{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# CIA Country Analysis and Clustering\n", "\n", "\n", "Source: All these data sets are made up of data from the US government. \n", "https://www.cia.gov/library/publications/the-world-factbook/docs/faqs.html\n", "\n", "## Goal: \n", "\n", "### Gain insights into similarity between countries and regions of the world by experimenting with different cluster amounts. What do these clusters represent? *Note: There is no 100% right answer, make sure to watch the video for thoughts.*\n", "\n", "----\n", "\n", "## Imports and Data\n", "\n", "**TASK: Run the following cells to import libraries and read in data.**" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "df = pd.read_csv(r\"C:\\Users\\Teni\\Desktop\\Git-Github\\DATA\\CIA_Country_Facts.csv\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Exploratory Data Analysis\n", "\n", "**TASK: Explore the rows and columns of the data as well as the data types of the columns.**" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
CountryRegionPopulationArea (sq. mi.)Pop. Density (per sq. mi.)Coastline (coast/area ratio)Net migrationInfant mortality (per 1000 births)GDP ($ per capita)Literacy (%)Phones (per 1000)Arable (%)Crops (%)Other (%)ClimateBirthrateDeathrateAgricultureIndustryService
0AfghanistanASIA (EX. NEAR EAST)3105699764750048.00.0023.06163.07700.036.03.212.130.2287.651.046.6020.340.3800.2400.380
1AlbaniaEASTERN EUROPE358165528748124.61.26-4.9321.524500.086.571.221.094.4274.493.015.115.220.2320.1880.579
2AlgeriaNORTHERN AFRICA32930091238174013.80.04-0.3931.006000.070.078.13.220.2596.531.017.144.610.1010.6000.298
3American SamoaOCEANIA57794199290.458.29-20.719.278000.097.0259.510.0015.0075.002.022.463.27NaNNaNNaN
4AndorraWESTERN EUROPE71201468152.10.006.604.0519000.0100.0497.22.220.0097.783.08.716.25NaNNaNNaN
\n", "
" ], "text/plain": [ " Country Region Population \\\n", "0 Afghanistan ASIA (EX. NEAR EAST) 31056997 \n", "1 Albania EASTERN EUROPE 3581655 \n", "2 Algeria NORTHERN AFRICA 32930091 \n", "3 American Samoa OCEANIA 57794 \n", "4 Andorra WESTERN EUROPE 71201 \n", "\n", " Area (sq. mi.) Pop. Density (per sq. mi.) Coastline (coast/area ratio) \\\n", "0 647500 48.0 0.00 \n", "1 28748 124.6 1.26 \n", "2 2381740 13.8 0.04 \n", "3 199 290.4 58.29 \n", "4 468 152.1 0.00 \n", "\n", " Net migration Infant mortality (per 1000 births) GDP ($ per capita) \\\n", "0 23.06 163.07 700.0 \n", "1 -4.93 21.52 4500.0 \n", "2 -0.39 31.00 6000.0 \n", "3 -20.71 9.27 8000.0 \n", "4 6.60 4.05 19000.0 \n", "\n", " Literacy (%) Phones (per 1000) Arable (%) Crops (%) Other (%) Climate \\\n", "0 36.0 3.2 12.13 0.22 87.65 1.0 \n", "1 86.5 71.2 21.09 4.42 74.49 3.0 \n", "2 70.0 78.1 3.22 0.25 96.53 1.0 \n", "3 97.0 259.5 10.00 15.00 75.00 2.0 \n", "4 100.0 497.2 2.22 0.00 97.78 3.0 \n", "\n", " Birthrate Deathrate Agriculture Industry Service \n", "0 46.60 20.34 0.380 0.240 0.380 \n", "1 15.11 5.22 0.232 0.188 0.579 \n", "2 17.14 4.61 0.101 0.600 0.298 \n", "3 22.46 3.27 NaN NaN NaN \n", "4 8.71 6.25 NaN NaN NaN " ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "RangeIndex: 227 entries, 0 to 226\n", "Data columns (total 20 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 Country 227 non-null object \n", " 1 Region 227 non-null object \n", " 2 Population 227 non-null int64 \n", " 3 Area (sq. mi.) 227 non-null int64 \n", " 4 Pop. Density (per sq. mi.) 227 non-null float64\n", " 5 Coastline (coast/area ratio) 227 non-null float64\n", " 6 Net migration 224 non-null float64\n", " 7 Infant mortality (per 1000 births) 224 non-null float64\n", " 8 GDP ($ per capita) 226 non-null float64\n", " 9 Literacy (%) 209 non-null float64\n", " 10 Phones (per 1000) 223 non-null float64\n", " 11 Arable (%) 225 non-null float64\n", " 12 Crops (%) 225 non-null float64\n", " 13 Other (%) 225 non-null float64\n", " 14 Climate 205 non-null float64\n", " 15 Birthrate 224 non-null float64\n", " 16 Deathrate 223 non-null float64\n", " 17 Agriculture 212 non-null float64\n", " 18 Industry 211 non-null float64\n", " 19 Service 212 non-null float64\n", "dtypes: float64(16), int64(2), object(2)\n", "memory usage: 35.6+ KB\n" ] } ], "source": [ "df.info()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
countmeanstdmin25%50%75%max
Population227.02.874028e+071.178913e+087026.000437624.000004786994.0001.749777e+071.313974e+09
Area (sq. mi.)227.05.982270e+051.790282e+062.0004647.5000086600.0004.418110e+051.707520e+07
Pop. Density (per sq. mi.)227.03.790471e+021.660186e+030.00029.1500078.8001.901500e+021.627150e+04
Coastline (coast/area ratio)227.02.116533e+017.228686e+010.0000.100000.7301.034500e+018.706600e+02
Net migration224.03.812500e-024.889269e+00-20.990-0.927500.0009.975000e-012.306000e+01
Infant mortality (per 1000 births)224.03.550696e+013.538990e+012.2908.1500021.0005.570500e+011.911900e+02
GDP ($ per capita)226.09.689823e+031.004914e+04500.0001900.000005550.0001.570000e+045.510000e+04
Literacy (%)209.08.283828e+011.972217e+0117.60070.6000092.5009.800000e+011.000000e+02
Phones (per 1000)223.02.360614e+022.279918e+020.20037.80000176.2003.896500e+021.035600e+03
Arable (%)225.01.379711e+011.304040e+010.0003.2200010.4202.000000e+016.211000e+01
Crops (%)225.04.564222e+008.361470e+000.0000.190001.0304.440000e+005.068000e+01
Other (%)225.08.163831e+011.614083e+0133.33071.6500085.7009.544000e+011.000000e+02
Climate205.02.139024e+006.993968e-011.0002.000002.0003.000000e+004.000000e+00
Birthrate224.02.211473e+011.117672e+017.29012.6725018.7902.982000e+015.073000e+01
Deathrate223.09.241345e+004.990026e+002.2905.910007.8401.060500e+012.974000e+01
Agriculture212.01.508443e-011.467980e-010.0000.037750.0992.210000e-017.690000e-01
Industry211.02.827109e-011.382722e-010.0200.193000.2723.410000e-019.060000e-01
Service212.05.652830e-011.658410e-010.0620.429250.5716.785000e-019.540000e-01
\n", "
" ], "text/plain": [ " count mean std \\\n", "Population 227.0 2.874028e+07 1.178913e+08 \n", "Area (sq. mi.) 227.0 5.982270e+05 1.790282e+06 \n", "Pop. Density (per sq. mi.) 227.0 3.790471e+02 1.660186e+03 \n", "Coastline (coast/area ratio) 227.0 2.116533e+01 7.228686e+01 \n", "Net migration 224.0 3.812500e-02 4.889269e+00 \n", "Infant mortality (per 1000 births) 224.0 3.550696e+01 3.538990e+01 \n", "GDP ($ per capita) 226.0 9.689823e+03 1.004914e+04 \n", "Literacy (%) 209.0 8.283828e+01 1.972217e+01 \n", "Phones (per 1000) 223.0 2.360614e+02 2.279918e+02 \n", "Arable (%) 225.0 1.379711e+01 1.304040e+01 \n", "Crops (%) 225.0 4.564222e+00 8.361470e+00 \n", "Other (%) 225.0 8.163831e+01 1.614083e+01 \n", "Climate 205.0 2.139024e+00 6.993968e-01 \n", "Birthrate 224.0 2.211473e+01 1.117672e+01 \n", "Deathrate 223.0 9.241345e+00 4.990026e+00 \n", "Agriculture 212.0 1.508443e-01 1.467980e-01 \n", "Industry 211.0 2.827109e-01 1.382722e-01 \n", "Service 212.0 5.652830e-01 1.658410e-01 \n", "\n", " min 25% 50% \\\n", "Population 7026.000 437624.00000 4786994.000 \n", "Area (sq. mi.) 2.000 4647.50000 86600.000 \n", "Pop. Density (per sq. mi.) 0.000 29.15000 78.800 \n", "Coastline (coast/area ratio) 0.000 0.10000 0.730 \n", "Net migration -20.990 -0.92750 0.000 \n", "Infant mortality (per 1000 births) 2.290 8.15000 21.000 \n", "GDP ($ per capita) 500.000 1900.00000 5550.000 \n", "Literacy (%) 17.600 70.60000 92.500 \n", "Phones (per 1000) 0.200 37.80000 176.200 \n", "Arable (%) 0.000 3.22000 10.420 \n", "Crops (%) 0.000 0.19000 1.030 \n", "Other (%) 33.330 71.65000 85.700 \n", "Climate 1.000 2.00000 2.000 \n", "Birthrate 7.290 12.67250 18.790 \n", "Deathrate 2.290 5.91000 7.840 \n", "Agriculture 0.000 0.03775 0.099 \n", "Industry 0.020 0.19300 0.272 \n", "Service 0.062 0.42925 0.571 \n", "\n", " 75% max \n", "Population 1.749777e+07 1.313974e+09 \n", "Area (sq. mi.) 4.418110e+05 1.707520e+07 \n", "Pop. Density (per sq. mi.) 1.901500e+02 1.627150e+04 \n", "Coastline (coast/area ratio) 1.034500e+01 8.706600e+02 \n", "Net migration 9.975000e-01 2.306000e+01 \n", "Infant mortality (per 1000 births) 5.570500e+01 1.911900e+02 \n", "GDP ($ per capita) 1.570000e+04 5.510000e+04 \n", "Literacy (%) 9.800000e+01 1.000000e+02 \n", "Phones (per 1000) 3.896500e+02 1.035600e+03 \n", "Arable (%) 2.000000e+01 6.211000e+01 \n", "Crops (%) 4.440000e+00 5.068000e+01 \n", "Other (%) 9.544000e+01 1.000000e+02 \n", "Climate 3.000000e+00 4.000000e+00 \n", "Birthrate 2.982000e+01 5.073000e+01 \n", "Deathrate 1.060500e+01 2.974000e+01 \n", "Agriculture 2.210000e-01 7.690000e-01 \n", "Industry 3.410000e-01 9.060000e-01 \n", "Service 6.785000e-01 9.540000e-01 " ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.describe().transpose()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Exploratory Data Analysis\n", "\n", "Let's create some visualizations. Please feel free to expand on these with your own analysis and charts!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**TASK: Create a histogram of the Population column.**" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.histplot(data=df,x='Population')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**TASK: You should notice the histogram is skewed due to a few large countries, reset the X axis to only show countries with less than 0.5 billion people**" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.histplot(data=df[df['Population']<500000000],x='Population')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**TASK: Now let's explore GDP and Regions. Create a bar chart showing the mean GDP per Capita per region (recall the black bar represents std).**" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,6),dpi=200)\n", "sns.barplot(data=df,y='GDP ($ per capita)',x='Region',estimator=np.mean)\n", "plt.xticks(rotation=90);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**TASK: Create a scatterplot showing the relationship between Phones per 1000 people and the GDP per Capita. Color these points by Region.**" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAACTcAAAQhCAYAAADyVilWAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAB7CAAAewgFu0HU+AAEAAElEQVR4nOzdd3iTdffH8U+6F2WVDQKysYDIVqYIONhLEJUhKMoQFRBFWeJAeAREBQRRtoDKVJYM2cqmyN6UXaCFls7k/v3RX2NLV5KmtMD7dV25njvJ93vuk7sJ9DGHc0yGYRgCAAAAAAAAAAAAAAAAgGzGJasTAAAAAAAAAAAAAAAAAICUUNwEAAAAAAAAAAAAAAAAIFuiuAkAAAAAAAAAAAAAAABAtkRxEwAAAAAAAAAAAAAAAIBsieImAAAAAAAAAAAAAAAAANkSxU0AAAAAAAAAAAAAAAAAsiWKmwAAAAAAAAAAAAAAAABkSxQ3AQAAAAAAAAAAAAAAAMiWKG4CAAAAAAAAAAAAAAAAkC1R3AQAAAAAAAAAAAAAAAAgW6K4CQAAAAAAAAAAAAAAAEC2RHETAAAAAAAAAAAAAAAAgGyJ4iYAAAAAAAAAAAAAAAAA2RLFTQAAAAAAAAAAAAAAAACyJYqbAAAAAAAAAAAAAAAAAGRLFDcBAAAAAAAAAAAAAAAAyJYobgIAAAAAAAAAAAAAAACQLblldQIAAAAAAAAAAAAAUhYVFaXQ0FDduXNHZrM5q9MBAABIxtXVVT4+PsqVK5e8vLycHt9kGIbh9KgAAAAAAAAAAAAAHGYYhi5duqSwsLCsTgUAAMBmOXPmVKFChWQymZwWk85NAAAAAAAAAAAAQDZz/fr1ZIVNbm58tQcAALKfuLg463FYWJg8PDwUEBDgtPj8BgQAAAAAAAAAAABkIzExMbp27Zr1fv78+ZUrVy65urpmYVYAAAApM5vNCg0N1dWrVyVJ165dk7+/vzw8PJwS38UpUQAAAAAAAAAAAAA4RXh4uPU4b968yps3L4VNAAAg23J1dbX+zpIg8e8zGUVxEwAAAAAAAAAAAJCNREREWI/9/f2zMBMAAADbJf69JfHvMxnFWDo4TVRUlIKCgiRJ+fLlY+4zAAAAAAAAAAAPsbi4OOtotUqVKsnLyyuLM7p/xMTESJJMJpM8PT2zOBsAAADbeHp6ymQyyTAM6+8zzkD1CZwmKChINWvWzOo0AAAAAAAAAABANvPPP/+oRo0aWZ3GfcNisUiKH/FiMpmyOBsAAADbmEwmubq6Ki4uzvr7jDMwlg4AAAAAAAAAAAAAAABAtkTnJjhNvnz5rMf//POPChUqlIXZAAAAAAAAAACArHTp0iXrxIfE3yEAAAAA9qC4CU7j5vbf26lQoUIqWrRoFmYDAAAAAAAAAACyi8TfIQAAAAD2YCwdAAAAAAAAAAAAAAAAgGyJ4iYAAAAAAAAAAAAAAAAA2RLFTQAAAAAAAAAAAAAAAACyJYqbAAAAAAAAAAAAAADpOn78uDw9PeXp6alz585ldTrAA8kwDFWqVEkmk0k//vhjVqcDZAsUNwEAAAAAAAAAAADA/9uyZYtMJpP1tmnTJrv2R0RE6Pvvv9cLL7ygokWLysvLS35+fnr00UdVp04d9e7dWz///LMuXbqU4v5u3bpZz33mzBmbzjlnzhzrHhcXF509e9aunG313nvvKSYmRt27d9cjjzyS7PnEudt627dvX5IYbdu2tT63fv36dHP6448/rOs7derkrJeaxMaNG5PkbMt5El+LlIwYMcLua7VkyRKb8i1btqx1T48ePWx+nSVKlEjxvG5ubsqbN69q1qyp9957T0eOHLE5Zlqc8X5JSWRkpHLmzGndM2rUKLvyMgxDK1as0EsvvaQyZcrIz89PXl5eKlasmKpVq6bOnTtrypQpOnz4sHXP3e8RR24lSpSQJJlMJg0dOlSS9OGHHyo8PNyu/IEHEcVNAAAAAAAAAAAAAPD/Zs2aleb9tPzzzz8KDAzUG2+8oT/++EMXLlxQdHS0IiIidPr0ae3YsUNTp05V586dVbVq1UzJ2TAMzZ4922mxE+zYsUPLly+Xu7u7PvzwQ6fHT/Dtt98qV65ckqTXX39dkZGRqa69ffu2evfuLUnKmzevvv7660zLK7GFCxcqKCjonpzLXtu2bdPx48et93/55Zc0r6EtzGazbty4oZ07d+qrr75SpUqVNG7cuIymmmkWL16sW7duWe/b83m4evWqGjVqpBYtWmj+/Pk6ceKEIiIiFB0dreDgYO3Zs0c///yz3nzzTVWsWNFphV5369ixo8qXL6/Lly9r0qRJmXIO4H7iltUJAAAAAAAAAAAAAMjejKhoGaG3pehYydNdplw5ZPLyzOq0nC46OlqLFi2SJPn5+Sk8PFyLFi3SpEmT5O3tnebeEydOqEmTJtaiipYtW6p9+/YqW7asPDw8FBISov3792vt2rXasGGD03K+ePGi1q1blyTn2bNn66OPPnLaOSTpk08+kSR16NAhxa5Nd1u9erUKFy6c7rrSpUsnuV+oUCGNHTtWvXr10smTJzVs2DCNHTs2xb2DBw/W+fPnJUnjx49X/vz50z2fMxiGoeHDh+u3335zSrwZM2aoRo0a6a4rXrx4umsSCt18fX0VERGh27dva/HixXrppZdszqdw4cJavXq19X50dLROnjyp3377TQsWLFBcXJwGDRqkkiVLql27djbHTYuj75eUJFyDhM/DiRMntG3bNj355JNp7ouNjVWzZs2s3aGqVq2q7t276/HHH1eOHDl069YtHT58WJs2bdLvv/+usLAw694aNWqkWfBWqVIlSVL16tVTHTXn4eFhPXZxcdGAAQPUu3dv/e9//9OAAQPS/TMIeJBR3AQAAAAAAAAAAAAgGcMwZDlxTuate2U5eFyyGP896WKSS6Wycn3ycbmUfiTV0Vv3m6VLlyo0NFSSNHHiRL322mu6deuWli5dmu4osqFDh1oLm2bMmKHu3bsnW9OkSRMNHDhQ165d08KFC52S85w5c2SxWOTm5qb//e9/euONN3Ts2DHt2LFDtWvXdso5jh07ppUrV0qSXn75ZZv2lC1b1jpmy149e/bUvHnztGHDBo0fP14vvviiqlevnmTNpk2bNHXqVEnSs88+q1deecWhc9krICBAISEhWrx4sfbs2aMnnngiwzFLliypwMDADMeJjo62vq969uypDRs26MCBA5o1a5ZdxU3u7u7J8qlWrZo6duyoJk2aqGfPnpLiR+s5q7gpI++XxC5duqQ///xTkjRs2DCNGTNG169f16xZs9Itbpo+fbq1sKl79+6aPn26XFySDsOqX7++3njjDUVHR2v+/PnWLmO+vr42/QxtXSfFFxL269dP169f19y5c63XHXgYMZYOAAAAAAAAAAAAQBKW4MuKGfujYicvkOXAsaSFTZJkMWTZf1SxkxcoZuyPsgRfzppEnWzmzJmSpIoVK6pHjx6qWLGipPRH05nNZq1YsUJSfGeWlAqbEsuXL5/69OnjhIz/y61p06bq1q2bcufOneRxZ5gxY4YMw1D+/PnVpEkTp8VNy7Rp0+Tt7S2z2ayePXsqLi7O+lxUVJR69eolwzDk5+enKVOm3JOcJOntt9+Wp2d817Lhw4ffs/PaYtmyZbp586YkqUuXLurSpYsk6c8//9SlS5ecco7XXntNpUqVkiQdPHhQly9nr8/+nDlzZDab5erqqldeeUUdO3aUFD9KMDo6Os29S5YskSS5ubnpq6++SlbYlJinp6e6deumggULOi33u+XJk0fPPvusJOmHH37ItPMA9wOKmwAAAAAAAAAAAABYmY+eUcw382VcDrFpvXE5RDHfzJf56JnMTSyTXb16VWvWrJH0X3eihOKQNWvW6MqVK6nuvXbtmu7cuSPJtrFZzrJ79279+++/kuJz9vDwUPv27SVJCxYsUExMjFPOk9ANqFWrVnJzuzfDgUqVKqWRI0dKkvbv368vv/zS+tzw4cN17NgxSdJnn31m07g2ZylatKh69eolSVqxYoX+/vvve3bu9CQUtJUrV041atRQly5d5OLiIrPZrLlz5zrtPFWrVrUeJ4wFzC5mz54tSWrcuLEKFixo/SzfvHlTy5cvT3Pv2bNnJcV350royJTVEjpj7dixw5of8DCiuAkAAAAAAAAAAACApPiOTbE/LpZiYu3bGBOr2B8X39cdnObOnau4uDiZTCZrUVOXLl1kMpnSLQ7x8PCwHh8+fDjTc02QUMzi5+enVq1aSfqvMOvGjRvWblIZcfbsWZ0+fVqSnDbmzlbvvvuuqlWrJkkaNWqUjh49qj179uirr76SJD355JNO64Bljw8//FDe3t6S4kefZQfXrl3TqlWrJP1XlFekSBE1aNBAknM7ebm6ulqP71Wxmy327t2roKAgSf99Dp588kk9+uijktK/Bgmf4ytXrujGjRuZmKntEn/m/vrrryzMBMhaFDcBAAAAAAAAAAAAkGEYip33h/2FTQliYhU77w8ZhpH+2mwoYSRdvXr19Mgjj0iSihcvrrp160pKuzAiT5481u5B+/fv15gxY2SxWDI137i4OM2fP1+S1LZtW/n4+EiKzz8hF2cUtGzevNl6XKNGjQzHs4erq6t++OEHubm5KTo6Wj179tRrr72muLg4eXp6avr06WmODssshQoV0ptvvikpvqvXli1b7nkOd0sozpP+K26S/ivyCQoK0r59+5xyrkOHDlmPS5Qo4ZSYzpDwGfbx8VGbNm2sjydcj1WrVunatWup7k/oSGUYhnr16qXw8PBMzNY2ZcuWtXaRSvxZBB42FDcBAAAAAAAAAAAAkOXEOZtH0aXGuBwiy8nsNabKFkFBQdq/f7+k/4pBEiTc379/v7UrTEr69etnPR4yZIgeffRR9evXT/PmzdPJkyednvMff/xhLdRInLPJZNJLL71kXXP9+vUMnWfbtm2S4rvaVKxY0eZ9x44d08GDB9O8JXSESkuVKlU0aNAgSdKWLVusBTofffSRKlSoYP8LcpIhQ4bI19dXUsa7N50+fTrda5Uwhi81CYVsiTsVSVL79u3l5eWVZE1GrFmzxvo5ePrpp5U7d+4Mx5Qy/n5JXOzXunVr+fn5WZ9L+HzExsZa16SkT58+1mK53377TUWLFtUrr7yiKVOmaO/evdbisXvJZDJZi64SPovAw4jiJgAAAAAAAAAAAAAyb9vnnDhb9zolzr2U0PHF09NTHTp0SPJcx44d5enpmWRdSt555x316NHDev/s2bP65ptv1KVLF5UuXVoFCxZUp06dtHz5cqd0t0ooVClUqJAaN26c5DlbizlsERwcLEnKmzdvknFk6WnWrJkqVaqU5q179+42xRo2bFiSDkGVK1fW+++/b9frcLZ8+fKpb9++kqQNGzZow4YNDsfq0aNHuteqadOmqe7/999/tXdv/Ofu7uI8f39/tWjRQpI0b948mc1mu/OLjo7W4cOH9cknn6h169aS4rsjffbZZ3bHSk1G3y+rVq3S1atXJSW/BmXLlrV2HZs9e3aqMWrWrKkpU6bI3d1dkhQWFqY5c+bozTff1BNPPKFcuXKpadOmmjZtmiIiIjL6km2WP39+Sf99FoGHEcVNAAAAAAAAAAAAwEPOiIqWJSjtzjC2sgQdkxEV7ZRY94LZbNa8efMkSS+88IJ1BFSCXLly6fnnn5eUdnGIi4uLfvjhB61cuVJNmjRJNi7typUrWrBggVq2bKmaNWtmqJvTzZs3tWLFCklS586dk52rYsWK1m4vaRVz2CKhO5SzOvQ44tSpU7p48aL1fr58+awFKFlp0KBBypEjhyTp448/zrI8Eoru3N3d1bFjx2TPJxT7XLlyRWvWrEk33tmzZ2Uymaw3Ly8vVaxYUcOGDVNkZKSqVKmiVatWqVatWs59IRmQUOyXP39+NWnSJNnzCddg165dOnz4cKpxevXqpf379+vVV1+1duZKEBERobVr1+r1119XmTJltGrVKie+gtTlyZNHknTr1i3FxMTck3MC2Q3FTQAAAAAAAAAAAMBDzgi9LVky3k1IkmQxZISFOyfWPbBmzRpdunRJUvKOLwkSHr906ZL+/PPPNOM9++yzWrNmjUJCQrR8+XINHz5czZs3V86cOa1rdu3apXr16lnPa6+ff/5Z0dHRNuX8zz//6OjRow6dR5Ju3Lghyf7iptOnT8swjDRvGzduTDeOxWLRa6+9lqSoY926dU4ZsZZRefPm1YABAyRJW7du1erVqx2Ks2HDhnSv1ZkzZ1Lca7FYNHfuXEnSc889p7x58yZbk/jxjF43Dw8PvfHGG6pXr16G4twtI++X0NBQLVu2TJLUqVMnubm5JVuT+PH0rkGFChU0c+ZMXb9+XZs2bdLYsWPVpUsXFS1a1Lrm0qVLat68ebp/HjhD4s9eRsdMAvcripsAAAAAAAAAAACAh110rHPjRd0/3UUSCh1y5cqlF154IcU1iTs62Vockjt3bjVv3lwjRozQ8uXLdeXKFc2YMcNaqHDp0iWHu/0k5JC4Q9PdOnfubB0jl5GCFi8vL0lSZGSkwzEyYtKkSdqxY4ek+E5JhQsXliS9++671q5SWendd9+1vjeGDRt2z8+/du1aa1er1ArdEnd0Wrp0qW7dupVmzMKFCysoKMh627hxo8aPH6/ixYsrJiZGb731lsaOHevcF5IBCxYsSLfYL3FHpzlz5shisaQb19PTU/Xq1dPAgQM1Z84cnT9/XuvWrdNjjz0mKb7rW58+fZwyZjItiT973t7emXouILuiuAkAAAAAAAAAAAB42Hk6ecSXl4dz42WSW7duaenSpZLiu794enomGceVeCxXaGioJGnJkiW6ffu23efy9PRU9+7dNX/+fOtjv/32m01FFokdP37cWuxz6NChFPM1mUwqXLiwdYTenDlzHC7AyJcvn6T/OjjdS2fPntXQoUMlSZUqVdKnn36qb775RlJ8B5t33nnnnud0t1y5cundd9+VFN8lK2Fc4L2SuHCtY8eOqb4fJk+eLCm+UGbRokVpxnR3d1dgYKD11qBBAw0YMEB79+5V+fLlJUkffvihdu7cmXkvzA6Jr0HNmjVTvQYrV66UJAUHB2vDhg0Onevpp5/W2rVrraPijh07pn379mX4NaQl4bPn7u6ebGwm8LCguAkAAAAAAAAAAAB4yJly5ZBcTM4J5uIiU04/58TKZAsXLrS7I9GdO3f0yy+/OHzOZs2aqVixYpKkmzdv2j1maubMmXaf89y5czaNgEtJQnHTzZs3HdqfEW+88YYiIiLk4uKi6dOny93dXW3atFGbNm0kSXPnztWaNWvueV53GzBggHXs27BhwzK9k0+C27dva8mSJXbvc7STV+7cuTVz5kyZTCbFxcVZi7qy0okTJ7Rt2za792Wkm1mhQoWSdHk7ceKEw7FskfDZCwgIyNTzANlZ8mGTAAAAAAAAAAAAAB4qJi9PuVQqK8v+oxmO5VKpjExenk7IKvMlFDgUKlRIX331Vbrr33//fZ07d06zZs1S9+7dHT5v4cKFdf78eUmSi4vt/SgMw9CcOXMkSZUrV9YHH3yQ7p7XXntNd+7c0axZs9SoUSO7c61UqZJ+/vlnhYWF6erVq8qfP7/dMRwxc+ZMrV69WpLUv39/1axZ0/rcN998o/Xr1yssLEy9e/fWwYMH5ePjc0/ySkmOHDk0aNAgDRkyRHv37nWo4MgRixYt0p07dyRJo0aNUpkyZdJc/8cff2j27NnavHmzzpw5oxIlSth9zpo1a6pdu3b65ZdftGXLFq1atUrPPvusI+k7ReIipcmTJ6fb2WjmzJlatWqVfvvtN3333Xfy9fV16LwJ4xEl+z7Djjh27Jik+M8i8LCiuAkAAAAAAAAAAACAXJ983CnFTa5PVXVCNpnv9OnT2rJliySpXbt26tSpU7p7du3apf/973/666+/dO7cOT3yyCN2n/fOnTs6dOiQJMnf39863soWf/31l86ePStJevXVV23K+ZdfftGvv/6qX3/9Vd9++63dRUD16tWzHu/cuTNJx5rMcvXqVWtXoBIlSmj06NFJni9cuLDGjBmj3r176/Tp0xo+fLjGjh2b6XmlpW/fvvrqq6909epVDR8+XFWrZv7nIKGwJ3fu3BoyZIjc3dMeLxkYGKjZs2fLMAzNnj1bH3/8sUPn/fjjj/Xrr7/KMAyNHj06y4qbEhf7BQYGqnfv3unu8fPz06pVqxQeHq7ffvtNr7zySpJ4JpNtHex27dplPS5ZsqSdmdvu1q1bOno0/s/lxJ9F4GHDWDoAAAAAAAAAAAAAcin9iEwFMzb2yFQwQC6lijkpo8yVUOQhSe3bt7dpT8K6hOKQBOHh4apVq5ZWrFghi8WS6n6LxaJ+/frp9u3bkqSWLVvaXEwhJe1S065dO7tyvn37thYvXmzzuRLUrFlTnp7xnbj++ecfu/c7om/fvrpx44YkaerUqSl213n99detxR7jx4/Xnj17UozVsGFDmUwmmUwmnTlzJtNy9vX11fvvvy9JCgoK0h9//JFp55Kks2fPatOmTZKkVq1apVvYJMUXAJUrV06Skrx/7VW5cmW1bNlSkrR161Zt2LDB4VgZsXnzZp0+fVqS7Z/hpk2byt/fX1Ly0XRt27bVd999p4iIiDRj/PTTT1q3bp0k6ZFHHsnUQrZdu3ZZ/5yiuAkPMzo3AQAAAAAAAAAAAJDJZJL7S88r5pv5Ukys/QE83OX+0vN2FetkpYTijvz589tcNFCrVi0VLVpUwcHBmj17toYOHWp97p9//lGLFi1UpEgRtW7dWnXq1FHx4sWVI0cOhYaGau/evZoxY4aCgoIkSTlz5tQnn3xic7537tzRL7/8IkmqVq2azSPFXnjhBXl5eSkqKkqzZs1Sly5dbD6nJHl6eqpx48b6448/tG7dOo0cOdKmfceOHVN4eHi66woVKqS8efNa7y9btkyLFi2SJL3yyitq2rRpivtMJpO+//57Pf7444qOjlavXr30zz//yNXV1ab8MsObb76pcePG6dKlSwoJCbF53+nTpxUQkH5hYUBAgAoWLCgpvjAnoejF1kK3hLWfffaZjh8/ru3bt6tOnTo2703so48+0tKlSyVJo0ePdmjkYWKOvF9mzpxpfdzWa+Dh4aHmzZtr3rx5Wr9+vS5cuKAiRYpIks6fP68+ffro/fffV4sWLVS/fn2VK1dOuXPnVlRUlI4cOaJFixZZC9dMJpPGjx+fqX/mJRRR5c6d2+GfFfAgoLgJAAAAAAAAAAAAgCTJpWhBuXdvo9gfF9tX4OThLvfubeRStGDmJedEW7du1YkTJyRJbdq0kYuLbQNvTCaT2rZtq6+//lpHjx7V33//rVq1asnNzU0FCxbU5cuXdeHCBX377bf69ttvU41TpkwZzZ8/3+YCJUlavHixteOTrV1qJClHjhxq2rSpli1bpnXr1unixYsqXLiwzful+CKjP/74Q9u2bdOZM2dsyrtZs2Y2xR4/frwGDBggSQoLC9Obb74pScqXL5/Gjx+f5t7y5ctr6NChGjZsmPbs2aMJEybovffes+m8mcHb21sffvih+vXrZ9e+Hj162LTu7bff1oQJEyT9V5zn7++vJk2a2Hyu9u3b67PPPpMUXyDlaMFM9erV9eyzz2rVqlVav359hgqlJPvfL5GRkdZiv3LlyikwMNDmc7Vv317z5s2TxWLRnDlzrB23ihYtqt27dys8PFzz58/X/PnzU42RM2dOTZo0SW3btrX5vI5IyKFjx47y8PDI1HMB2Rlj6QAAAAAAAAAAAABYuZYrIY++nW0eUWcqGCCPvp3lWq5E5ibmRI6Md0tpfUIcLy8vXbhwQVu3btXIkSP13HPP6dFHH5Wvr69cXV3l7++v8uXL68UXX9S8efN08OBBVatW7Z7nbDabNXfuXLv2SvHjugoWLCjDMNIs+MiowYMH6+LFi5KkCRMmJOnolJohQ4ZYC1uGDRtmHVOWVXr16qVixTJ3NOP27dt1/PhxSVLz5s2tYwNtUbVqVT366KOSpAULFigmJsbhPD7++GPr8ejRox2O44glS5bo1q1bkuz/PDz77LPWUYeJx/MtWbJER44c0cSJE9WxY0c99thjypkzp1xdXeXr66tHHnlEzz//vCZMmKATJ07olVdecd4LSsH27dut7+e33norU88FZHcmI6FXHZBBwcHB1r+oz58/r6JFi2ZxRgAAAAAAAAAAIKvwvYHjjh8/rri4OLm5ualMmTJZlodhGLKcPC/z1r2yBB2TLIm+VnRxkUulMnJ9qqpcShW7b0bRwXFffPGFPvjgA5UpU0ZHjhyxudsVAMf07NlTP/zwg5o0aaI1a9ZkdTqAzTLj9xjG0gEAAAAAAAAAAABIxmQyybX0I3It/YiMqGgZYeFSVIzk5SFTTj+ZvGzvFoP7X9++ffXVV1/p+PHjWrBggTp37pzVKQEPrHPnzlm7tY0cOTKLswGyHuW0AAAAAAAAAAAAANJk8vKUS4G8cileSC4F8lLY9BDy8/OzFll88sknslgsWZwR8OD6/PPPFRsbq3bt2qlOnTpZnQ6Q5ejcBAAAAAAAAAAAAABI1+uvv67Q0FBFR0fr4sWLjJsEMoFhGCpevLiGDx+uHj16ZHU6QLZAcRMAAAAAAAAAAAAAIF2urq764IMPsjoN4IFmMpk0ZMiQrE4DyFYYSwcAAAAAAAAAAAAAAAAgW6JzEwAAAAA8pOIsZkmGLkdeV6Q5Wn5uPironVdxhlnuLvzfRQAAAAAAAABA1uO/VgMAAADAQ8ZiWHQt6qYWnF6tpec3KjTmtvW5oj751bb4M2pXvLG8XD3l5uKadYkCAAAAAAAAAB56jKUDAAAAgIeIYRhadGatWqzrr5knlycpbJKk4DtX9fXheXr+z77aff2QzIY5izIFAAAAAAAAAIDiJgAAAAB4aJgNixaeWaMvD/4ks2FJc21EXKT6/z1Ge68f/f/xdQAAAAAAAAAA3HsUNwEAAADAQ8AwDF2JvK5xB2favCfOMOv93RNkyMjEzAAAAAAAAAAASB3FTQAAAADwELAYFs0/vVIWOwuVQmNua/WFbYq1xGVSZgAAAAAAAAAApI7iJgAAAAB4CFhkaMX5TQ7tXXRmjdxd3JycEQAAAAAAAAAA6aO4CQAAAAAeAucjLutWbIRDe/8NPSWLYXFyRgAAAAAAAAAApI/iJgAAAAB4CNyJi3J4ryFD0eZYJ2YDAAAAAAAAAIBtKG4CAAAAgIeAr5u3w3tNMsnT1cOJ2QAAAAAAAAAAYBuKmwAAAADgIfCIX0EFeOZyaG/1vBXlYjI5NyEAAAAAAAAAAGxAcRMAAAAAPAQMQ2r9SCOH9r5YsqniLGYnZwQAAAAAAAAAQPoobgIAAACAh4Cbi6s6lmwmDxd3u/YV9A5Q/YLV5ebimkmZAQAAAAAAAACQOoqbAAAAAOAhkdPdT6Or9pGLbBsx5+vmrYk1B8swLJmcGQAAAAAAAAAAKaO4CQAAAAAeEm4urmpUqIbG1XhXPq5eaa4t4JVHPzw1QiX8CsvNxe0eZQgAAAAAwL21ceNGmUwmu24DBgywKXbPnj2te0qVKmV3bsePH9fgwYNVs2ZN5cmTR+7u7goICFDFihXVtGlTjRgxQhs3blRUVJR1T4kSJex+PXffNm7cKEk6c+aM3Xtbt26d7HWMGDEi1fU5cuRQ6dKl9eKLL2rJkiUyDCPNa3J3TrVr1073OiY+/5kzZ+z5Edj0GlK7LVmyJEmMxO+1ESNG2H3ehJ9LYt26dUvx3C4uLsqZM6cqVKigrl27at26dXa/5rCwMH377bd6/vnnVaJECfn4+ChnzpwqW7asunTpogULFshsNtv1GlL6+SfEW7lyZaoxUnudad327dtn92sGkH1R3AQAAAAADxEXk4ueyl9Va5pO0fuB3fWoX9Ekzz+ep5y+qPa2lj/ztUr6FWYcHQAAAAAADoiKitIvv/xivX/q1Clt2bLF5v2ffvqpKlasqLFjx2rnzp26efOm4uLidP36dR0+fFhr167VyJEj1ahRI5sLZbKj8PBwnTx5UgsXLlSbNm3UqFEjhYWF2bz/77//1u+//56JGd6fDMPQrVu3dOTIEc2aNUvPPPOMXnzxRcXExNi0f/r06SpVqpT69u2rlStX6uzZs4qMjNStW7d0/PhxzZs3T506dVLlypXtel/fLTw83Brv+eefV/PmzXXnzh2H4wF4cPHPbwEAAADgIePm4io3F1e1Kf60OpZsqmhzjKLNMfJy85SHi7viLHFyNbnKxul1AAAAAAA8EN5880299dZb6a4LCAhId82SJUusRTq+vr6KiIjQrFmzVLdu3XT3jh07Vh999JEkKWfOnHrjjTfUoEEDFSpUSDExMQoODtbff/+t5cuX68iRI0n2rlmzJtUClo8++khLly6VJK1evVqFCxdOcV3JkiWTPdaqVSuNHj063dz9/f3TfH7GjBmqUaOGpPgCnODgYO3evVv/+9//FBoaqr/++ksvv/yyli9fnu65EgwbNkwvvPCCzeszKvFrSEvx4sXvQTb/SfwzNZvNOnfunLZu3aqJEycqKipKCxcuVP78+TVp0qQ04wwaNEjjxo2TJLm5ualTp05q2bKlihcvrpiYGB09elTz58/XunXrdOjQIT3zzDOaM2eO2rdvn26Od1+7mzdvatOmTfrqq69048YN/f777+rRo4d+/vlnm15nWkqXLp3uGgD3D4qbAAAAAOAh5f7/4+Y8XT3k6ephfZwxdAAAAACAu1miw2W+fVWWmDty8fCRa478cvH0y+q0nCp//vwKDAx0SqxZs2ZJkqpUqaIGDRro66+/1qJFi/T111/Lyyv1UfHXr1/X8OHDJUlFixbVtm3bVKxYsSRratWqpXbt2unLL7/UP//8o+vXr1ufK1u2bKqxc+XKlWRdiRIlbH49uXLlcsq1KVmyZJI4lSpV0nPPPafu3burWrVqunLlilasWKHdu3erWrVqacYKCAhQSEiI9uzZo8WLF6tNmzYZzs8Wd7+G7OLun2mVKlXUokULdenSRbVq1VJkZKSmTJmioUOHqmDBginG+Pbbb62FTcWKFdPy5ctVpUqVJGvq1q2r1157TQsWLNCrr76q6OhodenSRaVLl9bjjz+eZo4pXbt69erpxRdfVM2aNXXz5k0tWLBAH330UarX2N73LoAHA2PpAAAAAAAAAAAAACRjGIaizu7Utd8GK3j807o0rYOuzOyqS9M6KHj807q2eLCizu6UYRhZnWq2cvnyZa1Zs0aS1KVLF3Xp0kWSFBoaqmXLlqW5d82aNYqMjJQkDRkyJFlh091q1qyp5557zglZZ60iRYqoT58+1vtr165Nd0+3bt2UP39+SdLw4cN5H6aiUqVK6ty5syQpLi5OGzduTHHd2bNnNXDgQEmSn5+f1q9fn6ywKbEXX3xRM2fOlCTFxMTolVdecfhnULp06SRd01auXOlQHAAPLoqbAAAAAAAAAAAAACQRc/mwLk9/UVfn9Vbk0XWSYU66wDAr8sg6XZ3XW5env6iYy4ezJtFsaO7cuTKbzXJxcdFLL72kmjVrWjsqJXR0Ss3Zs2etxw/bWK0nnnjCenz+/Pl01/v6+mrw4MGSpKCgIC1atCjTcrvf2XJtJ0yYoKioKEnxxWK2vP86depkHQl48OBBrVixwuEca9eubT1O/DkAAIniJgAAAAAAAAAAAACJRJ7eoStzeik25KRN62NDTurKnF6KPL0jkzO7PyQUMDVs2FBFihSRJGv3ptWrV+vq1aup7vXw+G9s/OHDD1fBmKurq/XYzc3Npj1vvfWWChUqJEkaMWKELBZLpuR2v0vv2hqGYX3fent7q1evXjbH7t+/v/X4xx9/dDjHxHmZzeY0VgJ4GFHcBAAAAAAAAAAAAEBSfMemkF8HyoiNtGufERupkF8HPvQdnPbv368DBw5Ikl5++WXr4wnHcXFxmjdvXqr7q1ataj3+9NNPtX///kzKNPs5dOiQ9bhEiRI27fH29tYHH3wgKb4YLK1r+zBL79r++++/unHjhiSpfv36ypkzp82xGzduLB8fH0nSli1bHM4x4XMjSYULF3Y4DoAHk20lrwAAAAAAAAAAAAAeaIZh6Pry4XYXNln3x0bq+orhKvjaAplMJidnl/muXr2qgwcPpruuXLlycnd3T/G5mTNnSpK8vLzUrl076+OPPvqo6tSpo+3bt2vWrFkaMGBAivsbNGigypUr68CBAwoJCVHVqlVVv359PfPMM6pZs6Zq1qypXLly2f3aMio0NNSma1OyZEn5+vraHT8iIkKTJ0+WFN9lqE2bNjbvff311/Xll18qODhYo0aNUufOnZN0KnK206dPKyAgIM01Hh4e1lGEWe3y5cuaM2eOJClnzpx65plnkq1JXESXeISdLVxdXVWlShVt375d165d08WLF+0uTgoNDdV3331nvd+wYcNU1x47dkzh4eFpxvP19VXJkiXtygFA9kZxEwAAAAAAAAAAAABFn9tl8yi61MReO6noc7vlVby6k7K6dyZPnmwtsEnL6dOnU+x+YzabNX/+fElSy5Yt5e/vn+T5l19+Wdu3b9fevXt18OBBBQYGJovh4uKiX3/9Vc8995xOnDghwzD0119/6a+//pIkmUwmBQYG6rnnntNrr712zwpoli5dqqVLl6a7bsOGDWkWpiRmGIYuXLigXbt26YMPPtCJEyckSQMGDLC5c5MkeXp6aujQoXrzzTd1/PhxzZo1S927d7d5v7169OiR7prixYvrzJkzmZZDeiwWi86dO6dNmzZp6NChunnzpiRp9OjRypEjR7L1ISEh1uOCBQvafb4CBQpYj69fv25zcVNoaKj++usvDR06VGfPnpUk1alTR/Xq1Ut1T7NmzdKN26BBA23cuNGmHADcHxhLBwAAAAAAAAAAAEC39yxySpxwJ8W536xevVqXL1+WlHQkXYIXX3zR2vFp9uzZqcYpXbq09u3bpy+++EKlSpVK8pxhGAoKCtKXX36pihUr6r333lNcXJwTX0XmatSokUwmk0wmk1xcXFSsWDG1adNGR44cUc6cOfXJJ59o7Nixdsd97bXXrAVRn3zyiWJjY52cefZXsmRJ67V1dXVVyZIl1bVrVwUHB6tgwYKaOnWq+vbtm+Le27dvW48d6byVeM+tW7dSXZf4528ymZQ7d261bt1a//77rySpTJkyWrhwod3nB/Dgo7gJAAAAAAAAAAAAeMhZosMVeXSjU2LdObpBlui0x0ZlR8OHD5dhGOneUusqlDCSLm/evHr22WeTPZ/48blz58pisaSai6+vr95//32dOHFCR44c0YwZM9S/f3/VrFlTLi7xX/GazWZ99dVX6tmzZwZfefq6du1q07WxtWtTSho2bKg+ffo4NNLQ3d1dH3/8saT4zlozZsxwOI/0bNiwId3rkJVdm1LSvHlzde3aNdXnE3dzSm/kW0oS77m7Y1l6XFxcFBgYqM8//1z79u1T0aJF01x/+vTpdK8/XZuABw/FTQAAAAAAAAAAAMBDznz7qmSYnRPMMMt8+5pzYt0nwsLCtGzZMklJOzTdLaGj04ULF7Ru3TqbYpcrV07du3fXxIkT9ffff+vcuXNJCppmzpypLVu2ZPAV3BszZsxQUFCQgoKCtHPnTi1cuNBa8LV06VI1adJEUVFRDsV+9dVXVbp0aUnSp59+qujoaKfl7QyOFG0ZhmHz/tWrV1uv7Y4dOzRr1izVrl1bkjR9+nS1b98+SbzE8ubNaz1O6D5mjytXrqQY626Jf/4HDx7U6dOndfv2bQUFBWnIkCHy8fGx+9wAHg4UNwEAAAAAAAAAAAAPOUvMHSfHi3BqvOxu4cKF1qKc7777LsnorcS3F1980bpn1qxZDp2rSJEimjZtmjp16mR9bNGi+2MUYMmSJRUYGKjAwEBVr15dHTp00MqVKzV48GBJ0u7du/X+++87FNvNzU3Dhg2TJJ0/f17Tpk1zWt7O4O3tbT2+c8e2z1tExH+fo/TGxZUtW9Z6bWvVqqVXXnlFW7duVefOnSVJK1as0IQJE1LcW6VKFevx3r17bcotgdls1oEDByRJ+fLlU+HChVNdm/jn/9hjj6lEiRIUNAGwyUNb3HT16lWtWLFCw4YN03PPPaeAgADrLxXdunWzO96qVavUtm1bFS1aVJ6enipatKjatm2rVatW2Rzjzp07Gjt2rGrWrKk8efLIz89PFSpU0MCBA3Xu3Dmb4/z777/q3bu3SpcuLW9vb+XLl0/169fX1KlT76uZuwAAAAAAAAAAALg3XDycW2Dg4pF2IcaDJmEknT0WL17s0AiwBL169bIenzhxwuE42cGnn36qypUrS5K+/fZbHT161KE4Xbp0Ufny5SVJn332mcNdoDJDnjx5rMe2dkdKvC7xflu5uLhoypQpKliwoCRp5MiRunHjRrJ1gYGB1vibNm1SWFiYzef4888/rcVadevWtTtHALCFW1YnkFUKFCjglDiGYah37976/vvvkzx+4cIFLV68WIsXL9brr7+uKVOmpNkq8OTJk3rhhReS/UV95MgRHTlyRNOnT9e8efP0/PPPp5nPDz/8oD59+iRpsxgVFaXNmzdr8+bN+umnn7RixYo02wECAAAAAAAAAADg4eKaI79kcnXOaDoXV7nmyJfxOPeJU6dOaevWrZKkTp06qVWrVmmuP3PmjD744ANFRETo119/VdeuXR06b+IOOS4u93dPCzc3N3322Wdq3ry5zGazhg8frp9//tnuOC4uLhoxYoQ6deqkS5cuafLkyZmQrWNKliwpPz8/hYeHa8+ePTbtSViXI0cOlShRwqHz+vv766OPPlLfvn0VFhamL7/8Ul988UWSNSaTSa+88oomTpyoyMhITZs2TQMHDrQp/qRJk6zHjjQRAQBb3N9/yzlJsWLF1LRpU4f2fvTRR9bCpqpVq2r+/Pn6559/NH/+fFWtWlWS9P333+vjjz9ONUZ4eLiaN29uLWzq1auX1q1bp23btunTTz+Vn5+fwsLC1KFDB2tLv5SsXr1ar7/+uqKjo1WgQAF9/fXX+vvvv7Vy5Uq1bdtWkrRjxw61bdtWFovFodcLAAAAAAAAAACAB4+Lp5+8yzV0Siyfso3k4unnlFj3g8Tj5QYOHKhOnTqleRs8eLC1EcPdo+kMw7D5vLt27bIelyxZMoOvIuu98MILqlatmqT4MXuOdm/q2LGjKlWqJEn64osvkox2y0qurq5q2LChpPhJPPv3709z/Z49e3T48GFJUqNGjTJUwNazZ09rMdx3332XYvemt99+W56enpLiOzzZ0g3s559/1u+//y5Jqlixopo3b+5wjgCQloe2uGnYsGFavny5Ll++rHPnzmnq1Kl2xzhx4oS+/PJLSVL16tW1detWderUSTVq1FCnTp20ZcsWVa9eXZI0ZswYnTx5MsU448aN05EjRyRJX375pb7//ns9/fTTqlOnjj788EOtWbNGbm5uunPnjgYMGJBijLi4OPXt21cWi0X+/v7aunWr+vXrp5o1a+rZZ5/Vr7/+qrfeektSfCvBOXPm2P16AQAAAAAAAAAA8ODK8UQHp8Txc1Kc+8Xs2bMlSSVKlLAW56TFxcVFrVu3liRt3LhR58+ftz43bdo0vf766+kWlpw9e1ZDhw613k+vW9T94qOPPpIkWSwWffbZZw7FMJlMGjFihCTp6tWr+umnn5yUXcb17dvXetyrVy/dunUrxXVhYWFJxg7269cvQ+f19PTUoEGDJEm3b9/WxIkTk60pWbKk9bvv8PBwNW7cOM0CrIULF1q7jnl4eGj27Nn3fQcxANnXQzuWbuTIkRmOMX78eMXFxUmKb7fn7e2d5HkfHx9NmjRJderUUVxcnCZMmJCkLZ8kxcbGWv/yqFChgt57771k56lTp45ee+01TZ06VRs2bNDu3buT/WK0ePFi6y85H3zwgUqVKpUsztixYzV//nzdvHlTY8eO1auvvur4iwcAAAAAAAAAAMADxfOR6nIPKKXYkJT/wb4t3POVkucj6Rf4ZEdXr17VwYMH013n7e1t/S5u8+bNOnXqlCSpXbt2Np+rXbt2mjp1qiwWi+bMmaMPPvhAkhQTE6Np06Zp2rRpevLJJ9WsWTNVq1ZNBQoUkIuLiy5cuKANGzZo+vTpun37tiSpZcuWaty4sb0v1y6hoaE2XRtXV1dVqFDB4fO0atVKlSpVUlBQkObNm6cRI0Y41JWqTZs2qlq1qvbu3auQkBCH80nJ6dOnFRAQkO66gIAAFSxYMMljzZo10yuvvKLZs2dr586deuyxx9SnTx/Vrl1buXLlUmhoqHbs2KFvv/1WwcHBkqQePXromWeeyXDer7/+uj7//HNdvXpVX3/9td577z35+/snWdO/f3+dOnVKEydO1Llz51S9enV17txZLVu2VPHixRUbG6sjR45o3rx5WrdunaT4wqZZs2bpiSeeyHCOtjh27JjCw8PTXVeoUCHlzZv3HmQE4F54aIubMsowDC1dulSSVL58edWuXTvFdbVr11a5cuV09OhRLVmyRF9//bVMJpP1+Y0bNyo0NFSS1LVr11SrWbt162btLvXbb78lK25asmRJkrUp8fHxUceOHTV16lQdPHhQx48fV5kyZWx5uQAAAAAAAAAAAHjAmUwm5W0xUlfm9JIRG2n/fndv5W0+Msl3YfeTyZMna/Lkyemuq1Klivbt2ycp6Vi59u3b23yuRo0aKU+ePLpx44Zmz55tLW7Knz+/PDw8FBMTo23btmnbtm1pxnnppZc0ffp0m8/rqKVLl1q/G01Lzpw5rd99OsJkMmno0KHq1KmT4uLi9MUXXzg0gcdkMmnUqFFq0aKFw7mkpkePHjate/vttzVhwoRkj0+fPl0+Pj6aOnWqgoODrT/7lPTu3Vtff/21o6km4ePjo3fffVdDhgxRaGiovv322xTPPWHCBJUvX15Dhw61vj8TupPdrXz58poyZYoaNGjglBxt0axZM5vWjR8/PtWpSADuP/SFc9Dp06d14cIFSUr3D+uE54ODg3XmzJkkz23evDnZupRUr15dvr6+kqQtW7Ykez4hTrly5ZJVAKeUS2pxAAAAAAAAAAAA8PDyKFhBAe3GyeTunf7iREzu3gpoN04eBR3v2nO/iYqK0qJFiyRJRYoUUa1atWze6+bmZh0ld/jwYe3cuVOS1LFjR129elULFy5Unz59VKdOHRUoUEAeHh7y8PBQQECAateurXfeeUe7du3S3Llzk02Xud916NBB5cuXlyT99NNP1g5G9mrevLlq1qzpzNScwsPDQ1OmTNG+ffvUt29fVa5cWblz55abm5ty5cqlypUrq2/fvtq3b58mT54sd3d3p537rbfeUp48eSTFF//cuXMnxXW9e/fWyZMnNWnSJD377LMqVqyYvLy85Ofnp1KlSqlTp06aP3++goKC7mlhE4CHl8kwDCOrk8gOzpw5Y21p2LVr13Rnr/7+++9q3ry5pPSrPsePH693333Xuu/555+3PtehQwf98ssvkqSbN28qV65cqcapUqWKDhw4oHz58unq1avWx8PDw+Xv7y/DMNSqVaskXZzutnfvXmtLwEGDBlnnptoivV8cLl26ZP0F4fz58ypatKjNsQEAAAAAAAAAwIMlODhYxYoVk8T3BvY6fvy44uLi5ObmlmVTOGIuH9b15cNtGlHnnq+U8jYf+VAVNgEAgJRlxu8xjKVz0Pnz563H6f0ynvCL+937Et/39fVNs7ApIc6BAwd07do1RUdHy9PTU1L8/zlIqFHLSC7pSbwXAAAAAAAAAAAADy6PghVUsOcCRZ/brdt7Firy6EbJMP+3wMVVPmUbye+JDvJ8pNp9O4oOAABkfxQ3Oej27dvWYz8/vzTXJoyTk+K7LKUUJ70YKcVJKG5yVi4AAAAAAAAAAABAApPJJK/i1eVVvLos0eEy374mS0yEXDx85Zojn1w80/9+CwAAIKMobnJQVFSU9djDwyPNtQlFSJIUGRmZYpz0YqQVx1m5pCe9Tk+Jx9IBAAAAAAAAAADgweHi6UcxEwAAyBIUNznIy8vLehwTE5Pm2ujoaOuxt7d3inHSi5FWHGflkh5mYQMAAAAAAAAAAAAAAOBecsnqBO5XOXLksB6nN94tIiLCenz32LiEOLaMiEstjrNyAQAAAAAAAAAAAAAAALITipsclLiLUXBwcJprE49zK1asWIpxIiIiFBoaalOcfPnyJRkv56xcAAAAAAAAAAAAAAAAgOyE4iYHVaxY0Xp85MiRNNcmfr5ChQoOxYmLi9PJkydTjOHn52ctVMpILgAAAAAAAAAAAAAAAEB2QnGTg0qWLKnChQtLkv766680127atEmSVKRIEZUoUSLJc3Xr1rUepxVn165d1pFyTz31VLLnE+IcPXpUly9fTjVO4nOkFAcAAAAAAAAAAAAAAADILihucpDJZFKrVq0kxXdD2rFjR4rrduzYYe2W1KpVK5lMpiTPN2zYUDlz5pQkzZw5U4ZhpBjnp59+sh63adMm2fOtW7dOcW1id+7c0cKFCyXFd4wqW7ZsiusAAAAAAAAAAAAAAACA7IDipgwYMGCA3NzcJEn9+vVTZGRkkucjIyPVr18/SZKbm5sGDBiQLIaHh4f69+8vSTp8+LDGjRuXbM327dv1ww8/SJIaNGigGjVqJFvTpk0blSpVSpL0+eefW0fYJTZo0CDdvHnTegwAAAAAAAAAAAAAAABkZ25ZnUBW2bJli06cOGG9HxISYj0+ceJEsu5H3bp1SxajbNmyGjhwoL744gvt2rVLTz31lN5//32VKlVKJ0+e1JgxY7R3715J8cVEZcqUSTGXQYMGacGCBTp27JgGDx6sEydOqFOnTvL29taGDRv02WefKS4uTt7e3powYUKKMdzd3fX111+rRYsWunXrlp566il99NFHqlmzpm7evKlp06bp119/lRQ/wu6VV16x42oBAAAAAAAAAAAAAAAA957JSG0O2gOuW7dumjlzps3rU7tMFotFvXr10owZM1Ld+9prr+n777+Xi0vqjbJOnDih559/XsePH0/xeX9/f82dO1fNmzdPM89p06apb9++iomJSfH5mjVr6vfff1dAQECacRwRHBysYsWKSZLOnz+vokWLOv0cAAAAAAAAAADg/sD3Bo47fvy44uLi5Obmluo/ngcAAMiOMuP3GMbSZZCLi4t++OEH/f7772rVqpUKFy4sDw8PFS5cWK1atdIff/yh6dOnp1nYJEmlS5fW3r17NWbMGFWvXl25cuWSj4+PypUrp3feeUcHDhxIt7BJknr16qXdu3erV69eevTRR+Xl5aW8efOqbt26mjx5srZu3ZophU0AAAAAAAAAAAAAAACAsz20nZvgfPwLDAAAAAAAAAAAkIDvDRxH5yYAAHC/onMTAAAAAAAAAAAAAAAAgIcGxU0AAAAAAAAAAAAAAAAAsiWKmwAAAAAAAAAAAAAAAABkSxQ3AQAAAAAAAAAAAAAAAMiWKG4CAAAAAAAAAAAAAAAAkC1R3AQAAAAAAAAAAAAAAAAgW6K4CQAAAAAAAAAAAMBDaePGjTKZTNZbp06d0t3TrVs363pbnDx5UqNGjdJTTz2lIkWKyNPTUwEBAapcubL69++vzZs32xSnYcOGSXJNuLm6uip37tyqUqWKevfurZ07d6b5Gh25lShRwhpvxIgR1sc3btxod+4pSRzT1tuSJUuSxSlRokSKa93c3JQ3b17VrFlT7733no4cOZJuznfnNGXKlHT3JJy/YcOG6a61R9myZa159OjRw+Z9qV2PlG4p5ZxZ19OW901sbKx+/vlnde3aVRUqVFDevHnl7u6ugIAAVatWTW+++ab+/PNPWSwWm6+Ho9cRQNajuAkAAAAAAAAAAAAAJC1cuFBBQUFOiRUdHa133nlHFSpU0PDhw7Vt2zZdvHhRMTExun79uoKCgjRp0iTVr19fL7zwgoKDgx06j8ViUWhoqA4cOKCpU6eqZs2aGjBggFNew4PCbDbrxo0b2rlzp7766itVqlRJ48aNsyvGp59+qujo6EzKMHXbtm3T8ePHrfd/+eUXRUZG3vM8EnPG9UzL0qVLVb58eXXu3FmzZs3SkSNHdOPGDcXFxen69evas2ePpkyZoiZNmqhChQr6/fff042ZHa8jANu5ZXUCAAAAAAAAAAAAAJAdGIah4cOH67fffstQnNu3b6tVq1basGGDJClPnjzq1q2bGjdurAIFCigsLEy7du3Sjz/+qCNHjuiPP/5QnTp1tGbNGlWoUCHd+IkLsGJjY3X69GmtXbtW06ZNk9ls1sSJE1WsWDG99957qlGjRpoFW5UqVZIkVa9eXT/++GOKazw8POx5+RkyY8YM1ahRI911xYsXT/W5woULa/Xq1db70dHROnnypH777TctWLBAcXFxGjRokEqWLKl27drZlFdwcLCmTp2q/v3727TeWWbNmiVJ8vX1VUREhG7fvq3FixfrpZdesjnG3dcjJb6+vjbvd8b1TM3nn3+uoUOHyjAMSdIzzzyjVq1aqWLFisqVK5du3Liho0ePavny5Vq7dq2OHTumoUOH6oUXXkgzrjOuI4CsQ3ETAAAAAAAAAAAAgDTFxoQrKuKqzLF35OruIy/f/HL38MvqtJwqICBAISEhWrx4sfbs2aMnnnjC4VivvfaatbCpcePGmj9/vvLly5dkzdNPP6133nlHH374ocaNG6fg4GC1aNFCe/fuVY4cOdKMHxgYmOR+1apV1bZtW7Vr105NmzaVYRj69NNP1b9/f/n6+iZbnxJb12W2kiVLZjgPd3f3ZDGqVaumjh07qkmTJurZs6ek+FFpthTjJLw3Pv/8c/Xq1Uve3t4Zys9W0dHRWrhwoSSpZ8+e2rBhgw4cOKBZs2bZVZST0vWwh7OvZ2pmz56tDz/8UJKUL18+LViwQI0aNUq27plnnlGfPn0UFBSkAQMG6Pr162nGddZ1BJB1GEsHAAAAAAAAAAAAIBnDMHT94k7t+XOw/pz1tDb/0kHblnbV5l866M9ZT2vPn4N1/eJOa4eV+93bb78tT09PSdLw4cMdjrNw4UItWrRIUnzR0fLly5MVNiVwd3fX2LFj9cYbb0iSTp48qSFDhjh87meeecZaDHLz5k3t3r3b4VgPqtdee02lSpWSJB08eFCXL19Od8/gwYMlSZcvX9Z3332XqfkltmzZMt28eVOS1KVLF3Xp0kWS9Oeff+rSpUv3LI+0OHI9U3Lx4kW9+eabkiQfHx9t3LgxxcKmxCpVqqS1a9dq4MCBaa67H64jgLRR3AQAAAAAAAAAAAAgibCQw9r864v6+/feunx6nQzDnOR5wzDr8ul1+vv33tr864sKCzmcRZk6T9GiRdWrVy9J0ooVK/T33387FOeLL76wHn///fc2dfkZO3asChYsKCl+LNvVq1cdOrekJB2nzp8/73CcB1nVqlWtx7Zco/bt26ty5cqSpDFjxig8PDzTckssYZRauXLlVKNGDXXp0kUuLi4ym82aO3fuPcnBFvZez5SMHz9eERERkqSRI0eqYsWKNu1zcXHRyy+/nOaa++U6AkgdxU0AAAAAAAAAAAAArK4F79CO5b0UfvOkTevDb57UjuW9dC14RyZnlvk+/PBDazHSsGHD7N5/4MAB7d27V5L05JNPqnr16jbty5Ejh7p37y5JioqK0s8//2z3uRO4urpaj93c3ByO8yCz9xqZTCaNHDlSknTt2jVNmjQp03JLcO3aNa1atUqSrJ2GihQpogYNGkj6r2AnO8joe84wDM2cOVNS/HjE119/3Wm53U/XEUDqKG4CAAAAAAAAAAAAICm+Y9OetQNljou0a585LlJ71g687zs4FSpUyDoaa82aNdqyZYtd+zdt2mQ9btGihV17W7ZsaT3evHmzXXsTO3TokPW4RIkSDsd5kDlyjVq3bq1q1apJksaNG6dbt25lRmpWc+fOVVxcnKT/inIkWbsUBQUFad++fZmag60y+p47dOiQrl27JkmqV6+e/P39nZXafXUdAaSOUl0AAAAAAAAAAAAAMgxD+zcOt7uwKYE5LlL7Nw5XvXYLZDKZnJzdvTNkyBBNnTpVERERGjZsmNavX2/z3v3791uPE4+Hs0WVKlXk4uIii8WSJI49/v33X61cuVKSVKZMGVWpUsWhOLY6ffq0AgIC0l2XMG7MWTE9PDxUtmxZm2MmtmbNGgUFBUmSnn76aeXOndvmvaNGjdILL7ygGzduaMKECQ5197JVQkehJ598Uo8++qj18fbt26tPnz6KiorSrFmz9Pjjj6cbKzY2VgcPHkz1+ay6ngky8rlJjzOvI4CsQ3ETAAAAAAAAAAAAAN24tMvmUXSpCb95Ujcu7VbewraNY8uO8uXLp759+2rMmDHasGGDNmzYoEaNGtm0NyQkxHpcsGBBu87r7e0tf39/hYaG6vr16zbvi42N1ZkzZ7R69WoNGzZMcXFxcnV11ZdffikXl8wd5NOjR48siVm8eHGdOXPG5pjR0dE6deqUfvnlF33++eeSJB8fH3322Wd25fb888+rdu3a2rFjh7766iv169fPoWKe9Pz777/W8YYJHYYS+Pv7q0WLFlq0aJHmzZunsWPHJhkLl5KLFy+qUqVKqT6fVdczQeLPTYECBRyKkRJnX0cAWYexdAAAAAAAAAAAAAB09tCibBUnKw0aNEg5cuSQJH388cc277t9+7b12NfX1+7zJuxJb+SZyWSy3hK67vTr1083b95UqVKl9Msvv6h169Z2n/9Bcfbs2STXyMvLSxUrVtSwYcMUGRmpKlWqaNWqVapVq5bdsUeNGiVJCgsL0//+9z9npy5JmjlzpiTJ3d1dHTt2TPZ8QqHOlStXtGbNmkzJIbHMvJ5Sxj83qclu1xGA4yhuAgAAAAAAAAAAAB5ysTHhunJmo1NiXTmzQbEx4U6JlVXy5s2rAQMGSJK2bt2q1atX27QvoSBKksLD7b8GCXv8/f3t3ivFFz299NJLatWqlUP77bVhwwYZhpHurUGDBk6NaU+Xobt5eHjojTfeUL169Rza36RJE+veiRMn2tVlyxYWi0Vz586VJD333HPKmzdvsjWJH08Yu5aW4sWLZ9vrKSX93NgzwjAtmXEdAWQdipsAAAAAAAAAAACAh1xUxFUZhtkpsQzDrOiIa06JlZXeffdd5cqVS5I0bNgwm/YkLqC4fPmyXeeLjIy0drBJqRAjsaCgIOtty5Ytmjp1qh577DEZhqFPPvlEffv2tevcD5rChQsnuUYbN27U+PHjVbx4ccXExOitt97S2LFjHY7/ySefSIovRvvyyy+dlbYkae3atbp48aKk5KPUEiTuRLR06dJ0O31lVGZfz4CAAOvxlStXnJFytryOABxHcRMAAAAAAAAAAADwkDPH3nFqvLhY53RfyUq5cuXSu+++K0n6559/tGLFinT3VKlSxXq8d+9eu863b98+WSyWZHFSEhgYaL099dRTev3117Vr1y7Vr19fkvTdd99p8eLFdp3/QeLu7p7kGjVo0EADBgzQ3r17Vb58eUnShx9+qJ07dzoUv0GDBnr66aclSd98843TCnKkpB2EOnbsmGQcXOLb5MmTJcUXxS1alLmjIDP7eiZ+v+/Zs8cpOWfH6wjAcRQ3AQAAAAAAAAAAAA85V3cfp8Zzc/d1arysMmDAAGsXpWHDhskwjDTXJxQXSdKyZcvsOlfi9Y6M+PLy8tKsWbPk7e0tSRo4cKBiY2PtjvMgy507t2bOnCmTyaS4uDhr8ZojEro33blzR1988YVT8rt9+7aWLFli976sGqnmrOtZsWJFa/emzZs3Z7iD0v12HQGkj+ImAAAAAAAAAAAA4CHn5ZtfJpOrU2KZTK7y9M3nlFhZLUeOHBo0aJCk+E5M6RVMVKlSxdqFZvv27dq1a5dN57l9+7Z++uknSZKnp6c6derkUL7FixdXnz59JEmnTp3SDz/84FCcB1nNmjXVrl07SdKWLVu0atUqh+I8+eSTevbZZyVJU6ZMsY5Ay4hFixbpzp34LmqjRo3S/Pnz07y98sorkuILgs6cOZPh8zvCGdfTZDKpW7dukqSIiAhNnz49Qzndj9cRQNoobgIAAAAAAAAAAAAecu4efipQoqFTYhUo0UjuHn5OiZUd9O3bV/nz55ckDR8+PN3uTe+//771+PXXX1dkZGS65xg0aJAuX74sSerevbv1fI4YOHCgtXvTF198obi4OIdjPag+/vhjmUwmSdLo0aMdjjNq1ChJUlRUlD777LMM55XQOSh37twaMmSIOnXqlOZt8ODBkiTDMDR79uwMn99RzrieAwYMkI9PfAe5YcOG6ciRIzbts1gsmjNnTpLH7tfrCCB1FDcBAAAAAAAAAAAAUPGKHbJVnOzC19fXWrAUFBSkP/74I831nTt3Vtu2bSXFd3tq2bKlrl27luLa2NhYDR48WFOnTpUklSxZUmPGjMlQvgUKFNDrr78uSTp79izFGimoXLmyWrZsKUnaunWrNmzY4FCcGjVqqEWLFpKkadOm6ebNmw7ndPbsWW3atEmS1KpVK7m7u6e7JzAwUOXKlZOkLP05O+N6FilSRN98842k+O5NDRo00F9//ZXmnkOHDqlZs2YaN26c9bH7+ToCSB3FTQAAAAAAAAAAAACUp1B1+eUulaEYfrlLKU+hak7KKPt48803VahQIUlSSEhIuutnzJih+vXrS5L+/PNPlS9fXoMGDdLKlSu1Z88ebdy4UePGjVPlypU1duxYSVLhwoW1bNky+fv7ZzjfQYMGydPTU5L0+eefy2w2ZzjmvXL69GkdPHgw3VtCpytHffTRR9bjjHZvMplMiomJ0a1btxyOM2vWLGtXsIQxb7ZIWHv8+HFt377d4fNnlDOuZ/fu3a3dsK5evaqGDRuqWbNm+u6777Rhwwbt3btX69at0+TJk9W8eXNVrlxZf/75Z5IY9/t1BJAyipsAAAAAAAAAAAAAyGQyqUrDkXJ183Zov6ubt6o0HGkdT/Ug8fb21ocffmjz+pw5c2r16tXq16+f3NzcdOPGDY0bN07PP/+8qlWrpkaNGmnQoEHW0VtNmzbV9u3bFRgY6JR8ixQpou7du0uKL9ZYuHChU+LeCz169FClSpXSvX3xxRcZOk/16tX17LPPSpLWr1/vcEHL448/bu3UlREJHYP8/f3VpEkTm/e1b9/eepwwji0rOOt6fvzxx/r1119VokQJSdKaNWvUp08fPf3003riiSf0zDPP6K233tLvv/8us9msxx57TF9++aV1//1+HQGkjOImAAAAAAAAAAAAAJKknAEV9ESTcXYXOLm6eeuJJuOUM6BCJmWW9Xr16qVixYrZvN7Ly0tff/21Dh8+rOHDh6t27doqWLCg3N3dlSdPHgUGBqpPnz7auHGjVq9erUceecSp+Q4ZMsQ6kuuzzz6zdrPBfz7++GPrcUa6N40cOVIuLo5/9b59+3YdP35cktS8eXNr1y1bVK1aVY8++qgkacGCBYqJiXE4j4xy1vVs27atjh49qrlz5+rll19WuXLllDt3brm5uSlPnjx64okn9NZbb2ndunUKCgpS06ZNJT041xFAciaDv8XgJMHBwdZf6M6fP6+iRYtmcUYAAAAAAAAAACCr8L2B444fP664uDi5ubmpTJkyWZJDWMhh7d84XOE3T6a71i93KVVpOPKBLmwCAAC2yYzfY9ycEgUAAAAAAAAAAADAAyNnQAXVa7dANy7t1tlDC3XlzEYZhtn6vMnkqgIlGql4xQ7KU6jaAzmKDgAAZA8UNwEAAAAAAAAAAABIxmQyKW/h6spbuLpiY8IVHXFNcbERcnP3ladvPrl7+GV1igAA4CFAcRMAAAAAAAAAAACANLl7+FHMBAAAsoRLVicAAAAAAAAAAAAAAAAAACmhuAkAAAAAAAAAAAAAAABAtkRxEwAAAAAAAAAAAAAAAIBsieImAAAAAAAAAAAAAAAAANkSxU0AAAAAAAAAAAAAAAAAsiWKmwAAAAAAAAAAAAAAAABkSxQ3AQAAAAAAAAAAAAAAAMiWKG4CAAAAAAAAAAAAAAAAkC1R3AQAAAAAAAAAAAAAAAAgW6K4CQAAAAAAAAAAAAAAAEC2RHETAAAAAAAAAAAAAAAAgGyJ4iYAAAAAAAAAAAAAAAAA2RLFTQAAAAAAAAAAAAAAAACyJYqbAAAAAAAAAAAAAAAAAGRLFDcBAAAAAAAAAAAAAAAAyJYobgIAAAAAAAAAAAAAAACQLVHcBAAAAAAAAAAAAAAAACBborgJAAAAAAAAAAAAACSFhYXp22+/1fPPP68SJUrIx8dHOXPmVNmyZdWlSxctWLBAZrPZ7rjXr1/XN998o5YtW6pUqVLy9/eXp6enChYsqIYNG2ro0KE6ePBginvPnDkjk8lk161169Y25TV69Gjrnhw5cujOnTs27RsxYkSS802ZMiXdPSVKlJDJZFLDhg1TfL5hw4bWeLZyNH8AwP2F4iYAAAAAAAAAAAAAD73p06erVKlS6tu3r1auXKmzZ88qMjJSt27d0vHjxzVv3jx16tRJlStX1pYtW2yKabFY9Pnnn+vRRx9Vv379tHz5cp06dUq3b99WTEyMrly5or/++kufffaZKlWqpKZNm+rQoUOZ/Er/M3v2bOtxeHi4fvvtN4fifPrpp4qOjnZWWjZzVv4AgOzNLasTAAAAAAAAAAAAAICsNGjQII0bN06S5Obmpk6dOqlly5YqXry4YmJidPToUc2fP1/r1q3ToUOH9Mwzz2jOnDlq3759qjGjoqLUuXNnLVmyRJLk4eGhjh07qmnTptauUFeuXNGuXbu0ePFi7du3T2vXrtX333+vCRMmpBizVatWGj16dLqvx9/fP901O3bs0LFjxyRJfn5+Cg8P16xZs/Tyyy+nu/duwcHBmjp1qvr372/3Xkc5M38AQPZGcRMAAAAAAAAAAACANEXHhuv2nauKjbsjdzcf5fDJL093v6xOyym+/fZba2FTsWLFtHz5clWpUiXJmrp16+q1117TggUL9Oqrryo6OlpdunRR6dKl9fjjj6cY96233rIWNtWoUUMLFixQyZIlk617/vnnNWzYMC1fvlwDBgxIM9dcuXIpMDDQ7teYklmzZkmSAgICNGjQIL3//vtat26dLly4oCJFitgcJyAgQCEhIfr888/Vq1cveXt7OyW/9DgrfwBA9sdYOgAAAAAAAAAAAADJGIahc1d2aumWQfrmt0b6aWV7zV37qn5a2V7f/NZIy7YO1rkrO2UYRlan6rCzZ89q4MCBkuK7/6xfvz5ZYVNiL774ombOnClJiomJ0SuvvJLi61+6dKl+/PFHSVJgYKDWr1+fYmFTYi1atNCuXbv09NNPO/pybBYTE6MFCxZIkjp27KhXX31Vrq6uslgsmjt3rl2xBg8eLEm6fPmyvvvuO6fnmhJn5g8AyP4obgIAAAAAAAAAAACQxJUbh/XTqo5auOENHQ9eJ8MwJ3neMMw6dv5PLdzwhn5a1VFXbhzOokwzZsKECYqKipIkDR8+XKVLl053T6dOnfTCCy9Ikg4ePKgVK1YkW/Ppp59aj3/88Uf5+dnW5Sp37txq2bKlTWszYvny5bpx44Yk6eWXX1bBggWtRVUJHZFs1b59e1WuXFmSNGbMGIWHhzs32RQ4M38AQPZHcRMAAAAAAAAAAAAAqzOXd+jn9T11PeykTeuvh53Uz+t76szlHZmcmXMZhmEthPH29lavXr1s3tu/f3/rcUKHpgQHDx7Uzp07JcWPs6tevboTsnWuhNddqlQp1alTR1J8kZAk/fvvv9qzZ4/NsUwmk0aOHClJunbtmiZNmuTkbJNzZv4AgOyP4iYAAAAAAAAAAAAAkuI7Ni3d8p5i4yLt2hcbF6mlW967rzo4/fvvv9buP/Xr11fOnDlt3tu4cWP5+PhIkrZs2ZLkub/++st63Lx5cydk6lwhISFauXKlJKlLly7Wx9u2bWt9TfZ2P2rdurWqVasmSRo3bpxu3brlpGyTy4z8AQDZG8VNAAAAAAAAAAAAAGQYhv74e5jdhU0JYuMitfLv4TIMw8mZZY79+/dbj5944gm79rq6uqpKlSqS4rsVXbx40Slx0xMaGqqDBw+me4uIiEg1xrx58xQbGyvpv25HkuTn56dWrVpJkubPn6+4uDi7chs1apQk6caNG5owYYKdr8x2mZU/ACD7orgJAAAAAAAAAAAAgM5f3WXzKLrUhISd0Pmru52UUeYKCQmxHhcsWNDu/QUKFLAeX79+PcW4idc4w9KlS1WpUqV0bwlj8VKS0NWoZs2aKlOmTJLnEoqFrl69qlWrVtmV2/PPP6/atWtLkr766ivdvHnTrv22yqz8AQDZF8VNAAAAAAAAAAAAALTvxKJsFSez3b5923rs6+tr9/7EexKPYcto3Mx06NAh7d4dX3yWuOtRgqZNmyp//vySpNmzZ9sdP6F7U1hYmP73v/9lINOUZXb+AIDsieImAAAAAAAAAAAA4CEXHRuu48EbnBLrePB6RceGOyVWZsqRI4f1ODzc/nwT7/H3908xblrj4RzRtWtXGYaR7q1hw4Yp7p85c6Ykyc3NTZ06dUr2vJubm1588UVJ0rJlyxQWFmZXfk2aNFG9evUkSRMnTkzS0coZMjt/AED2RHETAAAAAAAAAAAA8JC7feeqDMPslFiGYVb4natOiZWZ8ubNaz2+fPmy3fuvXLmSYqyAgIAU12Q1i8WiuXPnSorvcJQvX74U1yV0RIqKitLChQvtPs8nn3wiKb7468svv3Qw2+TuVf4AgOyH4iYAAAAAAAA4lRFnWG+WOCOr0wEAAIANYuPuODVejJPjZYYqVapYj/fu3WvXXrPZrAMHDkiS8uXLp8KFC6cYd8+ePRnM0nnWrVunCxcuSJL++OMPmUymFG+1atWy7pk1a5bd52nQoIGefvppSdI333zjtAKve5U/ACD7obgJAAAAAAAAGWZYDBkWQ5ZoQ7f+idP132MUsjxGYRtjFXvTEr/GTKETAABAduXu5uPUeB5OjpcZAgMDlSdPHknSpk2b7Bph9ueff+rOnfgCrrp16yZ5rkGDBtbj33//3QmZOkfCSDd7bN26VadOnbJ7X0L3pjt37uiLL76we39K7mX+AIDsxS2rEwAAAAAAAMD9zTAbMocburEqVrf3xMmISfr89T9i5VPeVbmbuMuruItMLqasSRQAAACpyuGTXyaTq1NG07mY3OTnk98JWWUuk8mkV155RRMnTlRkZKSmTZumgQMH2rR30qRJ1uNu3boleS4wMFDVq1fXrl27tHnzZu3evVvVqlVzZup2Cw8P1+LFiyVJjRs3Vs+ePdNcHxERoZ49e8owDM2ePVvDhw+363xPPvmknn32Wa1atUpTpkzRoEGDHM5duvf5AwCyF4qbAAAAAAAA4DDDbCjmqqGLk6Nkvp1KZyZDunPYrDtHzcrfyUM5qrlR4AQAAJDNeLr7qUzRRjp2/s8MxypdtJE83f2ckFXme/vttzVlyhRFR0dr5MiRat26tUqXLp3mnp9//tnakalixYpq3rx5sjUffvih2rZtK0nq0aOHtm3bJl9f33TzCQ0N1ebNm9WiRQsHXk3qfvnlF2unqTfffFPt2rVLd8/kyZO1e/duh4uDRo0apVWrVikqKkqfffaZ3fsTy4r8AQDZB2PpAAAAAAAA4BDDMGS+Y+jilDQKmxKzSFd/jtGdY2ZG1AEAAGRDj5fukK3i3AslS5bUl19+KSm+O1Djxo21f//+VNcvXLhQXbt2lSR5eHho9uzZcnFJ/pVrmzZtrOsOHDigxo0b6+zZs2nm8scff6h69epat26doy8nVbNmzZIk+fj46LnnnrNpT/v27SVJJ0+e1NatW+0+Z40aNaxFWtOmTdPNmzftjpEgK/IHAGQfdG4CAAAAAACAYwzp5tpYmW/ZUahkka4vjZHv+z6ZlxcAAAAcUix/deXNWUrXw046HCMgZ2kVy5+1I9js1b9/f506dUoTJ07UuXPnVL16dXXu3FktW7ZU8eLFFRsbqyNHjmjevHnWwiMPDw/NmjVLTzzxRKpxv/vuO924cUPLly/X33//rXLlyqljx45q1qyZSpQoIW9vb125ckV79uzR4sWLtXv37nRzDQ0N1cGDB9Nd5+rqqgoVKkiSzp07p40bN0qSnnvuOfn42Pa7eLt27fTBBx9Iii8ueuqpp2zal9ioUaO0YsUKxcTEKCYmJv0NKcjK/AEA2QPFTQAAAAAAAHCIYZZu74yze1/MZUORp83yKu7CeDoAAIBsxGQy6flao/Tz+p6KjYu0e7+7m7eeqzVSJtP99zvehAkTVL58eQ0dOlQ3btzQ7NmzNXv27BTXli9fXlOmTFGDBg3SjOnj46MlS5bo008/1dixY3X79u0040rSCy+8oLfeeivV55cuXaqlS5em+3py5syp0NBQSdLs2bNlGPH/ICGhm5EtypQpo8qVK+vAgQNauHChvv76a3l6etq8X5Ief/xxtW3bVr/++qtd+xLLyvwBANkDY+kAAAAAAABgN8NsKHxfnCxRju2/tT1Ouv++8wIAAHjgFchTQa3q/k/ubt527XN381aruv9TgTwVMimzzNe7d2+dPHlSkyZN0rPPPqtixYrJy8tLfn5+KlWqlDp16qT58+crKCgo3cKmBC4uLvr444916tQpff3112revLlKlCghPz8/eXh4qECBAmrQoIGGDh2qQ4cOacWKFSpbtqxTX1dCMZWnp6deeOEFu/a2a9dOUnzHqGXLljl0/pEjR6Y4us9WWZ0/ACDrmYyEMlcgg4KDg1WsWDFJ0vnz51W0aNEszggAAAAAAGQWI87QzXWxurEq1qH9XqVcVLSvfV+YAQCA+wvfGzju+PHjiouLk5ubm8qUKZMlOVy5cVh//D3MphF1ATlL67laI+/rwiYAAOAcmfF7DGPpAAAAAAAAYDfDiL85zOK0VAAAAJAJCuSpoG7PLtT5q7u178RCHQ/eIMMwW593MbmpdNFGerx0BxXLX+2+HEUHAADuDxQ3AQAAAAAAwG4mk+Tm7/gXWG45+fILAAAguzOZTHqkQHU9UqC6omPDFX7nqmLi7sjDzUd+Pvnl6e6X1SkCAICHAMVNAAAAAAAAsJvJzSS/qm4KWRwjI87+/Tmqu8kwGzK5UuQEAABwP/B095NnToqZAADAveeS1QkAAAAAAADg/uTiJfk9bv+/nXPLbZJPBVcKmwAAAAAAAJAuipsAAAAAAADgGEPK3cRdJg/7tuVp5i4ZmZMSAAAAAAAAHiwUNwEAAAAAAMAhJheT3POaVKiHp0zutu3J3cRdOWq60bUJAAAAAAAANqG4CQAAAAAAAA4zuZrkXdpVRfp5yatU6v+pyT3ApPwveSjPc+4ymShsAgAAAAAAgG3csjoBAAAAAAAA3N9MriZ5FnZR0b7eirlqUdi2WMWGGJJFcs1hUo5qbvIp6yrDbFDYBAAAAAAAALtQ3AQAAACbxVnMcjW56I45SrGWOPm6ecvdxU1xFrPcXFyzOj0AAJCFEsbMueczKaClh0wu8fcNI77IKfEaAAAAAAAAwFYUNwEAACBdFsOi0JjbWnh6jRaf26CQ6JuSJBeZ9FT+x/ViyWaqna+yzIaFIicAAB5yJpNJMt11n18PAAAAAAAA4CCKmwAAAJCuWSeWa/LRRYozzEket8jQ5qt7tfnqXpX1L65JtYYol4ef3Fz4NRMAAAAAAAAAAAAZ55LVCQAAACD7MgxDU44s0qQjPycrbLrbsVtn1XXLx7oVe0dxlrTXAgAAAAAAAAAAALaguAkAAAApMlvM2nvjiKYd/83mPZcjQ/TRnm8YTQcAAAAAAAAAAACnoLgJAAAAKXJ1cdXcU3/Yve/vkCCdj7gswzAyISsAAAAAAAAAAAA8TChuAgAAQIquR4Vq85U9Du2df2qVLLI4OSMAAAAAAAAAAAA8bChuAgAAQDIWw6J/Qg7KbDhWoLTr+r9yNTGaDgAAAAAAAAAAABlDcRMAAACSsRgWRcRFObw/Ii7SidkAAAAAAAAAAADgYUVxEwAAAJIxmVzk7ebp8H5vVy8nZgMAAAAAAAAAAICHFcVNAAAASMbV5KIn8pSXSSaH9lfJU1YWB0faAQAAAAAAAAAAAAkobgIAAECKCvnkU618gQ7t7VTyWSdnAwAAAAAAAAAAgIcRxU0AAABIUZzFrM4ln7N7X6XcZVTG/xG5mPhVEwAAAAAAANmT2WyWv7+/TCaTnnjiiTTXGoahvHnzymQyyWQyacaMGWmuX7BggXXthAkTkjzXsGFD63O23kJDQ1M8T2xsrObPn6+2bduqRIkS8vHxkY+Pj4oXL66aNWuqW7du+umnn3T69Gnrnp9++snu8999a9iwoTVet27d7N6/b9++ZK8ltbUeHh7Kly+f6tatq48//ljnz59P89qnlNOqVavS3ZOwtlu3bumuTS+GrbfHH388WYzE7w97z5v455LgzJkzqZ7f09NTBQsW1NNPP60xY8YoJCTE7te8ZcsWvf3226pSpYry5csnT09PFS5cWE8++aRGjhyp48eP2/UaUvr558+fXw0aNNAnn3yiy5cvp7g/rdeZ2q1169Z2v14AWYdvnAAAAJAiNxdX1S1QVe2LP2PznlweOfT5E/0UZ4nLxMwAAAAAAACAjHF1ddWTTz4pSdq/f7/CwsJSXfvvv//qxo0b1vubNm1KM/bmzZutx/Xr189gpik7fvy4qlevrpdeekmLFy/W2bNnFRkZqcjISJ07d047d+7UzJkz1b17dz366KOKiorKlDwyW2xsrEJCQrR161aNHj1aFSpU0Lx58+yKMWzYsEzK7v4WExOjK1euaMOGDRoyZIgqVKigP//806a9wcHBat68uerVq6evv/5aBw4cUEhIiGJiYnTp0iVt375dI0aM0GOPPaYBAwYoOjraoRxjY2N17do1bdq0ScOGDVP58uW1bNkyh2IBuL+5ZXUCAAAAyN6GVOohD1d3zTu1Ms11hbwD9F3tD5XPK7fcXPg1EwAAAAAAANlb/fr1tXr1alksFm3btk3PPZdyF/OEYiVXV1eZzeYkxUtprff391eVKlVSXRcUFGRTnv7+/knu37hxQ08//bSCg4MlSQ0aNNDLL7+sihUrysfHRzdv3tTBgwe1YcMGrVq1SpGRkda9rVu3VvXq1VM8z8WLF9WsWTNJUqtWrTR69OgU1/n6+qb4+OrVq1W4cOF0X0/p0qVTfa569er68ccfrfcjIiJ08uRJ/fTTT1q7dq0iIiLUtWtXlSpVSrVq1Ur3XJK0c+dOLVu2TC1btrRpfUbd/RpS4+3tfQ+y+c/dP9Nbt27p2LFj+vbbb7Vr1y6FhISoTZs2OnjwoIoXL55qnMOHD6tp06bW91+5cuXUvXt3Va9eXblz59aVK1e0fv16/fjjj7p+/bomTpyo/fv3a9myZcqRI0eaOd597WJjY3Xy5En98MMPWrVqlcLCwtSxY0f9/fffqX620nrvJnb35wpA9sa3TgAAAEiTyWTSe4+9qraPNNb806u0MniL7pj/+5dej+UqpY4lmqpZkSdlkihsAgAAAAAAeACFx97R1agbuhMXJR83L+X3yiM/d5+sTitDEndV2rRpU7rFTR06dNDPP/+sU6dO6cKFCypSpEiytaGhoTp48KAk6amnnpKrq2uq5w8MDHQo7zFjxlgLS4YPH64RI0YkW9OoUSP169dPt2/f1o8//mjNI1euXMqVK1eKcf38/KzHuXLlsju/smXLqkSJEnbtuZuvr2+y89aqVUsvvfSSPv74Y40ePVpxcXEaPXq0li9fnm68gIAAhYSEaNiwYWrRooVd494cldJryA5S+pk++eST6tq1q7p166ZZs2YpPDxc48aN06RJk1KMcfv2bTVv3tz6/nvvvff0+eefy93dPcm65557ToMHD1bnzp21bt06bdy4UT179tSCBQvSzDGla1e1alW1b99e/fv316RJkxQdHa1PPvlEv/zyi82vE8D9j7F0AAAAsElxv8J6v1J3/dlsqpY+PUG/NBynNU2naFa90WpW5Em5u7hR2AQAAAAAAPAAMQxDO0P+1eBd4/X06l7qsHGQum75WB02DtLTq3tp8K4J2hnyrwzDyOpUHVKzZk15eXlJUprdmBKea9OmjcqVK5fm+i1btshisUjKvJF0S5YskSQVKFAg3ZFrOXLkUP/+/ZMVn9yPhg4dau0atX79eut1TsvgwYMlxY8e/O233zI1v/uVyWRK0ulo7dq1qa59//33derUKUnSG2+8oXHjxqX63sqXL5+WL1+uqlWrSpIWLlyoRYsWOZznZ599Zv28rlmzxqafP4AHB8VNAAAAsImLySRXk4s8XT1U1LeASuYooryeOSVJ7hQ1AQAAAAAAPFAOh57Wi38NVu/to7Xu0j8yG0kLCcyGResu/a3e20frxb8G63Do6SzK1HEeHh7W0WY7d+5UVFRUsjVnzpyxdqmpW7eu6tatKym+01NKEhc9ZVZx09mzZyVJJUuWlIvLw/N1r5eXlypUqCBJunPnjq5fv57unj59+qhAgQKS4rtcURCTsmLFiikgIECSdP78+RTXXL16VTNmzJAkFSxYUOPGjUs3rre3t6ZOnWq9/8UXXzico5+fnx577DFJ8R2kbty44XAsAPefh+dvOwAAAAAAAAAAAADp2nHtgHptG6mTt4NtWn/ydrB6bRupHdcOZHJmzpdQgBQTE6O///472fMJxUqPPvqoChcubC1uSq1zU0LRk7e3t6pXr54ZKcvDw0OSdOLECcXFxWXKObKrxGP+3NzS/weXPj4+GjJkiCTp33//TXcs2sMs4dqmdl1//vlnRUdHS5J69OiRZIxhWmrUqKE6depIkvbs2aMDBxz/cyJxbmaz2eE4AO4/FDcBAAAAAAAAAAAAkBTfsWngzq8UaY62a1+kOVoDd35133VwStxdKaVuTAlFTAlFTQn/+++//ybrHBMZGandu3dLkmrXrm0tQnK2hDFfISEhGjBggGJiYjLlPNmN2WzW0aNHJUn+/v7KnTu3Tft69+6tIkWKSJJGjhxJUUwKQkJCdPXqVUlSiRIlUlyT+PPRokULu+K3bNnSepzWCMi0xMbG6siRI5LiC/zy5s3rUBwA9yfmhwAAAAAAAAAAAACQYRgavu87uwubEkSaozV832QtaDBGJpPJydlljjp16sjd3V2xsbEpFl0kPFavXj1JUunSpVWwYEFdvnxZW7ZsSVK0sWPHDsXGxkqybSTdwYMH012TO3dua2FOgv79+1sLTb799lv98ssvatGihZ588knVqlVLFSpUyJLrf+zYMYWHh6e5xtfXVyVLlnQo/g8//KDQ0FBJUvv27W3e5+XlpQ8//FB9+vTR0aNHNXfuXL366qsO5WCLiIgIm362RYsWVa5cuTItD3t89dVXMgxDUurXdv/+/ZIkFxcXPf7443bFf+KJJ5LFsdc333yjsLAwSfFFhql1mAoNDbXp+pcsWVK+vr4O5QLg3qO4CQAAAAAAIBsy4gyZ3P77QsKwGJJJ982XRAAAALj/7Lp+yOZRdKk5efu8dl8/rOoBFZ2UVeby9fXVE088ob///lvbt29XXFyctWji2rVr1k4xCcVNkvTUU0/p119/1aZNm1LtSGNLcVOlSpXSXdO1a1f99NNPSR5r166dhg8frlGjRskwDF25ckXTp0/X9OnTJUm5cuVS/fr19eKLL6pDhw5yd3dP9zzO0KxZs3TXNGjQQBs3brQ55p07d3TixAnNmDFD3377rSQpX758Gjp0qF259ezZU2PGjNG5c+c0atQovfTSSzaNtXPErl27bPrZ/vjjj+rWrVum5GCLW7du6dixY5o4caLmzJkjSSpTpoz69u2b4vqQkBBJUs6cOeXl5WXXuQoUKGA9vn79us37YmNjderUKU2fPl1fffWV9fHBgwenumfp0qVaunRpurE3bNighg0b2pwLgKzFWDoAAAAAAIBsxLAYssQaurUzThenRyl4UqQuTInS9d9jFRca/y9pDbORxVkCAADgQbTozFonxVnjlDj3SkIhUnh4uPbu3Wt9fMuWLZLii2nKlStnfTxhNN3dnZ4Suil5eHioTp06mZrziBEjtG3bNrVp0ybZ+LvQ0FAtW7ZMXbp00WOPPaZdu3Zlai7O9Ndff8lkMllvvr6+qlKliiZOnKi4uDjVq1dPGzZs0KOPPmpXXA8PD3300UeSpJMnTyYrGHsYzJw5M8m1zZkzp2rUqKE5c+bIZDKpefPm2rBhQ6rj/m7fvi1JDnU7Srzn1q1bqa67++fv4eGh8uXLa9y4cbJYLDKZTPr8889tKqQD8GChuAkAAAAAACAbMCyGDIuh67/H6sywO7q2MEZ3/jUr6pRFkUfNCl0fq7OfROri1CjFhRkUOAEAAMCpwmPvaOPlnU6JteHyToXH3nFKrHshcVemhAIl6b/ipYRiprvX79mzRxEREZKkuLg47dixQ5JUvXp1eXt7p3tewzDSvaVVhFO7dm399ttvunHjhtasWaNPP/1U7du3V758+axrjh8/roYNG9o0piujTp8+ne7rsadr091y5sypAQMG6LHHHnNof/fu3a1FUaNHj1ZMTIzDuaSlQYMGNv1ss7Jr092KFCmigQMHJhuBmFiOHDkkKd3RgylJvMff39/u/blz51b79u21detWDRkyJM21Xbt2ten607UJuL9Q3AQAAAAAAJDFDMOQDOnS99EKXR8rS1RqC6U7R8w6/1WkYq9R4AQAAADnuRp1Q2bD4pRYZsOia1E3nRLrXqhXr55cXOK/Nk3cjSm14qbHH39cfn5+iouL0/bt2yUlLXSyZSSdM/n6+qpJkyb68MMPtWjRIl26dEmLFy9WsWLFJEkREREaMGDAPc3JUdWrV1dQUJCCgoJ04MAB/fnnn/rkk08UEBCgsLAwdejQQQsWLHAotpubm4YNGyZJOnv2rH744Qdnpu4U9o4hN4z//j9hentbtWplvbb79+/XqlWrNHjwYPn5+Sk4OFjPPvtssm5kieXNm1dSfOelyMhIu/K8cuVKsjgpSfzzDwoK0pEjR3Tp0iXduHFDixYtyvSOaACyL4qbAAAAAAAAspjJZNK1RTG6c9Rs03pLhHRhSpSM2ExODAAAAA+NO3GpVdg7JiLOvuKHrJQrVy4FBgZKih9FZxhGkhF1iTs7SZKrq6tq164t6b9OT4k7Pt3r4qa7ubq6qnXr1vr999+tI+vWr1+v69evZ2letvD19VVgYKACAwNVqVIlNW7cWB999JF27typ/Pnzy2Kx6PXXX9e5c+cciv/yyy+rbNmykqRPP/1UUVHOfd9nVOKOX3fupN/9LKGgTkp/XFzC+zwwMFCVK1dWs2bNNGbMGG3cuFE+Pj6KiopSly5dUh0bV6VKFUmSxWLR/v37bXk5Vnv27EkWJyWJf/6BgYEqV66cChYsaNe5ADyYKG4CAAAAAADIYnG3LLq1M86uPeYwQ2HbYuneBAAAAKfwcfNyajxft/THsmUnCQVJ169f16FDh7Rt2zaZzWb5+vqqatWqydYndHNK6HST8L+urq566qmn7lHWaatUqZJq1aolKb7Dz6lTp7I4I8eVKFFC33zzjaT4zkFDhw51KI6rq6uGDx8uSbpw4YKmTp3qtBydIU+ePNbjy5cvp7s+8ZrEe+1RrVo1jRgxQpJ0/vx5jR07NsV1iYv2li1bZtc5Eq+/u1gQAGxBcRMAAAAAAEAWMsyGwjbHSQ5MAAnbFieTq31jCwAAAICU5PfKI1eTc746dDW5Kp9XbqfEulcSF25s2rTJWqxUu3Ztubm5JVufUNz0999/Kzo6Wlu3bpUU35XG39//HmRsm8KFC1uPE0bv3a86dOigGjVqSJLmzZunQ4cOORSnU6dOeuyxxyRJX3zxhU0dku6VypUrW48TdztKTeI1iffaq3///ipatKgkafz48QoJCUm2plOnTvL09JQk/fjjjwoPD7cp9s6dO7Vjxw5JUtWqVTOUJ4CH1/39NxgAAACQBeIsZsVYYhVriZPFcOCbaAAAEjG5mnR7r31dmxLEXTcUdd62UXYAAABAWvzcfdSwYA2nxGpUsLr83H2cEuteSVzctHnzZmtxU0IR090Sip4iIyM1c+ZM68i3ezGSzjBs695qGIa1+MVkMql48eKZmdY98fHHH0uKH4326aefOhTDxcXF2qno8uXL+u6775yVXoY1btzYejx37tx018+ZM8d6/PTTTzt8Xk9PTw0ePFhS/Ki78ePHJ1tToEABde3aVVL8dRs0aFC6cSMjI/XGG29Y77///vsO5wjg4UZxEwAAAGADs2GRYRgKiwnXiuBN+vnUKv1yZq12Xz8sSYq1OPalNAAAkmS+5fhoubgwxtIBAADAOTqUaOKkOE2dEudeKlCggMqWLStJ2rhxo/755x9JqY/Q8vX11eOPPy5JGjNmjPXxe1HcVL9+fc2dO1cxMTFprhs5cqSOHz8uSXrqqacUEBCQ6bllthYtWliv+4IFC3TixAmH4rRr105VqlSRlPTnl9WqVaum2rVrS5KWLFmi+fPnp7p29uzZWr58uaT4n+8TTzyRoXP36tVLBQsWlCR9++23CgsLS7bmyy+/VMmSJSVJU6ZM0aBBgxQbG5tivJCQELVs2VJ79+6VFH/NX3zxxQzlCODhlbyHIgAAAIAkzIZZx2+d18wTy7T+0j+KM5J2yCjmW1DtijfWiyWaydXkIlcX1yzKFABw38rAPz8z8dcOAAAAnKR63ooqlaOoTt4OdjhGqRzFVC1vBSdmde/Ur19fx44d06VLlyRJbm5u1kKTlNStW1e7du3SqVOnJMV3R0qtGColBw8etGld8eLFlSNHDuv9w4cP6+WXX1b//v3VunVr1a1bV6VKlVLOnDkVHh6uoKAgzZkzxzoqz8PDQ+PGjbM5L0cdO3bMplFlhQoVUt68eR0+z9ChQ9WhQweZzWZ9/vnn+uGHH+yOYTKZNHLkSLVu3TrFEWwZERERYfPPtmLFisnGBU6bNk01a9ZUZGSkunTposWLF6t9+/Z69NFHZRiGTp8+rUWLFunXX3+VFF9oN23atAzn7eXlpffee0+DBg1SWFiYvv76a2unrAQ5c+bUsmXL1KxZM128eFHjxo3T8uXL1aNHD9WoUUM5c+bU1atXtX79es2YMSNJRzNHfk6OCA0Nten6u7q6qkKF+/PPKuBhRHETAAAAkAaLYdGq4G0atX9qsqKmBOcjLmvCobn68+IOfVP7A/nIiwInAIBd3ANcFHPBsVGn7gE05gYAAIBzmEwmjXz8LfXaNlKR5mi793u7emrk42/KZDJlQnaZr379+po+fbr1ftWqVeXr65vq+rp162rChAnW+xUqVLCrO1KlSpVsWrd48WK1bt3aer9o0aK6fv26bty4oRkzZmjGjBmp7i1UqJB+/PFH1apVy+a8HNWsWTOb1o0fP14DBgxw+Dzt2rVTxYoVdejQIc2ePVvDhw/XI488YnecVq1aqXr16tq1a5fDuaRk165dNv9sb968qVy5ciV5LDAwUOvWrVOHDh104cIFLVq0SIsWLUpxf5EiRfTrr786rUjnzTff1JgxYxQSEqKJEyfqnXfekZ+fX7L8tm/frjfeeEOrVq3S0aNHUx035+bmpt69e2vs2LHy8vJySo7pWbp0qZYuXZruupw5cyo0NDTzEwLgFPzXLwAAACAVcRaztlzZqxH7Jqda2JTYwdCT6vf3GFnEeCAAgO0MsyH/2o79+zOvEi7yyMd/3gEAAIDzVMhVUuNqvCtvV0+79nm7empcjXdVIVfJTMos8909Uq5u3bpprr+7S9O9GEknSfv27dOePXs0ZswYtWrVSmXLllWOHDnk4uIiPz8/lSpVSq1bt9a0adN09OhRm4uO7hcmk0lDhw6VJMXGxmZorNyoUaOclZZT1alTR8ePH9fkyZPVvHlzFSlSRF5eXvLy8lKRIkX0wgsvaPLkyTpx4oRTC9d8fX31zjvvSJKuX7+uyZMnp7jukUce0cqVK7Vp0yb17dtXgYGBypMnj9zd3VWgQAHVqlVLw4YN07///qtJkybds8ImAA8uk2EYfPMCpwgODlaxYsUkSefPn1fRokWzOCMAAICMsRgWNf+zn65E3bBr3weVXlOrRxrK3YVGqQDwoIq1WJTwn1RcTCa5uWSswMgSY+j0sDsy7PzH8QVe9pTf464yud6f/zIeAAA82PjewHHHjx9XXFyc3NzcVKZMmSzJ4XDoaQ3f951NI+pK5SimkY+/eV8XNgEAAOfIjN9j+LYFAAAASEGcxaytV/faXdgkSf/H3n1GR1mubRg+30kvdEINJSC9SEcUpEgRAakiCApiRbeKDRFp9i2g6HYr6lZaKNKLoHSQLlU6AtISWggJJSEkmfL9yDdjAqmTmRS4jrVmrcnMU+68EyBkrtzP3FMr6VWxrRuqEhGR3GSx2TAB1xITWR12jqib8ZgMg3KBAbQOLo2JpKCTM0dwGJ5Q7BFvIhcmZHqObyWTgk0iIiIi4jY1Cocwu+VYdl0+zJxTK1l/YQcW2z9HKXsYHrQu1YjHKranYbEa+fYoOhEREcn7FG4SEREREUmFp8mD+afXODX3+PUwDkYfp1aRe1xclYiI5Baz1cqpazFMOXKM9WfPY76lEXbBP73oXKEcA2pUIcDTM8udnAyTQeEHvbDcsBG9IjHD8T4VTJR5zhf0/pGIiIiIuJFhGDQqXpNGxWsSk3iDSzejiTXHEeDpR5BvEQK9/HO7RBEREbkLKNwkIiIiIpKG0zHnnJ57IuYs1QuF4GHycGFFIiKSGyxWK5vOX2TUH7tJsFpTHXMtIZGZx06w9ux5/vtgM0r5+zl1VF3RDl74ljNxZV0icX/fvpdnYYOC93tSpLUXmJJCUSIiIiIiOSHQy19hJhEREckVCjeJiIiIiKQh0Wp2eq7ZasGW8TAREcnjEq1WDlyOZsS2Xbd1a0rNhRtx/GvDVqa2fZCCXl5ZPprDMAz8q3sQUMuThEtWYvebscaB4QU+wSb8q3uADR1FJyIiIiIiIiIid42s/wqhiIiIiMhdoohPoWzMLYCHoW+3RUTyOy+TiQl7D2Qq2GR34UYc044cx5qFOcnZg0texZOOqivawYvCbbzwr+6BYTIUbBIRERERERERkbuK3m0REREREUlFotVMu9JNnZob6OnP/UH1stytQ0RE8harzcahqGiOXrmW5bm/nDpD6gfYZZ5hGBieSTeTp6Ej6ERERERERERE5K6kcJOIiIiISCq8TJ70qNgWb5NXlud2KddSXZtERO4QC0+cdmretYRE1oWfx2zNbsRJRERERERERETk7qZ3XERERERE0hDo6U/38m2yNCfA04/+lR/BpHCTiEi+ZzIMwmNuOD0/PDbW6aPpREREREREREREJInecRERERERSYPJMHiz9pM8UKJepsb7mLwY1+h1ivsU0ZF0IiJ3CIvN+c5LFquCTSIiIiIiIiIiItmlcJOIiIiISDoMDCY0eYt+lR7B18MnzXFVC1bgf/ePomGxmniaPHKwQhERcaeiPmn/3Z/hXF8fhV1FRERERERERESyyTO3CxARERERycvsx8u9VrMfg6s9xuIz61l7YTtXE2LwMnlRqUBZeldsT+0i95BoNSvYJCJyBzFbrbQvX5b15y5kea6nYdC2XBm8TPq9MhERERERERERkexQuElEREREJBM8DBN+nr70rNiWPpUedjxutdmApGOHvEz69lpE5E7iaTLRskxpivv6EHkzPktzW5UtTUEvLzdVJiIiIiIiIiIicvfQrw+KiIiIiGTBrQEmk2E4ujuJiMidx4aNp6rdk6U53iYTA6tXweqmmkRERERERERERO4mehdGRERERERERCQNniYTvatUovc9IZkbbxh80LQBIQUD8TAMN1cnIiIiIiIiIiJy59O5GSIiIiIiIiIiGXijXm2CA/yZ9tfxNI+oq1KoIG/Uq03dYkXxMCnYJCIiIiIiIiIi4goKN4mIiIiIiIiIZEKPyhXpWTmEDecusOJMOFHx8XgYJsoG+tOjUgVqFi2C2WpVsElERERERERERMSFFG4SEREREREREckET5MJgBZlStI6uLTjcZvNhu2WMSIiIiIiIiIiIuIaCjeJiIiIiIiIiGTBrQEmwzBQryYRERERERERERH30K8TioiIiIiIiIiIiIiIiIiIiIhInqRwk4iIiIiIiIiIiIiIiIiIiIiI5EkKN4mIiIiIiKQi0WrGZrNxJuY8B6P/5u9rYcRbErDYLNhsttwuT0RERERERERcKDY2lh9++IFOnToRHByMr68vgYGBVKpUiWbNmvHiiy/y888/c/78+VTnG4aBYRi0atUqU/utX7/eMWfMmDG3PT9lyhTH87feTCYTBQsWpHbt2rz44ovs3r07G5/57bJ7LVITFhaGh4eH43OYNm1apuadOnXKMWfgwIGZmpP82k2ZMiXH6rv15uPjQ6lSpWjTpg2fffYZkZGRmVozuapVqzrWGzRoUKbnVaxY0TGvQIECXLp0Kd3xyb8eM3vNMmPTpk0prsmGDRsyNS95PZm53VpzevP9/PwIDg6mY8eOfPvtt8TExGRYj/16VqxYMVP1h4WFMW7cONq3b09ISAiBgYH4+flRtmxZOnTowEcffcTJkycztRY4fx1F7iQKN4mIiIiIiCRjtlq4lhBD6N9L6bLmVbqve4OnNo2g9+9DabfyRcbtn8qZ2AtYFXASERERERERuSNs376d2rVr88ILL/Drr79y9uxZ4uPjiY2N5eTJk2zbto3vv/+evn37Ur9+/dwuF5vNxvXr1zl48CDff/89jRs3ZtSoUS5Z213XIjQ0FKvV6vg4s+GhnOKO+hISErh48SLr1q1j2LBh1KhRg9WrV2d6/pYtWzh27Jjj43nz5hEXF5flOmJiYhg7dmyW57nCrdcxL7zuN2/e5OzZsyxfvpyXX36Z2rVrs3fvXpesHR8fz5tvvkmVKlUYOnQoq1at4tSpU8TGxnLz5k3OnTvHypUrGTlyJJUrV+bxxx8nLCwsw3Xz4nUUyWmeuV2AiIiIiIhIXmGxWth9+TBv7fyCWPPtPyyKNccx9/Qq5p5exYvVevFc1Z65UKWIiIiIiIiIuMrx48dp164d165dA+DRRx+lV69eVK1aFW9vbyIjI9m7dy+rVq1i3bp1uVLjRx99RNeuXR0fW61WLl26xPr16/nyyy+JiYnhww8/JCQkhKefftrpfdx5LUJDQwEIDAwkJiaGdevWER4eTnBwsNP1upIr6uvatSsfffSR4+Nr165x9OhRvvnmG3bu3ElkZCTdu3fnwIEDVKhQIcP17AGWgIAAYmNjuX79OgsXLuSJJ57I4mcH33zzDW+++SalSpXK8lxnxcfHM3fuXOCf6zp37ly+/vpr/Pz8Mr3O4MGDeemll9Idk97rdOv8yMhI/vrrL7744guOHj3K6dOn6dixI3/99RcFChTIdF23unz5Mo8++ihbtmwBoECBAvTt25eHHnqI4OBgvLy8uHDhAps3b2bBggUcO3aMOXPm0KxZM4YMGZLmuq66jiL5ncJNIiIiIiIigNlqZl/0MV7d/hmJVnOG47/7ax4Az1Tpgckw3F2eiIiIiIiISK6KSUwgIi6GOHMifp5elPALJNDLO7fLyrb33nvPEeaZNGlSquGgdu3a8dZbb3Hp0iXmzJmT0yVStmxZateufdvjDz30EK1ataJdu3bYbDbGjh2brXCTu67F9u3bOXLkCACff/45L7/8MmazmenTpzNs2DCn63UVV9VXuHDh216n+++/nwEDBjBw4ECmTZtGTEwM48eP5+uvv053rfj4eMf1ffbZZ1m3bh379u1j2rRpWQo3FS9enMjISOLi4vj000/56quvMj03uxYvXsyVK1cA+Oqrr3jmmWe4du0aixcvpk+fPplep0SJEql+/WdnfqtWrXj66afp2LEja9eu5fz58/zwww+8+eabTu1htVrp06ePI9j0yCOPMHnyZEqUKHHb2C5duvDJJ58wffp03n777QzXdtV1FMnvdCydiIiIiIgIAAbv7vpPpoJNdt/9NY8T18Ox2qwZDxYRERERERHJZ2w2GzsvnWXYH8tpt+wn+qz5mad/n0+fNT/TbtlPDPtjBTsvncWWT49ut1gsLF26FIBGjRplGAwKCgri5ZdfzonSMu2hhx6iYcOGABw5csQRTsoqd16LqVOnAlCkSBEGDhxIu3btgLxztJa76zMMI0VHp1WrVmU4Z8mSJURHRwPQr18/+vXrB8Dq1as5f/58pveuVasWjzzyCADff/89Z8+ezUrp2WK/rjVr1mTQoEHUrFkTyDuvu7e3N2PGjHF8nJnXJS1ff/2148jBtm3bsnjx4lSDTXYmk4mnnnqKXbt2Ubdu3XTXzuvXUSSnKNwkIiIiIiJ3PbPVzNrz24mMv5LlubNO/ub6gkRERERERERy2ZErl+i7ZjYvbVrM2nMnsNwSYLLYbKw99zcvbVpM3zWzOXLlUi5V6rxLly5x48YNAO65555crsZ5FStWdNy/efOmU2u461okJCQwe/ZsAB577DG8vb3p378/AIcPH2bnzp0u28sZOVVfuXLlKF68OABhYWEZjrcHV6pVq0bjxo3p168fJpMJi8XCjBkzsrT3Bx98ACR1g/r444+zWLlzIiIiWLlyJYDjetoDWitXruTixYs5UkdGGjRo4LifmdclNYmJiYwbNw4AX19fJk+ejKdn5g7QCg4Opk2bNmk+n1+uo0hOULhJRERERETuep4mT+acWunU3OVnt3DTkuDiikRERERERERyzx8RYbywYSEnrkdlavyJ61G8sGEhf0Q4Fw7ILd7e/xyrd/jw4VysJHtOnToFJAUrgoKCnFrDXddi2bJlXL58GfgnnNGtWzcCAwOB3O8+k5P1eXh4AGQYfLl06RLLly8H/gmylC1blpYtWzpVU8OGDenatSsAP/30E6dPn87SfGfMmDEDs9mMYRiOz6Ffv34YhuFUQMtd7K8JZPy6pGXFihWOjli9evUiODjYJbVB/rmOIjlB4SYRERERERHgwJXjTs27aYnnxPVwF1cjIiIiIiIikjuOXLnE0G2/EWfJ/LHtAHEWM0O3/ZavOjgVLVqUChUqALB3714+++wzrNb8dfT8unXr2L17NwBdunTBMAyn1nHXtbAfqVWxYkWaN28OgL+/P927dwfg559/JjExMdv75PX6IiMjiYiIcOyVHnugBf4JN8E/4av9+/fz559/Zmn/Dz74AMMwSEhI4MMPP8zSXGfYr2uLFi0oX748ABUqVHBc49wOtdkdOnTIcT+j1yUtv//+u+N+586ds1tSCvnlOorkBIWbXCQhIYGffvqJhx9+mNKlS+Pj40NgYCDVqlVj0KBBbNu2LVPrLF++nB49ehAcHIyPjw/BwcH06NHDkc7NjBs3bjBu3DiaNGlC0aJFCQwMpEaNGrz11lucOXPG2U9RREREROSOZbFZSbRm7Ye2yd0wO9fyXURERERERCQvsdlsjNm5JsvBJrs4i5n3d63BdssRdnnZK6+84rg/bNgwKlWqxCuvvMLMmTP5+++/c7Gyf5w9e5YDBw44bvv27WPt2rWMHj2abt26YbVaKV26NB999FG29nH1tbh8+TK//vorAE888USK4JU9qHPp0iV+++23TK135cqVFNchrZu9i05O15eeL774wvHnolevXumOtQdW7r//fipVquR4vFevXvj6+qYYk1l169Z17Dt16lS3fm3v37+fvXv3Av9cRzv7x3v37mX//v2ZWi8iIiLd19seGnPG+PHjHfczel3SYv9cIeUxd9nl6usokt8p3OQCYWFhNGrUiGeffZYVK1Zw4cIFEhISiI2N5ejRo0yePJlmzZrxxhtvpPnNnM1m44UXXqBjx44sXLiQs2fPkpCQwNmzZ1m4cCEdO3bkhRdeyPCbwb///psGDRowdOhQduzYQXR0NLGxsRw5coTPP/+cunXrOv6RFhERERGRJB6GCV8PH6fnF/Dyd2E1IiIiIiIiIrljV+S5TB9Fl5a/r0WxO/Kciypyv9dff51BgwY5Pj59+jT//e9/6devH/fccw+lSpWiT58+/PLLL7kW2hoxYgR16tRx3O69914eeughPvjgA+Lj4xk6dCjbt2+natWq2drH1ddi1qxZjq5Ht4YzHnroIUqXLg1AaGhopupbvHhxiuuQ1m3EiBGZWs/V9d3q2rVr7Ny5kyeffJJPP/0UgCpVqvCvf/0rzTkHDx5kz549qdZUsGBBunTpAsDMmTOxWCxZqmfMmDGYTCbMZjMffPBBluZmhb3bkI+PD4899liK53r37o2Pj0+KcRmZOHFiuq/3t99+m6X6Ll++zKZNm3jkkUeYNWsWAM2aNaNPnz5ZWscuMjLScb9kyZJOrZEaV19HkfxO4aZsMpvNdOrUyZGIrFu3LlOmTGHr1q2sXLmSUaNGERAQAMCECRNSpD+TGzFiBD/88AMA9evXZ9asWWzfvp1Zs2ZRv359AH744QdGjhyZZi0xMTF07tyZv/76C4DnnnuONWvWsGXLFj7++GMCAwO5evUqjz32GPv27XPZNRARERERuRM0LV7bqXmFvQtQpWB5F1cjIiIiIiIikvPmnTjgmnVOumadnGAymfjpp5/47bffaNeuHSZTyrdPL168yOzZs3n00Udp0qRJnunmZBcfH09oaCihoaHZDl+5+lrYuws1aNCAGjVqpHjOw8PDESb55ZdfuHLlSrZqd4ar65s6dSqGYThuhQoVonHjxkyfPh3DMOjcuTPr1q2jSJEi6a4B4OXlRe/evW973h54unjxIitXrszU52lXs2ZNx+c0Y8YMx3vKrmSxWJg5cyYAnTp1onDhwimeL1y4MI888gjgXEDLGe+//36K16V48eK0aNGC3377DU9PT/r378/y5cvx8vJyav3r16877ttzAdmVF6+jSG5TuCmbFi9e7Ag2NWvWjN27dzNgwADuu+8+2rVrx/vvv8/vv//u+Mvw008/dZyRanf8+HHGjh0LQKNGjdi8eTN9+vShcePG9OnTh02bNtGoUSMAPvvsszS/URg/fjxHjhwBYOzYsfzwww+0adOGZs2aMXz4cFauXImnpyc3btxgyJAh7rgcIiIiIiL5ksVqoU/Iw07NfbRcK8DIaJiIiIiIiIhInhaTmMDv50+4ZK31504Qk5jgkrVyysMPP8zKlSuJjIzkl19+YfTo0XTu3JlChQo5xuzcuZMWLVpw/vz5HK1t8uTJ2Gy2FLfr16+zfft2nn32Wc6fP8/w4cPp27fvbQGnW4+0y8zxba64FkeOHGHHjh3A7R2I7OyPx8fHM3v27Ayvw4ABA267DqndJk+enOFa7qgvPWXLluWtt96ibNmyaY6xWq3MmDEDgI4dO1KsWLHbxiR/PKtH0wGMHj0aDw8PLBYLY8aMyfL8jKxcudLxNZHRdT1//jyrV6/OcM3Ro0en+3pn5/OoWrUqQ4cOpWDBgk6vUaBAAcf92NhYp9dJzh3XUSS/U7gpmzZv3uy4/+677+Lh4XHbmIYNG9K5c2cAoqOjHQEkuwkTJjgCT19//TV+fn4pnvf39+frr78GkjpFffnll7ftkZiYyFdffQVAjRo1ePPNN28b06xZM5555hkA1q1bx65duzL7aYqIiIiI3NE8TB40CapNSGDaP2BKjZfJkz4hHfA03f7/ABEREREREZH8JCIuBouLjl2z2GxciotxyVo5rUiRInTu3JkxY8bwyy+/cPHiRSZNmuTotnP+/Pl0T1rJrOQhJMPI+i9NBQYG0rhxY/73v/8xfPhwAGbPnn1bsOe9995L8ziv9957L909snMt7B2IPDw86Nu3b6pjGjRoQM2aNQHngjrZ4Y76unbtyv79+9m/fz979+5l+fLlDB06lMDAQMLDw3n44YfZuHFjmvNXrVrFuXNJRzqmFWhJ3tFp8eLFXLt2LcO6kqtatSpPPvkkAHPmzOHgwYNZmp8R+3UqXLgwnTp1SnVM8k5EOfG6Dx482PG67Nmzh2XLlvHCCy/g5eXFoUOHaNWqVba6WBUvXtxx/+LFi64oOU9eR5HcpnBTNiUk/JM6r1SpUprjKleu7LgfHx/vuG+z2Vi8eDEA1atX57777kt1/n333Ue1atUAWLRo0W2p6/Xr1zvaIQ4YMOC2NpF2AwcOdNxfsGBBmvWKiIiIiNxtzFYzXzZ5m8LeBTIeDJgweL/eYIr5FHZvYSIiIiIiIiI5IM6c6NL1brh4vdzi4+PD008/zaxZsxyPLViwAKvVmmKcvXnBjRs3MrVu8g4v2T3K6s0333S8N/jTTz9la630ZPZaJO9AZLFYKF26dIpjwZLfDh06BMCWLVs4fvy422rPifoKFy5M7dq1qV27NnXr1qVDhw589tlnrF+/Hn9/f27evEm/fv3SDCQlD6j07t07zZomTpwIQFxcHHPnzs3y5z9q1Ci8vLywWq2MHj06y/PTcu3aNcf73leuXMHHxyfV+n19fR3vay9atCjFsW7uUKJECcfrUq9ePR555BG+++47Fi5ciMlkIioqiieeeMLpo93uvfdex/3du3dnu968eh1FcpvCTdlUtWpVx/0TJ9Ju1Wk/Ss4wDKpUqeJ4/OTJk46Wjy1btkx3L/vz4eHhnDp1KsVzyVO+6a3TqFEjxzdImzZtSnc/EREREZG7iafJk1J+xZjS/EMqBJROd2ygpx9jG71OuzL3qWuTiIiIiIiI3BH8PL1cup6/i9fLbR06dKBcuXJA0kktly9fTvF80aJFAbhw4UKm1ks+zj7XWUWLFiUoKAiA/fv3p3huypQpaR7nNWXKFKf2y+harF27lrCwsCyvGxoa6lQ9WZXT9TVs2NBxdFpYWBjjxo27bcz169dZtGhRltd2pmNPSEiIoyHGggUL+PPPP7O8RmrmzJlDXFxclubcuHGDefPmuWT/rOrUqRMvvvgikBRKcvbPQ/L35pctW5btuvLbdRTJKZ65XUB+17dvX0aOHMm1a9f47LPPeOSRR247ms7e3g6gT58+Kc7sPHz4sON+9erV090r+fOHDx8mJCQky+t4enpSuXJl9u3bl2KOiIiIiIgkBZxK+xVjfuvP2Ryxl9mnlrMtYh9Wkjqn3lOgPL0rtqNzuQfxMDwwGfp9EREREREREbkzlPALxMMwXHI0nYdhIsgv0AVV5S1lypRxhGJuPUWlbt26nD17lrCwMC5duuQIG6UleYeXunXrZrs2s9kMQGJiznTMSu9a2AM3Pj4+TJo0Kc0TZ+zGjx/Prl27CA0NZcyYMU4d05cVuVHfq6++yn/+8x/Cw8OZMGECr732WorjzObOnevo+vXBBx+kaJaRml9//ZXQ0FA2btzIqVOnqFixYpbqGTFiBFOnTiUhIYHRo0fz+uuvZ/lzupX9upYuXZovvvgiw/HvvPMOZ86cYdq0aTz99NPZ3t8Zo0ePZurUqcTGxvL+++/z5JNP4u3tnaU12rdvT5kyZTh37hxz587l008/pWzZsk7XlB+vo0hOULgpm4KCgpgyZQr9+vVj8+bNNG7cmCFDhlC1alViYmLYvHkzn3/+OQkJCdSrV++2v4CSp4KDg4PT3cuegL51XvKPAwICHGdrprfOvn37uHTpEvHx8fj4+GTmUyU8PDzd58+fP5+pdURERERE8jJPU9J/k+4LqkPzkvWw2mzEW+LxNnnhYfIg0WrGy6T/SomIiIiIiMidJdDLm5alK7H23N/ZXqtVmRACvbIWEMjrbty44TiirGDBgrd1W3rooYf47bffAJg5cyavvfZammvFxcWxYMECAIoVK5biWCtnnDx50tE9Kfn7ie6S3rWIjY11fG7t2rXjiSeeyHC9yMhIdu3axcmTJ9m0aRMtWrRwT+G5WJ+Pjw9Dhw7l1VdfJTY2lgkTJvDxxx87nrcHWooUKcKwYcPw8kq/81nt2rUJDQ3FZrMRGhrKyJEjs1RP+fLlee655/jmm29YsmQJzZs3z/LnlJz92gD07NmTPn36ZDhn586dfP755/z++++cOXOG8uXLZ6sGZ5QoUYIXXniBL774grCwMKZOncpzzz2XpTW8vb156623eOONN7h58ybPPPMMy5Ytu60hSmrCw8M5evQobdq0AfLvdRTJCfo1Yxfo3r07O3fu5JlnnuHPP/9kwIABNGvWjHbt2jFmzBj8/f354osv2LRpE6VKlUoxN/nZl4GB6SfYk5+3GxMTk+o6Ga2R0TrpKVeuXLq3Jk2aZHotEREREZG8zn7cnMkw8PP0xeP/P1awSURERERERO5UvSrVds06Ia5Zx91iYmJo2rQpS5cuxWq1pjnOarXyyiuvON6Pe/TRR2/r3vP000873oN7//33OXjwYKpr2Ww2Xn31VS5evAjAiy++mGGQJT1Wq5Vhw4Y5Pn7kkUecWsdV12L+/PnExsYC0KtXr0zt3aNHD8cazhyzlhW5Wd9zzz3neK/4m2++4erVqwCcPn2aDRs2ANC1a9dMfT3Url2batWqAc4flzd8+HB8fX0BGDt2rFNr2NmDVpD562ofZw9o5Za3337bcR3+/e9/Y7FYsrzGa6+9RuvWrQFYsWIF3bt359KlS2mOt9lszJgxg4YNG7Jv3z7H4/n5Ooq4m8JNLpCYmMjMmTP55ZdfHH/ZJHfx4kVmzZrF+vXrb3vu5s2bjvsZtbhL3mHp1nM27etkpk1eeuuIiIiIiIiIiIiIiIjI3alh8TJUKlA044HpqFywKA2Kl3FRRe63fft2unTpQvny5fnXv/7FjBkz2LRpE3v37uX333/nyy+/pF69ekyaNAmAQoUK8eGHH962TtGiRfnPf/4DQHR0NE2bNuX111/nt99+Y8+ePWzdupUffviBpk2b8uOPPwJQq1Ythg8fnmGNZ8+e5cCBAyluf/zxB5MnT6Z58+bMmTMHSOoClTzolBvXYurUqQB4eXnx6KOPZmrfMmXK0KxZMyDpeLbk75+6Wm7W5+vry5tvvgnA1atXHV8v06ZNc7zH3LNnz0yvZx977Ngxtm7dmuV6ypQpw4svvggkdafKDnuopkSJEpnubNW0aVPHyUa5GcopVaoUzzzzDAAnTpxg5syZWV7DZDIxZ84cmjZtCsAvv/xC5cqVGTx4MHPnzmXr1q3s3LmTpUuXMmLECGrWrEn//v2JiIhIsU5+vo4i7qZwUzbFxsbStm1bPv74Yy5fvszQoUM5fPgw8fHxXL16lZUrV9K8eXN27NhBly5d+Oqrr1LMt6dAARISEtLdKz4+3nHfz88v1XUyWiOjddITFhaW7m379u2ZXktERERERERERERERETyFsMwGNPoIfw8nOta7OfhyeiGD93W1Siv8vT0dHTSOXv2LN988w39+/enRYsW1KtXj1atWvH666+zf/9+AKpUqcKaNWuoWLFiqusNGjSI77//Hl9fX2JjY/nyyy955JFHaNCgAffffz8vvPACO3bsAKB58+asWbMGf3//DOscMWIEderUSXG77777GDRokCPUEhISwsqVK287RSYnr0V4eLij2UObNm0oUqRIpve3d5+5evUqixcvdupzyEheqG/w4MEUL14cgK+++oqYmBhHIKVgwYK0a9cuyzWB8x2lhg0blqmvwfRs3ryZ48ePA0knHplMmYsgGIZBjx49APjrr7/4448/slVHdrzzzjuOJiKffPJJut3L0lK8eHHWr1/Pa6+9hre3N9evX+e7776jd+/e3H///TRu3JguXbrw8ccfc+TIEQzDoH///vTu3Ru4M66jiDsp3JRNo0ePdrQJ/Omnn/jss8+oXr063t7ejn+A1q1bR+vWrbHZbLzxxhspWssVKFDAcT+jI+LsLRLh9uPn7Otk5pi59NZJT3BwcLq30qVLZ3otERERERERERERERERyXuqFw5i7H0dsxxw8vPwZOx9HaleOMhNlbmer68vZ8+eZfPmzbz//vt07NiRSpUqERAQgIeHBwULFqR69eo8/vjjzJw5kwMHDtCwYcN013z++ec5efIkY8aMoXnz5gQFBeHl5UVgYCCVK1emX79+LFmyhA0bNlCyZMls1R4cHEynTp34/vvvOXDgAA0aNMjWetm9FqGhoY5QSFY6EN063l1H0+WF+gICAnj99dcBuHz5MhMmTODYsWMAdO7cOcUJPBmpX78+lSpVAmD27NmZaoJxq5IlS/Kvf/0ry/OSS3498uLrnhnlypVjwIABABw5coT58+c7tY6vry9ffvklx44d49///jdt27alfPny+Pn54evrS5kyZWjfvj0ff/wxJ0+eJDQ0lDJlkjrd3QnXUcSdDFtq56hJpthsNooXL05UVBRVq1blr7/+SnPs5s2bad68OQBDhgxhwoQJACxdupQuXboAMGHCBIYMGZLmGhMmTOCNN94AYNmyZSnOzO3Vq5fjL9no6GgKFy6c5jr33nsv+/btIygo6LZWd9kRHh5OuXLlgKQuT/b2dyIiIiIiIiIiIiIicvfR+wbOO3bsGGazGU9PT6pUqZIrNRy5cokxO9dw4npUhmMrFyzK6IYP5atgk4iIiLiHO76PUeembLh48SJRUUnf0NWvXz/dscmTy0eOHHHcr1mzZqqPpyb58zVq1EjxXGbXMZvN/P3336muISIiIiIiIiIiIiIiIgJJHZxmPfQ4E5t3pU2ZynjcctSch2HiobKVmdi8KzPbPK5gk4iIiLiNcwfmCpB09qyd2WxOd2xiYmKq80JCQihTpgznzp3j999/T3cN+/F3ZcuWve0sX3tXKIDff/+d++67L9U1du7c6TiW7oEHHkh3PxEREREREREREREREbl7GYZBw6CyNAwqS0xiApfiYrhhTsTf04sgv0ACvbxzu0QRERG5C6hzUzYULVqUggULArB169Z0A07Jg0shISGO+4Zh0LVrVyCp49K2bdtSnb9t2zZHR6auXbti3JKOb9WqFYUKFQJg6tSppHXa4JQpUxz3u3fvnma9IiIiIiIiIiIiIiIiInaBXt6EFCxKraIlCSlYVMEmERERyTEKN2WDyWSiU6dOAJw7d46PP/441XHR0dG88847jo87d+6c4vkhQ4Y4ujm98sorxMXFpXg+Li6OV155BUjq+jRkyJDb9vD29ubVV18F4PDhw4wfP/62MVu3buWnn34CoGXLljRu3Dgzn6aIiIiIiIiIiIiIiIiIiIiISK5QuCmbRo0ahb+/PwBjxozh0UcfZf78+ezZs4etW7cyYcIE6tWrx6FDhwB46KGHaN++fYo1qlatyltvvQUkHRv3wAMPMHv2bHbu3Mns2bN54IEH2LlzJwBvv/02VapUSbWWt99+m6pVqwIwdOhQXnjhBdatW8e2bdv49NNPad++PWazGT8/P7788kt3XA4REREREREREREREREREREREZcxbGmdXyaZtnr1avr27UtkZGS649q0acO8efMoUqTIbc9ZrVaee+45Jk2alOb8Z555hh9++AGTKe1M2vHjx3nkkUc4duxYqs8XLFiQGTNm3NY9yhXCw8MpV64cAGFhYQQHB7t8DxERERERERERERERyR/0voHzjh07htlsxtPTM81fehcRERHJi9zxfYw6N7lA27ZtOXLkCJ999hmtWrUiKCgILy8v/Pz8CAkJoXfv3ixatIjVq1enGmyCpCPufvrpJ5YtW0bXrl0pU6YM3t7elClThq5du/Lrr7/y448/phtsArjnnnvYs2cPn332GY0aNaJw4cL4+/tTrVo1Xn/9dfbt2+eWYJOIiIiIiIiIiIiIiIiIiIiIiKupc5O4jH4DQ0RERERERERERERE7PS+gfPUuUlERETyK3VuEhERERERERERERERERERERGRu4bCTSIiIiIiIiIiIiIiIiIiIiIikicp3CQiIiIiIiIiIiIiIiIiIiIiInmSwk0iIiIiIiIiIiIiIiIiIiIiIpInKdwkIiIiIiIiIiIiIiIiIiIiIiJ5ksJNIiIiIiIiIiIiIiIiIiIiIiKSJyncJCIiIiIiIiIiIiIiIiIiIiIieZLCTSIiIiIiIiIiIiIiIiIiIiIikicp3CQiIiIiIiIiIiIiIiIiIiIiInmSwk0iIiIiIiIiIiIiIiIiIiIiIpInKdwkIiIiIiIiIiIiIiIiIiIiIiJ5ksJNIiIiIiIiIiIiIiIiInJXWr9+PYZhYBgGY8aMccmaYWFheHh4ONadNm3abWNOnTrleD47N7spU6Y4HpsyZUqG+913330Zfh5jxoxxjD916lR2LkkKH330kWPdAgUKcOPGjUzNS16PYRg89NBDmZq3efPmNK9beutn5rZo0aLb1qlYsWKqYz09PSlWrBhNmjThzTff5MiRI5mq35UiIyMZPnw4derUISAggIIFC1KrVi26d+/Od999R3R0tNv2TkxM5Oeff2bAgAHUqFGDYsWK4eXlRfHixWnYsCGDBw9m9erVWK3WTK9ZtWpVx/UdNGhQpue58jVK/nWzfv36255P/ndMarfAwECqVq3KgAEDUp0vIkkUbhIRERERERERERERERERcZHQ0NAUAY3Uwk257Y8//mDZsmW5sndoaKjjfkxMDAsWLHBqnfXr1xMeHp6l/XKTxWIhKiqKHTt28MUXX1CnTh3Gjx+fY/sfOnSIunXr8umnn3LgwAFu3LjB9evXOXToEIsWLWLw4MG8//77btl78eLFVK9enb59+zJt2jSOHDlCVFQUZrOZy5cvs3v3br777jvatWtHjRo1MvW1uWXLFo4dO+b4eN68ecTFxWWrztx4jWJjYzl27BjTpk2jdevWPPPMM1gsFrfuKZIfeeZ2ASIiIiIiIiIiIiIiIiIidwp7mCYwMJCYmBjWrVtHeHg4wcHBjjFly5Zl//79aa7RoUMHzp07R5kyZVixYoVb6hw1ahSdOnVyy9pp2bZtG0ePHgX+uT7Tpk2jf//+WVrH19eXmzdvMmPGDN555500xyUkJDBnzpwUczJj0qRJNG7cOMNxFSpUSPO5W1+7+Ph4/v77bxYsWMDs2bMxm828/fbbhISE0LNnz0zV5Syz2UzPnj05f/48AI899hgDBgygVKlSnDlzhhUrVvDzzz+7Ze9PP/2U9957D5vNBkDbtm3p2rUrNWvWpHDhwkRFRfHXX3/xyy+/sGrVKo4ePcp7772X4demPTQYEBBAbGws169fZ+HChTzxxBOZri2nX6PBgwfz0ksvOT622WxERUWxdetWJkyYQEREBJMmTSI4ONhtQTOR/ErhJhERERERERERERERERFJV2xiIhFxN7lhNuPv6UkJP18CvLxyu6w8Z/v27Y6jrD7//HNefvllzGYz06dPZ9iwYY5xXl5e1K5dO811vP7/2mY0zhnFixcnMjKS3bt3s3DhQrp37+7S9dNjD6QUL16ct99+m3feeYc1a9Zw9uxZypYtm+l1Hn30UebMmUNoaGi64aalS5cSHR2Nj48PHTp0YPHixZlaPyQkJNvXPbXXrmHDhvTu3Zt27drx7LPPAknHmrk73LRmzRrH1+WLL77IxIkTU9TUvXt3xo0bx+HDh126b2hoKMOHDwcgKCiI2bNn07p169vGtW3blpdffpn9+/czZMgQLl++nO668fHxjtDas88+y7p169i3bx/Tpk3LUrgpp1+jEiVKpPp11bJlSx599FEaNWpEXFwcX375JSNGjHD8PSAiOpZORERERERERERERERERFJhs9nYFRHJu1t30n7JCvquXM8zazfRd+V62i9ZwfCtO9kVEenoyCIwdepUAIoUKcLAgQNp164dkLeOphs4cCAlSpQAYPTo0Tn2+iUkJDB79mwAevfuzVNPPYWHhwdWq5UZM2Zkaa2nnnoKgIMHD7Jnz540x9m7aHXp0oXChQs7V7gbPPPMM1SuXBmAAwcOcOHCBbfut2/fvhR7p6ZAgQI0adLEZXueO3eOwYMHA+Dv78/69etTDTYlV6dOHVatWsVbb72V7rglS5YQHR0NQL9+/ejXrx8Aq1evdnSnyq6cfo1q1qzp6FZ17do1lwfNRPI7hZtEREREREREREREREREJIUj0Vfot+p3Xt6wlXVnz2O5JQBjsdlYe/Y8L2/YSr9Vv3Mk+kruFJqHJA/vPPbYY3h7ezuOWzt8+DA7d+7MzfIcAgICGDp0KAD79+9n7ty5ObLvL7/8QlRUFAD9+/enVKlStGnTBsh6+KtWrVrUr18f+CfAdKuoqCh+/fVXAJ588klny3Ybe/0AYWFhbt3Lw8PDcT8uLs6te9lNmDCB2NhYAN5//31q1qyZqXkmkynDYwrtXy/VqlWjcePG9OvXD5PJhMViyXJQLj05+RoBVKxY0XE/s0coitwtFG4SEREREREREREREREREYc/Ll5i8PotnLh2PVPjT1y7zuD1W/jj4iU3V5a3LVu2zHGclj2c0a1bNwIDA4G81b3ppZdeonTp0kDSkVtWq9Xte9o//8qVK9OsWTPgn+t08OBBdu/enaX17IGlWbNmYbFYbnv+559/JiEhgWLFitGxY8fslO4WyQNHnp6ebt2rVatWjvvjxo1z616Q1PXN3sUsICCA559/3mVrX7p0ieXLlwM4OjaVLVuWli1bAq79c5aTrxHAqVOnHPfLly/v9v1E8hOFm0REREREREREREREREQESOrYNGzLDuJSCYukJ85iYdiWHXd1Byd7mKNixYo0b94cSDqOq3v37kBS2CYxMTHX6kvOz8+Pd999F0jqKjVz5ky37hcZGclvv/0G/BNIAejRowf+/v5A1kMpTzzxBB4eHly4cIFVq1bd9ry9o1OfPn3w8vJytnS3OXTokON+8o497tCgQQM6dOgAJHXQ+uSTT9y636FDh7h0KSns2KJFCwoWLOiytWfMmIHZbAZSfi3Zg3L79+/nzz//dMleOfkaHTlyhGXLlgHQuHFjSpUq5db9RPIbhZtEREREREREREREREREBJvNxgc7/sxysMkuzmLhwx1/YrvlCLu7weXLlx1HoD3xxBMYhuF4zh66uHTpkiPgkxc8//zzBAcHA/DBBx+k2v3IVWbOnOkIdiU/ciwwMJCuXbsCSR2Y7KGVzChZsiTt27cHbj+a7vjx42zbtg1w7ki6kydPcuDAgXRvR48ezfK6ditXrmT//v0AtGnThiJFiji9VmYlv+7vvfce33//vdv22rt3r+N+gwYNXLq2PQR3//33U6lSJcfjvXr1wtfXN8WY7HDHaxQREZHia2j//v1s3LiRsWPH0rp1a+Li4ihYsCBffvlltvcSudMo3CQiIiIiIiIiIiIiIiIi7L50OdNH0aXl72vX2X3psosqyj9mzZqVangH4KGHHnIcAXdrCCc3+fj48N577wFw7Ngxtx6bZ1+7SZMmVKlSJcVz9usVERHhOG4ss+zBpUWLFhETE+N43H6dq1SpQtOmTbNc76BBg6hTp066N3uwKrPi4+M5fPgwH374Id26dQOSOnu5u4sSJF3/QYMGYTKZqF69OgCDBw9mypQpbtkvMjLScb9kyZIuW/fgwYPs2bMHuP3PWcGCBenSpQuQFKZzJqzn7tdo4sSJKb6G6taty4MPPsg777xDREQEL7zwAn/88Qf333+/S/YTuZMo3CQiIiIiIiIiIiIiIiIizP/7lEvWWXDCNevkJ/bwToMGDahRo0aK5zw8POjTpw+QdCTYlStXcrq8ND3zzDOO47Y+/PBDtxybd+jQIXbt2gXcHkgBaN++PSVKlACyHv7q1q0bBQoU4MaNGyxYsMDx+PTp0wHnuja5yunTpzEMw3Hz9fWlZs2ajBo1iri4OO69916WL1/uVPgqK1avXs2gQYNITEzkm2++Ydu2bdSvXx+bzcYzzzzDrFmzUp23efNmR+1Z7Th2/fo/IcmAgIBs1Z+c/ehHLy8vevfufdvz9q+vixcvsnLlygzXyyuvEYDVamXOnDn8+OOPJCQkuH0/kfxG4SYRERERERERERERERGRu1xsYiK/n7vgkrXWn71ArBtCMnnVkSNH2LFjB5B6eCf54/Hx8cyePTvHasuIl5cXI0eOBJKOYps0aZLL97AHUjw9PR0hr+Q8PT15/PHHAViyZAlXr17N9Np+fn706tUL+CcYtWnTJk6cOIFhGGm+HhlZt24dNpst3dupU6ecWhvA29ubF154gRYtWji9RmbcvHmT/v37Y7FY6N69Oy+++CKFChVixYoV1KhRA6vVylNPPcX8+fNvm3vu3DnH/Tp16mRp3wIFCjjux8bGOv8JJGO1WpkxYwYAHTt2pFixYreNSf54djuRueM1Gj169G1fRzdu3GDfvn28/fbbXL9+nc8//5z27dsTFxfnsn1F7gQKN4mIiIiIiIiIiIiIiIjc5SLibmKx2VyylsVmIyLupkvWyg/s4R0PDw/69u2b6pgGDRpQs2ZNIPuhC1d76qmnuOeeewD4+OOPiY+Pd9nayQMp7du3JygoKNVx9hDSzZs3mTNnTpb2sHdnWrt2LWfPnnWEnB544AFCQkKcLT3bypQpw/79+x239evXM2HCBCpUqEBCQgIvvfQS48aNc2sNM2fO5OLFiwCOIwgBgoKCWLVqFSEhIZjNZvr27cuSJUtSzN20aROQFGwKDg7O0r7Fixd33Lfvn12rVq1yBK7SCq0l7+i0ePFirl27lu6aeeE18vPzo06dOowdO5Zvv/0WgN9//51PP/3UrfuK5DcKN4mIiIiIiIiIiIiIiIjc5W6YzXl6vbwqeXjHYrFQunTpFMdcJb8dOnQIgC1btnD8+PHcLDsFT09PRo0aBUBYWBj/+9//XLb2mjVrOHv2LAC//vprmtcm+bFfWQ1/tWrVivLly2O1Wpk8eTJz584FcvdIOkgK2tSuXdtxa9myJUOGDGHPnj1Ur14dgOHDhzu6frmDPaAUEBBAw4YNUzxXtmxZVq9eTZkyZUhMTKR3796sWLECgMTEREfIzJnreO+99zru796929nyU0j+ddG7d+80v5YmTpwIQFxcnONrIS154TVK7plnnqFo0aIA/PTTTzmyp0h+oXCTiIiIiIiIiIiIiIiIyF3O39MzT6+XV61du5awsLAsz7N3F8or+vXr5whzfPLJJ9y86ZrOW/auVlmxefNmTpw4kenxhmHQr18/IKnzVHR0ND4+Po4OPnlNkSJFmDp1KoZhYDabeeONN9y2lz1YFhgYmOrzlSpVYtWqVRQrVoz4+Hi6devG2rVr+eGHH7hw4QLFihXjxRdfzPK+NWvWdHRv2rhxY4YdlDJy/fp1Fi1alOV5znZJy8nXKDmTyUSVKlWApGMBo6KicmRfkfzg7viuQkRERERERERERERERETSVMLPFw/DcMnRdB6GQQk/XxdUlffZwxM+Pj5MmjQJkyn93hLjx49n165dhIaGMmbMGAzDyIkyM2QymRgzZgx9+vTh/Pnzju432RETE8PChQsBeOihh3j22WfTHR8bG8uzzz6LzWYjNDSU0aNHZ3qvJ598kk8//dQRyurcuTOFCxd2unZ3a9KkCT179mTevHls2rSJ5cuX8/DDD7t8n2LFigFw6dIlIiMjUxwXZ1ezZk1WrFhBmzZtuHbtGl26dMHLywuADz74gAIFCmR5X8MwGDhwIOPHjyc2NpYff/wxWwGhuXPncuPGDUdN9gBQWn799VdCQ0PZuHEjp06domLFilneM6deo1uZk3W9S0xMdPt+IvmFwk0iIiIiIiIiIiIiIiIid7kALy9alinF2rPns71Wq7KlCPj/cMSdLDY2lgULFgDQrl07nnjiiQznREZGsmvXLk6ePMmmTZto0aKFu8vMtN69e/Pxxx+zf/9+/v3vf/PUU09la7158+Y5AimDBw+mZ8+eGc6ZOHGiI/yVlXBTjRo1uO+++9izZw9AtmvPCSNHjmT+/PnYbDY++ugjtwRnWrRowaxZs7Barfz3v/9lzJgxqY5r2LAhS5cu5eGHH3a8Zs2aNWPw4MFO7z1kyBC+/fZbbty4wahRo3jkkUcc3cHSY7VamTlzJv3793c8Zg8RFilShGHDhjnCV2mpXbs2oaGhjqDcyJEjnfoccuI1Su7GjRuO4yt9fX1TDaOJ3K10LJ2IiIiIiIiIiIiIiIiI0LNyRZes06OSa9bJ6+bPn09sbCwAvXr1ytScHj16OLo1OXtklrsYhuEIv0RERDBlypRsrWf//Pz9/enYsWOm5tiv499//83mzZuztN/WrVu5efMmN2/e5NFHH81asbmgbt26jjo3b97MunXrUjy/fv16DMNwdEFyRt++fR0BmY8//piff/45zbH+/v4pwjT79u1jx44dTu0LULZsWf773/8CSUHAli1b8vvvv6c759ChQ3To0IHx48c7Hjt9+jQbNmwAoGvXrhkGmyAp3FStWjUge0dAZvQaudro0aOJi4sDoEOHDnh4eLh1P5H8RJ2bRERERERERERERERERIQGQcWoVLAAJ65dd3qNygUL0CComAuryjl//vlnpgI9zZs355577mHq1KkAeHl5ZTpMU6ZMGZo1a8aWLVuYO3cuX3/9Nb6+eecIv+7du1O/fn327NlDZGSk0+ucOXOG9evXA9CxY0f8/f0zNa9nz568++67QFI46oEHHnC6huw4efJkprrmFC9enFKlSjm9z4gRI1i8eDEAH330Ea1bt3Z6rdQULlyYSZMm0b17d8xmM3379mXGjBk88cQTVK1aFbPZzNGjR1m0aBGLFi3CarVStmxZoqKiiI2NpVOnTmzevJmqVas6tf/TTz9NeHg4o0aNIiIiglatWtG+fXu6du1KjRo1KFy4MFFRURw9epRly5axfPlyLBYL9957r2ONadOmYfv/4zIz0/3LrmfPnnzyySccO3aMrVu30qxZM6c+B1e+RhERERw4cCDFYzdv3uTYsWNMmzaN5cuXA0ldmz788EOn9xG5EyncJCIiIiIiIiIiIiIiIiIYhsGoxvUYvH4LcRZLluf7eXgwsnE9R2ei/Gbx4sWOEEN6Jk+ejK+vryO806ZNG4oUKZLpfXr16sWWLVu4evUqixcv5vHHH3e2ZJczDIMPPviALl26ZGsd+5FgkPmuVgBVqlShbt267Nu3jzlz5vCf//wHHx+fbNXijEGDBmVq3GuvvcaXX37p9D6NGjXi4YcfZvny5axduzZbIZy0dOnShSVLljBw4EAuXbrE0qVLWbp06W3jDMOgT58+fPPNN6xatYo+ffoQGRlJhw4d2LJlC6VLl3Zq/5EjR1KrVi3efPNNTp06xcqVK1m5cmWa42vVqsXYsWMdH9s7LxUsWJB27dplet9evXrxySefAEkBKWevqytfo4kTJzJx4sR0xwQFBTF9+nTq1Knj1B4idyodSyciIiIiIiIiIiIiIiIiAFQvUph/398Yvyweh+Tn4cG/729M9SKF3VNYHhMaGorVagWy1k3m1vF57Wg6gM6dO9OkSZNsrWEPpPj4+NCpU6cszbVfnytXrrBkyZJs1ZEfjBw50nH/o48+cssejzzyCMePH+eLL76gTZs2BAUF4eXlRZEiRahXrx5vvPEGe/fuZdasWRQtWpTHH3/cUdepU6fo2LEjV69edXr/Hj168NdffzFjxgz69+9PtWrVKFKkCJ6enhQtWpQGDRrw0ksvsWbNGvbv30/79u2BpKMGjx07BiR9XWYl6Fa/fn0qVaoEwOzZs0lISHC6fne+Rt7e3pQqVYqHHnqIzz//nL/++svx+YvIPwybPTIrkk3h4eGUK1cOgLCwMIKDg3O5IhERERERERERERERyS1638B5x44dw2w24+npSZUqVXKlhiPRV/hgx5+ZOqKucsECjGxc764JNomIiEja3PF9jI6lExEREREREREREREREZEUqhcpzIx2Ldl96TLz/z7F7+cuYEnWM8HDMGhVthQ9KlWkQVCxfHsUnYiIiOR9CjeJiIiIiIiIiIiIiIiIyG0Mw6BhieI0LFGc2MREIuJucsNsxt/TkxJ+vgR4eeV2iSIiInIXULhJRERERERERERERERERNIV4OVFiMJMIiIikgtMuV2AiIiIiIiIiIiIiIiIiIiIiIhIahRuEhERERERERERERERERERERGRPEnhJhERERERERERERERERERERERyZMUbhIRERERERERERERERERERERkTxJ4SYREREREREREREREREREREREcmTFG4SEREREREREREREREREREREZE8SeEmERERERERERERERERERERERHJkxRuEhERERERERERERERERERERGRPEnhJhERERERERERERERERERERERyZMUbhIRERERERERERERERERERERkTxJ4SYREREREREREREREREREREREcmTFG4SEREREREREREREREREREREZE8SeEmERERERGRu4DZasFmsxGTeIMr8ddIsCY6HhcRERERERERERERyas8c7sAERERERERcR+rzcqVhOvMObmShWfWERkfDYAJg2Yl7uXxkA7cH3QvFpsVT5NHLlcrIiIiIiIiIiIiIpKSwk0iIiIiIiJ3sGl/L2XikTmYbSk7NFmxsTniTzZH/Mk9Bcrz3/veoYh3QTxN+m+iiIiIiIiIiIiIiOQdOpZORERERETkDmSz2fj+r3l8fXjWbcGmWx2/foYBG0dyLTFWx9SJiIiIiIiIiIiISJ6icJOIiIiIiMgdxmK1sDf6KD8cnZ/pORdvRjF899c6mk5ERERERERERERE8hSFm0RERERERO4wJsPEjBO/ZnnejsiDnI45j9Vmc0NVIiIiIiIiInlfYmIiP//8MwMGDKBGjRoUK1YMLy8vihcvTsOGDRk8eDCrV6/GarVmee1HHnkEwzDw8PDgypUr6Y7t3r07hmFgGAZPPfVUumMvXrzoGNutW7cs15VZv/32G88//zw1a9akaNGi+Pr6Uq5cOVq3bs3YsWM5d+5chmucOnXKUWtmbmPGjMlynevXr89wfvI9KlSoQEJCQrprTpkyxTF+/fr16e6Z/Obp6UnRokUJCQnhwQcf5PXXX2f+/PkZ7ucOiYmJzJo1ix49elCxYkX8/f3x9/enQoUKNGnShIEDBzJlyhROnjzpmJP883b21qpVq1Tradu2rWNMmzZtUh3TqlWrbO8/ZcoUx3pZnVuvXr00r2dUVBSff/45bdu2pVSpUvj4+FCoUCGqVKlC8+bNGTJkCIsWLeLy5cvOvFwicgvP3C5AREREREREXCs64RobLuxyau6sk7/xdu2BgOHSmkRERERERETyusWLF/PGG29w4sSJ2567fPkyly9fZvfu3Xz33XdUrVqVL774gk6dOmV6/QcffJDffvsNq9XKpk2b6Ny5c5pjN23a5Li/YcOGdNfduHFjij1c7eDBgzz33HNs3br1tufCw8MJDw9n/fr1fPDBB7z77rsMHz4cw8g/P1c4c+YM//vf/3j55ZddvrbFYiE6Opro6GhOnTrFxo0b+fLLLwkKCuLVV19l2LBheHq6/y37Y8eO0atXL/bt23fbc2fOnOHMmTPs2LGDqVOnAhAXF4evr6/b6gkPD2fdunWOj9evX8+ZM2coX7682/Z0pWXLljFw4EAiIyNTPJ6QkMC1a9c4fvw4mzdv5quvvqJp06Zs27YtlyoVuXMo3CQiIiIiInIHsdpsbI88iNlmcWr+jsiDeBhq8isiIiIiIiJ3l08//ZT33nsP2/93M27bti1du3alZs2aFC5cmKioKP766y9++eUXVq1axdGjR3nvvfeyHG6y27hxY5rhpsOHDxMZGekICJ0+fZqwsDDKlSuX6nh3hps2btzIo48+6ug01bBhQwYMGEDdunUJDAzk7NmzLF++nKlTpxIbG8uIESM4cOAA06ZNw8vLK921u3btykcffZTumBIlSrjqU0nXJ598wjPPPOOSQM/gwYN56aWXHB/HxMQQHR3Nvn37WLNmDatXr+bSpUuMHDmSX375haVLlxIUFJTtfdMSFRVFmzZtCA8PB6Bly5b079+fmjVr4u/vT3R0NAcOHGDdunUsX76cuLg4x9xu3brRqFGjVNc9d+4cHTp0ANJ/LQMCAm57bPr06VitVry9vbHZbCQmJjJ9+nSGDx+eYtzkyZOJjY1Ndd1vv/2WiRMnAjBp0iQaN26c6rjg4ODbHmvUqBGTJ09OdXxyfn5+tz22efNmunfvTmJiIh4eHvTt25cuXboQEhKCh4cHFy9eZPfu3SxfvpwtW7ZkuIeIZI7CTSIiIiIiIncQq83CDXNcxgPTEJuNuSJ3AovVghUbBgaeJo/cLkdEREREJM+ITbQQccNMnNmKn6eJEv6eBHjdGd8zh4aGOkIVQUFBzJ49m9atW982rm3btrz88svs37+fIUOGZPm4qcaNG+Pv78+NGzfS7cZkDyvVqlULm83GwYMH2bBhA/369Ut1vH2tAgUKUL9+/SzVlJ7w8HC6devGlStXMAyD8ePH8/rrr6foytSwYUMeffRRhg4dSrdu3di7dy8///wz5cuX57PPPkt3/cKFC1O7dm2X1euM4sWLExkZyblz55g4cSKvv/56ttcsUaJEqp9Xx44deeeddzh48CBPPvkke/bsYfv27fTo0YM1a9bg7e2d7b1T89lnnzmCTaNHj071qL7WrVvzyiuvcP36dSZPnoyHR9Kf7cKFC1O4cOFU1w0MDHTcz+prGRoaCiRdE5vNxpIlS1L8ObQLCQlJc43kwbeQkJAs7R8QEOD0194bb7zhCDYtX76ctm3b3jamY8eOvPfee5w+fZo1a9Y4tY+IpKRfxxUREREREbmDmAwTfh4+Ts/393Bfy3GRvMpsTep0FhEXxW9nNzP/9BqWhW8kPPZiiudFRERERO42NpuNXRdjGb4pnIcXHKXfbyd4dtUp+v12gocXHOW9zeHsuhjr6HaUH507d47BgwcD4O/vz/r161MNNiVXp04dVq1axVtvvZWlvby8vGjatCkAu3bt4saNG6mOs4ebWrRoQfPmzVM8dqtr1645jhq7//77HaEUV3j++eeJiooCkjobvfHGG2keN1exYkVWr17t6JIzbtw4/vjjD5fV4i6PPPKII+Ty2WefpfmauFKtWrXYvHmzI4i2adMmvv32W7ftt2jRIgBKlizJqFGj0h1boEABXn311Qy7bmXHjh07OHToEAD9+vVzhPaOHDnC9u3b3bavK5w7d85RY/fu3VMNNiVXoUIFBg0alBOlidzxFG4SERERERG5g5gMEw2K1cBE6j9szMi9RathtVldXJVI3mWz2dgTdYQhf4yl0+p/MfrPiYw7MIUP9n5P17VDeHHrR2yO2JPbZYqIiIiI5Li/ouLov/wkr6w7w/rw61huyS9ZbLAu7DqvrDtD/+Un+Ssqf3YCnjBhguPYq/fff5+aNWtmap7JZKJ///5Z3s9+bFxiYiLbtm1LdYw9yNS8eXNHuCmtTk+bN2/GarWmWNsV9u7dy2+//QZA3bp1efvttzOcU7x4cSZMmAAk/V9r7NixLqvHXQzDcHQyunjxIv/9739zZF8/Pz9CQ0MdYbHx48eTmJjolr1Onz4NJHU3MplyPx4wbdo0AAoVKkSXLl149NFHKViwYIrn8qozZ8447t9zzz25WInI3Sf3//YSERERERERlyrpV4xmJe51au4TlTq6uBqRvO2bI7N5cetHbIzYg5Xbf9t8R+RB3tjxOR/t/V++/m10EREREZGs2H4hhpfWnubk1fhMjT95NZ6X1p5m+4UYN1fmWjabjalTpwJJx1Q9//zzbt8zeQAptW5MYWFhjjBK8s5Nhw8fJjIy8rbxyUNPrgw32a8LwL/+9a9Md4Tq0aOHo3vTokWLiI6OdllN7tKjRw/q1asHwNixY7l+/XqO7FurVi3atWsHwNmzZ9mxY4db9rEfd3f8+HHMZrNb9sisxMREfv75ZwB69uyJr68vvr6+9OzZE4Cff/7ZbSEvV0h+dODhw4dzsRKRu4/CTSIiIiIiIncYs9VC35CHszyvduF7qFKwPCZD/1WUO5/VZuXHowuZfHxxpsYvPLOWcQemZjxQRERERCSf+ysqjnc3hRNnzlq4P85s491N4fmqg9OhQ4e4dOkSkBQksnePcadmzZo5jvxKrRuTPfBUvnx5ypUrR8WKFR1hodTCUPbHfH19adKkicvqTF5bly5dMj3PZDLRqVMnAKxWK1u2bHFZTe5iGAYffPABAJcvX+arr77Ksb2TH2uW1tGD2WU//i4yMpIhQ4aQkJDgln0yY9myZY6QXvLOZ/b7ly9fZtmyZblSW2bUqFEDX19fAJYsWcKMGTNyuSKRu4d+Yi0iIiIiInKH8TR50KzEvTxesUOm5xT2LsCnDV/FbM3d3+ATySnRCdf54ei8LM2ZfWoFf18P19GNIiIiInLHstlsfPDH+SwHm+zizDY+/ON8vul6unfvXsf9Bg0a5Miefn5+NGrUCIBt27bd1qXGHnBp0aKF47EHHnggxXN2N2/eZOfOnQA0bdo0RVeZ7Nq3bx8ApUuXplSpUlmam/xaJr/Gt7py5QoHDhxI83b27FnnindCly5dHOGwL774gqtXr+bIvsmv1dGjR92yx6uvvuq4/80331C+fHmee+45Jk+ezKFDh3L0z6v92Lng4GBatmzpeLxVq1aOEF9OHE0XGxub7tee/XblypUU8/z8/Hj22WeBpL8v+/fvT82aNXn77beZP38+4eHhbq9d5G6lcJOIiIiIiMgdamidgTxZqVOG40r5FWfSA+9TwrcInibPHKhMJHeZrRbmnFyBxYmQ0qwTv6VyeJ2IiIiIyJ1hd8SNTB9Fl5YTV+PZE3HDRRW5V/Jj3kqWLJlj+9qPj7tx4wa7du1K8Vxq4Sb70XS3dnravn078fHxKdZ0hatXrzpCV1kNNkHKa3n58uU0xy1evJg6deqkeXvvvfeyXnw2vP/++wBER0fzxRdf5MiexYoVc9x31xF+PXv2ZPTo0RiGAcDFixf58ccfGTRoELVq1aJo0aJ07dqVmTNnuvVIuKioKEdXpieeeAKT6Z+ogslkom/fvkBSd6eoqCi31QGwc+fOdL/27LdFixbdNnfs2LF07NjR8fHhw4cZP348vXr1oly5clSoUIFBgwaxfv16t34OIncbhZtERERERETuYENq9Wd+6895rEI7Ajz9UjxXq3Bl3q83mEVtJlDWP0jBJrlreBgmFp1Z59Tc5Wc3q8OZiIiIiNyxFhx3TbjCVeu42/Xr1x33AwICcmzf5EGk5N2YoqKiOHToEPBPoCn5/T///DNFzcnDTsm74GRXdq9L8jnXrl1zSU054eGHH3Z0yfryyy/dHrABCAwMdNxPft1dbcyYMWzZsoXu3bvf1uHrypUrLFmyhH79+lGrVi1HNzBX+/nnnx1H4iU/ks7O/lhCQgKzZ892Sw2u4Ofnx7Jly5g5cybNmjW77fkzZ84wefJkWrduzcMPP+w4+lJEskfhJhERERERkTtc+YDSvF1nIKvbf88vD/2Hea3Gs6r990xr8REdyt6Pl8lTwSa5q9yw3CQy/opTc+Ms8Vy6mT/eqBERERERyYrYRAsbwl0Trvg9/DqxiRaXrOVOBQoUcNyPjY3NsX0feOABR9ea5AGlTZs2YbPZKFq0KDVr1nQ8XrduXQoVKoTFYmHLli2Ox+3BKC8vr1RDFs5Kfl1iYmKyPD/5nIIFC6Y5bsCAAdhstjRvU6ZMyfLe2fXBBx8ASaGscePGuX2/5IGm9K6VK9x3330sWLCAqKgoVq5cyccff0yvXr0ICgpyjDl27BitWrXiwIEDLt9/6tSpQNLXc506dW57Pvnj7j6armXLlul+7dlvAwcOTHW+YRj07duXLVu2cOHCBebNm8e7775Lu3bt8PP755cLV6xYQevWrZ36cyQiKSncJCIiIiIicoczGQYehglvDy/K+AcRUqAsRX2SfmDmpVCT3IXM1uy9yZKozk0iIiIicgeKuGHG4qIzmC02uHQj73/fXLx4ccf9ixcv5ti+hQoVom7dugBs3rwZmy3pwtvDSg888IDjCDFIOrLLHl6yj7FYLGzduhWAhg0b4u/v79L6PD2Tfl5w4cKFLM9Pfi2TH7uWH7Rp04ZWrVoB8PXXX7u9607yoxGLFi3q1r3sAgICaNeuHcOHD2fu3LmcP3+ehQsXUq5cOSAp6DdkyBCX7nn06FG2b98OpN61yc7+3LZt2zh27JhLa3CXkiVL0rNnTz755BNWrlxJREQE48ePx9fXF4CDBw/y5Zdf5m6RIncAhZtERERERERE5K4S4OmLCSPjgWko5B2Y8SARERERkXwmzmx16Xo3XLyeO9x7772O+7t3787Rve1H00VHR7N//37gn+BSixYtbhtvP5rO3ulpz549jq4/yY+5cxV7+OrChQtZDjglv5bJr3F+8eGHHwJJIZ/PPvvMrXvt2bPHcb9atWpu3SstHh4edOvWjWXLljmOrFu7di2XL1922R72rk0AQ4cOxTCMVG/vvPOOY5y7uze5S2BgIG+++WaKQNPcuXNzryCRO4TCTSIiIiIiIiJyV/E0edK8ZAOn5tYuXJmiPoVcXJGIiIiISO7z83Tt24b+Ll7PHWrWrOno3rRx40auXbuWY3snDyRt3LiRGzduOEJB9iBTcvbHtm/fTnx8vCMIdeta7qhvyZIlmZ5ntVr59ddfgaSOU/fff7/La3O35s2b065dOwC+/fZbp7pXZdaqVatS7Jub6tSpQ9OmTQGw2WycOHHCJevabDamT5+e5XnTp093dDXLj55++mlHB7Tjx4/ncjUi+V/e/65CRERERERERMSFLFYLfUI6ODW3d8UOOpZORERERO5IJfw98XC+wWkKHgYE+ef9Y9ANw2DgwIFAUpeeH3/8Mcf2Th4e2rBhA1u3biUxMRE/Pz8aNmx42/gmTZrg7e1NfHw827dvd4SbTCaTW0IxAwYMcNz/5ptvsFgyd7z3/PnzCQ8PB6Br164UKVLE5bXlBHv3pri4OD799FO37HHgwAHWrFkDQLly5WjUqJFb9smKMmXKOO6bTK6JEqxbt44zZ84A8MorrzBr1qx0b2+88QYAp06dcnQqy4+8vb0dxzK66lqK3M30p0hERERERERE7ioeJg+aBtWheqGKWZpXxi+I9mWb4WXK+2/SiIiIiIhkVYCXBw8GF3DJWi2DCxDg5eGStdxtyJAh+Pv7AzBq1CiOHDmSqXlWq9WpbjR2QUFBVK9eHUjq3GQPK9lDTLfy8/OjQYOkDrQbNmxg06ZNQNLxcYUKub67bL169Wjfvj0A+/btY9y4cRnOiYyMdARTDMNg6NChLq8rpzRt2pROnToB8P333zsCW64SFxfHU0895ehM9NZbbzm6/LhaZrsf2Ww2R/cwwzCoUKGCS/a3Hy/n4eHBiBEj6NOnT7q3ESNG4OXllWJuXpGVTlJhYWFEREQAEBIS4q6SRO4aCjeJiIiIiIiIyF3HbLXwddNhlPELytT4ot6F+LbZexi46FfZRURERETyoB73uKbLjqvWyQlly5blv//9L5DUvally5b8/vvv6c45dOgQHTp0YPz48bc9N3DgQAzDwDAM1q9fn+469u5N58+fJzQ0FIAWLVqkOd7eoWnSpElcunQpxRrJTZkyxVHDmDFj0q0hPf/73/8oXLgwAMOHD+fLL79MM9xx+vRp2rZt6wgBvfHGG9x3331O750XfPDBBwDEx8fz1VdfuWzdQ4cO0bx5c/bs2QNAy5YtGTx4cKpjs/L1lJYHH3yQGTNmkJCQkO64999/n2PHjgHwwAMPOI5szI4bN24wf/58IOlru0SJEhnOKVKkCG3atAFg3rx5xMXFZbsOVzl06BDt27fPsKPUzZs3ef755x1/Xrp27ZoT5Ync0fSrhiIiIiIiIiJy1/E0eVDQK4DpD37MyD3fsiViLzZS/yF9/aLV+ajBvyjuUwhPU/747XMREREREWc0KOFPSCEfTl6Nd3qNSoV8qF/C34VVud/TTz9NeHg4o0aNIiIiglatWtG+fXu6du1KjRo1KFy4MFFRURw9epRly5axfPlyLBYL9957b7b2ffDBB/nhhx8AOHHiBEC6R8w1b96c8ePHO8ba13CX8uXLs2jRIh599FGuXbvG66+/zowZMxgwYAB169YlICCAc+fOsXz5cqZOnUpsbCwAvXr14pNPPnFbXTmlQYMGdOvWjUWLFhEZGZnpeRERERw4cMDxcWxsLNHR0ezbt481a9awatUqR+jlvvvuY968eY5ORe5w+PBh+vfvz6uvvkq3bt1o3rw5lStXplChQsTExLB//36mT5/O5s2bgaTj1FIL7jlj/vz5xMTEANCzZ89Mz+vZsycrVqzg2rVrLFq0iL59+7qkHrvY2NgUr1F6atas6ThWzmazsWrVKlatWsU999xD165dadq0KcHBwfj7+xMZGcn27dv53//+x8mTJ4GkP0dvvfWWS+sXuRsp3CQiIiIiIiIidyVPkyeBnv78p+k7nL0Rwc8nl7Mz8hCx5jj8PHy5t2hV+oY8TEiBspitFgWbREREROSOZxgGo5qW5qW1p4kzZ/74JTs/T4ORTUtjGPmv4+nIkSOpVasWb775JqdOnWLlypWsXLkyzfG1atVi7Nix2drz1mCSh4cH999/f5rjmzdvjmEYKbonuTPcBEldhTZt2sRzzz3HH3/8wc6dO9m5c2eqY/39/Rk6dCgjR450hEHyu/fff5/Fixdn6TiyiRMnMnHixHTHBAUFMWTIEIYOHeq24+jsgoODuXz5MlFRUUyaNIlJkyalObZ06dJMnjyZpk2bumRv+7FyhmHQo0ePTM/r3r07gwcPxmKxMG3aNJeHm3bu3EmdOnUyNTY6OtrRwSwgIIAiRYoQHR3N8ePH+fzzz9Od26hRI2bPnu2WoyNF7jYKN4mIiIiIiIjIXcvj/wNLZfyCGFKjn+NjAKvNCv9/DJ2CTSIiIiJyt6hW1I9Pmwfz7qbwLAWc/DwNPm0eTLWifm6szr169OhB586dmTdvHr/99hs7duwgIiKC69evU7BgQSpWrMh9991Hz549ad26dbZDXOXKlaNixYqcOnUKgLp161KgQIE0xxcrVozq1atz+PBhAKpXr05QUOaO2s6OOnXqsG3bNpYtW8bChQvZvHkz58+fJy4ujuLFi3PPPffQsWNHnnzyScqWLev2enJS3bp1eeyxx5gzZ45T800mEwUKFKBQoUJUqFCBhg0b0qJFCzp37oy3t7eLq03dn3/+yZ49e1i1ahVbtmzh8OHDnD9/ntjYWPz9/SlZsiR16tShU6dOPP744+l+DWbF2bNnWbt2LQDNmjWjTJkymZ5bvHhxHnzwQdatW8eqVau4cOECpUqVckld2RESEsLFixfZsGEDa9euZfv27Rw9epRLly6RmJhIYGAg5cqVo0GDBvTs2ZNOnTrdMUE/kdxm2LISMxVJR3h4OOXKlQMgLCyM4ODgXK5IRG5lsyT9lR8fZsUSa8PwNvApbcIUAFjB8Mh/v00jIiIiIiIiIiIieZPeN3DesWPHMJvNeHp6UqVKlVyp4a+oOD7443ymjqirVMiHkU1L5+tgk4iIiLiGO76PUecmEZG7gM1iwxJj48pGM9f/SMQSk+xJEwTU8qDwg1743aPfRhcRERER55mtFqxYMWHCwzDly6MoREREREQkSbWifkx/OIQ9ETeYfzyaDeHXsSRrmeBhQMvgAvS4pwj1S/jr+38RERFxG4WbRETucDarjRt/WbgwNR5bQioDrBC730LsfgsFm3kS9Ji3/hMqIiIiIplmtprxNHly9kYEOy4dIMYcR4CnH42L1yI4oKTjeRERERERyX8Mw6BByQAalAwgNtHCpRtmbpit+HuaCPL3JMBLvzArIiIi7qefLoqI3MFsFhtxJ6yc/ykerBmPv7bVDECJ3j5urkxERERE7hRbL+1j1onlbI88gA1biucaF6tF30oP07JUo1yqTkREREREXCXAy4OAQgoziYiISM5TuElE5E5mwMUZmQs22V3baiawgSd+lUwYJnVwEhEREZG0jTswhZ9Prkjz+R2XD7Lj8kF6VWjLsDqD1CFUREREREREREREssyU2wWIiIh72Cw2YvdbsFy1ZTz4Flc3JCrYJCKSy2w2G4lWMwmWRBKtZqy2rP99LiLiLjabja8Pz0o32JTcvNOrmXBoupurEhERERERERERkTuROjeJiNyhDA+Dq5sTnZobe9CC+boNzwIKOImI5DSz1YynyZNzcZfYGrGXGHMcfh4+NChWgyoFy5NoNeNl0rfxIpJ7bDYb5+MimXr8lyzNm3HiVx6r2I5g/5Lq4CQiIiIiIiIiIiKZpndFRETuYPHhWTiPLjkrJJyz4FlN/0yIiOS0bZf2M+PEr+yIPIiNlN2aaheuzOMhHXgkuAU2m03hABHJFVablZ9PLr/t76jMmHViOW/WfhIPPNxQmYiIiIiIiIiIiNyJdCydiMgdzOZc4yYArPGuq0NERDLny4PTeW37WLZHHkg1NHDgyt+M3PMtw3d9jRUnA6wiItllwC9hvzs1dVn4Bh2zKSIiIiIiIiIiIlmicJOIyB3M5O98Rw+PAHUDERHJKVabjR/+mk/oiWWZGr/i3BY+/PMHN1clIpK6awmxXEuMdWpujDmOKwnXXVyRiIiIiIiIiIiI3MkUbhIRuUPZrDb8azh33IfJH3wr6J8IEZGcEp1wjR+PLcjSnF/CN3DoygmsNnVwEpGclWgzZ2++NXvzRURERERERERE5O6id65FRO5ghR/0cmpewSaeoMZNIiI5wmy1MOfkCixOhJRmnfzNDRWJiKSvgGcARja+WSzoFeDCakREREREREREROROp3CTiMgdyjAZ+JQx4Vc5a3/VG15Q6EEv/QshIpJDPE0eLDqzzqm5q8/9wU1LgosrEsm81DrwqCvPnc/P04emQbWdmtuoWE0CvfxdXJGIiIiIiIiIiIjcyTxzuwAREXEfm9VGqad9CZsQh/myLeMJJijZ3wfPggaGodZNIiI5Ic4cT2T8FafmJlgTibgZRcXAMq4tSiQDVpuVm5YEFp5Zy4qzW4i8GY3JMBEcUJLu5dvwUOmmQFJ4T+48ZquFxyt2YNul/Vme+3hIB8xWM54m/ThCREREREREREREMkc/TRQRuYMZJgOTr41yr/txftJNbp5I+8gjj0Ao8YQP/tU8MEwKNomI5BSLzZKt+eqSIznJZksKS397ZA6zTi7npiU+xfPn4yLZEXmQot7TGFKzH48EN1dg+g7kafKgecn63FOgHMevh2V6XsXAMrQs1QgPQy1CRUREREREREREJPMUbhIRucMZHgYmPxvBr/gRf9bClQ1mYg+ascYlHUHnU9ZEoQe8CLw3qbOCgk0iIjnLz9MXT8MDs5MhpyLeBV1ckUjaDMNg+K6vWXFuS7rjohKuMurPb7mScJ2+lR7GpDDLHcdqs/HNfe8yYNMoLsRFZji+hG9Rvr1veFJATt9uioiIiIiIiIiISBYo3CQichewB5a8S5so8bg3hsknxfM2iw3DQ+8yiYjkBhMGrUs3ZtW5bVmeW7twZYr7FnZ9USKpMFstTP17SYbBpuQmHJpOlYLlaVCsho6ou8N4mjwo7F2A6S0+ZvSfE9kSsRcbtx+DbGDQNKg2H9R/iUJegfo6EBERERERERERkSzL8XBTZGQkZ8+e5dKlS1y+fBk/Pz+CgoIICgqiUqVKmEz6jV4REXdJqyuTgk0iIrnHio2+IQ87FW7qXbEDiVYzXib9zoLkBBuzTizP4gwbU44voUlQbTfVJLnJ0+RJQa8A/tP0Hc7fuMTPJ1ew8/Ihbpjj8Pf0o37R6vQJ6UBwQEnMVouCTSIiIiIiIiIiIuIUt78Lcv36dRYvXsz69evZuHEjx48fT3NsQEAA9913Hy1atKBTp040aNDA3eWJiIiIiOQqD8PEvUWrUa9oNf6M+ivT84L9S9K+bDMFmyRHJFrNrD73B9EJ17I8d3vkAc7eiKCMXxCGoUD1ncbj/wNLpfyK82qNvo6PASxWi+NIQgWbRERERERERERExFlua5O0a9cunnrqKUqVKsWAAQOYPHkyx44dw2azpXmLiYlhzZo1jBkzhsaNG1OzZk2++eYbYmNj3VWmiIiIiEius1gtTGjyNhUDy2RqfHGfwkxs9h4GCopIzvAyebL2wnan5tqwsfrcHyRazS6uSvISwzBSBJsgKfikQJuIiIiIiIiIiIhkl8t/zXvXrl2MGDGClStXAmCz2QAoXbo0jRs3pmHDhpQoUYKiRYtSpEgR4uLiiIqKIjo6mqNHj7Jjxw727dtHYmIiR44c4dVXX2XMmDG8/fbbvPbaa/j4+Li6ZBERERGRXOVh8sAfX6a1+IgP9/7A2vPbsdist40zMGgaVJsx9QZTxLuAOqFIjrqWEOP03KsJ111YiYiIiIiIiIiIiIjcTVwabnr66acJDQ3Fak16I6ZBgwb069ePnj17Ur58+Uyvk5CQwIYNG5g5cyYLFy7k8uXLvPvuu0ycOJHQ0FCaN2/uyrJFRERERHKdp8kDAx8+bfAqUQnXmHtyJX9E7ifWHIefhy91i1ahT8WHKRtQArPVomCT5LjsHIHobfJyYSUiIiIiIiIirrN+/Xpat27t+Pjxxx/n559/TnfOwIEDmTp1KvBPo4fkxowZw/vvv5+lOhYuXEi3bt0yHFe1alWOHTsGJL03O2nSpEytX7FiRU6fPn3b4x4eHhQqVIjKlSvTokULnnvuOapXr56l2lOT/Bpl1p49e6hXr166Y+Li4ihVqhTXrl0D4P3332fUqFGZ3sNms7Fs2TJmzpzJjh07OH/+PGazmaCgIEqUKEHVqlVp2bIlLVu2pEaNGsDtXyPOqFChAqdOncrWGiIidzOXHks3depUPD09ee655zhy5Ag7d+7k9ddfz1KwCcDb25u2bdsyadIkLly4wLRp06hWrRqnT59m7dq1rixZRERERCTP8DCZMAyDYj6FeLZqDyY3/4A5rcYxtcWHDKnRjzL+QQAKNkmOs9gsVCoQ7PT8ygWCMel4MhEREREREckH5syZw/79+3O7jFRt2bLFEWwCmDdvHnFxcdla02KxEBUVxY4dO/jiiy+oU6cO48ePz26pbrNw4UJHsAkgNDQ003MjIiJo3bo1Xbp0YdasWRw/fpzY2Fji4+MJDw9n9+7d/PzzzwwePJiaNWty5MgRd3wKIiLiBJd2bho8eDDvvvsuwcHO/9D7Vj4+PvTv359+/foxd+5cLBaLy9YWEREREcmrbg0weSjQJLnIhIneFdsz48SvWZ5bxLsgrUs3UShPRERERERE8gWbzcbo0aNZsGCBS9abNGkSjRs3znBchQoVMhwzbdo0AAICAoiNjeX69essXLiQJ554ItP1lClThhUrVjg+jo+P5++//2bBggXMnj0bs9nM22+/TUhICD179sz0uulZsWIFZcqUyXDcPffck+EY+zUIDAwkJiaG48ePs2XLFu6///505yUmJtKhQwf+/PNPAOrXr8/TTz9NvXr1KFCgANeuXePw4cNs2LCBZcuWcfXqVcfcxo0bpxt4q1OnDgCNGjVi8uTJqY7x9vbO8HMTEZG0uTTc9M0337hyuRQMw6B3795uW19EREREkiRarRiAh2FgsdmwAV4mlzb8FJF8xjAMggNK0rh4LXZEHszS3G7ls9e2XURERERERPKG+AQbMTE2EhNteHkZBAYa+HjfWV16ixcvTmRkJAsXLmT37t00aNAg22uGhIRQu3btbK8THx/PnDlzAHj22WdZt24d+/btY9q0aVkKN3l5ed1WT8OGDenduzft2rXj2WefBZKO1nNVuKlq1apUrFgx2+ucP3+e1atXAzBq1Cg+++wzLl++zLRp0zIMN/3444+OYNPTTz/Njz/+iOmWn3k++OCDvPDCC8THxzNr1iwKFy4MJIXJMvMaZnaciIhknd6lEhEREREAzFYrZquVdeHn+fzPA4zevofP/zzA+vDzjudE5O5ltloYVmcQgZ7+mZ5TKTCYQVW6qWuTiIiIiIhIPmWz2QgLt7D0t5t8978bhM6M4+e5NwmdGcd3/7vBst9uEhZuwWaz5XapLvHaa6/h4+MDwOjRo3O5mpSWLFlCdHQ0AP369aNfv34ArF69mvPnz7tkj2eeeYbKlSsDcODAAS5cuOCSdV1l+vTpWCwWPDw8ePLJJx2NMebMmUN8fHy6cxctWgSAp6cnX3zxxW3BpuR8fHwYOHAgpUqVclntIiKSPQo3iYiIiNzlLDYbZquVnw4dpcuyVYzavpuFJ06zMuwsC0+cZuT23Ty6bBU/HT6K2WrFeof8sEpEssbT5EGwfwm+bTacwt4FMhx/T4HyfH//CLxNXjlQnYiIiIiIiLhaRISF6bPimL/oJsf/tnDrj4RsNjj2t4X5i24yfVYcERGW3CnUhYKDg3nuuecAWLp0KX/88UcuV/QP+3Fs1apVo3HjxvTr1w+TyYTFYmHGjBku26d+/fqO+2FhYS5b1xVCQ0MBeOihhyhVqhT9+/cHIDo6ml9++SXduadPnwaSunPZOzKJiEj+kaPhpri4OI4dO8aePXvYsmULe/bs4dixY8TFxeVkGSIiIiLy/6z/H2z614atTD5yjOj4hFTHRcUnMPnwMV7duI1EBZxE7lqeJk+qFazA3FbjePqerhTxLnjbmAoBpXmz1lNMa/EhBb0C1bVJREREREQkHzp9xsLchTe5HJW5nwFdjrIxd+FNTp/J/wGn4cOH4+fnByQdfZYXXLp0ieXLlwM4OjaVLVuWli1bAv8En1zBw+Of/8d7enq6bN3s2rNnD/v37wdwhJruv/9+KlWqBGR8Dby9vQG4ePEiUVFRbqxURETcwa3hJqvVysKFC3nyyScJCQmhQIECVK9enUaNGtGiRQsaNWpE9erVKVCgACEhIfTv35/58+dj1ZEnIiIiIjnCZBi8u3Unf0Zm7j/0uy9dZsS2XZgMw82ViUhe5WnypKhPIV6s9hjL233Lf5q8w8h7n2dMvReZ/MD7LGjzBY9VbIePh7eCTU4yW80kWBJJsCSSaDXndjkiIiIiInKXiYhIOoYuMTFr8xITYelvN/N9B6fSpUszePBgAFauXMmmTZtyuSKYMWMGZnPS/w/t4Sb4J+Szf/9+/vzzT5fsdejQIcf9ihUrumRNV5g6dSoA/v7+dO/e3fG4/XosX76cS5cupTnf3pHKZrPx3HPPERMT48ZqRUTE1dwWt121ahWvvPIKx44dA0j3rF2bzcbp06c5c+YMs2bN4p577uHrr7+mffv27ipPRERE5K5nsdk4FBXNlgsRWZq38fxFDkVFU71IYYWcRO5i9uDS/SXuxWKzYgAe//+Ylynv/GZnfmGz2bBixWy1sPrcH5yPu4QNG8V9itC+bDP8PHwAMBk6XV5ERERERNzHZrOxYnV8loNNdomJsGJ1PP37+mHk458bDRs2jO+//57Y2FhGjRrF2rVrnV7r5MmTFC9ePN0x3t7eVK1aNc3n7V2JkncqAujVqxcvv/wyN2/eZNq0adSrV8/pOiEpzGXvjtSmTRuKFCmSrfXsjh49mmGYKCAggJCQkFSfM5vNzJo1C4Bu3boRGBjoeK5///58+OGHJCYmMmvWLF599dVU13j55ZeZPn06VquVBQsWsGbNGrp06cIDDzxA06ZNqVOnTp7qVCUiIim55W/oyZMn88ILL2CxWByhpqpVq1K9enXKlStHQEAAPj4+xMfHExsbS1hYGEeOHOHo0aMAHDt2jE6dOvH9998zaNAgd5QoIiIictczAXOOn3Rq7pzjJxnVuL5rCxKRfMkwDDwNdWjKjkSrmasJMUw+voilYRuIMac8un38wam0K9OMZ6p0o7RfkDpiiYiIiIiI24SftWb6KLq0XI6yEX7WSrng/Pt/l6CgIP71r3/x2WefsW7dOtatW0fr1q2dWisz73VWqFCBU6dOpfrcwYMH2bNnD/BPpya7ggUL0qVLF+bOncvMmTMZN25cimPlMiM+Pp4TJ04wb948Pv30UyCpO9Inn3ySpXXS06FDhwzHtGzZkvXr16f63PLly4mISPoFzVuvQdWqVWncuDE7duwgNDQ0zXBTkyZN+O6773j55ZdJTEzk6tWrTJ8+nenTpwNJ4ar777+fxx57jCeeeIKAgIAsfIYiIuJuLv+Vz8OHD/PSSy9hNpspUKAAn376KefPn+fIkSMsWrSIr7/+mn//+9+8//77/Pvf/+brr79m0aJFHDlyhPPnz/PJJ59QsGBBLBYLL7/8MocPH3Z1iSIiIiICJFitrD97wam5a8PPY9ZRwiIi2Wa2mjkdc44nNgzj55Mrbgs2Ady0JPBL2O/02zCcPVFHMFvz9xEPIiIiIiKSd+3b72TLplvXOeCadXLT22+/TYECBQAYOXJkrtVhP47Ny8uL3r173/a8Pexz8eJFVq5cmeF6p0+fxjAMx83X15eaNWsyatQo4uLiuPfee1m+fDlNmzZ17SeSDfbOVSVKlKBdu3a3PW+/Bjt37kz3veXnnnuOvXv38tRTT90WXoqNjWXVqlU8//zzVKlSheXLl7vwMxARkexyebjpP//5D/Hx8ZQsWZJdu3bxzjvvULJkyUzNLVmyJMOGDWPXrl2UKFGChIQE/vOf/7i6RBEREREBrsYnkOhkQCnBauVaQv7/IZWISG6y2qxExV9j8NZPuBx/NcPxseY4Xt8+jpMxZzFbzTlQoYiIiIiI3E3iE2wcP+GaX6Y4/reF+ITsdYDKbcWKFWPIkCEAbN68mRUrVji1zrp167DZbOne0uraZLVamTFjBgAdO3akWLFit41J/rg9BOQsb29vXnjhBVq0aJGtdW518uTJDK9BWl2brly5wpIlSwDo06dPqkfHJX88o2tQo0YNpk6dyuXLl9mwYQPjxo2jX79+BAcHO8acP3+ezp07s3r1aic/YxERcTWXh5tWr16NYRiMGDGCypUrO7VG5cqVGTFiBDabTf9oiIiIiLhJ/v7xkojIneHbv+YQlZBxsMkuzhLPFwdD8TS55ZR5ERERERG5i8XE2LC56AdGNhvExuT/nz698cYbFC5cGIBRo0bl+P6rVq3i3LlzwO3Hsdkl7+i0ePFirl27lu6aZcqUYf/+/Y7b+vXrmTBhAhUqVCAhIYGXXnqJcePGufYTyYbZs2cTHx8PpH0Nknd0mj59OtZM/EKnj48PLVq04K233mL69OmEhYWxZs0aatWqBeA4Zcjmqj8UIiKSLS4PN509exYg260K7fPt/2CLiIiIiGsV9vHG0zCcmutlMlHA28vFFYmI3F3izPGsOrc1y/N2RB7kbGyEfsAqIiIiIiIulZjo2v9jJLh4vdxQuHBh3njjDQC2b9/O0qVLc3T/5F2IevfuneI4ueS3iRMnAhAXF8fcuXPTXdPLy4vatWs7bi1btmTIkCHs2bOH6tWrAzB8+HB27Njhvk8sC5JfgyZNmqR5DX777TcAwsPDWbdunVN7tWnThlWrVlG0aFEAjh49yp9//pntz0FERLLP5eGmwMBAAKKiorK1TnR0NMBt552KiIjYWf6/Xa2IOMfbZKJV2dJOzW1TtjReJpd/KykictdItJr5JXwDNy0JWZ5rw8a806ux2Jw7WlRERERERCQ1Xl7O/RJcWrxdvF5uGTJkiOPYt1GjRuXYz6SvX7/OokWLsjzP2aPpihQpwtSpUzEMA7PZ7Ah15abjx4+zZcuWLM/LzvF8pUuXplOnTilqEBGR3OfyPvY1atRg06ZN/Pjjj7Rv397pdf73v/851hMREQGw2WxYbWC2Wdl96TLR8fH4enhQrXAhygYGYLZa8VTYQiTTrMDjVUJYHZ71Tpm9q4S4viARkbtMeOxF5+feuIinycOF1YiIiIiIyN0uMNDAMHDJ0XQmEwQE3hnhpgIFCvD2228zbNgw9uzZ41TgyBlz587lxo0bAHzwwQdUqVIl3fG//voroaGhbNy4kVOnTlGxYsUs79mkSRN69uzJvHnz2LRpE8uXL+fhhx92pnyXSB5SmjhxouOIwLRMnTqV5cuXs2DBAr799lunm2iUKVPGcd+k9xxERPIEl4ebnnjiCTZu3Mj8+fN59dVXGTt2LL6+vpmef/PmTYYOHcr8+fMxDIMnnnjC1SWKiEg+ZLFauRh3k1lH/+bX0+HEms0pnm8QVIxelSvS+v+70BhOHrUlcjfxMAzqFCtKs1Il2HohItPzmpcuSa2iRdxYmYjInc8ALDaL0/PNVufnioiIiIiIpMbH2+CeSh4c+zv7/9+oXMkDH+8752e0//rXv/jiiy+IiIhg9OjR1K9f3+172oM9RYoUYdiwYXh5eaU7vnbt2oSGhmKz2QgNDWXkyJFO7Tty5Ejmz5+PzWbjo48+yrVwk81mY/r06UDS5/biiy9mOCcwMJDly5cTExPDggULePLJJ1Osl9n3DXbu3Om4HxKiX/IUEckLXB41ffbZZ2nSpAk2m41vvvmG4OBgXn75ZebMmcO+ffuIiooiISGp7X5CQgJRUVHs27ePOXPm8PLLL1OuXDm++eYbABo3bsxzzz3n6hJFRCSfsdhsbDp/kb4r1jH371O3BZsAdl+6zPBtuxi2dSdmHVcnkmlWm41/N2vEvcWLZmp8/eLF+Pi+hlj1Z0xEJFusNhtFfQo6Pb+oT0GsOpZORERERERcrG6d9AM0mV6ntmvWySsCAgJ45513ANi/fz+//vqrW/c7ffo0GzZsAKBr164ZBpsgKQBUrVo1AEJDQ53eu27dujz66KMAbN68mXXr1jm9VnZs3LiRkydPAtCrV69MzWnfvj0FCyb9X/vWo+l69OjBt99+S2xsbLprTJkyhTVr1gBQvnz5HAmyiYhIxlzeucnDw4Nff/2V7t27s3HjRqKiovjuu+/47rvvMjXf/mb0Aw88wKJFi9TqT0TkLme2Wh3BJUsmwhS/n7vAiG27+HezRjlQnUj+ZzIMPE0mvnmwGT8dOsqik6eJjk+4bVxRH2+6VqrAMzWqYjIMTOqOJiKSLV4mTzqWbc53f81zan7Hss2T/v+sv45FRERERMSFgsuaKFbU4HKU87/YVqyoQXDZO+/9vcGDBzN+/HjOnz9PZGRkpuedPHmS4sWLZziuePHilCpVCkgK5tjfM+3Zs2em9+rZsyeffPIJx44dY+vWrTRr1izTc5MbMWIEixcvBuCjjz6idevWTq1jd/ToUWJiYjIcV7p0aYoVKwYkHTFnl9lr4O3tTefOnZk5cyZr167l7NmzlC1bFoCwsDBefvll3nnnHbp06cKDDz5ItWrVKFKkCDdv3uTIkSPMnTvXEVwzDIMJEybolAgRkTzC5eEmgKJFi7Ju3TqmTZvG+PHjOXToUKbn1qhRg7feeosBAwYo2CQiIpgMgw93/pmpYJPd7+cu8Pu5CzQvXRJP/VsikiEPwwDD4JmaVXmmZlXWhJ9jz6UobpjN+Ht60iCoGG2Ck4581J8pERHXMAyD4ICSNClem+2RB7I0t2JgGRoVr+mmykRERERE5G5mGAYd2vowd+FNEhOzPt/LCzq09bkjAyF+fn4MHz6cV155JUvzBg0alKlxr732Gl9++SXwT+elggUL0q5du0zv1atXLz755BMgKSDlbLipUaNGPPzwwyxfvpy1a9dmKygF0KFDh0yNmzBhAkOGDCEuLo5585J+GahatWrUrl0703v16tWLmTNnYrVamT59uqPjVnBwMLt27SImJoZZs2Yxa9asNNcoVKgQX3/9NT169Mj0viIi4l5uCTcBmEwmBg4cyMCBAzl+/DgbN27k8OHDhIWFcf36dW7evImvry8FChQgODiYmjVr0rx5c6pUqeKukkREJJ8xW61sOR/BpbibWZ479/hJWpUt7YaqRO5c9uBSm+AyPBRcBg/DwGKzYUOhJhERdzBbzTxbpTu7Lh/CkoUj5p6t0p1Eqxkvk9v+Sy8iIiIiInexEiU86NzRl6W/ZS3g5OUFnTv6UqKEh/uKy2XPPfccY8eOJSwszG17bN26lWPHjgHQuXNnfHx8Mj23fv36VKpUiRMnTjB79my++uorvL29napj5MiRLF++HEjq3rRs2TKn1nHGokWLuHbtGpC1zlUADz/8MAEBAcTGxhIaGuoINy1atIi//vqLFStWsHnzZg4ePEh4eDgxMTH4+vpSrFgxateuTfv27enXr1+mum2JiEjOMWy2LLTCEElHeHg45cqVA5JaOwYHB+dyRSJyJ3ht4zb+uHjJqbnzO7ahbECAiysSERERcR2LzcovZ9bz8b4fsZLxf8+fq9qTF6r2vCN/C1pERERE7jx638B5x44dw2w24+npmWuNASIiLKxYHZ+pI+qKFU3q+HQnB5tEREQkc9zxfYx+zVNERPK041evOT33aPQ1yvj7680/ERERybM8DBOPlm9FMZ/CfHl4BqdizqU6rpRfMZ6v2pNHy7XS9zYiIiIiIpIjSpTwoH9fP8LPWtm3P5HjJywkb5lgMkHlSh7Ure1FcFmT/q8iIiIibqNwk4iI5GkJlswf0XLbXKsFG6D/UouIiEheZjJMNCtRlxalGrAr8jALz6zhfFwkVpuVIN8idAluyQMl62G1WfVmgYiIiIiI5CjDMCgX7EG5YA/iE2zExthISLTh7WUQEGjg463/o4iIiIj75Ui46caNG+zYsYPDhw8TFhZGTEwMcXFx+Pn5ERgYSLly5ahRowaNGjUiQMcHiYhIMoW8vbielYPdkyns7Y1JbwCKiIhIPuBpSvrveb2iVWlQrHqKEJPZasFkmDAZptwqT0REREREBB9vA5+i+nmriIiI5Dy3hps2bdrEuHHjWLVqFfHx8RmO9/HxoW3btrz11ls8+OCD7ixNRETyAYvVyoNlSjHz2Ikszy3g5UWDoOJuqEpERETEfTxMHrc95pnKYyIiIiIiIiIiIiJ3C7f82mdCQgJPPfUULVu2ZOnSpdy8eRObzZbh7ebNmyxbtozWrVvz5JNPkpCQ4I7yREQknzAZBr3vCXHqWLlOFcth0i8RiYiIiIiIiIiIiIiIiIjka27p3PTYY4+xdOlSbDYbHh4etG3blpYtW1K9enXKlStHQEAAPj4+xMfHExsbS1hYGEeOHOH3339n9erVWCwWZs6cydWrV1myZIk7ShQRkXzAMAxKBfjTskwp1p+7kOl5Ph4ePH5PiI6kExERERERERERERERERHJ51webpo9eza//PILhmHQpUsXvv32W8qWLZvunIYNGwIwbNgwwsPDeemll1i6dCnLli1jzpw59O7d29VliohIPmG12RjdpD7n1m/m6JVrGY73NAw+atqAID9fDIWbRERERERERERERERERETyNZcfSzdlyhQAWrduzaJFizIMNt0qODiYRYsW0apVK2w2G5MmTXJ1iSIiko+YDANvk4nvWz1A67Kl0z2irpS/H1+2uI/7S5XA0+SWk1dFRERERERERERERERERCQHubxz0969ezEMg9dee83pjhkmk4nXX3+d9evXs3fvXhdXKCIi+Y2HyYSPYfBps0ZcuBHH3OMn2XDuAtcSEvHxMFG5UEF6Va5Is1IlsNpseCjYJCIiIiIiIiIiIiIiIiJyR3B5uCk6OhqAMmXKZGsd+/wrV65ktyQREbkDmP4/MFvSz5eXalfnlbo1UzxvtloxGYZjnIiIiIiIiIiIiIiIiIiI5H8ub21RqlQpAA4cOJCtdfbv3w9AyZIls12TiIjcOQzDSLUzk46hExERERERERERERERERG587j8neAWLVpgs9n4+OOPHV2csio6OpqPP/4YwzBo0aKFiysUEREREREREREREREREREREZH8wOXhppdeegmTycTff/9NgwYNmDt3LmazOVNzzWYzc+bMoWHDhvz9998YhsHLL7/s6hJFRERERERE8pVEqxmLzYrNZsP8//dFRERERERERERE7gaerl7w/9i77/im6v2P469zknTQFlpGgVL23iCgggKKigqKyhL3QMF9XXj93ev26nWPq9fBdYEKCgo4QEAQkL1kyt4tlE2hu0nO+f1RG6lAm6RpKPB+Ph55EHK+n+/5NB1Jzvmcz/fcc8/lqaee4plnnmHHjh0MGjSIihUr0rlzZ5o1a0ZycjKxsbFERESQn59PZmYmqamprFu3jvnz53PkyBFs2wbgySef5Nxzzw11iiIiIiIiIiLlnte2MDHIcGcxbscvbMvYidv2EB8RR8+kzrSt3BS35cFlhvyjvYiIiIiIiIiIiEi5USZHQJ966imSkpJ47LHHSE9P5/Dhw0yZMoUpU6YUG1dY1FSpUiVefvllhgwZUhbpiYiIiIiIiJRrHsvDwbwjvL32S6anLcJtFe2I/NXWKTSMS+a2RldxWa3zMAzjJGUqIiIiIiIiIiIiUrZCvixdoTvuuIOtW7fy8ssv06VLFxwOB7Ztn/BmmiadO3fm5ZdfZsuWLSpsEhERERERkTOSx/KwI2s3N87+B5N3zjumsKnQ5oxUnlj2X95d91WYMxQREREREREREREJnzLtXV+pUiWGDRvGsGHDcLvdbNy4kZSUFDIyMsjNzSUqKoq4uDiSk5Np0qQJLperLNMRERERERERKfeyPLncs+BFDuQd9mv8Z5u+JzGqMv3rXozDdJRxdiIiIiIiIiIiIiLhVabFTUdzuVy0aNGCFi1ahGuXIiIiIiIiIqcUj+Xlyy2T2Jd7KKC44Ru+pW/di1Bpk4iIiIiIiIiIiJxuymxZOhEREREREREJjGHAhB2/BByXnp/Bz7vmn3AJOxEREREREREREZFTlYqbRERERERERMoBy7aZt3eF38vR/dX3KbNwmWFr0CwiIiIiIiIiIiISFmVe3LRv3z4+/vhjbrvtNs4991xq1apFpUqViIiIoFKlStSqVYtzzz2X2267jY8++oi9e/eWdUoiIiIiIiIi5Y7X9rIn50DQ8aWJFREREREROVPNnDkTwzB8t0GDBpUYc+utt/rG+2Pz5s0899xznHfeedSqVYvIyEiqVq1KmzZteOCBB5g9e7Zf81xwwQVFci28ORwOEhISaNu2LXfddReLFy8u9msM5lavXj3ffM8884zv8ZkzZwac+/EcPae/twkTJhwzT7169Y471ul0UqVKFc4++2weeeQR1q1bV2LOf83pgw8+KDGmcP8XXHBBiWMD0aRJE18et99+u99xf30+Pv/8c7/i7rzzziJxt956q1/zl3SLj48/Zo7ifj6jo6NJTk7m8ssv57333iMzM9Pvr/non9nipKSk8Oqrr9KzZ0/q169PbGws0dHR1KpVi0svvZR//etfbN261a+5AObMmVPka/j111/9jhWREyuz4qa0tDTuuOMOatWqxZAhQxg5ciSLFy8mLS2NjIwMPB4PGRkZpKWlsXjxYkaOHMnQoUOpVasWgwcPZteuXWWVmoiIiIiIiMhpx8C/g+oiIiIiIiJyYmPGjGHVqlUhmSsvL4+HHnqI5s2b8/TTTzNv3jx27dpFfn4+Bw4cYNWqVbzzzjt069aN3r17k5qaGtR+LMsiPT2dlStX8uGHzIK7WQABAABJREFUH3L22Wfz4IMPhuRrOF14vV4OHjzI4sWLeeONN2jdujWvvfZaQHO88MIL5OXllVGGJzZv3jw2btzo+/8333xDTk5OUHP5U9yUl5fH2LFjg5o/1HJzc9m5cyeTJ0/m3nvvpVWrVqxYsSIkc+fl5fHII4/QuHFjHnvsMX7++We2bdtGVlYWubm57Nq1i6lTp/Lkk0/SsGFDrr32WlJSUkqcd+TIkcX+X0SCUyb96pcuXcqVV17Jnj17sG3b93jFihWpXbs2MTExREZGkpeXR1ZWFikpKRw5cgQoeGH57LPPmDRpEj/88AMdO3YsixRFREREREREyhWH4aBGdNWg46tHVwlhNiIiIiIiImcm27Z5+umnGTduXKnmycjI4KqrrmLGjBkAVK5cmVtvvZWLLrqI6tWrc/jwYZYsWcKnn37KunXrmDRpEp07d2bq1Kk0b968xPmPLsByu91s3bqVn3/+mf/97394vV7efvttateuzSOPPEKnTp2KLdhq3bo1AB07duTTTz897piIiIhAvvxS+eSTT+jUqVOJ4+rWrXvCbUlJSUyZMsX3/7y8PDZv3sy4ceP4+uuv8Xg8DBs2jPr169OvXz+/8kpNTeXDDz/kgQce8Gt8qBQWx8TExJCVlUVGRgbjx4/n+uuv93uOqKgocnNzmT59Ort27SIpKemEY7///nsOHz7si/HHX5/vE3E4HMVuv/vuu7nnnnt8/9+/fz/r16/njTfeYMOGDWzfvp3LL7+c9evXExcX51dux3PgwAH69OnDvHnzAIiLi+O6667joosuIjk5GZfLxe7du5k7dy7jxo1j48aNjBkzhs6dOxdbOHh0YVhsbCyZmZmMHTuWd955h+jo6KDzFZEyKG46ePAgV111Fbt37wbg0ksv5dZbb6V79+7UqFHjhHG7d+9m1qxZfPbZZ0yZMoU9e/Zw9dVXs2rVKhISEkKdpoiIiIiIiEi5YhoGnRPbUDUynv156QHHX1m7O27Lg8ssk+uYRERERETkDGfl2njSbaw8GzPSwBlvYEadXh1kq1atyv79+xk/fjy//fYbZ511VtBzDR482FfYdNFFFzF69GiqVatWZEyPHj146KGH+Mc//sFrr71GamoqV155JcuWLSuxcKNVq1ZF/t++fXv69u1Lv3796NmzJ7Zt88ILL/DAAw8QExNzzPjj8XdcWatfv36p83C5XMfM0aFDBwYOHMgll1zCHXfcARQsPedPcVPhz8a///1v7rzzzrAVquTl5TFmzBgA7rjjDmbMmMHKlSsZOXJkQMVNHTt2ZMuWLezatYtRo0bx6KOPnnBsYXenq666iq+//tqv+Y/3fAcjMTHxmHkuuOACbrvtNi6//HJ++eUX0tLSGD58OI888khQ+7Asi0GDBvkKm3r16sWnn35KYmLiMWOvvPJKXnzxRb744guGDRtW4tzfffcd6enpALz99tsMHjyYI0eO8N133/m15KWInFjIl6X7z3/+w65du3C5XIwZM4affvqJa6+9ttjCJoAaNWpw7bXX8tNPP/H111/jdDpJS0vj7bffDnWKZWb//v288sornHfeedSoUYPIyEiSkpI455xzGDZsGPPnzy9xjsmTJ9O3b1+Sk5OJjIwkOTmZvn37MnnyZL/zyM7O5tVXX+Xss8+mcuXKxMbG0rx5cx599FF27NhRmi9RREREREREypBtw9V1Lgw4Lj4ijp5J56qwSUREREREQsq2bbI3ekn7NJct/8xmx8s5pL6Vy46Xc9jyz2zSPssle6O3yEoup7K//e1vREZGAvD0008HPc+YMWN83Vvat2/PDz/8cExhUyGXy8Wrr77K0KFDAdi8eTOPP/540Pu++OKLufDCgs+Vhw4dYunSpUHPdboaPHgwDRs2BGD16tW+ph3Feeyxx4CChh3vvfdemeZ3tO+//55Dhw4BcMMNN3DDDTcAMG3aNNLS0vyex+Fw+Iqhiluabv/+/b7z0jfddFOwaYdcREQEzzzzjO//P//8c9BzvfPOO0ybNg0o+H357rvvjlvYVMg0TW6++WaWLl1KmzZtip17xIgRALRo0YLbb7+dFi1aAFqaTiQUQl7cNGHCBAzD4OGHH6Z///5BzTFgwAAefvhhbNtmwoQJoU2wjIwdO5ZmzZrx97//nXnz5rFnzx7y8/NJS0tj0aJFvPbaa7z88ssnjLdtm6FDh3L55Zczfvx4du7cSX5+Pjt37mT8+PFcfvnlDB06tMQ3h5s3b+ass87iscceY/HixRw6dIisrCzWrVvH66+/Tps2bZg0aVKov3wREREREREJAafp4IYGvageVTmguKFN+gOn1xXTIiIiIiJycuWmeEl5JYdd7+WStdIL1l8GWJC1wsuu93JJeSWH3BTvSckzlJKTk7nzzjsB+PHHH1m4cGFQ87z00ku++8OHD/ery8+rr77qaxbxySefsHfv3qD2DRTpOJWSkhL0PKez9u3b++778xz179/fV9jy8ssvk5mZWWa5Ha2wKKZp06Z06tSJG264AdM08Xq9fPnllwHNVVistHLlSlauXHncMaNHj8btdlOtWjUuvfTS0iUfYqH4uXa73bz66qtAwVJ9n376KU6nfxeKJScn06NHjxNu37t3L1OnTgXgxhtvBPAVo02dOpU9e/YElbOIFAh5cdPWrVsBuOKKK0o1z5VXXllkvvJs5MiRDBo0iAMHDpCYmMjTTz/Nzz//zNKlS5k4cSL/+c9/uOSSS3C5XCec44knnmD48OFAwYvp6NGjWbRoEaNHj/a9uA4fPpwnn3zyhHNkZmZyxRVXsH79egDuvPNOpk+fzrx583jhhReIjY3l8OHDDBgw4IQvWCIiIiIiInJyVXBG8V7nf1I1Mt6v8YMbX8PA+j1xmo6yTUxERERERM4Y2eu97Hw3l/zd/nVkyt9ts/PdXLLXn/oFTv/4xz98xUhPPfVUwPErV65k2bJlAHTp0oWOHTv6FRcXF8dtt90GQG5uLl999VXA+y7kcPz5+dDfwo0zTaDPkWEYPPvsswDs27ePd955p8xyK7Rv3z5fF6XCIplatWrRvXt3IPBuQG3atPEVaJ2oe1Ph49ddd125+9kJxc/1lClT2LlzJ1BQsJacnByS3AC+/PJLPB4PhmH4vl833HADhmEEVYwmIkWFvLjJMM6sK0XXrl3LkCFDsCyLrl27smHDBp555hkuvvhizjrrLHr16sX999/P1KlTT/gHa9OmTbzyyitAwXqnc+fOZdCgQXTq1IlBgwYxZ84c3xufl19+mc2bNx93ntdee41169YB8MorrzB8+HB69OhB586d+cc//sHUqVNxOp1kZ2fz4IMPhv7JEBERERERkVJzmk6SKyTyRbcX6J3clQjz+BfKNKlYlxfPup+7mw4Ic4YiIiIiInI6y03xkvZJLnZ+YHF2PqR9knvKd3CqWbMmd999N1DQbWXOnDkBxf/666+++4XNHPzVp08f3/3Zs2cHFHu0NWvW+O7Xq1cv6HlOZ8E8R1dffTUdOnQACs7LHjlypCxS8yksloE/i5vgz65Aq1atYvny5QHNWdi9adSoUVhW0XZs69evZ/HixUXGlSeh+LmeNWuW735pm7X8VeGSdF27dqVOnToA1K1bl/PPPx/Q0nQipRXycst69eqxatUqJk6cyHnnnRf0PD/++KNvvvLs/vvvJy8vj6pVqzJu3DgqVap0wrERERHHffzNN9/0vTC98847x7SmrFChAu+88w6dO3fG4/Hw1ltvHVMN7Ha7efvttwFo3rw5jzzyyDH76dy5M4MHD+bDDz9kxowZLF261PcCLCIiIiIiIuWH03RSJTKeZ9rdxbBWt/DdjplszdxJvuUmIaIiPZM60yqhEW7Lc8ZdZCQiIiIiImXHtm32jsoLuLDJF58Pe0fnUXtY9Cn9WeXxxx/nww8/JCsri6eeeopffvnF79gVK1b47h+9jJY/2rZti2maWJZVZJ5A/P777/z0008ANG7cmLZt2wY1j7+2bt1K1apVSxyXlZUV0jkjIiJo0qSJ33MeberUqaxatQqAHj16kJCQ4Hfsc889R+/evTl48CBvvfVWUN29/FVYDNOlSxcaNGjge7x///7ce++95ObmMnLkSNq1a+f3nDfccAOPP/44u3btYvr06VxyySW+bYVdm5o1a+Z3x7FCbreb1atXlzguMTGRxMTEgOYu9Nprr/nu9+/fP6g5SvP7WZxVq1b55i4sPit04403Mnv2bFasWMGqVato3bp1yPYrciYJeeemq666Ctu2ef311xk3blxQc4wbN47XX38dwzC4+uqrQ5tgCK1bt47p06cDcN999/n1wv1Xtm3z3XffAQUvFOeee+5xx5177rk0bdoUgAkTJmDbRduAzpw5k/T0dABuueUWTPP439pbb73Vdz/Y74+IiIiIiIiUPdMwMQ2TOFcMA+v35P9aD+bZdndzf/PraB5fcFDTZZavFvEiIiIiInJqy9lk+b0U3Ynkp9nkbLZKHliOVatWjfvuuw+AGTNmMGPGDL9j9+/f77tfo0aNgPYbHR1NxYoVAThw4IDfcW63m40bN/Luu+/StWtXPB4PDoeDV1555YTnDEPl9ttvp3Xr1iXelixZEtI5e/bsGVCeeXl5rF27lueff953/rlChQq8+OKLAc3Tq1cv3/ncN954g0OHDgUU76/ff//dt7zhX4tlKlas6OsKNmrUKLxe/7ul1axZk4suugiAL774wve4bdu+VYiC6dq0a9cuv34O3nvvvYDmPXDgAHPmzKFXr16MHj0aKGjoMWjQoIBzhKK/n9WrVw9qjuMp7NoUGRnJgAFFO2wPHDiQyMjIIuNEJHAhfzX729/+Ro0aNXC73QwYMIDevXszduxY9u7dW2zc3r17GTt2LL169WLAgAF4PB5q1KjB3/72t1CnGDJjx4713T/6j9ShQ4fYuHGjX286tm7d6lvXs3B91BMp3J6amsq2bduKbDu6NWVx83Ts2JGYmBiAgNtoioiIiIiIyMkRYbpwmg5Mw8RlOnEYZXtwWkREREREzkyH57pDMs+ROaGZ52QaNmwYcXFxADz55JN+x2VkZPjuF56TC0RhTElLnhmG4bsVdjG6//77OXToEA0bNuSbb74p100kytr27duLPEdRUVG0aNGCp556ipycHNq2bcvkyZM555xzAp77ueeeA+Dw4cO8/vrroU4d+LMIxuVyMXDgwGO2FxY87dmzh6lTpwY0d2Hx0rhx43wdtWbPns22bdswDKPIEnjh9uyzzxb5vlWtWpWuXbvy008/4XQ6ufHGG5k8eTIulyuo+Uv7+3k8Xq+XUaNGAdC7d2/i4+OLbI+Pj6dXr15A4MVoIvKnkB8NrVy5Mt999x3Vq1fHtm0mT57MoEGDqFmzJpUrV6ZNmzZ06dKFCy64gC5dutCmTRsqV65MzZo1GTRoEFOmTMG2bapVq8b48eOpXLlyqFMMmQULFgBQqVIlmjdvzpdffknbtm2pXLkyTZo0oWrVqjRo0IBnn32WzMzM486xdu1a3/1mzZoVu7+jtx8dF8g8TqeThg0bHneOkqSmphZ7S0tLC2g+EREREZG/si0L2+P582ad2ld6ioiIiIiIiJwqrFybrFWhOemeucqLlVu6DlAnW5UqVXjwwQcBmDt3LlOmTPErrrAgCjjh+cHiFMYUdnAKlGEYXH/99Vx11VVBxQdqxowZ2LZd4q2kJg+BzvnXRhCBiIiIYOjQoXTt2jWo+EsuucQX+/bbbwfUZcsflmX5uihdfvnlVKlS5ZgxRz9euHydv/r27UtsbCyZmZlMmDChyBzdunWjbt26Aedct25dv34OnnnmmYDnLtSkSRMee+yxoH83oOjvZyBLJRZn6tSpvvPkf+2yVajw8bS0NKZNmxaS/YqcacrkUs9OnTqxdOlSbr75ZkzT9P2xSk9P5/fff2fhwoXMnj2bhQsX8vvvv5Oenu4bYxgGN910E0uXLuXss88ui/RCZs2aNQDUq1eP+++/nxtvvJGVK1cWGbN161aeeeYZOnfuzK5du46ZIyUlxXc/OTm52P3Vrl37uHFH/z8mJuaYatATzbNv3z7y8vKKHfvXuOJu5f37JSIiIhIqXstLvteN2/Jg2Sq+CQX7jyuW7F178c7+Dc+0BXhn/4a9c2+R7SIiIiIiIiJSNjzpNoTqMIcFnsOndnETwMMPP+w77/bUU0/5FXN0Icru3bsD2l9OTo6vs8zxClqOtmrVKt9tzpw5fPjhh7Rs2RLbtnn++ed9y+qdqZKSkoo8RzNnzuTNN9+kbt265Ofnc8899/Dqq68GPf/zzz8PFBSjvfLKK6FKG4Cff/7Zd175RMUyR3d0+u6770rs9HW0ChUq0LdvXwA+//xzcnNz+eabb4DglqQLpbvvvtv3PVu2bBkTJ05k6NChuFwu1qxZwwUXXMD69euDnr9q1aq++3v27AlFyr7CsPj4eHr37n3cMUd3dAq0GE1ECpRZH/ukpCQ+++wzdu7cyfDhw7npppvo2LEjiYmJREdHYxgG0dHRJCYm0qFDB2666SY+/PBDdu7cyYgRI0os9CkPDh48CMC6dev473//S3x8PB988AF79+4lNzeXxYsXc/nllwOwevVqBgwYgPWXK8+Pbn0XGxtb7P6Obo3310rvwnlKmqOkeURERETk+CzbwrJtjrizmLRzDmO2TWXc9uksP1jwYdpteU5yhqcm2y440Gn9tpa8N0aQ/8ZIPD/MxDt1Hp4fZpL/5kjy3hiBd+maIuNFREREREREJLSsvNB+5j7VOzdBQbHCww8/DMCiRYv48ccfS4xp27at7/6yZcsC2t/y5ct95xKPnud4WrVq5budd955DBkyhCVLltCtWzcA3nvvPcaPHx/Q/k8nLperyHPUvXt3HnzwQZYtW+ZbBecf//gHixcvDmr+7t2706NHDwDefffdkBXKQNHil4EDBxZZpu3o2/vvvw8UFMWNHTs2oH0UFjFNmzaNDz/8kMOHDxMVFUX//v1D9nUEIzEx0fc9a9euHb169eKDDz5g/PjxmKbJwYMHuf7664Ne2u3o36vffvut1PkeOXKE7777DoD09HQiIyOP+72KiooiPT0dgAkTJhSpERAR/5RZcVOhxMRE7rjjDkaMGMGiRYtIS0sjMzMTj8dDZmYmaWlpLF68mBEjRnDnnXdSvXr1sk4pZApb1eXl5eFwOPjpp58YOnQo1apVIzIyko4dO/Ljjz/6CpzmzZvHuHHjisyRm5vrux8REVHs/iIjI333c3JyjjtPSXOUNE9xUlJSir0tWrTI77lERERETiVey8umIyk8tey/9Jx6F88s/4A313zBK6s/4855z9H3l4cZs20qbsuD11KHoYDYkP/lj7hHT8JOPf5BIDt1D56vfiL/yx9BxU0iIiIiIiIiZcKMNEI7X1Ro5ztZHnzwQV8XpaeeeqrEC68Ki4sAvv/++4D2dfT4YJZMi4qKYuTIkURHRwPw6KOP4na7A57ndJaQkMCIESMwDAOPx+MrXgtGYfem7OxsXnrppZDkl5GR4VsqLhCBdgPq0aMHtWrVwuv18vjjjwPQp08fKlWqFPC+w6F3797cddddQEFR0meffRbUPEcvjzhx4sRS5zVmzJiAzrdDwc9LYacsEfFfmRc3nc6ioqJ89wcMGMC55557zBjTNIu0NBw9evQJ58jPzy92f0cvIVf4puSv85Q0R0nzFCc5ObnYW82aNf2eS0RERORU4bUtpuyaz02z/8lPO+cet0PT9qw03vj9c+6c9xw53jy8WqrOb55vf8b6oytTSayla/B8+3MZZySB8Pzl98Gybf38i4iIiIiInKKc8Ubozhya4Kx0ehQ3xcXFMWzYMKCgE1NJhSdt27b1dYeZP38+S5Ys8Ws/GRkZvoKNyMhIBg0aFFS+devW5d577wVgy5YtfPzxx0HNczo7++yz6devHwBz5sxh8uTJQc3TpUsXLrvsMgA++OAD31JypTF27Fiys7MBeO655xg9enSxt8IOTLNnz2bbtm1+78c0TW644QbgzyYaJ3tJupI8/fTTvhWKnn32Wb/Oi/9Vz549SUpKAgqe6507d5Yqp8Kispo1a5b4vRo9ejR16tQpEici/lNxUynExcX57hd2Zzqeli1bUqtWLYBjWhsePUdJS8QVdoqCY5efK5zHn2XmiptHRERERP7ksbzM27Ocp5e9h8cuuSPTqkMbuX/hS1gq7iiRbdtYew7gnb88oDjv/BVYew6ctOXpCpYnLPj+5nvdvkKeM21ZQo/lxWtbzN6zjMeWvMnguc9w57zneG7Fh6xJ3wycec+JiIiIiIjIqc6MMohp7QjJXLGtHadN5yaA++67j8TERKCgwKKk4xJ///vfffeHDBniV2eXYcOGsXv3bgBuu+023/6C8eijj/oaHLz00kt4PPqM/ldPPvkkhlHwM/qvf/0r6Hmee+45oKBA6MUXXyx1XoVFLwkJCTz++OMMGjSo2Ntjjz0GFBxr+/zzzwPa10033URkZCSRkZHUqlXLV6hVXiUmJjJ06FCgYMWhESNGBDxHREQEjz76KFDwPRs8eLDfS9ylpqbyyy+/+P6/detW5syZA0C/fv1K/F4NGjSIAQMGADBr1ix27NgRcP4iZzIVN5VC7dq1ffeTk5P9Grt3794ijx8dl5qaWuwcKSkpx9330fNkZWX51ussaZ7C5fNERERE5PhMw+Cl1Z9g4X8hzcpDG/l+x0wVdpTEtvHOXhpUqHf20rAvT1dYxLTu8DaeXv4+5026hc6TbubsH2/gqukP8uWWSWS4s86YwrYJO2ZwxbT7eXTJG0xPW8Tyg+v57cBafkiZxa1znmLQrL+z/OB6vH4UBYqIiIiIiEj5Uek8V0jmqXh+aOYpL2JiYnwFS6tWrWLSpEnFjr/uuuvo27cvUNDtqU+fPuzbt++4Y91uN4899hgffvghAPXr1+fll18uVb7Vq1dnyJAhAGzfvj3gopczQZs2bejTpw8Ac+fOZcaMGUHN06lTJ6688koA/ve//3Ho0KGgc9q+fTu//vorAFdddRUuV8m/R61ataJp06YAAX+fW7VqRW5uLrm5uaSmpuJ0OgNPOsyGDRvmW9HopZde8rsw6Wh/+9vfuPDCCwGYMmUK11xzzQl/P6GgcOzLL7+kQ4cOrFy50vf4559/7it07N+/v1/7LhwXTDGayJmu3BY3rVixgueee85X7VoetWzZ0ne/pD+chdv/+qLQokUL3/1169YVO8fR25s3bx7UPB6Ph82bNx93DhERERH5k8fyMmfPMnbnHAg4dsy2n3GZ5f9gwEll2Xj9XI7ur7xL14AVvuImj+Ulx5PL0HnPc9PsfzIpdQ653j/bXqdm7+GdtaPpOfVuvtoaXBvzU8nba0bx71Ufszf34AnHbDyyg/sW/Jtfdi3Ca6nASURERERE5FQR3cgkokbpOi5F1DSIblhuT0EG7e6776ZmzZoA7N+/v8Txn3zyCd26dQNg2rRpNGvWjGHDhvHTTz/x22+/MXPmTF577TXatGnDq6++CkBSUhLff/89FStWLHW+w4YN8zU5+Pe//x1UEcjJsnXrVlavXl3irbDTVbCeeOIJ3/3Sdm8yDIP8/HyOHDkS9DwjR470FcsULpvnj8KxGzduZP78+UHvvzTcbrdf37PVq1f7lsELRo0aNRg8eDBQsOziqFGjAp7DNE3GjBnDOeecA8APP/xAw4YNufvuuxk7dqxvOckff/yRJ554ghYtWnDjjTce08SksDgpMTGRrl27+rXvc845x9e0RMVNIoEpt+8sli9fzjPPPMOzzz57slM5ocI3JICvYOhEtmzZAuBbnq5Q/fr1fet6zpo1q9g5Cit1a9WqRb169YpsO//88333i5tnyZIlvmXpzjvvvGL3JyIiInImc5oOvt0+PajYTRk7+D29+PeHZ7zsHMjLL3nc8eTlF8SHgdeyyLfc3DbnaZYcKL4YK99y8/rvn/PRhvFYJ2nZvLLksTyM2z6dkZt/8G+87eXJ5e+x4cgOFTiJiIiIiIicIgzDIPH6SIyIIOMjIPG6SN9yX6eT6Oho/vGPf/g9vlKlSkyZMoX7778fp9PJwYMHee211+jVqxcdOnTgwgsvZNiwYb6mBT179mT+/Pm0atUqJPnWqlWL2267DSgoehkzZkxI5g2H22+/ndatW5d4e+mll0q1n44dO/qWYvvll1+CLgxq166dr1NXaRQWu1SsWJFLLrnE77ijuwYVLmsXbrt27fLre9a6desSG36U5O9//zsREQV/pF588UUsK/BO6lWrVmXmzJn87W9/IyIigoyMDD744AMGDhxIly5dfB25XnjhBdatW4dhGNx4440MHDgQKOj2tWnTJgCuueYaTNO/sgvDMHw/K+vXr2fhwoUB5y5ypiq3xU2ngj59+vjaAY4bN+6E42bNmsWBAwVX/P+1atMwDK666iqgoOPSggULjjvHggULfH/or7rqqmPeFF5wwQVUqlQJgBEjRpxwrd/PPvvMd/+aa645Yc4iIiIiAtsydwYduzVjpwo6ihPEQYcivOFZ/s1hmjy3/EO2ZBa/hPTR3l8/huUH1+E5zb7/pmHy8cYJAcW4LQ8fbxyPaeijp4iIiIiIyKkiqraDmrdHBVzgZERAzdujiKrtKJvEyoE777yT2rVr+z0+KiqK//znP6xdu5ann36ac889lxo1auByuahcuTKtWrXi3nvvZebMmUyZMoU6deqENN/HH3/cdy7zxRdfPOH5wzPZk08+6btfmu5Nzz77rN8FLsczf/58Nm7cCMAVV1zh67rlj/bt29OgQQMAvv76a/Lzg7yg8BRRu3ZtbrnlFqDg/Pq3334b1DxRUVG89dZbbNy4kZdeeomLL76YOnXqEB0dTVRUFElJSfTs2ZMXXniBrVu38vnnn/ualhxdRBZIl62/jj9ZxWgipyLDLqevYiNGjOC2227DMIxy3Sbxnnvu4f333wdg9OjRDBo0qMj2jIwMunXrxvLlywFYtGgRnTp1KjJmw4YNtGzZEo/HQ8eOHfn111+Jjo72bc/JyaFbt24sWbIEp9PJmjVraNy48TG5PPXUUzz//PMAvPLKKwwbNqzI9vnz59OtWzc8Hg/du3dn5syZpf3yi0hNTfW9oUtJSfG11BMRERE5VfX6+V72FLP0VnGeaHMnV9bujtM8fQ/olYadl0/eP96GYD6OGAaRL/4NIzLIy0gDsD/3EL2m3YfXDqyYqnv1Drxx9qNllFX4eSwv8/eu4MHFrwYc6zBMJl/yHpUjK5VBZiIiIiIiUp7pvEHwNm7ciMfjwel0HvecUDjkpnjZOyqP/N0lf3aPqGmQeF3kaV3YJCIiIv4pi/cxzpDMcpQdO3aEZB5/1qotD5599lkmTpzIjh07uOmmm5g7dy59+/alYsWKrFq1ipdfftnXcenuu+8+prAJoEmTJjz66KO89NJLLFmyhPPOO4+///3vNGzYkM2bN/Pyyy+zbNkyoGB93BN984cNG8bXX3/Nhg0beOyxx9i0aRODBg0iOjqaGTNm8OKLL+LxeIiOjuatt94qs+dERERE5HSREFkp6OKm+Ig4HOpWc0JGZARms/pYa7cEHGs2qx+WwiaP5eXrbVMDLmwCmLN3GftzD1E1KqEMMgs/p+ngp51zg4r12hY/7ZzLgHqXEGG6QpyZiIiIiIiIlJWo2g5qPxZNzmaLw3PcZK3ywtEfkU2Ibe2g4vkuohuap+VSdCIiIlI+hLy4qV69emfUm5dq1aoxefJk+vTpw6ZNm3j33Xd59913jxl3++238/bbb59wnhdeeIG9e/fyySefsGzZsmM6QAEMHjy42HaIcXFxTJw4kV69erFx40aGDx/O8OHDi4ypWLEiX375Je3atfP/ixQRERE5A7ktDxfXPId1h7cGHBvrrECXxLZn1PviQNleC0fXDkEVNzm6dsD2WhiOsi0ec5oOFuxdGVSs17aYu3cFvZO7njbduw7mHS5dbLnsGSwiIiIiIiLFMQyDCo0cVGjkwMq18Ry2sXJtzCgDZyUDM0rHPkRERKTslcnZANu2Q3I7VTRv3pzly5fz6quvcs4551C5cmUiIiJITk7m2muv5ZdffuHjjz/2rWl7PKZp8vHHHzNx4kSuuuoqkpKSiIiIICkpiauuuopJkybx0UcflbhWa6NGjVi2bBkvv/wyHTt2JD4+ngoVKtC0aVMeeughVq5cyRVXXBHqp0BERETktOMynfSrdzEuM/DrAa6s3e20KWgpK4bDxGxaD6N2jcDiatcoiCvjwqZCmZ7sUsVaBN71qbwyS9GJzGHo90FERERERORUZ0YZRFQ3iarrIKK6qcImERERCZuQd25yOBxYlkXDhg0577zzgp5n06ZNzJ0b3LIHJ0NMTAyPPvoojz76aKnm6dWrF7169Sp1Lo899hiPPfZYqeYREREROdPFOitwdZ0LGbvtZ79jKjiiuKFBL8yyuY7g9GLbRAwZQP5/vsTeV/Lyf0a1ykQMGQC2DWHqihXliAw6NtoRicnpcaDXsi1qx1Rn4f5VQcXXrlAdU53MRERERERERERERCQIIS9uatGiBatXr6ZatWp8+umnQc8zYsSIU6q4SUREREROPwYwrNUtpGbtZf6+FSWOjzRdvNrxIapFVdaSdH4wTBM7KoKIB2/C/c1UrJXrwXucTkcOE7NNU1z9e0KEE6OEbqahYtkWrRIaseHI9qDi21Zuclp1LOpf7xK+2T4t4LhYZzQ9a3XGGUQXNBERERERERERERGRkB9dPvvss1m1ahXLly/HsqwSl1ETERERESmvDMPAsA3ePmcYb/7+JeN3TCfXm3/csY3iavNk2yE0q1RfS9IFwHA4sCMNXDdeAVkX4Z23HGtzCnZePkZkBGaDZBzntYeYaLDtsBU2Fbqu/mWM2z494Lg2CY1pGFe7DDI6OUzDpHHFOrSMb8jv6ZsDiu2drGUaRURERERERERERCR4IS9u6tSpEx9//DG5ubmsXLmSdu3ahXoXIiIiIiJhYxoFxTQPt7yRu5sNYMKOGfyStojD+ZlEmC4axNViYL1LaVO5MR7LoyKOIPgKlmIr4LjoHJw9u/i22V4vhuOP5zTM3bBMw6RBXDJtE5qw4tCGgGKvrX8pbsuD6zTqVuS2PDza8maGzH8et+XxKyYxqjJ3NLlGyzSKiIiIiIiIiIiISNDKpHNTocWLF6u4SUREREROC6ZhEuOMZmC9ntzQoJfvcdu2sbABtOxWCPgKmU7w/3DzWB6ea38PN89+gsPuTL9iLkk6l8tqnVfGmYWfy3TSIr4hL3d4kP9b+jZ5lrvY8YlRlfmg8xNUdMVomUYRERERERERERERCVrIz760bt2aZ555Btu2qVevXtDz9O/fnwsuuCBkeYmIiIiIhMJfO/EYhoEDFW6crpymkxrRVfjovKe5Z8GL7Ms9VOz4y2udzzPt7sK27dOyoMdpOjgvsR2fd32BTzZNYHraomO6OMW5Yriydjdub3Q1ca4KKvoTERERERERERERkVIxbNu2T3YScnpITU2ldu3aAKSkpJCcnHySMxIRERERCQ2P5cFtefkhZRZjt/3MlsxU3zan4eDCmp0YVP8y2lVuetoWNh3Na1sYGGS6s5iyaz4HctNxmCbJFapzUc1zcBgmpmGe9s+DiIiIiIgUT+cNgrdx40Y8Hg9Op5PGjRuf7HRERERE/FYW72N0Ca2IiIiIiEgJnKYTp+nkmro9GFi/JylZuzmUl0Gkw0VShWrEOiv4lic8Ewp6HIYJQMWIWK6ucyGF18yYhonTPHlLCVqWB/MvnaK8lgeHukeJiIiIiIiIiIiInLJ0hFdERERERMRPhcsS1o6pQe2YGkW2nanLE/51qcaTwWt5MA2TrWnzWLVlAhnZe7CxiYtOpGX9K2mUfAG2bavISUREREREREREROQUpCO7IiIiIiIicsqybZsNO37m15XvkJG9u8i2vYfWsXnXr8RGV6NLq7to3eDqM6KzloiIiIiIiIiIiMjpRMVNIiIiIiIickqybYsl675g1oq3ih2XmbOPqYufJyN7D11aDVWBk4iIiIiIiIiIiMgpxDzZCYiIiIiIiIgEymu52bJrDrNWvO13zPzfh7NuxxS8lrsMMxMRERERERERERGRUFJxk4iIiIiIiJxyHKaLBWs+BuyA4hau+QSH6SqbpEREREREREREREQk5FTcJCIiIiIiIqcU27bYl76RtAOrAo7df3gTO/evwLK8ZZCZiIiIiIiIiIiIiISaiptERERERETklGJZHtZumxR0/Lrtkwm045OIiIiIiIiIiIiInBwqbhIREREREZFTimE4yM5LDzo+O/cgpukMXUIiIiIiIiIiIiIiUmZU3CQiIiIiIiKnFBu7VMVJpunEtq0QZiQiIiIiIiIiIiIiZSUsxU3PPfcczz33HFOmTAnH7kREREREROR0ZttUjqsTdHjluLpYtjeECYmIiIiIiMipaubMmRiGccJbbGwsTZo04ZZbbmHmzJkBz5+SkoLD4fDNN3LkSL/itm3b5ou59dZbjzvms88+KzZ3f24XXHCBb75bb73V9/i2bdtKzDErK4tPPvmEa6+9liZNmpCQkEBERASJiYl07tyZhx9+mAULFhQ7h23b/Pjjj1x//fU0btyY2NhYoqKiqF27Nh06dOC6667jgw8+YO3atX49byIicnoKSx/+Z555BsMwGD9+fDh2JyIiIiIiIqcxh8NFqwZXMXvlf/Fa+QHFGoaDNo364TBdJY61LRsMMAwD22tjOIyCx4+6LyIiIiIiIqe3rKwsNm7cyMaNGxk5ciS33347w4cPx+Fw+BX/+eefY1l/dg8eOXIkN998c1mlGzYfffQRTzzxBHv27Dlm2759+9i3bx8LFizgzTffpFOnTrz11lt06dKlyLi9e/cycOBAZs2adcwcqamppKam8ttvv/HVV18BsHbtWpo1a1Y2X5CIiJRrYSluqlKlCgcPHqROneCvrBUREREREREpFOmKpWmdS1izbWJAcQ2TuhETVaXYMYXFS7lbLdJnu8le48V2AyZEJplU7OIkrqMTw0RFTiIiIiIiIqeRu+++m3vuucf3f9u2OXjwIPPnz+fNN99k7969fPLJJyQnJ/Pss8/6Nefnn38OQGxsLJmZmcyYMYPU1FSSk5NLne/VV19Nx44dj7tt165dXHrppQBcddVV/Otf/zruuJiYmID2aVkW9913H++//z4ApmnSp08fevfuTaNGjahYsSL79u1j1apVfPfdd8yZM4fFixfzyiuvMGHCBN88brebSy+9lOXLlwPQvn17brvtNtq1a0dcXBxHjhxh7dq1/Prrr0ycOJHDhw8HlKeIiJxewlLc1KhRIxYtWsTu3bvDsTsREZFTmseycBgGB/PyyPF4qeB0UjkqErdl4TLDsqKsiIhIuWfbNl3b3Me2tPlk5x30KybSFUf3dg9iWV5M8/hX2NpeG2+mTdpHueSlWkU3WpCXarFvTD4Hvs8n8fpIYlo6MEwVOImIiIiIyOnPzvFgH8qHPC9EOjASIjCiw3KqMWwSExNp1arVMY93796dPn360LFjR3Jycnjrrbd44okncLmK7wq8aNEi1q1bB8Drr7/Ovffei8fj4YsvvuDxxx8vdb7x8fHEx8cfd1tsbGyRccf7uoLxr3/9y1fY1LBhQ7799lvatm17zLhLL72URx99lDlz5vDAAw8cs/2jjz7yFTbddtttfPTRR5h/Of7drVs3hg4dSl5eHqNHjz7h1yoiIqe/sLzjuPbaa1m4cCFjxozhsssuC8cuRURETjkeyyLH42XC1u2M37KdXVnZvm3JMRW4pmE9rq5fh0iHA6eKnERE5Axnmg4qRFVhwIUfMHbm3WTnHih2fHREPP26v0PFmJolFjalvJmL97Bd7HxWLuz+NI/qN0YS29ahDk4iIiIiInJasm0ba8MRPDN3Y604CEdfA2KC2a4yzu41MJtUxDBO789FLVq0oHfv3nzzzTe+rkJt2rQpNmbEiBEAJCQkcOuttzJhwgR++uknRo4cGZLipnD77bffeO655wCoUaMGc+bMoUaNGsXGnH/++cybN4/vv/++yOOFXZycTidvvPHGMYVNR4uMjOTWW28tVe4iInJqC8uZ0XvuuYe2bdsycuRI34u4iIiI/Mmybeal7eWKiT/z31VrixQ2AaRmZfPOyjVc8ePPLNyzD69d/AlXERGRM4FpQdXYetzVexJDe0+ic8shREfEFxkT6YqlfeNB3HzZV1RLaIrDPPE1PobDIO3TvBILm3xs2DMqD89hG1uvzSIiIiIicpqxdmSS9/wK8t9cg7XsL4VNABZYvx0k/8015D2/AmtH5knJM5zq1avnu5+bm1vs2Pz8fL7++msABgwYQEREBDfeeCMAa9euZcmSJWWWZ1n597//jdfrBeCdd94psbCpUFRUFAMHDizy2Pbt2wGoWrWqOjKJiEiJwtK5affu3Xz00UcMHjyY22+/nS+//JLrr7+eNm3akJCQgMNx/KtmC9WpUyccaYqIiJwUHstiXtpeHp+/+JjjA3+V4/Xy2LzFvNKlE+dUr6YOTiIicsaxvRaGw8ROP4J36RrsjGxwmERXjadLh8F0aXEnBzK2krJ3KVGRlWicfCGm4cQwzGKvIrYtm7xUi7ztJb0a/4UX0n91U7VPBJzeFymLiIiIiMgZxLsmnfwP10Oef5+R7F055L3+OxFDm+JoEV+2yZ1E27Zt890v6fzlxIkTOXCgoMtwYVHT1VdfTWxsLJmZmYwcOZKOHTuWWa6hdvjwYcaPHw8UfO19+/Yt1XwREREA7Nmzh4MHD1K5cuVS5ygiIqevsBQ31atXz3cQ2bZtpk+fzvTp0/2KNQwDj8dTlumJiIicVLleL08t+q3EwqZCXtvmyYVL+fGKnipuEhGRM4ptWdg70nBPm4+1biv8pVuS57sZODq0oMql51GlQT9sE8xiOjUVYcDh2cF99sxY5KHKFREYelkWEREREZHTgLUjM6DCJp88i/wP1xP5SEvMOrFlk9xJtG7dOiZOnAhAp06dSuxaVLiaTb169Tj//PMBqFChAtdccw2ff/45X331Fa+//joul6tsEw+ROXPm+Lo29erVq9hl5PzRvn17Vq1ahW3b3HnnnYwYMYLY2NPv50ZEREIjbIdebfvPNv2F9/29iYiInK7clsWELdvJ/eNDob+yPV5+2LoDtxXgAQYREZEy4LGOfR2zbRvvcR4Plm1ZWEvXkP/f0VhrtxxT2ARAvhvv/BXkvTES+0A6hu1/KyXDMMhaG1xxk5UDeTv0miwiIiIiIqc+27bJ/2xT4IVNhfIs8j/bdMqe39u7dy+rV6/23VatWsXs2bN55ZVXuPDCC8nJyaFixYq89dZbxc5z4MABJk2aBMD1119fpJNwYRenffv28dNPP5XZ1xJqK1as8N0/66yzSj3fvffe6yuQGjduHMnJydx000188MEHLFu2TM0vRESkiLB0bvr000/DsRsREZFTjtMwGL9le1Cx47Zs59rGDUKckYiIiP/clgeX6WTpgTV8vXUKyw+uJ9ubS4wzmg5VmjOo/mWcVaU5HsuD098OSsdhe71YG7bj/uqn4xc1/dWRTPLfH0PkI7dgx1Yodjm6o1m5QaeIN+vUPHAvIiIiIiJyNGvDEexdOaWaw96Vg7XhCI6mlUKUVfi8//77vP/++8fdZpomQ4cO5cEHH6RZs2bFzjN69GjcbjfwZzFToYsuuoiaNWuSlpbG559/Tp8+fUKTfBnbv3+/73716tVLPd/ZZ5/NBx98wL333ovb7ebw4cN88cUXfPHFFwDExMTQpUsXBgwYwPXXX09MTEyp9ykiIqeusBQ33XLLLeHYjYiIyCnnUF4+O7Oyg4rdnpFJRn4+cX+sTS4iIhJOHsvLjsw0hi15k+1ZaUW2pednMD1tEdPTFtEorjavdXqEmtFVgi5wMhwOPN/P8K+wqdCRTDzTF+DscyH4WdxkuiDYZlNmlP9dokRERERERMorz6zdIZnHO2vPKVncVBzLshgzZgyxsbG8+OKLRBRzXHbkyJFAQYej5s2bF9nmcDgYNGgQb775Jj/88APp6enEx8eXZeohkZGR4bsfqkKjO++8k/PPP5+XXnqJb7/9lqysLN+2rKwsfv75Z37++WeefvppPvnkEy677LKQ7FdERE49YVuWTkRERI6VU8rWutme0C33IyIi4i+35WFLRiq3zX36mMKmv9qUkcIts59gZ/Y+PFbgr3u2ZeHdkoK950DAsd7FqyGAJVwj6wT5EdkBkUn6eC0iIiIiIqc2O8eDtfxgSObyLj+AnXPqLSv29NNPY9t2kVt2djYrV65k2LBhZGRk8Prrr9OzZ09yco7f4WrdunUsXrwYOLZrU6HCx/Py8vj666/L5osJsbi4ON/9o4uQSqt58+aMGDGCAwcO8Ouvv/Lqq69yww03kJyc7BuTlpbGFVdcwbRp00K2XxERObXo6KuIiMhJFO0sXRPFCqWMFxERCYZt29y/8CWyPP4tVXDYncl9C/7t9/JwRRgG3vkrAo8DyMnDWrEB21tyMbDttal0viuo3cS2cWBWCCpURERERESk3LAP5YP/14cUzwI7PT9Ek51c0dHRtG7dmldeeYX33nsPgFmzZvHvf//7uONHjBgBFHRouu6664475qyzzqJFixbAn12eyruqVav67u/Zsyfk80dGRtK1a1ceffRRvvjiC1JSUpg+fTotW7YEwOv1cu+992IH0tVZREROG2EvbrIsi19++YUXXniB+++/n8GDB5OWVvRK3/z8fLKzs8nLywt3eiIiImFVOSqS2rHBtfCtXzGWuIjgTsKKiIgEy215mJQ6m/156QHF7crZx4y0xQF3bzIMA/vgkYBijmYfTPdrOTvDYRDT0oEzPvACrErdXKBjqyIiIiIicqrLC3GX+NzTr+v84MGDqVy5MgAff/zxMdsty+LLL78ECopxatasiWEYx72tWbMGgHnz5rFp06bwfRFBatu2re/+b7/9FpZ99ujRg59//tn3nG/YsIHly5eHZd8iIlK+hLW4aeLEiTRu3JhLLrmEp556ivfee4/PPvuMQ4cOFRn38ccfExcXR2JiYkjbGoqIiJQ3bsuib4O6QcX2a1APdwBL7YiIiISCy3QydvvPQcV+vW0qTjOIroN2KV7vrACqjmyoflMkOPwPie/uJLqeA8MMoiuViIiIiIhIeRIZwIchf0SFeL5ywDRNGjduDMCuXbs4eLDoMn6//PILKSkpAc/7+eefhyS/snT++efjcBR8T3/66SesMB2brlmzJr179/b9/1QoBBMRkdALW3HTRx99RJ8+fdi6dSu2bVOlSpUTtg0cPHgw8fHxZGZmMn78+HClKCIiEnYu0+Sq+nWp4Azsg36sy8kV9WrjMrXCrIiIhNehvCOsO7wtqNjfDqwlxxN4h16jYmxQ+wOgYizgX+GR4TCIqmuSNCQKI7Lk8fEXOKl6tR8DRURERERETgFGQkTozhyaBkZ8RIgmK188nj87Ervd7iLbCpeYi4yM5Msvv2T06NHF3jp06AAUFDeV9+XWKlWqxDXXXAPA9u3bmTBhQtj2nZSU5Ltv6pi4iMgZKYhLZgO3adMm7r33XqCgfeC7775Ls2bNTvjiExERQb9+/fjoo4+YOnUqN954YzjSFBEROSkiHCYvnNuRR+cuwuvHB1iHYfDvczvi1Ic4ERE5CTLcpeuum+3JIdrpf0GQ7fXi6NASa+WGwHfmcuJo1wwjgCJiw2EQ3dCk3pMVODzXzZH5Hjzpf74+Gy6IbeekUlcnUbVPv6uQRURERETkzGVEOzHbVcb67WDJg0vgaFcZIzospyHDKjs727ecXFRUFFWrVvVty8rKYty4cQBccsklXH/99SXOt3//fpYuXcrWrVuZM2cOXbt2LZvEQ+Txxx9n3LhxWJbF/fffz/nnn09iYmKJcXl5eXz33XcMHDjQ95ht2xiGfxcjLVmyxHe/fv36gScuIiKnvLCcFX3rrbdwu920bNmSSZMm0axZsxJjCl+8tW6qiIic7pymydnVq/HaeWdTwVn8B/5Yl5O3u57DWdWqqrhJREROikhH6a68jXC4AhpvOByYLRtBpcC7N5ltm0JU4PkaDgNHjEHCRS7qPhlN7ceiqXVfFMkPR1H/uQokXhdBZC29DouIiIiIyOnH2b1GSOZxdK8eknnKm6effpqcnBwALr30Ut8ybQDffvstWVkFFwT179/fr/n69u3rK/Ap7PpUnnXo0IEnnngCKFiW7/zzz2fVqlXFxsyfP58uXbowatSoIo/37duX9957z/ecnchnn33G9OnTAahTpw7t27cvxVcgIiKnqrCUTE+fPh3DMHjwwQeJiPDvwHLDhg0B2LFjR1mmJiIiUi44DINOiVWZeMUl/LgthW83b2NbRqZve4OKcfRrUJfe9ergNA0cpn9XtIiIiIRalch44iPiSM/PCDi2RnQVYp0VAt+pbeHseR6esVP8j4lw4by4M9g2+Hkl6F8ZjoK4yJrHiddLsYiIiIiInIbMJhUxkqKxd+UEPYeRFI3ZpGIIswqfvXv3snr16iKP5ebmsnHjRkaOHMnkyZOBgq5Nzz//fJFxI0aMAMDlctGnTx+/9peUlETnzp2ZN28eY8eO5Z133iEqKuqYcZs2beKzzz4rcb527drRrl07v/YdrKeffprdu3czfPhwNm7cSLt27bj66qvp3bs3jRo1Ii4ujn379rF69Wq+//57Zs2aBUDt2rWLzJOSksK9997L3//+d6688kq6detG06ZNSUhIIDc3l3Xr1jF27FgmTZoEgGEYvPnmm353exIRkdNLWIqbUlJSAAJ6MY2JiQEK2juKiIicCZymidM0ubpBXQY0qk9Gvptcr5dop4NYlwu3ZeFStyYRESkH+tS+gJGbfwg47po6F+G1vTiNwD6KGg4Hzs5tsQ8exjt9QckBLieu267BqFIJQ6+dIiIiIiIifjMMg4hbG5H3+u+QZwU+QaRJxK2NTtkClPfff5/333+/2DHVqlXjiy++oHXr1r7HUlNTmTlzJgA9evQgISHB733279+fefPmcfjwYb777juuvfbaY8bMnTuXuXPnljjX008/XebFTaZp8uGHH9K+fXueeuop9u3bx7hx43xL8h1Ply5d+Oc//1nkseTkZJYuXUpmZiajR49m9OjRJ4yvVKkS77zzDn379g3Z1yEiIqeWsBzlLXwDY9u23zH79u0DoGLFU7OyW0REJFiFBUxxES6qRUcR63IVeVxERORkcpoOBtW/FDPA1kVOw8GAepfgNIO/xsbVuxvOQZdjVI0/4RijYW0i7r8Bs1EdjKOWBxARERERERH/mHViiRjaFCIDPB4ZaRIxtClmncCXFS/PIiIiqFGjBhdddBGvv/4669evp2fPnkXGfP7551hWQTFYv379Apr/6PGnwtJ0he666y62bNnC//73P/r370/Dhg2pWLEiLpeLatWqce655/Lwww+zaNEi5s6dS6dOnYrET5gwgXXr1vH2228zcOBAWrZsSaVKlXA4HMTExFCnTh169erFW2+9xaZNm7jppptO0lcqIiLlgWEHUnEUpKZNm7Jp0ya++OILrrvuOt/jpmliGAarVq2iRYsWRWKefPJJXnjhBc466yyWLFlS1ilKCKSmpvpaSqakpJCcnHySMxIRERERkbJg2RYjN/3IO+tOfFXlX/1f69u5pu5FOIzSFevaXi+Gw4F3wzaspWuwM7LANDGqJuA4rx1mtcq+MSIiIiIicnLpvEHwNm7ciMfjwel00rhx45OSg7Ujk/zPNvm1RJ2RFE3ErY1Ou8ImERERCVxZvI8Jy7J03bp1Y+PGjYwaNapIcdOJ7N+/nw8//BDDMOjRo0cYMhQRERERERF/mYbJrY374LG9vL9+TPFjMXio5U30q3txSJYlKCxaMhvWwWxc989OwZYFf9xXYZOIiIiIiEjpmXViiXyyLdaGI3hm7cZafhCOXqnONHC0q4yje3XMJhVP2aXoREREpPwLS3HTkCFD+Pjjj5k0aRKffvopt9122wnHpqam0rdvX/bv34/T6WTIkCHhSFFEREREREQCdHvjq+lavT2jtvzEz7vmk2e5fduiHJFcXus8rmtwGfVja4X8ILfhKNoBytDyrSIiIiIiIiFnGAaOppVwNK2EnePBTs+HXC9EOTDiIzCiw3KqUURERM5wYXnH0alTJ+666y4++OAD7rjjDiZNmsSAAQN821euXMmqVauYOnUqX331Fbm5uRiGwSOPPEKjRo3CkaKIiIiIiIgEyDQMGlesw9PthjKs1S2sPbyVTHcWca4YWsY3JNIR8cc4FR6JiIiIiIic6oxop4qZRERE5KQI2zuQd955h6ysLD7//HPGjRvHuHHjfFfu3nDDDb5xtm0DcOutt/Liiy+GKz0REREREREJQmHhUqyrAp2qtjzJ2YiIiIiIiIiIiIjI6SZsl886HA5GjBjB2LFjad++PbZtH/fWokULRo0axSeffKK1eUVEREREREREREREREREREREzmBh7x3Zr18/+vXrx65du1iyZAl79+7F6/VSpUoV2rdvT8OGDcOdkoiIiIiIiIiIiIiIiIiIiIiIlEMnbWHcpKQk+vTpc7J2LyIiIiIiIiIiIiIiIiIiIiIi5VzYlqUTEREREREREREREREREREREREJxEnp3OR2u/ntt99YvXo1Bw8eBKBy5cq0atWKs846C5fLdTLSEhERERERkTJg2zaWbeMw/7y+xmNZOE1dbyMiIiIiIiIiIiIixQtrcVNmZibPP/88H3/8MYcOHTrumISEBAYPHswTTzxBXFxcONMTERERERGRECosYNqZlc23m7exLSMTt2URHxHBRclJdKtVA9u2VeQkIiIiIqcst+XBZTo5kJtOlieHKEckVaIqYdvgNB0nOz0RERERkdNC2Iqb1q5dy2WXXUZqaiq2bZ9w3MGDB3nttdf4+uuvmTJlCk2bNg1XiiIiIiIiIhIiHssiJTOL15atYum+A8dsn5a6i6pRkVzfpCHXN2l4EjIUEREREQmex/Lgtjx8t2MmY7f/zLbMXb5tVSPjubrOhQysfynxEXE4DBXzi4iIiIiURliKm9LT07n44otJS0sDoFWrVtxyyy2cffbZVK9eHdu22bt3L4sXL2bEiBGsWrWKHTt2cPHFF7N69WoqVaoUjjRFREREREQkBDyWxdpD6fxt9kKyPZ4Tjtufm8d/Vq5h65EM/tmxXfgSFBEREREpBY/lZdWhTTy0+DUy3FnHbN+fl85HG8fz2abv+Xvr27imTg8MwzgJmcqpzOFw4PF48Hq9WJaFqY63IiIicgqwLAuv1wsUvJ8JlbC8E3r55ZdJS0vDMAyef/55VqxYwSOPPELXrl1p0qQJTZs2pWvXrjz88MMsX76cf/3rXwDs2rWLl19+ORwpioiIiIiISAjYts3BvDwembOo2MKmo/2wLYVP1m7AW0yXXxERERGR8sBjeViTvpl7Frx43MKmImNtLy+s/Ihx26fjta0wZSini6ioKKDgM1ZmZuZJzkZERETEP5mZmb7V3KKjo0M2b1iKmyZMmIBhGFx77bX885//LPYKBcMw+Mc//sG1116LbduMHz8+HCmKiIiIiIhICFi2zagNWzjidgcU9+X6zXgsnfARERERkfLOYNiSN8m3/H+/+/LqT9mbc8B3kkfEHxUrVvTd3717N0eOHMHSZyYREREppyzL4siRI+zevdv3WFxcXMjmD8uydNu3bwfglltu8Tvm1ltv5euvv/bFioiIiIiISPnntW0mbksJOC7L4+Gn7an0rlcbl5ZbEBEREZFyyGN5mJ62iP156QHFeW2Lr7ZO4YHm1+EwQrc0h5zeYmJiiI6OJicnB6/Xy86dOzEMI6TLu4iIiIiEitfrLVLMHx0dTUxMTMjmD0txU1xcHHl5eSQmJvodUzg2Nja2rNISERERERGRELJsm7lpe8kIsGtToSk7dnJ1g7ohzkpEREREJDScppMx26YGFft9ykzuaz4IlaWIvwzDoE6dOuzYsYOcnBygYIk6j5/Lf4uIiIicLNHR0dSpU6fYVd0CFZbiptatWzNjxgw2btxI+/bt/YrZuHGjL1ZERETkTOK1bUwo8qbPtm0s28ahbiYiUo55bZv9ublBx5cmVkRERESkrFm2zYqDG4KKPeLOYntmGo0q1g5xVnI6M02TunXrkpWVRUZGhq+Lk4iIiEh543A4iI6OJi4ujpiYmJAWNkGYipuGDh3KL7/8wltvvUX//v0xSzgpZ1kWb775JoZhMGTIkHCkKCIiInLSeSwLp2my5uAhxmzaym/7DpDt9hDtdNK2amUGNqpP+2pVfOPKE4/lwWn++dbSbXlwmWF5qyki5YgBOErxobU0sSIiIiIiZc1tubGxSx54AlmenBBmI2cKwzCIjY3VSiciIiJyRgvLGacBAwYwefJkPv30U66++mqGDx9OjRo1jjt2z549DB06lIULF3Lbbbdx7bXXhiNFERERkZPKY1nszcnl8fmL2ZB+pMi2HK+XGTvTmLEzjfoVY3mpcydqxVQ46QVOXsuLaZgcdmfyzbZp/J6+mVxvHjHOaDpXa8MVtbvhNByYhhnyCn0JHY/lxWn+uTCCCtOkNEzDIDk2+HXUk2IqhDAbEREREZHQinREYGJgBVngFOuMDnFGIiIiIiJnhrCctRg5ciTdu3dn9erV/PjjjzRo0ICePXvSqVMnEhMTMQyDPXv2sHjxYqZOnUpeXh6dOnWie/fujBw58oTz3nzzzeFIX0RERKRMeSyLtOwc7vhlDofz84sdu/VIJoN/mc2HF5xH3bjYk1bg5LE8ZHpyeHnVp/yStgiPXbQl+ozdi/nP2lFcVedCHmh+HQYmDqN8dZs6kxUWNO3LPcTXW6ew9vAWcr35xDkr0CWxHVfW7k6Ew4WJocI0CYhpGHRMrEqNCtHszg78qvSr6tcpl93pREREREQKnVWlOUsOrAk4LiGiInVja5ZBRiIiIiIipz/Dtu3ge6j6yTSLXq1v2/YJT5IUt+1ohmHg8XhClqOUXmpqKrVrF6wXnpKSQnJy8knOSERE5NTgtWwGTvmFnVnZfsdUi4ri28t7EOFwlDw4xDyWl4N5hxk89xl25ewrcfxZVZrz33P+D6fpxFShzEnnsTyk52fwwsqPmbPnt+NecVzBEcVVdS7gwRY3YBgqTJPAeCyLL9Zv5oPf1wUUVy06iu96Xay/EyIiIiJSbnksD7/u+Y1hS94MOPbWRn24u+nAIp1zzwQ6byAiIiIioRC2sxS2bftuf/2/v9uON1ZERETkVOaxLGbtSguosAlgX24uU3bsxG1ZZZTZidnY3LPgRb8KmwB+O7CWJ5f9VwUL5YDH8rAn5yA3/PpPft2z9IRLKWR7cxm9dTJ3L3gRr+3F0ntvCYDTNBnYuD51Alye7m9tWpzUnzW3VXDxTL7l5kh+Jvled5HHRUREREScppPuNTpSI7pKYHGGg2vrXXrGFTaJiIiIiIRKWJal27p1azh2IyIiInLKcZom32zeFlTsN5u3cWX9OqFNqARuy8PUnfPYmrkzoLhpaQvZnplGnZgaWubsJPLaFvcseIH9eYf8Gv/bgbU8vex9/t3hgTLOTE43EabJu906c++v80nJzCp2rAk81K4VPZKTTkoRpMfyYGMzeec8xmydyprDW3zbWlRqwIB6l3B58nkYGDjNsHyEFhEREZFyzLYt3uw0jNvnPk2ON6/E8QYGz7S7iyqRlcKQnYiIiIjI6Sksy9LJmUHtZUVERAKX6/FwwYSfgo7/6cqeJERGhjCjkt08+wl+T98ccNyAepcwrNWtZbrEmW3beO2CblYOw1Qh1VHclofvdszk36s+Djj2ux5vUatCop5PCYjHssjxePl03QZ+3JbCkXx3ke0G0Kl6NW5p2oj21aqclMImr+VlVfomHl38Bofyj5xwXHxEHK92fIi2CU1w6Gp7ERERkTOex/KyKWMHf1v4Cvvz0k84LsoRwVNth3JJ0rmYZ+hy3zpvICIiIiKhoMtORURERE6iLE/pljvKdHvCWty0O2d/UIVNAD+lzuXx1reHOKMCHssLwML9q9ibcxADqBWTSMcqLfHaXnVbAVymk7HbpgYV+9XWyTzU8kYcqKhD/Oc0TWJdBve2as7drZrzS+outh7JJN/ykhAZycXJSdSMqYDHsk5ax6ZVhzZxz4IXybfcxY5Nz8/gngUv8t9z/o+2lZvob4qIiIjIGc5pOmgYV5sfL36HqTvnMWbbVFYf9Vk5uUJ1+te7mL51LiLKEXHGFjaJiIiIiISKjsiKiIiInEQRpewAEmmG9wDpvlz/ljM7nkxPNvmWmwjTFbJ83JaHTHc2o7b+xHc7ZnAg73CR7TWjq9K37kVcW/9SIk3XGV2QsD1zF5syUoKKnbxzHo+2uiXEGcmZwDAMHIaBA7goOQnLtino2WTj+uPvlzPMf8cKeW2LRxa/XmJhUyG35eGRJW/w08X/PaP/loiIiIhIAdcf7wl71upC79rdyPHkku3JJdIRQayrAm7L4xsjIiIiIiKlo8sFRERERE6iWJeTatFRQcVWjHBROSq8S9I5jNIVY5khfPvpsTxszdjJtbMe45ONE44pbAJIy9nPf9d9zfWz/o99uYfwWKXrlHUq25+bHnRsen4G1h/L/YkEy2maRDgcRDgK/j2Zyxy6LQ8/pvzKYXdmQHEZ7ix+SJmF+wz+WyIiIiIiRRUWMEU7o6gSFU+sq0KRx0VEREREpPRCWtzUunVrxo4dG8opfVJSUrjnnnt4+eWXy2R+ERERkZPBa9tcVb9OULFX1KtNuEsDakRXxQhyr9WiEnCWslNVIa/lZW/uIe5e8MJxi5r+KjV7D0PmPU+WJ/ePzjFnntIsg2CUMl6kvHGZTsZu/zmo2LHbftaJKhEREREREREREZEwCukZit9//51BgwbRunVrPvnkE44cOVLqORcuXMiQIUNo3LgxH374IXl5eSHIVERERKR8cJom/RvWwxFgBxMDGNioAWaYO59UjqxI58Q2QcVeXftCPJY3JHk4TAev/z6S9PwMv2N25ezj/fVjsCn/HYi8lhvbtsnI3sOBw1s4kpWGZXnxlqJbTHJM9aAL05IqJAa9X5HyKMOdxcYjO4KK3ZKZSnpe6T/rioiIiIiIiIiIiIh/Qlrc9Omnn1K9enV+//137rzzTmrUqMHAgQP56quv2LZtm19zZGVlMWvWLJ566ikaN25Mly5d+Pjjj8nPz2fAgAHccccdoUxZRERE5KSrGBHBg21aBBQztGUzEqOjwr6sk8fyMqj+ZQHHOQ0HA+v3DFnnpv256cze81vAcZNS54SswKoseC0PefmZLF0/io8mXsWH31/Opz/1Z/gPvfnw+8uZ//twsnIPYAXxNVSLSuDsqq2CyuuaOhdqGS45rWR7cksVn+UtXbyIiIiIiIiIiIiI+C+kvfRvueUWBgwYwNtvv80bb7zBgQMH+Pbbb/n2228BqFy5Mu3btycxMZGEhAQSEhLIycnh4MGDHDp0iA0bNrB+/Xosq+BqevuPJUMuvfRSnn32Wc4+++xQpisiIiJSLpiGwYDGDXDbNu+sXENJi6bd0aIJtzZvHJbc/sppOuhSrS2dq7Vh/r6Vfsfd2LA3CREVQ5KD2/LwzfZpeO3AOzBleXKYmDqHK2t3K3fLSlmWlx17FvH93Mdwe7KP2Z6Vu58Fv3/EojWfcUmnf9Kqfp+Aits8lpdr61/Kwv2rAsrLZTrpW+/icvd8iZRGlCOyVPHRpYwXEREREREREREREf+F/AxFhQoV+L//+z8eeughPv/8cz755BMWLlwIwIEDB5g+ffoJYwuLmQASEhIYOHAg9957L61aBXeFuYiIiMipZFDjBnRKrMZXG7cwLXUXed4/u/NEmCY9kmtybaMGNEuodBKzBBub1zo9zP0LX+a3A2tLHH9NnR7c3/y6kO3fZTrZmpEadPyWUsSWFa/lIXXvUsb/+iCWXXyHJMv2MGXRs4BNy3pXYvrZDctpOuhavT3nVG0dUIHTHY2vIdYZ7fd4kVNBpYhYkitUJzV7T8CxNaOrhqxYU0RERERERERERERKVmaXX0dFRXHnnXdy5513smPHDmbOnMns2bOZN28eqampZGRk/JmE00nVqlVp3bo1Xbt2pWvXrnTp0gWXy1VW6YmIiIiUO6Zh0LBSHP/s2JaH27Vk9YFDZLjdxLpctKycQIyr4K1buJeiOzZPkwjTxfvn/pPPN//IN9unsTtn/zHjmlWqx3X1L+eK2t1CnkN+KZZIc1tuTu4zeCzbtvhh3t9LLGw62s+LX6R+zfOJja4a0L5e7/QIDyzyrzDtxga9uaNJ34DmFzkVuC0P/epexNtrRwUc26/uxXhsLy5D3cxEREREREREREREwiEsR2Pr1KnDzTffzM033+x7LD8/n4MHDxIVFUV8fHw40hAREREp98w/CpdiXC7OqZGIbdsnvZjpeEzDxDTgpoa9uaXRlczdu4LVhzaS480j1lmB8xPb0SKhIe7cHGzLBtvCcPjXYagklm0RHxEXdHyliDisEhf/Cx+v5WbNtonk5h8JKM6yPSzb+DVdWg3F4eeScaZhEukoKEz7csskvt0+jZ3Ze48Z1zahCTc27E2PmloWWk5PLtNJ37oX8eGGb8j15vsdF2G66KdlGkVERERERERERETC6qQdkY2IiKBGjRona/ciIiIip4TyWNh0NKfpxLYsOldpxdmxjTEsGzsnF3P7fvJHjcbanII3Pg5n57Y4unYAl7PURU6WbXNRzXP4PmVmUPE9kzrjNEJTaBUKDtPF8k1jg4pdtXk857UaGlBMYWHa9Q0u5+aGV7Bw3ypWp28i15tPrDOabjU60CAuGXcpumOJnAqiHZE81+4e/r70bWw/Ch4NDJ5pdxcxjqgwZCciIiIiIiIiIiIihXS5qYiIiIgEzfZ6sfen4/ngazic6SsP8B49KD0Dz09z8C5chevuayE+rlQFTk7TwXmJbakZXZW04yyHV5xW8Y1oVLF20PsuCx5vPnsPrQsqNjvvIEey0oiPC/xrKuw806lqS86q0tz3uPOPx9WZRk53DtPBhTU78e8OD/DUsvfIt9wnHOsynTzT7i4uSToX0zDDmKWIiIiIiIiIiIiI6KisiIiISJhZto3XPrZLiNuyTkI2wbMtCzKzyX/vKzicWfL4g4fJ/+9oyM4tiC0Fj+3l5oZXBhx3W+Oryl1HIo83r1Tx+Z7sUsU7TAcRDpfvZpbzbmEioWQaJj1qdGLSxe8ytEl/EqMqF9leLSqBIU36Menid7mkpgqbRERERERERERERE4GXY4tIiIiEiaWbWMaBimZWYzZuIVfdqZxOC8fl2lSt2IsV9evS+96tXEaJg7zFCgwMQzc382AjCz/Y9Iz8Ez6FeeAS0u1a5fpZGD9nmzOSOGb7dP8irm76QC6V+9Q7pb6czlLt8RVpCs2RJmInJkcpoOEyIrc3vgqBje5ht05+8ly5xDjiqZGdFVs2/J1NBMRERERERERERGR8NMRWhEREZEw8FoW+ZbFEwuXMjdtb5FteZbFhvQjvLJsFf9dtZaH2rWkd93a5a4I5xjZuVirNgQc5v1tLc6rL4LIiFKn8H9tBlM9ugojNn1PpifnuGPiI+K4t9m1XFOnR7l8Th2mi6Qqbdh1YGXAsXEValAxpmYZZCVy5iksYKpVIbHoBnVrEhERERERERERETmpVNwkIiIiUsYs2ybfshg6cy4b0o8UOzbL4+FfS1aQ5fYwoFH9crtEmO3x4l2wArxBLC/n9uBdtApH53YYTkepc7mlUR9uaNCLH1N+ZWLqbPblHsI0DGpGV6NPnQvomXQuBka5LGwC8Fpu2je+NqjipjYN+2LZFg4VX4iIiIiIiIiIiIiIyGlKxU0iIiIiZcwAXly6osTCpqO9veJ3WlVJoFlCPI7yWJRjmli79wcdbu8+UPDEhIDDMHE4IuhT5wL61bu4yDa35Sn3y0k5TBdN6lzCzOVvkpXr/3PqdETRrtEAHOX86xMRERERERERERERESkNXeItIiIiUsYO5eXzS2paQDEWMGrD5nL7Zs0wjeC6NhXyeCDERVuu4xT5HO+x8uqabm/hdET5NdYwTK7o/CKRrpgyzqpseb02lmVj27bvvoiIiIiIiIiIiIiIyNHK6/kyERERkdOCx7IYu3krXjvwoo1ZO3dzOD+/DLIqPdtrYVTwrxDnuGKiQYUsPg7TSWJ8Ewb1+B8VoqoUO9blrMDV579Jg1rdME+h4q1Ctl1QxOT22Kxe4+GXmflM+TmPX+fkk5LqBQqKnkREREREREREREREREDL0omIiIiUKadpMi9tb1CxHttm3u69XFonufwtTWeA2bYp3nnLgwp3tGsGZjn7mk4y03RSLaEpQ/tMYt32KSzbOIbdB1f7tlep2IB2jQbQqkEfHKYL0zj1rlMoKGqCufPyWbveg9tddPuKVR4qVcqnfVsX7dq4sG0bo7z97IuIiIiIiIiIiIiISFipuElERESkjGX9tYIjAJn5bizLxuEoXwUehmniaFwXT7UE7H2HAotNSsSsU7OMMju1Of7oxNSs7qW0rH8FHm8e+Z5sXI4oXM5ovJYbh+k6yVkGx7JscnJtvhmXy6H0E3dmOnzYZuav+ezZa9HzoogwZigiIiIiIiIiIiIiIuVRubrce/PmzSxcuJA9e/ac7FREREREQibS4Qg6NsrpoLw2rrG9Xhw9zgk4ztnjbGyPtwwyOn0UFjA5HZFUiEzA5Ywu8vipyLZh/HfFFzYdbe06D3PmubGDWNJRREREREREREREREROH2Epbtq3bx/vvfce7733HocPHz5m+6ZNm+jQoQNNmjShS5cu1KpVi/79+5Oenh6O9ERERETKjGXbNE2oFHR8i4SE8rck3R8MhwPnOW1wdO3gd4zjonMw2zfHcAZf8CWnHq/XZu16D/sPBFaotGyFm7y8MkpKREREREREREREREROCWEpbvr222+57777eOedd6hUqejJvby8PC6//HKWL1+ObdvYto1lWYwfP56rr746HOmJiIiIlKkBDesHFdciIZ5G8RUxymlxUyHXNRfhvKI7REWeeFCFKJzXXISrd/dy//VI6DkcBitWeQKOsyxYscqN16vuTSIiIiIiIiIiIiIiZypnOHYydepUDMOgX79+x2z77LPP2Lx5M4Zh0KdPHy666CKmTZvGDz/8wOzZsxkzZgwDBw4MR5oiIiIiIWcaBs0rx9M0vhLr04/tYFmcAY3q4bYsXGa5Wkn4uBwXdMLRtQPeJb/jXbIa0jPAMCChIo6zW+Fo3wJMFTWdqQ4esti3zwoqdu06D+d0ighxRiIiIiIiIiIiIiIicqoIS3HT+vXrATj77LOP2TZ69GgAevTowYQJEwC4//776dmzJ9OmTWP06NEqbhIREZFTmseyeLpTO+6YMZdsj3/da7ol1eCyOsmnTJcjwzTBNHGc3Qpn57ZFttleL4ZDy9CdyY4cCa6wCSAjU12bRERERERERERERETOZGFpA7Bv3z4AkpKSijyek5PD/PnzMQyDIUOGFNl2++23A/Dbb7+FI0URERGRMuM0TerExfJut87ER5TcgebCWjV54dwOnIolHccrYlJhk4iIiIiIiIiIiIiIiAQrLJ2b0tPTATD/sqTKggULcLvdmKbJxRdfXGRb/fr1Adi7d284UhQRkTJQuJxWSkYmqVnZWLZN9QrRNKpU8ZRZakskVJymSZP4ioy9rAfjtmxjwpbtpGXn+LabwLk1EhnYqD7n1kjEtu1TpmuTSEkqxgX/9z42Vr8HUjr6eyoiIiIiIiIiIiJyagtLcVNsbCyHDx9m9+7dRR6fOXMmAC1atCAhIaHINpfLVZCgMywpiohICHktCxv4ecdOvtm8jTWH0otsrxcXS98GdelTvw5O08SpIic5QzhNk7gIk+ubNOTmpo3YePgIB3LziHSY1I2LpUpUFF6rYPkunYg/+bxeG4fDwOO1ceeD0wkul+F7XPxXubJJtaom+/YHvjxdi2ZOPecSEMu2sbHJ97pZeWgDR9xZVHBE0Ty+PgkRFbFsC4epjnIiZc1tuTEwAAMLC5fh1PsbEREREREREREJSlgqh5o1a8bChQuZPHkyvXr18j3+7bffYhgG3bt3PyamsBCqevXq4UhRRERCxGtZZHk8PDh74TFFTYW2ZWTyxorfGbNpK//p1pnE6CgVOMkZpbBrWZP4Ssdsc4T4d8FtWTgNw3cyUV3TSub12hgGbNrsZcUqN7vS/izISUgwaNPKRasWThwOME2dpPWH12vTtrWTaTPyA4ozTWjTyqXCptOQbdtg2YCNfegI5HsgOhIzoSK213vMcpYey4vzqIIk27aPW6Tktb2kZu1l1JZJTEqdQ7Y317fNaTjoWv0srm9wOWdVaV6mX5/ImcqyLcAg05PN9ztmkpq1By8WlSMq0ju5G3Via+CxPDhNXcgmIiIiIiIiIiL+C8vRpN69e7NgwQKGDx9O8+bN6dq1K5999hlr1qzBMAz69u17TMxvv/0GQHJycjhSFBGREHFbFvfMms+mw0dKHJualc3QmXMZcVE3KkW4jinq8FgWpmGQmplFlttDtNNBrdgYTMA8qlhDRIoqOOlv47VtJu9IZdGe/WS63UQ7nbSsHM9V9esS4yp4G2jq96gIy7I5eMjmux9zycy0j9l+6JDNrNn5zFuQz6WXRNKwvkN/i/zgcBg0b+Zk2Uo3Bw4c+7yeSLu2TqKiyjAxOSlsy4bDGXhmL8W7aBVk/1mAZFRLwNG5HY5z22K5HJimyaH8I4zZ9jO/7l7KYXcmUY4IGsfVYWD9npxVpTluy4PLdGLZFhNTZvPCyo/w2N5j9uuxvczYvZgZuxczqP6lPNryFv3+ioSQ2/KwP/cQ/133NdPSFuK2PEW2f7RxPB2qNOeOxn3pULUFDkPF1iIiIiIiIiIi4h/Dtm3/zy4E6fDhw7Ro0YK0tLQiB49t26ZLly7MmTPnmJhzzjmHJUuW8I9//IPnn3++rFOUEEhNTaV27doApKSkqDBN5AzksSyG/76ekes3BRR3cXISz59zlu81wmtZHM538+3mbXy3dTv7c/N8YytGuLiiXm0GNmpAtegoHDopKVJE4bKQH/6+jglbdpDhdh8zJsI0ubh2Eg+1bUW006HOaX/wem0OHbL5+tscjvO0HcMwoNelkTRs4FAHJz9Ylk1Ojs3Y8bmkp5f8EaRZEweXXhKp4pPTkGfmIjw/zIITfRQ1TRx39sVqlMy/Vv6PqTvnH7dYCaB+bC2ebXcXTSvVZ9H+Vdy/8GW/87i+weU80vLmYL4EEfkLj+VhU0YK9y74N+n5GcWONTF4vPXtXFO3B6YKnERERE57Om8gIiIiIqEQlqNIlSpVYtq0aZx11lnYtu27de3alTFjxhwzfsWKFSxevBiASy65JBwpiohIiPywbUfAMTN3pnEkv6CSwLJtft21h2smTePjtRuKFDYBHMl3M2rDFvr9NJ3vtmwnDDW6IqcMy7axbHhg9gI+X7/5uIVNAPmWxaTtqdz+y2yO5LvxWtZxx51pDAO+n5jrV2ETFNRlTP45j5zcksdKwRJ+UdEG1w2IpnVLJy7X8cdVrGjQvWsEl/VUy6bTjW3ZeGYswvP9zBMXNgGOAZfgbZDEnfOeY1LqnBMWNgFszdzJnfOeY9nBdTStWI/EqMp+5zNqy0+sO7ztj2W0RCRYlm1zMO+IX4VNABY2/171CbP3LMPzl+5OIiIiIiIiIiIixxO2S+SaN2/OkiVL2Lx5M3PnzmXLli3MmjWLpKSk447/9NNP+eSTT+jSpUu4UhQRkVJwWxa/pKZxKC8/4FiPbTNuyzbclsXctD38c8ES8kootvDaNq8sW8X4LdvxqsBJBChYYu7Zxcv4bd8Bv8anZGbxwOwF6DeooGvTlm1ejmQE9mx4vbBipRvL0rPoD4dpEBEBF3aPYMjtFbigWwQtmztp2thBm1ZOrukTyW03RdOmVcGyieradPqwbRt7/yE8P84sdpxRvQquc9ryzMoP+T19s19z51luHln8Om7bw40NeweU11dbfgpovIgcy8bm443j/SpsOjrmP2tH4TSdZZiZiIiIiIiIiIicLsJ+FKl+/frUr1+/2DFt27albdu2YcpIRERCwbZhffrhoOM3pB/BZZo8t3gZgfRPeH35arom1aBatDp8yJnNsm1SMrOYlroroLhNh48wIzWNC5NrntHL0zkcBitW+tmy6S9Wr/Fw7tknaEMkxzAMA8MA04TWLZ0YRkHXLMsG44/tDsfJzlJCzrbx/rqEkqopHV3asTtzL9N2LQxo+ixPDt9sm8Ytja7kvXVjyPXmlRwETN01n2GtbyXGGR3Q/kTkT27LzaTUOQHHbcvcxdL9a2lXuQkOU3/4RURERERERETkxM7cM1giIhJSpgF53hMvG1OS3D9iA+3C5LVtvtm8FY+W1ZIznA2M2bglqNhvNm87owuboKCrTOrO4P6OZGfbpKefmp2bPNaxf7ct2wrbMl0Oh4FpGgUFTWbBfTlNebx4l64pfkyEC85uyVc7fsYOoqfchB0ziHJEclkt/7v/5lluUrP2BLwvESngtjxM3bmAbG9wa7ROSPkF0ziz34OIiIiIiIiIiEjJwt65ybIsZs6cyfz589m9ezfZ2dn861//ombNmr4x+fn5eDweHA4HkZGR4U5RRESCYNk2ca7gO5dUdLnw2jY5nsALpH7YuoM7WzQNet8ipwOHYTB5x86gYlccOMi+nNwzugOax1vQgS5YefmnVnGTx/LgMBws2LeSr7dNYU36FvK8+cS6KtClWluua3A5jSvWwWN5caqbhoSAvecAlLB0rVGzKs7IKGakLQpqH4fyj/DbgbW0SWjChB0z/I7L9Qa+pK7b8uD6y3JaHsujJbbkjGPbNmk5+4KOT8veryVIRURERERERESkRGE98jpx4kQeeOABtm3bVuTxRx55pEhx08cff8x9991HbGwsu3btIiYmJpxpiohIEJymSbekGny6bmNQ8efXrM76Q4eD6NMAB/Py2ZeTS82YCkHtW+R0kOf1kuXxBB2//wwvbnKWsn4nwnXqnJj1Wl7WpG/hH7+9Q1rO/iLbcrx5fJcyk+9SZtK+cjNe6fgQFV0VVLAhpWaXUNgEYPzxNyg9PyPo/aTnZxDnCuz9QEWX/583Ldsm05PNt9um8fOuBRzMP4zTcFA3tib96l5M9xodsW1bRYFyRilNeW8wXdpEREREREREROTME7be3x999BF9+vRh69at2LZNlSpVsE9wefzgwYOJj48nMzOT8ePHhytFEREpBdMwaF45nqbxlQKOrRwZwYXJNfl287ag959TiqIOkdOBSemKaxxneNcEwzCoWSO4t8aRkRAff2o8fx7Lw7KD6xk6/1/HFDb91bKD67h59j854s467vJ1IoEwov3oyPtH90aXGXwnyEiHi3zL//cEtSokUi82qcRxlm3htb28tnoEPafexbvrvmL9kW3syz1EWs5+FuxbxbAlb9Lr5/uYtWdp2JZ2FDnZDMMgMSoh6PjEqMohzEZERERERERERE5XYSlu2rRpE/feey8APXr0YM2aNezdu/eE4yMiIujXrx+2bTN16tRwpCgiIiHgtiyub9wg4Lh+DesDMC11V9D7jinFkngipwOXw6RyZERQsSaQWCE6tAmdYrxemzatg+tO1KK5E8MA2yr/3ScyPTk8svg18i23X+PTcvbz0KLX1IVGSs2oURViiv87Yx/OBKBBXK2g91Mvthb7cw/5Pb5v3Yvw2iUX79nAQ4te4+ttU3AXUzy1P+8Qf1/yFt/tmIlXBU5yBnCZTi5N6kKUI7j3IFfW7q4CWhERERERERERKVFYipveeust3G43LVu2ZNKkSTRr1qzEmK5duwKwfPnyMs5ORERCxWWaXFo3mYGN6vsd0y2pBrc1b4zTNGkSXzGo/daKqUD1M7wwQ8RjWVxRr05QsefWSCQ+yMKo04XDYdCkkZPoAP+UGAa0a+kid5OX/LTyXcjgsTyM3TaVTE9OQHGr0zex+tAmFWpIKRk4zm5d7Ah730HyU9PoV+eioPbQoUpz6sUm8dPOuX6Nj3PF0K/uRSUuu+i1Ld5ZM4q5e5f7Na+Nzb9Xfcy6w1vxqmhDzgDRzkguSeoccFytCol0rtZGBbQiIiIiIiIiIlKisBQ3TZ8+HcMwePDBB4mI8O/EWcOGDQHYsWNHWaYmIiJl4OF2rRjasimR5olfZhyGQb+G9Xipc0egoDCjf8N6Qe3vmgZ1cVs66S5nNqdpMqBR/aDe3A1sVB+PfocwDOh9WRTF/Ok6RvfzI4iLNdj3bT4pr+Wy95u8Ey69fLIZhsm47b8EFfvV1skYpVz6UM5shsPE2fUscBT/C2bMWc5FNc+hckTgy9wOrHcpa9O3su7w1hLHRjkieOvsYUQ7Sl4uL9/r5pvt0wLKxWtbjNj0PaYRtpXgRU6qwY2vIdYZWIXwXU0H+NU5TUREREREREREJCxHWlNSUgBo166d3zExMTEAZGdnl0VKIiJSxm5p1phJV/bk/jYtqBcXS6TDQYRpkhRTgdubN+aH3pfwaLtWmIaBaRg4TZOLkpOoFhUV0H4qOJ1c3aAurkCqEUROU9WioxgY4NKQZydW5Zzq1XDqdwjTNEiqaXL1lVGUVI9vGHBBtwjatnay58s83HsLCpqOzPWwb0x+GLIN3OYjKezNPRhU7KzdSzENFTdJKVWMxTXocoqrk/MuWwu5efyj9e2YARTUdU1sT4+anUiOSaRtQpNix9aqkMjwLk/RKr5RiV2b3JaH71NmkuPN8zuXQrN2LyU9PyPgOJFTjWmY1IyuyptnD6OCw7/38vc1G8Tltc4r8XdQREREREREREQEICxHkYw/ToQEchX7vn37AKhYMbglikRE5OQyDYMYl4uBjepzQ5OGRbZ5LOuEhRSvn382d82cS7an5Ku4nYbBS507EuXQUhYihf7WpgVH8vOZtD21xLFtq1Tm5S6dsCm21uCMYpoGtWqZ3HFrBVb97mHlajeHD//5HjY6Glo2d9G2pZMKFQx2j8gja2XRv1dHFniIaeWgQjMHhqP8PLOH3cEXWWR7c/HaFg51oZFSMEwT86wWuBxO3F9Ngnz3sYPcHryffU/3uwbwdLu7eH7FcDwldHY5L7EdL3d8EIBoRxSfnP8sGw5vZ/TWyczft4JMdzbRjihaxjfg2vqXcm61Nnhsr19LYblMJzN2Lw7my8Vje/ll9yL61L4Alwo45DTnNB20SWjCp+c/y1trRrFg30psjj0G1CiuNnc26cdFNc/2HSsSEREREREREREpSViOsCYlJbFp0yY2bNhAhw4d/IqZNWsWAPXq1SvDzEREpKwdr6PSiQqbnKZJg4pxfHDBeTw6dxF7c3JPOG+liAhePLcD7apWwWHqxIjI0Z7q1J42VSozZtNWthw5tqClWnQU1zSoy01NG/m6p8mfHKaBIwLatXHSob2LI4cs8vJtXC6DuEoGdj5kLvKQOseNe//xi/fTZ3uIaXnyixksq6AoxDQdRPmx/NaJOA2HCpskJAzDwGzdmMjm9+JdtArv3GXYe//sKGY2qoPj/LMwDJPLa51Hs0r1+GLzRKbumk+eVbQYqmV8QwbW60mv5PMLYg2TwrcEjSrW5sm2dx6zLJzH8mIYBi7D/9/Pw/mZQX61cCQ/q9wuVSkSak7TQb3YWrx77uOkZe/n2+3TSM3eg9e2qBJRiV7J59OmchPclkeFTSIiIiIiIiIiEpCwnHHp1q0bGzduZNSoUVx33XUljt+/fz8ffvghhmHQo0ePMGQoIiLlRWGB0/jLL2bWrjS+2byN3/Yd8G1vnlCJ/g3r07N2LQwDFTaJ/EXhycLe9WpzdYO6rNx/kHm795LpdhPtdNK6cgLnJ1XHsm0tRVcC04RDs9xYmTbOKPDmw/6DNpkrPdglrDyXs8GL+4CFq0r4n2Ov5cZhuti5bwXpmSmATVLVdtSLTcJlOnFbnoDnbFyxbugTlTOW4TDBEYGjSzucXTtguz3gdkNEBIbTge31YpgmDqBBXDJPtRvKsFa3MmfvMo64s4g0XTSPb0DjinVwW55jCpiA4z4G+NWt6a8iTFfAMb5YhwvVcMiZpPB3rEZ0FYY27Y/TcGAYhq+wEFAnMxERERERERERCVhYjigNGTKEjz/+mEmTJvHpp59y2223nXBsamoqffv2Zf/+/TidToYMGRKOFEVEpBwpLLjollSDHslJWLZNrtdLpGniME3clnXcjlAi8qfC35GWVRJollAJwzCwbdvXqUndmkpmGAZH5rpx7wui64oNuVstnAkGRpiKML2WB8tys3zTWFZs+vaPwqYCsdGJ3HnlRC6qeTaTd84LeO7+dS/GbXl0QlpCyvhjWVnD5QSX85jH4c8ipRhXNJcknYvXtjAxcPxRQFHWP5OWbdEgLpnV6ZuCim8cVweHoeVz5czz1w5pwRQWioiIiIiIiIiIFArLmeFOnTpx1113Yds2d9xxBwMGDGDMmDG+7StXruTrr79m8ODBNG3alKVLl2IYBo888giNGjUKR4oiIlIOFRY5mYZBBacTxx//V2GTiP8chkGEw4HLNIlwONStKUBWCR2aio+1IUyrUXktD9m5Bxg55XpmLX+rSGETQGbOXjbtnMW19S4JeO44Vwy9ks9XYZOcdKZh4jKdvsKmcLm2fs+g4pIrJNKpassTdpESEREREREREREREf+E7QzFO++8Q1ZWFp9//jnjxo1j3LhxvpbkN9xwg2+cbRecAbr11lt58cUXw5WeiIiIiMgxHNHgPRxcrBllhOVSAtu2cXuy+fqXIccUNR1t2YZRDLroIwbW68mYbVP9mtvA4Km2Q1ScIWcs0zBpVqk+zSs1YO3hLQHF9q17MR7bW6R7jYiIiIiIiIiIiIgELmxnKRwOByNGjGDs2LG0b98e27aPe2vRogWjRo3ik08+8RU/iYiIiIiEm23ZRDcJskOMAyo0cYTl/axtW8xd9X6xhU0Aqft+Y87K/zKs1S0MqFtyByen4eC59ndzQY2OWk5Izmgey8MTbe8gyhHpd0zL+IZcV/8ydTwTERERERERERERCYGwH2nt168f/fr1Y9euXSxZsoS9e/fi9XqpUqUK7du3p2HDhuFOSURERETkWAbEd3Vx+FdPwKGxrR2YMWWQ03FYtofft030a+yCNR9jGCaPt7mbHjU7Mmbbz/y65ze8tuUbE+uMpldyV65vcDlJ0dXUtUnOeE7TSaO4Orxzzt95aNGrZHpyih3fKr4R7577OA797oiIiIiIiIiIiIiExEm7jDQpKYk+ffqcrN2LiIiIiBTLMAxcVQ0qNHOQvc4bQCDEd3eBXXC/LHm9btZsm0S+O9PvmPm//49dB1ZxVpMbeK3TIxzIO8y69K1ke3Op5IqlbeUmOE0nJoY6qYr8wWk6aJPQmLEXvMaoLZP4PmUWh//ye9corg4D6l3CVXUuwMTAoY5nIiIiIiIiIiIiIiGhHvkiIiIiIidge22q3xhJyps5eA7YfsVU6eUiso6JYYahMMiA/Yc3BRy2ffcCtu9eQPvGg+hx1jDOq94O27ZVzCRSDKfppFpUAvc1v457m1/Lgn2rOJh3BKfpoH5sLVrEN8BtebQUnYiIiIiIiIiIiEiI6airiIiIiMgJGA4DM8om+cFo0v6XS94O68RjnVDlygjiu7nCmSEeb37Q0Uey03wFTSpsOn15LS8WNqZhYtsWNqgAJ0iGYeA0HICDrtXPwmN5MQzDtwSdnlcRERERERERERGR0Av7kdcVK1Ywe/ZstmzZQkZGBl5v8Ut8GIbBxx9/HKbsRERERESKMhwGjmib2g9Fk7PZS/psN1mrvPBHnZOzskGlLk4qdnZhRoU5OdsiOrJS0OHREfFYtoX5R2GGnF4KuwgtP7iBWXuWcMSdRZQZQbNK9bk8+TycpgMTU4VtpeDU0nMiIiIiIiIiIiIiZS5sxU3r16/n9ttvZ8GCBX7HFC6NoeImERERETmZDEdB8UdUfZMaDSIBsPMKujUZTgPba/vGhDUvw0mT2hezcM0nQcU3rt0D27ZAxU2npR9SZvHllklsy9x1zLY313zBlbW7cXezgUSaESrSEREREREREREREZFyKyzFTTt37qRbt27s378f27YBiI2NJSEhAdPUiRQREREROTUY5p8FTMZRXZpORmETgGmaVE9oRo3KLdh9cE1AsRVjatKg5vnq2nOa+teK/zF+xy8n3J7pyWb01sks2LeK4V2eoqIrRgVOIiIiIiIiIiIiIlIuhaW46YUXXmDfvn0YhsEdd9zBo48+SpMmTcKxaxERERGR05rXctOp2S38MO/vAcV1bHojlu3FYYR9pWopQ5Zt8f76scUWNh1ta+ZO7l3wIiO7/quMMxMRERERERERERERCU5Y2iZNnjwZwzC4+eabGT58uAqbRERERERCxGG6aFL7Ys5pMdjvmNYNruasJtfhMFXYdLrJ9OTw+eYfA4rZcGQ7E1Nm47Y8ZZSViIiIiIiIiIiIiEjwwlLctGvXLgBuvvnmcOxOREREROSMYhgGXdvcS4+zHiPSFXfCcS5nNF1aDeXSs58KY3YSLm7Lw7fbpgVVpDR2+1RcKnYTERERERERERERkXIoLEevExIS2Lt3L/Hx8eHYnYiIiIjIGaldowG0adiXtdsnsWrLdxzJSgNsYqOr0aJeb1o1uBqXI/JkpyllxGU6+TH116Bi1x3extaMndSPqxXirERERERERERERERESicsxU0dO3Zk0qRJbNiwgfbt24djlyIiIiIiZxzTdGDioEW93rRucHWRbV7LjcN0nZzEJGx25+wPOjYtZ5+Km0RERERERERERESk3AnLsnQPPPAAtm0zfPjwcOxORESkXLItD7ZtYeVm4s1Ox/Z6sG0b2/Ke7NRE5DRzvCImFTadGWzbLkVsCBMREREREREREREREQmRsHRuuuSSS3jsscd45ZVXuPvuu/nPf/6Dy6WTKyIicmawbRtvxl4ylnxF1srvsXLSCzaYTqIbdyeu4yCi6pyFbXkxTMdJzVVERE5t1aIqk5q9J6jYGhWqhDgbEREREREREREREZHSC0tx08iRI2nRogVdunRh+PDh/PDDD/Tv359mzZpRoUKFEuNvvvnmMGQpIiJSNg7PfJcjC0eCbRXdYHnIWT+dnPXTiajVhmoD3saMqIDhCMvLs4iInGY8lofeyV35cMM3Acc2iqtNw7jaZZCViIiIiIiIiIiIiEjpGHZp1i3wk2maGIYRVKxhGHg8nhBnJGUhNTWV2rULToikpKSQnJx8kjMSETn5Dk59mcylY/wa66xSjxq3jMBwRauDk4iIBCU97wiX/nwPHjuwJU//r/VgrqpzAS5TBbYiIiIiIhI6Om8gIiIiIqFghmtHtm0HfRMRETnV2F4P2et/8buwCcBzYBsHf3oBjLC9PIuIyGmmUkQc19a/NKCYerFJXFm7mwqbRERERERERERERKRcCsvR661bt4ZjNyIiIuWG4XCSsXhUwHHZ638hIScdR4WEMshKREROd4Zh8GCLG9ifm86UXfNKHF+rQiLvn/tPHIY6BoqIiIiI/D979x0eR3muf/x+Z3ZXvVjuRe69GxuwMWAg9F5CSyMJh5AGITmQek6S80tIT0hCgIQkpJCE3hJaaAYDxtjGDXfLlmzJvUiy6mpn5v39IaxYtiztrleyZH0/18WV9c77zL7aIsmZ288DAAAAoHPqkHDTkCFDOuJhAADoFKy18vZtVrR0aeLFgafq9x5V7ik3yrh00AAAJM7I6AfTb9H4/OF6qPgF7ajbe9iadDeicwecotvGf1RZoXSFGIcKAAAAAAAAAOikuGoKAECqBZ7qixckXV6/eZHyTrs5hRsCgOODDQJJRsYx/7nP92VcgjkHM6bx+blu2Hn6yPAL9PbOZXpj53uqitUozY1oTN5QXT74TGW4aZIkh3GoAAAAAAAAAIBOjHATAACpZq2CaE3S5UdTCwDHowMBJrtjj/y3lirYsUfyfJmsdDmTRss9caLkOjIOIZ2DhZzGv+7N6jNFp/SZItdxFdhAvg0UdvirIAAAAAAAAACga+jw/0fb9309/fTTeuWVV7Ry5Urt27dPklRQUKCJEyfq7LPP1uWXXy6Xf30NAOiqjJGJZCRd7kQyU7gZAOjarO/L7tijhsf+LbtlR/NjkoJ1JfKefV3u7BMUuuA0yfyncxEaHTxyzjEOnZoAAAAAAAAAAF1Kh4abXnzxRX3mM5/R1q1bm+6z1kpqvAAxf/583X///Ro0aJDuv/9+nXfeeR25PQAAUsNxlT54RtLlkUFTZANPhq4aALo56/sKSrYp9vvHpYbYkRfWN8h/dYHszj0Kf/JyiXATAAAAAAAAAADHjQ77J7sPPvigLr74Ym3dulXWWllrNWTIEM2cOVMnn3yyhgwZIqkx7FRaWqqLLrpIf//73ztqewAApIwxjiJ9RyvSf3wSxY5ypl9LsAlIkvU9Wa+h8T/fO9bbwVGw1kpVtYr98cnWg00HCVYWyfvX603/gAIAAAAAAAAAAHR9HRJu2rx5sz7zmc8oCAJlZmbq+9//vnbs2KFNmzZp/vz5euedd7Rp0ybt2LFDd955p7KzsxUEgW666SZt2bKlI7YIAEBKWT+m7OnXJVyXPmK2Qrl922FHwPHL2kA2CBQ01Kpm5bPa/+5ftf/dv6p2zUuyXlQ28Am7dEWBlffGIqk+mlCZP3+ZFG1onz11c7GgeWDQWivfBsdoNwAAAAAAAACA7qJD2kL86le/UjQaVXZ2tubNm6epU6e2uK537976xje+oQsvvFCnnXaaampq9Ktf/Uo///nPO2KbAACkjHHDyp50keo3va3a1f+Oq8bN7aeeF36bkXRAAqzvya/aqcr5D6h29Yuysfpmx/e99GNlT7pEubM+JScjV8YNH6OdImHWyl+0MvG6mCf/neVyT58u47qp31c3Y62VlVTj1eqJza/q9R2LVdlQpYgT0ajcQl0z9FxNLhitWOApzM8uAAAAAAAAAEA76JDOTS+99JKMMbrjjjuOGGw62JQpU3T77bfLWqt//zu+C8IAAHQ21lr1vOR7ypp8aZtrQz2Hqu8n/iQnPZdgExAn63uKbl2h7Q98RDXLnz4s2CRJNlqtqsUPafsD1yu2bzOj6roIa62CtZuk2sNf03j4y9YSbEoBPwjkW18/fv8BnfvS53T3mof0fvkGbanZoaKqLXph69v61Nvf0bWvf1XrK0vkBf6x3jIAAAAAAAAA4DjUIeGmA6Plzj777LhrzjnnnGa1AAB0NcYYGcdVz4u+o36f/oeyJl0iE0prtiatcJp6Xv4j9f+vR+VmFsi4BJuAeFjfU2xfiXY/eqtstLrN9UHNXu36x+fk1+yVDRij1ekFgWx1bdLltqomhZvpnqy1ChToCwt+qMc3v6KGIHbEtUVVpbpp/v/Tkr1rCDgBAAAAAAAAAFKuQ8JNvt/4f3C7Cfzr6QNrgy568emrX/1q40XtD/57/fXX26x58cUXdeWVV2rQoEFKS0vToEGDdOWVV+rFF1+M+3Fra2v105/+VCeddJIKCgqUnZ2tcePG6fbbbycoBgDHULj3KBVc9G0NvO019f/sM+p/0+Ma+KVX1fdjf1Dm6DNlHJdgE5AA44ZU8epdsrG6uGuC2n2qnHefZNpxY0gNYyQn+b+q0LUpNX644o9avHd1XGujQUy3L/6F9kYrZK1t550BAAAAAAAAALqTDgk3DRw4UJI0f/78uGsOrB0wYEC77Kk9LV++XHfddVfc6621uvnmm3XBBRfoqaee0tatW9XQ0KCtW7fqqaee0gUXXKCbb765zYsEGzdu1AknnKCvfvWrWrRokcrLy1VTU6O1a9fq5z//uSZPnqznn3/+aL88AEASjOPIGEdOOF3hHoMU7jVMbmZ+4zFCTTjOecHho+Baui9e1lp5ldtUX/xuwrW1a16WbYg/EIVjwziOnL49k6/v3SOFu+meyhv267myNxOqqfHq9I9NL8i3XfMfqAAAAAAAAAAAOqcOCTedeeaZstbqRz/6kbZt29bm+rKyMv3oRz+SMUZnnXVWB+wwdYIg0E033STP89SnT5+4av7nf/5H999/vyRp2rRpeuihh7Rw4UI99NBDmjZtmiTp/vvv1//+7/8e8RzV1dW6+OKLtW7dOknSTTfdpFdffVXz58/XnXfeqezsbFVWVurqq6/WihUrjvKrBAAAaJsX+PKtr9e2L9Jn3/m+LnrlFp3/8uf10Xnf0N82Pa+qWI2CZEIQga/qJU9ISrw7jPXqVfP+v2T9I4/YQufgDBkgk2TAyZ01RdZnPFqyvMDToyUvy7OJP4f/Kn1DVoSbAAAAAAAAAACp0yHhpltuuUWO42j37t06+eST9dhjjzWNqjuY7/t69NFHNWvWLO3atUuO4+iLX/xiR2wxZX79619r0aJFGjdunG688cY21xcVFeknP/mJJGnGjBl6++23dd111+nEE0/Uddddp7feekszZsyQJP34xz/Wxo0bWzzPz372M61du1aS9JOf/ET333+/zjrrLM2aNUvf/OY39dJLLykUCqm2tla33XZbar5YAACAIwis1SvbF+iCl7+gbyz5tRbtWaUddXu0u75caytLdPeah3TuS5/TXav/psAGChIYY2XckGLlpUnvzSsvS7oWHcf6vtzZUxMvzMuWM2Eko+mOQsgJ6bXtiXdGk6TKWLUW7lmV4h0BAAAAAAAAALqzDgk3TZw4Ud/73vdkrdW2bdt03XXXqU+fPjr77LP10Y9+VB/72Md09tlnq0+fPrr++uu1detWSdL3vvc9TZw4sSO2mBKlpaVN3ZXuu+8+RSKRNmvuuusueV7jWJa7775bGRkZzY5nZmbq7rvvliR5nqdf/vKXh50jFovpV7/6lSRp3Lhx+u///u/D1syaNaspbDV37ly999578X9hAAAACQhsoMdLXta3lvxGe6OVR1zXEMT0j00v6I7FdynhLkxB8l15bOBJMknXo2MY15U7c4rMoH4JFEnhyz8kJRCWQ8vKo1VJ1+6LVso/is8oAAAAAAAAAAAH65BwkyR94xvf0G9+8xtlZGTIWqvy8nLNnTtXDz/8sB566CHNnTtX5eXlstYqMzNT99xzj77+9a931PZS4vOf/7yqq6t1ww03aM6cOW2ut9bqmWeekSSNHTtWM2fObHHdzJkzNWbMGEnS008/LXvIxZrXX39dFRUVkqQbbrhBjtPyy/rJT36y6faTTz7Z5v4AADgexYL/jEs60C0osDahzkE4Mi/wtaJ8g3668s9x17y+Y7HuW/eY/DhHYNnAl5PVI8kdSm5mDymZcXjoeI6jyM1XywzsG8dao9DV58mZNJquTSkQdpJ/DsNOWMZ02F81AQAAAAAAAADHuVBHPtjnP/95XXPNNfrTn/6kV155RStXrtS+ffskSQUFBZo4caLOPvtsfepTn1KvXr06cmtH7dFHH9Wzzz6rgoIC/fSnP42rpri4uKlLVVthqDlz5mjdunUqKytTSUmJhg0b1nTszTffbLbuSGbMmKGsrCzV1NTorbfeimuPAAAcL/zAKhYEem5zqZ7atFkl+6vkWavccFhnDOyva0cN04i8XPnWyjV09UlWyHH156J/KkiwE9OjxS/pplFXyo0zlJI14QLVLHsqmS0qc+JFkhtOqhYdyziObHqaIrd+VP4bi+S9s1wq3998kWPkTBip0FknyxT2k3H4/KbCsJyB2lm/L6nakTmFcvg+CgAAAAAAAABIkQ4NN0lSr169dMcdd+iOO+7o6IduNxUVFfrSl74kSfrxj3+s3r17x1W3Zs2apttjx45tde3Bx9esWdMs3BTveUKhkEaMGKEVK1Y0q4lXWVlZq8e3b9+e8DkBAOgI1lq9uKVMP1+2UrUfjIM9YH8spn+WbNE/S7bo5L699YOZ05XmugodoRMiWrerbp/e3rk04bpqr1bPl72piwpPV9hp/VdU47hKHzxdoZ5D5e0tSehx0oacqHCPQQnvD8eOcR3JdeSeeZLcD81UsLZYdsceKeZJWRlyJ4+WsjOlwMrwuU0JL/B01ZCztWD3+wnXjs8brpG5he2wKwAAAAAAAABAd9Xh4abj0Ve/+lXt2LFDp5xyim688ca460pLS5tuDxrU+kW2wsL/XCA4uO7gP2dlZSk/P7/N86xYsUK7d+9WNBpVWlpa3Ps9eA8AAHQVgbV6YmOJfr5sZZtr3925WzfNfVt/OOtUGUkuQYmExAJPr21fmHDXpgNe27FIlw85K6611o8p75T/0t5//U/8D2Ac5c2+Udb3ZFx+De5qDoyac8YMlUYNlqwkY2RCH3T7cukUlCohJ6Q5/WaoV1oP7YmWJ1R7zbBzFQu8NkOKAAAAAAAAAADEiyt2R+mtt97SH/7wB4VCIf32t7+VSWD8QlVVVdPt7OzsVtdmZWU13a6urm7xPG2do63zAABwvPGt1brySt0VR7DpgE37q/S9RcsINiXBWquKWPK/X1Q2VLW96APGDStzwvnKPfWmeCvU47yvK63wBIJNXZxxHJlQSCYc+k+wCSlnrdU3Jn9ajuL/+82MnuN14cBTCTYBAAAAAAAAAFLqmP2/zvv371dVVZV8329z7eDBgztgR4lraGjQZz7zGVlr9eUvf1mTJk1KqL6+vr7pdiQSaXXtwR2W6urqWjxPW+do6zxtObRj1KG2b9+uk046KaFzAgDQnhxJ/9iwUUGCdW9s3a7ddXXqnZHRHts6rqU54aRrI27bv8sczBijvFNvVii3vyrful/+/h0trgsVDFb+mbcpY9RpMobQGhCPkOPq9L4n6DtTP6vvLb9fnm39720n9Bynu066I6F/7AEAAAAAAAAAQDw6NNz08ssv695779Wbb76p8vL4xhsYY+R5XjvvLDk/+MEPtGbNGg0ePFjf+c53Eq5PT09vut3Q0NDq2mg02nQ745ALrQfO09Y52jpPW9oanQcAQGezPxbT61tbDry0JpD0aFGJbp4wRiE6OMXNNY5G5iY/xnZE9iAFNpCTQADJGKOsiRcpa/Ilqit6SzXv/0t+9W5JRqG8AcqeernSh5zYOIqOYBOQEMc4umDgbI3OHaIHNz2rV7a9q4Yg1mzNiJxBunroubpi8FlyjEno8wsAAAAAAAAAQDw6LNx066236p577pHUOOKgq1u7dq1++MMfSpLuvvvuZuPe4pWTk9N0u60RcTU1NU23Dx0/d+A88YyZa+08AAAcTwJrtWDHLsWCRPs2NXpnxy59YdK4FO/q+OY6rmb3maq+6QXaWb8v4fprh50nJTAC64ADY+Yyhp+izFGnNztmA7/ZGgCJcR1XI3ML9X9TP6+vTvyk5u1cosqGakWcsMbkDdGkHqMUCzyFHEYEAgAAAAAAAADaR4dc5fnHP/6h3/zmN5Iauwxdfvnlmj59ugoKCuR00W4Id911lxoaGjR8+HDV1tbq4YcfPmzNypUrm26/9tpr2rGjsXPEJZdcoqysrGadkMrKylp9vINHwhUWNu+IMGjQIL377ruqqalRRUWF8vPz2zxP7969m42oAwDgeBNYq5pY8t0fq2OxthfhMIENdOWQD+m+dY8lVDelx2gNyxl4VI/dUoDJHBK4sH4g4zqyVTUKduyVYjGZ7EyZQX0la2VcAhrAoQ50Y8oJZ+n8AacoUOM/VnFN4+cl7BAeBAAAAAAAAAC0nw75f6F/97vfSWoM5bz22msaMWJERzxsuzow3m3Tpk26/vrr21z/ve99r+l2cXGxsrKyNH78+Kb71q5d22r9wcfHjWveRWL8+PF64oknmtbNnDmzxXN4nqeNGze2eA4AAI43RlLaUQRV0gm5JCXkhPTxERdr7o5FWltZEldNppuub07+L3mBp1A7hSSstTLGKNhYKv/N9xSs2SgFB3UTzc2WO3OyQqeeIGWkEXICjsB1XPHpAAAAAAAAAAB0pA5pm7RixQoZY/Sd73znuAg2pcqwYcM0YMAASdIbb7zR6tp58+ZJkgYOHKihQ4c2O3bqqac23W7tPIsXL24aSzd79uxktgwAQJfhOo4mFOQnXT+2R56C42CU7rEQMq7unfktjcsb3uba3HCW7pn5DQ3N7t+uwSZZq4a/P6vYbx9RsKqoebBJkvZXy39pvqI/+L2Ckq2yfnLjDAEAAAAAAAAAAJBaHRJuin0w1mXatGkd8XAd4s9//rOsta3+953vfKdp/dy5c5vuPxBOMsbosssuk9TYcWnBggUtPtaCBQuaOjdddtllMsY0O37GGWcoLy9PkvSXv/yl8QLeEfZ8wBVXXJHU1w0gtWKBL0nygkB1XuP3Smut/ICL6kAqDM3N0ZSeBUnVXj1yWIp30324jqvsUIYemP1dfW3ipzQiZ9Bha/IjOfrkyEv12Bk/0/j84e0WbJIaf+eK/eM5Be+tbntxfVSx+x+X3bpT1vfbbU8AAAAAAAAAAACIT4eMpRs6dKjWrFmj6urqjni4LuW2227T73//e3mep1tuuUXz5s1TRkZG0/G6ujrdcsstkqRQKKTbbrvtsHNEIhHdeuut+t73vqc1a9boZz/7me64445ma9555x398Y9/lCTNmTNHJ554Yvt9UQDa5NtAUd/XMyWr9WTxKm2urpAkucbRaf2H6trhkzS990B5QaCQ0yE5VOC45AWBrh45VMv37kuoblReriYU9GinXXUPjaOrXF0x5CxdM+xcrarYqJLqbfICX73S83Vyr4mSjEJO+w64sr6vYE2xgiVr4i+KeYr9/VmlfeOm9tsYAAAAAAAAAAAA4tIhV8yvvPJKSdKrr77aEQ/XpYwePVq33367pMaxcbNnz9YjjzyixYsX65FHHtHs2bO1ePFiSdIdd9yhUaNGtXieO+64Q6NHj5YkffWrX9XNN9+suXPnasGCBfrhD3+oc889V57nKSMjQ7/85S875GsD0DJrrV7Ysl7nP/8n3fX+203BJqkx9PT6tk363FvP6OOvPaqKhjp5AZ1DgGSFHEdnFw7UWQP7x12TGXL13ZOmyaODWkqEP+jINCF/hM4fOFsXDTpNs/tMVcgJtXuwSZKM68p/872E6+zucvkbNsvyPgAAAAAAAAAAADimjD3SDLMUqqys1NSpU1VeXq4FCxZo7Nix7f2QncJ3v/td/d///Z+kxrF0Z5xxRovrgiDQTTfdpAceeOCI57rxxht1//33y2mlg0tRUZEuvPBCbdiwocXjubm5+vvf/66LL744/i8iAWVlZSosLJQklZaWatCgw0fQAN1dYAM9VbxaP14+L671fTKy9dczPqzcSDodnIAkWWvlW6v/t2iZXird2ura/EhEPz/1JI3Jz+Mzd5wI9lao4Qf3S0n8xutMHKnIp69M/aYAAAAAAOgmuG4AAACAVOiQq3Z5eXl68cUX1bdvX82ePVv33nuvysvLO+KhuwTHcfTHP/5Rzz33nC677DINGDBAkUhEAwYM0GWXXabnn39ef/jDH1oNNknSyJEjtXTpUv34xz/WjBkzlJ+fr8zMTI0ZM0Zf/vKXtWLFinYLNgFoW2ADFVdV6Gcr3oy7Zlddtb6x8N+ELICjYIyRa4z+38kn6Denz9LpA/rJNabZmv6ZGfrCpHF67PyzCDYdR6y1sqU7kgo2SVKwdVdqNwQAAAAAAAAAAICEpbRz0/Dhw1s9Xltbq127dskYI2OMevXqpczMzNY3aIw2btyYqi2iHfEvMIDWBdbqB0tf1z83r0m49qEPXathOQVyDglkAEiMHwRyHUcV0ai2VNWo3vdVkJ6mEbk58q0l1HScsUGgYPEqxR5+IbkTZGUo/Xu3pHZTAAAAAAB0I1w3AAAAQCqEUnmykpKSuNZZa2Wt1a5dbf9reMOFfADHiXovpn+XtTw2si0Pb1yhb0w9I7UbAroh94PwUn5amvLT0podC/E7x3HHOI6UmZF8fUZ6CncDAAAAAAAAAACAZKQ03HTDDTek8nQAcFxZune7or6XVO27O0vp2gQASXBGDZYiYakhlnjt+OGyQdAYkgIAAAAAAAAAAMAxkdJw05/+9KdUng4AjhuBtdrfEE26vtprSOFuAKAbCYfknjBO/oIVidUZyT1tukSwFAAAAAAAAAAA4Jjin6EDQAdwjFFmKJx0faabfC0AdG9G7pwTpQS7LznjRsjpmc+IZAAAAAAAAAAAgGOMcBMAdJCJBX3lJnmRfHxBX1lrU7wjADj+GcfI9O6h0LXnS3F+CzZ9ChT+2MWyQdC+mwMAAAAAAAAAAECbUjqW7mDRaFR//OMf9cILL2jz5s3yfV8DBgzQmWeeqZtvvlk9e/Zsr4cGgE6pZ3qmTu03VG9sL0649trhkxRYm3Q4CgC6M+M4cqdPkAmHFXv831Jt/RHXOqOHKHzD5VI4JJNgtycAAAAAAAAAAACkXruEmzZs2KALLrhAxcXNL+CvXbtWr732mn7605/qySef1JlnntkeDw8AnZIfBLpuxOSEw01DsvM1vffAdtoVjgfWWvnWykhyCWMALTKOkTNplNImjpS/dLX8+ctkt++RYp6UmS530mi5p0+X06+XbBAQbAIAAAAAAAAAAOgkUh5uikajuvTSS7Vp06YjrqmsrNSVV16p999/X4MGDUr1FgCg3cSCQOGDLnh7QaBQnBfAXcfR9N4Ddc3wSXp00/tx1WS4If3gpHPlBb5CjpvUnnF8stYqsJJnA727c7fK66MKOY6G5eZofEH+Ye9VAJJxGz8T7gnjFTpxUrNjjSPoGrvjEWwCAAAAAAAAAADoPFIebvrb3/6mdevWyRijE088UXfeeadmzpypUCikFStW6M4779Q///lP7d+/Xz//+c911113pXoLAJBSB4dIXthcpre371SN5ynNdTU2P09XjRiqXhnpcQed/nvyqXKN0UMbV7S6Li+Srl/OukjDcgriDlChe/CCQHvq6/WP9Zv0/OZSVce8ZsdH5OboyhFDdemwwXJENyfgUMY9PCxKoAkAAAAAAAAAAKBzMtZam8oTXnLJJXruuec0fvx4vffee0pLSztszaWXXqpnn31WgwcPVklJSSofHsdQWVmZCgsLJUmlpaV05cJxIbBWgbW6d+UaPbNpi2o877A1rjE6pV8ffe2EycpPi8QdRFpfuUePbFyhl8qKFPX/c97B2Xm6athEXTpknNJcl45NaMYPAr23e6++/s4i1Xp+q2snFvTQL087WRmuS8AJAAAAAAAAHY7rBgAAAEiFlIebBg8erK1bt+p3v/ud/uu//qvFNQsWLNApp5wiY4z27dunvLy8VG4Bxwh/ScHxxlorz1p95a13tWjXnjbX90pP0+/OmK2+mRlxBZwC2zgCqd73tL1mv+p9T3mRdA3KzlMs8BUm1IRDxIJA68sr9fk35isaBHHVTCjI12/PmM2IOgAAAAAAAHQ4rhsAAAAgFVJ+pXPPnsYAwNSpU4+45uBje/fuTfUWACAljDG6c/HyuIJNkrSnPqpb3lwgL4gvM+oYR44xygyFNSKvpyYU9NWg7MawJ8EmtCTsOPrhkuVxB5skadW+Cj2+sUReAjUAAAAAAAAAAAAA0FmkPNxUX18vScrMzDzimvT09MPWA0BnYq3Vjppa/XtLWUJ122pq9WzJFsUIkiDFfGu1cu8+FVVWJVz75MaSuMclAgAAAAAAAAAAAEBnwpVOAGhBYK0eLSpWMnM7n9hUwggwpJwj6fGNm5OqLa2u0ZLdexSkdhItAAAAAAAAAAAAALQ7rr4DQAtcx9FLpVuTqi3eX63i/Yl31wFaY4w5qvfVxsoq+YSbAAAAAAAAAAAAAHQxofY68b333qs+ffqkZN23v/3tVG0LAOK2rz6adO3uunoNy81J4W4AHdW4w4YgkCXcBAAAAAAAAAAAAKCLabdw03333dfqcWNMXOskwk0Ajg1jjJRkGCTkmBTvBpByI+Gka/MiYTmG9yUAAAAAAAAAAACArqVdxtJZa1P2HwAcKwOzMo+iNiuFOwEauzbNGdg/qdqw4+j0Af0UcphGCwAAAAAAAAAAAKBrSXnnprlz56b6lADQ4bwg0KXDBus3769JuPaE3j3VNzOjHXaF7izsOLps2GD9buVa1ft+QrVnDuyv7HDyXZ8AAAAAAAAAAAAA4FhJebhpzpw5qT4lAHS4kOPo8uFD9PtV6xQNgoRqrx4xTF4Q0CUHKZfuurp8+BA9vGFT3DUhY/SxMSNEL0QAAAAAAAAAAAAAXRFX3gHgCDJDIX1q3OiEak7o3VNzBjL+C+3DMUa3TBqvWf36xLde0rdmTNWI3By5xrTv5gAAAAAAAAAAAACgHXD1HQCOwDFGnxw3Sh8ZNTyu9ZN69tDPZp/UzrtCd2eM9LNTTtKHRwxVuJUQXZ+MdP34lBN13uCBcgnbAQAAAAAAAAAAAOiiUj6WDgCON7dOmaCJPXvoH+s3aeW+8sOO98vM0OXDh+ijo0fIMUYOHXLQjhxjZGX1lakTdfOEsXpyU4leK9uuimiDQo7R4JxsXTl8iGb376vAWt6PAAAAAAAAAAAAALo0wk0AEIfTBvTTWYMGaFNlleZt36HqhpjSQ67G9cjXrH59FFjLKDp0GGOMjKScSFgfHT1CN4wd1ey4FwQE7QAAAAAAAAAAAAAcFwg3AUAcDoz/GpqbrUHZwyUZSbYpQEKIBMdKS6E6gnYAAAAAAAAAAAAAjheEmwAgAY4xirjusd4GAAAAAAAAAAAAAADdAuEmAMBxx1or31pZKxlDJyMAAAAAAAAAAAAA6KoINwEAjhteECjkONpSXaOlu/eqzveVFXJ1Up/e6peV2XQcAAAAAAAAAAAAANA1EG4CABw35m3boUeKirV8z75m9xtJJ/XtretHDdfJfXvLGHNsNggAAAAAAAAAAAAASAjhJgBAlxdYqzsXL9dzm0tbPG4lvbtzt97duVsfGz1CX5w8vmM3CAAAAAAAAAAAAABICrN5AABJsb7X/M/Wygb+MdnLz5a+f8Rg06H+tn6j/rB6nQJr23lX6Agtve+sHztGuwEAAAAAAAAAAACQanRuAgDEzX4QCArq96t6yWOqW/+6/LpKmVBE4V4jlDP9aqUPOVHWj8m44XbfT2CtNu2v0pObNidU96c1G3TF8CHqmZ7eTjtDe7O+J+OG5FWUqXrxI2rYuVbWi8pJz1XGiFOVNeVymVCaZAxjCAEAAAAAAAAAAIAujHATACAuNvAlG2jfv3+smvf/JQXNOzd5e0tUt+5VhQoGq+DCbytt4GQZx233fT26oTjhGt9aPV5UohvHj1bIoYnhkVg/kHGbPz/WC2RCx/Y5s74nb/927XvhTkU3LzrseH3xAlW8cY+yplymHmd9WdaYDnkvAgAAAAAAAAAAAEg9wk0AgDZZayUbaNdDn1e0dEmra719W7Troc+p91U/V/rQk2Xc9vtREwsCvVS6NanaZ4q36DMTxqR4R8cH61vJSP7ycvnzd8nui0pWMvkRuTN7y53RU5KRcTu+I5L1PcX2lWjX3z+joK7yyOtidape/LBiu4rU57rfyFqHDk4AAAAAAAAAAABAF0S7CgBAXPa9+MM2g01N/Jj2PPVV+VW7mkbZtYfddfWq9/2kavdFo6r1kqs9nllr5S/crfpvvKfY/esVrKyQ3VYnu71OwZpKxf5UpPqvvSf/jR3HZn9evXY//IVWg00Hi25ZrH3Pf49gEwAAAAAAAAAAANBFEW4CALQpqKtQzcrnEqqxsXrtX/R3yQbttKvGzk1HwzvK+uONtVbev7cp9peNUmXsyAurPcUeLVHsic0dtzlJ1o+pesnj8qv3JFRXs+oFeft3ttOuAAAAAAAAAAAAALQnwk0AgFZZ31P1e49KgZdwbc37zyZVF6/8SCTpWtcYZYWZznqA9QIF75fLe3pL3DXey9vkzd8l63VQSMwJqWrZk4nX2UBVix+Wbcf3IgAAAAAAAAAAAID2QbgJANAq44ZUu+61pGpttFp1xQvabTRdj/Q0TSzokVTtqf37KuTwY/AAE3IUe2FrwnXev7fKhDrmeWzYuVZ+ReJ7lKTaNS/JOITZAAAAAAAAAAAAgK6Gq3wAgDYFdRXJ19aWS9aXTOp/5MSCQB8eMVQr95VrdH6uZvTppdxIRH5gVR6N6o2tO7S7vr7F2mtGDpMfBHIJOMkGVnZ7rWxxdeK1O+vlr6uUMypXxjHtsLv/8Kt2J19bsy+FOwEAAAAAAAAAAADQUQg3AQDa5oaTLjVuRO3VKDDsODqncICG52ZqdI8C7a/bp9r6chnjKjdzoL48ZYLmbduuxzZu1pLde5vqxvXI0/Q+vdplT11SYOUv2tv2uiPwF++RMzI3hRtq2dF0XjIuv/IAAAAAAAAAAAAAXRFX+gAAbQr3Gi6/cntytX1GybRTd6Qg8GRkZKuX6JGlj6h013tNx1wnrNGFZ2vyyGt175xT9PD6jfr1itXqn5Wpu049ma5NBzNGtjqWdLmt9mTc9u3aJEnhnkOSrg3lD0rhTgAAAAAAAAAAAAB0FMJNAIBWWd9T9rQPq37j2wnXRvqPV6TPqHbYleQHnuqjFXrs9c9rT2VRC8djWrP5Ba3Z/ILGDj5PHz75/2lobrbGF/RQZihEsKkZK4WSfz6Ma2StlTHtG3AK5Q9UWuE0RUuXJlybPfUKWT8mcxRdyAAAAAAAAAAAAAB0PK7sAgBaZdyQMkaeKje3X8K12SdcLesn3xHoSILAV8yr0T9e/XSLwaZDrd3ybz07/2s6uW8fZYdCCqU42GS9oPmfrZUNbEofo11ZyembnnS56Zsh+e3/9VrfU/b0axOuM5EsZU2+lGATAAAAAAAAAAAA0AURbgIAtC0IVHDBtyTjxl2SNuREZU28qF0CJcY4ennRD1RZXRZ3TdHW17W86AlZ+Snbh/WtrG/lL92n6H1rFf3x+4r+bKViD26SLa1pXHNI8KkzMiFH7qw+UjiJXwscKXR6X5mj6PwUL+OGlDnmQ0obcmJCdfln3EKwCQAAAAAAAAAAAOiiCDcBQCcWa6H7T0v3tTfjhpQ+9GT1vOxOKY6QSNrgGer94bsktc+YsrpouTaUzU24blnRI3Kd1IVcvNe2q/7r7yn2xw0KlpcrKK5WUFQlf/4uRX/4vurvXKFgc7VsB3Q1OmoRR+6JvRIucyb1kMmLtMOGjqz3h+9SWuG0uNbmnf555Uy/WsaJP5gHAAAAAAAAAAAAoPMIHesNAAAO51urmG/1QnGlniuu0M5aT1ZWvTPCOn9oni4Znq/0kJFj2ic81BLjuMocc5YivUdo/7t/U+3qf8t69c3WhPuMVs70a5Q1+dIPalKfofUDT8uKHlNgvYRr91Ru1Nbdy9S/1yQ5CXShaknD3zbKf2tXq2tsaY0a7lqtyGdGy5nQQ8btuNcrGeHLC+WvrpAqGuIryAwp/OGhsr7tsK/NOI4UiqjP9b9V1eKHVb30cXnlpYeuUvqwmco5+eNKH5pYlycAAAAAAAAAAAAAnYux1naBdhLoCsrKylRYWChJKi0t1aBBg47xjoCu6x9r9+qBlXtUe4SRZumu0UfG9tR/TerdwTuTbNC4JxurU93GtxTU75dxI4r0Ha1Iv3GyfqzdR4A9Nvdz2rzz3aRqT5v8RU0f8zGF3OS6DVnfynt1m7wnt8RfFHaU9s1JMn0zZJzOG3CyfiC7J6qGX66WLW8j4JQTUtoXx8kMzOyQkXQtOfBeq9+8SA3bV8t6UTlpOcoYfYZCef1lfU/GJccNAAAAAABwrHDdAAAAAKnAFT8A6GTuWbZTf1+7r9U19b7VA6v2aE+dp6+f1L+DdtboQDcmk5alzHHnSIEvGSPjNP5Iae9gkyTFvLqkaxuOoraRlffStsRKYoG8F7cqfMPIo3zs9mVcR+qVprT/mSzvle3y3t4l7Y81X5QVUuiU3gqdPUDKCh2zYJP0n/daWuEJShs45YM7jdT0XuTXHAAAAAAAAAAAAKCr46ofAHQSXmD1Wun+NoNNB/vnpgqN6pGmy0b0UOgYdAQyxpHcjg+3RMLZSdemhbOSrrVeIP+9vVJ14iPx/Pf2KnztMCmzc//oNa4jZTkKXVyo0MWFClaVy+6NSlYy+RE5k3t8ECCSTAeORWyNcVzJOboxgx3NBoFkGj9DNvAbvwapQzqfAQAAAAAAAAAAAF1J577CCgDdSMgx+vuavQnXPbR2n64c2aMddtQ5+UFMg/vOUMmO+UnVD+03S46T3I8/E3LkL9qTVK08K3/JXrmzejcGiDo54zYGl5yJPaTggwm2junUY/W6ggNBptjuIlUt+odq18+VjVZLxlGoYLCyp16p7KlXyITSmgJPAAAAAAAAAAAAQHfW+a+uAkA34FurVXvrtKEimnDttpqY3t1RI/9AAOU45zphTR5xlVwnknBtv4Lx6tNjjByT/I8/WxVre1FrtUHS5ceEcYxMyGn8j2DTUbG+Jxur086HPqcdD1yvmvf/1RhskiQbyNtboopXf6Gtvz5H1cuekrXd4zMNAAAAAAAAAAAAtIZwEwB0AkEgzS3dn3T966VVKdxN55cWztK4IecnXHfC6I/ID5IPJ0k6uoCPayTyQd2SDXxZv0E7//ppRUsWtr42Vq/yf/9QVe8+KGu7WBoOAAAAAAAAAAAASDHCTQDQCThG2t/gJ12/v8GX24266lhZfWj619Q7f1TcNROHX6bxQy+U64STf1xrZXqnJ13v9ElvfLHR7RjH1d7n/k+xPRvjrqmY+2tFt74vGyT/vQEAAAAAAAAAAADo6gg3AUAnYCVFnOS/JUdc061GWDnGleuEdd2H/qjCPjPaWG00ffRHdd6J3z76B7aSe3rf5Gpzw3ImFTDarZvyqnarbt1rCVZZVS38m3QUYxQBAAAAAAAAAACAri50rDcAAJCslUbkpSVdPyIvTZ6Vwt0oN+M4IYVNhq49635t27NCS9Y/pPVlryoIPElSeiRPE4ddqhNGX6fcrP4peUzjGLkjc2X6Z8hur0uoNjS7T9KPa/1Y45tEkoyRcZPvPoWOZ31P1e89IiUxYq5uwzwFteVyswraYWcAAAAAAAAAAABA50e4CQA6gbBrdMGwPN2zfJdqvcQCEGHH6LIRPRTuhh2BHONKkvr1nKCLZv1AF1pfDV6NjHEVCWXK2kDmgzWpYr1A4euGqeFXa6Qgvm5Zpne6QucMkHHjf42sDSRrZf0G1a76t7zKbZIN5Ob0Vub4C+Sk50g2kHFS+/Uh9YwbUl3xO8kVB57qNs1X1oQLeK0BAAAAAAAAAADQLRFuAoAUiwWBwo6jHbW1qol5MpKyw2H1ycxoOtaSsGt03tBcPVVUkdDjnTEoR9mR7j226kDIyZiQ0iN5TfebdhjnZUKOnFG5Ct84SrE/bZC81gNOpne6Il8eL6XFvxfre/Jr92n/239QzaoXZBtqmx0vf/UuZY45S7mz/0vhgsEyDj/OOzsbrT66WhtIItwEAAAAAAAAAACA7qd7Xw0HgBTygkBRz9e2mlrFgkC90tPVIy1N+WlpKkhPU9T3ta26Rl4QyA8O785kJN08uY8GZsc/cqxXeki3TOvTNLEM8Yt98BqU7K/Sst17tWpfufY3NMha2+LrczDjGLlTC5T2tUlyp/eUWurIlBNS6LwBSvvGJJm8iIwb349c63uK7dmoHQ98RNVLnzgs2CRJ8mOqXf1v7fzzx1VfvFD2g1F86LxMKD352nC6ZLpfZzYAAAAAAAAAAABAonMTAKSEFwSK+oGywiHVxjz96L0VeqVsm6K+L0nKDLk6f/AgXTliqEKOozrPU1hS6KAuTo4xygw5uuesIbp17hZtqWpo9TH7ZYb0qzMHKz8tJLcbjqRLlhcEavADPVO8WU9u2qzS6pqmY64xOn1AP109cqhO6N1L1lqZI4RKjGukgZkK/9cohWs8+e/tla2KSa6R6Zshd0rBf9bFyQaB/Jo92vXQ5xXUVbS9PlavPU/erj4f/b0ifcfIuPxY74ysDRTpP16x3UVJ1UcGTJJSPF4RAAAAAAAAAAAA6CqMtfT7QGqUlZWpsLBQklRaWqpBgwYd4x0BHSOwVg1+Y6ef7yxcoje27Wh1/QWDB+mbM6bISgobc1h4xgusYoHVM0XlerKoXGXVsWbH+2WFdfmIfF05qofSXUchgk1x84JAm/ZX6bY339W+aLTVtecPHqj/nTFVTguvUUusF0gHfqI6irtTU7Nz2ED7nvt/qnn/XwnVpRVOU9+P/SHhx0PHsEGg2O4N2vHARxKujQycrH6f+FM77AoAAAAAAKD9cd0AAAAAqUCLBwA4SkaNHX++9NYCLdm9t831L2wpU1Uspp+ccmKLnYFCjlHIMbpqdIGuG9tTK/fUaltNTNY2Bpsm98qQb0WoKUFeEGhrTa0+/8Z8VcfaHuP24pat8gKr78+cHtf5TejoJ73ahjrVrnk54bpo6VLF9pYoVDAkriAWOpZxHEX6jlGk/wQ1bF+VUG3O9Gtk/ZiMG/+4SgAAAAAAAAAAAOB4cvRXYgGgm/Ot1e9Xr4sr2HTAW9t36h/rN8pvZU34g/DSxF6ZOntwrs4ZkqspvTNljCHYlISQ4+g7C5fEFWw64JWybXqldKu8IGjHnTWyfkw1K5+V9eqTqq9e+oRk23+fSI71PfW85Hsyadlx12SMPVtZEy4g2AQAAAAAAAAAAIBujXATABwFLwgUWOmZ4i0J1z6xsUSuMXEFZxxj5NCRJ2mBtVpbXqG15ZUJ1z5WVKKQ0zE/Lr3yrcnXVmyVcdwU7gapZNyQQvkD1fejv5eT1bPN9Znjz1evy+4U04MBAAAAAAAAAADQ3RFuAoCjYCW9UrpVlQ0NCddur63T/B27RHahYzxWVJxU3fK9+1SyvyrFuzmCo+i8ZIPW+oChMzBuSOFewzTg5qeU/6EvK1Qw+NAFyhh9pvp85HfqddmdknEZMwgAAAAAAAAAAIBuL3SsNwAAXZlrjN7bvSfp+sW79ujkPr1SuCO0xDFGa5Lo2nTAyn3lKszOktueHZyslZNVkHS5m9VT1gYyhtxyZ2bcsIwbVs70a5V70scU21Msv7ZcJhRRqMcgOel5TSE3gk0AAAAAAAAAAAAAnZsAJCDWQmcYLwi69dgkxxjVxLyk62tiMcbNdZB6P/nORnWer+R7KsXHhCLKmniRpOTeD1kTLxRtwLoO44YlSeFew5Q++ASlDZgoNyNfxhjGCwIAAAAAAAAAAAAHoXMTgDYF1qre9/RMyWo9U7JGW2sq5VmrnumZOnfQSF07fLL6ZmbLWtvtOo0E1io9lPy30oxQSIGViDK0v+xw8q9TdjjcISG0UG5fpQ+fpfpN8xOrKxiq9CEz2mlXifOtVWCtZCXXMQT4AAAAAAAAAAAAACSNcBOANj1UtFy/W7NQ9X7zDkW76qr1tw3L9PcNy3RB4Rh964Qz5FjTvqO7OhnfWk3p2UMvbilLqn5qrwKR+2h/XhDo5L59tL5if8K1rjGa1a+33A54oazvKe/Um1RfslAK4u8IlnfqTbJ+rKkb0LFgPwg0+dbqzW07tae+XkbSgOwszerbR1ZWoW70vQEAAAAAAAAAAABAahBuAnBE1lr9bs1CPbDuvdbXSXq+dJ1211frV6dcctx2cPKDmBwTUkV1qeobqhQOZahHzmBdOLRQd7+/RrVeYuPpeqanac6A/nKd4++56mxCjqNrRg7V39cVJTxebs6AfsqLRNplX4cybkiR/hPU86LvaO+z35Vs26P08k7/nDLHn9f0mfNtIEemQz+DXhCoPNqgv60r0vOby1QVizU73jM9TZcOHayPjB6hjJBLyAkAAAAAAAAAAABA3Ag3AWiRF/h6Z+eWNoNNB1u0e6t+s+od3TJxllwdP4EdP/AU8+q0vOhxrdj4hCprtjUdy8noqxsveVYXDy3Uo0XFCZ338mFDZGWl4+i56sx6Z2RozsD+mrt1e9w1RtJHRo9QYG2HdG6SJOO4yhx/npysnqp47ZeK7Vrf4rpQ/iDlnXazMiecr6dLVuuVrUVyjaMhOT109fCJGpydLy8I2j1I5AWB1lfs121vLdD+hliLa/bWR/WntRv04pYy3X36LPXLzCDgBAAAAAAAAAAAACAuhJsAtCjkuHp9W4kyQ2HVei0HFlryTMlqfXb8yXLd4yO4EAS+tu5epqff+ooaYtWHHa+q26llGx7R5yZerWV79sY99mxKrwJ9atwoAh4dyA8C/c+MqSqpqlLx/sNfy5Z8cdI4jS/Il9PBnciM4yp98Anqf+NDim5bpeplT8qr3CYFgdyc3sqadLEyhs1UeV2Vvr3gRb25o6SpdsGuUj2ycYWm9RygO6acpqE5PdrtfeYFgbbV1OpLby44rFtTS7bX1unzb8zXX84+XXmRSIc/rwAAAAAAAAAAAAC6HmOttcd6Ezg+lJWVqbCwUJJUWlqqQYMGHeMdIVE28CXjNBtnVR+L6vnSDXqieJU27N8b13m+OuV0XTZ0nMKO215b7RB+4GnH3pV6dO7N8oMjBzccJ6QrTr9HvQom6/b5i7V8z75Wzzuzb2/9aNaJCrtOh3UDQiMvCFTv+/r6O4u1eNeeI65Ld13dOnm8rhg+5JiPWGz8XBoZ85+A0ubKPbpnzSK9uaNEfis/xjPckO465WJNLujXbgGnr7z1rubv2JVQzZXDh+i/p03i/Q8AAAAAAHCc47oBAAAAUoFwE1KGv6R0XdaPybhhRUuXqeq9h9WwfY2CWL2ctGxlDJ+l9OnXKKNgsN7YWqRvv/ea6nyv1fPN7jtEd51yUQftvv0Ega/7/3Whqut2t7k25Kbrwlk/1MiBp2vhzt16tKhYC3bsUvDBcdcYnT6gn64eOVQn9O6lwFq61hwj/gcj5tZXVOqRDcWau3W7aj1PjqTBOdm6fPgQXTpssNJct9OFb/wg0ENFy/XrVe/EXZMViugfH7pWfTOyU/6e21Vbp8uff6XpfR6vzJCr5y4+VxkhGkgCAAAAAAAcz7huAAAAgFTgqiLQzVnfU2xvifY+8y3F9mxsdiyo2aOqfSWqWvyQ0kfM1qyL/59+d+ol+uzbz7Y6qq4qFm3vbbc7P/C0cesbcQWbJMnz6/Wvt/9bIweeoVkTP69fnHqyqhti2heNykgqSE9TZiik4IM8KcGmY+dAYGlkXq6+NWOK/vfEqfKCoKmzUSwIFO6k4wIDWf1lw5KEamq8Bv11/RLdPuU0Sal733lBoCc3bU442CRJtZ6vFzeX6eJhgzvtc308stbKt7bpvR5YK2utXF4DAAAAAAAAAAAAdGJczQK6Met7ati5Tjsf/PRhwaZD1W98W3se/JSGp2fohyee0+radLfr5yZdJ6SlGx5NqMbaQBvKXtM/Xv6YGmK1yo6ENTgnW4U52coKh2WMIUTQiTjGNIXMDh7Z1lnDNrHA179LN6iyIfHw4Iul6xULkokhHVnIcbS5qjrp+s3VNRK9IzuE98Frv722Tr9duVZfnb9IX3nrXd25eJkW79oja23K3x8AAAAAAAAAAABAqnT9BAKApFmvXrsfvVW2oTau9d6+LSp/4r816+N/1Am9BmjJnm0trhud30t+EHT5IM/2ve8nVef59dpduUEDe01J8Y7QklhgFTKSMUZ+YGUlhZzjrzNW2HH1Yun6pGprvJje2LZJZw8cmdLP5dEEYmJBIBqYtT8vCLSlqlq/XL5Ki3btOSxP9tzmMg3MytQnxozUZcOHKAisnOPw8wMAAAAAAAAAAICui3AT0E1ZP6bqpU8oqKtIqC5atky1W1fq6mETWgw3GUnXDJ90XIxd8/z6pGsbYjUp3AkO5QdWjpH2NwR6ZmO5NlZEFfWtciKO5gzK0SkDshXY4y/ktDcaXxDxSLWBtXJTtJfAWuWnRZKuz49EmsY0on14QaCV+8r1lbfeVa3nH3Hd1ppa/XDJCm2urtatkyd04A4BAAAAAAAAAACAthFuArorJ6TqpU8mVVq75BGdcdF31Ss9U3vqm4ctZvYdrH6ZOanY4TEXCWWpwUsupJQeyU3xbnCAF1jtj/r61dKdmlu2X94hzYOeK65U38yQrh1ToOvG9JS1VuY4CNtJOqrQoJPiSbTWWp09aICeLSlNqv7cwQObjQNEagXWanddvW5/e2GrwaaD/WP9JvXPzNSlQ4Yo7Bo6OAEAAAAAAAAAAKBT4Koi0E15e4vlVZQlVVu3bq5cx9W4/D7N7i9Iy9A3p86RdxSjqjoLa62G9Ds5qdr0SJ765I9J8Y4gNQabdtbG9KmXivXylsODTQfsrPX066W79L0F246bYJMkDcxMPjQ3KCs3pSPpXMfRyX17a2BWZsK1U3sVaEhO9nHR4a2zspIeXFek6piXUN2f1myQ60ir1iRWBwAAAAAAAAAAALQXwk1AN+XXViRda2N1CvyYcsJpTff1zcjW7067XD3TM4+LbizWBjph9HVJ1U4cdkmnD9TYIJC1VramTkHJVvnrNyvYtqvxPj++Li/HQoMf6Na5W7S7Lr7gxQsllfrtil3HxfgzLwh0+dDxSdX2Ss/UrH6DUx4m8q3Vx8eMTKjGSPrk2FHHRQiyM4v5vl7ckniAdV80qrlbt6tnL6ONmzz5ftf/7AAAAAAAAAAAAKBrYywd0E2ZUFrbi45Y7Mhxw2oIPA3OztdVwybosqHjFXEchRw3dZs8hhzHVWGfGeqVN1J7KovirnOdsE4Yfb2M6dzPQ1C8Vf6b7ylYWSQdFDIxBXlyZ02RO2uqlBaWcTvP1+EFVk8WVWh7TSyhuofX7dPHxvZUdqTzfC3JCDmOZvUdrAGZOdpWW5VQ7eVDx8ta25gsSvGeLh8+RMX7q/RIUXFcNbdMHq+T+vama1M78oNAc7fuiHsc3aFe2FKmc04dqH89V6cRw/lVEQAAAAAAAAAAAMdW12+vAiAp4YLBkpPcRetwr+GSpM+NP1mPn/MRfXj4RGWGwsdNsOkAP/B0xWl3KSMtP84Ko/NP/j9lZ/TplJ2brLWyQaDYQ88rds9DClasbxZskiS7r1Lec/MU/cH9sqU7OlUXJ9dIz2wsT7iuwbd6ZmOFvKDrd6DxbaAvTZqdUEZpYFaurh85pV0/n1+eOlFfmjxeeZHIEdf0zkjXd0+cputGDSfY1M58K+2tr0+6fm99tPF/91lVVtJhCwAAAAAAAAAAAMcW4SagmzJp2cocc2ZStdnTrpL1YyrMzpckhY+zUNMBrhNSdmZfffScB1WQM7TVtZFQli6d/RONHXyunE76fBhjFHvoefmLVra9uLZeDb99VHbH3k4TcFq9t15bqxPr2nTAiyWVCjldP1ATclzN6T9MX586R24cAaEBmbm699TLlOGG231v14wcpmcvPkffOXGqTurTS8NyszUiN0ez+/fRT2adqGcuPFtnFw4g2NQhji7Id+AlslbavqNxhCUAAAAAAAAAAABwrDBrBOiubKCcGderds3LCZWZSKayJl8i0wFhic7AdULKyeyrT134hIq3z9eyDY+oeMd8WdvYzaRX3khNHXm1Jgy7RK4TkjGdMzNqfV/B6k0K3lsdf1FDTLG//UtpX7ux/TYWJ2utdtQmF2ySpD11Xgp3c2w5xujSoeM0NKeH/rJ+id7ZueWwKEtOOE0XDx6jG8fOUGYoopDT/u9L13HkSjq7cKAuGFLY7JgXBHKMIdjUQVxjNCArM+n6/pmNtfX1VjHPKgikTjShEgAAAAAAAAAAAN0M4SagmzKOq7RBU5Q1+TLVrHgm7roe535Vxj3y6KnjkfvB+L6h/U7W8AGzZW0gz4/KdSJyHFd+EJPrdM6wl+9bGSM5riszfoRCd9wo+85S+YtXSvUNbdbbnXvlbyqVM3SgTAcEZNpLPJmamB/IdRoDOL61stZ2SCgoGa5xNKmgn355ysXaWVutl8o2qLyhTmHjakhOvs4ZNFKOGr+Wjh6RGG7hOeusz+PxynUcnT6gn/IjEVU0tP05P9QlQwZrc6mnaIOUFjHi5QMAAAAAAAAAAMCxRLgJ6OYKLvgfyfqqef/Z1hcaRz3OuUNZEy/u8LBEZ+F8EHIyxlE4lNF0f2cLNllrZW3jSKm16z2VbQ3U0GAVCRsNHJCjsZecpcjFZ8h/e4n85+ZJQdDq+fw3l8gZNqiDdt8yY4wGZif/PPfNbLk2+GDcVp3n658lW7SuvEL1nq/sSFiz+/XV6QP7ddqQ04E99c3M1rUjJjfd75jG8XXAJcMK9eC6jQnVDMjK1Mz+vfXcC1G5jjS40O223/MBAAAAAAAAAADQORBuAro54zjqefH/KWPMh1S9+GHVlyyUDh5y5UaUNe4c5Zz0UYV7j+QitxrDQwoCyZhO180oCBqDTfMXxLRydUzRaPPja9ZJb74d0/hxIc0+dYZC/XrL+9OTkucf8Zy2bGeneN3HFmRoaG5EJfsT70Rz8bA8xQKrsPOfr8MLAtV5vn61YpVeLt2mqN/8OXi2pFS909P14ZFD9YkxI2WlTjtWLcLMMBwi5Dj62JiRemnLNu2sq4urxki6ZdJ4VdcE2lTsa/QoV2lp7btPAAAAAAAAAAAAoC2EmwBIkjKGn6LMUafLq9im6Lb3ZWN1ctJylD70JJm0LMmq0wV5OpL9IMykuqiCtcWy9VGZcEhmyAA5fQpkfV/mGAdMgsDKD6Qnn67X9h1H7sYUbZCWLve0bXugqy4drND1F8n72z+bZdoOZhti7bTjxHiB1ZUje+gXS3YmVJcZcnTR8PzDgk0V0QZ99vW3VVZTe8Ta3fX1um/lWq0tr9SdM6cnvXfgWMgKhXT36TP1hXnvaHddfatrHUn/PXWSTuvfT0//s17WSidMDcva+MY6AgAAAAAAAAAAAO2FcBMASZJxG78dhPIHyM3rJ9lAMgeNI+rGF7dtEMhu3SXvjUUKlq+XDunwY4YNVOjUE+ROGydr7THrcuQ4Rv98rvVg08F27gr0rxcbdNXlYxW8t0rB6pbHV5mMztG6JeQYXTIiX08Vlas4ge5NN4zvqYjb/DUJrNUtb77TarDpYHO3btfPl63UHdMmJbRn4FgKOY4GZGXqzx86XX9YvU4vbi5TnX94l7YZfXrphjEjNa1XL734UlRlWwPNOTWi3r0cOU43/uYPAAAAAAAAAACAToFwE4DDGONIpvt2aTqYtVb+/GXynnpVsi23NrLFWxUr3ip/xXqFP3axrON0eMApCKx27Q5UsvnI4+VaUloWqKw0pn6nTDtiuMkZO1zWD2TcY/+ecI3Rr84crC+8tkWlVW0HnK4bU6CPj+/V7L5YEOjFLWUq3l+d0GM/vWmzPjV2lHplpCdUBxxLIcdRj7SIbp82SbdOHq8XNpeprLpGnrXKT4vo7IEDNTg3S2XbPD3xVL127wn0oTMjmjg+1CnGUQIAAAAAAAAAAACEmwDgCGwQKHhvtbwnX4lrfbB8nWKOo8jHL2nnnR3OGGnp8uTGxy1b6eui84bJL8iT3Vd5yIkl97QTpDi7t8QCX2HHbfO+ZIUco/y0kP54zlDd//5uvVBSqZrY4Z2qRuWn6SNje+q8oXmHHQs7jp7YuDnhx/at1eMbS/Rf40cr1I1HNKLrcT4IKaU5ri4ZOlhBYBUEUk2d1bYtVvPer5MfWE2eENYVl4YUColgEwAAAAAAAAAAADoNwk0AcCR+oNhT8QWbDgiWrpF/8mQ5IwtlOjAA4wdSUVFiXZsO2FTsy4sFcsYOkz9/WbNjzrgRcnrmt3mOwFrVeA16qniV/l26QXujtXKM0YDMXF02dJzOLxwtR0ZuCp6TkGOUFXb0pWl99YWpffTvkkptrIgq6lvlRlydUZij8T0zFAta7rRVWlWtdRWVLR5ry/ObS/XZiWOPZvvAMeM4Ro6MAsfKSMpIM+qRYzVpQmOXJt+3cl1CTQAAAAAAAAAAAOhcCDcBQAus78tftFKqb3v0WTMZabL7KuVpsMKHHIoFVuE4OyAlKhq18g9vYBSXIJDqagJlZGU0u9/0KVD4oxfLBsERg1rWWllJd698R49tel8NQfOA1Z76Wq3Yt0O/en++Pj9hpq4YOl7W+nKco/vxY4yRayRXRhcMy5ckOWoMWbkfPMdHeq531tUn/bh766NJ1wKdhXNQV6aDw0wEmwAAAAAAAAAAANAZEW4CgBYY15X/zrKEatyZU+Rc8SF5Mnp+Y4VeKKnUnrqYZIz6ZYZ00bB8nTskV44xTQGclO03FSc4qNGRM3Kwwp+8XIqE2uxA9T+LXtIrWze2umZ/LKofLXtDlQ31umH0NNU17FdGJFdB4Ms5ypF1B4eY3DieCeIbAAAAAAAAAAAAANB1EG4CgCOwO/bGvdb90EyFLzpdf129Rw+u2auaWPM2SjtqYlq2u053L9ulmyb20lWjC1K617Q0o1BI8rzEa11HyshypIaY3BMnyj19upyBfVvt2CRJXhDor+uXtBlsOth9q9/V6LwCDQ3XatHqB3TKxM+oV96Io+7klIj+h3SoSkTfzORrAQAAAAAAAAAAAACJI9wEAEcQuug0qVeBbHqaTH1U2rVX/oIVsnvKm61zpo9X+KLT9bPFO/RkUfkRztZof4Ovny/Zqb1RXzdN7CVjUtNHyHGk0aNCWr0m8XTTyJGuQmFH5vKzZAOrAy2c2urYJEmPbHw/4cd7cMNy/fa0y/Va7Q498cYXddUZ96pX3ggFtrGrkhvH4x6NAVlZmljQQyv3tf5ateSiIYXygkChdt4jAAAAAAAAAAAAAKAR4SYAOEQQWDmOUd20E1S2Q4rVW0XCRoUzhirrrJPlrS1R8NoCBUVbJMfIXHyGni4qbzPYdLA/r9qjkXlpOm1QTrOxasmyVpo2Jblw09TJYVkrGSMZxyiewW1e4OuVrRtV3lCX8OMt2bNNJfv36IKZ31dOVn9ZuXpz206VRxsUcoyG5+ZofEEPxYJA4XYIEcWCQB8eMTThcFPIGH14xFCCTZL8ICbHuDLGURB4ksxRjxcEAAAAAAAAAAAAgJYQbgKAQ5Ru9bV0mafNW3xZ+5/7jZGGDfV0wuSBGvjZa+U9/apsxX6F87L19zeLEn6cB9fs1VmDc1OyZ2N99e4V0uiRrtYX+XHXDR/qqn8/V9b3lMiPhJDj6o1txUnstNHc7Zt17fBJumflej1XUqqaQ+bpjcjN0VUjhuqSYYPlKLXdnMKOo7MLB+iRok1aU14Zd931o4crNxJO2T66miDwZYyjumi5lhc9rn1Vm+UHMWWk5Wvs4PNV2OcE+UFMrtN9nyMAAAAAAAAAAAAAqUe4CQAO8sabUS1d3nL3I2ulTcW+NhX7OnG61ewrz1Zsxx4t3FalrdWxhB9rXXm91u2r06j8dDlH2b3JuCHVrH1V5519hqIN0uYtbQecBg10dOF5YdWsm6usMWcm/JiVDfXJbFWStL8hquqYp0eLWg5IbdxfpZ8sfV/Pby7TL087WRlKbcDJSPrlaTP1hTfmq6iyqs31Fw8t1BcmjU/Z43c1fuCpunaXXl/2C23cOk+Bbf4ZWV70uApyh+nk8Z/WhKEXHaNddpwg8GUVyDGurLWyNpDrEuoCAAAAAAAAAAAA2gOzdQBAkrVWb7/TcMRg06EWvRfTgoUNcvr01Nyt1Uk/7mulVfIObg+VpKChRnuf/rrq1vxbl10c0exZYeVktxyYys4ymnVyWFdemqbohte09+mvy6+Lv4PRARE3+TFkaa6rqB+0uW7lvnJ96c0FantlYlzHUXYopN+feao+0kpHpiE52fraCZP1PzOmpngHXYcfeNpbuVF/e+lj2lD22mHBpgP27S/WCwv+V/OW/7qDd9hx/KAxxLh1zzK9vvQuPb/gf/XS4u9rWdFjaojVyNpAgU31uxUAAAAAAAAAAADo3ujcBKDbs9aqcr/VovcS6760cHFMM0+KqDIa/xi4Q1VEfTnm6Lo2SVIQrZFsoH3P/q9iu9dr6smf0oxpudpUElPZVquGBikSkQb2Nxo+PKSgvlr73/yr9r/zZ0lWtr5KysiL+/G8INDI3J6av3NLUvsdnlOgXfXxdX5ata9Cj28s0YdHDFU4hd2bXMdRujH6wsRx+tyEcXq5dKvWVlSq3vOVHQnp1P59dULvXooF3TesYq1VfUOlHn/9C6prqIirZuGaPysno6+mjPywHCf5AFxntKr4OS1e+1ftqyo57NibK36jsYPP05ypX1IknC3X4VcsAAAAAAAAAAAAIBW48gag27NWWrY88bFyQSAFgVXYTT6cFHGNjr5vk2RCaU23q959UFWLHlLmmLPUf+rVGjxtmJxIhoKGesX2bda+Zx9T7dpXJD/WYn08XGP04eET9eCGpQnvvyAtQ2cOHK4fL3k/7pqnNpbo+lHDE3ykthlj5BojV9I5gwfqnMED5UgKrHRgUmAqA1VdjbWBFq35q2qj+xKqe2fV/Zo88qp22tWx8ep7P9bSDY8c8bjn12tl8TPasnOhrv3QH5Sd0ZuAEwAAAAAAAAAAAJACXHUD0O1ZK61ZG984ukNV1VoNz00sGHSwYblpjRvQ0XVvctJz5Gb3ll+9u/GOwFPtmpdUu+altmsze8jJKkjo8Ywx6peZo5P7FGrBrtKEai8dMk51nq+XS7fFXbOlukZLd+/VlF4FKel01ZKDQ0zHV7+h5FkFWln8z4TraqPlWl/6skYXni3XaXnkX1cR2EDvrn6g1WDTwfbXbtdjcz+rT5z3EOEmAAAAAAAAAAAAIAW6bzsKAPhAXZ1VtCG52nVrPV02Il/JNG/KCBldOCxPYTcF34qDQNlTr0iqNHvK5R8ErBLjBYG+NvV05UXiD3eNyC3QJ0afoH8Wb1HUT2ycX1HlfvlJ7BPJCayvjVvnqb6hMqn6lcX/6vLBJkny/KgWrn4goZqK6lIt3/i4/CDxjnAAAAAAAAAAAAAAmiPcBKDbSzBj08z7qzzlpbk6fVBOwrXnDslT5ChG2h3MuCFlT79GSrRTjHGUPf1aGTfxDjMhx1HfjGzde+pl6pmW0eb6UXk9dffsS1RUWaX7V61L+PFiQSBLuKnD2CBQVe3OpOura3elcDfHhh/E9P7GpxTz6xOuXV70xHER7gIAAAAAAAAAAACONcJNQAcIgsZARl2d1a7dvnbu8lVdHUiSfJ+wxrGWlpZ8wKiqysoLpC9N66seafEPM+uXFdbNk3sn/bgtcdLz1OPs2xOqyT/jFrnZPZN+zJDjalhODz189vW6aeyJ6p2eddia4Tk9dPvkU/WnOVdpd11Mt7+9UA1BkPBj5UUicttpJB1aZo7i+T6a2s7CdcJaXfJcUrUV1aXatmdFincEAAAAAAAAAAAAdD+Jt+oAELcDXWZKy3wtW+GpZLPfbPpX/36OpkwKa/SoxlCM43T9MEBXlJ5uNKC/o23bEw/cDC50FXaNCtJDuuesIbr19S3aU+e1WjMwO6xfnzFY2WFXTgoDIMZxlH3Ch2X9mCpe/YWk1oJzRnlzvqDcmZ846scNOa7yIq4+NWa6Pj12upbt2a5ddTVyjNGgrCxNKBigfVVb5Xm1WrFnn6pjrT8/LYk4jk4f0E+uQya3oxjHVW7WgKTrczL7pXA3x05V7Y6kaytrtql/z4kyhvctAAAAAAAAAAAAkCzCTUA7CaxV4EvPPh9VyZaW555t3xFo+46oFr5ndNVl6UrPkFwCTh3O962mTApr2/ZowrVTJ4cUBFYhx2hQTkR/u2C4Hlu/T89srDgs5NQvK6zLR+Trw6N6KOI6CrXDa22MUc6J1yl92MmqWvSQale/IBv7z0gtE0pX5vhzlXPiRxTuPSKljx36IHg0vfdA+UGgaEOltu1ZrsdX3KmSHQt00rhP6qJxN+nelWsVTXAW4FmD+isrzI+sjuQYR8P7z1ZmWoFqo/sSrp80/DL5gSc30VGJAAAAAAAAAAAAAHAQrjgC7cVKT/+rXmVb2+4GtG+f1aNP1Ov6azJkIpYOTh3MdY1GjXQ1f4FR5f74xwQW9DAaNtRtGr8VcoxyI65uGN9Ln5rQS4t31mhnrScjqX9WWCf0yZRv1S6hpoMZ4yjca5gKzv+mepz9FTVsX62gvkpOeo4i/cbJRDIkq3btJuM6jtIi2Ro56AzlZQ9Uj41Pqqp2h9JDIV0+bLAeKSqO+1whY/TR0akNYiF+k0ZcrndXP5BQTVZ6L40ceKYcJ/5RjZ1VTmY/1UbLk6rNyxpA1yYAAAAAAAAAAADgKBFuAtqB71stXRaLK9h0QOV+q7nzojr/nLR23BmOxEq68rJ0PfJ4nWrr2l6flWV0xWXpslY6dLLcgfDSSf2y5QdW9qD7Qh2UWzPGkYxkIplKHzKjhQXtvwfXCUuSeuaN0Jkn3C7HNAZdbp08QVuqa/TOjl1tnsOR9K0ZUzU8NyelI/wQH8cJacaYj2tV8bOqrmv79TrgtMlfVOtjEbsGP4hp/NCLtLN8TcK1+dmFGtBrcjvsCgAAAAAAAAAAAOheaCcAtAPHkVas9NpeeIiiIl/RxCejIQVcxyg72+j6azLUv1/r3xoHDXT0kWvSlZlh2uyy5Tqm3Ts1dXaOcZqCTVJjGOxnp5ykD48Yqohz5Oe6b0aGfjr7JJ03eKDcVtahfUXCWbr6zPuUld4rrvWnTv6iJgy7RM5xMI7OdcKaNOIKhd30hGunjLxKfhBrh111T9ZaWc+X9bzG/w3iDw8DAAAAAAAAAACga+v6Vx6BTiYIrDZv8bW/KvGuJX4grVgZ0/RpYblu9w7EHAuua5SVJV374Qzt2Rto2fKYtm73FWuQwhGpcKCrqVPCKujhKAgYH5gsxxhZWX1l6kTdPGGsntpUolfLtqsi2qCwYzQ4J1tXjhiiU/r1VWAtHZuOMdcJKT+7UB8/7+96a8U9Wrvl3/L8w1OY/QomaOb4GzVi4OlNoxqPByE3TSeN/5Tefv++uGvysws1ZcSHm7qXIXnWD2RcR6qokr+qSKqPSpGwnCEDZIYMkPV9Gbfrjz8EAAAAAAAAAADAkRFuAlIssNL2Hcl3lNixMyDYdAwdCCz1LDD60JmRZiGNILBNI+gINh0dY4yMpJxIWB8ZPUKfGDuq2XEvCOQYQ7Cpk3CdkDLTe+q8k76tM0+4Qys3PaN9VSXyg5gyI/kaO+QC9ekxWn4QaxyJeBxxjKNZE25STd1eLSt6tM31uZn9dfUZ98l1Ix2wu+ObtVbBxi3yX1+kYF3xYZMOTf/ecmdPkztzsiQjw/dlAAAAAAAAAACA4xLhJiDFjKRYLPGuTQccTS1Sp6XOMwSa2keohZFzLd2HY8v5ILSUFs7S1JFXS8bIyMjaQMZp7JxzPHcqOnvG19Wnx2gtWvugyqs2H3Y85KZr7ODzdPqUW5UWyZF7HIzlO9b8l+bL+/fbRzxut++W9/hLClYVKfypy2WNe1x1DQMAAAAAAAAAAEAjrrwBKWatlJaW/MXVSIQLswA6N9c9OMTUfUaCTRh2iSaPuFJbdi3WhtJXVd+wX64bUe+8UZo0/DKFQxmy+k8QDMmxQSD/zfdaDTYdLFizSbG//FORG69s550BAAAAAAAAAADgWCDcBKSY40hDh7hasDCWVP2Qwa583zKaDgA6mQOdqQb1mqaBvabIMa6stbI2aAp88Z07BRpi8p5/M6GSYFWR/LXFckYNkXG7Z7is8b3YOB63fF+ghpgUiUgFBY6M6D4IAAAAAAAAAAC6LsJNQIo5jlG/vq5693K0e0+QUG0kIo0fGyLYBACdmOO4OtCxqnEKWvfpXtXerO/Lf2e5FPMSrvXfWiJ37LB22FXnFwRWVVVWS5fHtGatp2jDf45lpEvjx4U1dUpIWZmGkBMAAAAAAAAAAOhyuuc/bQfame9bTZuSeHZwwriQHD6VAIBuyriu/HdXJFUbrNkkW12b4h11ftZarVjp6c9/q9OyFc2DTZJUVy+9tzSmP/21TuvWe7LWHpuNAgAAAAAAAAAAJIkYBdAOXNdo/LiwJoyLP+A0oL+jU0+JfNAFBACA7snuLk+y0MruSbK2iwqCxmDT6/Ma1FZmKQikf7/SoHUbfAUBAScAAAAAAAAAANB1EG4C2tHZZ0U0fVq4zcDSiOGurrwsXcZIhnQTAKCbskGgNlM6rdV7fgp30/nV1Vm9Pq+h7YUHefnVqLzEp/4BAAAAAAAAAAAcM4nPzQIQN2OMTj0lrBOmhrRshadVazzV1jZetA2HpbGjQ5o2JayCAkfWWoJN6FJiQaDwQXMUgw8CCQ7vYwBJMo4jZaZLtfXJ1edkpXhHnVcQWC1b4SWcBfN96f1VnqZODsl1+X4NAAAAAAAAAAA6P8JNQDszxigry2jWyWHNnhWR71tZK4VCRkFgm7o6EWxCV+Fbqwbf1z+Lt+iNbTu0v6FBEcfVsNwcXT1yqMb2yD8s+AQA8bBBIHfKWPnvLEu41vQpkNO3Z+o31YmtWpNcC6YVK2OaPi2c4t0AAAAAAAAAAAC0D8JNQAdxnMbw0sFdEg7cB3QFgW0M5t3z/mo9tWmz6vzm459Wl1fouc2lGpOfp29On6IReTkKEXBqV9YLZEKOgm21svtjUsjI6ZMukxuR9QMZl+cfXYwxck+fnlS4yZ09Tdb3ZVw39fvqhGpqbVM3yERVVlo1NFhFIvweAgAAAAAAAAAAOj/CTQCAuFgr3T5/od7ZsavVdesqKnXz62/rF6eepMk9Cwg4tQPrB1LMyntzp/w3d8ruOmiEl5GcCfkKndlP7oQejLxEl2KMkenbU86EkQpWFcVfmJct96RJ3SbYJEle7CjrPcJNAAAAAAAAAACga+CKMwCgTdZa/WL5yjaDTQfU+77ueHuR9kWjsja5ziI4nBcEsn4gu6NO9d9eKu+Jzc2DTZJkpWBlhRruXqvob9dJvpUNOvdrYK2V9RpkfU/Wj8n6R5naQJdmg0Dhj18iU9gvvoKsDEU+e60U6j7BJkmKRI6uPhwm2AQAAAAAAAAAALoGwk0AgDZVxWL6Z/GWhGpqPE8Pb9ikgHDTUWkcB2hVEY1qX229vN31iv58lbS/7QBQsGyfGn63rgN2mRzre5Ikr3yLKuc/oPKXf6LyV3+h6iWPK4hWy9pANgiO8S7R0YzjSCFXkS9+RO5Jk6RWujE5Iwcr8uVPyPTK71ZdmyQpK8tRjx7JBZT693MINwEAAAAAAAAAgC6DsXQAgFZ5QaAnN21WLImQybMlpfrcxHHqXpGD1PGCQL61+uF7K7S1uka/P+tURe9bKdX6cZ8jeL9C/ju75J7cWybUeTLNNghUv+U97X/7D4qWLjnseMXrdytz3LnKm/N5uZkFMi6/snQnxnFkZRS69nyFLj1T/jvL5K/ZJNVHpUhYzqB+ck+bLqd3D1nf73bBJknyfavJE8N6482GhGunTArL961cl4ATAAAAAAAAAADo/LhSCABoVchx9GrptqRq9zfEtHDnbs3u3zfFuzr+BdYqFgT67Ovzta6iUt+eMVUNZdUKNlYlfC7v9Z0Kze48r4G1gaqXPq7yl38q2ZZDc9aLqub9f6lu49vq85H7FC4YSsCpmzHOB8GbzHS5Z5yo0IdmNh2zQSCZxuPdMdgkSa5rNHF8SAsWNigajb8uK8to1ChXrkOwCQAAAAAAAAAAdA2dp4UDAOAwNvDiuq+9VUQT7wxywL76qDxGiyXMMUbffneJ1lVUKt11dc6gAdIbu5I6ly2tUbC5WrYTjAi0vqe69a+r/KWfHDHYdLCgdp92PfR5BfWVnWL/ODYODTAZx5ExhHMcR7r0ovTWJvc1Ew5Ll1+SLvFRAgAAAAAAAAAAXQgtEACgE7K+J+OGVL9liWqWPy2vcrskKzenr7InXaL0EbOlwO+wTjaho+jwESaEkDBrrUqra/Tm9p2SpJ7paQqHXNVvrk76nEFxtdyBmVLo2L4Wxg2p4rVfKZF0RVCzV/vf+bPyz7pNMt2zSw/QEtc16t/P0YevSNezL0RVU3Pkz1VujtGlF6eroIeRQ9cmAAAAAAAAAADQhRBuAoBOxtpAdUXzVDH31/LKSw85+r7q1r4iN6+/8k77nLImXtghwaHCnGxtr61LqnZYbo7cLh5u8oJAIad5s8NYECjstE8DxMBKjxQVN/05/UBblljyHbBsQ3DMu7XYwFP95sXyKsoSrq1+/1/KP+MWySHcBBzMcYz69HZ04w0ZKtroa/n7MW3bHsjaxs5OgwY6mjo5rGFDXQWBCDYBAAAAAAAAAIAuh3ATAHQiNghUvfTxxpFdrSRR/Mrt2vfst+Xv36HcUz7drgEnLwh0xbAhWrhzd8K1o/JyNaZHXjvsqmN4QSDXGL27c7eeKd6ibTU18q1Vz/R0nVc4UOcPHiTHGLkpDgu4jtHcsm1Nf66ONY4iNBlu0vkkk+ke82G0xgmpZvnTSdXa+irVrntNmWPP7rCOZUBX4bqN34NGDHc1elTj58P3bdP9QWBljIl7fB0AAAAAAAAAAEBnwtVBAOgkrO+pfstilb/8U8XbYqdy3r0KFQxW5ugzZNxwu+wr5Dg6fWA/9UpP0576aEK1V40Y2q4djtpTYK3e3LZTv16x6rCuVcX7q7V41x7dvWK1PjpmhG4YOyrlj18RbWi6vae+XpV1UWVO6KFgUxKj6YzkTuwh4x7716FxxOJR1Nrku1fh+BYEVo5jVFtrVVMbyEjKznaUnm6ajh3vDoSZDr3dHb52AAAAAAAAAABw/CLcBACdhHFD2v/W7xMOb+x/+w/KGndOO+2qkbVW/z11kr65YHHcnYMmFvTQRUMLu2SwybdWz2zarJ8ufb/Vr3d/LKb7Vq7V9po6fX365JTuIeQ4agiCpv08VbJFHz1tsPR8meQn1r/JmdhDJj+S0v0lzR7NbLxjPFcPnVIQNL4vNhb7Wr4iprKt//keaow0dIirqZNDGlzofjCqjaAPAAAAAAAAAABAV9L1rjgDSJgXHB4IiLVwH44dawPF9pYoWrYs4drY7iJFt66QDfzUb+wDIcfRnIH99M3pU+TGMQJvQkG+7jr15C75Q8YLAq3Ys08/ayPYdLCnizfroQ2b5AWp6yo0JCf7sMdwsyNyZ/RM+Fyhc/rLJhiIai9uTp/ka7N7S6YrvqvQXoLAKhqVHn68Xs+9EG0WbJIas3TFJb6e+mdUT/2zXr7/nzAUAAAAAAAAAAAAugauEALHMS+w8gOrN8qqdNvrW3Tdcxt1zbNF+vyrm/VCcYUa/EA+F3k7B99Tzcrnki6vWfm82rurjWOMLhxSqD+ceao+NKi/Qi2EnAqzs3Tr5PG6b84pygy5crtg16aQ4+gvazco0ZjS39cVyYkj+BWPWBDo8uFDmt23o7ZO/yzeIvcjw2UGZ8V9rtDlg+WMypVxj323Gut7ypp0cVK1JpyhzHFny7g0nUQja608T3rsyTrt2tX2J3ZLaaCn/ll/dM3DAAAAAAAAAAAA0OG4Qggcp6y1emlzpe5dvkv76pt39CmrjmnZ7lrds2yXPjaupz4+vtcx2iWaOI78mvKky/2afTJO+39Ldx2j0fm5+v7J01XZ0KA3tu5QZUODIq6rkXm5mtGnl2JB0CVH0UmNn5uddfV6d+fuhGv31Ec1b9sOndq/r0JH+fWHHUcXDSnUPe+vUa3nNd3/s2Xva2BWpqZ9Zbz8PxYpeL+V90zEUfjKIQqd0e+o9pJKxg0pY9TpcnP6yK/alVBt1oQLZNxOMloPnYKVNO/tBu0rjz+ttG17oEXvxXTijLBcxtMBAAAAAAAAAAB0CV3z6jOAVgXW6u9r9+r7724/LNh0sKpYoPtW7NbPFu/owN2hRVYyjpt0uXFDsh3UjsR1HBljlJ+WpouGFuq6UcN11YihOqF347i0rhpskho7Jr1SujXpHlivlG476mDTAWHH0W1TJjS7z7NWX5m/UK/t3KG0L4yV++3Jck/vK2V9EGxzjEz/DIWvGar0n8xoPNbZBIHyTrs5oRKTlq3cUz4tpagzFo4PXkxau85re+Eh3l/liXcSAAAAAAAAAABA10HnJuA44wVWC3fU6N7l8XeeebKoXMPz0nTpiHyF6GRxbFirUI/CpMtDPQqlwJPccAo3FcfjduEgU8uMKqINSVdXNCRfeyjXMbpkaKGqYzHdvWJ1U+AqFgT69qKleqhokz48fKjOvWaIMj4yXDawMh98fq0XyIQ652tj3JCyJl8mb/8O7X/r922vj2Sp9zW/kpvdW8Z0zq8JHc/3rVat8eQlnm1STY3VxmJfw4e6cjvBuEYAAAAAAAAAAAC0jquEwHEm5Bj9dfWehOv+vnavuMZ77JhQWNlTLk0unGQcZU+7SqaDg03HJ3tUnadS3bXKGKPrRg3X786YrTMG9JN7UOeiNeWV+t57y/Wlt9/Vgh27ZE1j1zZJnTbYdIAxRnmn3qyel96pUM9hR1jkKH3EbPW74c9K6z9RxiWPjf9wHGn7jiN3JmzL9u3J1wIAAAAAAAAAAKBjcaXwKC1ZskQvvvii3nzzTa1cuVK7du1SOBzWgAEDdMopp+jGG2/UaaedFvf5XnzxRd1///1auHChdu/erd69e+ukk07SZz7zGZ1//vlxnaO2tlb33HOPHnvsMRUVFamhoUGFhYW66KKLdOutt2rw4MHJfrno5AJrtWV/g1bsqUu4dntNTAu21+jEfll0bzpGTFq2MseerdpVLyRUlz78FIVy+rTTrroXxxgNyclOur4wO0u+tc1CSKnY04SCfP1w1gyVRxv09vadqo7FlOa6mlDQQ2N65CkWBHK62Mg2Y4wyx35IWRPOV33pUtWuekF+zT4ZJ6RQQaGyp12lUG4/Wd8j2ITDGGPkxZKvj8WYcggAAAAAAAAAANBVGGutbXsZWjJnzhzNmzevzXUf//jH9Yc//EGRSOSIa6y1+uxnP6v777//iGs+85nP6Le//a1MK1fjNm7cqIsuukjr1q1r8XheXp7+8Y9/6MILL2xz34kqKytTYWHjWK3S0lINGjQo5Y+B1jX4gf66eq8eWJV45yZJumhYnr5xUv8uF5I4XtggkF+1Uzv+9DEFdRVx1ZhIlvrd8GeFCgbLOARAUiHmB7ro2Ze0P5Z4cuLR885UYXZWq9+nj5YXBLK2MZjhGtOuj9VRbNDYRcc4buOfCTShDdZavfhyVOvWJ9eBafq0sE6ZGWYsHQAAAAAA7YzrBgAAAEiFzj23ppPbunWrJGnAgAH60pe+pMcff1wLFy7UO++8o1/84hcaOHCgJOnBBx/UJz/5yVbP9T//8z9NwaZp06bpoYce0sKFC/XQQw9p2rRpkqT7779f//u//3vEc1RXV+viiy9uCjbddNNNevXVVzV//nzdeeedys7OVmVlpa6++mqtWLHiaL98dEKOMaqIJj9qpzzqE2w6hozjyM3urT7X3ysns0fb69Oy1fvaXyvUg2BTKjlGumhoYcJ103r11OCc7HYPG4UcR2HXUchxjotgk9QYajoQbJJEsAltCgJpSKHb9sIjGDrEpXMTAAAAAAAAAABAF0HnpqNw8cUX6xOf+ISuuuoque7hF9j27Nmj2bNna/369ZKkefPmtTiirqioSOPGjZPneZoxY4bmzZunjIyMpuO1tbWaM2eOFi9erFAopLVr12rEiBGHnee73/2u/u///k+S9JOf/ER33HFHs+PvvPOOTj/9dHmepzPPPFOvvfbaUX39h+JfYBx7MT/Qvct365H1+5KqP2NQjn5wKq/bsWZ9T35tufa/8yfVrHxONlrd7LgJZyhzwvnKm/VpuTl9kg6CWBtI1jYLlVg/JuOGj2r/XZ21VtUxT598dZ621tTGVZPhuvr9WadqaE62Qg65YaAj+L7V7/9Uq/r6xOry840++bHM9tkUAAAAAABohusGAAAASAXCTe3s2Wef1SWXXCJJuvXWW/WrX/3qsDVf+MIXdO+990pqDCDNnDnzsDULFizQrFmzJElf/OIXdffddzc7HovF1KdPH1VUVGjcuHFauXKlnBYusH/2s5/V7373O0nS4sWLNX369KP7Ag/CX1KOvZgf6IWSSv1o0Y6k6j85vqc+PbG3Qs6xbWfhBfawPfiBlXuM99WRrLWSDWR9T3VrX5G3f7skyc3urcxx58qE0iQjGZN4kObAyK/Y3hJVvfeIYrs3ynpRORn5yhxzprImXCgd0kmnu/GCQHvqo/riG/NV1kbAKTsc0s9OOUkTe/Yg2AR0oCCwmr8gpsVLEhshecbpEU2aEGIkHQAAAAAAHYDrBgAAAEgF5r60szPOOKPp9saNGw87bq3VM888I0kaO3Zsi8EmSZo5c6bGjBmjdevW6emnn9avf/3rZuOIXn/9dVVUVEiSbrjhhhaDTZL0yU9+sinc9OSTT6Y03IRjL+w6Om9onn69dJdqvSChWsdIV47qcUyDTV5gZSTNK6vSiyWV2lvvSZL6Z4V16Yh8ndQvu8Xg0/HIGCOZxoBR5vjzJBscOHBUnZWs78kr36J9L9ypaNmyw47Xb3xL5a/9UjknXKO80z/7wUN2v8BOyHHUKz1Nfz77dD28YZOeKd6i3XXN28NkhUK6YMggfWzMCPVKTyfYhG4jsL6Mmo9F9IOYXKdju74ZI50yM6wdO32VbY3vZ97oka6mTu7e3ekAAAAAAAAAAAC6GsJN7ayhoaHpdkuBo+LiYm3dulWSNGfOnFbPNWfOHK1bt05lZWUqKSnRsGHDmo69+eabzdYdyYwZM5SVlaWamhq99dZbcX8d6DpCxuj8oXl6sqg8obpZ/bPVK+PYXvD958YK/WnVnqZQ0wFr9tXrtdIqDcwO65apfXXqwGw55vgPOB2Q7Ni5Q1nfU8OONdr18BdkG2qOvK6+Svvn/1GxPZvU64qfSN3nqW4m5DjKdhx9cuwofXrcaC3YsUtba2rlW6te6Wk6bUA/hYwjx6hZyAM4Xh0IMO3Yu0pLNzyqvfs3yfcblJGWr1GDztKk4ZcrFEqX00GBSGOMrLW64tJ0vfhyVBuK/FbXT54Y0hmnR2St5TMLAAAAAAAAAADQhRBuamdvvPFG0+2xY8cednzNmjWtHj/YwcfXrFnTLNwU73lCoZBGjBihFStWNKuJR1lZWavHt2/fntD50D4cI900qZfmb6/Wjpr4RvXkRBx9aVrfY9oV6d5lu/S3tXtbXbO1OqZvvFWmO2b006Uj8rtVwCkVgvpK7X7sS60Gmw5Wt36uKl67S/kf+nK37N50wIGOTDP79ZH/wSRXxxi5vP/QjQSBp5371uqlRd/XnsoNhx0v271Eb634jSaPvEpzpt4myXRIyMlxGgNOF52frn37Ai1dHtPa9Z5iH/z4S0uTJowLaerksHJzu+/3MQAAAAAAAAAAgK6McFM7CoJAP/rRj5r+fM011xy2prS0tOl2W7OmD8ylPrTu4D9nZWUpPz+/zfOsWLFCu3fvVjQaVVpaWqvrW3p8dF7GGGWFXd1z5mDd+voWba1uPeDUI83VL+YMVr+scMqCTb5tHC93cPiopfukxlF0L5RUthlsOsBK+tl7OzQkN6JJvTK7xYi6VLCBp6qF/1BQV5lQXdWSx5V32s0yadnttLOuwzGGQB26JT/wtGXnQj395lfkBw1HXBfz6/Xeur+rfP9mXX7aXR3W9e1AF6YePYzOnBPRh85MUyxmJSOFQ0ZBYMVHFwAAAAAAAAAAoOsi3NSO7rrrLi1cuFCSdMUVV2jGjBmHramqqmq6nZ3denggKyur6XZ1dXWL52nrHC2dJ95wE7qOkGPUOzOsP583TI+tL9fTG8u1q7b5qLf8NFcXD8vXdWMLlBtxUxIS8oJAIcfR2vIKPVZUrOV79qne95UVCml6n166btRwDcvNaVp3YK9/Xb0noccJrPTnVXv1qzOz2l6MRlaqXv504nV+g6qXPqGcEz8i4x7bsYUAOp61VtW1u/TPt+9oNdh0sE3b39LcpT/XWSfc3qFd34wxTSGmcPg/P9McQrAAAAAAAAAAAABdGuGmdvLGG2/o61//uiSpT58+uu+++1pcV19f33Q7Eom0es6DQ0h1dXUtnqetc7R1ntYc2i3qUNu3b9dJJ50U9/nQvkKOUchx9bFxPfWJ8T21eGeNtlXHFFipd2ZIs/pnN61LBS8ItL2mVt969z2tr9jf7Fh5tEFlxVv0TPEWTevVU9+feYLyIhEZGb23q6bN7lItafx6GtQ/K9zUtQNHVl/yroK6iqRqa1a/pNyZN6R2QwC6BGsDLV73oGJe/L8vSNKKjU/q1EmfV1qErm8AAAAAAAAAAAA4OoSb2sGqVat0xRVXyPM8paWl6dFHH1Xfvn1bXJuent50u6Gh9Y4I0Wi06XZGRkaL52nrHG2dpzVtjc1D53QgvDSjb5aCPlZWRq45fDxcW6zvy7iugj3lsrvLpSCQyc2WU9hP1ve1PxbTLfMWaEcbgbmle/bqk6++qT+edaoK0tL0yub9ra4/4n4kvbR5vz4ytkARl3BTa2zgy6+Jb+xfS4KjqAXQtQXW06qS5xKu84MGLd/4hKaP+ahch183AQAAAAAAAAAAkDyuNqVYcXGxzj33XJWXl8t1XT300EOaM2fOEdfn5OQ03T501Nyhampqmm4fOn7uwHnaOkdb58HxyzEm4UCTJNkgkCQFK9bLe3OJbMnWZsdNz3y5p0xV7szJuvvUk3Tr2wu1vbb1gNPuunp9+c139bdz5mhAdtvdxo6kvN6ja1Ocjmo0lOOmbiMAugxrrYq3v62GWNu/W7Rk3ZaXdNI4ur4BAAAAAAAAAADg6BzF1W4catu2bTr77LO1bds2GWP0wAMP6Iorrmi15uBuSGVlZa2uPXgsXGFhYYvnqampUUVFRVzn6d27d7MRdcChbBBIDZ4a7n1YsQf/dViwSZLs3gp5/3pd3k8eUN/aqH57+iwVpLUdWNq4v0rv7tytUwZkJb2/kGMaWzipcSzeoVq6rzsyjqtQz2FJ14d6FLa9CMBxJ7C+auvLk66va6hI3WYAAAAAAAAAAADQbRFuSpE9e/bonHPO0aZNmyRJd999tz7xiU+0WTd+/Pim22vXrm117cHHx40bl9R5PM/Txo0bWzwHcJjAquF3j8puaj14J0mqrFZw78MqiMb0/06cFtfpHy0q1ugeGRqck1z3pnOG5Mp1pJpYTI8UFevTr76pK55/RR9+4VV9+a139c6OXQqsJeQkKW3ABIV7DU+qNnvqFbJ+LMU7AtDZGRk5RzFSzjE0CAUAAAAAAAAAAMDRI9yUApWVlTrvvPO0evVqSdKPfvQjfeELX4irdtiwYRowYIAk6Y033mh17bx58yRJAwcO1NChQ5sdO/XUU5tut3aexYsXN42lmz17dlx7RPdkfV/+G4tkN2+Lv6imTvbxlzSjXx8Ny2175OGCHbsUCwKN75mR8P6+eVI/je6RrrtXrNaF/3pJd69YrdXlFdpeW6eymlq9s2OX7pi/SJc//4rmb28MOXVn1o8p+4SrE65zMguUOfZDMm64HXbVPgJru/3rDaSC47jqlTci6fqCnCEp3A0AAAAAAAAAAAC6K8JNR6m2tlYXXXSRlixZIkn61re+pa997Wtx1xtjdNlll0lq7Li0YMGCFtctWLCgqSPTZZddJmNMs+NnnHGG8vLyJEl/+ctfZI9wYf/Pf/5z0+22Ruahm3McefOXJVwWrC9Rw94KXTl8aNtrJdV5nsYXpCf0GDeM76kLh+Xr6+8s1kMbNinaSmemXXX1+vo7i/RcSan8bhx4MW5Y2VMuV6RfYh3bepz9lXbaUWp5QSA/sFq8a49e2rJVr5Ru07ryyqZjAJLTv+dE9cxNruvblJFXKwi8FO8IAAAAAAAAAAAA3Q3hpqPQ0NCgK664Qm+//bYk6Utf+pK+//3vJ3ye2267TaFQ4+iWW265RXV1dc2O19XV6ZZbbpEkhUIh3XbbbYedIxKJ6NZbb5UkrVmzRj/72c8OW/POO+/oj3/8oyRpzpw5OvHEExPeK7oH6wcK1hZL5fuTKJbM/GW6ePCguL7BhB1Hpw/KUUbItL1YUk7Y0Scn9NJ9K9dq3rYdcdUEkn60ZIXWl1fK785BF8dV7+vuUbjvmLbXGkc9zvmqMsefJ3MUY6namxcEqohG9cCa9br0+Zf1xXnv6LuLlurbC5fohlfn6WMvv6FnS0oVC4Lu/doDSfKDmKaOTLzrW25mfw0fMPuoxtoBAAAAAAAAAAAAEuGmo3L99dfrpZdekiSdddZZuvHGG7Vy5coj/rd+/foWzzN69GjdfvvtkhrHxs2ePVuPPPKIFi9erEceeUSzZ8/W4sWLJUl33HGHRo0a1eJ57rjjDo0ePVqS9NWvflU333yz5s6dqwULFuiHP/yhzj33XHmep4yMDP3yl79M8bOB44oNZMviCw61WL51pzIiYWVHWh9l1jcjQxmhkHqmh/Sz0wuVFW77W9I1owtkrdUTG0sS2pNvrR5cVyTHxBeiOh4Zx5WTlqW+H39Aead/Tm5O35YWKX3kaerz0fuVfcLVMqbz/pjwgkBFlft1/Uuv64E1G7S3PnrYmqLK/frRkhW6ee7bqvE8Ak5AglwnrMkjrlS/golx1xjj6EMzvq7A8nkDAAAAAAAAAADA0TP2SPPL0KZDR8O1ZciQISopKWnxWBAEuummm/TAAw8csf7GG2/U/fffL8c5ctigqKhIF154oTZs2NDi8dzcXP3973/XxRdfnNDe41FWVqbCwkJJUmlpqQYNGpTyx0DHsJ4n76X58l9peUxiW8ywgUq75aO65LmXtbuu/ojrbp4wRh8fM1Ihx5EXWO2qjenBNXv10uZK1XnNvzXlRlxdNCxPn/n/7N13dBzXef7x78zsLnolCBKVAAiwd4qkWET13rvlWC5xkVtsx44dK3GNf0mcuMdxYss17uq9N0oUSUnsvQEgQAAESVSiY3dm7u8PkBAhAiR2WcTyfM7RCbhz3zt3FsAen4Mn7zsti6eqavje2o1Rn8uxLJ6+7nLS4+Kirj3bGM8F26anfBnhhp0YN4yTkEbChEsJpGRjfPe079i0p7OLv31lKR2R4Y29Gp+exn0XLyTOcU7y6UTOLr7vEXa7eGjJp9nbvPmoa207wFVzv8WEMVdiW/pdExERERERETnX6e8GIiIiInIinL5/uT7H2LbNr3/9a2699Vbuu+8+Vq5cSWNjI1lZWcyZM4d77rmHq6+++pj7lJaWsnbtWn72s5/x4IMPUl5eTjgcpqCggGuuuYbPf/7zjBkz5hQ8kZzprIT4467tjESGXBO0bW4ZW0TgYFgvYFuMTgry5fNG87mZo3ilpo2mbhfbgpykEIvzU7ABx7Z4ra4+pnN5xvBq3V6uLyrov++ZKOL7BN91fs832NbwQ5eW0/fxHz92AfHF8w6+CJYT6vvyNA42AQRsm++u2TDsYBPA9tYD/GlHBR88GKgTkeGxbYdQIJH3Xfpr1u18gHXlD9LaUTNgjWMHGVdwGXMmfIistLEKNomIiIiIiIiIiIiIiMgJc3r/9fo0dzKaXl1zzTVcc801x7VHUlISX/nKV/jKV75ygk4l5xzHwZ5SBk8uiancmjSWurZ2ulxvyDWfnTqRlODAsXWHRsYlBCyuHJOGf/B3zLYsAvY7oZ3WcDimcwEcCIf79z3TeMbg+j5PV9Xw+K7dVLV34Po+GXEhLsnP5Y7SYvKTk/CNGfb4Pct2wD6zQgjGGOo6u1jT0BR17aOV1Xx4wuCjPUVkaLbtYOMwc9ydnDfhA+zet4rGA+V4fpiEUDql+RcRF0zGAPZpPM5SREREREREREREREREzjwKN4nIESzLwhqZgT22AL+i5tgFh4sLYZ83mQe2bB98b+BTUyZwZ1nJUbfpCzMNHtB5d9eiaIRsG2uIfU9nxhierqrhx+s30+UO7FbU2NPLA+W7eKB8FxfljuZbc2cRtC2cs7Q7kQ88WL4rptqG7h6W1e9j/uhsdW8SiYFj94VS87NnkTdyOsYYbMvGPtjt7cz7dBUREREREREREREREZHTnf6yKyKDMp6Hc/HcqOuc+dMxts1z1bUDXg/aNlcU5PHrSy7gA+NLYz6XbwzFqSkx149NTcG2z6w/v/vG8Jedlfzb6vVHBJvebcmevXz6teW4xpyxHaqOxbEsyg+0xVxffqDtrH1vRE4V27Jx7CABJ9QfbBIRERERERERERERERE5GfTXKBEZlOU42BNLcK5YgPfC8mHV2OPGELjuQrAs/nTFRWxoaqbLdUkKBJmVPYLUYBAfhj0ybSi3jS3iqaooO0oBOYkJzB01Eus4738qeb7P5uZWfrphy7BrtrS08p9rNvK186afxJO9t8K+H3utF3utiIiIiIiIiIiIiIiIiIicWgo3iZzBPOPjG4Nj2fjGYIwh6DgnbH/LsghetQgrMR732TegNzzUQpzzJhO448r+uqyEeC7Oy8E3Btuy+gNFx3s627KYkJHO+PQ0trceiKr2ppIxuMYQPIPCTbZl8acdFUTbZ+iFmjo+N30SaaHQSTnXe+14nis1FDyBJxERERERERERERERERERkZNJ4SaRM1DE9wjaDpub9/NyXTkHwr2EHIexqZlcP2Yi8U7fr/bxdkg6xFk0C+f86Xhvb8R7cwOmqRV8Hys5EXvWRAKLZmOlJWOMGdAVybIsnJMQJHJ9n6/OmsYnX1tOr+cNq2Z8ehrvKyshaJ9Z0zhbesO8Ub8v6rqI7/NoRTUfGD+WwBn2zMcS8X0W54yK6X2xgItyR6N4k4iIiIiIiIiIiIiIiIjImUHhJpEz0Au1O/nDjnVUtjcfce1nm9/kivwyPjP5fFKCcSck2GLZNoRsnPnTCSyaNeCa8Xwsp+8ep2rcW8C2KUtP5QcL5/KV5Svpct2jrp+QkcZPLjifwBnUsQn6Qlxv1O/DM9H2beqzbO8+Pjyx7ASf6r0XtG2uKszjpxu30h6JRFU7d9RIcpKTMMf4mRERERERERERERERERERkdPD2dXOQ+Qc8OONy/j26lcGDTYB9HguT1Rv5UOvPsj+7g5c3z9h97YGGXl3KNh0qgVsmxlZmfzliou4s7SYlOCRvXiKUpL50owp3HfRQpIDAZwzrIORb0zU4Z3DtYdjrz2dGc/DweLWsUVR1VnA3WUluL1hOIHjG0VERERERERERERERERE5ORR5yaRM4RnfP5cvp4/l68f1vq93R18ZtkT/OmSOwjYoZN8uvdGwLbJTojnc9Mm8ZmpE1mxdz/NvWEClkVxajJTRmQS8f0zbhTdIZZlETfI2VNDQS7MHU1WfDwB26Y9EmFtQxPbWw8MWBd3lgZ4LMfBdl0+MWkcFQfaWDrM8XR/N3Uis7KzsM/QnwcRERERERERERERERERkXORwk0iZwjX9/nNttVR1dR1tvFw5WbuKp1GwD5Lgy6WhWNZOMDi3NH9I9wOjeM7U4NNAI5lMTkzo//fEzLSuH1sMZcV5GIMNHS7RHxDepzDF6YH2dzUwsOVVbxYs4eI7zM+PQ3fGOwzbBzfsNg2flUd/zH/PH68YQuPVlYTGaJLWVooxGenTuC6MQWY2n2YvOxBu5CJiIiIiIiIiIiIiIiIiMjpR+EmkTNAxPd4evd2Ot1w1LWPVG3mA2UzTvyhTkOWZRE4i4I8tmUxMTOdsrRUFuaM4pNTJlDe2s1P1uznheo2utx3wjwzRiZyS1k6/zR7OreUFPEPy97mjrLi9/D0J5ll4RTm4q3cxN/PmcLHxpfySHUNL+6uo7m3F8eyyEtO4saiQi7Pz8VyXbyVmwjMm/Zen1xERERERERERERERERERKKgcJPIGSBoOzy9e1tMtXWdbaxvqmdGVu4JPpWcChHf52vnTac0LY0frN7LwztbBl23rqGLdQ1djEkJ8f0L8/n1JReQl5x4ik976liWhbEtnFmTiDz0AonpqfzN/Ol8eELZgHXh+gZ4/GVITyVw6fnv0WlFRERERERERERERERERCRWCjeJnCH2dnXEXLunq52pxsexztwRbeeqoG0zPiOdf3t7D09VHjjm+ur2MJ9+eTe/uaKYiOcTdM7e77ll2xgsQndchb+/Ge+F5fTW78eyHYzvY9k2dtkYnKsugMT49/q4IiIiIiIiIiIiIiIiIiISA4WbREROY65vWFrXPqxg0yEN3S7/7609/OiiwpN4stODZfeNIbRGZhC4+dK+wJPng2Vh2RbG87Ac5z0+pYiIiIiIiIiIiIiIiIiIxOrsbekhcpbJTkiKuTYnMUVdm85QAdviwR3NUde9vbeT+s4wxpiTcKrTj2VZWHbfz7jl2O+EnhRsEhERERERERERERERERE5oyntIHIGiPge1xaOj6k2JzGFGSNyTvCJ5FQwxrC7rZd1Dd3R1wIP7mjBPzeyTSIiIiIiIiIiIiIiIiIicpZSuEnkDBC0Ha4bM5HEQDDq2puLJuMZ/yScSk42zxhW7++KuX59QxfOwQ5GIiIiIiIiIiIiIiIiIiIiZyKFm0TOEEHb5kPjZkVVk5OYwu0lUwjYp+9oLs8b2FrIGIOvdkMA+Aa63diDaV3HUSsiIiIiIiIiIiIiIiIiInI6CLzXBxCR4XEsm4+Mn01jTycPVm465vrs+CT+e+H1xDmnZ7DJ9w2eD1u2upRXuPT0gONAZqbN9KkBRmU7eJ7Bcc7dzkO2BYmB2DOoScdRKyIiIiIiIiIiIiIiIiIicjpQuEnkDPPl6YspS8vijzvXsbuj9YjrIdvh0ryxfG7KAtJCcadd1yZj+royLX8zwoaNEcKRgdf37vPZstVlZJbNpReHyB5pY5+jo9Ucy2LO6KSY62dlJ+H5RqPpRERERERERERERERERETkjKVwk8gZ6NrC8dxUNInVDXW8XFfBgXAPIcdhbOoIbiyaSFIghDEGxz79OvcYA08/20vFLu+o6xoafR58pIcbr4sjL885JwM6lmWRlxxi9qhEVu/riqrWtuC2cRnn5PsmIiIiIiIiIiIiIiIiIiJnD4WbRM5AwYPdmGaMyGH6iBwcy8LH4BvTfw3r9Au1GGN4Y0X4mMGmQzwPnnyml7vvSiAlpS/sc65xfcOd4zKjDjctyEkmOzF4kk4lIiIiIiIiIiIiIiIiIiJyapx+bV1EZNgc2yZg21iWhWPZ7wSbTlORCGzY6EZds2ZdhIPT7M45AdtiUV4Kt5dlDLsmLznI1+bl4vnn6JsmIiIiIiIiIiIiIiIiIiJnDYWbRGTYIoOEZdxhBmg8z7Bpi4sbXbYJgK3bXHw/+rqzyd/PHs3dE0dwrN5V4zLi+cVlRSQGbY2kExERERERERERERERERGRM57G0om8h3zfYFkDx615nsFxTq9QimcMEc/wVGUrT1S2UtcRxjOQGR/g8sJUbh+XQVZCEGPMkKPjHMdix84Ykk1Abxiqqj3Gljjn5Gi6Qz45bSS3lGXw4I5mnq48wIFw33g/24Lzc5K5Y1wGc0cn4/lGwSYRERERERERERERERERETkrKLLlaiIAAJ2qSURBVNwk8h44FGDat99n/YYITS0GzzXEx1uUjg0wZVKAYLBv7ekQ5nl4Rwv3bWygyx3YPmlvZ4Q/bG3iT9uauLoojX+ck4NtDPYQwZqurtjHpHV1GXwfnKNM3vN8H98YwMKxLezT4L07kSzLYlRikE9Oy+bT07PpiPi4viEpaBPn2P1j6BRsEhERERERERERERERERGRs4XCTSKnmO8bGhp9Xnqll8amd4d9DHvqwyx/M8yUSQEWLwphjhIWOtmMMfx6UyO/2dx41HW+gad3HWB/l8sPLywYcp19lGDSsdg2DJZV6gszQY/rsWRPPa29YRzLYkxKMnNHjcQ3hoAd2wROz/fxDnWjMgbbMjh238dmxO3BcYLYloPnR3DsYMzPFq3AwZ+H1NDAN1ShJhEREREREREREREREREROdso3CRyCnm+oa7O4/GnevG8ode5Lqzb4NLSarjxurijjns7WVzf8PbezmMGmw63cl8n/7N+P5+enj1o0CYj3aa19SgPfhSZmfYR4SbX99nT2cXvt5fzYs0eet/1po5OTOCm4jHcWVZM0LaHHXKK+D5B22Z1QxNbW1q5siCHUYmJVO19i7U772dX/XKM6bvXyPQypo+9nSkl12NbDratj1UREREREREREREREREREZETJbZ2JiISNWMMXZ2GJ585erDpcNW7PZa8Hj65BxtCwLb487amqOueqGzFNUeOn/N9w9TJsQV/MjIscnOcAQEvz/d5a18Dd7/0Ok9V1RwRbALY29XNzzdv46OvvEFbOILr+0esGXBGY/CN4YnKav5v605yEhP44PhSRicl4xtDUmIu6cn5hAIJ/TUNrTt5afW/8T+PXU7FnqX45uj3EHkvGGPwfYMxht5eQ3e3wfNM/+siIiIiIiIiIiIiIiIiIqcrtRgROUWMgTXrIkQi0dVt3uKy4PwQ8fEn51yDMcZQ1xFhzf6uqGs7Iz7P7jrAtSXpBA/r3mTbFsVFDikpFu3t0YUppk0J4nkGx+nbz/V9Nje38tUVq4gcI7AEUNnWzmdeX85vLrlgyO5Nxhg8Y1hRv49riwvxfMNz1TX8YvN2uj2XxECAWVkjuHraF1g47e9Yv/MBlm74aX8Hp3CkgyeWfZlrz/9XxhVchn08M/hETrD2dsO6DRG2bHPp6el7zbZhbInDjGlB8nIdfP+9G4EpIiIiIiIiIiIiIiIiIjIUhZtEThHfwJZtbtR1ng8bNkWYPTPYH+452SK+4bXa9pjr39jTwU2lGUe87hu4eHGIJ5/pZZDmToPKzraZNiUw4NkDts331m4YVrDpkF1tHfx5RyUfmlA6aMDJsiyqDrRx3qiR/PeGLTxTXUOXO7Ab1Is1e/jvjVu5vriQT02+i8y0sTz5xhfx/L7EmjE+z771DXKzppOSOOqkjRJ0ff+IZxjsNRFjDK+/EWbt+iM/e3wfdpZ77Cz3yMu1ueHaeIJBBZxERERERERERERERERE5PSiv4SLnALGGHbv9ujtja1+Z7l3yoJNh3REhjk7b7Da8OC1zsHuTVdcGmI4OZyRI21uviGewzNCnjFsamqm/ED04avHdlVjDxI48o3hQG+Y7MQEPrVkOQ9VVB0RbDqk03X5685KPv36m+SOPI8r5317wHXPj7Bmx18wJ2E8nev7eL7htT17+bvXV3DD0y9yzZPP8/4XlvC7bTtp6e3FmL5RYyIAL70yeLDp3er2+DzwSDeeh8bUiYiIiIiIiIiIiIiIiMhpReEmkVPAGOjqij0w0N196sMGcU7sHw9Hq7Usi/HjArzvtnjGlTqDhpxSUywWzg9y2y3xNEciHAh7uAcDFzbwcEV1TOdq6O5hxd79eIOEf9LiQnx1+Sq2tx4Y1l6bm1u59821TBpzFWNGzRtwbdOuJzCc2HCTbwxv1O/jhmde5J/fXM3K/Y3s7+6huTdMZVs7v9qyg+ueepF/X70Bzxi8KLpaydnH8wzbtrts3jr8bnFNTYZXXwtzkhqOiYiIiIiIiIiIiIiIiIjERGPpRE4R23lvamPhWBbjM+Jjri/LiMPzDc4Q461s2yIry+bqK+Po6jFUVnr09BgcxyIjw2JMoUNzt8f/bW3gj9uaCNk2/7owj/NGJeHYFrs7OmI+W1V7B3Ozs3Ccd95UzxhW7m9kbWNTVHu9ta+BDY0NTCu9g+p9b/W/3hM+wP6W7eSMmBLzOQ/nGcOz1TX866r1HC3m5hnDE1W7qe/q4keL5mGMOWmj8eT05jgWa9dHoq7bvtNl8QUh4uNOwqFERERERERERERERERERGKgzk0ip4BtW4zIjP3XLTP91P6qOrbF+TlJjE4KRl1rAbeVZTJErumddRb8fksjD1Y242VFyCw2JOS71NjdfH1ZHTc/uZPfbWnC9aHL9fny0hq2tXQD9HdxioXr+0cEhIK2zcMVVTHt91BFDWV5F5KckD3g9Z5wW2wHfBfPGMpb2/j31RuOGmw63Mr9jfx4/eZhr5ezi+8bGho99u2PvnuX58HGTRE8Tz89IiIiIiIiIiIiIiIiInJ6UOcmkVNkVLbDyCybhsboAwdTpwTwvL7ORqeKZ+Cmsen8fENDVHVzRx87FOUbw/aWHn6xsXHY+7o+/Ntb9fzpmrGkx4WiOtPh0kMh7Hd1M+qKuCyr3xfTfq/W1fPPs6dSNHo+m3Y93v96KJgU8xkPZwN/3FE+6Ci9o3myqoZPTZlAUjD6gJqc2YyB6t1ezPU1tT5zZqvjl4iIiIiIiIiIiIiIiIicHtS5SeQU8TzDtKnR5wmTky1Kip1TGmwCCNgWd40fwZQRCcOuSY9z+Mp5o4fVWemB7c1Rn2lXW5i2XpdL83OiroW+Dk0X5+cQsAd+9LWGw1GHhw6J+D5t4V7iQ6n9rwWcOLLSSmPa793aIhGW1O2Nuq7X83h8125cP/ownZzZDBAOx14fDqtrk4iIiIiIiIiIiIiIiIicPhRuEjlFHMdi8sQAOaOH/2tnWXDJhSFizN0cN9uCH19UwIyRxw44jUwI8LNLxjAyMUjgGDPpuiI+r9a0x3Sm56rauKown5QYOhJdkpdD8iB1xxsbswDDOyGi8YVXEAoMPxQ2FM/3WbpnL5EYA0qv7dl7RJBLzg2h42jYFYq9MZqIiIiIiIiIiIiIiIiIyAmnv3qLnGI3XR8/rICTbcMVl4YoKnKwjxEWOlkc2yIuYPPTi8fw7fm5TM06MrCTlxzkM9Oz+fM1JRSkhI4ZbAKoONBLeBjdnQbzx62NOJbFnWXFUdUFbZu7x5cy2F0z4uIIxhgCincc0uLi6e5t7X9t9rj3D3qfaHnGcCAcibn+QO9xtO+RM5ZtQV6eE3N9zmgHP8bfTxERERERERERERERERGREy36GVkiEjPbtggGDbfdHM+GjS4bNkVoaR0YInBsKC11OG9mkBEjbGzrvQk29Z/HssCCiwtSuXxMGrXtYWo7wkR8w8iEABMyE4j4hmAUAaxu951ORHGORUlaHCkhh7BnaOyOUNsxdKDHN33hjY9NGs/u9k5eqKkb1jN847zpFKUkYhkPrIEffSHH5pK8HJ4fxl7vdmVhHhaGXfXLAJg/+eOMTB+HdQK+b5ZlETqOzktxTuwBFzlz2bZFzmiHrBEWjU3RhZRsG6ZPDb5ngUoRERERERERERERERERkXdTuEnkFDsUGpg2NcDMGUHq9ng0Nvq4HiTEQ0lxgLg4MIbTKmBwqCNTfkqI/JSBc6uiCTYBpIQcxqSEuLk0g6uLU0kJDfwo2tLUxSPlrby0u42wNzCccUtZBl6km907nuBbc++kIDmJv+6spNN1B71XYXISX5oxiVlZGVSsuY/xcz496Lo7yopjCjfdVlLA9poX6e5tZf7kT7Bw6iej3mMojmUxLj0t5vqS1BR8Y97zgJycep5nmD41yMtLouveNbbYIeH4JyqKiIiIiIiIiIiIiIiIiJwwCjeJvEccpy9wkptjM3pUX3cey3on0HQ251HGZ8Tzl2vHsqezi99v38GSur209oYJ2jbFqcncVDyGr87J4dPTR/K1ZXWsa+gGwAJuLU1l97YHqdzwfySnFvChCfP5yMQyLKDTddnReoBXa/fSFg5zY3E+540aRXtbPW8/+TEONG1jzKTbiE/KHnAe27KYnJnBRbmjWbJn77Cf48qCPMoyMnm7fj8fueZhMlOKTtybdPBc07MyKUpJpqq9I+r628YWntDzyJnDcSymTA5QXeNRXuENqyY11eLSi+Mw5uz+/BERERERERERERERERGRM4tljIluZo3IEGpraykoKACgpqaG/Pz89/hEcjryfB/XGP7fqnW8XLMHf4h1mXFxfGXmVBbkjOKrb9TyZn0nGXEOT988jv21bzEiZzbdrsuTu/dQ1dZOr+eTFgpySX4u07MyiXg+Hc07KF/9vzTULgfTd6fJC79KwfibsJ3ggPv5xuD5hi8tf5u39zUc8zkW5Yziu/PPwzI+lm1hYWFZsY+QG0rE93m0ooofrt8cVd249FR+f9mFVG26n6Ipd/a/7vt9Ha4O7N9MuKcVJ5hASmYpofgMjPGxbY2yO1sYYzAGXnipl207jh5wyhphcfON8cTHWf3BSxERERERERERkeOlvxuIiIiIyImgzk0icsr4xuAZw2deW8Gm5pajrm3u7eWf3lzFP583g/+3II9PvFTNxMw4XN/HGTGVf1uzkZdq9tDrD4xH3V++i+LUZO4eV8o1RRNITh9DQ80b/dcjve3AkZlO27LAhh8tnMcfd5TzSEU1+7q7j1iXm5TIrWOLuKuspK/OPrkfo0Hb5paxRbxcW8/6puZh1cQ5Dl+dOZnW5kq2rPhP0kZOIm3kRMLdzVRt+gu1O54g3NPav96yHLLHLKZo8p2MyJ1zkp5ETjXLsgDDVVfEM3OGx7r1LjvKXbzDck75eTYzpgUpKe4LtZ1OozBFRERERERERERERERERECdm+QE0v8HhhyLMYbvrFrHM9W1w64JWBa/vuQCGjot5oxOorGnh0+9tpz93T3HrH1/WQmfmz6Z9Uu+Rd3OJwGYeP4XGTPpjiM6Nx3O9X1sy2L53n2sbWimy3VJDASYk53FvFEj8YwhYJ/4Lk1D8Yyhx/X40rK3WNd49IBTUiDAf8yfxZS0BN564sMEgomcf/2vaKxbydqXv4rvHf19Kxh/M1Mu+KeT0oVK3ju+b7AscF3o6jL4PiQkWMTHW3ieUbcmERERERERERE5KfR3AxERERE5EdS5SUROmdZwmOd310VV4xrDA+W7+Np504n4Pusbm/nQhDLawxHe3Lf/qGGfP++sZERCPHcs/Cr7ql/FDXeQljUR6xij1w4Fl84flc3c7GxsC3wDttXXDSdgndogiGNZxDs2/734fJ6rruWhymq2tRwYsCYtFOK6ogLuGFtAihVh1TOforujnovufJzmvetY8+I/YIx7zHvVbH8UgKmLv3ZSnkXeG4c6MgWDkJY28OdXwSYREREREREREREREREROZ0p3CQip4Tr+zxcUYUXRbM4C7gkP4cbi/OwLIvecCtTkpoxxicpPosPT1zIrgOtPFSxm6eqao4YUQfw2607uLWkkLyy62isfZPMnFnDvv+p7M50LI5ts3P1L1lUfBnXXbqYnS3NVHV0E/F9MkJBzsvOwvfC7NnxBJs3/B89nfvJLb2GUEImGx67e1jBpkNqtj9KbumVZIyehX2MIJiIiIiIiIiIiIiIiIiIiMjJpHCTiJwSAdtm6Z59w14ftG2+ft40LsvPo6L+DR5a8i2q9r4JvBOOGp05iWmld/D5aVdxzZg8vrRsFa3h8IB9OiIuz+2u4+JJd5CYmo/vRY46ku50VrvjcXau+TkZo2eQV3o1UxOysOwQXmcb25avZk/5s3hud//6MZNuZ1/VEnq7GqO+V9Xm+xmRO+dEHl9ERERERERERERERERERCRqCjeJyCnT9q7g0VBs4DtzZ3D+qAwefu0zVO97a9B1e5u3sPftb7Fq6++4+cKf8bPFc/nEkjfpdAd2KXqmupabShaRkpqHbUf/sef6/hFdnCK+T/AUd3YKBJMAaNm7jpa96466NiltDBmjpvHW05+M6V77q1+nt7uJuIQRMdWLiIiIiIiIiIiIiIiIiIicCAo3iZyDjPExGIzv09HTgO+7xIfSSIhLw/NdnBgCQMMR5wxvxNkHxpeyKCebB5d8krqGtcdc39xexYOvfIy7Lv8D986eytfeGlizr6sHAMuKLozk+T6+gedranmyqob6zi4MkBUfx1WF+dxQXEic42BbVlT7xsL4Hpk5M2lvKR/W+oTkHAAONG6L7X7Go61pJyPzFW4SEREREREREREREREREZH3jsJNIueglvbdrNnxF7ZUPUPY7ex/PTdrOjPL7mR8wWUYOKEhJ2MMpWmpVLV3HHVdwLJ4X2khq7b/YVjBpkPauupZsuY/uHb+vzM6cRt7u94Zz2YOjrKLNtz0+K7d/HzTNtoikQGvN3T3sLXlAP+7aRt3jSvhnskTMMZgHUfIyTc+GB/Lcgbfx7IpmvJ+qrc8OKz97EBc375eb8xnOnzEnYiIiIiIiIiIiIiIiIiIyHvh1M5UEpH3lDGGV9f8gN88cwvryh8cEGwC2NO4nqdX/BO/eeZWOrr24fnuEDtFzzeGW8cWHXPdRXk5pMclsL78oajvsbP2VTp7W7mpZMyA10clJkS1jzGGX23Zzn+u3XhEsOlwPZ7Hb7fu5Dsr18UUbPL8vr2b2naxrfo5Nu16kvK6JUTcbnzjYYzfv9ayLJLSChmRO2dYe7vhvhBZMJQa9bkOCcWlxVwrIiIiIiIiIiIiIiIiIiJyIqhzk8g55KXV/z6s0FBrRw1/eunD3H3Fn0iMzzwhHZwc22bmyBEUpSQftXvT9UV5VOx5g/auvVHfwzcumyoe4sbSD/DzTe+MY7t2TAER3ydoHzvPGfF9ltfv41dbdgz7vk9X11CansrtY4sIDOMeh0JLO3a/xNqd97OnacOA68FAAhPHXMN54z9AenIe9sH33/ddZlz8ryx77AP0dO4/6j3amyvwvDAjCxdRu/2xYT9L/xni0kjPnhp1nYiIiIiIiIiIiIiIiIiIyImkzk0i5wDPd6moez2qbkhdPU088+Y/n9DRdK7v8/U5M4g7SgAoLymBfS2bYr7H3uYtZMQnEuc4ACQFAlw9Jn9YwSaAoG3z++3lUd/3LzsqsIfRvckYH893eXTpF3n6zX8+ItgEEHG72VDxMP/33B3sqH0F33gA2HaAYHwa82/4HcnpxUe9T6T3AB0tlRRPuSvqZwHIH3cDvOt5jDEYz8cYE9OeIiIiIiIiIiIiIiIiIiIi0VK4SeQc4NgBVu/4c9R1NftX09xWNWA82vEI2DYT0tP4waK5JAYGD03FBxxctyfme0S8vtqEg+Gmj0wsG1Y3JegbnVdxoI3Nza1R33d/dw/L6vfh+sd+r55c9hUq97x+zHWeH+HpFf9MVf2K/hGBth0gLnEEF9z2ALMu/wEjcucC74SQgnFpFE+9m4vveorUEeNJySwlM+e8qJ7FduIomvI+LMvB+H1hJtPVg79hO96qTfhrt2Fa2gAwnhfV3iIiIiIiIiIiIiIiIiIiItHQWDqRc8CBjjp271sZU+2aHX/hktlf4dg9iYbHsW1mZI3g/isv5oHySp7YVcOBcLj/emckQlwwOeb9D9V2RCLcUVrMB8aXDrvW9X1ert0T871fqa1nUc6oIa97vkt57atUDCPYdIgxHs+//S/cc+Oz/a8dGlOXXbiI0UUX4Ua6cMMdWHaQUFwqBrAsG8uy8H2PWZf9J8sf+yBd7bXHvJ9lOcy45F+JS8wCA6Z2H+5rq/A37IDDg0wW2OOLcS6YjTOxZNjPI++I+B5B2+n/tzEGH4NjKXcsIiIiIiIiIiIiIiIiInKIwk0iZznf96jZvxqIbZRYXeM6bMs59sIoBGybkQnx3DN5Ap+YPIF1DU009/YSsh1GJCQRl3sByzb9PKa9i0bPp66jjX+cNY3riwujqrUsiwPhSEz3BWiLhLGOMprOsQOs3Xl/1Pt29jRSUfsaJXmLB4wJPBRyCgQTCQQT+18//AS27RAIJrHgpt+z5qUv01y/esj7hBJGMP2ib5OVOxcsG++1lbhPLhn8R8eAv21X33/zpxO47YqjPrv0McZggC43wqNVm3ltzy4OhHsI2Q4lqZncVjKF6SNycH2PgH1if+9ERERERERERERERERERM5ECjeJnOWM8Qm7XTHXhyOx1x7LoXFxc0aNxDcGi76AUXLmREZlTGRfy9ao9gsFk5lUfB1BJ47sxIHdnzzf4NjvhG9832BZDAzkGIgb5gi7Qe9/jDBKa0cttQ1rYtp7bfkDlBVcElOt7QQIWMmcf919tDXtpGrzX9i/eylubzt2II7UzHGMmXQ7o4oP7W/hLV+H+8SSYe3vrVgPjk3wlstjOt+5wjc+voEfbXyDJ6q20usPHOm3s62J52t3UpKSyddmXcSE9Oxhj1QUERERERERERERERERETlbKdwkcpazLJvQYV19ohUKJp3A0wzNPixk5PkRZo//G55582tR7TGt5CYcq+9jLWjb/QGm7h7YsDHC7hqPcBiCQRg9ymbG9CBpqRa+b7BtCywoSU2J+RlKUlNwfX/QQIoxhv0tO2Leu+lAZcy10NfBCSAlcyxTL/ga1rtGn/me298JynT34j7+SlT7e2+sxZk3DStnJJYCOUcwxuAb+MLyp3i74ejjASvbm/nk0sf5wflXM3tkvgJOIiIiIiIiIiIiIiIiInJO019MRc5ytu0wZtTcI8Isw1WQfR7+uzrMnGyOHWRS0TXMKL192DUF2bO5YPrn+p/T9w2uC8+92MuvftvFm29H2FPv09jkU7/XZ+16l9/+vptHHu+hq8vgeYagbXNFYR7Jwehzn45lccvYMUcJohhcryfqfQ9xvd6Yaw9nWfagPwu2czDY5Hl4K9aBG/333Ht9NQOH4snhvrf+9WMGmw4J+x7/+PbzNPZ0YkxsIyVFRERERERERERERERERM4GCjeJnANSEkdTNHp+DJUWs8fdFXMw6nhddt69zJv0UWzr6GGj8YVXcNuFP8PCwrL6OjFFInD/w91s3+Hh+0PX7q7x+PMDPXR0mL7RdZbFNWMKoj7rwpxRjIiPH/K6ZdkkxmdGve8hCXHpMddGw3KcvjFzMfDWbYNI5ASf6OxwINzLk9XboqrpciP8uXw9vsJNIiIiIiIiIiIiIiIiInIOU7hJ5Bzg+y6zx/9N1HVFo+eTlpyHZb133XgWTf00n7zxeRZM+SSpiTn9r8eH0phZdicfvfZxrl/wXWw72D96zbYtnnymh6am4YVCuroMjzzeA6ZvPN7HJ42nIHn44/gy4kL8/fTJeEdLUQEFI2cTH0od9r6HK8u/GN93Y6qNhnE9TFNrbMURF9PSdkLPczZwfY+Hd23CNUf/+RjM07u34yncJCIiIiIiIiIiIiIiIiLnsOhnL4nIGce2A4wZNY85Ez7Eym3/N+S65IRsJhVdS1pyHolxGRSNno/v+9hDjlo7+SzLIjE+g3mT/pYFUz6BbzwwBtsO4Ptef1epQwEs3xj27/eprYsuSHKgzbBth8uEcQESAg7/c+EC/u71FVS1dxy1Lis+jv+64HxGJsTjHON9siybKcU3sGr7H6M6G1jMGvc+bPsUfGR7xzmCMHLyA1hnmoDt8EpdRUy17ZFe3tpfw6LRY97TkKGIiIiIiIiIiIiIiIiIyHtF4SaRc4RlWVw44/MEAwms2Hwf5rAuMnkjZzJ73N9QmreYnnA7DQd24nm9NLTuYFTGRHzfx7Kc9zRc4RwM9tiWAwePcahT0+EsYO362Eajrd/oMnliELDIiAvxu0sX80hlFY9WVlPT0Tlg7cj4eG4sKeT20mKSAgECwwiAWZbNrPHvZ33Fw0Tc7mGfa1zBpaQkjsb1/WHd57iEgmDbHHWW39EkJZzY85wlWsM9Mde2hLvxjCGgcJOIiIiIiIiIiIiIiIiInIMUbhI5x8yf/DGmjb2ZNTv+yqbKx5hUdC0XzfwidY3refatb7Kj5iU8/51wUHwojSnFNzBr/F0kx2edmu5Bx6m8IrbuQ/v3+7R3+KQk2wRsm4ANd5QW8/5xY1nf2ExdZyfGQHZCPLOzs/CNiSpsZFkWyfFZ3LDwezy29O8HvM9DGZUxkSvmfpsV9Xvp8QyL80ZjorxvtOwppfgbdkRdZ40agZ2ZdhJOdOYLHsf3K2g5KNckIiIiIiIiIiIiIiIiIueq0z+lICInlGXZJCeMZNHUT3HBtM9gWTZL1v6IVdv/MOj6nvABVm3/A2t33s8153+HsoJLsa33bkzdsUTc45us1t1tSEl+59+HQkTTszKZMiIDjOkfP2fHkDg5NCLw9ot/znNvfYvWjppB11mWw/iCy7h8zjdZ19TKl5evwjWGUQkJfH/hHIpTU05OwMk3OBfMjinc5CyciXE9rMCRHbXOdYXJ6ezpao+ptiQ1A+c0/p0TERERERERERERERERETmZ9NdSkXNUXwcmi9fW/XjIYNPhPD/MUyvuZdeepfi+e/IPGCP7ODvcOEfZwLGs/mDT8bBth5wRU/nYdY9z20X/S2neRaQl55MUn0VW2ljmTfooH73uaa5b8O88X7OXLy3rCzYB7Ovu5p4ly6hsa8eNdXTcUViOjTO2AKtgdHSFKUk4c6cq2DQI1/e5tXhKTLXj0rIYnz7yBJ9IREREREREREREREREROTMoc5NIuco3/dpPLCTldt+P+waY3yeefMbfOqmF0/bZGQgYJGUZNHZaaKudWxITj4187+cg+P9CrPPo2j0vAHXOsI9PFlVxyOVm6jp6Dyitsv1+NKyt3n06ktPytmM5xP62K2Ef/wHTEvbsQvi4wjdc3vfGyhHCNg2F+QUkR2fxP6eI7+fR3N7yRQivkfQVmhMRERERERERERERERERM5NCjeJnEWMMRjjY9sOvu9hWRaWZeP5bn+Y5hDLgtU7/hz1PXoj7WytfpZJRdfg2METdfTj5vs+lmXh+TB1coA3345EvUfpWIdQ6CQc7ig8LB6rqOKJqt3EOQ4d4Qi1HZ30HqMrU0N3D6/W1nNxfs4JH09nOTYmMZ7QFz9E5A9P4O+oHnptbjbBD16PNSIdy1EAZyi+MfzjjAv58pvP4jO84N2METlcWzjh5IwfFBERERERERERERERERE5QyjcJHIWMMbHsmxaO2pZs+PPbK1+jp7wAcAiNWk0U4tvZEbZHcSHUrGsvqBExO1m++4XYrrfup0PMLXkxhP4BLExnoflOBjPx/I8rFAQxzbMnumwb5/Prmovqv1mTA9iTF/w61QJ2jZ/2lFBXWdX1LUPVuzi8sK8k3Aq+t7X+DhCn7wTv6EZb+lq/O3VmJ5erLggVmEugQtmYY/J7f8+yNACts2C0YV887xL+c7qV3DN0cNr00eM5kfzrz2lP4siIiIiIiIiIiIiIiIiIqcjhZtEznC+8TC+xzNvfoPtNe8OKxnaOutZtunnrNjyK+ZN/AgLp34KgOb2alyvN6Z77m/dcZynPj7G9yEcwVuxHm/FekxjS98Fx8GeUkrggtnceH0+NbsjPPlcmHD42HuOH+eQM/rUB3T2dXXHFGwC2NDUQtjzCJ2kYJF1cMyclZVB4KZLsQ7rIGSMAWMOrlOwaTgcy+aKvFJKU0fwx51rebmugrA/MIBXnJLBrcWTubl4MrZl4Vjq2iQiIiIiIiIiIiIiIiIi5zaFm0TOYH1j6AwPLvk0tQ1rjrrW911WbP4lPeE2Lp39j0Tc7uO4rzfoqLtTwRiD9+YG3MdfgYg78KLn4a/fTnj9dqzCHPI+eiu33xTigUfDRI4ypa50rMOVl8VhjME6xa1yOo92sGHodk9euOkQy7KOaGc12GtybI5tMzY1k2/OvpR/mHYBr+/dRVu4l5DtUJo2gukjcoj4HkFbgTEREREREREREREREREREVC4SeSMZozP6+t/csxg0+HW7ryfGaV3EB9Ki/m+ASfuvQk2+QZv6Srcx1899trd9UT+64+M+MLd3HJ9iPsfObJ9U/ZIm+nTAkya0PcspzrYBBAfOL73MU5dk8449sGfs5RQHFflj8PDYAP2wS5N50KwyRiD7/fl42xbITkRERERERERERERERERGZrCTSJnMN+4bKx4LOq6rdXPsGDqJ0lOyKaje3/U9SU5i055lyPj+5i6/bhPHDvY1F/T1Ir7xyfJuecOPvwhi+pdhnDEEAhYjB5tkTMqgOed+m5Nh8tOiCcjLkRL7zBm571LUUoy8YGzPwhzNnNsm3PlO+j7BsuCSASqqj16ew1OAEZlO4zItPE8g+Mo6CQiIiIiIiIiIiIiIiIiAyncJHKG8vwImyqfJOx2Rl27ctvvOX/yx5g29haWb/p51PUzx92FMT6WdQpjGZaF+9pKMNGV+duriDQ00xIKYEa7ZAaDdLkuG7s6ySH/tAhTXF9UyO+3l0ddd+vYIiK+T9C2T8KpRE4c3zc0txjWrI2wfaeL5w28njPaZvq0IOPL+j5T3svAoYiIiIiIiIiIiIiIiIicXhRuEjlDOXaQqr3LY6r1/Ah7m7cyo/R2Vm77PRG3a9i1I9PHUZA9K6b7HpfuXvz1O2KrfWMNudddxEdffYEu951UxeK80cc9Fu54BWyb20uL+dOOCjwz/ORWYsDhuqICBZvktGeMYet2l5dfDeP7g6+p3+tTv7eXHTscrr06Dtt+bzuqiYiIiIiIiIiIiIiIiMjpQ38VFzmD9UY6Yq6t2beSuFAyNy76HrY9vIBPUnwWtyz+Lzzfjfm+sTDG4O+s4oh2L8Pkb68iLhggNylpwOv2aRKeyIyP40szpgx7vQ18a84sQgo2DcoYg4kiKCYnj+8byis9Xnx56GDT4SqrPJ55rvfkH0xEREREREREREREREREzhj6y7jIGSzoxMdca/AxBgqz53L7RT8nKT7rqOtHZUzk7iv/RGJ8Bs4ww1AnjG8w3eGYy013X1giKfjOuTPj4gg5xzdWz/V9wp7X/1+sgRrHsri5ZAxfnjEF5xiBq5Bt8//On82i3FE4Cjf1c30P3xjWN9XzUl0FS/bsorKtGYCIH1soTo6fAV55NbqwUsUuj8pdHr6vgJqIiIiIiIiIiIiIiIiIaCydyBnL811GZU6isv6NmOpHZ07Btixs2yE3axr33Pgs5bVLWLvzAfY2b8b1eogLJlOUs4BZZXeRmzUVz3dPfbAJwLawQsGYy624EAA9h42ku7G4ENf3CcQQEHIPtqB5ta6eXW3tRHyftFCIywpyGZ2YGNO+lmVx09giFuaM4oGKXTxVVUNbONJ/PSs+jhuKC7ltbDFpoeBp03Xqveb6Hl1uhAcrN/Fo1Rb2dw/sZjYxPZvbSyZzVcF4LFAg7BTyPMPOco/unuhr12+MMLZE/xNFRERERERERERERERERBRuEjljOXaAGWV38NaW3+Cb6MbEpSblUJyzAOtgQOZQYGls3oWMK7h0wFpjDAZ/wLpTzbIs7OJcsOhrBRNtfWEOnu+zr6sb6OuUdFtpUdQBJNf36fU8frdtJ0/uqqE1PLCb1M82bmXeqJF8cEIpM7JGRB1AciyL7IQ4PjNlIp+aMpHa9na6XJekYJCC5GQM4FhgWQroQF+wqbKthc8vf5Km3u5B12xt3c+/rNnPo1Vb+PGC60gkqIDTKeI4Fhs2RY69cBC7a3za231SUvS9EhERERERERERERERETnXKdwkcoZyfUNiXAZj8xazs/aVqGqnj72VsOcSsAM49jsBnMHCS5ZlYXF849tOBCsjDXtcEf72quiLF83kjT17+8NI7x9XQmZcXFRbuL5Pa2+YT7+2nN0dnYOuMcCb+xp4e18DX5wxhVvGFkUdcGqse5PdWx8hFJdGUloBScEE3HAnG1urML7LmMl3kjFq2jkfcHJ9j/quDj79xuO0RY499mxj8z4++8aT/HLxzafBT/O5o6nZj7m2sUnhJhERERERERERERERERFRuEnkjBWwLTY0dHDxrHvZ27yZ9q59w6rLHzmL2ePvZm1DL9NHOjicnPFmEd/vGwNmWXjGHDxz7EEF4/k4F8yOOtxk5WYTKsrjwddXAHBzyRg+M3VS1PeP+D6ffX3FkMGmw/nAD9ZtIj0uxEV5Of3PfWisn++7+MYn4ITwjY9v6PvP7SaUUsiooovYveUhanc8fsTe9ZUvUDbrHspmfyLqZzibBGyH7657bVjBpkO2tu7nT+XruLtsBgFbEadTwfOOvWYortvXOc7SCEYRERERERERERERERGRc5rCTSJnsD9sbebT00Zw+yW/4dHXPkVL++6jrh8zah7XL/ohb+zpYnNTDzNGJp7Q8xhj8E3fELuXaupY39hCj+eSGAgwJ3skF+aNxjcmppCT5dg4k8biz5uG99aG4RXFh7A+cB0Vza10RiJ8e+5MrizMj/reru/zUEUVVe0dw64xwE82bOGS/FyM8enuPcC68gfYWPkYXT0tLJr6aaaMvY2AE89rte3sbO0l7BlS4xK4MPcSFt50Pc2NOyhf+V801q4YsPfONb/ACcRTPO0D52QHJ2MMdV1trGyojbr2kV2b+dC4WSfhVDKYhHiL9o4YZkkCiYmWgk0iIiIiIiIiIiIiIiIionCTyJnMwuKzr9bx/cW53H3l/WyrfpZ15Q+wv2XbgFVFo89neumdjM1dxEu72/jXt/fyoUkjiCZycCi4ZFuDBw4838czhvs2b+eJqt20hSMDrj9SWc3I+HhuGTuGD00oA4h6ZBtA4I4rwbHxlq87+sKUJAIfvxU3MxWru4ffXrqYiB/biCzHsni0sjrquqsK87Ati2Ubf85bW36Lb1xCwWRuvejnjEifzO+2tvBUZS0tvQPb2/xyI0zNSuBvxo9i0ZX/xZbl32X31ocHrNm+6mfkj7+eUHxGTM90JvON4cGKjTHV7uvuYPm+3czPLsA5jk5icmy+bygd67B2vRt1bWKiRc5ofX9EREREREREREREREREROEmkTNWxDfMGpXIG3s6+PQrtVxXks5tpZfzwbE30dBWQ1dPI5blkJaUS1piFmv3t/ONFXt4taYdA8wbnUzAPnq4yDMGC+iIRFjb0ExHJEJiwGF61ggy4+PwfB/HtvGNodf3+exrK9jS0jrkfg09Pfxi83Y2NLXwvQVzsCDqziyWZRG87QqcedNwl67GX7cN3HfCQVZ2Js7CmThzp2IcB9uCotQUAILvCrMYL4LlBN/5t++DxYBuSMYY1jQ0saezK6pzLs4dzWemTuKVNd9jzY6/AGDbAW5Y9COSUyZwz8s1VB4YeqTaxsZuvtrYzUcmZ/HxRf9EpLed+soXDjurS/XmBxk782+x7XPro9yxbcrbmmKu39HawNyR+Wgw3cllWTBjejCmcNOUSefWz7SIiIiIiIiIiIiIiIiIDE1/PRQ5QwVtixtKMrhvQwM9nuHhnS08vLOFWdmJzBmdRGqoCN8YWvZ6vFpTwa62cH9taXock7MSjrq/bwzbWw7w152VvFpXP6DrkWNZLMoZxZ1lxcwamYVtWfzDsrePGmw63Iq9+/nOynV8e17s48GsvGyCd10Dt1yOaT4AkQgkJWJnpWM8D8txsIDQILXG9zBehM6NT9K9YwledyuWE0dwZAkps+8klF3WH3zyjGF3R2fU5/vYxLFs2/1if7AJYEbpHeSMmM49L+0+arDpcL/d3Eh6yOamxd+ioXY5bvid0Xg12x+lbPYnoj7b2aDH8469aAi9x1Erw2dZFmmpFmNLHCoqh/+eh0IwfVoA+xjhSxERERERERERERERERE5NyjcJHIGiw9YXFmUxuMVrf2vrdnfxZr9R+8ydHtZJhHfEDxKeOAP28v5+aZtg46u84zhtT17WdfYzG8uXsi+nh42NrVEdfbna+r4yMQyClOSYxpPZx3qwhQfwsodOfCaM3hPHmN8MNC65L/pWPswJjwwtBSuW0/nukcJ5U4h86p/JphVgrH6OlNFY3JmOuMyMvnzqj8dfiqml76Pp3e1saN1eMGmQ+7b1MgNY9PIK7uO6s1/7X+9p3M/bqSLQDAxqv3OBmmhuJhrU4+jVqLj+4arLo/jgUd6aGg49lhIx4Hrr4knPk7BJhERERERERERERERERHpYx97iYiczr4waxTjM+KHvf7KMalcPzZ9yGCTbwz376zkf4cINqWFQvzNuLE8dNUlPH/DleSlJDNrZBYv3XgVXz9vBpMy0od9lvvLdw177QlhDA0Pf5H2t35/RLDpcOE9m9j3h7+lt34TDpAVP/z3F+CWkjHsbSlnT9OG/tfGjJrLiNR8Hi1vjfrYnRGfZ6vayJ/0viOu+V4k6v3OdBHf44LRRTHVWsDFuSVHjCiUk8O2LRwH7rg1nnFlDkfLMWZkWNx+Szx5uTaOo3CTiIiIiIiIiIiIiIiIiPRR5yaRM5htWQQs+NklY/jqGzWs2jd0xyYLuLk0gy/OHoUxBmuIlEFbOMxPN2wZtP4Tk8fz/nFjcX2fZ6prWbpnLwfCEeIdh9K0FG4uKeI3l17AxqZmvv7WGvZ2dR/1/M/vruXLM6dG88gxM8an5aUf0FO+dHjrI900PPgF8j71FAtGZ5MaDNIWGV6QaFxaErv3vjrgtbKCS9nW1EHFMMfRvdtTlQe4qbSY5IyxdLRU9L1o2QRCSTHtdyYL2g7XFI7np5tX0BEJH7vgMHNG5pOblHqSTiaD6RsvZ7jmyng6F/ms2+Cyq8qltxcCAcjKspk+NUh+noPnGY2jExEREREREREREREREZEBFG4SOcM5tkUc8F8Xj2FzYzcP7GxmSU07Eb+v71JK0Obq4jRuH5dJXnLoqHu5vs/DFdW47xrDZgHfnDOTywpy+dnGrTxWWU235w1Ys76pmYcrq5k+IpMvz5rKry5exGdfX0FVe8eQ9+tyPbpcl+RgMKZnj4bp7aBj3SPR1fS0c+DtP5K66BNcW1TAX3ZWDqsuKRhgX2TgcyfGZVDT6Q1RcWz1nX3BqlB8Rv9r2QULse1z82M8YNncUjyZ3+9YG1Xd3eNm4vo+AXVuOqUOBZaSkmzmzwuycP47n0XGGA595Khjk4iIiIiIiIiIiIiIiIi827n5V3GRs4xzMDgwYUQ83xyRy9fn9Y0yC9iQELDBcNRxUIcEbJvHd1Uf8fpnp03ikvwcvrjsbd7e13DUPdY3NXPPq8v4yQXn86NF8/jbV5bS0htdd50TzXgR2tc8DDGMcOtc8yDpiz7OXeNKeKqqhvZhdG/qdj0CgYSBL1o2vh/17ft5B8MflvVOKGfM5Pfh++45GXBybJtPT5pHxYFmlu078md2MJ+edD5zRuZjD+eXQU6ad3dmsixrWJ9PIiIiIiIiIiIiIiIiInJuUusKkbOIY1l9o+psi6SgTVLQwTfQ7fkcbOSE65sh6zsjLvu7ewa8lpeUyF1lJfxg3aZjBpv693Fd/mHZ24Qcm7vKSoZcl+A4JAROfjDHcoJ0bX0hplq/u5We3WvIjIvjBwvnkjiM89Z29pCTOXDcXm+4jayE2D9ysxL67hvpbQMgJXMcI/PPP+HBJmMMnhmYwnKPJ5V1kn3//Ku5tXgyjjX0e5sSjOPeGRfyoXEzFWwSERERERERERERERERETnDnHvtPkTOcq5vMMBL1Qd4eGcLW5rfCStNzUrgtrIMLi5IBSDwrg4qEf/IsWk3l4yhsaeHp6pqojpHazjMo5XV3Dq2iF9t2UF4kIDMVWPyGW7UxLgeVsAZ+JrnYTnOEBUD+V3Nw7zTkby2euIxTMpM51cXL+T76zaxpqFp0LWZcSE8A2NGzyEjZQwt7X1dharqV3Dt/OsZlRhgX5cb9RmuGJNKV2cz7c3lxCeNZu7VPz2hXZsOjWqr62zj/sqNbGreS4/nkhQIMTc7n9tKppARSsBgsI8SJDqVbMvGYPjK9MV8YuJcHqrcxAu1O2nu7caxLPKT0ripaBJXFYzDsSwsBZtERERERERERERERERERM44CjeJnEU837CpsZt/WlZLa++RQaWNjd1sbOzmv9bu5z8uyGdcRvyAgFNSIIgFHOrtFLJtrisq5IHySjwzdMenoTxWWc2HJ5RxSX4uz+2uPeL6naXFx9zD+D54Pt6qzXhvb8A0HQDfx0pNxpk9CWf+DEiIO3Zw5ThCQJYdACwCtk1hSjL/c+ECato7eLCiiur2DiK+T1ooxKX5OVyUlwOA50eYUXo7r679PgA7616hs/cAN43N4Bcbh9cB65CgbXFTSQp1m/+PzJyZzLjk3wjGpZ7AYJNHU283/7L6FVY2HPl92tC8l99uX8MluSX886yLCdl9IwxPB4e+7xlxCXxk/Gw+PnHOgOsR3yNoDy8AJyIiIiIiIiIiIiIiIiIipx+Fm0ROU77xsLDx/DDdvQcASIhLw7GDB7vnDAxsuL5hQ2MXf7+khshRRs8BNPW4fOaVav77kjGMPyzgFHRs5o0ayZsHx8+NTUshPS7ESzV7YnqGxp5e1jU2M3vkiCPCTZcX5FKUmnLMPbwV63Gffh16ege8brp6cJ9+Hfe5ZTiLZhK4/mKwGDLkFMgsxGvbG9NzBLOKsQ6GeQ6FevKTk/j89Mk4h93vUPejPjYzy+6ksv4Nqve+ie+7bKp8iJtLP8gj5S00dA+/e9OtZRkkh4IEyq6hbPYnTnDHJo+9XR18/PVHaOrtHnKdZ3xerCunoq2ZX114MwlW8Kij4N4LgwWuFGwSERERERERERERERERETmznV5/mRYRjOkb37a3aTNPr/gnfvrwYn7xxFX84omr+OnDi3n6za+xt2nLgLUAEd/w1aW1xww2HdLrGb7yeg3+YR2ZXN/n9sO6KaWEQgC09IZjfp6W3l5SQsEBr80bNZJvzJmJOUo3KGMM7vPLcB9+8Yhg0wCeh/faKiK/f3zovTyX5Bm3RH12gGB2GaHRE4943bKsAcEmGCRcY1ncfMGPGJu7GIBV2/5IuHcfP7wwl4y44YVuLilI4bMzsrGAhJQ8gBMWbALwDXx22ZNHDTYdrrK9mS+/+expF2wSEREREREREREREREREZGzk/46LXIa8Y2H54d55LXP8eeXPsy23c/j+ZH+654fYVv1c/z5pQ/xyOtfwPMj+MYn4huerGilI+IfZfcjtfR6vFDd1h+ICtg2C0ZnU5yafPB+ffu9O8QTjYBl4x7cf0R8HB+fNJ4fLZqHY1lDdlkynoe/pQL3+WXDvo+/YQfeiysw3pHvgeUESBx/CXbSiKjPnzzzdowXOfbCQdiWjWMHuXnxj7n9op+Tnz2LR1//OzIDbfzy8gIW5SZjD/HWZsQ53DN1JN9ZkIcFWLZ97NF7UYr4Hs/V7GBPV1tUdasb97C5Zd+AYJyIiIiIiIiIiIiIiIiIiMjJoLF0IqcRY3weXPIZ6hrWHnNt5Z7XeWjJZ7j94l8QtG0erWiJ6Z6P7GzhupL0/n97xvDjRefz0VeW0nSwY1JhShKtTbF1bypISeJAb5h/O382F+bmHBypd/SQjuU4uK+8HfW93DfW4Fw6b4irhozLv0zTY/cCwwvlhHKnkDz9BiwneOzFQ7AOdjgqyJ7FmNFz6e5tpaOrgfTEZP5zcQGN3REe3tlCRWsvvZ4hNWSzOD+FiwtSD9af2EDT4YK2w4OVG2Oqvb9iI9+afekJPpGIiIiIiIiIiIiIiIiIiMhACjeJnCZ832X5pl8MK9h0SG3DGnbve4u0jLlUt8UWPtrW0kNXxCMx2DcmLWDbjIiP47eXLuZrb66m/EAbNxQXsqEp+vDUpIx0StNScQ91gLIt4OhhHWMMZn8zZldt1Pejowt/3XbsGeOxnIFj3yw7QOKES/GvupeW578L5uhdrkI5k8i+86dwgsavHRollxCXTkJcev/rWQlBPjplJIHDWji5vhnw75NlX1cH2w80xlT7Sl0F/3LeZSf4RCIiIiIiIiIiIiIiIiIiIgNpLJ3IacIAGyoeibqu8UAlXVGOo3u3LndgfcC2yYgL8YuLF5IaCnJ5QR6poei7F91eWkTE9wnYNgF7mB83noe/YUfU9+ov37TziGDTIZZlkzz9Jkbd/WsSxl0M1pHrnLRc0i76O0Z94FdYoSQse/C9TqR3B5lORbAJoCXcHXNt2PfodmMb1yciIiIiIiIiIiIiIiIiIjJc6twkchrw/Ajbd79Id29r1LXdPU3EHWf+Jt62MMYMGIF2KIyUFR+PMYbPT5vMd1atG/ae07MyuaIgD+ddoSbj+2BZ0BvGtLSB62GlJGKlp2I8D7AwXT2xP8wxai3bIZQzmaxbvoff2UzXjlfwuw9gBeIIZpcSX3Q++O5xjaI7UwSPsyuVc4K6WomIiIiIiIiIiIiIiIiIiAxF4SaR04CFRW3DmphqWztqGZEQZGRCgIZuN+r6/OQgyXEBvMpa7DE5R3Q9si0LLItrxuTTHonwk/WbSQoGuLown0mZGSQFA4Q9j4buHp6prmXngTamjsjghwvn9oWYDjoUnjK763GXrunrzuR577wHeaNwFs7AmT0ZgseR1goe+2PtUDcmJ3kEydNvAmMOPqzTF/A6B4JNAKMSUwhYNu4xRvQNJjshmdAQHbJEREREREREREREREREREROFIWbRE4DluXQG+mIqbZiz+v0Rrq5YWw6v97UGHX9zaUZRFrb8R9+kbgvf+QoZ7S4o7SYS/NzSQ0F8Y3P6sY9tIe7CDkOC3JGcNe4sezr6mJEfDyWZeEcDDcZY8AYwn95Bn/V5kH3N3X7cB94HmtUFnZONt6gq47NysnCeD6WM7yuQu/u0OQeHKN3uIjvExzuWL0zSFIgyMW5JbxYVx517U1FEwd9r0RERERERERERERERERERE4khZtETgPGeMQFk2Oq9fwIe5vWcWvZXP5vSyNuFE144h2LG4pS4ZUVmPoG/F11WGNysIYIrBhjCPthfrppJU/v3k6nGx5w/bysPO4YO5WLckv6Ak0HWZZF+A9P4q/bdswz+W+uJ3D7lZCcCB1dw3+YvhsRWDhr2MGmwxljaA2Hebiiiud319HU04tjWeQmJXJDUQHXFhUSdOz+wNbZwMdw59hpUYebApbNbcVTFGwSEREREREREREREREREZGTTn+ZFjkNGAwFI2fHXO/5LilBh3vn5Ay7xgK+PjeHOOPjvbmhb59Vm4a+h/FZureK9730Fx6o3HhEsAlgVWMdX3nrOe5963k8YzDGYDwPb/XmYQWbALx12yAcxpk3bdjPcog9oRgrPSWqGt8YPN/w/bUbue6pF/nVlh3UdHTS5bq0RyJsbz3A99Zt4pqnnueh8l1Rn+l05lg200aM5sr8sqjqPj5xDqmh+JN0KhERERERERERERERERERkXco3CRyGnDsIOMKLycxLiPq2sT4EZTkLMSxLa4sSuNrc3NwjtFcKGRb/Mv5OVyYn4z/20f7OySZts5Buza5vs+q/bXc+/YL9PrHHhj38p4Kvr7yRSzLwnIc3KVrhv9AERdvxXoCl87Dyhk5/LqkBAK3Xo7xomhdddBXV6zk4cpqvMO6Tb1bl+vxo/WbuW/ztgFdqc50xhi+OftSLsktGdb6D46byUfGz8Y+izpYiYiIiIiIiIiIiIiIiIjI6UvhJpHThAVMHXtL1HXTx94C9IVtLN/nysIUHrm2hA9OGkFGnDNg7Yj4AB+ZnMUj15Zw4ehE3Psewi/f/c4Ce/DAimXBd9a8imeGHxx6eU8Fr+/ZhdvTi9ldH9Uzuc8tw9TtJ/TJO7DyRh27IDWZ0KfvwkpLjmoknef7/GrLdpbW7xt2zW+27mRp/T5cP/oQ1enIsiwcy+Lf517JN2dfwsT07CPXAPOyC/jJguv4zKTzT/0hRURERERERERERERERETknBV4rw8gcq7z/Ai25WDbARZMuYe6hrXUNgyv01FB9mzmT/44tn3wV9mAWbOFjK4ePjZvGh+bnMWeth66XJ+kgE1uajx+TxjrrbW4y9ZCS9uA/azMdIznDwgIub7PG3ur2N/TGfWz3V+5kcW5xXi5IzF7GoZf6HmEf/0wwXvuIPT5v8F7exPe8rVH7pGeQmD+DJyFMyEuiOU4g+83BB94qKIqqhqAP+2oYHHu6KjrTlfWwS5MV+SXcW3hBHa0NrCuaS89XoSkQIgFowrJSUrF9f3+tSIiIiIiIiIiIiIiIiIiIqeCwk0i7wHf97Asm+5wK+vLH6aprRLPizBv4ke49cL/5snl/0jlnqVH3WNs7mKuX/AfmAMdmKQkCDjg2DhTy+j95s/g2aXY08eTm5UB8SHoCePtb8LfsAPcwUfLOQumH9G9KWDbPFS5KabnXNVQS33HAUbOnoy7Z0l0xT1h3AeeJ+7LH8GZO5XAghn4dfsxDc3gG6z0FKyiPDB+1KEmgIjv8+LuOtrCkahr1zc2U9XWTmFK8lk1ni1o972PpWlZFKdmYkzfj4Nj9YXdAoOMLBQRERERERERERERERERETmZFG4SOcU8P0JXTzOvrv0B5bVL8I3bf62i7jWumPM1bln8E/Y0bmDtzvvZUfMSnt8XwHHsEOMKLmPW2DvJyZ6K+9Z6Ig++CMEAzuxJOJfMw8pIxZ4+Hn/1FvxVmxnu8DRrbAH2yMxBr12eX8rUzNG8Vr+L8ramYT+rAXa0NZGdljLsmgFCfR9RVqAvdGPnZWNyR/a91h8q6rvmexFsJ/jOvY3pCz7ZgwefgrYd1Ti6d1tSt5f3jyshFEOw6nRnWxa2dfY9l4iIiIiIiIiIiIiIiIiInHkUbhI5hTw/Qmt7Dfe/8gm6epuPuO4bl+fe/hZbqp9hRuntXD3vX7hy7jfo6T0AviE+Lg3HCeJt3En44b/i79zdV9gbxlu+Dm/VZkL3fpzA1RcQ3loJXT3DO1gwQPD6izCeh+U4uL5PwLbZ391NQ3cPxcmjmJddxD2T5rKusZ6Hd23ixdpyfMwxt+7xPEwoto8ae1xR/5kOefdYNON7GONRV/4s9ZUvEu5uxrIcktLGUDjpNjJHzzgi+HRIWzgMQFIgwEV5OYxOTCDOsemIuGxraWXl/sYhn7A9EgHOnq5NIiIiIiIiIiIiIiIiIiIipyOFm0ROoYjbzYNLPt0fbEqMy2R84eUkJ4zEsUP0RtrZ07iB6n1vs3vf21w88x+YWXI78W9XYzo6MZ099G6rhAMdg98gHCH80z8R95W/JXTPHYTvexA6u49+qGCA4IduxMobhW8Bvs8rtfU8XFHF+qaBAazzsrO4tWQM35x9KZfmjeXrq16i13MH3/eg9Lh4rODgY/COyrYILJo15Mg5YwyWZVG+7rdUbfoTkd62AdcPNG5hT8WzJGeUMHnBP5I5euYRXZwKU5K5ND+XawvzCGDhtrZBxMVKiCc0dSL1bR08sKuaJ6t20xEZ+Jwhx4ZhhLtEREREREREREREREREREQkdgo3iZwinu+yZsdf6ejeT86Iacwqex/jCi7D9eBAm4vnQUK8xcKpcTS31bGh8gEmF16N/8rbeCs34cybBsX52OdNwuqNYDW14r25AVPfMPBGzQeI/Olpgh+8ntDffxDvxRV4a7bAu8I5ODb21HEELp+PlT0Cz+rrRvT5pW+yo3VgUOiQVfsbWbW/kelZmfzngjl8b95V/P2KZ/DM4MPvUoJxzBqRi+W3RP1+2VPHQXLikNcty2L9km9Qt/Ppo+7T0VLJ2898hpmX/hvZYy7Etvs+9jzf58szpuA2tWI99TqRlZugpxfoiyz1js4ia8EMPjNnCu8rKeLvlr3F7o7O/n3Hp6dhW+rcJCIiIiIiIiIiIiIiIiIicjJZxhi1HpETora2loKCAgBqamrIz89/j090evGNx31PXMvk4uu5YNpn2Lc/zPqNhh07XdzDckdZIyymTgkwaYKDbdv4u+sIFOXR0t3J20176HIjxDsBZqSPIjc1nfCuWnjlbfzN5QPuF/jih+lKHUFykgURF3/1ZkxLGxiDlZaMM2sSJCWAMRjLott1+egrb1DVPkRXqHeZmJHG/164gL9WbOB/trw56Jr3l07nsxPm4jgB3GeX4r08+Lp3s0aNIPT5uyEUwLLtI99L36Ni3W/Zufp/h7UfgO2EWHjTH0nOKMay+vZ0X1iO+/wbR2/AlJyI/bFb6RmZwUeWLKOus4us+Dgev+ZyHFvhJhEREREREREREZGh6O8GIiIiInIiqHOTyClSs28VU0tuYsGUe3j19V7Wbxh8nFtjk+HV1yK8vcrl5hviSC/M5dGqzfxow3J6/YE1c0bmcWfxVBZ/9Ja+oM5zb/RfM2+sJvn2q/jNH7qYOD7IeTOnEgodumphBQ6OaLMsjDH814Ytww42AWxtOcBvtu7k7vGT+c32VfS8azxdnBPgfUVT4O1NuPsaCd5yOVZcEPf5ZeAN3ukJwBpbQOhvb4agM2iwCcAYj10b/zjsswL4XpiK9b9l+kX/gjEG9/lleC8sP3ZhRxf+/95P/Gfv4kcL5nDXS69zQ3EhBgMo3CQiIiIiIiIiIiIiIiIiInIyDZ4cEJETyvddDIaFUz/JK0vCQwabDtfZaXjwkR7a2+DGwsk8esUH+MTEOYyIe2dU28qGOv7h7ef4f2texb7sfJzL5r9zz/3N2I4FxmLl6gj/99cwxnawAoF3gk0H9Xoea/Y3MTY1hcLkJJKDw8s9Plm1mzgnwJX5ZQNenzMyn4cufR9Z8fGYcfkwewJe+W6ci+cS9/VPErhqEaSnvFMQcLBnTSL0+Q8Q95m7IC6E5TgMxvci7Cl/DjfcPqwzHm7vrpcxnoup2Tu8YNMhvWHM75+gMC2V20uL+dCEMgJDBK9ERERERERERERERERERETkxFHnJpFTwmJEahmVVWE2bj52sOmQ3l549oVe3n9nAqv3RbilaAa3Fk/lSyueZlPLvv51T1RvJWjb/OM1F+KX78ZU1YHrAXAoI9TVZSiv8Bhb4uA473Qc8nwf3/V48OpL+l/zjeHN+n08WFnNm3v3Dzm1raU3zMu19dwwZiKPV2/l2sLx/O24mRSkZLKveSvralYT8boJBZIoyp7HCMfBNR7OBbMIXLEAE3HB97HiQhhj4OCUzKE6NgHYTpD6yheG/R4eLhiXhmUHiLy+OrrCgIOVnoq7Zz9/N2UCWOrYJCIiIiIiIiIiIiIiIiIicioo3CRyCti2Q0riCF7a0BN17f4Gn7q9LiHb4vanKviXBXn8bNGNfHLpo2xtbehf9/CuzdxcOIHiC2bhVdVhJScA0NP7TjRpw6YI48re+bU3vo/tesSt3ETvhh3Q0dUX5BmZyXkLZrBg0Tz2tHXw1bdXs6O1bdDzbW1pZe6osXxv3lVcmFvCpsonWLL8fva1bD1ibd7Imcwuez/jCi/FXbkJZ2oZVnwcAJZlDTs0FO5uGda6d8sfdx2mpwd//fZhrbcy03AWzMDMm0owKRHf9zEWOJaN5/vYltV3bhERERERERERERERERERETkpFG4SOUXa2n2qd3sx1W7a6HHZpSkEV9l8dWkt31uczw/nX8etL/6RLjfSv+6vuzbztRkX4qUkYU8bT0tThN7ed/ZpbPIBDnZJAveZ1/HeWAvhyID7mbr9sG4bvdmZjLz1cu5bvIAvLH+bdY3NR5ytx/VID8VxwehCnlj2FXbUvDTkc9Q1rKWuYS0zG+7k0jn/2HeOGFh2bB9dSamFmJp94B37++BcNIfA9RfR0t3JQ9WbeLJ6G/u7OzBARiiBqwvHcWfJVHKSUjHGKOQkIiIiIiIiIiIiIiIiIiJyEgw9+0lEThhjDHvq/Zjr6/d5OLbF6MQAnoFvragnKRDi6oJxA9a9WFdOr+finDcZe9Yk1m4aeE/30EQ8A5GHnsd7a+NhLw5y7v3NePc9iLNtFz+YP4fC5KQj1oxPT8WxbZ57+9tHDTYdbu3O+3l9/U+HtfaIMxlDUlphTLVOMAF6w8dcF7hqEcEbLuZnm9/k2hf+yK+2rWLfwWATQEu4mz+Xr+emF/7It1a9jGcMvon9+ysiIiIiIiIiIiIiIiIiIiKDU7hJ5BTwDUQisXUpAogcbKyUEOz7lW0Le7y0u41bi6cOWNfrueztbMOePBYfm23b3gkuJcTDgnlBIr6HZVuE7riK+O/8HYF//RyBWy7DGjVi8Jt7Pt6fniLU0sbHJo474vJFeaPZ27yFLVVPR/VMK7f9H509jVHVAGB8xky8Lfo6+sbwkRB/1DX27EkErljA/1vzKr/fuRbvKKElAzxTs50vrhj82Y0xeL5PxPfY3trAqoY6trbsp9dz8XwfP8bOVSIiIiIiIiIiIiIiIiIiIucKjaUTOQVsC+JCsY8tC4X6/m9H+J2gzSM7W/lNSTGTM7LZ3LK///Ve38cuzmfpsjDhCFgWLJwfZMb0AGHf46HKTazYt5uOSJg4x2FCejZ3TJ9EzqJZhLfvwv/T09DRNfAAERdeW8klt13BjzZspuVg96NpIzLIjI/j2fV/ifqZjPFZs+OvLJr6KewoxsxZtkPG6OkkZ4ylo6UiqnsG41Kxs3MgFDxiFF/f5sCVC3m8agtPVG8d9r5v7q/hvq0r+diEOQTsvgCa5/s09HRyf8VGntq9lQPhd+YDJgWCXFUwjrvGTic/OQ1bI+1EREREREREREREREREREQGpc5NIqeAZVkU5DvYMf7GFRY49Lo+9Z3vBHK2tfTg+ob8pLQBa9MTEqnf67FmnYtlwTVXhZg23eHHm5Zx1bO/5Ucbl/Hm/ho2texjdeMe/lS+jpte+jOfW/YkzbmZOJ//AKSnHHEGb81WiLhcX/TOSLhPTplAxOtl++4XY3quTZWPYVnRvym+7zJl4VexoghFJaUXkTFqGgQDOLMmDrrGLisilJXBX8o3RH2mh3dtxhwcXOcbw/O1O7nlhT/xp/J1A4JNAJ1uhId3beb2l/7MX8rXR30vERERERERERERERERERGRc4XCTSKnSHw8lJY4MdVOnRrg+aoDdLkDR6T1uB6JgWD/v8tSRzA6MYXq3R6TJga4+cY4CsfYfHbZEzxQuZEez3331kDfeLU399fw4aWPsCfgYX/iNogLDVwUcbE2l3NeViYAVxTkMWtkFh1d+/H8cEzP1dXbQsTtjrrOtgNkjJrOzEv/A9uJO+b6pPQi5l37c+xAHGDhLD6vr6XVu1gLZ7B+fx2V7c1Rn+lAuIeXasuJeB4v1Zbz7dUv4x5lpB30ve8/2bScv5Sv14g6ERERERERERERERERERGRQSjcJHIKuL6P6/tMnx79JMjCAoesDIdHKloHvG4BCQGHjkhfsGhSRjb/OucKPN9n/rw4LrzQoTA/wLfXvMy6pvph3au5t5vPrngaLzMVZ8GMI66bjm7SgkFuH1vEt+bOxBiDb7yon+lwsdZbtkN24SIW3vxH8squw3ZCR6yJT8qmbNY9LLzpD4TiM7DtAJZtYWVnErj50iPPkpfNsoaamM4DsHzfbgK2zb+ufZVooko/2bichu7OmO8rIiIiIiIiIiIiIiIiIiJytoo+aSEiUfGMT6/n8t11S/jm7MtYOD/IshWRYxcCqSkWl18eYnldBztaegZcmzUqEce2qO5o5WszL+aGoonsamvme+uX8nztDv5uygJmZeXyUl15VOfd193BEzXbuXnhDFjyNgNSOo5NSWoKX5o5tf+lxLj0qPY/nG0HCAWS8HwfJ4aZfbYdIDmtiGkXfpNJ8/+BvVWvEO5uwbIDJKePYWTBAowx2O8aX2fZNs7CmRBwcB95Cdy+gJUdH9cfFotFRySMZVlYg3SFOhofwwOVG/jUpPMJxDq7UERERERERERERERERERE5CykcJPISeZYNv+08gVW7NtNwHb45uxLCQTgjeURvKM0LcrOtrnumjj29Yb5xoq6I67fUprOhqa9fHzCeczNLuArbz3Hkj2VACQFQlxVMI7/3fJWTGd+eNdm7hw7jfCEEvytlf2vW6OzcAIDPzYS4zPJzZrOnsb1Ud+nLO8SsCx6XZd4K4gdZSgI+oJKAMG4FPLKrsUYHwuwLOfgf0PUWRbO3Kk408fjLV+Ht2I9JhwhPhD7x2LCwdoed/Dxf0fzRPU2PjXp/JjvLSIiIiIiIiIiIiIiIiIicjZSuEnkJPKNYXdHKyv27Qbg6d3b6fVcvjX7MsaNc9iyxWPjJpe29r72SLYNJcUOU6cGGJMfYM3eTr66rJYu1x+w7+ikIBfkpbBiXwvzRxXymWVPsL5pb//1KZmjSAwEebF2Z0znrmpvobKlgcKyMf3hJisrHae08Ii1rhdhZtmdMYWbppXdyRv1VbyxbzdfnXFhTGc93Ls7NB2LZduQEI9z0RwCl56P67pMTs+O+f4T07Op72rHj2ooXZ8D4R72d3eQm5Qa8/1FRERERERERERERERERETONgo3iZxEBsP9FRsGvPZSXQXrm/ZyU9Ekbps0lTmzE3FdQ9g1xIcssOCtPZ389LUW3tzbgf+unExS0OY/L8ijpbeH+aMK+fHGZQOCTQApwTgAWnq7Yz57Y283hYnx/f925s/AeB6W4wB94/bCnsfGpr3MKriMzE330dxeNez980fOYkz2TH6w7EnWN9Xz91MXkhAIxnze43HomQKBABflljAiLoGmKN+7kO1wU9Ek/lwefcjrkG4v+o5PIiIiIiIiIiIiIiIiIiIiZzP7vT6AyNnMsWxeq991xOsNPZ38cttKrnn+d/x44zKM7bOnp5fvrqzn9qcq+NLSGpbXHxlsGp0Y4BeXFVGUGs+IuHhc3+ep3duO2N8zfZ2ebCv2X/GgZYPXt4+VNwpn0az+EJAxhmd37+DKZ37LF998hu2tDdx20f+Skjh6WHtnpY3l+kU/4I36Xby1v4Zuz+XJ6q1E/KPM6TtFDHBj0aSo6y7NG0tSMMTj1VtivndKMBRzrYiIiIiIiIiIiIiIiIiIyNlI4SaRk+xAuGfIa57x+XP5ej659HGyEiz+fvYo7p44gtL0uAHrZmUn8v8W5PLgdaVkJ1oEbAvP83hq91a63MgR+zb3dgGQH+OIM+tQbUcnVt4oQp+8o29mHuAbn0d3beFf1rxCj+cS9j3+fsWzJMRn8DeX/4GS3MVYQ4SqbDvAxDFXc+elv6W8vYN/Wvli/wC3LS0NOMcRxjpRArbN344/j8kZwx9Pl5eUypemLQIMBUlpMd13THI62QnJMdWKiIiIiIiIiIiIiIiIiIicrTSWTuQkC9kBIn74qGs2Nu/llhf/yLWFE7iteCo3lZYQ8Xx6PJ+EgE3AttnUvJ/q9mYK45MJ/+EJQnffwJv7awbdL4BDZyTMjUWT+K9Ny6M+85yR+YxMTsVNTSb4d+/HODbGAsv32dXRyvc2vD5gfWu4B9dY1PW43LL4x7R01LOx/AH2NG0k7HYRF0yiMHsOk8feSnJ8Bs/u3s53171O72Gdmrq9CLZlRX3Wk8GxLP574Q18ccXTrG2qP+rakpQMfrrwBhIDIXxjuL1k6jFrBnNL8WQivkfQdmI9toiIiIiIiIiIiIiIiIiIyFlH4SaRk+x9Y6diWzYJgSDdboTqjhaW7NlF+F0j2DoiYe6v2MD9FRuYMSKH75x3GRXtzTy7eweVbc3cNXYaV+WMxfvZXzCt7QB0RgaGpkbEJfK9eVcwZUQuBzr3cXPRJH6x5a0BIaLhuGPsVFzfo2NqKQ+Wr+PhXZu4vmgin5w4l65IGGOOrOl0wzxTs5OvrXqZW4uncP3ke1gcjO+/3trTycPV23h019Ps7e44oj4lGIfn+zj2e9+9ybFt4q0A/3vBTbxev4sHKzeysqFuwJpJGdncXjKFK/LLsLAIHDz3xbkljE5IHvQZh5ISjOPGokkKNomIiIiIiIiIiIiIiIiIiLyLwk0iJ1HE9/jYxDnUdBygMxImMRiiICmNjmm9PFm9jYd2baK+q/2IunVN9bRFemns7uL52p2MSU7nuqKJhP/vcUztPggFAYh3gqSF4riucCI3Fk0kPykV27LoCncQjnSSkpjNJybO5aebVwz7zPOyC1g0uggwpCcm8v6yqaTFxfHwrs1sbdnPD+ZfwxemLuSHG98YULejtZH5owr5S8UGfrjxDX6yaTnpoXgSA0E63TAHwj14g6WiDlo4qhDD0NdPtUMj8haNHsNFuSU0dHeyt7sd3xhGxieRm5Q6aKclg+HHC67jY68/Qkfk6B27AEK2ww/mX0PoNAh1iYiIiIiIiIiIiIiIiIiInG4UbhI5CTzfpy3Sy0OVm3isagsNPZ3917LiE7lxzCRuLp7ELcWTufft52nu7eL24qnMHJlLSjAO1/dJCgYZk5zOfVvf5pbiyYSbW/E37OjbJBwh0tHFJybOoSQ1E9f3ebZmO38ub6LXc0kJxnFhThEjLYu7x82kPdLL73asOea5Z2fl8t25V7KxeS9TMkZy/yv3MHrEZC4rvYM7xt7FS7U7+M/1r/P1WZfwRPVWytua+msfqdrM98+/hoKkNGo6D+AZn6beLpp6j/1+ZcUnsji3uD9QdDoJHAwvjUxIYmRC0oBrg3VaCtgOhcnp/ObCW/nSimeo6Tww5N4j45P4j3lXMjE9+7ToWCUiIiIiIiIiIiIiIiIiInK6sYw5SisVkSjU1tZSUFAAQE1NDfn5+e/xid4bvjG8UlfBt1a/fMToucONSU7jP+ddTX5yGgHLxrIsIr5HXWcbm5r3EvY8ri4cT8hxwDf4L63Ae355X3FSAs6XP0x3fJD/2fwWz9Zsp9tzj7hHYXIa/zzzYmaMyOGNvdX8uXwdqxv3DLruluLJ3F4yldf27OLf1r7KY1f8DWu33sfKbb8HLErzLuSKud+moqOdtFACKxvq+I/1r/fv4VgWj17xAV6vr+L7G5ZG9Z59atI87i6b2T/a7Wzg+h6OZbNi324eqNzIqoY6wr5H0LaZljma20qmclFOMQbOqucWEREREREREREROUR/NxARERGRE0Gdm0ROIM/3WVK/i39e+cKQA9YyQgn806yLuGB0EY09nfxu+xp2tbcQ9l3SQvFclFPCNYUTaOrp4scbl+FjuGfiXNLOmwJvbYSOLuyP3kyrA/cseYjazrYhz7O74wD3LH2Mv5+6kNtLpnJBThG72ltYsa+a9nCY+ECACekjmZddwN6udn62+U3+Ur4eA1S2N5OWlHtwJ0N53RKaX/4wd1zya/b1Rri6cDz/vXkFnW6k79mN4dfbVvHPsy5mU8s+nqvZMaz3bHFOER8aNwvbsob/Rp8BDnV8mptdwILRYwBwfb8/yOT6vro1iYiIiIiIiIiIiIiIiIiIHIPCTSInULcX4VurXx4y2JSbmMLPFt0AwL1vP8/r9VV4xh+w5snqbeQmpvD+0hncO/Mi7tv6Nh989UH+Z8H15N5zO9bqLfh5o/jsa0cPNh3uRxuXcSDcw8cmnMfWlv1Mz8whORiix3PZ29XOl1Y8w/J91XiHNXLrdl1SAwkD9mlu28XTy7/MnZf8EoDpI3JYvm93//XHq7cyJiWDb82+lPRQPA9Wbhyw5+FsLK4vmsBXp184rGc4Ux3elWmor0VERERERERERERERERERGRwCjeJnCAR3+PRqi30DjIeDmDWiFz+be4VtPR28+k3nqAl3D3kXnu62vn+hqVUtDVx78yLaO3t4bPLn+IPF95G8kVzeLJmG7vaW0gKhChLG0FyMETY89jf00lVe8uge/5x5zruKp1OTccBvrX65WM+T0owSG9bxxGv1+xfTV3TZkZnTCA1FH/E9f/atJy2cA9fmLqQvymdwaNVm3mqehsNPZ0YYERcItcUjuOOkmmMSkw+5jlERERERERERERERERERETk3KVwk8gJErQdHtm1ecBrNhZXFpRxW8kUpmaO5kC4h88tf+qowabDPVq1heyEZD43dQEv1u3ktf1V3FQ0mVUNddw740KuKhhHQiA4oGZry34e3rWZ52t3DghahX2PJ6q2clPxJH63Y/WQHZWgb3Te+PRRvFwx+Gi5DTvvJ3fet0h0Bv8I+d2ONbxUV87NxZO5q3Q6n5w0D//g/WzLGjCeTURERERERERERERERERERGQoSheInCAHwj3UHTYmLs52+Pd5V/L1WZfQ0NVJW7iH+ys20NDTGdW+f9i5Fs/3+fSk85mXXciBcDffnXcVM7Jy+dnmN7nuud9zwRP3cdlTv+ae1x+luqOVf5yxmCeuvJsZI3IG7PX07m2MSkhmfPrIo97z+qIJuF4P26ufH/T6jtpXsCybtLiEQa8D1Ha28dNNK7jthT9R13kAYwy2ZQEaySYiIiIiIiIiIiIiIiIiIiLDo4TBWWr37t38wz/8AxMnTiQpKYnMzEzmzp3L97//fbq6ut7r452Veg7rkuRYFv8+70pmZ+XymTeeYMneXSQGQjxWtSXqfbvcCM/UbOe6MRPICMUTsBy+uOJp7nzpLzxQuZH93R30ei5tkV7WNtXzjVUvcf1zv2d9Uz3/vfAGzs8u6N9rX3ffmLm0QcbJHRJnO9xWNJHNux4n4vUMuibiduH7Lg3dR46tO1xaKJ4fLbiOUQkpOAo0iYiIiIiIiIiIiIiIiIiISJSUNjgLPf3000ybNo0f/OAHbNu2ja6uLlpaWli5ciVf/vKXmTVrFpWVle/1Mc86ic474+E+PG42543M5wvLn2Zt0x4WjipkVUMtjT2xBcue3b2DoO1gjOETrz/KG3urj7q+ubebr771PC/XVfDvc6+kOCUDgKEH0fVxLItvzb6E1KDD2h1/GXKdZdnYdoCPTZjDtYXjibOdAdcLktL4/JQFPHbFB5iQnqVOTSIiIiIiIiIiIiIiIiIiIhKTwHt9ADmx1q9fzx133EFXVxfJycnce++9XHzxxXR3d/PXv/6VX/7yl2zfvp1rr72WlStXkpyc/F4f+ayREoqjLHUEVR0t3D52Cn/cuZZNLfuAvg5G+6McR3e4Q6PsfrNjDTvbmoZV42P4zppX+MMlt/PBcTP59upXGJXQ9/0+ED6yI1NqMI5vzr6Y80fm8cjrn+VA554h985MGQPA6MRkvj7rEr48/QLqOtvo9VxSQ/EUJqcT8T2C7wo9iYiIiIiIiIiIiIiIiIiIiERD4aazzBe+8AW6uroIBAK88MILzJ8/v//aJZdcQllZGV/5ylfYtm0bP/zhD/nGN77xHp727BLxPW4tmcLaxj2kBuN5bNc7I+h8Y7COY+9DtasbaqOqc43PAxUb+eK0Rfx443KuLRxPa283VW0tQF+npvHpI7mteDKX55fiRjp58NV72NO04aj7Tht7K54fwbH7ulUlBkKUpWUNWKNgk4iIiIiIiIiIiIiIiIiIiBwvhZvOIitXrmTJkiUAfPSjHx0QbDrkS1/6Er/97W/ZunUrP/7xj7n33nsJBoNHrJPoOZbNVQXjKEpOZ+neqgGdmlrDPeQkpsa8d05iSv8+0XquZgd/N2UBNxVN4uaiSSQFQyy54eMDOivta63g9bXfY0vVM0Tco4/OCzrxTB17c3+wSURERERERERERERERERERORksd/rA8iJ89hjj/V//ZGPfGTQNbZt88EPfhCAlpaW/jCUHL/2cC/tkV7GpWexraVhwLUl9buYlZVLbowBp+vHTKS6vYXazraoa7s9l9UNtVyRX0piIMiyDf9DQ2sljtXXD2rZxp/zh+duZ335Q8cMNgFcPOvLBJxQ1OcQERERERERERERERERERERiZbCTWeRpUuXApCUlMTs2bOHXHfhhRf2f/3GG2+c9HOdK3p8l79f/jQh26HXdwdcW1q/i8aeTm4pnhT1vmmhOK4sKOOJ6q0xn60t0ktJSiYRr5eF0z5Ng5/Ihqa9+MZn/uSPM2HMVcPYxeKimV9iaslN2JZGzomIiIiIiIiIiIiIiIiIiMjJp3DTWWTr1r7wS2lpKYHA0BMHJ0yYcESNHL+kQIjytib2dXeQFBjY2cgzhkd3beHmoskUJqdFte/HJ8zFxmLZ3uqYzxbnBLAsi/hgIrZlMylzND6Gr698ifsrNnLd/H/jugX/SUH2kaE4xw4yofBK3nfZ75hZ9j48Y2I+h4iIiIiIiIiIiIiIiIiIiEg0hk7AyBmlp6eHxsZGAPLz84+6NiMjg6SkJDo7O6mpqRn2PWpra496vb6+fth7nY2SgyEmZWSzpWU/C0YV8sttKwdc/1P5OhaNHsNPFlzHZ954kj1dxx4x99Hx53HH2KkA5CenUdneEtPZxqdl8XzNDq4uHM+XVjzNqoY6ur2+7lIv1pWzsWUff1M6lTsv+SUNB6rY37yJiNtNXCiF/FHzSIpL4/X6XVTsrWbh6KKYziAiIiIiIiIiIiIiIiIiIiISLYWbzhLt7e39XycnJx9z/aFwU0dHx7DvUVBQENPZzhUR3+P2kik8vGsz9y2+mYnp2Wxt3d9/vcdz+eKKZ/jJwuv49YW38Ottq3i2ZjudbuSIvSZlZPPBsplclFvCd9e+xkW5JdxaPIXX66uiPtesrFzGpGTw7dUvs2D0GEpTs1j6ri5QL9VV8FJdBRPSR3Jd4QTykiaT6ARoiERYVlXOY1Vbaezu5Imr7iZgq+GbiIiIiIiIiIiIiIiIiIiInBoKN50lenp6+r8OhUJHWdknLi4OgO7u7pN2pnNN0Ha4Ir+Mn21+k/IDTby/dDpfX/XigDUt4W4+ufQxPjdlAZ+buoDPTpnP8zU7qGxvIey5pIXiuSyvlHHpWfR6LrZlsau9haZdm/je+VeTn5RKbeexOz4d7rbiKWxq3semlv08Vb2Nm4sn8fudawYdL7ettYFtrQ2D7rNw1BiyE44dnBMRERERERERERERERERERE5URRuOkvEx8f3fx0Oh4+5vre3F4CEhIRh3+NYI+zq6+uZO3fusPc7G1nATxZcx+93rOFf5lzOppZ93F+xYcCaLjfCd9e9xs82v8m1heO5umAci3OKiXcCBG2H3R2t3PP6Y6xt2sOvL7yFu0qnce/bz1PbcYBvzLqEzy57krDvDes8l+SWcEneWL616iUAHtm1mb8pm8FFOSW8vKciqmd7f+l0XN9X5yYRERERERERERERERERERE5ZRRuOkukpKT0fz2cUXOdnZ3A8EbYHZKfnx/9wc4xAduhOCWTD42fzR92rOFL0xaRForjd9vXHBFIao/08teKDdxfsYFrCsdz74yLeLmugm+tfolDPZV+u301P5x/LXeOncaX33qWXy6+me+dfzX3vv08XYOMszvcpblj+Zc5l2EBn5t0PkUpGdR3t7OhaS//POsiKtub2dXeMqzn+tvxszlvZB6WZcXwroiIiIiIiIiIiIiIiIiIiIjERuGms0R8fDxZWVk0NjZSW1t71LUtLS394aaCgoJTcbxzSsC2GZOcRknZTCoONPHhcbO5tXgKT1Rv5YmqrezpascYQ2Z8AlcVjOPW4snkJaXxl/L1/GTjcg4fFpcZlwjAF6Yu5JdbV/K5ZU/xvfOv5q+Xvo+Hd23miaqttITfGS1oAfOyC7i9ZCoX5BRhjAHfZ4Tv8IHRZdgJ8ViWhY/FrxbfzD+8+Rxrm/YM+SxB2+aTE+dx97iZJ+ndEhERERERERERERERERERERmawk1nkYkTJ7J06VLKy8txXZdAYPBv77Zt2wbUyIkXsJ3/396dh1VVrv8f/2xkBpVUJAdCDVFUMgttcAIrS805PU1OxzJt8qSeToMnbVArG6wuTStDbXBKTa20HxqOYGg5a86ZE4qmKYMi8Pz+8Ms6EBvYCMpm+35d175a7OdZ97r3dq3b3Nz7WZKkkIrXyd3NTdd5+ejh0KbqF3ZLnnmpFzP0/R+/ad6B7XlWUaru469HQpvqodCm+iPlL9X2q6SBDSPVs25jLT20R77uHupbv5kGhTfX5lNJ+ivjvLwruCu0UlUF+forMztbki6ttFShgoyvlzyMl7I27lDmmo0yx0/Ju29nTWnTTdtPHtOsA9sUd3S/tbrU9T7+6l63sXrWbSx/D6+r9K4BAAAAAAAAAAAAAADkRXOTC2nVqpVWr16t1NRU/fLLL7rtttvszlu5cqW13bJly6uV3jXJ3c1NkpSVnaVzGRf0wx+7dO5ihjqHNFRt/8pKy8zQnxfSVafidarpW0mVPb3VrlY9tbq+ji5kZWrTyWP680KaAjy95e/hKa8K7upZr7G8KrgrIytT2cYoMrDWpRWaJOu2cTnHzWGrcKnZqsItjeTePEIm/bx0PkMm/bwaVgnSq1Wv1+s2m9IzL8rdzU0ebhWUmZ1lNWkBAAAAAAAAAAAAAACUBZqbXEi3bt00btw4SVJMTIzd5qbs7GzNmDFDkhQQEKDo6OirmuO1qoJbBVXy9NbD9W/W2qSDemvzKh1LPavudRur940R1u3nso1RlsmWm80m7wrualIlSBVsNmUbI5ukcxcvKPVihgK8fBTg6W3Fz2lqKkpOk5PNx1vyubR/7vYlH3cPa5vGJgAAAAAAAAAAAAAAUNZobnIhLVq0UOvWrbV69WpNnTpV/fr10x133JFnzrvvvqudO3dKkoYOHSoPDw97oXAF5KymdEfQDWpdo44ys7OUlpkpz/9rOLqYnSUPtwpys/1fA5LNJvf/a1qq8H//vd63YhlkDgAAAAAAAAAAAAAAUDZobnIxH3zwgVq2bKn09HS1b99eL730kqKjo5Wenq5Zs2bpk08+kSSFhYVp+PDhZZzttSmnycndrYIqef5vdSQPVkoCAAAAAAAAAAAAAADIg+YmF9OsWTPNnj1bjz76qM6ePauXXnop35ywsDB9//33qliRVYAAAAAAAAAAAAAAAADgvNzKOgGUvs6dO2vLli167rnnFBYWJl9fXwUEBCgyMlJvvfWWNm7cqNDQ0LJOEwAAAAAAAAAAAAAAACiUzRhjyjoJuIbDhw8rODhYknTo0CHVrl27jDMCAAAAAAAAAABlhd8bAAAAoDSwchMAAAAAAAAAAAAAAAAAp0RzEwAAAAAAAAAAAAAAAACnRHMTAAAAAAAAAAAAAAAAAKdEcxMAAAAAAAAAAAAAAAAAp0RzEwAAAAAAAAAAAAAAAACnRHMTAAAAAAAAAAAAAAAAAKdEcxMAAAAAAAAAAAAAAAAAp0RzEwAAAAAAAAAAAAAAAACnRHMTAAAAAAAAAAAAAAAAAKdEcxMAAAAAAAAAAAAAAAAAp0RzEwAAAAAAAAAAAAAAAACnRHMTAAAAAAAAAAAAAAAAAKdEcxMAAAAAAAAAAAAAAAAAp0RzEwAAAAAAAAAAAAAAAACnRHMTAAAAAAAAAAAAAAAAAKdEcxMAAAAAAAAAAAAAAAAAp0RzEwAAAAAAAAAAAAAAAACnRHMTAAAAAAAAAAAAAAAAAKdEcxMAAAAAAAAAAAAAAAAAp0RzEwAAAAAAAAAAAAAAAACnRHMTAAAAAAAAAAAAAAAAAKdEcxMAAAAAAAAAAAAAAAAAp0RzEwAAAAAAAAAAAAAAAACnRHMTAAAAAAAAAAAAAAAAAKdEcxMAAAAAAAAAAAAAAAAAp0RzEwAAAAAAAAAAAAAAAACnRHMTAAAAAAAAAAAAAAAAAKfkXtYJwHVkZmZa28eOHSvDTAAAAAAAAAAAQFnL/buC3L9DAAAAAIqD5iaUmuTkZGu7RYsWZZgJAAAAAAAAAABwJsnJyapTp05ZpwEAAIByiNvSAQAAAAAAAAAAAAAAAHBKNmOMKesk4BrOnz+vrVu3SpICAwPl7u6aC4MdO3bMWpkqMTFRNWrUKOOMAFxt1AEA1AEA1AEA1AEA1AGgaJmZmdZdHyIiIuTt7V3GGQEAAKA8cs3uE5QJb29vNW/evKzTuKpq1Kih2rVrl3UaAMoQdQAAdQAAdQAAdQAAdQAoGLeiAwAAQElxWzoAAAAAAAAAAAAAAAAATonmJgAAAAAAAAAAAAAAAABOieYmAAAAAAAAAAAAAAAAAE6J5iYAAAAAAAAAAAAAAAAATonmJgAAAAAAAAAAAAAAAABOieYmAAAAAAAAAAAAAAAAAE6J5iYAAAAAAAAAAAAAAAAATslmjDFlnQQAAAAAAAAAAAAAAAAA/B0rNwEAAAAAAAAAAAAAAABwSjQ3AQAAAAAAAAAAAAAAAHBKNDcBAAAAAAAAAAAAAAAAcEo0NwEAAAAAAAAAAAAAAABwSjQ3AQAAAAAAAAAAAAAAAHBKNDcBAAAAAAAAAAAAAAAAcEo0NwEAAAAAAAAAAAAAAABwSjQ3AQAAAAAAAAAAAAAAAHBKNDcBAAAAAAAAAAAAAAAAcEo0NwEAAAAAAAAAAAAAAABwSjQ3AQAAAAAAAAAAAAAAAHBKNDcBxfDHH39oxIgRCg8Pl5+fn6pUqaIWLVronXfeUVpaWlmnB7iUEydO6LvvvtMrr7yiDh06qFq1arLZbLLZbOrfv3+x4y1dulQ9evRQ7dq15eXlpdq1a6tHjx5aunSpwzHS0tI0fvx4tWjRQlWqVJG/v7/Cw8M1YsQI/fHHHw7H2b59uwYPHqzQ0FD5+PgoMDBQbdq00ZQpU5SZmelwnFmzZunee+9VjRo15O3trTp16qhPnz5at26dwzEAZ/brr79q7Nix6tChg4KDg+Xl5SV/f3+FhYWpf//+Wr16dbHiUQeA8uXs2bOaNWuWhg8frrZt2yo0NFSVK1eWp6enqlevrqioKL399ts6deqUQ/GoAYBref75561/H9hsNq1YsaLIfagDQPmU+1ov7BEVFVVkLOoAAAAAAJRTBoBDvvvuO1O5cmUjye6jQYMGZt++fWWdJuAyCrrWJJl+/fo5HCc7O9sMGjSo0HiDBg0y2dnZhcbZu3evadCgQYExKleubL7//vsi8/nss8+Ml5dXgXFuv/12c/LkyUJjpKenm/vvv7/AGG5ubua1115z+D0CnFGbNm0KvW5zHn369DEXLlwoNBZ1ACifYmNjHaoD1apVM0uXLi0wDjUAcD2bNm0y7u7uec77uLi4AudTB4DyzZH/H5Bk2rZtW2AM6gAAAAAAlG80NwEO2LRpk/H19TWSjL+/vxkzZoyJj483y5cvN48//rj1oUHDhg3NuXPnyjpdwCXk/kAuODjYtG/f3vq5OM1NL730krVfs2bNzMyZM01iYqKZOXOmadasmTX28ssvFxjj3LlzpmHDhtbcxx9/3CxfvtzEx8ebMWPGGH9/fyPJ+Pr6ms2bNxcYZ+nSpcbNzc1IMkFBQebDDz80P//8s1myZInp0aOHFb9NmzYmKyurwDgPP/ywNTc6Otp8++23JjEx0UydOtXceOON1tinn37q8PsEOJucc7lmzZpm6NCh5ptvvjGJiYkmISHBvPfee6ZWrVrWuf7QQw8VGos6AJRPsbGxJjg42PTt29d88MEHZv78+SYhIcGsXbvWzJ492/Tq1ctUqFDBSDKenp4FXnvUAMC1ZGVlmebNmxtJpnr16g41N1EHgPIt53weMmSI2bp1a4GP/fv3FxiDOgAAAAAA5RvNTYADoqKijCTj7u5u4uPj842//fbb1gcGr776ahlkCLieV155xSxevNgkJSUZY4w5cOBAsZub9uzZY32jOzIy0qSlpeUZT01NNZGRkdb1vXfvXrtxRo0aZR377bffzjceHx9vHSc6OtpujIsXL5rQ0FAjyVSqVMnusZ588knrONOnT7cbZ8WKFdaczp07m8zMzDzjycnJ5oYbbjCSzHXXXWdOnz5tNw7g7Dp16mRmz56d7xzPkZycbMLCwqzrYdWqVXbnUQeoAyi/Crr+c1uwYIF1PfTo0SPfODWAGgDX8/777xtJJjw83Lz44otFNjdRB6gDKP9yzvdRo0Zd1v7UAeoAAAAAgPKP5iagCImJidaHBU888YTdOVlZWSY8PNz6wCAjI+MqZwm4vstpbsr9gWBCQoLdOQkJCdacp59+Ot94RkaGCQgIsH6BUtC3Jp944gkrzoYNG/KNz5kzxxofN26c3RipqanmuuuuM5JMkyZN7M7p2LGjkWQqVKhgDh06ZHfOzJkzrWO98847ducArmDx4sXWuf7ss8/anUMdoA7A9eWsoFCtWrV8Y9QAagBcyx9//GGtjLJixYo8jQYFNTdRB6gDKP9K2txEHaAOAAAAACj/3ASgUN9++621PWDAALtz3Nzc1LdvX0nS6dOntWLFiquQGYDCGGO0cOFCSVLDhg11++232513++23q0GDBpIuXe/GmDzjK1as0JkzZyRJ/fr1k5ub/b86+/fvb23Pnz8/33juWpJ7bm6+vr7q3bu3JGnbtm3as2dPnvGUlBQtX75cknTPPfeodu3aduP06NFDlSpVKjAXwFVERUVZ2/v27cs3Th2gDuDa4OfnJ0k6f/58nuepAdQAuJ4nn3xSKSkp6tevn9q2bVvkfOoAdQCgDlAHAAAAALgGmpuAIqxevVrSpV+a3HrrrQXOy/3B6po1a654XgAKd+DAAR05ckSSivzFR8744cOH9fvvv+cZy6kBRcWJjIy0frlqrwbkxGnQoIGuv/76InOxFycxMVEXLlwoMhdPT0/rA9vExERdvHixwLlAeZaRkWFt2/vlAnWAOgDXt3PnTm3atEnSpV9Y5kYNoAbAtcyZM0ffffedqlSpovHjxzu0D3WAOgBQB6gDAAAAAFwDzU1AEXbu3ClJCg0Nlbu7e4Hzcv8yJWcfAGUn93X49192/l1h16+jcdzd3XXjjTfajZGSkqLDhw9ftVxyj2dmZub7lifgKlauXGlt27smqAPUAbimtLQ07dmzR++9956io6OVlZUlSRo6dGieedQAagBcx5kzZ6xr/K233lJgYKBD+1EHqANwLXPnzlWDBg3k4+OjihUrqn79+urXr5/i4uIK3Ic6QB0AAAAA4BpobgIKcf78eZ08eVKSClziOcd1111nfTPr0KFDVzw3AIXLfR0Wdf0GBwfb3S/3z35+fgoICHAoTnJysvUtSunStz5zlrQvjVxKGgdwBdnZ2XrzzTetn3Nu25AbdYA6ANcxbdo02Ww22Ww2+fn5KSwsTMOHD9fx48clSSNGjNAjjzySZx9qADUAruP5559XUlKS7rzzTg0cONDh/agD1AG4lh07dmj37t06f/68UlJStHfvXs2YMUPt2rVT9+7d9ddff+XbhzpAHQAAAADgGgpehgaAzp07Z237+/sXOd/Pz0+pqalKSUm5kmkBcEBxrt+cxkRJ+a7fnDiO1oDccby8vK5ILiWNA7iC999/X4mJiZKk7t27KzIyMt8c6gB1AK7v5ptv1uTJk3XbbbflG6MGUAPgGtasWaPPPvtM7u7umjx5smw2m8P7UgeoA3ANvr6+6tKli+666y41bNhQ/v7+Sk5O1sqVKzV58mSdOnVK3377rbp27arY2Fh5eHhY+1IHqAMAAAAAXAPNTUAhzp8/b217enoWOT/nw4r09PQrlhMAxxTn+s25dqX8129OnOLUgL/HKe1cShoHKO9WrlypF154QZJUvXp1ffzxx3bnUQeoA3Ad3bp1s5oY09PTtW/fPs2ZM0cLFizQI488ogkTJuj+++/Psw81gBqA8i8jI0ODBg2SMUbPPfecIiIiirU/dYA6ANdw5MgRu6sl3XPPPXrmmWfUoUMHbdy4UStXrtTHH3+sZ5991ppDHaAOAAAAAHAN3JYOKIS3t7e1nZGRUeT8nKWmfXx8rlhOABxTnOs39zLxf79+c+IUpwb8PU5p51LSOEB5tn37dnXv3l2ZmZny8vLSnDlzFBQUZHcudYA6ANcREBCgJk2aqEmTJmrevLkefPBBzZ8/XzNmzND+/fvVtWtXTZs2Lc8+1ABqAMq/sWPHaufOnbrhhhs0atSoYu9PHaAOwDUUdhu4oKAgffPNN1aTz0cffZRnnDpAHQAAAADgGmhuAgpRsWJFa9uRpZtTU1MlObZENYArqzjXb861K+W/fnPiFKcG/D1OaedS0jhAeXXgwAG1b99ep0+fVoUKFTRz5ky1bdu2wPnUAeoAXF+fPn3Uq1cvZWdn6+mnn9bp06etMWoANQDl22+//aZx48ZJutSskPvWSo6iDlAHcG2oV6+e7rnnHknS3r17dfToUWuMOkAdAAAAAOAaaG4CCuHt7a1q1apJkg4fPlzo3NOnT1sfGAQHB1/x3AAUrnbt2tZ2UdfvoUOHrO2/X785cVJTU3XmzBmH4gQGBuZZ+r20cylpHKA8Onr0qO6++24dPXpUNptNn3/+ubp3717oPtQB6gCuDV27dpV06RpdsmSJ9Tw1gBqA8u39999XRkaG6tWrp7S0NM2aNSvfY9u2bdb8n376yXo+59/m1AHqAK4djRo1sraPHDlibVMHqAMAAAAAXAPNTUARwsPDJV365ldmZmaB83777bd8+wAoO7k/2Mx9fdpT2PXraJzMzEzt27fPbgx/f3/rQ8SrkUvucXd3d4WGhhY6F3B2J0+e1D333KP9+/dLurR6Q9++fYvcjzpAHcC1ITAw0No+ePCgtU0NoAagfMu5ldL+/fv10EMP2X3MmzfPmv/6669bzycnJ0uiDlAHcC0xxth9njpAHQAAAADgGmhuAorQqlUrSZe+mfXLL78UOG/lypXWdsuWLa94XgAKV7duXdWsWVNS3uvTnlWrVkmSatWqpTp16uQZy6kBRcXZsGGD9Q1xezUgJ86uXbuUlJRUYJzCaknz5s3l6elZZC4ZGRlat25dvn2A8uivv/7Svffeqx07dkiS3nzzTT311FMO7UsdoA7g2pB7dYbct1uhBlADAOoAdQDXjpx/L0iyrnuJOkAdAAAAAOAqaG4CitCtWzdrOyYmxu6c7OxszZgxQ5IUEBCg6Ojoq5EagELYbDbrNjW//fab9YHe361bt876JmPXrl1ls9nyjEdFRaly5cqSpOnTpxf4bdBp06ZZ2/ZulZW7luSem1taWprmzJkj6dI3McPCwvKMV6xYUXfddZckadmyZQUuPz9//nydPXu2wFyA8iItLU2dOnXSr7/+Kkl6+eWX9Z///Mfh/akD1AFcG+bOnWttR0REWNvUAGoAyrdp06bJGFPoY9SoUdb8uLg46/mcpgTqAHUA14b9+/crNjZWklSvXj3VqlXLGqMOUAcAAAAAuAgDoEitW7c2koy7u7uJj4/PN/72228bSUaSGTVq1NVPELgGHDhwwLrO+vXr59A+u3btMu7u7kaSiYyMNGlpaXnG09LSTGRkpHV97969226c//73v9ax33777Xzj8fHx1nHatm1rN0ZGRoa58cYbjSRTqVIls3fv3nxznnzySes4MTExduMsX77cmtOlSxeTmZmZZzw5OdnccMMNRpIJCAgwf/75p904gLO7cOGCad++vXW+Dx069LLiUAeoAyi/YmJiTHp6eqFz3nvvPet6qFOnjrl48WKecWoANQCubdSoUdb1EBcXZ3cOdYA6gPJt0aJF+f5+zy0pKck0a9bMuibefffdfHOoA9QBAAAAAOUfzU2AA3799Vfj4+NjJBl/f38zduxYk5CQYH766SczaNAg68OEsLAwc/bs2bJOF3AJq1evNjExMdZj/Pjx1rXWsmXLPGMFfdhnjDEvvPCCtV+zZs3MrFmzzPr1682sWbPyfAD64osvFhjj7NmzJiwszJo7aNAg89NPP5mEhAQzduxY4+/vbyQZHx8fs3HjxgLjfP/998bNzc1IMkFBQeajjz4yP//8s1m6dKnp2bOnFb9Vq1b5PpjM7cEHH7TmRkdHm4ULF5r169ebzz//3PqQVJKZPHmyI2814JR69Ohhncvt2rUzW7ZsMVu3bi3wsWvXrgJjUQeA8ikkJMRUqVLFPP7442b69OlmzZo1ZtOmTWb16tVm0qRJpmXLlta57unpaWJjY+3GoQYArsuR5iZjqANAeRYSEmJq1qxpnnnmGfP111+b+Ph4s3HjRhMbG2tefvllU7Vq1TzXzfnz5+3GoQ4AAAAAQPlGcxPgoEWLFplKlSpZHwz8/REWFmb27NlT1mkCLqNfv34FXm/2HgXJysoy//znPwvdd+DAgSYrK6vQfPbs2WPq169fYIxKlSqZxYsXF/m6PvnkE+Pp6VlgnBYtWpjk5ORCY6SlpZmOHTsWGMPNzY1V5FDuFef6l2RCQkIKjEUdAMqnkJAQh67/2rVrm//3//5fgXGoAYDrcrS5iToAlF+O/v9Az549zenTpwuMQx0AAAAAgPLNZkwBNwgHkM/Bgwf1wQcf6Pvvv9fhw4fl6emp0NBQ9erVS08//bR8fX3LOkXAZfTv31/Tp093eH5Rf5398MMP+uSTT7R+/XqdPHlS1apVU/PmzfXEE0+oQ4cODh0jNTVVEydO1Ny5c7V3715lZGQoODhYHTt21NChQxUSEuJQnG3btunDDz/U8uXLdfToUfn5+Sk8PFyPPPKIHnvsMbm7uzsU5+uvv9a0adO0efNmnTlzRkFBQWrdurWefvpp3XHHHQ7FAJyVzWYr1vyQkBD9/vvvhc6hDgDly759+7Rs2TLFxcVp586dOn78uE6dOiVvb28FBQXp5ptv1v3336/evXs79P/h1ADA9YwePVqvvvqqJCkuLk5RUVGFzqcOAOXPypUrtXLlSiUkJGj//v06efKkzp49K39/fwUHB+vOO+9Uv379HD7fqQMAAAAAUD7R3AQAAAAAAAAAAAAAAADAKbmVdQIAAAAAAAAAAAAAAAAAYA/NTQAAAAAAAAAAAAAAAACcEs1NAAAAAAAAAAAAAAAAAJwSzU0AAAAAAAAAAAAAAAAAnBLNTQAAAAAAAAAAAAAAAACcEs1NAAAAAAAAAAAAAAAAAJwSzU0AAAAAAAAAAAAAAAAAnBLNTQAAAAAAAAAAAAAAAACcEs1NAAAAAAAAAAAAAAAAAJwSzU0AAAAAAAAAAAAAAAAAnBLNTQAAAAAAAAAAAAAAAACcEs1NAAAAAAAAAAAAAAAAAJwSzU0AAAAAAAAAAAAAAAAAnBLNTQAAAAAAAAAAAAAAAACcEs1NAAAAAAAAAAAAAAAAAJwSzU0AAAAAAAAAAAAAAAAAnBLNTQAAAABQhlauXCmbzabAwEClpKQ4tM/o0aNVp06dK5sYnM7o0aNls9lks9nKOhUdPnxYXl5e8vT01O7du8s6HQAAAAAAAAAujOYmAAAAAFdVdna2vv32Ww0ZMkRNmzZVUFCQPD09ValSJdWrV09du3bVm2++WWTDRFRUlNXokfvh6+urGjVqqHHjxvrHP/6h8ePHO9x8MW3aNLsxbTab/Pz8VLduXfXs2VOzZ89WVlZWqbwXQ4cOlSQNHz5c/v7+JY4JXA21a9fWgAEDdPHiRQ0fPrys0wEAAAAAAADgwmhuAgAAAHDV/PDDD2rcuLG6d++uyZMna8uWLTpx4oQuXryoc+fO6cCBA1q0aJFefPFFNWjQQFFRUYqPjy/WMdLT05WUlKQdO3Zozpw5ev7559WwYUPddddd2rx582XnnpaWpt9//13z58/Xgw8+qFatWun48eOXHU+SZs+erc2bN6tq1ap6+umnSxQLyGn4i4qKuirHe/HFF+Xh4aHvvvtOCQkJV+WYAAAAAAAAAK49NDcBAAAAuCreeust3X///frtt98kSS1bttSbb76pH3/8URs2bNCaNWs0b948DRs2TA0aNJB06ZZtr732WpGxt27daj02btyouLg4ffHFF3rqqad0/fXXyxijn376SS1atNAnn3ziUL5vvPFGnrjx8fF6//33FRwcLElat26dunfvLmPMZb4j0pgxYyRJTzzxhEOrNhljdPToUZ06dUoXL17UoUOHlJGRcdnHR/kyevRoGWNKdM6VppCQEPXs2VPSpesFAAAAAAAAAK4Em3GWT0UBAAAAuKwZM2aoX79+kqRq1arpq6++Uvv27Qucb4zR4sWL9eKLLyo4OFhLly7NNycqKkorV6605hfkwoUL+uCDD/Tyyy8rMzNTbm5uWrhwoe6///58c6dNm6YBAwZIkmJiYtS/f/98c06ePKkWLVrowIEDkqTFixfbjVWU2NhY6z3YsWOHwsPDC5x79OhRjRo1SvPmzdPp06fzjQcHB+vuu+/W4MGD1aJFi2LnAteQc020bdtWK1asuCrHXLx4sbp06SKbzabffvtNYWFhV+W4AAAAAAAAAK4drNwEAAAA4Io6cuSIBg8eLEny8/PTqlWrCm1skiSbzaYuXbrol19+0cCBA0t0fC8vLz3//PP68ssvJUnZ2dl6/PHHdf78+cuKV61aNb300kvWz0uWLLmsOFOnTpUk3XLLLYU2Nu3evVs333yzPvvsM6uxyWaz5Zlz6NAhxcTEaNGiRZeVC3C57rvvPlWtWlXGGMXExJR1OgAAAAAAAABcEM1NAAAAAK6o9957T+np6ZIu3bqqsEaev/P29lavXr1KJY9//OMfVqykpKQSNWLcfvvt1vbBgweLvf/58+etRqSc23oVZPDgwUpOTpYkPfbYY9qyZYtGjhypkJAQpaSkaPv27ZoyZYratm2br+mpOPr37y+bzaY6depIutSUNmzYMIWFhcnX11eBgYHq2LGjw81caWlpmjBhgqKjoxUUFCRPT09Vr15d7du3V0xMjLKysgrct06dOrLZbNbKWb/88ov69++vunXrysvLq0Svc+3atXrsscfUoEEDVapUSf7+/mrYsKG6deumGTNm6OzZs/n2OXbsmCZNmqQHHnhA9evXl5+fn7y8vFSrVi117dpVs2fPVnZ2doHHXLFihWw2m2w2m1asWKHs7Gx9+umnuvPOO1WlShX5+fmpadOmGjt2rHWt2DN69GgrTm45f3Y5K5mtXLnSmpfzyPlzzZGamqrZs2frscce080336zKlSvLw8NDgYGBatu2rd555x2lpKQU+X56eHioc+fOkqTZs2cXOR8AAAAAAAAAisu9rBMAAAAA4LqMMZoxY4Ykyd/fv8SrMJXUc889p7lz50qSFixYoCFDhlxWHHf3//1TqrAmnYL8/PPPVhNL7kapv0tKSlJcXJwkacCAAfr0008lSfPmzZN0aSWsRo0aqVGjRho0aJDOnTtX7Fzs2bBhgzp16qQTJ05Yz6Wnp2vJkiVasmSJhg4dqgkTJhS4//r169W9e3cdOXIkz/PJycmKjY1VbGysJk+erEWLFikoKKjQXCZPnqxnnnlGmZmZJXpN6enpGjhwoGbOnJlvbNeuXdq1a5cWLlyoUaNGafTo0dZYVlaWateubbd56ejRo1q0aJEWLVqkqVOnav78+fL39y80j4yMDHXq1CnfrRa3bNmiLVu26Msvv9Ty5ctVo0aNy3uhDurUqZPVDJXbyZMntWrVKq1atUqTJk3SDz/8oIYNGxYa6/bbb9e0adN04MAB/fHHH7rhhhuuVNoAAAAAAAAArkE0NwEAAAC4YrZv366TJ09Kklq3bq2KFSuWaT633XabKlasqHPnzikhIUGZmZl5GpUctWXLFmu7Zs2axd5/9erVki7dXu7WW28tcN6BAwes7a5duxYZtzTe37S0NPXq1Ut//fWXXnjhBXXs2FFeXl76+eefNW7cOB07dkwffPCBbrjhBg0bNizf/lu3blV0dLRSU1NVvXp1DRkyRK1bt1bVqlV14sQJLVq0SFOmTFFiYqK6du2q1atXy8PDw24u69ev15dffqng4GCNGDFCt956q7Kysqz3z1HZ2dnq2rWrYmNjJUn169fXk08+qcjISPn6+urYsWOKj4/XnDlz8u1rjJEktWvXTh06dFBERIQCAwN17tw57d+/X59++qkSEhIUGxurp556StOnTy80l5EjR2r9+vVq3769hgwZouDgYB06dEiTJk1SbGysdu7cqU6dOikxMdHhc3PMmDEaMWKEBgwYoA0bNigyMjLfymSenp55fs7MzFRERIS6dOmiyMhI1axZU8YYHTx4UAsWLNCcOXN04MABdevWTZs2bZK3t3eBx2/RooW1vXr1aj3yyCMO5Q0AAAAAAAAAjqC5CQAAAMAVk7sJ6JZbbinDTC5xc3NT06ZNtWbNGqWkpOjYsWMKDg4uVoyMjAy988471s9RUVHFziM+Pl6SVK9ePVWuXLnAeT4+PtZ27lWUrqTk5GSdOXNGy5YtU5s2baznW7RooZ49e+q2227T4cOH9d///lePPvqoqlevbs0xxujRRx9VamqqmjZtqmXLlqlatWp54rdv317333+/OnXqpJ9//lkzZswocEWvHTt2KCIiQqtWrVJAQID1fMuWLYv1mj766COrsal79+6aOXOmvLy88szp1KmTXn/9dSUlJeV5vkKFCtq1a5dCQ0PzxW3btq0GDBigUaNG6bXXXtMXX3yhkSNHqn79+gXmsn79eg0aNEhTpkyxnrv11lvVrVs3PfbYY5o6dao2btyoKVOm6KmnnnLo9dWqVUu1atWSn5+fpEsrejVp0qTQfWJiYuzmedttt6l3794aOHCg7r33Xu3atUtfffVVoauuRUREyMPDQxcvXlR8fDzNTQAAAAAAAABKlVtZJwAAAADAdeWs2iRJgYGBhc7dvn27tm3bZveRmppaajlVrVrV2j59+rTD+6WkpGj58uVq166d1q9fL0kKCQlR7969i53D4cOHJSlPY5A9jRs3tpp6Xn/9de3YsaPYx7ocTzzxRJ7Gphw1a9bUu+++K+nSCk9/X6Xo+++/txraZsyYka+xKcd9992nBx54QJLyrTD0dxMnTszT2FRc2dnZGj9+vKRLTUAzZszI19iUw83NLd9KXDabzW5jU26vvPKKqlWrJmOMFi1aVOjcoKAgvf/++3bHJkyYYF0nkyZNKjROSRXWgCVJd999t7p06SJJ+vbbbwud6+7uripVqkj637kNAAAAAAAAAKWFlZsAAAAAXDHnzp2ztv39/Qud27RpU2VlZdkdi4uLu6wVkuzJnUfu/P5uwIABGjBgQIHjQUFBWrRoUYGNMoVJTk6WJF133XWFzvPw8NBrr72mZ599VocOHdJNN92kqKgopaWl6cKFCzp69Ohl3RavKIW97u7duysgIMBa3enf//63NbZw4UJJUoMGDXTTTTcVeow2bdpozpw5Wr9+vbKyslShQoV8c4KDg9W6devLfBWXbNq0SUeOHJEkPf7440Weh0XJzs5WUlKSzp07p4sXL1rP165dWydPntTmzZsL3b93797y9fW1O+bv76/evXtr4sSJ2rFjh44dO6YaNWqUKF9H5azYdeHCBeu5nEarol6TJFWpUkXHjx+3zm0AAAAAAAAAKC00NwEAAAC4YipWrGhtl+bqSyWRu6GpUqVKxd4/NDRUvXr10vDhw/OsAlUcf/75p6Sim5sk6ZlnnpG7u7tefvllnT59WsuXL7fGatWqpbp166p3794aOnRoqTTCeHp6FtqY5OHhoWbNmikuLk7btm3LM7ZhwwZJ0q5du2Sz2Rw6XkZGhv7880+7K3sV1SDliI0bN1rb9lajcoQxRl999ZWmTp2qn3/+Wenp6QXOzb1amT3NmzcvdLxFixaaOHGiJGnbtm1XtLlp7dq1+vDDD7Vs2TLrnLSnqNck/e9cPnXqVKnlBwAAAAAAAAASt6UDAAAAcAXlbv4pakWXzMxMGWOsx6hRo65ITrkbNXJupWXPG2+8oa1bt2rr1q3atm2b9u3bp7Nnz2rPnj0aO3bsZTc2SZK3t7ckFdokk9uQIUP0xx9/aMaMGerTp0+e1ZoOHDigt956Sw0bNtTixYsvO6ccVapUkbt74d+DCQoKkqR8DTEnTpy4rGOmpaXZfd6R5q+i5P7zvpxGofPnz6tTp07q06ePVqxYUeSfWVHjRd2KMOe9lfK/v6Vp9OjRatWqlebMmVPkcRw5T3Pm+Pj4lEp+AAAAAAAAAJCD5iYAAAAAV0zTpk2t7V9//bUMM7kkOztbW7ZskXRp1abrr7++wLm1atVSkyZN1KRJEzVu3Fj16tXLsxJVSeSsUlSc5hV/f3/16dNHM2bM0OOPP65atWpp0aJF6tOnj9zc3HT27Fn16tVLe/fuLVFujqy4ZIyx+3zObQVbtmxpNYY58ijo1nr2blVXEo6uJpXbmDFjtGTJEklS27ZtNWfOHO3du1cpKSnKysqymvFybp9X0HvjaA5F7V8ali9frldffVWSVK9ePU2aNElbtmzRmTNn8jQZ/ve//3U4Zs65bG8FLgAAAAAAAAAoCW5LBwAAAOCKady4sapWrapTp05p9erVSk1NlZ+fX5nlk5CQoJSUFEnSHXfcUerNM44KDAzUvn37dPr06cuO4e7urs6dO6tz587q1q2bevbsqQsXLuiTTz7R22+/fdlxT506paysrELfm5wVmv6+8lXVqlV1/PhxJScnq0mTJpedQ2mqVq2atX306FE1aNDA4X2NMfrss88kSa1atdJPP/0kNzf73xFy9M/y+PHjhY7nXv2qsJXFSuLTTz+VJAUEBCghIaHA1aSKc37mzKW5CQAAAAAAAEBpY+UmAAAAAFeMzWZT3759JUnnzp3TtGnTyjSfCRMmWNvdu3cvszwiIiIkSfv27VN2dnaJ4/Xo0UOhoaGSpG3btpUoVkZGhjZv3lzgeGZmpjZt2iRJ+RqYmjVrJknavXu3Dh48WKI8Ssstt9xiba9atapY+/75559KSkqSJPXu3bvAxqaUlBTt2rXLoZjr1693eLy4DWKOrky1fft2SVK7du0KvU3ehg0bHIp34sQJnT17VtL/zm0AAAAAAAAAKC00NwEAAAC4ooYNGyYfHx9J0ksvvVTi26ZdrlmzZumbb76RJNWoUUP9+/cvkzwkWbcwS0lJ0c6dO0slpoeHh6RLKzqV1PTp0wscW7BggbVKz913351nrEuXLtZ2SVaPKk1NmzZVcHCwJOmzzz6zVu5yRGZmprWdlpZW4LypU6fq4sWLDsWcO3eu0tPT7Y6lpqZqzpw5kqRGjRqpRo0aDucqSd7e3pKkCxcuFDov53UV9po2bdqkdevWOXTcxMREazvn3AYAAAAAAACA0kJzEwAAAIArqnbt2po4caIk6ezZs2rdurVWrFhR5H4luWVbbhcuXND48ePVp08fSZKbm5umTp0qLy+vUol/OXI3gORuDPm7HTt2aMGCBUXGW7lypbVyUGmsnPPxxx9rzZo1+Z5PSkrSiBEjJEm+vr7q169fnvGePXsqPDzcijF16tRCj7Nt2zYtXry4xPkWxs3NTf/+978lSYcPH1bfvn2VkZFhd252draOHj1q/RwYGKiAgABJl5rj7O23fv16jRw50uF8kpKSNHz4cLtjw4YNs25LN2TIEIdj5shphtq/f7+MMQXOq1+/viRpzZo12r9/f77x5ORkPfroow4fN+cc9vLyUvPmzYuTMgAAAAAAAAAUqeRf6QUAAACAIgwYMEBHjhzRK6+8oqSkJEVHR6tNmzbq0qWLbrrpJlWtWlXGGJ04cUKbN2/WggUL8jT95Kz8VJDct2LLysrSmTNndPjwYa1bt07ffPONdWsxLy8vTZw4UR06dLgyL9RBderUUaNGjbRjxw4tX75cAwYMsDvvxIkT6tGjhyIiItS/f39FR0erQYMGkiRjjLZt26Z58+Zp/Pjxys7Olqenp/75z3+WKLfAwED5+vrqnnvu0XPPPaeOHTvKy8tLiYmJGjt2rNX88/rrr+e7pVmFChU0e/Zs3XnnnUpJSdFjjz2muXPn6uGHH1aDBg3k4eGhEydOaOPGjfruu+8UHx+v4cOHq3PnziXKuShPPfWUFi9erNjYWC1YsEARERF68sknFRkZKV9fXyUlJWndunWaOXOmHn74YY0ePVrSpcaoRx55RBMnTtSmTZvUunVrPffccwoNDdVff/2lH374QZMmTZK/v79q1qyp3bt3F5lLZGSkPv74Yx04cECDBw9WcHCwDh06pI8//lg//vijpEu39xs8eHCxX+edd96pmJgYnThxQsOGDdOjjz6qypUrS7q0sldISIgkqW/fvlq8eLFSUlLUtm1b/ec//9Gtt94qY4zi4+P13nvvKSkpSXfccYcSEhKKPO7y5cslXVrJqyybBgEAAAAAAAC4JpqbAAAAAFwVI0eOVNOmTTV8+HDt2bNHq1at0qpVqwrdp2XLlnrrrbd02223FTqvqNWKbDab2rVrp/fee0833XRTsXO/Evr06aMXX3xRCxcuVFpamnx9ffPNqVSpknx8fLR169Y8q/3YbDYZY/K8bk9PT02bNk033nhjifLy9fXVN998ow4dOmjcuHEaN25cvjnPPvushg0bZnf/iIgIrV27Vg888ID27NmjH3/80WrasadSpUolytcRbm5u+vbbb9WvXz9988032r17t/71r385tO+YMWO0du1abdq0SYmJiXrooYfyjFepUkXz5s3TK6+84lBz05gxY/Tuu+9q6dKlWrp0ab7xhg0b6rvvvrus2ws++OCDGjdunPbv368JEyZowoQJ1lhISIh+//13SdIDDzygAQMGKCYmRocPH9YzzzyTJ06FChX0/vvv6/Tp00U2Nx08eNCaU5zVngAAAAAAAADAUdyWDgAAAMBV07lzZ+3cuVPz58/XoEGDFBERocDAQLm7u6tixYoKCQlRx44dNXr0aG3fvl1r1qxRy5Yti3UMb29vBQUFKTw8XL1799b48eO1a9cuLVu2zGkamyRp4MCB8vb2VkpKihYuXGh3zi233KJjx44pJiZGDz/8sBo1aqSKFSta497e3qpfv74GDRqkjRs35mu8uVyRkZH69ddf9eyzz+rGG2+Ut7e3qlatqvvuu08//PCDPvjgg0L3v+mmm7Rjxw5Nnz5d3bp1U3BwsLy9veXp6akaNWooKipKI0eO1C+//KJXXnmlVHIuiq+vr+bOnauffvpJffr0Ud26deXj46OKFSuqYcOG6tGjh77++mvrFnY5KleurLVr1+r1119XRESEvL295e/vr/DwcI0YMUKbN29WmzZtHM7D09NTS5Ys0aRJk3T77bcrICBAvr6+ioiI0BtvvKFff/1VNWvWvKzX6O/vr/j4eA0dOlTh4eF2G+ZyfP755/riiy/UunVrVaxYUV5eXgoJCVGfPn2sGI74+uuvZYxRUFCQevTocVl5AwAAAAAAAEBhbMYYU9ZJAAAAAMC1aPDgwZoyZYruuusuLVu2zOH9Ro8erWnTplkr8ZSG/v37a/r06XlW+EHpWLFihaKjoyVJcXFxioqKKtuESkl2drbCw8O1e/dujRkzRi+99FJZpwQAAAAAAADABbFyEwAAAACUkZdfflmenp5avnx5kbf/ApzN7NmztXv3blWtWjXfre0AAAAAAAAAoLTQ3AQAAAAAZSQ4OFj/+te/JEmvvvpq2SYDFIMxRmPGjJF0aSWx3LdLBAAAAAAAAIDS5F7WCQAAAADAtWzkyJHy9fWVJKWkpMjf37+MMwKKduzYMT3wwAN6+OGHNWTIkLJOBwAAAAAAAIALsxljTFknAQAAAAAoW/3799f06dMVEhKi33//vazTcSkrVqxQdHS0JCkuLk5RUVFlmxAAAAAAAAAAlCPclg4AAAAAAAAAAAAAAACAU2LlJgAAAAAAAAAAAAAAAABOiZWbAAAAAAAAAAAAAAAAADglmpsAAAAAAAAAAAAAAAAAOCWamwAAAAAAAAAAAAAAAAA4JZqbAAAAAAAAAAAAAAAAADglmpsAAAAAAAAAAAAAAAAAOCWamwAAAAAAAAAAAAAAAAA4JZqbAAAAAAAAAAAAAAAAADglmpsAAAAAAAAAAAAAAAAAOCWamwAAAAAAAAAAAAAAAAA4JZqbAAAAAAAAAAAAAAAAADglmpsAAAAAAAAAAAAAAAAAOCWamwAAAAAAAAAAAAAAAAA4JZqbAAAAAAAAAAAAAAAAADglmpsAAAAAAAAAAAAAAAAAOCWamwAAAAAAAAAAAAAAAAA4JZqbAAAAAAAAAAAAAAAAADglmpsAAAAAAAAAAAAAAAAAOCWamwAAAAAAAAAAAAAAAAA4pf8PScdX+1i3wMUAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,6),dpi=200)\n", "sns.scatterplot(data=df,x='GDP ($ per capita)',y='Phones (per 1000)',hue='Region')\n", "plt.legend(loc=(1.05,0.5))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**TASK: Create a scatterplot showing the relationship between GDP per Capita and Literacy (color the points by Region). What conclusions do you draw from this plot?**" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10,6),dpi=200)\n", "sns.scatterplot(data=df,x='GDP ($ per capita)',y='Literacy (%)',hue='Region')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**TASK: Create a Heatmap of the Correlation between columns in the DataFrame.**" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.heatmap(df.corr())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**TASK: Seaborn can auto perform hierarchal clustering through the clustermap() function. Create a clustermap of the correlations between each column with this function.**" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA90AAAPeCAYAAAARWnkoAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdeVyU1dvH8e8IMqC4goiaivsuqWih5VIqapmapuVS5PYrtwK3sFRQkzQVU3NfsDK1cqnM3CM1NVdcEi0XogUklzQXRrbnD1/O48jiAuMN+nk/r3k9zLnPfa5rxokf15xzn9uUmpqaKgAAAAAAkO3yGJ0AAAAAAAAPK4puAAAAAADshKIbAAAAAAA7oegGAAAAAMBOKLoBAAAAALATim4AAAAAAOyEohsAAAAAADuh6AYAAAAAwE4ougEAAAAAsBOKbgAAAAAA7ISi+x5t3bpVbdu2VcmSJWUymbR69eo7nvPjjz+qXr16cnZ2Vvny5TV79mz7JwoAAAAAMBxF9z26cuWKvL29NWPGjLvqf/r0abVp00ZPP/20Dhw4oBEjRmjQoEFasWKFnTMFAAAAABjNlJqammp0ErmVyWTSqlWr1L59+wz7DB8+XN98842ioqKsbW+88YYOHjyonTt3PoAsAQAAAABGYaZbksVi0aVLl2weFoslW8beuXOnWrZsadPm5+envXv3KjExMVtiAAAAAAByJsesnJx49lR25WGo0BmfKCQkxKZt9OjRCg4OzvLYcXFxKl68uE1b8eLFlZSUpLNnz6pEiRJZjgEAAAAAyJmyVHQr+eGYqQ0KClJgYKBNm9lszrbxTSaTzfObK/pvbwcAAAAAPFyyVnSnpGRTGsYym83ZWmTfytPTU3FxcTZt8fHxcnR0lJubm11iInsFBQUpISHB6DQAPKKcnZ0VGhpqdBoAAOA+ZanoTk19OIpue/L19dW3335r07Zhwwb5+Pgob968BmWFe5GQkKCwsDCj0wDwiAoICDA6BQAAkAVZXF6elE1p5B6XL1/WiRMnrM9Pnz6tyMhIFS1aVGXKlFFQUJD++usvffLJJ5Ju7FQ+Y8YMBQYGqk+fPtq5c6cWLFigpUuXGvUSAAAAAAAPSBaXlydnUxq5x969e9WsWTPr85vXgr/22msKDw9XbGysYmJirMfLlSuntWvXKiAgQB9//LFKliypadOmqWPHjg88dwAAAADAg8VM9z1q2rSpMru1eXh4eJq2Jk2aaP/+/XbMCgAAAACQE3FNNwAAAAAAdsJMNwAAAAAAdsI13QAAAAAA2EnWim6WlwMAAAAAkCGWlwMAAAAAYCdZXF7OTDcAAAAAABnJ2u7lKYnZlQcAAAAAAA8dZroBAAAAALCTLF7TzUw3AAAAAAAZYfdyAAAAAADshOXlAAAAAADYCbcMAwAAAADATpjpBgAAAADATrJ2yzA2UgMAAAAAIENspAYAAAAAgJ1wTTcAAAAAAHbCNd0AAAAAANgJy8sBAAAAALCTrBXdSSwvBwAAAAAgI8x0AwAAAABgJ2ykBgAAAACAnbCRGgAAAAAAdsLycgAAAAAA7ISN1AAAAAAAsJMsznSnZlMaAAAAAAA8fJjpBgAAAADATrimGwAAAAAAO8niLcOSsykNAAAAAAAePtwyDAAAAAAAO6HoBgBYBQUFKSEhweg0cIv4+HgFBAQYnQZu4+zsrNDQUKPTAADkAlkqulNZXg4AD5WEhASFhYUZnQaQ4/FFCADgbjHTDQAAAACAnbCRGgAAAAAAdsJMNwAAAAAAdsJMNwAAAAAAdsJMNwAAAAAAdpLFojs1m9IAAAAAAODhkydLZycnPxyP+zBz5kyVK1dOzs7OqlevnrZt25Zh34iICJlMpjSPY8eO3e87DwAAAADIBbJ2n+5HdHn58uXL9fbbb2vmzJlq1KiR5syZo9atW+vo0aMqU6ZMhucdP35cBQsWtD4vVqzYg0gXAAAAAGAQNlK7D1OmTFGvXr3Uu3dvSdLUqVO1fv16zZo1S6GhoRme5+HhocKFCz+gLAEAAAAARuOabkkWi0UWi8WmzWw2y2w2p+l7/fp17du3T++8845Ne8uWLbVjx45M49SpU0cJCQmqXr263nvvPTVr1izryQMAYCdBQUFKSEgwOo0cKT4+XgEBAUankeM4OztnOgEBAI8idi+XFBoaqpCQEJu20aNHKzg4OE3fs2fPKjk5WcWLF7dpL168uOLi4tIdv0SJEpo7d67q1asni8WiTz/9VM8++6wiIiLUuHHjbHsdAABkp4SEBIWFhRmdBnIRvogAgLRYXi4p6L0gBQYG2rSlN8t9K5PJZPM8NTU1TdtNVapUUZUqVazPfX199ccff2jSpEkU3QAAAADwEGN5uTJeSp4ed3d3OTg4pJnVjo+PTzP7nZknn3xSn3322T3lCQAAAADIXbK2e3nSwzHTfS+cnJxUr149bdy4UR06dLC2b9y4Ue3atbvrcQ4cOKASJUrYI0UAAAAAQA7BTPd9CAwMVI8ePeTj4yNfX1/NnTtXMTExeuONNyTd2Hjmr7/+0ieffCLpxu7mXl5eqlGjhq5fv67PPvtMK1as0IoVK4x8GQAAAAAAO+Oa7vvQpUsXnTt3TmPGjFFsbKxq1qyptWvXqmzZspKk2NhYxcTEWPtfv35dQ4YM0V9//SUXFxfVqFFD3333ndq0aWPUSwAAAAAAPABZW17+iM50S1K/fv3Ur1+/dI+Fh4fbPB82bJiGDRv2ALICYA+P0m2THqXbIHFrIwAA8CCwvBwA7oDbJj2cHpUvFwAAgLGyVnQ/ghupAQAAPCi5baVNblwtw6oXAPbGTDcAAEAOxUob+8ttXxIAyH2ydk13ckp25QEAAAAAwEOHmW4AAAAAAOwkazPdScx0AwAAAACQkSzOdGdTFgAAAAAAPIS4TzcAAAAAAHaSxVuGUXQDAAAAAJARZroBAAAAALCTLG6kRtENAIARgoKClJCQYNcY8fHxdr2HsbOzs0JDQ+02PgAAOQEbqQEAkAslJCQoLCzM6DSyxJ4FPQAAOUUWZ7qzKw0AAADg3mV11UdWV3SwYgPAnWTxmu7sSgMAAAC4d0av+mDFBoA7YXk5AADAfbL3tfVcVw8AuV+Wiu4UlpcDAIBHmNGzrFnFLC0A2B/LywEAAAAAsJOsFd3JpuzKAwAAAACAh04WZ7opugEAAAAAyAjLywEAAAAAsJOsbaTG8nIAAAAAADLE8nIAAAAAAOyEmW4AAAAAAOyEmW4AQK4UFBSkhISE+z4/Pj4+S/codnZ2Vmho6H2fDwAAHg3MdAMAcqWEhASFhYUZFj8rBTsAAHh0ZG2mO5WiGw9WVme27kdWZ8PuFbNnAAAAwMODW4YhVzF6ZutBYPYMQG7BEn8AAO4sS0V3ckqe7MoDAADkMkZ/EcqXlACA3ICN1AAAAAAAsBM2UgMAAAAAwE6yVnSzkRoAAAAAABnKWtHN8nIAAAAAADLETDcAAAAAAHbCfboBAAAAALCTLN4yjKIbAAAAAICMMNMNAAAAAICdZG2mm6IbAAAAAIAMsZEaAAAAAAB2kicrJ6emmh6Kx/2YOXOmypUrJ2dnZ9WrV0/btm3LtP+PP/6oevXqydnZWeXLl9fs2bPvKy4AAAAAIPfIUtGdLNND8bhXy5cv19tvv613331XBw4c0NNPP63WrVsrJiYm3f6nT59WmzZt9PTTT+vAgQMaMWKEBg0apBUrVmTl7QcAAAAA5HBZXF6eXWnkLlOmTFGvXr3Uu3dvSdLUqVO1fv16zZo1S6GhoWn6z549W2XKlNHUqVMlSdWqVdPevXs1adIkdezY8UGmDjwUgoKClJCQ8MDixcfHKyAg4IHFkyRnZ+d0f58AAAAgd8naRmpZmyjPMSwWiywWi02b2WyW2WxO0/f69evat2+f3nnnHZv2li1baseOHemOv3PnTrVs2dKmzc/PTwsWLFBiYqLy5s2bxVcAPFoSEhIUFhZmdBp29aCLfAAAANhHlqrmlIfkERoaqkKFCtk8MpphOnv2rJKTk1W8eHGb9uLFiysuLi7dc+Li4tLtn5SUpLNnz6Z7DgAAAAAg98viTPfDsXt5UFCQAgMDbdrSm+W+lclk+9pTU1PTtN2pf3rtAHK+B7G83d5L2lm+Djwcsvr7KKu/a/hdAgB3lrVrurMrC4NltJQ8Pe7u7nJwcEgzqx0fH59mNvsmT0/PdPs7OjrKzc3t/pIGYJiHYXk7y9eBh4PRv4/4XQIAd5a1W4bJ9FA87oWTk5Pq1aunjRs32rRv3LhRDRs2TPccX1/fNP03bNggHx8frucGAAAAgIdYlma6kx7RpdGBgYHq0aOHfHx85Ovrq7lz5yomJkZvvPGGpBtLvf766y998sknkqQ33nhDM2bMUGBgoPr06aOdO3dqwYIFWrp0qZEvAwAAAABgZ1kquh/RO4apS5cuOnfunMaMGaPY2FjVrFlTa9euVdmyZSVJsbGxNvfsLleunNauXauAgAB9/PHHKlmypKZNm8btwgAAAADgIcdM933q16+f+vXrl+6x8PDwNG1NmjTR/v377ZwVAAAAACAnYaYbAAAAAAA7yeJMd3alAQAAAADAwyeLtwyj6gYAAAAAICMsLwfuUVBQkBISEuw2fnx8vF3ve+rs7KzQ0FC7jQ8AAADg/7G8HLhHCQkJCgsLMzqN+2bPgh4AAACALWa6AQAAAACwE2a6AQAAAACwkyxupAYAAAAAADKSpaI7mZluAAAAAAAyxEw3AAAAAAB2wkZqAAAAAADYCRupAQAAAABgJywvBwAAAADATthIDQAAAAAAO2GmGwAAAAAAO2EjNSCXCQoKUkJCwn2fHx8fr4CAgCzl4OzsrNDQ0CyNAQAAADwKsraRGmU38MAlJCQoLCzM0ByyWrQDAAAAjwpmugEgFzJ6xQOrHQAAAO4OtwwDgFzI6BUPrHYAAAC4O1ncSI25bgAAAAAAMpK1W4ZlVxYAAAAAADyEmOkGAAAAAMBO2EgNAAAAAAA74ZZhAAAAAADYCTPdAAAAAADYSRY3UqPsBgAAAAAgI1ncSA0AAAAAAGSEmW4AAAAAAOyEW4YBAAAAAGAnLC8HAAAAAMBOWF4OAAAAAICdZPGWYRTdAAAAAABkJEtFd1IqRTcAAAAAABnJ4kw3AAAAAADICLuXAwAAAABgJ2ykBgAAAACAnTDTDQAAAACAnZhSU+9/N7QXy76QnbkYZuXv39hl3AsXLmjQoEH65psb47/wwguaPn26ChcunOE5/v7+Wrx4sU3bE088oV27dtklxwct8ewpo1PQ1aF9DY3v9OwThsZP/HGPofEl6a2NBQyN7ywHQ+NLUsUUJ0Pj/2cy9kvTVonXDI0vSVeTs/S9c5btNxv7GZAkr0RjPwfxjiZD49dMtBgaX5Iupxr7+6iQKcnQ+JKUYnB8pzzGZvDE3ysNjQ/A/rK2kRq7l2eqa9eu+vPPP7Vu3TpJUt++fdWjRw99++23mZ7XqlUrLVq0yPrcycn4P8wAAAAAAPcua7cMY3l5hqKiorRu3Trt2rVLTzxxY2Zz3rx58vX11fHjx1WlSpUMzzWbzfL09HxQqQIAAAAA7CRPVk5OfUj+z2Kx6NKlSzYPiyVrS8527typQoUKWQtuSXryySdVqFAh7dixI9NzIyIi5OHhocqVK6tPnz6Kj4/PUi4AAAAAAGNkqehOUepD8QgNDVWhQoVsHqGhoVl6Y+Pi4uTh4ZGm3cPDQ3FxcRme17p1ay1ZskRbtmzR5MmTtWfPHj3zzDNZ/hIAAAAAAPDgZe2WYQ/JNd1BQUEKDAy0aTObzen2DQ4OVkhISKbj7dlzY6MqkyntBjGpqanptt/UpUsX6881a9aUj4+PypYtq++++04vvvhipnEBAAAAADlL1jZS08NRdJvN5gyL7NsNGDBAL7/8cqZ9vLy8dOjQIZ05cybNsX/++UfFixe/69xKlCihsmXL6rfffrvrcwAAAAAAOUMWZ7qNvsnDg+fu7i53d/c79vP19dXFixe1e/duNWjQQJL0888/6+LFi2rYsOFdxzt37pz++OMPlShR4r5zBgAAAAAYg2u67TRbX61aNbVq1Up9+vTRrl27tGvXLvXp00fPP/+8zc7lVatW1apVqyRJly9f1pAhQ7Rz505FR0crIiJCbdu2lbu7uzp06GCXPAEAAAAA9sNMtx0tWbJEgwYNUsuWLSVJL7zwgmbMmGHT5/jx47p48aIkycHBQYcPH9Ynn3yif//9VyVKlFCzZs20fPlyFShQ4IHnDwAAAADImixe043MFC1aVJ999lmmfVJv2YzOxcVF69evt3daAAAAAIAHhOXlfHUAAAAA3FF4eLgKFy5sdBpArpOlojs5NeWheAAAAAA5nb+/v0wmk0wmk/LmzavixYurRYsWWrhwoVJSsvdvWi8vL02dOjVbx8xMRESETCaT/v333wcWE3hQmOlmphsAAAC5RKtWrRQbG6vo6Gh9//33atasmd566y09//zzSkpKMjq9NK5fv250CoDhslZ0p6Y8FA8AAAAgNzCbzfL09FSpUqVUt25djRgxQl9//bW+//57hYeHS5IuXryovn37ysPDQwULFtQzzzyjgwcPWsc4efKk2rVrp+LFi8vV1VX169fXpk2brMebNm2q33//XQEBAdaZ9VutX79e1apVk6urq/VLgJv8/f3Vvn17hYaGqmTJkqpcubIk6bPPPpOPj48KFCggT09Pde3aVfHx8ZKk6OhoNWvWTJJUpEgRmUwm+fv7S7qx/9HEiRNVvnx5ubi4yNvbW1999VW2v6+APTHTzUw3AAAADGKxWHTp0iWbh8ViuacxnnnmGXl7e2vlypVKTU3Vc889p7i4OK1du1b79u1T3bp19eyzz+r8+fOSbtymtk2bNtq0aZMOHDggPz8/tW3bVjExMZKklStX6rHHHtOYMWMUGxtrU1RfvXpVkyZN0qeffqqtW7cqJiZGQ4YMscln8+bNioqK0saNG7VmzRpJN2a8x44dq4MHD2r16tU6ffq0tbAuXbq0VqxYIenGnX1iY2P10UcfSZLee+89LVq0SLNmzdIvv/yigIAAde/eXT/++OO9v9mAQbhlmIGCgoKUkJBgdBoP1MR3BxqdAgAAQI4RGhqqkJAQm7bRo0crODj4nsapWrWqDh06pB9++EGHDx9WfHy8zGazJGnSpElavXq1vvrqK/Xt21fe3t7y9va2njtu3DitWrVK33zzjQYMGKCiRYvKwcHBOit9q8TERM2ePVsVKlSQJA0YMEBjxoyx6ZM/f37Nnz9fTk5O1raePXtafy5fvrymTZumBg0a6PLly3J1dVXRokUlSR4eHtbN2q5cuaIpU6Zoy5Yt8vX1tZ67fft2zZkzR02aNLmn9wgwShZvGcYscVYkJCQoLCzM6DQeqMSzp4xOAQAAIMcICgpSYGCgTdvNYvlepKamymQyad++fbp8+bLc3Nxsjl+7dk0nT56UdKOYDQkJ0Zo1a/T3338rKSlJ165ds850ZyZfvnzWgluSSpQoYV0mflOtWrVsCm5JOnDggIKDgxUZGanz589bN36LiYlR9erV04119OhRJSQkqEWLFjbt169fV506de6YK5BTZKnoTkml6AYAAADul9lsvq8i+3ZRUVEqV66cUlJSVKJECUVERKTpc3MGeejQoVq/fr0mTZqkihUrysXFRZ06dbqrTc/y5s1r89xkMin1tpogf/78Ns+vXLmili1bqmXLlvrss89UrFgxxcTEyM/PL9OYNwvz7777TqVKlbI5lh3vGfCgsLwcAAAAyMW2bNmiw4cPKyAgQI899pji4uLk6OgoLy+vdPtv27ZN/v7+6tChg6Qb13hHR0fb9HFyclJycnK25Hfs2DGdPXtWH3zwgUqXLi1J2rt3b5p4kmxiVq9eXWazWTExMSwlR67G8nIAAAAgl7BYLIqLi1NycrLOnDmjdevWKTQ0VM8//7xeffVV5cmTR76+vmrfvr0mTJigKlWq6O+//9batWvVvn17+fj4qGLFilq5cqXatm0rk8mkkSNHprnPt5eXl7Zu3aqXX35ZZrNZ7u7u951zmTJl5OTkpOnTp+uNN97QkSNHNHbsWJs+ZcuWlclk0po1a9SmTRu5uLioQIECGjJkiAICApSSkqKnnnpKly5d0o4dO+Tq6qrXXnvtvnMCHqQs7V6enJryUDwAAACA3GDdunUqUaKEvLy81KpVK/3www+aNm2avv76azk4OMhkMmnt2rVq3LixevbsqcqVK+vll19WdHS0ihcvLkkKCwtTkSJF1LBhQ7Vt21Z+fn6qW7euTZwxY8YoOjpaFSpUULFixbKUc7FixRQeHq4vv/xS1atX1wcffKBJkybZ9ClVqpRCQkL0zjvvqHjx4howYIAkaezYsRo1apRCQ0NVrVo1+fn56dtvv1W5cuWylBPwIJlSb78I4x5UcK975065wMmz+w2JGxAQwEZqBrg6tK+h8Z2efcLQ+Ik/7jE0viS9tbGAofGd5WBofEmqmOJ050529J/J2JVKrRKvGRpfkq4mZ2mxV5btNxv7GZAkr0RjPwfxjqY7d7Kjmon3dlsme7icauzvo0KmJEPjS5LR0x9OeYzN4Im/VxoaH4D9sbwcAAAAAAA7yeJGatmzuQIAAAAAAA+jrM10c8swAAAAAAAyxC3DAAAAAACwkywV3SnMdAMAAAAAkKEsFt3MdAMAAAAAkJGsFd3sXg4AAAAAQIbYSA0AAAAAADvJ2kZqKSwvBwAAAAAgIywvBwAAAADATpjpxgN1dWhfo1NQvg/nGho/adsXhsbP27yRofEl6fCaTYbGzwlfGB4wZenXb5Yly9jf3/WTSxkaX5KizA6Gxn8q6aqh8SXphCmfofHLXk82NP4qF2M/A5L0/DVjfx+dlZOh8SXpokMeQ+OXSko0ND6Ah1/WrunOAX+4AgAAAACQUzHTDQAAAACAnTDTDQAAAACAnXDLMAAAAAAA7CRru5dTdAMAAAAAkKEsFd1J1//KrjwAAAAAAHjoGHuPBgAAAAAAHmIU3QAAAAAA2AlFNwAAAAAAdkLRDQAAAACAnVB0AwAAAI84f39/tW/fPtvGCw8PV+HChbNtPCA3y9Lu5TcFBQUpISEhO4Z6pMTHxxudAgAAAHKZHTt26Omnn1aLFi20bt26bBnzo48+UqodbwccHBys1atXKzIy0m4xgJwqW4ruhIQEhYWFZcdQj5SAgACjUwAAAEAus3DhQg0cOFDz589XTEyMypQpc99jJScny2QyqVChQtmYof2kpqYqOTlZjo7ZUsYADwTLywEAAIBc4sqVK/riiy/05ptv6vnnn1d4eLjN8W+++UaVKlWSi4uLmjVrpsWLF8tkMunff/+V9P/LvtesWaPq1avLbDbr999/T7O8PCUlRRMmTFDFihVlNptVpkwZvf/++5KkiIgImzElKTIyUiaTSdHR0WlyDg8PV0hIiA4ePCiTySSTyaTw8HBFR0fLZDLZzH7/+++/MplMioiIsIm1fv16+fj4yGw2a9u2bUpNTdXEiRNVvnx5ubi4yNvbW1999VU2vMNA9uMrIgAAAMAgFotFFovFps1sNstsNqfbf/ny5apSpYqqVKmi7t27a+DAgRo5cqS14O3UqZPeeust9e7dWwcOHNCQIUPSjHH16lWFhoZq/vz5cnNzk4eHR5o+QUFBmjdvnsLCwvTUU08pNjZWx44du6/X2KVLFx05ckTr1q3Tpk2bJEmFChXSmTNn7nqMYcOGadKkSSpfvrwKFy6s9957TytXrtSsWbNUqVIlbd26Vd27d1exYsXUpEmT+8oTsBeK7kdETrnuPtjoBAAAAHKQ0NBQhYSE2LSNHj1awcHB6fZfsGCBunfvLklq1aqVLl++rM2bN6t58+aaPXu2qlSpog8//FCSVKVKFR05csQ6Q31TYmKiZs6cKW9v73Rj/Pfff/roo480Y8YMvfbaa5KkChUq6Kmnnrqv1+ji4iJXV1c5OjrK09PzvsYYM2aMWrRoIenGbP+UKVO0ZcsW+fr6SpLKly+v7du3a86cORTdyHEouh8ROeW6+4uvNzc6BQAAgBwjKChIgYGBNm0ZzXIfP35cu3fv1sqVKyVJjo6O6tKlixYuXKjmzZvr+PHjql+/vs05DRo0SDOOk5OTateunWFOUVFRslgsevbZZ+/15diNj4+P9eejR48qISHBWoTfdP36ddWpU+dBpwbcEUU3AAAAYJDMlpLfbsGCBUpKSlKpUqWsbampqcqbN68uXLig1NRUmUwmm3PS25HcxcUlTb/bj2cmT548acZOTEy8q9dwv+Pkz5/f+nNKSook6bvvvrN5L6SMv7AAjMRGagAAAEAOl5SUpE8++USTJ09WZGSk9XHw4EGVLVtWS5YsUdWqVbVnzx6b8/bu3XvPsW5uxLZ58+Z0jxcrVkySFBsba227063AnJyclJycnOVxJFk3gIuJiVHFihVtHqVLl77j+cCDxkw3AAAAkMOtWbNGFy5cUK9evdLc3qtTp05asGCBVq5cqSlTpmj48OHq1auXIiMjrbubZzazfTtnZ2cNHz5cw4YNk5OTkxo1aqR//vlHv/zyi3r16mUtboODgzVu3Dj99ttvmjx5cqZjenl56fTp04qMjNRjjz2mAgUKyMXFRU8++aQ++OADeXl56ezZs3rvvffumF+BAgU0ZMgQBQQEKCUlRU899ZQuXbqkHTt2yNXV1XodOpBTMNMNAAAA5HALFixQ8+bN072fdseOHRUZGakLFy7oq6++0sqVK1W7dm3NmjVL7777rqR7X3Y9cuRIDR48WKNGjVK1atXUpUsXxcfHS5Ly5s2rpUuX6tixY/L29taECRM0bty4TMfr2LGjWrVqpWbNmqlYsWJaunSppBv3HE9MTJSPj4/eeuutO45z09ixYzVq1CiFhoaqWrVq8vPz07fffqty5crd0+sEHgRTanoXetyjgICAHLFJV27zIN+3nPJvlBM2Usv34VxD4ydt+8LQ+LpuuXMfO3v67U2Gxk9Rln/tZZmTydiFRslKMTR+cHKpO3eysyizg6Hxn0q6amh8STqhfIbGL3LbUtMHbZOL8b8Lnr9mbA6XTcb+dyBJFx2MnQMqlXTv1yJnp2fPLLfr+O+//75mz56tP/74w65xAGSM5eUAAADAQ2LmzJmqX7++3Nzc9NNPP+nDDz/UgAEDjE4LeKRRdAMAAAAPid9++03jxo3T+fPnVaZMGQ0ePFhBQUFGpwU80ii6AQAAgIdEWFhYjrikEMD/YyM1AAAAAADshKIbAAAAAAA7oegGAAAAAMBOKLoBAAAAALATim4AAAAAAOyEohsAAAAAADvhlmF4oJyefcLoFJS07QtD4zs+3dnQ+Mm/HzI0viRFX1liaPyS+dwMjS9JDiZjv/O8mHjV0PjnnBwMjS9Jx/NYDI1fPsXZ0PiSdM3gvwIseYz9HDx/LdHQ+JKU15RiaPx8qYaGlyTlTTL2PSjhetnQ+AAefsx0AwAAAABgJxTdAAAAAADYCUU3AAAAAAB2QtENAAAAAICdUHQDAAAAAGAnFN0AAAAAANgJRTcAAAAAAHbCfboN5OzsrICAgAcSKz4+/oHEAQAAAAD8P4puA4WGhj6wWA+quAcAAAAA/D+WlwMAAAAAYCcU3QAAAMBDKi4uTi1atFD+/PlVuHBho9PJsby8vDR16lTrc5PJpNWrV9sl1pYtW1S1alWlpKTYZfzcLDo6WiaTSZGRkRn2iYiIkMlk0r///muX8TNz+PBhPfbYY7py5co9nUfRDQAAAOQC/v7+at++/T2dExYWptjYWEVGRurXX381NJcHIbuK5djYWLVu3VpS1gu12w0bNkzvvvuu8uQxphSbO3eumjZtqoIFC2ZYvF64cEE9evRQoUKFVKhQIfXo0SNNv5iYGLVt21b58+eXu7u7Bg0apOvXr9v0OXz4sJo0aSIXFxeVKlVKY8aMUWpqapbyb9iwoWJjY1WoUKFM+9njM1qrVi01aNBAYWFh93QeRTcAAADwkDp58qTq1aunSpUqycPDw+h07Ob2Yi+rPD09ZTabs3VMSdqxY4d+++03vfTSS9k+9u0SExPTbb969apatWqlESNGZHhu165dFRkZqXXr1mndunWKjIxUjx49rMeTk5P13HPP6cqVK9q+fbuWLVumFStWaPDgwdY+ly5dUosWLVSyZEnt2bNH06dP16RJkzRlypQsvS4nJyd5enrKZDKlezw5Odmuqwhef/11zZo1S8nJyXd9DkU3AAAAkAs1bdpUgwYN0rBhw1S0aFF5enoqODjYetzLy0srVqzQJ598IpPJJH9/f0nSlClTVKtWLeXPn1+lS5dWv379dPnyZet54eHhKly4sNavX69q1arJ1dVVrVq1UmxsrCQpODhYixcv1tdffy2TySSTyaSIiIgMcxw4cKDefvttFSlSRMWLF9fcuXN15coVvf766ypQoIAqVKig77//3ua8H3/8UQ0aNJDZbFaJEiX0zjvvKCkpyWbcAQMGKDAwUO7u7mrRooW8vLwkSR06dJDJZLI+P3nypNq1a6fixYvL1dVV9evX16ZNmzJ9b2+dMS9XrpwkqU6dOjKZTGratKm2bt2qvHnzKi4uzua8wYMHq3HjxhmOu2zZMrVs2VLOzs7WtuDgYD3++OOaM2eOSpcurXz58umll15KM7O8aNEiVatWTc7OzqpatapmzpxpPXZzNv6LL75Q06ZN5ezsrM8++yzdHN5++2298847evLJJ9M9HhUVpXXr1mn+/Pny9fWVr6+v5s2bpzVr1uj48eOSpA0bNujo0aP67LPPVKdOHTVv3lyTJ0/WvHnzdOnSJUnSkiVLlJCQoPDwcNWsWVMvvviiRowYoSlTptxxtvvYsWNq2LChnJ2dVaNGDZvP1+3Ly29+XtesWaPq1avLbDbr9ddfz/QzeurUKTVr1kz58uWTt7e3du7caT32+++/q23btipSpIjy58+vGjVqaO3atdbjfn5+OnfunH788cdMX8OtKLoBAAAAg1gsFl26dMnmYbFY7vr8xYsXK3/+/Pr55581ceJEjRkzRhs3bpQk7dmzR61atVLnzp0VGxurjz76SJKUJ08eTZs2TUeOHNHixYu1ZcsWDRs2zGbcq1evatKkSfr000+1detWxcTEaMiQIZKkIUOGqHPnztZCPDY2Vg0bNsw0R3d3d+3evVsDBw7Um2++qZdeekkNGzbU/v375efnpx49eujq1auSpL/++ktt2rRR/fr1dfDgQc2aNUsLFizQuHHj0ozr6Oion376SXPmzNGePXsk3ShOY2Njrc8vX76sNm3aaNOmTTpw4ID8/PzUtm1bxcTE3NV7vHv3bknSpk2bFBsbq5UrV6px48YqX768Pv30U2u/pKQkffbZZ3r99dczHGvr1q3y8fFJ037ixAl98cUX+vbbb60zy/3797cenzdvnt599129//77ioqK0vjx4zVy5EgtXrzYZpzhw4dr0KBBioqKkp+f3129vtvt3LlThQoV0hNPPGFte/LJJ1WoUCHt2LHD2qdmzZoqWbKktY+fn58sFov27dtn7dOkSRObFQN+fn76+++/FR0dnWkOQ4cO1eDBg3XgwAE1bNhQL7zwgs6dO5dh/6tXryo0NFTz58/XL7/8omnTpmX6GX333Xc1ZMgQRUZGqnLlynrllVesX+r0799fFotFW7du1eHDhzVhwgS5urpaz3VycpK3t7e2bdt2F+/mDdwyDOkKCgpSQkJCto87vl6+bB8TAAAgtwoNDVVISIhN2+jRo21mrDNTu3ZtjR49WpJUqVIlzZgxQ5s3b1aLFi1UrFgxmc1mubi4yNPT03rO22+/bf25XLlyGjt2rN58802bmdPExETNnj1bFSpUkCQNGDBAY8aMkSS5urrKxcVFFovFZtyMeHt767333pN042/MDz74QO7u7urTp48kadSoUZo1a5YOHTqkJ598UjNnzlTp0qU1Y8YMmUwmVa1aVX///beGDx+uUaNGWa+FrlixoiZOnJgmXuHChW3y8vb2lre3t/X5uHHjtGrVKn3zzTcaMGDAHfMvVqyYJMnNzc1m3F69emnRokUaOnSoJOm7777T1atX1blz5wzHio6OtilUb0pISNDixYv12GOPSZKmT5+u5557TpMnT5anp6fGjh2ryZMn68UXX5R049/t6NGjmjNnjl577TXrOG+//ba1z/2Ki4tL91IEDw8P68x+XFycihcvbnO8SJEicnJysulzc7XBTTfPiYuLs64gSM+AAQPUsWNHSdKsWbO0bt06LViwIM2XQzclJiZq5syZNv/OmX1GhwwZoueee06SFBISoho1aujEiROqWrWqYmJi1LFjR9WqVUuSVL58+TTnlypV6o5fHNyKohvpSkhIuOcNAu7Gtc/ezfYxAQAAcqugoCAFBgbatN3LtcS1a9e2eV6iRAnFx8dnes4PP/yg8ePH6+jRo7p06ZKSkpKUkJCgK1euKH/+/JKkfPnyWQvuux33bnJ0cHCQm5ubtaCR/r8Quzl+VFSUfH19ba7ZbdSokS5fvqw///xTZcqUkaR0Z4zTc+XKFYWEhGjNmjX6+++/lZSUpGvXrt31THdG/P399d5772nXrl168skntXDhQnXu3Nn6Hqbn2rVrNkvLbypTpoy14JYkX19fpaSk6Pjx43JwcNAff/yhXr16Wb+okG7MrN++mdjdvid3kt710qmpqTbt99Pn5rLyjK7HvsnX19f6s6Ojo3x8fBQVFZVhfycnpzT/LWTm1r4lSpSQdOPzV7VqVQ0aNEhvvvmmNmzYoObNm6tjx45pxnZxcbGuzLgbLC8HAAAADGI2m1WwYEGbx70U3Xnz5rV5bjKZMt1E6vfff1ebNm1Us2ZNrVixQvv27dPHH38syXbjrfTGvd9dp9Mb69a2mwXYzbxvL9xutt3aV1Kmxe2thg4dqhUrVuj999/Xtm3bFBkZqVq1amV58zUPDw+1bdtWixYtUnx8vNauXauePXtmeo67u7suXLhwx7Fvvs5b/z3nzZunyMhI6+PIkSPatWuXzXl3+55kxtPTU2fOnEnT/s8//1i/IPH09ExzPfuFCxeUmJiYaZ+bX6zcPkt+NzIr1F1cXO5YyN8qs89f7969derUKfXo0UOHDx+Wj4+Ppk+fbnP++fPnrSsg7gZFNwAAAPCI2Lt3r5KSkjR58mQ9+eSTqly5sv7+++97HsfJyemedm++F9WrV9eOHTtsivwdO3aoQIECKlWqVKbn5s2bN01e27Ztk7+/vzp06KBatWrJ09PznpYGOzk5SVK6r7d3795atmyZ5syZowoVKqhRo0aZjlWnTh0dPXo0TXtMTIzNv8POnTuVJ08eVa5cWcWLF1epUqV06tQpVaxY0eaR2RLt++Xr66uLFy9ar2WXpJ9//lkXL160Xhft6+urI0eOWDfXk25srmY2m1WvXj1rn61bt9p8ubFhwwaVLFkyzbLz2936ZUJSUpL27dunqlWr3tPryMpntHTp0nrjjTe0cuVKDR48WPPmzbM5fuTIEdWpU+eux6PoBgAAAB4RFSpUUFJSkqZPn65Tp07p008/1ezZs+95HC8vLx06dEjHjx/X2bNnM7w91f3o16+f/vjjDw0cOFDHjh3T119/rdGjRyswMPCO97b28vLS5s2bFRcXZ51RrlixolauXKnIyEgdPHhQXbt2vadbSnl4eMjFxUXr1q3TmTNndPHiResxPz8/FSpUSOPGjct0A7Vb+2/fvj1Nu7Ozs1577TUdPHhQ27Zt06BBg9S5c2fr9cjBwcEKDQ3VRx99pF9//VWHDx/WokWL7uv2W3FxcYqMjNSJEyck3biXdmRkpM6fPy9Jqlatmlq1aqU+ffpo165d2rVrl/r06aPnn39eVapUkSS1bNlS1atXV48ePXTgwAFt3rxZQ4YMUZ8+fVSwYEFJN247Zjab5e/vryNHjmjVqlUaP368AgMD7zgr/fHHH2vVqlU6duyY+vfvrwsXLtxxFcHt7vcz+vbbb2v9+vU6ffq09u/fry1btqhatWrW49HR0frrr7/UvHnzu86FohsAAAB4RDz++OOaMmWKJkyYoJo1a2rJkiUKDQ2953H69OmjKlWqyMfHR8WKFdNPP/2UbTmWKlVKa9eu1e7du+Xt7a033nhDvXr1sm7GlpnJkydr48aNKl26tHUmMiwsTEWKFFHDhg3Vtm1b+fn5qW7dunedj6Ojo6ZNm6Y5c+aoZMmSateunfVYnjx55O/vr+TkZL366qt3HKt79+46evSo9dZbN1WsWFEvvvii2rRpo5YtW6pmzZo2G9v17t1b8+fPV3h4uGrVqqUmTZooPDz8vma6Z8+erTp16livD2/cuLHq1Kmjb775xtpnyZIlqlWrllq2bKmWLVuqdu3aNju1Ozg46LvvvpOzs7MaNWqkzp07q3379po0aZK1T6FChbRx40b9+eef8vHxUb9+/RQYGJhmD4P0fPDBB5owYYJ1l/Cvv/5a7u7u9/Q67/czmpycrP79+1u/fKhSpYrNv8XSpUvVsmVLlS1b9q5zMaXe78UZtwgICLDLplvIPvf6b2Svf9McsZFa/gKGhnd8OuMdLR+E5N8PGRpfkh5rlv7Okw9KyXxuhsaXJHOevHfuZEcXE+9+8w97eM/p3paI2cO2vHd/Sx57aJ1g7GdAks45Gvvdu9Hf/Htl48zc/cpruvvZNnuwpBr9ryAl6u6vw7QHL9f/DI1f/eR3hsZH1vXp00dnzpyxKVozM2zYMF28eFFz5syRdGMWe/Xq1YqMjLRjlsgOFotFlSpV0tKlS+94KcGtjP9NCwAAAAC5zMWLF7Vp0yYtWbJEAwcOvOvz3n33XZUtW9Zu18TDfn7//Xe9++6791RwS9wyDAAAAADuWbt27bR7927973//U4sWLe76vEKFCmnEiBF2zAz2UrlyZVWuXPmez6PoBgAAAIB7FBERkS3jBAcHKzg4OFvGQs7E8nIAAAAAAOyEohsAAAAAADuh6AYAAAAAwE4ougEAAAAAsBOKbgAAAAAA7ISiGwAAAAAAO+GWYY8IZ2dnBQQE3HX/+Ph4u+SR+OMeu4x7L/I2v7eb2We35N8PGRrfoWxtQ+NLUmJKsqHxCzvkMzS+JJ1Lumxo/KvJCYbGv+BgaPgbOaRaDI1fOd81Q+NL0vbEwobGL5yUamj8/0zGfxBNMjaHxDwmQ+PnBJZE/hwGYF/8lnlEhIaG3lP/eynQAQAAAADpY3k5AAAAAAB2QtENAAAAAICdUHQDAAAAAGAnFN0AAAAAANgJRTcAAAAAAHZC0Q0AAAAAgJ1QdAMAAAAAYCcU3QAAAAAA2AlFNwAAAAAAdkLRDQAAAACAnVB0AwAAAA+B6OhomUwmRUZG3tf5JpNJq1evztacAFB0AwAAALmCv7+/TCaT9eHm5qZWrVrp0KFDkqTSpUsrNjZWNWvWzHSc4OBgPf744w8g4//n5eWlqVOnPtCYQE5B0Q0AAADkEq1atVJsbKxiY2O1efNmOTo66vnnn5ckOTg4yNPTU46Ojumem5qaqqSkpGzLJbvHAx5WFN0AAABALmE2m+Xp6SlPT089/vjjGj58uP744w/9888/aZaXR0REyGQyaf369fLx8ZHZbNann36qkJAQHTx40DpjHh4ebh3/7Nmz6tChg/Lly6dKlSrpm2++sR5Lb7xt27bp5MmTateunYoXLy5XV1fVr19fmzZtsp7XtGlT/f777woICLDGvGnHjh1q3LixXFxcVLp0aQ0aNEhXrlyx+/sIPEgU3QAAAIBBLBaLLl26ZPOwWCx3de7ly5e1ZMkSVaxYUW5ubhn2GzZsmEJDQxUVFaWWLVtq8ODBqlGjhnXGvEuXLta+ISEh6ty5sw4dOqQ2bdqoW7duOn/+fIbj1a5dW5cvX1abNm20adMmHThwQH5+fmrbtq1iYmIkSStXrtRjjz2mMWPGWGNK0uHDh+Xn56cXX3xRhw4d0vLly7V9+3YNGDDgXt9GIEdLf+0JHnnOzs4KCAjI9nFDsn1EAACA3Cs0NFQhIbZ/IY0ePVrBwcHp9l+zZo1cXV0lSVeuXFGJEiW0Zs0a5cmT8VzamDFj1KJFC+tzV1dXOTo6ytPTM01ff39/vfLKK5Kk8ePHa/r06dq9e7datWqV4Xhubm7y9va2Ph83bpxWrVqlb775RgMGDFDRokXl4OCgAgUK2MT88MMP1bVrV7399tuSpEqVKmnatGlq0qSJZs2aJWdn5wxfE5CbUHQjXaGhoXYZ91KflnYZFwAAIDcKCgpSYGCgTZvZbM6wf7NmzTRr1ixJ0vnz5zVz5ky1bt1au3fvzvAcHx+fu86ndu3a1p/z58+vAgUKKD4+PtPxrly5opCQEK1Zs0Z///23kpKSdO3aNetMd0b27dunEydOaMmSJda21NRUpaSk6PTp06pWrdpd5w3kZBTdAAAAgEHMZnOmRfbt8ufPr4oVK1qf16tXT4UKFdK8efPUu3fvDM+5W3nz5rV5bjKZlJKSkul4Q4cO1fr16zVp0iRVrFhRLi4u6tSpk65fv55prJSUFP3vf//ToEGD0hwrU6bMXecM5HQU3QAAAEAuZTKZlCdPHl27du2uz3FyclJycnK25bBt2zb5+/urQ4cOkm5cax4dHX3HmHXr1tUvv/xi8yUC8DBiIzUAAAAgl7BYLIqLi1NcXJyioqI0cOBAXb58WW3btr3rMby8vHT69GlFRkbq7Nmzd71xW0YqVqyolStXKjIyUgcPHlTXrl3TzI57eXlp69at+uuvv3T27FlJ0vDhw7Vz5071799fkZGR+u233/TNN99o4MCBWcoHyGkougEAAIBcYt26dSpRooRKlCihJ554Qnv27NGXX36ppk2b3vUYHTt2VKtWrdSsWTMVK1ZMS5cuzVJOYWFhKlKkiBo2bKi2bdvKz89PdevWtekzZswYRUdHq0KFCipWrJikG9eP//jjj/rtt9/09NNPq06dOho5cqRKlCiRpXyAnMaUmpqamtVBAgICFBYWlh354CGXEzZSy9u8kaHxTRW979zJjhzK1r5zJztz92px50525F3Iy9D4knQu6bKh8S8mGnsP1KGujxsaX5K2mS4ZGj/YIeXOnexse2JhQ+O7JWX5T5AsyZv1P4GyzHTnLnaVaDI6A+NVyGvs7+M6MV8bGh+A/THTDQAAAACAnVB0AwAAAABgJxTdAAAAAADYCUU3AAAAAAB2QtENAAAAAICdUHQDAAAAAGAnFN0AAAAAANgJRTcAAAAAAHZC0Q0AAAAAgJ04Gp0AHi1vbSxgdAo6vGaTofGjrywxNH5iSrKh8SXpbPRGQ+NfnzbC0PiSJEdPQ8ObPNwNjX/ig1OGxpek11tYDI1/ZI3xvw+fdLpkaHxHlxRD41+z5DU0viTFJTsbGr9E6nVD40vSlVRj/xz9JcnY/xbrGBodwIPATDcAAAAAAHZC0Q0AAAAAgJ1QdAMAAAAAYCcU3QAAAAAA2AlFNwAAAAAAdkLRDQAAAACAnVB0AwAAAABgJxTdAAAAAADYCUU3AAAAAAB2QtENAAAAAICdUHQDAAAADwGTyaTVq1cbnUa2a9y4sT7//PMsjVG/fn2tXLkymzIC7g1FNwAAAJAL+Pv7q3379hkej42NVevWrSVJ0dHRMplMioyMfDDJ2cmaNWsUFxenl19+2doWGBiookWLqkyZMlq2bJlN/y+++EJt27ZNM87IkSP1zjvvKCUlxe45A7ej6AYAAAAeAp6enjKbzdk+bmJiYraPebemTZum119/XXny3Chbvv32W33++efasGGDJkyYoNdff13nzp2TJP37779699139fHHH6cZ57nnntPFixe1fv36B5o/IFF0AwAAAA+FW5eXlytXTpJUp04dmUwmNW3a1Npv0aJFqlatmpydnVW1alXNnDnTeuzmDPkXX3yhpk2bytnZWZ999pnOnTunV155RY899pjy5cunWrVqaenSpTbxU1JSNGHCBFWsWFFms1llypTR+++/L0l65plnNGDAAJv+586dk9ls1pYtW9J9PWfPntWmTZv0wgsvWNuioqLUtGlT+fj46JVXXlHBggV16tQpSdKwYcPUr18/lSlTJs1YDg4OatOmTZqcgQeBohsAAAAwiMVi0aVLl2weFosly+Pu3r1bkrRp0ybFxsZar2eeN2+e3n33Xb3//vuKiorS+PHjNXLkSC1evNjm/OHDh2vQoEGKioqSn5+fEhISVK9ePa1Zs0ZHjhxR37591aNHD/3888/Wc4KCgjRhwgSNHDlSR48e1eeff67ixYtLknr37q3PP//c5rUtWbJEJUuWVLNmzdJ9Ddu3b1e+fPlUrVo1a5u3t7f27t2rCxcuaN++fbp27ZoqVqyo7du3a//+/Ro0aFCG70mDBg20bdu2e3wngaxzNDoB3J+goCAlJCQYnQYAAACyIDQ0VCEhITZto0ePVnBwcJbGLVasmCTJzc1Nnp6e1vaxY8dq8uTJevHFFyXdmBE/evSo5syZo9dee83a7+2337b2uWnIkCHWnwcOHKh169bpyy+/1BNPPKH//vtPH330kWbMmGEdp0KFCnrqqackSR07dtTAgQP19ddfq3PnzpJuzLj7+/vLZDKl+xqio6NVvHhx69JySfLz81P37t1Vv359ubi4aPHixcqfP7/efPNNhYeHa9asWZo+fbrc3d01d+5c1ahRw3puqVKlFBMTo5SUFJsxAXuj6M6lEhISFBYWZnQa9+z1VR2NTgEAACDHCAoKUmBgoE2bPa7LlqR//vlHf/zxh3r16qU+ffpY25OSklSoUCGbvj4+PjbPk5OT9cEHH2j58uX666+/ZLFYZLFYlD9/fkk3ln1bLBY9++yz6cY2m83q3r27Fi5cqM6dOysyMlIHDx7MdLf1a9euydnZOU17cHCwzZcSwcHBat68ufLmzatx48bp8OHDWrNmjV599VXt27fP2s/FxUUpKSmyWCxycXHJMC6Q3Si6AQAAAIOYzWa7Fdm3u7lz97x58/TEE0/YHHNwcLB5frOYvmny5MkKCwvT1KlTVatWLeXPn19vv/22rl+/Lkl3VcT27t1bjz/+uP78808tXLhQzz77rMqWLZthf3d3d124cCHTMY8dO6YlS5bowIEDWrhwoRo3bqxixYqpc+fO6tmzpy5duqSCBQtKks6fP698+fJRcOOBY10FAAAA8JBxcnKSdGOG+qbixYurVKlSOnXqlCpWrGjzuLnxWka2bdumdu3aqXv37vL29lb58uX122+/WY9XqlRJLi4u2rx5c4Zj1KpVSz4+Ppo3b54+//xz9ezZM9OYderUUVxcXIaFd2pqqvr27avJkyfL1dVVycnJ1p3Wb/7/W28RduTIEdWtWzfTmIA9MNMNAAAA5BIXL15Mc+/tm/esvpWHh4dcXFy0bt06PfbYY3J2dlahQoUUHBysQYMGqWDBgmrdurUsFot1Y7Lbl7nfqmLFilqxYoV27NihIkWKaMqUKYqLi7Nucubs7Kzhw4dr2LBhcnJyUqNGjfTPP//ol19+Ua9evazj9O7dWwMGDFC+fPnUoUOHTF9rnTp1VKxYMf300096/vnn0xyfN2+ePDw8rLubN2rUSMHBwdq1a5e+//57Va9eXYULF7b237Ztm1q2bJlpTMAemOkGAAAAcomIiAjVqVPH5jFq1Kg0/RwdHTVt2jTNmTNHJUuWVLt27STdKHrnz5+v8PBw1apVS02aNFF4ePgdZ7pHjhypunXrys/PT02bNpWnp6fat2+fps/gwYM1atQoVatWTV26dFF8fLxNn1deeUWOjo7q2rVrutdr38rBwUE9e/bUkiVL0hw7c+aMxo8fr2nTplnbGjRooMGDB+u5557TF198oUWLFlmP/fXXX9qxY4def/31TGMC9mBKTU1NzeogAQEBuXJTr9wst77nr3sZv5HaYUv8nTvZUfSVM4bGT0xJvnMnOzsbvdHQ+NenjTA0viTJ0eHOfezI5OFuaPwTH5wyNL4kebXI+i15suLImgKGxpekfE6JhsZ3dEi5cyc7umbJa2h8SYpLzrzosLeiMvYzIElXUo1deBnvYGz87n9/Zmj8B+2PP/6Ql5eX9uzZc1dLvc+cOaMaNWpo3759mV7/fSdDhw7VxYsXNXfu3PseA7hfzHQDAAAAsKvExETFxMRo+PDhevLJJ+/62urixYtrwYIFiomJyVJ8Dw8PjR07NktjAPeLa7oBAAAA2NVPP/2kZs2aqXLlyvrqq6/u6dybS+OzYujQoVkeA7hfFN0AAAAA7Kpp06bKhqtagVyJ5eUAAAAAANgJRTcAAAAAAHZC0Q0AAAAAgJ1QdAMAAAAAYCcU3QAAAAAA2AlFNwAAAAAAdsItw/BAOcvB6BSUImNvV1Eyn5uh8Qs75DM0viRdnzbC0PhOg8YbGl+SEheNMzS+qaixn8PklGhD40tSwimLofHzmFwNjS9JnmUvGRrfctnYP0MGxhv7GZCkN0zG/k5OTnUyNL4kVXa9aGj8f64VMTQ+gIcfM90AAAAAANgJRTcAAAAAAHZC0Q0AAAAAgJ1QdAMAAAAAYCcU3QAAAAAA2AlFNwAAAAAAdkLRDQAAAACAnVB0AwAAAABgJxTdAAAAAADYCUU3AAAAAAB2QtENAAAAIFPBwcF6/PHHjU4DyJUcjU4gJwoKClJCQoLRaWQqPj7e6BQAAADwgMXHx2vkyJH6/vvvdebMGRUpUkTe3t4KDg6Wr6+v3eIOGTJEAwcOtNv4wMOMojsdCQkJCgsLMzqNTAUEBBidAgAAAB6wjh07KjExUYsXL1b58uV15swZbd68WefPn7+v8RITE5U3b9479nN1dZWrq+t9xQAedSwvBwAAAHKBf//9V9u3b9eECRPUrFkzlS1bVg0aNFBQUJCee+45SdLFixfVt29feXh4qGDBgnrmmWd08OBB6xg3l4kvXLhQ5cuXl9ls1pw5c1SqVCmlpKTYxHvhhRf02muv2Zx3q4ULF6pGjRoym80qUaKEBgwYYD12pzyARwlFNwAAAGAQi8WiS5cu2TwsFku6fW/ONq9evTrdPqmpqXruuecUFxentWvXat++fapbt66effZZm5nwEydO6IsvvtCKFSsUGRmpTp066ezZs/rhhx+sfS5cuKD169erW7du6eYya9Ys9e/fX3379tXhw4f1zTffqGLFiveUB/CoYHn5QyA3XIMOAACAtEJDQxUSEmLTNnr0aAUHB6fp6+joqPDwcPXp00ezZ89W3bp11aRJE7388suqXbu2fvjhBx0+fFjx8fEym82SpEmTJmn16tX66quv1LdvX0nS9evX9emnn6pYsWLWsVu1aqXPP/9czz77rCTpyy+/VNGiRa3Pbzdu3DgNHjxYb731lrWtfv36knTXeQCPCoruh0BuuAb9pjdXdTY6BQAAgBwjKChIgYGBNm03C9X0dOzYUc8995y2bdumnTt3at26dZo4caLmz5+vf/75R5cvX5abm5vNOdeuXdPJkyetz8uWLWtTcEtSt27d1LdvX82cOVNms1lLlizRyy+/LAcHhzQ5xMfH6++//86wIN+3b99d5QE8Kii6AQAAAIOYzeZMi+z0ODs7q0WLFmrRooVGjRql3r17a/To0erXr59KlCihiIiINOcULlzY+nP+/PnTHG/btq1SUlL03XffqX79+tq2bZumTJmSbnwXF5dM80tJSbmrPIBHBUU3AAAAkItVr15dq1evVt26dRUXFydHR0d5eXnd0xguLi568cUXtWTJEp04cUKVK1dWvXr10u1boEABeXl5afPmzWrWrFma41nJA3gYUXQDAAAAucC5c+f00ksvqWfPnqpdu7YKFCigvXv3auLEiWrXrp2aN28uX19ftW/fXhMmTFCVKlX0999/a+3atWrfvr18fHwyHb9bt25q27atfvnlF3Xv3j3TvsHBwXrjjTfk4eGh1q1b67///tNPP/2kgQMHZjkP4GFD0Q0AAADkAq6urnriiScUFhamkydPKjExUaVLl1afPn00YsQImUwmrV27Vu+++6569uypf/75R56enmrcuLGKFy9+x/GfeeYZFS1aVMePH1fXrl0z7fvaa69Z9xUaMmSI3N3d1alTJ0nKch7Aw4aiGwAAAMgFzGazQkNDFRoammGfAgUKaNq0aZo2bVq6x4ODg9PdGV2SHBwc9Pfff9/1ef/73//0v//9777yAB4l3KcbAAAAAAA7oegGAAAAAMBOKLoBAAAAALATim4AAAAAAOyEohsAAAAAADuh6AYAAAAAwE4ougEAAAAAsBOKbgAAAAAA7ISiGwAAAAAAO6HoBgAAAADAThyNTgCPloopTkanoAMmYz/2DiZjv+s6l3TZ0PiSJEdPQ8MnLhpnaHxJyvv6e4bGTz59wND4Fy2HDY0vSeXcjf1vMSJvPkPjS9Irly8ZGv+v2EKGxh+aktfQ+JKUbEoxNH4Jx2uGxpekUo0thsa/vsXY/w4APPyY6QYAAAAAwE4ougEAAAAAsBOKbgAAAAAA7ISiGwAAAAAAO6HoBgAAAADATii6AQAAAACwE4puAAAAAADshPt051LOzs4KCAiQJMXHxxucDQAAAAAgPRTduVRoaKj155vFNwAAAAAgZ2F5OQAAAAAAdkLRDQAAAOCe9ejRQ+PHj0/THh0dreDg4AefUA5hMpm0evXqLI1hsVhUpkwZ7du3L3uSgqEougEAAIBcIi4uTm+99ZYqVqwoZ2dnFS9eXE899ZRmz56tq1evWvt5eXnJZDLJZDLJxcVFXl5e6ty5s7Zs2WIzXnR0tLWfyWRSkSJF1LhxY/3444+Z5nHo0CF99913GjhwoF1eZ24WGxur1q1bS/r/9zcyMvKexjCbzRoyZIiGDx9uhwzxoFF0AwAAALnAqVOnVKdOHW3YsEHjx4/XgQMHtGnTJgUEBOjbb7/Vpk2bbPqPGTNGsbGxOn78uD755BMVLlxYzZs31/vvv59m7E2bNik2NlY//vijChYsqDZt2uj06dMZ5jJjxgy99NJLKlCggLXt9OnT6tChg5588klNnDhRVatW1RtvvJF9b8BdSk1NVVJS0gOPe5Onp6fMZnOWx+nWrZu2bdumqKiobMgKRqLoBgAAAHKBfv36ydHRUXv37lXnzp1VrVo11apVSx07dtR3332ntm3b2vQvUKCAPD09VaZMGTVu3Fhz587VyJEjNWrUKB0/ftymr5ubmzw9PVW7dm3NmTNHV69e1YYNG9LNIyUlRV9++aVeeOEFm/ZXX31VZ86c0axZs+Tv76+PPvpIbm5umb4mf39/tW/fXiEhIfLw8FDBggX1v//9T9evX7f2SU1N1cSJE1W+fHm5uLjI29tbX331lfV4RESETCaT1q9fLx8fH5nNZm3bti3deH/++adefvllFS1aVPnz55ePj49+/vlnSdLJkyfVrl07FS9eXK6urqpfv36aLzK8vLw0duxYde3aVa6uripZsqSmT59u0+fW5eXlypWTJNWpU0cmk0lNmzaVJO3Zs0ctWrSQu7u7ChUqpCZNmmj//v0247i5ualhw4ZaunRppu8hcj6KbgAAAMAgFotFly5dsnlYLJY0/c6dO6cNGzaof//+yp8/f7pjmUymO8Z76623lJqaqq+//jrDPvny5ZMkJSYmpnv80KFD+vfff+Xj42PTfuDAAfXv31916tSRh4eH/Pz80p1Vv93mzZsVFRWlH374QUuXLtWqVasUEhJiPf7ee+9p0aJFmjVrln755RcFBASoe/fuaZbADxs2TKGhoYqKilLt2rXTxLl8+bKaNGmiv//+W998840OHjyoYcOGKSUlxXq8TZs22rRpkw4cOCA/Pz+1bdtWMTExNuN8+OGHql27tvbv36+goCAFBARo48aN6b623bt3S/r/lQQrV66UJP3333967bXXtG3bNu3atUuVKlVSmzZt9N9//9mc36BBgwy/QEDuwS3DkKmgoCAlJCRk23iPZdtIAAAAuV9oaKhNgSlJo0ePTrMR2YkTJ5SamqoqVarYtLu7u1v/Vuvfv78mTJiQabyiRYvKw8ND0dHR6R6/cuWKgoKC5ODgoCZNmqTbJzo6Wg4ODvLw8LBpb9SokaZOnWotYu+Wk5OTFi5cqHz58qlGjRoaM2aMhg4dqrFjx+ratWuaMmWKtmzZIl9fX0lS+fLltX37ds2ZM8cmxzFjxqhFixYZxvn888/1zz//aM+ePSpatKgkqWLFitbj3t7e8vb2tj4fN26cVq1apW+++UYDBgyweZ3vvPOOJKly5cr66aefFBYWlm7sYsWKSfr/lQQ3PfPMMzb95syZoyJFiujHH3/U888/b20vVapUhv9WyD0oupGphIQEhYWFZdt4k1d0z7axAAAAcrugoCAFBgbatGV2PfDts9m7d+9WSkqKunXrlu4MeXpSU1PTjNOwYUPlyZNHV69eVYkSJRQeHq5atWqle/61a9dkNpvTjLFkyRKFhIRoxIgRiouL0/r16zV48GB16tQp03y8vb2ts+uS5Ovrq8uXL+uPP/5QfHy8EhIS0hS0169fV506dWzabp95v11kZKTq1KljLbhvd+XKFYWEhGjNmjX6+++/lZSUpGvXrqWZ6b5Z/N/6fOrUqZnGvl18fLxGjRqlLVu26MyZM0pOTtbVq1fTxHJxcbHZIA+5E0U3AAAAYBCz2XxXm25VrFhRJpNJx44ds2kvX768pBvF2d04d+6c/vnnH+u1xjctX75c1atXV+HChe94Hba7u7uuXr2q69evy8nJyaZ9+vTpGjx4sD744AN5eXmpS5cu+v7779WyZcu7yu9WJpPJOmv+3XffqVSpUjbHb3/fMlp2f9Od3qOhQ4dq/fr1mjRpkipWrCgXFxd16tTJ5vryzHK9F/7+/vrnn380depUlS1bVmazWb6+vmlinT9/3jpbjtyLa7oBAACAHM7NzU0tWrTQjBkzdOXKlfse56OPPlKePHnUvn17m/bSpUurQoUKdyy4Jenxxx+XJB09ejTDPp6ennrnnXf0+OOP3/Ga5IMHD+ratWvW57t27ZKrq6see+wxVa9eXWazWTExMapYsaLNo3Tp0nfM9Va1a9dWZGSkzp8/n+7xbdu2yd/fXx06dFCtWrXk6emZ7tLuXbt2pXletWrVdMe8+aVEcnJymliDBg1SmzZtVKNGDZnNZp09ezbN+UeOHEkzo4/ch6IbAAAAyAVmzpyppKQk+fj4aPny5YqKitLx48f12Wef6dixY3JwcLDp/99//ykuLk5//PGHtm7dqr59+2rcuHF6//33ba5lvlfFihVT3bp1tX37dpv2Xr16affu3bpy5YosFotWrlypX375RfXq1ct0vOvXr6tXr146evSovv/+e40ePVoDBgxQnjx5VKBAAQ0ZMkQBAQFavHixTp48qQMHDujjjz/W4sWL7ynvV155RZ6enmrfvr1++uknnTp1SitWrNDOnTsl3VhNsHLlSkVGRurgwYPq2rVruten//TTT5o4caJ+/fVXffzxx/ryyy/11ltvpRvTw8NDLi4uWrdunc6cOaOLFy9aY3366aeKiorSzz//rG7duqU7E79t27b7WiWAnIXl5QAAAEAuUKFCBR04cEDjx49XUFCQ/vzzT5nNZlWvXl1DhgxRv379bPqPGjVKo0aNkpOTkzw9PfXkk09q8+bNatasWZZz6du3r8LDw202GPPw8FDPnj11+vRpWSwWlSlTRmPHjk0zq367Z599VpUqVVLjxo1lsVj08ssv22wkN3bsWHl4eCg0NFSnTp1S4cKFVbduXY0YMeKecnZyctKGDRs0ePBgtWnTRklJSapevbo+/vhjSVJYWJh69uyphg0byt3dXcOHD9elS5fSjDN48GDt27dPISEhKlCggCZPniw/P790Yzo6OmratGkaM2aMRo0apaeffloRERFauHCh+vbtqzp16qhMmTIaP368hgwZYnPuzp07dfHixTteE4+cj6IbAAAAyCVKlCih6dOnp7k39O3udsdrLy8vpaam3nMer732msaPH6+dO3daNxYLDQ1VaGiooqOjFR4enmYH9syEhISk2cX9JpPJpEGDBmnQoEHpHm/atOldv4ayZcva3OP7Vl5eXtqyZYtNW//+/dP0K1iwoJYvX55hjNtz6d27t3r37m3TVqdOHe3Zs8em7fbiesqUKRo6dOhdX6+PnIvl5QAAAADuibOzsz755JN0r0NG1lksFnl7eysgIMDoVJANmOkGAAAAcM8yuo+3l5fXPc1yIy2z2az33nvP6DSQTSi6AQAAABgiPDzc6BTuyd0u2wduxfJyAAAAAADshKIbAAAAAAA7oegGAAAAAMBOKLoBAAAAALATim4AAAAAAOyEohsAAAAAADvhlmEPAWdnZwUEBNhl7Pj4+Gwd7z9TaraOdz+SlWJo/IuJVw2NfzU5wdD4kmTycDc2flE3Q+NLUvLpA4bGdyhXx9D4Lg5LDI0vSXkKOxkav0iyoeElSfncEg2N737tiqHxD/9n7O8iSXos0dgPQlKK8fMvV38z9j34z2Ls7wIADz+K7odAaGio3ca2VzEPAAAAAI8C47/eBAAAAADgIUXRDQAAAACAnVB0AwAAAABgJxTdAAAAAADYyUO1kVpQUJASErK+M3N279gNAAAAAHg0PVRFd0JCgsLCwrI8Djt2AwAAAACyA8vLAQAAAACwE4puAAAAAADshKIbAAAAAAA7oegGAAAAHgIREREymUz6999/jU7lvowcOVJ9+/Y1Oo0coVOnTpoyZYrRaSCbUHQDAAAAuYC/v79MJpNMJpPy5s2r8uXLa8iQIbpy5YrRqWXZmTNn9NFHH2nEiBGG5fDWW2+pXr16MpvNevzxx9Ptc/jwYTVp0kQuLi4qVaqUxowZo9TUVJs+P/74o+rVqydnZ2eVL19es2fPTjPOihUrVL16dZnNZlWvXl2rVq2yOT5q1Ci9//77unTpUra9PhiHohsAAADIJVq1aqXY2FidOnVK48aN08yZMzVkyBCj08qyBQsWyNfXV15eXnaNk5ycrJSUlHSPpaamqmfPnurSpUu6xy9duqQWLVqoZMmS2rNnj6ZPn65JkybZzEifPn1abdq00dNPP60DBw5oxIgRGjRokFasWGHts3PnTnXp0kU9evTQwYMH1aNHD3Xu3Fk///yztU/t2rXl5eWlJUuWZNMrh5EougEAAIBcwmw2y9PTU6VLl1bXrl3VrVs3rV692qbPvn375OPjo3z58qlhw4Y6fvy4zfFZs2apQoUKcnJyUpUqVfTpp5/aHDeZTJo/f746dOigfPnyqVKlSvrmm29s+hw9elRt2rSRq6urihcvrh49eujs2bPW41999ZVq1aolFxcXubm5qXnz5pnOyC9btkwvvPCCTVvTpk01YMAADRgwQIULF5abm5vee+89m5nl69eva9iwYSpVqpTy58+vJ554QhEREdbj4eHhKly4sNasWWOdWf7999/TzWHatGnq37+/ypcvn+7xJUuWKCEhQeHh4apZs6ZefPFFjRgxQlOmTLHmNHv2bJUpU0ZTp05VtWrV1Lt3b/Xs2VOTJk2yjjN16lS1aNFCQUFBqlq1qoKCgvTss89q6tSpNvFeeOEFLV26NMP3DLkHRTcAAABgEIvFokuXLtk8LBbLXZ/v4uKixMREm7Z3331XkydP1t69e+Xo6KiePXtaj61atUpvvfWWBg8erCNHjuh///ufXn/9df3www82Y4SEhKhz5846dOiQ2rRpo27duun8+fOSpNjYWDVp0kSPP/649u7dq3Xr1unMmTPq3Lmz9fgrr7yinj17KioqShEREXrxxRfTLMO+6cKFCzpy5Ih8fHzSHFu8eLEcHR31888/a9q0aQoLC9P8+fOtx19//XX99NNPWrZsmQ4dOqSXXnpJrVq10m+//Wbtc/XqVYWGhmr+/Pn65Zdf5OHhcdfv76127typJk2ayGw2W9v8/Pz0999/Kzo62tqnZcuWNuf5+flp79691n+njPrs2LHDpq1BgwbavXv3PX0ekDM5Gp0AcjZnZ2cFBARk23iFsm0kAACA3C80NFQhISE2baNHj1ZwcPAdz929e7c+//xzPfvsszbt77//vpo0aSJJeuedd/Tcc88pISFBzs7OmjRpkvz9/dWvXz9JUmBgoHbt2qVJkyapWbNm1jH8/f31yiuvSJLGjx+v6dOna/fu3WrVqpVmzZqlunXravz48db+CxcuVOnSpfXrr7/q8uXLSkpK0osvvqiyZctKkmrVqpXh6/j999+VmpqqkiVLpjlWunRphYWFyWQyqUqVKjp8+LDCwsLUp08fnTx5UkuXLtWff/5pPXfIkCFat26dFi1aZM0vMTFRM2fOlLe39x3f08zExcWlWf5evHhx67Fy5copLi7O2nZrn6SkJJ09e1YlSpTIsE9cXJxNW6lSpWSxWBQXF2d9H5E7UXQjU6Ghodk6XvDKbtk6HgAAQG4WFBSkwMBAm7ZbZ1Jvt2bNGrm6uiopKUmJiYlq166dpk+fbtOndu3a1p9LlCghSYqPj1eZMmUUFRWVZofwRo0a6aOPPspwjPz586tAgQKKj4+XdGP5+g8//CBXV9c0+Z08eVItW7bUs88+q1q1asnPz08tW7ZUp06dVKRIkXRf07Vr1yTdmOy53ZNPPimTyWR97uvrq8mTJys5OVn79+9XamqqKleubHOOxWKRm5ub9bmTk5PN68mKW3ORZJ29v7X9fvvc3ubi4iLpxkw9cjeKbgAAAMAgZrM50yL7ds2aNdOsWbOUN29elSxZUnnz5k3T59a2m4XcrZuH3U3Bd/u4JpPJOkZKSoratm2rCRMmpIldokQJOTg4aOPGjdqxY4c2bNig6dOn691339XPP/+scuXKpTnH3d1d0o1l5sWKFcv09d8qJSVFDg4O2rdvnxwcHGyO3fqFgIuLS5rXdz88PT3TzEbf/CLi5sx1Rn0cHR2tXwRk1Of22e+by/nv5T1BzsQ13QAAAEAukT9/flWsWFFly5ZNt+C+k2rVqmn79u02bTt27FC1atXueoy6devql19+kZeXlypWrGjzyJ8/v6QbRXqjRo0UEhKiAwcOyMnJKc1tsW6qUKGCChYsqKNHj6Y5tmvXrjTPK1WqJAcHB9WpU0fJycmKj49Pk4enp+ddv5675evrq61bt+r69evWtg0bNqhkyZLWZee+vr7auHGjzXkbNmyQj4+P9d8roz4NGza0aTty5Igee+wx65cSyL0ougEAAIBHxNChQxUeHq7Zs2frt99+05QpU7Ry5cp7uu1Y//79df78eb3yyivavXu3Tp06pQ0bNqhnz55KTk7Wzz//rPHjx2vv3r2KiYnRypUr9c8//2RY2OfJk0fNmzdP82WAJP3xxx8KDAzU8ePHtXTpUk2fPl1vvfWWJKly5crq1q2bXn31Va1cuVKnT5/Wnj17NGHCBK1du/ae35sTJ04oMjJScXFxunbtmiIjIxUZGWktsrt27Sqz2Sx/f38dOXJEq1at0vjx4xUYGGidSX/jjTf0+++/KzAwUFFRUVq4cKEWLFhg8/6+9dZb2rBhgyZMmKBjx45pwoQJ2rRpk95++22bfLZt25ZmwzXkTiwvBwAAAB4R7du310cffaQPP/xQgwYNUrly5bRo0SI1bdr0rscoWbKkfvrpJw0fPlx+fn6yWCwqW7asWrVqpTx58qhgwYLaunWrpk6dqkuXLqls2bKaPHmyWrduneGYffv2Va9evTRx4kTlyfP/84Kvvvqqrl27pgYNGsjBwUEDBw60uSZ90aJFGjdunAYPHqy//vpLbm5u8vX1VZs2be75vendu7d+/PFH6/M6depIunHvbS8vLxUqVEgbN25U//795ePjoyJFiigwMNDmmvxy5cpp7dq1CggI0Mcff6ySJUtq2rRp6tixo7VPw4YNtWzZMr333nsaOXKkKlSooOXLl+uJJ56w9klISNCqVau0fv36e34dyHlMqRnt3X8PAgICFBYWlh355Ig8csrreRgFlzV+I7XvEv8wNP7FRGM3w7ianGBofEn6dfyzd+5kR6aibnfuZO8cytUwNL5DuTqGxt9f++5nVOylWtuM7xf7ICz9zvhr9F6sZuzvwwt/uhga/4f/jF+y+VhisqHx3RyMvxVR2fIXDI1/4oSx/5vwdNxXhsbPKVJTU/Xkk0/q7bfftu6a3rRpUz3++ONp7l/9KPj444/19ddfa8OGDUangmzA8nIAAAAAhjKZTJo7d66SkpKMTiVHyJs3b5pd6ZF7sbwcAAAAgOG8vb2zfC/th8Xtt3VD7kbRDQAAACDHiYiIMDoFIFuwvBwAAAAAADuh6AYAAAAAwE4ougEAAAAAsBOKbgAAAAAA7ISiGwAAAAAAO6HoBgAAAADATrhlGB6oVonXjE5B9ZNLGRr/nJODofEvGBteknTig1OGxk9OiTY0viRdtBw2NL6LwxJD49c9NMnQ+JJ0daix90B9wuGSofElacuRxwyNfy2PydD4xZJTDI0vSTVKnDU0/p4zHobGl6S4E86Gxu90/kdD4ycZGh3Ag8BMNwAAAAAAdkLRDQAAAACAnVB0AwAAAABgJxTdAAAAAADYCUU3AAAAAAB2QtENAAAAAICdUHQDAAAAAGAnFN0AAAAAANgJRTcAAAAAAHZC0Q0AAAAAgJ1QdAMAAAAAYCcU3QAAAADk5eWlqVOnZtrHZDJp9erVWY41cuRI9e3bN0tjDBkyRIMGDcpyLoC9UXQDAAAAuciOHTvk4OCgVq1aGZ3KfTlz5ow++ugjjRgxwtq2ZMkSlS5dWkWLFtXQoUNt+kdHR6ty5cq6dOmSTfuwYcO0aNEinT59+oHkDdwvim4AAAAgF1m4cKEGDhyo7du3KyYmJtO+qampSkpKekCZ3Z0FCxbI19dXXl5ekqSzZ8+qd+/emjRpktavX6/Fixfru+++s/Z/88039cEHH6hgwYI243h4eKhly5aaPXv2g0wfuGcU3QAAAEAuceXKFX3xxRd688039fzzzys8PNzmeEREhEwmk9avXy8fHx+ZzWZt27ZNJ0+eVLt27VS8eHG5urqqfv362rRpU5rx//vvP3Xt2lWurq4qWbKkpk+fnmk+f/31l7p06aIiRYrIzc1N7dq1U3R0dKbnLFu2TC+88IL1+alTp1SoUCF16dJF9evXV7NmzXT06FFJ0ueffy4nJye9+OKL6Y71wgsvaOnSpZnGA4xG0Q0AAAAYxGKx6NKlSzYPi8WSYf/ly5erSpUqqlKlirp3765FixYpNTU1Tb9hw4YpNDRUUVFRql27ti5fvqw2bdpo06ZNOnDggPz8/NS2bds0M+Uffvihateurf379ysoKEgBAQHauHFjurlcvXpVzZo1k6urq7Zu3art27fL1dVVrVq10vXr19M958KFCzpy5Ih8fHysbZUqVdLVq1d14MABnT9/Xnv27FHt2rV1/vx5jRo1SjNmzMjw/WjQoIH++OMP/f777xn2AYzmaHQCj6KgoCAlJCQYnYYhuhidAAAAQA4SGhqqkJAQm7bRo0crODg43f4LFixQ9+7dJUmtWrXS5cuXtXnzZjVv3tym35gxY9SiRQvrczc3N3l7e1ufjxs3TqtWrdI333yjAQMGWNsbNWqkd955R5JUuXJl/fTTTwoLC7MZ66Zly5YpT548mj9/vkwmkyRp0aJFKly4sCIiItSyZcs05/z+++9KTU1VyZIlrW1FihTR4sWL9eqrr+ratWt69dVX5efnp549e2rgwIE6ffq0XnjhBSUmJio4OFidOnWynluqVClJN677Llu2bLrvGWA0im4DJCQkKCwszOg0DLFrefpLgwAAAB5FQUFBCgwMtGkzm83p9j1+/Lh2796tlStXSpIcHR3VpUsXLVy4ME3RfetMsnRjWXpISIjWrFmjv//+W0lJSbp27VqamW5fX980zzPa0Xzfvn06ceKEChQoYNOekJCgkydPpnvOtWvXJEnOzs427R06dFCHDh2szyMiInT48GHNmDFDFStW1NKlS+Xp6akGDRqocePG8vDwkCS5uLhIujHrDuRUFN0AAACAQcxmc4ZF9u0WLFigpKQk6+yudGOjtLx58+rChQsqUqSItT1//vw25w4dOlTr16/XpEmTVLFiRbm4uKhTp04ZLgO/1c1Z7NulpKSoXr16WrJkSZpjxYoVS/ccd3d3STeWmWfUx2KxqF+/fvrss8904sQJJSUlqUmTJpJuzL7//PPPatu2rSTp/PnzmcYDcgKKbgAAACCHS0pK0ieffKLJkyenWbbdsWNHLVmyxGaZ+O22bdsmf39/62zy5cuX093wbNeuXWmeV61aNd0x69atq+XLl8vDwyPNzuIZqVChggoWLKijR4+qcuXK6fYZO3asWrdurbp16+rAgQM2u68nJiYqOTnZ+vzIkSPKmzevatSocVfxASOwkRoAAACQw61Zs0YXLlxQr169VLNmTZtHp06dtGDBgkzPr1ixolauXKnIyEgdPHhQXbt2VUpKSpp+P/30kyZOnKhff/1VH3/8sb788ku99dZb6Y7ZrVs3ubu7q127dtq2bZtOnz6tH3/8UW+99Zb+/PPPdM/JkyePmjdvru3bt6d7/JdfftHy5cs1ZswYSVLVqlWVJ08eLViwQN99952OHTum+vXrW/tv27ZNTz/9tHWZOZATUXQDAAAAOdyCBQvUvHlzFSpUKM2xjh07KjIyUvv378/w/LCwMBUpUkQNGzZU27Zt5efnp7p166bpN3jwYO3bt0916tTR2LFjNXnyZPn5+aU7Zr58+bR161aVKVNGL774oqpVq6aePXvq2rVrmc589+3bV8uWLUtT9Kempqpv374KCwuzLo93cXFReHi4xowZo169emnGjBk2y+uXLl2qPn36ZBgLyAlYXg4AAADkcN9++22Gx+rWrWtz27D0biHm5eWlLVu22LT179/f5vmd7q+d3tienp5avHjxHc+7VcuWLVWqVCktX75cr7zyirXdZDLpp59+StP/+eef1/PPP5+m/bvvvpODg4PNbuZATsRMNwAAAIAHxmQyae7cuTbXat+PK1euaNGiRXJ0ZB4RORufUAAAAAAPlLe3t819w+9H586dsykbwL6Y6QYAAAAAwE4ougEAAAAAsBOKbgAAAAAA7ISiGwAAAAAAO6HoBgAAAADATii6AQAAAACwE4puAAAAAADshPt0p8PZ2VkBAQF2Gz8+Pt5uY+d0V5ON/8hFmR0MjX88j8XQ+BdSjY0vSa+3MDaHhFPGvwfl3I39zjNPYSdD418d2tfQ+JKU78O5hsY/VyPI0PiSVEyJhsa/lmLs7+NLDsbPPRyNdTM0/hVHk6HxJalkUrKh8d8u2djQ+AAefsZXQDlQaGioXce3Z0EPAAAAAMg5jP+KFwAAAACAhxRFNwAAAAAAdkLRDQAAAACAnVB0AwAAAABgJxTdAAAAAADYCUU3AAAAAAB2QtENAAAAAICdUHQDAAAAAGAnFN0AAAAAANgJRTcAAADwEDGZTFq9erUkKTo6WiaTSZGRkYbmBDzKKLoBAACAXCQuLk4DBw5U+fLlZTabVbp0abVt21abN29O07d06dKKjY1VzZo17ZoTxT2QMUejEwAAAABwd6Kjo9WoUSMVLlxYEydOVO3atZWYmKj169erf//+OnbsmE1/BwcHeXp6GpQtAImZbgAAACDX6Nevn0wmk3bv3q1OnTqpcuXKqlGjhgIDA7Vr1640/W+fgY6IiJDJZNL69etVp04dubi46JlnnlF8fLy+//57VatWTQULFtQrr7yiq1evWsdZt26dnnrqKRUuXFhubm56/vnndfLkSevxcuXKSZLq1Kkjk8mkpk2bWo8tWrRI1apVk7Ozs6pWraqZM2fa580BcihmugEAAACDWCwWWSwWmzaz2Syz2Zym7/nz57Vu3Tq9//77yp8/f5rjhQsXvuu4wcHBmjFjhvLly6fOnTurc+fOMpvN+vzzz3X58mV16NBB06dP1/DhwyVJV65cUWBgoGrVqqUrV65o1KhR6tChgyIjI5UnTx7t3r1bDRo00KZNm1SjRg05OTlJkubNm6fRo0drxowZqlOnjg4cOKA+ffoof/78eu211+7hnQJyL4puAzg7OysgIMDoNAzR1ugEAAAAcpDQ0FCFhITYtI0ePVrBwcFp+p44cUKpqamqWrVqluOOGzdOjRo1kiT16tVLQUFBOnnypMqXLy9J6tSpk3744Qdr0d2xY0eb8xcsWCAPDw8dPXpUNWvWVLFixSRJbm5uNsvZx44dq8mTJ+vFF1+UdGNG/OjRo5ozZw5FNx4ZFN0GCA0NNToFw2z5vLPRKQAAAOQYQUFBCgwMtGlLb5ZbklJTUyXd2J08q2rXrm39uXjx4sqXL5+14L7Ztnv3buvzkydPauTIkdq1a5fOnj2rlJQUSVJMTEyGm7T9888/+uOPP9SrVy/16dPH2p6UlKRChQpl+TUAuQVFNwAAAGCQjJaSp6dSpUoymUyKiopS+/btsxQ3b9681p9NJpPN85ttNwtrSWrbtq1Kly6tefPmqWTJkkpJSVHNmjV1/fr1DGPcPH/evHl64oknbI45ODhkKX8gN2EjNQAAACAXKFq0qPz8/PTxxx/rypUraY7/+++/dol77tw5RUVF6b333tOzzz6ratWq6cKFCzZ9bl7DnZycbG0rXry4SpUqpVOnTqlixYo2j5sbrwGPAma6AQAAgFxi5syZatiwoRo0aKAxY8aodu3aSkpK0saNGzVr1ixFRUVle8wiRYrIzc1Nc+fOVYkSJRQTE6N33nnHpo+Hh4dcXFy0bt06PfbYY3J2dlahQoUUHBysQYMGqWDBgmrdurUsFov27t2rCxcupFlWDzysmOkGAAAAcoly5cpp//79atasmQYPHqyaNWuqRYsW2rx5s2bNmmWXmHny5NGyZcu0b98+1axZUwEBAfrwww9t+jg6OmratGmaM2eOSpYsqXbt2kmSevfurfnz5ys8PFy1atVSkyZNFB4ezkw3Himm1Js7MmRBQECAwsLCsiOfhyIPZGxLceM3UttvdjI0/vE8ljt3sqMLqcbGl6SFLRMMjZ9wyvj3wMnd2O888xQ29r+D1OvJd+5kZ/k+nGto/K01ggyNL0kmZflPgCy5JmOv6bzkYPzcQ6FkY/9biHc0ftFjyaQkQ+NvcMn6pmRZMSl6qaHxAdif8f9rAwAAAADAQ4qiGwAAAAAAO6HoBgAAAADATii6AQAAAACwE4puAAAAAADshKIbAAAAAAA7oegGAAAAAMBOKLoBAAAAALATim4AAAAAAOzE0egE8GjZb3YyOgU9lXTV0PjlU5wNjV853zVD40vSkTUFDI2fx+RqaHxJisibz9D4RZINDa8nHC4Zm4CkczWCDI3f+JdQQ+NL0oYa7xoav1HTOEPjr95eytD4kpRgMnb+I9FkaHhJ0jcuqYbG33091tD4AB5+zHQDAAAAAGAnFN0AAAAAANgJRTcAAAAAAHZC0Q0AAAAAgJ1QdAMAAAAAYCcU3QAAAAAA2AlFNwAAAAAAdkLRDQAAAACAnVB0AwAAAABgJ47ZMYizs7MCAgKyY6gsiY+PNzoFAAAAAACssqXoDg0NzY5hsiwnFP4AAAAAbrh+/bqqV6+uxYsXq1GjRvc1hsViUaVKlbRq1SrVq1cvmzME7I/l5QAAAEAuERcXp4EDB6p8+fIym80qXbq02rZtq82bNxudWrrmzp2rsmXLWgtui8WiHj16qGDBgqpSpYq2bNli03/ixIkaOHCgTZvZbNaQIUM0fPjwB5Y3kJ2yZaYbAAAAgH1FR0erUaNGKly4sCZOnKjatWsrMTFR69evV//+/XXs2LF0z0tMTFTevHkfcLY3TJ8+XcHBwdbnc+fO1b59+7Rz5059//33euWVVxQXFyeTyaTTp09r/vz52rt3b5pxunXrpqFDhyoqKkrVqlV7gK8AyDpmugEAAIBcoF+/fjKZTNq9e7c6deqkypUrq0aNGgoMDNSuXbus/Uwmk2bPnq127dopf/78GjdunCRp1qxZqlChgpycnFSlShV9+umnNuObTCbNmjVLrVu3louLi8qVK6cvv/zSevz69esaMGCASpQoIWdnZ3l5eWV6men+/ft14sQJPffcc9a2qKgovfDCC6pRo4b69++v+Ph4nT17VpL05ptvasKECSpYsGCasdzc3NSwYUMtXbr0/t48wEAU3QAAAIBBLBaLLl26ZPOwWCxp+p0/f17r1q1T//79lT9//jTHCxcubPN89OjRateunQ4fPqyePXtq1apVeuuttzR48GAdOXJE//vf//T666/rhx9+sDlv5MiR6tixow4ePKju3bvrlVdeUVRUlCRp2rRp+uabb/TFF1/o+PHj+uyzz+Tl5ZXha9u6dasqV65sU0R7e3tr+/btunbtmtavX68SJUrI3d1dn332mZydndWhQ4cMx2vQoIG2bduW4XEgp2J5eRYFBQUpISHB6DRyjVJGJwAAAJCDhIaGKiQkxKZt9OjRNkuyJenEiRNKTU1V1apV72rcrl27qmfPnjbP/f391a9fP0myzo5PmjRJzZo1s/Z76aWX1Lt3b0nS2LFjtXHjRk2fPl0zZ85UTEyMKlWqpKeeekomk0lly5bNNIfo6GiVLFnSpq1nz546dOiQqlevLnd3d33xxRe6cOGCRo8erR9++EHvvfeeli1bpgoVKmjhwoUqVer//3osVaqUoqOj7+r1AzkJRXcWJSQkKCwszOg0co1JK7obnQIAAECOERQUpMDAQJs2s9mcpl9qaqqkG0vA74aPj4/N86ioKPXt29emrVGjRvroo49s2nx9fdM8j4yMlCT5+/urRYsWqlKlilq1aqXnn39eLVu2zDCHa9euydnZ2aYtb968+vjjj23a/P39NWjQIEVGRmr16tU6ePCgJk6cqEGDBmnFihXWfi4uLrp69WrmLxzIgVheDgAAABjEbDarYMGCNo/0iu5KlSrJZDJZl3rfSXpL0G8v2FNTU++qiL/Zp27dujp9+rTGjh2ra9euqXPnzurUqVOG57m7u+vChQuZjr1lyxYdPXpUAwYMUEREhNq0aaP8+fOrc+fOioiIsOl7/vx5FStW7I75AjkNRTcAAACQwxUtWlR+fn76+OOPdeXKlTTH//3330zPr1atmrZv327TtmPHjjQ7gd+6IdvN57cuaS9YsKC6dOmiefPmafny5VqxYoXOnz+fbsw6dero2LFj1ln62yUkJKh///6aM2eOHBwclJycrMTEREk3dlxPTk626X/kyBHVqVMn09cJ5EQU3QAAAEAuMHPmTCUnJ6tBgwZasWKFfvvtN0VFRWnatGlploXfbujQoQoPD9fs2bP122+/acqUKVq5cqWGDBli0+/LL7/UwoUL9euvv2r06NHavXu3BgwYIEkKCwvTsmXLdOzYMf3666/68ssv5enpmWYTt5uaNWumK1eu6Jdffkn3+JgxY/Tcc89ZC+lGjRpp5cqVOnTokGbMmGG9t/dN27Zty3Q5O5BTcU03AAAAkAuUK1dO+/fv1/vvv6/BgwcrNjZWxYoVU7169TRr1qxMz23fvr0++ugjffjhhxo0aJDKlSunRYsWqWnTpjb9QkJCtGzZMvXr10+enp5asmSJqlevLklydXXVhAkT9Ntvv8nBwUH169fX2rVrlSdP+vN4bm5uevHFF7VkyZI0txY7cuSIvvzyS+v14pLUqVMnRURE6Omnn1aVKlX0+eefW4/t3LlTFy9ezHQ5O5BTUXQDAAAAuUSJEiU0Y8YMzZgxI8M+GS3nfvPNN/Xmm29mOn7JkiW1YcOGdI/16dNHffr0uftkJY0YMULNmzfXiBEjVKBAAWt7zZo19dtvv9n0zZMnj2bOnKmZM2emGWfKlCkaOnSoXFxc7ik+kBOwvBwAAACAXdSqVUsTJ07M0q2+LBaLvL29FRAQkH2JAQ8QM90AAAAA7Oa1117L0vlms1nvvfdeNmUDPHgU3QAAAAAyXJYOIGtYXg4AAAAAgJ1QdAMAAAAAYCcU3QAAAAAA2AlFNwAAAAAAdkLRDQAAAACAnVB0AwAAAABgJxTdAAAAAADYCffpxgPllWj8/R9PmPIZGv+awf/VbU8sbGwCkp50umRofM+yxsaXpFcuG5tDPrdEQ+NvOfKYofElqZiMfQ821HjX0PiS1PKX9w2Nf7Z9L0PjJ5oMDS9Jck5NMTR+kWTj34TAIhcMjf/vv4UNjQ/g4cdMNwAAAAAAdkLRDQAAAACAnVB0AwAAAABgJxTdAAAAAADYCUU3AAAAAAB2QtENAAAAAICdUHQDAAAAAGAnj+x9uoOCgpSQkJDlceLj47MhGwAAAADAw+iRLboTEhIUFhaW5XECAgKyIRsAAAAAwMOI5eUAAAAAANgJRTcAAACAXCk4OFiPP/643cZv3LixPv/8c7uNnxtFRETIZDLp33//Tfe4xWJRmTJltG/fvgebWA5G0Q0AAADkAv7+/jKZTDKZTMqbN6/Kly+vIUOG6MqVKw80j+DgYGsejo6Ocnd3V+PGjTV16lRZLJYHmsuQIUO0efNm63N/f3+1b98+W8Zes2aN4uLi9PLLL2fLeA+Lhg0bKjY2VoUKFUr3uNls1pAhQzR8+PAHnFnORdENAAAA5BKtWrVSbGysTp06pXHjxmnmzJkaMmTIA8+jRo0aio2NVUxMjH744Qe99NJLCg0NVcOGDfXff/89sDxcXV3l5uZml7GnTZum119/XXny2Ldkun79ul3Hz25OTk7y9PSUyWTKsE+3bt20bds2RUVFPcDMci6KbgAAACCXMJvN8vT0VOnSpdW1a1d169ZNq1evlnRjWe+gQYPk4eEhZ2dnPfXUU9qzZ4/13JvLgr/77jt5e3vL2dlZTzzxhA4fPnzPeTg6OsrT01MlS5ZUrVq1NHDgQP344486cuSIJkyYYO13/fp1DRs2TKVKlVL+/Pn1xBNPKCIiwno8PDxchQsX1vr161WtWjW5urpav1i4Ne8GDRoof/78Kly4sBo1aqTff/9dku3y8uDgYC1evFhff/21dSY+IiJCzzzzjAYMGGCT/7lz52Q2m7Vly5Z0X9/Zs2e1adMmvfDCCzbtJpNJs2bNUuvWreXi4qJy5crpyy+/tOnz119/qUuXLipSpIjc3NzUrl07RUdHW4/fnI0PDQ1VyZIlVbly5XRzOHjwoJo1a6YCBQqoYMGCqlevnvbu3Wvz3pUpU0b58uVThw4dNHnyZBUuXDjdsTLStGlTDRw4UG+//baKFCmi4sWLa+7cubpy5Ypef/11FShQQBUqVND3339vPedOy8slyc3NTQ0bNtTSpUvvKZ+HFUU3AAAAYBCLxaJLly7ZPO5libaLi4sSExMlScOGDdOKFSu0ePFi7d+/XxUrVpSfn5/Onz9vc87QoUM1adIk7dmzRx4eHnrhhResY2RF1apV1bp1a61cudLa9vrrr+unn37SsmXLdOjQIb300ktq1aqVfvvtN2ufq1evatKkSfr000+1detWxcTEWGfvk5KS1L59ezVp0kSHDh3Szp071bdv33RnWYcMGaLOnTtbi/bY2Fg1bNhQvXv31ueff27zvi5ZskQlS5ZUs2bN0n0t27dvV758+VStWrU0x0aOHKmOHTvq4MGD6t69u1555RXrjO7Vq1fVrFkzubq6auvWrdq+fbv1i4RbZ7Q3b96sqKgobdy4UWvWrEk3h27duumxxx7Tnj17tG/fPr3zzjvKmzevJOnnn39Wz5491a9fP0VGRqpZs2YaN25chv82mVm8eLHc3d21e/duDRw4UG+++aZeeuklNWzYUPv375efn5969Oihq1ev3tO4DRo00LZt2+4rp4fNI3vLsJwiu+4Xnls0MjoBAACAHCQ0NFQhISE2baNHj1ZwcPAdz929e7c+//xzPfvss7py5YpmzZql8PBwtW7dWpI0b948bdy4UQsWLNDQoUNtxm/RooWkGwXXY489plWrVqlz585Zfj1Vq1bVhg0bJEknT57U0qVL9eeff6pkyZKSbhTG69at06JFizR+/HhJUmJiombPnq0KFSpIkgYMGKAxY8ZIki5duqSLFy/q+eeftx5PrxCWbiw1d3FxkcVikaenp7W9Y8eOGjhwoL7++mvra1y0aJH1Gvn0REdHq3jx4ukuLX/ppZfUu3dvSdLYsWO1ceNGTZ8+XTNnztSyZcuUJ08ezZ8/3zr2okWLVLhwYUVERKhly5aSpPz582v+/PlycnLK8L2MiYnR0KFDVbVqVUlSpUqVrMc++ugj+fn56Z133pEkVa5cWTt27NC6desyHC8j3t7eeu+99yTdqE0++OADubu7q0+fPpKkUaNGadasWTp06JCefPLJux63VKlSNjP8jzKKboNl1/3Cc4uvlnUzOgUAAIAcIygoSIGBgTZtZrM5w/5r1qyRq6urkpKSlJiYqHbt2mn69Ok6efKkEhMT1ajR/09x5M2bVw0aNEhzXa2vr6/156JFi6pKlSrZdu1tamqqtdjcv3+/UlNT0yyftlgsNtdh58uXz1pQS1KJEiUUHx9vzc/f319+fn5q0aKFmjdvrs6dO6tEiRJ3nZPZbFb37t21cOFCde7cWZGRkTp48KB1WX56rl27Jmdn53SP3fr+3XweGRkpSdq3b59OnDihAgUK2PRJSEjQyZMnrc9r1aqVacEtSYGBgerdu7c+/fRTNW/eXC+99JL1fYqKilKHDh3S5HE/Rff/sXfncTXm7//AX6e0b9JmS4uUUqnE2MY2CEPWYQZD1jH2ENMYW8Y69n2XbSxjGx9mChGyZUtStlZLiYTRvty/P/w6345CZrrPffB6Ph7nQff9Pvd1ndNdneu+34urq6v8/+rq6jAxMYGLi4t8m4WFBQDIvydlpaOj88F3xz9VLLqJiIiIiCSipaX1ziL7TS1btsTq1auhoaGBqlWryrsbF42BfvPObfEi+F3K0qYsYmJiYGNjAwAoLCyEuro6rly5AnV1dYV2+vr68v8XvYbiuQiCIP968+bNGD16NIKCgrB792788ssvOHbs2AfddR08eDDc3Nzw4MEDbNq0CV999RWsrKze2t7U1BTp6ellPn7R+1dYWIh69ephx44dJdqYmZnJ/6+np/feY06fPh29e/fGkSNH8Pfff2PatGnYtWsXunbtqvD+/Felvf/FtxV/bR/i2bNnCq/5c8Yx3UREREREHwk9PT3Y2dnByspKoTCys7ODpqYmwsLC5Nvy8vJw+fLlEt2xL1y4IP9/eno67ty5I+/C/F/cunULQUFB6N69OwDA3d0dBQUFSE1NhZ2dncKjePfvsnB3d4e/vz/OnTsHZ2fnt66drampiYKCghLbXVxc4OnpifXr1+P333/HwIED3xsvJSWl1MK7+PtX9HXR++fh4YG7d+/C3Ny8xGt+2xJb72Jvbw9fX18cPXoU3bp1w+bNmwEATk5OpeahSqKiouDu7i51GiqBRTcRERER0UdOT08PP/74I/z8/BAUFITo6GgMGTIEmZmZGDRokELbgIAAhISEICoqCj4+PjA1NZWvbf3w4UPUrl0b4eHh74yXn5+PlJQUPHr0CDdu3MDy5cvRvHlzuLm5yceP29vbo0+fPujXrx/279+P+Ph4XLp0CfPmzcNff/1VptcVHx8Pf39/nD9/HomJiTh69Cju3Lnz1nHd1tbWiIyMxO3bt/H06VOFCeIGDx6MuXPnoqCgoETX7De5u7vDzMwMZ8+eLbHvjz/+wKZNm3Dnzh1MmzYN4eHh8tnR+/TpA1NTU3Tu3BlnzpxBfHw8Tp06hTFjxuDBgwdles3A6+7tI0eORGhoKBITE3H27FlcunRJ/rqL7vzPnz8fd+7cwYoVK0p0LQ8PD0ft2rXx8OHDMsf9N952zpw5c0Y+hv1zx6KbiIiIiOgTMHfuXHTv3h3ff/89PDw8cO/ePQQHB8PY2LhEuzFjxqBevXpITk7GoUOH5OOL8/LycPv27feOxb158yaqVKmCGjVqoEWLFtizZw/8/f1x5swZha7jmzdvRr9+/TB+/Hg4ODjA29sbFy9ehKWlZZlek66uLm7duoXu3bvD3t4eQ4cOxciRI/HDDz+U2n7IkCFwcHCAp6dniaL5u+++Q4UKFdC7d++3jtcuoq6ujoEDB5baTXzGjBnYtWsXXF1dsWXLFuzYsQNOTk7yfE+fPo0aNWqgW7ducHR0xMCBA5GVlQVDQ8Myveai+GlpaejXrx/s7e3Rs2dPtG/fXj7pXsOGDbFhwwYsX74cbm5uOHr0qHwytCKZmZm4fft2ucxM/y6lnTPnz5/Hixcv0KNHD1FjfyxkQnkOCJCYr69vmScl+5C2Yh6nvPL4WOytIv1EatnlNGbp38qS+FJXgbQvHwDQUO2lpPErW0kbHwByXkk7pYauibh/gN/nRFR1SeMDgFmhtO9BFtTf30hkbW/OkjT+0y6D3t9IRIcTqkkaHwCq5eVLGj9TTfrz0MP0iaTxnz/XkTS+x/0/lRYrNDQULVu2RHp6+gev5/wpuH//PqytrXHp0iV4eHi8t/3jx49Rp04dXLlyRT7+WyaT4cCBA/KeAaokMDAQY8eOfef62cryzTffwN3dHT///LPUqagE3ukmIiIiIqJPVl5eHpKSkjBp0iQ0bNiwTAU38HrW7o0bNyIpKUnkDD8tOTk5qFu3Lnx9faVORWVw9nIiIiIiIvpknT17Fi1btoS9vT327t37Qc/t3LmzSFl9urS0tEp0df/csegmIiIiIvoMtGjRolyXmvpYlOfrVuX3z8fHBz4+PlKnQaVg93IiIiIiIiIikbDoJiIiIiIiIhIJi24iIiIiIiIikbDoJiIiIiIiIhIJi24iIiIiIiIikbDoJiIiIiIiIhIJlwz7j7S1tf/Twu+pqanlmI3qS60gkzoFWOUWSBo/R01d0vgV86Vf6qKCTqGk8XNeSf+r72GykaTxTbMyJI2fpSb974KsQml/Fpu0SJE0PgA87TJI0vimBzdKGv+lx1RJ4wOAscR/E3Jk0v8snkw3lzS+YYG0fxc9JI1ORMog/SfPj9ycOXP+0/P/S8FOREREREREqo3dy4mIiIiIiIhEwqKbiIiIiIiISCQsuomIiIiIiIhEwqKbiIiIiIiISCQsuomIiIiIiIhEwqKbiIiIiIiISCQsuomIiIiIiIhEwqKbiIiIiIiISCQsuomIiIiIiIhEwqKbiIiIiIiISCQsuomIiIiI6D8JDQ2FTCbD8+fPAQCBgYGoWLGiUmLfvn0blStXxj///KOUeFQ21tbWWLJkSZnbr1ixAt7e3uIlJCEW3UREREREH4mUlBSMGjUKtra20NLSgqWlJTp16oSQkBCl5dCiRQuMHTv2nW169eqFO3fuKCWfyZMnY8SIETAwMFBKvPeZPn063Nzc3rrfxsYGQUFByktIZG+7wHLp0iUMHTq0zMcZMmQILl26hLCwsHLMTjWw6CYiIiIi+ggkJCSgXr16OHHiBObPn48bN24gKCgILVu2xIgRI6ROT4GOjg7Mzc1Fj/PgwQMcOnQIAwYMED1WeYiMjERaWhpatmz5r56fm5tbzhmJF8vMzAy6urplbq+lpYXevXtj+fLl/ymuKmLRTUREREQkkZycHLx8+VLhkZOTU2rb4cOHQyaTITw8HD169IC9vT3q1KmDcePG4cKFC/J2SUlJ6Ny5M/T19WFoaIiePXvi8ePH8v2xsbHo3LkzLCwsoK+vj/r16+P48eMKsVatWoVatWpBW1sbFhYW6NGjBwDAx8cHp06dwtKlSyGTySCTyZCQkFAi1zfvfhbd/d22bRusra1hZGSEb7/9VqFLuCAImD9/PmxtbaGjo4O6deti796973z/9uzZg7p166J69eoK28+ePYvmzZtDV1cXxsbG8PLyQnp6uvw9Hz16NMzNzaGtrY2mTZvi0qVL8ucWFBRg0KBBsLGxgY6ODhwcHLB06VKF44eGhqJBgwbQ09NDxYoV0aRJEyQmJiIwMBAzZszA9evX5e9PYGCg/Hl//vknvLy8oKWlhbS0NHz33XeoXr06dHV14eLigp07dyrEadGiBUaOHIlx48bB1NQUbdq0AQBER0ejQ4cO0NfXh4WFBb7//ns8ffpU/rygoCA0bdoUFStWhImJCTp27IjY2Nh3vpdvi7Vo0SK4uLhAT08PlpaWGD58OF69eiV/HwYMGIAXL17IX+/06dMBlOxe/r7zEgC8vb1x8OBBZGVlvTPXj00FqRP43Glra8PX11fqNJSmltQJEBEREamQOXPmYMaMGQrbpk2bJi9cijx79gxBQUGYNWsW9PT0ShynqMAVBAFdunSBnp4eTp06hfz8fAwfPhy9evVCaGgoAODVq1fo0KEDfv31V2hra2PLli3o1KkTbt++jRo1auDy5csYPXo0tm3bhsaNG+PZs2c4c+YMAGDp0qW4c+cOnJ2dERAQAOD1Hc3SCu83xcbG4uDBgzh8+DDS09PRs2dPzJ07F7NmzQIA/PLLL9i/fz9Wr16NWrVq4fTp0+jbty/MzMzQvHnzUo95+vRpeHp6KmyLiIjAV199hYEDB2LZsmWoUKECTp48iYKCAgDAxIkTsW/fPmzZsgVWVlaYP38+vLy8cO/ePVSqVAmFhYWoXr069uzZA1NTU5w7dw5Dhw5FlSpV0LNnT+Tn56NLly4YMmQIdu7cidzcXISHh0Mmk6FXr16IiopCUFCQ/EKGkZGRPLdDhw5hzJgxAIDs7GzUq1cPkyZNgqGhIY4cOYLvv/8etra2+OKLL+TP2bJlC3788UecPXsWgiAgOTkZzZs3x5AhQ7Bo0SJkZWVh0qRJ6NmzJ06cOAEAyMjIwLhx4+Di4oKMjAxMnToVXbt2RUREBNTU3n7f9c1YAKCmpoZly5bB2toa8fHxGD58OCZOnIhVq1ahcePGWLJkCaZOnYrbt28DAPT19UsctyznJQB4enoiLy8P4eHhb/2ef4xYdEtszpw5UqegVKv29pU6BSIiIiKV4e/vj3Hjxils09LSKtHu3r17EAQBtWvXfufxjh8/jsjISMTHx8PS0hIAsG3bNtSpUweXLl1C/fr1UbduXdStW1f+nF9//RUHDhzAoUOHMHLkSCQlJUFPTw8dO3aEgYEBrKys4O7uDuB1AampqQldXV1Urlz5g15rYWEhAgMD5WOvv//+e4SEhGDWrFnIyMjAokWLcOLECTRq1AgAYGtri7CwMKxdu/atBVhRl/vi5s+fD09PT6xatUq+rU6dOgBeF6OrV69GYGAg2rdvDwBYv349jh07ho0bN8LPzw8aGhoKF0JsbGxw7tw57NmzBz179sTLly/x4sULdOzYETVr1gQAODo6ytvr6+ujQoUKJd6fhw8f4vr16+jQoQMAoFq1apgwYYJ8/6hRoxAUFIQ//vhDoei2s7PD/Pnz5V9PnToVHh4emD17tnzbpk2bYGlpiTt37sDe3h7du3dXiL1x40aYm5sjOjoazs7Opb6XpcUCoDB+38bGBjNnzsSPP/6IVatWQVNTE0ZGRpDJZO88H8pyXgKQ9xxISEj4pIpudi8nIiIiIpKIlpYWDA0NFR6lFd1Fdx1lMtk7jxcTEwNLS0t5YQMATk5OqFixImJiYgC8LjwnTpwo366vr49bt24hKSkJANCmTRtYWVnB1tYW33//PXbs2IHMzMz//Fqtra0VJjurUqUKUlNTAbzuLp2dnY02bdpAX19f/ti6des7u0VnZWVBW1tbYVvRne7SxMbGIi8vD02aNJFv09DQQIMGDeTvDwCsWbMGnp6eMDMzg76+PtavXy9/fypVqgQfHx94eXmhU6dOWLp0KZKTk9/7+g8dOoQmTZqgUqVKAF53Y581axZcXV1hYmICfX19HD16VB6nyJt38q9cuYKTJ08qvE9FF2OK3qvY2Fj07t0btra2MDQ0hI2NDQCUOPab3owFACdPnkSbNm1QrVo1GBgYoF+/fkhLS0NGRsZ7X3ORspyXRXR0dMrlfFMlLLqJiIiIiFRcrVq1IJPJShQobxIEodTCvPh2Pz8/7Nu3D7NmzcKZM2cQEREBFxcX+cRZBgYGuHr1Knbu3IkqVapg6tSpqFu3rnw5sH9LQ0ND4WuZTIbCwkIAkP975MgRREREyB/R0dHvHNdtamoqH6tdREdH563t33bxovj7s2fPHvj6+mLgwIE4evQoIiIiMGDAAIWJxTZv3ozz58+jcePG2L17N+zt7RXG1Zfm0KFD6Ny5s/zrhQsXYvHixZg4cSJOnDiBiIgIeHl5lZjA7M3hBIWFhejUqZPC+xQREYG7d++iWbNmAIBOnTohLS0N69evx8WLF3Hx4kUA758c7c1YiYmJ6NChA5ydnbFv3z5cuXIFK1euBADk5eW981jFleW8LPLs2TOYmZmV+dgfAxbdREREREQqrlKlSvDy8sLKlStLvcNYVBA7OTkhKSkJ9+/fl++Ljo7Gixcv5F2gz5w5Ax8fH3Tt2hUuLi6oXLlyiTHZFSpUQOvWrTF//nxERkYiISFBPl5YU1NTPj66vDg5OUFLSwtJSUmws7NTeBS/O/omd3d3REdHK2xzdXV96xJqdnZ20NTUVFiWKi8vD5cvX1Z4fxo3bozhw4fD3d0ddnZ2pd5td3d3h7+/P86dOwdnZ2f8/vvvAEp/f169eoWTJ08qrEN95swZdO7cGX379kXdunVha2uLu3fvvuedAjw8PHDz5k1YW1uXeK/09PSQlpaGmJgY/PLLL/jqq6/g6OhY4sJEWV2+fBn5+flYuHAhGjZsCHt7ezx69EihTVnOh7Kcl8DrO/TZ2dny4QyfChbdREREREQfgVWrVqGgoAANGjTAvn37cPfuXcTExGDZsmXycdCtW7eGq6sr+vTpg6tXryI8PBz9+vVD8+bN5V2H7ezssH//fkREROD69evo3bu3/E4zABw+fBjLli1DREQEEhMTsXXrVhQWFsLBwQHA627iFy9eREJCAp4+farw3H/LwMAAEyZMgK+vL7Zs2YLY2Fhcu3YNK1euxJYtW976PC8vL5w/f16h6PP398elS5cwfPhwREZG4tatW1i9ejWePn0KPT09/Pjjj/Dz80NQUBCio6MxZMgQZGZmYtCgQfL35/LlywgODsadO3cwZcoUhdnN4+Pj4e/vj/PnzyMxMRFHjx7FnTt35MVj0YRjERERePr0KXJychAUFIRatWrB1tZWfhw7OzscO3YM586dQ0xMDH744QekpKS8970aMWIEnj17hu+++w7h4eGIi4vD0aNHMXDgQBQUFMDY2BgmJiZYt24d7t27hxMnTpSYN6Csatasifz8fCxfvhxxcXHYtm0b1qxZo9DG2toar169QkhICJ4+fVpq1/CynJfA6wsRtra28rHynwoW3UREREREHwEbGxtcvXoVLVu2xPjx4+Hs7Iw2bdogJCQEq1evBvC62/TBgwdhbGyMZs2aoXXr1rC1tcXu3bvlx1m8eDGMjY3RuHFjdOrUCV5eXvDw8JDvr1ixIvbv349WrVrB0dERa9aswc6dO+WTkU2YMAHq6upwcnKCmZnZe8cJl9XMmTMxdepUzJkzB46OjvDy8sL//vc/+Xjk0nTo0AEaGhoKS57Z29vj6NGjuH79Oho0aIBGjRrhzz//RIUKr+eQnjt3Lrp3747vv/8eHh4euHfvHoKDg2FsbAwAGDZsGLp164ZevXrhiy++QFpaGoYPHy4/vq6uLm7duoXu3bvD3t4eQ4cOxciRI/HDDz8AALp374527dqhZcuWMDMzw86dO/Hnn38qdC0HgClTpsDDwwNeXl5o0aIFKleujC5durz3fapatSrOnj2LgoICeHl5wdnZGWPGjIGRkRHU1NSgpqaGXbt24cqVK3B2doavry9+++23Mn8finNzc8OiRYswb948ODs7Y8eOHSUmgm7cuDGGDRuGXr16wczMrMREbEDZzksA2LlzJ4YMGfKvclVlMqFoYMMnwNfXF4sXLy73tlR+VllKP3u5VW75dof6UCka6pLGNyyQ/kfeUeeFpPENKmZLGh8AHiYbvb+RiEwrln3yEzGce2kqaXwAMMuX9ndBkxbvv5shtqyH0sY3PbhR0vjLPKZKGh8ArPKk/Z2c855JuZQhW+JbQFL/XfwmeYek8T8Fq1atwp9//ong4GCpUylVQUEBzM3N8ffff6NBgwZSp6OyoqKi8NVXX+HOnTsKy6x9CrhkGBERERERfbSGDh2K9PR0/PPPPwqzo6uKtLQ0+Pr6ypfFotI9evQIW7du/eQKboBFNxERERERfcQqVKiAyZMnS53GW5mbm+OXX36ROg2V17ZtW6lTEA3HdBMRERERERGJhEU3ERERERERkUhYdBMRERERERGJhEU3ERERERERkUhYdBMRERERERGJhEU3ERERERERkUi4ZBgplXNejtQp4ICOuqTxO2blSRr/H5m0rx8AsnI0JI0/KlX689CvUNr34MY/ppLGNysolDQ+ALxUl/a688GwapLGB4A8mbTxX3pMlTT+6KsBksYHgJv1xkoav4K69D+LSRn6ksa31M2QND4Rffp4p5uIiIiIiIhIJCy6iYiIiIiIiETCopuIiIiIiIhIJCy6iYiIiIiIiETCopuIiIiIiIhIJCy6iYiIiIiIiETCopuIiIiIiIhIJCy6iYiIiIiIiETCopuIiIiIiIhIJCy6iYiIiIiIiETCopuIiIiIiIhIJCy6iYiIiIg+EzKZDAcPHpQ6DaLPCotuIiIiIqKPgI+PD7p06SJ1GnKhoaGQyWR4/vy51KkQqTQW3UREREREJJrc3FypUyCSVAWpEyhP2tra8PX1LVPb1NRUkbMhIiIiIhJHixYt4OrqCm1tbWzYsAGampoYNmwYpk+fLm9z9+5dDBo0COHh4bC1tcXSpUsVjhEaGoqWLVsiPT0dFStWBABERETA3d0d8fHxsLa2RmJiIkaOHImwsDDk5ubC2toav/32G5ycnNCyZUsAgLGxMQCgf//+CAwMRIsWLeDs7AxNTU1s3boVderUQc2aNZGamorDhw/L4+fn56N69eqYPXs2Bg4cKO4bRiShT6ronjNnTpnblrU4JyIiIiISS05ODnJychS2aWlpQUtL673P3bJlC8aNG4eLFy/i/Pnz8PHxQZMmTdCmTRsUFhaiW7duMDU1xYULF/Dy5UuMHTv2g/MbMWIEcnNzcfr0aejp6SE6Ohr6+vqwtLTEvn370L17d9y+fRuGhobQ0dFRyO3HH3/E2bNnIQgCnj17hmbNmiE5ORlVqlQBAPz111949eoVevbs+cF5EX1MPqmiWxX4+/sjOztb6jRUVlepEyAiIiJSIXPmzMGMGTMUtk2bNk3hjvXbuLq6Ytq0aQCAWrVqYcWKFQgJCUGbNm1w/PhxxMTEICEhAdWrVwcAzJ49G+3bt/+g/JKSktC9e3e4uLgAAGxtbeX7KlWqBAAwNzeX3ykvYmdnh/nz5ytsc3BwwLZt2zBx4kQAwObNm/HNN99AX1//g3Ii+tiw6C5n2dnZWLx4sdRpqKzTO7+ROgUiIiIileHv749x48YpbCvLXW7gddFdXJUqVeRDKGNiYlCjRg15wQ0AjRo1+uD8Ro8ejR9//BFHjx5F69at0b179xJxS+Pp6Vli2+DBg7Fu3TpMnDgRqampOHLkCEJCQj44J6KPDSdSIyIiIiKSiJaWFgwNDRUeZS26NTQ0FL6WyWQoLCwEAAiCUKK9TCZT+FpNTa1E27y8PIU2gwcPRlxcHL7//nvcuHEDnp6eWL58+Xtz09PTK7GtX79+iIuLw/nz57F9+3ZYW1vjyy+/fO+xiD52LLqJiIiIiD4xTk5OSEpKwqNHj+Tbzp8/r9DGzMwMAJCcnCzfFhERUeJYlpaWGDZsGPbv34/x48dj/fr1AABNTU0AQEFBQZlyMjExQZcuXbB582Zs3rwZAwYM+KDXRPSxYtFNRERERPSJad26NRwcHNCvXz9cv34dZ86cweTJkxXa2NnZwdLSEtOnT8edO3dw5MgRLFy4UKHN2LFjERwcjPj4eFy9ehUnTpyAo6MjAMDKygoymQyHDx/GkydP8OrVq/fmNXjwYGzZsgUxMTHo379/+b1gIhXGopuIiIiI6BOjpqaGAwcOICcnBw0aNMDgwYMxa9YshTYaGhrYuXMnbt26hbp162LevHn49ddfFdoUFBRgxIgRcHR0RLt27eDg4IBVq1YBAKpVq4YZM2bgp59+goWFBUaOHPnevFq3bo0qVarAy8sLVatWLb8XTKTCOJEaEREREdFHIDAwUP7/0NDQEvsPHjyo8LW9vT3OnDmjsO3Nsd5NmjRBZGTkW9u8b/z2lClTMGXKFIVtpeVWJCsrC8+fP8egQYPeeVyiTwmLbiIiIiIiElVhYSFSUlKwcOFCGBkZwdvbW+qUiJSGRTcREREREYkqKSkJNjY2qF69OgIDA1GhAssQ+nzwbCciIiIiIlFZW1uXuowZ0eeAE6kRERERERERiYRFNxEREREREZFIWHQTERERERERiYRFNxEREREREZFIWHQTERERERERiYRFNxEREREREZFIuGQYKdUrQV3qFNAxS9rlKjRkhZLGl0H670FKgbak8YfJdCWNDwAFEp8H1fMKJI1fp8pTSeMDQHSyiaTxs2XSX/fWFqQ9D43VpP19dLPeWEnjA0CdK0skjZ/z2wRJ4wPA40Bp/y5fyTWSNL6LpNGJSBmk/4tPRERERERE9Ili0U1EREREREQkEhbdRERERERERCJh0U1EREREREQkEhbdRERERERERCJh0U1EREREREQkEhbdRERERERERCLhOt3v4O/vj+zs7A96TmpqqkjZEBERERER0ceGRfc7ZGdnY/HixR/0HF9fX5GyISIiIiIioo8Nu5cTERERERERiYRFNxERERERlYmPjw+6dOmiMsch+hiw6CYiIiIi+gj4+PhAJpNBJpNBQ0MDtra2mDBhAjIyMqRO7a0SEhIgk8kQERGhsH3p0qUIDAyUJCciZeOYbiIiIiKij0S7du2wefNm5OXl4cyZMxg8eDAyMjKwevVqqVP7IEZGRlKnQKQ0vNNNRERERPSR0NLSQuXKlWFpaYnevXujT58+OHjwIHJycjB69GiYm5tDW1sbTZs2xaVLl+TPCw0NhUwmw5EjR1C3bl1oa2vjiy++wI0bN+Rtpk+fDjc3N4V4S5YsgbW19VvzCQoKQtOmTVGxYkWYmJigY8eOiI2Nle+3sbEBALi7u0Mmk6FFixYASnYvL2v+ISEh8PT0hK6uLho3bozbt2//i3eRSLlYdBMRERERSSQnJwcvX75UeOTk5JT5+To6OsjLy8PEiROxb98+bNmyBVevXoWdnR28vLzw7NkzhfZ+fn5YsGABLl26BHNzc3h7eyMvL+9f55+RkYFx48bh0qVLCAkJgZqaGrp27YrCwkIAQHh4OADg+PHjSE5Oxv79+0s9Tlnznzx5MhYuXIjLly+jQoUKGDhw4L/OnUhZ2L38E/Bv1hOXShupEyAiIiJSIXPmzMGMGTMUtk2bNg3Tp09/73PDw8Px+++/o2XLlli9ejUCAwPRvn17AMD69etx7NgxbNy4EX5+fgrHbtPm9SeyLVu2oHr16jhw4AB69uz5r/Lv3r27wtcbN26Eubk5oqOj4ezsDDMzMwCAiYkJKleuXOoxirrHlyX/WbNmoXnz5gCAn376CV9//TWys7Ohra39r/InUgYW3Z+Af7OeuFT++v1bqVMgIiIiUhn+/v4YN26cwjYtLa23tj98+DD09fWRn5+PvLw8dO7cGaNGjcLevXvRpEkTeTsNDQ00aNAAMTExCs9v1KiR/P+VKlWCg4NDiTYfIjY2FlOmTMGFCxfw9OlT+R3upKQkODs7l/kYeXl5Zcrf1dVV/v8qVaoAAFJTU1GjRo1//RqIxMaim4iIiIhIIlpaWu8sst9UdFdbQ0MDVatWhYaGBq5fvw4AkMlkCm0FQSixrTRFbdTU1CAIgsK+93U979SpEywtLbF+/XpUrVoVhYWFcHZ2Rm5ubplfU1HMsuSvoaFRIu+iQp9IVXFMNxERERHRR0JPTw92dnawsrKSF6B2dnbQ1NREWFiYvF1eXh4uX74MR0dHhedfuHBB/v/09HTcuXMHtWvXBgCYmZkhJSVFofB+c6mv4tLS0hATE4NffvkFX331FRwdHZGenq7QRlNTEwBQUFDw1uN8SP5EHyPe6SYiIiIi+ojp6enhxx9/hJ+fHypVqoQaNWpg/vz5yMzMxKBBgxTaBgQEwMTEBBYWFpg8eTJMTU3ls4i3aNECT548wfz589GjRw8EBQXh77//hqGhYalxjY2NYWJignXr1qFKlSpISkrCTz/9pNDG3NwcOjo6CAoKQvXq1aGtrV1iubAPyZ/oY8Q73UREREREH7m5c+eie/fu+P777+Hh4YF79+4hODgYxsbGJdqNGTMG9erVQ3JyMg4dOiS/G+3o6IhVq1Zh5cqVqFu3LsLDwzFhwoS3xlRTU8OuXbtw5coVODs7w9fXF7/99ptCmwoVKmDZsmVYu3Ytqlatis6dO/+n/Ik+RjLhzYEbnwlfX9/3Tj5Wljbl8Zz/SoqY/9ZfFtJPpKYFaU95DZm0447SofH+RiJTk/h7kCmT/nqjriDteaAm8W/+OlWeSpsAgOhkE0njZ6vAeagt8XmYqaYuaXw7zX8kjQ8Ada4skTR+zm9vL6iU5WKgtH+X7leQNr7Pw+1KiRMaGoqWLVsiPT0dFStWVEpMInpN+r/4RERERERERJ8oFt1EREREREREIuFEakREREREn7gWLVqUWA6MiJSDd7qJiIiIiIiIRMKim4iIiIiIiEgkLLqJiIiIiIiIRMKim4iIiIiIiEgkLLqJiIiIiIiIRMKim4iIiIiIiEgkXDKsnGlra8PX11epMVNTU5Ua778wkuVLnQKeQlPS+LoSr9aRpyaTNgEAVYRcSeMXCNKeAwBQpUKWpPHzC6W95nrpsbmk8QEgo4K0Pwt50v8owrhA2iRyZNLGr6BeKGl8AMj5bYKk8bX8FkgaHwB0tvpJGr+h3j+SxieiTx+L7nI2Z84cpcdUdpFPREREREREZcPu5UREREREREQiYdFNREREREREJBIW3UREREREREQiYdFNREREREREJBIW3UREREREREQiYdFNREREREREJBIW3UREREREREQiYdFNREREREREJBIW3UREREREREQiYdFNRERERET/2pQpUzB06FCp03iv6dOnw83N7a37b9y4gerVqyMjI0N5SdFngUU3EREREdFH5Ny5c1BXV0e7du2kTgWPHz/G0qVL8fPPP0udyntNmDABISEhb93v4uKCBg0aYPHixUrMij4HLLqJiIiIiD4imzZtwqhRoxAWFoakpKR3thUEAfn5+aLlsnHjRjRq1AjW1taixSgv+vr6MDExeWebAQMGYPXq1SgoKFBSVvQ5YNFNRERERPSRyMjIwJ49e/Djjz+iY8eOCAwMVNgfGhoKmUyG4OBgeHp6QktLC2fOnIEgCJg/fz5sbW2ho6ODunXrYu/evfLnFRQUYNCgQbCxsYGOjg4cHBywdOnS9+aza9cueHt7K2zbu3cvXFxcoKOjAxMTE7Ru3VreZbugoADjxo1DxYoVYWJigokTJ6J///7o0qXLB70PMpkMa9euRceOHaGrqwtHR0ecP38e9+7dQ4sWLaCnp4dGjRohNjZW/pz3dS8HAC8vL6SlpeHUqVMflA/Ru7DoJiIiIiKSSE5ODl6+fKnwyMnJeWv73bt3w8HBAQ4ODujbty82b94MQRBKtJs4cSLmzJmDmJgYuLq64pdffsHmzZuxevVq3Lx5E76+vujbt6+8uCwsLET16tWxZ88eREdHY+rUqfj555+xZ8+et+aSnp6OqKgoeHp6yrclJyfju+++w8CBAxETE4PQ0FB069ZNnuPChQuxadMmbNy4EWFhYXj27BkOHDjwr967mTNnol+/foiIiEDt2rXRu3dv/PDDD/D398fly5cBACNHjvygY2pqaqJu3bo4c+bMv8qJqDQVpE6A/jttbW34+vpKnUaZ9JA6ASIiIiIVMmfOHMyYMUNh27Rp0zB9+vRS22/cuBF9+/YFALRr1w6vXr1CSEgIWrdurdAuICAAbdq0AfD67viiRYtw4sQJNGrUCABga2uLsLAwrF27Fs2bN4eGhoZCHjY2Njh37hz27NmDnj17lppLYmIiBEFA1apV5duSk5ORn5+Pbt26wcrKCsDrsdJFlixZAn9/f3Tv3h0AsGbNGgQHB7/3fSrNgAED5LlNmjQJjRo1wpQpU+Dl5QUAGDNmDAYMGPDBx61WrRoSEhL+VU5EpWHR/QmYM2eO1CmU2dmdLLuJiIiIivj7+2PcuHEK27S0tEpte/v2bYSHh2P//v0AgAoVKqBXr17YtGlTiaK7+N3n6OhoZGdny4vwIrm5uXB3d5d/vWbNGmzYsAGJiYnIyspCbm7uO7tjZ2VlAXh9A6hI3bp18dVXX8HFxQVeXl5o27YtevToAWNjY7x48QLJycnywr/oNXh6epZ6t/59XF1d5f+3sLAAoFjgW1hYIDs7Gy9fvoShoWGZj6ujo4PMzMwPzofobVh0ExERERFJREtL661F9ps2btyI/Px8VKtWTb5NEARoaGggPT0dxsbG8u16enry/xcWFgIAjhw5ovDcovgAsGfPHvj6+mLhwoVo1KgRDAwM8Ntvv+HixYtvzcfU1BTA627mZmZmAAB1dXUcO3YM586dw9GjR7F8+XJMnjwZFy9eRKVKlcr0OstKQ0ND/n+ZTPbWbUWvv6yePXuGmjVrlkOGRK9xTDcRERERkYrLz8/H1q1bsXDhQkRERMgf169fh5WVFXbs2PHW5zo5OUFLSwtJSUmws7NTeFhaWgIAzpw5g8aNG2P48OFwd3eHnZ2dwiRkpalZsyYMDQ0RHR2tsF0mk6FJkyaYMWMGrl27Bk1NTRw4cABGRkaoUqUKLly4oPC6rly58h/emfIXFRWl0AOA6L/6bO90l2UcdGpqqpKyISIiIiJ6u8OHDyM9PR2DBg2CkZGRwr4ePXpg48aNb500zMDAABMmTICvry8KCwvRtGlTvHz5EufOnYO+vj769+8POzs7bN26FcHBwbCxscG2bdtw6dIl2NjYvDUnNTU1tG7dGmFhYfLZxy9evIiQkBC0bdsW5ubmuHjxIp48eQJHR0cAr8dZz507F7Vq1YKjoyMWLVqE58+fKxx3xYoVOHDgwDvX1C4PBw4cgL+/P27duiXflpCQgIcPH5bork/0X3y2RXdZxkF/LJOTEREREdGnbePGjWjdunWJghsAunfvjtmzZ+Pq1atvff7MmTNhbm6OOXPmIC4uDhUrVoSHhwd+/vlnAMCwYcMQERGBXr16QSaT4bvvvsPw4cPx999/vzOvoUOHYtCgQZg/fz7U1NRgaGiI06dPY8mSJXj58iWsrKywcOFCtG/fHgAwfvx4JCcnw8fHB2pqahg4cCC6du2KFy9eyI/59OnT995lLw8vXrzA7du3Fbbt3LkTbdu2lU8CR1QeZMK/mbXgM+Hr64vFixdLncYn5Wxl6SdSewpNSePrCgWSxn+hJv21tirC25dCUYYnEp8DAFC9grQTtOQXSju66L6gI2l8AMhQk0kaP0/a8AAA4wJpPwLkyKR9E+pqP5c0PgBYfyPt7yMtvwWSxgeASy5+ksavZJAlafzad/6SNP5/JQgCGjZsiLFjx+K77777V8fw8fHB8+fPcfDgwfJN7gPl5OSgVq1a2LlzJ5o0aSJpLvRp4ZhuIiIiIiL6V2QyGdatW4f8/HypU/nPEhMTMXnyZBbcVO6kv+VFREREREQfrbp166Ju3bpSp/Gf2dvbw97eXuo06BPEopuIiIiIiCQTGBgodQpEomL3ciIiIiIiIiKRsOgmIiIiIiIiEgmLbiIiIiIiIiKRsOgmIiIiIiIiEgmLbiIiIiIiIiKRsOgmIiIiIiIiEgmLbiIiIiIiIiKRcJ1uUqpCqRMA8EJd2mtNGvmq8C5IK0OQ9lePvf4LSeMDQLVmOZLGz7xbIGn8lHvaksYHgKr50r4Hh3QESeMDwDjjdEnjn0w3lzR+Uoa+pPEB4HGgtOeBzlY/SeMDQP0bv0kaP7XTYEnjE9Gnj3e6iYiIiIiIiETCopuIiIiIiIhIJCy6iYiIiIiIiETCopuIiIiIiIhIJCy6iYiIiIiIiETCopuIiIiIiIhIJCy6iYiIiIiIiETCopuIiIiIiIhIJCy6iYiIiIiIiETCopuIiIiIiIhIJCy6iYiIiIio3EyfPh1ubm6S5mBtbY0lS5ZImgNRERbdREREREQfAR8fH8hkMsydO1dh+8GDByGTyT7oWGIWpRMmTEBISIgox35TYGAgKlasWGL7pUuXMHToUKXkQPQ+LLqJiIiIiD4S2tramDdvHtLT06VO5a309fVhYmLyn46Rm5v7n55vZmYGXV3d/3QMovLCopuIiIiI6CPRunVrVK5cGXPmzHlnu3PnzqFZs2bQ0dGBpaUlRo8ejYyMDABAixYtkJiYCF9fX8hksnfeJZfJZFi7di06duwIXV1dODo64vz587h37x5atGgBPT09NGrUCLGxsfLnvNm9PD8/H6NHj0bFihVhYmKCSZMmoX///ujSpYu8TYsWLTBy5EiMGzcOpqamaNOmDQBg0aJFcHFxgZ6eHiwtLTF8+HC8evUKABAaGooBAwbgxYsX8tcxffp0ACXv5CclJaFz587Q19eHoaEhevbsicePH5fIedu2bbC2toaRkRG+/fZb/PPPP+98n4nKgkU3EREREZFEcnJy8PLlS4VHTk7OW9urq6tj9uzZWL58OR48eFBqmxs3bsDLywvdunVDZGQkdu/ejbCwMIwcORIAsH//flSvXh0BAQFITk5GcnLyO3OcOXMm+vXrh4iICNSuXRu9e/fGDz/8AH9/f1y+fBkA5Mcuzbx587Bjxw5s3rwZZ8+excuXL3Hw4MES7bZs2YIKFSrg7NmzWLt2LQBATU0Ny5YtQ1RUFLZs2YITJ05g4sSJAIDGjRtjyZIlMDQ0lL+OCRMmlDiuIAjo0qULnj17hlOnTuHYsWOIjY1Fr169FNrFxsbi4MGDOHz4MA4fPoxTp06V6MpP9G9UkDqBT4W/vz+ys7OlTkPldZM6ASIiIiIVMmfOHMyYMUNh27Rp0+R3bEvTtWtXuLm5Ydq0adi4cWOJ/b/99ht69+6NsWPHAgBq1aqFZcuWoXnz5li9ejUqVaoEdXV1GBgYoHLlyu/NccCAAejZsycAYNKkSWjUqBGmTJkCLy8vAMCYMWMwYMCAtz5/+fLl8Pf3R9euXQEAK1aswF9//VWinZ2dHebPn6+wreg1AICNjQ1mzpyJH3/8EatWrYKmpiaMjIwgk8ne+TqOHz+OyMhIxMfHw9LSEgCwbds21KlTB5cuXUL9+vUBAIWFhQgMDISBgQEA4Pvvv0dISAhmzZr1vreI6J1YdJeT7OxsLF68WOo0VN6ZnT2kToGIiIhIZfj7+2PcuHEK27S0tN77vHnz5qFVq1YYP358iX1XrlzBvXv3sGPHDvk2QRBQWFiI+Ph4ODo6flCOrq6u8v9bWFgAAFxcXBS2ZWdn4+XLlzA0NFR47osXL/D48WM0aNBAvk1dXR316tVDYWGhQltPT88SsU+ePInZs2cjOjoaL1++RH5+PrKzs5GRkQE9Pb0y5R8TEwNLS0t5wQ0ATk5OqFixImJiYuRFt7W1tbzgBoAqVaogNTW1TDGI3oXdy4mIiIiIJKKlpQVDQ0OFR1mK7mbNmsHLyws///xziX2FhYX44YcfEBERIX9cv34dd+/eRc2aNT84Rw0NDfn/i8Z/l7btzSK6uDfHjQuCUKLNm0V0YmIiOnToAGdnZ+zbtw9XrlzBypUrAQB5eXllzl8QhFLHrb+5vfhrKsr5Xa+JqKx4p5uIiIiI6CM0Z84cuLu7w97eXmG7h4cHbt68CTs7u7c+V1NTEwUFBWKnCCMjI1hYWCA8PBxffvklAKCgoADXrl1771rely9fRn5+PhYuXAg1tdf3Cvfs2aPQpiyvw8nJCUlJSbh//778bnd0dDRevHjxwXf9if4N3ukmIiIiIvoIubq6ok+fPli+fLnC9kmTJuH8+fMYMWIEIiIicPfuXRw6dAijRo2St7G2tsbp06fx8OFDPH36VNQ8R40ahTlz5uDPP//E7du3MWbMGKSnp793bfGaNWsiPz8fy5cvR1xcHLZt24Y1a9YotLG2tsarV68QEhKCp0+fIjMzs8RxWrduLX+vrl69ivDwcPTr1w/NmzcvtUs7UXlj0U1ERERE9JGaOXNmia7arq6uOHXqFO7evYsvv/wS7u7umDJlCqpUqSJvExAQgISEBNSsWRNmZmai5jhp0iR899136NevHxo1agR9fX14eXlBW1v7nc9zc3PDokWLMG/ePDg7O2PHjh0llkpr3Lgxhg0bhl69esHMzKzERGzA627iBw8ehLGxMZo1a4bWrVvD1tYWu3fvLtfXSfQ2MqG0ARUEAPD19S3z5Ggf0vZzdqay9BOpxau/+xe82Ezz8yWNn6mmLml8ADAsFL8727tU15d+zc1qzd6+HIwyZN6V9ntw8V6V9zcSma4g7Ti9QzrS//kdZ5AuafyT6eaSxq+SJ+3vYwDQgrTngY6a9O9B/Ru/SRo/tdNgSeNXO39C0vhSKCwshKOjI3r27ImZM2dKnQ6R6Dimm4iIiIiIRJOYmIijR4+iefPmyMnJwYoVKxAfH4/evXtLnRqRUrB7ORERERERiUZNTQ2BgYGoX78+mjRpghs3buD48eOcxIw+G7zTTUREREREorG0tMTZs2elToNIMrzTTURERERERCQSFt1EREREREREImHRTURERERERCQSFt1EREREREREImHRTURERERERCQSFt1EREREREREIuGSYe+gra0NX1/fMrVNTU0VOZtPg6ZaodQpoFp+nqTxq+i/kjR+Tp70P/Y38w0kjf8ky1jS+ACQe+KlpPH/ydGUNH6PZ6ckjQ8AY6s2kzR+eG6ypPEB4PnzipLGNywQJI1vqZshaXwAuJJrJGn8hnr/SBofAFI7DZY0vvn/Nkgan4g+fdJ/+lZhc+bMKXPbshbnRERERERE9Plg93IiIiIiIiIikbDoJiIiIiIiIhIJi24iIiIiIiIikbDoJiIiIiIiIhIJi24iIiIiIiIikbDoJiIiIiIiIhIJi24iIiIiIiIikbDoJiIiIiIiIhIJi24iIiIiIiIikbDoJiIiIiIiIhIJi24iIiIios9AYGAgKlasqNSYJ06cQO3atVFYWPivj3H48GG4u7v/p2MQSYlFNxERERHRR+L+/fsYNGgQqlatCk1NTVhZWWHMmDFIS0tTaGdtbY0lS5ZIk2QxEydOxOTJk6Gm9rrsuHbtGtzd3aGvrw9vb2+kp6fL2+bn58PDwwOXLl1SOEbHjh0hk8nw+++/KzV3ovLCopuIiIiI6CMQFxcHT09P3LlzBzt37sS9e/ewZs0ahISEoFGjRnj27JkkeeXl5ZW6/dy5c7h79y6++eYb+bbBgwejVatWuHr1Kp4/f47Zs2fL9y1YsABNmzZF/fr1SxxrwIABWL58efknT6QELLqJiIiIiCSSk5ODly9fKjxycnJKbTtixAhoamri6NGjaN68OWrUqIH27dvj+PHjePjwISZPngwAaNGiBRITE+Hr6wuZTAaZTKZwnODgYDg6OkJfXx/t2rVDcnKywv7NmzfD0dER2traqF27NlatWiXfl5CQAJlMhj179qBFixbQ1tbG9u3bS813165daNu2LbS1teXbYmJiMGTIENjb2+O7775DdHQ0gNcXFDZt2oRZs2aVeixvb2+Eh4cjLi7uPe8okeqpIHUCnwptbW34+vpKnYbK+1bqBIiIiIhUyJw5czBjxgyFbdOmTcP06dMVtj179gzBwcGYNWsWdHR0FPZVrlwZffr0we7du7Fq1Srs378fdevWxdChQzFkyBCFtpmZmViwYAG2bdsGNTU19O3bFxMmTMCOHTsAAOvXr8e0adOwYsUKuLu749q1axgyZAj09PTQv39/+XEmTZqEhQsXYvPmzdDS0ir1tZ0+fRrfffedwra6devi2LFjsLOzQ0hICFxdXQEAw4YNw/z582FgYFDqsaysrGBubo4zZ87A1tb2Le8mkWpi0V1O5syZI3UKH4WLu7tJnQIRERGRyvD398e4ceMUtpVWxN69exeCIMDR0bHU4zg6OiI9PR1PnjyBubk51NXVYWBggMqVKyu0y8vLw5o1a1CzZk0AwMiRIxEQECDfP3PmTCxcuBDdur3+zGZjY4Po6GisXbtWoegeO3asvM3bJCQkoGrVqgrbNmzYgOHDh2PBggVo0qQJ/P39sXXrVujq6qJ+/frw8vJCbGwsvv32W/z6668Kz61WrRoSEhLeGZNIFbHoJiIiIiKSiJaW1lvvFH8IQRAAoERX8jfp6urKC24AqFKlClJTUwEAT548kU/UVvwOeX5+PoyMjBSO4+np+d6csrKyFLqWA0CdOnVw6tQp+ddpaWmYPn06Tp8+jVGjRqFJkybYv38/6tevjy+++AKdOnWSt9XR0UFmZuZ74xKpGo7pJiIiIiJScXZ2dpDJZPIx0G+6desWjI2NYWpq+s7jaGhoKHwtk8nkBXvRklzr169HRESE/BEVFYULFy4oPE9PT++9OZuamirMTl4aX19fjB07FtWrV0doaCh69OgBPT09fP311wgNDVVo++zZM5iZmb03LpGqYdFNRERERKTiTExM0KZNG6xatQpZWVkK+1JSUrBjxw706tVLfqdbU1MTBQUFHxTDwsIC1apVQ1xcHOzs7BQeNjY2H5yzu7v7Wy8SAEBISAhu3bqFkSNHAgAKCgrkM6Hn5eUp5J+dnY3Y2Fi4u7t/cB5EUmPRTURERET0EVixYgVycnLg5eWF06dP4/79+wgKCkKbNm1QrVo1hZm/ra2tcfr0aTx8+BBPnz4tc4zp06djzpw5WLp0Ke7cuYMbN25g8+bNWLRo0Qfn6+XlhbCwsFL3ZWVlYcSIEVi3bp18De8mTZpg5cqVuH79Ovbt24cmTZrI21+4cAFaWlpo1KjRB+dBJDUW3UREREREH4FatWrh8uXLqFmzJnr16oWaNWti6NChaNmyJc6fP49KlSrJ2wYEBCAhIQE1a9b8oC7ZgwcPxoYNGxAYGAgXFxc0b94cgYGB/+pOd9++fREdHY3bt2+X2BcQEICOHTvCzc1Nvm3ZsmWIiIhAs2bN0LFjR3Tv3l2+b+fOnejTpw90dXU/OA8iqcmEokEcREpwsar0s5e/KtB4fyMRVdF/JWn8nDzp50+8mV/6ciDK8u4pZpSjjsZLSeP/k6MpafyWz85LGh8AxlZtJmn807mPJI0PAGvUK0oaPzZfX9L4tbWl/TkEgCu5Ru9vJKKGes8kjQ8ABibZksY3/98GSeNrmH7ay19NnDgRL168wNq1a//1MZ48eYLatWvj8uXL/6r4J5Ia73QTEREREZEoJk+eDCsrqw8eX15cfHw8Vq1axYKbPlrS3/IiIiIiIqJPkpGREX7++ef/dIwGDRqgQYMG5ZQRkfLxTjcRERERERGRSFh0ExEREREREYmERTcRERERERGRSFh0ExEREREREYmERTcRERERERGRSFh0ExEREREREYlFIPpIZGdnC9OmTROys7M/2xykjq8KOXzu8VUhB6njq0IOn3t8VchB6viqkMPnHl8VcpA6PhF9HGSCIAhSF/5EZfHy5UsYGRnhxYsXMDQ0/CxzkDq+KuTwucdXhRykjq8KOXzu8VUhB6njq0IOn3t8VchB6vhE9HFg93IiIiIiIiIikbDoJiIiIiIiIhIJi24iIiIiIiIikbDopo+GlpYWpk2bBi0trc82B6njq0IOn3t8VchB6viqkMPnHl8VcpA6virk8LnHV4UcpI5PRB8HTqRGREREREREJBLe6SYiIiIiIiISCYtuIiIiIiIiIpGw6CYiIiIiIiISCYtuIiIiIiIiIpGw6CYiIiIiIiISSQWpEyAiKqucnBwuyyKRvLw8pKSkIDMzE2ZmZqhUqZLSc7h//z4SEhLkOdSpU4fnw2cmJycH4eHhCueBu7s7bGxspE6NPiMJCQk4c+ZMifOwUaNG0NbWljo9IlJBLLqJ3uPMmTNYu3YtYmNjsXfvXlSrVg3btm2DjY0NmjZtKlpcQRBw6tSpUv+wt27dGpaWlqLFVhXBwcHYuXMnzpw5g6SkJBQWFkJXVxceHh5o27YtBgwYgKpVqyoll+fPn2Pv3r2IjY2Fn58fKlWqhKtXr8LCwgLVqlUTLe7t27fl78Gb54GXlxe6d+8uWuH56tUr7NixAzt37kR4eDhycnLk+6pXr462bdti6NChqF+/vijxASAxMRFr1qzBzp07cf/+fRRf5VJTUxNffvklhg4diu7du0NNTfzOW9u2bcOaNWsQHx+P8+fPw8rKCkuWLIGNjQ06d+4sSkwpzwFVyeHcuXNYvnw5Dh48iNzcXFSsWBE6Ojp49uwZcnJyYGtri6FDh2LYsGEwMDAQLY/Pmar8TcrIyMDcuXMREhKC1NRUFBYWKuyPi4sTLfbvv/+OZcuWITw8HObm5qhWrZr8PIyNjYW2tjb69OmDSZMmwcrKSrQ8iOjjw+7l9FE4c+YM+vbti0aNGuHhw4cAXn/4DQsLEzXuvn374OXlBR0dHVy7dk1edPzzzz+YPXu2KDGzsrIwe/ZsWFpaon379jhy5AieP38OdXV13Lt3D9OmTYONjQ06dOiACxcuiJLD2+Tm5uL27dvIz88XNc7Bgwfh4OCA/v37Q01NDX5+fti/fz+Cg4OxceNGNG/eHMePH4etrS2GDRuGJ0+eiJpPZGQk7O3tMW/ePCxYsADPnz8HABw4cAD+/v6ixLx27RratGmDunXr4vTp06hfvz7Gjh2LmTNnom/fvhAEAZMnT0bVqlUxb948hYK4PCxevBjW1tZYv349WrVqhf379yMiIgK3b9/G+fPnMW3aNOTn56NNmzZo164d7t69W67xAWDMmDFwcXHB3bt3ERAQgJs3b+LFixfIzc1FSkoK/vrrLzRt2hRTpkyBq6srLl26VO45FLd69WqMGzcOHTp0wPPnz1FQUAAAqFixIpYsWVLu8aQ+B1Qlh86dO6NHjx6oVq0agoOD8c8//yAtLQ0PHjxAZmYm7t69i19++QUhISGwt7fHsWPHyj2H4gIDA5GZmSlqjLLIzc3FgwcPkJSUpPAob6r2N2nw4MHYuHEjvvzyS4wcORJjxoxReIjFw8MDixYtQt++fZGQkICUlBRcuXIFYWFhiI6OxsuXL/Hnn3+isLAQnp6e+OOPP0TLhYg+QgKRitu7d6+go6MjDB48WNDS0hJiY2MFQRCElStXCu3btxc1tpubm7BlyxZBEARBX19fHvvatWuChYWFKDGrV68udO/eXfjf//4n5ObmltomISFBmD17tlCjRg1h3bp1ouRRXEZGhjBw4EBBXV1dUFdXl78Po0aNEubMmVPu8erXry8cOnRIKCgoeGe7Bw8eCH5+fsKCBQvKPYfivvrqK8HPz08QBMXz4OzZs4KVlZUoMWvUqCEsX75cSEtLe2e7c+fOCd98840wa9asco3fo0cPITIy8r3tsrOzhZUrVwrr168v1/iCIAgTJkwQUlNTy9T2yJEjwh9//FHuORTn6OgoHDhwQBAExfPgxo0bgomJSbnHk/ocUJUcVqxYIeTk5JSpbVRUlHD06NFyz6G4ypUrCwYGBsLAgQOFs2fPihqrNHfu3BGaNm0qqKmpKTxkMpmgpqZW7vFU7W+SkZGREBYWJmqM0hw+fLjMbZ88eSKEh4eLmA0RfWxkglCsrx6RCnJ3d4evry/69esHAwMDXL9+Hba2toiIiEC7du2QkpIiWmxdXV1ER0fD2tpaIXZcXBycnJyQnZ1d7jGjoqLg7Oxcpra5ublITExErVq1yj2P4saMGYOzZ89iyZIlaNeuHSIjI2Fra4tDhw5h2rRpuHbtmqjxpWZkZISrV6+iZs2aCudBYmIiHBwcRDkPcnNzoampKVp7+nA6Ojq4desWrKysFM6Du3fvwtXVFVlZWeUaTxXOAVXIQdUUFBTgyJEjCAwMxJEjR2BjY4MBAwagf//+qFy5sujxmzRpggoVKuCnn35ClSpVIJPJFPbXrVu3XOOp2t8kGxsb/PXXX3B0dBQtBhFReeOYblJ5t2/fRrNmzUpsNzQ0lHfzFUuVKlVw7949WFtbK2wPCwuDra2tKDHL+uEGeD2mVeyCG3jd3Xv37t1o2LChwgc8JycnxMbGih6/uFevXqGwsBCGhoZKi6mtrY2XL1+W2H779m2YmZmJEvNDC5dPvdAp7unTp7h48SIKCgpQv359VKlSRSlxbWxsEBERUWKs5t9//w0nJ6dyj6cK54Aq5FCaK1euICYmBjKZDI6OjvDw8FBKXABQV1eHt7c3vL29kZqaiu3btyMwMBBTpkxBu3btMGjQIHTq1Em0OQYiIiJw5coV1K5dW5Tjv0nV/ibNnDkTU6dOxZYtW6CrqytqrLI4cuQIQkNDUVBQgCZNmqB79+5Sp0REKohjuknlFRW+bxKz8C3yww8/YMyYMbh48SJkMhkePXqEHTt2YMKECRg+fLiosQEgKChIYdz6ypUr4ebmht69eyM9PV30+EWePHkCc3PzEtszMjJK3GURS3R0NDw9PWFoaAhjY2O4uLjg8uXLSonduXNnBAQEIC8vDwAgk8mQlJSEn376SWkfsDIyMvDXX39hzZo1WLZsmcJDTJcuXUKfPn1gY2MDHR0d6OrqwsbGBn369FHa+1/cvn37YGdnhxkzZmDatGmoWbMmNm/erJTYfn5+GDFiBHbv3g1BEBAeHo5Zs2bh559/hp+fn1JySE5ORo8ePeQzyHfq1EnUiaPK4vLlyzh9+rRSYqWmpqJVq1aoX78+Ro8ejZEjR8LT0xNfffWV6HM7lMbc3BxNmjRBo0aNoKamhhs3bsDHxwc1a9ZEaGioKDGdnJzw9OlTUY79MVi4cCGCg4NhYWEBFxcXeHh4KDyUacqUKZg4cSJkMhkEQYCvry9Gjhyp1ByI6CMhbe92ovebN2+e4OTkJFy4cEEwMDAQzpw5I2zfvl0wMzMTli9fLnr8n3/+WdDR0RFkMpkgk8kEbW1t4ZdffhE9riAIgrOzs3DkyBFBEAQhMjJS0NLSEvz9/YUvvvhC8PHxUUoOgiAIzZo1E5YtWyYIwuuxrHFxcYIgCMKIESMELy8vpeTQtGlTYfPmzUJGRoaQnp4uTJ06VXByclJK7BcvXghNmjQRKlasKKirqwuWlpaChoaG0KxZM+HVq1eix7969apQuXJlwdDQUFBXVxfMzMwEmUwm6OnpCTY2NqLFPXDggKChoSG0a9dOWLx4sfD7778LO3bsEBYvXiy0b99e0NTUFA4ePChafEEQhH/++UfhaxcXF+H27dvyrw8fPixUqVJF1ByKW7dunVCjRg3574Pq1asLGzZsUFr8du3aCdOmTRNu3rwpXLt2TRg0aJDwxRdfKC1+aWrXri3KWOLS9OzZU6hXr54QHR0t33bz5k3B09NT+Pbbb5WSgyAIQkpKivDbb78JTk5Ogra2tvDtt98Kx44dEwRBEDIzM4Vx48YJNWrUECV2SEiI0KhRI+HkyZPC06dPhRcvXig8pKDMc2D69OnvfIjp8uXLCl/XqlVLyMzMlH8dEREhVKxYUdQciOjjxKKbPgpSFL75+flCaGiokJaWJmRkZAiXLl0SLl68WKIIEJOenp4QHx8vCIIgTJs2TejevbsgCIJw5coV0SZyK83Zs2cFAwMDYdiwYYK2trYwZswYoXXr1oKenl6JDyHlxdvbW3jw4IH8awcHB4XJnC5cuCDK5FXvEhISIvz222/CvHnz5B+wlaF58+bCkCFDhPz8fPkEXklJSUKzZs2Effv2iRa3Tp0675wob+7cuaJf+LC3t1co7N3d3YUzZ87Iv964caNok9m9y5MnT4THjx+LHmf06NEKF3bs7OwUPuRHRkZK/iH/4cOHQkJCglJiGRoaljpB1cWLFwUjIyOl5NCxY0dBQ0NDqFOnjrB48eJSJ5l7+PChIJPJRIlf9HdQWROplcWBAweEwMBASWIrk4eHhzBmzBghIyNDEARB8PLyEn799Vfh1q1bQmRkpPDDDz8IDRo0kDhLIlJFLLrpoyFF4aulpSW/qysFY2Nj4ebNm4IgCEKTJk2EtWvXCoIgCPHx8YKOjo5Sc4mMjBT69esn1KlTR3B0dBT69OlTptmt/63du3cLtWrVEpYuXSoUFhYKy5cvFypXriz06tVL6Natm1CxYkVh5syZosVXJUZGRsKtW7fk/y+6y3fhwgXBwcFBtLhaWloKd5XfdOvWLUFLS0u0+ILw+lxv37690KVLF+Hhw4fC6dOnhapVqwoWFhaCiYmJYGZmJu8NIraWLVsK6enpJba/ePFCaNmypSgx582bJzg4OAh//vmnIAiCMHnyZMHFxUWYNGmSMG7cOMHa2loYMWKEKLFVkb6+vnDt2rUS269evSoYGBgoJYeBAwcK586de2ebwsJC0S5EhIaGvvPxubh8+bKwbds2Yfv27cLVq1eVEjM/P1+YM2eO4ODgIBw6dEh4+PCh0K1bN6FSpUqCkZGR8PXXXwv37t1TSi5E9HFh0U0qb8CAAcLLly9LbH/16pUwYMAAUWN7enoKx48fFzXGu3Tq1Enw8vISAgICBA0NDfmd3+DgYKFWrVqS5aUs6enpwtChQ4X69esLV69eFSIjI4Vly5YJixcvVupyLKNGjRKWLl1aYvvy5cuFMWPGiB7f1NRUXvza29sLQUFBgiAIQkxMjKgXX5ycnIR58+a9df+8efMER0dH0eIXt2PHDsHOzk5Yvny5kJmZKURGRgrXrl0TsrKylBJfEF7fYSzt7vbjx4+FChUqiBY3Li5OaNeundC1a1fh/v37wqFDh4Rx48YJY8aMEfbs2SMUFhaKFrt4d+U3uzFL0a3Z29tbaNasmfDw4UP5tgcPHgjNmzcXunTpInr83NxcoUWLFu+8GEXievz4sdCyZUtBJpMJxsbGQsWKFQWZTCa0atWqzEsM/lexsbFC27Ztha5duyqci0REb8Mlw0jlqaurIzk5ucREXk+fPkXlypWRn58vWuyjR49i0qRJmDlzJurVqwc9PT2F/WLPoJ2UlIThw4fj/v37GD16NAYNGgQA8PX1RUFBgeiTaBV52/cgLS0N5ubmKCgoEDV+WFgYhg8fjjZt2mDmzJlKn7G2WrVqOHToEOrVq6ew/erVq/D29saDBw9Ejd+2bVv4+Pigd+/eGDZsGK5du4bRo0dj27ZtSE9Px8WLF0WJu2/fPnz77bdo27Yt2rZtCwsLC8hkMqSkpODYsWM4evQodu3ahW7duokS/03p6emYMGECoqKisG7dunJfGultIiMjAQBubm44ceIEKlWqJN9XUFCAoKAgrF27FgkJCaLmsX37dkyfPh1jxozByJEjlTKJYfGffTU1tVJjCoIAmUwm+u8BALh//z46d+6MqKgoWFpayic1dHFxwZ9//onq1auLnoOZmRnOnTunlJUj3ub58+fYuHGjfAZ3JycnDBw4EEZGRuUey8PDAyEhITA2Noa7u/s7z7urV6+We/w39erVC7Gxsdi2bZt82bDo6Gj0798fdnZ22Llzp+g5FNm6dSsCAgLg6+uLESNGKC0uEX18WHSTynr58iUEQYCxsTHu3r2rsDRTQUEB/ve//+Gnn37Co0ePRMuh+JIvxT9oKPNDpipQU1NDSkpKiaL70aNHqFmzZrmvT1wkPT0dcXFxsLOzg66uLmbNmoWdO3di0aJF+Prrr0WJWRptbW1ERUXBzs5OYfu9e/fg7OwsyjrdxV2+fBn//PMPWrZsiSdPnqB///4ICwuDnZ0dNm3aBDc3N9Finz9/HkuXLsX58+eRkpICAKhcuTIaNWqEMWPGoFGjRqLFLvL3338jOjoadevWRevWrREaGooRI0agQ4cOCAgIgI6Ojqjxixebpf3J1NHRwfLlyzFw4EDRckhLS4OJiQnS09Mxbtw4xMTEYN26dXB1dRUtJgCcOnVKvi70qVOn3tm2efPmouZS3LFjx3Dr1i0IggAnJye0bt1aabHHjx8PDQ0NzJ07V2kxi7t8+TK8vLygo6ODBg0aQBAEXL58GVlZWTh69Gi5z+A9Y8YM+Pn5QVdXFzNmzHhn22nTppVr7NIYGRnh+PHjqF+/vsL28PBwtG3bVtSlRF+8eIHZs2fLfx/99NNPyMnJwbhx43D79m2sX78eLi4uosUnoo8Xi25SWW+7q1JEJpNhxowZmDx5smg5qMKHzMLCQty7dw+pqakoLCxU2Ffa+uXlqehOuq+vL2bOnAl9fX35voKCApw+fRoJCQm4du1aucfevXs3BgwYAENDQ2RnZ2Pr1q3w9vbGrVu38MMPP8DCwgLLly+HhYVFucd+k7OzM4YNG1ZiKZjly5dj9erViI6OFj2Hz9XEiROxZcsWtGzZEpcuXYKPjw+mTJmC3NxcBAQE4I8//sCSJUvQvn170XJITEyEIAiwtbVFeHi4wgVATU1NmJubQ11dXZTYJ0+exHfffYfU1FRUrVoVf/zxBxo1aoQTJ05g5MiR6NixI2bMmCH6hQf6P6NGjcLWrVthZ2cHT0/PEj2gFi1aJGr8L7/8EnZ2dli/fj0qVKgAAMjPz8fgwYMRFxentOXbpGJgYIAzZ86UuNh47do1NG/eHC9fvhQtdpcuXZCeno7vvvsOISEh0NbWxrZt2wAAISEhGDlyJLy9vTFv3jzRciCijxOLblJZp06dgiAIaNWqFfbt26fQpVNTUxNWVlaoWrWqhBmK78KFC+jdu7f8Q39xyrjTbmNjA+B10VG9enWFwkJTUxPW1tYICAjAF198Ue6xra2tMXfuXHz77be4cuUKBg4ciOvXr8v3r1u3DnPnzlXKGsWbNm3CyJEj4efnh1atWgF4/QFr4cKFWLJkCYYMGSJq/FatWmH//v2oWLGiwvaXL1+iS5cuOHHihKjxgdcXWZ4+fQqZTAYTExPRisw3mZqaIjg4GPXq1cOzZ8/QsGFD3LlzR77/5s2b+OGHHxTWs/+UODo6YvDgwRgxYgSCgoIwZ84c+XCCnJwczJgxA/v27cPt27eVkk92djYiIyNLvQjo7e0tSsxly5Zh6NCh0NbWfu+QmtGjR4uSQ3EtW7Z85/6TJ0+KGl9HRwfXrl1D7dq1FbZHR0fD09MTmZmZosYv8urVqxLngNhDrgCgc+fOeP78OXbu3Cn/DPDw4UP06dMHxsbGOHDggGixDQwMcO3aNdjZ2aGgoAB2dnaIj4+X78/KysLMmTMxe/Zs0XIgoo8Ti25SeYmJibC0tFTo6q0s77tjIPadZjc3N9jb22PGjBmoUqVKiTv/YozfK03Lli2xf/9+GBsbKyUeAJiYmOD48eNwd3fH8+fPUb9+fdy9e1ehTWpqaoku72JZvXo1Zs2aJR/OYG1tjenTp6Nfv36ix35b9/7U1FRUq1YNeXl5osU+cOAAFixYgMuXL8vnT6hQoQI8PT3h5+eHLl26iBYbAGrUqIFFixahR48euH79Or7//nv5GGupREdHIykpCbm5uQrbxSg6jYyMcPHiRdSuXRvZ2dlwcnIqcaHp5s2bqFOnTrnHflNQUBD69euHp0+fltgn5kVAGxsbXL58GSYmJvILgaWRyWRKuQgnNQsLC2zbtg1t27ZV2B4cHIx+/frh8ePHosWOj4/HyJEjERoaqjCs5nMZ1+/h4YHWrVtj8ODBOHbsGP744w+EhoaKFo+IPh0suumjkZmZWeoHXTHHNJZW6BcvfMX+gKGnp4fr16+XGEv8ORg3bhx27dqFFi1a4PLly+jbty+mTp0qdVp48uQJdHR0FLrai0XqCbzWrl2L0aNHY+DAgfDy8oKFhQUEQUBqaiqCg4OxefNmLF++XNQ7/Tt27MCQIUNQsWJFZGZmYsuWLejcubNo8d4lLi4OXbt2xY0bNyCTyeS9T4p+J4jx++D777/HtWvX4O3tjbCwMLi6umLFihXlHqcs7Ozs4OXlhalTpyplWIeqGjhwIJYuXQoDAwOF7RkZGRg1ahQ2bdokavzRo0fLL4Y1btwYMpkMYWFh8PPzQ/fu3bFkyRLRYjdu3BgAMGbMGPnEisV96uP6IyIiMHjwYMTExMDNzQ0bNmyQT+ZGRPQuLLpJ5T158gQDBgzA33//Xep+MQvfFy9eKHydl5eHa9euYcqUKZg1axa++uor0WIDr7sVT5w4Ee3atRM1Tlk8ePAAhw4dKvXCh1hjGP/3v//h1q1bqFu3bom7Op8DqSfwsrOzg7+/v3zW/Ddt2rQJs2bNQmxsrCjxi6SlpSEuLg61atUq0cVemTp16gR1dXWsX79ePr47LS0N48ePx4IFC/Dll1+We8zc3FysXbtW/nMwcOBA+TheZTM0NMS1a9dQs2ZNSeIDQEBAACZMmFBiBYOsrCz89ttvSrkwJ+WKGsDrc8LPzw9r1qyRx9LQ0MCPP/6IuXPnQktLS7TY+vr6uHLlChwcHESLQUT0KWLRTSqvT58+SEhIwJIlS9CyZUscOHAAjx8/xq+//oqFCxcqdRbrIqdPn4avry+uXLlS7scu3nU2NjYWv/zyC/z8/ODi4gINDQ2FtmLPXFwkJCQE3t7esLGxwe3bt+Hs7IyEhAQIggAPDw+ljClWNlVYJkfKCbyA10V9RETEWz9g37p1C+7u7qLNXq9qTE1NceLECbi6usLIyAjh4eFwcHDAiRMnMH78eFEmFFQlAwcORJMmTd56EUYZpFy+UBVW1CguMzMTsbGxEARBvsKD2Fq2bInJkycrdbZ4QPXG9ZdFUZd7IiIAkOZyOdEHOHHiBP7880/Ur18fampqsLKyQps2bWBoaIg5c+ZIUnSbmZmJNnGRm5ubQtdVAAp3Mov2KXPJMn9/f4wfPx4BAQEwMDDAvn37YG5ujj59+ohyF37Xrl349ttvy9T2/v37SEpKQpMmTco1h86dO8vvGHXu3FmSD09WVlYAUGKyImWpU6cO1q1bh4ULF5a6f/369aKOJR42bBgmT54MS0vL97bdvXs38vPz0adPH9HyKSgokA8rMDU1xaNHj+Dg4AArKytRfh+cP3++zEuyZWRkICEhQdTvx4oVK/DNN9/gzJkzpV4EVEax87ZC5vr16wrDL8RQsWJFyGQyyGQy2Nvbl9hftKKGsujq6ip9eaoNGzZg2LBhePjwIZydnZV2IXjx4sXo06cPtLW1sXjx4re2k8lkop2Hjo6OmDJlCnr06AFNTc23trt79y4WLVoEKysr/PTTT6LkQkQfHxbdpPIyMjLkdzUqVaqEJ0+ewN7eHi4uLqLdYSzy5oRNgiAgOTkZc+fORd26dUWJWXwmVFURExODnTt3Ang9iVZWVhb09fUREBCAzp0748cffyzXeKtXr8b06dMxYMAAeHt7lxgz9+LFC5w9exbbt2/H8ePHsXHjxnKNDyiuNzt9+vRyP/77HDp0CO3bt4eGhgYOHTr0zrZizRpd1JMkKCgIbdu2lY/hTElJwbFjx5CYmIi//vpLlNjA64tbzs7OaNy4Mby9veHp6YmqVatCW1sb6enpiI6ORlhYGHbt2oVq1aph3bp1ouUCvF46LjIyEra2tvjiiy8wf/58aGpqYt26dbC1tS33eP369YO1tTWGDBmCDh06lDqPQHR0NLZv347Nmzdj/vz5ohbdv//+O4KDg6Gjo4PQ0FCF4lfMYgcAjI2NFQreN+fWePXqFYYNGyZafOD1rORSrajRrVs3BAYGwtDQEN26dXtn2/3794uSA/B6uFdsbCwGDBgg36aMC8HF/y5K9Tdy5cqVmDRpEkaMGIG2bdu+9fdRdHQ0Ro4cieHDh0uSJxGpJhbdpPIcHBxw+/ZtWFtbw83NDWvXroW1tTXWrFmDKlWqiBq7tLvOANCwYUPRJsspursJvO7G3rhx4xJjOPPz83Hu3DmFtmLS09NDTk4OAKBq1aqIjY2Vf7gvbSbj/+rUqVM4fPgwli9fjp9//hl6enqwsLCQf7hJSUmBmZkZBgwYgKioKNFnMB8wYAD69u2LVq1aKe2Od5cuXeQzlr9rhnAxP+g2b94cUVFRWL16NS5cuICUlBQAQOXKldGxY0cMGzYM1tbWosQGgJkzZ2LUqFHYuHEj1qxZg6ioKIX9BgYGaN26NTZs2KCUMf+//PILMjIyAAC//vorOnbsiC+//BImJibYvXt3uceLjo7G2rVrMXXqVPTp0wf29vYKH/Jv3bqFjIwMdOvWDceOHYOzs3O551DcL7/8goCAAPz0009KX01iyZIlEAQBAwcOxIwZMxRWbihavrCsvQL+raJJwuLj41GjRg2l9n4xMjKSxzM0NJSs2/LAgQPh7u6OnTt3ljqRmjJINa6/VatWuHTpEs6dO4fdu3fj999/R0JCArKysmBqagp3d3f069cPffv2lXTuCSJSTRzTTSpvx44dyMvLg4+PD65duwYvLy+kpaVBU1MTgYGB6NWrl2ixExMTFb5WU1ODmZkZtLW1RYtZnJTjF4vr0qULvv76awwZMgQTJ07EgQMH4OPjI19G7Pjx46LFTktLQ1hYWIkPN+7u7kr74O/t7Y2jR4/CxMQE3377Lb7//nu4ubkpJTb9n+fPnyMxMVF+HtSsWVPyMZPPnj2T34UV09WrV3HmzJkSPwctW7YUvVt1kUqVKuHSpUuSTqR26tQpNG7cuES3ZmUKCgqCvr4+mjZtCuD1HdD169fDyckJK1euVOrSisqmCitqqMrfRSKiD8Gimz46mZmZuHXrFmrUqAFTU1NRY23duhW9evUqMRtsbm4udu3aJfoazWpqanj8+LHChD0AcOfOHXh6euLly5eixi8SFxeHV69ewdXVFZmZmZgwYQLCwsJgZ2eHxYsXK+2Ou5SeP3+OPXv24Pfff8eZM2fg4OCAvn37onfv3qLe7VUViYmJSElJgUwmg4WFxWfxPSdFvr6+MDMzw88//yx1KgBe39l8c416Q0ND0eO6uLhg3rx56NChA27cuAFPT0+MHz8eJ06cgKOjIzZv3ixq/FatWmH//v0l7qa+fPkSXbp0EXViy06dOsHHxwfdu3cXLcb7vO3v4okTJ9CrVy88efJEosyIiN6ORTeptLy8PDg4OODw4cNwcnJSenyprqgXjdn7888/0a5dO4Wiv6CgAJGRkXBwcEBQUJAo8YsrKCiQrw/8Kd/B+RAPHjzAzp07sWnTJty9e1f0JYKA1zPIL168GDExMZDJZKhduzbGjh0r+izCixcvxqJFi/Do0SOFdamrVq2K8ePHY+zYsaLGVyXZ2dlYvnw5Tp48idTU1BIT3Ik9x4TURo8eja1bt6Ju3bpwdXUtcbdZrKUDi8vMzMTEiROxZ88epKWlldivjLuc+vr6iIqKgrW1NaZPn46oqCjs3bsXV69eRYcOHeTDMMSipqYmH3pSXGpqKqpVq1biQkR5WrduHX799VcMHDiw1Mn0xJpfAvi/cf0vXrwo0cW++Lj+lStXipYDEdG/xTHdpNI0NDSQk5MjWRfSt82U++DBA4UxheWt6NiCIMDAwAA6OjryfZqammjYsCGGDBkiWvzi1NXV4eXlhZiYGBbdeH0h6PLly7h48SISEhJgYWEheswVK1bA19cXPXr0wJgxYwAAFy5cQIcOHbBo0SKMHDlSlLgzZ87EggUL8PPPP8PLywsWFhYQBAGpqakIDg7G9OnT8erVK/zyyy+ixFc1AwcOxLFjx9CjRw80aNBA8q7tynbjxg24u7sDQInx9cp6L/z8/HDy5EmsWrUK/fr1w8qVK/Hw4UOsXbsWc+fOVUoOmpqayMzMBAAcP35c3uOpUqVKovY+Kj6xZ3R0tEJxX1BQgKCgIFSrVk20+ADkk9UFBASU2Cf2ihqqMK6fiOhfE4hU3Jw5c4T+/fsLeXl5Sovp5uYmuLu7C2pqaoKLi4vg7u4uf7i6ugoGBgbCN998I2oOhYWFQv/+/YWXL1+KGqcsPD09hePHj0udhqROnDghDB48WDA2NhYMDQ0FHx8f4dixY0JBQYHosatWrSosX768xPYVK1YIVapUES1u9erVhQMHDrx1//79+4WqVauKFl/VGBoaCmFhYVKn8VmztLQUTp48KQiCIBgYGAh3794VBEEQtm7dKrRv314pOXTq1Enw8vISAgICBA0NDeHBgweCIAhCcHCwUKtWLdHiymQyQU1NTVBTUxNkMlmJh66urrBx40bR4quK0NBQITc3V+o0iIg+CO90k8q7ePEiQkJCcPToUbi4uEBPT09hvxjLoxTNFh0REQEvLy+FpXqKrqiLPaZNEAT8/vvvmDx5MgwMDESN9T6zZs3ChAkTMHPmTNSrV6/E90AZ4yilVL16daSlpcHLywtr165Fp06dlDaZHvB6rGZp66G3bdsWkyZNEi1uWloaHBwc3rrf3t4e6enposVXNdWqVZP8Z/Fz9+zZM9jY2AB4/Xvn2bNnAICmTZuW+9KFb7NixQoMHz4ce/fuxerVq+V3l//+++9Sf07LS3x8PARBgK2tLcLDwxXGNGtqasLc3Bzq6uqixVcVRbPIA9KM68/Pz8eOHTvg5eWFypUrixqLiD4dHNNNKq/4eqClEXPSmi1btqBXr15KLbCKq1OnDjZu3IiGDRtKEr9I8VnCi3cjFURemxUAQkND0aJFC9GOXxbr1q1Djx49lDZL9Jv69OkDNzc3+Pn5KWxfsGABrly5Il9Dvby1aNEC1atXR2BgYKnL1vXv3x8PHz5EaGioKPHflJ+fj9DQUMTGxqJ3794wMDDAo0ePYGhoWOoa1uXt77//xrJly7BmzRqVmEju+fPnn93SRK6urli+fDmaN2+Otm3bwtXVFQsWLMCyZcswf/58PHjwQOoUSWSqMK5fV1cXMTExKvF7gIg+Diy6iVTYkSNHMHfuXKxevVr0NXjf5dSpU+/cX/zOQ3nT1tZGtWrVMGDAAPTv3x+WlpaixSpNfn4+tLW1ERERIdn34Ndff8WCBQvQpEkT+ZjFCxcu4OzZsxg/frzCnZ3Ro0eXW9wbN26gbdu2yMnJQfPmzeXr8qakpOD06dPQ0tLCsWPH5Gu2iykxMRHt2rVDUlIScnJycOfOHdja2mLs2LHIzs7GmjVrRM/hyZMn6NmzJ06fPg1dXd0Sk0gV3XUVw7x582BtbS1fIrFnz57Yt28fKleujL/++gt169YVLbYqWbx4MdTV1TF69GicPHkSX3/9NQoKCpCfn49FixbJ5zwQU1JS0jv316hRQ/QcgNfjupOSkpCbm6uwXczJzFTBiBEjcPLkSQQEBJQ6rr9Pnz6i59CyZUuMHTsWnTt3Fj0WEX0aWHQTveFD1twV80N2US6ZmZnIz8+HpqamwoRqyoivCp49e4bt27cjMDAQkZGR+OqrrzBo0CB06dIFmpqaSsmhZs2a2L9/v2SFTVF32veRyWSIi4sr19j//PMPtm/fjgsXLsgnbqpcuTIaNWqE3r17K21oQZcuXWBgYICNGzfCxMQE169fh62tLU6dOoXBgwfj7t27oufQunVrJCUlYdCgQfILEMX1799ftNi2trbYvn07GjdujGPHjqFnz57YvXs39uzZg6SkJBw9elS02KosKSkJly9fRs2aNZX286mmpvbOvxFi32mNi4tD165dcePGDchkMoVVBZQRX2o1atTA1q1b0aJFCxgaGuLq1auws7PDtm3bsHPnTvz111+i5/DHH3/gp59+gq+vb6lDrlxdXUXPgYg+Liy6SeU9fvwYEyZMQEhICFJTU/HmKVveHzC2bNlS5rZifsgG3p+L2PGLe/78OcLDw0tdKkns9cqLREREYNOmTdi5cycKCwvRp08fDBo0SPQP25s3b8Yff/yB7du3S9bF/HNnamqKs2fPwsHBAQYGBvKiOyEhAU5OTvLZpMWkq6uL8+fPS3LxRUdHB3fu3IGlpSXGjBmD7OxsrF27Fnfu3MEXX3zxWYytz8vLQ9u2bbF27VrY29tLlsf169cVvs7Ly8O1a9ewaNEizJo1S77ko1g6deoEdXV1rF+/Xj6+Oy0tDePHj8eCBQvw5Zdfihpfavr6+rh58yasrKxQvXp17N+/Hw0aNEB8fDxcXFzw6tUr0XMoPuSqSNEFELGHXBHRx4kTqZHK8/HxQVJSEqZMmYIqVaqIvjSNMgvZ91GVXP73v/+hT58+yMjIgIGBgcL3QCaTKa3odnNzw08//YRKlSph7ty52LRpE1atWoVGjRphzZo1onVzXrZsGe7du4eqVavCysqqxF2NT3195rfJy8tDcnKyUrrTFhYWlvpB9sGDB0qb3Kx27drIyspSSqw3GRsb4/79+7C0tERQUBB+/fVXAK/nVZD6A35ycjLy8vJEPw80NDQQFRUl+VJtpV108fT0RNWqVfHbb7+JXnSfP38eJ06cgJmZGdTU1KCmpoamTZtizpw5GD16NK5duyZqfKkVXWyzsrKCk5MT9uzZgwYNGuB///uf0uY4iI+PV0ocIvp0sOgmlRcWFoYzZ87Azc1N6bGlGLv38uVLeZfd9635qqyuvePHj8fAgQMxe/Zs6OrqKiVmcXl5efjzzz+xadMmHDt2DJ6enlixYgW+++47PHv2DJMmTcI333yD6OhoUeIXzWYvpQcPHuDQoUOljuFctGiRJDlFR0fDw8NDKUVfmzZtsGTJEqxbtw7A64s9r169wrRp09ChQwfR4wPA3LlzMX78eMyaNQsuLi4lxnSL+fPYrVs39O7dG7Vq1UJaWhrat28P4HXvDzs7O9HilkWrVq1w584dpZwH/fr1w8aNG5W2JveHsLe3x6VLl0SPU1BQIJ840NTUFI8ePYKDgwOsrKxw+/Zt0eOXpnXr1oiLiyv34S2lGTBgAK5fv47mzZvD398fX3/9NZYvXy4f168MnECNiD4Ui25SeZaWliW6lCuLtbW10sfuGRsbIzk5Gebm5qhYsWKp8ZXdhe3hw4cYPXq0JAX3qFGj5LNz9+3bF/Pnz1eY0ExPTw9z586FtbW1aDlMmzZNtGOXRUhICLy9vWFjY4Pbt2/D2dkZCQkJEAQBHh4ekuamLIsXL0bLli3h5OSE7Oxs9O7dG3fv3oWpqalos7e/qWg5qK+++kphuzJ+HhcvXgxra2vcv38f8+fPlxddycnJGD58uGhxy2Lr1q1K6d4PALm5udiwYYP84tubvU6UUXS9eTFUEAQkJydj+vTpqFWrlujxnZ2dERkZCVtbW3zxxReYP38+NDU1sW7dOtja2ooevzRdu3bF06dPlRLL19dX/v+WLVvi1q1bSh/XDwDbtm3DmjVrEB8fj/Pnz8PKygpLliyBjY0NJ1gjohI4pptU3tGjR7Fw4UKsXbtW1MKqNFKM3Tt16hSaNGmCChUqSDpreHHdunXDt99+i549eyolXnFfffUVBg8ejO7du7914rT8/HycPXtW1Pfj+fPn2Lt3L2JjY+Hn54dKlSrh6tWrsLCwkK/TK5YGDRqgXbt2CAgIkI9nNjc3R58+fdCuXTvR1id+X0GflZWltDucRfF27tyJq1evorCwEB4eHujTp0+JCQbFoio/j5+zli1bvnWfTCbDiRMnRM+htInUBEGApaUldu3aJV9hQCzBwcHIyMhAt27dEBcXh44dO+LWrVswMTHB7t270apVK1HjS0lVxvWvXr0aU6dOxdixYzFr1ixERUXB1tYWgYGB2LJlC06ePClZbkSkmlh0k0p6cwbxjIwM5OfnK32Znrc5cuQIfvvtN6WtTyyFQ4cOyf//5MkTBAQEYMCAAaV2q/3Ul6iJjIxE69atYWRkhISEBNy+fRu2traYMmUKEhMTsXXrVlHjGxgYICIiAjVr1oSxsTHCwsJQp04dXL9+HZ07d0ZCQoIocbW1tfHtt9++dfb05ORkrF+/XvIxxZ+L27dvY/ny5YiJiYFMJkPt2rUxatQoODg4SJ3aZ+XNiy9qamowMzODnZ1difXsleXZs2cftPLGx8zMzAznzp1TSq+Ct3FycsLs2bPlqyoUTewYFRWFFi1aKO2uPxF9PNi9nFTSkiVLpE7hnZQ1dg8A0tPTsXHjRvkHbUdHRwwYMED0WbRLG8ccEBBQYpvY3WrnzJkDCwsLDBw4UGH7pk2b8OTJE0yaNEm02EXGjRsHHx8fzJ8/X2HSrvbt26N3796ix9fT00NOTg4AoGrVqoiNjZVPGifmhztnZ2d88cUXb72THhERgfXr14sWv/iFn/cR68JPZGQknJ2doaamhsjIyHe2FXOZoL179+K7776Dp6enwlrtzs7O+P333/HNN9+IFruIKi2nKCVV7NGgrFUVunbtWuZzYP/+/aLkoArj+uPj4+Hu7l5iu5aWFjIyMiTIiIhUHYtuUkmqMmu31GP3Tp06BW9vbxgZGcHT0xPA65m0AwICcOjQIVE//L25LJhU1q5di99//73E9jp16uDbb79VStF96dIlrF27tsT2atWqydeuFlPDhg1x9uxZODk54euvv8b48eNx48YN7N+/Hw0bNhQtbtOmTd85MZOBgQGaNWsmWvyyTmAn5oUfNzc3pKSkwNzcHG5ubgrrIisrBwCYOHEi/P39S1z4mjZtmnwiQbFNmTIFv/76K7y8vOSF//nz5xEcHIwpU6Z80svpSX0B6EOGMolV7AKAkZERDhw4oPA36cqVK3jx4gW6dOmilDvtqjCu38bGBhERESUmVPv777/h5OQkenwi+viw6CaVp66uLp9YrLi0tDSYm5uL+kG3tInMio/dE9uIESPQq1cvrF69Gurq6gBeT942fPhwjBgxAlFRUaLnALyeKKlXr17Q0tJS2J6bm4tdu3aJumRYSkoKqlSpUmK7mZkZkpOTRYtbnLa2dqkzyd++fRtmZmaix1+0aJF87dnp06fj1atX2L17N+zs7LB48WLR4r6vx0nNmjVFHbuoChd+4uPj5d9jKZcJSklJKfXnrG/fvvjtt9+UksPZs2cREBCAkSNHyreNHj0aK1aswPHjx3Hw4EGl5CGFNy8AvXnxpfjfCTH+JhkZGZX7Mf8NCwsL9OzZE2vWrCnxN8nQ0FAp52JUVJR8vok7d+4o7FNW93o/Pz+MGDEC2dnZEAQB4eHh2LlzJ+bMmYMNGzYoJQci+sgIRCpOJpMJjx8/LrH94cOHgra2tqixT548KYSGhsofp0+fFmJiYoS8vDxR4xbR1tYWbt26VWL7rVu3RH/txampqZX6PXj69KmgpqYmamw7Ozth27ZtJbZv3bpVsLGxETV2kSFDhghdunQRcnNzBX19fSEuLk5ITEwU3N3dhTFjxiglB/q8tW/fXti0aVOJ7Zs2bRLatm2rlBz09PSEu3fvlth+584dQU9PTyk5qIJjx44JHh4eQlBQkPDixQvh5cuXQlBQkODp6SkcPXpU6vREZWpq+ta/SZUqVZIgI+msW7dOqFGjhiCTyQSZTCZUr15d2LBhg9RpEZGK4p1uUlnLli0D8PrK9YYNG+RL5ACvr6yfPn0atWvXFjWHFi1aiHr89/Hw8EBMTEyJiZJiYmKUum658P+XRHrTgwcPRL8DM3jwYIwdOxZ5eXnyWXlDQkIwceJEjB8/XtTYRRYsWIAOHTrA3NwcWVlZaN68OZKTk9GoUSPMmjVL9PiXLl1CYWEhvvjiC4XtFy9ehLq6uryb56cuJCQEixcvVphIbOzYsWjdurVoMaXuVlz82JMmTcKVK1fkQwouXLiAP/74AzNmzFDIU6w8TExMcODAAfj5+SlsP3jwIExMTESJqYrGjh2LNWvWoGnTpvJtXl5e0NXVxdChQxETEyNhduLKz89/698kVeiZokxDhgzBkCFD8PTpUxQWFpbojUdEVBxnLyeVVTRjcmJiIqpXry7vygYAmpqasLa2RkBAQIlCpDxJMYlX8cmaYmJiMHHiRIwaNUrhg/bKlSsxd+5c9OrVq9zjF+fu7g6ZTIbr16+jTp06CjPzFhQUID4+Hu3atcOePXtEy0EQBPz0009YtmwZcnNzAbzu7j1p0iRMnTpVtLilOXHihHy5qnr16pVYr1ksDRo0wMSJE9GjRw+F7fv378e8efNw8eJFpeQhpRUrVsDX1xc9evRQmEhs7969WLRokUKX5/KkpqZWpnZij+lWhTwCAwMxaNAgtGvXTuF7EBQUhA0bNsDHx0eUuKWJjo5GUlKS/HdCEWWspKCjo4Pw8HC4uLgobI+MjMQXX3yBrKwsUePb2Ni8sxt1XFycaLHHjRuHwMBA/Pzzzwp/k+bOnYt+/fopZTz12yZzk8lk0NbWhp2dHXr37s1Z/YlIpbDoJpXXsmVL7N+/H8bGxkqPbW1tjd9//x2NGzdW2H7x4kV8++23oozxLFoD9n0/mmJ/yAeAGTNmyP8dP368Qm+Dogsf71o/uzy9evUKMTEx0NHRQa1atUqMLxfDxYsX8ezZM7Rv316+bcuWLZg2bRoyMzPRpUsXLF++XPRc9PX1ERkZCVtbW4Xt8fHxcHV1xT///CNqfFVQrVo1+Pv7lyiuV65ciVmzZuHRo0cSZfZ5uXjxIpYtW4aYmBgIggAnJyeMHj1a1IufxcXFxaFr1664ceOGwu/JoiJMGcvXNWvWDBoaGti+fbt8vomUlBR8//33yM3Nfe967v/V0qVLFb7Oy8vDtWvXEBQUBD8/P/z000+ixS4sLMSCBQuwdOlS+ZwaVapUwZgxYzB+/HiFi+Ni8fHxwcGDB1GxYkXUq1cPgiDg2rVreP78Odq2bYvr168jISEBISEhaNKkiSg5PH78GBMmTEBISAhSU1NL/L3mMopE9CYW3UTvoK2tjZiYmBLrFMfFxcHJyQnZ2dnlHjMxMbHMbd+cOVUMBQUF2LZtG7y8vEqd0OxT1r59e7Ro0ULeo+HGjRuoV68e+vfvD0dHR/z222/44YcfMH36dFHzMDExweHDh+V3F4ucO3cOX3/9NdLT00WLLQgCkpKSYG5uDh0dHdHivI+BgQGuXbsGOzs7he13796Fu7u7fKI5MZw4cQIjR47EhQsXYGhoqLDvxYsXaNy4MdasWYMvv/xStBzotU6dOkFdXR3r16+Hra0twsPDkZaWhvHjx2PBggVK+R7cu3cPXbt2xe3bt1GjRg0AQFJSEuzt7XHw4MES56iyrFy5EpcvX8bmzZuVEq9ocsk3fybE9tNPP+Hly5dYsWKFvAdIYWEhxowZAwMDA8yaNQvDhg3DzZs3ERYWJkoO7du3R1JSEkaOHIkqVaqUuPPeuXNnUeIS0ceLRTd9FB48eIBDhw6V2p1QzO5stWrVwrRp09C3b1+F7du2bcO0adNE7canSt528UFZLl26hD/++KPU77+Yy+NUqVIF//vf/+RjpidPnoxTp07JP8j98ccfmDZtGqKjo0XLAQC+/fZbpKSk4M8//5SPoX/+/Dm6dOkCc3NzUbv3FxYWQltbGzdv3lTKMnlv06dPH7i5uZUYT7xgwQJcuXIFO3fuFC22t7c3WrZsCV9f31L3L1u2DCdPnsSBAwdEywF4vYTgggUL5GPaHR0d4efnp7Ri/+rVq9DQ0JB3q/7zzz+xefNmODk5Yfr06Urp8WJqaooTJ07A1dUVRkZGCA8Ph4ODA06cOIHx48fj2rVroucAvL4YdezYMdy6dUt+x79169ZKmz27NHFxcXBzcyt1pYXykpWVBUEQoKurC+D1ReIDBw7AyckJbdu2FS1ucWZmZjh79izs7e0Vtt+5cweNGzfG06dPcePGDXz55Zd4/vy5KDkYGBjgzJkzSp1bhYg+bpxIjVReSEgIvL29YWNjg9u3b8PZ2RkJCQkQBEG+bIhYVGESL1Xg4uKCuLg4SYruoiXJ2rZti2PHjqFt27a4e/cuUlJS0LVrV1Fjp6enw8LCQv71qVOn0K5dO/nX9evXx/3790XNAQAWLlyIZs2awcrKCu7u7gCAiIgIWFhYYNu2baLGVlNTQ61atZCWlqb0ortoMkUAcHR0xKxZsxAaGqownvjs2bOi/yxev34d8+bNe+v+tm3bYsGCBaLmsH37dgwYMADdunXD6NGjIQgCzp07h6+++gqBgYHo3bu3qPEB4IcffsBPP/0k/33Qq1cvdOvWDX/88QcyMzPfu8RceSgoKJAPczE1NcWjR4/g4OAAKyurd64pX95kMhnatm2rtEKzLPbu3Sv6WumdO3dGt27dMGzYMDx//hwNGjSApqYmnj59ikWLFuHHH38UNT7wejK3W7dulSi6b926Je/Wra2tLeoFEEtLy/cOASMiUqDMqdKJ/o369esLU6ZMEQRBEPT19YXY2Fjhn3/+Eby9vYVVq1aJGruwsFCYOHGioK2tLaipqQlqamqCrq6uMGPGDFHjqprg4GDBzc1N+N///ic8evRIePHihcJDTC4uLsKKFSsEQfi/739hYaEwZMgQYerUqaLGrlGjhnDq1ClBEAQhJydH0NHREY4fPy7fHxkZKRgbG4uaQ5FXr14Ja9euFYYPHy6MHz9e2LJli5Cbm6uU2IcPHxaaNm0q3LhxQynxilhbW5fpIfbScVpaWqUulVXk7t27oi/hV7t2bWHRokUlti9cuFCoXbu2qLGLGBoaCvfu3RMEQRDmzp0rX6osLCxMqF69ulJyaNq0qXDgwAFBEAThu+++E9q1ayeEhYUJ/fr1E+rUqaOUHARBEI4fPy74+/sLgwYNEgYMGKDwEJubm5vg7u4uf7i5uQmVK1cW1NXVhbVr14oa28TERIiKihIEQRDWr18vuLq6CgUFBcKePXuUdh6OGjVKMDU1FRYtWiScOXNGCAsLExYtWiSYmpoKo0ePlufWpEkT0XIIDg4W2rZtK8THx4sWg4g+LexeTirPwMAAERERqFmzJoyNjREWFoY6derg+vXr6Ny5MxISEkTPQYpJvFRJ8ZmTi989EP7/UmJiThqjp6eHmzdvwtraGqampjh58iRcXFwQExODVq1aySfzEcMPP/yAGzduYN68eTh48CC2bNmCR48eybvR7tixA0uWLMGlS5dEy0EVGBsbIzMzE/n5+dDU1CwxtvvZs2cSZaYcNWvWxIIFC97as2L//v2YMGGCqMNNtLS0cPPmzRLjhe/duwdnZ2dR5pd4k6GhIa5cuYJatWqhTZs26NixI8aMGYOkpCQ4ODiIPms3AAQHByMjIwPdunVDXFwcOnbsiFu3bsHExAS7d++W90gS04wZMxAQEABPT89Sx/OKPcygaILLImpqajAzM0OLFi1EX0ZTV1cXt27dQo0aNdCzZ0/UqVMH06ZNw/379+Hg4IDMzExR4wOvezvMnTsXK1aswOPHjwEAFhYWGDVqFCZNmgR1dXUkJSVBTU0N1atXL7e4xsbGCt/rjIwM5OfnQ1dXFxoaGgptP/XfiUT04di9nFSenp4ecnJyAABVq1ZFbGws6tSpAwB4+vSpUnLQ19dH/fr1lRJLFZ08eVKy2JUqVZLPzl2tWjVERUXBxcUFz58/F/0D3q+//opu3bqhefPm0NfXx5YtWxTGrW7atEmlupeKRRndhlVZhw4dMHXqVLRv3x7a2toK+7KysjBt2jR07NhR1BwsLS0REhJSougOCQmBpaWlqLGLeHp64tdff0Xr1q1x6tQprF69GsDrWfSLD8MQk5eXl/z/tra2iI6OxrNnz0oURGJas2YNAgMD8f333ysl3pumTZsmSVwAsLOzw8GDB9G1a1cEBwfL5zlITU1V2oRq6urqmDx5MiZPnvzWydyKJrgrT5/770Ei+m94p5tUXpcuXfD1119jyJAhmDhxIg4cOAAfHx/5MmLHjx8v13jdunVDYGAgDA0N0a1bt3e2FXMSryKJiYlISUmBTCaDhYWFUmYsVyW9e/eGp6cnxo0bh1mzZmHp0qXo3Lkzjh07Bg8PD6V8D168eAF9ff0Sy+E8e/YM+vr6SplAiqSbUPHx48fw8PCAuro6Ro4cCQcHB8hkMsTExGDlypUoKCjA1atXRS08V69ejbFjx2LgwIFo3LgxZDIZwsLCEBgYiKVLl+KHH34QLXaRyMhI9OnTB0lJSRg3bpy8+Bs1ahTS0tLw+++/i55DkXv37iE2NhbNmjWDjo6OvNeNMpiYmCA8PBw1a9ZUSrzSFBQU4MCBAwqT6nXu3BkVKoh7L2Xv3r3o3bs3CgoK8NVXX+Ho0aMAgDlz5uD06dP4+++/RY1PRPSxYtFNKi8uLg6vXr2Cq6srMjMzMWHCBISFhcHOzg6LFy8u9yJ0wIABWLZsGQwMDDBgwIB3thVzaZbFixdj0aJFePTokcJatFWrVsX48eMxduxY0WIDrz9gOzs7Q01NDZGRke9s6+rqKloez549Q3Z2NqpWrSpfI7bo+z9lyhRJ1m//HMXGxmLz5s2IjY3F0qVLYW5ujqCgIFhaWsp7nojpfRMqnjhxQtT4iYmJ+PHHHxEcHKzw8+jl5YVVq1bB2tpa1PjA627LCxcuRExMDADIZy+Xenmi7OxsqKurl+hiK4a0tDT07NkTJ0+ehEwmw927d2Fra4tBgwahYsWKWLhwoeg5TJo0Cfr6+pgyZYrosUoTFRWFzp07IyUlBQ4ODgBez9xtZmaGQ4cOyWeXF0tKSgqSk5NRt25d+dCj8PBwGBoaita93cPDAyEhITA2Noa7u/s7L7BcvXpVlByKU1dXR3JyMszNzRW2p6WlwdzcnOt0E1EJLLqJ3kL4/+sTm5mZyZdHUZaZM2diwYIF+Pnnn+Hl5QULCwsIgoDU1FQEBwdjzpw5mDBhAn755RfRclBTU0NKSgrMzc2hpqYGmUxW6mytYo7pzs/Px44dO+Dl5YXKlSuLEkPVFRQUICwsDK6urpJdYDh16hTat2+PJk2a4PTp04iJiYGtrS3mz5+P8PBw7N27V/QcGjRogHbt2iEgIAAGBga4fv06zM3N0adPH7Rr104psyYDr2e0v3fvHgRBQK1atZTyPcnPz8esWbMwcOBApXUlV1X9+vVDamoqNmzYAEdHR1y/fh22trY4evQofH19cfPmTdFzGDNmDLZu3QpXV1e4urqWuNggZq8LAGjYsCHMzc2xZcsW+fmXnp4OHx8fpKam4vz586LGl8KMGTPg5+cHXV3dEmPa36SM7vfF/z4W9+jRI9SsWVMp8xsQ0ceFRTd9FJ4/f469e/ciNjYWfn5+qFSpkrw7Z7Vq1USJKeX6xJaWlli+fDm6dOlS6v4DBw5g5MiRePjwoWg5JCYmokaNGpDJZEhMTHxnWzG7vOvq6iImJuaz61ZfnNTrpDdq1AjffPMNxo0bJy94bW1tcenSJXTp0kXU87CIKkyoKCV9fX1ERUUp5Y66KqtcuTKCg4NRt25dhXMxPj4eLi4uePXqleg5tGzZ8p37xZ4DQ0dHB5cvXy7RwyQqKgr169cv94Jv2LBhmDx5cpkuhTnYhAAARcFJREFU+OzevRv5+fno06dPueagKoqWMfT19cXMmTPly9cBry+Qnj59GgkJCUpbL56IPh6cSI1UXmRkJFq3bg0jIyMkJCRgyJAhqFSpEg4cOIDExERs3bpVlLhSrk+clpYm7zZYGnt7e6Snp4uaQ/EiV19fHyYmJgCA+/fvY/369cjKyoK3tze+/PJLUfP44osvcO3atc+66JZynXQAuHHjRqnjdc3MzJCWlqaUHFRhQkUptW7dGqGhofDx8ZE6FUllZGSU2vPo6dOnSltVQsqJJQHAwcEBjx8/LlF0p6amlphorzyYmZnB2dkZjRs3hre3Nzw9PVG1alVoa2sjPT0d0dHRCAsLw65du1CtWjWsW7eu3HN4m1evXqGwsFBhm5gTui1evBjA655wa9asUZjnQ1NTE9bW1lizZo1o8Yno48Wim1TeuHHj4OPjg/nz58PAwEC+vX379ujdu7eosefPnw8/Pz+sXr0azs7OosYqrkGDBpg1axYCAwNLTIyTn5+P2bNno0GDBqLncePGDXTq1An3799HrVq1sGvXLrRr1w4ZGRlQU1PD4sWLsXfv3rfekS8Pw4cPx/jx4/HgwQPUq1cPenp6CvvFHE+uKmbNmoUJEyZg5syZpb4HYs8aXLFiRSQnJ5co+q9duyZaT5M3NWzYEGfPnoWTkxO+/vprjB8/Hjdu3MD+/fvRsGFDpeQgpfbt28Pf3x9RUVGlngPe3t4SZaZczZo1w9atWzFz5kwAr4e3FBYW4rfffnvvHej/6n0Taxbls2/fPlHzmD17NkaPHo3p06fLz/0LFy4gICAA8+bNk8/oDZTP74aZM2di1KhR2LhxI9asWYOoqCiF/QYGBmjdujU2bNiglNUc4uPjMXLkSISGhioslaeMJSzj4+MBvO7tUDSZKxFRWbB7Oak8IyMjXL16FTVr1lToTpiYmAgHBwdR16eVan3iGzduoG3btsjJyUHz5s1hYWEBmUyGlJQUnD59GlpaWjh27JjoE1i1b98eFSpUwKRJk7B9+3YcPnwYbdu2xYYNGwC8nrX4ypUruHDhgmg5FF8jvEjR+HKxP2CpCinXSQeAiRMn4vz58/jjjz9gb2+Pq1ev4vHjx+jXrx/69eunlDGUyp5QUdWU9nNQRBnnQF5eHhwcHHD48GE4OTmJGutdoqOj0aJFC9SrVw8nTpyAt7c3bt68iWfPnuHs2bOizij+vok1i4g5wSZQ+u+D4pP7FX0t1nnx/PlzJCYmIisrC6ampqhZs6bSZo4HgMaNGwN4Pba+6G9jcc2bN1daLk+fPoVMJpP3BCMiehsW3aTyLCwsEBQUBHd3d4Wi++jRoxg0aBDu378vWuwtW7a8c3///v1Fi/3PP/9g+/btuHDhAlJSUgC8Hs/YqFEj9O7dWylropqamuLEiRNwdXXFq1evYGhoiPDwcHh6egIAbt26hYYNG+L58+ei5SDleHJVcerUqXfuF/tDZl5eHnx8fLBr1y4IgoAKFSqgoKAAvXv3RmBgYIml1MqbKkwmR0C1atVw/PhxODo6SppHSkoKVq9ejStXruD/tXfvYTnf/x/An3cnKpVCVOggk0hKLMdhKEwO24jmnEMTZg4zp5zafM0wx2JyaKMc2sZmRA6VwwiVVpHoYKmQcqjocP/+cHX/dq+cNp8DPR/X5brW5/259n5e++J7v+73+/16l5eXw9nZGZMmTYKZmZmkucTyor8P/k7MAlQstWrVwoULF557BEtI+fn5mDt3LkJDQ1XHvIyNjeHp6YmlS5eidu3akuQiInlj0U2yN378eNy+fRu7d++GiYkJ4uPjoampiQEDBqBLly5YvXq11BHfWv/s0Pr3Lz2Ap/cXm5ubV4vVZnp6bdilS5dQXl4OJycnUXsdSN1MjoBly5YhOTkZ33//veD3QVelpKQEvXr1QmBgIN555x3R5yd56NatG+bOnYsePXqIPndeXh7at2+Pv/76C15eXmjevDmUSiWSkpKwc+dONGrUCKdPn+aXg0RUCc90k+ytWLECffr0gampKYqKivDee+8hOzsb7du3h7+/v6Bz//1s3N8pFArUqFEDOjo6gs7/8OFDXLhwAdnZ2VAoFGjQoAGcnZ3VOqYK7Z9b98TcRlghODgYAQEBuHHjBs6cOQNLS0usXr0a1tbWkt9RLJaoqCgEBgbi+vXr2LNnDywsLBAcHAxra2t06tRJlAxNmjRRfeEi9u8DqZvJSeXYsWPw9fXF2bNnK+1uKSgoQIcOHbBx40Z06dJF8Cx//PEHIiIiEB4eDgcHh0rnysPCwgSdX1tbGwkJCZL8HSQ3+fn52LJlC5KSkqBQKGBvb48xY8bAyMhI6miC+/777zFx4kT89ddfaNmyZaUr24Ts87F48WLo6OggNTUV9evXrzTWq1cvLF68WNVwjYioAle66Y1x/Phxte2EYnzLXXE/9bM0bNgQo0aNgp+f33PPXL6q0tJSTJ8+HZs3b0ZxcTF0dHSgVCpRUlKCmjVrYvz48fjmm28qfdh43TQ0NNC7d29VV+ADBw6ge/fuqg/bjx8/xqFDhwRd6d64cSMWLFiAzz77DP7+/khISICNjQ22bduG7du3S95JWAz79u3D8OHD4eXlheDgYCQmJsLGxgYbNmzAr7/+ioMHDwqeYcuWLVi1ahVSUlIAAE2bNsVnn30Gb29vwecGgPDwcHzxxReSNZOTioeHB7p164Zp06ZVOb5mzRocP34cP/30k+BZXnSmWeizzAAwffp0aGtrY9myZYLPJVcxMTFwc3ODrq4u2rVrB6VSiZiYGBQVFSE8PBzOzs5SRxTU2bNnMWzYMLVrAsXq82FlZYXAwEC4ublVOX7o0CFMnDjxrb/CkIheHYtukrXy8nJs27YNYWFhSEtLg0KhgLW1NT766CMMHz5c8BWPHTt2YO7cuRg1apTqw8358+exfft2zJs3D7dv38aKFSswc+ZMzJkz57XNO3XqVOzbtw/ffvst3NzcVGfE8vPzcfjwYcycORODBg0SfGu9HBoH2dvb46uvvsKAAQPUtrcnJCSga9eu1eK6KCcnJ0ybNg0jRoxQ+28QGxsLd3d31Zl/ocyfPx+rVq3C5MmT0b59ewDAmTNnsG7dOkydOhVLly4VdH5A+mZyUrG0tMShQ4eeeY46OTkZvXr1QkZGhsjJpDF58mTs2LEDtra2cHFxqfTly8qVKyVKJp7OnTvD1tYWmzdvVm3zLy0thbe3N65fv47IyEiJEwrL3t4ezZs3x6xZs6pspCZkn48aNWogNTUVDRs2rHL85s2bsLW1FbTBKxG9mVh0k2wplUr069cPBw8ehKOjI+zs7FRnpy5fvgwPDw/8/PPPgmZ4//33MWHCBAwePFjt+e7duxEYGIiIiAgEBwfD398fycnJr23eevXqITQ0FN27d69yPCIiAp6enrh9+/Zrm1OudHV1kZycDEtLS7WCMyUlBa1atUJRUZHUEQWnp6eHxMREWFlZqf03uH79Ouzt7QX/gFe3bl2sXbsWQ4cOVXu+a9cuTJ48WZQvPqRuJieVmjVrIiEh4Zn3L1+7dg0ODg6i/TkoLS3FiRMnkJqaimHDhsHAwABZWVkwNDQU5djL864FUygUOHbsmOAZpKarq4tLly7Bzs5O7XliYiJcXFxQWFgoUTJx6OvrIy4uTpA7yV/EwsICoaGhzzzSExUVBU9PT/z1118iJyMiueOZbpKtbdu2ITIyEhEREZU+aB07dgwDBgzAjh07MGLECMEynDlzBgEBAZWeOzk54cyZMwCATp06vfZVpoqrWJ6lTp061aLYBABra2vExsZWWr34/fffJb26SExmZma4du0arKys1J5HR0erzlgLqaysTNWx/u/atGmD0tJSwecHnl9Ux8bGipJBChYWFrh8+fIzC4z4+HjRunanp6fD3d0dGRkZePz4MXr27AkDAwMsX74cxcXFVf5d+bpVh+MkL2JoaIiMjIxKRXdmZiYMDAwEn3/v3r3YvXs3MjIy8OTJE7WxixcvCj5/9+7dJSu63d3dMXfuXBw5cqRST5fHjx9j/vz5cHd3Fz0XEcnf6zuESvSa7dq1C3PmzKlyZaN79+6YPXs2fvzxR0EzNGzYEFu2bKn0fMuWLWjUqBEA4O7du6+9U2m3bt3w+eefIycnp9JYTk4OZs2a9cxV8LfNzJkzMWnSJISGhkKpVOLcuXPw9/fHnDlzMHPmTKnjiWLChAmYOnUq/vjjDygUCmRlZeHHH3/EjBkz8Omnnwo+/yeffIKNGzdWer5p0yZ4eXkJPn9VCgoKsGHDBjg7O6NNmzaSZBBDnz59sGDBgip3MxQVFcHPzw8ffPCBKFmmTp0KFxcX3Lt3D7q6uqrnAwcOREREhCgZCBgyZAjGjh2L0NBQZGZm4ubNmwgJCYG3t3el3Siv25o1azB69GiYmpri0qVLaNeuHerUqYPr16+jd+/egs5doV+/fpg2bRoWLlyIffv2Yf/+/Wq/hLRo0SJcuXIFTZs2xfLly1VzLlu2DE2bNkVSUhIWLlwoaAYiejNxeznJVoMGDXDo0CG0bt26yvFLly6hd+/egp5n3b9/Pz7++GPY2dmhbdu2UCgUOH/+PJKSkrBv3z588MEH2LhxI1JSUl7rWcLMzEz06dMHycnJaNmypercWnZ2NhISEmBvb4/ffvvtmefK3jabN2/G0qVLVXeyW1hYYOHChRg7dqzEycQzd+5crFq1SlV81ahRAzNmzMCSJUsEn7viHG2jRo3g6uoK4Gkzo8zMTIwYMUKtoZ/QZ2qPHTuGoKAghIWFwdLSEh9++CE+/PBDODk5CTqvVHJycuDs7AxNTU34+vqiWbNmUCgUSEpKwvr161FWVoaLFy9W6qQshLp16+LUqVNo1qyZ2jGHtLQ02Nvbi7at+fz589izZ0+VK61Cd1CXgydPnmDWrFnYuHGjaqeJtrY2fHx8sGzZMlXjSyHY2dnBz88PQ4cOVfs9sGDBAuTl5WHdunWCzV3heU1LxejvcOPGDXz66acIDw9HxUdohUKBnj17Yt26dZKswBOR/LHoJtnS0dFBenr6M7dOZmVlwdraGo8fPxY0R3p6OjZu3IirV69CqVTCzs4OEyZMQH5+/jO/EHgdysvLcfjwYZw9e1b1xUKDBg3Qvn179OrV67V2S39T3LlzB+Xl5ap7w6ubwsJCJCYmory8HPb29qJdHfe8c7R/J9SZ2ps3b2Lbtm0ICgrCo0ePMHjwYAQEBCAuLq5aHDFIT0+Hj48PDh8+rPYh383NDRs2bKh07EAoJiYmiI6Ohr29vVrBFR0djQ8//LDKnTmvW0hICEaMGIFevXrhyJEj6NWrF1JSUpCdnY2BAweK0kFdKoWFhZg5cyZ+/vlnlJSUoFu3bvD19YWRkRFsbW2hp6cneAY9PT0kJSXB0tISpqamOHLkCBwdHZGSkgJXV1fcvXtX8Axyce/ePdVtDra2tjAxMZE4ERHJGYtuki1NTU1kZ2ejXr16VY7n5OTA3Nxc1K7F+fn5+PHHHxEUFITY2Ni3tmOynHTv3h1hYWGqDu4V7t+/jwEDBlSLxkl/l5mZCYVCUW12OfTp0wfR0dH44IMP4OXlBXd3d2hqakJbW7vaFN0V7t27h2vXrkGpVKJp06av/VjLiwwZMgRGRkbYtGkTDAwMEB8fj3r16qF///5o3LixKAVvq1atMGHCBEyaNElV+FtbW2PChAkwMzPDokWLBM8glZkzZ2LDhg3w8vKCrq4udu7cia5du2LPnj2iZbCxscHevXvh7OyMtm3bwtvbGxMmTEB4eDg8PT2Rl5cnWhYiojcJi26SrX/eEf1PYtwRXUGqLa0pKSk4ffo0srOzoVAoUL9+fXTo0AFNmzYVdF450dDQQHZ2dqXV7dzcXFhYWKCkpESiZOIpLS3FokWLsGbNGjx8+BAAUKtWLUyePBl+fn6C39cuJS0tLUyZMgU+Pj5qv++rY9EttaysLHTr1g2amppISUmBi4sLUlJSULduXURGRoqyA0VfXx9//vknrKysULduXRw/fhwODg5ISkpC9+7dcevWLcEzSKVJkybw9/eHp6cnAODcuXPo2LEjiouLoampKUoGb29vNGrUCH5+fggICMDnn3+Ojh07IiYmBoMGDaqyBwoREbF7OcnYyJEjX/iOkJ3Lq9rSWlJSgn379gn+Qb+goAAjRozAgQMHYGRkBFNTUyiVSty+fRv3799Hv379sGPHDhgaGgqaQ0rx8fGqf05MTFQ7u19WVoZDhw7BwsJCimii8/X1xU8//YTly5er3ZO9cOFC3LlzR5Cu0RMnTsTcuXNVDQOfJzQ0FKWlpYI0VYuKikJQUBBcXFxgZ2eH4cOHY8iQIa99Hnoxc3NzxMbGYteuXbh48SLKy8sxduxY1cqrGExMTPDgwQMAT3s7JCQkwMHBAfn5+W/9VVmZmZno3Lmz6ud27dpBS0sLWVlZL/Xn9HXYtGkTysvLATz9O6LiyEG/fv0wceJEUTIQEb2JuNJNVAWpt7SOGDECsbGx2Lx5M9599121sT/++APjx49H69atsX37dkFzSElDQwMKhQIAUNVfU7q6uli7di3GjBkjdjTRGRkZISQkpFJ34N9//x2enp4oKCh47XPOnz8fa9asQYcOHeDh4QEXFxeYm5ujZs2auHfvHhITExEdHY2QkBBYWFhg06ZNcHBweO05KhQWFiIkJARBQUE4d+4cysrKsHLlSowZM0aUa5JIHoYNGwYXFxd8/vnn8Pf3x3fffYf+/fvjyJEjcHZ2fqsbqVV15Kpim7+1tbWEyYiI6EVYdBNVQeotrbVr18bhw4crFdwVzp49C3d3d+Tn5wuaQ0rp6elQKpWwsbHBuXPn1D5o6ujowNTUVLQtlVKrX78+Tpw4gebNm6s9T0pKQpcuXXD79m1B5s3NzcWWLVsQEhKChIQEtTEDAwP06NED48ePR69evQSZ/1muXLmCLVu2IDg4GPn5+ejZs6fgVwXRU1euXMHatWuRlJQEhUIBOzs7+Pr6VrozWih5eXkoLi6Gubk5ysvLsWLFCkRHR8PW1hbz588X/Zy7mKo6cnXgwAF0794d+vr6qmdCf/EQFRWFwMBApKamYu/evbCwsEBwcDCsra3RqVMnQecmInpTsegmqsKZM2cQFBSE3bt3q21pNTc3F63oDg8PR7t27aoc/+OPP+Dm5vZWF930/xYvXozk5GRs3bpV9YH78ePHGDt2LJo2bQo/Pz/BM+Tn5yM9PR1FRUWoW7cumjRpotqJIJWysjIcOHAAQUFBLLpFsHfvXgwdOhQuLi6qYw5nz57F+fPnsXPnTnz88ceCzR0eHo5u3bq91f0LXmT06NEv9Z6QDe327duH4cOHw8vLC8HBwUhMTISNjQ02bNiAX3/9FQcPHhRs7gqampq4detWpR4Cd+/ehampKRucEpEssegmeg6ptrQOHz4c8fHx2LJlC1xcXNTGYmJiMG7cODg4OGDHjh2CZZDS/v370bt3b2hra7+wmPLw8BAplXQGDhyIiIgI1KhRA46OjgCAuLg4PHnyBO+//77au2/z9lqSlo2NDT755BMsXrxY7bmfnx+Cg4Nx/fp1QefOy8uDm5sb+vfvjz59+lS60YCE5+TkhGnTpmHEiBFq18bFxsbC3d1drfeGUJ7VXDMrKwtNmjRBUVGR4BmIiF4Vi26ilyTmltb8/HwMHToUhw8fRu3atWFqagqFQoGcnBwUFBTAzc0NO3fufGs/dP79Q9Xz7iNXKBTVYlXjZVe4AGFXuah609PTQ3x8PGxtbdWep6SkwNHRUfBGZvHx8di/fz/279+P+Ph4dOzYEf3794eHh4dod5VXd3p6ekhMTISVlZVa0X39+nXY29ujuLhYsLnXrFkDAJg2bRqWLFmCWrVqqcbKysoQGRmJtLQ0XLp0SbAMRET/Fotuolck5pbW5ORknDlzRrV60KBBA7Rv316085NERBX69OmDjz/+uNKXQFu3bkVISAgOHz4sWpasrCxVAX78+HG88847qgL8n7uD6PVp0qQJAgMD0aNHD7Wie8eOHVi2bBkSExMFm7uiWVx6ejoaNmyo1tNDR0cHVlZWWLx48TN7oRARSYlFNxG9kTIzM+Hn54egoCCpoxBVCwEBAViwYAEGDx4MV1dXAE/PdO/ZsweLFi2Cubm56l0xj308evQIhw4dwi+//IKDBw/i888/x5w5c0SbvzpZvnw5tm/fjqCgIPTs2RMHDx5Eeno6pk2bhgULFsDX11fwDN26dUNYWNhb3TSPiN4+LLqJ3kD37t3DgQMHBL2nXO7i4uLg7OxcLbaXE8nB8456/J2Qxz527NiBIUOGqHXwBoAnT54gJCQEn3zyCe7evat22wG9XnPnzsWqVatUW8lr1KiBGTNmYMmSJaLmePLkCW7cuIEmTZpAS0tL1LmJiF4Vi26iNxALTv43EFNRURGUSiX09PQAPN3e+dNPP8He3l7068KoemPnaumUlZUhOjoaDg4OqFmzJhITE1FeXg57e3u189VCKyoqgq+vL7Zv3w4AuHr1KmxsbDBlyhSYm5tj9uzZomUhInpZL/e1NRGJ6v79+8/99eDBA6kjUjXSv39/Vaf8/Px8vPvuu/j222/Rv39/bNy4UeJ0VJ0olcoqr6q7efMmjIyMJEhUfWhqasLNzQ0FBQXQ09ODi4sL2rVrJ2rBDQCzZ89GXFwcTpw4gZo1a6qe9+jRA6GhoaJmISJ6WdyPQyRDtWvXfu4dyM/64EkkhIsXL2LVqlUAnt7VXL9+fVy6dAn79u3DggUL4OPjI3FCEkpISAg8PT1f6t3MzExkZGSgY8eOrz2Hk5MTFAoFFAoF3n//fbXtxGVlZbhx4wbc3d1f+7ykzsHBAdevX1c1NZPCzz//jNDQULi6uqr9/6C9vT1SU1Mly0VE9DwsuolkyMDAAHPnzn1mF9aUlBRMmDBB5FTiGjRo0HPH8/PzxQkiQ0ePHkVUVBRcXFzQr18/wecrLCxU3UsfHh6OQYMGQUNDA66urkhPTxd8fpLOxo0bsXDhQowePRoeHh5o3ry52nhBQQFOnTqFH374AUePHsWWLVsEyTFgwAAAQGxsLNzc3NRWVys6V3/44YeCzE3/z9/fX3V+u02bNtDX11cbNzQ0FDzD7du3Kx0vAJ421OOX0UQkVyy6iWTI2dkZAPDee+9VOV67dm287e0YXrRV1MjIqFo0kvv0009Rp04dVZOiffv2YciQIWjdujW++eYbLF26FJ9//rmgGWxtbfHzzz9j4MCBOHz4MKZNmwYAyM3NFeVDNknn5MmT+PXXX7F27VrMmTMH+vr6qF+/PmrWrIl79+4hOzsb9erVw+jRo5GQkFBlMfQ6+Pn5AQCsrKzg6elZqZEaiaNiN4GHh4dagVux+0qMM/Vt27bFb7/9hsmTJwOAKsfmzZvRvn17wecnIvo32EiNSIY2b96MoqIiTJkypcrxnJwcBAQEqD6I0turefPmWLNmDXr27AkA6NixI/r3749Zs2YhLCwMs2bNwrVr1wTNsHfvXgwbNgxlZWXo3r07jhw5AgD4+uuvERkZid9//13Q+Uke7t69i+joaKSlpaGoqAh169aFk5MTnJycXrqz+X+VmZkJhUKBhg0bAgDOnTuHnTt3wt7eHuPHjxclQ3V28uTJ544/64vi1+n06dNwd3eHl5cXtm3bhgkTJuDPP//EmTNncPLkSbRp00bwDEREr4pFNxGRDC1atAjA03txR48eDVNTUyiVSvj7+8Pb2xsNGjRAcXExVqxYgXnz5gEAFixYIFie7Oxs3Lp1C46OjqoC69y5czA0NISdnZ1g8xL9XefOnTF+/HgMHz4c2dnZeOedd9CyZUtcvXoVU6ZMEfTPAD1fbGwsWrduLcpcly9fxooVK3DhwgWUl5fD2dkZX3zxBRwcHESZn4joVbHoJiKSoYqz0q6urggICEDr1q0RFRWFOXPmIDo6GkqlEo8ePUK7du2QmJgIpVIJS0tLQTNdu3YNqamp6NKlC3R1ddnQj0RnbGyMs2fPolmzZlizZg1CQ0Nx6tQphIeHY+LEibh+/brUEauVgoIC/Pjjj/j+++8RFxfHK9uIiJ6BV4YREcmQpaUlLC0t4erqim+++QanT5/G2rVrMXDgQDRu3BiWlpZ49OgRrK2tVT8L5e7du3j//ffxzjvvoE+fPrh16xYAwNvbG9OnTxdsXqJ/KikpUZ3nPnr0KDw8PAAAdnZ2qt+XJLxjx47hk08+gZmZGdauXYs+ffogJiZG6lhERLLFopuISMZWrVoFhUKB8ePHw8TERO0cf2BgoCjdy6dNmwZtbW1kZGRAT09P9XzIkCE4dOiQ4PMTVWjRogUCAgIQFRWFI0eOqBp7ZWVloU6dOhKne7vdvHkTS5cuhY2NDYYOHQpjY2OUlJRg3759WLp0KZycnASdX0NDA5qams/99fer5IiI5ITby4mI6LkaNGiAw4cPw9HREQYGBoiLi4ONjQ1u3LgBBwcHPHz4UOqIVE2cOHECAwcOxP379zFy5EgEBQUBAObMmYPk5GSEhYVJnPDt1KdPH0RHR+ODDz6Al5cX3N3doampCW1tbcTFxcHe3l7wDL/88sszxyp2AimVShQVFQmehYjoVfErQSKZKi0txY8//gg3Nzc0aNBA6jhUjT169EhthbvCnTt3eHVTNXLixAl07dpV0gxdu3bFnTt3cP/+fRgbG6uejx8/vsrfo/R6hIeHY8qUKfDx8UHTpk0lydC/f/9Kz5KTk/Hll1/iwIED8PLyUl2tSEQkN9xeTiRTWlpa8PHxwePHj6WOQhJYtmwZCgsLX+rdP/74A7/99ptgWbp06YIdO3aoflYoFCgvL8c333yDbt26CTYvyYu7uzuaNGmCpUuXIjMzU7IcmpqaagU38PT+bqHuCCcgKioKDx48gIuLC959912sW7cOt2/flixPVlYWxo0bh1atWqG0tBSXLl3C9u3b0bhxY8kyERE9D4tuIhl79913ERsbK3UMkkBiYiIaN24MHx8f/P7772ofcEtLSxEfH48NGzagQ4cO8PT0hKGhoWBZvvnmGwQGBqJ379548uQJZs2ahZYtWyIyMhL/+9//BJuX5CUrKwtTp05FWFgYrK2t4ebmht27d+PJkyei5ti7dy8GDx4MV1dXODs7q/0iYbRv3x6bN2/GrVu3MGHCBISEhMDCwgLl5eU4cuQIHjx4IEqOgoICfPHFF7C1tcWff/6JiIgIHDhwgFeFEZHs8Uw3kYzt2bMHs2fPxrRp09CmTRvo6+urjbdq1UqiZCSG+Ph4rF+/Hnv27EFBQQE0NTVRo0YN1Qq4k5MTxo8fj5EjRwq+zTs7OxsbN25Uuxd30qRJMDMzE3RekqfY2FgEBQVh165dKC8vh5eXF8aOHQtHR0dB512zZg3mzp2LkSNHYvPmzRg9ejRSU1Nx/vx5TJo0Cf7+/oLOT//vypUr2LJlC4KDg5Gfn4+ePXti//79gs23fPly/O9//0ODBg3w1VdfVbndnIhIrlh0E8mYhkblzSgKhUJ1PzLvRK0elEol4uPjkZaWhqKiItStWxetW7dG3bp1pY5G1VhWVhY2bdqEZcuWQUtLC8XFxWjfvj0CAgLQokULQea0s7ODn58fhg4dqtbUb8GCBcjLy8O6desEmZeeraysDAcOHEBQUJCgRbeGhgZ0dXXRo0cPaGpqPvM9NtMjIjli0U0kY+np6c8dF/JuZqK/y8/Px7lz55Cbm4vy8nK1sREjRkiUisRWUlKCX375BUFBQThy5AhcXFwwduxYDB06FHl5efjiiy8QGxuLxMREQebX09NDUlISLC0tYWpqiiNHjsDR0REpKSlwdXXF3bt3BZmXpDdq1CgoFIoXvrd161YR0hARvRp2LyeSMRbVJAcVnYEfPXoEAwMDtQ++CoWCRXc1MXnyZOzatQsA8Mknn2D58uVo2bKlalxfXx/Lli2DlZWVYBkaNGiAu3fvwtLSEpaWljh79iwcHR1x48YNcA3h7bZt2zapIxAR/WtspEYkc8HBwejYsSPMzc1VK9+rV69+7p2lRK/T9OnTMWbMGDx48AD5+fm4d++e6ldeXp7U8UgkiYmJWLt2LbKysrB69Wq1gruCubk5jh8/LliG7t2748CBAwCAsWPHYtq0aejZsyeGDBmCgQMHCjYvERHRf8Ht5UQytnHjRixYsACfffYZ/P39kZCQABsbG2zbtg3bt28X9MMtUQV9fX1cvnwZNjY2UkchCUVGRqJDhw7Q0lLfJFdaWorTp0+jS5cugmcoLy9HeXm5KsPu3bsRHR0NW1tbTJw4ETo6OoJnICIielUsuolkzN7eHl999RUGDBig1jQoISEBXbt2xZ07d6SOSNXAoEGD4OnpicGDB0sdhSSkqamJW7duVboP++7duzA1NWVjRyIiomfgmW4iGbtx4wacnJwqPa9RowYePXokQSISW3p6OsLDw1FSUoL33ntPsK7Qz9O3b1/MnDkTiYmJcHBwgLa2ttq4h4eH6JlIfBW3JvzT3bt3K11nKKT8/Hxs2bIFSUlJUCgUsLe3x5gxY2BkZCRaBiIiolfBoptIxqytrREbG1upodrvv/8Oe3t7iVKRWCIjI9GnTx/VvdxaWlrYvn07hg4dKmqOcePGAQAWL15caYxX1739Bg0aBODp/9ajRo1SuxO+rKwM8fHx6NChgyhZYmJi4ObmBl1dXbRr1w5KpRIrV66Ev78/wsPD4ezsLEoOIiKiV8Gim0jGZs6ciUmTJqG4uBhKpRLnzp3Drl278PXXX+P777+XOh4JbP78+ejWrRsCAwOhq6uLL7/8ErNmzRK96P7nFWFUvVSsICuVShgYGEBXV1c1pqOjA1dXV9UXM0KbNm0aPDw8sHnzZtW57tLSUnh7e+Ozzz5DZGSkKDmIiIheBc90E8nc5s2bsXTpUmRmZgIALCwssHDhQowdO1biZCQ0ExMTREZGqrpEP3r0CIaGhrhz5w6MjY0lTkfVzaJFizBjxgxRt5L/k66uLi5dugQ7Ozu154mJiXBxcVHtCiEiIpITXhlGJHPjxo1Deno6cnNzkZ2djczMTBbc1UR+fr5a0yp9fX3o6ekhPz9f9CwnT55Ev379YGtri6ZNm8LDwwNRUVGi5yDp+Pn5SVpwA4ChoSEyMjIqPc/MzISBgYEEiYiIiF6M28uJ3gC5ubm4cuUKFAoFFAoF6tWrJ3UkEkliYiKys7NVPyuVSiQlJeHBgweqZ61atRI0ww8//IDRo0dj0KBBmDJlCpRKJU6fPo33338f27Ztw7BhwwSdn6Tj7OyMiIgIGBsbw8nJqcpGahUuXrwoeJ4hQ4Zg7NixWLFiBTp06ACFQoHo6GjMnDlT9GMXREREL4vby4lk7P79+5g0aRJ27dqlOlerqamJIUOGYP369ezW+5bT0NCAQqFAVX9NVzwXo5FZ8+bNMX78eEybNk3t+cqVK7F582YkJSUJOj9JZ9GiRZg5cyb09PSwaNGi577r5+cneJ4nT55g5syZCAgIQGlpKQBAW1sbPj4+WLZsmVqTNyIiIrlg0U0kY4MHD0ZsbCzWrl2L9u3bQ6FQ4PTp05g6dSpatWqF3bt3Sx2RBJSenv5S7/2zu/3rVqNGDfz555+wtbVVe37t2jW0bNkSxcXFgs5P9E+FhYVITU2FUqmEra0t9PT0pI5ERET0TNxeTiRjv/32Gw4fPoxOnTqpnrm5uWHz5s1wd3eXMBmJQehi+mU1atQIERERlYruiIgINGrUSKJUJLbMzEwoFAo0bNgQAHDu3Dns3LkT9vb2GD9+vCgZCgoKUFZWBhMTEzg4OKie5+XlQUtLC4aGhqLkICIiehUsuolkrE6dOlVuITcyMmL36mokJSUFv/zyC9LS0qBQKGBtbY0BAwbAxsZGlPmnT5+OKVOmIDY2Vu0c7bZt2/Ddd9+JkoGkN2zYMIwfPx7Dhw9HdnY2evTogZYtW+KHH35AdnY2FixYIHgGT09P9OvXD59++qna8927d2P//v04ePCg4BmIiIheFbeXE8nYpk2bsGfPHuzYsQNmZmYAgOzsbIwcORKDBg3ChAkTJE5IQvv666+xYMEClJeXw9TUFEqlErdv34ampia++uorzJgxQ5QcP/30E7799lvV+e3mzZtj5syZ6N+/vyjzk/SMjY1x9uxZNGvWDGvWrEFoaChOnTqF8PBwTJw4EdevXxc8g4mJCU6dOoXmzZurPU9OTkbHjh1x9+5dwTMQERG9Kq50E8nYxo0bce3aNVhaWqJx48YAgIyMDNSoUQO3b99GYGCg6l0xOgeTuI4fP4558+Zh/vz5mDp1qmp3Q15eHlavXo3Zs2ejXbt26NKli+BZBg4ciIEDBwo+D8lXSUmJqlHZ0aNH4eHhAQCws7PDrVu3RMnw+PFjVQO1f2YrKioSJQMREdGrYtFNJGMDBgyQOgJJKCAgAN7e3li4cKHacxMTEyxevBjZ2dnYuHGjKEU38LRzdG5urqqTfoWKL4To7daiRQsEBASgb9++OHLkCJYsWQIAyMrKQp06dUTJ0LZtW2zatAlr165Vex4QEIA2bdqIkoGIiOhVcXs5EZFMWVtbIzg4WK2R3t9FRUVhxIgRuHHjhqA5UlJSMGbMGJw+fVrtuVhXlpE8nDhxAgMHDsT9+/cxcuRIBAUFAQDmzJmD5ORkhIWFCZ7h1KlT6NGjB9q2bYv3338fwNOGfufPn0d4eDg6d+4seAYiIqJXxaKb6A1XUfjQ20dPTw9Xr15VdYv+p5s3b6Jp06aCb6vt2LEjtLS0MHv2bJiZmVX6/ebo6Cjo/CQfZWVluH//vlojx7S0NOjp6cHU1FSUDLGxsfjmm28QGxsLXV1dtGrVCl9++SWaNm0qyvxERESvikU3kcw0b94c8+fPx0cffQQdHZ1nvpeSkoKVK1fC0tISs2fPFjEhiUVDQwPZ2dnPLGZycnJgbm4u+Eqzvr4+Lly4ADs7O0HnISIiInob8Uw3kcysX78eX3zxBSZNmoRevXrBxcUF5ubmqFmzJu7du4fExERER0cjMTERvr6+la7OobfL999/j1q1alU59uDBA1Ey2Nvb486dO6LMRfKVk5ODGTNmICIiArm5ufjnd/ZCffnz6NEj6OvrC/Y+ERGR0LjSTSRTp0+fRmhoKCIjI5GWloaioiLUrVsXTk5OcHNzwyeffILatWtLHZMEZGVl9VJHB4Q4033//n3VP8fExGDevHn46quv4ODgAG1tbbV3DQ0NX/v8JD+9e/dGRkYGfH19qzxmINT1cWZmZpg8eTJGjRoFc3PzKt9RKpU4evQoVq5ciS5duuDLL78UJAsREdG/waKbiIgq0dDQUCuqquodwEZq1YuBgQGioqLQunVrUee9cuUK5s2bh/3796N169ZV7v45c+YMtLW18eWXX2L8+PHQ1NQUNSMREdHzcHs5ERFVcvz4cakjkMw0atSo0pZyMTRr1gx79uzBzZs3sWfPHkRGRuL06dNqu382b96MPn36QENDQ/R8REREL8KVbiIimSoqKkJERAQ++OADAMCXX36Jx48fq8Y1NTWxZMkS1KxZU6qIVI2Eh4fj22+/RWBgIKysrKSOQ0RE9MZg0U1EJFOBgYH49ddfceDAAQBPt/e2aNECurq6AIDk5GTMmjUL06ZNE2T+wsJCzJw5Ez///DNKSkrQo0cPrFmzBnXr1hVkPpI3Y2NjFBYWorS0FHp6epXO9ufl5UmUjIiISN64vZyISKZ+/PHHSgX1zp07YWNjAwD44YcfsH79esGKbj8/P2zbtg1eXl6oWbMmdu3aBR8fH+zZs0eQ+UjeVq9eLXUEIiKiNxJXuomIZKpBgwaIiIhAixYtAAD16tXD+fPnVVt7r169irZt26KgoECQ+Zs0aQJ/f394enoCAM6dO4eOHTuiuLiYjaqIiIiIXhI7jhDJWNeuXbFjxw4UFRVJHYUkUFBQAC2t/9+QdPv2bbWztOXl5WpnvF+3zMxMdO7cWfVzu3btoKWlhaysLMHmJHlLTU3FvHnzMHToUOTm5gIADh06hD///FPiZERERPLFoptIxtq0aYNZs2ahQYMGGDduHM6ePSt1JBJRw4YNkZCQ8Mzx+Ph4NGzYULD5y8rKoKOjo/ZMS0sLpaWlgs1J8nXy5Ek4ODjgjz/+QFhYGB4+fAjg6e9DPz8/idMRERHJF7eXE8lcWVkZfv31V2zduhUHDx6Era0txowZg+HDh6N+/fpSxyMBTZ06FUePHsWFCxcqdSgvKiqCi4sLevToge+++06Q+TU0NNC7d2/UqFFD9ezAgQPo3r079PX1Vc/CwsIEmZ/kpX379vj444/x+eefw8DAAHFxcbCxscH58+cxYMAA/PXXX6LkiIqKQmBgIFJTU7F3715YWFggODgY1tbW6NSpkygZiIiIXgWLbqI3yO3btxEYGAh/f3+UlZWhT58+mDJlCrp37y51NBJATk4OWrduDR0dHfj6+uKdd96BQqFAcnIy1q1bh9LSUly6dEmwL19Gjx79Uu9t3bpVkPlJXmrVqoXLly/D2tparehOS0uDnZ0diouLBc+wb98+DB8+HF5eXggODkZiYiJsbGywYcMG/Prrrzh48KDgGYiIiF4Vu5cTvSHOnTuHrVu3YteuXTA1NcWoUaNw69Yt9OvXDz4+PlixYoXUEek1q1+/Pk6fPg0fHx/Mnj0bFd+RKhQK9OzZExs2bBB0twOLafq72rVr49atW7C2tlZ7funSJVhYWIiSYenSpQgICMCIESMQEhKiet6hQwcsXrxYlAxERESvikU3kYzl5uYiODgYW7duRUpKCvr164eQkBC4ublBoVAAAAYPHowBAwaw6H5LWVtb49ChQ8jLy8O1a9cAALa2tjAxMZE4GVU3w4YNwxdffIE9e/ZAoVCgvLwcp06dwowZMzBixAhRMly5cgVdunSp9NzQ0BD5+fmiZCAiInpVLLqJZKxhw4Zo0qQJxowZg1GjRqFevXqV3mnXrh3atm0rQToSk4mJCdq1ayd1DKrG/P39MWrUKFhYWECpVMLe3h5lZWUYNmwY5s2bJ0oGMzMzXLt2Ta2LPwBER0er7q8nIiKSG57pJpKxqKgotSubiIiklpqaikuXLqG8vBxOTk5o2rSpaHMvX74c27dvR1BQEHr27ImDBw8iPT0d06ZNw4IFC+Dr6ytaFiIiopfFoptIxrp3746wsDDUrl1b7fn9+/cxYMAAHDt2TJpgREQSmTt3LlatWqVq3FajRg3MmDEDS5YskTgZERFR1Vh0E8mYpqYmbt26BVNTU7Xnubm5sLCwQElJiUTJiKg6efToEf73v/8hLCwMaWlpUCgUsLa2xkcffYQZM2ZAT09P1DyFhYVITExEeXk57O3tUatWLVHnJyIiehUsuolkKD4+HgDQunVrHDt2TK1pVllZGQ4dOoTAwECkpaVJlJCIqosnT56gQ4cOSEhIQO/evWFnZwelUomkpCQcOnQIzs7OiIyMhLa2ttRRiYiIZImN1IhkqHXr1lAoFFAoFFXewa2rq4u1a9dKkIyIqpuNGzfi5s2biIuLQ7NmzdTGkpOT0bVrVwQEBGDy5MmCZ3n06BGWLVuGiIgI5Obmory8XG38+vXrgmcgIiJ6VSy6iWToxo0bUCqVsLGxwblz59S6luvo6MDU1BSampoSJiSi6iIsLAzz58+vVHADgJ2dHebOnYu9e/eKUnR7e3vj5MmTGD58OMzMzFRXJxIREckZt5cTERHRM9WrVw8nTpxAixYtqhxPSEhAt27dcPv2bcGz1K5dG7/99hs6duwo+FxERESvC1e6iWRm//796N27N7S1tbF///7nvuvh4SFSKiKqrvLz81GnTp1njtepUwcFBQWiZDE2NlbrcUFERPQm4Eo3kcxoaGggOzsbpqam0NDQeOZ7CoUCZWVlIiYjoupIU1MT2dnZasdc/i4nJwfm5uai/H30ww8/4JdffsH27dtF75hORET0b7HoJiIiomfS0NBAy5YtoaVV9ea40tJS/Pnnn6IU3U5OTkhNTYVSqYSVlVWljukXL14UPAMREdGr4vZyIiIieiY/P78XvvPhhx+KkAQYMGCAKPMQERG9TlzpJpKZNWvWvPS7U6ZMETAJERERERH9Vyy6iWTG2tr6pd5TKBS8k5aIiIiISOZYdBMREZFsmZiY4OrVq6hbty6MjY2fezd3Xl6eiMmIiIheDs90ExERkWytWrUKBgYGAIDVq1dLG4aIiOhf4Eo3kczdvHkT+/fvR0ZGBp48eaI2tnLlSolSERERERHRy+BKN5GMRUREwMPDA9bW1rhy5QpatmyJtLQ0KJVKODs7Sx2PiEhw9+/ff+l3DQ0NBUxCRET073Clm0jG2rVrB3d3dyxevBgGBgaIi4uDqakpvLy84O7uDh8fH6kjElE1FxMTg8LCQnTp0kWQf7+GhsZzz3EDgFKphEKhEOWucCIiolfFoptIxgwMDBAbG4smTZrA2NgY0dHRaNGiBeLi4tC/f3+kpaVJHZGIqrnmzZvj6tWrghW8J0+efOl333vvPUEyEBER/RfcXk4kY/r6+nj8+DEAwNzcHKmpqWjRogUA4M6dO1JGIyIC8PQYTElJiWD//r8X0hkZGWjUqFGllW+lUonMzEzBMhAREf0XLLqJZMzV1RWnTp2Cvb09+vbti+nTp+Py5csICwuDq6ur1PGIiGBubi7aXNbW1rh16xZMTU3Vnufl5cHa2prby4mISJZYdBPJ2MqVK/Hw4UMAwMKFC/Hw4UOEhobC1tYWq1atkjgdEVU3ZWVl+Omnn5CUlASFQgE7OzsMGDAAWlrifJyoOLv9Tw8fPkTNmjVFyUBERPSqeKabiIiIXighIQH9+/dHdnY2mjVrBgC4evUq6tWrh/3798PBwUGwuT///HMAwHfffYdx48ZBT09PNVZWVoY//vgDmpqaOHXqlGAZiIiI/i2udBPJmI2NDc6fP486deqoPc/Pz4ezszOuX78uUTIiqm68vb3RokULxMTEwNjYGABw7949jBo1CuPHj8eZM2cEm/vSpUsAnq50X758GTo6OqoxHR0dODo6YsaMGYLNT0RE9F9wpZtIxjQ0NJCdnV3p/GJOTg4aN26sarJGRCQ0XV1dxMTEqJo5VkhISEDbtm1RVFQkeIbRo0fju+++433cRET0RuFKN5EM7d+/X/XPhw8fhpGRkernsrIyREREwMrKSoJkRFRdNWvWDDk5OZWK7tzcXNja2oqSYevWrWo/379/H8eOHYOdnR3s7OxEyUBERPSquNJNJEMaGhrPHNPW1oaVlRW+/fZbfPDBByKmIqLq7ODBg5g1axYWLlyouj3h7NmzWLx4MZYtW4ZOnTqp3hVqJXrw4MHo0qULfH19UVRUBEdHR6SlpUGpVCIkJAQffvihIPMSERH9Fyy6iWTM2toaMTExlc50ExGJ7e9fBlZ0EK/4CPH3nxUKhWBXdzVo0ACHDx+Go6Mjdu7cCT8/P8TFxWH79u3YtGmT6uw3ERGRnHB7OZFMlZSUwMrKCnfv3mXRTUSSO378uNQRUFBQABMTEwDAoUOH8OGHH0JPTw99+/bFzJkzJU5HRERUNRbdRDKlra2NhISEKu+kJSIS23vvvSd1BDRq1AhnzpyBiYkJDh06hJCQEABPu6jznm4iIpIrFt1EMjZixAhs2bIFy5YtkzoKERHy8/OxZcsWJCUlQaFQwN7eHmPGjFFr9iikzz77DF5eXqhVqxYsLS3RtWtXAEBkZKSg94QTERH9FzzTTSRjkydPxo4dO2BrawsXFxfo6+urja9cuVKiZERU3cTExMDNzQ26urpo164dlEolYmJiUFRUhPDwcDg7O4uS48KFC8jIyEDPnj1Rq1YtAMBvv/2G2rVro2PHjqJkICIiehUsuolkrFu3bs8cUygUOHbsmIhpiKg669y5M2xtbbF582ZoaT3dKFdaWgpvb29cv34dkZGREickIiKSJxbdRERE9EK6urq4dOlSpfuwExMT4eLigsLCQlFy3Lx5E/v370dGRgaePHmiNsbdP0REJEc80030hrh58yYUCgUsLCykjkJE1ZChoSEyMjIqFd2ZmZkwMDAQJUNERAQ8PDxgbW2NK1euoGXLlqp7usXa3k5ERPSqNF78ChFJpby8HIsXL4aRkREsLS3RuHFj1K5dG0uWLEF5ebnU8YioGhkyZAjGjh2L0NBQZGZm4ubNmwgJCYG3tzeGDh0qSoYvv/wS06dPR0JCAmrWrIl9+/YhMzMT7733Hj7++GNRMhAREb0qrnQTydjcuXNV3cs7duwIpVKJU6dOYeHChSguLoa/v7/UEYmomlixYgUUCgVGjBiB0tJSAE+vNvTx8RHthoWkpCTs2rULAKClpYWioiLUqlULixcvRv/+/eHj4yNKDiIiolfBM91EMmZubo6AgAB4eHioPf/ll1/w6aef4q+//pIoGRFVV4WFhUhNTYVSqYStrS309PREm7tBgwY4duwY7O3t0aJFC3z99dfw8PBAXFwcOnbsiIcPH4qWhYiI6GVxezmRjOXl5VU6PwkAdnZ2yMvLkyAREVU3hYWFmDRpEiwsLGBqagpvb2+YmZmhVatWohbcAODq6opTp04BAPr27Yvp06fD398fY8aMgaurq6hZiIiIXhaLbiIZc3R0xLp16yo9X7duHRwdHSVIRETVjZ+fH7Zt24a+ffvC09MTR44ckWwb98qVK/Huu+8CABYuXIiePXsiNDQUlpaW2LJliySZiIiIXoTby4lk7OTJk+jbty8aN26M9u3bQ6FQ4PTp08jMzMTBgwfRuXNnqSMS0VuuSZMm8Pf3h6enJwDg3Llz6NixI4qLi6GpqSlxOiIiIvlj0U0kc1lZWVi/fj2Sk5OhVCphb2+PTz/9FObm5lJHI6JqQEdHBzdu3FC7rlBXVxdXr15Fo0aNJMl04cIFJCUlQaFQwN7eHk5OTpLkICIiehksuomIiOiZNDU1kZ2djXr16qmeGRgYID4+HtbW1qJmyc3NhaenJ06cOIHatWtDqVSioKAA3bp1Q0hIiFpGIiIiuWDRTSRzxcXFiI+PR25ubqW7uf/Z1ZyI6HXT0NBA7969UaNGDdWzAwcOoHv37tDX11c9CwsLEzzLkCFDkJqaiuDgYDRv3hwAkJiYiJEjR8LW1lZ1nRgREZGcsOgmkrFDhw5hxIgRuHPnTqUxhUKBsrIyCVIRUXUyevTol3pv69atAicBjIyMcPToUbRt21bt+blz59CrVy/k5+cLnoGIiOhVaUkdgIiezdfXFx9//DEWLFiA+vXrSx2HiKohMYrpl1VeXg5tbe1Kz7W1tSvtBCIiIpILrnQTyZihoSEuXbqEJk2aSB2FiEhy/fv3R35+Pnbt2qVqJvnXX3/By8sLxsbG+OmnnyROSEREVBnv6SaSsY8++ggnTpyQOgYRkSysW7cODx48gJWVFZo0aQJbW1tYW1vjwYMHWLt2rdTxiIiIqsSVbiIZKywsxMcff4x69erBwcGh0rbKKVOmSJSMiEg6R44cUbtGsUePHlJHIiIieiYW3UQy9v3332PixInQ1dVFnTp1oFAoVGMKhQLXr1+XMB0REREREb0It5cTydi8efOwePFiFBQUIC0tDTdu3FD9YsFNRNXFsWPHYG9vj/v371caKygoQIsWLRAVFSVBMiIiohdj0U0kY0+ePMGQIUOgocE/qkRUfa1evRrjxo2DoaFhpTEjIyNMmDABK1eulCAZERHRi/GTPJGMjRw5EqGhoVLHICKSVFxcHNzd3Z853qtXL1y4cEHERERERC+P93QTyVhZWRmWL1+Ow4cPo1WrVpUaqXFlh4iqg5ycnCrv566gpaWF27dvi5iIiIjo5bHoJpKxy5cvw8nJCQCQkJCgNvb3pmpERG8zCwsLXL58Gba2tlWOx8fHw8zMTORUREREL4fdy4mIiEjWJk+ejBMnTuD8+fOoWbOm2lhRURHatWuHbt26Yc2aNRIlJCIiejYW3URERCRrOTk5cHZ2hqamJnx9fdGsWTMoFAokJSVh/fr1KCsrw8WLF1G/fn2poxIREVXCopuIiIhkLz09HT4+Pjh8+DAqProoFAq4ublhw4YNsLKykjYgERHRM7DoJiIiojfGvXv3cO3aNSiVSjRt2hTGxsZSRyIiInouFt1EREREREREAuE93UQyFhkZidLS0krPS0tLERkZKUEiIiIiIiJ6FVzpJpIxTU1N3Lp1C6ampmrP7969C1NTU5SVlUmUjIiIiIiIXgZXuolkTKlUVnkf9927d6Gvry9BIiIiIiIiehVaUgcgosoGDRoE4Gln3lGjRqFGjRqqsbKyMsTHx6NDhw5SxSMiIiIiopfEoptIhoyMjAA8Xek2MDCArq6uakxHRweurq4YN26cVPGIiIiIiOgl8Uw3kYwtWrQIM2bM4FZyIiIiIqI3FItuIiIiIiIiIoGwkRqRjOXk5GD48OEwNzeHlpYWNDU11X4REREREZG88Uw3kYyNGjUKGRkZmD9/PszMzKrsZE5ERERERPLF7eVEMmZgYICoqCi0bt1a6ihERERERPQvcHs5kYw1atQI/F6MiIiIiOjNxaKbSMZWr16N2bNnIy0tTeooRERERET0L3B7OZGMGRsbo7CwEKWlpdDT04O2trbaeF5enkTJiIiIiIjoZbCRGpGMrV69WuoIRERERET0H3Clm4iIiIiIiEggXOkmekMUFRWhpKRE7ZmhoaFEaYiIiIiI6GWwkRqRjD169Ai+vr4wNTVFrVq1YGxsrPaLiIiIiIjkjUU3kYzNmjULx44dw4YNG1CjRg18//33WLRoEczNzbFjxw6p4xERERER0QvwTDeRjDVu3Bg7duxA165dYWhoiIsXL8LW1hbBwcHYtWsXDh48KHVEIiIiIiJ6Dq50E8lYXl4erK2tATw9v11xRVinTp0QGRkpZTQiIiIiInoJLLqJZMzGxgZpaWkAAHt7e+zevRsAcODAAdSuXVu6YERERERE9FK4vZxIxlatWgVNTU1MmTIFx48fR9++fVFWVobS0lKsXLkSU6dOlToiERERERE9B4tuojdIRkYGYmJi0KRJEzg6Okodh4iIiIiIXoBFN5HMmJiY4OrVq6hbty7GjBmD7777DgYGBlLHIiIiIiKif4Fnuolk5smTJ7h//z4AYPv27SguLpY4ERERERER/VtaUgcgInXt27fHgAED0KZNGyiVSkyZMgW6urpVvhsUFCRyOiIiIiIiehUsuolk5ocffsCqVauQmpoKhUKBgoICrnYTEREREb2heKabSMasra0RExODOnXqSB2FiIiIiIj+BRbdRERERERERALh9nIimYuIiEBERARyc3NRXl6uNsYz3URERERE8saim0jGFi1ahMWLF8PFxQVmZmZQKBRSRyIiIiIiolfA7eVEMmZmZobly5dj+PDhUkchIiIiIqJ/gfd0E8nYkydP0KFDB6ljEBERERHRv8Sim0jGvL29sXPnTqljEBERERHRv8Qz3UQyVlxcjE2bNuHo0aNo1aoVtLW11cZXrlwpUTIiIiIiInoZPNNNJGPdunV75phCocCxY8dETENERERERK+KRTcRERERERGRQHimm4iIiIiIiEggPNNNJEODBg16qffCwsIETkJERERERP8Fi24iGTIyMpI6AhERERERvQY8001EREREREQkEJ7pJiIiIiIiIhIIi24iIiIiIiIigbDoJiIiIiIiIhIIi24iIiIiIiIigbDoJiIiIiIiIhIIi24iIiIiIiIigbDoJiIiIiIiIhIIi24iIiIiIiIigfwfsBlnIdHHosEAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.clustermap(df.corr())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "-----" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data Preparation and Model Discovery\n", "\n", "Let's now prepare our data for Kmeans Clustering!\n", "\n", "### Missing Data\n", "\n", "**TASK: Report the number of missing elements per column.**" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Country 0\n", "Region 0\n", "Population 0\n", "Area (sq. mi.) 0\n", "Pop. Density (per sq. mi.) 0\n", "Coastline (coast/area ratio) 0\n", "Net migration 3\n", "Infant mortality (per 1000 births) 3\n", "GDP ($ per capita) 1\n", "Literacy (%) 18\n", "Phones (per 1000) 4\n", "Arable (%) 2\n", "Crops (%) 2\n", "Other (%) 2\n", "Climate 22\n", "Birthrate 3\n", "Deathrate 4\n", "Agriculture 15\n", "Industry 16\n", "Service 15\n", "dtype: int64" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.isnull().sum()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**TASK: What countries have NaN for Agriculture? What is the main aspect of these countries?**" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "3 American Samoa\n", "4 Andorra\n", "78 Gibraltar\n", "80 Greenland\n", "83 Guam\n", "134 Mayotte\n", "140 Montserrat\n", "144 Nauru\n", "153 N. Mariana Islands\n", "171 Saint Helena\n", "174 St Pierre & Miquelon\n", "177 San Marino\n", "208 Turks & Caicos Is\n", "221 Wallis and Futuna\n", "223 Western Sahara\n", "Name: Country, dtype: object" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[df['Agriculture'].isnull()]['Country']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**TASK: You should have noticed most of these countries are tiny islands, with the exception of Greenland and Western Sahara. Go ahead and fill any of these countries missing NaN values with 0, since they are so small or essentially non-existant. There should be 15 countries in total you do this for. For a hint on how to do this, recall you can do the following:**\n", "\n", " df[df['feature'].isnull()]\n", " " ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "# REMOVAL OF TINY ISLANDS\n", "df[df['Agriculture'].isnull()] = df[df['Agriculture'].isnull()].fillna(0)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**TASK: Now check to see what is still missing by counting number of missing elements again per feature:**" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Country 0\n", "Region 0\n", "Population 0\n", "Area (sq. mi.) 0\n", "Pop. Density (per sq. mi.) 0\n", "Coastline (coast/area ratio) 0\n", "Net migration 1\n", "Infant mortality (per 1000 births) 1\n", "GDP ($ per capita) 0\n", "Literacy (%) 13\n", "Phones (per 1000) 2\n", "Arable (%) 1\n", "Crops (%) 1\n", "Other (%) 1\n", "Climate 18\n", "Birthrate 1\n", "Deathrate 2\n", "Agriculture 0\n", "Industry 1\n", "Service 1\n", "dtype: int64" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.isnull().sum()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**TASK: Notice climate is missing for a few countries, but not the Region! Let's use this to our advantage. Fill in the missing Climate values based on the mean climate value for its region.**\n", "\n", "Hints on how to do this: https://stackoverflow.com/questions/19966018/pandas-filling-missing-values-by-mean-in-each-group\n" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "# https://stackoverflow.com/questions/19966018/pandas-filling-missing-values-by-mean-in-each-group\n", "df['Climate'] = df['Climate'].fillna(df.groupby('Region')['Climate'].transform('mean'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**TASK: Check again on many elements are missing:**" ] }, { "cell_type": "code", "execution_count": 31, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Country 0\n", "Region 0\n", "Population 0\n", "Area (sq. mi.) 0\n", "Pop. Density (per sq. mi.) 0\n", "Coastline (coast/area ratio) 0\n", "Net migration 1\n", "Infant mortality (per 1000 births) 1\n", "GDP ($ per capita) 0\n", "Literacy (%) 13\n", "Phones (per 1000) 2\n", "Arable (%) 1\n", "Crops (%) 1\n", "Other (%) 1\n", "Climate 0\n", "Birthrate 1\n", "Deathrate 2\n", "Agriculture 0\n", "Industry 1\n", "Service 1\n", "dtype: int64" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.isnull().sum()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**TASK: It looks like Literacy percentage is missing. Use the same tactic as we did with Climate missing values and fill in any missing Literacy % values with the mean Literacy % of the Region.**" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
CountryRegionPopulationArea (sq. mi.)Pop. Density (per sq. mi.)Coastline (coast/area ratio)Net migrationInfant mortality (per 1000 births)GDP ($ per capita)Literacy (%)Phones (per 1000)Arable (%)Crops (%)Other (%)ClimateBirthrateDeathrateAgricultureIndustryService
25Bosnia & HerzegovinaEASTERN EUROPE44989765112988.00.040.3121.056100.0NaN215.413.602.9683.444.0000008.778.270.1420.3080.550
66Faroe IslandsWESTERN EUROPE47246139933.879.841.416.2422000.0NaN503.82.140.0097.862.82608714.058.700.2700.1100.620
74Gaza StripNEAR EAST14287573603968.811.111.6022.93600.0NaN244.328.9521.0550.003.00000039.453.800.0300.2830.687
85GuernseyWESTERN EUROPE6540978838.664.103.844.7120000.0NaN842.4NaNNaNNaN3.0000008.8110.010.0300.1000.870
99Isle of ManWESTERN EUROPE75441572131.927.975.365.9321000.0NaN676.09.000.0091.003.00000011.0511.190.0100.1300.860
104JerseyWESTERN EUROPE91084116785.260.342.765.2424800.0NaN811.30.000.00100.003.0000009.309.280.0500.0200.930
108KiribatiOCEANIA105432811130.0140.940.0048.52800.0NaN42.72.7450.6846.582.00000030.658.260.0890.2420.668
123MacedoniaEASTERN EUROPE20505542533380.90.00-1.4510.096700.0NaN260.022.261.8175.933.00000012.028.770.1180.3190.563
185SlovakiaEASTERN EUROPE543944848845111.40.000.307.4113300.0NaN220.130.162.6267.223.00000010.659.450.0350.2940.672
187Solomon IslandsOCEANIA5524382845019.418.670.0021.291700.0NaN13.40.642.0097.362.00000030.013.920.4200.1100.470
209TuvaluOCEANIA1181026454.292.310.0020.031100.0NaN59.30.000.00100.002.00000022.187.110.1660.2720.562
220Virgin IslandsLATIN AMER. & CARIB108605191056.99.84-8.948.0317200.0NaN652.811.762.9485.302.00000013.966.430.0100.1900.800
222West BankNEAR EAST24604925860419.90.002.9819.62800.0NaN145.216.9018.9764.133.00000031.673.920.0900.2800.630
\n", "
" ], "text/plain": [ " Country Region Population \\\n", "25 Bosnia & Herzegovina EASTERN EUROPE 4498976 \n", "66 Faroe Islands WESTERN EUROPE 47246 \n", "74 Gaza Strip NEAR EAST 1428757 \n", "85 Guernsey WESTERN EUROPE 65409 \n", "99 Isle of Man WESTERN EUROPE 75441 \n", "104 Jersey WESTERN EUROPE 91084 \n", "108 Kiribati OCEANIA 105432 \n", "123 Macedonia EASTERN EUROPE 2050554 \n", "185 Slovakia EASTERN EUROPE 5439448 \n", "187 Solomon Islands OCEANIA 552438 \n", "209 Tuvalu OCEANIA 11810 \n", "220 Virgin Islands LATIN AMER. & CARIB 108605 \n", "222 West Bank NEAR EAST 2460492 \n", "\n", " Area (sq. mi.) Pop. Density (per sq. mi.) Coastline (coast/area ratio) \\\n", "25 51129 88.0 0.04 \n", "66 1399 33.8 79.84 \n", "74 360 3968.8 11.11 \n", "85 78 838.6 64.10 \n", "99 572 131.9 27.97 \n", "104 116 785.2 60.34 \n", "108 811 130.0 140.94 \n", "123 25333 80.9 0.00 \n", "185 48845 111.4 0.00 \n", "187 28450 19.4 18.67 \n", "209 26 454.2 92.31 \n", "220 1910 56.9 9.84 \n", "222 5860 419.9 0.00 \n", "\n", " Net migration Infant mortality (per 1000 births) GDP ($ per capita) \\\n", "25 0.31 21.05 6100.0 \n", "66 1.41 6.24 22000.0 \n", "74 1.60 22.93 600.0 \n", "85 3.84 4.71 20000.0 \n", "99 5.36 5.93 21000.0 \n", "104 2.76 5.24 24800.0 \n", "108 0.00 48.52 800.0 \n", "123 -1.45 10.09 6700.0 \n", "185 0.30 7.41 13300.0 \n", "187 0.00 21.29 1700.0 \n", "209 0.00 20.03 1100.0 \n", "220 -8.94 8.03 17200.0 \n", "222 2.98 19.62 800.0 \n", "\n", " Literacy (%) Phones (per 1000) Arable (%) Crops (%) Other (%) \\\n", "25 NaN 215.4 13.60 2.96 83.44 \n", "66 NaN 503.8 2.14 0.00 97.86 \n", "74 NaN 244.3 28.95 21.05 50.00 \n", "85 NaN 842.4 NaN NaN NaN \n", "99 NaN 676.0 9.00 0.00 91.00 \n", "104 NaN 811.3 0.00 0.00 100.00 \n", "108 NaN 42.7 2.74 50.68 46.58 \n", "123 NaN 260.0 22.26 1.81 75.93 \n", "185 NaN 220.1 30.16 2.62 67.22 \n", "187 NaN 13.4 0.64 2.00 97.36 \n", "209 NaN 59.3 0.00 0.00 100.00 \n", "220 NaN 652.8 11.76 2.94 85.30 \n", "222 NaN 145.2 16.90 18.97 64.13 \n", "\n", " Climate Birthrate Deathrate Agriculture Industry Service \n", "25 4.000000 8.77 8.27 0.142 0.308 0.550 \n", "66 2.826087 14.05 8.70 0.270 0.110 0.620 \n", "74 3.000000 39.45 3.80 0.030 0.283 0.687 \n", "85 3.000000 8.81 10.01 0.030 0.100 0.870 \n", "99 3.000000 11.05 11.19 0.010 0.130 0.860 \n", "104 3.000000 9.30 9.28 0.050 0.020 0.930 \n", "108 2.000000 30.65 8.26 0.089 0.242 0.668 \n", "123 3.000000 12.02 8.77 0.118 0.319 0.563 \n", "185 3.000000 10.65 9.45 0.035 0.294 0.672 \n", "187 2.000000 30.01 3.92 0.420 0.110 0.470 \n", "209 2.000000 22.18 7.11 0.166 0.272 0.562 \n", "220 2.000000 13.96 6.43 0.010 0.190 0.800 \n", "222 3.000000 31.67 3.92 0.090 0.280 0.630 " ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[df['Literacy (%)'].isnull()]" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [], "source": [ "# https://stackoverflow.com/questions/19966018/pandas-filling-missing-values-by-mean-in-each-group\n", "df['Literacy (%)'] = df['Literacy (%)'].fillna(df.groupby('Region')['Literacy (%)'].transform('mean'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**TASK: Check again on the remaining missing values:**" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Country 0\n", "Region 0\n", "Population 0\n", "Area (sq. mi.) 0\n", "Pop. Density (per sq. mi.) 0\n", "Coastline (coast/area ratio) 0\n", "Net migration 1\n", "Infant mortality (per 1000 births) 1\n", "GDP ($ per capita) 0\n", "Literacy (%) 0\n", "Phones (per 1000) 2\n", "Arable (%) 1\n", "Crops (%) 1\n", "Other (%) 1\n", "Climate 0\n", "Birthrate 1\n", "Deathrate 2\n", "Agriculture 0\n", "Industry 1\n", "Service 1\n", "dtype: int64" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.isnull().sum()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**TASK: Optional: We are now missing values for only a few countries. Go ahead and drop these countries OR feel free to fill in these last few remaining values with any preferred methodology. For simplicity, we will drop these.**" ] }, { "cell_type": "code", "execution_count": 37, "metadata": {}, "outputs": [], "source": [ "df = df.dropna()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data Feature Preparation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**TASK: It is now time to prepare the data for clustering. The Country column is still a unique identifier string, so it won't be useful for clustering, since its unique for each point. Go ahead and drop this Country column.**" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [], "source": [ "X = df.drop(\"Country\",axis=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**TASK: Now let's create the X array of features, the Region column is still categorical strings, use Pandas to create dummy variables from this column to create a finalzed X matrix of continuous features along with the dummy variables for the Regions.**" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [], "source": [ "X = pd.get_dummies(X)" ] }, { "cell_type": "code", "execution_count": 42, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
PopulationArea (sq. mi.)Pop. Density (per sq. mi.)Coastline (coast/area ratio)Net migrationInfant mortality (per 1000 births)GDP ($ per capita)Literacy (%)Phones (per 1000)Arable (%)...Region_BALTICSRegion_C.W. OF IND. STATESRegion_EASTERN EUROPERegion_LATIN AMER. & CARIBRegion_NEAR EASTRegion_NORTHERN AFRICARegion_NORTHERN AMERICARegion_OCEANIARegion_SUB-SAHARAN AFRICARegion_WESTERN EUROPE
03105699764750048.00.0023.06163.07700.036.03.212.13...0000000000
1358165528748124.61.26-4.9321.524500.086.571.221.09...0010000000
232930091238174013.80.04-0.3931.006000.070.078.13.22...0000010000
357794199290.458.29-20.719.278000.097.0259.510.00...0000000100
471201468152.10.006.604.0519000.0100.0497.22.22...0000000001
\n", "

5 rows × 29 columns

\n", "
" ], "text/plain": [ " Population Area (sq. mi.) Pop. Density (per sq. mi.) \\\n", "0 31056997 647500 48.0 \n", "1 3581655 28748 124.6 \n", "2 32930091 2381740 13.8 \n", "3 57794 199 290.4 \n", "4 71201 468 152.1 \n", "\n", " Coastline (coast/area ratio) Net migration \\\n", "0 0.00 23.06 \n", "1 1.26 -4.93 \n", "2 0.04 -0.39 \n", "3 58.29 -20.71 \n", "4 0.00 6.60 \n", "\n", " Infant mortality (per 1000 births) GDP ($ per capita) Literacy (%) \\\n", "0 163.07 700.0 36.0 \n", "1 21.52 4500.0 86.5 \n", "2 31.00 6000.0 70.0 \n", "3 9.27 8000.0 97.0 \n", "4 4.05 19000.0 100.0 \n", "\n", " Phones (per 1000) Arable (%) ... \\\n", "0 3.2 12.13 ... \n", "1 71.2 21.09 ... \n", "2 78.1 3.22 ... \n", "3 259.5 10.00 ... \n", "4 497.2 2.22 ... \n", "\n", " Region_BALTICS Region_C.W. OF IND. STATES \\\n", "0 0 0 \n", "1 0 0 \n", "2 0 0 \n", "3 0 0 \n", "4 0 0 \n", "\n", " Region_EASTERN EUROPE Region_LATIN AMER. & CARIB \\\n", "0 0 0 \n", "1 1 0 \n", "2 0 0 \n", "3 0 0 \n", "4 0 0 \n", "\n", " Region_NEAR EAST \\\n", "0 0 \n", "1 0 \n", "2 0 \n", "3 0 \n", "4 0 \n", "\n", " Region_NORTHERN AFRICA \\\n", "0 0 \n", "1 0 \n", "2 1 \n", "3 0 \n", "4 0 \n", "\n", " Region_NORTHERN AMERICA \\\n", "0 0 \n", "1 0 \n", "2 0 \n", "3 0 \n", "4 0 \n", "\n", " Region_OCEANIA \\\n", "0 0 \n", "1 0 \n", "2 0 \n", "3 1 \n", "4 0 \n", "\n", " Region_SUB-SAHARAN AFRICA \\\n", "0 0 \n", "1 0 \n", "2 0 \n", "3 0 \n", "4 0 \n", "\n", " Region_WESTERN EUROPE \n", "0 0 \n", "1 0 \n", "2 0 \n", "3 0 \n", "4 1 \n", "\n", "[5 rows x 29 columns]" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Scaling" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**TASK: Due to some measurements being in terms of percentages and other metrics being total counts (population), we should scale this data first. Use Sklearn to scale the X feature matrics.**" ] }, { "cell_type": "code", "execution_count": 44, "metadata": {}, "outputs": [], "source": [ "from sklearn.preprocessing import StandardScaler" ] }, { "cell_type": "code", "execution_count": 45, "metadata": {}, "outputs": [], "source": [ "scaler = StandardScaler()\n", "scaled_X = scaler.fit_transform(X)" ] }, { "cell_type": "code", "execution_count": 46, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([[ 0.0133285 , 0.01855412, -0.20308668, ..., -0.31544015,\n", " -0.54772256, -0.36514837],\n", " [-0.21730118, -0.32370888, -0.14378531, ..., -0.31544015,\n", " -0.54772256, -0.36514837],\n", " [ 0.02905136, 0.97784988, -0.22956327, ..., -0.31544015,\n", " -0.54772256, -0.36514837],\n", " ...,\n", " [-0.06726127, -0.04756396, -0.20881553, ..., -0.31544015,\n", " -0.54772256, -0.36514837],\n", " [-0.15081724, 0.07669798, -0.22840201, ..., -0.31544015,\n", " 1.82574186, -0.36514837],\n", " [-0.14464933, -0.12356132, -0.2160153 , ..., -0.31544015,\n", " 1.82574186, -0.36514837]])" ] }, "execution_count": 46, "metadata": {}, "output_type": "execute_result" } ], "source": [ "scaled_X" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Creating and Fitting Kmeans Model\n", "\n", "\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**TASK: Use a for loop to create and fit multiple KMeans models, testing from K=2-30 clusters. Keep track of the Sum of Squared Distances for each K value, then plot this out to create an \"elbow\" plot of K versus SSD. Optional: You may also want to create a bar plot showing the SSD difference from the previous cluster.**" ] }, { "cell_type": "code", "execution_count": 48, "metadata": {}, "outputs": [], "source": [ "from sklearn.cluster import KMeans" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [], "source": [ "ssd = []\n", "\n", "for k in range(2,30):\n", " \n", " model = KMeans(n_clusters=k)\n", " \n", " \n", " model.fit(scaled_X)\n", " \n", " #Sum of squared distances of samples to their closest cluster center.\n", " ssd.append(model.inertia_)" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, ' Sum of Squared Distances')" ] }, "execution_count": 50, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(range(2,30),ssd,'o--')\n", "plt.xlabel(\"K Value\")\n", "plt.ylabel(\" Sum of Squared Distances\")" ] }, { "cell_type": "code", "execution_count": 51, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pd.Series(ssd).diff().plot(kind='bar')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "-----" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Model Interpretation\n", "\n", "\n", "**TASK: What K value do you think is a good choice? Are there multiple reasonable choices? What features are helping define these cluster choices. As this is unsupervised learning, there is no 100% correct answer here. Please feel free to jump to the solutions for a full discussion on this!.**" ] }, { "cell_type": "code", "execution_count": 52, "metadata": {}, "outputs": [], "source": [ "# Nothing to really code here, but choose a K value and see what features \n", "# are most correlated to belonging to a particular cluster!\n", "\n", "# Remember, there is no 100% correct answer here!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "-----\n", "\n", "\n", "#### Example Interpretation: Choosing K=3\n", "\n", "**One could say that there is a significant drop off in SSD difference at K=3 (although we can see it continues to drop off past this). What would an analysis look like for K=3? Let's explore which features are important in the decision of 3 clusters!**" ] }, { "cell_type": "code", "execution_count": 53, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "KMeans(n_clusters=3)" ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model = KMeans(n_clusters=3)\n", "model.fit(scaled_X)" ] }, { "cell_type": "code", "execution_count": 54, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([2, 0, 0, 0, 1, 2, 0, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1, 0, 2,\n", " 1, 2, 0, 1, 2, 0, 1, 0, 1, 2, 2, 2, 2, 2, 1, 0, 1, 2, 2, 0, 0, 0,\n", " 2, 2, 2, 0, 2, 1, 0, 1, 1, 2, 0, 0, 0, 0, 0, 2, 2, 1, 2, 1, 0, 1,\n", " 1, 0, 0, 2, 2, 0, 0, 1, 2, 1, 1, 0, 0, 0, 0, 0, 2, 2, 0, 0, 0, 1,\n", " 1, 1, 0, 0, 0, 0, 1, 1, 1, 1, 0, 1, 1, 0, 0, 2, 0, 0, 1, 0, 0, 2,\n", " 1, 0, 2, 2, 0, 1, 1, 1, 1, 1, 2, 2, 0, 0, 2, 1, 0, 0, 2, 0, 2, 0,\n", " 0, 0, 0, 0, 0, 2, 2, 0, 2, 1, 0, 0, 1, 0, 2, 2, 0, 1, 0, 0, 0, 0,\n", " 0, 0, 0, 0, 1, 1, 0, 0, 0, 1, 1, 2, 0, 0, 0, 0, 0, 0, 1, 0, 0, 2,\n", " 0, 2, 1, 1, 1, 0, 2, 2, 1, 0, 2, 0, 2, 1, 1, 0, 1, 0, 2, 0, 2, 0,\n", " 0, 0, 0, 0, 0, 0, 2, 0, 0, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 2,\n", " 2])" ] }, "execution_count": 54, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.labels_" ] }, { "cell_type": "code", "execution_count": 55, "metadata": {}, "outputs": [], "source": [ "X['K=3 Clusters'] = model.labels_" ] }, { "cell_type": "code", "execution_count": 56, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Region_LATIN AMER. & CARIB -0.391473\n", "Literacy (%) -0.356732\n", "Crops (%) -0.249597\n", "Region_OCEANIA -0.239910\n", "Region_NEAR EAST -0.216275\n", "Region_C.W. OF IND. STATES -0.162629\n", "Phones (per 1000) -0.159229\n", "Coastline (coast/area ratio) -0.151001\n", "Region_NORTHERN AFRICA -0.147564\n", "Service -0.115617\n", "Population -0.079099\n", "Industry -0.049537\n", "GDP ($ per capita) -0.026507\n", "Region_ASIA (EX. NEAR EAST) -0.024180\n", "Region_NORTHERN AMERICA -0.022315\n", "Pop. Density (per sq. mi.) 0.009914\n", "Area (sq. mi.) 0.016071\n", "Arable (%) 0.026906\n", "Region_BALTICS 0.040407\n", "Region_EASTERN EUROPE 0.053287\n", "Other (%) 0.060746\n", "Climate 0.064518\n", "Region_WESTERN EUROPE 0.125773\n", "Net migration 0.228622\n", "Agriculture 0.424803\n", "Birthrate 0.446699\n", "Infant mortality (per 1000 births) 0.580852\n", "Region_SUB-SAHARAN AFRICA 0.702911\n", "Deathrate 0.744673\n", "K=3 Clusters 1.000000\n", "Name: K=3 Clusters, dtype: float64" ] }, "execution_count": 56, "metadata": {}, "output_type": "execute_result" } ], "source": [ "X.corr()['K=3 Clusters'].sort_values()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "------------\n", "-------------\n", "\n", "# BONUS CHALLGENGE:\n", "## Geographical Model Interpretation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The best way to interpret this model is through visualizing the clusters of countries on a map! **NOTE: THIS IS A BONUS SECTION. YOU MAY WANT TO JUMP TO THE SOLUTIONS LECTURE FOR A FULL GUIDE, SINCE WE WILL COVER TOPICS NOT PREVIOUSLY DISCUSSED AND BE HAVING A NUANCED DISCUSSION ON PERFORMANCE!**\n", "\n", "----\n", "----\n", "\n", "**IF YOU GET STUCK, PLEASE CHECK OUT THE SOLUTIONS LECTURE. AS THIS IS OPTIONAL AND COVERS MANY TOPICS NOT SHOWN IN ANY PREVIOUS LECTURE**\n", "\n", "----\n", "----" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**TASK: Create cluster labels for a chosen K value. Based on the solutions, we believe either K=3 or K=15 are reasonable choices. But feel free to choose differently and explore.**" ] }, { "cell_type": "code", "execution_count": 60, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "KMeans(n_clusters=15)" ] }, "execution_count": 60, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model = KMeans(n_clusters=15)\n", " \n", "model.fit(scaled_X)\n", " " ] }, { "cell_type": "code", "execution_count": 61, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "KMeans(n_clusters=3)" ] }, "execution_count": 61, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model = KMeans(n_clusters=3)\n", " \n", "model.fit(scaled_X)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "**TASK: Let's put you in the real world! Your boss just asked you to plot out these clusters on a country level choropleth map, can you figure out how to do this? We won't step by step guide you at all on this, just show you an example result. You'll need to do the following:**\n", "\n", "1. Figure out how to install plotly library: https://plotly.com/python/getting-started/\n", "\n", "2. Figure out how to create a geographical choropleth map using plotly: https://plotly.com/python/choropleth-maps/#using-builtin-country-and-state-geometries\n", "\n", "3. You will need ISO Codes for this. Either use the wikipedia page, or use our provided file for this: **\"../DATA/country_iso_codes.csv\"**\n", "\n", "4. Combine the cluster labels, ISO Codes, and Country Names to create a world map plot with plotly given what you learned in Step 1 and Step 2.\n", "\n", "\n", "**Note: This is meant to be a more realistic project, where you have a clear objective of what you need to create and accomplish and the necessary online documentation. It's up to you to piece everything together to figure it out! If you get stuck, no worries! Check out the solution lecture.**\n", "\n" ] }, { "cell_type": "code", "execution_count": 63, "metadata": {}, "outputs": [], "source": [ "iso_codes = pd.read_csv(r\"C:\\Users\\Teni\\Desktop\\Git-Github\\DATA\\country_iso_codes.csv\")" ] }, { "cell_type": "code", "execution_count": 64, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
CountryISO Code
0AfghanistanAFG
1Akrotiri and Dhekelia – See United Kingdom, TheAkrotiri and Dhekelia – See United Kingdom, The
2Ã…land IslandsALA
3AlbaniaALB
4AlgeriaDZA
.........
296Congo, Dem. Rep.COD
297Congo, Repub. of theCOG
298TanzaniaTZA
299Central African Rep.CAF
300Cote d'IvoireCIV
\n", "

301 rows × 2 columns

\n", "
" ], "text/plain": [ " Country \\\n", "0 Afghanistan \n", "1 Akrotiri and Dhekelia – See United Kingdom, The \n", "2 Åland Islands \n", "3 Albania \n", "4 Algeria \n", ".. ... \n", "296 Congo, Dem. Rep. \n", "297 Congo, Repub. of the \n", "298 Tanzania \n", "299 Central African Rep. \n", "300 Cote d'Ivoire \n", "\n", " ISO Code \n", "0 AFG \n", "1 Akrotiri and Dhekelia – See United Kingdom, The \n", "2 ALA \n", "3 ALB \n", "4 DZA \n", ".. ... \n", "296 COD \n", "297 COG \n", "298 TZA \n", "299 CAF \n", "300 CIV \n", "\n", "[301 rows x 2 columns]" ] }, "execution_count": 64, "metadata": {}, "output_type": "execute_result" } ], "source": [ "iso_codes" ] }, { "cell_type": "code", "execution_count": 65, "metadata": {}, "outputs": [], "source": [ "iso_mapping = iso_codes.set_index('Country')['ISO Code'].to_dict()" ] }, { "cell_type": "code", "execution_count": 66, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'Afghanistan': 'AFG',\n", " 'Akrotiri and Dhekelia – See United Kingdom, The': 'Akrotiri and Dhekelia – See United Kingdom, The',\n", " 'Åland Islands': 'ALA',\n", " 'Albania': 'ALB',\n", " 'Algeria': 'DZA',\n", " 'American Samoa': 'ASM',\n", " 'Andorra': 'AND',\n", " 'Angola': 'AGO',\n", " 'Anguilla': 'AIA',\n", " 'Antarctica\\u200a[a]': 'ATA',\n", " 'Antigua and Barbuda': 'ATG',\n", " 'Argentina': 'ARG',\n", " 'Armenia': 'ARM',\n", " 'Aruba': 'ABW',\n", " 'Ashmore and Cartier Islands – See Australia.': 'Ashmore and Cartier Islands – See Australia.',\n", " 'Australia\\u200a[b]': 'AUS',\n", " 'Austria': 'AUT',\n", " 'Azerbaijan': 'AZE',\n", " 'Bahamas (the)': 'BHS',\n", " 'Bahrain': 'BHR',\n", " 'Bangladesh': 'BGD',\n", " 'Barbados': 'BRB',\n", " 'Belarus': 'BLR',\n", " 'Belgium': 'BEL',\n", " 'Belize': 'BLZ',\n", " 'Benin': 'BEN',\n", " 'Bermuda': 'BMU',\n", " 'Bhutan': 'BTN',\n", " 'Bolivia (Plurinational State of)': 'BOL',\n", " 'Bonaire\\xa0Sint Eustatius\\xa0Saba': 'BES',\n", " 'Bosnia and Herzegovina': 'BIH',\n", " 'Botswana': 'BWA',\n", " 'Bouvet Island': 'BVT',\n", " 'Brazil': 'BRA',\n", " 'British Indian Ocean Territory (the)': 'IOT',\n", " 'British Virgin Islands – See Virgin Islands (British).': 'British Virgin Islands – See Virgin Islands (British).',\n", " 'Brunei Darussalam\\u200a[e]': 'BRN',\n", " 'Bulgaria': 'BGR',\n", " 'Burkina Faso': 'BFA',\n", " 'Burma – See Myanmar.': 'Burma – See Myanmar.',\n", " 'Burundi': 'BDI',\n", " 'Cabo Verde\\u200a[f]': 'CPV',\n", " 'Cambodia': 'KHM',\n", " 'Cameroon': 'CMR',\n", " 'Canada': 'CAN',\n", " 'Cape Verde – See Cabo Verde.': 'Cape Verde – See Cabo Verde.',\n", " 'Caribbean Netherlands – See Bonaire, Sint Eustatius and Saba.': 'Caribbean Netherlands – See Bonaire, Sint Eustatius and Saba.',\n", " 'Cayman Islands (the)': 'CYM',\n", " 'Central African Republic (the)': 'CAF',\n", " 'Chad': 'TCD',\n", " 'Chile': 'CHL',\n", " 'China': 'CHN',\n", " 'China, The Republic of – See Taiwan (Province of China).': 'China, The Republic of – See Taiwan (Province of China).',\n", " 'Christmas Island': 'CXR',\n", " 'Clipperton Island – See France.': 'Clipperton Island – See France.',\n", " 'Cocos (Keeling) Islands (the)': 'CCK',\n", " 'Colombia': 'COL',\n", " 'Comoros (the)': 'COM',\n", " 'Congo (the Democratic Republic of the)': 'COD',\n", " 'Congo (the)\\u200a[g]': 'COG',\n", " 'Cook Islands (the)': 'COK',\n", " 'Coral Sea Islands – See Australia.': 'Coral Sea Islands – See Australia.',\n", " 'Costa Rica': 'CRI',\n", " \"Côte d'Ivoire\\u200a[h]\": 'CIV',\n", " 'Croatia': 'HRV',\n", " 'Cuba': 'CUB',\n", " 'Curaçao': 'CUW',\n", " 'Cyprus': 'CYP',\n", " 'Czechia\\u200a[i]': 'CZE',\n", " \"Democratic People's Republic of Korea – See Korea, The Democratic People's Republic of.\": \"Democratic People's Republic of Korea – See Korea, The Democratic People's Republic of.\",\n", " 'Democratic Republic of the Congo – See Congo, The Democratic Republic of the.': 'Democratic Republic of the Congo – See Congo, The Democratic Republic of the.',\n", " 'Denmark': 'DNK',\n", " 'Djibouti': 'DJI',\n", " 'Dominica': 'DMA',\n", " 'Dominican Republic (the)': 'DOM',\n", " 'East Timor – See Timor-Leste.': 'East Timor – See Timor-Leste.',\n", " 'Ecuador': 'ECU',\n", " 'Egypt': 'EGY',\n", " 'El Salvador': 'SLV',\n", " 'England – See United Kingdom, The.': 'England – See United Kingdom, The.',\n", " 'Equatorial Guinea': 'GNQ',\n", " 'Eritrea': 'ERI',\n", " 'Estonia': 'EST',\n", " 'Eswatini\\u200a[j]': 'SWZ',\n", " 'Ethiopia': 'ETH',\n", " 'Falkland Islands (the) [Malvinas]\\u200a[k]': 'FLK',\n", " 'Faroe Islands (the)': 'FRO',\n", " 'Fiji': 'FJI',\n", " 'Finland': 'FIN',\n", " 'France\\u200a[l]': 'FRA',\n", " 'French Guiana': 'GUF',\n", " 'French Polynesia': 'PYF',\n", " 'French Southern Territories (the)\\u200a[m]': 'ATF',\n", " 'Gabon': 'GAB',\n", " 'Gambia (the)': 'GMB',\n", " 'Georgia': 'GEO',\n", " 'Germany': 'DEU',\n", " 'Ghana': 'GHA',\n", " 'Gibraltar': 'GIB',\n", " 'Great Britain – See United Kingdom, The.': 'Great Britain – See United Kingdom, The.',\n", " 'Greece': 'GRC',\n", " 'Greenland': 'GRL',\n", " 'Grenada': 'GRD',\n", " 'Guadeloupe': 'GLP',\n", " 'Guam': 'GUM',\n", " 'Guatemala': 'GTM',\n", " 'Guernsey': 'GGY',\n", " 'Guinea': 'GIN',\n", " 'Guinea-Bissau': 'GNB',\n", " 'Guyana': 'GUY',\n", " 'Haiti': 'HTI',\n", " 'Hawaiian Islands – See United States of America, The.': 'Hawaiian Islands – See United States of America, The.',\n", " 'Heard Island and McDonald Islands': 'HMD',\n", " 'Holy See (the)\\u200a[n]': 'VAT',\n", " 'Honduras': 'HND',\n", " 'Hong Kong': 'HKG',\n", " 'Hungary': 'HUN',\n", " 'Iceland': 'ISL',\n", " 'India': 'IND',\n", " 'Indonesia': 'IDN',\n", " 'Iran (Islamic Republic of)': 'IRN',\n", " 'Iraq': 'IRQ',\n", " 'Ireland': 'IRL',\n", " 'Isle of Man': 'IMN',\n", " 'Israel': 'ISR',\n", " 'Italy': 'ITA',\n", " \"Ivory Coast – See Côte d'Ivoire.\": \"Ivory Coast – See Côte d'Ivoire.\",\n", " 'Jamaica': 'JAM',\n", " 'Jan Mayen – See Svalbard and Jan Mayen.': 'Jan Mayen – See Svalbard and Jan Mayen.',\n", " 'Japan': 'JPN',\n", " 'Jersey': 'JEY',\n", " 'Jordan': 'JOR',\n", " 'Kazakhstan': 'KAZ',\n", " 'Kenya': 'KEN',\n", " 'Kiribati': 'KIR',\n", " \"Korea (the Democratic People's Republic of)\\u200a[o]\": 'PRK',\n", " 'Korea (the Republic of)\\u200a[p]': 'KOR',\n", " 'Kuwait': 'KWT',\n", " 'Kyrgyzstan': 'KGZ',\n", " \"Lao People's Democratic Republic (the)\\u200a[q]\": 'LAO',\n", " 'Latvia': 'LVA',\n", " 'Lebanon': 'LBN',\n", " 'Lesotho': 'LSO',\n", " 'Liberia': 'LBR',\n", " 'Libya': 'LBY',\n", " 'Liechtenstein': 'LIE',\n", " 'Lithuania': 'LTU',\n", " 'Luxembourg': 'LUX',\n", " 'Macao\\u200a[r]': 'MAC',\n", " 'North Macedonia\\u200a[s]': 'MKD',\n", " 'Madagascar': 'MDG',\n", " 'Malawi': 'MWI',\n", " 'Malaysia': 'MYS',\n", " 'Maldives': 'MDV',\n", " 'Mali': 'MLI',\n", " 'Malta': 'MLT',\n", " 'Marshall Islands (the)': 'MHL',\n", " 'Martinique': 'MTQ',\n", " 'Mauritania': 'MRT',\n", " 'Mauritius': 'MUS',\n", " 'Mayotte': 'MYT',\n", " 'Mexico': 'MEX',\n", " 'Micronesia (Federated States of)': 'FSM',\n", " 'Moldova (the Republic of)': 'MDA',\n", " 'Monaco': 'MCO',\n", " 'Mongolia': 'MNG',\n", " 'Montenegro': 'MNE',\n", " 'Montserrat': 'MSR',\n", " 'Morocco': 'MAR',\n", " 'Mozambique': 'MOZ',\n", " 'Myanmar\\u200a[t]': 'MMR',\n", " 'Namibia': 'NAM',\n", " 'Nauru': 'NRU',\n", " 'Nepal': 'NPL',\n", " 'Netherlands (the)': 'NLD',\n", " 'New Caledonia': 'NCL',\n", " 'New Zealand': 'NZL',\n", " 'Nicaragua': 'NIC',\n", " 'Niger (the)': 'NER',\n", " 'Nigeria': 'NGA',\n", " 'Niue': 'NIU',\n", " 'Norfolk Island': 'NFK',\n", " \"North Korea – See Korea, The Democratic People's Republic of.\": \"North Korea – See Korea, The Democratic People's Republic of.\",\n", " 'Northern Ireland – See United Kingdom, The.': 'Northern Ireland – See United Kingdom, The.',\n", " 'Northern Mariana Islands (the)': 'MNP',\n", " 'Norway': 'NOR',\n", " 'Oman': 'OMN',\n", " 'Pakistan': 'PAK',\n", " 'Palau': 'PLW',\n", " 'Palestine, State of': 'PSE',\n", " 'Panama': 'PAN',\n", " 'Papua New Guinea': 'PNG',\n", " 'Paraguay': 'PRY',\n", " \"People's Republic of China – See China.\": \"People's Republic of China – See China.\",\n", " 'Peru': 'PER',\n", " 'Philippines (the)': 'PHL',\n", " 'Pitcairn\\u200a[u]': 'PCN',\n", " 'Poland': 'POL',\n", " 'Portugal': 'PRT',\n", " 'Puerto Rico': 'PRI',\n", " 'Qatar': 'QAT',\n", " 'Republic of China – See Taiwan (Province of China).': 'Republic of China – See Taiwan (Province of China).',\n", " 'Republic of Korea – See Korea, The Republic of.': 'Republic of Korea – See Korea, The Republic of.',\n", " 'Republic of the Congo – See Congo, The.': 'Republic of the Congo – See Congo, The.',\n", " 'Réunion': 'REU',\n", " 'Romania': 'ROU',\n", " 'Russian Federation (the)\\u200a[v]': 'RUS',\n", " 'Rwanda': 'RWA',\n", " 'Saba – See Bonaire, Sint Eustatius and Saba.': 'Saba – See Bonaire, Sint Eustatius and Saba.',\n", " 'Sahrawi Arab Democratic Republic – See Western Sahara.': 'Sahrawi Arab Democratic Republic – See Western Sahara.',\n", " 'Saint Barthélemy': 'BLM',\n", " 'Saint Helena\\xa0Ascension Island\\xa0Tristan da Cunha': 'SHN',\n", " 'Saint Kitts and Nevis': 'KNA',\n", " 'Saint Lucia': 'LCA',\n", " 'Saint Martin (French part)': 'MAF',\n", " 'Saint Pierre and Miquelon': 'SPM',\n", " 'Saint Vincent and the Grenadines': 'VCT',\n", " 'Samoa': 'WSM',\n", " 'San Marino': 'SMR',\n", " 'Sao Tome and Principe': 'STP',\n", " 'Saudi Arabia': 'SAU',\n", " 'Scotland – See United Kingdom, The.': 'Scotland – See United Kingdom, The.',\n", " 'Senegal': 'SEN',\n", " 'Serbia': 'SRB',\n", " 'Seychelles': 'SYC',\n", " 'Sierra Leone': 'SLE',\n", " 'Singapore': 'SGP',\n", " 'Sint Eustatius – See Bonaire, Sint Eustatius and Saba.': 'Sint Eustatius – See Bonaire, Sint Eustatius and Saba.',\n", " 'Sint Maarten (Dutch part)': 'SXM',\n", " 'Slovakia': 'SVK',\n", " 'Slovenia': 'SVN',\n", " 'Solomon Islands': 'SLB',\n", " 'Somalia': 'SOM',\n", " 'South Africa': 'ZAF',\n", " 'South Georgia and the South Sandwich Islands': 'SGS',\n", " 'South Korea – See Korea, The Republic of.': 'South Korea – See Korea, The Republic of.',\n", " 'South Sudan': 'SSD',\n", " 'Spain': 'ESP',\n", " 'Sri Lanka': 'LKA',\n", " 'Sudan (the)': 'SDN',\n", " 'Suriname': 'SUR',\n", " 'Svalbard\\xa0Jan Mayen': 'SJM',\n", " 'Sweden': 'SWE',\n", " 'Switzerland': 'CHE',\n", " 'Syrian Arab Republic (the)\\u200a[x]': 'SYR',\n", " 'Taiwan (Province of China)\\u200a[y]': 'TWN',\n", " 'Tajikistan': 'TJK',\n", " 'Tanzania, the United Republic of': 'TZA',\n", " 'Thailand': 'THA',\n", " 'Timor-Leste\\u200a[aa]': 'TLS',\n", " 'Togo': 'TGO',\n", " 'Tokelau': 'TKL',\n", " 'Tonga': 'TON',\n", " 'Trinidad and Tobago': 'TTO',\n", " 'Tunisia': 'TUN',\n", " 'Turkey': 'TUR',\n", " 'Turkmenistan': 'TKM',\n", " 'Turks and Caicos Islands (the)': 'TCA',\n", " 'Tuvalu': 'TUV',\n", " 'Uganda': 'UGA',\n", " 'Ukraine': 'UKR',\n", " 'United Arab Emirates (the)': 'ARE',\n", " 'United Kingdom of Great Britain and Northern Ireland (the)': 'GBR',\n", " 'United States Minor Outlying Islands (the)\\u200a[ac]': 'UMI',\n", " 'United States of America (the)': 'USA',\n", " 'United States Virgin Islands – See Virgin Islands (U.S.).': 'United States Virgin Islands – See Virgin Islands (U.S.).',\n", " 'Uruguay': 'URY',\n", " 'Uzbekistan': 'UZB',\n", " 'Vanuatu': 'VUT',\n", " 'Vatican City – See Holy See, The.': 'Vatican City – See Holy See, The.',\n", " 'Venezuela (Bolivarian Republic of)': 'VEN',\n", " 'Viet Nam\\u200a[ae]': 'VNM',\n", " 'Virgin Islands (British)\\u200a[af]': 'VGB',\n", " 'Virgin Islands (U.S.)\\u200a[ag]': 'VIR',\n", " 'Wales – See United Kingdom, The.': 'Wales – See United Kingdom, The.',\n", " 'Wallis and Futuna': 'WLF',\n", " 'Western Sahara\\u200a[ah]': 'ESH',\n", " 'Yemen': 'YEM',\n", " 'Zambia': 'ZMB',\n", " 'Zimbabwe': 'ZWE',\n", " 'United States': 'USA',\n", " 'United Kingdom': 'GBR',\n", " 'Venezuela': 'VEN',\n", " 'Australia': 'AUS',\n", " 'Iran': 'IRN',\n", " 'France': 'FRA',\n", " 'Russia': 'RUS',\n", " 'Korea, North': 'PRK',\n", " 'Korea, South': 'KOR',\n", " 'Myanmar': 'MMR',\n", " 'Burma': 'MMR',\n", " 'Vietnam': 'VNM',\n", " 'Laos': 'LAO',\n", " 'Bolivia': 'BOL',\n", " 'Niger': 'NER',\n", " 'Sudan': 'SDN',\n", " 'Congo, Dem. Rep.': 'COD',\n", " 'Congo, Repub. of the': 'COG',\n", " 'Tanzania': 'TZA',\n", " 'Central African Rep.': 'CAF',\n", " \"Cote d'Ivoire\": 'CIV'}" ] }, "execution_count": 66, "metadata": {}, "output_type": "execute_result" } ], "source": [ "iso_mapping" ] }, { "cell_type": "code", "execution_count": 67, "metadata": {}, "outputs": [], "source": [ "df['ISO Code'] = df['Country'].map(iso_mapping)" ] }, { "cell_type": "code", "execution_count": 68, "metadata": {}, "outputs": [], "source": [ "df['Cluster'] = model.labels_" ] }, { "cell_type": "code", "execution_count": 69, "metadata": {}, "outputs": [ { "data": { "text/html": [ " \n", " " ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "application/vnd.plotly.v1+json": { "config": { "plotlyServerURL": "https://plot.ly" }, "data": [ { "coloraxis": "coloraxis", "geo": "geo", "hovertemplate": "%{hovertext}

ISO Code=%{location}
Cluster=%{z}", "hovertext": [ "Afghanistan", "Albania", "Algeria", "American Samoa", "Andorra", "Angola", "Anguilla", "Antigua & Barbuda", "Argentina", "Armenia", "Aruba", "Australia", "Austria", "Azerbaijan", "Bahamas, The", "Bahrain", "Bangladesh", "Barbados", "Belarus", "Belgium", "Belize", "Benin", "Bermuda", "Bhutan", "Bolivia", "Bosnia & Herzegovina", "Botswana", "Brazil", "British Virgin Is.", "Brunei", "Bulgaria", "Burkina Faso", "Burma", "Burundi", "Cambodia", "Cameroon", "Canada", "Cape Verde", "Cayman Islands", "Central African Rep.", "Chad", "Chile", "China", "Colombia", "Comoros", "Congo, Dem. Rep.", "Congo, Repub. of the", "Costa Rica", "Cote d'Ivoire", "Croatia", "Cuba", "Czech Republic", "Denmark", "Djibouti", "Dominica", "Dominican Republic", "Ecuador", "Egypt", "El Salvador", "Equatorial Guinea", "Eritrea", "Estonia", "Ethiopia", "Faroe Islands", "Fiji", "Finland", "France", "French Guiana", "French Polynesia", "Gabon", "Gambia, The", "Gaza Strip", "Georgia", "Germany", "Ghana", "Gibraltar", "Greece", "Greenland", "Grenada", "Guadeloupe", "Guam", "Guatemala", "Guinea", "Guinea-Bissau", "Guyana", "Haiti", "Honduras", "Hong Kong", "Hungary", "Iceland", "India", "Indonesia", "Iran", "Iraq", "Ireland", "Isle of Man", "Israel", "Italy", "Jamaica", "Japan", "Jersey", "Jordan", "Kazakhstan", "Kenya", "Kiribati", "Korea, North", "Korea, South", "Kuwait", "Kyrgyzstan", "Laos", "Latvia", "Lebanon", "Lesotho", "Liberia", "Libya", "Liechtenstein", "Lithuania", "Luxembourg", "Macau", "Macedonia", "Madagascar", "Malawi", "Malaysia", "Maldives", "Mali", "Malta", "Marshall Islands", "Martinique", "Mauritania", "Mauritius", "Mayotte", "Mexico", "Micronesia, Fed. St.", "Moldova", "Mongolia", "Montserrat", "Morocco", "Mozambique", "Namibia", "Nauru", "Nepal", "Netherlands", "Netherlands Antilles", "New Caledonia", "New Zealand", "Nicaragua", "Niger", "Nigeria", "N. Mariana Islands", "Norway", "Oman", "Pakistan", "Palau", "Panama", "Papua New Guinea", "Paraguay", "Peru", "Philippines", "Poland", "Portugal", "Puerto Rico", "Qatar", "Reunion", "Romania", "Russia", "Rwanda", "Saint Helena", "Saint Kitts & Nevis", "Saint Lucia", "St Pierre & Miquelon", "Saint Vincent and the Grenadines", "Samoa", "San Marino", "Sao Tome & Principe", "Saudi Arabia", "Senegal", "Seychelles", "Sierra Leone", "Singapore", "Slovakia", "Slovenia", "Solomon Islands", "Somalia", "South Africa", "Spain", "Sri Lanka", "Sudan", "Suriname", "Swaziland", "Sweden", "Switzerland", "Syria", "Taiwan", "Tajikistan", "Tanzania", "Thailand", "Togo", "Tonga", "Trinidad & Tobago", "Tunisia", "Turkey", "Turkmenistan", "Turks & Caicos Is", "Tuvalu", "Uganda", "Ukraine", "United Arab Emirates", "United Kingdom", "United States", "Uruguay", "Uzbekistan", "Vanuatu", "Venezuela", "Vietnam", "Virgin Islands", "Wallis and Futuna", "West Bank", "Western Sahara", "Yemen", "Zambia", "Zimbabwe" ], "locations": [ "AFG", "ALB", "DZA", "ASM", "AND", "AGO", "AIA", null, "ARG", "ARM", "ABW", "AUS", "AUT", "AZE", null, "BHR", "BGD", "BRB", "BLR", "BEL", "BLZ", "BEN", "BMU", "BTN", "BOL", null, "BWA", "BRA", null, null, "BGR", "BFA", "MMR", "BDI", "KHM", "CMR", "CAN", null, null, "CAF", "TCD", "CHL", "CHN", "COL", null, "COD", "COG", "CRI", "CIV", "HRV", "CUB", null, "DNK", "DJI", "DMA", null, "ECU", "EGY", "SLV", "GNQ", "ERI", "EST", "ETH", null, "FJI", "FIN", "FRA", "GUF", "PYF", "GAB", null, null, "GEO", "DEU", "GHA", "GIB", "GRC", "GRL", "GRD", "GLP", "GUM", "GTM", "GIN", "GNB", "GUY", "HTI", "HND", "HKG", "HUN", "ISL", "IND", "IDN", "IRN", "IRQ", "IRL", "IMN", "ISR", "ITA", "JAM", "JPN", "JEY", "JOR", "KAZ", "KEN", "KIR", "PRK", "KOR", "KWT", "KGZ", "LAO", "LVA", "LBN", "LSO", "LBR", "LBY", "LIE", "LTU", "LUX", null, null, "MDG", "MWI", "MYS", "MDV", "MLI", "MLT", null, "MTQ", "MRT", "MUS", "MYT", "MEX", null, null, "MNG", "MSR", "MAR", "MOZ", "NAM", "NRU", "NPL", null, null, "NCL", "NZL", "NIC", "NER", "NGA", null, "NOR", "OMN", "PAK", "PLW", "PAN", "PNG", "PRY", "PER", null, "POL", "PRT", "PRI", "QAT", null, "ROU", "RUS", "RWA", null, null, "LCA", null, "VCT", "WSM", "SMR", null, "SAU", "SEN", "SYC", "SLE", "SGP", "SVK", "SVN", "SLB", "SOM", "ZAF", "ESP", "LKA", "SDN", "SUR", null, "SWE", "CHE", null, null, "TJK", "TZA", "THA", "TGO", "TON", null, "TUN", "TUR", "TKM", null, "TUV", "UGA", "UKR", null, "GBR", "USA", "URY", "UZB", "VUT", "VEN", "VNM", null, "WLF", null, null, "YEM", "ZMB", "ZWE" ], "name": "", "type": "choropleth", "z": [ 1, 0, 0, 0, 2, 1, 0, 0, 0, 0, 2, 2, 2, 0, 0, 0, 0, 2, 2, 2, 0, 1, 2, 1, 0, 2, 1, 0, 2, 0, 2, 1, 0, 1, 0, 1, 2, 0, 2, 1, 1, 0, 0, 0, 1, 1, 1, 0, 1, 2, 0, 2, 2, 1, 0, 0, 0, 0, 0, 1, 1, 2, 1, 2, 0, 2, 2, 0, 0, 1, 1, 0, 0, 2, 1, 2, 2, 0, 0, 0, 0, 0, 1, 1, 0, 0, 0, 2, 2, 2, 0, 0, 0, 0, 2, 2, 2, 2, 0, 2, 2, 0, 0, 1, 0, 0, 2, 0, 0, 1, 2, 0, 1, 1, 0, 2, 2, 2, 2, 2, 1, 1, 0, 0, 1, 2, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 1, 1, 0, 1, 2, 0, 0, 2, 0, 1, 1, 0, 2, 0, 0, 0, 0, 0, 0, 0, 0, 2, 2, 0, 0, 0, 2, 0, 1, 0, 0, 0, 0, 0, 0, 2, 0, 0, 1, 0, 1, 2, 2, 2, 0, 1, 1, 2, 0, 1, 0, 1, 2, 2, 0, 2, 0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 2, 2, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1 ] } ], "layout": { "coloraxis": { "colorbar": { "title": { "text": "Cluster" } }, "colorscale": [ [ 0, "#30123b" ], [ 0.07142857142857142, "#4145ab" ], [ 0.14285714285714285, "#4675ed" ], [ 0.21428571428571427, "#39a2fc" ], [ 0.2857142857142857, "#1bcfd4" ], [ 0.35714285714285715, "#24eca6" ], [ 0.42857142857142855, "#61fc6c" ], [ 0.5, "#a4fc3b" ], [ 0.5714285714285714, "#d1e834" ], [ 0.6428571428571429, "#f3c63a" ], [ 0.7142857142857143, "#fe9b2d" ], [ 0.7857142857142857, "#f36315" ], [ 0.8571428571428571, "#d93806" ], [ 0.9285714285714286, "#b11901" ], [ 1, "#7a0402" ] ] }, "geo": { "center": {}, "domain": { "x": [ 0, 1 ], "y": [ 0, 1 ] } }, "legend": { "tracegroupgap": 0 }, "margin": { "t": 60 }, "template": { "data": { "bar": [ { "error_x": { "color": "#2a3f5f" }, "error_y": { "color": "#2a3f5f" }, "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "bar" } ], "barpolar": [ { "marker": { "line": { "color": "#E5ECF6", "width": 0.5 }, "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "barpolar" } ], "carpet": [ { "aaxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "baxis": { "endlinecolor": "#2a3f5f", "gridcolor": "white", "linecolor": "white", "minorgridcolor": "white", "startlinecolor": "#2a3f5f" }, "type": "carpet" } ], "choropleth": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "choropleth" } ], "contour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "contour" } ], "contourcarpet": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "contourcarpet" } ], "heatmap": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmap" } ], "heatmapgl": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "heatmapgl" } ], "histogram": [ { "marker": { "pattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 } }, "type": "histogram" } ], "histogram2d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2d" } ], "histogram2dcontour": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "histogram2dcontour" } ], "mesh3d": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "type": "mesh3d" } ], "parcoords": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "parcoords" } ], "pie": [ { "automargin": true, "type": "pie" } ], "scatter": [ { "fillpattern": { "fillmode": "overlay", "size": 10, "solidity": 0.2 }, "type": "scatter" } ], "scatter3d": [ { "line": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatter3d" } ], "scattercarpet": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattercarpet" } ], "scattergeo": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergeo" } ], "scattergl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattergl" } ], "scattermapbox": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scattermapbox" } ], "scatterpolar": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolar" } ], "scatterpolargl": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterpolargl" } ], "scatterternary": [ { "marker": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "type": "scatterternary" } ], "surface": [ { "colorbar": { "outlinewidth": 0, "ticks": "" }, "colorscale": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "type": "surface" } ], "table": [ { "cells": { "fill": { "color": "#EBF0F8" }, "line": { "color": "white" } }, "header": { "fill": { "color": "#C8D4E3" }, "line": { "color": "white" } }, "type": "table" } ] }, "layout": { "annotationdefaults": { "arrowcolor": "#2a3f5f", "arrowhead": 0, "arrowwidth": 1 }, "autotypenumbers": "strict", "coloraxis": { "colorbar": { "outlinewidth": 0, "ticks": "" } }, "colorscale": { "diverging": [ [ 0, "#8e0152" ], [ 0.1, "#c51b7d" ], [ 0.2, "#de77ae" ], [ 0.3, "#f1b6da" ], [ 0.4, "#fde0ef" ], [ 0.5, "#f7f7f7" ], [ 0.6, "#e6f5d0" ], [ 0.7, "#b8e186" ], [ 0.8, "#7fbc41" ], [ 0.9, "#4d9221" ], [ 1, "#276419" ] ], "sequential": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ], "sequentialminus": [ [ 0, "#0d0887" ], [ 0.1111111111111111, "#46039f" ], [ 0.2222222222222222, "#7201a8" ], [ 0.3333333333333333, "#9c179e" ], [ 0.4444444444444444, "#bd3786" ], [ 0.5555555555555556, "#d8576b" ], [ 0.6666666666666666, "#ed7953" ], [ 0.7777777777777778, "#fb9f3a" ], [ 0.8888888888888888, "#fdca26" ], [ 1, "#f0f921" ] ] }, "colorway": [ "#636efa", "#EF553B", "#00cc96", "#ab63fa", "#FFA15A", "#19d3f3", "#FF6692", "#B6E880", "#FF97FF", "#FECB52" ], "font": { "color": "#2a3f5f" }, "geo": { "bgcolor": "white", "lakecolor": "white", "landcolor": "#E5ECF6", "showlakes": true, "showland": true, "subunitcolor": "white" }, "hoverlabel": { "align": "left" }, "hovermode": "closest", "mapbox": { "style": "light" }, "paper_bgcolor": "white", "plot_bgcolor": "#E5ECF6", "polar": { "angularaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "radialaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "scene": { "xaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "yaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" }, "zaxis": { "backgroundcolor": "#E5ECF6", "gridcolor": "white", "gridwidth": 2, "linecolor": "white", "showbackground": true, "ticks": "", "zerolinecolor": "white" } }, "shapedefaults": { "line": { "color": "#2a3f5f" } }, "ternary": { "aaxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "baxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" }, "bgcolor": "#E5ECF6", "caxis": { "gridcolor": "white", "linecolor": "white", "ticks": "" } }, "title": { "x": 0.05 }, "xaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 }, "yaxis": { "automargin": true, "gridcolor": "white", "linecolor": "white", "ticks": "", "title": { "standoff": 15 }, "zerolinecolor": "white", "zerolinewidth": 2 } } } } }, "text/html": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import plotly.express as px\n", "\n", "fig = px.choropleth(df, locations=\"ISO Code\",\n", " color=\"Cluster\", # lifeExp is a column of gapminder\n", " hover_name=\"Country\", # column to add to hover information\n", " color_continuous_scale='Turbo'\n", " )\n", "fig.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "---" ] } ], "metadata": { "anaconda-cloud": {}, "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": "3.9.13" } }, "nbformat": 4, "nbformat_minor": 1 }