{ "cells": [ { "cell_type": "markdown", "id": "eddf1ad2", "metadata": {}, "source": [ "# Processing and analyzing data from a stationary detector\n", "\n", "This tutorial demonstrates how to process and analyze neutron counts of epithermal neutrons recorded with a stationary cosmic-ray neutron probe consisting of three lithium-foil detectors manufactured by Radiation Detection Technologies, Inc (RDT). The tutorial covers all the steps from reading the file with raw data obtained from the probe in the field, outlier removal, atmospheric corrections, and conversion of corrected neutron counts into volumetric soil water content. \n", "\n", "The tutorial assumes that you are working within the `Anaconda` environment, which has all the necessary modules. Also, make sure that the `CRNPy` library is installed in your machine.\n", "\n", "The raw dataset to follow this example can be obtained at the [.csv file](https://raw.githubusercontent.com/soilwater/crnpy/main/docs/examples/stationary/rdt.csv).\n", "\n", "This device was installed in the vicinity of the KONA site of the National Ecological Observatory Network within the Konza Prairie Biological station (`39.110596, -96.613050, 320 meters a.s.l.`)\n" ] }, { "cell_type": "code", "execution_count": 1, "id": "8ce956d4", "metadata": {}, "outputs": [], "source": [ "# Import required libraries\n", "import crnpy\n", "\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 2, "id": "a18714dd", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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timestampbarometric_pressure_Avgrelative_humidity_Avgair_temperature_AvgDPBattVoltcounts_1_Totcounts_2_Totcounts_3_Tot
02020-04-10 09:47:00983.829.09.6-7.414.4848716.0742
12020-04-10 10:47:00982.325.010.9-7.914.34367200.0796
22020-04-10 11:17:00980.825.011.5-7.413.7389396.0354
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" ], "text/plain": [ " timestamp barometric_pressure_Avg relative_humidity_Avg \\\n", "0 2020-04-10 09:47:00 983.8 29.0 \n", "1 2020-04-10 10:47:00 982.3 25.0 \n", "2 2020-04-10 11:17:00 980.8 25.0 \n", "\n", " air_temperature_Avg DP BattVolt counts_1_Tot counts_2_Tot \\\n", "0 9.6 -7.4 14.4 848 716.0 \n", "1 10.9 -7.9 14.3 436 7200.0 \n", "2 11.5 -7.4 13.7 389 396.0 \n", "\n", " counts_3_Tot \n", "0 742 \n", "1 796 \n", "2 354 " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Load observations from a stationary detector\n", "filepath = \"https://raw.githubusercontent.com/soilwater/crnpy/main/docs/examples/stationary/rdt.csv\"\n", "\n", "# Read the DataFrame\n", "df = pd.read_csv(filepath, names=['timestamp','barometric_pressure_Avg','relative_humidity_Avg', 'air_temperature_Avg','DP','BattVolt','counts_1_Tot','counts_2_Tot','counts_3_Tot'])\n", "\n", "# Parse timestamps\n", "df['timestamp'] = pd.to_datetime(df['timestamp'])\n", "\n", "# Display a few rows of the dataset\n", "df.head(3)\n" ] }, { "cell_type": "code", "execution_count": 3, "id": "cc9e9b6b-93fa-4eb5-b7dc-5b4522764dca", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Removed a total of 48 rows.\n", "Added a total of 60 missing timestamps.\n" ] } ], "source": [ "# Remove rows with incomplete intervals\n", "df = crnpy.remove_incomplete_intervals(df, timestamp_col='timestamp', integration_time=3600, remove_first=True)\n", "\n", "# Fill missing timestamps to create a conplete record\n", "df = crnpy.fill_missing_timestamps(df, timestamp_col='timestamp', freq='H', round_timestamp=True)\n" ] }, { "cell_type": "markdown", "id": "06ba6259-4ef4-432b-a4d3-1314a864e768", "metadata": {}, "source": [ "Utilize the [`total_raw_counts()`](../../../reference/#crnpy.crnpy.total_raw_counts) function to calculate the total counts across all detectors. After calculating the total counts, identify outliers using the [`is_outlier()`](../../../reference/#crnpy.crnpy.is_outlier) function." ] }, { "cell_type": "code", "execution_count": 4, "id": "4f88a547", "metadata": {}, "outputs": [], "source": [ "# Flag and fill outliers\n", "cols_counts = ['counts_1_Tot','counts_2_Tot','counts_3_Tot']\n", "for col in cols_counts:\n", " \n", " # Find outliers\n", " idx_outliers = crnpy.is_outlier(df[col], method='scaled_mad', min_val=500, max_val=2000)\n", " df.loc[idx_outliers,col] = np.nan\n", " \n", " # Fill missing values with linear interpolation and round to nearest integer\n", " df[col] = df[col].interpolate(method='linear', limit=3, limit_direction='both').round()\n" ] }, { "cell_type": "code", "execution_count": 5, "id": "adfb3732-d8e6-4cb5-a877-244d986b3468", "metadata": {}, "outputs": [], "source": [ "# Compute total cunts\n", "df['total_raw_counts'] = crnpy.total_raw_counts(df[cols_counts])\n" ] }, { "cell_type": "code", "execution_count": 6, "id": "c2c94ddb-5e3e-43a8-b9f7-2fe4c59789a9", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot total counts\n", "# Create a new figure and plot the data\n", "fig, ax = plt.subplots(figsize=(10, 3)) # Set the figure size\n", "ax.plot(df['timestamp'], df['total_raw_counts'], label='Raw Counts', color='black', linewidth=.8)\n", "# Set the labels for the x-axis and y-axis\n", "ax.set_xlabel(\"Date\")\n", "ax.set_ylabel(\"Total Raw Counts\")\n", "\n", "# Set the title of the plot\n", "ax.set_title('Total Raw Counts Over Time')\n", "\n", "# Adjust size of axes labels\n", "ax.tick_params(axis='both', which='major')\n", "\n", "# Show the plot\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "118e790d-dbd8-4c0a-b607-776ffd3260a3", "metadata": {}, "source": [ "### Neutron count correction\n", "\n", "#### Incomming neutron flux\n", "\n", "Find similar neutron monitors based on altitude and cutoff rigidity, which is estimated based on the geographic location using latitude and longitude values. See [`get_incoming_neutron_flux()`](../../../reference/#crnpy.crnpy.get_incoming_neutron_flux), [`find_neutron_monitor()`](../../../reference/#crnpy.crnpy.find_neutron_monitor) and [`correction_incoming_flux()`](../../../reference/#crnpy.crnpy.correction_incoming_flux). \n", "\n", "In this particular example we selected the `\"IRKT\"` monitor since it has a similar cuoff rigidity and altitude as our site. The reference neutron monitor will likely be different for your location. Note that the function only reports neutron monitors based on cutoff rigidity and leaves to the user the selection of a reference neutron monitor based on the altitude of the location." ] }, { "cell_type": "code", "execution_count": 7, "id": "ebf24428-b436-4f29-88f5-16eb4a290753", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Select a station with an altitude similar to that of your location. For more information go to: 'https://www.nmdb.eu/nest/help.php#helpstations\n", "\n", "Your cutoff rigidity is 2.87 GV\n", " STID NAME R Altitude_m Period available\n", "13 DRBS Dourbes 3.18 225 True\n", "40 NEWK Newark 2.40 50 True\n", "28 KIEL2 KielRT 2.36 54 True\n", "21 IRKT Irkustk 3.64 435 True\n" ] }, { "data": { "text/html": [ "
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" ], "text/plain": [ " STID NAME R Altitude_m Period available\n", "13 DRBS Dourbes 3.18 225 True\n", "40 NEWK Newark 2.40 50 True\n", "28 KIEL2 KielRT 2.36 54 True\n", "21 IRKT Irkustk 3.64 435 True" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Define study start and end dates\n", "start_date = df.iloc[0]['timestamp']\n", "end_date = df.iloc[-1]['timestamp']\n", "\n", "# Define geographic coordiantes\n", "lat = 39.110596\n", "lon = -96.613050\n", "\n", "# Find stations with cutoff rigidity similar to estimated by lat,lon\n", "crnpy.find_neutron_monitor(crnpy.cutoff_rigidity(lat, lon), start_date=start_date, end_date=end_date, verbose=False)\n" ] }, { "cell_type": "code", "execution_count": 8, "id": "cdfe2331", "metadata": {}, "outputs": [], "source": [ "# Download incoming neutron flux data from the Neutron Monitor Database (NMDB).\n", "# Use utc_offset for Central Standard Time.\n", "nmdb = crnpy.get_incoming_neutron_flux(start_date, end_date, station=\"IRKT\", utc_offset=-6)\n" ] }, { "cell_type": "code", "execution_count": 9, "id": "64f2ce8d-6f2f-45ae-894c-9691e9285f72", "metadata": {}, "outputs": [], "source": [ "# Interpolate incoming neutron flux to match the timestamps in our station data\n", "df['incoming_flux'] = crnpy.interpolate_incoming_flux(nmdb['timestamp'], nmdb['counts'], df['timestamp'])\n" ] }, { "cell_type": "code", "execution_count": 10, "id": "426a5a23-6672-4df4-869b-55fe5155d324", "metadata": {}, "outputs": [], "source": [ "# Compute correction factor for incoming neutron flux\n", "df['fi'] = crnpy.correction_incoming_flux(incoming_neutrons=df['incoming_flux'],\n", " incoming_Ref=df['incoming_flux'].iloc[0])\n" ] }, { "cell_type": "markdown", "id": "d0b8d4af-ee60-4418-83c5-207d2fa7946c", "metadata": {}, "source": [ "#### Atmospheric correction\n", "\n", "This section is about correcting the atmospheric variables. First, fill the missing values in the atmospheric data, then correct the count for atmospheric variables using [`correction_humidity()`](../../../reference/#crnpy.crnpy.correction_humidity) and [`correction_pressure()`](../../../reference/#crnpy.crnpy.correction_pressure). " ] }, { "cell_type": "code", "execution_count": 11, "id": "26db5ece", "metadata": {}, "outputs": [], "source": [ "# Fill NaN values in atmospheric data and neutron counts\n", "df[['barometric_pressure_Avg','relative_humidity_Avg', 'air_temperature_Avg']] = df[['barometric_pressure_Avg','relative_humidity_Avg', 'air_temperature_Avg']].interpolate(method='pchip', limit=24, limit_direction='both')\n", "\n", "# Compute the pressure correction factor \n", "df['fp'] = crnpy.correction_pressure(pressure=df['barometric_pressure_Avg'], Pref=df['barometric_pressure_Avg'].mean(), L=130)\n", "\n", "# Calculate the absolute humidity (g cm^-3) and the vapor pressure correction factor\n", "df['abs_humidity'] = crnpy.abs_humidity(df['relative_humidity_Avg'], df['air_temperature_Avg'])\n", "df['fw'] = crnpy.correction_humidity(abs_humidity=df['abs_humidity'], Aref=0)\n" ] }, { "cell_type": "code", "execution_count": 12, "id": "486e685c-0bd5-4fbb-ac4a-aef8bd25fba3", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Correction Factors for Pressure, Humidity, and Incoming Flux')" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot all the correction factors\n", "fig, ax = plt.subplots(figsize=(10, 3)) # Set the figure size\n", "ax.plot(df['timestamp'], df['fp'], label='Pressure',color='tomato', linewidth=1)\n", "ax.plot(df['timestamp'], df['fw'], label='Humidity', color='navy', linewidth=1)\n", "ax.plot(df['timestamp'], df['fi'], label='Incoming Flux', color='olive', linewidth=1)\n", "ax.set_xlabel(\"Date\")\n", "ax.set_ylabel('Correction Factor')\n", "ax.legend()\n", "ax.set_title('Correction Factors for Pressure, Humidity, and Incoming Flux')\n" ] }, { "cell_type": "code", "execution_count": 13, "id": "b0f0854a-a5b4-445f-ad5b-611554b609fd", "metadata": {}, "outputs": [], "source": [ "# Apply correction factors\n", "df['total_corrected_neutrons'] = df['total_raw_counts'] * df['fw'] / (df['fp'] * df['fi'])\n" ] }, { "cell_type": "code", "execution_count": 14, "id": "b97c2a68-971e-4a62-a4c8-9c0793e88935", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, 'Raw and Corrected Counts')" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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gQXzxxRfo0aMHdVFVqVQYPHgwfvrpJ1SuXBn169fHsWPHXMo+6Yy6deti37592LZtG0JCQuDt7Y3q1aujefPm6NWrF+rVq4eSJUsiJiYGq1evRsuWLV3KYMnhcDj5TiEn6OBwOJxnFpKN8Pjx43bzMjIyhPLlywtVq1YVLBaLIAiC8OWXXwoVK1YU9Hq9ULNmTWHp0qU0g5uc999/XwAgfP7555LpVatWFQAI0dHRLrXxp59+EqpXry7o9XqhUqVKwqxZs4Tly5fbZQ6sUKGC0LNnT7v127dvL7Rv314y7dChQ0KLFi0EvV4vBAcHCxMnThR+/PHHHLMRsuzfv18YMGCAEBISIuh0OsHHx0do2bKlMHfuXCElJYUul5GRIUyePFmoUKGCoNPphJCQEOGdd94RkpKSJNtz1H6SjXDDhg0O29GzZ0/B399f0Ol0QtmyZYWePXvaLX/+/HnhpZdeEgICAgQ3NzehfPnywrBhw4TMzEy6zDfffCOEhYUJGo3GLoOfq/vZunWrUK9ePbqPL7/80uE14ogtW7YIPXv2FEqXLi1otVqhZMmSQseOHYXFixcLRqORLpeYmCi8/fbbQkhIiKDVaoUKFSoIU6ZMkRyTIAhCcnKy8OabbwpBQUGCl5eX0Lt3b+HGjRsOsxHGx8dL1if3CXttnDp1SmjdurXg6ekpAKDX2Icffig0adJEKFmyJL1m33//fSEhIcHl4+dwOJz8RCUICn4YHA6Hw+FwOBwOh8N5LHjMFofD4XA4HA6Hw+EUAFxscTgcDofD4XA4HE4BwMUWh8PhcDgcDofD4RQAXGxxOBwOh8PhcDgcTgHAxRaHw+FwOBwOh8PhFABcbHE4HA6Hw+FwOBxOAcCLGruIzWbDvXv34O3tDZVKVdjN4XA4HA6Hw+FwOIWEIAhITU1FmTJloFY7tl9xseUi9+7dQ2hoaGE3g8PhcDgcDofD4RQRbt++jXLlyjmcz8WWi3h7ewPIOqE+Pj6F3BoOh8PhcDgcDodTWKSkpCA0NJRqBEdwseUixHXQx8eHiy0Oh8PhcDgcDoeTY3gRT5DB4XA4HA6Hw+FwOAUAF1scDofD4XA4HA6HUwBwscXhcDgcDofD4XA4BQCP2eJwOJynHEEQYLFYYLVaC7spHI4dGo0GWq2Wl1XhcDhPJVxscTgczlOMyWTC/fv3YTAYCrspHI5DPD09ERISAjc3t8JuCofD4eQrXGxxOBzOU4rNZsP169eh0WhQpkwZuLm5cesBp0ghCAJMJhPi4+Nx/fp1VK1a1WlxUA6HwylucLHF4XA4Tykmkwk2mw2hoaHw9PQs7OZwOIp4eHhAp9Ph5s2bMJlMcHd3L+wmcTicJ8ip2Fg0CA4u7GYUGHz4iMPhcJ5yuKWAU9Th1yiH82xyISEBDZcsgdFiKeymFBj86cbhcDgcDofD4XCeOJmiyDLbbIXckoKDiy0Oh8PhcDgcDofzxFGLccSmpzhbLhdbHA6Hw+FwOBwO54nDxRaHw+FwOE+YYcOGQaVSQaVSQavVonz58njnnXeQlJT0xNty5coVvPHGGyhXrhz0ej3CwsIwaNAgnDhx4om248aNG1CpVDh16tQT3S+Hw+EUJIIgAOBii8PhcDicJ0r37t1x//593LhxA8uWLcO2bdswevToJ9qGEydOoHHjxrh06RKWLFmC8+fPY/PmzahRowYmTJjwRNvC4XA4TyMkVosnyOBwOBwO5wmi1+sRHByMcuXKoWvXrhg4cCB27NhB51utVowYMQJhYWHw8PBA9erV8e2339L5Z86cgVqtRkJCAgAgKSkJarUaL730El1m1qxZaNmypeL+BUHAsGHDULVqVRw4cAA9e/ZE5cqV0aBBA0yfPh1btmyR7KtTp07w8PBAQEAARo4cibS0NDq/Q4cOeO+99yTb79evH4YNG0a/V6xYEV988QWGDx8Ob29vlC9fHj/++COdHxYWBgBo2LAhVCoVOnToAADYt28fmjVrBi8vL/j5+aF169a4efOmi2eZw+FwCheLKLa4ZYvD4XA4Tw1GoxEpKSn0LyMjAwCQkZEhmW40GgEA6enpkukmkwkAkJaWJpluEUcm2WkpKSmwPuZL9Nq1a4iIiIBOp6PTbDYbypUrh/Xr1+P8+fOYNm0aPvroI6xfvx4AUKdOHQQEBGD//v0AgH///RcBAQH4999/6Tb27duH9u3bK+7z1KlTOHfuHCZMmKCYltzPzw8AYDAY0L17d5QsWRLHjx/Hhg0bsGvXLowdOzbXxzlv3jw0adIE//33H0aPHo133nkHFy5cAAAcO3YMALBr1y7cv38fmzZtgsViQb9+/dC+fXtER0cjMjISI0eO5IWrORxOscEsvh+42OJwOBzOU8OsWbPg6+tL/8aNGwcAGDdunGT6rFmzAAD9+/eXTF+1ahUAoHnz5pLpu3fvBgCUK1dOMp0Ihtzw559/okSJEvDw8EDlypVx/vx5TJ48mc7X6XQIDw9H06ZNERYWhtdeew3Dhg2jYkulUqFdu3bYt28fgCxhNXToUNhsNpw/fx4WiwWHDx+mFiI5ly9fBgDUqFHDaTvXrl2LjIwMrFq1CnXq1EGnTp2wcOFCrF69Gg8ePMjVMffo0QOjR49GlSpVMHnyZJQqVYq2v3Tp0gCAgIAABAcHw9/fHykpKUhOTkavXr1QuXJl1KxZE0OHDkX58uVztV8Oh8MpLMzPgGVLW9gN4HA4HM6TZcqUKRg/fjz9TixGCxYswPz58+l0vV4PANi0aZPEOuXu7g4AOHr0KGxMbRRPT08AwJ07dyT78/LyynUbO3bsiEWLFsFgMGDZsmW4dOkSFYWExYsXY9myZbh58yYyMjJgMpnQoEEDOr9Dhw7UFW///v2YMWMGrl+/jv379yM5ORkZGRlo3bq14v5J0HZOVqKYmBjUr19fcoytW7eGzWbDxYsXERQU5PIx16tXj35WqVQIDg5GXFycw+X9/f0xbNgwdOvWDc899xy6dOmCl19+GSEhIS7vk8PhcAoT4kZofIrFFrdscTgczjOGXq+Hj48P/fPw8AAAeHh4SKYTseXl5SWZ7ubmBgAoUaKEZLpWmzV+x07z8fGBRqPJdRu9vLxQpUoV1KtXD9999x2MRiPCw8Pp/PXr1+P999/H8OHDsWPHDpw6dQpvvPEGdXEEssTWuXPncOXKFZw9exZt27ZF+/btsX//fuzbtw+NGzeGt7e34v6rVasGIEtMOUMQBIeCjExXq9VUvBHMZrPd8qybJFnflkOhzxUrViAyMhKtWrXCunXrUK1aNRw5csTpOhwOh1NU4G6EHA6Hw+EUAaZPn46vvvoK9+7dAwAcOHAArVq1wujRo9GwYUNUqVIFV69elaxD4rZmzpyJ+vXrw8fHRyK2HMVrAUCDBg1Qq1YtzJs3T1HwPHr0CABQq1YtnDp1Cunp6XTeoUOHoFarqWArXbo07t+/T+dbrVacPXs2V8dPBK5S/FvDhg0xZcoUHD58GHXq1MEvv/ySq21zOBxOYfEsuBFyscXhcDicIk+HDh1Qu3ZtfPHFFwCAKlWq4MSJE9i+fTsuXbqETz75BMePH5esQ+K21qxZQ2Oz6tWrB5PJhN27dzuM1yLrrlixApcuXUK7du3w999/49q1a4iOjsbnn3+Ovn37AgBee+01uLu7Y+jQoTh79iz27t2LcePGYciQIdSFsFOnTvjrr7/w119/4cKFCxg9ejQVa64SGBgIDw8PRERE4MGDB0hOTsb169cxZcoUREZG4ubNm9ixYwcuXbqEmjVr5mrbHA6HU1jwbIQcDofD4RQRxo8fj6VLl+L27dt4++230b9/fwwcOBDNmzdHYmKiYh2ujh07wmq1UmGlUqnQtm1bAECbNm2c7q9Zs2Y4ceIEKleujLfeegs1a9ZEnz59cO7cOXzzzTcAsuLUtm/fjocPH6Jp06YYMGAAOnfujIULF9LtDB8+HEOHDsXrr7+O9u3bIywsDB07dszVsWu1Wnz33XdYsmQJypQpg759+8LT0xMXLlzAiy++iGrVqmHkyJEYO3YsRo0alattczgcTn6SaDBg9F9/ubTss+BGqBLkjuQcRVJSUuDr64vk5GT4+PgUdnM4HA4nRzIzM3H9+nWEhYXRpBYcTlGEX6scztND1P37aL9yJVKnTMlx2TXR0RiyeTNW9euHIfXrP4HW5R+uagNu2eJwOBwOh8PhcDj5gsVmQ6ZYd9GVZYGn27LFxRYn39h/40ZhN4HD4XA4HA6HU4hYbDb6lxPPghshF1ucfCHdZEKHn3/GxYSEwm4Kh8PhcDgcDqeQsJLaWS5Yt3KTjVAVHo4/Llx4vMYVAlxscfIFcpPwAEAOh8PhcDicZxdi0XLFlTC3RY1Px8bmvWGFhLawG8B5OiBiS6fm+p3D4XA4HA7nWWR5VBTmHj4MwDUBlVs3QrWDIvJFmULtGc+aNQtNmzaFt7c3AgMD0a9fP1y8eNFuuZiYGPTp0we+vr7w9vZGixYtcOvWLTrfaDRi3LhxKFWqFLy8vNCnTx/cuXNHso2kpCQMGTIEvr6+8PX1xZAhQ3Jd54TjGHJDabjY4nA4HA6Hw3km+XjvXlxMTATgmmUrt0WNudjKJfv378eYMWNw5MgR7Ny5ExaLBV27dkV6ejpd5urVq2jTpg1q1KiBffv24fTp0/jkk08kqWHfe+89bN68Gb/99hsOHjyItLQ09OrVC1bmh3v11Vdx6tQpREREICIiAqdOncKQIUOe6PE+zRC/XKsLwZAcDofD4XA4nKcPD22205xLYusZsGwVqhthRESE5PuKFSsQGBiIkydPol27dgCAqVOnokePHpgzZw5drlKlSvRzcnIyli9fjtWrV6NLly4AgDVr1iA0NBS7du1Ct27dEBMTg4iICBw5cgTNmzcHACxduhQtW7bExYsXUb169YI+1KceYtmy8rJtHA6Hw+FwOM8knjod/ZyrmC0XU8UXR7FVpHy+kpOTAQD+/v4AAJvNhr/++gvVqlVDt27dEBgYiObNm+OPP/6g65w8eRJmsxldu3al08qUKYM6dergsOgzGhkZCV9fXyq0AKBFixbw9fWly8gxGo1ISUmR/HEcQ24oGxdbHA6Hw+FwOM8kHozYckVAGV20bAli/7I4hqsUmRYLgoDx48ejTZs2qFOnDgAgLi4OaWlp+PLLL9G9e3fs2LEDL7zwAvr374/9+/cDAGJjY+Hm5oaSJUtKthcUFIRYMWNJbGwsAgMD7fYZGBhIl5Eza9YsGt/l6+uL0NDQ/Dzcpw7uRsjhcDj5w8qVK+Hn51fYzeBwOBw75hw65FQY5daN8GFGBgDghxMncIjJx8CSYTYj3WwGwC1bj8XYsWMRHR2NX3/9lU6ziR33vn374v3330eDBg3w4YcfolevXli8eLHT7QmCABXzg6gUfhz5MixTpkxBcnIy/bt9+3ZeDuuZgbsRcjic/CQ2Nhbjxo1DpUqVoNfrERoait69e2P37t2F3TRFCkMg7d27Fz169EBAQAA8PT1Rq1YtTJgwAXfv3n2i7eDikMN5NhAEAZN37cIRWRI6Fo9cuhHGGwwo5ekJAPj59GnFZWr/8ANq//ADAC628sy4ceOwdetW7N27F+XKlaPTS5UqBa1Wi1q1akmWr1mzJs1GGBwcDJPJhKSkJMkycXFxCAoKoss8ePDAbr/x8fF0GTl6vR4+Pj6SP45juGWLw+HkFzdu3EDjxo2xZ88ezJkzB2fOnEFERAQ6duyIMWPG5Hm7ZnFk1NXpRZklS5agS5cuCA4Oxu+//47z589j8eLFSE5Oxrx58wq7eRwO5ymEDKgLTgbWcxuzlWAwoIy3N4Ds+C051x89wi0x1IiLrVwiCALGjh2LTZs2Yc+ePQgLC5PMd3NzQ9OmTe3SwV+6dAkVKlQAADRu3Bg6nQ47d+6k8+/fv4+zZ8+iVatWAICWLVsiOTkZx44do8scPXoUycnJdBnO40EsWzxmi8PhPC6jR4+GSqXCsWPHMGDAAFSrVg21a9fG+PHjceTIEbrcrVu30LdvX5QoUQI+Pj54+eWXJQNrn376KRo0aICffvqJWsiIR8PixYvRt29feHl5YebMmQCAbdu2oXHjxnB3d0elSpUQHh4OC9NZePToEUaOHImgoCC4u7ujTp06+PPPP7Fv3z688cYbSE5OhkqlgkqlwqeffgoAMJlMmDRpEsqWLQsvLy80b94c+/btkxzvypUrUb58eXh6euKFF15Aopg22RF37tzBu+++i3fffRc//fQTOnTogIoVK6Jdu3ZYtmwZpk2bRpf9/fffUbt2bej1elSsWNFOiKlUKkkcNAD4+flh5cqVALKEr0qlwqZNm9CxY0d4enqifv36iIyMBACnx/7DDz+gatWqcHd3R1BQEAYMGOD0uDgcTtGGiCFnPT1X3Qhf3rABsw4cQILBgLKi2HLFO6o4iq1CzUY4ZswY/PLLL9iyZQu8vb1p/JSvry88PDwAABMnTsTAgQPRrl07dOzYEREREdi2bRt9Wfn6+mLEiBGYMGECAgIC4O/vjw8++AB169al2Qlr1qyJ7t2746233sKSJUsAACNHjkSvXr14JsJ84FRsLO6lpgLgboQcTlFHEASkmkxPfL/ebm4O3bZZHj58iIiICHz++efw8vKym0/c1QRBQL9+/eDl5YX9+/fDYrFg9OjRGDhwoETMXLlyBevXr8fvv/8OjUZDp0+fPh2zZs3C119/DY1Gg+3bt2Pw4MH47rvv0LZtW1y9ehUjR46ky9psNjz//PNITU3FmjVrULlyZZw/fx4ajQatWrXCN998g2nTptHBwRIlSgAA3njjDdy4cQO//fYbypQpg82bN6N79+44c+YMqlatiqNHj2L48OH44osv0L9/f0RERGD69OlOz9GGDRuoiFOCnKOTJ0/i5ZdfxqeffoqBAwfi8OHDGD16NAICAjBs2LAcfwuWqVOn4quvvkLVqlUxdepUDBo0CFeuXHF47CdOnMC7776L1atXo1WrVnj48CEOHDiQq31yOJyiBRVbTvp6rNhyVtR4w/nz2HD+PAI8PNBazIvgincUF1u5ZNGiRQCADh06SKavWLGCvgheeOEFLF68GLNmzcK7776L6tWr4/fff0ebNm3o8l9//TW0Wi1efvllZGRkoHPnzli5cqXkxbp27Vq8++67NGthnz59sHDhwoI9wGeEhqKABbgbIYdT1Ek1meD75ZdPfL/JH34IH70+x+WuXLkCQRBQo0YNp8vt2rUL0dHRuH79Ok1gtHr1atSuXRvHjx9H06ZNAWRZllavXo3SpUtL1n/11VcxfPhw+n3IkCH48MMPMXToUABZJUZmzJiBSZMmYfr06di1axeOHTuGmJgYVKtWjS5D8PX1hUqlQnBwMJ129epV/Prrr7hz5w7KlCkDAPjggw8QERGBFStW4IsvvsC3336Lbt264cMPPwQAVKtWDYcPH7YrjcJy+fJl+Pj4ICQkxOk5mj9/Pjp37oxPPvmEbvv8+fOYO3dursXWBx98gJ49ewIAwsPDUbt2bVy5cgU1atRQPPZbt27By8sLvXr1gre3NypUqICGDRvmap8cTnGkbt26WLlyJRo3blzYTcl3XLFsuTF9b1fcCBMzMlCjVCkAT++AfaGKLWfKmGX48OGSl6Icd3d3LFiwAAsWLHC4jL+/P9asWZPrNj4tpKamon///lizZo3DOLX8wJUbJfL2bdQqXRq+TGFqDofzZPB2c0Oy2LF/0vt1BfJeyMkKFhMTg9DQUEmm2Fq1asHPzw8xMTFUbFWoUMFOaAFAkyZNJN9PnjyJ48eP4/PPP6fTrFYrMjMzYTAYcOrUKZQrV44KLVeIioqCIAh26xiNRgQEBNDjeOGFFyTzW7Zs6VRsOUvuxBITE4O+fftKprVu3RrffPMNrFarZEAyJ+rVq0c/E5EXFxfnUBQ/99xzqFChAipVqoTu3buje/fueOGFF+ApBsJzOE8rV69eRYaYYe9pg4gtZyEjrOXpelISZuzfj4/atnWYsr2qvz+8xDgvRzFbLMVxUL9QxRbnybF27Vrs2rWLvqS/++47jBs3Lt/348pN0OqnnzC8QQMsl3UCOBxOwaNSqVyyMBUWVatWhUqlQkxMDPr16+dwOUeCQz5dyRVRabrNZkN4eDj69+9vt6y7uzt1bc8NNpsNGo0GJ0+etBM2xM3Q1UFHlmrVqiE5ORn37993at1SOkfy/alUKrtpSglDdEzQO9mmzcnz3tvbG1FRUdi3bx927NiBadOm4dNPP8Xx48d55kLOU01GRkaxTLrjClYX3AhZITZHrGU7umlTBMgGWrzd3JBqMqGCnx8VWa70IV0RZEWNIpGNkFPwHDx4ENOmTaNuHjt27CiQ/biaIKMwYkY4HE7Rx9/fH926dcP333+P9PR0u/mPHj0CkGXFunXrlqQsx/nz55GcnIyaNWvmer+NGjXCxYsXUaVKFbs/tVqNevXq4c6dO7h06ZLi+m5ubrDK4hMaNmwIq9WKuLg4u22SZ3GtWrUkST8A2H2XM2DAALi5uWHOnDmK89lzdPDgQcm8w4cPo1q1alT8lS5dGvfv36fzL1++DIPB4HT/cpSOHQC0Wi26dOmCOXPmIDo6Gjdu3MCePXtytW0OpziycePGwm5CgeCS5UmhH2iWrfff/fu0H6hTq+k6zmK8nG2/qMMtW88I169fx6+//opOnTohLCwMffr0cbr81osXse7cOaxVGOV1hqs3Ac9ayOFwHPHDDz+gVatWaNasGT777DPUq1cPFosFO3fuxKJFixATE4MuXbqgXr16eO211/DNN9/QBBnt27e3cxF0hWnTpqFXr14IDQ3FSy+9BLVajejoaJw5cwYzZ85E+/bt0a5dO7z44ouYP38+qlSpggsXLkClUqF79+6oWLEi0tLSsHv3btSvXx+enp6oVq0aXnvtNbz++uuYN28eGjZsiISEBOzZswd169ZFjx498O6776JVq1aYM2cO+vXrhx07djh1IQSA0NBQfP311xg7dixSUlLw+uuvo2LFirhz5w5WrVqFEiVKYN68eZgwYQKaNm2KGTNmYODAgYiMjMTChQvxg1ivBgA6deqEhQsXokWLFrDZbJg8ebLEiuUKSse+Z88eXLt2De3atUPJkiXx999/w2az8aRUnGeC3N5DRZ3Dt2/DYrOhgq8vAODHqCg8V7my4rJK1imzTEQ1+vFH+lmrVtP5bLHkkHnzcGrUKASJXgAEbtniFFkOHTqERo0aISEhAdeuXcNbb73ldPmFx47hlzNncr0fV31pudTicDiOCAsLQ1RUFDp27IgJEyagTp06eO6557B7926aWImkLC9ZsiTatWuHLl26oFKlSli3bl2e9tmtWzf8+eef2LlzJ5o2bYoWLVpg/vz5tMwIkJVGvWnTphg0aBBq1aqFSZMmUYtOq1at8Pbbb2PgwIEoXbo0tTqtWLECr7/+OiZMmIDq1aujT58+OHr0KI01a9GiBZYtW4YFCxagQYMG2LFjBz7++OMc2zt69Gjs2LEDd+/exQsvvIAaNWrgzTffhI+PDz744AMAWda69evX47fffkOdOnUwbdo0fPbZZ5LkGPPmzUNoaCjatWuHV199FR988EGu46qUjt3Pzw+bNm1Cp06dULNmTSxevBi//vorateunattczjFjQkTJjh1sS2OtP7pJ7RfuZIKnY3nzztcVunITU4sVjqNhm6XiC5BEBCbloYzcXF2y/OYLc4T4cS9exAEAU3LlnV5nX379kGlUiEpKQl+fn4YN24cZsyY4XB5uW+tq3DLFofDyQ9CQkKwcOFCp1ljy5cvjy1btjic/+mnn9KaTyyO4g26deuGbt26Odyev78/fvrpJ4fzFy1aRMUgQafTITw8HOHh4Q7XU0oCNWHCBIfLE7p06UJLnDjixRdfxIsvvuhwfpkyZbB9+3bJNOKGCGRZreTny8/Pz26a0rHL64lxOE87jx49wrx583Kd7bO4wPbxrDabYtILRcuWbJpapaL9QJ1ajQ4VKwLItlqR/0ppgLhli/NE+PXMGayJjnZp2bS0NNSqVQsdO3aE2WzG7du3kZycjL179zpdLyAPweCA6yLK6EI6UA6Hw+FwOJziQqpYc3T58uWF3JL8hdTOYoWOI2uVYsyWbFk2Y6FWrUbL0FCsHzCAbp/EbinV1CqOMVtcbBVDNEwwYU6kpaUhJiYGAPD9999j/vz5ALJqzzjLJkPEVsSVK7lqm6vm3X+uXMHBW7dytW0Oh8PhcDicogpJ+f7XX38VckvyF5LB1iWxpdAPlC+rYUSUTkzWw7oTmpyJLW7Z4jwJNCqVyxcbm82rVatW+Oeff9CxY0dcvXoVer3eoV+xn1gD6/m1a5GWi8yBuRlxOKfgi8vhcDgcDodTHMnIyIBarUafPn3w8OHDwm5OrnDmmZQbsSXfjkalUnQjlKNVq+3Elrx0xcu1a3M3Qs6TITeWLSK2YmNjMWbMGERGRuKnn37CyJEjYTab8fXXXyuux17gd1NSXNqXTq3O1YhD+lNah4LD4XA4HM6zR2hoKH7//Xf4+vrizp07hd0cl4m4cgWazz5zON9XHIBn+3iO0rTL+6ch3t5O3QgJSmJLTkl3d+5GyHkyaHMhasqXL4+///4bQUFBMJvNmDRpEv744w/0FQsKf/zxx4iPj7dbjx2ZuO2i2PLW63OV+CKd19ricJ4IeSmcy+E8Sfg1ynka8Pf3R79+/VCmTBncu3evsJvjMjEK/UAWYtliRZCrboTuWq2dZUspsYaS2CLf3URXQy+djlu2OE8GjUoFi5MX09SpU1GvXj0AWVmjnn/+eQCAuzgycfr0abRt2xY1atRA69atMWbMGLttSMRWcrJL7fLR63M14sAtWxxOwUJqveS2SC2H86Qh1+jTVp+I82yxa9cudO/eHa1bty7spuQKEjflCCK2EsWYNMBxojN5P1CnVtsJM1ctW8QiFlKiBP4dNizLs6sYii2e+r0YktPFFhcXhzNijay///4b8+fPx65du6jYMpvN8PDwwM6dO3Hjxg38/fffdttgxdajzEyX2uWj1+fOjZBbtjicAkWj0cDPzw9xYnykp6ennQ88h1OYCIIAg8GAuLg4+Pn5QZNDp4/DyS1roqPxat26ih38/CYpKQmPHj3KsTB5QXIrORk3Hz1CW6ZGYE7oREuTo3TuJBthPJMHwJWYrUtjx2LAhg15diM022zIMJthttmg02igUamw8PhxzOjUieYWKA5wsVUM0ahUTi1IXbp0wblz5wBk1XzIFMXSe++9h3379sHDwwNpaWnw8vJCmzZt0KZNG7ttsDeL3PzrCN9cWrYM3LLF4RQ4wcHBAEAFF4dTFPHz86PXKoeTX5itVgzZvBk1S5VC4zJlCnx/GRkZ8PDwwLFjx5CQkIAePXoU+D7lfHf0KOZFRiLlww/hLVqkcoJYtgxms+I6pE/45rZtdJrJakXzZcvg7+GBf157jU4ng+46tRpVAwLgptHkOUHG0qgo9P71V5T29ISWsZAVN1dCLraKITlZtiIiIhAZGQkgK0GGl5cXAKB06dL49ddfER8fj2XLlmHEiBGYPXs2Nm3ahMmTJ0u2wW5fPiLhCHetNlcxW6ZidrNwOMURlUqFkJAQBAYGwswHODhFEJ1Oxy1anAKBDADnpm+SV5KTk/HgwQN4eHggMjIS+/btKxSxRVz+0kwml8TWiv/+w3yxz+hIbCkNpButVhy7e1dx2bcbN8a7zZsDyBJd8n6kJgexRVwUyfYtNht0ajVSjEYAKFZWLYCLrWKJNodshOXKlcObb74JQCq25s+fj0OHDmHlypVo2LAhfHx8cO/ePSxZssRObOXFsqXORUp6gAdEczhPEo1Gwzu0HA7nmYL0SZ5Eb6NXr1548OABtmzZgrNnzz52goy/L19Gt8qVFd36nEH6b656Gp2Ji8M5MUGGo1h6V2pnscu2KFcONUuXBpBlNctrzBbxgCJuhCli+Ik2l+eksClereUAEBNkOBE1iYmJWLZsGQDgtddew1dffQUAUKvV2LZtGzZu3IjOnTvDx8cHer0eRnGkgIUVW45uKLt25SIlPaAs4m4+egRVePgTGYXicDgcDofz9EL6JE9icLdDhw5o164datSogZCQkMcSW2kmE3r+8gsO3LqV63WJMLLabNh59WqOIRspTB/Q0bJKfTK2b7gmOhrviXFqNkGQiCk3jQaRd+5g0s6ddFquxZbVKrFsFTe42CqG5ORGmJSUBACwWq3w9vZGBTFIkoxqp6Sk4KuvvoJGo3FJbDlzI2QfYPJiy6rwcMw+eJB+TzeZcOPRI/pdScTdS00FUPz8cTkcDofD4RQtnmTmun379mH58uV45513EBYWhi5duuR5W6djYwHkTSSSgWyrIKDrmjUYsnmz0+VZAeMocZmiGyGTjXDizp349uhRuixrjdOp1Yh+8AB7rl+n0xylfjfblFO/U8sWF1ucJwVJkJGcnIwLFy7YzX/nnXcAAGlpaXjvvfcwbdq0rPVEsaUX/XGnTp2K4OBg6nLI4qobYcMlS7LbpVbbjX6wozIlZs1C2Lff0u9KYotkSnM1TozD4XA4HA5HCcsTdCM8KA4uu7u7o2zZslixYkWet3X54UMArmeDZiHHTPpjp0Th5ggly9a8w4ehCg+n68pFa7OyZSV9OLbvZ7XZJDFZOo0G6WazxGqmlBfSWVFjmyAg0MuLiy3Ok4NYtub88Qc6zJxpN5/Ud0hLS0NKSgp8fHwAAKNGjUKzZs3g4eEBAIiNjUVISAgSEhLsRmBcdSM8/eABAOC/UaOyYrZykyBDSWy5sE8Oh8PhcDicnHiSCTJefPFFAICHhwdSUlIwbtw4WBzUosoJ0gdKyoPYIoPVNF4th2NPZaxZJGZrY0wMgOwBdXnfzl2rhdGR2FKwbBnMZmTkcC6cia1Snp7w1OkwtW1bjGzUyOl2iiJcbBVDSIKMhRcu4EHVqnbziSVLq9VKxFZmZibWrFmDoUOHAgD+/PNPJCUlYfny5Th9+rRkGzZBQL8aNfBGgwYuWZnUKhUEQcCWixcV5yvd7EoF8ahli7sRcjgcDofDeQxcFRyPw0PRCkXKa3h4eMBsNmPhwoWKYRquQPpdSpatG2Jsu6NjsjBuhEDOQpO1FhGRI9+2TRAk1io3WdIL1vKlFLOVbjJJLFtKbdKJ3lE2QbATW6FiP/aVOnWwpHdvp8dTFOFiqxhCEmSQugjymzkhIQEff/wxgoKCJGJr3bp16NmzJ9LFonRVq1aFTbxB6tevL9mGVRBQztsbYX5+LgkfjUqF7VevYt+NG5KbiIinTAVhxd5M3x87hr2MPy93I+RwOBwOh/M4FLRl6+zZswgICAAAeHt7AwD+97//0XANk4MYqJwggklJbMWmpQGAQ0uRWeZGmNORs2LLUby8lelzAlmWrQwH4skVN0Kl30PLFFaWH1sZ8dwWV7jYKoYQN0Jy4ScmJgIALV5ssVgwa9Ys/P3331i6dCk1bWs0Gly+fBkREREIDQ1FQEAAfSAcOnRIsg8yMuGm0eDn06dz9PlVq1TUBTDBYLCbr/RQYMXW2H/+wdA//qCjKdyyxeFwOBwO53FgEywUBAkJCQCyLEHTp08HkOVVRPpWebVskXYnZWTYzfPQZlVtchS/RNatv3gxbZsz2O2QgW75GlZBkKRb99LpJGnic3IjJJYtwYkAJNu32GyIE40CBHfxmHfs2EHPeXGCi61iCEmQoRIv2jJlyiAqKgoeHh64du0aLBYLrFYrevbsiRo1alDrFUmQoVarcfv2bZQoUQLuYmG4Fi1aSFwJidgigu4Cc3ETE7akTWo1FVT3xYyCLBkK6URNVituJSfTm1ujkImGw+FwOBwOJy8Q97aCynAcFhaGmjVrAgCWiPFNZ8+ehVarxaRJk2gfK7eQvhAraBINBqz47z/6PdlBPJc8QYYjqXXz0SM0XbpU0bIlF2hWm81ebDFWOzbuS27ZctNoYLbZJO6BPgqFk1mxJe9HEvH21ltvIUaMJytOcLFVDNGo1Thy5w7ui0IoKSkJjRs3BgDcu3cPH3/8MTw9PQEAL7zwAtTiRerm5pa1vkYDQRDQpEkTaMXRgn379mH06NF0HzZxZEInrvuQGV25oDCqoFap6I19XzRxA9kJLxxZtip88w2+OHAgq11M/TDuRsjhcDgcDudxIG6EBSW2QkNDqWfQ2bNnMXbsWDRv3hwqlQqzZ8+Gn59fnrZL2su63oXv34/hW7fSeY4sW3IrniPL1sXERJy4dw82QYCehKVYrVgeFWUn0GyCQPuDp99+G15ubg4LIMtjtnSMSCPHE+jlhWVi7FXNUqUAyMQW048EQMXbrVu3cOnSJcX9FmW42CqGyCtnX7lyhX5u0qQJqlatiqpi4ozXXnuNjqy89tpr6NixIzVvyxk/fjz9zLoRAlKxRUdLZDW2CHLzL6BcKI+McMSLbodatZqKLO5GyOFwOBwO53EoaMvW5cuX4e/vj/T0dJjNZjz33HN03uDBg3Hjxo08bZf0hdiBatK3MucgtuTH6siyRdwRAaCcGNt/5eFDvLltG07ICjJbBYF6OtULCrKzbBF+PnUKiRkZUjdCJtaL9AWtNhs8dTo8mjwZH7RqBSC7b1vx229xPy0NgV5edD1WvN2/f9/BERVduNgqhmhklbczMzPxySef4OLFizCbzRgwYACSkpIQFRWFF154gS734MEDzJ49G7169ZKsX6tWLQDAkSNH6DQitrQKli1BIeBUrVLRAMaN589j3uHDALITZDhyIwSyb3iNk7SfHA6Hw+FwOLnBUsBii2QitFgsMJlM1IMIyIovIjH1ucVis8FNo5EMVBOxRY4l2ZFlS9Z/yilrIQCUFoWN0mA5oOBG6MCyNWzLFsSlp0sTZChYtkhcl6+7OxVSZPspRiMeZmSglOihBUiLIHsy04sLXGwVQ+SVtw2Zmejbty+qV68OX19fmM1mTJw4ERqNBqmM3+v+/fvRrFkzmp6U8McffwAAzpw5AyDrxrTabFAzbn2JrNgS/7M3qkatxuVx49ClUiUcvXsXR+/eBeDYjfCX/v3pjeqh02VtQ6WiIzbcjbB4IQgCfjlzpkDT6xZH3v7zT/zvn38KuxkcDofzTELcCAuqT0EGlC0WC0aMGIEqVarQeW5ubnlP/W6zwdvNTTJQTS1b4rGkGI1IMBjQYtkyybquWrbY2ll+ogeUQ7GVQ4IMOWw/1c2BZUstMxyw39NMJngzwpXMa9KkCcLCwhzut6jCxVYxRG7Zik9KQpMmTQBkdXpTUlIwb9481K9fH8ePH89eT7zgT5w4IVnf398fAGAVb2C/2bOx+ORJqFUqamEilq2jd+5gWVRU1vIyy5anTocSbm5Iysiwu9nlboQV/fyoCVzJssXdCIsXlx8+xGubNuWp2v3TzJKTJ/HdsWOF3QwOh8N5JiloN0IitqxWK95//32J2NLr9Y+VjdBHr1dMlz593z4AQLrJhOPM4DZB3n9ylPaePSe1S5cGADxwILZsgoCQEiXody83N0U3QoJalvqdILFsyfqyKpnYKsGILbJsRkYGgoODHe63qMLFVjFEbtkqJ1P5Dx8+pH7COtFqBGSLLQ1z4QNAQEAA1q9fj5SUFADZfsBqxtJExNbgzZtp4WKJZUu8EXRiRkGyniM3QnfGV5jdBo3Z4patYkVB1TDhcDgcTvHkbkoK5srKyjxpCjpBRkhICMaMGYPAwEAMHjwYly9fpvPCw8Ml4is3mK1WKrZGbNmCMw8eUMvSgVu3AGQdG+ljse9gV4+VXe6rrl0xqE4dWsNLjtVmw6TWrRH99tsAsixb269edbht1gqm6EZos9n1ZVkMZrOd2BIEAefOnUNoaGgOR1b04GKrGCIfDYhkLFV6vR4//PADeotZXlix5evrCwA0OyFLtWrV0KVLF8m0hPh4O8sWWyWc/UxGMYi5WC6W5G6EHky70sTRER6zVfxRya5NjvRFw+EUFyw2G64lJRV2MziFhMVmU6yZmRuiHzzAj6InTGFR0Jat8uXLY9SoUTCZTPjnn3+QzliGBg8enGdhQCxb99PSsOLUKZyPj7dLjsb+RuzxuRqzRc4N8S7SaTRO3QjdtVrUDQoCAGQ6KKhMYIWSohuhgmULAAwffaS4DbVKBbO47sGDB53uuyjCewHFEPkNt4+58AYMGACdTocSornXw8ODzuvYsSN69epFq5yz1K9fH59//rlk2qIffrAXWw5GT8gIBTEXy83YcsvWv3v20M9JouuZlqmzxd0IOU8L7AuDwykuzDt8GJW/+66wm8EpJGbs34/Sc+c+1jasggBjDp3ygqagQxMuXbqEevXq4c6dO3YJMt544w3s2LEjT9s122zwdXdHitEIAVmD0kpia8jmzVnLMwJLLizlnifpJhMuJCTAYrOhWdmyMEydCgDQMnH6cuS1s/rVqCGZ30Dm2se+91g3QjLw7siypWe8nuRiyyQOzMfGxiq2sSjDxVYxRH6Blg8Lw59//glBELBmzRqMHz8e7u7uOHDgABo2bEiXu3v3Lt544w20aNHCbpt37tzB+++/L50oCKgTGAggS2wJgiC5EeUxW0D2KD658cmtKY/ZuswUpSNCjk3Iwd0Iixe0Kjx3J7TDi4stTjFEXueG82xxRwwreBysNluOFpCCpqDdCEnCMaVshFevXkV8fHyetkssW4RUBbHF9qtYMWlXZ0u27f9FRKDm99/DIhNQ8u2zyGtnBXh6okmZMvR7tYAAyfJejPeSw2yE4vbS09OxePFiCLJ9sGLrQkwMfvnll6x2KoShFHW42CqGyE2vJfz80LNnTwDAggUL8N9//+H5559HYmKiJBvh+fPn8eKLLyrWKEhJScHSpUsl00KCgtC/Zk0kTJwIi82GNJNJ4jroKGYLsDcxy90Ir164QD+nMz68vM5W8YZLLXvklq1EgwFXxHTBTzvnZJlPORxO8SA/LPJWQSh8sZUHN0KrzeZyHDJJLGaxWPDdd98hUBygBgB3d3dk5jFplNlmg4/4G1Tx90eq0Wg30M4mqHBm2ZIPgt4V+4XyDIPOxBZJ1c6iZyxW3rLrxZEb4farVxETHy+xbMXFxeGdd96BTdbuy+fO0c8HDxzAJ598gu7du0sEbXGBi61iiPyCPxMTg6FDhwIA1q1bB4PBgJUrV6Jfv34SYUUSY1xVCGp0d3e3y5pTsmTJrP8eHlCrVIg3GKSWLScxW0RcpZlMSDAY7OtsMQ8G8sAwWq1OY7Z+OXMGqvBwu+mcogNPlGEPO8IHAN3XrkXVBQsKqTVPDqPFgjqLFuFCQkJhN4XD4eSSfBFbxdSyVXruXAzcuNGlZYlAEAQBo0aNgo9YHBgAfHx8aOKx3GKx2VDOxwdjmjZFl7AwpCpk/kt3ZNmSx2wpbJv81yiILSXRJXcjBKQuf6wVDpAmQWPdCH87exa1fvgBV5OS6PaIUeDRo0eSbWxlfgNTZibi4uJw+/ZttG7d2q59RR0utooh8gu+Zt26tLAeicdKEDs4rmQjBLISa1gsFjpKAwDJ4oWvVqlQxd8fF2WdJmcxW0Rc7bx2DaXnzrVzI+zfty/9TOYZLRb6wJgfGWnXxuOy9KacosfTLrbSTSYk53Kk0lMmtq4/I0kHSCdLfu9zigfcJfjZhoitx0lWZRUEmHNhJSoI8lLUOCkzE9uvXHFp2YSEBHz77bcoVaoUGjRoILHOfPjhhzRZmZwzDx44PS9mqxUl3NywsEcP+Lm7I9VotI+9YsVWLixbZNnfY2IULVvyAUJA2bLFCiq5ZYtNlkU8nuR1tcj2SNI2uzT5rMAUj+HChQuoXbu2XfuKOlxsFUPkow77Dx6Eu1iQztvbG5/OmYOO/fsDkIotUk9LKRuhn58fpk6dKrkp796+TT/XCQzE2bg4yQiJRcGy5cyNsCyTmKNunTr0M3lgpJlM+O7oUQDAmbg4fHX4sCS4VqcgEjlFA3JdPO1iq82KFS4HjRPLr5vsujU+I/GIctdhDodTfCBiK7eDSwT/2bNxT7RYFGaSDPIcLog4cLPZjJdffhmlSpXC1atXcfXqVUn/qkmTJg5Tv9dbvBi/nT3rcNsWm4329bz1eqTKwjgAmRuhgxAPwP69TOZvvXhRUhuT9LGU4ozlMVuA1I2QFEVWgmxXbv0ihgOS0M1ObDG/WRMvL3GSFatXr3a4r6IKF1vFEDs3wvPnoRcv4t69e2NFZiZmizcQm42wbt26eO2116Dy9LS7Gb28vDBz5kxp4CFzg1bw9cXtlBTJKDWbIEPjwI2QkGAwIIQRWwcOHKCfDYzYupmcTKdP3LkT+2/epN95Cu2iCxHpT7vYOhUb63I8IRFVWrUagiDQl31hZ+d6UpABl4IKTOdwOAUH6SCn5LIo7+/nz0MVHo6kzExEP3gAIOc04QVJXhNkuPImM4hp11977TUcOXJE4kIIAPPnz8eYMWMcru/s3FpsNvobeLu5ZYktFyxbNkHIMWW/Urw9kINlKwc3Qk+dDr+9+KLi/ki/kC2KDGT3ZStWrIhSpUrR1O7ZO806ppMjR2Lxxx/jpZdeAgA8EK+r4gTvvRZD5Bd8w6ZNMVVM3TlkyBDcE10K//33XwQwGWJU4eEoVb8+mm/ahBn790u2YbPZ0KNHDyQmJmZPFATaidap1TBZrZKHpqJlS+ZGSLiXmoogcWQCAGKYbITXkpKgU6tRXqwDBgClPT2z2sU8XLhlq+jDXY+yMTFi68uDB+E2c2aW6HpGxAd5VhR2zAaHw8k9xIqSW7EVxcSJk7dBoYqtAqyzxdbUevjwoZ3YUqvVignJCM6qUpoZy1YJNzekGo0uWbYuJiTYuX7K38qsaGM/s/tjSTAYckyQUcHPz+GxkIFyto8HZPcbb968iUmTJqFatWqS+X7i+dSq1Vi7di02bNgAICsZSXGDi61iCHvBBwoCSvj5oWbNmgCATZs2wSym7I2KirIbKfj2t98AAFdkcSNqtRrbt2+XZC9UAbSugVatlpibAWmCDJXMjVBu2XqQno4dmzbR73fF+KtgcaTDLAvUJNYuidiSpZXPb86dO4e//vqrQLb9tPOsuBHmBmLB0qrVtLPxLBWJJQMudslxOMUCfic/25BOeG4Hh9hYHfI+KEzX6bzEbLkK27+qV68elixZIpnv6+uL+/fvQ6VS4fr163brq1SO5ZbFZqN9Hm+9Hmkmk0sxWyfv30fDkBDJcmS9NdHRMJjNkj6UTUFsyd0Iu65erWjZImIpwMMDXSpVotPTpkyRLEe2W1lMukbQyMSWPEHGI9FwoFWr8fXXX9Pp1mLois/FVjGEXLg9KlRAxZIl8d+ZM/jwww8BAFeuXAHEkaj33ntPkimHxd1BkgzWZ7ZZ06bUPVGjILaUTNVK1ic3sSq5+d49Oo20h7112c/kISIoWLY+3LXLbh/5Qf/+/dGrV68C2fbTju0ZcSPMDWR0UaNW04GEZ6l2EbdscTjFFzKYmttnOvseJ+sWBTfCvHoUhMybh1HbtinOq1ChAv0cGhqKdu3aSeb7+flRy5ZJIZugPAaKxWy1ZsdsOXAjTFOwbJ2Pj0ft0qUlyxnMZpyOjcWQzZux+vRph1mlyf48RPfA+V27AgBOP3igaNkig+J3x4/PcpcXp8vFGvn95bW4SJ+OiNaz8hg2xjuE4O/vj5dffhnFjUIVW7NmzULTpk3h7e2NwMBA9OvXDxcvXnS4/KhRo6BSqfDNN99IphuNRowbNw6lSpWCl5cX+vTpgzt37kiWSUpKwpAhQ+Dr6wtfX18MGTLETkUXF8iFp9frUS4kBHUbNIBRq80qCKdWU7EFZCfIoGZlMYhRLysKZzCb4ebhIakJcfXKFfpdq1Yj2WiUZFbrtmaNXdvkyQCALOvVo8xMID0dX7RvDwD43//+Z7ccKf43T7zBAWXL1vwjR+zWzQ/s/IWLGaGhoRg0aNAT3+/8yEjUX7wYABdbLEbGh568bO4zluOnHXLMPFEGh1P8IB17uetaTrDWGoERW98cOYL/nLjUFRR5dSMkbY9NS0OErFxOVFQUjh49ivj4eIwePRrr169HVFQULcFD6NixI1atWgVAOQu0MzdCScyWXk/dCP969VW6jFKdrZiEBNQsVcpue41//BFAlsBhz4WSZYu8u4iFzCYIigkyiNiT9yflJIt9UrmrIUmqQfpedgkyxHayYuvhw4eoWrWq0/0VRQpVbO3fvx9jxozBkSNHsHPnTlgsFnTt2lXiB0v4448/cPToUZRhKlYT3nvvPWzevBm//fYbDh48iLS0NPTq1Utianz11Vdx6tQpREREICIiAqdOncKQIUMK9PgKCiI6IiMjkRQfj8hjx/CNTodVp08jODgYgeSCVqtpZhya2EKMm5KnYy45ezYqTZ4sOb8J8fFUtBI3Qja9p1K3WimJBYm/gtmMS6KYDpCNcADZYoutSv4k3Q+URp6KE3fu3JHEwj0pdl67Rj9zqZWNSUlsPUOWLSKyuBshh1P8yA/L1l+XLwPIElvvb9+OcFms+JMgpwQZaSYTTeSRyNQSZY/aXSYmGjdujBYtWiAwMBB/7diBlQ8e4OTJk3aZnn19fVFKFD5KWaCduREaHVi22D6WUp2tBIMBgUx8vPwYdGq1xMqnNKBN+ods7JaSG2G67NneKSwM3RWyLzYrWxZlvb3hzyRsA4CSotgqW7Zs1jE7EVvjx4+nk2fOnGm3j6JOoYqtiIgIDBs2DLVr10b9+vWxYsUK3Lp1CydPnpQsd/fuXYwdOxZr166VpDIHgOTkZCxfvhzz5s1Dly5d0LBhQ6xZswZnzpzBLtHdLCYmBhEREVi2bBlatmyJli1bYunSpfjzzz+dWtKKKtRVT6WC0WAAxJtozZkzaNKkCRqI8VtgUnGSm6JSkyYAsupIsJisVlwwm1GaNT8LAr34NSoVHmVmKqYEVWwbA0n3WaViRaxcsQIAsFEsVsc+0Kxi5yxZ9NMFpB21gk4sUEKWKScnLDYb+v32W5Fxk3rxxRftRtaeBEpuI5zsmC22sOeDZ0hscctW0WH0X3/lmKFMDk9282xjzaNrOGv9IMk1yHOvYXBwPrXOdXKK2fpgxw7qmVFq7ly75GFAtlsdoVu3bvTzTYsFfycmYv/+/XYJMhITE1G7dm00aNCACgoWR1LLZLXiQkICqouD0iRmyyqLbVeybKWbTIr9NCLcdBqNw6zSZJl6gYGS74A0FT0hTTZAHejlhX9ee81u31X8/XFn/Hj4ylK/E0+punXron///jRshSK2TatW44MPPqCTU4uhh0iRitlKFtN+k3pQQFaWvCFDhmDixImKhcxOnjwJs9mMrozrWZkyZVCnTh0cPnwYQJYFyNfXF82bN6fLtGjRAr6+vnQZOUajESkpKZK/osLJ48ezPqhUcNdq4SfexLuuXYPF3x+1RbH15/btdB1yUyZqNNCq1UjKyIDBbMYmxhKSYbHg0KFDkn0RsaVVq5FqNCqmBN3FWAiVLFtEbF2JiQFES9llccRLgviQ7tOjh6RNhIJIjPHll1/immiZOXPmjMSNMiceZWZiy8WLuMWkqy9MqlevjrRC6Myzr2IutrJRsmzdKkLPkYKGx2wVHRadOIE/L10q7GZwihHEsiWPE8oJJWsNKelSUmbZeBLk5EYoH3gmz2hBEGhh40uJiVh47Bhdpl27dvjiiy8k6yUkJsJXlm3P398fajGTHmsoIO9JR5atc3Fx0Gs0qC5axbzd3GATBKSZTNCoVNg7dCi6V6kiGYAmn9PNZrtsgkD2e1qnVksyTCrFbPWoWhXC9OkScWUVBHjLxJBcbOWE3EJIjv/IkSNo1KgROnfuLJlPshPq1GoMHjw4q209evBshI+DIAgYP3482rRpgzpMwdvZs2dDq9Xi3XffVVwvNjYWbm5uKCnLchIUFITY2Fi6TKCo1FkCAwPpMnJmzZpF47t8fX0RGhqa10PLd/4hGfPUarhrtTAxDzCT1UpvnqrEwoVss3CyVouqfn4wWq34bP9+vLh+vWTbbOr34LJl6c2gUauRbjYr+uaSkZadO3dCp9HYVRKnN6jZDNy9C3z6KRXW7OhpCdH0rWMeQAVt2dq0aRNOnToFADh48CC+/fZbl9elD8x8b1Xe8PDwyEqQUohwsZUNcYG1CgKMVitUyCoiyXL0zp2ntg4Vz0b47HA+Pr7IDDpx8oe8WraU3oepYuc+t/Ff+UFOCTLkcUjsgHKvX38FkDXoO+6ff+j0MmXKYOPGjZgwYQK1vkz9+GO7mlpqtRo2mw21a9fGJWawgzzzHfUdUk0mlPTwoG0jfahHmZlQq1ToULEiOjDJOQCZZctBnSwgS1Cxli2lmC0Sey93G5Rbpqa3b493RG8pV6hUsqTdNoGswfePP/5Yco60KhUNO9Gq1dizZw8AwMfHh2cjfBzGjh2L6Oho/Cpe3ECW1erbb7/FypUrnfq2KiEIgmQdpfXly7BMmTIFycnJ9O/27du52n9B4i7eSA0bNULZoCAYmBsrKSODPlzYEWXWt1Yv1szaI6YiZW+20aNH04dHlerV0bBhQwDZN6G7VpsdgyWiUalgMBjQtWtXeJtM6Fq5smS+DxFfTBuUgkWDxWBMMzPSlCmzbLlrtWhTvrzCWckbx48fpwLlueeew+TJk11elwhFZxmFniSffPIJDcZ9knA3QmXkli1fd3d6rVT190emxYIWy5fjZ1HsP22Qe1eexZRTOBSkW+CcQ4ew4r//Cmz7nCcPtWw9RoIMArGAOLKSNV+2DJfYGp/5SE6WLdL5J/cHsQoJyE7gIGfv3r2IioqSHGulKlUUY9EJNmb/pE3kfXAnJQUXExIk81mrkptGAzeNBkarlQ5uy136iJhMc+BGSM693K2b/U08xL6ko5qm8umv1KmDH3r2VFzW0frfdO9uN50kyPjnn3+ya7uqVAgLCwMgPdaZM2di4sSJLu+zqFAkxNa4ceOwdetW7N27F+XKlaPTDxw4gLi4OJQvXx5arRZarRY3b97EhAkTULFiRQBAcHAwTCYTkmT1a+Li4hAUFESXUao4HR8fT5eRo9fr4ePjI/krKriJN4TRaERw6dLQMBleHmZk0BuZFSrsSIaHVguD2YzjYir2zxgf5bt379KgxBMnT0KlUkEQBInYuiKzMqpVKppcom3Vqlgspk/vU706gOxRmU7t2sFgMECj0WDevHl2x0UDSJl2S9wIbTZ4u7nl++jYETG7YW5HS3JyBXgWedbiPBINBnzrIDumPGbLR6+n7ryXHz5Ei2XLsuY/pecsw2KBTq3GxkJI2sKxJ7dXWW6Wz7RY8On+/VgbHZ3LvXAeF1V4OM6LyaXyk7xatpSWTyViy8G7+9jdu/hHKbQgHyAeBkpi65/Ll3FEDG1QSgpR0oHY+k2sV1q6dGmsEOPQ5339NY1FZ9kuhnOw/QurrO/QcMkS1Pj+ezrfopCMQi+zNsnTsBPXwHSzWdGyRSxf8enpkm2zvxc5XhIOUpAJylb07ZvdNvHcv/fee1i0aBGALMsWqU1WhwkhKl++PG7dulXsskcXqtgSBAFjx47Fpk2bsGfPHqpiCUOGDEF0dDROnTpF/8qUKYOJEyfSC7hx48bQ6XTYuXMnXe/+/fs4e/YsWrVqBQBo2bIlkpOTcYzxuT169CiSk5PpMsWJWqJ74PkLF/AwPh5WvR7BHh4o4eaGpMxM+lCRWLYY31o3jQaxTGzP9yQGDABefhkQb+pMcR2j0UhvTnetlsZgETRqNY11Sk9Pp8IsYetW/FKtGl0+OioKgwcPRq9evbLdCJnt0KJ/zEMxw2zGylOnkGAwwGy1wkOny3e3KyUrmytYi5gboU6nQ9OmTZ/4fpWKWD4rLDpxAu8xsZEs8tTvvnq9xJXltDgApORf/zSQZjKhWdmyiFPILsvJH/Zev45Wy5fnef1ZBw5g4o4dTpdxZQCFWHFXcbFVKEQrDCY/LnnNRmhS6KCn5mDZKkjIoJdSv6HHL7/gqjhQ/8eFCwAgKW8j7+sQNGXKACEhKFWqFHzFgfijx4/D29vbblkSqqJk2SJvTnnyGiszwE0gViVHlq23tm2DyWqFxWZTfKeQcx+Xni6JnWMFMJlO9qVUyie/6CsOxgNAE8YV0U1su1alol5Wt65fp6I2PDwcQ4YMkZzP4kChiq0xY8ZgzZo1+OWXX+Dt7Y3Y2FjExsYiIyMDQFZ68Dp16kj+dDodgoODUV38oXx9fTFixAhMmDABu3fvxn///YfBgwejbt266NKlCwCgZs2a6N69O9566y0cOXIER44cwVtvvYVevXrR7RQnaEE3lQpqmw1QqVCjZEn0rFoVcenpim6E7OcS7u5IMRqzRZHBkJ1uvVat7B2JN5q7u3t2bS+Fm0+jUtEOt8FgoDfo4YgInDlzhj6wej73HDZt2oQtW7ZIkpUQ6EuduYmO37uHN7ZsQcSVKzDbbPDQavNVbFWrVg2jRo0CkBXDRwIyXaGoxdo0a9YM77//PgRBQFJSUqFYmYqK2Dp65w5uF1AMCTsq6MzKamJitogboRLyTFdPA4Ig4FFmJvzc3YvcffI0sSo6GpGympK54aM9e/BVZKTiPCEXlg0ysJBhNuNSYiIqf/ddntvEyT0FMeBH62w5+f2TMzNR6/vvcU/MDmcTBKxQcIsuzJgtZ5YtlsGbNwOQDi44EhsZw4YBo0ahTJky6N+/PwCgavXq+CY+Hi+sWydZdtq0aahWrZokwZvcsiXHIss6CGRbm6hlS2FdMqjuLGt0UmamRERanVi2apUujUtjxzp0p8wL5PyyYrFx48Y04QjJEF6L8SZr2KABhgwZgmvXrkGn06Fdu3b2mQuLOIUqthYtWoTk5GR06NABISEh9G+d7GLNia+//hr9+vXDyy+/jNatW8PT0xPbtm2TWCzWrl2LunXromvXrujatSvq1auH1atX5/chPRFIBkWVSgVP8aYK9PNDCTc3fLJ3r6Jli/1M1mFHcBqL8VIsXuLFnpCQQG98eTYZIMuNMCgoCDqdDlarFZ46HS6PGwckJeHEiRM0YcZexvoIAM21Wszo2JF+p48Osf06tRp7b9wAkPUQIDFb+Tk6ptfrcU90p3zw4EGuSgGQ81xU3MBGjBiB7du3IyUlBf7+/k8sPWpRjNlqsXw5uhTQ/c36rTv77cmIKmvZUuJpFCMrT53Ct0ePwtfdvVA6WM8KuTm38sGX744edW0frogtJs3/7mvXcE3m1s8pGOSxPwWxbWfPdL/ZsxGTkIBIMab9VGwsFV4sOcVsAQXnjm+yWqHXaHLMZtxZ9Kwi3geCICBMlnhNTncm/ujAwYPYdfMmtZARatasiX79+knc3uSWLTnymC0g+71Dfmv5/CAvLxqb76ngRkiEVLLRiBJubuhXowYAmRuhaNlif6eqAQHoWQBFhNn36K+//kqfT5GRkUiaPBm733kHHVq2BAD06d0b/v7+SE9PR3R0NLVyFScK3Y1Q6W/YsGEO17lx4wbee+89yTR3d3csWLAAiYmJMBgM2LZtm132QH9/f6xZs4amcV+zZg38ZNWsiwske55ao6EjED56PT5u1w5A9sOCFVis761K/Oyl09Eic0q+yaFiXNyNGzckMVtyNGo1YmNjYTabqWm3ipi+32azZY2iCAJuMcVvAaC72YyRjRvT7+T2riFal+owGSQtNhssNlu+uxF26dIF/4mB3YtXr0aft992ed28ulkUFGFhYTh48CAVWblJY/84FNXU7w9FC3l+w77knB0vtWyJMVvEsiXvGCm53RR3LorB7r56Pazic52T/7hyv5FzL1/yfxER+bYP8n4xmM08hvUJQp4dBXHO8xKz5cgSRMRWYQwsGS0WeLm55bhvcpwWRmzl5HVgMBioq5sjIRkVFYU5c+bgzJkzdJqjtnxz5Aj8vvxSMWaLWrZk/z9t3x57hw6Fm0aDdJMJ7lqt3TtmfteutH2bYmLg7eaGzQMHZrWbdSMU31HpspTuK/r2xaNcJA8DshLcObsu2TJB165dw9dffw0AWLBgAfzc3XHk0CHcPHIErz98iB9++AFmsxk6na5IlWHKDUUiQQYnd5B6DdWqV0dFMaGIt15PTcPEZO/IsqUXL3JPnQ7rBgwAoFz/wiSOkqSmpjoXWyoVbt68CUBaI83b2xuvv/46vPV6aAG7+DiDzE85TRQJF86fBwCUZqqgW2w26kZ4Pj4eS06csGtHXlh86RKixLa/s3cvtilY+BxBLVtFZOS+d+/euHr1Ks6ePQsAhRJAWpS61I9T30kQBKw/d05RJGjVagzZvBlH7txx2BGx2Gw4RXz1RcsWycopd8U9VwwLq+cEcTsh1rycOmyxaWkFUkfvaccVq9PjWt5deb4Ry1amxVJowtrz88+fuYyIVGwVwLbJPevK709+cUciIqcEGQWJ0WqFlwuDtMliv4k8h0xmc473jtFoBMS+kaPtk0FPZwkyCL+cOYNko1ExZkuejp3M93V3h6dOB7PNRq14crRqNRW8BrMZD5g4WvYYibUpqEQJyfo6jcahG7wjcsrgzbpJms1mJIjZGIl30d9//43nn38egW5uiI+Pp2Jr8ODBqMWGuxQTuNgqhhCxlZqWBm9RJHm7udEMNMkKYsvIfA4QC+95ublRc7NS9pproghJTU2lNzh7I+sZs3ZmZibCwsJQSizCBwCDBg1CSEgInmvTBlqrFW3btqVFkpctW4bx48crH6D40GL9hK2CALPNRsXe26TW2GOS0bQposh+RHHnauBlmmg5iWNSthYm5cWU+MRSZ8plwcG8UhTdCAHl+k7Nli7FPAeFzFkeZWZi4MaN1ELDolOrsSY6GguOHXPYeVjx33/44cQJVPD1hU0QYLZaaVZOea26O/fvu3I4xQoiskgHIadOS8i8eZi2d2+Bt+tpg1x/vzKj5nLIPZlbEUSWzm3MVmGRYbHgn0KuM5hf3EtNRY+1a3NcrkAtWwqeG9cduIeSvobRwQAXjdkqjAQZVqtLlq3kzEx4sqJMEHJcx9fXF3jjDQBSIZloMND7jWTXU0qQIYeUyVCM2ZIlyCB9Mk+dDjq1GmarFWabTdG6qFWrJb8j603RMDhYsqx12jQ0kE3LC7Vr16bJLhzx1VdfoVWrVhIvnI8++ghAVkbxixcv4i+xr2exWODp6YnExMRiF68F5FFsRUVFSUyiW7ZsQb9+/fDRRx89sQ7eswxR9Xfu3qWCx1uvh5tGA41KRVOALj5xAhdEIcAKLyJYPHU6KraULFZkxKZ06dJ2lq0XatSgbosatRpGoxHXr1/H1atX6eqZmZlZvrX372O0hwc0Gg30ej1eeOEF+Pr6OnTj9BTreLHCzmKz0WyE+U2GyZTlmikeo6sWoVQxo2PKE4qNygmLxYL58+ejnfi7VJAVPXwSFCWxpfRiP37vHua6ILZI5yVJwRWRvOzMVqtDVxvixlHK0xNWQYDJaqWxi/KXYc26dXNsT3GDWNmtuRgdv8LjfHINOb+vbtrkeBniFvWY+3AG6WQbCjkd89Piwrjh3DmXhGNBWrbkCTLup6ai0nffKT4TlbxpWNJcsGwV1C+XaTbjwunTSM/BrTzFaISXTocvDh4EkJUVz2KzSfoh8vazdwYrzErNnYufxEHPMwoDIY7eG0nECqYUsyV+l8dseep00Gk01LJFRFncBx+gm1jzVL4tchyPJk/GX6++KpmXX/F/mZmZklJOSixYsACRkZEYMGAAunbtCi8vL5QRk7XFxcVh9+7diBFLh9y9exeBgYHo06cP5s6dmy9tfJLkSWyNGjWKVnq+du0aXnnlFXh6emLDhg2YNGlSvjaQY0+zZs2yPqhUdJTcR6+HSqWCl5sbksUb9r/YWFq4mI3ZIoLJQ6t1KLbqx8cD4kOnZcuWdmJr08CBGCEWPAayBBkAmtIdAFatWkXjh97o0wd9xboKmzdvxksvvYShQ4eiTp06dHmS0MQg1oFg22Sx2WA0m5FcAFYkbz8/DB06FJpcjpaYH7MTk99YLBY0atQINWvWxLhx455YzBbbwckoBgVsH7iQipy+jBSOh9wLZpuNLid3gQsQBwxMVitsotgq4UBspcncaZ8UFpvNLuVwfkMLo+YitojjOq6IWKsLli1n28mNZSvTYslXwTNh+/ZcZRV9OqQWcMvFYybnvSAsRnLLFhF28qK4QHaNJyK25B12VxJkFBQGkwkwm2kpG4K8Jly8wSBJmS4g6xnJeiIcuHVLso5RwTWQECV6LFy8eBHVqlVD69ats5dlzi17X0osW/KYLQd1tjy0WujUaqQYjbiVnExFWWkvLxoeIhdb5Lf0dXcvkAFsICuxmrNnQWZmJrp06YKhQ4eiSZMmeOedd5Cenk77jB06dECDBg0AAG+//TasVivUajWqVKmCzp07F0ibC5I8ia1Lly7Rk7Bhwwa0a9cOv/zyC1auXInff/89P9vHUSAqKgoAIDCCJFB0gfPS6eiDD8gyZ68/d07i3kHW0Wk0VGzJXZtOL16MmmXLAsiqlk5ubHY50mm02Gxo2LAhAgMD7VzwHj16BJvNhj179uCKbKTOaDTi3Llz9LsHEzemVqkkI0o7r13D5WvXsNtBTSMlBLGTmxOPUlMRHR2NkmL19/NizFhOkA52Ueki7tixA9OnT8fvv/+ODRs20NitJ0kmc+0VZ8iLU0lskZedWRRSACT1s4DsUc6RjRvDKsYbUjdCmdiKEgeu8osfjh93Kf7ps/37UToPI4Tn4+PRbc0ap8uQ89dRzPDlSmB8UbKKFhdcOWdkmf03b9I4QrnwctYJzk3MVn4XQZ1/5IhiKnFHPC2WrdtiEoCcfl/yfiuIeEe59YX0Acj1kMw8G0lMltFqRYCHh10yBSoKn0DM1qPMTMl7P9NsBkwmWAQBqvBwRIj9EJLqnYUVW2azGRaZW17Hn3/O2p4I6zYpf8Y9FM9Prbp1cenVV3GBiWGyMGKLbSub4diRZUteZ4tYtgBg4MaNDt0IWZQEc36TmJiIq1evOhz0nTlzJrRaLVauXIlGjRohWHRdLCHGi02cOBGtW7dGx44dcffuXcVyQcWJPIktQRBop3rXrl3o0aMHACA0NJQGuXEKjvviiImbmxvtuBGxVcLNDclGI70xryQlYeDGjTh69y4d9aNiS62mYou8fD0AYPNmwGrFiy++CAA4ceKEYoIMGo9hs+HIkSOIi4uTBIECwMGDB9GlSxesXbsWSUlJmDlzJp0nvwnZF6VOo5Hsa010NC7bbEAuMszNOngQemZ/DhGPLUUc5W/UqJFLo+zkZVSSSQriKo8yM/M9W15AQAA8PDxw5swZxMbGFopLb1HvLjtykdh17Rrqir71QLZovPPokV2cgoaxbFGxJbvuzVYrWoeGolpAAH2hnhTdF7WyNkSkpEiKjD8OgiBgzN9/444LGZsu5PFZvf7cOexg3IWVsNps6BwWhjZiHKErnSwutnKPSwkySFzX2bNouGQJbIKAH9hC9lAWw3mps8WSX79nbrZTECnQCwPSAc9psJCKLQf3V26sxcmZmdQCBdi7ALMWrvupqfCbPZsue/DWLQhiIqCqAQF0YEmO0vWa3xbtkrNnY/iWLfS70WIBmGQXp8UBBxZvkjxCFhJglbkRAqDp1QGZZUv2GySK/YkNoqjbzyT1YoWs0r2jFLOllcVqkWs9uEQJSWY/NqW6SrYu4YtOnez2md9YREEn74dUEMNHYmJi8OOPP0KlUuHMmTPUXXCHWGT9vffeg6enJzp16oRt27bBi0mYVhzJk9hq0qQJZs6cidWrV2P//v3o2bMnAOD69esICgrK1wZy7CEJMkLKlKGCh1q23NxgEwQ6QnP14UMAWaPRpNAdETFujGXLJgiY1bkz3vf3B06fBpA1wjB48GCYTCZ6g3soiK37Dx7g2LFjALLSjxO8vb1Rs2ZN7NmzB8eOHYNer5dkK8zMzHT4oFUJgp21zQYALriAEU6I9bNyRDwOEzPaIxeNSviIiUb0Lmbp+XTfPpyNiwMA1Fu0COXmz3etfS5SvXp1nDt3DkmiODAWgpWpqLuCKZU4AIC/L1+mvw0A6t8/ac8eVBILtJJjIy85i81GX5ryzo7ZZoNOo0FaaipMFgtMViuW/fADACCR2Q8hv0Z8bbnoIOe1M+xKd9YixhyQ54YrooCLrdzjyjmTn/t9N25g7D//SJdxcv0dun07x/taSRTk9zXtCk+L2CKdY5fFloPlev/6K6ovXOhSZtbAr75Cq+XLAQBvbt2KNaKbnTwrodFqlQiEuoGB2H/zJl7btAkx8fHK8d8iStcE+XVdtUoGffUVtshqWcmJfvCAfjZarYDJBLWTdgV6ewMArrLeNxoNtl26hIey5/UjxvXamWUrUXyH/PLLLwCk70ZWwColFVGK2ZKnfL8vCsOapUtLBJY8bTtgL7bGPQErEUnYJY+B71O9OhInTcImJs60UaNGuCW6aO4U67GuWbMGgwYNwmmmP1qcyZPY+vrrrxEVFYWxY8di6tSpqFKlCgBg48aNdum9OfkPzUaYmkofokGMGyGQXUH8iii2ksXgTwDUR9dHr6ejNjZBwIdt2qAmU8RPo9FAp9PBbDbTm5UdsSI3+POtW+N///sf+vbti0CmNtYrr7yC+Ph4+l2v12OAmGr+9u3b2LZtG6pXr07nh4o3JyCKLY0G0W+/Lc2WkwtrkMsvXo0GHTp0oKILcC1JxiPxYXczhxSnhPD9+/GeWNvmdkpKvpvyLRYLPDw8kCGeo7Vr16KlWBTwSaEtIP/v/MJR+loyWEFemBalFyBxpxGvK6PFkp0mWMGypVOr8eqgQbghvkQs4kvaS2HUN79khplxQ2H5/N9/0VZWCDLPYsuF+8oqCNCo1XauR84grVl68iQaLVmSp7Y9a+TFYqhk0XTm5vni+vWSgauN589DFR4uWYbtMJI25VdNpdwM4DwdUiu7c+woux+BzHdk2UrMyMClxETsu3Ejx32arFacEYXFciaFPnmWkN9zyu7diGHe69+IhX1/PXsW/966pZh6XL4tybRcXidx6enYmkO5DPYZZVOrMXbkSDjbC0ns5a3Qoc+QeR1UqVGDZkw2KrgAEsjgXZiYpAKs2GIGxUgfjohUFZRjttQyixYpuOwuxmwR0hX6LnKx9SQguQWUPGz8PTygZtpUsmRJarl66aWXoFKpYDAYEBkZiY0bNwLIGrwvzuTpF6hfvz7OnDmD5ORkTJ8+nU6fO3cuVq1alW+N4yhDxG1iUhLK+vgAyPY1lv9nkwEQKxaxSJGkGkD2w2nw4MHIzMxE27ZtoVar8fzzz6NFixb0ZmVTxKtVKgjTp1Nr05YtW6iFCwCCgoKQkJCAgIAAVKlSBY0aNUJCQgK++OIL+Pn54fbt2zTRCgB4iUkFgKwHjrtWi7pBQbTwMgAgFwH9Lj9gNBpMmzZNIrZ0zHEKgoChQ4ciUZYGPEH8bsxBmF1OTLSzihQEFosFS5YswfDhw1GhQgV06tTpiaRIZY+oqIstUk6AFUeL1q2j1xhx5zMpdHLkL9NDt29jmdgpkY8sE8tOtapVYRXvUYiWxiSFdPL5ZQWwyFx+CItOnMBBWXB3QVq2rGJnQcNYAXOCxFiO/PNP/Kfg6sPJcqfeyMSUyjuvZqsVQzZvptdjfHo63pVZscgAHItSJ5i9Plj3MuItEZ+ejlSjMau0AfP7EqtZfiVD4JYtx+Rk2SL9gBSjEZ//+y9NmOUIpbMnL/a79eJFfHv0KJ3P9gn2XL9OM+rVYQZeCc6us9z8crmJzcswmbDw669hYMIW7AS82NFPV8gsrBePL5TMc3Ojwom1GMqPzWS1YllUFD1v7mwpG9ayJQ7MEbFVws1NMWaLJsYQ/3etXDmr/wWp6yD7LiHn6UmLrcmTJ0On06Fx48ZZ6fEVmDNnDv28cOFClBVzBJCBzoyMDEl/cgvjGlocydMvUKlSJbuOJ5DlFlatWrXHbhTHOaGhoVkfVCpU9PODMH06valI9hmlulnE2kVuVpKeed2AAehfsyaArHSbw4cPh5eXF0JCQvDSSy+he/fudIS6hELdhDFjxmDixIkAgDRmFGjmzJkoX748hgwZgpEjR6J27do4duwYNm/ejEOHDmVZkxguXb5MP6uRnYxD8rJ1wY1QFR6O3deu2fk8O1xeq8USZiS9Xr160DIuBxkZGVi1ahWuXbsmWY90yOVWEKPRiHSxnTcePUK1hQtp1jdX25QXiGWrRo0aeOONN/DPP/9g//79BbY/JZKLSBp8R6OrpP4TCe5ONRgw+sIFHBFF/z2x/Uqi0ewkPsKRG6Ge3Y7YYU179Mhu/fzqmJI25sW9zFVc6dASy5ZKpYJapXLZjXA748YTn55eqHWbiiJDNm/GSxs20O9ykR6TkIA10dHUhWn9uXNYxyQhAqSJDQisGD4dG4u10dESyzvb6ScxF4FffYUWy5c7FASF4Ub4tCTIIMfxuDFbZH6ayYSP9+7FOFEIh+/bh/0K1i6lTrlcbAFZMa4EeTa7Y3fvAgBOjhxpt637CoMoeXkO5fQrs/PTjUZATHYBZJ1bdp+NVSpAdF2zKQyyVRI9bmoJArytVkCno2LLmRvhJ+3a4a1t2+j0FozrHjsoZrRYoNdq6UCgxWZTjNkiz12lPgRr2VI6nzon1saCgFijPD09aSkfOUR8zps3D2XLlqVeUaQ215QpU2hY0tSpU4t9Pog89fxu3LihGNNiNBpx586dx24UxzmXRVGi9IgiMSlKoohYtshNSzqeL9euTa1dx44dwy+//IKIiAgMGjQIP//8M3766Sf6EFba7rBhwzB8+HBUr17d7rpwc3PD/PnzERUVhdOnTyM2NhbHjx+Hu7u7nWBnH5BuWi3tMEuOk3EjdFbTZe2ZM3ZmeEcIKhUOimnuASA6Ohr3GLcZIqaaNWsmybZIxZbsmHv06EFj04j/NDHtF+QIU1xcHJYsWYKff/4Ze/fupb7iBQ3bwVFyvysoLiQk4KSDuDxH6WzJ6CHJMkj8+A3ELURsv6dCMC51MVQSWw7cCG8zLqZDBw0CAJRVKBhZ0JYtJfLTjXD3tWt2MQnsSCw5PmcuQAKkafFbLl+O0K+/zlMbnxXkvyFJ5uLMlS9Fwa2Hvf4aLFmCwZs3YzWTGrv72rX4ZM8eAFKrwPn4eIeubvk1gJCbrTwdUiv7d80pu2NOli0yn7yHyHKf7t+PiaLAYFF6PymVb2A/O3qnKWXFO8m4JxIKOlbTJMZssfcCK2L7Va8OkI68QltIzFaThg3hplJJxZaTBBkvigPYxPp1VxShgH2CDL1Gg99ffhlbXnkFZlFsyc+rWmbZYnFzYNkiuNLvOHToEBo1auRw/pYtW1zONj5ixAgAwIEDByTeSyxnzpzBlClTkJaWhjfffBMlRbdI0of46KOPULJkSTRp0gSff/45ZsyY4dK+iyq56vlt3boVW7duBQBs376dft+6dSs2b96MGTNmSBIkcAoGkvjAj3WvEyHuUF4KoogUVSU3bZCCfzLrdhYdHY1z584hKiqK3uBK223RogVq1qyJixcv2omtK1euYM+ePfjtt99gNBppR02v10Ov16Nfv350WfIST05Ohqe7O+0Yk4exDqDWAQB4a9s2u7YQzsTF0REgRz7/LZYty/qg0djFaLF+xuy8h4wLjk48VyGi+Zvu+8wZuj55qJIReqUHZYrRiLspKY+dvvfq1atQqVTYsWMH9u/fT32gzWazSwk/8gO58FTiza1bcTEfRqnq/PADmixdqjhPksLXasU58YVJroRk8R4iGSiviKO8NOW7LJufTRCciy1x2qu//47Dt29j4fHj0Gk06N61K13mgSi8TApxh/nVMaWpgx0U37ydnIwMsxkXEhLyzY0w02JBl9WraVpxINuyBWS96Em7xv79N/r+9pvidm2CQAdQ6gcF4WFGBrXQcJSRXzfXRLHlzOKRk2XLETtEawa7TxUcC4LHGUC4nZxM48KexZgteW0rR+Rk2TKL9f2IGyi7nNlms7Mcu2rZYnF1UBMAShCXaoaCSAfPDghZbTbAYoGZuY7Y89q0cWM817Fj1heFa+2BOKDXunlzVAgJQZ1GjaAT+ybs+ZOfH2KpIgWfo5nixvIEGXqtFo1CQtAoJCTbsiU7r+R5quRZoHFg2SJLuvIbXblyBf8piGHC+PHjMWTIkBy3A2QJpaXiuznDwTM8JiYGs2bNwvTp05Geno6jomvq2rVrUa1aNfTp0wd169bF66+/DgDUW6i4kiux1a9fP/Tr1w8qlQpDhw6l3/v164dXXnkFO3fuxLx58wqqrRwRnU4Ht59+wsFx4+zmEcsW60ZYRgwsrCi6f2jUahwaPhyv1a1rt74b00k9dOgQTZBBbvASbm4QBIHW+gKyM/cNHz4cTZo0sdsmsRp5enpSs7CHhwdKly6NzUytC2I1WrZsGcxGo50boYdKRQNTAeCSgisrIcNspg8YR5mYjpKRJo1GUuMLkIot1lrziHEBKyWavXUyATpmzBh88MEHkrYTy5ZSt6H+4sUo9/XXGPXnnw6PJyesVivq16+PpKQkpIhCoVy5cujbty9KlChBH1if//svrTNSELjy4lz+33+SAOw878tJJ8yb+U3mHDqEOmJad3ItkA5ngiie48Rribww5e6QBrOZdlSURDGZ9uvZs+i8ahWuJSVBBeBnJilFbdHFWpL6/c8/obZa863DYWZe4kqU/+YbDNm8GTW//x6Xndw/zpBbtkiaedaaKLFsqdX0t0pVsKqQzrTAiC2LzUb3E5eeDlV4+BOp0VNUMFosDp9bbGdL/juT80s6k0odZKWSE66K/ck7d+Kj3bvpd61a7dCy9TgJMs4wGeCeRTdCV8WW0QXLVkl392yxxSx3KjYWnl98IVle0bKVk9iSrfM/J5nuaiv0OWjMVi5+O0fLkvId7FyrIKCktzdMzHXEnoeDBw4glukL2CEuG3nwIDy0WjwyGGAW+wG/MbUs5eU7SDImUveUPX9Kli0g2x0wg0lKRpAXM3aE0nOS7FvJ2khgk5kpMXbsWFrmSa1WI04hqy7hu+++w1tvvQXAcbKxkydP0s8qlYqGIE2fPh2XLl3C3r170aNHD5oHwk1hoL84kSuxZbPZYLPZUL58ecTFxdHvNpsNRqMRFy9eRK9evQqqrRwRnU4H061bOC+rlQJkx2yxNxXJtFZJNNOqVSq0Cg1VvGl9mJEni8UCnU4Hi8VCO3El3Nxw8OBBNG7c2G7dHj16oFSpUvR7nz59AGTVfwKyxFarVq2g1+tRv359bNq0idbyAoAKFSoAAI4fPw5TZma2G6H4YPL38JCMPLEPr7mHDkliGdiRIXnWP7PVKk0WoFZLKpL7+PhIxFZgYCAVjBs2bMD9+/dx5sED3BcfNkv+/Vey/TFjxqC7mKGJii2Flx3hhvjgPuvk4ZUTg0QXNTYbIZBl+jeZTIgQsyCyfvsFgZL7nRK5Ga3eeP48ZjNunq5AsmZabDY62g9ku56STgoJmq4qunyQ30fuDpnGuKEodYBMVis9JtJJtgqC5Hq9fu0aVIKAiuXK0WlVKlSA1sWYJldw5EbIdj7IdZbkoNhkTpDOPtkHEVvsS/5+Wlp2qmLGjVDJ9ZccuyDO16rVMNts9HySOLr9N2/mqb3FkUY//ogGixcrznPmMiTPjumy2BKXc3ZfHrt7F3MOH6YFd4Gsjp9Dy9ZjXNMaJ4JSTqMlS+jA21nGelCcoW6EObhluxKzVdLDA+vFpCqOliOwVmh5WxwNdsitJiQ7oRJKHe+8xmzFp6fj2yNHJNeH4jtUo8FXX37p0I3w8sWLuBwVBezdq5yAS1w24cEDxN+7hzsNGgAlS6J2QAD2MHFvK0+flsQKe+p00KrV1IuC9fpQsmwB2fd2hsXiMBthTlYq9nx2EzMhkj6QUiw/APz444+YLCtELWfHjh34/fffIQgCBEGg9V6VuCIO6Hp4eDis98nWzVKLfbCrV69K3A7//fdfnBDrk5F+ZHElTwEk169fl3SqOU+W4OBg6HQ6/Cvr5ANAgCi22FERYu0KFYWUs5u1YcOGsNls6Nq1Kzw8PPD8889j4MCBtANZws1NErfEMmDAAGxjXPuIeCIBkkFBQbBarZg6dSoyMzOxfv16nGcya2nEB01wcDDUFgsdGSIP0zIBAfh17Vq6PCtcvjx0SJKly2yz0YeTvIO34fx5aRpsjYaKIyArbo1kfASAjMxMtNm1C/D2xkcffYTxCxei3uLFiBUf7Jtlqd/Xr1+PLl26SNqezozYO8JRnBFLamoqYhWCjIk165tvvsGcOXPQrFkzLFiwANWrV8eQIUMwadIkyTYKioIYfXpjyxZ8yIymuwKxbKWZTPRlBwDxovDKtFhwKTERBvFFkCy6KJhJHJ7sd0pnxFayQv2yxIwM3EpOlkwzW60SsbVlyxZoBAFRzCBJzbAwlPDyyj/LlnhPOOvAkFFuV2rvKEHuq4/FGB4itkhH7sidO/j26FFFy5ZSDRg2qUe62QxfvR5mq5VagUkHpPMzlOn2fHw8LjqwPErElkIGNPa/0vNGSWST5XJ7TWhUKscxW49xTbMDgTmJrf9iY7FeTAJS3F2NCLl2I8whZotkoMzJVV2rVlO3N3lbXLVsyWkUEpL1wWxGjEK8Zl7cmVUqFeZHRuK97duh+ewzANKBAtbyZbZYMELm/saeV8FqhZ+PD7B/v3I2XZKa3c0tK5RBXKZhmTJ0oBTIqnvViQmj0anV8NTpqGXLlymrQ87l2bg4XE1KyrZsEbGlYNlSuWjZYs/nkPr1IUyfTt0dHSXKGDVqFO3XORpwcXd3R8+ePaFSqeDu7m7nDcRCwlHq1auHOnXqKC6zXKzpBoDGY+lk558Ir1KlSuH99993uL/iQJ6j9Xfv3o2PPvoIb775JoYPHy754xQsnp6eeOWVV6g4YSHpVskNd2j4cPzxyitY8Pzz9CXtLJvYgwcPEBgYiMzMTJQrVw7NmzdH165dUVl8ULhpNKhduzY6d+5Mb85JkyZh/PjxCA0NpaMYZrMZCxYsQKVKlVChQgWMHTsWXl5euHjxImbMmIGHDx9izpw5kmO4IY4SlS5dGm1u3cLSqVNx9+5deiyZSUlYwdygSqN0ZFmz1UrnG8xmWgAQgJ2fekBQECpVqkS/h4SESNp1TWzXN+K+M8WHZ5oD8/jq1avt2pOu4DNPIA9aZ8UgCd27d0cIeXkxkHpl8fHxCAwNxfmePfHF7Nm4ePEiVq1aJRm1ephH9zFHsFdTXA6uCISCDYnOjtlKNRol4ui6KIx3XL2K6gsXQiWe+xsk0Yb4IpNnUEozmZx2VPr+9hsqfvutZN8mi0UitqpWrQqdSiWp2/L20KHISE9Hkkyo5RW5ZevKw4e48eiR5HwTseUswYwzyO89S7Q2PhCPh+ybfCdiix0tV6oBY2Ze8gazGb7u7rAwli35ee+8ahV+ZFxQngUEQaDPEGeWLbnYUhI8jxTEFhFtSgMJztCq1Y6zET6GZYt9R7myFWL9DHxKBoGFHMSWxWbDxB076LtM6b2SYTYj2WikgyGOlmPRqtV2z4Wc6qY5G7x9NHky1rzwQtYXgwFqhT5LXkW53CXZ0XVitFgA5phUkJ5Xm8WCMmXKoHPnzoj68ku74+n+3HMAAA83N7BDiU1lsdqxaWkoy9SCUqlUErHVpGlTOo/cG8v/+w9j/v6bWraoG6HFYieqyouD5Xkpb1BOXDcnj5L//e9/DgfTS5cujQYNGsBgMCAzM1MSUiGHhJYYjUaH9bFIdsHNmzfThGJsFujp06dT8fXGG28o9neLE3kSW+Hh4ejatSt2796NhIQEJCUlSf44BYsgCFi9erWiGZe4CpIRyhblysFHr8fYZs3oSImzkZHbt28jISEB//77L+rXr49169Zh8uTJCCpRgtZ0MJvNGDRoEC1K179/f3Tv3h1ly5alNxlxF7h37x5q166Nv/76CzabDdeuXYPZbKYjH+zN7ybeWJ07d8YrvXrhn7//RgITyG9OTUUsk32O7YSR7ZAHt9lmow/UyNu30YIRafJOgFUQJG6RdevVw5EjR+h3g/iwfO9//wMA2MTviQ7csIh53CYGugJQ9JknkCyRni5YthylP23Tpg1WrlyJdevW4evly5EmCNh3+DAAoGLFimjbti1dtiB9nx83yYcSuXE5BLJ85MkLLtVkknYudTrAbKYdkNJiDGGi2Fk7f+ECAMBHjG8kZFgsdp2NFX37Ku6fdFZsgoAaNWrQ6W+99Rb8vL1RWnyxAFlJbjIMBjx08uLKDXKx9c2RI/ieqVUCKMdN5QZ5vARJYpFuMuF0bCzt9KgYtxfyPMrJsmUgli2bjR6DvPO35/p1/PKUuIu5yopTp1Bi1iwAUrHFjmKTOmWAc8uWEtRqm0vXUmduhI8Ts+UsLo2FXDvEwlDc4zoIOWUjvJWcjK8iI6nIVHruNlm6FA8zMiTWFlcsW+lmM/QaDXpVq4ZAL6/Hsmz5urtTl24YDHRwi8VRnS33mTOx+vRph9tOkz1LJPWl2OmCIBFbk3btklik/vn7b3z11Vf46aefoH70CH6y7HmHDxwAADRv3DgrG6FIuwoVJDVAkzIzad1TghcjtlirnlxgkoFWYnnKtFjsLFtfdukC48cfIy+0Ll8emVOn5mhFPHfunENRc+7cOXz++ec0QRv7bpPz6quvAgBOnTqFfxyELfz111+YP38+FixYgO+++w6A1LXwjTfegE6nQ+3atTF37lysX7/eaduLOnkSW4sXL8bKlStx9OhR/PHHH9i8ebPkj1OwkE4Ma41h591+/330E28E9qXlLJsNgXUPPXLkCOLj43FB7IASzp07hzfffJPedO3bt0fXrl0RHx9PxRaJeSldujTOnz+P69evQy3W3QGyayyEixmngGwXrubNm6Nbt25ITk7GvXv3aOdNb7OhGTM65CwrnMVmoy+q2ykpkgezXZyDzYa7zOifzs0Nt27dogGcmeRBTbIiii8PowNx5OXlBfj5oevq1fTlxroRfrpvn2R54j7o4YJl64MPPsDHCg/cl156CUOHDoVOp8MfzD1YsmRJ3Lx5U5LavqxsRC4/cXWUMrcCypX9fnf0KARBQM3vv8de0RqZZjJJOpC+pUohxM+PCo67xCVTTMeeYTRiz/XraCrLcpjB1GkBgK+7dZPUNmGhMQ4AuooBxQCQmJgIq9GIZGZAatMvv0AlCMjIY/yUHHL900EHq9UuZvFxUy1LatiYTNSFa87hw2iwZEn2wIf4/35aGnXblQunkdu2oY04j8Rs+ej1WZYtcZnoBw/o8mTb5RSymjkjry6TjrZ1wkHJgfyEzah5nblmHLkRWnMpttjOHLlecmvZ0qhUaMkMZLE8jhshe504u17Jcv+IMSJyN6TiCjnmCw4G18g7nNzbShar86KXwSft2mGqONiWk2XLaLUi1WiEl5sbtg0ahOerVMl+non/5YOCOcUQUY+NzEzc0GpxQBZ7ySaLkLflGJMunUUFSGIH2e0AsmyEMrEFQFI03VOvR+3atVGhQgUMGzYMiczzBgBSRBfMWtWroy2T/MNNo8EDMREWoazMiuOp09H3zwVWbMmOVc94HWlUKsWYLZ1G4zTBRU7otVqH91KZMmUAALt27aIhCXIGDhwIIKueLgCHFjAAaNKkCT799FMAjhNkXLlyBePHj8eePXtoDVMfHx/06dMHffv2xbvvvot69eqhf//+AOA0IUdxIE9iy2QyoVWrVvndFk4uCA4ORps2bRTnlfPxQbBCWndy8zoTWxUrVqQxPadPn6bZCFkMYhApScRARNe6devQs2dPANliKyYmRlJ7LVjs1Or1elSvXh3t27en8yr/9x+wdi1Onz5NbzBBEOgDor7JhPvMw1epI8Gm5yYdjrspKRK3AfmDLt1sRjmmno/O3R2vv/46zaxoYZb/6KOP0F1MAmOUZV8j1KhRA6+Gh2P3jRv05ca6Ef7jIBugK2KrY8eOaNmypd30devW4ffff8/qbJD2qtXoq2B9ScvnmC32xebsAVyQ3E1Nxf8iInA7JYWO9gJSN8KFx44hw2KBh0pFxfcNWV1As9WqGBuUwSSJAbLuJdpZZeoRsRgyMvDd99/T72FhYUhLTkYtpvC7r14PlSDQRB2Pi9yyZRHTOz+uuH2UmUkFC/v8WBoVhauiECAuTWRPSi92uRvh0qgo2qG0ia5yvu7uWTFb4vpv//UXXZ4UB5d3anLC4/PP8Q9TNP1x2H/jBob98Ue+bEsJksCCDWZnS244smyZrFaYZElcnIkttjN3LzUVNkFAosHgMIiehTyrnNXvyasbodFiQU+mRqCza1cu3q9dvZqnfRY1yO86edcuxfnklyPHn2mx4LAsdpigU6vp7+Sos02uk3upqXhv+3Z6DWiY5D0Wmw0Ng4PRoWJFybo5xRARsdVTTEJ18NYtrD59GqrwcEQ/eEDLgLBtI3GAob6+itvMtFpxiElypQoPxxbZoDDBKgh4oXdvybSbjGUr/sEDzJ49G4CYIEw+MCPeSyePHZPEVbtrtXbXv7y9rBsha1WUD0TomXe/m0ajGLOVE8MaNMhxGfnvLwgCUlJScOvWLcyZMwdAdv9OztChQwFkZ2S+6KBeIgB88sknVGw5SpDB1h0jfQiz2YytW7diy5YtOHLkCOrWrYslS5age/fuGKeQfbs4kSex9eabbz6xgqkcZWJjY7Fp0yaH8zuFheG2LKCQzQ7mjBKiUFOr1dDpdDhy5AgdzQCyO9TyjG3ly5en7oFeXl5Yu3Yt9Ho9Bg0ahB07dgAAqlWrhooVK0Kr1eKTTz7B/0TXPABYNGsWPO/eRWpqKnaLCRFq1apFHxDDevVCyxYtECiapZUeRhZmRJ88sO+mpkrFVg6CQKfXo2nTphg8eDAAoIoYD4W338aiRYtwVMyOc40ZaWE7NULnzvhFVu+GJHhgO5FyUl1wwf3222+poGU5cOAAjh49Cl/mYV+5WjWsXLky64uvL035nlOK18ehJOMi54zcdMOUlpW7w5CRwStMHTQg6/yTkcVx//wDk82Ga+fOUbE1avRoyfKOXOzkli2NWp0dbOzAaiJPHHDjxg2obDbUETMfAllZE/18fODjoFORW1iXPCCro5GZD66dJWfPxuuixZQV12zHnFhiaJIOhfvMmYXJZLXCYLHAR3QjVPrdSXIH9t7fFBNDOzTOcFYqIjeYbbZ8yx6pxCrRdSqQcalhrVxKFikg6/y5ko2QoFKp8PvLLyO4RAn0+e03zDt8GNeSklBbjPt1BhF/zjraebVsXZe51N5XSAhEkIstUy4tc0UVWltSPL+3k5MlrrPk+iPPsdXR0Wj900+K23LTaCTv/AViPSNCgsEgESpH79yh1iu1SiUZuNGo1XbvL3bbND6LgTybj4neFR46HfaJngf1Fy9G1zVrJMcMgCYbKiWLnSXJO5IyMuxcLN/fvp1+Ji2yCQIEABPfe0+y7FX2Xctk1vP29kYNMYMfhYRGZGZKrPqBCpl368ruHU+djg72sfeD/DnIZjHUaTSKMVs5saJvX6hVKlrqRwn5U+vw4cPw9fXF77//TpNoGR3cQ4vF7KjEeuysdiebxMuR2KrIiHYli3RiYiKOHj2KuLg4fPnllzThWnElT2IrMzMT8+fPR/v27TFu3DiMHz9e8scpeEJDQ51mgwHsXW1csWwRSKHiTp06ISkpCT///DOdRxI0yC1egwYNwloxW6Ber8err74KrVYLnU6H58Qg00aNGuH69esAgO+//x43GZeCuLg4GAwGeuN5enqiYsWK9OHepk0bdO7cmVqa2BFe8hBhLVtGqxXebm64l5oqETk5dZT++ucfoFIlbExNxbA//kAsI06S2rfHMjHjFTs6xoo59mXGigIvnQ5n4uJwXOaC1Ex069stZndzxt9//6043Wq1QqvV4u2338a0adOy2vH99yhZsiQWLVqE0Pffx/NMJseCQuOCdQ54fDfCr8R4NLkrn1LtqIqy+CtkZiKBuEoQIU3a5UAsymO21CpV9r6d1BnSx8Vh++DBaL53L86ePYv05GSsIQI4MxMe7u4I8PensWOPCy1qLLNs5Qf3xcQX7G/HdnaJICCCKLfuikaLBWarFV46HSxMzBYLsRCz99uL69djnng9OONx3ScJjtqWX5DfsDTTmWM7tCqFZYGsc5MbN0K1SoX+NWvSjt6FhARcTUpCndKlc2yjJ2P5yOk4cot8wOTy/ftIdDDaLhdbJRQ8OoojNkHAgFq1UFVMd33o9m18zcQRk3PrLP6SvB/dNBqJQH9XLANCKD13LgbIyqYQMa1myjZYbDZo1Wq7DjsRBaE+PnitXj3JvBkzZsBNq0VNPz/Eix4A7lotlK4M9p4iFmz5febz5ZcAsp9vB994g85jlyQDQuQ8tWrWTLIdSUZOmw2lxWu+XLlyuCDzVBggetm463QOB5oIcqHj6+5OLdUhjPu+/LrND8sWAMROmIAz77wjmVauXDmcOnUKQPb5FAQBVqsVTZo0gVqtpi6CgGNx9N9//2HMmDGoWLEiKlasaDfYzkKEWHBwMF5QEOBAVj1VICspxsiRI+lngkajwUPxWfA0uAfnSWxFR0ejQYMGUKvVOHv2LP777z/6R35UTsHSsGFDlGRSibqCKwkyCG5ubvD19UXFihXh5+eHFi1a0HnNmjXD66+/Dr1ej4MHD6Jz585YtGgRNBoNvcnu378vEUpKREZGSkZAfhJH5si+n3/+eWzevJk+IGbPno0lS5YoPqgJRNyQBBllfXwQm5YGAdkP6JxGXA9dvoyzoaHIbNgQP58+jbMxMdkzGVO9iRF7EYyLko15kLOuZ1OZJBUsVpsNMBjgy9SRWBMdjbcVihxr3Nxo6lnJNqxWaLRaXLt2DWXLlwcAvDFiBJKSkvD222/TeLiC5rYDH3sgqzOdU90YOalGo2LWPPJykscgxCt0yuziFDIyYCTXpcwdOtPBtZFiMEjKBbBuhKFMdki2mLLZaoUxMxPB6emwGQyoVq0a3LVaqMi+V67EyJEjkRgfjzNi3NPjIi9qbLHZHjteidzD5UXrGztYEW8wwNvNDXUCA+kgTpw4GOFsUOO51avxnqzTZ7JaYRUE6DUamK1WiaAq5ekJd62WWqfko9quiJ/8kkfWAhZbBrMZbhqN5PjZ42U7fHcZl9lfz57F7+KzyiXLlvifXMeZVivOxsWhngvCn3Q0C8KNUJ5p8qzVilYOrDbyZ4PXUyS23MT7ABBjL5ljJdPladpZyP0oF1s5IYAR02o1vdYHbtyIM7J4JiDrWfh9jx5YpdCpJskW1rRtSy1EHg5ih9jrhTyzHF2/NkGAWqWSDKSx2zx29y7e/vPP7PVl25Ek17DZaH9j6tSpgDhvfmgoAMBfjGP3cHOTDHQoFVaWT/Nzd6fCsV79+nS6PI5WYtlSqxVjtlyhtJeXJGkHkOWuR0ry1BSPZfbs2dBqtRAEAWFMApWxY8dK4vbj4+NpH81qtcLLywsxMTE0c7QjiBCLjY11KMpI/awdO3bQ/APs+fvss8+o+HpmxdbevXsd/u1xYXSe8/hs3bo11+falQQZhNu3b0Ov12Pbtm149OgRroq+8Glpafjrr7/QvHlz+Pv7o23btti9ezcsFgs0Gg11MTQajbh9+3aOVeHZGJ8KFSrgf//7HypWrIhvvvkGd+7cwZ07d+hD9OrVq7DZbHh06hTKqdW4mpSEtbJRKDZmJcVoRKCXF3UxoumQc+gEDNqxAwLT7mQXsre9/Pvv9LOa6RixaXcDZC4RbJtL+fmhDjMq+OGuXViikN46oXNnYOpUu+nPP/88Fnl44JWNG7FAjBN6IFrkKleuLBG1njlYRHML+5JzFrPV6McfUV90RXClG/bgwQOMUxCcQHZnoLks2ccne/dKvv956ZKkqDEAwGhEuoMXQIwYqCvnkax+D+tGOFTMvARkF1MGAI1Oh+HDh2PSpEkwmUxo27YtqoeFobL4Em/fti0ePnyIjIwMp65SOdF82TIadK4Ys2Wx2J3vErnI2kZGgcuJo7ZWmTWlVWgovHQ62kE6I7rXyjtU7Hq7rl3DD7Ki7CarFVabDe5aLQTZ+mT7r4j3mTwldk7PGaX25JWCtmwZzGaUdHeHyWrFo8xMCIKgKJjlgpSNBTVZrTh+967DbHZA1jP64MGD9L3wIC0Ne2/cQB+ZtVcJLxeun7y6ESoVpr3rIGhfLrZcdWMu6tjIoANjVWKvAday5ShRD3nP6zSaXLukecncCNnSDfIBVK1ajdFNm9rFcgHZibDMZjPAWMuU7h8ybX5kJGaINUQdXUM2QYBGTK1OkLdrycmT2Z4lsu2ky8RW9erV8ffffyM6Opom05g1YwY+L10a+0SvnoYyq52c60xIBMFPr6di6+R//9Hpcm8DOzfCPFq2HEEsd7tffx1xH3xAjSIHDx6kfTsAuHDhAh3E37ZtGwIDA2lcvdVqxZw5c7B37174+fmhXbt2Dvc3ZcoU+nmpLNkUYfXq1fj555/Rq1cv/M70n+rVq4fx48ejV69e0Ol0qFSpEqpWrZq3Ay9C5N+vyXmi3Lx5U1LPyRVokVEXOibXr19HZGQkTZZBig+PHDkSvXv3xpgxYxAbG4seYra1cePGSSxbVqs1x7oI7u7u+OSTT+j3y5cv49tvv0XJkiVRvnx5HD16FAaDgXYUzWYzKleuDJhMuPPjjwCAwZs3YxzjWveA6RQnGAwILlGCulo4iyWRY2Aexkp1aZzBii3Wj1w+4kSw2GywZGRIOk6OrBEWB6POL7zwAhJNJpzOzMRZYiVRq9GsWbOsTD/Mb04yD+UX7Pl0dG5j09IkhVpdcSOsWbMm9kVGKs4j5yqnrfwgjp6xfCDz32fJcNA5TZFZzFjL1kwxEBiQihgbgNatW8NqtaJdu3bIyMhA2tq1UJ05A68//sD+DRuwf/9+aABkPkY69mN37+In8eVJ3QgddNIIFXIRI0Y6JiQ4nB2sSDWZ4K7VQqfR0I49KS4uvxbkHWN5B9BotWa5Xiq4oso790ZmxN8ZH+zYgbmHDgHIvwyYViZpT0GQbjLBTxRbJWfPxtA//sB+WQY3ALgpq812lEn2YrJa0WzZMqxzYjG1mExYvXo1vY5vPHoEnVqNsJIlcVisl1ly3z58KSY2ALKfYSTpgVzMbXnlFfo5r5YtpYx5SvExgP015SZ27os7RGzRGGRx0IRAzlGq0eiwPiN54ufWsgVkDWYtXboU3y9YAKsgIJ55rzpyI1SCiK3g4GD4ihYTs4PBCjJtwo4dNJuso2uIWLbY54LSNh1ZtlJNJnpOwipUoIm7Nm7cmJ25UBAQExmJu+J9FRIYSAd1Xq5d225fdu7qkFq2ronhE4CCZUvmRmjIR7ElCALefvttAFmDgaW9vDB48GDUrVsXFosFnp6eqFChAlq1aoVdu3bhtBgzSlz4eovJRd566y0AQFJSEh49eoQHopXz/fffx8yZM5Genk7jwWvWrEldA0kiNZa7d+/iypUrGDp0KAwGA838DGQlZvP29sb333+P6tWro1u3bg7jyIoTefo1O3bsiE6dOjn84xQ85cuXd1gszhG5sWwBWWnDySgHic+qW7cunZ+YmIiuXbvS7+vWraM3pMVikfjfKjFw4EA0aNAAM+rWRV9kZ8G5ffs2Oosv+PT0dAyqUwdV/f1hsVjozVxRdJUDgIXHj9OOVPNly+jxxaenI4h5Sbtq2QIgcdUz59KE7eNAVDkSW0azGY/i4xF99iwA4HRsLK1dJHejcGcsJyxz584FII7wk4e0RoNWrVpB5ekJML9FftfCk1i2HJzbwbJkLo7SwbL4+PigIuPiwGKyWuGm0bg8es6698WI51mJVAfCWif77dQqFXYRIc28ONn9DA4OxogRI2C1WvHdd9+hTJkySLhxA+Eff4x0URzp9XqoVSpaKDuvkAEBIj56/forBHFEWilmK4R5dpitVmx3kCETsHdNZM95mskEvVYLnVptJ+rk14JSQWMW4kao1HmUp5sm97LbzJlOtzkvMhKTxIxu8vZEP3iAOaIQyw1Pwo2QiC0gK/lBBPP7kKe3fBCIPb9JYnydo6K4AABBwI8//ohbYsc23mCgllnS0UuKipIkKSCix1evh16joa6lBHaE3pEL2JYtW5wOFCoJaC83N5isVqjCw/EgLQ2CIGDB0aN2MUtnnNzbxQm5G6Ezy5aj+oyqPLoRAlmd8iNHjgDiwAI7iEneta/UqQPAeX/i1Vdfxb///ovQ0FC8KSYjMlmtTsUWizM3Qo1aLbHqKd2RZP15YqY9wqPMTISILqfXr13DKjEDrdVqzRZbNhssFgt0Wi1gseD06dOoKlpO1w0Y4PCYWfzc3RUTZNjFbMncCOMNBpTMJw+UNm3aYMuWLdJ2+fnh448/xq1bt2AwGPDNN9/QWqMk2yARUzt37gSQ5T3TqlUr2n84Ksamnzx5EtHR0ejduzcCxQQhgwYNgs1mQ/v27ZGRkYF169Zh6dKltA5euXLlaJbqatWq4bXXXpO0Lzw8HEeOHKEx58mygaXiSJ7EVoMGDVC/fn36V6tWLZhMJkRFRUk645yiRW4SZBiNRowcOZJe5KT2wnuMVcBiseCcOHK6atUqJCQk0Bs1NDSU3qSOCA4OxvLly/H1W29hy6efYurUqahSpQp9mLu5ueGVV17Bx+3a4dK4cXj33Xfx3HPPwcPDA5sZs7McL50OKmR1EhXFlisddOYFFsQIO1eorlD/DMh68MpJMBhw+swZwGym7VvIFKHVzZghWT5TZmERBAHx8fF0ZEhQqTBk2DAAQLkuXfDN7dsQJk0CGIvYw3zKykZgO0fBTPwSi1zgnsshRikjIwM3b960GxW7dv065kdEwGS1wlNMpOAK45l0+X85SNvtl5KCZIVROAAwyzNwqdX4nPw2TCeIWLbalC+PJmJHNCgoCDNnzkRsbCzUajVNMANkia2g0qVRg8lQ6CrXk5JwWnQ/JB1v9nxkWCxZ2QgtFjurDnstVvjmG3R3kjxFft+wv2WaaNnSuiC25B0M+W9ntFioGyEgTQQhD0a3cyN02Pps5J2xD3ftcpha2xn56UYY/NVXkgKrAGCwWFDSw8OhUCL7JucekB2/1Yr0XLjweYgCK8VozM4oKa7fslGj7KybAEqLwkulUuGnvn3tvCTYEXpHz9mjR486dYFXsmxZGbFxNSkJjzIz8W5EBE7FxkqExOMUUi5K2AQBeq3WoRshG7Pl4UBslRTvca1anev4n5ASJdChQwe4u7vDarPROEwg+z6qpGDJkePh4YGgoCAcOHAAG774AoBjsaV0vVxISECUmClQvqxGpYJKpcJg0b3PmVjrxgwKE0gCsbr16mXFaiErFr6NmEyjbdu2sFgsCCxVisabvVKnDh5NnpzzcYv3ASuY2OemnRuhzLIF2GdizA2CICBTdEE+dOgQzSRI2LRpExYvXoxRo0YBAEaNGoUFCxYAyE6QQbJdR4uhGmPHjsXhw4dpFkESi3XgwAFs2LBBkrE6MzMTdevWRf369XHjxg288sorOHXqlOIg65kzZ2gCNZbY2Fi672c2Zuvrr7+W/C1cuBAHDx7Ee++991SclKeV3CbIUKlUeOGFFzB+/Hg0atQIALBmzRpqkrZYLDggVldv1KgRJkyYQEeIPDw8cqzFtmTJEly6dImaqy9evIgrV67Qa6hp06aoVasWXZ58z8jIwGomOyIgfdDqNBr68GLrjeXVsnVZVovJGWfPnkWkeE7k6BXcKkvPnQvfkiWzRtPE+c4sAEbZaPbp06cRGBhIszqSVLcAEFe1KvAEBj/YeDBHHSx5Z9k3hxc1G2DL8uKUKZhw9CgSDAZ4aLUuda4CPDzwaYcO2RMcdGJrlSsHdwfFcq/I3Lg0KhWaiPeExLIldlwFQYDJZEKtWrXw66+/YsGCBUhOTkZSUhItKQBkpRr2L1kS5XIp6AVBQKXvvkODJUsAMJYt5nw8ysy066SRDgZrgSNZBh0hv29sMrGl12iy3AhzsmzJrBDsb+ctWi5Yy9bk1q3pfPnofU6JVjItFrtg/vwSSPnpRvggPV3i/gdI3QiVoPEzJhN8xOuNzVwImw1xst9Ur9TZFo/BxDxTyHVB9h25f78k62t9cdBGEARo1Wq6nEocPNHKi8kqMGvWrOySFAooWbYMZjP9zVOMRvqMSzAYJB4Dbg4s/0Udq80muabt3AjFBBlk0IRMz7BYHNZnrFGqFD5t3x5qtiagAxoEB6O1GEsKZImtIUOGYNyYMbDJ3AjLi88QR3GSpHbT7du34e7ujurVq+P48eO4tX8/wtLTkZSRofieULqnlkZFobEYMiBflgwadxa9HxyJLTWAlkyCL3ocvr5oERWF/w0fjmpi7UNfX18cFON+f1q+HK+++iref+89wGaDTsxG6OuCqyoRwOxgb2Um7shpggzxc+nHEFuZmZnw8PCgKe3lhYr37duHveJxNmzYEHFxcbRuK3HZKyvGQ78qxiRfvnwZixcvxqpVqyQhI4TGjRtj4sSJALLDSL7++muaybpTp050mxMnTsTevXshCAK1dsnRaDRUwD0NuiJfY7YGDx5MM8pxih65dSMEskbe582bhyFDhgDIuklTU1MxZcoUBAUF4YJYnyMkJESSIOPo0aOSOgpKPHr0iMaCAVnmaI1GQ2+sCRMmSIIwhw0bRsXcfNFtjsB2MtkXSxAjtsgyuQ3cvuSgWKQSa9asgcmBWNI5iGFLNhgAiwU6saOQ5iR+RyV7oZCH0RExLbBNEPC8WIfL9IQyEKYx1rbbDs6VPOYmSTaaL8fb2xvh4eH0ZUGoIL4QMsxmeOh0LgnnI2++KZ2gdF6uXsX5s2cdJs4wyH4TtUqFV8X4lL5ikWsgu7NqEwSYzWbcv38fERERMJlMCA0Nhbu7O3W1AIDmzZvj/r17+FuWmS8n5O5TSQpup2Xnz6cJMghk8ME7Fwky5LGO7P1DY7bUahitVomFRal4uCN8RXHBWrZYgSW/fnJKkPHBjh2oJxvNLaoJMuRtN5jN8NPrcxRbaSYT/R0lHTOrFZdlSSaUYh5I1rFk5l4kgwXNy5ZFs8xMQExEQFggxugKyHrOkpitiqLg+YnpGDt8znp6Ak6yBipZth5lZtJ9PcrMpNdkgsFALThVMjJcLj1R1Hhjyxa4f/45/U7cCFOMRuy7cQMWW1bdOXJu2HOk5Hb7/bFj2HntGo0jyklsvVa3LiYxgxtlvL1x7NgxzJ0zBxlGo6SO3cIePXDjf/9zaE1etWoVfH19s2KFRYjHiyAI+HT/fmmdK5ELly45bSMLcSMEsst/KMVkWmw2qAAae87iqdPBIzVVElseFBQEJCUBd+9i8YIFeOGFF+Dp7g64EBbBQgRwJ8YNvjqTeIZ9JmtUKollixxPaQdxiq7wj1iL9IMPPsjan8xjg1iv6tevj7Fjx+Lzzz/HzZs30aJFCzRp0gRAdshIVFQUgCwBdffuXfz333+wWq14++23IQgCRowYgZ49e6Jbt250+yRh2v3792kt1TNnztBCxl9++SViYmIcFkZu0qQJ3v4/e1cdHsXVfs+sx5UECZ4QirtLoLg7hQItpbgWaQulUIpDKVKgghUrVty9FLfgLkEDIW6bzervj7335s7s7CahtP2+35fzPH1KdmdnZ2euvHLe8w4axJ5NnrMlwdmzZ1lBZB7+85AbgQwep0+fxvfffw/AvmitX78e169fR0hICDvG399fFO1ISUmBew4iM1arFQULFsT777+P4sWLo0ePHvDx8cGaNWug1+txg2vkGBsbCw+6AEk2ZKlhQjf6t67Z4pCaC6ele/fuIjEKHs7uejIAmEwIIU37XNGxpFnJMmXKoPuIEZgycyY7NpAa8042WG8n2Zu3RUpqKnDqFPDkidN7Sw1neg8U2Wz+iSkpmJKZCZPkXsaTTZpGdN+GNhQqFwRYtw5JCQlOpZTZ5kiosUqFgnHOu3bowI7jna2IiAhMmTIFkydPhtFoRJEiRTB16lSEhYXhvffeQ+fOnZGcnAxTZibickntjJWoI/L95aSv8+OJGqbeMhkAZwIS0nkjpRFqSU2IwWwWC4RIAwMu5pGvTgeLzcZq8QD7mKEZUWlm1JXKHgBck5Goll7P27pL76pmi95v6bqgN5ng5+bmdCzS9grpJhNzjkSBnMxMRDlR7+ORlJCAiIgIUWSZjl83tRqfEalqueAczWzRbEwUqSm7za3XZqsVd2Jj8ZNEpEYxfDhAjEAev169il+vXpXNbBnMZjYOe2zdip3ESOMzWy+jolD4v7Tx6alnz0R/UxohADRavZo5V3KS6HLO1m+kdo2Oi+zYLF4ajei+B3t62hXrbDboMzJEzpabWo2ivr5Og7ZU3Y6XEKflCPQbEmTo2u4unIuBRLqcwsoFAeh6ITcjb755A+looo6nu1qN0NBQptQH2AO+MJuBZcuwcP58jB07FmuWLIEuNjZXTXXpfsfPy5NcfShPI/Qi9Y8UdG0LdHeHp6cn60uaG1Cmy4YNGwDAQUuhdOnSAIDRo0djzZo1mDBhAvLly4eGDRsysRAa6KSOmsViwYIFC9g5EhISYDQaUa5cOZQuXRr379/HH3/8AcDeQ6tHjx5Yu3Ytli5divDwcBiNRnTo0IFlxoYMGSJSQuQxYcIEtG7dGsHBwdBqtdD+l2asebyVs9WpUyfRfx07dkStWrXQt29fxgHNw38e3iazBdgnLuXv0gjR3r17ce3aNZY2fvnyJby8vFgEIjk5GT7ZKJ41bNgQI0aMYBPy1KlTWLduHdRqNaKjo/HLL78gKSkJN27cgMlkQnp6ela9i8SolIo0UIOQl1t31XvmW0Izuzt0qMN7adkYdjyio6OdOjlOi9Xd3ACTCQJZcKWRXf56vbmI8Jw5c/DJ4MHY5O8PH44ml50DQhfTdwWbIAAxMYDR6NQIdScGAd3o+OyOHB6/fAmrRgNPiXIijZBmmEysZut4VBSmO6Fu8vi4UiX0rlAB0zgFTIqY169RpHBhWJxkHykF7jvC7VcKAgtA9OIU2OgmGxsXB29vb7i5ucFisWDAgAFQKBQYN24c4uPjcefOHWzduhWvXr2CUhBy1Aftz6dPkUwymXGS2j06p6WGKhXIoE+F1hDUCgnBnh49HI6VgzQjLBXIoGqEUmeLHrepSxeoFAqRgSHt5eRDNtPTz58zI8pNrcZtMh+pk+ir02FAlSowWiyiWifpihYtE8n+K2qEe+/fx924OACOma12GzbgDtf4PKeg91W6HutNJvhotU4zgUazGVdevUKSwQAd+axIXTIzE8+yoYYCgPnKFVy7dg0qzpHlWxdUrlwZbm5usnQxmtliDjS5Hz26dmXHWGw2tP7tNwzeu1f0WauTwv++O3ei786dsgEbk4RmR4VN3qSnM2crIyUFyv/SCLg080RphBSMNkjGBD/P5XoLqiRZn+wyW0EeHqL6Ine12h44tVphkGS2KJzZEc2bN0fdunVF+3/FihXx8ccfQ8EFo6TIMBic7h+/REaKRJZ4GiF1aOQ+22HTJtHf3lotfiFMBDeVCr/88gtaEyYIALzhMsKCIODq1avIfP0a1aOicmXwy9XRRXOU+FQJdZfPbNFn7K3RID09HRe4Gu6cgs9k//TTT/juu+9E788kwdmPPvqIsVEuX76MW7duMRl2SnenNt60adPQokUL0XnS09Nx7NgxFC9eHGPGjMFF0s7Dzc0NWq2W2YMHDx6Et7c3duzYgY8++oh93plidceOHVGpUiUULFiQ9Qj7b8dbOVs+Pj6i//z9/REREYF9+/Zh8uTJ7/oa8/COkJuaLR5eXl7MyfqUo2TFxsaicuXKAOxp448++oilrVNSUrLNoHTr1g3VqlVDcnIyVqxYwdL0JpMJX375JavbqVChApYuXSpSpGklmfQ8bFxNBW/8mSwW7L53D/PPnRPx3F+PHImvGzaEbfJkhAcGIp+EsmTNxQYeHR3tNLOV31XDTbMZj4gqmF6ysfEbqy/ZwEwmE+7du4etJJI0mSvazc7ZipXpY/NX4OvnZ3d+bTanfbaoE0INzNcymQfA7pCuvXYNKWQzEiRjlW54GWaz3SCwWtFx0yb8kIMNaUXbtmhnseCqJNJ+bdAgBAUFQaVSyTbM1imVcCcNp/MRdc5Y3rjmjEBKAdWTaGD//v1hsVgwf/58puw5lRM90Wq1UCoUstQpKRr++iu+Pn4cMWlpiJLQMBWCgDi93oGCarFaYbJamePjq9XCMmkSWpcqhaoSR9ZZMCDbzBalETrJbHUrWxblgoJE1MeSkobsvGCHkos806g1dQIaFSuGFqGhyDSb8R7pJycHub5MfyUb1WbDBry3ZAmMFgtS09NFhd6779/HaiKXnBvQeS11ZowWi4g2+U3DhhjDCby4e3mhyi+/YPbp03hBIsM1CxWCceJEeNpsAEfNloJmrr6rUgU4eBCJiYlsrAKAJ7fWnThxQla2GeAyW+Q3NCLBnk7t2rFjLFarrCPwNrDabCLqFf33q7S0rDFnsfztaoQWq9UhC/UuIOds8bVydKzIZbbkdhupk5Wds1XYxweNixdnPdbUCoXd2bLZYLZYHGjLgPOarbp16+LUqVPM2Xrx4gU+/fRTrFq1CmEkoyLXqP5NbKzLvYvvl2i2Wtk6oXHhbFHsIf0afbRaUeZ8y5YteMgpfc6ePZsdGx0djaNHj0KpVOLkyZMO9cMUlfPnZ7WMALCiXTv82r69w3E7d+1i/+bHsrcks0XvgYHMPZqFyg3MZjOrjxo0aBDmz58vev/EiROs9p7fs1NTU5kqNO3FRftk1a1bF2Ulkvfp6em4fv069nHtdwC7s7R582Zms82aNYuVnPDIrj2Qu7u7rHjGfyPeytlatWqV6L8VK1Zg1qxZIhnwPPznITdqhDy8vb2Zs8VLdA4ZMgTriYqZUqnEJhJFWr9+Pa5du8bqq5xhyJAhaNq0KTp16oQ5c+agd+/eqFmzJnO6/P39GY2watWqWLduHeoSXvkSopwjB37J5Rcxo8WCw4RHzhe5qiQT3o+X1DeZoJE4SYrly6GRUUhacO4cbDYbfLjGmm7cuQPc3TGJq0Hb27MnalEqpsmEZI0GVpsNFyIjAVKDBYg31kRCN8vMzLRnG8mGk8xF8o9nQztIclIvtfrqVVb7kxuo1Gr4+vggX2CgU6l2B+lukwmzT51izXgpdt27hz47diCJLPhpkk2Z1sOlGQxwU6uRYTa7pKfxSE1NRdeuXXGONMwEAEV6Osuy2OQ4+fPno7u/P04QA4s2MB5IWhwAEAluUMl+La2N8vJCuXLl0KNHDxZtjOcog1qtFiEFC6Je/fo5+g0AkH/ePPSQqHEqBAH55s5lMucUbOMm98hHp2PzX7oOZOtscZmtIdWqoWahQg5qhHxmxGyxQBAEREdHQ6tUimhxhSWBGJGzRa6rQnAwm798k1WNUgmjxSJ67t+cOIEYLpsjRzN8F1VW0//8E1FPniBVQuNM5iLVr9PS0CwHPRCZuITkdZPVymSpAaB3xYr4rlkzds+0JAPxJj0d+TmnVa1UYoTJhOZEna0Kp3pJs1fU6E7n1q8QThiBd/IMBgM6dOggu19YJTTC40ePAgCGEQOO/j5X9ae5BX8u+uzTjEYkEFolTCZRM/q/A5tv3UL9Vave+Xnpc2lLaF88jRBwnMd8cIYXkpGej9EIs7kvdGzRDKlaqUTJkiVROjwcXj4+LLNVnBM2cmZHrF+/HoIgsGDryZMnMW/ePJQsWRKnzpwBIF+XHBAY6NLZ4h0Uo8XCfpOrmi2KIkSAyFvibM2dO5f1lQLs63Hr1q3RgaOGU/qgs5qtC/374xLpKQUAn1SujMrc3KtOgloVSWAaANK4tbCAl5dIeZA+W09PT1gsFlTIppmyHMaOHYtpXFsMqS02Y8YMlsHy5+wVtVrNAknr1q0DAHZ/WrZsiQsXLohaDnl6euLp06fM2aKZL4vFApVKxRy+gwcP2nukSkDf/1/AX6rZunz5MtatW4f169fjCtcdOw//mXhbGmHJkiUxlNB52rZti5+JAtqDBw9wljSdVSqVWLp0KQB7g+MffvghRzVbPK5fv47z58+ziFlgYCCjm4WHhyMsLIzxwL8gqW058BEuPqJntFjwgkS8fTijUOpsiVQDTSZc5SJaBz78ENYXL2CkGzyHU8+ewWgywczLuEoiivz1lAoIYHx7b40GFoUChx89svfE4jYjfgPSEyMvMzPTXvdEz8eddxkpaHV2Dc7w8c6dmMc1ET7/4oWDopscDLBnEMuWLYv0bCLZ4SRD5O7mhi+PHsVIiTAE3TBNdAOVbHD5iGOUTmiEcXq9U+ERKagiU6ATJcSKpM+ICMnJWM0LLZCNyMPdHYiLg/LKFYDbOCm9L1OhwOLFi9GwYUMsWbIEGzduZJQKPvvv7u4OH29vFMim0TQd09LaJQq5KLOvTidSLQMgyuhK1wGpg2KxWmGz2VhU/cCjR0gyGGCx2eCuVkOtVDK6E+2zxV8f/dybN2+gU6lEVCSlRI6aryFTKhSwTZ6MKgUKiAwjes3uarUsrWn9jRuISUtzWuskNcbo3zdiYhBGgjdTT5zA9jt3ZD8PAE+SkxETF+eQwU3mvvNYVBQOP36MX69exdhDh9jrr1JT0Wf7dvY3Naqkz85stSLIwwMfV6oEAKJeQgCQwjmVAcTwodkpo9GImCtX0LBwYaY8KcWj3r0xeeBANGrUCACQxDEG+PqfN2/eYMeOHSJnkBbLSwUyKK07khjTAJCYy2bw2UHO2QKAw1u2AAsXAmlpDpnwdw25cfc2yDCZRHRcui/sISIRUhqhSTKP6by+PmiQLGUttzRCKsbAOzAtW7bEhz17Qknm7vzmzfFwxAj2GWd2xEvJ3tijRw+sWrUKjx8/hoGsn3KBHUNmpktni5/XRoslRzRCij59+gAAWoWFidYUqprH48iRI6yOMSgoiNHonIk0qBQKl/f3SJ8+qBgcjAEDB7I1hw8i7unRA604pUK6bqalpaFVq1bYsmWL03M7Q3JyMvr27YtvvvkGgOPaFxUVxdgZv3CiNiqVijGKqK3VsGFDAPYgYe3atUViI35csCcoKIhR/uh9HUh+s06nQ40aNUQO1+nTp/HeW7Q8+W/FW61Mb968QePGjVG9enWMGDECw4YNQ9WqVfH++++L6TV5+I8CEyfIpbMVEhKCMWPGAACOHTuGBg0asElDZdv9/Pxwn2wUbiTySid6TmGxWBj1wM3NDV9++SWKk0zJH3/8AXd3dzwjGYbNGzc6PY8zQQmT1Yrn1NlykdkSLZySrEnz0FD7P2TuYbrJhGteXkjnuO/J5P5Iz32sZ08U0GqZ8VvN3x8emZn2wmGJs5XGZZvolWVmZqJLly4syg2uGFmaRXKXRuRcbEo8ZbHWihUOim5ySNTr8eLBA/xx7BieO5HJtxCOPf39dMF2diVq6hBJKJ2hRKL3wqtX7N4FyRVWf/stlBLRieTkZHh5ecGHDwJw9yKWPCsfqVgFn10jxoDRYEDkxYt4s3Il5s+bl/U2OV98WhqGDRuGN2/esP4lnp6eUKlULMoK2JtLPnvyBOt++429JteEmEq7ezpREZSb0yaLhRkv9Lr4aLk02i01gALmzMFHO3aw158kJWHcoUP2HjecgeGr09ml3y0W2ZqtIkWKQCtxtgSI6yn5MctfFzWMWD8pQUD54GA8TU52UFQcc+gQxh4+zOa4FPy6kJKZiYOEgrftzh08JM9+0h9/sBqjhwkJ6LVtm4jylELFTCT3jm8wTJ/FuMOHRcGLnffuYS3pG3Ph5UsES+ooKEwWC1QKBZvr9D5Tp8zCPUPq3M4kPYxMJhOunjyJLwsWFD1PM/cb0oiztmPHDhQtWhRpXJaOp66lk9d5Q61z587sNT6z5UXmoD49HSXINUnrCt8Wu0lNDe9sieaIyYQWNWsCXNuLvws5ofvmBO4zZogCTdnRCOk8PvP8OYQpU2CyWPB+8eIoHxwsm7WiDkhOaIS/derExixPzTt69Ci+Hj8ez1+9QkpmJnxIA3YKZ3aEHDWMsSlcKPrpSasKZ+DXDxNHI2SZLaeftDuALS5cwOwmTdi9ceZsGQwGbN68GYA9U0NtnNyoEfLw1moh2GwYun8/EklgQ8/ZFVqVShRwoffgzp07OHjwoFPFPleYR/akQyTYw89hXrJ96NChIufphx9+QKdOnQBkZbxoZstisYgol1qtFlevXsWiRYvY39Spld5XrVaLH374AW5ubjh06BD++OMPbNmyxalAxv9HvJWzNXz4cKSkpODWrVtISEhAYmIibt68iZSUFIzgIh95+M+CM451dkhKSkLTpk2RkZEBvV4PLy8vdJF0UNfpdChWrBi8vb2xf/9+9O7dO8eqdzVr1kSzZs1QtGhRRhP86aefkJmZCT8/PyiVSqSkpMBisdilWQGnvZIA8cLCb0RGiwXXSaYmITqavS51tl5zkeNASW0JAHTo0EE2gppmNELJpeQBODhrdNNb9vPPGDJkCDMiw0qWRK3QULvRJnG2Mngjlfw2Nzc3FC9eHG1ojQRf0yFxtpIkXHN/6TVykBoT2UVEAUBvswEZGfaaLSeOnMVqhYYY5ADsvcXgGI2kGYNbtC6C2+B+vXpVJA9MnS05Na55c+eioCRbJAgCGjRogMrlyrHXPDiD/y7ZSJpz2TyFQiErFS/ATo0oUaIEYggl68u6dbGFCARQU3DKlCmsGFmn02H48OEoVqwYPDw80LVrV/vvtVpZZuLI48dwJ4YzD6o+6MzAkXvdyDlbFHy0PDsaYXJmJk4+eyZ6/Y1eDwtRAqNGToC7Oxsn1NmqUqAAZjRtCpvNBn9/fzuNkBvTCkEQ9UfiM258gISelz5jhSAg0N0dof7+snUkhby87I1eZcaEnmscvopjYsRLqLO0Ju1+fDxOPnuGMlxtWLLBAKVG4+Bs8Zktel+l45KuRTabDSu57++4aZMoam+2WqFWKkWR+6NHj7JAE49UYgiWI2N6/vz5qFChAoxGo7guhnuGpUqVQkBAAFq0aGGPWss4t4CdxUCvl/8sYK8JUXG1hqnEwTVkZODLfPmAs2dxiwReZUes1cpEl7LD3M8/ByB2tvhVQ6dU2q/RakUYJ6/9d+BdNk2+ydXO8mOeql3K0QiPk7pes9UqW4MtTJkCIMsBoY6FqwBrIW6fpkeplUq7MIPZjEyLBUkGg0N/qV4VKmCgDBvApbPlgoWQr0ABUcZSes18QIOnEdLjXGW2PDw8YDWbIRAaMmAPEkVERIiazANZwWIAWLt2LTZu3IgSJUpkKSG/BaJpgIPUU7qi19I5RZkYCZKAbU5AqYBnSKb5A07EKTMzk/2dkZGBJdz6VrRoUfj4+CAzM5P93urVqwOwO1C0yTA9T0xMDLtfFosFp06dAgCcOnUKHTt2ZMeOHDkSVqsVzZo1w++//46IiAgsWLBARKn//463crYOHDiAH3/8UZQCLFOmDJYsWcL0/fPwnwe6dOVWlUutVuPIkSNMCtTLy4s9Z5rxoguDt7c3Nm7ciLVr1+bY2Vq1ahV+/vln7N27l3F/V69ejQMHDuDly5ewWCwsY0odBa2LPkG8U8lvREcfP2bG1itS/Ck9BhA3eU2QydR269ZNliKZbjQiVVrLJTFg6Qbp4+kJtVrNDDJfb28EenoiyWCAt78/GnBNGM+cPYtVpE4giMjUpqamolSpUrggEXsAHJWQBEmmJFiiBMdDanCbrVYMlaiJ8cgwmWBVKADSk8eZQIaF0GJoJNyfZOLoWNy/fz/Kli2La6TA/QHnDFP03bkTjzkDhW6uvGFNjYzRo0c7qGGWLVsWe/bsQQfSKwgAAjjH00zO14p7f9WqVXiPo3j8eeIEAODAvn0oVqwYkpOTcYtcc9WCBVGAr/cD8OTJE7i7u2P27NmsyePDhw+Rnp6OLVu2QBAEu0AGue/OVO2oVPIdoognhZxctslqdXS2XNAIr3FOed+dOwEQSWjuHFdevcLqa9egVCiYIRfg5sbuu5tajW8aNsSZTz5BadIY/fTp0w40QqmzJaIRctclSBwX+l5NwvWX0iqDPDyQbjKJaiAoFpw/j+br1uF6TAzLagGOGRiakUszGmGyWPCUo9mlGY0IDQtzCLakyjhb0kAFXWcMZjNuS57zRW68m4ghzZ9Hr9c7KLACwHNSg0ojxI8fP2aSzKIm0mTeCYIAi8WC/v374+zZs/ZaDu68vLNFHTh37rXthAZ5/sIF0e+jhtmvv/5qN7YzMnDw4UOoFQrRObNukgLLclj79CdpvurMQK1RpQoOHjwI2GzIdNHL7V1Abp69LXj1P37Mm4izxd83ui7TZ2rinC3pPH6RksLohjkJlvGfp5YBE8gwmZBpsSBWr3doshvi7Y2fuB6DFM2aNRMJaQHAJ598YpcNd+FsbXjwQFTrKA1W8OuQiaMRUrhytsLCwlj/KHpfgz09sWDBAvY6Bb+3Fy9eHEajEXFO1t2cwkiufdGVK7DabC57DpolzlaiTE+y7GDmnNaZM2di/Pjx7G93d3f8RpgUK1euZA4ZYK/Jnzt3LnQ6HaNN0gTKhg0bsG/fPlEtWHp6On788Ud0794dNWvWxPPnz/H555/jwYMHLIMO2HukFi9eHN9//72ItpidQMb/J7yVs2Ul3bSlUKvVTo2tPPz7oIZLbqkWdPFZvXo1fvvtN3h6eiKA1N5QtRl6bh8fHxbJz076neLYsWNYsGABli9fzmrAjh07hjtc7URcXBw8PDzY5Jzw5ZdOz6dTqTCyZk3Mb95ctCAvunABnUiAID0+HvnI+aWLdnFfX/QoUwYAYJVZZHv06MGiPTpu8003maCXGsvconeTU8ratmULVqxYwTaUI4cO4dSRI/aGnVaryCGYv2gRPvnkEwBZzlbRokVx/Phx1nOHh3SDtUnm5EsnVD/AvonF6/XYySkHLZU4dGlGIxadPw+AizYSZ0twsnharFZoVSpmNDwmEVq6Qf7622+4nZ4OP1Kjd8OJiMcLLrp4nmQH+E2ZCjQIgiBqmA0At2/fxubNm3GTyyok8QpXZBxQCglg36i+GD3a/sebNxhLggtXIiMZrYQ6/kpBQGRkJDZ17Ig+5LVFixYhNjaW9aTz9/fHqFGj2PmpsxVLfleGE7EPmqVYy0UWecj1rQEc67B4A04aZOiyZQuG7N2LxRcuYB35Hi9Jc93nKSkwmM3IJJkNwJ7Z4gvxJ0dEQKtSMfpLXFwctCoVUo1GEV2pNFlDAKBS/vxYRjIp0uuqHRKCBqRIna4z1UjWUprFNVksSDcaRY4cjz+ePEG9lSuxn6PDODhbtK7CaHQIPigVCmQajQ6ZLV6hkb4jpXfR+5VmNOKNRGDjChekMVutUCsU7LeqFAo0adJE9vcIXH0HAHz77bd48eIFtFLpeO533L17F7Nmzcp6j/v9/Pj49ddfAQCNihdHI9KbjgbDDAaDSBSEKoZ17doVffr0wbRvvkFyZiaalizptPfeOa5PIw9pjRrFDCftHZ7SZ2m14sHfTEt6FzRCGmDiRWGktcVUgISCBiqow5lmNDoVvyg8fz6r/WK93LhjpKq4/P5H12O1Umk32E0mZFqteJOeLk/XlkGZMmWwbNkyFoy/cuUKZs+ejU8//RT7s2E+3eL2TznGAgVPI8wJ5s2bh+mkaTQdX8EeHpg7dy4ePHggOpbvp/X48WPExcUhJSXlrZlBQNb6fTshIWvPdDIvqENvs9lQtmzZt2qnpFKpUJuwXcaPHy9yth49eoTx48czJ5MPvqtUKtajizqYdL8qUaIEgoKC8BVpfwIAer0eN2/ehF6vx9ekpcrcuXPRvXt3nOb6in3++ef4/fffHa4zz9nKBo0bN8bIkSPtMtcEL1++xGeffYb333//nV1cHv4e5DazJQgCPvjgA6SlpaFHjx5QKBQ4fvw4wsLCcOzYMQBZk+by5csoRjbmvn375uj8w4YNw8KFCxEcHIxaXEZHpVJh2LBhaNmyJQYPHoz79+9DEATYbDZMkumVRKFVKrGgRQuM4s5F0ZU4UVAoWMdz6RL6cMQIrO/SBbbJk+HtJAJFDe1OnJpemtHouIByRk758uURRYyBN8S4ohtK6VKloDAakWgwIMNkwhVOjbBho0as58VTEsmGUom19+4BxEDl4aDOJ43Cy/QgojBZrfjq2DGH/iQ8tty6xeoNEg0G6BQK5AsIQGjJkgjh6pEoTj59iu/PnRPRCKmqIN3cr/r5AX37IoZQJq7koCnrLVojqFYzw4Sv47FKDOUzZ85gxYoViOafGXcv1MT4mT9/Pov23717F1vpvdi5ExeIk/nFuHFsDOios6VQ4Msvv8SLI0ewcPBgAGC1jVTFMyEhgTkhlOYYmZmJN4RWKVevBchLJQ+qWpVFm5OdFO5LP+eKRggAP166hAlHj7Jx6aXRyBazJ2dmsiwln9niDT/qAKSnp0MAsPHmTfa8BQA/tGqFqwMHIsjDA7VCQrJoUZLrOtOvH4KJgUivmar1SZ0tg9mMdhs3ugwoSTMtrjJbUoqhRqm0K39ylEBAHFWX1r9Iz3srNhb3JPQZ/ntYzRYnVnCCZFSlKEEcFqoCajKZMGvWLLRt21aU2fLnAl+ZkrHSgIvs8/dGr9ejb9++0Gg02NOzJ87164euXB+tmhxNdwfJeAUEBCA5ORmJN26gfFAQ5jdvLhKC4JEpyQJTOBO8iUlPR9UCBdBRIoX9lBrL76jZtCu8CxohdZh8eZEmvraYOFv8/KRiI/SzyQZDjlq50OvlZ1REsWK4NWQI+5t/j45ntUKBWrVqoU/PnjCqVDCYzUxEIzssW7YMgiCwYOmOHTvQpUsXVKpUCS3DwtCK6/Poit6odPEseRqhKzQuXhx3hg6FQqHAjz/+CCBrTQz29MTPP//M+kxRBAYGshY2AJg981dA11CdSpWlJOukppE+s06dOuHmzZvMaZLClR03f/58kS3OS7M/f/4cmzdvxiUSROWdS5VKhbi4OAQEBLBs+aNHj2Cz2VCxYkUcJaqjFHXq1IHRaMTu3btF9Vw3b94UOVL37t1D48aNWbacwhXL5v8b3srZWrx4MVJTU1GsWDGULFkSoaGhKF68OFJTU1kxeB7+8xDs4YFmJUu67vfkBBs2bECPHj1Qs2ZNAPbCygkTJuAxMf7pxHr+/Dnj4abloLGmKwQFBeHBgwcoWrQoQkNDWd+He/fuifjAUmhdRMRY809BwDpCWZBGrBSCgNTUVAiCgBQnGRYtMcx/W7MGIM1t041GWKxWFOKj1hLHx0g2zVo1aqBJkyaMAle1ShXEv3xpVxJUKODDReYjHz/GuiNHEB8fn+UoKZVIqV4dkBgsFYKDHQxsOQfIGUxWq/PmywT0/posFqRkZsKTZLTDihVDLLlfu+/dY/Vx+4gxpCWS3QAgkHMYifFA79JTGfqgMwSQTVurVDIampeTxpOPHj3Cli1b4OPjAy93d4CqxHEbVgBZ+GldCsVuYkjywhru7u5o27Ytqlevjs5kLCoEAc2aNcOff/4JlUqFpk2bMsU3HmvJuNvF9V2hcCZjL+dsaZTKbKOtUufNFY2QQqVQMKfMS6uVpU4lc41OfXQ6WcOPjtX09HRRvQX9bne1GhXz50fM2LHw0mpzpJxGDSyauZI6W7SO65GLOgcpzfaF5Fg+syWFACAhMZE5c6z3GN/3iDpbkvtLs5aNVq92OC/fcsFEarbop1UKBZ4/fy6qJaEoSDLdz0k9l9FoxOnTp3H37l1RZsvMnZ86W5+TWqioW7fYe7wznp6ejlWrVmHHjh3w9fBALU4iHoKAjLQ0UX8hwB5M2LVrF+aNHIlzH30EN5UKNnAqo9xYcncyV6WZLX4OaUggTQT6nCwWWP9m6fe3pRG227ABTcm8p869u1qN6zExaLBqlWxmi/8ldP7QOZdkMLD75MphkcvECRD3uXOW2WrRogXatWqF56mpUCkUokwcxaNHj9gaTiHtRzVlyhTs27ePGeN6jpbrymGKdaGEa7RY2Frjar3w1mox94svMGvWLCxfvlx0vJdGIyuQodFoWCaoUqVK+OCDD3KtrOwMxXx8cIhmX5ctw2KJ8wFkPbMHDx5g+vTpaNy4scMxjx8/hkKhcMoku3HjBqZNm4aJEycCEDtmBoNBtJbQUhDAzk4rXrw42rVrxxoUA/aAuMVisdcwwy7s5OvrixIlSrBjrly5AqvViqqkjo8XFNFqtahWrRrqkxYn5cqVw5UrVxzq5f4/462crcKFCyMyMhJ79+7FqFGjMGLECOzbtw+XL19mdJk8/OdBrVTiYK9eLp0RZ3j8+DFOnz7NCl0XL17Mmv8BWbKoo0ePZkbWLW4Tzy1KlSqFRo0aYfTo0ThOOPu007vBYMCfXK8kKVzRD2gBf6kcFlIX5xYTHvk4SXpqsKdkZqJEaChCeGEGujmTY2iT0CIFC6J+/fosinv/9m3oOXqbN7cYni1ZEhg0yJ6+p4urUukg7AHYjVCpgZ2ekYFNLpxTIGuTpVFVV6AGWZLBAIPZDLPBgPj4eOzftQvPiLPUbuNGtCG8cLp5aLiarQxiPMTGxaFixYp4TByydBeFw1IsI8pHWpWKZbR+bN0a38k0Qdy1axcOHToEb29veHp6oiylv3LHJHBGADWYo6Ki8CWJci6YM4c9R3edDunp6VixYgUqkA3z7t27GDduHFJSUrBw4UIcPnxYFO0D7DRCSt+QK7h2RiOUe50XUXCGTItF9Bt5Q9apmhinNOjpLLNlMLBsmkIQZClNISEhKFq0KAYMGODguMh9d04i9fRzVMlQ6mzR73FGXQOy1odJDRpAKQhIkcwXi9UKg9ks62ylpKba1UHJNVLjm58z9N/0d1BDx1nWEsjKXNhsNiZ+wGfIDAYDMmQi4YXJWkMVxry9vbF7924cPnxY5AilcHRZajB9+OGHKFiwIJ6T9RUQZ7boOTt27Chq4oz791E0Jgb+/v4un5XJZGLv0+fBBw2COBopD+nYOM5d38OEBPhJjP7wEiXsPYMsFnv96N+It81s7b5/H0dIYJLeA7PViuknT+Lks2eioIlRLrNF9g3aJDo5M9NpJpgHPQd/ftqrjoJ/j6/ZWrduHbq0bw+D2Yz8np6yczY0NFTUygKAeKzIQMNTbl1ltmT28cr582NCvXqimq1qBQuil5NeVO5qNaKiomA0Gtl1NShaFI9GjMDmzZuRmpoqS2WjWR9ah6R/R8qaWi6r3KhyZXjKBKSDyb5w8OBBLFq0SKRGeO3aNXTq1Cnbei5KE6ZtenhkZGTAzc0NNpsN+/btE8m3L1iwAN988w3ykSAOxfbt20WO6ZIlSxAYGIiFCxfiCOntmJCQAIVCgcuXL9t/KxdM0el0GDt2LJRKJfbt24epU6eifPnyzm7T/0vkamU6duwYypQpwx5006ZNMXz4cIwYMQLVq1dH2bJlcdIJrzoP/91Yu3Ytpk2bBh230QVycuN0A9fpdJg7dy48PT1zXLPVrVs3RumjuHbtGho3bsxUCnlotVqXi5/WCQ0FyHK27kt42lLQqEyVKlVk36cG1d27d5kDZANQoHBhFOKdLWokk2Oo6py/ry9WrlzJIpYVS5QA4uPZhCwh0+yvSpUqEMh5fl65UpZu40Ea/fJITEqCinstmDiKPKjRaLRYZA3Vzps3YwKhENDfnkicLSvdQEwmGDhjhG6G1EDRqlTs3EEkK+Xm7o7rBgMUhAaVkovePJGEyqhWKFhmq2ahQhhTpw7OnDkjGjc0AlivXj2EhYWhMInS+3JjNINrBk0NmGLFirFx3K9vX+ZslSxeHBcuXECFChWwjwiI/LB4MbkNJhbtrcw1sgTsayb9bi8ZGlVuaISaHDhbgFguno8COzPSlIIAT40G+T094aZSyUbHkwwGkeCFXJQ9IiKCqV5JaY4una0cGI8BJBghzVIxZ8tqxVKu7pEHlXk3X78OS2oqTJLxbrHZ4DZ9Ov6UNNwGgNdv3sCNOHrUMaKfoaBzif4OOh+dOdJAlrNFz8PXbAGO1D+KW0SWuUaNGgDsBe/dunWD0WjE3p490YHWvZLvtlmtaNiwIQoVKoQvv/zSHmm+fx8nCT2QN8IHcQ2KRfjtN0z/8EOkpaXJPiu6F5hMJvY+zfzxwRQ3Mi4TMjJEGd1EgwEFZLIogN3Z8NRoRN8bVqwYTpw4AYXNhmCJAumjhAS0d9EmJLd4FzVbdC7zvaJ4gZWvjh3D67Q00RyRZrYSMjLYs3Lm8DYoWpTV2vEQBEE0tvgnyGi+gmBnkpBrreCC7vVUMk+kmS4pU0DNZ4GdnlUsUc4+q1Qi2NMTFpuNjSlBENDeSfDUXaWC0WiEh4cHc7YEQUAJPz988MEH8PLyclCtBcBKZFasWIHnz58jlLZ8+YvwIfd9ecuWuHz5smxm6srAgXg8YgTMZjPy5csncqhWrlyJ7du3s4yQwsmzpwIZVFhs2LBh7L2wsDD0798fAPDjjz+y5sWAPZC9dOlSzJkzR3S+BQsWwGq1MmerZ8+eaNKkCWJiYhjdkM+WNWrUCPXq1WN/Dx48GMWLF0fp0qVRvnx5dOzY0ema9v8VuXK2FixYgP79+8uqzPn4+GDgwIH4nlCqcoKZM2eievXq8PLyQlBQEDp06CDy4k0mE7744guUL18eHh4eKFiwIPr06SOqFQPsG9Hw4cMRGBgIDw8PtGvXDi8kIgCJiYno3bs3fHx84OPjg969e2fJkeYhW6hUKmRkZLBmf4Cdn+8nkUZ3c3PDli1bkJaWluO+FEuWLGHUKgqdTscWEumiGxoaygxWObjK3NFIeFA2XGGaqTtPanTWNmmCC5zCUo9y5dgGlI+L0J44fx6PeEeOy2zt2rULpUi9Qf3atZEvXz4s37ABABAXE4MiRYpAQ669rcT5BOwd3UuSRd/L3x86GRqOh0bjSEVTKqHm7gnvJFNQI8JktcrWWGy7cwc/kWgfNRqTDAa7UALduM1mURaEGgvU+OSdYDfiaKSnpwM9e8JK7qUtF3SNaSSiarZaRWp2gN0x9eScGSpZ+/HHH6NkyZJMWTOIi+C11uuhkmwyABCaLx9qRkfDmpTEWhMs/uEHNr6p9Puzp09RrFgx7Ny5kzX2pIbIRmLwbdq0CZcvX0a1atWYE7eIU3VNIFlhaXbRmbMlp8RIQQ0ZZ84WNbh6SiKMMenpeJGSggZFi8JkschmtqTOllxW6sCBA5g9ezZq1qzp0Az2bTNb9FOURiildVEaodlqRUEnNUEUvgoF1AoF6Gin95z+/76MLLFap0MxUodn5Z0tbs7wwQUAiCLGktwzpKCZC/pZlUIhMkRbtmwJyETBr5MmwxcuXMDVq1dRuXJlvHr1CkajEW5qNT7t3dt+ILlPiUlJ2L9/PypXrgyNRoNNpB6RtpTgAzh8A1KKwYMH48qVK5gwYQLOnDnDnhk99vjx46KINn2W9J6mcsGUN4RuFjBnDgpyveoAYG2tWoAkK6xVKoElSxAVFSWitDWJiMCiRYswdtQopEpq7F6kpOCcC0Gg3OJdqBHS9XPB+fNsbPB1g+tv3ECG2Sxbs0XxOi2NrXlSh5eus01LlJDNHEnnHi/97tCPiVyrlC5KMX78eJQtW1akftevXz8sXbqU/a1Wq9GrVy8sJsGospzjIggCng8dCvzxh+z5pVApFGwsXeNohs6ohFribIWGhorqDQE7y2Dbtm0iKhxFyZIlodVqYTabYTQaHRgKbwsPMr+TYmJYOxspCnh5obifH8xmM0JCQpCRkYE3RIU3OTkZX3/9NYKDg2Gz2RzsLwo+uzhu3DgMGDCA/V2uXDkmurF7924RnX3atGmMQtmzZ08A9kB7eHg4Ll++zMpIADszIz09HZMnT8ZHH33ERMMAexCat69r166N8PBwqNVqtuY4axL9/xW5crauXbuGFlK+NIdmzZqxFGJOcOLECQwdOhTnzp3D4cOHYTab0axZM9ZMUa/XIzIyEl9//TUiIyOxbds23L9/H+1obyGCUaNGYfv27di4cSNOnTqFtLQ0tGnTRjSQe/bsiatXr+LAgQM4cOAArl69it50I8pDtlCpVKhbty7jPQN2o12axg4MDMSFCxdQvHhx1pA4OwQGBjqkrXnQ6A+NtKpUKpdd1V1ltqgBlOxCJIJ+x6xZs5jEc5ty5VCdyza1CA3FNXI9sZwceUxSEtL5c3OZrTZt2iCIZJUmjh+PS5cuwUKMhvLly6N3797M6HktozL48OFD+BHHrmefPsiQKJoBjsX/ALKcLRLBekKUAHlQI+LKq1dOa7aoSAE1GuP0eiRnZmZlF0wm2GT6JVEDkr+2BySLJM2hWX18AFKbp6b3juOOi0AM65TMTIdarffee49JsgNZDuaOHTvw4sUL1qiRry/YtH490kjWgxfX6NKlC84ROsZpkrk/f+4c2yzcOMNPq9Xi9u3bWLFiBYCsuqU6deoAsG86nTp1wsWLF+FJ7id1HKw2G6JIsbaUrpRhMqGUhHalUSpRmnOcpTUV9N7yNZpyRkkpmb5r1QsVQtl8+bD8yhVcjI4WOXW1Q0KwvlMncWZLhkZ4/vx5dOnSBTNmzHAw1uScLWfqanKf89RooFUqsahlS9H7NENgc/JbKX7r1Aka0uOMQhpkkDpHQkIC/AMCGLPDarOxIAXvHNPX6Dyixn52NELfWbPwmKynt27cEBnKZcuWRfVHj9BL4nDZ6DltNsyfPx9Xr15FUlISo/NT6jVfO/rTTz9hz549LBDg5+cHTzIG+Xv2xRdfOFCs7t27h82bN+PZs2dISEhgc7wGMcIaNmyIDz74ADabDYGBgVmZLXJ/RGEgbo5RZ4LW1C778UeUJdkKKsJUxMcHiI1Fenq6aKxfJgq2Vy5eRLwkgGqx2Vze99yCzsvcikzx4MdVJAnUSIVYAPtYN3z1FaoVLCgaX95aLV6lpcGHrHnSuUTXEz74wh9B/12lQAFcHThQFJSwSp0tcq3hTiifffv2xcSJE0Utf8LCwjB48GDm3EyfPh2zZs1Cx44dYbPZUJkLLgkgEvgye45GJrupUigQTxxTfp2g47Z8UBCac0ECrVKJH374AZ9++im+/fZb0bkSEhLw/vvvI4pjNFAYjUaWeckpQ8cVepYvj7D4eLiTeagj107rEZ89e+agnps/f37Url0bFy9eZE7V7du3MXXqVDx8+BCCIODw4cOy31egQAFmq8+dOxf9+vVj7+3cuVMk3y5VI7RarahevToePXqEyZMno3fv3vjoo4+QkpIiysS5u7tDr9fj9evXePLkSdZaA+DVq1eijOesWbNw4MABaEg7EPpd/0vIlbMVExPj0htVqVQsbZkTHDhwAB9//DHKli2LihUrYtWqVXj27Blz2Hx8fHD48GF069YN4eHhqFWrFn744QdcvnyZNXhMTk7GihUrMG/ePDRp0gSVK1fGunXrcOPGDcYlvXPnDg4cOIDly5ejdu3aqF27NpYtW4Y9e/a8VXfu/0Xky5cP7733HipWrMhe++yzzxwmzLx581C2bFksXbr0nUUuthCZdKomBEB0HXt69MABovYG2I1BZ6COWKbRiMqVKjk9ThAEfPHFFyw17utiwV3CicIYSMNXBrqJWK1YuHAhdpE6t1c0O7trF0LOnUPFihURHR3NDINXMs5WaGgorhAnAV5ess6WtBcKAEClglalwiASzZKjYFID8WVqqqivEI9gDw8suXABgwltrte2bfhoxw4E+vrCy8sLbVq0gKdM4bVJEukHgEzymlrSL+12dDRAHBQNuXfFExJkGwtTJBkMDpktreRvKle7e/duURQ2jVM9VCqV7HNWzvh59eqVg3P/+5YtjFLryd3zIUOGICIiAmq1GvHx8Rg5ciSArPqss2fPihpDAkB9ki0zW61Q0waRMob/+8WLi8a2RqlEW46iI1fADgAVOfUvOeqpQhAcmpMGurszY+3Aw4einkAfV6qEypLCZrVMVspoNEKv1+P999/H+k6dRMfLRdxzktmi7wmCAMPEiahRqBAzBL+NiGA0wtOffOJU1Q6w0w9PnToFE5cxkDq41ChWEGPEdvky4pOSkEAMems2NEL6+WdkPrmiEaZkZiI5M5MZ340aNmSNggFgxowZuHjiBCpI7nspEpX39vFBH1LDOHHiRHvgRhBQiaxxoSEhwLp1KHPxIhMuiouLQ//+/REVFYWCxBnmn4rJZMKoUaPQokUL/Pzzz9i4cSNu3LjBWnskJCSwtW7DlCnA1atQKBSoUaMGhg0bhpSUlKyaLXKfEjlnUSUzBlqQrMemTZtYEKMCqcdRKRQICQlBSkqKaDz+TrLGbhqNg0CG2Wp1ed9zC7OMc51b8M4fXRsTMjJQVhJwVAgCtCqVKDMNAO8FBoozW5L54i/jOEtrtgDg8oABorUBEAe/OnbsiA2EcVLU11f2t/AUwdjYWCaR/s033+A+UYvdtWsXQkND8d1332Hq1KnowdUPC4IADw8PhMnQ9KR0RPqbYsi+J9f8XKVQoCV3Lh+dDjVr1kRqaipbi3kkJiay9jU8eNW8gQMHyh6TG6zv1An3Fi7EJ507AwC0sEup04xwxYoVUbZsWdFnevXqhcmTJ6NKlSpMdGwDYcLQTJdUtp5iyZIlIgYabakDAPfv38eNGzfY36U5dU9qs9WsWRM3b95k8v3Xrl1DrVq1RO1r+vXrx4LvJ06cQEpKioi6z9ckp6amolq1amjWrBn7jr8ipf/fiFw5W4UKFRI9JCmuX7/+l9RF6ID2l4m08scIggBfMvkvX74Mk8mEZs2asWMKFiyIcuXKsWZtZ8+ehY+PjygFWqtWLfj4+IgauvHIzMxESkqK6L//ZXzyyScoW7asnc5C8ObNG5HhCtgd21u3bolqu/4qMjIyRM8XsBsfNAvkpdWiQdGiEAA8HTUKU4l6z4kTJ0Tpc4DLrggCrnCCFM5ANx9Xnc4bNWzI/m2AONLI8+pTU1PZOKpSubKdJhkXh341a6JYsWL2jC7ZNHxkFCMNBgMTlkCvXg4y8xMrVWIZCFEkU6OBt6cnupKFnsfk48cR8v33zEBUKxROI8H+bm5M8h3IikZr3NyQmpqKAoGBiJdRmqIGymOy+QJZEW6DhB6TYrMxulQQ2Syibt0Cli1zuB5qhCVnZoKONkqf8OTu36pVq1hfuMTERFlhCinUq1cDJJt169YtdOvWzf4Guecebm6oWrUqGjRogDYkohceHo4yZcrAYrHAZDLh6dOn7DrodxYtWtQhi8vXtdDnwBvvNpsNex48gJtKJcoOapRKDKhaFadJDzY/J72lanA1CXLZHoUg4Kc2bUQZMC+NRnQs78zSgMXcpk3xbUSE6Lx8oMFoNDIVL6lh/TY1W5/VqoXhpDaJx+SGDfFp5crQKJVINRoR4OaGOoULO+3XBACZZrO9joHPbEnmE/3LSo0+kwkpaWlIIeOTd7Zep6VBmDLFfhitz+SEEGw2GyJfvXL622KJAcnetVjwO+fgv379GmPHjsXnRKyFinyUI4ZSSnIyy5pfuHCBUYOuXbsGrFyJVytWAA8f4vaxY2zeDB8+HL/88gumT5+OOGK88QaQxWLBvHnzUL58eQwcOBAffPCBKJjKC2B4CgKwYwcA4OLFi1iyZAlev37tkNl6xfUtVMg4LN83b45rJCh0iWS0KeXXYjLhxYsXKFCggEgkw5vMraCAAAeBDAtp7P0uJNsByGYyc4PrMTGyzp/VZsPkhg1F44PP4vJoQh1sJzRCKh7Dz19+brsycfnf1ahRI4SSmq/CMqUjPNq1a4egoCC2v8XGxrJMx8qVK2EwGKDT6ex7Lre/CLCrFj+4cMHhnHLGuJ9Ox3rU8QEpPtjDP2tvrRbly5fHrl27mKNCEUHWLjmBjODgYCxZsgRlypSBQqGQLZ3JLZ49ewYTsSO8dTo8fvwYq4kyqVxJy6lTp3Do0CHs2LGD2T+0PIYGTKX2F8W+ffuwa9cuDCES/zzLi5ZGAHa7jtIFAXuQslevXqhYsSLS09NFJQdS5UZpLb2vry+ePHnC1nx+n9XpdChbtiwKFiyI4sWL/8+JYwC5dLZatWqFSZMmORhIgN0gnjx5MtrIdBTPCWw2G0aPHo169eo5aPFTGAwGfPnll+jZsycb/K9fv4ZGo3HgrgYHBzOK0OvXr9lGxCMoKMhBppRi5syZrL7Lx8fHZY3Q/wLu3r2LvXv3irJVNIVNu5EDYHxcZ1zit0Hv3r0d7r+Pjw+akAyBSqGAm1qNG4MHo4iPD9uknjx54hD5ocZBTtUIaWTHFW2kJMf59g0ORikusmbU66F68wYflilj54CTRc/d3R1Vq1ZFr169sH37dty4cUMkmOAjU28yduxY2PgNSHJNBYKDWTS/JBewsJH6D0ar4z637e5dvExNhclqhUIQoFOpnEaCVQqFrHjGC2IMLfvxR5GzdScuDmuvXWMGymPuWdDt1iaT/WxLNsFASl0xGICYGODUKdFxNAPup9NBSWtSCA2Ld7b47HXx4sVFMr6Ck+c6+pNPMIREYEWS2+R4Tw8PpKSkYNy4ccwxLhkaKmpJMHXqVHY9tNbxyZMnoqbGAHCX0EfMVisTX+ANhvMvX+Lmmzd4mZrq4GwJgsAi2XKZrSoFCmBgtWp4Sr5TVtCAvMYr+3lpNKLMEO9s0WsYW6cOviaBBjUXVKCIiIhgwRmpUSBLI8wms/V98+YIl6k37FG+PJa1aweNUok0o5FlUKmxyX9TFRIMNJjN9qw8Z4S8ckItdqfGrtkMi80m6hEnreH5ZOdODCU9baizZbJaEafX42J0NCYQ6WMpbJL/w2pl9YGnT5/GmjVr7M22qbNPnhUv4EPX4/v37zMjTqPRAM+eIZ0Yef7+/ozSGk7WwBUrViCZ0GcF2IMT3bt3Zwba3LlzHa63Xr16GDVqFLvHctLYIjVCMp5TuIxxoaJFHdZVN5UKnjTzTt6jgTuBUBNLlCghGuttWre2S05XqgSbZOzQefSuqIT0fHPPnEF/mdYN2aHiTz8xqqgUaqVStL46c7ao6IUPuQfS+ULvDT9/y+TLh5QvvxSdVw7885gxYwaqlyuHrwsUEO0nrrBt2zYA9qwnrdGiIkG+vr52ap5EjTA1NdW+vksgF7CtnD8/+pMxz98rSrE2mM2itdNHq0Vqaio0Gg1MJhNu3LjB6HB/kDoxZ4111Wo1C9K9C6xZswbrf/wRbioVmtati/bt2zPn9NKlSw4lOPv378e2bdtQv3593Lx5E3Fxcfjiiy8AgO0zzpytOXPmMLELIKsUIyUlBVu3bmV74ooVK0TiGVOmTMHChQtZcJlSKJVKJfR6vehe0TVm8+bN2LJlC7y8vETKjfwerNPpsHr1ahw+fBh169bFpEmTcn3//tuRK2dr4sSJSEhIQKlSpTBnzhzs3LkTu3btwuzZsxEeHo6EhARRd+ncYNiwYbh+/bpD9IHCZDLhgw8+gNVqFRVfOoPNZhMr7sgsMNJjeIwfPx7JycnsP2nju/81nDhxAjt37hQJZNDFkKcS6HQ69OjRQ0Tz+6vIkOGzBwYGIoFESakBWVbiUL9584YtqFI8e/HCaQd3HgVJnZYrfjFfo2XVaJCfuw43jQYBW7ei4M2b0Gg0zNk6cuQILl68iLVr1yI2NhYZGRkiQz1fYCCweDHARby6du0KUXxWEq310OmYwVpC4uwqBYEt7IU4KhovYqFWKKBVqZwaJs7mioEebzLhbkYGjtLGywBOPnsmG1XWEWfSJnNf65Ox84puwFwfHR7jx49HuaNHsadnT/iTKBrdHHbs2MHERPjxExoaCjc3N0ZJddZUsXz58swY5Td9evx74eF4+vQp2rZtyyLw+/buhZeXFwsE6fV6hIeHIyoqyiVlwo04MhabDSkyUdtjpKYg1WgUGVDSvlRSSWzAriKmEAQEkfsjl9mi18a3TPDWakXH8s2i5eoC5dQIW7dujQ4dOqBYsWIOqltvq0boChqlEqmZmSzzRu8V/zs2du6MdR07olvZsli2bJloTJV1sq+wDJnJBIvNBm8yt/jMFsUqUm8IiDNbKZmZUCsUCMvGaNWbTHbn0GZjNMKdO3ciOTmZUeeBLMeYCq80aNiQze969eoxmpHRaBQZSAkJCazwnhpLKpWKrSWCIGDChAnYvHkzpk6dKnuNnp6eGDhwICIiIvCM1GW84epWKcycyAPrXWYwsHt+8tUrzDl9WvQZQRCy+jOSz1AWi0GvR1xcHLZs2QI/nQ41CxVCRTc3lCpVCh06dEDt6tVhFQRx3RGV3X9HVEIaOPrq2DEsd8KMeBAfzzKVcviak7LnIc3E0ntHHetpjRrhcO/ebG2nr0vnEp2r0rlO61pdrUX8vaOByhISZw+wZ6PySyiIQFYALCEhAVNIppf2VgoMDLQH6p89w3KSoVYIgt2pj4vDGEnzXum+P7F+fQyqVg2tJeqGABBC1tybb96InS2dDiaTCW5ubjCZTKhQoQK2bNnCKIp16tRxuge0adOG9al6F/D29oY+KQkvRo+GPiEBhw4dYutieHi4Q0DZTAJC+fLlQ2hoKC5dusRo7mlpaejVq5eDijMFL5BRoEABJgVPGzQ3lWmPAtgFnVq3bo1ffvkFAJhSY1JSEjw9PUV2EM1y7969m9WHXSAZyoYNG4qCx1SVVqPR4Pbt2w5iJf8LyJWzFRwcjDNnzqBcuXIYP348OnbsiA4dOmDChAkoV64cTp8+/VYdoYcPH45du3bh+PHjsn26TCYTunXrhqioKBw+fFiU0s2fPz+MRqODUMObN2/YteTPnx8xMpGT2NhYp9er1Wrh7e0t+u9/GXSS8c6WlqToq0rqPTZs2JBtr43cQE4e1dPTk9UsOYvUpbvY8KQpcGegi4ez6Bdgp/BQPH31CtdpXRWAgkFBiImJwaxZs9ClSxc0IYscTbF/8803ePXqFVQqFVq3bo2fypXDpnr1EBgYiKIeHgD3G8q3aSPu+yVxFjVKJTOES0qcLY1KxX4DX3/G11WpyeedqaY5o84w6g4xoo5zAhw2PvpPP3/6NJPbluuqFU4cXJ3k+ZWQyBh/9913uHnyJALd3ZGPzE8ajU9LS2N9yPhMvFarhUKhYGIrcjL4gF36l1KM+SztOcJ9/7Bnz6xGrdz9ql27NqOE0AhfMRn5ZR4aYjSZrVbEkQwDH7XVm0xoXrIk1nToIE9RJa/JZbZ8JUX00to2/j1+FvFNhqWfk3O25BylBQsW4PDhw4iKinJoyPu2aoSuoCY0Qnp99Pp5B1WnUuHDChXgplajYMGCosCIM1lv1t/KbIabuzsKkj1KztniYTCboVYoYLJYkGo0wkurZSIzPzthgAzcswdKhQIff/wx4okDI0d7fU7kli8Tw/3PEyfYOHz06BFUKhWqVKmCfv36YTtpyk2xbds2eHl5MRU2aYYvIiICEyZMkA0wNWnSBJGRkbh16xZOnDjBah5r166NMmXKoEqVKiyT4e7uzsZD2w0bsPf+fZgFAfzo+ZK0k+DBGrfTWk8y9p6SIM7t27fh5+aGor6+uPr552jRogV27dqFhyRazwv80OfjrFl4bpETNcJSixej5fr1uT63dF7ROUKDB9ULFUKTEiVQmKzftGm1NDjhzNmSnlcO/Gima6mcYl6xYsUQExODWrVqiV6PIwHQMWPGYNSoUahXrx58fX3xwQcfoG/fvvjmm28AACG0boc7f6i0lpi7Tk+NBlMbN2YUSSl4B1JKI6TBBeo4xcfHs7myb98+p9mrAgUKOJQv/BX4+PggOTkZ/m5uuHTpEjIyMphtQxW5eZhMJsYkKlCggEMN29q1ax3qvCj4jFezZs3QmZQQUDs53AmzZ+PGjTh37hyKFCmC0qVLo2DBgrDZbPjzzz9x/fp1lClThh1Lr33t2rUs0EPtwxMnTojOW7hwYQQFBcHDwyNXInr/n5DrXa1o0aLYt28f4uLicP78eZw7dw5xcXHYt29ftkaFFDabDcOGDcO2bdtw7NgxWfU66mg9ePAAR44ccZgYVatWhVqtFqmyvHr1Cjdv3hQpgCUnJzPDGbDzVpOTk9kxeXANlUqFqlWrYtGiRew1Hx8f3LhxQxTVpIuDK+ckt5CKHQB2Pvn2rVvt3+VkU5H2OOKRIiOjLAdKGZIaizz436q3WmHmVNo03LWFhISwZsjUEaSZGGrYHN+yBSN79YLVarWr+XBG960SJaDjNxuJoadWKrOkmKWZLYWCOR+POBlbh8yWUuk0Cpzp5HWbQmG/B8QoLMI5czZkbX75KAXs2TMRnYiHAkBhcu35rVbYJk9GiRIlsHfvXsTzAROJ4xdAjNirJLMwfPhw3CNO3xjCWwfsDhqFMi0NCokCFMXq1asZJZaXBn5OsgtXuA2Dz3xZrVaWEeClcF1BRzYos9XKaGS8UWexWlHCzw8B7u4ih0gjydz4SObJwKpVMYRcg0apxM3Bg/GejOonHQP8HXVVs+VSSZD7zKVLl/DgwQP89ttvDobC35XZstpsjEaoljhdgDh7ZzAYkJaDwncjcdZnT58OjZsbYolByasROoNOpWKZLS+NhmUYi7gQ3DFbrbhx4waKvXyJfMeOsQyDUqnE6NGjAQBajQa7qlRBFDd+6T02Go0oU6YMIiMj0bRpU1EfnYiICGzfvh137txhe+bQoUNZrbVSENCyZUuUK1cOo0aNcthvv/vuOwwePBgLFy60XwdZ761WK1MP1mq1sNlsCAsLY8/5UnQ02mzYAI2PD6pkQ8mnzhZt/q3VatHZ2xtFbt9Gu3btkJ6ejjB/fxT29sbOnTtZg3taE8qvUzRDnFsa4fLISGyQqU/PzKH0exIX4MlOuZDSBKWCLszZImNWy833Fe3aoXVYGADH/S8fGWPOahZzUrOVkJDAaujlhK4ozaxv377stc6dOyMuLg41a9ZkTsrJkycxZcoU9OvXDwkJCahTpw7MZjMiGjSwXwsRyACAh+T50d9ZmJtbZ0hdak5A95uFLVqgQdGiOHXqFBo0aIAvCY1SEAQ2V3x9fVlN4N+N/Pnzsyyt2WyGl5cXYmNjmdqm1GaqWLEiowmfOHEC7dq1EwX+BEHAkiVLZL+rWrVqjCmzevVqNCD3m0Iq0kRB7ZA6deowRV3AziL57rvvROJao0aNwlhSQ0qzWM5q9detW4c3b97Aw8MDTZs2lZXb//+Ot9Ze9PPzy7Ex4QxDhw7Fb7/9hp07d8LLy4vVT/n4+MDNzQ1msxldunRBZGQk9uzZA4vFwo7x9/eHRqOBj48P+vXrhzFjxiAgIAD+/v4YO3YsypcvjyZNmgCw1920aNEC/fv3Zx21BwwYgDZt2jj18PMgRqFChVCxYkVRtLN+/frIly8fnj17xqIyERERCAgIcNps722wbds21jiPQqlUsmtxZpy1b98ehQoVgqOuH5CSmpojGmG4IOC+1eqSRsi/Z1QoRBGMWtWqwff6dURFRWHDhg04uGoVwn19cQ/2BYyKthQpUgSA3SF7/fo1FAoFLl68iFHXr+M0pbC+fIkbggBQA0hy/WqFgslxy9EIixcvDty+LWomyGe2TAYDoFY7lX7nX/fV6ZhBofPwgFmrxeR+/fBFfLxTVbfAwEDEAqhfrRpOyj0ziwUwGmEgjjDdfO7evWuPmHECNwLEzoGNXEs8yQwBAIgD1qRuXVgsFpQtW1aUobZ89x0MThQpS5YsyWhbfIb0NmkSe/XKFZQiTXPZOVNS8O2336JChQooXbo05kl6BzlDGSJyYLFaAfKbpVQouTEubWrqIaH7/CTJnkhpthTSfmiA3bnio8WBnJMvN2vUMo4SNWg+/PBDB7qLnLOl/IuZLXo/tBInlHcaeRERs9lsd7ZctJ0AwIIaiW/eIDk1FW4mE6DRsMyWWqFgTpenRsMUEQG7s7Xj3j38RJxz6mzpXKwngJ1FYsnIQOyff2I97AIEISEhbO5mGgwO/SanT5+O/Pnzo1+/frh48SKWLl2KDz74AJ6enmjSpAmOHDkCgdK2kEUDmjBhAg4dOoSfmzdH05IlsfvmTUyYMAHvvfceRo8eDbPZjGfPnuHnn3+GQqHAUS4b9ezJEyAsTFR0f+7cOXTo0AELFixAsWLFoOCofXdfvIA5Ph4NAYhj31nYQYQ20lJTAZKJLhgVhYSbN4HGjWEwGNCPGKEDBgxgBqCPpyeQmChyiFjNVi4zWxdevoSPVosekkL+1Bw2YuWfb6qMqh4Pb63WXmvoxNmi5+IzX59wgUTp2hBMxpizQIDLzBZ5TrVq1cKDBw9w584dkVodkEXrBIDPP/8cEydOxKZNm9CiRQv4+/vj7t27ouONRiOaNm2KI0eOYMqUKTh58iSmT58OwL6OBwYGonv37qx+1mI0AkolzH/8geEdO+IHs1k0h+M4kRU50Gc+guwXgYGB0Ov1aEXWa51OBw8PD/j6+iIpKemdsnBcoUWLFoxul5mZiQoVKuD48eNs75fio48+Yv+OjIxEvnz5sGPHDtG6/ObNG6SmpmLFihWsFvj06dOYNGkS+71AFiU0Ojoau3btYk2NpaC2TP78+UWJiKCgIMybNw+DBw9mCooajYapHGYnOqVSqRAYGIiSJUtCo9E42HP/C3h3FvFb4Mcff0RycjIiIiJQoEAB9h+NKL948QK7du3CixcvUKlSJdExvIrg/Pnz0aFDB3Tr1g1169aFu7s7du/eLYoUrF+/HuXLl0ezZs3QrFkzVKhQwaGRbh6co0mTJggMDMTXX3/NXktISEBsbKzoPl+4cMGlct/bICUlxSHqc+7cOTSJiICXRoNiTmRp9+/f7zQjVUCGby4Hr5gYGL/9VpbKSMEXh9sEQawoRYRf2rdvD6VSCWNqKvoS2mXt2rVZvRv9fV9//TXjulerVo1JU+dXKgE3N1bzZf8y++YkUBl1pZI1x5TSLZQKhSxdgje001JSkCkjC0/BO1tB/OKqUECv1yMjPh6N8+cXNegEgFjy9x0SuazhhPqAjAxY09NZdIyqpjElUO776Yazh0jp0/qFlJQUu2pjRgZAG0S3bQulUokTJ07glERkw1n9wrZt29g4pgbunj17GLVFqVCgUKFC6NatGypVqoQ7PXsCnNhOboINxsxMCLAbCQK55kzOALBYrSLJcwppZsv9LVst0DPyxpmvTieKgPO9eOQi9XIUQKPRyOYfT0Va27Ej+slknen3/ZXMFpCVCZDWtG1q3lxktC1atMipQIoIVBRFp4PRbEYGGQ9miwVmq1Xk5Err5nQqFV5zWXTqtPLGeDkZQyU8PBxly5ZFKKk77Nu3L0aNGiWKZCclJYno8zdv3kT37t2RlJQkcm7T0tJYG5Tjx4+z3j5UqXXYsGFo3rw58r16hSOHDqFz5864e/cutm/fjq+++goJCQlYsWIFa6TKo5gTOvbOnTtZ/yL+eT58/RpR9++7dKhpQJQKxygUCvzwww9IS0vDrl270LNnT1gsFnTv3h0pKSmMHeBPgh58ZuttBTJMVqts0EnanNsZ+OebKJPF5+8Jpf1pJQ64lEYofV96HAUdY8kyQmaA65qt0UTxc8qUKahatSpSU1Md+lDxMujJycno0qULHjx4gEmTJqF69eoOEut0LVQoFCyLRFlGgiDg9evX2LRpE2zkWZnJdVevUgVtiaIhP2+d9eT04hgCPAoVKoQHDx7g+PHjrC2CTqdjWbl3ycJxhaSkJKZJ4Ofnh9OnT+PcuXNMg0A6tzZs2MD6l3399dfYs2cPy4LRRIfZbMbt27fx2WefMepgvXr1kD9/fhgMBnTo0AGAff212Wxo3LgxmjVr5nR/CggIwIABAzB06FDR6zS7Kb331Pah56PJi1KSujqNRgNPT8//uUbGPP5VZ8tms8n+9/HHHwOw84KdHUNlOwF7pOKHH35AfHw89Ho9du/e7VBs6O/vj3Xr1jEZ93Xr1okiNHlwjbt372Lp0qWimi0qGsIvVo0bN2bOwrtC586dUUMi+axSqWAxmZAyfjxTZZLi+PHjsgWkHVJT0YzQZbJDjx49ALg2nmlmg0oZV+SioYf278fFixfRtWtXaDQaGI1GVjBMoz1RUVEsMuTj4yNS6nlA6hDCChRAaIUKgEKBYpL6QZ4uRR0bqeGtUihwTxJxBCS9sCyWLJlrGfDGB9/PK5kYk9988w0MqamYzImS2Gw2xFBjk1zTPCeF9yEBAYBez4pyacSPRtsa1qvHjrVarfj+++8ZzcKLnFufno7KlSvjACdRT5s4v3792iFD6ey5KpVKtjH4+/sjOTnZLmVMnS2lEt7e3ti0aRP0ej2mTZmCNm3aYPbs2ex35xRv3ryBzWKBxWaDJzEcMzijjs9s8fQkauTT997W2ZLLbOX39BTVjfHmmWxmS6Yhcf/+/fH+++8DENcQ9KpQwSELB2QZga6aEbuCNLsmFcgoJDGe7969C1sOMh6UYpccHw+bIGQ16LVYYLJY4KnRsPsjrbtxkzwTjVKJMH//rGDFkyf4lmvCStGuXTvMmzcP3bt3B2BfY/iG8oA9+sxLKE+dOhXr16+Hn58fKlasiG+//dYh4uzn58eK06mhdJzUfd25cwctW7Z0GLuUMhgfH8+eY+PGjVG2bFlUcBKVB7JqGXlnID4zE2qbDTVywoqhwSRBEAXNatWqhdTUVGzevBm3bt1CUaJqWLp0aSisVlFm620FMkwWyztztpJknJ4wLvBFKbpapVLUkNdVZouH1HGlPbESnThbrjJblQsUwKKWLZGamorLly+jRo0aLKAlRSFSW0v3/1evXqFIkSKs3xuFSqVC//79UaNGDaxcuRJAlpCGAHvQFgBq0Npv8qzCw8JQhNRH5iTbTWtWR9WqhTmE1WQ/nZnNg6pVqyIlJQVPnjzB/PnzRdf/dyM2NpbZti1btkTv3r0B2Ofks2fPHFS+Dx8+jItEfEmr1SIzMxOff/45gKw6ZLPZzDK7mZKxefv2bZYlpu1I7t6965LC16tXLwwfPtwhYE4DtVLtglKlSrFrArKk6T0lrWvS09Px5MkTWSXz/xX8q85WHv57cPfuXaSlpcmqEfId1sPDw9+5rKcchU+lUuHZs2do3769089lZmbKZi8bFy2K8mFhsmpKUtC0tyvQRc5KaGf+nBOvViiwbNkyrF27FhqNBpGRkUzSmTpdxYoVc2r0q4mxUMDLC0alEgqlErMkSkI6jvPfp2JFtAwNZf22KJSCwAxCvjaSbrxGiwWwWmV737DfKTHGAaBGoUKozi3M0m3LZLUyBxB0oXWy4HoKApCezkRrKDXJx8cHcXFxKMqL59hsmD9/PnOYi5N7PnbsWPj4+LBxoVEqmWCFtAC5e/fujMefHegmQyN773HUmtevX2P9+vXYs2cP1Go18ufP7yBK4ApUDc5oNiOBZPFMZjPSiePLZ7aiOeVL6lxJM1vtwsNxi6tTc4atW7fCOyWFqXvxma0CXl6MUlSlQAERrVHOkZTKtu/duxdTp05FxYoVUa9ePZc0XAqW2XpLZ6sOCbCdIAp50mwbNVwAe6H4e++951D3KAcrHfdmM2yCAH9ieND+TRqlEpmk+F6aNZCjC94fPjyL5mu1ymYa8ufPj2XLljG6VYkSJcTKqjYbTCYTyxg2JTUybm5u8PHxwZUrV3D27Fmkp6eLApOJiYl4/vw5658FZK2vUiVhOSU2lUqFevXq4ZNPPsGtW7cQv2ULsGCBw3EA2PXxoyXRaIQGWQqccrDZbHbhBc7ZysjIQPPmzfHZZ59h2LBh7Hc3b96cBVzKlSsHD53unWS2zH8xs0Wd7FPPnrFG1Tx4NgZztlQqHOjVC51JuxFnNVtS8AGOJiVKoBZZJ51RVXOSN6YONiDOSvP/fvnSTtCXOitU/p3HL7/8Ag8PD9SvXx/t2rVjRjmltfr4+KAOEdug6/zc2bOxhMjH8wEYXqRh5cqVaEz6atJmxoW8vTGO7LGA2Nnq2LEjdu3axZQOP/zww38s6O7j4wOj0QiDwYCzZ89iH2kRERQUBL1e7yAcQdUIgSxny2KxYMSIEbhx4wZ+/PFHfPrpp+z+U0eG1nVSVK5cGdu2bXNwxuTw6NEjlC9fXqSBAACffvop2rVr53B8vnz5RBRiei9pJp2CZuLeZf/V/zbkOVt5yBFolF+qRqhQKHKs7Pe22Llzp6gDOpC1wD8lhpUcaGNqHpT2OGjQIJSSaRwsxffffy/byZ4HoxgSLvlFbvGpVqkSEhMTsXr1ajTkmh9TKkN20JKNNO31a7xMSEBAvnxZdBLiLFKKl1qhQKuwMOz78EOHiLpSoWBGHR91EjlbFotsM2UK3ohpSJ759MaNEcrVNEn7cMXylML4eGDGDHh7eSFIRlUq8/RpFLx+nW0KGRz9KiAgAAV52WybDV5eXmzzL1WwICrt2IGM9HQULFiQNUb30WqZgIuURrl+/Xqm0pRTUAO1Hpdl442N+Ph4PHz4MFf9WZRKJWC1ItNkYtLv0Skp8Jw5E8kGgyizxTtby378EYmJicwQoVTK0gEBKCOhe1y7do1FOfnXUr7/HqHkXvHGZbCHBxMXOP/pp8zZ6vzee6gvM9/pNdDxdPnyZZw/fx4HDx7EyZMnZfscSkHH59uRCO3CALyBSR1A6hzy2TVKQ6+cgxYV1levgMREVCpXDoJSCX9ybymNUK1QOPx+Cv56hsplc2w2WWrNnTt3sIA4MV26dEGxYsUcslRTp05lga7Dhw7h7t27ogyQu7s7unXr5kAJmj17NurUqcMCFdSg0+l0LPjg7e2NadOmOVyXQqHAwoULWfY5pEABICkJX3zxBapXr47o6GisWbMGPj4+KFSoEO7evSu67+mCgPdKlsRFmSa29tthw4YNGzBw4ECHmtS4uDiUKlUKT548ga+vL54+fYq5c+ey2uw3b97AYjSKxrHlLWu2TFYrjDKOeG4zW/VXrcInkn5cL0ePRlWSLQWyBDLoZ2hGNqc0Qj44QR23O0OHYqwT8S9nma1Dhw7J1uDwFHqz2SzKbvzwww/Inz+/KODKCyvIoVChQky8gaoRJicnY9vvvwMA0smeXaxoUZjI3ss7W7zTcO7cOXujZABLW7eGQRIwsJKG4lqtljmQZrMZRqMRvr6+WLdu3T/mANB7lJycjEOHDiE+Ph5qtRpGoxGlS5dGbYn0Pe9sFStWDD4+PrBYLAgJCYGXlxcGDRpkF6HhaJpA1t5E9yWVSoWGDRtma8cAWfROaYC5YcOG2Llzp8PxZcuWFUn0lylTBjabzaHPKs1yu6Kw/n9HnrOVhxxBpVKhTJkyTLoVsBvtVquVFVr/XShUqJCDxGzVqlUxb948tunLoWHDhg4CKEOGDMHQoUPx559/4ovOnfGUU1Ny9t1hRPXJGVQqFZCYCJCaJH5SBXCLjEajYSpNa9euFUWEnIFSI3zUalhUKljhGOGkHP0EbtGTZrZUCgXbuO5wCmZ04002GFAwIAD5XYgF8JLwZYOCUK1gQZQODISVExDxkNAMDGYzcxR69emD9i1bIiUlBZmS4n4A8NVo0LVZM/umsH49KkuMnf6Ef06h0+mYs6XRaBid4urVq1i1apX9dasVu4ixIzVqVSoVo3XkFI9J/cL5c+fYa7yzlZ6ejvbt2+equbtGo4ECduoSldFPIAaFwWwWZbbG16vH6oKWL1kCs9nM3qOZrUIybSrat28v6uMGALdu3RL9zdc6aFUq5jirFAqWnfi9WzfWRJmHlEZI1amSk5Mxb948JCYmYmqjRvjFxX2RU0XMLW4NGYJTZE5L6Yi8Wi4dK69fysnniJH8/DmwcCGKFysGK4BXpDZPqVTCZLVCxQUypIYsP1e/4TJMFM2aNEGLFi0wnnPeBYNBRLmhQiuVK1dGv379ANgDBzExMaIaCqPRKDJyvL29Ubx4cfz666/stZEjR8JqtYoafX/++eeYPn063NzcULt2baxYsYLRtv38/BwCEs2bN2eN7PV6PQRBQL58+XDx4kXExcXh7t27SEpKgkajwd69e5mjHuLtjSSTCa3ef99pXV7dunXx6aefYv369ajJUccnTJiAatWqQafTISMjAzabDStXrkTPnj2ZGmFCQgL06emiLOxb12xZLA7qq1abLVs1QurY61QqXOLWOF7Ns4CnJ76sVw+HevXCV/Xrs2AZ6w8ncdzp/53RCPkxR/9VOjDQ6fHODN7vv/8eP/zwAwCIVOcCiYpsfHw8dDqdqIare/fu8PPzQ1JSEnPeP8lGOXDp0qWMnm82mZjQyxNy3jgSHKtXty5zlvnxwpeIeHh4sB5OStInUvpbaU8w+p2A3fjPjrHyrqHVatG0aVNYLBZkZGSgcePGKFWqlCiLePz4cdwndkSrVq3YPJw5cyYGDRqEMmXKIH/+/EhNTYUgCPjss89QokQJLF++nM39I0eOYMmSJSzDdfHiRQQGBrpUVKagmamc3pvff/9dpPLtDK7a8PyvIM/ZykOOEBISgtKlSzM1SMC+CCuVyqwmlP8gDAYDxowZwwpI5dCjRw98+OGHAACt1YqLXbtiz549KFeuHI4ePQpBEJwqAVF4eHgw9R1nUCqVwMKF8CXGEYs0mUxoWa0aypcvj/fffx9XrlzBoUOH2OdyUtfTgagXKgbeGwAAkTBJREFUeWs0gFKJJL3eoTYn3WjEkGrVUJf7LQ6ZLUFAMbJJ8VQQulEnGgzw1+mQKulXx4NX1XJXq3Gxf3+EeHtj8uTJcHNzw6pVq1jDVwq9ycQM8dcxMdi8eTMWLVoEjcyYuXHtGhYuXGh33B48cHAqpUIonTt3hs1mg8ViQbFixXD//n306tWLbb4A4KFUolKlSlm9eyTgjc6cQP/mDWC1IprrJcZHgQcNGoSjR4/KNnl1Bj8/P/j5+kKpUsFKnoeZ/Pb4jAyYrVZmbExs0CBLZdBkQlBQkKhm6/lnn2GYpL4RsFNLOkicVanoSyFi9PUiwRO+sbKrOg8gy0Ck0Xm+sfPEiRMRGxuLiQ0aoL+kJx+PIj4+KJsvn6iBcm5Rws+PzQPpNfOBF9p38RWhMznDUA8PuBNjgjpmNPu4/d496E0mkYGnEARs69YNP5LCfj6zJUcDO3TgAFJTUzHj/fdZhsN92TJ4e3vjMekrRYME7733HssSpaWloVOnTqwxcUGtFj///DO6dOnCzr17927Mnj0bjx8/tredyJeP1dnyoj7du3dHdHQ0EhMT0b59e/j5+TEa0MyZM/Hhhx+ia9euLKMQFxeHyMhIAPa6XZvNxgz4J0+eYMaMGWjSpAl69erFAh0A8CIlBZkWC66cP++0Lu/s2bMwmUw4cuQIXu/fD5A607179yI1NRVubm4wGAx49uwZpkyZgo0bNzJ2g1arBaxW5my9SU/HUyLm4Kx3oDPICWTk5BzLyX1xU6lQfdky9no4l+kWBAGeGg2aliyJaY0bO2SupM6WIMlwScE7IjnJHDiby2FhYSx4SYVZ9u7dy2qwaHaCz9oHBQXh5cuX6NixIxISErINTAJ2ZT0q9JKYmIjWrVtj0KBBsEnu95UrVxiFl/9dPJ12wYIF+Omnn5x+l9VqxaNHj2Cz2ZjgUoECBRAeHu6Q6f8ncOjQIRQsWJBlg27dusUolYC9FpKuU7169WIU4AsXLuDcuXPYuHGjiBackZGBggUL4vHjx0x8ZM2aNYiIiBDROdPS0uDu7o7ExEQxHVkCmn3jGxK7QnBwcI5omLVq1cpVHfP/R+Q5W3nIEcqWLQubzYYtW7aw18xmMywWS464wO8adIOty3Gzpfjuu+/YBpGZkYHvvv0WVatWxc2bN3NcFHvr1i2R2IIcFAoFwsLCsJKoaNnIxmC1WvHq1SsMHz6cCWQAYH2YzDmgtuiJ8+NNPmvRaByUBuP0eixp3VqUcXCo2VIoULNIEUDCC6cbdWxaGm5euoQkF0qSvKQ1f/5ixYrBbDbj+PHjeME544BdKpkaD9euX8fMmTOhVquZVDsAuJNzTZsyBQcPHmTGpbTLvUIQsIlSMW029OzZE3fu3MH+/fvZeFi3bh1mzpzJPuOhVKJ79+7Yu3evw+/p1KmTA789O3iq1cC334oMbKrS1qJFC6YOp3eh6iiF2WyGKTMTGZmZTI3wJTlP2aVLsfLqVbHKHzVKqAABed1drUaIt7esMfX8+XOHTBaVBac42bcvsGABokivMp4SOqR6dewgYg1yoMYzlZen2RC9Xg+lUinbGFUKd7UaN4cMceg39LagkX0aeEjg2gIw2pOLmq1qAH784gtE1KmDQoUKQUvmYAKZZ6MPHcKZ589FzqEAoON777H6Ed7Zks002GzMsbk9ZAgejRgBU2oqCwKVKlWKZRaCg4PxO6FaZRoMUCqVCAgIQMiaNYg+dgy//PKLKKjQrVs3BAcH486dO3jx4gViY2Oxbds2eHt7i5ytAQMGYMmSJUxMqFOnTuw9Dw8PtG3bFlu2bGH9Djt06IAJEyZg586d+Pnnn7F161Z069YNQFZPxKNHj+LKlSt241syHm88fOi0RvWbb75ha/bTs2eBjRsB2CmvYWFhiIiIwMKFC0Vy3ZQGptFo7LVsZKxV+flnzCO0uEF796LFunX4nWT1L8tk1nnICWQ4a2DtM2sW7pN1k36fdP2tQOpQ5UBnmbRlgbTZeE4yVTkhaTk7ZvHixYy6umPHDoSFheHkyZO4dOkSAPnmxvT1HTt24M6dO7JUMynWrFnDspEqlQq1a9e2O0yS+9uuTRsMJM3nc4NRo0YxJz81NRUVK1aEXq9HamoqPvvsM3Tv3h1eXl4OtL1/AitWrMDdu3dRsWJFpixIVRFDSK0anRszZszAwYMHAdgzSOvXr8fq1athtVqZzLvZbMa5c+cwY8YMvH79GjabDXq9Hu7u7qhXrx5zfjMzMxEREYF8+fK5FMjInz8/2rVrxxRLs8PChQtFiqh5cI48ZysPOcLDhw+xfft2UYNhusj/G0WPlLbmqnHx8ePHs2iGgoDevXszmdWcOltS6pUzBAUF4TZpFFiWUwi7fPkybt26BXd3d3bvKPUnJ/097hA+egMuWyGlcZXka5kINEolBGRlK5SCYI+UP3okomlRamFMWppdet2FA8hHdnkjskePHsjIyMCaNWscmkWnZGYy4zk1LQ3ffPMNBg8eDBtHeTSRTEGFcuXQrFkzKJVKdOnShUVXeXSjUT2bDbNnz2b9hPhoHw8vtZptPlLwRmJOQce8lDpYqFAhDBkyhCm9ZThp2iwHk8mElKQkpKSlwULOP+nkSdExfPSa0ZvI/5VKJRSC4FKN0M3NjQkJAHZRj5IlSzLKj9lsBvR6fNa3L6pXr46HDx8ijnOc3dVqtJf02+FB7ws1Kt3d3fHrr7+ic+fOUCqVOQosvGt4aDR4OHw4y4jy2UaqBMa3E+CNPY8jR9BeqYTVasVnn32Gly9fwiozX00WC7xkGj7T+cE7vrLGstWKrl274uuvv0ZhHx8U9/WFh4eHXbwDdjEbutatWrWK0XF0bm7Q6XQYO3YsXjx+jCpVqmDLli0iZ6tUqVKsVw41sLy8vDB27FjR3KK0JbnaMX9/f4e62O3bt6Nz585o164dKleujE6dOjGDS7oX1K1b18HZym+xoLaEFk7Rq1cvWUOvTJkyqFWrFoKDg2G1WvGQa8xOo/BeXl7wcHdnTtFLSTb74KNHuB4Tg8vR0ai2bJmIbiiFyWrF/ocPIXDKunLOls1mQ0pmJs6QjCFtNCyls4W7qOGkEX9pKweHzJaTmi1P3tn/C5ktICujtXTpUjx48ACzZs1i7BFpZoLS8pRKJRQKBTp06MDGrSvodDp2Lq1GwzJOHanYFUdFps3qs+tLx+Pu3buM6kjXHZVKBT8/P3h4eMDf3x+7du1CuXLlcnzOd4XVq1fj0qVL+OSTT1htVaFChWC1WnHt2jUAYDXwp06dEmVtDQYDpkyZgqioKDbfzGazqEWJ0WiE1WqFu7s7rl27xvprAfbGyGaz2SWbp0SJEujXr987b9+ThzxnKw85BG0kyBfCKpVKZGRkiGoh/ilQA2Tx4sWIj4/HixcvHLqiZ2Zm4g5pQgvYu9nTz5WXNKt0Bro4Z4fTp09jI1E+tMJeDP9l9er4/vvvsXDhQmzZsoUZ6INItE7ai0IOjOvPGau8s7WmQwfs7dnT4XOCIMBNrWbKVmql0v47bDaU5Awt+lxfpaYCGRlQyBgUvjLONE8DonS00NBQhy7pqUZjVr8jbsP8nO/FQgxeWi8mCAJSUlJY9NMZzp49ixo1auDIkSMO1AgqZx1etKhTZ+ttULhwYRQuXJgZCIA9exMdHQ2DwQA/Pz8MGDBARJ/KDlSNMN1FhpjPbLG6EXLfY2NjUTowUNz7TIKkpCRWW6nX61GgQAGsXbsWr169gl6vx9dff422bdti/vz5uHHjBho2bIipnTrhTDb1FxSlAwPxZORI5vCtXbsW69evR/78+dGtWzcHyeB/CsaYGBiI48s3W929ezcAwIsXhKFzbPZslCT9m1QqFYvsu8nMg0SDQdbYlTMOZQ1h8gwp5UcQBCQkJLA5dfDgQVa7xVNerVYrrl69ytZj6lTxNVxnz57FxYsX4eXlxbLEqampuHjxoohSSTMWUonvpUuXolWrVg4qaRQrVqxAhw4dUKBAAZw4cQIAHPYCnnnwQ8uW6GI0orggIENOkfTQIfTt2xfHjh1jLQOosu3t27exbNkynD59GjVr1mT9ipo0acKa7np7eyMwIMBlC4F4vZ5l6J01bwfEbRBcvUYdMJvNhjuxsezcFo76C4ApBLoCC+Q4yWw5q3Pz1mphmzxZdKwryK3ngH0MTZ48GTabDcOGDcOePXvQpUsXNhZDJL+BPgOlUgmDwcBk3bMDXzukVCpx9OhRFC9eHBVI/8WI6tUR8Po1fpwzB99NmYLkL78U1bzJie3wjiClxAJiZ+vFixeYNm0aEhMT8fjx439FrCFfvnyIi4vDsmXLmCMVFxeHS5cuMTYEpaWbTCZZNUKz2YzVq1dj586dmDlzJqsPNhgMsNlsGDVqFLy9vVnJR7169VC8eHGH9jlyMJvNaN++PW7evPnOf/v/OvKcrTzkCHTSS5va/VtSnnwBZ2BgIBo0aICKRFls+PDhGDRokJjeKAiYPXs2W+Bak5qK7LBx40YR/cgVmhJVrGs3b2Jxq1aY2bEjWzhv3LghUm386aefcqTiGEqchFQuKs8bcr46ndOMhptKhZohIYgdNw4qhcIuPGGzQc3du1ekDiUmLQ0wGBAmQzE41KsXLkk6zvN9kiwWC+bPn4/y5cvjA86pESwWZHA1W9U451LPUQ+UZKM0cgbYoUOHWF2NFJ8WL46KT59i3rx5UKvV2L59Ozw8PERiF/Hx8Rjg54cxlSrBZrO9M2crPDwcz549Eznr1Immm/fEiRMd+vy5AlUjTHXlbHGGATUSaWQ0IyMDt4YMQbALJcktW7Yw2grF2bNnsWXLFmzfvh2zZs1iWRFfX1/7/LBaUTsXv6Mox923WCzsvixbtuxvVyx1hjJlyrBG1pMmTWI9YZYuXYqffvoJn376adbBxDCbO3s2rl+/jhEjRsBsNjNHvrRMcCQ+IwO7t25ldB8BQFRUFN7nlEddwcfbG/7+/swQMpvN2Lt3r4hmRzNO/Jgym0y4dOkSc2IXE4lsPju1du1aPHjwALVq1UK1atXY67t372aiBEDWuA0ICECPHj1Y64QhQ4YgOTnZKeXPYrEgPj4er1+/Rv78+VGqVCkUKVIE69atQ//+/XHw4EFRPeOwGjXQr359tGrVCldJFF+EM2dw8uRJTJs2jVGr+Jpc1qwc9ui/xWLB4cOHmYNnNBqREB+PNJL9k8sk0hpIwLWzJZfFoq/xJrqBjBkbgDJLl+IXUrP1lGv8CwB1ixSBZdIkJH7xhcN5pfk1qTAGhTPn4PHjxzlWe7vUvz/GOFEpPHPmDA4cOID09HTYbDbUrFkTvr6+zBmXKvsCdgfdz88ParU6x2yR4sWLo1WrVgAAQ0YGHj58iKioKPiR9ePJ48fwO3IEVSpVgsViETlagH0ehCiVKODpidjYWId17caNG6z1RqVKlQDY7RfKagHsjuO/0WA3MDAQcXFx2L59O968eYPSpUvjwYMHaN++PUJCQpCYmMgChWazmV1jqVKl8N5778FisTBntUyZMqJ7XqBAAeh0OsyfPx86nQ5PnjzB3LlzERkZiYsXLzKKqCvQ8yVLxm8e/jrynK085AgqlQr+/v4s4vhvo2DBgqLC2Pbt26MFEZNYvHgxNmzYgEGDBjFZYLrp58+fHx4eHg59IJyhfv36LjnOPGj/jzRJ1PbatWv4888/odVqMWbMGAAQ0TFdITwoCPj2WzR1kokzuag5cVOroRQEplbo6+sL2Gy4w0X4zWSTjjUY0LNjR9TgephQ+Oh0jIqlVijwZORI1mcLsEfZlUol+vbti5ackRl89ixMRBo7evRo/EwMqPnz52M2R89hEt0S48fZgv9ZtWo4PH8+fH19mWOgUChYdL9v377o0qULfhk5Eo9v3sSDBw/eGT//7t27EAQBp0+fZq9Jna127drl2JkH7Bx9N50OaS5opXxmixp93t7ejF6SHfiidnd3dwQEBDCqDTVgb9++jYCAAEyYMAEjR45k4jJvA4vFwgI0EydOZI2l/w1YuXFFlf3i4uIQGBiIF48eZR1IjrtKqLs0YkyNzHwyGe54vR7pCQlMSl4hCLh37x4uE1ENZ/MzNjYWH7i54diECdi+fTvmzJkDwJ55atOmDXx9fVmmno6vZs2aMZET6mBQkaKVK1eKqHWA3fHS6XRYu3YtunXrhvv372MyyYDwPQbnzJmD9evXIz4+Hr1798aff/7JDLqXL1+yscO3OwDsewIde0ajEffv38fz58+xadMmzJo1C0+fPnUYmy1atECbNm0cxFl4fP311zh16hSGDx/OaFDt2rVDy5YtmcOZmZmJefPmQRAE5jgqFAqkJicjjWQI1HKZrYwMVovYd+dOVmsF2LMjtCeW3HMzE+VJfi4yZ0tCsdv74IGo5lEhCFAIgmxWSfpZSm9US9YVZyhZsqRsTaocqhYs6LT2a8yYMVizZg3Wr18PwE7jq1SpEqv7eUb6SG4kdXSA3XHK6V5G0adPH7a2GEmAqVixYkzq/0lUFMLDw1GhQgXZOrESJUqgr8WCxWFhCAwMRL169RxoyuHh4bDZbIiJiUG3bt0gCIKIRh0ZGfnOAnC5ARXASEhIQJ8+fVC4cGEcPnyY3UOdTscyXEOHDmX9qbp164bx48ejRYsWLOAdFhbG7uPatWsRHh6Oly9fMoq0VqtFVFQU9Ho9AgMDmZiOKwik3IL2AM3Du0Oes5WHHCF//vwoUqTIv6I8KAej0cjoeLVq1YJKpWKUmp9//hl16tTBhx9+yCTjjZySUrNmzUT0wuyQkyhPYGAgW8ylvaYqVKjAKBiU055TadWqVavCXadz2rfJVXTWTaUSGQYFChTAhAkTRDUU1CCOSU9H0eBg3CCNFnmoFApGlTJZraIMBmBvLNm3b1+0bdtWVENHt3QFgIhq1bB/3z4MHDgQoaGhMHKR9UKk54y00akzI6Ny5cro2rUrdDodYmNj0bp1a6hUKgwYMABGoxHLly8XHX/8+PF31rmeUvEo/RLIcpxp9ubq1asiylpOEFSgAK4nJDgVbOAzWwOrVkUfDw/s27cPmZmZORKoGTduHKuFiYuLQ8OGDVlwgDf24uPjsW3bNixfvtxBoCQ3MJvNzEn49ddfmVLWP40LFy4ww6F9+/YYPnw4rFYrYmJiEBgYiCSeqkoMtvXr1qFixYooVKgQAHt0/NWrV4iWkYmP0+sBUicB2I1qvm7qtRNVym3btuH3r75C1dBQNGzYkI112gtHo9Fg0aJFALLmQbNmzTCENKtOSU5GcHAw+vbtC7PZjL59+zpVTQ0ODoa3tzdiY2NRu3ZtxMbGirJV5cqVY87ijRs3ULp0aWZQe3l5ISAgAFWqVGFy7xRqtZqNPWoUZ2ZmYvfu3YiIiMCAAQMcmlnPnz/fTj/LxoHYtGkTfvjhB9aQfP/+/Xjx4gXCw8Mxbdo0PHnyhGUpRXWUNhtb6+Wciji9nqlsbrtzB+s46vnJZ89Q9ZdfADihERJni8840TrWJG59kf6yywMGuPytUtDehLTFQ/eyZbGYyKpLQZ2MnAjQ5BQmkwmdO3eGVqvF0KFDmfFOv4uKMwB24azcZkFu3ryJ/pQpQcY7ryAL2FUQL1y4IPu7tmzZgqOHDuHD7t1hs9mg0WhQs2ZN9n69evUQERHBMtq0jpZvH1OwYEFs3rw5V9f9LtC9e3d8//33OH/+PJ49e4bDhw/j4MGDbA+5dOkSGjRoAMDeX49SZK9evYpff/0Vy5cvR6lSpXDjxg0MGzYMnp6esNlsuH//Pk6dOoWEhARGkQbswQ26jh08eBDJycl4xAeYZLBmzRqHPll5+OvIc7bykCPky5cPV69eZZvfvw1aKB4cHIxz585BoVAwA5dGd1q3bs2oaCbCX6a0s5w6jUqlMkfFotOmTWOLmrsLOle/fv1w+/ZtpvyVHZ4+fQq1Wu3U8ZD2guHhrlY71C0ouZ5JAFiD1lSjETMnTULc+fO4TQw6CpVC4TQaCtg3Z5vNhokTJ7KoKJAVWU5PScH9+/dx5MgR6PV6VKtWDdbXrwGS3QolRoVO4oA645gbjUacOHECZcuWxdq1a5Gens6c58aNG4t6r1mtVjRu3FjkHP0VUCOVp2/Qgm9K1Vq8eLGod0pO8DQ5GcuuX4fGyXPmnWYvrRZ8njO71gSAXVWT3qO4uDhs27YN48ePR0BAgMjw9vT0xPTp07FgwQKMGDGC0XF4JCYmino3yWHAgAFYt24dALtDn50xePPmzVzJ5ecUoaGhLLCh1+tRtWpV1K9fH8+fP0eRIkUQIAgA7R34+jXw55+AyQRPT0/8TNRFGzRogPz580PlhJYmdbb4+xkpR5eDnSbLR+NbtmyJggULsmyjWq1GmTJlmOEF2J0ialTGx8cjOTkZRqMRgiCw+hlXqFu3Lnr06MHUDSn69u2LJUuWoEWLFtBqtSJ6laenJ/z9/REZGelQWN+mTRts3boV58+fR82aNaHRaNhnb9y4AcBRiOjSpUt4+vQpPJ1IS+/YsQNKpdJB4ezgwYMYMWIEAOCrr75igTZ6jYDd6RIAGKjDKve89HqWjQLE9a/pXL2Vq8wW72ylE2dr7OHD7DWpkIUzyXYKKY0whuxNdM330Ggw1MlaSJ1d6tS6cmF79uzJ5qQcaNb30qVLTPVy9+7djMpJx+trieKsM5qpM0RGRrLsjc+1a+jTpw9mzZrlcNygQYMQHh7OnGoelKZM7xFfx3Xq1CkMHToUDRo0wNixY5mzVb58efTr1w+VKlVCTEyMQ5PwfwKnTp3CVaL2SqnHM2bMYBlblUrFKKG9e/dmFObU1FRMmDABkyZNQnR0NMqVK4f33nsPcXFxEAQBU6dOxezZs2E0GkWZxocPH+IlCRI9efIEPj4+Iqn5PPxzyHO28pAj0OJsXiDj3wTdXBoS2pqPjw9Lr8+dOxdVq1bF8ePHoVKpMDswEFizBnPmzEEwUUvLqVpct27dctQfYuDAgezchVyo/Rw/fhw3b97MkegGALz//vtscf66QQPskkQAXWW2lrRqhcbFi4tekzpbvnwEKyMDCQkJKCJ5xnzTVjl8/PHH2LhxIx49esQWdgD4/rvvAABeZFPT6/XMOfL09LTXj02fDjWhP7lzm8TkyZNRXHLtUqSkpGD16tVwd3dnDaJPnTolqvWixt67ooywHmqcgWGxWCAIAus9NHToUGYY5hY+TgwAaXE8T/PQarUuaVmA3Sj78MMPceDAAUY3O3ToEAtKtGzZEh999BFrSwDY769cofTChQtZTY0zpKamsoh3TtQIy5cvz6h07xL+/v44SijDhw8fxty5c3HmzBkolUoHClTVihUBUv8REBCAfPnyYeDAgUyRVK1WA5xRDdjVNmE0MsqhIAjiHjWc00DHPwCH+5qQkIBXr17hypUrqFSpEgRBgFKpFNVWAVnrnru7O/z8/NiY+ys0TeoI37p1C1qtFoIgYP78+ahSpQo8PT0djGsKLy8vFChQAFWqVEF0dDSMRiNztmbPno09e/Y4OHaZmZnQarWyAYKRI0fCYDDINhpv1KgRC6JERkaKarn4uZ0vMJD9LddCID4jQ6Sq6sfR+ugal2mxiDJbka9eQZgyhbWxEGAPJKkVClkJeak4ijMVQXb9ktqhmFw0gKXOlpTKLAeDwcCCTi9evHDanuLSpUuYO3cuAHuD3KNHjwJwrM8eNmyY6LtzCnaeb75B51KlGLWf9vOiSE5Oxvjx49m18Ojduzf73uPHj2P48OHsvT59+qBIkSJo3rw5mx+APTC7fv16XL16FdOmTXvrNfqvgFIxAbD9zd/fH4fJuqJSqWA2m/HmzRts3ryZBXCrVKmC169fY+rUqewZqlQqpiQK2OvnjEajiDVTrVo1B6XehjmsJ83Du0Wes5WHHIEaJZ4usjb/JKjRQakAX331FavDysjIQNu2bZGRkQF3d3d8MWwYkJkp4iznVI3wbWB24ZydOnUK3bp1EzU3dgW1Ws3qM75t1AhtORUxAKjI1V5IUbdIEYfi4qqVK6MopxgmctaIs6WURCqdNSClsFgsUCgUcHd3F23gacTYNhGKDR1DKpWKGXAKhQI6El3WcUbHN99841JUQRAEvH79GkeOHIGbmxtTLaNISkqC2WxGVdJE9105W0WKFEFERIRo/FADRyqR/TbQO6HkSJ8JT5tZt25dts7PixcvcOHCBbRs2RLdSb+sXwhlKjg4GNWqVcPq1avx2WefiT4n5yTlpLB8xYoVGDduHAB7IEKqZCYHXqb4ryI+Pj6rjoWbjzTjQmlyVC3P3WbD4IgI5kRbrVbExsZCrVYzpUC1Wi1SBaVY9csvrCZQgL12c926dai6bx9AMlWA/TlRg1K6jtJMe3h4OK6QmrFHjx451GHRdc9GevjR6PxfUVajIhvPnz9nctijRo3C5cuXoVar2bXVkQgr7N69G2FhYVCr1SzAQelHderUQevWrUXZg7S0NBgMBmi1WgcnErA78aNGjcLy5ctZ/a2c43XkyBGsXr0ahQoVQoMGDUTGfv7gYHiRYJFczZbeZBI5M9QhG7l/P6KIY5xhMokyWzdJxrXWihVINBigEARolEqolUr0kWmMK81kZZfZmtywIf7kfucnlSqhur9/VnsCF/D398eFCxfYOJYbBYIgoFKlSti+fTtral24cGHRmmGz2djYz8jIYPOD75FXrlw5HDt2jNX7UUcgt84Wr0bYvXt3zJkzB+Hh4ew7W7RogfDwcEZb5UVspk2bBsA+TyhlPSIiQlQje/r0aTx79gwHDx4UiWfUqFGD0cnDw8P/FVuG/86KFSvCy8sLCQkJTBSDzu979+4hODiY1ct5eHiwIA49pm/fviImyfjx47FkyRJWlwnYg3LHjh3DRx999LfaPHnIHnnOVh5yhJIlS7II/n8CpLUAFDQLRQ032t1crVazpq7u7u4u+3P9VTRyIYXPS7n+VZT18UENsuHlFDabjdUsAMATLtLmrlDgl19+cVDBys7ZogIZXl5eonqVOaS5MBW+oD2t3N3dGa88MzPT3v8rB99DcfDgQaxbt45t8rNmzUJoaChmz57NjvHx8cH27dsRGxuLoKCgd3K/AbuBcfz4cZEyXG5pNK5g5jKuZTjlT2lm6+eff2bF0Tt37syWGnLixAmcJL27aG1heno6FixYgBUrVogyWhTVq1eX7QU3btw4p0qRFLxAxueffy7bM02Kd9mL64svvmDZJsgEP2jhef/+/bF9+3bop0zB/P798fXXX6Nx48ZMBn3x4sU4d+4cAPuYklMkHDZoEBt7CkFAcHAwhg0bhtDixUW1ScWLF2fZb0rTGjlyJMaNG4eMjAzExcWhTJkyLCjUvXt3ByeV3lNKw8utolq4JFgDQEQPlGsS37BhQ0RGRopEYei10MxKiRIlEBwcDJ1Oh9mzZ7N6QJ4OePr0aQwZMgQRERF4QgITGklG9vXr1xg3bhw++eQTlC5d2kGOHrAbnnXq1MGLFy+Y5DzFs6dP8ZzMBUojrEJqQinGcIEumsFadOECVhIGgcFshoGrg5SyBxSCALVS6ZRaLc1sZdcjykOjQX0usDSmTh20iI3FunXrsmVV6PV6ZGZmMifX2f5MezjRwAEgDkCZTCaWHX/8+DGbiwqFgr3+/PlzPH/+nFE4x4wZg6tXr+a4/piiSJEiaN26Ndzd3dm8iYyMZPWKt2/dYoqv9erVY/RGwC6eAtibZlOK3ebNm/Htt9+yY5zVJE2fPp1lVJs0afKvOFt81vu9995De9JbjNIoKcXRbDY73NehQ4cCyHJu09LSRLXBBw4cwPr168UKq7CPiV9//ZXVe+bh30Ges5WHHONdGpV/FWq1mqkRfvDBB/jggw8wfvx4WK1WtvFs3LgRnp6eUCgUmD59OgD7b1CpVGzzedewTZ6MwcSQk8O7dLbiiFhDbnDn9m08evyYKaxRU8ddpcLmDRvQunVrB8M+J06QQqFA3759RdFY+jmVIKBz586s/sTd3R1jx47F1q1bceHCBQwgBeRytB85eHp6okaNGuxehoaGwt3dHSdOnMCKFSvY5jxlyhR0794d586de2dBgnv37kEQBFwganM83sV3ULOsceHCqMMZ2nxmKzU1Fbdu3UJAQACqV6+O7du34+LFiy7PS43s9evXY8aMGSwqDcChfvG3336DTqfDzJkz0VKmMD8+Pp45bhTHjx8XZTV5gYxRo0axXlWu8C6NH2cUKcDuiNGs6Y4dO5iR9/DhQ0ybNg23b9+Gl5cXOnXqBCCrj5xCoRC1J6BI53qYCYKAM2fOICkpCVOnTsVcQqUF7IGFmJgYWK1W9ry6du2Kdu3a4cGDB6hatSpu377NalRiY2MdnGi6BhctUgRnzpxBhQoVUKFCBZYJcoXU1FTZ3nWjRo1iTovcOBIEQTY4RZ0tpVKJuLg4xMTEQBAEfP7554wmzTsLq1atQqtWrVCmTBmmuGektX+cOun69evRtWtXLF++XJQFoXB3d8edO3cceusBQFpKCpN+p/S8isHBGC9RUqSQq80ymM2I45zEZ5Jsc2pKij2z5WRddKjZykVDXgpKx6Zj0xmioqJQv359VlspXYGo9DkFdabr1asnEsDRaDTYtGkT+5tS1erWrcs+c/fuXcyYMQOTJk2C0WjEw4cP8fTp01yvexUrVkS7du2g1+tZ5omqbAJgjlaRIkVw6tQpUaaGIjo6GqtWrQJgv1dy+zkNKn3C9Qqk++6SJUv+FWcrNDSUOashISEwGAyYP38+u5aMjAycOnUKlStXFqk+AvbartGjR7O5tX//fowYMQKenp748ccfWUZcLiN68uRJpKWliSnOefhH8Z9jPechD7kEXbSqVq2KtLQ0vHz5EkqlEufOnYNGo0H37t1ZZG7SpElsoalSpUqOFNz+DtBeYLmNBsrB7EIq3BlUViug0eDAgQMAAAUxBPzd3dG8eXMEBQUhRlKjkUGMl48rVcKmLl0cznnkyBH06dMHFStWFG3u1BjJSEvD1q1bsX79egwfPhw6nQ6FCxfG9evXUa1aNRQgkeecZrbq1q2Lbt26MUNs1KhRCAgIwL59+9C7d2+MHj2aHXvz5s13qtRFHROpuqFGo5HNGuQWKoUCXQsXht/163Djsha8A+zt7Y0ffvgBGo2G1T9kl+EYN24cqlSpghs3buDRo0ci3r6UOrh69WoYDAbEx8fLSgCvW7cOXbp0Eb3XqlUrUb2eSqVikfM//vgjWzXCOXPmYCbJhL4LLFy4EA8ePEB0dDRzGBctWoSKFSviq6++YsedP3+e0SqpkMeKFSvQqFEjh4CI1WrFYzmqI5cVUAgCy+bs2LED8YQGqJ8wgRmtycnJmDZtGrp374569eqhfv36OHHiBJ4+fYpjx46xtcHHx8epceSZmIjatWtDoVDg2rVrDka1HDZs2CDKbFD4+/uzTBRfU5IdeGerRo0asjUwPANh06ZNaNOmDY4ePZq1/tFMLueU0fcePHjAaG88SpQoAb1ej2+osAkHAVw/LDJnUjIzEeykFpKvzaIZf4PZDDX37KdKHVSbjdEI5eBQs5VLmh2QJQCVnYoqL70POAZ8pE4IzfZ27dpV5GxkZGSImldT6nrHjh0ZI8FkMjGxJrVajbVr17LMTG7w4sULDBw4UOTAS89z4cIFVtfI111RnD9/HhMnTgRgX/v4DDxV/I2MjIS3tzdr/wIACxYsQHh4OHr16mVX5v2HUbhwYZZ5u3r1Ki5cuIDvv/+ePbdXr16hcePG8PX1FfXGA+xreO/evVltukqlQq1atZCcnMwc59mzZ8sq4V67dg2HDx9GTEwMG1t5+GeR52zl4b8alSpVwrhx4xAaGorIyEgYDAasXr0an3/+OZN6bdGiBQwGA6O4/fHHH/9ah/RmzZrh9evX74Q/HZYDapYUnRs3Bry8UK12bVisVqQTI0RjNqNly5aIi4tziKZ2J2pOq9q3R7eyZR3Oef36dcQS2gvfmymQZBh9iMGoUCiwaNEiKJVKuLm5YcqUKTCbzVl9ZXKROb169SqCgoIwePBgeHh44MsvvwRgN/r/TqqrnBohYM9a0E3+rc5LaCRBwcHY0q8fTqxfDzfOaOMzW5RaptFosHPnTgAQUUS+/fZbBzW3P//8E69fv8asWbMwZMgQ3L592+EaPD09UbduXZFKFk/hYddKruXUqVNMCdJgMIjGzYQJE7BkyRL7tXN1H87w/vvvyzZNfVtotVoMGjQIH374IXOQFy1ahD59+ojGBx/0oAIMderUQcmSJZmIDl1HFAqFvDS/2Qwr6SfXKjSUUbC2bduGWYMHI6pfP5HjnJaWhpSUFFEmgTp8+/fvZ45zRESE/D2ZOhXpnNMkCAJWrFiR7T0ZMGAABg8eLPteYGAgSpUqlSsBpIiICMTGxuLJkycICAiQVeBUKpUAF9g6e/YszGYzCtKsbWwswAkgHD16lP1+XgSDR8OGDTF16lT5AANHk6b0v+TMTASRde4rSfDAyIlh0JYdBrMZLkcrcbac0Qh556p8UJBLJVdnoAGjnDpbrKmx5P3mzZuLxvvq1auxZs0ajBo1Crt372bCV48fPxYJ1NB6zq1bt7KxlZqaKnKe35bpQhWNqUpgp06dmHAMj3bt2gGArGog3zRdo9GI1h6+rcvIkSPRs2dP9nfTpk3x6aef4sqVKw5r5D+B+Ph4HD58GOfOncPu3bvx7NkzPH/+nKkpUoGM3bt3M6ozxZEjR1C3bl2RQMb58+ehVCoZTXvjxo2yz0WtVuPQoUMICwtjGcE8/LPIc7by8F+NwoULw8fHB3/++Sf0ej30ej1mzJiB8uXLM2OJqvHwxdbv0rDLDf744w/MnDnznVAyc1uvAQBFAgLgrdUiTaPBltu3YRUECDYbNFYrMjMzoVarHWtnslG6GzRoEKOD8JHo78jmHUKMWP43U4oH77RIRSBcQalUIiMjAz/++COALHU3XjlNrv7kr8KZs/VXYSUGqQdxTOPi4pxmtqiEcffu3VmUkne2pk2b5mBIvHnzhqmHZWRkwNvbG1OmTEHbtm0B2O/V5MmTRT10YmJiHAQaAPFvj46OZsIgvMFz//59FmHNibNVtWpV2UxFTnD16lWH2rJevXrh6NGjOH78OE6SzMTDhw8xZswYEQWUOlhXr17FypUrAdiNmO+//x7bt2/H+fPn2T0SBAFjJFlAAPD39sbEiRNh/PprjK9fHxaLBd7e3qw+JIMEeSjVizpbcoiMjHRQD3OAxeJgVP/V1gYWiwX379/PVaDCZDIhOjpatq6PQqfTwY8zlhMSEhAcHIwQvtaUjOFPPvkEBQsWZL2FeDlv6bWOGDFCNkJfvGhRBJLIP3W2Ujhna2KDBrBxtDST1crk2/nMls3VWkQzWzmgEY6qVeutgj/Vq1fPkWotXY+YsyX5rl69eqFdu3bo2bMnJk2aBG9vb3z00Uew2WxYvnw5u9fSe0mzXtevX8fZs2cB2On6/Nx/26AWrVucMGEChgwZglu3bqFs2bKsVpFmc6nTxDt41FGbNGkSu5ZGjRqhcOHCLIs3cuRIlC9fHiVKlJAVLdJqtbh161aORar+Dvj7++Ps2bO4evUqPDw8mJqiSqWCzWaDwWBwuL9arRZ6vZ452G5ubg4qtFeuXGHtI3jQe/jy5Uu2D+Thn0Wes5WH/2rs3r0bycnJiIyMxOPHj9mm0717d9Yfi2Y9+N5AFSpU+MevFbBTYxYuXPhOel28zWYnCAJsSUnYcuAA7sXFIUing+3ePWisVvj6+jpQMgDghExtBA+TyQSlUglvb2+RQMZN0jA0mjhgfP3G8OHDIZCeRNkL6zuicOHC0Ol0GDZsGJo2bcpEDGbNmoWRI0cCAH766SeMHj36nbYrKFKkCAYPHsyMlHcGcm94o5nPbPEUyz///BNxcXGoUKECxowZgwoVKmAKqXlJS0uDyWRCQkKC6PRPnjwRUch0Oh1u3LjBNuF8+fJh3LhxLNoM2DdzOUPal2tqbTabmbIcb4gtW7YMS5cuBQCMHTuW0WddIfYtahABe5NrpjwI+zijBiJ5QXR8WS47S9Uqt27dygwX/nf89ttvTOUUALxl6jwO7t0rCnzUq1cPW7duZX9fvnxZZCS9fPnSZdNQXuglp/ir2VzqDPtKGpa7wrVr11CuXDmXa6lSqUQ+yfwLDg6WpQyvXLkSpUuXZuI5VatWRePGjWXPmZ6eLiseERwUBG/yfbQHYVxqKmqGhKB1WJgDpc9ksbD+WrfI+Mswm2FzcT/d3d1znNnKKTVaihEjRmDr1q3ZPtfatWsjOjoaXQi9W3p0r169EBwcjN9++w2bN2/Gda6JM5D1vNPS0lC0aFEolUqMGzeO1TQqFApRoIQqjAJg9O/cgm8HsHjxYty7dw/Pnj1jSpj169eHv78/du3aBcA+XxYvXgzAzgwB7GOIUufCwsKwfPlyloXfsGEDbty4gcePH+P3339Hjx49RN9fj9Tv/Rs1W/7+/tiwYQNCQ0NRrFgxVKxYEenp6SxYqdVqUbx4cRgMBgcRMLrG0PWpZcuW+OKLL9j7dB7K9SXLUyL895HnbOXhvxb1ZIqeeeOQRtqltRcVKlRwaND5T+NdCGRIVQNzCpvJhDSDAVdjYuBx4waQng6VyQRfX1+cOnWK8fVzcnabzYbHjx+jWLFi8PLyEkXsVy1fDgBITUpClSpVRIW7tBEyAJRzEsF2hgMHDmDdunUQBAE//PADGjVqhJIlS6Ju3bpo3bo1FixYAMBeBD1o0CDGcX8X8PPzw9KlS3NllOYGlTlamyizxRltvXv3xs6dO7F8+XL4+vri2bNnrM8YNeilG/XNmzdx6dIlBAQEICgoCEOHDsXvv//Osi07ZCSsmzZtKqsQ+PHHH7PMGXW2evXqJTK6zWYzuwbapyo7vK0aYZEiRUQG3N27d11meviMSaVKlXD+/HlMnToVS5cuhdlsFvUTWrhwocjZeioTNe7Utq2oz0+hQoXQv39/VrPWu3dvjBo1CgaDAV26dMHs2bNZzejEiROxcuVKhIWF4cyZM+jVq5dT+hwPXuoaQI56AQLilgE8qCFHsw45gdT4k4PNZsN9IrcP2Oduvnz5MLJWLQz09hbVpUgdUN4IlaJJkyYi4QOKmzdv4j7JxtLM1ssrV+Cp0WBPz54OzovJakWahDadmk09r7eXl8uaLd4Jk4oN5RRJSUmYPHlytnT3J0+e4MSJEyzDVUuiXjly5Eh06NABY8aMwd27d0X1PMHBwaxlwffff4+nT5/CYrFg8eLFjHpLs9J0vPKfHzhwIAto5gaCIDCaZI8ePbBz504sXryYjadbt24hISEB3bt3R/369REZGcnqs2hWesuWLYzqSOuPaUCHb45evXp1JiFPUblyZYSGhv4rzpYgCPjggw8cxiGtlwsICMDjx4+hVCod1nAqJEXnW1xcnCioQ20Kaa0XYJe9b9myJebMmZOtkmwe/h7kOVt5+K/FB6TBL6U+rVy5EjqdDh999BGKFi3KCrY1Gg06dOjAuN/16tXLUd+fvwM0ev4uBDLeNpatAKA3m3EsKgq+SUlAUhKaVKmCyZMno0yZMln9sHIQlU1NTYWvry9Kly6NKlWqiIx2gfxWk8mErl27ihTwSpYsyaT4i/n6iqg92aF58+YOPX80Gg1Onz4tolX89NNPqFmzptOmrG+Dhw8fQhAE1q/pXcHDwwOYNQsflSjBIrSimi1uc6YqnBkZGdDr9aynGJDlbEkdTCqIcfToUaxZs4bVQ8iB0neGDRsmW+Pz4MEDTJ48Ga9evUK5cuXQrVs3hIaGMoEMs9mMtWvXimoqaL8YV8jJMYCdKsqrDT579kykdliwYEFZyfBSpUrh0aNHIkNHpVKhRo0a7HNKpdJlNkHOwH4eFSWqrVm7di2ePHmCqKgoZqQWKFAAv/76K65fv24XoYmJgY+PD/z8/FCsWDEsXrwYvXr1QmpqqqiWSw42m41JYAN2+h1VTszuc84cOfqbaRuGnIA+X1fOliAIAKF+AfZ7rFKp4K5Wo0hGhui5SZ9/WFiY0zrI9PR0LFq0yOF1g17P6ONGiwUTChZEJteLSAqTxeLgbEn/luJ1dDRUguDUkeIDI2+b2aLrWAbXCkIOZ86cQY8ePbBs2TLYJk/GAJKppTh79iz0ej0LLtLMEGCvTdy/fz9GjhyJvXv34v3332ffSRkKjRs3RpcuXaDRaNCiRQusWbOGff7WrVtvlYUFsjJkmzZtQosWLRASEsJEWp4+eYLg4GCYzWametqiRQtRIPXOnTuYP38+u17AXtPE951q3Lix7D77xx9/4OHDh++U8fBX0Lp1a1afZTabsX79erRo0cJhHfjggw8wd+5cRrN8+fIlHj58iOnTp+POnTtMSVROjfD8+fMoVaoUhg0b5pSem4e/F3nOVh7+a0G5x1S2+PTp0wgMDMSvv/6KcuXKsUUpNTUVO3bsYDSFJUuW5IjW9HeAbijvIrP1ttQhBYBnBgNsNhsCTSbg5ElMatQIJUqUQLFixZgB5Esi/K7kYr29vfHo0SN4enrCx8dHZDAdPXwYgD3SOH78eFEvJ0EQ2L14F6CNWaW1QYmJiQ7S5n8F77IXFI9PP/0UIDx9Dw8PvP/++w6qZvHx8SKDQ6PRsOwJ/d207q6QpP/aqFGjULRoUYwZMwYHDx5kDhtgj/7SuQFkKZY9evRINhNy/PhxLFq0CG3atMGrV69w9+5dbNmyhVGUDh8+jPj4eNb8lIfZbJaNrP7000+MKpQdChQowKK8FDxt0sfHB61bt4bNZrNH3knW5/z58yhRooTsOe/cuYMZM2bIvsdnjVTEsfBJTgZIXyaYTCJ1U1r/cuTIESxbtgxBQUEIDg7GjRs3YDAY8Ntvv8FsNqNt27YYM2YM2rVrh82bN+Px48fYuXMnEy1whq5du4qM3BUrVuTIUR01apTLezxv3jynmS85UAM+OxEH7NwJkNpKPvtJW3UYjUYULlzYoZ3Cw4cPRWIHPJYsWSIr3sKrEaZlZODXn36SrTktTNYLo8XCarYoTmTXnNxmg0oQnNKfeSfsrzpbuRXIkMJsNkOtVrMsSe/evdG/f3/88ssv2LdvHwD7fAXsgRgKmmWqU6cO2rVrB6PRiAMHDoic8Z07d4pENXIDf39/Jm1Or41fu2kbAcCesVq2bJmoruz+/ftMuINea+nSpdGrVy92DK/sySOJMC2qShzTfwt79+5ldVYmk4kFXaQ2wqxZs5AvXz6mwksZKJTWHhAQgA4dOsgyfqKjo7F69eocZ8Dz8O6R52zl4b8aERERrL/EkSNHEB0djVGjRmHgwIGMItGjR493kkl6F6hfvz5sNts7oTC8LY2wdGgoDly+jKKenvBwd2cqbQsXLoRKpWIbd72gILR4+hStWrVyeq7Xr1+zBq0AWJYAAIwk4kgNLGkx77vEP8VJpwbAuxbIWLhwIXx8fNC+fXsMGjTIXi/FRbWtNhuqVKmCY8eOsaJ5jUaD/v37AwBzZENCQlCvXj0HyexNmzYhMzMTR48exfz58yEIAsvuhoWF4caNG7hw4QJ69+6NR48ewcfHB+vWrXNwaoCs53j58mXMmjUL7du3x61btxhtl1KaaGY5MzOTfeann36SdcJq1arF6HpnzpyR7a3Dg3duKleuLHIWT5w4gXr16uHRo0eYM2cOi9j7+fk5FaYoXbq0iD7Ig5eoLl68OAAg+eefAVp3aTaLjGLeIR82bBjevHnDjFS+b9S6desA2OtleDXB7Ayi33//XVR/R+m02WHhwoWYNGmS0/dHjx7t9B7IISAgALt27WLGulNkZgIyDrYgCExG/Nq1a7KS1c5QuXJlUZaGndNmY6qCJqsV0U6k7J999hlG1awJk9WK/RI5/xVkP3EKmw1qhYKpqALA7h498BlRreQzW7kR/eExffp0BAYG/mVny2QyidowzJw5E507d8aAAQPYHKIOrbu7OxMuog7MgQMHMHr0aDyQaXnwV+oENRoNahHxELpe8K0jAKBt27ZYu3Ytrl27hqVLl0KpVLJ112g0sn/Ta5XrCSjtVQXYA52RkZHZZg3/Kfz8889snaWO56+//ipyHAE7Rfbjjz9mWX2amaP1qvHx8dixYweSJX3hAPs9SkpKYrXNefjnkeds5eG/FtKC/ufPnyM2NharV69G27ZtmeEfEBCAXr16/UcsNEePHn1n4hxvu9V5e3oC4eFQwt7fKDIyEs+ePYOvr6/I2Tp36hQOrFrl0ND02rVrbKO9c+cOEyABIKJm1CCRw7Ikg/V3Olt0g+EN1c6dO7/z7/m71AhDQkIwbdo0dt49e/agX58+7H0b7HS5PXv2wMfHBzNmzECrVq2QkpICrVbLfqtSqcTZs2dZLcXDhw8RFRWFJ0+eiPoglS9fHqdOnULZsmVZBLV69epMJtloNMJoNMpmoXhnggYxQkJCspz0evWwcOFCVm+SkJCA8ePHA7DXM1GDjv02mw2VKlXCtGnTANidtG+//dbpvRo8eLAoM3337l0RrTA1NRWpqam4c+cOZs+ejaNczZWrZsdyeP36tajAntHarFYmaf7hBx+IBDrksp80C3Pv3j2MGjWKibhoNBps3LhR1ExYen9ygpwajjQA9a6wbNkyzCJtC5xh37592WZA/Pz8HPrUDR48ONc9gcqXK4eQwoUBkJoti8VpBkOtVGLH3bu4SAReKHwkGQU/GQdUJQgiZ6tNqVIoTeoG5TJbjx8/llX2dAbaj4lvPCwHSglz5mxNmTIFFSpUwMcff4z9+/fjwYMHDoIRgH2tjI+PZwqudE1ISEjAxYsXGTuAp3X+FUXdpKQkFCtWjNViAVmORjGSMVWpVGw9nDlzJry8vHDv3j0olUqsWrWKvUcpeFu3bkXz5s3x4YcfsuyOXHCF7hG5XQv+LgwYMIBJt9N7ICeQIXe/p0+fjkaNGgEAoxbLUYXpufKaGv97yHO28vBfi0mTJmHo0KHM0LFarahUqZKDJPrixYudFlr/07h27do7q/d528jiNRK5LfjqFRYuXIhff/0VL168YGqE1FjMFxAAwK7myBtzVyl9CnajnL/fvBNygSjCHSf1M38nhaFw4cLo2bOnaIP65ptvMH/+fASQ3/EuUKhQIfz444+MwvGuEBAQwEQ3WFDAZGLKZi+JQajT6SAIAo4dO4bg4GDUqVMHM2fOZNmbixcvwmAwMMc2LCwMJUqUQFRUFGsaHBcXhzp16qBo0aJo3769iK7SokULJCQkICMjA8nJyaJaMErz4VXIWrZsiczMTHTq1Ill3Nzc3PDdd9+xjGdaWhqrrzh9+rRDk1L6HXSMFSbGshyio6MREhIiMtIyMjKYhDu9Vp1OlzUuORn83NJ3g4ODRZ+5S2ltViveJ9nUJYsX4/79++yYDz/8kPWbk8uonz17FgMHDgQAfPTRR+jevTuqVavGakpdZZL/CtLT05kgyrvCgwcPZMVVeNSoUQOfffYZihQpImowmx0EQWAZmZwiwN8fHh4e9rVGqQQsFlSpUkXWARYARCUl4RgnenKkd28HWmGA5BryBwfDQ6cTOVtAljCGKLNF1uiSJUvmuCYRsNfnTJo0STZLAdidq+HDh6Njx44wmUyiGj4enTp1QkhICF68eIEBAwbAZDI5tIVQKBT47LPPoNPp4OPjg/79+7MMp5ubm6iGi28I/lfqnqnjMHbsWPaaSqUC1qzBH+Q1pVLJslU2mw1Pnz5F9erVYbFYYLFYWG86f39/FCxYEEajES9fvsT69etx6tQpABAFAimo0qJc/65/G4IgsNYPUmeLrkP8HjthwgRGGf/2229Ru3Zt2Tpbqp6b52z9e8hztvLwXwu66EglaKXOVvny5ZlC3b+Nd5ndaUH6+OQW1OlRPn7MGs/GxMTA19cXZ86cYXSw6xydhqdt5c+fny3eJpPJsd8X3cypnHlUFO7evSsrSfuu4ObmhvXr14uif19//TUaN27sUmY7t3B3d0ePHj3eqseZK1y7do3JldesWdO+KWZmwpsY618T+pdWq0W/fv1w5MgR7Ny5EzqdDrVq1WJ1PpRWJB1nL168QGpqKlatWsWcz8TERCxduhRzuaayQJYqXKVKlVjEvESJEqxGsnPnzrBarahTpw4SExPx5MkTRkEtWbIkjh49iufPn7OsmLu7O4xGI8xms2zQg36HxWJBYmIiqlatitjYWOzYsUMkoADYM3VfffUVE1ehv5vPijg4W8ePAySz9FdVJJn6ms2GELUa51u2RPfu3dGjRw+WnfL19cVnpB+X1HEaO3YsPDw8cP78eRQpUgR9uOzlnTt3/q+9+w6L4ur+AP5d2GUpAoqgFAUVhUhA7N3YkajYS2wJJnbRWKLxjSZoTGw/a4wJaBR7F9TYGzYERUWFYEGaShFERUA69/fHMtcddlFQiuD5PI/P+2Z3dnYWhtk59557Dv777z+MHj36rcdgYmKidnbiXXR1dUs8nboowauxsTFcXFxw8+ZNUQGD0uB/5QpuBgcjPT+4sm/YEBs2bFA7w5GSf51TDpl0ZTLFmi+l9UMF111py+XQ0tTk11GhuI/Qy0t5CEz5tcWZCcrLy8OaNWuwcuVKtc8nJCTgzz//xL59++Dl5VVoK5GuXbvixo0bOH/+vEpqsVAuvm/fvnxGKzU1VVFsI/+zCcGWcP1XXhv59ddfv/cAmvCzcHZ25o/JZDIgIgJ/5K+dNDExEaXbP336lAeKXl5evOx5YGAgYmNjUaVKFZXqjequ07q6utDU1CyRddOlwdfXF8bGxirBlvA3/7asigYNGqitKFq7dm3o6+tTsFWOKNgiFZaOjg727t2Lxo0bA1CkyNjY2IgaswKKVKCoqKgyPz513tXctaiYuzumv2dKkGb+RdxKqYjCxYsX0aZNG6Snp79ZO5Gby2dwlFMu6tatC3Nzc6Snp8PIyEjUPPjgwYOApyeglDYkzchAUlJSiX32ojp48CAcHR1LpKeZIDo6GlWrVi3RfQKKGwlh9gdQ3BC4jx+PwPxc/mbNm6Nfv37YunUrH11WHulULpABvBmAuHbtGq5evcrz/5Ube0skErx8+VJt409NTU30798fp0+fxtKlS9GxY0e+Xsnf3x9t27bFP//8g5cvX8LNzQ179uzB5s2bERERwYN14ViE2YnXr1+jdevWojLpwJuZrR49euDKlSv4+eefceTIEfTv319lJkQo6S6kpQlBv/Iapi+//BKenp78Z2Corw+kpGDq1Kkf3I9Klv+3U0VPD1u2bIG7uztOnjyJO3fuoGXLlsjLy4ORkREWLlyIV69eiWaSHBwcMG3aNJw7dw46OjrQ1dUVlamuXbt2kYrGJCQkiK5x69atU1nfUVaKWmRAue1AacrLycE/jx9j4N69AAD9/HNP3dqnV2pKvPNqk0qDFQWDrajISKQmJyOzQNXC+vkzu3uV1gkJr925c2eRSvrzz5GXB0dHR1y5ckXt88K5fejQIYwbN0507VB27949ZGVl8Rv35s2b8xtu4abdx8cHnp6eAMDXgCoXp1i0aBF69+4NZ2dnnur7oYT3Vu6HZ2xsjB07dvA+a3l5ebyq6Lhx40TZFceOHcOQIUMAvAncCqZpOjs7qx1cyMrKQm5u7gdfC0rL6tWrMWrUKOzatUv0eIcOHbBr1663BluxsbEIDQ1VeTw0NBRdunRRKZxEyg4FW6RCGzx4MCQSCZo2bQp/f388ePBAlJoAKJqlLl++vJyOUKy8mikr0xBmBPPLg9vb24MxBqlUin79+r35AszL48VHLCws+KhhgwYN4Ovri4SEBLRt2xZ/51caA/JTwTIygPzgTO7nB53oaLRr1+6daztKyzurpRUDnxUs4TVbNWrUEN0YnDp1CmAM1fJvJM6cPYtJkybxBsLAm2ILUqlUlO7XtGlT/qVqZ2cHOzs7nram3CRW+AzC7Kay3NxcnmYTHByM3bt389kBX19fBAQEYNCgQYiMjIRcLsfOnTvx5MkTNGnShAdZQiEMPT09zJgxAxoaGoiPj1fpzaOjo4NDhw5hzZo1PGgUZkGVm2QD4KWgC663UK44KVTFbNiwIRhjCA8Ph7Ozc6E3pMUh/MyWL12KZs2a4enTp6KiEps3b0ZqaioSEhLQq1cv3th5zJgxuHXrFi8CoKuri1q1auGlUln0orK2thalUQ4aNKhEU2WL45tvvilSamBxCm98COH2+Ux+QRL//HSyTDWBVYqaEu9P8gceNJQrUBackWIMt2/exFOl1FFA0cICAHKVZkyElEJbW9tiz2yZmpoWen4IfxfC4MO7qhEK5+306dOxYsUKbN26VVRaXJgJL1i51czMDH379sWdO3dw4sQJ0eDAh9DW1saBAwdE521OTg4OHjzIB2sSExOhqakJR0dHTJ06FXvzA2iBEJQJn61gP78TJ06o/Znb2tp+1FX5FixYgBs3buBRgeIuurq6ant0KTt9+rTa1hFJSUk4dOhQiR8rKToKtkiloNy4cMyYMaLnxowZUyrFEt7Hl19+We4Xesv8nHXXUaNQt25d/PDDD/jiiy+QmpoKmUzGv8Tw+jVq167N89737NmD0aNHQ0NDA4wxpKSk4M6dO9iyZQvfd8H0pvqxsdic33yyNAtklBXhd/chi8OLolGjRvjrr79EVcCcnJxEs4PCDWz9+vWxb98+AIqeLbVr1+aBcZUqVaCvr89LhScmJvLXC59B3WdhjPFyxMK6ESFoFQK70NBQXLhwAXK5HFpaWggNDUVQUBC/sRWK18hkMqxYsQJVqlSBTCZTaTIqk8ng4OCAX3/9Ffb29pgwYQKMjIyQkZEhuonMy8vj6cBC4YT169fD1tZWlB44depUDB8+HDExMWjatClCQkKwdu3aEvmd1coPYvv26QNra2skJCTA1NQU+vr60NTU5OW0Hz9+jEuXLvES+9WqVYOGhgZP8TE1NcWZM2eKVYFPEBERIWq0XLNmTdGAR1mSSCRFuraWdbAllH8X0gHVXXNFM1v5QUT/vn0BKGbIBDI1wVY1AwO0j43F659+4g9raWpi98CBaKKUtiys62rbtu0700OVbdu2DVOmTOHrIAsSgh5h3dTbgi2pVMr34+bmhs8//1yUvgq8KWwkzHAJwsLC0KhRIyxatAgjRozggx0lQSKRiFLlsrOzsW/fPhgZGcHT0xO1atWCpqYmbt++DUtLS/z111+8GITweuBNtkjf/N+dsrcV2vlYyWQy/P333yU2iwioVnokZY+CLVIpKM80FFwXEhcXV+yqVpVZdv6NhIWFBe7du8dHDPX19SGVStGjRw/g77/RUiJBamoqmjVrhrFjx4IxJrpRTklJwc2bN0XBloAxhm3btqF69ero1asXgLIPtiZNmlTi+yyrYAtQ3KAKgYttgeau27dv5+mzBgYGfFF1amoqjhw5wtdWCGsWwsPDMXDgQFFQoqOjg6ZNm8I4v4paQcKNkDC6Lty45Obmom3btmjWrBkkEgmMjY2hpaWF7t27Q0dHB/3791cpRe7q6orIyEhMmjSJpyMKYmNjUa9ePXh4eKBevXoYOnQosrOzcfHiRVFQIRzHtm3beNPmrl274v79+/znlJ2djb///hthYWF4/vw5goKCMHLkyBLr6WaaHyxJpVLo6emhfv36mDdvHtavX48FCxbwBtrCDaDwMxTWxQnBltCj6n3TegoGD4XdbJe2s2fPql2Qr8zPz0/lJr60tC2YWp2Xhz59+qjtryaasdq7Fx39/XlwVjW/D5fydk1MTWHr4wMwhpDbt3H80CHoFFgTNNTeHjWU/p5y8695mZmZohvemjVrFtrXDVBkCHTo0EHU+0qZ8PuuUaMG2rRpU2grkf3798Pa2pqv3Xrx4oVKGi/wZi1jwWuBRCLBvXv3EB4ejr59+6rt4fQ+GGMYMGCA2mqELi4uGDduHCQSieh7vWXLlli0aBHMzc1hamrKU1KFlMo1a9bg559/xuDBg/l3jjDzV5FIpVKkp6errNn6EP379y9yH0NSOkrut0lIOVK+MBW8ETl69CgvrUqA8IgIoGpV+Pn5ib48NTQ0oKOjAyMjI9TR0UH/vn1xLSAAgwcPhoeHB8aPHw/GGL9JkMvl6gtkQNE36erVqwAUuebAh/VleR8TJ06EsbGx2gXD76t27dq4efMmv9kvTXK5nM8muY0YAf/8WSGJRIK5c+fiq6++AqAYfW7bti0SExOxb98+5Obm8sBWW1sb2dnZePz4MW7cuMEbFgOK34ejo2OhwZZyxbDLly8jLS0Nurq6aNSoEaysrLB582aMHz8eI0aMwPr16/HkyRO+mH7KlCmYNWsWb79w6tQpTJgwAb///jufMRMIaUPZ2dnYtGkTNm/ejLy8PN5HiTGG9PR07Nq1C1paWhgxYgRfo2SdXySmX79+AN4EOU+fPuVpma9fvy6xYMQ0MxMtoqNhbGyMTZs2AVDMsjVr1gwymQyvX7+GnZ0d1qxZg+7du6sE5dra2tDT00NaWhqys7NLJB116dKl+Pbbbz94P+9D3fqQgqpWrfrWCpMlSVepj5mgQYMGSEhIUFkv9kfHjrATmvSmp6N+rVqQVqmCsxDPbGXkrxV6/fIl9m/fjqHnzyNUTd8pwc2gICC/XUaO0gCTckGGhIQEnDt3Dj8pzYwlJSVh7Nix8Pb2hqurK7p06YKIiAjY2NigU6dO2LFjBy+YIZzPy5Yte2umhDAT9PjxY76+Tmg+rkxoCVC7dm3RDJGOjg6ys7MRFhbG/9ZKgvBdoPxewt+Ccm8/5bTna9euYfr06YiNjcXt27d5kRxjY2N0794dt2/fxoULF0QDqxVxkHXgwIGIiYkp0SJMurq6mDx5contjxQfzWyRSkG5jGvBUT5nZ2fMmjWrrA/poyV8NatbP3bq1CkkJSUhKiqK90YCgAkTJuD+/fv4/fff8b///Q8TJkxA06ZNVYItIegVAi1vb288f/4ceXl5KlXvStu4ceNgZWVV4hWYXr58WSapoPb29pDL5ZiQkIAn/v48fW/Tpk2Ijo5GXFwcAMWNi7CeSrmyH/AmfUuYFfr999/5/vPy8uDl5YUBAwaofX+5XM5LxwPga54GDhyIb7/9FnZ2dnjy5Anu3LmDcePG8VSkDRs2ABAvftfW1kZGRobaBrjK682io6PRoEEDlYDM09MTbm5uaN++vUojbeBN0CV8Xg0NDX5eluRNS1pKCgK9vJCbm4vIyEjMnj0bGzZswP379xESEoLvvvsOO3fu5E22ldOeBAkJCahXrx6kUul7DUD06NGDr8EDFOvbymvN1m+//fbO9bCff/55mQWD5y5cEP23m5sbDhw4oDZd8ysXF1jnf1cc3L8fM2bMQO/8UuOvlNZKSfL/lu7fu4eLFy8iOzsb1QwNVdJhBYlKsynKwdYXX3zB/3+1atV4aq/g4sWLvKBKXl4eIiIisH79evzwww/Yu3evaM2h8nech4cH3Nzc1J5LRkZGiMyvBisQBiGE31u9evV4BdJHjx6J1vYIxW3MzMxUZqQ/hHCsysGUMDAhrHMEVGdsa9asibS0NOzfv58Xx9HS0kLHjh2RlZUlCq6ioqLeq2ddeVu7di0aN25colV0SfmjYItUCiYmJrC3t8eaNWtUcp1v376tdjTvU6WbH5jq6+tDS0sLurq6WJ+/riokJATVq1fnxQ2Um2quWLECHTp0wNatW6Gjo4M7d+7A1taWz0AA4GtWBOHh4fymsqxntvz9/dGqVasSrUQZGRmJLl26vFdhg+Ly8fFBu3btwHJzoampyW+ShLUfygUyhOBKuDkRbkTCwsIQExPD+/AoB9jCzc2DAgv9BY0bN0ZYWBgWLVqESZMm8fc4cOAA9u3bBw8PDyQkJGDTpk3Yu3cvTp48KToG5ZtwuVyOzMxM1K9fXyU1Sth+6tSpSElJgYaGhkoDchMTE7Rv3x5nz55FdHQ0pk6dKlq/Jsy2pqSkYNasWQgODuY3KzY2NoX/kItJuJnLzs7Gxo0b8X//93+i88vNzQ0tWrRAr169wBiDe35ZcGXF7R1V0IkTJ8ptJqsgGxsbzJw5853bKZcML015BWYKw8LCEBUVhczMTGRkZIj6bT179oyvx9qwbh00NTUxXanxt0CoaAjGMHnyZESEh+NFYqLaht8AgKgoSPIHY4Rgy9PTU5Ru/c8//4gawAPggxo//vgjYmNjRTNhNjY2ouustbX1m2Ity5erLXLz6NEjvHjxApqamvxvvVWrVvj8888BvBkQi4iI4CmOffv2Fc1CVq1aFT4+Prh7926p3PwXXEv0+++/iwpDKLd+aNy4MXR1daGrq4uFCxeK1gdLpVKVIigFf74VxcKFCzFkyBAsXLiwvA+FlCAKtkilkJaWhpCQECxfvlylHHFcXJyoNPSnTkPphiQzMxOrV6/msz/z5s3D/v37YZTfHPTUqVOibS9fvoyYmBiEhIQgMDAQXbt2xVSlGxTlinre3t6YNWtWifekKi51DU3flxAwlkXgePjwYTx48AC5+cHWtm3b0CQ/PQl4E2wJpd8ZY9DQ0MCoUaP4WqDExETExsbyG5P58+erfBbl37EyoWrg7du38c8///Dg5vLly/D398e///6LwMBAyOVyBAQEwN/fH05OTmCMYeTIkWjVqhXf108//QQbGxvEx8erLLKvW7cubt26hQsXLmDVqlVITEyEs7Mzbz4KKNLVLl++jCNHjsDExATPnj0TjWLPmzcP8fHxePnyJf7v//4PhoaGqFatGhhj2Ldv3zvXFRWV8DOTSqU8aFJOKe3Tpw+ys7MRFBQEiUTCb4I/9UpgZdXTiBVI2xQGANLT0+Hi4gIzMzMwxhAQEIDY2Fikp6ZCS0MDR48cUaSmCgG8RIJG+TOzmQUqX2oAqGdlxXupqYiJwfD8MuSf5afotmjRgpcxz83NxY4dO1Sqxtna2mLHjh1YtmwZQkNDoaOjgypVqiAzMxOBgYGiv9Pw8HD+91hYKqrQe045xX7u3LlYunQpDh06xIvqAG/WbD1+/FjUj0sikfAU3ZJ26NAhlfR+T09PUUVETU1NXgTk1q1b/JoHvOmxByiaN3///feifZV0T7mysnv3bhw8eJCnSZLKgYItUikI6z4eP36MCRMmiJ5zdXUtsZutysCgwIhfWloa/+KVSqVITU1FaGgo0tLSIJFIeDXCLKVSyadPn0ZWVhaOHTvG164IFixYgP79+6NWrVqQyWTYvHlz6X6gQggzJiUZ7AmV/wqrElaS1qxZA1tbW8TGxsLOzg7Xr1/npfiBNylzpqamCA0NBWMMU6dORXJyMi5evAhAkfLXokULvr5L3aLrwm7WfH19ASia7WZlZfHthODvn3/+waVLlyCXyyGVSqGlpYVTp04hIiJCpfrcqPzKl/369RMFfIDipsjKyoqPtH/77bfIzs5GVFQUT9cU+pp5eHjA2NgY2dnZyMzMxM6dO3kgGRkZiaysLGhpaUEikSAlJQUSiQQBAQEq1dfelxDEampq8hs/ExMTnjYYFhaG5cuX83P+5MmTaNGiBfr06VMi719RlVUz1YLBlsDAwACPHj0CYwzXr1/na5QkjEG4Jb9+/bqov9ad/ECNl4HP/1+JRILW+WsRhUEOZVOmTFEEde7usDU2xuvXr9G0aVMeeIeGhsLb21s0CBQSEoIFCxbwAEQoPKKhoYE5c+aI0u0ARYqcMBNW2AybcN2WSqV8QKBPnz5qU1uFgYOCmQml6dq1ayoDYY8ePRJVTNXU1BT1NCzse7xBgwZwcXHhf4dA2VXALGlSqRRr167FbqV+baTio2CLVArKN4wFG87evHlTZQ3Ipyy9QN+pGTNm8Jk/mUyGnj178scBRV794sWLVQKMzMxMXL9+XWWm4pdffoG3tzfkcjm0tbVLrBJccX3zzTcA3pRHLgkSiQSDBg0qsf29jTAbkJeXh6+++oo3MwYU/aaE1CBNTU1IpVJoamrC29sbR44c4Wu4hH2EhITAzMxMNDIMKBrtFlY8RjgPAEX6kbDGRCgnLZVKUbVqVVhaWkImk/FS7xs3buTrtgSTJk3CsWPHMGvWLFFFREBxk6tcLc7Ozg45OTnw9PTExo0bER0dja1btwJQBGYGBgZwdnZGZmYm6taty5t/bty4kQdbwnECilm1Nu/ZALygqlWrokGDBpBIJDAxMYGWlhbatWuHO3fuYM+ePbC0tMTMmTMxatQo/lkCAwPLvd1DeQoICMCKFSvK5L1s8tNnlU2YMAGdOnVCzZo1sWbNGtHMiVwqRY5Ss1xhZku5qE5edjawcyfmNGwIAwMD5OXmYmf++ZiWlgYNDQ2e7rZr1y6sXbtWtEZYSDkWBn2UU1EF06dPx5IlS7B37148fPgQPj4+0NXVRcuWLbFq1SpYWVmJjik7OxtyuRyPHz/G2rVr0b9/f5UCCEIBFiMjIzRq1Iin5/3222+iWR+h8h/wJv24LPz++++ia5pAuWiG8kBZtWrV0Lx5cwCK5szK161NmzZh9OjRmDlzJoYPH44vvviiTCrGlgaZTIaMjIwSrUZIyl/FPBsJKUBdkQZBly5d0Lp167I+pI9WgtLIIQC0a9eOL942NzfnI4JCGsr48eNx5MgRrFu3Djt27AAANGnSBDY2NmqrEbZo0QLt27eHjo4OUlJSitT0tDRMmzYNN27cKPEGxGVFCJTOnz8PX19fXuK4evXqvMIjALx48QI2Njbo2rUrRo0ahby8PF6NUPjsGRkZiIuLUxntNTY2LrS4grW1NbKysuDp6Ym4uDi+yN7JyQmdOnWCTCbD3LlzMWbMGHTu3Fm0gL7g4MbDhw8RGxuLHj16qKx3y8jIEM18bNmyBebm5pgwYQLGjBkjumkSZq2OHz+O33//XRREbdy4EX5+fjzIFgLLkrzpsrCw4GvcRo4ciczMTL4GZseOHaIbaMYYXyNX1usVPyatWrUq0QGPt3mdP/veSqmkvo2NDdzc3LBz5074+PjA0tIS8+bNQ5cuXSDT0IC5iQlPz22RfzP/WikAYzk5wIMHqC6V4sKFC2hQvz6q6uvDxMQE2dnZMDMz44H9wYMHAYjPuRcvXgAAAgMDMXPmTB5sKRd1GjFihOhz/Pnnn/j3339564Mff/xRNIOVnZ0NLS0t1KpVC6NGjcLOnTtV1vhcunQJVlZW0NTURFhYGG83EBsbK1o3qFx4o379+mX2Xamvr8/bVwhq1KghmsVTXhLw4sULXo1x69at2LhxI38uKysL/v7+cHV1xc6dO/nMfkXk6uqKOnXqULBVyVCwRSoFHR0dMMZgbGwsSiUAFF8myuVkP3UFx9gvXbqEC/lVvFasWMFz9oWKZ5GRkfDz88OpU6cwcOBAtGnTBrNnz0bPnj3VBlvXr1+Hn58fGjRogA0bNpTbmq2ePXsiJSWlXN67JLRq1QoHDhxAv379EBgYiHXr1uHu3bt8xlEgfCk/ffoUr/PXlwjBVsFiDEI6oeDatWtvLemsqamJ9PR0PH78mDcU7tevH3r06IFWrVrhv//+Q3BwMLp16yb6PRec2ZLL5Xj16hXi4+NhZmbGCyb83//9H4YNGyYKAs3MzETBmqmpKU9VFUrJe3p6ihbPC549e8b7yWhra4Mxxou9lLQnT55ALpfzIPTw4cOiKoEAyqRFAHkjOv/aJfTG2rlzJ27cuIF169bh2LFj8PPzQ1BQEJo3b45r167BwtQUVXV1eZqphbk5AIiuG5b5gdusWbPw999/41liIrSkUiQkJKB69eqIi4vj6xuFoHLBggX89cqDC9u3b0dKSgoaN24sqvZ65coV0eewtrZGulLAJ5FIRH9fVlZWGD58OADFrLWTk5NK5kGVKlUQERGBzMxMUdEJiUSC5s2bw8vLC+bm5qJZrqysLFGqcmlKSUlRSWlMSEgQVXlUnoUUjg9QFOmJjY3lj0ulUlGae0Xm5uaGXr16vXcPPvJxomCLVCrnz58XfYkRVQ6F9FUCFBWqUlJS0LFjRwCK0ftly5YBUKR9aGtrIzk5Gc+ePcPBgwfRpUsXUbqZsqysLBw6dKjc0jnOnz+PX375pVzeuyTMmTMHu3btwu7du3kTXU9PT8ydOxfm+TeFwJtgKyQkBADQtGlTtG3bFoCi6WxmZiYfBS64aDwtLQ0P8xfzqyORSDB79mwMHTqUL8hftWoV9uzZg+nTpyMsLAzBwcHYv3+/qElrwRs/uVzObzpr167NZ9OioqIQGxsLbW1t/PXXX2jZsiVyc3NFM10RERHIysoCY4wHmrt371YbbN25c4evVRGUVmrU7du3kZWVxX8uurq6ohlHQDGrUlbrlQiQlz+DKFxxPD09+Wz8+PHj8eLFC6xevRr9+vVDamoqDPT08N+tWwgODgYgblcgMFPqz7V+/XokPn2Kl0lJ+Pfff3lQ1rt3b0yaNAk2Njbo0qWLqFKmra0tTp48iXbt2iEhIQH37t3D2rVrcfPmTb7N69evRSm+4eHhogEIQ0NDUUGORo0aYfbs2QAUaZoFU7kBxfkJiDM9XFxcoKenB21tbaxatQqxsbGiSr0jRoxQCXBKU8HvhrFjx4p+DsqVPh0cHPhzP//88zurEVZU8+bNQ6dOneDq6lreh0JKEAVbpFL5+eefVdZsEbFRRkb4spDRy+3bt+PevXsICwuDjY0NVq5ciZkzZ2LPnj38yyw0NBQPHjyAn58fnJyc0KtXL7X7Sk9Px5EjR8r1S7AiFyb4999/eT8pIR1QmF1SLpksPGdhYYFly5Zh4MCBvIHrpUuXcPbsWZ5ud/ToUZX3uXv3bqHHIJFIkJWVhd27d/MbyBs3biAiIgL79++Hn58fTE1NER0djaSkJIwcORLdunVTKRM9a9YsdO3aFYBiNg0AoqOjeU8dX19fVKlSBdeuXUN2dja/4atXrx7u3r2L+fPno06dOvznITRiLljWPSwsTKUH19y5c0ulx5twMywEU69fv8aYMWNUtqvIs6sVTU7+2ri8+HgA4DP2AicnJ/j5+fH/Drt3D7kZGejatSu2bt0qmpEV1mb+kZ+6JqgWEIAfXFwwZMgQ3Lp1iz/u4+MDLS0ttGnTRhRsGRsbw8LCAvH5x/To0SOsX78e//zzj2ibCRMmiNLfhL8hYRZ42bJlPF3x0qVLvMVJYWnSderU4c8LaaxjxoyBq6srHj16xIMs5fWEEomkzNLXNmzYAEdHR5XHlL+/lT9bcHBwoQN3Li4uWLduHYyMjESDPhVRQEAAfvrpJ9HMHan4yjXYWrx4MVq0aAF9fX3UqFED/fr1E5XzBBQXgvnz58Pc3Bw6Ojro1KmTSknMzMxMTJkyBcbGxtDT00OfPn1UbrhfvHiBUaNGwdDQEIaGhhg1alSZ9MohZcvHxwdr1qwp78P4qA0dPBiLClSEEwg9VmJjY/HgwQPUqFEDiYmJvE+S4Pbt28jMzMTatWtF/WMA4O+//8a8efP4zai6HjBlITk5WSXlriIR1msA4GtKpk+fzgtRCORyOTw9PSGVStG4cWP4+vry38n48ePRs2dPXqTEwMBA5X3eleYprN0TAjihGqHQoNjMzIzfoOnq6uLMmTOimTdAkRLZrFkzUSVCFxcX/v/T09ORk5ODunXrigqQhIeHQ0NDA1KpFNHR0Th+/DgAxc3p5MmTERQUxGfxnJyc0LFjR5XZu5CQkEKLgHwIIVVTeeYqo0Dxmc8//xzJyckl/t5EPaEaYduUFOwp0AJET08P48aNQ6dOnd5sn5uLnPR0tGnTBqNGjXrTTkEqfRO0F6iY10BfH46ffQYtLS1Ro2I9PT3873//g4eHBz83AEWBFldXV4SHhwNQnCPbtm0TVeK7fv06Vq1ahZ07d6JDhw7Yvn07+vTpA3Nzc8yYMYM3HheuwQ8fPsT58+cVx1pIsHX58mUkJydDIpHwNgp9+/aFqampaPZI+VjL0qFDh3ghH2WFBVsA8GV+0+mCqlWrBhcXF4SHh6N+/fqips8VjVQqxdWrV8usNx0pG+UabF24cAGTJ09GQEAATp8+jZycHDg5OYn6pyxbtgwrV67En3/+icDAQJiamqJ79+6i0cJp06bBx8cHu3fvxuXLl5GamorevXuLRpeGDx+OW7du4cSJEzhx4gRu3brFK0aRykW5shlRZWxsrLIwWWBtbc2bQQojrzKZDDVr1hRVFTQ0NERmZiZu376NiIgI0T4mTJiAX3/9ld/0FrwBLSsGBgYVujCBEKwq39StXLkSe/fuFW0nkUgQFRWFuLg4ODk54cyZM3B1dQVjjN/QWVpawsrKSiWlzcrKilf4KkxQUBBSUlKwZMkS5ObmIjs7G1KplI+IW1hYQCaToVevXrx5snIDVkBxw7lmzRrejHfSpEno0qULHBwc0LBhQ4wePRpSqVSlYMeKFSuQmJjIz0nh99m9e3dYWVmBMcbPr+fPn6sNtjZs2ID+/fu/9TO+D6FgiRDALly4kBfLUKYuwCWlQz+/0mVifDyGKgXzGhoaSEtLg4ODg6hvVG5WFpCVxX9HQlBSQ3mtXf59xM8//4xu3bohLi4Or1+/VjnPwsPD8fTpU0yfPp3PkD148ABbt24VpZcKa2I3bNjAZy+EANDDwwOXLl3CoUOH8PTpU1hbW2Pz5s18gFkItpTXylpZWWHy5Mn4+++/Rcfj7+/Pi3NYW1vzv5OlS5d+cGPtknD+/HmVlF8AokwJ4RooBF1CJVMnJyc0bdqUb3fgwAG0bNlS0ahaJlOpeFqRCOtuy6qoDCkb5RpsnThxAq6urvj888/h6OgILy8vPHr0CDdu3ACgmNVavXo15s6diwEDBsDe3h5btmzB69ev+SLK5ORkbNy4EStWrEC3bt3QpEkTbN++HcHBwXxk+O7duzhx4gT++ecftGnTBm3atMGGDRtw5MgRlZk0UrElJiaWSsrQp8LW1pbfRAijjjKZDK1bt8b27dt5JbaePXuiR48eSE1NVZkZqV+/PgwNDfmNsXIZZFJ0QjXCrKwsnD179q3bLlmyBOvXrxc99urVK+Tm5uLXX3/FmTNnEB0dLaqWByhGipVLSqujo6ODqKgofPvtt/Dw8MCBAwfQtWtX6OrqYsaMGTAwMECnTp3g4OCAgIAAAFBJgUlPT8fFixf5Tedff/2Fhw8folq1ajA2Noa2tjZkMhkCAwNx5MgRGBgYoFatWvjhhx+gra3N00GFc2rAgAHYtWsXzpw5w/vqXb9+Hbt371bps1daaXz29vZgjPEbwXXr1uHZs2el8l6kaDLzz2/h99CgQQNoamoiLy8PixcvhqWlJb7//nvs2LEDAwYMQMitWxg+eDBP2WvQoAEAwDy/OEV1qRTIv+YlJiZi6tSpePToEVxdXUWV8pQlJCTw66StrS1iYmJ4xgCgmLEW/raF6oVjx44V7ePEiRO4ffs2X4slrJtVF2x17NgR7u7u6N69u2gf8+fP57PPwJuAJTMzUzSzJVQpLGsymUyl2bWDg4MoNVj4uQkD50JzcA8PD97yAVDMBoWEhKBz584ICAio0EsJhMInNEhTuXxUa7aEdAthcXVkZCTi4+NFo6RyuRwdO3bk1Xtu3LiB7Oxs0Tbm5uawt7fn2/j7+8PQ0BCtWrXi27Ru3RqGhoYqVYAEmZmZePXqlegf+fgZGxuXW/W7ysDe3h4HDhwA8KbPllQqRUxMDFavXs1nSvr16wcTExP8+++/cHZ2Fu0jPDyc3+D+8ssvfO0AKZ5WrVph8+bN6N69u2ihuDqMMb4WSvD8+XNYW1uLKlvZ29uLtvn7779V1j2pc/LkSXh5ecHNzQ0jR46Eo6MjjIyM+NopYdZTCAoL9pWSy+V49uwZEhIS+GONGzfG9OnTeWPkHj16wNDQEHK5HHFxcYiOjoZMJkOrVq2wcOFC1KlTh5eFvnHjBoKCgqCjo4Nnz57B0dERq1atQkZGhkqwVVazm0+fPi2zHmxEvYz8YEtYzxQYGMjXKZ4+fZqfl69evUJcXBwQHw/jzEy+FigyMhINr15FSH5wkzRvHhZ//z0AxQ2+8nqgEydOqLx/ly5dsGfPHvz666+i9VwFK+ROnToVNWrUQIsWLQBAVMYcUARABdcn9e7dm8/YtG7dGqNHjwagWMtka2uL+vXr88+XmpqKhw8fir4LlVPypFIpvL290a1bN5WAp6y8ePFCZWA0ODhYtG6t4H2XEBjWrVtXdN0S0pg1NTXx008/8aCsIurXrx9GjhxZYfuEEfU+mt+mUGmqffv2/IZAWFBacOS1Zs2a/Ln4+HhoaWmpLMguuE0NpYpCgho1avBtClq8eDFf32VoaCgamSKkMuvQoQO2bduG2rVrY/78+dDW1kZMTAxmzJgBOzs7REVFISAgACdPnkRERIRKGtrq1at5FcBz586prfBF3s3Z2RmLFi3C6dOni9QrTEj7FNZ3JSUl4dSpU2jatCl/fcGZraJSfn8hwPrll1945c+jR49iyZIlkMlkYIypjJYLpd9r1qyJkSNHAlCkfws3rFWqVIGBgQFq1KjBKy/6+PggOzsbn332GbZt24bIyEhegUwYmNPR0cGQIUOwcuVK6Ojo4PDhwyqpScLPo7TVq1ePBhbKmbD6SEiTNjQ0RI8ePTB06FCcO3eObzdx4kTFdSkoCH/kBy2A4ub+7vHj0FeqBPjjjz/y/y/M3AIQlSgXdOvWDYMGDUJERAR++OEHAIp1UspruxwcHDBs2DAkJCTAw8MDgGLwoHPnzvxe57///uM320KT3+HDh/MZqWbNmvHU2IcPH/J0waFDhwJQpOlGRESIgi2JRIJ+/frxfngDBgzApEmTyi3lLiwsTKVgj5OTE59dBMRl86tVq1boWizlYMvAwKBCF0Zat26dqNcYqRw+mmDLzc0Nd+7cEU0NCwqOTDLG3jlaWXAbddu/bT//+9//kJyczP8JedaEVHaZmZnw8fFB7dq10adPH0gkEp47r6OjAysrK8TGxuL06dMq6xYA4Pvvv+d9ZoQbHVJ8J06c4OlI7wq24uPjER0djSVLlvDR8tu3b2Pbtm149uwZf73yOtbiEG5iGjdurHYkXJjJLKyS2dixY9G1a1dkZGRg+/bt6NChA5YuXQpPT08AgJeXF44dO4awsDC+D2Htbm5uLnx9fSGRSHhAKQye6erqwtraGl26dIG2tjZycnJEMwoAMGXKFOzevfu9PndxhIeH83LcpHzoxMcD+eeicq+rdevWIT4+/p2zBcL1TEtLiwczBWfuBYsXLxb9t7OzM16/fo06derA39+fz/KOHDlSMYuWTy6X8+wBoRJoTk4Ohg8fDn9/f75mUZg5/uWXX9CsWTMMHz4cN2/exP79+7F161b8/vvvAMR/c0I/LaEfnXGBNh9DhgzhxTYARWXZ8lK/fn2VJuunTp0SlcRXfv7FixeF3q916dIFBw4cqNCFMQTnzp2jvqCV0EcRbE2ZMgWHDx+Gr6+vaFGg0Iyy4OxTQkICHwEyNTVFVlYWH9kpbBvl7uuCxMTEQtcryOVyGBgYiP4R8ilITk6Gt7c3rl27xhch6+npAXizjkgul+PatWu8FHlh5s2bV6F7XZUnoVkugELXhwhq1qzJ1z0JI+5jxozBtGnTEBMTA6lUipycnPden2FlZYVXr15hw4YNopF+gTCCrrxoXZm5uTk8PT35DeLXX3+NkydP8ueFIMvS0hJdu3aFgYEB2rVrh4YNGwJ405xZ6K0lBFvKRVs6dOgAqVQqKrAEKAp8JCYmvtfnLi6haAYpH03v3QNWrQIgTvOrXr36O9cmAm/OYxcXF/j4+ABQ9B4s2AwcEPess7CwQHJyMn777TccOXJEtN3gwYN50QNAEVgJ69JzcnLg4+ODrKwsaGlpoW7duujatSuWL1+OFi1aYPLkyThx4gSGDRsGExMT7N27F4MHD0ZERASvbqg8EHP16lUAitYQVatWVSlUM3z4cJ6aZ2VlpfJ8eWvfvj26devG/1toVPzzzz8jJycHrVu3LvS1jRs35r3FKrInT56IKlWSyqFcgy3GGNzc3ODt7Y1z587x6W1B3bp1YWpqKlrkmZWVhQsXLvByv82aNYNMJhNtExcXh5CQEL5NmzZtkJycLFrTcPXqVSQnJ/NtCCEKwpe38joCIyMj2NnZ8ZteIeiqDCOJHythFFdPT08UVBQmOTkZM2fOFDUlzcnJEaXYvC8hLadfv35q10RKpVI0adKEpwgWpKGhAZlMxlNOJRIJL2IwdOhQeHh48LWB2dnZSE5OhrW1NR/5F9KnhJ9J9erVsWTJEtHasHr16mHgwIH8Bk2wZcsWTJky5b0/e1F9/fXXonXBpOwtmD8fyC9l/rb05YYNG/L0OaHSJQCYmJhg2bJl8PDw4Oe5lpYWcnNzMWHCBJ4aKDwuiImJ4e83duxY9O7dW/R+Qjqcra0tbt26xV8bGBiIAQMGiApuSKVS/Pnnn3j06BHmz58Pxhg2b96MnJwcyGQyNGzYEGlpaXwArG7dupg/fz7/+05LS0NKSgpevnyJ6Oholc/u5eUFQNEwWJgF/1hcunRJNPNmZmaG6dOnw93d/a3Xr/v378Pa2rpSpKwXvH6RyqFcg63Jkydj+/bt2LlzJ/T19REfH4/4+Hik51cCkkgkmDZtGhYtWgQfHx+EhITA1dUVurq6vGKLoaEhvvvuO8ycORNnz55FUFAQRo4cCQcHBz5C0rBhQzg7O2Ps2LEICAhAQEAAvyAKPWQIIQrCl5qJiQkvNlCtWjX8999/vJmukKZCwVbpEVKA0tLSVJqzqqOc3jdz5kzMmTOHl2n/UEJqXkxMjKjxq6B169Zo27Ytjh07Vug+srOz0b59ewDAvn37kJSUBEdHR9y9exdyuRxSqRS5ubkIUtNwW3m0G1Ccoz/++KNKCetdu3ap/KyE75PStnXr1nJNyyLAzZs3oaWlhVatWqkM3irbunUrevbsiWrVqonWBRkaGqJ3795Yvnw5srOzMXDgQOjr6yMkJATh4eGi/nHK/bqURUdH48iRI6L2GkLzXqH6sVAwo1GjRgAU1V2FtgHu7u6IiYlBZGQkAMXfdUhICF68eIHExETcvXsXjx8/5sFWw4YN8dVXX/FZZQsLC35/VNGrLUulUqxcufKdA0VC5tH48ePL4rBK1TfffKNSg4BUAqwcAVD7z8vLi2+Tl5fH3N3dmampKZPL5eyLL75gwcHBov2kp6czNzc3ZmRkxHR0dFjv3r3Zo0ePRNskJSWxESNGMH19faavr89GjBjBXrx4UeRjTU5OZgBYcnLyh3xkQj56qampDAD78ssvRY8PHTqUHTt2jP+3k5MT27ZtW1kf3ifj3r17bNOmTaxp06bMx8fnnds/f/5cdB1ljLHevXuzmJiYDz6WTZs28f2uW7dO7Tbffvstc3d3L3QfAJi+vj4DwGbPns08PDzY/fv3GQA2f/58lpWVxXR0dFhAQIDoNXPmzGGMMfbll1+yM2fOFPvY+/Xrx8riq65+/frM09Oz1N+HFG7cuHHsp59+Ym5ubu/8nWdlZbGWLVuyhQsX8seE73lbW1t+vu/evZv//2rVqvFtMzMzVe5dmjZtypycnBgAtm3bNtahQwcWHx/PGGMsPDycTZ48mT179oxFRkYyDQ0NlpeXx7y9vdmQIUPY1atX+b4tLS3ZxYsXGWOM/fHHHwwA27JlCzt16hQDwDZt2sRu3brFGGMsNDRU5TiWLFnCALBz586JPjMANnfu3A/7IX+EkpKSGABmY2NT3ofywW7cuME8PDzK+zBIERU1NvjwIc8PwAqUB1ZHIpFg/vz5mD9/fqHbaGtrY+3atVi7dm2h2xgZGWH79u3vc5iEfFL09PSwaNEi3khTsGfPHnh7eyMrKwuxsbGIj4/HiBEjyukoKz+pVAp3d3c8fvy4SCmAQqpdmzZtcP/+fYwZMwb//vtviRyL8vsXXNQOAJcvX8amTZuwcOHCQvfh5eWF7du3Qy6Xo27duhg0aBCWLFkCQJEKlZubi/T0dNFMnKamJpYsWYJ27dq9ddbsbVq2bMn7GZUmmUxWoZtoVwbR0dHw9fUtUjsDmUyGa9eu4dq1a5g3bx6AN/ckyvcm3bp1w4wZM7By5UrR2vBdu3bBxMREtB6wbdu2qFOnDk6dOoVRo0YBeFNNuV69evjzzz8BKHpt5eXlQUNDAzExMZg9ezZP/504cSIePXrEi3l07doVgGLJxGeffYbq1aujXr16fLZMubebVCqFgYEBb2lTMOW3ZcuWhTa0r8iEZu1lNYtdmv7991/eT41UHh9FgQxCyMcjNzcXq1evRl5enspzwmP6+vq4c+eO2jUBpGT4+/vzKqhF6bmira2N5cuXw9zcHM+fP8fGjRvfGvwUh6amJl839ra+PG8LCo8dO4aXL1/i2LFjeP36NZo3b47ly5cDUCzcDw4OBiBeCyPcRD158gQSiYRvXxzjxo2Dn59fsV9XXHfv3sXly5dL/X1I4W7duoWwsDB06dIFAwcOLPbrlc+9Xr16AVCsV1yxYgUePnwoKv2+d+9eODo64uTJk/Dz84Obmxv+++8/ldRqdZWMlVswWFhY4OHDh/y9ldO4AUURGEtLSzg7O2PYsGFISkpCp06dsGfPHtH2gGKN5pkzZ3j5dGEfgqlTp6JNmzbF/Kl8/GQyGU6cOPHWAhoVxbZt21QqXZKKj4ItQohIbm4uEhIS+I2uMmEdkXBDodyAkpQs5QBLWM/xLjExMbysNAD4+vqWyLHUqlULoaGhePnyJe91pUyYjXrbzY6fnx8mTpwIiUSCAQMGiCrEZmZmQiqVwtjYWNQAVigDLazNep/gPjAwkFeWK02PHz/mfZNI+RCCjMjISNHfQVEJM0EDBw7kPaCEasjW1taiAigvX77EmTNn0K1bN7Rt2xb29vbw9fXlVQIF6gZKDA0N+Xler149AG8GMaRSKWbMmMFn506cOIE2bdqgQYMGuHjxIq/YLLRxKDjAsWbNGgQEBEAmk6n0fRs5ciTu3LlTzJ9KxWBgYMBbSVRkRcn4IhUPBVuEEBHhy9vd3V30eI0aNeDi4gJAkd67YcMGDBo0qMyP71MxbNgwPlNSsF9OYVbll70Wqv4JPXs+lNAYuGrVqrx0tDKZTAYTExN07ty50H3o6+tDR0cHjDHExsbyUffg4GDo6elBKpXi2bNnojLZwg2oTCZD27Zt1ZbgfpctW7a814xYcdWqVYuncpLyMXbsWHTs2BGzZs0qUurotGnTRJUDNTU1sXPnTsybN48XAXpXsQIhmBLSa/v27SuamVCXdhsaGorg4GAwxmBvb48vvvgC1tbWABTn+sqVK3nPrJSUFOzZsweampp49uwZL8wh7NfS0hJr167lAx27d+9GdHQ0srOzERYWpvLeRSm2UxF16NABv/32W3kfxge7du0aYmNjy/swSAmjYIsQIiLcPAQGBooef/r0qagS3ZgxY1SqwZGSI5FIeDnogr+LdxGCYnWzk+9DuW2GciqVwM7ODs7Oznw2QJ379+/jm2++AaC44RMCOHt7ewBvZhWUZ7yMjY0xbtw4tGjRAn5+fmjXrl2xj11dOiypnEJCQvDq1StYWlqib9++79x+1apVonWNEokExsbGWLt2La5duwYtLS2VVDxBwR5VQnpeeHg4/ve///FgTV0APn36dD7DpK2tDRcXFxgZGQEAfvrpJz7wAAAZGRkAFIFgbm4ur7Io9GIyMzODo6MjX09mbGyMfv36AQCvHito0KBBkX4uFVFubi5WrlxZ3ofxwapXr079+iqhci2QQQj5+AiL/I8ePVppv5grCm1tbdSpU6fYPbLc3d1x9OjREmuOqTxCri7NRS6XIyYmBlFRUW/dj5GREW84v2rVKixatIg/J7ThUC6QoaWlVSlSg0jZYIzx9gJF0b59e1SrVk0UcDk5OcHOzg5t27bFlStXMHPmTLWvHTx4MF83BQA2NjYwMjLiQdT+/fsRGhqqdmZLS0uLpxEuWbIETZo0wVdffYVatWpBU1OTF88QPhMA7NixA0ePHoWdnR1MTU35LHJERAS++OILvm87Ozv8+eef+Pzzz9GhQwfR+z548KDIPxtCSMmhmS1CiApXV1e+NoCUH8YYoqKikJycXOTX2NnZ8V5Bwuj6h1JOR1Q3UxQWFoZz584VOgsAAPPmzUPfvn3h4OCAmjVrom7duqJmzWlpaQDEwVZeXh4kEglOnTr13sdOjYY/HVevXsW2bduKvL2fnx+OHDlS6HNaWlqwsrJS+7ydnZ1KX7XHjx/zc9rS0hK6urrvLG5jbm6O5ORkvt2qVav4eQ8An332GQDFtaB3795o3rw5Jk2axP/WhJkvgTCrPWrUqE8q84C+r8jHjIItQoiKzZs3q12bQ8qWcMOlvI7pbf78808YGxvzEtg7d+4skePQ19fnN5EWFhYqz9euXRvjx49H//79C93HwYMH+VoV5XLVgri4OADiinDCDWhRP786Y8eORURExHu/nlQcgYGBoibF7zJy5EiMHDlS5XEhjSsrKwvffvttkfdXMLgpSkEXNzc3AOICGYBijSygqCjYpUsXzJkzB9WrV+druQQFZ71btGiBQYMGqZR9r+w8PT0xZ86c8j4MQtSiYIsQopahoWF5HwLJV79+/SJtN3nyZFy8eJGXUY+MjCyR98/NzUVoaCgYY2r79Ojq6sLDw+OtN3jW1tbo3bs3qlevjkaNGqk8r6enB0BRhEOZi4uLSjpUcejr6/N1LqRyK24PqW3btqmdCRNmhwD1BS7exsHBgc9GKc/SvotysDVs2DAe8NWtWxdnz57lKcEFA7qCwda5c+ewf//+Ty7Y6tmzJ5VMJx8tCrYIISqqVKnyXn1qSMnT19cv1g1fz549MWTIEACqTU3fl7m5+VtTBIvixYsXiIuLQ1JSEp/FUiaUsi7YmPTw4cMlVlWRVG69e/fmzYTf19WrVzF69Gj+38JawqJydHTE999/D6BowVb16tVhY2PDgyi5XI5du3bhyZMnou2EEvQF/xZMTU2xa9cujBo1CnXr1uWl5N+nmAwhpHRQsEUIUZGamoobN26U92EQKG72DAwMirx9rVq1eL8h5TVRH+LmzZtITEz8oH1cvHiRr49RV6HNyMgI1tbWb22aTMjbyGSyD16n1LJlS/73NmjQIB68FNWZM2cwceJEzJs3T9QzrjD6+vpo3bo1T5mdMmUKtLW1VVJnhSqdQmqxQOh5uG3bNgwYMABVq1aFnZ0dmjZtWqzjJoSUHqpGSAhRq+DaAFI+ilv2ff369QAU/XZKqjhE69at4ejo+EH7iIuLg5aWFi9xXZCenh4ePnz4Qe9BPm2zZ88u0f2Fh4dj+vTpxX4NoCjvXti5rqxXr1745ZdfsGXLFgBAcnIyMjIyVAprHDlyBPfu3VN5/dOnT3mj8aioKFStWhWhoaE4deqUSnl6Qkj5oGCLEKKiXbt2xR7RJR+HOXPmIDk5GUOHDi2xfdrb2+PWrVsftA9TU9OSORhCysitW7d4emtRCdtXr14d165dQ4sWLd66fVpamqjCp9DIvGCwZWFhobY4jfJ2EyZM4Nft58+fF+u4CSGlh9IICSEq/Pz8VNYMkIrh0qVLuHnzZnkfBiEVHmMMvr6+xXqNcppfUSq6bt26VfTfQlqgsbFxkd7PxMQEly9fho6ODgwMDFCjRg00b95cVNWTEFK+KNgihKilr69f3odA3oOdnV2xq7IRQlTNnTsXY8eOLdZrevfujUmTJhV5e3VrsExNTYu1TrNdu3ZIT0/H6tWrAQDXr19HbGxskV9PCCldFGwRQlTUqlVLbXlu8vFbv349PDw8yvswCKnwfvvtN16Cvaisra2xYMECAOobgBfUtm1b0XsYGhoiPj6eF8QoqiFDhvCiGJcuXYKrq2uxXk8IKT0UbBFCVDx58oSKFRBCyHuoXr06tm7dWqSiMgYGBqK2CkIl0eKuFTtz5gxSU1MBAO3bt+fpiISQ8kcFMgghKg4fPoyuXbuW92EQQkiF1KhRI5UG3ep07txZ1EcvMzMTAHgT46J6/vw5Hjx4UKzXEELKBs1sEUJUuLi4fHC/GkII+VQ1bty4SMU1DA0N4ezszP9bWMNVnEbmgKJQxnfffVe8gySElAma2SKEEEIIKSFCwJSenl7s12pra4MxVuzXJSUl8TRCQsjHhWa2CCGEEEJK0KpVq9CjR48ye7+8vDwcP368zN6PEFJ0NLNFCCGEEFKCpk2bVqbv17lzZ7Rp06ZM35MQUjQ0s0UIIYQQUoH5+voiLi6uvA+DEKIGBVuEEEIIIRUctesg5ONEwRYhhBBCSAXm4OCAAQMGlPdhEELUoGCLEEIIIaQCCw4ORnx8fHkfBiFEDQq2CCGEEEIqsAEDBsDOzq68D4MQogZVIySEEEIIqcAOHDhQ3odACCkEzWwRQgghhBBCSCmgYIsQQgghhBBCSgEFW4QQQgghhBBSCijYIoQQQgghhJBSQMEWIYQQQgghhJQCCrYIIYQQQgghpBRQsEUIIYQQQgghpYCCLUIIIYQQQggpBdTUuIgYYwCAV69elfOREEIIIYQQQsqTEBMIMUJhKNgqopSUFABA7dq1y/lICCGEEEIIIR+DlJQUGBoaFvq8hL0rHCMAgLy8PMTGxkJfXx8SiaS8D6dCevXqFWrXro3Hjx/DwMCgvA+HfOLofCQfgs4fUhHReUveF507qhhjSElJgbm5OTQ0Cl+ZRTNbRaShoYFatWqV92FUCgYGBvSHSj4adD6SD0HnD6mI6Lwl74vOHbG3zWgJqEAGIYQQQgghhJQCCrYIIYQQQgghpBRQsEXKjFwuh7u7O+RyeXkfCiF0PpIPQucPqYjovCXvi86d90cFMgghhBBCCCGkFNDMFiGEEEIIIYSUAgq2CCGEEEIIIaQUULBFCCGEEEIIIaWAgi1CCCGEEEIIKQUUbFVCixcvRosWLaCvr48aNWqgX79+uH//vmgbxhjmz58Pc3Nz6OjooFOnTvjvv//488+fP8eUKVNga2sLXV1dWFpaYurUqUhOThbt58WLFxg1ahQMDQ1haGiIUaNG4eXLl+88xuDgYHTs2BE6OjqwsLDAr7/+isJqtfj5+UEqlaJx48bv3O/Fixfh4uICc3NzSCQSHDx4UGUbV1dXSCQS0b/WrVu/c9/k/VSG8/H8+fMq54xEIsG9e/feue+//voLdevWhba2Npo1a4ZLly6Jnvf29kaPHj1gbGwMiUSCW7duvXOfn4pP+dyha1nFVRnOWwDIzMzE3LlzYWVlBblcDmtra2zatOmd+6Zr3vv7lM+dSn3NY6TS6dGjB/Py8mIhISHs1q1brFevXszS0pKlpqbybZYsWcL09fXZgQMHWHBwMBs6dCgzMzNjr169YowxFhwczAYMGMAOHz7MHj58yM6ePcsaNGjABg4cKHovZ2dnZm9vz65cucKuXLnC7O3tWe/evd96fMnJyaxmzZrsq6++YsHBwezAgQNMX1+fLV++XGXbly9fsnr16jEnJyfm6Oj4zs9+7NgxNnfuXHbgwAEGgPn4+Khs88033zBnZ2cWFxfH/yUlJb1z3+T9VIbz0dfXlwFg9+/fF503OTk5b9337t27mUwmYxs2bGChoaHs+++/Z3p6eiw6Oppvs3XrVrZgwQK2YcMGBoAFBQUV9Udb6X3K5w5dyyquynDeMsZYnz59WKtWrdjp06dZZGQku3r1KvPz83vrvuma92E+5XOnMl/zKNj6BCQkJDAA7MKFC4wxxvLy8pipqSlbsmQJ3yYjI4MZGhoyDw+PQvezd+9epqWlxbKzsxljjIWGhjIALCAggG/j7+/PALB79+4Vup+//vqLGRoasoyMDP7Y4sWLmbm5OcvLyxNtO3ToUDZv3jzm7u5epGBL2dv+WPv27VusfZGSUxHPR+GG+cWLF8X6rC1btmQTJkwQPfbZZ5+xOXPmqGwbGRlJNx7v8CmdO8roWlaxVcTz9vjx48zQ0LDYN7J0zStZn9K5o6yyXfMojfATIEwdGxkZAQAiIyMRHx8PJycnvo1cLkfHjh1x5cqVt+7HwMAAUqkUAODv7w9DQ0O0atWKb9O6dWsYGhq+dT/+/v7o2LGjqDFejx49EBsbi6ioKP6Yl5cXwsPD4e7uXrwPXATnz59HjRo1YGNjg7FjxyIhIaHE34OoV1HPRwBo0qQJzMzM0LVrV/j6+r71c2ZlZeHGjRuizwUATk5Obz0eUrhP5dwpDrqWffwq4nl7+PBhNG/eHMuWLYOFhQVsbGzwww8/ID09vdD90jWv5H0q505xVMRrHgVblRxjDDNmzED79u1hb28PAIiPjwcA1KxZU7RtzZo1+XMFJSUlYeHChRg/fjx/LD4+HjVq1FDZtkaNGoXuR3iduvdWPrawsDDMmTMHO3bs4BeHkvLll19ix44dOHfuHFasWIHAwEB06dIFmZmZJfo+RFVFPR/NzMywfv16HDhwAN7e3rC1tUXXrl1x8eLFQvf77Nkz5ObmFutzkcJ9SudOUdG17ONXUc/biIgIXL58GSEhIfDx8cHq1auxf/9+TJ48udD90jWvZH1K505RVdRrHgVblZybmxvu3LmDXbt2qTwnkUhE/80YU3kMAF69eoVevXrBzs5OZZZJ3fbK+/n8889RpUoVVKlSBV9++eVb31t4PDc3F8OHD8eCBQtgY2Oj9nNdunSJ77dKlSrYsWOH2u3UGTp0KHr16gV7e3u4uLjg+PHjePDgAY4ePVrkfZD3UxHPRwCwtbXF2LFj0bRpU7Rp0wZ//fUXevXqheXLlwN4+/lY1M9F3u5TPHfeha5lH7+Ket7m5eVBIpFgx44daNmyJXr27ImVK1di8+bNSE9Pp2teGfgUz513qajXvJKdMiAflSlTpuDw4cO4ePEiatWqxR83NTUFoBiFMDMz448nJCSojFikpKTA2dkZVapUgY+PD2QymWg/T58+VXnfxMREvp9jx44hOzsbAKCjo8NfV3DkRJgGrlmzJlJSUnD9+nUEBQXBzc0NgOKPlzEGqVSKU6dOoU2bNqIKRgWPuzjMzMxgZWWFsLCw994HebeKej4WpnXr1ti+fTsAoHnz5irno1wuh6amptp9f8j5+in61M6d90XXso9LRT5vzczMYGFhAUNDQ75Nw4YNwRjDkydP6JpXyj61c+d9VZhrXpmtDiNlJi8vj02ePJmZm5uzBw8eqH3e1NSULV26lD+WmZmpssAyOTmZtW7dmnXs2JGlpaWp7EdYYHn16lX+WEBAQJEWWFatWpVlZmbyx5YsWcIXWObm5rLg4GDRv4kTJzJbW1sWHBwsqsrzNihkgWVBz549Y3K5nG3ZsqVI+yXFU9HPx8IMHDiQde7cufAPzhSLxSdOnCh6rGHDhrRYvIg+5XNHGV3LKpbKcN56enoyHR0dlpKSwrc5ePAg09DQYK9fvy5033TN+zCf8rmjrLJd8yjYqoQmTpzIDA0N2fnz50XlMZVP8iVLljBDQ0Pm7e3NgoOD2bBhw0SlQ1+9esVatWrFHBwc2MOHDwstWezs7MwaNWrE/P39mb+/P3NwcHhn6dCXL1+ymjVrsmHDhrHg4GDm7e3NDAwM1JZ+FxS1GmFKSgoLCgpiQUFBDABbuXIlCwoK4mVnU1JS2MyZM9mVK1dYZGQk8/X1ZW3atGEWFhb8s5OSVRnOx1WrVjEfHx/24MEDFhISwubMmcMAsAMHDrx130IZ5I0bN7LQ0FA2bdo0pqenx6Kiovg2SUlJLCgoiB09epQBYLt372ZBQUEsLi6uWD/nyuhTPnfoWlZxVYbzNiUlhdWqVYsNGjSI/ffff+zChQusQYMGbMyYMW/dN13zPsynfO5U5mseBVuVEAC1/7y8vPg2eXl5zN3dnZmamjK5XM6++OILFhwczJ8XyhWr+xcZGcm3S0pKYiNGjGD6+vpMX1+fjRgxokglju/cucM6dOjA5HI5MzU1ZfPnz3/rSHBRg63Cjvubb75hjDH2+vVr5uTkxExMTJhMJmOWlpbsm2++YY8ePXrnvsn7qQzn49KlS5m1tTXT1tZm1apVY+3bt2dHjx4t0udft24ds7KyYlpaWqxp06a8hK/Ay8tL7edyd3cv0v4rs0/53KFrWcVVGc5bxhi7e/cu69atG9PR0WG1atViM2bMKNLMBF3z3t+nfO5U5muehLECbZ8JIYQQQgghhHwwqkZICCGEEEIIIaWAgi1CCCGEEEIIKQUUbBFCCCGEEEJIKaBgixBCCCGEEEJKAQVbhBBCCCGEEFIKKNgihBBCCCGEkFJAwRYhhBBCCCGElAIKtgghhBBCCCGkFFCwRQghhBBCCCGlgIItQgghnxxXV1dIJBJIJBLIZDLUrFkT3bt3x6ZNm5CXl1fk/WzevBlVq1YtvQMlhBBSoVGwRQgh5JPk7OyMuLg4REVF4fjx4+jcuTO+//579O7dGzk5OeV9eIQQQioBCrYIIYR8kuRyOUxNTWFhYYGmTZvip59+wqFDh3D8+HFs3rwZALBy5Uo4ODhAT08PtWvXxqRJk5CamgoAOH/+PEaPHo3k5GQ+SzZ//nwAQFZWFmbPng0LCwvo6emhVatWOH/+fPl8UEIIIeWGgi1CCCEkX5cuXeDo6Ahvb28AgIaGBv744w+EhIRgy5YtOHfuHGbPng0AaNu2LVavXg0DAwPExcUhLi4OP/zwAwBg9OjR8PPzw+7du3Hnzh0MHjwYzs7OCAsLK7fPRgghpOxJGGOsvA+CEEIIKUuurq54+fIlDh48qPLcV199hTt37iA0NFTluX379mHixIl49uwZAMWarWnTpuHly5d8m/DwcDRo0ABPnjyBubk5f7xbt25o2bIlFi1aVOKfhxBCyMdJWt4HQAghhHxMGGOQSCQAAF9fXyxatAihoaF49eoVcnJykJGRgbS0NOjp6al9/c2bN8EYg42NjejxzMxMVK9evdSPnxBCyMeDgi1CCCFEyd27d1G3bl1ER0ejZ8+emDBhAhYuXAgjIyNcvnwZ3333HbKzswt9fV5eHjQ1NXHjxg1oamqKnqtSpUppHz4hhJCPCAVbhBBCSL5z584hODgY06dPx/Xr15GTk4MVK1ZAQ0OxxHnv3r2i7bW0tJCbmyt6rEmTJsjNzUVCQgI6dOhQZsdOCCHk40PBFiGEkE9SZmYm4uPjkZubi6dPn+LEiRNYvHgxevfuja+//hrBwcHIycnB2rVr4eLiAj8/P3h4eIj2UadOHaSmpuLs2bNwdHSErq4ubGxsMGLECHz99ddYsWIFmjRpgmfPnuHcuXNwcHBAz549y+kTE0IIKWtUjZAQQsgn6cSJEzAzM0OdOnXg7OwMX19f/PHHHzh06BA0NTXRuHFjrFy5EkuXLoW9vT127NiBxYsXi/bRtm1bTJgwAUOHDoWJiQmWLVsGAPDy8sLXX3+NmTNnwtbWFn369MHVq1dRu3bt8viohBBCyglVIySEEEIIIYSQUkAzW4QQQgghhBBSCijYIoQQQgghhJBSQMEWIYQQQgghhJQCCrYIIYQQQgghpBRQsEUIIYQQQgghpYCCLUIIIYQQQggpBRRsEUIIIYQQQkgpoGCLEEIIIYQQQkoBBVuEEEIIIYQQUgoo2CKEEEIIIYSQUkDBFiGEEEIIIYSUgv8H340XCIv7f58AAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10, 3)) # Set the figure size\n", "\n", "# Subplot 1: Raw and Corrected Counts\n", "ax.plot(df['timestamp'], df['total_raw_counts'], label='Raw Counts', color='black', linestyle='dashed', linewidth=.8)\n", "ax.plot(df['timestamp'], df['total_corrected_neutrons'], label='Corrected Counts', color='teal', linewidth=.8)\n", "ax.set_xlabel(\"Date\")\n", "ax.set_ylabel('Counts')\n", "ax.legend()\n", "ax.set_title('Raw and Corrected Counts')\n" ] }, { "cell_type": "markdown", "id": "04249a5c-97b0-4d56-b1a3-c31d625f4ff9", "metadata": {}, "source": [ "Convert the smoothed neutron counts to Volumetric Water Content (VWC) using the [`counts_to_vwc()`](../../../reference/#crnpy.crnpy.counts_to_vwc). The function considers the smoothed neutron counts, $N_0$ specific parameter, soil bulk density, weight percent of latent water (Wlat), and weight percent of soil organic carbon (Wsoc). After conversion, plot the VWC against the timestamp for visual analysis. [`smooth_1d()`](../../../reference/#crnpy.crnpy.smooth_1d) is applied for smoothing the data using a Savitzky-Golay filter.\n", "\n" ] }, { "cell_type": "code", "execution_count": 15, "id": "4141ce70", "metadata": {}, "outputs": [], "source": [ "# Device N0 parameter\n", "N0_rdt = 3767 # Patrignani, A., Ochsner, T. E., Montag, B., & Bellinger, S. (2021). A novel lithium foil cosmic-ray neutron detector for measuring field-scale soil moisture. Frontiers in Water, 3, 673185.\n", "\n", "# Estimate lattice water (%) based on texture\n", "lattice_water = crnpy.lattice_water(clay_content=0.35)\n", "\n", "df['VWC'] = crnpy.counts_to_vwc(df['total_corrected_neutrons'], N0=N0_rdt, bulk_density=1.33, Wlat=lattice_water, Wsoc=0.01)\n", "\n", "# Drop any NaN beofre smoothing\n", "df = df.dropna(subset=['VWC']).copy().reset_index()\n", "\n", "# Filter using the Savitzky-Golay filter, drop NaN values and timestamps\n", "df['VWC'] = crnpy.smooth_1d(df['VWC'], window=11, order=3, method=\"savitzky_golay\")\n" ] }, { "cell_type": "code", "execution_count": 16, "id": "b8b23f04-b6eb-4827-8f69-bcc396def520", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the obtained time series of volumetric water content\n", "# Create a new figure and plot the data\n", "fig, ax = plt.subplots(figsize=(10, 4)) # Set the figure size\n", "ax.plot(df['timestamp'], df['VWC'], color='teal', linewidth=1.0)\n", "\n", "# Set the labels for the x-axis and y-axis\n", "ax.set_xlabel(\"Date\")\n", "ax.set_ylabel(r\"Volumetric Water Content ($m^3 \\cdot m^{-3}$)\")\n", "\n", "# Set the title of the plot\n", "ax.set_title('Soil Moisture')\n", "\n", "# Show the plot\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "8f4e8081-e19b-4890-b7ed-6bdbc90b653f", "metadata": {}, "source": [ "### Sensing depth and soil water storage\n", "\n", "Estimate the [`sensing_depth()`](https://soilwater.github.io/crnpy/reference/#crnpy.crnpy.sensing_depth) at which 86 % of the neutrons probes the soil profile, and estimate the soil water [`storage()`](https://soilwater.github.io/crnpy/reference/#crnpy.crnpy.storage) of the top 50 cm using and exponential filter." ] }, { "cell_type": "code", "execution_count": 17, "id": "ddafed0f-b231-4f22-b2c2-467decf21072", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Average sensing depth: 15.36 cm\n" ] } ], "source": [ "# Estimate sensing depth\n", "df['sensing_depth'] = crnpy.sensing_depth(df['VWC'], df['barometric_pressure_Avg'], df['barometric_pressure_Avg'].mean(), bulk_density=1.33, Wlat=lattice_water, method = \"Franz_2012\")\n", "print(f\"Average sensing depth: {np.round(df['sensing_depth'].mean(),2)} cm\")\n" ] }, { "cell_type": "code", "execution_count": 18, "id": "cc960e0b-34ca-4144-86d3-d093a8aff5de", "metadata": {}, "outputs": [], "source": [ "# Compute the storage using the exponential filter\n", "surface = df['VWC']\n", "subsurface = crnpy.exp_filter(df['VWC'])\n", "\n", "z_surface = 150 # Average depth in mm obtained from previous cell using crnpy.sensing_depth()\n", "z_subsurface = 350 # Arbitrary subsurface depth in mm\n", "df['storage'] = np.sum([surface*z_surface, subsurface*z_subsurface], axis=0)\n" ] }, { "cell_type": "code", "execution_count": 19, "id": "32a93d50-597d-4b84-8c57-529d525788ae", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Plot the obtained time series of soil water storage\n", "# Create a new figure and plot the data\n", "fig, ax = plt.subplots(figsize=(10, 4)) # Set the figure size\n", "ax.plot(df['timestamp'], df['storage'], color='teal', linewidth=1.0)\n", "\n", "# Set the labels for the x-axis and y-axis\n", "ax.set_xlabel(\"Date\")\n", "ax.set_ylabel(\"Storage (mm)\")\n", "\n", "# Set the title of the plot\n", "ax.set_title('Soil Water Storage')\n", "\n", "# Show the plot\n", "plt.show()\n" ] }, { "cell_type": "markdown", "id": "b496b9fa", "metadata": {}, "source": [ "### Uncertainty estimation\n", "\n", "Estimate the uncertainty of the volumetric water content using the [`uncertainty_vwc()`](https://soilwater.github.io/crnpy/reference/#crnpy.crnpy.uncertainty_vwc) function. Optionally see [`uncertainty_counts()`](https://soilwater.github.io/crnpy/reference/#crnpy.crnpy.uncertainty_counts) for estimating the uncertainty of the neutron counts." ] }, { "cell_type": "code", "execution_count": 20, "id": "c7364a0e", "metadata": { "collapsed": false, "jupyter": { "outputs_hidden": false } }, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Estimate the uncertainty of the volumetric water content\n", "df['sigma_VWC'] = crnpy.uncertainty_vwc(df['total_raw_counts'], N0=N0_rdt, bulk_density=1.33, fp=df['fp'], fi=df['fi'], fw=df['fw'])\n", "\n", "# Plot the VWC with uncertainty as a shaded area\n", "fig, ax = plt.subplots(figsize=(10, 4)) # Set the figure size\n", "ax.plot(df['timestamp'], df['VWC'], color='black', linewidth=1.0)\n", "ax.fill_between(df['timestamp'], df['VWC']-df['sigma_VWC'], df['VWC']+df['sigma_VWC'], color='teal', alpha=0.5, label = r\"Standard Deviation $\\theta_v$\")\n", "ax.set_title('Volumentric Water Content with Uncertainty')\n", "ax.set_xlabel(\"Date\")\n", "ax.set_ylabel(r\"Volumetric Water Content ($m^3 \\cdot m^{-3}$)\")\n", "plt.legend()\n", "plt.show()\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.7" } }, "nbformat": 4, "nbformat_minor": 5 }