoVC1K5dW3Ts2FFO8qR+QJtWaGiovJ9VKpUICgoSHTt2FAEBAcLOzk5nOy9cuCAUCoVQKBSifv36okePHqJXr17it99+e2u8L1++FOXKlZOTCS1bthTBwcHCxcVFPibTzpPVBLdmPd7e3qJZs2aic+fOIigoSFhaWsqJHX0PbvXRPLyvUaOGqFatmlCpVKJp06aiXbt2ws3NTQApLy3oS6hrxMfHyy9Yubi4aCU4MyOnEtxCCNGiRQu5fAwKChIdOnQQxYsXF5IkiQkTJhjc74aOpTt37sjfhaurqwgODhYtWrQQtra28nU8PDxca56cSHALkZKYa9SokRxbmTJlRLt27USrVq3kRLRCoRBjxozRuZ5orFy5UpiZmcnbHRwcLFq3bi3Kly8vJEnSKSvOnj0rv8Rkb28vPvnkE9G+fXvh5+cnLC0tdbbp7t27wt7eXk60tGnTRgQEBAhLS0tRv359+cUmQwnuoUOHCoVCIUqVKiU6duwoateuLd8jDRs2TGd7slomzJ07V74PaN26tVyOaY7v9M7JU6dOCUdHR3l8+/btRZMmTeRkXMOGDXWSn1ktc7N6vc7OdePUqVPyMS5JkqhYsaIIDg4W7dq1E9WqVRMmJiYCgPDx8dFKqmb1XBs1apQAUl7+ateunfxdpE6gbtiwQX7Jwd3dXQQFBYnOnTuLxo0by8d++/bttZb7+PFj4eXlJd8zaO4/HB0dRZEiReT7jzVr1mjNl1v3pGkNHz5cniejLyLpo9kOffcPQggxa9YsERwcLDZv3pzlMlkjOjpa1KhRQwAQDg4Ook2bNqJRo0ZymTJy5Ei982nuH9Me/1u2bJGXVa9ePdGpUyfRpEkTeV8DEB07dnzrdezy5cvCzMxM9O/fX+/4jh07ytfKNm3ayGXauHHjMrztuZXgFuK/FzMBiFKlSokWLVqIDh06iMDAQLk8nT9/vt55161bJ88LQEyePFnvdLnx++fx48fyi0tWVlbCz89PdOjQQb6maMqK2NjYDO+T9Na3e/duOcmdL18+0bJlS9G2bVtRtWpVYWZmprPMrMSnMXToUAFA/PTTT3rjJKL3AxPcRERERET/yq0EtxApDzCDg4NF/vz5hampqXBychKffPKJ2LNnj97pUycaz549K5o1ayacnJyEUqkUpUqVEnPmzEn3YdDatWvlhyZmZmaiUKFCIiQkxGDiIiOJJyGEOHLkiKhfv75wcHCQH0inftiQXtIwMTFR/PTTT6J69erCxsZGmJubC19fXzFkyBDx6NEjvet72/41tL7IyEgxfvx4UaxYMWFhYSFcXV1Fy5YtxenTpw0mIrKb4E77MTMzE25ubqJ58+Ziy5YteufNSIJbiJRaCmvXrhVNmjQR+fLlE2ZmZsLJyUmULl1a9OjRQ2zZskWnpsPFixdF8+bNRYECBYSFhYUoUqSIGDNmjHjz5o3B9aYXz4MHD0TRokUFANGtWzetmkEvX74UQ4YMEe7u7sLc3Fy4u7uL/v37ixcvXqS7zKwcE0IIERMTI9fc69Onj874efPmyd/DX3/9pXcZuZHg1sjs+feuJbjDwsJEv379hIeHh/xQW995eOnSJdG3b19RpEgRYWFhIVQqlfDx8RENGzYUP/zwg3j8+LHW9BkpZ9RqtVi6dKmoVKmSsLa2FnZ2dqJmzZpi3bp1Qoj0y4TIyEgxa9YsUaVKFWFjYyOUSqXw9PQUzZs3l+dPbcuWLcLf31/Y2NjILxyl3o/pxRsdHS2++OILUb58eaFSqYSFhYUoUaKEGD9+vE7yU4isJ7i3b98uBgwYICpUqCBcXFzk8yswMFCsXLlS57xPT+qyLyoqSowePVp4e3sLc3NzkS9fPhESEiIePHjw1uVoarBnJnGQVk4muBMSEsRXX30lypQpI1QqlXB0dBRBQUFiz5496e739I6lsLAwMW7cOFGiRAn52K5QoYL48ssv9daizKkEt8Yff/whOnToIDw8PISFhYWwtrYWxYoVEwMGDBAXL1586/xXrlwRvXr1Et7e3kKpVAo7OztRsmRJMXjwYJ3at0Kk1HacOHGiKFOmjLCyshKWlpbCx8dHtG/fXuzatUtn+qtXr4rWrVsLBwcHoVQqRbFixcT06dNFQkKCwbI19fD9+/eLevXqCTs7O2FpaSkqV64sVqxYoXdbslomJCcniy+++EKUKlVKTkynjutt5+SDBw/EoEGDhI+PjzA3Nxc2NjaiRo0aBmsDZqfMzcr1OjvXDSFSXlZZsmSJaNasmShYsKBQKpXyC5XBwcHil19+0SlfsnquxcbGijFjxojChQvLyXx9Zeu9e/fEiBEjROnSpYWVlZWwsLAQnp6eIjAwUHz55ZdarbVoPH/+XAwaNEi+/yhUqJAYNGiQCAsLE3Xr1hWAbitJQuTOPWlaO3fuFEDKy2JZqU2tsWfPHgFAtGvXLsvLyIz4+HjxxRdfiNKlSwtLS0thZ2cnAgICxIYNGwzOYyjBfffuXTF8+HBRs2ZNUbBgQWFhYSGUSqXw8PAQwcHBWi02GKJWq4Wfn59wc3MTERERBmP+9NNPhbu7uzAzMxM+Pj5i9uzZBl8E0ic3E9xCCHH8+HHRuXNn4enpKZRKpbCxsRFFixYVLVu2FEuWLNF77yBEygsZmhduJEnS2+qCRm78/omLixMLFiwQderUEU5OTsLU1FS4urqK8uXLi0GDBumcX9kpC4VIqck9bNgweRusra1F0aJFRc+ePfXWcs9sfEKklGXOzs7C1tZWREZG6o2DiN4PkhBCgIiIiIiI3ikhISFYuXIlli9fjpCQEGOHQ0REhIiICLi7uyMuLg737t1DoUKFjB1SlsTExMDKygoqlSrD/bZT9gQGBuLw4cM4ePCg3j7eiXJSREQEfHx88Pr1azx79gzOzs55HkOXLl2wZs0azJw5U6vP6MwSQqBs2bK4desWHj16ZJRtIfqQbNq0CcHBwRgxYgTmzJlj7HCIKBsUxg6AiIiIiIiIiIjefV988QWio6PRrl279za5DQAnT54EABQrVszIkRBRdpw6dUpn2IsXL9C9e3e8evUKTZs2NUpC+NKlS1i/fj2sra3Rr1+/bC1LkiTMmTMH8fHx+PLLL3MoQqKPk1qtxmeffQZHR0dMnDjR2OEQUTaZGjsAIiIiIiIiIiJ6N504cQLLli3DvXv3cODAAahUKkyfPt3YYWXJ1q1bsXLlSuzduxcA0KNHDyNHRETZUa1aNbi7u6NEiRJwcnLC48ePce7cOURFRcHDwwNz587N03h69+6N6Oho7Ny5E0lJSZg4cSIcHR2zvdwGDRqgZcuWmDdvHoYPHw53d/cciJbo47N27VpcunQJ8+bNy5Fzk4iMiwluIiIiIiIiIiLS6+bNm1i6dCksLS1RvXp1zJo1Cz4+PsYOK0vOnz+P7du3w9PTE3369MHgwYONHRIRZcPEiROxf/9+XLhwAa9evYK5uTl8fX3RtGlTjBw5Ek5OTnkaz9KlS6FQKFCoUCGMGjUKY8aMybFlb9myJceWRfSx6tKlC7p06WLsMIgoh7APbiIiIiIiIiIiIiIiIiIiei+wD24iIiIiIiIiIiIiIiIiInovMMFNRERERERERERERERERETvBSa4iYiI8ljt2rVRu3ZtY4dBRERERERERERERPTeYYKbiIgojz18+BAPHjxAcnKysUMhog9YcnIyIiMjWdYQUa5jeUNEeYFlDRHlBZY1RJQXWNZkHxPcRERERqBWq6FWq40dBhF9wNRqNaKjo1nWEFGuY3lDRHmBZQ0R5QWWNUSUF1jWZB8T3EREREYgSRIkSTJ2GET0AZMkCWZmZixriCjXsbwhorzAsoaI8gLLGiLKCyxrsk8SQghjB0FERPQx8fHxAQDcvXvXyJEQEREREREREREREb1fWIObiIiIiIiIiIiIiIiIiIjeC0xwExERGUFycjISExONHQYRfcASExPx9OlTljVElOtY3hBRXmBZQ0R5gWUNEeUFljXZZ2rsAIiIiD5Gz2Ij4bhmImJEco4vWyrnm+PLJKJMKO9j7AgAACq1QEm1GlfVCsSo2acTEeUeljdElBdY1tDH4tYPzYwdgl7epT6SunLCEkguAZhcA6RYY0dDRB8qYQmUvWbsKN5rH8lViYiIiIiIiIiIiIiIiIiI3ndMcBMRERERERERERERERER0XuBCW4iIiIiIiIiIiIiIiIiInovsA9uIiIiI0gQaiTlQv/bREQasabAJWcFEkyMHQkRfehY3hBRXmBZQ0R5wRRxcDa5AhMkGDsUIvqAmSIOzs7OMDHhjU1WMcFNRERkBOLfDxFRbhGShHje7RNRHmB5Q0R5gWUNEeUFSRIwRbyxwyCiD5wkCZia8sYmO9hEORERkRGYShLMeRkmolxkniTgHaGGeRJfpyGi3MXyhojyAssaIsoLScIcEWpvJAlzY4dCRB+wJGGOiIgIJCUlGTuU9xafrBMRERmBCSSYSpKxwyCiD5ipAJziBEz5DJiIchnLGyLKCyxriCgvCJggTu0AATYbTES5R8AEcXFxEII3NlnFBDcREREREREREREREREREb0XmOAmIiIiIiIiIiIiIiIiIqL3AhPcRERERERERERERERERET0XjA1dgBEREQfoyQIQKiNHQYRfcASFcATawmJfKWViHIZyxsiygssa4goLyiQBCvFP1AgydihENEHTIEkWFlZQaHgjU1WMcFNRERkBMlCQEAYOwwi+oAlmkh4Yi0ZOwwi+giwvCGivMCyhojygomUCBvpH2OHQUQfOBMpETY2NsYO473GVwOIiIiMQCHxIkxEuUuhFrCNF1Co+TINEeUuljdElBdY1hBRXlALBeKFDdSCT22IKPeohQLx8fFQq9nCZ1axlCYiIjICMyhgIZkYOwwi+oBZJANFX6lhkWzsSIjoQ8fyhojyAssaIsoLyVDiVXIRJENp7FCI6AOWDCVevXqF5GTe2GQVE9xERERERERERERERERERPReYIKbiIiIiIiIiIiIiIiIiIjeC0xwU64KDQ2FJEmYOnVqhufx8vJCYGBgrsVE2TN16lRIkoTQ0NAMTZ+VY4CybsWKFZAkCYcOHTJ2KAZJkoSQkJBcWXZISAgkScqVZafG45qIiIiIiIiIiIiIyDiY4P7AHDp0CJIkYfr06Qan8fLyQuHChfMwKl1Tp07F1q1bjRqDMWmSkKk/NjY2qFq1KubOnWv0fhdWrFiB7777LsPTnz9/HlOnTs1w0puMS1NOZPTD7zV3CABqYewoKCfUsi6Arb6N8aB0NyRVHIDmdl5a45d61kFSxQFanz98P0l3mdYKM3zj7o87pbogsnwfHC3aCpVVLlrTjHQthydlQvCkTAhGuJbTGldV5Yq/igfDBLn/wge9u9QSEGea8i8RUW76kMubyZIvkhQNtT6XJX95/H6pis74eVLJty63OKywRaqAMKkuXkv18KdUHYVgIY//WiqG51Jd3JMC0BEFtOZtg3zYKlXIuY0kek98yGUNEb1LBEykeKQ8uaFc5zUaqHoMqPMCqP0AKLcBUBUxPH2F34AGcYBLM8PTSKZA4elA9dNA3TAg4C5QaimgTHVPJZkDpZYBdZ4DfpcAx7ray/AcARSbk71tI0qXgImJSbaWEBYWBldX13fu+f3Vq1fh7u6O6OjoXF2Paa4unciAzz77DN27d0fLli2NHYpRDRgwAH5+fhBC4PHjx1i+fDmGDBmCy5cvY8GCBUaLa8WKFQgNDcXw4cN1xk2cOBFjx46FUqmUh50/fx6fffYZAgMD4eXlpTW9p6cnYmNjYWrK4uZdUaJECaxevVpr2ObNm7Flyxb07dsXtWrV0hrn4qKdVHuXLV682KjnTmYkCDWSYNyXWShnWCnMcDEmDMtfXscm30Z6p9n1+gF63T8g/x0v0v/uF3kGopSFI0Lu78eTxGh0diyK3UWaoczV9XiSGI0ylo6Y6lYFLW7vhCQBv/k2wd43D3E5LhwmkDDPIwADHhxGMn+Qf9TiTCVcds7ejyUiooz40MubyyISDcVp+e+kNNfXxeIhporb8t8xb7nH84ElDktVsRyP8Zm4jTdIQklYIw5qAEBTuKADCqCxOI3CUGGJVBp7xEuEIRG2MMU0qYhWPEQfiw+9rCGid4OZFAcXkyvGDuPj4VALeLgQeHP638T050DFP4AT5QF1jPa0HkOQoRcPTFSAbQXg3hdA5EXAzAEo9jVQfiPw178vKrr3SpnmVG3AuSFQZgVw2CNlnIUXULAn8Jdfzm0nURpmUly2n7vPmDEDLVq0gJeXF8LCwtC5c2dcvHhRTny3aNECM2fOhK2trd75Q0NDMW3aNBw4cABPnz6Fm5sbunTpggkTJsDc3Fyeplu3bjhz5gwqVaqEVatWaeWAmjZtih49eqBNmzbysJIlS6J69eqYM2cOJk2alK1tTA8zTkQZ9ObNG4MFQVb5+fmhS5cu8t8DBgxAyZIlsWjRInz++edwdXXNs1gyytTUNFPJakmSYGFh8fYJ3yHG3L95IV++fFrHHQDcvn0bW7ZsQY0aNXTGvU/MzMxgZmZm7DDoI7PrzQPsevMg3WniRTKeJcVmaHkWkgla2/ug9Z2dOBr1DwDg839O4xM7L/R3LoXJ/5xCMaUDLsWG42DUYwDApdgwFLOwx+W4cIzKVx5Ho/7B6ZgX2dswIiIiApCS0H6GBIPjY6BOd3xa06Qi2ImXGCtuysPu4r/7hOKwwmGE4wze4AzeYA6KwxuWCEMivpSKYqF4iIeIy9rGEBEREb1LzjXX/vtKHyDwEWBbEYg49t9w67KA57CUBHXt++kvM+kNcDZNy3nXRwDVjgMWhYC4h4BVceDFdiD6GhB7Dyj6JWDmDCS+BEr8ANyaACRH5sw2EuWCmJgYLF26FLt37wYAKBQKtGjRAtOnT4eLiwtu376NQYMGITw8HGvXrtW7jOvXr0OtVmPhwoUoXLgwLl++jD59+iA6Ohpff/01AOB///sfChYsiKVLl2LixIkYNWoUNm7cCABYv349FAqFVnJbo0ePHujTpw/GjRuXa5Uf2UQ5ye7cuYOQkBC4ubnB3Nwc7u7uGDhwIF6+fKk13ZMnTzBq1ChUrFgRjo6OUCqVKFq0KCZMmIDY2PQf3muaRgaAlStXajWDnNbNmzfRokUL2NnZwdraGk2aNMHt27d1phNCYMWKFfD394etrS1UKhWKFy+OoUOHIiHhv4cM8+fPR8OGDeHu7g5zc3O4urqiTZs2uHz5ss4yNf2AX7x4EZ988gkcHBxgZ2cnj3/27BmGDBkCLy8vmJubywnD7DYFYWdnhxo1akAIgTt37rw1FrVajZkzZyIwMBAFChSAubk5ChYsiO7du+PBA/3JlqNHj6JFixZwcXGBUqmEh4cHOnXqJK9PkiQcPnwY9+/f1/p+NH06p+2DOyQkBD169AAA1KlTR55e08eyob6K1Wo1fvjhB5QrVw6WlpawtbVF3bp1sXfvXp2YNfsgM8fE4sWLUbVqVVhZWcHKygp+fn56m8XXxHro0CEEBgbC1tYW5cqlNPUbHx+PadOmoWTJkrCysoKtrS2KFSuGnj17vvVYB1IK+JYtW8LT0xMWFhZwdHREo0aNcOzYMZ1pNbXfnz59iq5du8LJyQmWlpYICAjA6dO6tTMSExMxZcoUeHl5wcLCAiVKlMD8+fPfGlNmJSQkYPbs2Shbtqz8PdWvXx9HjhzRO/3vv/+O+vXrw8HBARYWFvDx8UHv3r11yhEAOHXqFOrWrQtra2vY29ujQ4cOeP78udY0mub8Dx48iO+++w5FixaFUqmEt7c35szRbSbIUB/cL168wMiRI1GkSBEolUo4OzujVq1aWLdunTxNdsq2rDCXFLAEax98LGpbu+FJmRBcKdkRcwsFwNFEaXBaU0kBU0mBuDS1vOPUSfC3zg8AuBwXhiJKOxQys4aHuTWKKO1xJS4cPua26O5UHJOfnMrV7aH3g2WiQPnnybBMZE1+IspdH3p5UwQqPJBq46ZUC6ukMlpNiQNAJxTAU6kOzkt+mCEVgWU6j1okAE3gglsiGjukSngiBeKEVA3N8d/LzRcRiUqwgz1MURG2sIQJbiMG/rBHBdjiR7zloS7RB+pDL2uI6N2QKCzxPLkcEoWlsUP5OJn+W+koMfy/YQpLoMxK4PpwIOFZFpdrBwg1kBiR8nfkJcDeH1BYAE4NgPgnKcnt/B0AdRzw4vfsbAXRWyUKSzx//hyJiYlZmn/Hjh1QKpWoXr06AMDBwQEDBgxA5cqV4enpiXr16mHgwIE4evSowWU0atQIy5cvR1BQEHx8fNC8eXOMGjUKmzdvlqe5du0aunfvjiJFiiAkJATXrl0DAERERGDixImYN2+e3mU3aNAA4eHhOHz4cJa2LyNYg/sDFRMTozehBKQkFtM6f/48AgMDoVKp0LNnT3h6euLWrVuYP38+9u/fj1OnTslJ1YsXL2Ljxo1o2bIlevbsCSEEDh06hC+++ALnzp3Djh07DMalaRq5a9euqFWrFvr27at3usePHyMgIADNmzfHrFmzcOvWLfz4449o0aIFLl26BIXivwcGISEhWLVqFSpUqIDRo0fD1dUVd+7cwebNm/H555/LTSnMnj0b1apVw6BBg+Ds7Ixbt25hyZIl2Lt3L86dOwdfX1+tGB4+fIjatWujVatW+OKLL/D06VN5uJ+fH6KiotCrVy8ULVoUjx8/xvz587Fnzx6cPn0aHh4e6Xw7hgkhcOvWLQDazUIbiiUhIQGzZs1C69at8cknn8DOzg4XL17EsmXLsH//fly8eBGOjo7ycpYsWYJ+/frBxcUFvXv3hre3N54+fYpdu3bh8uXL8PX1xerVqzFjxgy8fPkS3377rdZ3p0+/fv2gVCqxaNEijB8/Xp4u7f5MKyQkBKtXr4a/vz9mzpyJqKgoLFmyBA0bNsSqVat0ahFn5pjo0aMHVq1ahRYtWqBz584AUprgbtWqFebPn4/+/ftrLfv06dPYuHEjevbsiU6dOiEyMuXtvMGDB2PJkiXo3Lkzhg4dCgC4d+8etm/fjujoaFhapn+jO3fuXDg4OKB3794oUKAAHj58iKVLl6JOnTo4fPgw/Py0m7mJjo5GrVq1UKlSJUybNg3Pnj3Dt99+i8aNG+Pu3buwsbGRp+3atSvWr1+PunXrYuTIkQgLC8OUKVOyfOzpk5SUhCZNmuDw4cPo2LEj+vfvj5iYGPz888+oW7cutm7diqZNm8rTT548GdOmTYOvry+GDBkCd3d3PHjwANu2bcOjR4/g7OwsT3vhwgU0btwY3bp1Q/v27XHmzBksWbIEERER2LVrl04s48ePx5s3b9CjRw9YW1tj1apV+N///gc3Nzd06NAh3e148OAB/P398fjxY3Tq1AnDhg1DQkICzp07h+3bt8vzZ6ds08fHx8fguIcPH8LEwQaSBHbp9BHY/eYhtkTcQ2j8G/gobTHdrRr+KPwJ/G9sgVrPARClTsSfUU8xIX8lXIt7hWeJsejgWBjVrfLhdvwbAMD1uAhMfPIXdhVJ6XNqwpOTuB4Xgd2Fm2Hs4z8RZFsIkwtUQaJIxshHx+Wa4PRxkQCYqsGe2Iko133I5c0p8Ro9cRk3EY0CUGKS5ItDUlWUE8cRhWT8Iv7BA8TiCeJRBjb4QiqKopIV2orzepfnCnPYSKYYA29MFrcxDjfREM7YKJVHffE3juAV9iAMa/EEJ6UaiEUyeohLiEYy5kol0UtcRn94YJDkgTAkoL+4gqvI3b7tiN4VH3JZQ0TvFrVghQTjkFKaEn91Aoi++t/gYl8Br0+m1LjOCoUSKDIdeLrhv1rZT1YANqUBv/NAwkvgYhfA1AHwnQycDgJ8pwL52wIxd4Gr/VIS4EQ5TF+uLqOOHj2KSpUqGRz/5MkTbN68GbVr187Ucl+/fq2VUypXrhz27duHoKAg7NmzB2XLlgUAjB49GoMGDUKhQoX0Lsfc3Bzly5fH0aNHUa9evUzFkFFMcH+gvvjiC3zxxRcGx6dNPvbo0QOOjo44ffq01sEbHBwMPz8/fPfdd5gyZQoAoHbt2rh7965WQnHIkCGYOHEiZsyYgb///htVqlTRu15NTeeuXbvCx8fHYFPIt2/fxtq1a9GxY0d5mIuLC8aNGyefTACwceNGrFq1Cq1bt8b69eu1mjqYNWuW1jIvX74MKysrrWHdu3dHhQoVMGfOHJ03Te7evas3GTp06FBER0fjzJkzWgmsHj16oEyZMpgyZQqWL1+ud7vSioqKwsuXL+U+uH/44QdcvHgRfn5+KFy48FtjUSqV+Oeff6BSqbSGt2zZEg0aNMDSpUsxevRoACkJ4sGDB8PT0xOnTp3SSjZOnjxZLky7dOmCJUuWIDY2NkNNVdeoUQM3btzAokWL0KBBAwQGBr51ngMHDmD16tVo3Lgxtm3bBhOTlJvG/v37o3Tp0hgyZAhatmwJa2treZ6MHhO//fYbVq5ciTlz5mDEiBHytMOGDUPz5s3x6aefonPnzlrJ4itXrmDnzp1o1Ei779xNmzahUaNG+Pnnn7WGpz22DNm1a5fOMTdgwACULl0aM2bMwB9//KE17uXLlxg5ciTGjRsnDytRogQ6duyIX375RX4h5MCBA1i/fj1atWqFTZs2yTWWQ0JCUKpUqQzFlhHz5s3D/v375ZcDNIYNG4Zq1aph6NChcoL777//xrRp01C9enXs27dPa7unT5+uc7G+cOECjh07ppXkVygUWLhwIW7evImiRYtqTR8TE4OzZ8/Kfb9rXsT54Ycf3prgHjhwIB49eoRNmzahdevWWuNSx5Wdso0oPRte/dfSxOW4cFyKDcOt0l0QaOOGA5GP9c7TPXQ/lnjWwcMy3ZEk1DgX8wLrXt1GRdV/Lz8tenkVi17+94Ovq2MxRKoTcDL6Ga6W7IjqNzbB3cwKa7waoPCVn5Egsn7TTERE9LHahf9eHL+EKPwlXuOuFIC2yI/leIwleCSPv4woPBXx2KuoAh9hqdXsuIbi39Tc73iB7/+tiX0BkagBe/SVCuGIeAUA+Fzcwee4I883Cb44gDAkQo3xkg/Ki+P4BC5YLpVBNXEyV7adiIiIKE8V/x6wLgX8Xfe/YS6fAI6BwMlqWVumZAqUXQNAAq4N+W+4SEqpEZ5ayUXAg3mAbTnAtRnwZxXA639AsW+Aix1B9C65f/8+3NzcdIZ37NgRv/32G2JjY9GsWTMsWbIkw8u8ffs2fvzxR7l5cgD4+uuv0a9fP3h5eaFs2bJYuHAhjhw5gvPnz2PWrFlo164dTp8+jaCgIPzwww9yhVMAcHNzw/37udf6FJso/0CFhIRg7969ej/58uXTmvby5cs4f/48OnToALVajZcvX8ofHx8fFC5cWG7HHwAsLS3lBFBiYiLCw8Px8uVLNGjQAADw119/ZTt+Nzc3rUQmAHn5N2/+10+ZJvH4zTff6LTjn7bpc03CTQiBN2/e4OXLl8iXLx+KFSumN2ZHR0f06dNHa9jr16/x+++/o0mTJrC1tdXaV9bW1qhevbrWvnqbAQMGwMXFBa6urqhQoQJWrVqFVq1aYcuWLW+NRbONmuS2Wq1GREQEXr58ifLly8POzk5ru3799VfEx8dj8uTJWsltjdRJvdy2adMmAMCkSZPk5DaQkrAeNGgQIiIisH//fq15MnpMrF69GpaWlmjfvr3W9/Py5Uu0bNkSb968wZ9//qm1nHLlyukktwHA3t4eV65cwYULF7K0namTvJGRkQgLC4OpqSmqVaum95hTKBRaSXlD26jZf+PGjdM6xr29veUa6zlh9erV8PLyQq1atbT24+vXr9G8eXPcu3dPjmvNmjUAUl6uSZvU12xbajVq1NCpwa5vWzUGDx4sJ7eBlH1bo0YNvdOmFh4ejh07dqB27do6ye20ceV02Xb37l2DH0NvttHH4V5CJF4kxsJXaWdwmrsJb1D31m+wPb8YXpdWo8aNzTCTFLj3bw3utJxMLDCpQGUMe3gMVa3y4VZ8BG7Hv8ahqCcwkxQoqrTPpa0hIiL6uLxGEm4iBoUlld7xf+E1AKAw9I9/iQQkCjWuiSit4dcRDY80TZ9rFIMVOkkFMFncRm044ihe4SUS8SueoZJkB2t2e0NERETvu2LfAi5NgNMNgfhUlQEcAgFLHyDwGVAvKuUDAOXWAZX2pL9MTXLbwiOlT+70+tR2qA1YlwAezgccAoCXuwB1DPBsY8rfRO+Y2NhYWFjo/n749ttvcfbsWfz222+4c+cORo4cmaHlPX78GI0aNULbtm21clEFCxbE9u3b8eDBA2zfvh3Ozs4YOHAgFixYgOnTp8PGxgY3btzArVu3sHDhQq1lWlpaIiYmJnsbmg7W4P5A+fr6on79+nrHpT3oNW3mp1frO3VN5eTkZHz99ddYsWIFbt68qVMzMzw8PO3smaavaV8nJycAQFhYmDzs5s2bcHBwgJeX11uXeeTIEXz++ec4ceKETn+63t7eOtP7+vpqJV8161Or1VizZo2c0EsrM4nisWPHol69epAkCdbW1ihWrBjs7e0zFIvG1q1bMXv2bJw5c0arz3FA+7vQJAIrVqyY4fhyy927dwEAZcqU0RmnGabpE1wjo8fEtWvXEBsbi4IFCxpc/7Nn2n21pK0trPH999+ja9euKF++PDw8PFCrVi00bNgQbdu21XvxSOvixYuYPHkyDhw4IDd7rqGvn2g3Nzed5erbRs2+KVmypM4ycrIG97Vr1xATE6PVXH5az549Q9GiRTN9fGX0+3zb9PqmTe327dsQQmQorrwo24gAoKCZFZxMLfBP4ttv8GLUSYhRJ8HexBxBNoUw9vGfeqf7xt0P3z+/gMeJ0agMV5hK/12LTCUFTPSUOURERJR5VjCBL1RYI/Q3U1keKS1F/YN4veMTIXAar1FUstLqqqYIVLiPOL3zzJdKYrS4gWgkwwQSzP6tBa7514QNNhMREdH7rNi3gGtz4EwQEBeqPS70a+BxmtZS/c4CN0YDL9LpTlCT3FYVTkmaJ6bzXE+hBIp/B1wOAaAGJBPIHWJIZv/+TfRucXZ2xqtXr3SG58+fH/nz50fx4sXh6OiIWrVqYdKkSShQoIDBZT158gR16tSBn58fFi1alO56Z86ciaCgIFSqVAl9+vTB9OnTYWZmhtatW+PAgQMYMuS/lhLCw8Pf2pVtdjDBTXISZ8iQIWjevLneaVL3NTxq1Ch89913CA4OxqeffgpXV1eYm5vj8ePHCAkJyVa/ARqGkrlASg3szDpz5gzq1asHHx8fzJgxAz4+PlCpVJAkCcOGDUN0tG6fZWmb/Qb+21ft2rXTW6M6s0qVKmXwRYS3xQKkNMfdqlUrVK5cGXPmzIGHh4f8XWlq5H8oMnpMqNVq2NnZYePGjQanT5sENrR/mzVrhtDQUOzevRuHDh3CoUOHsGbNGnz22Wf4888/0038Pnr0CDVr1oS1tTXGjRuH4sWLw8rKCgqFAl988QUOHDiQ5W3MK2q1GsWKFcPcuXMNTlO6dOksLTuz25re9DklL8q21BKgRrJIztFlknFYKUxROFVtbG+lLcpZOiE8KR7hyXGYXKAKNr+6i6dJMfBV2uKLgjVwO/419rx5IM+zp3AzbH19Dz+9uAwACLIpBEkCbsRFoLDSDl8WrIEb8RFYEXZDZ/31bdxR1MIePe6nlCunY56juIUDGtl6wN3MCslQ40ZcRO7uBHonxZkA1xwViONvcSLKZR9yeTNbKort4gXuIxZusMAUyRfJEFiHf+ADS3REAezES4QhAWVgg2+k4jgiwnEJ/9XQviz5Y4K4hd/wHADwtQjFL1I5HMUrHEI4GsIZTeGCeuJvnfX3gjteIAHb8QIAcAIRmAxfVIMdGknOuCKi8BpJebMziIzsQy5riOjdYYJ4OJrcgImBl9UohxX/HsjfHrjQFkiKAsz/bX026TWgjgMSnqV80op7qJ0M97sA3JoEvPj93+T2L4BtBeBcq5QEtWa5ieGASNRelvf4lBrbkf+24hnxJ1DkC+DJKsBjQMrfRDnMBPFwdHTM8nPvChUq6HStmpbmeXZ8vOHy7PHjx6hTpw4qVaqE5cuXp1uB89q1a1i7di3Onz8PIKXCWGJiyvmUmJiI5GTtZ92XL19GcHBwRjYnS5jgJq3aqxlJtq5cuRK1atXCr7/+qjV8586dOR7b2xQtWhTXrl3D/fv34enpaXC6NWvWICkpCTt37tSpCRoWFpah2rgAULhwYSgUCsTGxmZoX+W2lStXwsLCAocPH9ZK0kZHR+u8vaP5ns+dO4eyZcumu1x9tYtzcnrNWztXrlxBtWra/adcvnxZa5rMKlq0KK5fv44KFSrINYKzw97eHu3bt0f79u0BAAsWLMCAAQMwb948TJ061eB8mzdvRmRkJLZu3Yq6detqjZswYUK2YtLsm6tXr+r0CX3lypVsLTu1okWL4uHDhwgMDNTpAkDftDt37sS5c+dQu3btHIshuwoXLgxJknDu3Lm3TpvXZZsQwIfzCsrHrbLKFfuLtpD//sbdHwCwMuw6Bj04gjKWjujqWAz2JuZ4khiNvZGPMOXJKa0+sX2UtnA2/e9aZGtijhkFq8HdzBrhyXHY/OouJj05haQ0R42FZILvC9VCp3t75EpgjxOjMezhMSzxrIN4dTJ6hh5AHF+m+CipFRKizd8+HRFRdn3I5U1BWOBnqSycYI4XSMBxvIK/OImXSIQFTFBPcsJQeMIKJniIOGzBM8wQ2q1RFZesYSf+u5/+Dc8xUFzFp5I3vkNx3EA02orzOI4IrflcYY5xkg9qif+6yvkbr/GtuI/fpYp4jgT0FJdzdfuJ3iUfcllDRO8OhaSGOXQrQ1EuKdQv5d/Ke7WHX+4D/LM648uxKgaY/lv5QFkwpQ9tAKiR5gXC00HAqyOp5isJ5G8D/Fn1v2HPNqc0S155PxBzE7jUPeNxEGWQQlJr9VedWQ0bNsS4cePw6tUrODg4YMeOHXj27BmqVKkCa2trXLlyBaNHj4a/v7/cAvKpU6fQrVs37N+/HwULFsTjx48RGBgIT09PfP3113jx4oW8/Pz582utTwiBvn374ttvv5W7KPX398fixYtRtGhRrFq1SquL2dDQUDx+/DhX82jsg5tQvnx5lClTBkuXLpWbK09NCKF1YJuYmOjUsExMTDTYvLk+1tbWOdLcb5cuXQCk1LxM+3YI8F9NUM1bMGnjXrBggU5z1elxcnJCkyZN8Mcff+DgwYN6p8nM8rLLxMQEkiTp1CydNm2azrC2bdtCqVRi2rRpevd96umtra3x6tWrDNcatra2BpDxJpw1fSHPnDlTa70vX77EvHnzYG9vj3r16mVoWWl169YNADBmzBi98Wf0+0lOTtbbxEelSpUA6G9GOzVDx9zOnTtx6tSpDMVgiGb/ffHFF1rLv3fvnsGm87OiW7duePXqFWbMmKF3fOp9qen7e/z48TpdAADGqYEOpPRf36RJExw6dAi//fabzvjUx19OlG2ZYSr917wkvd8ORz2B6dn5Op9e9w8iTiSjye0/4HZpBVTnF6HwlTUY8OAwnidpnyeFr6zB5/+clv/eGHEHxa6shdX5RSh0aRWGPTqGN+qEtKtGnEhGqau/4EKsdpm0LOwa3C+thO+Vn7EjVU1x+riYJQsUilTDLNk4ZTARfTw+5PKms7gID3EYVmIvvMRhdBYXcRcp1/FHiENd8TfyiYOwFvtQQhzDWHETkdD+bWqq3o1V0G7SfAUeo4Q4BhuxD5XFn9iGF0jrORJQWBzRae58Ou4gnziIMuI4/v63z2+ij8GHXNYQ0bsjWZjhjdodycLM2KF8HPZa6P+kl9zeawG82KY7TDNP3H3Dy02d3AaA6KvA8dIp/W3LBHB9GHAoH3CqFhB7N0c2lSi1ZGGGN2/e6M1rZUSZMmVQsWJFbNiwAUBKK8yLFy9GzZo1UaJECYwYMQLNmzfH9u3b5XliYmJw48YNudb13r17cfv2bezfvx/u7u4oUKCA/Elr0aJFyJcvH5o2bSoPmzp1KuLi4lCtWjUULlwYgwYNksf98ssvCAoKSrdianaxBjdBkiT8/PPPqFu3LipWrIiQkBCUKVMGiYmJCA0NxdatW9G9e3e5tmrbtm0xf/58BAcHIygoCOHh4VizZo1WM+ZvU716dezbtw+zZs2Ch4cHJElChw4dMh17cHAwOnfujDVr1qBq1apo3bo1XF1dce/ePfz666/4+++/YW9vj9atW2POnDlo3Lgx+vbtC5VKhWPHjmH37t3w9fVFUlLGm3RbsGABatasiQYNGqBTp06oUqUKFAoF7t+/jx07dqBy5cpYsWJFprclK9q2bYuNGzeidu3aCAkJgRACu3fvxtWrV+Hs7Kw1bcGCBfHDDz+gf//+KFWqFHr06AFvb288f/4cu3btwqhRo9CiRUoNxOrVq2P79u0YPHgw/Pz8YGJigrp168LV1VVvHJp9MGPGDLx69QpWVlbw9vbWqZ2tUbduXXTt2hWrV69GnTp10KpVK0RFRWHJkiV4/vw5Vq1aJSfNM6tNmzbo06cPFi9ejAsXLqBly5bInz8/njx5gjNnzmDHjh1yAZ6eyMhIFChQAM2aNUP58uVRoEABPHnyBIsXL4apqamc0DWkcePGsLKyQteuXTFo0CA4Ozvj7NmzWLNmDcqUKYNLly5lafsAoF69eggODsbGjRtRv359tGjRAuHh4Zg/fz5KliyJM2fOZHnZqQ0bNgz79+/H1KlTceTIEQQFBcHR0REPHz7EiRMncPfuXbk/9SpVqmD8+PGYOXMmypYti06dOqFQoUJ49OgRfvvtNyxfvhzly5fPkbgya968eTh37hxat26NTp06oVq1akhOTsa5c+eQlJQkN+WSE2VbZphAgpmkQCJr1hJRLjFTA/miBcIsJCSyKU8iykUsb4goL7CsIaK8oIYpYtSusDQJgwne/gyRiCgr1DBFTEwMLC0ts9xM+eTJkzF69Gj06dMHderUwYkTJ9KdPjAwUKuCV0hICEJCQjK0rn79+qFfv35aw1xdXbFv3z6daRMSErBgwQKsXbs2Q8vOKia4CQBQtmxZnD9/Hl9++SV27tyJZcuWQaVSoVChQmjRogXatWsnT/vNN9/A1tYW69atw7Zt2+Dm5oaOHTuiW7duKFGiRIbW99NPP2HQoEGYMWMGIiMjASBLCW4AWL16NQICArBkyRLMnDkTkiShUKFCaNq0qdxsd40aNbB161Z8/vnnmDJlCpRKJWrWrImjR49i4MCBCA0NzfD6ChYsiLNnz2L27NnYunUrNmzYAHNzcxQsWBC1atVCr169srQdWdGuXTtERUXh22+/xZgxY2BjY4MGDRrg6NGjqFmzps70ffv2ReHChfHVV19hwYIFiI6ORv78+VGrVi2UKVNGnm7EiBG4e/cuNm7ciAULFkCtVuPgwYMGE9weHh5YtmwZZs2ahQEDBiAxMRHdu3c3mOAGgBUrVqBSpUpYunQpxo4dCzMzM1SpUgWLFi1CUFBQtvbLokWLUKdOHSxatAhff/01YmNjkS9fPpQuXRo//vhjhpahUqkwcuRIHDhwAIcOHcKbN2/g6uqK6tWrY/To0ahatWq68/v4+GD37t0YP348Zs+eDSEEqlSpgt27d2Px4sXZSnADKc3uFy9eHCtXrsTo0aPh7e2NKVOmQKVSoUePHtlatoapqSm2bduGRYsWYeXKlZg+fTqSkpKQP39+VKxYEV9++aXW9DNmzEDFihXxww8/4Ntvv0ViYiLc3NxQr149FCpUKEdiygpPT0+cOXMGM2bMwLZt27B+/XrY2dmhZMmSGDx4sDxdTpRtRERERERERERERES57ZNPPsGtW7fw+PFjoz5/T+vBgwcYP348/P39c3U9kjBWu7FEREQfKR8fHzyJioDZ7D6IyYUa3FK5rPVhT0Q5pLyPsSMAAKgSBUqGqXHVSYEYM3aJQES5h+UNEeUFljX0sbj1QzNjh6CXd6mPo7fTRGGJsOQScDK5BjNJtxs+IqKckCgsEVb2GpycnGBmxi4RsuLjuCoREREREREREREREREREdF7j02UExERGUEyBCQ2okJEuShJATxXSUjiK61ElMtY3hBRXmBZQ0R5QYEkqBQvoECSsUMhog+YAklQqVRQKHhjk1VMcBMRERlBkhBQQ23sMIjoA5ZgIuGBLZvvJKLcx/KGiPICyxoiygsmUiJspYfGDoOIPnAmUiJsbW2NHcZ7ja8GEBERGYEk8SJMRLlLIQRUiQIKthZBRLmM5Q0R5QWWNUSUF4SQkCgsIQRfqCGi3COEhMTERAje12QZn60TEREZgTkUsJBMjB0GEX3ALJKAkmFqWLBlPSLKZSxviCgvsKwhoryQBAuEJZdAEiyMHQoRfcCSYIGwsDAkJfHGJquY4CYiIiIiIiIiIiIiIiIiovcCE9xERERERERERERERERERPReYIKbiIiIiIiIiIiIiIiIiIjeC0xwExERGYEAIISxoyCiD5kAkCyl/EtElJtY3hBRXmBZQ0R5RZLUxg6BiD4CkiQZO4T3mqmxAyAiIvoYJQg1kpBs7DCI6AMWaybhXD4TY4dBRB8BljdElBdY1hBRXjCTYpHP5LyxwyCiD5yZFIt8+fIZO4z3GmtwExERERERERERERERERHRe4EJbiIiIiMwkxSwAGsfEFHusUgSKPUyGRZJbMiTiHIXyxsiygssa4goLyQKC7xMLolEYWHsUIjoA5YoLPDy5UskJiYaO5T3FhPcRERERqAAoGA3K0SUixQCsExK+ZeIKDexvCGivMCyhojyhoQkYQGAD22IKDdJSEpKMnYQ7zUmuImIiIiIiIiIiIiIiIiI6L3ABDcREREREREREREREREREb0XTI0dABER0ccon6UNbneeDjMzM2OHQkQfqERFIsIUYXBSOMFMwbKGiHIPyxsiygssa+ijMTzB2BF83BITgbAwwMkJ4DMbIsotmrKGsow1uImIiIxAoVDAxMTE2GEQ0QfMxMQE9vb2LGuIKNexvCGivMCyhojyAssaIsoLLGuyjzW4iYiIjECSJCgUfM+MiHKPQqGAhYWFscMgoo8Ayxsiygssa4goL7CsIaK8wLIm+/hknYiIyAiEEEhOTjZ2GET0AUtOTkZUVBTLGiLKdSxviCgvsKwhorzAsoaI8gLLmuxjgpuIiMgI1Go11Gq1scMgog+YWq1GVFQUyxoiynUsb4goL7CsIaK8wLKGiPICy5rsY4KbiIiIiIiIiIiIiIiIiIjeC0xwExERERERERERERERERHRe4EJbiIiIiIiIiIiIiIiIiIiei8wwU1ERGQEkiRBkiRjh0FEHzBJkqBUKlnWEFGuY3lDRHmBZQ0R5QWWNUSUF1jWZJ8khBDGDoKIiOhj4uPjAwC4e/eukSMhIiIiIiIiIiIiInq/sAY3ERGRkfAdMyLKTUIIJCcns6wholzH8oaI8gLLGiLKCyxriCgvsKzJPia4iYiIjCA5ORlJSUnGDoOIPmBJSUl48eIFyxoiynUsb4goL7CsIaK8wLKGiPICy5rsMzV2AERERB+jZ7GRcFwzETEi2dih6JDK+Ro7BCLKASq1hJLx5rj6KAExCr4RTHmovI+xI6A8plILlFSrcVWtQIyafcgRUe5gWUPvm1s/NMv1dXiXYv21HCcsgeQSgMk1QIo1djRE9KESlkDZa8aO4r3GKyAREREREREREREREREREb0XmOAmIiIiIiIiIiIiIiIiIqL3AhPcRERERERERERERERERET0XmAf3EREREYQL9RIfAf73yaiD0eMJHDGIh7sfZuIcluMKXAmn4LlDRHlKpY1RJQXTBGLfCbnAJY2RJSLTBGLfPnyGTuM9xoT3EREREREHyKJj2SIKI9IEssbIsp9LGuIKA9IEsBfUkSU2yRJ8x/KKjZRTkREZARmkgQlL8NElIuUagnF4s2gVPMHExHlLmWSQLFwNZRJfBhMRLmHZQ0R5YUkoUR4clEkCaWxQyGiD1iSUCI8PBxJSUnGDuW9xSfrRERERqCABBO+pUdEucgEgI1aARNjB0JEHzwTAdgkCJgw50REuYhlDRHlBQEFEoQ1BFMnRJSLBBRISEiAELyxySqW0kRERERERERERERERERE9F5ggpuIiIiIiIiIiIiIiIiIiN4LTHATEREREREREREREREREdF7wdTYARAREX2MEiEghNrYYRDRByxBEgg1S0KCxP6ciCh3JZgAobYKJJgYOxIi+pCxrCGivGCCBNgq7sMECcYOhYg+YCZIgK2tLUxMeGOTVUxwExERGYFaCCSBSSciyj1JEvDSNNnYYRDRRyBJIeGlythRENGHjmUNEeUFhZQMlRRm7DCI6AOnkJKhUvHGJjvYRDkREZERKCQJppCMHQYRfcBMBeCcZAJTvktDRLnMVC3gHCNgqmaBQ0S5h2UNEeUFtTBBjNoJasFalUSUe9TCBDExMVCr2cJnVjHBTUREZARmkGAu8TJMRLnHXEjwSjSFueDLNESUu8yTAa83apiz0QgiykUsa4goLyTDHG/UnkiGubFDIaIPWDLM8ebNGyQn88Ymq/hknYiIiIiIiIiIiIiIiIiI3gtMcBMRERERERERERERERER0XuBCW4iIiIiIiIiIiIiIiIiInovMMFNRJm2YsUKSJKEQ4cOGTuUXBcYGAgvLy9jh5FhXl5eCAwMzPL8U6dOhSRJCA0NzbGYjCk0NBSSJGHq1KnGDkWHGgLJQhg7DCL6gCUDiFSowd6ciCi3JUtApLmEZMnYkRDRh4xlDRHlBQlqmEtRkKA2dihE9AGToIa5uTkkiTc2WcUEN3104uPjsXDhQtSvXx8uLi4wMzODo6MjatWqhdmzZ+PVq1fGDvG9FBoaiqlTp+L8+fPGDsVokpOTsXbtWgQEBMDNzQ1KpRJubm7w9/fHmDFj8PLlS2OHmOMuXbqELl26oEiRIrC0tISjoyNKlSqFkJAQHDx40NjhvdMShUA8fywR5bpP81XAn8Xa4FW5XnhSJgSbfBqhqNJea5p8ppZY4VkXj8p0x+tyvXGqeDBa2ftkeB1j8lVAUsUB+MbdX2v41wX98LxsD9wr3RUdHYpojWtj74Otvo2zvF0ZEa8QuKFMRLyCL9MQUe6KN5Vww1GBeFM+nKHsGwNvJCka4hupuDysN9yxX6qCcKkekhQNYQfTDC1rAArhthSAKKk+TkjVUAV2WuO/lorhuVQX96QAdEQBrXFtkA9bpQrZ3yDKMSxriCgvmErxcDS5CVMp3tihvF+8RgNVjwF1XgC1HwDlNgCqIrrT2VUDKu0C6oYBdZ4DlfcBCgvDy7WvCZTfBATcBRrEAS7NdKfxHJ6yztoPAM9h2uNsqwDVTgCSSbY2jyinmUrxcHR0hKlpxu5r9QkLC4Orq+s7V1nt6tWrcHd3R3R0dK6uhwlu+qg8ePAAVatWRf/+/REfH48RI0Zg0aJFmDRpEvLnz49JkyahUaNGxg7znde1a1fExsYiICBAHhYaGorPPvvso05wd+nSBZ07d8br168xePBg/PTTTxgwYAAKFiyIBQsW5MmF5saNG9izZ0+urwcA/vjjD1SsWBHbt29H48aN8d1332Hy5MkIDAzE8ePHsWnTpjyJIz2enp6IjY3FxIkTjR0KERlJgLUb5r+4DP8bm9Ho9jaYSQrsLNwUKsV/PyBWeNVDMQt7tLqzE+WvrcfWiLtY590A5S2d37r8yioX9HEuiQsx2i8xNbXzRAfHImh8ezvGPv4TizwD4WSS8qPdVmGOaW7VMOTB0Zzd2LQEIImUf4mIcpUQkIQA2DoNZVNl2KKP5I4LIlJruAom2C1e4ktxN8PLaov8+FoqjmniNqqIP3EBkdghVYILzAEATeGCDiiAxuI0xoqbWCSVghPMAAC2MMU0qQiGiGs5t3GUfSxriCgPpBQzEouazHKoBTxcCJwKAM58AkhmQMU/AIXqv2nsqgEVfgfC9gF/1QT+8gcezgdEOhVATFRA5CXg2nD9461LA76TgYvdgEvdAd+pgHWplHGSCVDiR+DaEECwbTN6t6SUNQIiG4XNjBkz0KJFC3h5eeHChQvo2LEjChUqBEtLS5QoUQLff//9W5fRvHlzeHh4wMLCAgUKFEDXrl3x5MkTeXxoaCgCAgJgZWWFgIAAnRxH06ZNdfIAJUuWRPXq1TFnzpwsb1tGZP3VAKL3THx8PJo2bYqrV69izZo16NSpk9b4ESNG4NGjR5g7d66RInx/mJiYwMSEb72ldubMGaxbtw5VqlTB8ePHYWZmpjU+KioqT+JQKpV5sh4AGDt2LJKSknD48GGUK1dOZ/zTp09zdH2xsbEwMzPL1FttkiTBwiKdt0CNSCkpYCaZIIY32ES56pM7f2j93fP+ATwt2wOVVC44GvUPAKCGVX4MengEf8c8BwDMfHoWw1zLoaLKBedjDbe+YaUwxSqv+uj/4BDG56+kNa64hQMORz7GmZgXOBPzAnPc/eGttEFYTBy+LFgdC19ewcPE3L02qISEkvHmuKpMQIzEpzNElHtUSUDJMDWuOikQY/b26Yn0sYIJVkll0V9cwXjJV2vcD7gPAKgNhwwvb4TkiSV4hJVIeUA3UFxFE8kFPVAQs3EPxWGFwwjHGbzBGbzBHBSHNywRhkR8KRXFQvEQDxGXcxtI2cayhojyQhIsEZZcAk4m12CGWGOH8/4411z77yt9gMBHgG1FIOJYyrCis4GHPwGhX/83Xcyt9JcbtiflY4hVsZQE+KtDKX9HXQJUxYCoK4DnyJR1vzmT6c0hym1JsETYs2dwcnLSySVkRExMDJYuXYrdu3cDSMlPuLq64ueff0ahQoVw4sQJ9O3bFyYmJhg8eLDB5dSpUwfjx49HgQIF8PjxY4waNQrBwcE4ceIEAOB///sfChYsiKVLl2LixIkYNWoUNm7cCABYv349FAoF2rRpo7PcHj16oE+fPhg3bly2aqmnhzW46aOxbNkyXLp0CcOHD9dJbmu4u7vjyy+/1Bp2/fp1dOjQAfny5YNSqYSPjw9GjRqFN2/eaE2n6Zd6//79mDlzJnx8fGBhYYFy5cph586dAFKaZmjatCns7Oxgb2+PkJAQncSnpg/ka9euYdSoUShYsCBUKhX8/Pxw6tQpAMDx48cRGBgIa2truLi4YOTIkUhKStJaTnp9R0uShJCQEPnv1P0U79y5E9WrV4elpSVcXFzQr18/naYk0vbBPXXqVNSpUwdASsElSRIkSUJgYCDi4+Ph7OyMqlWr6o1l8+bNkCTprS8WREZGYtKkSahevTpcXFxgbm4OLy8vDB48GOHh4VrTZnZ7AOD27dto1aoV7OzsYGNjg6CgIFy4cCHdmFK7dSvlZiwgIEDvBcna2hrW1tZawyIiIjBy5Eh4e3tDqVQiX7586Nixo7ystH7//XfUr18fDg4OsLCwgI+PD3r37q3V9Lm+Prj37NmDjh07wtfXF5aWlrC1tUVAQAC2bduW4e0ztM1OTk56k9sAkD9/fp1hBw8eROPGjeHg4AClUokSJUpg1qxZSE7WTvJqjt/79++jQ4cOcHZ2hkqlwtWrV2FlZYUGDRroXefPP/8MSZKwdOlSAOn3wZ2R/ZmZmIno/WBnklJrKzzpv+bm/ox+inYOvnAwUUIC0M6hMCwkExyOepzusn4sFICdr+9jf6TudBdjwlBJ5Qp7E3NUtHSGpcIUt+Nfw98qPyqoXPDj80s5ul1ERETvux+lEtiJF9iP8LdP/BZmkFARttgvwuRhAsB+hKG6ZA8AuIhIVIId7GGKirCFJUxwGzHwhz0qwBY//ptUJyIioiwwtU35N/Hf67qZC2BfDUh4DlQ5CATcByrvBez9sreeqMuAVRHAohBg4ZHSLHr0FcDSB3DrBtyemr3lE72jduzYAaVSierVqwMAevbsie+//x61a9eGj48PunTpgh49emDz5s3pLmfEiBGoXr06PD094efnh7Fjx+LkyZNITEwEAFy7dg3du3dHkSJFEBISgmvXUlo4ioiIwMSJEzFv3jy9y23QoAHCw8Nx+PDhHNxqbazBTR+NDRs2AAD69++f4XnOnz+PgIAAJCUlYeDAgfDx8cGxY8fwzTffYP/+/Th+/DhUKpXWPOPGjUN8fDwGDBgAExMTfP/992jRogU2btyIXr16oV27dmjWrBn+/PNPrFy5EkqlEgsXLtRZd/fu3WFhYYExY8YgOjoaX3/9NRo0aIDVq1cjJCQEvXv3RocOHbBz5058++23cHFxwbhx47K1j3bu3Im5c+eiX79+CAkJwf79+7Fo0SJIkoQFCxYYnK9169ZITEzEzJkz0bdvX9SqVQsA5JcCunfvjjlz5uDixYsoW7as1ryLFy+GpaUlunTpkm5sjx8/xqJFi9C6dWu0b98eFhYWOHXqFBYuXIhjx47h77//1kksZ3R7Hj58CD8/P0RERKB///4oUaIETp48icDAQDg5OWVo3/n6ptQw2L59O0aOHAk3N7d0p4+MjIS/vz+uXr2Kjh07ombNmrhz5w5++ukn7Nq1C8ePH0fJkiXl6SdPnoxp06bB19cXQ4YMgbu7Ox48eIBt27bh0aNHcHY23IzuihUr8OzZM3Tp0gXu7u548eIFVq5ciebNm2PdunVo3759hrZR3zZfvXoVmzdvRuvWrd86/bJly9C7d29UqFABY8eOhb29PY4fP45x48bh3LlzWLdundb0UVFRqFWrFqpUqYLPPvsMkZGRcHNzQ6tWrfDLL7/g4cOHKFSokM62qlQqtGvXLt1YMro/Mxtzaj4+hvvvffjwIUwcbN62y4goh0kA5rj743jUP7gS99/D8w739uAX7wZ4Ua4nEkUyYtRJCL67C3fi3xhcVjuHwqigckb16/q7Y9gT+RBrX93EyWLBiBVJ6BF6ANHqJMz1CECv0APo71IKg1zKICwpFv0fHMbVuFc5vblERETvjXbIjwqwRXVxMkeW5wxzmEoKPBfa/ac+RwKKwwoAsAdhWIsnOCnVQCyS0UNcQjSSMVcqiV7iMvrDA4MkD4QhAf3FFVxF7vYhSERE9OGQgGJfA69OANFXUwapvFP+9ZkI3BoHRF4ACnQGKu0E/qwIxNzJ2qqibwC3J6c0hw4AtyelDKu4A7g1HnBqAPhOBNSJwI1R/9UmJ3rPHT16FJUqVUp3mtevX8PR0THDywwPD8eaNWvg5+cn51rKlSuHffv2ISgoCHv27JHzO6NHj8agQYN0ns9rmJubo3z58jh69Cjq1auX4Rgygwlu+mhcunQJNjY2KFy4cIbnGTp0KKKionD06FH4+/sDAAYOHIjixYtjypQpmDNnjk7fvgkJCTh16pTcVHTdunVRoUIFtGzZEuvWrZMTb/369UNERASWL1+Ob775Rqd2r7OzM7Zv3w6FIqWhhZIlS6JVq1Zo3bo1jh8/jmrVqgFISdhXqFABP/74Y7YT3JcuXcLly5flxFz//v3RqFEjLFu2DN988w2srKz0zle2bFmEh4dj5syZqFGjhk6yul+/fvj222+xePFi/Pjjj/LwBw8eYM+ePejatSvs7e3Tjc3HxwePHj3SSmIPGDAA/v7+6NOnD7Zu3Yq2bdtmaXsmTJiAFy9eYMuWLWjZsqW87C+//BLjxo2Dp6fnW/ddlSpV0KxZM2zbtg3e3t6oVq0aqlevjmrVqqFevXo62/fVV1/h6tWrmDFjBsaPHy8Pb968OQIDAzF06FDs27cPAPD3339j2rRpqF69Ovbt26f1PUyfPh1qdTr91CDlJYK0393w4cNRvnx5fP7551lOcH/22Wdo164d2rRpgyJFiqBmzZqoUqUKAgMDUaJECa1pnz59ikGDBqFFixZyrX0g5dgoV64cRo0ahQEDBqB27dryPGFhYejdu7dOqwo9evTAmjVrsGrVKkyYMEEe/vDhQxw8eBCdO3eGjY3h5HFG92dWYiaid9uPhQJQysIRtW9u1Rr+WYGqsDdRIujW73iZFIcWdt74xTsIgTe34nKcbi0ydzMrfOvuj0a3tyE+nW4GPv/nND7/57T896T8lXHgzSMkQo3x+Suh/LX1+MTWE8u96qHa9Y05tp1ERETvE3dY4FupOBqJ04hH+r9tctrn4g4+x38P1CfBFwcQlnKtlnxQXhzHJ3DBcqkMquVQ8p2IiOiDV/z7lH6w/66bauC/jQk/Xgo8WZXy/5EXAMc6gFtISmI6qx4tSfloFOgCJEcCr/8C/C4Cp/wBpTtQdhVwtDggErK+LqJ3xP3799OtZHfixAmsX78ef/zxh8FpND799FPMnTsXMTExqF69OrZv3y6P+/rrr9GvXz94eXmhbNmyWLhwIY4cOYLz589j1qxZaNeuHU6fPo2goCD88MMPMDc3l+d1c3PD/fu51yoSmyinj8br169ha2ub4elfvHiBo0ePokGDBnJyW2PUqFGwsrLCpk26tbYGDRqk1Q9y+fLlYWtriwIFCujUKq1duzYSExMRGhqqs5wRI0bIyW3NtABQrVo1ObmtERAQgH/++Sfb/Ty3atVKp9ZpgwYNkJiYiHv37mV5uUWLFkWdOnXw888/Izb2v75rli5dCrVajb59+751Gebm5nJyOykpCREREXj58iXq1k25Ufrrr7+ytD1qtRpbt25FyZIl5eS2xvDhw3VePEjPpk2bMG/ePFSqVAknT57EV199heDgYOTPnx+ffvqpVpPWmzZtgq2tLUaOHKm1jNq1a6NOnTo4cOAAXr1Kqc23Zs0aAMAXX3yh9yWD1MeJPqnniY6ORlhYGGJiYlC3bl1cvXoVkZGRGd7G1IKDg3Hs2DG0b98e4eHhWL58OQYOHIiSJUsiICAAd+/elafduHEj4uLi0Lt3b4SFheHly5fyp2nTpgAg9xeS2qeffqozrG7duvDw8MDKlSu1hq9cuRJqtVqr+X19Mro/sxqzxt27dw1+DL3ZRkS553v3mvjEzhP1b/2Ox4n/1cDyMbfFYNcy6H3/IA5EPsbF2DBMe3oaZ2JeYIBLab3LqqhyQT4zFf4u3hZxFfohrkI/1LYpiCEuZRBXoR8UkHTmKaa0RyfHIpj8zynUti6Io1FP8DIpDr9G3EEllQusFexIkoiIPk4VYYt8khJ/SzUQJzVAnNQAtSVHDIEH4qQGWXpw9RIJSBJquEKpNdwV5ngK/Q+1i8EKnaQCmCxuozYccRSv8BKJ+BXPUEmygzVMshAJERHRR6bYt4BLE+B0QyA+VXde8U9T/o26pj199PWU5sVzipkT4DMBuD4SsKuS0sd3zB3g1WFAMktpzpzoAxAbGwsLCwu94y5fvowWLVpgypQpCAoKeuuyRo8ejXPnzmHPnj0wMTFBt27dIIQAABQsWBDbt2/HgwcPsH37djg7O2PgwIFYsGABpk+fDhsbG9y4cQO3bt3SaanY0tISMTEx2d9YA5jgpo+GnZ1dphJ5muRcmTJldMapVCr4+vrizh3dplP0NUvs4OBgcDiQUlP1bcvRTJvZ5WSGvmVrmujO7rL79++PiIgIbNyYUkMtOTkZy5YtQ+nSpeHnl7G+VhYvXowKFSrA0tISDg4OcHFxkZsGT9sPN5Cx7Xn+/DkiIyO1mgPXsLCwkJefEWZmZhg4cCBOnDiByMhInDx5Ep9//jmsra0xe/ZszJ49W5727t27KFKkiN6LUJkyZSCEkJPwN2/eBABUrFgxw7GkFhoaiq5du8LJyQnW1tZwdnaGi4uLfMHRJNKzws/PD+vWrcPLly9x584dLF++HH5+fjh69ChatGiBhISUh0eavjmaNm0KFxcXrU/x4sUBAM+ePdNatouLi3xspyZJErp3745bt27h+PHj8vCVK1fC09NT7g/ekIzuz6zEnBnxQo3YdGp+ElHO+d69Jlrae6PBrd8RmqB9L6BSpDRopIbQGp4MNRSSbqIaAA5EPka5q+tR6dqv8ufv6OdYG34Tla79qrMsAJjvURujH59AtDoJJpIEMynlNlzzr4mBdWVHrCRwwSIesZJuPEREOSnWFLjgokAs24ijLDiAMJRTH0cl8af8+Vu8xlr8g0rizyzV6U6EwFm8QV3pvyYZJQB14YSTIkLvPPOlkhgtbiAayTCBBLN/X1jT/Gui5wU2ylssa4goL5giDi4ml2CKOGOH8v4p9i3g2hw40xCIC9UeFxcKxD0GrIpqD1cVAeIe5FwMRb8CHvzwb3LdJCWprSGZpgwjegeYIg4uLi4wNc3ajY2zs7Pe5/pXr15FvXr10LdvX53Wh9NbVtGiRdGgQQOsW7cOO3bswMmT+lsvmjlzJoKCglCpUiUcOnQIbdq0gZmZGVq3bo1Dhw5pTRseHg4XF5dMb1tG8ZaQPhplypTBoUOHcPv27Uw1U55ZJib6L5KGhgOQ34bJyeVIBh6UJyUlGZw/szFmRsuWLZE/f34sXrwYXbt2xa5du/Do0SOMGTMmQ/N///33GD58OOrXr4+ffvoJbm5uUCqVSEpKQuPGjfU2052b2/M2SqVSrm3ftm1blCxZEkuXLs12M/KZFRUVhYCAALx+/RrDhg1D2bJlYWtrC4VCgWXLluGXX355axPnGeXj4wMfHx9069YNtWrVwokTJ3Dq1CnUrFlTXseSJUsMNvmetkmVtP3bp9a9e3dMn/5/9u47vKny/eP4+yTp3kALlN0CZU8RkCkooKI4kB8IyhJRGSpDBREQBOeX5VZQREDcoCiCsgTBhQwZsgqIyGoLZXQmOb8/aiOxLZRCGls+r+vKBTnnOc+5T5o+Sc/9jKd59913adGiBd9//z179uxh7Nixeb73L1ZBYr5YSjmJeN5LFVrRI6Iat8cv4bQjg9K2AACSHRmkmQ5+TzvJ7rSTvFahDY8eWk+iPY0u4VW4LqQCXfZ+5apnWdWbWZi8j1ePb+WMM9NtDW+AFGcmiY70HNsB+pesyXF7KouTs6ZlWnfmCGPLXkXTwNJ0CqvIttQkkh2Xf4o004DMy16riEhOpmGQqXuFUkBncLAN99nIUnCQSKZre2l8KYMfsWT9jVCXYE7j4A/SOPH3p90y4yoWmsd4layb5FPNA7xj1GEDp/iZZIYalQjCymwO8W/9Kc9xMljMcQDWcZKxxNKUMDoZpdhmniGZvP+WlsKhtkZECoNhmFj1l9TFqzEdyvwfbL4T7GfAt3TWdnsyOP/uLHBgKsQ8Cae3ZE1PHn03BMXBlrv+qafREji+CA6+nvXcGgQB5wxACqgMwfXAfgLSDrrHUKI9BFWFbf2znp/akFV/yQ5Zo8RNB6Ts8sjli1wswzDPm7+4kIYNGzJ37ly3bdu2baNdu3b07t2bSZMmFaje7Hvi6enpOfbt2LGD+fPns2nTJiBrEGNmZlZ7mZmZ6TaDLWSNJO/atWuB4sgPJbjlinHnnXeyatUq3nzzTbeRtHnJHv27bdu2HPtSU1OJj4/3aKL8UpUoUYINGzbk2H7utNGX04WSij4+PvTr14/Jkyfz+++/89ZbbxEQEMDdd9+dr/rfffddKleuzNKlS92m5M4eZVtQUVFRhISEsH379hz70tLS2Lt3r2vUd0HVqFGDiIgIDh3650ZKbGwse/bsIT093W1Ke8hq+A3DoEqVKkDWFO9Llixh48aNF73e84oVKzh48CCzZs2iX79+bvveeuutAl7R+VksFpo1a8a6detc11y9elbvzIiICK677rpLPkdsbCwtW7bkww8/ZPr06cyePds1svtC8vt6Xu6Y/81mGNiwkFHI6wyKXGmypxlfUf1Wt+399q9gTtJO7Di5ee9XTI5uxsLYGwi2+LAnPZm+B1aw5NQ/vchj/EIpZct96qfzibIFMKpMI1rt+sy17eeUY0w9upnPq97IMXsq/favKNjFXYCv06CC3cZBm50Mi7rUiIjn+NpNKpwxORhskGHTKFe5/AYaFRhr/PP39ypL1rJd/Zy/MYe/AIghkFKGj6sX6UccIdL0ZbxRlTL4sZlT3GRu4Ni/piiPwpdRRgytzH+WvfqZZKaaB/jcaMQxMuhnbvXwFUp+qK0RkcJgN3057SxPiOVPbIbWas63CgOz/r3qG/ftWwfA4fey/v/Hy2Dxh7gXwCciK9H9602Qes796sAY8Cn1z/PQxnDVsn+ex72Q9e9f78G2Af9st/hDjamwpReuLwPph2DnMKj9JjgzYNu9/yTbRbzMbvpy+sQJQkJCCjSKu2PHjowaNYoTJ04QERHB1q1badeuHR07dmTYsGEcOZK1LIDVanWNov7pp5+45557WL58OeXKlePHH3/k559/pmXLlkRERLB3716efPJJYmNjad68udv5TNPkvvvuY+rUqa5lP1u0aMFbb71F9erVmTNnDj169HCV379/P4cOHfLIffVsmqJcrhj9+/enTp06TJkyhQ8++CDXMocOHeLxxx8HsqZHbtWqFUuXLuWnn35yK/e///2PM2fOcMcdd3g87oKKi4vj9OnTOWJ/4YUXPHK+7LWqc5sqPNuAAQOwWCxMnDiRL7/8kjvvvJPw8PB81Z/dm+nc0camaTJhwoSCB01WMrZLly5s376dhQsXuu2bNm1avtc137Nnj2vq639bvXo1SUlJbtOg33777SQnJ/PSSy+5lV2zZg0rVqygXbt2rum5e/bsCcDo0aPd1jDPdr7R6Nmv27/LbNmyJcf1XqwlS5bkeu6UlBTX2tTZ19ytWzf8/f0ZP358rq9pamrqRa8F3rdvX5KTk5k/fz4ffvghrVu3znVa+n/L7+vpiZjPZcXA5oEpiUXEne3X13J9zEna6SqzJz2ZbvuWUu63dwnbPJPGv3/EvCT3Nr3qtnlMOPxLnudpv/tzhv/5fY7tx+ypVN02j8OZ7msOPX1kA6W3vEPd7Qv4OeXYJV5l7mxAhMOiHq0i4nE2EyLSTGzqSyOXSXvzZ4abv7ueTzD3YnMuzfHITm4DVDW/Y4LpvozYq/xBrPkdQeY3XGP+yE8k5zjXMTKoan7HYdxHqTzNXkqbK6lrfs/PuRwnhU9tjYgUBhMr6WY4pqayvjjf+Of+yE5uZ9v/IqypCitKws/Xwsl17vvXxkH80/88P/Fd7vWem9yGrMT1unpwZov79kPvwHeVYW11SPj6sl2uyKUysZKenl7gmWbr1q1Lo0aN+PDDDwH4+OOPOX78OHPnzqVs2bKuR5MmTVzHpKSksHPnTteo68DAQD799FPat29PXFwc/fv3p169eqxevTrHoLw333yT0qVL07lzZ9e28ePHk5aWRtOmTalatSqDBg1y7Xv//ffp0KFDnjOjXg663yVXDD8/P7788ks6d+5M9+7defXVV7nhhhsoXbo0p06dYv369SxcuJAGDRq4jpkxYwatW7emXbt2PPDAA8TExLB27Vrmz59P/fr1GTZsmPcu6AIGDhzI//73P2699VYeeughAgMD+fLLL0lO9swf5rVq1SIkJIRXX32VwMBAwsPDiYqKol27dq4ylStXpmPHjsyfPx+A++67L9/133nnnTz22GN07NiRrl27kpKSwmeffeZa4/lSPP3003z99dd069aNBx54gBo1avDDDz/w+eefExsbe95p3bNt3bqV22+/nVatWtG2bVsqVapEamoqmzdvZt68efj6+vLss8+6yo8cOZJPPvmEkSNHsnnzZq655hr27t3Lq6++SlhYGDNmzHCVbdKkCaNHj2by5MnUq1ePu+66iwoVKvDnn3+yaNEi3nnnHbf37blatGhB2bJlGT58OPHx8VSuXJkdO3bw1ltvUbdu3VxH+edXjx49CAsLo3PnztSuXRs/Pz8OHjzI/Pnz2b17N3369HGtYV+uXDneeOMN+vXrR1xcHL179yYmJoakpCR+//13Pv30UxYuXEjbtm3zff4777yTIUOGMGzYME6dOkWfPn3ydVx+X09PxCwiIiIiIiIiIiIicqnGjh3LyJEjGTBgAOPHj2f8+PHnLd+2bVu3hHrdunVZsSJ/swoOHDiQgQMHum2Liori22+/zVE2IyOD119/3ZUH8hQluOWKUrFiRX7++WfeeecdPvzwQ1588UWSk5MJCQmhTp06TJo0iXvvvddVvkGDBvz444+MHz+e2bNnk5ycTHR0NMOGDWPs2LHnXSPY2ypVqsQXX3zB6NGjGTt2LGFhYdxxxx08++yz+R41fTECAgJYsGABY8aM4eGHHyY9PZ02bdq4JbgB7r//fpYsWULt2rVp0aJFvusfMWIEkLUe8iOPPELJkiXp0qULkyZNokSJEpcUe6VKlfj+++959NFHeeeddzBNk+bNm7Ny5Uoefvhh9u/ff8E6WrZsyZQpU/jmm2+YM2cOR48exel0Eh0dTdeuXRk2bBj169d3lQ8JCWHt2rVMmDCBzz77jA8++ICwsDC6dOnCU0895ZoeO9ukSZNo1KgRM2bMYOrUqWRmZhIdHU379u2pUKFCnnGFh4ezbNkyHnvsMV577TXS09OpV68e8+bN49dff72kBPfbb7/NkiVLWL16Ne+//z6nT58mLCyM+vXrM3r0aO655x638vfccw9xcXG8+OKLvP322yQlJVGiRAliYmIYMWIE9erVu6jzBwcH07VrV959912CgoIuaj2P/L6elztmEREREREREREREZFLddNNN7F7924OHTp03hxBYfvjjz8YPXr0ReV/CsIwCzr+XUSkAL7++mtuuOEGpk+fztChQ70djohXxMTE8NeZk/g8P4AU0+HtcHIw6sd6OwQRuQwCnQa10n3Z7pdBitbglsLU4MJLhkjxEphpUivRyfaSFlJ8tASLiHiG2hopanbPuNnj56hSWyuQXm6ZZgCJjpqUtO7Ax8i5tJ2IyOWQaQaQWG8HJUuWxMfHx9vhFEkawS0ihWrGjBkEBgZy9913ezsUEa+yY2KazgsXFBEpoAzD5JDNToah5LaIeFaGBQ4FG2ToHruIeJDaGhEpDBYyCbb8hYVMb4ciIsWYhUyCg4OxWPTFpqCU4BYRjzt27BjLly/np59+YsmSJYwYMYKIiAhvhyXiVQ7TxERJJxHxHLsBh33+e7NEiEjxY7caHA7WaEoR8Sy1NSJSGKyGnWDjiLfDEJFizmrYCQ4O9nYYRZoS3CLicdu3b+euu+4iNDSU3r17M2HCBG+HJOJ1FgOsGDiU5BYRD7GaEOK0cNrixKF7wSLiQVanSUgGnPYFh0UNjoh4htoaESkMTtNKBsH4cgaLoQ7DIuIZTtNKRloavr6+GsVdQEpwi4jHtW3bFtNUEk/kXD5Y8DEs/8k1uEWkePAzDapm+GStwa1pykXEg/wcUPXk3+vi6t6MiHiI2hoRKQwOfDnpiKWkdQcWtAa3iHiGA19OnjxJyZIlleAuIL1qIiIiIiIiIiIiIiIiIiJSJCjBLSIiIiIiIiIiIiIiIiIiRYIS3CIiIiIiIiIiIiIiIiIiUiQowS0iIuIFTsCpJXFFxIOcQKph4vR2ICJS7DkNSLVl/Ssi4ilqa0SkcJjYjDRAN21ExJNMbDabt4Mo0vTqiYiIeEGm6cSBw9thiEgxlmYx2eaf4e0wROQKkGYz2FbK6u0wRKSYU1sjIoXBx0ijlHW7t8MQkWLOx0ijVKlS3g6jSNMIbhERERERERERERERERERKRKU4BYREfECX8NCABp9ICKeE+A0aJjqR4Dm8RQRDwvINGl41EFApqbyFBHPUVsjIoUh0wzgqKMBmWaAt0MRkWIs0wzg6NGjZGZmejuUIksJbhERES8wAEM5JxHxIAOw/v2viIgnGYDVVHsjIp6ltkZECotpKm0iIp5nmuq0dynUUouIiIiIiIiIiIiIiIiISJGgBLeIiIiIiIiIiIiIiIiIiBQJSnCLiIiIiIiIiIiIiIiIiEiRYJia5F1ERKRQxcTEALB3714MLcQtIh5imiZ2ux2bzaa2RkQ8Su2NiBQGtTUiUhjU1ohIYVBbc+ls3g5ARETkSqUvLyLiSYZh4OPj4+0wROQKoPZGRAqD2hoRKQxqa0SkMKituXSaolxERMQLnE4nDofD22GISDHmcDg4deqU2hoR8Ti1NyJSGNTWiEhhUFsjIoVBbc2lU4JbRETEC0zTxOl0ejsMESnGnE4nKSkpamtExOPU3ohIYVBbIyKFQW2NiBQGtTWXTgluEREREREREREREREREREpEpTgFhERERERERERERERERGRIkEJbhERERERERERERERERERKRKU4BYREfECwzCwWPQxLCKeY7FYCAwMVFsjIh6n9kZECoPaGhEpDGprRKQwqK25dIZpmqa3gxAREbmSxMTEABAfH+/lSEREREREREREREREihZ1DRAREfEC0zRxOp3eDkNEijGn00lGRobaGhHxOLU3IlIY1NaISGFQWyMihUFtzaVTgltERMQLnE4nDofD22GISDHmcDhISkpSWyMiHqf2RkQKg9oaESkMamtEpDCorbl0SnCLiIiIiIiIiIiIiIiIiEiRYPN2ACIiIleio6mnKTFvDCnm5eulZ9SPvWx1iUjRF+g0qJXuy/Y/M0ixmN4Op3A0iPF2BCJXpECnSS2nk+1OCylOw9vhiEgxpbbmyrZ7xs3eDuG8qtTWOLJiwwwAR02w7gAj1dvRiEhxZQZAvR3ejqJI0yeviIiIiIiIiIiIiIiIiIgUCUpwi4iIeIEJmFfIgEoR8Q4TsP/9r4iIJ5mA3aL2RkQ8S22NiBQWi6E1cUXE8ywWpWgvhaYoFxER8YIM04kd/cEkIp6TajHZFJDu7TBE5AqQ6mOwKcrq7TBEpJhTWyMihcHHSCXKutnbYYhIMedjpBIVFeXtMIo0dQ8QEREREREREREREREREZEiQQluERERL/A1LPij0Qci4jn+ToM6ab74Ow1vhyIixZy/3aROggN/uyYOFhHPUVsjIoUh0/TnuKM2maa/t0MRkWIs0/Tn+PHjZGZmejuUIksJbhERES8wAItyTiLiQRbA3zT0hV9EPM5igr89618REU9RWyMihcPAYfqRdedGRMRTDBwOLV95KXS/S0REREREREREREREREREigQluEVEREREREREREREREREpEhQgltERERERERERERERERERIoEm7cDEBERuRJl4sRhap0VEfGcNMNkl28maYYWqhQRz0qzwq4IC2lWb0ciIsWZ2hoRKQxW0omw7sZKurdDEZFizEo6ERERWK36YlNQSnCLiIh4gVP5JhHxMKcBp6xOb4chIlcAp8XglJ+3oxCR4k5tjYgUBovhxI/T3g5DRIo5i+HEz09fbC6FpigXERHxAqth4IPh7TBEpBjzMSE604qPOtSIiIf5OEyizzjxcajBERHPUVsjIoXBYfpw2lkWh+nj7VBEpBhzmD6cPn0ah0MzfBaUEtwiIiJeYMPAx9DHsIh4jo9pEG234WOqM42IeJaPE6LPmPho0ggR8SC1NSJSGJzYOOssi1OT34qIBzmxcfbsWZxOfbEpKN1ZFxERERERERERERERERGRIkEJbhERERERERERERERERERKRKU4BYRERERERERERERERERkSJBC0mIiIh4gQMTwzS9HYaIFGN2INHqxO7tQESk2LMbkOhvYDe8HYmIFGdqa0SkMBg48LecwMDh7VBEpBgzcODv749h6ItNQWkEt4jIv8yePRvDMFi1apW3Qyk0+/fvxzAMxo8frzjyoU+fPpf85cNummTgvEwRiYjklGEx2eebSYZFnWlExLMybAb7wi1k2HRzRkQ8R22NiBQGm5FBuGUfNiPD26GISDFmMzIIDw/HZtM45IJSgltEiqxjx47x+OOPU7duXUJDQwkJCSEmJobbbruNWbNmeTu8YmvVqlUYhuH2CAwMpG7dukyYMIHU1FSvxjd79mymTZvm1Rjyw/j7IeItj5VuyPq4OzhRvz9/1e3DJzGdqO4X7tofYfVjWvmWbKvVg9MNBhBfpxdTy7cg1OJ73nrtjR7I9TE8qgEAvoaF2ZXakVS/P9tr9aB9SDm344dHNWBa+ZaX+3KvSIYJfk4DQ/ltEfEwwzTxs2t2movxKFWwWzryP6NGrvsXG42wWzpyC1HnrScIK9ONmuw32nDauI4tRgvuo7xbmReNOI4Z7dhntKYHZd323UFpFhoNL+1iRAqJ2hoRKQymaWA3/TDNK/SuTeWRcPVauPY4tPkD6n8IgdXcy/iWhtpvQ+v90C4Rmq6HqFsvvd7qz0Hbv6DVHijT3X1f1O3Q4JNLvTqR/wzTNLDb7ZiX8L0mMTGRqKgo9u/ff/kCuwy2b99O+fLlOXv2rEfPowS3iBRJf/zxB/Xq1ePFF1+kdu3aPP3007zwwgt07dqVo0ePFokEZ1HXtWtX3nvvPd577z0mTZpEcHAw48aN47bbbvNqXEUlwe1rWAgwrN4OQ65grYOjee34Vlrs/JROe77Ax7CwpGpnAi1ZPUejfYKI9gnisUPrqL/9A/rvX0nH0Iq8Vanteestt2W226P//hU4TZNPT+4FYECpWjQKjKTlzk+ZmbCd9ypf7zq2sm8I/UvV5Mm/fvTYdV9JAkyDuum+BFypN2ZEpNAE2KFugpMArYmQL1cRygCjPJvN07nuf4hK5Pc214tGHB0pRW9zC3XMtcwwDzDDqElnIgHoTCTdKcsN5i88bu7iTaM2JfEBIBQbE41qDDF3XI7LEvE4tTUiUhjs+JPgqI0df2+H4h0RreDgG/BTa9hwExg+0OhLsAT+U6bOLAiqBpu6wvqr4NgiqDcPQuoXvN5SN0KZ/4NfO8Pu0VDrNfApmbXPFgpVn4LfH/bYZYsUNjv+JCQkYLcX/IvNpEmT6NKlC5UrV2bz5s306NGDChUqEBAQQM2aNZk+ffoF60hKSqJnz56EhoYSHh5O//79OXPmjGv//v37ad26NUFBQbRu3TpHMr1z58588ol755NatWrRrFkzpkyZUuBryw+NfReRIumFF15wJbIfeuihHPuPHDnihaiuLPXr16dXr16u50OHDuXqq69m6dKlbNiwgcaNG3sxOhG5kJv2fun2vN+BFRyp15fGgZGsOXOYbWlJdNu31LU/PuMUT/71I3MqX4cVA0cet96P2t1ncbglvAqrTh9iX0bWTfwa/hEsTt7P9rQTxKef4vny11DK5k+CPY1XKrRm1KEfOO3MvMxXKyIi8t8QhJU5Rj3uN7cx2ojNsb8+ITxiVKapuZ5DxrUXrK854bxnHmI1JwCYyZ8MoDxXG2EsNo9TgyBWk8QGTrGBU0yhBlUIIJFMnjWq84Z5kIOkXfbrFBERkSJq4y3uz7cNgLZ/QmgjOLk2a1tYM/h9KJz6Jev5vmeh4pCsMqc3F6zeoBpw4js49WvWo/oLEFAZMhOh2mT4801IO3hZL1WkKEtJSWHWrFksXZp1727Dhg1ERUUxd+5cKlSowLp167jvvvuwWq0MHjw4z3p69uzJ4cOH+eabb8jMzKRv377cd999zJ8/H4Dhw4dTrlw5Zs2axZgxYxgxYgQff/wxAB988AEWi4U77rgjR719+/ZlwIABjBo1ymPTsGsEt4gUSbt37wagffv2ue4vU6aM2/OffvqJfv36ERcXR1BQEEFBQTRp0oR33nkn3+fMyMjg+eefp169egQEBBAaGsp1113Hd999l6PsvHnzaN68OSVKlCAgIICKFSty++23s3379gue52JiHT9+PIZhsGvXLsaOHUulSpXw8/OjZs2azJs3L9f633//ferXr4+/vz/lypVj2LBhpKSk5Pt1yIvVauXaa7NuwmX/fLKdPn2aJ554gri4OPz8/ChRogS33norW7ZsyVfdr732Gh07dqR8+fL4+voSFRXFHXfcwdatW93KGYbB6tWrOXDggNsU6ueup3706FGGDBlC5cqV8fX1pXTp0vTq1SvXqVyOHj1K7969KVmyJEFBQbRo0YKVK1de3AsjUkSEWbOmHk+yp5+njB+nHBl5Jrf/LcoWwI1hFXk78XfXti2pibQILou/YaVDaAX+yjhLgj2NHhHVSDMdLEred2kXIiIi8h/2klGTJRxnOUk59gVg4T2jHkPM7Rwlf+t+rucknY0oovEDoC0lqE4Q35iJAGzhNI0JIxwbjQglACt7SKEF4TQklJc4cPkuTkRERIofW2jWv5nnfHdJ/gFKdwVbBGBA6TvB6g9Jqwte75ktENoYbOEQ0hCsAZCyF8KvgZAG8Mcrl+FiRIqPr776Cj8/P5o1awZAv379mD59Om3atCEmJoZevXrRt29fPv300zzr2LFjB19//TUzZ86kadOmtGzZkpdeeokFCxbw119/ucr07t2batWq0adPH3bsyJr96eTJk4wZM4ZXXsn9d/P6668nKSmJ1asvol24SBrBLSJFUmxs1miHd955h+eee+6CvYA+++wztm7dSteuXalUqRLJycl8+OGH9OvXj+PHj/Poo4+e93i73c6NN97I6tWr6dGjB/fffz8pKSnMnTuXdu3asXDhQjp37gxkJbd79epFixYtGDduHMHBwRw6dIgVK1awc+dOatWqddlj7d27N4ZhMHToUCwWC6+++iq9evUiNjbW9SEH8Prrr/PAAw9QrVo1xo4di6+vL/Pmzcs1SV8Qe/dmTUFcsmRJ17ZTp07RsmVL9uzZQ+/evalfvz4nTpzgrbfeonnz5qxZs4ZGjRqdt97nn3+epk2bMmjQIEqVKsXu3buZOXMm33zzDRs3bnS9H7KnS09ISGDq1Kmu42vWrAnAwYMHueaaazhz5gz9+/enevXqHDp0iNdee41ly5bxyy+/ULFiRVfcrVq1csV99dVXs23bNjp37uw63/nExMTkue/gwYNYI0IuWIdIYTGAKeVb8P3fI7dzU9LqzxNlGjMz8cIddbLdUzKO045MPjsZ79r2TsLv1A0oyW+1umcltvctI8Lqx/joJrTftYgJZa+mW0RV4jOSuffAKv7K9Ox6PSIiIoWlG2VoSCjNzB9y3f8/owbrOckXHM93nQ+ZO3jdqM0flrZkmk6cwEBzG2v+HtG9jETm8xc/GM1JxUFf8zfO4uBloxb9za3cT0UGGRVJJIP7zW1sR5+7IiIiks2AuBfhxDo4e869gC09oe5cuPYwODPBkQKb/g9S4/Ou6kL1Jn4Lh9+Hpt+DIxW23guOs1BjRtZo7wr3QYUHs0Z0b38QzmqJFbmyrVmz5oIzqCYnJ1OiRIk8969fv57w8HCuuuoq17brrrsOi8XCjz/+yG233Ub9+vX59ttv6dChA8uWLaNevXoAjBw5kkGDBlGhQoVc6/b19aVBgwasWbMmz0GKl0oJbhEpkoYPH868efOYMmUKc+fOpVWrVlx99dW0aNGC5s2bY7G4T1AxZswYnnnmmRx1tG3blsmTJ/PII4/g4+OT5/leeeUVli9fzqeffuq2xvRDDz1E06ZNGTp0qCvB/cknnxASEsLKlSvd6hw7dmy+rq0gsUZERLB48WLXdXft2pXY2FhmzJjhSnAnJyczcuRIKlasyM8//0xYWBgAgwYN4pprrslXbOdKSUkhISEBgOPHj/P++++zcOFCKlWqRJs2bVzlxo0bx++//86aNWto2rSpa/sDDzxA3bp1GT58+AVHRW/dupWgoCC3bb1796Zhw4ZMmTLF1VOsV69ezJw5k9TUVLfp07MNHTqUs2fPsmHDBrcEdN++falbty7jxo1zjZR/8cUX2b17N1OnTuXhhx92lW3ZsiU9evTI56skUjS8VKE1tf1L0GbXwlz3h1h8+KLqjexIO8FTf/2S73r7lKzB/KTdpJsO1zY7ToYeXONWbmala3n52G80CIzklvAqNPr9Q0aWbsi08i3dpkkXEREpqsrjz1SjBp3MX0jHmWN/ZyK5lhJcZa6/qHoHU4mmhHOr81cOkEorSvCSUZPDZpprlPgEcy8T2Os65kliWUEimTgZbcTQwPyem4jkHaMuTfNIvouIiMgVqMZ0CK4NP7dz3x47DnzCYMMNkJEAUbdAvbnwS3s4s63g9cY/nfXIFvMEJK0AMxOqPJ613nfkjVlrgP948fcyRYqTAwcOEB0dnef+devW8cEHH/Dll1/mWebIkSNERUW5bbPZbJQoUcK1BOyLL77IwIEDqVy5MvXq1eONN97gu+++Y9OmTTz33HN069aNX375hQ4dOjBjxgx8fX1ddUVHR3PggOdmjNIU5SJSJMXExLB582aGDh1KUFAQn3zyCY899hgtW7akatWqLFu2zK38ucnR1NRUEhMTSUpKolOnTiQnJ7Nz587znu+9996jcuXKtGrVioSEBNcjOTmZW265hX379rFr1y4AwsPDSUlJ4YsvvsDpzHnz6kIKEusjjzziltSvUKECcXFxrpgAli1bxpkzZxg8eLAruQ0QEBDAiBEjLjrOZ555hsjISCIjI6lVqxYTJ06kQ4cOfPvtt64PMtM0mTt3Ls2bNyc2NtbttbPb7XTo0IE1a9aQmpp63nNlvyamaXLq1CkSEhIoXbo0cXFx/Pjjj/mKNzk5mc8//5wbb7yR0NBQt1iCg4Np1qyZa80SyOqoEB4ezoMPPuhWT/fu3alWrdoFzxcfH5/no0KFCqSbTlLOSfqJeMv08i25KawS1+3+nEO5jJYOtvjwVdXOnHZkckf819hzuSmfm5ZBZanhH8HbiefvVd02OJra/hG8cnwrbYOj+frUAVKcdj46sYc2IXl/UZcLS7GY/BKQToolf1PKi4gUVIqPwS9lrKT4GN4O5T+rEaGUNvz42WhOmnE9acb1tDFKMISKpBnXc51RklgCSTTaufYDfGQ0YLnRJNc6/bHwtFGNkebvLOY4v3GGV/mDDznCMKNKrsfEEcRdRlnGmntoQwnWcIIEMvmIozQ2wgjG6rHXQORSqa0RkcLgY6RSxvYrPsb571UVe3FTs5LJv3SE9EP/bA+IgYoPwraBkLQSzvwG8ZOy1s2ucH/B6/23wOpQtgfsfQoiWsOJtZCZAEc+zlq32xp86dco4kU+RiplypQ576C780lNTcXf3z/XfVu3bqVLly6MGzeODh06XEqYlCtXjsWLF/PHH3+wePFiSpUqxYMPPsjrr7/O008/TUhICDt37mT37t288cYbbscGBARclqVR86IR3CJSZFWqVInp06czffp0jh07xvr16/nwww95//33ue2229i8eTNVq1YFICEhgbFjx7Jw4UIOHz6co66kpNyn5M22Y8cOUlJSiIyMzLPM0aNHqV69Ok888QRr167ljjvuICIighYtWtCuXTvuuusuSpcufcHrKkisuU2HXbJkSbceUtnTh+c2RXrt2rUvGNe/9enTh549e2K329m5cyfPPfccf/75JwEBAW7XkpCQwHfffXfe1y4hISHP6UwAvvvuOyZMmMC6detyJMOrVMn95t2/7dq1C6fTybx58/Jcn/zcTgJ79+6lbt26br3OstWqVSvHOuMiRdH08i25NbwK7Xd/zv6M0zn2h1h8WFK1M+mmg1v3LnEbiX0hfUvV4Jezx9iSmphnGT/DyowKrbhn/3KcmFgMAx8z6/fQx7BgRTcvRUSkeFhBIvWd37ttm0kddnKWF8x9JJDBW/zptn+z0YLhfyevc+ODga9hwfmvfkwOzDxHM7xm1GKkuZOzOLBi4PP3Z232v/rsFREREeKmZo3K3tAB0va777Nm3/f7V+d308EFx1Oer95/q/UK7Hw0a5pywwqWv5OA2f8a6pQnV7ZSpUpx4sSJHNu3b99O+/btue+++xgzZsx56yhTpgzHjh1z22a320lKSqJMmTK5HjN58mQ6dOhA48aNGTBgAE8//TQ+Pj7cfvvtrFixgiFDhrjKJiUl5Wupz4JSgltEioWoqCi6dOlCly5dqFixIs8++ywLFixgzJgxmKZJx44d+e233xgyZAhNmjQhIiICq9XKV199xdSpUy840trpdBIXF8fLL7+cZ5k6deoAWeuDb9u2jVWrVrF8+XLWrFnDiBEjePLJJ/nqq69o3bp1nnUUNFarNfcvdabpuVF7sbGxXHfddQB06tSJDh060LBhQ7p37853332HYRiuWFu3bs2TTz6ZZ13nS35v2LCB9u3bExMTw6RJk4iJiSEwMBDDMHjooYc4ezZ/6wRmx9KtWzcGDBiQ38v0GB/Dgg8W0vI5GlbkcnupQit6RFTj9vglnHZkUNqW9UdqsiODNNNBiMWHr6vdTIDFxj17lxNq9SGUrD8kj9vTcJLVvmyt1Z0nDv3IouR9rrpDLD50DY9l5KF1541hTNnGfH3qDzalZi13sO7MEZ4r15zZSb/zYGRd1p094olLv2L4Ow0qZ/qw3yeTNI3iFhEP8rebVE422R9mkGZTgjQ3Z3CwjTNu21JwkEima/tRMnIc9wdp7OefDp5bjRY8Ye5mEcc4jYPVZhLPGtVJNR0cII3WRHA30Ywwc8761J/yHCfDlTBfx0nGEktTwuhklGKbeYZk7JfzskUuK7U1IlIY7KYfyc7KhFn2YzPSvR1O4asxHcr8H2y+E+xnwPfvwTr2ZHCmwdmdkLIHar4Cux6HzCSIuhlKtodN/yzrSKMlcHwRHHw9f/Weq1w/yDgOCV9lPT+5HmLGQNjVULIjnNmedZxIEWY3/UhOTCQsLAyb7eJTtQ0bNmTu3Llu27Zt20a7du3o3bs3kyZNumAdzZs35+TJk2zYsMG1nveKFStwOp1uS41m27FjB/Pnz2fTpk0AOBwOMjMzAcjMzMThcB8Ys3XrVrp27XrR15ZfSnCLSLGTvZ70oUNZ09z89ttv/Prrrzz55JNMmDDBrew333yTrzqrV6/OwYMHadu2bb4+cHx8fLj++uu5/vqsqQW3bNnCVVddxdixY1m1alWex12OWPOS3Vtq+/bt3HTTTW77tm3Lx/o4F1CzZk0eeughnn/+ed5//33uuusuIiMjCQ8P58SJE65k+MWaN28edrudJUuW5BipnpiYmGMqFsPI/UZH1apVsVgspKam5iuW2NhY9uzZQ0ZGRo5R3Nu3b7/Iq8jJAlgMA5RzEi95IDKrU86K6re6be+3fwVzknbSKDCSpkFZf3DuqtPTrUzs1rkc+HvEdw3/CMKs7r8j/xdRFcOABUl78jx/bf8SdA2PpfHvH7m2fXJyL21CollV/VZ2pZ2k1/5vC3x9ktXOBDsNrUkkIh5nMSE408RiKuHkaTWMYMLMf/4eucvczCSjOnOMepTAhwOk8qS5mzc46HZcFL6MMmJoZf6zvM/PJDPVPMDnRiOOkUE/c2uhXYdIQaitEZHCYGIh0ww6z3woxVyFgVn/XvWv+5BbB8Dh98C0w8YuUPVpaPAJ2IIhZS9suxcS/ln6j8AY8CmV/3qz+UZBlcfg57b/bDv1C/wxHRp8lpX43nbvJV+miLeZWMjMzCzwALWOHTsyatQoTpw4QUREBFu3bqVdu3Z07NiRYcOGudbQtlqtrsFlP/30E/fccw/Lly+nXLly1KxZk06dOjFgwABef/11MjMzGTx4MN27d8+xvrdpmtx3331MnTrVtZxoixYteOutt6hevTpz5syhR48ervL79+/n0KFDBc4J5IcS3CJSJK1atYqrr76awMDAHPs+++wz4J+puLNHN//7w+Kvv/5i5syZ+TrfPffcw4gRI5g0aRLjxo3Lsf/o0aOu6cePHz+eY0RyzZo1CQoKIjEx76l6L1eseenQoQNBQUG8/PLL3Hfffa51uNPS0njxxRcvqe5sjz76KK+++irjx4+nW7du2Gw2evXqxcsvv8y7775L7969cxxz7muXm7xek9dff52jR49SqVIlt+3BwcGcOHEC0zTdkt0lS5bkxhtv5Msvv2TlypVce+21543l9ttv5+mnn+bVV1/l4YcfdpVZsGCBpieXYsH262vn3b/6zF8XLJNXPTMTdzDzAmtvb0tLoub29922mcCQg2sYcnDNBc8rIiJS1LU3fz7vfptz6QW3HSWDe/ORmD5GBlXN73Jsf5q9PG3uveDxIiIicoX4Jvc1fd2k7IUtPc5fZm3cxdcLkHEs57EA8ZOzHiICQN26dWnUqBEffvghAwcO5OOPP+b48ePMnTvXbWR3pUqV2L9/PwApKSns3LnTNeoasgaXDR48mPbt22OxWLjjjjuYMWNGjvO9+eablC5dms6dO7u2jR8/nrvuuoumTZvSqVMnBg0a5Nr3/vvv06FDhxz37i8nJbhFpEiaNm0aK1eupHPnzjRu3JiIiAgSEhL48ssvWb16NXXq1KFfv34A1KhRgzp16vD8889z5swZateuzb59+3jjjTeIjY294PrbAA899BDLly9n/PjxfPfdd3To0IESJUpw8OBB1q1bR3x8PPHx8UBW76mQkBBat25NxYoVSUlJYcGCBZw8efKC615cjljzEhYWxnPPPcfgwYNp0qQJffv2xdfXl7lz5+Y5xfnFKlmyJIMHD+bZZ59lzpw59OvXj0mTJrFu3Tr69OnDwoULadWqFUFBQfzxxx8sX76cgIAAVq5cmWedt99+O1OmTOGGG27gvvvuIzAwkLVr17J06VJiY2Ox292nUWzWrBmLFy9m8ODBXHPNNVitVtq1a0dUVBSvv/46LVu25Prrr+euu+6iSZMmWCwWDhw4wFdffcVVV13F7NmzARgxYgTvv/8+w4YNY8uWLTRp0oTt27fz9ttvU7duXX777bfL8pqJiIiIiIiIiIiIiFyMsWPHMnLkSAYMGMD48eMZP378ecu3bds2xyCyEiVKMH/+/Auea+DAgQwcONBtW1RUFN9+m3P2xYyMDF5//fV81XsplOAWkSJp1KhRVK9endWrV7N8+XISExMJCAigevXqTJgwgYcfftg1VYbVauXLL7/kscceY/78+Zw6dYq4uDief/55LBYLffv2veD5bDYbX3zxBW+++SbvvvsuTz/9NHa7nTJlytCoUSOeffZZV9kHH3yQjz/+mFmzZpH49zoaNWvW5IMPPqBbt27nPc/liPV8Bg0aRHh4OM899xzjx4+nZMmSdO/enXvvvZfatWtfUt3Zhg8fzssvv8zEiRPp1asXoaGhrF27lmnTpvHBBx+wdOlSLBYLZcuWpWnTptxzzz3nra958+YsXLiQCRMmMG7cOPz8/GjZsiVr1qzhwQcfdPVAy/bII48QHx/Pxx9/zOuvv47T6WTlypVERUVRrlw5fv31V55//nkWLlzIhx9+iK+vL+XKlaNVq1b079/fVU9YWBhr1qzh0UcfZeHChSxYsICGDRuyePFi3n33XSW4RURERERERERERMQrbrrpJnbv3s2hQ4eoUKGCt8Nx+eOPPxg9ejQtWrTw6HkMs6ATvIuIiEiBxMTEcODMCazP3YvjMi7CbdSPvWx1iUjRZzUhzGEh2erEcaUsVdkgxtsRiFyRrE6TsHRI9gOH5UppcESksKmtubLtnnGzt0M4ryq1r9D1moshp2kl3QzDz0jGYji8HY6IFFNO00p6qwT8/PywWPQZUhAawS0iIuIFTtOEy5jcFhH5N4cBSTant8MQkSuAw2KQFODtKESkuFNbIyKFwWI4CDAKvkSgiEh+WAwHAQH6YnMp1C1ARETEC6yGgQ2NOhARz7GZEGm3YlNfGhHxMJvTJDLFic2pBkdEPEdtjYgUBqdpJcUZidO0ejsUESnGnKaVlJQUnE4NTCgoJbhFRES8wIaBr6GPYRHxHF/ToFKmDV9TnWlExLN8HVDplImvZvEUEQ9SWyMihcGBL6ecFXDg6+1QRKQYc+DLqVOncDj0xaagdGddRERERERERERERERERESKBCW4RURERERERERERERERESkSFCCW0REREREREREREREREREigQluEVERLzAiYnDNL0dhogUYw4g2eJEqzmJiKc5DEj2M3AY3o5ERIoztTUiUhgMnPgapzFwejsUESnGDJz4+vpiGPpiU1A2bwcgIiJyJco0TRz6Y0lEPCjdYrLbL9PbYYjIFSDdZrA7QjdmRMSz1NaISGGwGemUsO72dhgiUszZjHRKlCjh7TCKNI3gFhEREREpjkywmFn/ioh4lGlicZqg2WlExJPU1ohIITBNcJoWNTUi4lGmCU6nE1ONTYEpwS0iIuIFfoaFQMPq7TBEpBgLNA0apfkRaGqkk4h4VqAdGh1zEmj3diQiUpyprRGRwmAngGOOBtgJ8HYoIlKM2Qng2LFj2O36YlNQSnCLiIiIiIiIiIiIiIiIiEiRoAS3iIiIiIiIiIiIiIiIiIgUCUpwi4iIiIiIiIiIiIiIiIhIkaAEt4iIiIiIiIiIiIiIiIiIFAk2bwcgIiJyJUo3ndhNh7fDEJFiLNUw2eSfjloaEfG0VBtsirLgMLwdiYgUZ2prRKQw2EgjyroZA6e3QxGRYsxGGlFRURiGvtgUlGGapuntIERERK4kMTExAMTHx3s5EhERERERERERERGRokVTlIuIiHiB0+nEbrd7OwwRKcbsdjsnTpxQWyMiHqf2RkQKg9oaESkMamtEpDCorbl0SnCLiIh4gWmaaBIVEfEk0zRJT09XWyMiHqf2RkQKg9oaESkMamtEpDCorbl0SnCLiIiIiIiIiIiIiIiIiEiRoAS3iIiIiIiIiIiIiIiIiIgUCUpwi4iIiIiIiIiIiIiIiIhIkaAEt4iIiBdYLBYsFn0Mi4jnWCwWQkJC1NaIiMepvRGRwqC2RkQKg9oaESkMamsunWFqBXMREZFCFRMTA0B8fLyXIxERERERERERERERKVrUNUBERMQLTNPE6XR6OwwRKcacTiepqalqa0TE49TeiEhhUFsjIoVBbY2IFAa1NZdOCW4REREvcDqdOBwOb4chIsWYw+EgOTlZbY2IeJzaGxEpDGprRKQwqK0RkcKgtubSKcEtIiIiIiIiIiIiIiIiIiJFghLcIiIiIiIiIiIiIiIiIiJSJNi8HYCIiMiV6GjqaUrMG0OK+d+chsaoH+vtEETkEgU6DWql+7L9zwxSLKa3w/lvaRDj7QhEipVAp0ktp5PtTgspTsPb4YhIMaW2pujYPeNmb4fgFVVqayxZsWAGgKMmWHeAkertaESkuDIDoN4Ob0dRpOlTV0RExAucgNNUwklEPMcJpBgmTm8HIiLFntOAFB8D5ZtExJPU1ohIYTBwYjNSMfSXlIh4kIETm82GYeiLTUFpBLeIiIgXZJpOHPpjSUQ8KM1ist0/w9thiMgVIM1msL2kbsyIiGeprRGRwmAz0ill1ahKEfEsm5FOqVKlvB1GkaYR3CIiIiIiIiIiIiIiIiIiUiQowS0iIuIFfoaFQMPq7TBEpBgLdBo0SvUjUPN4ioiHBWaaNDrqIDBTy6+IiOeorRGRwpBpBnDE0ZBMM8DboYhIMZZpBnDkyBEyMzO9HUqRpQS3iIiIiEgxpS/7IlJYLMo3iUghUFsjIoXCVCdhEZH/Ot3zEhERERERERERERERERGRIkEJbhERERERERERERERERERKRKU4BYRERERERERERERERERkSLB5u0ARERErkQZphOH6fB2GCJSjKUZJlv9MsgwtFiliHhWmg22lrKQYfV2JCJSnKmtEZHCYCONktbt2Ej3digiUozZSKNkyZLYbErTFpReORERES8wAae3gxCRYs1pZCW5RUQ8zWkYpOnugoh4mNoaESkMhmHiQ5q3wxCRYs4wTHx8fLwdRpGmKcpFRES8wGYY+OpjWEQ8yNcJlTJs+Ko3jYh4mK/DpFKyE1+HOtWIiOeorRGRwuAwfUh2VsJhKvEkIp7jMH1ITk7G4dAMnwWlO+siIiJeYMXAZhjeDkNEijEbBpEOKzbU1oiIZ9mcEJlqYlOHGhHxILU1IlIYnNhIdZbEqclvRcSDnNhITU3F6dQXm4JSgltERERERERERERERERERIoEJbhFRERERERERERERERERKRIUIJbRERERERERERERERERESKBC0kISIi4gV2TDC1xoqIeE6mYXLY5iDTML0diogUc5kWOBxkkKku9CLiQWprRKQwWLATZDmKBbu3QxGRYsyCnaCgICwWfbEpKCW4RUREvMBhmpgo6SQinpNpwCEf3ZQREc/LtBocCjG8HYaIFHNqa0SkMFiNTEKMQ94OQ0SKOauRSUhIiLfDKNLUNUCKrP3792MYBuPHj3fb7nQ6GT9+PDExMdhsNgzjv/XHT+XKlWnbtq3Xzt+2bVsqV67s8fOsWrUKwzCYPXu2x891uRmGQZ8+fbwdRr7k9XtwMQrrPXE+Rek1v1wMQx/CIuJZFhOCHQYW9aUREQ+zOE2CM0wsTjU4IuI5amtEpDA4TQsZZjBOU3dtRMRznKaFjIwMnM6Cz/CZmJhIVFQU+/fvv3yBXQYZGRlUrlyZX375xaPnUSst/znZidGnn366QMe/++67PPXUU1x77bXMmjWL99577zJHmFPbtm0xDMP1sNlslClThttuu40ffvjB4+cX7zl16hTPPPMMDRs2pESJEgQGBlKpUiVuuOEGnn/+eW+H5xFffvklHTt2pGLFivj5+VGmTBmaNGnCQw89RHx8vLfDKzJ8seBvWL0dhkiBPFa6Ievj7uBE/f78VbcPn8R0orpfuGt/hNWPaeVbsq1WD043GEB8nV5MLd+CUIvveeu9NbwKS6p25mi9vtgbPUD9gJI5yrxY7hqO1evLvjp30yOimtu+O8JjWBh7w2W5xuLA3zSokeGLv/nf6uwnIsWPvwNqJDnxd3g7kv+eR6mC3dKR/xk1AIjAh2lGDbYZLTltXEe80ZqpRg1C8zHBXg2C+MxoSKLRjmSjPeuNZlTA37X/RSOOY0Y79hmt6UFZt2PvoDQLjYaX9+JECpnaGhEpDA78SHJUx4Gft0Pxjsoj4eq1cO1xaPMH1P8QAt3/9sa3NNR+G1rvh3aJ0HQ9RN16/nrDW0KDT6B1PFyfBpE35yxT6eGsc7b5Ayo95L4vtAk0XQe6lybFhAM/kpKScDgK/sVm0qRJdOnSxW3w2uzZs6lXrx7+/v5ERUUxaNCg89axd+9ebrvtNiIjIwkNDaVbt24cPXrUtT89PZ27776b0NBQqlevzrfffut2/AsvvMCQIUPctvn6+jJixAgee+yxAl9bfmiKcimyKlWqRGpqKjab+9v4m2++ISwsjJkzZxbq6G2LxcK7774LZP3Sb9q0iVmzZvHll1+yfPlyWrVqVWixnM+yZcswTfV2vhxOnTrF1Vdfzc6dO7nxxhu55557CA4OZt++ffz0009MnjyZRx991KMx5PV74CmjRo3i2WefJSYmhr59+1KhQgWOHz/Ojh07mD9/Pq1atSImJuai601NTcVq1RdUkaKidXA0rx3fyi8px7AZFp6ObsqSqp2pu2MBKU470T5BRPsE8dihdWxPPUEl3xBeqdiaaJ8g/m/fsjzrDbL48P2Zw3x0Yi9vVmqbY3/nsEp0L1GNG/YspqpfGDMrXcuyUwdJdKQRavFlYnRTOu7+woNXLiIikn9XEcoAozybzdOubdH4EY0/j5k72c4ZKhHAK0Ytog0//s/cnGddMQSw2riadzjEU+YeTmGnFsGkkTXiozORdKcsN5i/UJVAZhp1WGYmkEgmodiYaFSjo+nZERQiIiJSDES0goNvwKlfwLBB1QnQ6EtY1wCcKVll6swCWxhs6gqZiVDm/6DePPjxGjidx/cZayCc/g0OvQsNPsy5P7gOxI6FjbdnTXvY4FNI/BbObMtKatd8CXYMAlO9nEQAUlJSmDVrFkuXLnVtmzJlCv/73/944YUXaNq0KWfPnj3v6O6zZ8/SoUMH6tevz4oVKwB48sknufnmm/nhhx+wWCy8+eabbNiwgfXr17NkyRLuuusujh49imEY7Nu3j7feeivXkdo9e/Zk+PDhbNu2jdq1a1/26wcluKUIMwwDf3//HNuPHDlCeHh4oU9NbhgGvXr1ctvWunVrunXrxrPPPvufSXD7+p5/9Jzk31tvvcXOnTt5+OGHmTp1ao79R44c8XgMef0eeMKxY8d44YUXqFixIhs3biQ0NNRtf0ZGBmfOnClQ3YV1DSJyedy090u35/0OrOBIvb40DoxkzZnDbEtLotu+f75gx2ec4sm/fmRO5euwYuDIY/35eUm7AKjkm/saRDX8I1h9+hAbUo6zIeU4U8q3oIpfCIkpaTxbrhlvJGzjYGbB2iEREZHLKQgrc4x63G9uY7QR69q+jTN0Mze5nseTypPmbuYY9c77GTnRqMYSEnjc3OV2bLYaBLGaJDZwig2cYgo1qEIAiWTyrFGdN8yDHCTt8l+oiIiIFC8bb3F/vm0AtP0TQhvBybVZ28Kawe9Ds5LgAPuehYpDssrkleBOXJb1yEtQXFYC/MSqrOdnfoPAuKwEd6VhWec+teGSLk2kOPnqq6/w8/OjWbNmAJw4cYIxY8bwxRdf0L59e1e5evXq5VnH999/z/79+93u9b/77rtERESwYsUKrrvuOnbs2MEtt9xC7dq1iYmJYeTIkSQkJBAZGckDDzzAc889lyNPABAREUGLFi1YsGABEydOvMxXn0VTlEuR9e+1h2fPno1hGKxcuZIDBw64pgs/d13fvXv30qdPH6Kjo/H19aV8+fI8+OCDJCQkeCTGG27ImiZ1z549Ofbt2rWLLl26EBYWRnBwMDfeeKNbucOHD+Pj40O3bt1yrXvKlCkYhsHixYuBrFHjEydOpFatWgQFBREaGkpcXBz9+vUjNfWfGx95rbe8b98+BgwYQKVKlfDz86N06dJ06NCBb775xlXm999/Z9CgQdSpU4ewsDACAgKoW7cuL7744iVNpZGXiznfuT//adOmUb16dfz8/KhSpQpTpkzJtf5vvvmGZs2aERAQQGRkJP369buo98Lu3bsB3D4wzlWmTJlcr6l79+6ULl0aPz8/YmJiGDFiBKdOncpRNjMzk6lTp9K4cWOCgoIICQmhXr16jBs3zlUmrzW4X3vtNTp27Ej58uXx9fUlKiqKO+64g61bt+b7+v4tPj4eh8NBkyZNcv3Q8vX1pUSJEm7bTNNk9uzZtGjRgtDQUAIDA6lRowZDhw4lIyPDVS6vNbhXrlzJDTfcQEREBH5+ftSsWZPnnnsux88/+3195MgR7r77bkqWLElAQACtW7fOc62Pzz//nOuuu46IiAj8/f2JiYnh3nvvzfEeyG8MIleyMGtW56kke/p5yvhxypGR5437/NiSkkjjwCjCrb40CihFgMXGnvRkWgSVoWFgJC8d+63AdYuIiFxOLxk1WcJxlpN0wbJh2DiFPc/PSAO4kUh2m2f5ymjMX0Zb1hlNuYUoV5ktnKYxYYRjoxGhBGBlDym0IJyGhPISBy7TlYmIiMgVxfb3PcDMc77TJP8ApbuCLQIwoPSdYPWHpNUFP8+ZrRBUDfwrgH/FrGnRz26DgBiIvgf2jL+UqxApdtasWUPjxo1dz7/55hucTieHDh2iZs2alC9fnm7dunHw4ME860hPT8cwDPz8/lmSwd/fH4vFwtq1WR1a6tevz9q1a0lNTWXp0qWULVuWUqVKMW/ePPz9/bntttvyrP/qq69mzZo1l+Fqc6cR3FJstG7dmvfee49JkyaRkJDgGlEbG5vVW37Tpk20bduWwMBA+vXrR6VKldi9ezevvfYay5cv56effiIsLOyyxrRrV1bv+sjISLfthw4donXr1txyyy0899xz7N69m5deeokuXbrw22+/YbFYKFu2LLfccguLFi0iISGBUqVKudUxc+ZMKlSo4EqiDx48mJkzZ9KzZ0+GDh0KZCWtFy9ezNmzZwkICMgzzl9//ZX27duTkpJCnz59aNCgAadPn+aHH37g22+/5frrrwey1kdfuXIlnTt3pkqVKqSlpfHVV18xcuRI4uPjefXVVy/ba1fQ840ePZpTp07Rt29fgoODmTNnDsOHDyc6Opru3bu7yn355Zd06dKFyMhIHnvsMUqUKMGnn35Kp06d8h1f9ntr7ty5tG/f/ryvMWS9B1u3bo3dbufBBx8kJiaGtWvX8r///Y/ly5fz/fffExgYCGQlt2+44QaWL19OmzZtGDt2LKGhoezYsYOPPvqIp5566rznev7552natCmDBg2iVKlS7N69m5kzZ/LNN9+wceNGV+wXI3vq8e+++46dO3cSFxd3wWP69OnDnDlzaNiwISNHjiQqKoq9e/fy6aefMmHChPPOKPD2229z77330rBhQx5//HHCw8P5/vvvGTVqFBs3bmTBggVu5c+ePUurVq1o3LgxEydO5OjRo0ydOpUbbriB+Ph4QkL+GRE6duxYJk6cSGxsLEOGDKF8+fL88ccffPHFF/z555+u37eLjSG31ys3Bw8exBIRglYLkOLAAKaUb8H3f4/czk1Jqz9PlGnMzMTtl3SuZacPMv/ELn6I60qqaafv/hWcddp5uWJr+u9fwf2RtRkUWZdEeyr3/7Ga7WknLul8RZ0JZBhcQpcCEZH8MYEMq9qbbN0oQ0NCaWb+cMGyJfHhCSOWmeR94ykKX0IMG49ShbHmHkaxi46U4mOjAdeZP/MdJ1hGIvP5ix+M5qTioK/5G2dx8LJRi/7mVu6nIoOMiiSSwf3mNrZz9nJeskihUFsjIoXFYmR6O4T/CAPiXoQT6+DsOX/Pb+kJdefCtYfBmQmOFNj0f5AaX/BTnd0Je8ZmTYcOsOfJrG2NvoLdo6Hk9RA7Jut8O0f8M5pcpAizWAo+BvnAgQNER0e7nsfHx+N0Opk8eTLTp08nLCyMMWPGcP3117Nly5Zc78M3a9aMoKAgHnvsMSZPnoxpmjz++OM4HA4OHz4MQL9+/diyZQu1atWiVKlSfPjhh5w4cYKxY8eyatUqxowZw4IFC4iNjeXtt9+mXLlyrvqjo6M5cMBzHW2V4JZiIyYmhpiYGGbOnElqamqO6cL79u1LiRIl+OWXX9xGmXbt2pVrrrmGadOmuY2MLYjskZ/p6els3ryZ4cOHA9C7d2+3cnv27GH+/Pn06NHDtS0yMpJRo0bx7bff0qFDBwDuv/9+Pv30U959911XXQBr165lx44djBs3zrVu8SeffEKnTp2YO3eu27mee+6588Zsmia9e/fmzJkzfP/991x99dVu+51Op+v/d999N/fff7/b/kceeYSePXvy5ptvMnbs2FxHLRdUQc6XkpLCr7/+6up1lN2ZYcaMGa4Et9PpZPDgwQQEBPDTTz9RoUIFAAYNGsQtt/xrGp7zuPfee3nppZf44IMP+Prrr2nZsiVNmzalefPmtGnTBh8fH7fyQ4cO5cyZM6xZs4YWLVoA8OCDD1KjRg3GjRvHlClTGDNmDADTp09n+fLlDB06lGnTprlNuX/uzyQvW7duJSgoyG1b7969adiwIVOmTOGVV17J93Vmi4qKYvDgwbz88svUrl2bRo0a0bx5c5o2bUq7du1y/Cw+/vhj5syZw+23384HH3zgtk74hd6XR44cYdCgQXTp0oVPP/3Udf0DBw6kfv36jBgxggceeIA2bdq4jklISGDYsGGMGjXKta1mzZr06NGD999/n/vuuw+An3/+mYkTJ9KsWTO+/fZbt9fp6aefdr2+BYnhYmSYTuxoFLgUfS9VaE1t/xK02bUw1/0hFh++qHojO9JO8NRfl77254TDvzDh8D/1PFnmKlac+pNMnIwu05gGOz7gptBKvFO5PU1///iSz1eUpVpMtvjnPapeRORySfUx2BJp9XYY/wnl8WeqUYNO5i+kc/7v7SFY+cJoxA7O8JS5N89yFrK+h37Ocab/PRJ7M6dpTjj3GRX4zszq0DXB3MsE/qnnSWJZQWLWZ6QRQwPze24ikneMujTNR/Jd5L9GbY2IFAYfI5Uoq2YHA6DGdAiuDT+3c98eOw58wmDDDZCRAFG3QL258Ev7rCnFC+rPmVmPbGV7geM0JP8I12yBn1qAX3moNwfW1AAzI++6RP7jfIxUoqKiLlwwD6mpqW7LfjqdTjIzM5kxY4Yrv/T+++9TpkwZVq5cSceOHXPUERkZyUcffcQDDzzAjBkzsFgs9OjRg0aNGrmS7z4+PjlyCX379mXo0KFs3LiRhQsXsnnzZp5//nmGDh3KJ5984ioXEBBASkpKga/xQjRFuVwRtm7dyqZNm+jevTtOp5OEhATXIyYmhqpVq7J06dILV3QeDoeDyMhIIiMjKV++PDfddJNrzeIBAwa4lY2OjnZLbgOuUdLZo74BrrvuOqpWrcrMmTPdyr711ltYrVb69+/v2hYeHs62bdvYvDmPdU7ysHnzZrZu3UrPnj1zJLfBvRfRuYnA9PR0kpKSSEhIoFOnTjgcjjyngi6ogpxv8ODBblNqBAUF0bx5c7fXdcOGDezfv5977rnHldwGsFqtjB49Ot/xRUREsGHDBkaPHk3ZsmX56quvGDt2LNdffz3ly5dn3rx5rrLHjx9nzZo1XH/99a7kdrYRI0YQFBTk1vjPnTuXoKAgJk+enGM9+fz07Mp+7UzT5NSpUyQkJFC6dGni4uL48ccf832N/zZjxgzmzp1L27Zt2bp1KzNmzKBnz56UL1+e/v37u31gZXe2+N///ueW3AZcSwjk5eOPPyYtLY17772XxMREt9/Zzp07A+T4nbVYLDzyyCNu23L7vcr+uTzzzDM5OgFk11PQGM4VHx+f5+Pc951IUTa9fEtuCqvEdbs/51BmzpFgwRYfvqramdOOTO6I/xr7BW70X6w4v3DuKlGNsYd/ok1wOdac+YsEexofndxL48BIgi0+F65ERETkMmpEKKUNP342mpNmXE+acT1tjBIMoSJpxvWumzDBWPnKaMxpHNxhbsJ+njGpCWSQaTrZYZ5x2/47Z6mIf67HxBHEXUZZxpp7aEMJ1nCCBDL5iKM0NsIIRklCEREROY+4qRB5I/zSEdIP/bM9IAYqPgjbBkLSyqy1suMnwalfocL9edd3sXxKQswT8PswCGsCKbshZS+cWA2GT9Z05iJXsFKlSnHixD8zF5YtWxaAWrVqubZFRkZSqlQp/vjjjzzr6dChA3v37uXYsWMkJCTw3nvvcejQoTxnJ125ciXbtm1j8ODBrFq1ihtvvJGgoCC6devGqlWr3MomJSXlmN34ctIIbrki7NixA8hKaD3zzDO5ljnfdML5YbFYXMkum81GqVKlqFGjRo7EXl7nKlmyJACJiYmubYZhcN999/Hoo4+yZs0aWrVqxcmTJ/noo4/o1KmTW5Js+vTp3H333TRo0ICKFSvSqlUrOnbsyJ133unWk+ffshN/jRo1uuA1pqSkMHHiRBYsWMD+/ftz7E9KuvD6chejIOfL67U993XduzdrVMO5jX222rVrX1SMkZGRTJo0iUmTJnHy5El+/PFHFi1axMyZM7nnnnuoXLkyLVq0ID4+a4qeunXr5qgjMDCQ2NhYV1yQ9XOpUaNGrgnY/Pjuu++YMGEC69atc1uDHaBKlSoFqhOy3pM9e/akZ8+e2O12tm7dyooVK5g+fTpvv/02NpuNN954w3UNERERua75fiHZv7PZieTcHD161O15dHR0jvd6br9X+X3PFySGi+FrWPDBSqpGcUsRNb18S24Nr0L73Z+zP+N0jv0hFh+WVO1Muung1r1LSDcv/3v9tYptGHloHWeddqyGgY/xd+/Sv/+1nqcjzZUgwGlQLcOX3b4ZpFo0maeIeE5Apkm1k052h1tI9bmy294VJFLf+b3btpnUYSdnecHch5OskdtLjKtIx8mt5q8XHOmdickvJFPdCHKbm7kagRwgLddjXjNqMdLcyVkcWDHw+XsUePa/Vq7sn5MUTWprRKQwZJoBnHBWJcKyBx8j9cIHFEdxU7NGZW/oAGn73fdZs5do/Nf3F9PBZR1PWf0F+GPG38n1xllJ7WyGDdRZT4q4TDOAE8eOERERkWMm2Pxo2LCh22y+2YPqdu7cSfny5QFcAwYrVap0wfqyl+xcsWIFx44dy3Wm27S0NAYNGsS8efOwWq04HA7Mv9fgzMzMxOFwv/e3detWGjZseNHXll9KcMsVIXvK4SFDhuQ5BfWF1k++EMMwuO666/JVNnta8dyY/1qUt2/fvjz55JO89dZbtGrVinnz5pGamsrAgQPdyt18883s37+fpUuXsmrVKlatWsW8efN46qmnWL9+/WXpKdOzZ08WLVrEvffeS+vWrSlVqhQ2m40NGzbw+OOP52vqbE+f73yvraeFh4fTsWNHOnbsSP369bn//vt55513cozY9rQNGzbQvn17YmJimDRpEjExMQQGBmIYBg899BBnz16e9fZsNhsNGjSgQYMG9OrVi2rVqvHuu+/y6quvXvLPIftnO3PmzDw/gM9dYwQu7vfKUzFcDAMwDLSAnBRJL1VoRY+Iatwev4TTjgxK27I+Q5MdGaSZDkIsPnxd7WYCLDbu2bucUKsPoWR9WT9uT8P59xt/a63uPHHoRxYl7wMgwupHRd9gon2yOvdU9w8H4EhmCkft7jcW+pesyXF7KouTs6ZqXXfmCGPLXkXTwNJ0CqvIttQkkh1X9nRlBuBrohSGiHicAfg61N4AnMHBNtxHWqfgIJFMtnGGEKx8bVxFAFbuMbcQio3Qv8sdJ8N1q3ir0YInzN0s4hgAL5r7ed+ozxpOsIokOlKKzkTS3vw5Rwz9Kc9xMljMcQDWcZKxxNKUMDoZpdhmniEZu6deAhGPUVsjIoXFaV7Bs4HVmA5l/g823wn2M+BbOmu7PRmcaVnrYqfsgZqvwK7HITMJom6Gku1h023/1NNoCRxfBAdfz3puDYKA2H/2B1SG4HpgPwFpB91jKNEegqrCtr9nLz21AYLioGQH8K+QlUxP2YVIUXcp+ZSOHTsyatQoTpw4QUREBNWrV6dLly489NBDvPnmm4SGhjJq1Chq1KjBtddeC8ChQ4do3749c+bMcc3m+84771CzZk0iIyNZv349Dz30EI888ghxcXE5zjlx4kRuvPFGV9K6RYsWjBw5kr59+/Lyyy/nyIOsWbOGiRMnFvgaL0QJbrkiVK9e3fX//Cah/ytKlSrFHXfcwccff8yMGTN46623KF++PDfeeGOOsuHh4fzf//0f//d//wfA66+/zgMPPMArr7zC+PHjc60/+7XZuHHjeeNITk5m0aJF9OrVizfffNNt3+7duwtwZefnyfPFxmZ9mdq+fXuOfdu2XcI6Mee45pprgKwPDfhnZHlu9aemphIfH0/VqlVd26pXr86uXbs4e/bsRY/injdvHna7nSVLluQY0Z6YmHjeEf0FFRUVRdWqVfn1119d06FXr16dHTt2cODAgXz1EjtX9vsyIiLisv/OVq9enSVLlrBx48bzrp/tyRhEiroHIusAsKL6rW7b++1fwZyknTQKjKRpUNYfwbvq9HQrE7t1Lgf+HvFdwz+CMKuva9/NYZV5u/I/a3u9XyVrzaAJh392W3c7yhbAqDKNaLXrM9e2n1OOMfXoZj6veiPH7Kn027/iMlypiIjI5dWIUJoa4QDsMlq77Yt1rnaNyK5hBBNm/nPLZhHHeNDczmNGFaZRg52c5U5zE99z0q2OKHwZZcTQyvxnWaKfSWaqeYDPjUYcI4N+5lbPXJyIiIgUfRX+HlR11Tfu27cOgMPvgWmHjV2g6tPQ4BOwBWdNHb7tXkg4Zym/wBjwKfXP89DGcNWyf57HvZD171/vwbZzlve0+EONqbClF65RIemHYOcwqP0mODOyzuXMfRYbkStF3bp1adSoER9++KFrMOScOXN45JFHuOmmm7BYLLRp04avv/7aNUI8MzOTnTt3ui0zunPnTkaNGkVSUhKVK1fmiSeeyLEMKGSNxv7www/ZtGmTa1vXrl1ZtWoVrVq1Ii4ujvnz57v2rV+/nuTkZLp27eqhV0AJbrlCNGjQgLp16zJr1iweeOABatas6bbfNE0SEhI8uh7ApRg4cCDz58/noYceYvPmzYwdO9ZttKrD4eDUqVNERES4Hde4cWPAfXrmf6tfvz516tRh7ty5DBo0iKuuusptv9PpxGKxuNYl/vdI2NOnTzNlypRLur7cePJ8jRo1olKlSsyZM4fHH3/cNdW70+lk8uTJ+a7nhx9+IC4uLsfrDvDpp58C/0yDHhkZSatWrVi6dCk//fST23rn//vf/zhz5gx33HGHa1uvXr0YOXIkTz75ZI7rzf6Z5CX7vfHv1+7111/n6NGjF51sznb06FH+/PNP1/vqXLt27WLbtm2udeizr2HRokWMGDGCBQsW5BhhbZpmnutwd+vWjdGjRzN+/Hg6dOhAcHCw2/7U1FTsdjshISEXfR09e/Zk+vTpjB49mm+//TbH7A3ZcXkyBpGizvbra+fdv/rMXxcsk1s9c5J2Midp5wWPO2ZPpeq2eTm2P31kA08f2XDB40VERArTuaOsV3MCm3PpeUpnya3MbA4x2zyUS+l/HCODquZ3ObY/zV6eNvfmcoSIiIjIOb7Jx8CYlL2wpcf5y6z91+jPE9/lr25nGqyrl3P7oXeyHiLiMnbsWEaOHMmAAQOwWCyEhoYya9YsZs2alWv5ypUr58gZPPvsszz77LMXPFedOnVyDDy0WCy8+uqrvPrqqznKT5s2jZEjR17yzMnnowS3/GetXr06z31PPPHERdVlGAZz586lXbt2NGrUiD59+lC3bl0yMzPZv38/CxcupHfv3m6jnA3DoFKlSrmu/VzYWrduTa1atZgzZw4Wi4V7773Xbf/p06cpW7YsN998Mw0aNKBs2bL89ddfvPXWW9hsNnr27JlHzVnXOXv2bNq1a0eLFi3o168f9evX5+zZs/zwww/ExMTw3HPPERISQqdOnZg3bx5+fn40bdqUw4cPM2vWLEqXLp3va2nbti2rV69m3759512b+XKdLzdWq5UZM2Zw2223cfXVV3P//fcTERHBp59+ypkzZy5cwd8WLFjAm2++SadOnWjWrBmRkZGcOHGCVatWsXjxYsqVK8fw4cNd5WfMmEHr1q1p164dDzzwADExMaxdu5b58+dTv359hg0b5ir70EMP8eWXXzJ16lQ2btzIDTfcQGhoKLt27WLZsmVs3Zr3qIvbb7+dKVOmcMMNN3DfffcRGBjI2rVrWbp0KbGxsdjtBZuO8PDhw1x11VU0btyY66+/npiYGBwOBzt27OC9994jIyOD559/3pV879q1Kz179mTevHlcffXV3H777URFRbFv3z4++ugjfv75Z8LDw3M9V7ly5XjjjTfo168fcXFx9O7dm5iYGJKSkvj999/59NNPWbhwIW3btr3o62jSpAmjR49m8uTJ1KtXj7vuuosKFSrw559/smjRIt555x0aNGjg0RhERERERERERERERArqpptuYvfu3Rw6dMg1iO+/ICMjg7p16+Y6EvxyUoJb/rO+/fZbvv3221z3Pf744xddX7169di0aRPPPvssS5Ys4e233yYwMJAKFSrQpUsXunXr5ip7+nTW1KnlypUrWPAeMHDgQB566CE6deqUo7EKDAxk2LBhrFixglWrVnHq1CmioqJo1qwZI0eOdBstnJvGjRuzYcMGnn76aRYtWsSsWbMoUaIEDRo0oEOHDq5yc+fOZfTo0SxevJi5c+dSuXJlBg8eTKNGjfI9hfPp06cJDAzMM7F5rstxvrzccsstfPXVV4wdO5ZnnnmGkJAQOnfuzAsvvJDvkfz33XcfYWFhrFixgunTp3P8+HF8fX2pUqUKI0aMYMSIEURFRbnKN2jQgB9//JHx48cze/ZskpOTiY6OZtiwYYwdO5bAwEBXWR8fH5YuXcq0adOYO3cu48aNw8fHhypVqnDnnXeeN67mzZuzcOFCJkyYwLhx4/Dz86Nly5asWbOGBx98sMCdNqpVq8brr7/ON998w8cff8zhw4fJyMigdOnStG/fnsGDB+eY8vu9996jdevWzJw5k8mTJ2MYBhUqVKBz585u15ube+65h7i4OF588UXefvttkpKSKFGiBDExMYwYMYJ69XLpzZlPkyZNolGjRsyYMYOpU6eSmZlJdHQ07du3d/v98mQMGThxmI4CHy8iciFphsnvvhmkGeaFC4uIXII0K/xewkKa9cJlRUQKSm2NiBQGK+mUsO7CSrq3QxGRYsxKOiVKlMgx6+nFevjhhy9PQJeRr68vY8aM8fh5DPPf49FFhIULF3LbbbexYsUKrr32Wm+HA/yznvaiRYu45ZZbvB1OgSQlJREZGcmYMWN46qmnvB2OiNfExMSw73QSlufvvXBhLzHqx3o7BBERz2kQ4+0IRERERIqt3TNu9nYIXlGldt7LyYmIiORwvdaSvxT61BXJxddff03nzp3/M8ltp9PJK6+8Qvny5bnpppu8HU6BLVu2jKioKB599FFvhyLidVbDwIfc1yAXEbkcfEwol2nDR91ZRcTDfBwm5U478XGowRERz1FbIyKFwWH6cNpZDofp4+1QRKQYc5g+nD59GodDM3wWlKYoF8nF66+/7u0QANi3bx/r169nyZIlbN26lZdffvmSp6zwpu7du9O9e3dvhyHyn2DDwMewkKlpykXEQ3xMg7J2KyesDjI1TbmIeJCPE8qeNTnhb5BZdP9cEZH/OLU1IlIYnNg46yyNvzUJK5neDkdEiiknNs6ePYu/v3+Rzvl4kxLcIv9hq1evpm/fvpQsWZLhw4fzwAMPeDskEREREREREREREREREa9RglvkP6xPnz706dPH22GIiIiIiIiIiIiIiIiI/CdoDW4RERERERERERERERERESkSNIJbRETECxyYGKbWxBURz7FjctzqwI7aGhHxLLsFjgcY2NWFXkQ8SG2NiBQGC3YCLIlYsHs7FBEpxizYCQgIwGLRF5uCUoJbRETEC+ymiROnt8MQkWIswwIHfHVTRkQ8L8NqcCDM8HYYIlLMqa0RkcJgNTIJMw54OwwRKeasRiZhYWHeDqNIU9cAERERLzDQh7CIeJbFBH+ngUUDuEXEwyymib/dxKLZaUTEg9TWiEhhME2DTNMf01SHGhHxHNM0yMzMxNT3mgLTvXUREREv8DUs+BtWb4chIsWYv2lQJ90Xf92YEREP87dDnQQn/po0QkQ8SG2NiBQGO/4kOmphx9/boYhIMWbHn8TEROx2fbEpKCW4RURERERERERERERERESkSFCCW0REREREREREREREREREigQluEVEREREREREREREREREpEhQgltEREREpJhyejsAEbliOA1vRyAiVwK1NSJSKAzT2xGIiMgF2LwdgIiIyJUo3XSSaTq8HYaIFGMpFpNfA9K9HYaIXAFSfAx+LW31dhgiUsyprRGRwuBjpFLGutHbYYhIMedjpFKmTBlvh1GkaQS3iIiIiIiIiIiIiIiIiIgUCYZpmppvQ0REpBDFxMTgdDrZs2cPNpsmUxERz7Db7Zw8eZLw8HC1NSLiUWpvRKQwqK0RkcKgtkZECoPamkunEdwiIiJeYJom6mMmIp5kmiZ2u11tjYh4nNobESkMamtEpDCorRGRwqC25tIpwS0iIiIiIiIiIiIiIiIiIkWCEtwiIiIiIiIiIiIiIiIiIlIkKMEtIiIiIiIiIiIiIiIiIiJFghLcIiIiXmCxWLBard4OQ0SKMavVSlhYmNoaEfE4tTciUhjU1ohIYVBbIyKFQW3NpbN5OwAREZErkWEYWCzqZyYinmOxWAgICPB2GCJyBVB7IyKFQW2NiBQGtTUiUhjU1lw63VkXERHxAtM0cTgc3g5DRIoxh8PB2bNn1daIiMepvRGRwqC2RkQKg9oaESkMamsunRLcIiIiXuB0OnE6nd4OQ0SKMafTyenTp9XWiIjHqb0RkcKgtkZECoPaGhEpDGprLp0S3CIiIiIiIiIiIiIiIiIiUiQowS0iIiIiIiIiIiIiIiIiIkWCEtwiIiIiIiIiIiIiIiIiIlIk2LwdgIiIyJXocOopwuY+QTreX2fFqB/r7RBExAP8nAYVMm0c/NNOusX0djhSFDSI8XYEUkT5mSYVfEwOmgbpTsPb4YhIMaW25vx2z7jZ2yF4TJXaGqMlhccw/fBzlsew/AlGurfDEZFiyjD98GuyH8PQd5qCUoJbRETECzJNE8d/ILktIsVXusVkj1+mt8MQkStAus1gT4RuzIiIZ6mtEZHCYDPSibDu9XYYIlLM2Yx0IiIivB1GkabubyIiIl6iWzMi4kmGCTYz618REU8yTBOb08Qw1eCIiOeorRGRwmCaBk7Timnqro2IeI5pGjidTkx9rykwJbhFRES8wM+wEGBYvR2GiBRjAaZBgzQ/AnRjRkQ8LMAODY45CbB7OxIRKc7U1ohIYbDjzzFHfez4ezsUESnG7Phz7Ngx7HZ9sSkoJbhFRERERERERERERERERKRIUIJbRERERERERERERERERESKBCW4RURERERERERERERERESkSFCCW0REREREREREREREREREigSbtwMQERG5EqWbTjJNh7fDEJFiLMUw+dU/Hae3AxGRYi/FBr9GWXAa3o5ERIoztTUiUhhspBJl3YShv6RExINspBIVFYVh6ItNQSnBLSIiIiJSHBnoloyIFA7DUMJJRDxPbY2IFALDQMltEfE4wwDDokm2L4VePRERES/wMQz89DEsIh7k5zSolu6Dn+4Ei4iH+dlNqp1w4mc3vR2KiBRjamtEpDDYTT+SHNWwm37eDkVEijG76UdSUhJ2u93boRRZurMuIiLiBRYMrJqCRkQ8yAqEOS1YvR2IiBR7VhPC0k2syjmJiAeprRGRwmBiIcMMwVTqREQ8yMRCRkYGpqkvNgWlVlpERERERERERERERERERIoEJbhFRERERERERERERERERKRIUIJbRERERERERERERERERESKBJu3AxAREbkS2TExTae3wxCRYizDMDngYyfD0HpOIuJZGVY4EGqQYfV2JCJSnKmtEZHCYCWDUMtBrGR4OxQRKcasZBAaGorVqi82BaUEt4iIiBc4TBMTJZ1ExHPsBhy3ObwdhohcAewWg+OBhrfDEJFiTm2NiBQGi+Eg0Dju7TBEpJizGA4CAwO9HUaRpinKRUREvMBiGFjRzRkR8RyrCSXsFqzqSyMiHmZ1mpRINbE61eCIiOeorRGRwuA0raQ6S+A0NapSRDzHaVpJTU3F6dQMnwWlBLdcUdq2bUvlypW9HUaRN3v2bAzDYNWqVf/J+rylT58+GEbBE5arVq3CMAxmz559+YIqpipXrkzbtm29HcYl8cHAz9DHsIh4jp9pEJPpg5+pzjQi4ll+DohJduKnSSNExIPU1ohIYXDgS7KzMg58vR2KiBRjDnxJTk7G4Sj4F5vExESioqLYv3//5QvsMti+fTvly5fn7NmzHj2P7qxLochO3J378PHxoWLFitxyyy2sWLHC2yGKh4wfPz7Hz/7cx3+t8S1qUlJSeOGFF2jatCnh4eH4+/sTExPDvffey44dO7wdXoGdPHmS8ePHF/lODyLiGY+Vbsj6uDs4Ub8/f9XtwycxnajuF+7aX8k3BHujB3J93BEek69zvFKhNfZGDzA0sp5rm69hYXaldiTV78/2Wj1oH1LO7ZjhUQ2YVr7lZblGERGRgVTgV+Makoz2JBntWWs0pROlXPuXG02wWzq6PV4xauVZnw2DZ4zqbDSuIdlozx9GG94x6lAWP1cZXwxmG3VJMtqz3WhJe0q41TGcykwzalz+ixUREZGLV34ANPsZrj2W9WiyCkp2+Gd/uf7QeFnWvuvTwBZ24TrDW0KDT6B1fNYxkTfnLFPpYWjzR9aj0kPu+0KbQNN1YGgEvIinTZo0iS5duuQY1JmYmEj58uUxDIOTJ0+et47KlSvnyNk8++yzrv379++ndevWBAUF0bp16xz5nM6dO/PJJ5+4batVqxbNmjVjypQpl3J5F6Q1uKVQde3alS5dugCQnp7O77//zsyZM1m8eDGfffaZa5+nLFu2DNPUVFbe8OSTT1K9evUc2yMjI7n77rvp3r07vr5Fu2fkW2+9xeuvv15o54uPj+eGG25g165d3Hjjjdx1110EBQWxbds2Zs+ezZw5c3jjjTfo27dvocV0uZw8eZKnnnoKINeR2jt37ryk0fIiUrS1Do7mteNb+SXlGDbDwtPRTVlStTN1dywgxWnnYMYZym2Z7XbMgFK1GF66AV+f+uOC9XcJq0LToNIcyjiTo45GgZG03PkpnUIr8l7l64n+Les8lX1D6F+qJk1///hyXaaIiFzhDpHGE+YudpOCAdxjRPOp0ZCrzHVsJ2s0xFvmQcabe1zHpJD3CJBArDQkhEnmXrZwmgh8mGrU4DOjIc3MHwAYQAUaEUpL8wc6Ecl7Rj2izVUAVCaA/kZ5mprrPXbNIiIichHSDsGeMZCyBzCg7N3Q4GP4oSmc3QHWAEhclvWo9nT+6rQGwunf4NC70ODDnPuD60DsWNh4OxgGNPgUEr+FM9uykto1X4Idg8DUdBsinpSSksKsWbNYunRpjn39+/enXr16HDp0KF91TZgwgQEDBrieh4SEuP4/fPhwypUrx6xZsxgzZgwjRozg44+z7n198MEHWCwW7rjjjhx19u3blwEDBjBq1ChsNs+kopXglkJVv359evXq5batVatWdOnShXfeecfjCe6inkAtyjp06EDLlnmParNai36vPh8fH3x8fArlXGlpadx8883s2bOHDz74gG7durntf/TRR2nfvj333nsvVapU8ep03qdOnSI0NPSy1unn53fhQiJSbN2090u35/0OrOBIvb40DoxkzZnDODE5ak91K9MlvAofndjLWaf9vHVH+wQxvUJLbtyzmM9jb3TbV8M/gsXJ+9medoL49FM8X/4aStn8SbCn8UqF1ow69AOnnZmX5yJFROSKt5jjbs+fNPcw0KhIU8JdCe4UnBwlI1/1ncJOJ3OD27ah5g5+sDSngunPQdKoYQSxmGNs5yzxpPK8EUcp04cEMnnFqMUocxenz5NEFxERkUKU8JX7873joMIACPs7wf3Hy1nbI1rnv87shHheguKyEuAnVmU9P/MbBMZlJbgrDYOTa+HUhryPF5HL4quvvsLPz49mzZq5bX/ttdc4efIkY8eOZcmSJfmqKyQkhDJlyuS6b8eOHUyZMoVq1arRp08fRowYAWQNUBszZkyeszNff/31JCUlsXr1atq3b38RV5Z/mqJcvC46OhrImXw2DIM+ffrkKJ/bOsXp6elMnDiRWrVqERQURGhoKHFxcfTr14/U1H9ucOe2Bnf2tiNHjnD33XdTsmRJAgICaN26Nb/88kuuMX/yySe0adOG0NBQAgICaNiwITNnzsxR7ocffuDmm28mOjoaPz8/ypYty7XXXsvChQsvOva8fPDBB9x6661UqlQJf39/SpQoQadOnVi7dm2Oshd7rZmZmYwbN47KlSvj7+9PzZo1ee211y4Y08XKbQ3u7G0rV65k2rRpVK9eHT8/P6pUqZLr1BY//fQT/fr1Iy4ujqCgIIKCgmjSpAnvvPNOjrLZ06bv2rWLsWPHUqlSJfz8/KhZsybz5s3LNcYtW7bQo0cPoqOj8fX1pVy5cnTp0oUNG/75wpbbGty///47gwYNok6dOoSFhREQEEDdunV58cUXL2l9jbfffpvt27czZMiQHMltgLJlyzJ//nycTiePPvqo277s362VK1fSokULgoKCKFWqFH369OHYsWM56srIyOD555+nXr16BAQEEBoaynXXXcd3333nVm7//v0YhsH48eP55JNPuPrqqwkMDOSWW24B4K+//mLEiBE0atSIEiVK4OfnR/Xq1XniiSfc3uuzZ8+mSpUqADz11FOuqVHO/d3Naw3ur7/+mmuvvdb1u9mgQQNeeeWVHDM3ZP+sTp06xZAhQyhbtix+fn40atQo115vX3/9Ne3atSMqKgp/f3/Kly/PDTfcwJo1a3KUzS8n4NSMEiKXRZg16ztEkj091/2NAkrRMDCSdxLPv3SDAbxbuT3/O7qJ7WkncuzfkppIi+Cy+BtWOoRW4K+MsyTY0+gRUY0008Gi5H2XfC2XkxM4YzFxejsQESn2nAac8TFwaoIdj7EA3ShDEFZ+4KRr+12U5YhxLZuMa5hkVCPgIm/zhGHDaZqcJKuD1hbzNC2IwB8LHSjFX2YaCWTSg7Kk4WAROf9eECksamtEpDAYOPExzmIUub+kLFD6TrAGQfIPnjvNma0QVA38K4B/RQisBme3QUAMRN8De8Z77twixYiBEx8fnwLPUrpmzRoaN27stm379u1MmDCBOXPmYLHk/++CZ599lpIlS9KwYUNeeOEF7PZ/BofUr1+fb7/9FqfTybJly6hXL2spv5EjRzJo0CAqVKiQa52+vr40aNDgku6fX4hGcEuhSklJISEhAchK7O7evZtRo0bh4+PDwIEDC1zv4MGDmTlzJj179mTo0KEA7Nu3j8WLF3P27FkCAgLOe/zZs2dp1aoVjRs3ZuLEiRw9epSpU6dyww03EB8f7zYlw7hx45gwYQLXXnst48aNIyAggKVLlzJgwAD27NnjWp9g165dtG/fnqioKB588EGio6NJSEhgw4YNrF+/nltvvfWyxP7yyy8TERHBvffeS9myZTl48CCzZs3i2muvZfXq1VxzzTUFvta7776bDz74gHbt2jFs2DASExMZN24cFStWzN8P5hzJycmun322wMBAAgMDz3vc6NGjOXXqFH379iU4OJg5c+YwfPhwoqOj6d69u6vcZ599xtatW+natSuVKlUiOTmZDz/8kH79+nH8+PEcSV6A3r17YxgGQ4cOxWKx8Oqrr9KrVy9iY2Pdej4tWbKE2267DV9fX/r370+NGjVITExk9erVrFu3LscHyblWrVrFypUr6dy5M1WqVCEtLY2vvvqKkSNHEh8fz6uvvprfl9DNRx99BMADDzyQZ5kGDRrQvHlz1q9fzx9//OH2c9u4cSMff/wxffv2pVevXvz000+8++67/Pjjj/z8888EBwcDYLfbufHGG1m9ejU9evTg/vvvJyUlhblz59KuXTsWLlxI586d3c67aNEipk2bxv3338+AAQNcyeUtW7bw8ccfc+utt9KvXz9M02TVqlU888wzbNy4ka++yup12rp1a6ZOncojjzzCbbfdxu233w7giikvs2bNYsCAAVSsWJGRI0cSHBzMxx9/zODBg9m8eTNvvvlmjmM6duxIeHg4o0aNIiUlhWnTpnHLLbewe/du1+v13Xff0blzZ2rVqsXIkSMpWbIkR44cYd26dWzcuJFWrVrlGk9MTN7r/B48eBB7eBCOIvfHksh/jwFMKd+C788cZltaUq5l+paqyfbUJNafPXreuh4t3RC76eSl47/luv+dhN+pG1CS32p1z0ps71tGhNWP8dFNaL9rERPKXk23iKrEZyRz74FV/JV59lIv75KkWUx+98vfqD4RkUuRZjP4vaQyTp5Qh2DWGk3xx8IZHHQ1N7Lj79Hb75uH+YNU/iKduoTwjFGd6kYQd5qb8lW3HxYmG9VZwGHXqOx3OERdQvjNaJGV2DY3E4EP442qtDd/ZoJRlW6UJZ4U7jW38he5dy4T8QS1NSJSGGxGOiWtO70dRv4F14Ymq8HiD44zsLkbnP3dc+c7uxP2jIVGf8+stufJrG2NvoLdo6Hk9RA7BpyZsHNE1ohuEcnBZqRTsmTJAh9/4MAB1+BRyMq39ejRgxdeeIGKFSsSHx+fr3qGDh3qGpC2bt06Ro0axeHDh12DDF988UUGDhxI5cqVqVevHm+88QbfffcdmzZt4rnnnqNbt2788ssvdOjQgRkzZrgNZI2OjubAgQMFvsYLUYJbCtUzzzzDM88847atXLlyLF26lGuvvbbA9X7yySd06tSJuXPnum1/7rnn8nV8QkICw4YNY9SoUa5tNWvWpEePHrz//vvcd999QFZScOLEiQwdOpTp06e7yj744IMMGTKEF154gfvuu4+YmBi+/vprUlJSWLBgAU2bNvVY7F9//TVBQUFu2x544AHq1KnDpEmT+PJL92lc83utK1as4IMPPuC2227jk08+cfUk6tOnD7Vr185XbOf6dxIUstZvePHFF897XEpKCr/++qtrSup+/fpRqVIlZsyY4ZbgHjNmTI731vDhw2nbti2TJ0/mkUceyTF9eEREBIsXL3b1ZuratSuxsbHMmDHDleBOSUmhd+/e+Pv78+uvv7olLUePHo3Tef4E5d13383999/vtu2RRx6hZ8+evPnmm4wdOzbP6T/O57fffiMkJIS4uLjzlmvcuDHr169ny5YtbgnuLVu28NFHH9G1a1cg6z1Tr149hg0bxosvvsj48eMBeOWVV1i+fDmffvopt912m+v4hx56iKZNmzJ06NAcP9utW7eyceNG6tSp47a9TZs2xMfHu/UeGzJkCGPGjGHSpEn8/PPPNGnShJiYGG699VYeeeQR6tWrl2NZg9wkJyfz8MMPU6ZMGX755RdKlSrlqv/GG2/krbfe4p577skxTX72h3K2tm3b0rx5c15//XUmT54MwMKFC3E4HHzzzTeULl36grGISOF6qUJravuXoM2uhbnu9zes9IioxqQj558irVFAKYZE1aPJ7x/lWcaOk6EH3Xuezqx0LS8f+40GgZHcEl6FRr9/yMjSDZlWviXd9uWcEUJERORi7OQsjc31hGHjDqM0bxt1aWf+xA7OMpM/XeW2coYjZjrfWJoQYwYQz/lnA7NhsMCoj4HBIHO7a7sdk6Gm+4wnM406vGweoAEh3EIUjcx1jDQqM82oSbd8JtNFRETEQ87ugh+uBlsYlL4das+EX673bJL7z5lZj2xle4HjNCT/CNdsgZ9agF95qDcH1tQAUx2vRS631NRU/P39Xc9HjRpFzZo183Uv/VzDhg1z/b9evXr4+voycOBAnnnmGfz8/ChXrhyLFy92lUlPT6djx468++67PP3004SEhLBz5046derEG2+8wZAhQ1xlAwICSElJuYSrPD9NUS6Fqk+fPnzzzTd88803LFmyhFdffZXw8HBuvfXWHNMdX4zw8HC2bdvG5s2bC3S8xWLhkUcecdt2/fXXA1kjsbPNmzcP0zTp378/CQkJbo9bbrkFp9PJt99+64oJspJj55tq/FJjPze5ffr0aRITE7HZbDRt2pQff/yxwNf6ySefAFkN47nTZFSpUoWePXtedJxTp051/eyzH/kZtT948GC39ZaDgoJo3ry5W6zZ27OlpqaSmJhIUlISnTp1Ijk5mZ07c/a8fOSRR9ySrRUqVCAuLs6t7mXLlnH8+HEefvjhXEfkXmiqj3PjSk9PJykpiYSEBDp16oTD4chzGvwLSU5OJiws7ILlssskJye7ba9evboruZ1t0KBBhIeHu372AO+99x6VK1emVatWbu/35ORkbrnlFvbt25fjZ3HTTTflSG5D1gda9uuVmZnpei2y33+5vV/za9myZZw5c4YhQ4a4ktsANpuNMWPGALhdV7bsNUOyNWvWjODgYLdryv5d/uijj8jMzP/auvHx8Xk+KlSogJ9hIdAo+mvPi3jT9PItuSmsEtft/pxDeYyWviMilkCLjfeSzt8Dv2VwNFG2APbVuZu0hgNJaziQyn6hvFC+OXtq5/651zY4mtr+EbxyfCttg6P5+tQBUpx2PjqxhzYh0bkeU5gCnQZXpfoRqHk8RcTDAjNNrjriIDBTy69cbpmY7CWFXznFE+ZutnCaIUalXMv+SNZ3/qqcf5as7OR2RQLoZP5y3jW121KC2gTzCn/Q1ijB1ySQgoOPzCO0IaLgFyZSAGprRKQwZJoBHLE3ItM8/6ya/xlmJqTGw+mNWaOpT/8GFQcX3vl9SkLME/D7MAhrAim7IWUvnFgNhk/WdOYikkOmGcCRI0cu6n7zuUqVKsWJE/8sr7dixQo++ugjbDYbNpvNte51qVKlGDduXL7rbdq0KXa7nf379+e6f/LkyXTo0IHGjRuzatUq7rjjDnx8fLj99tvdlqAFSEpKIjIy8qKvLb80glsKVWxsLNddd53bth49elC9enX69OnDrl27sNku/m05ffp07r77bho0aEDFihVp1aoVHTt25M4773TrxZKX6OjoHOWyp4dITEx0bduxI6sne/369fOs6+jRrOlPu3fvzvvvv8+zzz7L1KlTufrqq2ndujXdu3d3S/5dauxbtmxh7NixrFixgtOnT7vty239hvxe6969ewGoVatWjjoKMoL7GAGF2QABAABJREFUqquuyjF6Nj9ySyqXLFnSLVbIGpk+duxYFi5cyOHDh3Mck5SUc9ravOo+d9qM7ERno0aNLjp2yBoBPnHiRBYsWJDrh0JuceVHaGgop06dumC57MT2v5Phuf1cfX19iY2NZdu2ba5tO3bsICUl5bwfREePHqV69equ5+f+/1wOh4MXX3yR2bNns2vXrhyj3wv6WgCuKVfq1q2bY1/2tuz39Lny8/4aPHgwX3zxBUOGDOHxxx+nefPmtG3blrvuusu1VriIFL7p5Vtya3gV2u/+nP0Zp/Ms169kDb5I3k+CPe289c1N2sny03+6bfuq6k3MS9rF7MScyXE/w8qMCq24Z/9ynJhYDAMfM6sTj49hwYqSyiIicvlZyJpaPDcNyFpu6vB5pg3PTm5XJZDrzJ9JIu8ban5YmGHU5B5zC07AgkH2nFg+6LNORETkP8mwgMXvwuUul+ovwB8zIP0Q0Dgrqe2KxQZocIeIJzRs2NBtVuBPPvnEbaDlzz//TL9+/VizZg2xsbH5rnfTpk1YLBaioqJy7NuxYwfz589n06ZNQNb9/uwEfWZmJg6He8fZ7CVlPUUJbvG68PBwmjdvzueff86ePXuoUaPGecufu8B9tptvvpn9+/ezdOlSVq1axapVq5g3bx5PPfUU69evv2AvEas17w/a7PWDAVdCbvHixW6jis+VnTDz9fVlyZIl/PrrryxdupS1a9cydepUJk+ezAsvvMDw4cMvOfY///yTli1bEhwczKhRo6hRowZBQUFYLBaeeeYZVqxYUeBr/a84X7zZTNOkY8eO/PbbbwwZMoQmTZoQERGB1Wrlq6++YurUqblOJZ5X3ZfzdejZsyeLFi3i3nvvpXXr1pQqVQqbzcaGDRt4/PHHLzjFeV7q1q3L6tWr2bVrV54JZYANG7Km5K1Xr16BzuN0OomLi+Pll1/Os8y/R2vnta76iBEjmDZtGl27duWxxx4jKioKX19fDh06RJ8+fQr8WlyK/LwHSpQowY8//si6dev49ttvWbNmDU899RRPPfUU7733Hv/3f/9XWOGKyN9eqtCKHhHVuD1+CacdGZS2ZfWsT3ZkkGb+82U61i+UVsHR3Lz3y1zr2VqrO08c+pFFyftIcqST5HBPCGSaTo5kprIr/WSOY8eUbczXp/5gU2oCAOvOHOG5cs2ZnfQ7D0bWZd3ZI5fpakVE5Eo1yajG12YCf5BKCDZ6GGVpQwluNDcQQwA9KMsSEkgkg7qE8D+jBt+ZSfzGGVcdW40WPGHuZhHHsGHwodGAhoTQxdyIFYPSZK2Rl0Qmmbj/HTTGiOFrjrOJrI5k68wTPGfEMZtDPGhUZB0nC+21EBERkVxUnQgJSyHtINiCoUx3iGgNv96ctd+39P+zd9/hUVRtH8e/s5veSAgJnYTQexcEpamAgqBgAUWqCBZUVFQQEBVReVR4sCHKIyLWF0UUERSkqSgq0pEeQHoS0kjd3Xn/iKwuSSBsslkJv891rWFnzszcs1nv3cw955y8R9Bfxa2QxmBLy2tv+6vnZ8uv4eQiODQr77k1GAL/UQwLjIWQpnntsw65Hr/8VRBcG7YNz3ue+hsE14PIbhBQHUw7ZLiO/CgiJaN79+6MGzeOU6dOERERka+InZCQd72qQYMGzhFK169fz6BBg1ixYgVVq1Zl3bp1/Pzzz3Tp0oXQ0FDWrVvHmDFjGDhwIBERrqM1mabJXXfdxfTp052j1nbo0IG33nqLunXrMm/ePAYMGOBsHx8fz+HDh/N1eC1JKnDLv8KZuzz+2SO1fPnyBfboPNNT82zh4eHceuutzmLTrFmzuPvuu3nttdec8wkXV926dVm6dCmVK1cuco/eli1bOtueOnWK9u3bM378eEaPHo2fn1+xYv/ss89IS0vj888/p2vXri7rnnjiCTfO8G9nEuL27dtp06aNy7p/9vD9N9iyZQsbNmxg4sSJPP300y7rvv3222Lt+0zx+Pfff6d3794XtG1KSgqLFi1i4MCBzJ4922Xd7t27ixXXTTfdxOrVq5k1axYvv/xygW02b97MunXraNOmjcv825D3ez1bTk4Oe/fupXbt2s5ldevW5dChQ3Tu3Nmt0RX+6d133+XKK6/k//7PdX7br7/+Ol/bgkYfOJcz79dt27YVOCf4P9u4w2KxcMUVVzhHITh06BAtW7bkscceU4FbxAvujsq7sea7uje4LB8W/x3z/jEU+dDIBvyZm843qWf9Ef6X+gERlLP6XfDxGwWU56bwWrT6x3zdnybvpVNoFVbVvYFdWckMjF9+wfsVERH5pyj8eMdoQmX8SSGXLaRznfkby0mkGgFcZURyPzEEY+UQWSzkOM+arqMW1TdCKGfmfY+vij+9jbyeGBuM9i7trnKsZzV/D3HYiBBuohKtzHXOZZ9ynE6UZ5VxGbvIYKC52VOnLiIiIkXhFwWN54B/JbClQNrWvOJ20oq89dVGQK0Jf7dv89fyrSPg6Ht5/w6KA9+/p/sjrBW0/ubv5/X+k/fzyHuwbcTfyy0BUH86bB4IZ26Syz4MOx+CRrPBkQPb7gTHuUdTExH3NGnShJYtW/LJJ58UaSpYyBttdufOnc56nL+/Px999BGTJ08mOzubmjVrMmbMGJd5uc+YPXs2FStWdLn2PnnyZG677Tbatm1Ljx49uPfee53rPvzwQ7p160ZMTMHTK5UEFbjF644ePcoPP/xAYGCgy7DJ9erVY926dWRkZDh7hGZlZfHKK6+4bG+320lNTc13R0mrVq0A8g1lXRx33HEHM2fOZNy4cSxevBhfX1+X9SkpKQQEBODv709CQoLLXMAAERERxMXF8ccff5CWlkZ4eHixYj/T+/TsHsdff/0169evd+scz+jbty+vv/46zz33HJ9++qmz4Lh//37ef//9Yu27pBX2Ohw5coS33367WPvu1q0bUVFRzJgxg8GDBxMbG+uy3uFwFDoP95nlZ8eVlpZWaFG6qIYPH85rr73GzJkz6dChA/369XNZf/z4cW677TYsFgsvvPBCvu137drFggULXIYIee2110hOTub+++93Lhs0aBCPPPIIzz77bIFzdRw/fpyKFSsWKWar1ZrvtcjNzeW5557L1zYkJAQo+rDl11xzDSEhIbz66qvcddddzv+n7HY7zz77LEC+16ioTp48mW8kherVq1OxYkWX4exFpPT4bHijSO0mHPmZCUd+dns/tbcV/Hm3LSuJBts/dFlmAqMPrWX0obVFik1EROR87jILv7H4T7Loav5y3n34OJY5/32ALJfn57KNdBqY37ssM4HR5g5Gs6NI+xAREREP2z7q3Ov3Tcl7nMv39Vyfn1oD355/2kwcWfBjASNGHn4n7yEiHjdp0iTGjh3LiBEj8tUoOnfunO9a/NnLWrZsyU8//VSkY40cOTJfIT06Oprly/N38MjJyWHWrFl88MEHRT0Vt6jALaVq06ZNznkBbDYb+/fvZ86cOaSmpjJt2jRnUQvg/vvvZ8CAAXTu3JlBgwaRnp7OvHnz8s0lnJaWRuXKlbn++utp3rw5lStX5siRI7z11lv4+Phw++23l1j8rVu3ZsqUKUyYMIHGjRszYMAAqlWrxokTJ9iyZQuLFi1i+/btxMbGMmXKFJYuXUqvXr2oWbMmPj4+rF69miVLltCrVy8iIyNJTk4uVuzXXnstwcHB3HHHHdx7771UqFCBDRs28P7779OkSRO2bNni9rleddVV3HTTTSxYsICrr76aPn36kJSUxBtvvEHDhg2dQ1//G9SvX5/GjRszbdo00tPTadSoEfv37+fNN9+kVq1axZrbOSgoiHfeeYe+ffvSrFkzhg8fTv369Tl16hSrV6/m2muvZfTo0QVuGxoaSo8ePXj//ffx9/enbdu2HD16lDlz5hS5KFyYwMBAvvzyS6699lpuuukmevXqRbdu3QgKCmLbtm3MnTuXtLQ03nrrLbp06ZJv+yZNmjBkyBDWrFlDgwYN+OWXX5g7dy5169blkUcecbZ74IEHWLFiBZMnT2bNmjV069aN8uXLc+jQIX788Uf27dtX6KgKZ7v55pt54403uOmmm+jWrRtJSUm8//77BAYG5msbGRlJ7dq1+eijj6hVqxYVK1YkODiY66+/vsB9lytXjhkzZjBixAhat27NsGHDCA4OZsGCBfzwww+MGDHCrTngAe666y4OHjxIt27diI2NxWazsXjxYrZt28Z9993n1j4BckwHNtN+/oYiIm7KNEy2+OeQY/z7piARkbIl0we2VLCQoykWRcSDlGtEpDT4kEUF6zas5Hg7FBEpw3zIokKFCkWaorUwPXv2ZPfu3Rw+fJjq1auXYHTFc/DgQcaPH0+HDh08ehwVuKVULViwgAULFgB5QxCXK1eOli1b8sorr3DjjTe6tO3fvz/Hjh1j5syZPPTQQ9SoUYNRo0bRsmVLrrrqKme7oKAgHnroIb777jtWrVpFamoq0dHRtGvXjrFjx3LZZZeV6Dk88cQTtG7dmpkzZ/Lqq6+SmppKVFQU9erVY8qUKVSqVAmAG264gWPHjvHpp59y/PhxfH19iY2N5YUXXnAWRIsbe1xcHMuWLWP8+PFMmzYN0zRp06YNy5Yt46233ipWgRvg/fffp379+rz77ruMHTuWmjVr8uSTTxIUFMTQoUOLte+SZLVa+eqrr3jsscf44IMPSE1NpV69ekybNg2LxVLsWHv27Mm6deuYOnUq8+fPJzk5maioKNq2bXveJD1//nzGjx/P4sWLmT9/PrGxsdx33320bNmy2PNP1K5dm99//53XXnuNTz/9lAkTJpCVlUWVKlW48cYbefjhh11GRfinli1b8t///pcJEybw9ttvExAQwMCBA/nPf/5DaGios52Pjw9ffvkls2fP5t1332XKlCnYbDYqVapEy5Ytef7554sc70svvURYWBgfffQRX375JVWqVGHAgAEMGjSIBg0a5Gv//vvvM2bMGMaPH09GRgYxMTGFFrghr1d7lSpVeOGFF3j++efJzc2lXr16vPLKKy7Do1yoO+64g3nz5vH+++9z4sQJgoKCqFOnDrNmzWLEiBHn30EhTEAlJxHxJNOAbBW3RaQUmIZBtq4uiIiHKdeISGkwDBMfsr0dhoiUcYZhFntKUIAHH3yw+MGUsNq1a7tMg+ophnl2H3URESnTDMNg8ODBzJ0719uhXLLi4uI4lH4KnxdGkIPD2+FgNHN/fnIR+ffycxhUtflw2MdGjkVf+aUImsd5OwK5SPnZTKqmmxwOMcjxMbwdjoiUUco157Z7ZuE3hF/sajYqeGo4EU+wmX6km1UJMQ7jY6gXt4h4hs30I/2yg4SEhJRIoftSpG8HIiIiXmDFwMfQRRkR8RwfINJu0ZBNIuJxPiZEZpn46F4aEfEg5RoRKQ0mVrIcEZhoPgQR8RwTK1lZWfnmyZaiU4FbREREREREREREREREREQuCipwi4iIiIiIiIiIiIiIiIjIRUEjFoqIXGI07ImIiIiIiIiIiIiIiFysVOAWERHxAhsmmA5vhyEiZViuYXLEx0auoRubRMSzci1wJMQgV2PEiYgHKdeISGmwYCPYchQLNm+HIiJlmAUbwcHBWCz6YuMuFbhFRES8wG6amKjoJCKek2vAEV+7t8MQkUtArtXgSIjh7TBEpIxTrhGR0mA1cgk1jno7DBEp46xGLqGhod4O46KmWwNERES8wGLoQ1hEPMtiQpjdgkX30oiIh1kcJmHZJhaHEo6IeI5yjYiUBodpIdsMxWHqqo2IeI7DtJCdnY3DoRE+3aUsLSIi4gW+WAgwrN4OQ0TKsADToG6OLwGmejqJiGcF2KHuKQcBGjRCRDxIuUZESoMdf07Z62DH39uhiEgZZsefU6dOYbfri427VOAWEREREREREREREREREZGLggrcIiIiIiIiIiIiIiIiIiJyUVCBW0RERERERERERERERERELgoqcIuIiHiBCThMb0chImWZA8gyTBzeDkREyjyHAVk+eT9FRDxFuUZESoeJ1cgm78qNiIinmFitVm8HcVHz8XYAIiIil6Ic04ENu7fDEJEyLMtisjUgx9thiMglIMvHYGsFXZwREc9SrhGR0uBrZBFl3ebtMESkjPM1soiKivJ2GBc19eAWEREREREREREREREREZGLggrcIiIiXuBnWAhEvQ9ExHMCHQbNM/0J1DieIuJhgbkmzU/YCczVUJ4i4jnKNSJSGnLNQE7Ym5FrBno7FBEpw3LNQE6cOEFubq63Q7loaYhyERERL6gUGMqegVPw9fX1digiUkbl5uaSmJhIZGSkco2IeFSuJZdEEom0ROJrUb4REc9QrjmPBzU1jUiJyM3FkZgIkZGgv6NExFPO5Bpxm3pwi4iIiIiIiIiIiIiIiIjIRUEFbhERERERERERERERERERuSiowC0iIiIiIiIiIiIiIiIiIhcFFbhFRES8wGKxYLVavR2GiJRhVquV8uXLK9eIiMcp34hIaVCuEZHSoFwjIqVBuab4fLwdgIiIyKXIMAwsFt1nJiKeY7FY8PPz83YYInIJUL4RkdKgXCMipUG5RkRKg3JN8enKuoiIiBc4HA7sdru3wxCRMsxut5OamqpcIyIep3wjIqVBuUZESoNyjYiUBuWa4lOBW0RExAtM08ThcHg7DBEpwxwOBxkZGco1IuJxyjciUhqUa0SkNCjXiEhpUK4pPhW4RURERERERERERERERETkoqACt4iIiIiIiIiIiIiIiIiIXBRU4BYRERERERERERERERERkYuCCtwiIiJeYBgGFos+hkXEcywWC0FBQco1IuJxyjciUhqUa0SkNCjXiEhpUK4pPh9vByAiInIpOnA6Gb95j3nt+EazWl47toiIiFwkmscVrZ0BhPz1b4enghGRS94lnGt2z7ze2yEUS81GungvFw8rEObtIESkzLMCYddkeTuMi5q+XYiIiHiBYehDWEQ8y2JCkMPAYno7EhEp6yymSVCuicVUwhERz1GuEZHSYJoGuWYgpml4OxQRKcNM0yA3NxdT32vcpmvrIiIiXuCHhQDD6u0wRKQMCzANGmb7EaALMyLiYQE2aJjoIMDm7UhEpCxTrhGR0mAjgER7A2wEeDsUESnDbASQmJiIzaYvNu5SgVtERERERERERERERERERC4KKnCLiIiIiIiIiIiIiIiIiMhFQQVuERERERERERERERERERG5KKjALSIi4gUmYJrejkJEyjITsP/1U0TEk0zAbijfiIhnKdeISGkxDIe3QxCRS4BhGN4O4aLm4+0ARERELkU5pgMbdm+HISJlWKbF5PfAbG+HISKXgExfg98rWr0dhoiUcco1IlIafI1MKlo3ejsMESnjfI1MKlas6O0wLmrqwS0iIiIiIiIiIiIiIiIiIhcFFbhFRES8wNewEIB6H4iI5wQ4DBpl+RHg0JBXIuJZATaTRgl2AmwaOFhEPEe5RkRKQ64ZQIK9IblmgLdDEZEyLNcMICEhgdzcXG+HctFSgVtERMQLLIBFNScR8SALEGga+sIvIh5nMSHQlvdTRMRTlGtEpHQY2MwAQBdtRMSTDGw2m7eDuKjpepeIiIiIiIiIiIiIiIiIiFwUVOAWEREREREREREREREREZGLggrcIiIiIiIiIiIiIiIiIiJyUfDxdgAiIiKXolwcOEyHt8MQkTIs2zDZ45dLtqGJKkXEs7KtsCfcQrbV25GISFmmXCMipcFKDuHWvVjJ8XYoIlKGWckhPDwcq1VfbNylAreIiIgXOEwAFZ1ExHPsBiRbdSONiHie3WKQHODtKESkrFOuEZHSYDHsBJDi7TBEpIyzGHYCAvTFpjg0RLmIiIgXWA0DHwxvhyEiZZiPCZVzrfjoXhoR8TAfu0nldAc+diUcEfEc5RoRKQ1204d0RyXspvoGiojn2E0f0tPTsdvt3g7loqUCt4iIiBf4YOBn6GNYRDzHzzSoavPBz9TNNCLiWX4OqJpu4qdBI0TEg5RrRKQ0OPAl3VEFB77eDkVEyjAHvqSnp+Nw6IuNu3RlXURERERERERERERERETkIpGYmEh0dDTx8fHeDsXF9u3bqVatGqdPn/bocVTgFhEpJatWrcIwDAzDYPDgwQW2MU2TmjVrYhgGPj4aCunfZu7cucyYMcPbYYiIMLJCIzY0uIWkZsNJajac7+veSI+wGgDE+IVia3k3qa1H8VOHYaS2HoWt5d3YWt5Nv/C4c+53cuU2HGoyiLTmI1hW+3pq+5dzrvMzLMyN6UpSs+FsbziAq0Krumz7cHRzZlS7ouRPVkRELhmPUZN1RjtOGVdxxOjMp0Zz6hLk0maF0QabpbvL4zWj4Tn3ewPRfG204rjRBZulO80IzdfmRaMeJ4yu7Dc6MoDKLuv6UZHPjRbFPj8REZELUm0EtPsFupzIe7RZBZHd8tb5REC9l6H9Zuh6Cq7YDfVeAp+wwvdn+EDtKdDuV+iaCB33QaM54P+Pzz3DDxr9L+947bdA+a6u+4gZk3dcEfG6Z599lj59+hAbG0tiYiI9evSgSpUq+Pv7U716de677z5SU1ML3T4+Pp7hw4dTs2ZNAgMDqVWrFk8++SQ5OTkubTp27EhwcDAdO3bMV0zv1asXn376qcuyhg0b0q5dO15+2bO5QgVuEZFSFhAQwIIFCwr8cPn222+Jj48nICDAC5HJ+ajALSL/Fodz03ni8E9c9scC2v6xgJXph/ksrgcNAyI4lJNO1c1zqb3xXa5b/yG1N77L5CPrSbPnsDT1YKH7HFuxOfdFNeGeg2tov/NTTjtyWVK7F/6GFYARFRrSMiiKK3Z+xtsJ23kv9hrntrF+oQyv0ICJR372+LmLiEjZ1dEozxvmQTqYP9HD/A1fLHxttCYIq0u7t8xDVHWsdD4eN3eec7/BWPnBTGacuavA9b2Ioj+Vudb8lcfNXcw2GhH519C0YfjwjFGH0eaOkjlJERGRoso6DHsmwM+Xw8/tIWk1NF8AwQ3yitL+lWHX47CuFWwbkVf8bjir8P1ZgyCsBex/Dn5qB5v6Q3CdvH2eUW14Xpv1neDwHGgy9+91AbFQdRjsedJTZywiRZSRkcGcOXMYPnw4ABaLhT59+vDFF1+wa9cu5s6dy/Llyxk1alSh+/jjjz9wOBy8+eabbNu2jenTpzNr1izGjx/vbPPwww9TtWpVNm7cSOXKlXnkkUec6z7++GMsFgv9+vXLt++hQ4fyxhtvYLPZSvCsXanALSJSyvr27UtGRgYffvhhvnVvv/02NWrUoE2bNl6ITEqTHRObaXo7DBG5SC1OOcDXqQfZk53C7uwUJh5ZT7ojl7bBFXFgctyWyRFbJnsdpzliy6RPeE3+79ReTjsK/8Pi/uimTD32G1+mxLMlM4kh8d9RxTeIPuE1AagfEMHilHi2Z53i9ZNbifYNpIJP3g1Zr1XvyLjDP5HmyC2V8xeRfxebAacCDGyGtyORi11P8zfmcYTtnGYzaQwztxBjBNIK195oGTg4To7zkYb9nPt9n6NMYS8rSCxwfX2CWU0Sv5HKxxwjFRs1CQTgeaMub5qHOERWyZykuE25RkRKg4EdfyMZ4zyfLaUiYQkkLIOMvZCxB/Y+CfZ0KNcWTm+HzQPy2mTug1Or8grPUT3BsBa8P1sqbOgJxz+FjN2Qsh7+GANhrSCgel6b4PpwcjGc3gGHZoFfNPhWyFvXYCbsfgLsaaVy+iJlmYEdf39/DMO9LzZLlizB39+fdu3aARAREcHdd99N69atiYmJ4aqrruKee+5h7dq1he6jR48evPPOO3Tr1o24uDh69+7NI488wmeffeZss2PHDgYPHkydOnUYMmQIO3bk3fSZnJzMhAkTeO211wrc9zXXXENSUhKrV6926/yK4oIL3BkZGSxatIhHH32UXr160a5dOy6//HKuv/56Hn30URYtWuTxcdVFRC5mDRo0oH379syZM8dleUJCAosWLWLo0KFYLK7p+Y8//uDee++lcePGlCtXjsDAQJo0acKLL76I3e76hXvu3LkYhsHKlSuZMWMGdevWxd/fn5o1axY4LMj69esZNmwY9erVIzg4mODgYNq0acM777xTYPy7du2iT58+hIWFERYWRo8ePdi6dSudO3cmNjY2X/vff/+dm266iejoaPz8/IiLi+Pxxx8nIyPDpd2QIUMwDIOkpCTuvPNOoqOjCQkJoVu3buzevRuAL774gjZt2hAUFETVqlV57rnnCoxx7969DBkyhCpVquDn50e1atW45557SEhIcGk3efJkDMNg165dTJo0iZiYGPz9/WnQoAHvv/++S1vDMFi9ejUHDhxwDjVvGAarVq0qMIbzsZkmOTjc2lZE5J8sGNwSUZtgiy8/nT7uXJ5jMdnrl0vj4EhaBEXxTmLhPc9q+oVS2TeYFWl/OpelOnJYf/oE7YIrArA5M5EOIZUJMKx0C6vOkZzTJNiyGBBRhyzTzqKU/Z47SRH5V8vxMdgbbiHHR1UnKVnl/upFnYTrDVS3UZljRhc2Gu151qhDYDH7b2wmjVaUIxwfWhJGIFb2kEEHwmlBGK9woFj7l5KhXCMipcHHyCHCug8fI+f8jUuVBSreDNZgSPmp4Ca+5fKK2OYFFOd9yoHpgNzkvOdpWyC8A1gCIPIayD4CuQlQqT84suDkF8U+ExH5K9dERLg9TenatWtp1apVoeuPHDnCZ599RqdOnS5ovykpKZQvX975vFmzZixfvhyHw8E333xD06ZNARg7diz33nsv1atXL3A/fn5+NG/e/JwF9uIq8iu3ZcsWXnrpJT777DPS09MJDAykevXqREREYJomu3btYsWKFbz44osEBwfTr18/Hn74YZo0aeKx4EVELlZ33nknw4YNY8uWLc48OW/ePGw2G8OGDctXNF21ahUrV66kV69e1KxZk6ysLJYsWcLYsWPZt28fr7/+er5jjB8/ntTUVIYOHUpISAjz5s3j4YcfpkqVKvTv39/ZbuHChWzdupWbbrqJmJgYUlJS+OSTTxg2bBgnT57k0UcfdbY9cOAA7du3Jz09nVGjRlGvXj1++eUXOnXq5PLBd8bSpUu54YYbqF69OqNHj6ZixYps2rSJl19+mR9++IGVK1fm+xDv0aMHFStW5Mknn+TIkSO8/PLLdOvWjWeeeYaHH36YUaNGMXToUD766CPGjx9PbGwsAwYMcG6/ceNGOnfuTFBQEMOGDSMmJobdu3fzxhtvsGLFCtavX0+5cuVcjjl48GAMw+D+++/HYrHw+uuvM3DgQGrVquW8C+69997j2WefJSEhgenTpzu3bdCgQYG/47i4wue5PXToEIQHYwDqwy0i7mocUJ7v6/UlwGIl3Z7LTfuWsiPrlHO9YeZ92R8W2YDtmUms+0fx+2yVfPPmNz2em+my/Lgtw7nunYQ/aBIYyZaG/fMK2/u/IcLqz+Qqbbhq1yKernwZt0TUZl9OCnceWMWRXN30KnKpMEwTHwfYLGC62QNB5GwG8LJRjx/MU2wj3bn8Q/MoB8nkCNk0IZTnjLrUNYK52dzo9rG+IZEPOMJPxuVkYmeouYXT2HnVaMhwcyujqMG9Rg0SyWGUuY3t6DPOG5RrRKQ0mKaBAx8s2DCMf8FVm5BG0GZ1XsHZng6bboHTf+Rv5xsJNcfBn/8r+r4t/lBnChz75O9e2UfmQmhjaL8RchJg88C8+b5rTYJfu0GtyVDpZsjYB9tH5hXAReSCmaaBw27HYrG41Yv7wIEDVKlSJd/yAQMGsGjRIjIzM7n++ut5++23i7zPPXv28Morr/Diiy86l7344ouMHDmS2NhYmjZtyptvvsmaNWvYuHEjL7zwArfccgu//vor3bp1Y+bMmfj5+Tm3rVKlCgcOeO5GUcM0zz8+6q233sqnn35K69atueWWW7jmmmto2LAhVqvrUBd2u53t27fzzTffsGDBAn755RduvvnmAofhFRG51KxatYouXbrwzDPPMGbMGCpXrsywYcOcczo3atSIatWqsWzZMjp37sz333/vnKPi9OnTBAcH59vn7bffzscff8yff/5JpUqVgLwe3EOHDqVp06asX78ef39/5z5iYmKoW7cuP/74o3MfBe3b4XDQuXNnNm/ezMmTJ/H19XUe74MPPuCrr77iuuuuc7afPn06Dz30EDExMcTHxwOQlZVFzZo1qVGjBmvWrHHGAfDpp59y0003MXfuXAYPHgzk9eB+9913GTlyJLNm/T1f0IwZMxgzZgwhISFs2bLF2Us8OzubmJgY4uLiXM6nRYsWpKSk8Ouvv7oU3devX0/79u2ZOHEiTz6ZN1fQ5MmTeeqpp7j22mtZvHixs+f8oUOHqFWrFjfddBMffPCBcx+dO3cmPj7eeY7ncr4CtzUiFN9pI8i4kLtqS5DRrJZXjisiJcfXsFDDL4RyFj/6RdRiWGQDuu5e5CxyBzkMWuQGsqhNf5499hvTT2wqdF+XB1dkbb2+VNv8Lsdsf4+w8WHNazCB2/Z/W+B2b8d0YVNGAvtz0phSpS3td37K2IotaBRQnlv2LyvR8xURL2he+PeZfwrKNWmY6GB7pIUMXxWdpGS8ajSgB1F0Mn/mMNmFtutCeb61tKGuYw37yCy0HUAMAey1dKKV40c2ce7hVSdSi3DDh7nmYb42WtPc/IGeRHGPUYO2ZiE958SjLuVcs3vm9d4OoVhqNtIsmXLxyDUDSbQ3INK6A1/j3J8rpcLwzRs+3KccVOwLVYfAr9e4FrmtodDqK8g9BRv7gVmEOW8NH2j2EfhXzStcn2vY8YazIW0TZMVD7afh5ysh9mEIaZg3TLqIXLBcM5DEpjuIjIx0Xnu/EN27d6d27dr5hgg/duwYycnJ7Nq1i3HjxtGpU6cCO8ed7fDhw3Tq1InOnTufsyienZ1Nq1atePfdd3n//fdJSUlh1qxZ9OjRgxtuuIHRo0c7295+++3YbDY+/vjjCz6/oijStwuLxcKvv/7KTz/9xEMPPUSTJk3yFbcBrFYrTZo04eGHH2bdunX8+uuvJR6wiEhZEBwcTP/+/Zk/fz45OTn8+OOPbN++nTvvvLPQ9mdkZ2eTlJREQkICPXr0wG63F5hv77vvPpeicnBwMJdffjm7du0qdN+ZmZkkJiaSlJREjx49SElJYefOnUBe0fuLL76gcePGLsVtgHvuuYfQ0FCXZcuXL+fYsWMMGTKEtLQ0EhISnI+OHTsSFBTEsmX5ix8PP/ywy/Mzw6j07t3bZQh0f39/2rZt63I+W7duZePGjfTv3x+Hw+FyzLi4OGrXrl3gMceMGeMyLHz16tWpV69evtfqQuzbt6/QR2FDt4iIXIhc08He7FQ2ZCbwxJGf2ZyZyOgo19GTukTGEmTx4b2knefc17HcvKJ2Rd9Al+UVfYKc687WOaQKjQIieO3kVjqHVGFp6gEyHDb+79QeOoXmv4tYRESkqP5rNKAnUVxt/nLO4jbAz6QAUJugEjt+PYK5zajMJHMPnSjPWk6RQC7/x3FaGeUIoZC5TUVEREqamZs3x3ba77BnYt4Q4jXu+3u9NQRafgG2v3p3F7W43fR9CKiRNyf3uYrbEZ0gpAEcegMiOkLCUnBkwPEFec9FxCsqVKjAqVOn8i2vVKkS9evXp3fv3rz55pu88cYbHD169Jz7OnLkCF26dKF9+/bMnj37nG2nTp1Kt27daNWqFatWraJfv374+vrSt2/ffKPSJiUlERUVdcHnVlRFGqLc3R7YzZs3V+9tEZFCDB8+nLfeeovPP/+cpUuXUqFCBfr06VNg24yMDJ555hk++uijAnsPJyUl5VtWUA/iyMhIEhMTXZYlJCQwadIkPv/88wI/7M7s+8SJE6Snp1O/fv18bfz9/YmLiyM5Odm5bMeOvLle77nnHu65554Cz+v48fzD5Z4dd0RERKHnExER4XI+Z4753HPPFTo/d0H7Key18uQQKiIiJc1iGPhbXC+4965YlyXJ8STYss657f6cNI7mnqZraDU2Zebl1VCLL5cFRzMrYVu+9v6GlZnVr2RQ/AocmFgMA18z70YhX8OClUurV5WIiJSc/xoNuIForjJ/If48PbIBmpN3o+3R8xTCL8QbRkPGmjs5jR0rBr5/fa6d+anPORER8RrDkje0OOT13G75JThy8npuO4rwWXimuB1UG37tDrn5ryk6Wfyh/gzYOgRwgGGFM5+Bhu9fz0XEG1q0aMH8+fPP2cbhcAB5HeYKc/jwYbp06UKrVq145513XDqBnW3Hjh188MEHbNy4Ecgb1Ts3NxeA3Nxc7HbXkUrPTIvqKe7NXi4iIsXWtm1bGjduzMyZM9m4cSN33XWXyxwV/3T77bezaNEi7rzzTjp27EiFChXw8fHht99+4/HHH3d+WP1TQSNtnM00Tbp3786WLVsYPXo0bdq0ISIiAqvVypIlS5g+fXqB+y6KM9s9++yzXHbZZQW2OVO8LkrcRTmfM8ccPXo0vXv3LrBNYGBgvmWF7bsIs3iIiHjFs1XasjT1IAdz0gm1+DKgfB06hVThuj2LnW3i/MNoHlaJKbuXFLiPrQ3788Thn1mUsh+AmSc2M75SK3ZnpxCfncpTVS7jSG4Gi5L359t2QuVWLE09yMbMBAB+TD/GC1UvZ27SH9wT1YQfTx/zwFmLiEhZ94rRgAFUpq/5O2nYqEje30cp2MjCQRyBDKAyX5NAIjk0IZSXjPqsMZPY8o95urcaHXjC3M0iTgAQgS81CKAKeQWBuuSNYnWMbI6T4xLDcKpxkhwWcxKAH0lmErVoSzl6GBXYZqaTQhF6x4mIiBRX7WcgYRlkHQKfEKjUP6/X9Ibr/ypuLwZrEGwdBj5hQFjedjkngb+u57XfBLsnwskv/ipufwhhLeD3G/MK1H4V89rlJuX1Fv+nmuPzemyn/TXdVfI6qPMcHJkHNe7Oey4iXtG9e3fGjRvHqVOniIiIYMmSJRw/fpw2bdoQEhLCtm3bGDt2LB06dHCOirp+/XoGDRrEihUrqFq1KocPH6Zz587ExMTw4osvcvLkSef+z0yHeoZpmtx1111Mnz7dOSJshw4deOutt6hbty7z5s1jwIC/pyyIj4/n8OHDXH311R57DYpV4N6+fTv79u3j1KlTBRYBBg0aVJzdi4iUecOHD2fMmDHOfxckJSWFRYsWMXDgwHxDhOzevbtYx9+yZQsbNmxg4sSJPP300y7rvv3Wdb7V6OhoQkJC+OOPPzhbTk4O+/btc5nzum7dugAEBAR49IPsn84cE/DIMQ1DPTVE5N8hyieQd2K6Utk3mBR7DlsyE7luz2KWp/3pbDOwQn1O5JxmReqhAicmqh8QQTnr3zdW/ef4RoItvsyq0Ylwqx8/pB+j557FZJuud+A2CijPTeG1aPXH/zmXfZq8l06hVVhV9wZ2ZSUzMH55yZ+0iIiUeXcbNQD4znC9QXaYYwvzOEIOJlcZkdxPDMFYOUQWCznOs+Zel/b1jRDKmX9f8rqeKP5n+Xsajw8tzQB42tzD0//YNho/xhlxXGn+7Fz2CylMNw/whdGSE+QwzNxacicsIiJyLn5R0HgO+FcCWwqkbc0rbietyCt0h7fNa3fFdtft1taDrL9GJQyulzd/N+TNtx19fd6/L//FdZtfu8GpNX8/D24IlfrBun98Jh//LO+4rVdAxi7YMrjkzlVELkiTJk1o2bIln3zyCSNHjiQwMJC33nqLMWPGkJ2dTfXq1enbty+PP/64c5uMjAx27tzp7HX97bffsmfPHvbs2UO1atVc9n92zXf27NlUrFiRXr16OZdNnjyZ2267jbZt29KjRw/uvfde57oPP/yQbt26ERMT44nTB9wscO/du5eBAweyfv36Qnu3GYahAreIyHkMGjSI5ORkwsPDadSoUYFtzgwLcna+TUtL4+WXXy7W8c/0XD5730eOHOHtt9/OF8f111/Phx9+yJIlS1zm4X7ttddIS0tzKXB3796dihUr8p///Ifbbrst311fNpuN1NRUl22Kq3nz5jRp0oQ5c+Zw991306BBA5f1pmmSkJDg9twfISEhzpu6ilvszjYd5J5VNBIRKaq7Dq46b5vHj/zMuCM/YxaSrnw2vJFv2eSjvzD56C8FtP7btqwkGmx3nYbIBEYfWsvoQ2vPG5eIlD0ZPvBbRQsa+0aKy8ex7Jzr/ySLrua5P6cK2s88jjDPceS8250gh9rmmnzLp7CXKWcV0aX0KdeISGnwIZOK1t/h35Btto8qfN2pNfBtwPn38c82WQeKtg3A6e3wQ+OzFprwxwN5DxEpFh8yqVixYrH2MWnSJMaOHcuIESPo0qULP/744znbd+7c2aUOMGTIEIYMGVKkY40cOZKRI0e6LIuOjmb58vwdHHJycpg1axYffPBBkfbtLrcK3CNHjmTLli3MmDGDK6+8ssAhZkVE5PzKly/P5MmTz9kmNDSUHj168P777+Pv70/btm05evQoc+bMKfaHYP369WncuDHTpk0jPT2dRo0asX//ft58801q1aqVb27vZ599lmXLltG3b19GjRpF/fr1Wb9+PYsWLaJ27drYbH8P1RcUFMR7771Hnz59aNCgAUOHDqV+/fqkpaWxd+9ePvvsM55//vkif4gWhWEYzJ8/n65du9KyZUuGDBlCkyZNyM3NJT4+ns8//5zBgwef9zUvTLt27Vi8eDH33Xcf7du3x2q10rVrV6Kjo0vsHERESozxr7gkIyKXAsNQvhERz1OuEZFSkNefQdlGRDzLMM78x309e/Zk9+7dHD58mOrVq5dMYCXg4MGDjB8/ng4dOnj0OG4VuH/44QfGjx/P6NGjSzoeEREpwPz58xk/fjyLFy9m/vz5xMbGct9999GyZctiDcVttVr56quveOyxx/jggw9ITU2lXr16TJs2DYvFwtChQ13a16xZkx9++IGxY8cyZ84cIG+ujdWrVzN48GAyMzNd2l9zzTVs2LCB559/nv/7v//j+PHjlCtXjpiYGIYNG8ZVV13lduyFadq0KRs3buT555/n66+/5n//+x9BQUFUr16dPn36cMstt7i97zFjxrBv3z4WLFjArFmzcDgcrFy50q0Ct69h4IOFbNyb41xE5Hz8HQaxuT7E+9rItugCjYh4jr/NJDbVJD7MINtHU7qIiGco14hIabCZ/qQ6YgizHMDHyPZ2OCJSRtlMf1KTkggLC8PHx/3ZpB988MGSC6qE1K5dm9q1a3v8OIZZ2Bjj51C9enXGjh3L/fff74mYRETkImOz2ahQoQKXX345X3/9tbfD+deLi4vjSHoyvtNGkOGlYcqNZrW8clwRKT1BDoOG2X5s988hQwVuEXFH87giNQvKNWmY6GB7pIUMXxWdRMQzLuVcs3vm9d4OoVhqNrJ4OwSRIss1A0m0NyDSugNfI/P8G4iIuCHXDCSx6Q4iIyPx9fX1djgXJbe+XYwaNYr58+djt2vuUBGRS01GRka+Za+88gopKSl0797dCxGJiIiIiIiIiIiIiMilwq1+73Xr1sVut9OsWTOGDRtG9erVsVqt+dr17du32AGKiMi/S8uWLbniiito1qwZDoeD77//ngULFtCgQQNGjBjh7fBERERERERERERERKQMc6vAfeuttzr//cgjjxTYxjAM9fAWESmD+vbtyxdffMEnn3xCVlYWVatW5f7772fSpEkEBwd7OzwRERERERERERERESnD3Cpwr1y5sqTjEBGRi8TUqVOZOnWqt8O46OViYpoOb4chImVYjmES72sjx9D82yLiWTlWiA+zkJN/YDcRkRKjXCMipcFKDmGWA1jJ8XYoIlKGWckhLCyswNGxpWjcKnB36tSppOMQERG5pDhMExsqOomI59gMSPDRiEoi4nk2i0FCkLejEJGyTrlGREqDxbATZCR6OwwRKeMshp2gIH2xKQ63Ctz/tH37dg4cOABATEwMDRs2LHZQIiIiZZ3FMPDBUJFbRDzGx4Rwu5Vkqx2b4e1oRKQs83GYhGdBckBeAUpExBOUa0SkNDhMK1lmOAFGMhZDNwyLiGc4TCtZGRkEBARgsVi8Hc5Fye1XbdGiRdSqVYsmTZrQq1cvevXqRZMmTahduzZffPFFScYoIiJS5vhi4Gfoy4uIeI6faRCb64OfqQvAIuJZfnaITXXgp2vAIuJByjUiUhrs+JHqiMGOn7dDEZEyzI4fqamp2O36YuMut66sL1myhH79+gF5c7EuXLiQhQsXMnXqVEzTpG/fvixdurREAxURERERERERERERERERkUubW0OUP/PMMzRt2pS1a9cSHBzsXN67d2/uu+8+rrjiCp566il69OhRYoGKiIiIiIiIiIiIiIiIiMilza0e3Js3b2bw4MEuxe0zgoODGTJkCJs3by52cCIiIiIiIiIiIiIiIiIiIme4VeAOCAggKSmp0PVJSUkEBAS4HZSIiEhZ58DEbpreDkNEyjA7kGZxoNmcRMTT7Aak+RnYDW9HIiJlmXKNiJQGAwd+RjoGDm+HIiJlmIEDPz8/DENfbNzlVoG7a9eu/Pe//2XdunX51v3888/MnDmTq6++utjBiYiIlFW5pkm2/lgSEQ/Ktpjs9M8l26KbaUTEs7J9DHaWt5Dto4szIuI5yjUiUhp8jGzKW3fhY2R7OxQRKcN8jGzKly+Pj49bM0kLbs7BPW3aNC6//HKuuOIKLrvsMurVqwfAzp07Wb9+PdHR0bzwwgslGqiIiIiIiFwAE4y8H3n/EBHxFNP8R75RwhERD1GuEZFSYDr/gDKVakTEY0zzzH9QL243udWDu2bNmmzevJn777+fU6dO8fHHH/Pxxx9z6tQpHnjgATZt2kRsbGwJhyoiIlJ2+BsWggyrt8MQkTIsyDRoleVPkKk/lETEs4Js0Oq4gyCbtyMRkbJMuUZESoONQI7bW2Aj0NuhiEgZZiOQ48ePY7Ppi4273O77Hh0dzfTp05k+fXpJxiMiIiIiIiIiIiIiIiIiIlIgDe4uIiLiBRUDQ9lz+xR8fX29HYqIlFG5ubkkJiYSGRmpXCMiHpVrySXRkkikJRJfi/KNiHjGJZ1rHszxdgQil47cXEhMhMhI0N9RIuIpZ3KNuK1IBe5hw4ZhGAazZ8/GarUybNiw825jGAZz5swpdoAiIiIiIiIiIiIiIiIiIiJQxAL3d999h8ViweFwYLVa+e6778476bkmRRcRERERERERERERERERkZJkmKZpejsIERGRS0lcXBwAe/fu1Q1hIuIxpmnicDiwWCzKNSLiUco3IlIalGtEpDQo14hIaVCuKT6LOxsdPHiQzMzMQtdnZmZy8OBBt4MSERG5FOjLi4h4kmEYWK1W5RoR8TjlGxEpDco1IlIalGtEpDQo1xSfWwXumjVrsnDhwkLXf/HFF9SsWdPtoERERMo6h8OBzWbzdhgiUobZbDZOnTqlXCMiHqd8IyKlQblGREqDco2IlAblmuJzq8B9vlHNc3NzsVjc2rWIiMglwTTN836eiogUh2maZGdnK9eIiMcp34hIaVCuEZHSoFwjIqVBuab4fIraMDU1leTkZOfzxMTEAochT05O5qOPPqJy5colEqCIiIiIiIiIiIiIiIiIiAhcQIF7+vTpPP3000De2PAPPvggDz74YIFtTdNkypQpJRKgiIiIiIiIiIiIiIiIiIgIXECBu1u3boSEhGCaJo8++igDBgygZcuWLm0MwyA4OJhWrVrRunXrEg9WREREREREREREREREREQuXUUucF9++eVcfvnlAJw+fZp+/frRuHFjjwUmIiJSllksFiwWi7fDEJEyzGKxEBISolwjIh6nfCMipUG5RkRKg3KNiJQG5ZriM0zNYC4iIlKq4uLiANi3b5+XIxERERERERERERERubgUuQd3QX744Qc2bNhASkoKDofDZZ1hGEycOLFYwYmIiJRVB9KT8HtnLHZK5z4zo1mtUjmOFKB5nLcjkEuU1WESmgNpfmC3GN4OR0TKMOUbESkNl1qu2T3zem+HIFLqajbyfk9Gh2klhxD8SMdi2L0djoiUUQ7TSk7HRPz8/NSL201uFbiTkpLo2bMn69evxzRNDMPgTEfwM/9WgVtERKRwvljwNSxkmPpjSUQ8w98OtZMdbI+0kKG/lUTEg5RvRKQ0KNeISGmw40eyvRaR1h1YyPR2OCJSRtnxIzk5mcjISBW43eTWqzZ27Fg2b97MBx98wL59+zBNk2XLlrFr1y5GjRpF8+bNOXLkSEnHKiIiIiIiIiIiIiIiIiIilzC3CtxLlixh5MiR3HrrrYSGhubtyGKhdu3avPbaa8TGxvLggw+WZJwiIiIiIiIiIiIiIiIiInKJc6vAnZycTKNGjQAICQkBID093bm+W7duLFu2rATCExERERERERERERERERERyeNWgbtKlSocO3YMAH9/f6Kjo9m0aZNz/eHDhzEMo2QiFBERKYMcgMP0dhQiUpY5DMj0yfspIuJJyjciUhqUa0SkdJj4GFmALtqIiCeZ+Pj4eDuIi5pbr17Hjh359ttveeKJJwC49dZbmTZtGlarFYfDwYwZM+jevXuJBioiIlKW5JoO7Ni9HYaIlGFZPgbbKli9HYaIXAKUb0SkNCjXiEhp8DWyqGDd7u0wRKSM8zWyqFChgrfDuKi5VeB+6KGH+Pbbb8nOzsbf35/Jkyezbds2Jk6cCOQVwGfOnFmigYqIiIiIiIiIiIiIiIiIyKXNrQJ3kyZNaNKkifN5REQEy5cvJzk5GavVSmhoaIkFKCIiUhb5GRZ8sZKpXtwi4iGBuSb1kxz8Ud5Cpq/G8hQRz1G+EZHSoFwjIqUh1wwkyVGP8pad+BqZ3g5HRMqoXDOQpOPHKV++PL6+vt4O56Lk1hzcTz/9NFu3bs23PDw8nNDQULZt28bTTz9d7OBERETKKgMwdE1GRDzIAKxm3k8REU9SvhGR0qBcIyKlxTTdKpuIiFwQ0zS9HcJFza1MPXnyZDZv3lzo+q1bt/LUU0+5HZSIiIiIiIiIiIiIiIiIiMjZPHIrUlJSEn5+fp7YtYiIiIiIiIiIiIiIiIiIXKKKPAf3mjVrWLVqlfP5Z599xp49e/K1S05O5uOPP3aZo1tERERERERERERERERERKS4ilzgXrlypXPYccMw+Oyzz/jss88KbNuwYUNeeeWVkolQRESkDMrBgd20ezsMESnDsnxge6SFrCJ/4xcRcY/yjYiUBuUaESkNPmQRad2BD1neDkVEyjAfsoiMjMTHR19s3FXkV+7RRx/lvvvuwzRNoqOjmTVrFv369XNpYxgGQUFBBAQElHigIiIiZYlpgsPbQYhImeYwDDJ8vR2FiFwKlG9EpDQo14hIaTAME18yvR2GiJRxhmHi66svNsVR5AJ3YGAggYGBAOzfv5+oqCiCgoI8FpiIiEhZ5mMY+GAhR2VuEfEQP7tJpdMmx4INcqyGt8MRkTJM+UZESoNyjYiUBrvpy2mzEsHGMaxGrrfDEZEyym76cjo1leDgYKxWq7fDuShZ3NkoJiZGxW0REZFisGLgY+iijIh4jo8DojNMfHQfjYh4mPKNiJQG5RoRKQ0OfMhwROEoet9AEZEL5sCHjIwMHA59sXGXWwVu0zR58803ueyyy6hQoQJWqzXfQ+PGi4iIiIiIiIiIiIiIiIhISXKrwP3oo49yzz33YLfbGThwIJMmTcr3mDhxYknHKpe4uXPnYhgGq1atci5btWoVhmEwd+5cjxxzyJAhGOphCYBhGAwZMsTbYci/ROfOnYmNjfV2GB4VGxtL586dvR2GiIiIiIiIiIiIiIiLxMREoqOjiY+P93YoLrZv3061atU4ffq0R4/jVoH73XffpV+/fvz222/MmDGDJ598ssCH/HudKQxPmTLF48eaMWOGxwrQJeHfHt+5GIaBYRjUrFkT0zQLbDNo0CBnu++//76UI/xbfHw8kydPZuPGjV6LQbwjNjbW+R40DANfX1+qVavGbbfdxvbt270dnpSSKr7BvBt7FcebDiWt+Qh+b3ALrYKiCm0/J6YLtpZ353tsanCrs82AiDrsb3wHJ5sO48Wq7V22j/ELZXvDAYRafD12TiIicmmZZNTCZunu8thqdHCuX2G0ybf+NaPhefdbn2AWGi1INLqSYlzFOqMd1Qlwrn/RqMcJoyv7jY4MoLLLtv2oyOdGi5I7SRERkYtQQNUrqNh7IdXvjKfmgzkE1ertsj683USqDtpCzL2nqDHqOJX6fo1/pTZF3n+51mOp+WAO5Tu96LK8fMdp1Bh1jOrD9xJcb4DLuqA6/ajYe6H7JyUihYsdC5d9D11OQqeD0OwTCKrz93qfCKj3MrTfDF1PwRW7od5L4BNW9GM0eAWuyYIa9/29zPCDRv+DLieg/RYo39V1m5gxeccVKSXPPvssffr0cXZEO3jwID179iQoKIjo6GjGjh2LzWY75z7OvnZvGAbPP/+8c318fDwdO3YkODiYjh075ium9+rVi08//dRlWcOGDWnXrh0vv+zZ/x/cGkc8MzOTq6++uqRjkTJqxowZxMbG/mt7/54rvrfeeotZs2aVflAXICAggPj4eFasWJHv/8uUlBQWLFhAQEAAWVlZxTpOZmYmVqvV7e3j4+N56qmniI2NpXnz5sWKRS4+FStW5MUX8/4QzMjI4JdffuHdd99l8eLF/Prrr9StW9fLEea3c+dOj47gYMcE89KYYyXc6seaujewKv0IvfZ8xUlbJnX8y3HKll3oNmMO/cD4wz85n/sYFjY0uIVPk/cCEGkNYHZMZ4Yd+I792al8UasnK9MO81XqAQBerX4l44/8RJoj17MnJ/IvlmuB48EGuW7d0ioiBdlqptHd/NX53IbrTaZvmYeYbO5xPs/Afs79xRHIauMy3uEwT5l7SMVGQ0LIIu87Qi+i6E9lrjV/pTZBvG005hszgURyCcOHZ4w6LvF4i/KNiJQG5RopjOEbTM7JzaRtm0vF6/8v3/rcU7tJXPkAtpT9GD6BlGt5P5VuXMKhuQ1wZCacc99+FVsR2uROsk9udlkeWLMnwfX6c+yz6/CNqEOFa2aTeeAbHFmJGH5hlG//NEc/61Gi5ymlw4KNIMsJLJy7KCReFHElHHoTUn8FwwdqPw0tv4Ifm4MjA/wr5z12PQ6n/4CAGnkFa//KsPm28+8/qjeUuwyyDrsurzYcwlrA+k5QoTs0mQura+StC4iFqsPg5/Zn702kQBZsBAUFYbG498UmIyODOXPmsGzZMgDsdjs9e/akUqVK/Pjjjxw9epRBgwbh6+vL1KlTz7mvp59+mhEjRjifh4aGOv/98MMPU7VqVebMmcOECRN45JFHWLBgAQAff/wxFouFfv365dvn0KFDGTFiBOPGjfPYlNZuvXJXXXUVv/zyS0nHIvKv4+vrS0BAwPkbelG7du2oUqUKc+bMybfu/fffJzMzk759+xb7OAEBAfj6qiekuCckJISBAwcycOBA7rrrLt566y2mTZtGWloar7zyirfDK5C/vz9+fn7nbZeamurW/m2mSS4Fj7xQ1jxasQV/5p7mzgMr+SXjBPE5aXyb9if7cgp/7VIdORy3ZTofrYKiiLD6MzfxDwDi/MNIsefwf6f28mvGSValH6Z+QAQAt0bUJtd08Hny/lI5P5F/q1yrwaFQC7lWTbciUlJsmBwnx/lIxPVGqgwcLuvTzlPgfsaow9ck8Li5i42ksY9MFnOSk+QAeb27V5PEb6TyMcdIxUZNAgF43qjLm+YhDlG8G1lLgvKNiJQG5RopTGb8Mk6te5KMvYsKXH9650dkHfoOW+p+cpO2k7hmLBb/cvhVaHLO/Rq+wUT3mEfC8rtxZJ9yWedXvj5Zf64h58QGTu/8GDM7FZ9ysQCUv/I5Uje/iT3tUImcn5Quq5FLmOVPrIZumP/X+r03HH0PTu+A9C2wbQQE1oCwlnnrT2+HzQMgYQlk7oNTq2DPkxDVE4zzdODyrwL1X4YtQ8A86yaH4PpwcnHecQ/NAr9o8K2Qt67BTNj9BNjTSvpspYyyGrmEhYW53alwyZIl+Pv7065dOwC++eYbtm/fzvz582nevDnXXnstzzzzDK+99ho5OTnn3FdoaCiVKlVyPoKDg53rduzYweDBg6lTpw5Dhgxhx44dACQnJzNhwgRee+21Avd5zTXXkJSUxOrVq906v6Jwq8D9+uuv89NPPzF16lQSExNLOibxkvj4eAzDYPLkyXz99de0a9eOwMBAoqKiGDlyZL7x8k+dOsXYsWOpU6cOgYGBRERE0KRJEx588EGX/R04cIDVq1e7DHFwZhiD9evXM2zYMOrVq0dwcDDBwcG0adOGd955x+3zcDgcTJ06lc6dO1O5cmX8/PyoWrUqgwcP5uDBg/nO91zxFTYH9x9//EH//v2pWLEi/v7+xMXF8cgjj+QrdJ2ZN3zlypXMmDGDunXr4u/vT82aNUtseAar1cqQIUNYuHAhSUlJLuvefvttOnXqRJ06dfJtl5aWxsSJE2nXrh1RUVH4+fkRGxvLfffdl28/UPAc3GeWrV+/nq5duxISEkJ4eDj9+/fnxIkTznaTJ0+mS5cuQN6dO2de57PnN/7000/p1KkTYWFhBAYG0qJFC95+++18sZyZG3nXrl306dOHcuXKERISwnXXXceePXtc2hb1/XCh53RGbm4u06dPp1WrVgQHBxMaGkrTpk3zTdNgmiZvvfUWl112mfO93r59ez7//PN8+7wQF/J7vND/xwH27NnDjTfeSLly5QgNDaVbt25s2rSpWDGfcWbEgd27d+dbd6HvhU2bNtGtWzdCQ0MpV64cffv2Ze/evS5tL/S9UNAc3GeWbd68mZ49exIREUG5cuXcOn/DcPND+CLUq1wsv50+wUc1u3GkyRB+qX8TwyMbXNA+hlVowIq0PzmYkw7A7uxkgiw+NA+sQITVn9ZB0WzJTCTc6sdTlS/j/kNrPXEqIhcVi8MkOMfE4rg0bqYRKQ11COKg0YldxpXMM5q4DCUOcBuVOWZ0YaPRnmeNOgSe49PeAK4jit3maZYYrThidOZHoy29iXa22UwarShHOD60JIxArOwhgw6E04IwXuGAh870wijfiEhpUK6REmHxJbTxndizk8k5q1f22SK7zCRj/xKyDn2Xb11Owmb8K7bE4h+OX3QLDJ9AbMl78a/SHv+oFqRufNVTZyAe5jAt5JjBOMxL5apNGXBm6PHc/Ne0nXzLgS0VzHPdgGpA4/9B/PS8IvbZ0rZAeAewBEDkNZB9BHIToFJ/cGTByS+KdRpyaXGYFnJycnA43Bvhc+3atbRq1cr5fN26dTRp0oSKFSs6l3Xv3p3U1FS2bdt2zn09//zzREZG0qJFC/7zn/+4DGverFkzli9fjsPh4JtvvqFp06YAjB07lnvvvZfq1asXuE8/Pz+aN2/O2rWeu0brVr/wevXq4XA4mDhxIhMnTiQgICDfXQaGYZCSklIiQUrp+vrrr3n11VcZOXIkQ4YMYcWKFcyePRvDMFyG677llltYuXIld911F82bNycnJ4e9e/eyfPlyAKKionjvvfcYM2YMFSpU4IknnnBuGxWVN+/qwoUL2bp1KzfddBMxMTGkpKTwySefMGzYME6ePMmjjz56wfHn5OTwwgsv0LdvX3r27Em5cuXYvHkz//vf/1ixYgWbN2+mfPnyRYqvIBs3bqRjx47YbDbuuece4uLi+P7773nppZdYsWIFP/zwA0FBQS7bjB8/ntTUVIYOHUpISAjz5s3j4YcfpkqVKvTv3/+Cz/Fsw4cP57nnnuP9999n9OjRAGzYsIHff/+d9957L1/RF+Dw4cPMnj2bvn37cuuttxIQEMD69et58803+f777/nll1+K1GN706ZNXHvttQwaNIhbb72V3377jbfffpvk5GSWLl0KQN++fcnNzWXq1KncddddXHnllQAuyfbJJ5/k6aefpkuXLjz55JMEBgaybNkyRowYwZ49e1zmfTgTf8eOHenduzcvvPACu3fv5pVXXqFPnz5s2bLFObRHUd8PF3pOkFfcvvbaa1mxYgWdOnVi0qRJhIWFsWPHDv7v//6Pp556ytl26NChzJs3jz59+nD77bcD8Nlnn3HjjTfyxhtvMGrUqPO+1gVx5/dY1P/HDx06RPv27UlOTmbUqFE0aNCAn376ic6dOxMZGelWvP90pgB99r4u9L3w559/0qVLF3r37s20adPYsWMHs2bN4scff+S3336jatWqgHvvhYIcOnSITp06ceONN/Lcc89x7NixAtvFxcWdcx9+EaH4GlYyzvnFumyI8w9jZFQjZpzYzPPHNtA6KIoZ1a8gx3TwXtLO825f2TeIHmE1GLh/uXNZsj2HofHf8U5sVwINH+Yn7eSbtEPMrtGZ109upaZ/GAtrXYuvYeXpo7/wWfI+T56iyL9SgB0aJDnYHmkhQ9dmRIptvZnCMLayi9NUxp+JRi1WGZfRzPyBdOx8aB7lIJkcIZsmhPKcUZe6RjA3mxsL3F80foQaPjxKTSaZexjHLrpTgQVGc642f2ENp/iGRD7gCD8Zl5OJnaHmFk5j51WjIcPNrYyiBvcaNUgkh1HmNraT/4bF0qB8IyKlQblGiiOw5nVEXzsfwzcI++mjHPvsWhxZhXfcCq57C/7RLTjy4eUFrs888C3pf3xIlQE/YtqyOPnNcBy5p6nQ9VVOfjOc0KYjCWt2L46sBBKW30Nu0nZPnZqUMDv+JNnrEWndgYVMb4cj52VAvRfh1I95PbcL4hsJNcfBn/87965iH8nrtX2o4B6pHJkLoY2h/UbISYDNA/Pm+641CX7tBrUmQ6WbIWMfbB+ZVwAXKYQdf5KSkoiMjHRrmPIDBw5QpUoV5/Njx4651Fvg7/pLYdevAe6//35atmxJ+fLl+fHHHxk3bhxHjx51dtB88cUXGTlyJLGxsTRt2pQ333yTNWvWsHHjRl544QVuueUWfv31V7p168bMmTNdRkStUqUKBw547qZstwrc/fr18+i8pOJdW7ZsYevWrc7izKhRo+jRowf/+9//eOmllwgODiYlJYXly5czatQoXn/99QL3ExwczMCBA5kwYQIVK1Zk4MCB+dpMmDCB5557zmXZww8/TOfOnZk6dSpjxoy54GGx/f39OXr0aL4i8w033MA111zDnDlzGDt2bJHiK8j9999Peno6a9eupUOHDgDcc8891K9fnyeffJKXX36ZCRMmuGyTkZHBhg0b8Pf3B2DYsGHExMQwc+bMEilwx8XF0blzZ+bMmeMscL/99tuEh4fTr18/XnjhhQK3+fPPP11e37vvvpsOHTowYsQIPv/8c26++ebzHnvTpk18//33tG//9/wiFouFN998k127dlG3bl2aNm1KUlISU6dO5fLLL8/3Wv/+++8888wz3H///fz3v/91Lr/nnnsYPXo0//nPf7jrrrtcCoZ79uzhgw8+YMCAAc5lUVFRjBs3juXLl9OtWzeg6O+HCz0ngP/+97+sWLGC+++/nxkzZrjkxX/eebVo0SLeffddXn75ZcaMGeNc/sADD9C7d28ee+wxbr/9dpe5LYrKnd9jUf4fB3jiiSc4efIkCxcu5IYbbnDu+/nnn2fcuHHExMQUOU6Hw0FCQt68VhkZGfz666/O0R7uuOMOZzt33gt79+7lP//5D4888ohzWZcuXejbty9PPPEEc+fOBdx7LxRk3759xbop4VJkweC3jJNMOPIzABszE2gUWJ6RFRoWqcA9qHw9ku3ZLEpxHXJ8Ucp+l2UdQyrTJDCSBw59z85GtzEw/luO5Wayrn5f1qYf5aRNf5iKiIj7lvL3HJ1bSOdnM4V9RkduphLvcJi3+dO5fivpHDOz+dbShjgzkH0FXBy1kPfd8QtO8t+/emJvIo3LCecuozprzLyhUJ829/I0f49MM5FafEciuTgYb8TR3PyBnkTxjtGEtuZPHjl3ERGRi13WoVUcfr8N1sBIQhsPJ/q6Dzjy0RU4Mk/ma2sNqUZkp5c4uvA6THt2oftM/ukZkn96xvk8vO0EMg+uwHTYCL9sHIfntySo5nVEdf8fRz5s54nTEpH6/4WQRvBL14LXW0OhxcK8Htn7nim4DUBoC6hxL/xc8E0tQF7x+48HXZc1nA0HX4OwZhB9PaxrA7EPQ72X8oZJF/GQzMzMEple96GHHnL+u2nTpvj5+TFy5Eiee+45/P39qVq1KosXL3a2yc7Opnv37rz77rtMmTKF0NBQdu7cSY8ePXjzzTed9SmAwMBAMjIyih1jYdy633Hu3Lm88847533IxenGG2/M1/PwmmuuITc3l/378woJgYGBBAQE8PPPP7Nvn/u94v45ln9mZiaJiYkkJSXRo0cPUlJS2Lnz/IWPsxmG4SxgORwOkpOTSUhIoHnz5pQrV46ff/7Z7XhPnjzJ2rVrueaaa5zF7TMeeeQRgoOD+fTTT/Ntd9999zmL25B33pdffjm7du1yO5az3XnnnWzatInffvuNzMxMPvjgA2677TYCAwMLbO/n5+csitpsNufr1LVr3peBor5Ol19+uUshGPLeL0CRz+/999/HNE2GDx9OQkKCy6N37944HA7nyABnVKlSxaW4Xdhx3Xk/FPWc5s+fT3BwMFOnTs13088/77p67733CAwM5NZbb813fjfccAOpqamsW7euSK/V2dz5PRbl/3GHw8Hnn39Ow4YNncXtMx588EFCQkIuKM79+/cTFRVFVFQUMTEx9OvXD8j73ffo0cPZzp33QmhoqMsH55lzbNCgAQsXLnTebFBSuaF8+fKMGDHivO327dtX6KOwoVvKqqO5GWzPcp2v7I+sZKr7Fe19NCSyPu8n7iLXLHzIHj/DwivVO3LPwdXUDgjDx7CwJv0ou7KT2ZWVQtvg6EK3FRERcUcKNnaRQW0jqMD1P5M3olltCl6fQA65poMdZrrL8j84TQ0KvlBRj2BuMyozydxDJ8qzllMkkMv/cZxWRjlCcG/+NhERkbLOtGVgS9lL9rH1JCwfCQ4boY2HFtjWv2JLrMEVqXrbz8Ten0Hs/RkEVutEWPP7iL0/A4z8l9R9I+oRUn8Ap9ZNJrBaR7IOf48jM4HTuxbgX7Elhu+FXUcRkSKoNx2iroNfu0P24fzrrSHQ8guwpcOmW/LPqf1PER3y5tS+YjdclZ73CIyBui/AFYXUKCI6QUgDOPQGRHSEhKXgyIDjC/Kei3hQhQoVOHXq7+utlSpV4vjx4y5tzjyvVKlSkffbtm1bbDabcxrfs02dOpVu3brRqlUrVq1aRb9+/fD19aVv376sWrXKpW1SUtI5R0suLrd6cEvZVtCwumeGED4z57qfnx8zZ85k9OjR1KpVi7p163LllVdy3XXX0adPn3xD1hcmISGBSZMm8fnnn3P06NF86wuaC7ooPv/8c6ZNm8Zvv/1GTk5OiewTcBbzmzRpkm9dUFAQtWrVyjfvLxT+mpbkHPZ9+/YlIiKCOXPm0K5dO1JSUhg+fPg5t3nrrbd4/fXX2bp1q8u8ClD016ko75fz2bEjb06TZs2aFdrm7OR8Ice90PdDUfe9a9cu6tev73KjRkF27NhBZmamc6jsgpx9fhfiQn+PRTm/EydOkJaWRsOGDfO1DQgIoFatWiQnJxc5xipVqvDuu+8Cef/fz5kzh++//z7fjQHuvBdq1arlcgPJGQ0bNmTHjh2cPHnSORxLSeSGWrVqFTnHSZ4fTx+jXkC4y7K6/uWc82mfS6eQKtQJCOd/+5ads90TlVrxTepBfs9MoHlgBXz+8d7yNSzOXnIiIiIlJRgrtQjifbPgoQebkzc6z1EK7vmVi8mvpFDXCIZ/TCdbhyAOkFXgNm8YDRlr7uQ0dqwY+P71+Xbmp1WfdyIiIkVjWDCs+a8lAGQe/I4/32vhsizqmrfIPbWT5F9fhAJuvo686jUS1zyKmXsaDCuGJa8zgmH966fFimaPFylB9aZDdG/4rRtkxedfbw2Fll+CIwc29gNH4aMxAHD0A0j8znVZyy/zlh+Zl7+9xR/qz4CtQwAHGFY4813c8P3ruYjntGjRgvnz5zufX3755Tz77LOcOHGC6Oi8jj7ffvstYWFhBV7jL8zGjRuxWCzOffzTjh07+OCDD9i4cSMAdrud3NxcIG86V7vddSrOM9MTe4rbBe6DBw8ydepUVq5cyYkTJ1i0aBEdO3YkISGBp59+mqFDh9KiRYvz70j+dc5VuDHNv7+KjRgxgt69e/P111+zZs0ali9fzpw5c7jssstYvXr1eYdHME2T7t27s2XLFkaPHk2bNm2IiIjAarWyZMkSpk+f7jLMc1EtWrSIG2+8kdatW/Pyyy9To0YNZy/m/v37u7XP4iqNYlhAQAC333477733Hhs2bKBFixa0bNmy0Pb//e9/efDBB7n66qt5/fXXqVKlCv7+/thsNq699toiv05Ffb+cy5ljLV68uMBCJeQvyhb1uO68H0rinP7J4XBQrlw5FixYUGibRo0aXfB+wb3fY0mfX1EEBgZy9dVXO5/ffPPNXHPNNQwdOpQmTZrQuHFjwL33QlGVVG44e4hzd5mAh17uf53/ntjE2no38njFlvxf8h7aBFXkzgoNGXVwtbPNs1XaUsU3mKEHXP+YGBpZn59PH2dbVuE3IDQIiODmiNq0/uP/APgj6xQOTIZG1ud4bgb1A8L5NSP/sHMiZZ0J2CzoQppICZlm1GWxeZIDZFKFAJ40amHH5COOEkcgA6jM1ySQSA5NCOUloz5rzCS28PcNXVuNDjxh7mYRJwB40YznQ6MZaznFKpLoTgV6EcVV5i/5jj+capwkh8Xkfab9SDKTqEVbytHDqMA2M50UztErxYOUb0SkNCjXSGEM32B8w2s7n/uExeIX1Qx7VhKOzETCLxtHxr4vsZ8+hiUwkrBmd2MNqcrpXX+Pwlip71JO711E2qY3MHPTyU3c5nIMh+009qzEfMsBQhsPw5GZQOb+rwDIOvIjEe0m4l/pMgJje5CTuB1HdoqHzl48wWLYz99IvKf+f6HSrbDp5rze2X5/zTtsSwFH1l/F7cVgDYKtw8AnDAjLa5NzEvjrGmD7TbB7Ipz8AnKT8h7/ZNog5zhk7M4fQ83xeT220zblPU9eB3WeyyuG17g777nIebgz9/YZ3bt3Z9y4cZw6dYqIiAi6detGw4YNueOOO5g2bRrHjh1jwoQJ3Hvvvc7r7OvXr2fQoEGsWLGCqlWrsm7dOn7++We6dOlCaGgo69atY8yYMQwcOJCIiAiX45mmyV133cX06dOdHf46dOjAW2+9Rd26dZk3b57LiLvx8fEcPnzYpSZQ0twqcG/fvp0rr7wSh8NB27Zt2bNnj7PXYIUKFfj+++85ffo0c+bMKdFg5d+nYsWKDBkyhCFDhmCaJuPHj+f555/no48+YsiQIQCFzte+ZcsWNmzYwMSJE3n66add1n377bdux/Tuu+8SEBDA6tWrXQpRp0+fdhmy4YwLmU/+TGFt27b8X2YzMzPZt28ftWvXzreutAwfPpxXX32Vn3/+mVdfffWcbd99911iY2NZtmyZSyI904O2pJ3rda5bty5Lly6lcuXK5yzKu+NC3w8Xom7duuzatYvTp0+fsxd33bp1+eOPP2jRooWzp3RJ8dTvMTo6mtDQULZv355vXVZWFnv37i3WuVitVl555RWaNm3KQw89xDfffAO4917Yu3cv2dnZ+Qri27dvJywszDkMiiffC+7IMR3YuDT+YPo14yQ37V3GlKptmVC5Fftz0njozx/48NTffyBU8g2ixllDlodZ/OgbEceYQz+cc/+zanRi7J8/kuHI+y6SZdoZHr+SmdWvxN9i5f5D33Mk93TJn5jIv1ymr8HGaN01LlJSqhLAfKMpkfhxkhx+4BQdzJ9IIJcArFxlRHI/MQRj5RBZLOQ4z5quozvVN0IoZ/79Z/giTnCPuZ3HjJrMoD47Oc3N5kZ+INllu2j8GGfEcaX595Qqv5DCdPMAXxgtOUEOw8ytHj3/c1G+EZHSoFwjhfGv2IrKN/09nVlkpxcBSNs+j8QV9+Jbvh7RDQdiDaiAPSuR7OO/cfT/upCb9Pc1D5/wOKyBFS742JagaMpd9jhHP+7kXJZz/FdSNsygYp9F2DNPcnLZsGKcnZQ2XyOTaOsmb4ch51J9ZN7P1mfVELaOgKPvQVgLCG+bt+yKs65trq0HWQfy/h1cD3zKXfjxgxtCpX6w7rK/lx3/LG9Y8tYrIGMXbBl84fuVS4qvkVlgL+miatKkCS1btuSTTz5h5MiRWK1WFi9ezN13383ll19OcHAwgwcPdqm9ZWRksHPnTmeva39/fz766CMmT55MdnY2NWvWZMyYMS7zcp8xe/ZsKlasSK9evZzLJk+ezG233Ubbtm3p0aMH9957r3Pdhx9+SLdu3YiJiXH7HM/HrQL3o48+Snh4OD/99BOGYeT7JfTs2ZOPP/64RAKUf6czE8P/s0hkGIazIPXPYZxDQkIKHPr3TC/Ss3uMHjlyhLffftvt2KxWK4Zh5OuN+cwzzxTYQ7Ow+AoSFRXFlVdeybJly1i/fj2XXfb3h9hLL71Eenq6c25hb2jevDkvvfQSqamp3H777edse+b1dzgczsKoaZr5bjYoKWfmbC7otb7jjjuYOXMm48aNY/Hixc45pc9ISUkhICCg0B6953Kh74cLMXDgQMaOHcvEiRN5+eWXXdb983UdNGgQX3zxBY8++ihvv/12vmL/8ePHnUNoXyhP/R4tFgt9+vRh/vz5fP755y7zcM+YMYP09PRiF+sbNWrELbfcwkcffcSaNWvo2LGjW++FtLQ0XnnlFR555BHnsoULF7Jjxw4GDRrkfF08+V6Q8/sq9QBfpR4odP3wAyvzLUt15BC28fyfB512fV7w8bYVfjwREZELdbu5udB1f5JF1wJ6XZ/Nx5F/yo25HGauWcCcgf9wghxqm2vyLZ/CXqaY+adIEhERuZRk/bmG/TP8Cl1/YvEt593Hn/+re871xxZcU+ByR8aJArdN/vlZkn9+9rzHFRE3fHvukWM5teb8bYqyn+/rFbz89Hb4ofFZC03444G8h0gpmTRpEmPHjmXEiBFYLBZiYmJYsmRJoe07d+7sUo9r2bIlP/30U5GONXLkSEaOHOmyLDo6muXLl+drm5OTw6xZs/jggw+KeCbucavAvWbNGiZNmkRUVFSBc+zWqFGDw4fP/Qe6XNx27dpFx44dueGGG2jUqBFRUVHs27ePWbNmERoaSt++fZ1t27Vrx5w5c5g4cSINGjTAYrFw/fXXU79+fRo3bsy0adNIT0+nUaNG7N+/nzfffJNatWq5PVf2zTffzIIFC+jUqZOzZ/myZcvYvn07FSrkvxOzsPgK65E7c+ZMOnbsSNeuXbn77ruJi4vj+++/54MPPqBZs2YF3t1SVKtWraJLly4MHjyYuXPnurWPoh7/5ptv5rHHHqN79+7cdNNNZGRksHDhwnzzEpeUhg0bEhoayuuvv05QUBDh4eFER0fTtWtXWrduzZQpU5gwYQKNGzdmwIABVKtWjRMnTrBlyxYWLVrE9u3biY2NveDjXuj74UI88MADfPXVV0yfPp3ff/+da6+9lrCwMHbt2sU333zD1q15vWj69evHiBEjeOutt9i0aRM33HADlSpV4siRI/z2228sWbLEedcU5N359NRTT/HOO+84R0I41/l56vc4ZcoUli5dyi233MLdd99N/fr1+emnn/jiiy+oVatWvvm+3TFp0iQ++eQTJkyYwJo1a9x6L9SqVYupU6eybds22rZty44dO3jjjTeIiopiypQpznaefC+4w8+w4IOVrEukF7eIlL4Am0ntZAd7wi1k+WheXhHxHOUbESkNyjUiUhpyzQCSHbUIt+zF18jydjgiUkblmgEknzxJeHh4vk5eRdWzZ092797N4cOHqV69eglH6L6DBw8yfvx4OnTo4NHjuFXgdjgc55yD9OTJk271tJSLR/Xq1bnzzjtZtWoVixcvJiMjg0qVKnH99dfz2GOPUbNmTWfbZ599lqSkJF577TWSk5MxTZP9+/cTGxvLV199xWOPPcYHH3xAamoq9erVY9q0aVgsFoYOHepWbLfccgvp6elMnz6dRx99lNDQUK655hrWrl3LFVdcka99YfEVVuBu3rw5P//8M5MnT2bu3LmkpKRQpUoVHnroISZNmlSs+XnT0tIAqFq1qtv7KKozvV3ffvttxowZQ2RkJH369OHZZ5+lfPnyJX68wMBAPvroIyZMmMCDDz5IdnY2nTp1omvXrgA88cQTtG7dmpkzZ/Lqq6+SmppKVFQU9erVY8qUKVSqVMmt417o++FC+Pr6smzZMmbMmMH8+fN58skn8fX1pWbNmtx8880ubWfPnk2XLl2YPXs2L774IpmZmVSsWJHGjRvzyiuvuLS9kPeBJ3+PMTEx/PDDDzz66KO88847mKbJ5ZdfzsqVK3nwwQeJj48v1v4BGjRowM0338zHH3/MN998Q7du3S74vVCtWjU+/fRTxo4dy9ixYzEMg+uuu44XX3zR5YPdk+8FdxiAxUATyImIx1hMCLDl/RQR8STlGxEpDco1IlI6DOymP3lXbkREPMXAbi9+x6cHH3yw+KGUsNq1a5fKVL6Gefb40EXQsWNHQkND+eqrr0hMTCQqKorly5fTtWtXbDYbLVu2pFq1aufsCi8i+T344IPMmzePPXv2eKTILBeH5s2bU65cOVavXu3tUP71YmNjiY2NZdWqVd4O5YLExcVxJD0Z32kjyDBLpwe30axWqRxHCtA8ztsRyCUqKNekYaKD7ZEWMnx1cUZEPEf5RkRKw6WWa3bPvN7bIYiUupqNLN4OgVwzkER7AyKtO/A1Mr0djoiUUblmIIlNdxAZGel2D+5LnVufGOPGjWPp0qXcfffdziF4jx8/zvLly+nWrRs7duzg8ccfL9FARS4FS5cu5YknnlBx+xJ27NgxtmzZwksvveTtUERERERERERERERERP513Bqi/Nprr2Xu3Lk88MADzJ49G4CBAwdimiZhYWHMmzePjh07lmigIpeCP/74w9shiJdVqlSpRIYmERERERERERERERERKYvcKnAD3HHHHfTt25dvvvmGPXv24HA4qFWrFt27dyc0NLQkYxQRESlzcnFgL6XhyUXk0pRlhV0RFrKs3o5ERMo65RsRKQ3KNSJSGqxkE2HdjZVsb4ciImWYlWwiIiKwWvXFxl1uF7gBgoODufHGG0sqFhERkQsSHx/v7RDc5jC9HYGIlHUOi0Gqv7ejEJFLgfKNiJQG5RoRKQ0Ww4E/ad4OQ0TKOIvhwN9fX2yKo1gF7tzcXA4fPsypU6cwzfxX6lu2bFmc3YuIiJRZVsPAB4NcVOkWEc/wtZtEZZqcDDTItRreDkdEyjDlGxEpDco1IlIa7KYvGWYFgowErEaut8MRkTLKbvqSkZZGUFCQenG7ya0Cd3JyMo888gjvv/8+OTk5+dabpolhGJpHVkREpBA+GPgaFnI1TLmIeIivA6qkmyT7G+TqbyUR8SDlGxEpDco1IlIaHPhw2lGZAGsyVlTgFhHPcODD6dOnCQgIUIHbTW4VuIcMGcKXX35J//79adu2LeXKlSvpuERERERERERERERERERERFy4VeD+5ptvuP/++5k+fXpJxyMiIiIiIiIiIiIiIiIiIlIgizsbRUZGUrt27ZKORUREREREREREREREREREpFBuFbjvuusuPvroIxwOR0nHIyIickmwY2IzTW+HISJlmM2AxAADm+HtSESkrFO+EZHSoFwjIqXBwE6A5RQGdm+HIiJlmIGdgIAADENfbNzl1hDlEydOJDs7m9atW3PHHXdQrVq1AidB79u3b7EDFBERKYtspokD3SgmIp6T42OwP1x/KImI5ynfiEhpUK4RkdLgY+QQbuz3dhgiUsb5GDmEh4d7O4yLmlsF7sOHD/Pdd9+xceNGNm7cWGAbwzCw23WXk4iISEGMvx7qwy0inmKYJn52yLGCqTuCRcSDlG9EpDQo14hIaTBNAzt+WMnBMHTVRkQ8wzQN7DYbVqtVvbjd5FaBe9iwYWzYsIFx48bRtm1bypUrV9JxiYiIlGl+hgVfw0qGqZvBRMQzAm3QMNHB9kgLGb7ejkZEyjLlGxEpDco1IlIabASQaG9ApHUHvmR6OxwRKaNsBJCYkEBkZCS+vvpi4w63Ctzff/89jz32GE899VRJxyMiIiIiIiIiIiIiIiIiIlIgizsbVapUifLly5d0LCIiIiIiIiIiIiIiIiIiIoUyTNO84IkkXn/9dd544w3WrVtHSEiIJ+ISEREps+Li4rDb7ezZs0dD0IiIx+Tm5pKYmKjhrkTE45RvRKQ0KNeISGlQrhGR0qBcU3xuDVGelZWFr68vtWvX5pZbbqF69epYrVaXNoZhMGbMmBIJUkRERERERERERERERERExK0e3BbL+Uc2NwwDu93uVlAiIiJlWVxcHAD79u3zciQiIiIiIiIiIiIiIhcXt3pw79+/v6TjEBEREREREREREREREREROSe3CtwxMTElHYeIiMglxeFwYLPZ8PFx66NYROS8bDYbKSkplCtXTrlGRDxK+UZESoNyjYiUBuUaESkNyjXFd/6xxkVERKTEmaaJG7OEiIgUmWma5ObmKteIiMcp34hIaVCuEZHSoFwjIqVBuab43LotoGbNmhiGUeh6wzAICAigWrVqdOnShZEjRxIREeF2kCIiIiIiIiIiIiIiIiIiIm714O7UqRMhISHEx8cTGhpKixYtaNGiBaGhocTHxxMSEkLDhg05ceIE48ePp0mTJpq3W0REREREREREREREREREisWtAvcNN9zA4cOHWb16NZs2beLTTz/l008/ZdOmTaxcuZLDhw8zZMgQfv/9d7777jtOnTrFuHHjSjp2ERERERERERERERERERG5hBimGwO8N23alL59+zJ58uQC1z/55JN8/vnnbNq0CYCHHnqIefPmkZCQUKxgRUREyoK4uDhM02Tv3r1YLG7dayYicl4Oh4Ps7Gz8/f2Va0TEo5RvRKQ0KNeISGlQrhGR0qBcU3xuzcG9e/fuc86pXb58eXbv3u183qBBA06fPu3OoURERMokwzD05UVEPMpisRAYGOjtMETkEqB8IyKlQblGREqDco2IlAblmuJz68p6XFwc7777LpmZmfnWZWRk8M4771CzZk3nsiNHjhAVFeV+lCIiImWMaZo4HA5vhyEiZZjD4SAjI0O5RkQ8TvlGREqDco2IlAblGhEpDco1xedWD+7JkyfTv39/6tevz+DBg6lVqxYAe/bsYd68eRw+fJgPP/wQALvdzvz58+nQoUPJRS0iInKRO3o6hXLzxpFh2r0dSqGMZrW8HYKIFEOQw6Bhth/b/XPIsFzwrERSWprHeTsCkWILyjVpmOxge6SFDF/D2+GISBl1qeWa3TOv93YIUopqNtIIb/8WdjOQVHsDfK07sBj5O/iJiJQEuxlIatMd+Pr6apRPN7lV4L755psJCgpi3LhxTJkyxWVd48aNee211+jVqxeQ10Nt+fLl5xzSXERERERERERERERERERE5HzcKnAD9OzZk549e3L06FEOHDgAQExMDJUrV3Y9gI8PMTExxYtSREREREREREREREREREQueW4XuM+oXLlyvqK2iIiIiIiIiIiIiIiIiIhISXOrwD1v3rwitRs0aJA7uxcRESnzHJjYTc2JKyKeYwdSLA7s3g5ERMo8uwEp/gb2sj8lroh4kXKNiJQGAwd+RhoGDm+HIiJlmIEDPz8/DENfbNzlVoF7yJAhha775y9DBW4REZGC5Zomdv2xJCIelG0x2e2f6+0wROQSkO1jsDtCF2ZExLOUa0SkNPgY2ZS37vZ2GCJSxvkY2ZQvX97bYVzU3Cpw79+/P98yu91OfHw8r7/+OgcPHuTdd98tdnAiIiIiIuImEyyQdyuNrgWLiCeZJhYTHAagHggi4inKNSJSCkwTTCwYOJRqRMRjTBNMhwPDMNSL200WdzaKiYnJ94iLi6Nr164sWLCAqKgoXn311ZKOVUREpMzwNywEGVZvhyEiZViQadAyy58gU38oiYhnBdmg5QkHQTZvRyIiZZlyjYiUBhuBnLA3x0agt0MRkTLMRiAnTpzAZtMXG3e5VeA+n169evHxxx97YtciIiIiIiIiIiIiIiIiInKJ8kiBe+/evWRnZ3ti1yIiIiIiIiIiIiIiIiIicolyaw7uNWvWFLg8OTmZNWvWMHPmTG644YbixCUiIiIiIiIiIiIiIiIiIuLCrQJ3586dC5z03DRNrFYrN998M6+88kqxgxMRERERERERERERERERETnDrQL3ypUr8y0zDIOIiAhiYmIICwsrdmAiIiJlWbbpwGbavR2GiJRhmYbJxoBslGlExNMyfWBjtAV7/vvgRURKjHKNiJQGH7KItm7CwOHtUESkDPMhi+jo6AI7E0vRuFXg7tSpU0nHISIicskxvR2AiJRppgE2bwchIpcE0zCw6bqMiHiYco2IlAbDMDF0m7CIeJhhmBgWi7fDuKjp1RMREfECX8PAXx/DIuJB/g6D2tm++Dt0JVhEPMvfZlL7lAN/m27fExHPUa4RkdJgM/05Za+FzfT3digiUobZTH9OnTqFzaauCe5yqwc3wObNm3nllVfYsGEDKSkpOByuQ3YYhsHevXuLHaCIiEhZZMHAahjqxi0iHmMFwh0Wjng7EBEp86wmhGebHAnRDTUi4jnKNSJSGkwsZJvlCNFfUiLiQSYWsrOzCQkJ8XYoFy23uo6tWrWKyy67jMWLF1OlShX27dtHXFwcVapU4cCBA4SEhNCxY8eSjlVERERERERERERERERERC5hbhW4J02aRFxcHDt37uSdd94BYPz48Xz//ff8+OOP/Pnnn9xyyy0lGqjIpWLu3LkYhsGqVauK1H7IkCEYhu5e/rdbtWoVhmEwd+5cb4dyQS7m91fnzp2JjY31dhgiIiIiIiIiIiIiIlKC3Cpwb9iwgeHDhxMWFobVagXAbrcD0LZtW0aOHMnEiRNLLkoRL8vNzaVixYoYhsGkSZO8Hc55rVq1ismTJ5OcnFxqx5wxY8ZFV7z9tzpzk8O5HllZWd4OU0Sk2B6r2IJ19fpxqtlwjjQZwqdxPajrH15o+8W1emJreTe9y8Wec79zYrpga3m3y+OrWj2d6/0MC3NjupLUbDjbGw7gqtCqLts/HN2cGdWuKM6piYhIGTeS6mww2pNkXEWScRXfG23pQQWXNu0ox7dGa1L+arPSaEPAOS7DWICnjNrsNq4kzbiancaVPEGcS5uHiOWI0ZkjRmfGEOOy7jLK8bPRDisX5w2qIlIGGBbCL59MtaE7ibkvhWpDdhB+2fjzbhZcbwBVbv+VmHuTqT7iABWumY0loLxzfUCNq6g2eBsxdycQ1f0dsPj+fUi/MKoN3oZPaA2PnJKInCV2LFz2PXQ5CZ0OQrNPIKjO3+sDYuCarIIf0X3Pve9ak6Djfuh6ClougaBaf68z/KDR/6DLCWi/Bcp3dd02ZgzUe7nkzlPkIpCYmEh0dDTx8fHeDsVFQkIC0dHR/Pnnnx49jlsFbh8fH0JDQwEIDw/H19eXEydOONfHxcWxffv2kolQ5F/giy++4MSJE9SuXZt33nnHeUPHv8Fbb71FZmamy7JVq1bx1FNPqcB9kbv77rt57733Cnz4+fmVSgwFvb8uFt988w07d+70dhiFsmGSYzq8HYaIV3UMqcIbJ7fSYedn9NjzJb6Gha9r9yLI4pOv7QPRTTEvYNL6pSkHqbp5rvNxe/y3znUjKjSkZVAUV+z8jLcTtvNe7DXOdbF+oQyv0ICJR34u3sn9C+QYJod8beQYRX/dRETckWOBQ6EGOW5dYbg4HSaLJ8xdXGauo625jpUk8pnRgoYEA3nF7a+MVnxrJnK5+RPtzHW8Zh7EcY7PskepyUiq84C5g8bm94wzd/GIUZP7yCvaNCGEyUZtbjc3M9DczNNGHRqTN2efFYPXjIbca27HfgGflyIXk0sx11xsyrUeS1jTu0hc+SCH5zUl6fsnKNf6YcKa31voNv6VLyeq+/9I3/YOh99rzomvBuBfsQ0Vrp71VwuD6B7zSN08myMfd8SvYitCm9zp3L78Fc+Sunk2trSDHj47uVRYyCXU8icWcr0dyr9TxJVw6E1Y3xF+6wmGL7T8CixBeeuzDsHqGNfH3qfBlgaJywrfb+zDUP0e2DEa1l8J9tPQYjFY/PPWVxsOYS1gfSc4PAeazP1724BYqDoM9jzpqbMWKXEWcgkNDcVicf+LzbPPPkufPn2IjY0lMTGRHj16UKVKFfz9/alevTr33Xcfqamp59zHrl276NOnDxUqVCAsLIwrrriClStXOtcnJSVx/fXXExISQosWLfj9999dtr/33nt56aWXXJZVqFCBQYMG8eSTnv1/Mv/VwyKoXbs2u3fvBsAwDOrXr8/ChQu5/fbbAfjqq6+oVKlSyUUp4mVvvfUWderU4eWXX+b6669n6dKl9OzZ8/wbApmZmfj6+uLj49b/bufl6+uLr6/v+Rte5NLS0pw31lwq2rdvz8CBA70aw8X2/rLb7WRnZxMUFFRqNwG4y26aF1SsEymLeu79yuX5sAPfcazpUFoFRbE2/ahzebPASMZEN6PtHws43HRIkfadbdo5biv4Bp36AREsTolne9Yp9mWnMq1aeyr4BJBgy+K16h0Zd/gn0hwX/8UMmwHHff49N+WJSNllsxocD760eg0v5qTL84nmHkYaNWhLONs5zUtGfV7lINPY72yzi4xz7vNyI5wvOMESEgA4QBb9qUwboxyYUI9gtpDGSpIA2EIa9QhmK+k8QixrOcWvnPsClsjF7FLMNRebgMrtyNj7JZnxXwNgSz1AZr1b8a/YptBt/Cu3w5YaT+rG1/7aJp60LW9RrvUjAFgCK2ANiiJt8yxMezYZ+xbjV76+c1v/iq1JXPmAh89MLiVWw0awceL8DS9Vv/d2fb5tBHT+E8JaQvL3gANyjru2ieoNxz/NK1oXpsZ9sP95OLn4r/0Oh44H/9r2/yC4ft660zsgcz/UfR58K0BuAjSYCbufAHtaiZ6qiCdZDRvBwcFub5+RkcGcOXNYtizvxhGLxUKfPn2YMmUKUVFR7Nmzh3vvvZekpCQ++OCDQvfTq1cv6tSpw3fffUdgYCAzZsygV69e7N27l0qVKvHss8+SlpbGhg0beOONNxgxYgS//vorAD/99BM///wzM2fOzLffoUOH0qpVK/7zn/9Qvnz5fOtLglu3Blx33XV8+OGH2Gw2AB566CE+++wz6tSpQ506dfjiiy8YOXJkiQYq4i0HDhzg22+/ZciQIVx77bVUrlyZt99+u8C2Z+b8PXDgAP3796dChQoEBQU5h2JIT09n8uTJNG7cmMDAQCIiImjTpg2vvvpqvn2ZpsmMGTOoW7cu/v7+1KxZk5dfzj/MytlzJHfu3JmnnnoKgJo1azqHtJ48ebKzTU5ODtOmTaNp06YEBgYSFhbG1VdfzZo1awo8ry+++IKrr76aiIgIAgICiIuL48477yQhIYH4+HgMw+DAgQOsXr3aZRjtM0NjxMbG0rlz53z7PbPtP2P751zVb775Jk2bNiUgIIDRo0c726xcuZJrr72WiIgI/P39adCgAS+88EKRe9Z/8803DBgwgFq1ajnPv2PHjnz55ZeFvr6pqamMHj2aypUr4+/vT8uWLZ0fHmebOXMm9erVc/7ennnmGWe+9ATDMBgyZAjr16+na9euhISEEB4eTv/+/V1G1zjj6NGj3HHHHURGRhIcHMyVV17JmjVrCpxv+1zLLuQ1uZDf2d69exkyZAhVqlTBz8+PatWqcc8995CQkODSbvLkyRiGwfbt23n00UeJiYnB39+fTz75BCh4Du4zy44dO+Z8DQIDA+nYsaPzg/mfcnJymDBhAjVq1CAgIICGDRsye/Zs5zDyq1atKvB8i8JiGBo+UuQs5ax5N6Yk2bKdywINH96LvZrRh9YWWrAuSKeQKhxpMoRtDQfwavWOlLf6O9dtzkykQ0hlAgwr3cKqcyTnNAm2LAZE1CHLtLMoZf859nzxsJoQYbdg1b00IuJhVodJRJaJ1XFpJhwLcAuVCMbKTyQThR9tjXBOmDmsNS7jsNGZ74w2dCD8nPtZZybTlUjqkNcDqimhdCCcpWbe9+CtpFOHYKoTQA0CqEMw20gnjkAGG1WZZO727ImKeNmlnmsuBllHfyKgRhd8wvOGK/ar0JSAKu3JiC+812b20Z/wCa1OYGwPACxB0QTV6UtG/FIAHJknsaUfITDmGgyfQAKqdCAnYQtYfIjs+ioJK+4BjY4mJchhWsl0ROAwrd4O5eLgE5b3Mzep4PWhLSCsORyeW/g+AmuCf2VI/O7vZbZUSP0FwtvmPU/bAuEdwBIAkddA9pG84nal/uDIgpNflMTZiJQah2klMzMTh8O9z7AlS5bg7+9Pu3btAIiIiODuu++mdevWxMTEcNVVV3HPPfewdu3aQveRkJDA7t27efzxx2natCl16tTh+eefJyMjg61btwKwY8cO+vfvT926dbnrrrvYsWMHkDet76hRo5g1a5ZzKut/atSoEVWqVGHhwoVunV9RuNWldOLEiTzwwAPOoAcPHozVauXTTz/FarXyxBNPMGTIkJKMU8Rr5syZA8CgQYOwWq3ccccdvPzyyxw7dqzAkQrS09O58soradOmDU899RRpaWmEhISQkpLClVdeyZYtW7j++usZNmwYvr6+bNmyhc8++4z77rvPZT/jx48nNTWVoUOHEhISwrx583j44YepUqUK/fv3LzTeJ554gvLly7Nw4UKmT59OhQp588A1bdoUAJvNxnXXXcfq1asZMGAAo0aNIiMjg/nz59O1a1c+//xzevXq5dzfpEmTeOaZZ6hVqxajR4+mWrVqHDx4kC+//JI///yTOnXq8N577zFmzBgqVKjAE0884dw2KirK7df9v//9L8ePH2fEiBFUq1bN2Xv7f//7H3feeSctWrTg8ccfJzw8nB9++IFx48bx+++/89FHH51333PnzuX48eMMHDiQatWqcfLkSd5991169+7NRx99xK233ppvm+7duxMeHs64cePIyMhgxowZ9O7dm927d1Ojxt/zPD3++OO88MILtGrViqlTp5Kdnc2cOXNYtGjRBb8G6enp+Yq6kNeruly5ci7LNm3axLXXXsugQYO49dZb+e2333j77bdJTk5m6dKlznZn3of79u1j2LBhtGrVij/++IOePXtSq1atsw91TkV9TS7kd7Zx40Y6d+5MUFAQw4YNIyYmht27d/PGG2+wYsUK1q9fn+/cb7/9dnx8fLj33nsJCQmhXr1654z79OnTXHnllbRq1YpnnnmG48ePM336dK699lr27dvnMlLA7bffzoIFC7jmmmt45JFHOHXqFE8++STVq1e/oNeqIL4Y+BoWMkz1rhQBMICXq3Xgh/SjbMv6+w/jl6q1Z93p43yZEl/kfS1LPcTC5P3EZ6cS5x/GlCpt+ap2TzrsXIgDk3cS/qBJYCRbGvbPK2zv/4YIqz+Tq7Thql2LeLryZdwSUZt9OSnceWAVR3LPcZf5v5i/aVArx5ft/jlkaJhyEfEgfzvUSnawPdJCxiU0dHBjQvjeaEsAFtKxc5P5Ozs4TVvyvq9OMmrxqLmTTaRxh1GFb4w2NDN/YE8hPblfYD9h+LDNuAI7JlYMJpq7+ZC8UU3+4DQTzF0sNVoD8IS5iz84zTKjNY+bu+hGBSYZtcjF5CHzD9ZyqnReCJFScqnmmotJyi/TsPiFUW3wFnDYwWLl1I+TOL3zw0K3yT66jhNLBxN93fsY1gAMqy+n9y4mceX9zjYnltxGZMcXKd/pJTLjl5K2bS7hrR8l689VmLZsKt+yCktABVI3vUbapjdK41SlDLPjR4qjJpHWHVi4OKftKz0G1HsRTv0IpwuZsrbqEEjfASk/Fb4bv4p5P3PO6qiTffzvdUfmQmhjaL8RchJg80Dwicibt/vXblBrMlS6GTL2wfaReQVwkX8xO36kpKQQGRnp1jDla9eupVWrVoWuP3LkCJ999hmdOnUqtE1kZCT16tVj3rx5tGzZEn9/f958802io6Od+27WrBnfffcdd955J8uWLXPWmaZNm0bnzp1p3bp1ofu/7LLLWLt2LcOHD7/g8ysKtwrcvr6+REZGuiwbOHCg14fSFSlpdrud//0/e/cdHkW59nH8O7vpoaURICAYpPcmvSrFgqKoB5CugBQrIC9FRKQoekRRBESEgyDq4Qh4UBRQURQBAUGR0HuoKYSE1N2d948cVkISSDbZBMLvc10r7swzz9yzu3mymfspH31Ex44dKV++PAADBw5kxowZLFy4kLFjx2Y6Jjo6mieffJLXXnstw/YRI0bw559/8s9//pMXXnghw76seukkJiayY8cOvL29neetWLEis2bNumaCu2PHjvzyyy+sWLGCbt26ZRrBOnv2bL777ju++OILHnroIef2Z599lqZNm/LMM884E9y//fYbr776Ks2aNWP9+vUZpsyYMmUKDocDi8VC7969mTBhAqGhofnWDhw9epSIiIgMnQjOnDnD8OHDefDBB/niiy+cI4uHDBlCvXr1GDVqFEOHDr1mow3pU85fPf3Hc889R/369Zk8eXKWCe66desyb9485/N27drRvHlz5s6dy7Rp0wA4ePAgb7zxBnfeeSc//fST87176qmnqF27dq5fg6FDhzJ06NBM29u2bZtp5PCuXbv4+eefadGihXObxWJh3rx57N+/n6pVqwLpv3gOHTrE7NmzGTZsWIbrefjhh3MVX05ek9y+ZwMGDCAwMJBt27ZlmLrkkUceoUWLFrz99tuZ1u4oVqwY33//fY6nUo+KiuKFF17I8PNbo0YNevbsybJlyxg8eDAA69atY/ny5Tz22GN8+umnztgHDhxIjRo1rnue8PDwbPedOHECa8CtNeW+yPW8W6ENtXwCabt/pXPb/SUr0b54GI33/jtXdX0ee9D5/7uTY/gzKZoDtXvTrng5vo+PxIaDZ05k7MH6YcX2vHfuT+r7hfBAqdtpuPdzRoc24O3yrXjsyDXWCRMRkVvWPi7RyPyVknjQ3QjlI6MOHcytWP43S898TvIv0m+u7jT30d4IYoARxvhsRlo/Shl6Upbe5h/sIYF6FOctozqnzBQ+/l89H3CSD8yTzmP6UI54bGzmAnuMVjQzN1MeH5YadbnD/IlULYkjIgXIv+qjFKveg/Nr+pIavQfvkHoEtn0Te8JpEiI+zvIYz8AaBLX9Jxe2TCXx2Do8/MsQ2Oo1gjvMJmp9+gyhKac2cerTv+93eJSqQrEajxP5yZ2UffR7Lv7+HolHv6F8n99JjvyZtKg/C+R6RW551d+BYrXgtw5Z77f4QJl/wJHpeT+XaYO9z2XcVvMDOD4bStSD0l3h1ybpa3lX+yf80TPv5xS5gR07doxy5cpl2t6zZ09WrVpFUlISXbt2zXY2YkifGXb9+vV069bNuR546dKl+eabbwgICADSB/QNHTqUypUrU6lSJRYsWMCBAwf417/+xa+//spTTz3F2rVrady4MfPnz88wOK1cuXKZ1uzOT+rvKHINa9asITIykgEDBji3VatWjRYtWrBgwQJMM+ubBWPGjMnw3OFw8MknnxAeHs5zzz2XqXxWPXRGjBjhTJAC+Pv707x5c/bv3+/i1aT7+OOPqVSpEq1btyYqKsr5iIuL44EHHuDIkSPOcyxduhSA6dOnZ7kehCs9i3KqX79+mUbIL1++nOTkZJ588kmio6MzxH85KZ/dFNlXuvJaLl26RHR0NImJiXTo0IE9e/YQH595vZZRo0ZleN6sWTOKFSuW4f1YsWIFDoeDUaNGZXjvAgMDGT58eM4u/Ar/93//x7p16zI9/vnPf2Yq27x58wzJbUjv7ABkijEgIIBBgwZlKPvQQw9dd+Tz1XLymuTmPdu9ezc7d+6kR48eOByODGXDw8O54447snx/R44cmat1wi0WC88//3yGbdm9VgAvvvhihmnaK1SowOOPP57j84nI9b1TvhX3lazI3Qe+JPKK0dLti4dR2bsk0fWeILnBEJIbpN/g+nd4Z76r8kB21WVyJDWe82lJVPYumeX+dsXKUcsngNnnd9OuWDm+uXiMRIeNf8cepG3xzH8siIiIAKRhcohEdnCR8eYB/iCep42KnCZ9qY09ZkKG8ntJoAI+2db3ulGVGeYRPucMu0lgKad5xzzGGOP2LMsH4clLRmWeNSO4k5IcIJGDJLKBGDyxUBXX1/QTEXFFYOvpXPjtDS7t/5y06N0k7F3Kxd9nUbLJi9keU6rJi6Sc+pW47W+RFvUnScfWEfXD0xSvPQCrX+aZEwGC75pNzMYxYFjwLt2ASweW40g6T/LJjfiGtXbX5YnIlarNhJB7YVtnSInMukzow2D1g1NLr13X5TW7vUpn3O4dmnk978sC2kKxGnBiDgS0gahvwJEIZ5enPxcp4pKSkvDxyfy3xcyZM9mxYwerVq3i0KFDmQZbXsk0TYYPH07p0qXZuHEjW7dupVu3bnTt2pXTp9NnkSpZsiSffPKJc4namjVrMmTIEN544w2WLl3K4cOH2bdvH35+fkyePDlD/b6+viQmZj17VX5waQS3yK1i/vz5+Pr6Urt2bQ4e/Hs0WKdOnZg0aRI//PADHTpk7KEWEhLi7N1yWVRUFLGxsbRr1y7HSeGsRn8GBQURHR3twpX8LSIigsTExGtOH3727FmqVq3qTPY1bNgwT+d0xeURx1e6vL7DlVOoX+3s2Wy+9Fzh6NGjvPTSS3z99dfExGReHyY2NjbDNNWQs/fj0KFDANSsWTNT2Vq1al03rqyOufvuu3NUNrv4gAwxHj58mDp16mSZEK5evTr79u3LcXw5eU1y855dLjt9+nSmT8+6Z2dW58zqs3It5cqVy/TLP7vXCtJfl6vlZAT35eOzEh4ezqmECzkJV6TIe6d8K7qVup27DnzJ0dSMHYxmnNnBR1ERGbbtqvkPRp7cxOpcTFke5ulPkIcPp9Myf6n2NqzMqtCavke/w4GJxTDwNNN/V3saFqwYmY4RERHJigXwxsJRkog0k6lm+HPlAOoq+PMtmZcguswPK1fP7WXHdI4Iv9o/jeq8Yx4jkhQaY+BxRTkPDP0OE5ECZ3j4wVUtmWnaMYzs74UZHn6Ypi3jxstLeRmZ27FitfrjSI4l8fBqLN6l0jdaPIEksHqCResmi7hdtZlQ+gHY3gmSj2Zfrlx/OL86fa3sa0k6AimnIag9JPyRvs1aHEo0gRMfZC5v8Ybqb8Pu/oADDCtc/t5jeP7vuUjRFhwcTGxs5iWJypQpQ5kyZahevTqBgYG0bt2al156ibJly2Yq+/3337N69WpiY2MpUaIEAO+//z7r1q3jX//6F//3f/+X6ZiFCxdSqlQpHnzwQR5++GG6deuGp6cnjz76KBMnTsxQNiYmJk/L2F6PEtwi2Th16hRfffUVdrs92+mlP/zww0wJbj8/v3w5/+U17vObw+GgWrVqvPfee9mWcWU67WsxsviDBNLXA89OVq/j5ancP/zwQypWrJjlcVlNy3GlhIQE2rRpQ1xcHM8++yx169alRIkSWCwWPvroI5YtW5bllPHZvR/ZjeIvaNf6vLgrxpy8Jrl5zy6Xffrpp3nggaxHZvr6+mbaltufucJ4rbLiABw3yOdHpLC8W6E1PQOq8PDhNcTbUwn1SP8Zj7OnkmzaOWtL4qwt85pnx1PjMyTDd9fswfjILayKO4K/xYOJZZvwRexhztgSqexdgulhzTmYEsfai8cz1TWhbCO+uXicnUnpf3BvSjjD62HNWRSzl2Ehddh06Yybrt79HECiYWZKloiI5DeHAYmeBo5bKJ861ajCN2YUx0miOB70NMrSlkDuNbcD8E/zKC8bldlFPLuIp69Rjur48w9zp7OOtUZjVprneJ/030+rOc9YI5wTZhJ/kUB9SvCcUYlFZB4VdTdBVMWPAaRPw7uNOKrjTxeCKY8Pdkz2cSnTcSI3s1uxrbnZJB75ilJN/g/bxROkxezBK6Q+JRs8S/yefznLBLScgtW/HFFrB/7vmNUE3zWX5LqDSTq6Dqt/GYLa/pPkM1uxXzqdoX6Lbwil7hzL6c/bAeBIuUBqdAQlGzxD0vF1+FZoz4Wt+TAVstzSDBx4GEkY+ksqa9XfSZ92fNejYEv4e41sWxw4kv8u5xsOAa3g9wezrqfFLjjwEpz/Mv358ffg9v+DxIOQdBQqv5ye9L68/0q3j0sfsR2/K/35hV+hynQ4tRhuG5r+XOQGZ+DAw8Mj29zJ9TRo0IAlS5Zcs8zl++0pKSlZ7r88uvrqQZkWiyXLHMn58+eZPHkyP//8M5C+xG9aWhoAaWlp2O32DOV3795Nu3btrn8xLlKCWyQbCxcuxG63M3PmTOf621dasGABX3zxBdHR0ZnWpL9acHAwAQEB7Nq1y7lutTtdq1GsWrUqJ06coF27dnh4XLsJqFq1KmvWrOH333+/7rrW1zpnYGBgliOlrzXCNbt4AAICAnI8svlq33//PSdOnGDBggUMHDgww7758+e7VOdllStXBmDPnj2ZRmz/9ddfeao7v4SHh3Po0CFsNlum93/v3r35fr7cvGdXjsR29f3NT5dHi+/du5dGjRpl2Hd5tHlepJkO7PpjSW5xQ0PSO1R9X7Vbhu0Dj37P4piczyhR3SeAklYvAOymSR3fQPoEVqOU1YtTaZdYF3+Sl09tJdXM+DNXyyeQR0pVptEVa3z/58Ih2hYvx4aq3diffIHeR9e7eHWFL9lisscntbDDEJFbQLKHwZ6gWyvjFIIXC406lMWbONL4kwTuNbeznvQZgWZxDB/Twj+NagTiyR/E08XcxmH+7rgVjh/BhqdzlPezZgSvGFV416hJabw4RQrzOcGr5qEM5/bBwjtGDXqZu5wDxCNJ4Vkzgg+N2qTgYKD5J8n6rilFzK3Y1txson94joAWkwjuMAuLX2nsCaeI//NDYrdMcZax+pfBo0QF5/OEPR9j8SxOiXrDCGw9A0fKBZJPbCDm53GZ6g9q9xZxO97OkPg+v/YJQjp/RIn6w4nb/hapZ7e79Rql6PMwUgi25v2+T5FVIX3pMBqvy7h99yA4/fHfz8P6Q3IkRGfzN7V/NfC4Yhmxo/8Eqz/UmA0epeDCJvi9KziuSsz514Qy3eHXO//edvaL9GnJG38Hifvhz36uXp1IgfEwUggODnb5+M6dOzN27FhiY2MJCAjg66+/5uzZszRp0oRixYrx119/MXr0aFq2bEmlSpUA2Lp1K3379uW7774jLCyM5s2bExAQQL9+/Zg4cSK+vr7Mnz+fI0eOcN9992U653PPPcfIkSMJCwsDoGXLlnz88cd06tSJDz74gJYtWzrLJiYmsn37dqZNm+byNV6PEtwiWTBNkwULFlChQgWeffbZLJO3Pj4+fPPNN3z88cdZrqt9JYvFQq9evZg9ezbvvvsuzz77bIb9+Z30LlasGJA+BcTlxuuyvn37MmrUKKZOncrLL7+c6dizZ88SGpre8+7xxx/nnXfeYdy4caxfvz7T6FnTNJ2vTbFixbJMYkP6uuXLly8nMjLS2fg5HI4s15K+lscee4xx48YxadIkOnXq5LzOy5KSkrDZbJmmF7/S5dG7V4/U/eOPP1i5cmWu4rlat27dGDNmDG+++SYPPPCAcx3umJgYZs+enae680u3bt2YPn06H3zwAcOGDXNuX7FiRa6mJ8+p3Lxn9evXp06dOixYsIChQ4dmmgbcNE2ioqLcOq3Jlbp168acOXOYMWMGn376qfOzfuLECef69CKSNx475uTLMVduSzbt3HvwqxzV9VdyDDX2LMuwzQSePrGRp09szHVsIiJy6xhsXr8D6wyOMMM8ku3+O8yfMjxPwM5Icy8juXbH02Qc1DJ/zrT9IyL5yMxmDUwRkQJgpiUQ8+MoYn4clW2ZqLVPZtp2cdf7XNz1/nXrP7+mT6ZtqWe3Ebm4bu4CFRHXrcu85m+WDk5Mf+SmnkOT0x/XcmkP/HL17KMm7H02/SFyi6hTpw4NGzbk888/Z8iQIc7k9PPPP09KSgoVKlTg4YcfzjDNeGJiIvv27XOOug4ODuabb75h/PjxdOjQgbS0NGrVqsWqVauoV69ehvN9++23HDx4kI8//rsjy4gRI9i2bRtNmzblzjvvzJBvWrVqFbfddhutW7d222uQrwnu8+fPExwc7PKQepEbxfr16zly5AjPP/98tp/nTp06UbJkST788MPrJrgBpkyZwoYNG3juuef44YcfaNu2LV5eXvz111/s27eP7777Lt/ib9asGQBjxozh8ccfx8fHh9q1a1O7dm2effZZvvvuOyZNmsRPP/1Ep06dCAwM5MSJE2zatInDhw87R1Y3adKEcePGMW3aNOrWrUuvXr2oUKECJ0+eZNWqVSxcuJD69es7z7lgwQJeeuklatSogcVioWvXrvj7+/PMM8+wbNkyOnTowFNPPYVpmnz++ee5bivCwsKYN28eAwcOpFq1avTr14/w8HBiYmLYu3cvX3zxBStXrrzmtBctW7akbNmyjBw5ksOHD1OpUiUiIiKYP38+derUYft213v6VqlShZEjR/Lmm2/SsmVLevbsSWpqKh9++CHlypXj9OnT16/kCps2bcp233333ZdprfecePHFF/n00095+umn2bFjB40bNyYiIoKPPvqIevXqsWvXrlzXeS25ec8Mw2DJkiV06NCBhg0b0r9/f+rUqUNaWhpHjx5l5cqV9OvXj0mTJuVrjNnp1KkTDz30EJ9//jmxsbF07dqVmJgY5s6dS61atdi6dWueft95GxY8DSuJpv36hUVEXODnMKie4sVe71QSLVoSQUTcxy/NpHqMg72BFhI9dT9ARNxDbY2IFIQ005doR3WCLHvxNDIvmSUikh/STF+iz5whKCgIT09Pl+qYOHEio0ePZtCgQbRv3/6a+QSAdu3aZRr417hxY7799tvrnqtz58507tw5wzY/Pz8+//zzLMu/8847mdbkzm95TnAnJCQwYsQIPvvsM1JTU/Hw8KB79+68++671522WeRGdXmq6kceeSTbMl5eXjzwwAN8/PHH/PrrrzRv3vyadZYqVYpNmzbx+uuvs3z5ctasWYOfnx9Vq1alf//++Rk+LVu25PXXX2fu3LkMGjQIm83Gyy+/TO3atfHw8OC///0vH3zwAf/617+YMmUKNpuNMmXK0LBhQ1577bUMdU2dOpWGDRsya9YsZs6cSVpaGuXKleOuu+6iQoUKGcpdHql84cIFTNPkyJEj+Pv706xZM5YuXcqUKVMYM2YMpUuXpm/fvvTr14/q1avn6tr69u1LtWrVePPNN/noo4+IiYkhMDCQ8PBwRo0aRd261+61W6pUKdauXcuYMWOYM2cOKSkp1K1bl6VLl7Jjx448JbgBZsyYQVhYGLNnz2bs2LGEhYUxcOBAmjdvTseOHXNV15w5c5gzJ+vRjb///rtLCe5SpUqxceNGxowZw3/+8x+WLVtGw4YN+frrr3n77bfZv39/ruu8nty8Z3Xr1mXnzp289tprrFmzho8++gg/Pz8qVKjAgw8+yGOPPZbv8V3LsmXLeOWVV/j444/58ccfqVy5MpMnTyY5OZmtW7dmuSa4iMiNxL2LooiI/E39aESkIKitEZECYaoTjYjc+O677z4OHDhAZGRkhlxNYYuKiuLhhx+mZ8+ebj2PYV6drs+lPn36cPz4cV555RXKlSvHnj17eOGFF6hXrx4rVqzIrzhFRMTNatWqhcPhyJf1pYu64cOH8/7773PmzBnnlP65ER4ezqmEC3jOGHRDj+A26lUu7BBEJA/8HAY1U7zYoxHcN7b64YUdgUie+aWZ1Ix2sCdIoypFxH1utbbmwKyuhR2CFKDba6lr6o0izfQl2l6DIGuERnCLiNukmb5E143I0wjuW12OR3B/+umn9OjRI9P2H374gS+//JKGDRsCULVqVU6dOsW4cePyL0oREck3iYmJ+Pn5Zdi2YsUK9uzZk2l9+FtdVq/V8ePHWbx4MfXq1XMpuS0iIiIiIiIiIiIiIq7LcYJ71KhRzJ49m1mzZtGgQQPn9qpVq/Lxxx9Tp04dPD09uXDhAl988QVVqlRxS8AiIpI3Xbt2JTQ0lMaNG+Pt7c327dtZvHgxoaGhjBkzprDDu6FMnz6dX375hbvuuovSpUtz4MAB5s+fT3JyMm+88UZhhyciIiIiIiIiIiIicsvJ8dwn+/bto1WrVrRq1YpBgwZx/vx5AN577z2+/PJLSpUqRfny5QkNDWXfvn3MmzfPbUGLiIjrunbtyt69e3n11Vd57rnn+Pbbb+nTpw9bt26lbNmyhR3eDaVVq1YAvPPOOwwbNowPP/yQ5s2b88MPP+R6TfWrpZoOkm/g6clF5OaXbJjs9k4l2dD05CLiXskesDvYQnKOu9CLiOSe2hoRKQgeJBNk3YMHyYUdiogUYR4kExQUhIeHvti4KtdrcB86dIiRI0eyYcMGJkyYwHPPPQfAr7/+yunTpwkNDaV58+Z4eXm5I14REZGbXnh4OEfiY7DMeLKwQ7kmrcEtIlIAtAa3iIiIZEFrcN9atAa3iMgtqKM60uRFrn9zVq5cmZUrV/Lvf/+bRYsWUbNmTdasWUPr1q157LHHaNu2rZLbIiIi1+FhGHjl/tewiEiOeTmgYqoHXo7CjkREijovu0nFOAdeds0YISLuo7ZGRAqC3fQkzlERu+lZ2KGISBFmNz2Ji4vDbtcMn65y+c56x44d2bVrFyNGjKB///506tSJiIiI/IxNRESkyLJi4GEYhR2GiBRhHhiE2K14oLZGRNzLwwEhSSYe6lAjIm6ktkZECoIDD5IcQTjQtMEi4j4OPEhKSsLh0BcbV+U4wW2z2Xj99ddp2bIlDRo04KmnnuLcuXM888wz7Nu3j8qVK9OwYUOeeeYZYmNj3RmziIiIiIiIiIiIiIiIiIjcgnKc4B49ejTTp0+nU6dODBw4kJ9//pkuXbrgcDgIDg5mzpw5bN68mT///JMqVarw/vvvuzNuERERERERERERERERERG5xeR4no1PPvmE8ePHM3r0aADatWtH/fr1+euvv6hTpw4A9erV44cffuDf//43L774IsOGDXNP1CIiIiIiIiIiIiIiIiIicsvJ8QhuT09PEhMTnc8TExMxTRNPT89MZR999FGtxy0iInINNkzSTK2xIiLuk2aYnPawk2aYhR2KiBRxaRY47W+QluM7DCIiuae2RkQKggUb/pazWLAVdigiUoRZsOHv74/Foi82rsrxCO5BgwYxffp0Tpw4QUBAAJ988gmtW7emevXqWZb38fHJtyBFRESKGrtpYqKkk4i4T5oBkZ66KSMi7pdmNYgsbhR2GCJSxKmtEZGCYDXSKG5EFnYYIlLEWY00ihcvXthh3NRy3DXg5Zdf5sMPP+TSpUscOHCAYcOG8dVXX7kzNhERkSLLMHLxS1hExAUWE4rZDSzqSyMibmZxmBRLNbE41OCIiPuorRGRguAwLaSaxXCYumsjIu7jMC2kpqbicGiGT1fleAQ3QO/evendu7e7YhEREblleGHB07CSaNoLOxQRKaJ8TIPqqV7s8U4lUdOUi4gb+diheoyDPUEWEnUvWETcRG2NiBQEO97E2KsSZI3AQlJhhyMiRZQdb2JiYggKCtI05S7SqyYiIiIiIiIiIiIiIiIiIjcFJbhFREREREREREREREREROSmoAS3iIiIiIiIiIiIiIiIiIjcFHK1BreIiIjkj1Df4hx8fAqenp6FHYqIFFFpaWnExsYSEBCgtkZE3CrNkkasRywBlgA8LWpvRMQ9brm25rnUwo5A5NaUloYlNhYCAkB/R4mIu1xua8RlhmmaZmEHISIicisJDw8H4PDhw4UciYiIiIiIiIiIiIjIzcWlKcpff/11IiMj8zsWERERERERERERERERERGRbLmU4B4/fjwVK1akQ4cOLFy4kPj4+PyOS0REpEiz2+2kpaUVdhgiUoSlpaVx7tw5tTUi4nZqb0SkIKitEZGCoLZGRAqC2pq8cynBfezYMaZPn05MTAxPPPEEZcqUoUePHnz11VfY7fb8jlFERERERFzgcDgKOwQRuUWovRGRgqC2RkQKgtoaESkIamvyxqUEd1hYGKNHj2bnzp388ccfPPPMM2zevJmuXbtStmxZnn76abZs2ZLfsYqIiIiIiIiIiIiIiIiIyC3MpQT3lWrXrs306dM5evQoP/74I61bt+b999+nRYsWVK1alSlTpnDu3Ln8iFVERERERERERERERERERG5heU5wAyQnJ/Ppp58yY8YM/vvf/2K1WrnnnnuoXbs2r776KpUrV2bFihX5cSoREREREREREREREREREblFGaZpmq4caJom69atY+nSpaxcuZL4+HgaNGhAnz596NWrF6VLlwbg9OnT9OzZk+PHj3P48OF8DV5ERORmFB4ejmmaHDp0CIslX/qaiYhk4nA4sNlseHh4qK0REbdSeyMiBUFtjYgUBLU1IlIQ1NbknUsJ7ueff57PPvuMs2fPUrZsWR5//HH69u1LrVq1siy/ZMkS+vbtqwXTRURESE9wA+r4JSIiIiIiIiIiIiKSSx6uHDR//nweeugh+vbty913341hGNcs36pVKxYuXOhSgCIiIkWRaZrY7XasVmthhyIiRZTdbicxMRE/Pz+1NSLiVmpvRKQgqK0RkYKgtkZECoLamrxzKcF99uxZ/P39c1y+UqVKVKpUyZVTiYiIFEkOhwOHw6EvMCLiNg6Hg0uXLuHj46O2RkTcSu2NiBQEtTUiUhDU1ohIQVBbk3cuJbgvJ7ftdjvbt2/n6NGjQHoiu1GjRnozREREruNsUjyBSyeQaNoLO5SbklGvcmGHIHLD83MY1EzxYs/JVBItuV6VSETcqX54YUeQr/wcJjUdDvY4LCQ6rj3Dm4iIq4pKW3NgVtd8re/2Wlq3UyRfmb5grwHWCDCSCjsaESmqTF+oG1HYUdzUXEpwAyxatIixY8dy7tw5Li/jbRgGISEhTJs2jYEDB+ZbkCIiIiIiIiIiIiIiIiIiIi4luOfNm8fQoUOpX78+kyZNomrVqgDs27ePefPmMWjQIFJTU3nqqafyNVgREREREREREREREREREbl1Gebl4de5EB4eToUKFVi/fj2enp4Z9qWlpdGhQwciIyM5fPhwvgUqIiJSVISHh3MiIRaP1weRiqOww7kpaYpykevzckBZmwenPWykauZKkRtLEZui3MtuUjbB5HQxg1TrzTttsIjc2IpKW6MpykVubHbTkwSzHMWMU1iNtMIOR0SKKLvpSULTkxQrVkzLPrvIpW9AZ86c4bHHHsuU3Abw9PSkR48enD17Ns/BiYiIFFU201RyW0TcKtUCx7yU3BYR90u1GhwrabmpE04icuNTWyMiBcFqpFHSckzJbRFxK6uRRsmSJZXczgOXbnc1aNCA/fv3Z7t///791K9f39WYREREijwDF38Ji4jkkMUEH4eBJdfzNYmI5I7FNPGxmVhyP0GciEiOqa0RkYJgmgZppg+mqc40IuI+pmmQlpaGC5Nsy/+4dG/93Xff5fPPP+edd94hKSnJuT0pKYmZM2fy+eef89577+VbkCIiIkWNl2HBx1APPRFxHx/ToHaKFz66MSMibuZjg9pRDnxshR2JiBRlamtEpCDY8CHaXhMbPoUdiogUYTZ8iI6OxmbTFxtXeeSkUN26dTNts1qtvPDCC7z44ouUK1cOgFOnTmGz2Shbtiz9+/dn165d+RutiIiIiIiIiIiIiIiIiIjcsnKU4A4MDMQwMo78CAoKokqVKhm2VapUKd8CExERERERERERERERERERuVKOEtwbNmxwcxgiIiIiIiIiIiIiIiIiIiLX5tIa3CIiIiIicuNzFHYAInLLcBjXLyMikldqa0SkQBhmYUcgIiLXkaMR3CIiIpK/UkwHaaa9sMMQkSIs0WKywzelsMMQkVtAoqfBjlBrYYchIkWc2hoRKQieRhJlrL8XdhgiUsR5GkmUKVOmsMO4qWkEt4iIiIiIiIiIiIiIiIiI3BSU4BYRESkEnoYFH/0aFhE38nEY1Ez2wkdzeYqIm/nYTGpGO/CxaTpPEXEftTUiUhBspjdR9hrYTO/CDkVEijCb6U1UVBQ2m62wQ7lp6c66iIhIIbAAFkNJJxFxHwvgZxr6wi8ibmcxwS/NxKKck4i4kdoaESkIJhZspi+m/pISETcysWCz2TBNfbFxlVppERERERERERERERERERG5KSjBLSIiIiIiIiIiIiIiIiIiN4UcJbgtFgtWqzXXD5HcOnr0KIZhMGnSpMIOJVcMw6B///6FHUaW2rVrR6VKlQo7jJta//79MW7RqaQ3bNiAYRgsWrTIrXW64zwiIiIiIiIiIiIiIlL0eOSk0MSJEzMld1asWMFff/1F586dqVatGgB79+5l7dq11K5dm27duuV7sHLj2rBhA+3bt79mmYiICKpXr15AEeWvo0ePsmjRIrp160b9+vULOxy3adeuHT///DM2m82t59m5cycrV66kf//+N0zy/e2336ZUqVI3bEeFm8GiRYsYMGAAH3/8Mb179y7scG54aZg4TIfb6p9YvxMvN+iUYdveC+eotWJGluW/6zKUdmUrZ9r+9YkIuq5fAMALtdsyunZ6Wz/jzx+Y+dePznJ3Bt/Ge80fpvnqWdjdeF0iktmQ4FoMCalFJa/iAOxJimHKme2sizvOIa80sFiYVaEF/wi4A2/DytqLJxhx4ifO2ZKuWW91n1JML9ecNsXL4oGFPcmxPHb4W06kJQDwZlgL+gZV45LDxrjIzSyLPeA8tnupcPoEVaPboTXuu3ARuWGkWOFQKQsp6ude5IzhdroZoVTHnyTs/MoFxpr72U8iABXx4ZClbZbH/sOxk/9wNtN2DwxeNarQhWDC8SUOG98RzTjzAKdJAcALgw+M2jxAac6QwtPmHr4jxlnHSCpRwfDhOXOvG65ablRqa0SkIFhJpaTlCFZSc39w+UFQfjD4Vkx/nrAHDk+D6LXpzxuthcA2GY85OR8ins6+ztIPptdbvAF4BcGvd0LCHxnLVH0dyvUBeyIcmABnPr3i+Ieh3OOws3vur0dE3MZKKiVLlszTYOHo6Ghq1KjB1q1bb5g8S07t2bOHTp06sW/fPvz9/V2qI0cJ7qtH037wwQecO3eO3bt3O5Pbl0VERNChQwfKlSvnUkByc3vkkUd48MEHs9x3M38mjh49yiuvvEKlSpWyTHAnJSVp1oJc2LlzJ6+88soNNbr87bffplKlSlkmuOfPn8/cuXMLPqgiqk2bNiQlJeHp6VnYoRQqh2kCplvPsTv2DJ2+ned8bnPYsy37yPeL8LL+/bUgyNuP3x98geVHdwFQJ6AsrzTozAPrP8IAvrz7Cdad2sfu2DNYDQvvt+jOU5uWK7ktUggi0xIYH7mZAylxGEDfoGp8Ed6Fxnv/zZ7kWN6r0IZ7S95Gj8NribOnMKtCa5aHd6bN/pXZ1hnuVYIfqz7EwugIXjn9GxftqdT0DSTZTG9H7i9ZkR6BVbjn4Gru8C7JhxXbs/biCaLtyZSwePFquaZ0PvDfgnkBRKTQ2S0GsT6FHYW4QxsjkDnmcbYRhwcWphhVWGM0po75C4nYOUEyYY4fMhwziAqMNCrxDVFZ1umHlQYUZ6p5iD+IJwBPZhrVWWE0oJm52VlHQ0rQytxMF0L42KhLOXMDAJXw5QmjPE3NX9167XLjUVsjIgXBYtjxNWJdOzg5Eg5OgMSDgAFl+0D95bC5KVyKSC9zcgEcmvz3MfbEa9dp9YcLm+Dsf6DmnMz7g++FMv+AHfeD3x1Qcx5Er4O0aPAoAXe8Ajvude16RMRtLIYdX1/fPNUxdepUHnzwQWeO5ZlnnuGXX35h9+7d1KhRg507d2Yon5yczFNPPcX27duJiIjg/vvvZ+XKldc8x9GjR3n11Vf5/vvvOXPmDOXKlaN3796MHz8eLy8vZ5m+ffuyfft2GjVqxOLFizPkfe6//34GDBhA9+5/d7SpWbMmzZo146233uKll15y6fpzlOC+2htvvMGIESMyJbcBatSowYgRI5gxYwaDBg1yKSi5edWrV++WHLnp46O/sNwtPj6e4sWLF8q5PT09b/lkbH6yWCxu+ZlJTU3F4XDkS92XE/AeHi79mswRq2FgxcDmxiS3zWHnbFJ8jsrGpmYcyfmP2+uTaEvj30fTewVXL1maP2JO88PpgwD8EXua6iVLszv2DKNqt2Pj2cNsizqRvxcgIjmyOu5YhucvndrKkOBatPALJTUpiYFB1el9dD0/JEQC8MSxH/irVk+a+oWyJTHzyDqAV8vdyZq4Y/xf5GbntsOpF53/X90ngB/jI9meeJ7tied5q3xLbvcuTnRiMq+FNWNe1F/Okd4iUvR52E2Ckk2ifQxs1ltzaZ+i6j5ze4bnA80/OWPpQCOzBBuJxQGcvWqE24NGaf7NGS6RdefKi9joclW9z5gRbLY0p4LpwwmSqW74s5pz7OESh0lihlGNYNOTKNKYbdRkrLmf+Gzql6JLbY2IFAS76UGyGYiPEYPVyOUsl1FfZ3x+6GWoMAhKXpHgtidCatZ/h2Xp9Cfp//pUzHq/f3WI/Qku7kh/VH0DfCulJ7irTIOTH0Cy7teI3GjspgfJly7h4+Pj0uDJxMREFixYwLfffpth+8CBA9myZQt//PFHpmPs9vSk+jPPPMN//vOfHJ1n7969OBwO5s2bxx133MHu3bsZNGgQly5d4s033wRg5MiRhIWFsWDBAiZMmMCoUaNYvnw5AJ999hkWiyVDcvuyAQMGMGjQIMaOHevSffgcrcF9tZMnT14z2ePp6cnJkyddqVpuIcuWLaNevXr4+PgQFhbGCy+8QGJi5h5rixYtwjAMNmzYkGlfdmsjHzlyhEGDBlGxYkW8vb0JDQ2lU6dOrFu3zllm7969DB8+nNq1a1OyZEl8fX2pU6cOb775Jnb7338oT5o0yTn9+oABAzAMA8MwaNeunbNMdmtwL126lKZNm+Lv74+/vz/NmjXj008/zVTu8kjmM2fO0KdPH4KCgvD19aVNmzZs27YtU/k5c+bQuXNnypcvj5eXF6VLl6Z79+7s3r07U9m8uvwaX7x4kaeffpqyZcvi7e1Nw4YNMzWeAN988w0dOnSgdOnS+Pj4UL58ee655x42btzorG/AgAEAtG/f3vl6Xn79rlyLed68edStWxcfHx+efvrpDK9VVrJ7H7788kvuvvtuAgIC8PHxITw8nCeffJKoqCjnuu/Hjh3jxx9/dMZjGAZHjx7N8Bpcbe/evfTo0YPQ0FC8vb0JDw9n1KhRXLx4MUO5y5/hH374gbfffpuqVavi7e3N7bffzltvvZWTtwGAtWvX0rNnTypXroyvry8lSpSgTZs2/Pe/mUfI5fZ9A5g1axbVqlVzxvbqq6+6Zbr66623PWfOHGrUqIGPjw+VKlVi0qRJmeK4fH3R0dEMHjyYsmXL4uvry+bN6YmYzz77jG7dulGxYkV8fHwIDAykS5cu/Pzzz5nOd/kzdezYMXr06EFwcDB+fn4cOnSI4OBg7rzzzizj/OKLLzAMg/fee8+l18EDAy/DpV/DOValRAgn/vESBx4Zy8dtelHBv1SOjx1Y9U4+O7KTRFv6Dcs/Y09TtWQIFfxLcZt/AFVLBLM79gzhxYPoX6UJL23/xk1XISK5YcHgsYA78Ld4sj3hHHd5l8HLYuW7+L+/m+9LucCxlHiaFQvNsg4DuLdkRQ6kxPH1Hfdxqk5/NlV7mAdKVnKW+SMxmkZ+pSll9aKhbzC+Fg8OpsTR0r8MDfxCePfcn26+UhG5kXg5oEK8iZcmcinySpJ+LyiGtCz3N6QEDYwSLDQjc1mvBw7T5ML/6v3DjKclAfhgoRPBnDKTiSKNnpQlGTurOJe3C5GbktoaESkIDjyJd5THQV4Hu1gg9NH0Edhxf3ccpmwPaHsSmm+HO14FS95GcJLwB5RoBB6l0qcxt/pC4iEo1QKK14fjs/NWv4i4hQNP4uPjcThc+2Lz9ddf4+3tTbNmzZzbZs2axfDhwwkPD8/yGH9/f+bMmcOgQYMoU6ZMjs7TpUsXFi5cSKdOnQgPD+eBBx5g1KhRfPHFF84yERER9OvXjypVqtC/f38iItI79Fy4cIEJEyYwe3bW7VDHjh2JiYnhxx9/zHL/9bg0NK127dq8//779OrVi7CwsAz7Tp48yfvvv0+dOnVcCkhubomJiURFZZ6GzGq1EhAQ4Hw+d+5chg4dSpUqVZg4cSJeXl4sXbqUn376Kc8x7Nixg7vuuovExET69+9P/fr1iY+PZ/Pmzaxfv56OHTsC6Um2H374gfvvv5/bb7+d5ORkvv76a0aPHs3hw4d5//33AXj44YdJS0tj2rRpDB48mNatWwMQGpr1TeHLJk6cyKuvvkqdOnV4+eWXMU2TJUuW0LNnTw4fPsy4ceMylL906RKtW7emUaNGvPrqq5w9e5aZM2dyzz33cPjw4Qyjl2fMmEHTpk0ZPnw4wcHBHDhwgA8//JB169bx+++/U7ly5nV086pz586UKlWKsWPHkpiYyNtvv80DDzzAgQMHuO222wD46aefuP/++6lZsyajR48mKCiIM2fOsGnTJn7//Xdat27NkCFD8Pb25oMPPmDcuHHUqFEDIFPM77zzDmfPnmXQoEGUL1/e5dHbl9+HypUr8/TTT1O+fHmOHz/Of//7X06ePEmVKlX4+OOPef755wkODmb8+PHOY0NCQrKtd+fOnbRp0wabzcawYcMIDw/n559/5p///Cffffcdv/zyC35+fhmOGTduHBcvXmTAgAEUK1aMxYsXM3LkSMqVK0ePHj2uey2LFi3i7Nmz9O7dm/Lly3P+/Hn+9a9/8cADD/Dpp5/yj3/8I9MxOXnfAP7v//6P119/nUaNGjFt2jRSUlJYsGABq1atysnLnG/ee+89Tp48yVNPPUVgYCCrVq3ilVde4dChQ3z88ceZyt99990EBQXxf//3fzgcDucv5vfee4+AgACefPJJypYty4kTJ1iwYAHt27fnxx9/pEWLFhnqSUhIoHXr1jRp0oRXXnmF+Ph4goKC6NevH2+99RZ//PEHdevWzXDM/Pnz8fX1zXbWiuy+SACcOHECa4B7ZyTYev44A3/+lH1x5ynrW5yXGnTix3uHU3fFmyTYUq55bJPgCtQJKMugnz93btsbd44J29fwbefBAIzfvoa9cef4tvNg/m/bajqHVWNig06kOew8v2UVG88eduv1iUhGtX0C+bnaw/hYrCTY03jk8DfsS47lnuKhpDjsxNkzjq47Z0ukjIdflnWV9vCluNWLF0MbMPH0VsZGbqZzidtYHt6Fuw+s4qeE06yNP8EnsfvZXO0RkkwbA45+zyWHjfdua8MTR7/nqZBaDA+pQ7QtiaeO/8ieZBen+BMRkRuGAbxlVOMXM5a/yHqWjgFGGHvMBH7lQo7r9cbCNKMqn3LaOSp7IZHUoTh/Gi3TE9vmLgLwZJJxB3eZvzHZuIPHKMthEnnS3M0prv39VkREpMAUqwVNfgSLD9gTYNdjcGlv+r4zn0HyMUg5DcXqQJUp4FcF/rj+fcFsRa+H08ug6S9gT4LdT4L9ElSfBX8NggqDocKw9BHde4b9PZJcRG5qGzdupFGjRoVy7ri4OAIDA53P69Wrx/r16+nUqRNr16513kcfPXo0w4cPp0KFClnW4+XlRf369dm4cSN33XVXruNwKcE9c+ZMOnfuTNWqVXnooYe44447ADhw4AArV650JvLk1jN9+nSmT5+eaXvFihWdo2Hj4uIYPXo0t912G7/99hslS5YEYPjw4ZmSTrllmib9+vUjISGBX375JdPIyyt7w/Tp04ennnoqw/7nn3+exx9/nA8++ICJEydSpkwZ6tatS0xMDNOmTaN58+Y5moL9wIEDTJ06lXr16rFp0yZnonPEiBE0a9aMiRMn0qtXrwwjkaOionjhhRcYO3asc1uNGjXo2bMny5YtY/Dgwc7tu3fvxt/fP8M5+/XrR4MGDXjrrbey7RGTF3Xr1mXevL/X8m3Xrh3Nmzdn7ty5TJs2DYCVK1dit9tZt25dth0Amjdvzr59+/jggw/o2LFjhpHwVzp69CgRERE57kmUld9++41XX32VZs2asX79+gyv2ZQpU3A4HFgsFnr37s2ECRMIDQ3N8RT7zzzzDAkJCWzcuJGWLVsCMGzYMKpXr87LL7/MW2+9xYQJEzIck5iYyI4dO/D29gbSpwupWLEis2bNylGCe/78+Zne9+eee4769eszefLkLBPcOXnfDh48yBtvvMGdd97JTz/95Izvqaeeonbt2jl6PfJLREQEe/bsoWLF9GmXRowYQffu3VmyZAlPPPFEps9L9erV+eSTTzKNsP/mm28yvVZDhw6ldu3aTJ06la+++irDvujoaJ588klee+21DNuHDBnCzJkzmT9/Pu+++65z+/Hjx1m7di19+vShVKlSebxq9/gmcq/z//+MPc2WqOMceXQ8j91ej48ObL3msQOr3skfMaf47aopx+ft+5V5+/5e67DvHY1JSEvh13PHiHh4DE1Xv0N5v5J80u5xKv97GqnXWPNbRPLXvpQLNNr7OSUtXnQPqMxHFTtwb/KXLtVl+V+b+mXcUd45lz6l1a6kaJr7l2FwcC1+SjgNwOTT25h8+u+ZZl4q05jvL54kDQfjyjSifsRn3FeiIgsr3UXTvcvzeIUiIlLY3jVqUIvitDW3ZLnfBws9KctU81CO6/TA4FOjHgYGw809zu02TJ4xM96A/9CozXvmMepTnAcoTUNzE6ONSrxt1OAxc6dL1yQiIpLvLu2HzXeCR0kIfRhqfQjbOqYnuSMX/F0u4S9IOQONvwHfcEjKw0CBw1PSH5eFj4eY78FMg9v/D35tDCH3Qu0FsCVv999F5MZw7NgxypUrV+DnPXjwIO+++65zenKAN998kyFDhlCpUiVnPuKnn35i586dvP766zz22GNs27aNTp06MWvWLOfa3QDlypXj2LFjWZ3qulyaG7VVq1Zs2bKFTp06sWLFCiZPnszkyZNZuXIlnTt3ZsuWLbRq1cqlgOTm1r9/f9atW5fpsXTpUmeZtWvXkpCQwIgRI5zJbQBfX19GjRqVp/Pv2rWL3bt38/jjj2c5rbDF8vdH/srkV0pKCjExMURFRdGlSxfsdnuWU4Pn1MqVK3E4HIwZMybDKF5/f39Gjx6N3W7PNDLWYrHw/PPPZ9h2ebT5/v37M2y/HLtpmly8eJGoqChCQ0OpVq0aW7ZkfbMhr65+b5o1a0axYsUyxHY50ffvf/+btLSsp6zLqX79+uUpuQ04P3fTp0/PlOyEjJ+H3Dh//jwbN26kY8eOzuT2ZaNGjcLf3z/LNSxGjBjhTB5D+vvYvHnzTO9vdq68hkuXLhEdHU1iYiIdOnRgz549xMdnXms5J+/bihUrcDgcjBo1KkN8gYGBDB8+PEex5ZfevXs7k9uQ/h5d7vSR1Ws6ZsyYLKePv/K1io+PJzo6Gg8PD5o2bZrtz8iYMWMybatatSrt27dnyZIlJCX9vUb1ggULcDgcGTqeXO3w4cPZPrLrteZOcanJ7I+LonKJoGuW8/Pw4h+3179uEjzI24+X6nfkmc0raRpyG/svnufgxSg2nDmEp8VK1ZLZz4AgIvkvzXRwKOUiO5KiGH9qC38kRTM0tA7RaUl4W6yUtHplKF/aw48ztsxLwwBE2ZJJM+1EJMdk2L43OZbbvIpleUw171L0CqzCxNNbaVssjI0Jp4iyJfPvC4do5BdCMUtep/cTEZHC9I5Rg/sI4W7zNyKzGS3dnVD8sPIxp3JU5+Xk9m340sXcds01tdsRSC2KMZvjtDMC+YYoErHzb/MMbQnI9jgREZECZ6alJ6vjf4eDL0H8n3DbiKzLxv3v3otf9rMA5ppfVSjbEw69AgFtIPZnSIuCM8uhREOwZv03nYjcXJKSkvDx8SnQc0ZGRtKlSxceffRRBg0a5NweFhbG6tWrOX78OKtXryY4OJhhw4Yxd+5cpkyZQvHixdm3bx8HDhzIMBgP0vOCWS1dnBMuL/5Zu3ZtVqxYQXx8PKdPn+b06dPEx8fzxRdfaHryW1jlypW5++67Mz2uTAIeOpTem7tmzZqZjq9Vq1aezn85adewYcPrlk1MTGTs2LHcfvvt+Pj4EBQUREhICH379gUgJibmOjVk7/Dh9B53Wf0sXN52+XW4rFy5cpkapKCg9ERUdHR0hu0//fQTd999N/7+/pQsWZKQkBBCQkLYvXt3nuK+lqymWw4KCsoQ24gRI2jcuDFPP/00AQEBdOzYkalTp3LkyJFcn69q1ap5ihdy93nIjWu9v35+flSuXDnT+ws5ew2v5ejRo8412osVK0ZwcDAhISHOXwqxsZmnf83JOd35M5lbWcVwedvBgwcz7cvuc/LHH3/QrVs3SpQoQYkSJZyv1ddff53lz0hISEiGZRSu9NRTT3HhwgWWL08ffWi32/noo4+oXbt2nmadcGBiN02Xj88tfw8vKpcI4nRi5o4QV3q0Ul28LR4sPbTjmuXeuvNB3v7rJyIT47AaFjwtVuc+D8OC1c3ri4vItVkMAy/DypbEc6Q67HQoXt65r6p3KSp6F2dzwtksj00zHWy7dJ6q3qUybK/iU5JjqVlPSTvntraMjtzEJYcNq2Hg+b824PK/1iw6I4lI0WE34IK3gV0/6kXSO0YNulGajuY2jpKUbbmBRnn+yzmislmf+0qXk9t34Edn87ds1/SG9CnMZxk1GGr+hQOwYOBJ+ofNEwtW9MG7VaitEZGCYODA24jDwLV1cTNXaAGLd9b7itdL/zflTP6cC6DmbNj3Yvo05YYVLnc2vvyvYc3+WBEpMAYOvL29sxy8lRPBwcFZ5gPc5dSpU7Rv354WLVrwwQcfXLPstGnT6NSpE40aNWLDhg10794dT09PHn74YTZs2JChbExMzDWXir0Wl6Yov5LFYsHHx4dixYq5PBpS5Fqu9QNus9lcrvfxxx9n1apVPPnkk7Rp04bg4GA8PDzYvn27cz3fgmS1Zv/lwrwiCbZ9+3buuusuwsPDmTp1KuHh4fj5+WEYBs8++yyXLl0q0PiujC0wMJAtW7awadMm1q9fz8aNG3nllVd45ZVX+Pjjj7OcQjs7V69ffVl2n4e8fBYKyrXe4+tJSEigTZs2xMXF8eyzz1K3bl1KlCiBxWLho48+YtmyZVl+ZnPyvt3MsvqcnDx5klatWlGsWDHGjh1L9erV8ff3x2KxMH36dL7//vsc1XNZt27dKFOmDPPnz6dPnz588803nDx5khdffDFPsaeZJvb8+mMpCzOa3M/q43s4dimWcn4lmFS/M3bTwaeHfwdgUeseRCbGMX77mgzHDahyJ6uO7yYmJfuec3eXq0KVkiH03/gpAL9FnaB6ydJ0CatOBf+S2E2TfXHn3HZtIpLR1HJN+ebicY6nJlDc4knPwCq0LVaOe8+sZqdHIh9F7+XNsBbE2pK5aE/lnQqt+TXhDFsS/05w767Zg/GRW1gVl94p7c2zO1l2e0c2JpxmQ0IknUvcxv0lK3HX/lWZzv9EUA3O25JYHZc+pdSmhDNMLNuYpn6hdCl5G38lxWRaA1xEipYUD4ODAco4FUXvGjXoSVkeNn8nHhuhpM8IEoeN5Cu+y1bGj9YE0NXMupPkbqMl480DrOIcHhh8btSnAcV50PwdK4az3hjSSCPj3yoTjHC+4Tw7Se+oucmM5XWjGouIZJhxG5tysd633NzU1ohIQfAwUgiw5ny5jQzueBWivoXkE+BRDMr0SB9FvaNr+jTkZf4BUd9AWgwUrw1V34DYjZCw++86WuyCAy/B+f8tOeURAD4VwKds+nP//w32SD2b/rhS2EBIPQ9RX6c/v/ArhE+AkndCUGdI2AO2ONeuTUTylYeRku2Aq5xo0KBBgS0VHRkZSfv27WnUqBELFy68Zi44IiKCTz75hJ07dwLpg8Uuz/ablpaG3Z5x1qbdu3fzyCOPuBSXywnubdu2MWHCBH766SdSU1NZu3YtHTp0ICoqiieeeILnn38+27V15dZWuXJlAPbs2cN9992XYd9ff/2VqfzlxeqzGnV5eSTtZZdHc/7+++/XjCEuLo5Vq1bRu3fvTL1NDhw4kKl8bnvRXL7Gv/76K9Maxrt3785QJreWLl2KzWZjzZo1mUbnRkdHF/i0FFezWCy0atXKuUzBiRMnaNiwIWPGjHEmuF3tlQTpn4ft27dn2n71ZwHSPw9r1qzh999/p23bttesNzcxXX7ds/q8JiUlcfjwYe64444c15cT33//PSdOnGDBggUMHDgww7758+fnqe4rfyavHrGd1TW60549e7LdltPX9IsvviA+Pp6VK1fSoUOHDPvGjx+f65g8PT0ZOHAg06ZNY+/evcyfPx9fX1/69OmT67quZgDu6mpQ3q8kS9s9TpC3P+eTE/jl7BFarH6XqJT0TjAV/ANwXNXRoWqJEFqXCafzt/OyqhIAH6sHs5o9RM8NSzD/F31kYhzPbl7BglaPkeKwM2DjpyTbb/xOJyJFRYiHLwsrdqCspz9x9lT+TIrm3oOr+e7iSTyAUSd+wVHB5PPwzngbVtbGn2DE8Z8y1FHdJyDDNOar4o4w7MRPjAltwNsVWrEv+QKPHv6WXy5lHFlQ2sOXsWUa0nr/Cue23xLPMfPsLr68417O2ZIYeDRzxyIRKVoM08Rqpo+uNDVjQ5Ey1LgNgO+NjEuADXT8yeIrpiIfYIRxkmTWEpVlPdWNYpQ0029BheHNA0ZpAHYYGWdEusuxlR/5eyRKLYrxCGVoZP7q3PYfztKWQDYYd7KfRHqbf+ThCuVmorZGRAqCaRqYWDBwYBi5vGvjFZK+zrV3mfREcvzu9OR2zHfgXR6COqRPV271h5STcG4FHH4tYx3+1dLX774s5H6ofcW9v7r/S2gdumrdba/ScPsY+K3d39suboPj70D9FemJ77+ezN31iIjbmKaB6XBgGIZL+ZLOnTszduxYYmNjnYnygwcPkpCQwJkzZ0hKSnImmWvWrOlc93rPnj2kpqYSExNDfHy8s0z9+vUB2Lp1K3379uW7774jLCyMyMhI2rVrR8WKFXnzzTc5f/68M4arl5g1TZPBgwczc+ZM5xKiLVu2ZP78+VStWpXFixfTs2dPZ/mjR48SGRnJ3XffnevrBxcT3Js2baJDhw6EhYXRu3dvPvzwQ+e+4OBg4uLimDdvnhLckqVOnTrh7+/Pe++9x+DBg53rcCcnJ2dYmP6yy0nr9evX8/DDDzu3b9y4kc2bN2coW69ePWrXrs2SJUsYPnw4jRs3zrDf4XBgsVicPUyuHsUaHx/PW2+9lSmGYsXS1ybJ6fTf3bp1Y8yYMbz55ps8+OCDzqRzYmIib7zxBlarlQcffDBHdV3t8ojcq2OfO3cuZ8+ezbB+cUE7f/58pukkKlSoQGhoKMeOHXNuy+3reaVq1arxxRdfsHXr1gzrrL/xxhuZyj7++OO88847jBs3jvXr1+Pr65thv2mazl8exYoVy3E8ISEhtG7dmm+//TZTHP/85z9JSEige/fuub62a8nuff/jjz9YuXJlnuq+8vP6wAMPONfhjomJYfbs2XmqO7eWLFnCuHHjnJ9jh8PB9OnTATL8/F9Ldq/VmjVr2Lr12utKZ2fQoEG89tprvPrqq3z11Vf06tXLuea8q7wNC56GlUQz+7UG86LXj0uvuf+ub+Zk2rb/4nmsC0dlUfpvyXYbNb+YkWn7ggNbWXCddbtFxD0GH9+Q5XY/06Bmihd7vFN55sRGnjmxMds6PHZkbhMWRe9lUfTea577nC2JO/7K3N5MObOdKWcyd0gTkaLJ1wY1ox3sCbKQ6FnY0Uh+8nB8m6NyE8wDTCBzZ/Gs6jlGco7r/YsEapg/Z9hmAk+bETxNRI7qkKJDbY2IFAQbPkTbaxBkjcDzGktzZGnPU9nvSzkJ2zpev451Vw1eOv1x+uN6Us/Bz9Uybz88Lf0hIjcUGz5EnztHUFAQnp65/2JTp04dGjZsyOeff86QIUMAePLJJ/nxxx+dZRo0aADAkSNHqFSpEgD33ntvhlzN5TKX76UnJiayb98+56jrdevWcfDgQQ4ePEj58n8vf3flMZd98MEHhIaGcv/99zu3TZo0iV69etG0aVO6dOnC8OHDnfuWLVtGp06dXM5puZTgHjduHDVq1GDz5s3Ex8dnSHADtG/fnn/9618uBSQ3t127dmU7LUK7du0oX748JUuW5PXXX2fEiBE0adKEAQMG4OXlxZIlS7KcTrlatWp07tyZuXPnYrfbadSoERERESxatIi6deuya9cuZ1nDMFi0aBEdOnSgZcuWDBw4kHr16nHp0iU2b95MeHg4r7/+OsWLF6dLly4sXboUb29vmjZtyunTp1mwYAGhoaGZYqhZsybFixfn/fffx8/Pj1KlSlG6dOlMo0Mvu+OOOxg/fjyvvvoqzZo14/HHH8c0TZYsWcKff/7J1KlTnQ1Kbj388MO89dZb3HPPPQwePBg/Pz9+/vlnvv32WypXrlyoU3UPHjyY48eP06lTJypVqoTNZmP16tX89ddfjBgxwlmuSZMmWCwWpk6dSmxsLP7+/tx+++00bdr0uucYMmQI//znP+nWrRvPPvssfn5+fPXVV8TFZZ5ep0mTJowbN45p06ZRt25devXqRYUKFTh58iSrVq1i4cKFzp5JzZo1Y8GCBbz00kvUqFEDi8VC165dnT2NrjZr1izatGlDhw4dGDp0KOHh4fz888988skn1KtXjxdeeMG1FzEbLVu2pGzZsowcOZLDhw9TqVIlIiIimD9/PnXq1MlyVHtOValShZEjR/Lmm2/SsmVLevbsSWpqKh9++CHlypXj9OnTuapv1apVHD16NNP2EiVK8Mwzz1zz2Bo1atC0aVOGDh1KYGAgK1eu5Pvvv6dHjx60b98+R+e/55578Pf3p0+fPgwfPpzg4GB27NjB0qVLqVOnDn/++WeurgegUqVKdO7cmU8++QRI/6yLiIiIiIiIiIiIiBSGiRMnMnr0aAYNGoTFYsm0vnVWsrpvf6V27dplSFz379+f/v375yieIUOGOJPtl5UuXZr169dnKpuamsrcuXOd99td4VKC+7fffmP69Ol4e3uTkJCQaX9YWBhnzpzJ4kgp6pYvX87y5cuz3LdixQpnD4/hw4dTqlQpXn/9dSZNmkRQUBA9evTgySefzDRFMsDixYt59tln+eyzz1iyZAmNGzfm66+/Zt68eRkS3ACNGjVi+/btTJkyhVWrVrFgwQICAwOpX78+nTp1cpa7PFJ09erVLFmyhEqVKjFixAgaNmyYaUoEX19fPv30UyZMmMBzzz1HSkoKbdu2zTbBDTB58mSqVq3Ku+++y8svvwxA3bp1+eSTTzJMw5BbzZs3Z+XKlUyePJmXX34Zb29vWrVqxcaNGxk2bNh1Gyh36tOnD4sXL2bp0qWcO3cOPz8/qlSpwty5cxk0aJCz3G233cZHH33E66+/ztChQ0lLS6Nfv345SnBXrFiR//73v4wbN46JEydSsmRJunfvzmuvvZbliNqpU6fSsGFDZs2axcyZM0lLS6NcuXLcddddVKhQIUO5yyOWL1y4gGmaHDlyJNsEd/369dmyZQuTJk1i0aJFxMXFUa5cOV544QUmTpx4zTWdXVGqVCnWrl3LmDFjmDNnDikpKdStW5elS5eyY8eOPCW4AWbMmEFYWBizZ89m7NixhIWFMXDgQJo3b07HjjnoXXqF7NqBsLCw6ya4R4wYQWJiIrNmzeLIkSOEhoby0ksv8dJLL+X4/OHh4Xz77beMGzeOGTNmYJomTZo04dtvv2X+/PkuJbgBnnrqKdasWUOtWrVo2bKlS3WIiIiIiIiIiIiIiOTVfffdx4EDB4iMjMyQ67gZHD9+nHHjxuXpPrthXj2GPAdKlSrFpEmTeO6554iOjiYkJIT169c7k32vvPIKs2fP5ty5cy4HJiIiciP55ptvuOeee3jnnXeum6i/nvDwcE4lXMBzxiC3TVFe1Bn1Khd2CCI3PD/H31OUJ1py/ZVfRNypfnhhR5Cv/NLMK6YN1rq4IuIeRaWtOTCra77Wd3stS77WJ3KrSzN9/56i3MjlFOUiIjmUZvoSXTfC5SnKBVz6BtSsWbNsR+leunSJhQsX0rZt2zwFJiIiciOZNWsWfn5+9OnTp7BDERERERERERERERG5Zbk0Rfkrr7xC27Ztue+++5xTLe/atYvDhw/z5ptvcv78+VxNJysiInIjOnfuHN999x1bt25lzZo1jBo1ioCAgHypO8V0kKbR2yLiRomGyQ6fFByFHYiIFHmJHrCjtAXHzTugUkRuAmprRKQgeJBEaetODP0lJSJu5EESpUuXxjD0xcZVLiW4mzZtytdff83QoUPp27cvACNHjgSgcuXKfP3119StWzf/ohQRESkEe/bsoVevXpQoUYJ+/foxefLkwg5JRCTnDHRLRkQKhmEo4SQi7qe2RkQKgGGg5LaIuJ1hgGHRMiN54VKCG6BDhw7s27ePnTt3cuDAARwOB5UrV6ZRo0bqcSAiIkVCu3btME33rFvraRh4YEFjK0XEXbwdBreleXDc00aK1uAWETfytpncFm9yvLhBiofuB4iIe6itEZGCYDO9uei4jRKW43gYKYUdjogUUTbTm4sxMZQoUQIPD5dTtbc0l161xYsX06ZNGypVqkT9+vWpX79+hv1Hjx7lp59+co7uFhERkYwsGFgNA5RzEhE3sQIlHRashR2IiBR5VhNKpphYiynhJCLuo7ZGRAqCiYVUszgmGlkpIu5jYiE1NdVtg6tuBS610gMGDGDTpk3Z7t+yZQsDBgxwOSgREREREREREREREREREZGruZTgvl6PgkuXLmlIvYiIiIiIiIiIiIiIiIiI5KscZ6H/+OMPdu7c6Xy+ceNGbDZbpnIXLlxg7ty5VK1aNV8CFBERERERERERERERERERgVwkuFesWMErr7wCgGEYzJs3j3nz5mVZtlSpUixevDh/IhQRESmCbJiYpqOwwxCRIizVMDnmaSPV0HpOIuJeqVY4VsIg1VrYkYhIUaa2RkQKgpVUSlhOYCW1sEMRkSLMSiolSpTAatUXG1flOME9ePBg7r//fkzT5M4772Ty5Mncc889GcoYhoG/vz+VK1fWFOUiIiLXYDdNTJR0EhH3sRlw3sNe2GGIyC3AZjE472cUdhgiUsSprRGRgmAx7PgZ5ws7DBEp4iyGHT8/v8IO46aW4yx02bJlKVu2LGlpacycOZOHH36YChUquDM2ERGRIstiGFgxsCvJLSJuYjWhpN1CnNWBXfeCRcSNrA6TkikQ5w12ixocEXEPtTUiUhAcppUUsyTeRhwWQx2GRcQ9HKaVlKQkvL29sVgshR3OTSnXr5rFYmHUqFGsWLHCHfGIiIjcEjwx8Db05UVE3MfbNAhP88Tb1A1gEXEvbzuExznw1j1gEXEjtTUiUhDseBHnqIQdr8IORUSKMDtexMXFYbfri42rcn1n3Wq1UrFiRVJSUtwRj4iIiIiIiIiIiIiIiIiISJZcGjr29NNP88EHHxATE5Pf8YiIiIiIiIiIiIiIiIiIiGQpx2twX8lut+Pt7U3lypV55JFHqFSpEr6+vhnKGIbB888/ny9BioiIiIiIiIiIiIiIiIiIGKZpmrk9KCcLnhuGobnjRUREshAeHo7D4eDgwYN4eLjU10xE5LpsNhtxcXGULFlSbY2IuJXaGxEpCGprRKQgqK0RkYKgtibvXEpwHzt2LEflKlasmOuAREREirrw8HAADh8+XMiRiIiIiIiIiIiIiIjcXFzqFqDEtYiIiIiIiIiIiIiIiIiIFLQ8jXu/dOkSP/74o3NEd8WKFWnbti3+/v75EpyIiEhRZbfbSUtLw9PTs7BDEZEiKi0tjejoaIKCgtTWiIhbqb0RkYKgtkZECoLaGhEpCGpr8s7lBPe7777LhAkTSEhI4MpZzosXL87UqVMZMWJEvgQoIiIiIiIiIiIiIiIiIiICYHHloMWLF/Pss89Su3ZtPvnkE3bu3MnOnTtZtmwZderU4dlnn+Xjjz/O71hFREREREREREREREREROQWZphXDr/Oofr161OqVCm+++47rFZrhn12u5277rqLCxcusHPnzvyKU0REpMgIDw/Hbrdz8OBBTUEjIm6j6a5EpKCovRGRgqC2RkQKgtoaESkIamvyzqUR3Pv27ePRRx/NlNwGsFqtPProo+zbty/PwYmIiIiIiIiIiIiIiIiIiFzm0hrcJUuW5OjRo9nuP3r0KCVKlHA1JhERkSLParXi4eHSr2ERkRzx8PAgODg4y06pIiL5Se2NiBQEtTUiUhDU1ohIQVBbk3cujeC+7777ePfdd/n0008z7fvss89477336Nq1a56DExERKcoMwyjsEESkCDMMAw8PD7U1IuJ2am9EpCCorRGRgqC2RkQKgtqavHNpDe7z58/Ttm1b9u3bR5kyZahSpQoABw4c4MyZM1SvXp0ff/yR4ODgfA9YRETkZhceHo7D4eDgwYMaxS0ibmOz2UhISKBYsWJqa0TErdTeiEhBUFsjIgVBbY2IFAS1NXnn0gjukJAQduzYwVtvvUWdOnU4e/YsZ8+epU6dOsycOZPt27cruS0iInINpmniQh8zEZEcM02T5ORktTUi4nZqb0SkIKitEZGCoLZGRAqC2pq8c2kEt4iIiLguPDycUwkX8JwxiETTXtjh5IhRr3JhhyAiueTnMKiZ4sUe71QSLfrKL5JB/fDCjqBI8UszqRntYE+QhURPTbEnIu5REG3NgVnXXnLx9loujRUSkZtImulLtL0GQdYIPI2kwg5HRIqoNNOX6LoRBAUF4enpWdjh3JTybdy7aZr88MMPpKSk0KpVK4oXL55fVYuIiIiIiIiIiIiIiIiIiLg2Rfn48eNp376987lpmnTq1ImOHTty3333UadOHQ4dOpRvQYqIiIiIiIiIiIiIiIiIiLiU4P7Pf/7DnXfe6Xy+fPlyvvvuO6ZMmcLq1aux2+1MmjQpv2IUEREpcmyYpJmOwg5DRIqwNMPklIeNNEPTk4uIe6VZ4FQxgzTN3CsibqS2RkQKggUb/pbTWLAVdigiUoRZsOHv74/Foi82rnJpivLIyEjuuOMO5/MvvviCmjVrMnbsWACGDh3KnDlz8idCERGRIshumpgo6SQi7pNmwClPe2GHISK3gDSrwaliWntbRNxLbY2IFASrkUZx43RhhyEiRZzVSNNSz3nkUtcADw8PUlJSgPTpyb/77ju6dOni3B8aGkpUVFT+RCgiIlIEWQwXfwmLiOSQxYQSdgsW9aURETezOExKpJhYHGpwRMR91NaISEFwmBZSzOI4TN21ERH3cZgWUlJScDg0w6erXGqla9euzZIlS4iNjWXhwoVER0dz3333OfcfO3aM4ODgfAtSRESkqPHEgo9hLewwRKQI8zENqqZ64mNqpJOIuJePHarGOvDRpBEi4kZqa0SkINjxJtZeBTvehR2KiBRhdryJjY3FbtcXG1e5NEX5xIkT6dq1qzOJ3bJlS9q3b+/c/9VXX9GkSZP8iVBERERERERERERERERERAQXE9wdO3Zkx44drFu3jlKlSvGPf/zDuS82NpY2bdrw4IMP5luQIiIiIiIiIiIiIiIiIiIiLiW4AWrWrEnNmjUzbQ8ICGDmzJl5CkpERERERERERERERERERORqOVqDOzEx0eUT5OVYERGRosoEHGZhRyEiRZkDSDZMHIUdiIgUeQ4Dkj3S/xURcRe1NSJSMEysRgrpd25ERNzFxGq1FnYQN7UcJbgrVKjA5MmTOX36dI4rjoyMZOLEidx2220uByciIlJUpZoOkrEXdhgiUoQlW0x2+6SSbNGNGRFxr2QPg93BVpI9lHUSEfdRWyMiBcHTSCbE+heeRnJhhyIiRZinkUxISAienp6FHcpNK0dTlM+ZM4dJkyYxefJkWrZsyd13303Dhg25/fbbCQgIwDRNYmNjOXLkCNu2bWP9+vVs3ryZKlWq8P7777v7GkRERERERERERERERERE5BaQowT3Y489xiOPPMKXX37JokWLmDp1KqmpqRhGxh6Tpmni5eVFp06dWL58OQ888AAWS44GiYuIiNxSvAwLnlhJ0ihuEXETX4dBtRQv9nmnkqRR3CLiRr5pJtViHewLsJDkqZGVIuIeamtEpCCkmb7EOqoSYNmPp5FU2OGISBGVZvoSe+4cAQEBGsXtohwluAEsFgvdunWjW7dupKSksH37dvbu3Ut0dDQAQUFBVK9enUaNGuHt7e22gEVERIoCAzAMtKSTiLiNQfqXfd3+FRF3MwAPh9obEXEvtTUiUlAcptbFFRH3czgchR3CTS3HCe4reXt706JFC1q0aJHf8YiIiIiIiIiIiIiIiIiIiGRJ84eLiIiIiIiIiIiIiIiIiMhNQQluERERERERERERERERERG5KSjBLSIikkuLFi3CMAw2bNjgch2pOEg27fkXlIjIVZINkwjvVJINs7BDEZEiLtkKEYEWkrVcpYi4kdoaESkIVlIItO7DSkphhyIiRZiVFAIDA7Fa9cXGVUpwi4jIDWHDhg0YhsGUKVMKO5QCYZrgKOwgRCRPhgTXYkeNx4ip9wQx9Z7g56oP0aXEbc793oaVWRVac7buAC7Ue5LPb+9MaQ/fa9ZZ2sOXBRXbc7x2Xy7Wf5KvKt/HHd4lM5R5M6wF5+oO4EjtPvQMqJJhX/dS4aysfA8ADgMuWUwcRj5dsIhINhwWg0teBg6LGhx3G8Pt/Go0I9a4i1NGO/5j1Kcqfs79FfHBZumc5aM7odnWm90xI6kEgBcGi4w6xBh3scdoxV0EZjh+JJV426jujksWcVJbIyJuUX4QNPsN2p+D9uew3Pk9XsEtsRgO8KkIHZOzfpR+OPs6szum4vPp+w0vqPVR+jlb/AmBHTIeX/F5qPaW+65ZRAqdxXDg5eWFxeJ6mjY6OprSpUtz9OjR/AssH+zZs4fy5ctz6dIlt55HCW4REZFC4GEYeKIbMyI3s8i0BMZHbubOvctpunc5PyRE8kV4F2r6BADwz/Itub9kRXocXkuH/Ssp5+nH8vDO16zzi/AuhHuV4OHDa2gcsZxjqfF8e0dX/CweAOn1BVbhnoOr+b/IX/mgYjuCrD4AlLB48Wq5pjx9fCMAniZUSPPAUwO4RcTNPO0mFeIdeNrV4LhbGyOQOeZxWpqb6WJuxxMLa4zG+JE+8uMEyYQ5fsjwmOQ4SLxp4xuisq336mOecPyJwzT5grMADKICDSlBK3MzH5on+dio6zy2Er48YZTnJfOAey9ebnlqa0TELZIj4eAE2NIctrTAEbMRs/5y7H51IPkE/Fgx4+PQZLDFQ/S32dd59TF/DQbTAedWpu8v/wSUaABb20LkAqiz6O9jfSpB2EA4+LIbL1pECpvd9OTixYvY7a7P8Dl16lQefPBBKlWqBMDx48e577778PPzo3Tp0owePRqbzZbt8ZcHnGX1+O233wA4evQobdq0wd/fnzZt2mRKpt9///385z//ybCtZs2aNGvWjLfecm9HHZcS3Fu2bMnvOERERG4pVgw8DfUzE7mZrY47xpqLxzmYEseBlDheOrWVBEcaTf1DKWHxYmBQdUad3MQPCZHsSIriiWM/0KJYWZr6ZT2Crop3SZoVK8PwEz+xLfE8+1MuMPzET/haPOjxv5Ha1X0C+DE+ku2J5/ks9iAX7anc7l0cgNfCmjEv6i9OpCUA4GkahNqseJrqTCMi7uXpgNBLJp6ansbt7jO3s5hT7OESfxDPQPNPKhq+NKIEkD5D0FlSMzweNErzb85wiexvnl19zANGaTYQwxGSAKhu+LOac+zhEu9znNKGN8F4AjDbqMlYcz/x16hfJD+orRERt4j6GqK+hcRDkHgQ+8FpmLZkzFLNAAekns34CHkAzv4H7NcYmZjpmPsh5kdIOpK+3786nF8NlyLgxFzwKg2ewen7asyCA+PBHu/2SxeRwuPAg8TERBwO177YJCYmsmDBAp544gkA7HY79913H6mpqWzatIl//etfLFq0iIkTJ2ZbR4sWLTh9+nSGx5NPPsntt99O48aNARg5ciRhYWHs3LmTsmXLMmrUKOfxn332GRaLhe7du2eqe8CAAcyZM+eaCfa8cunOevPmzalatSqvvvoqhw8fzu+YREREsnX27FmefvppKlWqhJeXF6GhofTu3TvLqVhOnz5Nnz59CAoKwt/fn9atW/PTTz/Rv39/DCNjwmfr1q0MHDiQatWq4e/vj7+/P02aNGHhwoUFdGUicjOzYPBYwB34WzzZfOksjfxC8LJY+S7+pLPMvpQLHEuJp1mxrBPc3kb66Ltkx98JAhNIMe20LFYGgD8So2nkV5pSVi8a+gbja/HgYEocLf3L0MAvhHfP/em+ixQRkRtOyf8lmWNIy3J/Q0rQwCjBQjMyx3WWxot7CeGjK475w4ynJQH4YKETwZwyk4kijZ6UJRk7qziXtwsRERG5IVgwyjyM4eGDeeG3zLuLN4AS9SFyUc6r9CoNwffAqSuOif8TSrUEiw8EdYSUU5AWBWV6gCMZzn+Zx+sQkaLu66+/xtvbm2bNmgGwdu1a9uzZw5IlS6hfvz733HMPr776KrNnzyY1NTXLOry8vChTpozzERQUxKpVqxgwYIDz3nlERAT9+vWjSpUq9O/fn4iICAAuXLjAhAkTmD17dpZ1d+zYkZiYGH788Uc3XH06D1cOWrJkCUuXLuXVV19l0qRJNGvWjD59+vDYY48RGBh4/QpERERccOLECVq0aEFCQgJPPPEEVatWJTIykjlz5rB27Vq2bdvGbbelr38bFxdH69atOXz4MAMHDqRRo0bs3buX++67j8qVK2eqe8WKFezevZtHHnmEihUrEhcXx+eff87AgQM5f/48L774Yq5iDQ8Pv+Z1WAOK5+7iReSGVNsnkJ+rPYyPxUqCPY1HDn9DRHIs9QKCSXHYibNn/CPinC2RMh5+Wda1Nzk9AT41rClDj//IJYeN50rXpYJXMcp6ph+zNv4En8TuZ3O1R0gybQw4+j2XHDbeu60NTxz9nqdCajE8pA7RtiSeO/oTpLh3vSMRESk8BvCWUY1fzFj+IiHLMgOMMPaYCfzKhRzX25dyxGNnxf+mJwdYSCR1KM6fRsv0xLa5iwA8mWTcwV3mb0w27uAxynKYRJ40d3OKlDxenYiISAEqVgua/AgWH6z2S8TuGEvxS/vItLJcWH9IiIC4zTmvu2zv9NHYl6cnh/Rkd/Ha0GInpEbBH73BIwAqT4RtnaDyJCjzKCQehj1D0hPgIiJX2LhxI40aNXI+//XXX6lTpw6hoX8PqujcuTNDhw7lr7/+okGDBtet88svvyQ6OpoBAwY4t9WrV4/169fTqVMn1q5dS9266UsVjR49muHDh1OhQoUs6/Ly8qJ+/fps3LiRu+66y9XLvCaXEty9evWiV69eREVF8emnn/LJJ58wbNgwnnvuObp06ULv3r154IEH8PLyyu94RUTkFvbMM89w6dIltm/fniGBPGDAAOrUqcPLL7/sHHE9Y8YMDh06xOzZsxk2bJizbLt27Xj44Ycz1T1hwgSmT5+eYdvIkSNp164d06ZN4/nnn8fT09NNVyYiN6t9KRdotPdzSlq86B5QmY8qdqDDgVUu1WXDwaOHv+GDiu2JqvcENtPBdxdPsibuGMYVd1Ymn97G5NPbnM9fKtOY7y+eJA0H48o0on7EZ9xXoiLzbu/A0J3/zfM1iojIjeldowa1KE5bM+tl5Hyw0JOyTDUP5are/kYYn3CKFP6eLtGGyTNmRIZyHxq1ec88Rn2K8wClaWhuYrRRibeNGjxm7sz19YiIiBSaS/th853gURJH6ccoVXcC9t9+gcSdf5ex+ECZf8CR6dlWk6WwfnD6U3Bc0fnLtMHe5zKWq/kBHJ8NJepB6a7waxOoNBKq/RP+6OnqlYlIEXXs2DHKlSvnfH7mzJkMyW3A+fzMmTM5qnPBggV07tyZ8uXLO7e9+eabDBkyhEqVKlG3bl3mzZvHTz/9xM6dO3n99dd57LHH2LZtG506dWLWrFkZ8sLlypXj2LFjebnMa8rT4p/BwcGMGDGCTZs2ceDAAcaPH8/evXv5xz/+QZkyZRg8eDA///xzfsUqIiK3sLi4OL788kvuvfdeSpQoQVRUlPNRrFgxmjVrxrfffussv2LFCgICAhg0aFCGeh566CGqVauWqX5/f3/n/yclJREdHU1MTAxdunQhLi6Offv25Srew4cPZ/uoUKECdkxsppnLV0FEbjRppoNDKRfZkRTF+FNb+CMpmqdD6nA2LRFvi5WS1owdPkt7+HHGlphtfTuSomi8998E7lxA+T//xX2HviLIw4fDqRezLF/NuxS9Aqsw8fRW2hYLY2PCKaJsyfz7wiEa+IdwydOCDbU1IuJeNguc8zOw5ekOg+TGO0YN7iOEu83fiMxmtHR3QvHDysfkfNRXK0pR3SiWYXryrLQjkFoUYzbHaWcE8g1RJGLn3+YZ2hKQq2sRySm1NSLiNmYaJB2G+N/h4EQc8Xuw3jY4Y5nQh8HqB6eW5rzeUi3BvxpEXmf5u4C2UKwGnJgDAW0g6htwJMLZ5enPRaTIsWDDz88Pi8W1LzZJSUn4+PjkWzwnT57k22+/da7pfVlYWBirV6/m+PHjrF69muDgYIYNG8bcuXOZMmUKxYsXZ9++fRw4cIB58+ZlONbX15fExOzvgeVVvn0l9PX1xc/PDx8fH0zTxDAMVq1aRdu2bWnSpAl79uzJr1OJiMgtaP/+/TgcDpYuXUpISEimx/r16zl79u9pFA8fPkzlypWzHHVdvXr1TNuioqIYNmwY5cqVw8/Pj+DgYEJCQhg/fjwAMTEx+Xo9NtMk9YpRMSJSNFgMA2+Lle2J50l12OlQ/O9er1W9S1HRuzibE85eo4Z0Fx2pRNmSucO7JI38QvjvhSNZlptzW1tGR27iksOG1TDwNNK/3l/+95S3nVTdBBYRN0u1GhwvYSHVevU8nuIO7xg16EZpOprbOEpStuUGGuX5L+eIymZ97qwMMMqzzYzjD+KzLeONhVlGDYaaf+EALBh4/m+mEU8sWDPN5yqSP9TWiEhBsBppeBhpWKxX3U8q1x/Or05fKzunwvrDxe2Q8Gf2ZSzeUP1tiBgBOMCwgvG/cxue6c9FpMixGmmUKFECq9W1n/Hg4GBiY2Odz8uUKZPh3jjgfF6mTJnr1rdw4UKCgoJ44IEHrllu2rRpdOrUiUaNGrFhwwa6d++Op6cnDz/8MBs2bMhQNiYmhpCQkBxeUe65NEX5ZfHx8SxfvpylS5fy448/YrFYuOeee5g4cSJdu3bFYrGwYsUKRo4cyYABA9iyJetps0RERK7H4UhPBj/22GOZRmXnlWmadO7cmT///JOnn36aJk2aEBAQgNVq5euvv2bmzJnO8+cXw0jvZaYUt8jNa2q5pnxz8TjHUxMobvGkZ2AV2hYrx70HV3PRkcpH0Xt5M6wFsbZkLtpTeadCa35NOMOWxL//4NhdswfjI7ewKi49gd29VDhRtmSOp8ZT2zeImeVbsurCUdbFn8x0/ieCanDelsTquPTpnjYlnGFi2cY09QulS8nb2JMUQ1paGhYDHLoPLCJuZDFNfGyQ7AEOQw2OO71r1KAnZXnY/J14bISSPlNIHDaSr/hmWRk/WhNAV3NHlvXsNloy3jzAKs45txXHyiOEMtq89sxFE4xwvuE8O/+XBN9kxvK6UY1FRDLMuI1NuVjvWyQ31NaIiFvc8SpEfQvJJ8CjGGZoj/RR09u7/t1lyzccAlrB7w9mXUeLXXDgJTj/5d/brMXTR33vH3Pt898+Ln3Edvyu9OcXfoUq0+HUYrhtaPpzESlyTNPAlpaGh4cHhgvfaxo0aMCSJUucz5s3b87UqVM5d+4cpUuXBmDdunWUKFGCmjVrXicWk4ULF9K3b99rLtEZERHBJ598ws6dOwGw2+2kpaV3pk1LS8Nut2cov3v3bh555JFcX1tOuZTgXrVqFUuXLmX16tUkJyfTpEkT3n77bXr06EFQUFCGso888gixsbEMHz48XwIWEZFb0x133IHFYiEpKYm77777uuXDw8M5dOgQNpsND4+Mv+727t2b4fmff/7Jjh07eOmll5g8eXKGfevWrct78FnwwoKnYSXRtF+/sIjckEI8fFlYsQNlPf2Js6fyZ1I09x5czfr/JaNHnvwFR3mTz8M7421YWRt/ghHHf8pQR3WfgAzTmJf19OfN8i0J9fDldFoiS2L2MeXM9kznLu3hy9gyDWm9f4Vz22+J55h5dhdf3nEv52xJDDvyAzVTvNjjnUqioWnKRcR9fGxQM9rBniALidnfD5F8MNS4DYDvjTszbB/o+JPFV0xFPsAI4yTJrCXrUWbVjWKUNDN+R/4HZTEw+JTs1+irRTEeoQyNzL9vtv+Hs7QlkA3Gnewnkd7mH7m+LpGcUFsjIm7hFQK1F4B3GbDFYcbv4cJvz1P8wiY8L+ecwvpDciREr8+6Dv9q4FEy47YyjwEGnPk8+3P714Qy3eHXK36vn/0iPcHe+DtI3A9/9svDxYnIjcqGD9HR0QQFBV0zqZydzp07M3bsWGJjYwkICKBTp07UrFmTPn36MGPGDM6cOcOECRMYPnw43t7eAGzdupW+ffvy3XffERYW5qzr+++/58iRIzz55JPZns80TQYPHszMmTOdS322bNmS+fPnU7VqVRYvXkzPnj2d5Y8ePUpkZGSO7uO7yqUE90MPPUSFChV4/vnn6du3b5ZrmV6pXr16PP744y4FKCIiAhAUFMS9997LV199xQ8//ED79u0zlTl79iyhoaEAdOvWjenTp/PBBx8wbNgwZ5kVK1ZkWk/78lQw5lVrYp86dYoPP/wwvy9FRIqIwcc3XHN/imnnmRMbeebExmzLeOyYk+H5e+f/5L3z15i+7n/O2ZK446/Ma79NObPdmRD3cxjUxCtTGRERuXl5OL7NUbkJ5gEmcCBX9XzIST40M88YcqW/SKCG+XOGbSbwtBnB00TkKDYREZEbyp6nMjy1m76k2mvAlbMGH5yY/sjOuizWwY1ckP64lkt74JfaV200Ye+z6Q8RkWzUqVOHhg0b8vnnnzNkyBCsViurV69m6NChNG/eHH9/f/r165dhMFdiYiL79u1zjrq+bMGCBbRo0SLLZT0v++CDDwgNDeX+++93bps0aRK9evWiadOmdOnSJcNA52XLltGpUycqVqyYj1edkUsJ7u+//5527drluPydd97JnXfeef2CIiJyy/vxxx+z3Td37lxatWpFx44d6dWrF02aNMFisXDs2DG+/vprGjduzKJFiwB48cUX+fTTT3n66afZsWMHjRs3JiIigo8++oh69eqxa9cuZ73Vq1endu3azJgxg4SEBGrVqsWRI0eYN28elStXzvf1t0VEREREREREREREXDVx4kRGjx7NoEGDsFgsVKxYka+//jrb8u3atcs0wAvgk08+ue65hgwZwpAhQzJsK126NOvXZ57ZIjU1lblz5+ao3rzIdYI7MTGR7t27M3bsWEaNGuWOmERE5Ba2fv36LH8xAvzf//0fO3bsYMaMGaxcuZLPP/8cLy8vwsLCaN26NU888YSzbKlSpdi4cSNjxozhP//5D8uWLaNhw4Z8/fXXvP322+zfv99Z1mq18tVXXzFmzBg++eQTLl68SLVq1ZgxYwYWi4UBAwa4/bpFRERERERERERERHLivvvu48CBA0RGRlKhQoXCDsfp+PHjjBs3jpYtW7r1PIaZVbr+OkJDQ3n55ZczTPkqIiJys6hVqxYOh4OIiMKZRjE8PJzIhAt4vj6IJG6ONbiNepULOwQRySVfh0H1FC/2eqeSZNEa3CIZ1A8v7AiKFN80k+oxDvYGWkhyLlYpIpK/CqKtOTCr6zX3317L4pbzisiNI830JcZRjUDLPjyNpMIOR0SKqDTTl5h6ewkMDHRpDW4Bl76Vde/eneXLl2c5lF1ERORGkZiYmGnbihUr2LNnD507dy6EiP6WajpumuS2iNyckiwmv/umKLktIm6X5Gnwe6hVyW0RcSu1NSJSEDyNJEKtO5XcFhG38jSSCA0NVXI7D1xag7tHjx4MGzaM9u3bM2jQICpVqoSvr2+mcg0bNsxzgCIiIq7q2rUroaGhNG7cGG9vb7Zv387ixYsJDQ1lzJgxhR2eiIiIiIiIiIiIiIjkkksJ7nbt2jn/f+PGjZn2m6aJYRjY7RqZJiIihadr164sXryYNWvWkJCQQOnSpenTpw+vvPIKZcuWLdTYPA0LnlhJ1ihuEXETH4dB5VRPDnmlkaxR3CLiRj42k8oXHBwqZSHZQyMrRcQ91NaISEFIM32Ic4RT0nIYTyO5sMMRkSIqzfQhLiqKkiVLahS3i1xKcC9cuDC/4xAREcl3zz33HM8991xhh5ElC2AxAOWcRMRNLICvabi2JpGISC5YTPC1pf8rIuIuamtEpGAY2EwfQB1pRMSdDGw2W2EHcVNzKcHdr1+//I5DRERERERERERERERERETkmlxKcF8pISGBEydOAFChQgWKFSuW56BERERERERERERERERERESu5vKMhb/99hvt27cnICCA2rVrU7t2bQICAujQoQPbtm3LzxhFRERERERERERERERERERcG8G9ZcsW2rVrh5eXF08++SQ1atQAICIigmXLltGmTRs2bNjAnXfema/BioiIFBVpOHCYjsIOQ0SKsBTD5KBXGimGFqoUEfdKscLBUhZSrIUdiYgUZWprRKQgWEmllPUQVlILOxQRKcKspFKqVCmsVn2xcZVLCe7x48cTFhbGzz//TJkyZTLsmzRpEi1btmT8+PGsW7cuX4IUEREpahwmgJJOIuI+dgMuWNWRRkTcz24xuOBT2FGISFGntkZECoLFsONDXGGHISJFnMWw4+OjLzZ54dIU5Vu2bGHIkCGZktsAoaGhDB48mM2bN+c5OBERkaLKahh4YBR2GCJShHmYUDbNiof60oiIm3nYTcomOPCwq8EREfdRWyMiBcFuepDgKIPddGlsoIhIjthNDxISErDb7YUdyk3LpQS3xWLBZrNlu99ut2OxuLy8t4iISJHngYGXod+VIuI+XqZBmM0DL1OdaUTEvbwcEJZg4qVJI0TEjdTWiEhBcOBJgqMcDjwLOxQRKcIceJKQkIDDoS82rnLpznqLFi2YPXs2x44dy7Tv+PHjvP/++7Rs2TLPwYmIiIiIiIiIiIiIiIiIiFzm0jwb06ZNo02bNlSvXp2HHnqIqlWrArBv3z5WrVqFh4cH06dPz9dARURERERERERERERERETk1uZSgrtBgwZs2bKF8ePH8+WXX5KYmAiAn58fXbp0YcqUKdSsWTNfAxURERERERERERERERERkVubSwlugJo1a7JixQocDgfnz58HICQkRGtvi4iI5IAdE8M0CzsMESnCbECs1YGtsAMRkSLPZkCsj4HNKOxIRKQoU1sjIgXBwI63cQEDe2GHIiJFmIEdb29vDENfbFxlmKburouIiBSk8PBwAA4fPlzIkYiIiIiIiIiIiIiI3FxcGsE9efLka+43DAMfHx/Kly9PmzZtCAsLcyk4ERGRosw0TfXSExG3MU0Th8OBxWJRWyMibqX2RkQKgtoaESkIamtEpCCorck7l0ZwX/mCX3341dutViuDBg3ivffe0/TlIiIipI/gttvtHDx4EE9Pz8IOR0SKqLS0NKKjowkKClJbIyJupfZGRAqC2hoRKQhqa0SkIKityTuXMs4nT56kbt269OvXj+3btxMXF0dcXBzbtm2jb9++1K9fn/3797Njxw4ef/xx5s2bx7Rp0/I7dhERERERERERERERERERuYW4NIK7W7du+Pr6smzZsiz39+jRA5vNxvLlywG49957OXjwIPv3789btCIiIkWARnCLSEFQb2ARKShqb0SkIKitEZGCoLZGRAqC2pq8c2kE9/fff0/btm2z3d+2bVvWrVvnfH7vvfdy/PhxV04lIiIiIiIiIiIiIiIiIiICuJjg9vb2ZsuWLdnu37x5M15eXs7nNpuNYsWKuXIqERERERERERERERERERERwMUEd8+ePVm8eDGjRo3i0KFDOBwOHA4Hhw4dYuTIkSxZsoSePXs6y//www/UrFkz34IWERG52VmtVjw8PAo7DBEpwjw8PAgNDVVbIyJup/ZGRAqC2hoRKQhqa0SkIKityTuXXrkZM2Zw9uxZ3nrrLWbOnInFkp4ndzgcmKZJ9+7dmTFjBgDJyck0atSIFi1a5F/UIiIiRYBhGIUdgogUYWpjRKSgqL0RkYKgtkZECoLaGhEpCGpr8s4wTdN09eDff/+dNWvWONfXrlixIp07d6Zhw4b5FqCIiEhREx4ejsPh4ODBg+qlJyJuY7PZuHjxIiVKlFBbIyJupfZGRAqC2hoRKQhqa0SkIKitybs8vWoNGjSgQYMG+RWLiIjILcM0TfLQx0xE5LpM0yQ1NVVtjYi4ndobESkIamtEpCCorRGRgqC2Ju/ylODevHkzP/zwA+fOnWPYsGFUqVKFxMRE9u7dS9WqVSlWrFh+xSkiIiIiIiIiIiIiIiIiIrc4lxLcqamp9OjRg1WrVmGaJoZh0LVrV6pUqYLFYqFTp048//zzjB8/Pr/jFRERKRLOJsUTuHQCiaY93+o06lXOt7pE5Obn5zComeLFnpOpJFrUI1hcVD+8sCOQm4Cfw6Smw8Eeh4VEh9aSExH3yKqtOTCrayFH9bfba1kKOwQRyQ+mL9hrgDUCjKTCjkZEiirTF+pGFHYUNzWXvnm99NJLrF69mjlz5rBv374MQ+h9fHx49NFHWbVqVb4FKSIiIiIiIiIiIiIiIiIi4lKCe9myZQwdOpTBgwcTGBiYaX+NGjU4fPhwnoMTEREpqtIwSTUdhR2GiBRhqYbJUU8bqYZGb4uIe6Va4WgJC6nWwo5ERIoytTUiUhCspFLCcgwrqYUdiogUYVZSKVGiBFarvti4yqUpys+dO0edOnWy3W+1WklMTHQ5KBERkaLOYZrYUNJJRNzHZkCUR/4tgyAikh2bxSDKr7CjEJGiTm2NiBQEi2HHz4gu7DBEpIizGHb8/PTFJi9cGsFdoUIF9u7dm+3+X375hTvuuMPloERERIo6i2HggdaoFBH38TAh2GbFQ31pRMTNPBwmwYkmHg41OCLiPmprRKQgOEwriY4gHKZGVYqI+zjM9IHCDodm+HSVSwnuXr16MW/ePH799VfnNsNIv0k/f/58Pv/8c/r27Zs/EYqIiBRBnhh4GS79GhYRyREv06BSmgdepjrTiIh7edmh0kUHXpo0QkTcSG2NiBQEO15cdFTEjldhhyIiRZgdLy5evIjdri82rnJpivLx48ezefNm2rRpQ40aNTAMg+eff56YmBhOnjzJvffey/PPP5/fsYqIiIiIiIiIiIiIiIiIyC3MpaFjXl5efPPNNyxcuJDw8HCqV69OSkoKdevWZdGiRfz3v//VwugiIiIiIiIiIiIiIiIiIpKvXBrBDelTkvfu3ZvevXvnZzwiIiIiIiIiIiIiIiIiIiJZcmkEd3h4OF9++WW2+1evXk14eLjLQYmIiBR1DkzsplnYYYhIEWYH4i0OtJqTiLib3YB4LwO7UdiRiEhRprZGRAqCgQMvIwEDR2GHIiJFmIEDLy8vDENfbFzl0gjuo0ePkpCQkO3+hIQEjh075nJQIiIiRV2aaWLXH0si4kYpFpN93mmFHYaI3AJSPAz2BerGjIi4l9oaESkIHkYKgdb9hR2GiBRxHkYKgYGBhR3GTS1PU5Rn57fffqNUqVKuVi0iIiIiInllgpH+T/r/iIi4i2le0d6owRERN1FbIyIFwHT+AWWqqRERtzHNy/+5dr5VspfjBPc777zDO++8A6S/2M899xzjx4/PVC4uLo4LFy7Qq1ev/ItSRESkiPE2LHgaVhJNTR4sIu7hZxrUTPFij3cqiYaWRBAR9/GzQc1oB3uCLCR6FnY0IlJUqa0RkYJgw5doew2CrBF4klTY4YhIEWXDl+izZwkKCsLTU19sXJHjBHfp0qWpVasWkD5FeVhYGGFhYRnKGIaBv78/jRo1YtiwYfkbqYiIiIiIiIiIiIiIiIiI3NJynODu2bMnPXv2BKB9+/ZMmDCBu+66y22BiYiIiIiIiIiIiIiIiIiIXMmlNbh/+OGH/I5DRERERERERERERERERETkmlxKcF+WlpbG3r17iYuLw+FwZNrfpk2bvFQvIiIiIiIiIiIiIiIiIiLi5FKC2+FwMHbsWN5//30SExOzLWe3210OTEREpChLMR3YTP2eFBH3STJMdvmkYCvsQESkyEvygF0hFmyWwo5ERIoytTUiUhA8SCbE+icW/SUlIm7kQTIhISFYLPpi4yqXXrlp06bxxhtv0Lt3bxYvXoxpmrz22mvMnTuXunXrUq9ePb799tv8jlVEhEWLFmEYBhs2bCjsUIqsSZMmYRgGR48eLexQ8sWGDRswDINFixYVdiiZmIUdgIgUaaYBaUb6vyIi7mQaBmlWA9NQgyMi7qO2RkQKgmGYWI00DEN3bUTEfQzDxGq1Yuh7jctcSnAvWrSIxx57jDlz5tClSxcAGjVqxKBBg9iyZQuGYfD999/na6Ait4LLibgrH/7+/tStW5cpU6aQnJxc2CHelOLj43njjTdo1aoVQUFBeHp6EhISQseOHXn//fdJSkoq7BBvar/88gsPPfQQ4eHh+Pj4EBISQr169RgyZAi///57YYd3w/IwDLxc+zUscssZE9qAX6t1J7beE5yq05//hHehqnepDGVCPXxZVLEDJ+v0I67ek2yt/ggPlQq/Zr0Haz2OreHQTI9ZFVo7y7wZ1oJzdQdwpHYfegZUyXB891LhrKx8T75dZ37zchhUTvXEy6E/lkTEvbxsJpUvOPCyFa0bwUOowA6jBTHGXcQYd/Gz0ZQuBDv3e2Ph/9m777gqy/+P46/7sDeIoCKKgtvcmhtXamU5GqZliis1s/HThmllmlq2zL7lzpUNM7Vly5mZVu69Z25AAWWfc//+II6eAEUESXo/Hw8eeu5xnc99xnXgfK7rc00yqnLGaMUFow0LjNoE43rVNjsTzPdGPc4YrUi3tKcWPlmOecuozFmjNYeNSLpTymHf/ZRgiVEnfy5Q5BZTVPsaEfl3sZYeRHqjrZitzkKrs9BgFdax4yQAAQAASURBVAS2y9jpHgZtk7P/Cb4v+wYNZ6jwGjTaAK1jIPIQVJ8Jbld8xhuuUP2jjPtrsh2KtXZsI+wZqPxOgVyviBSOdNOV8+fPk56e92oRMTExBAcH/+smqu3atYvQ0FAuXbpUoPeTp2/W//rrL1q3zuhk3dzcAOyJN1dXV3r06MG8efPyKUSR/54HHniAefPmMW/ePEaPHo2bmxsvvfQSXbp0KezQbjlbt27ltttu4/nnn8fX15cXXniBadOm8dxzz+Hi4sKQIUOIiooq7DBvWVOnTqVZs2asX7+eBx98kPfff5/nnnuO22+/ne+++47ly5cXdohERkaSlJTEo48+WtihOHDCwFkj9ERyJdI7hMnndtB07yLuPPANLoaF7yvcg6fl8mo7s8u1obK7P10Ofk/t3Z+z5MIhPivfltoexXNst9HeLym9bbb9p/3+rwH48vxBAO7xC6NbsYrcdeBbXjixjmlhLQl0cgfA1+LKmJCGDDm2pgCv/MY4AwFWS97WJBIRuQ7OJgQkmzgXsZzTCZIZYe7jdnMdDc11rCSGRUYdquEFwNtGZe4hiG7mVlqbfxKCGwuN2ldt0wsn1poXGG7uy3b/PQTRjVLcZW7gBXMf04zqBOICgC/OjDEqMsTcna/XKXKrKKp9jYj8u5gpp4nfO4309a3g9yYQuxpqLwSvqpB8HFaHOf4cHA3pCRCTQ0VbJ0/wrQOHx8P6RrC1G3hVzGgzU2jfjGP+aAEnZkKN2Zf3uZeD0n3gwCsFedkicpOZOJGSkoJp5v0Xm7Fjx9KpUyfKlSsHwLFjx+jQoQOenp4EBwfz7LPPXjWBnt2Ey8yfP//8E4AjR44QGRmJl5cXkZGRWZLp99xzD19++aXDtmrVqtGoUSPeeadgB+bk6fuuwMBALl68CIC3tze+vr4cOnTI4Zjz58/feHQi/1G1atWiR48e9ttPPvkkDRo04IcffuDPP/+kQYMGN3wfSUlJuLi44OxcdL/2jo6O5u677yYuLo6ff/6ZNm3aOOx/9tln2b17N4sWLcq3+7RaraSkpODp6Zlvbf5bpaenM3z4cLy9vfnzzz8JDQ112G+z2YiJicnX+4yPj8fX1/e6zrFYLLi7u+drHCJyc3U4+J3D7T5HV3C6Zm/qeQax5uIpABp7lWTw8V/4M/EsAONOb+Kp4FrU9QxiS1J0tu1GpztWRnnOrxwHkuNYffEkAFXcA1idcIKNiefYmHiOd0KbUt7Nh5jEZF4v3Yip0Ts5nnYxvy9XRET+Jb7lnMPtl8wDDDDK0hB//iKFPoTSw9zGSmIB6GvuYKelGQ1NP34nLts255PxuRVG9r+fVsGL1cSykXg2Es87VKE8HsSQxutGJaaaxzmOKnuJiIgUFPPcD6Raq4LTITCS4OArUKY/+DWES7sh9YzjCUEd4cyXYM1hpmJ6PGzq4LhtzzPQcC24l8lImntVgXPfZrSfdBgqvQ4uxSEtGqpOgv0jwJpQMBcsIrekxMREZs6caV8u2mq10qFDB0qWLMlvv/3GqVOn6NmzJy4uLowbNy7bNpo0acKpU6cctr300kssX76c+vXrAzB06FBKly7NzJkzGTlyJMOGDWPhwowBOp9//jkWi4X7778/S9u9e/emf//+DB8+vMByUHmawV2nTh179h6gVatWTJw4kbVr17JmzRomTZpErVq18i1Ikf86FxcX7rjjDgAOHDhg375y5UruuusuAgICcHNzo2rVqrzxxhtYrVaH81u2bEm5cuU4evQo3bp1o3jx4nh6evLXX38BMH/+fBo3bkyxYsXw8PCgbNmy3HfffezatcuhnT179tCtWzdKlCiBm5sb4eHhDBs2jPj4eIfjMtfJXrlyJRMnTqRSpUq4ublRvnz5bEft/PHHH/Tp04fKlSvj5eWFl5cXDRo0YNasWTf0uL355pucPHmS119/PUtyO1PVqlUZMWJEnmLJXKt6165dPPfcc4SFheHm5saCBQsAME2T6dOnc/vtt9vbatKkCUuWLMn1NUyePJn27dsTGhqKq6srwcHB3H///ezYsSPLseXKlaNly5bs27ePTp064efnh7e3N3fffbfD6yZTQkICTz31FKVKlcLDw4O6devyxRdf5Dq26Ohozp8/T+XKlbMktyEjsRwUFJRl+5dffkmLFi3w9fXFw8ODOnXqMGPGjByvZ9u2bXTo0IGAgAD8/Pw4cOAAhmHQv3//bON67bXXMAzDPns8pzW4TdNk9uzZNG3aFF9fXzw9PalSpQpPPvkkqampeYpZRG4OP6eM8q+x6Sn2besunaZrQAQBTm4YQNeACrgbTqy+eCJXbboYFh4pVpHZMXvs27YlxlDPMxh/J1fqehTHw+LMgZQ4mnqVpI5nEO+f3Z6v1yUiIv9eFqArJfHCifVcoB6+uBoWlnN5QOdeLnHUTKIR/nm+n20kUA8//HGmLr544MQBEmmKP3Xw5X2O3vjFiIiISC5ZoMSD4OQFceuz7vapA7614cTs62vW2Q9MG6RdyLidsB38m4LFHQLbQsrJjOR2yW5gS4ZzX9/gdYhIUbN06VLc3Nxo1KgRAD/99BO7du3i448/pnbt2tx1112MGTOGDz74IMt33ZlcXV0pWbKk/ScwMJCvvvqK3r1729cG3717N7169aJixYpERUWxe3dGNakLFy4wcuRIPvjgg2zbbtu2LbGxsaxevboArj5DntLmjz32GLNnzyYlJQU3NzfGjh1LZGQkkZGRmKZJQEAAn376aX7HKvKftm9fRgm7zIThRx99RL9+/ahTpw4vvPAC/v7+rF27luHDh7N582Y+++wzh/MvXrxI8+bNadCgAa+++ioJCQl4e3szf/58evToQdOmTXnllVfw9vbmxIkTrFixgr1791KtWjUAtmzZQmRkJOnp6Tz++OOEh4fz66+/8vbbb7N8+XLWrl2bZdbyiy++SHx8PL1798bb25u5c+cydOhQQkJC6Natm/24xYsXs2PHDh544AHCwsKIi4tjwYIF9OnTh3PnzvHcc8/l6TFbsGABrq6u9OnTJ9fn5CWWRx55BGdnZwYPHoy3tzeVK1cGMkYpzZ07l06dOvHII48AsGjRIrp06cLkyZMZOHDgNeOZMGECDRs2ZPDgwRQvXpz9+/czY8YMfv75ZzZv3kxERITD8SdOnCAyMpKOHTvyxhtvsH//ft5//306derE9u3bsVgyxjWlp6dz11132dfPbtOmDceOHaNPnz5UqlQpV49ViRIl8Pb2ZufOnfz22280adLkmue88sorjB49mlatWvHKK6/g4eHBjz/+SP/+/Tlw4ACvv/66w/HHjx+nRYsWdOnShfHjx3P69GkqVKhA06ZNWbBgAZMmTcLDw8PhnDlz5lC2bFn7Uho5iYqKYu7cudSpU4dnn32W4OBgDh48yKJFixg9ejSurq55ijlTeHjOa/8eP34cp4Cs6y2KyLUZwDuhTVl78RQ7k2Pt27sd/olPy7flXK0+pJlWEm3pPHDoBw6mxOfc2BU6+ZXH38mNObGXE9w/JRznk/P7WF/5AZLMdHofWcElWzr/KxtJ3yMrGBhUncFBNYhJT2LgsdXsSlYFIxGRouY2vPnVaIg7Fi5i5QFzM7u5RC18STFtxOFY8u8sqZQ03CCPlQZ/IoZPOMl6ozFJWOltbucSVv5nVKOvuYOBlGWwUZYYUhlo7mQXBbuunYiIyH+Rs3c4zo1/ykg4Wy/C1q5waU/WA0tHwcXd2Se/c2Jxg4qvwekFl2dln5wNPrdBky2QGg3beoBzAES8DBvaQcQoKPkgJB6CXQMyEuAi8p+2Zs0a6tWrZ7+9bt06atSoQYkSJezb2rdvz6BBg9i5cyd16tS5Zptff/01MTEx9O7d276tVq1aLFu2jHbt2vHTTz9Rs2ZNIKM67uDBgylTpky2bbm6ulK7dm3WrFmT4+TDG5WnBHfHjh3p2LGj/Xa1atU4ePAgq1atwsnJiSZNmlCsWLF8C1LkvyYxMZHo6IxyqmfPnmXu3Ll88803lC9fnubNm3P69GkGDx5Mp06dWLRokX00zYABA6hVqxbDhg1j0KBBtGjRwt5mTEwM/fr1y5KM+/LLL/Hx8WHlypW4uLjYt7/88ssOxz355JNcvHiRNWvW0LRpUwAef/xxqlSpwiuvvMI777zDyJEjs1zHpk2bcHNzA6BPnz6EhYUxadIkhwT3yJEjGT9+vMO5Q4cOpWXLlowbN45nnnnGIbbcuHjxIkeOHKFGjRrXVS48L7F4e3uzYsUKh+1fffUVc+bM4Z133uGZZ56xb3/qqafo2LEjzz//PI888gg+PldPcu7YsQMvLy+Hbb169aJOnTq88847WUZIHThwgE8++YTu3bvbtwUFBTF8+HD7BxHA3LlzWbt2LU899RQTJ060H9u5c2f783sthmEwatQohg0bRtOmTalRowZNmzalQYMGtG7d2r72R6bNmzczZswYnnzySd577z379scff5whQ4bw5ptv8thjjzkkhg8dOpTtYIDevXvTr18/Fi1aZB88APDrr79y4MABXnrpJfv7IjsLFy5k7ty53HfffXz++ecOZVLeeOONG4o5t9IxMU3bdZ8n8l/3fplIqrsXo8W+JQ7bXy11O/5ObrTb/zXR6cl08ivPp+Xb0XLfEnZckQjPSZ/iVfgh/hin0hIdto8+tYHRpzbYb79Usj4r4v8iDRsvlqxH7d2f08E3jFnl2tBwz8J/NluoUg2TE87ppBpaqFJEClaqBU54G6TmqUbcv9teLlHPXIcfztxvlOAjowatzT8K9D5HmwcZzUH77ZeIYAUxGZ89Rji1zbV0IIhZRg0amtfxhbrILa4o9zUi8u9hIQ33pN+xrWuCk4sXlLgPqs+ADW0dk9wWdyj5UMba2rllOEPN+YABu4dc3m6mw56nHY+tNg2OfQC+tSD4XljXAMoNhcpvw7buiMitzUIa3t7e9glp1+vo0aOEhITYb58+fdohuQ3Yb58+fTpXbc6cOdNeTTbTW2+9xYABAyhXrhw1a9Zk6tSp/PLLL2zZsoU33niDrl27smHDBtq1a8ekSZPsk8YAQkJCOHq04CpQ5duvhH5+fnTq1Il77rlHyW2RGzR+/HiCgoIICgqievXqvPHGG7Rq1YqffvoJNzc3Fi5cSHJyMv369SMmJobo6Gj7zz333ANgX3vhSs8//3yWbf7+/iQmJvLNN99gs2WfbDt37hxr1qyhbdu2WZKfw4YNw8vLiy+//DLLeU888YQ9uQ3g5eVF48aN7bPRr9yeKSkpiZiYGGJjY7nzzjuJi4tj7969V3m0shcXl7Hm3fWu15yXWIYOHZol6T1v3jw8PDx46KGHHJ6f6OhoOnfuTHx8POvWrct1PKZpEh8fT3R0NCVKlKBy5cr8/vvvWY4PCQlxSG5DRjkQwOFxz3y+XnzxRYdjGzdufF0jqoYOHcq3337LPffcw9GjR5kyZQp9+/alfPnydOrUiXPnLq9bOH/+fEzTpG/fvlkek44dO2Kz2Vi2bJlD+8WKFcu2FHnXrl3x9PTMUnY8szx+r169rhr3xx9/DMDbb7+dZQ0QwzDsyfG8xJzp0KFDOf6UKVMGq2mSntepPSL/Ue+FNqODXxh37P+aE2mXZ6yFu/ryRHAN+h1dyYqEE2xLimHM6Q1sTDzHoKDbrtluWVdv2viEMjN691WPq+zmz8PFKvLyqT9o4V2aNRdPEp2ezBcXDlLPMwhvy/UNxipo6QaccrGSnvN4HxGRfJHuZHDK20K6U9HrcNIwOUgim4hnhLmfbSQwxAjjDCm4GRb8/jFvIBhXTpspObR2/SrjxcNGKV42D9CCYqzhPNGk8QVnqGf44Y1Tvt2XyL9dUe5rROTfw8lIx9s4jlPyPkjYDAdeyighXvYJxwNL3AdOnnByfu4azkxuu5fNWJP7amtqB7QA76pwfDIEREL0D2BLhDMLM26LyC3PyUjH29sbJ6e8/T6flJSEu7t7vsXz119/8eOPP9K3b1+H7aVLl+bbb7/l2LFjfPvttxQvXpzHH3+cKVOm8Nprr+Hj48PevXvZv38/U6dOdTjXw8ODxETHiST5KdczuOPi4njooYeIjIzMkhC50tixY/n111/54osv8Pb2zpcgRf5roqKieOSRRzAMAw8PDypWrOiwlnHmOgeZyezsnDlzxuF2UFAQAQEBWY4bMWIEv/76K/fffz8BAQE0bdqU1q1b8/DDD9tH+Bw6dAiAGjVqZDnf09OTiIgIDh48mGVfdrNaAwMDiYmJcdgWHR3Nyy+/zJIlSzh16lSWc2Jjrz3z7p/8/PwAsqwPfi15iSW7kt67d+8mKSmJ0qVL53hf/3yOsvPLL78wevRofvvtN5KSkhz2lS9fPsvxOT3mgMPjfvDgQYoXL05wcHCW46tXr55j0jY7HTp0oEOHDthsNvbu3cuqVav44IMP+Prrr+nRo4d9sEXm67ZWrVo5tvXPxyQiIiLbD3kfHx/uv/9+5s+fz/HjxylTpgyJiYl88cUXNGvWLEvp9n/at28fAQEBWWaZ/1NeYs4tiwFOGFiV5BbJlfdCm9HZvzxt9n/NkVTHLwI8LRm/0tr+8X6yYsNylWoOmaICq3A2PYmlcVcfVTq5bAuePfEbl2zpOBkGLkbGWNHMf51ycV83k5MJPjYLCRYb1n9XaCJSxDjZTHxSIcEVrJai3eFYADcsbCSeVNNGawJZTMbvg5XwJMzwYL15Id/ub7JRjWfNvVzCihMGLmQ8vpn/OlG0H2+RK/2X+hoRKTw204lUvHHlIhbDmrHRsGSUFr9SSBSc+zZjrexryUxue1aADe0h7SrfdVrcoMpE2BEF2MBwgszPe8Pl79sicquzmU6kJifj6uqap1ncxYsX5/z5y0vllSxZkj/+cKw0lfm9dcmSJa/Z3qxZswgMDHSo3p2dcePG0a5dO+rVq0f//v157bXXcHFx4b777mPFihUMGXK5OkVsbOw1v6e/EblOcP/vf//jt99+Y968eVc9rn///kyYMIEPPvgg29miInJtERER3HHHHTnuz5xpPWPGDMLCwrI95sryFECOZbojIiLYuXMnq1atYvny5axZs4Zhw4bx0ksvsXTpUiIj8z4qMDejj0zTpH379mzfvp0hQ4bQoEEDAgICcHJyYunSpbz77rs5ziy/Gm9vb8qVK8fevXtJTEzMVZnyvMaSXds2mw0/Pz8WLsy5XG316tWvGs/GjRtp06YN4eHhjB07lvDwcDw9PTEMg6eeeopLl7Kut3e1x9w0CzaRarFYqFq1KlWrViUqKorq1avz008/8ddffxEaGmp/7L799luHmf1X+meC/mrPW1RUFPPmzWPevHm8+OKLLF682L7me37JS8y55YIFF8NComnNc3wi/xXvl2lO94CK3HfoexKsqZRw9gAgzppKsmllT/IF9idfYHKZFjx3Yh0x6cl08i/PHT5l6HRwqb2dnyrcy5K4w3x4bod9mwH0KlaFeTF7rzrgpG9gVc6lJ/Ht30nw3y6e5uVS9WnoWYI7/cqyMymWOGtqwTwAeeRmGlRIdWGXWyqJKlMuIgXIzQoVLtjYFWghsQiVDh5rVOQHM5pjJOGDM92NUrSgGHebG4knnY/4i7eMypw304gnnfeMKqwzz/M7cfY2dhhNGWHu5yvOAhCAC2VxJ4SM3y0rkVGx6TQpnMHxc6QvoZwjlW/JqIr0Gxd4mQga4sedRnF2mhezrAEuUpQV1b5GRP5dzAqvcensfpxSf8Xi4gIlu2XMmt507+WDPMIhoBls7pR9I022wv6X4NzXfye3PwXfOrC5S0aC2vXvMsJpsWCmOZ5b/sWMGdsJWzNuX1gHFcfDyblQdlDGbRG55Vlx5cKFCwQGBuYpwV2nTh17lVLIqMw6duxYzp49a5/U9vPPP+Pr60u1atWu2pZpmsyaNYuePXtedanY3bt388knn7Bly5aMa7BaSUvL6MPS0tKwWh2/596xYwcPPPDAdV9bbuU6wb148WK6devmMIs0O8HBwXTv3p0vv/xSCW6RApI5YzggIOCqifDccnFxoW3btvZS1tu2baN+/fq8/PLLrFq1yp7A27lzZ5Zzk5KSOHToEBUqVMjTfW/fvp1Nmzbx0ksvMXr0aId9P//8c57azPTggw/y5ptvMnv2bB5//PGbGkulSpXYs2cPderUsc+gvl7z588nPT2d77//PksSNSYm5oZKkERERLB3716HD7xM2T3P18vDw4M6depw+PBhTpw4QWhoKJUqVeKHH36gVKlS1K1b94bvo1WrVoSFhTFnzhxefPFFZs+ejZeXFw8++OA1z61UqRK7d+/m6NGjOQ4SyTwuP2MWkbzJLDO+olJnh+19jqxgbuxe0rFx78GljAtpxJKIu/C2uHAgJY7eR1fwffwx+/Hhbr4Ud3bsO+/wCSXMzYdZMXvISbCzB8NL1qX5vsX2bX8mnuXdM1v5usLdnE1Pos+RFflwpSIi8m8ShCuzjBqUwo040tjORe42N7KMjMpIQ8292AxYYNTGDYOfiOEJc5dDG1UMb/zMy1+93EsQH1kuV8b61JJRKWi0eYDR5uWqWMG4MtwIp7l5eVmiP4njXfMoXxt1OUsqfczLA7ZEREQkfxiuxfGv2Q2LezFIj4OEHRnJ7djllw8qHQXJJyAmhwqIXpXBOaO6JG6lM9bQBmj8p+NxG9rB+V+uOK8alLwf1t1+eduZRRkJ9vrLIXEfbL/6snwi8t/Qvn17hg8fzvnz5wkICKBdu3ZUq1aNRx99lAkTJnD69GlGjhzJ4MGD7RO3/vjjD3r27Mny5csdKs+uWLGCw4cP069fvxzvzzRNHnvsMd599137sqpNmzZl+vTpVKpUiblz5zosnXrkyBFOnDiRL/mrnOR6WMCePXuoX79+ro6tW7euvayriOS/rl274u7uzqhRo7h48WKW/UlJSSQkXGUdlytcuUZypqpVq+Ll5WUvaR0UFETz5s358ccfs5S5ePvtt7l48SL3339/Hq7k8ozjf84uPnnyJDNmzMhTm5meffZZQkJCeP7551m1alW2x+zZs4exY8fmeyw9e/YE4Lnnnst25nRuylrnFM+UKVPyXBY703333QdklBS50rp161i+fHl2p2SRnJzMihXZJ3TOnj3L2rVrcXZ2pmLFigA8+uijAAwfPtw+sutKcXFxpKTkfr3CzLW29+3bx+eff86KFSt44IEHcrU8Ro8ePYCMNeT/ObIMLj/m+R2ziOSN86bJ2f7Mjd1rP+ZAShxdD/9I6e1z8Ns6g3p7vmB+7D6HdirsnM/oUxsctv2c8BfOmyazPyWOnJxNT6LCzvmcSnNcN+i10xspsW0WNXZ9xp+JZ/PhSkVE5N/kMXMnFcxf8DJ/JsRcRXtzgz25DZCCjSfN3QSbK/Azl/OguSXLLGxn24/M5aT99lxO4mz7McvPlcltgLOkUsH8hVM4/q75GgcpYa6khrmWP8n5s0tERETyxrrrSc6tvp/0ZSVhdVnYdLdjchvgwMvwa0XIqQrYz+5w6u9KuMlHM25n93Nlchvg0i5Ye1vGett2Jux5ClaVgD+aQ9Kh/LpUEbmF1ahRg7p167JgwQIgI5fw7bff4uTkROPGjenRowc9e/Z0mMiXmJjI3r17s3zPPXPmTJo0aUKVKlVyvL9p06ZRokQJh2VzR40aRXJyMg0bNqRChQoMHjzYvu/TTz+lXbt2V51cdqNyPYP7ekvb5qWksIjkTunSpZk6dSp9+vShcuXK9OrVi/DwcGJjY9mzZw+LFi1iyZIltGzZ8ppttW/fHh8fHyIjIylbtiyJiYl89tlnXLhwgZEjR9qPmzRpEpGRkbRu3ZpBgwYRHh7Or7/+yieffEKtWrX4v//7vzxdS5UqVbjtttuYMGECFy9epHr16hw+fJipU6cSERGRp/W3MwUFBbF06VI6duxI69atufvuu2nVqhWBgYFER0fzyy+/sHTpUnuZjPyM5f7776d///5Mnz6drVu30rlzZ0qWLMnJkyfZuHEjS5cuzTZheqX77ruPd955h7vuuovHHnsMT09Pfv31V3788UciIiJIT897OcJevXoxc+ZM3nvvPY4fP06bNm04duwYH3zwAXXq1GHTpk3XbCM5OZk2bdpQpUoV7rrrLipXrozFYuHgwYPMmzePM2fOMGrUKIoVKwZA/fr1ee211xg5ciS33XYb3bt3JzQ0lLNnz7J9+3a++uordu3adc11sf95HWPGjOGxxx7DZrMRFRWVq/MeeOABHnnkEebPn8/tt9/OfffdR3BwMIcPH+aLL77gzz//xN/fv0BiFhERERERERERERG5ES+//DLPPvss/fv3x2KxEBYWxtKlS3M8vmXLltnmej/55JNr3teAAQMYMGCAw7bg4GCWLctaySI1NZUpU6bkqt0bkesEd9myZdm4cWOujt24cSNly5bNc1Aicm09e/akcuXKvPXWW3z00UfExsZSrFgxwsPDGTZsGDVr1sxVO48//jgLFy5k5syZxMTE4OfnR9WqVfn888/p2rWr/bjatWvz+++/M2rUKGbPnk1cXBwhISH83//9Hy+//HKu1rjOjpOTE9999x3PP/88n3zyCfHx8VSuXJkJEyZgsVhueD3lWrVqsX37dqZOncqSJUt47bXXuHjxIv7+/tSuXZsPPviAXr16FUgs06ZNo1WrVkybNo233nqLpKQkSpQowW233cb7779/zfMbN27MkiVLGD16NK+88gpubm40a9aMNWvW8Pjjj3PkyJG8PCQAODs788MPPzBixAi++OILvvvuO6pWrcpHH33Ezp07c5Xg9vHxYfbs2fz8888sXbqUmTNnkpiYSGBgIPXq1ePDDz+kUyfHtYhGjBhB/fr1mTRpEv/73/+Ij48nKCiIypUr89prr1GyZMnruo7w8HAiIyNZvXo15cuXp0WLFrk+d968eURGRjJjxgzGjRuHYRiUKVOGe+65x+H1nN8xZ7IBNi2JKyIFyAYkGSYadioiBc1mQJJzxr8iIgVFfY2I3BwmzkYyOc7OFhHJFybOzrlO0WarQ4cO7N+/nxMnTlCmTJl8iuvGHTt2jBdffJGmTZsW6P0YZi6nZg8bNozJkyezZcsWe7nZ7Ozfv5/atWszaNAg3nrrrXwLVEREpKgIDw/ncEIslgk5r2uSF0atiHxtT0REhNrhhR2BiIhIjvZPurewQ7ArXz3XK0GKiIiIQNvkwo7glpbr37yee+45PD09adGiBZ9//nmW0rjp6el8/vnntGrVCk9PT5599tl8D1ZERERERERERERERERERP67cp3gDg4OZunSpVgsFh5++GH8/f2pW7cuLVq0oG7duvj7+/Pwww9jmibfffcdJUqUKMi4RUREbmmuhgUPnAo7DBEpwjxsBnWS3PBQHU8RKWAeaSZ1zljxSFMpTxEpOOprRORmSDM9OGOtTZrpUdihiEgRlmZ6cObMGdLS0go7lFvWdRV4b9CgATt37mTKlCl888037N69m/j4eHx9falVqxb33nsvAwcOxN/fv4DCFRERKRoMwDDQkk4iUmAMwOnvf0VECpIBOJnqb0SkYKmvEZGbxTS15ICIFLxcriAtObjuFcz9/Px4/vnnef755wsiHhERERERERERERERERERkWxpKJKIiIiIiIiIiIiIiIiIiNwSlOAWEREREREREREREREREZFbwnWXKBcREZEbl4oNq2kt7DBEpAhLNkx2uaWSbGhNJxEpWMnOsCvQQrK+YRCRAqS+RkRuBmeSCXTajTPJhR2KiBRhziQTGBiIs7N+sckrPXIiIiKFwDTBVthBiEiRZjMgUcltEbkJbIZBokthRyEiRZ36GhG5GQzDxIWkwg5DRIo4wzBxcdEvNjdCJcpFREQKgbNh4KqPYREpQK42KJvqjKtG04hIAXO1mpSNt+Fq1aAaESk46mtE5Gawmi7E28pgNZV4EpGCYzVdiI+Px2pVhc+80jfrIiIihcAJA2fDKOwwRKQIc8Yg2OqEM+prRKRgOdsgONHEWQNqRKQAqa8RkZvBhjOJtiBsKn4rIgXIhjOJiYnYbPrFJq9y1UvPnTs3T4337NkzT+eJiIiIiIiIiIiIiIiIiIj8U64S3FFRUdfdsGEYSnCLiIiIiIiIiIiIiIiIiEi+yVWC+/DhwwUdh4iIiIiIiIiIiIiIiIiIyFXlKsEdFhZW0HGIiIj8p1gxwdQaKyJScNIMkzPOVtIMs7BDEZEiLs0CZ7wM0iyFHYmIFGXqa0TkZrCQjqflLBbSCzsUESnCLKTj6emJxaJfbPIqVwluERERyV/ppokNJZ1EpOCkGXDcRV/KiEjBS3MyOO5jFHYYIlLEqa8RkZvByUjD1/irsMMQkSLOyUjD19e3sMO4pRmmaebp2/XTp08zc+ZMNm3aRFxcHDab4yw0wzBYvnx5vgQpIiJSlISHh2OaJgcPHtQoPREpMDabjfT0dJydndXXiEiBUn8jIjeD+hoRuRnU14jIzaC+5sblaQb3tm3baNmyJUlJSVSuXJnt27dTrVo1Lly4wIkTJ4iIiKBMmTL5HauIiEiRYbPZsFqt+gVGRAqM1WolNjaWwMBA9TUiUqDU34jIzaC+RkRuBvU1InIzqK+5cXl61F544QW8vb3Zu3cvy5YtwzRN3nvvPY4fP87nn3/O+fPnef311/M7VhERERERERERERERERER+Q/LU4J77dq1DBgwgLJly9pHFmSWKH/wwQd55JFHePbZZ/MvShERERERERERERERERER+c/LU4LbZrNRokQJAPz9/XFyciI2Nta+v0aNGmzcuDF/IhQRERERERERERERERERESGPCe7y5ctz+PDhjAYsFsqXL8+yZcvs+3/77Tf8/f3zJUAREREREckbreMkIjeL+hsRuRnU14jIzaC+RkRuBvU1NyZPj167du344osv7LcHDRrEjBkzuOOOO2jTpg1z5szh4YcfzrcgRUREihonJydcXFwKOwwRKcJcXFwIDg5WXyMiBU79jYjcDOprRORmUF8jIjeD+pobZ5imaV7vSefPn+fQoUPUrFkTFxcXTNNk7NixfPnllzg5OXHPPffw4osv4urqWhAxi4iI3NLCw8MBOHToUCFHIiIiIiIiIiIiIiJya8lTgltERETyLjw8HKvVyoEDBzRKT0QKTFpaGhcuXMDf3199jYgUKPU3InIzqK8RkZtBfY2I3Azqa26cCryLiIiIiBRRVqu1sEMQkf8I9TcicjOorxGRm0F9jYjcDOprboxzXk/cvXs3s2bN4tChQ5w/f55/TgQ3DIPly5ffcIAiIiIiIiIiIiIiIiIiIiKQxwT3vHnz6N27Ny4uLlSuXJmAgIAsx6jyuYiIiIiIiIiIiIiIiIiI5Kc8rcEdERFBsWLF+P777ylevHhBxCUiIlJkhYeHc/LiBVwm9CfRzP9SNEatiHxvU0RuPZ42g2opruxySyXRosGnIlJwCr2/qR1+8+9TRG66Pe8/xCX3qngl78bJTCzscP4VylfX6pMi+S3N9CDGWpVAp924GEmFHY6IFFFppgcxNXcTGBioNbjzKE+/BZ08eZI+ffoouS0iIpJHadhILoDktohIpmTDZJ9rGsmGktsiUrDU34jIzWAxk/FM2Y/FTC7sUESkCHMihQCn/TiRUtihiEgR5kQKAQEBODk5FXYot6w8lSivWbMmJ0+ezO9YRERE/jNs+v5XRAqYzYB4J1thhyEi/wHqb0TkZjCw4WyLL+wwRKSIsxg23Ego7DBEpIizGDbc3NwKO4xbWp5mcL/zzjvMnDmT3377Lb/jERER+U9wMgxcMAo7DBEpwlxMCElzwkUDakSkgKm/EZGbwWa4kOwSgs1QGU8RKThW04UEWymspvoaESk4VtOFhIQErFZV+MyrPM3gfuONN/Dz86N58+ZUq1aNsmXLZplGbxgGX331Vb4EKSIiUtQ4Y+BiWEhTmXIRKSAupkFIujMXnGykqWywiBQg9TcicjOYuJDqXAqX9AtAWmGHIyJFlA1nLtlK4e50ASf1NSJSQGw4c+nSJdzd3VWmPI/ylODetm0bhmFQtmxZLl68yK5du7IcYxialSYiIiIiIiIiIiIiIiIiIvknTwnuI0eO5HMYIiIiIiIiIiIiIiIiIiIiV5enNbhFRERERERERERERERERERutjzN4M60evVqvvvuO44ePQpAWFgYHTp0oEWLFvkSnIiISFFlxcQwtUaliBScdCDGyUZ6YQciIkWe+hsRuRkM0nG2xmKotxGRAmRgxd1yHgNrYYciIkWYgRV3d3ct93wD8pTgTk1NpXv37ixZsgTTNPH39wfgwoULvP3223Tp0oVPP/0UFxeX/IxVRESkyEg3TWzYCjsMESnCUi0mh13TCjsMEfkPUH8jIjeDxUzFM/VwYYchIkWcs5GKv6G+RkQKlrORas+tSt7kqUT5q6++yuLFixk6dCinTp0iNjaW2NhYTp8+zbBhw1i0aBGjR4/O71hFRESKDOPvHxGRgmKY4GYzMFQsQkQKmPobEbkZTAxshhum/pISkQJkmgbpphumqb5GRAqOaRqkp6djqsJnnuUpwf3JJ5/Qq1cvJkyYQIkSJezbg4ODeeONN+jZsyfz5s3LtyBFRESKGlfDgofhVNhhiEgR5mEa1EhxxUNfzIhIAVN/IyI3g83w4KL7bdgMj8IORUSKsHTcibZWJx33wg5FRIqwdNyJjo4mPV1Lr+RVnhLcp06domHDhjnub9iwIadPn85zUCIiIiIiIiIiIiIiIiIiIv+UpwR3aGgoq1atynH/6tWrCQ0NzWtMIiIiIiIiIiIiIiIiIiIiWeQpwd2rVy8WLFjAwIED2bt3L1arFZvNxt69exk0aBBffPEFUVFR+RyqiIiIiIiIiIiIiIiIiIj8lznn5aQXX3yRgwcPMm3aNKZPn47FkpEnt9lsmKZJr169ePHFF/M1UBERERERERERERERERER+W8zTNM083rytm3bWLp0KUePHgUgLCyMu+++m5o1a+ZbgCIiIkVNeHg4hxNisUzoVyDtG7UiCqRdERERkX+l2uGFHYGI3AT7J91b2CH865SvnqfinCIiIvJv0Da5sCO4peVpBnemmjVrKpktIiIiIiIiIiIiIiIiIiI3hYb5SaFatWoVhmEwe/bswg6lyPqvP8blypWjZcuWhR1GvomKisIwjMIOo0DdKq/Zli1bUq5cuTyf72JYcNfHsIgUIHebQZUUV9xtRftzQ0QKn/obEbkZrIY7l9yqYDXcCzsUESnC0k03YqyVSTfdCjsUESnC0k03YmJiSE9Pz3MbMTExBAcHc+TIkfwLLB/s2rWL0NBQLl26VKD3k6tv1i0WC87OzqSmptpvOzk5XfXH2fmGJodLPspMFuX0829PImWaPXt2lth9fHy4/fbb+d///ofVai3sEAvNqlWrGDVqFBcuXCjsUG5pKSkpfPjhhzRs2JDg4GDc3d0pU6YMrVu35uWXXyYlJaWwQ/zXyOn92KBBAyZNmlTo78eJEyf+6/s2C2Ap4oMVRKRwWQBvm5GrX/ifK1GH9LqDeDu0qX2bm+HEpDLNOVOzNxdq9WNB+fYEO3tcs60q7v4sDr+LmFp9iKvVj3WV76eMi7d9/1ulm3C2Zm8O3/Yo3QMqOpx7v384SyLuyu0lisi/xPX0N/Lf1JwAlhh1OGa0IN3Sno4EO+xPt7TP9mco5XJs84ARme05k4yq9mPeMipz1mjNYSOS7pRyOP9+SrDEqJOv1ykFzYLV4oXm64hIQTKxkGZ6YV5vXxPaHxr9Ca3OZvw0WAWB7S7vr/dTRjniK3+qvp9ze4YzVHgNGm2A1jEQeQiqzwS3Kz7PDFeo/lHG/TXZDsVaO7YR9gxUfuf6rkNEbgoTC2lpadzAKtKMHTuWTp062SdhHTt2jA4dOuDp6UlwcDDPPvvsNRPo5cqVy/I9/+uvv27ff+TIESIjI/Hy8iIyMjJLMv2ee+7hyy+/dNhWrVo1GjVqxDvvFGz/k6ss9Msvv4xhGPakdeZtubU88MADdOrUKcv2Jk2aFEI0eTdo0CCaNGmCaZqcOHGCWbNmMWTIEHbs2MGUKVMKO7xCsWrVKl599VWioqLw9/d32BcZGUlSUhIuLi6FE9wtwmq1cscdd/Drr7/StGlTnn32WQICAjh+/DibNm1iwoQJPPnkk7i5Fe7ozenTp/+rXudXvh9PnTrFnDlzeOqpp9i1a1ehxjlx4kTKlStHVFRUocUgInKrqO8ZRP/i1diaGO2w/e3QptztV5Zuh34izprCpDLNWRjensh9S3JsK9zVl9WVujArZjevnvqTeGsq1TyKkWxmDHy6xy+MbsUqcteBb6ng5seMsFb8FH+cGGsyvhZXxoQ0pP3+bwryckVEpBB44cQ2EphlnuDLbJLKpW0rHW7fSXGmG7exiDM5ttnIXIeTefm7qdvw5kdLA740TwNwD0F0oxR3mRuogCczjNv4yYwmhjR8cWaMUZH25oZ8ukIREfnPSz4BB0ZC4gHAgFKPQu2FsL4hXNqdccxfM+Hg6MvnWBNzbs/JE3zrwOHxkLANXAKg8lsZbf7+98Dk0L4Zx/zRAoq3hxqzYXXZjH3u5aB0H/j91vruX0RyJzExkZkzZ/Ljjz8CGfmNDh06ULJkSX777TdOnTpFz549cXFxYdy4cVdta/To0fTv399+28fHx/7/oUOHUrp0aWbOnMnIkSMZNmwYCxcuBODzzz/HYrFw//33Z2mzd+/e9O/fn+HDhxfYhOhctTpq1Kir3pZbQ61atejRo0dhh3HDmjRp4nAdgwYNolq1akybNo3Ro0cTHByc7Xnx8fH4+vrerDDzxGq1kpKSgqenZ761abFYcHdX+a5rWbJkCb/++itdunRh0aJFWfbHxMTk++snISHB4cMiN1xcXP5VgxX++X58/PHHqVKlCtOnT2fMmDEEBQUVYnQiInItXhZn5pa7g4HHVvFiyXr27b4WV/oEVqHHkWWsvHgCgL5HV7Kzencaepbg98TsEw5jQm7n+7ijvHBivX3bodR4+/+ruAewOuEEGxPPsTHxHO+ENqW8mw8xicm8XroRU6N3cjztYgFdrYiIFJYfiOYHMzrH/WdIdbjd0QhmFbEcJinHc6JJc7j9nBHMATOR1ZwHoAperCaWjcSzkXjeoQrl8SCGNF43KjHVPM5xkm/gqkRERK4QvdTx9sFXoEx/8LsiwW1NhNScB285SI+HTR0ct+15BhquBfcykHwcvKrAuW8z2k86DJVeB5fikBYNVSfB/hFgTbjxaxORf52lS5fi5uZGo0aNAPjpp5/YtWsXy5Yto0SJEtSuXZsxY8bw/PPPM2rUKFxdXXNsy8fHh5IlS2a7b/fu3bzzzjtUrFiRqKgohg0bBsCFCxcYOXIkK1asyPa8tm3bEhsby+rVq2nTps0NXm328lTTZ/To0ezYsSPH/Tt37mT06NE57pd/rxMnTtCvXz9Kly6Nq6sroaGhPPbYY5w6dSrLscnJybz66qtUqVIFd3d3ihUrxr333suGDdmPgJ40aRKVK1fGzc2N8uXLM2bMmBtaXyCTn58fjRs3xjRNDh48CFxed3nbtm106NCBgIAA/Pz87OecOXOGIUOGUK5cOVxdXSlRogQ9evTIUl4hswzzsmXLeO211yhfvjxubm5UrlyZ99/PWkLmjz/+oE+fPlSuXBkvLy+8vLxo0KABs2bNynLsqFGjMAyDXbt28dxzzxEWFoabmxsLFiwAMjqk7t27ExERgYeHB76+vkRGRvLNN46zmlq2bMmrr74KQPny5e1lJDIHouS0nvH1PH+GYRAVFcUff/xB69at8fb2xt/fn27dunH27NmrP0F/O3nyJMOGDaNu3boUK1YMNzc3KlWqxIgRI0hKcvzS4sqY582bR82aNXF3d6d06dK8+OKL2Za/3rhxI3fccQdeXl4EBARw//33X9faE/v37wegdevW2e4PDAzMklhOSEhgxIgR9td1sWLF6Ny5M9u2bcvxeqZOnWq/niFDhjBy5EgMw2Dt2rXZ3m/FihUJCwvDZrMB2a/BnbktPj6eIUOGUKpUKdzc3Khbt659BNeVTNPk3XffpWLFiri5uREREcH48eNZvnz5DS9b4O3tTaNGjbDZbPb3Y6bcvu+yY7PZGDduHC1btqRUqVK4urpSunRpevXqxbFjx+zHHTlyBMMwOHr0KKtXr3YorXLl/Rw8eJCoqChCQkLsfd3jjz9OdHTWL90OHDhAly5d8PPzw8fHh3bt2rF169Y8P0YiIv8m75eJ5Pu4oyxPOOGwvZ5nEK4WJ5Yn/GXftjflAkdTEmjkXSLbtgzgbr8w9qfEsbRCB07WiOK3yvfR0a+c/ZhtiTHU8wzG38mVuh7F8bA4cyAljqZeJanjGcT7Z7cXxGWKiMgtJBhX7iaIj8wT1z74by4YPEIpZpuXP7e2kUA9/PDHmbr44oETB0ikKf7UwZf3OVoQ4YuIiAAWKPEgOHlB3OXBv5TqBi3+gsYbocIYsFx7CSgHzn5g2iDtQsbthO3g3xQs7hDYFlJOZiS3S3YDWzKc+zrfrkhE/l3WrFlDvXqXJyqsW7eOGjVqUKLE5e9s2rdvT3x8PDt37rxqW6+//jqBgYHUqVOHN9980yFvV6tWLZYtW4bNZuOnn36iZs2aADz77LMMHjyYMmXKZNumq6srtWvXZs2aNTdymVeVp3nho0aNokKFCtx2223Z7t+xYwevvvoqL7/88g0FJ/krMTExS/LGxcXFnvg9ceIEDRo04OzZs/Tr149atWqxdetWpk+fzg8//MCff/5pf3NYrVbuvvtuVq5cyd13380TTzzB6dOnmTx5Ms2aNeP777+nVatW9vt54YUXeOONN6hXrx7jxo0jJSWFmTNn8tVXX93wdZmmaU9OXjlb9Pjx47Ro0YIuXbowfvx4Tp8+bd/epEkTLl68SN++falUqRInTpxg8uTJ/PTTT2zYsIGyZcs63McLL7xAXFwc/fv3x83NjU8//ZQnn3ySM2fO8Nprr9mPW7x4MTt27OCBBx4gLCyMuLg4FixYQJ8+fTh37hzPPfdclvgfeeQRnJ2dGTx4MN7e3lSuXBnISK6fOXOGHj16EBoayrlz55gzZw4dO3bks88+46GHHgJgxIgRFCtWjMWLF/Puu+9SvHhxAHtHk53rff4Atm7dyl133UXPnj156KGH2LhxIzNmzODChQv88MMP13yetm3bxsKFC+ncuTN9+vTBNE1WrVrF+PHj2bx5M0uXLs1yztSpU+2DLoKCgli0aBHjx4/H19eXF154wX7cpk2biIyMxMnJiSFDhlCmTBl++uknWrZsyaVLl64ZG0BERAQAX3zxBY888ggBAQFXPT4+Pp5mzZpx4MABevXqRa1atTh//jzTp0+ncePGrFmzhrp16zqc895773HmzBn69+9PaGgoPj4+1K9fn7FjxzJ79myaNm3qcPyvv/7KgQMHGDlyJBbLtccjtW/fHn9/f4YPH05iYiITJ06kY8eO7N+/3+E1/dxzz/HWW29x++23M2jQIFJSUpg1axaLFy/O1WN1LZmJ7cDAQPu2vLzvrpSamsobb7zBfffdR4cOHfDz82Pbtm189NFHLF++nG3btlGsWDGCgoKYN28ezzzzDMWLF2fEiBH2NjL7hy1bttCyZUs8PT3p06cPYWFh7N+/n8mTJ7N8+XL++OMPe7+YGfeFCxcYOHAgVatWZf369bRs2dLh+rITHh6e477jx49jC/DGZtqu/YCKiORRimFyyCWNFCP79Zy6BlSgjmdxGu35Msu+Ei6epNisxFkdZ9SdTU+kpHP2lWaCnT3wcXLluRJ1ePnUHww/sZ72vmVZGH4nd+z/il8unuKnhON8cn4f6ys/QJKZTu8jK7hkS+d/ZSPpe2QFA4OqMzioBjHpSQw8tppdyedv/IEQkQJ3rf5G5Hr0JIQErCy+Snnyf+pEMP44M4eT9m0/EcMnnGS90ZgkrPQ2t3MJK/8zqtHX3MFAyjLYKEsMqQw0d7KL3P3tKIXHYqbgnnoYi5lS2KGISBHmRCp+liM4/aO6SK54V4cGqzMSztaLsLUrXNqTse/055B8FFJOgXcNqPgaeFaEbd1y17bFLeOc0wsuz8o+ORt8boMmWyA1Grb1AOcAiHgZNrSDiFFQ8kFIPAS7BmQkwEXkX8GJVPz8/HBycsrT+UePHiUkJMR++/Tp0w7JbcB+OzM3lp0nn3zSPinxt99+Y/jw4Zw6dcq+fvZbb73FgAEDKFeuHDVr1mTq1Kn88ssvbNmyhTfeeIOuXbuyYcMG2rVrx6RJkxxmioeEhHD0aMENKi2QwuexsbFXne4uhWP8+PGMHz/eYVu9evXsM3YzX7jz58/n4Ycfth/TpEkTevXqxYgRI5gxYwYAc+bMYeXKlfTv359p06bZj+3Zsyc1a9ZkwIAB7NmzB4vFwoEDB3jzzTe5/fbb+eWXX+xrGA8cODDHQRJXc/HiRaKjo+1rcE+aNIlt27bRpEkTKlSoYD/u0KFDTJ48mYEDBzqc/+STT3Lp0iU2btzokIDq3bs3NWrU4JVXXsky4/rMmTNs377dvr71E088QWRkJOPHj6d379725OjIkSOzPMZDhw6lZcuWjBs3jmeeeSbLLGBvb29WrFiRZfv06dPx8vJy2Pb0009Tu3ZtRo8ebU9wt23blrVr17J48WI6d+5MuXLlrvkYXs/zl2nr1q38+uuvDmu2WywWpk6dyr59+6hUqdJV77NFixYcOnTIoc3MGcxjx47lzz//pEGDBg7nHDlyhF27dtmTzQMGDOC2225j0qRJDgnup59+muTkZP744w/7qKXBgwczcOBApk6des3HA6BTp07UrVuXX375hdDQUJo0aULDhg1p1KgRrVu3zlI2/pVXXmHPnj2sWbOGhg0b2rcPGjSIGjVqMHToUFaudFxH7siRI+zevTtLuY9mzZqxYMECJk2ahIfH5ZGbmTOpc7uOdOYHTKaWLVvSuHFjpkyZYl9nY9++fbz99ts0bdqUlStX2l93jz/+ODVq1MjV/VzpyvfjqVOn+OCDD9iyZQuNGjWiYsWK9uPy8r67kpubG6dOncryPHTu3Jm2bdsyc+ZMnn32Wby8vOjRowcjR460zxD/p969e1OsWDE2bNhAsWLF7NsfeOABmjRpwsSJE3nllVeAjAEk586ds7+/IOM5fv311xk+fDhhYWHX/ZhlspkmoC+BRaTgWA2Idc5+IE2oixfvhjblzgPfkGJmrYySF5a/K4x8HXeE985mVDPZmhRDY6+SPFa8Or9czKgINPrUBkafulwx5qWS9VkR/xdp2HixZD1q7/6cDr5hzCrXhoZ7FuZLbCJSsK7W34hcryijNJ9wkhRy/5rqY4TyA9GcwjHxOdo8yGguV5Z6iQhWEJPxmWOEU9tcSweCmGXUoKG5/p/Nyr+MgRVXa2xhhyEiRZzFsOJh5LGvubQP1t+eMdO6xH1QfQZsaJuR5D4x8/JxF3dCymmo/wN4hEPSoau3azhDzfmAAbuHXN5upsOepx2PrTYNjn0AvrUg+F5Y1wDKDYXKb8O27nm7LhHJdxbD6pALuF5JSUn5sjTt//3f/9n/X7NmTVxdXRkwYADjx4/Hzc2N0qVL8+2339qPSUlJoX379syZM4fXXnsNHx8f9u7dy5133snUqVMZMuRyH+Xh4UFiYuINx5iTXJco/+WXXxg9erS99PiiRYvst6/8+b//+z9ee+21PCVKpGBFRUXx888/O/x8+OGHQEb53yVLllC5cmWH5DbAo48+SkREBIsWLcI0M5IxX36ZMdMnszR2pkqVKvHwww+zf/9+tm/PKDG5ePFibDYbw4YNsye3AYoVK8bgwYOv+zoGDRpEUFAQwcHB1KlTh7lz59KlS5css0+LFStG//79HbbFxcXx9ddfc/fdd+Pr60t0dLT9J7O0cnYlnR9//HF7chsykm1Dhw61P26ZrkxIJyUlERMTQ2xsLHfeeSdxcXHs3bs3S9tDhw7Ndk3lK9u6dOkSMTExJCYm0rp1a3bt2kVCQt7XT7me5y9T48aNHZLbkJFch4yk6bV4eHjYk9tpaWnExsYSHR1tb+P333/Pck6fPn0cZlJbLBbatGnDqVOnuHgxY33Oc+fOsWbNGu68806HkhwAL7300jXjyuTq6srq1asZP348lStXZsWKFYwdO5Z7772XkiVL8vbbb9uPNU2Tjz/+mMaNGxMREeHwOkpPT6ddu3asWbMmS+n1Xr16ZbuWRVRUFPHx8Q5rfycmJvLFF1/QvHlz+wCKa8lc/yJTo0aN8Pb2dnh+lixZgmmaWQZb+Pn5MWjQoFzdz5WufD/WqlWLadOm8dBDD/H115dLIOX1fXclwzDsyW2bzcaFCxeIjo6mdu3a+Pn5Zfv6yc6OHTvYsmUL3bp1w2azOcQSHh5OhQoV7LFkvr+rVatmT25nevrpp/H29r7qfR06dCjHnzJlyuBkGDhjXLUNEZEb4WxCULoTztmMpanrGUQJF0/+rPIgyXUGkFxnAC18SjMkqAbJdQZwNj0RN4sTfk6Og1aDnT05nZ79HyfR6cmkmVZ2Jzt+GbQn+TxlXbPvMyu7+fNwsYq8fOoPWniXZs3Fk0SnJ/PFhYPU8wzC25L1dyQR+fe5Wn8jcj2a4U8Vw/u6ypOXxZ02BDLzivLk2amMFw8bpXjZPEALirGG80STxhecoZ7hhzd5mz0jN48NZ1Kdg7AVzHwdEREAbKYTibYgbGYePhfMtIxkdcJmOPBSRgnxsk9kf2zcHxn/euZcARC4nNx2L5uxJvfV1tQOaAHeVeH4ZAiIhOgfwJYIZxZm3BaRfw2b6URiYqJ9adLrVbx4cc6fv1z1rmTJkpw541gBKfN2TutrZ6dhw4akp6fnuKzouHHjaNeuHfXq1WPVqlXcf//9uLi4cN9997Fq1SqHY2NjYx2qLue3XP9GuHLlSnsyzDAMFi1a5JCMuVK1atWyXZ9YCldERAR33HFHtvvOnTtHQkJCtjOqDcOgevXqfP3115w/f55ixYpx6NAhAgMDKVWqVJbjMwc3HDx4kFq1atnLFVerVi3LsdWrV7/u63jhhRdo06YNhmHYS3pfmXzOFBERkaW8w759+7DZbMyfP5/58+dn2352paCziz1z24EDB+zboqOjefnll1myZEm265bHxmYd/ZfTzOcjR47w0ksvsXTp0mzPO3/+PD4+Ptmeey3X8/xlyq7ccmaJ5piYmGvep9Vq5a233mL27Nn25+FK2V3jte7T29v7qq+v0qVLO6y9fi3e3t688MILvPDCC1y6dIkNGzawdOlSPvjgA4YNG0ZISAjdu3e3J0R/+eWXq3bQ0dHRDmtQ5PRcd+3alSeffJLZs2fzyCOPABmDiOLj43M9extyfryufH4OHcoYEVqlSpUsx1atWjXX95Up8/2YmppqL0ty8uRJh9FjeX3f/dOSJUuYMGECGzduJDXVsUxUdq+f7OzevRvIvqJFpszH8ezZsyQkJGT72nJ3dyciIoILFy7k6n6z44yBi2EhPZ9mToqI/JOraRCW5swli430f5QNXpFwglq7PnfYNiOsFXuTz/PmmS0cT71Iqs1Ka59QFl/I+Oyo5OZPmJsP6y9mXzI2zbSx4dI5Krn5O2yv6O7H0dSL2Z4zuWwLnj3xG5ds6TgZGf0iYP/XydBAIJFbwdX6G5Hr0dsIZYMZxzZyP6A7yijNWVJZSvRVj5tsVONZcy+XsOKEgcvfg00z/3XS4NN/PdNwJdmlLF7WSxmzFkVECoAVV+JtZXBxuoiFpGufcDWGJaO0eHZ8/v7eNSXn0sH25LZnBdjQHtKu8v2XxQ2qTIQdUYANDCfI/GwzXP6+LSL/FlZciY+Px8XFJVffjf9TnTp1+Pjjj+23GzduzNixYzl79izBwcEA/Pzzz/j6+mb7/XZOtmzZgsVisbdxpd27d/PJJ5+wZcuWjGuwWklLSwMyJjVarY7fc2cu51tQcp3gfu6553jiiScwTZPg4GCmTJnC/fff73BM5gy7/JgWL5KT6tWr55iov9I/SxkD9qRq165ds8zuvlGmadK+fXu2b9/OkCFDaNCgAQEBATg5ObF06VLefffdbEfjZBfnxYsXiYyMJC4ujqeeeoqaNWvi6+uLxWLho48+4tNPP83zyJ68utpaEJkz+69m2LBhTJw4kQceeIDnn3+e4OBgXF1dOXHiBFFRUdlez43e543w8vKiRYsWtGjRgtatW3PnnXcyc+ZMunfvbo81MjLyqrPE/5n8zu65BvDx8eH+++9n/vz5/PXXX4SGhjJnzhy8vLzo2rVrrmPO6fEqyMfqyvfj3XffTaNGjWjTpg2DBg2yf8Dmx/vuq6++okuXLtSvX5933nmHsmXL2ku4ZM7Gzo3M44YMGULHjh2zPeZGSsOIiNwqLtrS2PmPmdaJtjRirCn27R/F7OGt0k04n55MvDWV98o0Z93F0/yeeDnBvaNaN0ac+J2v4g4D8NaZLXxavi1rLp5i1cUTtPctyz1+5Wiz76ssMfQNrMq59CS+jctYj+m3i6d5uVR9GnqW4E6/suxMis2yBriIiNyavHCiApf/HiqPB7XwIZY0jpMMgA9OPEAJnjWzVj4D+MmozxLzLB9yzL7NAHpRmnmcwHqV5X/6Eso5UvmWcwD8xgVeJoKG+HGnUZyd5kXiUMJURERuQIUxEP0jJB8HZ28o2S1j1vSmezPKkJd8KGNGdVpsxrrZld6E82vg4o7LbTTZCvtfgnNf/53c/hR868DmLhkJate/19dNi82YLX6l8i9mtJ+wNeP2hXVQcTycnAtlB2XcFpEio3379gwfPpzz588TEBBAu3btqFatGo8++igTJkzg9OnTjBw5ksGDB9srK//xxx/07NmT5cuXU7p0adatW8fvv/9Oq1at8PHxYd26dTzzzDP06NHDobIuZOQYHnvsMd5991179eGmTZsyffp0KlWqxNy5c+ne/fIyCEeOHOHEiRO5yuXlVa4T3B4eHvYv/Q8fPkxQUFCOyRq59QQFBeHj48POnTuz7DNNk507dxIQEGB/UUdERLBnzx7OnDmTZeH6HTt22I+58t9du3ZlmbGd3f0VpAoVKmCxWEhKSrquN9auXbvo1KlTlm2ZbQJs376dTZs28dJLL9lL+Wf6+eefryvOFStWcPz4cWbOnEmfPn0c9k2fPj3L8cZ1zm66nucvv8yZM4fmzZvzxRdfOGz//vvvb6jdK19f/3TixAni4uJuqH3AXpr9xImMMnlBQUH4+/tz/vz5fOugo6KimDdvHnPnzuXRRx9lxYoV9OjR45plsK9X5uzkPXv2ZHk/Zs5uvhGtW7ema9euzJ8/n8cff5wmTZrk+X13pTlz5uDu7s7q1asdPnsuXbrkUIolU07viStn0V8rluDgYHx8fLJ9bSUnJ3Pw4EF7RQERkaJo6F9rsYWaLAhvj5vhxE8Jx3ni2C8Ox1RxD3AoY/5V3GEeP/4Lz5eow8QyzdibfIEHD/3I2kuOsxKCnT0YXrIuzfddXmLmz8SzvHtmK19XuJuz6Un0ObKiYC9QRERumvr4stxyu/3225aMilJzzBP0NTP+Bn2IUhgYfEb2M9nC8aS44cKVeew7CCTM8GCWLeeS5sG4MtwIp7l5eVmjP4njXfMoXxt1OUsqfcwdOZ4vIiKSK65BcNtMcCsJ6XGQsCMjuR27HNxCIbB1RrlyJy9I+QvOLoZDrzu24VU5Y/1uALfSGWtoAzT+0/G4De3g/BV/m3lVg5L3w7rLn7WcWZSRYK+/HBL3wfZe+X/NIlJoatSoQd26dVmwYAEDBgzAycmJb7/9lkGDBtG4cWO8vLzo1auXQ64qMTGRvXv32mddu7m58dlnnzFq1ChSUlIoX748zzzzjMO63JmmTZtGiRIluOeee+zbRo0axcMPP0zDhg258847HZYk/vTTT2nXrh1hYWEF9hhc/7x3ICwsTMntIsZisdC5c2f27NnDwoULHfbNnz+fgwcPct9999mTRvfddx8AY8aMcTj2wIEDfPLJJ1SsWJGaNWsC0LlzZwzD4K233iIlJcV+bGxsLB988EFBXlYWgYGB3H333Xz33XesXLky22P+uU4BwIcffuhQijglJYW3334bi8ViT3xnzp7952zZkydPMmPGjOuKM6e2tm3b5rDmd6bMJGhuyzRfz/OXX5ycnLJcT1paWo5lonMrKCiIZs2a8cMPP7Bp0yaHfa+99lqu29m6das9gf1PmcsxZJbysFgs9OjRg+3btzNnzpxsz8nudXQ1rVq1oly5csyZM4e5c+dis9no3bv3dbWRG506dcIwDN599137BxlkrJM9efLkfLmPUaNGYbFYGDlyJJD3992VnJycMAwjy0ztMWPGZDt729vbO9v3Q+3atalRowYzZ87MNqFvmibnzmXM6sh8f+/atSvL+27ixIn2deBFRIqKNvu/Zuhfa+23U0wrTx5fQ/C2WfhtncGDh37kTLpjiT7nTZOZG+s40252zB6q7voUny3Tqb/nC76JO5Llvs6mJ1Fh53xOpTmu5/3a6Y2U2DaLGrs+48/Es/l3cSIiUqhWcx5n249ZfvpekViewV/4msuIz2EmdQXzF0abBx22/UwMzrYf2U9itucAnCWVCuYvnCLFYftrHKSEuZIa5lr+5MYHRouIyH/croHwa2VY7gery8KmuzOS25CR0N7QFlaXhhX+sPY22D8i63raP7vDqXkZ/08+mnE7u5/zjgOPubQro03blZ+HJux5ClaVgD+aZ6wNLiJFyssvv8x7771n/348LCyMpUuXkpiYyLlz53jrrbdwdr48z7lly5aYpkm5cuUAqFu3LuvXr+fChQskJSWxa9cuhg8fbp/xfaUBAwZkyR0GBwezbNky4uPjWbBggT1vnJqaypQpU65a/TY/5HoG9z9t27aN999/n02bNhEXF5clwWAYhn1tXLk1jBs3jmXLltG9e3dWrlxJjRo12Lp1K9OnT6dMmTKMHTvWfmzPnj35+OOP+eCDDzh27Bjt27fn9OnTTJ48GdM0mTp1qj0ZXrFiRYYOHcpbb71F06ZN6d69O6mpqcyYMYOQkJBs16ouSFOmTKFZs2a0bduWhx9+mAYNGmCxWDh69ChLly6lfv36zJ492+GcEiVK0KBBA/r06YOrqyuffvopGzdu5IUXXrDP4K5SpQq33XYbEyZM4OLFi1SvXp3Dhw8zdepUIiIicp18hozSDqVKlWLo0KEcOnSIcuXKsXv3bqZPn06NGjXYuHGjw/GNGjUC4Pnnn+eRRx7B3d2d2267Lds11eH6nr/88uCDDzJ58mQeeOAB2rVrR2xsLPPnz8+XctDvvvsukZGRtGzZksGDB1OmTBl++uknNm/eTPHixXPVxsqVK3n22We54447aNasGSEhISQkJLB+/XoWLlyIr68vr7zyiv34sWPH8ttvvxEVFcWSJUto3rw5Xl5eHDt2jOXLl+Ph4ZFjMjc7hmHQs2dPRo8ezYQJEyhfvjwtWrS47sfiWipXrszTTz/Nu+++S7NmzXjooYdITU1l1qxZlCpViuPHj9/wc1+1alW6du3KZ599xooVK2jdunWe3ndXevDBB1m4cCEtWrQgKioK0zT58ccf2bVrV7bPcaNGjZg5cyYvvfQSVatWxWKxcO+99+Ll5cXHH39M69atqVu3LlFRUdSoUYO0tDSOHDnCkiVL6NWrF6NGjQIyBkn88MMPdO3alUGDBlGlShXWr1/P119/TUREBOnpeS9jaMPEWsCl9kXkv80KxFlsWK95pIjIjVF/IyI3g4EVJ1s8hnobESlABjZcjQQMbu7ykCLy32Jgw9XV9Ya+i+/QoQP79+/nxIkTlClTJh+juzHHjh3jxRdfpGnTpgV6P3lKcK9atYo777yTgIAA6tevz+bNm2ndujXJycmsW7eO6tWrU69evfyOVQpYaGgof/zxB6NGjWLx4sVMmzaN4OBg+vTpw6uvvupQytrZ2ZmlS5fy+uuv8+mnn/Ljjz/i6elJs2bNePnll2nQoIFD2xMmTKB06dJ88MEHDB8+nNKlS9OnTx8aN25M27Ztb+p1li5dmk2bNjFhwgSWLFnCggULcHV1pXTp0jRv3py+fftmOef1119n3bp1TJs2jRMnTlCuXDkmTpzIU089ZT/GycmJ7777jueff55PPvmE+Ph4KleuzIQJE7BYLNc1G9ff35+ffvqJ559/nsmTJ5OSkkLNmjWZP38+mzZtypLgbtq0KW+88QZTpkyhf//+pKen88orr+SY4L7e5y8/vP322/j6+vLZZ5/xzTffEBISQvfu3enZsydVq1a9obbr16/P6tWref7555k0aRIuLi60adOG1atX07Jly1y10aVLF5KSkli+fDlTp07l7NmzGIZB2bJl6devH8OGDbOX9wbw9fXl119/ZeLEiXz++ef8+OOPWCwWSpUqRcOGDenZs+d1X0dUVBRjxowhPj6eZ555Jt8HGWR6++23CQkJYcqUKfb3Y//+/alatSpdunTJl0EHL730EgsWLOCll16idevWeXrfXalr165cvHiRd999l+eeew4fHx/atm3LmjVraNasWZbjx44da68SceHCBUzT5PDhw3h5eVGzZk22bNnC66+/zvfff89HH32Ep6cnZcqUoVOnTg7rnoeFhbF27Vqee+45Zs2ahWmaNG7cmJUrV/L0009z5MiRPD9GaaaJVX8siUgBSrGY7HdLu/aBIiI3SP2NiNwMFjMFr5T9hR2GiBRxzkYKxZzU14hIwXI2UihWrNgNt/P000/feDD5rEKFCvaJoQXJMP9ZMzgXIiMjiY6OZv369aSmptqnobdu3Zrff/+du+66i/nz53PXXXcVRMwiN83s2bPp3bs3K1euzHWiVORW9eabb/Lcc8+xfv16GjZsWNjhFGnh4eEcTojFMqFfgbRv1IookHZF5BZjZqxHZAMomDFTIiIZCru/qR1+7WNE5Ja3b9K9ZPY2+tUmQ/nqeVp9UkSuwjTBxIKBjQKaeyIiktHX3JGIYRgFNtGtqMvTb0GbNm2ib9+++Pr62tcKtlozygM1bNiQAQMGFHhtdRERyZvExKzr08XFxfH+++8TFBREnTp1CiGq/x43w4Kn4VTYYYhIEeZpGtRNdsPT1B9KIlKw1N+IyM1gMzxJ8KiDzfAs7FBEpAhLx4Oz1tqkc+MVDkVEcpKOB2fPnr2hJTD/6/JUotzZ2RkfHx8go5Syi4sLZ8+ete8PDw9n165d+ROhiIjkq08++YQpU6Zw7733EhISwrFjx5g1axYnTpzgo48+wtXVtbBDFBERERERERERERERyVaeEtwVKlRg//6MdSgMw6BKlSosXryYRx55BIDvvvuOkiVL5l+UIiKSb2rXrk1wcDBTpkwhJiYGDw8P6tSpw+TJk7n33nsLOzwREREREREREREREZEc5SnBfffdd/PRRx8xfvx4nJ2d+b//+z969+5NxYoVATh48CDjx4/P10BFCkNUVBRRUVGFHYZIvqpfvz5Lly4t7DBERERERERERERERESuW54S3C+99BJPPfWUff3tXr164eTkxJdffomTkxMjRoxQUlBERERERERERERERERERPKVYZqmWdhBiIiI/JeEh4dzOCEWpwn9KIgPYaNWRAG0KiK3GsMEJ8AKmEZhRyMiRVmh9ze1wwvhTkXkZts3qSMmThhYMQrkL6lbT/nqlsIOQaTIMU0DEwsGNgxDfY2IFAzTNDDvuIRhGBiGvrTJizzN4M5ktVrZuHEjR44cAaB8+fLUrVvXPrNbREREcqY/k0SkIJkGpBd2ECLyn6D+RkRuBgMTQ72NiBQwwzAxsBZ2GCJSxBmGiWHRQLUbkecE9+zZsxk+fDhnz54lcxK4YRgEBQUxbtw4+vTpk29BioiIFDUuhoEzFlKwFXYoIlJEudkMyqQ5c9wlnRSLhtSISMFRfyMiN4PNcCPZpQzuacexmCmFHY6IFFHpphsJtlB8LH/hbKivEZGCkW66kXD+PD4+Pjg739Bc5P+sPA0PmDp1Kn369KFUqVJ8+OGHLF++nOXLl/PBBx9QqlQp+vfvz5QpU/I7VhERkSLDgoGTys+ISAFyAvxtFlRbSUQKmvobEbkZTJxId/LDVG8jIgXIxEKK6YeZt9SJiEiumFhISUlBq0jnXZ6GBbzxxhs0b96cZcuW4eLiYt/eqlUr+vbtS+vWrZkwYQIDBw7Mt0BFREREREREREREREREROS/LU/DkE6fPk3Xrl0dktuZXFxc6NatG2fOnLnh4ERERERERERERERERERERDLlKcFdp04d9u3bl+P+ffv2Ubt27bzGJCIiIiIiIiIiIiIiIiIikkWeSpS///77dOjQgfDwcB577DE8PDwASEpKYsqUKSxYsIClS5fma6AiIiJFSTompmkr7DBEpAhLNUyOu6STamg9JxEpWOpvRORmMMxU3NKOY5iphR2KiBRhFtLwsfyFhbTCDkVEijALafj4+GCx5GkesgCGmYcVzGvWrElsbCynTp3C2dmZkJAQAE6ePEl6ejohISEEBAQ43pFhsHXr1vyJWkRE5BYWHh7O4YRYLBP6FUj7Rq2IAmlXRERE5F+pdnhhRyAiN8H+SfcWdgj/OuWr60txERGRW1bb5MKO4JaWpxncxYoVIzAwkIoVKzpsL1euXH7EJCIiUuRZDAMnDKxoppOIFAwnE3xtFuItNqxGYUcjIkWZ+hsRuRlMnEh38sXZGo+BtbDDEZEiymY6kWL64mbEYzHU14hIwbCZTqQkJeHm5qZZ3HmUpxncIiIiknfh4eFYrVYOHDiAi4tLYYcjIkVUWloaMTExBAYGqq8RkQKl/kZEbgb1NSJyM6ivEZGbQX3NjdOwABERERERERERERERERERuSXkqUT5L7/8kqvjIiMj89K8iIiIiIiIiIiIiIiIiIhIFnlKcLds2RLDuPbCWlar1qgQEREREREREREREREREZH8kacE98qVK7Nss1qtHDlyhGnTpmGz2Xj99ddvODgREZGiyjCMXA0WExHJK8MwcHZ2Vl8jIgVO/Y2I3Azqa0TkZlBfIyI3g/qaG2eYpmnmZ4M2m43mzZvTpk0bRo8enZ9Ni4iIFAnh4eEAHDp0qJAjERERERERERERERG5tVjyvUGLhW7dujFjxoz8blpERERERERERERERERERP7D8j3BDRAbG8uFCxcKomkREZEiwWq1kpaWVthhiEgRlpaWxunTp9XXiEiBU38jIjeD+hoRuRnU14jIzaC+5sblaQ3uY8eOZbv9woUL/PLLL7z55ps0b978hgITERERERERERERERERERG5Up4S3OXKlctx4XPTNGnUqBFTp069ocBERERERERERERERERERESulKcE90cffZQlwW0YBgEBAURERFCtWrV8CU5ERERERERERERERERERCRTnhLcUVFR+RyGiIiIiIiIiIiIiIiIiIjI1eUpwR0bG8tff/1FzZo1s92/fft2QkNDCQgIuKHgREREiqrjiXF4fjwcW2EHko+MWhGFHYKIXMFigqtpkHrCxJb96kKSW7XDCzsCkX81i8XEtRikWsCmDkfkX2n/pHsLO4QbZmLBZriSaKZiFKm/pP5dyle3FHYIIoXK2TQIxA1nUsAwCzscESminE2DwFbxODvnKU0rQJ5+Y3nmmWd47LHHctw/YMAAhg0bluegREREijoT9JWMiBQomwHJFiW3RaTg2QyDZGcDm6EOR0QKjoENJzNZyW0RKVCGYeJiJGMouS0iBcgwTFxcXLIsBy25l6cE94oVK+jYsWOO+++9916WLVuW56BERESKOmfDwDVvH8MiIrniaoOwVGdc9R2wiBQwV6tJWJwNV6u+CBaRgmMzXElyDcNmuBZ2KCJShFlNF+JsYVhNl8IORUSKMKvpQlxcHFartbBDuWXl6Zv1c+fOUbx48Rz3BwYGcvbs2TwHJSIiUtQ5YeCsEXoiUoCcMQiyOuGM+hoRKVjONghKMnHWgBoRKUAmzqQ5FcfM24qLIiK5YsOZJFsgNvU1IlKAbDiTlJSEzaY/ovIqTwnuUqVKsXnz5hz3b9y4kaCgoDwHJSIiIiIiIiIiIiIiIiIi8k95SnB37tyZmTNn8vXXX2fZ99VXXzFr1iy6dOlyw8GJiIiIiIiIiIiIiIiIiIhkylOdjVGjRrFs2TK6dOlCrVq1uO222wDYsWMHW7dupWrVqrz66qv5GqiIiIiIiIiIiIiIiIiIiPy35WkGt5+fH+vXr2fkyJGkpaWxcOFCFi5cSFpaGi+99BK///47/v7++RyqiIhI0ZGOSZqpNVZEpOCkGSannK2kGWZhhyIiRVyaBU55GaTl6RsGEZHcMUjDNf00BmmFHYqIFGEW0vGynMFCemGHIiJFmIV0vLy8sFj0R1ReGaZp6hsvERGRmyg8PJzDCbFYJvQr7FDylVErorBDEBEpGLXDCzsCERGRG7J/0r2FHYLcIspX1xftIiIiN0Xb5MKO4JaWp99Y0tPTiY+Pz3F/fHw86eka4SQiIpITw8jjh7CISC5ZTPC2Glg0nFVECpjFZuKdamKxqcMRkYJjYiHd4o2pv6REpADZTAuppjc2U32NiBQcm2khNTUVm00VPvMqT730k08+SZMmTXLc37RpU4YOHZrnoERERIo6Vyy4G06FHYaIFGHupkGVVFfcTaOwQxGRIs7dClVibbhbCzsSESnKbIY7iW6VsRnuhR2KiBRhVtyItVbCilthhyIiRZgVN2JjY7Fa9UdUXuUpwf3DDz/wwAMP5Lj/gQceYOnSpXkOSkRERERERERERERERERE5J/ylOA+efIkpUuXznF/SEgIJ06cyHNQIiIiIiIiIiIiIiIiIiIi/5SnBHdgYCB79+7Ncf/u3bvx9fXNc1AiIiIiIiIiIiIiIiIiIiL/lKcE95133snUqVPZvHlzln2bNm1i2rRp3HXXXTccnIiISFFlAqZZ2FGISFFmAqlGxr8iIgXJBFKd1N+ISEEzMcw01NuISEGzGGmFHYKI/AdYLHlK0crfDNO8/q/XT548SYMGDTh79iwdO3akevXqAOzYsYNvvvmG4OBgfv/9d0JDQ/M9YBERkVtdeHg4hxNisUzoV9ih5CujVkRhhyAiUjBqhxd2BCIiIjdk/6R7CzsEuUWUr64v20VERG6KtsmFHcEtzTkvJ4WEhLBhwwZeeOEFvvrqKxYvXgyAr68vjzzyCOPGjSMkJCRfAxURERERERERERERERERkf+2PCW4AUqVKsWcOXMwTZNz584BEBQUhGEY+RaciIhIUeVqWHDBiSSshR2KiBRRHjaDiqmu7HdNJcmiUp4iUnA80kwqXrCx399Ckou+ExCRgmE1PEh0q4hnyn6czKTCDkdEiqg004PztgoEWA7gYqivEZGCkWZ6cP7sWQICAnBxcSnscG5JN1Rz5tKlS5w+fRpPT0+Cg4OV3JYC9+GHH1KlShXc3NwwDIMjR44AsGXLFtq0aUNAQACGYTBq1CiOHDli//9/yapVqzAMg9mzZ9/U+x01apTDc5KfoqKibrh/KVeuHC1btsyfgArBrR6/ZGUA+tgUkYJkAK5mxr8iIgXJAFyt6m9EpKAZmIYL6m1EpKDZTCWbRKTg2Wy2Gzo/JiaG4ODgAsnJ3Ijo6GiCg4P566+/CvR+rjvBfeTIER5//HHCwsLw9fUlNDQUPz8/ypYty+DBgzl8+HBBxClFTGJiIm+++SYNGzbE398fd3d3wsPD6devH7t37872nJUrVzJ48GCqVKnClClTmDdvHkFBQaSnp3P//fezf/9+xowZw7x587jvvvtu8hXd+qKjo+0DBz766KPCDudf48iRI4waNYotW7YU6P1cuHCBUaNGsWrVqgK9nxv13Xff0b59e8qWLYubmxslS5akQYMGPPXUUxw6dKiwwytwq1atYtSoUVy4cKGwQxG5pTxfog7rKt/P+Vp9OVkjii/D76SSm799f4CTGxNDm7GzWncSavfn0G09eDe0Kb4W12u2PapUA47X6ElC7f78WOFeKrj52fe5GhZmh7UmtlZfdlXrThuf0g7nDg2uzcTQZvl2nSIi/xUDKMMmowmxRhtijTYsc2lEY7cg+343LEwyqnLGaMUFow0LjNoEc/U+Pd3SPtufoZQDwBWD2UYNYo027DKa0YZiDucPpRwTjSr5fq0i8u9luHhTrMVblOmzn7An4ijVdTWuJepd9Ryvyt0JeWQDYYMvUKb/UYq3nYbF/XJ/4l62DaG9dhI2KJqg9rPAcjnJZbj6EtprJ84+ZQvsmkTkPyC0PzT6E1qdzfhpsAoC213eX/V/0HQXtD4PLY5DrS/As9LV22ybnP1P2DMZ+w1XqP5Rxv012Q7FWjueH/YMVH4nXy9TRAre2LFj6dSpE+XKlWP27NkYhpHtz9mzZ6/aRpMmTfD09MTf3z/L/tjYWO699168vb2pU6cOmzdvdtg/ePBg3n77bYdtxYsXp2fPnrzyyiv5cp05ua4S5V999RWPPvooFy9epFy5ctx77734+PiQkJDAtm3bmDx5MnPnzuXjjz+mU6dOBRWz3OIOHTrEXXfdxb59+7j77rt5+OGH8fLyYufOncyePZu5c+cydepUevfu7XDezz//DMBHH31EsWKX//jYt28fhw4d4u233+aJJ56wbzdNk6SkJJyd81yJ/z9lzpw5pKenEx4ezowZM+jTp09hh2Q3ffp0pkyZckNt7N27N0+zwI8cOcKrr75KuXLlqF279g3FcDUXLlzg1VdfBch2pnZe489Pw4cP5/XXXyc8PJzevXtTpkwZzp07x+7du/nkk09o3rw54eHhhRpjQVu1ahWvvvoqUVFR2X7gi0j2Ir1DmHxuBxsSz+JsWHgtpCHfV7iHGrs/I9GWToiLFyEuXjx/4jd2JZ0nzNWHD8pGEuLixUOHf8qx3WdL1OaJoBr0PrqCI6nxvFrqdpZWuIcauz4jxbTSv3g16noG0WzvIu70Lcu8cm0J2T4bgHKuPvQtXpWGexbepEdBRKToOEEyI8x97CcRA+hjC2FCsXqsTfuNTVzibaMydxNEN3MrcaQzyajKQqM2keYfObZZ2rbS4fadFGe6cRuLOANAf8pQF1+ameu5kyDmGTUJMVcBUA4P+hqhNDTXFdQli8i/UPG2U3ENrM65H3uTfvEU3lUfptR9P/DX3FpYL53McrxbqcYEtf+I2F+GkXjoO5y8Qyje+gOK3zGFs992BQyC75zLhT8nkHT0Z4Lv+QyfGv1I2DoZgGLNxhK/bRrpCcdu8pWKSJGSfAIOjITEA4ABpR6F2gthfUO4tBviN8OpzyD5OLgEQMRIqPsd/FoZyGG25+owx9vF20O1KXB2Scbt0L7gWwf+aJGxr8ZsWP33YB33clC6D/zepEAuV0QKRmJiIjNnzuTHH38E4KGHHuLOO+90OCYqKork5GSCg4NzbCc1NZUHH3yQxo0bM3PmzCz7x44dS0JCAps2bWLy5Mn079+fDRs2ALB+/Xp+//13Jk2alOW83r17U69ePd58802HfF5+ynXmb9euXTz00EOEh4czdepUmjdvnuWYNWvWMHDgQLp168bGjRupVq1avgYrt77k5GTuvfdeDhw4wOeff07Xrl0d9j/33HO0adOGfv36Ub58eYdE3+nTpwGyvBly2m4YBu7u7gVwFUXTjBkzaN26NZ06dWLIkCHs3LmT6tWrF3ZYALi4uNzwOhRubm75FM21xcfH4+vrm69t3sz4s3P27FnefPNNypYty+bNm7NcX2pqKhcvXiyk6ApeQkICPj4+hR2GyC2rw8HvHG73ObqC0zV7U88ziDUXT7EzOZauh3+07z+UGs9LJ39nbrk7cMLASvbrRz8ZXJNxpzfyTdwRAKKOrOBkzV508i/PgvMHqOIewLdxR9iVfJ5DKfFMCG1CcWd3otOT+aBMJMNPrCfBllZg1y0iUlR9yzmH22Os+3nMUoYGhh8HSKEPofQwt7GSWAD6mjvYaWlGQ9OP34nLts0zpDrc7mgEs4pYDpOx9mUVw4tvOcsuLnGIJCYYlSluuhBNGh8Y1Rhu7iMBawFcrYj8GxlO7nhV6MKZr+8n+cSvAFxYPwbP8h3wrTmA8+uyzhhyK9WI9PgjxG/5AID0+CMkbJ+OX/1hAFg8iuPkGUTCtimY1hQSD32La7Eq9nPdStQnZuVTN+kKRaTIil7qePvgK1CmP/j9neA+cUWCKfkoHBgFjTeARzlIyqF6YuoZx9tB90Dsakj6u9quVxU4921G+0mHodLr4FIc0qKh6iTYPwKsCfl1hSJyEyxduhQ3NzcaNWoEgIeHBx4eHvb9586dY8WKFdkmra+UOekupyVvd+/eTbdu3ahUqRKPPfYY06ZNAyAtLY2BAwcyY8YMnJycspxXvXp1QkJCWLx4MX379s3LJV5TrkuUjxs3juLFi/Prr79mm9wGaN68OWvWrCEwMJDx48fnW5BSdHz00Ufs2rWLIUOGZEluA5QqVYpPPvkEm83Gc889B1xeU3rWrFkA9rIKLVu2pFy5crRo0QLIGBGSue/IkSNXXYP766+/5o477iAgIMChPHp0dLTDcStXruSuu+4iICAANzc3qlatyhtvvIHVmrsvTn766Se6d+9OREQEHh4e+Pr6EhkZyTfffJPl2Mx1puPj4xkyZAilSpXCzc2NunXr2kfh/NOkSZOoXLkybm5ulC9fnjFjxpCenp6r2K60Zs0a9uzZQ+/evXnkkUdwc3NjxowZ2R6bkJDAU089RalSpfDw8KBu3bp88cUX2R6beU2xsbH069eP4OBgvL29adeuHfv37wcynosGDRrg6elJ6dKls+07sluD+3ofr+zWsF6/fj333nsvISEhuLm5UapUKVq1asWSJUuAjHXFW7VqBTi+vjLbufI19uWXX3L77bfj6elJx44dATh58iTDhg2jbt26FCtWDDc3NypVqsSIESNISkqyxzF79mzKly8PZHygZN5PuXLlcoy/WbNm+Pn5ObST6fjx4zg5OfHoo486bL+R1/OhQ4ewWq00aNAg2+S9q6urwyCTzJIo2ZVcz+75zHw/Hz16lPvvv5+AgAC8vLxo27YtmzZtcjj2ysd94cKF1K1bFw8PD0qVKsXTTz+dbaL9xIkT9OvXj9KlS+Pq6kpoaCiPPfYYp06dcjjuyjXsp06dSs2aNXF3d2fIkCG0bNnS/oFfvnx5+/OUXR+TG6nYSDb1Jaz8N/k5ZZSpjU1PucoxbsRbU3NMbpd39aGUixfLEy6v5xNvS+WPS2dp5FUCgG1JMTT1LoW74UQ73zKcTL1EdHoy3QMqkmxa+SquaC+tk2yY7HFNJdnI/jEUEckPFqCjc0ncDWd+NS5QD19cDQvLibEfs5dLHDWTaIR/rtoMxpW7CeIj84R92zYzgaYE4I6FdhTnpJlMNGl0pxTJWPmKnMvuiUjRYDGT8UzZi8VMBoszhsUZ05rscIyZnoRb6exnIaacWo+zTxk8ymXMbrJ4BuNZ8T4Sj/wAgC3pHOkXT+IR1hbD2QP3kKakRm8HizOBrf9H9PLHwbyxtTJF5N/PiRSKOe3DiZz/Xs0/FijxIDh5Qdz6bHZ7QkhPSDycMaM7N1yDofhdcHL25W0J28G/KVjcIbAtpJzMSG6X7Aa2ZDj3db5cjYjknhMpFCtWLNvkcG6sWbOGevVyXppl7ty5eHp68sADD+Q1RABq1arFihUrSE9P58cff6RmzZoATJgwgZYtW1K/fv0cz7399ttZs2bNDd3/1eR6BvfKlSvp16/fNaeSFytWjD59+lxzVID8N2UmQgcNGpTjMbVr16Zx48asW7eOY8eOUbVqVebNm8e0adNYs2YN8+bNA6BEiRJcunSJP//8k3HjxvHYY4/ZB18EBQVx7ty5bNt/+eWXGTNmDBEREQwZMoTQ0FCOHTvGN998w19//UXx4sWBjGR8v379qFOnDi+88AL+/v6sXbuW4cOHs3nzZj777LNrXu/s2bM5c+YMPXr0IDQ0lHPnzjFnzhw6duzIZ599xkMPPZTlnPbt2+Pv78/w4cNJTExk4sSJdOzYkf3791O27OV1nl544QXeeOMN6tWrx7hx40hJSWHmzJl89dVX14zrn6ZPn46fnx9dunTBw8ODTp06MW/ePF5//XWHmcPp6encddddrF27li5dutCmTRuOHTtGnz59qFQp57Vg7rzzTkqUKMErr7zCyZMneeedd2jXrh1jxoxh6NChDBw4kN69e/PZZ5/x4osvUq5cObp3756r2HP7eP3Tvn37aNOmDcHBwTz++OOEhIQQHR3Nxo0bWbduHZ07d+a+++4jLS0ty+urRIkSDm199dVXTJw4kYEDB9K/f39MMyORsG3bNhYuXEjnzp3p06cPpmmyatUqxo8fz+bNm1m6NGPEZmRkJO+++y7PPPMMXbp0sa8h7+3tnWP8UVFR9O/fn0WLFvHII4847JszZw42m42oqCj7tht9PWeWHv/ll1/Yu3cvlStXvurxeXHp0iVatGhBnTp1eO211zh+/DgffvghkZGRrF27llq1ajkc/+233/LOO+/w+OOP07dvX5YvX857773Hli1bWL58uf2XgxMnTtCgQQPOnj1Lv379qFWrFlu3bmX69On88MMP/Pnnn1me0/fee48zZ87Qv39/QkND8fHxITAwkGLFirF48WLeffdde1+R+aH+T1cr1378+HFMf6+cCkuJFGkG8E5oU9b+PXM7O4FO7owoWY8ZMbtybKekiycAZ9IcB/qcSU+075sVvYcaHoFsr9YtI7F9+CcCnNwYFdKANvu+YnSp2+kaUIFDqXH0O7qKk2mX8uci/yVsBlx0UnJbRArGbXjzq9EQdyxcNKw8YG5mpyWRGviRYtqIw3Hg7VlSKWm4kcO4JQc9CSEBK4u5PBtpFieogQ/bjaYZiW1zKwG4MMqoQBvzT0YbFehKKQ6RSD9zBydvypfSInIzGdhwtmUMaDbTLpJ8ch3+DV/kXOwerIln8KrcDbdSjUi7cDDb81NOrePsD70Ivns+hpM7hpMLlw5+S8zKJ+3HnF36MIGRb1GsxdskHfmBhJ2z8a//HMl/rcJMT6FU11VY3IsTv/UDe+lyESlaLIYNVwq4SqF3dWiwOiPhbL0IW7vCpT2X94c+BhXHgbM3XNoLmzqAmcvqY6V6ZMzGzixPDhnJbp/boMkWSI2GbT3AOQAiXoYN7SBiFJR8EBIPwa4BGQlwESlQFsOGq6trns8/evQoISEhOe6fOXMmDz/8sMOs7rx44YUXGDRoEBEREZQrV46ZM2eyf/9+5syZw7p16xg4cCA//fQT9evXt+eZMoWEhGRZszs/5TrBHRMT4zCb8GrKly9PTEzMtQ+U/5zt27fj4+NzzeRYvXr1WLduHdu2beOee+6hR48eLFu2jDVr1tCjRw+HY/39/Rk3bhyNGzd22JddgvvPP/9kzJgxNGrUiGXLluHl5WXf99prr2GzZaSbTp8+zeDBg+nUqROLFi2yzzYdMGAAtWrVYtiwYQwaNMg+ezwn06dPd7gPgKeffpratWszevTobBPcNWvWZOrUqfbbLVu2pHHjxkyZMoVx48YBcODAAd58801uv/12fvnlF3sSeuDAgdx2221XjemfLly4wMKFC+nZs6e9s+vTpw8LFixg0aJFDonmuXPnsnbtWp566ikmTpxo3965c2eaNm2a433UrVvXYQ3toKAgnnnmGQYNGsT27dvtfUvfvn0JCwvj/fffz3WCOzePV3Z++OEHEhMT+eyzz2jYsGGObcfGxmb7+rrSjh072Lx5c5bHvkWLFhw6dAiL5XKxjCFDhjBy5EjGjh3Ln3/+SYMGDQgPD6dz584888wz1KxZM8f7uVLXrl156qmnmD17drYJ7rCwMFq3bg3kz+s5ODiYJ554gv/9739Ur16dunXr0rhxYxo2bEjr1q0pWbLkNWO+lujoaB566CH+97//2bc9+OCD3H777Tz11FNZZoNv2rSJ9evXc/vttwMwePBgnnrqKSZNmsS8efPsCf7hw4dz6tQp5s+fz8MPP2w/v0mTJvTq1YsRI0ZkqVhw5MgRdu/eneW61q5dy+LFi+ncuXOuPxNz4mQYOGOQlptveUWKkPfLRFLdvRgt9i3Jdr+PxYVvKtzN7uTzvHpyww3dVzo2njzuOFJ0Rlgr/nd2O7U9g+joX566exbwbIk6TAxt5lAmvShwMSE43ZmzzumkGdc+XkTkeuzlEvXMdfjhzINmCWYbNbjD+jvkbQKCgyijNJ9wkpQrhgOmY/KkudvhuBnGbfzPPEptfOhIMHXN33jWKMdEoypdzS03HoiI/KvYDBdSnYNxTT+LxUzj3I+9Kd52GmX7H8W0pZN6djOX9n6Oa4m62Z7vUqwqgS3e5sLvY0k8+jPOXiUp1ux1irf+gOhlAwBIOfkbJz+7PAPc2b8i3lUf4cQnt1PqwRXEb/4fiUd+IPTRzSSf+JW06O035dpF5Oaxmi4kmsF4GmdxMgpoSatL+2D97eDsByXug+ozYEPby0nu059B7HJwLQXlnoaaH8OfrcCWiwF8pXtlrOF95bFmOux52vG4atPg2AfgWwuC74V1DaDcUKj8NmzL3feyIpJ3VtOFxIQEPD098zSLOykpKccletetW8fu3bvtk0VvhJ+fH5988onDttatW/Pmm28yf/58Dh06xN69e+nfvz+jR4/m7bffth/n4eFBYmLiDceQk1yXKC9evDiHD+eujOPhw4ftM9tErhQXF+cwgiMnmcfExWW/PltezZ8/H4Dx48dnSTwD9kTkwoULSU5Opl+/fsTExBAdHW3/ueeeewByLBt+pSvv49KlS8TExJCYmEjr1q3ZtWsXCQlZ1zYZNmyYw+1GjRrh7e3Nvn377NsWL16MzWZj2LBhDjOsixUrxuDBg68Z15U+/vhjkpKS6N27t31b27ZtKVOmTJak35dffgnAiy++6LC9cePGtGnTJsf7GDp0qMPtzERqx44dHZKEbm5uNGzY0OFaryU3j1d2/P39AViyZEm2Zb6vR4cOHbIdWODh4WF/TaWlpREbG0t0dDRt27YF4Pfff8/zffr6+nLfffexYsUKjh+/XKLo119/5cCBA/Ts2dOeyM6v1/OkSZP4+OOPadmyJTt27GDSpEk88sgjhIaG0rdv33z5sPrna6tevXq0b9+e1atXZ1lCoG3btvbkdqYRI0YAl1+rNpuNJUuWULlyZYfkNsCjjz5KREQEixYtss+6z9SrV68bTtofOnQox58yZcrgjIGLkeuPYZEi4b3QZnTwC+OO/V9zIpvZ0t4WF5ZWuIcEaxr3H/qB9KvUOTidltHnlHBxHIlawtnTvu+fWnqHUN09gA/O7aCldwg/xB8l0ZbOF+cP0MIn51GvtyoX06BUuhMuprLbIpL/0jA5SCKbiGdM+j4OpcUzxFKOM6TgZljw+8d4+mBcOW1e+0vZZvhTxfB2KE+enZYUozrefMAxWhrF+IFoErHyhXmaFgTc0LWJyL+TiQupziUxcQEgPe4QpxfewZH/+XN8RjgnP2sKTi6kx2W/Rq1/g+dIObmOuI3vkBa9naSjPxO9cgg+t/XGyTP7v/+Kt/mA2DXPg2HBLbgOl/YvxJZ0juS/1uBROvslHEXk1mbDmUu2EthyPzfw+plpGetpJ2yGAy9llBAv+8Tl/enxkHgQLvwKW7uDV2UI7nTtdv2bZhx7YtbVjwtoAd5V4fhkCIiE6B/AlghnFmbcFpECZ8OZS5cu2SddXq/ixYtz/vz5bPfNmDGD2rVrX7WEeV7NmjULf39/OnXqxKpVq+jcuTMuLi48+OCDWSaoxcbGEhQUlO8xZMr1N+stW7Zk5syZxMZmX0oyU2xsLDNnzsyy1q0IZCTl4uPjr3lcZmI7N8nw65GZ9KxbN/vRvJl2786YGXDPPfcQFBTk8FOlShUAzpw5c7UmgIxZoI8++iiBgYF4e3tTvHhxgoKC7DOOs+uAsitrHBgY6FAV4eDBjHJb1apVy3Js9erVrxnXlaZPn06ZMmUIDAzkwIEDHDhwgEOHDnHnnXeycuVK+31l3m/x4sUJDg6+rvv95zUFBARkuz1z3/VUgMjN45Wdbt26ceedd/L6668TEBBAZGQkI0eOZMeOHbm+70w5lWe3Wq288cYbVK1aFXd3dwIDAwkKCrL3j9fqT6+ld+/e2Gw25s6da9+WufZ1r1697Nvy6/VsGAaPPPIIy5YtIz4+ns2bN/P2229TunRpPvroI5555pkbuh5/f/9sy6pkvs6vfC1euf1KwcHB9tcyZFRySEhIyHYAgmEYVK9enfPnz2d5L16t5L6I5M17oc3o7F+etvu/5khq1gFePhYXfqhwD6mmlc4HvyflGmvUH05N4FTaJVr7hDq0cbtXMOsvZe3T3AwnJpVpzqBjv2DDxGIYuPz9q7CLYcEJJYFFRG6EAbhhYSPxpJo2WhNo31cJT8IMD9Zz4Zrt9DZC2WDGsY2snxWZ3LAwyajKIHMnNsCCgcvf/bgL6tNF/mvM9ESsiaexuPnjEdaWxIPfZHuc4eyJ+c8BlJm/cxpZ+w3v6lHYks+TeOhbDOPvmVWWjOQ6Ti5gyYeSFSIiAIYFLG457cz4MXLaf4XSURC/ES5epbqExQ2qTITdTwA2MJzA+LtvM1wybovIv16dOnXYtSvr0n4XL15kwYIF9O3bN9/v89y5c4wePZr3338fyMh/pKVlVLpIS0vDanX8Lm/Hjh3UqVMn3+PIlOthSC+++CILFy4kMjKSadOm0aRJkyzH/PbbbwwYMICYmBiGDx+er4FK0VCjRg1Wr17Nvn37rppA2rhxI5Dz2rYFLXPUzIwZMwgLC8v2mKutbwAZHUlkZCRxcXE89dRT1KxZE19fXywWCx999BGffvpptqNzcipH8c8Zpvnhjz/+YNu2bQBUrFgx22Nmzpx51VLfuZHTNeWl9EZu27jW4+Xq6sr333/Ppk2b+PHHH/n111959913GTduHG+++WaWWedX4+npme32YcOGMXHiRB544AGef/55goODcXV15cSJE0RFReV5dFamVq1aERYWxty5cxkxYgRJSUl88cUXNG/enIiICPtx+fF6/idnZ2dq165N7dq16dGjBxUrVmTOnDl8+OGHODk52WePZyc9PT3Hff8WOT2nIpI375dpTveAitx36HsSrKmUcM6YdR1nTSXZtGYktyvei4fFmZ4Hl+Pr5ILv3zNzzqUnY/u7lP+Oat0YceJ3vorLqCo06ew2XixZj/0pcRxJiefVkNs5mZbIVxeyVh0aWaoeP8QfY0tSRjWI3y6e5o3SjZkdu4fHg2rw26XTN+OhEBEpEsYa/8/efcdHUa1/HP/MllQSEkJChxB670oVBBEVUURAUOkggoKgohcbWEBFReCKonSRn4gNvSqgInhRUbDRld5rEgIJqbs7vz9ys7CkEAKbJfH7fr1W3JkzZ56Z7J7dnWfOOTVYYcZygBRCsNHPWo6m1giez/iVMzYH8zjEq0YtTpkZnMHBdKM268xT/MK5Ebq2GG140tzJZ5xwLwvBSk/KMM78O8/9P2XEsIKT/Pm/JPhP5ileNmqxgMOMNCrzUz4S6SJS9AVW6QwYZJzagS2sGqXavURG/N8kblsIQHibF7AGlyf268EAJO/9gtKdZpHa8D5S9n2DNbgsEe1fI/XYepxnj3rUbQmMJOya8Rxd2gEAV1oC6XHbKdlkNCkHviGw0vUkrH+xMA9XRIqL6s9D7EpIPZg5x3bZPpm9pn/vBoFVoUxPiPsWMmLBvwJUfRScKZm9rLO03gg7n4aTn59bZg3JHO58x+N577/qE5l1JW7MfJ6wDmq8CEfehcojMp+LyFWvS5cujB8/nlOnTrk7FAJ88MEHOByOHKdBXb9+Pf3792fVqlVUqFABgAMHDhAfH8+BAwdwOp38+eefAFSvXp0SJUp4bD9mzBgeeeQR97Zt2rRh0aJF3Hjjjbzzzjse09gmJyfz22+/XXZuKS/5TnDXrVuX//u//6N///60a9eO6OhoGjVqREhICImJiWzatIm9e/cSEBDAe++9d8m9SOWfoWfPnnz//ffMmjWLqVOn5lhm06ZNrFu3jhYtWlC5cuUruv+aNWuyfPly/vjjjzznG85KvoeHh3PDDTcUaF9ZQ0fPnTuXwYMHe6ybPXt2gerMkpW83LZtW7b32tatW/Ndz+zZszEMg4ULF7rn3z7fSy+9xPz583nuueew2WxUq1aNv//+mxMnTmTrxX0p+72aNG3a1N2j/9SpU7Ru3ZonnniCUaNG4efnl2ei9mIWLlxIu3bt+PDDDz2WL1++PFvZguzHMAz69+/P888/z08//cTevXs5c+aMe+7pLFfi9ZyXqKgoqlevzu+//05sbCxlypShVKlSQM691PfsyXm4uISEBI4cOZIt2Z51J9r5Sfvzl5/vxIkTxMXF0apVKyBzvveQkJAcX5+mabJ161bCw8M9vgTk5XJeDyL/ZCMiM0dR+K5md4/lg/d9x7vxf9M0KJJrg8sAsKP+PR5lqm15j/3/6/FdOyCcklY/97pXjv9JsMXOrMrtCbP68WPSMbru+iJb7+96AaXoGVaNZn+da48/TthN+5DyrKnZnR2pCdy779srdrwiIsVdJH7MNxpQDn9Ok8FWSyJj4jewukQ8YPCI+TcuA5YajfHH4GvieND0/O5W2yhBSdPzksRdlMPAYAm533RUjxL0pCzNzHMXXz/mOO0pxRrjGnaQzL3mpit6vCJydbL4lSS8zfPYSlTEmRZP8s5Pif/pGXBl3lRtDS6LLbSSu3zStkVY7CGENhpJqXZTcKUlkHpwDfE/PJGt7ogOUzn9+zSPxPfJr4cQ2WUeoY0f4PRvU0k//pvXj1FEiiG/SKg/F/zLguM0JG7JTG7HrwL/chDeJnO4cns4pJ+AUz/Ahg6QcfJcHcG1MufvPl/Z3oABx5bmvu/gulD2Tlh33pR/xz/JTLA3XwXJO2DzgNy3F5GrRoMGDWjatClLly5l+PDh7uVz586lR48e7ilaz5ecnMzff//t7nUN8Mwzz7Bw4UL386we16tXr/YYqXvlypXs2rXLY17vBx98kF9//ZVrr72Wa665hgkTJrjXffbZZ1SuXJl27bw3pcslTSTRo0cPGjduzJQpU/jiiy9YtmyZe125cuUYOnQo48aNo3r16lc6TikmhgwZwsyZM5kxYwZt2rThzjvv9Fh//Phx7r77biwWCy+//PIV3/8999zD9OnTeeKJJ/j222+zJXVN08QwDHr37s0TTzzBxIkTufHGG7PdqZKSkoLD4SAkJCTXfWX1LL6wJ/GmTZs83jsF0b17dx5//HFeffVVbrvtNvc83PHx8cycOTNfdSQlJbFkyRLatGlDv379cixz7NgxRo0axRdffEH37t3p0aMHX331FZMnT2batGnucuvWrWPVqlWXdUyFLTY2ltKlS3ssCw8PJyYmhr/++ovExET30PJQsOHErVZrtr9/RkYGL76Y/S7vgu5n4MCBvPDCCyxYsIC9e/cSHBxMr169PMpcidfz8ePHOXToUI7zduzYsYOtW7e6hz2Hc0n1b7/9lh49erjLrl27lp9//jnX/UyePJk33njD/fy3335j5cqVXHfdddn+Xt988w3r16/3mId70qRJAO59WiwWunfvzqJFi/joo4/o2bOnu+zixYvZvXs3Q4YMyXfi+vy/0/nzxxeEExPDCyMziFyNbL+/lef675OOXLRMbvVMPLqBiUc35Lnd1tR46mx732OZCYw6uJZRB9dedL9FlQOTk1YnDtTWiMiVdZ/pefOgn9OknMXEYcn8TpWGi9HmdkazPdc6bK6V2ZbN4RBzzEN57nsrSdQxf/BYZgKjzO2MymN/IlL0GTiwO2MxyExgn935EWd3fpRr+divh2Zbdmbjm5zZ+OZF93VyefbrJOnHf+Xwu74ZaVBECo8FB4GWOCx4aQTCbffnvi7tKPzR/eJ1fBOQfdnhuZmPvJzdBj9eOI2fCX89lPkQkUJjwUFgYCAWS75nks7mmWeeYdy4cQwbNsxdz08//ZRr+Q4dOmTLVyxYsIAFCxZcdF9dunShS5cuHsuCgoJYujTnm2qmT5/OM888c9F6L8clJbghc77bWbNmAXDmzBkSExMJCQkhNDT0igcnxU9gYCD/+c9/uPnmm+nZsye33norN954I0FBQWzdupUFCxaQmJjI7Nmzuf7666/4/lu0aMETTzzB5MmTadiwIXfffTeVKlXi0KFDfPbZZ8yfP5/GjRtToUIF3n77bQYPHkytWrUYMGAAMTExxMfH89dff/HJJ5+wbNmyPOeab9OmDeXKleORRx5hz549REdHs337dmbPnk2DBg3cw7AXRI0aNXjkkUd49dVXadOmDX379iU9PZ05c+ZQvnx5jh49etE63n//fZKSkrIlQ89355138tBDDzFnzhy6d+/OgAEDmDt3LtOnT+fgwYN06tSJAwcOMHPmTJo0acLvv/9e4GMqbC+88AIrVqzg1ltvpWrVqthsNr7//nu++uorbr31ViIiMucMrFu3LiEhIbz55psEBQURFhZGVFQUHTt2vOg+evXqxVtvvUXPnj258cYbiY+PZ/HixTn2lo+IiKB69eosWbKEatWqUaZMGYKDg+nWrVue+4iJiaFdu3a8//77JCcn069fv2wJ7Cvxej569CjNmzenWbNmdO7cmZiYGJxOJ9u3b2fRokWkp6czZcoU9wdprVq16NKlC7NmzcLpdNKsWTO2b9/OggULaNiwIRs3bsy2j9KlS/PFF19w+PBhOnfuzMGDB5k5cyYBAQEeN1RkadKkCTfccAMjR46kcuXKfPvtt3z66ae0bduW/v37u8tNnjyZb7/9lr59+7J69WoaNGjAxo0b3fPPZyXF86Nly5YAPP7449xzzz0EBARQv379HOf4vhiHaeK6cP43EZErKN0C+/2u/mkhRKToS7ca7C+pkW5ExLssZjqB6ft9HYaIFHNWI4OShtoaEfEuq5FByZIlL14wD127dmXnzp0cPnyYSpUqXXyDQhIbG0uPHj3o27evV/dzyQnu84WGhiqxLZesevXq/PHHH8ycOZOPP/6Yp556itTUVMqXL88dd9zBI488Qt26db22/0mTJtG0aVNmzJjB66+/TkZGBuXLl6dTp04ejUD//v2pVasWr776KvPmzSM+Pp5SpUoRExPDo48+etH5wcPCwvj66695/PHHeeutt0hLS6Nhw4YsXryY33///bIS3ABTpkyhQoUKzJw5k/Hjx1OhQgUGDx5Mq1at6Ny580W3zxqe/MJe9OcrV64cbdq0YcWKFRw6dIiKFSuyYsUKnnzyST788EO+/PJL6tSpw7x589i6dWuRSnB3796dY8eO8fHHH3P8+HHsdjvR0dG8/PLLjBo1yl0uMDCQJUuW8NRTTzFmzBjS0tJo3759vhLcr732GqGhoSxZsoT//Oc/lC9fnr59+9K/f3/q1KmTrfzixYsZO3YsTzzxBMnJyVSpUuWiCW6AQYMG8d///hcg2/DkWS739VyjRg1mzZrFN998w0cffcTRo0dJT0+nTJkydOrUiQcffDDbsP/vvvsuDz30EB988AHvvfcezZs356uvvuLtt9/OMcEdHBzMmjVreOSRR3jiiSfIyMigZcuWvPzyy+6hUc7XrVs36tWrx+TJk9m+fTthYWGMGjWKSZMmeczNXrFiRdavX8/EiRP59NNPeeedd4iKimLw4ME8++yzlClT5mKn2K1Nmza8/PLLzJo1i2HDhuFwOJgwYUKBEtwGYAGluEXEaywm+JkG6YaJS3knEfEii2ni54R0K7g0pYuIeImJBZfhh8VMx9AvKRHxEtM0cOCPjTQMQ6NhiYh3mKaBIyMDm812WdNijhkz5soFdYWULl2axx57zOv7McwL+6OLiIgUsg4dOrBv3z727dt30bL79u2jatWqTJgwgYkTJ3o9Nm+IiYnhSFIC9inDSL5gruCizGhU7eKFRKTQBLkM6qb5sc0/nWSLvvJflsYxvo5A5KoWlGFSN87FtggLyXYluEWuRjtnXPzm6aud0wjibEAdglO3YzWTfR1OsVW1XsGHShUpDjLMQOKcdYiwbsdupPg6HBEppjLMQOIabiciIgK73e7rcIokfWMREREREREREREREREREZEiQQluEREREREREREREREREREpEpTgFhERERERERERERERERGRIsHm6wBERETWrFmT77LR0dGYpuaSFRHJD5evAxCRfwyXpt4WkUKh34IiUggMtTUiIlc7JbhFRER8IM10kWE6fR2GiBRjyRaT3wPTfB2GiPwDJNsNfi9j9XUYIlLMWc1kQlN+93UYIlLM2Y0Uylr/8HUYIlLM2Y0UypYt6+swijQNUS4iIiIiIiIiIiIiIiIiIkWCEtwiIiI+YDcsBOhjWES8KMBlUDfVjwCNGywiXhbgMKkb5yLAoeE8RcR7nEYASQF1cBoBvg5FRIoxh+lPrLMODtPf16GISDHmMP2JjY3F4XD4OpQiS1fWRUREfMACWAwlnUTEeyxAkGnoC7+IeJ3FhKAME4vy2yLiVRZcRhC6nCki3mRiwWEGYqqtEREvMrHgcDgwTf2IKii10iIiIiIiIiIiIiIiIiIiUiQowS0iIiIiIiIiIiIiIiIiIkWCEtwiIiIiIiIiIiIiIiIiIlIk2HwdgIiIyD9RBiYu0+XrMESkGEszTHb7ZZBmaD4nEfGuNCvsDrOQZvV1JCJSnFnMNALT92Ax03wdiogUY1bSKWnZi5V0X4ciIsWYlXRKliyJ1aofUQWlBLeIiIgPuEwTUNJJRLzHacApq26kERHvc1oMTgX4OgoRKe4MnNidp3wdhogUcxbDSaChtkZEvMtiOAkMDPR1GEWahigXERHxAathYMPwdRgiUozZTCjjsGLTvTQi4mU2p0mZsy5sTjU4IuI9Lmyk2aJwqb+OiHiR07Rx1hWF01RbIyLe4zRtnD17FqfT6etQiiwluEVERHzAhoGfoY9hEfEeP9OgUoYNP1M304iId/m5oFKiiZ8GjRARLzINP9LslTANP1+HIiLFmAs7ia6KuLD7OhQRKcZc2ElMTMTl0o+ogjJM09Qt1iIiIoUoJiYGp9PJrl27sNv1g0lEvCMjI4O4uDgiIiLU1oiIV6m9EZHCoLZGRAqD2hoRKQxqay6fuo6JiIiIiIiIiIiIiIiIiEiRoAS3iIiIiIiIiIiIiIiIiIgUCUpwi4iI+IBhGBiG5sUVEe8xDAN/f3+1NSLidWpvRKQwqK0RkcKgtkZECoPamsunObhFREQKWUxMDAB79uzxcSQiIiIiIiIiIiIiIkWLenCLiIj4iO4xExFvMk0Tl8ultkZEvE7tjYgUBrU1IlIY1NaISGFQW3P5lOAWERHxAafTicPh8HUYIlKMORwOTpw4obZGRLxO7Y2IFAa1NSJSGNTWiEhhUFtz+ZTgFhERERERERERERERERGRIkEJbhERERERERERERERERERKRKU4BYRERERERERERERERERkSJBCW4RERERERERERERERERESkSDNM0TV8HISIi8k8SExMDwO7duzEMw8fRiEhxZZompmliGIbaGhHxKrU3IlIY1NaISGFQWyMihUFtzeWz+ToAERGRf6K9ifHYFozzdRj5YjSq5usQRERERApX4xhfRyD/s3NGt0LbV9V6Gujwamb87yEi4k1qa0SkMBiA0TnV12EUafrmLiIi4gN2w8BfH8Mi4kX+LoMaaXb8Xbo8IyLepfZGRAqDw/Qn3lkDh+nv61BEpBhTWyMihcFh+hMfH4/D4fB1KEWWrqyLiIj4gAUDq4afEREvsgIlXRasvg5ERIo9tTciUhhMLKSbIZi6nCkiXqS2RkQKg4mF9PR0NIt0wamVFhERERERERERERERERGRIkEJbhERERERERERERERERERKRKU4BYRERERERERERERERERkSLB5usARERE/okcmJimy9dhiEgxlm6Y7Lc7SDc0n5OIeJfaGxEpDFbSCbUcxEq6r0MRkWJMbY2IFAYr6YSGhmK1Wn0dSpGlBLeIiIgPOE0TE10EFhHvcRhw0ub0dRgi8g+g9kZECoPFcBJknPR1GCJSzKmtEZHCYDGcBAUF+TqMIk1DlIuIiPiAxTCwYvg6DBEpxqwmlHJYsOpeGhHxMrU3IlIYXKaVFFcpXKZ6OomI96itEZHC4DKtpKSk4HJphM+CUoJbRETEB+wY+Bv6GBYR7/E3DWIy7PibuplGRLxL7Y2IFAYnfpx2RePEz9ehiEgxprZGRAqDEz9Onz6N06mRsApKV9ZFRERERERERERERERERKRIUIJbRERERERERERERERERESKBCW4RURERERERERERERERESkSFCCW0RExAdcgMs0fR2GiBRjLiDJYuLydSAiUuypvRGRwmDgwm6cxVBrIyJepLZGRAqDgQu73Y5hGL4Opciy+ToAERGRf6IM04VTP5ZExItSLSZ/+af7OgwR+QdQeyMihcFmpBFh/dvXYYhIMae2RkQKg81IIyIiwtdhFGnqwS0iIiIiIiIiIiIiIiIiIkWCEtwiIiI+4G9YCDKsvg5DRIqxIJdB8xR/glwa7kpEvEvtjYgUhgwzkGOOpmSYgb4ORUSKMbU1IlIYMsxAjh07RkZGhq9DKbKU4BYRERERERERERERERERkSJBCe5irEOHDkRHR/s6DMknwzAYOHCgr8MQKZCBAwdiGEWnx86+ffswDIOJEyfmuUxERERERERERERE5GoTFxdHVFQU+/bt83UoHtLT04mOjubXX3/16n6u2gR3RkYGZcqUwTAMnnnmmQLXM3HiRJYtW3blAruIrCRP1sPPz4/IyEiuvfZaHnroIX777bdCi+Vq16FDB49zdeGjT58+Ba572bJlhZKkWrNmDRMnTiQhIcHr+yoOrvT5+vHHH7njjjuIiYkhICCAyMhIGjVqxPDhw/njjz+uyD4ul14j2WW99y0WC3v27MmxzLx589xtwQsvvFDIEYqIyJXwWJkmOJqO4LWKbdzL/A0rMyq143jDQSQ0GsrSql2IsuU99J+j6YgcH49ENQbAz7CwoEpH4hsNYVvdvnQKqeCx/SNRjZlWse0VPz4REW/bZVyHw9Il22OGUSfXbe6kDFuMNiQZN/CH0ZqbKe2x/mGiOWJ04IjRgbFU8Vh3DSX5xWiJlaJz46qIiFym6EehcyrUfCXzeUCVzOc5PaJ65K/OOv/OLF/5wXPLDD+oNw+uPwGtN0Opjp7bVBkLtaZemWMSEfmHmDRpErfffru7o+uqVato3bo1ISEhlC1blscffxyHw3HRetatW0fHjh0JDg4mNDSU6667jpSUFADS0tLo168foaGh1KxZk2+//dZj21deeYVRo0Z5LPPz8+PRRx/l8ccfvzIHmgubV2u/DJ9//jknTpygevXqzJ8/nwkTJmC1Xvpcpc8++ywDBgyge/fuVz7IPMyYMYPw8HCcTienTp1i48aNvPvuu8yYMYOhQ4fy1ltvYbN59/R//fXXmKbp1X1cLovFwsKFC3Ncdzm9z5ctW8bChQu9nuRes2YNzz77LAMHDiQsLOyy6kpJSSnQa7wouZLn6+233+b++++nbNmy9O/fn+rVq5OQkMCOHTv48ssvqVGjBk2aNLkygV+GK3nMxUnWDUDz5s3LMYE9Z84cAgICSE1NLbSYqlSpQkpKitfbZhGRf4LmQZEMK12XjcmxHstfq9iGW0pWps+erzntTGNGpXZ8FNOF63Ysy7WuCpsWeDy/KbQys6tczycJuwEYVrouTYMiafv3J9wUWplF0Z0pvzlzm2i/EIaUrsO1f310JQ9PRKRQtDTXYTXPJZvrU4KVlhZ8bB7LsXwrwlhsNORJcydfcpK+Rjk+NprQwlzHVpJoQAkmGtW53fwdA/jMaMo3ZhxbSMKKwUyjLiPMrTi5uq8jiIjIFRLaDCoOhcRN55alHoTvPW+AouKQzAR03MqL1xl5G5S8BlIPZ68jtAmsbw+lu0CDBfB95cx1AdFQYTD80vpyjkZE5B8lOTmZuXPnsnJlZtu8ceNGbrnlFp588kneffddDh8+zP3334/T6eTVV1/NtZ5169Zx0003MX78eP79739js9nYuHEjFktm/+h33nmH3377jXXr1rF8+XLuvvtujh8/jmEY7N27l9mzZ+fYU/uee+7hkUceYevWrdSrV88r5+CqvYo/e/ZsatSowdSpU+nWrRsrVqyga9eu+do2JSUFu93u0yTFHXfcQcWKFT2WTZ8+nQEDBjBnzhyCg4OZNm2aV2Pw8/Pzav1XgmEY3Hvvvb4O45IlJiYSEhJyResMCAi4ovUVZw6Hg/Hjx1OiRAk2bNiQ7b3mcrmIi4vzUXSZvPEaKU4sFgu33347CxYs4Nlnn/W4uWPbtm2sW7eOe+65h8WLFxdaTIZhFOr7MN104TCdhbY/EfnnSTFMNvunk24UbqIi2GLj3egbuP/AGp4o28y9PNTix+CI2ty771tWJ2Ve8BqyfzVb6/Xl2qAy/JJ8PMf6jjtSPJ7fFlaVNYmH2ZueCEDtgHC+OL2Pbamn2JN2hikVW1PaFkCsI5WZla5j/OGfSXRleOloRQR8194Ud7F4tl2PGVHsMpP5nlM5lh9lVGYlsbzGPgAmmLu4wYhgpFGZB8xt1CKYzSSymngANpNILYLZQhKPEs1aTvErZ7x6TCKXw0Yqpa1bsZLu61BEij5rMNRfANtGQtV/nbfCBekXfC+PvA2OfwzOs3nX6V8eak+F37tBk2We64Jrw8kv4Ox2SNkLNV8Ce2nIiIU6M2Dnk+BMvAIHdvnU1ohIYbCRSunSpQvc6fGrr77C39+fli1bAvDBBx/QsGFD94jY1atXZ8qUKfTu3ZsJEybkmqsYO3Yso0eP5l//OvdZUKtWLff/b9++ndtuu4169eoRExPDuHHjiI2NJTIykhEjRvDyyy8TGhqard7w8HDatGnDkiVLeP755wt0jBdzVQ5Rvn//fr755hsGDhzIzTffTLly5ZgzZ06OZbPmmd6/fz99+vShdOnSBAUF8d5777nng124cKHH0NdZfv75Z7p160b58uXx9/enXLlyXH/99V4b0jw0NJT333+fypUrM3PmTA4ePOix/vjx44waNYro6Gj8/PwoU6YM9957b7bx89PS0nj++eepW7eue8iAWrVqMXjwYPewAeefmwutWLGCa6+9lsDAQKKiohg2bBjx8fHZ5oA+fz7a5cuX07JlSwIDA4mMjGT48OGcPXuRLzVX0IIFCzAMg9WrVzNt2jRq1qyJv78/VatWZepUz+FroqOj3b3Cz/+7L1iwwF0mMTGRJ598klq1auHv70+pUqXo3r07mzZt8qhrzZo17m3ffvttGjZsSEBAAKNGjaJDhw48++yzAFStWtW9n6xe44mJiTz99NO0bNmSyMhI/Pz8iI6O5sEHHyQ+Pj7bMeY0B3fWsvXr19OxY0dKlChBWFgYffr04cSJEzmeo1WrVjF58mT3sN2NGjVi+fLlQGbi8NZbb6VkyZKEhYUxcOBAkpKSssVSkPOzaNEi9/mpUKECTzzxBE7nueTdxc7XpYiNjeXUqVPUqlUrW3IbMpOnkZGR7ufnv5Y/+ugjmjZtSmBgIOXKlWPMmDE5noPDhw8zdOhQKlSogJ+fHxUrVuS+++7j6NGjuZ6DS32N5Pe9fClcLheTJ0+mQ4cOlCtXDj8/PypUqMCAAQM4cOBAtvKX8hqDzHZqwIABREREEBwcTJs2bVi9enWBYh06dCiHDx9232WWZc6cOZQoUSLPaQo+/vhj2rdvT2hoKIGBgTRp0iTXz4n333+fRo0auV+bDz/8MMnJydnK5TYH91tvvUWXLl2oWLEifn5+REVFceedd7Jly5ZLP+jzmP97iIh4i2lAmsXELOSRZv9d6TqWn97PqkTPXhvNgiLxs1hZlXjIvezvtAT2pyXSskSZfNUdZQvklpKVmRf3l3vZppQ42pQoR4Bh5cbQShxJP0usI5W+4TVINZ18dnrvlTkwEcmVr9qbfxI7BvdQjgXmoVzLtCSMVabnb82viaUlYQBsIYkaBFOJACoTQA2C2UoSMQQywKjAM+ZObx6CyGUzDBObkYahm2lELl/t6RC7HOK/y7tcSBMIbQyHF1ykQgPqz4N9r2cmsS+UuBnC2oAlACI6Q9qRzOR22T7gSoWTnxfwQK48tTUiUhgMw8Rms3nkLC/F2rVradbsXKeCtLS0bJ23AgMDSU1NzXXq5BMnTvDLL78QFRVF69atKVOmDO3bt+eHH35wl2nUqBE//PADKSkprFy5knLlylG6dGkWL15MQEAAd9xxR64xXnPNNaxdu7ZAx5cfV2UP7rlz5wLQv39/rFYr/fr1Y+rUqRw7doyyZctmK5+UlES7du1o0aIFzz77LImJidx8880sWrSIfv360a5dO+677z6PbXbs2EGnTp2Iiopi5MiRlC9fntjYWHdXe28NaR4QEMCAAQN4/vnnWbFiBcOGDQPg4MGDtG7dmqSkJIYMGULNmjU5fPgwb731Fl9//TW//vorlStnDtvy4IMPMmfOHO655x5Gjx4NwN69e/niiy84e/YsgYG5z2P4+eefc8cdd1C2bFn+9a9/ER4ezmeffcZNN92U6zbLly/njTfeYPjw4QwcOJBVq1bxzjvvYBgGs2bNuuxzEhsbm+PykJAQ/P39PZY98cQTnDlzhkGDBlGiRAneffddHnnkEcqXL+9Ohk2bNo2pU6eydu1aFi1a5N62devMYW7OnDlD27Zt2bVrFwMGDKBRo0acOnWK2bNn06pVK9auXUvTpk099jt9+nSOHz/OsGHDqFixIiEhIURERFCqVCk+/fRTXn/9dUqXzpzbrGHDhkBmgvSdd96hR48e3HXXXQQEBLB+/XrefvttfvjhBzZs2IDdbr/o+dm4cSM333wz/fv356677uK3335jzpw5JCQksGLFimzlx48fT1paGiNGjMBqtTJ9+nRuv/12PvroI4YMGULv3r3p1q0b69atY+HChfj7+/P222+7ty/I+Xn77bfdCeHIyEg++eQTXnzxRUJDQ913/jz55JN5nq9LUaZMGUqUKMHWrVv56aef3H/bi/niiy+YOnUqI0eOZMiQIaxatYrp06fz559/smrVKvfdUocPH6ZFixacOHGCoUOH0qhRIzZu3Mjs2bNZsWIFGzZsoEwZzwvxBXmNXM57OTfp6em8/PLL9OjRg65du1KyZEk2bdrEvHnzWLVqFZs2baJUqVIe2+T3NXbmzBnatWvnfm1cc801bN26lVtvvZVq1apdcqw33HAD0dHRzJ07l1tuucUd/6JFi7jrrrsoUaJEjttNmDCB5557juuvv54JEyYQGBjIypUrGTZsGLt27eKll15yl501axYjRoygRo0aPPPMM/j5+bF48WL++9//5jvOKVOmcO211/LAAw9QunRpdu7cyZw5c/jmm2/4448/cj32mJiYXOs8ePAgtvAS2LCQjivfsYiIXAo/l0EFh43DNgfplsK5ONM7vDpNgkrT8q+Ps60rYw8izeXktNOzJ8QJRzJlbUH5qr9/RC0SnRl8mrDHvWx+7F80CIxgc90+mYntvV8TbvVnYvkWdNrxGc+Vu4be4dXZk36aofvXcCSj8G7SFPmn8EV7809zO1GEYWMhR3ItUxZ/jpPmsey4mU5ZI3N0t784y1PmDlYYzQF40tzBX5xlpdGcf5k7uJHSPGNUIwOTh82/WJtLT3ERX3GYfiSZFShhHMZmqGelSIGV6QUhjWF9m4uXrTAQkrbD6Z/zLhf9KJgOODgz5/VHFkBIfWj9J6THwqZ7wRYO1Z6BX2+EahOhbC9I3gPbhmcmwH1EbY2IFAaH6UdSQgIlSpQo0GjU+/fvp3z58u7nXbp0Ydq0abz//vv07t2bY8eO8dxzzwFk67SXZc+ezGsrEydO5NVXX6Vx48a8++67dOrUiS1btlCjRg0GDx7Mpk2bqFu3LqVLl2bp0qWcOnWKZ555hjVr1vDUU0+xZMkSqlWrxrx586hQoYK7/vLly7N///5LPrb8uuoS3E6nk3nz5tG5c2d3z8zBgwczZcoU5s+fz/jx47NtExcXx9ChQz2SGgD33nsv/fr1IyYmJtsw2CtWrCA5OZklS5Zw7bXXeu+ActC4cWMA/v77b/ey0aNHc/bsWX777TePpMigQYNo0KABEyZMYP78+UBmz8WbbrqJ9957z6Pel19+Oc/9Op1ORo0aRUhICL/++ivlypUDYNSoUXneZbF582a2bNnijuv+++/npptuYt68ebz22msEBwfn/+BziOn8nrbnmz9/frYezcnJyfz+++/uxPfgwYOpUqUKM2bMcCe4u3fvzrJly1i7dm2Ow59PmDCBv/76i7Vr13r87UeMGEGDBg145JFHsvVI3bdvH9u3b892g8WPP/7Ip59+Svfu3bP1lo+JieHQoUMeSewRI0bQpk0bhg0bxrJly+jVq1feJ4jM5OMPP/zgkcS1WCy8/fbb7Nixg5o1a3qUT09PZ/369e5z1LFjR5o0aUL37t1ZsmQJvXv3BmD48OEkJCQwf/58XnvtNXcysaDnZ9u2bYSHh7vrrl+/PjNmzHAnuDt37pzn+boUWb1sH330Udq0aUODBg1o06YNLVq0oGPHjrnW/fvvv/Pzzz9zzTXXAPDAAw/w0EMPMWPGDBYtWuR+vY0fP56jR4+yePFi7r77bvf2rVu3ZsCAATz55JPZegsX5DVS0PdyXvz9/Tl69ChBQZ6Jgu7du9O5c2fmzp3LuHHjPNbl9zX26quvsnPnTl5//XXGjBnjLtu2bVv69u17ybEahsGgQYN44YUXOHnyJJGRkSxbtozY2FiGDBlCWlpatm3++OMPnn/+eUaPHs306dPdy0eOHMmoUaN45ZVXuO+++4iJieH06dOMGzeOypUrs2HDBkqWLAlk/t3ze1MEwJYtW7K1cwMGDKBJkyZMnTqVmTNz+fF2EVYMbIZBuq4Bi4iX2IAIp4XjNgplcL2K9mBer9iGm3b9hzQvTcEwMKI2/xe/06N+By5GH/S8I3hOlet548RmGgdFcltYVZr+tZRxZZowrWJbeu/Nx9yBInJJCru9+ScabFRkBbEcJft35EvxDod457xe4P0oTyIOfiaBbUZbWpo/U5EAFhsNqW7+l3SNOSRXERMrqa5wgq05z0MvIvngXxFqvQq/dwXXRT5TLAFQ9i7Y+2Le5UKaQOUH4JdWuZcxHfDXGM9ldd+BAzMhtBFEdYN1LSD6Eaj1Gmy69OtMV4raGhEpDCZWUlNTC5xfS0lJ8eixfeONN/LKK69w//33069fP/z9/Xn66adZu3atez7tC7lcmR2vhg8fzqBBgwBo0qQJq1atYt68ebz44ovY7fZs178HDRrE6NGj+eOPP1i2bBkbN25kypQpjB49mo8/PtfhITAwMMeRVK+Uq26I8uXLl3P48GH3yYTM8d5bt27N3LlzMc2cf1w9/vjjl7SfsLAwAJYtW1bgoYALKms8+tOnT7v//fzzz7nlllsIDQ0lNjbW/ShRogQtW7b0GMI3LCyMrVu3snHjxkva72+//caBAwfo16+fO7kNmUmmvM7fHXfcka0nYufOncnIyGDv3ssb8tFisfDNN9/k+OjSpUu28g8++KBHr+7g4GBatWrFjh078rU/0zR57733aNWqFdWqVfM41w6HgxtvvJG1a9dme00MGDAgx9ED8uLn5+dObjscDhISEoiNjaVjx44A/PLLL/mqp1WrVtmScZ07dwbI8bgfeOABj3PUuHFjQkNDKVeunDu5naV9+/ZkZGS4h8Ev6PkZPHiwO7kNmX/XTp06cfTo0RyH/74SHnnkEb744gtuvfVW9u/fz6xZsxgyZAhVq1bl9ttv5+TJk9m26dy5szu5neXJJ58EcDe8LpeLZcuWUatWLY/kNkC/fv2oVq0an3zySba2qCCvkYK+l/NiGIY7ue1yudyvu8aNG1OyZMkcX3f5fY19/PHHhIWFMXLkSI+yffr0oUaNGgWKd9CgQTidTt59910gc3jyunXr0qpVzj+KFi9ejGmaDBkyxOP1GRsby2233YbL5eLbb78F4OuvvyYpKYkHH3zQndyGzA/WRx99NN8xZn3JME2TM2fOEBsbS5kyZahVq1ae7+M9e/bk+qhUqVK+9y8iUlQ0DYqkjD2IDbV7kdpkOKlNhtM+pAKjIhuQ2mQ4JxzJ+FuslLT6eWwXZQvimOPiP3jaBpejdkA48+JyGPLwPB1KlKdeQDgzT26hQ4nyrDizn2SXgw9P7aJ9SPk8txURuRpVJoBORDA3j+HJAY6RRhk8R0ErY/hxLJfbDiKw87RRjYfM7VxDSXaSzC6SWUM8dizUpOA3s4uIyFUqtAn4l4Frf4ZOSZmPUtdlJqg7JeGRLijTA6xBcGRx3nWGtwG/KGi781ydgVWg5svQ9u9ctmkPJerAwbcg/DqIXQGuZDj+UeZzERHJU+nSpTl1ynPEpYcffpiEhAQOHDhAbGwst99+O5D7SKNZecK6det6LK9Tp06O050CrF69mq1bt/Lggw+yZs0abrnlFoKDg+nduzdr1qzxKBsfH59rB9cr4arrwT179mwCAwOpX78+u3btci+/8cYbmThxIqtXr3YnCLNERkZ6JNfyo0+fPrz//vu89NJLvP7661xzzTVcd9119OnTh/r161+RY8nNmTNnANwJlx07duByuVi8eDGLF+f8heH8OyymT59Ov379aNy4MZUrV6Zdu3Z06dKFXr16ZRtj/3xZww3Url0727o6derkul1OL/6IiAggs/f85TAMgxtuuCHf5XOLJb9xZCXC/vvf/+b5xoqNjfVIQF3YSzq/Zs+ezZtvvsmWLVtwOBwe63Kahzsnl3r+cyofHh6eY0It632TVU9Bz8/FYsxtqOnL1bVrV7p27YrL5eLvv/9mzZo1zJw5k88//5x7770329zOFzbUAFFRUURERLjbm5MnT5KYmJhjO2AYBvXq1ePzzz/n1KlTHkN9F+Q1UtD38sUsW7aMKVOm8Ntvv5Ge7nkxK6fXXX5fY7t376ZBgwb4+fllK1+3bl127rz0OfsqVarEjTfeyNy5c7nzzjtZtWoVr7zySq7lt2/PTGo0atQo1zLHjx93x5sV24Xq1auX7xj/+9//8txzz/HTTz9lu7mjatWq+a5HRKS4+y7xMI22feCxbE6V6/k79RSvHP+Tg+lJpLucdAyp6B5ivKZ/GFX8Q/g56fhF6x9Uuja/nj3BppTcv/f5G1ZmVGpH/32rcGFiMQzsZub3aLthwYomCBaRomegUYETpPMVOU/vleVnEuholGKGeW4YwBuI4GcSciz/mlGb6eZ+DpNGcwxs57WRNgy1mSIixVH8avjJc+pB6r0DZ3fAvlfh/GnUyg+Ek19kzpWdl6P/B3EXzOXd9D+Zy4+8m728xR9qT4MtAzP3Z1gh6zPHsP/vuYiI5KVJkybZRoaFzBxG1tDl77//PpUqVco25WyW6Ohoypcv7zHaNGTmLG+++eZs5VNTU3nggQdYvHgxVqsVp9Pp7giYkZGB0+k5mt+WLVto0qRJgY4vP66qBPeRI0f48ssvcTqduSaZ58yZky3BfeFQvPnh5+fH8uXL+f3331m5ciU//PADr7/+OpMnT+aVV17hkUceKdAx5Meff/4JZPZMh3PDAPTu3ds9J3deunXrxr59+1i5ciVr1qxhzZo1LF68mGeffZZ169Zd8TsisuYlzkluPeq9Ja9Y8iPrXF933XU8/fTTuZa78BwW5DU2ffp0xowZww033MCbb75J+fLl8ff3x+FwcPPNN7tjuZhLPf+5lc9PPQU9P75+jVgsFurUqUOdOnUYOHAg9erV4+uvv+bQoUPuqQ68rSCvEW+8lz/77DPuuOMOmjdvztSpU6lcubJ7Lu8+ffrk+Lrz9d9v6NCh9OzZk+HDh2Oz2ejfv3+uZbPi/+KLLzxGKjhfXnNfX6rffvuNTp06ERMTw6RJk4iJiSEoKAjDMHjooYc4e1bzuIqIZElyZbA11fNGqmRXBnHONPfyeXF/8WqF1pxypHLGmc70Su1Yl3SMX5LPJbi31O3Dk4d/4bPT50YKCrHY6RlWjXGHf8ozhqfKNWPFmQP8mZJ5Ee6npGO8XKEVC+L/YmRkA346q2EGRaRoMYABVGARh3FeMFz4fKM+R0jjSTPzRtN/mwf4zmjBWKrwFbHcZZSlGSW539yWrd4biKAmQQxiMwC/cpraBHMTpalIAE5M/kbfdUVEih1nEpy94HPBmQwZcZ7LA2MgvC38cXvO9bTeCDufhpOfQ0Z85uN8pgPSj0NyDp0hqj6R2WM78X8jGiasgxovZibDK4/IfC4iInnq0qUL48eP59SpU+6OjK+88go33XQTFouFTz75hJdeeomlS5e6r/8fPnyYTp068e6773LNNddgGAbjxo1jwoQJNGrUiMaNG7Nw4UL++usvPvroo2z7fP7557nlllvcSes2bdowbtw4Bg0axBtvvEGbNm08yq9du5bnn3/ea+fgqkpwz58/H6fTyeuvv55jUmru3Ll88sknxMXFuXsXXq6mTZu67144deoUrVu35oknnmDUqFE59lK8XKmpqSxcuBCbzcZNN90EQPXq1bFYLKSkpOS7N3NYWBh33XUXd911FwCzZs1ixIgRzJw5k4kTJ+a4TVbS56+//sq2LqtXZHFhGDnfaR4ZGUlYWBinTp26pJ7jl7ofgIULFxIdHc3KlSs9euBfzef6Sp+fC+V1vq6UwMBAmjRpwt69ezl8+LBHW7JtW/YLOydOnCAuLs49JHZkZCQhISFs3bo1W1nTNNm6dSvh4eH5HjXiYsdckPdyXhYuXEhAQADff/+9R9L97Nmz2YYsuVTVqlVj165dpKenZ2sfczq3+XXbbbcRGRnJ119/Tc+ePSldunSuZWvWrMmKFSsoV65crneenR9vVmxdu3b1WJfT3zcnixcvxuFwsHz58myJ87i4uMvqae/ABDN/N7qIiBREhmFyxOYgw7h65k995NCPuCqaLI3pgr9h5evEgzx44L8eZWoHhGcbxvyu8OoYBiyJ30Vu6gWUomdYNZr99aF72ccJu2kfUp41NbuzIzWBe/d9e2UPSESAq7O9KS5uIIIqRiDzXYezratM4Pn97FhHAveam3jOqMEL1GQnZ7nT/IOteE4bFYCF6UYd7jY3ulPmh0njIXM7c4z6pOFisLmZVPRdVa4uFhwEW45iwXHxwiJyeSoMhNTDEJfL9+fgWmArmfO6vATXhbJ3wrrzphA8/knmsOTNV0HyDtg8oEAhXylqa0SkMFhwEBwcnOv82BfToEEDmjZtytKlSxk+fDiQOQX0pEmTSEtLo1GjRnz22WcePbEzMjL4+++/PebFHjNmDKmpqYwdO5b4+HgaNWrEN9984762nmXLli0sXbrU3YEXoGfPnqxZs4Z27dpRq1Yt/u///s+9bt26dZw+fZqePXsW6Pjy46qZg9s0TebOnUulSpV46KGH6NmzZ7bHAw88QFpaGosWLcp3vSVKlMhxSN7Y2OxDq4SHhxMTE0N6ejqJiYmXdTw5SUxMpG/fvhw4cIAHH3zQPcRzREQEt9xyC19++SWrV6/OcdusIXedTmeOSapmzZoBeQ8Z3qxZMypVqsSiRYs4evSoe7lpmkyZMqXAx3U1yhoS+8K/vcVi4d5772Xz5s0sXLgwx22zzvXl7AfO9Yo9v8esaZo899xz+a6/sF3p83OhvM7XpUhNTeW7777Lcd2JEyf48ccfsdls2eaF/uabb1i/fr3HskmTJgHQo0cPIPMcdO/ePce7lBYvXszu3bvp0aNHvpP1uR3z5byX82K1WjEMI1tP7eeffz7fowbkpkePHiQkJPDmm296LF+yZEmBhifPYrfbmTVrFhMmTHDPiZ6bfv36ATB+/HgyMjKyrT99+jRpaWlA5tQWwcHBvPHGG5w+fdpdJjU1lVdffTVfsWW9jy/syT5r1qzLei8AOE2TDHQRWES8J8OAI3YnGT4cYbbTzs955NCP7udpppPRB9cStWk+JTfOodeelRx3eE7/YPv9Ld6N9xwea07cdkL/nMMZV87zyAJsTY2nzrb3SXaduxBlAqMOriVi4zxa/f0Ju9POXJkDExEPV0N7U1x9Qxw210p2kpxtXSdzA0PMLR7LPuY49cwfCDa/obH5E8tzGNY8FRf1zB/YiOd1j3kcpqK5hmrmfy86HLqIL1iNDEIsR7Ea2X8Lishl+O1G2DHOc9muZ+CHGpDbdYtvAuBoHtfof6gFB97IvvzsNvixfuZ8224m/PUQrCkD69tByp5LPYIrSm2NiBQGq5FBSEjIZY1a/MwzzzB9+nT3df/vvvuOhIQEUlJS+Pnnn7MNMx4dHY1pmnTo0MFj+b/+9S8OHjzI2bNn+emnn2jbtm22fdWvX5+dO3cSHBzsXmaxWHjzzTc5ffo069evp3r16u5106ZNY9y4ce7RZb3hqunB/e2337J3717Gjh2ba+LoxhtvpGTJksyZM4cxY8bkq96WLVvy7bff8vLLL1O5cmUMw6BPnz688MILrFixgltvvZWqVatis9n4/vvv+eqrr7j11ls9eohHR0ezf//+Sxqq99NPPyU8PByn00lCQgIbN27k008/JSEhgaFDh2abY3bWrFm0bduWzp07c/fdd9OiRQssFgv79+/nq6++onnz5ixYsIDExETKlStHt27daNy4MeXKlePIkSPMnj0bm83GPffck2tMVquVGTNmcOedd9K8eXOGDx9OeHg4y5YtIykp847uy+1haxgGVapUYd++ffkqb5pmjvMEAJQqVYpbbrmlQHG0bNmSN954g5EjR9K1a1fsdjvXXnstVatWZdKkSfz0008MHDiQZcuW0a5dO4KDgzlw4ACrVq0iMDAw1xsNctoPwOOPP84999xDQEAA9evXp379+vTq1YvHH3+cLl260LNnT5KTk/n000+zzYl8tbmS5+dCeZ0vyP97LTU1lU6dOlG7dm1uvvlmatWqhcViYffu3SxatIjjx48zceJEjzmyIXNeihtuuIGRI0dSuXJlvv32Wz799FPatm3rMSz25MmT+fbbb+nbty+rV6+mQYMGbNy4kdmzZ1OpUiV3UvxyjrlixYr5fi8vWLCAQYMGMWHChIv26u7VqxcfffQR7du3Z+DAgZimycqVK9m2bVuePaPz49FHH+X999/n4YcfZtOmTbRo0YJt27Yxb948GjRowObNmwtcd48ePdw3GeSlefPmvPDCCzz11FPUr1+fvn37UrFiRU6cOMHmzZv57LPP2LZtG9HR0ZQsWZKXX36ZBx98kBYtWjBo0CD8/Px477338v3FoUePHkydOpWbb76Z++67j6CgIH744QdWrlxJtWrVcDgKfjevxci8y0z9YkTEWywmlHBZSLK4cCnpJCJepPZGRAqDy7SQQTB2zmIx9EtKRLxDbY2IFAaXaSEjLQ273V7gXtxdu3Zl586dHD582N2h9mqQnp5OgwYNGDt2rFf3c9UkuGfPng2QZ3d1Pz8/brvtNhYtWsS6devcQwrn5c033+SBBx5g0qRJ7l7Zffr0oXv37hw7doyPP/6Y48ePY7fbiY6O5uWXX2bUqFEedSQlJbknZc+v0aNHA5k9E0NDQ4mJiaFfv37079+f5s2bZytfoUIFfv/9d6ZMmcKyZctYunQpfn5+VKhQgXbt2jFkyBAgc57fhx9+mO+++441a9Zw5swZoqKiaNmyJePGjeOaa67JVvf5unfvzn/+8x8mTpzI5MmTCQ0N5fbbb+epp54iOjr6su6myDq/FSpUyPc2LpfL3SPzQo0aNSpwgrtv37788ccfLFmyhA8//BCXy8X8+fOpWrUqoaGh/PDDD0ybNo0PPvjAPYR4uXLluPbaa/Oc//dCbdq04eWXX2bWrFkMGzYMh8PBhAkTqF+/Po8++iiQOW/82LFjiYiI4Pbbb2fSpEnZEq9Xkyt5fi6U1/mC/L/XQkJCWLBgAd988w1fffUVc+fOJTk5mYiICJo1a8abb77J7bdnnyOoW7du1KtXj8mTJ7N9+3bCwsIYNWoUkyZN8kh4VqxYkfXr1zNx4kQ+/fRT3nnnHaKiohg8eDDPPvssZcqUuexjfuKJJ/L9Xr6U91bv3r1JSkri9ddf57HHHiMkJITOnTuzdu3aHO+8uhQlS5Zk7dq1PPbYYyxbtowlS5bQpEkTvvjiCxYuXHhZCe5L8eSTT9K8eXNmzJjBG2+8wZkzZ4iMjKRWrVq88MILlC1b1l32gQceICwsjJdffpmJEycSERFBnz59GDp0KPXq1bvovlq1asWyZct47rnnmDBhAv7+/rRt25a1a9cycuTIfN/MkxM7FuyGlWTTWeA6RETyEmAa1Ey3s80/nWQNGywiXqT2RkQKgxN/TjlrEGHdjoWUi28gIlIAamtEpDA48efUqVNEREQUOMEN5LszcGHy8/Pjqaee8vp+DPNSuiX/A/355580adKEefPmMWjQIF+H4zUbNmzgmmuu4aWXXuLxxx8vUB3Lli3jjjvu4LvvvuP666+/whFKcefN99q+ffuoWrVqvnpAX426d+/O1q1b2bZtG3a73dfhyBUQExPDkaQE7FOGFYkEt9Go2sULichVJ8hlUDfNLzPhZNFXfhHxnmLZ3jSO8XUE8j87Z3QrtH1VrXfVzOQnOcgwA4lz1iHCuh27oaSTiHiH2hoRKQwZZiBxDbcTERGha/4FdNX04L5arVixgkaNGjFgwABfh3JFZGRkYBgGNtu5P73L5WLy5MkAdOnSpcB1Zw35ruS2FERxe69dKRkZGXz33XfMnz9fH3QiIiIiIiIiIiIiIvKPpwT3RfzrX//iX//6l6/DuGL279/P9ddfT58+fahRowZxcXEsW7aM9evX079/fxo3blzgumfNmnXlApV/nOL2XrtS7HY7Z86c8XUYIiIiIiIiIiIiIiIiVwUluP9hIiIiuO666/joo484fvw4pmlSs2ZNXn311atyrH4RkeLKBFzFZARPEbk6uYBUw8Tl60BEpNhTeyMihcPEaqSR+WtKRMRb1NaISGEwsVqtvg6iSFOC+x8mPDycxYsX+zoMkUIVHR2NaepLqVxd0k0XDq7++bdFpOhKtZhsCUj3dRgi8g+g9kZECoPdSCXSutXXYYhIMae2RkQKg91IJTIy0tdhFGkWXwcgIiIiIiIiIiIiIiIiIiKSH0pwi4iI+ICfYSEQDUMjIt4T6DJonOJPoMvwdSgiUsypvRGRwpBhBnLC2YgMM9DXoYhIMaa2RkQKQ4YZyIkTJ8jIyPB1KEWWEtwiIiI+YACGrgGLiBcZZM5HpKZGRLxN7Y2IFBaXqZuERcT71NaISGFwuVy+DqFIU4JbRERERERERERERERERESKBCW4RURERERERERERERERESkSFCCW0REREREREREREREREREigSbrwMQERH5J0rHhdN0+joMESnGUg2T7f7ppBqmr0MRkWJO7Y2IFAYraZSy/o2VNF+HIiLFmNoaESkMVtIoVaoUVqvV16EUWUpwi4iI+IBpgsvXQYhIseYy4KySTSJSCNTeiEhhsBgu/Djr6zBEpJhTWyMihcFiuPDz8/N1GEWahigXERHxAZthYMfwdRgiUozZTaiUYcOunJOIeJnaGxEpDE7TzhlXRZym3dehiEgxprZGRAqD07Rz5swZnE6N8FlQSnCLiIj4gBUDu6GPYRHxHrtpUMZhxW7qZhoR8S61NyJSGFzYSHZF4dKAlCLiRWprRKQwuLCRnJyMy6UxPgtKV9ZFRERERERERERERERERKRI0G1IIiIiPlAmMIRd97yA3a4hr0TEOzIyMoiLiyMiIkJtjYh4ldob8aox6b6OQK4WGRkQFwcREaC2RkS8RW2NiBSGrLZGCkw9uEVEREREREREREREREREpEhQgltERMQHDMPAYtHHsIh4j8ViISgoSG2NiHid2hsRKQxqa0SkMKitEZHCoLbm8hmmaZq+DkJEROSfJCYmBoA9e/b4OBIRERERERERERERkaJFtwaIiIj4iO4xExFvMk2TjIwMtTUi4nVqb0SkMKitEZHCoLZGRAqD2prLpwS3iIiIDzidThwOh6/DEJFizOFwEBcXp7ZGRLxO7Y2IFAa1NSJSGNTWiEhhUFtz+ZTgFhERERERERERERERERGRIkEJbhERERERERERERERERERKRKU4BYRERERERERERERERERkSJBCW4RERERkWLKMAxfhyAi/xBqb0SkMKitEZHCoLZGRAqD2prLY5imafo6CBERkX+SmJgYAPbs2ePjSEREREREREREREREihb14BYRERERERERERERERERkSLB5usARERE/okOJSUQPP9xUnH6OhSvMRpV83UIIv9oAS6Daul2dvtlkGrRoE0ANI7xdQQixVKAw6RagovdYRZSbRpmTy7fzhndfB2CXIWcRgAp/jEEpu3Baqb6OhyRIqlqPfV3u5gMM4DTrhhKWvZgN9TWiIh3ZJgBnG66i5IlS2K3230dTpGkTzQREREfsAAWXf8VES+yAIGmoS/8IuJ1FhMCHZn/ioh4jwWXEYguZ4qIdxk4zABAF21ExJsMHA6Hr4Mo0vSNUEREREREREREREREREREigQluEVEREREREREREREREREpEhQgltERERERERERERERERERIoEm68DEBER+SfKwIXLdPk6DBEpxtIMk11+GaQZmhRXRLwrzQq7wiykWX0diYgUZxYzjcD03VjMNF+HIiLFmJV0wqy7sZLu61BEpBizkk5YWBhWq35EFZQS3CIiIj7gMgGUdBIR73EakGDVjTQi4n1Oi0FCgK+jEJHizsCJ3Zng6zBEpJizGE4COO3rMESkmLMYTgIC9CPqcmiIchERER+wGgY2DF+HISLFmM2EchlWbLqXRkS8zOY0KZfkwuZUgyMi3uPCRpqtLC711xERL3KaNpJcZXGaamtExHucpo2kpCScTqevQymylOAWERHxARsGfoY+hkXEe/xMgwoOG36mbqYREe/yc0GFJBM/DRohIl5kGn6k2StgGn6+DkVEijEXdpJc5XFh93UoIlKMubCTlJSEy6UfUQWlK+siIiIiIiIiIiIiIiIiIlIkKMEtIiIiIiIiIiIiIiIiIiJFghLcIiIiIiIiIiIiIiIiIiJSJNh8HYCIiMg/kRMTwzR9HYaIFGMO4JTVhcPXgYhIsecw4FSAgcPwdSQiUpwZOLA5T2Ho242IeJGBE38jAQOnr0MRkWLMwIm/vz+GoR9RBaUEt4iIiA84TBMXLl+HISLFWLrFZLdfhq/DEJF/gHSbwe4wXZgREe+ymOkEpe/xdRgiUszZjHTCrWprRMS7bEY64eHhvg6jSNMQ5SIiIj6iy8Ai4k2GCXYz818REW8yTBO7U6PTiIh3mRi4DDumfkmJiBeZpoHTtGOaamtExHtM08DpdGLqN1SBKcEtIiLiA/6GhUDD6uswRKQYCzQNGqX6E6gLMyLiZYEOaHTSRaBGDRYRL3IZgSQFNMRlBPo6FBEpxhwEcNLZAAcBvg5FRIoxBwGcPHkSh0M/ogpKCW4RERERERERERERERERESkSlOAWEbkEHTp0IDo62tdhXJKiGHNBLViwAMMwWLNmjdf3FR0dTYcOHby+HxEREREREREREREROUcJbpHLkJaWxttvv80NN9xAZGQkdrudUqVK0a5dO6ZMmcKpU6d8HaLX7Nu3j4kTJ/Lnn3/6OpSrVnR0NIZhUKJECRITE3Ms88wzz2AYBoZh8N577xV4X9OmTWPBggUF3r4oWbZsGRMnTvR1GCKSi8fLNGFdrTs51WgIRxoM5OOYm6jpH+ZRxt+wMqNSO443HERCo6EsrdqFKFveQ006mo7I8fFIVGMA/AwLC6p0JL7RELbV7UunkAoe2z8S1ZhpFdteyUMVEblkj1OVdUZLThmdOGJ04GOjMTUJ8iizymiBw9LF4zHTqJtnvReWz3o8QjQAfhgsMBoQb3Rim9GWTpTy2P4Roplm1L6ShyoiclUq2eIxyvf5iSoj46h83yGiun2EPbxmruXLdP+cqmPSCap2W571hrV8mgr9N1PlgVNUvv84ZXssx79si3MFrH5EdplPlRGxVBywlYBKHT3javYwpTq8flnHJiJy1YoeB9f8ANefhPYHoNFSCKrhWabZ19A51fNR59+512nYoPoL0PJX6BgH1+2BenPBv9x5Zfyg3jy4/gS03gylPNteqoyFWlOv3HGKFLK4uDiioqLYt2+fr0O5ZLNmzaJbt26XVYcS3CIFdODAAa655hruv/9+0tLSGDt2LO+88w5PP/00ZcuW5emnn+amm27ydZhes2/fPp599lkluC8iICCAs2fP8sEHH2Rb53K5mD9/PgEBlz+nzz8twf3ss8/muK5fv36kpKRw3XXXFXJUIpLluhLleevkFtr8/Qk37foPdsPC8uq3EmSxucu8VrENt5asQp89X9NxxzLK24P4KKZLnvVW2LTA4zFk33e4TJNPEnYDMKx0XZoGRdL270+YE7uNRdGd3dtG+4UwpHQdnj7yi3cOWkQkn64zSvGWeYA25s/cZP6GHQvLjeYEYfUoN9s8SAXXavfjX+bfedZ7ftkKrtUMcW3ObCM5DsAwKtGUUNqaPzPHPMQio6F722gCGWJU5Glz55U/YBGRq0xAhXac2fQWR5a049gnt2BYbJS940sMW1C2sqFNRoNp5qvejFM7iVv9EIcXNeXo0utxnNlP2Tu+whJYOrOu+kPxi2rKkQ+u48zmOUTd/K57W1toNCH1h3Dqp2euzEGKiFxtwtvBwbdh/XXwW1cw7ND0S7Bc0PYemgvfVzn32PFE7nVagyC0Cex9EX5uCRv7QHANaPzRuTIVh2SWWd8eDs+FBgvOrQuIhgqDYdeEK3mkIoVq0qRJ3H777dlGb42Li6NixYoYhkFCQoLHujVr1tC0aVP8/f2pXr36RXMKa9as4fbbb6dcuXIEBwfTuHFjFi9e7FHmm2++oWbNmoSGhtKvXz/S09Pd606fPk3NmjXZv3+/xzaDBw/m999/Z+3atZd83FmU4BYpgLS0NG699Va2bt3K4sWLWbt2LU888QSDBg1i7NixfPjhh+zevZvrr7/e16EWWWfOnPF1CFdEhQoVuOaaa5g7d262dStWrODQoUPceeedPoiseLJarQQEBGCxXP0fb2mmi2TT6eswRK64rru/5N34v9mWeopNKXEM3v8dVfxDaBYUCUCoxY/BEbV59NBPrE46zO8psQzZv5rWJcpxbVCZXOs97kjxeNwWVpU1iYfZm545QkbtgHC+OL2PbamnePPkFqLsgZS2Zd5ANLPSdYw//DOJrgzvn4CrSLJh8ltAGslG/i7Mioj3dTV/412OsI2zbCKRweZmqhiBNCPUo1wyLo6T7n4kkvd3hvPLHied24wo1hDPXlIAqG0E8wUn2MZZ3uQAUYY/pbEDMNOoy3hzx0X3kZdkG/xWxkKy7eJlRUQKymImE5LyOxYzucB1HF/WjaRti8iI30Z67CZOfj0UW2gV/Ms09SjnF9mIkk3HEPvNffmq9+zfS0g9+B2OM3vJiN9G3H/HYfEviV/pBgDYS9Umec8XZMRvI3HjW1iDotzJ74iO/yb+hycw03Me+U1ECpeNFMpY/8D2v+9RcgX8cRscXQRnt0PSZtg6DAIrQ6hn24szGdKPn3s482gXHWfg965w/GNI3gmn18NfYyG0GQRUyiwTXBtOfpG534OzwC8K7JltL3VmwM4n896HiBfZSKFMmTLYbAX7EZWcnMzcuXMZMmRItnVDhgyhYcOG2Zbv3buXrl27cv311/Pnn38yZswYhg4dysqVK3Pdz08//UTDhg35+OOP2bRpE4MGDaJ///588cUXQGYnvrvvvpv777+fdevW8euvv/LOO++4t//Xv/7F/fffT5UqVTzq9fPz4+6772bGjBkFOn5QglukQObNm8fmzZsZM2YMd999d45lKlasyEsvveSx7K+//qJPnz6UKVMGf39/YmJiePTRR7Mlc7PmEV61ahWTJ08mJiaGgIAAGjVqxPLlywHYtm0bt956KyVLliQsLIyBAweSlJTkUc/EiRMxDINt27bx8MMPU6FCBXc9S5YsyRazYRgMHDgw2/I1a9ZgGIb7bp6JEye6k/eDBg1yD7F94XzEH3/8Me3btyc0NJTAwECaNGnCnDlzstWfNZfxpk2b6Nq1K+Hh4ZQsWTLH85olMTGRp59+mpYtWxIZGYmfnx/R0dE8+OCDxMfHe5Tdt28fhmEwceJEli9fTsuWLQkMDCQyMpLhw4dz9uzZbPXv2rWLO+64g5IlSxISEsKNN97Ixo0b84wpN0OHDuXnn39m27ZtHsvnzJlD1apV6dSpU7ZtXC4XkydPpkOHDpQrVw4/Pz8qVKjAgAEDOHDgQLZj279/P99//737b2EYRrahSY4dO0a/fv2IiIggMDCQ6667jl9//TXHmC/1b7dlyxa6dOlCaGgoERERDB06lLNnz+JyuZgyZQrVq1fH39+fevXq8eWXX2ar54MPPqB79+5UqVKFgIAASpUqxU033cQPP/yQbX8LFy4E8DjWrNdmbnNwZ2Rk8Prrr9OsWTOCg4MJCQmhYcOGTJhw7i7N/J5zEbk0Ja1+AMQ70gBoFhSJn8XKqsRD7jJ/pyWwPy2RliVyT3CfL8oWyC0lKzMv7i/3sk0pcbQpUY4Aw8qNoZU4kn6WWEcqfcNrkGo6+ez03it4VEWEAaaR+a+IXJ1K/i/JHI/nDTh3U45jxvX8abRmklGDwEv46R6FH7cQyTzzsHvZJjORNoQTgIUbKc0RM5VYMuhLOVJx8hknLu9ADAPTMMBQgyMi3pP5tca8ol9tLH6Z1x6cqeemmDNsgUTe9C5xqx/CmXy8AJXaCak/FGdaAuknNwGQHruJgPKtMawBBEbfiCPpCK6UWIJr9cV0ppG8+7Mrcjwicvkyv9KY+lrjTbb/3dyZ4XkNl3J9oP0haPUbVH8eLHlPZZa93pJguiAjIfN54mYIawOWAIjoDGlHICMWyvYBVyqc/PyyD0WkoDLbmsxr2wXx1Vdf4e/vT8uWLT2Wv/XWWyQkJPDoo49m22bWrFlUrVqV1157jTp16vDggw/Ss2dPXn8992lSnnjiCZ5//nlat25NtWrVeOihh7jpppv45JNPAIiNjSU2NpaRI0dSr149brvtNrZv3w5kJsc3bNjAQw89lGPd3bp14/PPPyclpWA3FOn+apECWLp0KQD3339/vrf5888/ue6663A4HIwcOZKYmBh++OEHXnvtNVatWsWPP/5IUJDnsCzjx48nLS2NESNGYLVamT59OrfffjsfffQRQ4YMoXfv3nTr1o1169axcOFC/P39efvtt7Ptu3///pimycMPP0xaWhoLFiygb9++JCUlMXTo0Es+/h49epCRkcHkyZO57777aNeuHQBlypxLTEyYMIHnnnuO66+/ngkTJhAYGMjKlSsZNmwYu3btypb8P3jwIO3bt+eOO+7gxRdf5NixY3nGcPjwYd555x169OjBXXfdRUBAAOvXr+ftt9/mhx9+YMOGDdjtdo9tli9fzhtvvMHw4cMZOHAgq1at4p133sEwDGbNmuURS+vWrUlISOD++++nTp06/Pzzz3To0IGIiIhLPl99+vRh7NixzJ07l9deew2A48eP88UXX7jn4L5Qeno6L7/8Mj169KBr166ULFmSTZs2MW/ePFatWsWmTZsoVaoUkZGRLFq0iLFjx1K6dGmefPJJdx2RkZHu/z979izt2rWjWbNmPP/88xw/fpzXX3+dm2++mT179hASEuIue6l/u8OHD9OxY0d69uzJHXfcwbp165g7dy4pKSmEh4fzww8/MHz4cPdruEePHuzYscPjrq033niD8PBwhg4dSrly5Th48CBz587l+uuv5/vvv6d169ZA5lDsU6dOZe3atSxatMi9fdb6nGRkZHDzzTezatUq2rdvzzPPPENoaCjbt2/nww8/dA93nt9zfqXYDQMbFtJwXbE6Ra42BjC1Yht+TDrK1tTMH65l7EGkuZycdqZ7lD3hSKZsDkND5qR/RC0SnRl8mrDHvWx+7F80CIxgc90+mYntvV8TbvVnYvkWdNrxGc+Vu4be4dXZk36aofvXcCQj+81NxY2/yyA6w8Y+u4M0i3pxi1xtDGCqUYsfzVNs5dyNqu+bRzlACkdIowEhvGjUpKYRTC/zz3zV25/yJOLkU84lZeZzmAaEsNlok5nYNjcSjp2JRnU6mRt4zqhOb8qxh2SGmls4QtolHYu/wyT6jMm+UIM0m64Gi4h3uAx/UvyqEJi+H4t5ae1Uzgwi2r9K6uEfyYjb6l5aqv2rpB1dR/Ke/1xSbYFVbyHq5vcw7EE4zx7l2Cc340qNAyBx6wL8SjegQv+NuFLiOPHV3Vj8wwlv9QxHP+pMeKtnCa7Vi4zTe4j9+j6cZ49cgeMTkYJwmP6ccVUh1LIfm3El2hrxZECtV+HUT3D2vM5Axz6A1P2QdhRKNIAaL2TO072pT/6qtfhnbnNs6ble2UcWQEh9aP0npMfCpnvBFg7VnoFfb4RqE6FsL0jeA9uGZybARQqJw/TnTHw8oaGhBerFvXbtWpo1a+axbNu2bTz33HP88ssv7NmzJ9s269at44YbbvBY1qVLF8aMGXNJ+z59+jR16tQBMnMQ5cqV4+uvv+aGG25g7dq1DBgwgIyMDEaMGMG8efOwWq051tO8eXMcDge//PJLts6T+aEEt0gBbN68mZCQEKpXr57vbUaPHk1SUhJr166lTZs2AIwcOZLatWszYcIEpk6dylNPPeWxTXp6OuvXr8ff3x+Ajh070qRJE7p3786SJUvo3bs3AMOHDychIYH58+fz2muvUaJEiWz7/+mnn9z1PPDAAzRs2JCHH36Y3r17Exoamq18Xho2bEh8fDyTJ0+mVatW3HvvvR7r//jjD55//nlGjx7N9OnT3ctHjhzJqFGjeOWVV7jvvvuIiYlxr9uzZw9vvfVWvm8aiImJ4dChQx5J7BEjRtCmTRuGDRvGsmXL6NWrl8c2mzdvZsuWLe793n///dx0003MmzeP1157jeDgYACefPJJTp48yaeffkr37t3ddb/00kuMHz8+23AaFxMSEkLv3r1ZtGgRL730Ena7nYULF+JyuRg4cCDffvtttm38/f05evRotpseunfvTufOnZk7dy7jxo0jODiYe++9l6eeeooyZcpk+1tkiY2N5eGHH2b8+PHuZXXq1KFv3768//773Hdf5rBrBfnb7dq1i/fff58+ffq4z+vp06d5//33adSoEevXr8fPL7MHZ9Zr+O2332by5MnuOlasWOE+/1lGjBhB/fr1mTRpkrvXd/fu3Vm2bBlr167N9VgvNH36dFatWsXo0aOZNm2axw0FLte55HJ+z3l+nX+OLnTw4EGs4SFYDQOUc5Ji7N+VrqNeQCna71h2ResdGFGb/4vfSdp5w/w7cDH6oOe8PXOqXM8bJzbTOCiS28Kq0vSvpYwr04RpFdvSe2/uwy8VF1YgxGUh558RIuJr/zbqUI8Q2pu/eCyfw7kRLraQxDEzjW8sLYgxA9mTj6EyBxoV+D+OeNxE58BktLndcz9Gfd4w99OYEG4jiqbmT4wzoplm1KF3PpPpWawmhKSbWE0lt0XEe0ysOC0hmFfo201ExxnYS9fj6NJz08sFxdxKYMUOHP6/ay65vtSDazi8uAXWwAhC6g8h6pb/48iStrhSToLLQdxqz95LpTvP5syfM/GPakxQtds4/F5zSjZ/lIgOr3Piy7su9/BEpIBMLKSbJTA1+K131J4OJerBho6eyw+fN71j0lZIOwbNV0BgDKRkT9R5MGzQcDFgwPZR55abDvhrjGfZuu/AgZkQ2giiusG6FhD9CNR6DTb1vZwjE7kkJhbS09MxzYJdHN6/fz/ly5d3P09LS6Nv37688sorVK5cOccE97Fjxzw6KUJmp8UzZ86QkpJCYODFR01YunQpGzZscHe0NAyDpUuXMnbsWB566CFuueUWBg8ezEsvvcT1119PQEAAbdq0ITY2llGjRvHggw+66woKCqJkyZLZ5ufOL7XSIgVw+vTpS0oKnzx5krVr19K5c2d3cjvLo48+SnBwMB9//HG27R544AF3UhqgcePGhIaGUq5cOXdyO0v79u3JyMjINiw1wCOPPOJRT8mSJXnggQdITEzkm2++yfdx5NfixYsxTZMhQ4a4h6jIetx22224XK5sSd1SpUoxbNiwfO/Dz8/Pndx2OBwkJCQQGxtLx46ZX45++eWXbNvccccd2ZKOnTt3JiMjg717M4eudblcLFu2jLp167qT21nGjBmT480D+TF06FBOnjzJ559nDn0zd+5cunTpQsWKFXMsbxiGO9Hqcrncx9e4cWNKliyZ4/HlxWKxMHbsWI9lnTt3BmDHjh3uZQX525UvX96d3M7Svn17TNNk5MiR7uQ2nHsNn79PwCO5nZiYSFxcHDabjWuvvfaSj/VC7733HsHBwUyePDlbb/nz5+q+0udc5J9uesW2dC1ZhRt2fs7h83pLH89Ixt9idQ9dniXKFsQxx8XnU2wbXI7aAeHMi9ueZ7kOJcpTLyCcmSe30KFEeVac2U+yy8GHp3bRPqR8ntuKiHjbdKMOXYnkBnMDhy/SW/oXTgNQnYuPctGWMGobJTyGJ89JB0pRjxLM5AAdjFKsIJZknHxoHqM94fk/EBGRIiqiwzSCqt7CsY9uxJl0rs0MqNQBW1g1qow4SfToZKJHZ34/jer6AWV75n39xHQk4zi9m7Rj64n9dji4HITUH5Rj2YCK7fGLqMuZjW8SUPE6kvetwHQkc3bHRwRUvO7KHaiIyNWk1usQeQv82gXS8v6+yun1mf8G5d6BBDiX3A6onDknd15zaoe3hxJ14OBbEH4dxK4AVzIc/yjzuUgRkpKSQkBAgPv5+PHjqVOnTr47hRXE6tWrGTRoELNnz6ZevXru5W3btmXDhg3s3buXmTNnsnfvXt59911eeOEF+vXrx3333cfatWt57rnn2LRpk0edgYGBJCdf/HpgTtSDW6QASpYsSWJiHh+WF8i6W6ZBgwbZ1gUFBVGtWjV2796dbV1OPUDDw8OpVKlSjssB4uLisq2rW7durst27dp1kegvXdYcC40aNcq1zPHjnvNYVatWLdehKnIze/Zs3nzzTbZs2YLD4fBYd+E83JDz+cwacjzrvJ04cYLExMQcz1lAQADVqlUjISHhkuKEzCG069Spw9y5c4mMjGTHjh28+OKLeW6zbNkypkyZwm+//UZ6uudQvjkdX17Kly/v8YEH2Y8dCva3y+11mte6C1+nmzZt4plnnuG7777L9t4q6DwkWXbs2EHt2rWz9RDPyZU85zndJZclJiaGI0kJl1SfSFEyvWJbuodVpdPOz9mX7vme/i35JOkuJx1DKrqHGK/pH0YV/xB+Trr4HIeDStfm17Mn2JSS/fMui79hZUaldvTftwoXJhbDwG5m3tBiNyxYNSm1iPjQdKMO3Ymik7mBffnokd2YzKlkjuZj2PBBRkV+NU+zidx/q/hjYYZRh/7mJlyABYOsMZHsqI0UkeIvosM0gqrfztGPOuM4s89j3ekNr5C4Zb7Hsor9/iD+v4+SvOfLS9uRYcGw+mdfbPUn4voZnFwxIHOuWMOKYTH+t84OFo2/IyLFUK3XIeo2+O1GSN138fIh/7s2mZbHNJZZye2g6plJ8wvn9D6fxR9qT4MtA4HMtpes772G/X/PRYqO0qVLc+rUKffz7777js2bN/PRRx8BuHuGZ01r+uyzz1K2bNls1/aPHz9OaGjoRXtvf//993Tr1o3XX3+d/v3751l2+PDhvPbaa7hcLv744w969epFUFAQ7du35/vvv6dhw4busvHx8R5TrV4KJbhFCqBBgwasWbOGXbt2XdIw5Zcqt4RvXonggg5pkZcLk8cXkzXs8xdffOHRc/x8FyY+LxwW+mKmT5/OmDFjuOGGG3jzzTcpX748/v7+OBwObr75Zo+hp7MU9nm70JAhQ3jsscfIyMggKiqKbt265Vr2s88+44477qB58+ZMnTqVypUruz9k+vTpk+Px5SW/x16Qv11edee27vx9Hjp0iLZt21KiRAnGjx/vTkZbLBZefPFFvvvuu1zrv5Ku9DkX+af6d6V29A2vQY89y0l0plPGlvk+Ou1MJ9V0csaVzry4v3i1QmtOOVI540xneqV2rEs6xi/J575kb6nbhycP/8Jnp/e6l4VY7PQMq8a4wz/lGcNT5Zqx4swB/kyJBeCnpGO8XKEVC+L/YmRkA346m8cPZBERL/q3UYe+lKOH+QeJOChD5mgWp3GQiosYAulLOZYTSxzpNCCE14za/NeMZ/N583RvMdrwpLmTzzjhXhaClZ6UYZz5d54xPGXEsIKT/Pm/JPhP5ileNmqxgMOMNCrzEwlX/sBFRK4SEdfPILh2H058fidmeiLWoMxhOl1ppzGdqTiTj+NMzn7TpSPxoEcyvEL/zZz68SmSd3+GYQsi7JrxJO/5D86zx7AERhDaaATWEhU4uyP7aH1h1z5Jyr7lpJ/8E4C0I+so1e5FEre9S2ijEaQdyfu7rohIkVN7OpS9Czb2AkcS+P1viGTHaXClZg5DXvauzB7VGfGZ82bXfAVOrYWkLefqab0Rdj4NJz//X3L7fQhtAn/ckZmgzqo3Ix7MDM8Yqj6RWX/ixsznCeugxotw5F2oPCLzuUgR0qRJE9577z33848//piUlHM3UG/YsIHBgwezdu1aqlWrBkCrVq346quvPOr55ptvaNWqVZ77WrNmDbfeeisvv/yye6rT3MydO5dSpUpx2223uRPwGRkZ7n+dznPTDe7evZvU1FSaNGmSjyPOTglukQLo1asXa9as4Z133mHKlCkXLZ+VENy6dWu2dSkpKezZs8erifJt27Zl65G7bds2AI/9lipVKsdeqjn1RM2rV23NmjVZsWIF5cqVo2nTpgUNO08LFy4kOjqalStXegwzndUDuaCioqIICQlxn5/zpaamsnv3bnfP50vVv39/xo8fz7fffsujjz7qMX/4hRYuXEhAQADff/+9R/L/7NmzHndmZbncXs5ZCuNvd6FPPvmExMREli1b5h5iPsuTTz6ZrfylHmvNmjXZsWMHZ8+ezbMX96We88uVgYlpKmkuxc+IyPoAfFezu8fywfu+4934zKTLI4d+xFXRZGlMF/wNK18nHuTBA//1KF87IDzbMOZ3hVfHMGBJfO6jj9QLKEXPsGo0++tD97KPE3bTPqQ8a2p2Z0dqAvfu+zbX7YuTdMNkn91BuuH9m7hEJH9GGJUB+M7wnNt1sGsz73KEdEw6GRGMpgrBWDlIKp9ynEmm52hPtY0SlDQ9f87fRTkMDJaQ+0089ShBT8rSzDx3Ae9jjtOeUqwxrmEHydxrbsp1+9ykW2FfqIV0dXwRES8yzHQC0vdjmOkXL5yL0Eb3A1Cu1yqP5Se/HkLStkX5rsevVC0s/v+bus50Yi9Vi6i692INKI0zNY60479x9MPryYj3vLZgj6hHcI07Oby4hXvZ2Z0fE1DxOsr3+o6MUzs4sTzvXlEi4l1W0gm17MdKwdsauUCl4Zn/Nr9gqoctw+DoInClQ0RHqPwgWIMh7RCc+BT2vORZPrgW2Epm/r9/hcw5tAFabfAs9+uNcOq8awzBdaHsnbDuvO/gxz/JHJa8+SpI3gGbB1z+cYpcAivphIaGXvKotlm6dOnC+PHjOXXqFOHh4e4kdpbY2MxOH3Xq1CEsLAyA+++/nzfeeIPHHnuMwYMH891337F06VK+/PLcKDVvvPEGn376KatWZX5XWr16NbfeeisPPfQQd955J8eOZf7e9PPzo1SpUh77PHHiBC+88AI//vgjkDmSa506dZg2bRo33ngjq1at8rjev3btWmJiYrLFnl9KcIsUwJAhQ3jrrbeYOnUqzZo146677spW5vDhw/z73//mpZdeIjIyknbt2rFy5UrWr1/PNdec+zB97bXXSEpK4s477/RavK+99ho9evRw98g9ffo0M2fOpESJEu55mAFq1arFunXrSE5Odif4UlNT+fe//52tzqy5qHNKiPfr148ZM2Ywfvx4vvjii2yJ3NOnTxMQEJBrD+H8yGr4XS6XO8FtmibPPfdcgeuEzDmZb7/9dt577z2WLVvmMQ/3tGnTSEpKKnCCOzIyklmzZnHgwAEGDhyYZ1mr1YphGNl6DT///PM59iQuUaLEJQ+hnZPC+NtdKOtveWEv+uXLl7N+/fps5c9/7V34IZqTe++9l3HjxvH0008zdepUj3Xnv34u9ZxfLpdp4kBJJyl+bL+/ddEyaaaT0QfXMvrg2kuqZ07cduZcZO7tranx1Nn2vscyExh1cC2j8thfceQwINbmvHhBESk0NtfKPNcfIpWO5oY8y+RWzxwOMcc8lOd2W0mijvmDxzITGGVuZxQFv1HUYTGIvbQBmURELpkFB37O2MuqY+80v4sXysc25y8znWmc+KJ3vurKiNvKoYX1LlhqErd6NHGrR19ybCJy5VkMJ0FG7lNiSQF8E5D3+rRD8GvnvMtcWE/q/ovXm+XsNvix/gULTfjrocyHiA9YDOclj2p7vgYNGtC0aVOWLl3K8OHD87VN1apV+fLLLxk7dizTp0+nYsWKzJkzhy5durjLxMbGekynu3DhQpKTk3nxxRc9plxt3749a9as8aj/oYce4pFHHqF8+fLuZQsWLGDAgAHMmDGDcePG0aLFuZv83n//fYYNG3aph+6mBLdIAfj7+/Pll19y66230qdPH958801uvvlmypQpw5kzZ1i3bh3Lli2jcePG7m1mzJjBddddR8eOHRkxYgQxMTH88MMP/N///R+NGjXi4Ycf9mrMrVu35u677yY9PZ358+dz4MABZs2aRWhoqLvM6NGj6du3Lx06dKB///4kJSXx7rvvUrJkyWz11a1bl5CQEN58802CgoIICwsjKiqKjh070rx5c1544QWeeuop6tevT9++falYsSInTpxg8+bNfPbZZ2zbto3o6OgCH0+vXr14/PHH6dKlCz179iQ5OZlPP/0027zJBfHCCy+wYsUKevfuzYgRI6hduzY///wzn3/+OdWqVbvkIdvPN3jw4HyV69WrFx999BHt27dn4MCBmKbJypUr2bZtG6VLl85WvmXLlsydO5enn36aOnXqYLFY6NatW77mnT5fYfztLnTzzTcTHBxMv379eOCBByhdujS///47ixcvpkGDBmzevDnbsb7xxhuMHDmSrl27Yrfbufbaa6latWqO9T/00EN8+eWXvP766/zxxx/cfPPNhIaGsmPHDr7++mu2bMkc6uhSz/nlshgGNgwluUXEa2wmhDmtJFidODSlroh4kc1lEpYKCQGZyW4REW9wYcNhDcPmTMBCwX+Xi4jkxWVaSTXDCDASsBi6YVhEvMNlWklNTiYgIMBjhNpL8cwzzzBu3DiGDRuWrY4OHTrkOC1rhw4d+OOPP3Ktc+LEiUycONH9fMGCBSxYsCBf8bz//vvZll1zzTU5jrq7detW/vzzT5YuXZqvunOiBLdIAVWuXJkNGzYwf/58li5dyquvvsrp06cJCQmhfv36TJo0iaFDh7rLN27cmF9++YWJEyeyYMECTp8+Tfny5Xn44Yd55plnLutunYt59913mTNnDq+99hpxcXHUqlWLxYsXc/fdd3uU69OnD8eOHWPGjBk8/PDDVK5cmfvvv5+mTZvSqVMnj7KBgYEsWbKEp556ijFjxpCWlkb79u3dQ0w/+eSTNG/enBkzZvDGG29w5swZIiMjqVWrFi+88AJly5a9rGN69NFHAZgzZw5jx44lIiKC22+/nUmTJuWrV29eqlSpwo8//shjjz3G/PnzMU2TVq1asXr1asaMGcO+ffsuq/786N27N0lJSbz++us89thjhISE0LlzZ9auXUvbtm2zlZ80aRLx8fHMnDmThIQETNNk7969l5zgBu//7S4UExPDypUreeKJJ5gyZQqmadKiRQtWrlzJ7NmzsyW4+/btyx9//MGSJUv48MMPcblczJ8/P9cEt91uZ+XKlUybNo333nuPCRMmYLfbqVq1Kr169XKXu9RzfrnsGNgNCw5TP5ZExDv8TIPoDBvbLC4cGqZcRLzIzwnRZ1xss1twFOzajIjIRZmGH6l+VQhOTQZTCW4R8Q4nfpxxVcFuTcZCysU3EBEpACd+nDlzBrvdXuAEd9euXdm5cyeHDx+mUqVKVzhC7zp69GiunSvzyzBzSuGLSLEwceJEnn32Wfbu3XtFe9yKyOWJiYnhSFIC9inDSC7GCW6jUcHmTxGRKyPIZVA3zY9t/ukkW/SVH4DGMb6OQKRYCsowqRvnYluEhWS7enDL5ds5o5uvQ5CrkNMI4mxAHYJTt2M1k30djkiRVLWe7kS7mAwzkDhnHSKs27EbSnCLiHdkmIHENdxOREREtmlCJX/0iSYiIiIiIiIiIiIiIiIiIkWCEtwiIiIiIiIiIiIiIiIiIlIkKMEtIiLiAy5MnJolRES8yAkkWlwU34kQRORq4TQg0c/AqdHJRcSLDJxYXYkY+nYjIl5k4MLPSMLA5etQRKQYM3Dh5+eHYehHVEEpwS1SjE2cOBHTNDX/tshVKMM0SdOPJRHxojSLyd/+GaRp/m0R8bI0m8HfpSyk2XRxRkS8x2KmEZy2A4uZ5utQRKQYsxlplLLuwGaorRER77EZaZQqVQqbzebrUIosnTkRERERkeLIBCPzn8z/ERHxFtM8r71RgyMi3pF5y15ma6OWRkS8xXT/gDL1tUZEvMY0s/6DenEXkHpwi4iI+IC/YSHIsPo6DBEpxoJMg2ap/gSZ+qEkIt4V5IBmx10EOXwdiYgUZy4jiMTApriMIF+HIiLFmINAjjub4CDQ16GISDHmIJDjx4/jcOhHVEEpwS0iIiIiIiIiIiIiIiIiIkWCEtwiIiIiIiIiIiIiIiIiIlIkKMEtIiIiIiIiIiIiIiIiIiJFghLcIiIiIiIiIiIiIiIiIiJSJNh8HYCIiMg/UZrpwmE6fR2GiBRjKYbJxoA0HL4ORESKvRQbbIy04NAt9CLiRRYzhRKpmzBMfbsREe+xkUqkdTMW/ZISES+ykUpkZCQWi35EFZQS3CIiIj5i+joAESnWTAMyfB2EiPwjmIZBhtXXUYhIcWdgYpj6diMi3mUYJlb9khIRLzMME6tVP6Iuh24NEBER8QGbYeCnj2ER8SI/l0G1dDt+LsPXoYhIMefnMKmW4MLPodv3RMR7XIYfyX4xuAw/X4ciIsWYw/TjlDMGh6m2RkS8x2H6cerUKRwOjRZRULqyLiIi4gNWDGyGkk4i4j02INxp0ZBNIuJ1NhPCU01sym+LiBeZ2HBYwzH17UZEvMjESpoZhol6VoqI95hYSUtLwzT1I6qglOAWEREREREREREREREREZEiQQluEREREREREREREREREREpEgxT/d9FREQKVUxMDE6nk127dmG3230djogUUxkZGcTFxREREaG2RkS8Su2NiBQGtTUiUhjU1ohIYVBbc/nUg1tERMQHLBYLFos+hkXEeywWCyVKlFBbIyJep/ZGRAqD2hoRKQxqa0SkMKituXzqwS0iIlLIYmJiANizZ4+PIxERERERERERERERKVp0a4CIiIgPmKaJy+XydRgiUoy5XC5SU1PV1oiI16m9EZHCoLZGRAqD2hoRKQxqay6fEtwiIiI+4HK5cDqdvg5DRIoxp9NJQkKC2hoR8Tq1NyJSGNTWiEhhUFsjIoVBbc3lU4JbRERERERERERERERERESKBCW4RURERERERERERERERESkSFCCW0REREREREREREREREREigQluEVERHzAMAxfhyAi/wA2m83XIYjIP4TaGxEpDGprRKQwqK0RkcKgtubyGKZpmr4OQkRE5J8kJiYGgD179vg4EhERERERERERERGRokU9uEVEREREREREREREREREpEhQgltERMQHnE4nGRkZvg5DRIqxjIwMjh8/rrZGRLxO7Y2IFAa1NSJSGNTWiEhhUFtz+TTAu4iIiA8cT0mk1OKnSDadvg7FZ4xG1XwdgkixFuQyqJvmxzb/dJItmpXIaxrH+DoCEZ8LcpnUdbrY5rKQ7DJ8Hc5VaeeMbr4OQaTIcxpBnA2oQ2Lqdqxm8iVtW7We+viISD6ZgZjOOmDdDkaKr6MRkeLKDMRsuN3XURRp+nYnIiIiIiIiIiIiIiIiIiJFghLcIiIiIiIiIiIiIiIiIiJSJCjBLSIiIiIiIiIiIiIiIiIiRYLm4BYREfGBdFw4/8Hzb4uI96UaJtv800k1NP+2iHhXqg22RVhI1RUGEfEii5lKcOp2LGaqr0MRkWLMRioR1u3YUFsjIt5jI5WIiAhsNv2IKiidORERER8wTXD5OggRKdZcBiQruS0ihcBlGCTbfR2FiBR3Bi6sZrKvwxCRYs4wTOyk+DoMESnmDMPEbtePqMuhIcpFRER8wGYY+OljWES8yM8FldNt+OluGhHxMj+nSeUzLvycuqlGRLzHZfiRYq+My/DzdSgiUow5TTtnXJVwmko8iYj3OE07Z86cwenUCJ8FpSvrIiIiPmDFwGYYvg5DRIoxGwZRTis21NaIiHfZXBCVbGLTDTUi4kUmNjJskZgakFJEvMiFjWRXJC61NSLiRS5sJCcn43LpR1RBKcEtIiIiIiIiIiIiIiIiIiJFghLcIiIiIiIiIiIiIiIiIiJSJCjBLSIiIiIiIiIiIiIiIiIiRYImkhAREfEBJyaYmmNFRLwnwzA5bnOSYZi+DkVEirkMCxwPNsjQLfQi4kUGGfg5jmOQ4etQRKQYs+AgyHICCw5fhyIixZgFB0FBQVgs+hFVUEpwi4iI+IDDNHGhpJOIeE+GAQftuigjIt6XYTU4GGL4OgwRKeYsZgYBGYd8HYaIFHNWI4NQQ22NiHiX1cggNDTU12EUabo1QERExAcMQx/CIuJdFhOCXQYW3UsjIl5mcZkEp5tYXGpwRMR7TCw4LMGY+iUlIl7kMi2km8G4TLU1IuI9LtNCeno6LpdG+CwotdIiIiI+4IeFAMPq6zBEpBgLMA3qpPkRYKpXpYh4V4AT6sS7CHD6OhIRKc5cRgDJ/rVxGQG+DkVEijEn/sQ7a+HE39ehiEgx5sSf+Ph4nE79iCooJbhFRERERERERERERERERKRIUIJbRERERERERERERERERESKBCW4RUTkipo4cSKGYbBv3z6fxjFw4EAMQ8PyioiIiIiIiIiIiIgUJ0pwi4gUA2vWrMEwDI9HcHAwDRs25IUXXiA1NdXXIXrFtGnTWLBgga/DKBATME1fRyFy9Xi8TBPW1bqTU42GcKTBQD6OuYma/mEeZYZG1GFVjduIbzQER9MRlLT6XbTeXfXuwdF0RLbHjErt3GVerdCaEw0Hsbd+P/qG1/DY/s6wGJZVu/mKHGNhMwHH//4Vkdy1I5xlRhMOGO1xWLpwG1Ee64OxMt2owz6jPYnGDWwy2nAfFS9a72iqsNVoS6JxA3uN63jNqIX/eT/B+1KOvcZ1nDQ68qpRy2PbKgSwzWhLCNYrc5BeZgIOi9obuXoEVGhLmds+pdLQfVQdk05Qtds81pe+cQ5Vx6R7PMp0/0+edRr2EpRq/yqVBu+kyoOnKdf7e/zKNPMoE9p0LJXvO0Tl+w4R2nSMxzr/si0o3/dnMIrG+/rqZGLo242IXIqKw6DlBrj+ROajxRqIuPHc+sAYaPQBtD+Yub7Be+AXicW4yJy4FYdD27+hYwJc818Ibe65vubL0OEItNsFZft4rovqAY0/vhJHJyJFnMVyeSnauLg4oqKifN7R7EKxsbFERUVx6NAhr+5HCW4RkWKkZ8+eLFq0iEWLFvHcc8/h7+/P008/zR133OHr0LwirwT37NmzSUlJKdyALkG66SKFi/xgEvkHua5Eed46uYU2f3/CTbv+g92wsLz6rQRZbO4yQRY7K88c5KVjv+e73pZ/f0yFTQvcjy47Pwfg41O7Abi1ZBX6lKrBzbu+4F+H1/FOlQ5EWAMACLX48Xz5axl1YO0VPNLCk2Ix+TMwjRSLLgKL5CUYK5tIZJS5Pcf1rxq16EJpBpibqG/+wAxzPzOMOtxKZK519qEck40aPG/upr75A/eZW+lFWSYZmTfRRGDnHaMej5k7uNn8lbspR9fz6nvDqMsT5g4Si8h3hRS7wZ9RVlLsGj1Hrg6GPZj0k5uIW/1QrmWS963gwDuV3I+Ty/vlWWfpzm8TWPkGTq4cxOFFTUk58C3leqzAGlweAHvpBoS3msCJr+7lxPJ+hLd+FntE/f8FZCWi40xiv3sAzKLxvr4aWc0UQlI2YjWv3t95InKVST0Mu56CX1rBL60h/nto/BEE1wFLEDT9IrP3wW83wYbrweKHvclioqybsBu5tDVlekKtKbBnEvzSEhI3Q9P/gP1/3+VK3wJl74Lfb4WdT0Ddt8AekbnOFgrVn4W/xhTK4YvI1ctupBAVFYXdbi9wHZMmTeL2228nOjqajRs30rdvXypVqkRgYCB16tRh+vTp+aqjdevWBAUFERYWlm19fHw83bp1o0SJEjRp0oQ//vjDY/0DDzzAa6+95rGsdOnS9O/fnwkTJhT42PLDdvEiIiJSVDRq1Ih7773X/Xz06NG0aNGCFStWsGHDBlq0aJFtm5SUFOx2OzZb8fpIsNvtl/UFQUQKV9fdX3o8H7z/O441HESzoEjWJh0FYMbJTQC0L1E+3/XGOjxHsHisZDS7Uk/zfdIRAGoHhPN94mF+Sz7Jb8knmVqxDVX9Q4hLTuWlCi15O3YrBzOSLufQROQqt4JYVpixua5vRRiLzMN8zykA5nCIYVTkGqMkX5gnc97GCOMnElhCZvu1n1Q+4BjXUBKAGII4jYMPOQbAGuKpTTBfcpK7KEsGJss4cSUPU+QfJWXfSlL2rcyzjOlMx5l8PF/1GdYAgqvfwfHP7yT18A8AJPz8PEFVuxLacDin1k3AL7wW6bGbST20BoD02M3YS9UiI24LJZs/QurhtaQf/+2yjktERC5R7Feez3dPgErDoOS14F8BAqvAz9eCMzFz/dah0OEYlLoe4r/Luc4qo+HQPDjybubz7Q9C6ZugwgDY9yoE14ZT/4Uzv2c+ar4CgdGQEQc1JsOhdyD1oNcOWUT+GZKTk5k7dy4rV2Z+5/3tt9+Iiorivffeo1KlSvz000/cd999WK1WHnzwwVzrSU9Pp1evXrRq1Yq5c+dmWz9p0iQSExP5/fffeeuttxg2bBi//vorAD///DO//PILM2bMyLbdoEGDaNasGa+88gqlSpW6QkftST24RUSKMbvdzg033ADArl276NChA9HR0ezfv58+ffpQunRpgoKC3MOFHD58mKFDh1KhQgX8/PyoWLEi9913H0ePHs1Wd2JiIg899BDlypUjMDCQpk2b8uGHH+YYR9Z+c2IYBgMHDsy2/PPPP+eGG24gPDycgIAAYmJiGDp0KLGxsezbtw/DMNi/fz/ff/+9x9DsWUOy5DYH919//UWfPn0oU6YM/v7+xMTE8Oijj3LmzBmPcgsWLMAwDFavXs20adOoWbMm/v7+VK1alalTp+Z2yvPNz7AQUESGHRXxhazhx+MdaVesTrth4Z5SNVgQ95d72abkOJoFRRFm9aNpYGkCLTZ2pZ2mTXBZmgRF8u8Tm6/Y/gtbgMugfqofAS71qBS5HOtI4FYjivL4A9CBUtQkmG/MuNy3MRNoSigt/pfQrkogN1Ga5f9LiO/kLEFYaUwI4dhpTkk2k0gYNp41ajA6l97kV6sAh0n9WCcBDo0YIUVHQMXrqHzfISr030JEx39jCcjjwpvFhmGxYTo9b5wzHSn4V2gNQHrsFuzhNbCGVMIWUhl7WA0yYrdiKxlDSN0BnPrJuz1Y/gmcRgBJAfVxGgG+DkVEiiQLlOkF1mA4/TNY/DJ7b7vO+83pTMU0XZwteTsZZg5tjWGHkKYXJL9NiF+dmTQHSNoEoc3AFgYhTcAaCMm7Iaw1hDSGAzO9eIwiUlRkmAGcPHmSjIyMAm3/1Vdf4e/vT8uWLQEYPHgw06dPp3379sTExHDvvfcyaNAgPvnkkzzrefbZZxk7diwNGjTIcf327dvp06cPNWvW5L777mP79szfqhkZGdx///3MmjULqzX7Ne569epRvnx5Pv300wIdX34Ur+56IiKSzY4dOwCIjMwcKikpKYl27drRokULnn32WRITEylRogSHDx+mRYsWnDhxgqFDh9KoUSM2btzI7Nn/z959h0dRtX0c/85uekJ6oSYkoVdRmnQERLGAgBWkY+/l1QcbKNgeK3ZQaeJjQQQLCKIURRSpSm+htxRCerJl3j9iFtYklJBkKb/PdeVid+bMmXs2emd37znnTHSNAI+JiQHAbrdz5ZVXsnTpUq677jq6devG7t27GTZsGPXq1TvjmJ9++mmee+45EhMTuffee6lZsya7d+/m22+/Ze/evdStW5dp06bx4IMPEhkZyRNPPOE6tug6S7JmzRo6deqE3W7nrrvuIiEhgV9//ZVXX32Vn376iaVLlxIQEOB2zKhRo8jIyGDo0KEEBQUxdepUHn74YapXr85NN91UyplOzgAsBlo+TqQEBvBazfYszTrA+ry0cuu3d0g8oVZfpqQdK3DPz9zDp0e28Hv9/uSadobu/Jlsp523YzsxfOfP3BHVmLujmpJqz+WO3YvZkHek3OKpaBbAzzR0R6vIGbrf3Mj7RmN2W7pgM504gdvN9fxC6fngMw4QaXqz2GiNQeENNu+bu3mRJADSsTPU/JtJRlP8sfIJ+5lPKhOMxrxr7iYef742WuCNwbPmdmZyaqNMPcVigp+98F+Rc0HuzvnkbJuF7ehOvEMTCGv3HFX7fMv+zzuC6SzW3rRlkbd/GaFtRpGctglHziEC69+Eb7W22NILlz2xHdnEkaVPUfW6uQAcWfoktiObqNp3Lmm//gf/uMsJa/sUptNG2uKHXCPB5XRYcBq+aLyOiJyWoMbQajFY/MCRBWtvgOxNUJACjmyoOw62PQ0YUHcshsULwyem8Pm/+USCxQsK/jXTTsEhCPzn+7DUBXDgf9BmKThyYd2IwvM0GA/rR0Kt26DWXYUjujfcBdnn1o2NcnIOArBZIijxvyGRf9hMP/Ly8sjLy8PhOP0lbNauXUvPnj3Jy8srtY3FYqFOnTonbFPE19eXWrVqFWvboUMAFbn6AACiN0lEQVQH1qxZQ1ZWFkuWLKFHjx7k5eXx/vvvc+2119KkSZNS+7/iiitYt24deXl5eHl5YbVaSxyQVlYqcIuInEdycnJISSmcYvPw4cNMnTqVb7/9lvj4eDp27AhAamoqI0aM4MUXX3Q7dtCgQRw4cIDp06dzyy23uLa3a9eOwYMH88QTT/Dhhx8CMHXqVJYuXcr999/PG2+84Wrbp08f2rdvf0bX8Oeff/Lcc8/Rtm1bFixYQGBgoGvf2LFjcTqdWCwWBg4cyJNPPklMTIzbtOwnct9995GVlcUvv/ziivOuu+6iQYMGPPPMM7z22ms8+eSTbsfk5OSwatUqfH0LR20NGzaMuLg4xo8ff8ICd0JCQqn79uzZgzWsyinFLHIheqtWJxr7hdN5y6xy7XdYZAN+yNjNAVuO2/ZnD6zg2QMrXM+fqtqSnzP2YsPJqKqXcNHGz7kqOI5JtbvRZtOMco1JRM5+9xBHG0Lp41zFLnLpSDhvGQ05YObxEyXfhNOZMB43ErjH3MByjpJoBvC60YAnyGccOwCYzWFmm8e+HO1EGE2pwv1sZLPRkYHmXxwkn2VGW34xj5BMQaVcr8iFIHvLF67HttR1FCT/Ta1hm/Gr2Zm8PQtLPCZ53lAie0wgduQuTKedgsOryd78OT4xF7vaZP49kcy/J7qeBzW8FWdBFnkHfqfm4HXs/187vIJqEHXlJ+yZVA8c+v9aRKTCZW+B31uDVwjE9IXGH8KKHoVF7r8GQMPxEHt34Q1OB7/AzFgDFL/Z6bTsGFv4UyThicJR36YN4h+HZS0hqhc0+ahwbXA5L5gYHPQbRHrAVWD4oAK3nIiJgfPoUTIzM8tU9O3evTtWq5WkpKQS9+fn53PVVVcRHR1dapvj1alTh1deeaVY2969e5OWlsayZcuoV68el156KVu2bKFJkyZUrVqVFStWkJeXh4+PDxEREVgsx25EHDBgADabzdWn1WolOjqakJCQcil0q8AtInIeeeGFF3jhhRfctnXt2pUJEya4CrQAjz32mFsbp9PJrFmzqF+/vltxG+DWW2/l2WefZebMmUycOBHDMPjqq6+AwtHNx7v00kvp1q0bCxYsKPM1TJ8+3XUtxxe3ixz/R/J0JCcn88svv3D55ZcXK8I/8sgjvPzyy3z11VfFCtz33HOP22sXGBjIpZdeyrJly8oUh4ic2Js1O3BVSBxdt8xiny273PqN9QmiW5Wa9N9x4vU46/uGckt4XVpu+pKhEQ35JWs/KfY8vkzfzke1LyPI4k2Ws2zTR4nIuccPC2ONuvQ3VzOHwpsI/yaL5lThISOen8ySC9xjjLpMZz8fsw+AdWQRaFp532jM8+aOYhO4+GDwltGIIeZf1CEALwyW/DNCfAs5tCGE7yh5vW8ROXP2jCQcOcl4hyaWWuC2H93BwRndMbwCsPgE48g5SFSv6diP7iixvcUvgtC2T3Dgy274VW2N/chW7OnbsKdvw7B44x1aD1vquoq8LBERgcKicu4/uTpzdeH04bH3FK6dnbYAljYC7wgw7WA/Cp12Yc/5Fe+S+ipIAacdfKLdt/vEQH4pM+4E1INqNxeu9V19MBz5FWwpcHAGNJ4A1qDCkeVyzjvoN4j0KjcQHRlKgC+U40BVOQ85TQOHXxxWq7XM33f7+PhQo0aNYtvz8vJISkqiUaNGREdHl3BkcUeOHMFqtRIfH19sX2JiotvzpKQkmjVrRkFBAVarlbi4OPbv34/VaqVatWqudgEBAWRlZVG7dm3sdjsZGRkcOHCA3Nxct3ZlpQK3iMh5ZMiQIQwYMADDMPD396du3brFpuyOiooiLCzMbVtycjKZmZk0adKkWJ+GYdC4cWO++eYbjhw5Qnh4ONu3bycyMrLEP5CNGzc+owJ30ZTqF1988Ulanp4dOwo/zJS0nkhAQACJiYls37692L6SRmJHRESQmlr6upvHn68kCQkJ7M9KP0nEIheeN2t2oE9oPN22fsPOgsxy7XtIRAMO23OZc3TXCdu9F9uZR/f9RrbTjtUw8DYKP2QU/WvVJ1SRC4o3Bj6GBee/KtIOzBNOkOuPpdi4H8c/Ze2SVih5wkhkPimsJpOLqILXcb17Y2DR6A+RCmUNqoHFPwJH9sGTtjXtOTjsOVh8Q/GP68GRX/5TYruIzq+QsWo8jqx9ENMSLMeVSixeGJbiaxWKiEglMCxg8XXfZvvnO56wLuATRf7hX/Ev6VjTBpmrILwrJH9b1CGEd4E975d8vkbvwOb/K5ym3LAe+3tQ9K+hvwfnAwcBpAdcRXRkKBHBno5GzgWFBW6/Mhe4iwZk+fn5uW3Pzc1l586dREdHl1j8Lo23tzeGYRTr799SUlLw9vYmOjqabdu2ERERQUBAAJGRkezfv7/Y8T4+Pvj7F2bUKlWq4OvrS0pKCtHR0SWu3X06VOAWETmPJCYm0r179xO2+fca05WhtClH7HZ7JUdy+s70D21pbDhxmKe/vorI+eqtWh25OawufXfMJdNRQIxX4Zvfo44C8v75fyXGy5+q3gEk+oYA0NQvgkxnAbsLsjjiyAdgfp1rmHU0iXeTj42IMoDB4Q2YlrrZVWAqyfCIhiTbc/nunyL4b1kHebpaS9oExHBFSCzrc9M4eg5NJZpnmGzxsZFnaFFckRMJxEodjr0/isef5lQhDRt7yGOxmcaLRj1yTQe7yKMTYdxKdR4xN7uOmWQ0YT/5PGFuBeB7knmA2qwmg+UcpQ4BjDHq8h2HixW+GxLI9VSlpVk4O8wmsnFiMpQaHCKfBgSygqMV/jqciTwrbAmzkKfvZ+UsYXgH4h1ax/XcK7g2PlHNceSl4cxLI7TNk+Rs+xpHziG8QhII7/AC9vTt5Oya7zqmat8fyN4+m8y17wHgH9cDMLAd2YJXaCLhHV/ElraZzA1Tip3fL7YbXmF1SZ43DID8QyvwDq+Pf+2eeAXVBNOBLW1zsePkxCxmHgH5W7GYJ19HUkQEgDrPQco8yNsDXkFQ9SYI6wSrrincX33QsfW4Q9pA/Vdg11sE5/2ElcLPmFw8F5JnHytg7xpfOM15xirI+BNi7wVrIOyfWvz8NYZBQTKkzCl8nr4MEp6EkNYQ0ROyNhSOGpdzns0SAYYPAb4nbysCYGCe0ZrUAQEBxQZg5ebmsnnzZiIjI0+ruH2qbDYb+/fvp0GDBq5tpmm6/i16fHw8Vaq4L9MZGBhIcnIyNptNBW4RETlzUVFRVKlShfXr1xfbZ5om69evJywszDXyOzExkc2bN3P48OFio7hL6iM8PJyVK1cW217SKOd69eoxd+5cVq9eTefOnU8Y9+m8ASgaiV1SfLm5uezYsYM6deoU21dR/j0STORCd2dU4QwSP9fr47Z92M6fmfrPF8C3RzXm6WqtXPsW1e9TrE2CbzCRXu53i3avUpM43ypMSt1U6vmjvfz5T9WL6bjla9e2P3MO8/qhtXxTpxeH7bkM2/lzma/PE5wGZFjPcO04kQtAS4L5ydLa9fxVS+GH9SnmPoab67jFXMs4ox5TjWaE480ucnnK3MoH7HEdE4u/W+F63D/TkD9r1KUGviRTwHck89Q/BfDjvW805lFzMzkU3syTh5Ph5jrGGw3xxcJ95kb2F33BepZyWgwy9GWenEV8Yy6hWv9js0pFdH4FgMwNU0n96R58oppSpdGtWHxDsWfvJ3fXAo4sG+22JrZXaAJW/0jXc4tPCGHtn8MrqCaO/DRytn5N2m9PF05VexzD6kdElzdJnjuAovkaHFn7SF34AJE9JoIjn+R5wzEdKtKeLgMnXs4MT4chIucSn6jCda59qxYWkjPXFRa3034q3B9QF+o8C97hkLsLkl7C2D0e3+O/bgpIAO9jfw84NAN8IiHxafCNgcy1sOpaKDj8r3NHQ/xj8GeXY9syVsDuN+GirwsL3+tHVNSVS6UzAEPTksspMwwTo4xTkwMEBwezb98+7HY7Xl5eruJ2cHAwMTEx2GzHltfz9i6cMSI7O5ukpCTq1auHj48PULhWt8PhoKCgANM0ycnJAQpHiP+7AL1nzx6qVq3qOjYoKIjU1FSCg4NJSUkhKCjI1dbhcJCTk1Os0F4ea28XUYFbRESwWCz06dOHadOmMWPGDPr37+/aN336dLZv387w4cNdf4D69u3LnDlzeP7553njjTdcbZctW8ZPP/1UrP/69eszc+ZMli9fTuvWx75A/u9//1us7YABA3jzzTcZNWoUCxYscE1hUsQ0TVccQUFBpKWVvPblv0VFRdGxY0fmzZtXLI5XX32VrKws+vXrd0p9lQerYeCFge0Eo0lFLiReq947aZtnD6zg2QMrTtimzvrpxbb9mLn3pP0ftueWeOzYgysZe7D4DTrnAm8TouxWkr0c2PQhW6RUizmCl3NeqfsPUcAI88Tr5HYz/3R77sDkObbznFl8+ZN/62wuL7bte5L53jx31tz2dphE5Zok+xvYrEo44nl5e5eQ9IZPqfsPfX31SfvY+3E9t+fZW2eQvXXGSY8zHXnsm1p86aes9ZPIWj/ppMdL6ZyGNwVeUfjYk7GYtpMfICKy4Y4T79/2VOHPcRymNzlmJAFGClbDBr/WL37cnvdLn5K8SMHhko/d8Xzhj4hc0EzTwOlwYLFYylT0DQgIICAggCNHjhAVFcWRI0ew2+2kpaW5fV/u4+NDs2bNAHA6neTl5bmNtN6/f7/bSPANGzYAhd/nHz/6+ujRo+Tn57ut0R0VFUV2djYbN24kMDCQ6tWru/alp6fj4+NTbAR3eVKBW0REAHj++edZsGABN998MwsXLqRp06asXbuWiRMnUqtWLcaNG+dqO3jwYD766CPefPNN9uzZQ7du3di9ezfvvPMOLVq0YNWqVW5933777bz66qv06dOH+++/n4CAAL7//nuOHi0+DVOrVq0YNWoUzz//PM2aNeOWW26hVq1a7N27l9mzZzNp0iQuuugiANq2bctHH33EU089RcOGDbFYLFxzzTUEBgaWeI3jx4+nU6dOXHbZZdx5550kJCTw66+/8umnn9K8eXMeeuih8ntBT8KLwrV9bZqmXEQqiLdpUN3uRbrViU3TlItIBfJ2QvUsk3RfA5umKReRCmLiTYFXNbzt6YAK3CJSMZx4ke2shp81HatyjYhUEBMDp9OJYRhlHtVcrVo19u7dS2RkJNWrV3crMJekSpUqtGzZ0m1bfHy8W9G6NCEhIYSEhLhts1qtJCYmltj+8OHDVKtW7aT9ngkVuEVEBICaNWuyfPlyRo8ezddff82ECROIjo5m2LBhjBkzhpiYGFdbLy8vfvjhB5544gm+/PJLvv/+exo2bMjHH3/M+vXrixW44+Li+Pbbbxk1ahRPP/00ISEh9OvXjxdffJHQ0NBisYwbN46LL76Y8ePH8/rrr2Oz2ahevTrdunWjVq1abu3S0tJ45513SE9PxzRNkpKSSi1wX3TRRfzxxx+MHj2ayZMnc/ToUapXr85DDz3E008/7ZH1yUVEREREREREROT8tTsnm5T8s2vZoUhfX2IDSv4OVc4NoaGh5OfnY7PZXNOGnw1sNhthYWGEh4dX6HkM89+rfouIiEiFSkhIYH9WOt4vjyTnAh7BbTQv+Q4/ESkfAU6DRvk+bPAtIMeit/wV5qIET0cg4nEBNpNGqU42RFjI8dYU5SXZOv4aT4cgcs5zGAFk+zUkMG8jVjPntI6Nb1z2NS5F5MJiM/1JdTQkwroRbyPX0+HIOSLPEktS2FvEx0bi96864+6cbBrO+448p9MzwZXCz2JhY8+rz6oid5erbmPn7gPs/Ptb17Yhd45myqffYR498ZJ1RWo3vYbasdVY9P2Eco9v8vRvGXrXGBZ+9z5dOrY8+QEn4DQtOAKaYLVasZzBWtznmry8PJKSkoiPj8fPz++M+rpwXjURERERERERERERERGRSpKSn3/WFbcB8pzOMo0qv2Hw4xghLVm2/K9yaXe2mfXdIka/8IGnw5BToAK3iIiIBzgwsWsSFRGpQHYg1erE7ulAROS8Zzcg1c/ArsHbIlKBDOx4OdIw9O5GRCqQgQM/yxEMLtwZ90ROZOTgPgB8NHV2qW1S09KZPWcxjRsmcGnrZmd0vonjnyT30NIz6uN0zPp+EWNenFjivltv6kXuoaV0an/xGZ/HwDyj9bdFBW4RERGPsJsmBZx9d2+KyPmjwGKS5GOjQNOTi0gFK/AySAq1UOClL2dEpOJYzAICCpKwmAWeDkVEzmNeRgGhliS8DOUakZJ079qG+LgafP71j2RllbxkyNT/fU9BgY0Rg/qc8fm8vb3w8/M9437Kg9Vqxc/Pt1ymFDcMEy8vLxW4z4AK3CIiIh5g/PMjIlJRDBN8nQaG6tsiUsEM08TXbmJodhoRqUAmBk7DF1OfpESkApmmgd30xTSVa0RKYhgGw2+9lqysHD6fOb/ENh9Nm42vrw+33tSL9z6cQc/r7qFmw174RLYlOrEH/QY+yroN207pfEPuHI0RUny965WrN9L92rsIrNaBsNiu9Bv4KDt37S+xj8+/mk+fWx4mrsnV+EW3IzzuMq7oey+/Llvj1q5202uY8ul3hdcZ0tL1M3l64Zrgk6d/ixHSkkW/uK8Hnp6eyUOjXiO+6bX4Rl1KTJ3LuXnYKLZu3+3Wbueu/RghLRn9wgfMmb+Utm3b4u/vT1RUFLfffjvZ2dmn9JpIIRW4RUREPMDHsOBvWD0dhoicx/xNg6b5PvjrixkRqWD+dmia4sRfswaLSAVyGv5k+TXBafh7OhQROY/Z8SPF0Rg7fp4OReSsNXTgtVitVj4sYZry3//8m/Ubd9D3mq5EhIfy8ptTCQutwt0jruedVx5jyC1Xs/CXlbS7fDjbd+wt0/lXrdlEp14jWb5qPffediNjn7oTu8NBl6tvJzs7t1j7tyd+gdPpZMSgPrz93//j3ttvZN3G7XS9+nZ++2Otq90bLzxMx3YtAJg24VnXT6d/tpUkMzOb9j2H8/o7n3Jp66a8/vxDDLzxSmZ9v5jWXQezYdOOYsfM/fE3Bt3+DF26dOHVV1+lS5cuTJgwgYcffrhMr8eFysvTAYiIiIiIiIiIiIiIiIjI2a96tSiu6tmeb+YsYcOmHTRqkODaV7Q2d9H05Ot+/5zAQPeb0wbfcjUtOg7gtXem886rj532+R/4z6vk5RWw/OcpXNKiIQB3j7yBOx54ng8mzSzW/oev3ioWw53D+9Gk7Y2Me+Vjvv/yTQD6XN2FWd8v4pffVjPwxl6nFMt/x09jw6YdjHvqLkY9Msy1/dorO9Hlqtu57/9eYcE377od8/eGbfy17EviGl2B1Wrlrrvu4oorruDjjz/m1VdfJTAw8LRejwuVRnCLiIiIiIiIiIiIiIiIyCkZOfg6AD6cOsu1LTs7l8+//pHE+Jp07VQ4rXhRYdk0TTIyskhJTScmOoL6deP4Y8W60z5vcsoRfvltNVd0v9RV3C7y1P+NKPGY44vbmZnZpKal4+XlRZuWTcoUw/G++uZngoMDeeieAW7bO3e4hK4dW/Lzkj85ciTDbd91V3cloXZNt209evTAZrORlJR0RvFcSDSCW0REREREREREREREREROyZU92lGjejTTPpvDi6PvxcfHm89nziczM5v/PDgEwyhcLm3J0lU8+9KH/LZ8Lbm5+W59xMfVOO3zbk8qnNa8Uf2EYvtqVI8mJCSo2Pa/1m3l6eff5+clK8jMdF/nuijOstqxcx+NGyTg5+dbbF/TxnVY+MsKknbtJyws2LU9oXbx646IiAAgNTX1jOK5kKjALSIiIiIiIiIiIiIiIiKnxGq1MmzgtTz38ofM/n4x11/XnQ+nzsbLy8rQgdcAsHL1RrpdeycJtWsw7qm7SKhdgwB/PwzD4P7HXyU7p/h62eVt775DdLhiBEGB/vznwSE0qFebwAB/LBaDF16bzM9L/qzwGP7Nai19cm3TNCsxknObCtwiIiIekG86sZkOT4chIuexHIvJCv/8kzcUETlDOd4GK6paPR2GiJznrGYOwbkrPR2GiJznvI1cqnqt8nQYIueE4bf2ZtwrH/PRtNk0aZTIsuV/0efqLlSNiQRg+pdzsdsdzJ0xnoR49ym5U9OO4ufnc9rnTPynnw2bdxTbt2//YY4ezXLbNvPbhWRmZjNr+itc1rmV274nnnNfGxtOf0R3YnwNtiXtIT+/AF9f9+tZt2E7hmEQH1e92HEWw4nF2/u0ziXutAa3iIiIiIiIiIiIiIiIiJyyuNhq9Ojahh8X/sEzz38AwIhBfVz7rZbCm2D/PSj5/Y9mcOhw2abijooMo8OlF/HDgmWsWrPJbd/Y/35UrH3RaOl/j4ye++NSlq9cX6x90D/rdaelHT2lePpecxlHj2bx1gefu23/5bfV/LzkTy7r1MptenIpPxrBLSIi4gHehgVvLOTh9HQoInKe8nMa1LZ5s9PbRp5FU1yJSMXxs5vUPmqyM8Qgz+vM1rATESmNw/Ajz6c2fgU7sZp5ng5HRM5TdtOXo87ahFh24mVoRiyRkxk5uA/zflrGl7MWULNGDFd0v9S1r++1XXntnelc2f8+bhtyHQH+fvz6+xrm/fQ7ifE1sTvKNrvl688/RKdeI+ly9e3cPeJ6atWIYf7C31n912YiI0Ld2l7ZvR2Bgf7cevvT3D3ieiIjQlm1dhPTv/yBpo3r8Pf6bW7t27ZqytsTvuCuh1/kqp4d8Pbyok3LJsSXsG42wKP33cpX3/zMo0+9ydp1W2jXujnbk/by7kdfEhISxPiXHynxONO04LDbsVqtZ7wO+IVKI7hFREQ8wAJY9OZFRCqQBQhyGnrDLyIVzmJCkM1E99KISMWy4LAEoq8zRaQimViwmYGYyjVSTiJ9ffGznH3/PflZLET6+p5xP9f26kx0VDgAQwdcg9V6bOmiS1s3Y9anrxASHMQzL3zAk2PfIys7h19+mEjNGtFlPmfLixux+PsJtLyoIeM/+IxRz72D1WJh8fcTCPxnBHaRhPiazJv5FnUTY3l5/FQefXo823bsZd7Mt7i4eYNifd/cvycP3zOQX39fy5A7x3Dz8CdYvLT0ZQuqVAnk1x8+5IG7buaXZWu4//FXmPK/7+jdqzPLf55CowYJJR5nUjiqXGtul51h6tUTERGpVAkJCezPSsf75ZHkXMDrcBvNEz0dgsh5LcBp0Cjfhw2+BeSo6lRxLir5w6rIhSTAZtIo1cmGCAs53rqBryRbx1/j6RBEznkOI4Bsv4YE5m3Eauac1rHxjc++woKInJ1spj+pjoZEWDfibeR6Ohw5R+RZYkkKe4v42EhKWlZ6d042Kfln14wAkb6+xAYEejqMC5bTtOAIaILVasVyFt4AUVHy8vJISkoiPj4ePz+/M+pLU5SLiIiIiIiIiIiIiIiIVIDYgEAVk0XK2YVzW4CIiIiIiIiIiIiIiIiIiJzTNIJbRETEA6oFhrB90AsX1BQ0IlK5nE4n+fn5+Pr6KteISIVyejvJD8vH11v5plQPFHg6ApFznt7biEhlsDqdhOTnY/X1BeUaOVV5eZCUBEHxcIbTLsuFwTBNrKaJYWiJp7JSgVtERMQDDMPQlzIiUqEsFgv+/v6eDkNELgDKNyJSGZRrRKQyKNeISGUwDEPF7TOkb9ZFREQ8wDRNnE6np8MQkfOY0+kkJydHuUZEKpzyjYhUBuUaEakMyjUiUhlM08ThcGCapqdDOWepwC0iIuIBTqcTh8Ph6TBE5DzmcDjIyMhQrhGRCqd8IyKVQblGRCqDco2IVIaiwU8qcJedCtwiIiIiIiIiIiIiIiIiInJOUIFbRERERERERERERERERETOCSpwi4iIiIiIiIiIiIiIiIjIOUEFbhEREQ8wDAPDMDwdhoicxwzDwMfHR7lGRCqc8o2IVAblGhGpDMo1IlIZir4bVq4pOy9PByAiInIhslgseHnpz7CIVBwvLy/Cw8M9HYaIXACUb0SkMijXiEhlUK4RkcpgGIa+Gz5DevVEREQ8xDRN3aUnIhXGNE1XnlGuEZGKpHwjIpVBuUZEKoNyjVSE3QWZpNjzPB2Gm0gvP2J9qng6jAuWaZqux8o1ZaMCt4iIiAc4HA7sdjve3t6eDkVEzlN2u53U1FQiIiKUa0SkQinfiEhlUK4RkcqgXCPlbXdBJo3W/4880+HpUNz4GVY2NL75nClyL1q0iK5duzJp0iSGDBni6XDOmGmaOBwOrFbraRe4u3Tpws6dO9m5c2fFBHeOUIFbRETEAw7lZhI+/UlyTuHNrdE8sRIiusBclODpCEQqXIDTpJHTyQanhRyn7gYWkYqjfFNo6/hrTqt9fGNLBUUicp4y/cHREKwbwcj1dDQicr5SrpGysMRC2FuQlQMF7rtS8rLPuuI2QJ7pICV9NbF+gad1nBHS8pTbTnr3GYYMOL33yKXK3lz4b+5OyFhZpi6G3DmaKZ9+x54N31OzRgwAa/7azKzvFzHklmuoHVe9fGI9FaYFApqUunv06NFcdNFF9OnTp/JiOseowC0iIiIiIiIiIiIiIiIiJzRtwrNuzzduTuL5VyfRsV0Lbhtyndu+dq2bVWZoZbLm7y2MeXEiXTpcUrkF7pMYM2YMgwcPLrHAPX/+fLcpzi9UKnCLiIiIiIiIiIiIiIiIyAkNvLGX2/NFv6zg+VcnkVC7RrF9AhkZWQQHB5Vrnz4+PuXa37lK82GJiIiIiIiIiIiIiIiISLn4/Kv59LnlYeKaXI1fdDvC4y7jir738uuyNcXabtycxM3DRlGr0VX4Rl1KdGIP2vUYxodTZp30PLO+W0RA1fZ0vGIEaWlHTyvGIXeOZuhdYwDoevUdGCEtMUJaMuTO0a42pmkycfLXtO46iMBqHQis1oF2PYYx67tFxforOnbRLyvoctVtBNfsTPP2twCQmZnNU2Pfo223IUQldMcvqjV169bl3nvvJS0tzdXHokWLXGtyT5kyBcMwXD9FunTpQu3atYud/48//uDqq68mPDwcPz8/GjRowHPPPUdBgfu8+aNHj8YwDLZs2cLTTz9NXFwcvr6+NGzYkOnTp5/Wa+hJGsEtIiLiAfmmE/tZuP6OiJw/cr1gTbQFx4W7HK6IVBLlGxGpDF7kEW1di4HT06GIyHlMuUakfLw98QvCQqswYlAfqsVEsmffIT6aNpuuV9/O4jkTaNemOQCpael0vfoOnE4ntw/tS3xcdY6kZ/L3hm0sXrqSEYP7lHqOtz74jAcef41+117GtAnP4ut7eiObbx/aF18fbyZM/ppRDw+lYf14ABLja7raDL1rDFP/9z29r+rMgBuuBGDmtwu5bsAjvPfa49wxvL9bnytWb2DG7J8YNvBabul/BZlZOQDsO5DMhMlf0/eartzYtwe+vr78+fdBJkyYwNKlS/nzzz/x9vamYcOGTJs2jVtvvZWOHTty2223ndK1/PDDD1x77bUEBwdz1113UbVqVebMmcPTTz/Nb7/9xvfff4/F4j7mefDgwRiGwX333YfFYuHdd99l4MCBJCYm0rZt29N6LT1BBW4REREP0UopIlKRTMPArmKTiFQC5RsRqQyGYWKgm4RFpGIp14iUjx++eovAQH+3bXcO70eTtjcy7pWP+f7LNwFY+vtaDh1O5bOPn+fGfpefUt+mafLok2/y6tuf8NA9A3hl7ANuI5xP1aWtm7F56y4mTP6aHl3b0KVjS7f9s79fxJRPv+O15x/kwbsHuLbff+fNXHvTgzw2+i0G3HAlVaoEuvat37iDuV+N54ru7dz6Sqhdg70b5+DtfVxZNvgS2rdvz8iRI5k1axbXX389MTExDBw4kFtvvZWEhAQGDhx40utwOBzceeedeHl58fvvv1OnTh0A7rnnHoYNG8akSZP49NNPi/UVFhbGd9995yp89+/fn8TERMaPH39OFLg1RbmIiIgHeBsGvvozLCIVyNduUueIE1+7bqcRkYqlfCMilcFu+nLEkYjd9PV0KCJyHlOuESkfxxe3MzOzSU1Lx8vLizYtm/DHinWufaEhVQCY8+NS0tMzT9pvXl4+Nw75D6+/+ylv/fdRXh33YJmK26di2mdz8Pf35ca+l5OSmu720+eqLmRkZLNs+d9uxzRvWq9YcRvAx8fbVdy22+0cOZLNwYMH6dq1K1A4vXhZrVq1ip07d3Lrrbe6ittFRo8eDcBXX31V7LgHH3zQbVR3rVq1qF+/Plu2bClzLJVJI7hFREQ8wIKB1TA0jFtEKozVhNB8k/1BGlYpIhVL+UZEKoOJhXwzhCD2ezoUETmPKdeIlI+/1m3l6eff5+clK8jMzHbbd3xBulP7ixk28Fo+/uQbPv3yBy5u3oAOl15E/97duLR1s2L9Pjb6LTIyspk4/skTTl9eHjZu2Ulubj41GlxZaptDyaluz+slxpbaduLkr3n3wy9Zt3E7drv7TBHHr8N9unbs2AFA06ZNi+2LjY0lODiY7du3F9uXkJBQbFtERAS7du0qcyyVSQVuERERERERERERERERETlje/cdosMVIwgK9Oc/Dw6hQb3aBAb4Y7EYvPDaZH5e8qdb+4/eeZpH7x/E3B+X8uuyNXw87Rtee3s6995+I+NfftStbZ+ruvDVNz/z2jvT6XV5e6pXi6qw63A6nYSEBDFjykultmncMNHteUCAX4nt3nzvfzzw+Kt079Kad199nKpVo/EOrofT6eSqq67C6XSWa+zHK22Eu9VqLXG7aZ4bI7JU4BYRERERERERERERERGRMzbz24VkZmYza/orXNa5ldu+J557t8RjGtSrTYN6tXnw7gHk5ubR6/r7eeuDz3no7gHUjqvuate1Y0tuG3Idva6/n05XjuSnb94jLrZamWM90fTm9erEsmnLTlo0r09EeGiZzwEw5dPvqB1bnXlfv43FYsFpWnAENCmX6cATEwuL7OvXry+2b8+ePRw9etTV5nyixT9FRERERERERERERERE5IxZrYWlx3+PBJ7741KWr3QvwqalHS02etnf349G9Qunz05NO1qs//ZtL+Kn2e9xJD2TjleOYOv23WWONeiftcLTjmQU2zfopqsA+L+nxpc4qvnQ4dRi20pTNFr6+Gs1TZPnnnuu5LiCgk552vIWLVpQu3Ztpk2bVmx68WeffRaAfv36nXKs5wqN4BYREfEAOyamWXFTz4iIFFhgTxWDAt3SKiIVTPlGRCqDBRtVLHuxYPN0KCJyHlOuETlzV3ZvR2CgP7fe/jR3j7ieyIhQVq3dxPQvf6Bp4zr8vX6bq+3Uz77ntXem0+eqLiTG1yTA34+Vazby4dTZNG9aj4ua1SvxHC0vbsSi7z+gR5+76XTlSBbMfrfYdOGnotXFjbFYLIx75WOOpGcQGOBPfO0atGnZhH69uzFy8HVMnPI1a9dtpc/VnakaHcn+g8msXLOROfOXYkv945TOc32fbjz2zFv0vO5e+vfuRnZOHl/PXY7NVnKuadu2LQsWLOCll14iNjYWwzC46aabSmxrtVp57733uPbaa2nVqhV33HEH0dHRzJ07lzlz5tCzZ09uueWW035tznYqcIuIiHiAwzQxOTfWMxGRc5PdanAosPSptkREyovyjYhUBqthJ9A47OkwROQ8p1wj5S3S6oWfYZB3lq1r7GcYRForpkSYEF+TeTPfYtSz7/Ly+KmYJrRq0Yh5M99i4pRZbgXuLh0uYe26rfywYBkHDqVgmia1asTw+IODefiegaWuEw3QtHEdlsydQLdr76LLVbcz/+u3adG8wWnFGlurKh+/8zQvvTGFOx96EZvNzuBbrqZNyyYATBj/BF07XcKEyV/zylufkJubT0x0OE0aJvLWv9YHP5FH7rsVgA+nzubBUa8RER5C7z79GTduHOHh4cXav/vuu9x9992MGzeOzMxMgFIL3ABXXHEFS5Ys4bnnnuOtt94iJyeH2rVr8+yzz/LYY49hsZx/dyMb5rmyWriIiMh5IiEhgV1ZR7C+NALHKRS5jebn3xopHndRgqcjEKlwVqdJcAFk+IDDosKTiFQc5ZtCW8dfc1rt4xuff18yiVQkp2kl3wzG18jAYjg8HY6InKeUa6Qs8iyxJIW9RXxsJH4+xffvtuWT4rBXfmAnEGn1Itbb19NhXLBM08CschGGYZxwHfDzTV5eHklJScTHx+Pn53dGfWkEt4iIiAd4Y+BtWMgx9WFJRCqGrwMS051siLCQoxqKiFQg5RsRqQwOfDjqjCfCuhELuZ4OR0TOU8o1UhFivX1VTBY3JgYOhwOr1XpBFbjLkz56ioiIiIiIiIiIiIiIiIjIOUEFbhEREREREREREREREREROSeowC0iIiIiIiIiIiIiIiIiIucEFbhFRM5BixYtwjAMJk+e7OlQznpdunShdu3ang6jGCfgNE1PhyEi5zGnATneBk4t5SQiFUz5RkQqg4ETLyMXA6enQxGR85hyjYhUhqKPTlp/u+xU4BaRc05Rcff4n8DAQJo1a8bYsWPJy8sr93Omp6czevRoFi1aVO59l2bRokWMHj2a9PT0Sjvn6crIyOCFF16gRYsWhIeHExAQQFxcHFdeeSUvv/yyp8M7q9lMJ3ln4Yel6t6BTKndjUPNhpJ50UhWN7yBSwKiTnhM56DqLG/Qn+yLbmNTo1sYFF7fbf/NYXVJanIryc2G8UqNdm774nyqsKHRzVSxeJf7tYhc6PK8DDZEWMjzunA+LN1OLVYZ7UgzupFmdONXow1XEAlAHH7YLT1L/OlHTKl9BmLlTaMhO43OZBrd+ctoz23UdGvzilGfw8ZlJBmduJlqbvv6EcMso0X5X6zIWeRCzDciUvm8jHwirRvxMvI9HYpciBKehB557j/t1pbctsXswv1R15y4z8YTi/fZ4ptj+w0faPwxdD0M7f6G8Mvcj497EOq/dmbXJcUo14hIZTAMJ97e3mdU4Lbb7axZs4b8/LMrX9lsNtasWUNBQUGFnserQnsXEalA/fv3p3fv3gAcOnSIzz77jKeeeoqlS5cyd+7ccj1Xeno6Y8aMAQpHBFeGRYsWMWbMGIYMGUJoaKjbvk6dOpGbm4u3t+eKghkZGbRu3ZrNmzfTq1cvBg0aRFBQEElJSSxfvpznn3+e//u///NYfEXmz5+PqZHSpyTU6sOSen1YlLWfq7d9T7I9l7q+IRyxl/4mqbZPFb5J7MWElPUM2rmAy6rUZEJcFw7acpifuYcIqx8T4rowbNfPJOVn8E3iVSzM3Mf3GbsAeLtWR0bt/51Mp62yLlNEzmP7yOMJcwtbycEABhnVmWm0oKX5G5vIpoZzoVv7kdTiYaM2P5BSap+vGPXpSgSDzb/YSS49iORtoyH7zXy+I5mrieImqnGluYI6BPCh0YT5Zgqp2AjGi+eMuvQ0V1TwlYuIiIhIhctaDyt7HXtu2ou3ib0XOI3vIFLmwfrbjj13Hvf5u+ZwCG4ByztDZE9oOhkWxxbu86sNNYbBH+43kYuIyIXjwIEDhIaG4uvrC0B+fj67d+8mMzMTi8VCREQENWvWPGkRPT09nQMHDpCTk4PFYqFKlSrUqVMHKCyiJyUlkZmZiZ+fH7Vr1yYgIMB17K5du/D19aVq1aqubd7e3kRERLB///4KnVlVBW4ROWc1b96cgQMHup7fd999tGrVih9++IE///yTVq1alXhcUWHYy+vcTYEWiwU/Pz+PxjBx4kQ2b97MAw88wOuvv15s/8GDB8v1fKZpkp2dTVBQ0Gkd5+PjU65xlBdfw4K3YSXHdHg6FJf/i2nBXls2I3YdKwDtLMg84TG3RzYmqSCTR/ctA2BTXjrtA6tyf3Qz5mfuIcE3mKOOAr48sh2ARVn7aOAXxvcZu7gxrA4208ms9KSKuyiRC1iAzaRBmpNN4RZyvC+MUZXfkez2/ClzG7cbsbQhlA1kcwj3u4d7G9F8yUGyKT0XX0oo08x9LOYIAB+yl5HUpLURwndmMg0IZDFprCSDlWTwGg2Ix59UbLxo1OMDcw97KP/ZZUTOJhdivhGRymcz/Ul1NiDCsglvI9fT4ciFyLRDwaHS9wc1g7j74Y/20HnXqfXpzC+9z8AGkPwdZG+E3CSo9yJ4R4ItBRqOh61PgOPEn9nl9CnXiEhlcJoWHDYbVqsVi+X0J9t2OBykpKRQt25doPC7823btuHt7U2DBg2w2WwkJSVhGAY1a9YstZ8jR46wc+dOatSoQXx8PKZpkpt7LPcdOHAAp9NJo0aNSE5OZufOnTRq1AiArKwssrOziY2NLdZvZGQkGzZsoGbNmhVWh9EU5SJy3vD29qZ79+4AbNu2DTi2/vKuXbu46aabiIyMJCAggL179wKwb98+RowYQY0aNfDx8aFmzZrcdtttHDhwwNXv5MmTiY+PB2DMmDGuadH/fffRwoULufLKKwkLC8PX15eGDRvy0ksv4XAU/9I8KSmJkSNHEhcXh6+vLzExMVx++eX8+OOPrriLRozHx8e7zjl69Gig+Brc27ZtwzAMRo4cWeJrM3bsWAzD4KeffnJtKygo4OWXX6ZZs2b4+/sTHBxM9+7dWbJkySm93lu3bgWgW7duJe4//q6tIocOHeLee++ldu3a+Pj4EBMTw8CBA9m5c6dbu8mTJ2MYBgsWLOCFF16gXr16+Pr68sorrzBw4ECsVit79uwp1n9OTg4hISF07NjRta20NbhP9js43ZjPB1eH1GZl9mE+i7+c/U2H8GeD/gyPaHjCY9oGxvBT5l63bfMz9tA2qHC636356QRYvLjIP5Iwqy8tA6L5OzeVUKsPY6q15r49v1TY9YgIWC7gCSwswA1UJRArv5NebP/FBNPCCGaSue+E/SwjnauNaKpTeEd0F8KpRyA/mqkA/EUmlxBCKF5cTDD+WNlGDu0JpQXBvMUpfrkpco67kPONiFQiUzfRiAcF1IFOO6D9RmgyGfxqHdtn8YemU2DTAycugv9bWCfovBva/QUNxoN3+LF9mX9DaHuw+EFED8jfX1jcrnoTOPMg+ZvS+5Uzo1wjIme5o0ePYhiGazBYRkYGubm5xMfHExAQQEhICNWrVyc5ORmns+RlMk3TZPfu3dSsWZPo6Gj8/Pzw9/cnPPzY36K8vDzCwsLw8/MjMjLStTys0+lk165dxMXFlThC3N/fHx8fH44cOVIBV1/o3B2+KCJSgi1btgAQFXVszeCsrCw6duxIq1atGDNmDJmZmQQFBbFv3z5atWrF4cOHGTFiBM2bN2ft2rVMnDjRNQo8JiaGTp068frrr/Pggw9y3XXX0bdvXwC3kcQff/wxI0aMoEWLFjz++OOEhoaydOlS/vOf/7B69Wo+++wzV9tVq1bRrVs3cnJyGDJkCBdddBGZmZn8/vvvLFiwgB49evDEE08QHh7O119/zeuvv05kZOH6oc2aNSvxuuvUqUP79u354osvGD9+PP7+/m77p0yZQmxsLJddVrhek91up1evXixevJibb76ZO+64g5ycHD755BMuu+wyZs2axdVXX33C1zoxMRGATz75hG7duhU757/t2bOHdu3akZWVxfDhw6lXrx779u3jvffeY/78+axYsaLY3V6PPvooOTk5DB48mKioKGrVqkWHDh2YPn06U6dO5YknnnBrP3PmTDIyMhgyZMgJYzmV30FZYy6SkJBwwtfCGlblhDF6QoJvMLdHNeaNw3/x4sFVtAyI4o1aHSgwnUxL21ziMTHeARzOyHHbdtieS4jVFz/DSrqjgKE7f2ZS7cvwN7z4JG0z8zP3MCG2C+8mryPeN5ivE6/E27Dy7IE/mZm+ozIuVUTOY00I4lejDX5YyMJBf3M1G8ku1m6oUYMNZhbLSih+H+9+cyPvG43ZbemCzXTiBG431/PLPyO655PKp+znd+NScnEw1PybbBy8bTRiuLmOO4jlbiOWVAq4w1zPhhJiEREREZGz3NHlsG4k5GwB36qQ8AS0/AmWXQyOLKj/Xzj6e+GI61OVMh8Oz4LcneCfAHWeLVy/e3lnwAn7J0OVJtBuDRSkwF8DwSsMEp+GFZdD4mioej3k7IANtxcWwEVE5IKQlZXlNlV4VlYW/v7+bkuahoSEsHv3bvLy8tzaFsnJycFms2EYBhs2bMBms+Hv70+tWrVc3/X7+/uTmZlJVFQUGRkZru2HDh2iSpUqBAYGlhpjQEAAWVlZbrWa8qQCt4ics3JyckhJKVwz8/Dhw0ydOpVvv/2W+Ph4txG8qampjBgxghdffNHt+EGDBnHgwAGmT5/OLbfc4trerl07Bg8ezBNPPMGHH35IQkICffr04cEHH6RZs2Zu06JD4VTcd999N71792bmzJmuO5Zuv/12mjdvziOPPMKdd95J586dMU2TwYMHk5WVxdKlS2ndurVbX0V3U/Xo0YOlS5fy9ddf06dPn1Naq2Lo0KGMGDGCmTNnMmDAANf2X3/9lW3btvHUU0+5YnvnnXf46aefmDlzJtddd52r7f3330+bNm247777TlrgHjFiBG+99Raff/45P/zwAx06dKBNmzZceumldO7cudj64Pfddx/Z2dmsXLnSrfg7dOhQmjZtyjPPPMOkSZPcjsnMzGTNmjVuNxM4nU5iY2OZMmVKsQL35MmTCQgI4IYbbig17lP9HZQ15nOZBYOVOck8uf8PANbkptDYP5zbIxuVWuA+FbOPJjH76LFpyDsFVaOpfwT37/mVzY1vYeDOHzloy2VZg778knWAZLumABORsttMNpeYywjBi35GDB8bTbnMXO5W5PbDws1UY5y5/aT93UMcbQilj3MVu8ilI+G8ZTTkgJnHT6QB8Ky5nWc51tdTJPIzqdhwMspI4CJzKVcRxSSjKW3M38v/okVERESkYqXOP/Y4ax0c/RM6bIGY/mBLhvAu8Hub0+vz0JfH9bm+sN8OGyG8M6QtLJwSfdMD7sc0mgC734Hg5hB9DSxrBbUfhvqvwl83l/XqRETkHFNQUOC2NKfNZiv2fXzR1OA2m63EPvLz8wHYv38/tWrVwsfHh0OHDrF582aaNGmCl5cXVatWZffu3fz999/4+PhQu3Zt8vLySElJoWHDhuzatYuMjAwCAgKIi4tzm47cx8eHnJycEs9dHjRFuYics1544QWioqKIioqicePGvPTSS3Tt2pX58+fj6+vr1vaxxx5ze+50Opk1axb169d3K24D3HrrrSQmJjJz5kxM8+RzLc6YMYO8vDxGjBhBamoqKSkprp+iIvG8efMAWLt2LevWrWPAgAHFCqtAmdbbKHLDDTcQEBDgmra8SNF034MHD3ZtmzZtGrVr16Zjx45u8R49epRrr72WpKQk12j40oSFhbFy5UpGjRpFtWrVmDNnDk8//TQ9evSgZs2aTJ8+3dX26NGjfPPNN/Tq1Yvg4GC3cwYFBdG2bVvXa3S8e+65p9ia2xaLhUGDBrF161aWLl3q2r5nzx4WLlxIv379qFKl9NHRp/o7KGvMRXbs2FHqT61atUo9zpMO2HLYkOc+bcymvHRq+ZS+7vkhWw7R3u53AEZ7+XPUkU9eCeuL+xgW3qrVibt2L6aOXzBehoUlWQfYkp/OlryjtAmMLp+LEZELlg2T7eSwigyeMLfyF5nca8S5telHDAFYmcaJR7n4YWGsUZdHzU18RzJ/k8W77OYLDvKQEV/iMfUJ5BajGk+b2+hMOL9whBRsfMkhLjFCCMJabtcqIiIiIh5iPwo5WyEgEcK6FI7A7nIIumUV/gA0/wwumX+iXtzlJkFBMvgnlrw/rDMENYQ97xVObZ7yAzhz4NCMwuciInLBcDqdJU4NfjqKah/VqlUjLCyMwMBA10C7oqnFvby8SEhIoFmzZjRo0AB/f3927dpFrVq1SE1NJT8/n8aNG2OxWNyWfYXC79lLmx69PGgEt4ics4YMGcKAAQMwDAN/f3/q1q1b4nQXUVFRhIWFuW1LTk4mMzOTJk2aFGtvGAaNGzfmm2++4ciRI25rTpRk48aNACcc8XzoUOH6S0VF44svvvjEF1cGVapUoV+/fkyfPp09e/ZQq1YtcnJy+PLLL+nQoYNrSvGimHNyck44PcihQ4eoV6/eCc8ZFRXFuHHjGDduHOnp6fzxxx/Mnj2bDz/8kEGDBlG7dm3at2/Pli1bcDqdTJ8+3a3wfbySivulnX/IkCGMHTuWyZMn0759e6BwGnan03nS6clP9XdQ1phPVYHpxFFCAdiTfss+SH2/ULdt9XxD2F2QVeoxv2cf4ooQ92nauwfX4vesktcce6LqJczP2M3q3BQu8o/E67g3Yt6GBQta50qkvOR5wbpICwUXeD3VAvj+677eYUZNvuUwKZR8F3MRbwx8DAvOf93v5sAs9U7h94xGPGpuJhsHVgy8/8lrRf9alefkPKR8IyKVwYs8Iqwb8CLf06GIgDUQAhLgwKdw6CvY96/Z3dqtgs2PQvKcU+/TtwZ4R0DBgeL7LL7Q4A1YNwRwgmGFoveVhvc/z6U8KNdIRdhtOEgxTj6QqjJFmgaxpnLHzl37iW92Lc88PpLR/7m90s5r4MRqtZa5SO3l5YXDcey7ZW9vb7Kz3ZdEs9vtrn0lKdru5+fn2maxWPD19aWgoKDEY1JSUrBarYSGhrJt2zZCQ0OxWCyEhYWxf7/7IAK73e42oru8qcAtIuesxMREunfvftJ2Ja0vUZ6K7kL68MMPiYuLK7FN9erVKzSGIkOGDGHatGlMmzaNUaNG8fXXX5ORkcHQoUPd2jmdTurXr8/bb79dal8lFf9PJDQ0lJ49e9KzZ0+aN2/OHXfcwaRJk2jfvr3rNbrhhhsYOXLkKfdZ2u8uMTGRjh07uq05PnXqVGrXrk3Xrl1PK+7SlDXmU2UCFXf/Wtm8eXgtv9S/jsdjLubL9G20CohhRGQj7ti92NVmXPU2VPcOZOiunwH4IGU9d0U14cUabZmUsomuVWpwfVgi124r/iG+oV8Y14fVoeWmwmnYNuUdwYnJ0IgGHLLl0MAvlBU5yZVzsSIXAKdhkHeBvdsfZ9TlBzOF3eRSBS9uNqrRmXB6mStdbRIJoCNhXGOuKrGPdUZ7njC3MpvDZOJgsZnGi0Y9ck0Hu8ijE2HcSnUeMYsv3TCcmiRTwHcU5rLfSOdpEmlDCFcYkaw3sziKvWIuXsSDLsR8IyKVzzBMvMnzdBhyoar7AqTMgdzd4FsNEp8C0wEHvwBbChSUcJN33h7I23nsebu1sPUpSP6msECe8EThGtz5hwqL5XXHQc52SPmxeF/xowpHbGeuLXyevqwwpv1TIfbOwudSLpRrpLztNhw0CjhC3ll2r7OfCRtywspc5F70ywq6Xn0Hzz15B08+OqKcozv/GQYYZzB4KiAggNTUVNfzoKAgDhw44DZVeUZGBlar1a2AfbzAwEAMwyAvL881I6rT6SQ/P99t+vMiNpuN/fv306BBA9e2olHgpmkWmw03Nzf3hDOtnil9BBWRC1JUVBRVqlRh/fr1xfaZpsn69esJCwtzjfw+0Z1URaOMw8LCTlpwL2q7evXqk8ZYlru3unbtSlxcHFOmTGHUqFFMnjyZwMBArr/++mJx7Nmzhy5dulTIXVTt2rUDYN++fQDUqVMHi8VCbm7uKd2UcCqGDBnC8OHD+frrr4mLi2Pr1q08/fTTJ33dTvV3UBExH8/LMPDCQsFZVOZekZNM/+3zGFujDU9Wu4Skgkwe2ruU/x3Z6mpT1TuA2OOmLN9ZkMm12+fwSs123BvVjL22LG7btYj5mXuK9f9+bGce3fsbOc7C4k6e6WD4zoWMr9URX4uV+/b8yn5bdrHjRKRsfBwm1bJMDgQZFFjPsk/SFSQKHyYZTamGL0ex8TdZ9DJXsoBjH/qGGjXYSx7zSSmxjwZGECHmsb+Nt5hrGWfUY6rRjHC82UUuT5lb+QD3PBeND/8xEuho/uHa9idHed3cxTfGxRymgGHmunK+YpGzw4WYb0Sk8jlMb7LM6gQZ+7EaJ56FRaTc+dWAplP+GWGdDOm/wfLOhcXtUxVYH7xCCh+bDghqCtUHglco5B+A1AWwfQyY/xo1F9gIqvaDZccts3ZoZuG05C1/gpwt8PdgpHwo10h5SzHMs664DZBnFMYWe3YNLK90cbHVyD20FC+vyh3NbpoGDru9zKO4g4OD2bdvn2uUdHBwMP7+/iQlJVGzZk1sNhv79u0jKirKNQtpdnY2SUlJ1KtXDx8fH6xWK1FRUezfvx8fHx98fX05ePAgQLEZcaFwidCqVau6it9BQUGkpqa6lvc8fqlRh8NBTk4ONWrUKMvLc0pU4BaRC5LFYqFPnz5MmzaNGTNm0L9/f9e+6dOns337doYPH+7641KUnNPS0or1dcMNNzBq1ChGjx7N5ZdfXmzN6NzcXOx2O1WqVKF58+Y0adKETz75hLvvvpuWLVu6tXU6na4/OMefs2jti5MpWmv72Wef5fPPP+fnn3/m1ltvLRbToEGDeOSRRxg3bhzPPPNMsX4OHTpETEzMCc/1+++/U79+/RL/2M2cOROARo0aARAREUGvXr34/vvvWbhwYYmjrE/lnMe74YYbuO+++5g8eTJxcXEYhnHS6cmBU/4dVETMx7Ni4GUYFJxlbyK/z9jF9xm7St0/fNfCYtsWZ+2n1aYZJ+2785ZZJZ9vfennE5Gy83JCVK5JcoBxwUwbfJtZ/Ma1f3vS3MqTbC11v5dzntvzQxQw4hQK04cpoI65pNj2sWxnrLn9pMeLnMsuxHwjIpXPiRe5zggCrIexnmSZEZFy9/eg02v/Ywmj5Y7f5syD1decWl/ZG2Dpv2fZM2HT/YU/Uq6Ua0TOXRkZWQQHB5284XEMw8DPz7eCIiqdieEa9VyWAndAQAABAQEcOXKEqKgoDMOgTp067N69m02bNrm+3z6+wOx0OsnLy3MbaV2zZk0MwyApKQmn00lQUBD169cvNiju6NGj5OfnEx8f79oWFRVFdnY2GzduJDAw0G0W2/T0dHx8fDSCW0SkIjz//PMsWLCAm2++mYULF9K0aVPWrl3LxIkTqVWrFuPGjXO1jYiIoE6dOnz22WckJiYSExNDYGAg11xzDTVq1OCDDz5g2LBh1K9fn8GDB5OQkEBaWhqbNm1i5syZzJo1iy5dumAYBpMnT+ayyy6jffv2DBs2jObNm5Odnc3vv/9OQkICL730EgBt27YF4LHHHmPAgAH4+fnRpEmTk04dPnjwYJ577jluu+22Utekvv/++/npp58YPXo0S5Ys4fLLLyc8PJw9e/bw22+/sWPHDnbs2HHC83z22WdMmDCBK664grZt2xIVFcWRI0dYtGgR3333HTVq1ODhhx92tX///ffp0KEDPXr04JZbbqFVq1ZYLBZ27drFnDlzaNmyJZMnTz7F317hDQD9+vXjk08+ISAggE6dOrn9gS3N6fwOyjtmERERERERERERkQvFocOpjP3vR3z7wy/sP5BMWGgwPbq2YeyTd1I77lhBNDMzm5ffnMqPC/9ge9JejmZkUb1aFFf37MCzo+4gPDzE1fb4dbObNqrDS29MYd3G7bS+pDGLvp9A7abXUDu2GhPefIJHn3qTRb+uxOFw0qldC8a/9Ch1EmuV2FfRGtzHb2vTsgljXpzI2nVbCQr0p+81XXnt+YcIDPR3u84t23bx6FNvsvCXwiXS2rVuxitj7+eeR19m5+4D7Pz723J/batVq8bevXuJjIzEMAx8fX2pW7duqe2rVKlSbLCXxWKhVq1a1KpVq5SjCoWEhBASEuK2zWq1kpiYWGL7w4cPU61atVO8krJRgVtELlg1a9Zk+fLljB49mq+//poJEyYQHR3NsGHDGDNmTLGRudOnT+fBBx9k1KhR5OTkEBcXxzXXFN5tO2jQIOrXr88rr7zCxx9/TFpaGuHh4SQkJPDII4/QrFkzVz+XXHIJK1euZOzYscyePZuPPvqI8PBwLrroIi6//HJXu/bt2/PSSy/x/vvvM3LkSOx2O88888xJC9wJCQl06tSJxYsXEx8fT+fOnYu18fLy4ttvv2XChAlMmTKFsWPHYrfbqVq1KhdffDEvvvjiSV+/2267jZCQEH7++WfefPNNkpOT8fHxIT4+nkceeYRHHnmE6OhoV/saNWqwatUqXn75ZWbNmsUXX3yBj48PNWrUoGPHjgwfPvyk5/y3oUOHMnXqVLKysk5p9HaRU/0dVETMIiIiIiIiIiIiIue7PXsP0u7y4WRl5TD81t7UqxPLvgPJvPfRDOb//DsrFk0jtlZVAPYdSGbC5K/pe01XbuzbAz9fX5avWs8Hk2by6+9r+XPhVLy93Uuas79fzBvv/Y87hvZj5ODr3EYm79ufTKcrb+PaKzvx0uh72bpjD2998Dm9b3mYv5d95ppF9UTm/vgbb0/4gtuH9mXILVfz0+I/mTD5awzD4P03Rrna7dp9gHY9hpGVncsdw/pRv04cf65eT+detxMeFlxOr2ZxoaGh5OfnY7PZSlwz21NsNhthYWGEh4dX6HkM89+rfouIiEiFSkhIYH9WOt4vjyTHdJy0vdG85Dvh5AxclODpCEQqXIDNpFGqkw0RFnK8z8IFv0TkvKF8U2jr+FOcavYf8Y1P/qWaiBxjM/1JdTQkwroRbyPX0+GIyHlKuUbKIs8SS1LYW8THRuL3rzrjKoud1gHpHonrZJbnhHKxs2zjYBf9soKuV9/Bc0/ewZOPjiixzXUDHmHxr6tYsWgqCfE1Xdt37tpP03Y30b93Nya9W7h8ZkGBDcMwihWxP5wyi5H3jeWLyS9y/XXdXcfHN7sWLy8rq3+ZTpNGddyOqd30GnbtPsCnH43l5v5XuLa/+Npk/jPmbebNfJvLu7V166ukEdz+/r6sW/a5W+xX9L2Xn5f8yZFdC12juAeMeJJPv/yB7798g16Xd3C1ff2d6Tw06nXiYqsVG8HtNC04AppgtVpPqdh+vsjLyyMpKYn4+Hj8/EpYzuM0XDivmoiIyFnEjonNdHo6DBE5j9kscCDQwKZ3/CJSwZRvRKQyWLATaDmEBbunQxGR85hyjUj5OHo0i2/mLKHX5e0JDg4iJTXd9RMUFEDblk2Y99MyV3sfH29Xcdtut5OenklKajqXdSqcUvuPFeuKneOqnh2KFbeLVK8W5VbcBujRtQ0AW7bvOqVruO7qrm7F7aI+bDY7Sbv2AYXrWn8zdwlNGiW6FbcB7hpxPVWqBJbYt4GJxWIp0/rbUkhTlIuIiHiAwzQx0SQqIlJxbFaDfVX0QUlEKp7yjYhUBqtho4qxz9NhiMh5TrlGpHxs2bYLp9PJ9C/mMv2LuSW2+ffI5YmTv+bdD79k3cbt2O3us16mpR8tdny9xNhSz59Qu0axbRH/rOOdmla8r7L2cTg5jaysHBrUrV2sra+vDwm1a5B+NLPYPsMwsVqtpxSHlEwFbhEREQ8wjMJpVDSGW0QqisVpEmCHHC9wWlR4EpGKo3wjIpXBaVqwE4AXOVgMfZISkYqhXCNSPpz/rI58w3U9GDm4z0nbv/ne/3jg8Vfp3qU17776ONWrReHr443d4eDKfvfhdBYfKBQQUPoU11Zr6dNLnerKzeXRR+nHG5hOJ4ZhaBR3GanALSIi4gE+WPA2rKe0BreISFn4OaBB2j9r4mraYBGpQMo3IlIZHPiS5qhHhHUjFrQurohUDOUakfJRJ6EmFouF3Lw8uv8zNfiJTPn0O2rHVmfe12+7jezeuDmpIsM8Y9FR4QQFBbBp685i+woKbOzYuY/wsOBi+0wMHA4HVqtVBe4y0kdPERERERERERERERERESkXEeGh9Lq8Pd/PW8rCJStKbHPocKrrcdF03U7nsZkTTNPk2ZcmVmygZ8hisXDNFR1Zt2E7c+b/6rbvnYlfkJmZ7aHIzn8awS0iIiIiIiIiIiIiIiIip2Xxr6uAD0vc9/7r/6FDzxH06HM3t1zfk1YXN8JisbBr9wHm/LiUli0aMfm90QBc36cbjz3zFj2vu5f+vbuRk5vH198tpKDAVnkXU0bjnrqLeT/9Tt+B/8cdw/rRoG4cy1etZ/b3S6iTUKvYeuJSPlTgFhERERERERERERERESlnkaaBnwl5Z9ks1H5mYWxnasGi5SxYtLzEfY8/OIRVSz7h5TenMuv7RXzx9QJ8fLypUS2Kjpe2YPig3q62j9x3KwAfTp3Ng6NeIyI8hN69OjPuqbsIr33ZGcdZkeJr12Dp/I949Kk3+WjabADat2nO4jkfMPiO0eTm5Xs4wvOTYZ7pSugiIiJyWhISEtiXlY73SyPJ5eR38BnNEyshqgvMRQmejkCkwvnbTOqmO9kaaiHX+yz7JC0i5xXlm0Jbx19zWu3jG2vVOJHTYTP9OeKsQ5hlG96G1sUVkYqhXCNlkWeJJSnsLeJjI/HzKb5/t+EgxTi7SnGRpkGsafV0GOc1u91OZEJ3Lm3VjLlfjXfb5zQtOAKaYLVa3dYcP9/l5eWRlJREfHw8fn5+Z9SXRnCLiIh4QIHpxH4KxW0RkbLK9Tb4K0ofVkWk4infiEhl8DZyibb+7ekwROQ8p1wjFSHWtBJ7dtW3pZzl5OQREOBesH3rg885ejSLnt3aFmtvMZxYvL0rK7zzkgrcIiIiIiIiIiIiIiIiIiJlcHGnAXRoexHNm9bF6TT5ddkaZsz+iYb14xk5+DpPh3deUoFbRETEA3wMC95YT2mKchGRstCUwSJSWZRvRKQyaNpgEakMyjUiUhZ9r7mMb+Yu5otZC8jLy6dGtWjuu+Mmnn5sBIGB/sXaO00LDpvtgpuivDypwC0iIuIBBmAYgKYnEpEKYgA+jsJ/RUQqkvKNiFQWp6mpPEWk4inXiMjpev6Zu3n+mbs9HcYFRbcFiIiIiIiIiIiIiIiIiIjIOUEFbhEREREREREREREREREROSeowC0iIiIiIiIiIiIiIiIiIucErcEtIiLiAdUCQ9g+6AUsFt1rJiIVw+ntxB5px8vLS7lGRCqU8s0/HijwdAQi5zWr00m43Y7Vywsu5FwjIhVKuUbKJC8PkpIgKB78/DwdjZwDDNPEapoYhuHpUM5ZKnCLiIh4gGEYF/YXwCJS4SwWCz4+Pp4OQ0QuAMo3IlIZlGtEpDIo14hIZTAMQ8XtM6Rv1kVERDzANE0cDoenwxCR85jD4SAzM1O5RkQqnPKNiFQG5RoRqQzKNSJSGYq+GzZN09OhnLNU4BYREfEAp9OJ0+n0dBgich5zOp1kZ2cr14hIhVO+EZHKoFwjIpVBuUZEKoNpmjidThW4z4AK3CIiIiIiIiIiIiIiIiIick7QGtwiIiIiIiIiIiIiIiIiFcCesRtHXqqnw3Bj9YvAKzjW02GUuyFDhjBlyhS3kdFdunRh586d7Ny502NxnQ0xnG9U4BYREREREREREREREREpZ/aM3eyd0gTTkefpUNwYVj9qDl5XpiL3okWL6Nq1a6n7J02axJAhQ84gOvm3nTt3Eh8fz/Dhw/nwww89Hc5ZQQVuERERDzAMA4tFK4WISMWxWCz4+/sr14hIhVO+EZHKoFwjIpVBuUbKmyMv9awrbgOYjjwcealnNIq7f//+9O7du9j2du3anUloFwTDMFw/UjYqcIuIiHiAxWLBarV6OgwROY9ZrVZCQkI8HYaIXACUb0SkMijXiEhlUK4ROXXNmzdn4MCBng7jnGQYBl5eKtGeCd2GJCIi4iHHrwUjIlLeTNPEZrMp14hIhVO+EZHKoFwjIpVBuUakfK1evZr+/fsTHR2Nj48PCQkJPP744+Tk5BRre+jQIe69915q166Nj48PMTExDBw4sMR1qw8dOsTgwYOJiIggMDCQ9u3bs3DhwhPGsmvXLvr160dYWBiBgYH06NGDVatWFWv33nvv0bNnT2rWrImPjw/R0dH069ePdevWldjvX3/9xc0330z16tXx8fGhRo0a9O7dm5UrV5Yai2maHD16lCuuuAJfX18++eSTE8Z+Ovbt28eIESOoUaMGPj4+1KxZk9tuu40DBw4Ua5uXl8eYMWNo0KABfn5+hIeHc80117BixYpibQ3DYMiQISxcuJD27dsTGBhIZGQkQ4YM4fDhw+UW/6nS7QEiIiIe4HA4sNvteHt7ezoUETlP2e12UlNTiYiIUK4RkQqlfCMilUG5RkQqg3KNyKnLyckhJSXFbZu3t7drFoQffviBPn36UKtWLe69915iYmJYu3Ytr732GkuXLmXhwoWuUcx79uyhXbt2ZGVlMXz4cOrVq8e+fft47733mD9/PitWrCA2tnA69YyMDDp27Mi2bdsYPHgwrVu3Zv369Vx99dUkJiaWGGt2djadO3emRYsWjB07lj179vDuu+/SqVMnli5dSvPmzV1tX375Zdq0acPdd99NZGQkW7du5cMPP+THH39k9erVbueYO3cu1113HT4+PgwfPpwGDRqQmprK4sWL+e2337jkkktKjGffvn1cddVV7Nq1ix9++OGEa5qfjn379tGqVSsOHz7MiBEjaN68OWvXrmXixIn88MMP/Pnnn8TExACF30/36tWLhQsX0qtXL+655x4OHjzIe++9R4cOHZg7d26xuFavXs2MGTMYOnQoAwcOZPny5UyZMoU//viDP//8k6CgoHK5jlOhAreIiIiIiIiIiIiIiIiInLIXXniBF154wW3bJZdcwooVK8jLy2Po0KE0b96cJUuW4Ovr62pz2WWX0b9/f6ZPn87gwYMBuO+++8jOzmblypUkJCS42g4dOpSmTZvyzDPPMGnSJABeeeUVtm7dyuuvv84DDzzgatuhQwduvvnmEmNNSUnhxhtv5O2333Ztu/7662ndujX3338/ixYtcm1ft24dgYGBbscPHjyYFi1a8Nprr/HOO+8AhQX+wYMH4+fnx6pVq9ziHjVqFE6ns8RY1q1bR69evQBYsmQJzZo1K7FdWfznP//hwIEDTJ8+nVtuucW1vV27dgwePJgnnniCDz/8EIApU6awcOFCRo4cyYQJE1xtBw0aRLNmzbj99tvZtGkTFsuxycD/+usvvvzyS/r37w/AnXfeSbNmzXjooYd45ZVXGD16dLldy8loinIREREREREREREREREROWVDhgzhxx9/dPt59913AViwYAEHDx5kyJAhZGZmkpKS4vrp1KkTAQEBzJs3D4CjR4/yzTff0KtXL4KDg93aBgUF0bZtW1dbgK+++orQ0FDuuusut3huuukm6tatW2q8o0aNcnt+ySWX0LNnTxYvXuw2Er2ouG2aJhkZGaSkpBATE0P9+vX5448/XO3mz59PcnIyDzzwgFtxu8jxheEiP//8Mx06dCAiIoJffvmFJk2alBrv6XI6ncyaNYv69eu7FbcBbr31VhITE5k5c6ZrCYavvvoKgDFjxri1rVevHrfccgtbt27l77//LravqLhd5O677yY0NNTVX2XRCG4REREREREREREREREROWWJiYl07969xH0bN24E4K677ipWiC5y6NAhALZs2YLT6WT69OlMnz69xLbHF4u3b99O06ZN8fHxKdauUaNGbN26tdj20NBQqlevXmL7uXPnsn37diIjI4HCUdXPPvssv/32G7m5uW7t4+PjXY+3bNkCwMUXX1xizP926NAhrrjiChITE1m0aBEBAQGndNypSk5OJjMzs8SiuWEYNG7cmG+++YYjR44QHh7Ojh07iIiIoFq1asXaN23aFCh8rY+fvr1Ro0bF2vr4+JCYmMj69evL8WpOTgVuERERERERERERERERESkXRdNzjxs3jtatW5fYJiwszK3tDTfcwMiRIysnwFKsXLmSbt26kZCQwLhx40hISCAgIADDMLj//vvJzs4uc9/h4eG0atWK2bNn8/HHH3PPPfeUY+QXHhW4RUREPMBqteLt7e3pMETkPObt7U3VqlU9HYaIXACUb0SkMijXiEhlUK4RKR/16tUDwM/Pr9RR3kXq1KmDxWIhNzf3pG2hcOT4tm3bKCgoKDaKe8OGDSUek56ezv79+4uN4i5qn5iYCMD06dOx2+3MnTu32LTjqamp+Pn5FbvG1atXc+211540bm9vb2bMmMGtt97KQw89RE5ODk888cRJjztVUVFRVKlSpcSR1KZpsn79esLCwlw3FiQmJrJp0yYOHTpETEyMW/t169a52hyvpNe3oKCA7du3U6dOnfK6lFOiNbhFREREREREREREREREpFz07NmTmJgY/vvf/3Lw4MFi++12O2lpaQBERETQq1cvvv/+exYuXFhif0XTmQP07duX9PR013rfRT777LMSpycv8vzzz7s9X7lyJfPmzaNTp06u6cmtViuAa53qIu+//75bDACXX345UVFRvPHGG+zcubPY+YpGph/Py8uL6dOnM3ToUJ588sli64KfCYvFQp8+fdi0aRMzZsxw2zd9+nS2b99O3759MQwDKHwdAZ577jm3ttu2bePTTz+lbt26NGvWzG3fli1bivX9zjvvkJ6e7uqvsmgEt4iIiAc4nU7sdjteXvpTLCIVw263k56eTmhoqHKNiFQo5RsRqQzKNSJSGZRrRMpHQEAA06ZNo3fv3jRs2JChQ4fSoEEDMjMz2b59OzNnzuTFF19kyJAhQGEBuUOHDvTo0YNbbrmFVq1aYbFY2LVrF3PmzKFly5ZMnjwZgEceeYT//e9/PPTQQ/z111+0atWKDRs28PHHH9O0aVP+/vvvYvFERkby3XffsW/fPnr06MGePXt455138PPz44033nC169u3L6+99hpXXnklt912GwEBAfz666/MmzePxMRE7Ha72zVOmjSJvn370rx5c4YPH06DBg04cuQIixcv5sorr+Tee+8tFovFYuHDDz/Ez8+PF154gezsbN544w1X4flE1qxZw9ixY0vcd/fdd/P888+zYMECbr75ZhYuXEjTpk1Zu3YtEydOpFatWowbN87VftCgQXzyySe888477N69m549e3Lw4EHee+89TNPkgw8+KBZT06ZNGTJkCEuWLKFhw4b8+eefTJ48mXr16vHII4+cNP7ypAwtIiLiAaZpFrsTUESkPJmmid1uV64RkQqnfCMilUG5RkQqg3KNSPnp0aMHq1at4sUXX+TLL7/k0KFDhISEEBcXx7Bhw+jWrZurbY0aNVi1ahUvv/wys2bN4osvvsDHx4caNWrQsWNHhg8f7mobEhLCL7/8wv/93/8xa9YsPvvsM1q0aMF3333HlClTSixwBwYGsmjRIh5++GFGjRqFzWajbdu2vPTSS7Ro0cLV7tJLL2XWrFk8++yzPPPMM/j6+tKhQwd++eUX7rrrrmIjta+66iqWLVvG888/zyeffEJ6ejpRUVG0adOG9u3bn/D1efPNNwkKCuK///0vOTk5fPDBB1gsJ554e+XKlaxcubLEfTfddBN16tRh+fLljB49mq+//poJEyYQHR3NsGHDGDNmjNtU5F5eXsyZM4cXX3yR//3vf8ybN4+AgAA6dOjA008/TatWrYqd4+KLL+bNN9/kySefdBXpBw4cyH//+1+qVKlywtjLm2EqU4uIiFSqhIQEHA4H27Zt0zrcIlJhbDYbqampREREKNeISIVSvhGRyqBcIyKVQblGyiIvL4+kpCTi4+Pd1mgGsGfsZu+UJpiOPA9FVzLD6kfNwevwCo71dCgXJKfTicPhwGq1nrSofbYwDIPBgwe7RtKXxYn+XzldGsEtIiIiIiIiIiIiIiIiUs68gmOpOXgdjrxUT4fixuoXoeK2nNNU4BYRERERERERERERERGpAF7BsSomi5Szc2Pcu4iIyHnGYrFgtVo9HYaInMesVishISHKNSJS4ZRvRKQyKNeISGVQrhGRymAYBlarFcMwPB3KOUsjuEVERDzAMIxzZn0VETk3WSwW/P39PR2GiFwAlG9EpDIo14hIZVCuEZHKYBjGOVfcNk3T0yG40TfrIiIiHmCaJg6Hw9NhiMh5zOFwkJ2drVwjIhVO+UZEKoNyjYhUBuUaEakMRd8Nn21F43OJCtwiIiIe4HQ6cTqdng5DRM5jTqeTzMxM5RoRqXDKNyJSGZRrRKQyKNeISGUwTROn06kC9xlQgVtERERERERERERERERERM4JKnCLiIiIiIiIiIiIiIiIiMg5wcvTAYiIiIiIiIiUxZjV83h2zY8AfNThRobUbeXhiEREREREyi7pDR8AvKrEUWv4Vg9HIyJy9lKBW0RExAMMw8AwDE+HISLnMcMw8PX1Va4pZ3f+NoMJm393PX/+kl481uwyD0Z09tmZmcaUbX8C0Dy8Bn3impS5r/T8XN7csASAuKBwFbDPUso3IlIZlGtEzj0pP91N5t8TXc/D2o8ltNX/nVGf2dtmU5C8FoCgRoPwDql9Rv39W0XnmoqOX0TODUXfDet9TdmpwC0iIuIBFosFLy/9GRaRiuPl5UVYWJinwziv2JwOvtr5l9u2z5PWqMD9Lzuz0lyjqgfVaXlmBe6CXFdfnasmFCtwD63bmm7V6wFQLziyzOeRM6N8IyKVQblG5NxiOmxkb53pti178xdnXODO2f4NWRunAeBXs3O5F4grOtecLP5q1y8EwPDyq7AYRMTzDMPQd8NnSK+eiIiIh5imqbv0RKTCmKbpyjPKNeXjx31bSM3Pcdu2Nm0/m9IP0yA02kNRXdhig8KIDVKxw9OUb0SkMijXiJxbcncvwJmX6ratIOUvCtI24RPewENRnZync41fjfaVfk4RqXymaboe631N2ajALSIi4gEOhwO73Y63t7enQxGR85Tdbic1NZWIiAjlmnLyedIa1+Mb4y9yPf88aTXPtOjp2pfw5Th2ZR0BwDH0Fdf2ob98xtRtKwD46Yo76FKtDgBO08m4tQuYuPkP0vJzaBMVy6utr+Wh5bNZfHAHANv7j6J2lXB2ZqaROON5oHBE81MXXc7//fktG9IP0TAkhldaX0OXanV4b9NvvPr3IvbnZnBJRE3evrQvzcOru11PUmYqL/z1Mz/u28zB3ExCfPzoUrUOz7S4nIahMa52k7f+yfBfPwfg6Yt6kBgcyct//czWjBTigsJ49uIruCH+IgAum/uuK2aAqdtWuK55UJ2WTOp4E0sObuftjUtZm7qf5Pwscuw2In0DaR9Tmyead6fZP3Ee/3oBLD64A+ukR1zX/vOVd51wDe5VKXt58e+f+fVQEmn5OYT7BtA+ujaPN+vGJZE1y3R9UjLlGxGpDMo1IueW7C1fuB4H1rvB9Tx78xf4XPq0a9+ej+piz9wFQPwDBa7tyfOGu0Y6V+33I17BceydVM/tHAe/6uF6XLXfj/jX6gxA7p6FHF35BvkHl+MsyMAaEIN/ra6Etn4c77C6rmOOLHuW9D/GAhDZ/QPsWXvJ+GsCzoJs/OOvIKrbu4CT1EUPkbPjOwzDSmC9/oR3fhXLcSOsU5f8H/kHfsd+dCeO/DQMizfeoXUJanATwS3uw7B4YTu685TiL20NbtNRwNFVb5K9+XNs6dsAE+/QOgTWv5GQix/AsPqU+JrWGrmbtF8eJzdpDqbTTkDtK4jo9jZWv/CSf3FSMXJ3gy315O0qk3cE+Md6OooLlmmaOBwOrFarCtxlpAK3iIiIiIjISeTZbczevQ6AKL9AXm/Tm692/oXddPJ50hq3AvfpeuiPb3hr46+u54sObueyH94jzMf/hMdty0jl6h8/JM9hB2B12j6u/vEj7mrYjlfXLXa1++3wTvr+NInN/R7Hy2IFCou/PeZ9QHpBrqtdcl42X+5cy9y9m/jxittpHVX8y45Ptq9iR+axL2a2ZqQwYPF0modXp37IqY1iX3Z4V7Gp3g/kZjBj51/M2buR5dc84FZgL4tvdq/nhoVTsTkdrm2HcjOZuetvvt2zgS+6DuLa2MbFjiuP6xMRERG50DnteWRv/wYAi38UEZ1fJXvbTHDayd7yBWHHFbjLW8ba90ldeD9wbHSkI2svWRunkb19FtX6zsO3astix6X/+TL2o9tdz3O3ziC5IBNnXhr5h/6Ef3rM/HsiFv8Iwts962qbufY9TEe+67npKKAgeQ1pyWsoSN1I1OXH1iEvC9Oez8Gve5G37xe37QUpf1OQ8je5O+dRte9ctyJ3kQNfdMF+9NgNqNlbZ4DVm+grppxRTHIacnfDb03BmX/ytpXJ4gvt/q7UIvfOnTuJj4/nmWeeYfTo0ZV23tNxLsQohSyeDkBERERERORs993eDWTaCr+Q6B3bhBj/KnSulgjA5qPJrE7dV6Z+Nx89zNsblwJgMQyeuqgHs7sPo1VkLDv/GQVemn05R+lWvS7fdh/OZf+MBs912Hh13WKG12vDN92H0eCfouzOrCPM27cZKLxTfOgvn7mK2w817swPl9/Giy2vwmpYyLLnM/zXz92mTCuyIzOVYXVb8033YXSrVjj6xWmafLTlDwDebHMdb7bp42p/RY0GLO51N4t73c2oZt0AaBVZi/Ft+jCr21B+uuIO5vUsPDdAjt3GG+uXADCqWTc+73qrq6+Lwqu7+nqzzXWlvi7ZtnxG/vqFq7h9R4NL+a7HcO5s0A4oXEt95K9fkG0r/gXTya5PRERERE4uN+l7zIJMAAITr8UaGINfzcLR1bYjW8g/vPq0+/QKrEa16xfiX/sK17bwLq9T7fqFVLt+Ib7RF2HP3EPqkkcAEwwLoa3/Q0zv2QTW7QeAWZBJ8vzhJb7PtWfsJKzDC4RfPhW8ggqvY9c8CtI2Etn9AyIue9vVNvPvD92ODWn9OFFXTiOmz3dU7b+A6Ku/wLdqawCyNkzFnrn3lOIvzdHV413FbWuVWkRdMZWoK6dhrVJYmMzb9wtHV71Z4rGmPZeoKyYT0fUt+KcAnr35C5z5R0s9n5QzW+rZV9yGwpjOYFT5okWLXFP5G4aB1WolJCSE+vXrc8MNN/Dpp59SUFBw8o48YM2aNYwePZqdO3d6OhQ5AxrBLSIiIiIichKf71jjetyvdrPCf+Oa8dP+rf/sX02LiBqn3e83u9dj/jO6pE9sE0b/MxK8fXRtan3+HLkOW6nH+lu9+aTTAIJ9/MhxFPDzgW0AxAaG8kG7/hiGwab0w/zfiu8A2J5R+OXF2rT9rEs/CBQWjXvHNQHg0ujatI6sxbLkXWxIP8Sq1H1uU3kDNA+vzsQONwAQ6RfIT98VXv+2f/puGl6N1PxsV/to/yA6xMS79dE2Oo5fDyUxccsfbM9MIcfufo0rU/YCUDckCu9/RpwDhPj4FeurJPP3byHlnxguiajJO5cWfqF5Zc2GLE/ezcrUvaTkZ/Pj/q30+efaT/X6REREROTksjYfm548oG5fAALr9CVv909AYYHVN7rFafVpePniV6M91nVRrm0+EU3c1qzOXD8ZHIUFtYDE3oS1GwOAf2x38vYtxZFzEFvaRgqS1xYrKAfWu57Qlg9js9lIXzcZ5/6fAQi5+D6qNBkKQMbad7GlbsCZm4Iz/ygW35DC/mt15eiKV8k/+CeOvBRw2o/r2ST/8GoCE685afylyd78metxZNfxBCQU3hxq8Q7i0DfX/dPmc0JbPVrs2Iiu4wms0xuAnB3fkbtrHpgObBk78Y1qftJzi5xM//796d278L+xrKwskpKSmDt3LgMGDGDs2LF89dVXNGzYEIC4uDhyc3Px8vJsaXLNmjWMGTOGLl26ULt2bbd9Z0uMcnIawS0iIiIiInICmbY85uzdCEC4b4BrtHTf2k2xGoUfqb7YubbEkSAnc/x02G2OmxI8zDfANfq6NPVDogj2KVz7L9wnwLX94oiarjW8IvwCXduLRmxvyUh2bVuTtp/Oc95x/SxL3uXat/HooWLn7BST4Hoc4Xus76PHTXV+Mrcsms6YNfP5+8iBYsXt4+Msq61Hj13fv6dZbxVV61i7416HIuVxfSIiIiIXMmdBJrlJcwGw+IXjX6srAIF1+oBRePNi9pYZZXrvfDK2I8fWrC4aQQ1gWL3xOa6gbUvfyr/5Vm11rL1PqOuxT/QlrsdWv0jXY0d+OgD5B//kwIwe5Oz4FkfOwX8Vtws5/2lbVqVd1/Exl3RNAH41O7keW/yPrbutEdxSXpo3b87AgQMZOHAgd9xxBy+99BJ//fUXkyZNYsuWLfTs2ZOMjAwADMPAz8/vlIrHRcdUttOJUTxLBW4REREPsFqteqMkIhXKy8uL6Oho5ZpyMGvXetc612n5OfhOeQzrpEeo+r/ROEwnALuyjrDscGFx2DjuWIfT6XqckpfNiRhuR55cyD/FbSic3rxI8HHbj2dyel8iZtuKTycX5ntsXXAv49jHyVPte3fWEb7dsx6AIC9f3r60Lz9feSc/X3mnq43zNOM8HSd7jc/0+i5UyjciUhmUa0TODdnbZ2M68gBw5qWxc3wASW/4sHtCDTALl5CxZ+4i/8DvhQcc9z7W/GeJGQBHXnnPoHPi94EWn8LR2F5eXvj5Bxy3PbjkA/4p0Gf8NQGchTdt+sf3Iqb3N1S7fiFBDQcWa1v+Tv75weoXdqy1cVz+rLCYRAoNGTKEhx9+mD179vDOO+8AhetbG4bhtrb18du++uorWrduTUBAANdee62rzerVq+nfvz/R0dH4+PiQkJDA448/Tk5OTrHzJicn89BDD1G3bl18fX2JjIykY8eOfPbZZ664hg4tnJWha9eurinWhwwZUmKMGRkZBAYG0qNHjxKv85NPPsEwDD766CPXNtM0mThxIq1btyYwMJDAwEDatWvHrFmzXG0Mw8DLy8t1c7qcPr0jFBER8RC9gRGRilT0IU3O3Gc7Tm2NwM+T1tAupjYhPv5A4frZB3MzqREYQqYtj98O7yx2TGKVCNfjP1P2uB4fyc9h09HDZxR3aeoFH5sWsXPVBH6+8q5ibXLsBQR4+ZSp/+OL7c5/fXG2L+fYSJHLa9RzrYv9++FdlOREfZWmbsix6/szZbfbvuOf1z3udZAzo3wjIpVBuUbk3JB93PTkJ2y35Qv8ql/qVkB25BzEK6gGzoJM8vf/VvKBxvFj9pxuu7zD6roe5x/60/XYdNgoSF5zrF1oXUpjGMZp3XjqyNrvehzefiw+kYVL4KQvf6GUE5Qef2m8w+pSkPI3UHhdAfG9Ch8fXH6szQmuScRTbr/9dl5++WW+++47/vOf/5yw7ezZs3njjTe44447GDlypGuWhx9++IE+ffpQq1Yt7r33XmJiYli7di2vvfYaS5cuZeHCha6b33bv3k379u3Zt28ft9xyC/fffz8FBQWsXr2a7777jptuuonbb78dX19fJkyYwKhRo1zTpycmJpYYV3BwMNdddx3/+9//2LNnD7Vq1XLbP3nyZAICArjhhhtc24YOHcrUqVPp3bs3AwYMAGDmzJlcd911vPfee9xxxx16T1MOVOAWERHxAKfTid1u1+gDEakwdrudjIwMgoODlWvOQGpeNgv2bwGgircv4y6+0m1/gdPBI39+C8CMnWt5vc21JFaJYG1a4RddQ375H33jmvLJ9lUlTr19bWwTHl8xBxOTmbv+ZuyaH2kRUYPxG3494frbZ6J5eHWahFZlXfpBFh/cweAl/6N/7WZ4W6zszErjz5Q9zNq1jtQBz5Wp/7DjpktfeiiJuXs3UsXbj3rBkcQFHRtBsvDANv63YzVWw+DJlXNL7uu4EdV/HznIrF3riPQLJDYwlNjj+jre5dXrEeEbQGp+DitS9nLvspn0qtWQuXs3seKf9b0jfQPpUV1fApYX5RsRqQzKNSJnP0duKrm7FwBg+FQhvJ37+0nTWUDakv8DIHvLV4R3fhW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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "def plot_normalized_automation_augmentation_by_category(automation_vs_augmentation_with_occupations, min_prevalence=0.5, figsize=(20, 12)):\n",
+ " \"\"\"\n",
+ " Create a visualization showing normalized automation vs augmentation by occupational category.\n",
+ " \n",
+ " Args:\n",
+ " automation_vs_augmentation_with_occupations (pd.DataFrame): DataFrame with occupation and interaction data\n",
+ " min_prevalence (float): Minimum percentage threshold to include a category\n",
+ " figsize (tuple): Figure size\n",
+ " \n",
+ " Returns:\n",
+ " matplotlib.figure.Figure: The created figure\n",
+ " \"\"\"\n",
+ " import matplotlib.pyplot as plt\n",
+ " import matplotlib.colors as mcolors\n",
+ " import seaborn as sns\n",
+ " from textwrap import wrap\n",
+ " \n",
+ " # Helper function\n",
+ " def adjust_color_brightness(color, factor):\n",
+ " if isinstance(color, str):\n",
+ " color = mcolors.to_rgb(color)\n",
+ " return tuple(min(1.0, c * factor) for c in color)\n",
+ "\n",
+ " # Calculate percentages per occupational category\n",
+ " plot_df = automation_vs_augmentation_with_occupations.groupby(\"SOC or O*NET-SOC 2019 Title\")[\"pct_occ_scaled\"].sum().reset_index()\n",
+ "\n",
+ " # Filter to only include major groups with more than specified prevalence\n",
+ " plot_df = plot_df[plot_df[\"pct_occ_scaled\"] > min_prevalence]\n",
+ "\n",
+ " # Create clean labels\n",
+ " plot_df[\"clean_title\"] = plot_df[\"SOC or O*NET-SOC 2019 Title\"].str.replace(\" Occupations\", \"\")\n",
+ "\n",
+ " # Define interaction types (excluding filtered)\n",
+ " interaction_types = ['validation', 'task_iteration', 'learning', 'feedback_loop', 'directive']\n",
+ "\n",
+ " # Calculate normalized interaction percentages for each category\n",
+ " augmentation_pcts = {}\n",
+ " interaction_data = {}\n",
+ " \n",
+ " for soc_title in plot_df[\"SOC or O*NET-SOC 2019 Title\"].tolist():\n",
+ " # Get tasks for this category\n",
+ " category_tasks = automation_vs_augmentation_with_occupations[\n",
+ " automation_vs_augmentation_with_occupations[\"SOC or O*NET-SOC 2019 Title\"] == soc_title\n",
+ " ]\n",
+ " \n",
+ " total_pct = category_tasks[\"pct_occ_scaled\"].sum()\n",
+ " \n",
+ " # Calculate raw percentages\n",
+ " raw_pcts = {}\n",
+ " for interaction in interaction_types:\n",
+ " weighted_sum = (category_tasks[interaction] * category_tasks[\"pct_occ_scaled\"]).sum()\n",
+ " raw_pcts[interaction] = weighted_sum / total_pct\n",
+ " \n",
+ " # Normalize to 100%\n",
+ " sum_pct = sum(raw_pcts.values())\n",
+ " normalized_pcts = {interaction: raw_pcts[interaction] / sum_pct for interaction in interaction_types}\n",
+ " \n",
+ " # Store data for plotting\n",
+ " interaction_data[soc_title] = normalized_pcts\n",
+ " \n",
+ " # Calculate augmentation percentage for sorting\n",
+ " augmentation_sum = normalized_pcts['validation'] + normalized_pcts['task_iteration'] + normalized_pcts['learning']\n",
+ " augmentation_pcts[soc_title] = augmentation_sum\n",
+ " \n",
+ " # Add augmentation percentage to dataframe for sorting\n",
+ " plot_df[\"augmentation_pct\"] = plot_df[\"SOC or O*NET-SOC 2019 Title\"].map(augmentation_pcts)\n",
+ " \n",
+ " # Sort by augmentation percentage (lowest to highest)\n",
+ " plot_df = plot_df.sort_values(\"augmentation_pct\", ascending=True)\n",
+ " \n",
+ " # Create figure\n",
+ " fig = plt.figure(figsize=figsize)\n",
+ " ax = plt.gca()\n",
+ " \n",
+ " # Set colors using colorblind-friendly palette\n",
+ " palette = sns.color_palette(\"colorblind\")\n",
+ " colors = {\n",
+ " 'validation': palette[2],\n",
+ " 'task_iteration': adjust_color_brightness(palette[2], 1.3),\n",
+ " 'learning': adjust_color_brightness(palette[2], 1.6),\n",
+ " 'feedback_loop': palette[1],\n",
+ " 'directive': adjust_color_brightness(palette[1], 1.3)\n",
+ " }\n",
+ " \n",
+ " labels = {\n",
+ " 'validation': 'Validation',\n",
+ " 'task_iteration': 'Task Iteration',\n",
+ " 'learning': 'Learning',\n",
+ " 'feedback_loop': 'Feedback Loop',\n",
+ " 'directive': 'Directive'\n",
+ " }\n",
+ " \n",
+ " # Plot bars for each category in sorted order\n",
+ " for i, (_, row) in enumerate(plot_df.iterrows()):\n",
+ " soc_title = row[\"SOC or O*NET-SOC 2019 Title\"]\n",
+ " category_pcts = interaction_data[soc_title]\n",
+ " \n",
+ " left = 0\n",
+ " for interaction in interaction_types:\n",
+ " width = category_pcts[interaction]\n",
+ " \n",
+ " # Only draw segments above a minimal threshold\n",
+ " if width > 0.001:\n",
+ " ax.barh(i, width, left=left, height=0.8, color=colors[interaction])\n",
+ " \n",
+ " # Add text label if segment is wide enough\n",
+ " if width > 0.05:\n",
+ " plt.text(left + width/2, i, f'{width*100:.1f}%', \n",
+ " ha='center', va='center', color='white', fontsize=10)\n",
+ " \n",
+ " left += width\n",
+ " \n",
+ " # Add total percentage at the end\n",
+ " category_total = row[\"pct_occ_scaled\"]\n",
+ " plt.text(1.01, i, f'({category_total:.1f}%)', \n",
+ " ha='left', va='center', fontsize=10)\n",
+ " \n",
+ " # Set y-tick labels with clean titles\n",
+ " wrapped_labels = ['\\n'.join(wrap(label, width=60)) for label in plot_df[\"clean_title\"]]\n",
+ " plt.yticks(range(len(plot_df)), wrapped_labels)\n",
+ " \n",
+ " # Format x-axis as percentages\n",
+ " ax.xaxis.set_major_formatter(plt.FuncFormatter(lambda x, _: f'{int(x*100)}%'))\n",
+ " \n",
+ " # Add legend\n",
+ " handles = [plt.Rectangle((0,0), 1, 1, color=colors[interaction]) for interaction in interaction_types]\n",
+ " legend_labels = [labels[interaction] for interaction in interaction_types]\n",
+ " plt.legend(handles, legend_labels, loc='lower right')\n",
+ " \n",
+ " # Calculate average position between augmentation and automation\n",
+ " avg_aug_position = sum(augmentation_pcts.values()) / len(augmentation_pcts)\n",
+ " \n",
+ " plt.text(avg_aug_position/2, -1, 'Augmentation', ha='center', va='center', \n",
+ " fontsize=12, color=palette[2], fontweight='bold')\n",
+ " plt.text(avg_aug_position + (1-avg_aug_position)/2, -1, 'Automation', ha='center', va='center', \n",
+ " fontsize=12, color=palette[1], fontweight='bold')\n",
+ " \n",
+ " # Customize the plot\n",
+ " plt.title('Proportional Breakdown of Interactions by Major Occupational Category (>{:.1f}% Prevalence)'.format(min_prevalence), fontsize=16)\n",
+ " plt.xlabel('Proportion within Category', fontsize=12)\n",
+ " plt.ylabel('Occupational Category (sorted by % augmentation)', fontsize=12)\n",
+ " \n",
+ " # Add grid\n",
+ " plt.grid(axis='x', linestyle='--', alpha=0.3)\n",
+ " \n",
+ " # Set axis limits\n",
+ " plt.xlim(0, 1.05)\n",
+ " plt.ylim(-1.5, len(plot_df) - 0.5)\n",
+ " \n",
+ " # Remove unnecessary spines\n",
+ " for spine in ['top', 'right']:\n",
+ " ax.spines[spine].set_visible(False)\n",
+ " \n",
+ " # Adjust layout\n",
+ " plt.tight_layout()\n",
+ " \n",
+ " return fig\n",
+ "\n",
+ "# Call the function\n",
+ "fig = plot_normalized_automation_augmentation_by_category(automation_vs_augmentation_with_occupations)\n",
+ "fig.savefig('normalized_automation_by_category.png', dpi=300, bbox_inches='tight')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "vscode": {
+ "languageId": "python"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "def plot_proportional_automation_augmentation_by_occupation(automation_vs_augmentation_with_occupations, top_n=15, figsize=(18, 20)):\n",
+ " \"\"\"\n",
+ " Create a visualization showing the proportional breakdown of automation vs augmentation \n",
+ " interaction types for top occupations.\n",
+ " \n",
+ " Args:\n",
+ " automation_vs_augmentation_with_occupations (pd.DataFrame): DataFrame with occupation and interaction data\n",
+ " top_n (int): Number of top occupations to display\n",
+ " figsize (tuple): Figure size\n",
+ " \n",
+ " Returns:\n",
+ " matplotlib.figure.Figure: The created figure\n",
+ " pd.DataFrame: Data used for plotting\n",
+ " \"\"\"\n",
+ " import matplotlib.pyplot as plt\n",
+ " import matplotlib.colors as mcolors\n",
+ " import numpy as np\n",
+ " import seaborn as sns\n",
+ " import textwrap\n",
+ " \n",
+ " # Helper function for adjusting color brightness\n",
+ " def adjust_color_brightness(color, factor):\n",
+ " if isinstance(color, str):\n",
+ " color = mcolors.to_rgb(color)\n",
+ " return tuple(min(1.0, c * factor) for c in color)\n",
+ "\n",
+ " # Get top occupations by overall percentage\n",
+ " plot_df = automation_vs_augmentation_with_occupations.groupby(\"Title\").agg({\n",
+ " \"pct_occ_scaled\": \"sum\",\n",
+ " }).reset_index()\n",
+ " plot_df = plot_df.sort_values(by=\"pct_occ_scaled\", ascending=False).head(top_n)\n",
+ " \n",
+ " # Define interaction types\n",
+ " interaction_types = [\"feedback_loop\", \"directive\", \"validation\", \"task_iteration\", \"learning\", \"filtered\"]\n",
+ " \n",
+ " # Calculate interaction ratios for each occupation\n",
+ " for interaction in interaction_types:\n",
+ " ratios = []\n",
+ " for title in plot_df['Title']:\n",
+ " occupation_tasks = automation_vs_augmentation_with_occupations[\n",
+ " automation_vs_augmentation_with_occupations[\"Title\"] == title\n",
+ " ]\n",
+ " weighted_sum = sum(occupation_tasks[interaction] * occupation_tasks[\"pct_occ_scaled\"])\n",
+ " total_sum = sum(occupation_tasks[\"pct_occ_scaled\"])\n",
+ " ratio = weighted_sum / total_sum if total_sum > 0 else 0\n",
+ " ratios.append(ratio)\n",
+ " plot_df[f'{interaction}_ratio'] = ratios\n",
+ " \n",
+ " # Calculate automation and augmentation totals\n",
+ " plot_df[\"augmentation_weighted_ratio\"] = plot_df[\"validation_ratio\"] + plot_df[\"task_iteration_ratio\"] + plot_df[\"learning_ratio\"]\n",
+ " plot_df[\"automation_weighted_ratio\"] = plot_df[\"directive_ratio\"] + plot_df[\"feedback_loop_ratio\"]\n",
+ " \n",
+ " # Sort by automation ratio\n",
+ " plot_df = plot_df.sort_values(\"automation_weighted_ratio\", ascending=False)\n",
+ " \n",
+ " # Create clean labels after sorting\n",
+ " plot_df['clean_titles'] = plot_df['Title'].str.replace(' Occupations', '')\n",
+ " wrapped_labels = [textwrap.fill(label, width=60) for label in plot_df['clean_titles']]\n",
+ " \n",
+ " # Create figure\n",
+ " fig = plt.figure(figsize=figsize)\n",
+ " \n",
+ " # Set colors using colorblind-friendly palette\n",
+ " palette = sns.color_palette(\"colorblind\")\n",
+ " colors = {\n",
+ " 'validation': palette[2], # Augmentation\n",
+ " 'task_iteration': adjust_color_brightness(palette[2], 1.3), # Augmentation\n",
+ " 'learning': adjust_color_brightness(palette[2], 1.6), # Augmentation\n",
+ " 'feedback_loop': palette[1], # Automation\n",
+ " 'directive': adjust_color_brightness(palette[1], 1.3), # Automation\n",
+ " 'filtered': 'lightgray' # Filtered\n",
+ " }\n",
+ " \n",
+ " # Define labels for legend\n",
+ " labels = {\n",
+ " 'validation': 'Validation',\n",
+ " 'task_iteration': 'Task Iteration',\n",
+ " 'learning': 'Learning',\n",
+ " 'feedback_loop': 'Feedback Loop',\n",
+ " 'directive': 'Directive',\n",
+ " 'filtered': 'Filtered'\n",
+ " }\n",
+ " \n",
+ " # Plot stacked bars\n",
+ " y_pos = np.arange(len(plot_df))\n",
+ " \n",
+ " # Track left positions for each bar\n",
+ " left_positions = np.zeros(len(plot_df))\n",
+ " \n",
+ " # Create dictionary to store bars for legend\n",
+ " all_bars = {}\n",
+ " \n",
+ " # Plot each interaction type\n",
+ " for interaction in interaction_types:\n",
+ " values = plot_df[f'{interaction}_ratio'].values\n",
+ " all_bars[interaction] = plt.barh(y_pos, values, left=left_positions, \n",
+ " color=colors[interaction], label=labels[interaction])\n",
+ " # Update left positions after each bar\n",
+ " left_positions = left_positions + values\n",
+ " \n",
+ " # Add percentage labels (only where there's enough space)\n",
+ " min_width_for_label = 0.05 # Minimum width (5%) to display a label\n",
+ " for i, (_, row) in enumerate(plot_df.iterrows()):\n",
+ " pos = 0\n",
+ " for interaction in interaction_types:\n",
+ " ratio = row[f'{interaction}_ratio']\n",
+ " # Only show label if segment is wide enough\n",
+ " if ratio > min_width_for_label:\n",
+ " plt.text(pos + ratio/2, i, f'{ratio*100:.1f}%', \n",
+ " ha='center', va='center', color='white', fontsize=10, fontweight='bold')\n",
+ " pos += ratio\n",
+ " \n",
+ " # Set up the rest of the visualization\n",
+ " plt.yticks(range(len(plot_df)), wrapped_labels, fontsize=12)\n",
+ " plt.xticks([])\n",
+ " plt.xlabel('')\n",
+ " \n",
+ " # Create legend\n",
+ " ordered_handles = [all_bars[interaction] for interaction in interaction_types]\n",
+ " ordered_labels = [labels[interaction] for interaction in interaction_types]\n",
+ " plt.legend(ordered_handles, ordered_labels, loc='upper center', \n",
+ " bbox_to_anchor=(0.5, 1.04), ncol=6, frameon=False)\n",
+ " \n",
+ " # Add category labels\n",
+ " auto_color = colors[\"feedback_loop\"]\n",
+ " aug_color = colors[\"validation\"]\n",
+ " plt.text(0.25, len(plot_df) + -0.2, 'Automation', ha='center', va='bottom', \n",
+ " fontsize=24, fontweight='bold', color=auto_color)\n",
+ " plt.text(0.75, len(plot_df) + -0.2, 'Augmentation', ha='center', va='bottom', \n",
+ " fontsize=24, fontweight='bold', color=aug_color)\n",
+ " \n",
+ " # Remove spines for cleaner appearance\n",
+ " plt.gca().spines['top'].set_visible(False)\n",
+ " plt.gca().spines['right'].set_visible(False)\n",
+ " plt.gca().spines['bottom'].set_visible(False)\n",
+ " plt.gca().spines['left'].set_visible(False)\n",
+ " \n",
+ " # Add title\n",
+ " plt.title('Proportional Breakdown of Interaction Types for Top Occupations', fontsize=16)\n",
+ " \n",
+ " # Adjust layout\n",
+ " plt.tight_layout()\n",
+ " plt.subplots_adjust(top=0.9)\n",
+ " \n",
+ " return fig, plot_df\n",
+ "\n",
+ "# Execute and save\n",
+ "fig, result_df = plot_proportional_automation_augmentation_by_occupation(automation_vs_augmentation_with_occupations)\n",
+ "fig.savefig('automation_augmentation_by_occupation.png', dpi=300, bbox_inches='tight')"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "vscode": {
+ "languageId": "python"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "import pandas as pd\n",
+ "import matplotlib.pyplot as plt\n",
+ "from matplotlib.patches import Patch\n",
+ "\n",
+ "def compare_automation_augmentation_versions():\n",
+ " \"\"\"\n",
+ " Compare the automation vs. augmentation distributions between V1 and V2 datasets,\n",
+ " loading data directly from CSV files.\n",
+ " \"\"\"\n",
+ " # Load data from CSV files\n",
+ " v1_data = pd.read_csv('automation_vs_augmentation_v1.csv')\n",
+ " v2_data = pd.read_csv('automation_vs_augmentation_v2.csv')\n",
+ " \n",
+ " # Define interaction types by category - including validation this time\n",
+ " augmentation_types = ['validation', 'task iteration', 'learning'] # Added validation back\n",
+ " automation_types = ['directive', 'feedback loop']\n",
+ " all_types = augmentation_types + automation_types\n",
+ " \n",
+ " # Only remove 'none' entries (keep validation now)\n",
+ " v1_data_filtered = v1_data[~v1_data['interaction_type'].str.lower().isin(['none'])].copy()\n",
+ " v2_data_filtered = v2_data[~v2_data['interaction_type'].str.lower().isin(['none'])].copy()\n",
+ " \n",
+ " # Normalize the remaining values (using .loc to avoid warnings)\n",
+ " v1_data_filtered.loc[:, 'pct'] = v1_data_filtered['pct'] / v1_data_filtered['pct'].sum() * 100\n",
+ " v2_data_filtered.loc[:, 'pct'] = v2_data_filtered['pct'] / v2_data_filtered['pct'].sum() * 100\n",
+ " \n",
+ " # Create dictionaries to store percentages\n",
+ " v1_interaction_totals = {}\n",
+ " v2_interaction_totals = {}\n",
+ " \n",
+ " # Fill in the dictionaries with normalized percentages\n",
+ " for _, row in v1_data_filtered.iterrows():\n",
+ " v1_interaction_totals[row['interaction_type'].lower()] = row['pct'] / 100\n",
+ " \n",
+ " for _, row in v2_data_filtered.iterrows():\n",
+ " v2_interaction_totals[row['interaction_type'].lower()] = row['pct'] / 100\n",
+ " \n",
+ " # Calculate automation and augmentation totals\n",
+ " v1_augmentation = sum(v1_interaction_totals.get(i.lower(), 0) for i in augmentation_types)\n",
+ " v1_automation = sum(v1_interaction_totals.get(i.lower(), 0) for i in automation_types)\n",
+ " \n",
+ " v2_augmentation = sum(v2_interaction_totals.get(i.lower(), 0) for i in augmentation_types)\n",
+ " v2_automation = sum(v2_interaction_totals.get(i.lower(), 0) for i in automation_types)\n",
+ " \n",
+ " # Create visualization\n",
+ " # Define colors for each interaction type\n",
+ " colors = {\n",
+ " 'validation': '#00A078', # Dark green for validation\n",
+ " 'task iteration': '#40C9A2', # Medium green for task iteration\n",
+ " 'learning': '#75E6CA', # Light green for learning\n",
+ " 'feedback loop': '#FF9940', # Dark orange for feedback loop\n",
+ " 'directive': '#FFD166' # Light orange for directive\n",
+ " }\n",
+ "\n",
+ " # Create figure\n",
+ " fig, ax = plt.subplots(figsize=(14, 4.5))\n",
+ "\n",
+ " # Set bar height and positions\n",
+ " height = 0.6\n",
+ " y_positions = [2, 1] # For V1 and V2\n",
+ " labels = ['V1', 'V2']\n",
+ "\n",
+ " # Draw segments for both datasets\n",
+ " for dataset_idx, y_pos in enumerate(y_positions):\n",
+ " # Use the corresponding data\n",
+ " interaction_totals = v1_interaction_totals if dataset_idx == 0 else v2_interaction_totals\n",
+ " left = 0\n",
+ " \n",
+ " # First draw augmentation types\n",
+ " for interaction in augmentation_types:\n",
+ " value = interaction_totals.get(interaction.lower(), 0) * 100 # Convert to percentage\n",
+ " \n",
+ " # Draw segment\n",
+ " ax.barh(y_pos, value, left=left, height=height, \n",
+ " color=colors[interaction], edgecolor='white', linewidth=0.5)\n",
+ " \n",
+ " # Add label if segment is wide enough, but skip validation as requested\n",
+ " if value > 4 and interaction != 'validation':\n",
+ " ax.text(left + value/2, y_pos, f\"{interaction.title()}\\n{value:.1f}%\", \n",
+ " ha='center', va='center', color='white', fontweight='bold', fontsize=9)\n",
+ " \n",
+ " # Update starting position\n",
+ " left += value\n",
+ " \n",
+ " # Then draw automation types\n",
+ " for interaction in automation_types:\n",
+ " value = interaction_totals.get(interaction.lower(), 0) * 100\n",
+ " \n",
+ " # Draw segment\n",
+ " ax.barh(y_pos, value, left=left, height=height, \n",
+ " color=colors[interaction], edgecolor='white', linewidth=0.5)\n",
+ " \n",
+ " # Add label if segment is wide enough\n",
+ " if value > 4:\n",
+ " ax.text(left + value/2, y_pos, f\"{interaction.title()}\\n{value:.1f}%\", \n",
+ " ha='center', va='center', color='white', fontweight='bold', fontsize=9)\n",
+ " \n",
+ " # Update starting position\n",
+ " left += value\n",
+ "\n",
+ " # Calculate overall values for category labels\n",
+ " v1_augmentation_pct = v1_augmentation * 100\n",
+ " v1_automation_pct = v1_automation * 100\n",
+ "\n",
+ " # Add overall category labels at the top with more space - slightly smaller font\n",
+ " ax.text(v1_augmentation_pct/2, 2.6, \"Augmentation\", ha='center', va='center', \n",
+ " color='#00A078', fontweight='bold', fontsize=13)\n",
+ " ax.text(v1_augmentation_pct + v1_automation_pct/2, 2.6, \"Automation\", ha='center', va='center', \n",
+ " color='#FF9940', fontweight='bold', fontsize=13)\n",
+ "\n",
+ " # Configure the plot\n",
+ " ax.set_yticks(y_positions)\n",
+ " ax.set_yticklabels(labels, fontsize=12)\n",
+ " ax.set_xlim(0, 105) # Give some space on the right\n",
+ "\n",
+ " # Set title\n",
+ " plt.title('Augmentation vs. Automation Comparison', fontsize=16, fontweight='bold', pad=30, y=1.15)\n",
+ "\n",
+ " # Create legend for all relevant types - smaller font\n",
+ " legend_elements = []\n",
+ " for interaction in all_types:\n",
+ " legend_elements.append(Patch(facecolor=colors[interaction], \n",
+ " label=interaction.title()))\n",
+ "\n",
+ " ax.legend(handles=legend_elements, loc='upper center', bbox_to_anchor=(0.5, -0.2), \n",
+ " ncol=len(all_types), frameon=False, fontsize=10)\n",
+ "\n",
+ " # Remove spines\n",
+ " for spine in ['top', 'right', 'left']:\n",
+ " ax.spines[spine].set_visible(False)\n",
+ "\n",
+ " # Add grid for readability\n",
+ " ax.grid(axis='x', linestyle='--', alpha=0.3)\n",
+ " ax.set_axisbelow(True)\n",
+ "\n",
+ " plt.tight_layout(rect=[0, 0.05, 1, 0.95])\n",
+ " plt.savefig('automation_augmentation_comparison.png', dpi=300, bbox_inches='tight')\n",
+ " plt.show() \n",
+ " \n",
+ " return fig, v1_interaction_totals, v2_interaction_totals\n",
+ "\n",
+ "# Run the comparison (discard return values to avoid printing)\n",
+ "_ = compare_automation_augmentation_versions()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "vscode": {
+ "languageId": "python"
+ }
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Summary Statistics:\n",
+ "Old Data: Mean task coverage per occupation: 0.21\n",
+ "New Data: Mean task coverage per occupation: 0.20\n",
+ "\n",
+ "Percentage of occupations with at least:\n",
+ "25.0% of tasks: Old=36.2%, New=34.8% (Change: -1.4%)\n",
+ "50.0% of tasks: Old=11.5%, New=10.3% (Change: -1.2%)\n",
+ "75.0% of tasks: Old=4.1%, New=3.6% (Change: -0.5%)\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "def plot_task_coverage_comparison(task_occupations_df, figsize=(12, 10)):\n",
+ " \"\"\"\n",
+ " Create a comparison plot of task coverage across occupations for old and new data.\n",
+ " \n",
+ " Args:\n",
+ " task_occupations_df (pd.DataFrame): DataFrame with task and occupation data\n",
+ " figsize (tuple): Figure size\n",
+ " \n",
+ " Returns:\n",
+ " matplotlib.figure.Figure: The created figure\n",
+ " \"\"\"\n",
+ " import matplotlib.pyplot as plt\n",
+ " import numpy as np\n",
+ " import pandas as pd\n",
+ " import seaborn as sns\n",
+ " from matplotlib.colors import to_rgba\n",
+ " \n",
+ " # Function to calculate task coverage for a given dataset\n",
+ " def calculate_occupation_task_coverage(task_mappings_file, task_occupations_df):\n",
+ " # Load task mappings data\n",
+ " task_mappings = pd.read_csv(task_mappings_file)\n",
+ " task_mappings[\"task_name\"] = task_mappings[\"task_name\"].str.lower().str.strip()\n",
+ " \n",
+ " # Merge with occupation data\n",
+ " merged_df = task_mappings.merge(\n",
+ " task_occupations_df,\n",
+ " left_on=\"task_name\",\n",
+ " right_on=\"task_normalized\",\n",
+ " how=\"left\"\n",
+ " )\n",
+ " \n",
+ " # Count unique tasks per occupation in the merged dataset\n",
+ " tasks_in_use = merged_df[[\"Title\", \"Task\"]].dropna().drop_duplicates()\n",
+ " tasks_in_use_per_occ = tasks_in_use.groupby(\"Title\")[\"Task\"].count()\n",
+ " \n",
+ " # Get total tasks per occupation from the original occupation data\n",
+ " total_tasks_per_occ = task_occupations_df.groupby(\"Title\")[\"Task\"].nunique()\n",
+ " \n",
+ " # Create a dataframe with the results\n",
+ " coverage_df = pd.DataFrame({\n",
+ " \"total_tasks\": total_tasks_per_occ,\n",
+ " \"tasks_in_use\": tasks_in_use_per_occ\n",
+ " }).fillna(0)\n",
+ " \n",
+ " # Calculate the fraction of tasks in use for each occupation\n",
+ " coverage_df[\"fraction_in_use\"] = coverage_df[\"tasks_in_use\"] / coverage_df[\"total_tasks\"]\n",
+ " \n",
+ " # Sort values by the fraction\n",
+ " coverage_df = coverage_df.sort_values(\"fraction_in_use\", ascending=False)\n",
+ " \n",
+ " return coverage_df\n",
+ "\n",
+ " # Calculate coverage for old and new data\n",
+ " old_coverage = calculate_occupation_task_coverage(\"task_pct_v1.csv\", task_occupations_df)\n",
+ " new_coverage = calculate_occupation_task_coverage(\"task_pct_v2.csv\", task_occupations_df)\n",
+ "\n",
+ " # Calculate the distribution curves\n",
+ " thresholds = np.linspace(0, 1, 100)\n",
+ " old_fractions = []\n",
+ " new_fractions = []\n",
+ "\n",
+ " for threshold in thresholds:\n",
+ " old_fraction = (old_coverage[\"fraction_in_use\"] >= threshold).mean()\n",
+ " new_fraction = (new_coverage[\"fraction_in_use\"] >= threshold).mean()\n",
+ " old_fractions.append(old_fraction)\n",
+ " new_fractions.append(new_fraction)\n",
+ "\n",
+ " # Create the plot\n",
+ " fig = plt.figure(figsize=figsize)\n",
+ "\n",
+ " # Set colors using the colorblind-friendly palette\n",
+ " palette = sns.color_palette(\"colorblind\")\n",
+ " old_color = palette[0] # Orange\n",
+ " new_color = palette[1] # Blue\n",
+ "\n",
+ " # Plot both curves\n",
+ " plt.plot(thresholds, old_fractions, 'o-', color=old_color, linewidth=2, markersize=3, \n",
+ " label='Old Data')\n",
+ " plt.plot(thresholds, new_fractions, 'o-', color=new_color, linewidth=2, markersize=3,\n",
+ " label='New Data')\n",
+ "\n",
+ " # Fill between the curves to highlight differences\n",
+ " plt.fill_between(thresholds, old_fractions, new_fractions, \n",
+ " where=(np.array(new_fractions) > np.array(old_fractions)),\n",
+ " color=to_rgba(new_color, 0.3), interpolate=True)\n",
+ " plt.fill_between(thresholds, old_fractions, new_fractions, \n",
+ " where=(np.array(old_fractions) > np.array(new_fractions)),\n",
+ " color=to_rgba(old_color, 0.3), interpolate=True)\n",
+ "\n",
+ " # Add grid\n",
+ " plt.grid(True, linestyle='--', alpha=0.7)\n",
+ "\n",
+ " # Highlight specific points for both datasets\n",
+ " key_thresholds = [0.25, 0.50, 0.75]\n",
+ " old_key_points = []\n",
+ " new_key_points = []\n",
+ "\n",
+ " for threshold in key_thresholds:\n",
+ " idx = (np.abs(thresholds - threshold)).argmin()\n",
+ " \n",
+ " # Old data points\n",
+ " old_key_points.append((thresholds[idx], old_fractions[idx]))\n",
+ " plt.plot(thresholds[idx], old_fractions[idx], 'o', color=old_color, markersize=8)\n",
+ " \n",
+ " # New data points\n",
+ " new_key_points.append((thresholds[idx], new_fractions[idx]))\n",
+ " plt.plot(thresholds[idx], new_fractions[idx], 'o', color=new_color, markersize=8)\n",
+ "\n",
+ " # Set labels and title\n",
+ " plt.xlabel(\"Minimum Fraction of Tasks in Use\", fontsize=14)\n",
+ " plt.ylabel(\"Fraction of\\nOccupations\", fontsize=14)\n",
+ " plt.title(\"Comparison of Task Coverage Across Occupations\", fontsize=16)\n",
+ " plt.xlim(0, 1)\n",
+ " plt.ylim(0, 1)\n",
+ " plt.legend(loc='upper right')\n",
+ "\n",
+ " plt.tight_layout()\n",
+ " \n",
+ " # Print summary statistics\n",
+ " print(\"Summary Statistics:\")\n",
+ " print(f\"Old Data: Mean task coverage per occupation: {old_coverage['fraction_in_use'].mean():.2f}\")\n",
+ " print(f\"New Data: Mean task coverage per occupation: {new_coverage['fraction_in_use'].mean():.2f}\")\n",
+ "\n",
+ " print(\"\\nPercentage of occupations with at least:\")\n",
+ " for threshold in key_thresholds:\n",
+ " old_pct = (old_coverage[\"fraction_in_use\"] >= threshold).mean() * 100\n",
+ " new_pct = (new_coverage[\"fraction_in_use\"] >= threshold).mean() * 100\n",
+ " diff = new_pct - old_pct\n",
+ " sign = \"+\" if diff > 0 else \"\"\n",
+ " print(f\"{threshold*100}% of tasks: Old={old_pct:.1f}%, New={new_pct:.1f}% (Change: {sign}{diff:.1f}%)\")\n",
+ " \n",
+ " return fig\n",
+ "\n",
+ "# Call the function if data is available\n",
+ "if 'task_occupations_df' in globals():\n",
+ " plot_task_coverage_comparison(task_occupations_df)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "vscode": {
+ "languageId": "python"
+ }
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Tasks in old data with no occupation mapping (expecting 1 for 'none'): 1\n",
+ "Tasks in new data with no occupation mapping (expecting 1 for 'none'): 1\n",
+ "Sum of old percentages: 100.0%\n",
+ "Sum of new percentages: 100.0%\n"
+ ]
+ },
+ {
+ "name": "stderr",
+ "output_type": "stream",
+ "text": [
+ ":141: UserWarning: This figure includes Axes that are not compatible with tight_layout, so results might be incorrect.\n",
+ " plt.tight_layout(rect=[0, 0, 1, 0.97]) # Adjust for title #176: plt.tight_layout(rect=[0, 0, 1, 0.97]) # Adjust for title\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "def plot_normalized_major_occupations():\n",
+ " \"\"\"\n",
+ " Create a visualization of major occupations with normalized percentages\n",
+ " that sum to 100%, with difference indicators for comparing old vs new data.\n",
+ " \"\"\"\n",
+ " # Step 1: Load the required data\n",
+ " old_data = pd.read_csv(\"task_pct_v1.csv\")\n",
+ " new_data = pd.read_csv(\"task_pct_v2.csv\")\n",
+ " task_occ_df = merge_onet_soc_data()\n",
+ " \n",
+ " # Step 2: Normalize task names consistently\n",
+ " old_data['task_name'] = old_data['task_name'].str.lower().str.strip()\n",
+ " new_data['task_name'] = new_data['task_name'].str.lower().str.strip()\n",
+ " task_occ_df[\"task_normalized\"] = task_occ_df[\"Task\"].str.lower().str.strip()\n",
+ " \n",
+ " # Step 3: For each task, count in how many occupations it appears\n",
+ " task_occupation_counts = task_occ_df.groupby('task_normalized')['Title'].nunique().reset_index(name='occupation_count')\n",
+ " \n",
+ " # Step 4: Join task percentages with occupation counts\n",
+ " old_data_with_counts = old_data.merge(\n",
+ " task_occupation_counts,\n",
+ " left_on='task_name',\n",
+ " right_on='task_normalized',\n",
+ " how='left'\n",
+ " )\n",
+ " new_data_with_counts = new_data.merge(\n",
+ " task_occupation_counts,\n",
+ " left_on='task_name',\n",
+ " right_on='task_normalized',\n",
+ " how='left'\n",
+ " )\n",
+ " \n",
+ " # Step 5: Handle missing occupation counts (should be 1 missing occupation for \"none\")\n",
+ " # Check how many tasks have no occupation mapping\n",
+ " old_missing = old_data_with_counts['occupation_count'].isna().sum()\n",
+ " new_missing = new_data_with_counts['occupation_count'].isna().sum()\n",
+ " \n",
+ " print(f\"Tasks in old data with no occupation mapping (expecting 1 for 'none'): {old_missing}\")\n",
+ " print(f\"Tasks in new data with no occupation mapping (expecting 1 for 'none'): {new_missing}\")\n",
+ " \n",
+ " # Filter out tasks with no occupation mapping\n",
+ " old_data_with_counts = old_data_with_counts.dropna(subset=['occupation_count'])\n",
+ " new_data_with_counts = new_data_with_counts.dropna(subset=['occupation_count'])\n",
+ " \n",
+ " # Step 6: Distribute task percentages across occupations\n",
+ " old_data_with_counts['distributed_pct'] = old_data_with_counts['pct'] / old_data_with_counts['occupation_count']\n",
+ " new_data_with_counts['distributed_pct'] = new_data_with_counts['pct'] / new_data_with_counts['occupation_count']\n",
+ " \n",
+ " # Step 7: Join tasks with occupations\n",
+ " old_tasks_occupations = old_data_with_counts.merge(\n",
+ " task_occ_df[['task_normalized', 'Title', 'SOC or O*NET-SOC 2019 Title']].drop_duplicates(),\n",
+ " left_on='task_name',\n",
+ " right_on='task_normalized',\n",
+ " how='inner' # Only keep tasks that match occupations\n",
+ " )\n",
+ " \n",
+ " new_tasks_occupations = new_data_with_counts.merge(\n",
+ " task_occ_df[['task_normalized', 'Title', 'SOC or O*NET-SOC 2019 Title']].drop_duplicates(),\n",
+ " left_on='task_name',\n",
+ " right_on='task_normalized',\n",
+ " how='inner' # Only keep tasks that match occupations\n",
+ " )\n",
+ " \n",
+ " # Step 8: Group by major occupation and sum distributed percentages\n",
+ " old_major_occ = old_tasks_occupations.groupby('SOC or O*NET-SOC 2019 Title')['distributed_pct'].sum().reset_index()\n",
+ " new_major_occ = new_tasks_occupations.groupby('SOC or O*NET-SOC 2019 Title')['distributed_pct'].sum().reset_index()\n",
+ " \n",
+ " # Step 9: Normalize to ensure sums are exactly 100% (accounting for 'none's)\n",
+ " old_major_occ['pct'] = old_major_occ['distributed_pct'] / old_major_occ['distributed_pct'].sum() * 100\n",
+ " new_major_occ['pct'] = new_major_occ['distributed_pct'] / new_major_occ['distributed_pct'].sum() * 100\n",
+ " \n",
+ " # Step 10: Merge old and new data\n",
+ " major_occ_df = pd.merge(\n",
+ " old_major_occ,\n",
+ " new_major_occ,\n",
+ " on='SOC or O*NET-SOC 2019 Title',\n",
+ " how='outer', # Keep all occupations from both datasets\n",
+ " suffixes=('_old', '_new')\n",
+ " )\n",
+ " \n",
+ " # Fill NaN values with 0 (for occupations that appear in one dataset but not the other)\n",
+ " major_occ_df['pct_old'] = major_occ_df['pct_old'].fillna(0)\n",
+ " major_occ_df['pct_new'] = major_occ_df['pct_new'].fillna(0)\n",
+ " \n",
+ " # Step 11: Calculate differences\n",
+ " major_occ_df['abs_diff'] = major_occ_df['pct_new'] - major_occ_df['pct_old']\n",
+ " \n",
+ " # Step 12: Sort by old percentage in descending order\n",
+ " sorted_data = major_occ_df.sort_values('pct_old', ascending=False)\n",
+ " \n",
+ " # Clean display names\n",
+ " sorted_data['display_name'] = sorted_data['SOC or O*NET-SOC 2019 Title'].str.replace(' Occupations', '')\n",
+ " \n",
+ " # Step 13: Create visualization\n",
+ " # Colorblind-friendly colors\n",
+ " pos_color = palette[1] # Blue\n",
+ " neg_color = palette[0] # Orange\n",
+ " \n",
+ " # Create figure with gridspec for custom layout\n",
+ " fig = plt.figure(figsize=(14, 20))\n",
+ " gs = fig.add_gridspec(len(sorted_data), 1, hspace=0.25)\n",
+ " \n",
+ " # Track axes for shared x scaling\n",
+ " all_axes = []\n",
+ " \n",
+ " # Create a subplot for each occupation\n",
+ " for i, (_, row) in enumerate(sorted_data.iterrows()):\n",
+ " # Create a subplot for this occupation\n",
+ " ax = fig.add_subplot(gs[i, 0])\n",
+ " all_axes.append(ax)\n",
+ " \n",
+ " # Plot the main bar (old percentage)\n",
+ " ax.barh(0.7, row['pct_old'], color='#d3d3d3', height=0.4)\n",
+ " \n",
+ " # Plot the difference bar underneath\n",
+ " diff_color = pos_color if row['abs_diff'] > 0 else neg_color\n",
+ " \n",
+ " # Position the diff bar at the end of the main bar\n",
+ " if row['abs_diff'] > 0:\n",
+ " ax.barh(0.3, row['abs_diff'], left=row['pct_old'], \n",
+ " color=diff_color, height=0.2, alpha=0.8)\n",
+ " else:\n",
+ " ax.barh(0.3, abs(row['abs_diff']), left=row['pct_old'] + row['abs_diff'], \n",
+ " color=diff_color, height=0.2, alpha=0.8)\n",
+ " \n",
+ " # Add labels for old percentage\n",
+ " ax.text(row['pct_old'] + 0.2, 0.7, f\"{row['pct_old']:.1f}%\", \n",
+ " va='center', color='black', fontsize=9)\n",
+ " \n",
+ " # Add diff label\n",
+ " sign = '+' if row['abs_diff'] > 0 else ''\n",
+ " ax.text(max(row['pct_old'], row['pct_new']) + 0.5, 0.3, \n",
+ " f\"{sign}{row['abs_diff']:.1f}%\", va='center', color='black', fontsize=9)\n",
+ " \n",
+ " # Set y-axis with just the occupation name\n",
+ " ax.set_yticks([0.5])\n",
+ " ax.set_yticklabels([row['display_name']])\n",
+ " \n",
+ " # Hide spines\n",
+ " ax.spines['top'].set_visible(False)\n",
+ " ax.spines['right'].set_visible(False)\n",
+ " ax.spines['bottom'].set_visible(False)\n",
+ " \n",
+ " # Remove x-ticks except for the last plot\n",
+ " if i < len(sorted_data) - 1:\n",
+ " ax.set_xticklabels([])\n",
+ "\n",
+ " ax.tick_params(axis='x', which='major', length=0)\n",
+ "\n",
+ " \n",
+ " # Set consistent x limits for all subplots\n",
+ " x_max = max([ax.get_xlim()[1] for ax in all_axes])\n",
+ " for ax in all_axes:\n",
+ " ax.set_xlim(0, x_max)\n",
+ " \n",
+ " # Add title to figure\n",
+ " fig.suptitle('Major Occupations with Percentage Differences (Sum = 100%)', \n",
+ " fontsize=16, y=0.98)\n",
+ " \n",
+ " # Add x-label to bottom subplot\n",
+ " all_axes[-1].set_xlabel('Percentage of Total', fontsize=12)\n",
+ " \n",
+ " # Create legend\n",
+ " from matplotlib.patches import Patch\n",
+ " legend_elements = [\n",
+ " Patch(facecolor='#d3d3d3', label='Old Percentage'),\n",
+ " Patch(facecolor=pos_color, alpha=0.8, label='Increase'),\n",
+ " Patch(facecolor=neg_color, alpha=0.8, label='Decrease')\n",
+ " ]\n",
+ " fig.legend(handles=legend_elements, loc='upper right', bbox_to_anchor=(0.95, 0.98))\n",
+ " \n",
+ " # Verification that percentages sum to 100%\n",
+ " print(f\"Sum of old percentages: {sorted_data['pct_old'].sum():.1f}%\")\n",
+ " print(f\"Sum of new percentages: {sorted_data['pct_new'].sum():.1f}%\")\n",
+ " \n",
+ " plt.tight_layout(rect=[0, 0, 1, 0.97]) # Adjust for title\n",
+ " \n",
+ " return fig, all_axes, sorted_data\n",
+ "\n",
+ "# To use this function:\n",
+ "fig, axes, data = plot_normalized_major_occupations()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "metadata": {
+ "vscode": {
+ "languageId": "python"
+ }
+ },
+ "outputs": [
+ {
+ "data": {
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58X61atUqNWzYUJs2bcpyeZK0Y8cONWnSROvXr3epvpX8+fOrYcOGDuUZj6HNmzdbjoCVsd7u3bsdtmFgYKCaNGmS4z7mph07dqhDhw52o7RllNn7Xl568skn1atXL7uypKQkDRgwwO64Gzx4sM6ePWtXr06dOpowYcJN92H//v3q1KmT9u7d6/I8Bw8e1L333pvp9pw2bZomTJig0aNH64svvnBazzAM/fvf/85yJKn0btd3gzQjRozQE088keUIfZKUkpKiL7/8Uu3atcvWCHN3kmnTpql3796Wo8mtXLlSQ4cO1bVr1255P5KTk/XQQw85pIj39PTU999/r8GDB9uV9+3bN1vHEQAAAPC/igApAAAAIAdGjBihZcuWWU4LCQlRzZo15e3t7TDtzJkz6tatmxISElxazubNm5WSkiKbzabKlSurSpUqlilXrly5ov79++c4BdC6dess04y0b99eHh5Zf20ICgqyvCF54sQJh6CBL7/8Uu+9957TtsqXL6/atWurdOnSmS4zt9q5nTZu3Cjpxs2N6tWrq0KFCpb1YmNjNWTIkCzbCwwMVKVKlVSnTp1M1zU6Olqvv/66XVnt2rXVoEEDValSxXKesLAwNWjQwO7PWX+z8s4772jatGmW00qVKqVatWrJ39/fYdqVK1fUs2dPl4PFDhw4YN5ULVu2rKpWrWpZ78yZM/r2228dyp0FJJUsWVK1a9dW1apVVahQIZf6crPmz58v6cY+DgsLU7FixSzrpaWOSW/UqFEO5+3vv/+ukydPOsy/YsUKh4CyEiVKqFu3bjfT/Zty/PhxM3AoLa2h1XXo2rVrmjhxovna19fXPFZLlizpUN/Hx8fhmG7QoIGKFCli1tm8ebMGDhyo5ORkh/mLFCmimjVrKjg42GFabGysevTo4fJN0127dpnBtf7+/qpZs6ZCQkLk5eXldB6bzaZSpUqpRo0aqlevnqpWraqAgADLuuPHj1dMTIxD+fHjx9W9e3engYqFChVSWFiYKleubPkeVqRIEXO75cuXz2F6cHCw5TZOn57VVXFxcerevbtlEJmvr69q1qypcuXKWc47Z84cvfTSSy4vKy2tkr+/v2rVqqWgoCDLehMnTnQ5KPpW8PPz01NPPeVQ/uWXX1rW/+mnnxzKBgwYYLlvM7rZ96ujR4/qvvvu05UrVxymBQUFqWbNmipRooTDtMuXL6tnz57ZTheZXrt27RzKMgaBWwWFS44BUlbBeS1atHBpG6ZXqlQp83zw8fFxmF6yZEnLcycrERER5vmck/e93OAsPaCzFL3pff311w7ncWRkpJlqb8qUKfrjjz/spgcEBOjnn3/O8rri5+en0NBQhYWFqW7duipfvrzlZ+iLFy/qP//5j8vrGxMTY36Or1SpkuVxLEmvvPKK+bnCx8dHNWrUsExJnZqaqrffftvl5d+u7waS9Mknn1h+NrLZbCpTpozTdVq/fr2GDh2a4+XeKoULF1bVqlVVr1491axZU4ULF7ast2jRIs2aNcuh/PPPP7dMBVq0aFGFhYWpevXqdp8pciolJUUPP/ywZs+ebVfu4+OjX375Rf369bMr3717t2XKXy8vL/N7QmhoqOW1BwAAAPifk8cjWAEAAAB3hOyk2Nu1a5fh4eHhULdChQrG1q1bzXpnz5417r//fst23377bYd2naU8CwsLs0uRdvDgQaNevXqWdefMmZOj9bdK2yPJpVRNaYYMGWLZxvLly806cXFxRqFChSzrPf7440Z0dLRdm8ePHzfeffddo1GjRnbludWOYdzeFHvSjXRc6VMtbtu2zem+z5hm5sqVK8YDDzxg/PTTTw7rmObkyZNG3759HdrKly+fkZyc7FDfWcocq3Qg6bmaouX06dOWKd8KFy5sLF261Kx3+fJlp2lohgwZ4rB8Z2ncgoKCjMWLF5v1lixZYgQEBDjUa9eunUObGevly5fP2Lhxo+U2njVrlvHUU08ZxYoVy3Q7ZcXZ9pdkjBo1ykhISDAM40aap59//tkypWfx4sWNxMREu3bvvfdeh3rjx493WP4TTzzhUO+55567qXW62RR7kgwfHx/jhx9+MFJTUw3DMIzt27cbRYsWdagXGhpq2a7VNT2zVJ1pWrZs6TBf5cqVjbVr19rV++OPPyzT43344Ycubw+bzWa88cYbxpUrV8y6586ds0v39PnnnxuvvfaasW7dOsuURcnJycbvv/9ueT20un472941atQwli9fbm5vwzCMhIQEY86cOUaLFi0s3wuzc+3Mqg9W6eTGjBlj2dcBAwYYFy5cMOutX7/eKFmypOUxFBUVZddmZudb3759jYsXLxqGYRhXr161TGskyVi9enWW65hdVstxlnbw1KlTDtcBDw8Ph3W9evWqZQouq5R4zrbJzbxf9e/f36FOsWLFjPnz59sdZ+vWrTPKli3rUHfkyJE53p5Lly51aK9mzZp2dbp27Wq5HsWLF7er9+CDDzrUeffddx2WmVWKvZzWTe9WvO9lR2bnT1Z/mV0b1qxZ45Da1svLy/j1118t0/J+8803Ttvq16+f8d133xkHDx60O87SxMXFGaNHj7bs48mTJx3qO7tmFilSxO5a/fzzzztd96ZNm5ptX7p0yTLlpJ+fn5GUlOSw/Fvx3cDVz2/nzp2zfJ/r3r27cejQIbPetWvXnKbaTv+9KDdkN8Xe6tWrjX/961/GwoULjfPnz1vW2bFjh1GnTh2HNrt06eJQt0aNGnZ1bDabMX/+fId6586dM+bPn2/8+9//NsqVK5etFHvJycnGQw89ZHmMLFiwwHIdfvnlF4f6nTp1cljnpKQkY+fOncbnn39u3H333cbgwYMt2wMAAADcGQFSAAAAgJG9AKlnnnnGsu7mzZsd6l67ds0IDQ11qFupUiWHulY3QTw9PY39+/c71D18+LDh5eXlUP/BBx/M0fq/++67lus0adIkl9twdnPol19+MetMmjTJss6IESMybTtjYEButWMYtzdAKigoyDh37pxD3dWrV1vWz2mgSlxcnMs3qm51gNSnn35qWW/mzJmW7d51110OdQMDAx0CgJzdKLa6cfrkk0861Mt4E9wwHAOkqlWrZnmDNT2roLPscLb9W7VqZVl//PjxlvUXLlyYZbtly5a1629iYqJlYI3VNSc7ciNA6uWXX3ao+9Zbb1nWTQsiSy8nAVJ79+51mMdms9ndhE7vk08+cahftWpVl7fHq6++mml/smPkyJEO7ffo0cOuTnx8vOHj42O5XayuS+nd7LUzPVcCpFJTUy0D4mrXrm15zi1ZssRyG7/xxht29ZydbyEhIQ7BCSdOnLCs++WXX2a5jtlltRxnAVKGYb0NX3zxRbs6M2fOdKhz1113ubz8m3m/io+PN7y9vR3qpA/iSW/u3LkOdfPly2dcv37dha3n6OrVqw5BZDabzVyflJQUu8CPjAFaf//9t9lWqVKlHPpm9XkvLwOkbuZ9LztuVYCUYRjGuHHjXGonp59z00tJSbF875s1a5ZDXWfvUdOnT7erd+bMGct6Xl5eDp+nZsyYYVk3/XGX5lZ8N3D189uXX35pea10dl5aPRRiFeB+M7IbIOWq2bNnO7RZoEABh3oZA6Ty58/v8Pk0o9TUVCMlJcWh3Op87t+/v9GvXz+H8sDAQLsHTjKyCpCyehgno5v9DAsAAAD8Ezkfux0AAACApeXLlzuU1a1b1zLFnK+vr/r376/XXnvNrvzgwYOKjo5W2bJlM11Wq1atVLlyZYfyChUqqFWrVg592bBhgyurkGeWLFniUObr62umUnEmYxqV3GrnduvZs6dlOo+WLVsqNDRUhw8ftit3tj8PHDigmTNnas2aNTpw4IDOnj2rK1euWKYFSy8mJkb169fP+QrkgNX5EhwcrPvvv9+y/hNPPKF169bZlV25ckWbNm1Sy5YtM11WcHCw+vfv71BerVo1h7Lz5887lNWtW1fr1683X//9999q3bq1unXrpqpVq6pq1aqqWLGiXYoST0/PTPuUU48//rhl+aBBg/Tqq686lG/YsEFdunQxX7dp00Z169ZVRESEWRYdHa358+frnnvukXQjhUzG7eDsmnM7eXp6asSIEQ7lVvtRki5cuGCZojG7li5d6lDm5eWlhx9+2LK+VZq6ffv2KSYmJsvUnv7+/nrmmWdc6ldSUpLmzp2rBQsWaOfOnYqKitLly5d19erVTOfLmGJv1apVZgrK9J5//nmnaYbS3O5r586dO3XmzBmH8scee8zynOvQoYNCQkIUFRVlV758+XKXUu0NHz7cIb1hyZIlVaBAAYf9bHXtuN1Gjx6tqVOn2pV9++23GjdunJn6zSq9nrPripWbeb9atWqVZdreF154QS+88IJDuVXawsuXL+uvv/7SXXfd5XKf0/j5+alZs2ZauXKlWWYYhtasWaN7771XkZGRdqkb//Of/2jUqFHm69WrV6tq1ao6ePCgQ4rXoKCg2/4+mpmbfd/LDSVLllSpUqUyrZNVit6XX35Zy5Ytc5r6MK2NyZMnZ9mfmJgY/fLLL1q5cqX27dun2NhYXblyxfKYzDifK/z8/NSrVy+7siJFiih//vy6dOmSXXmLFi0UEhJiV+YstXFcXJxLy79d3w2s3hPj4+PVrFkzy/pW289ZOvLbbc2aNZozZ462bt2qgwcP6uLFi0pISMg0/WB8fLwuXbqk/Pnzm2V169bVnj17zNeXLl1SkyZNdP/996t69eqqUqWKqlSpIj8/P7NOWppJV8yYMcPhfbpgwYJasGCBmjdv7nS+unXrOpS99tprOnjwoBo2bGh+hs14nt6qz7AAAADAnYwAKQAAACCbjh075lBWp04dp/WdTXMlQKp27dpOp4WFhTncBImJiZFhGC7/EJ8mODjYsvzChQsut+HsxluRIkXM/x89etRhev369RUUFOTycnKzndstq/2Z8YZzdHS03eukpCQ9/fTTmjRpUqY3dZzJzv7MLVbnS61ateTh4WFZP7PzJSs1atSwC15Kky9fPocyq0CRf//733YBUtKNm2rpb9h6enqqevXqatWqlR566KEsg7ZyytmxUrZsWRUsWNDu5r5kvX1Gjx6tgQMH2pVNmjTJDJCyCqB44oknctrlXFOqVCkVK1bModxqP0rWwRU5YXVdSUpK0tatW7PdTlYBUg0aNFCBAgWybGvDhg3q16+fjhw5kq0+SI7nu9X6SVK7du2y3fatZnXdkDJ/r61du7ZDgJQr1w1JqlevnmV5vnz5HAKkcut4uxl16tRR27ZttWLFCrMsNjZWv/32m/r06aP4+HgtWLDAbp78+fOrT58+Li/jZt6vnB1rOTmXchIgJd04rtMHSEkyA6TSX9NtNpseeeQRTZgwwVyH1atXa/DgwVq9erVDu61bt3b6/pUXbvZ9Lzc8+eSTGjdu3E214enpqR9++EF16tSx/Dzp5eWln376SQULFnTahmEYev311/XWW2/l6Dx19TNS5cqV7QJg0lgFSIWFhTnUc/ZZ1dU+367vBlbncVxcnMuBXJLza/ntcurUKfXt29fhWuCqCxcu2AVIjRw5UjNmzFBKSopZFhERYReM7uHhoYoVK6pFixbq3bu3unTp4vK2z3iO+vv7a/ny5VkGZVauXFndu3fXvHnzzLJr167p22+/1bfffmuW5c+fX40bN1bHjh3Vv3//LAMbAQAAAHd053yjBwAAAP4hMgYmSLL78dzVaa7ciMluuykpKUpISMiy3YzKlCljWb57926X23BWN33bVuuc1cglVnKrney62ZuL2d2fGW+0DRs2TF988UWOgqMk2d3QuV1u5/niLCgl48gwzvTq1UuTJk3KtH8pKSnatWuXvvjiC7Vq1Urdu3fP0TmXlZs9ViTpoYceUokSJezKFi1apKioKCUkJGju3Ll20woWLKgHHngghz3OPTe7H3MqtwIIz507l2UdZ9fc9A4cOKAOHTrkKDhKcjzfna3f7bh2ZpfVdUPK/nnh6j7Nq2PuZowePdqhbNKkSZKkOXPm6Nq1a3bTHnroIQUGBrrc/s1cg27nueRM+/btHcrSAqPSB0jVqFFDhQsXVqtWrRzqWQVIWbWbl/6Jx64zZcuWVZs2bSynVapUKcsgkbfeektjx47NcRCjq5+RnAU4pY3e5krdm3G7vhvkxnl8/fp1y88nt8P169fVoUOHHAdHSY7HRJMmTfTrr79aBnGnSU1N1YEDBzRlyhR17dpVzZo10+nTp3O0/KtXr2rhwoUu1f3hhx8cRjbL6NKlS1q2bJmef/55VaxY0aUR2QAAAAB3Q4AUAAAAkE1WT69n9uO/s2mu3DS5fPlyttr19PRUQEBAlu1m1Lx5c8ubacuWLXMpGOfChQvavHmzQ3mpUqXs0oBYrXN2nkTP7XaccZaGxdXRSJzJ7v5Mf6PryJEj+uabbxzqtGzZUitWrNC5c+dkGIYMw8iTQChnbuf54iwNWHZGTRgyZIiOHz+uKVOmqH///goLC8s0fdv8+fP13HPPudy+q27mWEnj4+Ojf/3rX3Zlqampmjx5sv744w9duXLFblrfvn1zJVXdzcqN/ZgTuXUj25Xzz5WUdW+++abDTW0fHx9NmDBBR44cUWJionnOv/LKK1m252z9cvPamVucjRKT3WuHq/s0r465m9G9e3eHNFsrVqzQvn37bjq9nnRz16DbeS4507hxY4dRlLZt26YrV67YBUiljQKYPkDq6NGjio6OtgyQutNGXPsnHrvO/Pzzz/rtt98sp/3999+ZXueuXLmit956y6G8Vq1amjdvnk6fPq3U1FTzmpnVCK6Zyc4IYrditLHb9d3gTjiPb8aPP/5o+fDG4MGDFRkZqcuXL5vHQ3ZSAd533306evSoZsyYoSeeeEL169fPNGht06ZNLl9/rc7bl19+WR9//HGW8xYoUEC//vqr9u7dqzfeeENdunRR+fLlnR6D165d01NPPaUtW7a41DcAAADAXRAgBQAAAGRTuXLlHMp27NjhtL6zaa7cnImMjHQ6befOnQ5lpUuXztFNsfz581umCjtx4oR+/fXXLOefPHmy5RP7Xbp0sXsdEhLiUGfbtm1ORwtxJrfakWSZmsbZzSerbZ4d2d2f6Y8Rq5s33t7emj9/vtq0aWM3CkxepzRJz+p82bVrl9PAu5s5X3JLgQIFNGjQIH3//feKjIxUQkKCYmNjtXz5csun86dPn57jUb2ccXasREdHWx7nzrbP0KFDHVIBfffdd5o6dapD3TshvV5eKl++vENZoUKFlJSUZN5EdeXvvvvuy5X+LF261KFs9OjReuaZZxQSEmJ37XLlnLe6bkpySMd0J7C6bkjZf6+9ndeN281ms2nkyJEO5W+88YbDsVOrVi01adIkW+3fzPuV1bnk4eGh06dPZ+tcevrpp7PV5/S8vLwcPtckJydr6tSpOnXqlFmWFhiVse4PP/zgMHpb8eLFVbNmzRz3Cc5FRUVp6NChmdZ5//33nQaybNiwwXKUpJkzZ6pbt24qWrSo+fk4MTExxyP63Alu13cDq/O4e/fu2TqHDcPIs/TXVu+hTZo00VdffaWwsDC7EfWy+7nZz89Pffr00ddff62tW7cqPj5eZ8+e1bp16zRkyBCH+vPnz3dpRLxevXpZXqtHjx5t+ZCElWrVqumll17SwoULFRUVpWvXrunAgQP64YcfHPapYRj6/vvvXWoXAAAAcBcESAEAAADZZDV6QEREhOUTuNevX9e0adMcyitVquTSjdvVq1fr0KFDDuWHDx+2HNmgefPmWbbpzJgxYyzLn376aR09etTpfNu2bdPrr7/uUO7h4aH//Oc/dmUdO3Z0qJeYmKixY8dm2reMqYJyqx3pRgBERlZPnB8+fFjz5s3LtP2s/Pbbbzp//rxD+Zo1a3T48GGH8vT70+pmnp+fn8MIGZL0xRdfuNwnZ6NP5FbaOKvz5dy5c5o9e7ZlfasbQIGBgdm+uZ8TGUdUSq9YsWJq27atZf8uXLigs2fP5mpfvvvuO8vy8PBwy3Jn536RIkX0yCOP2JWdPn3aIWVLnTp11KBBg+x39A5ldVxndUxbpc46f/685Wg8Vo4dO5arIzFYnfNFixZ1KDt16pTTUVfSa926tWVA6LvvvptlKiWra2dOtrGrwsLCLNf1u+++swxGXLp0qeX71J022k9ue/TRRx2CD6ZPn67k5GS7suyOHiXd3PtVq1atHNKNpaammikAs3LmzBm7UZ5yymr/v/fee3av0wKjqlevbnfMffjhhw7ztm3b9qb7JN3ac+efKDk5WQ8//LBD8G/GFLGpqanq37+/5futs4Anq+vIt99+m+M0fHeC2/XdwOo9cenSpdq/f79L82/evPmmR169Ga6+h6akpLicai6zz4nBwcFq3ry5Jk2a5DAKomEYlvsso8DAQM2fP1/Vq1d3mH/IkCH68ccfLedLSkpymgbc29tblSpV0sMPP2wZdHrw4MEs+wUAAAC4EwKkAAAAgGwaNGiQZbqCPn36aPv27ebruLg4Pfzww5Y3Eh977DGXlpWcnKxevXrpwIEDZtnhw4f1wAMPONwAlW6kyMqpLl26WAYenTx5Us2bN9fPP/9sd0Pp8uXLmjRpktq1a2d5w+CJJ55w+IG/T58+lgFJH3/8sYYOHaqYmBi78tjYWH300Udq3br1LWlHkmrUqOFQdujQIbugryNHjqhPnz43nSbk/Pnz6t27t06ePGmWRUREqH///pb10+9PZ6nq3nzzTbNfSUlJevfddzVhwgSX+2S1HSXpjz/+cLmNzDz44IN2T+mnGTp0qN3INQkJCRo+fLjWrVvnULdfv36WgR257d5779Xdd9+tSZMmad++fQ77OzExUZ999pnlvLndv5UrV+qZZ54xA1MMw9CMGTP05ptvOtQtXrx4pjfuXRmFxd1Gj7I6rs+cOaONGzc6nad69eq66667HMoHDx6sDz/80OHmfWpqqvbt26cvv/xSXbp0UWho6E0HUaZndc5/8cUXdu8pe/bsUZcuXRQfH59le/ny5dPDDz/sUB4VFaWWLVtq1apVMgzDLE9MTNSCBQvUpk0by+1mtY3Xr1/v0igZWbHZbBo0aJBDeWRkpB577DG79d2wYYMGDBjgUNfHx8chONDdBAYGavDgwZnW8fHxcfoek5mbeb8qUKCA+vTp41Bn7NixevnllxUbG2tXbhiGjhw5oqlTp6pXr14qW7asvv3222z3OSOrAKn0gXQhISEqU6aM+bpFixbm/8+cOeNSezlhde4sX778fzZIauzYsdqwYYNdWenSpbVjxw7Vq1fPrvzkyZN69NFHHdpwlpbz5ZdfNj+7pqamasqUKXrmmWdyqed543Z9N+jTp48KFChgV3bt2jV16tRJM2fOdFjWtWvXtHnzZr3xxhuqX7++Gjdu7FJQ0K1idUwsWbJEixcvNl+fO3dOjzzySKafDdIbPny4WrZsqY8++kiRkZEOKblTUlIUHh5uOdKnq58Tg4ODtXjxYocHaVJTUzVw4EDNmTPHYZ6YmBiVKlVKw4YN09y5cy2vXzExMfr5559z3C8AAADAbRgAAAAAjLFjxxqSHP5WrFhhWf+JJ56wrC/JqFChglGzZk3Dx8fH6fTLly87tFm+fHmnbdpsNqNKlSpG1apVDZvNZlmnTp06RkpKyk1th7NnzxoVK1Z02o/AwECjevXqRpUqVQxfX1+n9Zo1a2Zcu3bNchlffPGF0/nStk+dOnWMsmXLmmXly5e/Ze389ddfTtsoXbq0Ub16dcPDwyPTZVnJrL6Xl5dRo0aNTLd19+7d7dqLjIx0Wrdw4cJGWFiYUaBAgUyXO2XKFId+JiUlGf7+/k7Xv379+kaDBg2MBg0aGFFRUeZ8R44ccfmceeONNzLdxmFhYUZAQIDl9EKFChnHjx93aLN169YOdQcOHGi5L6ZMmeLSfsvYpo+Pj3kcVatWzQgMDLRsp2LFipbLdcWKFSsy3Wf58uUzwsLCjOLFizutM2H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BB8zy9E/V7tmzR0899ZS53+rWraupU6fqzz//1MSJE1WjRo1b0rdRo0aZwVGlS5fW999/r1mzZqlAgQKKi4vLcbsHDx5U3759NW/ePD311FNm+bfffmsu78iRI3Y3Hnr06KF58+bp3Xff1a5du3K87PSSkpK0Zs0aTZ8+3SyrV6+eJKlQoUIaP368ZsyYoT///FMrV67UH3/8oUceeUTSjfPxgw8+yPYyszqPX3rpJYe0nDNnzjSP3a5duyoxMVEPPvigGRzVq1cvzZ8/X7/++qtq164t6cZIWG+++aZlHw4fPqxq1app2rRpWrRokUaMGKEdO3aYwVG1a9fWb7/9piVLlmjq1KkaNWqUKlWqlO11BQAAAP5pevfurd27d2v16tWaMGGCunXrpg4dOmj8+PGKjIzM9AGhtIctcothGIqMjDQ/4+eGBQsWKDExUR999JFatmypxo0bq0CBAmratKl8fHyy1VbRokVdfvhKujH6js1mU506dbLbbZel3bzPbYZhKDk5WWfPnlVMTEyu7pOblda3vXv3KjEx0fxOe6favn27wsLCzN9v8lLatnNVRESE5b6vWLGiqlevnptduy0yW/9du3YpOTn5th/rERERt+QcdvU6l5Pj8065LqSkpFiORp+bIiIibvoa42x72Ww2NWnSREWKFLFbXk636604hn/55Rc1adJEI0aMULNmzVStWrUct5Vx5Pe88E953wAAALgT5P03WOB/0BdffKEnnnhCDzzwgEaMGGGW79+/X9KNHzamTJlilo8YMUKVKlWSv7+/+vXrp5IlS0q6ERyxbNkyl5aZ/imbtMCQtH8lae7cuTp//rzT+Z9++mlNmDBBXbp00SOPPKLWrVurRYsWKliwoFmncuXKZurBrJ7QSpsvMDBQVapUUePGjfXggw9q7Nix+uuvv8wfZzO2VbBgQbsUh+nbkqSqVauqdu3auu+++zR69GgtXLhQo0aNynL75IauXbvqk08+UdeuXfXZZ5+Z5adOnTJHaZoyZYr5I0eZMmW0du1aDRgwQJ07d9aoUaO0fv36XO/X2bNntXLlSvP1F198of79++v+++/XjBkzbqrtmjVr6ocfflC3bt302WefmU/3Jicnm2kgZ8+eba5zsWLFNHPmTHXr1k1jxoy56Sebpk6dKpvNJh8fH7Vq1coM9vL09DRHSSpevLjq16+v77//XoMGDVKHDh3Uo0cPu2CqnKRhzOo8Tjsf0mvYsKF57BYrVkxLlizRsWPHJN24KTFq1CgVKFBAxYsX1+DBg835vvnmG8s+BAQEaPny5XrkkUfUqVMnPf7443bnQ9GiRVWlShW1bt1aAwYM0MSJE3MtKA0AAAC4U/34449atGiRPvnkE8tRRsqVK2eOMjx//nzZbDatW7dOXbt2VWBgoJmi5vLlyxozZowqVKiggIAANWrUSOvWrbNra/v27XrggQdUpkwZ+fn5qUKFCnr33XfN6YsWLZKHh4cuXbqk4cOHy2azyc/PzwxmOHTokPr166eiRYuqYMGCuueeezJNhS7dCOLo16+fkpOTlT9/fjMFeO/evXXfffeZ9T7++GMFBwdrx44d6tKli/Lly6eQkBD9/vvvdu01atRITz/9tPn65MmTevLJJ1W+fHn5+fmpbNmy6t+/vzk9IiJCFStW1NatW9WiRQsFBASoRo0aDt9nk5KS9NZbb6latWry8/NTrVq1HJYt3bhRHRYWJn9/f7Vu3VpRUVHavn17ljd6v/jiCzVv3lzBwcHKly+fmjdvrg0bNtjV6d27t+655x5NmTJF1atXl7e3tz744AMVLVpUktS9e3fZbDa7kU7SS0sTFh8fb5Z17NhRNptNx48fN8u6detm9xDaxYsXNXLkSJUuXVr58+dXmzZttGPHjiz7tn37dkVERMjX19cM1ElJSdHo0aMVFBSkP//80+n2yOpYlG4E/7311luqXr26AgICVLRoUXXs2NFuXawsX75cTZo0kb+/vxo0aKDt27dr27ZtdvvIMAxNnjxZderUkZ+fnypXrqyvvvrKoa0DBw6of//+Kl68uPz9/VWzZk2736xuZtvFxcXpySefNEcfK168uB5//HFz/129elWenp7mg0lpDz+uWbNGly9floeHh+bMmWMuJzU1VRMnTjS3V61atfTrr7/a9cXV88xVN7P+Gb3wwgtq1KiRJKlWrVqy2Wxq3769OX3BggVq0aKF8uXLp/Lly2vcuHEuBZq5ct3KGCBVrVo1u9HVJWnt2rWy2Ww6ePCgWZZ2jNasWVN+fn4qWbKk+vXrZ6aCy3idk1w7PpctW6Zu3bqpZMmS8vPzU7Vq1eweFp08eXKm14Vt27bp3nvvVVBQkIoUKaIBAwa4lD7wxIkTGjRokIoVK6agoCD16NFDUVFRdnUaNWqk4cOH6/3331eFChXk7e3t9GHGAwcO6KGHHlLp0qXl5+en0NBQjRkzJlvbOSUlRTt37lSlSpU0YsQIFSlSRCVKlNCLL75oN0J5fHy8xowZo4oVK5r7okePHkpISMh0e33++efmiEz79u2TzWbT7t27NWHCBPOci46O1s8//2yZSrVDhw7mb9ZZHcPLly9X+/btlS9fPpUsWVJPP/20EhMTne6P6Oho2Ww2ff3112Z62bTAq8TERL366qsKDQ1VYGCgGjVqZPd7qiQ9++yzql27tubNm6f69evL29vb7pqRXmbbT7rxW19AQIBmz56t+vXry9/fX5UqVdLMmTPt2nHlOuTq+0ZW22vHjh2y2Wxavny5Bg8erODgYAUHB+vVV191uk0BAAD+aUixB2RDxtFgJGU7LZckuy9ywcHB5v/TvvyeOXNGZ86cMcv//e9/O21r165d6ty5c6bLW79+vRm0UaBAAXXv3l3SjQCORo0aafPmzUpMTNTPP/9sNwpQer169cpirbJn6NChevXVV3XixAndddddkm6MbNSgQQM9/PDDevDBB11ua/DgwZoxY4ZSUlLUt29fSTdGDapdu7a6d++uYcOG3dJh+dM426/SjX2bP39+7dmzxyzr3LmzAgMDb3m/MqZaa9asmfn/6tWrq1ChQpkGx2WmXbt25nDcHh4eKlSokPlFP+14Tp+GrkGDBnap4lq0aKEJEybkaNnONGzYUO+88465P7777js9/vjjmc6Tk/XP6jx2Rfrj4cyZM2rVqpVlvZMnT+rcuXMOx9Vdd92l4sWL25VVqlRJHTp00NKlS7Vs2TLVrFlTnp6eqlixopo1a6ahQ4felpSTAAAAQF754IMPVL58ebuAFWd27Nghb29vDRgwQCNGjNCzzz6rIkWKKCEhQa1bt9a5c+f0yiuvqGzZsvrqq6909913a//+/WZK+J07d6px48Z69NFHFRgYqA0bNuiVV15RpUqV1KtXL9WvX1/vvfeexowZo8WLFyt//vzy9fWVl5eX/v77bzVr1ky1a9fWV199JQ8PD7388svq2bOnNm3a5DT10U8//aRhw4apWLFievXVV+Xh4aHChQtrx44deuihh+zWzcPDQwMGDNDo0aP1n//8R+PHj9fAgQN17tw5eXp6KiUlRbt27TJ/C7h+/bq6dOmi4OBgffTRRypcuLAOHz5sF6Cxfft2XblyRc8995z+/e9/q2DBgnr22Wf15JNPmg9kpKSk6L777tNff/2lV155RTVq1NCsWbPUq1cvbd261Rx96quvvtKIESM0ZswYtW3bVitWrFCnTp0UFxeX5egze/fuNQO5rl69qkmTJunee+/VsWPH5OfnZ26DS5cu6ezZs3r99dfl7++v2rVrKzY2Vl999ZWWLl0q6cZvJVbS0oNdvnxZBQoU0J49e7RmzRr5+PjowoULKlOmjKKiovTnn39q7dq1km58v7zrrrvk5+enjz76SAULFtSHH36ojh076u+//1bhwoWd9q1WrVr66aefFBYWJi8vL507d04PPvigjh07pk2bNqlq1apOt0dWx6IkjRw5UosXL9Yrr7yi0NBQnT59Wn/88YfdgzYZLViwQPfee6+GDBmit99+WxEREerTp4+OHTtmjnIuScOGDdO0adP0wgsvqEmTJlq9erWGDh2qUqVKmb9Dbd68We3bt1eDBg300UcfqUiRIlq7dq0uXryYK9tu9+7dKlSokN59910FBwfr8OHDeumllxQQEKBPP/1UHh4eWrx4sTp06KB33nlHrVu3lnRjBOqtW7fKMAwzWMIwDD3yyCNaunSpXnvtNVWtWlXz5s1Tnz59tGrVKrVs2dLsS1bnmatudv0zeuKJJxQVFaUtW7Zo2rRpkmQGtXz55ZcaOXKknn32WY0fP1579uzRc889Jy8vL7388stO++jKdSs+Pl5Hjhwxz+GEhAQdOHDAYQSgHTt2KDAw0AysSUxMVOfOnbV792698MILqlOnjo4ePaoFCxaY18OM1zlXj8/IyEh17txZI0aMkK+vrxYuXKjHH39ctWrVUsOGDdWtWzeNHj3a8rqwatUqde7cWV27dtX06dN16dIlPffcc3riiSccAlXSi4qKUrNmzVSjRg1988038vDw0Lhx49S1a1dFRETIx8fHvAYfP35cDRs21CeffCLDMMz9lN65c+fUtm1bNW3aVJMnT1ZAQID27t2rs2fPZms779u3T1evXtUHH3ygAQMG6JdfftGff/6pt99+WxUqVDAf2OvTp49iY2P1xhtvqFSpUjp+/LgWL16sgICATLfXjh07FBYWJkkqWbKkpk2bpv79+2vq1KmqUqWKbDabypYtawbbZvzNdseOHerUqZOkzI/hH3/8UQMGDNCjjz6qZ599VtHR0eYx7Oy3xkKFCmnt2rVq06aNnnvuOXXv3l1BQUFKTExUp06ddPz4cY0dO1alS5dWeHi47r77bjOYLK1vsbGxeu655/Tiiy+qWLFiTkdTzGz7STeCmgzD0DPPPKNx48apRIkSevvtt/XII4+oSZMmKleunMvXobQR0zJ733Ble6W91z/99NPq16+ffvnlF82aNUuvv/667rnnHjVs2NByXQEAAP5JCJACsiHjaDA5lfaDhiR5ef33NEx7Gio70tKYZSb9E1Hx8fFOU86Fh4c7DZBKG7Uqt7zyyiuqW7euZs2apcjISB04cEAxMTGKiYnR3LlzderUKZdHfmrTpo22bNmi8PBwbdmyRfv27dPZs2e1atUqrVq1SuvWrdNvv/2Wq/234my/Sjnbt86k/5E845N96QPrbof06yxZH8/p++vsB/6cuvvuu/Xiiy+aT2GHhIQ4BBG988475v+7dOmiYcOGqVChQtqyZYv5ZHj6J+RclZvnsSsuX77ssG5W56XNZtMff/yhqVOnatGiRdqzZ48OHz6s/fv3a//+/frxxx+1fv16ftQAAACAW4qJidG2bdv0/PPPu/T9Y8eOHUpNTdVPP/1kl2Zu5MiROnbsmLZv364yZcpIuvHds2zZsvrll1/M0XAHDBhgzpOSkqIWLVro999/1/r169WrVy8VLVpUKSkpKlGihDp27GjWNQxDDz30kGrVqqVly5aZ3ynKly+vevXqaefOnU7TCTVu3FjHjx9X7969zYcfrly5okOHDtnNExkZaQaEpD1YkZqaqs6dOys2NlalSpXS/v37de3aNXO+7du3KzIyUidOnDC/b7Rp08Zu+RERESpUqJBWrVpl/r4QHR2t4cOHm3U+/vhjLV++XBs2bDCDJDp06KANGzZo6tSp+vDDDxUdHa2RI0fqgw8+MOdt166d1q1bpwMHDmQZIPXpp5+a/09OTlb58uVVq1YtHThwQGFhYeY2qVu3rlatWiVvb2+zfkJCgsLCwrJ8eCR9gJQkffLJJ+rdu7eWLl1qjh4zefJk1atXz3wYadSoUUpKStJff/2lfPnySbrxIE/RokU1b948DRgwINO+paW+ioyM1H333afKlSvrr7/+MvviTFbHYmpqqqZPn66vv/7afLhMujEijzNXrlzRoEGDNGrUKPMGert27bRr1y5NmTLF3EezZ8/WpEmTtHDhQnXp0kXSjf0dGRmp7777Tt27d9fVq1d1//33q0uXLpoxY4Z5fqYFQuTGtmvYsKH5XTc1NVXNmzfX3r17zQAOX19f80G1++67zy7gbMeOHcqfP78qVKgg6cYI4LNmzdKWLVvMYI927dpp6dKlmjJlihmY4Mp55qqbXf+MKlasqPPnz6thw4Z2x/q+ffs0atQoffbZZxoyZIi5bvv379d3333nNEDK1etWWuBH2vERGRmp1NRUy8CdtFGBJOnFF1/Url27tHXrVpUvX96s99hjj0lyvM65enxKMn//kW6cHy1bttT333+vDRs2qGHDhipTpozldeHKlSvq27evevbsqZ9++sks9/f3V8+ePXXx4kWnAYYDBgxQxYoVtXjxYjNQrlSpUmrQoIE2btyoVq1amdfgRo0aae7cuZbtpFm6dKnOnTunX375xUwd2K5dO3O6q9s5IiJC0o3RkIYNG2a2s2bNGs2ePVuDBw9WbGysFi1apPXr19s9aJkWeOxse6UtL23UpwIFCsjLy0seHh564IEH7IKhrNLunThxQmfPnjXLnR3DMTExeuKJJ/Tss8/q7bffNsuvXLmi8ePHOw2Qypcvn4KDg5WcnKwePXqoSZMmkqRXX31Vu3bt0s6dO81ztnXr1vrzzz/1448/miMo7dixQz4+Plq/fn2mgaVZbb+09ffw8NDKlSvN471GjRoqV66cli1bpkcffdTl61BW7xuubq/IyEjZbDZNnDjRPLZatmypL7/8Uvv37+e3RAAA4BZIsQfcgYoWLWqXp33RokUyDMPh7/Llyxo7dmymbV27dk2//PKLS8v966+/9Pfff1tOc/bDctoXcil7QSaGYahHjx4KDw/Xtm3bFB8fb9fP9D86ZLWMtB9dJk6cqLVr1+rMmTM6ePCg+WPS77//7jBcc16pUaOG+f/FixfrypUrdtNdCa5JG6Zakt0Q5hcuXDCfWE0vY6qA9Onk/v777xyPHuWq9CkSt23bpqSkJPO11ahs2VGsWDG1aNFCd911lxo0aOAQQCTJTGEnSe+//7569OihFi1auBRcmBvSnzsZj9+0oa+lG2k+kpKSnJ7r6X8ctGo7jWEY8vPz05AhQzR79mz9/fffunLlinkDJykpKdMnHAEAAIB/sp07d0qS5WgqViIjI9WzZ0+74KiLFy9q8uTJGj58uEqUKKHk5GQlJyfLw8NDoaGhOnr0qFl3zpw5at26tYoWLSovLy95e3tr06ZN5vdR6cYN1YwjTCxatEg7duzQ66+/LknmMqpUqSJJdsvIKDY2VrGxsXZt7tq1y+7GeEpKivbs2aPBgwfbjTobFxdnjjiVtv6enp6qWbOmJJkBT8OGDdP69esdvqNevHhRUVFRevbZZ+0evoqLizN/xzAMQxMmTDADKdLWLTk5WdWrVzfX7fPPP1fhwoX15JNP2i2jWrVqKlWqlIoVK+Z0G1y8eFHjxo1TjRo1FBAQIG9vb3Ofp237tG0yfvx4hyASq31iJX2A1IULFzR9+nSNHDlSBQoU0IULF3T9+nV99913ZoDX2bNn9dNPP2nMmDF2x0BwcLAKFChgfofPqm9Hjx5V8+bN1aNHDy1YsCDL4CjJtWPR399fb731lubMmaOrV69m2ea0adPM0XLSq1atmjw9Pc0b9u+9957atm2rDh062O3vatWqmft76tSpOn36tD755BPL77K5se0iIiL0wAMPqFy5cvL29pa3t7fee+89h/MxICDA7rcK6ca5kD6I5JNPPtEDDzxgrmOa0NBQsy+unmeuyI31t2J1rH/55ZcqUaKEnnjiCafrZsXV61ZERISCgoIUEhJi9sHHx0fVqlVz6FvaNevixYv67LPP9NJLL1n+/pF+3dPmcfX4TElJUXh4uBo3bqxChQqZ50dsbGyW1+pp06aZowClP7bTguvS/+aUXkREhNasWaOxY8fajSKWlokgbTtHRkZKkl3QijMBAQG6du2ahgwZYgY5pefKdk7rW6lSpRz2f61atcwHLz09PeXr66vnnntOS5YssUy9aLW9UlNTtWvXLrvl7dixQ5UrV7YcKcoqmEuSw/wZl/Ppp5/K29tbzz33nMN+OX/+vC5duuTQ3/TteXh42B0fX3zxhTniXRpvb2+VKVPG3FexsbE6ffq0nn/++UyDo6Sst59hGIqMjNSjjz5qd7yXLVtWfn5+OnfunCTXrkNp65TZ+4ar2ysyMlLNmze3C7xLGyk//b0KAACAfzICpIA7kM1m06OPPmq+HjBggCZOnKilS5dqzpw5+uSTT/Twww+7NKrTb7/9Zg5VXrRoUX355ZcOf/Xq1TPrpx9tyhXpA1Jmzpyp5cuXm0FKmWnRooUef/xxffPNN1qwYIGWLl1qlxP92rVrlsuIjIzU7NmztXbtWnPo/tGjR6tHjx769NNPNWfOHK1YsUJz5swxg6IMwzDzqUdFRZn57nN7NCNXDBo0yPxhJDo6Wq1bt9a0adO0ePFiffbZZ+aTP5lJ++FJurE+gwYN0meffaa2bdsqPj7eoX6RIkXMYeMl6V//+pemT5+u2bNn2w1Lfqvcf//95jqfOnVKDz30kBYsWKD3339fn3322S1ffvo0mG+88YaWLFmid955R2+++eYtX7Zkf/xOmjRJq1ev1tq1a3X9+nV17NhRZcuWlXTjR7XOnTvr559/1vLly/XDDz9o/PjxatGihd2T2FmJjY1VxYoVNWbMGE2bNk1Lly7VwoULtWXLFrNO+vNr0KBB5vkwbty4m19hAAAAIA+lff/NmIraytWrV3XgwAF17drVrjzt8/q4cePMIIu0v40bN5pphN5880317t1b9evX15QpU7Rx40ZzBJD0D8dY3dxdtmyZJKlt27Z27aeNbuMs5Vtae5LjDeSAgAAzDdCBAwd09epVdejQwW7eyMhIVapUyS4FXeXKlc1gp9q1a+unn35SVFSU7rrrLpUrV07vvfeeOX/ayDBW7abdwN2zZ49Onjyp8PBwh+33888/m+u2fPlyde3aVT4+PnZtxcTEZDp61LVr19SiRQtNnz5dTz31lObOnavNmzfrySefVEBAgHmzOS1YIH16dOnGDfydO3dmO0Dqm2++Ua1atdSoUSMzQGrWrFlKTU01v1uvXbtWycnJdqMipc1/8eJF8+a7s74dPXpUcXFx2rp1q0JCQvThhx+6lKLNlWPRw8NDf/75p0qXLq0+ffqoePHiGjp0qOXvCGmWL1+uu+66yyHdV0xMjKpWrSp/f39dunRJf/31l1asWOGwv999911zfy9dulTNmzc301NmdLPbbuXKlWrcuLFSUlI0YcIErVq1Sps3b1bJkiUdzsdatWrZPYyXVp52TJw/f94uzVd6x48fN/vi6nnmiptdfyunT5/WqVOnHI71lStXqn379g7HVvp1s+LqdWv79u12y4yIiFD16tXtRt9OC6RJq7dmzRpdv35d999/v9PlZ7zOuXJ8StLQoUM1cuRIde7cWT/++KM2bdqkyZMnS/rv+eHsurBs2TKlpqaqUqVKduucNp+za/XKlSvl5eVlF2gi3djGkuz2Z7ly5cwg1cyk/fa5evVq1atXT1WqVLH7HdeV7Szd2D/dunVzuPbGxsaaIyYWKVJE8+bNU2pqqrp06aISJUro+eefNx96dLa9Dh48qISEBLtyq/fAtGPTKkCqSJEi5vZxdgwvW7ZM8fHxKlSokN1+6dq1q7y8vByCsTIuI31qv507d+rcuXNZnu9p770ZPzNYyWr7HTp0SJcuXVLPnj3t5rtw4YKuXbumUqVKuXwdcuV9w9XtFRkZaXk9k+QQpAUAAPBPRYo94A712muvafPmzVq5cqViY2PthoLOjvRflO+//34NHTrUoU5KSooZgDFt2jS9+eabLv0AJ0kdO3Y0R6P5888/zSCnadOm6ZFHHnE637lz5/Tdd9/pu+++s5w+cOBA8//NmzdXQECAEhISdPHiRfXq1UuS1L59ey1dulTXrl3TvHnzNG/ePMu27rnnHrtRl/JSzZo19dlnn2n48OFKSUnR1q1b7YbBz+oJJOnGk3AdO3bUkiVLJN14CnPq1Kny8fFRlSpVtH//fod5Jk6cqBYtWujKlSuKjo5W//79Jd0YgalgwYLmTYRbISQkRGPHjjWHo549e7Zmz54tSapbt67lU2+5adSoUeZxP2PGDM2YMUPSjTQRK1euvKXLlm6cI2kjor3//vt6//33Jd0IkCtTpoxm/B979x0VxfU2cPy79CYggmAFsfcoxl6w19ixa+zGEnsJ9hbsLfYWjQ01WDD2XmI3shQVBZWogAW7ItL2/YN358eygKsx0Zjncw7nwOydO3fu3Jlddp557pYtNGrUiGfPnnH06FGOHj2qV4f2yz9D3bp1S9lOWiYmJnTo0OE990IIIYQQQmTmxx9/ZOzYsRQvXlx5kANSbiCuWLGCZcuWER4ejrW1NWXLlmXcuHFUrlzZoLofPHjA+PHj2b17N48fP8bFxYXatWuzevVqpczp06f5/vvvCQsLw8PDg2XLlullkBg4cCDXr1/nwIEDH2enP1ParEOZZUHRCgkJISkpCQ8PD53l0dHRmJiYcPbs2XTXc3V1JT4+nmnTpjFmzBidBw1WrlwJoNzMffPmDTdu3NC7uRsdHU358uVZvHhxutvILANWUFCQzg1k0A/60N7ITRtolPZGdXoZPNq1a0e7du24e/cuPj4+jBo1Cg8PD2rXro1arSZbtmzKTfTU9TRu3FjZN4C9e/fqBS4ASoBMVFSU3o3Yp0+fcvToUSUDbnq2b99OSEgIt2/fVjLUQMr/fiVLltTpg+LFi+sFqYSHh/P69WuDAqRsbGwwMTHhxYsXLF68WHnQRhsgtXXrVnr27KlsQ/uwWNogIO3/ntWrV8+0bWq1GpVKxaFDh6hVqxbDhw9n3rx5mbbR0LEI4OHhwf79+3nx4gXr1q1j6NChODk5KRmB0oqKiiJv3rw6yxITE/H396dKlSpAyjVKo9GwatWqdPtUm0Xp/v37ygNC6fmrfefj40PlypXZsWOHsiwsLIzo6Gi9YJ207dRoNAQHByvflcTExKTblkePHnH16lX69++vtAXefZ4Z4q/uf3q037ekbcujR4/SDVQ7fvy4sp30GHrdUqvVOg/qpTdl6IULF4iNjVWW379/H9Df/9TSXucMGZ+RkZGsWrWKNWvW0LVrV6Wcv7+/ThahjK4L0dHRNG/enDFjxqTbpozG9KNHj3B0dNT7fvX48eNYWVkpU5UFBgbqvQdlZsCAAQwYMIDr16/j7e1N9+7dqVq1KgUKFDCon7XbTD3tG6Rce48dO8b06dOVZXXq1KFOnTo8evSIxYsXM2nSJAoWLEiPHj0y7C9tdqbU72FqtVrvwT9t0E3a9h4/flwv2xXoj+Ho6Gj69u2rTL+YmqmpaabfawcFBenUl9G5FxISwuPHj3XOvaxZsyrTcL5LZv2n3a+0AYnbt2/HyMgIT09Pg69DhrxvGNJf2uyU6V3PsmfPbtCD2kIIIYQQ/waSQUqIz5SlpSWHDx9mxYoVeHp64uDggImJCc7Oznh4eDBkyJB3BndERkZy+PBh5W9tYFFaLVq0ULIpRUVFKYE3hujRowfe3t7kzp1b7+m7zPzwww94eXlRoEABbG1tMTY2xsHBAU9PT9avX68TEJY1a1a2b99OuXLlMDc316urffv29OzZk5IlS5ItWzaMjY2xtramTJkyTJ48WQmIgZRgMK306vonfPfdd5w/f57OnTvj5uaGmZkZNjY2lChRgl69ehlUx7p162jTpg22trZYWVlRu3ZtTp48qfcFh9ZXX33FqVOnqFOnDlZWVtjZ2dGyZUvOnDljUKr+v2rcuHEsXbqUwoULY2ZmRr58+fDx8WHs2LFKGe0Thx9bnz59WLp0KUWKFMHCwoKCBQsyf/58JWDr77ZgwQLatm2Lg4NDulnLKlWqRHBwMEOHDqV48eJYWVlhaWlJvnz5qFu3LvPmzWPy5MkGb8/e3p4pU6ZQr1498ubNi6WlJSYmJuTMmZOWLVty6tQpnelDUp8T7/N0qxBCCCGESHHv3j18fHzS/Tw7YsQI+vbtS8mSJZk7dy7Dhg3jxo0b1KhRgwsXLryz7rt37/L111+zb98+vvvuO5YsWULPnj11MvY+f/6cZs2akTNnTmbNmkVcXBytWrXS+Zx35coVVq5c+c5Aiy9BhQoVyJo1a4YP4/zxxx9KtuGgoCDMzMx0pr4GyJEjB4mJibi4uFCuXDm9HycnJ54+fcrr16+VaZYAXrx4wdSpU7G0tFSm7woLCyMpKSndbTx79oyyZcumu43MPpunF3wRFBSkc1M5KCgIV1dXvf/31Gq1zs3PtOullidPHoYPHw6gTA+UXnBJXFwc169fV+rV3kTNkiVLuvumDa5ycHDg2rVrOnXNnDmTV69e6WS6Tuvu3btYWFjoBEb4+/tz5swZnbalvQmuFRoaCqB3TDJiZ2fHpk2biIuLw8vLC0gJkDp9+jRnzpyhb9++Slltm27evKks02Yja9CggXJjPaO2qdVq8ufPT5kyZfD19eWnn356Z6ZvQ8diara2tvTv31+ZQjIj6R2j1atX8+effyrHyMXFBZVKhbm5ebrHW5vV2cXFRa+u1P5q3929e1enDwBGjhwJ6AZXhIaG6h37W7du8erVK+VcyJ07NyqVSqctAFOmTMHGxobWrVsrbTHkPDPEX93/9ISGhmJra6sXhJE3b169fdu+fTt//PGHznhOy5DrVkJCAlevXtXZ/4cPH+oFVS5cuBD4X4CMNgjk6tWrGW4/7fXKkPGpzdiUemzcuXOHRYsWUaBAASVzTkbXhRw5cvDy5ct097dcuXIZfheaN29eYmJidB5IfP78OTNnzqRLly7KZ4b3OZ6pFS5cmP79+6PRaJT3e0P6OTIykkePHuk9XDlnzhzMzc11HuLUcnJyYtSoUZiamirXi4z6KygoCHd3d2X/Xrx4QXR0tF65hw8fAui098qVKxw9elTnGGc0hnPkyEF8fHy6x+Rd/Zn2PTS9c0+j0TBmzBiKFSumBPt96LFKr/+0AVKptxkXF8esWbNo27YtOXPmNPg6ZMj7hiH9pQ1aS3vtSu99XwghhBDi30wySAmRia5du+o8XfQunp6eaDQaveVubm7pLn/XNoyNjenVq5fBQTNp5cqVS+dL8YzkzJmT5ORkveUZtTltG318fPDx8Un39YkTJ6Y7bdf79m39+vWpX79+uq/VqFFD58m0zKSeZmzcuHEGrZPRcQUyDVLLrP88PDxYt25dptvNrI9cXFx0Ar+0KlSokOGXp2XKlEk3+C0iIiLd8hnt29q1azPcRkZ1aTQavvvuO70MZsOGDVN+Tz11YGY+JOtTetvWtiutj30eOzk5sXnz5kzblzt3bubMmcOcOXMyLQcZn1NaFhYWOoFn76I9J5ydnendu7fB6wkhhBBCiBTDhw+nYsWKJCUlKU/7Q0pAydKlS2ndujXr169Xlnt5eeHu7s7GjRt1AtfT06dPH0xMTLh48aLO1M2pnT17ljdv3uDn54eFhYVyIz08PFy5ITx48GB69eqlM83Ul8rKyoo5c+bQvXt36tatS8+ePcmRIwd37tzB39+fU6dOKZlKAgMDKVasGKampjp1VK9enTx58tCkSRNGjRpFrly5ePjwIRcuXKBYsWJ07doVZ2dn8uTJw/Tp07G3t+fJkydMnz4djUZDiRIllOwV2umXtm7dSlxcHFmzZqVIkSK0a9eOefPm4eXlRbdu3bC2tiYyMpJDhw4xdOjQTG9GBgYGUrduXeVvjUZDUFAQbdq0UZYFBQXp3eR89OgRUVFRSt1Pnjzh3r17ys3oAwcOMHPmTNq0aUPBggV59OgRM2bMoHjx4tSsWRNImZop7ZRRwcHBJCUlKfUWKVIEDw8PunTpwtixY8mfPz9PnjxRpsfSBq00adKEGTNm4OPjQ6VKldi3bx9LliwB9G/QplauXDni4uIYPHgwzZo14/Tp00rWXm0btH2ivYGcmvaYrFu3jgoVKuDs7JxpRhB7e3u2bt3KuHHjlLFia2vLxo0badq0qU6gVo0aNXB1daVHjx6MGzeOhIQE5s6dS3R0NDt37nxn2wICApTj0aBBA6ZNm8Z3331HkSJFqFixYrrtM2QsxsbGUr58eTp37kzp0qXRaDT8/PPPPH36NNPvZpo0aUKfPn0YOnQo33zzDWfPnmX27NnA/46RjY0NzZo1Y8iQITx79oySJUvy/Plzrl27RkxMjJLduEOHDrRq1YoePXrQtm1b4uLiOHHiBPXr16devXp/ue/KlSvH1q1bqV69Ora2tqxcuZLg4GBUKpXO1FC2trYcOnSIr7/+GjMzM8qXL09gYKBOOUtLS7y8vJgyZQp2dna4uLjg6+vLunXr+O2338iSJQtg2HkG0LdvX9auXcvr168zDKj5q/ufHltbW169eoWvry/58uUjb9685MyZky5dujBw4EBmzpxJ+fLlOXPmDFOnTmX8+PEZjjPAoOvWlStXiI+P1+mXQoUKsXfvXnr37o1Go2HBggXs27ePvHnzKpnUq1evTs6cOenUqRPjx4/HycmJkJAQoqKilPGc9jpnyPgsUqQINjY2jB07Fm9vbyIiIpg5cyYWFhY6xyij60KnTp1o3rw5ffr0oWXLlhgbG3P37l327NnDsmXLcHR0TLevmjdvzogRI+jUqRMDBw7kyZMn/Pjjj9jZ2TFjxgzgf9dgQ4LpVq1axe7du2nevDlubm78+eefTJ48mbp16yrv9Yb0c0BAACqViosXLzJz5ky+/vpr9uzZw4IFC/Dz8yNLliyEhobSpUsXOnXqRLFixXj9+jULFiwgW7ZsytjLqL/SZiW0sLDAzMyMXbt24ezsjLW1NaVLl1a+A1y9ejVt27blwoULjBkzhoSEBJ31MxrDnTp1UjLg1a5dm6SkJCIiIjhw4AB+fn4ZnmfaPk997AsVKkSFChUYOnQob9++xdLSkuXLl3Ps2DFOnTqlk5XQkKktDek/tVpN7ty5GT58OImJiahUKmbOnElsbCw//fQTYPh1yJD3DUP6KygoCHt7e53MjNq2GjKtoBBCCCHEv4VkkBJC/KdoM2qVLl2aUaNGfeLW/HesWbOGPn36cOjQISIiIrhy5QrTp09n0aJFSpn0nlITf6/IyEjlqb+FCxcqUx8IIYQQQgjDnDx5Ej8/P+bPn6/3WkJCAm/evMHZ2Vlnefbs2TEyMsLS0jLTukNDQ9m3bx8jRowgW7ZsxMXFkZCQoFfuzZs3WFhYKBmHtJ/ptFmSdu7cSUBAAJMmTfqQXfxX6tatG3v37iUxMZFevXrRoEEDJk+ejKWlpc6DKoGBgenemM6SJQsHDx4kX758DBkyhPr16zNq1Cju37+vMzXili1bSE5OpmXLlixYsIBZs2aRM2dOnRuvbm5uTJo0idWrV1O5cmXl5r2Hhwe7d+/m/v37dOrUiWbNmjFjxgyyZs2a6cMj8fHxhIaG6txAjoiI4MWLF3oZpNKbJgf+Fzig/Vu7XtasWbG2tmbKlCk0atQIb29vqlevzokTJzAzMyM+Pp6rV6+mO6WShYWFMq2jsbEx/v7+VKtWjfHjx1O/fn0GDx7MlStX8PT0VNYbM2YMnTt3ZubMmbRq1Yo7d+4wePBgsmTJQv78+TPsg9q1azNp0iQ2bdpE69atuXHjhhJYpW2btk/SO741atSgT58+TJo0iUqVKrFx48YMtwUpAVJGRkb06dNHWWZra0tSUpLetFEWFhbs27cPa2tr2rVrR+/evcmXLx+XLl1SMqVk1ja1Wq1zHEeOHEmLFi1o0aJFptNGvmssxsbGUrZsWVatWkWLFi3o3r07ycnJnD9/Xi/rUmrdu3dn6NChrF+/XglG0z6Qk7r9a9asoX379syZM4f69evTt29fJYu1VsuWLVm1ahUXLlygefPm9OjRg7CwMIoXL/5R+m7WrFlUqFCBXr16MWTIEGrWrEmbNm3Inz8/NjY2SrkFCxYomfy0088HBgbi6uqqBH0ALF++nIYNGzJkyBBatGjB3bt3OXXqlM7De4acZ5ASyFqjRo1MM6//1f1PT9u2bWnRogV9+vShUqVKHD16FEgJvp08eTLLli2jUaNG+Pn5sWLFine+Txhy3VKr1ZiamuoE5M6cORMTExOKFClC48aNKViwIHXr1tULhDlw4AB58+alX79+NG3alLVr1yrTz6V3nTNkfGozwEVERNC0aVM2btzIhg0bUKlUOteyjK4LzZo1Y8OGDVy8eJFWrVrh5eXF4sWLKVq0aIbBUZASuLh//35iYmJo3rw5w4YNo2bNmpw+fVoZZxlN0ZieXLlyERsbyw8//ECDBg3w8fGhc+fOSvCcof2sVqvJmzcv27Ztw9fXl4YNG3L8+HF2795Ns2bNgJRruJubG3PnzqVJkyYMGDAAV1dXLly4oARrZ9RfaQOkzMzMWLhwIYcOHaJq1arKg5LlypVjzJgxjBkzBnd3d1avXq1kT0+9fkZj+Pvvv2fu3Lns2rWLpk2b0rFjR9atW4enp2em51na9z0AlUrFtm3bKFasGD169KBDhw4YGRlx6dIlZYxo33sNOVaG9J9araZ379507NiRXr160alTJ3LmzMnp06d1xpUh1yFD3jcM6a/0MmSlzRAphBBCCPElUGkMSREjhBBfCHd3d+7cucP58+eVL1nE32/ZsmWZpmnv37+/TrCU+GesW7eOb7/9lubNm7Njx44Prsdo+G8fsVVCCCGEEP+s5NnffNB6SUlJlC1blkqVKrFs2TI8PT2JiYkhJCREKVOxYkVCQkJYvnw51apV49mzZ0yZMoVjx45x4cIFZeqp9CxatIjvv/+ebdu2sXjxYo4ePYqxsTF169Zl6dKlyhP+ERERFChQgBkzZtC6dWvmz5/PmjVriIqKwtjYmGLFijF06FD69+//Qfv5ORm3P5SHr96yvLVM9SKE+He4cOECnp6eBAUFUaBAgU/dHCHEJxYTE4OTkxO//fYbTZo0+dTN+WgqLDjFqFoFaFkyx6duihBCCCFEpmSKPSHEf8qtW7c+dRP+k8qXL4+XlxeXLl3iwYMHJCYm4uTkRPny5enVqxcNGzb81E38T+rSpYtk7hJCCCGE+EDLli3jzz//VLLUpmfDhg20bduWTp06Kcvc3d05ffp0psFRAGFhYQD07t2br7/+mi1btnDnzh0mTZpEnTp1CAoKwsrKCjc3N6ZPn86oUaMYPnw4lpaWrF69GisrK3x8fLCyskp3umkhhBB/v6VLlzJlyhQJjhJCACkZn8CwzGFCCCGEEOLjkwApIYQQf7uyZcuydevWT90MIYQQQgghPorHjx8zfvx4xo0bh5OTU4blsmTJQvHixalUqRK1a9fm/v37TJ8+nebNm3Pq1KlMp+d59eoVAC4uLuzZs0eZAiV37ty0b9+eTZs20bNnTwCGDx9O586duX37NoULFyZr1qxERUUxbdo0du7cSWJiIoMHD8bf3x8XFxfmzZtHlSpVPmKPCCGESM+aNWs+dROEEJ8RtVqNo6OjMnWmEEIIIYT4Z2U8IbMQQgghhBBCCCGE0DN27FgcHBz4/vvvMyyTmJhInTp1sLOzY9GiRbRo0YK+ffty+PBhbt68yaxZszLdhqWlJQBt2rRRgqMAvLy8MDEx4cyZMzrlnZ2dqVixIlmzZgVg1KhR1K5dm9q1azNlyhSOHDnCli1baN68OY0bN+bZs2cfuPdCCCGEEOJDDB8+nEePHn3qZgghhBBC/GdJgJQQQgghhBBCCCGEgcLCwlixYgUDBw4kKiqKiIgIIiIiiIuLIyEhgYiICJ48ecLJkycJCQmhadOmOusXLFiQokWLcvr06Uy3kzNnTiAl8Ck1Y2NjsmXLxtOnTzNc99y5c/j5+TFnzhwAfH19GTlyJJUqVWL06NHY2dmxe/fuD9l9IYQQQgghhBBCCCH+lSRASgjx2YiIiEClUik/4vNy/Phx5di4ubn9LXXJGBBCCCGEEJ+7yMhIkpOTGThwIPny5VN+zp8/z40bN8iXLx+TJ0/mwYMHACQlJenVkZCQQGJiYqbb8fDwULaXWnx8PDExMRlO7afRaBg4cCCDBg0if/78AERFRSkBV5ASfJW2XvHPiY6OxsjIiEOHDinL1q5dy65du/TKZrRcCCGEEEIIIYQQQrwfCZAS4j/u2bNnjB49mpIlS2JtbY25uTkuLi589dVXdO7cmfXr13/qJn6wtWvXMnHiRCZOnIharf7UzflP8vT0VIKdunbt+qmbk6GIiAhlrMyfP/8f266MUSGEEEKIf58SJUqwY8cOvZ/ixYuTN29eduzYQY8ePShUqBAAmzdv1ln/8uXLXL9+nTJlyijLYmNjCQ0NJSYmRlnm6elJ9uzZ2bhxI3FxccrytWvXkpSURN26ddNt39q1a7l79y5jxoxRljk7OxMaGgqkBGeFh4fj4uLy1ztDfBBra2vOnDlDjRo1lGVjx47lypUremUzWi6EEEIIIYQQQggh3o/Jp26AEOLTefr0KeXLlyc8PFxn+YMHD3jw4AGBgYHcvn2bzp07f6IW/jVr167lxIkTALi5ufHVV1992gaJz1ZERASTJk0CwNXVlcGDB/8j25UxKoQQQgjx7+Po6Ejz5s31lmsD7VO/VrduXX755RdevHhBvXr1iI6OZuHChVhaWup85rxw4QI1a9ZkwoQJTJw4EQBzc3NmzZrFt99+S/Xq1encuTN37txhwYIFVKtWjZYtW+q14eXLl4wePRofHx+yZMmiLG/dujWTJ08mOTmZ06dPExcXR6NGjT5Gd3xxEhISMDU1/dvqNjExwdbWlooVKyrLY2JiiIyMpFSpUjrlM1ouhBBCCCGEEEIIId6fZJAS4j9swYIFSnBU3rx5WblyJUeOHGH37t3MmDGDKlWqYGQklwlDvHnzhuTk5E/dDPEJJCcn8+bNm0/djHeSMSqEEEII8c/z9/dn8uTJXL9+naFDh7JgwQKqVKnC77//TuHChd+5fpcuXfD19SU+Pp4RI0awfv16+vTpw549ezA2NtYrP2XKFHLnzq2XvXXSpEk0btyYSZMmERISgp+fX4ZT9H0p3r59y/jx43F3d8fa2pqvv/6a48eP65QZMWIEpUqVYvfu3ZQtWxZTU1N27typV1dISAgqlYqgoCBlWa9evVCpVPz+++/Ksv79+1OlShXlbycnJ3x8fPD29iZnzpw4ODgA4OXlpQTSLV++XDkWTZo0QaVSkT9//gyXa12+fJlmzZphb2+Po6MjXbp04dmzZ8rrz549Q6VS4evry4gRI8iRIwd2dnb06tXrnf8XjBgxgpIlS7J//37KlSuHpaUllSpVIiIigocPH9KlSxfs7e3JmTMnGzZs0Fvfz8+PihUrYmVlhaurK1OnTtXZZnx8PD4+PhQtWhQrKyucnJyoW7cu9+7dM+j1xMREBg8eTIkSJbCxsSFbtmy0atWKqKgonXa8ePGCfv364ejoiL29PcOGDWPdunWYmZkRHx+vlLt58yYdO3bEyckJOzs7mjZtqjcF5ZEjR/D09CRbtmzY2NhQsmRJNm7cmGk/CiGEEEIIIYQQ4vMikQ9C/IdduHBB+X3YsGH07NmTWrVq0bhxY0aOHMnvv//Onj179NZ7+/YtP/30E1WrViVr1qyYmZmRM2dOmjRpwtmzZ5Vy2qnVVCoVERERyvLjx48ry93c3Axqa+q6rl69ire3N3nz5sXc3JzixYuzevVqpezatWtRqVRKZh6Abt26pTvV28uXL5kyZQply5YlS5YsmJub4+7uTq9evQgLC9NpQ9p237hxg5YtW5I1a1asrKx48eIFb9++ZfLkyZQuXRpra2vMzMxwcXGhUqVKDBw4kPv37xu0vxk5ePAgbdq0oUiRImTLlg1TU1Ps7OyoUKECc+fOJSEhQad8165dlTZPnDiRXbt2UbFiRSwtLXFycqJPnz68fv1abztLliyhSJEimJubU7BgQebMmfNJg2siIiJ0xkBq2uOtUqnw9PRUlicnJ/PTTz9Rvnx5bG1tMTU1xcnJCQ8PD/r06aNMMeLm5kbNmjWV9f788890x27qZUFBQQwaNIhcuXJhamrKgQMHSEpKYuDAgVSrVo1cuXJhZWWFubk5rq6udOzYUWcKvS95jAohhBBC/FcdP36ckJAQnWWWlpaMGzeOK1euEBsby7Nnz/jtt9/0Mod6enqi0WiU7FGptWvXDrVaTVxcHPfv32fhwoU62aFSmzlzJhcvXtT7zGxtbc0vv/zC06dPuXbtGvXr1/9L+/q5e/v2LfXq1WPjxo1MmDABf39/ChcuTMOGDXUyKAcGBvLgwQNGjRrFsGHD2Lt3r860d1r29vYAvHr1CoDHjx+zceNGbGxslKCkV69esX79egYMGABAVFQUMTExLFy4kOjoaH7++We2bduGSqUiMDBQyQrVuHFjhgwZgrW1NWfPnuXs2bP89ttvGS4HOHHiBJUrV8bY2JgNGzawcOFCjh8/Ts+ePZU2a4O5Jk6ciKmpKevXr2fo0KGsWrWK7du3Z9p/gYGBPH78mMmTJ+Pt7c2aNWu4evUq/fr1o0GDBpQsWRI/Pz+KFy+u9z/l9OnTad++PdWrV8ff359BgwYxdepUlixZopQZOHAgq1atYuTIkezbt48lS5YoAVyGvB4VFUVSUhITJkxg7969LF68mNDQUPr06aNsIyEhgfr167N3715mzpzJ5s2buXDhAhMmTKBYsWKYmZkBEBoaSrly5bh37x4rVqxg3bp13L59mxYtWqDRaAD4/fffady4MZUrV2br1q38+uuveHl5/W2ZxoQQQgghhBBCCPH3kCn2hPgP0365CCkBMc7Oznh6euLs7KwsT/vF+5MnT6hTpw4BAQE6y6Ojo9mzZw916tShUqVKf2u7vby8uHr1qvL31atX6dmzJw8fPsTb29vgeu7fv0/16tX1gkxu377NqlWr2LRpE/7+/tSpU0dv3WfPnlG1alUePXqks7x3796sW7dOZ5l2ysJz587RoUMHXFxcDG5jWkePHuXXX3/VWfbixQsuXLjAhQsXOHnyZLpPPANs3LhRmUYOIC4ujhUrVqBSqVi2bJmyfMKECUyePFn5Ozw8nOHDh1OmTJkPbvenMGnSJJ39gJQpKmJiYrh8+TI1a9akSJEiH1R369at9cZNQkICCxcu1Ct7584dNm3ahJ+fHydPnqRChQoGb+ffOEaFEEIIIYT41H788UdCQkIIDg4mZ86cANSoUYP9+/ezadMmxo8fD6QEApmZmXHmzBmd/4/TShsgtXLlSjw8PEhMTFQCpLQBU61bt1bqhpT/HVL/n/D69Wtu3rypBEjlzp2b2NhYSpYsqTPtHpDu8tevX9O+fXtatGiBr6+vstzS0pIWLVrw/Plz7OzslAApb29v5QGMOnXqsHz5cm7cuJFp/wUGBuLk5MTRo0exsLAAYM+ePWzcuJEDBw5Qt25dAMzMzKhRowZ37tyhaNGi/PHHH4wePZqlS5cqwUp169blzp07/PzzzwwYMIDk5GQ2bNjAypUrad++vbJNLy8vgHe+DikZsLV9qtFoSEpK4smTJ4wbN04pM3fuXK5fv05wcDC5cuUCoGDBghQoUIBvv/1WWbddu3aUKFGCI0eOYGKS8jWpq6srZcqUITg4mFKlSrFx40Zq1KiBj4+PUn/Dhg0z7UMhhBBCCCGEEEJ8fiRASoj/sMaNG7N582YArl+/Trt27QDIlSsX1apVo3379nzzzTc6Tx8PGDBACY4yMzNj0KBBeHp68vLlSw4dOoS5ufnf3u7IyEgWLVqEq6sry5YtU7JcjR8/ng4dOtCoUSNOnTrF999/r2TtGT16tPIFpjYArF+/fkrgibOzM9OmTcPBwYHZs2fz+++/ExsbS8eOHbl16xbW1tY6bXj+/Dn29vbMnz+fYsWKce3aNczNzdm2bRuQEnw2f/58XF1defjwIaGhoezZs+cvT1lYvXp1cuXKRd68ecmSJQsqlYro6GgmTJhAeHg4/v7+XLx4ka+//lpv3fDwcNq3b0/Hjh3Zs2cPS5cuBWD16tXMnj0bGxsbbt++zY8//qis07x5c3r27Mm1a9cYO3bsX2r7P017LExMTJg3bx7Fixfn8ePHhIeHs3//fuVpXz8/P86ePcvAgQMBcHFx0QlCy5Ejh17dN2/eZNiwYdSpU4eYmBjy58+PiYkJ48aNo0iRIjg4OGBpaUlsbCyHDh1i3rx5xMfHM3nyZPbs2fNFj1EhhBBCCCE+paSkJJYsWcJ3332nBEcBmJqakjt3bmXqtAcPHvDw4UMWLVqUaXAUgI2NDSYmJrx69Uqpf86cOaxatUoJkFq6dCm9e/dW/s8ICgrC1NSUKVOm6NQVEhJCcnKyEiAFKQFJpUuX1ttuesvXr1/PgwcPmDp1KomJicpy7ZSNd+7coWTJkgQFBZE7d24lGAhSAoKePXuGo6Njhvuq7Zfp06crwVGQEphVsWJFJThKuwxQpg6cNWsW7u7udO/eXadtRYoUYf369crflpaW+Pj4YGlpSf369bG0tNRpw7tev3nzJlOnTuXEiRPcvXtX2VbevHmV/fzpp5/o16+fEhwFkC9fPlQqlZLB7cCBAwQGBnLs2DEApZ5ChQoBKdmFS5UqhZWVFSdOnGDGjBl06NCBPHnyZNh/QgghhBBCCCGE+HxJgJQQ/2GdOnXi3LlzLFmyREkdDykBSJs3b2bz5s00a9aMHTt2oFKpeP78uU7gyKxZs5SgEoC2bdv+I+328fGhX79+ANSuXRtXV1cePXpEYmIi27dvZ8iQIWTPnl3nS+6CBQtStWpV5e+nT5/i7++v/L1kyRJatmwJQJUqVcibNy9v3rzh4cOH7N27V+dpVa1169bxzTffAChfEtvZ2fH69Wusra0pVKiQMo0ZpGRm+qs8PT0JCAhgypQphIWF8fLlS51jB3Du3Ll0A6SKFy/Oxo0bUalUNGzYkF9++YXY2FgSExO5ffs2JUuWZPv27SQlJQEpATlbtmzBzMyMxo0b8+jRI2bOnPmX9+Gfoj3+pqamFCpUiLJlyyrLfvjhB6VcuXLllCfBAczNzXXGSnoGDx7M7Nmz9ZY3aNCAefPmcf78eR48eEB8fLzO6+fOnQMge/bsX+wYFUIIIYQQ4lMKDg7m8ePH1KtXT++1e/fu0aJFC+B/GZ4aNWpkUL12dna8evWKHTt2oNFoaNGiBVu3buXZs2ecPXuWq1evsm/fPqV8YGAglSpVUrJPpV5uZWVFgQIFgJSMScHBwXTp0kWnXEbLjxw5QnJysrJ+Wra2tkBKgFbt2rV1HngKCwvjzZs3lCxZMsP91PZLrVq19JZ36NBBZ1lISAhOTk7KAx5HjhwhJiZGmb4uNTc3NwCMjIzYv38/Y8aMoU2bNlhYWNChQwdmzpyJra3tO1+/du0aFSpUwMPDg0mTJuHq6oqVlRXfffcdTk5OAFy7do2oqCgaNGig04bo6Gg0Go0SIHXkyBEAnSnX0+vLSZMmodFomD17Nt7e3lSpUoVZs2bpZfwSQgghhBBCCCHE503SRAjxH7do0SKuXbvGlClTqFevnt6Ts/7+/mzZsgWAGzdu6DwFqg3W+KelDiKxtLTEw8ND+TvtVGQZCQsLIzk5Od06HR0dladvAUJDQ/XWNzc3p0mTJnrLv/vuOwCioqKoUqUKNjY25M6dm2bNmin9+KE0Gg2NGjVi7Nix/PHHH7x48UIvOApSAmvSU6tWLeXLcSMjI7Jmzaq89uTJEyAly5SWh4eHzhfbVapU+Uvt/6dpj8WbN2+oX78+9vb2ODs7U79+fVasWKEzlt9Xq1at9JYdOnSI6tWr4+fnx927d/WCoyDjY5Oef+MYFUIIIYQQ4lPTTjGddtrokJAQHj9+TPXq1YGUgJ+sWbOSL18+g+q1t7fn1atX/PTTT/Tt2xcTExNsbW159uwZS5cupVWrVjrZZwMDA3X+V029vESJEkrm1vDwcF6/fq2XKSqj5dHR0TRv3pyLFy+m+5MnTx6Sk5MJCQlRAoFSb9vIyOidAVJZs2bF1dVVWfby5Utu376dbn3a9iUkJBATE8OUKVPSbdfevXuV9Tw8PNi/fz8xMTH4+Pjw888/M2vWLINenzdvHs7Ozhw6dIjOnTtTvXp1ChcuTEhIiNKWqKgoIOXBlNSOHz8OoOxHdHQ05cuXz7AvtdOj29jYMHfuXB4+fMixY8d4+vRpug+oCCGEEEIIIYQQ4vMmGaSEEBQuXFiZPi0pKYnDhw/Tvn17JZjj/PnzyvR7Hyp1MIr2C+t/M2dnZ50ncbXGjRvHV199xbZt2wgKCiIsLIzIyEgiIyPZtWsX9+/fZ9CgQR+0zbNnz3LixAkAjI2NmThxIpUrV8bMzIzJkydz6NAhAJ2gmtS00x5omZj87y0gvUCrz0navk5MTFTan9F46ty5M66urmzatImAgABu3LjBw4cPOXjwIAcPHuTatWvMmzfvg9qT3rR7s2bNUrJvlS9fnpEjR+Ls7My9e/do37498M/286cYo0IIIYQQQnxq2mnWbt68qTxUoNFoGDNmDMWKFaNGjRpASoal9Ka1y4i9vT2///47Fy9eVKattrW15ebNm+zfv1/JRgTw9u1bbty4wciRI/XqCQoK0pleT/uwQ9GiRXXKZbQ8R44cPH36lHLlymXY1rCwMF6/fq0X0KRWq8mfPz82NjYZrptevwQFBaHRaPSWBwYGUr9+fSAlc6926r7M2paara0t/fv3Z+bMmek+wJLe63fv3sXd3V3n/9nx48fz9u1bpX3ZsmUDUoLMtNPlxcXFMW3aNFxdXZWsXjly5ODixYuULVvWoKnGVSoVNWrUoEWLFqxatcqgfRRCCCGEEEIIIcTnQzJICfEfduzYMZ49e6azzNjYmPr16ytPSsL/Am4KFSqEsbGxsnzHjh16daYOAEmdoejevXvK77/99ttfavfp06eV3+Pi4rh8+bLyd+ppBlJ/wZk2aKhgwYI6r6eu8/Hjx1y/fl35u0iRInptSC/wBFL2/5tvvmHt2rVcvnyZFy9esHXrVuV1X1/fTPctM3fu3FF+/+qrrxg7diy1atWiYsWKOq/9Ffnz51d+v3z5MgkJCcrfZ86c+Sjb+BCpxxLojqfdu3enu45Go6F69eosW7aM8+fP8/TpU86fP6+8nvpYZDZW0pPe8U99DMaNG0erVq2oWrVqppmqvrQxKoQQQgghxKdWqFAhKlSowNChQ9mxYwf79++nZcuWHDt2jE2bNimfsQMDA/UCiDJjb2/P1q1badeunTKVm62tLb/99htFixalcuXKStkrV66QmJioV79Go9ELkNJO47Zu3TrOnTvH7du3M13eqVMnjhw5Qp8+fThw4ACHDx9mzZo1tG7dmpiYGCAloAlIN0DqXUFh6fVLYGAgNjY2Ov8vvn37ltDQUJ36OnXqxLRp05g+fTrHjh1jz549/PTTT3Tv3h2A2NhYSpQowYwZM9i/fz/79u2jTZs2PH36lK5du77zdUgJvjp27BjLli1j//79dOvWjZ07dwIobSlRogSurq4MHTqUnTt38ttvv1GvXj2io6MpU6aM0t527dpx8+ZNvLy82L17N8eOHWPDhg18++23ylSDvXv3pm/fvmzdupXjx48za9Ys5s6dy/fff6/UU7JkSSVQTAghhBBCCCGEEJ8vySAlxH/Y6tWr2b59O02aNKFmzZrkz58flUrF77//rmQjAqhUqRIAdnZ2eHl5sXnzZgBGjBhBZGQkNWrU4NWrVxw5coTSpUvTt29fIOWLaW1ASv/+/enfvz9//PEH69ev/0vtHj16NJDyZPDy5ct5+PAhkBLclXraP+1TowC//vorbm5umJmZUbhwYZycnGjWrJkS5NW/f3+eP3+Og4MDc+bM4c2bNwA4OTnRqFEjg9tWtWpVihQpQqVKlciZMyempqbs379feT0uLk75fe3atXTr1g2AGjVqKOn+M+Lu7q78HhQUxJIlS8iXLx8rVqzQCZb5K1q2bMmoUaNITk7m/v37tGvXjh49ehAaGsqCBQs+yjY+hK2tLc7Ozjx48ABI+eK9Y8eOHDx4kJMnT6a7jpeXFyYmJnh6epIrVy6sra05ePCg8nrqY5F6rERFRbFu3Trc3d31pnDMjLu7u3Ic5s2bh6mpKTdv3lSys6Xncx+jQgghhBBC/NuoVCq2bdvG999/T48ePQCoWbMmly5dUrIJxcfHExoayrBhwwyu197enqSkJJ3AGFtbW5KSkhgwYIBO2cDAQMzMzChWrJjO8oiICF68eKETIFWjRg369OnDpEmTePr0KVOmTGHs2LEZLm/WrBkbNmxgzpw5bNy4EVNTU/Lnz0/Dhg2VDE5BQUE6mZJSt0v7/3p6MuoX7bSAqR/CuHr1KomJiTr7Mm3aNGxtbVm9ejUTJ07E3t6e4sWLK8chNjaWsmXLsmrVKu7du4e9vT2VK1fm/PnzFC5cmJiYmExfBxg1ahRhYWEMHz6crFmz0rVrV4YMGcKoUaOUMqampmzbto0+ffrQvn17ChYsiLe3NxMmTKBatWpKez08PNi9ezdTpkyhU6dOJCcn4+rqSu3atZWxUrRoUTZv3szmzZtJTEykcOHCLFu2jM6dOwMp/z9du3ZNAqSEEEIIIYQQQoh/AZXmc59XSQjxt+nUqRMbN27MtEz16tU5evSokjnq8ePH1KpVS3kiNa158+YxePBgADZt2kTHjh31ypQoUYKQkBAAXF1diYiIAFK+LM6XL59SLvXlKfUXsWXKlCEgIECvXu0XxlorVqygT58+euXWr19Pp06duH//PtWrVycsLCzdfbGysmLnzp3UrVsXgOPHj1OzZk29dqdWpEiRTIOV5s6dy5AhQ4D3D5BKTk6mWrVqepmcrK2tKVasGBcvXgRgwoQJTJw4EYCuXbvyyy+/6C0HcHNz488//wRSsol5enoCMHbsWH788Ue97RcuXFjZt4z2Py1PT09lWsBvv/2WtWvXAhn3ZWZjwMfHhzFjxuhtI/V4St2PDRo04MCBAxm2beDAgUrQV1JSEm5ubjqZqSAlo1Z4eDigOwZv376Nm5ubTtn9+/fTsGHDdPsg9bFNvU+f+xg1lNHwv5YVTgghhBDiU0qe/c2nboIw0Lj9oTx89ZblrQ2fGk8IgM2bN9OtWzdu3bqV7pTpQgghhPhwFRacYlStArQsKe+xQgghhPi8yRR7QvyHTZw4kQULFtC8eXOKFi2Kg4MDxsbG2NvbU6lSJebMmcPBgwd1ptXLli0b58+fZ+7cuVSqVAk7OztMTU3JkSMHjRo10pmar0OHDsyaNQtXV1dMTU0pWLAgc+fO/cuZiHx9fRk7dix58+bFzMyMokWLsnz5cr1MPT169MDb25vcuXPrTFWm5eLiwqVLl5g0aRJfffUVVlZWmJmZ4ebmRo8ePQgICFACTwz1ww8/4OXlRYECBbC1tcXY2BgHBwc8PT1Zv369TuBJUlKS8ruFhcU76zYyMsLf35+uXbvi7OyMtbU1NWvW5Pjx43pPJv8VU6dOZeHChRQqVEjpj4kTJ7Jw4cKPto0PMXLkSEaNGoWLiwtmZmaUKlWKdevWZfjUd9++fencuTNFihQha9asGBsbY2dnR8WKFVmwYAHz5s1TyhobG7Njxw6qV6+OlZXVB7WvQYMGbNu2ja+++gpLS0vy5s3L+PHjWbFiRYbrfO5jVAghhBBCCCH+bU6dOsXUqVM5cOAA+/fvZ/jw4XTt2pUff/xRgqOEEEIIIYQQQoj/MMkgJYT4V3hX9p5/o759+7Js2TJUKhUnT56katWqn7pJQnwQySAlhBBCiH8zySD17zFufygPXr5lhZdkkBIZO3DgAEOHDuX27dsAlCpViqFDh9KmTZtP3DIhhBDiy1R+/kl+qF1QMkgJIYQQ4rNn8qkbIIQQ/1WHDx8GUgKlJDhKCCGEEEIIITJnZmxEfGLyp26G+MzVr1+fK1eufOpmCCGEEP8J8YnJaABzY5mwRgghhBCfP/nEIoQQn8CdO3cIDw8nb968TJ8+/VM3RwghhBBCCCE+e3YWJjyJTfjUzRBCCCGEEP/vSWw8ALYWko9BCCGEEJ8/CZASQohPIG/evGg0Gv7880+yZMnyqZsjhBBCCCGEEJ+90jltiX4Zx+3HsZ+6KUIIIYQQAjjz51OMVCpKuMh33EIIIYT4/EmAlBDiX0Gj0Sg/bm5un7o5QgghhBBCCCH+YZVcHbAyNeZw2KNP3RQhhBBCCAEcuvEIj9x2ZLUy+9RNEUIIIYR4JwmQEkIIIYQQQgghhBCfPTMTI6rnz8b24Ggin7/51M0RQgghhPhPOxPxhMv3nlOnkNOnbooQQgghhEEkQEoIIYQQQgghhBBC/Ct8XyUflqbGfOcXxN1nEiQlhBBCCPEpnL79hBG/XaVKPge+Keb8qZsjhBBCCGEQlUaj0XzqRgghhBDi38to+G+fuglCCCGEEB8sefY3n7oJ4j09fPmW77YFEfk8Do/cdtQp5ERx5yxkMTfBxEj1qZsnhBBCCPHFeZuUzPM3CVy4+4wjYTHcePSKau7ZmNG4KKbGkotBCCGEEP8OEiAlhBBCiL9EAqSEEEII8W8mAVL/Ti/iEjgSFsOhG4/4495zkuXrLSGEEEKIv52lqTHV3B2oU9CJqvkcJDhKCCGEEP8qJp+6AUIIIYQQQgghhBBCvA9bC1NalMxBi5I5eP4mgcjncbyKTyQxWQKlhBBCCCE+NjNjI2wtTHDNaom5ifGnbo4QQgghxAeRACkhhBBCCCGEEEII8a9lZ2mKnaXpp26GEEIIIYQQQgghhPiMSe5LIYQQQgghhBBCCCGEEEIIIYQQQgghxBdLpdFoJPe4EEIIIYQQQgghhBBCCCGEEEIIIYQQ4oskGaSEEEIIIYQQQgghhBBCCCGEEEIIIYQQXywJkBJCCCGEEEIIIYQQQgghhBBCCCGEEEJ8sSRASgghhBBCCCGEEEIIIYQQQgghhBBCCPHFkgApIYQQQgghhBBCCCGEEEIIIYQQQgghxBdLAqSEEEIIIYQQQgghhBBCCCGEEEIIIYQQXywJkBJCCCGEEEIIIYQQQgghhBBCCCGEEEJ8sSRASgghhBBCCCGEEEIIIYQQQgghhBBCCPHFkgApIYQQQgghhBBCCCGEEEIIIYQQQgghxBdLAqSEEEIIIYQQQgghhBBCCCGEEEIIIYQQXywJkBJCCCGEEEIIIYQQQgghhBBCCCGEEEJ8sSRASgghhBBCCCGEEEIIIYQQQgghhBBCCPHFkgApIYQQQgghhBBCCCGEEEIIIYQQQgghxBdLAqSEEEIIIYQQQgghhBBCCCGEEEIIIYQQXywJkBJCCCGEEEIIIYQQQgghhBBCCCGEEEJ8sSRASgghhBBCCCGEEEIIIYQQQgghhBBCCPHFkgApIYQQQgghhBBCCCGEEEIIIYQQQgghxBdLAqSEEEIIIYQQQgghhBBCCCGEEEIIIYQQXywJkBJCCCGEEEIIIYQQQgghhBBCCCGEEEJ8sSRASgghhBBCCCGEEEIIIYQQQgghhBBCCPHFkgApIYQQQgghhBBCCCGEEEIIIYQQQgghxBdLAqSEEEIIIYQQQgghhBBCCCGEEEIIIYQQXyyTT90AIYQQQvy7GQ3/7VM3QQghhBDiH5U8+5tP3QQhhBBCCCGEEEIIIcR7kAxSQgghhBBCCCGEEEIIIYQQQgghhBBCiC+WZJASQgghhBBCCCGEEP8pD1++5f7Lt7x8m0iyRvOpmyOEEEII8a9jZWZMVktT8jlYoVKpPnVzhBBCCCHeSQKkhBBCCCGEEEIIIcQX79Grtxy4/ogjYY8Iuf/yUzdHCCGEEOKL4JLFnFoFHalfKDvFXLJ86uYIIYQQQmRIAqSEEEIIIYQQQgghxBft1uPX9N0WxKu3SVR2c2Bqw1wUdLTGxswEYyPJeCCEEEII8T40aIiNT+L+y7ccC3/M/tCH+F6OZGzdQjQt7vKpmyeEEEIIkS4JkBJCCCGEEEIIIYQQXyxtcJSjtTmbO5Ugq5XZp26SEEIIIcS/nzXkzWpF+bxZGeGZn5nHw5l66AaABEkJIYQQ4rMkAVJCCCGEEEIIIYQQ4os1/Wg4dhamLG5ZEntL00/dHCGEEEKIL46RkYpRNQuQmKzB53AYnvmzYWshn7uEEEII8Xkx+tQNEEIIIYQQQgghhBDi7/D4dTzqyOd0LJtbgqOEEEIIIf5GKpWKvpXcSNZoOH7z8adujhBCCCGEHgmQEkIIIYQQQgghhBBfpKPhMRipVHjmz/apmyKEEEII8cXLZm3GV7nsOHTj0aduihBCCCGEHgmQEkIIIYQQQgghhBBfpMCoFxRzyYKdZI8SQgghhPhHVHZzICjqxaduhhBCCCGEHgmQEkIIIYQQQgghhBBfpBdvE3GwkuAoIYQQQoh/ioOVKbEJSSQlaz51U4QQQgghdEiAlBBCCCGEEEIIIYT4Ir1NTMLcxLCvvzQaDatWraJ8+fJYW1tjbW1NwYIF6d69O0+ePHmv7e7evRuVSsWzZ88+oNUZi4iIYOLEibx48XlkZShcuDDe3t5/S91JSUlYW1uzfPlyABISErC1tWXlypVKmZ07d7Ju3boP3sbZs2dRqVRcv379L7f332z+/PmcPHnyo9QVExND69atcXR0RKVSMWvWrI9S79/JxcWFOXPmZFom7TkdHR2NkZERhw4d+qht0Wg0TJ48maCgIJ3lf9f2PiVfX1+MjY2JjY1973XTXnuKFCnCmDFjPmbzAHB0dGT+/Pkfvd7P0cuXLzEyMmLnzp3vtd7f1fcZWbRoEQ4ODv/Y9t7Xh/ZjRv7O99m/YsOGDRQtWhQLCwuyZMmCRqMbCKX97PU2MelTNE8IIYQQIkMmn7oBQgghhBBCCCGEEEL8XVSoDCrXrVs3/Pz8GDx4MJMnTyYxMZFLly7xyy+/YGVl9V7bDAgIwNXVFXt7+w9occYOHz7MzJkzGT9+/Eet90O8evWKsLAwvvrqq7+l/tDQUGJjY5X6k5OTOXjwIMWLF1fKzJ49m+LFi9OlS5cP2sbly5eVQLj/qri4OEaMGPGXAs1SGzx4MMHBwaxbtw4HB4fPvm+jo6N58OABZcuWzbRc2nPa2tqaM2fOvHO993Xz5k0mTJhA3bp1dZb/Xdv7lC5fvkyhQoXe+/qa9tqj0Wj45ZdfyJ8//0dt3927d3n8+PHfdo373KjVajQazXvt79/V95kJCAj4rI/Jh/RjRv7u99kPdf36dbp27coPP/xAw4YNsbGxQaXS/axl2CcvIYQQQoh/ngRICSGEEEIIIYQQQoj/tOPHj/PLL7+wadMm2rdvryxv0qQJEyZM0Lvx9y5qtfpvuaGpVqspXrw4RkafPin8x7wJnJ6AgACMjIwoWbIkAObm5lSsWFF5XaPREBQUpHO8PmQbJUuW/Cz681MJCQkhMTGRUqVK/eW6EhIS2LlzJ3PmzKFRo0Z/uS4TE5P3Pvfel1qtBnjnOE57Ttva2uqMx4/ZHpVKpYz7v3t7n9KHBrqkvfaoVCoqVKjwcRuH4WPjS6FWq7G3t8fNzc3gdf6uvs+MWq3G09PzH93m+/iQfsysrr/zffZDbdu2jezZszNlypS//RothBBCCPGx/Xf/+xdCCCGEEEIIIYQQgpQAKYBatWrpvZb25t/Nmzfp2LEjTk5O2NnZ0bRpUyIjI3XKpBcg5efnR8WKFbGyssLV1ZWpU6eSnJysUyY6Opp+/fqRJ08eLCwsKFiwoDJFWY4cOVi8eDGXLl1CpVKhUqlYv359hvu0ZMkSKleuTLZs2bCxsaFy5cqcPXtWp0yLFi1o2bIl27Zto2zZslhZWfH1118TGhqqU+7Ro0d07doVe3t7smfPzrx58wzOvnT06FFq166NjY0NOXLkYPDgwbx9+1anzK1bt2jZsiU2Nja4urqyadMmLl++TOHChZXsMiNGjFD69MCBAxgZGfHy5UsGDBiASqXCwsKCxMTETNtRoUIFLC0t8fDwICAggMuXL1OmTBmlTHJyMvPnz6do0aJYWVlRokQJ/Pz89OoKCwujc+fOODs7Y2lpSfHixZUMTOfOnUOlUun1Yc+ePalatary9+LFi7G1teXChQvUqFEDKysrSpYsyeXLl3n16hUDBw4ke/bsODo6MnPmzPfu18DAQFQqFUePHqVXr15ky5aNbNmy6WQf8/b25uuvvwagRIkSqFQqateuDaSMxd69e+Pq6oqFhQV58uShc+fOGfbvlClTMDMz4/Xr13z33XeoVCrmzp0LpGQDa9myJQ4ODjg6OtKpUydiYmJ01ndycsLHxwdvb29y5syZ6RRaVatWpWvXrgwbNozcuXNjbW1N3bp1uXPnjlJm8+bN6U7fVqdOHTp16qT8rVarcXNz4+LFi3z99ddYW1tTsWJFvSnu0p7TXl5eNG/eXKdMZuMC3n1Otm/fHi8vLzQaDVmyZEGlUtGjR48Mt3fu3Dnq1auHra0tOXPm5Pvvv9fZ32fPnqFSqfD19WXEiBHkyJEDOzs7evXqpXftSev27dt07tyZfPnyYWFhQe7cuRk+fLjOOWbIGNPaunUrJUuWxNLSkho1ahAREUFAQIDO+ZceQ649ixcvJmvWrMo6Go2GpUuXUrp0aWxsbHBwcKBq1apKwFN4eDgqlYqVK1fSsGFDsmTJgrOzM6NHj9aZJkytVutkDUtMTGTw4MGUKFECGxsbsmXLRqtWrYiKilLWKVeuHB06dNDbj9GjR+Pq6sqbN28y3V8tQ7YFkDt3bkaOHEnPnj3Jnj07tra2tG7dmqdPnyplDh8+jEql4tdff6VatWpYWVmRJ08efvrpJ5261Go1pUuXBv43peSNGzf0joe9vT1LlixJt+/fZ0ysX7+eYsWKYWlpSbVq1QgLC8PCwoK1a9dm2i9XrlzRGTeHDh0iW7ZsDBgwgMTExPdqw969e6latary3jNx4kSdMe7o6KjTTxs3bkSlUjF16lRl2a+//oqNjY0y/WbqftS6fPkyzZo1w97eHkdHR7p06aI3Ba+h77P79u2jXLlyWFpaUqZMGS5evEjBggWZOHGiUkaj0bB8+XJKly6tfJZYsWJFhv1qaJ8kJiZibm7OmDFjlGk/7ezsDKpXCCGEEOJzIQFSQgghhBBCCCGEEOI/zcbGBkgJGAkLC8uwXGhoKOXKlePevXusWLGCdevWcfv2bVq0aKHcWH/x4gW3b9/WCaaYPn067du3p3r16vj7+zNo0CCmTp2q3GSGlIAEDw8PTp8+zZQpU9i9eze9evXi+fPnAOzcuZMsWbIwaNAgzp49y9mzZ2nWrFmGbb127Rq9e/fGz8+PrVu34ujoSLNmzYiLi1PKBAYGEhAQwLJlyxg3bhwbNmwgKiqK4cOHK2VevHhB9erVuXLlCqtXr2b16tWsWrWKhQsXUqpUqUyzL23atIl69erh7u6On58fkydPZt26dYwZM0Ypc/fuXSpXrsyrV6/YsmULM2fOxNvbmx07duj0YWBgoJLlqGzZskrQ0MGDB5X+MDFJP1n+3r17qV+/Pl9//TV79uyhY8eOtGnThitXruhM09WpUyd8fHwYOHAgu3fvpl69erRp04ZTp04pdV28eBEPDw/u3bvHvHnz8Pf3p1WrVspxUqvVWFpa6gWOpW6/9m8TExP69OlD79692bx5M8+fP6dPnz40adIEW1tbNm3aRIMGDfjhhx+4devWe/VrYGAgkDLlXYECBdi6dStt27ZlypQpXLp0CUgJ2mrXrh0FChRQ+nDFihXEx8fToEEDwsPDmTdvHvv372fSpEmZBi116tSJ8ePHY2xszKlTpzh79izffvstly5d4uuvv8bY2BhfX1+WLVvG2bNndTJ/RUVFERMTw8KFC4mOjubnn39m27Zt6WYm0WYO+/XXX7l58yarV69m4cKFXLp0id69eyvl1Go1+fPn15u+Le1xCAgI4M2bN0yYMAFvb282btzI48ePad68OfHx8UD653Taet41LuDd5+S4ceOoUaMG1apVU47HpEmT0t3e7t27qVatGu7u7uzYsYNp06axZcsWBg4cqJTRBnlNnDgRU1NT1q9fz9ChQ1m1ahXbt2/P8Fhq21qgQAEWLFjAwYMH8fb2ZuXKlSxYsECnDyDzMQawYsUKOnfuTPPmzdmzZw/Vq1enXr16PHnyJNPMOIZeewIDA3Uybs2YMYPx48fTp08f9uzZw+rVqylVqhSWlpbA/zJDeXt7K9fkVq1aKX2olTbDVVRUFElJSUyYMIG9e/eyePFiQkND6dOnj1KmYsWKXLx4UWc/bt++zdy5c5kxY4bShncxZFsxMTFERkayePFiNBoNvr6+TJ48md9++w1vb2+lnDYr2ZAhQ2jXrh27du2iQoUKDBo0iHPnzqW7v9psZWn3ZezYseTOnVtpR9q+N3RMLFq0iG7duvHNN9/g7+9PjRo1qF+/Pm/fvs10TFy9epW3b98qAVJz5syhadOm+Pj4sGjRIkxMTAxuw9KlS2nWrBnVq1dn165djBgxglmzZjF9+nSljL29Pa9evVL+/umnn3SCobT1dOzYUQmkSztuTpw4QeXKlTE2NmbDhg0sXLiQ48eP07NnT6WMoWPd39+fJk2aULZsWXbs2EHnzp1p27YtEREROtvs168fw4YNo02bNuzevZv27dvz3XffsXv37gz71pA+0Wg0nDhxgpw5c9K9e3fOnj3LyZMnM61TCCGEEOJzI1PsCSGEEEIIIYQQQoj/tO7du7NlyxbWrFnDmjVrKFCgAG3atGHQoEFkz54dSLkx2K5dO0qUKMGRI0eUYBxXV1fKlClDcHAwpUqV0psS548//mD06NEsXbpUuamszXbz888/M2DAADQaDW3atCFfvnwcO3YMMzMzICXbjZarqysvX76kYcOGBk21tXDhQuX3xMREXF1dKVGiBGFhYZQsWZKXL18SERGBp6enkpEJ4NKlSzpZk3744QfevHnDxYsXlUAyOzs7atSoQd26dTPcfmRkJD179mTEiBFMmzZNWf769WsmT57M7NmzAejTpw9ubm7s3btX6dO3b9/y7bff0rdvX2W9wMBA6tWrB6RkG0pKSsLFxSXTNmi317VrVwYNGqRss1atWoSEhLBmzRrlOK1Zs4Zt27Zx6dIl5YZ/rVq1OHz4MGvWrKFatWq8efOGli1b0qBBA7Zs2aIE8GjbBSnBCMWKFcPY2FhZlpSUREhIiJINSLs/ZmZmHDx4ECcnJyAlGGHq1KmsXLlSuXleqFAhNm7cyPXr13F3dze4X4OCglCpVMyfP1/JjFatWjWWLl3KjRs3KFeuHPnz5+fp06eUK1dOZ0ydP3+eoKAgoqKiyJEjB8A7p7TKly8fb9++pWDBgkqmrISEBNq1a0eTJk3w9fVVyhoZGdGqVSvu3LlD3rx5lYCG1q1b64zb9Ny8eZOXL1/SuHFjduzYoRyDyMhIJk2aRGJiIiYmJqjVar1pA7WBWKmXq9VqrKysOHz4MNbW1gBYWlrSoEEDAgICqFChgt45/fr1a27evKnUY8i4gHefk8WKFeP+/fu0aNFC53ik3d6TJ0/o3Lkzw4cP1xkDjx8/xtvbm2XLlmFiYqIESHl7e9O1a1cg5ZqyfPlyvcxAaTVq1EiZJjE5OZnKlStz8uRJzpw5w7BhwwDDxtjdu3cZOHAgc+bMYcCAAUDKeXX69GnCwsIyDYYx9NoTGBioZEID+OWXXxg6dCj9+vVTlrVo0UL5XRsgtXTpUry8vACoWbMmBw8eZN++fbRr104p16VLF2W9vHnzKsdQo9GQlJTEkydPGDdunFKmUqVKLF68mKdPnyqZlUaMGIGHh4dSryEM2ZZ2P7p27crixYsBqF27NsHBwezbt0+v3Pbt2ylfvjwAlStX5sCBA+zbt4+KFSuSkJDA1atXlQA7R0dHChQowIULF+jYsaPSz6tWrWLfvn3K9S1t3xsyJu7cucOwYcNYuHChco2vV68eJ06c4N69exQrVizDftEGoLq6utKpUycOHDjA/v37qVGjxnu14fr16wwaNIhFixYp78u1atXixo0b/Pzzz4wdOxbQDZA6d+4cV69epXPnzkqAVGhoKMePH1cCB9P24+vXr2nfvj0tWrTQuQZaWlrSokULnj9/jp2dnUFj/fXr1/Ts2ZPhw4czY8YMAOU6tWHDBuVc2r59O8uWLWPfvn00aNAASDnvg4KC+Pnnn2nSpEm6fWtIn5iamlKqVCnu379PvXr1vrhpP4UQQgjx3yAZpIQQQgghhBBCCCHEf5qDgwPnz5/n2LFjDBw4kOTkZHx8fChdurQyFdiBAwcIDAxkypQpQEqAQ2JiIoUKFQLgzz//BFJu4Nrb2+Pm5gbArFmzcHd3p3v37so6iYmJFClSRFnnwIEDXLp0iUWLFinBUWlpg0jSTt2TnufPnzNx4kSKFSuGlZUVpqamlChRAvhftqzg4GA0Gg2jR4/WyQL15MkTHB0dgZSsFqtXr2bYsGHKegBFihQByHR6rIULF2JqasqoUaN09rtw4cI8ffqUly9fEhoayr59+xgzZoxO9qe09T948ICHDx/qZWAypC/Wr1/Py5cvGTVqlM7yIkWKYGxsrARD/fTTT7Ru3VonGwqgBCVBSuDFw4cP+emnn9LNbqRtV9rAnBs3bhAXF6csT05OJiQkhD59+ijBUZByAzxnzpw6gVSvX78GULI3GdKvkBIkULlyZZ1pI588eQKgHF9te9P2ozbLTb9+/Thz5ozOtGOZSVvXnj17uHXrlpIFScvd3R1A6degoCBMTU2Vcysz2mCPiRMn6hyDQoUKkZSUpAQupHcctOeQdvmrV6+4efMmw4YNU4KjAOVcefTokbLN1Od0SEgIycnJSj2GjAtDzsnY2FjCwsL0jkfa7a1bt474+Hi9Me3u7k58fLzS7qCgIHLnzs23336rlNFoNDx79kxnDKTnxIkTNGzYkJw5c2JiYoKpqSlbt27VuQ4YMsYWL16Mg4ODTnYvSDn/cubMqQSgpmXotUd7LqU+1lZWVixdupQNGzbw4sULvbrVajUlSpRQgqMgZSrVggUL8vjxYyDleKXNynPz5k26deuGu7s7ZmZmmJqa0r9/f532pc28dOLECbZv3878+fPT3c+MGLIttVqNmZmZTuY4SDkXtPuhLdeoUSMlOErbR7lz51bKXbt2TS97U9psWIMHD6Zhw4ZK4F96fW/ImFi6dCkuLi56YyJ//vwUK1Ysw/dA7b44OTlRo0YNAgMDlSlKU3ufNqTO4gS613vQDZD66aef6NKlC3ny5FGuM8uWLaN69erK+0bafly/fj0PHjxg6tSpetdrgDt37hg81jds2EBsbCyjR4/W67fU16eZM2dSs2ZN6tSpk+FnjvQY2ifBwcEkJycb9P4rhBBCCPE5kgApIYQQ4v9FRESgUqmUH0OsXbtWKf+uJ2ozo/1yV6VSKU92CiGEEEIIIf45RkZGeHp6smDBAm7evMmYMWO4f/8+/v7+ABw5cgRIyTRiamqq/GgDK2xtbYGU6XVS3zg8cuQIN2/eVG5ya3/69u2rrHP48GHc3NwyDTgKDAwke/bsuLi4ZLofcXFxVK1alQ0bNtC3b1927drFxYsX6d27N1ZWVri6ugL/C0qpXr26zvpBQUHKzd7ff/+d+Ph4newr8L/Alsyyvxw5coQXL16QNWtWnf1u1KgRJiYmWFlZcfToUSwsLGjYsGGm9acXHGZogNTRo0epUqWKTiCSdhuFCxfG0tKSp0+f6mSoSu3evXvkzJkTSDlOlStXzvAYJCcnK5nEUgsMDESlUin9Gh4eTmxsrM4NfG25WrVq6fw/GhISgkqlonjx4oBh/QopxzF1BjLtMkBpx8OHD7l//75eP5YqVQpfX18iIiKoUqUKefPmVaY0zEzaoKTjx4/j6uqqBBFq3bt3D0Dp18DAQCpVqqRMUZUZtVpN7ty5KVeunM7y6OhoLCwscHBwUPYrvePg6Oios93k5GS98f3gwQMAcufODeif04GBgVhZWVGgQAHg3ePC0HNSGwiV9nik3d7x48cpX768Xn/du3cPMzMzsmXLBqQc79q1a+uMp7CwMN68eaMXCJjahg0bqFmzJjly5GDx4sWcPn2aM2fOYGpqqpPdx5AxdvToURo1aqQX9BIZGZnp9cPQa4/2XErdZ1u3bqV8+fL07t2b7Nmz0759e6KiopTX1Wo1zZs319tmdHS0MjbSZg27du0aZcqUISIigkmTJnHkyBFlWsXUfZI/f36cnJy4cOECycnJDBo0iE6dOulkWXoXQ7elVqspX7680ub09iMuLo7r16/r9aNGo+HBgwdKuYCAAL3jW7FiRQICAkhMTGTbtm2cPn2aOXPmKK+n1/eGjIkjR45Qt25dnSx78O4xoW3n69evuXz5MitXriRfvnx6ZQxpw/Hjx6ldu7ZeG1Jf7+F/AVLR0dFs27aNAQMGYGtry7Nnz4iNjeWXX37h+++/12lf6n48cuQIycnJFChQQOd6rX3d1tbW4LF+5MgRKlWqhJ2dnV457TF4+fIlFy5c4NixYzrbMzU1ZcaMGcpnjvQY2ieBgYHpTiMrhBBCCPFvIVPsCSGE+Cz9/vvvVKtWTWdZSEiI8qWw0KdWq9m5cycAbm5uEmglhBBCCPEZ+/HHHxk7dizFixcnJCREWZ6QkICPjw+//PILkZGR5MqVi+7du/PDDz/oZNhJz9q1a+nWrVuGr2/YsEGZKuf06dN8//33hIWF4eHhwbJly5RsBVoDBw7k+vXrHDhw4C/s6b9X/fr1+fHHH4mLiwNSbjqXL19emcooLW02GLVarWS0SEhIICYmhilTpihT3aSmDa66f//+OwOf1Gq1QQFB27dvJyQkhNu3bysZJQAGDRpEyZIllWxRgYGBetk6NBoNwcHBdOrUCUAJKkib5cXPz08n+1J6oqOj6du3L927d9d7zdTUFGNjY6KiosiaNave2Pbz8yNnzpxKUJM2OMzZ2RlImdLsxo0bBvVHVFQUefPm1VmWmJiIv78/VapUAVCyhKU9Bo8ePeLq1av0798fSDlOefLkyXBbt27d4vXr13qBOcePHydfvnxkyZJF2R/QDzALDAxUpjVLvSx//vxKZhFD+vXBgwc8ePAg3fqzZ8+uTJunzcaUXj+2a9eOdu3acffuXXx8fBg1ahQeHh7Url073X2PiYkhOjpap65Hjx6lO661gVPawKDAwEDq16+fbr1pqdVqvYAQSBn3np6eGBkZKcEQ6R2HtNPrgf5x37ZtG87OzkrZ1Oe0tr0lSpRQzqV3jQtDz0nt9GFpA8rSbu/Ro0d6Y1q7fxUrVsTMzEzJ7pN2WrfAwECMjIwyPXcnT55Mly5d+Pnnn5Vlhw4dIiEhQTm+ho6xqKgovWCVp0+fcvToUWUasvQYeu3R7o/2+gspQUp+fn7ExcWxfft2+vbti4mJCevXrycmJobIyEi9MRQeHk5wcDDe3t6AftawefPm4ezszKFDh5Tr1cuXLwkJCWHw4ME6dWkzL61atYrw8HD27NmT4X6mx9BtqdVqve/IkpKS2LVrl3I+hYSEkJiYqLe/x44d4+nTp8r5rJ0aNPX7QaVKlYiLi+PixYuMGDGCfv36KZmPQL/v/8qYePXqFZcuXaJx48aZ9o02i+OBAwfo1KkTFy5cULLrvU8bMrs2pQ4atre358WLFyxdupQaNWpQtGhRLl26xLNnz9i8eTM2NjY6wXZp+zE6OprmzZvrZfnSypMnD4cOHQLePdbTey9LTk7m5MmTSpDxgwcP0Gg0rFq1Kt3reuq+SsvQPgkKCqJ48eJ6gVRCCCGEEP8WEiAlhBDis7R27dp0l82aNeufb0wmGjVqxKlTpwD0nuJ6H927d1e+INJ+6f++1Gq1MnVBjRo1JEBKCCGEEOIzde/ePXx8fHSmdNLq1KkTv/76K927d6dcuXKcO3eOcePGcefOHVasWJFpvdWrV2f9+vV6y+fNm0dgYKByI/T58+c0a9aMihUr0rt3b9auXUurVq0ICgpSbnhduXKFlStX8scff3yEPf68PXjwIN3P4P7+/qhUKiXLT44cObh48SJly5bVmZIutYSEBK5evcqgQYOAlIAV7ZQ+aTPepObi4sLBgweJj4/PcHqh0NBQvYdI0nP37l0sLCx0bqT6+/tz5swZnSmNgoKC9G4ih4eH8+rVK2W59mbqtWvXdAIjFi9eTJEiRbCwsMiwHTly5CA+Pj7T/dZm+3n8+LGS9ebq1ats2bJFJ6AsKChIJ7AlLCyMpKQkihYt+o7eSNnGtWvXdJatXr2aP//8kwEDBgApmYJUKhU3b97UKTdlyhRsbGxo3bo1kHKc0taV2sOHD5X6tO7fv8+vv/6qd4PZzc1N53/IyMhIHj9+nG72oNTLDOlXbYBQ2uObNsguNDQUW1vbdAOOtPLkycPw4cNZtmwZiYmJGZZLL8tX3rx5OXr0KElJScq15c6dOyxbtoxx48YB8PbtW27cuMHIkSMzrDvtPiQmJurUefz4cU6dOqUEc6Z3HK5cucLRo0eVYDdtXZAyBaI2QPTRo0csXbqUESNGYGRkpHdOg/54fNe4MPScDA0NpWDBgnqBB2m3lzdvXr2xeunSJbZv346vry+QMkXb69ev0x0DqQPuMmpv6kCYxMREZVov7fE1dIyld/7NnDmTV69eZZoxz9BrT1BQEO7u7um+n1pYWNChQweWLl2qjF3tMU/bf1OnTiVPnjy0bNky3f24e/cu7u7uOsGc48eP5+3bt3rnbMWKFZk/fz5nz55l5MiR5MqVK8P9TI8h29Jmhkp7DV6/fj137txRgs/S21+NRsPUqVOpXLkyFSpUUMqlPZalSpXCysqKXr168eLFCyZMmKDzetq+N3RMZMuWjfDwcJ0y8+fP59mzZ5lmkPrzzz95+vQpX331FZ07d6ZChQq0adOG/fv3K31laBvSO4e2b9/OH3/8waJFi5Rl9vb23L59mxUrVrBy5UoAJYPU0qVL6du3r875mrYfc+TIwdOnT9/5PgjvHuvp9dumTZu4ceOGEtjn4uKCSqXC3Nw8022mx9A+MTR7oxBCCCHE50oCpIQQQnx2YmNj+fXXX/WWb9iwgenTpxv8lNKrV68y/dLvY8iePbveU14fIm/evOk+ASqEEEIIIb48w4cPp2LFiiQlJSmZawAuXrzI1q1bGTduHJMnTwbgu+++w9HRkblz5zJgwAC9jCipubu74+7urrPszZs39OvXj1q1aimZAc6ePcubN2/w8/PDwsKCBg0akC9fPsLDw5Wb4oMHD6ZXr1460+18qby8vLC2tqZt27a4u7vz+PFjtm/fzoYNG5gwYYIShNOuXTvmzZuHl5cX3bp1w9ramsjISA4dOsTQoUMpXbo0V65cIT4+XucGaadOnZg2bRomJiZUqFCB2NhYbt68iVqtVjK0tG3bVqm7T58+qFQqzp49S4ECBejSpQuQclP2zJkzHD9+HAsLCzw8PDA1NdXbn3LlyhEXF8fgwYNp1qwZp0+fVoImtDc1NRoNISEheHl56ayrVqtRqVTKOKtRowZZsmShR48eTJ48mdevXzNp0iTevn37zqmQOnXqxNChQ3FycqJ27dokJSURERHBgQMH8PPzw8jIiIYNGzJixAg6duzI0KFDiY6OZuLEiRgZGenUHxgYSN26dZW/tdMEbd26lbi4OLJmzaqXAU2rSZMm9OnTh6FDh/LNN99w9uxZZs+eDfzvJrqlpSVeXl5MmTIFOzs7XFxc8PX1Zd26dfz2229K5qcOHTrQqlUrevToQdu2bYmLi+PEiRPUr1+fevXq4e7ujrGxMWvXrmX48OFcu3aNkSNH6mWVCgwMTDfDSepjlHp5r1693qtfg4KCdLLfaKnVap0MVba2trx69QpfX1/y5ctH3rx5CQ4OZubMmbRp04aCBQvy6NEjZsyYQfHixalZs2ZGh5vAwEAcHBx0gpI6duzIrFmz6NWrF506deLOnTtMmDCBihUrMnToUCAlcCkxMfGd4wlQsv/kzp2b3r1707FjR65cucL48ePp16+fMkWiNgPT6tWradu2LRcuXGDMmDEkJCToHIeAgAAl+/KECRN48eIFkyZNonDhwgwfPlxpX+pzWqPREBQURJs2bZR63jUuDDkntcfjzz//5LfffsPJyYmCBQvi4OCgt70uXbrQqFEjfvjhB+rXr8+VK1eYOHEinTt3pm3btoDhgSLpKVeuHMuWLaNo0aIkJSUxd+5cYmJicHJyUjLwGDrGmjRpwowZM/Dx8aFSpUrs27ePJUuWpNu21Ay99qSd1rFChQo0bNiQcuXKYW5uzo4dOzh37hyHDx9W2mdnZ4evry+FChUif/78rF+/Hl9fX44cOaJcUwMCAvD09NTpkxkzZrBs2TLc3NzYsmULx48fB/TP2YoVK/Lo0SPy5MnDiBEjdF4rWrQoefLk4eDBg5n2/7u2pc0M9eDBA7y9valXrx6nT5/mxx9/ZNq0acr7llqtJkeOHEyfPh0HBwccHBxYvHgxAQEBnD9/XtmmWq2mWbNmOu0wMTHBw8ODU6dOsXDhQrJmzarzetq+f58xMXPmTGbNmkW5cuXYt28fa9euRaVSZTo2AwIClKlKbW1t8ff3p3z58gwbNowFCxa8Vxu6dOnCwIEDmTlzJuXLl+fMmTNMnTqV8ePHU7FiRaWcvb09J06cwNXVVcluZWtrS0REBPfu3WPv3r1620ndj506daJ58+b06dOHli1bYmxszN27d9mzZw/Lli3D0dHR4LHepEkTevfurZz3586dUzJaaoMNbWxsaNasGUOGDOHZs2eULFmS58+fc+3aNWJiYjJ96NSQPknv+ieEEEII8W+T/uNuQgghxCe0Y8cOXrx4AaR8saT9ovv+/ft603t07doVlUqFSqVi4sSJbNiwgTJlymBhYaFMC6Fdd9SoUZQqVQobGxssLS1xd3enc+fOytOlaT1//pzBgweTM2dOzM3NKVu2rN72tV/iqFQq5cuzAwcOKMvS+5K+R48eyuvapzAnTpyoLEud+ent27dMnjyZ0qVLY21tjZmZGS4uLlSqVImBAwdy//59AFQqlc50KidOnFDqU6lUyvINGzZQrVo1ZRqLbNmyUbJkSbp27cq5c+cyPS5CCCGEEOKvO3nyJH5+fsyfP1/vNW1m0rRTIrVr1w6NRsOWLVvee3u//fYbL1++VKbWg5SgKQsLCyUrgTZ7QWxsLAA7d+4kICBAyU76pdN+/h47dix169alW7duREdH4+/vz8SJE5VyHh4e7N69m/v379OpUyeaNWvGjBkzyJo1qxKQoVarMTU11QksmzZtGsOHD2f16tU0bNiQHj164O/vrzPF0Ndff82OHTuIjIykTZs2dOzYkTNnzuhkWPHx8SEuLo66devi6emp8zk/tdq1azNp0iQ2bdpE69atuXHjhhKQoL35HBERwYsXL9IN0kmdXSZbtmz8+uuvvH79mhYtWjBx4kSGDx9OlixZ3hnQ8v333zN37lx27dpF06ZN6dixI+vWrVOmQYOUYIE1a9Zw/fp1mjZtysKFC5k+fTpJSUlK/fHx8YSGhurciHdzc2PSpEmsXr2aypUrKwFP6enevTtDhw5l/fr1SnDK2LFjAd0AjeXLl9OwYUOGDBlCixYtuHv3LqdOndKZ+q1ly5asWrWKCxcu0Lx5c3r06EFYWJgyzZWLiws//fQTP//8M3nz5mXKlClMnz5dLzAnowApFxcXZVpBSJmK7O7duzrrGtKvQUFBeoEG2owzqbfbtm1bWrRoQZ8+fahUqRJHjx4la9asWFtbM2XKFBo1aoS3tzfVq1fnxIkTGWY307Y/bQBniRIl2LFjB3/88QeNGzdm8uTJdO3alb179yqBKIGBgZiZmRkUjKnNhrNjxw7u3btH48aNmTVrFqNGjdLJcFKuXDnGjBnDmDFjcHd3Z/Xq1UrQqbaNiYmJSnBV9erVad++Pf3796dWrVocPHhQaV/ac1p77qTe13eNC0POSYB+/fpRrlw52rZtS6VKlbh27Vq622vYsCGrVq1i586dNGrUiCVLljBu3DidTNxBQUG4urpib2+vd5zede6uWrWKXLly0b59eyZOnEjfvn2pUKGCTlsNHWNjxoyhc+fOzJw5k1atWnHnzh0GDx5MlixZyJ8/f4ZtMPTak3rcJSYmUrp0abZu3Urbtm1p3749N2/e5OTJk8oUiWq1Gg8PD5YuXcrMmTNp3LgxN27c4NixY1StWhVIueZcvXpVZzujRo2iZcuWDB8+nF69epE7d26GDBmChYWFTrYtQDmHp0+fjqWlpbL88ePHhIWFKVkJM2LIttRqNebm5uzfv5/jx4/TsGFD1q1bx6JFi3SCstRqNQ0bNmTChAmMHDmSli1bEh8fz+nTp5X3rYiIiAyzNzk5OVGsWDG+++47vdfSC5AyZEyMHj2ajh074uPjQ7t27Xj79i3du3enRIkSekFYqanValxdXZUA2UKFCrFp0yYWLVqkBBsb2oY+ffowefJkli1bRqNGjfDz82PFihV6n3vs7e1JSkqif//+yvXV1taWpKQk2rRpo3O9Tq8fmzVrxoYNG7h48SKtWrXCy8uLxYsXU7RoUSW7pKFjvVu3bgwdOpTVq1fTqlUrrl+/ztChQ7G3t9eZYnLNmjW0b9+eOXPmUL9+ffr27cupU6f0pjVMy5A+Se96JIQQQgjxb6PSaDSaT90IIYQQIrW6desqT/ctWrSIp0+fKun3vby82Lp1q1K2a9eu/PLLLwAULFiQsLAw5bVmzZqxc+dOLl26RIMGDXj8+HG62wsICOCrr74iIiKCfPnyKctLlixJcHCwTlkzMzNu3LiBq6srkBIgpQ1MqlGjBsePHyc5ORk3Nzfu3r0LpKS69/DwAFICnpydnXn+/DkqlYqwsDDy58/PxIkTlS8dvv32W+WLzW+//ZZ169Zl2Fdnz56lYsWKGd4c0dJoNKxZs4bu3btnWGbatGn88MMPmdaTHqPhv733OkIIIYQQ/2bJs7/5oPWSkpIoW7YslSpVYtmyZXh6ehITE0NISAiQ8nls9OjR3Lp1S+dz6dWrVylevDj169dn//7977XNZs2acejQIR48eKBkwYmIiKBAgQLMmDGD1q1bM3/+fNasWUNUVBTGxsYUK1aMoUOH6kxF9W/Vxy8QJ2tzpjZMP7uQEOLfY/bs2UyfPl0n854Q76NEiRI0aNAg06DKv6pNmzZERkZy+vRpneUzZ85k3bp1XL58OdNgQ0MMGDCAc+fOcenSpQzLaDQa7Ozs8PHxUaYTfR9BQUGULVuWvXv3KtnZ/g6PHj2ibNmyDB06lCFDhvxt2/nSvHnzhipVqlCtWjUlg9bn5OD1h4zZF8qJfpWxMpOJbIQQQgjx+ZBPJkIIIT4rd+/e5ejRo0BKOu+2bdvy8uVLJUBq165dPH36NN2nysLCwqhSpQoDBw7ExsaGFy9e8PbtW7y8vJTgqOzZs+Pt7U2xYsWIjIzE19c3w+Ci6OhoVq5cib29PYMHDyYyMpL4+HiWLVvGtGnTMtwHIyMjunXrpjyhunHjRiVAas+ePTx//hxICajK7IlJgG3btgFgZ2fH/PnzcXV15eHDh4SGhrJnzx7lCbZTp06xb98+fHx8gJQnoRcuXJhuXZCSsapatWq8ePGC27dvc/DgQZ0nG4UQQgghxMe3bNky/vzzT+VhgLS0mSFOnz6tEyClzSwVGRn5Xtt78uQJ+/fvp3nz5kpwFKRk35k+fTqjRo1i+PDhWFpasnr1aqysrPDx8cHKyirdbBFCCPEpqdVqg6biEyI92kxCH/Jg2Lu8efOG4OBgdu3ahb+/PxcvXtR5XaPRsGrVKjZs2PCXg6PAsHPh5s2bvHz58r3PmZs3bxIWFsbgwYPx8vL66MFR2ml/HR0dCQ0NZfbs2eTIkYN+/fp91O18aX744QdKly5Nzpw5iYiIYMGCBTx79ozx48d/6qYJIYQQQvyrSICUEEKIz8r69etJTk4GoH79+jg6OuLo6EjlypU5c+YMb9++ZfPmzfTt21dv3Vy5cnH48GFlqhBICUiKiIgAUgKX9u/frzNNRepp6dJasmQJXl5eQMoXRNov0W7cuPHO/ejWrRtTpkxBo9GwefNmZs+ejZGRERs3blTK9OjR45312NnZ8fr1a6ytrSlUqJAy1R7AhAkTlHJVq1YlPDxcZz1tevjUy7QKFy5MqVKllJTe8pSeEEIIIcTf6/Hjx4wfP55x48bpTMmSWqNGjXB1dWX48OFYWVnh4eHB+fPnGTNmDCYmJrx58+a9tunn50d8fLzO9Hpaw4cPp3Pnzty+fZvChQuTNWtWoqKimDZtGjt37iQxMZHBgwfj7++Pi4sL8+bNo0qVKh+070II8TGo1WoaNGjwqZsh/qVCQkJITEz8W4Lsjh8/TuPGjXFzc2PTpk16U5CpVCqDvksyhEajISgoSG863rTUajUqlUpvyrl36dChA8HBwTRq1IgVK1b8labqef36NWFhYWzevJmXL1+SO3duWrVqxcSJEzE3N/+o2/rS3L59m59//pmnT5+SPXt2GjduzJQpU8iWLdunbpoQQgghxL+KBEgJIYT4rGinywN0buR07NiRM2fOACnT2qUXINWoUSOd4ChImY5EK1++fDrBUe9Su3Zt5ffUXzg8efLkneu6ublRu3ZtDh8+THR0NEePHqV8+fLs3bsXSAlWatWq1Tvr+e677xg/fjxRUVHKDalcuXLh4eFBhw4daNu2rcH706tXL7Zs2UJSUhLt27cHIGvWrJQqVYomTZrQr18/rKysDK5PCCGEEEIYbuzYsTg4OPD9999nWMbCwoI9e/bQpk0b5bOiubk5M2fO5Mcff8TGxua9trlx40YcHBxo2LBhuq87Ozvj7Oys/D1q1Chq165N7dq1GTt2LEeOHGHLli0cO3aMxo0bExERgb29/Xu1QQghPhbtdKRCfIhy5cqh0Wj+lrobNmyoPOz3d1OpVLx48eKd5Vq3bv1BbTp//vyHNMsg1tbWHDp06G+r/0u2ZcuWT90EIYQQQogvggRICSGE+GycOXNG54m6Dh060KFDB71yFy5c4Nq1axQtWlRneY4cOT5qexwcHJTfTUz+95Zp6Bdq3bt3V6ZP2bhxI3fv3iUuLg5I2TdDprQbN24cX331Fdu2bSMoKIiwsDAiIyOJjIxk165d3L9/n0GDBhnUHk9PTy5dusTatWu5dOkS169fJyYmhhMnTnDixAlOnz7Njh07DKpLCCGEEEIYLiwsjBUrVjB//nyioqKU5XFxcSQkJBAREYGtrS0ODg4UL16ckJAQrl69ytOnTylWrBiWlpYMGTKEGjVqGLzNO3fucOrUKXr37o2pqek7y587dw4/Pz8lAMHX15dx48ZRqVIlKlWqxPLly9m9ezedOnV6/w4QQgghhBBCCCGEEOITM/rUDRBCCCG0UmeP+pCyKpVKb1mxYsWU32/fvk1gYKBemb/rCcIWLVqQNWtWALZv387PP/+svNazZ0+D6tBoNHzzzTesXbuWy5cv8+LFC7Zu3aq87uvrq/xuZPS/t/X0nhLUaDR89dVXzJ8/n99//51Hjx4RHh6uZCLw9/cnNjb2/XZSCCGEEEK8U2RkJMnJyQwcOJB8+fIpP+fPn+fGjRvky5ePyZMnK+VVKhXFixenatWqODg4cOzYMZKTk6lTp47B2/T19UWj0aQ7vV5aGo2GgQMHMmjQIPLnzw9AVFQUOXPmVMrkzJmTyMjI99jr/6527drxzTffZFrm5cuXmJmZ8euvv37UbWs0GiZPnkxQUNAHrb97925UKhXPnj0DIDo6GiMjI52MH2vXrmXXrl0fo7niH5TesfwSTZs27aM/PPW5i4iIYOLEiQZlFUrP/PnzOXnypM6yhIQEbG1tWbly5cdookH+zmvLy5cvMTIywt/f/6PUV6RIEcaMGfNR6hJCCCGEEEL8cySDlBBCiM9CXFycTrro4cOHKzdntIKDg1myZAkA69ev58cff3xnvXXq1MHV1ZU///yT5ORkGjRogLe3N0WLFiU6OprNmzczbdo0Spcu/XF3iJQpUjp27MiiRYt48eIFv//+OwBfffUVZcuWNaiOqlWrUqRIESpVqkTOnDkxNTVl//79yuvajFSgOw1gUFAQ27dvJ3v27Njb21OiRAmGDBnCzZs3qVevHnny5MHOzo7Lly8rQVEajYa3b9/KNHtCCCGEEB9ZiRIl0s3UOXbsWF6+fMmCBQv0PvtqvXnzhnHjxpEjRw5lmmSA2NhY7ty5g6OjI46Ojnrrbdq0ibx581K1atV3tm/t2rXcvXtX52avs7MzoaGh1KtXj4SEBMLDw3FxcTFkd//zAgICaNeuXaZljIyMOHny5Ef/P+TmzZtMmDCBunXrftD6AQEBuLq6KlMpWltbc+bMGZ3/X8aOHUv//v1p2rTpx2iy+Iekdyy/RJcvX+arr7761M34Rx0+fJiZM2cyfvz49143Li6OESNGsG7dOp3lycnJHDx4kOLFi3+sZr7T33ltUavVaDSajzL+NRoNv/zyS4bv20IIIYQQQojPlwRICSGE+Czs2LGD58+fA2Bra8uPP/6ImZmZTplnz56xcuVKEhISiIqKMujJV3Nzc7Zu3UqDBg14+vRpulPS+fj4fLwdSaNHjx4sWrRIb5mhHj9+zM8//6yTfSq1b7/9Vvm9cuXKWFlZERsby/Pnz2nVqhUAtWvX5vDhw8TFxbF79252796dbl1NmzZVMl4JIYQQQoiPx9HRkebNm+stnz9/PoDOa23atCFnzpwUK1aMFy9e8PPPP3Pr1i327NlDlixZlHIXLlygZs2aTJgwgYkTJ+rUGxISQlBQED/88EO6WVZTe/nyJaNHj8bHx0en/tatWzN58mSSk5M5ffo0cXFxNGrU6L33/b/m9evXhIeHU6ZMmUzLWVtbU7FixY++fbVajUqlomTJkh+8furgEltbW512xsTEEBkZSalSpf5qUwGIj4/X+7/vn1z/U/sn25/2WH6pAgIC8PLy+lvqTkhIMGjK0n+aWq2mePHiOlmlDRUSEkJiYqLeOW1ubv6PjpePfW1JS61Wky1bNvLkyfOX61KpVFSoUOEjtEoIIYQQQgjxT5Mp9oQQQnwWUk+Z16RJk3S/JLa3t6dmzZrK32vXrjWo7vLlyxMSEsLw4cMpUaIEVlZWWFhYkC9fPjp27KgzdcjHljZblDarlKF++OEHvLy8KFCgALa2thgbG+Pg4ICnpyfr169nyJAhStmsWbOyfft2ypUrh7m5uV5d7du3p2fPnpQsWZJs2bJhbGyMtbU1ZcqUYfLkyToZvIQQQgghxKdRrlw5Dhw4wKBBg/Dx8aFgwYKcO3eO2rVrG1zHxo0bAejQocM7y06ZMoXcuXPTtWtXneWTJk2icePGTJo0iZCQEPz8/HBycnqvffm3OXLkCJ6enmTLlg0bGxtKliyp9OX9+/dRqVQ62VwBpk6dSu7cuZW/g4KCSE5OJkuWLHzzzTfY2NhQsGBBvc/aXbt21Zsy8fLlyzRr1gx7e3scHR3p0qWLMtWdVnx8PD4+PhQvXhwLCwty5MhBx44d0Wg0tG/fHi8vLzQaDVmyZEGlUr3XwxmgHyDl5eWlBPAtX75cGQNNmjRBpVLpZFB5V/tfvXqFkZERP//8M9999x3ZsmVT/lc6cuQIjRs3JkeOHFhYWFCkSBG9//cWL16MnZ0dZ8+epVq1alhYWDBt2jSMjY1ZsWKF3r5UrVqVNm3aZLq/N2/epGPHjjg5OWFnZ0fTpk11ppI8f/48KpVK5/jFxMRQoEABmjRpQlJSEgC5c+dm5MiR9OzZk+zZs2Nra0vr1q15+vSpst6ePXtQqVScPn2aRo0aYW1trfw/9+rVK0aOHEm+fPmwsrLi66+/5vTp0zptDQsLo127duTKlQsLCwvc3d0ZOXKkwa+nPpZa586do169etja2pIzZ06+//57nWnXnz17hkqlwtfXlxEjRpAjRw7s7Ozo1atXutO6v0tAQACtW7cmd+7cyv/kM2bM0Cnj7++PSqUiMDCQNm3aYGtrS44cOVi+fLlefYsXL6ZAgQJYWVnRrFkzbt++za1btzINUAwPD0elUrFy5UoaNmxIlixZcHZ2ZvTo0Wg0GqXciBEjKFWqFLt376Zs2bKYmpqyc+dO4N3jBjK/nkBKsJWPjw9FihTBwsKCEiVK6E3/NmTIEMqWLcvx48epWrUqVlZWFCtWjDNnzihlcuTIweLFi7l06RIqlQqVSsX69esB2Lp1K7Vq1SJ79uxYWVnx1VdfsWfPHmVdb29vvv76ayAl06FKpVLea0aMGKGXiSs0NJSWLVvi4OCAo6MjnTp1IiYmRqeMg4MDc+fOZdq0aeTLlw8bGxtatWrF69evMzwmf/XaAplfGyHl2lamTBn8/PwoW7ascp6FhoYqdRg63hcvXqz3cNmtW7do3rw5NjY2uLi4MGfOHPr06aOTxbFBgwZ62QXv3buHSqXi8OHDyjJDxkZ0dDS9e/fG1dUVCwsL8uTJQ+fOnTPsYyGEEEIIIUQKlSb1f35CCCGEEO/JaPhvn7oJQgghhBD/qOTZ33zqJggD9fELxMnanKkNi2Ra7vfff6dOnToMHTqU2rVrEx8fz8WLFylSpAht2rRh//79NGzYkMjISJ0HLLy8vHj9+jV79+4FYMmSJQwcOJASJUrQv39/XF1dWbBgAQcOHCA4OJiiRYsCULp0aerWrcvs2bMBOHHiBPXr16dRo0Z0796dly9fMmrUKMqXL4+fnx8Ab9++pX79+ly5cgVvb29Kly7Nn3/+yd69e/Hz8+Pq1av069eP5ORkZs6cCaQE7qQO4MrMixcvsLe3Z/v27UogTaFChWjXrh2TJ0/m3r17zJ07lxUrVig3821tbSlWrJhB7T9z5gxVqlQhZ86ctG3bloYNG2Jubk716tWZN28exsbGFCpUCHNzc/bt28ecOXM4f/485cqVA6B37978+uuvODg48MMPP5A/f37c3Nxo2rQplSpVYuXKlcq++Pr60r17d65du4abm1u6+xsaGkqlSpUoVaoUgwcPxsjIiLFjx2JpaakERgE0btyYO3fuEBQURHx8PLVq1eLNmzecPHkSGxsbYmJicHJywsrKinbt2tGhQweCg4MZNWoU3bp1Y9myZUBK5uKJEyeSJ08evv/+e0qXLo2joyP58+enWrVqPH78mHHjxpEnTx5WrFjBwYMHuXHjBi4uLjx+/JjSpUtTsWJFunbtipWVFdeuXSMmJoYJEya88/W0xxJg9+7dtGjRgh49euDl5cW9e/cYMWIETZs2ZdWqVQCcPHmSGjVqUKhQIVq1akWtWrU4ffo0EydO5Ndff6V169YGjS2tdevWcf/+fYoXL461tTVnz55lwoQJ+Pr6KhmQJ0+ezPTp0ylQoAB9+vShSJEiLFmyhF27dnH37l1lqs/Ro0ezaNEiJkyYQJkyZdiyZQtHjx4lPDyc69evU6hQoXTb4Ofnh5eXF9myZWPYsGFUqFABPz8/li5diq+vrxLAUq9ePQIDA3F0dGT06NFkz56d0qVL8+TJk3eOm3ddT5KSkmjatCkXLlxg3LhxFCtWjG3btrFy5Ur++OMPZerNWrVqERYWRo4cORg2bBi2traMGDECSMn8BClBfHXr1qV79+5K24sVK4atra0ynvLnz09SUhK+vr5s3ryZ8PBwcuXKxc2bNxk7diyXLl1SgqqcnJzInz8/9erVw8XFRZl679KlS9SsWZMGDRrQs2dP5Rx3d3dXsnvfuXMHV1dX3N3dqV+/Ps2aNSM8PJxBgwYxffp0hg8fnu4x+avXlnddGwHKli1LTEwMhQoVol+/fgB8//33lClTRsmybeh47927N6GhoZw8eVJpv4eHB6VLl2bQoEG8fv2a4cOHk5iYSMuWLZWs4i4uLgwcOJDRo0cr+75nzx6aNGnCgwcPyJ49u0FjIz4+nq+//pps2bIxYMAAHBwcuHXrFoGBgSxYsOAdZ6EQ/4yD1x8yZl8oJ/pVxspMJrIRQgghxOdDPpkIIYQQQgghhBBCiP+0jRs3UqNGDZ3ptxs2bKj8rlarcXR01Ms+GxgYSMuWLXXKaTQa1q9fr0xzV6FCBVxcXNi1axdFixYlPj6ea9euKcECr1+/pn379rRo0QJfX1+lLktLS1q0aMHz58+xs7Nj9OjRhISE8Mcff+Dq6qqU6969O5ASFHH//n1atGjxQVNjaduuzRrz+vVrbt68qUx5lTt3bmJjYylZsqRO/Ya2PzAwEIChQ4cybNgwnW2nzoyblJREtWrVWLduHWfPnlUCpAIDA0lMTOTIkSM6QU+VKlXiwoULyt9v3rxh1KhRDBkyJMPgKI1GQ7t27ShRogRHjhzBxCTlK1JXV1fKlClDcHCwst+TJ0+mXLly+Pn5sX37du7du8e5c+ewsbFR+g1SsoItXrwYSJnmPDg4mH379inbDAwMJDk5GV9fX8qXL68sHzhwIHfu3CEgb28S/wABAABJREFUIEAJZvP09CRPnjxs3bqVgQMHcvjwYR4/fszWrVuVadRq1aql1PGu19MeyydPntC5c2eGDx/OtGnTlHKPHz/G29ubZcuWYWJiQlBQEJCSaUibZa5OnTosX76cGzdupNu3menSpYvye1JSElWrVsXf358zZ84oAVLabW7ZskUJKMyTJw/bt2/n1q1buLi4cP78eaZPn86uXbto0qQJADVr1qRgwYLY2NhQoECBDNugPV5Lly5VpuKrWbMmBw8eZN++fUqQUWBgIGZmZpw5cwY7OzsgZdzUq1fvnePmXdeTBQsWcPToUc6ePaucb3Xq1OHs2bP88ssvzJ07F4Dg4GCcnJw4ceIElpaWANy9e5cBAwYodbm6uvLy5UsaNmyod95PmTJF+T0xMZHKlSuzdu1aLl++TK5cucifPz9Pnz6lXLlyeusGBgZSr149ICWjUbt27WjSpInOOW5kZESrVq24c+cOefPmVY5d586dlalf69evz8aNGzMdL3/12vKua2NCQgJXr16lSpUqHDx4UDlHLl26pARQAQaP98DAQCXzFkDfvn3Jnz8/+/btw9jYGEi5DnXt2lU5vvfv3+fBgwd6UwgGBgbi7OxM9uzZAcPGRkBAAEFBQURFRZEjRw4g5ZohhBBCCCGEeDeZYk8IIYQQQgghhBBC/KdZWVlx4sQJZsyYwd27d/VeDwwMVAKetNIGnUBK8EXLli11ytrZ2ZE7d24ePXoEwJUrV0hISFBufq9fv54HDx4wdepUEhMTlZ/ChQsDKVlZnj9/zqJFixgzZoxOAEBqsbGxhIWFKdln3pdarcbe3l4JKgoJCSE5OVln/wIDA/XqN6T9kBJ84OzsrBMMBSmBMmvXrqV8+fJkzZoVExMTTE1NefDggRKElJycTEhICN99951e0FPFihW5cuWKMjXczJkzSUhI0MnSktaBAwcIDAxUAki0bdZmHfrzzz+Vsh4eHjRr1oyuXbuyb98+9uzZowQlaPvNzMyMMWPG6GyjUKFCPH78WPk7KCiIFi1a6ARHPX/+nOXLlzNgwABcXFyUdhgZGeHu7q60w8rKiri4OPr06aME+KT2rtfTHst169YRHx/PqFGjdMq5u7sTHx+vjNWgoCBy587Nt99+q5TRaDQ8e/YMR0fHDPs3Izt37qRGjRo4OTkpx/n8+fPKcdZus2XLlkpwFKQEdAHKNufNm0fZsmWV4CgAlUpFoUKFKFWqlBIAkx61Wk2JEiWU4CjtugULFlSO14MHD3j48CE//PCDEhwFho+bzK4nGo2G2bNnKwF6qc+ZokWLKnVERUURExPD0KFDleAobV+k7ntt4GHa8zIuLo758+dTunRpsmTJgqmpKVmyZAHQ6e/0zmnt/mvHy549e7h16xaTJk3SKefu7g6gTC8YFBSEhYWFXqaotG1Oz4deWwy5Nl67do23b98ybtw4nbGRtl2GjHfttUjbN9evX2f37t2MHj1aCY4ClCkCtfukPU7pBUhplxk6NrTjoV+/fpw5cwaZIEQIIYQQQgjDSYCUEEIIIYQQQgghhPhPmzRpEv369WP27Nm4urpSrVo1zp07p7yuVqv1bmwHBweTnJys3ABPSkoiODiYFi1a6JRLTk7m0aNHSnYgtVqNubk5RYqkTPt35MgRkpOTKVCgAKampspPsWLFgJSppk6dOkV8fLxOtqq0tEEwHxogFRAQoLNuYGAgVlZWSjae5ORkgoOD9eo3pP3a+urXr68XvPLdd98xcOBA6tevz6ZNmzh//jzLly8HUOoIDw8nNjaWRo0a6bW7YsWKJCUlcfnyZe7evcvMmTP58ccfdYJA0jpy5AiQkjkodZutra112qxVoEABYmNjGTZsGCVKlNB5Ta1WU758eb3sYtHR0cqyN2/eEBYWptf+33//nfj4eCZOnKjTDlNTU86dO6e045tvvmHhwoWcPHmSMmXKUKhQIdauXavU867X0x7L48ePU758eezt7XXac+/ePczMzMiWLRuQEjBSu3ZtZbpBgLCwMN68eaMXMPguP/74I15eXpQtW5Y1a9Zw7tw5du3aBfzvOMfGxnLz5k3q1Kmjs25QUBCWlpZK0MnRo0eVaSBTi4yMVAIPM6JWq9NdN/Xx0gazpD1eho6bzK4nV69eJTo6mrVr1+od882bNyt1aLMZpdcXqfs+MDCQ7NmzK1MPQkqgTdOmTZk+fTodOnTAz8+PCxcuKNMtavv74cOH3L9/X++cTht0dfz4cVxdXfWmLbx37x6A0m9BQUFUqFBB59x78+YN4eHhmY6Xv3JtMeTaGBAQgLm5OVWrVtVZnrYvDRnv2muRtq1HjhzBwsKC+vXr69R99+5djI2NlfW0Aah58+bVKZc6MMzQsVGqVCl8fX2JiIigSpUq5M2bV5lWVQghhBBCCJE5mWJPCCGEEEIIIYQQQvyn2djYMHfuXObMmcPJkyfp378/Xl5e3L17l7dv3xIWFsaIESN01jl+/Djm5uZKNpPQ0FDi4uJ0AhUg5Qb68+fPqVu3LpByo7xYsWKYmpoCKYEZzZs318tApJUnTx4OHToEoFd3amq1GktLS70gBkOp1Wpq1Kih/B0YGEiJEiWUgKbw8HBev36tF8RgSPs1Gg3BwcHK9GVakZGRrFq1ijVr1ihTWgH4+/tjZGSkBBdoAzbKli2rV3+xYsWws7Pj4sWLLFmyhCJFiujUlZ7o6GjKly+vTImXVuogqHXr1rFgwQI8PDxYu3Yt3t7eytRqkNJvxYsX11k/KSmJXbt2KUETISEhJCUl4eHhodcOExMTzp49m247UmfEGTBgAAMGDOD69et4e3vTvXt3qlatqgQ9ZfZ62mP56NEjvUANSBnTFStWxMzMTMmUk/aYBQYG6hwbQ8THxzNt2jTGjBmjTL0GsHLlSuB/gTjaoMO0QU7a9hsbG5OQkMCjR4+UKcm0rl+/TnBwsM70c2nFxMQQGRmpF8wWHh5OcHAw3t7eyvayZs1Kvnz5dMoZOm4yu55ER0cDsHfvXpycnPTq0J7jgYGBOhndUvdF48aNlb/VarXeOXn27FkOHTrEsWPHdKZemz9/Ps7Ozjg7Oyvrgn72KW3Qlbbco0eP0r32aAOntONUGwSZmnbsZxa4+VeuLYZeG4sXL65z3mqvSZ06dQIweLxr/9Ye68jISLJmzapcz7UOHTpE4cKFsbCwAFLGdtpzJjo6mhs3bijBt4aODYB27drRrl077t69i4+PD6NGjcLDw4PatWtn2A9CCCGEEEIICZD6P/buOyqKswsD+LP0jqCIoIBiwx7BHntX7CUaRUWNXbH3hr2XWDH2SuwYS+xiiGJnKSqKJCiKBRSp0vf7g7Pvx7ALolFRfH7neA7Mzs7ceWfmXWQu9xIREREREREREQHIbLXVqFEjdO7cGVu2bAEAvH79Gunp6aICFJBZ6Wbr1q2oUKGCeOiuTDZ4+PAhmjZtCiDzofv8+fPRsmVLkUSTPaHBysoK0dHRqFGjRo5xKR+M37t3D9WrV1e7TnBwMMqWLStp85RXqampuHfvHkaPHi2WBQQESKpmBQcHA4Ck9Vle4w8NDUV8fLxKAoSyAo0yyQzIbJu1bt06lClTBgYGBiKWkiVLStqdKclkMtSqVQtbtmzB/fv34e3tnWuLNWXMN2/ehKOjY67rXrp0CYMGDcKvv/6Kpk2bolKlSti+fTsGDRoEILON2YMHD0QShNLu3bvx5MkTuLm5ifh1dHTUjl1aWhqKFSsmub5yU758eYwYMQJHjx5Fenp6nl7Pfi5tbW0RGhoqed+tW7dw5MgReHp6Asg8ZwkJCSrJSnK5HKVLl861Qld20dHRSEhIkJzn2NhYzJ8/H/r6+ihbtqyIM2uFoKz7VMahra0NExMT3L9/X7KOu7s7FApFjveHcjvKY8tq/vz5sLGxEVWIAgIC1Cb05PW6UVI3nyjbMxobG+d6z6iLQXm9ZU0YCg4ORoMGDSTrKdv6ZR3v27dv48CBA2JuUr7XxMREJWFM3fVy8eJFpKeni/nlyZMn8PDwwMyZM0VsISEhKm0b5XI59PT0JLFk91/mlrzMjVmvH6VHjx4hPj5eLM/r9R4QEAB7e3tRNaxw4cKIjIxEbGysqPB09+5d7N69W9LG8dWrVyr3+Lp166BQKMRY5/XayMrGxgYTJkyAh4cH0tLS8vQeIiIiIqLvGROkiIiIiIiIiIjouzV48GBoamqiSZMmKFq0KG7evImVK1eKJARLS0uYmJhg7969cHR0RHh4OCZPnoxXr16hXr16Yjt+fn4oXrw4FixYABMTE5ibm2P9+vW4e/cubt26Jdbz9/eXtINycXFBp06dMGTIEHTp0gWampoIDw/HyZMn4eHhgSJFiqBhw4awtraGi4sLZs2aBQsLCwQFBSEiIgKLFy8GkNlu6vHjxzh+/DgsLCxQtmxZFC5cGEuWLMGUKVPUVs5Runv3LlJSUkRygEKhQEBAAH766SexjvLh/65du1C7dm1YWlqiVKlSeYpfWQEqe/KBg4MDjIyMMGPGDEydOhVhYWFYunQp9PT0VNr95dY6rU6dOpg3bx66du2Khg0b5rieUs+ePbFq1Sp0794d/fv3h6GhIZ49e4Zz585h3LhxqFatGu7fv48uXbpgxIgRGD58OACgR48emD9/Pvr16wcdHR0EBQUhLS0NL1++xNSpU9GyZUtcuXIFCxYswKJFi0TCh7+/v6RqmFLDhg1hY2ODdu3aYfLkyShevDhevXqFGzduoGLFinB1dcWWLVtw4sQJdOrUCSVLlsTjx48xd+5ctGjRAuXLl3/v6+rOZd++fdG2bVtMmTIFrVq1wt27d+Hu7o4+ffqgR48eAP7f4k1dwkjWc3P9+nXUqVMHe/fuRa9evdSOt6WlJWxsbLB48WIUKlQIb968weLFi6FQKERlKOU+K1asCB0dHfFeZfxZt+3s7IzffvsNZcuWRfny5bF3714cO3YMWlpaKi0Qs8duamoKT09PlCtXDqVLl8bu3bvh6emJCxcuiPPj7++vthJPXq6b980nDg4OcHJyQt++fTFjxgyULl0ab968EW0QJ02aJMYiewyBgYEq1ZhMTExw9epVeHt7Q09PD05OTqhevTo0NTUxduxYDBo0CIGBgdiwYQN0dXVV3hsfHw9PT0+UKlUKtra2sLa2hr+/v6h4BwC9e/fGsmXLMGjQILi4uODJkyeYPXs26tSpg3HjxgHInEPS09PVXi9Zz7E6/2VuycvcKJfLVVqfyuVyyGQykZyU1+vd399fkjzWpk0bTJw4Ef369cOIESPw77//Ys2aNdDQ0JBsq1y5cjh69Cju3r2LQoUKYefOnfjtt9+gra0t5om8XBtnzpzB0qVL8dNPP6Fs2bKIjIzEkiVLUKlSJTRp0gQAsGzZMkydOhWPHz9G8eLFcxx3IiIiIqLv0fv/1IWIiIiIiIiIiKiAqlChAu7cuYMhQ4agffv22L9/Pzw8PDBt2jQAgKamJrZv3w5vb2/Y2tpi1KhRmDx5MvT19SUPyuVyOZo3b44lS5Zg8uTJ6Nq1K2QyGXx9fUWbrLCwMMTExEgenHfs2BF79uzBzZs30bVrV3Tv3h3r169HhQoVUKRIEQCZCQRnzpyBra0thg8fjg4dOmDHjh2Slm3Dhw9HjRo10KNHD9StW1dU2PH19YWDg0OOyVHK2LNW7gkLC0NsbKzk+Bo1aoQhQ4Zgzpw5qFu3Lvbu3Zvn+P39/dVWgDI1NcW+ffsQFhaGDh06YO/evdizZw9kMtkHJUhZWFhAV1cXy5Yty3GdrJycnHDixAm8ePECLi4u6NixI5YsWQIzMzOUK1cOr169grOzMxo3bozly5eL982cORNPnz4V1YDkcjl0dXVx+vRpeHt7o02bNti1axfWrVsnacmYU/zGxsY4e/YsSpUqhbFjx6JVq1aYPHkyXrx4IZLvihcvjsTEREyZMgWtW7fGwoUL0adPH3h5eeXpdXXnsk2bNtiyZQu8vLzQtm1bbNiwATNnzsSOHTvEOgEBAbCzs0OhQoUkMWc/Fl9fX+jq6uLHH3/Mdcz379+PjIwMdOnSBb/++iuWLVsGa2tryXkOCAhQGSdl9bGsy1evXo3mzZtj0qRJ6NWrF7S1tdG3b19JSzN15HI5nJycsHHjRixduhTOzs54+PAhLl26hPr16wPIbAcYHBys9ny977oB8jafHDt2DA0aNMCsWbPQqlUrjBkzBnfv3hXt8FJSUvDgwQO1rQb19PTg4OAgli1cuBBJSUlo0aIFGjduDJlMhnLlysHDwwM+Pj7o1KkTLl68iIMHDyIxMVEy3j169EDnzp0xZMgQ1K1bFxcvXhTHn/V6qVy5Mo4ePYrbt2/D2dkZc+fOhaurK06dOiWSynKq/vW+exf4b3PL++bGsLAwvH37Vm0bweyVofJyvWdPkKpQoQK2bdsGuVyOjh074vDhw1i3bp0k4RQApk2bhnLlyqFGjRpo0KAB0tPTxTWrTAjMy7VhZmYGQ0NDzJs3D23btsXUqVPRsGFDXL58WWxHLpfDzMyMyVFERERERGrIFAqFIr+DICIiom+XxoTj+R0CERER0ReVsbx9fodAeTTkkD8sDHUxv43D+1f+Avbt24d+/frh7du3okXT5xQREYFSpUrhwoULIgGkoHn37h0qVKiAXr16YeHChV903yNHjsS1a9ckFcK+N5UqVULv3r1FAtDXrHLlymjdurUk6Y3oUztz5gxat26NFy9ewNLSMr/DIcoXZx+8wvQ/g3F5eD0Y6LCRDREREX09WEGKiIiIiIiIiIjoM4qJicGZM2ewePFiNG3a9IskRwHA5s2bMXjw4AKZHPXq1StcuXIFPXr0gJaWFmbMmPHFY5DL5e+tjlOQKavWKNvCfc2SkpLUVmUi+tT8/PxQrFgxJkcREREREX2FmCBFRERERERERET0GR05cgRdunSBjY0Nfvvtty+239mzZ2Pt2rVfbH9f0ooVK9C4cWO8ePECf/zxBwwMDL7o/hUKhdqWcN+TRo0awc/PD1paX391kKCgIKSlpX3X54u+jO89cZKIiIiI6GvGFntERET0n7DFHhEREX1v2GLv2zHscADM9LWxsG2F/A6FiIiI6Lvw5/2XmHXmAXxG/Ag9bc38DoeIiIhIYAUpIiIiIiIiIiIqkIx0tBCXnJbfYRARERF9N+KS06GlIYOuFh9BEhER0deFP50QEREREREREVGBZGWii39eJyIjgwXUiYiIiL6ER68TUMxYFzKZLL9DISIiIpJgghQRERERERERERVIjUsXxqv4ZAS9iMvvUIiIiIgKvPQMBbwfRaFxmSL5HQoRERGRCiZIERERERERERFRgfSDtSmKGOrgVPDL/A6FiIiIqMC7/iQa0e9S0bysRX6HQkRERKSCCVJERERERERERFQgaWjI0L2aNQ4HPMcBeUR+h0NERERUYD14FY+ZfwajcjFjVLQ0yu9wiIiIiFRo5XcAREREREREREREn0v/mjaISUrFMu9HCItOhHMFS1S0NIJMJsvv0IiIiIi+eS9ik3DhURS2XX+CEoX0saZTFf6cRURERF8lJkgREREREREREVGBJZPJMKaBPYx1tXDQPwIH/SNgZayHMhaGMNLRhJYGC6wTERERfQgFFEhIScfLuGTcexkHbU0NNChljhnNy8FYj48eiYiI6OskUygUivwOgoiIiL5dGhOO53cIRERERF9UxvL2+R0CfaT0DAXuPI3BpdAoPI9NQlxyOjL4qzEiIiKiD2aoowkzfW3UtTNDQ/vCMNRlYhQRERF93fjTChERERERERERfRc0NWSoaVsINW0L5XcoRERERERERET0BbGGOBERERERERERERERERERERERFVhssUdERERERERERERERERERERERAUWK0gREREREREREREREREREREREVGBxQQpIiIiIiIiIiIiIiIiIiIiIiIqsJggRUREREREREREREREREREREREBRYTpIiIiIiIiIiIiIiIiIiIiIiIqMBighQRERERERERERERERERERERERVYTJAiIiIiIiIiIiIiIiIiIiIiIqICiwlSRERERERERERERERERERERERUYDFBioiIiIiIiIiIiIiIiIiIiIiICiwmSBERERERERERERERERERERERUYHFBCkiIiIiIiIiIiIiIiIiIiIiIiqwmCBFREREREREREREREREREREREQFFhOkiIiIiIiIiIiIiIiIiIiIiIiowGKCFBERERERERERERERERERERERFVhMkCIiIiIiIiIiIiIiIiIiIiIiogKLCVJERERERERERERERERERERERFRgMUGKiIiIiIiIiIiIiIiIiIiIiIgKLCZIERERERERERERERERERERERFRgcUEKSIiIiIiIiIiIiIiIiIiIiIiKrCYIEVERERERERERERERERERERERAUWE6SIiIiIiIiIiIiIiIiIiIiIiKjAYoIUEREREREREREREREREREREREVWEyQIiIiIiIiIiIiIiIiIiIiIiKiAksrvwMgIiKib5vGhOP5HQIRERERfWUylrfP7xCIiIiIiIiIiIgEVpAiIiIiIiIiIiIiIiIiIiIiIqICiwlSRERERERERERERERERERERERUYDFBioiIiIiIiIiIiIiIiIiIiIiICiwmSBERERERERERERERERERERERUYHFBCkiIiIiIiIiIiIiIiIiIiIiIiqwmCBFREREREREREREREREREREREQFFhOkiIg+QOPGjSGTySCTybBjx46P2oby/TKZDGFhYZ80voJix44dYowaN26c3+HkO14zREREREREREREREREREQfTyu/AyCinO3YsQP9+/dXWa6trQ0LCwvUrl0bbm5uXzyBxNvbG97e3gCAH374AZ06dfqi+88+LgqF4ovu/2uwevVqvH37FgDg6uqKkiVL5ms8X5Nnz57Bw8MD586dw8OHDxEfHw8LCwvY2dmhffv2cHFxgY2NTX6HKYSFhYlku0KFCmHMmDH5Gg8RERERERERERERERERUUHDBCmib1BqaioiIiJw9OhRHD16FGvWrMGoUaO+2P69vb0xZ84cAEC/fv2+eIJUflq7di1iYmIAAOXKlfuobfj4+IivraysPmobq1evxuPHjwFkVrViglSmbdu2YeTIkXj37p1keUREBCIiIuDr64uXL19i9erV+ROgGmFhYeJ+srOzU5sg9SmuGSIiIiIiIiIiIiIiIiKi7xUTpIi+IcokifDwcLi7u+Phw4cAgIkTJ6JHjx4oWrRofoZXoMXHx8PIyAhVqlT5z9uqX7/+J4iIstu7dy8GDhwovi9btizc3NxQoUIFJCUl4c6dO9i1a1eet6c8518DXjNERERERPSlKRQKvEtNR0JKOr7Dws1ERET0ldDSlMFYVwvamhr5HQoRERF945ggRfQNyZokUaxYMTRt2hQAkJycjKtXr4pKTikpKdi4cSN+//133Lt3D+/evYOlpSUaNGiA8ePHw8nJSWXbZ8+exfr163H9+nW8efMGpqamqFu3LiZOnIgGDRoAyKx0U6pUKcn7du7ciZ07dwLIrH4TFhaGjIwMrFu3Dnv27EFwcDDevXuHQoUKwdbWFjVq1MDYsWPh4ODwOYZImDNnDtzd3QEAffv2FTEqVaxYEffv3wcAnDhxAs7OznB1dRXrzZ49G2XKlMGKFStw//59tG7dGl5eXmjcuDEuX74MANi+fTtcXV3FNmNiYrB27VocO3YMDx8+RFJSEiwtLVGrVi0sWLAA5cuXBwDIZDLxnn///VdUf7p27RoWLVqEGzduICoqCvr6+ihatCiqVauGLl26oHfv3nB3dxfVhpSaNGkivp49ezbc3d3x7NkzzJ07F+fOncOzZ8+goaGBIkWKwMHBAfXq1VPZhjqenp74/fffcffuXURFRSEhIQEmJiaoXLky+vXrh/79+0uOJfvYZGRk4Ndff8WDBw9gbm6Ofv36Yf78+dDU1BTvSUtLw6JFi7B161a8ePECZcuWxfjx498bW3ZxcXEYPXq0+L5GjRq4dOmSJMHJ2dkZ06ZNE4mF2WPetm0bYmJisGnTJoSGhmL48OGi0tT9+/exYsUKXLx4EREREdDR0UGVKlUwaNAg9OvXTzIOZ8+exZYtWxAQEIDIyEjExsbCwMAADg4O6NGjB0aNGgVtbW0AQMmSJUUlMAB4/Pix2usj+zJbW1vY2tri2bNnAICrV6+ibt26Yh0fHx80bNgQAFCiRAk8fvwYGhoaIr733etERERERPR9SknLwNWwNzgfEgWff14jMTU9v0MiIiIiAgDYFNJHs7JF0KKcBcoWMZT8zpSIiIgoL5ggRfSNKlSokOT7lJQUAEBCQgKaN2+Oa9euSV5/+vQpPD09cfDgQWzduhV9+/YVr02ZMgVLliyRrB8VFYXjx4/j5MmTWL9+PYYOHZrn2ObMmYO5c+eqbC8qKgp37txBkyZNPnuC1ODBg7FgwQKkpqbi0KFDWLt2LUxMTAAAd+/eFclRVlZWaN26tcr79+3bh5CQkDzv799//0XTpk0RFhYmWR4eHo7w8HC4uLiIBCl1goOD0bhxYyQnJ4tlcXFxiIuLQ2hoKBISEtC7d+88xZKamopGjRohNDRUsvzp06d4+vQpfHx88pQgdezYMfzxxx+SZW/evMFff/2Fv/76CwEBATm2qlu4cKFk/J4/f47FixfD1NQUU6ZMEcsHDhwoqeoUFBSE/v37o3r16nk5VOHkyZN4/fq1+H7lypVqqz9pamqiQoUKarexaNEitefcy8sLP//8M5KSksQyZVLi1atXcf78eezevVv8h/zixYs4ePCgZBuxsbG4ceMGbty4gb/++gteXl4fdHzZaWhowNXVFQsWLACQeb1mTZDau3ev+Lp///4iOepT3+tERERERFRwPIlOxLDDgXgVn4zShQ3R26kE7Mz0YaSjBT5/JCIiovySlq5ATFIq/J7F4kjAc+y4GY4W5Swwr7UDNDX4QwoRERHlHROkiL5BT58+xaxZsyTLfvjhBwDAzJkzRXKUkZERFixYgNKlS2PLli3w8vJCWloaBg8ejCZNmsDGxgZ//vmnSJjQ19fHnDlzUL16dQQEBGDatGlITk7GqFGj0LRpU9jZ2cHHxwfbtm3D9u3bAQBt2rTBtGnTAAB6enoAgMOHDwMAtLS0sGrVKlSqVAmvX7/Go0ePcPr0aVE953OysrJC586dceDAASQmJuL333/H4MGDAQCHDh0S67m4uEgqGimFhITgxx9/hJubG4yMjBAbG5vr/nr37i2So4yNjTFp0iTUrFkTkZGR+OOPP9TuI6sTJ06I5Kju3btj4MCByMjIQHh4OP766y+x3oABA9C8eXN0794dL168AACsWbNGJBTZ2trC399fJEdVrVoVc+bMgZGRESIiInDnzh2cP38+11iUOnTogCZNmsDa2hrGxsbIyMhAWFgYJk+ejKioKKxbtw5TpkxBsWLF1I7fqFGj0Lp1a2zfvl2M+a+//ioSpC5fvixJjvrll1/QpUsXXLlyBYsWLcpTjEq3b98WXxsYGODHH3/8oPcrY+7QoYOojKWlpYXIyEj06dNHJEcNHToUnTp1QmRkJGbMmIHHjx9j7969aNq0KQYMGAAAaNiwIYoXLw5bW1sYGxtDJpPh+fPnmD17Nh49eoRjx47h5s2bqFmzJg4dOgRfX1+4ubkByKwMlzW5ysrKKsd4BwwYgIULF0KhUGD//v1YtWoVtLS0RFIgkFmtrH///gDwQfd6uXLlPnj8iIiIiIjo2/UkOhFDDwXAUEcL+/s4wb6wYX6HRERERCTRvlIxpKWXwekHkZh/7iGAYCZJERER0QdhghTRNySnkrH9+vVDuXLloFAoJAknc+bMEYkXLVq0QKlSpRAREYHk5GT8/vvvmDhxIrZu3SrW79atm6hCU6tWLTRr1gynTp1CWloatm/fjkWLFqF+/fqSBJuiRYtKWv8BgKmpKQBAW1sb5cqVg6Ojo1iWtXrQ5zZixAgcOHAAALB161a1CVLK5JHsihcvjvPnz4ukr9zcvXsXvr6+4vs9e/agQ4cO4nsXF5f3bkM5PkBmklOFChVgY2MDmUwm4la+ZmtrC11dXbGsSpUqknOQtQqVhYUFypUrh7Jly0JbW1tSOex9WrVqhWXLlmH9+vX4559/kJiYCIVCIV5PT0/HzZs30b59e5X3tm3bFmvWrAEAODk5iTF/8eIF4uLiYGxsLDkP1atXx+bNmwFkJt2FhISIc5cXb9++FV+bmZmJikkfwsnJCceOHZMsW7duHeLj4wEAlStXFlW8DA0N4eLiIio4bd68WSRINW7cGH5+fpg3bx5CQkIQFxcnGTcgs51izZo1UaNGDbF9ANDV1VW5n3Jib2+Pxo0b49KlS4iMjMS5c+fQpk0bnD59WlTTatq0qWiL+aH3OhERERERfT8mn7wPAx1NbOxWBUUMdd//BiIiIqJ8oKWpgXYVLWGgrYlpp+6jguVT9HGyye+wiIiI6Bvx4U+QieirYWFhAXd3d5FYEhkZKWkzljXRQkdHB7Vq1RLfBwcHAwDu3bsnlu3evRsNGjQQ/06dOiVeCwoKynNcyhZd7969Q6tWrVCoUCFYWlqiVatW+O2335CWlvaBR/pxGjZsiMqVKwMAbty4gbt37+Lhw4fiWGrVqpVju7W2bdvmKTkKkI6hrq4unJ2dPzjWjh07ikpMK1asgJ2dHQwNDeHo6IgJEyYgPDw8z9sqU6YMmjdvDgC4cOECKlWqBH19fZQvXx6urq4q7RfVeffuHX788UcsWbIEgYGBSEhIUEnyAYDo6Gi172/WrJn4unDhwpLX3rx5AwB49OiRWJa1PRyAD64AlbXl5Nu3b5GRkfFB7weALl26qCzLem6DgoIk94cyOUr5GgAoFAq0bdsWM2bMwO3btxEbG/tB4/ahBg4cKL5WttXbt2+f2tc/x71ORERERETfvn9eJ+BRVALc6tszOYqIiIi+CU3LFkGj0oVx7kFkfodCRERE3xAmSBF9Q3x8fODj44Nr164hNDQUL1++xOzZs79Iy7qsVW7ep0+fPrh8+TKGDBmCWrVqoVChQnj16hXOnj2LIUOGYOLEiZ8xUqkRI0aIr7du3SppX5ZT9Sgg99Zmn0PRokVx584dzJ07Fy1atICtrS2SkpLg5+eHFStWoEGDBu9t86ckk8lw/PhxeHh4oHPnzihfvjw0NDTw8OFD7Ny5Ew0bNsStW7dy3cbRo0fx4MEDAJnVktasWYNLly7Bx8cHVapUEevllIhkbm4uvtbSkhYrVJcw9F85OTmJrxMSEiQVvfLqv5xz5f3h6+uLy5cvAwA0NTUxb948XLhwAT4+PmjRooVY/2MSuNTp0qWLqD7m5eWFly9f4o8//gCQWUmrc+fOH7zND7nXiYiIiIjo23c+JAqGOpqoY2eW36EQERER5Vnzcha4/yoez2Le5XcoRERE9I1gghTRN6R+/fqoX78+ateuDXt7e5WWexYWFpJqPVeuXBFfp6am4ubNm+J7BwcHAJBUUJo6dSoUCoXKv/T0dPz5559ivazty9QleigUCjRs2BAeHh64fv06oqOjcf36dfG6p6fnxxz+R3FxcYGJiQmAzKo5v//+OwBAT08PPXv2zPF9ObUzVKdixYri6+TkZEk1HqX3JQUpFApYWVlh5syZOHv2LB4/fow3b96IykqPHz/G1atXxfq5nQOFQgE9PT0MGTIER44cQXBwMBISEkS7xdTUVEl7O3WePHkivm7dujVGjRqFxo0bo2rVqnj69Gmu782r0qVLi6+zV7XKeqx54ezsjCJFiojvx40bh4SEBJX10tPTcf/+fbXbUHfOs94f9erVU3t/KBQKkVSUddx++OEHzJgxA02bNkWdOnUkr2X1vvspN/r6+ujVqxeAzMSwAQMGIDExEUDmtZ+1CtrH3OtERERERFTwXXscjXolzaGjxV8TEhER0bejfilzaMhkuP7kbX6HQkRERN8IrfevQkTfCplMhr59+2LVqlUAIKpL2dvbY+vWrXj27BmAzDZwyuSggQMH4siRIwCAZcuWISMjAw0bNoSGhgaePHmCgIAAHDt2DLt370bjxo0BSFum+fj44OTJkzA1NUWxYsVQpkwZdO/eHVpaWmjcuDGKFy8OQ0NDnD17VrwnKSlJfO3t7Y0mTZoAAOzs7BAWFvbBxz1lyhSVZfr6+pg9ezaMjIzQr18/rF27FlFRUYiKigIAdOrUSdKW7b+oVKkS6tSpI5J8XFxcMHnyZDg5OeH169c4ceIEfv75Z7Rv3z7HbRw8eBArV65Ex44dYW9vj6JFiyIiIgL//vuvWCfruBUuXFi8tnPnTmhoaEBLSwtVq1ZFYmIifvzxR3Tt2hVVqlSBlZUVEhMTJVWjsm5LHXt7e/H1hQsXsHv3bpiammL58uWfrD1ct27dsH79egDAnTt3MGTIEHTu3BlXr16VVPrKC2NjY6xevRouLi4AMlsqOjk5YdSoUahQoQKSkpIgl8uxa9cutG7dGqtXr87Tdnv06IFp06YhPj4eV69eRbdu3dCrVy+Ympri2bNnePDgAU6dOoVOnTph9uzZknELCAjAhg0bUKpUKfz222+iIld2We+niIgI7Nq1C/b29tDX15dUxsrJwIEDsXHjRgCQJOdlba+n/P5D73UiIiIiIir4Yt6loqqVSX6HQURERPRB9LU1YaKnhbfvUvM7FCIiIvpG8E/DiAqYefPmoU6dOgCAuLg4jBo1Cs7OziIxQktLC7/99htsbGwAAG3btsWkSZMAAGlpaViyZAmcnZ3Rpk0bDBkyBOvXr1epGNS0aVNR9SYsLAzt2rVDgwYNsHjxYgCZLbr279+PYcOGoUOHDmjWrBmWLFki3t+vX79PesxLlixR+adMEgOA4cOHq7zH1dX1k8awd+9eMaaxsbGYPn06Wrdujd69e8PT0xPp6em5vj8jIwPXr1/HtGnT0LNnTzRt2hQuLi548eIFAKBEiRJo1qyZWD9ru7Zdu3ahSZMmaNCgAQICAgAA//zzD5YtW4a+ffuiRYsW6Nixo6jKpKWlJaoO5aRdu3Yi2eft27fo27cvOnbsiJCQEFF97L9q3LgxevfuLb7/7bff0KZNG8ybNw9ly5b94O317t0bW7duhb6+PgDgwYMHGDlyJJo1awZnZ2dMnz49xySlnBQtWhS7du0SlZgOHz6Mrl27onnz5ujXrx8WLlwIuVwuKoTVqFED9erVA5BZqWvEiBFo27Ytzp07h5o1a6rdh4ODA0qUKAEgs8JVv3790KBBA/To0SNPMTo5OaFatWrvXfYx9zoRERER0Zfi7e0NmUym9l/2irMpKSlYuHAhHBwcoKenB0tLSzg7O+f559mtW7eiQoUK0NPTQ9myZbF27VqVda5cuQJHR0cYGxujcePGCA4OVlnHzc0NrVq1+rgD/ookpWVAXzv3XxHOnj1bVGfOavz48ZDJZNi3b59keVBQEGQyGfbu3Zvrdq9duwaZTIaQkBCxbPXq1fjrr78+4Ai+fTt27BDt0rNycHDA9OnT8yGi3JUvXx5Tp07N7zDyTN01lZqaChMTE2zevPmT72/ChAn44YcfPsm2nj9/Dg0NDZw7d+6TbO9rkNP1XqNGDYwdO/aLx+Pl5YVdu3Z98f1+SadPn4ajoyMMDQ0hk8kQGRmZ3yEByPla+BxWrFgBe3t76OjooFKlSl9kn//FlClTUKVKlfeuV6RIEckfgip/H/2p5XSffK79fQgDbU0kpuT+u3ciIiIiJSZIERUwhoaGuHz5MlatWoXatWvD2NgYWlpasLa2Rs+ePeHr64u+fftK3rNkyRKcPXsWnTt3hpWVFbS1tWFmZoaKFSuib9++OHTokEi6AjJbde3atQuVKlWCtra2SgzDhg1Dnz594ODgADMzM2hqasLU1BR16tTBr7/+Kkleypo4lLUd2Kfk4OAgSS4qUaKEJMHoU7C3t0dAQADmzJkDR0dHGBkZQUdHBzY2NujataukvZk6tWvXxoQJE1C3bl0UK1YMOjo60NXVRZkyZTB06FD4+vrC2NhYrD9jxgwMGTIERYsWVWkNV6hQIcybNw8tW7aEra0t9PX1xTXQpUsX+Pj4oFatWrnGY2BggIsXL6Jz584wNzeHqakpOnTogL///huWlpYfP1DZ7NixA+7u7rC1tYWOjg7Kly+PtWvXqq0KlhcDBgxASEgIpk+fjlq1aqFQoULQ1taGlZUV6tatiwULFmD8+PEftM3OnTvDz88PgwcPRpkyZaCnpwdDQ0OUKVMG7dq1g4eHh0jC09DQwLFjx+Dq6gpLS0sYGhqiSZMm8Pb2lrRizEpTUxNHjx5Fw4YNYWBg8FHHra5alDofeq8TEREREX1pbm5u2L17t+RfmTJlxOupqalwdnbGggUL0Lp1a2zYsAGTJk2CoaEhYmJi3rv9TZs24ZdffkGlSpWwdu1a1K1bF25ubpI/6omJiUHHjh1hbW2NZcuWISkpCV27dpX8//Xu3bvYvHmz5P+337L3tZk3NTVFfHy8pH18UlISduzYASDzD4Wy2rhxIywsLNC9e/dct1u6dGlcv35d/JFMUlISJk6cKCpgfy9mzJiBu3fvSpYpFArs3LkzXxJGchMfH4+QkJBPlgD0ueV0TWVkZODs2bOiwvqn5Ofn98nGx9DQEFevXkWjRo0+yfa+Buqu97S0NAQFBcHR0fGLx7N8+XJcuXLli+/3S3n79i26desGJycnnD59GtevX4eFhUV+hwVA/bXwOZw/fx4TJ07E2LFjcfnyZRw+fPiz7/O/8vPze+/9EB4ejtevX0vmm0WLFmHp0qWfPJ6c7pPPtb8P8Z4fYYiIiIgkZIqsv9kgIvrClixZIpJh9uzZ89n+4mT9+vUYOXIkAGDq1KlYuHDhZ9kP0fdIY8Lx/A6BiIiIiL4yGctzbjGujrL9+sGDB9GtW7cc11u6dClmzJiBv//++71/+JHdu3fvYGNjgzp16uDEiRNiuYuLC7y8vBAeHg4zMzOcPn0aXbt2xevXr6Gnp4ewsDCUKlUKwcHBKF++PIDMqr4VKlTAmjVrPiiGr5HzluvoWLkYBtexy3GdrVu34pdffkFMTIyoJLVz5064ubnBzs4OLi4uomJtQkICrK2tMXz4cCxatEjt9lJSUqCjo6Oy/NatW6hZsyaCgoK+iQofOR1HTsvViYqKgoWFBU6cOAFnZ+dPHeIn9/fff6NBgwaS+yG7Dzn+zy0/rqkiRYpgxowZGDNmzEdvIzU1FVpaWu9NXvzS/mtcOV3vgYGBqFq1KgIDA1G5cuVPFa6Q0zWpUChgamqKRYsWYcSIEZ98v1+Dffv2oV+/foiOjoaRkVF+hyN8yNz3X+eUwYMHIzAwEL6+vh+9DaXU1FS1fzD8qRUrVgxTpkzJdR45fvw4OnTogOjoaBQqVOizxfK13yedtt9A87IWGFm/VH6HQkRERN8AVpAionx1/vx5AJntvz51cpRCoUB8fDwePXqE7du3A8is8PPLL7980v0QERERERHRpxMXF4e0tDSV5RkZGfj111/RuXNn1KpVC2lpaUhMTMzzdi9duoTXr1+rtGEfMWIEEhIScPLkSQCZiVR6enqiyrG5uTkAiH15eXnBz88Pc+bM+ajj+xYpk6Li4uLEso0bN6JPnz6wtraWLN+3bx/i4+MxZMgQAJkVhzQ0NLBt2zYMHToUhQsXFlUxatasKR7+Tp06VbQmr1y5MmQymaQa9MWLF9GsWTMYGRnBysoKY8aMQXJycq5xHzt2DDKZDP7+/vjpp59gYmICKysrbNq0SbKen58funXrhhIlSkBPTw+lSpWSVBUDgJMnT0Imk+HKlSto27YtDA0NMXbs2FyP78KFC3B2doaVlRX09PTg4OAgqm4BmRXNlJVc2rVrB5lMhtKlSwPI/EMvMzMzAMCbN28gk8kk71Vq2rQp2rVrJ75/+fIlhg4dCmtraxgZGaFJkya4d+9eruOUk8jISLi6uqJQoUIoWrQoVq1ahTt37sDQ0FBU/Vq/fj1MTU3h6+uLBg0aQE9PD7/++isAYO7cuXB0dISpqSlMTU3RsmVLlXaVNWvWxMiRI7F69WrY29vD0NAQvXr1QkpKCm7fvo2mTZvC0NAQVapUgZ+fn+S9Bw4cQNOmTVG0aFEYGBjghx9+EPcxkPs1NXHiRJUqT8+fP8fw4cNhY2MjWnAuW7bsg8Yse0WXGjVqoFevXirrTZs2DXZ2dnj37h0AwMLCAgsXLsTUqVNhbW0t5p3u3bujU6dOkveGhISgT58+sLS0hL6+PipVqvRRLeKCg4PRpUsXmJubo0iRInBxcUFUVJRknZziUicjIwOrV69GhQoVYGBggMqVK+PQoUPi9dyud7lcDj09PSQlJaFVq1YwMjJCyZIlcezYMck+FAoFNm3ahGrVqolz9Ntvv0nWye2azOrMmTPQ0NBAXFwcRo4cCZlMBj09PdEi9OzZs5L1k5OTYW9vL5JBz58/D5lMhoMHD6JBgwYwMDCAjY2N2sRZZcVuAwMD2NnZYf78+cjIyBCvK1vHKsfOwsICLVq0eG/r2GvXrqFly5YwMTGBtbU1Ro0aJflcLF26NHr37o20tDQYGxtDJpPhzZs3ardVv359uLq6Yvz48ShRogQMDQ3RokULPHnyRLJeREQEXF1dUbRoURQqVAjt27dHWFiYZJ33naf3zX3Zz9+iRYugqampcq6Vcf/0009qjyk8PBwymQybN28WLV2rVq0KIPN8zpo1S8w7NWvWhLe3t+T9EydORNWqVXHixAk4OjpCW1sbXl5eave1ZcsWGBgY4MiRI3B0dIS+vj7KlCmDgwcPinUyMjJgaGgIDw8PyXv37NkDLS0tJCUlAcici16+fAlra2v06dMHpqamsLW1VbmO5XI57OzsRHKU8nMqOjparKO8tipVqgQ9PT1YWVmhd+/eoiLk+z7/crpP0tLS1O4vJiYGbm5uKF68uGhT7O/vL4m7c+fO6NKlCw4fPgxHR0cYGBigZs2aatsZExEREX1qTJAionyTnJyMK1euwNjYWOU/hp/C48ePYWxsjLJly+L27dsAMv9iyN7e/pPvi4iIiIiIiP67/v37w8TEBHp6emjSpAlu3bolXrt37x4iIiJQtWpVDB48GIaGhjA0NETVqlVx6dKl925bmVxRo0YNyXInJydoaGiI16tXr46YmBisWLECjx8/xuzZs2Fqaory5csjOTkZ48ePx5w5c0TyyvfA1NQUwP9b6fn5+eH69esYPnw4jI2NJS32PDw80KZNG5QsWRIAEBAQAIVCgZkzZ8LAwAC///47NmzYgPT0dAQFBYmH1b/88gt69uyJMmXKwNfXF76+vuJh+L59+9CyZUvY29vj0KFDmDt3Lnbt2oXp06fnGre/vz/09fXRp08fNGrUCEePHkW9evUwcuRIvHjxQqwXGBiIWrVqYdOmTTh9+jQGDx6MmTNnStow+fv7Q1tbG3379kXLli1x4sQJDB06NMfjUx57q1atsH37dvz555/o0KEDBg4cKK5rZ2dnjB07FoaGhuKYjx8/LvZXpUoVAJlJesWKFVN5eHzu3Dl4e3uLKtkvX75E7dq14evrixUrVuDgwYNQKBRo3bq1SMTJq9jYWDRs2BB3797F1q1bsXXrVmzZsgVr165F1apVoaGhIeLU0NCAi4sL+vbti1OnTqFr165ITk5GeHg4JkyYgD/++AM7d+5EQkKCpO2i8ho4duwYbt26hQ0bNmD69Onw9PTEiBEj4Orqiv79+2P//v2Ii4tTaTcYGBiInj17wtPTE15eXqhevTq6desm2unldk35+/uLaw8A/v33Xzg5OeHKlSuYN28eTpw4gUGDBuWpdWdWynlEmSBVp04d3Lx5U7LOv//+i5UrV2LJkiXQ19dHREQEoqKisHbtWjx//hzbtm3D4cOHRXJf1jhv3rwJJycnPH36FKtWrcKxY8fQtWvXD45TWVlLU1MTnp6e8PDwgK+vL37++WexTm5xZadQKODi4oKFCxfCzc0NJ06cQMuWLfHTTz/Bx8cHQO7Xu5+fH/T19TFw4ED07NkTXl5esLW1Rb9+/STtTYcPH47x48fjp59+wokTJ/Dzzz9j6NChkqqAOV2T2Tk6OorWYGfPnhUxVaxYESYmJirnbeXKlUhISMCMGTMAZCanyGQyjB07Fj179sQff/yB2rVrY/To0bh27Zp43+LFi/Hzzz+jYcOGOHbsGEaPHo358+eLeQLIbC+7ZcsWTJo0CX/++Sc2bNgAKysrMfeqc+LECTRo0AD29vY4evQoFi1ahP3798PNzU2s4+npCScnJ7Rp0wa+vr64fv262iQ3hUKBgIAAHDx4EKGhodi6dSvWrl2LW7duYfDgwWK9sLAwODk5ITw8HFu2bMGePXvw/PlztG3bFikpKXk+T++b+7Kfvz59+qBChQoq58TT0xO3b9/OscWbmZkZ/v77b2hpaWH69Onw9fXFgQMHkJycjJYtW2Lv3r2YPXs2jh07hvLly6NNmzZ49OiReL+/vz9evnyJyZMnY/z48Th16lSO7S7lcjkUCgXGjx+P0aNHw8vLCyVKlICLi4tIMnv48CESExMl97RyP+XKlROJ2cp5ZNasWXB0dMSRI0fQtGlTjBkzBufOnRPvy97O09/fHzY2NuLnE+Vxrlq1CgMHDsTJkyexYMECJCcni/v4fZ9/Od0nWlpaKvuLjo5G3bp18ffff2PVqlU4dOgQdHV10aJFC0linr+/P/z8/ODh4YGZM2diz549iIiIwIQJE9SOLREREdGnpJXfARDR90tXV/eD/tr3Y8lkMlhbW6NXr16YN2/eZ98fERERERERfRgdHR107doVbdu2RZEiRXDv3j0sX74cDRo0wNWrV1G9enWEhIQAAFatWgVzc3NRBWjhwoVo3bo1bt68qfLQMavnz59DU1MTRYsWVdl34cKFERERAQAoWbIkFi9ejMmTJ2PChAnQ19fH1q1bYWBggIULF8LAwABDhw79TCPxdcqeILVx40Y0btwYFStWlCRI3bhxA3fu3JFU8VFWjhg3bhzGjx8vlt+/fx9JSUninJUuXRrR0dGoUaMG6tSpI9Z79uwZfvnlF0ycOFHSsi8hIQFz587F8uXLc4w7ICAAALB//35UqFABAGBjY4MjR47gn3/+QbFixQAAffv2Fe9JT09H/fr1cezYMVy9elUkVvj7+yMjIwOenp6S9o4bN25Ue3wAJAk96enpaNCgAXbt2gVfX1/UqFEDJUqUQGJiIqpUqSI5ZuX+lNWPgMwKSPfv35esM336dPz8889iDAcNGgQdHR34+PiIql81a9ZEsWLFcO7cOXTo0CHHscpuypQpePfuHW7evCnacpmamqJRo0Zo0aKFJM60tDRcuHBBJMUpbd68GUBm8kV6ejp0dHTg7OyMuLg4GBsb4+HDh6Ji0JYtWwAArVu3xsaNG+Hl5YXAwEBxju7cuYP169dLtp/1dzxpaWmoV68eduzYgTt37qB48eI5XlPKuFu2bCni++mnn1CqVClcunRJtPJq3rx5nsdLKXtFl7p162L9+vWIjo4WSQQTJ06Ek5MTevbsKWIBgG7dumHt2rViWwkJCQgNDRXn9927d+jSpQtat26N/fv3iwQH5XHkVWpqKnr27Il27drB09NTLNfQ0EDXrl3x5MkT2Nra5hiXOtu3b8fhw4dx69YtkdjXtGlTnD9/Htu3b0eDBg1yvd7lcjl0dHRw7tw5MUdnZGSgVatWopLOkSNH4OHhgT///BOtW7cGkHmOAgICsG3bNlFJLbdrMisLCwukp6ejWLFikmsaAGrVqoUbN26I758/f46FCxdixYoV4t6Sy+UAgCNHjog5oV69ejhz5gz+/PNP1KlTB7dv38a0adOwceNGUVVPWZVp27ZtGDlyJDIyMrBnzx5s3rxZkqCWNZkwuzdv3qBPnz6YMGGCZF58/fo1pk6dCg8PD2hpaaFWrVp4+vQpunfvrjLmWYWGhiIuLg7Ozs44evSouLaePXuGOXPmIC0tDVpaWujbty9Kly6Ns2fPQlNTEwBgbW0NJycnXLt2DQ0bNszTeXrf3Kfu/NWtW1dyTt69e4fJkydj7NixOZ5nIyMjFC5cGGlpaWjfvj1q164NIDPxKCgoCIGBgbC2tgYANGrUCKdPn8a+ffswa9YsEYuOjg6uXr2aa7IakHk9aGhowNvbG3Z2mS1rK1asCFtbW1y4cAH9+/cXSXXKeyTrMWf9+UV5ba1cuRJt27YFADRu3BgXLlzAkSNHxPUql8sln1/ZtzNt2jQEBQXh9u3bIiYAGDBggPj6fZ9/ud0n2fc3evRopKam4saNG+Jzo0aNGqKVYt++fREXF4ewsDA0btxYVKcCMpM2s1acIyIiIvpcWEGKiAqskiVLQqFQICMjA0+fPsXSpUuhq6ub32ERERERERFRNvXq1cOhQ4cwYMAAdOjQAVOmTBHtcKZOnQogs1UbkNnm7cKFC3B1dYWrqyvOnz8PhUKRYwUJpXfv3onEh+z09PQkFXYmTJiAZ8+ewdfXF8+ePcPPP/+MiIgILFq0CKtXr0ZaWhpGjRoFW1tb1KpVC1euXPlEI/F1UiYExMbGIjY2Fvv27ROtCrMmSHl4eKBUqVLioTiQmaRkaWmpUv0nICAAmpqaqFSpkljm7++PatWqSdZbu3YttLW1MXnyZKSlpYl/5cuXR3R0tKS9X3YBAQHo0qWLSI4CIKpYFClSRCzz8vJCo0aNYGFhAS0tLWhra+P69eviAa9yW8r2jtn3oe740tPTsWPHDtSqVQtmZmZiuy9fvpRsV90xZ2RkSKprAUClSpUkCVJeXl6Qy+WYO3cugMx2acePH8e0adNgYGAgxknZHu/x48c5jlN2sbGx2Lp1K8aPHy+J1cHBAUBmlbWscQ4dOlQlQeHFixcYM2aMqIqira0NZ2dnaGpqiiopygS27JXAEhISMGjQIJEcpVyWtfJNUlISVq9ejWrVqsHY2Bja2towNjYGgPeO78uXL/Hq1SsxvmfOnMGtW7ewbt26HOeIvJLL5ZKKLsrkD2Xlm8uXL+PIkSNYvXq1WCcgIADa2toqf9QXFBSEjIwMEefOnTvx6tUrrFmzRm0Vp7w6efIk/vnnH5U2ocqK68oKXDnFpc6aNWvQrVs3lcQPe3t7sT1A/flQLh86dKgkgfXNmzfQ0NAQ533p0qVo0qQJmjdvLpkLHBwcxPWd2zWpTk7xZK/8NW3aNNjb2+OXX34Ry+RyOdq2bSuZEwwMDFCiRAm8fv0aALBs2TLY29tjwIABOcYMAPr6+li4cCG8vLzyVO1t165dSElJweTJkyXL7e3tkZKSgsjISACZ1/rLly/VHmNWyoQcd3d3ybVVrlw5pKen4+3bt5DL5fDx8cHs2bNFcpRyn8D/r5u8nCcg97lP3fmrU6cO7t69K/7YdunSpUhNTcW0adNyPTZlRSrltZmeno4NGzaIVqRK2traKFGihDgO5TwxZcqU9yZHKStw9e/fX5KIpGzXqbwe/P39UbJkSTFXZY0xe4JUjRo1RHIUAGhqasLBwUGc25iYGISFhUnmm4CAALGdmJgYrFu3DtOnT5fElF1ePv9yuk+y7i8qKgqenp6YNGmS5L2FCxeGiYmJGNfAwEAoFApMmzZNJEcBmfd71s9lIiIios+FCVJERERERERERPTVKVOmDDp27IhLly4hPT0d+vr6AIAff/wRNjY2Yj1bW1vUr18fV69ezXV7+vr6khZAWSUlJYntK1laWqJOnTqi6svkyZPRrFkzNGvWDPPmzcOFCxewf/9+dOrUCc7Oznj79u1/ONqvm/LhcFxcHHbt2gVTU1N07twZQGbyVFxcHN6+fYv9+/djyJAhkoee/v7+aNWqlWSZcnnZsmXFuL969QovXrxQeQh74cIFxMbGwszMDNra2uJf27ZtoaWlBQMDA7UxJyYmIjQ0VKUKUEBAAPT19VG6dGkAwIIFC9C9e3c4Ojpi+/btuHbtGv744w8AmdU/gMzkupCQEMnD6vcd39ChQ+Hm5oZWrVph3759uH79uqh6ptxuRkYGAgMDVY750aNHSExMlCyvXLky/vnnH6SkpCAjIwMzZ87EwIEDxXFcuHABQGabyqzjpK2tjefPn4skt7z4+++/kZKSIs6xkvIBt/KBvDLO7OMSGRkJJycn/PXXX5g0aRJOnz6Nmzdvol27dihbtiy0tbXF2JUsWRKlSpUS7w0PD0d0dDSaNWsm2WZQUJBIcFAoFOjQoQMWL16MXr164dChQ7hx4wZmz54tGd+crillZSTl8vPnz6NkyZIi8eu/yN7yqnTp0rCwsMCNGzeQkZGB0aNHw8XFRVIdzN/fH3Xr1hVVp7IuNzAwQJkyZUSc9erVkySOfQxlhZty5cpJlj99+hQARNJITnFlFx0dLanIlX2byu3ldL0/fvwYb968UXuvlilTBnp6eoiLi8ONGzdw6dIllet7yZIl4vrO6ZrMSW4JUs+fP8fTp09x69Yt7Ny5E6tWrRL3eVJSEh48eKByjygUClHxCsi8L0NDQ6GjoyOJediwYSJmDQ0NnD59GsWLF8dPP/0ES0tLDB06VNK6NDtvb2/UqlVL5dw8ffpUVEVUHh+AXKsrApkJOSVKlFBpQfv8+XPo6enB3Nwc3t7e0NLSQtOmTVX2CWReN3k9T++b+9Sdvzp16iA9PR137txBeHg4li5digULFkiScdTx9/dH6dKlxWdFYGAgXr9+/d7rVTl2ebmWlBW4sl8Pb9++RVJSktimXC5XORcvXrzAq1evJGPh5+ensi0gM2mrRIkSYlsKhULMN8rPKeV2fHx8kJKSgi5duuQYd14+/5Rjkf1cZd/f33//jbS0NJVxjY+PR0xMjBgDZeJlw4YNJesFBASoJFgSERERfQ5ssUdERERERERERF8lGxsbpKSkICEhQTxcs7S0VFmvaNGi8PPzy3VbVlZWSE9Px6tXryRVSlJSUvD69WtJJYnsrl27hkOHDiEoKAgA4OnpiZkzZ6Ju3bqoW7cuNm3ahBMnTsDFxeVjDvOrl7XFnoeHBwYNGgQtrcxfKyorSO3cuRPp6ekYOHCgeJ9CoUBgYKBoJZZVTi2Fsj+Eff78OYYNGyZpCaSkra0tqWSSVWBgIDIyMiTJKsr9Vq5cGZqamkhJScGiRYswffp0uLu7i3WUreGUsQQFBSE9PR1OTk6SbeV0fM+ePcOWLVuwfft2uLq6iuXHjh2TVDJ59OgREhIS1CbwaGhooHLlymJZpUqVkJ6ejpCQEPj5+SE0NBRnzpyRjJOyfaA6ZcuWVbtcHWW7yeztKA8dOgRNTU0RvzKBwNHRUbLe5s2bERsbi+DgYFEpRaFQQC6X48cff5Qcp7rzA0Dt8mHDhgEAfH19ce7cOVy6dAmNGzcW66xevRqWlpZijsjpmvL390fRokXFei9evPjPSUeA+oouwP+rEW3ZsgWPHj2StKBUxtOqVSuV7SmvVWVSzosXLyTJoR8rMjJS7fEqE6eU1WZyiiu7qKgoAFDZZmRkJO7du4cRI0YAyPl6V7Ydy544kjUp4+XLl1AoFNiyZYvahCZllamcrkl13r17h4cPH+aYIAVktg1dsWIFOnToIEkMCgoKQlpamsrnxqVLl0SCX2pqKqKiojBv3jxJVT0lQ0ND8bWTkxNOnz6N2NhY7Nq1C+PGjYOFhUWO1bsiIyNha2urstzb2xt16tQRldACAgJQpEiRXD/fgMxzoG6dI0eOoHHjxtDQ0EBkZCSKFCmiMud6e3vDwMAANWrUwPPnz/N0nnKb+wD1569ixYowNTXFzZs3sWHDBjg4OEjm15wEBARI9qOswJT9eg0KCsLr169F4o6/vz/MzMwkCZw5Uc412cfwyJEj0NDQEPNUYGCgymeZt7c3gP8nscXHxyM0NFQlvocPHyIoKEi0VJTL5ShUqJCotKX8nFJu58WLF2qPUymvn3853SfZ95fTuCqPL+u4VqxYUVKtT/lZWlB/hiIiIqKvCxOkiIiIPpOwsDDJL1IUCkU+RkNERERE9O35559/oKenByMjI1SpUgXa2tqSdk1KERERsLCwyHVbyqSFW7duSSpC3Lp1S20ijZJCoYCbmxtGjx4tqvVERERIHoRaW1urjaugMDQ0hKamJk6cOIEHDx5g8ODB4jVlgtSmTZvQrVs3SYucf/75B/Hx8Tm25hk6dKj4Pjg4GCYmJioPmK2srJCSkqJS2eR9lFUqslbBAKQt0KKjo5GQkIDy5cuL12NjYzF//nzo6+uLpKKAgADo6OhIWvXldnzKiipZt/vkyROsW7cOZcqUEZVMgoODAUBluwEBAbC3t5ckUChbEQYEBMDd3R2jRo2SjJWVlRXevn2LSpUqqVRD+1DKJIb79+9LElTWr18PBwcHSYu8kiVLqrSfCg8Ph7W1taSN1Jo1a/D06VPJWAUEBEhalgGZD8+LFy8uKuAAwOvXr/Hs2TPx3vDwcADS8b19+zYOHDggSWLJ6ZrK2hYKyHygf/bsWaSkpPynFnvKJAl1CVKrV6+Gr68vJk2ahOLFi4vXkpOT8fDhQ0yaNElle+rizNpm8WPZ2tri4sWLSE9PF8kuT548gYeHB2bOnPneuLIrUaIEZDIZQkNDJcvnzZsHIyMjdOvWDUDO17tcLkepUqVUqpzJ5XKRXFWsWDHIZDLo6urmOhfkdE2qExISgvT0dJV4gMy2YGXLlsWsWbMQEhKCu3fvqsQGQHLMCoUC8+fPR7169VC7dm0A/2/lmdf5y8TEBCNGjMDSpUuRlpaW43q2trYq433r1i0cOXIEnp6eYllOFbKyk8vlSEtLk1wT3t7e8PHxEYmYtra2iIqKQkxMjBjfmJgYLF26FH379oWhoWGez1Nuc19O508mk6FWrVrYsmUL7t+/D29vb5XKfer4+/tjyJAh4ntlYlloaKiYQxQKBaZPn46KFSuiUaNGIpa8jB0gvR6Ux5SUlIRly5ahR48eYg569eqVqAAFZFbSWr9+PczMzETyo7+/PxQKBR4+fCjZx9y5c1G+fHm0adNG7DP7fKqnpycqwykTle7du6e2Ol5eP/9yuk+y7y/ruCo/d1NSUuDu7o7WrVuL348GBASozJGPHj1CfHx8jj+HEREREX1KTJAiIqLvhqenJ3r16gUg85fHyr+KVapatSoCAwMBAJ07d5b85W1sbCzMzc2Rnp4O4L+Xfvby8hK/QGncuLHkr16JiIiIiL43kZGRKglO/v7++OOPP9CmTRtoaGjA2NgYbdu2xYkTJxAcHAwHBwcAmUkcV69elTwATUxMxJMnT1CkSBHxgLpp06YwNzfHxo0bJQlSGzduhIGBAZydndXGtmPHDoSHh2P69OlimaWlJYKDg9GyZUukpqbi0aNHn6QCzdfMxMQER48eRZcuXSQJJ8bGxnjw4AEyMjKwZcsWyXtyqgb05s0bPH36VJL8YWJigvj4eHh6eqJUqVKwtbWFtbU1XFxcRDWVZs2aIT09HWFhYThz5gwOHTqU4wPygIAAtVUqAgICxP8LLS0tYWNjg8WLF6NQoUJ48+YNFi9eDIVCIapMKY+jYsWKojXc+47PwcEBRkZGmDFjBqZOnYqwsDAsXboUenp6kgfayoSQXbt2oXbt2rC0tESpUqVUqmsp17WxscHs2bMRFRWFyZMnS17v0KEDpk6dirZt22LUqFEwNzfHixcv4OPjg/bt24sKNsOGDcOOHTuQkJCQ49g1atQIxsbGGDhwIObOnYuEhATMmTMHycnJkmNVVwEKyEwG8fDwwIIFC1CrVi2cPn0ax44dA/D/qiTKa0Bdpaj3tcSrXr06NDU1MXbsWAwaNAiBgYHYsGEDdHV1VcZX3TXl7++PFi1aiPV69OiBVatWoXv37hgyZAhkMhl8fX1RpkwZ9O3bFwDQpk0bhIaGqiQtZOXn5yep6KJUp04dREZGwsbGBhMnTpS8dvfuXaSlpamMg/Ja/emnn8SyXr16oWvXrhg4cCB69OiBpKQkXL58Ga1atRJtrSpUqAAbGxucPXs2xzh79+6NZcuWYdCgQXBxccGTJ08we/Zs1KlTB+PGjcs1LnX09fXRvXt3zJs3D6ampihWrBg8PT2xa9cuHD9+XCTK5XS9+/n5qZzzyMhIREREiOVGRkbo2LEjxo4di7dv36JKlSqIiYnB/fv3ERUVhWXLlgHI+ZpURxnPgQMHkJSUBDMzM/G5AmSet927d2P8+PGizaGSXC6HlZUVFi9eDHNzc5ibm2P9+vXw8/PD9evXxXouLi5YtGgRtLS0ULt2bdH6Uy6XY9u2bUhMTEStWrXQp08fVKtWDQqFAtu2bUN0dHSu1ZH69u2Ltm3bYsqUKWjVqhXu3r0Ld3d39OnTBz169BDrZb/W1YmKisKzZ89QokQJDB48GL1798bdu3cxa9YsDB8+XFxbnTp1wsSJE+Hi4gI3Nze8efMGCxYsgKmpKZYsWQIg7+cpt7kvt/NXp04dzJs3D127dlVp0aaOcp7Jen2VK1cOtWvXxrhx45CcnAx9fX1s2rQJly5dgo+Pj5gX/f39VVp95kTZonDChAlIS0uDTCbD0qVLkZiYiDVr1kj2fejQIXTo0AFv376Fu7s7goKCJPO9ch7Zs2cPSpUqhTJlymD37t04fPgw/vrrLxGfn5+f5HeJys8p5edWw4YNxWforFmzYGFhgaCgIERERGDx4sV5/vzL6T7Jvr9GjRrBzs4OAwcOxMyZM5GamoqVK1fi+fPn8PLyApA5rwUFBaF79+4q45e1ilxGRgbMzMzQs2dP0ZqWiIiI6FN5f4o9ERFRAdGgQQPx9fPnzyV/bRcdHS3aZQDAlStXJO+9evWqSI4yMzOTtDrIiZWVFXx8fMS/rLy8vDBnzhzMmTNHlJsmIiIiIvpe9ejRA87OzliwYAE2b96MsWPHol69ejAwMMDixYvFegsXLoS+vj6aNm2KxYsXY/HixWjWrBnMzc0xbdo0sd6NGzdQoUIFrFu3TizT19fHvHnzcOLECXTv3h1btmxBv379sGfPHkyfPl1UzckqLi4O06ZNw8KFCyXVcLp164a5c+di9erV6NWrF5KSkiRJVwWRqakpMjIyMHz4cMlyY2NjZGRkoFq1aqhXr57kNX9/f7XVQJQJL1kfCvfo0QOdO3fGkCFDULduXVy8eBEAMGrUKKxcuRJ//PEHOnTogN69e2PXrl2i7VNO1FWpCA0NValSsX//fmRkZKBLly749ddfsWzZMlhbW0seqOf00D6n4zM1NcW+ffsQFhaGDh06YO/evdizZw9kMplku40aNcKQIUMwZ84c1K1bF3v37hXbzZ4gBQCVK1dGSEgIJk6cqHK92tjY4Pz589DS0sLgwYPh7OwMd3d3pKWlSaqH+Pr6olGjRrmOXeHChXHw4EEkJCSgc+fOcHd3x4QJE2BsbJynBClXV1cMHz4cy5YtQ+/evZGcnIyFCxcC+H+SU26t9NS1WstaYaVcuXLw8PCAj48POnXqhIsXL+LgwYNITEyUjK+6ayolJQXBwcGSfdSsWRNHjx7Fs2fP8NNPP6F37964evWqGLfU1FTcunVLUp1KnewVXZSUyZ+LFy9Wqe7l7+8PHR0dlUpnYWFhiI2NlcTZpUsXbNmyBTdu3ECnTp0wcOBAhISEiOpir1+/RkhIyHvjrFy5Mo4ePYrbt2/D2dkZc+fOhaurK06dOiWSAHOKKyebNm1CmzZtMHbsWHTu3Bnh4eHw8fGRtOjL6XpXN27qro/t27fj559/xooVK9CqVSsMGzYMPj4+aN68ueR9eU2QKlmyJObMmYOtW7eiXr16WL58ueR1CwsLWFhYiKpaWcnlcrRp0wazZ8/GpEmT0KVLF6SkpODKlSuiog4ALFq0CBMmTMDWrVvRpk0bDBw4EMeOHRMxJyYmwtHREVu2bEHnzp0xYMAAZGRk4Pr165LKPtm1adMGW7ZsgZeXF9q2bYsNGzZg5syZ2LFjh1hH3bWujvKP944ePYqnT5/C2dkZy5Ytw+TJkyWfoZaWljh9+jSioqLQqVMnjB8/Hk2aNMGVK1ck1b/ycp5ym/tyO38WFhbQ1dUViVbvo+6zRiaT4fDhw6hYsSIGDhyIXr16QUNDA7du3RLXoXLs8notyeVykVymTDy0trbGlStXJFUVN27ciPDwcJQsWRK9evVC586dUb58eZV2s9WqVcOOHTuwcuVKtGvXDmFhYfjrr79Qs2ZNEd+9e/dU5uPsScdnzpyBra0thg8fjg4dOmDHjh2SVrF5+fzL6T7Jvj89PT38+eefMDQ0RM+ePTF48GCUKlUKt27dElWzlPOaunm/dOnSMDIyApD5WR0bG/uf/jCViIiIKCcyBfv9EBHRd8Te3h7//vsvAGDbtm3o378/AODEiRNo3769ZN3g4GDxC6lp06Zh0aJFAIB27drh+PHjOe4jIyND/BVaTlxdXbFz504AwOzZs+Hu7v7Rx/Q+qampUCgU/6lVQG40JuQ8FkRERET0fcpY3v79K2WxZs0a7N27F48ePUJsbKyoFjR79myVyh137tzB5MmT4evrCw0NDTRt2hTLli0T7WCAzNZATZo0Ufuz9ubNm7FixQr8+++/sLGxwciRIzF69GjIZDKVuCZNmoRLly7hxo0bktcTEhIwfPhw/PHHHyhWrBhWr14tSQT4ljhvuY6OlYthcB27/A6FPrMbN26gcePGCAgIULmvKGcHDhyAm5sb7t27pzaR8n1++uknPHv2TOUPsT61pUuXYteuXbhz585n+///9+LFixcoX748li1bJmkpCmRWwTE1NcXChQsxcuTIfIrw01m+fDkWL16MqKio/A4lV+/evUOFChXQq1cvkXD5NYiKioKFhQWOHz+Odu3a5Xc436VO22+geVkLjKxfKr9DISIiom8AK0gREdF3JWsVqaxVnZRfly1bFnp6ejm+nnUbMplM/AsICMDo0aNRvHhxaGtr48yZMwgLC5OsA2Q+qJHJZCI5CgDmzJkj1slaHjs9PR2bNm1CgwYNYGZmBh0dHdjZ2WHQoEEiyUsp+76eP38OV1dXFC1aFLq6urh37x4yMjKwZs0a1KpVCyYmJtDW1oaFhQWcnJwwZMgQBAcH/9fhJSIiIiL6KG5ubrh+/Tpev36N1NRUREREYPfu3WqTOBwdHXHu3DnEx8cjNjYWXl5ekuQoILONtUKhUPuHCIMGDUJwcDCSk5Px6NEjjBkzRm1yFJCZcHDz5k2V1w0NDbFz505ER0fj/v3732xyFH1fNm7ciHnz5jE56gNt3LgR69ev/6DkqHfv3uHGjRuYMWMGjh07ho0bN37GCDOTdrZs2YJt27YxOeo/ePr0Kby9vdGlSxdUrlwZv/zyi8o6oaGhiIuLy3N1oa+dXC7/qo/l1atXuHLlCnr06AEtLS3MmDEjv0OSUFbg+prHkIiIiIj+Tyu/AyAiIvqSGjZsiF27dgFQnwDVrFkz3L9/H5cvX4aPjw9++eUXJCcn4+bNm2LdrElWSt26dUNISMgni/Pdu3dwdnbGpUuXJMufPHmCLVu24NChQzhz5gxq1aql9v2NGjVSiWfOnDmYO3euZFlUVBSioqJw584dNGnSBA4ODp/sGIiIiIiIiOjrsX379vwO4ZuU/f/leeHt7Q1nZ2eULFkS+/bte2+bs/9KJpPh4cOHn3Uf34Px48fDy8sL9evXx+7du9W2opTL5SrtMr9lcrkcrVu3zu8wcrRixQqsXLkS1atXxx9//AEDA4P8DklCLpejSJEioo0cEREREX3dmCBFRETflazJTY8ePcLz589RqFAh3L59W7xuYWEhEqQA4Pr160hOTgYA6Ovrw8nJSWW7oaGhGD9+PJo3b46oqCiULl1a7f6rV68OHx8fLFy4EH/++ScAoH///hgwYAAAwNTUFADg7u4ufglbqlQpzJo1C8WLF8eRI0fg4eGBt2/f4ueff8aDBw+gpaX6cf7kyRPMnTsXtWvXxuPHj1GkSBEcPnwYAKClpYVVq1ahUqVKeP36NR49eoTTp09DW1v7wweUiIiIiIi+aZoyGVLTM/I7DKICpU2bNsjI4H31rdm/f/971+nWrVuBOrdBQUH5HUKulixZgiVLluR3GDmaMGECJkyYkN9hfNdS0xXQ0lBfCZSIiIgoOyZIERHRd6VcuXKwtLTEy5cvAWRWjipatChSUlIAZCZIFS1aFADw77//4tmzZ5JKU7Vr11Zbrn7MmDFYvny5ZFlYWJjKeqampqhfv77YBwDY2tqifv364nuFQiH5y95Ro0aJFgi9e/fGsWPH8Pz5c/zzzz+4cOGC2nYey5Ytw6hRo1T2DQDa2tooV64cHB0dxbIpU6aobIOIiIiIiAo+Yz0txCWn5XcYRERERB9EoVAgLjkNJnp81ElERER5w58aiIjou9OgQQMcOnQIwP8TpACgZMmSsLGxgbm5ObS0tJCWlgYfHx9JgpS69noA0LVr108WX2RkJCIjI8X348aNy3HdoKAgtQlS6uIZOnQorl69infv3on3FC1aFD/88AO6du2KAQMGqK1GRUREREREBVdJc30ERMTmdxhEREREHyQkKgHvUtNR0vzrar1IREREXy/VJtpEREQFXMOGDcXXf/31l0iAUiY/GRoawtHREQBw6dIlXL16VayfU4KUlZXV5wo3V/Hx8WqXq4unT58+uHz5MoYMGYJatWqhUKFCePXqFc6ePYshQ4Zg4sSJnztcIiIiIiL6yjQrY4GQqAQ8iU7M71CIiIiI8uz8wyiY6Gqhlk2h/A6FiIiIvhFMkCIiou9O1iSnoKAgXLlyRWW58ut9+/YhLi4OAKCpqYm6deuq3aZM9mG97jU0/v8RnJGRIXnNwsICRYoUEd+fOXMGCoVC5V98fDxmz56d53gUCgUaNmwIDw8PXL9+HdHR0bh+/bp43dPT84OOgYiIiIiIvn0/ljKDvrYmDvo/z+9QiIiIiPIkLikNZx68QqPSRaClyUedRERElDfso0NERN+dqlWrwtTUFDExMcjIyEBiYuZfSmdNkGrYsCFWrFghqdBUvXp1GBkZfZIYChcuLL4+deoU6tevDwMDA9jZ2cHGxgb9+/fHsmXLAAB9+/bFlClTULlyZcTHx+PJkye4du0aTpw4gdjYvLfC6N69O7S0tNC4cWMUL14choaGOHv2rHg9KSnpkxwbERERERF9O3S1NDGgli3WX/kXZgbaGFDLNr9DIiIiIspRXFIaRh0NRHxyGno7Fs/vcIiIiOgbwgQpIiL67mhoaODHH3/EqVOnxDILCws4ODiI7+vXrw+ZTAaFQiGW5dRe72O0aNECy5cvBwDcvn0brVq1AgDMmzcPM2bMwJw5c3Dz5k14e3vj5cuXGDt27H/eZ3x8PM6cOYP9+/erfb1fv37/eR9ERERERPTtca1pg9T0DGy8GgZ5RCxalC2CRqULw0RPO79DIyIiIgIA/PM6AedDonDq/kvEJaVhfdcqKF3EML/DIiIiom8IE6SIiOi71LBhQ0mCVP369SWvm5ubo1KlSggKCspxnf+iZcuWWLlyJdavX4+wsDCkp6dLXtfX18f58+exbds27Nu3DwEBAYiNjUXhwoVRokQJNGzYEB07dvygfQ4bNgxFixbFzZs38fLlS8TGxsLIyAgVKlTAzz//jJEjR36y4yMiIiIiom/LoDp2sDLRg1fQC8w79xDzz8tgbqANIx0taHxYR3EiIiKiTyY1Q4GYd6mITU6DgbYmGpYujL5OJVDW4tNU+iciIqLvh0yRtTQGERER0QfSmHA8v0MgIiIioq9MxvL2+R0C/Qev4pLxd9gbRCWkID45DfztIREREeUXLU0ZjHW1UKawIerYmUFHSyO/QyIiIqJvFCtIERERERERERERkVDUWBddqljldxhERERERERERJ8M06yJiIiIiIiIiIiIiIiIiIiIiKjAYoIUEREREREREREREREREREREREVWEyQIiIiIiIiIiIiIiIiIiIiIiKiAosJUkREREREREREREREREREREREVGAxQYqIiIiIiIiIiIiIiIiIiIiIiAosJkgREREREREREREREREREREREVGBxQQpIiIiIiIiIiIiIiIiIiIiIiIqsJggRUREREREREREREREREREREREBRYTpIiIiIiIiIiIiIiIiIiIiIiIqMCSKRQKRX4HQURERERERERERERERERERERE9DmwghQRERERERERERERERERERERERVYTJAiIiIiIiIiIiIiIiIiIiIiIqICiwlSRERERERERERERERERERERERUYDFBioiIiIiIiIiIiIiIiIiIiIiICiwmSBERERERERERERERERERERERUYHFBCkiIiIiIiIiIiIiIiIiIiIiIiqwmCBFREREREREREREREREREREREQFFhOkiIiIiIiIiIiIiIiIiIiIiIiowGKCFBERERERERERERERERERERERFVhMkCIiIiIiIiIiIiIiIiIiIiIiogKLCVJERERERERERERERERERERERFRgMUGKiIiIiIiIiIiIiIiIiIiIiIgKLCZIERERERERERERERERERERERFRgcUEKSIiIiIiIiIiIiIiIiIiIiIiKrCYIEVERERERERERERERERERERERAUWE6SIiIiIiIiIiIiIiIiIiIiIiKjAYoIUEREREREREREREREREREREREVWEyQIiIiIiIiIiIiIiIiIiIiIiKiAosJUkREREREREREREREREREREREVGAxQYqIiIiIiIiIiIiIiIiIiIiIiAosJkgREREREREREREREREREREREVGBxQQpIiIiIiIiIiIiIiIiIiIiIiIqsLTyOwAiIiL6tmlMOJ7fIRARERERCRnL2+d3CERERERERERE9JVhBSkiIiIiIiIiIiIiIiIiIiIiIiqwWEGKiIiIiIiIiIiIvgoKhQL/vE7E68QUJKSk53c4RERERJ+NpkwGEz0t2Jrpw9xAJ7/DISIiKvCYIEVERERERERERET56sGrePwZ/AoXQiLxIi45v8MhIiIi+mI0ZDJUL26KFuWKoGW5ojDW4+NbIiKiz4GfsERERERERERERJRvzjx4hVmnH6CQvhaalrFAkzKFUcJUH/raGtCQyfI7PCIiIqLPIjUjA3FJ6fB/HoPzD6Ow9FIoDsgjsLFbVVaUIiIi+gxkCoVCkd9BEBER0bdLY8Lx/A6BiIiIiEjIWN4+v0OgD6BMjmrjUBQzW5SDpgYTooiIiOj7FPYmEUMPBcBUT4tJUkRERJ+BRn4HQERERERERERERN+fpNR0zD/3EM3LFcEsJkcRERHRd66kuQE8ulVFVEIKtl5/kt/hEBERFThMkCIiIiIiIiIiIqIv7krYGySlZWBo3ZLQYHIUEREREUqaG6BNBUtcehSFjAw2ASIiIvqUmCBFREREREREREREX9z5kCiUszCCTSH9/A6FiIiI6KvRolwRRCakIOB5bH6HQkREVKAwQYqIiIiIiIiIiIi+uMCIWNSxM8vvMIiIiIi+KlWKmcBAW5MJUkRERJ8YE6SIiIiIiIiIiIjoi4tNToO5gXZ+h0FERET0VdHQkKGQvjZiktLyOxQiIqIChQlSRERERERERERE9MWlpGVAV/P9v56cOXMmZDKZ+FekSBF07NgR//zzzxeIUsrT0xOamppITEz8Ivtr3bo1evfuLb6Xy+WYN2+eyno5Lf/WhYWFwd3dHbGxn7aCRvZxzYu4uDhoaGjAy8vrk8bypSjjP3bsWH6HIpw4cQIymQxv377Ntxi6deuGTp06ffD70tPTYWhoiE2bNn36oL4hXl5e2LVrV36HkaOhQ4fixx9//Czbzml++v3336Grq4uEhASxLCoqCt26dUORIkUgk8mwbNmyj5qH8tvXOI8UZHpaGkhJy8jvMIiIiAoUJkgRERERERERERHRV8vf3x+VK1eGr68vrl69ivnz5+PChQvo1q3bF4/lzp07KFeuHAwMDL7I/hYtWoSlS5eK7w8dOoQ9e/aorJfT8m/d+fPnsXTpUhgZGX3S7WYf17yQy+VQKBT44YcfPmksX4oyfkdHx/wORfDz84OdnR0KFSqUrzF8zDkNDg5GYmLiN3s9fCrLly/HlStX8juMHLm5uWH37t2fZds5zU/169fH9evXYWhoKJaNGTMGgYGB2LVrF3x9fTFgwICPmofym3IeqV69en6HQkRERPRRtPI7ACIiIiIiIiIiIqKcBAQEoGHDhqhTpw4AoG7durh37x7Wrl2LyMhIWFhYfLFYPjaZ4kOlpqZCW1tb5SG0XC5H1apVVdbPafm3Ti6Xo1KlStDQ+DR/55vTuOY1lkKFCqFkyZKfJJYvTS6Xo3DhwrCxscnvUAS5XJ6vCUaxsbH4999/PyoGPz8/aGhooEqVKp8+sG+EQqFAQEAAfv755/wOJUcVK1b8bNvOaX4qUaIESpQoIb5PTU2Fl5cXVqxYgbZt24rlhQsX/myxfWqpqanQ0tKCXC6Hubk5bG1t8zsktRQKBdLT06GlxUefREREpB4rSBEREREREREREdFXKSYmBo8fP0aFChUky4sWLQoAKg9BQ0ND0bt3b1hYWMDU1BQdOnTAs2fPJOscOHAATZs2RdGiRWFgYIAffvgBJ0+eVNn3gQMHUKVKFejr66NRo0YICwuDn59frsk1NWrUwLhx48T3V65cgUwmwy+//CKW3bx5ExoaGnj48CEAYOLEiahatSpOnDgBR0dHaGtrw8vLCydPnoRMJkN0dDTevXsHTU1NnDx5EocOHRLtBn18fHJcDgDx8fGYNGkSSpUqBQMDA9SsWVOl2kvnzp3RpUsXHD58GI6OjmK94ODgHI8TAO7evQuZTIaTJ0/CxcUFpqamsLa2xp49e6BQKLB27VqUKVMGxsbG+Pnnn5Gamirem5aWhjFjxqBy5cowMjJC4cKF0bVrV0RERIh1rKyssH79ety6dUscl7ISTGpqKhYuXAgHBwfo6emhcuXKKi2f8jKuShs2bEC9evVQuHBhGBkZoV69evD19ZVsTy6Xo1q1auL72NhYTJo0CaVLl4aenh6srKzQvn37D26/GBISgp49e6J48eLQ09ODvb09Jk2aJF53cHDAlClTJO/5+++/IZPJ8OjRI7EsJSUFCxcuRKVKlUQ8vXv3hkKhEPFXr14dhw4d+qDzDABz586Fo6MjTE1NYWpqipYtW6q87/bt22jXrh0sLS1hYGCA8uXLY+XKlbluV12C1KFDh1CnTh0YGBjAzs4O8+fPR0aGtMXUjRs30KhRI+jr66N8+fL4888/0aJFC7i6uop1/Pz80K1bN5QoUQJ6enooVaoUlixZItmOv79/nqqC/fPPP+jSpQuMjIxgZ2eHffv24c6dOyhfvrykmtypU6dQv359sZ67uzvS0tIk24qNjcWUKVNQpkwZ6Orqws7ODuPHjwcAZGRkwNDQEB4eHpL37NmzB1paWkhKSgLw3+49IG/zpLm5OVauXIlFixahVKlSMDIyQteuXUXbuDNnzkBDQwNxcXEYOXIkZDIZ9PT0kJaWJq7FChUqwMDAABYWFmjRogWePn2a6zhn9/z5cwwePBh2dnbQ09ODjY0N+vTpI1nn1q1b6Ny5MwoXLgxDQ0M4OTnh9OnTknGSy+Vi/bzMHWPHjoWjoyO8vb1Rv359GBgYoGLFirh69apYJ7f5ycLCAqtXrwYAzJs3Dzo6OkhISMDQoUMhk8mwcuVKtfPQ++7h7CZMmCCpCJeQkAAzMzOUKVNGLEtKSkKRIkWwefNmsSw4OBhdunSBubk5ihQpAhcXF0RFRUm2bWFhgYULF2Lq1KmwtraGubk5gP/PI0pRUVFo2rQpKlWqhNDQUAAfNxeoExMTAzc3NxQvXhzGxsZo3Lgx/P39Jet0794dHTp0wPbt21GhQgVoa2vDz89P7fbycl6B918jytagWVsrtmjRAjKZTHKNOzs7S1ooHjhwALVr1xbzaM2aNXHu3LkPHhciIiL6b5hGTURERERERERERF+lgIAAAFBJkPrrr79Qv359mJmZiWXBwcGoW7cuqlatit9++w0aGhqYMWMGOnfujOvXr0MmkwEAAgMD0bNnT5QuXRrp6enw9PREt27d8OjRIxQvXhwA8Ntvv2HUqFGYNGkSmjRpgkuXLqFly5Z48+ZNrskUhQoVQnx8vPj+119/hZGREd6+fSuWbdy4ES1atEC5cuUAZCZpvHz5EpMnT8a0adNQtGhRVKtWDVu2bIGNjQ3MzMyQnJyMs2fPonnz5li8eDEaNWoEAKhevXqOyxMTE9GoUSO8fv0aM2fOhI2NDX777Te0adMGDx8+RLFixcT+FQoF4uLiMHPmTCgUCowaNQoTJkzAiRMncjxW5YPqSZMmYeDAgXB1dcXChQvxyy+/wMfHB7GxsVi7di0CAwMxefJktGrVSiSwREREID09HbNnz4alpSUiIiIwb948DBkyBMePHwcAeHl5oUWLFhgwYAB69uwJILMaTHp6Ojp16oQbN25g5syZqFixIg4fPoyuXbvi9u3bIokpL+OqdP/+fZGI8e7dO3h4eKBjx4548uQJ9PT0AGQm3DRs2FC856effsLLly8xf/58WFtb4+nTpzh79uwHtV98/fo1mjRpgjp16mDTpk0wMDDA/fv3RbJCYmIiQkJCVKqD+fv7w9DQEKVLlwYAJCcno1WrVrh79y6mTp2KatWq4fHjxzh16pS47v38/BAVFQUPDw/MmDEDAPJ0npOTkxEeHo4JEyagePHiiI6OxrJly9C9e3cEBgYCyEzyatKkCXr16oVRo0ZBQ0MD/v7+0NXVzXG76qo3LV68GDNnzsTYsWMxb948BAYGYtq0aShUqBBGjhwJIDPBsFGjRmjbti0OHjyIFy9eYNCgQUhOToazs7PYVmBgIGrVqoX+/fvD0NAQvr6+mDlzJsqUKYOuXbuKMXlfVbDw8HDUq1cPVatWxf79+0XSoYaGBurWrSvW27hxI9zc3DBx4kTMnTsX9+7dw+TJk6GlpSXG+82bN2jQoAESExMxefJklC1bFsHBwWKee/jwIRITE9We73Llyolr8b/ce3mZJ588eYLo6GisX78erVq1goeHBx49eoTRo0dj48aNIjFn6dKlmDRpEs6ePQtjY2Po6upCS0sLQ4cOxdmzZzFz5kzY29vj1atXOH78OExNTXMc5+xSUlLQunVrFC5cGKtWrYK5uTn++ecfSYLM8ePH0bVrV7Rv317cP+fOnRNzsL+/P7S0tEQVqQ+ZOyIjIzFp0iSMHz8eJiYmmDhxIgYPHoygoCAAOc9PERERiIqKEufQxcUFaWlpWLBgAby9vaGlpYWyZcti06ZNknkoL/dwdtk/b3bu3Im0tDTJ582BAweQkZEhEnVu3bqFJk2aoHXr1vD09ERcXBwmT56Mn3/+WSTrKI9h7dq1aNWqFbZt2wYNDQ3IZDL4+fmhWbNmADKTpTp16oQqVarg2rVrMDY2/qi5QJ3o6Gj8+OOP0NPTw6pVq2BqaoqVK1eiRYsWCA4OFglb/v7+iIuLQ1RUFObNmwd9fX1UrlxZ7Tbzcl7zco0oW4LGx8fDxMQE9+7dg4+PD3R0dPD27VuUKFECYWFhOH36NP7++28AwO+//44BAwbA3d0dNWvWRHx8vHgPERERfVlMkCIiIiIiIiIiIqKvkjJxoGzZskhLS8OrV6+wbt068eBYSaFQoGfPnqhcuTIuXLggKkvZ2dmhevXqCAwMFA+s582bJ96XlpaGevXqYceOHbhz5w6KFy+O8PBwuLm5YcWKFSIpo2nTprhy5QpCQkLynCD19OlTHDt2DG5ubqKiRXR0NH7//XccOHBAvMff3x86Ojq4evWqJIHA399fxKyrqwtDQ0MAQKdOnVC+fHmxXk7L3dzc8OTJE/j5+Yl2T40bN4aNjQ0OHDgANzc3xMXFISwsDI0bNxYVYYDMh+iHDh3K9dz4+/tDQ0MDGzZsEIlZMpkMzZs3R0JCAjw9PQEAbdq0gYeHB+7fvy/ea2tri7Vr1wL4f0ukN2/eYObMmWIdOzs7xMXFoU2bNqK9IgCsXLkSFy9ehK+vrzgXzZs3h6+vL3bu3CkqleRlXJWUsQCZ14SdnR0qV66MkJAQVKlSBampqbh37x7c3NwAAC9fvsSZM2dw9epVSZJM1moheXH+/Hm8fv0aBw4cEGPftGlT8XpAQAAyMjLUJsxUrlxZJE5MmzYNQUFBuH37Nuzs7MR6AwYMAAAR/48//oizZ89+0HnW1dUV1WeU50pHRwfOzs6Ii4uDsbExjhw5AisrK0nloxYtWuS6XblcLqnedPv2bUybNg0bN27EkCFDxDaePHmCbdu2YeTIkVAoFHB1dUWHDh2wf/9+sa3Hjx9j/vz5knuzb9++4uv09HTUr18fx44dw9WrV0WCVPaqYOoMGTIEJUuWxKlTp8S8kpycjH79+mHYsGEAgAcPHmD06NFYt26diL1p06Z4+PAhtm3bJhKkBg0ahJSUFJGYBUAkmyjjkclkKm37sl+zH3vv5XWeVM67ffr0gbu7OwCgVatW2Lt3r6h8Z2FhgfT0dBQrVkxyrjMyMrBnzx5s3rxZ0nqve/fuuY5zdn5+fggICEBERASsrKwAZM5fSs+fP0evXr0wevRoLFu2TCzP2sLO398f5cuXF0kov/76a57mjsDAQFhYWODy5cvQ19cHkJkop/w8UI6ZuvlJWaFPeb5KlSqF5ORklC1bFvXr15fElvWcvu8eVid7gtS6deswbNgwrFq1SizbuHEjBgwYAAMDA6SmpqJnz55o166duEYAQENDA127dsWTJ09ga2srktC6desmmRuV88iECROwf/9+DBgwACNHjsSiRYvEnPIxc4E6o0ePRmpqKm7cuAEjIyMAmRUaLSwscOLECfTt2xcJCQkIDQ3FDz/8gMuXL0NbWzvXbeblvOblGsmaIAUAa9asQffu3XH+/HmRnLZp0yZUr15dfD7s3LkTffr0kVQHbN++/QePCxEREf13bLFHREREREREREREXyXlg/rKlStDW1sbxYsXh4eHB7y8vET1HCCz3ZO/v79IfkpLS0NaWpqo0vT48WMAme2GVq9ejWrVqsHY2Bja2towNjYGAPEQdv369TA3N8fgwYMlsTg4OMDa2lq091Mn6wPrDRs2oHnz5nB0dBQPTXfu3AkrKyvxEP/ly5d49eoVpkyZolJdJSAgQCUpwsDAAGXLlpWsp255TEwMNm3ahJEjR6JYsWJiPDQ0NGBvby/GIzAwEAqFAtOmTRMPuIHMSjdFihTJ8TiV8dWvX18kaAAQ7bdmzZolWTchIUFU/AAyW3z1798f9vb20NHRgba2NkaMGCHOgfK4AEgSWBQKBZYvXy6SPJTHlZaWhgoVKojj+pBxjYmJgbu7OypWrAgDAwNoa2uLCiTKeO7fv4/k5GTxwFxTUxO6urqYPHkyzp07p9JGLa8MDAyQlJSEIUOGSNqAZR0DHR0dODg4qCxXHkNMTAzWrVuH6dOnSxIrslLGP3PmzA8+zy9evMCYMWNEBSNtbW04OztDU1NTVDQyMDBASEgIpkyZIhJo3kcul0uqNy1btgz29vYYMGCA5Lw6ODiI83r27Fncu3cP8+fPl2xLORdkTZDy8vJCo0aNYGFhAS0tLWhra+P69euSa0xdi7+sgoOD8eeff2L69OmSdp7K86FsNbZx40YUK1ZM0koTAOzt7UXruvv37+PIkSNYunSpSLDIzt/fHyVLlhRzUtblWa/Zj7338jpPBgQEQE9PDxMmTJBsK/v14u/vrzbBTF9fHwsXLoSXlxfevXun9ljfR5nAMnz4cFy9elWlzdyvv/4KQ0NDScJrdlnv9bzOHcrqSePGjRMx5HTsAFSOPyAgAFZWVu8dp6yx5eUeVifr583Zs2fx6tUrDBs2DGlpaYiPj4dcLseNGzcwfPhwAMDJkyfxzz//YM6cOZLt2NvbA4C4VgMCAqCtra0ytsp55NChQ3B1dcWmTZuwZMkSyZzyMXNBdlFRUfD09MSkSZMk92vhwoVhYmIi4gwKCkJGRgbmzp373uSovJzXvF4jWROk3r59iz179sDNzQ0mJiZ4+/YtUlJSRFJn1nE5ePAgNm7ciMjIyI8aFyIiIvo0mCBFRETvtWPHDshkMshkMslfa32POBZERERERERfjvLB8s2bN+Hr64tVq1YhNjYWkydPlqx34cIFAECTJk2gra0t/imrK5mYmEChUKBDhw5YvHgxevXqhUOHDuHGjRuYPXs2AIg2TBcvXkTbtm1VWt88e/Ys12QK4P8PrJOSkrB582aMGjVKPDQFAA8PDwwfPlw8UFY+ZM9a9QQA3r17h5CQEMlDdWXVoKwPo3Na/vfffyMlJQXu7u6S8dDW1sa1a9dgYmIC4P8PwrO2jlMuz17FJjt/f39JtSPlshIlSoiECwCIjIzEq1evxPbu37+P6tWrIywsDHPmzMGFCxdw8+ZNODk5iXOg3FbRokVFK0AAuHfvHp4/f44dO3aoHNfvv/8ujiuv45qUlIT69etjz549GDZsGP744w/cvHkTgwcPhoGBgUhW8PPzg7a2toivSJEiOHHiBDIyMtC6dWsUK1YMU6ZMQWpqaq5jll379u2xdu1a/PXXX6hevTrKlSuHHTt2iNflcjkqVKggSc7JyMhAUFCQOAYfHx+kpKSgS5cuOe7Hz88Purq6kgo2wPvPc2RkJJycnPDXX39h0qRJOH36NG7evIl27dqhbNmyIilh6NChcHd3x969e1G+fHlUr15dUuEtp5iyXt8XLlxAaGioSJhT/hs2bJg4rxcuXEDp0qVVkgSfPXsGOzs7kbiwYMECdO/eHY6Ojti+fTuuXbuGP/74A8D/7/PU1FTcvXs313v64sWL0NPTQ5s2bVT2B/w/Icvb2xvNmjWDpqamZL2nT5/C2tpaxK6rqytpA5idXC5XqRb24sULvHr1SmUu+Jh7Ly/zJJB5XdSuXVuSnPLu3Ts8evRIcr2oS/zR0NDA6dOnUbx4cfz000+wtLTE0KFDERsbm+Nxq1O1alV4enoiLCwMP/74I2xtbbF06VLx+vnz59GmTRuRpKdO1vjyOncok3KbN28u2Vb2e0Xd/JTTmGRPcMs+D+XlHlanUKFCIjFuzZo1+OWXX0QC79u3b7Fx40a0bdtWJEB5e3vDzs5Oco0AmdcpAHGt+vv7o27duiqJfH5+ftDT08PZs2fRr18/uLi4qMT0MXNBdn///TfS0tLQsmVLyfL4+HjExMRI4tTR0ZFUYctJXs5rXq+RrAlSW7ZsQeXKlVGzZk3xWX/48GFkZGSI1otAZhJlp06dMGXKFFhZWcHZ2RkPHjz4oHEhIiKiT4Mt9oi+ATt27ED//v3F99n/YuZjthcWFgYgs/z6+365V9AoS0MDwJgxY3L8qy36ONmv1/dp1KgRvL29P19AX7HVq1eLX5K7urqKv5okIiIiIqIvx9vbG02aNFH7mq+vr2idk5GRgd9++w0eHh549OgRDA0N4ejoiJkzZ6JevXp52tfLly8xa9YsnDhxAq9fv0axYsXQrFkzbN26Vaxz5coVjBo1CiEhIXBycoKHh4dK9Rg3Nzc8ePAAZ86c+cij/jYoFAoEBQWhT58+qFGjBgCgTp06CAoKws6dOxEdHQ0zMzMAme2WatWqhfXr16vdVuXKleHr64tz587h0qVLkj94Wb16NSwtLWFpaQkgs9JE9oeo0dHRuHjxomixlhNlgtS+fftgbm6OVq1a4e+//8bbt29x8eJFhIeHS1om+fv7w8zMDKVKlZJsJygoCOnp6ZKH6jm1A1O3/Pnz59DS0oKvr6/aOJWJP/7+/qhYsaIkGUyhUCAwMFDtw2+lqKgoPH/+XOV3Sv7+/mqXAf+vtLJq1SpYWlri3LlzIvEnLi4OQUFBGDNmzHuPCwBOnToFCwsLlbiUyQp5HdcjR44gKCgI//77r+T/5KNHj0aVKlVE0plcLlcZp+bNm6N58+aIjIzE+vXrMWfOHJQtWxYDBw7McdzUGTlyJEaOHIkHDx5g6tSpGDBgAOrXr48yZcpIWkMq3bhxA4mJiWL5ixcvJMeujlwuR6VKlSSJVnk5z5s3b0ZsbCyCg4NFVSOFQgG5XI4ff/xRrKetrY1Zs2Zh1qxZuHPnDsaMGYMuXbrgzZs3MDAwyDEmZQWk1NRUREVFYd68eWjdurXKusoEnoiICLUV3Ly9vcV1l5KSgkWLFmH69OmS3wEq2wRmTZhJSUnJ9feiERERMDMzk4wbABw6dAjW1tbiGoyMjFQ7/t7e3iL58MWLFzAzM1NJvMwqMDBQpaWa8ndmyvP9X+69vMyTyve1atVK8pry3lFu6927d3j48KHaOcnJyQmnT59GbGwsdu3ahXHjxsHCwiLXak/q9OzZEz179kR4eDgWLlyIyZMnw8nJCc2aNcOLFy9ybd2mHCfluH3I3JG1spmSv7+/JLktp/nY398f7dq1U4kj67rZ56G83MPqFCpUCBkZGQgMDMTZs2exYcMGGBoaQlNTE0+ePMHevXtx+PBhsX5u16mdnZ3kcyH7+Vcec5UqVTBx4kT07NkTrVu3RqdOnSTrfMxckJ2ywlL2WJX3gvKe8vf3R6VKlXJNklPKy3nN6zViZGQELS0txMbGYv369ViwYAEAiASpAwcO4JdffpHEVbRoUWzbtg2//fYbTp8+jaFDh+KXX36Bj4/Pe2MnIiKiT4sJUkTfoR07duDy5csAgJIlS353CVJZywi7uroyQYryzerVq0V55saNGzNBioiIiIgoH7m5uaFmzZqSZWXKlBFfT5w4EStXroSLiwuGDx+Ot2/fYtOmTWjUqBGuXLmCWrVq5br98PBwkVAwdOhQFC9eHBEREbhx44ZYJyYmBh07dkSdOnUwePBg7NixA127dkVAQICoTHL37l1s3rwZt2/f/lSH/tUKDQ1FQkKCaGOl1Lt3b2zduhWnT5/Gzz//DACwsrLCzZs34ejoqFJhSSk8PBwAUL58ebHs9u3bOHDggKQai7m5Oe7fvy9579KlSxEfH68SS3bKBKm1a9di5MiRkMlkMDExQUxMDDZs2IDevXuLpC4gs3qFuofsyhZXWSt9BAcHo3v37irrqltuZWWFtLQ0FCtWDCVKlMgx3oCAAJXfCz169Ajx8fG5/r5ImXihLiGjR48eKssKFy6M4sWLA8g8D/b29pKkk1mzZiE5OVkyFsHBwWjQoIHKcQGAsbGxSJrL6bjyMq7h4eHQ09ODra2tWOfYsWO4evWqpMVibq3YLCwsMHnyZCxcuPCjW+0BmdfliBEjcPToUaSnpwMAXr16pVLda+3atQD+nzCjfGh/7969HK9PdfHn5TyHh4fD2tpa0vJtzZo1ePr0qdrxBQBHR0f069dPbVs0pdTUVNy7dw+jR48GkJlUoWxzldt5LVy4MC5evIj09HQxJ/r4+OD8+fOiElx0dDQSEhIk93lsbCzmz58PfX19UX1KLpdLqoKpY25ujlevXuH169coXLgwgMxx3r9/vySRy9bWFqGhoZL3HjlyBLdv38a6desAZJ6nyMhIREVF5djW8NWrV5L7NSMjA+vXr4eZmRlsbGwA/Ld7Ly/zZFJSEkJCQlSq9Mnlcujp6YlxDQkJQXp6OipUqKB2O0BmwsiIESOwdOnS/3Rv2NjYYMKECfDw8BDbKVasGO7du5fje5TjpLxP/svckZSUhAcPHmD69Olimbr5KTk5GQ8fPlRpjQpIW/Fln4fycg+ro/yd9qJFi9C+fXsxjxkbG2Pt2rUoXry4pAqTra2tyv3z5MkTeHh4YObMmZJjmDRpksr+lElh3bt3h1wuR58+feDr6ysS67LLy1ygjvI4QkNDxf2prIjYunVrkfia0zyvTl7Oa16vEQAwNTXFvn37kJSUJD5/TUxMcOXKFVy9ehV79uxR+z4tLS20a9cOTZo0waNHj/IUOxEREX1aTJAios/q3bt30NXVzfE/3R8rPj5eUub5a/WtxPkptW3bVuWvX7L+wmDatGmS0uSmpqY5but7HL/PhWNJRERERJS7Bg0aoFu3bmpfS0tLw8aNG9GtWzfs3r1bLO/evTvs7e2xd+/e9yZIDRkyBFpaWrh586Z40J6dr68v3r17h0OHDkFPT088CHz06JF4KD1mzBgMGjQo14f6BYXywXL2B8b169eHqakpTp48KRKkevbsiVWrVqF79+7o378/DA0N8ezZM5w7dw7jxo1DtWrVUL16dWhqamLs2LEYNGgQAgMDsWHDBujq6koenLZr1w5LlizBwoULUbduXfz555/YsGEDANWkhOwKFSqEhw8fwsDAAK6urgAyH5qmpaXBy8sLd+7cUTlGde2BlJWdsrbsMjExwblz51CzZk3o6OiIa07d8oYNG8LGxgbt2rXD5MmTUbx4cbx69Qo3btxAxYoV4erqKip0ZU+uksvlkMlkKpWLssdnZmYmKo4Amf/vDA0NVdteKuuyGjVqYMmSJfDw8EDJkiWxf/9+URkk63omJia4evUqvL29oaenBycnJzg4OMDJyQl9+/bFjBkzULp0abx58wb+/v4wMDAQD/XzOq41atRAUlISxowZg44dO+LKlSvw9PRUiUUul6Njx44AMhMj+vbtCxcXF1SsWBEJCQn49ddfUbhwYTGHXL9+HXXq1MHevXvRq1cvtWO4ZcsWnDhxAp06dULJkiXx+PFjzJ07Fy1atBD3e7ly5XDq1CkMHjwYCoUCv/76K/7880/Y2tqK36c0bNgQ1tbWcHFxwaxZs2BhYYGgoCBERERg8eLFIv7OnTtL9p+X81yjRg14eHhgwYIFqFWrFk6fPo1jx45Jxsfd3R2hoaFo06YNrK2tcf/+fcyePRsDBgwQlZ+yu3v3rkr1JhcXFyxatAhaWlqoXbs2EhMTERoaCrlcjm3btgHIvDfXrFmDwYMHo3fv3ggODsaqVasA/H+esLS0hI2NDRYvXoxChQrhzZs3WLx4MRQKBSpXrizOvZ+fn0pVsOzatGmDiRMnonfv3hg3bhyeP38Od3d3aGhoSGLv27cv3NzcsHTpUtSqVQtXr17F/PnzMWvWLFGFsEOHDpgyZQo6deqECRMmwNDQEHfu3IGmpiYmTJggzvehQ4fQoUMHvH37Fu7u7ggKClJJuPnYey8v8+Tdu3eRnp6uMtfJ5XLJ+CnbjR04cABJSUkwMzODra0tatWqhT59+qBatWpQKBTYtm0boqOjxXz48uVLFCtWDAsWLMC0adPUjvuZM2ewdOlS/PTTTyhbtiwiIyOxZMkSVKpUSVR87NWrFyZMmIApU6agRYsWiImJwenTpzFy5EhUrVpVJTksr3NHQECAytwRGBgoqZ6lPP7s89Pdu3eRlpamcr7Mzc0liW/Z56G83MPqKBOkDhw4INonKmM7ePAgVq5cCZlMJpb37t0by5Ytw6BBg+Di4oInT55g9uzZqFOnDsaNGwcA4hjUfdbJ5XLRBnDevHnw9/dHhw4dxM81eZkLhg0bhh07diAhISHH5wWNGjWCnZ0dBg4ciJkzZyI1NRUrV67E8+fP4eXlBSCzkl1AQECOP7dll5fzmtdrRDn2Bw4cwMyZM0WrURMTE+zduxcdOnSQJN126NAB5cuXR7169WBqaoqLFy/C09MTO3fuzFPsRERE9Gl92owFIvriSpYsCZlMBplMhgsXLmD58uUoV64cdHV1UapUKaxcuVKsu2PHDshkMlE9CgD69+8v3q/8jyoAJCYmiv/Um5iYQFdXF2XLlsW4ceNEmVslb29vsY2SJUvi4cOH6NKlC8zMzGBgYIDY2Fixb5lMhsaNGyMoKAjt27eHqakpjI2N4ezsjLt370q26+7uLontzJkzqFevHgwNDVG/fn2x3ps3bzBz5kxUq1YNRkZG0NfXR6VKleDu7v4/9u47Pqf7///448qSRIYVI3asIKr2aO09aistUbWpvVW1VlGUoppQtUntXRRB1ah5XRGbVq20FcSOzN8f+V3nm0sSotWm9Xneb7fePnJyzvu83ue8z5VPcr2u14sHDx4Y+3Xs2NHml0KA/PnzG+dYuHChsf3atWv0798fX19fXFxccHNzo0yZMkyfPp3o6OgXjvP69et0794dHx8f0qVLh4uLC7lz56ZOnTrGJ9yeJygoiKZNm1KwYEEyZMiAo6MjmTNnplq1asyfPz/JJ3GqV69uM7f58+dTsmRJnJ2d8fb2ZsSIEcYnEq1iYmIYN24c+fLlw9nZmRIlSthcl9TImjUrb775ps1/iRUqVMjme59//rkR5+jRo1m6dCmlSpXC2dnZKPP+T8x969at1K1bFy8vLxwdHcmQIQO+vr68++67bN269bnzvnXrFj169KBChQrkyJEDZ2dnXFxcKFiwIF27duXnn3829rWuGWv1KIAaNWrYXAer33//nSFDhlCsWDFcXV1xcXHB19eXAQMGcOPGDZsYnn7Ojhw5Qp06dfDw8DA+aRgREcHgwYONtZ0uXTq8vb2pVq0aQ4YM4dGjR8+dq4iIiIjIq+r+/fvJVrmIjo7m8ePHRgs2q6xZs2JnZ4eLi8szxz179ixbt25lyJAhZM6cmcjIyCS/W0LCh4ycnZ2NtiyZMmUCMP5/+vr16zlx4oRNZeRXWUhICA4ODpQoUcJmu6OjI3Xr1mX79u3ExcUBCS2dNm/ezG+//Ub79u1p2rQpn332GRkzZjSqdBQuXJjAwED27dtHs2bNCA4OZtWqVTx69Mjmje+RI0fi7+/P5MmTadmyJVeuXKF///64u7tToECBZ8acIUMGYmNj6dixo1F1x5pIULlyZZs3zqOiojh79myyb0RbLJYkiSszZszg/PnzVKtWzSbpJrnt7u7ufP/99+TPn58BAwZQr149hg0bxm+//Wa0hLx8+TL37t1LthJNgQIFnvkhm6cTLyDhzeb4+PgkcT89l2HDhtGiRQsGDx5M165dyZUrFwMGDLCpTgMwYcIEIiMjqVOnjvF7vr29PRs2bKBKlSp8/PHH1KtXj/79+3Pq1CmjbeKLXNdatWoxZswYli9fTqtWrTh//ryRDGed3+XLl4mIiDDGs7e3J1++fEybNo3GjRvTu3dv8ubNy+HDh43kx4MHD5IuXTqbNnRPy5kzJ48ePWL48OHUr1+fCRMm4O/vbyQAQELlMgcHB3x9fWnUqBGFChWiTp06NnPw8PBg+/bt5MmTh169etGkSRMWLlxImTJlbOJPLnnmefe5Y8eO9OrViylTptCuXTuePHnChAkTbK5PgQIFuHLlCn379qVhw4Z89dVXjBw50riOyUmuetPEiRMZPHgw33zzDQ0aNKBz585s2LDBpt1lnTp1+Oyzz9i2bRtNmzZlx44dfPTRR9jZ2dm0Ol2xYgVxcXG0aNGCGTNmMGXKFLy9vZMkvT0v4bFo0aIsWLCAc+fO0aRJE2bNmsWkSZOSJBB1796dsWPHEhgYSMOGDVm9ejVz5861ea3OkycP27Ztw87Ojo4dO9KqVSs2bNhg3CeAgIAArl69Sr58+Xj33Xdp3rw5RYoUSZJw82efvdS8ToaEhCRbWevpFn758uVjzJgxfPPNN1SuXJmpU6fy6NEjSpcuzbx582jevDmdOnUiLi6On376yXi2rW0/U2ptC5AxY0bSp0/PuHHjaNiwISNGjKBq1ars3bvXSGjr168fEydOZO3atTRq1IgPPviAe/fuGa/RFovF5mdHal87zp07l+xrorOzs0272+RenywWC05OTjb7Jfda/vS25z3DKbEmSBUrVsxoV2kdz8XFxeZv/ZDQQnHdunUcO3aMRo0aMXbsWDp27Mh3331nJPlY5/D0/be+jljjtrOzY9myZTg5OdG6dWtiYmJS9Vpw8OBBqlWr9swPUzs7O7N161bSp09P27Zt6datG/nz5+fo0aNGollKP7+Sk9r7mpo1YpUhQwbs7Ozo3r27zXWPjY2ld+/eNvsWL16cnTt38t5779GyZUv27t3Lxo0badeu3XNjFxERkZfPFP8itS1FJE0sXLiQ999/3/g68WNr/YQZJCSeXLhwIcnxQUFBtG3bNsk4T3vvvfdYuHAh4eHh1KhRg9DQ0GT3y5kzJ/v27TPK2e7Zs8f4pdbT0xMnJyebJKo7d+6wfv1649y5cuXi7t273L9/32ZcT09PDh48aJRmHj16tPGHBB8fHy5fvmz84bNkyZKYzWYuXrxIjRo1uHbtWrKx+vn5sXfvXjJlykTHjh2f+cmMBQsW0LFjRw4dOkSDBg2IiIhIdr8aNWqwdetW0qVLl6o4jxw5QtGiRZOU2rZKly4dkZGRKcZl1bZtW1asWJHi9/v168cXX3xhfF29enUjGS6ltTFx4kSGDx9ufP3ee++xePHiJPuVKlWKEydOAAmf4rF+sjO1EiemWa+zVeL78nScTZs2Zf369X/73IODg6ldu3aK5Z67d+9OYGAgYPs8Jr4WZ8+efWZZ8YwZM3L06FF8fHxs1kxyPvnkE0aPHs2ZM2eoXr06f/zxR7L7ZcmShV27dhl/nEgcW86cObl9+zaPHz8GEp6viIgIqlWrxg8//JDiucPCwozS3qllN3jTC+0vIiIiIvJ3ipv61gvtb/2d1s3NjQcPHmBvb0+VKlWYMmWKTYuVihUrEhoaypw5c6hSpQoRERGMGzeO3bt3c/jwYXx8fFI8x5dffkmfPn1Ys2YNs2fPJjg4GHt7e+rUqUNAQIDRbvvy5csULFiQzz77jFatWvHFF1+wYMECbty4gb29PcWKFWPgwIF88MEHf+ra/NtUnLGPwdUL0Kqkd1qHIvJSFS9enHbt2qVYIUdejri4ON566y0cHByMylby79awYUNy5crF3Llz0zoU+YcdPnyY6tWrExISYtPCWFLWZvFRyufJyKDqz07OFhERkdRTBSmRV8jPP//MJ598wubNm20+NTJjxgzg/1qfJf60xIcffsi+ffvYt2+f0W/7gw8+MJKjXn/9dYKCgti6dSstW7YEEqohvffee8nGcPfuXaKjo/niiy/4/vvvmTFjhpFIZHXt2jVee+011q1bx4IFC4xP4N69e5e+ffumODdfX1+WLFnC9u3b6dOnD5BQftuaHFWjRg3WrVvHpk2bjPmHhobSv39/IOEToE+3flu1apUx/4YNG/LkyRPatGljJEe1bNmSLVu2sHr1aiMJZffu3Xz66aepjtNisRjJUdZ579ixg0WLFtGvX79U/0LYpEkTAgMD2bhxI7t372bXrl188803ZMmSBUj4g/tvv/2W7LEXLlygT58+bNmyxab0sHVtAOzdu9cmOapLly589913jBw50mhr8He7cOECb7zxBitWrGDLli20bdsW+PvnvnbtWiM5qlevXuzcuZONGzfy5Zdf0rx5c+PTvs+SMWNGxo4dy4oVK9i2bRt79uxh06ZNRhWsO3fu8PnnnwPQqVMn9u3bZ5OINHPmTGMtdurUCUhY39bkqEKFChEUFMSqVauMT3GFh4fTrl07IyEvsevXr5MpUya+/vprvv/+e8aOHUt4eLiRHJU7d26+/fZbdu3axdKlSxk2bBh+fn5JqqyJiIiIiLzqnJycaNmyJTNmzGDDhg2MHz+ekydPUqVKFeODIgBLly6lSJEitG/fnrx581KyZEmOHz/O/v37n5kcBRgf2ujWrRtOTk6sWLGCSZMm8eOPP1K7dm2jQlS+fPmYNGkSw4YNI1++fMyZM4eAgABcXV35/PPPcXV1pUePHn/fxRCRv8xa5SZxOyZ5OSZNmsTChQvZs2cPK1asoFatWhw6dMj4e4v8u/3yyy+EhoYyZcqUtA5F0kBAQADjxo1TcpSIiIikKYe0DkBEXp7u3bsbrbmyZMli9Lg/f/48kFD6P2vWrHh6ehrHWNudWUVERLBmzRrj66FDhxqla3v37s3GjRuJjo5m3759nDt3zqb0udXixYt5662ET+zWqVMnyfddXFxYv369kdzi7u5uJK7s2rWLW7duGSXJrVxdXQkODrZpZxAaGspPP/0EJJTXHz58OK6urgD06dPHqCD07bff8tVXX1GoUCEKFSpkM27ZsmWNT+oCbN68mStXrgDg5eVFv379MJlMeHh40LVrVyMxa968eYwdOzbJ3JKLM3H1Ii8vLwoXLkyhQoVwdHSkQ4cOScZISb169ZgyZQqzZ8/m559/5tGjRzYVj2JjYzly5Ihx7RNr2LAhM2fOBBLKaa9evRqA3377jfv37+Pu7m5sg4SKUV9//TUADRo04MKFC6xcuTLVsf5ZOXPmZOfOnUY7Cau/e+6Jn4kCBQpQrFgxcuTIAZDqT2Zny5aN0qVLExAQwLFjxwgPD0/SmuPQoUNAQln1PHny2CQPlihRwuZZDAkJ4fjx48bX3377LaVLlwYSSrz7+fkBCc/BsWPHKFeunM25TCYT3333nZHYV6dOHSIjI7G3tyc2NpYMGTJQqFAhihUrZlzvSZMmpWquIiIiIiKvksqVK9u0ZmrSpAmtWrXitddeY8SIEWzbtg1I+N21ePHiVKpUiVq1avHbb78xadIkmjVrxr59+4zfcZNjbf+ePXt2tmzZYrSWyZUrF++88w7Lly+nS5cuAAwePBh/f39++eUXihQpQsaMGblx4wYTJ05k/fr1xMTE0L9/fzZs2ED27NmZPn36M9t4icg/q1q1ajbJlfLy/P7778yYMYNbt27h6elJ7dq1+frrr5Vw8R+RP39+4++u8r9nwYIFaR2CiIiIiBKkRF4ltWrVMv6dOMHo9u3bqR7j/PnzxMbGGl+/++67Ke4bGhqaJEEqXbp0NG7c+Jnn8PX1tfnDceKkkPj4eC5dupQkQeqNN96wSToCOH36tPHv6Oho6tWrl+z5oqOjOXfu3HP7tj895s2bN6latWqy+4WFhSWbyJVcnAULFqR27drs3LmTXbt2Ubx4cezt7SlQoACVKlWiR48eRjJbSh4/fswbb7zBuXPnnrnfnTt3kt2e0tqAhPXh7u7OxYsXjW2VKlVKMq9/IkGqYcOGSZKj/om5+/v7M2PGDB4+fMigQYMYNGgQbm5u+Pn5Ua9ePfr27UumTJmeef758+fTuXPnPxVjcs6ePWv828XFxUiOgoRS/RkyZDAqnZ09ezZJglTBggWN5CgrZ2dn3nvvPebPn8/JkycpU6YMdnZ25MmThwoVKvD++++n+ByJiIiIiPwvKViwIE2bNmXt2rXExsYSHx9P7dq1qV69OrNmzTL2q127NsWLF2fKlCl89tlnKY7n4uICwNtvv20kRwG0bt0af39/Dhw4YCRIQcIHMBL/bjls2DBq1apFrVq1+Oijj9i1axcrVqxg9+7dNGrUiMuXL5MhQ4aXeAVERP59pk+fzvTp09M6DBERERER+Y9Siz2RV0jiBA4Hh78//9H6CdjEsmXL9re06LJW8/mzkov1r0puzOTiNJlMbNq0icDAQJo3b06RIkWws7Pj/PnzLFq0iKpVq3L06NFnnmvdunVGglD69OmZOXMmu3fvZt++fZQoUcLYL7lWa/DstZG4ElNaS+76/RNz9/X1xWw2M2LECKpVq0aOHDl48OABhw4dYsyYMdSrV88mcTA5iasv1a9fn40bN7Jv3z6bP9ylFOPfIaVnZu7cuSxdupS2bdvi5+eHk5MTly9fZsWKFdSvX58NGzb8YzGKiIiIiPyb5c6dm6ioKB4+fMgPP/xAaGgoTZo0sdmnUKFCFC1alP379z9zLG9vb4AkH6ixt7cnc+bMz/wwxaFDh1i9erXRQiooKIihQ4dSqVIlPvzwQzw9Pdm8efOfmaKIiIiIiIiIyP8MJUiJ/A9K/GnVpxM2ChcujL29vfH1uXPniI+PT/LfgwcPeO+995KMnZrkqLNnz3Lr1i3j68R/SDaZTBQoUCBV4xYtWtT4t4uLCxERESnGWq1atWTHenr+icfMkycP0dHRKY6ZN2/eVMUZHx+Ps7Mz3bt3Z+3atZw9e5aHDx/St29fIKHCVeL2dslJXH66fv369OnTh+rVq/Paa69x7dq1Zx6bWomvu7UVnNWBAwdeyjmeJ7nr90/MPT4+noIFCzJhwgT27NnDjRs3CAsLM9ovHj161KZVYnISxzllyhTeeust3nzzzWcm5z3rWfT19TX+/fjxY5vy/KdPnzaqRz29r1VKz6KdnR3t2rUjKCiIkydP8vDhQ6ZMmWJ8PygoKMV4RURERET+l/z88884Ozvj5ubG77//DpDsByeio6OTtNd+mrWi8fXr1222R0VFER4ejpeXV7LHxcfH07dvX/r162f8znbjxg0j4QoSkq+eHlf+eWazmXHjxqV1GH9aWFgYJpOJ7du3p3UoqeLr68vIkSONr/fs2cPMmTPTMKIXEx8fz9ixYwkJCXmp406aNImcOXO+8HFly5alf//+z9ynfv36tGvX7oXHXrhwIRs3bnzh4/4LDh06hMlksvmbUWRkJF26dCF79uzY2dnxwQcf0KNHj5fWCjUoKAh7e3sePXqU4j5ffvklGTNmfCnnExERERF5lajFnsj/oMRtxlatWkW+fPlwcnKiSJEieHl50aJFC1atWgUktDwbMmQIBQsWJCIigl9//ZUffviBs2fP2rQAexGPHz+mefPmDBo0iIiICEaMGGF8r2bNmknaoKWkRIkSlCtXjiNHjvD48WNq1qxJ3759yZ07Nzdv3uSXX34hODiYuLg4du7caTP/8PBwAAIDA2ncuDF2dnaUL1+eOnXqkDt3bq5evcqVK1eoV68eXbt2JWvWrISFhXHp0iW+//57ChUqlOq+6b///jtvvPEGLVu2pESJEuTIkYNHjx7ZVI2KjIx85hg+Pj7Gv3ft2sWSJUvw9PRk6tSpL9S27VlatWrF7NmzATh+/Djdu3enefPmHDhwwFgPaeGfmPvnn3/O1q1badSoEXnz5iVTpkxcuHCBmzdvGvuk5h6dOXMGgPHjx9O5c2eOHTvGp59+muIxmTNn5pdffgFg0aJF2NnZ4eDgwGuvvcZrr71G6dKlOX78OADvvPMOY8aMwd7enjFjxhhj+Pn5pap9pFXBggVp2LAhZcqUwdvbm9jYWH744YdUz1NERERE5FVz8+bNJAlKFouFjRs30qBBA+zs7ChcuDAA3377LfXr1zf2O378OOfOnaNbt27GtkePHnHlyhWyZMlitJevXr06WbNmZdmyZXz44YdGa/GFCxcSGxtLnTp1ko1t4cKFXL161SYRJFu2bJw9e5a6desSHR3NxYsXyZ49+8u5GPKnrV69mlWrVjFq1Ki0DuVPsf7u+frrr6dtIKkQHx/PokWLbD7oNW/ePG7evGl8GO3f7tKlS3zyyScpPvt/VuvWrWnatOkLHRMTE0NoaCi9e/d+5n4TJ04ka9asLxzTRx99xAcffJCkAt+roECBAvz0008UKlTI2DZ+/Hg2btxIYGAg3t7e5MmTh4iICON1/686fvw4hQsXxtXVNcV9Tpw4QcmSJV/K+UREREREXiVKkBL5H1SnTh2jYtG2bdvYtm0bAEuWLKF9+/bMnj2bM2fOEBoayqVLl+jRo0eSMZKrnpRa+fLlIzQ0lGbNmtls9/DwYMaMGS801rJly6hZsybXrl3j+PHjdOzYMck+iatHQcL8rVVypkyZYlTPuXr1Krly5WLFihU0bNiQiIgIgoODCQ4OTjJmwYIFXyjOn3/+2aZKT2IODg68++67zzy+cePG+Pj48PPPPxMREUGHDh0AyJ49O76+vn86WS2x6tWr065dO5YtWwYktGKbO3cuAEWKFDHa3P3T/om5x8TEpHivAUqVKsVrr732zDH69etnPCsrVqxgxYoVQMJ13bNnT7LH1KlTx0iUW7x4MYsXLwZg3759vPnmmyxZsoQaNWrwxx9/cO7cOdq2bWtzfObMmVm2bJlNJarnuX79Ol9++WWK37deXxERERGR/xVt2rTBxcWFypUrkzVrVk6fPs3cuXNxdXU1WmmXKVOGOnXqsGjRIu7du0fdunUJCwtj1qxZuLi42FReOXz4MDVq1OCTTz5h9OjRAKRLl44pU6bw3nvvUbVqVfz9/bly5QozZsygSpUqtGjRIklc9+/f58MPP2TChAm4u7sb21u1asXYsWOJi4tj//79REZG0rBhw7/1Gv3bREdH4+DgkKoq1n+3qKgonJycMJvNz/298d/sxIkTZM+ePUkbyGexVlRLXIn87xQfH09sbCwODg5UqFDB5ntms5kGDRr8I3G8DGazGZPJRIkSJV7KeNZ1mFxV9uc5c+YMT548eW5yXKlSpV547PDwcK5fv/6ffjaexcvLK0mC7cqVK+ncubPN63riqn9/1YkTJ557r8xmM1WqVHlp5xQREREReVWoxZ7I/6DOnTszYsQIcuXKlWxihZeXF4cPH2bq1KlUrFgRT09PHB0d8fb2pmLFiowcOZI1a9b86fPnzZuXgwcP0qRJEzw8PEifPj3169fnxx9/pHjx4i80VqFChQgJCeHjjz+mVKlSuLm5kS5dOvLkyUPVqlX59NNPCQwMtDlmxowZtGnThkyZMiX7x9RKlSpx8uRJBg4cSPHixXF1dcXFxYX8+fNTp04dpk+fztixY1MdY4YMGRg3bhx169YlT548uLi44ODggLe3Ny1atGDfvn2UL1/+mWO4uroSHBxM8+bNyZQpE56enjRp0oQff/zxhf54+TwLFy5k9OjR5MmTx6gqNmvWLIYPH/7SzvGi/om5169fn969e1O6dGmyZs2Kg4MDLi4uFCtWjCFDhrBr167nJiF1796dgIAAfH19cXZ2plChQnzxxRd8/PHHKR7z0Ucf0b17d7JmzZrsWixWrBghISEMGjTIGNfZ2ZnChQvTr18/QkJCXviPjBMnTqRJkybky5cPNzc37O3t8fLyon79+nz33XfJvjEjIiIiIvIqa9asGeHh4UybNo1evXqxYsUKWrRowdGjR23asG/YsIGxY8dy7tw5Bg4cyIwZM3jjjTf48ccfKVKkyHPP06FDB4KCgoiKimLIkCEsWbKE7t27s2XLlmQTTMaNG0euXLmSfBBozJgxNGrUiDFjxhAaGsrq1atTbNH3qvDy8mLChAmMGDECb29vMmXKZHxv9erVVKxYEVdXV/Lmzcv48eNtWpjv3LkTk8nEqlWrqFKlCq6uruTOnTvZdmyLFy+mdOnSuLq6UqhQIaPKstWWLVswmUzs37+fhg0bkj59enr27Im9vT1btmxh9erVmEwmTCYT+/btAxKSJSpUqICnpyeenp6UK1eOHTt2vND8Y2Ji6N+/P35+fri5uZE5c2ZatmzJjRs3bPbLlCkT06ZNY+LEieTPnx83NzdatmzJw4cPbfY7ceIEtWvXxtXVFV9fX3bu3Mnx48efmwBTrlw5evfuzZQpU8ifPz+Ojo7cvn0bgODgYGrVqoWbmxs5cuSgf//+PHnyxDg2S5YsNtd82bJlmEwmxo8fb2xbtWoVbm5uRkv51q1b06RJExYsWEDRokVxdHTkxIkTzJ4922gfdu7cOUwmE6dOnWLq1KnG9b969SqQUNW7R48eeHt74+bmRo0aNTh9+vRzr7mXlxcTJ05k1KhReHt74+HhwYABAwDYsWMHFSpUwNXVlUqVKvHrr7/aHPvVV19RuXJlMmfOjJubG5UrV+bgwYPG99955x1at25NfHw87u7umEwmOnfubHz/eWs6uXU4YMAAHjx4gJ2dHevXrzf23bVrF40aNSJHjhw4Ozvj6+vLwoULbeI1m804OjpSrFixFK+H9ZzWSt4RERGYTCaCgoIYMmQIOXLkwNPTk65duxqxzpkzx3htaty4MSaTySaB69ChQ9StWxcPDw+8vb3p06fPM9vGQUKSXEBAACVLlsTNzY1MmTLx5ptvYjabAbh48SImk4mvv/6aBg0a4O7uTrZs2fjwww+Jj4+3Get5axbg3r17DB8+nIIFC5IuXTry5s3LoEGDjO+XK1fOSJBdsmSJ0W5v0qRJmEwm+vbty6lTpzCZTEaMkJDkOWHCBONvPX5+fmzYsCHJfFeuXEmJEiVwcXGhWrVqXL58mRMnTjzzWY2JieHUqVM2SVSpWQczZswgc+bMWCwW6tevj5ubG/ny5UsSV1RUFCNHjjSeqQ4dOrBjxw5MJhOXL18GEqotJtcGsHbt2rRv3974+pdffsHf35/8+fPj7OxMrly5GDx4cJK2tefOnaNx48akT5+ePHnysGjRIrp27Ur16tVt9nvePX3e+hERERGRV58p/unfDERE/gYLFy7k/fffBxIqOqVUUUdE/nvsBm9K6xBERERERAxxU99K6xAklSrO2Mfg6gVoVTLl6io3btwgZ86cZM+enXr16tG2bVvs7OyoW7cukyZNYtSoUQwYMIA6depw8uRJPvzwQ6ZOnWq0C5s6dSpDhw7F29ubESNGUKRIEQIDA1mzZg0HDx6kYsWKAAwfPpwvv/ySjz/+mHLlynHw4EFGjRrFokWLjDf0J0yYwOjRo8mdOzd9+vShZMmSZMqUifDwcGrXrs2kSZOMKtalSpVi3bp1dOrUidGjR1OuXDkePHjAvn37aNSoUZJq189y5coVpkyZQtWqVcmWLRs3btxg3Lhx+Pj4sGnTJmOfvHnz4uPjQ7169WjatCkXL16kX79+TJo0icGDBwMJyVFVqlThrbfe4v333+fq1auMHj2aqKgoOnfuzIQJE5KNITY2Fjc3NzJkyEDZsmXp1q0b8fHxNGnShOXLl9OhQwfef/99WrZsydWrVxk2bBidOnVi6tSpQEIl7k6dOvHhhx8CUKFCBU6fPk337t2NfWrWrEmhQoWYM2cOAIULF+b+/fvkz5+fgQMH4uLiQs2aNenXrx9nz57lhx9+4N69e2zcuBF/f38WLVpE4cKFMZlMVKhQgd9//91IThs+fDgZMmTgs88+4+eff+bcuXO4uLg8c83lyZOHZs2a0bhxYzZv3szMmTP54IMP+Omnnxg2bBhxcXF0796dpk2b2iSb9OnThzJlypA3b14eP35MYGAghw4d4sqVKzg7O3P69Gl69epFXFwckydPBiBXrlzkypUrVWs6uXWYJUsW7t+/zxtvvMGlS5fw8fEBYPr06djb21O4cGHSpUvH1q1b+fzzz/npp58oW7YsAAMHDiQ4OPiZSSITJkwgMDCQK1euAPDDDz9QrVo1ChcuTMuWLalZsyb79+9n9OjRrFq1ilatWnHt2jWmTZvG3Llz2blzJ5BQPb5YsWJs3ryZ5s2b07lzZ1q3bs21a9cYMmQITZo0Yd68eSnGMWnSJD7//HPGjBlD8eLFuX37Njt27KBfv34UKVKE1atX07p1azJnzsygQYOoUKECq1evJiAggKCgIKMyd2rW7O3bt6lSpQqPHj1i2LBhFCpUiLNnzxISEsKcOXOMZ2L27Nl06tSJGzdusHHjRnr27MmaNWuM9np79uzhvffe4+HDhzg5OREbG0uTJk04fPgwo0aNolixYqxZs4avv/6aY8eOGa3x5s6dS58+fRg6dCg1atRg9+7drFixggsXLrB9+3bq1q2b7DUKCQmhZMmSNpWmUrMOOnXqxKZNm/D29mbAgAHkypWLsWPHEhISwq1bt4xE3tatWxMcHMzo0aMpUqQIAQEBmM1mIiIijAS64cOHs3btWs6fP28Tm5eXF0OGDGHo0KEAfPfddxw5coRSpUqRIUMGY71//PHHRiLar7/+SpkyZShRogR9+vQhKiqKoUOHYjKZaN68OV988UWq7+nz1o/Iv02bxUcpnycjg6q/eHVAERERSZ5a7ImIiIiIiIiIiMi/ksViARJaC86aNcvYfuzYMT788EMCAgLo3r07kNDG/MqVK8yfP99IJrEmfaxdu9ao3ly5cmW2b9/O1q1bqVixIsHBwXz22Wds27aNevXqAVCjRg0OHTrE/PnzjQQpi8VCXFwcQUFBNpWgDx06BCRUI0v8JvuiRYvw9/c3kgEA3nrrxRP48uTJY8zd2mbu9u3bjBo1ytgnJCQEAH9/f6O1Y7169Vi2bJmRpBAXF4e/vz/169cnKCjIOPb69et88sknz2zbdf78eSIjIylXrhwbN260ObZLly4MGTKEiRMnGtsfPnzI2LFjjcSEDBky8ODBAyDhep0+fRp/f3+jWtTZs2fZs2cPM2bMMI6/dOkSr7/+Onv37sXR0dEY22KxUK5cOSAh4cbBwQE7OztatWqFq6ursV/Xrl1xcnJi3759eHh4AAkVf7Jnz86OHTto0qRJsnO1rrmuXbvy0UcfAVC9enW+/PJLduzYwYkTJ4zzbNu2jVOnTtkcn3idxsTEkDdvXvz8/Lhw4QIlSpSgWLFi/PbbbzRv3txI0IPUr+mU1mFAQADu7u7kz5/f2GategUJSW5VqlRh8eLFHDx40EiMMZvNz23ZZrFYbCpYW9fbiBEjjCp3tWvXZs6cOcZ6y5UrF48ePaJEiRI287x9+zb+/v4MHjzYZs3cunWLESNGEBgYiIND8m9bLFq0iIEDB9KrVy9jW/PmzY1/W5/3gIAAWrduDSQ8y99//z1bt26lbdu2qV6zXbt2JSoqihMnTpAhQwYAatWqZexvfSas18XaRs/V1ZVmzZoZlcgtFgtFihTByckJSKjUFBwczMGDB43rXrt2bQ4ePMiiRYuYNm0aV69epW/fvnz++efGfbcmoV24cOGZ9yu5imCpWQchISHY2dnx/fffGxXb4+LiqFevHr///jve3t6sWLGCDRs2cOTIESORq3Llynh5edm0vUyu5eiNGzcIDw+32d6wYUOjRWxcXByVK1fmhx9+4MCBA0aCVI8ePShcuDA7d+40krQePnxIly5djOuQ2nv6vPUjIiIiIq8+tdgTERERERERERGRf6WQkBAcHR0ZN26czfYpU6bg4+NDp06diImJMf7z9fW1aXlmNptp2LChTSKJq6sruXLl4tatWwDMnDmTypUrG8lRVj4+Ply/ft0mlubNm9uMBQkJENa2fIm5urqyatUqAgICuHnz5p++BpcuXeL999/Hx8cHJycnHB0d+eCDD3Bzc7OJzdnZ2agUZXX79m2yZMkCwPfff8+pU6f45JNPbPbx9fUFeGbbLmtCTOLkA0hIBnJ0dGTYsGE296FIkSLcuXOH+/fvA7YJUjNnzqRDhw7kzp3bSJAKDAykatWqlChRAoDQ0FDi4uIYO3asTXJUXFwcoaGhNkkWFouFQoUK2SRHnT17lk2bNvHhhx/i6upqxJUhQwayZs2apC3e03N1cXFh4MCBxrZHjx4RFxfHoEGDbM7z8OFDm5aPd+/eZfTo0RQrVgxXV1ccHR3x8/MDMO7Xo0ePuHDhgpFgYpXaNZ3SOgwJCcHPzw+TyQQkJMIsXLiQ8uXLkzFjRhwcHHB0dOT333+3WTsWi+W5CVIhISFJEqRy5crFe++9Z2yLj48nIiLCWG/WsZ+e5+LFi4mKimLYsGE22318fIiKinrms+Lq6kpAQABLly7l3r17Sb5vNpvx8/MzkqMATCYThQoVMp731KzZM2fOsHbtWiZPnmwkRyV3Tezt7SlevLjNfEuUKGEkRz197eLj45k6dSpt27bFz8/P5vxFixY17vPs2bPJlCkT3bp1szmnr68v3t7eZM2aNcVrZDabKVasmJGQlZp1EBsby+nTp+natauRHAUJrx92dnbGGv/iiy94++23be6pm5sb2bJls1lDTyfUWbcBNtv37t1LgwYN8Pb2NuJauXKlEde5c+fYtm0bY8eOtWlFa23VaD1nal+Hnrd+REREROTVpwQpERERERERERER+VeyWCxUqlQpSZLCrl27uHTpkpEwZP2vZ8+eRrWgyMhIzp07l6RCSHx8vFERBWDPnj3Jtqu6du2asc/jx4+5cOGCUe3k6Rj9/PxskiIgoYpNs2bNGD58ODly5KBRo0acO3fuheZ/5swZSpUqxeXLlxkzZgy7du3iyJEjlClTxqZCTEhICBUqVLBJfHn8+DEXL140ko6Cg4MpUKCA8bXV9evXcXNzo2DBginGYbFYyJMnj00yCCTch3v37pExY0ab+9CwYUMcHByMZCJrglRYWBhr1qyhd+/eeHh4EBERwaNHj1i0aBF9+vSxOZ+Tk5NNxR6Aixcv8ujRI5sEjeSScHbt2gXA+++/bxOXo6MjYWFhxhpJaa4VKlSwSYSyJog9HU9oaKhxPSMjI3nzzTdZunQpPXv2ZOPGjRw5coRu3brh6upK3rx5jWPi4uKSjfl5a/p56zDxmD169KBv377Uq1eP5cuX89NPPxntC61r59dff+X27dvPTJCynjPx2CEhIdSqVctIxgK4cOECjx8/Nq5HXFwcJ0+eTDLPPXv2UL58+STP9LVr13ByciJz5swpxrJy5UrKly9Pt27dyJo1K++88w43btwwvm82m2nWrFmS48LCwoxnOTVrdteuXaRLl45GjRqlGIs1MS9xq8aUEoOs1+D06dOEhYWxcOHCJOvy22+/Ne5zcHAwDRs2NJKcrK5fv/7cZLbErfUgdevAeu9q165tM1ZISAgFCxbE2dmZ+/fvc/jwYerXr2+zT1xcHGFhYcY5//jjD3777bdkr0OWLFmM+7B06VJq1KhBjhw5mD17Nvv37+fAgQM21a927dqFs7Mz1atXT3Idnt4vNa9Dz1s/IiIiIvLqU4s9EflHdOzY0Si5LSIiIiIiIiKSGhaLJUllp+joaMLDwxk3blySN+sB0qdPDyQkosTExBhvyFvt3r2bO3fuUKtWLaKjo7l79y7Zs2e32efJkyccPHiQLl26GGPFxsZSpkyZJOczm81JkkAAsmbNyvz585k7dy7btm2jR48edOnShX379qV6/tOnTydbtmzs2LHDaDt2//59QkND6d+/v7FfctfJGrM1ths3biRbeWb16tW89tprNskuT7NYLMnOPSwsjJ49e9KpU6ck33N0dDSqvmTIkIF79+4REBBAtWrVKFq0KEePHiUiIoJvv/0WNzc3m8QWi8VC8eLFcXZ2ThKHnZ2dUZUJEq6/tQ1Z4rhy587N2rVrk53P09W+nj7H0wlzFosFd3d3fHx8jG3WBLwPP/wQSGjjGBoayi+//EK+fPmM/fr162dTVchsNuPi4kLhwoWNfV5kTSe3DuPj4zl58iT+/v5AQgLJvHnzWLBggc3f4zZs2ICdnZ2RxGRtSfespBvrOa0JL9YqXm3btk1yjRKPffHiRR4+fJjk2bh58yZ58uRJcp49e/ZQsWLFJElBiRUoUIDVq1cTGRnJ2rVr6dmzJw4ODixZsoTw8HCuX7+e5Hm/ePEiJ0+eZMSIEUDq1uxvv/1GxowZnxnL08lQ8fHxhIaG0q5dO2NbeHg4YWFhxn5hYWEAfPfdd3h5eSUZ0/o6dOPGjSTJSnfu3CE4OJi+ffumGJM1rqZNmwKpXwfW6k5Pr4PEyV2///47cXFxSV5DDh48SFRUlHGsNZnw6QSpPXv22GwbO3YsHTp0YP78+ca2HTt2EB0dbfOaZa169fRYiatkpfZ16FnrR0RERET+NyhBSkRERERERERERP51njx5wvnz5xk6dKjNdkdHR6ONV9myZVM83pr8cenSJWNbfHw848ePp3LlylSoUAFISEpIvA8ktLi6deuW8YZ7SEgITk5OFC1aNMl5zp49a9PS62kODg40btyYGjVqcPHixWfMOKmrV6/i4+NjkyDw8ccf8+TJEyOJIDIykgsXLiRpWWY2m3F2dqZIkSIAZMqUyUhAsLat2759OwcOHOCDDz54ZhwhISFGslhiOXLkICoq6pn3ARISpH755Rfmzp3L119/DWBUkAoICKBnz542LbRCQkKSTToLCQnBx8fHSBi6d+8eYWFhSe5Ljhw5iIiIoHjx4jYVfp4npTVnTYZJnER26tQpmwS0q1ev4uzsbJP8s2HDBg4cOGDTKu3s2bMUKlTIZr6pXdMprcOff/6ZBw8eGAko165dAzDuPcCVK1f48ssvKViwoFFRx2w2kzdv3hTbyFnP6ezsbCR0Xbp0iYcPHyZJpjGbzRQoUMCoYnb27FmAJLHmyZMnyfN29OhR1q5dS1BQUIpxJObs7My7775LQEAAMTExxvmt8SU2fvx4cufOTYsWLYDUrdns2bNz8+ZNwsPDbVoGJhYSEkKPHj2Mr3/++Wfu37+fpLoZ/F+yUI4cOQBwd3d/5vkzZcrEmTNnbLZNnjyZBw8ePLMV5q+//sqdO3eMe5PadRASEpLsOjCbzcZrg7Wy18WLF40Ewvj4eEaPHm1TzemPP/4AIFeuXMY4p06dIjg42OZ15urVqzZxxcTEGMmG1muYOXNmbt68yd27d/H09AQS7u+SJUtsEvRS+zpkldz6EREREZH/DUqQEhERERERERERkX+dU6dOERMTk2x1m/bt2zNx4kQcHByoUKECjx494tKlS5jNZqMiidlsJkeOHEyaNIlMmTKRKVMmZs+ezYkTJ/jpp5+MsTp06EBAQAAFChSgcOHCbN26lenTpzNnzhyjLZrFYqFYsWJGYlFiHh4e7Nixg3LlyuHk5ET58uVp0qQJRYoUoXLlynh6ehIcHExQUBCLFi0yjitatCi5c+fm+++/T/EalC1bls8++4zAwEDy5cvHihUr2LNnD/B/SQTWRJ3kElb8/PyMRJzGjRsza9YsOnXqRMeOHTl79iyffvop8OwKQrdv3+batWsp3oeBAwfi5eVFrVq1iI2N5fLly2zfvp3Vq1cbVZMyZMjA3r17yZs3r9G2zMPDg8uXL3Pt2jW+++47Y8z4+HhCQkJo1apVkvM9XbXH2dkZJycnNm7cSLZs2UifPj0lS5akSZMmjBgxgoYNG9KnTx8yZcrEb7/9xr59+3jrrbeSrdJkvZbJrTmLxUK5cuWSbEuXLh2+vr5Awr2KjIykf//+NG3alP379xsJP4mTZjw8PPj111/ZtGkTXl5eFCpUiMyZM6dqTae0Di0WCyaTyagI5Ovri5ubGx999BEjRozg8uXLTJ48GWdnZ5tYnm7HlhzrOa3ryFohKLn19vQ8ARYvXkyFChXIli0b+fPnp0OHDjRs2JDhw4dTr149Tp06xejRo/H396dNmzYpxlGhQgUaNGhA2bJlSZcuHevWrePQoUPs3LnTOL+npydBQUEULlyYAgUKsGTJEoKCgti1a5dxzVKzZps0acLw4cNp1qwZgwcPJn369Bw/fhx7e3sGDx5sPBOJ16L1Hjy9LXPmzOTMmdO4L2XKlKFDhw589NFHFChQgNu3b2OxWHB1dTUS8xo3bsxnn33GhAkTqFSpElu3buWrr75K9ronduLECZt9UrsOQkJCkox78+ZNbty4YeyXMWNGKleuzLhx48iQIQOZM2cmICCA48ePU7x4caOakzWR7ptvvqFNmzYcPnyYkSNHEh0dbXNtypYtS2BgIEWLFiU2NpZp06YRHh6Ol5eXkUjWoEEDBg8ejL+/P3369OHGjRtMmjQJwCZRLDX39Hnr548//sDb25uxY8caiVoiIiIi8uqxS+sARERERERERERERJ5msVhwcnIyKpMkNnHiRAYPHsw333xDgwYN6Ny5Mxs2bLBpS2U2m2nQoAGffPIJQ4cOpUWLFkRFRbF//36b9mZjxoyhW7dujBs3jsaNG3PgwAE2btxo067JYrGkmJgwY8YMzp8/T7Vq1Xj33XcBKF68ODt37uS9996jZcuW7N27l40bNxrtt27dusWFCxeoWbPmM6/BsGHDaNGiBYMHD6Zr167kypWLAQMG2FSGCgkJsangklLMdevWZdKkSezatYu33nqLlStXMm7cOODZSRcptd8C6NOnD9OmTWPjxo00adKEdu3asXjxYqpXr24kR0FCglRsbCwffPCBsd3Dw4PY2Fjefvttm3Zjly9f5t69e8me7+kEKScnJ2bNmsWOHTt48803GTRoEAC5c+dm586dODg40K1bNxo1asTo0aOJiYl5ZgWe5NactaXc0y3DLBYLRYsWNap71apVizFjxrB8+XJatWrF+fPnjaSWxMkovXr1omzZsrRp04ZKlSoZlYJSs6ZTWocWi4W8efMaSUmenp4sX76cy5cv06RJE5YtW8bSpUsxmUw2sZjN5lQlSCWee0rVhp6OrVq1anTv3p0xY8ZQqVIlli1bBiQkvcybN4/169fTsGFDvvrqK0aNGsXChQtTjCEmJoaSJUuycuVK2rRpwzvvvMOlS5f44YcfqFatmjGXMmXKEBAQwOTJk2nUqBHnz59n9+7dvPnmm8ZYqVmzefLkYdu2bdjZ2dGxY0datWrFhg0bjNaGT1eGSu4eWLdZk9YA7O3t2bBhA1WqVOHjjz+mXr169O/fn1OnTlG9enVjv5EjR+Lv78/kyZNp2bIlV65coX///ri7u1OgQIEUr9PTFcFSuw6SS5BK7rlfvHgxvr6+dO3ald69e1OrVi1KlSpFlSpVjH3Kli3LyJEjGTlyJD4+PnzzzTeMHTs2yfWaN28eOXPm5J133mH06NH07NmTChUq2MTl6+vLggULCA0NpWnTpixZsoSJEycSFRVlc87n3dPUrB+LxWLTSlJEREREXk2m+Pj4+LQOQkRERP677AZvSusQREREREQMcVPfSusQJJUqztjH4OoFaFXS+6WPHR8fj6enJxMmTKB3794vffy/avLkySxevJjjx48blVdE5M/z8/Ojfv36TJ06Na1D+Z+xf/9+qlWrxuHDhylduvQ/cs4ePXpw8OBBI4FL5FXWZvFRyufJyKDqKSdGioiIyItRiz0RERERERERERF5pVy6dIn79+8/tzpOWoiPj2fevHksXbpUyVEiL0FkZCTnzp1j+PDhaR3KK+vcuXMsWLCAKlWqkC5dOg4cOMDnn39Or169/rbkqLlz5xIbG4uvry8REREsXbqULVu2EBwc/LecT0RERERefUqQEhERERERERERkVeK2WxO0kbq38JkMnH+/Pm0DkPklREaGkpMTMy/MiHyVfHw4UN27NjB7NmziY6OpkiRIkyaNIkePXr8beeMiIhg9uzZ/Pbbb7i6uvLmm29y4MCBf6xalYiIiIi8epQgJSIiIiIiIiIiIv84OzsTsfHxf8vYrVq1Ii4u7m8ZW0T+XcqWLUv83/RaIglKly7NsWPH/tFzDh06lKFDh/6j5xT5N4mNj8dkSusoREREXi12aR2AiIiIiIiIiIiI/O9xc7LnYVRsWochIiIi8q9z/0kMHs6qcyEiIvIyKUFKRERERERERERE/nE5PJw5f/NhWochIiIi8q9y62EUdx5Fk8PdOa1DEREReaUoQUpERERERERERET+cdULZGb/L7eIjFYVKRERERGrXRfCsTOZqOKTKa1DEREReaUoQUpERERERERERET+cbULexEZE0fwxfC0DkVERETkXyEuLp5tZ/+gfN6MeDg7pnU4IiIirxQlSImIiIiIiIiIiMg/LncGF97In4mJuy5w/FpEWocjIiIikqbi4uIZv/MCob/d4+2SOdI6HBERkVeOEqREREREREREREQkTUxqWJQSOTzotz6UeT/9yq+3H6V1SCIiIiL/qOjYOH785RaDNp1i8+nfGF2vCG/mz5zWYYmIiLxyTPHx8fFpHYSIiIj8d9kN3pTWIYiIiIiIGOKmvpXWIcgLioyOZfLuS+y6cJNH0bH4ZHLF29OZ9E4O2JnSOjoRERGRv0d0XDz3ImM48/t97j+JIW9GF7pVzEvdIlnTOjQREZFXkhKkRERE5C9RgpSIiIiI/JsoQeq/60lMLAcu32H/5dvcfhTNgycxaR2SiIiIyN/Gwc6EezoH8mdypXZhLwpkdsVkUna4iIjI38UhrQMQERERERERERERSedgT42CWahRMEtahyIiIiIiIiIirxi7tA5ARERERERERERERERERERERETk76IWeyIiIiIiIiIiIiIiIiIiIiIi8spSBSkREREREREREREREREREREREXllKUFKREREREREREREREREREREREReWUqQEhERERERERERERERERERERGRV5YSpERERERERERERERERERERERE5JWlBCkREREREREREREREREREREREXllKUFKREREREREREREREREREREREReWUqQEhERERERERERERERERERERGRV5YSpERERERERERERERERERERERE5JWlBCkREREREREREREREREREREREXllKUFKREREREREREREREREREREREReWUqQEhERERERERERERERERERERGRV5YSpERERERERERERERERERERERE5JWlBCkREREREREREREREREREREREXllKUFKREREREREREREREREREREREReWUqQEhERERERERERERERERERERGRV5YSpERERERERERERERERERERERE5JWlBCkREREREREREREREREREREREXllKUFKREREREREREREREREREREREReWUqQEhERERERERERERERERERERGRV5YSpERERERERERERERERERERERE5JWlBCkREREREREREREREREREREREXllKUFKREREREREREREREREREREREReWQ5pHYCIiIj8t9kN3pTWIYiIiIiI/E+Im/pWWocgIiIiIiIiIvKfpApSIiIiIiIiIiIiIiIiIiIiIiLyylIFKREREREREREREZG/2bWIx+y8EM7x63e5+ziaJzFxaR2SiIiIiI10DnZ4ODtQJlcGahfKQq4MLmkdkoiIyEujBCkRERERERERERGRv8nPtx4yevs5zvzxgHQOdpTNnYFCXulxdrDHlNbBiYiIiPx/8UBkTCzhD6P45qdfmb3/F3yzujGmXhF8MqdP6/BERET+MiVIiYiIiIiIiIiIiPwNfr71kJ5rQsjg7MjEhkV5I38mXBzt0zosERERkWd6HB3L/l9uM++nK/RcE0JAy9eUJCUiIv95dmkdgIiIiIiIiIiIiMir5l5kND3XhJDJ1YnAVq9Ru7CXkqNERETkP8HF0Z7ahb0IbPUamV2d6LkmhLuPo9M6LBERkb9ECVIiIiIiIiIiIiIiL9nui7e48yiaGU39yOjqlNbhiIiIiLywDC6OfNHUj4jHMey+FJ7W4YiIiPwlSpASERERERERERERecl2XrhJqVyeZHVPl9ahiIiIiPxpWd3TUSqnJzvOK0FKRET+25QgJSIiIiIiIiIiIvISPYqK4fCVCGoV9ErrUERERET+stqFsnD0agQPn8SkdSgiIiJ/mhKkRERERERERERERF6iW4+iiYuPxyeza1qHIiIiIvKX5c/sSlx8PLceRaV1KCIiIn+aEqREREREREREREREXqIH/7+6gls6+zSOREREROSvc0/nAMCDJ7FpHImIiMifpwQpERERERERERERkZcoPj7hf+1Mpmfu98knn+Dh4ZFk+6BBgzCZTCxfvtxme2hoKCaTiWXLlj1z3EOHDmEymbhw4YKx7YsvvuCHH35I5Qz+XmFhYdjZ2bFjx44XOi65eb1MWbJk4Ysvvvhbxv47BAUFYW9vz6NHj1762JcvX2b06NHcu3fvpY35d8abWhEREYwePZorV6681HF79OjBG2+88cLHpWbNxcfHM2zYMHLnzo2DgwONGjX6k1G+uH/DPZMXExYWhslkYvv27cbXf+b1VhIsXLiQjRs3vpSxsmTJwowZM17KWGnB+v9p4tM4DhERkb9CCVIiIiIiIiIiIiIiacDT05MHDx4QH/9/bzdGRkaycOFCgCTJKQEBAXh5edG6detnjlugQAF++uknChUqZIw5ZMgQrl+//nIn8CelT5+eAwcOUK1atRc67ul5vUxXr17l1q1bvP766y997L/L8ePHKVy4MK6uL7+V486dO5k8eTJubm4vbcy/M97UOnr0KGPGjMHR0fGljtu3b1+WLFnyQsekds198803zJo1iwkTJvDjjz/y5Zdf/oVIX8y/4Z7Jizl+/DiAsa7+7OutJPjoo484derUXx7H+ryXLl36JUQlIiIif5ZDWgcgIiIiIiIiIiIi8r/I09OT+Ph47t+/b1SSWrFiBTExMZQoUcImQerhw4csXbqUXr164eTklOx4UVFRODk54eXlhZeXl7E9NDSUmJgYXnvttb93Qs8RHR2Ng4MDHh4eVKxY8YWPf3peL5PZbAb4WxKkrPflZTtx4sTfltBlNpspXrw4dnYv7zPWf2e8qWU2m8mSJQs5cuR4KeNZ722xYsX+VCzw/DW3cuVKmjZtir+//5+I8P/Ex8cTGxuLg0Pq3xZ63j2zPtOm51TLk3/OiRMnyJ49O9myZQP406+3AuHh4Vy/fv2l/Ow0m82YTCZKliz5EiITERGRP0sVpERERERERERERETSgDUp6v79+8a2gIAA/P398fb2ttm+fPlyHjx4QPfu3QF48OABdnZ2zJ8/nx49epA5c2ajMkW5cuXo378/ACNGjKBcuXIA+Pn5YTKZqFWrljFucHAwtWrVws3NjRw5ctC/f3+ePHny3NjPnj1LixYtyJQpE1myZKF9+/aEh4fb7OPl5cWECRMYMWIE3t7eZMqUCYDWrVvTrFkzm323bt1K2bJlcXFxoVSpUhw5coRChQoxevRoY5/E8wIYMGAApUuXZs+ePbz55pu4urpSrFgxDhw4YDP2ypUrqVmzJlmzZsXV1ZXXX3+dLVu22OxjNpvJmzcvGTJkeOa8Dx06RN26dfHw8MDb25s+ffrYtB971n1JTmpis+5XokQJXFxcqFatGpcvX+bEiROUKlXqhcb66KOPKFKkCF9//TXFihXD2dmZEiVKsGfPHmOfHDlyMHv2bI4ePYrJZMJkMhnVkaKjo5kwYQK+vr44Ozvj5+fHhg0b/lS8T7Neu4ULF9K7d2+yZMlCpkyZmDJlCpDQ7q1EiRKkT5+e+vXrc+fOHZvjx44dS+nSpfH09MTT05O6dety9uxZ4/uVKlViyJAhhIeHG/MaN24ckJA8NGfOHEqWLImzszOFChVi7ty5NuPPnj0bT09PDh48SJUqVXB2dmbGjBmcOnUKk8lkJDyl9l48b83t27cPk8nEjh07+PbbbzGZTDRp0gSAu3fv0rdvX3LmzIm7uzvVq1fHYrHYHN+6dWuaNGnCggULKFq0KI6Ojpw4cSLF65+ae5bSM33ixAlatWpFrly5cHZ2Jn/+/Hz22Wc242/ZsgWTycShQ4do3Lgxbm5u+Pj48P333xMdHc3o0aPJnTs3GTJkoF+/fjbH3r59m27duhnVrLJly0bnzp2TVNlbuXIlFSpUMNZAuXLl/lRrubCwMHr16kXu3LmN9WBdhwBPnjzh448/xsfHh/Tp01OuXDmbZwhgyJAhlChRgm3bthmvbZUqVeLy5cv88ccfdOjQgQwZMuDt7c3SpUuTxLB69WoqVqyIq6srefPmZfz48cTFxdnsc+LECWrXro2rqyu+vr7s3LmT48eP29yz5F5vjx8/TtOmTcmQIQNZsmShQ4cOREREvPRruXPnTkwmE6tWraJKlSq4urqSO3duZs6cabOfr68vw4cPt9n2448/YjKZuHjxIpBQCdHR0ZHJkyfz9ttvkzFjRjJlykS3bt2IjIw0jps3bx6urq6sXbuW0qVL4+LiQsGCBVm1apXN+M975ufMmWMk5DZu3BiTyUSBAgVSnGtYWBjdunUjb968ODs7kzt3bpukRrPZTIECBTh27Ngzf149b21t3rwZk8lks/br1KmDyWTi2rVrxrZGjRrRrl074+uX9WyIiIj81ylBSkRERERERERERCQNeHp6Av/XSu/EiRP89NNP9OrVC3d3d5s3QAMDA2nQoAH58uUDICQkhPj4eEaNGoWrqyvffvstX331FbGxsYSGhhoVL7p06ULbtm0pWLAgBw8e5ODBg8abwMuXL6du3br4+PiwevVqxo4dy+LFixk5cuQz4z569CjlypXD3t6eoKAgAgMDOXjwIO+8846xz40bNwgPD2fWrFmEhYUxf/581qxZg8lkwmKx2FTk2LBhA40bN6Z06dKsW7cOf39/2rRpw+XLl43qNU/PC8BisXDz5k2GDh1Knz59WLNmDXZ2dnTr1s0m3pMnT9K2bVuCgoJYv349pUqVolWrVjYtB1NT3Wjz5s1UqVIFHx8f1q1bx8SJE1mxYgV9+/Y19knpvqQkNbHNnTsXf39/mjVrxpYtW6hatSp169bl9u3bNjGnZiyz2cy1a9eYOXMmo0ePNpIGWrduzYMHDwBYv3497u7u9OvXz1gzTZs2JTY2lmbNmjF9+nR69eplXI+WLVvaJOekNt6nWa/d+PHjyZw5M99++y1169Zl6NCh9O3blwULFvDpp58yc+ZMgoODmTFjhnHskydPuHr1KoMHD2bjxo0sWrSIhw8f2rSj/OqrryhcuDBvv/22Ma8ePXoA0KtXLwYNGsTbb7/N5s2beeedd+jRowebN282jrdYLNjZ2dG+fXs6dOjAd999Z8zdwcHBporUy1hzxYoVY/369QB8+eWXHDx4kBkzZnDnzh0qVarEjz/+yPTp01m9ejXp0qWjTp063L592ybeI0eO8PXXXzNu3Dg2bNiAn59fsudKzT171jN98uRJypcvz5w5c9i2bRvdunVj1KhRrFmzxiYeR0dHevToQZMmTVizZg3u7u68//77vPvuu4SHh/PNN9/QqVMnZs6caZMU8vPPP5MxY0Y+++wztm3bZvxv4teqb7/9lo4dO9KyZUvWr1/P0qVLqVGjxgtXb/vll18oU6YM+/fvZ9y4cWzevJmuXbty9+5dIGGt1a1bl2XLlvHJJ5+wYcMGihQpQoMGDYxkHut8b926xdixYxkxYgQLFizg9OnT9OrVi/r161OiRAlWr15N8eLF6d69Ow8fPjSOnTRpEu+88w5Vq1Zlw4YN9OvXj/Hjx9u8lpw4cYIqVarg5eXF+vXrGTJkCO+//z779++3WVdPv97u3buXypUrY29vz9KlS5k1axZ79uyhS5cuL/1aWqsmDRgwgLZt27Jx40YqVKhAv379OHToEACPHj3iwoULSao0WSwW0qdPbyQlWSshjh8/nnz58rFmzRr69OnD119/zRdffGFzzvj4eAYNGkS/fv1Yv349uXLlon379ly5csXY73nPfKNGjRgwYADp06c3Xi82bdqU7DyjoqKoX78+Fy9eZPr06Wzbto0xY8YYCYTW+/Xw4UOGDRtG7969k/15lZq1ZU2otL5enz59mn379uHk5GQkuV2+fJlt27bRu3fvl3o/RUREXgVqsSciIiIiIiIiIiKSBp5OkAoICKB69eoUK1bMJkHq8OHDHD9+3KYCjTUhZeDAgQwaNMjYfubMGSIjI403mwsUKMCdO3coW7asTZul69ev06VLF4YMGcLEiRON7Q8fPmTs2LFMnTo12Zijo6Np27YtjRs3JigoyNhuZ2dHy5YtuXLlCnny5DHia9WqFbNmzbIZ/9KlS0Z8Dx8+pEuXLgwePNioOFO/fn1OnDjB0qVLjTf6z58/bzMvSEhC8fLyYu/evbi4uABw9epV401hK2uVIICYmBgqV67MwoULOX78ODlz5gQS3lTv0KFDsnOGhAo2/v7+DB482OZ63bp1ixEjRhAYGIiDg0OK9yUlz4vt6tWr9O3bl88//9yYV82aNdm/fz8XLlywSYRI7TwzZszIvn37jDfaM2TIQNWqVTly5Ag1atQgb9683L9/nwYNGtismWnTphEcHMzBgweN89auXZuDBw+yaNEipk2b9kLxPs167UaPHk379u0ByJ8/PytWrMBisbB7926j5d+yZcs4c+aMcWy6dOn4+uuvgf9rJefk5ESjRo24f/8+7u7ulCxZkmvXrjFw4ECbea1du5bAwEC2bt1K/fr1jXmFhIQwf/58GjdubMQXExPDrl27jERFSKg0U6RIEZtkg5ex5jJnzky6dOmAhOfI2jKtQ4cOREdHc/jwYdzc3AAoW7YsXl5ebN68mQ4dOhjP2euvv87evXtxdHRM8TypvWcpPdPWmKxiY2N588032bBhAwcOHKBly5bG8Y6OjqxYsYIiRYoAcO3aNbp06UKRIkUYP348ALVq1WLWrFmcOXOG6tWrG/MrW7YsAHFxcVSuXJkzZ86wc+dO47yLFi3C39+foUOHGtveeuutFOednPj4eN5++23y58/P7t27jXtau3ZtY59PP/2U0NBQTp48ibe3NwDVqlVj27ZtLF++nI8//tiYr5eXF8HBwTg7OwMJVbSWLVvG9u3bqVOnDgBOTk5Uq1aNK1euULRoUY4dO8aHH35IQECAUTGwTp06XLlyhfnz59O7d2/i4uLw9/enfv36Nq/D169f55NPPjHuWXKvt++88w7Nmze3Oc7FxYXmzZtz9+5dPD09X8q1hP9rI7l27VrKly8PQOXKldm+fTtbt26lYsWKhISEEBcXl2yClLXqYeKxRo0axZAhQ4CEdfrjjz+ydetWowKV2WzGzs6OPXv2kDdvXiAh2TBPnjzs2rWL999/P1XPfK5cuXj06BElSpR4bovCEydOEBISwo0bN4z2nda1m/haZMyY8Zk/r1Kztp5OkJo5cyatW7dm586dRoLUnDlzKFWqFJUqVQJezrMhIiLyqlAFKREREREREREREZE0YG2xd+/ePe7du8fy5cvp1asXgE2CVGBgIPnz5zfeyIWEajvZsmVjwIABNmOGhIRgb29P8eLFjW0Wi4WSJUva7Ddr1iwcHR0ZNmwYMTExxn9FihThzp07Nu39EtuyZQs///wzY8aMsdnu4+MDYFTICQkJwdHR0SZRBBKqgCR+M3zp0qU8evSIDz/80Ga/AgUKkCFDBpuKWYnnZa1mM3DgQOPNZkhIZMqSJYvxdWRkJF988QUlS5bE3d0dR0dH3N3dAYzkkrt379pUq0rO4sWLiYqKYtiwYUnmHRUVxc2bN404k7svyUlNbLNnzzbaSCXm6+uLt7c3WbNmTfVY4eHhXL9+nf79+9u0dStcuDCQkOwF/5cIk3jNxMfHM3XqVNq2bYufn5/NmilatCi//vrrC8WbnJCQEPLmzWskRwFGVZ2RI0cayVHW7Ymrs/z222/079+fwoUL4+zsjKOjI40aNcLe3t5ITrlw4QKPHj1K8ixMnjyZGjVqULt2bZt5+fr6GvOKi4sjNDSUHj162CRHWeNOnNzxstYcJNyLbNmyGclR4eHhBAUFMXToUGMsSEim8vDwMJ4/63M2duzYZyZHQervWUrPNCRUHatWrRpeXl44ODjg6OjITz/9ZBNjSEgIrVq1MpKjIOE+pkuXzua5evLkCTExMTb312w206pVK/LkyYOjo6PRai3x+K6urqxatYqAgADjeXxR27dv5+jRo3z55ZfJVteJjY3lq6++okePHkYCC4CjoyO5cuUyrv/vv//OH3/8waBBg4z1Z51vxYoVjeQo6zbAmO+UKVPw8fGhU6dOKa7H77//nlOnTvHJJ5/YxOfr6wtgtNh7+vV2yZIl/P7774wfPz7J6z5gVFh6GdcSEu5bw4YNjeQo69i5cuWyeb1xcnIyYrd6uvKV2WzGy8srSQJs4cKFjbHi4+MJCQnh/fffN5KjAKNVonW/1Dzz1hiefr1IjvVnUK9evThw4ADx8fE237c+70OGDEnx51Vq11biBKmIiAiWLl1K37598fDwICIigqioKCORLvE1fxn3U0RE5FWgBCkRERERERERERGRNGCtIHX//n0WL16Mp6cnzZs3BxKSp+7fv09ERAQrVqyge/fuNgkiFouFevXq2Wyzbi9UqJDxJuwff/zBb7/9luRN3l27dnHv3j0yZsxoJBw4OjrSsGFDHBwccHV1TTZma1UOa1KN1bVr1wCMN3YtFguVKlWyScSxbnd1daVgwYJGHJUqVTKuhdX169dtYn56XiEhIYBtZRfr9hIlSgAJb5Y3adKESZMm8e6777J69WoOHz5sJBVYW6JZWzI9K1llz549lC9fPsl8rl27hpOTE5kzZzbiTO6+PC21sQUHB9OwYcMkyRrXr1834n2ReQLGGrMKCwsDbO9d1qxZyZ49u7HP6dOnCQsLY+HChTbrxdHRkW+//dZI9ktNvCmxWCzUqFEjyTYHBweqVatmc+1Onz5t3OebN29SpkwZfvjhB4YOHcq2bds4cuQIjRs3plChQkaCkLVFnvU4SHj2Dh8+zO7du5PM67PPPjPmdfHiRR49ekTDhg2Tjdu6Vl/mmrOOnThJ5McffyQmJoa6deva7PfgwQPu3r1rcw+dnJyoVavWM8eH1N+zlJ7pTz/9lNatW1O6dGkWLFjAoUOH2Lhxo818Hz9+zIULF6hZs2aS+ZUrV85IIAM4deoUgHGfrM9ebGwsU6dOZe/evRw5coQcOXLYtDUMCAigWbNmDB8+nBw5ctCoUSPOnTv33PkntnPnTvLly2ckGD3t5MmT3Lp1K8n1h4TXgsTXH0h2vk/fk9DQULy8vIwkuF27dnHp0iWcnJxs1mPPnj1tnrMCBQrYrGVIuGdubm7G62tyr7dxcXEULFjQZmzrdbSO/zKuZWRkJOfOnUvyehMfH8/vv/9uXCuz2UzRokVxcPi/hjfWhMTEPwPMZjP16tWzSTCChNcv61iXLl3i/v37Sc4ZERFBZGQk3t7eqX7m4+LiOHnyZKoSpF577TWCgoK4fPkyb7zxBnny5GHy5Mk2scfHxz/z51Vq11biBKl58+bh5+dHuXLljASpNWvWEBcXR9u2bY3jX8b9FBEReVWoxZ6IiMhz/Pjjj1SpUsVmW2hoqM2ncV/U+vXrjT9MVq9ePUnZZRERERERkZfp+PHjjB49mh9//JHIyEh8fHzo1q0bffv2BWDChAls3LjReHMxd+7cNGrUiJEjR+Ll5fVC57p06RLFixfnyZMnHDlyxGiLBAlJFt27d8dsNlOkSBFmzZpltICxmjZtGt98842RGPEqS9xiLzAwkK5duxpztlaQWrRoEbGxsXTu3Nk4Lj4+npMnT9q8AWqVXNUNIMmbvGFhYfTs2ZNOnTolGcPR0RF7e/tkY75586ZN4oyVNXHKWrXDmiiUXHx+fn5GAtGNGzfIkyePzT5xcXH88MMPNGjQIMV5WSwWmwpTibc3atQIgIMHD7Jjxw52795t83v3F198YVOVx2w2JzvW0/N+Ok7rvCtWrIiTk9Mz78vTUhvbjRs3krypfufOHYKDg43n90XmCdhUJ4GE9lceHh7Gs2o2m5NdLwDfffddsq8J1jWRmniTY712bdq0sdlusVjw9fU1Ws1BwmvMgwcPjBi//vpr7t27x9mzZ41Em/j4eMxmM2+88YZxnNlspkCBAqRPn97Y9vvvvxMfH8+8efOSTYSwVvWxJryULl3a5vvh4eGEhYUZa/NlrjlISKBI/BxYq788/Qzu2bMHgKpVqxrxFi9e3KZ6UUpSe8+Se6ajoqKYOHEiI0eOZPTo0cZ2a7tD6zUNDQ0lNjY2SUKYNenq6W3Ozs5GVaMJEyZQuXJl1q1bZ+xz4cIFwsLCbO5Z1qxZmT9/PnPnzmXbtm306NGDLl26sG/fvudeA6vffvst2dc3q5Suf2hoKLdu3bK5/hkzZrSpYnT//n1++eWXZK+BdR7R0dGEh4czbtw4m4qBVta1e+PGjWSrsa1evZrXXnvNaEv39OttWFgYzZo1Y+TIkcnOL3fu3MDLuZahoaHExMQkeb3ZvXs3d+7cMRLFTp48maS93uHDh3n06JGx3VoZKvHzDAmVmYKDg435POs1zs7OjurVq6f6mb948SIPHz5MVYIUQNu2bWnbti1Xr15lwoQJDBs2jDJlylCrVi3MZjOZM2cmV65cNsck/nmV2rXl5uaGg4MD9+7dY/bs2Xz66acARoLUypUr6dKli82z/zLup4iIyKvi1f4Lg4iIyEuwcOHCZLdNmTLlT4+5fv16Fi1aZHytBCkREREREfm7fP/997z11luUKlWKUaNG4ebmxqVLl4yKPwDHjh3j9ddfp23btri7u3PmzBm+/vprtmzZgtlstkkoeJ4BAwbg4ODAkydPbLbHxsbSokULMmXKxJQpU9i4cSNNmzbl4sWLRsWGP/74g7Fjx7Jy5cpXPjkKEt7stre3Z/PmzZw7d86mxZU1QWrOnDm0atXKpm3czz//bJMgklhISAg9evQwvj579iweHh5J3jDOkSMHUVFRNglsqZEnTx6Cg4OJjY01kqiuXLlCYGAgo0aNAhJaZJ0/f56hQ4cmG1/iN8MzZ87MxYsXbfZZvnw558+fZ8SIESnOKyQkJMn8rRVLrG+WX716FcCmpdexY8dYuXKlTWWX5BKCkpv3pUuXbLYdPXqUtWvXEhQUBDz7vjwttbFlypSJM2fO2Bw7efJkHjx4YFS5eZF5QkKCkZ+fH5DQVu+rr77igw8+MCoInT17NskHxXLkyAEkrMtnrZnUxJsc67V7VvJI4m0mk8lYR1evXsXb29umCtHMmTO5du2azbFnz56laNGiNmNlz54dk8lEunTpnjmvkJAQ8uXLl6TSmTVxKnEs8HLW3JMnTzh37hzDhw83tlmT9C5dumRU/YmKimL06NHUr1+f/PnzG/GmNrEjNfcspWf6zp07PHz40Ga+9+7dY/z48bi4uFCoUCEjHicnJ5uKT7GxsZw6dcrmuYb/S+6yvr5cvXrVSA6xssaR3BwdHBxo3LgxNWrUSPLa8jzZs2fn+++/JyoqKtkWe4mvv3XO8fHxjBw5kmLFihmVzpK7/iEhIcTHxye7nq2JZ46OjsZr/fOesx07dhAdHW1USNu+fTsHDhzggw8+sDln4tfbHDlycOfOnVS/7v+Va5n49cYqPj6e8ePHU7lyZSpUqAAk/Nx/+v7OmjUL+L/nypq8/fRr8PTp0wHo0qVLknNan/XIyEimTJlCmzZt8Pb25sGDB6l65s+ePQuQ5DXjeXLnzs3gwYMJDAwkJibGiOt5P69Su7YgIbl6+fLlREZG0rp1ayAhQWr//v0cOHCApUuXJhvbX7mfIiIir4pX/68MIiIif8GjR49YtWpVku1Lly5l0qRJKX6i9t8kOjqa+Pj4ZP+wIyIiIiIir7Z79+7RoUMHGjVqxOrVq1Ns+7VmzZok2ypVqkSrVq3YtGlTqiriQMIbtNu3b2fo0KGMHz/e5nsXLlzg3Llz/Prrr+TJk4cOHTqQJUsWDh48aLw5/OGHH1K1atVkW8y8qjw8PFi3bh0tWrSwSWJyd3fn3LlzxMXFMW/ePJtjrEkZTyeT3L59m2vXrtm8Ie7h4cGDBw8ICgoif/785MmTB29vb9q3b8/AgQPx8vKiVq1axMbGcvnyZbZv3/7MtdKuXTumTJlC165dad++PVeuXOGTTz6hYsWKDBw4EEhokRUTE5MkPmsVkLffftvY1rhxY7p168bw4cOpV68ehw4dYvbs2QBGckZy8woJCUnSqurkyZPExsYab0SXKlUKe3t7BgwYQNeuXTl58iRfffUV6dKls3mz+sSJE8/94FKHDh1o2LChEeepU6cYPXo0/v7+RtWjlO5LclIbW+PGjfnss8+YMGEClSpVYuvWrXz11Vc250ntWGazmVy5ctG1a1c+/vhj7t27x9ixY8mbNy8ff/yxsZ+HhwcHDhxgz549ODs7U6ZMGXx9fSlTpgwdOnTgo48+okCBAty+fdto4WVNWElNvMlJ6dpZLBaGDBmSZFv+/PmNhKiyZcsSGBjIp59+Svny5dm2bRsbNmwAbBNoPDw82Lt3Lzt27MDd3R0/Pz/c3Nxo2rQpAwYMICIighIlSnD37l3OnDlDeHi48eE4i8WSbPwWi4XMmTOTM2fOF7oXqVlz1uco8XHVqlUjb968dO7cmVGjRhEdHc20adMICwtj/fr1wP89Z61atXrm+FapuWcpPdPZsmUjd+7cTJo0iQwZMnD79m0mTZpEfHw8fn5+xt/NLBYLxYoVM5J5AM6dO0dkZGSyCUOJt5UtW5aVK1dStWpVPDw8+Prrrzl58iQmk8loT9akSROKFClC5cqV8fT0JDg4mKCgIJsPJxYtWpTcuXPz/fffp3gt2rRpw/Tp02ndujXdu3fHZDJx8OBBChYsSIcOHShcuDAVKlRg4MCBPHnyBBcXF+bMmcPu3bvZt2+f8bqZXCs9i8WCm5sbBQoUMLY9efKEs2fP2iSetW/fnokTJ+Lg4ECFChV49OgRly5dwmw2M3/+fOOezZo1i06dOtGxY0fOnj1rVBJK3Hrz6dfb9u3b06xZM7p3706LFi2wt7fn6tWrbNmyhcDAQLJkyfLSrqXZbCZHjhxMmjSJTJkykSlTJmbPns2JEyf46aefjP0KFy7Md999R7du3YiPj2fGjBls3bqVPHnyGAmJZrMZk8nE0aNHmTJlCmXLlmXz5s3MnDmTpUuXGi1Ora9xgwcPJiYmBpPJxOTJk3n06BEzZ84ESPUzb03cXrx4MRUqVCBbtmxGAmJi27dvZ/Lkybz99tsUKlSImzdv8tlnn1G8eHGjZeiJEyeStFt8+udVatcWJLTZW7lyJaNGjTKeKQ8PD5YtW0aTJk1sqh2+rPspIiLyqnh2I3QREZH/cevWrePevXsAVKxYEV9fXyCh5Pb27duT7H/37l3Gjx9PuXLl8PT0JF26dOTJk4dWrVpx7tw59uzZg8lksvkldMyYMZhMJkwmk80fx6KiopgxYwaVKlXC09MTJycncufOzbvvvsuxY8dsznv58mVjDJPJRFhYGB07diRr1qykS5eO06dPExcXx8yZMylfvjweHh44Ojri5eVFmTJl6N69u/HJKBEREREReXUsX76c33//nU8//RQ7OzsePnxIXFxcqo61tn6KiIhI1f7R0dH069ePfv362bwBbPX48WMAMmbMCICrqysuLi48evQISGgDuGzZMqZNm5aq870qPD09iYuLo1evXjbb3d3diYuLo2TJklSuXNnmexaLJVXVbCDhDf/mzZvTvXt3KlWqRHBwMAB9+vRh2rRpbNy4kSZNmtCuXTsWL15M9erVU0yOAvDz82PdunUcO3aMRo0aMXbsWDp27Mh3331nvFFrsViSVIuBhN9d7927ZxPf+++/z8CBA/nmm29o2bIl586dY+DAgWTIkMGocvT0vKKiojh37lyyyTTOzs7G7+6FCxcmMDCQffv20axZM4KDg1m1ahWPHj0y3pSOiori9OnTz01qatCgAfPmzWP9+vU0bNiQr776ilGjRtlUnU7pviQnNbEBjBw5En9/fyZPnkzLli25cuUK/fv3x93d3XjOUjOWtVrJuHHjKFOmDG3btqVnz55UrlyZXbt22bRjmjBhApGRkdSpU4fq1atjMpmwt7dnw4YNVKlShY8//ph69erRv39/Tp06ZfO3jNTEm5zkrl1YWBg3b95M0n7r6XaLHTt2pFevXkyZMoV27drx5MkTJkyYANgmSI0YMYJs2bLx1ltvUalSJeO1bcGCBbzzzjt8/vnn1KtXj549e7Jv3z6btnPPSpCyJumk9l6kds1ZnyPregZwdnZm69atpE+fnrZt29KtWzfy58/P0aNHjfZd1ucsNYl6kLp7ltIzDbBixQri4uJo0aIFM2bMYMqUKXh7e9tc++Sun8Viwc7OznjOrZ6uejRlyhQqVKhA165dGTBgADVq1ODtt9+mQIECuLm5AVC8eHF27tzJe++9R8uWLdm7dy8bN26kXbt2QEKltAsXLiRJUnlauXLlWLduHdevX+ftt9+mXbt2HDhwwEjWNJlMrFmzhmLFitG5c2feffdd7OzsOHr0qM39PXv2bLLz9fPzM9rfQULb2ZiYGJv5Tpw4kcGDB/PNN9/QoEEDOnfuzIYNG2zWY926dZk0aRK7du3irbfeYuXKlYwbNw74vwSp5F5vmzZtytKlSzly5AgtW7akdevWzJ49m6JFixqVq17WtTSbzTRo0IBPPvmEoUOH0qJFC6Kioti/fz+FCxc29ps8eTIODg74+vrSqFEjChUqRJ06dZK0is2fPz9BQUEsXryY+vXrs3PnTtasWWPTltNsNtOtWzfatWtnJPF6e3uzf/9+myqMqXnmq1WrRvfu3RkzZgyVKlVi2bJlyc4zY8aMpE+fnnHjxtGwYUNGjBhB1apV2bt3L05OTsbznlwiYOKfV6lZW1YZMmTAzs6O7t27G9s8PDyIjY2ld+/eNvu+rPspIiLyqjDFx8fHp3UQIiIi/1Z16tRh586dAHz55ZfcuXPHaBnQunVrVq5caez7yy+/ULNmTS5fvpzsWOvWrSNDhgzGp4eSU61aNfbs2cPDhw+pXbs2hw4dSnY/BwcHvvnmGzp06AAk/NEj8aeYChUqxIULF4yvT5w4wbp16xg7dmyK5w4KCkr1p8ITsxu86YWPERERERGRFxc39a0XPqZVq1bs2LGDNWvW8MEHH3D+/HnSp0+Pv78/06dPt0mKiI+P59atW8TExHDhwgWGDx/OTz/9RGhoqM0b9CmZMmUKU6dO5cKFC6xdu5b333+fI0eOGC1sHj58SM6cOencuTN9+/Zl5cqVfPjhh1y8eJG8efPy5ptvUqlSpb/Uzvzf4vRv93nv2xMsa1eawl5uaR3Of8rjx4954403qFKlCjNmzEjrcF4ZR48epVy5cpw8eTJJQorIq27y5MksXryY48ePq8L6X5SaaxkfH4+npycTJkxIkrDzZzRu3BhnZ2dWr16d4j7h4eF4eXmxadMmGjdu/JfP+b/iRZ6Ni+EPeWfpMRa2LUXx7O7P3FdEROTfSi32REREUnD16lXjk7UODg60adOG+/fvGwlSGzdu5M6dO8ann9u1a2ckR7m7uzN06FDKlSvHzZs32bhxI/b29pQqVYp9+/YxYcIEtm7dCiR8WrZTp04AxiclR40aZSRHubm58emnn1KgQAHj06oxMTF069aNGjVqkDt37iSxX7lyhbFjx1KhQgV+/fVXsmTJYrTMcHBwYPr06RQvXpxbt25x8eJFtm3bZlPmXEREREREXg0XLlwgJiaGpk2b0rlzZyZOnMiePXuYNWsWERERBAUFGfv+/vvv5MiRw/g6V65cLF++PFXJUb/99hvjxo1j6tSpRluap6VPn56AgAA6d+7MtGnTsLe357PPPiNv3rwsX76cixcv8t133/31Sct/yvDhwylZsiTe3t5cvnyZGTNmEBERYdPyTf46s9lsU61E5H9FfHw88+bNY+nSpUqO+otSey0vXbrE/fv3U13F7HnMZjM9evR47j6QuhankkDPhoiI/C9SgpSIiEgKlixZYrSeqFevHlmyZCFLlixUrlyZAwcO8OTJE7799lt69uzJqVOnOHjwoHHs0qVLadKkifF1+/btjX+/+eabZM2a1fg6T548vPnmm8bX8fHxLF682Ph6zJgx9O3bF0ioaJU/f35u3LhhnH/IkCFJYp8yZQp9+vSx2WZNvnJ0dKRw4cKULl3a2DZ8+PAXv0AiIiIiIvKv9+DBAx49ekSPHj2YOXMmgNHmZs6cOYwdO5ZChQoBkClTJnbs2EFkZCQnTpxg7dq1PHjwIFXnGTZsGD4+PnTp0uWZ+73zzjvUr1+fc+fOkT9/frJly8ajR48YNmwYn376KW5ubowZM4ZFixYZ/27evPlfuwjyr/bLL78wf/587ty5Q9asWWnUqBHjxo0jc+bMaR3aK8VsNlO8eHEcHPSWgPxvMZlMnD9/Pq3DeCWk9lqazWZMJlOS1nB/Rnh4ONevX39u4pPZbCZLlixGq0l5Pj0bIiLyv0i/DYmIiKRg0aJFxr+tfdmt/z5w4AAACxcupGfPnpw+fdr4frp06WjUqNGfPu/Nmze5deuW8XXi5CknJyfKly/P+vXrATh79myyY7Rs2TLJth49enDgwAEeP35MvXr1AMiaNSuvv/46LVu2pFOnTvpDqYiIiIjIK8bFxQVISExK7N1332XOnDkcPHjQSJBycnKidu3aQEI7m1q1avHGG2+QNWvWZ7arOXToEEuWLGHXrl3Y2dk9N6aMGTNSsWJF4+uJEyeSNWtW3n//febPn09gYCDLli3j8uXLtGnThtOnT1OwYMEXnrv8N6xYsSKtQ/if8OWXX6Z1CCLyP6JVq1bGh07/qixZshAfH//c/QYPHszgwYNfyjlFRETk1fX8v1iIiIj8Dzpw4IDNJ2jeffddTCYTJpOJDz74wNh++PBhzpw5kxYhPlPithhW/v7+7N27l+7du1O+fHkyZMjAH3/8wffff0/37t2TrUQlIiIiIiL/bd7e3gBky5bNZru1qu2dO3dSPLZy5crkyJGDZcuWPfMcQ4cOpUqVKuTPn5/Lly9z+fJlwsPDAQgLC+PKlSspHnv58mU+//xzZsyYgZ2dHUFBQXTv3p2aNWvSqVMnKlWqxLfffpuquYqIiIiIiIiIpEQJUiIiIslIXD0qNfsWK1bM+PrJkyd89913SfZL/GmnxJ+qfvoTVV5eXjatBPbv32/8Ozo6miNHjhhf+/r6JhuTyWRK9vxVq1YlMDCQn376iTt37vDTTz8Z3w8KCkp2LBERERER+e8qU6YMANevX7fZfuPGDSDh949niYyM5O7du8/c58qVK/zwww/kz5/f+M/6AYwmTZrw2muvpXjs4MGDadKkiVE598aNG0ZSFyQkeD0du/zzzGYz48aNS7J90qRJ5MyZMw0iSnt79uwx2lYmNnjwYEqVKpUGEf0zLl68SL169ciYMSMmk4lVq1aldUgiIiIiIiKpoj46IiIiT4mMjLQp8T948GAKFChgs8/Jkyf56quvAFiyZAmffvopFStW5NChQwC0b9+eYcOGUaZMGW7dusXmzZt55513eOuttwBsEqC+++473nzzTVxdXcmbNy+5c+emQ4cOTJ8+HYBPPvkER0dHfHx8+Oabb4w3B9KlS0fbtm1TPa/WrVvj4OBA9erVyZkzJ+nTp+f777+3mbeIiIiIiLxa3n77bSZNmsQ333xDzZo1je3z5s0zfj94+PAhJpMJV1dXm2PXrFnDnTt3KFu2rLEtOjqaS5cu4enpaVSunTt3Lo8ePbI5Njg4mFmzZjF16tQUP9ixe/duvvvuO5vW4dmyZbP5+syZMzRv3vzPXwB5KVavXs2qVasYNWqUzfbWrVvTtGnTNIoqbc2bN4+bN2/St29fm+0nTpygdOnSaRTV369jx47ExcWxatUq3Nzc8PPzS+uQREREREREUkUJUiIiIk9Zt26d8QlpDw8PPv30U5ycnGz2iYiI4OuvvyY6OpobN26wY8cOli1bRvXq1bl69Sr37t1j5MiRNse8/fbbxr/r1KnD1KlTATh27Bj16tUDYNy4cXz00UeMGzeOgwcPcujQIe7fv0+fPn1sxnJwcGDu3Lnkzp071fN68OAB27dvt0n+Suy9995L9VgiIiIiIvLfUKpUKTp16sT8+fOJiYmhWrVq7Nmzh1WrVjFixAi8vb0xm83Url2bNm3a4Ovri52dHUePHmXp0qXky5ePfv36GeNdv36dokWL8t5777Fw4UIA6tatm+S8ERERAFSrVs0mwcoqNjaW/v37M2TIEPLkyWNsb9WqFUOHDsXLy4tff/2VkydPPrfFn6QsOjoaBweHJFWG4+PjiY2NxcEhdX8eNpvNyVYCe/rDRP8VLzr/5JjNZho0aJBku8Vi+duS+qKiopL8feKfYD3v9evX2b9/P9u2baN27dovZUwREREREZF/ilrsiYiIPCVxe73GjRsn+we7DBkyUKNGDePrhQsX4uPjQ0hICGPGjKF06dK4ubnh5ORE7ty5admyJUWLFjX2r1u3LtOmTaNAgQLY29snGT99+vTs3buX6dOnU6FCBdzd3XFwcMDb25u2bdty8OBBOnTo8ELz6tmzJ/7+/vj6+pIxY0bs7e3x9PSkYsWKzJgxw6hYJSIiIiIir5bAwEBGjx7NTz/9RP/+/Tlx4gTTp09nwoQJAOTKlYuWLVsSHBzMiBEjGDhwIPv376d3794cOXLEpgLuyzJnzhxu377NsGHDbLb36NGDnj17Mm3aNLZt28aCBQsoXrz4Sz//v0mmTJmYNm0aEydOJH/+/Li5udGyZUsePnxo7BMTE0P//v3x8/PDzc2NzJkz07JlS6NVopWXlxcTJkwwkt8yZcoEJFR6atKkCQsWLKBo0aI4Ojpy4sQJbt++Tbdu3ShcuDCurq5ky5aNzp07c+/ePQAeP36Mvb09W7ZsYfXq1ZhMJkwmE/v27ePBgwfY2dmxfv164/xxcXF88cUXFC1aFFdXV/z8/Fi9erVNjDNmzCBz5sxYLBbq16+Pm5sb+fLlY8OGDX/q+t29e5e+ffuSM2dO3N3dqV69OhaLxWaflOafEmulZzc3N/Lmzcvo0aOJiYkB4Ny5c5hMJk6dOsXUqVONa3L16lWuXr3KrVu3yJUrF126dCFz5sxkzpyZjz/+OMk5goODqVWrFm5ubuTIkYP+/fvz5MkT4/unTp3CZDKxadMm2rZti4eHR4qJV5GRkTg6OjJ58mTefvttMmbMSKZMmejWrVuSatHHjx+nadOmZMiQgSxZstChQwcjoREw7uv8+fPp0aMHmTNnpnTp0nTu3JlcuXIBUL9+fUwmE2vXrgXg0KFD1K1bFw8PD7y9venTp49NVbmUxgQoV64cvXv35osvvsDHx4f06dPz7rvvEhUVxbFjx6hZsybp06enRIkSSe7ZypUrqVmzJlmzZsXV1ZXXX3+dLVu22OwzYMAASpcuzZ49e4zq3cWKFePAgQM2+8XHxxMQEEDp0qVxcXHBy8uLpk2b2lyb590z6xglS5bEzc2NTJky8eabb2I2m5O9byIiIiIi8s8yxcfHx6d1ECIiIvLfZTd4U1qHICIiIiLyPyFu6ltpHYKk0unf7vPetydY1q40hb3cUtzvypUr5M2bFx8fH+rVq0fTpk25ePEi/fr1Y9KkSQwePNjYb8qUKVStWpVs2bJx48YNxo0bh4+PD5s2JfxOduPGDXLmzEn27NmpV68ebdu2xc7Ojrp161K4cGHu379P/vz5GThwIC4uLtSsWZNTp06xatUqKlasSObMmfn5558ZOXIkLVq0YNasWTx58oQff/yR2rVrM2nSJKpVqwYkVCY7duwYb7zxBpcuXcLHx4f4+HjatWvHzp07GTNmDEWKFGHz5s188cUX7N27lypVqgDQqVMnNm3ahLe3NwMGDCBXrlyMHTuWkJAQbt26leyHiFJy584d3njjDZydnRk+fDienp5MmzaNEydOcPbsWSNBLKX5u7i4JBkzICCAvn37MmTIEGrXrs3p06cZNmwYI0aM4KOPPuLevXts3LgRf39/Fi1aROHChTGZTFSoUIGNGzfStGlTihUrhr+/P+XKlWPNmjUEBARw5MgRo5ra8uXL6dChA++//z4tW7bk6tWrDBs2jE6dOhnVppcvX067du3ImzcvnTp14s0338Td3Z1y5aPdee8AAQAASURBVMolifno0aOUK1cOd3d3evToQf369dm7dy9jx45l4sSJDB8+HIC9e/dSr149GjZsSKdOnbh//z7Dhg2jfPnyRiLbgQMHeOONN/D29qZNmzY0aNCAdOnSkTVrVqZNm8bGjRuNpDg/Pz/27NlD8+bN6dy5M61bt+batWsMGTKEJk2aMG/evGeO+cYbb+Dm5kaWLFmoVq0a7du35/jx44wcOZIuXbpw6NAhhg4dSsaMGenduzf58uVjz549xrxHjRpF7ty5KVCgALGxsQQFBfHtt99y8eJFcubMCUDNmjW5cOECOXLkYNCgQXh4eDBkyBAAQkNDAYy1u3HjRoYOHUqlSpW4efMmS5YsYdOmTTg4OKTqnk2aNInPP/+cMWPGULx4cW7fvs2OHTvo168fRYoUSfW6FhH5N7oY/pB3lh5jYdtSFM/untbhiIiI/ClqsSciIiIiIiIiIiKSBkJCQgDw9/dn9OjRANSrV49ly5Zx/vx5Y788efIwa9Ys4P/aw92+fZtRo0YZ+1irJrVq1crYF+Dhw4dcunSJ119/nb179+Lo6Gh8r2zZskbSTlxcHJUrV+bMmTPs3LkTgHTp0pE+fXoAmjVrZpPkYbFYcHd3J3/+/AAsWLCANWvWcPToUUqUKAEkJKfs3LmTBQsWGAlSISEh2NnZ8f3335MtWzbj3PXq1eP333/H29s71devX79+REdHc/jwYdzc3Iw5eXl5sXnzZjp06PDM+T/t3Llz9OvXjy+//JLu3bsbczh//jzz58/no48+wsPDAwcHB+zs7GjVqhWurq7G8WazGTs7O7788kuj6nSVKlUICAjg/PnzlC1bluvXr9OlSxeGDBnCxIkTbe7T2LFjjWQb6/38/PPPadmy5TOvg7VC0ahRo4zkn5o1a/Ljjz+ydetWhg8fzsOHD3nnnXdo3rw5QUFBxrEuLi40b96cu3fv4unpaZx34MCBDBo0yOY89+7do1SpUlSsWBGA27dv4+/vz+DBg23mcuvWLUaMGEFgYCAODg4pjnnmzBkiIyOpV6+ekUxVv359AgICWL9+PSdPniR79uxAQuWr2bNn28Qzbtw4498xMTFUrlyZhQsXcvz4cSNB6uTJk3h5ebF3714jIe7q1av07t3bOPbLL79k7dq17N+/nzJlyhjb3333XYBU37NFixYxcOBAevXqZezzd7VbFBERERGRF6cWeyIiIiIiIiIiIiJpICQkBGdnZ6NSlNXt27fJkiWL8fWlS5d4//338fHxwcnJCUdHRz744AMjKcg6lqOjo03SCCRUyYmLi2Ps2LFJkoPMZjOtWrUiT548ODo6Gm3aEo9rsVhwdXWlUKFCSWL38/PDZDIBMHPmTFq1amUkR1n5+Phw/fp1AGJjYzl9+jRdu3Y1kqOs87WzszMqPqVGeHg4QUFBDB061CbezJkz4+HhYZzzWfN/WkBAANmzZ6dLly4pzgESrkmhQoVskqMg4XpWqVLFSI6yzg0w7uesWbNwdHRk2LBhxMTEGP8VKVKEO3fucP/+fSDh+pYtW/a5yVHW83p5edkk/UBC5axbt24BsGTJEn7//XfGjx+f5LyQUKXMet5s2bIxYMCAJOexWCyULFnS+Hrx4sVERUUlaZXp4+NDVFQUN2/efOaY1gTBkSNH2mx/+PAhXbt2NZKjrNsSr4/IyEi++OILSpYsibu7O46Ojri7J1Q0sa6HGzduEB4eblQNs0r8fMXHxzNx4kS6d+9ukxyVWGrvmaurKwEBASxdutRoUykiIiIiIv8eSpASERERERERERERSQMhISFUqFDBJsHn8ePHXLx40Ug0OnPmDKVKleLy5cuMGTOGXbt2ceTIEcqUKUOxYsWM4ywWC5UqVSJDhgw257BYLDg5OVGrVi2b7Xv27KF8+fLExsYydepU9u7dy5EjR8iRI0eScf38/LCzs0syrjVZ5s6dO1gsFurWrZtkjteuXTOqQl24cIHHjx9Tu3btJNehYMGCODs7p/bS8eOPPxITE5PknA8ePODu3bvGOVOaf3L27NlDrVq1krT5SzwH65iJE4WsTpw4kezcAON+7tq1i3v37pExY0YjKc3R0ZGGDRvi4OBgJF1ZLBYaNmz43JghIUGqXr16SVoGhoWFGXHv2rWLuLg4ChYsaHNe67328PAwzluvXr0k9/vx48dcuHCB1157zeZ6lS9fPsmau3btGk5OTmTOnPmZY1osFvLly2dUIYOE6k537txJcr9CQ0ONaxgfH0+TJk2YNGkS7777LqtXr+bw4cN88sknAMacrNc+uXtiHevUqVOEhYXRokWL5C8uqb9nK1eupHz58nTr1o2sWbPyzjvvcOPGjRTHFRERERGRf5Za7ImIiIiIiIiIiIikAWviSGKhoaHExsYaCTjTp08nW7Zs7NixAweHhD/n3r9/n9DQUPr37//MsazbixcvniT5aMKECVSuXJl169YZ2y5cuEBYWJhN8o/ZbE6SDBQfH8/Jkyfx9/cHEqo5ATYVfwBu3rzJ6dOn+eCDD4xYAF5//fUkMSaXcPQs1upET59zz549AFStWtUYO7n5pzTm0+NZx7SOBwnX5OlqTXfv3uXy5ctJ5mGxWMiaNSs5cuQAEpKWevbsSadOnZKcx9HREXt7e8LDwwkLC0uxolFi8fHxhISE8MYbbySJJzg42KjOFBYWRrNmzZJUa7LKnTu3cV/btm2b5PunTp2yWZeQcL3y5MmTZN89e/ZQsWJFnJycnjmmxWJJdi1A8mukZ8+eABw8eJAdO3awe/duqlevbuzzxRdfkC1bNqM6mcViIUOGDOTLly/JWI0aNQLgt99+A5Kuo8RSc88AChQowOrVq4mMjGTt2rX07NkTBwcHlixZkuLYIiIiIiLyz1GClIiIiIiIiIiIiMg/LDIykgsXLiRpT2Y2m3F2djZan129ehUfHx8jOQrg448/5smTJ0ayypMnTzh//jxDhw5Ncp6QkJBkk4+uXr1qk/QDGMcn3v/s2bO0bt3aZr+ff/6ZBw8eGNWEcuXKhclk4tKlSzb7jRs3Djc3N1q1amXEkjdv3iQVh8xms5FElVrWxJxLly4ZFYOioqIYPXo09evXN6oSpTT/lMZ8eg5r167l2LFjfPnllwDcu3ePsLAwihYtmmQOkDSx5+kEsxw5chAVFUXZsmVTjMOaJJSauC9dusT9+/eTxD19+nQAo11gjhw5uHPnzjPPe+nSJR48eJDseS0WC+nSpTPWJSR/vY4ePcratWsJCgoC/m+tJDdmSEhIknaGFouFnDlzGtWnAG7dusX169eNMa5evQpgE8uxY8dYuXIlNWvWtBn/6fNGRkZy7tw5I1HMmhh1+vRpm/ESS809S8zZ2Zl3332XgIAAYmJiUnWMiIiIiIj8/ZQgJSIiIiIiIiIiIvIPs1bkSS6hxs/Pz6hKU7ZsWT777DMCAwPJly8fK1asMKokWZM/Tp06RUxMTJKxrNWFrAlKiZUtW5aVK1dStWpVPDw8+Prrrzl58iQmk8loPwYJrdd27NhBuXLlcHJyonz58lgsFpv9XFxcaN26NePGjcPT05Ps2bMTFBTE4sWL2bRpE+7u7kBCwsrTMd68eZMbN27YJLL07NmThQsX8vDhwyRt2ayqVatG3rx56dy5M6NGjSI6Oppp06YRFhbG+vXrnzv/5HTo0IG+ffsyefJkypcvz4EDBxg/fjwff/wxFStWBBKSX5ycnNi4cSPZsmUjffr0lCxZkhMnTpAxY0Zy585tM6bZbLZplde+fXsGDhyIl5cXtWrVIjY2lsuXL7N9+3ZWr16NnZ0dFouFjBkzkjdv3ufGbDabMZlMHD16lClTplC2bFk2b97MzJkzWbp0qZFo1L59e5o1a0b37t1p0aIF9vb2XL16lS1bthAYGEiWLFlSrN4E/1eJK3GiXocOHWjYsCHDhw+nXr16nDp1itGjR+Pv70+bNm2M45Ib8/bt21y7di1V1cSeThgrVaoU9vb2DBgwgK5du3Ly5Em++uor0qVLZ3NsSEhIklZ9J0+etKmEVbRoUV5//XX69u1LREQE+fLl4+LFixw5coS5c+ca1+5596xChQo0aNCAsmXLki5dOtatW8ehQ4fYuXMnAH/88Qfe3t6MHTuWDz/88Bl3VERERERE/i5KkBIRERERERERERH5h4WEhODo6GhUP7J6uu3YsGHDuHDhAoMHDyZjxox07NiRAQMGMGzYMKPijcViwcnJKclYly9f5t69e8kmvEyZMoWbN2/StWtXvL29+eCDDyhatChr167Fzc3N2G/GjBkMGjSIatWqkT9/fi5evIjFYiFv3rx4eHgY+82ZM4eBAwcyYMAAIiMjqVSpEvv27aNChQo2c37//feTzBdsE2gOHjxItWrVUkyOgoREpa1bt9KnTx/atm2Li4sLDRo04NtvvzXa2T1r/snp3r07ERERBAYGMnr0aHx9fZk7dy7t27c39nFycmLWrFmMHTuWRYsWUbNmTXbu3JlsK0JrtaLECTF9+vQBYO7cucyYMQNXV1eKFClCmzZtjPm+SMtBs9lM/vz5Wbp0Kd26deOjjz7C19eXNWvW0KRJE2O/pk2bsnTpUj7//HOWLVuGo6MjBQoUoEGDBmTJksU4b758+fD09ExyHovFYlQMs2rQoAHz5s1jypQpzJgxg/z58zNq1Cj69u1rc1xyYz6rlV6LFi2SbEucfFa4cGECAwP55JNP2LJlCzVq1GDVqlWUKlXKuG5RUVGcO3eOQYMGJRnL2dkZX19fAOzt7dmwYQNDhgxhxIgR3Lt3j/z589OrVy/jmOfds5iYGEqWLMnKlSuZMmUKLi4ulClThh9++IFKlSoZ542NjU1yDUVERERE5J9jio+Pj0/rIEREROS/y27wprQOQURERETkf0Lc1LfSOgRJpdO/3ee9b0+wrF1pCnu5Pf8AMRw+fJjq1asTEhJCwYIF0zqcf73GjRvj7OzM6tWr0zoUERF5hV0Mf8g7S4+xsG0pimd3T+twRERE/pSUP4IjIiIiIiIiIiIiIvI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pefLkmj17dlI35ZUePXoke3v7f+zGuD59+qho0aL/yHvFVb16dTVr1ixJ3vtdFR4erkaNGilt2rSys7PT+PHjtWbNGi1cuDCpm2YTAgMDNW3atHiPJ+V58LaEhIRo5MiRSd2Mv+1v2l/1ur8B5v+bPYtkij0AAJISASngP2D//v3auHFjopZ9+vSpxo0bp1KlSsnDw0PJkiVT7ty51atXL92+fdtYzt/fX3Z2dkb1KEmqVKmSMajq7++vxYsXG783aNDAWG7Pnj3G461atTIe37hxo/H4hx9+aNGuvXv3qmHDhsqYMaOcnZ2VKlUqlS9fXnPnzlV0dLTFsn5+fsZ65s2bpylTpihfvnxydnbWkCFDEtx2k8mkzz//3Hht9uzZ9fvvv7+yv7Zt26YmTZoob968SpMmjZycnJQyZUqVLl1akyZNUkREhMXyrVu3tuijdevWqUyZMnJ1dZWXl5c6dOigJ0+exHufmTNnKm/evMb+mDhxYrztfp3o6Gh16tTJaJOPj4+Cg4PVv39/ValSRTVq1FDfvn0VHBysr776yuK1t27dUt++fZU/f365ubnJ1dVVefPmVc+ePXX9+nWLZefPn29so5+fn3799VdVqFBBbm5uypw5s/z9/RUVFaWbN2+qZcuWSp06tdzd3VWrVi2dP3/+lf21Zs0alSpVSq6urkqXLp06dOige/fuWbwmW7ZsxmsCAwONxy9evGgx8C/FDFrY2dlZVI8aPny4RfvNoqKiNHv2bJUvX16pUqWSs7OzfHx81K5dO124cMGiDXHf68aNG2rdurXSpUunZMmS6cSJEwnup+PHj+vp06eSpFSpUmnu3LmqXbu2KlWqpBYtWmj27Nm6ceOGcVHiwoULcnBwkJ2dndzd3eOFAMeNG2e0o3HjxsaxMG3aNOM8d3JykpeXl4oXL64OHTro1KlTRl9WqlTJWNelS5cstuvixYvGcwcPHlSzZs2UJUsW4xytUqWK1q1bF28b456jEydOVI4cOeTq6qpSpUpp586dkqQtW7aodOnScnV1VaZMmTRo0CBFRUVZrGvz5s2qVq2avLy85OTkJE9PT+XNm1effPKJNm/enGA/AwAAALbMLpEzt4SGhqpgwYIKCgpSUFCQVq9erSZNmmjOnDkqVqyYbt26ZbF8t27d9MMPP/wNLf73Onz4sIYPHy4nJ6d//L1v3LihW7duqVixYq9cLjg4WD4+PvL09Hyr7x8cHPza936bduzYoXHjxsnd3f0fe883cerUKT19+vSdv/EsJCREJpPpH2vnP32cxH3vd31//NN69Oiho0ePauHChQoKClLbtm01YcIE/fLLL0ndNJswd+5cq+PwSXkevC0rV67UokWLkroZCg4OVvbs2d/637S/6nV/A5hUDwCAdwP1tgEbliZNGqVKlUrnzp3TkCFD9NFHHxnBEGvCw8NVqVIlHTt2zOLxc+fOafLkyVq+fLn27dun7NmzJ+r9Y4ecfv75Z+PnvXv3Wv15z549Vl87YcIE9evXTybT/+6uuH//vn7++Wf9/PPPWr16tdauXStHx/gfaaNHj9bZs2df21aTyaQOHTrou+++kyT5+vpqx44dypw58ytft2vXLq1YscLisYcPH+rgwYM6ePCg9u7dm+AdeYsXLzamLpOk58+fa86cObKzs9OsWbOMx4cNG6YRI0YYv587d+5P3XV08OBBI/giSSNHjlT69OmtLluwYEHj55MnT8rPz09//PGHxTKnT5/W6dOntWjRIu3cuVOFCxeOt57z58/rww8/NAI/165d0/Dhw3Xz5k1t377dIoC2adMmXbx4UUePHpW9ffz87vLly63216+//qqgoCC5uromsife3LNnz1SrVi3t3r3b4vHLly9r7ty5WrlypbZu3apSpUpZfX3FihUTdRxKUsqUKY2f7927p169eql58+YqXLiwMeDu4OBgbG/27NlVs2ZNbdy4UU+ePNGyZcv02WefGeuIfXy2adNGUkwILPYxJcWc/+Hh4Tpy5IgqVaqkvHnzJqq9UkyA74svvrAI7d2/f187d+7Uzp07NXDgQI0aNcrqa8eMGaMzZ84Yvx86dEg1a9bU0KFDNXToUOO8v379ukaPHi0PDw+jwtauXbtUq1Yti8+GBw8e6MGDBzp9+rQ8PDxUs2bNRG8HAAAA8F8TFhamDz/8UGXKlDEeq1atmj766COVLl1aw4YNs/h+mj9//qRo5jstJCREadOmlbe39yuXM9/s4eDg8FbfW9JrAyAhISFvPSRingL+n6yIEhISogIFClgdM3gXBAcHy97eXoUKFUr0a0wmk6KioqyOaf1dQkJC5OnpqWzZsv0j7xcaGvq3VRp7+fKlnJ2drT539epV3b59O0kCUq9qV1KKiIjQmjVrNHHiRH300UeSYo7BsLCwJK209a7019s4H0NCQqyORSXVefA2hYSEWB3//aeYtzMkJOSdrMb1Z/4GAACAf967+W0SwFvh6OhoBEpCQkLiBXni6tKlixGOKlKkiJYsWaLNmzerYcOGkmLCLZ9++qkkqW3bttq3b58yZMhgvH7atGnat2+f9u3bp7Zt28rb21v58uWTJN2+fVsnT56UJO3bt894zaVLl3TlyhVJlgGpypUrS4r58hg7HNWyZUtt3LhRY8aMMb74bdq0SZMnT7a6TWfPnlWdOnW0evVqrVmzRlWrVo23jMlkUufOnfXtt99KkgoVKqQ9e/a8NhwlSRUqVNC0adO0Zs0a7dy5U7t27dLixYuVK1cuSdLatWt16NAhq689d+6cmjVrpg0bNqhTp07G4999951RBejChQv6+uuvjefq1aunDRs2aPz48a+sQmTNb7/9ZvF7tWrVEvW6Fi1aGOGo3Llza8mSJVqxYoUxMB4eHq7mzZtbrWh19epVlS1bVuvXr7fYxtmzZ+v+/fv6/vvv9cMPPxhhnxMnTmj79u1W23Hy5El99tln2rRpk7766isjLBQaGqpJkyYlalviKlq0qPbt22cxcNGmTRvjOJ4+fbqkmIpp5nBU9uzZNW/ePG3btk0dO3aUFBMGatasmSIjI62+z+XLlzVixAht3bpVc+bMUdq0aRNsU65cuZQnTx7j98mTJ6tEiRJKkSKFypYtK39//3hVu7p06WL8bA75STHn1+HDhyXFTKdYvXp1SdJPP/0kKeYzYvr06UbQb/To0apYsaLRtytXrrQoC54hQwajb/bt2ydvb28dP37cCEfZ29tr8ODB2rZtm2bPnq1UqVJJigkq7tq1y+r2njt3TsOGDdPGjRuNz4uIiAh9+eWX+vDDD7V+/Xq1a9fOWH7q1KnGz6tWrTI+Gzp37qwdO3Zo3bp1+uabb1S/fn15eHgk2M8AAADAf92DBw906dIlqxfyihcvrvLly2vDhg3GY8ePH5ednZ0RypFibmT58MMPlS5dOrm5ualIkSJWK2f88MMPyp8/v1xdXVW+fHmdPXtWLi4umj9/vrFM6tSpNWnSJI0ePVrZs2eXu7u7GjZsGK/K8qlTp9SgQQOlTp1aadOmVYsWLRQeHm6xzM6dO+Xn56c0adLI3d1dhQoV0uLFi43nIyIiNGrUKOXNm1cuLi4qWLCg1q5d+6ZdqLJly6pv374KDw83quSapx8qWbKkunbtqvHjxyt79uxycnIyprvftGmTPvjgA7m7u8vHx0f+/v4W3yeXLl0qBwcH42YjsypVqqhFixbG7yEhIcqWLZsOHTqkkiVLKnny5CpTpozCwsIsXmctILVy5UqVKVNGbm5u8vHx0VdffWXxvf7ly5caNWqU8uXLJzc3N3l5ealq1aq6evWqpJjv4iaTSZ6enmrcuLE8PDzk7e1tdWqhhQsXqlixYnJzc1Pu3Lk1Y8aMeMu8br96e3trxowZOnz4sNHXb1rNbMSIESpWrJhSpkyplClTqlq1ahY3kkkx4wS9evXS7NmzjW2vXLmybt68abHc77//rgYNGhj78Mcff9SRI0fk6+srNze3BNvQuHFj1alTR/PmzVO+fPnk5OSk4OBgSdKRI0dUt25deXp6Km3atGrVqlW8KaSWL1+u0qVLG9tQsmRJi3GUBw8eqFu3bsqUKZNSpEghPz8/hYaGWqwjJCRE7733nqSY79VxK0RLMeMcqVOn1oQJE4zHEtO+uK5cuaI7d+4oc+bM+vzzz5UmTRqlSZNGQ4cOtVjuwoULatmypbJnzy4XFxdlzpxZffr0sTgvzJ9B69evV9OmTeXh4WEETp48eaIePXooXbp08vT01IABA4zxkKJFi+rx48eys7OzqHL99ddfy87OzqIizvjx4+Xj42MEGnfu3KlatWrJ29tbLi4uyps3r8XnliTNmDFDKVOmVFBQkMqXLy8XFxdj7OLWrVvq2LGjMmbMKHd3d1WqVOmNx/PM/uq+HzlypJydnfXkyRN17NhRdnZ2Gjt2rOzt7fXo0SN17dpVdnZ2cnFxsYn+Ssy58Krz0ZpXfXafPn1adnZ2On78uCZMmGB8Tl25ciXR54EUczNg5cqV5e7uLm9vb/Xo0UMvXrwwnn/VeRDX/fv3ZWdnpyVLlqhv377y9vZWypQp1a5du3jjuK86v589eyYHBwdt3LhRK1euNLZt3759KlGihHr16mWs55dffpGdnZ0+//xz47FDhw7J3t7e4gbJ1/0dfNV2xg1ImaskWvs/Q2zvwt8AAACQ9KggBdi4pk2basyYMTp69KiGDh1qhJ3iun//vhGakKR+/foZAaGuXbtq3bp1ioiI0L59+3T69Gn5+voqa9asSpYsmfGaQoUK6YMPPrBY74cffmgEo/bu3avcuXMrKChIklS4cGGFhYVp7969qlu3ro4cOSJJSpEihUqWLClJWrBggRGAKFSokBYuXChJ+uijjxQeHm4M1MyfP199+/aNt13Fixd/7SDnoEGDdODAAUkxA5hbtmxR6tSpX/kaMz8/PwUHB2vkyJE6e/asHj16ZFHNRpIOHDhgbE9sBQoUMKYhrFmzphYsWKCnT58qMjJSFy5cUKFChbRq1SpjkCF9+vRatmyZnJ2dVatWLd2+fVvjxo1LVDslxRu0SpMmzWtfExYWZuwXKWaQ1lwOOl++fEalqWPHjum3336Lt50uLi5avny5UqdOrdKlSysgIMB47quvvjIqGi1dutQYRD9z5owR5ImtZMmSmjt3riSpZs2aunnzpr755htJMYNEgwcPfu32xJUyZUp98MEHSpcunfFY1qxZLY5jk8mkefPmGb9/8cUXRgCuefPmWrt2rW7cuKHff/9dO3futNr28ePH64svvkhUmxwcHLRkyRLVr19fly9fNh5/8eKFDhw4oAMHDmjixInauHGjKlSoIEmqUaOGcubMqfPnzysoKEgnT55Uvnz5tHLlSuP1LVu2NO5UNlepcnJyUp48eYzBAUlGdSZJKlGihMWUfcmSJYt3js+bN88YVPnwww9Vo0YNSTF3ltevX1/ff/+9JOnbb7+NN3WmJDVq1Ej+/v6SYgY/+vXrJ8ny2ClTpowRYLx586YePXqkFClSWFTbypkzp/Lnz2/ctR07NAYAAAAgPnOIJqFKBzlz5rSo+hwaGipHR0eLKlJHjx5V06ZNlTNnTkVFRWnJkiVq1KiRzp07p0yZMkmSvvnmG/Xo0UO9e/dW5cqVtXfvXlWvXl0vXrwwQjuXL1/WvXv3NGPGDFWvXl2zZs3SuXPn1L17dwUEBKhPnz6SYqazq1SpkmrUqKElS5bo0aNH6t+/v5o1a2YEBX7++WfVqlVLvXr10pdffqmXL1/q0KFDxo0gUVFRqlevng4ePKgvv/xS+fPn108//aSGDRvqt99+M4IjiTFz5kw1bdpURYoUUc+ePY1+i4qK0rFjx3T16lWVKFFC06ZNk8lkkpeXlwICAtStWzf17dtXI0aM0IkTJ9S/f385OjpqyJAhkmIu/ubMmTPeRdbQ0FCLm52Cg4P17NkzDRs2TAMHDpS9vb369u2revXq6dSpU3J2djYqPcUOSI0ZM0ZffvmlevbsqZEjR+ro0aMaNGiQPD091bVrV0kx0ylu27ZNX375pXLkyKE//vhD69evN76HBQcHy9HRUV26dFG7du3UsWNHzZw5U127dlXdunWNG+oGDBigb775RkOHDlXJkiUVFBSkbt26KWXKlEbYKzH71XzTW9u2bdW0aVNJb1bR7MWLF7py5Yr69OmjTJky6d69exo/frwaN26so0ePSpIiIyN14sQJ3b9/X6VKldKECRN09+5ddenSRV999ZUxBnHlyhWVK1dOhQsX1rJly/T48WP169dP9vb2Klu27CvbERoaqkePHik8PFwjR46Uq6urChYsqD179qh69er66KOPtGjRIqMPPv/8c+O7/dKlS9W2bVv5+/urZMmSevz4sfbt22fcQHjv3j29//77cnFx0eTJk5UyZUpNmjRJVatW1alTp4yxruDgYGM8oUCBApJiAmqxK0qNHz9ebm5uxvGQmPZZYw6bDB48WC1bttTy5cv1008/aeTIkapTp45KlCghKeamuFy5cqlx48by9PQ0jklvb2/17t3b6DspZlymbdu2at++vVKkSKHIyEh99NFHun79uiZNmiQvLy999dVX+umnn+Tt7W2M+Tg6OhpjHJGRkQoICJC7u7sxXmYymTR79mx17NjRGD8JCwtT9erV9cUXXyhZsmTavHmzPvvsMxUsWNBoe2hoqOzt7dWiRQsNGDBAw4cPV7Zs2XTr1i0j0DRx4kR5enpq7NixqlGjhk6fPv1GldDfxr5v0aKFIiMj9fXXXyswMFCOjo7Knj277O3t1a9fP23btk0pUqRQsmTJ5O7u/q/ur8SeCwmdj9a87rPb29tbP/zwg1q2bKkFCxYoT548srOzU5YsWYyg2evOgx9//FGtWrVSmzZt1LdvX125csV4D/MYeELngTXmv/P+/v5q2LChfvjhB/3yyy/y9/dX9erV1ahRI0mvP7/t7e21bds2ValSRWPGjFHFihUlxYSJPD09LcYOp06danGcmPuuatWqxg2hifk7mNB2xq1e+OOPP6pdu3bq06eP/P39E5w94135GwAAAJIeASnAxtnb22vkyJGqV6+eTp8+bQSM4jpz5owRxJGkTz75JMF1Hjt2TL6+vol6/8qVKxt3Bu7bt0/FihXT48ePlStXLjVp0kRhYWHat2+fvLy8jLtEypcvb5Qyjn0XR9xgxgcffGB8OTxz5oxMJlO8L0ENGjR4bRvN4ai0adNq+/btFqGLVzGZTProo48sKl9Zc+/ePauPf/jhh0Z77e3tlSpVKuPuUPNdpefOnTOWL168uEW55Pfffz9R7TSLOy/7nTt3Epxizyx2/7u6uhrhKClmEM3T09P4wnvq1Kl4Aam8efMagw5xA1mxvzDGrqhk3va4rO1/8xfTxE5f92fcvn1bt2/fNn6PfVdUXMeOHbMakEoomJiQYsWK6cyZM1q7dq22bdtmhJ7M4bvHjx+rffv2xv6xs7NTp06djIsG3333nSZMmGAxSNm6dWvj544dO2r//v169uyZ0d506dKpSJEiatiwodq2bZvocuKx7+TbsWOHduzYYXW5uFN3mpUrV874OfYx4uvraxw7cStu3b17VylSpFDLli01depUPXnyRL1791bv3r3l7u6uggULqnr16urWrVuiw44AAADAf435wmlCF4Nfvnyp5MmTG7+HhobK19fX4nupuVqSFHNhsVy5cpo/f76OHDmiTJky6fLly+rdu7emT59uVBWuVq2a9uzZo6tXrxoBF3NbWrZsadxAUb16dS1evNioOBEREaGmTZuqdu3aWrJkifG+9vb2atiwoS5fvqysWbNq8eLFqlixosU037GrBk+dOlW7du1SUFCQERqqUqWKgoKCtGDBgjeqUPzee+/p6tWr6tWrl8U0hSdPntTz589VsmRJiwosp0+fVvfu3fXNN9+oQ4cOkmLGBs6cOaPvv//eIiAVdxqj69evKzw83OLxkJAQubm5aceOHca+cnV1VY0aNRQcHKzSpUsrJCREJpPJ2NbffvtNgwYNUkBAgNGGqlWr6vLly/r+++/VtWtXRUdHa9GiRfr2228tpt1q3LixxXs7Oztr6dKlRjXgLFmyaNWqVfr999+VIUMG7dq1S2PHjtWWLVuM756VKlXSgQMH9P3336tFixaJ3q8+Pj569OiRatasadHXiZUsWTLjxhvzNFrmG9DMN+GcOnVKL1++VMWKFS2q3mzevNmi8kmHDh2ULVs2bdq0yfju/OLFC3366acW1bPjevLkic6fP68iRYpoz549RmjvyZMnatasmerXr2/RB66urqpfv74ePHiglClTasGCBWrZsqVxY5Ek/d///Z/xc/fu3RUREaGDBw/K3d1dUsyNT15eXtqwYYNatWqliIgInThxQt26dZMUU8U6WbJkOnnypHHD0x9//KGpU6dq8uTJcnFxSXT7rAkJCZG9vb2++eYbVapUSVLMuF9AQIDOnDljBEM++ugjY8q36OholStXTnv37tX+/fvjBaQmTpxoMc4ybtw4HTlyRGfOnDFumsqXL598fHwszv2UKVMaQY6VK1fK0dFRNWvWNMa1tm3bpmvXrllUsTYHH6WYcGX58uW1cOFCBQUFWQR+IiMjtXPnTouQWZ06deTs7Kx9+/YZFa5LliypDBkyaPv27apTp47VPrPmbez77Nmz68WLF8qdO7fFGFtUVJQyZMgQr+r+v7m/EtMfCZ2P1iTms9vDw0OOjo6yt7dXo0aNLAKuiTkPrl27ps8//1x9+/bV6NGjjdc+efJEI0aMiBeQinseWGP+2zpw4EBjXLBKlSqaPXu28ZmW2PPb/DemXr16FtcFYgekrl69qrVr16pbt25GOPLevXtaunSpli9fnui+fNV27t27VyaTSYULF1bfvn01c+ZMzZ8/3+LvkzXvwt8AAADwbmCKPeA/oG7duipVqpQkafjw4Xr58uVfWl/su0Jex8/PT/b2MR81+/btM+4+rVChgnG32t69e61Or/c2mAdGXsV8l1N4eLgGDRqU6HUHBQUZ7XZwcNDIkSO1c+dO7du3z2JQwdrUc5LiBTdiB1LiVqF6G4oXL27xe0JBlrcp9gCZ+TgwixvYMvur2x47JBe7NHPskNPfJaFzIzHHYVzJkiVTkyZNNHfuXB0/flzXr183priUYgYUHjx4YPzepk0b4266H374QRcuXNCvv/4qSSpdurQxYC3FXHTYs2ePOnTooFKlSsnT01N//PGHtm3bpg4dOlitxvZXJdQ3CR0jCR0f0v+Okbx58yokJEQDBw5UxYoV5e3trcePH+vAgQMaPny4qlevbhH8BAAAAPA/YWFhSps2rVHpJ67z588b1XPNy8cO5zx//lxTpkzRe++9pxQpUsjJycmoYmG+IB0QEKAMGTKoffv2Fus2V4A1h63CwsLk4uJi3PRhdvfuXeOGiY0bN+r333/X8OHDLZbJkSOHJOnatWuSJDc3N+3Zs0djx47VlStXLJY1mUyaMGGCmjZtqoIFCyoyMtL4ly9fPl26dCkRPfc/Z8+e1dOnT+NVnTJflI59kTt2f8Seesi8Deb2SzEXhuMGpMwXi82PP378WOfPn1fv3r0tgmzmwJv5O3BISIg8PT2NIML48eOVI0cOtW3b1mL78+bNa7H9rq6uGjVqlNasWaNnz57F2/aQkBA1btzY4rum+YYn8z6bNm2aypUrF+9Gotjbm9j9at7+N6nwFdvNmzfVo0cP5cmTRy4uLnJyclKtWrXk4OAgFxcXSf/bb+YL9LG3y7xNp06d0ubNmzV48GCLcZy8efNKksW0T3EdO3ZM0dHRGjFihEUY44cfftCtW7f01VdfWewTcwjBXF3azc1NK1asUEBAQLwxjvDwcC1ZskT9+vUzzj8p5kYkDw8Pox9PnjxpUb3NwcFBefPmNaq/S9KoUaOUMWNGo+p3YttnTUhIiMqXL2+EQsz9KVneDLVnzx7VrFlTGTNmlKOjo5ycnLR8+XKLbQkLC1OJEiUswhImk0lTpkxR+/btLcZesmbNKldXV4v9ETvIMW3aNHXp0kWpUqUyAj8BAQH6+OOPjXZFRUVp/vz5KlWqlFKlSmW069atW0a7oqOjdezYMXXs2NEi7HPq1CmtX79egwYNkpubm9Fnnp6eSpcu3Rt/1ryNfS/FnEdxzyFrj/2b+yux/ZHQ+WjNm3x2586dO171v8ScB9OnT5eTk5P69+8f7zy7d++eHj16JMn6eZCQsLAwZc6c2WI80WQy6f79+8b7Jvb8Dg0NNaZJjS32cTJz5kxVqVJFxYoVM46TBQsWyNvb2whAJrYvE9rOkJAQJU+eXJ9//rmWLVumn3/++bXhKOnd+BsAAADeDQSkgP+Ir7/+WpJ06dIl3bhxI97zefLkMYJCUkz4wmQyxfv3+PFjiy9VsQMN1oJAqVKlsiiZb56nvkKFCipVqpRcXFx08uRJrV692nhN7Gm4zF8upJg5zGOL/bu5bHFcCZXVjW3ChAnGnUkzZ85MdDgk9gBQkSJFNGTIEH344YcqU6bMKweH3kTOnDmNn48cOaKIiAjj9/3797/RukqVKmUxcPnll1/qjz/+sLrs8ePHJVn2/7Nnz4y7fyQZJYfNYi/7d3jV/o89aJ8qVSrj56tXrxo/r1+/PsF1v+o49vLyshi027p1a4LnxrBhw6yuPzHHodndu3etViXLkCFDvLuQYrc1derUxp29f/zxhz777DMjSBS7epQUMxhSoUIFzZo1S7/++qvu3btnhKkkxbtr19r7mcU+ppo1a2a1b0wmU4IVpP4Kk8mkXLlyadSoUQoMDNT169d148YNY5Dt8OHDf2t1MQAAAODfLDQ0NMHp9e7evavffvvN4uaf2BfRTSaT6tSpozFjxuiTTz7RypUrdfDgQeM7kbky1M6dO1W1alWL8QYpJvQSe8q3sLAwlS5d2uJi9rNnz3Tu3DmjjYGBgfLx8TGm6DEzf+/LmDGjpJgbwzp37qwJEybIx8dH5cuXNypHnzhxQjdu3ND8+fPl5ORk8W/p0qXG2MCb9KG9vX28fgwNDVXWrFmN6cvMAgMDVbly5Xj9cfXqVaP9f/zxh27evGk1IJU2bVpjudDQUEVHR6t+/foWy926dUuSlDlzZkkxU5zFDj/s3LlT58+fl7Ozs8X2d+rUydh+e3t7bdmyRZkyZVKTJk2UPn16dezYUQ8fPpQUU83r+PHjqlKlisV7h4WFydXV1RjLCAwMtJgS0Nr2Jna/hoaGKl26dAkG+l7l9u3bKl68uPbu3at+/fppy5YtOnTokGrXrq3cuXMb4YiwsDD5+PhYjDGYHzfv4127dsnFxcWiMpH0vyBX7OM6rtDQUDk7O8e7MXDnzp2Kjo5Wrly5LPaJ+Twy75eAgADVq1dPAwYMkLe3t2rVqqXTp09LiplaMjIyMl5/P378WA8ePDD6MTg42GLdUkyozhyQunLlimbNmqWRI0caF/8T2z5rgoODrR4n0v+m91y0aJEqVaokb29vzZgxQ7/88ov2798fr52hoaFGyMLs5MmTunHjRrzz4N69e3r27JnF/jAHOQ4fPqzQ0FB99tln8vDw0P3793X16lVt2LBBX3zxhbF8x44d1a1bN1WvXl0//vijfv31V82ePVvS/z7jzp07p6dPn8Zr186dOyXF3MwW97Pmxo0bb/xZ8zb2vbkPrX22vCog9W/rr8T2R0LnozWJ+ew2r9NaXybmPNi5c6cePnyoVKlSWWz/Rx99JEdHRyN0Ze08SEhYWJgqV65sMS559uxZPXv2zOJ9E3N+h4aGqmDBglZvgH38+LGeP3+ub7/9Vl988YVxnEjSrFmz1LlzZ+N1b9KX1rYzODhYLi4u2rZtm8aNG5eoQNK78jcAAAC8G5hiD/iPqFKliipVqqTdu3dbfd7T01MNGjTQihUrJMWUtu7bt69y5cql+/fv69KlS9q7d69OnTplMe1amjRpdOHCBUkxd4TY29vL0dFRhQsXNr5AVa5cWUeOHJEUc5eHFFNGOFmyZCpdurT27NljDMSkTZvW4otkq1atNGXKFJlMJoWFhalNmzZq0qSJjh07pmnTphnLxQ2AvIkiRYpo/fr1ql69up4/f64JEybIzc0t3t2LcZnvZpRivijNnDlT2bNn15w5c4xBir+qQYMG6t+/v6Kjo3Xz5k01bdpUn332mU6dOqWpU6e+0brs7e01c+ZMVatWTREREcZ87T169FDRokUVHR2t48ePa/HixcqcObPWrFmjwoULq1ixYsb+a9asmYYPHy4HBweL/ilYsGC8ClVv28GDB9W+fXs1aNBAwcHBxiCLJDVp0sT4OU+ePEaQa8iQIXr06JEuXLhgcbzEFXtqt02bNumDDz6Qm5ubfHx8lCVLFrVp00bjx4+XFHNMDhgwQAULFtTjx491+fJlHThwQBs2bDAGi/+Ku3fvys/PT/ny5VO9evVUvHhxpUmTRjdv3tTEiRON5Xx9fS3CYJLUpUsXff/995JknOsuLi5q2rSpxXKNGzeWo6Oj/Pz8lClTJiVPnlzbtm0znn/+/LnVvrl+/boWLlyoHDlyyNXVVcWLF1fr1q01ZcoURUdHa8mSJUqRIoVq166tZMmS6erVqzpx4oTWrVunQYMG/aXz1JqJEydq8+bNqlWrlnx8fJQ6dWqdPXvW4m7K2NsCAACAv8fXX3+tIUOGqECBAgkG4+/fv688efLo9u3bWrFihRo1avTa9d66dUsDBgzQxo0b9ejRI+XLl08DBw6MVyngl19+0RdffKGzZ8+qePHimjVrVrwbOLp166bTp09r69atf35DbYj5JobPPvvM6vMTJ05UZGSkMf1NeHi4bty4YVxYDwoK0vbt27V79275+fkZr5syZYrSp09vTOd+/fr1eBeFzRfca9WqZTwWGhoar8rQsWPHFBUVZYwR3L5922o4xhyw8fHxkRRTvWrSpEmaOHGi9u7dqy5duqhx48a6cuWKccPYpk2b5OXlFW9dbxq+CQkJUc6cOS0qOJm3x9p35Fdtg7nKtvmiedwQQ2BgYLzp9ay1+aefflL69OmNZUNCQlSxYkVJMcGm8PBwjRw50phOLbbY21G8eHFt2bJFDx8+1MKFC9WrVy95eXlp5MiROnHihF6+fGm1Ek3BggXl4OCgiIgIPXjwIF77Xrx4oaCgIKN6SGL3a0hIyJ+uHvXtt9/q4cOHOnXqlFHlzGQyKSQkRO+//75F++Ne3L59+7Zu3LhhvPf169eN6jixrVy5UhkzZrR6XMVef4ECBYxqJWY3btxQvXr1NHjwYKuvy5IliyQpXbp0+v777zVnzhxt2bJFHTt21Oeff659+/YZ34Pj9mVgYKAkGcdXSEiIRfU2SSpQoIDx2Th8+HDly5fPYpwlse2L68GDB7p48aLV4yRdunRGxacRI0aoVatWxniGJG3fvl0RERHGa82fQXHPq+vXrxt9E9vKlSslyWpAatq0aWrevLlSp04tDw8PXbhwQXPmzFHJkiWN9V+7dk1z587VvHnzLMYy1q5daxGKNFc2K1asmMX737hxw5hy0pq4VXhe523se3Mfxt4fz54905kzZ14ZkPq39Vdi+yOh8zGhdb7us1uKOb+6du1qsUxiz4MbN26oU6dOatu2bbz3cXJykoODQ4LngTXmal1xxwTjBnsTe34n9BlsPk5+/PFHpU6dWtWrV9fPP/+s+/fva9euXbpy5YrFNiWmL1+1nSEhIWrbtq2ePn2qrl27qlSpUhZj9Na8K38DAADAu4GAFPAf8vXXX6tcuXIJPj9jxgydPHlSx44d0/nz59WxY8d4y5gHpsyqVq2qw4cPS5IWLlyohQsXSoqZTs88n/2HH35ohEukmLsYzV9cKlSoYFEtx8/Pz+KuliJFimjcuHHq16+fTCaT5s+fbzEHuBQT5urRo0cieiBhFSpU0LJly9SwYUNFRkZqxIgRSp48ufr165fga0qUKKFy5cpp//79ioiIUJcuXSTFDCiWLFlShw4d+kttkmJCWAMHDjQqgK1atcoYLPD19X3jIJafn59Wr16tVq1a6e7du7p+/brVbTTfaSrFlFquVKmS/vjjD50+fTreF+s0adJo8eLF8e4getuKFCmiuXPnGvPFmxUqVEi9evUyfv/iiy+0bNkySTEDNN26dZMUE+JK6GJN1apVNWHCBEnSb7/9ZgzMjxw5UkOGDNHw4cN16NAhBQYG6tatW+rZs+db3764Tp48aVHiPjZHR0dNmjQp3uPFihVTmTJljLujJalevXrxpqt7/Pixtm7davRTXLGrxOXNm1eZM2fW1atXFRUVZTyXM2dO427uadOmqVu3boqOjtacOXM0Z86cN93cPyUyMlK7du3Srl27rD5ftGjReBcVAAAA8HZdvXpVo0aNihcQiWvo0KF6+vRpotf78OFDffDBB7p165a6d++uDBkyaPny5WrSpIkWL16sTz75RFLMhce6deuqTJkyat++vebPn6+GDRsqLCzMqE5w/Phxffvtt/rtt9/+/IbamPPnz+vJkydWK0gtWbJE48aNU//+/Y3v7nGndzNPXWeegkeK+S61fPlyi6rQadKk0blz5yzWP2XKFN2/f9+4CPn8+XOdPXtW/fv3t1guJCRELi4uxntkzZpVu3btUlRUlLFvL1++rFmzZunLL7+Mtx12dnaqWLGi6tevr7lz50r63/TnKVKkUIkSJRLTVa906tQpi6q6ZmFhYfGmDzJvw/nz5y0eW7VqlX777Td98803kmRUeo79vfz48ePatWuXMe4g/S8gdebMGSMQePv2bQUEBKhv376yt7dXRESETpw4oe7du0uKuchurpCc2O338PBQly5dNG7cOGMa+5CQECVLlizetoeEhBj71cnJSRkyZIi3vTNmzNCdO3eMC+aJ3a+nTp1S+fLlE9XmuK5cuaKMGTMaF8almCnDrl69anHBPywsTO3atYu3TdL/gjapU6fWH3/8oTt37hg3FJ04cULLli2zGjqLLSwszGrAwNvbW/fu3Uv0PnF0dFTt2rVVqVIl4/zKmjWrpJhz21z55eXLl/L391eNGjWUPXt2Y3viBgAKFiyo8PBw7d+/XwsWLNC6dessxubetH1mcfsu9uOx++HKlSsWnyWRkZEaNGiQpP9NqZjQFIupU6eWFDOGYq5C9vTpU40dO1YpUqSwqATj6emp8+fPa+PGjcaYnYeHh8LDwzV37lxjXEj6XwWz2O26fPmyvvnmG+XKlcuo5hMWFqZs2bIpZcqUFu3y9vbW/fv3VaBAAbm6ur62rxLrr+x7a3149uxZRUVFWf0c+7f2V2L7I6HzMaF1vu6z++HDh7px44bVz0Xp9eeBt7e3Xr58+crz7E2mGjX/nbf2vjlz5jQqNib2/D516pTVqezMAanp06era9eusrOzk4eHhx48eKCZM2eqefPmFjd4JqYvE9pO89+0Pn366OOPP9axY8dUt25dBQUFWVSgjOtd+RsAAADeDUyxB/yHlC1bVrVr107weS8vLx08eFATJkxQmTJllDJlSjk5OSljxowqU6aMBg8erJ9++sniNUOGDFGHDh2ULl26BKcRK1++vMVc7rEHtMx3MZrFHkg169Onj3bv3q0GDRooQ4YMcnR0VMqUKfX+++9r9uzZWr9+/Wvnik+MOnXqaO7cucZ29O/fX9OnT09weXt7e61du1atW7dW+vTplTx5clWqVEmBgYEWJcD/qq+++krTp09Xnjx55OzsrGzZssnf3/+VbXuVWrVq6ezZsxo9erTKly+vtGnTysnJSenSpVPx4sU1aNAgjRkzxlg+f/78CgsLU+/evZU3b165uLjIxcVFefLkUffu3RUWFvaPhFDq1q2rjRs3qnTp0nJxcVHatGnVrl077d692xhokaT3339fCxYskK+vr5ycnJQ1a1Z9+eWXRnU0a6pVq6ZJkyYpZ86c8Uo8S5Krq6t27NihOXPmyM/PT6lTp5ajo6PSp0+v4sWLq2fPnsadaH+Vj4+P1q5dqx49eqhMmTLKmjWrXFxclCxZMmXLlk0tWrTQr7/+mmA57dgD5lJMefK4OnXqpJYtWypv3rxKlSqVHBwclDJlSpUpU0ZTp07V5MmTjWUdHBy0evVqVahQwaKf477ngQMH1Lx5c2XNmlXOzs7y8PCQr6+vGjdurIULF6pBgwZ/oVesq1Gjhrp27apixYopXbp0cnR0lKurq/Lnz6++fftq586df3twDwAA4L+uT58+KlOmzCsvrB07dkwBAQHxAjCvMnv2bJ07d05r1qzRyJEj1aVLF+3evVslS5ZU79699fLlS0kxlYyePXumlStXqmPHjlq6dKlOnDhhEcrp0aOH2rVr91a/p/3bmS8+RkVF6cCBA9qzZ4/mz5+vWrVq6ZNPPlHHjh01YsQIi+XTpEmjTJkySYq5GcHBwUE9e/bUzp07NWXKFDVr1kzJkiWzuNhYu3ZtrV69WuPHj9fu3bvVr18/TZs2TXZ2dsZyx48fV1RUlNWLuOZqRJLUvHlz3b59W+3atdOuXbs0f/58lS9fXmXKlDFummnfvr06deqk5cuXKzAwUOPHj9ekSZOMaaDy5s2r4sWLG9Vq9uzZo9WrV8vf31/jxo0z3nvZsmWys7N77dT2Hh4eCgsL0/bt23XgwAE9fvxYd+/e1dWrV61Os9OqVSutXr1a48aNU2BgoEaNGqUWLVpo6NChKlOmjCQZIY/vvvtOd+/e1ZYtW9SqVStFRERYfPcODg5WtmzZ1Lp1a23evFnLli1TxYoV5evrqz59+hh9+/LlS4u2tGjRQqNHj9aYMWO0e/dubdy4UdOmTTMCS0+fPlXBggU1duxYbdmyRZs3b1aTJk107949ozJMcHCw8ufPb1FBw1z5O25V8FmzZmn27NnG/u/fv79mzpxp3ICXmP1q7uv9+/crMDBQBw4cUEREhCSpZs2a8abni6tEiRI6c+aMvv76a23fvl29e/c2xlTM7b1z546uX79u9Tj08vIypn6qWbOmTCaTmjdvrm3btmnBggWqVauW7O3tXzm1krl/rC3TokUL7dy5Ux06dNDWrVu1Y8cOzZs3T40aNVJ4eLikmDGrvn37avXq1dq1a5eGDBmiJUuWGNVqKlasKB8fH3322WfatGmT1q5dq6pVq+rGjRsWN5pZC0iZp4Js3bq1ypYtG2/qqMS0z5rg4GClSpUqXoWpuMGQEiVKaNasWVqzZo1++uknVaxYUeHh4fLy8jJCjaGhoUqVKlW8GzcLFiwoHx8f9erVS6tWrdL69etVrVo1Xb9+XYULF7YYq/T09NTatWtVtmxZIxzq4eGhn3/+WdHR0RaVDfPmzSt3d3cNGTJEO3bs0Ny5c1WlShW5uLhYtN1axRkpZn9JMTd1rlq1SoGBgVq6dKm6dOmiLVu2GMt16tRJrq6uio6OTrAf39a+Dw0NVerUqS3Cl+bq/8uXL1dQUJDFrAH/1v5KTH+86ny0JjGf3S4uLnJ2dta6deu0f/9+4+9sYs+DFi1aaN68eRo4cKB27NihrVu3avbs2WrQoIGxvQmdB9aYqxG+LpiV2PPbw8ND27dv188//6yDBw8aj3t6eurMmTM6f/688TfCw8NDkZGRWrNmTbyKWonpy4S20/w3rXDhwnJ0dNSKFSv08OFDtWzZUiaTKcG+eBf+BgAAgHcHFaQAG9O6detXTmO1fv36V77e1dVVvXv3Vu/evRP1fm5ubpo1a5ZmzZqV4DLJkyc3Bq/jqly58iu/wJhVrFgxXpgqIYkJqly8eNHq459++qlF9ZzXSZs2rebNmxfvcWuVrl71+KvaJEldu3aN94VSUqL6zprUqVNrwIABGjBgQKKWT58+vSZMmGBxd1hCXnUMJtTeV/VLbDVr1ow3UGdNq1at1KpVq0S/vyT17NnzlZWhHBwc1K5du3h3ElmTLVu2P71vnJycVKdOHWNw6E3Vq1dPdnZ2MplMypw5c7zpLKSYsFndunUTvc4SJUpYVHqzpmTJklq0aFGi1pfQOfqmx06RIkX+dFAQAAAAf93evXu1cuVKBQcHGwEUa7p376769eu/UfWXffv2ycvLy+ImGnt7ezVp0kR9+/bVnj17VLVqVT179sy4iUP6XzURc7WqNWvWKDg4WMuXL/8zm2izzBdOzZWjU6RIoUyZMun999/Xr7/+qlKlSlksHxoaalFtKk+ePJo1a5aGDRumjRs3qlKlSlqxYoWKFi1qceF10KBBunbtmkaNGiVnZ2c1bdpUbdu21aZNm4yKEmFhYXJycooXYIt7Ib1gwYJavXq1EQ7w9vZW69atNXjwYOOmqXz58mnp0qVaunSpIiMj5evrq1mzZqlly5aSYr7XrV27VoMGDdLQoUMVHh6u9OnTq1SpUurbt6/xXkFBQUqbNu1rbwYaOHCgTp06pf/7v//TixcvdOXKFZ09e1ZS/IvSktShQwfdv39fs2bNkr+/v/Lmzas5c+aoRYsWxjIlSpTQ4MGDNXjwYA0cOFBVq1bViBEjVLt2baM9kZGROn78uGbOnKmTJ0+qWbNmcnR0VNOmTTV69GijP0JCQuL17ejRo+Xh4aHvvvtO/v7+8vT0VIECBYzpFp8+fapixYpp7ty5unr1qjw9PVWuXDn9+uuvRnUYa1MtnT9/Xo8fP7bY7uHDhysqKkojR47UvXv3VLRoUa1bt87ie31i9qskjRo1Sh06dFDVqlXl4OCgx48fKyIiQocPH1bDhg1fuZ9at26tI0eOaPz48XJ2dlaTJk00atQoffzxx8Z2JBQmCA0NtdjWfPnyad68eRo2bJjq1KmjggULasyYMfrkk09eeXH84sWLevjwodVl6tatq0WLFmnixIlavHixnJyclDNnTtWsWdOo+FWgQAFt2bJFs2fPloODgwoWLKh169YZN0+5uLho8+bN+uKLL9S0aVO5urqqZs2aWrp0qREyunjxokX1NrPs2bMrefLkOnv2rNUxrsS0zxprx8nz5891+vRpo0KUJM2dO1dt2rRRs2bNlCtXLvXv318bNmzQnTt3jGXi7gczZ2dnrVy5Uh06dNAnn3yiTJkyqWPHjnrx4kW87fT09FRUVJTF3ysPDw9FRUWpffv2FtMOpkyZUj/++KN69OihOnXqqHTp0lq0aJHq1KkTL/BjbUq0LFmyaMeOHRo8eLDat2+vZ8+eKUuWLKpYsaKKFi1qLBcUFKSKFSu+8uaut7HvzW2N+5mWLVs2DR8+XN98843GjBmjzz77zKi492/tr8SeCwmdj9Yk5rPb2dlZ06dP14gRI7RgwQJ9+OGH2rFjR6LPA3M/z5kzR1OnTpWbm5t8fX318ccfG9ub0HlgTVhYmHx8fOJVlQ8NDVWnTp2M3xN7fk+dOlW9e/dWxYoVlT17diOIbj5OWrdubVRoMgfvypUrF++YS0xfJrSdISEhcnZ2Nqomenl5ac2aNXr//fc1dOhQjRw50mpfvAt/AwAAwLvDzvRnr+ACAPA3a926tRYsWCBJGjZsmPz9/ZO2Qe+wZ8+e6enTp5o6daoxIODv769hw4Ylccv+newDbiZ1EwAAAP5W0Z0y/KXXR0VFqVixYipbtqxmzZolPz8/hYeHx5vWesWKFWrVqpVOnjypixcvGkGa2JUnrKlevbpOnTqlS5cuWTw+c+ZMdenSRaNHj9aAAQN08eJF5cqVS2PHjlWjRo00ZcoUzZs3T9evX5eDg4Py58+vXr16xau0ass+3nZfpdM7qdd7r572MCncvn1bxYoVU69evf6Rqcv/jOfPnytTpkyaPn26MZUj3k3Lly9Xt27ddOLECSMcCfxbHDx4UH5+fgoLC7OYChDW0V/4tzt7P1Kf7Liv+R+mVIHUf302DAAA8OdQQQoAABtQs2ZNiypP3t7e6t69exK2CAAAALZs1qxZunTpknbs2JHgMs+ePVOfPn3Us2dPZcuW7ZVVc+Py9fXVjh07dOnSJYspVvbt2ydJunbtmqSY6hdjxoxR//791adPH7m6uuq7776Tm5ubRo0aJTc3N6NKEv55nTt31ocffqi0adPq1KlTmjBhgry9vdW5c+ekblqCli1bpnLlyhGO+hcICAjQjBkzCEfhXykgIEAjR44k7JNI9BcAAADeBgJSAADYEA8PD5UrV04TJkyIV0YbAAAAeBvu3LmjoUOH6ssvv5SXl1eCy40ZM0YREREWU8gk1ueff65Zs2apSZMmmjx5stKnT6/ly5dr9erVkmLCV2Z9+vRRy5YtdeHCBfn6+ipVqlS6fv26Ro8erTVr1igyMlI9evTQ2rVrlSFDBk2ePFnvv//+m2843siTJ0909uxZLV26VI8ePVLmzJnVsGFD+fv7K1myZEndvAR9+umn+vTTT5O6GUiE3bt3J3UTgD/N2nSGSBj9BQAAgLeBgBQA4J01f/58zZ8/P6mb8a8QGBiY1E0AAADAf8SQIUOUOnVqffHFFwkuc/HiRY0fP14zZsyQu7v7G79H4cKF9eOPP6pjx45GmClDhgyaMmWKOnXqFG+d6dOnV/r06Y3f+/fvr8qVK6ty5coaMmSIdu7cqWXLlmn37t2qVauWLl68yA0Ff7PkyZNr+/btSd0MAAAAAAAASZJ9UjcAAAAAAAAA/w5nz57VnDlz1K1bN12/fl0XL17UxYsX9fz5c0VEROjixYu6e/euhg4dqkyZMsnPz89Y5ubNm5Kk27dv6+LFi4qOjn7lezVq1EjXr1/XwYMHFRQUpEuXLilHjhySpDx58iT4ugMHDmjlypWaOHGiJGnJkiXq16+fypYtq0GDBillypTasGHDW+oRAAAAAAAA/BtQQQoAAAAAAACJcu3aNUVHR6tbt27q1q1bvOezZ8+u7t276/Llyzp37pwRaIqtc+fOkqR79+69toqTs7OzSpYsafy+Y8cOSVKVKlWsLm8ymdStWzd1795dOXPmlCRdv35dGTNmNJbJmDGjrl279uoNBQAAAAAAgE2hghQAwGbZ2dkZ/y5evPjW13/x4kWL9/grAgMDjfVky5bt7TQQAAAAeMsKFiyo1atXx/tXoEABZc2aVatXr9Znn32mr776Kt4yI0eOlCT169dPq1evVvLkySVJT58+1alTpxQeHv7K9z579qxmzZql2rVrJ1hBav78+bpy5YoGDx5sPJY+fXqdOnVKkhQREaFz584pQ4YMb6M7kAgXL16Uv7+/Hj58mNRN+cdkyJDBqGCWkA0bNsjOzk7379//Zxr1LzJ69Gh5e3sndTP+Nfvoz/ZXeHi4GjVqpLRp08rOzk7jx49/a22aMmWK9u7da/FYRESEPDw89O23376198Hf5/79+/L399fly5eT5P1LlCihnj17Jsl7AwAAwHZRQQoA8E76+eefVb58eYvHjh07pgIFCiRRi9599+/f15QpU4zf/f39/5H3XbNmjUJCQiRJfn5+8vPz+0feFwAAAP+8tGnTql69evEeN/8/1NpzZuZqUSVLlrRY7uDBg6pUqZKGDRtm8X/Y/Pnzq3HjxsqaNasuXLiggIAApU6dWrNmzbK6/kePHmnQoEEaNWqUUqRIYTzeqFEjjRgxQtHR0frll1/0/PlzffTRR4ndZPxFO3bs0Lhx4zR06NCkbso/4saNG7p165aKFSv2yuWCg4Pl4+Pz2ipq/0VHjhxRkSJFkroZ/5p99Gf7q0ePHjp69KgWLlyo1KlTK3fu3G+lPc+fP1ffvn21cOFCi8ejo6O1bds2xnX+JQ4fPqzhw4erQ4cO//h7R0ZG6tixY+revfs//t4AAACwbQSkAADvpPnz51t97G3e0fhXeXt7a9++fW9lXUWLFjXW5eLi8qfWcf/+fQ0fPtz4/Z8MSC1YsMD4nYAUAAAA3ob33ntP8+bN061bt5Q2bVo1adJEw4cPV7p06awuP3LkSGXOnFmtW7e2eHz48OG6ffu2hg8frgwZMmjlypXy8vL6B7YAkhQSEqICBQrI3v7fW8j+5cuXcnZ2TtSy5ptHXhdYCQkJeSdCQO+i4OBgNW7c+I1e8yb7KLH+Lfvoz/RXRESE1qxZo4kTJ771wOixY8cUGRmpwoULWzyeLFkylSlT5q2+F/4+ISEhSps2bZJUczt58qRevHihokWL/uPvjfiioqIkSQ4ODkncEgAAgL/u3zsyAQCwWU+fPtWKFSviPb5o0SLjS/m7IFmyZPrggw+Mf39FypQpjfWUKFHiLbXwzTx58iRJ3vdNRERE6OXLl0ndDAAAAMQRGBioY8eOvXIZPz8/mUwmNWrUyOrjcQP+S5Ys0eXLl/XixQtdu3ZNAQEBCYajJGncuHE6dOhQvOmvkydPrgULFujevXs6efKkqlev/mYbZ8N27twpPz8/pUmTRu7u7ipUqJAWL14sKWZ6o08++STeawYNGiQfHx89e/bstevw9vbWjBkzdPjwYWNK8R9++EFSzP/tR40apbx588rFxUUFCxbU2rVrLd6rb9++KlSokLZs2aISJUrI1dVVZcuW1cWLF/XHH3+oVatW8vT0VMaMGbVo0aLXbu8HH3yg1q1bq3fv3sqcObOSJ0+uqlWrWkwhdfz4cdnZ2Wn9+vVq2rSpPDw8VL9+fUnSixcvNHToUOXIkUPJkydXyZIlFRgYaPEeISEhypYtmw4dOqSSJUsqefLkKlOmjMLCwuItFzd8s3LlSpUpU0Zubm7y8fHRV199pejoaOP5jRs3ys7OTgcOHFDt2rXl7u6uHDlyaNu2bYqIiJC/v7+yZMkiT0/PeJVXHj58qH79+ilnzpxycXGRt7e3/u///k9Pnz59bb/FFhwcrEaNGilz5sxycXFR9uzZNXbsWItl1q5dKzs7O4WGhqpJkyby8PCQt7e3Zs+eHW99M2bMUK5cueTm5qa6devqwoUL+v33318ZjHjVPkrMcTVkyBD5+vrq22+/Vf78+eXi4qJChQpZ3Zex91Fitl2KqSLWuXNnZcmSRS4uLsqdO7fFzV6JaWNCEtNfjx8/Vr9+/ZQ9e3a5ubmpZMmS+uWXX4znR44cKWdnZz158kQdO3aUnZ2dJk2aJEk6f/68mjdvLi8vL6VMmVJ16tTRtWvXLNpgMpkUEBCgYsWKydXVVV5eXqpbt67u37+vgQMHqmTJkpJipmS1s7NT5cqVJcWcz+b+PHLkiOzs7OL1eWRkpPLkyaOuXbsajyWmTda8fPlSo0aNUoECBYxjvnnz5jKZTMYyCxcuVLFixeTm5qbcuXNrxowZFuv4K+fc3Llz5ebmplWrVhl9lStXrnjjXdHR0ZoyZYry5csnNzc3FSxYUCtXrrRYZurUqUqTJo1CQ0NVo0YNubu7K1u2bPGOG5PJpNmzZ+u9994zjr05c+a88brKli2rvn37Kjw83PjsNk+T+9tvv6l27dpKnz693Nzc5Ovraxw/1jRq1EgNGjQwfr98+bIcHR1VpUoV47EbN27IyclJ27dvlxRz7rm4uOj58+eqXr363769CUmdOrUmTZqk0aNHK3v27HJ3d1fDhg3jjZ/91fPGbNeuXapcubLc3d3l7e2tHj166MWLF/HW8d5778nd3V2pU6fWBx98YARzX/e8JI0YMULFihVTypQplTJlSlWrVs2YhtisZMmS6tq1q8aPH6/s2bPLyclJo0aNkqOjY7y/GSdOnJCTk5M2bdr02v4EAAB4FxCQAgC8c1avXq2HDx9KksqUKaO8efNKkm7evKmtW7fGW3737t0qV66cXF1dlT59enXu3NligCGubNmyGQM827Zt06BBg5QpUya5ubmpUqVKxsDB4sWLVahQIWPgc/LkyRbruXjxorGeuBdhYj9+4sQJDR48WD4+PkqWLJny5s0bb/A+MDDQWD5btmwWzy1atEjly5dXqlSp5OjoqDRp0qhQoUJq3bq1Dhw4ICnmolL27NkTbIN50DHutg8bNkw5cuSQo6Ojvv32W0kxlacqV66srFmzyt3dXc7OzsqYMaPq169vMXhpbnPs6lHDhw831h+7ktTLly81depUlS1bVilTppSzs7OyZMmiTz75RL/99tsr+/XGjRtq3bq10qVLp2TJkunEiROKjo7WtGnTVKpUKXl4eMjJyUleXl4qXry4OnToEG9wBwAAAICln3/+WbVq1VK5cuW0fPlyrVixQo0bN5aTk5OkmO9ihw4dsnjNhQsXNGnSJI0dO1aurq6vXceaNWuUIkUKde/eXUFBQQoKClLdunUVFRWlevXqafLkyercubM2bNig8uXLq2HDhgoNDTXeLzQ0VHfu3NGIESM0cOBAzZs3TydOnFDnzp1Vo0YNFSpUSCtXrlSBAgXUoUOHV970YTKZFBYWphUrVuj8+fP67rvvNH36dB0+fFjt27e3eE9J+uKLL5Q/f36tWbNG/v7+evHihapVq6bFixdr2LBhWrt2rXx9fVWzZk2dO3fOeH1wcLCePXumYcOGaeDAgVq8eLHu3LmjevXqGTd7PHz4UBcuXLAI34wZM0bNmjVThQoVtHbtWnXv3l1fffWVZs6cadE2JycndezYUXXq1NFPP/2kFClSqE2bNvrkk08UHh6u7777Tm3bttW0adMsvr81adJE27dv11dffaWtW7dqwoQJSp06tdzc3BJ7yEiSjh49qlKlSmn27NnasmWL2rdvry+//FI//fSTRTtdXV3VsmVLVaxYUatXr1a5cuXUtWtX3bx501hu0KBBGjhwoDp16qQNGzYoQ4YMqlatmkwm0ysrNyW0jxJ7XIWEhOjq1auaNm2a/P39jcBK48aN9fjx4wT3UWK2/cKFCypevLh++eUXjRw5Uhs2bFC7du304MEDSUp0G61JTH89ffpUFStW1PLlyzVkyBCtWbNGPj4+qlmzptH3LVq00NChQ+Xg4KB9+/YpKChIn376qU6dOqUSJUro6tWrmjNnjhYuXKgLFy6ofv36RqjIZDKpefPm6tu3r+rVq6d169Zp6tSpevnypdzd3fX555+radOmypUrl3HOmwMroaGhRlWpfPnyyd7ePt5393nz5un69ev68ssvJSlRbbLGfL5OnjxZn332mTZu3Kivv/5aL168MMZvBgwYoM6dO6tp06bauHGj2rRpo27dulmM1/yVcy4kJEQmk0m9e/dW9+7dtWbNGmXOnFktWrQwQpkmk0ktWrTQqFGj1K1bN23YsEHVqlVTkyZNLCqWh4aGyt7eXq1atVLTpk21Zs0aZc2aVZ9++qnFjYSdO3dW79691aRJE23YsEHNmjVTx44dtWHDhjda18yZM5UnTx41adLE2I8dO3bU2bNnValSJWXOnFkLFy7U2rVr1a5dOyVLlizBfeHp6WmcV5L0zTffyNXV1WLc7ttvv1XOnDmN0FRwcLBcXV312Wef/SPba83ly5d17949zZgxQ1euXNGsWbM0duxYrV27VgEBAcZyb+O8kaQff/xR1apVU44cObRy5UqNGDFCCxcu1ODBg433Gjt2rIYOHaoOHTpo48aN+u6771S4cGG5urom6vkXL17oypUr6tOnj9atW6cFCxboyZMnFhXooqKidOzYMf3000/au3evpk2bpjVr1qhmzZqKiopScHCwRT/17NlTlStXZupiAADwr8EUewCAd07s6fVatGihe/fuGYNj8+fPt/jSvW3bNtWqVUuRkZGSpOfPnysgIMAIDr3OF198oTNnzhi/BwYGqlKlSurUqZNGjx5tPH7x4kX16tVL3t7eatq06RttT7169XT27Fnj99OnT6tly5bKmTOnypYt+8rXzps3T23btrV47O7du7p7966OHTumvHnz/ukS9V27drVol9msWbN069Yti8du3LihNWvWaO3atVq5cqXF3X+v8+TJE1WpUiXePrl69aqWLFmiFStW6LvvvlOrVq2svr5ixYrx2jl8+HCNGDHC4rHw8HCFh4fryJEjqlSpkhGsAwAAABDf4sWLVbFiRY0aNcp4rGbNmsbPZcuW1YwZM3Tv3j2lSpVKUkwFmOLFixvfiV63Dh8fHz169Eg1a9a0+N4yadIk7dq1S0FBQUawo0qVKgoKCtKCBQuMaiShoaHy8vLSrl27jKnIN27cqMWLF2vr1q2qWrWqJMnZ2VkVK1bU5cuXlS9fPqvbe/78eT169Ei1atXS6tWrjZDEtWvXNHz4cEVGRsrR0dEIqUycOFENGzY0Xj906FAdO3ZMR48eVcaMGSXFfFfZsmWLfvzxRw0dOlRSTCjCzc1NO3bsUPLkySVJrq6uqlGjhoKDg1W6dGkjOGHe9t9++02DBg1SQECAOnToIElGZavvv//eqKZjDmssW7ZMvr6+kmK+V33++efy9fXVV199JUmqXLmypk+frpMnT8rPz0+3bt3S1q1btX//fovvoM2bN7faV68S+3tbVFSUPvjgA61du1b79+83+stcLWvZsmXG/siSJYtWrVql33//XRkyZNCvv/6qMWPGaN26dapdu7YkqVKlSsqdO7fc3d2VK1euBNuQ0D5K7HEVEhKiVKlSad++ffL09JQUE+KoUKGCDh06ZNw4FTeo9bptN5lMatKkibJnz67du3cbU/7FrpQzderURLUxrsT214ABA3T58mUFBwcrc+bMkmJuqMqSJYuWL1+ubt26KXv27Hrx4oVy585tVMM2mUyqXLmyChYsqJ07d8rRMeaygY+Pj4oWLaqjR4+qcOHC+uabb7Rq1Sr98ssvKl68uNE+c7W5nDlz6t69eypRokS8sYrQ0FBVq1ZNUsw5kSNHDp08edJ4/sWLFxo5cqS6d++u9OnTy2QyqWnTpq9tkzWDBg3SsWPH9Ntvv8nHx8d43Dy+smvXLo0dO1ZbtmwxqgpWqlRJBw4c0Pfff68WLVoYbf4z55wUc5zZ29srMDDQaEP+/PmVNWtW7dy5U23atNG8efP0008/6fDhwypUqJAk6cMPP9SOHTs0b948lS9fXlLMOWVvb69t27Ypffr0kmIqT1WvXl23bt1SxowZtWrVKs2aNUubN29WjRo1jGMrLCxM33//vXHcJGZd7733nq5evapevXpZ7Mfvv/9e3t7emjVrlvGY+XM4IZ6enjpx4oSkmADfd999p06dOmnVqlWSYs6lb7/9Vv379zc+l0NCQuTs7Kzt27cblSP/zu21xvw51rJlS6PCZfXq1bV48WJjHDGxx+jrzptr167p888/V9++fS3GIp88eaIRI0ZowoQJkqQFCxaoV69e6ty5s7GMuXpeYp5PliyZcXOkyWRSVFSUnJ2dVatWLT169EgpUqTQmTNn9Pz5c5UsWVLr1q0zXhsRESFXV1cdPHhQ77//viRpw4YN2rVr12vDnQAAAO8SKkgBAN4pV65c0a5duyRJjo6O+vjjjy0GbdetW6d79+5JihnQ6Ny5sxGOyp8/v1asWKFFixYpPDw8Ue93+fJlTZ48WatXr1aGDBkkSffv39fo0aP18ccfa+PGjapbt66x/NSpU994m65du6ZJkyZp7dq1KliwoPH4tGnTXvva2Hei+vv7a+fOnVq9erUmTZqkGjVqGHeBTZ8+PV6Z9n379hn/rE1PcPbsWbVp00YbNmzQ8uXLjUGaHj16aMGCBdq4caMCAwO1detW44KHyWQywmpFixbVvn37LC6AtGnTxnjP6dOnS5K+/PJLIxzl7u6uqVOnasOGDapXr56kmBL67du315UrV6z2weXLlzVixAht3bpVc+bMUdq0aY1+cXR01PTp07Vr1y6tWLFCo0ePVsWKFY071gEAAABY5+bmpj179mjs2LFW/y9uvihuriK1Z88erVq1SlOmTEn0OswXTd977z3jMZPJpAkTJhgXlSMjI41/+fLl06VLlyRJt27d0h9//KHevXsb4Sgp5oJxmTJlLC7KmytHpU6dOsHtNVcK9vf3t6gAnCdPHkVFRRnVTMLCwlSiRAmL4E1UVJRmzpypjh07WlxMd3JyUubMmY2plB4/fqzz58+rd+/eRjhKkvE98Pbt20ZbPD09jerB48ePV44cOdS2bVuL/sibN6/RH+a2NWrUyAhqmLc9WbJk6t+/v/HYixcvFBkZafSHg4ODscz27duN79B/xpo1a1SxYkV5eXnJ0dFRTk5O+vXXX40qKOZ2NmjQwCKsdvfuXUlS2rRpJUmTJ09WsWLFjBCDFFMFOU+ePCpcuLDs7RMetra2jxJ7XIWHh+vatWvq0aOHEY6SYo4DSbpz546k+PsoMdu+detWHT58WN98840RjootsW20JjH99eDBA82ePVtdu3ZVhgwZjHXb29srR44cFusPDQ21OC+3bt2q0NBQYxo182vN/XLp0iWZTCaNHj1aHTp0sAh5xBV33dL/zufYgaYCBQpYBKQCAgL0+PFj9e3bN9FtsubBgwf65ptvjEre1kybNk3lypWLN+Vqjhw5LKZG+7PnnLliXZs2bSzaYJ520XycTZs2TY0aNTLCUdbaERUVpRMnTqhdu3ZGwEeKOafs7e2N9xw3bpwqVaqkKlWqJPg5kth1nT17Vk+fPo23H93c3HT27FkNGDDA4mbDV4ldQWrRokXy9vZW/fr1jc/c9evX68GDB/r000+N14SGhqpjx44W0+r+ndtrTVhYmFxcXNSnTx+Lx+/evWt8jr2t82b69OlycnJS//79LbbF19dX9+7d06NHjyTF9H9AQIAWLVpkVN6P7XXP37x5Uz169FCePHnk4uIiJycn1apVSw4ODsbfWXMwLHZQS4r5e1e8eHHj/wQRERHq3bu3OnTooPz58yfYjwAAAO8aAlIAgHfKDz/8oOjoaEkxd2alTZtW2bNnV7ly5STFDDotXbpUUkzJ7fPnzxuvXbJkiRo1aqTmzZtr9uzZiXq/bt26qUePHqpXr55FVaSMGTNq0aJF+uijjzRkyBDj8cQOAMXm7++vnj17qk6dOm+8rpQpUxo/+/r6qnDhwqpXr5569uypzZs3q3v37pKkQoUKqUSJEhav/eCDD4x/sddj1qBBA33//feqVauWGjdubNyZWKdOHe3cuVNdu3ZV9erVVb16dQ0aNMh43YkTJ/To0SOlTJlSH3zwgcWAVdasWY33LFSokEwmkxYuXGg8P3z4cHXr1k21atXSsmXLjIsLsfdrXOPHj9eXX36patWqqV27dsqcObOxPU5OTsqTJ4+KFSumRo0aacCAAQoMDLQYKAcAAAAQ3/Dhw9W5c2dNmDBBPj4+Kl++vEXV15w5c8rLy0sHDx5UdHS0unfvrhYtWqhkyZKJXkdoaKjSpUtn3IwixXyfuHHjhubPny8nJyeLf0uXLpWHh4fxWimmmkpsoaGhqly5ssVjx44dk5eXl8UF8LhCQkKUOXPmeN+bbty4IRcXF+NCeWhoaLypgo4ePao7d+4Y1W9iu3r1qvG9JjQ0VNHR0RYVOyQZFXrNFX2Cg4Mtggc7d+7U+fPn5ezsbNEfnTp1Mvrj2bNnOnv2rNX+KFmypFKkSGE8dvz4cUkyQhdp06bVhg0bFB0drRo1aihDhgwaMGCAIiIiEuwva77++ms1btxYxYoV07x583TgwAGjwoj5AvnTp091/vx5i6pJUsxFd1dXV+XMmVNSTAUf800zsV27du2V0+uZtznuPkrscWUOysXdRzdu3JAkY1/G3UeJ2fYdO3YoW7ZsVm9QepM2WpOY/vr555/18uVL+fv7x1v/gQMHLNYfe7o7KeYYlGKqKMV+nTno5+HhoePHj+vGjRuvrCj9xx9/6ObNm/GCNdbCkgULFjQCUo8fP9bo0aPVv39/I7iWmDZZs2/fPr18+fKV7QwMDHzt+fxXzjlzxbq4x9n9+/f1/PlzZcyYUffu3bOoqpVQO86ePatnz55ZPady5colFxcXPXr0SAcPHtTu3bvj7fuxY8cafZWYdZm30d7ePl5wq2PHjvL399fixYvl6+urokWLatOmTda62BA7IDV9+nR17dpVHh4exrSTAQEB+vTTT43+vHTpku7evfuPbq81YWFhKl26tEX489mzZzp37pzRL2/rvNm5c6cePnyoVKlSWazno48+kqOjozEV6vLly1WqVCm1b99e6dKlU7NmzXT9+nVjPa96/vbt2ypevLj27t2rfv36acuWLTp06JBq166t3LlzGzcahoaGKmvWrCpQoEC8dpYpU0YHDx6UFBPuu337toYPH57gdgEAALyLmGIPAPBOWbBggfFz7MpRzZs31/79+yXFTLPXqVMnnTt3znjezc3NYnDPXO75dczBK0lKkyaN8XPJkiWN0tjmO8Ok/931+iZiD97Hfo/ErKtdu3ZatmyZoqKi1KxZM0lSqlSpVLhwYdWuXVudO3c2BkrelLUQ0dGjR1W2bFnjDuyE3Lt3z2IwMCG3b9827oyUZJTvl2KmwShVqpTWrFkjSTp16lSi29mxY0ft379fz549M+74TJcunYoUKaKGDRuqbdu2xv4DAAAAEJ+7u7smTZqkiRMnau/everSpYsaN25sUQmqTJkyOnTokObOnatz585p48aNb7SOkJCQeEEJcxBl06ZN8vLyitcuc5gqNDRUqVKlsqi+8ujRI124cCFegMZaxZq4QkJCrE6ltGrVKvn5+cne3l7h4eG6ceNGvCof5spPsYNeUkww686dO6pQoYLxHtaW++mnn5Q+fXrjO2tISIgqVqwoKaYKR3h4uEaOHGlMExWb+UL7sWPHFBUVZXXb407dHhoaKhcXF4uqN1WqVFGVKlV0+/ZtzZgxQ8OHD1fu3Ln12Wefxe8sK16+fKnRo0dr8ODBxnRTkozpmsz9f/ToUUVHR1ttZ8GCBeXg4KCIiAjdvn3b4mYbKWY6+qNHjxpTClqT0D5K7HFl3kdxj4VVq1bJw8PDCNDF3keJ3fabN2/G2/d/po1xJba/bty4IUdHRwUFBVldj/lcMvdh7HPmxo0bKlWqlGbMmGH1tQULFtTPP//8ynZK/+tfawGpdOnSWYQYCxQooGvXrunx48eaMmWKHBwc9MUXX7xRm6y5efPmK9sZERGhBw8exHv+xYsXCgoK0ueffy7pr51zrzrO7O3t5efnZ1Q+j9uO27dv68SJE+rSpYuxbkmv/Ny7deuWTCaT5s6da/WzMHYA9HXrMrc/Z86cFpXwpJib1IYOHaqhQ4fqyJEj6tGjhxo0aKC7d+8mODZlDkjt2rVLV69eVcuWLXX37l1FRkYqJCREO3bssKjWHhISIjs7u3jTJ/6d22tNaGhovApj5mPC/Nq3dd7cuHFDnTp1MqaAjM3JyUkODg6SYoLLK1eu1PPnz7Vq1Sp16tRJjo6O+uGHH177/LfffquHDx/q1KlTxnieyWRSSEiIxRhqaGhogpWuypYtqwkTJuj06dMaOXKk/P39LcY5AQAA/g24cggAeGfs37/foqrSJ598ok8++STecgcPHrQow/5XxK6sFLuEf+xS+39V7JLdsUM7JpPpta/18/PT4cOHNX/+fB0+fFinT59WeHi49uzZoz179uiXX37R6tWr/1S7vL294z02ffp0IxyVO3du+fv7K0uWLIqOjpafn5+xnLnK1z/BWjtbtmwpHx8f/fjjjwoODtaZM2f0xx9/aNu2bdq2bZtOnjypyZMn/2NtBAAAAP6t7OzsVLFiRdWvX19z5861eK5MmTKaMmWKgoKC1K9fP2XKlOmN1nHq1CmjUq2Z+f/3KVKkiFfNKbawsLB4F7DDwsJkMpmshi/iXsiOKyQkRJGRkYqKijIuNgcGBmrfvn3aunWrsR4pfrgja9askmKqwpgDECaTSYMHD1b+/PmNII05FHHmzBnlzZtXUkzYISAgQH379pW9vb0iIiJ04sQJoxqwk5OTcVPO6/rD2dnZYiqjqKgoHT9+XB07dozXHwUKFDC2MzYvLy/1799fo0aNeqOp9u7du6cnT55YhK4ePnyor776Sq6ursqdO7fRTicnp3hTLoWEhBghBScnJ3l4eMT7Xu/v7y+TyZRgBSbztknx91FijyvzPjp//rwRsLlz545mzpypLl26yNnZOd4+Suy2Z8iQQdu2bdPLly+tTrGX2DbGldj+8vb2VmRkpDJkyGBUK7PGWh96e3vr0KFDKlasWILTG5oDHidOnLDoi9hOnTolDw+PeMGgsLCweIGXggULymQyaf/+/ZowYYJGjx5tEbJJTJte105rx5KTk5MyZMhgUZFckmbMmKE7d+4YIZW/cs7FPs7MU00+f/5c48eP18cff6yMGTPq2bNnsrOzi9eOkSNHyt3dXY0aNTLa4ePjE2+cKiQkxAhRZciQQXZ2dkqWLNlrP0dety4pZj/GniLTmmLFiunTTz/V/v37Xzm+ZQ5ITZs2TW3btlXy5MmNz56xY8eqcuXKxueluS3Zs2ePVyHs79zeuJ4/f66zZ89aTKNofl3sINzbOm+8vb318uXLRH8uuLi46JNPPlFAQIDVz3Frz1+5ckUZM2a0uNlx2rRpunr1qsVnQVhYmBESjMs89W7Dhg2VIUOGV/YhAADAu4qAFADgnRG7elRiljUPFkkxZfyPHj1qlLk2V5v6tzOZTCpSpIimTJliPHb+/HkVKVJEjx8/1tq1a/X06VO5ubnFG4yJjo5+5SCinZ1dvMcuX75s/NytWzcjoGa+482a2O8RNzjl5eWlNGnSGFWkfvnlF5UqVUpSzF2bhw4dMpaNPSD2unaaTCZVqFDBuFNbignOlS5dWlLMdIsEpAAAAADr2rdvLwcHB1WqVEnp0qXToUOHNGnSJA0ePNhiuTJlyuj27dvKkiWL+vbt+8br8PDw0P79+xUYGCgXFxcVL15cefPmVfHixdWqVSsNGTJEOXPm1N27dxUaGio3Nzf169dPkvWp9EJDQ+Xu7m5M0ybFVH05deqU8TprwsPDde3aNWXOnFnt27dX8+bNdfz4cQ0dOlSdO3c2priyVrVKkvLkyaPSpUurV69eevHihVxdXTV79mzt3r1b+/btM74TBQcHK1u2bGrdurWGDRumhw8favjw4fL19VWfPn0kxUzF9fLlS4uKJi1atNDo0aPl6Oio0qVLG9PUhYSE6Pvvvzfalj9/fmMaJCmmgtDz58+tBsbMj506dUqtWrVSixYtlD9/fj158kRTp05VmjRpjO/Uv/76q8qUKaPFixdbvUlJktKnT68sWbJozJgx8vT01N27dzVmzBiZTCajMpQUc3E9f/78FgEhk8mksLAwi3XXqlVLc+bMUe7cueXr66vFixdr7dq1cnR0TLAy0Kv2UWKPK/NUi+3atdPQoUP18OFDjRgxQj4+Pho6dKjVfZTYbf/44481efJkNW7cWB06dJCdnZ2CgoKUK1cutWrVKtFttCYx/VWhQgVlyZJFtWvXVv/+/ZUpUyb98ccfOnjwoPLnz6/WrVsbfZg6dWqLEFXTpk2Ntrdp00bJkyfXtWvXtH37dvXq1Uvvvfee8uXLpyJFiqhbt266f/++smXLpnPnzunQoUOaM2eOpJhz/vHjx1qyZImyZ8+urFmzKmPGjAoNDVXVqlUttsnX11eOjo7q2rWr0qRJEy+UkZg2WVOhQgVlzJhRLVq00NChQ+Xl5aVjx47p+vXrGjNmjCSpVatWCggIUM6cOZUnTx5t3rxZkydP1uzZs41j68+ec7GPsz59+igyMlJ2dnYaN26cnj59qmnTpkmSXF1d1bhxY40cOVIpU6ZUhgwZtGTJEi1cuFDr1683gixhYWHxKiDdvn1b169fN97T3d1ddevWVc+ePXX//n0VKlRIDx480MmTJxUeHq7x48cnel3m/bhnzx5t375dKVKkUMGCBTVhwgSdP39eNWvWVMaMGXXy5EkNGzbMCD0lxNPTU8+ePdOmTZt0+vRpSTEhQTs7O61YsUKrVq2yWD7u9Jb/xPbGdfz4cavVw0JCQizO+bd13rRo0UK9evWSl5eXKleurKioKF28eFFbt27VypUrZW9vr9KlS6tmzZoqUaKEkiVLptWrV+vAgQPasWOHJL32+RIlSmjWrFn6+uuvVapUKW3ZskVr166V9L+w5N27d3X16tUEpznNmDGjsmTJouPHj2v9+vUW50bXrl21YMEC3bt3j4ruAADgncb/VAAA74Tnz59r2bJlxu99+vSxGPSWYkr1z5w5U5L0ww8/6Ouvv1aOHDn0+++/S4qpOOXv768XL15o0KBB/1zj/0Y9e/bU+fPnVa1aNWXJkkUpU6bUkSNH9PTpU0kxA80vXryQm5ubUqdOLTs7O+POvcmTJ6tUqVKyt7dP9JSDOXLkMH6eO3eusmXLprt372rIkCEJviZ2Oe1Nmzbpgw8+kJubm3x8fJQlSxa1atXKCCsNGzZMTk5OypEjh7777jtdu3ZNkpQsWTI1bdo00f3SuHFjOTo6ys/PT5kyZVLy5Mm1bds24/nnz58nel0AAADAf02+fPm0dOlSLV26VJGRkfL19dWsWbPUsmVLi+XM04CNGTNGrq6ub7yOUaNGqUOHDqpataocHBz0+PFjOTg4aO3atRo0aJCGDh2q8PBwpU+fXqVKlTJCWC9fvtSpU6fUu3dvi/c0T9MW+yaKEydOKDIyMl51mtjM1VxWr16twYMHq1atWkYlpdgVQhKadsnOzk4//fSTvvjiC2NKukqVKunw4cPKkyePJCkyMlLHjx/XzJkzdfLkSTVr1kyOjo5q2rSpRo8ebVxIDgkJiVdhafTo0fLw8NB3330nf39/eXp6qkCBAhbT34WGhlqdJsre3j5eoCgsLMyYqtzBwUHZsmXTpEmTdPPmTXl5ealKlSpasGCB8V0uKChIyZIle+33xmXLlql9+/Zq0KCBChUqpPHjx8vfbCSeogABAABJREFU39+4Ucn83nHbef78eT1+/Nji8SlTpujJkyfq16+fkidPrnr16qlVq1b6+eef5eLikmAbEtpHiTmunj9/rtOnT+vbb7/V4cOH1bRpUzk4OKhhw4YaP3688b7W9lFitr1kyZJavXq1RowYoSZNmsjZ2VnFihVT48aNE93GhCSmv1KkSKFt27Zp4MCB6tmzpx48eKCMGTPq/ffftwgfhYaGxjtfihcvrg0bNmjkyJFq0aK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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "def plot_top_contributing_tasks_by_interaction(automation_vs_augmentation_with_occupations, figsize=(24, 30)):\n",
+ " \"\"\"\n",
+ " Create a visualization showing top occupations by interaction type with example tasks.\n",
+ " \n",
+ " Args:\n",
+ " automation_vs_augmentation_with_occupations (pd.DataFrame): DataFrame with occupation and interaction data\n",
+ " figsize (tuple): Figure size\n",
+ " \n",
+ " Returns:\n",
+ " matplotlib.figure.Figure: The created figure\n",
+ " \"\"\"\n",
+ " import matplotlib.pyplot as plt\n",
+ " import matplotlib.colors as mcolors\n",
+ " import numpy as np\n",
+ " import pandas as pd\n",
+ " from matplotlib import gridspec\n",
+ " from matplotlib.patches import Patch\n",
+ " from textwrap import wrap\n",
+ " import seaborn as sns\n",
+ " \n",
+ " # Define a function to get top contributing tasks for an interaction type\n",
+ " def get_top_contributing_tasks_by_interaction(interaction_type, num_occupations=5, num_tasks=3):\n",
+ " \"\"\"\n",
+ " Get tasks that contribute most to each interaction type, for top occupations.\n",
+ " \"\"\"\n",
+ " # Calculate weighted interaction percentages for each occupation\n",
+ " base_plot_df = (automation_vs_augmentation_with_occupations.groupby(\"Title\")[\"pct_occ_scaled\"]\n",
+ " .sum()\n",
+ " .reset_index())\n",
+ " base_plot_df = base_plot_df[base_plot_df[\"pct_occ_scaled\"] >= 0.5]\n",
+ " \n",
+ " weighted_results = []\n",
+ " for title in base_plot_df[\"Title\"].unique():\n",
+ " occupation_tasks = automation_vs_augmentation_with_occupations[\n",
+ " automation_vs_augmentation_with_occupations[\"Title\"] == title\n",
+ " ]\n",
+ " \n",
+ " total_pct = base_plot_df[base_plot_df[\"Title\"] == title][\"pct_occ_scaled\"].iloc[0]\n",
+ " \n",
+ " # Calculate weighted sum, checking for NaN values\n",
+ " valid_tasks = occupation_tasks.dropna(subset=[interaction_type])\n",
+ " if valid_tasks.empty:\n",
+ " continue\n",
+ " \n",
+ " weighted_sum = (valid_tasks[interaction_type] * valid_tasks[\"pct_occ_scaled\"]).sum()\n",
+ " weighted_pct = weighted_sum / total_pct\n",
+ " \n",
+ " weighted_results.append({\n",
+ " 'Title': title,\n",
+ " 'percentage': weighted_pct * 100\n",
+ " })\n",
+ " \n",
+ " # Get top occupations for this interaction type\n",
+ " top_occupations = sorted(weighted_results, key=lambda x: x['percentage'], reverse=True)[:num_occupations]\n",
+ " \n",
+ " # Find top contributing tasks for each top occupation\n",
+ " occupation_tasks = {}\n",
+ " \n",
+ " for occ_data in top_occupations:\n",
+ " occupation = occ_data['Title']\n",
+ " \n",
+ " # Get tasks for this occupation\n",
+ " tasks = automation_vs_augmentation_with_occupations[\n",
+ " automation_vs_augmentation_with_occupations[\"Title\"] == occupation\n",
+ " ].copy() # Use .copy() to avoid SettingWithCopyWarning\n",
+ " \n",
+ " # Calculate contribution score = interaction_value * task_weight\n",
+ " tasks.loc[:, 'contribution_score'] = tasks[interaction_type] * tasks['pct_occ_scaled']\n",
+ " \n",
+ " # Filter out tasks with NaN or zero contribution scores\n",
+ " valid_tasks = tasks[(~tasks['contribution_score'].isna()) & (tasks['contribution_score'] > 0)]\n",
+ " \n",
+ " if valid_tasks.empty:\n",
+ " # If no valid tasks, still include the occupation but with no tasks\n",
+ " occupation_tasks[occupation] = {\n",
+ " 'percentage': occ_data['percentage'],\n",
+ " 'top_tasks': []\n",
+ " }\n",
+ " continue\n",
+ " \n",
+ " # Sort by contribution score\n",
+ " valid_tasks = valid_tasks.sort_values(by='contribution_score', ascending=False)\n",
+ " \n",
+ " # Get top contributing tasks (up to num_tasks)\n",
+ " top_tasks = []\n",
+ " for _, task_row in valid_tasks.head(num_tasks).iterrows():\n",
+ " top_tasks.append({\n",
+ " 'task_text': task_row['Task'],\n",
+ " 'interaction_value': task_row[interaction_type],\n",
+ " 'pct_occ_scaled': task_row['pct_occ_scaled'],\n",
+ " 'contribution_score': task_row['contribution_score']\n",
+ " })\n",
+ " \n",
+ " occupation_tasks[occupation] = {\n",
+ " 'percentage': occ_data['percentage'],\n",
+ " 'top_tasks': top_tasks\n",
+ " }\n",
+ " \n",
+ " return occupation_tasks\n",
+ "\n",
+ " # Define interaction types and colors\n",
+ " interaction_types = ['directive', 'feedback_loop', 'validation', 'task_iteration', 'learning']\n",
+ " interaction_labels = {\n",
+ " 'directive': 'Directive',\n",
+ " 'feedback_loop': 'Feedback Loop',\n",
+ " 'validation': 'Validation',\n",
+ " 'task_iteration': 'Task Iteration',\n",
+ " 'learning': 'Learning',\n",
+ " }\n",
+ "\n",
+ " # Group interactions by category\n",
+ " automation_types = ['directive', 'feedback_loop']\n",
+ " augmentation_types = ['validation', 'task_iteration', 'learning']\n",
+ "\n",
+ " # Set color palette and adjust brightness function\n",
+ " palette = sns.color_palette(\"colorblind\")\n",
+ " \n",
+ " # Function to adjust color brightness\n",
+ " def adjust_color_brightness(color, factor):\n",
+ " \"\"\"Adjust the brightness of a color by a factor\"\"\"\n",
+ " if isinstance(color, str):\n",
+ " color = mcolors.to_rgb(color)\n",
+ " return tuple(min(1.0, c * factor) for c in color)\n",
+ "\n",
+ " # Define colors for each interaction type\n",
+ " colors = {\n",
+ " 'directive': palette[0], # Orange for Automation\n",
+ " 'feedback_loop': adjust_color_brightness(palette[0], 1.3), # Light orange for Automation\n",
+ " 'validation': palette[1], # Blue for Augmentation\n",
+ " 'task_iteration': adjust_color_brightness(palette[1], 1.3), # Light blue for Augmentation\n",
+ " 'learning': adjust_color_brightness(palette[1], 1.6), # Lighter blue for Augmentation\n",
+ " }\n",
+ "\n",
+ " # Create the visualization\n",
+ " fig = plt.figure(figsize=figsize)\n",
+ " gs = gridspec.GridSpec(5, 1, height_ratios=[1, 1, 1, 1, 1])\n",
+ "\n",
+ " # Add overall title with less space above\n",
+ " plt.suptitle('Top Occupations by Interaction Type with Example Tasks', \n",
+ " fontsize=22, y=0.98, fontweight='bold')\n",
+ "\n",
+ " # Create a plot for each interaction type\n",
+ " for i, interaction in enumerate(interaction_types):\n",
+ " ax = plt.subplot(gs[i])\n",
+ " \n",
+ " # Get data for this interaction type\n",
+ " occupation_tasks = get_top_contributing_tasks_by_interaction(interaction, num_tasks=1)\n",
+ " \n",
+ " # If no data, continue to next interaction type\n",
+ " if not occupation_tasks:\n",
+ " ax.text(0.5, 0.5, f\"No data available for {interaction_labels[interaction]}\", \n",
+ " ha='center', va='center', fontsize=14)\n",
+ " ax.axis('off')\n",
+ " continue\n",
+ " \n",
+ " # Sort occupations by percentage\n",
+ " sorted_occupations = sorted(occupation_tasks.items(), key=lambda x: x[1]['percentage'], reverse=True)\n",
+ " \n",
+ " # Extract occupation names and percentages\n",
+ " occupation_names = []\n",
+ " occupation_pcts = []\n",
+ " example_tasks = []\n",
+ " \n",
+ " for occ, data in sorted_occupations:\n",
+ " occupation_names.append(occ)\n",
+ " occupation_pcts.append(data['percentage'])\n",
+ " \n",
+ " # Get the top task if available\n",
+ " if data['top_tasks']:\n",
+ " example_tasks.append(data['top_tasks'][0]['task_text'])\n",
+ " else:\n",
+ " example_tasks.append(\"No specific task identified\")\n",
+ " \n",
+ " # Set up the bar positions\n",
+ " y_pos = np.arange(len(occupation_names))\n",
+ " \n",
+ " # Create a horizontal bar chart for occupations\n",
+ " bars = ax.barh(y_pos, occupation_pcts, height=0.7, color=colors[interaction])\n",
+ " \n",
+ " # Add occupation names\n",
+ " for j, (occ, pct) in enumerate(zip(occupation_names, occupation_pcts)):\n",
+ " # Wrap occupation names to fit\n",
+ " wrapped_occ = '\\n'.join(wrap(occ, width=35))\n",
+ " \n",
+ " # Add occupation name to the left of the bar\n",
+ " ax.text(-1, j, wrapped_occ, ha='right', va='center', fontsize=13, fontweight='bold')\n",
+ " \n",
+ " # Add percentage at the end of the bar\n",
+ " ax.text(pct + 1, j, f\"{pct:.1f}%\", ha='left', va='center', fontsize=12)\n",
+ " \n",
+ " # Add example task as annotation if available\n",
+ " task_text = example_tasks[j]\n",
+ " if task_text != \"No specific task identified\":\n",
+ " wrapped_task = '\\n'.join(wrap(task_text, width=80))\n",
+ " \n",
+ " # Add example task as a text box to the right of percentage\n",
+ " text_box = ax.text(pct + 10, j, wrapped_task, ha='left', va='center', \n",
+ " fontsize=11, style='italic', bbox=dict(facecolor='white', \n",
+ " alpha=0.8, \n",
+ " boxstyle='round,pad=0.5',\n",
+ " edgecolor=colors[interaction]))\n",
+ " \n",
+ " # Customize the plot\n",
+ " max_pct = max(occupation_pcts) if occupation_pcts else 0\n",
+ " ax.set_xlim(-45, max_pct + 95) # Leave space for labels and task boxes\n",
+ " ax.set_yticks([]) # Remove y-ticks since we have text labels\n",
+ " \n",
+ " # Remove x-axis labels and ticks\n",
+ " ax.set_xticks([])\n",
+ " \n",
+ " # Add grid lines\n",
+ " ax.grid(axis='x', linestyle='--', alpha=0.3)\n",
+ " ax.set_axisbelow(True) # Place gridlines behind bars\n",
+ " \n",
+ " # Add title for this interaction type\n",
+ " title_color = colors[interaction]\n",
+ " category = \"Automation\" if interaction in automation_types else \"Augmentation\"\n",
+ " ax.set_title(f\"{interaction_labels[interaction]} ({category})\", \n",
+ " fontsize=18, fontweight='bold', color=title_color)\n",
+ " \n",
+ " # Remove spines\n",
+ " for spine in ['top', 'right', 'left', 'bottom']:\n",
+ " ax.spines[spine].set_visible(False)\n",
+ "\n",
+ " # Adjust layout with less space at the top\n",
+ " plt.tight_layout()\n",
+ " plt.subplots_adjust(top=0.92, bottom=0.05, hspace=0.4)\n",
+ "\n",
+ "# Call the function if data is available\n",
+ "if 'automation_vs_augmentation_with_occupations' in globals():\n",
+ " plot_top_contributing_tasks_by_interaction(automation_vs_augmentation_with_occupations)"
+ ]
+ }
+ ],
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