{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.6.5" }, "colab": { "name": "01-explore-data.ipynb", "provenance": [] } }, "cells": [ { "cell_type": "markdown", "metadata": { "id": "OsjvyRyVU3_G", "colab_type": "text" }, "source": [ "# Understanding the data\n", "\n", "In this first part, we load the data and perform some initial exploration on it. The main goal of this step is to acquire some basic knowledge about the data, how the various features are distributed, if there are missing values in it and so on." ] }, { "cell_type": "code", "metadata": { "id": "_wmNcEoRU3_K", "colab_type": "code", "colab": {} }, "source": [ "### imports\n", "import pandas as pd\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "%matplotlib inline\n", "\n", "# load hourly data\n", "hourly_data = pd.read_csv('https://raw.githubusercontent.com/PacktWorkshops/The-Data-Analysis-Workshop/master/Chapter01/data/hour.csv')" ], "execution_count": 0, "outputs": [] }, { "cell_type": "markdown", "metadata": { "id": "qDc53XA2U3_P", "colab_type": "text" }, "source": [ "Check data format, number of missing values in the data and general statistics:" ] }, { "cell_type": "code", "metadata": { "id": "9QFrElsEU3_Q", "colab_type": "code", "colab": {}, "outputId": "6fda5579-55de-478b-a00d-ede2cfecd346" }, "source": [ "# print some generic statistics about the data\n", "print(f\"Shape of data: {hourly_data.shape}\")\n", "print(f\"Number of missing values in the data: {hourly_data.isnull().sum().sum()}\")\n", "\n", "# get statistics on the numerical columns\n", "hourly_data.describe().T" ], "execution_count": 0, "outputs": [ { "output_type": "stream", "text": [ "Shape of data: (17379, 17)\n", "Number of missing values in the data: 0\n" ], "name": "stdout" }, { "output_type": "execute_result", "data": { "text/html": [ "
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countmeanstdmin25%50%75%max
instant17379.08690.0000005017.0295001.004345.50008690.000013034.500017379.0000
season17379.02.5016401.1069181.002.00003.00003.00004.0000
yr17379.00.5025610.5000080.000.00001.00001.00001.0000
mnth17379.06.5377753.4387761.004.00007.000010.000012.0000
hr17379.011.5467526.9144050.006.000012.000018.000023.0000
holiday17379.00.0287700.1671650.000.00000.00000.00001.0000
weekday17379.03.0036832.0057710.001.00003.00005.00006.0000
workingday17379.00.6827210.4654310.000.00001.00001.00001.0000
weathersit17379.01.4252830.6393571.001.00001.00002.00004.0000
temp17379.00.4969870.1925560.020.34000.50000.66001.0000
atemp17379.00.4757750.1718500.000.33330.48480.62121.0000
hum17379.00.6272290.1929300.000.48000.63000.78001.0000
windspeed17379.00.1900980.1223400.000.10450.19400.25370.8507
casual17379.035.67621849.3050300.004.000017.000048.0000367.0000
registered17379.0153.786869151.3572860.0034.0000115.0000220.0000886.0000
cnt17379.0189.463088181.3875991.0040.0000142.0000281.0000977.0000
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" ], "text/plain": [ " count mean std min 25% 50% \\\n", "instant 17379.0 8690.000000 5017.029500 1.00 4345.5000 8690.0000 \n", "season 17379.0 2.501640 1.106918 1.00 2.0000 3.0000 \n", "yr 17379.0 0.502561 0.500008 0.00 0.0000 1.0000 \n", "mnth 17379.0 6.537775 3.438776 1.00 4.0000 7.0000 \n", "hr 17379.0 11.546752 6.914405 0.00 6.0000 12.0000 \n", "holiday 17379.0 0.028770 0.167165 0.00 0.0000 0.0000 \n", "weekday 17379.0 3.003683 2.005771 0.00 1.0000 3.0000 \n", "workingday 17379.0 0.682721 0.465431 0.00 0.0000 1.0000 \n", "weathersit 17379.0 1.425283 0.639357 1.00 1.0000 1.0000 \n", "temp 17379.0 0.496987 0.192556 0.02 0.3400 0.5000 \n", "atemp 17379.0 0.475775 0.171850 0.00 0.3333 0.4848 \n", "hum 17379.0 0.627229 0.192930 0.00 0.4800 0.6300 \n", "windspeed 17379.0 0.190098 0.122340 0.00 0.1045 0.1940 \n", "casual 17379.0 35.676218 49.305030 0.00 4.0000 17.0000 \n", "registered 17379.0 153.786869 151.357286 0.00 34.0000 115.0000 \n", "cnt 17379.0 189.463088 181.387599 1.00 40.0000 142.0000 \n", "\n", " 75% max \n", "instant 13034.5000 17379.0000 \n", "season 3.0000 4.0000 \n", "yr 1.0000 1.0000 \n", "mnth 10.0000 12.0000 \n", "hr 18.0000 23.0000 \n", "holiday 0.0000 1.0000 \n", "weekday 5.0000 6.0000 \n", "workingday 1.0000 1.0000 \n", "weathersit 2.0000 4.0000 \n", "temp 0.6600 1.0000 \n", "atemp 0.6212 1.0000 \n", "hum 0.7800 1.0000 \n", "windspeed 0.2537 0.8507 \n", "casual 48.0000 367.0000 \n", "registered 220.0000 886.0000 \n", "cnt 281.0000 977.0000 " ] }, "metadata": { "tags": [] }, "execution_count": 2 } ] }, { "cell_type": "code", "metadata": { "id": "7gGtv-TzU3_W", "colab_type": "code", "colab": {}, "outputId": "8a79860f-0a5c-435a-c84f-859bdebf07d2" }, "source": [ "# create a copy of the original data\n", "preprocessed_data = hourly_data.copy()\n", "\n", "# tranform seasons\n", "seasons_mapping = {1: 'winter', 2: 'spring', 3: 'summer', 4: 'fall'}\n", "preprocessed_data['season'] = preprocessed_data['season'].apply(lambda x: seasons_mapping[x])\n", "\n", "# transform yr\n", "yr_mapping = {0: 2011, 1: 2012}\n", "preprocessed_data['yr'] = preprocessed_data['yr'].apply(lambda x: yr_mapping[x])\n", "\n", "# transform weekday\n", "weekday_mapping = {0: 'Sunday', 1: 'Monday', 2: 'Tuesday', 3: 'Wednesday', 4: 'Thursday', 5: 'Friday', 6: 'Saturday'}\n", "preprocessed_data['weekday'] = preprocessed_data['weekday'].apply(lambda x: weekday_mapping[x])\n", "\n", "# transform weathersit\n", "weather_mapping = {1: 'clear', 2: 'cloudy', 3: 'light_rain_snow', 4: 'heavy_rain_snow'}\n", "preprocessed_data['weathersit'] = preprocessed_data['weathersit'].apply(lambda x: weather_mapping[x]) \n", "\n", "# transorm hum and windspeed\n", "preprocessed_data['hum'] = preprocessed_data['hum']*100\n", "preprocessed_data['windspeed'] = preprocessed_data['windspeed']*67\n", "\n", "# visualize preprocessed columns\n", "cols = ['season', 'yr', 'weekday', 'weathersit', 'hum', 'windspeed']\n", "preprocessed_data[cols].sample(10, random_state=123)" ], "execution_count": 0, "outputs": [ { "output_type": "execute_result", "data": { "text/html": [ "
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seasonyrweekdayweathersithumwindspeed
5792summer2011Saturdayclear74.08.9981
7823fall2011Sundayclear43.031.0009
15426fall2012Tuesdaycloudy77.06.0032
15028fall2012Sundayclear51.022.0028
12290spring2012Fridaycloudy89.012.9980
3262spring2011Fridayclear64.07.0015
10763spring2012Thursdayclear42.023.9994
12384spring2012Tuesdaylight_rain_snow82.011.0014
6051summer2011Wednesdayclear52.019.0012
948winter2011Saturdayclear80.00.0000
\n", "
" ], "text/plain": [ " season yr weekday weathersit hum windspeed\n", "5792 summer 2011 Saturday clear 74.0 8.9981\n", "7823 fall 2011 Sunday clear 43.0 31.0009\n", "15426 fall 2012 Tuesday cloudy 77.0 6.0032\n", "15028 fall 2012 Sunday clear 51.0 22.0028\n", "12290 spring 2012 Friday cloudy 89.0 12.9980\n", "3262 spring 2011 Friday clear 64.0 7.0015\n", "10763 spring 2012 Thursday clear 42.0 23.9994\n", "12384 spring 2012 Tuesday light_rain_snow 82.0 11.0014\n", "6051 summer 2011 Wednesday clear 52.0 19.0012\n", "948 winter 2011 Saturday clear 80.0 0.0000" ] }, "metadata": { "tags": [] }, "execution_count": 3 } ] }, { "cell_type": "markdown", "metadata": { "id": "KG1KtmxEU3_Z", "colab_type": "text" }, "source": [ "### Registered vs casual use analysis" ] }, { "cell_type": "code", "metadata": { "id": "UqkzCcSgU3_a", "colab_type": "code", "colab": {} }, "source": [ "# assert that total numer of rides is equal to the sum of registered and casual ones\n", "assert (preprocessed_data.casual + preprocessed_data.registered == preprocessed_data.cnt).all(), \\\n", "'Sum of casual and registered rides not equal to total number of rides'" ], "execution_count": 0, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "_Iaalx50U3_e", "colab_type": "code", "colab": {}, "outputId": "dffb1468-42ba-4e31-b55e-24fb1191260f" }, "source": [ "# plot distributions of registered vs casual rides\n", "sns.distplot(preprocessed_data['registered'], label='registered')\n", "sns.distplot(preprocessed_data['casual'], label='casual')\n", "plt.legend()\n", "plt.xlabel('rides')\n", "plt.ylabel(\"frequency\")\n", "plt.title(\"Rides distributions\")\n", "plt.savefig('figs/rides_distributions.png', format='png')" ], "execution_count": 0, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "id": "Dggr9hCUU3_h", "colab_type": "code", "colab": {}, "outputId": "ab4dd60e-3770-406b-b599-cfc63ef36da9" }, "source": [ "# plot evolution of rides over time\n", "plot_data = preprocessed_data[['registered', 'casual', 'dteday']]\n", "ax = plot_data.groupby('dteday').sum().plot(figsize=(10,6))\n", "ax.set_xlabel(\"time\");\n", "ax.set_ylabel(\"number of rides per day\");\n", "\n", "plt.savefig('figs/rides_daily.png', format='png')" ], "execution_count": 0, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "id": "O7FQzVXsU3_n", "colab_type": "code", "colab": {}, "outputId": "fc4a0e32-9844-4521-b9d5-0362b059498a" }, "source": [ "# create new dataframe with necessary for plotting columns, and \n", "# obtain number of rides per day, by grouping over each day\n", "plot_data = preprocessed_data[['registered', 'casual', 'dteday']]\n", "plot_data = plot_data.groupby('dteday').sum()\n", "\n", "# define window for computing the rolling mean and standard deviation\n", "window = 7\n", "rolling_means = plot_data.rolling(window).mean()\n", "rolling_deviations = plot_data.rolling(window).std()\n", "\n", "# create a plot of the series, where we first plot the series of rolling means, \n", "# then we color the zone between the series of rolling means \n", "# +- 2 rolling standard deviations\n", "ax = rolling_means.plot(figsize=(10,6))\n", "ax.fill_between(rolling_means.index, \\\n", " rolling_means['registered'] + 2*rolling_deviations['registered'], \\\n", " rolling_means['registered'] - 2*rolling_deviations['registered'], \\\n", " alpha = 0.2)\n", "ax.fill_between(rolling_means.index, \\\n", " rolling_means['casual'] + 2*rolling_deviations['casual'], \\\n", " rolling_means['casual'] - 2*rolling_deviations['casual'], \\\n", " alpha = 0.2)\n", "ax.set_xlabel(\"time\");\n", "ax.set_ylabel(\"number of rides per day\");\n", "plt.savefig('figs/rides_aggregated.png', format='png')" ], "execution_count": 0, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "id": "4dbn7xG8U3_r", "colab_type": "code", "colab": {}, "outputId": "87692c7b-cb9d-45f2-e818-d4c0db2aa3fa" }, "source": [ "# select relevant columns\n", "plot_data = preprocessed_data[['hr', 'weekday', 'registered', 'casual']]\n", "\n", "# transform the data into a format, in number of entries are computed as count,\n", "# for each distinct hr, weekday and type (registered or casual)\n", "plot_data = plot_data.melt(id_vars=['hr', 'weekday'], var_name='type', value_name='count')\n", "\n", "# create FacetGrid object, in which a grid plot is produced. \n", "# As columns, we have the various days of the week,\n", "# as rows, the different types (registered and casual)\n", "grid = sns.FacetGrid(plot_data, row='weekday', col='type', height=2.5,\\\n", " aspect=2.5, row_order=['Monday', 'Tuesday', \\\n", " 'Wednesday', 'Thursday', 'Friday', 'Saturday', 'Sunday'])\n", "\n", "# populate the FacetGrid with the specific plots\n", "grid.map(sns.barplot, 'hr', 'count', alpha=0.5)\n", "grid.savefig('figs/weekday_hour_distributions.png', format='png')" ], "execution_count": 0, "outputs": [ { "output_type": "stream", "text": [ "/Users/kosta/projects/packt-book/book-env/lib/python3.6/site-packages/seaborn/axisgrid.py:715: UserWarning: Using the barplot function without specifying `order` is likely to produce an incorrect plot.\n", " warnings.warn(warning)\n" ], "name": "stderr" }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "id": "XTZ1VRjUU3_v", "colab_type": "code", "colab": {}, "outputId": "0b350047-2f6e-4dfa-8a33-a84156ca9673" }, "source": [ "# select subset of the data\n", "plot_data = preprocessed_data[['hr', 'season', 'registered', 'casual']]\n", "\n", "# unpivot data from wide to long format\n", "plot_data = plot_data.melt(id_vars=['hr', 'season'], var_name='type', \\\n", " value_name='count')\n", "\n", "# define FacetGrid\n", "grid = sns.FacetGrid(plot_data, row='season', \\\n", " col='type', height=2.5, aspect=2.5, \\\n", " row_order=['winter', 'spring', 'summer', 'fall'])\n", "\n", "# apply plotting function to each element in the grid\n", "grid.map(sns.barplot, 'hr', 'count', alpha=0.5)\n", "\n", "# save figure\n", "grid.savefig('figs/exercise_1_02_a.png', format='png')" ], "execution_count": 0, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "id": "Ex9rqsOsU3_y", "colab_type": "code", "colab": {}, "outputId": "dc70b067-4881-47ab-bb2d-bd8796a7243e" }, "source": [ "plot_data = preprocessed_data[['weekday', 'season', 'registered', 'casual']]\n", "plot_data = plot_data.melt(id_vars=['weekday', 'season'], var_name='type', value_name='count')\n", "\n", "grid = sns.FacetGrid(plot_data, row='season', col='type', height=2.5, aspect=2.5, \n", " row_order=['winter', 'spring', 'summer', 'fall'])\n", "grid.map(sns.barplot, 'weekday', 'count', alpha=0.5, \n", " order=['Monday', 'Tuesday', 'Wednesday', 'Thursday', 'Friday', 'Saturday', 'Sunday'])\n", "\n", "# save figure\n", "grid.savefig('figs/exercise_1_02_b.png', format='png')" ], "execution_count": 0, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "id": "XzXEvDCaU3_2", "colab_type": "code", "colab": {}, "outputId": "92d70fef-cae0-4a29-8670-f891c1e78f92" }, "source": [ "# compute population mean of registered rides\n", "population_mean = preprocessed_data.registered.mean()\n", "\n", "# get sample of the data (summer 2011)\n", "sample = preprocessed_data[(preprocessed_data.season == \"summer\") &\\\n", " (preprocessed_data.yr == 2011)].registered\n", "\n", "# perform t-test and compute p-value\n", "from scipy.stats import ttest_1samp\n", "test_result = ttest_1samp(sample, population_mean)\n", "print(f\"Test statistic: {test_result[0]:.03f}, p-value: {test_result[1]:.03f}\")\n", "\n", "# get sample as 5% of the full data\n", "import random\n", "random.seed(111)\n", "sample_unbiased = preprocessed_data.registered.sample(frac=0.05)\n", "test_result_unbiased = ttest_1samp(sample_unbiased, population_mean)\n", "print(f\"Unbiased test statistic: {test_result_unbiased[0]:.03f}, p-value: {test_result_unbiased[1]:.03f}\")" ], "execution_count": 0, "outputs": [ { "output_type": "stream", "text": [ "Test statistic: -3.492, p-value: 0.000\n", "Unbiased test statistic: -0.460, p-value: 0.645\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "id": "KhUyw3fnU3_5", "colab_type": "code", "colab": {}, "outputId": "b526654e-0da9-461e-a5f0-aca11edfea99" }, "source": [ "# define mask, indicating if the day is weekend or work day\n", "weekend_days = ['Saturday', 'Sunday']\n", "weekend_mask = preprocessed_data.weekday.isin(weekend_days)\n", "workingdays_mask = ~preprocessed_data.weekday.isin(weekend_days)\n", "\n", "# select registered rides for the weekend and working days\n", "weekend_data = preprocessed_data.registered[weekend_mask]\n", "workingdays_data = preprocessed_data.registered[workingdays_mask]\n", "\n", "# perform ttest\n", "from scipy.stats import ttest_ind\n", "test_res = ttest_ind(weekend_data, workingdays_data)\n", "print(f\"Statistic value: {test_res[0]:.03f}, p-value: {test_res[1]:.03f}\")\n", "\n", "# plot distributions of registered rides for working vs weekend days\n", "sns.distplot(weekend_data, label='weekend days')\n", "sns.distplot(workingdays_data, label='working days')\n", "plt.legend()\n", "plt.xlabel('rides')\n", "plt.ylabel('frequency')\n", "plt.title(\"Registered rides distributions\")\n", "plt.savefig('figs/exercise_1_04_a.png', format='png')" ], "execution_count": 0, "outputs": [ { "output_type": "stream", "text": [ "Statistic value: -16.004, p-value: 0.000\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "id": "VWjmoFniU3_8", "colab_type": "code", "colab": {}, "outputId": "6bfb9d8a-b359-4590-9c8b-c50f118e4046" }, "source": [ "# select casual rides for the weekend and working days\n", "weekend_data = preprocessed_data.casual[weekend_mask]\n", "workingdays_data = preprocessed_data.casual[workingdays_mask]\n", "\n", "# perform ttest\n", "test_res = ttest_ind(weekend_data, workingdays_data)\n", "print(f\"Statistic value: {test_res[0]:.03f}, p-value: {test_res[1]:.03f}\")\n", "\n", "# plot distributions of casual rides for working vs weekend days\n", "sns.distplot(weekend_data, label='weekend days')\n", "sns.distplot(workingdays_data, label='working days')\n", "plt.legend()\n", "plt.xlabel('rides')\n", "plt.ylabel('frequency')\n", "plt.title(\"Casual rides distributions\")\n", "plt.savefig('figs/exercise_1_04_b.png', format='png')" ], "execution_count": 0, "outputs": [ { "output_type": "stream", "text": [ "Statistic value: 41.077, p-value: 0.000\n" ], "name": "stdout" }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "55XrZ6oSU4AA", "colab_type": "text" }, "source": [ "# Analysis of weather related features" ] }, { "cell_type": "code", "metadata": { "id": "nVxH1J-FU4AB", "colab_type": "code", "colab": {} }, "source": [ "def plot_correlations(data, col):\n", " # get correlation between col and registered rides\n", " corr_r = np.corrcoef(data[col], data[\"registered\"])[0,1]\n", " ax = sns.regplot(x=col, y=\"registered\", data=data, scatter_kws={\"alpha\":0.05}, \n", " label=f\"Registered rides (correlation: {corr_r:.3f})\")\n", " \n", " # get correlation between col and casual rides\n", " corr_c = np.corrcoef(data[col], data[\"casual\"])[0,1]\n", " ax = sns.regplot(x=col, y='casual', data=data, scatter_kws={\"alpha\":0.05}, \n", " label=f\"Casual rides (correlation: {corr_c:.3f})\")\n", " \n", " #adjust legend alpha\n", " legend = ax.legend()\n", " for lh in legend.legendHandles: \n", " lh.set_alpha(0.5)\n", " \n", " ax.set_ylabel(\"rides\")\n", " ax.set_title(f\"Correlation between rides and {col}\")\n", " return ax" ], "execution_count": 0, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "kPCKWQW_U4AD", "colab_type": "code", "colab": {}, "outputId": "7445c2d0-5e60-48a4-ec70-15487b693530" }, "source": [ "plt.figure(figsize=(10,8))\n", "ax = plot_correlations(preprocessed_data, 'temp')\n", "plt.savefig('figs/correlation_temp.png', format='png')" ], "execution_count": 0, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "id": "52-MlxvpU4AG", "colab_type": "code", "colab": {}, "outputId": "a6fb25e6-24e5-478c-d91a-db2ef82c67c7" }, "source": [ "plt.figure(figsize=(10,8))\n", "ax = plot_correlations(preprocessed_data, 'atemp')\n", "plt.savefig('figs/correlation_atemp.png', format='png')" ], "execution_count": 0, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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/973v1Z7naa21bm9v77O/yLHHHqvXrl2rtdb6T3/6k/7gBz9YOm7RokXacRyttdZXXHGF/tnPflZq68ADD9Td3d36xhtv1J/4xCe01lqvXr1am6ap//KXvwwY4/7776+/9a1vlV4X+5HNZvX06dP12rVrted5+swzz9SLFi0KPedFF12kf/7zn2uttc7n8zqTyQw433777ac7Ozu11lqvWbNGH3jggXrr1q1aa623bdumtdZ68eLF+pZbbtFaa33zzTfrU089ddCxX3PNNXrevHml8/zoRz/SX/va17TWWudyOT1//nz9+uuv67///e961qxZWmut0+m0zmazWmut165dq4v33sMPP1waX//XF110kb722mu11lr/8Y9/1K2traXzH3nkkTqXy+mtW7fqSZMmadu2tdZaf/jDH9YbN24cMP7GxsbS357n9XndmzfffFPPmTNHJxIJ/YMf/KDPvhNOOEE3NTXpj3zkI6W50FrrK6+8Uk+fPl3PmjVLb9mypbT95z//ub7ooosGPc+ufM4EQRAEH2CFLqNpJrSF7IE1m2lMRGhMRDCUKv39wJrNQ2o3m83S1tbGXnvtxebNmzn++OMBWL58OcuXL2fu3LnMmzePl19+mVdeeYUnn3ySU089lXg8Tn19PaeccsqANhsbG4nH45x33nn8+te/JplMDjimu7ubp556ijPPPJO2tjY+/elPs2nTptL+M888E9M0S325/vrraWtrY+HCheRyOd58800ee+wxPvrRjwLQ0tJCS0tL2XH+8z//84BtL7/8MgcccAAHHnggSqlSW2HnPPLII/nmN7/Jt771Ld544w0SicSAdrdv3059fT0ADz30EGeeeSZTpkwBYNKkSQA8/fTTnH322QB87GMf44knnhh07ABLliwpnWf58uXcdttttLW1cfjhh7Nt27YBVrpCocAFF1zAnDlzOPPMM3fKTfzEE0+UrHfHHnss27ZtK8XALVq0iFgsxpQpU5g6dSqbN/v33O9+9zv23nvv0HaVUmUD6/fdd1+ef/55Xn31VW699dZSuwC///3v2bRpE/l8noceeqi0/Rvf+Abr16/nnHPO4Qc/+EFp+9SpU0suT0EQBKG2TGhBtnFHlvp431Rs9XGLjTsGd9PtLMUYsjfeeAOtdSmGTGvNFVdcwapVq1i1ahWvvvoq55133k61aVkWzzzzDGeccQb3338/J5100oBjPM+jqamp1P6qVat46aWXSvtTqVTpb601v/rVr0rHvfnmm8ycOXOXxtm7vZ2h3DnPPvts7rvvPhKJBCeffHIfsVDEsqw+LrhdpX9f+8/F97///VK//v73v3PCCSf0Of6mm25izz33ZPXq1axYsQLbtqvuC1ByLYK/CKRSLNuee+5ZEtebNm1i6tSpocfvvffezJ49m8cff7zP9ng8zqmnnlpyF/fmnHPO4Ve/+lXpdS6XG1QcC4IgCMPPhBZk+zQl6Mr1fRB25Rz2aRqeh1AymeQ//uM/uPHGG3EchxNPPJH/+Z//obu7G4CNGzeyZcsWPvCBD/Cb3/yGXC5Hd3f3oHE73d3ddHR0cPLJJ3PTTTexevVqAOrr6+nq6gL8eKADDjigFLCttS4d158TTzyR73//+/gWVHjuuecAOProo0tB6mvWrCnFPe0sBx98MOvWreO1114D4I477qh4ztdff513vetdXHzxxZx66qmDnvOggw7i9ddfB3xr01133cW2bdsA33oG8P73v58777wT8GPOFixYsFN9PvHEE/nhD39IoVAAYO3ataTT6T7HdHR0MG3aNAzD4Gc/+1lplWLv+e/PggULuP322wF/temUKVOqXpSwZMkSbr31VgBuvfXWPvF0RTZs2FCK+Wtvb+eJJ57goIMOoru7uyTmHMfht7/9LQcffDBAH0vgvffeW9penIdKq0wFQRCE4WFCC7KTZu9JR7ZAR7aAp3Xp75Nm7zls55g7dy4tLS3ccccdnHDCCZx99tkceeSRzJkzhzPOOIOuri4OPfRQlixZQktLCx/+8IeZM2cOjY2Nfdrp6upi8eLFtLS0cNRRR/Gd73wHgLPOOotvf/vbzJ07l9dee43bb7+dm2++uZTiYDBLCPjpDgqFAi0tLcyaNYurrroKgM985jN0d3czc+ZMrr76aubPn79L443H4/z4xz9m0aJFzJs3r48lp9w5f/nLXzJ79mza2tpYs2YNH//4xwe0u2jRIh555BEAZs2axZe//GWOOeYYWltb+dd//VcAvv/97/PTn/6UlpYWfvazn/G9731vp/p8/vnn8773vY958+Yxe/ZsPv3pTw+wWH32s5/l1ltvpbW1lZdffrlkYWtpacE0TVpbW7npppv6vOfaa6/l2WefpaWlhcsvv7wkqMI4+eSTB3UTXn755fzhD3/gwAMP5MEHH+Tyyy8H/DQb559/PgAvvfQShx9+OK2trRxzzDFccsklzJkzh3Q6Xbq/2tramDp1KhdeeGGp3dmzZ9PS0sLy5cv7zNnDDz/MokWLdmoOBUEQhKGhitaK3ZFDDjlE98+R9dJLL+2S6+2lTR08sGYzG3dk2acpwUmz92TmtMbKbxxmuru7qaurI5PJcPTRR/PjH/+YefPmjXg/xiqbNm3i4x//OH/4wx9GuysTgs2bN3P22Wfzxz/+cdD9u/o5E8YGGduhPZ0n72hilqI5FSMZHXcV9ARhzKKUelZrfchg+yb8J3HmtMZREWD9+dSnPsWLL75ILpdj6dKlIsb6MW3aNC644AI6OzuHnItMqMybb77JjTfeONrdEIaRjO2waUeWqGWSipnYjsemHVmmNSVElAnCGEA+hWOE3slFhcH5p3/6p9HuwoTh0EMPHe0uCMNMezpP1DKJWn6kSvF3ezovgkwQxgATOoZMEARhopB3dEmEFYlaBnln9w1bEYTxhHwtEgRBmADELEUm7+BqjedpDENhKkXMGlqx+ILrkbUdHA8sAxJRi4gp3/UFYVeRT40gCMIEoC4eoT2dxy54WKaBXfBoT+epi0eqbrPgenTlCmgUUctAo+jKFSi41ecMFISJiljIBEEQJgAK2Ls5SWfWJmM7RE3F3nVJivaxaixdWdvBNAxMw2/F/22QtR0iiWhNxyMI4w0RZIIgCBMAx/OtZP0tYrbjlSxdpmEQtRSup+nKFaiPR0JFmeNBtJ/L0zQUtsSlCcIuIy7LGvD2229z1lln8e53v5v58+dz8skns3bt2pqf95FHHmHx4sUVj3vrrbc444wzBt23cOFC+ud2q4Z77rmH6667bsjt7Arnnnsuy5YtCz3mlltu6ZN49fzzz9+pupS7yq233sqBBx7IgQceWDEh7I033ohSinfeeQfwr2NjYyNtbW20tbUNmEfXdZk7d26fa33WWWcNqL8pCL2xDHC9vkLJ9TSWMbilyzR8S1e1bQqCsGuIheztNfDSb6BjPTTuCzNPgb2qLxejteb0009n6dKlpTI+q1evZvPmzbz3ve8drl5XjeM47L333hWFy1C54YYbuO+++4bUhtYarTWG0fPf3XXdPkXCd5VbbrmF2bNnlwp4//d///eQ+jgY27dv56tf/SorVqxAKcX8+fNZsmQJzc3NA45dv349y5cvZ7/99uuzfcGCBYOW0AL43ve+x8yZM0uFysGvsHDDDTfwk5/8ZHgHI4wbElGLrlwB8IWX62lcz6M+HqEr51Rl6QprUxCEXWNif495ew089X3I7oCGffzfT33f314lDz/8MJFIpFSaBqC1tZUFCxbQ3d3Ncccdx7x585gzZ06prFE6nWbRokW0trYye/ZsfvGLXwAwY8aMktVkxYoVLFy4EIBnnnmGI488krlz5/L+97+fv/3tb6F9uuWWW1iyZAnHHnssxx13HOvWrSvVKMxms5x11lnMnDmT008/vVQLEWD58uUceeSRzJs3jzPPPLNUg/Pyyy/nfe97Hy0tLVxyySUDzrd27VpisRhTpkwB/Kzvp59+Oq2trbS2tvLUU08B8J3vfIfZs2cze/Zsvvvd7wKwbt06DjroID7+8Y8ze/Zs1q9fT11dHV/84hdpbW3l6aef5tlnn+WYY45h/vz5nHjiiaU6jb257rrrOPTQQ5k9ezaf+tSn0FqzbNkyVqxYwTnnnENbWxvZbLaPRfCOO+5gzpw5zJ49m8suu6zUVl1dHV/+8pdpbW3liCOOYPPmzaHz/fvf/57jjz+eSZMm0dzczPHHH88DDzww6LH/8i//wg033IBSO7fSbcOGDfz2t78tlUsqsmDBAh588MGKRcqFiUvENKiPR1BobMdDoUsuyWotXWFtCoKwa0zsT81Lv4F4EySaQBn+73iTv71K1qxZU7b+Yzwe5+6772blypU8/PDDfPGLX0RrzQMPPMDee+/N6tWrWbNmDSeddFLoOQ4++GAef/xxnnvuOa677jquvPLKiv1auXIly5Yt49FHH+2z/Yc//CHJZJKXXnqJr371qzz77LMAvPPOO3z961/nwQcfZOXKlRxyyCF85zvfYdu2bdx999288MILPP/883zlK18ZcK4nn3yyT6WBiy++mGOOOYbVq1ezcuVKZs2axbPPPstPf/pT/vznP/OnP/2Jn/zkJ6Vi46+88gqf/exneeGFF9h///1Jp9McfvjhrF69msMPP5zPfe5zLFu2jGeffZZPfvKTfPnLXx7Qh4suuoi//OUvrFmzhmw2y/33388ZZ5zBIYccwu23386qVatIJHqKyL/11ltcdtllPPTQQ6xatYq//OUv3HPPPYAvmI844ghWr17N0UcfXbJC3XfffVx99dUDzr1x40b23Xff0uvp06ezcePGAcfde++97LPPPrS2tg7Y9/TTT9Pa2sqHP/xhXnjhhdL2L3zhC9xwww19rIYAhmHwnve8p2wxeUEIIxG1cD2vJMqKlq7ETiSMjZgGDYkok1JRGhJREWOCUCUT22XZsd63jPUm3uBvrwFaa6688koee+wxDMNg48aNbN68mTlz5vDFL36Ryy67jMWLF7NgwYLwbnd0sHTpUl555RWUUhQKhYrnLlps+vPYY49x8cUXA36h7JaWFgD+9Kc/8eKLL/KBD3wAANu2OfLII2lsbCQej3PeeeexePHiQWPWNm3axB577FF6/dBDD3HbbbcBYJomjY2NPPHEE5x++umlIt3/8A//wOOPP86SJUvYf//9OeKII0rvN02Tf/zHfwTgb3/7G2vWrOH4448HfBfmtGnTBvTh4Ycf5oYbbiCTybB9+3ZmzZrFKaecUnZ+/vKXv7Bw4cJSv8855xwee+wxTjvtNKLRaGmc8+fPL9XTXLJkCUuWLCnbZhiZTIZvfvObLF++fMC+efPm8cYbb1BXV8fvfvc7TjvtNF555RXuv/9+pk6dyvz580uF1nszdepU3nrrrV0uCC/UlrGSp6vgemxP5yk4HhqFQpMtuExKxUqWrqztYDu+ZUwsXYIwskzsT1vjvpDr7Lst1+lvr5Ki9Wcwbr/9drZu3cqzzz7LqlWr2HPPPcnlcrz3ve9l5cqVzJkzh6985SulIG7LsvA8P59PLpcrtXPVVVfxwQ9+kDVr1vCb3/ymz75yFIXPzqK15vjjj2fVqlWsWrWKF198kZtvvhnLsnjmmWc444wzuP/++we15iUSiZ3q0872NR6Pl+LGtNbMmjWr1K+//vWvA0RNLpfjs5/9LMuWLeOvf/0rF1xwwZD6E4lESi5F0zQrugX32Wcf1q/vEfUbNmxgn336Cv/XXnuNv//977S2tjJjxgw2bNjAvHnzePvtt2loaKCurg6Ak08+mUKhwDvvvMOTTz7Jfffdx4wZMzjrrLN46KGH+OhHP9pn3L2tfsLoM5bydHVmbbK2i2EYRC0DwzDI2i6dWRsQS5cgjDYT+xM38xTI7fBjx7Tn/87t8LdXybHHHks+n+fHP/5xadvzzz/P448/TkdHB1OnTiUSifDwww/zxhtvAL67LJlM8tGPfpRLL72UlStXAn4MWVHc/epXvyq119HRUXrA33LLLVX3FeDoo48u1dFcs2YNzz//PABHHHEETz75JK+++irgu+3Wrl1Ld3c3HR0dnHzyydx0002DushmzpxZeh/Acccdxw9/+EPAt2h1dL6AEQAAACAASURBVHSwYMEC7rnnHjKZDOl0mrvvvruiZRDgoIMOYuvWrTz99NMAFAqFPi496BGvU6ZMobu7u88Chvr6erq6uga0e9hhh/Hoo4/yzjvv4Loud9xxB8ccc0zF/gzGiSeeyPLly2lvb6e9vZ3ly5dz4okn9jlmzpw5bNmyhXXr1rFu3TqmT5/OypUr2WuvvXj77bfR2ncdPfPMM3iex+TJk/m3f/s3NmzYwLp167jzzjs59thj+fnPf15qc+3ataXYQGFsUO3qxVqQzjtELbNPX6KWSTovcYeCMBaY2IJsr9nw/s/5sWOdG/3f7//ckFZZKqW4++67efDBB3n3u9/NrFmzuOKKK9hrr70455xzWLFiBXPmzOG2227j4IMPBuCvf/0rhx12GG1tbXz1q18txWVdc801fP7zn+eQQw7ps7LwS1/6EldccQVz584dchD3Zz7zGbq7u5k5cyZXX311yd21xx57cMstt/CRj3yElpYWjjzySF5++WW6urpYvHgxLS0tHHXUUXznO98Z0ObRRx/Nc889VxIV3/ve93j44YeZM2cO8+fP58UXX2TevHmce+65HHbYYRx++OGcf/75zJ07t2J/o9Eoy5Yt47LLLqO1tZW2trbSIoEiTU1NXHDBBcyePZsTTzyxT6Hsc889lwsvvLAU1F9k2rRpXH/99Xzwgx+ktbWV+fPnc+qpp4b2pVwM2aRJk7jqqqs49NBDOfTQQ7n66qtL7uLzzz+/YlqRZcuWMXv2bFpbW7n44ou58847Kwb9b968mUQiwV577RV6nDCyOB4lAVTENBTOKCSy1wx+D5XbLgjCyKKKD83dkUMOOUT3f7i99NJLzJw5c5R6JBT5/Oc/zymnnMKHPvSh0e7KhOCmm26ioaGB8847b0TOJ5+znaMza6NRfUSZ62kUmoYRzmS/rTtHV84lavWkqLAdj/q4yeS6+Ij2RRAmKkqpZ7XWhwy2b2JbyISaceWVV5LJZEa7GxOGpqYmli5dOtrdEPoxlNWLw01DIkoiauBpTcHx8LQmETVGXBgKgjA4E3uVpVAz9txzz6pXIAq7zic+8YnR7oIwCGNp9WLENJiUio2JFZ+CIAxkXAoyrfVOJ9oUBGHX2J3DHEaDiGmMmULbY6kvgiD0ZdwJsng8zrZt25g8ebKIMkEYZrTWbNu2jXh8fMYcjZWcYbVivI9PEHZnxp0gmz59Ohs2bGDr1q2j3RVBGJfE43GmT58+2t0Ydoo5w0zDIGr5Qe9ducK4SZA63scnCLs7406QRSIRDjjggNHuhiAIuxmD5QwDP2fYeHDzDWV8YlkThNojnyhBEATGVs6wWlDt+MZStQFBGM+IIBMEQcC3/BTTUxRxPX9l5Hig2vGNpWoDgjCeGSf/agRBEIbGWMoZVguqHd94txwKwlhBBJkgCAI9OcMUfgZ7hR5XAe/Vjm+8Ww4FYawwPr76CYIgDAOSp2sgiahFV64A9JRccj2P+nhktLsmCOMK+Y4jCIIwAag2OH+8Ww4FYawgFjJBEIQJQNZ28DTk84VS+oqIZe5U2guxHApC7RFBJgiCMAHIFTzyjtsnMWzWdvAsk4ZE9e1KjjJBGB5EkAmCIEwACq5L1nbJ2nnyjkfMMkhELYwhVJiT7P+CMHyIIBMEQZgAuK5mS1eWmGWRjFlkbZeuriz7WSkg3NJVbt9Q3KCCIPRFBJkgCMIQCRMzGduhPZ0n72hilqI5FSM5CrnNMgWHhngUFDiuRyxiELOiZApOqKULKLuvVm5QQZiIiCATBGFCMdwxT2FipuB6bNqRJWqZpGImtuO/ntaUGHFRZiiDmAWGoUrpKzxPo1R4nUv/9eD7Cq4LqD77XE8F2wVB2BXEyS8Iwm5JwfXozNpsT9t0Zu2dqq1Yi7qMYaWF2tN5opZJNMiiGrUMopZJezpf9fmqJRUziVgGCnAcDwVELINUzAzNxh+2zzJNgD7Z/6FnuyAIO09NBZlS6l+UUi8opdYope5QSsWVUgcopf6slHpVKfULpVQ0ODYWvH412D+jln0TBGHsU050VSusalGXMUyw5B1dEmNFopZB3umb+X4kaE7F0FoTi5g0pqLEIiZaa5pTMSwDcgWXrqxNe9qmK2uTK7hYRnim/kTEIBE1UUAhEHmJqEkiIt/1BWFXqdmnRim1D3AxcIjWejZgAmcB3wJu0lq/B2gHzgvech7QHmy/KThOEIQJSpjoqlZY1aIuY5hgiVkKu1/jtuMRs4awtLFKklGLaU0JDKVJ5x0MpUuuU8s06MjYOJ4vGB0POjI2lmmE1sAsrtJMxiyaUlGSMf/1eKn/KQgjSa2/xlhAQillAUlgE3AssCzYfytwWvD3qcFrgv3HKaVG/r+WIAhjgjDRVa2wqkVdxjDB0pyKYTtuSZTZjoftuDSnYtWfcAgkoxb7NKd41x517NOcKsWxOa5HYzKKZSgKjodlKBqTURzXI2IaxCMm3TmbLZ05unM28YjpJ4uVLP6CMGzU7GuM1nqjUurfgTeBLLAceBbYobUufo3dAOwT/L0PsD54r6OU6gAmA+/0blcp9SngUwD77bdfrbovCMIo41trBoou29ElYdVblO2MsKpUl7GagP+iKMnaTqlvRVESMQ2mNSVoT+dJ5x1ilhqVgP4i5cbneBCPmMQjfWO/bMej4HrkCi518SiNwZzlCm5pfJLFXxCGh1q6LJvxrV4HAHsDKeCkobartf6x1voQrfUhe+yxx1CbEwRhjBIauxRilQojzKJTi4B/KG+VGmnCxhc217WIuxMEYSC1/M/wIeDvWuutAEqpXwMfAJqUUlZgJZsObAyO3wjsC2wIXJyNwLYa9k8QhDFMmDUrzCpViXIWnbDUD2EWoErZ6sdKaaGw8YXNdVfOQSlNJuuUrJLxqIneiXUJY2XsgrA7UEtB9iZwhFIqie+yPA5YATwMnAHcCSwF7g2Ovy94/XSw/yGtd+YjLwjCeKSS6BpuV1mYizSMnmz1PYIlYgUWpEDojIXSQmHjC5trrT22dRf8nGWABrrzDpNS4W7eoQhVEXLCRKSWMWR/VkotA1YCDvAc8GPgt8CdSqmvB9tuDt5yM/AzpdSrwHb8FZmCIExgRjI+qdq4tGzBw3a8khDzs9W7uJYBVGd1qwWVxldurguuJp0vkIhYWJZBwfFI5wvUx61Q0RWabDZEqEL5ygAiyoTxTE2DGbTW1wDX9Nv8OnDYIMfmgDNr2R9BEIRyVAr4L4czaLZ6jeO6OKYRanUbSUtQImqxPZ2n4HhoFApNxDKYVGHFp+24gevSpiOniZqK+ngU23FDRVeYRS6sBqZ/3NgQsYIwkkiyGEEQas7u4IKqNi4tYprkHbdkffKD4zUR0wy1SlVy6dUCJzinq8FU0JAIF5vgW8jyBZdULEpDML58wQXMqlfChtXAtMaQiBWEkUTuYkEQakqtVi+OFeIRP3lq75WbiahV2l5uNehIr170Kx1oGpMx9qiP05iMUXA1nVk79H2WAXnHoztn05Gx6c7Z5B2vchb/kLEPVgMT/BqYYW2O93tJmNiIhUwQhJpS7erFkaZai1UiauHkCiRjkT6uzqLlppzVravKRQTFvu5qQHw67xC1zD7XIWqZpPMOk+vKnytimoCNpxWGAZ6nMJRvAax2JaxlmmTyDhnbKS0UiJoGyZgV2male6la65lY3YSxgAgyQRCGhbCko9UKj5GkWuFY7WrQahcRhAlHKB8Q76+RHEi57T37NU3JGK7WeJ7GMBSmUmjCV2dWGrvjaV+JBTjB2KsVsdUK6tFwHQvCYIggEwRhyIQ91KoVHiPNSAvHahcRhK5epHxAfF3MpCvnErV6zmc7HvVxs8yZfCzTxNMeMUP16qfGGmL6kYipiMasXn1xe+3bdRFbraDeXSy4wvhHBJkgCEOm2qSjo0E5S14tLFZhFpZqFxFUEo7l9jUkouQKWTqydsnS1RC3aKggOhIR/7oVHI9CkN4jETWJmv55MrZDezpP3tHELEVzKlaxGoFSBo3JKLleY29MRkvJZsu1GbZStCvnVCWodxcLrjD+GWPfUQVB2B0JK/Y9lgpQhwWFVyrHVHA9OrM229N2ECDvB5IPJTg/Yho0JKJMSkVpSER3ak7Cgt4rFU+3TIP6mC/C6mNWycoVRiJqYShIxiyaUlGSMf91ImqRsR027cjiaUUqZuFpxaYdWTIVxh7Wz51qUynf0arUTrVZbV8EYSSRW04QhCFT6aFWjfAYCtWIp2rrXIaJ0VoQJhxrsaozbF7a03milkk0uNBRyyBqmbSn86FtWqZBR8YOrFN+nGFHxsaq0GbWdohHLJqSUZpSUZqSUeIRq2SJraa+abXvE4ThRu44QRCGzFhyS4a5ECu5p6qpcznSMXKVXJ3l9rUX/Az7tqt7rWx0ScUiNCQqn3Oweck7mlSsbwxa1PJXdEJ516PjejQmoyU3qGUoEskojuuFtpmosvxTpbHFI+aAfkpAvzDSiCATBGHIDKXY93BTSTzlCi4Fx+2TIb4YDxW2UtQvsN2TWT4etdAa6uMjL0bDAunLi8oCHZkCWlESZFkN/jTFq+pHzFLYjleyZgHYjkfMUiXXY9QyScVMbMdj044s05oSJatioVdbRatiWJvVln8Ko+B65AoudfEojcH1yxVcvy0RZcIIIoJMEIRhYSTrToYRZgWLRwy2dmVLLjHb8chkbKY1JUIta1p7dGad4H3+vo6MTX08PNfYWCJb8MgWXGIRk0gw9lzBJV4IX2UJ5YVqcyrG61u6yBU8tNYopYhHDN41tZ72dB6lFPmCQyYPpgGG4bsk4xGTzqy/4rNY/7MjU6A+btKcirF+W5quHFiGwvE0poJ9J6f81Bch4reafGKyylIYK4yt/xiCIAhDJCyeregqs4JVg5ahaAxcZZVjrPrn6+p5PdIxctXgaY/6RMQXOcHY6xMRPB0e7FYpO75Sfts6+F2Ms0/nfUukxi+6rlEUHJd0vpjeov8qxh63cV0xZs31Y9bqAoFbbZxfGCMdAygI5RALmSAI44qweLaunEM8YhKP9LUK2cHTt5xlzU/TYJCz3VLqh8ZkpJSmYXcgZlnkCy6xaE/ur4LjErPCHwNhFqSuXIGGRIwp9T1BaLbj0Z7O42kPz1NErJ73FRwwDC807UXWdohFTJpUrOSejFhDzyc23OlOBGG4EUEmCMK4IrRkT4WHb9g+jW9R6r1PqaGVORpJmpIRtqfB83yhBJqIZdKUDI91C3MB5x2N67ms35YjW/BIRAz2aIhjGgb18ShbOnNkbKfH9WgopjbEsYzifPYIrOJ8ZgsediB6i+7MrO3iWgaJaHULNsLc0WNpQYowsRFBJgjCuKNcPFtYYlHA3+cGJX2Un02+uK+ah/ZYKsvTkIjieHrA+Colhg0TsfmCw6tbuoiYJlHToDPnsC3dwXum1tOYiJOImGQKLgXPwzQMEhGzVHS9vBUzS//C466ncVyXrO3gacjnnQHWs7AFG2HWs4ZEdLeIARTGPyLIBEHYLRmS5UkplKZPYtESWvtiTQeqhepXkY6lgPHiGNrTefKun96hPt4T7xaWHb+ceErnC9gFTcxUmKbCcBV2QZPOF4A48ahJQzI6oDxS2HxGTJN0vtCv8LgiFYuQLXh0ZGy6cjauBlNBfTxKYzJKfdzirR1ptAZTKVytUarAfpNT5ApeVelOBGEkEUEmCMJuR7WWp2Ji0VSsr7WnGLhfbl8kCNTf1Yf2WCrLE5beoeB6rN+WxtX+ysZcQdOdc9h3copk1CornnKOZq/mOO3dBbo6bWIRi72a4+RKcXflyyOVm0/T8OetKIxB43gK04DtaZutnTmSMYtYxKDgeGztzKGUL8oLjkd7xk8EHDENmpPRUtJfiRMTxjoiyARB2O2o1vJUbR3IahmNgPFylsOwOfOz4LtoBTaBR1PD1s4s+0+pLy+eFGRtj8n1MUwjhutBNu+QiPrxerY7cLVrMedbR9Zm045MKfZsWlOSxuAcfuHxgZa1rF3AsgyMYAyGobAsg6xdYKun6c471MUjpZQm3XmHrV153j21XuLEhDGPfD8QBGHMUq4EUrWpCopxRl3ZAjvSNl3ZArmCu1N1IKthpMvyVFviaXu6QMHTGEphmQaGUhQ8zfZ0ocyZfJqTEfKOgxNMvON45B2H5mQktDxSR9bmtc1deJ6iMRHF8xSvbe6iI2uXLGu9U1s0JqMoZYAyaYhHUMpPYaIUNMQjoEw6sjYR0+hTcikSnGss1VMVhHLI3SgIwpgkTFxUXUi6JBL8YH4nSPBqmUZNxNNIC4GwXGphc2a7Lgr6vE/hbw9jUl2C/SenUGi6MgUUmv0np5hUl8BxPVIxy7dedeXI2gVSMb9s0qYdGSzTwNG+4Ha0h2Ua/vaQfjbGTRxPk4j4BdITEQvH0zTGTaKmCeg+1w90sH33yBUnTGzEZSkIwpgkzMVWWi1ZZkVkOXpqKLrYji/sijUUk1Gr6pqGYQsMRjJgPMwlWx+32NKZozPbExDfkIgytSFOYyJKe9rGdPxViwXHo+B6NKfC+x2PGExtTNKcig1Y2Zgr+G3UxXtcj34cm6Ir13NtrSC+y/U0+ZyLZZavprBHQ4KuXBcdGbtPZYA9gmKcW7rydGdtHA2WgmjEZFKq+iz+gjCSiCATBGFMslMB8YOsiKzUZrnEsNXWNBxLqS3CYtYKrkd30eJo+nnBunMFmlNR9qiPoTVk7AIZ28NU0JT0t4eRiFpk03lc7c++q8HwPBKJWJn0FYqC62IoyNoupgGeB4YBrgfxiAotPJ6IWjSnonRmC71EpT/PTakYmztyRC2LpKVwHI32PJpSsTF1jQShHCLIBEEYk4SJi7DVkmHWqEptVrNQoCc3VqGPlWg0UluEpajY0pklGYsMKNrdns4ztSGB42nq3cgu5SgrMYgwtky/oHhxvouuRMs0aUpGeWVTF4moRSJuks35Ocb2mlYfKpqztuML5mSPUCxedwXsN6WOzqzv1k5FDRoSERRjK/2IIJRDBJkgCGOSSiWQqlkROZQ2y+XpyhU8uvMFnF7uU8t0qYtFaEgM7MNwUM79FpbfK+9oUrG+IidqGaTzflqISalYVYW5ywnjRMQIyiV5pXJTiajvznRck/2mpGjP+Asr4hGT/RpSxCNmrwSvPWIuYhmBVQ+U0mSyPeI3HrVKqTTq4hHq+q2cLJbFCnufIIwFRJAJgjAmGUoJpOFuM2M7bNrhxzWlYr7lZ9OOLNOaEmTsAum8SzxiYpq+yEvnfbccxId9Xiq538rFrMUshe14AyxkMasn+e1w5lmrj1s4uQLJmNVH/CaiFtmCR31C0ZSK9dqnsUwjCO7vyYnmeBpTwb6TUxRch86sE8SX+e/ryNjUx63QXGP+at3B3ycIYwW5GwVBGLOElUCqNq9UNW1u6ewJMgdKv9vTeVwPtNZ05wulzPKmUrgVUnBUS7Xut+ZUjE07sqX+246H7bhMa6rejBcmYsPEbyJioLUuuRf9FZAREhF/HIbhB5fpIE7MCFaK+vSPFfRfh12/QtYu+z5BGCuIIBMEYbej2lJGMPzuPoXv9/IrY/oVMv3XtfGHVZv9Pxm1aExGeOOdbrrzLnUxk/2n1JHcibQe5easkjAuJ34t0+CdrjS5gldaLWk7Lu+aWk97xk+P0V/kdedd6uMRGpMGOdstuUEbkxG0Dr8n/Nxmg79PEMYKIsgEQdgtqcbFVgt3X8FVKAWpaI9rLldwStnkh5tq3bUZ26EjU2BqQ5LpgYWsI1MgGbVCRVmlOTMNxaYd6T4Z9ysJ486sTc4Jcp+ZBp7nkXNcOrM2Cj89Ribv4XkaI4ghU/hj1CjqEz2WUNfTKBVek7LS+wRhLCCCTBCECcNQ3H3rt6Xpyg2Ma+rO+assHcej4Pl2slTMIhkdWlmeaq1S5d7Xns6XdbuGCbKwOSuYBu905UnFojSnfJH3TleeiGmEtrktbVMXiw4QuNvSNpNTMdZvT2Pguyo9z8MD9p2UqtpVPRQXtyCMFCLIBEHYaWqRXHMkE3ZW6+6LmAZ18QidWRvb9cVYXdzP9h6PGBiGn2y2f3LUaim43oDEt9mCy6QgUW0511yYNSvM7RpG2Jx15cJFXrlr63qaaGSQNgt+dn3X88g6GnCDdv3ovGpd1UNxcYchyWaF4UQEmSAMI+P5H3QtkmuOdMLOat19fv6rCI3JHitaKb1DtLiaMDJgNWG1dGZtsrbvIi2u3MzaHp2GzeS6eFnXXJg1q9Iqy3L3btichYm8MFHZELdoTxdQqifuTmtNcypCOu+QjEaIRyjtMxQl4Vht5YPhrpggyWaF4UbuGkEYJsJqLw613cEKbI80YXUSR6PNaual2nqVYYW5a1Gvsjvv+mKs17xELYPuvG8xqqboenMqRiZfYFt3no6MzbbuPJl8geZemewHu3fD5qwo8npTFHlFUWkoPwbMUMoXlVmb5lQM23WxHRelwXZcbNelORUj63hELZOGRITGRJSGRISoZZKtVDl+hKnF50GY2IggE4Rhohb/oGsl8qoh7GE/0m1WOy/ViqdKxcyHu3B1uRWaxYD3aoquF92uCo3t+mOvC8Yedu+GzVlzKuaLqeCCFVNpNKdidOddlIJMvsCOtE0mX0ApX2wqYP/JdTQlI1iWQVMywv6T61BA0jLwdN8i4Z7WJCuZMSsw3F9savF5ECY24rIUhGGi2vikMMZSyZdq3X21aHMo81KN66pUzNzxig42IpZRsZh5taRiVlA5wCy5QW3HpT5u7VzR9UH6mbUdYhGTJhUdUOKpJwO+U7oe8ahZSgtRbs6SUYtpTQna03nSed8tOq0pQTJq4bgZ8o5HxDSJWMWEuQViloHjRcpm1W9MRvHSNq7WaFejgaip+riLd5VauBdr8XkQJjYiyARhmKjFP+haiLxqqcVKtWpXDNZqXirGACqF0v7vWtKQiOJ4Oigf5AurRNSkIRHdubJRg/QzV/DYkcnTlXdK6STqYxZNyRimAZ1Z300asYwgk32B+rgfHxY2L+XSZvjXE3qXpHQDq1LYZyUR7Rl7b1G503U1B6Gn3miP4IxYQ/tiIys3heFGBJkgDBO1+Ac9lr6F12Klmr9K0RxQI7LSisFazEvY+SoVMx/uxRxhtSWrLbrekc2zaUcOQ4FpGLieS3fWQSkCS19/MatL8xK24rMciWgET/u1LLXnW7pSMcsvKB7yWel9T5RymyUq5zYLI1vwsIOEsEXBmbVdXMuout5o2L0rCNUggkwQholaCJax9i28FivVcgWXuniUxlJSVbcU1+RbNQoDXGy1mJew84VZ5EZ6tV21BdI7sw6245KMRbAshXYMcvkCnVmHyXUJGpNRcr3u3cZkFK0rr/gsmy8tYmAakUGLhId9VjK2U1VuszAc1wVUHzev6+lge3WE3bsiyoRqEEEmCMPIcAuWWpQIGkuExUPlCh55x+0jdLK2g2eZNCSGf17CzhePlC9cXQt3WCWRV02BdNt1aUpG8QDH1VimoikZxXbdXpns+6b1UErTnnFxPY+tnXnyjkfM8hcHdOehIVHeetaTDmRgcfHeYyxal6xAyFSbwDaMiGmSd9zS3PgLBjQR06z43nKMpfhOYXwggkwQxji1KBE0Vgi3PA1m1VDB9uGfl7DzNaeiZa1S29P2sLvDKj3swwqk9xdIEVMxKRUjGY2Qs13i0Z6FAjnbJRmNhFrdNu3IsD1jE7MskjEL2/HY0pVlUjJKZ9akM+vgeZ5/MjSGYWAZisl18VAr2Jvb0mjPPz5ve3TlHPabnKo6gW0YfvJeRcFxS31JRK0hJe8dS/GdwvhABJkgjEN2l2/vYRYdyzSxe7m7imkQrBpZNcLOF2aVqoU7bMgPex2kVNWBKgP2bIjx2pYu3m63cbTGUoq6hMmeDcnQ8dmeBt13fGiF7Wl2ZAoUHJdIr9WgBcdlR4bQBLZbOrMUXI94xCoJ31zBYUtnllhQZ3NXE9iGUYvkvWMpvlMYH4ggE4RxyO7y7T08FszBNPyg8EJggUpEh1aSKGxe/Jin8ucrJy5q4Q4bSjqQckH9iaiFAmIRk7gB2vOlWlGUlC2sbpqoRN/g/PpEhKhpkHccTMPsI9Y8w98eRleuQDwS6fO+eMS/F949tYFNO7KAbxkr5jab1pSo2vI7EeI7hd0fEWTChGV3iLGqlrH27b3cXIc+KCvEIFVDeLqF6s5XC3dYtQ/7MMGZtQvs1ZTC87wg/YRfvLs7V6AxxGqaiplYjoFn6VK6DMNQxCxFtqCwCx5GLzHq16kMnzNlDB6TpwwjNLdZZ9YOtfyGfaarje+s6t4VhCoQQSZMSHaXGKtqGUvf3ivNdXnL08haNao9XyV3WDXCv9q+WAbkCu6ghc7zjiZqGeTsnlTyUcsgXyG1fHMqxqYdWWIRs4/FqjkVJ247bE8X8Dxdsp5FLIPmZPh9NiUVZXNHvtQH2/HIF1z2bPQT7ZbLbVar1a7lrlG1964gVIMIMmFCsrvEWFXLWPr2PtJZ9aF6q0Y15wtrcygioZq+WKbB1q5saZWi7XhkMjbTmhIYSrO1M+snjcWP+e/KFWhOhZ8jzGIVMX0L29aMje1qoqZij/pYKYlrueswuS6O62k6cw5Z28EwFFPqo0yui4ePr0IOtmrus0r558qlQhkP/yeEsYUIMmFCsrvEWA2FsfLtfaTnejSsn+XmupJIGG63ueN6pGK+a68j6wukhkQUx/WwDMX2TAErqIFpOx4Omj3qK5d/KmexKrge2YJHKhahQSlcrckWvFKdyLDrMLUhQX1814Pzq8nBFkb1qVcqTpsg7BIiyIQJyViLsRrPjPRchz1gCR7oIyXWKrnY+ted7J0Bvxqxlit4ZGwHNEQMA7QmYzsYSpFzNPVRk46sQ7ddIGqaNCYsckMQxu3pPKlYZMCKyPZ0nvp4pKrUHWFUm4MNqivDdlaKBAAAIABJREFUVSn1ShjjOUZVqA0iyIQJyViKsRrvjPRchwe2j6yrOkwk+Bnw3T4FxLO2S6dhBzUrywvHcg/7jF0gnfdXWlpGsaC3g6Egk7fRSjG1Md6Th6zgksnbVY8vLGdYokaW0bAcbOXus7DyT7VIvTLeY1SF2iCCTJiQ1CrGaiJ/Kx4rq9HCHrAjXZQ8TCTs2JEpibFiP6KWSTrvEDGNUCtfOXHheRrb8ejIZEsrIhNR0w+6xwDdLx2F1miqT88Rs1TZnGHVWqyqneuw+2xbd65s+aei+B3O1CvjPUZVqA0iyIQJSy3qMo70t+KRFoAjvRqt2iSg5R6wflyQO2h9xWqptsyRZvBzalSocAyrLWm7mkzewVCGX6/Sg0zeIRWzqI+Z5G2HLTsy5D1NzFA0JqPUx6oXZMUVmDAwZ1jENEItVtV8Vqq9z7rzrj9ffcSvQXfeZXLd8KdemQgxqsLwI4JMEAahGiHg/0P36MzmSivOGhLRmn0rHmkBWGk12nBbBGqRBLQQsgqxeM5qrns1sVJ1MZOuXI9QcAPrVn3cDLUuFWtLbunsuc/q41G68+B4HpZp9BEQmbyD43nUxaJ05R3ikQgpS+E6mq68w97NyYrXImM7tKfzpbqTzalYKdC/3ApMoOx1qJRPLGyuq1n1qBhcCBW3D3fqFYlRFapBBJkg9KNaIdCdc9iWzhMxTZJRP/Zka1eOyameNADDyUi7RcLOVwuLwFCKdpd7wDquR2MyGiRx9XzRlfRXIVZ73SuNvZzIa0hEcTzf9eg5GhQkokbpXilfWzLL9rRNPOLfZwXHF2eTUlGipr/6z3Y12vXzgjUkLCKmieN5JCMWnXmbQl4TMRUNsSiOF56HLKzuZFGUlSv6XfY6VHm/VLvqMRWzglWYZi/x61Ifr/wIrMa6KzGqQjWIIBOEflQrdDpzNqYySvE0UcvA8zSdOZu9qWyF2FVG2i0Sdr5aWASyBW/Yi3Y7HsQjJvFIXzed7XhVW1/CkrFWEnmTUrGyFrmyVj7Pwy64pPMurvYwlUHEgILn0ZyMks5DwS2UrGcR0yIVM+nMFgBNMhrBMhROUOIpa4evGNzSmfVj15RCuZ5vU3I0WzqzzJhSX9V1qPZ+qXbVoy9+deCq9le0JqJmTb4owdjKAyjsPoggE4R+VCt0DGWgej1oir+Vqj4+KYyRdotUKjs03BaBWhTtDhtDtdaXsGSs1bozobxlxnM1Wcefm2L8nuNpPFdTF4+wuSNHPGLRkDDJ2S7duQJ7NsZ5uyOLYRg097IKpXOOnyYjhPZ0HlcrIoYqXYOCp2lP56sWZNXeL5bpL3rI5J1SctuIZZCKhT/KKonfWjBW8gAKuw8iyAShHz0Wj10L/E7FTPKOX+/PcTyM4H0xqzaCrNJDbbgD/mtRdiiMWhTtDk8smqUa60tYMtZaWDELQX8t07ca1hmW73L1PBSwd3OSzmzBF32mwd51Sb+IeMRiq52jY1serRRKa2Jxkz3i4dnxbQ8M6DMvtgP2EAyxQ4nN8jzfvVvE28kvISKQhLGOCDJB6EeYxSOMsJp/lRjueoe1CPgfiuiqZnzxiIGn/VWFvRdJxCNDEXkhiUWrzDmVCzLT18WjPRYk1yNXUMQjgxfRHooVMxG1cDyHqGkQiRkUglqU/naoi0eo62dp8lNTKNKZAh15B9t2iUZNGj2LfRr9+7pc4H5T3GJ7poDt9Mrw73lMSg5N+FcrkCxTkbR6Fi3YTvUWU0EYS4ggE4R+hAV+h1FpxVk5alHvcCgB8dWcL2wMEF5Cp9wD3TIN0vk8iWiExkAIpPMODYmhBUaXTSwaMarKORUW19ScCstxVR2NiQiW4SeBzdgOUVPRnIySioWvzswWXNK2S1MiRrLJJJN36c7ZZAsuGdth0w7/S0gq5gvTTTuyTGtKMKU+jqd94ZnNO1imQVMiwpT6+Iiv9FXKoDEZJddLUDcmo2jJJiGMA0SQCUI/wgK/KxG24qwctVgtmS14ZPIOtuuVYm2iQTqEWtTgCy1XBKFJTss90HuEsS+QLEPtlDCulkSVOafCLGu1cOU2p2J05dLETJNExMDzPDytaQ5KLvVPGhsxFZNSMbryLlPqYrzTnWdLh0MyZjGlzt/ens5jKEXecUvFvk2laE/nmdqQKAXEF0s8Raz/x96b/Eiy7XlenzPY5FNE5Hjzvap6Nai6CjUS3ehJsGLDCjbNAvWSpkFih1jS4i9g26uWEAg1EgsQG3qB2LBgB6ia3qGuVle9fmPem1NE+GTTGVgcc/eIzLDjmZYRcSMz7Std5XXzMHMzO2Z2vvYbvl+5l3S5T/NtLYNO2/zKtq3zCDEyshFfPkZCNuKbRW9k5o4UxvtwF3VGVdOyri15cmjzX9cGKTxwPIX6qTh2DEOsjD6HGA/BMfLUq8Z/JLJ227VLYT81yyroi0kpmOfvXYPeB/LkO1YG1I3h7bbGe0GWabwXvN3WPBawqS2NdbRdswB4Eq1orYwWxJ/fs/n2Q5OT+JadOUbcPkZCNuKbRCzVcswT77ZTNHfRLWkcvJ9pUyIsvwscO4YhVkY/hrjmkJTs0MjaUJSNYZannEyy/bIdEQLIE800Ex98573nh8uKSapJdKg92zaGR5OU2lou1g1ayX1kbV0ZTmfpkfMy3Hx7CB6SnMToVznitjESshHfJGKRmUWR3rrCeAx38dafKIFWCa2xtMajJEzzpFex/HNx7BhiVkb3KaUxFEOvl7uAcWCc5WJT75sdTqcZWobfE8KzLQ8pxDzVeA8WwTRL8Z1EBj58tggknsvaoAndra21GODRLF64f5ChaLkaWTsmQ/E1YPSrHHHb+PrvmhEjbsCxFNttK4zHcBdv/Ttl8kmWXOtGm32EMvkQJEqSJ+qDLr1jIqfcs5TGUHzOuN92Wqsxhh8uK7JE7x0hXp5veX6SkyjJD5cVVWNpnSeRgjxVPFvkSDzPT3LWZUtrLEWqmBUJEo9xgokSbGrDujZkSjDNNMYFcdt3m/paDdnOzDzIULggGkuo73LO3VkU8yFFpUa/yhG3jZGQjfgmMTQddldptNuuM7pvZfIg82BDKq0jVlVrD4bPA70CH4p21FA1foh3mA5B1Vrke5EZKSVVazE22HUVacIk05SN5fWqYp5rZpnmtxclJ0VKlgYLpHXT8Oi0wFiDRfBoXpBoQWs828ZgrOnMzO0126GysSxlE86NUkze8+Pc4bbJ6EOKSo1+lSNuGyMhG/FNYmg67CGl0WL4HGXyuzDYPravD4F0xTBUjT98vl0C4bzgbJpSNXYvQHw2TWmM47IyXfej5e3KkHbdkJeV4dEsZ11arA+ESgInWcqjWU7ZGDLtKBvLug52TJmWJF1KckfGdseQ6rB8lqdMMrjYNLTWkSjJ6TRFiLvRwhvqG3oX+FKeBSO+HIyEbMQ3iaHpsIeURjuGIUTnrgy2v3TEJDiGdpgeQx+5yLTAeZhf0WNrjCPTgoutxTnPJNPMi06k1lic9zyd5bx45HizqmgtJAqezHNOihTnPEK05IlESYV1Ho8n0wqPuHH/PALvHdvaMssPqfFtbZnndxPNikWlYqnVu7g/v6RnwYgvAyMhG/HNYmhk5i4iOn0q6feNoZPo156+iUlwDO0wjSFGjHeOEMA1R4gXpwXn24ZVaUj01W155qlCyVB2P80TnPNIGeq+lIQskcyyBCEEfkdnvO+WK1aVJX0vLTnPd+fifXLp9+fstkl6LCoVS60+nt2+1At8GdHdEV8ORkI2YsSPjJhK+n2TsqGT6F35asbWu08S+znG6kPSWse6Op/MM15ebHmzdhSJ5MXphEmqOZtkGBOsm7wXGOcpEsXZJKO1jsZ4pmmyJ3J1a2mtY5ImOA/miqCsVoJJmnT1iEFs1pngI1mkIRW6qkyvcv5QT9gYYlGpWGr18WzwTz4ojLpnXzdGQjZixCfith+K55saIQR1aynroJIuZVBJv29CNjTSdRe+mvsU1BWSsEtBtdbdK4ktUv1BOizRcp8Oi6WuhqS1YsT4agPFLAvnpWotk9QxzzVKFizLtiNakkWRMEkV59s21JpZh7GuI1wptfGcTSRSpjc2LcTqEWPK+UM9YSF+j/VFpTwCYx3bxu0jgKmSvSnXLw0PqcN0xN1gJGQjRtyAvgnhLh6Km9riPUgp0Fp2dT+OH8Mz+XMKlWO+mkPSoCEF5UKqTO1SUI6lbKhau5/ogf2/d05ihUD48O/HYkhaK0aMY+dl1137/KT4QKT2YtsEcuJ98H70vuO5/oq4bfLBerFj2BPVG6yaysYM8oQdeo9lWvDDZU2WHAjgpmp4fpL1rvMl4SF1mI64G4yEbMSI9xCbEO7ioei8w7mQztltszUOKe+/IP4uCpWHpkHX9aFuabdOqiXr2mKdZ5pdr+dKdUhbfQ76iHjZmF4FfG6Inn1uMXmMGJ9flEgRUrZXI0Hr2vJ41j9+qVZ8f1lSJAel/vWm5ruT4vPH/QarpqHWV0PvsXCMgk3TsqrCeZkk6quJHn3tjTMjRkI2YsQHOOaveNsPxUWe8nZT0xixf7O33nGa/zhv9rddqDw0DdrnKiAINWONcfvIGBw6DY8hFv3sS5HGxn1ZNizLtos6hfVEa9FS8HiWD0pxxwiStZZ1bXGefQG+FDDrCGq/5ptgmoWCftORommWkHyG52awZArkcOcasFDBdHyoJ+zQe8y6TpPNg/Ug/c7KKf57Xwq+9saZESMhGzHiA9y3v+Is10gpWJYN28aQKsHTec4kVcdXjuChTEBD06A7t4GrXXONscxzTZHq3k7DGGLSCLFUYKJk77i/XjW01pOow3qtdVxsm67wfViKu48gOe95u6lJhUBIiXeOxnsmafzYhZCcTJJrmmEnkwQhhl8Tq8rww7LEO4+UndhsbXi+KHi2yKOesDH1/yH3WNm01MYzK9L971WtpWxaWjt8HB4K7qpxZsTDwThaI0a8h92EcBVXO+qsc/vvb8NIukg1qZY8P5nwh09mPD+ZkGr5WdvcpV09IermEayqUOh939hFewRBLkHgP2oiXBQpRapwztEYh3Nu7zYwSTUvTguk8GxqgxT+owr6d9IIUkpSLZFSBmmEsommSItUU7WGi23DxabhYttQtYYi1ZTGIcV1g20pBKVxN0ZblTyIxg6BcaCFwO/sioRAC3HUON57x3Lb4glj4iF89mHF1jqWZcO7TcOybD7qWnm3ralbh9aKREu0VtSt4922jo57bByG3mOtA/VebZ8SgtbdHPX+3HG4b8TO50O630cMxxghGzHiPcTeRO+ixuoutnmsDue+36aHpMOOuQ1MUv3JBfwxaYS+ZOe11OkNtVKTjrSVren8HAMRmGXqTlLczjvOZhnO+X0NmZQC548Xy2/qlqyrIWuMY9O0zHI1XBDY2H3t4w6JlpiuI6Vv3OMSFfmg+yF0hOrQENM5GExzjcD/KPVXd3GP3XbjzIiHhZGQjRjxHn4Mf8Xb3uYx2YQvJX0TOy9DJryYNEIQQL05RRor6p9kmvNNA0IiJTgHzlsmi+HptxhSrdnUoaBfdNvzQJ7FH+e18czyhHXVsiwdmZbM8oTa+OGF9IkmceAI46GkJNfqaO4lpv4Pw+6HXYp7kulr4zfL9b3XX933PTYW/H8dGAnZiBE34EtX4I5NQF/D2/RdSCMsipSqtVxua6wHJWBRJHsBVCE829Lsz2ueKrwP18pikuLdXuMeIQM5vAu/w1mmuNw2eEB323TW74v6+2CtpTaeSZbsbZXqLvVlXDJoQn8yTQ/nM9N7sdnn83hDynH1/0/HTvIjCNGKTs4jpLhhmEDvUNz3PTYW/H8dGAnZiBEPHLFIUN93MSIQokBf9tt02Rich7o+EKREf5w0wiQLRMoYhxQwyQ7SCLqLju6Ile6We+9YloFAJJ1W3OW2ZZ4rhJA8medUV8YhT/WerN1FivukSLBBNL9LkXJ0m1IKrLPX/s46h5R6sKr+41mOdZ5lZSibIGr8ZJ7urYr6rs+Y+v/nnJdYivs+fSfvO2I1Gp1/HbhTQiaEOAX+W+BfJzw3/hPgL4H/CfhD4F8Bf9d7fy6EEMA/BP59YAv8x977//cu92/EiIeOWCQIiEaJ+iagL+ltulcXrA2F/jvisPMttFqyiDQbCiE5naScb2oaF2QaTicZQhzRGgP6PBtjavVw+9FWISSPewhgDJM06WQ6DhHAeZ4ySZPBqvqJkjxbFMzzTxdRnudJsL6yQcZknqd3VmN17Lvbxn3fY6PR+deBu46Q/UPgf/fe/4dCiBSYAP8V8H947/9rIcQ/AP4B8F8C/x7wp91//xbwj7p/R4z4ZhFLfQBdlKi9ZnezixLF1NW/hLfp2IRurKW1nrp1nf4USCmRIs5KvHe8WdVsmxbroRZBv+rZIsM42RvVCJIRN3s2fs75HFIHd4wA9kHJYDAwz9ODXpoIy411g1T1Y4heu9058whSFdomVlUbrtkHRiKGjNGPcY996WUWI+5Q9kIIcQL8O8B/B+C9b7z3F8DfAf5x92f/GPgPuv//O8D/4AP+L+BUCPHirvZvxIgvAcYF3alV2XKxaViVLc6HrrGqDRPF1Vb3sjFUbXwSHSpDcd+ISxUINnWLdXQRMtjULfT2Su62afndxZZt5TDWs60cv7vYUjY2KneiJUgRSNDZNGVepEghAgkeeD6HShV8jvRKohSzPOFkmjLLExIVaraM2xEm0Z3BIONxTEojdgyHbR6w2+ZO802KEOGUQgTNt7I5egxD5DmGYugYfSn32IiHhbuMkP0R8Br474UQ/wbwT4H/AnjuvX/Z/c33wPPu/38K/PrK+r/plr1kxIhvFLHapdZadhMn7FTJRbc8ji/hbdo4MM5eEzI9naZoKQF/TXVeScFUJ3yYVryOd5uKIlXsiJvSggLFu03F85MiGtWIfTdU5T4W4ezDsfTUtjEhFWhCKvBsmjFJdRflk1RNqBVTUnAySfA+fp0dO4a+KFgsbXe+7dd8ezzr/7377l78nOL8L+EeG/GwcJd0XQP/JvCPvPd/G9gQ0pN7eL83G/loCCH+MyHEXwgh/uL169e3trMjRjxc9NQuddGNq5GSq8u/FPRFPBpjeHle4rq0oPPw8rykMQatVFegrzmZpkyykEY6duybxpMnuuueDP/liWbT+GhU4y4iHkMjnDFsG8PLixLnBdNM47zg5UXJ9gpBuorrVkaWdRmEb9dl81HEPhYFi0XyYrZYMdy3wGvs+I7hPiN5I74O3CUh+w3wG+/9/919/l8IBO2HXSqy+/dV9/1vgd+/sv7vdcuuwXv/33jvf+69//nTp0/vbOdHjHgI2NUuXSUCJ5MUISRFIilShQBa4xBAkSqK5MtJi8RSQlVrkZJrk6/sugGHHvs0FbT2OklorWOaHvSvFkXKo2nKovj8IvP4sX8Y4YTjEc7YOTvf1PvCfAi2UqlWnG9qtJJcbhuM80G81Xkutw1ayb0PJJ36P53zwFUfyJvIRYzkxUjsNNNs6pbLbcPlpuFy27CpW6ZHtNQ+hyANwTES24dROX/EENzZ08Z7/z3wayHEn3WL/l3g/wP+CfD3umV/D/hfu///J8B/JAL+beDySmpzxIhvErHapSLVnWyD5rSLEknBZ1ku3TdiEQ/nQ7pN4DvS5TmbZjgvBh/7s8UEJcKEaawLYqYiLI/hLibYoRHO2Dmrjb9muA6BlNXG7wv3tWRfuH/SFe631pIoxckk5WSacjJJSVRIi8eOfW8ptak53zRcbOq9pRT0E9wQPfNY6/CA7UjysfEbSpCGYmi93tdg1TTi/nHXT+7/HPgfuw7Lvwb+PoEE/s9CiP8U+CXwd7u//d8Ikhf/kiB78ffveN9GjHjwOGbjlCfqg3qhYxplDwnG0Su4mmmB81zrJmyMI9NicJv/41kWdLPKBush00FQ9PEsLmR6rN6rr24rhiIJY9oat6/pKlJ1VPsrpnGVaUFj3DVStjtnxkGeKPLkOuFrjEMrRXNFg+wqOYzVUe2JiRAIH/79GBjreDLPP9A9O9bVeVfdi333ytDrbFTOHzEEwh8Tr3nA+PnPf+7/4i/+4sfejRHfGO6b6PT93tUC55smp3ebmta4vchpooNw5l3t65Dz8nZd9Sq2F6nm5cV1bazG2I8yEb/t/Xy1rKiN/eBcZ1oxy4ftZ2z8YvuzLBv8lVQndLIXnZBt374Y63rXA2isv1EYNpCLD/dnF2XrWy8m8vpu0/Ru89E0Xgh/2/ff0HGIITZGnyN+O+LLhxDin3rvf37Td19ObmPEiAeAu+ryGjLJxCIXYXv2mi9j2ViWstmrqN8mWus+IIBlaz+KABprqY29pjoPikmqeXFacL6p2dSGTIvPJmNDEetoPd/YD+q2AM43dXRfh0ZfjkVNn8wzXl5sebN2FInkxemESar3125fdMlU7TUfyF1qrmwO0csd9jZcAwV6jwmnxu6H2+5evAuboy9F62/Ew8JIyEaM+ATcxcN7qBp/LC2yqQ8m2bvlqVZsahOVFdjtz6eSw6Ar1U8A+7ZpHDTW8XZV0VhIFTye5/si7Umqe0nNEEupoYQ6ltLb1Ibpez6SqZZs6uP1QkPIRYzI7RoWXpxOrxGBnWxILMXdSw6jNlwlxnpq4/dm7UqIowK9McLyNRhzj8r5I4ZgJGQjRnwC7uLhPVSNPxZl8D0CqX3Ldxg6GcYI4KLoj54ty4bXywolJUUqcM7zelmRKMnzRT+RG0pihxLqWL2Xsf11W3eFPiJ3TB2/ai2zPOWkI0FVa/e1Un3bjJELgeBiW+E8KCGw3iMFPO/CY0Nqs5Zlc+svPTHclc3R0Ejel1D7OeJuMBKyESM+AXfx8I6RPGPdvnZpRy7KxuC04myaHoky3FybFcNQwhIjgLHo2aqsaaxnogRaCVofapJWZR1Ngx4jsX3fDSXURap7U3q7ui3gg7qt+0bs+O5C5LSxdp9m3v3ruuXHyH3fNr8kY+67rGe7j+jgiIeFkZCNGPEJuIvakBjJK5v+2qVYlGFRpBhX01qPMx4EFKk8WlA8dDKcZaqXAMaiZ7UVnBQJDrDWo1T4XNt4GlQI2XVnHiKHVw22+45BdzpmNxWhxxA714mSnEwSfvlmzbq2zDLFz57MfpRat9i1dOhovfmcxdBHPKwLQruJOoz7Lm06lAB+Kcbcd0Ge7qIkYsSXg5GQjRhxA267DT6GGMnbFU3fVLsE/ZGLRMl9JOlTjauHTIYxAriubxY69QimqaBsPUVyIF1Va5mmIkrkpplmWZqumF50Vj8N8/xAFG46Bq0kr1fXuxC32+ajoll953rbGC63Lc8WE36v2+blto3Wv90VYtfSsmx6z1kMMeKhlUKrIM5rjENKsRd3/Zxo5JdgzH0X5GmUy/i2MRKyEd8shhZ+33aXV4zkHdOquu1utKGTYYwAxqJnmZ7wm3cbWuvwXmCc3wu11iYUo29rty8YT7TkYCD+flRLHD2GsjGcTFJaY/eyDUUnjjoUN6nj75bfNyE7/sJw8zmLIUY8Zpni3abFOQcIrHN4A4+myWByf+wYHkqN1V2Qp/uODo54WBgJ2YhvEjHS9WOkDfrIU6x2aV9jZX0o4BF8tNTEXUQA+47hWPq0T6j17brih8uaLDlEszabhucnGUJIJhkfGI8LET+GVUQc9Rguy4aXF1vK9iAncVKk1MYP7rK8C/SNQ8xcPIZYqrNINW5VYz37tCjd9ZkoGSX3feczdgwPqcbqLsjTKJfxbWMkZCO+ScRI17E33/t8Q4+Ri7frirIJ3X1K7Wqs3FGtsR8jAhhLnz5b5MxzfSM5nGYK64OyuxAwzYKpuPeObW2Z5cl+4trWlnl++M2bjmHoJHpZNvzzl5cIH7pcl9uWy/KSP39xElXHf0jYibhehXX+aP2c96431WlskCm5SXF/kurea/eybPirH1bkieakSKkay1/9sOJPns/3pOwm/BgvS333+12Qp1Eu49vGSMhGfJOIka7YpP1jvKH3kYt1fUgD7vY/1ZJ1baNaYw+tcDgW0Xk8z6muTIa7yIz3Dng/tHM8VXRsEu2bfH/1boNz7COVUgq2teFX7zb8ydP5g+myjEErye8uNnjnkVLinENIwR88nn7E2jenOndm3+2Vb5Q8bvb98mJLnmjyNEQWd/++vNhGCdl911gdu9/vgjzd9gvRiC8HIyEb8U0iRrqO1SA9FDIjeghI3/IdfoxJ7dWy2qcllQhpyWeLPC7G2umpXfWytM4jhMc4yckkpboyGZ5M0qPpt2Oiqn2T73LbMMvTa+M+yTTLbfOgHAViKBtDayzn24bWehIlOJuklI2J7mss1RmiZ+HFYKfUf7ltmecqXhbQug+IV54qLssG6CfG911jdex+H8nTiNvEw3pijBhxTzhmPxOrQXoo6cxppnm3aQIJ6WrIhOCoF+B9T2pv1zWvVxVFoskSSWscr1cVSgq+O+mPIh0jxn1k7RiGiKpqHZT6i/RQK9YYh9aHbtd5nlDsxHsfYIrpzarizbqmNeCFx1p442pSLaMp7kOq03dU3+9Tna0Nn68jfI6akieB4OVXzmfVWIokTozvu8Zq7HoccZ94eE+NESPuAbsJVBA6/gT+Wrphp+X1aJqy6N6E4UBmruL9dKYnpA49glXV0n5GB18MRarDhGQdHrCd/lPRRTta61iWDe82Dcuy2e9HkWqq1nCxbbjYNFxsG6rW7Ne7bbzbVCRSUlvHZdlQW0ciJe82VXS92BiFY3f7sbja7HAMfedll367il367acnOWVjOl24oA9XNoafnuT75opl2bKpDcuy7ZotPm/c+/Zz6HqvlxWr0iClIE8UUgpWpeH1Mj4OWkkut83eZNw4uNw2aCW76Fl6bYxOJqG5InY+X5xOqFpD1Z3PqrFUreHF6SQIH3vY1oaLTcO2Dp/Lxuztn9ZVw6tlxbpqyBN1ZwThuDCwAAAgAElEQVQ4dr+PGHHbGCNkI75Z3LYsxH2nM411POkpqI6p3O/hffjOd+G1O0LVepx3+0J96zyldUhx/DeH2PnEENXUikQOn59MqFvLby4qzjeh8/P3TnOen0xYlg2rssWGBtKgWN9atBSDjdyH1irGOm/XrUUqyW51JUEqybq9WSduB2Ndp/vWsixd97KSYKyLppV3/3/T+VwUKX/yfM7Liy2XZUORyH1B/w/LqtewvEhd1P7ptjF2PY64T4yEbMSIT8DnpDNvGyYi4RBEQNvr6cyOJIQog2aaXZ8o74o4plqwKu21CbM1jnnxeY+foWKefd6gxybfWZHyJ4neE9ykC5Ncbhsa66+p1TfWcbmNd7se288h5D64G9zceTtNFU3rcR5c121ZaEmaxDXtytZRNsEiKVEST4gQCiF4FLHvAqLfTVLNT04n134PwNib3Ck8xtp7f+kZux5H3CdGQjZixCfitiUVhiL2e69XIWpTtg7jHFoGkVkp4Gya3wlx7JvQzyYZ29qy3DQ4Qp1ElirOJtmxTQ76vRiqtt8bdFHEDa/7SOzWOLSQ7xEIwfYjtM36cND+MvsxzlN1tGkh1nn74qTgF682bJoW40ELmKaaFyeTaESualouti1CCLqYKltvkMKTLPIoYRnSQJEoRW3se+4UnkSpH6WmayzcH3FfGAnZiBGfiKG6RLdd8F+k+oP0VKIEj6YZ59uG802w7ylSRWs8bzcNDs/TeX7rxDE2weaJZJ5rlBJ7xf1JosiT4z841E2hf3uW1nrqtsW6Lm0nJVKEtN0Qw+tCS2rjrxEI58PyoYh1L8YQ67w9nWZY1mglmXTyHLZbHos8Va2jag1ZoveyHnVrqNq4fRccrovaeDIt0F1qMfZ7eSKRUnRuCofO551eWuzafSgq/iNGDMFIyEaM+AQM1SX6HP2yo5PMDbVgrXEoEfSyAKQUKBEsmPZE7kp9WaLl9fqyT0RsggUo0oSTSXZI6V2JHg0hXcdSV33bFAg2dUOiDur/bduS6/ixa9lvSn46STtZj3ov6zFJNaefGQEcorM2zTSr6uABGs61ZZ5rqtbyk5OCH5YV29owyTTPFzl1a5FC9hJO4z3zIsW5YN+lJaRFijkSrts2hpcXwTd0moUu1ZcXJS9OiyjBnec7d4rk2ovNLqXZ99LzkFT8R4wYgpGQjRjxCRiqSzS09iVWnB+iCTen0bJEIoTA+SBv4IFJpvaToLGOVW32EauF+LxHgXFgneV8U9PYIIlwNs1QUkZ1rI6RrlDvZa6RoGNuCrFtejyzLMF6H4rSlSDTyV7QoVf/KmJKrrtGBe8DKfaIa92uQ7DrXuzTWevbz2BT5TviGK6XIlUsipQfLpesmpZJophmCd45Vk2L3oYXiUA47bXaulQJci1Z1wbvAuF3zuNxzDId3ZeYx+c8T3ojXcfqtmJp5YeiEThixBCMhGzEiE/A0BqWoeuFIm17LeJRNpalbBCRqMajaca7TYOEPZFzBI2yIIUAJ0V6LWK1LIcXoTfG8v1lSZFoJqmiNY7fnm/57qRgkqpey54YUS1b199tl8jeCT2qJ6YUzjsyKa5EWDz6SETOWNdrSt5aR5ZoEuX3XZZSiqOCqzHEuhePRYL6bKqWdct6GzTVhA1F+qYO9XQxwjnNknAtCYESYD0445gu4lGpmMfnsyPp/VgadEha+XMwpkFH3BdGQjZixCdgaOH+0PU2tUEIwbY+1DwlWrGpDaeTtHebzxYFVes+sMl5tih4vaoHWS7FULeBBF1LkUpJ3RoWRcIvXl9ysTkUk59OE/70uxOq1vWnyiLddkWkuy+k7HrqvZLw961x+2hdkao9OQzEtN4bli+KZD8Z93W0rmtLpiWNdbhuPFJ1OJ9DJvRYWnlolNZbR20dQkqyRFK34bO37grh3KUlxZ5wJkpwOslw7jrhTI4Q6pjH5+d0Lw5V8R8yDg8tDTqSw68bIyEbMeITMFSXaOh6rfVs6ua6xlVjmGZx1fJESf7g8ZTzTd0VVCvOphmTVCO4WQj0mOVSDNYHCYSytRjrkDJ8rk1Iub5dh3TSpCMub9cNjzc1i2jqqr/bLjahH7PFKjc1tsv9We+RzlEUGa+WFa+WVfe3grKxIZrTmZ/3bdNay/m2pWzMnjQXqeZscgt1TUIgfPh3h2ORoG1jroy72I+71IqTPGFVG1ZlQ5aEz1KrKOEUQvJknlE1h7HYdXzGUtVn04xfv92wqkBLgXEeJeD3O+/MId2Lx1T8+5pcho7DQ7JKe2jkcMTtYyRkI0Z8Aoa+2Q+OCHjHsgqpr6RLJS1rwzSNkxIIheU3pcxihd9DkWmB81wjmLtoyG/OtyyK9AObnN+eb3n+s8cRomqi3XZ9E/pHkd8bGiHebWs2lUGpQBoFgqqxvNM1zxZ57zZr43h9WTHLE4pM0jTh8yRVgyf0WH1gjHDGCulnieRy7TkpUrITSd0EfbEnibzStPBhDRnQm3LeNv2p6nmumeUJyzLotCkBszz9rChY1I5pd63fMLZDx+EhWSc9JHI44m4wErIRIz4RQ3WJhqznhWSRJTjCJCWFYJEleHGwePrUbcYKv4fibJrx8qIE2NcgNcby4rTgF2825Pn1STjRkqqyeyuc9yM6iZKQxrvt+hAjqjE9sbI2bEyLagVCSLx3WOFJ63iKrbGOSaapjGPTTZqTTNNYdyc1h/O8n3C+Wpa9hfTTPGFetKwry7JqSJViXkimeRKtIQP49bsVm9qESJ33TDPNHz2dU7d1b6q6bBSzPOFkcr0O7mMaWXpr+SLnJUZih47DfWsLxvCQyOGIu8FIyEaMeMBIlUDkmnVlaI0LkY9ck6i4unoMscLvoZikmhenBeebmk0d6odenBZB/qEIEblJpvcEYlsbTgtNa+NWOL1k7QiGFH4bB8IJpJLgQUiJ60hVDMZ5kkShlUegQrasS9HdRc1hjBzGCukzrQCBsw7vwVkHqCC4GrFH2jaW1+uKt6um60yVPJ6nPJ7lWC+Y55rLbUNtHJkO3aH2SDoT4lGwvu7a2HmJje3QcXhI1kkPiRyOuBuMhGzEiAeMVEvONxVZopkXSSgir1qeXzG1vkkS42NI2W2nOfpSpL//eMZf/u6SpnVoLTBmV0s0i+uXpfrWfQtjk1quYSMFWaJItKA1Hus9uY5HbTItaVrDNL9OODOt7qzmsG/8Mi3Y1Abn3DXh20wLqqZl01iklCTCI71g01iqpu26TD2z/BCNbK2nbB2/fLPk3bplnqVkaUh1vlu3/PLNkucnk45sJ8yLq+dFRztvo3Inke7amFVTqOHrrx0cor33kKyTHhI5HHE3GLn1iBEPGIkK6S9JSDFKPJNM79NvqzJMsmVj2DSWVdmyLJsfe7ev4aRI+bOfnDAvQuRmXij+7CcnnBQpxnFtAoXw2biD7+S2NlxsGrZ1+LwTmx2CItVY57oGAa6lQReTnMfTFI+naiwez+NpymKS30gclQzE8dEko0iCbMZOBqNIJI8m2X5CFwRpEYH/pJrDT11vlidcbGoa47uaQ8/Fpg7Ly6AlNsk1Z9OUSa7xznNRmq6jlfeIcfCV/GHVMEk0WRp+O0slk0Tzw6ohTxTOce18uq5BoG4N3oe6tuW2YduEzyGd2X8+Y/sSOy+xsd1DiFBV9hHG9lfHYlGkPJqmLIqPq4G7Cwy9JkZ8ORgjZCNGPGAIITmdpJxvghTDThleCMnFprp1U+u7wkmRcvKJ/p+xSMmiGLYfsYjH2STpIijgvEcKse+WPHhLHkzJ81TjPcxyjfM5r1cV28ZSJJIn85zZZzRJ7Pb1U6OYAni2yHm9qrksA2F6tsgRBNuok2mKcz5EKSWcTFNaa0mUYlO3bBuz7+ZNlWCaJaFD0jtW5UH2AhE6UVOteXEmudg0oTZMSV6cFWgpWZYG4xzn65rGeVIpOJtl1F16uC+9GOuujZ2XWIo7Vjv4JRXEj76aXzdGQjZixCdiqBbQkPW8d7xZVUHl3nnaboJ6tsjZGofwULYHxX0lBNsvqMg3loZZVSV9OmQwfBxi3ZlS1BSp3ss0SNFJZTSGZWm6ovewH5fbhnmu0UqzrruC8lRgvWddGx7NhsstDEXZOhrrmaSaaarxhA7JsnUUqaJqg4PA7lxWraVIFaqrwdp1KILHOIGS8Gye85ffL9FIUIAFg+PPvlugJR8UlTvn0Rq2TcvrZUWiFRMpsPjwWQm07PdT1TLuZdmH3bn2CFIVRFxWVUui5FgQP+KLwEjIRoz4BAw3tR6ug/R6VVGkCZNMUzaW16uKea5JBLzbBpukXWfcprU8mv44t3WMIPV9F4tYxSIl+/q5K5pTH1s/1wdjHY/n+QfSD8buqvrfJwQHSQXfpVJNp2G2I3FGyXuVKiiblsttC+KgW0cDUnieLyb8+t0GYyyuEwuWAp4vJkDQ7Eqzq+4Ngfg+maX8KlE479FKYYQlEYonsxQP/PLtGkEQw93UhvNtzZ+/OKFqLXU3pioVmMZTmx0JjNd0lZu6G++wLzutuBiCq0UQolVq52rhWMqGRPU7O4wY8VAwErIRIz4Bn6MrNcQM+7IyXTdb8F7MEskkzbmsghZZllikAGPC5JoloSj9vhEjnECUjPZFrPKkP1ISm3yHpmuPiaP2+XGeb2pa0xXLy0AvWmO52LacTbN7jczUraVqbdeYEEh63VrqVvLTsymrquXl+ZatcUy05MXZhMezrNOlk3x/uaFqPXki+O5kghASIRV//HTGL99uWFcNszzhZ4+nCBnSg4mSnUVXSHM6BOebGo/gu5OMbRv2QWnJd0XWReCgagyvV4cOzKfzDK4W2d8gihvDura9DhQ/Oe1vBjiGPqHdz8GouD/iJoyEbMSIT8Bd6ErFoj3WeYpEf/BmX7aGIk049WHy38VDkq6zD+73oR/tloRBZLSI6JCdX5S3bv90TFYgeEsm174TIjgpVMaTJQotZZcKdFA3PJ1nUcHV20brYV4kOLezQIK0SGg7I3fnPE8WxT4l61y4/hpjebWsmKYppxNJaxyvlhXfnRRUTcuqMTya5TxdFIFQN4aiaYMGW6r3tlFSSnIlWVUtk1Sxrg1FoqAjuQ7PLFW8XVdcbFtmebqP7l5sW7KkYpLqQfVefU4TAj9YQiUmtDuUlI2K+yP6MBKyESM+AXehKxWL9ixyzaqy5MlBVb9qLYtcd76MCa1R1/SaUiU+66E/hMgdI6pDyGgsnRmbfI+hL+JxTFag7zuPpLUGY1t2xNgTIpXHBFdvGxMtAzlMr8pXOHIdolaTLPnAW/J8U2Os6xV43baWsrKdgKzAe9hUhm1mkULybt0ghOiOWrD2QQLk8TTh7apGS7WXOzHO8rNHE95uGrJEvydgq3m7aUi1jl5LfdfnNNO82zT4kNkOaVsBj6bpUb27Ppxv6l6h3aGEbFTcH9GHkZCNGPEJuAtdqVi0J5iEbzDW4V0oGE9UMAlPlOwiSPqDCNLQFOlQIneMqMbI6LI0HxhXayl4PMt705nH7J/6ju9YxCOmOaWk4OXFJhTIJ5IXp5MQedGCc2uoW78TsidLBLlOoqbdd4GTSYrbNFjv8dbv04gnk5TL0vSKxoJgkWsuypbGWFKtOC0SrAe8YJJptk2LrUEJmGQavCDT8LuyYZYle42ydd3yaBoI7rNFxvmmDS8cSvBskYX6sW1LmtxAutq4iGuMwBepxq5qfBepc9YhrtTzDSFBtfGkWrAq233jTJ4q6s9IOY8NBiP6MBKyESM+AXfhZSnwnSK62z/00275JNXXTMKn79Ww9G1zdSRF2ivKOXDiGhpdevV2Q2sciT581xrH+baN1oLF7J9ix3cs4tFHALeN4c2qZpqlnE1DpOvNqt5LjoBgmh3IoXFur6fWV5d2DLHapT7CuShSqtayLFusD+RpViT75X2iscY6lpXdk1LrPMvKsMgVUgYJkGmWHBoFPEjpSXTCo2nC5bblsgrSFo+mCYnWWEeIyCm1L9zXWmIdLHLN+aa9Flnz3nM2TaLX0rHC/SfzvLsmDhFj8xkWVlJ4zjdBPkR30ivnm4Z5PrxOc1TcH9GHkZCNGPGJuG0toFRLfris9imcxjg2Vc3zk0BI+hTwY4jqe0VI19CJ6xhR7fWBNAaP+EC6ozFx8derNUH7iFUx2WtO9R1fzFoohvOu6+/dut5HkIo0/D5CcjbNPojyIeTgyTcWyUu6Gq2+BgrdjcWeBHVjMMsTfvnbc+r20LWaJYK/+dOzoO+2bXEunDfXkaAsyZhYx5vlBuP8YZtS8HQxBTx5qskSfS1NCJ7WWowN7hE7W6VCCFprOZtm/PZiS9N6lAiR3zQR/PF0Fr2WYoX781z2kt+h45Anistti3UHcuicI0+G3/+j4v6IPoyEbMSIG3DbnVXHUoGTLKimv6/GP3SbcX0vc+uefxAnqn3fKSF5ta7Y6Y3tpC2ezeOdkrGIVYxUZlrQGPdBHVX23t+/j8tty7o2aCUpMt0VoTcYq5nlGpEFv9EdWZtlwW906OQbi+TN8yTaQLFTx991Ly5UGszTG4NCoqTH48M2EJSNIdWa54uc7y9Lyk0guN+dFKRakSmFdY5t7bA+EKhpJsmUwuGRQpKn12sclRRY6/nVuw1taxFK4q0jSRR/49kcYx2PJnlIg3aRvEma7FO5fddLrHYwdu0OHYcgfDvhYlOzbQypErw4m6Dl8HDWQ7JjGvGwMBKyESPew110VsWiUkKEVEt1JQW1U4E/tk3XY8K8KNLeh/5dTFzH0Jdi2+2LFoAXCO8x/kAA+9Y7Rlj6ju9smvHyotyv05jQYXisyL7sbICu/l5rHGVreDRLe/1Gh06+sdqlIkI4y8bwalnivUBIaFrY1FueLQrOy4aTafYBGX2zaXixCMbkz08m+3GvjSPVjmXdUmQJs+KwnnVh+dN5gfMi6Im5ULM2zUL92MuLLU1rSbRCCoETgqa1vNs2eBHq2h7Nsivb9Ee7ZGO1g7Frd+g4aAnOC+Z5sr8GpRCfnV4cFfdH3ISRkI0Y8R7uorMqFrXRciepcHhA7yQVYjhmLRRTpL/tiQv6yVPMBB0hmSSKi8rQmDYUk+caRLzBIJZ6fLYTHb1S+J0ose/cfHFacL6p2dSGTIuPItqTVLOszD661hgHgn3dWSzCOWTyjdUuxQj1+aZiVRu0kPv0qfGOZFPhgdZ7zrfNIZKXKuius7Jpebs2VyJWmnmuqI1DINjUh2hWkWhqEyJp3iuWnYdnoiSTVFEkknXVMM0S0iQ4AVgHTRuWP5refD52EbC+CHWohXNcbuv9viyKg8dk7NrdXU+7beqPMKm/7y7ZEd82RkI2YsR7OEQnmn3xc57qz+qs0pJOj+p6wXH6GWktYy2t9dSt30dRpBTII0TuLlImMfIUCrHttahG2ViWssFYS209hZbMOnPo2gZ7pFgE8KNSj50NkPAdK3vv+IudLtiV4+4vlg9pwm3T7lNXZ5OUaaYGRzhjiNUuxa6XsnHUtaWRh45P7xylVsxzxS/ebJhlKUWqqBvHbzYVf/RkStU61rVhWxt2KzoPizbYc62rFq0UiQzbXHc6Y1pJ3qw2VK3De48QgsZY/vjZHKU0qQYHGBuuzyJVWB+PdG0bw6/fbrAetBRUrWddGX7/8TREVVX38tINq/4ITbdtY/jrVyuqxuIACZxvGv742ZxJqnvH/b67ZEd82xgJ2YgvHrctgBqiEzV5okk6chFSYcNvl9ib9nCCJNjUDakKquy7FFqm4xYz0B+1+RyLp76U7KY+TLy771Kt2NSGprMauir+uu2WxyKAsdRj2ZheYVE6MtNXEP9qWV7rUFwUCc8WBWfTjIvtuouMBTKYKMfZdNJ1yFpWVbuv2xJCMEmHd+LFapdiIqettXgJu+CZEOBkMBZXKkUJyZt1ifUCJTzTNEEpxbttjbGe02l2bRzebWukBOfpCFcgZM6D7GRLKmMRgFLBjqkylmXZ8GyW8HIZospp1l3zjeHFIotGun53vmHbBNumBvZVY6+XJWfTbNDY/u58w0XZMEkT8p0Qbdnwu/MNP3sy713vc7pkRzX+EZ+KkZCN+KJxF6rXITpxiMqE6AQfPJQ/BYc3bbvv+vr8N23PNDuosisJU52wm8KGTAhDZS9iKVnPzREMjyBTClEEtwHnQpJtXiSkSnYm4jebi0/SvDf1+G7TIIRnW7YfRKxiUbdtY/j+ssQTdNAq59k2BiVFkNkwlm3jsC6IqGbKdsdx3c9xWzvOtw1//uJk8DhoCUoqfnI23S+zziPwUZHTPAmpVeShe9E5T56EKJAQnm1jsdahlGSWheXGWISETXUQt5VKYIwl05rWGv75yzVlE8zI/+TZjFQp3m4a8kTvpTQSLZFS8nbT8EdPZqwqw2XZYqxDK8lJoXmxPybf2SP5rjUzXLfvNi3W+Q+kUN5tWuZFvxVV7Np9s66ZpMl7ZQgJb9Y1zxZF73pDm1xGNf4RQzASshFfNIYKoMYQohOSi00TtqMkL86Kz+qsir1pDxZjVQrnHeqKir91QeZg6DaHyl7EJq5ZplhVB7mCkJ5y+3qoxEhsoq7JXqRaRM3FoV8OxHvHsjRdNDKsd7ltmOeasqU36vZqWXXjFPZTiEB0Xi0r6tYileKnZwfz7aq1vF6Wnfiq2mtqpVrhvd/XHA4Zh3hasv+an2WKy1LRGksrBNJ7Mq2YZYrX65pN5Xi+mJBoQWs867LlfFMzy1Ns0yDEbp8E1jpkknK+KfnF6w2ZUkxPEkzj+MXrDU9mKUWW0rShNnAniiGwpEmI5D1d5GTJ9YjjTpqktXBSpNeuiWXZ0FiLEtePrwUaa6PXWezadT0vBQ4RXW+eDysnGNX4RwzBSMhGfNE45hE5VHU+RCcm+2W76MRQDNUFi4qxdsRhV9+iuhqdVIkrkaBDlCjR6ug2h0YEYgSiAIwLRfbOeBBQpEHEtEhDB2t2JZXbGMvZNMdY12sufhzv/034HIu6rRuLlt25cyElJ6Vg3VgQkkQKyqbd1xUmSnFZWcAzy5MPztmyMjyKRORiLwyxNPbK0UUAD9vMUxW6QBNFngha2xEqJckTQZooaufwMqQiVRuO20tP7RzfpZLzjSeRICR4B63zzFLJv/i+RgvJfJKSJpJGO5abht9d1vyN5ymXZcssTw4kr2r5Ls0CQcxTTibXOynLxrCuLULAtr5yPrViXVtOi5R3mwZpxP6aaK3j0fRY/ZzpvXafzlJ+d151llC7qLfnJ2d59JofWk4wqvGPGIKRkI34onEnROcOpB+G6oJBf8rrYL79oXXS+aahNvYaGS0bg9OKRaRBbOixf4ww7Pmmprah5mmep3vi8WSe8fJiy5v1wZJoV2jdZy4egxCSk4mkauyeqJ5MErwPHtd9UbdcCX53WWIPXu0oBT85KfDe8m5jkbDvFHUYZrlCK3XjNaikiNbBFWn8haGvzs97x7t1i/UHIdpNbTibJqEbsnHBm7IrSt80IW6VCMEkDd2RxlmElEy0JhGCPE2YpS2b1iJs2OYs1eRpQllbXjwqqFpH04Zr6sWjgk1lOjHjlk1l8MIjfCBRWaKjpMTYIBabKLWv09zULZkO14PzdA0UDiXgdJLyZB73N2XXXXulmzfRkkfTjGeLgterirp1eH8QxX22KIKVU896QzGq8Y8YgpGQjfii8TlEpw930YUYK8SOPbyPRfn69rO9MRIkuuV3c+yxRoG+micI3aezLGGahcmwai2T1H2UjEGftlmQETmQyJ2MiJYS532XGuuEU4uUPAkdr+ebFgloLTHG4YA/fDRBKcWyLJlmKXkqqBrPpm54NJ1xNk354bICDk4LdWt4fpJHI3JDXxha6wJ5STRJ93ubpmWWK5Z1S6Yk0/SgnG9s0Ayb5QlvV1vK1uKcRUqFSxTPFhngeTTPOXXXO3bBczrRbCpHliogpIubxnI6CeK3iyKhbOx+vSJVJEpEr2slBVXrqFu3J5UemHT2V8Z55ja5Jluy+NhUnxBByUMcflcAf/BoxutVRdk65rnk6Ty/Hke9Yb2hUfZRjX/EEIyEbMQXjdikHZOa+Jjt3matR4yUDK0XSjrtpZv2U6sgaHs9EhSW39Wx9xGk2DGEdW6WxIiZi8e0zWLnM5CZmiJNONmRmdqwKBJqC48nGY1zSA9OK1IpqS2cZZLvFgXb1lE1IUr03aIg05LHszykKMtDROfJPOPxLN9HKm+KyA1Na9UmdEO2xnZSDFBMM2rjMcZSdBpo+4L4rmh/kmh+WG55dVnhEEg8z05y/rUXcxKlaEwXdRMERX4gUZo//e6E//Mvf0DUgiKRlK3D4/lbf/j82jH5zjJpd6xRvbvK4GwdInIE3jVNVIiYdff0TRHVYz6sfR2YZVfndlX41nadvBDpyoVo6n9IynnEiD6MhGzEF49+UjJc1PG2W9aHqurHTMJjiNWX3QViE2WMeGxqgxCCbX3wskw6gdfHs36B0Ji22eNZ3ns+y8b06ko11vLkJMM58M4jpEDKUEyuVM7JRCDrgz3SPNOobvLNEsX2smRdW2aZ4uki76Ki/RE5iKe1+q7B4E95vUFkF3VLEo00QYajNUElf5JIlFb85nzTeUGqXeCJdW35zfmGJ4sc49hrt4HHOIGScDZN+dNnc14uS5rWMc0VLxYFZ9OUunUsy5bW+iCP4SBRjueLuEuBsTZoiEmJdS40zIidtl7/y0vsPjqWIu2LVBolI+u53tT/0JTziBF9GAnZiK8WQ6Um7qJlfaiq/ucU2ZebGtupk1rvkc5RFMPrYmKIRcFix9BY39nryL0i/aYypImMWljFtM0ez/rPp3GHrr0dlAyddpM0CbIPQgT9Lh+aEKZ5QqYFP2wMWaKY58EeaVUZnp9kXJYNf/VqhfCwyBNaY/mrV6v9pNwXkduZhPdF8t53G9hFAKdZkPYIVkUhOiik4NE0RQr469cbiikK4JsAACAASURBVFQzn2WUjeWybPnjp1P+n7cbytpSWxc8KBFk1vPLtxv+1s8ekyhBml3tegzp7dp4/ujpnCeL4hoZrY1nVbdkiWSSHS5I6xyrOpzhPnX8qnW01oeXBJ10aV5L1brotRStyUtkpDi/v2M3Xofan/ofOylH3DbG+OmIrxa7yfcqdpNvDDc9aJU8mDcP2pfuzX9bt1xsGrZ1G1JJR2q6ik69fpdy/NjC9j188Bf8LNn4j0DsXMeOIZHsSeMO1oduv5ssrFId6vBi2mYQiMCybHi3aTqJhTDo3jsuty2eoJnlCcbh3jseTxNK42hbi/fQtpbShOXBHkkhBRjjkAImWUiv/erdBucgS0NNV5ZqnINfvdvsXwp0F63UMng4GnuokRMEyQeB35P+ZdmwKoOo7rYT112VhmXZdOfTY0PDKtaHc1qkwc/x6TwL3aK1QUvB03lI475etlxWNUJAoTVCwGVV83rZdo0Q6bV9OZmkCCGx1rKug5enVjIo9dcGa0P3a5FqpplmUSR7H8vG+D2hdl4wzTTOC15elGwbg/WOeZGEOsnuZWleJFjvMC6Q4VUZ7pVV2eK8xzj298t1EhSWx66zPAnpzr9+teSf/eodf/1qSWsdeSKj6+1S/Fe/g5D6H/p8GTGiD2OEbMRXi5geVQxmLyvwobDocNykqt8eVdWPNQPEEKunuYu396HSAUWa4HyIlHkbyOMsUxRpwro2vX6VJ4Xu1TaLRTgD3h/I8LlINT89ydm2Qfw1T1Mm3YQds0dabhtmeXqNJEwyzXLbYE6nvRE56I/kXWzbLi17EKItUokQdJ2p+Qe1kcY6hAi+mm/XG9aNZZYqHs2mCCHxuI7YeJwPqT/nPR63j1ZehXUhxeq859WyxDm/rz2TUjB5Mg0SGy1sG7uPnk20JEkE55saIQR1aylrs28UON/UZFpTt5YsPXTQtp0IrfeOHy6DQ4HzHtl1hz5bZNFIV+w6u7SOv3q1QiNYZAl1Y/irVysWRcIidn0eSf2PnZQjbhMjIRvxleNmPaoYhhK5I1vtVPU9pnuwX1XV70OsnuYuBF6H4lhXWR/xyBOJlCGtfLVoOlVBS6vPrzJ04t2sbRZLJe0iQdWVyfdkku7J9vPTyY2kK0ZYtFasty218zTWkipFJgU6VVGJihgutzXvNm2I7mSK1njebYKRULAPullkeNu0/Or1hiLTnE4zqsbyq9cb/ui54NE84826YlO1+zFKFDyaZ9F6y8p4VmUTCuM7Uf0ikVRmwmmR8s9enbPctFgsCsVimvC3/+CMTR0ijVKKfTq6NQ5j4fEs5d0GnHN7h4ZEK04nCWVrebOsKLpoW9WEz/NCs8iTqDZd33X28rIkTxSqE3fOMo12jpeXJU9mee84xKRlgLGTcsStYiRkI75axPSojiGYdrf7SVTK40QuhoOqvrjy8A6q+jHct8DrUBzrKusrzj9MeB9qjWkle/0qY514sUaIgyTG4dztJDEgQroihOVxofmLHy6Y5wmzQrMuDa+qlp//4WlUoiKG0jikEPvrLpjGC8ouvdc3thebmtpYzrcNjfOkMnhqXmxqHk8zToqEVW0wTpAlMM80j6cZxjqmmWZZtixLtzdUN9Zxvg5dmfM8RYoQMWus5XxdkSvBm1VNYw1aSkrX0KwcVRfdajqyvGvYwIex2UlbXK2R20lb/LC85Gye7S3BUi3I04xl2fB8UQzSpltuGyapxrhDF2imQxRzqLQMMHZSjrhVjIRsxFeLmB5VDIH4CJorzE1/Zm3I0K7Hqu3v8jom8HrbYpfH0Bed2DaGX73d4J1HSkndhIL4P3g8ZZLq3kktUbLXr3I3iXoEqQoeCquqParrdkwSo490HQhLw2V56JY01qG14vce5bzZtHx/UZKl4bPWKipREcMk0Shhcc5hugjSJFNkWkWP4XLbsm4MHtHVTXnWjeFy2zKfaOo2jIdzAik9qdTMJ5qyDZ2Z3getNu+D56UQgm3jyLWmyDRKgnUg67D8F283zAsFTmE86BCM5BdvN/zZ8wVv1hsyrSlSRdlYamP4g7MpiQrX4k1dpMYJEilwQoJwICRKCFr3GTp5QnC+bZllCq0EznnOt4YijcuyxKRlYtf85+AhmZI/pH35FjASshFfLYaKMxpr0SrU4uzQmOMF+Mf2JZb66HvwDRV43eMGscv7xqtl2RVQ6/3+V63h1bLkD5/Mo+v2+VXu6qtSLVFqR1QdS9mwKNJ+/avIhF42hkyHSFjZBteAp/Ng4VS1jm1jAEHajcW2MUgRIm+n04xZluzJr9aSxnjypF+iAvrH/dE04d0m/P0uSgvwaBo/hlXVopAsrqREl5uWVdWy7eQfrHF4J/EyXNPrylE2LZfbJlwvu99rDFJ4prmkaj3eeawL32VpsGT63XmJkgovQEsPPqx/vqlRSvBsXgTj9jqc25OiQB1JL04Twctl8AHdEeNlaXixyKLrxfBokvIv1yta60iVpOkaan56Ov+smtHbJiwPyZT8Ie3Lt4KRkI34ajH0bfqYqfVt70vswTdU4PVYUf9dvPn2bXNVteRJco1U5kkgy0Mf+uvaIsUu2hPSYamSrGvL41l83Psm9FVlON82TNKEk0lovDjfNggRCPCmtqEOSe2sfsI+OO+QSBaTAwmqGovzjmkWfBn9TopeBG78aJpGj/3pIlgVWb+LznqUgKddWLSXzOSai21L3TiyNEQjkUG64y//1TtqZ3iymO6Jzrqu+PWbFX/zxZyqDXZCu9Rq3Xrq1vLdouBfvloHNf6uyL5IFd89nvHDsuZXbzZsmoO0xTRN+IMnExKlKFL2Pp87YnzsPprmKfm266y0oREh15JpPjwStShSnswyLktD1VqUFDyZZSyKdHDN6J3I4zwgKY2HtC/fCkZCNuKrxpC36VBoPtTU+tP3JSZ2eSzV2UeCjAPjLBebUCOTKMnpNEXLOAHcEcRPJWuxbQp5sz6U6KREQgSkuiaceuyhb62lMj6kKFXY/ro25DoefYmds1XVoIQk6QrtdjpXq6ohUQrvg5DtTv1LipC+m+eBdO0aEBrjsN5zkgcz7OayYlMHfTN8aO4oUh2d8BZFyu8/nu7r7qbZoe4uhqfzHOc9Ly9qtueh1urFacbTec66cRRpQt22bOrdsSesG0frYV7ofdOJloK00LSeUGPmVkHuQwqMdRgtOZ1mZErwy7drprnmJM+4rGrerGr+9Pn0qChu3zikWvGzJzPONzWN9UzScOy7gvxh8Dw/mfB07tiZmUspOcQe+5t/Yg4UQ+o7Y3hIpuQPaV++FYyEbMQ3i+Om3Z9WODwUMbHLR9O0N9UZI0GNMfz2vMQTIixla1lVLT89KygbeokAXZr3U9/6Y+TiyTTlh8saOBTn163l+UnGujL8sCxxHpQQ1G0gPc8XRdS7UEqBdfbaPlnnkHJ4VEMKCVfqz2wXeZOi89hsDBdleyC4RcIsU8xzjfee16ua802Ioj2dZ8xzvU+DapXtU4FKsO/4jE14fenaGE4nKf/i+xXPZjmzZzPW21A/9mffpaTAm9IgE4GSCoulLQ1nWcpESyrjydKD80FrHbkWbKqW7xY59cTvJTiybvm6MvzpszlV42md5VGe85OFYF0ZdEQUNxoVluC82Ls8aAlCiM9qSDk01agr91FoqglSIXzw8iJE/OVlaH1ndD/vuRnnS9mXbwUjIRvxTeJzOqtuGzFbl9i+LMumlwStqpaqCb6GWkmcd5R1WJ5q3UsEhqYpYm/Te6/HylA2QY/qyTzl8Sznn39/SdW6PeEUzrOtDW+3NT85m/T+3iRNaIxnWdZYH0jOPE+ZpPH6wFg0MrgBeGyXKpNSkOlwfazKhu9XFbmU5FpjreX7VcWiCOe3No4n8/xAOE2oQ7z4/9l71xDL9nW96/e/jdu8VFVXd/XqXpez99nnpp6EoIkRRBQRAppEwWiCUUQi+eIHIYgS/GCU5INfvICgRAIaQQIRxIBIvkgiBCHxkBByOck5e5999l5r9eru6rrMy7j9b374jzmranXPUb1nr15Ze6/5QFM9Z9Wcc4wxx+UZ7/u8z1P3dNbz+VVN3XuqTPH0uGLdOY6rbMhafd3y4z7supnwIfKLZzMu62QsW2aSJ8czfIiczQt+cL4AL5AqEryHmJ4/qjL6RcuytVvSVRnJUZXz2VXLUZW/dmG+bj0ReHJccXveRQKdc6ODEM6HnfvZfZFn+1RwxyrNybDZ32mt1p1nVozfaFjvt9PYt6tuUryb1vSbYqXxTVqWbwsOhOyAbyXeZbLqq8a+mrUxEtTYwIPZ3em+B7OcxobR0PV92xT3GcOezUtmxRuGFlwghMjLRYsLMWVLGoW9Z6Q1TfuFYWghmWMlIjH6stFq5Mkk5wcvlrQ2EGNEiDSp+PhoxhfXLZmUCCURgFCSDFj3YZR4XK46/sGzJUYLjNasWsff/fSaX34y4+Gs2CtrdexmonORB7OCB7O73lrrzlEVabJx1Tk8kCnJNNdUxeBWH4ebAyGS+F+n57WMdC5NfN4mHlpGHs8LXiy6lPsYPFomHdbjeTHEI4Wtae6m6tbaZCOyez/bvT331W2NRYnZJvm73UV6PHY8iMHs2aib789aS3GP2fMYvkmh5N+kZfm24CcmZEKIE+DjGOPffg/Lc8ABXwu+SfqIMc3afa2dXSRISYFAML0lhN4QkfEKRNirTbGvMSwxsux6pExO6354XGaJUOyePg30LjLJzJ026CYiaRfGqpGghwzLRPRiTM73kALGJ4XmurZ0zpNrxVFl6L2nGXIZ7xKPRIqfL1tcCFQ6R2sBaJq+4/my5btns51B52MYu5nItWA9BLVvhh1SpU8QkXx0OsE7sEQMAqUhDq/NtMSo/M7wwUbP9lvPV5S5psgUbe9puo7vPp5SGcXf+ewaHyOFVlw7ixKCf+Z7p6MTwsVI7uQYkYN3FJoP4ekibuLV2aYbXA2atUwJjic5QoxbqEQi09xsK6paCXJtiPeYPd+Hb1Io+TdpWb4NeCtCJoT4K8AfHP7+14AXQoi/FmP8E+9x2Q444L3hXfQRX/WE4phmbeziO0aCTicZz69bQN8iLI7HR8VoRWffNsV9EU+7tpmQAmsjAbf1d5CQnveBF4uWRdNv25LzMuNsXtC5yMkkG+wL0sWwyrKtv9euzxurRl6uO+ZlzsPZTYWqd4HLdYdEcL5omeSGWWno+sD5ouPpSYnznqb31L3dXtCrzCCFonee42lOiOCG8MnjaU4/tCl3Oe6PYexmYloYPn12jUBs7R0ikV95csS00DSdphMBGSNapJbstNCsu2ThsercNgJp8/wk15xMM67WlkVjyZTkZJpRGsVF73h6XPKj8zWv2p7KSJ4+rLAhUo5MCJeZ3vndLtsG5yOdu5mgVUIghb+nsrYbm+MoyLjNoNzk027zTWOyNIkx5Zs+mBjKbLeFSmMDIQZy+ZOZPR9wwC68bYXsKMa4EEL8+8CfjzH+Z0KIQ4XsgG8E9tKU7Ek83seo+6iv1MjFd+x1W91WY6n7gBLwcJZzOi24HMTLb6pAzMv92hRjEU/Azm2mhEAogbcBLQQuRpRJRqCvVh0vly2l0eQmtTdfLtuh+ndT4bgNQRz9jsaqkWPZmYWR5EYiJHgfERJyIymMxIXI51c1Ig5Tdq3jqrZ899GUqsiIPiKVJIaIkILgAyJTe98UaAmr1r42vVhlKcezMorr2rJsbPL+qpLj/nFh+PHFmuDThKv3gVZEjgtD3Xsu1z25UZS5pneJDJ9MMnKjmeQGo9V2MCEbJnk/u6xBCD48ndz4lwnBZ5c1j+flqG5rdcvY14XIqrWcTDJAcFV3Wy3b5ufZvNh7m40J8EOMXNcdUqTvN4ZUJZ0VejyH1SQD3S9/D6U5ELID9sPbEjIthHgC/JvAf/oel+eAA34i7EuQ9tVHfN3ePPddgHa1FG50W+YN7T6/swIx9p5jGNsu6fEuYXTgKDfYLBGpqZIYkS7YF+tExm7bUIDmYt3yYJLz/LolNzcVwHXb8fioGLcRGalG5toO7b67WqlcC1xm+PAEVl0K+86lYjrLKDPDorVoIZA66cuMUQQfWLSWnz+t+FufXpMJQW40bWvpY+R3fXR0703BrhuNCPzofJVaalrQdJGrdc8vPz3iuu5RSvH42Nwh29d1T2YkmZBcWoslYIATY8iMxIXU8l21bqufM0rgQhg1Sn657Fl3lmmeobXAuciqTb5rY2bILxYNVW5eyym9XHfYwbS19+DDcGwrj/WeMiv2vJHa3T7trE+xVL3dpg2UmabuLFDuPB7GpkgPOGAfvC0h+y+Avwz8tRjj3xBC/DzwG+9vsQ444O3wLgRpH6+q96E9S+Sju5Pr11jPg0n+TpNOu9dPsOrs4PmULiSN9zzQ+xPK+7bLziqflCzaht5FpBLUrSPTgqNqkiJ0zN3XSSnorNj6Va27nkWbWl5VNjjujwj3xyqAY+0+SBfgSf46WVsveoo87R+3SZBznrNHMz5edjxf9qwGAfjH85yzo2pvs+CrdYeQgt46apsIRGZSXmXtAl3neNY4Gusojea41AQ0tfX0ISSyNXip9SFQ29Si7KxHCIlSEu+TKWwIqZ276mwi18P+qZVgmhuS5hBq65AOQkzebBBG1y95q725GpmmTgVlJsm0GdrtiTDedyO167gdM1g+Xw0V4/KmYtz2jmU3Pi3pfNhLAzi2nAd8u/FWhCzG+BeBv3jr8Q+Af/19LdQBB7wt3hdB2kdIvy/GYoBOp8V7mHSKTPIvmYBqzeuTZm+P+7bLmDDaRZASCOmni+n540KxaAd3/Ftt0KNC4UNqGSqZ3SEJPtwn3N8N5wMqwo+vauouVdE+HnIsTyb5nTxO6wJCRj44mnDZWIQL1J3DuoDRkjJTaK1wPvBzZ3OePrg70bq5aI+ZBe+60bhYWzbGuhlp9X2IXKwtUgR+eL6myg2zwlB3nh+er/mFxxPOFx1KCk7nOUoIfIz01nG+6JhkeiAkEALIPBEr68Mw0RrvCOI3pPSkzLmql1wsHIGUWDApBSdlNbp+uRZbI90NehfItaC2u01qx95z7Lgds70QhNejxcTw/Nj+MmjR7FbGn77fjQRwbCDlEEl0wJvwtqL+XwL+e+BxjPFXhRC/E/iDMcY//V6X7oAD7sH7IEj7Cun3xarziYzd+rxMb2KA9p90GhO2h+i/ZJJ5f6TNGO4LM98Z6B0ik0ynZdMCO3ih2RCH+KA11gdiTDqjTAkezVPgOINb/ibOB1ILaky4P3Yx/OKq4aKxPJwW5A8quj5w0VjKq4ZfenJEaSQvlzeTeI9maWjhuND8w+crlBA3FUfr+aXH01sX7Ru8zUV73NLEsW5TbNNmEiJECEVqP0/y1Mb1LpJriUDTuIiNkRglTe9vDVBIbIyUmaazdiArcvvzxgz5RrWXvt+0bJNCEYPkqAIpDSEErE/Pj+FkkvPsqgFuzIJ753lyXNJZv9Okdgz3Hbe7bC+qPAMcPkaiT+SqNOpOi/ZNGItcGtvP7qvqH6pn31687bf8PwJ/EtJ5ZbC8+CPva6EOOOBtUWYaH8K2BfFVuOpvLqK3sbmIblomgkjvAoL4zne2Ykdlatfzb4PNBSGSSEJEbLMjCyMxSrJqe14uW1ZtP0xJfgUn/SGc+nbFYTOBuWp7XizS5xVGDW1HzYNpRts7Xiw62t7xYJqR6eRS//HphKPBfPWoTI+Te32yd3AhBXm7kBz+QYyu30ZfVneWy3VP3VlCTBfzF6uOTCnyLG2HPJNkSvFi1bFoeqyPzIZMxFmZYX0SdGslmRiJEILep5bgxKRIp+0EH0kDF2GY6Auj39HmRuM2NjcaWiSXfB9Ba4GPsB50bEoITmc5hZEUmaIwktNZqohVQ/s2xIgg/fQhUmlJlSmMSm1YFwJSSoyCKlO4wBAbZblqkmYsxjStmGvNRyclD2YFJ2XGg1nBRycludbb/XDR9Fys+2EbJiZaZZqHs5x11/P5Vc2663k4S9FQR1WGIIn8Xy1bVq1FEDmqxm9Kxo7bLeJQzbqVHH5SpeM3DMQvtWklJ9X9N1nOJ6J1XfcsW5smaXkzOdxMdY4t59g+ccDPPt72qlXFGP+6uFvWde9heQ444CfCu5gX7tSb7Cmk3xeTXLNs0532piLQO39vuPEYxu7C34cYeSzMnEzvnMCsjODHqzQNWGaaEALXjeXjk7Tuu+ODItNcf8kDKrVdtZK8Wq0TQROCOqYL7fzRjFXrdk7bCeLQMt4Yz4JSbCsfde/xMd6KQBJIkUT0x5OcV6uOpg+UWXrcuYhRqYXaOX8nOgnU3pXYIktB5qvOsWyTVmtepeczrehtJDd6O51IiGRGsC4NxaqnMGYrwG+tY1YaCqOSJk6ClgoX0noWRtH0llVnU4C7ECBg1VkyLTBa8PHDCav2xvJjWhi4Z9oVkjnxNDdM8iGaynqqLN1MCSEotEQO+4QQ4t6brLHjdmz/LDONFN1ggpsqsXIQ9o/BhSHC65Y8Qg7mykLsrnDet5yHQO9vL972jH8uhPge26lm8YeAZ+9tqQ444CfAPgRpK6S/1WL7KoT0+2BeZrgQB+f8tCxlpkazHO/DuLZufzHyPp83FsJcGJ0qNZuw7phakIUZPzVt2q65fL3tmqw+EunaaKXq3rNoUizQrmm701nB1aqHEHDD90CE01nBsvO09q6erbEpOqjUgYvaUmSaeZXRu8BF3XNK3BId7zwbKieVuveiPXajkWmN0Y4Tnd9pyWZa8+S45B98fr2dwOx6T4yBn3t0RIjwYtHx9z69Yt17JpniH//omLN5iRDp81at27Yrp4VGCElne9aDwP22IH6SeWaF4WLdUxpFYcTWduTBJLsndijQ9P7OTUjTexYyVTMfzorXkiTu2z/H2ubLYVjkTdt6czwk+4pwx5dvDJtos8kbpk/LEePbsfPL+HIe8LOOtyVk/wHwZ4FfEUJ8BvwW8G+/t6U64ID3jCSkf/MF4XRajJqcftUwKl00vkrdyE080us5ifsakt73eWPO61d1x7K7sdmY5ZrjKifEyMxI/s7nSxatZV4YfvXpjBDHL0BjfmKfXq6ZF9nWLgPAumSjcTotd07bffJgwqLpaXuPlJIQAlkm+eTBhB+eL3csSaALEiJ3iUeEbhgkcINHW+dC0nQN0URjF23YfaNRGMkkNynCiXSXHIfnq0xzdlTyctnQ9GAUnM1LqkzTdJYfvFyijOA0y7HR84OXS773aIIrzbbSdtsKxXlP4wKrpuf5oqGxgdJIHs9LZqXmg+OKH71as2ocQQhkjExLzffOZqMkfd05hBDU3U0OpNGKdeeYFtm77Z9CICJ32ub37Z+7ffmg7t1r54Iq0xilWHeWune3/NkEk9yMkq4xE+X3oYk94KcHbztl+QPgXxJCTAAZY9x1djrggL1FqV+nmHXd3bQIYSOkV0PrbrfJ6fskZV9lS+K+eKRdWZb7YluduGXdYZRIfmGLJS8XPWWuKLNkP/By0SMEXK97fv2LFSdVxtMHFU3r+PUvVkgp+eR0Ovp5u/zEXBAIGVNm49C2M1IkKwUjsc7z/LrdVrwezXJKk1qmZ7OSZ5c1tfNUWnI2S2RmmmfAoJ1yyXG/MDJF54SIzwLLW67z00KTK4Xzkc+uahTJquO6t1zUPT//cLp3JbbKzI3z/60J0ypLFbWTSc7DW1mWm9bcD16scCEwz/NhgEKz7Dp+8GLFk+PJ1pbjxgrFcapzFquO779cU2WSeZHROcf3X66ZZIpmXpIpyazMCEQkAqOgGYLUr9bJ3HdD5B7NCualGUK5HUYrzNDOXLeW3OxvmHtfW3J3VaphV9W07h3PrtJxlMLnA8+uGp4cl6iBzNW93X7vVWaYl+NSijET5X296Q742cAoIRNCvDEaaaMlizH+V+9hmQ74Kca+I91f9yh4fIPL++b5d9FxvI8T5j7veROPZFk0g86oNIPeSvL51Y2FQwgBIQWfnE7eaTmdj3dIyabluu49Wt+94GktWPeeLxYNmZJkg14nyzSZTc+PYazKMDGCZ4uOKrsxjV00jifznAi8WLQUJonH297zYtEyKw2LJrXLfuGDoztavkXTc1wlEhSGliekbXdcGZatZdXBNNfbVlmIqTq06CxGSORAdrWWSB9ZdJaf21P/WBhJ7yTX9V2ik1IDQIhI3dyY4haZIkZ4se44m1VYnyZQtYKzWcWLdUckkmtF3VsW7U38UyTyat0hgFXrWQiHjOm7fLXuuFi3zIoMD1vyq4CLdYtWJb/xfEmVaealYd06fuP5kt/x8TFawkXv6Nd2+7rMCCa52puojlXkxgjSmEfZ5brb3tQA25+X6w4lJZ3zTPNUjbUu0FiXbkrYz9JkXmZ7edMdSNnPBu6rkM2Gn78M/B7gLw2P/wDw19/XQh3w04t9yczXLWad5oqLtSWEG5G2lIIHE7O3t9n7OGHu+56NTRqdCFt396b3CCHQPhBjpHaeEBxSCiqTNF1vFtDfj80E3VGVv0ZmlID5YHGRfK0k88LggseHlO2Y/MMSnTme5nQ2zQztahdtp9HisH4xbRejJJMio6gtYRD8hxgpdHp+1VqmhaHuLauV3YrQV23y9uqs5/PLZltVOZ1mSAFPjitWreVlc+M19miaMR9sCpSQ5OamutQN1beLdU+Rq9dMY60b9yEbw11Sqe6QyhgDz6+716o2Z/MciWTdWTqX1jM3ilyHQa8nWHfpNSkWKU1VTnLNug8gIM8lWkhcDDgXWfeB1kbqPvnobexHykxSZYbzZcuDaY4AnEvDDkWmOB/isK5bS9+HNEjhHZmXnM2KvQd19h3GGfMoOx+J09LSczLJsS7ghtedTFJO6RjuO7/sQ+QOgv+fDYyefWOM/zmAEOL/Af7JTatSCPGngP/zvS/dAT912JfMvA+D1zGUmSYsu2QdiKVoPQAAIABJREFUsLkrDsmPyfmwd8tkl3h93xPmvifhtresursi9FXnkCLiQjL4nH9JM3NVJ/3cPhhrAW/EyqXRKKmHFk16/mSSUbcehMD7gFYKQgoOH2sXNb1j0SRCtmnbCesHk1vFzz2ccrlOnmFVli6USkrOl+k1kzxjPqx7CJF15+ldImNlpplVKUD8t8/XPD0peTgLrDpPCIlAhJAeWx+SmP5EcrXu0/eiJE9OSrRMJI3IdhpUSkFp1JtiON8aG1LZ9J710g5B4GbIhoTzRUuZa6oskbXzRcus1Dw5yvjLf/eSWSGZFSUX65plG/h9/8RjrE9DB0pE4kDk4uDrppVES4ESEh8T+USmSmsMni+uWuZFRpEpuj7wxVXLdx9KGgtHb9hHr5se53tyJakmentD5ENg2fbAfkR138raWMRTru1OA9uNDc5trdvmWBrDvi3Zr/scecDXj7e9HX4M9Lce98NzBxxwB+8SmPx1ilk3sSdvmqza98Q+FmA8L/dczncguCEG1l24ISwCXFA0LqDFXZLng6B5B1H/WAv4bF7Q2jXOecLQIt1kbWop+Kv/4CXz3HA8yVisLVed5Vc/fjTaLmqtx/rUitqkG2xI5aNZgZKKpyc3LVgfNt5bgRDEVvC/qYxIGVn3DikEevid1hJpBeve8WLR0Lk0BLLZnp3zvFg0PJjkhCiYFWa7D0sh0BJOJxmfXdZEBFqKrXfdhyfV3tt63XlChCrXzMpBwzaQShc8J7N863KfaUmR5SyanlxrzqY5n1/VfHHZkRvJ0+OKXGv8MOjx5UqeD/B4ZjhftdiQWpmt80Dk8cwghMRIyau6J6w8UioqLREihW+vGgtS3LHgKI1M9iBGYW4N1VjnsUNxaVdldOx3+1bWxl43ZmDb9I5le2PqnKrCgdk9prhjessxHAT/P/t4W0L254G/LoT434fH/xrwP73NC4UQCvj/gM9ijL9fCPFd4C8Ap8CvAf9OjLEXQuTD5/xTwCvgD8cYf/i2K3LANwPvcpf6dVpNNDZgffzSZFWksWE07xDGIlHGQ7vHsK8n2m5EnE+EcNO6Sr5KyQi0dfGOZibE9Py+mOZq58WpyjSfnE5uXUTV9iLqyozf+90H/ODlivNlyyzX/N6nD5iXGeerfme7qHEBEaGxd7d14+LovjQvsjQt2Nutfk5KweN5ybJ1HE2S4Nz7dK08mqT972LdEQbt1IYAhhC5WHeczUt+6+U1F+ueEEEKeDDJ+MUPjpiXGV9cNVzXNpnYSsFRZbb6ujF94K7fbUhl9iVSiYzD4IJ6bX9prOeq7ghEqkyRZxpFJBC5qjuMEhil6X3YVvKmedpfTqYlT2Y9yzYlKEyNZFZoTqYlvUvfOSIShUHEOLQ8Aw9nE/7WDy/QUpFlkr63uOD5Xd95wItFQ+8kdWfpXSTTyWcs02K0Mgrs/N2GlO1Tjd71uipLViKX645158i1uPNZLiRiFYZBjzKTb29XcyuK6m1Kpl/3OfKArx9vO2X5Z4QQ/xfwzw1P/Xsxxr/5lp/xHwJ/H5gPj/9L4L+OMf4FIcT/APwxUizTHwMuY4y/IIT4I8Pf/eG3/IwDviF4H3ep7wP35R3uk5e3b2j3aAbfnlNXISancyUlmUxeXKvWMi81DyY5/aJl2d4IqisjOarG79DHMC8zWttw3fRbgjQv9PbitPl+y00rd/heXYAPTiZ8cHJ3oGDTFloPVhmb95RSpHaRg1eNJb81Rbp2jtPBdX3XvpSb1GJqbdgOOBQmPT8r9EAYb7IaI+nzrltHGFrZGyIbQgpEv1h1vFz1ZFJS6CS+frnqOV11lJliUmQDGb4ZBti0Nnd54QF8frnm5aq/o1l7ejJhVmTD68RWTO5j4KjIcd7zYtnR24CPMcU5GcnZLOfZdcf5sgXYkvTzZcuzKt+aE1eZvkWokzlx0zseHVc8jmxJbBBJe9W5pEucFMldPyJwLmxjlh4PZKbpPUbB43mJAOZFxvdfLplkhlmZWqvXTc/3Hs1GK6MAvb07JXtSGS7X3b36x30HbnaZE99nV7Pr88amQcfI5Nd9jjzg68d9U5bzGONCCPEA+OHwb/O7BzHGi3te/xHwrwB/BvgTIo1n/ovAvzX8yf8M/CkSIftXh/8D/G/AfyeEEDHeY0h0wDcOX/Vd6vvAWN7hGMY0XfuGdr/L1NWuC/qGwAgEUYCIicyEQSeHEJRaImVyQuctnNDvh/hSNE1an/vC2nf5pU0Lw/PnSwqjKQY9VGsd33s8S/FCwtL0nmVr0VKSKcgGPc/YvqSVohLyzjAHJOH+rz+7RsS0DG3viQK+8/CI8GrFp+skRs8zSdenibqPjgueXdccl0lDtUHbe55d15zNKzItsW5D8hKJWnUe2O2F1/SO335VJz1bmfRiv/2qRsnUWldSsGh66t4NuZoFVaboveTV5wtCAKWTi7yU8N1HUxZ1z/k6DVmkXE+Pj/C47gdCHbiuuztTsvMyS5mqVeTzq4a676kyxdPjkiIzlC7wKnQsazeI81N+ZmmSfrAaos02Lv5Vpll3jkmebgwu1x3XjcUoBlNmxXWzW0i/ans+u2qH70iwaCzXreXDUPDhye4p4fc1oTh247br2HwXLdjXeY484OvHfWfg/1UI8QeAc26RMW78CH/+ntf/N8B/zM205ilwFWPcxC59Cnw4/P9D4McAMUYnhLge/v78/tU44ICfDGPGomMYH63fL7R736mrMXNbG+Gkygnc2BFIwMaknzvew5l8DGNTlkmXtDvG6ccXy23METGR2u8+muF84OlJdYd4PJ1WCCBTCq0kUsRtqLWUgmzY1mOh3VoK+lv3eSkuB+al5oN5wctVn3yhhqpUlWmqwnBSeXqfyJaSKeuwKgwXjUeryIvrhj5EMimoCoPzm9iktA9s/ba6FBW17uLOQYhnizYFhIfIsrYImVqUn123PD6qcCHy+Kh6TYR+ebnmqDIsm0GMrgSz0rBuLauuR8SI9WC9hxhRElZdkgdrJZiV2R1vM0jk7NmiJdeKaW6wPvBs0fIrVZa2uU5Tmb0PZDJVh6UU1L3ncp1yS6tMYV3gxaLlZJJRGE2uk8v9hgDmWuIDqSJZp+/c+qQ3rDLNJFf8cNXR9555ZVLFVEQWteV81Y3unzcDNzd2IEa/vwnFsWPTqHFD4AO+vbhvyvL3Awgh/l6M8Vd/kjcWQvx+4EWM8deEEP/C/ov42vv+ceCPA3zyySdf1dse8C3DmLHoGMY0XVruR/L21YmNTTZudGK5ktvJRusDhRa0NgU+b5zzu+H1UuTMy/10TWPLMi0yfPDbqcdM3Uw91n0/EByFlBBCIjyLpifTmtwoZjHbbp/cDGHXRI6qnBDCtr0opSTek6HohqnB6g1xN03vOJ4UnM5uJjA2raQqMxxVgXXrsEFgpGBSaKrMUOiWH52vmZYZpVF0NvD5qzWfPNwQpuSYf/OeaftEBM4H6j5sK5qZSoHSTWdRUqGVSJWuwRbEWzfaunq1thiteHx8s19bH3i1tji/8VFLovsY09So8+Omqq11aCUQYqi2SoEWgtY6hIAQ4WSS31QO+/S8857Getatw8WIFgKpBDPvqXvLunPIwbcsbvdnybQw/MMvkn/ZpNCsW8fluuZ3fHxMCDEFqgeQMm1LrVPldwyNDfSDNYUZiG7Te7yW9+7z+2DseHhyXB20YAe8EW/bo/g1IcTviTH+jZ/gvf9Z4A8KIf5loCBpyP5b4FgIoYcq2UfAZ8PffwZ8DHwqhNDAEUncfwcxxj9LinHid//u331oZx6wF+7TY+w6Qd+n6dqH5O0r1h2bbDyqMsK6x8dI9HEb63JUJf3RLuf8k0k2Ggi963djy9I7zw9frrA+EmNECMHFquc7j6a8Wvfkmd7qxIwSSKl5te75YC5ZNEk0vrmIXteWWaFuVSPvbmujxkO7jVJc1x0vl35bOZzliqMqv2WqemNbUmQ62UBIEGJD5FKDQAiJkskQ1hg5+J6lAQljJNNcU2aG3kWWzY1eb1qk5zeeYbf9y9Ztz+OjnCLTrGqHLm9IQdd7ppXe7r9vquz44PEe3C3dHSGiVAqx7x0434PS4B1aaSa5xgVorb2jzXp8VFAYTW0DDyc5y+7Gg+0kz6ltIjgPphlXdc91Gyl0egyJJDW9xdqAEJI2hrSdQkZvPa0L5FphNt5tLtBbT6ckj+cFl3XH82tLYdLjzvoUhO5S9bXpUwXwqMww+p7K9ohm9H20M8eOh4MW7IBdeFtC9nuBPyqE+G1gzXBGijH+zl0viDH+SeBPAgwVsv8oxvhHhRB/EfhDpEnLfxf4P4aX/KXh8f87/P7/PujHDnhXjN357iPcv+9k+j4GGnatw9hkY9IEDYHamzifMk33/fiy3umcP9baSX/7ZqIztiwvFw3PrhuIEaEk0SfN2nGlU46gDdxulkrAmM26e3rrtjocIQWgKAYClNqucdt23bjV72oBhxi4bh3EiJYSHwLXbRxMVeHVqr/jbbbqHA8mm8EEQZZnt9YvDYBkxvCLZzN+fNGwanqq3PCdsxmZ0WiZkk0m+Y3flhgsMUBS5clF37mAFFANJrJP5iW/0S65WrXbbWaM4sk9/ilVpvmNFytw4WZba8kvnk2RUiJFIlFIAVEgRUBKSd31/ODl+o5m7TefL/n5RxOIkWdXLa/qnt45Mq05rTIeHxdoIVm2NlmJKAhBbI+VpfMQBVqlVqRWEqKgdh6pJbPcEIb9WytJpiR9BDqPkoKz+U1LNoTAuvN8eFLxW89X6bsedIVN50b1Y+m7260Zva+duU/1bOx4SMtz0IId8DrelpD9vq/wM/8T4C8IIf408DeBPzc8/+eA/0UI8ZvABfBHvsLPPOBbiL1d7u8xYx07mX7VAw1j6zAvs9Gxez0QvQ2Z0cM6jznnNzawHiohGwJhBq1Pmh59M9HZTlneEYWnZfzbP74ihoiNgPMgBUZEnl13nEwML1Y9WontBJ/zkScPCnwgOfD3d0PJfUjreVU3xBAxUuIHD7J5OQF2G/surCfXksLcTBO21tEOBliL2oIQ2/YpMTIrNJlOMUxfXK9pbaQwgg+OqlQlExEb4DuPprfe01OKjQZQkOX6NSInhOThrKC9dbHfVOSmheaDWcFlY5O1RJZxUhqmxfgpWwqBCBEvBUpAkAIVkoO+EYJJmRN8QEhFDBKpJEYILhuLJLVFF41FIJDAZWPpesvfe3adYo2MYdX2PL9uOK4UuRK8Wvf0vScIkBGyTPH0qCD6NP1ZGENuJJ0NtNYSfaDUknXn8THVkvwwWDLRCus3XnE3x591IGXg8XyK85GXy2aIBIOPH054fA9RHSPwY+3MMtvvHHLfsXnAAW/C29pe/Pa7fEiM8a8Af2X4/w+Af/oNf9MC/8a7fM4BB9zGvi73/ygcscdG5McmMHeN3S+afqcmaMw5v+ktV7VFcDO5E3uQIlJO8lGtm1byjaLwq7qjsYEQIcbUvnICRN3xaF4QRCQi05AmgiCSY389pA1Ikj4MIqvOk2mbLCl2xD/Ny2xnCziseqaF4bq+0bMdVTkhJsNVHwLXtaXzgVxJjirDukvtrs8vaxCCKksi9s8vaz56MCE3msuXK16u+62VxqNJxqPZMULIITPzpvp5VGXEmL6vyCCkv7U9hUjCe6XSZ+VGokR6fB96H3h4VCCiuPn+RBLcGw0TI7l0EWsdRkpOjMTopNvLMoVzKaszEsiGCtTF2nFUGeSgecuUQleSi7UjCoXzASElBggiDY1ctx6lFUd5xtJ6Fm3aH4/yDKUVk9zwctHdaWMblUyEfYi8WLTUfSJCm1bv2TzFKn14UvFgkv1EFSutJOuuo8wMR5v2cOdSvmtr2dXO3Pcccp8lxgEHvAnvOud+wAHfWNxHrMbMWJMVQ7jTwrhPnL8vRkXoe05gugAueK7W/XZS7XiSoWVyyF93Sy7X7Z3JxrN5yY9frbc5jHrwuOqsp7Pjoc9jovCAGLIXFVkm6DtPaz2fPJogReTxvOCqdrS9Izeax9MCKSKdDXQ2PXeTEenorMKHHutT5UcpQQSsj9v4p10tYCkiX1wlD7bOR3IlaPvAB8dFCsuuO5RI6xpCTI+VgJgu4JuL82bd121PFIKLukcEyI0muMBF3bPqLGeZ2km6xrbnctHS2EQENz5yjfW0dnwSVgjBgyrHDu+lpMRIgQ0Bk2Us+kCmYFIYrPUs+vS8FKl4Oa9ulnPdOpSCtXU8mpepauQCSkvKTLG2jlinxAApbohGiIGLuuPj44qrdc9RkbI0N1YhD02S8Wst0SpuSRciUcjCSIyEVRfoXYqGOimTX9y+2CRzbPIqtRSUVZosHmtnjukKDzjgq8aBkB3wU499XO7HfIK0krxcNltzyt4F6rrfOoV/1UjEIbBo2jvtlKZ3905g7lr33rmtYLzMdHI0v2x4fJQzKwqmuabp/fbzpkNL0sWkpwphE7QMs9LgYhzVui1HiGOph/97R9+ki66SklKDFJLa9in8O0sVuNp6poXBx8C8yPDc6IxyleFjoO1g1bq7lTxuHN/GWsDff7EiM2lA46qxvFh0nM4y1p2l7pKBqZAitVm9Z51ZpEgTtI312xDtwkgWrWfZ9lRZEpaHALIE61IF7edOpztJ1+j2bHu0kKDEjXVKiEPW4+7YpXmhuVjfVDi9T1OUDyYGgqc0JNG/T5YXmQKC5+G04LfOV/Q2bP3LPIHvHk15sey5XPXMSoMpNNZFrteWk2mGiBHnwAdHDEnjp6QkVzApNLNCs2pThSxTilmRJic7FzmbFfT+7oRp5yIQ8DF5q90Oa7c+7C1DcEM01O3cSUgTtmMWONYHFo0bzgViGCzpmd3TOn5fvmcH/GzjQMgO+KnGvi739/kEpbtpT+9COkFXb+fTtY9lxLJ1XKw7MnXj1/Ry2fJgknM2L3auw9i6t9YTYqCxkdayNWtNQv+eiOTpyeSO4HjR9BRacV0nY1IXQQ+RS0fVjeP+m4jOGHE02nA00cTA1pxWDM8rCc4GXGTweRdokaYatdDUrdsK/jfWBlWmafqOVZPWXUiIIemQCnNjRvumbf1y0XIyy/A+EnygMIpJoXm5aPFBDEMDIDYxgzLlfNbWsmocLsStA75zASmTpUJrHVeNJ8TkjZVrRRT35yvu2p4hQOP8ndSHRErHT9knk5zffrWibgKBiERQlZLvnU2JMVJlGU23GZJIZsAxRqaFZpIpPr2oqXtPlSk+elAxLTQfnRS8uK55ubDbz1FS8NHJnEXT89lFAyJpFF0fIAoeH00xg1dcZiK5kURS69AohQ+pLZ1/KZg7+bYlMrdqLcs2VXenhaFzce8WopYplP3LGrIqU6MWOLbpeT3W6ObxPlKDg5j/gF04ELIDfqqxr8v9fb5Zu+6mxzAeq7TbMmLZ9ight4HXG2Hxsu358KTauQ6Lpt+57r1LupxVe2vKskgWDKvOI0UKab5dnVh1SfB+2aTqzCaW57LpOZsXo+s+Fpg8ySWPpmWyhQgpz1EKwSSXhMFQ9FVtcYMNw2llCCFyVCmu6h7ixrw1gICzXHFdQxARORgMRNLjzffw5WXZVD9XnWdqNMHcEEgJ6flCMXHporx5Tx8iuUn1ps+uawRsUxJS1uURgmROmmcaPUwaLmpLme0/UScllEbBoMnSSqAHr7YxNL1DCQnSD2EJESVuCIIhUMwyQAEePzzf9J7r1nE6LfhgWL/r1tH0nnmZcTrPuV7eWHcczdLARmcTeYsIhIwYqRAkQmoHS4mud1vDXKME1ntmheHloqW2gdvxXY/mBVd1T+8ik1sEaRPK7oLZS98Zgc8vawqTYpDa3vP5Zc33Hs9GSXPSAEra3g8V45RFGuO7SQ32xVftl/a+3vOA/XAgZAf8VGNfjdWYT9C+bcLxWKXdlhFSSLj1mX4gSVLc4600su6d9zS9Z1be2DTUXYq30RJal1qQenANX3WOQic7hAdVnkxAiVRDBcWH+6uDzofkt3VryhLgdFKwaJZcrPutBunhJON0ki6+y9Yx1RJVlHjnWbaOq9rycFaQK8FlnfRiRglOqmxYbsV8yE/cNC0jGq3UUP0MyXJAbaqfgYXsybPkgTbLNVpLnAtcdY6TqeZ0UtDa+k4Wo9aC00nB55froT2XyIGM6Xdd75jliu/3jherG01elWl+IR9PaBjDJq8yUwqTJ2Lce8+sGCd2zxctRt+tfrbW8XzRMikNOjOUWg/RSZIGwaQ0vFp3qCi4aoepTq2YGc2rdUeuJR+fTPnk5G7GZ9MnY9ePTic01m1/VxqNlJJ1a7ladyipqEyanrxadxwVmpNJznVrtzFV1nmuvefJSbK6WLcdvQcXwjYWq5oX9+o7dx2bq9ZyPESKOZf2jSLLWbU2+ZiNVH6TBvDGE3CjARw73vc1ex7D+2iDHlqr3ywcCNkBP9XY98Q35hO0rfbc0pcZnaam3iWjbtfvJrmid6kV5nwYArTTCdL6FDezaPo7GYNndy5Or+dAZlLQWs+ycUQRETHZCDyYpMiZzlo6d1MJYmhn+Zgm3Rrrt9Wz0ii6oTq464K3aHoWTaqobKpgIChMT2aSJir6gBq8sZZten7RpjB2pWSq5miF8YFFa+lswIWhUiKSsN2FJPafDWQnhJsKWbLFUMMk5t0LZaZTBfBsVnK1XHDd2u17KuBsVnJUGS5rTSeSmB4iuVEcVYbffBFSS6uUW0sMH8JgjiqJQWCtx0eBEpGoDYOTxl5t7FmhCTHZO7TrZLPxaFbeq12qB+H9y0VN5zy5VhyXmhAZAsY1v/VytbXu+O6jKWeznMtVz3XXI2WyBAkxct31iBU8Palwvudi2dOFSC4FD2YZpcnIDcQQ6ZykCw6jNKWR5EaxqHuQgt4HWue3AxiL1rFqLSdVTt3bFLlkJFVmWLXJcuOy7lm3Do9AEZkUaehEK8nnV+tk1jt8f0LAJ6eTUXLRufR3q66/M13b3VOxGh28aN3OY3pW7Gf2PIb30QY9tFa/WTgQsgN+qrGvy/1b+QQJgUhOntun7tOejd297yKOJ5OcZ1cN+a0hgt55TiYFr1YdL5dDqLWRW32ZkoJ5aXYOHySymKwhbn6KwSlcJQG8D1vvLyHFkLkZCZE72693gXwgh7sueOfLjqu6IzeaKk/u/1d1hxTQWMfM5ByXt74jF7iuUzpAIKT26aC/0koihGLR9ttoneTin3RIi7bn0awgxERSN4RMiWQpse5SBmLd3QjGjZYIIvMi4+yo5Kru8FGQichxlTMvUpXkqDTUSmzJb7UZEFECNVRBvfcolYi7VoLLukOqyNMH0y1JqHvLZd3t3cbWKn2fj2bVnX1C31O1CCHy618skCLpta7rji+u4R97eoRE8Gqx5ky15GWKOXq1EEge0DrHdeuGwPnBZX8QvPsQ+NGrGmJECskqBla941eeaCZG8v0varRMqQ9d7/ms7fmdHx/z3Ho6myKTlBTEAJ2NNNqz7jzWeyKCbDsl61l3UPcW72Ba5kiRopmc9VzWHdNCD+8Vt9+5kKla55TcafDqg+fzyybtT1LQ2cB1veLpSRrUqXvH5bqjc5Fcp2ivKhvXAI7qJt+DG//7aIP+o7D4OWA3DoTsgJ9q7HviG/MJ2mizQghbAXfS2bhR7dnDWbGTICXx/u5puyfHJZfrjnXnyLXgyXFJlWl+eL5EK0nnHHU/iN2V5GLdUmVq5yi/857cKE6mN2HfdeeGCBnN8RtyICFuySFwhwg8OS5H76YXbY9gqIZYj5RJNL5oezoHJ7OMde+3FhzzMmPVBUqjuVz1lFnyuQpE2j55pIWYKoBfFrYbpQdCHV+rYs7LDOsjX1w3lEZvdXCrdccHRyU+BE6nOVWWqn65lkO0VWrH5UahpLzjpeYDzHLNs8uWXClMpbF9pG4dHx0XLNuU9ZhaeKl6ppXAhvEKRHq8+3e7vlvYXVlrXapSKi3QQ0XRu0jrHK+uV8zCklZKaqtABmZhyavrFR9/cIwmkR85/NSAUpK6s3QuUJok0nc+afLqzmJURm4UTeeoXXpNmeubKmlI6QwwSOFDWpfee65XFqFuqrS1jxxNE0ktCz18FymvslMpAWBz/Fnn8cOQiBmOv9zonQav3gfq3jPNE7n2PqZqok83A8+u0nE7GW4mnl0122NwVzvzvpvBfU2i95ka3xfv4z0P2B8HQnbATz2+anf8xgbqztH7G7f6TKUcwzHt2Y3X0evTmVWm9yKOnY10Q3TQZgpR4Lch20oK7K2/V1IMd72aMousmn57Yp8MjvNaKUIMKKNuXUhSZarK9E5yeLHuRyKJRGp5xWRlEWIgCDguM5TwfHHZcdX29IN+57jIODvOmZeGy8agSYMFvQ+IwnBcaaQAIwWd86xai9GSXMn0/AihNkqQa8Wq6/HtptJlMCpNTK47N1hJJPF66ByTXGOHvEMp4rZCBkmEXuWaaaFYNJblUPWZl4Yq12QScqWIOlVuhBGIGMkk9/pYjVUndg2WjFXd6tZyVGXUnceFgIySaaWoW8v18pooDFcrS+9aMi14PDVcL6/5lU9OkRJ+eL6i6T1lpvi504pJplh1jrnuWb56QbAN0pTMH5yx6nKkVEzzpBnb2IFURrJsPZNcU3ceLSVSCEKM6CFTkwgXdZdMZYc2tlaSo4lBK02uSUMgLg04VJnCx+Q111mH0QozrPu6tQN587S9p7Z+q4OrjEIKRR8Ep9OM59ct9ZWjyjSPjwr6ILhcd9ubqPSdpJ+X645qJIfWqETEnl2taWygNJInx9U7VcH2nRrfF+/jPQ/YHwdCdsABX0I7OMQXtwjLqnNIEZkWZqf2bIwgjWHsDl0QWDSWSWEwWmBdugCdGUGMYWf4dqYFV3Uy2xREEILeBY4rQWkkMaaInJuKlaE0N1YMs8JQbnRpwwVm7G4614K+c0QhifhEHGMgn+W0veDvfnECjs2+AAAgAElEQVSFlsnW47K2fHZV8/j4A6ZFzi88UlyselrrmZeGB9OMMtOIGDlfdeRaM5umfMXaOh5O8+1yvjlgm8FbKrtFqFOly3qfrBV8JIRUyctV8hvLlOLVqqbpPFEkUlXmig+PJ4PvmEZLtdHtp7gnIXg4LbhYr8i1wBQKawOdjzycFsQYduZjmmGgYld1YtfvxrIXXZQYGXk4VxAFiIi1ERcl16sVn1455pXmaKLprePTq55cBWKEH13UVJnmbFaw6hw/uqj55HRC26zoLz7npCrQ5hHOttQXn6Pkh2itWFuPEnI7hLK2KR7rg3mRXPtrS+vTlOXJxHBcZVzW/aApU8QYkUohBbTOczY1/PiyQYt0jDkXcdHz8UmJllBHuE0X/JB64H3k+bIh15oySz57y7bnEz3BOsd143gwLXg8HEfXjUvtS6eZfGkAI9NpEvu+4/Z82THJM04mqYJ7vuwww43NPth3anxfHILOv1k4ELIDDvgSXNhUR26gRHp+THu2Eba/yURy7M537A69yAxlnsxInU9VgzJXFNnmkvRlrUd6rKWgtclLqawUzRAcrqW4FSOjX4uR2fcO3UgBIllTqMGiwkiBkYJPVy3TIiO4mKp3UlJkivNVyy9+MCdG+M6j7A7BneaK1npOq5zLumfRWEojOa3ybYTQrtbORpukxN2pQOs9nfW4mLRhW9NR57fGo5crm1pZMaCEpLKB4yoR15NJvtUviWFZrQ88nOVc1h3Pr1uumuT+//io4OEsH4xFbfLgkgI3DCHMCj0a8QTstBG5WPc7W3PHheRHTY90amvw2gfPB4XBR4N0S3wdsSIRGekEPj7gct3zwbREmtSqP5nmHFnD5brn2F6xloogEvkNIiNIy8ReYcQxl+ue4OO2XSuV4LgwTHLDs+sGP/jH+RCxw5DGi0WDEqlFvZFpKpHMWR/O5/zm+YpPL2u64Mml4tFJzsN5SWsDvUv75MYuY5ZrisxwuW6ZDZO3dtA9Zjqjtol4WeepY0T2qYKbclyzdDMxVG432Ogmx/az+ypr+9hJ7Ds1/i44BJ1/c3AgZAcc8CUYJdDKYJ3HuuRoPilM0imNtMpg01LZmEnGQZs1fufbuUimBcvGbkXoRaboXKTKFE+PK5ZtIgVVpoY7WIEQKfT7cn2Ty3gyyRFC4qPg6UnFqrVpYkpJTk4qfEyt1VynNIJNq+XRrBi0Z2Fn9WXsDt3F1Cas15aV68m1YTrRuCi4rh1Pj0paH7a2F4WSXNfuJpS86bfrPh/ISmtbrppExlwE6zxCpHifMa8xgeC6btOQwIYkiMjjeYmNYHAsLi7pbE9uMqbzGTYa1quOi7pPfy8jXYi0znO00syKjOAajO/IVaDzEitzSlMipKDIDB8+0NsJA62Syey6Sxq4MBjfpvZdys384Gh3dcJuTIjj0KiOGyMOBh3gm7MXz44qzteO63W/na49mmScHVXoMudh1vBiHelFRhZ7ziYCXeb4CB+cFNhwQ/CNFLQucJzDus/47Isv6FpLXhg+PDtNzxNZNj3PVz3eBpSRPJ5mRKqUBdk5JGlbiBBptjrGFDfV9w4vQEXIMs3RxLBsUuv7dJ5vW50ywrLpk95PCCaZvpkQFsnKRQpJoeNWuO9DTAMrQgxxUZq+j7gYkIjUwleKk0nOj16tWbU/+eTmrsra2DT2GCk7aLq+3TgQsgMO+BImuWbZujvO3b3zTAfLgbFWmZbQb4OdN55mqQKw685Xisjlut/mR/qQHs+KFMJ8se5TC2S4JoeYqgxxyFecFjfVpXXnmBV6Sx6nubmZNFRp0nDVOl4uW0KIlEYRQprcTC0kubP6Mi93r3vX96x6x8kkI88Kuj6w6i3HfU9uJNdNj9EKpZIZ7HXfc3TL2ykRj/Rzg0XbpxaQVlRK0ofUEjqeZCm2qHGEkMKwN+RXy1QJEyQyJkgaJBGH533Hy/NzbBQoqem6nub8nE+ennG+dngfyUwyBI0y0tvA+dry0VGGbBques+Vh0J5jovALC9Z2TgM4sbtxVeINKnYR3+nigKp+tI6P7oPjmWDjmUv5lpyUmXMC71tuyopk42Kd1z1OSd5Q0ZNj+KqL3joHSeVoe0jk1xs9xdrIyeVIrawOH/OLDccVzO871icP+fp7AmXy5YXyw4NmEwRQ+DFsuNy2VJkmklu0rbcbJkYeLXusd7TWIdWCi0iREFjHdZ7Pr9OlS7kzbIQIp9ft3zv0RSjBFmu7xyb6bhVXNeW81W9tfU4qXKOKs2yDZyUOUzEtrJGSFW9jc3IorH0IaLEDTEeu5Eaq6yNTWOfTnebLB80Xd9uHAjZAQd8Cbcn+HxIF9gyU1tLjLFWmVaKKr97grbeD/YBb77zLUy6kPhw986+MElL5ZcdMSTCEXyyqEgaGceuWJdMq52Thi9XLashKBufLmbeenTd8aDK2FV9GYOLkkIrWu9p1hYh02MXJR+clHx+1VBFQZFJepsm23756Xzb5q37m4zIjX/Zxbqjyg2TXG2tGNad3BqmWucTydu0D53nqr6JPIohbH38hZTYAN16RW0jeWaQUhLR1H1Pt17RW42LgfXqxtw2zxS9dUyV48etw/lE+pyPXLWOJ8px3ii0kHiZhgGkFGghaV1kmqdpTh/EzXcbA4WWe3vajWUvLtoUIt/2brsORaZBSArhMbGm63qcNnjXYXSkEJ5f+mDOX/37z2ldSgVwPlJoyT//yWO+//0coxzGFEijCdZhQ8PC53yx7vDB0ziI0Q83HvDFsuNoVlIMreHbx0Pd+8FeQqGUwiiwHpSHzkVCTPumFmI75ZqmRf3gnJ/Wb7PuR1VGjJAbeL5YDoJ9zbpNhrhnRwUguPDJmibL0zSmJTArUmZsbjTHQr5WFR77HsYmks+X7c5p7NPp7uPooOn6duNAyA74WvFNiunYtSxjbcmxFoZWSZB/t3IBevCs2nXn6wI8Oam4WnfUvSNTgicnFVpKnA8cV9lrAnznA0JIqhyu1v32d8eTDCEkRoWdk4ZtZ+l9pBBsBwV6H2k7i5mVO6svYzAyTWmaGNNFOwSiEBgZOSpzvvNwwqevaq7bSKkE33k44WyS8/L/Z+/NeiO71vTMZ017iplMJjOl1HCGqnOq3GW3q04BBfiqgf4p/dca6N/Q131hwzXYqLLLPrPGnEgGY9jjmvpibQaZkhjpkweW5BI/QEhFSIwM7ml96/3eYddz3QwpBN3c+JcNI3FeMM2ToasfTWWnucKGSO8cSr654AWZ7EFyrfDe09hbH7LKRASKfrDMqwLnxsgeYF4V9IMlMzkvXm7x4TYeSbXwaLai6zu2rePzF68Po85nT87o+g7nC9btQNcHXPRooShyz6RQLKuSL9cNF7vujbSB5bx4q6fdfQ38sexFQYe1nqtdT+sCpZaczVOzF31NJQcuXMA5jybwKBuIvqbMNIVR/P5if7AD+fnTBWWmaYJk/uSnbK5e4nfXqLxk8eSnNEFyXfe0g8cohZSKEFNCxPXIo9rWA1c+HlCpXAnmk+QVN8s1L7YdrfWURvFkXiBEGtdfbnqiELgY0EIiYuR0kSdS/+DZdfYwphdCUGXJ6PnZqqKxiS9ZZIqTSYp3mhXpWG3b2xH+2SzZn7Q23IsKl0c2UscUycfU2G+rB07XD7ceGrKH+tbq+xTT8a7f5dgIozRyJA+HQ+5dmSXnfKMkhVFfM5+88RdSUvHeanL4e3yII2KSEIUYwUhJjGlBEiNvpuk90+J2YW56z6xI5OAYI00fDhYApUmk+iAkhYLeBfZ9WkwLJdP7R9CXY1XkhspGpJIjJqVSeHduRvNPyXJimIxNSaZSCuWmHRis57Ie6G1CKmaZYtMOTHLF602fFKalTsq4xnK2yMm0pu4dzWC5O7Kc5JoYk4P+XeJ+MzjmMRKkApHUoCJGohAgPEFqgguICJXRaC0wTjK4NBb99csdL59/SZWXzKdz3GB5+fwLfp1FZKV5vW9RAZRSDL5nZ+HxNBm87vo0CtUq+WHtejeatg73oihPR97gfb51911LjfV8tm6YFRmLqaLp0+tpZWjbhqbxTPIKoSXRGZqmoW0bfvViQ28jP3+yPERK9TbwqxcbJJKrNjA5+Qitk+rxqu1YVZKAIARSCn1yUSYECCgWheL3Fz1aJvuOznrqwfPBacmmgV9tOxa54XxZ0rSOL7cd/2pqWJaG377akylJaTStTRY0PymnRODTyz2RlGZR96mB/9nTBb2LzKuM+Veuzbp3PM6SN9r5ovxaE7vrWpyPCZ0bG3glkv1JOTkuvKgy/Y2KymNJIDfPn+/LxvShvj/10JA91LdW36eYjqOGnSOa9YeGBs+KG+RCf+2hb0fD1GmRsZA3GYOJ8H0smPuqrrlu7JuZjUNaLNKi8M0qy12bCOqTQrPSGYMLXDXJR2yaSX6362+9v6ynsZEfTcqj6MuxOqny5AHVu9s8x1xzUuU8v27YtY5pliG1ILjIrnVJqGA9v1vvMUKRG8WmGbioPT89nfL+smQ9on9CJMRKa8HZND+40N/w9FyA4D3TPGffpzHPTW5hUjWaNLYrJ7xaP8dkBUoZvLfs9x0n7z2FreP9kwp/MwnOQOkMIvz29R5EOrqD9YwWZfz21Z6zJ0sKqchzg5AQg6G3lk3nWdc9pVEjenUbU7Wue4T45gU4pSnc33Qdu5a27cCyyhM53cXUCFc523agsYJWT1CDRYfUdHk9obGCTy6aZJFBGv0CICKfXDS8v5jzYv0cYkBnOW7o6QfL5MkJq77j9U7QDBaFxJMQrdXMgEg2F+u946IdKDLNampGEr7kpDJAygNVSnBSGfQogvnJ2ZRdZ5OooDKHBui67pMNTefovSdXimmhuB4zN+/jdB0NEEew7weMujV0br3jVOdHz8OxOqbG/i42pg8N4P8a9dCQPdS3Vt+nmI5j3+VdQ4OPPbxv3P+/EVm7aXa+QVHX20BvkyfaDRest57eKubl/XyaevAY9SYXzChBPXiqTFOOfmk2BpBQIsj08aiYY1UYmQxCRzuFm9ihwkj23QCCpGCMASkkk1yx71KuYPDghacOARFTdFNjPVWe8fOnC15ukhp0UWrOFyWFSSjYosyTIo6b6KS08GYqYEaX+69GJ+V5ialW0LeE2EOQmGpFnpeUeYeRir31dDaR6qdGoY3khYdOzDBdi4iBKCRWzSg8xBiYlTmDc/jRyHRW5sSYFt4b0cXd62XX2VE9+80oyrGm69j1GaMgN/Bik5qmPDM8WWTEKOjUDMGeXVBYKzFRMFGOTs1o7IC1KTLqhoCvBBgTmU/OOHl8xsXra2y7xeicR4/PmE+mnOySf1vTOlzwaCmoSsNJYWh6z9V+4Nev9nRDoMgkP2XKo0ni/p1MMz67auhsimj64KTCaJXUkkbhfMSo5PhfmPT+y22f0M9cs9AG6yKN9bzc9vxvz5Z8dlmz624tRpSAD04T8nzfKDCSRDIh3KQiQKYNkXj0PBy7J/5HkkC+rY3p92ky8VDH66Ehe6hvrb5Pkm4t7w/mfhsKdt8Iw/rAuu7Zdo4QIr1Ln2GUfGsDeJ+izsXIrLxFe5QUzEqDi+m4RQSzOw9xHyJCxFHqL7m4w9E5mWYIkRbaR4vyawrFm6nku3JYysywqPI3mguAxkYGF6kKfbAxGGygsel30KMiUdzEDo3Xh5YwyQ1/8uQrvx8RFySns4TK3VxTRaaIMalkX207mjsB6ZVRPJ4X7HvLs7Ml7TDDuoDRkjJTSAnns5x//HxDaVK0lLUJVfyLZwteZBkvNjuyvDogckPd86OzGdM844u6pvXh4FFW+sDJZIKQkt75r8VUCSmPoijHmq5j15ISkV++aCiNoMozrHX85kXDn70/pZcVV96QO0uRSbwNXEnDVFZM8oxfrjcsy5wy17S947Lt+dMnCwKREDUum9GpEqE0IWoCEakEKHgyL8iNpreOLqT3P7nY8k+fbziZ5JzNEsn+nz7fkCvB43nJq11PZQwTkxrqV7skKpEism57lFAHTte67ZnkKo2oQ0K++iEda0LKDjVKMi0M2zY1+krAdMwoPVZGJe6bMm+iwkapPwrVv+8++rY3pt+nycRDHa+HhuyhvrX6Pkm6tZL35k5COIqC3Ycgvdg0XOxGgnqmRufuASUFVabv/cyjijo9Zi5md9SE/jaD8ZhR6xdXHZPcMKsM3RB4sen4+NEEpRSzXLDr3YFfNss16o/YLQshyXTg5aY5eJudL0qEkCgRUvzNyM1yLrLzA0oEhFBMipRbedPMSAFCiKOj3HZwYzN6e+3cNKMRybaziJiabOs8Wx94b1WRaw3RM5ndLr7WeXKtyAvJaiScexsgwmqSsZrkrJZzPr/c4K1FaoN3FiMDq+WceS75L50jk+LAv7q2jj/LJctC89vXe8rMUGY3Br0dPz6bHkVRdkcil45tbISQIDxgDpwuhBttPBT7MIXckWtJLwJ7r4lSsSo1szLnurG83g8YKZhVOatSU7eW313syI1iUWQ0Q3r9aJphA/z0ZEYXAjZ4ZmVGMSpav9y0VHnKpISUE1rlmk+vWlaTnH3tccKm7ExAxzSOjUA/BJpheANtjeNnvG56ikyTG0lvA93gOFvkY+Mxqll9PPz72xqPwqTYp5tGLlOCeZmsVf5nNE/f9sb0+zSZeKjj9dCQPdS3Vt8nSfdt7uTXw5vfNTT4ok7N2Feduy/qgZ9Ni3s/sx3cvQ/oZWV4ve3fcCavjGJZmaPH06iEGCkB3sXR/kCNOY+Cl7UjN8lkdnCBXec4X+RvPW73cVEG5/jdqy27LhyUcU1v+cn5nNWk5LrZ88uXW/qx+Xl/WbKalIgYeLXt6WwgLctJWPDh6s6j6RtGuWWmebVtD2jkjaHs43nJq23L41mJjyNJuzQoIdh3lmVluKohhEAICR00Oh3Pund8eFLx5XVDMwSqTPLeskrpCGXFsydPuN5scMFTGsNy8YiyrHBIzitFvd/jhp5M5qymUxypaa604rOrmqZP3LwPluVhTH3vGO0mcincepvdRC6V2f1Ecx8CHz+a8flVy/W2Y5IZPn40w4eAkJrlYsG27th4gRGR5aJASE1uDKs8gygOY+VVbsiN4eWuozSapnfsWoeRgirX4/sSNTHkPhCCHqOoJJlJrMcn85LOpWxJJSVP5iXbbmDTWrrg+OyqZrCBzEg+OJmwadMxsiEio0QqwIMdlY/Twoxq1kBr/cEzLEWauXTu7vAYN20aDc/LjGZwX6MTVJm+k1xhvpZccWxz9q71bW9Mv0+TiYc6Xg8N2UN9q/V9kXS7cH9487sSeWNIgd13S0mBtW/5zCMPaO0DiEQMV0Lj481oK926N/yQm8/UI7dFSsWPHk3ZNAO9C1RasagyQrwJRY683rZ3HP7f3hgf46JcbFu+uO6ZF4mA3faeL657FmWLUYLrpmdWSE51xuAc102PUTMkihAjxDCuoYEQk9owcaJSZuABuVBpnKeVZNc5CMn9PoTUVK4mYUw+kPjBJ2QtgjGS3gUezzM669m2Hh/HsdY4Jny965NBb2aYFomDtK4H1HjuptUEJzSDD2RKMi3zpB7sWlamZ3VSIMSEGD3Enq5r2Xc5e+s5qXKezEsGF9hbz7477kdlfWDbDCDkIW2AGJgVx3l+PsDLbTL9LXQy4X257Xh/VZHriLUDVZGhVLIGsXYg1+WYImB5mvUI4YlR4WTiV20aS9u1aN9RiIhzgjYWbLTkz9+b88/Pt6TYx9RQDxr+bDWnc4HLbc+iyg/2Kpum53xZ8ulVw5fXDYsiJ5slb7ovrxuqLAkgMinJpurQSAzWc90M/OTxHOfi2FCMPDEpOKlyXu86Xm86MqMTUhrh9aZLKRWT7N682D9mc/a2++U+W51vc2P6fZpMPNTxemjIHuoHWcd2jW8j8t73oJ2Nu/TC3KosO+sO/LJjn3nfA7odHI9mxde4bs6Ho6HkuRaEKHiyrA6/3+ACRkQ6G2iGxB9LeeKCZggjSnV/HeOivNhZVlVSc272qYlZVRkvdpbCCE4nBblO3KkYAr0L1GNj9XhaYLQ6kMmt87Q+sO8cl3WPUSmUfHApUeB0khNJ6Ne66Q+k8FWVs677o8kHhxpd7EeLfQA661g3KQh8zOVGCJiWmkwK1vseY+TBTHS973m2KnChpUOipBqjfBTeR4rQcrEvKI1mUtw+auvOcbHv+OjR/R1Z0zuMVgfRgpSghEroD/dvbEL0fHpRMykMZZbOzcut5ekyZ6JyIhI/OJwW4BxSSyYqR0VH6RtkliFVTvAOYxtUnIAfaLZX2KjxqYXGiIZFaViUGa31dIMDJGAJUbMoM/56UfL//tNzLnftQZCSaclff3TC//Pvf4f3ARciuJiMX31gU/cIAbV1tIM/jICDiJR5lnJhneHzdUszOKpM82xVMis0v3rZU3vPrncHoYfUaTOQVK2C3o5xTlIgpUgq2MwQYmTX3Y4sl5McF46rXeGYSfRxIv23uTH9Pk0mHup4PTRkD/WDrGO7xne1xHg8L+lsjXOeMKI2Rkkez8t3Jta6MKJs49jqxkXfBdh194cbryY5v321oxv8iFukkeWPH8/47esdvfMjZ2xUczrPuul5f1V94/e4+S73cVEG7wijW4JUKSqndx6pwCjD+arg+bqjsz2FMTxdFfgAuRbMK82+v3Xqn1caJQTbbkAJ+cbvF0Jk26Vw7S/XLYJkvLtv0zjtvVDyeF7cm3ywbQfsYFnKHiU9HkU/5GzbxO+yPn0HrRLXLYyjMing8bIgRAghsqiyUVEaWWaSy70nDMOh4ZRS8n4m2UUIMfDiuj1sACa5IsTjC3rjwjdGLjWjUGLTDjy/vuXrPV1WLMqMuvcsK8O2tWyasbmoDHXvyXJFnknq6AnBI1WkzCRZrlCh49E8x/Ut3nmUUuh5iQodOQOv9g4XHUIqYvBoAR+fD2w7x+kkYyMENkSMVCwqw7ZzfHQ2468+XPKPX+zYDZZZbviL92ecLyqiUEwKQ90OSaAiBJPSEIUi04pcKgKJWqCUxJDSJyLwcteRKcFk3Ki83HWspjlN7+k7j4+ACBAlykGjPXWfvPzkyPNL3MGA8+ka/v1FzWD9IW7qqh74+NEE69P9nrz00h246+yhmbnvWfB9I9J/XyYTD3W8Hhqyh/pB1rFd4+4dLTHmZcaHp5M7u2l14Klc1cO9n3lsNx1jYNsma4QbxdmmscwKdTTcGMCHQH1HhWjGv7/p/Tc69Tf98XikY6jiJNN8dlEzr3IyIxhsZNv0fPBoglLw4qqjMIpJnsQNL9cdT04KikxxsUnEbh9BCugGz6OFQQqJuPN33vwphOD1vqUZPJlRWJeMwwbreb3veXYy5fG84MWm5apODcuTRUmmNbu6QdktjZcEJBJLpnr2TVLdFkZRD4597cmNYpLpEdk0PJ4owtBCcCA1MitBSrTK0KJj62BwPZnWzHOPziZkCF5uBwol0VIeshw/WJVHz3upU0JBO9xBe6RgmifT3N+83FGYhER1g+c3L3f85HxG3aXrczHJDkIIiaDuUk7kwihWoofoQQiCVul97bm6vibYASUgWBC+Z1Gd0rYDSInzMXXlUqCloG0HXu9acmP46KxEjbmt7eB4vWvZthOqsuCvf5ziuG7UvNt2YFlqvrzek0BKiYuBbTvwbFkxzTVrPTAzhjyT9EOgtja9X/dpJC+SKVxm0sh7XfeEmIyU51XivvU2sG0sIaa4qhCS/cnNvWddQMqEnr7edWRSHUQnm86yKNPzYL0faKx/g8OppRhH/3+4EhYefMG+j3XITf0O66Ehe6gfbN23azzWeLztQXufc/exzzyKyAHWJ1L0zQKbpmyKXAvqPpHabx4mUibS/qtti5SK91a3weOd9bzatggRmRgFMmUWKiWYCIUQx1VXx1DFR9OMbWNxPtATCT6hSI+mGc4F/lvbUzh9yODsrONPzIRZpvhVM0AUKCVofAQR+dHZBKMVdZ/MZg9pA1kaz3rvGEJAe0mWSYYhMISA9+4Qup5yMNNhq3uXeGX9ntaCHhdVHwT1EMjiHi01LzdblG3JRKRtBXtT8tPzFTMT6fs9HQKHQhPI3J68WNLHDEFgURoynfzICJZeZGRKItJUjkyCDWkUmunjfmKT3LCuh9FEdTzWLjCZFzy/blBK4kJg2/jkLK8kz68bEIJ6HOVJNeZ/Do55ZdDCErsrNi1YrTHOMS07tKiYyoHPmg07KwlRIYVnZlo+lDOuu0CuYFIUh/PubM91F3iKTDFVdxrH4ANGKq4be2/e6Okko3cBFwJGKGz0aCk5nWRMi4wfnUou9z27NiVg/Oh0SpFptm3P7B5ft0luOJkGXIB+SA3nydQwyQ3zIuPltqW1LpnmxogUcD4v+c3Fllwpeh/o+oSQ5kpxUXdIIXhdd+n6lILOOurBIgSczUt8SOa/t1zMHCXlUVudt40zH5q1b6divKFvpCxdoyRPFvcHv38b9dCQPdRDfaXeNs6870H7rp+569y9TZ4fR5buJoA6RtRI3p4Whi+ebw4xMr0LCCI/e7rgk8saAVzs+sOiOC0U284xLzKu6oTamDxxe7rgmRdv91W6D1WcFjl/8kRxtR8OSNPJNIWjX+w7np1WPL9q2XaWUkuenVY4BJ2LVLnhaj/geodWmpNpRuciq6nh5aajMJpZaegGz76znC8KtDacZoHg9rjakitDmZUonfh6dZ8QLnOjmhs80yKg8HQB5GAPDW6IkRJPDIHQbGksBKGQ0VEYSwwTHpUF//UyUOajFUTv2PQ9f34W+c1WsVieIlwHzlFVGVHP2TvFyiiqQvGbV3vawVNmip88nqKkOtrcGyWY5DfHeiSa5ymLdNc5tJRvjN9CiOw6z7wyvNym8PjRogutBPPKgG1Zt2kRikHQeY9Fgm3Zd5IYJUVuUFLjgyN6y77rcbpAix1t10L1KxEAACAASURBVOGiRItAqSNOFywqxeuXPdY7fBQoETFKc77I6J0jkGwn7m4YeuewIfL+omDbpTHxVGnmRcopnebJT+7js9vNxOBCiiPqvzlbUkjJydQghWDw/mCXkSnFcpIsMgqj6AbP4ANGJrPZ3EjaLjXwLgRCSHw9JyWguRQ9vY1M83S8pYB9H7isexZVxotNS2k0VaawLvDFuuHJoqQoDV9e18SQUMEQAkIKPjydvDMl4qEp++PL+hRF1w6eziaaxE3tOse+t/z08ew7+34PDdlDPdRX6ljjYZW890H7rp95bDfdDh5IC5kPjJC6wHqPkhwI5oNLi0yZpeBx5zyvdv1o+JoCxTdtz+NZzvvLknpwvNq2dwKoCx7N3m57cR+qeGwR/WLtyKTm5++vbsdavUsmotYnU9Y7O1Mf04L33rLkvVWVYn/G0PX3phUCOK8EX273KKnIiwJnPXHYc35SpFFuodl3A9suIRfTIkvqS5OzWV/z4toeoneeLA3n0yVDc01EkeVyVPAlPtjQNGQi48fnSy72qaksjODpckkmApmU9NLgjYFRuCYF5BI2bc/r656zSYFeJIL66+ueaa55sijuR01t8tySQhyQJ6PlzcSQtvcphmpsdIKL5JlgYhSPZjnDEPHRo4QiG9+/2tV4O7DQgUxZBhFprORqV7NuC/RkgRx6fHRkUiGLinXrKfIpv7E5xrUILD2SfSx5nBdURYagxihNocB7EESqIkMKydWuByHuKEUjj+bJ0LfIMsAdmqci03SDZ15mdN2W7fUOvAVlmE1nzMs05n256QEO/oG99aNli2BwNVOhDyhYiJHzeeJFaqWocvnGCBgAEbjYd8zyjKJQdJ3nuumYFFUyiJW3oeBxFML4EOhtaqxuPkdKgZKS3jpalWw3WhfwwY2jztR0Jc++P5wS8cAB+8Mrxkhr/aEJs/5WuNRbzz9+seHvPlnzd59c8+vXe/7dT0/5v/+vv/nOvu9DQ/ZQD/UHVIpPEvhxoZQqOdy345joWN07Ij1iUisQ1F/J2bPWUuicfe+pco1R4uACb7Ri3ydLh01jKbRCaYl3gc55TqcZWkk6m1R85Ri63NmkeHzXOuY6n2vFrhnwwd4h2aeR5rYdxv8WCQgkI99tHA9PR4+puzW4wKMisq00u0HQ2sTtmRWCR0Vk7z0vNw0X2+GQUvBobnmyqNgOgst1S5UZ5lWJs5bLdcvFckVne/JCse+SIlYrybRQdLbHoQm+p+09+yEQgySUDkfOrDC8HOOBbjzYikzy08dTPrus6XwSVpjR1Hfwnn1r34KatjgfaK09jMOEMDjvWZUZ/+V6gxaSXCt653Ex8K8WC0CQyZ5eOJyPSB3JpKLKU5TRWWGxwRC0IYuWSWFpes8+VvTdNUHmeASKiOwsXi+ZZIreC9a+QCIJBCohmGSKGALPTquE5saIEoJMC2JIKQi1dbS9x8eAEpIyVzyVOULBy+uGIYaDpDVrJGfzDLxFDFtEiHiZoYJHDFvwJafTgk098NtX2xSvZRQ/PptyOk0NvQ/J4NVHyEW6Lk+nOVf1gJaC4Q4iokdxTGk009LQDY5mZ5FCMC0NpdHMS8O+8xACLiRhzc114aOgMpKXu+4QgXY+y/FRsGkGmsHfSYsIEFNW66PZ/Y34g4nrH1+DC7SDp7EuocHjOQ8x8tvXNX/7yZq/+2TNP36xOaSJ3NR/+XKL9eE7QyMfGrKHeqiv1DGOxw036asP07pPvlL3mU8eq2M+SJEkDmgHx7a9deiPRJz39C5FvJjxe9a9JdcSYnKxt87jXSIuzUoDUXBdp8iaMuOAFoiYgpsX77gLP+Y6P8kNz2PHq8uOLgQKKXm8LJjkoxqws8gRBQwhEoicTPOjvLsoAmeLGY/uGKcKKdAisK0Hfvliz7zMWE5z6s7xyxd7KqO5qB2qWmBiByGp5UK14MXOEYNku+tA6SSg8LDdDSyzio2V/N1vntP04FEoPF9cwl/97MdoJemtJ1OSmcnpraMfG7rWpcZzcCE1JUqwyDNaF4+ipi5EXm+75G4/Ikevtx35aYVUgtNpRt2mRSdXkkWZIZVAi8i6HdjuexwCzYCb5vxUpDgjrRTSKJwALRUyBKQSxHzK5csrVnrLJIt0g+DS5Tw9nVJvejKlCIFRCJFGgbX1IBSlCWyajrp3THLNoixAKDob8D6MhsRplOx9slexNrLrLZmWZFozOMvOWayNbHcbbNDMp7dpCsNg2e426GrJ5WhVMSkMIcBl3fNkcCzKjMfzglmhv3YNOp/OR5Xf3ouDCzifRtvLIsOacLA7MUqSG8X5vKLt9ykXlYgkIZXn84q6G/hs3aKFpDIa7yOfrRs+WJVct46rekh5rpnEushlPRCBD06n72QSffNsuo9f9kPlnoXwJgrmwm2TdbHv+btP1vzt79f8/adr1o1942cF8CfnU37x0Yp/99NH/J9/fv6dHrOHhuwHUj/Um/Vd6mh4M9/MFYuIo75gVabvPQfHTGoFIrnbG82sHEc0zjPNb7zO4O6P3XDOAqkBG6zCj9YBmZEEIpvOMym+3lRuuqSyfJemEu43qbXOsW8cq0mGMRJrA/vGJXVkjCghybVGa3AO+vH9MtN8sW54vWuxPv2eZ7OS91cVTmWcVpHex8PxzJUgCsFFPXBSZSid/MByozgRGRf1QG8DSmfsnT6o5gqdInhCVtL2a1rfY1EYPKWCkJ3yq1cNn9eGRyYwLQRNp/i8lsxfNbx/OuXZwrDdbuhrR2k054sF9eDJFFibUBhEMjjzPpCNfe99qGk7OKalQQBu9O8yoxDAKMmyKjib3S7o1idH+Yt6oOk8RW4OxqlN57moBz6YTfjv11ecuy+ZGcvOGl7qc342m6RrtsporWQ3eLRQTCpNphXbpifLBEbn3BDvhPRsmx4ZPb9+tSfXimlpGGzg16/2/MX7cxoXyJXksukP/LnTKqexjsYFFlVO3Q3suwEtYVHlNC5Qtz1ZVrxx/2WZoW47tl2NEJLV9Nbrr+mT4//i/eze42lUQhLvKnYhYpSizDVTl66F2/shUOYJIZuVhrq3B/f/SW6YlyZ54PWeSSFRWuCGSNd7hhDpXRIPvDHOFIk/d9QX7AhqemyjCPdbcPxLfM53NnHAmiFtSm9QsNZ6/vNn1+MYcs3vL5uv/ezjWc4vPl7xi49W/NsPVyzG+LUq0+Rafe3//zbroSH7AdTbVD0P9WYdGxtMc8WuSzYUd7lSsyKZR97nC2aU/FouY2s9J5P8DofsNqbFaDn6Ht2PkCVDyyTfTxE7KVi7zDSTzLFZt1SZJis1wxBoOsdqVSJlGhnebchCiGgZaQbHp5e3HLl+SA74H55OjjZlx5rRXe+YT0xaXHxEa0meKXa9Q2vFk0WJ9REfA4WWrJRBa0UzOF5tWoSQlFmyI3i1aVlNMnRWMjQbCAJQEDyeSFYtcKHndFZg76hPTWnY9ZZcCz6/6pBSHryqdm3g2UnBxmqGbMIkDuQKei/pRIaNmtfrhrP5HKEFTQjImeTMRT5dNzyaakJzxZSeqRbAQGg8vTzlbFrwcrNBIBLny0UikY8fLY5eg1JIcp2uu9uFOSkDtVJAMs69UZ9OixQBdLHrKYygszD4gERQGMHFrufZMtJ/+SX7LnAlDNJZPs6/5NnyGaWwZNWU69phY8QIwbLSlMISEFw3jm1djwhZYD7JeTwTdC6goie3bRoteoUjo3MhpTWsW7SWicNn0+uEPnqIgUmRIaMgiJTW4L1HyHQ+kXeut5Dev64dGY7rqzXOWbQ2lNWM66+vu29UYRLXyzp/aILKTJMpwWmVs28HrtvhcP8tS81pleN84HSaY5R4I+fS+YDzgfNlweW+Z9Ola/d8WeB8oDAaIQLEiE+uLJS5Suj1kTrWrG3b4aga+18y98yH9GxqB09r/dhQp/d/9Wp3aMD+6YttMhu+U1Wm+N8/WPKLj1b81Ucrnq1KxB1DaC0TxWCaf/ft0Hf/DR7qf3o9EEW/ue5DrI6Nysrsfq7Upm3u9QXbtgPb1hFCcsi/8WTSMoVoH+OQ3YeQlUZinUjRNqNB6FleUBrJtNAsJxmDSzC+ErCcZEwLTWE0n1/VB0sFFyLEyLOTCa+2LXZcUNRoC9HZJAD4+NH96qNjTuiDTwhgDHdGpBIGD6vqBqm7Ja9DZJJrnl83TIuMIrs9pt3geX7d8OHplC+vM7AtKvZ4ocCUfLjMWU0yNnuL1onAnawfPKtpBiFwUW/ohzTCcj4Ft//ZezNe73pmxYRdn7G2Sewwyw2D84QAXgZcHw5GpimyCcywZbvfUBUTdK5xg6PZbzjNDMXynEeznKYfyetZyoGsiuOP3kmuaPpkJ3HTdFVGUeXJQuL6Jou0TFmk+zGLtHOO2nqcv+VmeSS5c8zcNSe5RiqNExk6Diy1Y+qu0fEZuzYQkCgZCGOj+v7c463nctOSGcW0MLTdwOWmxZ9M6YeBHy08zaCw0VBmgceZpx8GegdBptEs4xhwCJ7eeYxSxCiZl/o2AL5xKZVhMqPeXgGgtMY7h7U9k/kJbNa8ulqjdAbKMHSe3f4Vy5PV0eNZZhrX2QPd4AZ5KjOdLDtEEj4cxt+jEKGzyR+t7pIy1N4gXiInRMHgA2fz8g1rGSklJxPDVW0PZs6MORQnk+NI1zEX/7fxy/4lcc9ijPQuKSKbUbR0Uy823YEH9g+frtl27o2flQJ+/mTGLz464Rcfr/j5k9kb/Fg1KmwLoyjNm+bL33U9NGQ/gHogin69jppyHhkbHONK5VowjOOlmxpcINfiqCdT4llptu3Apn1zFx6JFFrRWM+uGw4Lc8JZ4NU22UIsqiTpf7XtmJWGKjMsq0Ddp6ZDK8kkV1SZYVokFK3uLUN8cwzzetdSGPNG816Ym+Nxfx1zQi+N5Hpv34xHsp7l1HA+L/j1qy1NG7AhYKSkKiXn84Lnm+5rnLYiS8ao7eDQJsfr7LDkKZEsFj4+nfD/Xb4itJEs0wxDahD/zUdL/vmLazItWNeevk18u1mlRzd+ybodIAZypXHesW4jZ/OcZ6ucv//0kpOqYFJo6s5x1TT85YenlPEKJRTbzfUoXDDkRUEZO4QQPFmWxDFT88ZHTgrxDUfxtqbFHcuPabL82HWWx4uEwFSjqtW5gBRQ5SptJoRiU9espjllltIH1vuex9MCX+8I1QmTwd1Q8wmZxtc7+hDwMYWmG6OxNtA7Sx8CtXcsJxlBSmIUFIWhyhS1d2SxI6ApC0UREo8vBE8WO1pZcVIVCARCQgxJOSpkOr+tdQc0QynJ2SLnfF4wn05wIeK6Gt93CKnIpyvm0wlZfMlFY5Eq2Xk4Hwne8ng1HO7rPzQ/srOeSZ5xOlVvNFad9ThvebXrqDJDNSK/r3YdUsAkkwfX/ruj49PJTWpHIEYOik8h+KNSO94WEv4udjzfp7I+Bca3IxfsxpJi3zv+06fjGPLTNZ+v26/97PvLkr8aEbB/+8GS6Z0NjxCCwkjKsQn7KjXk+1QPDdkPoN52I/8Q622O+8ey3+7bwa4mOc+v08PiBukanOfpsuT3FzsGH9m0FuuSAq3MFIhIZ9OueVpkbzzYO5uQo84Fcq2YFQkN6VygyjX7zrKc5IQQDzyjIsvZd5bCKHxIsT1RpD99UCjJnTGMPCiK5mWyyxDyfp+nYxVi8v4aRmGC0SnyaJIrTqc5v3mx5bIZDj5Pp1XGT55MKTONEClFIJcm2YiIhBqWJi14ghs/tsTVK01ysZcC6sEfEKRZniKYprniJ2dTXu9S47ascs5miV/0/Lph31lWZXYYIe47y/PrBq01MkZMZsbF3mDHZu6jk5Lnmwld79i2Fhnh6WLCRyclcefww56mj7go0MKipSMGg1EK73p++XLHrnfMcs2fns/QVbIYua+BEHCv5YcQkmWVJfQx3MQj5QghmReaaa754rKhD4FcSh7Pc+aF5goFfsAYUELiIwTvacioY8WT2cB+iPTWkyuS31qs0LJhOSkPHEqBoCxztFScTTT/8NmO3o4nNgRyI/m3H8yIzjBYx6eXDfXgmGSaD09L5qWhyiR91/HZy9c0g6XIDE/Pz3hvVaTmaVKxRjGMfMTZmB8ZgyfPC3ZtnxwxgFlZEEOyNHi1bdm29mClMS9Tc3Q3X/KrHMcQBatJSjxwLiBlej2MCI1R6o3nhFGKZvA8WVSEmDYjbT/mss5y5mXiXD5dljy/bqitP8RbvS2141gd2yhaH+5F2b+vdWNJ0Q6JC3ZjSeFD5J+fbw8o2D8/3/KVKSTTXPOXHy75xcepCXu6uP09hUi+jKVJRtK5lm+MKL/P9dCQ/QDq2I38Q623oYbvkv128xBe1z1178i1OBD6Q4BXm44y0xS5oh8CrzYd761KrE9eY3cf+j6I8f3EC7tpurQUZFoDkd6lXfe+t4fGalElvy0lI1f7jl1/S2Se5Z7VJMOFkMw4C3OnAUyxM48m2RGfpyMIhJS82u6TerNQtJ3nuun50/M5jfXU1tEN4YBm1cbRWj82RznreCckvExN5aNZwT9+dk2V6QMq1QyOv/hgydWu4+WuR5LilQabxsLnsxxBZF7lSKne4FjVvWNdOwYfGZwlDmM+qIB17XjvxHCyKBhsJIpkmzArk61IWeT8zUczfv/ikqZtqcqSj5/MKIuc7aVnv29RWYkSCmJ6Xc/n+K7nP/zuCqWgUJptb/kPv7vi//iZwvryXpTWjWjSLJpb0YJJZrIxBq6bIY0BpYQYuW4GTiYZQkJtPWEcuwUitfXpGJWPKF//R9qYEWVGDAOlGBge/zVKKbZU5Kqn0IEYJQ05c6U4KQxXuwYhxGEj573lpKgQUmOt56pxB/TzUaURUlNpwX9/saPKFeeLkrof+O8vdnx4UhFlZHP9mlmlebKaUPd9ev3hYtyMeKZFxuIOYmWUpLGBTHmmucGFgJaSTHkaq7jcd1zsenKjqUy6di92PUomxPk+jmOuBSGSVMhj3SDbeyFYlIZh5IxJefu6MImqAAODlwdkuzDyILJ4upy88cy1Prx1g/wuKF87uHuV2t+nurGkaG36J8ZIjJEvrtuDGvI/fXZNPbwZ46al4M/fmx94YH96Pnvj+GV3GrBCq+88Auld66Eh+wHUUVXPD7Te9lB8V6XhfdFJiJT3KJTA38QVZRpGkvZwh9B/Q1jVSiUOVPQoo954sKddes+rzUCZJz+xwQW+vGp5vMi43A9cdxYpkkP54APXneVy37Kskonmmw1gstF4PC+Tl1PnaEd06NEs43RaHB3z2hB4PC/TA7f3ZEYyLUtsCHx2sUdEyUePpmRGMtjAthn47GKPejTjuu0JMaFiPkSu29QQPjsxPJ3n/LcXO7bdwLzI+PmTGZmStNazaZPPmiQ1Hp3zzAtNQPB62x2yMIcuNWtn8wIPeBvJS00mJUMI9K3DA1VueFRGroUdeXuKZWES7ygMMNT87MkcpU/wztEPNaowbJxhMBUmeowU2BCwpmLjDM8vagbniVbQimHMboz87qLmvZPp/WreGNi2bkQ80rHeNAOzIql1m96RG33bNPeOWaHZtY5dOzD2+PgAu3Zg1zp0VnER5uj2AiMDLkjW5SOeZBXTIuPzy4YhZNzMVjMZee804/3Tkn/4/BojEwm/6QY6K3j/tOSTnSeTkfOZIQqJiAEVA5/sPFo5TqY5bWu5dj0aOJnmbDuHHHZURc6LjeXVrqFUgieLnHq/ox1OCBH63r4xfmsHh5UFTbOjzAvmVUHXDTRNz2w657IeDscEbkQ1mss6kfXvE9ysJjmfXtbs26+bPadr3lOaW1VnZ9N1ppWk7pMFx+ImEaJ3zMvj4eJvQ7relV92n1L7u6y7lhSdvUXBtq3lHz675m9/n1CwF9vuaz/70UnFX41qyH/zbJkmCmMZlSYMN2NI9b9oA/bVemjIfiD1LojPv+Q69lB8V6XhscqUYlIGmn7cJSvJpFRkSlGa9B1udrdKCsrslv8RYjK7vKvyKoxk24INnthHejs2VSEggJe7gYkxVMXtQ6zpPC93A2ezin1vaXt7IDFrLZnm6aH/eF4yK76+Qz+m8pJCpniZ8lYVGEJC8NaN5XRaEGVMfDYtOJ0W6f1u4GLT0/nI4D2ZUhQqWQSsa83n1x2ZljyeV4QQ+Py6o8wNnUsmpPs7dgS5VnQuAo51M0CMBCGQqQtiXmpmuabPPBN7hYkWKwx1tmCWa5aF4rMryyzXnE5yBufZDpaPipJCWDaIRHon+XF5BIWw1CGjmJ4QncV6izSGQhvqkPHFdYtU6RoKccxJzCSfX7f/AwHUkd7arznLDy4wLQz7LjVfCQFM4+yLuicGMEZiVAoO9+P703bHIDOyakEmPT4oBpFBu8NIQZQS71MTH6InSoORifT285Xm5cXnuLpnmuWcP3oGQvB6H/F6Sh47IPmS9aLi9T6Sa8vpJKPLzMEYtjCCq9ridnt2FvJMUUhBDJGdhRdXe378QWDf29u4MCJaJ1RM6ozp4gRshxs6lNJMFydInY3mwp51PbwRFxYhpTRokZrVcfxdZJp+9IMrjeT1fsA6i9GSs2l2uBc6Wyc+Z0hcMKMEj+flHf9AP8ZbcUCljsdipU3SVzd8b7vH/hh+2bdZvbsdQ95YUlgf+K9fpjHk336y5pcvdnx1QLssDX85ImC/+GjF2Z3kkBslZDkS8f8YE+vvcz00ZA/1g6xjqOEX6/qdlIbHKtOCfQ9VJokoBJEQ0/u3CjD9RnNYjt5lm6bFR8hGw9BNMzAvJ4QoWFYZ+84yuIiSsKwywpgp2A+eV/v2wOla5oY8lygJTW9Z1/ZOKLI5+PG8i8prkis2jeVybw8owLIyLCpDlWu6ETUDQQwptqTKNU3v+N1VnVDD8XdXSjArNZ+tay73LSBvei5goMgkUiRCu3WB3iU7EIXAB09tJd2QlJHjBBEpobaBDxag1hdctrCVhjxYzicXvLdYMimy5MzeWPZdShWYV4ZJkWFkz3snM9Z1P3qBCd47mSGjIy9L1uuOMp9QZIZhsDR9x2pa0l437IfAssrRCpyH66YnZsfVvK3lXmf5wSfvrUDE6OQtlwyLNftmwBjBVd3TDIEqk5xMMvbNwKTf8IG+JosdxMhcC1bCEvsFtfXMCoP3YL3DKJOMkK2n3u/Jhxf85HSKzs9wfYsdXlDvKxbzObUTiGKO0QLrInVnmelIiJ5Nk6KCUkMWaYfAotK82Duatqcqi3RuJTRtxwsBzWC5boYkfLjJGx1SNueszHAOBl0QRURGQaYEszLDSMHvL2omuaHIFd0Q+Pyq5+NHE6SIrOuewuiDifK67pkVSUxjfbr/b5pf62HbDpxOCz48nRyap8kdtPyqHu5FpY6d22MjWRcSgtq0t+hgkWnicXrZH0VL+WM9Kg+WFCMfzIc0hvzkqjmMIf/z59d09k20zijBv35/kRqwj0/48dnkIHZRUiT0a0TBfijTnIeG7KF+sHVf47Hr7DspDY9VYVQyQDXqDW5WMT5sjnkPhZhECDcIS5Xp8XUgU4r3Vre/Qzd4QkyGnL9Z1xSZJjeKwUY+b1r+/P0Z7eB4tetRQlJlN8qxnmV1HEE9tsjkRvHleoOWyWhzGAJfrhseL074+KTk3/96jQ8BaQTBRpSU/M3TFb95uUsu6BFsiOOINnK561Ba0g6RKhNp1DkEmiHyettyPi+4ajpybSgyjXOBq6bjdJZMPAutkPo2tzC4QN1ZnqqaX2OwIiBixApFg+SJqvFxxfm84KTMDqRwY1IzoZUe/Z7EwcrAO0eWaU4Wc64az3q/Jfg9Umny6ZyTxZzVNnK537BVglwpeu/pB8cHq8Vbo5Puc5YXMSn9go8HZ3mpBD/KKqJQfHK5pcokp9OcfTfwyWXLX7xfMAs7MtY0osLpCu1bTlkzhBP2vaMZPCeTjCwrGIbAfnDse4eoL9M12O6J+y1CSaTSiPqSk/fOuKg3bK5uPbyKXPDRtCIC/+35lirLKDPJbnA0w8B7J48QqsC6PW0vMDrDuoROCbWgt55h6CniQK4CvZcMIqPPFCeTjOvG4kf+kRACkenEnxuvnc+vGlxwaKlZVIkDWBjFprl1wU8IbrovrxubAsfvqCUHH7gekd37aAjH/AOPndujxtNHRtXH6l1pKe/qUXljytpaT28T32vdDPz9iID97SdrLvfD137ux2cT/urDFb/4eMW/fn9BPjazUoiDDUWRye/coPW7qoeG7KEe6iv1rkrDY5VpzdOV5LoeDm7rT1cl+i2fuR4XCymSWSikxWLdWOZFxsttSzsGdIcAUkTO5yX7zo6ZlZbWpUVbqwT1X9VDsh8YWwujJRrBVT3w7OT+73Jskbla18yr5HtmfUBrqHRC71aTgllluNp3OJfiZ5aVYTUp2LbXtL1jiDH5lEnIhGDbeqpKUuXpO3uXxqqVUPQeXAQlNetmIISAlGlBcjFlg0ZxkyGYjksU6f121+KjIDf6YMXgY6RtW/JFUrXegBHpz6QqjKbgky8+o3MgtSE4y1rDzz7+gHnuIcQR3UgoVh4i89zwZFlyuev5bL1nGMdmH6ymPFmWhwbg+XV98JF7uqxGrpCi7m3yyBq/S6YEk9yw9pZda2kGj4iRKARVpmh9RBMppEV0HbsmHZdCF2gij7KBl96Qi45p3GOjpo2G82zAA3aw/PJyR20jEyM4mxVIMkpa+maPa3uEjkQn0GVOuchYloZoLdLWmBjxQhDlhGVp2A2Os2nJ613LZR0pteBsVqKVoJqUyHbO9W7LYGsyY5jO5lSTEusthduz7gO9E+Q6ssoHrDcs8xJJTNYvUiBCRBIpjeJqPxBjpDQCIXNiSOOypvecTEvO5vBy07Gu00bofFGQ6cQxW+97vlj//+y9Z5McWXam+VzlKmQqoFCoKlS1GjZF21LM7Nr+fxuzsR1jk5xeNtlkl4BKiBShXF25fR75egAAIABJREFUH25kACUyi6zZ6elu5vsNnkAg0iPC4/g573negXa0TMqCx0cVR9Pyuz4GB92VQXvXWHL7vRiib/qh/m3+qB9iS/m3Ijh8iHTfQFLchHPfbEP+9m37rcc/mRT7DtgRf/XJEceT/Jh/SCiK36XuC7J73esb+r5Nwx8iLUFJxYdHzeFYiAlB+p7sTMtqP1q86ZBlb1nkqJlQGU1nHS7kjk5lDKWR+y1KxfnGHgqBR/MCFxI2ZpPyN3lpu29sNn1Td3byBs/RpPxWEbsZcmfv45OaD+YlnnzRMUayGhw2eFaDQ+3PT3CBLsJZ8HwymfBma6m0oKgV1kaGCA9mBdZlzxn7DMtcqAasSxxPNJt9uPPNJl5tJItK8fw8clQofGkOY1CdHOe7yI+FYN2NpCAyTyFA7zynk4I3bWDtK4ahI8YdUhrGquFNG2j7jhk9zbzipspTsWfbd9RGEIk8Xk6QWhJ9JBKpzbuorRShMZoY8+ZfLtTyiJiU9nFdCR8FSsLlbshjMQUJiSCnRVzuBrQKnBjLICVa1fgwUimLVoFlY1gR2DlBlBUyBqY6H38VI19ctRgp9q+x44urlgdHNaMd0d119rF5SUwR3XWMdkJvB460pUsalwS1SDTa0tsB6yRCCh7MGoRK+bxKsC4yrQ0bmyiaI2b7ju9mHxelxpbnu9zhqnTm6L3aeZ4ULWNRMa8Nm/4d7mReK0afWPWWxhimi3dfa7vOs+otj1OkG/OYfFJqEtCNgVJLdp3l759es6gLjmcVu87x90+v+ZtP893JrZFnId7KD3Qhct3aA4JjdADie8HTPkoWTR653/hJF4353pHlD9VtNoTR7QO6rT8gKb4Wzv3lFf/wYp2TR95TpSW/+Hh58IF9etLkLuYeRXHogpk/HBTF71L3Bdm97vUNnUyrWzcNf6h+6AhjdIE3uwEt1Z6lFPAxUBe5mNJKMKuKr0FHIY9dBxt4cjxD6xw7tOlGtoPj4aJmNwSG/QjuhiI+rb7/LvW2u3Alc6JAjPFgmpb736nrHXWhKXU6cMikFAzWk5AUEqZ1idES5yO7fiQh+fR0gvXZh7TqPUZqlo3i09MJvz7fsBkc4/iuiCzLSO88dVEj2XKqLUYkXBL0FNSF4YIZJ+aCohYgC4gW20cumPEkRmJIDM7jLWgBFQofI2+vBgY09ez44JXqnefFVYsOO1RZEL3Yj9EUqpTsdlucnDKtNSGSXyOdWXDOpztTEXKhKyjKd2w66/Pvutt3BbVSiL0h3sfArrMUcWRS1SgPgw9MyppKQxFHRlGhipIkBPFmI9IkRlGxai0zk/9etC1zobGmYNVaRudpVE/SU0RZk8Ye4XeMztPvdoSUg8elisSgCIl83MyyXzAEks/vzRJFiHtj/Kxh2zt6F1Ai/9kogQ+OkCQhRMYDtkHig8eNFp8yCma6L6x8SrRjXm6IKeJ8OrxGUgkKnTEU7egoTQ6Otz7SWse0UrzZjVRFjurajj7f2BT5uAvx1sizwcVb+YGdHXm56pBin2GZEruxQ0nBybS881qQEF9DcISYEOJ/TUX2fnHofAaz7kbP6DyT0vB2Ox5iiW4L5/7Zwxl//WTJ33x6zJ8+mn9tk/WPAUXxu9R9QXav/7C6i/dz26bhD9Vd3aW7Rhi9j6QAY4h7r4ZAAr3PhU9KsB3swfM0q4pcEAkYY+Ry0yGkJMVIlAIl4GRS8ma1xqcDyxMt4MlJc+d5uetni8rwT682FEKgtcL7gE2JP/lgTm89q9bRFPpQHGaorWFaa07nE7rRZVo+cDqfMK01Z/Oazy9afHDZX5YiWheczWv+7qtLzq87NsO7rbl5VfDRoqQQgUelZzUmuigxMvKo9BQicLqc8/YyMe/WGDHikmIjTzhbzulsZD3kxYSbztrJ1NDZyGYMVHGgHjao4NDKEMWczVhxhGPbOuywg+BBaYpqSiUNvQw8WNQ4m31yUoApJL0Pd3oV53XJoikY3nu/LJqClCBJQe8im53lJiB9XmpmE8FRJfjNm3xOpFDsRkvv4GdnNa/7I6x5zQd6i5HgIqzFjNfxCO9G6tix82kPEHZMtce7Mhdv04eI9gq12xJkAdOHRCEZRsvgEtKASIJkEoODYbRoDb1zCOQBwttHB6kiRcFRUyKlOBTpi6ogRcEYBaUBiTpQ7iOBMQpEyF0vIQVaCHxKpJjTLJaN4XpnuWgHOhtoCsXppGTZmGzIrwy7wbIZcjdrWmVm380IrnfxwFJrpKS34b3Is3QYHUuZI8fu4gde7Ib90k4uusTeuP960/HBov5B4eL/fyvGvFh0sRv225DQWs//eL7i/3255W+fXvPVd4RzP5yX+w7YMX/5yfJry0B/jCiK36XuC7J7/YfU95lZb6N6/8/otu7SXSOMlPJITqSbO/RsZE4p0dnMy5rX5XuMJE9nHVJmfMTaRlxyGCFZ1BIpVe6qNYbRxcOXTGkkWok7zwtw68+0EszKjJ3wMZKkYKbzYy5qQzvk7Svh2XdIJIva8GBWMrqYyfj7ImhSKB7MSra925PywSCREpz1bHvH+cZysRmIZD+K8wlrB843lr/0A1JrJqhDoSq1AD/w2emM1+uRr3p9GAEvCs1npzN++3bL1c4xLRRKG4KPXO0crzcdR6Vnc/6cVZR4NJqRWm5YPPqYMEb61Vsm0wnlZMo4WtrVW8LkA4xRWJuD4G/OtfcRU6s7vYp6n0owe+/9ctMpMQmuu5HaGMpSMbrEdTfyeFGC1sgU6dxNsHpkWgjQmk7WBNHwcnjnS9N1g5c10g95+9ONpBSIQrEyJYvpQGMKetsR6xO8NiTvkLalWRyTkqBzAyoWKJm5ZyFYUpqSyIVP6wOhTygtmGhJIiFV9i+VWnGTJd5bj1QF0TRM7ZoxRlySGBFpJETToEhEkTBCkgRIBE7k9uOyKfjNqy3TwuQucOd5uxv57MGUdvR0YyCRR/55ZOmZlAq/95k1pUYKiGn/sypx3Tk2vc0U/5jQUlAVCiE4JGd8Fz+wszld4+uEf0m3twXcdi34X82MHH1gsJHOeQaXYbf/9GrLf/vikl8+XfHPr7bfCuee7MO5b7xgj5c5nPs/Corid6n7guxe/yF115jQKXkr1bvZoyhu6yDdBZS97d/dNc6U5ELFukSIASUVhREZhrq/w90NlvcDy2PMpP4xJpbTAi0lPkYG5/Nxn/hw2WBD3H9pCwol990Cv4dyvttIM1ruNwy59ZxZHzmd5WWCGwzFDRtrXpf0NnC+GjJwVSseLSvmdcmDuePLi5ZpoTDa5PzLGHkwr/jt2y0hSR4umsMIqhs9v3275dXVjiRgVhYYI3Eushstr652EErGAHVpKJTE7s87wTKbzKgLzWgDDoEhvw4Zf+AphaeIPcpGAhIvDJve82Oz48sh4oXCyEgfBX2KfBp3XAvDoinYOU/nEpLAoimQQvJgavjVZiDZPGL0ISCE5LOz+k6vYl3oPCp7j8VldM5RjVJyOstwXwFoBZNKEqXkaiiYaMHprMEUBc5a+r7naig4SYl221KOlyjh8UnTesXsLFEmx9CuKcqSSdXQjgNju6ZME6bLBa8uroCIjp5AJIiG5XIBZYNiw6YdcEgMkXkFlA1SCK56z9VuPHQHj6clHwuBEpIhesY+Yx5SEpQlGKmYlCXPrxWlW1MLj0uatVnw0XGJT7CoDELIQzcrJZkXP2LiJw9mrDrHtstj8g+W2X4QU2LbO+ry3chyOzjqInsLz69z9mpl1D4PMrGoFOtu5Kq1NIWhLiXOJ67aEUg8mJW38gObQjG4fOz9cWZT/HBbwA9RjOlrZnwf4yGc+79/dcUvn67Yfkc4988fzQ8+sJtw7vdRFJX+/Qrl/mPRfUF2rz9q3WrIvWNMuB3GW6neRsnbafUh3gqUNUre6kW5ayNLScGuz0WOVIJoA6WXqOOGhCD4QL/vSmkpqXUilRqlFEZpusFz8x+WRT6eFwkS7eAPxmhRZTxA7zJt3Pl33TOjc/i5UfLWc+ZC4nI37BECuTMy+sDJtKLQkW3vDuHjKcG2dzyYR5rC8GhZ89VFh+0dhZI8OW1oCsOXlx2lVtgYGIa0Dy7P26CObD4PMdIPAbk3ozsEQhlmxhFFpuZLIZiZfPyydRn1sc/u1CqjPy5bRyE8Rdxx0QbGqChlYFkrClGQvGU+meSRlRLEkBDk44UqmcyWNP0VMfZIWSDqYwolaaqCRgaev7nAOk9hNB89OKWpiu/1KvoQ2Y7+UDTPRb5cN0bz4XLCaP1hXFsWOnPqpOL45CF22OKGAaXzn71UyO4S2b/CRnCmInmLjK+Q3SWhqHgw0Wy6jm23RmvDg0lJ8APNdMrk6JS31y3BOpQqOTuaYOopXii2wVCEK6oQiUqyDcckoVh3eXux1orCKKzLQefrzrKoNBKJJHumJBGJJoVAISPJ9zzrFGOUlFJwNukpZKTSJcFZxm5NCgGhFFUzY1rmseS8KbKXbH/OqkLlz47I47R+9Gz73OmqC4UUknld8uQ08vyiY9M7Kp3fg/O6ZPQRgse2O3z0RKlBVoxe38kPfDiveHHV5fDzlA62gIfzH+5D/bfqJhj9Bsy6HdwhnPu/f3XNi9V3h3PfxBL9H58smZb6HkXxv0H3Bdm9/uB1W9F11/jtrjHhuAedvq9CS9rR39lZyzBOT4ZTxAx/hYNJu7c5AFyp/Fx6G9lIy7wubgVFWpeLjWmp936bREgJ6wKkSOcjTaEptNmHIXsWKRdTi0rTSkEIAaUUkyJHMUkh+M35Nd17oMbGSP7i42N662jHcPCAhJiho1Ik6kl56znrRse/vN5RG0VpFLvB83Y7UhuF83l0RBIIAT4FBu85mRa0NuB9YlpKfMyjOu8Tu9FRasF1N2KkOnjdXAwcNYaTpuKLN2uCBoXCpYAa4cPFBFVOmcQVW+twSVKIyKSQyHLK6/MtLsDZrP5a1+31umMmPF92Dq0rppXAOcVFN/Bo6elRnE0TL9aRfnDURvN4IelRTErJbrOlqGdIoYnJY+2WyeKMzW7HmzdvGH0iCcPoPW/evGFz2mAezm/1Kl7uBjobkeTlCEjZy9ZbTmYFq51jUihuOqMxwnJqOKo0TzuLV9PMKJPgPHwy14j1V/SpxkpFCgkhC4oUmK+/Iiw+RrsdRimErHJAutsR0pIRwybVqDqfy5Akm1QyYgjek1zHhhplDCE6KtdhvWfVR5bTAiUkIuXCvkqKVe/QOneRjifl4bUdnKf1gX63pbWOE+MxOj//1mr63ZYHp4btuKEyBlmXRB8Q44bJsmaIkjeb4cCJg8RmEBxPDHG/ppj2iy9p/xYWJBojIQn+9PERZZFvpDaDpTGSGBzab0lJgSpIwaPjFoO+c7x4KLZvgs41zOvy37QY9O+NbTuAWd/jgv3Tq+2d4dyzUvOXT5aHIuzRov4WiuIPKZT7j0X3Bdm9/qB1V9H1fXlyL69b3m7HQ0fnbFby4dGEUjusj9/CQpRa3NlZu2rzaEYphb6BT4bAVTsihDwYfG/+TaEluzFg1M2Y8NvZfWOE47rECw4Gbp1gjJCEZF4ZQsqRRELAvMqZgkokVt2I95EAKBdwXnI2M1x3I2+2Yw4e3rMfdkpy3Y00heabVhC1L17vGq2u+hElBOveE7sRKXIk1KofCVFgbaR3LnPCBNTG8Goz4rzPOXZCZEK9h34zMKsVJ03B+XpAGEEhFT7mO/+TZsLHJzWfv1mjosBoAV6QyHiNsix4sSsRcaAUHhcVV6HkcVkwhoQLgXXrD2ZyhGAMgpnK0U3ab9EhIpJEqopSBXqz4PWzfyYRKZAkF3nRSR7+6D/xqNa8io5Xb9aH1+9o3rCoS/6fL99ybQNCGISEGBXX1vHli7f89Y8/vHU8teocV7uBzZA3bUujmFfZ4/Tx8YSr3SWbNpJEQiTBtJZ8fLzk+VXL3z5dMXiLEoqQApUu+C8/PuH1MFLFLVM/Hrp8XpcMQ0mRIuet5yhdM5ORIUrOxYzFaeRikHRdR0zhnbE9BC4GSZPWaFXQCEWSIKJCysC4XaP0nKUWxNiiUiQIiVQNSgi0UkwKTUiJEPLbcFJotFJsd9ecFgGbJD5JjIlMRGC72/L4ZMKsaQhiD/01GpUMJo14OeG6G9FCHjZ2fYo8mJX0wTMMA1PpKHWGzXaDIdSaWWVYTAxd79mOES0ki0lOKrB9xyA1HoVNCa00GkEt87bhXV6wo0nG5Hyz632XblAot9klIPtKBxf3GZH5/fH8uj9sQ/7y2ergVXv/GvWzB1P+/PGCX3w056cPZhxPSyalPnjA7lEU//t1X5Dd6w9adxVddxVPnfW8WHWMLu25O5ljtZyUd4YN+xBv7RL5mF097z8X6/MmmCAXTZ39um9LkC+uow9fKyp764laUSnJqASlEEgjM+Q0JSqVieCmKTLpfv+YRufHjDGPDEWSe5RA2mMpBE+vOoxUNEVxgKM6H3h61fHnj48A8S0v2M1Sw20dgVWfuUWb0eJDQisPqdgfd7zcduxaj42JQgqmEwcKQoJ28PQ+EJPInTituOg8H5/M+OQo0A0elxITrTibliwmFSe95ycfzrnaOUJKTCvD8dRwsod59kGyHYqDcX+2B/A2WvC8H/E+HZhhWgvOpobkBT+de9aDZoySuYwsqjxSG2zivBecipZaOPpkuEhzFjYx2AEbBJU2SJGISWCDYLADL69bRi8xOiKiJKWI85KX19+GaL6vi22fX6c9zLcdPasue5ceLWuUEFztRjrvabRm0WSgbAiR0oD1uZsqRd5YDCEyBElhryiAArARhG0ZwgOUczxMV8jgc+ZkiDxUjuAesbOOMYAIMXd3QyIpxW7nqJqAC46xXRGjR0pNOZkQk+ZsInjTbSm1IWlNESPebzk7OmXRGHZ9IMZwAPtqKVk0hnBtacch5xcljxMaZxTTPapjXivWmw3RW6QumM/niBSxIXBUF/Q24n0e4c8KjfUBGT0NLYOFXVJoYWm0RcYKVMHEKLo+5H9nJBOjUEoxLwTXSmEQNErhQiSRj9+lu+KR7irKrtvvtku83fQsJxXD3g923Vl++fT60AV7vRm/9VhPThr+eu8B++ykYVYXlDr//1LAstY8mNd3/h73+t3qviC71x+07iq67oo2+eqqRSA5nr7zf3Sj5+lVy598sMgm78HjY9z7k94hMW7rEi0qw1VnsV4cTNo+Ro6bgkJLXq8Hyj2Q1fpIO4w8XFR3rs8fTQytzVEqNwgA6/PxSanZDv5rHhbrA9NK01rHUVXhRd62q0qBToLWOta9RSmJDR5vE1rlLdJ1bym1YNV6SqOZ1fl57gZ/gOLe1hHY9QOv257jsqBsFOMYeN32VAXsxsC/nq+RSlJozcp7Xm0ik0JDhME76qLIm5YhMVjLrrU0heJHD2Zsh3fB6rOqwCiBVoL/9GDBqyonFdRG8cE8U+BXncO7kcJ3CAIJhXcNq65CK4UL6Ya/T0LgQkIrhVKAMRzNa5RShBDo+x6jYLtbczJRbOwZ10KgUuKk8HS7NZcJUIZiPjuM34IfuFzv6H3eOoypRKlICJCipfd3Q4avW0c/enredcEgct06nl1s2QyBJ2fT90Zs+fizq46TWcWyqQ+DO6USz646klAYOtaUuFhiGJkzMgiFdBuWZaTzipgkuhA0OoLb0IcCCcwKj04OrwzbYOjHLakqaK8v8EKhdYF1Fn/dk+Yf8ZOl5vkbweXGHm5sZrXkJ0tNqEq+enWNGAeM8MSk8WXFcbOg3Ujs9hpT1ihTEdyA224oJlNSDAzra6ZlhWpmBO8Z1pc0iyM6Hyn22343NyhSijzWDwNKFdRa7M+KRqaE8ANjUly2lqJQTGuDDZHL1nI0Kam14axJrMac1VgZwbI0aH03huL7CPi32Sxu7BLvd8EGF7jajayH9SEb8jevvx3OfdQY/uqTPIL86304t5Z5/D2tTE692N+Y3BSI9/r90n1Bdq8/aN3lBbsr2mTd5bHm+xfMptSsuxyOPa0KFk35tcfsrWdeF7ca8E9nJSmx32rKF+SjuthvxEFTalLM21ySRLM3yguR6etX25ExJEolOJ5lv8nZrMaGyGizObgQkmWjOZvVzOuCq9by9GKXv3S05NFRw7wuQEgCPodQ7zsQk0KDkNRK8cXFDineFZUxRT47nWJUjitKKeMZpICmfBfue9sXiRBAEHx11R0yBmdVpuFfbceMBFC5SxhJhJi42o4sp/mcXe36d49pFFFk+OdVa2mMznE45HMwKQ1Vofjy7RYlBMu6wIfA223HyXzJartFDDtmdYHUFdF7+mHHaitJCI4qw5DbmZAyXTyR+GDR8K9jZLvpECmQhKKoJny8aLi6uoIYMMMK6UeULkHPYNyxqxaElLhet4wRSgnzRrILimoy5c31ij6MBKlR0VOryOnxyZ3v69F5Bh9JZB9ZJD/d0XmerUYqnYG1totICZVWPFuNdENEuYEjdrl4EoZNnNKhaKLlS3fCB+E1S67oKPlSPeQ0WqZpxyuv9nmieesxeskHaceUKTKt0KpC6zneD2i/oqFkcAZiIgoyRiUBKTG4hBKRyhS82rQMLgdxn80rlIgQLVN6LoPFJkUhRk5IqGgxRpKKOZ23CNuSpEQXc4zZd5aiR4xbhMt8L2L+DBtB3uSN6bCBWUrBo6MKhd+POd+VMUFIFJ7OeowIFL5Du4gQEiHL7MecNoTYcVwXmIXBWYfzFvTyztfvrhvF22wWpVaM3nPd5VzQ51c9//B8zd89X/Hr801eMHhPh3DuT4/5mydH/Ohskhd7CnUw4xf79/bNgtD7Sv/GSKZ7/e50X5Dd6w9a30fAXzQFzoccNSOhbnK0yU2BVr+3hn7jG8uZhImuf4d+qIpcpNw1ipjXBT4mpu9tUpp9nMp28JzOKob3ipmq0PkxvePpVQc+IpTE2cjOBeaVYV4bPj6esunfdYnmdUGzJ4tf70bqwjBrMnD1ejfyYF5hROJtO2CHSBQJmQRd5XkwM0xLSeciWkaUyOHZPsK0lAghWTYF1+2Yx4tKsGxKhLh7SUIkiYueQoI0hug8LnpEktiQmJTF3lAtUEkgJNiQMwnXg4Uk9osJDhsCn5mMp7Drnta+8y5NCkVdaDTgEZR79INCMJIvaN72aJEQvkf53CHTQhJsT0iTvNThEjZ6CpmLvRAFs0mN0iNWTQlEFJJaK2aTGhNHVq+eo8spZdMwdpbVq+csnzxhiJrfXnqS9xA9SM3bXvOTDzWzScGaCQUDExUYomDNhNnkbnO3J7O5hJREGSHmDpMHrHfEmONobt5nKSWkTBwVns3qKVFAkIYYtxTpivmDn3K53tGEHVfM2SDxRJqwY7feUWhF13uqUlMayegi3T7k+iPjeboTrNoW/Bq0ZllpPpp4XoaEb5Yo16NEIiSFN1NsTDy9Hth0PWfTCm0k3kU2Xc/T65KmDFgEShQoEkooLILr9YZGGerSsG1HfEqolKhLg1QGkSKF0VxsNgw2URWC0/3IMibYWodR6oA72VrPw1RhTInoO4JQB3uBSh5jGtzgmIuOlUu4IDDKs6wCzpUkVdPMjomuw9sBpQ2mPiapu78677pRvLlZE5AXhVygHT0Xu4FfPd/wXz+/5B9fbr5FxYcczn1jxP/F4wVVob83E3JaKrZDOHhYcyc9Mvs3JHPc63er+4LsXn/Q+j4C/nddpKyPfLio+PztDiCvw9tAbx0/OpuSUjx4k24KgXb0HE3Me5yubxvw53XB8aT8zg7SXaDPy92A3ccYpZiLD6zncjfwcFGzHfwBOpkLzmyw/+2bDdOqoHqvqBxs4HzVERJcrHt6Fw8g2XqUhIczhJQ8mlVshkAkojGcTTKoNKWMvXg/DqYdPbNK3zmGScCsLJksFWo/KGz7kIuoUrEdxeG5S5HREZNSIUU+/zYIbAworShU/ju99VgXc+dwzy8z8yqz4lLiyfH0a54+rSQuJZbG09uRFCVOaEieIjlqI7FRsB19Blvui9HtmDiZlXSpILqRbefoo6CWiZk2dKlExQwODVrgHSgtKNCoGNgFzXXbUUuolaR3ln609OEhIQgeHs/pbJM7qo3gqNCEcHd3YlIYLuRAqRNaGXzweZxVGGoj+c2rNT7evDsFWiZ+9sGCJ9WW36TAzhtya00yVY4n1ZbfRs8TdpRYjBC4lBgp+Cp6Rtlw1hguomHjFKUInDWCUTYcTwxPhx2z5FBVQXA9DIbjyUOerhKFTChjIHmM0ASZ8DHxxTXIOIBrGbv8Gkml+OIaHk92XLS5q9sohQ+RizYy0zvUrMKNPbV5B2p1Y8+YTnC257x1iGJJWWZ/5nk78sj0jEw4npa5S0feGExCM4ZIKioW1ZhjnpBIIkpA0hXav+XZLlBIQ6mzD+/1zvGx2aHVEVFJtNCoQhBQeCnRKn/m/r1swUJJ3u4sPuabm1+92PB3T1f88tmKLy6+7Ss8agx//eSI//LZMX/1yREn0/LfnQmZbxQzcif6BALqIt9A3uv3S/cF2b3+4HUXAf82D9nDRUOIibfbkU3vKJTgycmEh4uGy91wa+5diLDq7LfiipZNwby+/bnUhebNpn+3Bi9gXhsezGsutgMegXM5LBsExigutgMuRHaDOxDGfcyxQ0eTgt5lH9ZudO+4S1rR2sD5ekDuM/mkyIHQksT5euB0VnHUFBQm4mLOiJwYSdizAPICgDsUo2p/wb9rDLNoMnajHQNORETKuIEcjFzx+ds1LoKWGh89RsKjxRKRoFAGUsgFIYlCaRRwvup5tRqQSjKtFD4kXq0GjM6JA8eTnGV489oKcq7hWaV51oNP2QSeyPFJZ41mM0rGPaPp5vdrCkVpJM/Xln++VgxDi4yRnZRsQ0VzbElac3J6xnrbMQZHqSSL5RlJa657z6KuGMeerfM5ELquue49RakgRK42Ay4JjEg0Rw377/P3VMbUAAAgAElEQVTbo6hqxcNFHq13No+zHi5KFnVGl7T9iPAdhczm/FE3lFpgxIiuptjtgPP5POvJlIUYEc5S4aiwqJTQeyedcJahPKWX5yzb56hkCaKgn32ILk+Z+5ZCOFbdjthlcOhyMiX5wGwy5eLll3SjJUmNiJ6qLJg9fMi6s2xXa9L24vCYYnbKTB2z0QKBw/nM7yOBwOUoqmn2svVRIZQihUAtAzFFtlYztiNStAcMTEyabTNFlTAxiovWHjZTTycFSoAuKmISlHFAEQgYvJyhixIlwAfwwSNj3j6F/BmtZcDbNW/awBCgUnA6GanrkztzLm/YghfbIW8ep4jRimeXHf/180v+7tmKf3y5uTWc+y8ez/nFR0s+PalZ1CWzSv/gTMibm9brdm+J0DdezHuw6++b7guye/3RSivJy9U7UOv725JGST48mnA0Kb/TWDutDNv3cu9m+9w76y1vNwPNfrTjfOTtZkAIeHAH9NGFyMV2YNW+Qz9kc37J1kWcC8xqc/iS2faOrcxbV01pvoXgyJBawedvtqw7yxAClVIsmoKPThquWsukLijf6w6OLnDVWj5YVAw+smgMhSmxLrLrHYv9KCekxO69gnNaFfgItbkpcMPXuoOFEhxNs+cmATZkfMSkUhxNS0KMTIqC68HhfAApmBSGWW1Y9R6IGVIbI4WUFFOBF4LzVYf1A6Wz+L2ny4qC8xV8ejblzdpSl5kDZn2kHwMPFgUz01Cudqx2Iz5JtIg8nGpmk4ZxGyA4xLAmhIRSAtSC0QZ+/XLLxeA5nhwfzPIX7cCvX2z4WT3n6fUlG6dwDoxRdK3kp4s5cTsQpaGcTkAkSIIYLNENtEnxfNXS1AWl1oze83zV8sGyuXMEPK8L3mwt88qgVEEI2Zc3rwvOL9d8Ool0scJHWEhoZGTX9RTWYYfhvW2+iB0GWqs41juiSwwYCgSWRCRxrHdYFxiGAdMcI0wBzjIMA6ULnO9G+rHHURFNjfQ9/dhzvh7Rk47OQxACmRJRCKIHHTqE63n9+gU2VKRyjhhHiu4F8/kSUT5GtR1BBoTUpOhRMSLKhtY6RjXHhZZoR6TUSDWntbArElJFrA2ElFBCUBSSnUuUteCrixajFLXOiRrPrzt+/GBKbSQpFWx63o3+i4LaSAIyj/FtBhwbAU2RjyfX83bnqYqS+UQx2sDb3ci06dmgvsUW7MaADz1aKd5uB15vR/7h2ZpfPr3m756v2PRfp+IL4CcPpvziowX/149O+PmjOSklJqU+wJgh/U/FJ/3Qjc97/e51X5Dd649WecQmSHuvjdqbz3vraW6CxL+jm+VDJlxPyoL5/gI2+ty96q3bd2jyXeoNaqK33/Z7vK8X1y2rzuUu3b44XHWOF9ctU6PYdTmj8QYr4ELixChGn1Ai8Wo9Hqj6y9rgEqQY+dWLFYWSlKVm3Q48u+54fFRRacVqCGgfUVoR9nEw00KxbAoGm7Mlx32naNFolk1Bbx32O/Ixe+uYVTXnq5aQQMvcrVPC8fHJhNPG8JtXGUg7LwtGH2ht5LQxfHnRcjavOZnXh06CBHY2En3iamdZNCXzxrDpHFe7kU+PE9aOpHZNZwxKakL0SNdjpeDx0UO60bPq3KFDtmw0j48mbFc9o6hoyhEZA1EaRlGy9YpVu8P1KwQKXSgIAdevWLUVV72l0BKXImHMxUqhJVe9ZVwuebl6SlHXTOcTdn3Ly1XLJz/6MYthw+XGM409GoEn0QfD43nimU3UZS6MCylBKFIqaF26cwRcaMm00DkXVAiETmiZWXbJ9pRVQSn1octH9CTb83ScINIlR9UEWRREO+LGgafjA2bKo13uGMab2CUiM+Up3QpVLbnGkIRBKEepHKVb8cWqZZWOWJSBQlisqrnwU/xqxzzWVE3FVJeUAsYEOy/otlvs9Vuskyg5UkbPSMA6ib06Z/7jH7PZTqjDChMsjoLRLJk3FcNgaUOgqGaUe8Bz6xyDz5/D0QtkMc/xSSnS+4HoAyX5s2O9QypJDHHf3RV7dEj2Wy5uut6jZ14bnKyp5EA9NQihSCmQvMfJmrbvWUwbYszxSEYLyqKh7XtcrPPrkRK7IUNZr9qRv3+25jevt/zy2Yrn19+m4j+cl/zVJ0f8xUdz/uzDBaeT3GGf1QbnQ974/Yb37GY784fo+zY+7/X7o/uC7F5/tGpHz6Q037q4taPnZHo7EVtJkdlgLuMo2O9sNYUCoZhVArfPplMyjwPcN1HY39Cr9ZDHf1rtQasK7zyv1gNHk4JVO/J2YxlToBSKs7nhaFKQYuBfLjui338xp8TbreSzk4YXq55ZpVi3ns3gKaRgMdG8WPV8dFzRv87ROsEFSFAqyUfHFcumpLWO55fvkBEfndQsmxsS/9fvmtU+BDvH+8hs6kl5lCmloLeekASnteH1duSqHamM4uGkIKSc9TepNN0YGWOglIqmzN1FlyKnk5I3u4EX1x1NIXkwrXApUiTHFkmRJCkBSTIgmaTcAaq0pBsdnQs0RvHBPI9hXvcCpGI2W6K0JnjP6Cyve0G33WCRKLXHiKgM/Oy2GxpTcW0DF5ueEARKJRpjmFeK81YyffgJw+qCq/UlWtdMH37CeSt5Miu4fnvOOFrsHrR7ZArOZkecX0U+Pppwvu7p3EhhFB8fTdAi3rk8IoXMY2nr38F0C40UkolJfHHtWPftoduzqAs+OzJcpjmqfoAftsRhg5QGUT/gMs05ljVaKWKwhwu/VAWlrClkwNQN6foVhBFUiTn6gEIGtl7j0LyNNULlbpbAsfWaabCc6cCLrcVFgZGJx7OCGCxd37EoI12UjF4iVWRqIl3fcTbRXLPjqh33ncqR4/mOs8kZX9mK6NZ8dd0zREElEw+nhlFWKBG49AWzfoWSjhANWzPnYyHpnWdaJFbXG3o/UuiS6dGc3nl8yEy9t9vsq6yN5GxW5eOFoTcVTdxSJseIoTUzysIwRgjBcdFaBpeojOC4MfRJ4PxIZwO/frXlf7xY84/nG/71TXvwe96oLhR//uGcP/twnguxxwvqQn9nJNFV+/VFgPz5y7aAH6q7rAb3+v3SfUF2rz9a3bbWnRB3ErELpQhxYBz3lHugLCWFqlhUsBlyEZO7Nrn9v6juNvmOPt+tD/Y9Qjww+siyMXQuUBgohMmRSC5vRXUu8HrVkQCtFd7njtbDecn5dY8Qkg+PJ2idtyw76zi/7vm/f3rG+WpgM4R9AZi3rX50NkOJxNutzb97lQO9324tnxwlhFRoRaac+8xgm5T5MrEb83O6AdHeePJ2Y+CyHahKw5/M68P/148+H9fwm/OO0fuDobrUml98vGCwka3z+1gZhQuBrfM8jJHjSvF2J7ncjYfx1KTSHFeK1+uOzy862j2RvLWBzy86JpVh5yVST2m7Hd63aG0o6ynWy7w0kRRCibz1mQTCK1IMfLCs+ZdXK7SSlEXBaC3d4Pj54wWvNx1jrOmbD0kp4YRARMV2tJSzxLFxvA0KJzQmeY6NozSJaWF4td3xaFEfwsWve8tPTvLyyKbP59ToXPRmHIsCMh9uUhUHhIPMTAm0MbxerajLkuNG0Y6B16uWnz44o6gUzzYz6qLM8Feg9wUfVyVBTwgWRmZEqZAxUIqRoCcIKeH6GbN6QmEqrIuM188Qs59AeYRvW4zbonyOTnKyhPIIlOP51Q6hdM6Z9CPPr3b86OMJDo2IgWlZgdQQJWlscWi039Bv1mw2LXH/rqjxaL9h9IrPO8lCCU4LyRAin3eSpc8ZlJPU04oKFxuMiExSj5Yztn3P9vo1JnhKATFYttc9hXnEbmh4dt2yai0hCZRIDD7wREyZl4qkPaux4jrWGJlYas+8VAwBXr6+QhcGoRSX25G//eKCc1vyL2+e8w8v1t+i4kuRx5B/+igXYZ8dT5jsPWDzWvHp6eRWI/5d25l3XV/u+tn3Pea9fn90X5Dd649W01Jx1WbD+yHyRWaz+XU7IoRgdIF+9AeI5HU7HkzGqD3nSOaRpw2BB/OawbWZ2J3y2K5QgrN5fbcnqNR8ddXmaB4l8SGTxZ8cT+jHkPETAiIp88GEpB8DrfWgYNd6XHQYKZhNNBfbkQAHAv+4t6b4kM39pVH8+GTKy+1Abx11YfhwVlGaHPpcafUONltkoOy6d3x0XLAdwjdgs3lFftVZRp+ZRnpfQLSjp9QZGxGJdOM7j0wiEaIkIFgNPSkpSiXoQqT3PYElkDdAe+vYRYeSZF8XgsIYvN8xWE9AoEiUOlGYGb95veVqNzKrCopCYm3kajfym9dbpoXifDUw1YlKK4aQWK0GHp1oqrKAzYrtriWGiFSSpp5QlcvsR6sK2t4y+hFFYlIXLErFKw8v1y11ZSiUZAyBVTvws3IOdmBUDUvTocUOnwpG1YAd+PjBGZ9fbumdoxaS3jkkiY8fTAFwIWCd35dcCSEzxENJsU9+yASyRMSnDA/eBMOTo5KthdYFag0PmpJNMCyayDOhsGqK24/fSIFFY3gjpuCPqRmoVGKIirU/BjHlkSmZqYHOaSwN0o3M1EBlSo6XR1y/fUEQBUYZnHfEIDheHpHiDpcky2RpxECXJKukSapBL45Z79aETUdSMpP+DTSLY16+eMGq21AVBUo1hDCy6ja8fPGCVn5EUyh0UsQY0VrRCEU7ZEiuS5HeJXyUeBnRMpFExO+uaXcbJtUUUxn84Gh3GxZNxcuq5tXFhrkJ+Xf3glcXudP6cePZaMORUYdRfAge6Tte7xS/2cCXby75/Grgt5eWq/7bQNUHs5I/ezTnzx/P+T9/dExdaNq9BaEpFGHPZyu1vnMr8i6Mz13XF+DWn931mPf6/dJ9QXavH6y77tZ+H1QXmnHVM9hAJPuWqkJRFzWXO5tHQ1IcigvnI9kqFvGJfWh39puMPmBdoCk0Hyxrzle5O1MbyQfLhqbQbHp7q1djUWtigovtkIsuBNPasKhzodYUCmPUAapqBKz6jGBYbS3te5FLIUYqIXk0r/in8y2DjxiVifMpJp6cNIwusnOOfgyMIUEK7CrH6CLbMVJIwedvNuzGkDtnp1O2Y7xzRX47OEIMX3uNc76mZlpINp0lRA5keSXhpDFsWkejS9rB0waPRtBUJZvWURmNdwlHwEiNjR4TFaXWrIJiGC3eJxwKQ2AYI6ugeLXuaVQCu2YcPEJqGlXxat3z8w8aSn+FHz27/QixVBqjGoq6Ily/pAl5W9MNkTBUFJ98QOscj48mXBqNDRlRcDItaZ2jLjXRO/x2i1B5Ky+KirrUjKNFxx6LJwRBkp4i9ozjhOMzw3/+9IxfPr3g/LplXiv+86dnHDcmn6uU2Fp/eG1npSZEKJQihoHWxXcMNpO7tENQVLNjZN+yjJ4kNUU9YQiKRW04bjTXqytSjAgpOV4es6hLfuUbKiaAJziPRbNhwuAbfi4T8oM/o7h+RfAtqqiQR09AJpZ1IlQnXLUbsAlkyWIyZ1kntp3ikwcLtm3PNiR0JfhkUhOEYjE/5R+ersB1FMljfQGy4UfzU15dv87LJN0KUgChmDYVr643cBI4kSM7CwGNCIGTYgQCzgrOtxrXvkV6T9Sa3eSMs6OE8B3z6YzeQbcb0Uoxn84QvuNys6VMPc4rbFSIGCiT5XKj+GxSMikLNoNn21sGn/jiauCLy7f8t2f9Hnb8jWuLUfzlJ0v+4vGCH581nE5LpqXmg0VNU2rawZJjUnMehN6jZ3y4m45/F8bnrutL/vN3/2xeF7c+5r1+v3RfkN3rB+muu7Xflw96b302U2t1MJPfmPpjisSYR26QL2DOR6RM+ASz0hDJv6dWMoMm92DYVWvZDR4bEmH/56bQd9O5IzQmE+9vIpCMFLgIzsMY83jrZvS4s47C5zHh06uWpsi8sd4GLnc909Lw5HTCxc7Sjp5AotKSSal5OC95ven48rKnUopZbRjHyJeXPbPa0PWOX79pWVaGx8cl/eD51fmGnz+Y3LkiXxeGmARun4kJmZpfF5q+8Ax7uvyNKi2pCrUfm0qmE8N+TohMgs0Qcqh0rWlHsfdDaSZlJpa/XAuufEUhRxoZsVFy5UtergMmBXabFR4JUkEc0HRUsyWVb1nqERcsNx5Aowsq3/5/7L1Jj1xZluf3u9MbbXBzd9LJYEQwI6oys7K61KUehFIDgqClpE3vtO7voIX6I2hbKwGCNuqNoM8gCNCuCxDUkkrVVVnKjIyRk9PdbXzTHbW4RieZmfToojKrs7p5AMLcnrkZzfzZO/fcc/4Dbr+mUR6XBB6JlIlSedx+TWfu0Y2WyggqUwCBbrR0tkCmwEeV5eudZxig1vB4YZEpGzynaUcIFU5qjPeksKO3J9Qxi5P+0aNTjJE4l+/7GOmtY/KJxRuab6ML9DZLjmilWGh1W5CJlDtqpZE8uQ4I2YCIkCTpEHh0VmCnkYYBvagISaFEoGAAP7IOio9w7FggpCFFh8CxDnn83g09ZTWjEg02SbohsJpphj5Qa8dZeaAgF3K9rhmmQKU1XmqsbhmSoNYJISWV1nx5EJQpUpdQqAKrIkOKvJwkbrSMu0sWWlCUJdb29LsdL/VDHt+3DNFyoTpMCjih6GPLXFku9zB2a0wzp9Qlk58YuzWX+4ZTDZLcFY1GIJNAEigEWDtmqEJIJOcREnQC1/W82Ct++nTN//Xtnr+4HPnLl7koe+s6FvDZieZHZ5pPF4YffPqAf/TZA5ybWKhAISOBwOQtolT4SPaN1Or23L5iJ39fvJNs9D1YsLsee9drfojfrfhQkH2I94q/C8ydbspK486HWwkHo1VmV1UF1930lu9kSJGTqmRwnm4KvMLmxpg7Ra1WvNgOfHV9oC0Mi1oz2sBX1weUFCxq8251bue5t6jI4q+vRlOJwXnmjaazgW6yMOXjUkjmjearm0hjNFoKYsoYmsZoDi4yq0serTzdGPApooWkrRSzuuRnL28oZHaV6W1ACEEh4clmpFSCGCO7yd0WczFGeh/vpMjXRqKkwXn1K7puMc+DETG+qrlASmLKi2TvLFVhMFLiUqB3lnNKhBJMNlIbzfLonTnZgFCCq95SFAVV0SKACsA6rnrLHywjfzEMFCJSi8iQJDZJ/uhshpp6ZioyVeWt7EUpA2raEPeXmGYBmNduCjji/hJW52y6nhKbF/EEEwWPTlvCtOfyMHKmPGWVzegvD5H7056gI3trKOWBZYQxwd7WtDESQoIQmY7FfEzA8XiI8OsA3K8m5lLkgeVrDBm4CItS81fW0xhJVWhG6+ld5Cel5mo/IKTkXltTltlTdDcMYAdcSFxyzoyRIiUsFQcqXEiosmHW/z8EofGmQrqRWfKo8k8YXu54aL9FSQXGgHMs7bcM3YxPLs74sy8jpzqwqBTdGPiLHv7zhwXbZxsezCJViEiViCExqsh231ElgfEDZfQYHxBR4aJmtIKL0mLdNYqELBTaWgpGLso5320jJ5WCNJLsSCuASnFzGPnokxOm628YwmucZq001fmnRBv5cusxUuKFYHOY+MuXA9e954ubJ1x1v8qS/vik5PdXmset48f3Z5zOyiMDc+J85jmtBJ0dUKIAVYD3SLeHSh/9VjNr0vmEktBW5i3rpr9pfB8W7H1xYr/rk45/n+JDQfYh3it+l5g770ooLiQm5zFaYY5dvG50lEZx0mhiSrzcj9x0r1lXs0ojJax7i0Acu1kRT+J+WfLtTUdbmFt1/Fe3z7Y9F8uzd2I1lJSEkEent1Y3JJRUnM4M1zvLYAVJRESS1IXgdFZRmz0n8wrrQzY0LAQzbaiNONooGWJM2CgpZBabLVQWmbUeXHK3GmxGSJwLaKEoheTZbsy6S0rwcFbdMinfVWjXhcaP7i18WYiRutBsBwcxsRs9YwxUUnGvUGwHx0mr+HaTpUGciPgUkEJy0iokoI1g2w3YSP4MbYkGohQMSHyMaJlvIzLj6LTn3ITcIRMFTQosCMy1p5GOvfUUKrDQGS802cRJ4yAlkpKURyHZLCwrIUWCczRuzb7r2b8S/W0bgjthmgbqNBDRDF5DctRpYJoGogSpEuMUsUfTJVUmYjyONlPiFy+2DD5Sa8nn5zN8yLZaRuXxqA+ZQDErNZA9P32MDG/obdWFQmb9Fn58f8GL3cB+8LSF4pPVDJRCy8S8kDx5/pTBeWqj+ejeGVomKpVwTlNzoEmWnoI1MyqVIEZEtaA7TEQ3INEsZw3ESOOvIXaMAaQPxKSYKcBfM/ozysLw1TYw7iKVgHtLw+hhFm6odECokkj+nhUiMIYbTurAICKbSRJNgXSeqojMy8Cp7BlKy7OtY+ozK/fh0nAqe56JiigEMr7uGkYpsuq+qdkPls6NiGRIwjHpkj4axmD5qxcHvlg7vl5bnh/e1gMDmBv48Qr+8NzwDz8740cf32fcviQgGZ1gDJFKFcwWJbXyiDBRGMOLw8TgBmojuZgViDDRljP2o6c5srwzFjMwq95/ya0L/StCtEYJTtvslfs+OLHvm3R8KNb+duNDQfYh3it+G8yd97n470ooWkKf4M2UlDW0smjs5CPn8/otnJg+iiUu64IU01tg68yWhHn19nsyWrIf4534j0Wl+XZwGCFuC6QpJc7nZe7+GMHoEz4kjMr0+loJ7s9LRtdTlebWRiakyP15SUgw2EBTGmZHQdm8gOf31LkRhcThkQgsjtO5wfrEVTchRaJQCiECV93Eal6+IcXw2hrqlefmXZ/vpnN8db1HiKyV1XvPV9eWstC0VclZk7XJfBQ0MlP926qknyzBw8ViRlEorA0cJkci8eikxr08YBNEH0hCUCt4dFIDPT84n3EzJgYbqYuC00oAAaULFlxzNUheBpnNvIuI0kuq+Yrw9AVWFEfPTYdKluqjC276NX7sqKvqVi7Djx2hXyOCY9lUTGRZCiFKSjQiuMz/8D3B1ARVIcKI8j2JxHU38teXO4yUzMsCHzx/fblj3hj+w3LFussCvOJ4/dgUWLXZNH4/ZD0toyT+KBY8rw0iJYQSPDhp0CLbByFApAQx8Oz5C4YoQRoGl+/fm31MgeMRT+mpuKFF4XjMU15SM407rljRtAMGh8NwRU077liELS9jNjlHaGQKTBHuhS1fbMEFR6EVRmuE97jg+GoLnzcTX3aWKAqEMqTgkMny+clEqRJXcpnbniIQlKIDLrRHuJ5kB+6VGQOXoiXZfPxBXfGzvaeSufPpkmR0nh+u4Grd4ZoVpffEYHlykHxxE/mfvvySrzfZC/at61bCD+/P+IcPC87NxL1GURYFRgRmyrPUjrNVxVWXOJkVtzhNay2rRuDsxGUXqI1hUWf28WXnuCByujzFH3GpIeYcklmWv4HpQTrmpXSsyrj72rwr7tqAcSQD/C7DUv5diw8F2Yd4r/hNM3feF5P22lvSvzVGG6ynKnLxkcHoR82wUlMVBh8ibZmB+NvhtWm3DxEhMhbr+ba/1R56sGyOxtuadWff0uoKMbJqc6J9F1ZjVhXMSocUr7pukjIlZlXB1WEiIVk1JUYLnE/ElBh84vHZjCfrgavtgBMCkxLny4rHZ7Nb5wHScUSYQMg8jjxtDH/+7cToIkplf77KSP744yXPd5abztJUmlmpOEyB7WjxMR2lGPKo99V52PaW+XFn/67Pd70f2PQeFwIu5sXOKMX1fuBiWWeT9xQRSBK5W7esDdYFzmuBm7bY3qOM5rxu0VLx6VnL9cHifDz6MuZC89Ozlrjfs++OivRNtl4afWA2a/Eisk+Kea05V4opBPbeU4mC5vQB9c2Ww+TxbkICdVXRnD7AX/8CUVZMUSCnQFSCsqzww45CN2jRUcbxtjMTpKHQJQqHL5bk0jqALnEUKCRPNiPBOeaFo4qKMQVGZ3ixGakLzcv99JaTRJKCutDEfbaMIiVSysQEqfLvFFoxjiMIbskqJCjmJeuDZT8caLWkkAYbHPspsj7Yo/16osBz7A2SRWAmrI2kYcNNDEeCgaOUE9bep1GOECJeKlSKBAQ6BBrleLIf2A6Si2KgEAPWSF4MNU/2A39yr+KLyz1j8KgkCCEXUp+dVqynhFQ9fQIlZ4Q40Yh8LrphZHAeFzWIAElhpKcbRs4vWp6+eMJNB1EYZBpZlImmKvmzp1t+duX4djPx1dazt7+aLz5ZFvy9BzU/ulfz2cWKj88XsPmGp5tIWVZHzb3IYRq5Wu/4wx98xDA849nOMnlBqRMPG8np6iHP9o4UAiOCwfu8dQuBKWSs6Lt8bV/lu7/p5nOwnspo2vLXi8a+D07srknH3wVYyr9r8aEg+xDvFe+7I3tX3GXafdfFP7iI9fG2EAuvukQ66+8gBG3xhqK5EEePy3g0xc6jv3R8D1JkrNblbqQtCk6a4853N/JgWfNgWfPkusNHcQvA1zLxk4+WwLsTbaEVj1YNz7c9vYtURvDopKHQim5yeewgM16trfJK202Ok8rgQmKInhAkXkVcSBRK4hIYKbjaT3Q20BaK83mJS2TmpVb01mJtNp82umb0Ees995eZkXizmygKyYNljfWvxji/TMv/fu+87ejZ9iM+CoQUDDGhpWM7Vnx+T7OoC9YHi4sRIyWLWUFbaHoTUX7H1gV80mhnOVWB1sw4m1Xcnxf8/LK7FX99tKo4m1XcTDXPD3smN2S/SiEpTcXF/ZoBRyxWPN93TN5TasXJfMVAgSxmhMVHtLtn6DjgZU1YPEQWMwTgekfwPSG3wXC6QbSG+6cN65ffUPo9pfZMXtPpOfcff0wpBkTX4sYOEz1OGkTVUrYF03ZipUau947RSyodOWsC0zThQ2RWal7uxyyL8YZYqUscDd0D1md7nrpQx3MOSWZMljgW21IJjIR1P9JoxW67xgWPUZr5csW6H1HWsWXOBTdUOEYMLzhFWUcXBHG4Bi8QsoBoiTrRhQuinHNuvsGOEZSG4CkqySA/zV1kN/DUKaKqkcEiGUhxiX3WlaQAACAASURBVCsW/MH5nqsJxqCplOK8BFcs6KOkEd/R7p5h4oSTJWn5kN78HjfjjuA93WTxQqBTYl5KbkYoYqAsCmbdS0Y78fXQ8i/DCf/D//uCJ/tfZTDODHx+WvCf/ORjPl3VnDQFSkJtNKWW3JuX/PxSUiqF854pZb23UileDuDMnH18gRjWVCmAU+yrM5yZM9KTQsf1fmKKglImThvJyAJ49+blfceEd3Wv3zfumnT8LsFS/n2JDwXZh3jv+E0yd0aXR4ZvJqnBeqJWLOp3Py/TyMVbu7gQM71cS5VxK29pauWkPVjHYQpU5jUL6jAFXuUlFyLdONyqpBdGZTyaMjw6bVl3eQTS1IJVW+TFPOTCbTfYNwzEC+4vKlLKheODZfvWeyl1zEK0Iv4KI0tJxS+u9mgl+OHFye3ufbCeX1zt+eik5uubHiMls8owucDXNz0/KSRX+4kYI4u6ztT7lIH7V/sJHxNTCDw+nVFVinEM7GzukAkhaUrYdNOtCvxJWyLE3YX2rrc4nzHfQkiSCDiXjwt5JAYYKIQmpUwcEDKh/Mj14CFptFKkkLgePL/nR/bDxMFGVm3J6giaOdjIfpjYB8NmHLhZ72+xZ6erxD4YahJPOygjtAamAE870PNsv1TLyLi4YEIhCdQyEqLPRYH9hhhLgipQ3pLiFU7+kFMVudADB1lxUBVGjlzIgVMVibKlCM/YRM1OVJjoOQk9pf4Ik0aejY5523CqsvDteuj5tBk5jJ51b7OdT5PH5uveIo+yJ3vnKY1mXmfj9sF5Tk3BmI54ooPDThOFNpzWGp9gv9+w2XXIIivNB+uO9zeEGDlnQ0fD4ehmecqGF7FmO0b6WCCIyOgIKFyUyDFSiZKQFDF6hHCkmAjJgCiZp4mXQO8iKVhEjDQG5mnioFbI+cBMbJmnSBIKOVtyUCv20w2z4RmxLKE8RU8dcnjGfvpDlCpy15rMcPYx8rwXlJ3i5z+74S+/7fiiP+Prg8KnVwVDvq61SDxqI4/niU+awNxI/uiHD/njn3zKs83A5CIpJdIRhmWUoo+aKSiIHqIDaRilpoyaJ+uOcQy0taEUmikJxjHwZN3RBcHzwVAJS6siAcmzwfCgvTvXve+Y8Pu61+8Td006BuvfWax9iN9OfCjIPsTvRLhfW1iJ4/F3d56MUkw+3CaObFuSMErdjh7XbxQXq2Nx4Y4aUIfJ3XbPlMgyFNYHbIgkBEZlbJYNke7IVjydVdx7o0p8JZDqQuLZpkcKiZBgI3RTn7t3R/zJ5F7/f6/8ME9bw7PNwPpgmWKilIJ5rbk3L/nz70bmVUFV6FsFfC0ll/uRZV2gBLfWK6VWRBfppsB+ckwhEkPg1aBQKsF+cqzaiqpwCJWlPoQSVIWmKXPS3/YWEhiZR2bb3nLa3l14KwTGZGmMjMlTgEORR7BGCyoKjrJgBCLOJybrKXRJUqCReKMQQTFZz5PNyDgMVMJjVMAFxeg1TzYF31zuudxaGqWZVRLrIpdby18/2/P4rGA67HkyBvpoaKTjvNqztucIe0BKTaU1QiRSMsjoEdOBMUoOsUbEgJIeFxOWmjFKpN9iFue4zQE7jFBozOIE6bfY6h47X6B1pJbgomDnC7yULAtBJGPjvErEEIkoloVgN1rUEXMHUGhJjIndaPNGQUj6yXMYskZZoSWlyQK9285Ra8msqgk+su0cy0rjncemSE3WwBKATRHvPKrQtHZgxQ6DwJGwGFSh8d6xlme0NTQ64yu7CSrvcCJxOVUIyixgTCRNgvspUZlI7wVCglEaj6X3gspERjXjy73A9eqoGaYwSfD52Qyx+9fcyHNmYk9lbxhlySGds9w9Y9veYxPnKKCPiq/2midjwYsnijEMwPyNb17iozryw1PF33u0RA1rvLNIAVJK2rpgVipCjEd8aBYdfsVddSFQVC3fXW9Z1jVlu2AaJrbdwOcn56zXV5g04gAb8ufUjKzXV1Cf0ruATwEjAy4qrAg4f7fW2PuOCXP8zbvXd8Wdk44PgrJ/6/GhIPsQvxOhVbYveruwysfvavFXJht9Ox9uE0pd6Mw0DJFNn7WoimOC2xyLC0Hu2mx7dysCumwMbZnHpCIKlM7FmNaSeEyWbfnrk1FCcLnr6Y+J7RUzrtD5+MWyZddPfH3d3TIWH5+1LGpDWxnWw54QIua4GPrB8/sPDEYZSIn1Ybod9zWFwiiDDZlKf+gdNiYKKZg1+bj3icllAVgts9TG5CLeJx4sSvrJ83w7EVNECsmDZcmDRYkLkafrjuuDw4ZAoRRnM/O9u/DVvGQ7Wb676W5HbB+f1qzmJTbEPEabPJOLlEayKDO7cO8iDxcFYxRH7JKmkom9i5jDAWXXbIb+lXYobd2wPSieXV3jhOSgaqLPUmQhTDy7umZVLvnZXtJqyaKE3hp+tofi0LMsJdFbkn2G8g6vDbE4Q4nsGzmaJVN/ILlsI1WWMwbrOQwT3+090rQUlcYHz3d7z1k74WSE+X3i0DGlSJ6JtQw2spg1XLQT320nXACj4ONlyWLWIIUkpMhucLfSFkYKpJDHDQVHYkm+FSJ3dKzPHc6r/evzN2801ieaskIWC152ezgMIASLdkFTViSZWaqQiyqQRCRLGUHVnMwjU5Csg8CoxMk8H++GgT4tqNMeFTPLckjzLA0jDSdqQk17ypi7kaGcEzF0o+PZ1jFTBU0zYxwtV1vHxeio3IaoR4RPWFEgYqTVA75b89f2IV+t57wYFNvwqxuBhfY8bkY+ax2Pm4GFVty7eEgx0zzfNPRhxiuDjUJF+n4gRBDTBr9+gnADydTo1SNCfY+mqajbFS92W9y6wxjNarGiaSrYPme0A0kWt8bjIvaokJj0jMofuOwdvYdGw/3GMrnq7lwnYXThCPh/Wz7mrrHk6+61xYVMIjppi9vu9fvYKsG7Jx2/aVjKh/j++FCQfYjfeLwPYLU2kpQSu8HedrMWdUFt5L+hFIN5axdXF5r+MNJP4SgO+1rjal5FbIjc7CfayrBsDZPN9+e1xkjJs6HDu1csr4g2kk+r9g07pmxpAxmQfdoavrx0bHuLFLlItDHSjZEYQdDx06dbkBKlFYOL/PTplkLnzzkvJNeHQD/ZjHmqJd3oeHRS8C+/uL4lI4zWcXUY+Ce/dwYiMU6ButA0WbmBccpYssZofAj0PqGjwMtEIbKG2bIusGFPrRM+KbTIf49lXXC56Xm+nSiUZF4VWBd4vp1Y1T0Pls07z+2y1rzcTSwaxaxqOYwjL3cTf/zJipQSL3uLd3mV9GNgCpGTWUFRNYz7DSdFcYtPmpylqObYfsvNeo1QBUIXJGeZxjXn2pCc42BBCPsaEJ9gphzXmx5hKm5c4uWUSQ2VEVxvek7vFZTDUxwlUdeo4DHDU1T8Ab2H7jAiU+6uxJDoDiP9ouVpb5B+TTQ1PsRcCPmRp/2CtpK00lNVDhkdURpG6emDxBQlKmX3hIRG4MF5vC4ptaCbslLoq56NDYlZlUebbwL55bFb6ULgYB3rw6sRM6QU8IfI2ayAeo6/3qPLBUlmRXofPdRzano6Gq4pj46ikYqJmp7V6RmHZxOtSRipcDEwRc3q9IxvvryikgMHfUKUGqk8bTww2MioA79vXqL1UfgrRrwY6f0Fm92GWSHx/YHduAOhmTULNrsNn6aJOFwzFEsu45KvxpZvp5ZncUXEA6870EZEHpYTP7i34D8661DbpywrRa0TU5D0ziPw9D5vwhTZXF6lgAu5gxf6G/yLnzJQgpqBHahf/JRQKISoGJJilDMoIAgYUu6w11i+GSKmiMf8EnE28mlh6Q47Xg6Oed1wr1CMNvBy6GkOuztznVbZ5DyPHnNe6nvLw5MaF3x2EXmD4X2Y/G2Hup8Cs+p1ruunwLy6G5cG77ZV+r68/EFQ9m83PhRkH+LO+JsWV+/LltRK0k1TxtMck1Q3eRa1YXTxnS3+u3Zxk0+s2uJW50krQVMUTD5jtOoq48I6ly+EujqKyAIEkFKRSEipICQC6U47psF7BhuY1QqlBcnDMASKwvP1tWXnPK1SpKSIIdCFwNfXHRfLxG4KJAmlUSQBuylwuZ84ndUsm5L1duIKh0GwWpaczmqs83znsqWTPMpeBGBWKJTJcgn4CEpRpCzuqozEp0hMiXlVoM2rMVfCp8g3G8usNMzqY2qoNIfB881m5Ccfv/vchpT46CT7eboQWZQFppGElHAhMY4epbNxuU8wjnnE+/hixZ/3jhgnaiaGKHCq5ccXK66/vmQ/gdAJ6TwxJZKHj1xHURribkQXRWaXAsE5ipOKIUE3WgptaNuCcfJ0o2Woa0ScssCp1kihiQqU94g4cYhg/A6hK3RZ48eB5Hcc4hlrdQp6S3KBIEKeOeuStTrlVIM9POHgC5yqMGGg0lvK5QKkxlVzqjRRisiUJGM1R0pNaTRCOGqjs43TESdWGs22n/AJ6kJRaHMryzK5wGFwDN6hoiQKkAkGGTkMDmnmjElT6URtEoNLjEEjzZwBQ6KkJGIKcDYSKZkwPHz4kOvDQNePDEf7rnZe8fDhQ37+9ddMscJOE1F6ZAxIU1HKiodyyyhBC4NUmhg8KgWWckvXGxr7kigCKEUKFsaRZ9eCy+GCnw3nfLk/Y+TtrrMA7hcjn+gdj4sd94xFN3M++/yUhgbrEwcb2UUwKXBeRgpVMKqCK6upRKASnj5JxqQ5UQV2/R3XVuGTxKcJLSS9UNTr79iKTxid52xW3BrAd9az7SfuNS16f8M0eTJKLFGoiGla/BQwqmIKAdt7khAYVeH5npFliJl17DNhQ0uom8zwdiH7wZbmDdu2yTOvXuXdXwbU5/vfN+r8wJb8uxEfCrIP8c54n+LqfdmSr5NUxPmIluI2Sb2v5pkgoZWiNOqt5/kQCFFQHjFor0KSCFGQUlZU73wgxAyub7UkHYkGlVGYNyxt1NGOqdKK3ni6ySFsxkoZI6i04tvtiIyCy97iUsIIwbzS3BwsWkluDpbSqFsA/mFwSJE4bUseLkoqJW/V+Fetuf3/GiO5PjiiiMgkOZsZjFIoKamURolASDK7FMh8fDcGLhYNL3cj3WApleJiUbMbQ26zSc1+cLzq2wgpIYY7k36MiU9Oa17sLT4ktBJczItcJMZIXSj6MTA5gUqJpsq4nkfLmpvzJU83PVdHiZGPTxoeLWtekpBaZNkSHAqYV4JIYnl6RvFyQ7+7vv2bNVXD8vQMNwWE2HPdOfxOoFViUQmEalFpD+0prjvgw4BWCtWeolJCuYicn5KsxdkRoTSyPkW5SNQVL9QD6rBGBktUBYNacaErVqLjZ2NFP1lIWxCKpqz4VIzcyBX3V3M2u4J1SFRacH9RkmS29LpYZLbrcBQnfrCss7vE0Yz6u5vXI+57bzBoUxRok615nA94lxh9JJqS5dkjXq5vuBk8WpXcOzslmpIdKxbqwCpsaOxRGFadsmPF6XLO6vScRXmFDI6oDKo953Q5R5YFX9gFTepoEPRR0duWPyoLHhd7/rpv2XqBjxItDa1OPK47vtopXq6vSQmumPPEz3geF3TJAPfeulZXsucHZc/fvzD85OGMm2++Yj85UAUiBmahZy5z6bbXDYoRGSJCSSbdsJCBtW5ozJ71pHh5JHqsSgi6Yeov2VmJIKKEYEiJhGTqD3QmsahKYoqEGBFCsKhKOptwzZKqHnD7iRg9SmqqusYVS7QLzGuP9+K2m6VL0FLf5s93sSUro6jeyEsA1mfiz6otf2kTWR5hAJplUzC+sflcNgUp/f+zVfoQvzvxoSD7EO+M99GheW+25B1Jal69G1zqQszq1T7eJsXBBU7bkrbU7MfMSnqT2Tivsv7Y6ATtGwzMfvIYBdsxMoQIKeM0YowMAYZj1+7VePRVvAL1L+qCfgoEmW67Z9lSqcCGA893PXVpqLXChsDzXc+jVYt1kW6ydJN8NfUBIosqK+D7CLOjIr+UGWeyHRypyh27z++Xr4S7sT4wOI+RGce2GwKJrJF00kiMTPSj4zA6qkJSJ0kScBgdhYKHJw3fXnW543b8DDEmPjlv70z6Rkte7iMnTZlFupJgPwXmTQaqxwRTjLiYPTyrpIgxky+kUhRCI4qIQSKVwihFlxqk3zEvS5Aaokf6iS6dUQgoDISgUGSOXWGgEKBKw+VQ0DCxrGCwcDkUfFYagtAM04RXM5IGlyBNnjArmVeJ9VghmxolFeGoyTWvEsvK8K8HiRZnGHMsggb4UWUYppEbbzi4RKJEEJmpfLyZK17uIrPGsDx6mFoXaRaKlCKTT1wsm9vv4OQjhY4E5/nFyw5xHFseBsd+9PzRR9kLdd4YujEy2AmlNPPGZH27kJiS4OT03msB4qNVkzczVuOGDS3X3EPRswobbpqfIJPl4zawDSU+KLTSLNuATJa9byhITJRYoUl4ChJ733Dv3PHzjacWCpCkFIgEntmK//1l4OvpMddpQfol8HmtEp9VHY/byGfLyH3tqNOBxcWnuG7DlTYU9TIzdlPEu55xe0Vz/wIbFHW1yP6yITJMAVMqkiq48RVKjSwVTMCNr7ivCja9pkgT6JqYUias+InNVKLLRFtmVukrQ3Yjs1TMKFrWo0KTnQ5CSqxHRSNa2lnC2Ru8kUShkCmgibSz+fcKVr9rg5lz2K9GQtw+Pn8j94aYECLd/vybtlX6EH+78aEg+xDvjPfRofk+tuS74q4kdddY8vowMtjwVtE12MBO2iz0+g617NFFRtuz6e1tp6s1ilVbcbnbUAiBqYrb4sK5wHTULft1kRCc1JrLLezGzHQrhOSkNZzUmqpQ2BCRNhJUVuS3IVIViiRh8jBaeyuzURWadGRVPt0Mtzv3lBLqKHOhZFYpf7bpb7tuq7ZAyZLBJl5sD7w8jPio0DIwuYrfv1gwLxM/f7lh1732/Fu0mv+4PediXvDV1QEtJW2hGazHxcjFvLjzHJ21BX/5ZINA3Y7fEoH/4OMF2yGr+IcYSMIgkmPdKx6uKl7sB3b9hNISCQgku37ixX7A6xavGqRwiOhIIuFVk4+Pe5JqoKpwQSBVtkSaxj2pXDCvKtaD5uWQWaurWuNITOaEsXtG8OE1xkorpgePuFgGXu5eIKJDhkQUgiQNF8tTlCJrYfWOg4sokThtDErBF9eO5CaauqAQCpsCyU58sS75Bx+po1adRBqIXuBjZF6o22/OL3+TADaDZ7COQihIAQLY5NkMnkWj+e5myMQRJfEhcOgjn57WrDvF2O8p7RYlAyEqpmJJdXHCTFm+4YyHvGTBmh0F33CPmbKEYcfU7RiDzLjCEKm6HWFo2AdNW0Z0cBjlcTLhlWAfNLG+z7m84ucHyddTzfOp4YWrsent1V4SuVAdH+sNn88i/+k/+cd0z7/ADj0xJaQQ6OaM5uxjvl5vkUohQjYyL/BIpdhYwbmquTc39DYy+ogWcG9ukKomhgBCMI2RPjqUNOhKZHhAfR+3+WnW8zMlyk3UcqJbfcL5rOLLJ5fUYYtJDicMg1ry0aP77CfL3kH0Bok+MpZhP3k+vX/C5d5S+JFSRyYvsbrhdDnPuWqa2O93BG9RumA+XzAchX/ftcHsrefJTSZj3G7OUuLRaf29Ytzv+9iH+N2JDwXZh3hnvM+o8C625F3xvsr/3ZTFXPvj2ExKQaEk3eQ5m1VURrHuJgaXR0IP6wajJJWRtJVBHrW9lMzCm9VxDCSky693lL0QMmG0YlYqXu4mehdun9cYxb1FyToEppC7RY1WWdYhJJIQzAvJxbxh21mGGDEILuYN8yKDtX2KzOuCQh/p795Dyl6cw2RBSMSRLUnyTM4zOcWz7cBgcxEMidEH7s0rvrs+8GQzUghB2ximPvJkM/Ld9YFStay3Fl28wtRZ1lvLtrcURvMPPlnxZDvST45lU/BoWVEYfec5kkgeLBqu9wPWJYxMnM0bJJLN4BimvFgqHQleQApsBsezTU/nIpVUKK0IHjoXeLbpKYoKWyzwtr/tXOiioSgqxm5H5yG4gFAabwPByHyrJEHA6aKkPCr1ex+wXnIIgkHWhHjABIsTCiVrDkHwYNXy4unEQQikrIhxZCYnHqxanvYBIyMXxiFlIEYFUtFPgSdjSS0Dk/dMQqCTp5SBb8eSf2wUn5y17AaH9Z620ixqgzJ3y7Lsj6PkwUWCjyghqY1iP1jqQudxZQChBIlEUlBrjbYdZ+GafZB0lOhgOQvXaHuKHjdUeA4s6VAkAks8ftwwdhsu95ZKBhZKMvrI5aRYzjeUWKJQzHVAK49DcxUMl9uRP/0/K76+fsQ+/OpScqYtn5prft9seVztKUhEJRCze5ytVlxuPyawQSeHFQZXnfCondPrBevoKHFU0mKjoks1Ui+QZcWsaZmLLSJZkihI9RxZVriDI/bb7HWpK2KwxH6LczPEYsnX3Kc4fE0ZRiZVcbl4zI/LJRdN5NvuG56ue4LIZIB7qy0XzTlfPNsTVYGuZrd+qt5Zhm5Pbc74/GLFup8YXaI1go+bMp+nbuDyxRPGoT/27ROHw477F49Y1MvbvDT5RKnzeX8FA0kib/tEOlI9jh2w72M9vu9jH+J3J35rBZkQ4hPgXwAX5G3ff59S+lMhxCnwPwM/AL4C/quU0loIIYA/Bf5LoAf+WUrpX/223t+H+P54nyKpNvl3X2HBlMymyIW6Wy/nrmRzV/vfhcTkM2BdK3kUePWUWtJbz7PNQEqC1mhCSjzbDLeJqC4Uy6b4FdHYplCktsIf9ccKo9DS0BQKrSTbMRuPvxqZbEPg4arOel1NgY+5UzivFFrCtreUxlAXEyR92wWrC0FpDIHEojQcRkdvj4KylUErxWGwaJ2fI1IiSYkWuTO26WDwgdO2oioV4xS4GUY23cRXmz3zUqO1JglB25SU3vPVZk9dGS5WDYXWR7mFEus9T3c2d/pmFWe/pLP2imb/rnPUO8/ZrOaz+/NbgsGu9/TOc723aCW46RxTSJRKcNoarveWSiuMELgUsdNxXCQE28GjtUBIxczoW/2ySWbCxM4GTLKY2hCjQBYanGVnC+rSMasKXMidSCUkVaWI0bHfOpwoMbVBSI+KGodkvz1QFpKHHz9ku+3xwaLVguWyQYqEtxY17Okjx0Xb0USHty3K1DxNK1aioxUjQ9I8TSvOTU2hJIJEPMpXxJgQZKeFlPIIfFa9/g52RwD36BO9jwiRuZlJ5Pu1T7S14PGqIXtM5yGXEuTNg11jMXiRMUwIhUUR7RpJRyv3qBgxJByCICV7avbdwIkcUckTfaJFUEnNvjM8KjqehI6f+zmXYca1K9jFAvYAI6+WkUpFPqojD+eaP3i44EfiCf2Tb/EpkMj4rTIp5st7OFEilUQ3c1JKlEIQpcSJElteQLxiNHMGXSH8iHADtrygrTSH4YYUDsgkCGJADoH2wSdH39NEZyHEESUFrUm44cBQafa9J+iPEWVJChOq9wx2ort6jvKOxazJ+ikxoLyju/oOUkldlISU8Ec/z7ooIXm0UszrLJz8Oj8mtJK8uHzKbrelrhp0ofHWs9ttUdpwfzVndIFZVbA8Pm904ZaIdG9eZ3LRUUHFaMX0b4D3uosR+YEt+XcjfpsdMg/81ymlfyWEmAP/hxDifwH+GfC/ppT+WyHEPwf+OfDfAP8F8MPjvz8B/rvj7Yf4txTvo0PzWoZCv1XE1cX3f9XelTTuwrIpCZPLbKVbonhKNIXkcjfgQrpV4xfHxHe5G1jU5TsBsufzitH2NGUeNY42s9vO5xWH0TEvDet+Yj86KpM9KA+jy6DcGEkhi6qGEImA8YK6FBymQEz5/buYCFOgLgXWCyYf2A4WH0ArjrpEEh8iUgiEjySRP4M0+XjnE7PS8MXV4Rb4/clpTecT3pHHWcdCQHAcb7nXI9HD6I76RjCrDFrArFTsx0Ch5RuFamRe3d3hbEtDDI7d6HPhKASVFrSlYd87nq4HJAJVaKz1PLWeRVVSnDc83/RMjlvtttLAp2ctpQzMY8fOC7yQ6BRZiI5aLZBmxuQ39KNHSEOKjkaDNDOWTcHlbkJJcetuEGMmjdBvEeOe3g2vtapMDa2mUA1KGO4vC4wocAm8MBQqkuyBjQ24JFEyMsaEFZGH9sBpu+L5buRGNLe+oSFFTts8Rnu2G0khIKTEe8sYAg+X5fEv9+uFPrUSdKNFKHksWBMpRC4WZVbvbxLP1gOdC7RG8XBVUxqNm0Zuplz0KamxMTBNgk+mERCcxRuOiCQSHqJgzwUigHJ7Nl4R0BAsnR34q6eGv3ih+PrwewTevu61SDyYG5ba83kz8KhxeBSdLLmYFXxSLfi/X8y5GRxRKmQMnNaGH5/O6LxHuolu8wSCA2VoTx4xek+9XPFk+xl1/5wy7ZhiwTD7jPvLFYvwgk3yRLEgForgMs5tEQ5Mk+Iweuo0YiQ4D4dQMU2Wfr/DKNDBosJIQCKUod/vuOIaXTd8VFW35+8wjlxdX1Off85mGHJBKTPpJxKoy/oNqR53u2FZ1CZL9RzWmKJC6Jz3hNaYomI4rO/MZ6+ISNWvISK9r+USvJ8U0Yf424/fWkGWUnoGPDv+vBdC/BXwCPinwH92/LX/EfjfyAXZPwX+RUopAX8mhDgRQjw8vs6H+LcUf9Od1fcVcdvB8mzTvx4hnjQsv+f178KyFUoBNo9IhSCkeBSEVFx1E7XRbyW+yih2o+e0Ld8JkF01BSEmnq57rrqJWaH4aNWwagq+u+l5tu85HNxtp2sMAWgQ8uhtqWUuDpXA+4ioBNFmSYtd55iOmJlFa4gBnA+83I8YpZiXiuF4/7PzlsJofLAgj+WmyF2fwmgG5/j2uqNQiqat8CHw7XVHZSTnbcHPXmzRRqGVwQfP6AIfXSy5t6j4829vQMhb787ROv7+J6dHfN3AdrC3I+BFlb0o71oQTmcFL3cT1/2Yz4sWnDUVj2cF3eTobXZ6jjYgh7QErAAAIABJREFUyVT8bnJURvF8M+LTLYUALSQ/erBADh3JaEpEBvsTSSah7EiIgjGVNGmD8h1BSMZ0QoiC07agqQw+ZjaiMhItJadtQd9NDIc1ThVIVRC9JUxr9GlDLVvEtOZFl4HxpUictyO1/Ah3HCEvxYASWauqTwXOez4/rXi6lnS77Wuh1sWST08rdqPHuewkIVQihYSKIReuQrJsJKMNt93kZWNICWojKJTGxYiXCSIUSlMbQa0lf365R0vJzGRs4i8u9/zJ5+fsJmhix1xYTAy4pNingt1UcUJHR0FJoCIxoplQzOlAJX56A7/YTnzVw1d9TRcUeV/9+ho5lx0P9ZaHlecffXqCWn7M+vmXjBQMsUAnx2m4RMcZ1tTsigsMWwzggF2xxJqaw/UV/fY5Xs6gLMFN9NvnHK5n1NU95stzDvWCjYPKwLwoqMsCP2xZzE/YWskQoKxgUUT8sGV0M1ZxjdLHIlYkKj8wuopiDMzFAMK/4WvrGUfDqAOLypBU1hkTSrCoFOPoOF/Mebk9YEMkJolIAaMSy8UcrSSbfshsapm785vesqhblNSoFLDdJpurq/+PvTf5lW3P7rw+v3Z30Z3utq/Ll40tN2VsWSUkGIGYIMaMQCWEVBMYMGbClBF/QEnMQEJIFIIBQyQkhGWgwLKddmZWdq+53emi3d2vZbDjnvueX97zXK8y02XyLukqFL+40ZzYO9Zev7W+jcbaAoS+N5/dR0S6j8F+n+USfHMdsnfx641fC4ZMCPER8IfAnwIPv1BkvWQaacJUrH32had9flx7V5D9PYu3FXHb3vGTV3vKozjp4CI/ebXn2w/n9xZl97OSMsu6IKV01+KXciqIXie0v/k89TXAWh8nkdEPz+d3WkAuRLSSXLY9z28m26LGSpxLPL+ZxiMXdcHP+wPr7chApjxqhr1/WnK56RFMoPvXYN0E7IdA5+M0OhUSKUBrScxT4Tgr7eT5KCVWSlyaxl6VNew6j0uRRWmPI0s4eIf3mY/OZ3x606K1whqF8xmVBR+dz3i8LPhnnyQgY7XBxwDkL3RtgDx11r7oXHyvQK+SbHvHwlqqhaIfpo5fpSQuRhAaI8Fag3NMFlUxsh8jWglEVkghSXkav+3HyIyEUoaZFUdJ1UyMmUhCycRCBer5OdoUBD/SdQNKJuaF5eG8YJpAT/1BrWBeWLrgEWnEDBtUzkQhELaC4HExc7sfSNJSaE2Kntv9yPtxaiM+NCNBKTIGi2ceRxBzSp250I75siJLjUiBUjlKnVm3IzJHhsOWnCJCKsx8ybodv8CaewMBeL0pkFJxsbSMLt9JrxRWIKXC+4DIAYaecLQwEKbC+4BTBR/Ia3yErEuK2HKiYK+eIEkUQEDRoRgRfMYT/sr/Fv/N/9bysl185be3sPC0cnwr/oyLfKAoBSZ4FkUEPREC1jmj4oBWI/lo4lrLkZ9uFfPlChE0OXhKbch6xk+3gia9oveJud5T+Vv6ZNgHidu/YrF8hEwtT8WBqoz0SbFPMxbFiuAUr9pE125IIdBqzdAsKKuJCXlaJJI0RGUoo0eqgCTTSMc4tmhbo60iuEgYW5p5yezkMfsXPyUA6Vj4a2D++GPKsqaer2jciJCRnCzZFpRlTe8COTpceyDEgFYa28zoXcFiVvHq0x9TFZrCGEbf0beBhx98516l/sq+nYi0bt1bGezwTofs/w/xKy/IhBAz4H8A/rOc826Cik2Rc87iNWf3b/96/xj4xwAffPDBL/Ojvot/wfgXbYO/2HSUZhoDAne3LzbdvQVZZfVXpC2Mlpw2xVFmYwLgw2v7nYxRmrNG8Oy2oxVfkJPIiaen9b2dvN6Ft2qidV3AHu2aYPKjtEbSdYHBGK62A9vh2AECApnhwZwxRqSaRDyn5wGCCXAeIxfzgk0XcGFijJ7WBSFGCi14sqzZDwEfI42ZbIwKLSiN5KOzGdfbkf0YMAI+OptRGsnT8xl/2Hu+/3LLpnXMCskffnDK0/MZPk1m5Z9cHTgMjpnVfHgxre96h4+wrAu+OLLc9Q4h5Ft39jsX+c7FjJtupB08lVU8Wc3YuYgQkkUlOQyJTesotGBRSYSQ7DrHaa2I44EcEkJLVDFj1zlWM0WjYYjgRUZkaDRorVhZR99YXmxuCD6ijeLx6oSVnYDzq8byajve2WKdNwVNqXGjx8aeMUOSClLCxh43eta9JxczKr/FhANeKFyxZN37qXOpwUdBJKMQaA3zQoEbsYVhHDIhZ4zU2EKAG9l7xW5zRcKQlUXEQNhcUdlH924KZoXk+Tpx3Y7EmFFKcE7B7FRyc+g50wNXfTp28hIX1XBc9+zUjJzHySRcGqIqONMenw3POOVTHvNjPuKnvE9AT5oh7XQ8tUg8tI4nxciHjed3P3rCYb3h8HxSn5dZELLkdpDMhhE587isuO3bu/H3adMgk2cbZ8j2M9YOPBWGgRO7YSwf0PhXnMVLdtuRnoBAczYrwBlKBr4tr+i7PTln5kLwYNZTcsaVK7m9+glB1WQzR4wjQ3dJvbjgUS14NqzIjKgcyVqSWfGoFiwLTW8NbQh0MaNzpLGG00Lz4OEDfvbJT8mux0iJTwlhK7798AFCZC6WC672Pa2L1KXiYl4hRGa7bwmHG2QYKabUQjiMbJVkWZV0lcJHcD6SM8wrxbIq0UryYtMSM2gpCCmjBLx/1tzlpXU74kKi0OILI8lIiJkxvCEwKSGQYtosTpZLbwzBS6vu9lPvdMj+fsSvtCATQhimYuy/zTn/0+Pyq9ejSCHEY+DyuP4MeP8LT3/vuPalyDn/E+CfAPzxH//xuzPq7yi+kWisT18pvEqr2Pbub/emQiDydPs61LF79sXHpoQEM2t5pQY27Rs5iVVjWRw/w9s6efdpoimjuLCGPiRGH9FKcTEr8Tnx85sDEfjgrD52pSK3rePnNwcKpZA4rNZ3OBUXA4VSWCX56VVLbTX1cTR4tRv5+KKhKQxr5ViUCqEMOSaUmrBZszqSEsweFHejMlJiVltCiATgW+ezu11/AKwSbLoJZP8776+OUOvM6CObznEYI1LwFdbqYYyc1PKtncpuDPQx0btJSwskfZFQY+Ck0vzkKk6abLVl9J5tH/nuhUYEjz9s6CIEJDoEar9BWI0uF6i0gb4jTWLvqLpGlw+o8o719hYdJMqWCB9Yb2/5+LRCCkGImacn9R22ZvATG3fwAxJJWRgyCYFBRM/gB0LnWNKTjSQnRSkzFT37ruZ0XvLPr2pinIDvTkicqvnteYkPPfsxsXUekQSdzCAMPvRkL9kNAzM9UAbBSGYX4IHv7t0UxAQvNi19iJAliIT3gW8/aDjsd2y7xHJWYc1krL7pBrLY8V458qdihlczlFDsfOT6oHEHx4/Hf5eB4kvntCBzIdY8Ojvh2/Il/1qzZmkCfdRcpoabPqCDZ58sD8IlVQ70XnOpH1AFz3YIvNx7oq7RUhPSdP/BEIjS8/1dyVKPNGJgnwWfDwW/vfII39KuX9FSk2SJTANqvaFoVtT9K8awxhaT7yYkdFhT96/42VAQdMNKjZRiYNCSjWj42VDwwankqg8I0aC0IIZMzoGnp1MR9KqdMY8BIxI+a6TSrBYVYXRUpx/ixwEIGDSmKAmjQ1jBTTtSaENdWGLM3LQjs8rQHtb4fk9R1CitiSEw9ntaqVk1mfcff8B2d0N0I8rWLBdnCBHoXZissI52X+pohN67gFHyrYB/EBxGj1HyrnPfx8iptuSc2PUT9tPo6Xe67TzzUh3Pp3c6ZH8f4lfJshTAfw38dc75v/rCQ/8z8I+A//J4+z99Yf0/FUL8d0xg/u07/Ni/uvFNRGMrM+FlSvum0BlcpDL3Z4ZJHV/TFF9OKK/b8Uapr4DQXz+vLia5htfKqeKoql9bTefCV6jntdX3jhQezgsut45VZTDa4kOmHQIPlwXPb1tO69fMz8nT8rQ27HrPtx8uOLiE8wF3LA6aomA1K1Akfnx14DCEiSkXM8jM+Wwai+aUWbcBlyNWTGbfjZVUJxV/uu4wckrCzk+aYb93suRHL/fsB4/VikJLXJgK5hAn78129HfCrD5OYrKruiAex4gTG3D62qQUzIvJHuptHR0XIn/5+S1WaYxRHIaBF9sDf/ThGYXRk43PmNj7jBKJqhAURlPKgefbgSgVWkxuBJsUeXo+UKg5284hMmg9dRK2neNDNX2/+z4RZUZ4QU4R1U/rQsCs0KQ4sUNlzsyKiampksInUNkjrSa5CQs4S5O8bOhuyUK/OQ45oJsVRhsykqAakpKkmJBkjDa8Ojg2XcvgxdEVIZGj41VbMqNnqRMHB/tjJ3lpQfn+3nP+cjsw+oRAoLW8M4u/3A5YkWhD4rAb7ogsQiQuRKLHcN0KPukll65gH7/IiJ7S/Slrfoef8l1+xlNesi6eUj3595jtbhG65KAXpDyyjAcOaSSOLU/DKzKeFCUax9PwijAu+fxwQQo9Xa/wwmKyozGRzw+Cukl4NWOvF/RHSyKfE/FYIN8MAsOA1Y4QEjcIah8ohpekzGQ4n0EKQS2hGF7Sj49oFo+5bXdE51HaUC4WtGPiwbce8N5u4Nk+0A6SUiXem2senJ/TusCD+ch6gC5BLeGkhKJZsGl7Pnp0RoQ3nSdg0/ac1BGZp648x1uZBSFGrNvTYwk+gffHX4uldHt0XeDjyGy2JKDQRIgjOkvWY5x+k/H1+8m7TY9R940eJ4xZSplw7NxbrXmjZfeLNe2+qaTQu/j1x6+yQ/ZvAP8h8BdCiD87rv3nTIXYfy+E+I+BT4B///jY/8IkefFjJtmL/+hX+Nnexb9kfBPR2Mermp+82gPcsRcHH/j2wzlwv9XI297rPmD0YXA0b1HVr2zg05v2uEMVjD6zHwIfnDVoJfmr57c8W78hHzw9qfkH75/yrYs5nVsz+sl+KabMrJJ862LO959tafvAGPJxrDUVek2lOasNt/uRnNUdC7E2krPa0LrAaVPyo5cb2jHRFJLvPVphtCKEyHYIWAMzbXHH+yFEzpc1p5Xmx5ctnU/URvKdBw2ns5L9cMuDRc1+9LgwMSwf1AX7wfNwWXBz0PQ+0rqpIzbh+iQxw/VuwKfEa60JIyX1eXPUb/vF+kn7IbDvIy6Mdx05qyeAMlJhTYmUDiUtMTm0siDVpLFFoBpusEQcCmeXxJAYuw4tJWN7wEePUIaiOWXsOl7sPIWB/RDxQmBypC4lL3aePxKColDcbEfGGCmU4qwuEEJQVoZRN/RjOL53QVVoyspQaMcPQ8aHcFTpEhideaIdV6PitBS0h47g0iScW9bcjop1L9ls98RhxB4N4IeyYL28YFEFwuiwyWPJEAVhNEjCvV3ml9sBYxWjy4wuThdtK3i5HfjWwhB8x3b0xJS57iLXbeB/HHZ8uoGUv4wFsyLywdLw3vb/5A/yX/CIGwwTXN+h0X7kg6rjup+zzRo/CIysmBvDB1XH89uOFa9wGGIqUIxYPJv8Hi86xfVYscobVuJAnyUv0grfKb6zVHynvqW6+hE6tgTV0F98D6EXrNuAVAWLeEuVPD2GtTpl3QaSHxl9xqfXsh4wykzyI3ObWN/0nGnHzIwccuam7Tk5q0nFkmxuKeQeKRJGCLKZ1qWKjPmWImxpRCQExZiXyGoFfocbe6IbiUd7JGUL0IaYYV5rep8IOd1tTmKeAPVD62l9IgIKaIzkpDJorbk69CRdHk0mAjIMPJ7N7930hGSOo8c3wP3S6ok4oBQpR5RRXyqsjFLHPPiLWeP3/W7fxb9a8atkWf7vfJXT/Tr+7V/w/zPwn/yqPs+7+OXGfUD7t3WelpXl2w/nvNh0E+DbyDtA/ze1GgFw8ctFYEyTyGZGHM16093O1+ip9X+569n3E5A7pOkCa5U4SmUkfnI5jRlXtWUYIz+5PHA2K/juwyXfe7Tkk+sDhzGyqDQfns9YVpaHy5L/9bMXUzdNG1zw+JD4t37vMYVRGA3C58mjTkuMnpiXn6wHrncd5/OKpyvJGBPXu47rZYWRAqvgaufp/HAUobXc9pEsBjqfWDaWGdMFofNp8qgcA1YLVsLeyUkoNQnp1nbOsvAsj4SBnKbCq7ZTwXdwgXTELcWYGdVEanh9jF4n+ZynY2SU5Ho/knMmHG2fEmBy5no/EoJnUUhaN5mQF3rq8IXg2bmWp9yy1wpPRYnjglt2bcPOeMr+FXOVEFaT44jvX7HbaS47gU+Kh3WkpGdAsw2Ky27CEb5a9wxhGsn5mAjrnpPSEsycFD9jznjnA+liQTBzZmJHxEAOHDU5iRiMGNgNkb7vsfFALTIhCvpesBsiz3ctzgWsVEdZEzVJe+xaPioFuC0+F3eA/0J0iHx6b5d5CInBR1a1vXM+2PSOQSk+2Wb+/GXHp9vIs338yvkvyDzWLd+ttjzVB2ZWMf/gHzD+Xz/gnB0DFT0KQUQTiDHw/knBZ9eKyt+wEpPqfG9Oef+kYHi2ZU1DKTKFSXhv2GbLKVu2YyClwLU4IQmNzGHCj42BWdhzcf0njF6Qi5JyvOXs+k/oF2dsXOY9XhKkxukSGzxPecnn7gF7sYT0nEJJhLbk4CCO7MUZTxcK+fwzgq+5KSrU2HOWbnm8eMCrNvC8N1glqY9is897w2kbKGTCZUnQNW2avFZ1lvQ+sppX/OD7P0GLhNEGHzwhS377d38PKSfMIHky7QCIZLQURNMw9J+hU8LICUM2BEk8f58ejSgXiDBC8JPQa7mgpyBmWB9GtJJHZviUE2pbH0ePE8vydR7cdo55qSmP2NXJlDzfbVpfazy+jTU+jex/8RjUKPnWfP0ufv3x7lt/F98o3tYGV1LwYtNjtaIpJtX+F5uex6tqwkhZzZNV/aUuGHwNg+9rGJFX+/6YwCZcRdc5Hq8qCi14tR0pzJvH2tbxcFnw6c3AtpsMtKUUOB/oJs1zrvYDi8KizDQurCtD4RU/ernjo/M5Ugi+83D5pc/ij+Dxk7lh16ejFIbgZD5dIIaQ6V2aOjOAOv7/IWSudh1ZSBaFxhpF4SPrflqvleDy4FhUmgerkn4MXB4cjeloB82md5RWU0mFS5FN7/j8tmVZFXz/8zWmkFip6ZLHHxK/+94Jq9qyrR273jOETCFhURtWtWXXOyQwpkzrA1YpKjWB/Xe9e6tN1aZ1jCmyqos7D8XdOLJpHVoKejeZOlutiDHSu2nkkseeMQnKoqDWmhQE49hjfE9uW3QacLIiBYlEYVJPbtckNUPFDqdropkT/YiKHUmd0TrPTesnP0ItCCHQjpnWeXyGlQEjIlp4gpH4o6dlO0oeGs9QaJIwyOwpk6cdJcmtaQ97jEh3f593e06HNXEcibIhlnYSJ46JODji2BNliZclJgxHooDBq5Iop+L1bd2QRaVZd45umDrGP79p+XTTc32YtN7+ZixKxW89nPMoXfLYf0Yj3Z2YbhQaxjUjFT0WRcIQ8UCPZaQC3fC++REtikjBHE9jbkB/gBUBWc3ZUxKkRKtEwYAVASECm9jQ6EBBYkSyiw2PRODB4Ye87DPJHL1BZUnoOx4dvg9GMziHYY/1mkRgoGC1Cqz1Gbo+YHJApJFsJV4sWOszfle2dMsl2+0ten8L2rBcnnIue/7ZzR76W6Lb44hEFNjEs5uGR1VkSBpTNVRaEkJi8CPdYcdyYaeRdA6ElEAqjNCY5FBKcDh0lNlhRMZnwcFZHswKuqwpCGTf3VmsiaKmy5o2WXSzJIw9MUaUUuiiok2WJBKZSfYlC4HIGasVaTKxnSAP3vHafUPK10LWrzUezS/UeHxbjrwvt3ol783X7+LXG+++8XfxjeJtgOTLXY8QgtFH+jEg5VTwrNvxONr6xV2we42r/1aMyEkcVkvuGJFGSZrjeCHEhBDQFBPIddt7dr3/Cm4EAbs+UGjFOKa7zyKB0cV7k9u2d3x4umA3OAafKI1kUVq2vSPGxLrzd1IMEcG681xtO1LMXDSW1ida59BKctFYUszs02SX9HI74EPC6Mniae8hDSNaKUIAfzQQ10pxvR85nVmMkhy6AEfdr5nVLCpFqQVjhMMYCTnhhaSwhlILbrvEtvdoJamMxsfpflnoe22qtJ66kZf7DiUkMU/kA60FUmlCHnC7/evrFnY+pyxOWHjJpShR3RadIkEqol7wREtKeq69wOOYjCA9BsGKkffmJzzv56h0QI8HEApTznkyN9y0gXmhaUdP30/d0nkxrRexJ2vFs2HByHRBfVpmitgzYBgStPvN1O4QEpoZBoPut0i/x7mA1IoUIspqdL+lsgUbJdh3johAkSmNoLKZ0SXmDPTR0WeNEY65htElck682o50znNUi6C2hpPGcHCRv3px4JPbnpvWfQUdVGjBw1ryoBF8fFLw8ZNzHp3M2f7gxzy/9HzWG5KQyJw4s56zvOelXRLcDQ0DlohCsaWhs0v2fmIixiQYEJRIloVg7wVx9pjZ/q+ZDa+QRyoE5ZI4+xb1XrKwiTp32KN/q7Izai2x3StUPcd3PclPQ3xTz7HdK87UnGdoSvxxVC0Z0DyVO8zqIbvdDtk+Q6eBIEvS7ILF6iFy/D6nsmO5qhFak0NAiQ4Ze7rbV9j+5dTZFAqVB1Rs6W4t7mJJU1REASkllJJYWeGcZzj0vPfonN2Y71jOi0IwHLbMqhXLdCD4kShAZViaApEWjF1HkpkxJYgT66SQmbHr8M0M73q0maGrCfDfOYepLUNIFFpSmtdOGYKcJ2/OeCzMXRbHckwcJwTf3Dppf09u3Q/j3WYWuLtdt+O7guzvIN594+/iG8cvYim240TxlnICI8ejpk6I93fB3gDp45dED1+3478JI1IIydm8ZPgCLu11ByKkxM1+xGqJNpIwJlxI1KWitpKXm4GqVHfCqf0QebQq7i0cQ4TOeRZVwfliYr91o8Pogsu9YwyJRWnumHG7wXO5dywaw83BsSj0XfdliJGzmWXfB64OE3jbKs3eOQ5O8HBZkqVg6CPWqDu6vnORqlEgBIvGUho1efvljLXT+n7w9KPjtLF3bNB+dOwHTwqTiGlKiTEERJ403VKI+Jg5jP64k3+ze58VmlmpyUlM9lNpIiWUYlq/vjlgx5asFGgDwWPHFteN2NJg3A6fIlFICBGTdtjyFKUbdnGk6x05DwihqCuLsg3fnRvcQbJzcyIKSeTcCr57ZhgGx77vsHGgFJngBftUUmqBii0/3BuIHqM8hwg/3Bv+aNXSylM+2Y7kIBCmIPvAdRj53rkhDjuEG3FJEYNAJajdSBx2rOYf8vzqJVX0aDUxPBOGVbWE0NK2BwoOLIAeaMOMeRjoXeRy31MbzdXB8Sc/uebPPtvwk6uW3qcvnWNSwHurin/48QlP54bdzSuauqIsLcPguL664slJTY6BbR9BKrSWJB/Z9pHHMdDmAstUNA6TsyQWR5sLdr3nWXyKZo1Jjk5WXMYTnvaerjxDD1sSmmQtOIcctnTlGRdBUKlrggehFVVwnOmBWbWk2yXK7gYlC4QW5OAx3YHOnCB0x4qeAYhYwLOiB98x04lnh1ty2yNlJqUewS1PdCIeBoQEq49SwUqQwkj0A81wyWU/IG2FUgqfEsn1PCguUeocLXtOVEarRIiSfRQoVRGSI7iRhdsjcyAlTWAO1pDHDTq3E1HAQ2Pgw5NAHjfk7pbdrscqNdkjxcxu11PYW5R5jy0Ws79FRkdSFl+dcmosBI864rrU3QhxOs7+2FlXctooTjlSHNe/mT3SfSSlMWSa4su50+ppk/Uufv3xriB7F7/USDmR0musFne+lvI4onlbMVMa+dbR431xX7KBt+MqZBZkldkMnthPGKuqkMgseLio+OGrA1ftcMf8s1rxB4vVvXi2WSFZHwSDn1iLAkFKglkheekCi3Ji78U4mZYvSo1Lie+dL7je3TISKLJmTIGcBB+fz/i/f7ZGAiELeheP2kPgQ+bBwvJqN9KN4x0AX2vF+cziYmJmNd1R50hLQa0VMSW2Q6QqNLvO44+dy0Vt2A6TnhEkSBKhxLG4SmglSTmxaUekfDMWSclTW0l5ZHtpIRBGkifRN0qtGfs9oCitRipFkoIcJ4mAZDSnacMY3oxvCm1IWXOdS5x7gbIVyhREP+Jcz3We8zunmp99FiDsUdkThaEu53xwqvlpH4n9BmwJaroAxn6DXJRsx4wbeirhMDmRoqT3lv04Z5N61mOJtRItIChwY2LT9vQuEGOirmuMNXjnid1kWdXUJSfhhhR6pJ9kRGSuaOqPSO01KhzYpYKNtsjgqOWB/aHjn/6/n/P/fLLhzz/fctv5r5zbFzPLty8afufRgo/Pa2aV5vefrvjzf/5zfnrQ9O2WbheRSlGVNbE/sI4FETtJKeSAEFPBs44FVXb0VGjao5elpKeiyo79EPj8kLHFI4pCM4aAOwws6kAYR7b6EVVsKXNgEBW9amjGkQ/n8OlV4iAKorZo6ZjJkQ/mcLU/44KfoNOcLCpE6jHsuRLfoe53zOmZoxEikHMmE9j3cHrzjNhtGURDVgUij5TdlnzzDFHWVFrgYiBKjUyBSguEqZmJHc+Tou8TOY8IAZVQzITj4nTG5aeX3LYZly1WOBZWcPH4AtmP9C9+jGzmqKImjR3+5hOaD3+bYbfhRy86FjZz2ijaIfKjF47f1xuU79B5RMijIHAO6DCgfIclIVzLPldk1SByonItljmzwhCiY9+7OzHrympmheE+aYtvGlq9PbcWWuBCuuuMAXf6Z+/i1x/vCrLfkPh1+ZwtSstNO+KCuPvxx5xYlcW9XbAQ01vFWO8LrSTPNy35SB9PKSGk4IOjyOLbcBVZJGKEQgqk1lNnKEIWk/XSzCo+O3QMQVDqzOnpHCnuF6k9a0pu2gmHYuS0Q69LzVlT4mNm0wW0fCNSGzKsas2DRc1H5wM/enFgEwZKrfje44YHixrSNSllUopIqUn+v0cXAAAgAElEQVQxHAVNI8vG0hhJ+ILkhxawbCzrg2PdOXaDwycwcjo2T08reue42Q/0Y7xjh/kYqYzgtKnQUrJ3AeczVgjmpcZodTemnPbs07/XRuIApZHsc4KYyWq6D+BToFCC0e3wcSogCtvgU8D3e0Ypj7i0yXdylBLfr9nW34L6BHW4guEWpQxpdsFVnOHGgYd6y7ZWBDlHp5Gl3uJGz0J6brRlO0RCitP4xloW0vPDQfIgveJmtOxkRZlaHhRrXg6PaFNkXkpUalFhUvEvyobbISJUjbA9+26AbgCgsSWDqim7LXOd6IMgGYP2nkonUrcluy0HMSepyK0zPBuXvPQ1mxsLP/jxl87lZWX4/adLfv+9Bf/6t04IKfHZdc9+9ISUmVeTldIwdBRxj2Scvn8yJkaGoeAqn6DLPb3LxCBRJKpScJVPqNMBTeToVkkCNJE6HbjOS2o27A+ZvTLo6JmbwHVeUgyfous5qQ+MwpC0RFdz/NBytghcLZZchDUm7/Cl4aBPOLOBT4sTLnnMOS+oxzUdmkseMxYnKHegwqBJd64QAcOIZHvzAmsLlDsg/YYkNMo2bG9e8MF3HrO5rRl2V6QwIHVJubzgrJqRrafggJXuTutPZEG2K85LxbNiSaMdKwk+abyynJcK5yXdfMXoIq1rJzmJ+YqZlny6PjCPOzgc6HYJpGSuZtzuJ4D8SWNwWRGFwAqFNQYlBGE8kNEINUEOhFKTbMp4oJmdsGknt40vClY3hSKmr5O2eHu8laUeE02h2fWO7XGEv6im3HrSFLzYTBIsX3Ql+bqN8Lv41cS7guw3IO5jMMIv1+dsVmqknEDgnQtYJbiYl9RW3btTmzBXv3j0eF9MY1BBFgLyZKh9pzU2K99K985ImkJPlPOcSca8HsLx8mhK/luPTo+WRJMN0MvdlLhCTOzHNziqhZh+RnWp+fi8YTcGRh8pjGJRaOpS861yzl98tp48IierYpaV5lsP5nTOY5Tie48Xd0BsowSd83gkhdXorMkpIUwxdciQWKW5WBZ8dtWxDYlGSx5f1FilGX3H5+uOwTmyUIgc2fWB7z5sAMHPrg5HUPn0flrC+axAzjNDAKMFtdD4HBkCSJnxGU6a4lgg5jt8oM+TMKxVklVlIUmQaWJ9jgEr4LC5xmVJUho5jPiu58nqPXK/I9klOzQkATJjCeR+h7OB7ajI+gHGTIBqMU7isTebLcIumUmQRBIzhIabzZb6rMFnyThOJtKRRGlKjEpsOk8YKy5ES6Va+qx4NTbozoPULPIOK9IEFkoCl3e07gTskm1YU5CotKYPgW2QWLskHF7SiRrmC4SS5JhofSDfXPIXfc3PDgsuXfEVc26jBN97MOcP3l/yhx8s+c7FJP9y2hhebXt+8KplURkenVR0Q+DZumduNWFoEeOWhdLTBT3DMA6EoWKnlvT5lHk1UomMy4LLUFCpJRe5Y8mBgGI8Cq4uOTDkOTu5YCdWwAEZBqJQbMSKJBc8ci2MW2J1TtKGHDxyvEXZioWF71Sen+8q1qmmkpnvVJ6FhVIknCi4zA+OR0ERRUEppo3KpquZJIQtiYlMUpeaQ7el6K7RKU3AupgJYctBnuPT+7y42ZIokWZJ8iPyZsvisaYvzlmYlwxJEAQUMlPKRF+cQw48OT/Bh7/BuM4TXGJ28oC4v4XoQFnU/HTaQA491fgcLzRCanIMmLBjGBoePzohbhL5aKGUpUKZmnqxZBgdngnvaZXExUlIehgdzVJSFxPey4epe10VU76Vgsl55Cixn3JGAkbdf6m+L8f3PuFjZlbau42bj5neJx5WlserinU70o6BQot3gP6/w3j3rf8GxH3Yren+L8/nrLKTvlVdGOoviLFWVt9rSfR10hZv2/21Y3ir1tiiejvdu9SCZWnQQvB6mxpyptSCq11kVmpCTuz7iBCCWanZdPGNtVD1Jrm9thaalxYfJ2/N11IFLkbmpaUwksZqJG/er7KKi3nJJ9eHyQVAyruO0/SanlKBlZKqMhgp8CnTH9fd6LjaeYxRnBWamDJXO8+TuePZemAYPUJNHpg+ZYbR82w9UBeaTTcegeRHAL6Aded5ejIZK0f0xP4SGsUkjVFpORW2Vn0hsU/jDSFgiPmoOj7hX/zRSseliM8RiUBrQ4oenyMuRTAa9j21mtiYIU+SEpgSFTu23mC0ZBCKnCPeJx7EjnaMdCET44RpkzKiMKgxIj0Mo2NeF0dR1cQwOgZfoUOLpKcWI4XKiBiwWSJDy/mJ4no90NkZQhTkPKLcgUcXjhdxNvlpipJdnsZsGkFWJcJNZuNDlKx7y5XTrL3GbRR/M071wEPr+Pii4b/4D/4dfn51ICMotGQMCUFm1cz46+dbCjlJEmy6CXhdSMlt66jFSDfcMoaAPE6VtdbU4oRFdcrncoknTK/pEzup+Z2qoSwCeojT8Tx6NAgSZRE4CM2lN7ynJXOb2DvJ594wExrTNKSth/0rktUIFxAaTNOQs2TXtpwXGmU00Qd27cBJlpQyIvIGSUZjCIyk7ChkJBULeuZHi/NMwCAoKYsFOkNuLzmoOVnViNhRxz2iOef5rkfZklnqIe9BK3pZ8XzXI+2S1i7Q+1eUaSDKknb+kMoWJGFYlZHrNuJTolSSValIYtooxm5LS4ETFZZE023R9QUmdowopFRARkiFj5kidtSr7/Hp9R6ERlsYI4wBHq4u6KOg0mnS+us9WksqDVFMLgyThMXrTeDkoPF6fBlTPnYNpxH+6/Wvy/FvMx4Pd7i0Nzk+pnxc5479/ovilzk9eRdfH+8Kst+A+DoR11+Jz9kXEsprObr7APjz8n5pi7ft/u7TGruvED2dFbiUWe9HxiPr6WRecDoruNqPxChRWtzpBMUwMecOY0QI6EZ/lyiNVkdrIUM3en56teMwRmaF4uOL+d3f9sFZw8vdOEl5VAWPFgWjj3QuIiUMIZJzRghBoQWdi5zMSq4Ojuc3+7su3+NVw8ms5GbwbLqB1gdcAKuhMZqboeTVtqUoFGOMuJhAZopCTeu2wCpJSNPfZqRCy8zzzcDvvQcnswJxx/KCLDIIWNWW29ZNemNhWjNKTFpZUiLIdC5NIphHr00jJZ3P1GVFOVxhx2scmqG8oPMZszilvF0z+EQ8Fl2llJj6lFJojEz44YA9Sg4YW1NqjRMFL9cvSTFObMicplHo7IQ2GRaFwKVEzJNI7aIQtMnwQBwwcscuSfaDRhF4X+7w4sDDesGlKikOn1LgGTG46gmPa9h2gs/VnOT3lHGcygg1hy7yw92Cz3aJQ/6yLRFAYwSP9J4HuudBGWhwlFayevptSq14vKq52vd0LlIawcW8RgAhJG47x+jTkT8RjkW9wqYRmSb5lCQ05IBMAZtGzhaGx1vD5voKHwJozePzJ5wtDM5LAoIVOyoiPYoNc5yXzKTnfb1j9J5LL1HC877ZMZOews455IJ5fk49RjoU+/yEhZ3TR4PXJSY5xNFT1uuSPhrEuKPAYXBMw9OIxyLGHe3sCYlnlICVApcyA4rWnnKqIpdyhQwJkXtyFAxqxQOl6fYHpCnZ9vE4xleURUm3PyDKCj/2oGtQDSFm/NgjgiNKy7OXz8l+REgYOnjWFTx98gREwc22o80aoQpyHBlE4OSiYGkzPxENSwK1yXResBcFD2wm6BnV4pQcxokNSUbogqBnSAm3N8/ou/ZOKLmqGx4/enovcF9JNTmPFF91HoG3azxOnr6/2HjcKMV4JOu8fk2YXDrui29ij/cu/uXiXUH2GxBf1336Zfqc3WdzdN/nuI/Svevdcff3xjjX6KmwKrTg83UPXzDqRcB7J9W9heiisvz41QGjFLWdir5DH1g8tDxalPxlu8N18ThSAVsovr1YEGJkDJM6tjkmqXb0RysUxY9ebWnHSY9t2wd+9GrLyaxg23vWnSenSXMop8y6m9hWOWdu944xpqOWm6RQkienikLDYfCsmhIjJD4nDoOn0PDp9cC6HzFCMbeawQfWYeRqMxDSRC4olEJZSYzT/WANIkY6l3D5NQpuwoq5GFlUlm3nJtZoTigx2bosqskDdPBTN/C1TMPrdSkzOU8sVlNOjM+cJjKHCI4Ttux1wyAsOk/3RZhRzS64NhXBv8EARiOoZit2+0Cd92ySpBUKnSN13kNa0AvFoXP08gjcj45qHOiTQgmLLJf4w54w9mhjKOslXlgeVgPXt45ESZr6laTkeFgNEAcecElXzInWYp1jxSXEE5zfo5PjoFZcpoKdk+wHRT6MwBsLGkXkXO5YyY6P3v+If/PjM/7s55HSJ4xQ+NywNTM+rqeLKMCjZfOlTcjgE2NMrDtHDNydg52HB/OCIvQIVSDLEikMKXuEHxChp9EBO7zgYlFhbYVzPWJ4QZPP2EVBQ89AxYAGAg09n0fBQzZ4FYi5QB1H3DPlOWVDDC0z9mz1Y651hQk9C/bE0OJzQpiGoXUIN5KlRTcNfU4ot0diJ79KNJJAQyC5PV2wzFQkxYQ71hu1ihyC5aRODOVjbBoxIhCyxsmCbAtiSlytt3hZkWSFDAEzbDm9aFDDLUWenBtCnLq2RY6o4ZbeR15uD0Tn7pjTynpOLyJdl+jqRyzjAfBgSnZqxmWXaGYVH/V7Pm8Vl62k0YmPmkwzq+iTZHn2iPV2i3MOay2r5ZI+TaPQzfZAnXtKnfFBsPGZs4cTQ/ltwH0hJMsiMnY7QpisoZb1jCymbunbNMP8L+yCTUXevDT3Csrel8t/mdOTd/H18a4g+w2Ir/My+2X6nN1XBN3XBbsvep+OIz1xZ5zbu0g8dsLIGSkkWXBMtlPSu68ATDGxKDTdGHEpY4SgLhQpJs6bghgiLke0ULgcUQHOm+L4ueGLTb6pUyb45GrP9dbR+0jIE+OwHxSfXO0ZQ+L5pptKgGPrKXVvCt+bbpy6h1ozhMBh9Dw5rfAxY7XGeY8jo0hYM/ll3h5GmsJQSnMceyiG5Lk9jKxKzYtdwod8N5ZEZFalZjzqDymlUEoTY2SMkfdyzVljuDmMGCVotMGFREiZs2Y6RlodWavHxqc+JvUkFIvCcjgq+gspmBeWJBRzE/m8z9i5pVYGH2G3d7x3FhFa08/fx/Q7hHTkZOmrBUJrQho4uAnwbaQgRTi4TEiB/QCH+jF1OGDweD2Bya/bzPkjwZ/f9IxBgKjARYqx5x8uGmJKPGOJjoFCjfRRs1dLnqTEputoNOgcSCIhTWJMlv/jWeYvD5mX/Tkh/82dSmZp4Sxe81BtORUDQiQiepJctYKTxYJxEMQ0icqelHNKw70X0ekc99SlodKGPni6YbJKCroi6ZFDPxLjiFKCRVkRdAXDLXXVEIQmp0xRFuisYLjFSEGbSgTi2LPRkzaYFCxEx2eqpNQSKRUpSVxWLETH3nn2NCzCBptucEmx10vmztOPYPpLkpkR1BwdHaa/pB3P0SIzIqgIaBUm6RsERmRU7rmOhsgMcVQ3U1HR5J7BPOVB7fB6RZQGmzyr0DGYcyrhuB1gaVtmRtKFxK2TnApN9h2ViEBB1AoVIxUj2Xdc3ayJsiSVDRwLMohc3awnFrKtWcd6AuBLQaFgO2bq6pSRW95fWYpSMw6BwTtydYoLmfXB0RjNopC4JLk+OE7mhrC/5mQmkfIUjpuJIo10m2tOZw2FlvQusu8dVisqO41Edfbk7efM+iuIHpQh+gvE6j3WLW/VeNRqKtC+3AUDrdTXCsp+k1z+Ln418a4g+w2Ibyoo+E3im3bBfExfYS/2PnLaFPdiIOLRBuWTmwP7ITAvNR+eNbgQOZsV02vGfFdAGCU4bQp2Q6QqNUh5NyasrGQ3TMXJvLasr1oOzjOzigeLip2PnC3rSVCx93fdrFmpqazhBy8uuR1GvJ/A6SRBHwM/eLHjfF6w6aZO2mvLnjEkTuqpS/ZoUZGY8CILY1hVk3TFbgj8f+y92ZMcWXbm97u7u8eeCxJLFaqKze4hZ0aasXnQ2Oi/lpn0LD3I9DYyG1I9ZJNN1oYt19h8v5sePJDordDGElvGbuK8JPwGMjMQ8Ljx3XO+pTCSIYjJGkBMo8BDHyhLTV9PQFVpOWUzJkFZakqj+Zt3B7ZtT8wCJTKbyvFkU3Gz7THaQAoTSMgJqQ1OT5v3WaV5dxzZdyPWKJ4u7CMH8Ie6n1ZlpBA4CUgFJKQQWJU5LwTfVmsOhxohO3ISmNma80IQkppECLoiZYvUGqc0ISmaPtOkEpkHVJpMfEdR0vSZIU2qvNdpRcgCLTILJF3IjClRH47IcYvJAS80td0wpjPexjkFO45qRo1CqciCjldxjkWwy3O+rw2v45LXYcU+/7bazInIue75cu756skaX9+w2w+krPDMpo6W0LjxjpSfs0wNbwKMUWIVXKaGlOcf/RAdQubpqmJfjzwMA4UUPF1VU06qXLHtHiBGZI7ErNh2iYVcofPIzDketntyDgihWW2mdWk1d/0FM45YYAQaFkg7qWg1I303klImS0FRWIyuGPoGmSM1c3KeuGcyx2l9nfhuqDgX9yxloEma13nDS5GIaoHiDZFMihNTTCGIakFq9tyNjvN0x1yP1MFyJy8omz3zv/wvdKmn8B0yjyQFuTqjvHzJuP+Wq4Wl7VqO/WT2fLUoGJXBxZ4kNGeqxuaeURc0sUQJwaFpWVjDTHvEKWm2CYZD0+Lma5rjliAkCAVhMkxerDfoAszqOeF4zXDoUMpiVs/RxYKERwxHROHIyiBiQAxH9MISfMu8qOiCYIwJqzRzqwi+RSAYwiT6WZTToWcIkbnTlP0tx7u/B6VQpiD2R2KzY1EUvAubH/R4fLoyjxZD7zN9J0GB+L37/4/Zyz/VH6Y+AbJ/JfVjDAV/TP2+btwP/a4pmmca6b0HZMILtBQYpagHTzf4x8e0lsyd4a5u+eVNzcwaPj9ztEPklzc1P70SPFtXhJgnv59fGbEBdD7QD1NYsBCCDNO1CFxvW95ue+al4XJZ0vnA223Pymp++mSBEIKZ048cKyGmbtz1sef6MJy6YFPnLjGN8kqnWRSalAQpJrRU2ELSjJGzuWGzEORfEZQKCVJIuj7y0I5kEjkJssw8tCOrwvD5pqIZIru2J2TQApaV5fNNxduHjkxmVpqTd3wkk/FjpLBTgsGxi4/dxIVTFFbS+0RCcDmzjyPEhKD3k9HuD52YtVL03tOM8REgZTutR11hZEejSpKUSJGopCDqCi8MqduipUPYkuwHUrfFi0uOMYPSRAz+ZG4ryNO6mbFvtkipcdYSx5F9M7Ban/HuZssyXLONkg6DxrMJ17y7WfI33YYnvOOCOwyCIcPr/Jz/6+6KPireDU9PcdYfyorEZ0uJ9kcu9MBMT+bHSUiezAy3x0ARdhSMaCkJKdFjsfmc4D1vHvaIFLBSIobEm15zcXFGaSR+6Lm92zGMI85azjdryrLCmEyzi5M7vBBEAU0fOV9kHvKS2vfkJJHKkYJHpJ5tXqJ5YHf3ii7ZE7fOs7t7w5PZS1qWlNRELP6UFpGAjiW7PGc+fkMfND0OlwbmY8suf0ZKk2CjkytUYYn9SBn3VAlsHNmYjpt+zoDB4bkoOnQc6Ys1AosnMA1dFQZNLtbUt3f8RHxP1CC1ZUHHOn/PQ2P48vklP9/XmPA1NnWMssQXz/ny+SVf719TWoeQhpglSiQKPXX7imrO/P4faWJJYzaIsWUu7imqFwijGep77jEn1fGI4YCbn+Gs4/tUcGYSpYNu0Dx4yYV1k+rXwFgscKc4JmsAaalE4KxSHOoD9cFjtOFsXlGJgDKSuzZQFY6qUIRTV/qimoyWnVa0o+fQTzYUlTVkMmb/LQsNXYyMQ4MGFhrM/ltStfpBj8cPXTD9O7tgP2aP/317+af6569PgOxTfbT+qSobc3Kg/l1WEx+rXTvZZOSJb/qozpQnMnlMk2RPTAjodHJjGq8J+eh5VRjJ6CX39fBovaGEQApxIp0HDt2IEoJ9O2XVaaWmblvMLMqKd4ceozhFm0xfUxp5d+hPzzYjTmhMCHjvEdQNgfu6pTQGqxRjjHTes3STkGEMU0ah0QIfJiVoYSYj13e7nmbwhDh1/GbO8GRt+RuRud61xBzR0hCSRwnFy/OKF5uSv/5uCwKcVMQc8WPgxabk5692zAuDluoxJDykyEM7MCsm6wqpFTILECcbC6U49hOoQE2EY2MUZDj2U8Bx3XsO3cgYP/gZVVZByjy0nmYckVmRRGQIFlLm3peEvqXQjmQtchwIfcu9/4xNHOnVnKbtSHWPVJpZNSfHkUCBTDtQDqUUxABxILDBCkWXC1yOCD8SsmDIBVIodvfXtB42KmJVZIzQesHu/ppDdPgwp85n3OY179IGj5naRacSZM5EzRO140w2vPziS768vOL/+Pk9PsBOzsD3aC0oiopVIdHcMaDJyaIYOePArLjk7jgwhkBJh8swZOhSOYWxR8/9/S3OOJabJUM/cn9/y6J8TqHUZLMi8uO9RBb87OmMXddykFe4eIcNLSOWQV5Rdi02C3aHlqAD0sxIvsWHkUMQbFnzjH8gkMknTteajjesmY2K+1jyTO0pzYHOa97GFWlURH3GwJYq3SLa6cDUswR9BnFg1ysW+cCFiAxZsesXzOKAF44tKzT9KUshESjYCIcMNaVoiVmR/Yggo0REhpqrMnNdNLTqCi8tJo2sTMNVmbkvNV/fOyorcVYxjJHbMfFVqZnlzNZdEoaG1DdILQnukpnWVHPD3153eL+HkxDCGMuLp4ZUOp4sNN32Gl8PoBxPNlfMSkfyBxgbFIIsNSplGBtSHHE604SO0gisKVFEROhwWVOdXfBQv+bQZrTShBiweDZnLwDBfT1l6b4/SK2qyMzNod3hY2SIiiFJnEzoHDHtjuXZD3s8/r4u2I9RS/7Yztqn+vH1CZD9CdU/t0T5x6hsfExsm4FDP/l0DeFXoo8+8lzqITx6kSn1waICwqTiU5N32W8qjzIwrzT1EB75H/NqAlK7djzJwcVjZpwUmZ0ArUBrQecT8UReLY1EK5BKgoBm9I8qSyGm9ZjAh8hdPY1CjRJczN3EIxMCgaIdPM2p/yClQgnB02WBDy1NH4g5ooSitNP6xdzxX7++Z9+MRCFQObOaWf79ZyvqdiTnSPCZXnh0zkgTp/UEZWG53zaM3mON5GxTkBOEJFiUhrqbRqNaTtchCUTKDDFikGijCGEa04qUSQmOgyelD6NhKWEjLRn4x5sDY3h07uDu2PPvPtvwdj9AClyYESthTNAlydv9wC4otuaSNS1z4emUZquWzIIiDgPXvUSIGcZNo+u6h5fDQFWVfLetyH2HYMpzFK7i86pECMFyUeC75jTGgeWswBiNbA7YPBKzoUsTmLlp4W/rge8bQ5/+/W/df6UMXJaCq/F7nshb5iIxkEnM2HeKN01i4xTOv0b3U77i4F7wpkmcI6iBbpAknZBBYh04BPVhz9pkRr1kSAohI+swUh/2NPWBqijoYqJu+qlTUhQ09YE+wMxq+hgJMaOkpFCKPsDQNSg5Yss1SoGNENLI0DXcBEFXXGK6dzh/pEPTlU95VUcckTsWPOeWuWqoo+YNlwgiaWxYqIG2j/Q+kBAsioE0NvRqTotGYHBIBhINmqzmWB9Z+2uUTCjjUL7DpZbgL6j7zGueUOFxTHyyFoPpMyUDPmqcGR7vl8E7Sj1Ae8/Ves7b40RbKIqKq4WA9p75YoaqZuwPB1LdIKWlWC6ZL2aEvmUnSqyGqpgsKHai5Km1OJXJKaNCd9J7SrIy07roeZHvadcFSSyReaTK91gxQ4WG/SgYhvFRAOOcZRkadLHgvh7o0zSOFQgKGXiyqtDVhquLju2hJsRAYQWb5Rmm2nDfjdzVE++r1JNH2V09sK4sGwQPdYMpVpRWEnzmoW5gtfqox+Ov7tfvD8L6tOf+f1FL/nNOTz7V769PgOxPpP4QEuUfo7K5r3vujiPOTETVMSTujiPqxIH5ocpM+ZLNkH9l7eSXJCSVg10z4k+h4evZpEiaO8229pRW8x52eZ/YzM2vgTwtT2IAnx43T6cNlf0ALmICgeC8Mjw0A3GMBCHROaGs5LwyHLqBm+OAlpLKTq/zzSkT0zmDUZk2i5M0TuBUxjnDk2XJu31PUBGNQjBtdk+WJbeHbop0UhIjIGdx8hTrOHSBMQmymD6Uc4qMSXDoAl/fT+rSP79aPppP9kPk6/uOmVV8tx1IabLu6ENibAJX85IhJTaVox38id8CS+cYUpqir2JGqQ9jkRin9btDx5imx5QURDHxte4OHXXXcOkGrHJkFHMiYxyou4Y+Zp5XmdW4w6aJ21PZkj5mtn2kFAMmRwiRQii8UGx7R2kUg8/kMaBPjuNCZkqjiHHgQhygAJETWUgQB4xYUGnDN53n2ktuvOXBT5E0v1qKyEq0LOhYypE/O8uMcgH7EWcXKAPSwzBK8A27o2Hdf08tS/pigxlb1v337I5rqqHnNZdUbsSQ8ErymhXV0COKgMgN8+M7NJ6AwRcLhJzTdANZGiqrWTxGUSWabuDYDxgtGGKeskjJGC049gOVDFMct6pAT52uKvVUMvBdHcm+ozOXNNIgk0f5jn1d8m/YMmdkz4o6vrfTHQlsmcU9dd9yxJHEHJk9i75lFvfss2BOP0V4MQ0f5/T0WRCGjkplDAM6dgQh8apgGHquk6M8OY31JyPaksx1cvz0xCiLLOmZ3i6ZwIxMUzc0SXM+kxOdIGealGjqhoimiD2dKYhigcieIvZENM0omFkDxpAAY8AIaEZBUR84d4EWS0wJJyWVCxzrA8803CnJuQErBsYsaL1kEQ7sm5p6nMQQKU8HutmY6Zoa7GzaM1JEaU0KkxXJYUwskFTrp6zXAyIFstSMODySbdtRWsPcqUffwXqQbNuRtbnE6A6dPUSmr9qyN5dcWE1ImatV9VtjyY8pMENMn9SSf9YUIrsAACAASURBVCT1CZD9idQfQqL8Y1Q2d80Ext5no73/eteMPF1VP+ijU2nJsZvsKk+2UiQylZbknGiHyLz4oBJqh8iimAi9t4eeUijKQtP1kT5FrhYL9v0PBeQKpJIUThB8JqSMQlC4af186fjF2wPSCMoTkEshcb50HLpA5yNaJKSY8h1Dzhy6QCEVOUkMaQpTTpCTpJAKrQRGwtt2oPWJykiWRYVWgl/e1uSc6cdMHwOF0lQm88vbmjFmmt5z7EaykIicWJSWMeZpXGvExPEJEaTAGMF9PbAoDdcPR+4OmaRARrhYCv6nLy/Zd56cM4VRuJNBaM4fCOVaRQqjHs1t+9P6Te1ZFva3cu9uas9SBQ7KEJAnWCzRyrBUgZdFj7r560lJZxxmODAf7oib/8LAjJk/EIM/qfsiVhsGLhiGFjMcOEZJn0EkWAwHhmHDszJyDD2aiJGS+wHe9Ja/2j3w+lAypl8n40syny0kq7Rj6W9YpD1aRWJSSGUp5TkzG+iNR2aJTwaZPaXxFDYw9nd8O1Y4QOeeIQruqXjW33EXDRLFgSWoKbjc4rkLhq9k4t3DNW3MYErwDaZtOV9dkoRkHD1CykeOY04JayTDmOnHkVVZPI7Um75nGB1P5xbhHV2cnNyVhHnluJpbfn7b0A4Rq2qsVPgUaaNCx8SKDseAYsQAninnckVHGVuuQ8TIYVJEpkiTEpexpQgtEFiwffQv23NGEY6sKo8JD6RwRDOBtUIvKHRHnTeUBJ5zS4mgI3PDJV2uKOYrFDcE32DyZHisnSXOVxySZH9oqP1kn2KkZG4S5VnFtk00UXCWt8icSEjquGbbJqIoOXNgpUecBDBjMvSipDk0FHlgvp6jlCFGT2hrmkPL4qykY+Dd9ZHeT/f+07MFC+n5uheEGNiUc4zV+DHQdjUPvUB3ClvMmYlAjgHhHD5rrjvFRinGLIjyg4E0KZ8yYWFTGULKp+6nYFMZOh/pq2fMhCT12ymU3M4QxYa+vProCPHm8CEB5Vf33W0zUFrzSS35R1KfANmfSP0hJMo/RmWTU0L9hvGrklPX6mOnOGsUWkLdB8YYsUoxLyT28Wf95r9jul5Wjv/w+YZv7xu2zcjMKv7D5xtmhZ1GjUDMmRwn+4TSTL87xMRtStRDmOJJhGCuNKWWdEazmRf8w/Xh1GGT/ORqSWE0zRhQ2RO6lpwjQihUUdGMGqmgsopw6urlnNAIpILrfc93Dy0PjZ+ibsYItDxZVbzZdXx/X5OSmHIk08h9k/k8zun6gX03UBhNYS39OLLvBrp+wJkZr991bLuREKcx7Ka0/NnTBd+8O7LtMllAYWBIsO0yr+5qnqxKQgRExgjwE0OdUksqqzCq4Nh/GIs8WRYYJdi2A4PP7Jrx1FmbomEQmc/Wlv/WjRjBYyalz/DZ2vKs/Xv+YdjRIQjDnoykJPMz9Ybv+YKHGEjplPmHQMbAGSPX+54uS4yRaGUJcaRLsNsf+coljn3gmwO89iVNfn/oiI93yEYPvHQdz23HZSH5H/7tn/Fff3GDvvuOQWokjqQaHHuCecbLpeCXTUVUbmqb6oSKAy+Xgu/ve7pcMghQeeoupQwuDbxmw4wtZ2wf1YtHKm5Z82+o6ZLBmxJlLRFLCB2WmrJccLd7S5YaYwzee0QKfP7sGc4NWGtwWk4dSZHx1uCc4uVsyZujpx+OxDCitMK6BS+fLCleNdQyYnKHTQmyJMiSwoBmZEGLR5GFxeSRipbAiJKZmbVkpve7EgqBRsnM3F8jqPGUxKkHyIKa7K+Ze0Ef7ifhBRbJiAj3zP2Wpb5ixhaFJ5FQSNZsMTqiiwWu9ljTTAkIKjMiGGYLDnnObveGUk9KwTBEdk2m2jyh6W4oUoex8iTXSBSho+l6nm8cY6fROUxZlimTtOZsJtBdoJMO63u0P5IxjNJRykDwHbv7a2QSVDJDFOzuW87mjlauMEVkDB7vR7IQmGJGK1fMlGMIPa0wCFWSQ0DkiCsdpZnU24fOP3b1l6WhNJJVZai78GsE/HYIrCqDdRYvIqbanLqG4FHYcgX88AhxCJmZ+/V91+opyWRRfFJL/rHUJ0D2J1J/CInyj1HZLArDsZ/sEd5/T+8Di8KwbYYfPMUJBH3IOCWYOUcIkT5MH9BCSFaVpf+Vk+Gqso8ZjKUz/OTJ4tciQ7ScxAApj78lFFhXlttDR916RJYoJSBC3XryahoVHjvP5bJ85JAdO8/toWNdSNr9liAVQihyDuhhO41FlWAzKxhTegR5Vkq0Evz8zZab/cCsMI+dp5v9wM/fbNkee97te5SQj6aVMSfmVjPkzNwo+gTHziMEzI1iyBmZBG8OPXMnmReObhx4c+j58ydL/vvbBwoFyikSU0B6DJH//vaBL6++ojIT0f29OWxloCosM6c59oEnyw9jkTFEZk4zLwx/83rPorBUTtEOkbu65y9frPjyYs43dy337fiofjuvDF9ezHn1y++weAwCbR1hHBBkXPsddnbJIZQYJVFaE0PAh8RXseXYdTjhWYQjwme2qeAmL/nfvxv43/5RkDn7tXuvkp6frTN/8aTiudpRpQMpJqSSKFchU2ApPQ9UQCQTyCh6LGfS8/z8M/r6yK5vJ3d1mVhXmufnl/xyd0MlGvZ+CqYXGVbGM6gZRleYo8AnxzgZO2CkwBQV9diy2mxgPJmOOgGLDfUoyEqjqhVtXVP3NVZbqvmKrDRPFwWx73lzd8vgPc4Ynl+c83RRUKolcMdstsQoh48DkCjnS5bye5IYyEiQiiJNfK2lnMb0PRpFxOWO8XQtEHg758m8YRsdYxZYkdmoAW/nlP6ApqPHnZiYnoKB4A+ILjLg6LFw6pEVSMrugc/FDZ4GG3v05CaBVomzeIMziYSjp5gyIlMAMk4kdqNAlxVFuEd2Hq0NvjxnNwoKv0XJwL7N+OwxQrIqAsZveTl7wt/dw76NpBiQSuNm8HKW6M2cw3BglCWjrBApsEgdy+UFd8eeeLihOgHTmAQDlrvjE1R1xRhGjAkf4sLQ2GqFdQXbfcsiHpDCk7LhqJYsXIFWkn3bEfMEokLK7NuRZTnj5dmMv327Z/DxkWogJbw8m2GU5K1PZEasTIxJMmB5tpx/dK92WjCG9Fvda6fFJ7XkH1F9AmR/IvWHeNP9GJXNk2VJ7xtCiKSTbcJ7rtS7ff+Dp7gxBM5mDnHy4lKFIiPofGAzs2ROhqSniikjxDQCeLNryOmD07uQgpfnM8pTpMjvcpb/5q6ZRjo5MTnKZqxQNGPi5uBpg8dIDRJCyvgUuDl4Lm3mvgl0MbzHeJQKrs565qcTbw6chAACpQVzp3n90BKBZohkHxBJEIF3254hQDcmFPExDzAiGAIYIclSQDxFkudElhIjJH1MXC4d5IluXFpL6TJ9TNQhEQWEEJFS49MU+VSHhNN5Civ2E1gVImOUwekpweChGfnurqYNiUpLnm0qlqVl1wyczR0pToILJeBs7qi0pDNzrpY7pJSP6rDLuSaZOc1hz5MysZVzUgI7K9mkmuawh7ngTPak4y06DQTpkPNLMgv6IdD2nlfpjF0qSb8Rzq1IPDM1n5sjn9uaZ7LmxYtLqsufMjw0DO1AIKGjxKFwAkyKdKzIucOKwJg1QpSYFFlv1ohXFjHucTkShELMLllv1uxFRnPHmemQpy6RAPbiS/58I/mb+zOcbCk1dAIGKv5yo/CtxcQH+pSn0TCSIg54NhOfUVrW55ePqrnBRzqfWBaZv9reTeax2uHjyP32jr/8fMVNW/DsbMO+qRmDZ+EUq9mKG1+wchmnd8zCDpMyHkGj1xTuKS2W+amzHJmisTSZFsty8Yzr2zty/Qonpsiph/lTrhbPGKVkRGNpMLR4MoECKyXbdurjzIYHlMjELAhuxrYVnJff0zPQqjlBOFADaxqK9D1OzOiLC5r+NIonMSssToyYeCREz+1YkJNDJEElPLN4RNLz3f4BGwKFESSfOQyal4s5a5uQ7Q3dMRClQqVIKRrW9il5sSb5Gh/SyZFGYfSSq/M1f/fLv8fJSTmsTtw6p0Z2+z2XP5nzTR/RYkSqhIiSIVsuN3NKA60OCLucQGPwLFJgXUxUEXkip+bT3iPltH4+L/jifMbfvTtwcwwsC83Pni5Znfa3Z+dLts1AHTLOCp6daB0fq83M8XbXPe6pY0iMIfJsXX5SS/4R1SdA9idSf6g33T9VZVNZzbN1ydtdS+sDpZE8W5dUVn/0FBeiZPJpFY+AMqX8GEz+Q2Dz0E2h1FFMHzBSSZTgkTv3Q87y3ejRRpI8J2NYiTaSbpz8zqSYTq7jaQKmpKQbPG0fGU6qzffPZciCth+YO8cQA4XVFNbQj4khBuZOETKMMeCMmSKQRGIMAastIUUqKxkTxJgRWlFJCClitcSHTGU+hDf3YVoXEr44W7BthsfXdTNzCDk1YvZ9YK0HdJ5G2rvgWDqFT4LAyIX2SJlISdIBPonTWLmh7hNZZOqQebtreLIsEFLx1fmM6+Mpj9NqrhYOISUPXUQWK74sPEpO3KwOw0MX2ecFhT+CGEE5GAdCDtR2wRgC6+FbelvRyTPetpKbu8z/ehPoYgX8uhBkKVquZoL/vD6y6V9hGTBy4holYTmOgiey574+0soKKR0pDVT1kfOLnjpLCmqikAgcVgQUNXVecdMEhu6AMhVCG1TwDN2BmybQKcs+bVjKLQUdI5pD2rBSlhflyH4h6TpNyFBpOC8lL8rEO7+g2f81AY2wFXlsiOxZXvx0yhFVgm090vlAaTSrShNzpjsc2PbT/aeYyOI+pWndO7xdcCEDmkhA0eoF2y7xVB6pwz01E4lcMXIR7pnLI3cUNJiTI9g03E1AQ4E0ltdNRMUF2mhCCMQm8sxYopmsPFoqWhyCgYqeaCxvG3jRtwgDSk1JF7JveY3mL4oBYQpmViFFImVFGgvKPDCKDb3bMFsI3msU+zEjhWUZa27aAybnKTw9wBB7ylXJGAec9wirkFojCMjRI+LAm+t7gp/ENUIKcpIEL3hzfc+/+x+/IsVI3XWcTiHMy5Kz9QbRbunlDDtbIqVCpEjfHVDtlhfrGfXgefMgGfqI04rnZwUv1jNit0OeL3h39NRjoLKap4uShfTUQzzFqXHK2J0iyOohUtrArvVczguultMhctd6lmX4vcDrY/vuxcLxdtdyV6fTvls9/rxPask/jvoEyP6E6l/Cm87HyXn82frX8/l8TGxmju/uG+qeX7OTeHk+AwaaIdIMHzyuKmuYOfVRsNkM4TES5H1N+ZJhGoO9z0fMGSXEBKxOVhj9EJgV9oMvWD9SGofSktFPHKFTX2oy6FxIDp2n0pksDCcLL0T2HLpEsVI8XZQchpF+iBgN51WJVIonc8ehH8kxEYUgx+nnP5k7+jFwHAN1O57GoJF5ZfnKaKyceF39OPlQESOVVSwKw6YwfLNtuVgUj2qtfT/y5abi5VlFu98xBkl2UzLAnI6XZxtS9MxCRxszIhly9lPGYPR8c3vk2E+ATwpFyoljH/nm9si6shx84nJRfOC++MiyEPg0mVQeuo4YAkprynICf3v3gtf7mjUNzo8MZP6BJc684Pau4RfNF1yHGfv42+HcpfA8UQ1XruNS1Mys5PnFCu1HYufphKVN05jQpUA3TqrQVi2QJAQeKQStWhBj4hAdZuqbnXSXCUXgEB2vbw/0YkHJDh17ApJOrHl9e8AkSSkTcwbKU7/Iy4RJnsomNqrGWUgSZIJK1VT2EikCO5Zcck05bunQ3HLFWgTIiVcPDe2YySQOXeDYC376dME/3tVYrRlCIJwAhNWaf7yrWSw0+A672CCURsZAe+yQzjGPW7Y4QGKkIiWDRzGPW76NjpYSy/DIdRtxNNHx7v4OaeeMxZpBGITzmBR4d3+HVWcMrJAnHlicLFVx6owj94Ag5unRnCOQOWJwqzVl/nZy6hdTWJNykbR6Qbf8AtP+FSEUROPIfsSIAbH+C1zq0KE50QkgRpAi4VJHFwVnm5I2FQShcCZSzXpiFHy360lSYwqHVIYUPWkc+G7X8x9dhS3n9Puaru8pi4KzsznGVRRVxd1BEPuA0oEYYMwFF1WJlGCk5GLu8ClPo2gpkRKUzHTec24GrnQiCEnn4XxmaGLkOERSmoyXYQJlC6e4OXT4mH6F1iHofeDm0PFkWf4gz/ZjYM3HRO8j88Iyd9Ov7H2ksulTJ+yPqD4Bsk/1z+pfNoGd3x0EXtrJrf7Q+ck+QXwAVvPCcL3vKYxmWU4ApO49V6sC+GGwmRGEmGjHdDqJCqySp3HnD2dgzp1i18DdsX00Z6ysZu4Uq8Lwi2GYAstPpo4IWBUrghTk1NHHgSg0KgcKBUEXqMlPn35I+Dh9kMxdRpH54qLkoR0ZfETk6XU5c44vLkq+vaup256UJU5LBh+p256cMoU1zGd64q6kjNGS+WzqwH15WfH3twe+u/MoLYghUxWCLy8rvn4ruKsMb5vM0GW0kDyZKT5bClJ/JJzyLXOICCUIQpL6I292K3QO2Ogfuy8pG97seq5WFbH1pDR1KtMJbDvjyLGnOT4gpEJbSwqe5vjA2cIwLp5R37yDnDnmOd+lDd+nS7av56QsgNnj/6cmcelGfrYK/KdLOG7vOQ7+8V5aFpqrpeVN7Rjabyjy3aPpaCNWuMsVbTJUhUburzH0eArS6oo2GZCaGy6QvkepRIwFyRRspOa4f6AbG25rQUSiEMznDXL/wFpInvEtDSVebShiw5/zLZ0o6dsZs+EB2bWP6Q1lrujbzxnqB67cSD+UjKdHr9zIUD9w7AN3xwEhQGtFCCPtAE/XJdfHnnFoubLykde0Gwauj5l/+zzzd8fM7f3DI89Im4LPF5mvY6RUI4vYoFMiIAlqRh8jbdCMKBZ4LAmBpKaiDZpt3WNmC0x3JIcGoRzMFmzrnsqeE/U583CDoSVh6PQ5oz1nxi2v7AsWY43NnjEajnbOjMSTZ1+xa99hfIMWk2VGNjPWz75iu/gJD9vvScc7hN8DGrm4YPn0J+T+mo08sj+0hFPS5XpZkf0ZFBUqLlkPt5MKUVmiu4SiYjsopCgp+gMqDkTl6NWS5C37MfPqzRsgM68KfIi8evMGPdswP39G2/wS+jtkMyC0QxdnzM+fTVZCYeCZPOCUZ8iGJiw59p5lTpjunikmbKITGCSsCmKGbT2gpXikUoSUqWxF03sK8+EQqaSgMNMUYAoc/908248BskM30o1Tl/y9j2M3Jg5y5Hxe/Ki9/FP9/1+fANm/8vp9/mX/VLD28SDwwLywrKoPnZD3WYgCeLIsuD327LqR0shpTPZ7nr/TgtfbjgxoKQhpUla+2JQfzcB0RuEzpDgR/VMCn8GdyPkza2jGQB8TWghmVqOVwNqSne/QqscRGATsfMGZK+l84mbfgRYUSuGJ3Ow7Xmwqnp0t+Hw98I+3HcfRszCGz9cFF6uK2kdWZYnR732XND4kah85M5LgYVUVSCVJMRH8NGzSSvNiveDu0OITGAsXywqtNDImRilZVRGkgeQZpUTGRAqJXRfohzDlTqbI4DQpJILvqVKPKgxZGFSO6L6hlQVWK15sKrbN8KjAfLGpJrsVP9AGaH08Gd9CZWC/b/irB8V1+IrrUOF/Y8sRZM7NyJXzPCsCl2Yah20uLviz8wW/uPsaRUJYRw4DRZCs5l/xqt7S5UTCok9DvSEnDImdlyyaV3g3Z1QbbGwxzSt2syuC0tzmFZWZYaTAy0ybNQulaYcHDscDvXBILAMj6dgiTMEXOvEdFegSZyVxrOiD4Iu8ozkGmrbDOjkFwYfp2hz3iH5HOTzgbIU0iuQDcnhg7Ofc1wOl01ilJjGH0Ywxcl8PRGGxww2oCmEKCD12aImzNRclvIs132y3DGPEWcWX5xsuyjU/7xOreI94nxtJJseeY3+FVZEqeFoqutOgsMJjVYQkaXc3lEajtSXERLe7Z7l+QlCOInqUKBBmhvIRFz29chTWse8CR72YulkCTA6srOPlF59Rf+fwQ0svBTJljJnW+8bRFVc4Wb43zqezS0rnaI+B2Bw4KzRGCXzMjM2BdhVYLza8fvNLVByQSpD6gdjf8eLpl2ylpn71LYN0CLsktwM+3TL77D/y6uaW0UdU7MmnDmlUBa9ubpmtzrlK/ydJNiijiKJFphG3+s8cupoL7vFovCzR0XPBPV2ncYxcyBo/DCQSFRLjHMMwklxCKzGJIARkIdCKE8dVMgw92XfkOCKURZgSoc1H1ZLv9+vftR/XQ3w0zn6/11k9rZ9/XA/wqf4F1SdA9q+8PuZfxom79U8xmw0nZ/Eh5MeO1RRdlAlKIkSm7fzjhlJYTc4QYiLDb5ke9j6x/O18518p8ahoJE/DgZQnwphRkru65+7Y4yMYBReLgot5gY8JDQxaIuL0ZDTThjf6yMwZCqsfvcaUEIw+cjYzWJ3RfYdiwOKQhaMygrf7kTFlpIckp45dypl955F5ihbaLAxPTcHgIw/ttC5F5nLlaLqIzxkjJeuVQYppXEoSbPuenBVCRBbWIhEc+pGzmWE1W314rYFDP3IcMtF7fJRIHUkBRPIch4wxgrZu0His4hQtZGjDkqcVvNtl8AJnYfCCNmSerqf/LyUVzzcfOloxTfmSQxhJPsLYcHdMfFPD61qwH3anv7l8/J5SBNZq4Kszy//8xYyHr/+WQ5uIvcG3nlxJyvkZXYJRGPqxJ4cekUAaQ5cMqWvIFPTY905qgCR1DaVccpMWLPPIQjzQBsU2L7iQniBmLMSeTCSlqfuyEBDEjGN3z24okAK0CQQv6HOB7DI/u1IcNxWtn/iKrpBUpmJdqSlT0xW0QtNGQDisC7TNlkp4ekCOPTLJCfQClfCEmFiWltEnYkwoJVmWlhAjny00X/cr7psOUe/JQmFnK14uNHW952Z7z7yoON9Yhm7kZntPXS/wMVJwIKHg5KsvaXmIkUKPiDCpLg0T4b/HUeiR2dzRXu9pQkV2FWLosLFlNv8c29yj8kAEos+QwTKgZE+/eoFr/noCSEKRQkQrUKuf0dYH9PyKIU6uZwmDnp/R1gcIEisDoblD5Z4oCmxRgT8SfUsSJVFpUIpInExXfUtl1+jYMvqEEJbsPZaWymaWueA2l8S6I8sBkUCVJc+qguP2DpNHhJYoMSm0ZRo5bu+4nHvsYkEMxSO/TGmD7u/oZGZIii4JgvdoJShRmH6HlB069Dgxvp9KEkMmjVuCPWdRGFqf8CFitKIykpBhbTL/cH2Lem930vXEVPOTz54hPsKz/djhWZDxMdEOHyYFRkvEb9kFfap/yfUJkP0rr4/5l/0Ys1mBoB7Gx6ijMSS6GDjXjpwnnszUkp82lH07ZST639nNEqf1Hz4ZjiGyLAx3dU/vM4URXMwLxhCRUnC97VBqiikKIXO97ViWhm70RDIzrdCFIYREJNGNniwnrtng/WlzBGsMWQpsHngSb3g1RNqoqVTHZ2bE5gV1PzJ3hkMfCSGgpWJZaOp+5PrQY4zk7jDSh55CKy6WlutDz7pyHNqReWk+jDdCYL12tGMiiITMkGVGJAgi0fpESlMm3rYeH8eum7llXix40yckk8LLJ5B5un7TJ9CeFTVt1nTJovPISgw89J6XG0fIULeRup+6LBerkpcbR2k1D82AD4nHAHgJr7c9/8v/s+Xvblretb/6ETD9yYjMSrSsZMO5bHEyoIXm8/kF1pzzNi6ZyQfmxtP5xNu45qlwvNptOcoNxZpHU85jhFe7lhB6HDvcsMVy8rByG0K4YC49tZtzdzyQ2oRUmuVizlx6MEvm2pPCe+94kLoAU7JLFmVg43e4OI2ntmbNLllmyxWuvSHEKaZdCYnTgtnynIf6NSF67LA7xbhPSkORYGUlozT0SSDy1JUqZGZmJYvC8u1dM+WsCsg+krrMFxcz9HnJN7cHkKAQhOndwefnJa/vb9FacdP0jPsBqzNPSsXr+5Z1btmxYk2No2VATde5RTNgiSxoHg1eE5oLBlxheLN8iqnv0ENNyBa/fMqiMMybAzttKMOkPh1Q9HrFOQe+cc/xRrFhN40s1fSaebfh+uaGzndIrU54RdH5juubG5rYoO5+QdN6ktLIeGCZf0Ezn1MYi14vSbGDEJBW4solWlvq/S3l2XPc2JFSQs4WSFtS729BW8byHKtbjAz4pBlNBWGAviP6hiQh5omOmRNgEkV+oFs8pw6ZPkChYaUFxfENs7MV//ebhq47PCZClOWS//T5jHLccd+0PIyWIYGTcGZbzosdjRBcNyP+FPHWjZFOS16sS0weKK3F5ymIXpz8D00eWcwWP6iW7MaAyhE11pAiSipQJd0osFrxbt9RGv1oq1M3A09XHz3Nfqp/YfUJkP0rr4/5l/0Ys9lMZuYMKSV8SGgJVhvy48f0bw4hp2utJgLr++cS0wfneB/TBARiflRLdj5yNnO0Y2TbjFTWsKqmjeihGdkwdRoKp3/DgFGwawa6AFpIdp2n95Nv2ro0dGHaWB+ans5HlJA0Q6I3ka8uSkL9wHWXEKZg7QQ+aa67gbP6gZTnHEbP0lmUNsSQOYwjy1JzfRh4u+3+X/bebEuS9MrO+/7RJp9izqwZAwmSPXCQ1Bp4o2vd60IXehg9i9bSQ0gPQKFFgRIbzW4QKABVlWNkRPhgbtM/8sI8I6saqGqwJbUgIc9asXy55QqriApzt+Pn7P1tQkooqRi85+U2UhnN928WfHnXIXLEKI2Ls6P0+zcL/vWv7uj6CZcSb/1ooY/0YXbmvdr1WKMprcL7yKtdz/W64jDBG1+dYokSnvm5nuDaOB5SQ/YjRjqGlBlNQzU5zpcNMUSO2s30caVZ1AXny3dTsee7kf/1l/f8+FcP/J9f7ejeWlFPf0tJ5rpKfFwn/umn1/jbz3m4+yUmTVgZcEnjZYHyK+4PR4rmDG9uTumfmcI7/oxuDQAAIABJREFU7g9HJhcR1QLLBGnC2oKJgu0Y0e09drzHiQZfaPIUsOM9vj1DpCe4oUVUNVquycnPz9OChfJsU+ZMJwqVmaJgnzIL5TkE+CjeYQqHEAKrPaUPPAsXpM33yM++QviENBbhJ7KSpM330K9fM057PBVSl3OzN+2p1k/JiyWy7cAlolJIoZFWkhfnnNean8eMkrPb0qcZ+XJea+4PkbUc8LUln5x/RgyUOfKL3cjrUaOTw8pISpJno8HvRp6KgRqHxxAwZGCDAzEgiTwpb4lZIYSmzoGluOUV1/jgubKBWBnIEoRC2YAMHuvuWKaOB7FkJwwqe85Th3V3HN2KDQJjKhQ1hswawa4/crdtse1rKjXDfb1PDFPiTq3p+1uG/R5b1VircS4w7PfIV7/i5o/+OQd/RJj1I1omp8BqtWJ794psSmKxnidSAkSacP3AVI580mRiLMjZztgZlZncyHotud1tKYylNJrRBybvuH66JJPYH3uMkjR6nhjvXaJcSPa9Z9jdEaRBaEP2gWG6Y39hqYi8OHqU0tQnaPOLo+dsHUk5MYwRrQRazx8Gh3E+7tzEk/MlPsQZ8XNiJzo3PbrUt91ENwUKLR4F/Q+HDhuOs8xAmbkpcy1OLzBK0WjI054wRIRUNLbBqL9N9PG+fp/qfUP2B17fhZQYXPjWZg34rTFIRilSjihjvnE+o9R3ZlJW5kT0D3Mjp+RM6bZKfKdgNZwmaPL0M759DDHiE6wrw34MuBCxWrGuDFNMiBR5fRioC8P1uqIbA68PA8tSMsU51DjERJRz+sAATDHTjh1RFiysfsxX7By0fceyPiM9HLkdhscVhrWwrA2vDyOHfkKqmWxPzqToeX0w/NNPN/zJJ+d8/npPP3kqo/lHH665XpUcBsdhCjgPUntSyFgzs9W60aHUSRycZzSHUoZudMQU8UKjtQZj8d7hA8QUyTFyDAKjF7iTjc2HSI4eYwo2HJB5YBKSIg8wOf6Xn2X+53//a378qwde7sffuI7OK8mHZeCDynFThZmybiouVoKffnngaXpJlgBzSKRIsB8u8asr1nqkGF4xq+4MU7mhy0uqsiG8/gV7P53yRluEKTA3PyS6IxkLOs/gX53J3pLckWOqKVTE5gFBIGePUJFjqrnWLUZ1ZD8iUNgQuTaJM92SqgmGwDgJjFV4F1Ei8KSa2MaKvTzjifqCOo30quSV/JRtrEiqIqIxDKgwzIgKNElVUF3RqXtq21MomKKkUzWr6gqhFD982nAc5mtNK8miUgil2I+JD1aarnP4PGG0pGks+zFx5yyHwxsqYygVjDEy+APKfshnhUFxPC0lLeKUoBgLw7qOVH0AMaGBIAAUN3XkFZ66f4XPCmkKku8xfYu+uCB5CanlA+4weY5cGnNB8k9Zuls0CdDMjIqMJrF0t4QpUYwDY54YT0wuIQrC1NN1W3JhyUIxBI8QCgpL1z1wfXPD9uEVuds+pmGIes31zQ33nWO8f42uJFJbUnCMw4i5uEFLifE7ChFQYp6ETV6TFxuWVhBqw+gzgw9oMue1YWklg7imvPsLDqJhS4llZJU7hos/4csD1DYz5tNkVGVKnfmyBVFoVoUlh4E0HqmlQhSW104TY+ZsYeCE48kWyBkXM1kZxEm8KsS8IhUpkuXMjKyt/q0Cfh2H2WwiTxozqeb34zgQqLi0E5M0RAoUiUJP5HTS60YPrp9Fs1KBreem7n39XtX7huwPvL6TX/Ydzdq3xSA1xbxKPAzv8BWrylKa2SCw7z05z1bynGHfe84bQ2UtQzcRT5mKMWdkSlRVwXY3IMXcAH7dSTkLWTVGJm73I1OMFEpxVhus1hAC9900ay7UHGVy302c1YYkJJWV9JNn200Uen6ehGTX+1ncL9WpEVAoBbveUyH5oIEJRc4ZbRRrk/EJSqPRQjHhyCdJtRbzJ/LgB3ZjhOQRWpJDAim58gGFZF0afni9PgniFavSoJh/lsnNlHOZMynOMpdd7wk5c1kEDttbgh+QpuLy7JqQM0trObcHGtdiY8RlRWeXLO0ClEcRGX2e71opYmUCpfFjx30f+POvHH/+YuInLz2f7yIpP/vGdbOqNH/22Tn/8oeX/Nn3zvl3f/lv+emzHZEKqSVdmG34H6pAE3YkKSjzQCl6xiwZZUUTdhQqE/qXECJRSYgTNg3o1SW1lez2d0TCo3tRobn5+B+yQzCUDY3vsGLEJU1XNmgEXhmcXiB3X6HTSJQlafMxXhkuRQv6wMFDCPPMcaUdl6JF6gMvMVhGrJ/9fY6SD/SB/nDLwkie8QM8BoNnYxL94XZWr4kak2+xJBySKK6JQLArymrFOBV0zNOQsigIdoUQgutFRa3Do25oUWoyMDmHSJ5rvUXHQFCaPp0zOYcThhwSvZ/o33IhxKy3U8rgKBCMp8iijKPEKsOajomEGR1SCFTO+LJgTceb1JGIyGmHcGK+1solKnWMKbPmnoIBAZSApWKfMpfySGZHRYtOs7liYMlSrjBS4ccjKo8YpfAxEoXHyIkoSkiRGGcDSMighAVRokzJSil8oZF5fk0apVCmxF5+St5tye0tSnhiNuTiHHv5KTfjPcetI2SBRyFypMaxqMGWNfXyHDc6dMxIJahLiy1rHljgxa+Q3R3LEyx431xiiidsh56BS5i2iNiRleFQXlINiZVdsREPpKpCK0OIHhki27xiLQSlVTNjLiQqLTlbzFM7W9a8eXNHYS3GGrzz7Jzj6upyfnF9S/NUaWiDhK9tEaKQLHVmCDNKQ/gREQJCa5IoMXGAaGHcg9Sg58ka4x7K9fum7Pes3jdk7+tbkRJ/lzDb4+iYQqJzEQH0zPqv1dWS3kW60wRIn3QO3eRZlvNlGGKiHfzXqPrzm0WMc4ySURJ9yqg7ToFSC5TIdC5QWcVCzniIzgXOGkNTGn55e5w1ZEYx+PkG8NF5jWonYMZfnDcKF+LMKmMW0WYhiNkzeYGWGSnMfNO8uCLc/Yo8BXwSGJmRhUaffY8xQmEktW14K1CKOUKcbzghOIYgiNN8E6p0IOQGcuKhn2iMojAlkw889BMfn5ccJ8c4zcwoFWaYpw1wnBw2O56//AVjtmRhEWHEj7/gez/8x3y4hKrr8NKQ7JLKjVzqjvPlJVFWaL3F9YGgJcoHfCH52UHw3/+P/5Z/82Jkit+8FrSEP/1ow3/62Rl/+uGaTy5qSj2L0Gur+D/yLCzuJ8c0zKT+VSFxedYepRjYxxX3Ys4aXKgBGfZc2Y7Pe0colihlicmh+5Yf2I5DO3GgRJAolGGKnowkt6+ZxIJF2hNMQ8SSpaPKE0d5SfATvr0jqiWivCB7h2rvCGdPkOOeOEaMLbG2ILuJOI7IcU+VJq6KPTEJlASbQMmJKtVM/RuGoecm3mNxOCy7cEHVvyFMAzof6FjTYpB4inwgTgNCFQzFJbpMFEoSY2LIkpWa8w6/vOsJab7eRh/op8AnlzW16Hn98IYHaU8Tj0Cd3rBeLCjQPNcb8jSc8j81oqi4QNCjSWhKeMwTGNEENEN/pEwjojSI089p08jQHxHDETG1VKGnMIkpSMYJxHAk9nsEgY4aiSYRMHhSv+esLlDcMtO25unSgoGobig8uJwJoiRLRUwz8qXwPW7xfVT7EwQGCoOYPBFPvPwHHA/3rNeWMDQQRtAlurIcD/c09Q19YenSiiFLtEg0haWpay7Ea/66vkQiHjVkkczTKoBpeHAPdJ0jRI9WhiQLlqahawPBXFGva6KIpKzoRYMeA0FqvmqPNOUVtpjlGl3b8f2qQhYl9+MF0vekKSKlJZkaU8wO3ucPI01hWNYzJPr1fuSzywZjC8rlBvxAmEaE0pTLDcYWED2+2zEECEKhs6PyDtNsMNqwTCPDOOBiQCvNsqwwusS7I7fbLUnMwNzUO2Q38MHV2dzcST03d/Du0fVwysh8X39PldJ3/vP7hux9fWf9x4bZvto5pJBzLuO8pWB084rNhRkO60M8rSXnyA8XIofB4SOs6+JrGYrz90kpiCl+w9kZU5ojgeJ8/j74WeQrJbWe8xtJmXVjebbtebWPlFbx0Vn9OGVbV5YpREYfKIxioRVSCqSAw7HH55lF1ZMxk+fDVcnNesGPvzTUKVCbRO8FD9Hwn68XfP7gKIymmxzh1Mg1hSXkSEgQsuS8MRRWM7lAO85u0ynCwgi+2g2MPlIaxcebginCMM0uPQ0oBTnCyHxcDvfc9gIpM1onQsgckuAHwz0/WkZ+si2IQpJFRhpLYRM/Wkb+oi3ZugIvEsdRcvA1fhCw++Yq8qOV5E+uNH98nvnPPl3xoz/6F/zs+R0yjIhu4JAlu2PJjz685JAke28obWClYIqKvdcckkST6WLiQu2oVaCPmmM0NGSq2FOfXTG0O7I/YqSmOruiij1fHA5U9RIXJUMGrcGqxPawZfXkE9LLl8wtapgfhWT15BOEH4hZU9YFRmu8Fow9CD8wpoQgsnKvMS7hkUxiwZgSQQgu2ONkSaZCyAHLSC8+oHIPnHefI8ol2a5QruO8+5xqKch5pEWgcFgCgcSIYJlHCi1J5RI37FB+ICoL1ZJCS4yS7Ps5sFopMac05IBRC6o0sPeZiXiizkc8mc/SQCELUhIsF5aFkhxjop0EhXQMU6Qk0bImz7HdWDzDFOmJLKRE4lGk2b0oJT0RP2y59ncoOa/9a5mJvmccLrBuz4SlwaGYiEg6LMbtqasG8Mwfv44AKDLkjkyN1jM0VgrIcs44zWTKy484vPw5K15RTYkByYEnrC4/IvQHxNiTdIkoVuQ4kcaerA/kqiGuP6BZZ0QMZKWJCLI70lQ1/+DKsdvtCDGijWKz2dBUNXdO8Xo/ITAoUzMFz3E/0VwptN9zlBo3lifvqSGVmo0/ouwFIm7Zti1J2hmHIQXKVlzUhv/9tuYcWJSR46h4mGr+k3pOCJHZc3jYs80eJQymrjFqzubd1JbdvifkhCazqWfphh+PtF2H8i02OaK0tGbJUmmMKfDdC7pJMKEpGNFxwFSfMkwDQkqEVLNRVClEygzTQF1W82Ts6yUVBP9/7ebwvn6zYoDDC9j+CnZfwO4r2H8F+2dweA7tq+/89vcN2fv6zvo2d+O3xSC1LvLBuviN43edY1n89vF4RnwnR6e2Bhcyh2F6nJ4tS0ttDa/2Pe3oebUb8CJjsuDJyZHkY8KFzGcXy0caf+8Cu96xLDR3x9kVebUq5xuWDywLjQL6OFPxs9KzHk1JFGCzZ9U0PBwSD938pn/eNNjsIQvaydP1AQ8YmBvDXFMoaOxM6XYRrILLRUGh5mnX53cd+8FBlrTjNEcKLUtSmGNuMnNzO6/t5jiZ9nhk2VQcx8DgI1oKlk1Fezzy8dmCz5XnavqCUniOyfKc7/GvXnj+/NWWw6ROZ3pXVgn+xY3mn10m/vSDhk2pkSIh3MAUYHs4Uro9InskUAA5TWwPJYdJU+nA5CIuJxCSysJh0iAbnthf46dMCIoCx6IQ3MuPGXykjEeChohBkSnjkcFbDtli3YFGhsc4Ju80B7vis4sNP23/CH18icYRaAiLp/zxxQYTe8zZDdvjQBwiSheszjaY5NkPllXe0pOJaMCxylv2wyfUKEBzxQtKEiOSPddIFAsGBhR3xyORDkXmQs/HdyESKIERSSAiCcxO38IIQnfkYVQkuUJOnvN0pHh6xmFwLGrDw9HRTQGrNecLO+sG+wDlEukmRApkKcEuOfQBbWo+qwfc5IlRsMyZi9qgzZohSiZqNOOMcSEyUJOixDNnxVpGZhAFTFR4Cip3oAl7MiPCzdFgghLhDsQc0YTTFEyeFGMBlyM5eQQCy/i4Vo6U5OSJosAojZrGGYacBLko8aLAxJGmsXTdJccTuKRpLCaO6Ch4M3iK8Q6VJqIsOJRrrqoelTwyJ3T/Go2fjQv1zXy8aPBv/je4f470E5gC7z9EXv3XPL8LiJRY+1fofiCoir15wvNd4InylPtnuKlFxkxWgnJaIhcNSVq0TNQPf42NLU4tcZf/iCQtQsJnK3i2t7w8ZBoj+GwNQgqccxRuR9+3hJDRWrDQDucacpAcHl4inEeL+YPCIQ5sLp4yDFtyd8eUNVFalPcod8sgEr5e82pQlLFjcVqtvkoNT8aBzp/ek1MiolAkrBZ0XnJxYg0+TsbgN5+/r9+t/ADbX8P2i282XIfncyN2fD2/Of8d631D9r6+tb6Le/NtYbYLK79hAoCTWN/PLJ3X+5HC6Mfv6bqJm3WJC799lCvIKDnDW5flu0xKIWY9zrPdwEPnuN6UWKNwPvLQOZ7tBjaVJYbE1o+PWAgtJFPInDeGq8by/NDzYhepS8WHq5qq0PiYObeSLsw6t8JoGg0+ZrZtS5V7zo0jaxAiUuWebdsyhZrbw0COecZmpEQXAj+4XCCVnsO6rWZ90tP0YUYyfHXX83zbI2EOWs6J4xi4XlZo9W4GJDNv5dNoBftJkMKINQaTZ4FwChP7qeTssGd9/DU/nVZ8Ec55EVeEVp3O9O7/baMSjU5UVvFHH1/y3/1xQ9fu0TkwTpGcM0EUNLamPTxQCYdHEYVC5YgRjvbwQEwwOoGR6THdYHSaRQJtNM4psopYnXBB4FAIo2kp8Q+v0brAVgVpmPDHifb8A4RtSOHX9OjTtGdCERD2E4StqbXBVMsT/lThtUHYGiL47Ssa4TBlxkeB7xMsnzBxS0JTnNo/T2KPwhO40IEFBzIF7uRoXXJA6MCYMl3oWTEwJztGulCxTJkRRUkPgESfFoQ9I4rjlHAxYYxGSUlMChcDxynx0HmGMc4JEaUmJRjGyIPy3OeaHFuybeapR4rkOHCfz1kXEqs6gupnf4gErWqqQuKzJaHYIFDMeJIWhcwWhUQwAgl5SrOctWaSJu1JHChPBP9MYsTRpD17aSmSw1ExUaEYKBjopGU8OkpG5lZtvlYzI+PRYc9q0jRRC09RSKYx0U8CihqOtyQXuNE9lXQMybJ1Fo63ZPEBdvsLhO+RSpFixA41+eK/RMSJy+5zhqwJWWDFyLr7HLH6Edvtlvarv0bkiLUG3w20fYt++k/o94bz8IZkCqZiiUiOVXjDw34DxRbRv2atMqWVjDEx9j10l8Sh5nL3F1QVWLPCecew+wvi2Qp3dY4LietV+aghc8HhYqLf3TH2Ry6WDcZovA/0/ZF2d8eFXjC2OwolsCfw7ThlQlUR+j3jmPFKnq5riYmZUuyJAQqZMMWKLBUmRbL37A57gpx5dkYkDIGI4pgk1thZgzbu5xf92+YshVlD9r6+WcMOHt5Ot74+4XoO7Qvo73/3c5UbWH0Aqw9h/RGsP4azT+F/+G+/9VveN2Tv61vruzhkq8r+Vnu2kvDQuUdQ67w5zJw39jRZU/Qu0I4JJSW1mbMqjZK048woe7eyjI/6srdcs6+vMwEOvcdomPx848sJjJ6Pn1WGh9ExjvHUzQjKUrFuDFpJ7nqPFoqLpcGHxF3veXpeExHownBWikfoaMozX2q/3RLGHU2xnHUZKeDGHfut5j7MN1UX3v73ElZo7o8OJWachik0SqqZseYjIide7QdcTJRKY43EuzmI/NW+Q+l5uaThcaqRAKUVvT6jH35JJpJ1wTRN3I6Z7Z3m9uDo4j//jb/pk2KirBcod6BRAmEtwkeEcKToqOsbXh4mTEooEYlZ4aXkql4g3Z6tF/MKjTiTyFKmSS21HPHWEHN5+uQdSTpSy5GQPH1eUusOgUDoTJ8bZPIcJs0gl5Rhh2qP8zpMbvCTZlFIvkzn1LRU0jMkyZ5zPikUU1RU4ys6L8BU4Aea/Iop/pCiXCPGv8RnjdcVhAEtWnL5I0QKtNSk1BKlwyVBJ2uqFFjmFoFmoiYJi8yOgp5lbPnFsTyBgAP61NRGJm6PjpQr9BxShDoFTiU0UzbsusAgC2S/JeUIQjHUZ/NxH+j6nkp6skikLBmSwdqGVq3wbDEpkEVGpYjH0qoVPyj2fBFHzCl3NYYEceSmmPg1korAljX5FAReMjAguSk8dgqYaUAbTfIBioqbwnPvj1jc6XvEaT42Ef0R1ayJbcUlWwrumZBsOUM1aw7tljUBST5ZHTwKwW0SfKgUuoAxlozZgPKUKhGUQrdvuPCvmGRNb88xY89FeoUfFkyHgjocCQhymld6OhyZDvfIdU1wI6ZcU5iC5CfCeKTwPftnPyEIjbQ1WUAqSpJ37H/5E86X32c7ZfQ0IXNHEvNf7Lx8g3YdSxU4igV9NijhWaojuD2LdkbDTDRMUaPILGRH0f6cMfwZWS8owg4VPFIYJr1hDBnfH1BKocOAyokcJUopfH/AHx0bm3EoglAoFdmogD8+kGJkjGBUQik162cjCB9JOBojv6EFs2rO/5WLDXF0aFOStSaHQHQOeTIEeLNk6FpCHNFKUzVLzB+aoD+leYK1/fX8tf/y1HA9g8MzOLwEd/zdziUkLK7nZuttw7X55PT12dx4Ff/xEQnvG7L39a31t3HIfps9+6wpeH0YEXlm63gfyWI+PvqENQrx1goOGC0JCc4by+gT+376mqjfsqos7RhY15LRxUckxro2J7dmpguZL9sjg09URvJkWZ4mI5G+d2+NhLPOvo/4TUk3emRKuJgZg8cIiRGJbvQ0VhJ9ZOsiOQmEzKysorGSnCP9GOmHHW8XOwioFpFdN5FyJCLJMSOEJOX5+AfnFYUyfPVwfMSEfLxZUFjJcYw0Rs9TmN5jtaQxmuMY5zBj5snD2xmiAYwUCF3wl8cl++NImxJ9eguBdLx9aS/EyCfqgU/1jk/LI09qxV8s/yVf3kralNEncvxSaGoCRd0g1Y7XfSZg0SQul4qibjBdy+7YU3FEy0RIkgHF5qJmXSg2hULEEwVeCbIqWBeKo85MItG7EqcyIQqwiUJnuqllSIoRiyHiUeSkMFOL0BUrK9BuQqdAiUbbFSI69ts3HJhD6fEToDhQoLdvWNxcMdYf4qcOlTNRLzBFM8fWBMeSI43oT9FXeg6PD46qzBxYodhR5llf5tiwUpl9m/mIiV1qCLJEp5GN7Hg2ZM6Wkl1q0M6hZCImQ7CWtZW0k2NoWzo/YzBk9DSxpV0ssDmi45GEQZwaJB2P2FxS1yu+ENfocXtazVlCecY/rlecx5c8L5ccvSQhkTKxMInz3PNlWdO1q1OD6MkIOlbossa0eywB0MRgEDBr3qY9Qt+gsUzk03WWKbCknFk0Beu2o6CjIAKKNRbqAt9mMpqKlpJungqynFfPwjHWNzTuHp16QlEw2CtK4ahCj2fkPL3C9h6H4ciGKvTI4Z7BZ7JryTkghMbbBeVwj1ndsDNr0t0X5NghVIM8+5QiO7r9K2KxYPIBkT1ZGHSxwO1fsT77iP10IJty/vIj0o+sdYNOA665ZBVGZOpI0hL0JTYNbPyeN9UGmdQJhFwirWHjb+ew9LgnpYySZn6MeySWykCZR/ZO4JzESs+ZzQhTQxjR2lCY4vEVHf2EDyPRLBH+OH9NHiENQpZEXVNYi3cdxr/LTPUorG1QVU3KgjB25GkkS021PKOqqnebDsAqSYR506G+PXHl/5MV3Nxg7b6A3a9h++XcaH1dvxXd73YuZf/GdOttw/UpnH0P1h/+P+JQfd+Qva9vre+Cxn5bCeBmWfJsO7AbRmqr+eisQjCzwYySNMW7y86F9MgSe0t2f1f58edw8Zv/FtOM1LBa8fOHB1bWcrEsGSbPzx9a/uXmisFFWp+YXHzkghVWMbhIyh6pFBeVftSXDS6w7T1NqWldQueMLhTBBVqXaEqN6mB0AecjiTnayBqFSjDGzKFPKJmRShFDYHKC8ybTT4nbbmBhDetaEUPkthv4eGqoC81Xux4rBUIppsnTpsyPblYoIVjrQAoTisSIxgvLL7eCf/fj56dw7nc0bgE8XRX8k/QzNu4NGxspDLgAcXRMRYGSgSTinFl5gmsmVaJkoPOSNlb4sCfmSBaCNlZ0XrLWJcv0kkPQZGEQeWSlA1mfsyoDH5mWEHpEDmSh0aZmVZ6xO63xemEZhUEKT40joHGuR+UDo6hwJx1WmQ84t8LEwEV4jbAlqmiIkyeH18RpSecyfhy45J4Kz4DhLl7Q9QeOwxlqdcki1ojoyMoyqJrjEJDR84R7DqLhyAotOp5wz8v4AaOyFOwpGR6J+yOCUT1BxsQv88dsZEvNwCgtv8wfU8ZEjoEcoZQT1iack7TRkmPgME5Mx5aNDlhm6Ohx0hzGc2rtGcqC3Rjw04TRgk1ZUGuPtYpDUuzd8hR0nlhbhbWKaVSsrGFIEe8TxsDKGiahUKZmT8kNL6kJ9Ghe85RzUyM4kMmYwiCRpNNES3DAyYqMRcI7hhfgZcVlesOG+1M65gLLSM09Kr0hmkjjeyQWd4p5b+hZmUglBdbfI1yL1gLpHEaAkh/A1HHNSyIaRYlgpOYl2+mG3GumbocWcWb9hYngA0W/J7gecfg1SguUWc0u5sOvCat/iEsWsfsSI8TsgImzczquPkIryWq9YnSSlDxGl5S1RSuJKZfk++dIW6F1Qwge4TrM6kPK44A+blmlFpMmvCzo5ZLy4gwrM00YmFTBJDRaeqowYGWmqCzPt3dUUrI4GTbaLvHhekNVG4auA6lQShNjwHtP1TREtWExvGGSFmdWqDiwyAO+/IhNo7h98QaRJqyaV/FOFlyfXxOMRC1qfFk+vmcbLbFKMAwDyh9RSoM0qBTBHxkGgVk0/D7Vd2YnT+077db2C9h9+TXB/Avo3vCb95BvqWL1ruHafDyvE982XOffg+Zq1sX8Pdf7hux9feuL4Lugsd9W7Tg3NaWRNEVJTIlt7zFaYZRiCvFv0PgzRqmTyzL/DZfl7L6srOZN+w6z4UKi7x1PNxU5Zyqjeegc6TghhWBZa3LObPsJMlTGIHQmB0HKiW0/cbmQCAkvdz29D9RGc7aYQ5WnkHmyLHApE2LZymShAAAgAElEQVSmWWisFEwh46ViDIJkG+RJN5L8hJcKQyaFObA7kiFASjMvfRg8ziccaR49nuzPw+DZVBbvPXs3TwNyDtRWs6ksKUSmEBgpZvYZp1Wwf/fGUxvBqtKsjKDQgk8uF3y2zZiHFzyEhi4UGCbO6TioP0UlgRoOeDT5hH7Q4YBKa17tB+7HhKzWc/h2ytyP81q1Wgh0s+Ii5hPVQ5OVwGXBRRnx4wv60ZHVnA9aC8tF+SF/nUpIFRuzn1suCbu0hlSSU8AlxVq1lOwZkbSpQPtAJT2aiSgUOc4rVMVEyB3jEHnKF0QkHo2k5ylH2r7GlBp5vyMWDbpcEn1ETh1mcclKDtxygSVS4nAYbrlgJQd8LDlnz0BDzwLDkQV7HmKBKgsOD7DVq8cAcRU8zXlBP/RcmBZ3kstL67mg5TD05LKjEj0yjBAVMkcqUZJdx1LDz8dIPwYE8/WVEHx2DtvO40fPpfUnoCz0o2TbeZaiZusOXNYFZSEZp8R29BSpRqnEJzxHn1C1DZ5PeM6gfogHlkgEfkZlEDBIWiDU14T29ZyKgMSTcBRQX3M2/JiMZMGEYoaTjljOpheoZk3eZTTTSXUnSCieNAEjRvR0B/nkus4JpjuEGLFhT0JRkDF0p2mkwoY93WSRfmAyDX0uUHnC+I5uGhCdo57ukEWJFJaUHWka6bvPyItL1Kt/gxUS2xS4fmLKifDBPyMvn3LWPtBmd4o5GlkKS14+pa4F5viKIQRCnsfpTaEw5x9jp3tuvvoxgyiIdo2eHrjJL7Hf/29YCM+wOGctE1ZlXNT0qWEhPLas0ErS9e6xOSxrS1NVrM4uiPEFMUbSiSFny5LV2Q34zN1wg293pLBH6gK3vOGy0tQycl3Mco8uSgqRuC4CtUx4q7+V49juD1j1TeyFApwbgN+ThixnfHtL//pz9OErisPcbOX9V+TjC8ThBUyH3/FkYm6oVh/Ok6zNx7D+dH48/97cfJWrv/00/y/U+4bsD7y+S7j/ndDYb6mHfmL08TGuSCZBP81crU/PG1LOvxUau+sdk48833bfyKSUYkZvrGuLDxF3imOq6rl52o+BpbGoSjyuOmsz0/lTmkPN5ayWRyggZSY/Ozh/8sUD3RROmplMs9f8Fz+4JItMSJkvb1v6lKml4LPrJVlkhlRgCk0xvcH4gEczFefzcatoKks+uQyRGSEsxira0SOVYBz9oyC+LA3t5DkzkkJArT3geZjg5QH+p3/9nMOUmFGc70oRuawFTzYLYkyMLpCFIKWEkoaYE3f6kqOf8RElHT2ae3XFQl8SSBRWo7IiSYUxCi3AkXjTjkw+k5zn7VhRCsmbduT7S0WyF8jkiCmA1LPbTCgqd0eOnkLO7VGQiRwFlbsjSgFJ8cJdnGaK87oSKchJsVETjkCfJFkGNmoG714WgftijU0d5ez/wxVrLgu47/asOcxr78dJD4S4Z7Nawe4FvjuQTrz6pijZrFa4okSPDTofETg0liQaTFGScbzmKRUPJ62U4sBTNA7XfEjd/wwxtsiQKJHkssQ136fa/5KIpSCc1q7zulcCxcmluMsNPs1r8Q2Owh3oQia7QGPUSVcYSS7Qhczu2HOtjwTvIEApYGE8u+OSs7NrrHmBe/gShwMsdn1Dq68px3/FhkBPnI0gBDZk8niPpybx6mQ6mJuuiMZT45aX5NcFIxMyBxISQYFYXlLstxgGMrO7VgBLIt5t2SyXOCKJI/pkBmhYYE3CTQekAO8HcpoxNMYWpOmA1Ym182QGLLPft6Ii6sQoSqzUVOObx+m1NysmUdLkDlWvEVOLZAIEol5D7lBaU6yvGbuO0QlQFWXTkPWsJWyDYk3LJZ4Rwy5cs9QV5WqBWl9T3P4M0XfkokFc/AizuiQ/f0OzOmdxfIlyd8RTExdSYlEVjMOR7ZtXJNchbcPZ1RMW1ZKjSzSrCzATPgaM0jRVgQsZ02w4G/cM25eE4NDaUq2fYpoNen9Pmwpy84RCS4aQGFPmiUjgj9RlRV0UvHM3SfBH4GZ+c8izjELkt6FTsyN2Sgb/teQVoyWGv0fsRQyzKH77xazfepxuvRXMv8SEkd/JZqAMLJ7OzdZbsfzm01m3dfYprD4C/duzln/f631D9gdef1uA+LdxyOC3T9Z8iJi/sdOcw27n9UM3TVTWsH7rspwCq8pwmAJfvulQYs5+Ow6JfX/kk6uGRWkpjaI037Rpu5CYXMKlQFUq3jYQLgQmN0+87o4ZHxxCSHJOGClZlIpd73h239M5d8ruSzTWsnvqOB4df/VyP8NbjcF5z1+93HO9KKh0ZCECvapxp1ZuIQKJyLIoWNYDzs1oAInGWsGyKLg7TijgyVmDFIKUM+3gOPjAw+3Adpi47RXHwOPvMSvHQJJoGFmJkTqPWAFPVivK8yv+6st7XOZxspa6wIcXNa9Gyev4MQXDI8JhihU3o+S6Bl0vWfkjUhxIytCbJVLA6DMhhlNKwSnoPAZGb7DGsD2OhMmBSJATupCcmYr77S2FkuzykmOegbkb5Rm3txyHRIwNUSqElWSXGGNEDYm6AZ89VU5oGQhJMIpMoWcNYTSJN2nDNkmsSVzJiVVlSbQIJBU9hnGO86HmjJYnC8XhhBOwJ1yGLEueLBTb1Tnr3a8ZqAj6HBEG1vkBufqM8eErHIpMjWfWkA0orPP49ZqGgWWxw4iMz4KWDZNdc15oShdoaB+nRB1LKDQhOw5RgxJUWhFi5hA16+w4eM2mUvQRfEoYJait4uA1yu8p8oiqSkRWZBHRfkT5PTIJXHsAF04OzADtgeJqYj29ZktDyUgpEj5btpSsp9dIDGpWOAISSTw9N9wfEgrNCksBDMAeTTwk5Ogo2OMxcPKYGnrieMakOiQdM7FPI0+//dR3SLFjcpECh0mzPnByGjvsqLMHOmoSmjkxYaCjzp4xKWwKSGWQbzXsKRCSoswTIwpbNKjTBx/HfDynkX39ASt1S5EmJllwKK5ZpxGRPAsZcIsnRFUS48jilIZQpZ7QvUHbAlXVxBiJ3Ruq1FOP9+SiAPsZUinE24nWeE9KgXT7l1TZIIqCHA+k23vS5r+ijxJy5NI4tI2EnBiypo/MJP4wgV3MTp+c5ufR07nMRW1JSFLKNHYGjXQus04jXlqGpB5d45WMGDcyuDmPtym+KS8ZXEBrw91uwFr7bsNwHHiy+b8xeNz1c3N1QkLE7RfE7ZeIwzNU+wLR3SLyd0NR31YyDWn5lLD4kLCYJ1yLmx+8m24tbpg/Zf//r943ZH/g9XcJEAfeBX6H2VovmPMflVS4yfNy29O5SGMVV8uCxWmi1RSaw+A5DHOW5aoy86SrGzkMnq+ZM+dopW7kk7Oa4+h/Y7JWW0VdKLqHgHLyEbgac+KT81mEr5RES3k6pyQLaKzkp8/3jMmjtTrFswjG5Pn3rw682vWImFgsCwqtmTQc2olXu56PLzyvR0/QNQgNOTCOPZ9mz9XK8PkbODpPTBIlExttuVoZ9oPl2f2Rh26YY36cYwyC8XlPSPMN8l1lFjrz8drS+Hv08MAoLFkKRMpUOIT3iAAuBNbKURnN4AL7YBFhnrDds8JSn4jtEocmHeB7Tyx9fI2P8ZQ/GKhlS2M3lHZeUwqVkSITRcanTGkFQlti+4ZDP5DyPH1c1xXi6oLOObpuBDlRCknMiW7KlFVJl0pitnxqblkwcdQFX7hrVCq5UGB8R5OOGDFvYqVcoBVUZ1d8+eI5uImiLMjjRGsTH5xdkV/9JRGPY8mIRhGoGFHKIbodIgWcachijg4tUkB0O3R1wWAapE+QZoFvNA22umAfnrNJ96RTHqBkYpnu2YUnlNMWSPSpRClJTAmhEuW05YOlom873GkRGhkp6ThfKn46lhi14ybfUkXHkC2v1TVenjFkzUGUBN+RUyBKTdANImvOpOcXUc1v0GIG0I1R8UR6ivYZz8dIyDU5zb+fHiOX7TNEDGg6egw5lwgclg4Rayr+A3tv1iNJmp3pPd9qi28RkftSVd3VTQ5BgiI4GC0XAwn6C/qRuteFAEEXAwgYbYCkYUNDiBSru7oqKysjMzZfbP1WXXyWUXsPVRI5w+46QCLDLMI93MzD7Tt2znueVxCKAygVnhmYCwKXON6hSYxYPAWOIkjE8Y6Afz83iiYQlupbwNP3I+ul6ilJy0yypO9HKj3QsCejSdIgUqBhzzg/ZGsyepzx2OK0gKNlxpqIrBVKFJiykpIQEkoWNM1q1aKu/xYpIkbKkshmRf3kOXHqOJ8uS13ItOjgOZ8u0WfnNO6A3K5IN58hQ0/SK+SDj0jugLnt2YSBkVwI+MAmDJjbT2nznjF2WLdH+4lgapw9o8l7hsM1EcVagVIzERiTYjhck6rH6PmAMAqWY9fzgbQ6w3dXnLJFrTbYRZ5x8jOb7oqJLZXqiq0ZstiamcxEi1eWU9+hdIXVmhgCJzezWa0JCYTIDONXVbDaFkgssmZbz4QUcQE0kbqWBPnNyvsPXefH2ROHO8zpFXX3Bfr4+XeBp+PdN9cQvk05/Fq0D0t1a/vyK/3W+c/K52L9ErM6v9dvuZCQIrM+/w+ktfoPHD8lZH/g8WOE+8Bi+B2/gakYXcR5zydXHbVWrGvD5AKfXHX8Zz9/wOgTPmbW9VfG4z5mRp/opkhIER9AqkyKAqOhmyIZ+PJuoDZlqnNykS/vBn7xZENjJBerin4KjC5gpWBXF1uadWVRFAyHTxkjBRdry7qyvLkbMFIjCg0DgyQLWRJJn3h01vL6bmCKA7VSvDhv6X3CysxJnZGGESk8KUtkc4aVmUkKZh+wRmGFwuXI7AODj7y6G/ni4Di5TEjvJ32+SnqNTKxUYmMFjQxolfiLx5bDTWQ/Jeo8FJJGBiEkVmVinvmgDdyNmf1chhA+aAMxz9zN1T2RXQOJhCRzN1dcWLhzHcKu0KYi+BnlOi4sXLQVt5VjcAkvEinDtjJctBVTd6SbE639CrfQzYmpO3ITViT3W86ZMSLhs+RIxU14ASbyy/qSkDIDFkHZ/tS8QM5vOZMdNo9YXW4EjIRhvuE6/DFH+5Q6XhXTbqU42qdchx0PNlvi8AU1e8wyhyjQqM2Ww/EOIz27uiYqhYoRxcTheIdA07cfce7eUOeRSTTc2WcFpZoEUioU89LEdmRpmJJgO33GEYVUFg1kBQnFdvqMs12DkZqcjsABEAi5ZdUo4iD5S34NIpGpOBcHnnPi0/QcAVwPifP2jMYqJhe5HmbO1vBwY3h1J5hiQEhNToFaCh5uDP76C2L01DJRSc0cA3OU+O6KTrbUjGhm5JKKaxKdbKk4ck7GwXtoCedkEkfy6QQkPJmMJLxPrk4nMnkhlyXSUrUtf02ZAYHGLsbw72tupuwPGY1D0aNTSQYjhhgyRicEDS1HNKcFGrJFisRaJpKt8T4w51IhM0YjZWJbW2o1Mk4TOZcWcFPX2NoyGollLprCnBEUJlc2klW4Zb77NZqEsBU5OdLdr2mshv4W4gjOlRZgTmAt9G8wMlPf/R2zaRHVBj2fWPVXxPMnuH7Pql0VE3RfJiJXq3N8v2dTnzNaQ06CFDMZhbGSRnjGcUCZ1Te7EqZiHHtkdcHtUNMIh154YrehYtNqRrYoHVAiQXQoIUDXjGpLzonjWODaRhd7ucPg2dSKIAz1+hz8e39MC6bF5SVlShFOb0qSdQ88/Zx0eIXcf8Hm9CUijH+/BUVq0uoJafuCvHtJ3n5AOvuQsP0Idi9ZP/45mB9IBI8TOaR76UnRGINWfzgA258Ssj/w+DHCfWAhi6tvkfUVN91MazQuJPbDjBaS1ujiN1lpQHzjMTFlQozMISJQbNqvEsPZZeYQ6SbPejE07zuPUZJ1begmT1tpKqNotFzAm4kkBG2lGXwg5cyutfeVkpQzgw9kBIdhQsuvEsqQItWmISt4dXXCGsOussQYeHV74uOnO05BQPD03pNzRgjBxmhOQXB38uzWNcPsuD557kbP3RD4H3796+/M/miRWVvJnzzbsRU91/uOwGJ9kiQamJJCL1gQAmAFyWeSBq0lJMccBUopEBKVYY4CkxxSgQyBDcNXhtesSApq6VGbx4zDidFNKJVZbx5TS8+uNbS1JuYicK6EoK01u9bQnS5Zbbd4FC4mZCVZEelOdwRZsfIdMU2I5e69kZ5eVjyxHc0cS2eYTJa5TOPaDnO6Yqd7sq7IaGoVaOjx/RWvB5AioXLGKCBkpEi8HuDxag3YJXUqtZkKg1qt6eZEVGuMFrRkvDb4oOnmRE4j53Jk0luGReJ+LkdyGmkE3PCICw5URGZW3LKjEaBSj+RAyAm1GHNrIbFJYVNG0rOiwxJwaHoUOg08lxJLXgApfvk/81ze0RrJeWsgZZyPkDLnraE1kq7d8dGuxwW/vHtgtUG3O/p55Jk+MccELqKl4kJLptkwiQteohdXzVIZHdhwIy4wHPAsYOEyHrI4ShxQzKg8sBLvDZcyfRYoMeNRrIGMIS3VLLUgSjo0KxINYam6Cbpl/wUzkve139IizYBmBg/NAtPV6CV5Gui8p5KJvWnQDAVyqjSzaTiTCTkfEPUGbS/IUiJSQkiPnA/UGlK7QXVvUaFUHOX6CVLDOp3wxy8QolTMQ0rInFg/eo4fjxy7Ey4J8gLG9W5mqxua6JjWF6gMIjuyrUlVTRN7fBww0w3a1gWTEBNhvCLVD9jYDEaT5g6RE1lIpFmzsZkgK6wfgFQArVKjkDhZURvFAUUwG6Qu1cHkA7VRBLHF5rhUdvNyLbU4+16g/gNT6mkiH1+jj18g9p8hD5/B4RX1cYGddpffS5f/vnvyrBvS5jnqbKlunX30lX5r9xI2z9gvieG3w4UE5oe1XY0pa5AP6R5v1FiFVf/4047/vuKnhOwPPH6McB9YLuffjeMUuFjVTD4Rc0IJuYj2A8/OFP3sGVy4V0lZJVhVhtZqrk4DxyGRVUZEgbWSJ7aln2OBvmYwstDzXUwwQ11ptnXFcXb4mFBKsq0sdaW5PjlqrRHqvWxfkGPmNEfOm4ov7gaESSgUMRebpfOmQk0w+rJ4tFIxe8/kI1ujeesqQveOEBqSMUjn8fEdf333mE9PN3x2M3AzeOK35BJSwFonTA5YmViLyPMHhp8/qrk6JDbmDjfOlLQ0Y5sKlyu0XCoTApTMZFE0ZUJKTA5cd6WKJXUs13aR+fhB4MVq4HiYmJGLlQ9Fh7YaiLklCoHTW5IuPPAoIGZJbQrfPeeEyGWBSuSyIETwwaGiR4tE9hKvDForNumAVzUzJTGM0qKVZZMO/Ml65u0pcc7N0tBT3PGAP1nPnE49eZntE8uCXWHZ0PO2O7I9vAHKokWYsYc3HNsXpMqyp2FGoJZHVtScJ4u3G9T8hmkSnBYDeKsy3l4g5pHcvSH6tJh2z2QjEY9/zrapysTeQtwSzGyZkE3FTe/YuGtykvewcyETzuzQ/RXrdMNERW9WSD9xlm6Y+it+YWe+oKJmWEzJJRMVv7A3tLXl5U7w5aGnnyMrK3m+W9HWhna95nErSH5p42eQxtKu1xxUhR2vqbRFmBXZd2TnmNfP0GpPXqqiGkGZY05oFSkOiF+1ksrtEQhmqkqxnY9sF/itQ6NERa4UaTZlEIS0VMIKEiNhcDRsGBFE4mJYviHxioaG8b5mVvDGpfrWEAgZJP1yJSmPA4HIgWRq1u4K4QLaCILP5NyTzB9BCMx2Sz13mDzjhWayW6oQ0GFm9nuM1GitCEkQ/B4dZkTn2ISeqb+jkNME9eoc0d1wkIbx+I6AAqUhlrZs3r1Aq4BeP6JzpdZoCKytRCvJrmk43uxxukaqihRnCBO785dsTSYwcTJrslCIHMvnz2TGasN0+dfklAjCorNDSIl9+megNc/OW/b9zOACVgmenbdoKUs3I9So6RbcCLYhrp6j40C+ecXD4yvizW+Qh1eY0xfo/g3y+Bo5/r+gyzfnpZW4e8m0eo44/4i0+4h89gFp+wE057hYQN8/FFrGH9V1aawmLDfZXy8ONPYPJ035wznSn+IH43cJ938o1pXirvfEnO+TKyUEWgq62aOVQonyCexmz6rSKFk0a+8ngSATkkBJaK2knxw3vb83/36wMrR2zRwj+85TcsTyuG6Cs7WhVZKUEzktz5gyKSdaVfQXWktCTCAg57xUliKPdxWPDpbjHBhcmdx8tLI83lXMIfJ8a9nf3jEOe6SQPL84p9Ka6/2RN27Hjo5jn3k1r7j0D3HvTt85R62VPGwNf/p0S52O/N3lLUIZjKrx0XHdeR53B6y2dGNEpfxVK3CMXDwUuKSptWBIieDK8EGtJSFpfBRoHFYGalFapi5rhrjmZ5vEJ4e4OBoW0XRN4GebxK1XzP3AVuVl4CIx94Jbf0HnIymCNRopBSllUoTOR86ahvHyc3LVgrLk4KA/UT39kFW44wvRgNm8n/KHHHgZ7qjTHZYregwDFkXkA67YpYeMuuI0nTAZlEkELzgJWNUV6+lLRiS22ZKVxquAGyfW05e8CYJDMtj41aK9V4apFzz9+AGfXb6mSR21hCnBUa756MUDju/+lmsPTzjRcGRE8NbveD7esT4/Y9p7ajJGePzyd1qfn/F2eEubAklqMBqVAzIFBpER/lSwEMJhhMML8Fki/IlNa3jOWxLTPfhWUrNRLWur+JsvD3SuWHMf5kjcD/yLswtSlfncVNyO8d4z9mFb8bDKHCtNJ2vW/lT8FZOkUxvWlabpTzR4PBqPBgItnqecKDZJ34wyCjOxkp4nDDgknhpF2Q7SYxDfqZZIwCA4xzFgae7NphQjlnMc60ag+mmp05Xv1kRMIxi6joxFMcFC+o9U2NwzuZE6B7CFbi9ELFpNN+LlBev5tnhlIlDMrGeH3zxDhol66ggJYjGLoI4gwoRze9J0pGo2RYA/z8TpSO7ecFN/jM4GGwZ0SoQocbplcJp185TL/h1WOarsmUXLZbY8rR5z3jT07UPc3IMfiUJh24esmwakRkrFWgmyNoiQkFmB1GiReDNL/OmAzjNBVJjNOR+IVGRjWbCpTRmWEgndv6XqXlMdPsV9+StU/w7Vv0Wc3iD7twg//L2u2VlIYvuYuHpC3jzDPPol6sHHS3Xrw6Lrsl9ptdzocM4Rpp4YPMpltJyx9nevFT+26/JjiwO/T/FTQvZT/KgobLCZnEsilnImi8zZ2vLqesBqVUj9IeJC5PGmUKln77nr/b04/3xlAMPJJaYQ2TXmfhJoCpGTS+yaMg3a2jK16FyZHrrIBp/yQuYGqQQ5wuwDPmWs0bh+op8yk4vUVrFqBNZUnLeZ3aZimcZHCtitK85bw2/eTuzkwIOnG6Q0pOSZXM9vbwxf3gy8Hdb08ew756Q1kloLVgbOVhWGiDWGf/6zHf/mb69wUaKIZTorR2KUdNPIeSPoo2YI9h7J3+pEg2fOmau4Qsq0+EBK+ij5MGf2Y+SP2gMqLFUUCVEb9uOOX1aZdZ1p4ohe6PhKadYqc4oGIwIhCCKCHBJGlv2H3rOqFVZppCy4NBcDh97z8qylqzcoWTz1ZqWI9YZ123KnDDEljvNYdHUisa0UUhnGqcMyM2FJVMuSPTNOHWP9hG14jSk1GYIpFkFd/YRHqudzFKdhQItAyBojDI9Uz2+uA9k1aLFBxURMkhADN9cjP1OKutJE19CXEhC11dRK8WZ/zVMmJnb0SqNj4CkT/f6ax88fIjdr3OlIzrmQzTcbmkqSQuTGPsC4GesCLtV4W6FCpM0BQUTmEe3CQgBr0DnQ+8Rj3jKzJtkW6QYq3jL5j5ic53iaqMVApWEOcJxbJuepYse7PqC0Yms0c8686wN/FDvOa5B1g5crZmVJ0bFNiV0NG+6YKHbf2miCL6nOI+6Wetl3Q5B5onr8MgBSWpYWj+SJ6sn09wtFXjwwNZDpOdMXVMEsM8EFp1tjEDrSRE8AFAVEK5dXYKNjnGcSAYFaILWibM8zKkwlsY8zUmQQmqgrVJgKwNhNCKXIQiOyB1f2B99TK4dJHpUlkQTKMPke5yeUaQm6Wsw/K0QGN0046bBkRJ4QodzySRqcc1w++0+wb3+DpJhxyzhio+Py7L9kIzLbsx3MlhwdQlmoGoIwBGGx7Q5195tix2PXxPOPGYVl2r/DhYioVohcYYdr9OVvCVf/YxnYufoN6+4LTPcG2b9DpK/wFL9rwc6qIm2fk7cvSZsXhO0H2IcfM9szXP0QZ7aEJNBaoW2DsRXb84c/+HyayM3+GmMqbFXjnGfcX/Pk8ZPf8Sr+vyVWP6Y48PsUPyVkP8WPihATDzc1PsR77IXRinfHiU1tOAyO4xywAnatpTKabg58et1xeZgJKaOl4OmuYtNY9t3M+cpCEmQJlSrz7vtu5uV5S1tJvrgb6GfPqjK8PK9BCg6TRwlJ0qmUybVACclh8qyt4vXNRBaZxhjuxon9IPiTxzsGF1ECHmzre3skkTNZSrbS85nLHI+efUic5kwXNJkevqGKSWyk41x7/vhRzT/75S/43z+95TQFUsh4IahN0dtNXtBqyZwzMScEglYLJi8Y5YxHFsE+pT3lkYzzzCgkKkUaWbRgWkjG1DIKyZn2iFMxM06iQEctmTPjEULyWE/coQoWQEXO9YQQ5yTv6NWW5I5oNxKkQTZbGu+QovDaj4O7r8xsK10mnZqKp8+ecvP2kn6asKbi0bOnrJuKy7Qj979hm2akUSQXyaHiMv2Casg4Nqw5suGWGc01W+yQidstVWdhEY5LJBWWQ7VFJseGGyZRkApWzNRESC2XoeIpkjN5SyUjs1TcxDMuQ0XyHZvVimwlMiWSlAjTkHwHfkIx84B36JgISCZ24CeIjhgkSmiMSvgoiUFCdEw01PEGy0gjivoqRc2kG6QSNNwADokqr5GBUX1EmEciayw90h1JKCJrwjzy5tDz0bqn6ybCnFhJyZN15s2hpe0mzsItc8zCFXEAACAASURBVH9DDB6rDdXqAftuw7ZSiF1Lf3dLmm+RqmZ1fsGmUtQ6Y2VEpgPaewKGJNconWl/4LPcArsqM3WCitO95nDmjLrKqK4w3kp1LS4pGSg8tY7YcKKhu9esjawROuLjjCEAAyyteGjxcSZlTY1bWqYlBZSAz5pKRYg9Vfd2aZEapvUTKhWxKnFQlur2cyyOGct88SE7lfDuBElipEIKj5QGnyTKnfD1jtjd0Nx9jhCenA1j+4hU7TBxBnfARYGXkpwSIh8wceZoLqilobr5v7F5Qoqa+cGfMZkLgpmQYSKhSPU5ypftYFYQEvbq/4L5iJzuEOMd+tf/PVlZuP0tf9S/xUy3yHn/nUT5B+tIdl2QD5unsH0G66eFx7V9Bj//zwmyZjxeEfyMNhXN7jG6WXP35WcMQ4+fM1kqhPeY2dG2Kzh/WDAc7r3gXxUzcmUIU8921eJT0X9prWhsS5h6aH43MuMfIrH6nRT/35P4KSH7KX5UhFRagKfp69WuIpbVSlJbXcTOUqBVmcj65O2J13cju7aiWSyMXt+NtPZEzJltVUbuU0xIJYuHY854H3l7mDlbDM3HuWyvK4NzsUyZ+VxGpXMimYRzkUkmHm9qppiIMbNrKmol2c+hAGJd4l03ltafTLTW8j99csO//Xzgs4Mm5PcaiK+0EGc2sY5HLpRjt9boaSAlx+P2A+56j9SKFw8slTHM3tPNkZvTjJcWmW7ZEe+ZaC4rvNxy3U+QErWV5XsqkWPiug/onLgwJ3RyKKAS0JgI8ZwPmpH/I1ZIFFpbgnekGPnnduToDUMQnEt335YcgqZJBsVMd+pKhcGsyX5CnDqenLe0VvPrN3foOKFlxs2Cy6nmz88eUanMfjyxOb9Aa00IgTCeqDYtXw6GTS5JZ6UFc5YMUfDlYGi95oGfyEYSqYqSyE+8RbPWgVE/pIoDWkRCVsyqpdaBG1dhmanQC1jBkQnsc0Um0NJjRSiaO5Fp6Yto3HXI6Y793Q3ROZS1nJ0/QLsWmSMtb2kImPvZwIkhP2McR+R4g8GjQqnb+HFmHEfmJPkgXvJQHQr0FMl13PFJ+hDCiKJHwJJaeDIewoiUFR2SLRolLSklOiRGRvzphjT2VLamVoocI37okVlydXuLOrwqjWbdYsKMOrziqt3w85XFHy7R0aGMIvoOf3DY5x9hrGGVrktrVFlUdJh0jbMf/87Ps1GSHZcI5qVilchMDOpDLOl7W52WREwzZxSCusQicVQcuU0zTBPwvp0mYUlUmSY8ZoH2+sX1obgmeDJbf0SeXuGqM1KzIY8nNqdXpIvn5P4a093i2guCqklxwnS35P6aWiTUfCzEBC2RwWMzKJEY7Iq6vyQmQbYVwgVsf8nw7M9p5gNDrBC2QRlJ9InsRtp8YHPzK1QccA//HG9rsptQoWNz8yvy9p8xR0M9vcPeXSGGGxhusH/9X6O6t8juEhHn75zr70tlMoJQnRX7nu3zMp24+4C8fUnePGVaPeeCJWmyX5tSdNOSRK0why8wtoL2rPg6dl+Cesk4DQxzKO4BUhCFZphGhBxKMjYdikZTm/L80wHqHSEGKltRfeu1OvfdY/qHjn8XwPz3JX5KyH6KHxUuxGKnYzStVfiQeH034HzA+URrDWrxcHM+kmLizX6krQzVou6stKStDG/2I0+2lt/cDOyspW4t0xTZO8fHD1rmmJBCcHkc8TFilGJXG+aYcDkz+0xjVfG9i6ngN3ImzJGzlQUhUEIUW5GcmebA9Wnmi8PEzcmxnyPHMTB+g71WkjAjYVfBRZX5yxcr2tzx+jIW0X4MYC1GNhijOIbIppb0U+RuCFRKsKklY4g83NRcvRX0LqNsJDoQVvDRpuazG49VCaU0UlekMBMJdCieMQGOWRZLGmSkwQETK6O50BNtOFL7IpYf9JaV2XIUFZoIqSO795jaDdgK4TwJCEKgUiIKgc4gnEeKgJqPRW20cNaqcESKc6CATV2MZJ8RuczcAUQ34uo1Yrgj+hmHxbVrohu5peIZnjFV9LJCphnLzC0VH1TwLoj3plCEnBmC4HEFr6eGSu6oUpkCjChmuWNKDS/Ua2rv2Yc1QlbkMNMw8UId8WNPf/kJq6qlPmuZhoH+8hM2qzPO6GhwVCQW/CaQOKPDjYo1PZq0uDImJI5uLHT3Z+aWHAUxaXQOPDO37NkjxzsiLaZ4CSCQBGrkeIdvz9nQFzl8FiQEG3pOWdCkmc8drCk2NyllOgcfVjP77o7jLLHSYeJESJKrJNl2d3gCcxBMqUJ4QU6aOoDve1Y5EAisuLmvAA7s0Dl879QclFRJ556WE3LReyVCSZJyT026ZwO+jwzUJIS7/Fqy5u6/bt0l6htpXLz/SrkeuEDwHqBcDM3FUn02qUdsHpKEJCeHrizaPiSnntDdFH2qVAhcqfgoRexuMCKBzBBTMeNMCaEkWiTa6AnCIhTFFUGVulQbPUEZ7HoDYUaFGSk1rDdoqXhw/b8xhpE2Hqj6PWrao6Zb6tf/Dfp/GRF/T7PqLEoVTbQXDJuPmNQaVk9Iq0e46gGDOaN+8IKzxx+Spf2uID65kjT1VxB8SZ6ChxygPof+pryTcQLfLzRdBf1N8QtVseA8UJDL8FNEl8qY/KatUnkrB7Qq09JKf5UmxBDQ6h8/bfh3Acx/X+KnhOyn+FEx+0DOZRpx8Iv9UIYxJKyRTC7ip5I81VYScgFNKiSv78aF6K+4aA2QeHmx5sv9zG+uTkwxUyvBi4uWlxdr3h1H9sPM4BNCFhhqTomLtaGSitqUpSYu/pC1kVRSoY3kOI1cHx1TiGghmFPi7cnzV6/uuO3Dd1Q1SsKjlaFmYqthXWtyimiVMNUaGQK7zYohFi9HSaBVIHXNSmt+e9XhfEQozRAD/az4s2cNozsiSWgxUcXALDQBhckzdd1yOAzU4QjzguCUG87qlgduYp8Hfj6/o7Uzg6t4Wz3mTE0EsePPmxuup4pJt+zCxC/qG5x4hgoDiolxLliMGMFWEyoMdGpFoxKjH0mUi0BjKgYhcV3PujGIYST7DqENq7bBdT39dk1qzpiPR1ycsUqjt2f0LrEWHW7o6KmJbFB4qqFjveoY0Hwen/M4vqPlxIDic55TGU0tEw84cEBxyi2aiQccqGXC6oBJMzsONDhGLHepxurAB2eKy6uaB/GA8UUsf1Q7fnmmGIdrKmuZg6Q7zlgklbWMwzXnamCzJLRimbZrqdFq4DCwJGs9lohDMbNiGA78jGucaok5oxJEqVFK8DM+R7gRjSOjiOhlis/h3Ig+W1GWixGZ1cLxsmi7Yr02cJh4sx/IQiJyYlMLdmvDq2kkxMg2HqlVYIqagS1hGnmbHKNsUHkuqZOUjLLi7bFn11+zpiuatqUGuKaj769ZluPvRAI23ZeohQb2XtElEGy6L5Ho78xUl+VQ0zB97/WhYUJ+p7ZSQhIwIpFzoZnJxT0gkDAiFdeJ9WPs8QtIM8iKvH2JEJpJSOo4oY+fI0QiZ0lYPWYSkq0WDMIgcMtRCbIwtFrQuwOu2tEePkMO5TnH7Uua7nO02bAd/g45HpBpQiWHyh752v2g7u4751DVpPqMtHpMuvgYmeFAQzBbUrUjmDVow6PtDvnhf8zh9SsI4/30t9IND8/OMFW1COK/NmkYA5u6AtkUUWf3FvoRTFNamNWmmGu7vhhwv7duqzZgV6j6DK0t3s8EPyOVoWk3ZG1LRUx/q0kqFQRPs9pwOpQJTbWgbGL0bHYP/l7n5P/P+LEA839q8VNC9lP8qJhDLuL7mJa5x7IdQmIIkf0YSDkhheSs0TxcV1ysLP/rp3fsGkNjNZMP/N27if/05+elbREz68awXsY202JifTd6jqPHxYRfMAYhSO5Gz64xbGbDafC4nDFCsGkNm0YzzY6/+uyO2yHytpv5cj/h4nc/wJUWNKqYdP/pky3na81v3yXcOND1y0h6Uyp1j9Yb3h0dUniUCOSsmITh5XpDh6abJhBioYgH3OSprOb27Z6HYs+gNFFV2Bg4E3vGU8vj1WOuwsToQStNiKDMxONacjbesnOvOLJhYo3E8ZF7hYhrRGrIWF60DsFItoopWURy+OGATDMrE6kkzBJiivjhGteu8H5izUyrJENMTD7jIgzjiSb2nLVxqVx45pgYRslxarjrI8puMbIUIu76iJaRVZ7YL5SqlchMOTKQOc8TWRdvync8RAsIGQKKRsPgPBnNGQ4lCy4kYRmc50PdI/mMgZqBcwQ9F3zGmf6AnQVtjkgz3dsVbRFcNM8YfCTaNbXvi+ciimDWBB9ZhyOSGQFLgy2TmVmHIyF7NrzD4rFoHAFLzxQfoxk5AZUu3piOjEOwZVySsBFDYWoFAp4ifa9FJMgVNvkF7aBwckUtIkmt2aojslEkqZEpsJZlv9KCD9NrHJqIwqaRDzlx0hccpoBICZUTuYwWk1LxdZWHLylnV97XnwJl/w/RnARgxtulUWmI95quhBlvSQtP7NtR9v9Qhcjx/SQrAI8WgSq7pUZpyGQqHEEEWF0gfv2viwRBSwgz4uYT+MW/RKaZ3F2RtEVJRUqR3F0hzz9kzIXNx3wCmShDizXxdIkdDjw5vUYJUDIg0y1y/xr2P/ASvxVR1USzJuqGJGt4/KeIl/+COO4RzRnUOwiuAHef/QXjzeeIy7/C2nVpMbqJOFxz2j7hSd3yrM2crq4JyaOlYbN9SVu3UK+px7cc9rfMMVMpwW69xtTnpb0YJ1g/Ll6NwZVt9RDmHk6XUK9BNxAdHC9h85TV7iX98Y5mtb1PrLx3rFZrkOkr7dj9G1u2ja3Y7B4w9iecm9FKs9k9KG3Rf+T4sQDzf2rxU0L2U/yoSDkRUi4TlssHJaTMMEdOLrKxGqUNMSTuRs8z59msKraNIsXMTCLFzLZRbFYVrw8jm0azbs09cFXkzOvDSD95rk8zWkpMpRimyDF5Hm4rXp61+NiRRCblzGEO/M27E3dD5N9+eeSm/+6Ccd4atMgokXm4NlRak0kMU2DKEUTN1RBRuUJXNWGeiEPkZ0Lz6KLl//ziin6WCF2Rg2dVJx5d7Li+nNi1bTH7RlApQ201kwv4fo9fOEdaShK6KI36PdKsaFKHMRmtIEjwaSa7HjneQWWo0CQMsk4oDIx3PHnygk+cIM1pmaiLyErwywrejR0mR+KiCsq5LLVy7Eg2YNLEjMDlXPhuTKQQqPIM7patThiV8VFwDJIqW47Z4H2HVhVaaXwqF/ZjXuGy4BkDgh6RBWsymbI/qYo1Yzn+98bqjMyqoveZWmmaNGJkIfx3UtP7zKN0yR0VDRHFgYggUnEeLgmm5Tl3HFnhhaXNji139NkTVYuZ3mC0REpd4KHTkbh6hMkewUhBo+qF0BaQ2XMWZxr65a8ko/A0OM7inr3e8ii8ZaYmYalx7Jjo9C9KpS1kNCN6QU1kGoS21DLiU7/UmzQJIPXUMrLXK7SteZh6ZBpJWhHkikGv2OqExdPkCSEMOXuSUAiduJoq1v0d2kqM0fgQSONA175cNHeRiFyUX4GKRFyS0O8LAQQCmukbgvK07Le/M+n6nVeJr30tv7adkClQjOYLf26xsUemALKG0FOgeyWZKWPUNZXrISfk3CFlLBPGJOTVv0GNt+jxshx5KjeKzMDl669exvcUVLKQJGGIQpGEIomK0FxgX/4l44f/Evfrf43WAmQFaSYkif6P/iu2KjFdfYaajqjwlpglsd6y8bfc6ZZVtSkOAOMIQiCrDb1uYTrQugPtxUPQGkIAd4DpgG8fMYVIWxk2S4VsChETEyb6wgmLrvxTugjwoy/nVry3fl/eVVHO+Xa9IqRMmAfSPIHSVOsztusVsGjGgHvAXgolwQSMrf69JGDfjh+L0vinFj8lZD/Fj4rGam5OA5VR1Ivty+wjScCu1mUMPpYW467WTCFTWfjFoy2/enXH8TSxrTV/8fQckeE0eGaf6F0kLq3NlVWcBk83BdrGkHLhjGlbrIlOo2dwnl+9OvDJu54vjzO3vf/ONddIwYO15dnW8ovHa/782Yb/+Tc3fPLulv1pWvwcM3UtWFcbBufIGfYTpHlCZljXMDjHkLbYZofPXdGQVRrbrBmSZg6+TCRKuUyRatZGMgdfQKtkLsSEVoqQI10uiVIabnhWz4wLTbZS0FhJGm5QSrGnoZmuqZapslN9zplSgGeYM4dUI1wmZ8NuzpQZzYRSjsZ7jAj4pHHGlHpE6glCE11CGkHygFWY1POsOaM77BmmxJw1SgQeWsm6eYyXFUlZrq/eEf2EMjXN2SOkrEihtKniws1PiGJXFMBh2NSwcXuMLHT42W44YRAxsopHoEymgmAVj8wxEd3IVhpimpfnVChpiPOIxNCzZsctJpfpvo4LpPecbzbsr3pSP6GMJvkApuZ8s8FlWKHQDEvqBIGGPsMunTBEBGGR+ycymm068fbsY87ufk3F/n7KMFIzbx6iuj2aiMYvU4W5MLZEJOFp6MlM96MJhpqER2RBUobO12UdjWCNQWTBC+v4XBjEMCBFQYnk1Y4PraNvGhrtWU+3aFfaOZ29IDWGhGBeoBXvj2/GLAnh94cAHN+dwpTLfvs1/dc3IyK+kXR9/TkDmdXXfudXP1eI/4mMwuIRSzXPLfvFcEVuLpDdF6hhX2Zv7Qr12/8OGQbkfEJm/83jmV/zQ5GRRFURUwEeF0ytJOg1+ewlm0d/zPHmU5inpWIkoapp0OTtB9hf/hfEL36FmPbk+gz78i/IQmPGN2xiz5g8LiW0lGxijxlvqDknbj5AT9f3NP5YP6SGoveq1oX5dc+W6aG/YayeoGx7r9tSACEw9ieMlcV26NvWQ8GDMrB7DtMJ/FjskXbPy9lWxV5uxBFiqcI3q2oRw8uSfLmhPI9UZVv9h5Xo/KEwyn5KyH6KHxVaCh5tawbn74nS26bm06sTlVHc9QEXA1ZpzlcaBJxGxydvOx6tal5cSNyc+ORtR6UFPiau+rlYZSwJzVU/UxlZRqiFwFpNJvL26PnNVce7zvH6X33KHL65KAgBH5w1PNlYrBRcrDVaqaLX8Il+jmwqzTxn5gBSZ1IAMWc2lebLu57Rg1LFSSDGzOhh3zuu9iNCWTa7C7QoiVVOlP1CczN0hcGmSjvlZvA82DQ0qx1p/ByRA9IXe5YVmmb1CDnfEeICz1y0RDJ6TOw4hop2+vXiECiJTLTTO47mIacDtNzySM5oaQjJ01Px6eEFUhoeTNdUTIisyCkyx5pT9ZQ8D6QsqatFUF1J5iTJ88ADNTKqirpe8PDCokTmgRp5l2YOxyNZrZDVjhAC7njkYrvCigG/wEH1wnr3JKwYkNGTiLT2vam1YSQi48xag6JDAVJUyDwRgbUOTCO06Y6ZDYmqaI/SHUPcUeUJTbc09PKi2+oIeaIxMOuKefLMKSCyomkqGgPOwzkzCoEsykckM3ceoEPhF4m5WnRYGZ87hGwYsTSE4uxAZMQiZEPlb7GMZAwBCzgsI5W/ZX860BDRSPQ9OCIynw7oOJAQNLVFpEiWCo9Ax6EwzcLMWO+QypCipwkzMo88EzM+jwQMmUhE0eSRrdiTaWgXXZdELYliZP+9s31fheT7J+fkYk71fSGW3/59i0gkAi2a2/uffl+eijSUZqJfnAMiEljjgUvsp/8tMn/LysdNP1iQS0KRzYoQMzHOCxNNLhU+g1i/IDUXhJvXyErfDxslF9CiYhxv0NMNSq/BVOADcbphHLZo35OnA+bRRyA/hhSJ0wFR78B1mMNrjNEgTalUHW6gWbHZPuTu9ljAu1KRE4ThyPn5g3IemrOSqEVfRPXNGYSJEAOWBMe3pSWpLaq+KOZZsvnB9iLVDvavS6UtLglaBs5eQPQYf8LUeqnyRfCnIphVpvxrdt9/cv8Dij8ERtlPCdnvUfxYTsvvetwPfU8rhVaZxmgaUy62WknaSnF1dOxWltpWTC5y2zku1pbbbsbHgGxK2y7ojJ8CpylgdLEuJi93bTmVbQFIwd9cdXx6NXB5nOndd+/Yd43mxa7hg/OGjy5qnp437PuZv3p1y2l0WKVxMZAEvIgNIZTq3bZVGF3hw4yPkRASnfOkWGzXpCzH5h10zjOGMvFZ9hfmWcqZMSTWlSo+lodIVhIRE22tWFeK9a7FXs+MCNKSsjTMbHctp6s9lxNkLZbBRoELsN0Krn3kTxkWlGqZ/Vsx8IWP6ONAubybcvePwQA3x4Hz2KEoAwIiQS7YVerYIeqHPJBXWNz9NKGTFqGfszaStraLW0K5eZdSsDaSSzeQhERIXS72UpNSIrmBNs10WCwTmpkEOCrWaSaKiYuwJ0RJMBa850LtSWbgXMDICknEqogLNQHFuRh4pR+Q+C2WO2qKgXiHZtYPaOcrzjmQlhRQETjnwO08occbhBScbRRtTgxCMQlR9hejqCXZKiDTjMIQl8bZhKBC8t5NYiIiqKYjHkNFRfnLLPWwajqi6UgINH5heEUCCk0HYzEbT0uVKiGBDOOBVgZ0mIriyxiSD2g8rWx51yesKibSKcXCmFOJqz7xVB04+ZGZDEKhcVTes8l3hKUSVZat8jlxcL//h6Li+2nvFQOK7/ocAijC0vz9bkTAWIF1pdKmyPcEP8mXPPlGkvf1r903NjMs5w2iWmHOP2Qa9iAM2JaQBFH+P+y9eZNc6Xnl93u3u+VaC4CqRgPdXCSK9mgZyRPjscPhr+Jv5//8CWxHeMLhsUaUaY1ESWyq1Y1GA4VCLbnf7d3mj/dmVWEpNIMKkiEST0RFVb5Zud3MvPfc85znHMnk9N+w+vKvUP4MyG+mEAUd3lo4PkZtXqKkBFOiY4PPBHF0jHM1AoULLdgMQvKTiy4wiR2b1QuQMk0m+pBaZbNH0NmkWWt70pdMpv1VZ6m0BpY0MUWgZbHjQCzTejmHZg35HYas20E5R4cef/XPqHiLPv3mEn30fciO7m8v9jWsv0ku1zpL99eu4MEPPzhJSTm714fsY/3m6yMg+x2pX9Wn5UO3A+69TkvoraO2aQelpKSKkUlhqG3SY9WdhSgYlZpJbni97jg9rHi97Lj0HZmSnB5WuACHueFkXPBq3bHpOi42HZfbnv9t+YoXy/adc/RCS358OuF4ZBgZOXidJebOuRTUXNee6COXu57Od+QKDkYZde3pvOd0PmKxtfTOoYXieF7QeU8IESGh60GqQPDpZDKEyMgozpo1cbNIYcMiQ0wOGM1PWNQWGzyNIwUKezDBs+s8n+WCK11w5K4Z68DWSVb6kONcsDYTMrVg4i4onaNBs1EHRDPB+IaXPOQJL5lyzZqC53yC8Q2a5sa7aQ+sUjJgg3Y1ikjF+sbos2aKdjWllhjWeNujRcRFwchkWP0p3hTMc3i97WlaQWkiD8scbwq89UwKQ1evCYP9SF5N8M6jZOSUnkCDJGIQTJDUMjJli5aWQ7eitJEmCtZyxpQtpRqRjRRda/FRIVVgVmQoFWlkQcchExYkCblhwwFBFpSuIZmN9oPEPqm+ytBg2y2H3Quc7XFKkXlPZTJse8xc9US/b6qmg31EUqke6zMgR9OhhtZliszOkHHLCVcUrG629YQZr+IWTSQfmKKkckusjyUSpSEOXnHRCISNBDxRGiSOSWVY9dBbj9GSSSaROFY2x1jN1F6gZEoiWJsHWJvzsP2GSENBi/ZpoCFQEHYLzNBSvVsKMN+hXtf3gK771vfgqhx+5PA4+3UB0D+/59HiG38FEoDrkTh9gBSKaNcEuuFdAigJ2SMePPmfyC7+kWZ3nXRvUjEZHWLyGc5kqA5gl4SYwwyxMxly9Agzfwrbi8EWIkNNT7GjR8TmjCArRGggtIDEywqRFRi3Y6KS6rAnWWhMlMC4XWKQlQHXctNzVkVady3V7BMq3wwtywrUUfrfg89h99dw/YyboNJyBgefU14/Z7M5B5OhdI53Hd4umEyPQT29v724ew2jhxBsmrLMx4m1270G/eTeScoP+ZB9BGW/+foIyH5H6lf1afnQ7SCdcHWdfcONv+kd1gc6F1Oc0RB11FkPQnA6LbncdXS9I880x6McowW5FlwsLJHEMEUEi23Pw0nG11db/q9fXPHPr3e82iQn/7ulBJxMCz47Kvn8sOT7x2P+4nsH/PTZNX/zbEGea8pc03SOq23Hp0cVq6bjuu4pc8PMaDrruK57Vk1qa7TOo7SEmIYTWpfCrbNC4i+h89zkMuYqrY+EJSxe0DmJKEfEZkfuXjD65Ii/W9XYxjETXZpsDNA3OS9WNT8er3k8ipw3R1xHRZ55HpeByq3ZdoFP1AVCWKQQmGiZSMey+5SHdsOcDVccczm00eZsiNYwyk5ZNpERzRCFHdlRcpApZLNkxGY44BnAM2KDY8mRaNn4jlL25ErS+YD1kSPRsqLibB2prSEAbQddiJweVYQYKNyWalTcnNkHuyXEGRrHmEsCGULlRN8huaTnCdJeceAXxCKjH2YbD+yCYK/IimPC5Yrc9wgtiS6A7ZDFD6mvAzPAMSEF60gUsO0CWjl6ctTAkQ3hRWjpUN0leb+iiB0FgjZEYp9Dd4mRHuM9OS17A9SOkig9tU9trogiDI3QBBYk8/qcKQtCkp4j8ExZ0NbnhBRLfdPoTOooCDjM9Jh4dU5kh7RhaIKWmOkxSuVIGk4mOXlm6HpL13UoldN4MHbFihIGNZiwKxoPu13HmDUScQMOAz27Xccjtu+cvKTA9u0H9x9vO/DtgZUhAS3Nm6Drl61w52dIBaPngD6bIPrng3t/KgdYfUQmIsruW52KvRIuIqGapinKbnfLSmmT1k1151HvDBGYCjV6SKzPEEXFvn0ahU7rRIL/BiX0MNUZCN4hyxPoG8zoANMswW1BF0lY3yehvo2RhgxHyosth0nvZHg2jBTDAN7264ndo1vfeooNrJRpL5iMJjQ+0vuAVhmTLMe0F8PmuKe9oKf1EQAAIABJREFU2CyhmCZAtme6pEnrB5/f3+r8LvbsY/1G6yMg+x2pX9WnxQUQIlI3t6CryHQ6yfOBzvk3GLKmdwSt6FxkVGi2rWXTBoySjAtDWAZshMNRjhoVeCKd8wiRMcoV31xuMDrxD19d7Hi5atl0gXX77pn4rND82ZMZf/Jkzo8ejsm0IsaYmBktsAGUkBxOc5wXdNYjZbqshGRnLYVKk1x97xECCpXWJ7lmsd4ypWNS5tR1x4KcHz2csGklAceMLuVHeklNTiklu9U5SpfkhU5TYuMRyjl2q3M2NZRhi+0tLekgV2aWTZ3hioZd55AuUA0nxbtO4lxD4WqUTCyjIcPS4wkUbkGRebLe0pDjkGg8GZYi88xKhV051szYe6JNqZmVinrRY3B0mBuVVYZFhR7jrnGqZew25Hi6qNjqCYW75nVj+KIuGLslJnqsUHxr56jGMB0pLnYplSHPNF1vaV1kWihc5tiQgJkK4DE4Sg4yR0dDZtTgQ9fhiUSjKGiQQqRpUnqMS4L/0Cdg6vGMWJPdzEMGDIJrPMKk2cGegGN/CI5Ik1O4JfgWR8ZGZwjXo2kp3BLhHCO2ODQCA/SM2GKdQ5ANVh9yMC2VSCKCjCmvcTQoUiKjwOIIzHgNaCwMrlsJjHWkSKB89giu/gpFi0ETB02Wnj1ClyXduuPnz69p+54iy/j89JCsLNGxpcUwYkMVBDWRHRN0bOmt5YiaaoiOT+FEBQtrUcPa3Uo6rVu/sH0MkrzzAwJzp634y9Se3Xo/6OKGt327PBtqO2d8A8bSq5AEbGfJq2x4VftnGwGHkBK7W7HpNihjyJTBe8um2zDZrTBmDx8z7kJIYwyjw1N2Vz9D9N0NVotZwejwlI2zqMJAW4PzEBWyqPD5YdKUvfq7JJQXEuIigZwnf4GVGRsXUN02pRYg2eRjJlmFURq21xD97UuwHUxOkx2F1CnM++67sn4FtsNkBeaucN+26bbfVbvLAVANNr7BD8MDVRokcP3tc9EZjI7SEMB97NnH+o3XR0D2O1Lf5dNynxYsxsC6cWRa3YCuVd0zKTTWe0C8wZ75IJLWynuuNj2r5jbzsLPhJqw7xR8pgg90PrBuLP/Plwt+dt7w7aJh0727oy6M5HiUcTxKWZVP5hU/PBnzvQcT1o1l3fRDTJNDyoxSKjIjmVYZ54uG2gYqIzmclGRGUuoMpXp2XTLtFHhGuUnrwXHktywby26b9DNHpUWFxLgc0LBF0nUaSeCABs2EztYUuaJpN8TgEVJRFGM6W8O2g37NjIZCBNooqfsStoJVBZs2aauE0MTo2LSwauFILqgxaOrhgK0IVBzJBVZW1GQ85owKS43hNUdYWaHLGXleUXW7ATwE8nyELmd0wmCRjKlvpgJrcjphGLeXPOWcoAEUpe44pGbVjvhq0dG2HbbtBgik8UXHV4uO//nRId4H1pcXNIsak1UcHj/gYFyxyTKULghui4g+TVnqApNlQxs1oulgaGc6MjIE3eYaTY8YhP3pMDym21xzLEcDmOxJDInBk3Esa7ZyypQlE7vGSIENkY2ZspZT5m7HJhhU6DChxgVFJzMmrsfEFodO4JQ00dtjMLElZzxov9LzjAQc+dCCrClgYOQ63LBNW2oiBXcOg0T2gEfhujUFfsh6TDvcBkPbrWm85tnzryl25xxKR91onrlHHB//d+Ruy4h6cP+PVAgMip3bMhUNI9aDzUaa3BzRMxUN+0zIt1uIIxyGO+3Ed+rdE7cBBt0whW+Drv3f95nNvg+MQXJGk7F7ixsbZImxI5cGiyHB872WypDLSLN5gVIjlG+GyCoNakSzecGcwFoUEPvhVRoQGXMCxijIDM1qdcMOjcZzKqNYy4jIZyBy9l8WkRVEGaHrYPt6aDsOO7duA11Hg0EFh8pL0AblLISU+GEQqT0pk9UNbhDwI6C5oq53bLuOzkVyLRjnORURqkNYvUjgal/K3IK3vk7gyneg8gSqsiq59S++gWIOeQldA+0SZk/S7bwdTGN9YunEdHgzVAJ8rr+9TmegstvbfdSX/cbqIyD7HakP+bR8l07s3V10uqyVonfhBuj5oY2olaLe9Ty72jAtcialoek8z6425ErycFbyet3yxcs1X15s+fqq5suLHfYtU1YtBSfTnM+PKj6dlxQa5uOcKlO0NrBrLRfrnj98JPin8xWrncMJ0BFmI82///4DjJKcLxoKrZlVmq53nC8answrRoVkvavpQrwBZN5ZRidTrs4vcK4F9E1+nXMt6+UFto+Y2HDCkhGWHYYuzrHNll5G/OYCnY0RWUb0Hr+5oM8fULg1ijWejDqmqcAJa4wTvNxlbL1GSktGn/y5guHlDp5KS841Gn9zGHK05DLnFZpP2aAJeAyawCEbrvmUrTCsbMkxNYXuaZ3h0pYYkVgxgSOnp8TSYGhQeBRF21BQo4bZv4DD4+jahuV6hdycE6MnCoixR9qO5eiIUfaYbdhSzDOMLLAhQNgyyqbsfEHpVhjaG82adZ6d/yETUxFtg4Ubw1VoKEyFvzqjYItHYElO9pot3dUZ8+oxhmWaWETSEcgpsaphd33Nab9GGI8SCic9o37N2fUF9skRVaiTE7xQyNgjgsNmJSMpMCHlXwoiapiNtFIQwj72aDSYvSZ1VqDH0nC3gaOHnw0NZphgdKT4nzgonwQCff4FI5YDUMtQ9IxY4s6/4Ivnr5jsvmGkFUprcufY7b7hq+efMvIrcnYpgkllBJ8SBJS74iQ8Y8xm0IaJIR+g4/P+Pw46tl+u7oKsmhJD8w7oWvKAA17fex/3ATJPspvQ7xkm8EjkAMDvVgKQW7Tbm3aUt5oBLNr1tF1D5tYJ4GiVQFm09N0hRqTEiQaTfMuioERiBLD4lqq+pBpP07SO7aG+hMW3GL/FmhEqyNQA1gpvSozfQi2TLrRrcXg0ijIvMfUVrnhAVh0nYX9wkBUomdEHP7T8DmHzEnZtsqqYfAJ9Te0FV6s1phhRFRprHVfLFcRIdfQULr9Iz2+P7k0G5RH0NfbyK5quxwmJjhvKZo05/h5kJRz/AHaLxHrJLF3OyqQJC31qQe6HAXyX1k2VAGAMtwMGQsLh5x/1Zb+F+gjIfkfqQz4t66a/VycmhGRWDVFHLqCkYFaZpDM16X+tCzfXlZkiU4JNa6kyzbKxXKwbPIK2t/yXF2vO1h2/eL1j273bhjweZXx+XPEHD8c8PShxPjCvDKvGsussTevZ1g4lBVKCC4GrTcvrdU9mJJVWdM7zet1ztWmRUlAaBSLiQkTISGkUUgpEELQRhBdkucF2gVaACILl8oK11WSFHKQdknWrWS4vCDHyKLxghEPngnkX2YUNbheQsxOcC0SZAK53luACUpeM2XA1zBkOc6eUwJgNF+0jJqpntG8zCdipyEWr+W/Ghvl2wTVj2kFU/og1Ln9Kvk2txyUzelLY9oQdOT1tD8chOcsrIchoOQ6vafvvYYTgEYvBLiPl/uW0XIvvMdYdmbOMhoOiB3bkjHVHvTnHdVsOjKM0gqaPLHqN3pyj+RF5v2bTW5ogUDIyyQyaR3REZiz3Si7MYDS6ITLJNNgkd9+hBgOIDjJN2J0R6NFo9NAE8ziCv2Rix4xYo7BoBCURj2VnVzi+QWgQIs3vCZGiNyd8Qy8+ZRQtOvYJ4EZwZLSiRITk0dahkRjC4B0mgsUOAn49tO788MgWSXmP9YMkDr5WCVDsw5H8cPvKvbxpfqphkjMQqNxLwtUvONCezC2RfU8QhrHUhG//dx77b8g5o6Cl8paClhJLtv3LD+wF3vy+3QVWyR3tTRB29xVdMeaI5o3bp6GHeKPIervevo+7ldYPgKv3XHuAee86GNY4cwrNwCcKxR5iOpOjbUNX15Dlia1CQF1jqgarS9ro0EImR3rraaPD6BKzeg4ig7xKwEPm0NWwek6ZTwhdTzCJ6QrOorqeUkns5oyN8ygJmczwwbNxnsnmDD1+jA8e5XbpuUiB1wqtM+g3UF9BOYXxUQI39RUUozTEg0XbLXiFCWmAZO0kFS6Br+IOuygSd2xXZ2x2O1RekQ2O+5vdjok5wygDo+PBwX/QpeXTBJy6TWLT3tCJ5QNjNlzev5FSpsfr63Tbj/qy32h9BGS/Q3WfT8uH9GVaQt17Nq3F+qQFEwKqTFFmGtdaqly/wbplWnFd97zedvzT6x1fXuz454sdF9t3jYImheaHD0b8jz844sEkY9v2dC4Qo6B1jnGuOJmXaAkvFjUIMEphrYcITw8rni8bjgtF221wjSMzmmkx4fmyITeKw1HBP5yvaLodZa758aMZLkQWbc+kMCy3PV3ToiTMi4xF22MdZELQt7cnjZkQWAfzcEHBhkBO7NOX5IANrb0gy39ANqo4Xv8TRVPTUnE5/SFZPhpsJ1omrAe5uKQlJ1JA7Oh6TVAFSkW8F1ivIUvTptfMkHSM6LAolsw4VJKKltfMecorKlpqCr7hhIoWY1dM2eKoETaF9hRURLviiC0Kz5QdGSnmZ82IU7ZMy5zRpkbRoQcLT4PHlGDjJV6uMDYQXSCLkkMpUfESW6+pY6TrUwi4FqBMxNZr9O6CloyclOsYkHRk6N0FOyfxHHHAKwocLZoFJ7ROMsKlNmBo0PuJM6kIOLJuSUGLHWAehHS5WzJilfydEENb0yNkZMYKFXuM8MjYImwyGRZCoWKPQ9Lf4W0Sk6NxSDomTPiaKc2NNmtFScfk3h1lakFGGmAyrAmgASyRggZNfdOu3IOYCsm/O/tfGXevKUJN4TeUfoN623/rnroLrjx7HdkEwwbgHV7K8eGdfTJiefN/3LAub7bGmyWHT8/7SgC6nELzLvDS5RT/nvV0n2BHJ7C+Bup05jJsMTs6oRQKGx00LeQmWU9IjVYlTTVFmQLlknWGAjAFTXWACS7d+ebsxqiVYgbB4WSBLBSyX0MXkVpAMcLJAte+QvVblBAgHSpEiD1Nu6M0ko2tQRcoM+wfbc3EyCHc3EIvQdkBGVvwkbasKKOjvXhO8B1S5eiDU1pdpWGByWkS/AebhPn5FPqGprWo/I5prNZARbO+xhx/mpgu2+6dfpPu7PD7iQ27713qt4NB7VuC/36bHlcAze62nZmV96Pwj/Uvro+A7PegPqQvi8Czqy0CQaYku86xqDv+6HR2w7rtOsuqDnTO8cX5lp98veD//Mdznl01+Pjmt9MowaezkpNpzmdHJcdVxtEo58+/d4DUkv/3n15T94EYI/tBypN5SdtbMilprKO1YWg/aMaF5tvLLb5dIoWELENGR98u8MyxWc7Pzy+YRMtRCb3v+Pl5zyg/ZdMkFmmSZ0OMk6Xtk0FtI0tEbIaDSmo0iehoZMn3wwpHElKHmITJBYKKFUVc8315RjM7plMVxtd8X5zh4xEdZpg0VDeC5jFbOiY8NI5rJMpJtAoEJ7FCcmQcay+G23ZUCGpgi2HtBSp0nHJJR0ZHCXg+4ZKzUDBvnlMPbbxMQ+9S02nePOeQC6aiRQkJRqJsYBpbIheMxUNG7IZWF4MeyiFEjzYdVu5o1QivR2SuYR53GNOxWK1YdJqsGGOEIMTIomspVivK+jVymOfzg5pKEinr16yd5hHnCASBCoFlxjnX3SdkSIpuS6FsSpHx0FqDzU8o4iYNN+CGmGxPj0bGDQqBcD0qSrRy4CNeBJSuqNolIbSkmcfEXoXQUrVLWjIEiooutSpJ2roEJnfMaW5aaRqY07AhDR28ryQ9no4Jb04mFkDDNQXuxhbiTf3WlofL/3jvd9YNyrp+YOm6YSzg9eTPONn8hNl7bCyWGA54P5v1XUL9fHBhu1tiWIcKWL/nVvetp9J99164pvuOfVjSuyVw1UMUf4cgv4kWigR89RDXXwwGqevkrE8yTHUq4NSIrDpKcUUxjUYrVdKrUbKjuH42gByGPu0Snn6KMxW561ObM0seiLie3lSgDVm/HaYkU/tUCUGvDUYpJkbRdE2yxCAwyQuMGiYcY4TlVynRQ+kEtAat2e7yjDzuMFLg3Y7d5Rlm/BSiGpgrMdwH0K0gn+CEJLN1AkiD+avSI3qhEsjsN0CWnqfz6XJwkI0TwCO707LsB6C3GYBjfUdDtm9HBtheDW3M4e3qt0m39rF+LfURkP0e1If0ZS8WO4ySDHaVyZk+wqtlTQjwz5db/tOXV/zk6wX/3zeLd6YhBfDJvOCzo4ofn4zJhKDIFHkmkcNBu/Ge58uazw8riLcqG0nSeYjBx2xUKopcIYfQYCVJ6zR8uXUcjEsKI2l7xWLb84Oi4XrnoV5RqwxrDNZa8DXr3QwvI13f45VBR4/zEectXubo0YTVtmPOllwHOi9ZUjEaTSjXmrNh+L/IAm0v2aI5FYpP1IZnfSC6FUatkqxCaz5TG/4aM1gxWPauYD05HsMo91hZY1yDadNMpFElo/yQdas5YMuWgg05io4pWxatJh8sGlbMb1qWFUuE91Rxi6LFIfEuAcAJgTxumbCjyhrkkDfqVSRIQWBHFbbkJNNMM2jrNDkxbJmPFGe7ilIWRAFCF6gQORkplr3CdjWNTXOGgogOlmVWQAiMWCETVBqmOj3rMCdjjaEZnNlTO7PFkLEmo2MkLOjEaEQNo2DJ6EjROp5sYNGSPaigIRCYk7tLAhFigQyJ7av1HGWvCEMrUQqBjwOPZq/YYDgcXOnDoNgr6bjEcMQ37wUlU74ZJitvgdVeMF8SecQVGe+Cnsk9ZquQQodsdULdR3ZB04iSnhxRzim+/+/4+c/+gcf+b0ixQkmVFwksG8ODQS6v3ri/W7uK99V3T0729yhJe0r8W83MVCX+Hn4sPZ67h+1z0eEZowY27255xjipyaojtOtBC5ARrzN6qTHOIYUljB4kgXlfI/stzjl0NaeTWQIbQgMRZIap5mC3ySojy1P4tm3S5ejQPuBFEuhDhCjx0qB9gJC+HcrXaVggCLyu0EGA6zBSYJqLpNGSGZRPwXWgAuwukhWFGp7T7gL898jda5yv8fkIaQq8bRFdTd6+Bv2HcPElcEfThYTTB2gk/vxvUfkkmcp2O/z2Ev3oj9Pk5/gU8AlwFamBTrOE6UkaErj6Kr1uU6YhgXliCFl9m7Rkg5kuuzXMPh0E/RvQg5DfDZeL6Xd+mj7Wr1YfAdm/svpV3Pg/pC9L4v4MH5I9xfXO8tNvlvzNt0u+vNjx7eLdXfEn84I/Opnw2UFiwspMMc41jyYFf/nlBUYJFAopI8InC4mrdU+uFXXvuNp19BYyA1pJztYdnQuMcsPZqqWxPaVRnM4KOhc4mBhmbUHTOZo+QAzMxgUHE8PLb1eMyoJF42lsj5RwUBa09YrKmKE1a7HRE33AKEFlDKPpmM3FitehQnbphHksDSfTMV6eUjXPWGBo+wyRnJPw809TW0l4pG2QQRB8RJiK0m8AQUvGKVfMsKwwnHGKIVL6DsU1FonSEu0sUxoy/4AWWFIxZUvOjg7BkjEtkBnNws95zOsbcf4LHhKNHpieBjeM3KvB/CKgUPTkokeoiEbjVAo8b+gx9QLFfqzdDwdri6kXzB9+wkXd4a4viMNhXx8+YP7wE87FmMaukX4xaKUkVlVIMcYYg+p6LGKYqbQYIsYYJt3r1GLFYehIpwaeB6wZsYIsMUqQdkhtBnNWXDFhxHaQ+xs8FoPhCkVgRFsYxnGDER02wlZM6JgSnSejJ9KjIoPAPsM6jxmYrjRxaEl5jWDomLG5AVZ3Qdd8ENDf/y17s0G4byc6wA6A964BqgUaSuof/i/Y5z8F1yCEJ0YFuqSnYOqXNIzRA0fm0Tgypm5BxOJ4E5AlKPEvsSpo33l9clhv7oFdQ1z8e0vBACb2KsU714SAoIT3ADJBCc7jijlq9RJhe6LMcOOH4DxR58RsDrZOrbggCNkcdI6Wmi4EpAugHHhNUAEtNbQLOHiaTGH3rNHoEbQLytExG60hm6GkxgeXTlhpQcMmDGyUUnjv8cEy0SSG7fJZAk6mSsMHl89gdAL5JAGxfns7oahSULp2HdOjU+q2pbM9SudMxzNEc5XYNLuF1dntJOXsFLyjzCs2ZgyLb1GxxYsCP3vMJNep1WnKd1uPtknsV32VgGg5GwYarqA/Ta3bfJJYQW+TUW0+Sev9JunZQj8wcgrMYG77sX4t9RGQ/Ssq6wPXuw7rwg1D0VjP4U1Q7P31tr7M+sC6tVzuLL94teDvz9b8bJiKfMuTlXGu+fOnc/7i80P+hx8c8QcPx1xvW37+akXTB/Zdy3WXzD17H6i77kYMrLWgEoF/Pl9ztm4Zm4xZJbE2cLZuKfSaaWV4vW4YZYajcYpcer1uOBwZPi0LTkaO80AaEzeKRyPNvCwI/TU7l0CWkJIYAjsXmfWOQudkejggypRlabSi0IqmbXAxcEhLoR2t09RREVzDtniCLS552F4PqYyaujhkWzxhU39B4Xe4oki2RAG037Gpd4wQTHmJGWBJRc9TXrLG4NqWSjhikewQgvYID21bI1Vy6LJkxJvZPoWMHgVM2NAmlRd2uLzlAY3ImVAzSXNlKbSbkp3ICTBMPN41EEhmry70lENs0j6X0eNwoWdrjpDdzzASYkx6QtnVbM0RVuU423AgajIFvYeFFViVo4RiR8YIi8FigR0ZQSgOuaDEDX5Ye6NRxyEXaK55KyqZAhhxTc1DBB053AC5jo6SnjVjCpK3nEAhhKfA0yFwXgzjAw6DxA6OZdK2POKMMXtAdvvzCV/+0tOJKSsxAayUF7AXwN/+QPIi65BM37J/SKaxFtum1prUGilyQvSE6LFtQyYcMm4o6TAILDHNmooZLr6bH5laz/5erdh3acjiPRYVaf2eEMn3sGr7Sr71BoUnbe1suB9LSmV99d7bSS7A7cg3Z4gsh2yG6FvyzRnN6AHkM5y8QCsLIrXYnMzQ+QznWuQeqCHAd0gr0zS1kElgn5UQXWLQlAEhMRGKak7TWZy3IEvKymAiED2TvKTpe/qQpiwneYaJHraXWNvQBIuTGh0cpTSY7SXoPAGX3RU3RrWjI/A92lTEZsmBFsObYvG2R5RzWL+A+joBvHKUjGXra1i/wExOmYSaJivpxQgdA5NQY7pt0sM1V9z2Foff5VHSluVTyIZvWknKBl29gMkJjB8k4LbX1pm9TkykVutdT7R9XNPH+rXUR0D2r6jWTU/TezKtblqPTe9Zy56j8duHtTfL+UBjPXXv+PL1jr/86oqfPFvw02+W1G9lQ0oBP3o04b//wRH//vND/uzpAZNC30wvAry43rJtPeu6v9nZ+ypDILlYb+mduNknZDry5PABZ4slIUR8gOgCIaQ4outdR5UbZBTUvWPbOaQgSYY9ZOUY75ccjzVKabx3eO/IyjGjUc7i8oreR8Qg7s6U4A+OjshbiaSnDMnQ04dAoCTXks1uwdP4khlXlDEF/qziEW6n2GZzXJfhGJMNgdRdl6GtYpsVVO2Cns2d1tyEbfyMQ15xwityuhshfUfOK6bkATLV85hvGdGxI+eF+pQYGqosJ7Cm8g2lcjReE5VFKo/Bc8SSnJ6U2OjpyLjGp/gi1hyyIR8czC6ZELxnRKDCku/tgzxoZRkRCEBGS0F/A9ZaMiLwamlTzmeeo4dtbV3g1dIyfdCitaNtobXpIDMtHJVoWTk4GEYZ4vDbINk6UFwn09RB8qNCIguSxur9CuGCyJTrZPE5HCe0Sy3NKdfpfaYmB/SghcuoecJXVJ3igDWGeMNsKYDu//+lvmdvWz+0w986DqL8O/KnWqT7f9+3L8IglX+3MhzOdeAjqr5GS4cNGl8dgevwMXLIKwq4eY9y4CI+RuLvsYxIkd73ZUt+aGfv7wkX99yeWL1d+wGF+2wvbDlDNWfDs79l72w5o2jO3vt4ikgR+zSJ5OsEanxy5C9ij8tP0XaV/MEyAX1E5w6XHyLWl8hoCWJ4dkIgo8WtL+HgE3j2n9KbZ0QavRURPvsP2GJKe/0V2rUoEfBe0sYCczjFbFRievXgJ+bjzau2zSUbJCpGMt8lY1gkk+YSk1WJQTPVrX9ZvYR6QfnJEzavfgauTXKCGPG6YPLgB7B6me7f6MRWmQjWpXUhMcFiqup2g9kOtudw9D3YnqXXp81gAhsTCLz8RRLud5tbtk6X0O9ujWTvtiFDSlwhGycmLb418Vn9GjVkv+e+Zx8B2b+i2nXuBoxBmpTMtGLXOY7Gb/5vCIk9a6znfNXyn7++5q+fLfjJ1wterd+lnB9Nc370aMyPT6b82dMZf/b0kMNRRq7f35R4ft3QOs+0ym+YotY5FtuW1kEMAaMV1ntaJzAiIIVGCce66/ZT4mRKIIVOYClErpqO4NKk04Myx4eQ2gXlnNA1eNcjhEGWY1AGq0ZEf07oI1EphHfETGDVCOVrpnZLcN1N2LcUHuUtxfoFj3nGjhzvMzJ6PucZV2tJO/b0QpJrjVGeHkXvJaK9YtPtKGiSVmvwxtrQ0G52nHDOA5aYgdXpAEsOnGNcyR/wi8H2QFPR8kf8gl+4OZmccswla1Gwo8KIhk+55FJ2TFgM0UjdzeNpUmyP2vkhKscP8MfyiC273QtKFuSATKZmyJjin0rSMER1h91QQEVPQcfX6wVUJ1RuRQwOp3NqPYP1gh8dThDKQ74/FAdQnqm/5tJFcmoM7qbtZ4lYlyY4b4zi9/irBVPcYXruuqoOxEHGgiyCdOnYkockjcnFJY9YMOLN1mKql++OGN6pyGBcPPz4CEFCIxN/8z5gtSGRCmKPKTJu8EWWvW/+8LbEPYBTEAndFr05R9AnNjL0yI3DTU/JuGRyZ3Np0hTniks0XdJf78+EBqCqVffhFuIH6r5DnoEPArL7KgJBvP9e71vfl/Q9wWhEX988UMyqtO66oa2WgVEDS5b0XLG9IHoPKiMKgRCR4C20FzD708TsuD6BFheTRcTshCYWRJsGENzeWNZ2NLKR4uMHAAAgAElEQVTEyCydDYhwG3EgJMiMpq9R/QYl05qKFnpLY48wwbI3P0HmELr0d7AYqZlgaYKn1xna90xI60n/JtPGVQOQEzKtezd4numUIGC7oZ04fAKnTxI427cvx4+GDZqlFAChbr9jcZWAVVbdH1jubTLFfcOjjHSbX0d99D37CMh+W/WraMHiPQ2CiCDGyKZNE5KL2vL3L1f87Ys1P/1myRfnm3fakLPS8OdP5/zx4yn/5vGMWalRUjLOFfMqmbPeB8YA1m1LDCCEQCuBi5EYYLHreXxYsW0dPkay3DAuNKs2cDTJuNjWlEaTKU3vHa11HE0yWhtYNg2HuqcwgjZGlk2gtRW9jxzNJvR+RAgRKdNEaO8jlzuHLCZMdE9KESxwOuNy5/D1moIdUkWEUgNwcdh6zSGviXgmtCjZ4gN4Aoe8ZtEqxmpLsJbOJlOEIxPw7QUxLvHkvOCAOCRIjqiJ9ZKHXDBng8QjhSCPkUCP4II8akzfoaMnzyVdFxBCcZK9xHaeK8bM5I6KDbXMuGLMpFtwwjlKR4Ko6GUgBImKjhPOgQ2ajhyHoscT6fA84AU5l8iOoWdMAmUd5PklAveGAHw/dDbiktjvEH1PVAKkJAoBfU+UO8ZxhY07vC4I0iCDRcW0PmJHST040ifVU8OYEbsPfqb3n+i3dVsCmNAncFe8bXa6d/p633dhH8ITBoYrsYrJ/HRMzhb5Nl3keD/iGGrf3mQfJdAPD6TvsG/vqVsHrXuuazdkXKdmdFBofMoPaDdMeIUlAcT9MbQFJrwi4w44HH4LC5m681zeArjfBcg+VPcBr8D9BxAJZN2KG8f8m0+ZHdbvL+/bpB1Ls88J1Noe71t0e5GARL9LYMzkkI3SegjYPmBkjdAJdNmgMCFAs4aDJ0lLFhyUOrnbN2u6LEOOT7nlRtOnsQsB8iIBN9sOzNHgZJ8XuBDIrB1ASqLSVYReFwkkTj+Bep1c81UO06O0vnmNOfo+xrUJ5EiZMjI3r6E6gI1P7UUhQMV0ZlcdJE1acQjY1GJUBtRhWndtAo3T01tgFV1aL8Zw+XMQJt1v30K0cPhZuo/7Asv7OrUz33bx97+mWKWPuZofAdlvoz7knP8hUDbOFZvWk2mJFNBYz6ZxKBn5P/5hy//9Txf8zfMVf3+2pnNv7kaNEvz4dMqfPz3gT5/M+NGjMY+mJY317DrHtu3xMbLrklmsEIJpeT9w1EqTqYgQAufT70wpAoFMej4ZW/IY6YSgDYLWeh4fVpwta3ZdwEdHDDArMz45KPn6bMnYLuhbR+8DKMlYaYKdIqXAqBSRpGTqYDSdQ0pBFzyGSCVS2mM3uD51wVP1C0oCzmREpZHSkfuerF9QsSMMvl9ZSCzYjhzJDu+WFPY5R6wY0bMj48rOaBWoLFL7nEN7QSE62pizMIfkKjL1O+ZiSYxgYtIuCQGBMSMEmegpQk3epvZiKysOWfPSTvmMl8y6CwoiLYJV/oDXdk6FY+avGMV4o8LZCYHXEwxrMrZoH9FSIkIgKsGMdfpi77srdyRAyWG+e6+AO6djlhvs2c9Rvk46ZA+lqjCf/wcqIWiFw7vF0KwVKG2ohOCYS0ZDFLbCDyzZimNSBIwSiRGV4vbvEcOhOqZjD3BfaMRNhQhe3LJSb0f67IDIGM160Kr5m5ijMBhz3LikytsbRp2Ir5vttb8uS50x4LbrFu9cVh+ebLwPzETAdK/Q1IghODtxpzmme4WhuwFj+81QAJbudpMkq/70PPydTfU+zfWHFQ2oe2woUt7D+1m+wG0r9e2yQBZTNkNCFHuDlRwV7YfboCFDxIaIRMqcEHqIgRgyprJnbdvhwG3SB8K2TGXPKz2mEnEwNE29cRM9tR5zVC/TZGI+vgWqpDZizB4Qpo+R3epGXxbyWToBVnn6PxeGlxBSG1HlaOnx1RQVQ2pnSocXEi3z5NJfX8Pswe2UZbtL69GmtX0rU4oElqKFB38MroYgEiDxHsoKHvxh+p/l15DNkq7LtgmYTk4SaHIphP02SFwBA5gaPYLtK9hukr5tfHLbirwvsDz49DjmrQ/PryvnMvgP+579HrQzPwKy30I1vbvXOf99xq77yo3ietezqHter1v+y4sVP3ux5u9errh8jynrk4OSf/t0zp8/nfPffjJjlCu0VIxzSWY0Rgmud5bzRYNUCimhD7BraqSIHI6ye4Hj43nBN1fJdV5rhXOBoASnY0PlawqTIZRCeY+0NSNTMqsynswzrq6vcS6gjeRofsisypB+jWqXuG5zY4uh8gnSH3A0esJZX7Nu+psz/kwKjkY5I+mQ/pKgDF5UZLGj8JeUcoSSFq0FmbCI2BGlJAiBlmkC8IjLYeIveQjN2HDFE6Zc8Yf8nJL+Rid2SsYXVPThgJPuBeOsxYiIjTV513CuD5Ob1ZCjp5RGegcxktOiaJmbFdEIJIocR8GKK0pyb3jSPie5TyWLzmnbsiqOqNhwEOPNwasAshhp2QA5I9sgPMhCoawnC+BNnwbc3lMhgJfvMzEAT8MsrqnbqwSKjUZYR6Uaqrgmmk+Y0tBKSwgJ4BbRIsKOY75ixi3DpYBD4FP+MbEz7ztq7+sO6Nq3EfvBIw87tBczCO2Al4r0O987ou5BiU6DYDWG6s7d7ocJ9uvDi32DZNvbvtxIqfbXdWmjf6edhOOWaRuoI6UHQLa/bj9wOOQu6e0VknYYCkifNEmL3l7dRiD52/sUat/KTc9p0MinJ16k9f1c49t13/q+ekr0e2w6esqBa3xXY+aGVIn3VWpoG9TN2cAeQveD3cj7KwJNjBimSBqEs0QUgTE2RoweU8avaeQotQJjRxlqjB5j1RifVyjfJmCFwOcVthhCwnc7MKNbBsnuoHpILKbQbRNIGc74YrdL69uvB2Bubn1FAuAt5XjKJnwK0aNiwAuJF4rJeArHnyc7ie0iMVdRJp3W8eeJobr6MrUV91YTdglHP0iToM4mzzRXp+d7+Flaj6T2YXMN7XqYwHyapjBtm6YiVX57nz6Z1tJu0padPLqzoeOw/oHab6e3Jzflv4Rv/VAFaFbpNaihZdksbtunvwftzI+A7LdQH3LOv1t2EOK3vWfZ9PzN8xX/+atrfvJswVeX77aC5qXhT5/M+ZPHM/7kyYyHkwKtBAelwcd4AwLTMIAjaMW6sSyanrYLuBjQQlLkklGjPwgcPzuesqod31w1dM6Ra83To5J/e5JxuYPWSkQMRCcpi4zPJoDvOWTHJ8caKQUhRNqwAz/BrS6gv2Kaj5FZTug7uv4KtxozrwxXa4/frdOEmVBk0ynzyvC46PhCSLLQkcmePkR6oXlcdNRVgVu+QvkenUlcH/AqY1p9DihKGkZEZKYJvSMgEChO+JoDVoMoPJkWFDSc8IyNKDmJ58QuDI5aljGSRvwBcjiolnRoz5DYmCFJ9qTadjhvUFoQnUcrizKBU56TDdYK+8fzwCnPybl8h59I9quXtBxjTGIuVfB4A05BpEPfMxin7xNKMRAH65d4achji4gOIwJKBMYXf01ZXGNf/T2T9hLdr9B2g+7XyF/WXf4t7VZP+i3vrO+rA0SRhhGAd1ifYTiNN4gdm+IN7T0mp+9bv3v9fdd9t4cXexfV2+czAOIGMPvNo7mx1W80RHYo2mQRQ0Ti8Hgiu9v3fI+kht8363ugtgd5gzHZr+pD1jMmo36nk9szRuDxvKlPSw85Rt4DyBJ7ZlA3z7gctkYyRNnLsd4uB1ihiDJDB5AqELzEyQwnFLZ8QFseocMQDq8VbXaEKR9QkeOKObFvkSoSvMBnBVU1h+nAEEmRDuoxJGH79BHl0WfYJjG5URYIX6OyDHP0Gbz+KTYKGiROCHSMlFFggsccfY9J6GnqLf1gOTOpxpij7yWgMH6QWnx7PrCYpZ/qIGm9pBoE9gMbNj9NQwBZmdqr+89SVqZ1ZZKJ6+iA2170wG7Z5k37CqWHx46DlUad7mfP1u39yD5UH9KXfVf9KmzWfrLzjRLDWdjvRzvzIyD7LdR9zvmQWpmN9dSd5xfnG/7q2YK/frbgb1+s6N9qQ+Za8qefzviLzw747LDkh48mTApDYRT5f23vzKMku6/6/vm9vbauru6e7ll6ZiRr8ciWLVkSXg42NiAHL2AgIRwjHBCHE3MgmJAAOWw5DIEEB04SAscQTEJYDoawBOIE24TFQADL1mJbsmTJGi2zz/T0dHd1bW//5Y/fq+7qnqqe1kjTNdO6n3P6VNV79aru+9Xr977v3vu717HINaRZhkaTZJooSddysCxLYamM5U7MQqtHOzLV85VSVGOLiu+Q5qCUpttL1+wNPButwbFN0df99QDLscjTvHjtYdkuC+2IODX5UrPVEnsnXFa6HSq06fVidBGmqvgeQdbBS1dwlUuaRFhJjxwLV7l46QpkCUG8gm31k3cUbpxDVmNfkNAua861NO1UESjN/ppmX5CwFPlkyRJZtoKTmNCLnU/SCF5JrHJ6Tol62sSPu0S4NJ06FZUz21ugQodgrXSoqdI0Gy5gM4lHxAwXqJLTxmKRPUwm54hJKNPGJ1wrVaAIWOhfgjKo08JPjeDoZAGZq9iTL1Kir5PMBSwEpvJFKvrSC5cNVDJI7QwnMrP/oPhnTsHxsy2TtNccQ8U53dImjGgDBxb/liBZoEQPLy/6PKbAheJvC/JNf30HVqaB6NKAWFrMfBh2Etqq7pczuE4zOIEPG/C4NCSWF8sv+ZLhqWiXsFUTbbv/BYMfX0SMkkHFOKBdEhQpKW4hxEymm7E5JV233dr4uBYGHfyuQvDl9nr+3Wb04PKQ9X0vxHlcdOscTD3TxXJzS7Gx1ZF5zwRWf3k28JmFHdqzIOxb3PfKWmjPIg0t/CEB3QSLyKni5h1SMuzMJiNG5QmRU6VXm0P3DpOsnCIpKuCr+jy92hylNGO5PIcq57iWJsmNz7FRqsHkAZK4S6+7TJplOH6FUrmBO3mA0tQ+ouwe8ovPYiVtMreGNf0KSlN7SdKIVadskvLzjMSySSyfiTTCnb0Vd/k4bt03ifN5MWFg9laTWF+ZKURSP//KNyHIyizM3Qbnn4J41RRenbsNSjNGODleIV6KX0OpQlDNmM8cJnQczwy+cjbmkDmeEWdepfidTEwAr2KWb8VW+WVbcaXeLGVBadKIxSw225cmixucbKCDQP9Qsq9e+HRMiCAbA/3K+VmuSLKcTpTSjVNWw5TPnVjh4eOmKv5yd+PBpoBb5qrcc7jB3YcbvHZ+knrZpeTa9OKUi+2IbpSy2o1xbIvAtZidCAiTnGY3KtolKdJCXM1OBCy2eiy2Ysq+U8yKzFlsxdT8HlrnrPZMzprrWGS5ptlNqAU2i62Q/ZMVsBRZUWmfXNNsdvBs2Fcv029NaJMR+AHeygXS1MzCTLWNozJcO8SLm1i5RSNI6GUeufawVEbJjrFyi05rGSePSC2ruA/NcPKITmsZD41DxuG6jWtBkttkeWaWJxcpZxdwaK3NUEyzBCe5iK0TJvNlKqptmmgnPew8Z0Xvo0KTSZbX+g+m9Fvh+Ci+xEHOYqOxbJdqllDiLBkuXpZQJizyp3QRKgsJsh520Vi8mGRuRBUhNl38vD20Fpeft/HTgR+/rw41+Am49uqaGOtfRR1tGjTbA4s3525ZmNIT/eeDV/DJ8MmRx23qTZCogMz2yZwSsVMl8mdh/m68B//tSI+HM0whFMtHVbi6XML4VjlINp2hOXJ24XlSg4NdnOM15vo19DOLslXDUH1bNgu7DHJ361mWfaFm8ttMMV1VWLMhT2zgUWHGbC2xYcA5GQPuCIGpMshssPuexgHPYxaALo7NwZw1c6yGOKqMtWk3LMzvl+hC0+UDg2EX6XUZrM/T7P8nWegMEgIYEiJNCNC5Q4yLhQ+uS5YkppxK7tBz95BGT5DWbsRyA/IkxIl6pO4eSmVNLVoljiIyii4Pvo+amCOZmKfVi7FLc3hkZNi0nIDaxDx4VXR5kqz0elLLQeUpSpnisatWYE5ipYbxKCU9CDusWgHT5QbJ7GvotRfNecV2KVVncMsNEw50go0zG223OJiK3LG5IwOeJ1Omg6hlyk1sDhNGLSPGRuV7OYERNGlRxFXZJtxpexAU83X1gORWqlh+GUZ931ZcqTdrqxIc/ec7Fj4dDyLIdpA814RpRi/OaIUpC60ej55a5dFTK3z+ZJPjS5eeoGZrPvfc0OCeww3uOtRgquKZ8jS2Tdmz1pLsc61ZDROUxgirNCPOMvY3yiRF4/A4zddnKToWSZbRiTIsBWmiSbMcco2loBP1z9jDAmbQS3LqnkKlXfplJ7VX4kTisreUsBKmZoaTlTERmCbbadxlZbWNk0YEOiVTDiuRz2wtwJuYIOqtsr+cE7g5YQIroQlNhu0ldBoyGS9j64hM+fS8BmF7idQpM6dW0L31mVsqqJM6h8gWnmGSi1QG6nR1iEkWnqFCk3n7NH7aIcgdQlIiu0LEASr0qHPpRLxVelR0hE/PXOCzhKyYwbdHL6ASk8y+WVxNJovYdk7A+vW176mqsUJ1eO9mqk4hBEIuSc5XAbipqbJvmQmRxiYFpTzD84uZfNuMw2lt8oh7qobSHTJA45CQE2Nxwb2D0h3vwjn1ICThmtgGixRni6ygrXH69UGGLN8guvpilBECqL9bmQlbDv0uRoclFUUZiWGfuUVVVQvQIwqXqxBKI8LDJaBDQIRpjGTaqZtCsprAjGf/cwc8eW4wPGcf1ucqjPKQbWCTd9Ab0huzv7y0VoeqPxfW+EBLumVq7fdDx+sTKclcKK1FADzW/ZopnmV6mg4TZC5lukoT21OQreAmkemnYE+hlaZpVaG8n0D3UDpHuQEdrwFWFbdawc8j/NXzkIVgV2Bijri6l15pP/ZEhJ3HmLm3RemK0n6wKvjqAuX2c2uhvKw2T8+qkHpTOOVVdNpBd1dRtoMq7yH1pki0RWv6CHatiZcnZJZLy6tT0xau7ZhaLd5AHbI8Nl4phUl29Krr+V5xu/jhtjpCt8ArQ5iYiQuD4UWvDFmDoujjuji0LDPL9Gpwpd6sy4VIrzR8eh0hguwqorUmTPK1emC92IQhHzq+xEPPL/P4mVXSTfUoyp7NnQcn17xgN85UKHkOZc/GsRQrvZgkM+JpNczXKvW3w4Q9tRJ5ro3oClwsS9EOE6IkpxMlxKleu5AmmSJKXNNKyDMniWKCOZ42Cf9KWVQczUpzkTRNcByXyfokSlmUrIzu0nmsuIXKE7Tlkns1tC5Bb5W95x/Gi1eJvQnCubtp12Zo9xJqi49Raz6Dr3pEukSrfhPtqTdzYG6Gi8tfwll4BkdHKOXjztzE9NwMKu4Qn/kiC+0exQRMJqslvPnb0FmX2fYXmVp6jEreoWNVWJp6DZ3sZpzm8xziOcrxKmUrp5tbdL0Jjjcr7OMEU8kyNUClMRpoJTFd+wRlmkMroZdpYuFTof+PYy5UJtemi1PMjBskAOqsouMRoce4jTtiHke/WIBtrXu51jxdwLQ92nNz6bFY1NxSxV9SvO7/Fcau6AYBrWI/4rXzdzU5j26exuouopRay0XUSRureXr9clEUSS8S3S53GcEa8YZLlg+cy61Nrze/bytBtsagqun/aAOibwOXUZtbXUJHZemUgBQPTY4VYkqlADrISfE2fuZgXU6GzYU0aIqw5ZB9yO1NgnNQ0KbgOcXszYFxUQF4Ra8BTRlFTF95aQIslPktsvXP6WO54JRLEK1X5Osn2pnlzkZPH/37DQetLaIsQuNg+sEqVBbhaIvcctB7jpBGK1g6Ilc+mT+Jshycib1kC09gOyVTlT9JyMIOzvxe0tI0qp4QtlfIsxTLdvCqk+jSNIRdvO6C+Sdxy6Bz7O4CcXmWsH4Ip7uM7fjYtkOapWRWQFo/RC83fS7soAZ5im2ZWRy93Mb1qiYsqGzWanhp14gwZZuSGK2z0I3MhIOJ/cWswi0agW/FVuHFUr34h+/PAFFX5vnaLlc6GeByIdIrCZ9eZ4gge4kJk4ywEGBhknO22ePh55eLqviXNue2FNwyV+OO+TpvesU0tx+oE7jrbX5K7roX7GI7pBfneI6FbfeT83NWrZgo1VT8S3/OTpTSjhK6vRCi7tqMn9Qv0y65TFUDoqhFxUpwrIw0t+nkZrlOI3orC9RUhu0psjyltxJTacwyY3d4+uTjqO5FfCslyh10eZpZfwLrzEO0kxamcv4i3soFMv/r6J47xvzSA6DNDMsgXaW+dIGz5/ay98BhrPYXsZOLuHZCkrpk7Zip/NUkzS4Lp54jTRIcWxFlmnjFxa9NMb3wOLOLf4Gig4OFlS9QXVxgYXIPPk+zPzyJTYqtHEp5ymTYpBv4TPMUg6c4BUwA0zzJzIjfdgZYUdFQsWapiMqI7SqYEOFmFDClwY3NDfMw0QVsvGpt/oCCDYVObXPzmOfromvtIm4VnzfCw+Rzcaio1Fwk7Z1HxV1UFoOVo3ILbA+nd76ohE9RzwFzdS1a8Y2snHq5fj5XSH/i5bDlFgNhuz79sF06ou1QavI+h6JH78bldk+hCQqnhXKMYApyUJbeUnQ5I1xkTgihA9Uh68IUghG/gy4Ky6pNn6tC0AGEVgU/v1Acbsa1pkmJrFmcfHhioQPg+uToIs1AFT0cNJbrk2GvzXHor3OAHjaroaZKiMLGUi6OTtGErIaaOa8MSYeuO1H8MA6eZYFXpmRrml6NuHkBq7dKbpVQ9UnqtmbVslllgiDIcfKYzPJoMkHNsnFbJ8yNXnlqTUxkYQendQKrupcwOEMpX0XlOblrEVoTeNW9pE4Nr/20mRzglSDuYac94tItRbxWGwGhjZ14ZZMTpSzTr7K2b12sJT0TqhsUT1kGKBMq3Y54GiWybHd07tnV4MVMBthKKF5NEXmNIILsRRKlGWGcD4QiEz53coWHimT8Yc2599YDXndwktcdmuS185M0yh6eY1H2LBplj3aUbpgR2S810S7Ci9043VAgtR1l+I4iTo1Y6xOnOb6j6PR65J2L+CpFWQqda6JOj07J4YYpH7V6irSzUjQeUtQrkxyemoFolbTbJB7oXWZZDpQD8gvHmOw8TRSZok0BOb5eIjl9lmjlHJXWOXxiIjzC2l5KEw2mLjyI6l3EpY0TmotjQpWpCw/gqPNUlo7h0MNNchIs0qVlnDOf4QINvKVj7E1OUCami8eSe4jlhb3sP/4JPM7gsu7gSGgye/wTVDlHldRcnItq1gkpeznHns2Vcgv25OslJjZjM7qcU8CluklhhJW3OYdr4G876MKDtUF0FSUV8qhImt9s6CgRtFV5dcAaUcjVogNRB7e3QkpObpkZXy4WcVRs07ejH1rtv95KkI1Kqu8XtR3Gi8jj3VLojFjpFJMShjJqeZ9R8cUQnKCNHRfHTVpUjYqL5SO2s8OtvW7RiLFW6daevK1+oqTcIGg/XyzJ1rYJyw1qi88P3c4LoZXahTBW2GsV4SBJ7bWf3qw3La6KphJEOVQJgBBdlK+AgCiHytQemqe/gK9SXM8h6aQk2qF+8FXQWiBLc5ruFFnRpbWe5tC6APWErHOBTrTKmpvdT6ASUEpatJSC9gXsPCWzHDK3Qi1pEZWr6Ik9tJO6KV2hcgLXIyhXcWxFVpvHTlaN2HE8stI0jq3AbZgZj36/34IqktYbRnB1FiCN1gWZ0uDOXT3xtJNi5konAwgiyF4ocWrEVxgbL1ic5nzx7KppS3R8mS+eXR3enPvwehiy4rvUPSipiMBOcBzALRNrmzDJyDVEUbJWjNV1TNJ+lmWstLtEvQ55mmA5Ln6pwmS1zJ5amRMXO7R7GsuyyPMcZSkOTVdQ4Spe7wJW1ETpGK08PL+OCkvsm6zQC5/j3OlnSZIQxw2YPfQK9rn7yDtt3HSVJOwWxRhs3KBM3vFonXqUavcUk9EiJAm4Lmk2Q+/Eg1RZwC+Kk6ZAtHqC+LhDfeUkDicIiNaKnIb4+CseSXiRKR6nXswwy4EmDtGJCRI1x+HkU5Rp4WJayNSS05w4OYGXfIkarF34bCAIoJV8CVenl3hKXKCuV7BGZJOPWt6nNHChHPRmBcVM80HRNTJ/axN6UGhtfg6XHE/A+kyDUQpjK7YQCVYw8J6+wi3qcOmkQ0QTlx5ObmatRpRMPacrZSuFNEqsXWZm5Jow7kfYtFnoMcQ7VjDK67QdRp1EL3dyLbNwiYj3iuVX+n2jDrmA0frWAvwR+++HEPvhJb0wM8BKwi27FIQRRUuvTtE5ISOnQhyBIiNhoyfTBNRMe6GYhCnO42GKNi+xH/KEIIvouDbR0mmSpEfulvCmDhFkESuri7SimECla9u1IgdrdRHdvojVPksnytCWQuWaStIhK5dxVU6tt0jPKRPbPo5OqfUWcGszWJZFOnkjbtRG6xSlHFK/imVblBxoYYrN9m+eM62pOXrrMGFnCfy6qSWWFUnrfn39F9oNnqDdsA9j4JoSZEqpdwD/GfP//F+11h8cs0lrTblNPbCcJMs4vdJb6wv5uZMrdDY157Ytxav3T3D3YZOMf+tcjbLvUHZtSp5NHIXo7pLpfZZqSBVZ1MUpTxEmNs2Lp4nOP4udtMjcGv7cK6hPHyCOQ5rPPkyt+STlrEvXLtOsH6F85Mtw7Sru8hfpPvGXOOEyadCg/Kqvwp19PUF4DnfxIfzms5R0SE8FRPVXYNc8uqc6OI/8Hq8On8QnIsKnuXiEbqOKW6qTnv08+cLTqCREuwHp7C1k1p3opWN4Jx7AiS/SP+FY3jSa5zaE7hwgYJWLFz6DRUp9wKXgY6rDL6cnsdpP0xi4T7eABikL7U+zhylmslbhxjB1ncqqRa/1t5RI1wVG/+IbQilITeugIVQv59Xo/46bQ4gDzxXbF1yX9E7c9PxKNBWwpbC6UtbyiPqFvnPzWgWQtFrUaa2dNIxXskWz1boqtlwpaz+LN7dDV4sAABgNSURBVGL5NUJ1xNiMWr4dthJdWyX8b5lKHg2vhUe0uGUz83anxwQJASluEbyMSWh3epRosbkjYhlYpUXQXeQAx4q5mSUUXQ5wjOe7U6TLJ3HjZezGPPgliHpY8TLp8klavZhSsoLtlsD28bIIO2nT7NXwl0+RRiFVZz3ykEQJ0fIpqFVw89O4OUU139S4nr0KEODZMV61vrZdnCtwAlzHpZZH9MIucZbi2A61oIzr+Ft7urLY5KqVJtd3Po3NcuFlzTUjyJRSNvAh4O3AKeBBpdRHtdZPjNOuZi/h5FKXR4pyFA8dX+L86qVX9MNTZSPAbmhwx/wktcCl5BkBVnLtDTXH7F6HVtwBx8d2XLI0JUs61AKfC0stus8/jFuu4dRm0ZF5bSkIF08yc+HvyYIGsb8XJ2kyc+HvCScrXOxV8R77Q9zKFO70rSSdRdRjf8hF16Gy8FnsxUdIgwa5vxcvalJefISsUqJ55hEOhJ8lpoKuzOF1VjkQfpaFh36X2q1fSfbMp9CVaezaHtLuKtkznyJyyvjnHsOJTwIV45aP2jjxyZF3zDWWRoZFfFZNPteQW+ZpNybl3JqnBjBHbQiz9rmNno1+7hJbezz6tZqGCa0rCSdqRni39JBw4jWO0/+RButfZWa54uTACcOoXwdQ6cmdNfIyXOE8tR3H2/wiHrL8BbLlLNIR6/pphcMwfdRDTFWsAI2HIsYlxGJrD1lChyptYgLCojBslTYX6TDZL0EysI2ZB9JhilPF64AUB12EL6c4Rbh8BlWapuz7JiRYqRBFDuHyGTJ/xrh4lVWUl7DACsjwyHtNrL5b2TKiyyIm7zVh6pCpYt9dMRXvlWNeu2WUNUElbJIkGYm2sHROxbXR/gTYLm58Htf1oVQxoipegdJ8MQijSlR4kPbWhVqemZCl82J+eWE3cM0IMuD1wDGt9bMASqnfBb4eGJsg+9Anj/Gxx87yxJnVS+4QJ0sudxUesLsPN5idCAhci7LrUPLsDblcm3HTLrVSmV4GcaZxLJtaqYybdokWngOviu2a1FzbrZJ4mmjhObxzj+JMzJC7NdOT1pvE8mzSM4/QPZfhVKZwKyYl3a3MkADdpz5JdfUYSaWOcieK+jMT2HZOafVpsvMPk1LCrtbNumqdtJ1TOf8wSX0/1KaxvQp5lmEHFXILkvNP0WifBSrgVABlHlNQDG8c7DH6pL92pzwkvth31AzLNPc3vReLtTBbv8bWKNH1QsOJm8OIg6JrV+GwXigN1r1kDpRpFwv7ZQzM/NL15dcG14sg21B6Ih6xfIfYusK/S1aUh1VFwTFT4MW9zAzTiCYN0wwd08OiSYkSZgJMv3RZP0VBQzGDuUvOFKZlEigCcsqU6aLdADvLSC0P23bJsgTbSslsj0p1gl4e4iszSSbLIHKhUp3Asm08nRFbkOYay4KypdB2US2/MmMq6+epEWxag2XjuC66PEl5IPkyw0K5rglHlhrGs5UVJS288uWbb29VM0x4WXMtCbIDwOCt9ingDZvfpJR6P/B+gEOHDl1Vgx4+bkpTgGnO/doDpir+3Ycb3DRbxXeMB6xceMHUdq/yaFzbwnU3TQvOM9yshVebJU9zsizHUopKrY7uLGDrLokzh+vYWMpUyk91lSA9jxV2sKZu3PAtVnkaa+k5AjJUZRKtLJTGPHqT+EmbiBTt11G5xvSwAe2XcaImOk+xKtMoS60X43QD8u6qqTNjV8ydHXnxugHRcEH2UtOv5G4Fpk6UrYz5lgWWf2XhxGHerd2mt7bFsMQ7TPgoIi8uzcY/FmPhYEHQXc876wuKvldzDGHLK2KUrVdrH/rjrFjXt/1Zqu4V2rLVPrDNdYPlPwKgdIC4dwYHjaNsUp2RoqC0H1ga+ZmBXSXK3A1tPHMgsH2yLCAnRBVllCkKXGgCbMrEJDiqhGtp0lyR6B4eAd7MjeTLJ8mylDRPTZcJz8drHKRWn+asViRpTKbNjEjleEzt2UdPO0TLZyhZuhBrmtS28SfnzOzGbmROHH7VJKLnEQQTlGyXlp6GLMQmJ8MiswNqnsMVN9/eqmaY8LLmWhJk20Jr/WHgwwD33HPPVb1efuPrDrB/MuA1B+q89kCdkucQuOsizLW31eXuUvxaMS3YH6g1E0FQp1SZpNtr4ZYn1nMduquUK5O4jf2srl4kV5No20ZnGVayQqWxH7rLdNuLUJ3BVopMa5L2IuXqDHZtAn/xBGkwgbIcdJ7ihKvYszfhXTxGb+UsdmBh2x5ZHpNFHUqTB8kah7G659D2BGlf8GSr0DgMrRvh4nNQGihu2GtvWQKAba7r3zX35arFeoPofmnKDWxxFPdb+Ay29ImLRxUOaedTXNBG2hkMD4e+qO24dtb19cBmEkDVb8ZqPkWIg41PRmSaS9dvJm0+ihOwPovTTIwb074Pb3qd4kMQbf2ZfTHSVxDu1dwHC8cdmPbq9O00AsUJMLM4+zb527RlsygLBv7H+usGWlBsWNfH7tsC1SNfRfuJPyWJYixHkycK5XtUj3wV6WcfM9v144/FYwq4h15L57kv4Fhqrb1ammuqh27H7c7A+b/DzNH2yAnxsGHu9TCxH/vpP6erM1Kngo46lNHYt3wFtUN3stxdxVUax3VJk4RUK+qH7qTswL4soRXGRNqipHJqgUd5+iAuFstZTh61yfIc5bg4lSoTMwdMHTBlmXNy3Cvyv+bAq5hJRMqil3rE2nQnqDmmMDdwdeptCS9brlBRXBVOAwcHXs8Xy8bG192xnx/6miPce9scN8xUOTxdZm89oF5yr1yMgfnncytFoajEPLoVCOpMzd+Gl4dkvRZJpsl6Lbw8ZGr+NqZufQsTrsbNOthkuFmHCVczdetbqN12L0HcJOsskuaarLNIEDep3XYvE6/6WnRQws9TPNvCz1N0UGLiVV/L1Fu+i1LgkYcRcZaThxGlwGPqLd9F4/Z7yVCoPKbk+qg8JkPRuP1eJt783aSVCdMpXQNpTlqZQM/cc0muWArYt34z+tb3rtWCclgPY9bqN1Fz69SBqeJvkmI2JSaM4bOphyGmwUyCU8zWNHW/28AycNy9kaeY5wKwWizvrz/PQU4CyeYb2wDOAqcGLlKD+3AqAJtpc+HrRxc8s53N9JbbnUKtXTAHv+8UimUYum4ZuEBt6LoL1FhmasR2U1zAHbGdS2LfNHRdYt+Ec8f3DN0H547vYe7eH0D5c5gqeabxuvLnmLv3B7Dn3mi2G8g9SwF77o302D/0+3rsRzuFLQH9GSBGGDo30eOGEdvdQBIcGb4PwRHmvvwHh+7D3Jf/IMH069a/L1j/vmD6dQT730Lar23iFutsCPa/hSn/5qHfN+XfTBDcatYN7nsAQXAr9tSdQ7ezp+5k7q0/MdzOt/4EyeF3m3V+8bmFGEsOvxv9yvuG7oN+5X1M3fjONdG2tg6YuvGdzL36fevrnPV1c69+H3Nv/ckRtvwkM2+4j+pNb8CdOwyNG3DnDlO96Q3MvOE+5m7/NrNd3yNdiLG527+NQ2++n32zs6hggrg0jQom2Dc7y6E338/cO34MGq/BolIUmK1A4zXMvePHmHvbB7AP30XZDShlEWU3wD58F3Nv+wDlqb00jnwF1OboaB9qczSOfAXlqb1QmaY8fZC56T0cmq4zN72H8vRBqEzjVho0ZvZRnp7HnzlIeXqexsw+3ErDeKYcDyb2wfSN5tHxzHLPzMKc8C2myi4TvoWr8rV1ZgJAEV9+IZ6ufn5ZZco8ihgTAKX1tRGUUUo5wJeAr8YIsQeB+7TWj4/a5p577tEPPfTQDln4EpMlI2vNdJfO0TrzJFGvg1+qUNt/xJxwgOTc0/Se/zRpuIITTFK64Q24e28x2x3/PK0n/5y8u4JVnqR25F7Kh+8w2518jN6X/pI0XMIJpijd+lW4B19j1j38O/Qe/C3S8CJOME3py/4J7t3fAkDz+GMsP/nX5N0lrPIUjSNvpX642O6x/03vkY+Qdi/ilKcp3XUf7pG3s/Tb96Oe//iap8WpHSaYmofmSfTKyZH9/TaTY2HtuRXqB1k+fwyn9Zz5XmDp4Du4+Ts+ApbNsX/3emrxU2s3/S3vldz8o58B4Mmjt9MoktFTYJmDHDn6BQA+d7TOPtadBWeBO4+akOvDR+vMD6w7BdxdrFs8+goyLq6ts5lm5uizl93u4aOTzBeJ8Gad4u6jK4WddRoD2y0DR4rtvnB0nj3F7MYUI8ZuP3qq2O5GGiwNbDfFkaPPFdvNsIdkYDuX248uAnDqp+7CzZ5ZW5fYNzH/rx8x+/dHP0L2+d/GoU1KFfuOb2XmG3/G/CiP/TE88hHoLkJ5Bu66D17zDWa7X/4asvMPrI/L3BuZ+e4/BeD5o7dR4szauh77ueHoFwE499N3odJ1W7RzE3t//JFiuzso8fzAdjdww9HPm3344BtwwyfX9yE4wvwPf9rY+Wc/Cw/+umne7E3Al90Pb/9XADR/8W2EFz+77iSafh31D/yVWffhryU88//W1+1/C/X3/x9z3P3M3fSiY2te4JJ/M+6PPGy2++CXEYZfWt8uuJX6Dz9oxuUX3kq29Ln1cZm6k5nv+2tj5yd/3tgZrkAwaez8yu83+/ff78M9/ifr+3f43cx/x0fMmP3Od6Oe+sj6mL3yPvZ+yy8bO3/jvfSe+/i6nTe+E/fbf9d83+//M3j8I9BvTPXq++Aff+iytnDuSXj+UxBehGAabngT7D1i1v3BB+ALH2GtFO7t98E3/aKx5ZlP0fvCR0k7iziVGUq3vwf3pjeZ7Z57AJ74E+hegPIeeNW74cY3mnWnvwDP/PX69930VjhwO5dli/Pqjq8ThCEopR7WWt8zdN21IsgAlFLvAn4e4zD/Na31v93q/de1ILse0dqcrJunYOUkNE/CyonisXjdGV65eyjlaagfhMmDUD9UPB5cfyw1tp8MJgiCIAjXOFsJsmsqh0xr/THgY+O242VLnkP7/BChdWr9dbzNGXXKMv3Z6ptEVl981ecliVUQBEEQCq4pQSZcZdIYVge9WwNerpUTsHrGVJfeDk5gRNVkIa42e7hq+800cEEQBEEQLotcMXcTUWt4KLH/vL3Atgs5lBqFuOoLrgEvV/2gqdsj4URBEARBeEkQQXa9oLURVM1T0DyxMZS4csJ4vsLt1gBTUNu7UXBtyOOaL5riCoIgCIKwE4ggu1bIElg9vS60BkOJzZPQPG1qlW0H24OJA0ZsDeZs9T1cEwekTYcgCIIgXEOIINsp4s6A2DqxHkpcCyeeN73ZtoM/sZ6/tSGkeKgIJ+4xJesFQRAEQbguEEH2UqA1dJeGhxKbJ8zr3vL2P68yO7oUxORBU1hWEARBEIRdgwiy7ZCl0DpbhA4HxFbfu7V6GpLe9j7LctbLQQzzcE0cuLQ3miAIgiAIuxoRZGDE1GCtrQ3hxFNGjOlse5/lVWCiyNdaE1wD3q3q3OV7nQmCIAiC8LJi9wuyfnX5wdpbG8KJp00bmO1Snh7waB0eSJwvZidKdXlBEARBEF4g178gy3Non7u0yOlaOPHMC6gubxflIIpCp43DA7lbRThRqssLgiAIgvASc30LsvOPw0/PvvDq8msV5g9t9HDV9kl1eUEQBEEQdpzrW31kMeQD9bRKDePF6nu0Goc3zlAsT0s4URAEQRCEa47rW5DVD8K3/up6/pZfHbdFgiAIgiAIL5jrW5BVZuCWt4/bCkEQBEEQhBeFlHMXBEEQBEEYMyLIBEEQBEEQxowIMkEQBEEQhDEjgkwQBEEQBGHMiCATBEEQBEEYMyLIBEEQBEEQxowIMkEQBEEQhDEjgkwQBEEQBGHMiCATBEEQBEEYMyLIBEEQBEEQxowIMkEQBEEQhDEjgkwQBEEQBGHMiCATBEEQBEEYMyLIBEEQBEEQxowIMkEQBEEQhDEjgkwQBEEQBGHMiCATBEEQBEEYMyLIBEEQBEEQxozSWo/bhitGKXUBOD5uO14kM8DiuI14GSHjvbPIeO8sMt47i4z3znO9j/lhrfWeYSuua0G2G1BKPaS1vmfcdrxckPHeWWS8dxYZ751Fxnvn2c1jLiFLQRAEQRCEMSOCTBAEQRAEYcyIIBs/Hx63AS8zZLx3FhnvnUXGe2eR8d55du2YSw6ZIAiCIAjCmBEPmSAIgiAIwpgRQbYDKKXeoZR6Sil1TCn1w0PW+0qp/1Gs/7RS6oadt3L3sI3x/pdKqSeUUo8qpf5CKXV4HHbuJi435gPv+0dKKa2U2pWzpHaK7Yy3Uuqbi+P8caXUR3baxt3ENs4ph5RSn1RKfbY4r7xrHHbuFpRSv6aUWlBKfWHEeqWU+oXi93hUKXXXTtt4NRBBdpVRStnAh4B3Aq8CvkUp9apNb/tOYFlrfTPwn4B/v7NW7h62Od6fBe7RWr8W+APgZ3fWyt3FNsccpVQN+OfAp3fWwt3FdsZbKXUL8CPAl2utXw18/44bukvY5vH948Dvaa1fB7wX+KWdtXLX8evAO7ZY/07gluLv/cAv74BNVx0RZFef1wPHtNbPaq1j4HeBr9/0nq8HfqN4/gfAVyul1A7auJu47HhrrT+pte4WLx8A5nfYxt3Gdo5xgJ/C3GyEO2ncLmQ74/1PgQ9prZcBtNYLO2zjbmI7462BieJ5HTizg/btOrTWfwMsbfGWrwd+UxseACaVUvt2xrqrhwiyq88B4OTA61PFsqHv0VqnQBOY3hHrdh/bGe9BvhP4+FW1aPdz2TEvQgoHtdZ/spOG7VK2c4zfCtyqlPo7pdQDSqmtvA3C1mxnvI8C71NKnQI+BnxgZ0x72fJCz/PXBc64DRCEcaGUeh9wD/DWcduym1FKWcB/BO4fsykvJxxMOOdtGA/w3yilXqO1XhmrVbuXbwF+XWv9H5RSbwJ+Syl1u9Y6H7dhwvWDeMiuPqeBgwOv54tlQ9+jlHIwLu+LO2Ld7mM7441S6l7gx4D3aK2jHbJtt3K5Ma8BtwN/pZR6Hngj8FFJ7L9itnOMnwI+qrVOtNbPAV/CCDThhbOd8f5O4PcAtNafAgJMz0Xh6rCt8/z1hgiyq8+DwC1KqRuVUh4m4fOjm97zUeDbi+ffBPyllgJxV8plx1sp9TrgVzBiTHJrXjxbjrnWuqm1ntFa36C1vgGTt/cerfVD4zH3umc755Q/xnjHUErNYEKYz+6kkbuI7Yz3CeCrAZRSt2EE2YUdtfLlxUeBbytmW74RaGqtz47bqBeLhCyvMlrrVCn1vcCfAjbwa1rrx5VS/wZ4SGv9UeC/YVzcxzCJjO8dn8XXN9sc758DqsDvF3MnTmit3zM2o69ztjnmwkvENsf7T4F/oJR6AsiAH9Jai9f9CtjmeP8A8KtKqX+BSfC/X26qrxyl1O9gbihmiry8nwBcAK31f8Hk6b0LOAZ0ge8Yj6UvLVKpXxAEQRAEYcxIyFIQBEEQBGHMiCATBEEQBEEYMyLIBEEQBEEQxowIMkEQBEEQhDEjgkwQBEEQBGHMiCATBOFlhVLqR8dtgyAIwmak7IUgCC8rlFJtrXV13HYIgiAMIh4yQRB2LUqpP1ZKPayUelwp9X6l1AeBklLqc0qp3y7e8z6l1GeKZb+ilLKL5W2l1M8V2/65Uur1Sqm/Uko9q5R6T/Ge+5VS/6tY/rRS6ifGuLuCIFzHiIdMEIRdi1JqSmu9pJQqYVrgvBU43veQFW1ufhb4h1rrRCn1S8ADWuvfVEpp4F1a648rpf4IqADvBl4F/IbW+k6l1P3Az2B6dXaL77hf2kIJgvBCkdZJgiDsZr5PKfWNxfODXNpg+6uBu4EHizZaJaDf3zQGPlE8fwyICtH2GHDDwGf8Wb8tkVLqfwJvBkSQCYLwghBBJgjCrkQp9TbgXuBNWuuuUuqvME2fN7wN4+36kSEfkQz0I8yBCEBrnSulBs+dm8MMEnYQBOEFIzlkgiDsVurAciHGjgBvLJYnSim3eP4XwDcppWbBhDiVUodf4Pe8vdiuBHwD8HcvhfGCILy8EEEmCMJu5ROAo5T6IvBB4IFi+YeBR5VSv621fgL4ceD/KqUeBf4M2PcCv+czwB8CjwJ/KPljgiBcCZLULwiCcIUUSf33aK2/d9y2CIJwfSMeMkEQBEEQhDEjHjJBEARBEIQxIx4yQRAEQRCEMSOCTBAEQRAEYcyIIBMEQRAEQRgzIsgEQRAEQRDGjAgyQRAEQRCEMSOCTBAEQRAEYcz8fw1+kAi+ENZOAAAAAElFTkSuQmCC\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "id": "wj5QRxJzU4AI", "colab_type": "code", "colab": {}, "outputId": "5ab0995c-e1db-48ef-98e2-049d26cd4296" }, "source": [ "plt.figure(figsize=(10,8))\n", "ax = plot_correlations(preprocessed_data, 'hum')\n", "plt.savefig('figs/correlation_hum.png', format='png')" ], "execution_count": 0, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "id": "_VRifXe3U4AL", "colab_type": "code", "colab": {}, "outputId": "fa1d434d-f09f-4178-a8e1-f03fa75e4de4" }, "source": [ "plt.figure(figsize=(10,8))\n", "ax = plot_correlations(preprocessed_data, 'windspeed')\n", "plt.savefig('figs/correlation_windspeed.png', format='png')" ], "execution_count": 0, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "id": "_kI3pfOTU4AQ", "colab_type": "code", "colab": {}, "outputId": "6bf060f5-8041-4be7-8767-62f31834b07d" }, "source": [ "from scipy.stats import pearsonr, spearmanr\n", "\n", "# define random variables\n", "x = np.linspace(0,5, 100)\n", "y_lin = 0.5*x + 0.1*np.random.randn(100)\n", "y_mon = np.exp(x) + 0.1*np.random.randn(100)\n", "\n", "# compute correlations\n", "corr_lin_pearson = pearsonr(x, y_lin)[0]\n", "corr_lin_spearman = spearmanr(x, y_lin)[0]\n", "corr_mon_pearson = pearsonr(x, y_mon)[0]\n", "corr_mon_spearman = spearmanr(x, y_mon)[0]\n", "\n", "# visualize variables\n", "fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(10,5))\n", "ax1.scatter(x, y_lin)\n", "ax1.set_title(f\"Linear relationship\\n Pearson: {corr_lin_pearson:.3f}, Spearman: {corr_lin_spearman:.3f}\")\n", "ax2.scatter(x, y_mon)\n", "ax2.set_title(f\"Monotonic relationship\\n Pearson: {corr_mon_pearson:.3f}, Spearman: {corr_mon_spearman:.3f}\")\n", "fig.savefig('figs/exercise_1_05.png', format='png')" ], "execution_count": 0, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "id": "s3v1zHhnU4AV", "colab_type": "code", "colab": {}, "outputId": "48e6c67a-b21b-4e8e-8c9e-16a54689cf57" }, "source": [ "# define function for computing correlations\n", "def compute_correlations(data, col):\n", " pearson_reg = pearsonr(data[col], data[\"registered\"])[0]\n", " pearson_cas = pearsonr(data[col], data[\"casual\"])[0]\n", " spearman_reg = spearmanr(data[col], data[\"registered\"])[0]\n", " spearman_cas = spearmanr(data[col], data[\"casual\"])[0]\n", "\n", " return pd.Series({\"Pearson (registered)\": pearson_reg, \n", " \"Spearman (registered)\": spearman_reg,\n", " \"Pearson (casual)\": pearson_cas, \n", " \"Spearman (casual)\": spearman_cas})\n", "\n", "# compute correlation measures between different features\n", "cols = [\"temp\", \"atemp\", \"hum\", \"windspeed\"]\n", "corr_data = pd.DataFrame(index=[\"Pearson (registered)\", \"Spearman (registered)\", \"Pearson (casual)\", \"Spearman (casual)\"])\n", "\n", "for col in cols:\n", " corr_data[col] = compute_correlations(preprocessed_data, col)\n", " \n", "corr_data.T" ], "execution_count": 0, "outputs": [ { "output_type": "execute_result", "data": { "text/html": [ "
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Pearson (registered)Spearman (registered)Pearson (casual)Spearman (casual)
temp0.3353610.3731960.4596160.570989
atemp0.3325590.3730140.4540800.570419
hum-0.273933-0.338480-0.347028-0.388213
windspeed0.0823210.1229360.0902870.122920
\n", "
" ], "text/plain": [ " Pearson (registered) Spearman (registered) Pearson (casual) \\\n", "temp 0.335361 0.373196 0.459616 \n", "atemp 0.332559 0.373014 0.454080 \n", "hum -0.273933 -0.338480 -0.347028 \n", "windspeed 0.082321 0.122936 0.090287 \n", "\n", " Spearman (casual) \n", "temp 0.570989 \n", "atemp 0.570419 \n", "hum -0.388213 \n", "windspeed 0.122920 " ] }, "metadata": { "tags": [] }, "execution_count": 20 } ] }, { "cell_type": "code", "metadata": { "id": "YO0mnazfU4AX", "colab_type": "code", "colab": {}, "outputId": "91d27cac-73c6-4ea2-e3f8-9b9cc6038e4f" }, "source": [ "# plot correlation matrix\n", "cols = [\"temp\", \"atemp\", \"hum\", \"windspeed\", \"registered\", \"casual\"]\n", "plot_data = preprocessed_data[cols]\n", "corr = plot_data.corr()\n", "\n", "fig = plt.figure(figsize=(10,8))\n", "plt.matshow(corr, fignum=fig.number)\n", "plt.xticks(range(len(plot_data.columns)), plot_data.columns)\n", "plt.yticks(range(len(plot_data.columns)), plot_data.columns)\n", "plt.colorbar()\n", "plt.ylim([5.5, -0.5])\n", "fig.savefig('figs/correlations.png', format='png')" ], "execution_count": 0, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "ivbkjg82U4Aa", "colab_type": "text" }, "source": [ "## Time series analysis" ] }, { "cell_type": "code", "metadata": { "id": "_9Wtl225U4Ab", "colab_type": "code", "colab": {} }, "source": [ "# get daily rides\n", "daily_rides = preprocessed_data[[\"dteday\", \"registered\", \"casual\"]]\n", "daily_rides = daily_rides.groupby(\"dteday\").sum()\n", "\n", "# convert index to DateTime object\n", "daily_rides.index = pd.to_datetime(daily_rides.index)" ], "execution_count": 0, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "Ptqta5lQU4Ad", "colab_type": "code", "colab": {} }, "source": [ "# define function for plotting rolling statistics and ADF test for time series\n", "from statsmodels.tsa.stattools import adfuller\n", "\n", "def test_stationarity(ts, window=10, **kwargs):\n", " # create dataframe for plotting\n", " plot_data = pd.DataFrame(ts)\n", " plot_data['rolling_mean'] = ts.rolling(window).mean()\n", " plot_data['rolling_std'] = ts.rolling(window).std()\n", "\n", " # compute p-value of Dickey-Fuller test\n", " p_val = adfuller(ts)[1]\n", "\n", " ax = plot_data.plot(**kwargs)\n", " ax.set_title(f\"Dickey-Fuller p-value: {p_val:.3f}\")" ], "execution_count": 0, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "Zro7P3DZU4Ag", "colab_type": "code", "colab": {}, "outputId": "03025d52-f974-479b-da93-91902da3f471" }, "source": [ "plt.figure()\n", "test_stationarity(daily_rides[\"registered\"], figsize=(10, 8))\n", "plt.savefig('figs/daily_registered_original.png', format='png')" ], "execution_count": 0, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ] }, "metadata": { "tags": [] } }, { "output_type": "display_data", "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "id": "kqiRnkwcU4Aj", "colab_type": "code", "colab": {}, "outputId": "bf15a351-5a81-4af5-c118-7556ce52f757" }, "source": [ "plt.figure()\n", "test_stationarity(daily_rides[\"casual\"], figsize=(10, 8))\n", "plt.savefig('figs/daily_casual_original.png', format='png')" ], "execution_count": 0, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ] }, "metadata": { "tags": [] } }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "id": "6sCD_QeKU4Al", "colab_type": "code", "colab": {} }, "source": [ "# make time series stationary\n", "registered = daily_rides[\"registered\"]\n", "registered_ma = registered.rolling(10).mean()\n", "registered_ma_diff = registered - registered_ma\n", "registered_ma_diff.dropna(inplace=True)\n", "\n", "casual = daily_rides[\"casual\"]\n", "casual_ma = casual.rolling(10).mean()\n", "casual_ma_diff = casual - casual_ma\n", "casual_ma_diff.dropna(inplace=True)" ], "execution_count": 0, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "8AfIgwyMU4An", "colab_type": "code", "colab": {}, "outputId": "e61ec8bc-3525-4a14-c1a8-7a4fe034d9fd" }, "source": [ "plt.figure()\n", "test_stationarity(registered_ma_diff, figsize=(10, 8))\n", "plt.savefig('figs/daily_registered_ma_diff.png', format='png')" ], "execution_count": 0, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ] }, "metadata": { "tags": [] } }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "id": "HNsufIO_U4Ap", "colab_type": "code", "colab": {}, "outputId": "46725145-b642-40ce-a97a-d80c2e663a65" }, "source": [ "plt.figure()\n", "test_stationarity(casual_ma_diff, figsize=(10, 8))\n", "plt.savefig('figs/daily_casual_ma_diff.png', format='png')" ], "execution_count": 0, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ] }, "metadata": { "tags": [] } }, { "output_type": "display_data", "data": { "image/png": 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rthj7jdb6j87mbUqpGVrrrY5LcruzfTNwoK/6Ac62zcApGdsfK8f4BEEQhDQSQ9YE5LFkVZKDDjqIE044gbvuuotTTjkF13By/vnns3jxYj72sY/lacHmtNNOY9KkSQAcccQRvPHGG/T09HDyySczdepUAM4991xWr16ds52zzjoLpRRz585l3333Ze7cuYC9GPqGDRvYtGkTr7zyCieeeCIAY2NjvOc97wHg0Ucf5eqrr2ZoaIhdu3Zx5JFHctZZZwFwzjnnAPDud7+bDRs2FHCEzJQsyJRSCrgeeFVr/UPfrruBzwBXOq93+bZ/USn1O+wA/j5HtD0AfM8XyP8B4Buljk8QBEFII2kvhEozceLEsrTT3t7uvY/H4ySTyZLaicVigTZjsRjJZJJ4PM773/9+brvttkC9kZERLrroIpYsWcKBBx7IwoULGRkZyWq3lLH5KYfL8kTgAuB9Sqllzt+HsYXY+5VSa4DTnf8B7gNeB9YCvwQuAtBa7wK+Azzv/F3ubBMEQRDKRFnjRwQhB8cffzyLFi2ip6eHVCrFbbfdxsknn1xSm8cddxyLFi1i9+7dJJNJ/vCHP5Q8zhNOOIEnn3yStWvXAjA4OMjq1as98TVt2jQGBgYqPuGgZAuZ1voJQIXsPs1QXgP/EtLWDcANpY5JEARBCEGC+oUqMWPGDK688kpOPfVUL6j/7LPPLqnNmTNn8s1vfpPjjz+eqVOncthhh3luzWKZPn06N910E+eddx6jo6MAXHHFFbz97W/nc5/7HEcddRT77bcfxx13XEn95EM1eizBvHnz9JIlS2o9DEEQhIbgEz9/mrf2jLD4a6fWeihCmXn11Vc5/PDDaz2MijMwMEBXVxfJZJIFCxbwD//wDyxYsKDWwzJi+k6UUku11vMyy8rSSYIgCE2ERouFTGhoFi5cyDHHHMNRRx3FnDlzIk8SqHfKmodMEARBqG8kqF9odK655pqsbd/97ne5/fbbA9vOPfdcLrnkkmoNq2REkAmCIAiC0NBccsklDSW+TIjLUhAEoYnQSFC/INQjIsgEQRCaCK21uCwFoQ4RQSYIgtBEiIVMEOoTEWSCIAhNRqPLsVOveYwbn1xf62EIQlkRQSYIgtBEjIdZlut7Bvn2Pa/UehhCCcyePZuenh4Aurq6ANiyZQsf//jHK973smXLuO+++yKNrZqIIBMEQWgiNLK4uFAdtNZYlhW5/P7771/x5YkgvyCrFZL2QhAEoZnQuuFdlkJ+rnruKlbtWlXWNg+behhfP/7rOcts2LCBM844g/nz57N06VK+9rWvcc0113hLJ1111VU5637kIx9hxYoV3HTTTdx9990MDQ2xbt06FixYwNVXXw3A9ddfz1VXXcXkyZM5+uijaW9v59prrzW2efvtt/Ptb3+beDzOpEmTeOihh/jWt77F8PAwTzzxBN/4xjc4/fTTOe+889i8eTPvec97avbAIoJMEAShyZCgfqGSrFmzhptvvplZs2ZxwgknsHTpUqZMmcIHPvAB7rzzzsiZ9ZctW8aLL75Ie3s773jHO/jSl75EPB7nO9/5Di+88ALd3d28733v4+ijjw5t4/LLL+eBBx5g5syZ9Pb20tbWxuWXX86SJUs8Efev//qv/PVf/zXf+ta3uPfee7n++uvLchwKRQSZIAhCE2G7LGs9CqHS5LNkVZKDDjqIE044gbvuuotTTjmF6dOnA3D++eezePHiyILstNNO8xYOP+KII3jjjTfo6enh5JNPZurUqYCdjX/16tWhbZx44olceOGFfOITn+Ccc84xllm8eDF//OMfATjzzDOZMmVK5M9aTiSGTBAEoYmwg/pFkQmVY+LEiWVpp7293Xsfj8dJJpMFt/Hzn/+cK664go0bN/Lud7+bnTt3lmVslUAEmSAIQpMhekyoBscffzyLFi2ip6eHVCrFbbfdxsknn1xSm8cddxyLFi1i9+7dJJNJ/vCHP+Qsv27dOubPn8/ll1/O9OnT2bhxI93d3fT393tl3vve9/Lb3/4WgPvvv5/du3eXNMZiEZelIAhCE6GRoH6hOsyYMYMrr7ySU0891QvqP/vss0tqc+bMmXzzm9/k+OOPZ+rUqRx22GGeW9PEV7/6VdasWYPWmtNOO42jjz6aWbNmceWVV3LMMcfwjW98g8suu4zzzjuPI488kr/6q79i1qxZJY2xWFSjm67nzZunlyxZUuthCIIgNARn/uRx1vcM8srlH6z1UIpm9sX3ArDhyjNrPJL64tVXX+Xwww+v9TAqzsDAAF1dXSSTSRYsWMA//MM/sGDBgloPy4jpO1FKLdVaz8ssKy5LQRCEJmI8JIYVmpuFCxdyzDHHcNRRRzFnzpzIkwTqHXFZCoIgNBmNnPai0b06Qulcc801Wdu++93vcvvttwe2nXvuuVxyySXVGlbJiCATBEFoIjSNvZal6LHcaK1RStV6GFXnkksuqTvxVejDg7gsBUEQmgitdUMrsgYeesXp6Ohg586dYkWsA7TW7Ny5k46Ojsh1xEImCILQZIjLcnxywAEHsGnTJnbs2FHroQjYAvmAAw6IXF4EmSAIQpPRyJKmkcdeaVpbW5kzZ06thyEUibgsBUEQmgitG91CVusRCEJlEEEmCILQRGh0Q4uaRhaTgpALEWSCIAhNiMRiCUJ9IYJMEAShiXB1WKPqsUYdtyDkQwSZIAhCE6EzXhsNWYlTGK+IIBMEQWgiXFdlo8ZiNeiwG5oNPYP0DIzWehjjHhFkgiAITUijCpsGHXZD84Vbl/KDv6yu9TDGPSLIBEEQmoi0y7IxpY1MRqg+g2NJhsaStR7GuEcEmSAIQjPR6EH9tR5AE2Lnrqv1KMY/IsgEQRCakIYVZA067kZG69Iskys293Hv8q1lHNH4RJZOEgRBaCLc22qjBvWLiaw2lPJz+cj/PAHAme88s0yjGZ+IhUwQBKGJcC0djaprGjX2rZGxtJbjXgVEkAmCIDQRXlB/kSaPZMpiZw1TIDSqYa+R0Rosq9ajGP+IIBMEQWhCig3S/uMLmznlmscYS9bmDi16rPpoxEJWDUSQCYIgNBE6nfeiKHoGR+kfSZKskclE0l5UH5llWR1EkAmCIDQRrqWj2KB+t1qtbtCiC6qPRlzF1UAEmSAIQhPhLS5edH0deK02IgyqT6lpL4RoiCATBEFoQhrXQibCoPrIUa8GIsgEQRCaCM9CVuQd1ioxBq1kRBlUHTuGTA58pRFBJgiC0IQUa/Nw69XKZiKyoPpIDFl1EEEmCILQhJRqIauZy1KEQdXRWouFrAqIIBMEQWgi0kH5RTcQaKfaiDCoPnLEq4MIMkEQhCai1LUsa24hq023TY1liYWsGoggEwRBaCJKTntR6xgyEQZVR2LIqoMIMkEQhCakWGFT6izNUhFhUAO0HPdqIIJMEAShifAsXCUG9csNunnQSOxeNRBBJgiC0ESUauEqdemlUhFdUH20lsSw1aAsgkwpdYNSartSaoVv20Kl1Gal1DLn78O+fd9QSq1VSr2mlDrDt/2Dzra1SqmLyzE2QRAEIU2pQf2lxqCVikiD6mPHkMlxrzTlspDdBHzQsP1HWutjnL/7AJRSRwCfAo506vw/pVRcKRUHfgp8CDgCOM8pKwiCIJSZUteytGo0zVJ0QfXREkNWFVrK0YjWerFSanbE4mcDv9NajwLrlVJrgeOdfWu11q8DKKV+55R9pRxjFARBEPwuy9LSXtQK0QXVRyNpL6pBpWPIvqiUWu64NKc422YCG31lNjnbwrZnoZT6vFJqiVJqyY4dOyoxbkEQhHGKGwNWZO2az7IUYVBttBYhXA0qKch+BhwCHANsBX5Qroa11r/QWs/TWs+bPn16uZoVBEFoIkpby7JmQf016bW5sWdZ1noU45+KCTKt9TatdUprbQG/JO2W3Awc6Ct6gLMtbLsgFMzGXUMs2bCr1sMQhLrD1VElW8jKM5yi+xeqiGSGrQoVE2RKqRm+fxcA7gzMu4FPKaXalVJzgEOB54DngUOVUnOUUm3Ygf93V2p8wvjmpKsf5eM/f7rWw2gIEimr1kMQqoh7Wy067YWurYVMbGTVx9K6ahaylzf18erWPdXprM4oV9qL24CngXcopTYppT4LXK2UelkptRw4Ffh3AK31SuB/sYP1/wz8i2NJSwJfBB4AXgX+1ykrCE3HaDLF4Giy4v0sfWM3h15yP0+u7al4X0J9UKqgqnViWDHUVB9N9dKNnHXtE3zovx+vSl/1RrlmWZ5n2Hx9jvLfBb5r2H4fcF85xiQIjczHfvoUr27dw4Yrz6xoP6/vGADg3363jCX/eXpF+xLqi1ITw9YquF70WPXRWmOJIb3iSKZ+QahDqmWyn9BmP5P1DIxWpT+h9nguyyKljVXHMWT3v7yVB1/ZVr3BNAkaEcLVoCwWMkEQGhPJet58lLx0kjcpoFYWsvB+//k3LwBU3LLcbNiJYeVaUWnEQiYITYxMZW9eir+/lrY4eamILqgNctwrjwgyQWhi5Km3+Sg5qN+JJZLFxZuD2s+qbR5EkAlCEyPX2OZDZ7wWXr/GFjJxs1eVWuedayZEkAlCEyM3tyakTGtZisuyOXAPt1jIKo8IMkFoYvxT2cV92VyUnqm/vL+XRMoiGSFJsfxMq4sWE1nVEEEmCE2M/xorN7rmQBveFVa/Mi7LQy+5n5O//1jk/svNc+t3Mfvie1m7vb8i7TcqYiGrHiLIBKGJ8V9k5YLbHKSDtIutj1O//L+Xzb3DkfvP3l7aeO5dvgWAJ9bIqhV+3O9Zrg6VRwSZIDQzvquspMBoDsq1lmU9rGTpF2HJEn/ASilAzoNMSs1bJ0RHBJkgNDFiIWteSg/qr1XaC5/T1TeEsWRpa/vEPEEm54EJOS6VRwSZIDQxEkPWfKRdjkXWz2in2vi79YuE0ZIFmdO+nAcBGtFCdsH1z3LJ/71c62EUjAgyQWhixELWfHhB+UWvZVlaDFqp+H+mVjktZDGxkJko52Ly1bCqbu8f4fE1Pfzm2Tcr3le5EUEmCE1M8OYmN6Jmouivu8YuS7+NLGghS5XUakxiyIyUM+tFNX4y9y7fCsDUiW2V76zMiCAThCYmEI9Tw3EI1aPkxcWpHwtZeWPI7NdCH0zWbOvnk9c9zdBYsqT+65VGS3uxvX8UgDnTJtZ4JIUjgkwQmphADFlp9zOhQUgvnVTaWpa1WuWhcjFktiIr1PJ3xb2v8uz6XTy7fldJ/dcr3qzaMnzd1fjF6JpbcItHBJkgNDGWZXb/COOYkoP6a7yWZYibvVxB/eKyDJK2kJWhrSr8aGqdlqUURJAJQhMTZm0Qxj+Nu5al2c1eagyZKjXtxTg9fdKHowxB/SW3EL2PRhTWIsiEsvLSxl4efW17rYchRMTS5vfC+KVUC1el1rKM3L//vc8oVrY8ZAWeCE61cUupKztUG11qkGQNaan1AITxxS8ef53Vb/Vz6jv2qfVQhAgEk2w23gVMKJxSBVWtb9D16rKslUCtNOWMyarGJcaz4Fa+q7IjFjKhrKRSmlSjPErVKdUURmE5nYTxi+fSKVK/pBPD1spCFpb2ojZ5yMa5gay8MWRVkEmVXGu10oggE8qKRjfkiVBPVFPQWoF4HPnemomi05CFzLpbtHoHfcOJ0gYVaQDpt+VMDKtKtZCN09Mn/X3XzkLWN5zgV4+/HmkMVsjvsxEQQSaUFUuLpaVUSl0kuRCCQf1V61aoIaXeYNMuoXT9gdEkn7nhOf7x5udLHl8+AjFkFUgMK677IGmLaO3G8J93ruCKe1/l6XU7I9dpxK9RBJlQVrRuTFNxPVFNQRZYOkkUWVNQqgvK5PJ0RcxLG/uKHpeJp9b1cOS3/syekbTlLd/SSS2x4pyIxSaGdamH4P5Vb+3h18+8UdY2y5mpv1hcy+tYKr8VNB3j2HjXMxFkQpnRDflkUk8kI1x0ykVY1nOhGSgtqD9gqXJeo9wwC+G/H1rD4FiKlZv3+PrKHUPWEi9WkJW2dFI9nD8f/PHjXHrnirK2mV6ZobGC+hsREWRCWbF0dWOgSmHt9n7O+NFi+oaqEPdSAFV1Wcri4k1HOui51Po6a1u5ca1Owd8pvvfpf1wLWWusuNtasXnIVMSF0LIAACAASURBVD2YxipJGbNIlDqzt5A+GvF6JoJMKCtaN05Q/38/vJbXtvXz2Or6ypvmF7SVjmeRxcWbl2K/bmPQdIV+Ol5cl7+rECHoxpAVq49invgrrv54PX3SLu7af8Ao4reB05CJIBPKSyMF9ZcaM1IpEj63T6WHJolhm4tglvtirRWlt/Wn5Vs47NL7GUnkDsRXBpEUnIiS/i+RKm12XaxYC1lx3TUM5YwhK/V6Fm2WpVO2tK5qgggyoaxoGmeWknshrbfh+i1klRaL2hgJJDQDJa9lWUJb37v3VUYSFj0DoznLKVwLmVmR+fstNZjbzUNWbMjFeD170is7lCGGrMh6hbmFxWUpCIB90qYa5ERQ3jT3Gg8kA/dJHyp/kRcLWXOhDQKmUExrWRbbVr4brSk3WFhQv1smyu+4Z2CUt/pGjPsKPQ/GewhZOdcuLfZ3Ukg9b/ZvA17PZOkkoaxoXfv0CVFPXs8dUsGxFEMwhqzCnUlQf1MRjMUqrZFgUuHix5ELZcgNFiYE3bdRHgjnXfEQABuuPDOrrUJFw3g/bUyzamtFpBgygwW3URALmVBWLF37tBdR9aDrDqk3IRKIIavwZSVgIatetg2hRpQjhswy3KALtZa5RUy3V/8DnSmsICwPmVWkoMpst96uB7Wm0ONy3aJ1vL5jwNxWuQaVg0b+HkWQCWWlHhLDRp2l6OWPrLPztpoWsjD3jzD+KXo2oVffLO6GxvJnzHfLmwwefgtX2opttsaZfrPFGujdtsaDy7IScbxRmhwcTfJf96/iE9c9XXQbLsV6WsrpYq02IsiEsmKvZVnbMUTNj6TqdJZl0qrNLMs6OwxCBSglED9dz7VE+dr1ve8fSRbXsIP/gSRmiPPM574s9nwu1bJST5OZyjmUYmIFB0dDRHkhgszQVxTtm3ZZ1s/3ERURZEJZsXS0GI5KErAw5SiXnsFVXyQDQf2VHZ3kIatfNu4a4tI7V5Q10XI5AvHzJYbtHykt0bK/XeVt8/UfUtZvGSnms6Utf4XWrD8TWTnP5IB1Mk/DJotmsZScuLgBQzBEkAnlpciLYTlJBW4U4WMx5TiqB/yZ+ittbQy6nYR64iv/u4xfP/MGL765uyLtl+6y9G9L/9M/mt9Clo4hyxYzfgFqytQfZpkrRDiYx2S2sPUOjTEcyQ1bGP/34iZmX3wvQ2OlWRSNYynjRa2Yh7aw61YhQq3YlSBqff8pBRFkQlmxdB24LKNayMr4NFdOkhFj4MpBvngcoXZU4jwKxmKV5poLu2EWYtEzxpAF6pus2Oa4x1KtvWnLX3D7MZc/yId/8nhovWJjyP77oTUAbNuTOxdbMZTXQha9Xe+whwmygoRV9rYox9qt1ojXMxFkQlnR1P5EiBoUr0pcTLhSJAOzLCuLVUXxJ9SesBmKxbQRJuaj/IxyuQeDMWTZ5cJnWZrfR8UKsZABrO8ZLLzBPFTybCtvDJlZAJtIz8A1lytkWMXeRySoXxAc3LQXtby5B1yWOS4BMYM7pB5IRhSU5SB4U61sX0J9Uexvy5Reoti0F6bz0zjLMsS1HrxpRxcOxjF5YyvWclhUtYpEoJXT6h84wnmazSW0C8WKeB3PGkMeUVjPiCBrYFZu6WNDBZ7cSiHM7F9NogZzekH9dXbeBoL6Kzy4QFC0KLK6pFLfSulrWYa1G633sDb85695cXH/+zBRGGkQwRG5164GDAbPpHKzLKOVDRPEBWXcL9GC24iXM8nU38Cc+ZMngGC26Vrjjy+J12j2UaFpL+rPQla9tBflcGEJlaEilpNyuCwzXjPbLShOyLDNZCELs5aYEsNmvo9KLpdlM1NQMmGDO9uwu+B+XUyTQLL7CBf79Y5YyISy4p4DtbyoRQ0qrtO8sBlpLypL0MJQb0dCKDfBRbqLtZBlC5dS3Ut+Uim/IDPlIUu/t0Lc+6VcfwpODFtkP5U83aK2PTCaZCyZ2yRYSFiDKUddMeOCEhZ596o13vVMBJlQVvK5M6pBdAtZfboso640UA5kcfHmpeSgfr9IChQorg2XgIXM0GSYQChEOJhwxV3x51xx9SqR6T+qKD7qsgf47M3P524rxEVs7rd8FJu0utgVF+oBEWRCWXFPhnImsyyUYGLY8HHUa6b+hM9lWfE8ZGVIgyA0DoUG33/5dy/yi8XrAtvMQf2FWXU9t6dJkAXykJkWFze/twzbd/SPMvvie/njC5sij6nQxNb1uXRS9LKPr+nJ3VaIi9jcbz7BVpr1NFLaC0/sN971TASZUFbCgjr7hhI8tS73iV8uolrITMuy1APBp36xkDUrlUhcHGZpCuPOZVv43n2rjG2EteUf77odAzy9bmeO8WSPwpSpP+wYWCGDcLe76Sp+++yboWPwqnvXrrxF654oHyGfq9Jrq4AfTd5+C7J0RS9rqteIX6MIMqGshJmLL7zpOf72l88yksif8bpUfGm88iyd5Japr1M38GRXaQtZmeJuhMYgaFEqrg3vHA9xrfvPp9N+sIjzfvlM6DhMPzl/DKWbmsZvNQuPXcseY9y5w0Wxepksf4VQaLVKXneifIaoKwSEXSMsS2ctk5XvGlLIJy42U7/bSyPOGhdBJlSEzAvC8k19Ves7clB/nS6dVEU9JkH9TUzR37fBAlHo7M1MK1uY69F1WaZCbs5h4sx971rBo9ycPZdlgTfyKDP/KlnfRJRPMBhhOSi7LbPoveYvrzF34V/Y4xdlZbyEFL24uFjIBMEmzELmXuSqYYUxxZKYUIYcR/VAqdP3CyE4Y62iXQl1QJiIykffcPqm61YLC6gvKDGswVJmWssybDZlvvfxWLagCx+Tzuq/EMJqaa2rbq2J8t0OOWuOdrTmlgFhAvhPy7cCsGtgLF22DOMqpqyffDM96xkRZEJZcU+CsItaNa5LwaD+cOrVQlbs7KLi+qqe+BOKoxTL5eBokv9dstEofApxmW3pHfbe583UX8D4Mi1lkDnL0mAhC9SPZiFLRXjYyHftilo/k8/c+DwHf/O+8HqVeCSM0OSAI8g6W+PRm/W129Ziy4exVPS8iUUvLl7IZABvLI13PSuLIFNK3aCU2q6UWuHbNlUp9aBSao3zOsXZrpRSP1FKrVVKLVdKvctX5zNO+TVKqc+UY2xCYbzVN8LgaLTYAhP54jCqcdMPc29k4l7s602IFDpjraS+fO8bMORiXFMOV9ald63ga3csZ8kbu+0NRYr9zbvTgixt3fK1FWg4ervGnGYmC5nOrmOXNXfrlnctZGEWqoDlzWmh0FmWmfUzWbx6h7m84TiWiygCZshxWeYTZDrk2Lc5AXr+yQF5Y8gK+KzGryzCKSFB/XAT8MGMbRcDD2utDwUedv4H+BBwqPP3eeBnYAs44DJgPnA8cJkr4oTqccJ/Pczf/Oypouub3BmB/VVwi1lhvpQM6nUty2ouZxS2FqAwPti+ZxSAYUO8UCE/rR0Do756zkMXYcIounvQJEr8a7m6918rxOptafO57pb3YshCznG/+HK7CLXuh2w3icZCqMRZF2UsroWsoy2PIAuJIXMtZKM+QWbqttjrq/E7i9CUSeQ3CmURZFrrxcCujM1nAzc7728GPubbfou2eQaYrJSaAZwBPKi13qW13g08SLbIE6rAqrf6i6/snANhJ0NVLGQF5iGL4s6oJlW9jvhvYo13/WoKSvla3N+/554vMu+cacZbmIWsoDghQ/smC1kq5CErbOmkqDFkwSTMhr58jOW5UBQ/O7P8J14hsyzzWcjCQig8l6VfkBn6LdadbRLAhdRvQD1W0RiyfbXWW533bwH7Ou9nAht95TY528K2Z6GU+rxSaolSasmOHWZzsFAb8iWGrSeXpal8PSAxZIKfUr4Wt67r/gwLgi9kDGkLRNj+CO3lKOs/H00WrqCQDJ7rLZOW0n34xdz/xv8BIYLOh2kCUFjZ0Yh5uwqlEg9CUZocGI3qsjRfI9ojxpDlmmT15NqeSPHGhbh30xbcxqMqQf3a/hbKdny01r/QWs/TWs+bPn16uZoVykCuC61/fyWJOlvQHWO95aspNpi1GILun4p2JRRKGVzqniAzxN742330te3B9AU5ynrnuOG32dL9EtevuSz/mN0bLEHXJZhnWZosWfGJq/n2S59gMDHotdU29QkA1u9ZGygb6aZv6N9PWCLVYlf8SBevhIUsfxl3lmVnhsvyzyu28snrnk635W/X994UQ5bPy+jfv2j1Ds7/1bP8fNG6rDpgPp7R3OHua+Nd0CopyLY5rkic1+3O9s3Agb5yBzjbwrYLDUQ67UXtLGQ7B9PxLrl682JG6uzELUfyzqiEBUsL9UMpvwHPZen979vn/LO1b5i/v/F5vvy7ZZHGYLJWWFpDfJDOA25jRe+TJKxwcecfh/dQFGKFMeYhc17bpj3CQLKXl3te9sao4gMADCQGAqXDHrpM68YW77LMubvs9XK2GUG4uHnIXEuXyxdufYFn16cjkALfs+/YGF2Whn7DPt+Ofvs6vW77gHG/UZBFsb4WYE2rNyopyO4GPuO8/wxwl2/7p53ZlicAfY5r8wHgA0qpKU4w/wecbUIDYbrAmvZXitd3DPBvvhtLLpGh81ysa0XYrKbK9KXTM9Ea8QrWBJTyvXhVDdY292fvzrZ7fYf5xphdT2dt0xpaOjd4/w8n07Myo4zP/wn9mfqNQf1uneReAGzq3+SMy0K12NaygcSeQNmwU9zfbr4HtHxLDdVTUH+URvPNpk9/v+bG0mkv0hNGzBYyc/3WuP3tJkMOnCn2LMqxanqXpVLqNuBp4B1KqU1Kqc8CVwLvV0qtAU53/ge4D3gdWAv8ErgIQGu9C/gO8Lzzd7mzTWgg8l4AK3zTf2vPSHA8Ocrmc2fUioiTRHOyafdQJDGnNcS9bOZFdiZUlJIEmfMaMyRBLiyoP7vNzG2qdY/3f1RBZhJ3QQuZ/ZoyzOLUqXYA1vba7skkAyhlF+xPpMcCMNr5NF965EtZ/ZviTf2C0E8+QVatJZcitRmhjBvUH3b9C7WEOrguy9FEvlmW5vfug2Ay5MJjtpBFuKblqF/vtJSjEa31eSG7TjOU1cC/hLRzA3BDOcY03qlX91K+KceV1j57dbRmjCe8rPt0XG8uy+LXcLN57a1+zvjxYi758OF87r0H5yyrcSxkqcZ8omwGSvp5OnVN6Zsyz0VlCjTzyma79jItuaolvTzaSNL3YBQbYu7Nc7n0hEv5xDs+EWjDNBa/+DLlCvTi4uJ2H2t2rwFgTO/xPuhAwp4p7tZKTv09j22ERCpBazx9jQhayHJfu0JjyAwTJkxorY3HuBLCIUqTblB/aIqijNfMdk1pL/K5Gf0PAS2uIAsRwKZxRTlSudZJrXckU3+DUm9WHRd3WKGCrMLjzrze5bIC5Ms7VCtKXV9yc+8QAE+t68lb1rIQl2Wd4rnrSvhe3LreMmGGu6sncCK2aY77gliL2UIWa7MdHbevvj3dRkZb/tM0GC+WLZLcdypu/85f2P4C6/vWM6ZtQWiNTstyWbpsG9oW+N/0MBYeQ5Z77cd8Fsd8lqhyEsX6OexYyMLDS7KFTcBC5giykUR0l2XQQmbXjzQjvwCfZTVDPsqNCLIGpd6sOi7puKyQ/RUedlb7uSxkeYJ4a4UOeR8V1z0VFpsR7EvXbYLcZsfkGiy2DVMesnS7+RWZKeg+OCyN8gmykVTaQqZi9vvOlk7D+HTgFczxYsE8ZI7IjA9x4ITDaI+3c/PKm0lg958a24fBRD9aa6fddN2tg1vxY5rUUmzai3zfU+b56AmeGs2yzLe+sJfx3iCGwWwhM12xwo6LZyELFaoGa1uUWZaBNvIWrytEkDUo9RrvY3x6NrgFKkVm+1F6qzfLUKkuy5Y8T57BvvwWssL7EipPaUH9jnjxNvj2lRhDlhnUr1r3YCW7gKCFTLXY7kO/IMuMT/K3nwxcL+xX0yxLFR9m7/YDOHTyoWwa2MSYI8is0emkdJLh5LA9rnh6ssKWgS3Bz1WOoP6Ia+JWc6JTtOue8xr28OyJZd8232DdB7+8FrIQQdcSd9cZNY/WNKk1yrEyWVMbBRFkDUqhFrLP3vQ8f17xVoVGk8bksvRPF6+8ICukbH1ayMKyj0fFy04exUKm066DehOmgk0pX0uuqpnt5nJZmgKzMz1KsZY9WGPTALMg64h3+MoHb/bB9SmzbcQmq5mKDTEh3s30CdPZMbSDBHvQOoZO7A3AnrE99u+76zWv7pbBoCAzreqRKjaov55clhEa9a5/eYRiWFC++z4YQ2ZoJ2RccZUd1B82ucOUry6MMBdrIyCCrEEp9If28KrtfOHWpTnLlMdl5ZrB01v8T1CVz6uV6RbIX7belk4q1UJWmCDTOJOlxEJWZ3i5w0qykNmvpgWXLcMNNwyzyzK9bTgxjIqPoMemAsGg/lhL9lJs6Zt99vUisL6kc24GZllqDaRQ8TE64l3sM2Eftg9tJ8kedHIiOjUBgL7RPnaP9tC5/x1e3a0DQZelcS3LMAtZyIUiHetn3J3uK0yQ5RFyWmt6fGuJRqEQ4ZLv9xWWF9HdHrCQmfKQhSwA7x44f1B/PjEV5UzItNw2EiLIGpRyBMc/9tp2rrx/VbrNMvx4TRaykYT5CagSZLYfJai/7p6iApaH4i1kUWLILK09F6fEkNUn5YghS6eX8O8LWqlyzbLUwYpZ4xpM2qLLSk4GgoLMtZANJgdDx+f/nZusVpluKBW3LXAT4t1M75zOQGKAUXagU13olO0a7R3tZfPgGwCMbv0bjtj7CHqGgxNdTJa3sPMmn4Us390/U5ClrYO5m73+ifXMu+Ih1vdkH79SsAxi2I8n2PzbCH4PACuHbmfxpsWBOoTUydgBBI930JqWfm+abRtG2HgbARFkDUo53GwX3vh8YNmKcgiT9MwcvyCrpoUsczzhZfMF8ZaTN3YO8rZv3sfakKzUfsplIYt68XLLix6rT0o6L72brsHakLEpqsvSJO6GnMz4OmEnazW5LAfHDILMcNf3n4+mhyY7I789w9K1kAEMqzfRyW7Pbbpm9xq2DdkuysTgIXS2dAYmG0CmNSz39aDUxLDhFrLcLFptr9e8cddQnpK+Nguweuab5Rj47i3/ew1qjHXJO3lgwwOh/Ya5PPPNci81U3/U8vWECLIGpZAYsqiWj3L8eNMX0PS2kaRfkFX2DHGfeE8/3L5I5+pN57kglJN7XtpC0tL88YVNecualqkpBDc2o/Cg/ga7ejUJ5UgMm9Y9frGffcPNJL1Oo6nN9MahlCPIkt1AxixLR5CllzPKHlcwD1n2A0nmEkexDntVvb3bD/QEmaWG0ckudHIS0zpmsGTbErYPb3HiyibR0dIRzI9GpsDI/lx+EvnSXuSzkIXsr0gesgiWoXyf12S9zLSQxTs2AZrRlO1SNX2W4LbstpJW9m/SrkdW2ShOy1IfaGuJCLIGpZBZllF/lOW0kPkvoH6XZaVv+u5Fb6/O1sB4TFQzqF8ZMqWHUa7FxaPGkMUMN12h9qiIs/dykRY82eIrU6Tl8FjmTXvhWsisZDcKFbSQxW3LmLsIuL+y6aZvSkKbed1ombgGKzmRfdsPZvqE6enyKXuW56F7Hc3SbUvZNrwZnZgMxOmMd2atIGAMHPftd/tv6V7O1as/yluD4ROj8qa9CJks4P9oK7f0sWZbdsxd5rjyUZCFLEyQ5fjNuPVjnfYD5mgyPMYteDz99e3XlD+o3zA+P09v/xN/2fCX0L6yxisuS6EaFCJsopYsh1bKvAEAjOaZFl1O3PbjpkSYGeQL4q0VuUzuWmv6RvvIhenJM1dfaZdlsHwileCJzU9EGLFQScqRGDZXUL+LQnHrK7dy26rbvG3GOCL3HPc1MJh0LGRWJ62xDp/wsTz3ot9CltV+mIXMtE1DfOI6UoOHoFSMGRNnpPc5gmxO1+H0jvayqvclrMQUAKOFzOQe7TjgRj77wGcD42rf9z4ANvZvzPoMUR+2wiccpbef+ZMneP+PFudpKT+FPPiFp73Ibivz2hTvtI+HaxHN77LMFt5hQf2mh+k/bvwJ/7HoP8wDzmjXfp+zaN0hgqyO2DOS4KFXtuUvSGFWnaguy7JYyLw+09uCF73KniFu+67IiFK2mouLR4uByL4hudy48kbef8f7GUqEx5MU4oq1l04yp7248rkr+eeH/pnXdr1mqipUiZKC+g0PSN4+w237quev4nvPfs/QTvZvMmAhcwQZqQ5aVbsnfFR8CKU0k9onMZwcJmWlAn2bLGApw007cy1L1dKPldgbrTWdLZ10t9qu0ljKfp3WMROA3aM9WM7Mz46WjpwxZO7blq7XeO6t53yfURNr7QVgLDWWdWxMx8hElEW0c1HIpJtoaS/c19zjCk1FoTXxzjcBPJelcZala4GND/BPi87h4TcfdncAmUH9vr4CM2vzfpyQz9BYikwEWR1x17It/OMtS+gbSuQtWxELWeQWc7RhuMAG82qVoZMcuO3nmjHm4gmXKpy0pkzpYYTlIRtKDHHjihsZTg6zY3hHaH23RtiivYG+LELTXjy++XEg+kLRQmUoTwxZUADZ7zNeM36buW7EmduGPAtZB60xvyCz3ZQHdh3olBvK6DM4BgjmATOJhpSVshcR1+mlmGftNcvuT9szLPdu3z/dxuh+gJ0HLTuGzCwG/J9Vte70/jdZ+dLpSbJ2hfYV6CN3tYLCHaK2CeHu4MxGdPYmAIat3cRabWu9e1yNecicba1Tn6RnZBurdq0K9GuKGcw5rjyY3KImtu0Z4Q9L88f0VhMRZHWE69obzRM8CoVZyKL+sMthvTLNnDEFEleKtIXM7S+4f+m2pVhOYpyqxpBFXikwPCj1jtV30DtqP6nvGtmVt36UOMNcFjJ3mRnTTUioHqXlIXOFGIFX477YHn/VUNe5qa3h1CDaagHdSmssbYnyBFm3LcgCcWSYRUxAABjO0YS2rVTaavHKfvIdnwQgnrJnWE5qm+aVt0Ztl2ZnS2dOl2XmWIYSQ07g+luBbWHke9gKs5Dls9BHv3L4xhLhJ2OagBXcn63I/NeInUl7UfeYNSltITNZYjUQG6ZtylMA7B7ZHeg37MEx+36UDPkkOerlOA6fvv45/uP2l+gbzm8AqRYiyOoI94SNNjuuEPN1xHJlSJBqyqhcTQuZe0HwYsh8Z+RzW5/jwj9fyI0rbgyMsTpB/e4A85fVhv+01tz8ys3s02nPKNs1HC7IdJ4LnR9LQ9wQPL5nLH1zHhgTQVYL0rmXSm8rVwZ1L5YntjOwP9zKnW1tG0r2oy07E39rrN2zhKkWW4Ad0H0AAP1jwYB1k5XGJP78+5OWcwPVrd6HWHDoAuYMXkMsaVvDlO/WlhpxLGQtHSR1koSVvgFnJzpNnzM9wz1oDbH2tCAzWsgiTorJzkPmHMfc1fwVCiD6PSTUZem9pvePJkfZMWRb5/ek7JQirYk5PpelqR1N2+TnUPFROuKdniAzie2w+4YGVDwopsMIWvTCj8PWvuHsCjVGBFkdkSpIkJXWl+mprJwWMtOsLKiChcy5nsYMubXcpJDPbn02MK7qWMhsovRkcittGdzC9qHtLDh0AQA7R3aaqgZ6ifS5NFmJYbXWXHDfBV6R/oR51pdQHUpbyzK8jcyZl6l4MGmqyVLl3+7fP5wc9BKytqp2ntz8JFsHtnoWspldM51y9k1QdbzJhIN/yG/W/SgwhsyxujfUnanlrOxZCUBSOzP6dEvghhvTXekULv5nEcvO3O8u3eS3kmWJzlh6347hHWg0sfZtWGP2xICoExNMFLt0UoToiyyinPretTp0XNkP1z975du87/b3obVmxOpFp9pR1kTvmJo+i6Wxj2FiMrO7D2X3aNBClkhlf9/2/ozGYtEEWdSgfreYqiMVVEdDEdzZJlFupKW6LIcCMx9zPykVhMkMXkULmeeyNMRduIKsZ8R+zXWzqiWB3EjO0Nbstt0D82fMB3ILsrSFLNpTciwjhmxFzwpe73udLx37JUAsZLWmlHMm05pldD1iW4ZGWpcDMKl9UnZZsuv5z5vhVD84FrJDu+3f6A+W/sCzkLkzId0bd6xzHfH27SzteSy7ff/4nXNhhfUDPnXvpwBIWK7LsjVrjH73+10fu4tL3/Uzb39HS7Ygy5zR6c4IBdgxtMOxkG0jNTqDVtVhTG7rjTXPdSQ0vUREE00hKRwiuSwt97of1h9Z+1/cac+63jmyk1Hdh052o3SrZyEzPXJqrSGWRFutdLdO9ixkpgfHXPFffgtZIpXDzZhl9TRTb9d9EEFWV7j5WMotyEy/u4GRZNb+cvw8TWbwsPeVwD0splQObw3ZroctA1uwtFVdC5nnFowmklzc8q4gO3zq4Uxqn5TbZem8hi2SnFk2MzHsg28+SItq4ZPv+CQxFctyMwnVpaQYMuc1nfYi23pgaYh3rWK47UUg7SoNzngLCjv7vf36u1W/Y1XfUrRl5/6bP3UBH3vbx3hqy1Ooln50qp292jMy+MfcRKIp59VsRTeJkJR2XZYtGUIxuC7rwZMO5pC9jvT2d7bYFryAIMvo112SCRwLmYZYfACdmERbrDOnyzIfRVvIojUfbLMAl2W+cfm/j/aYfQw3D2xm1OrDSnWhdYsXMxga1K8SoFvobpuUM4Ys1CqrNcpnIcuMRQz0F/I+E++cqCNdJoKsjqhYDJlh28BoWpDliyUoBO8GYMjvU0of2/tH8q8l52s/Zkh74SZ1HEwMsmNoR/qCVIUT0rvJRXlyNVgm1uxew8yumXS1dTG1Y2pOC5l77KPMHrW0JqbSsUpaax7c8CDzZ8xnUvskulq7RJDVCC82qYQHhtzW7/S+uBMn9fG3f9xL7WCyVpisZve+fi8Ayf4jve0nzTyJ/rF+WrpWYiUnee7C4VRQkI2khrC0FTqBwPTRk5YbQN6a8Vn9+QfdiukGXAuZNwbIMAaGDAAAIABJREFUWsvSL8je2PMGKZ2C+DA61UlrbEJuIZDPQpYZQ1agICjk0hntOpMtsoNtOPt92ya02HnetgxsCVjIklaSlJUyT9LQoFQSHAtZ72gvWuuQWZbhD+/+78a0LqqpXq77TWbqlXpABFkdkSrgRlpqHrLBgCBzy0VuMm9fYSKsmD601hz/3Yf519tezFs2l8ty22A6x9vOkZ1p10s185BFKhO8oAyMDfDE5ic4evrRAEztmJpzlqVbO2piWKUUMWUf59d2v8amgU2cftDpAHS3dcssyxpTUh6yjDYCYse3dE6sfQdxawqT2iYxZmULMuMi31qTtJKs2rWKk/ZZQGL3iV69E/Y/gbiKE2vtJzU8K9tdGBvz2h1KDIXeiO23wQOQdC1kVkvWGOPx4EQI/35PFCbSN/bM2eCuy3Jm1wE8teUp9oz2o5RGpybQpibkTHtRaFC/v99Mkr7EayokybXWOoeYyj0Wf5l8Lkt/W52OINs8sNkRZF2g2wA7F5lxliUaYgm0bmGv1smkdIo9Y3vyhlZkzUmKaiGLaCLLN8u0FoggqyPc4MawJTb8FGJpMv3gBitkITMF9QefeAvvw63y55Xhy5Zk9u8P6h9ODnPti9eyvGc5s/eaDcDO4Z1e2eq6LPOXzbyg3Ln2TvoT/Xz6iE8DMKV9ii8OI7x+1KWTFBBTCktrFm1chEJx6oGnAtDV2iUxZDWmpPPSEybZ1g7/jOhY23ZaU/vSFm8jaSVtqxXZ53Cgvoa1vWsZSY0wa+JhgfHu1bYXx+xzDACpodlZ7kIVSy+10z/WH+pm0lrb7i6HhJUg6aS9yAzqt6z0g5hpeSfPQpYcgdgIEw++hsXb7gzUd60wH5r9YTb2b+SlnmV2O1YnbbHO6ELAQCEuyzG/IAtpb8437uOrdyw3t1mIyzKvqPOLZdvFvKFvA0kG7ZURnHxwI6kR8yxL10KmW+lus+MTe0d70w/P3S9x3UvXZfRkspClBVmu9CPBSSHhmHLz1RoRZHWEG0MW5QJckIYwlPW7LL1iJf4u8yWStLcX3m5hKT6CFjLQ3LDiBq5bfh0tsRbef9D7ATuPl2nadT2QeUFZvmM5M7tmcuQ02yXU0dLhC6LNxr0YR8vUDzHlCjI7T9uhUw5lasdUtNZ0t3XLLMsaUwY9ZnRP+YV7rH0HrdZ+tMVta0fSShofpDLdQU9ufhKAWRMPz+rz5ANOttsfmuMJMm+WpV+QJfpzzLIMlu0b7SPpWfAyLWTpBzHT2p3eGBLDtE//C7H2Hp7afpevvkbF7Bv9WQefTWdLJ197/Mv2vtQEWlVYDFmwzzDCzkdTvdFEdniGqfYdIYlNCwmNCF9cPPsYDjuuwrvW2cfNtpDZruPR5Gj4bF6VRFstTHbyw20Z2OK12znzNq5ddm1WX5nfbeQYsogGgHwWwloggqyOcE23UVxNBbksDafyaDJ7we9SLWRR4kCK6aOQE8aUGHbptqXMnTaXFy94kX+c+4+A7bLM94RYCQrN1K81vN73OnMmzfG2tcfbcy7hUsjsDEtrlFIoZWdAf2nHS7xrn3cx5xv38flfL6WrTWLIak1paS+cc9sQfun+zraPbEXFxmi1ZtAas2+uY6kx48zKoMvT4n9f+1/m7TuPKW37ZRU+//DzGdrwBXRib9rj7UC2yxLsWbxhyTwtrb14M7AfpDwLmdWaZU1rMaS7cXFdlkPJEWLtdtJjK8MKGOvYgpWYzIyJM/nyu76c3peaQGus0zjL0mR9NJGdhyz46sd/fS4m7UUU0td9836TVXQ4Ncj8/eYztcNejspK7gXOZI6R1Ijxw9hiKgG6ldndbwfsmdy2K3M4u3DG+FxUS1oMRw2jyHXqpK2o9aPIRJDVEQXlIStxlqUpV0vJFjLf+7D1K4sxDxfkns3IQ5bUKVb2rOSoaUcBMKF1Ap0tnQGXZTViyMLiQEz4j1HSSrJhzwYOmXQIyzf10jeUoC3eltNCVsjH0dq2kCkFuxNvMJQc4l37vguAB1/ZRndrt7gsa0TUhKO5yLKQ+fYNWz38z4v/w5o+2+3VnpqTFmTWWN7g6D7rTbYMbuGcQ88xuhzb4m2khmcDEI/FaYu1eQH1KjaKlbDXnewfy2Eh00ELWe9IrxdDpnVL4ISyf8uZFrL0/rTLcthzf+0e3eo93CR1kpaJa0kOvB2N5rCpaTcsqU7a1ASjtdgTVnlO7tAHbcPm0WT+1VpyEclClud+k21lTDFmjTBvv3k88DcPcHjLP5EafJv9PeDEkIWNRSXRuoWJrd3M3ms2y3uW2y7mCRuCZX0tBNY0ZZjWvV5iv45DgOguy1z3DpllKeSkkFmWhVh18gmaclnIQpPB+ssUsRpAIcPKDOrfPGCLjLnT5npl3KD4QixkK7f0cc0DrxUdb1DIQ66/i52j2xhNjXLw5IP56LVPct4vn8lrISvkic/+qSliSjGQsjNwu+sCAkxsnShB/TWmHIlhTRauNYnb+cXyX3Dnhl+hrTbarP09l+VYaswr27LXS4xaQ1ljGbBsd9nhUw8PtY776WztDMSQ6aQdT9Sf6DfGq7n9+QXZ7tHdvhiyDAsZ2pfCxd2WxptYkBpBxYbROoaFxcb+jQAMsh4VHyU1+Ha0Tq8uALaFrC1mx1O6C6Snx5j7c/s/iwnT+TpiclkWErpRgCU+dFzeMdTEJ6wj3mkfp+62bjpaOtg3dqLtrnRcliPJkZBZlhpU0puEMXfaXF7e8TKW1rR028l+YyoW6NM/PoCB+ApUfISTp/8dkN9lGSs2ZrfGiCCrIwqxkBXmsswmIJgsd1vkJs39hFyUc01ljkJYnZ6BUX7//Ju8viMtGNyi7oV5Td8rAF78FcDeHXuzczidNiLKsTzvF89w7aNrjRfKcuP/vG8NvQnguSxf2bqH9nh76IwmKOwCo7X2YsiGLHuiwPTO6d7+zpbOnNY4ofKUlocs/GErhWMlGttBavgAYiruCbJEKgEaYm3b6Jx5Gy+P/MoZS7r+gLWFFtXCQXsdlCGozOPtiHf48pCNYSVsQTYwNhB6IwYgnn742D2ym5RvLcvAZ9V4Lst03rT0fn8MmYqPkBq219d8bddrAIxqe51Ya2wamuB5oFOdtMe60Wj6xvoy+nWtj8VZyEwPqUELWRGLi0exkHnu7OzCqmUPPcPbvLYmHPRLJsz+OWALMnu7q+icGLKUP4YsRe9Irzdu12WpgeP2O46dIzvZNLSK1u4VzifM/oyB+4ayr/Guhcy/tFvWZ/cJ80yueu4qTrztRONxqAdEkNURhVjICrvp5t5WrnwsUZLBljOo/2ePrePrf3iZq//8WlZZ13Wxpu8Vulq7vNmVgJfHK9cFKRP3BB8ci7bAbSbFJobtHbNXFXAznYMdQ6axUw6YKPTCrRyX5XBqNwrlxYcAtLe0OxfaygtRwUxJLkvPCuJt8fYNajuOalr7/oz1nI4C2mKOILMSToyPLcYHrG1OO/76m5m11yxa49kZ8034F/cOWMgyXJaZaV+USj8Q7BzZ6QkydGuGkNNZSY79bXW2dBJXcXaP9kJslNTQHCbGJ/PgGw8CkNK2WNRWmz37OBC8FadDOTMEHaGR+XnzfU+Z1xlTjJaLKYasoDCVCGVypX3oOvR7fPqhjzr7gwW6Wu3UF2mra1qQuSXbpj/ISb8/Kf3dOi5LgJMOOAmFYvGO22xhPLI/KZ1y8pj5vnt/2Ivz8NAR62ZK+5TAA7Xpc2W6rl1uffVWJ+VGaUaCSiGCrI6oWKZ+w+kZDLTP3lYqwQzYvrEUZSEzbx9xln/yTxH30l44F7G1va9y5LQjPZM4wMS2iQwlhrwn0yguywlt9sXEv8JBIRS2lmX6fd+YfeGZ2p4WSa4VI8xyVahrI6Zsl+Ww1cvUjqm0xNKWBzcYW6xktaMsLsvMGXMqwZB+i3965z9x2bG/JjV0MEAghkxrX6oBQwzagLWZQyYfkjXGsOF2tHQwkhwhaSVRsQQ6NYEW1ZrTZWmPIf3b2zG0I52HTMeDs0Yhy2XpJ6ZiTOucxpt7Nji5xSZy+F7vZdGmRQwmBj2LobbajeNvj9lCxF2LMdBxjs/tEp72Inu7f5Zl1Dxn+doMK5MdPB9ufQKfhcz7TfldlvY21/L17NZnSVoJlLLsSRhaM61zGkfufSRrB563+x+1LZFjVnAiyUAiLXxTagRtxYnH2ti7c++8S8fFMmJ2R1OjrNq1yivjX2C+jvSYCLJ6IlHIWpaF3HSNFrLsJ4RSLWRhboew99HbDTH1G8btHpd4PAYqwZsDazlq76MC9VpjrSSsRDqGLMKgJrTFAXO6kCioAqZK+YfTl9jJlPYpxGPprOT5RFJhMXc4ggyGrd3sM2GfwH7XzTOarK4gS1ma9T3hcSLNQLZ1q3gyY6pibdsBi7dPeXvgJtgaT8+ytHQ6Uap38/UZSkfZFbDceuMOGUNnSyfDqWHPbamtdjriE51Zlr76mdcmx0o3s2smPcM9JK1RtBUHYlkzQTMtZGS0u8+EfXh9z+v2/6kOZnW+k4SV4PXe10k6goxUu1ftl6f9hqE3/x6A9phtIcvMARjVw5B9nckWuS6moP5CJkdFs5CZBVlLV1q4ZKY/AZjcPtmu5yYWtrItZFbKFq9PbH6CkaS7skJ6qauDJx+cHkfCXrjdH7cYa3+L6974DC9se8Euo4bRVgda2yEn7rrEWmsefvNh/rz+z+nP7rOUaqfdT/3pU5x7z7leGf+kABFkghH3hI20KHTIchMmjILM35Z3YuYfY84xhVwwSl3LMmxcliH2zZ+HLNa+nZROccTeRwTqtcRaAheaagiy9PiilEkX2jO2i2kTpgW2uYIsLLC/sKB+DU4M2YjVy7TOaYH9XrqC1IipesX4zp9e4dRrHmP7nur2W0+kXUKlWMjMYiHWYSdZPnTKoel9SgWD+kknSvVEh/vbUgksxpjSMSUw1lzjdWPIvIBsR5DZbi3/NcLfVnqW5azuWWwf2k4Ke11EU7+Za9j6R5KybEG2sf8Np6NO9mq103VsGthEimFH6KXzmx0y6R2kBt8BQLsyW8hyuR795E/AmmbUsExcISueRIshC766xNrTK5r0DPdkXU8OnmSLKXe7csTXtqFt3nGPtdhxdit6VjDmLHXldzHvNzGdJsV1Xdu/Oad++1ZAs3TbUqevYbDsUI29O9MxwMt7lvPlR7/MVxd/le1D252yaQ+JpTW3vnora3vXctbBZ3l9erGMFHa9rDQiyOoIV4hFES2pkAuYCdMPzpQgstQfZkDkRVyfLAphdUxT+d1+4zG8XENvn/L2QD3XQlZIAtWSXZZuDFmk2U/au6DsSexieuf0QK38LssCBuZYyJSCEb2b6ROmB3aX22W5vT+awHITXvrd0c2GKblpoXgWi4wg93j7VmK0Mqt7lvdgkxVDpkHFBwMtedrNsZxNap/k7M0/yI4WW5B9ffHX7TpWOx3xLvoT/UERluG+VLEx0K3M6JrhWMgSnpssYCED4jH7lmaa+ZjSOiNQv4Pu+L4AbOzfSEqPpt2Vhmtie8xeID3LQuYKmzzXkbAHbaPL0mchUz5x4dXJ2VO0EmEWMr/L8q3Bt7xQGoC4aiEeizv13IY6mDFxBqt3r3aORQrVaguy3aO702uj+iZh7D9x//RIrbSb3B12rM1eGu6VnfakLEuNpC1kPpflU5uf8trxLK9ae2mPNvZv4Kcv/pRTDzyV7530Pb7/3u8DMJRMW8gkMaxgxP3hR7KQaf/7IixkOvt9MSkpgmMKf8qNyq+feYPZF99L33Daxx/2+VLeDSu735hSxNu30hZr58DuAwP10i5L+4ZjtZqzXftxLWRFB/UXUNZ+wrNr7EnsZFrntMAxKK/LUoO2sDpXMqr7slxQWWsQRmT1tn6eWtcT2PbU2h6O/+7DPBBhCSzXEllP7oRqk3ZZFn8QMq3faQvEW0zgAOKxuFdGqbTYdx9YXOGV0IOB9lyhlum+8o87k46WDtbsXsML2203lE5OoCM+wclzZ752DKrXadt7MUq3Mq1zGjtHdpLUI5Axw9IdWzxDvATyWlmafSfumx6n1UmMNqZ3TrcFmbKtMIF6vrHEaGVi68Rwl6X5Y6fHF7qWZTam2dz+Z5Nirvlh49E6eA1VLXvQyQmAbfXyTx766IH/nNWHxra0ru1di2VpOmfdiFIWk9on0zfal75O6VbcTxu4zjjWTr/FP9aaIcgYRjuu5L079mY4OcxQYointqQFmduPpdNpjx7Z9CcsLL71nm8Bdh5KyHRZ1s9FRgRZHeGuYRllNk3QApWnrKGASdDlSi/x5Noe4z4/2tBmWF9h3Pq07U7Y0uszKYdUMd2w0pn6FbGOtziw62Dvic7FdVlaWtM565eoA36cM68NwIR2+6LRX6SFLHPMubC0m9hW05/YbVvIfPX8biVjH4WMB9ho3Uti2vVMVPvyqXd8KrDfzW5eqMvyAz9azN/+8tnAtpc320/NSzaEL4yeSZSHk/FKOmVFCW1knCNaA7Eh4p2bmMABTj9pApn6ddplmWDAV1ajWuwEqa4gC1qqzAOe0DLBez+y9RxSQ4d4MWT+33d/cjPXvXQdWmuGY+sB6Bj8APt07oOlLYasnrSFLMPSn5WHzNdu0sq2kGkNB3YfyMb+jViMeBYykxtSo5ncPjnLZRk1D1nmb1nnqDea8FnIyJ4xmFeQ5R6K04b5fayln9SI/dvYNrjNm0Qxsu3DnDAt7fbzTwp42+S3sb5vPQPJPlomrgVg3j7zGE2N0p9w0oT4lrqa0eUXZPb12b86hHIE2ZbBLfSO9GKpEbA6QGsvrOLVXa+yvGc5h0+1l+1KpNyEwWkL2cu7XuCd097p1clcwivzs9caEWR1RCExZGGZ8E2YY8iy64c183e/epbzf/VsXqEYJW4snxXOPZGifL6UlT1uzyUTU8TatjNz4pyseq6FLKlHiDuxNE9sfiLnuCa0OhayYmPIVDrINB/uEjAqPkhKJwt2Ixa0soHWjGJf/N7TeTmTOyYH9rsWsnIE9ce97zZ3Ob+7ppbrjL7w5m429w7nL1gh0jf64o+BW9PfRPs+f4ZYgn05NdC+IhjUbwsyJyEsYwwnh7G0pm3vR5gw60bA57KMEN/k/pb2atuLRO88IEZ7zI4h83/NTw9/l2uXXUvfaB8p7Ael1sH3eufB9sSrgWSx/n4zY8j8pP4/e+8dbklRp4+/1d0n3jQ3zZ1hZpgZMgxBgogKShCVZRdZBYyr/hRZw664wbQqoot+2TWssJjW5VHcr7pGvuqiZJAkgzhkEAYnhztz09xwYnfX5/dHdXVXVVefc+9lhsv6zOd57nPO7VNdoUPVW+8nhYRlncuS8ryIkAgrulZg0+Qm4WUZM2TpsXCKgkrX9A1FOyYztmfKZMjSx21hL7Kuse0dmd3GT2cPZRvMmwJvDCHv5DFSG4lzh5phRtRrdFT/UQh4gDuHfyL6P3IWTlkq4n2N1UXAaVJSXakMmQyHIdXkgFBZdrjCs/zJ8ScTo34gdjx67y3vBSeO1x/6etFmKJ0HIobMqWPD5NM4aclJcVtyU6CqLOe2hd23sh+QvYAkiUPWXneYFVZitmJTKWZNKE/vErthv02/zMkrPq6127qzag5KW12q2Jg9+d2nBpzcNIZKy1LnSRag6j4VH7v2sWtx8c0XY7hiV6cVcqJj8zbqnyNIkk4JALC6e7VVZZnJkGn3tj1YD1EHC/rgopz6fW8a9WfFBjJl24S6e124yfKDP3gIX7vj2QVrf29k0LAxZE5+HLy2DGWsjn5LyptxyCQgAyLbKQK8nofjY3aGzC6ru0V7Z688G3LpKbodUXLx5CwZoHWsPoYQFcFkcQenLD0Fbz/q7QAAJzeljU98t8UhSyTghBOGTsApS04FD8pAWETICUf1H4Wx+hgabKfCkMnz9Xl2qDyEXdVd0KX1/ZEe1pmBYUktG10Di1F/mKEWrvtpj8zZhb1Q+yD+mfanwZwAPOhGyRNZOnwlzIhtriUivOrAV+GkoZNw+/B/i9/qB6A7L8D6WH13dH6iZi56RZy46C9R3XyJprIkEPJ9v4GTm8QhpdMBCLUlZ3WhsiQRWPa1q16LeljHCYtPwKG9hwJQABkECHYLw+DgOG7wuLjdUk4wZKrKcj9Dtl+skkTqb1+Wz4Ehs/5uAXRZtUh9vFSpzqadLI9LtSszjSA1mchFW3NayDSGTdcpi042BbBaXDoApsg4WyEE0AzGz8RT409h7c61uGPrHS3bmq/Kci5504jExCy9nQ7pPcSqssw2tE8Kt2NbiYCQmmCUtz4nqaTQz0FSIQkyRI3BtJAMWd3nz0tmhizZO/EBJaiT/xGAEESu8lvEkKleljxhyHizHwDwsbs/hifHnwBFEfYBBZC1UacREd54xBux7q/W4fKXXR4fLzgdqAU1BJR+r0ZrowhZBRSWERKhnCvjwy/+MF7R9TFUt7xLGU8y0gT0J+2q/XKYg8+e8mVU1n8CgAvOKV6wAzaZALK43+qVJCzpWILhyrB1TmvLkGX8rtlvIV3WbtSffK/ZAJm1JV04pZOxj1QjNivoQtEto+pXEXKpCnR14K2sG67j4uSlJye/8SK68uLZGG9E3o+KyhIATu17p4h/xyOVZfTMed2PIqwtw4u6LsKyzmUCkEGGvSB4jocvvPILuOOiO/CtV38rtUGVKkuWE8B+eWeSAksyZLrK8oWDyPYDsheQ+KEMDDtHhqxNWdvzNhcbMqlG9NsgRY0JUwFjBng8+tM34cwv3qm3xdIqy6z3xaaylPVP+DsAAItLy1PnSYYshHgpgz2n4JYLbkF3vhuPjTxmbUvWO1+VZTLu9i8/JwJbdCeKS36OglPGYGlw3kb97UA0EQmGDAVr1+I4ZHvBy1IuTO1Alvr7QgIyIprVu7gPOwDguRr1y091gQ8hgqpqzQBIGLLYnsdpIKgcgmX4Mzy0+yF86/GrQWFXUj4CcDazActQ4ndPStHtAABU4nypyckJICtpdS7JHw9ePczarteGIUvOESAgJMJhvYfF4wbP6/02/lnSsQTVoKql7rGBN1WkDZj5LtqKy2O2xz7LLtfOkNn7YtYXmxEQ4eZNN+P8n58vzve7UfIEIIsD8XLPDryjj95Cb9J+WEJ3TniljkcqSxkY1uwjaQwZAMcH93vhsByOGzwOd2+7G2AciFSWUgZKA8i7eW0TIa+N6zA4ESBTQ2zI+UxVWb6A8Nh+QPZCkrnkspyTl6XtWAb1bBPJkLULQZClZmwVGHbHZF1LRWJjUdqHvUiDv/GGCHmxuNiCIWORm3SYw5KOJThh6AQ8NpoFyMTnfFWWtsUvSzgBvEekc2nwKhhjcwt7oXxvp2bmBHA0wKjQmiHbGyrLWTJk4Szu/fMhIRHa4Nl9KnNhVbPEjENGBLG4IVE/xQwZEhsyP/TBeZTYm+ew0rkQr131Wuyq7hSJos125tm/giMZC2ErloTZiAAZBENmMjOOxSaTU2LMbdv/hKE+XkDMFzk3h6MHRPDolFG/8SzKxV01bciKeG9KuzhkRKT0W2XN9PycZr+sichntfEDcq4ME0L4woNfwCGLDkF9+DyEtZUoumVUgkoS1d5guJK2hMiYdIAAZJ05yZCNJOdr7VN8HBDPnEhZFeW9JMJFh18Uzz3EC9b2JZhOVJbC5IN5e9DhdcWelYBiQ6apLF84iGw/IHsBybwDw7bZxNuAlg0kZTXrxgxZe7YlqVPpn9auXofX+QRO++FpeHi3sEtxLQxZNiBL91t+n2gOg8ISyrmu1Hly0eGQcWvE/8cNHodNU5uwq2LaiCRjmy8gm0tMKSKC0xTBF89b9rep8+Zi1N+WIYNgyBzKW+9/3FbQwK1P7sKZX7xzTiyh+kzY7q1NVFZqIb0sOV9Yhmyv2JDFdSkHWQgiJ8XsMKbbkHHiIsURL4CT8EYcqe8Gc8R7k6f+pB2NqUr3N2sEBUcwZFUJyPJJSpzR2ig4qwpAptYPsoaRISTPmM3MIYjupW3jeMoBp4gvLIzbSI8rMUbXAFmbMSbxDu3Pkm1usDNk9u/zYciSeI0yR28Vw5VhnLP6HPgTLwPgouiWUPErCGKVpWd1BpOfGkPGS+jIdYGBYbi2NTqms6NxTREga4QN0W/HFw4ABJyw+AScd/B5cHgHeH2p9RqbKktOQJBfj9yiB9Ff1DOP5NwcPMfTA8O+cPDYfkD2QpI5BYadkw1Z+pi+42wNFqSqKTAYMiLCH4bT1L3ZJhHBKexEYelPsKnyMFRxO0Vi8CfGnhBtRU+kPj57v1oZ9VeCKfCg0zomqTbhEUPGIxsGYWwM/GrjrzLbmq/Kci4vvWAxmggqq3HywLnRsaQCj7UJe6G0Zd4zUzgBAWUzZE7UVj2s4/qHtmPDaAXfvnfjrMeisqqOEZIgS1QQOZeEyntbOC2sytSmbpyrkFGHeLaEytJWv2SPm7wZ2w3KZNvLOpeBUwinMIKgcjCO5v+q9FVlb2z9sI9BArJKIOw53aKICegyNwJkQmWpzi4aQ2YAJs81bMgs8c3UcyRrdeLiEwEATm5CnpiuH4n6a/PU5tR4s26TbNd8FQmE4tIf4kdb/k9UjrTfYrHZkCnfbWmW2gKyqEAuul6bpjYBSKLwA0AxVllKL0vXGm9Ofmoe2jwPBgdLOpZgxp8Eb/aBgh6reUmssoxUjjFDBpHg/XOnfg4HznwRYW2V9TlKhQEiYKLnajAnQFeuJ1W+7JX3qyz3iy51P8SJ/3wLblaCZM6JIctgoOxi2bFazs+a+N0MG7Lr7tuE137lbqzdMJbukwGSvO5HkF/0IG7b/Z9aHSzakYrgkGpohIy6LEDU3J0zBtTDCsCL1vHIRUdEf/ZAJNpc2b0Sxw0eh+ufvT714ieT6vze3lTqmRbCiQDWBChvn+yjuD2zU1m2bo8ICNGAA7s6gFEODAwQFHULAAAgAElEQVT1oI5DFosUKbc8tbvtGOL2FXDltGAvVFFVOwsLiGjBbdhEP+Zfh+0dYeBQE3NrvzGGoiuSgNfkohU9hzJ2lJMTxu/aI5nxvZ0UIhsyqbJ0S1uRRy/W9K/BSHVEMGS8nHo2bZkviCjlyaufZ9nARRf3xKET0d08A41d52pjML0sB0oDWNa5DP/2+3+Lo8S3M/mQv5sMGS89gtyih/DE5F1ROfUcZaxGPea4as25qyxl/V60A94U5fdc3ZOECZJG/YGqsrSMS7bVV+xTfnXAifC+40QgWRnmxJpEXrUhI8QM2Wyfe9OEQ21jxp9OlS/nynpg2P1hL/bLtokaxipNXPlrNZGreLFmwwo85zhklp1KO0DWDPTfH9su2LHN49VUnaZRvsxtNhMkKgkAYNHxbTNiZ2z1slTqVRkXNXaOWtZhDLWwAgoLsC0PMUOGGmAEmLzo8IuwcXIjrrj/Cnz94a+Dk35P5rs4zsUeiBMApwnieeu94Twd2VqVLACbVTYkAchsC4sfEgpuIVIn2BeWVuIr7vsypEmWLY0Uzah/AbevIV9oQCY/598HbrwjBBI2YOSk2DNpq9SZ78R0cxrVOAm4eA7VGF7gBb1f7RiyjP5JG7JqMIN832+Q63kY3exgHLToIKwdXgswEkb9al0K8DIZLDNml62LtvhbruNioHEReHNIK6vXL7w0v3/u97GqZxU+ce8ntHcwixmUx1NktSdsqxgSO65WdWVF6repLGeaU1qEfVPk+XJu3zy1CS5zcWDXgXGZoltCJajERv1EnrWP8lPGpEv6Szj/kPPx90f/G5pjr4wKQzlf3iOxwfS5D5/7YIzDjHlmG7cUm8rS5UJ9+s7D/iFVvuSV9geG3S+6NKOFKu8lt2BuDJn6vc2iaz2mLtrRsYxq5ORnMmRxcllLP8zdHoviBtX5dBxRmeXG4HWKOE9bp4WdQcyQqWorDSAkfYgnBKVPwrVdMGQy95kpEpARq8d2DbLca1e9FotLi/GjZ36Erz3yNWyZ2qL1Yb7qo7mcR5Ih43nrGIOQwXO8WXk+tlVdgBCgDodUQJb87occBa+AelCPwdFczKrU+2WGJMgS9flfaCfHBbVhm8P1Hp6sp1JVAQmg1TYEjIPgpu2kohe5K9+FGX8mYci4sC/UEkIbBtYaYLIy8vZ+52Mbshnk+u4FAPQ7x+ODx38QHosSiAedKUbfsRiRSaDmMJXhSvdRPZblrW5LhySL9hX7cOkJl2K0Nop1u9dZgZ55DpDeyJATqYTBE3ZIGYsUZrB+Zr9SzlYswEcePB9XPnBlqj9mv6TKcsv0JqzoWhHb1wJAIWbIpCrQMwCV3hfTg5ZI9P3wRS+C9GpVJX61lA1mU7JcPDfr5yjOLsGTsBec1dEcfxkO6jkqVd5UWe436t8vsd6/oACy2IZsrirLdouupcBcwl5IkBSYK0NUnFntOXRApSasHa2JhaN84LXxsW3T0nYk3ZYOyNJAzQSCjLEEkFnGk6gsE4ZM1pF38/jZ636G9x/3fgB6fjT1c65iA1aZZQEQawjbHeN8QOyIJWtlk9l4qMa/wwdAYIrKUpvsA46iW0QjbCh2ObMXdbFgs1RZqr+nnrnnUUKiBZ2s57IJOPfqu1OpqoAEzGl1GGEvVC9LAOjKdWG6OY16KBkyoZ4suAX0FkQKGgoLmXOQnSGzjyHvyFQ2FYA8+JPHY4idisHyIG6/6HZ0z7wNwfSabC9L892HeM5sbK/1WIamwcZOqt9PXiJibr3n5vdgxLk1GmNaNDbOvDBO4rk81Zxqa4Yym0woAOAWxeb2p+t/aqlFPydmyKY3YlXPKq1M0S2BQML8A4LJstm5ZTG4oWXCsAFcVWUZe3OnsgKkAbIUxpg2H3IiEOpx3DJT8m4+JgW0frSRJ3ZMYttEtX3B5yD7AdkCiWTIpNsxkBgzzzV1UrsHyk6lz+4YkEx+psrS2Fhb1aAAwDmHk5sEb4jJfKQ2gtHaKJz8OMLGIC467CLsru4GJ67EPLOPz7eoLHVDU8GQ1YIKELZhyBxhQ6aOBRDU+5qBNWLMMQ3eevJpJ+0cJ1ThRCDWjI2pzXYbAY8noPv+OIqrb1tvtKXX1bJfEJOYi7wCOpNzmiFH0RM2Rab6azai30fxvZ0aMMhYJJ9v4URtvVT3pSSAqX3ZsYpdfZ1iyJDEIbPF6gIihqw5g5ofqXWU53BxaYlyLDnHBiZm85w48IQKKazEanq5+PYWe1GsvwSqLaWon2BzsxT2o0Lx2mp+0xyOLL9rY4C9bDlXxmG9IhbaJHsoqjfdqNpW6rlXAJlIH6WANx7EG9fkmL2vZrVueSMA3esx3S9xkrAhC7FjZqtm0A8IhgwAamG0mTYCw9rMME7sfS0aI2dqbegOXuk+AA4YmHAkURmyNoyjKnknn6iPnWak6s4OkxGH8sDs57O/++HD+Mqt69sXfA6yH5AtkEjmQKbkARI2YDZ2K8/Vhsy2w5qrUX+cA89iYKsWbfIqmNOME9Z+5refwRk/Enn06jsvwLKuZWInFtTbMmTNYDYqS0KD1zJ3SJIhI6bakOll0jR4ui9zEZvXV5aEPIzsfHLWMdb9EMu7luOB4Qfwlm/dhy/f8ox2fqvJ2hRiYgJ0ULSCRj8UDFktrM1LbWu7X3OyIVsggkza/iwkIJwLsJFiso+mnaVQh3PYbMikdOY7MdWcUhiyxJZxMAJkIhRGxqawzUKsCkEwcrVgJo55Zvfk09tqZUPGslSWFgDR7l1pxfx97ayvwWEOXOpMNxbXqT7LegFiJiBLfntw5lqc8aMzUA/qbY36zefDjZJ772nsEXOJRWKjfpeB5ccRUKAZ9ANAIWIvq2GSHNy2bqit//myS9EcfbXWhp5NIb1BA5jILxz6aMiMINxuQ5bJtLr52M6VSaCbpSFxPR2QWWtMS80PrfZ6e1P2A7IFktiGzE3bkM0uMOwcANksPW6yqskEZNFnYkhr7990IJLxhnVhFPzMRAIgeP0ALeGrLeaZejk0hsyqlgAcN9plhfYXMrZ1YGFsQ2ZeQzPWl223NxeZy7oektwlJmyBen4j4HjXmndh89RmeJ1/SJ2vL0LtGhaAUzPqV2poBhz9pX6M1cbmpba1MZrt+vRCiNQvm31B2JDNhZFUNzI2j2QAMnWSyRjJ97gz14kZfya2syGFDRssJoBMe84s32fTbyIBAKvhTBTzLG8s4Pb6HWY5TsIxgYHZwRfS19MOENTv2fPsUMcQjug7Ajx6h2yjVU9JPUsKQz/VnNLa39C4DYAAavLoWHNTbNqRBc6YNwm3vBE9uQH43MeOmR2WXiXPhucwOHnhXGAyZEU3UieHwlNReKSnx5al1rV7uirnK99zTgFN3kRDBoElu5dlVl0Ft4Bm2BRqa0fOn0WreUTOyWmAbLahdTjf9xu0/YBsgaRhMeqXL+ycw160KW5lyCyTddbDJie/doFhs8JezASCeuf1JGr+VWdchfqucwHKxZGUa0EtVlkGmUb9rV/4kBOY2zqys2q4KhkyU6QrtbQ1sF2jSiPAqo/dgB8/uNVahyrxebN4n3mkRlTVQqZX1WnLT4PLXDil7QD0eGMmQG3ZFpMqy4IVmPshx9KOpdhZ2YmZYAz5gZtRyz1sqckuqg1Z4v4/e0C2UAxVog5/IQCy2Z+jMpJZnsoyUr9pAyS9LLvz3ZENmbTnSRiygaJUWRYyF2IbGMoSAqEr34Wp5nhcr9VhSQMCScofkylKGLI0oLK9S1nX1g7o0lLyStH7GmSoLJW2bIDMF7G7TIZMynRzGgH34XU9hp+P/gPefdO7U31R2/C6HwVjhHNXiFyfG6c2WscXqyxdB05OXPvlXXqauWKssoxCR5BnvedZwNw2Z2Zt2nNODs2wmdjFGkb97Z6lvJuPHCMoVgVTWLDeM8nG2frcSohonzsZ7QdkCySS+ix4wvuEc7JOGFmSZU9gEzv1q/6eBjZahPX55LJU/pkKRKw13hzA8sKL8LfH/y3OPPBM+OOnAVDyi/lVuDIIbcZOX11wbDZPRBQzZJlxyCLvLVHeS9UBpGPb2MDKrinx4n/1jmet7agy2/QqQAKSVBZCPSvgHHk3j2Wdy+LdbcOiGpxNe+SI3b0Lu5dlI+BY0rEEo7VRPF37OQqDt2Oq67qUfUuW+FaVZetz1A3JwjFks98c7bM+2Azy24i6YbEB25CHYIw0laVZfWe+E42wgRlfqKqIJ/aFicqyaMwXyncbE9UC+HTmOzHpj0b/5631knFO7EikMVhi88hYa/VkVr+tXpKwl5VS9Iqous+g8/DPYCrclPpdrdPGkHFf2HlNNaas7U/70xjha1Fa/j0AwHA1mku5Pu64Sm8PKCzgqJ6XAAA2TmYBMvHpOQxObgo5J5+yOcvHDJlUWbpW8EW2g1AYcfvPWr9zTh61oIZGpCbPCnuRxa5LlSUnxBty8KL1muacXGyKIvoxu/fr+XDy2Q/IFkhqESCTDJn6ss6VIZuPytI2WWZNoJlhL6Iycmed5QU0He4GcRcUdOGcwctwybGXaPVIlaXKkGWpLDXGJY4NppeNGbKwaB27xpBxuw1ZnGRZcaU220oWhfYiy8xmfQ8h3cxzyS7T4sSxume1HZC1ULOk+yWulcsK1ufADylOF7PdfwA86AAQ4r//8N/tB4IMr9g5eFkuFCCLweMLIEjRXNYA38JIqnWoQT5NBkOqLLvyIt3YWD0C3TwfP8Brek9CY9c5CKurW6j+0v3OMpsgCBuyqaaIT8gob51H0jZk9jaEUT/LYG/SGw4bg6Z+19+f9BhKEWhhjo+nw++AG3nsshwIxEkJIJv2FaN+lnhPzzRnUKeJ+P/B0qClr+pk7YMoj7LXg95CrwbIhivDWLtzrXaO5zIwbxL9hcF4PpPSkxOpsfb4OyGCZ7stvFJbgPCMvqrdXtaxCk+OPZkEd52jUX/BFSpPQmJDRrxonZxNleVs3y9O+1WWf7JSawpAJr0std3s82DUr+8MlU/mg7kzWp3zsSHb5T+GY647Blunt2I62AUKeiGjN5sSM2RBNQZ/QcbCYltw9F3X7F7IeAzU2oZMeu6EFvAnF4VZsV6SoZhNWagpa2x1ic9V3avg5EcBcC19ShYDYBOKMiUIL8v09WwGPAZkdZpAMHUcnLBfSx3TSpph0q/QMmnb5IXAkMm+LnSmAPVzNqKpLC1zhAwWquaytNmQAcBEfTSysUzeW9fx0Bx/pWAwlHZt88msVE5E6Mx3gkM8Jw4VrPWawIpZ3CwFc6YzZObvon/qXKv2Ow0wtXFZFARy7gKAadqAbz7yTYQ8BCeOL/7ui1i78z7lfAPAOHVQ2AGP5THVmAIR4HU9ho6Drkrq9KfRpCkQz+HI0vkYq4+BE8+8tsyR8QsJq3pWaYDs7J+cjYtvvjgaqzjmOQ5YbhJ9Rs5HAFiUH0R3vht1Pg0ZmiLrntvuk23OVEUFXGv6TsCGyQ0Yrm6PfrQ/X1mPkVR5Eik2ZFk2xG5uXmEviGjeNsSzlX0OyBhjmxhjjzHGHmaMPRgd62OM3cIYWx999kbHGWPsasbYs4yxRxljJ+zr/i2UJCpLyZDNLaHybHI9Jr/bdhoEsCbygzfht7tuiY+VV/87Og+7ArduvjUum5VcPCu9EABsbgqj1Bs33ojpcBfI78vsa44J1WLNrylelnbAaVNZmotBYkPWxqgfSBgys0zEoqnRnwFkeIBZGjEk6etsAFnEkGXEIZPXY3XPajAngJMfQd1XGTIhzNuDp/c83qY1sUAz5inj0QGwBGQAENaWg/Ee7K7OLn2SGirFpmK2iRpAc6Ei9c/W3u356MNsAFmcTUNjkNN1hRTdb7iZz2R3vhsAMN4YAfG8dn4W2DcBkzinbbfBKWHkRL/ysDEvZruspVG/XZ1GsJxjcSBQz2vH8hW9YlSOoY8dj6898jX8x6P/gR/84Qe47snr8Nm1n1TGmpxfC2oAIyAsouB0YLI5CU6E/OAtcPLjGHSPASBsyHxMg8IOFNgiBDyI1JtI1StAXjMKqirmh01Tm0BE+OYj39T6nYS9YHC8SfQVBlNjAxgO7zs8GnxkWmMB3uq1s81T2c9JImt6RS7R3+0WwYGzNqOtGLI4ObliQ2x7d8ywF7NWWfI/HZXlGUT0IiI6Kfr/YwBuI6JDAdwW/Q8A5wA4NPq7BMDXn6f+Pe8iVZauzYh9jirLdkoz268EID9wBwoDd+D/PvtvIBJpYtyCWGh/ueGXcVnJWg3XNmGqmU4mbrPnaJCwO7j6oasxHmwE/H4RQdvyQOccMalVg6qismxvE2WLi0VEgCeMVCnotr7AMuyFKGRXWWZ7WSYFQ8uEkyXx7nwWRqGJDVk+PtG2SL1i+StA3EO+/zcWhixExyH/gssffC8qfiW7X5KZgKuMMfm9GXAMdQyht9CLEhtEMHMEWNg9a0DmW5wN2l2DubLF+0JkuwuZumkuXq1JerPWRv1BBMgOZrswEIh7aA6xMy8Ysj9OPZXasOjAyL5pAqWPZQ2BiNCVSwCZQwXjfZfn63XF/JjBajEm5iuynNfOyNwO3uxlpUhABl7AkeyDOH3F6fjuk9/F1euuBgBMNvcgt+gBbSxAYttFvIhFuaXYOLkRISc4uQk0x16Ok8ofAiBUlj6mQEEHCkykJhqpjRjXPukfYz6kM9Chiw7FeH0cn/ntZ3DNw9co40iAhcNE0O5eCyAjEA7vlYDMic9V6zG/2663dtnUe6tckAM7D8Xi8mI8OfFQVM6zgp8s1XfBLcAPfU1liSynLlNlaa0xLZz2/QZtoVSWrwNwXfT9OgDnK8e/S0LuB7CIMbbUVsH/dpGMhi1d0txtyFqXzdppCHWXSDO0eWozauFM/Ptvd96LyYYAVa7DAKeO67b8DT5xzyeUSsRHHCcnXgtCTPKN6C/249iBY5FnnaD6ajhKBG1VJCBT84tleVmmwRnHdOcP8fjo4/ExntuOxaVl4oW02ZCpKksZGNboV+xlyWUet3Rf2lHyqsRBUWfFkCWALFmQlN+jfwbLg+DTJ8DrfixWgcv+SG8rABrbmepXrLJUXNpVQBYKB4JbL7wVpxa+BPAyWNiTWhSyxBrIt815mspywRiyqC8LGhg2veHIEs+ykbEFjw4iFfLF7Nf49z0i8XNsQxa9yYcsOgQnLD4BS8sr4E8dH5WJ6mnDKGlpi4yAzdbvSAAgoIdfUdtLM2RMizcmjzsMAGvN6GV5IVsBhgWkqSJVlsQLABguOeaSOGTIp075FFzmorj0Z2DeJIgIW6a24Ir7r8CbbnhTfN5gfjWeHn8aE/VxMMcH93vhUAEOcwRDRpIhE4BstDZqsFPKe+U0IzMMwusPfT1OXnIyfrr+p+gv9uNdRwvPy4CCeK5+FJ8Cc0IrIAMBL1kqnAOYl85XbAPONgYty9ZQLcsYw2tWvSYpp2gHoq6k2lQl7+Yx3ZxGMwzAHB8OhKrdVjzn5ubFkKmOd/tKng9ARgBuZoz9njEmrbmHiGhn9H0YwFD0fRkANYbAtuiYJoyxSxhjDzLGHhwZGdlX/d6nIhkyW/Ty2SxCWYlm122ZwOu+eq8WwM42oXMSOyPeFG7Xv935W8wEgv1qjp0Kn/v4yTM/ASAmOa/rCQBJiiMgebnMwLC5vvvA0cRnX/5ZfO/c7+H1/dcCM8dHgCw9FheCjar61bivWjylFAiLrgERnNJWNMv34n82/E9clue2Y2XnodHY0+1pKssMhkwa9beKQyYX67nYkM1OZRkZ9SoGzpkOF8EQmONjojaZ/A7A61gPHpQxWDwAv/jjL1q0JpnaZEeqgdjoqwCo4kazoAeNsKGxpVmi2/xFLba5Bi+EOGRzAdtZ8vU7/4j3/tfv531+sgloX9a1ON7YWFWpsvQAlKmm1S/f455CD6475zp88aXfR3PkNdr5alnbtXEd1aDe3nFzUVdVlk40FyRjiMqp58t5ByYooFhlmZRF6j8dZOng0LBrN/qSHk9sQ8aFA84xg8fg0y/9NF6+7OX4y0P+EpedLPJJMk+Etfjig1/ED5/+YVJncxCDhYNQDap4aOR3oh9+LwAWx4MLMA0KOpBDAshgATYE4VwgGbJyroxrzroGbzj0DfjoyR/FooKY6/3Qj8dShYhTdsSi4y3jBU5fcTpO7b04jr6fGeRVfrdsWLNZSH0Mf37Qnys/mjHP5DOVLdtmtuHfH/oywAIw2G2DATH/C1tKy8PVQjj9aagsTyWiEyDUkR9gjL1C/ZHElZ7TKInoP4joJCI6aXDQpvt+4Us9YjTk4qTakIWz2JWH3G4r8snrH8cjW/fg2d0J22WrjQA43jTC2ioU3TI2T21GNQJkQfVgnLj4xTEgazibUFj8KwDAwYsOTuqQk3PsZQk4xa0oDN6IAed4nLZMhLVQ3dFtD7TDIkAWVBPj41kwZESA1/kUAGD9hEhp0eAzIG8sBmRSfvTgVvzgAZEoXAVkWS8uYyw2FFV/J8uEM5sFU542G4BBLGLleGLYmmYGhbhcTLLD1V1aY255A8LqQXj50GvwwPADmQEiiYkF2mGq153yu00FEQobo11qm4bIha1pSZ3UTg0ZWq7x8y0Uv5fzb/9fbvwDbnxieN7nzwXEu1G8mEZbo37xbHkx2gszFxluvGtqX1xFLageZ8rxLA9DU5W5omtFMg6TISOloHKSMN5nVkAl+pAekxXgGu9VnAHAbN/sQyRFN7IhU9iYCw67AN941TeQc3NYVBC2s8ytoEF7cNe2u3DewefhvjffB2z8Anh9GQbyIiDrNY8K8Mb9XnAS8dmEDdkMKOxALmLI1CDNoo/J5oGxpjZvlLwSLn/Z5Thn9Tka68+JRDYQAI3dr8YB5VXp6xXVckz3uano++b3+PmA+rvt5qXPkWM4ql9NBO7Yz8t4Vs87+DwAwB8nnwVYCAdeZtNqYHC9n63lT0JlSUTbo8/dAK4HcDKAXVIVGX1Kg5TtAFYopy+Pjv3JiWTIYtZgjirLLIZM1iNtSgD7MxxyDuZNgYJuLMoPYrgynMQdCss4duB4bJ/ZDj/0scf9LRxP2CG1tEciIN93D4gXcJh7sZZ03GFMs+3Q+hIykc8uqCHkgFPajPunvoo7t94ZnW8HZ5xIA2REhEooQMLS8kpxblT2Iz95FB//2WMAdBsyRgWtnCoy+rNoC9onkIDo2bzP7eyBdDWODE2gRqu2XwOPhNv8aC2x6ZryR+Hk9yCsrsZLFr8aDAxX3H+FRtPLNplUWTJPsUXRd65SYmwVRLYs1Wx22rPYNM3W0zTMiKX1fErsEbqgRv36ZyvxLI43NscfaUOWk/dgfGNmnTH4cpRk3dFvjsOsi7OqsszcSBltqBHiGZnxzWS7FuBl1ktpVabtWTbnEPV8M5xGlopWSsyQkR0EduXEhol5M9iF28CJ4+JjLo5YQdHYQG4V3nj4G1ELhVqQ+4ti5nDHzA6R1zbshMOLKLrFSGUZAeDcKG7Z9Q2EPBR9jsJetNIMJBHtE+cn2zOWgPD0MfE9G/SKf1qfb7Mx/PRJX0VjdwT+bA5U6W4CAF654pU4cehEhMTBWBADspYmK0xqqTIqNSSk/+UqS8ZYB2OsS34H8GoAjwP4BYB3RMXeAeDn0fdfAHh75G15CoBJRbX5JyUxILPYkM1FBWaKXEgeG1uLp8efBmB/cXxeAXMC8KALi/KLMVwZRi2IUmSEZQyVl4JAGK4Mo8lGEdaWYXFuDap+Ott9bOcBAnMaIL8XHhK7ELFzE5OdbYHzQ46SV0LVr2IifBrlld/EFv8u/PiZH0fXSB23ch4bgVvcBRYMYKIxgbH6GBokWL6efF/m2NV4O07YG/fRFBn9Wa3HBn5npYa0nC/l249/Gy//75fH6mBCEwADyE2pikR7Sh8jQDZSTwDZTLBHlPMXob+wFB89+aO4e/vduGXTLVq7oh4JyOxtWRevQLS5ZXpL5nhtoVLk13ZG/S+E5OIxgPlf5mXpWwCw+t3nicoSADDyVCbolEddxdRAPiOmg478qhnUWxZn23hUlaXL8taF2gQCDExTLybZBtJAzSyTDQ7VucFS1lJpbNQPx9pmd14AMrewEyPsNrx61atTOSPBGD55yiexqiti9XkJnICJ+gTW7V4nDgWdIAD9pX6M1kfjtkorrsPDkzdg89Rm0X+nCTPKvRQJRHzui7E4SQBq28bH9lS0c4iw3bssptR2bY9YdByaY9nq0VavQkeuA7WgCrAAThT82zbXxHEoI4ZwtnOM6gyxr2RfM2RDAO5hjD0C4AEANxDRjQCuBHA2Y2w9gFdF/wPArwBsAPAsgG8BeP8+7t+CiTTCtuWvnG3YC7e8AU5xG6aak9pxIMQ///7vccEvLwBg32FXQhFskIJu9OYHMFwZRkWmyAjLGCqLiNw7KjvQZCPgfh9cFDHjK6pQY+LlhCgpdjrFBosYMhsL0wwiQBZUMRo+AcY4ep3DsbOyM6o32Q3etvP78bnNvDDkz02LF/iZ8WdiQCYnwnZX0g0GkFVQRn8G7Kl05H2ay0tqlt0ytQVf/v2XMd2cjgEOMR8OEpstIHtnmWOLQMQwrgCyJldTRxHefMSbsaRjCT5690fx1hveivfc/B7smNkRqS0iL0vmJYufOhGq7UoAGvagK9+FZyeyMxTENk0WgNDueumgt2XRfSbccr+fd7EBmwzxHDGVq2Ev1HlE1hHbkMkD08OKXZhuQEXx8TSYcc2yUWddRY2YtVHJepYBkUXD9ruJ7cywF2pfHa0P+nlmv0xQ4Cqsvtmu7VGIARllxFh0O0DcRb7/HhA4/vb4v011SJ72Ly+9FjPPfBKA6L8MOTEY/AWC6aPBCRgoDWgMmVsQLPVEY0KMmfmZISOkytJkyBDaI9q3cyrRr036ettsUrO0HXYArdYl28x+GcpeWRAGLIiM+u3zvwSmXudTKB/0ZdQVZzIAGExcuYIAACAASURBVK+P40N3fAgfuesjKROV/9WAjIg2ENFx0d8aIvpcdHyMiM4iokOJ6FVENB4dJyL6ABEdTETHENGD+7J/Cyn1aKGyeXPNNjBseeV/oGP1Nfjru87F+259Hx4ffRxNjMLr1mNPEQhOcVuc4wsAqqEMDdGFntxijNXHMOWPgYiBwhKGSlF09pnt8NkYeFMAMlVlaaZIEbuuAESu7uGFtA2ZxnSFHOVcGbWghjqNgwed6GQrBV1PSTC+8oHfxo07vo0dFWEPFea2gfvdcKovAgA8Of4kmjFD1ps03kIYz46PlnfycaR+1bVcylxsyOJxGwBDOiMAiNlHzny4yGvtZXnV5t0cKOjERDNJZdSM0o9IL02HOXjLEW9BwS1gy/QW3L/zfjw6+qi4NIzDgQcHigesZeeq9oFIuNSv37M+c7xycbeFvWinhrQxZCEPs4rvE0lsrhYOkM2FIYvwWKaXZXIdJSCLfpjZnWx4UrWK456TtgszPabjrwypsqKm1gvxQR3HR+MwbdPkp36OYMJYCjg5kcrS6hVq6ZfJ6JhJy9uF7kgCw9o9+ggAcVGmNzwVK7tXWsuIvrugsDPu6+dP/Txuv/B2LA7/AogSZQ+WBjFajRgyZT4frY0iCEMwJ4AZVFVKDMh4U2gt1HiNNkAUXwPlWBagMj7lGNTPrPrVNmwgTG13NgwZYyFc1tqoHwAK/XfCLezGIxO/0cb1m62/wW1bbsOvN/46ya0Z9WdfO13vj9S/QCKN+pOJX93ZmimKSPNuBNKL2j3b78Gbb3gzpgY/g9KyHwAADu2NPA05oWP1NehYfXVcvsoFQ8b9bvTkBUt03+iPo1AJDvpLQ2BgeHj3wwALQH4fHCppKksbQ8aYmBDMSc9hLJps04uMH1KssqzTGMjvQY76UfErmGpOJWqSvEivsnlSRInnziQo6AHxElZ2r8QTo08IQEYeSl6H6FsbRCbtyWzl2qkssxiyK/7nSbzpP36rHctaXG/fcnsceDVmH1kzYsjsO0918vAcBvL7sLu+MT7WpCQOjzz/nWveifvfcj9++OfCw6vm1yJVsqD3GWNK7kS138n3ROVIOLT3UPxh/A9xX375x1/isnsvU8qK401LCqzZeFnKlGJ+wPGF330BL/3BS9t4i+5diZnrvbAjni/LZrN5yhLJkKlG/YHt2keAzAUwybqAym7FTsvevqPYkMnr4rkGcIo+dQ9HC2Azv0efbzrwckw/fbnw0rQ5kkA/h0VGZOamMPIDtts/KaYVZvuyDhkH0Xq+5T7IeIVqblBVOAHMFXNmka9OF1D6rttMEXoKPSK0jfIcqCrL8oH/GZcfq42hGiQbMVtfY5Wl9LJsp7K0sl7q77ay6XuXBWrbxTGz3adWb4KwQ5YMmQxnlC4nVZY8ClZ+687v4cwfn4m3/epteMev34FHRh6Jy0oCYi4haJ6L7AdkCyRStWCLQ2a+mJf/9nKc87NzYq9HIEp0GogckB8+9svxcdZchuaEiB2T5GMUL56TH8eGyQ0AgAoXVDcFPViUX5Lqn8c8dOY7cf2z14s++X1wqKCrLGV/SXldWADinvFiIqWy1AEZx0BxAJumNqFBY+BBD/Ik8qgJ1RrAvEQtu3FKgA9yp8D9bkgPnSfGnkCTpuFSZ+It1eb9aVVOBWQ2MBF7uhrn/uc9G3H/hnHtmJ3p4tg0tQmL2JEAlJcfPlyW16rOWtxyroNg5gjsaqzHzhmh4k0YsgSQMcbgOV6cN7QaVEU9jMNlnrDva6NiUCfoNf1rUAtqePfN78Z/Pflf+Kd7/gnXP3t9yivVGoesnZclJ+RKm1Fe9e/4Y+1efPfJ76IW1HDZvZdh6/TWlufuLbE528xXmvPUu9rY5Cyx2+ylF0dp1N+gIsZYHzAzYlXlif/Fp1AB6nWezJ7CS/37lbIUseDqpqv1uPQ2PIAXNXs1UUAvJ9uStmLm7zJ1km3ptjFkOhuszAcWCGAbjsxdSRkqS7HpEWUK/EBLDe1Z8CRkiVBZTjYmUfErcEvb0Bh9JRgcjNZGkziOWSpLR/Gy5IpRf6bKUo7bPve0tfVrMVbAWOcsv5v3JvW7IVLLAieIGTJbLyQwZa6Yb2eCPeDE8cjII1i3ex1+uv6ncVk5J++NMDizkf2AbIFEsmDmzlP9DQDu3n43frb+ZwCAL//+y7GnHOeC3WiOnYqjek/E8YuPx7LOZcjv+gc0hv8SLx48HdVA7MwqQaJmfN3/ex3G6+OohCPgfhdAORzUeTS+csZXcErfBWiOvSLqF/CBF30AFxx2Abpq5yKsrgaoCJ/7CmuEuKz8ZJENmTmhxEb9ll1XM+Q4e9XZ2FnZiSp2gPweeAogC3iIjtVJfrc4yrUzKaLxAzhu8DjsrOzENJ6Bw7taxhMCgDNWnIHmyKsQpRK1vmi6l2V6kZlbHDL9EwB2V3ejETbw0LOCzYsBGWsmgMwyEWlhLxwGf0qkWbl96+0AgCZXd8p6P0o5oT6pBbUIkIVw4GYaY9vUO5wI5x18Hi494VL8bvh3+Nff/St6C0JFvKexRyurelnONpREyAlO/61wS9tx98Q1WFxejBvfcCNc5uKqdVft810qoL+Xz7W9+QKy5H60b9+zGPWr84gZh6xOZUywHqCy2/pOqueoXpZyQ/LN8DJ8tvZ5ra+mh6OWu1Gp16bKVAFVllpMq0vmrDTqEcnFsxiudJ0mCHLnyJDFUc94IfWbPIeiKPce1/NFmrVlgRl1EztQEtqMLZU/inJ+P0puD8bqY6j5EcCiDKN+V/WyJDA3UscpKkubfV0mCLMBJstmTr9s6jORvg/6uC11teDIOnId4OBgTk1RWabLxYDMm0ZYX4oPH/Vd3HrBrVj7lrU4ZNEhABLtkpyTkw1aZvN7RfYDsgWS0FjM5eJe8JxYT90Mm/jSg1/Ciq4V+MeT/hHTzWnMNAVDFRCPXZw5Ade++lr8/Pyfx4tdzinGO6Z6oHtGPjX2FKp8JApACAAuzjrwLLxy8J1o7P6zuF9vPfKt+PRLP43O2jkAeWAkDFgTOzJ9DEQAHAnI9BdX7p6tDFnAceaKM5N4ZkEPnFBMPBsmN6AWzIB5VTQnTsHy8uHYNLlJ6PbdGijoBifCWQeeJcaK3XCpC31P/hf+LffVzB3V1Wdejcboq2JVT9aOUrchCxGHpMBc45ClgbdM0M0bQwC5yXVlPjxpQ2YxTjZBEvkDKDqL8NSYCAHSpGSnbC5oeScPhzkiCC8IYKFgyBy7ikEzsI8nXcB1XFx8zMX46Is/io+f/HH800v+CYDwDFPHaQsM2y76fcA5GBcgNUQTbz/q7VjWuQyXHHsJbtp0E95/2/ut3r57U7LYivmICpLmIq1yQgY8wDMTz8T/23JZ6imo5HnCVKLBSphgiyIbMr29pH0hKlgPTSNIGfoFlPJwzAQz1oU8GUe2V15SWNqQmfWkUyepdaUPmmDB3Mfp7SMlxy8+Hp21V6O+8w0ZDBlQ3XApqlveBSL7LtFmDmH7Tgog2zD1B/Fb0Imy04ux2lgcNiOLIYvDXkgbMiXshW0uI+Mz9T2DPU+Opceiip0JtYN4sh00RLL/zK3GgKzVdWBeBRSWUPZ6kHNzKOfK+M5rv4MrT7sS7z32vQBUQJbcg30p+wHZAokETqaXZcFz4knv+099HxsmN+DjJ388TvgrWa+A+8LeK1p0c24OBbcQA708K8WATL6ote0XAQCeGn8KFT4C7gtPRNvDpnu6yTdL7ALNWGRaTkkWgMhLqUtEHDJ18knO90NCOVfGhYddKOoJSwAvYmX3Sjw++jhmAqGuDKsrsbx0FH6/6/d4aLfIecaDLhABSzqW4EWDwrifwUHn8Fqc7jyS+f7GdmmO/D9dRvWyJCKUV1+DwuqEFZiLl6UowjGS/xGuuP8KTDWncOUDUSDI5gDAixogSzFkGUbR8jp3O8vx7B7h9djkdRB3AXipxZwxhrInqH3BaIaJDVkGU5KMIT3etx31NrzlyLegvyQYzcmGSBEj29UAQsyQ6Yv6hpEZ7NiTeDqFHIAngF2OdeCCw4S38CXHXoJ3rnkn7tl+D+7adpe9k3tJ9ma2gPmrLOVnuv2/u/Pv8IZfvCHOluC2jUMWzTMUBR1GHuNYBFRGMu977MnnqBsKoyMzw/G5ZrDWVrZa6bFG76OiHjXLqu9CEuNQ77sMh2Gb02wAwVTHMdaKIUt1G67jorv2OlDYZf2dE4E3hxBWDmuhwk33S70Iqvp8Tf8aAMDaXYINp6ALJbcHT449ielos048lzmfAdKGDIBTF7ZWpAaFToMsxPemBWCyAeA213C2TgFq2VZvYkdObOKYV4XbIg6ZvA6MhZFDQ1Kmp9CDcw86Fwd0HgAgDcj2qyz/RMXckchFqpBz40nvru134ci+I3Ha8tNQzkW2PxEz4HNpkKm/fHLR85xCXLYeqSwp6MFQeQhXrbsKVb4b3JcxuKB9AnZGhgxARsZ5YoH3AW66rosdreqZpT7YzSi/3odf/GEspwvgTx0HPyQcPXA0Hht9DDN+FFcr7MBL+18P13HxnpvfE42pO67r8pddDpc6UA6PgOtX0IFa5o5G9jlmyNoY9XMiuMWdYF4F4/VxXL/+egTRjSLWiGO+Zcl0uBNdR/4TpvK344dP/xCfX/v5GEBR0A1QQVFZ+vCi7AX2OGTpRbfMlmPD5AZw4vB5LQbPtglEBuEVADpiyIyFMLlO6bZsC4tMyzLRmNAZPAso8A2G7Mwv/QYvu/J2pR0OeOOgylE4u+fzyUTLGN5zrLjvrbIE7A3R3qnnCMj8YH7nq2rydbvWoeJX0Agb+PjdH4+DJst3XNo+NTMj9YtPaUPGKY9xtgjwq8gF6TyF4oD4UO26xGZRKbhna1w/izddeptZ4xJt6oBKOAukQZTSHQGcINWbep2ODBhrnKOWyXJa4USxCYMtdEeWuqzVYm3aA9vEdr10cJb0e7A8iCP7jsSzU8KTnoIudHtLMVIbwaV3RpkJKW/taWJT3BRmJG4deaestWed96FmQLD3kSzHshwybP/Y208/B60YqpghYyFcp73KEgAQlqz3Le8I0460ynI/IPuTFDMSuLzReVcwZM2wiUdHHsVJS04CAM0YGwCCKNYUKKc9pLHKkgl7r4AHMUNGvICXHvDSuCxvCvq7lYeM2jcKxQudGJ/rZUka9VtUltK2IwF3ybWQC1bRK2IJnQPwIoKQ45iBYzBSG8GO2oao/Q505vrxjVd9I6k76I5f1oMXHYyjw69gUfAqOM1p5FkIRIDKFHUCB+wvrgrIgsg7DQAu/MWFuOy+y7C9ugGFof+HwiGfwgW/vACcdPogUOiEChdxwgr+EWBguGHDDQCADxz7dwAcgCsOE8yH55g2ZOnJTx1HkQ5ALahh+8x2NHkNRPnUeVJkzDephnXgaaqmLHVdK9peArI99T1WNac6liDkLSfWRtgAuZNgzQNRYkPab125LpS80j4HZFk2nfMRueGYqxCrIdd3N0by38M7bnwHLr3jUnzu/s9poVJML2B7HLIQ8qmRz3GIHCZEzG4U5YYnS2WpeVkC3VDUxZNb43Olh6ON8bEt9Or32F4tlZJJ/Z4s2o60FTP6agMO5nhaAT7TyUd/19J16vWmf8tSQ2rjsYE/yzWSa8Vpy09LyoWdOLn7HfjIiz8CjmiDmOVl6ZqR+hsoxIDM1sfkeosNdfY9taosLeNuB7hU0XpC2eWkSNICgKKytFwHBZBRmA758cDGcbzmyw8ASDzfbXk594XsB2QLJFK1mKhxxGch58DnAT55zyfRCBs4cfGJAJBiyAJIhiyvTRSxWzoT9l61oIa6Asg+8ZJP4J433YOXlS5DMHmCOG7doaXr5FzUuW73Oi0+S8zicAJzQqRtyAiOY+a5S35v2uyMOOHYgWMBAOunxctBQQeICCctOQl3vfEuBLsuBG8MGfYpYpfuRKygq3iFan2VC4Cjqz5UUW3IAmcsPr47SlP08MStyPclnmbjdd2zUlscIQB0T+31ePMRbwYAXHrCpbjw0LdGAy8mdlHMh8dk2Av9ugA66xQDeS5CZ2yc3Aif10FhIXWelNgbiaLdpOllmbEg2sJiSIkBWWNP3CentBkzYZL5jHOCU9wCLP8iLr3jUqMGwgM7HwARoRIKD2AW9qUWMcYYhspD2FXZt4BMW0ifoyFvcx4MGRHB63oCxaEbMJ2/G125LqzduRbXP3s93n7U23HFy68QdRtewL7BkLnl9eg68hOYIrGpkUb9xPKYgWAec4HOeCd9EJ+aDRkR+pmSVH5PlK2B0h6O+uJM9u8G8FFV52Jc6Y2I8FzU55PYBMH0kkzji/haOYY3JudJLkuzf+Z3vYwEVrbf5Liyn6N2DJnJwL1iuXC8orAEkAcGD3911F/hX15+DerDfwFeP6AlQyZzWTKnjoKbzZAl94aiDbWpTlbKWsdluQfq79bv9kpbXWMpKiDzWE77zQ85PvC9dXh6eDqJ1A+AoqwIqjy8dSLWBsk52WausS9kPyBbIEnsj6L/pe2X66CeewS/3vRrHNl3JF6yVISwSDFkJD1kclY2S6q8qn4VNellGRZR9IroKfSgzzscIhqRnXK3qRXcYACLy4tx1bqr8NYb3gpOAZziNvx+QrA90gPUQc5IdyTjkNkfbFu+Qz8UkapzTg7Pzoj4wBSW4+vVW+xFOPliqDtyeb7rMLiRPYUX6PZugbHTMZMJq1JwC2gE4joHTjpv47qJX4tzubBX2F3drf3e8BVARtKANo+PvPgjuPqMq/H2o96etMuLOkPGdKN+beGwAGcWipg6O2d2CqN+0uOYqSJVlpxIeFkyN1OdnGVcbErOzaEj14E9DcGQOcUt6Fj1dTwYfjyO6zPqb0DH6q/BKezCHVvvSE5mPvL9d+LdN78bd2+/Gw0uMka4vMuqIhgqD6Wu9d4WddzPnSGb+/mCwRDvU1/lnfjBn/8Abz3yrRgqD+GSYy+J0w3JDUMS901nyNySiF+4CddFxwQgCyiPCgm1TC6MbI9MQBY9c54SPzDkHH1QANnUjqhsZL+l1NPOkF9tQx5zzcCwlmsTgzflfPUxcZS81Pb0O8lmzAQVpk0pZcAGW39s74V8jjyHpd5F8zwb+BTH9c+j+49Gp9cDHnRp55+0+CXwJ14OwNEq2FNtYtXHbsA964VdZhKHrIm8IzbZtrAOSf8SFbGNQVPPm4vNnp19Tx8z+5IlHVHsSQCpwLCjMw3c8NhO/G7TuMGQlVL3bWlPCeA5ACyOUBCrLPcDsv/dsm7LBFZ97AY8tm1SO27GZIptyDwH9dI9WNa5DD849wfozIvIzSZDFlLCkNkeETcCZIIhS+JSSbHlh7RR0KIt8d2hTtz0hpvwqVM+hacnnsYu3IqO1dfgtpFvIOBBzJoxeMZCnrYh0yec9EschBx5N48j+o6I+p4DKG8HCMbEwBiDE4Eb13BAkMBXXQDM8UopekXUQwGkJCCrbn4PvnDal3BE3xHwqQ4KS6huFrYbZrJtLUinEqzVdVycceAZyLvKeHjBYMikDZl+XczrFbNRvBs5J4ftle3weS2+1zY2q+SVUPNr4qqxEB7LaYFhtSnXulNP1wkIlmyiMSECu/bdFx9fu3MtAGAmSvzuTx8FALFBennV11BYfBMA4RTQoOjeUYcVUC4uL96rKsuJShOf+eUTcTozwGCIn+Mk7M8LkBFkntGCvwYru1fiYyd/DDe+4Ub0FHq0NDhJeTMOGQeikAs1thXbZ7aDSxsy5DENMacUggiQGTNJzCQ5qg0ZMKAyZDK7BKeYIbMxPumxCTEXbdfCkKUSfpMSGNbYrzAQbq1ehJdM/EI7Rzs/+t9hLAUaWzFsmY+B5R01x+paAJk5F7ZTByZ1uXjN8jcjmDzOOF/tUvLPH0fE/f2/vxVsdZM3ozhkTRQiWykreFIuQcx+avNQYvJhso9qv8KMcdmcGPS5J/29ZeoklSFzdC9L1QZMA2SWLAUFzwHggFEhjmqQrNeZze8V2Q/I9rHc+qRYOH7zjL6jlwBM87J0GmjmnkKQ24CzV54N1xEM1r/fth7bx8XkLD0nJUNGlA5tAAAeVJVlBUQMIOVBtO1uMnYvoaKq8hwPFx52IVZ2r8Q2lgSqHa+Pw4926w501o6AyMtyNvYlEqCKz2MHj40KSTZP6ZcFIMhJwmnaAZlvxH/zjLhDqhS9IupBHUQE7kyBiCGsHoTTV5yF01ecLvpQXwYKegCkDc2bGiBLnDBUidtVbcgcHzlHDwyb5XCR2DYwLO1Yih0zOwRQ5Nk2ZGWvHNmQkcKQKWqBrLYyALuURYVFEUMGMLeGsLYcHnViuCI88apcqHTDGZGjb/v0dkw2JuEWd8Z1jNfH0eDRvUOHnSHrGMJIdQSmzd585fsPbMG3792Ea+/ZEB/bq16W8wh7ITYW4p0XHrNCZGYJVf0ky4u2kr4GnAA3MS244v4rMBMIMMVZARWIxbgYTOP/eN/CiuZGrQ+JGjCpP+Q8VllWUQT8aLMHadc1Gy9LpI7HjLWxIpENJEEJDBsfEb/11jajAB+vHf1OZrs6SFJ/T+eybKeWU4/bvUfFp+c4KYBqbrayNsQ25vrsZW9Ec+ws7XhWANdExLMj45DBaSLvFrVzbaxVvMlNpcuilIbBNpdnxaODpayNPVW/t2TIcglDljL5UNbZFEOW2ohEbfFCrJHaH6n/BSx//V8P4prb7Xn8Lv/FE/ifR3fE/8vbpybu5ZxSk0PACYXFv8K24tUAC+PEsiEnfOmWZ/D/XSvUPhKQhYiM1XnO+pDI1DvVoCpsyHgB6hSmL/DZL6P6XS5MjDERQI8lC81IbSRWnwhAptcld1jtqOkkc4Go+y8O/gvRpsy7prwYyUSmTxJ5+HCivriGytIPdEAmU6VkMUkEEl5JrAlwkfCbCHjfce/DeUOfQn3n+aCgEw5z0irLIGFcAqqDiIFH6s2kv/KL8LL0uQ/GOFxWMJI6pycndRycCAd0HiAAGa9Delna5g9VZSk9krISv9uek6zr1Z3vxnRjWkx+Th3EC8ihNwZktXACxF2E9WUARJ7UB4eFOjqoiLQyY7Ux+ApDZgsiO1AaQEBBHIT2uUpPSUzQD26eUMa3FwHZPBgyIgAssvciN/W7ZMgkK21TWYY8ijXFS+jhJ+Ke7ffg5u3fBwBwFDEVMWRD1fV4s3cH/nHyc3ofok89Uj+wCOL+jLA+IJDvpcXzUfMwVL+nEb88ojJJZLyjOkOmXw95i/qnRCy+HfmDMttNbMh0myhCUm8C/dLvmimtbcjEUc+1qCzleGIw1BrAavmBKf27hXCKRA5KzD2xDRlrohABspgdt/VB3ltLu6l7YwGFWe9POy/KLJvmLOnMdcbf45R4BpgNOek2ZEF3qm75CoVBPonUb1kj5yJPD0/jrf95P+p+awef/YBsHnLTE7vwxZufsf72nfs24W++/1D8v3wQ1Akk1B665EGRqRwA4LDew+LjANAMxANmU1naaFRdZVnV1JWAeAHMqNRZhsy2HdqBXXoakNHqKPxIfcKgg0RSdljWttLzc9z+mv416Mstgy/pedvkY7y4ZUqS7qZUlobtnpvafSciEwfX/Bo4GpCeiyERHOZgefFEkD8AwEV/sd8CyNQYXPUIPOuvXHwdgm7Ugho27BEsTY7lDc9HfYxxvcrOb1nnMmyf2Y4Gn4kZslY2ZEFIAAuRiwLDJsyGpX/QJ1ZbveWcYN5CIjCnIQAZ9WG4GgEyPiEmwKaIWXbL5lvw4bs+DOI51La+Gwd0HICR2ogAZOTAZSVrmiU58Zrx8OYrcpJ8VDErUJ//hWDIBCCTm4d0QFFTZSlvh2/ksmROA4wXsdz/axzZdyQIHCXOwVkBM5ENWZcvntscGR7J8h0xbMgKTLByM+hQGDKxaqtarWwAk2oiqp/wkdFP4OTm77RyjjF8AtBNU/gRPoL+2iblfGBgWgCy0dzSdLtaW/q4ZH9NE4asecZWr+0xSRiytOenyfpkbYhnu2HO0jrItYfBgctcNMOm+N3xY5WlzRxBBZoy4K75e5KMPX294rUtA4xbbcSglk1/N8mHiUoTp/3r7XhyxxRcx4XDxObFY3YNQ2AwZLy+JHVf5PrMWIibNt2E6564LgHF82TILvv547j32TGs2zLRstx+QLavJZ5UklnFpg4JOIEiL0YAWN0tGIPkoXXicAVAAshAOatRqauoLBsKIFMZFwlGbDss20Ks/n5gtwBkYWMQAKKFNGKlWE4HnTxSI7KMFz+D8ZHyzgO/hvqON2vHbaBWfi8rbvleMA1VYhsbeV8kQ2ZZM4vR7rEe1hWGTFffSBksL469L6VogAx1EBVSi1R872aOh8McXPBLEQTVcwqZQTbtkzGwomsFxuvjaFIFYXVlfNwU6WXZDLiwIXM8qM4RWTvtrAVBSkeuA1W/GnnbNoCwgBz1xh6RdRKADLyEnvwi/Grjr+AyF7WtbwfIw0B5IHqOqnBRhuc4sAX1l6qJvQXIpuuCiZqsJVkY4vGxAGuH731Oqop525CxUKgrbYBMiSkFJO9DKpelUweDsJM5cUh4bJ9aq8NnBVSpADAXvU2hMmbQ+2lT7YWcUICPJsujjryFIWud2FutV/1OBHShhuPqD+KK2j/r7aeCtRJWhNtxBDZhafUPUf1C+qaf0cZi9ejUgCa03xn0a00Z37UyZH5JpLUNmflpB1R29ij9kmZdb7VYzskpXpYJQ5YAF8t5ROK6sPT1TK8hlmuQsaGxrTf66emrb9Z05zO7sXW8hm/eJVJJyTk7sSGTc3UyZ2txyAx7Z62/jni3vvrwV/Xg5/MQeZb5fJmyH5DtY4kZMuWYlkhcTnQhhxMxZKx+SJKRXnlQS14pZsg4i3bGSnocNeAmo8TLMlFZqtRywpBZdf3qyyIfZgtDFtbEwj9SHUEziACZ4WVJIMWGqLGcwwAAIABJREFUrE1bxgskzk+rWlUbMBM0lCmJ+p6yITNSVrViyIpeAmqJNWP7L2m6pN7HgeJgG5VlA+D51OQUv+hBd5ypAAByrKAF2VS7p16vUJkozj/k/KS96aO1caoiGbJGEICxEJ6TM7IoqPdGBdb2e6bWWwkqCkNWhEu9mGpO4XtPfQ8zfAd4IDJOvPeYDwEA/vGkf0RYFXnjBkuDGKuNIcAMXOoQi5hlMt9XgMzmyJLvvx3//OA/4NYtt867/vnbkAUAudZ7qEZdB7K9LJnTgEMCkJ138HkAgHftmULg5MWkVOhCX0OYWLiGTV7CUCVMUsAJBTQRpAAZJeormw2Z9o6n2yAQOpG8t+JY0r5eL9ABce+lQ4K8RgV/MhqLvKfpGmU9jgkwYFFZZrwLqtgclczfhA2ZXiIrDpkZ78s+J1raz5gjmHIw5+bQDJsIeAjm+Ci60qjf9u4nn4ylVZYEVWWZvgaybLZRf7psthdm+nwAqDXFM1vKCWasEI0nl8oFLK9hEo9NaivM+yqvc23rO3H68rNQC2rYPLUh1af5SLscy/sB2V4Um2oj3mirKssw/bIFkcqyz1kDZ9f7rHXqDFnahkwFAJIhe2TkEYzUt6XSJFnpeaXfGkNmeVlXdgsgxutLUXS6NYbMNOrnFAWGZXYWhlsAqm1C0voqF4vULpc0QJYKexEaRv1utlF/rLIMaiDWsDBkCiAr2QCZwZAZMeNUIQCfPOWTeP0hbwAA+FQF04JsJmVtcchCTugv9eMrp38Fp/X8DdAmMCwATDeqAELkXNOGTGkr8z6kxyAZsjAyJidegMeFevLKB65EgyZAobBbOmvFn+GuN96FNx7xxvj8/mI/RmojCFCBiw64jFnfqb0NyGYa0jAe2k6YeVPI94o4c9c9cd28658fQwaAyZh+6d+zVJY6+87B3AZcFMGJcGT/kfj6Ud/B0c0mfFYQ5xS70RkKWzwHun2LrEllyDgJhsxneTSQB2RCayQ2ZLA8s/pCnQYWnIBOpgMy+bwdwEZxAntGAwidXNz7YuQAIivKheK4FzGH+pwWffJkXObckUouHv2mbY4MIeXaZP3mOGkWPr4+Rr88xzRrMMrDZMtkNXbApl7jvJOHz/3Ye1xuOlu9+/LeOi1VvNnnZ6v8k/MTms8+xqw4YLXI3KAYATIJMD0JupSxi74IhuyNqz+Iyoa/M5sUZWRb9eV4/7H/AAC4d/g3bcbSRiQOaFNsPyB7DnLP+lHtf9tOWN4+lapU4xqpKkvmzaDo9OgARamynCsrDFkDwqXdjR82FQDkWBcuPOxC/PiZH2OPvxthVRi5qi+euRvMWnxtL+tQxxAOCv4e/p4Xo+z2CkAWLQ6uk0tNdDLSs+3Fsk00WfZK5kvuGaAy5IQyJSpLkyFrxoBM/G9G5lZFTlb1oB4xZDogUxmyvsIgJhuTqAeJ/ZqWxgYNEM+nbBDM3e0Hj/8Q/MkX4aDyKZqKoN3OUX6etfIsHFw+3VpWioxpN+NXARYiHzFk7WxRsp4PtV6f+6g0Z4SHIC+gIzgeV552Jb716m9hETsMQRTyIggJvcVe7fz+kriGPhuHhw44DrPabOxtG7KZRpKFIYyfI6C88ptgXhWLSwfgkZFHsG1627zqnw9DhgiQEVozZGYcMj3DAAFOAy5Eehg/5GCRE4DPIma90B2Xd01AZmFsAk4oMB+Bk0cDOSByMhLzicgjaZtPVLEyIwR0qRkAeBj/dgP+Bj8rXK7ZGUmzhIKMoRb95kUbVsmQwfIsq+y4+awnpiU6QHAU84EssQ1XZciy2DbzejlOlllC6/dSe9fV85UfJEPWiO5bwZ1F2At5b2HOPZZAuhZWVPey1OexlMpTqyv93bzEdQOQSRVszohDpq6zAHDq0OtAzcFU/8z/e3IDOHbwWNwfAbKsZ7qdyHGzNhTZfkA2R1EnvLdduxa/35xEZ7cCMomMVYbMprKMGLKio3t9qAuSDFcAABzNyJMymVQahkHvx0/+eFJPJfI6Umh/L7afSr/QNkbG3B100pEA5dHlLokixCcqS5OmdhzdKFQ36LRfD1tfzIkjHoMCTEpoxZBJAGQAOstkK5mkelAHWDNWA9v62FsQaahGakksMpMhAy+kGCuTqu/Md6G+403oyg1CDSSuAVylr7aAju2AUykX5Wlr1gDGkXOj5OIW9Jb5TFjqlczV7ugaEC+CcxfnHnQuTll6Ck7MfxJhJfEeNmVZx0oAQNMZhocOuI69nIw3tLdVlmq/Qs7BchMIKgfhoy/6EgDgqnVXxYzUXKRpM4RrI0JlGQLkWhf62IbMiENm2qcypw4XRTQCjkM/8Wt87x6RczVwCuIpUgBZmapAmFwLWZPrJCiLRzZkoVNAAwWFIZOhKBIWxdyUWb8jeX67VIZsant8viftweJ6CR0UMWShnvw5F0pAJpOoK30w7JBsuRmzvAYdZk/HpPbLtvmR56SC0FrmV/m7AG/psu0coaweklCCYYPi7COSIZNznN22F/F5Mo6kCbjMDa1tjmgVh8wMxKuKbQ0yy0lAllJZumYcMgOYhfZrZfa3GXCcueJMPDv5FJg7PX8bMgsOsMl+QDZHMdUP6v1RVYZSYhsypjJkyosVfa8HDTC3gbK7KHNBVQEZsRqcSC0pi6gutQEX9gKfO/VzOKTzBPDmYq2sSjcnDJh90rSpLEXfxWd/7iBsntqMKV94kLgsHcDViRIP2158DYBaXjzbRKSqHdQyQmUprlGDPEukfoMhaxP2AgBqYQ1gDZhqQPWl7skL1Vyc0of5uO6Pl8VJx0NqWFWWJkMmP6XNHRnlzL7a7g1lXFtzXNPNChgLkHfz2oKTtZBm9UGKBEpjdcEcU1jIPMcWzmJpeWX8Pcc6nzeVpQ2Q1YIZMMYRzByJgeIyHN1/NG7cdCM+dMeHEPK55aacrw0ZIkBmuwZZgWHVxUQAsgZyrIRKxAIOjwn1ZOBE9oyFrri8AwKqSYowPaJ99MxHgCxw8qhTwpAlZgnKQp7xTGqjUf7RbMgmNqc2SRQmThedESArKFkGHHB4URBsj3yYYgIXz02HvXAMrYG6kGYCsrhsuoC6cdQ3odnnp3NGRu+4xfNd/V2rM2NOzbt5BDyIg4WXPcOGjFvqJQgPWpYGgulk7OlxZdmeEqkMmeV86/XSr7EM5lzKi45IhkymTjLvoxlWSbStVan1txlyHNUvWP3O/5+99w635CjPfX/V3SuvnSZqgsJIo4QASwIEiGwbIwMScEgGm3vABkw0xnB8OD4Y+2BzMOEYMNgE22AwyTbJBBNEMAYkIZRQQGkkjTSaPHt2WHuFXt1ddf+o0NW9em1hLve5z8NV/bP2Xqu7urq6q+qt93u/7zvjLagtH+PAWh7W6oZ7V3j1p669T1Om/fV+k+XPuZRjCkVh3oXxOhOv/yDcwwv7xEKHBOineqJsh7NFdsj7u1vv0htrr0EZ9IiU3t3al7kQiNS085LTLuGFp/1v1wI3kFW+u6kcDPZT5fG+ygyKnfw31k4D4O7+TwDtclwGBQI9iXbSJVevu1bFon9f0Z1z76WgcIxUipbUk80RtTAByGzgTDsg62G1sBNyjx0r6g9UMdig72U5X9f09yEDyMLWPdzW+yFvuuxN+hy0Bq08cFXp05kt7ATodrfeOWry/fBfy2nH2uLScCUDEJJ6GLF79QoexbWFNpTrKrS9CpCZehctSygbRcamBBbKZVNju/t7VuwuJLWuus7/GyZLCxRXx1ocrtIOUio++Gsf5BW/9Aq+t/97/OXVf0lv3FsXmPlj5f+JhkypsPJ86ylWMFkGA2J1hL0re9m3uo8kyxBhTE20GZk0XjZkxVgYhqw5W6y4lwfp9TcH+UZI0RBjMifqj92xZeH3tDWq6v1SShU1ZGuHJ8+Pc/DVLjFkCmiRB8G1gKx67tD/h6VI/VWMT5Hhqr6hqo1M+bfy+VUbKMeQhcHE/DntHP/3aXOqv/mpBTXuXL6TlbHeNDUdQzZZr387ZQ9a/XuFpz6TFUwLFVFgJL06K8uUPh6WGLKmCeNh43SWJTK2L3wHuGmiftDp73bN7XL/B90beNJnn8Q/3fJPALz8E1fzpR8f4NoDd7m1ubL5FUREVbkfkP0nS1ICXf6iXAXI7IPwqcpUKhAx3d1/weLCn3HZ/stYTfQi1g1maHlxtPyXeVNrE8cGhn0IetTFnLmG/r0gxJ+yK/EH9/pxyCZfoGk7iflQv7B39K4DdNiL8uTTUQM+sfgc3nj4DybqKu+ayu2v2rVNmizz9rYMQ3aE+akMmWW3rKi/aqD4GjKCMQJrsiwOboC5mmbI9hmdUVA/mp9LriGb5mlVFkK7xa18HKXn7DGDeZ15/VVmSMuQOQ1ZWOP5t7+WD4i3wr4rUUCXAV+o/zGb126trrcKKJUZshIgKy4SFSBF5UFzNwUPIgqqGbIwCLVH588LkFUwZD3D9qqsSyoVs/VZXn7uy/mNM3+Dj/3kY1z4qQv52xv+dvIWlOIjP7iLmw7k6YV+pjhkKJ1FgYj+OJ34XQhBLagVkou3T/wH9nXfxMVfuJhLvnAJh+I9ANREyy1cDbNQZYHZNJ30iGLF91zhtUEX31SVSkXTMmTWy1IpKJi18r6oKgWmx5tnChqy/lFsbDJX4jyNTVcVNWRSKjp48QfVpOesuy9vjJVZszzERnGeCUtBZAv1Veg83f05Ni6YPudRvFbZPFqtIZucD6aBKbtGKQW/efZvctfqXfz74U8BuXyhUjTvrQtWQ+bXLNWklyUV7Z6+WZxMXTdtjqm6R8gBmW2HZchc7uASKKzSWpbr9BUG4yxjS3sL5fLOq95pNrQKES3xom89jTd+/40Tx7lr2LrvA5HdD8j+kyUp6UH8l209UX8xDpkkqC+55MHvvubd7I9/jFKCF+/9CNfVXugdm19vc2szvaSnF/mwRx0NyNyA9S5fDK1R/WKHJf1UFfhaLxioCw0gZnno1oeyNNbsUBRMAo8nxjpX4bb03qltKtxL4buKdjmGrEgCS6VoqgGy1mZVtadqyGz/1BzDOR24DNMhiISgBMj8vglpc9rcafzNj99H+9T/QzRzEwCLo0X6SZ9MrKFkAykVL/nYVXzqynv0Vd08VgRWzmTpFozJPvDZy6JLfHXfle9rkAwQQtLw4/L85F9RSvGo4CbODe7g8fd+0P10n4FhDXN1bKS9TZUsmSzvI9hqnEqevvvp1ManUw+7BFNMlqDNlj8/k2Vi8tflQLFnmdysUwC1/+Ph/4O3PFpHtN+/tn+iri9ct5//9aWf8Lav3eK++1kYMs04ZYQiYpTIyn5ohI0ckIlVwvY9RNkW3nzhm6mHdX6w9CEAakHLmXYa6DknDer6XTvvBQB8OXs49wY7YE8e3qPI7ui/M2VF/Q0NyADSkWPImBZrcMpCq7zfrYYsI4C1I0hVMmOa3KfjTNLFMmQ5iOsIH5BVaMg8gAFGq1X6bTJSv/f9lLV0PYYs14X9NAyZcsfel67Wv1S+yZ5sE+RznlSKp+1+GqfOnco9A23N6JgxmzNcfr35WhHYwLCF7AuTqZOqnu00IOkzbGU8V/ZqVd45frEyHdv+C7Y+AYDtrd2cI/YSWaZ7giHzTZbFOv3xHqeSQOQwKVl8PH/+qD9nlI244uAVJM0r6Z7+NgDuXLmTaaWK9Kgq9wOyUvm3Gw6um96gDLrSAkOWUZv7EUHrbvddriHzz1GISL8o9cFjufn4zdw4+AxivIMHrWiWib7WcvgDYFPLCMcHR1Fhj7rQ5oaqh516L1wVA/XTasjWE4j7IQJece4r9HfjjdREe0LvsCC1SfZouLWi3uKxcN9elvarnOHKv2/JAbI+Q58WUeLtuslNzlkJkFWNEwtcluNlhFAuHZU9thxP7mNP/hgveeArCaJVoq5OrbUSr/CIT2oWQmUdpIJLf3KY//G5Gwr3nj8X/WmTJ1ftDO+rj35aJquX6AWumfli6gNIBZuEfj/70VxlXVU4yWq7jhuGrEZrahurNGRxKvmzR/0ZM8uvJgoE4RSGDLSn5c8DkGVS0R9nLLSNOdq8t2uJfl9V2i20NRABl5x2Cbvmdrk0Zn757NUapG3o1Av39Z8tVkMWCs0aDivmpHpYz3NZNjUAnF97Ec84/Rn83vm/x7HkDpSMmBW73XvfdAxZUy9tUYPX7f4Kr01eydXRebD3+64TioyNeeeyXEMW29y4iU7DFVgWpWo+mYJm/A3JDAOGQYdF5qF/BBQubybgGLI4zegYhsyGvVAKOuSArspkObHp8UCSY8JQRHiODeb8IJjuZVllUsx/M/VOiannt6cKAFf9PnktVbi//JvqdtksMAAtB8gm53sfBOX6wOIc8J8Ne1Fol2Qydl3hnfPucArotRsN27fnbXwUvZvfwon1bXyl8Uc8/vr/5tqq22IsJFPaBJOifoB5oxGOjz6JJ+96Mt1aly/f+WXGravdsRtbG7mvUjXv+eV+QOaVH965yCs+cU1hd1suZQ2Z/7Itj1Zobv8snVPePxEfqBAYNlMENQPI1p7Ay37pZfqYwYPdMereK4HiANnc1jqlPct7EELSChYKx/gv0rQXzheATgSGrVhwp3k7+teTSvGwEx7GGx7wKfp3vI5aUIx+LCXOK6qmcs1JuU3+91UTUvH3fKLzj5dK0ZQDVK3LmmoSZdUMmd0h1dcxWdaCGoEIOD7SnrShYciqaO9MabPW8854EYN7Xko6OIXzu7/FQ7c+lIXGAiemLyZZeuSkyZL8efj3GojiO1NlSpims5tmvrTFAs1+ojUPLcM8SCVg9QCgOMVoG5Mgzx4xbadriwV6x0faXBuJZiXYhmJAW1tiAzoyqTcL4ZSwF/ZaPw9AZs2BNp+lY8hMgFGVVSc4b0d5CBq/WMcef1P3s2vIUkIjTh7Ek2bLWlBzuSxVY78Oy5JoHd7zz3o+F8y8lHT/S3lK7xr+qvZeINeQJZ7jzUi0SYi4OzhJi/SNjszedRgUTT8NkZCJCoYMCtklfjoNWX5slyFx2OE4c9A/hlSKjeSATBiNTpxIOibfqe9l2TEasjXRJVKT/bUeC2O/e+LwK3y38VqUa7yZZ0ppg0o1F+ooXlN/W06dtB6TVJXSqXxOYVzJ4qd/XZgEATZPMkCn3qpsr/47/7Tm6PLmPTdQTPaBe2emAdF1GLJfD37IQnakcGy5fsBpI93GFYCQjauaAbSZG/I5W5+XrsOQFTRkBpC9+WF/T/+OP0ApQRREPPfM53Lp3ZeS1m9lvPgYHrb5MayOV5lWbI1ZlVTDK/cDMq8sDfRktX+puPO95p4lrtqrF2U7uf7uY3UYCf9lv+7Yj9zfX7zji4D/IIqLkYhWQAlUOssrz30lT5n5KM3eY90x6p4f6mN9QNbSgOyWJQ0Ym0FJQ+ZdI50iWvQH1GRKErzjJkHe5ItbrLMTLQDBhBhbkbup11XRK0z/Pnld/37sTsxPtj0tDpkW9Q9Q9Y5hyNYKbbYL7iRDNjlpCCFohk2WRsZ7dB0Nme+9I0c7GN79MnY3LubDT/owlz77Uuayh4OqTfRhOamvY8iwItrJiajKRF0GZ5aRrdq1O0Bm0ko1R5oNulydA70DKAW7hWZ6mmk+yRR2xBO15gzZ7as3ItMOIXNTAb19P6smv0zqdzOYEorDXuvnAcjsDnumGblrX3HwCr575BMoJUBFlQuKH6TZLzbEhc9o/UxellKZLAq6Xf1xNUPmwnCIESproaR+PkIIdtV/hXC8i+cdfQ+XhJfTJOZZ4X8AJuxFaXNzMDBamWXN8Fd5WdrUSZn1sgRIhijyWFU+62WL/xr6mj33vdKi/jhosyTmYO0IipypBWBkAFkqaUvd93U5AClRQNuYLHvBLCGTJku3afPmDu/yAOxI97FDLCKyogbJH4vlMo298a9ZFvVXsT/FYyfrKI7xyXl5Wn+XPdfP3nC2+61TWy/sRT73OFNu6V4nrSz++cX2Fb6kOJ/4+LdOwnujd/Onx15fOLZcP+TjrMxSbjyuLU2rrZ2F7y0gKor6i3UWvCzN2J2JFlykAqngNee/hjc98k0E2TzJyrk0wxlW4+mADHf96YfA/YCsVHSnlWOF/Je/uYxnfeByIH9ANhCdfXjXHrmWT9/5LlTaRo238LnbP6drNM/WX7xTqRC1FYScwSWbVhHbAm/yWdxTqB9yk+UtixqQtcNy9P389AJDVgG0lJoUVFaxGX42lfLClAOm4mdUMaFYr6iGEVsWd3jVi7bPwDkNw8SEEBTOkxIacoisz7BGU8cl8pCLfX4WmNWi4vnl0opaOSATxajW/m7HadO8gR6nGUIIGmFjKmswlSELBF74p0pQPQ0sKyYDLpbvCWDNsEDNeJU0aHC93AW9Q0gpOVVolqRtvH/tNcpOFH6xGjKAbO0s6mGJKa1gyPx7iN2zUUSh0KL+KYvgzwuQxWaH3W5o4HPj4vW85BsvQZK5rAJVZgabD7RcrNPPYDzJkB3qH+JQ/9BP3ziROW/KfgVDZqOuA2CSuZfnmVOD3GvyReHXuSDQThoybEwsrgfECfqPpVxyAcVxZwFZGtQZKsuQxQUNViXL7dV37b5lykUBs2JAHHZYZA76R5FKMS+8DVWSmyxbco2MQIfqGPeQKk+91BMzjiGrlmGY+/KYKPtu2pA5oWHj7Nn+WKxqe/latkyfEyfHhZ0Hw1I6uKqwF8U5ffI7H5ylJd3zw7c9nDO7FyKTWRdkucrsWnw/BEFQtLBAhVcqk/09Td+qlB+HLAeV8+jnvCU77N/QxPmQM9Fls+7C0vXoVhe/t+NjmrMRVJssy89OCMGzz3g2G4//GTLeQTPs3s+Q/X9R7OTarmtAlkrFwbWDvPJbr6QZdhgeeA6i93BuOHYD+3r79MMW44nFKIhWCOR8TqFKxQ6RB5nVpqPiy7HQXCASEd/e923dhnADMI2F8zRkBbu/D3ImzX3unNKiX6bc/d+qdk3libBjdrQhErJkKv1elXhdKr1D9ePzlBkyvHtoyr4xWRo63lu47YC0k5RjyKZMt82oOWGyrIpDVsWa+czINJ1Jue8cQ+ZSTRX72K+j6IlarLNsjvZLFETUgzqL430AbEcwDtscUhsgGxMOF9kqNAhteQxZJtVEIF6/WK9UgKT3QOphkeEqRpHPPb9scZOfMVkGgZi6o9zY3DiRqupnKdbE2DHj+YpD30Ug+I0T/5zhvt/W7ZkCPqtMlnZ+8AFZpkAqyQu/9kKe+Jkn8qNDP0IptX7YDKWAHJBN05A5aYSIwTiNuOtKxXlij/v/scH17m8dGLYIRg6LTYCApb26Tm886/8VUuWBYUcYhiwdusVVICbqLZer9h5n95Yuc6087ZsFVBqQzWtRv5QFz0kR5wxZJMesosEE4z5KQVtok2UvmKmOQ1b6rAr22jYpmYIk16ZNO9bVW7GhtSVnvYq5LAuAyx3rz7WTc3GVqdf/u4p1A48hM8cFIuDpO/6I/p430IhKAVQrzZ7KeH1PxkWcyDNa0Yb1mME8l3D+3QYxGT5C5YisUIaezME/oBGbsB7j44Xf7Wfir4/ldc2fw0up9sp/W11JM+gyTIcut+xE++16ej9D9tMXt8tbJ3ybfUAtM4FnUvGB6z/AKB3xf+3632T9swjHuwG4afEmltO9zJz1Jj557++zbExDqZSI2gqRXCgsrtvQ2ptr5G5Y0ztpf4AEIuD8refrdixdwFy0TR9T2uUBJFMYMv+9rgqqassE8Akn4/CUr+trIMqmKsuQ6cYNihNOxa6q3K7ATAhlYFOlg2vIAbLRpY8BZHG+y7baAQuc6uvksgTNJu1d3av7QEyP1J8DPTnxnX9f5etM/m8nOkrmn8lzisxi8e8y+1ku7VqbxbG+r5NUQBK0NCADmit30DRao3aWs7YFoFex+gQi4MUPejG/edofkK2dRS0KJkypNdPfVTo8C45SY7IM1zFZnjZ/GkvxEovDxcrff9piWbl2XTNkVx+5jAu2XcBJ7XORox2uPeUyzWSZAzLDaImEm5MP8e6r3+28Ml/776/lki9cwiu+9Yqp7dKbEB2SBKYwZAaQKaUj8qusMaEj9RmmR4Y/YU01eW78x6ggmtgEjEUNZnc4k6UbYx4LkmaKOmPNkFkNWTLSZi1EgSHzX1r/Pbx23zIPOWmhxABDhxHjoMUyXchiSAYFQMZY30uSpIRk9ETHXH8I5AzZmpitFPW7uc+bO8rg0c5TOUPmHTtlLOW3O/n7NA2ZqmC7fJNl1QasrMstnz9N1G/fXznxPAKibMj7au+hO7hn4hr+s9EasqKFBZiItL/eGlIuUqnJ5OQKFioAmWMBS9+XvSxdH9pMBCZ8Tbktxc10sc5iHLKi04Btoy0WKTQC/S6ujD0rl1fysDH3M2Q/dbH97Jssyx6X1vZsTZZXHvsGn7/98zznzOfQCbQHYZhuJxIRtyzewvFMmwgWk7284Ksv4ObFm7V3SbRCjRyQpVKxxbAS18tTEWuHQcoJEPR3v/Z3XPpfvkN86L9Qj4zZtGInkk154fwXtxyl3h726OAGHv7Vp0C85uqshcFUk2W+A9OlTM8rpWhL3/QwKv0+2T6/XufB5WnI7HFVccgacoiqa1E/AOM190zHU8JeTANkrzn/NTzhxCcwPv4IWuqUwrWqMi742oRpg9gvkyBXfwoEH87+J0+99y8njnOmAP95l57NeiZL0IBirAYoJTgxy0jDJvuU1ijOHNb6xaNqjk667BqfSeUCIa/XX4854WLAmBxL3rY2EK8zHXgVFTRkQUAYiKkT2O55venZs7yn8vf7KvuO602BBYHteogI++zr38Ujtz2yuLD8Z0yW5vlbhizq3sxh9X0+ctNH2NHdwVse/RZW4hX2ru7lsgOXTW2fVMrFiPPr80s9rBNnsX7GxmRZZsnnhQYYY6XniqvlGfxQnV1aXL0JYG4nrNxT0UrMAAAgAElEQVRrvtdfB94YkzKjTqoZMmey1AzZerlx/R5cHiRsnW0UGWCgKcYkQYuBZaKTER0xIiGirxoEhiHDODKsYQBZqueTtgFva0HXeUpOsw6AEeo7Daf+bBmGLDQOL26Tvp7JUhU//eKuFRbN70XwVmzXeen1PDL+HshqsJGfUdSmTZtTq2IV2mPbd36Vp4Y/5OF3vX/iPP++6iT8w/DVnNP7QfG+KkT5Zb1ZJqu1p1JVn7+AB8iyoum5DIrtuCgDRQvIatlQaxxdWywgW0fU7/1fzn3s1wE5Q1gPNFs7zWxZvv60cj8g80rVTnixX8xdZ80qNjLwdw9/mnM2nsPvn//77uHVwxq7F3Zz/bHr6cl9qLTNRZv+mL2re/noTz5Kb9xDhDF1NnhMgWSONTIRcYfajpApDI5NPEAhBLMNrR0rC9LtsXUSamn+UldNSkqZ3HMCzjr8FVjeZ35TfLz+Vrqrt8PS3gIgK084WXkisINhIuaO1mb0AhMVPB2uy+7459nPaamEygNdKWOyrM/QN6mliHsOuDmGzHzaPpxmXnn8iY/nHY99F/Hhp1MLigLYTCrqURFgFBLHF4Bmdf3lb+2zqqdr/BK38sjFz4FShb53/SIn+8r2QbCOyRJyHRnpHPU0Jg2a3KJOQjXn2LT3ywDskTuoqTHYhPZKrZv7s3yvtTCYeLZWs+dAvIe3fC/LKBTGOaT6GqcvnK7buLyHr914iNf/y4+ntqdcrr1nice8/Tt86sp9noYsJGhqE+6DNz+4kv30SztqM0yGEwuEnQMGcUptw3/Q2vlJAJ575nP5h4v+gYtPvZi//7W/56JTLqJuY4FVFGUAmTUprachk0qnSCpnRkilYpY+g6DLXqX1YXuUZv18nVLhs9bKo++b731VgMjywLK5qN8yZMVo7lUAwb6zQVB0AJBK0SYmDZu5Ni0Z0GbEULQ02z3ukWbaXAmw5jFkSkFHxGRBnVg0C16Wp4t7+Uz9TwnLZsiAiT5wJssJDdl9mywrAZl5vyfjkOXHrA5TTnnDV/j6TYeokfLnq3/EH639Bdz1Xdc3UB3mxvf+nGZ1yCrsZO58wzCPomLWl8J9odjCcU6R+3jp/v9ZqKc8zyg1aYYsMvb5uYoKUT8lk6WxFJWfky2+zKFwX34on36+jqbeZ1QBEm1dlsm39U/T61rwGZnNwTRhvz1llA7XjVd2PyDziu18nyE71osLx1iTRKsWgkhYjA9w4Y4LaUZNN7mHgeCcjefwo0M/4t7sO2TxVrbVz+VROx7FHct3cDzWpsmm2OBepDRTzKkecW2ew0qHs2D1QKWo2b5c0yLtf7P+et5+z2+444uLef7PglriaeFlPHnPn8KXfg+p4N/qf+R1yFrhWuW2THoI6s+uWitoOAKZ0FAjVo3mTcctqm5T4XtvkAlhKPPSwCvHIQtloq9d90yW4zXXV2lpYNqBt96+xTYvKvV3KqULKFrlvTMNMPllGkO2afWm/MvDN5Z2lmaCVvk9lNkIISZzz/nFCvBFuhGSIWnYQhIgT3kM7RXNOt1uFm+b37Ao6q+uF7yNQVRkVaXMAfB9MWSBEFMj9YPWkG1obuAbe7/Byz/9bT5303S2qVx+clBPmjfsX3bX7NQjwtY+BAHnbDyn8j30Sytqkao0F9Wb4kyWSUbU1ez4SfK/8sZHvJETOicghOCCbRdw9sazGctxJcsGJsWXyGhFmi2qYshqoY7Un0mFCKsYMg3IhuEM/z15KV/OHs6/ZhcCNgm4uT+ffQjrkBXTzviyAGHYKQ3I8rAXdtPkj6YqsOkCOpfyXqKgSUwSNBkahoxkQEfEDEWLnmoh4h5xKqkbD8oCIEPRYUgWdchEjQAJWYpS8IfRP/HQ4Da2HrvC3AfmvoKJuStnyCx4y/vgPmOpVdxvrgvTG9oqpuf2IxqAfO/2Y8ziSTuO31mov0qI7gvtpzFkeXJxv136MzJOJuOwGI/MP14paHtpqZDZBEPm32/ZDOlrTydE/RMaNFVkyEpsbbmLy+A/Z8hi7lXaCc46iNi22D6JwqLVxZZMQiMKEcIX9a8/l0fo/pvGkGUMqW/6Ju+57UU87QtPqzwG7gdkhWLNF76GbLE/BZDVQ4L6URSS0+f1bn3ssS6vOu9VPOmUJwGgZAspFafPn86dy3dydKg9n1rBBvdwU6mYo0dcn8sBWe9Q9SA3QKhWNtdJeJC4k5OCo7RUPtH7NSgFtx/ucbQX8/Le+3h39D79Q9RESckDAs/DKu65a9VLbAcUTYr+dd525zP5F/7QHdcyuowVD5BNi5Xlf+87DViGLGeH9GfoRAz2Wib5en0mN1nGa4RCsFMcQca6LROi/mnbXyYBsD+4G5HVEmLq9TVkvmNFdSlf1i7+G5c9xueeKyrNDbljQ0kw7C2O0+6rZkxhQbYVxn1Sk3JEnpyHXrlbmTAIRoMnVZ67dRrz5v9WC4MJJtSaLC2ArdThSUkUiHUj9QsheO1DXss1R66he/pb6ez6G3585IapbfKLS0hciwomy6izh23tk2nX2sUQMlNMlsAEoLJelkqBiFZJVh/IQvaYifMXGnqML8eTHoeg5xkhUtp1DXoqTZaBNllmUk4xWSpmDCC7Vp3Oq5LXcL3SeWdzs5IqmsTCGmTFkBG+J11gAVnoacjSkWH0pntZ2tps+/Si7YFCKWkxNgyZAWRjzZDFosWIOiIdEaeShtDsV8FkKXXYizRqk5pgumRjFJCgx2hgNok5mCgv9IqWkVZE46LJUm8GJx5BoZ+qXtVpm7kqGQnAnPAA2bLJ5mFNmhUSCAv0ii0pFvdOVGwywqU7AKil+Rgvt0uqPKQIAEdv9fpl0uToGFVvnioDN/v7RGBZSgzZcKnE/JXurQSoneNCNmS/BWSDxYk5M8kktSCoZD61REavebEbz948VmGyjIQ2Wf7t9X9bKewf1K6msfmbdKONLtNHVbkfkHnFMlx+ObaWmyy15iQPexE0tFuuNZ/EHsO2qbWJtzz6LWwRjyRZfCyZUuye381YjtnT095O7WCDe6FSqZhVPcY+Q9Y7WOmV4UI2hMWQDZlSPDy4OT/QTqylxfqJ7/oPbjnUKwrtWxuIzOLyL6lZlEcruZdlKAo7PHs9//pSKUIyIlIdx+qgvk+761yJTCTjdDR1QvLpbZ8Nc8m2SwPwOSsf5pXhF1wdTQNEVb3LmseQzbHG9xu/z+PveFtlH66DL7xdbpEdSqWaSLlTXBDzOtY1TRX+15+za3u1txnAaKUStDpzSFh2osjzCk4DTj9Z1IET6/EDHEMGkO54mDvmgJ3QUhuqpNpZIM0k/3bDQW9HrL+vlXQzUnkm3kxN1COlcgBBB4adBH6v/MQ1fO1Gvat/+u6nc+ZCHuTyJZf+zrq6LFssuGnXQxdY8vbhtwjbd/O4bZe4ttpSxVIXErR7JWdIFUFtGZXMVerg5ho6huBSvFTZxnEmHUMmhOck4JWtna0c6h+inwwRQiJkY0JXOMsaw3Bm4lx/IfRNU+sxZAVAFjQm45BR1FpVbbp872i9lplryJhAKK0hcybLIV2GjIKmy5sZp5nHkHW96+vAsFmtQyrM+dkYpSBBA7RyTEKf9cqkokWsvcDxNGTOM3GdXJYlMOAX541YNu1VyEgA5nyGbHmf+V3/W84Mots1qZ/y2+Sf57fOgdLjGpA1jDd1VZgQHUfSA2TDJXf+drmfB4k78b0sc/1q3rdhhfOUVJrV/OXgmoLZtxDqxHjQVt2X9lQuziN6XyAJs5gDyqw3JsiwbQvo+ScK9aa1imgIA0E9CjzWfrLv/NIRm3n8zsdz3dHr+Mztn9GXTfrsWdLWhixYQinBC076Sy457ZKJ8235hQJkV999nBd/9KqfKTI2eClOfJPlWlz43TdZhs2DBEScNHuS+d3GRNHHN8IGu8VLyYanIKVyEZJ/dOxrAHTC3GSZScms7DGuz2svI4DRciVDkIOkIrsjpXLhCgAYLhfaA6WFhjyZM/EKzUwPyn2OGVmdCkbs9fw6lYJNeF4md+jwHC0TTbsXWYZsUKlV0P2Q09vFOGSiEJzRnv/UlU/x32r/7P6vm9yVqjFD34a9iFd5Kjog5obBXncdyOOQra+J0p9RWNQ/ZVLRCAWni3vd9ZMSMKr6u6pu1xemHZEcsiJmyAhhvFZZl8slWtL3KTAm3ukaLBvhvZWdCcmAzDBk2eYHuGNWDQ1vGRB/R+vX+6Hv3ckrPnENX7nhYKF9ZUcQqSq8LEvAx2cjtai/eANfueEgL/t4nq7kol0XATA69DRma/P8/Q1/X33DXnGArBG6Mfvj5a+Rjbbx6C2XTLarYj5x+UA9T0ulVJ7JIxgiggSZzleO4YWm3nStjKq9spJUA7JGWKNTj+jHmQ5HccNn3DEP2vQgRtmI649qNjUopapKpWJG9RlFk4As8BbNAksU1kEWPRT9Y0MPkA0sIEtHoCBAce74OpRLvTR5X34OWl9DFhkRdhq2HEMmkiFtETMSLWJVQ2QxcSKpG8G+M1maTAHWZJkzZAkKRWqWuWasTe+OpfPGR5pJZry8mWW9WYehu69ysbe53v2WM4IU5mTvxFmh36chTceQVWnIFIo51vg3XsWJw5snru/XX5UVwx4rjEarYTTHlfOFgrbwc4quuXt+95Hf4UuNNxZYunJ+y0wpoiAofGev9Svxt/hw/Z004kV3/gZ6HMWQEuN+pRm13B++NcXma73XOCkxyAGZ3RylUhKFQSXQzszGsxGFU8Je5McKYaUwgr/65b/i/C3n84Eff4CP3fQxHvHJR/CMLz6D1fGqBmTpDFKuD7l+YQCZUopnvv9yvnnzYQ6tjO77hIpSFVF7ZZDTj3EinUmiVQtot25ja3O3ixU0TqtYknwwnblwJq85/zXEcoBMZmnWmvmLkilm1Crj+jwj6qiwDsPlyoXcF4rqezffK9giPBPI0CRInrLbn5Gr/Ic6l33dB8FolWamJyFnex+tusmiSvw+GYdMsc2PpXZM53O0DNlqzexYktGEic3/u8z8SZXHIXODvDRzCOMAUTfgT9W7LNElC+qwtJdfETqLwmpde8JahsZNlOtgeN913f8/zRS/qi7j0sYfsvXeb5jvcpa0qPlYv25bnL5FjolpEAdtiNcm+sjvg3JIEv2nKDCK5fKPv/6PnBG8hHrYKgAyJUJ3TOwtuA6UVohz7Xizekv/nSkDybITRFFjptz3YTAZqb9Ky/W8s57H6OAzSJYezi/vfCpXHrqSfb19lfdsi2WbGlFInEpEbZH9w9tIVs5zjhiFBa2iC6tMlrbt0cyN1ExyeZXOV5o874shG6YJQijqUZ12PdRt/sSz4bO/A0e1Nu2Bmx4IwI+MV2xEc2Lu6ao1RhUMme8RWWBYKkyWvqk+UFbU76VOSkYoFE9Jv8Gf997IwwbfNedPLqRO1G+ddBwg00AkCZsMyBmyDiPioGSyZJqof0QWtckcINPvo9U/NU1sKt/D2o6/RCpmRA6uo3EOyDaywhdWn8uz4s9N9KPrN6rHeDkjSBWbVTBZGoZsT3gqLN/jNkJQFpbDecEednKEZy5+yNS5PnApficJkAhznzkgm5yzFND2k7zHvYIzjn9eIT+lnb+9TTaF+hULSq9Xjfi4+3lO9DkqzFox7hcBk/dPFWMolWY6AY6pOVJRMxqyYl+kmWlTxRwppQaVjShwVrOqcB6QczfjVCKE4E8e+SekMuUdV73DHXPb8dvIghVUOruu1AN+gQDZbYdzmrNfQe//NMXFQfJ2xD3Pu2mUZs4k0br109A6yJlq3jt/EpAlXpgFIQQvftCLedlp72e474VGjG2o10wyYxgyEMjGfIEa9otvRvT/z1SZITOAzDvXD+Mxo1ZZZoY46EK86tLkHGIDUoQQr05cqwDIygwZcIIBZKuqDcd0HrGusgxZbrK01WxgFSXzPpZK5dfydnZ5pH57zWKfRAeuYpRkdM1OTjW6pEQszZwBB65jGyZQYKoZiYmwF0wvZTDiD+7dSmvuTt37aSB/3o2oDEbWr9u/f9Ci1DE1RmG7sCP1z5nGRIFyDNm08X/ulnNZkBdqTVcyJHWiXvjhRV/i2fGbCguuD/78awOVO2LdrklTar3EMhaBjyowsmVHkipg06l1SJYfDgQ8auuv04pavO3Kt62rCbQMWSYlcSKJOnrjkPYeMBHKxR5XLo4h80yWSSZBjGnt/DjN7Z/VfSAXqhmy+9CQjRINOhphjYeFt7Np5UY3nviRZgF3dney0Fjg8oPfB3QmCTufgO6vrlojrc9O1O+zXoU5pmCyNF953miB52WZEmkAnw6RErZJLeHYkuw3defVljcRNhWae94GPKWhZ7JMh05DFlPzTJaWITOWhHRkTJYjJ+rXF9Mmy3kDcvIgodKZTG0Tk1QyS/4sw2TV3bNN3/Sk8aUT/aiPUe6vcnFa1agojZjGns8aDdkdwSnQP4JKcnIhMyZ9XY9y19uQHjH1eG3yx5UHQmwZp9LFbYM8RVqRjTJgNZPMCE9LHa9OWhTMxkSheJC4g73N57NpRWs6LeNULkrBrNJAsGZzxwJNxiwLvWEhKZksfe/RCmuEAloGsA+pM6wtQH8xd57zPqNQb/LLt+KbLC1DNs1kaf+yZMyp86fymYs/wxef/kW+9exvAXDr0q1kYgmZzP3/J7l4b5QzWVUu4j9NsYDKZ8p6Xt61OJGMM0l907d44h3vIRWCR/SOud+rPDLKoAVgvrYdGW93+iOp9A4xIiWtm3RIjbnpJkvL7kTFXZeUii0s5SlQhsdd/bb4eeS6sscKM4zCjmHI9OBYUR2SqAuj1ckdnv9ilhYvKZUDZD+Q56CO3QZKOVH/WslkOcOAa5ov49cPfyivU+Ho7bxenMkyp/yV2ykD1BZvZphkdG0gybpmBRZnz4aD17MFDU7tPU7q8KYPlGkenamUnKh0RoUtx68GKV29jSis9Ioql/LE5nQ7MiYWdcOQ9dw1q/J5lkOSKIUBsNWski3jTFIPKTJkSrE2dyY/UmcRky+MvreY3wfFfmKiXT5AkBK2qyP8dvhVt+kpa+58hqwcYPi+gio2xQZede6r+O693+WTt3xy6nFW1J9kOg5Z2NrHTG0OlWz0gmgW21UuTkPmmSyTVBE0DxaOq6lNlWN4tj6LQEwFZMNUv9tNFG8fvZnfv+fV+oeNu+HKD8L/2oA4dD1POOkJ3LWqdUCRSe3lTHLZUIfA6WyYqN8nLPwx5QMyp3+ygFuauE5AZjSHRE2dOgmFdOL5YjobyN9zC7Bd2Avze2gYsjRoMnKi/j5toRmymBoijbWXpajQkCnDkNXamhUBx/RZTVLLMmSZMoAw37CkUhYZMs/L0jJsDVV08HL3ZuqosrBMZci8Y/zzrJflIWHyJpr8nbUKk6dl0zanNhm84mRxiEuCHxTmlaqQPHEm2RDpuTJWNZo2TJKCLgMeIPa6a2lA5lmd4rXJDfHgmGvXo7kWgF2L33V9UB2HTFuFAOomoKpS0CKmL7pa+zfulzwz8/OL+Zrtp6Ip9Ps7Ug2GtXlnsqyR8uD4GndPVtQ/oSFTOUM2TotxzvTf3rGmT8deW7Z1t7FrbhebW5tphk3+4sq/II0OodI5xqnkNz50OdPKLwwg872Q1uLpKUnWK3ZgjL0ZeM0DekcHi4yShPrG77CTGi9cXuUpR65zb0M1Qzbdm6zuDdKO0W8lJsZY1pibarL0tUOQAzSpFFvEMndHJ+sDK0yWlj2skdJSQ1ZEVwOyuEfb7JJW6DKONGtmT61VLMRlPYRCM2SpqHGVPBMxWob+MRfbZ61mTKEmMOw2oXUDD13+mldnHgPG15A1GfMq+XHqZuLQguV8AhXxKsNxzpDRsIDsAVofZyZxmwrIDuboPiL1+/cclvpgnElOSjVDFqgURsuu3j8SH+bCtXxHPa3+8veOlchiElEnFi0dodx878czyif7SfG8QKyrIQPNCnRC3S9ZZGOs5W3IU+PEBeaq3G7fY8/vn0nTs+IFax/mTbV/ZNsxHWCy3G77LofBZKT++9pdDsYZv/WA3+JxOx/Hu69+N4f7hyuPs2MgySRxKglb+zh9/hxAFDYXtlQxZDaRem+ce4SNM0nY1AB97Y7X0b/z92gGc5WALAxCZhuzLk9quYwMIJtdvIkOerPG9vPgef+kD1AZ7P0BF596sTsnEhok2j5tGmF6a3bjRP0F7zj3fJhisrS/K+pmLCeRMRfWmg4QWe1WQFFL6xfHkIkiIAoMw5JGLfrGVC7HAzrEJFGbkTImS09D1hd+YFhFmxFZrUsW5O+tUsqxTs2xnm9SqaiFQcELOclyU9eimsk1ZOSejw2mADLzuTpKJ0CZY+InPOLzzvHXm1kxYCzqLKPnL+sVbjdCqcw3/QWPTCNreH/tPfxV/a9pxXkGC/v+lhmyDZG+nwNs0oBMaYeaD9Texb81/ghh3oMkUxrsaiOnNlmWHm5teMT1RWq0yYEH7KvmDQXMSj0fNxxDpmiJMbFoMBJNGA8q5Rp+X+h7VO53y5CNRJ1BtGBE/fCu2t/w1v6b4NCNJVF/4VZc6rZ6FFSHvaiwgFWBcSGE040DqKzFgeUhV9x5fOJYW34hAdnPzpDpOsoMWW3+StqnvJcXfvvJXN/7EiJIefnqgNctLTOfHIe1w+a8STRdxZCVd02ZVHQzPTGPG3o3mzmGbLKdfpwnyCdgMV6jK0bcWztFHzicnOwtWJ03sV5WmGUUdLTJch2GrCo34oTLsYKtYolebbOL+s7qfufNuWY1ZIZx2W4AmZ3AbR1lk6VU8Hj1Q14oP8+vHfyQ+87f0QZxjzjN6Fgavq53z4szZ7tjDqt5txO0g9mC2vWMlvaWJzR745gT0ntzzd3gOEkm6TLgufKrvGrlna6OaQxc+WunIctGxNQZGQ2Zz1aUTZZVYS/yOGTT72ucSWYCY4KyYS88E9bI83Zz7ap4D8qpxlxYlpKAXypFTehnfc6+T5m2FseFnzt143g/56s8Hls6JcabLYNxRiAC3nDBG8hUxgev/2DlfVuWOM2UDtJcP8qZM7s5XdxbmWamCgju6O4gElEhyGOSSYLGAYRso8abkPF2/rv8Oy4e/iscumHiYZ/QPoGD/YPlqoHcZNlZ2sOh4ARuaTwInvBG2LQbfscA/eN38pCtD+H5Z/w22XAHTbXV9SNAx5jnuwtbJuoXzsycP2/tZVlzDBneOwfwjZ8copmVAFnUNCZDnIdiJIvhJbyqCl6W7pqASHKGzMYhU3GPtojJoo5myLIR4yz3soxFnUTUnJenNlm2ycgZMqVwyaqb4yXXBq1RzEd9mulNH8CSmiEwTgYo3MavrnJGfi1Oufpuq3tSLLT1Nf/6O3s4uJKbAi0YsibLKpLXX2/m6DMMZhgIm4dXt71W0rr6DBkA/aMaFJsl/aTlH7qfyrEXQZMHC6Fu53426znYOA89NNCm8XasQVaS6ZyiQ9FiJFqGscc9B4BooGNrSqWIhFkzTADfAkNW2oB1DSCrJzlD1iTWgIzmpJflfZosFU0DnEc0GNQWoH+UIFnjqaGOQ8fqfp2ebUrYi0zpec4PezHNxJyTONUk0HNPfgNP2fFifd54M3sX+5XH2fILA8iGSQ7C1n6OJsvVeI3G1q8QtrQu4ro1bQo5a/UYl2Y6ryRHtJeLRcsFhqzCfm8Hxlm9y3mouAUpJdsTLUQezOzSdRiGrGp37RgbIXlH7QNsXrkRgMZQA8NDtRPJCDyGLD/XLkYLhsZfFV3isAPpiG56nIyANZr6u7jnFshuENNhWGmyzHVdmrUaRTMcV0ZIPFikq/rEoklizRwmDpkDZCp/maVSjo3zU34oob/bNtrjvptkyCQzogjIlru7weyYb5Un0pR9yNIJDdl65Ms0ULohPUSI5Gp5hrlX7VhwXjCZzkeqah1FGTBZRjWUY8aioQGZ05ApHh9c5zR37h6iUtBJTO65dfLv2Wt1gjJDlk95Mb6o3yykFYziRNyhCYYsBzmbUv2OLvQ1kPE3HJnMvSyDQPDMPW/gH8M3O28zf0e8MvQCD5vrW+Zr58xOnrb7aXzxji9ybJhLCsrnJlJyYHQTQiguPHA9lzb+kI2Hvu/uweqMqsBfLayxa34Xtx6/1X2nAdkRGmo7IGgx4pnZV3ll/HfwgUfDFX9TqOPEmROnOiCMDDvRWDvEntqZvHnTO+H0XzUnXgDbz4fF2xFC8IKzfpfB3lfTMOlbbB92Mw0Y5rfsnKjf7kOUKm6otJdlClK698ACsv/+2RtoSiO+rxlzYdRy47ltYgB25KTHntvEWCdUG/bCfC/S3BQ6UiGIEGECEqdRm5i687K0XnQpNRKhw2GQjmmIFFnrkAa5hiyQYzpG/xRK/ZlkVkOWs82JlLSMqes4M4SeJsoybC2PIXvdP1/HM99/Ocf7Wqe2dVZvaN7zrdv5vU9d647LQ8CUx8Lkog6ajRuEM/QdKNXz9GOCG3hl+IXpDNl4DYXiHgPKT16+wmuDXYPy64xTyUKgQecBzOZ5uESmlMtw0hnpsRqnkg5DRqJl5qOe8fLMrx/acaZgDusooEGWlEzVkM2Yd6XhachajBkHDYai6e6ry4Bnh/+OqlhbbV36HpV7jjF1BtE8DBbp9PbmF149QCqlBrlTRf2a8FhcG5NmsrjueYfb+bqKIQN49T/ezae/uZu5Y39Kuvpg7lmczH/rl18YQOYzZIOfFZAZj4rY69yl4DJEENPf+3IeuumXkWQIFbArSficfLw+yHg9VZon7XcFJkCywCrPuvUP+EzjzXDoBk7K7iElIp7RITTSumbIqhZUC+7mBvfw7PA/ePJtbwSgPdCgcbmxnVW6DpD5L9xarCezBSwgm2VoEqNuSA6zRhtFQBx2IV5xi9E7Dr6QGxovnsKQYe5f6y2yqMUSFpAdp636DMMuQRgxJnKMizVZRmrsRnzwkSAAACAASURBVJQPXOwgkEq5Qb5xvN9de9abkMS4xzDJ3C6ZwARsFRFs1aEcblUn6oNHKxWBYSe62ZWyuc7e76ZM7yCvl7vMvS6SyHyHCYAxPSnyXa4tSk1IYx27G8oRY1FjFLScOeLXgqv4YPAXPG75c6Z/9NltkfDZ+p8gb/+muxch7ttkOU4lHTN5SSPq18BO/x57gT9dIMkK07U1WZbNMbWwrAWUbE105G2b9LfsFeg8FQOR61oue69uhrep8VOaWXOOP+5f8IAXkKmMJ3/uybz+u68v3PeqkSEkqeLQ+EZQEQ89rDdVD7zx7e5eNgY9/qn2Zjat/qSq+zhz4UxuW8qfdZJJgmiVptAs94PFXfnBjTm49E+gd8h9deLMiezv7UeWXdbwRP2DY9xb31W4d0BryY5p4O8YySgfNy/+6FWsHtVjZXbT9on6i6J+/Z0CzZAByGRC1A/oDQ2QhHrOUJYhU9AxGyTLeqwbqT8oxiyzACgNWygloNZ2i7yqtRlRMybLjIaRHyRBnUQ0IBkiEt2usqjfxtc6pmZ1yiUpsam5BLA9OwhSe89bhmxZdV0uROUxZLpO/Y7dfkTPR8f7MYockMGkQ4gQvgYsB7/niLt4b+2vwMv2MEufUdhlaIJaK+MF+dfyz/hvtX8mG+XenwWGzLBWFjSeuHK1G8guGGqJIZszgOxuTEaO3mGyTNE31+7G+l1NMulSWA1F25gsYc6LF1Yb5CbLeXSfd4xmLxf1lzJ4KkXHmizHRkuZjamJjJimDv2RDJAKXh59kXfUPsR5/e/lfZsV5w7Qm1T7HGOa9KMFGK8x08uZbHoHnZelHQd+sYzerz1gK7ce7vHhH9w1NW+wna+S8vgsFZUsAAEH7iMCxC8MIBv6Jstxxpfu+BL9ZH16sFziLKW+8dss177Jyy59GRd//mJGc5+llZ2BHJ7EBRsvoiU28eC1DdSCGt8X5zKMZuGonsxze3NeZ5UmJZWKE3xvyMM3cVJ2D0caJyLMhJjV53RgVjkJLu2g7q7tBSAJ9ABqr2km4Xh9Bz06lV6WliGbdwzZjAfIDjmhbBwWTZbz2XECoRwF77tj24l3OE5piREybBUYso4aMAy6CCH0Ip8UTZY1lcDaYWxQ0CpmxZpYZ9PjToNm4wYdVvME8aoR9Q/Jal1nRFMA284FvFRAw6WJ1EnrmfacydI7VinFZqlp+hvlqfqA/jHSTHKm8FiPpb2ujlpYHG5JpiauazcW2suyzkjoHalUuQftCbGu0z6bR49/wEOC2xE/eI+5Z8UF8jquyZ5FZ3x06n2NM0nHmiwjK+rPn+fYLmxeMvhaCZSCb/7SxWkcSyb1+ew4DTXigNpITY5gPJgA+D7wsxGC1HHLpnmAzIsPaAFD35sDTp07lY886SNIJfn63q+zEufxvlaHKdHMjfzr0ou5K/k6tfEpdFbuJlOCud7tsHQ3Uip+P/gXLghu4exjX63svzMWzuDw4DDLI72YxIlERKu0A22af0igN2rPrv81vPQ7mnm66sPu/J0zOxnLMUfMYuaXVQNY56Rkf+NUEimJ04wjq2ZC33Q6rN5b6ENfZ/TNmw8770DR3TpRv+8Za3vVMWQA2djTTnqALBuQiBrKAjerIQM6qgzI8uv5AVjt9QMvrqDNPZgaplbVWtTXNKBMazPEqo5QknESOw2ZZsgakI4IzFwva17YizSmZuISHlPGay8dmTyGAbuGN/JP8Svgmo+SSuW0R8c9k6VUFDZ+9PWzmmnoa/RGKUopts423CE7F9rub5szUYjiuJFK8ee1j3BxeAUPFjlYmBUDhmGXgQlqreLiGiYOXe/6s6gh07ouq6GdGR9xzHI1Q5YxF+hj7xCGQe0dIJXKpZzzAVlLDTUgCzxA5gHC2siK+pWbq+3ck0nFb44+xU2N3y7EcqvJ2DlK1A1wtnHuxsIyZH2UUsRGPrF7lGfjSLy6HNOZSQdK46DOvV0dGua8W3QYipQQVg9oljQMKmUdVtT/wkftYr5d496lPLNMl0Fho5FUWNWqis/ub5lpTD3uFwaQ+QzZ/v7dvPEHb+RpX3gab//R27nx2I3cvHjzuuYbgOXsDhpbvkG/+3n2r+3ntPnTyPqncVb4EkBwcudcHtt6N69fHMG2X0IGDY42d63LkLnvfJCWKTZ78cLE4m2covZxpHGKM79YV/WgIlmprX+mp72rRuEMXPZeLrj5rQxUg0F9IwNjf4eSydJoyOwk0xNdB8h2jO/keLDB1Nl2u64CpOsddG2ok/DU4HK3iA7GGV0xJotarNDVZkZjshyFHQIBffJ6t5ELT1m5N3cgqNAezSmvHwbajdnewwG1iWDcc6J+Ve96QnNQF76a1ye/y1EbomS0rJMUexPlem9GecGzGRt2iGNIAn6iTnbtGqeSDWKVkTCDzkTC9kM+2JJkcuLC1tweZDGJNVnGa3qyNR6koQHpFug8bqSZMbnpTHfPT8m0y/WZK9+fel9xkjNkVSbLUASMjUmobLb1x5Lf17oOTH8VtYDbpJ7gf6xON/11rDAZ+nHIIhK6Fkz2j+X9Zcqq5y1sWzwspRc6d8u5vO9XdGqwG49ps34mFcOsR3PbZ2mIOXaIi3hg/6GIbMz/SZ+tT7z9G0gFv2pi11lxcrmcu0UD/R8d1scdHx1HBBkzRit5TrCXQ+E27lYnwMbTYNdj4OYvu/N3zuiFsMpseTzWzgEnJimH6yeTZoqXf/waLvjf+rnSNbqwweKEk8/hVb0gbRYr+vk1Zvj0Sx/BP//uI1397plJz9StlAfIcobMZxHq2YCh6DjdoAqbTjzfLgGyKg2ZD/J8QbVlyLLAyBpqLeYWrwPg6NyDnYNJNh467VIiaoyDumHITMq0Woex2aCSDokM0HMbxHREmknCQHBW/0r93fI9JJmkKcYoBCt0coYMVcwvad7FblMDsrU41aExuvkiu9lbcH29mutj9LC3GVl2itys3hUjxkHbmSwZ91kgn/uCA9eYftTmzSVh5jQDkjqMck3rPdqbz9dF2rEYp9IFob0TYzlYPYBUSucBBTojoyFLFW2GjIIWQ9FymlY/or5IcwBr5+ru+KhxFFA8d/ApOiLmhKWr3Dmz3pzeNCZLC8zHQUMzZCYOmc22cHKcM9LloNOgN7nWyzIRDe7qng9nXERrfJyhqnM7J5sMONp5rDJ1kqd5s7HIMgk7xRFubL6Yjd//E3esdciI7wOQ+W3dudCaetwvFCCrhwFzrRpRtpV/uOgf2D2/m0/f8mme95Xn8ZwvP4cz3v4/JyZtv6xlesGoL76QLz79i7zlwncyuOcl7JzVzMooyTi8MuQMdRdsP48gEBxp7tIaMqVyDVkFvVlmyDabiPZjFdL64V+xQx3m7u657kWw3pbReDKSt9N1WXd3OYJvaLPlETVPFIUOkF1993He+Q0NGOfpOZOYpeEHos3QaE/qasyt0RkEAu3dZ8JTFLQCi7e5NvxW+E3eV38vF659XdeVZLRF7BJVq+aCY8hGYZcwEPRoGe9NzfgctiDJzwoQljVkMOcnnDXx2ew97FebCMarOg4ZQ2jM4Kc5lht285nscayojjvfTpRlD8GqMiFolxrM7BTHGDQ206NNEjRgsEicSjayyt2Ns/RJJv1JFUOWVjBk/TjVvkwyIRF1PQGqjDAbsd1M3LNGG2Q3XRtTA1zGuav+YeM2v31wK9PK0mDMhrp+H6QPyOxCHAjGhoFwwXHDCobM9XXxXS+bLOdMEMjbOcnc7LEJk6VlYLvxUceQ2eTmVVIApZTbnVbFH3zgxgciEFx/TDMLg3FK1LkTEQ45u/Yitstn8xCzmHxZPpJ+YwvsuxLSsds0zcbVwvsHbnog3VrXpWs6MtCam3njTbxDLHKsti1v90kXajY91u/yqXOaWf3e/u9x6/FbCyze0vggQsH2NGVUmyfJJN++5UjeD0YjyXjN9bdlJK++R7Nrm8QKS2IBhOARp27kwTvnXP1Bpaif3GRp8kBCrjcDaMg+cdh2AINa0zjp4ADZTIWGzJYJL0vzvQVOlqmlpt/HvXIrcXenM5+n8SjXkAmPITPvfiF1UjJyGQCOWwlFMnQxqLaNDDM1u92I+mOyUDsVhNlI6+hUHj3fng/QLTBk+ebDv0fAsXFBiSFTSrm577Rgvzu+w5A4bDuzIfEa53j5haPDPzbna/Pm0TDPqmITrF8rd+vQH0bbXGViG6eSWTGEIOKo2Ki1eEbsbu+3G+v3OckkTTViJNo5Q0bOkCUqdIyiAuZMbLG6HEIak0nFtQ2dku30g190bema9yRTwmnIAjMWE9HQm9pxHyXzXJo7krwvimEvcobMmizHJi4fD9DJvFtizBEWYPUgiRH1603BJENm53obi0wqxQtDvc5tuOHvXeJ3pyG7j+xAvklzy0xz6nG/MIBsOE5p1UO6jYi1OOW8LefxgSd+gG8++5u847HvQKSbaGz+OveuTHc5HXEEpQTp2lkIIRxbcUptiYuDy8h6Rzh4z+06avHWBxAFgsONU2C0DGtH3MOpcostu+huCfQLuFfpmGE/EOdy1eZnuIEbt7SZobl2YKKdtv6OsYvPx/kxJ4kj1MNACzPHfZ75/svJpOJ8cRvXNX/XxYaxHopD0ebuVu6JeEt0NlEQEAutDcnSlB3eDi44eotpA9oVHzhreJ15BhltYhdkVLU2aEBGn1HQJRBCm1JNbsYF0eNejDnFi21TZlYyWWLIhkvOy1ISclgtEIx7jJKMjhhBo+tCKCuVB1P0c1v6ru/6uIluzvu7pCHLlGKUZmxnkUF7O4GAYbRgAFnGguhxpG52nS4WnHIaH1vGmZy47lqcuvhqmrbXbQ6TvjPxbk4OuHYAeU7S2Obfg66ZLHf1vSTlXhklGYNxxkLNArJcQ5Y7jQg9USdDT/szmYy9zJD5Cbv9di5I/c7fFZi+8ZL+2uPsvNYd6Xv8iTwZBroP/UnNOcvIXAM1qAh30613OXvj2Xzspo9x7ZFr6ccZYWsvSka01S7iNOMkdRAV1LhXbdZeuYeup5Pk7/zc+NBEvQC1oMbDtz2cb939Lfb19nF0pIHxQkOLpLeLRZZrW3Lvtp0P05TUAS36PqFzAk/e9WQ+cuNHeNaXnsVTPv8U3vrDt7ISr7CSHqKTNqihzXBpYU6RLqyLP24ss3z7Yf0ebGIlN9VRBA1+fsrcc08VTJb2GfsMWVP2GQWd/JlHTROpnyJDptRk8FCKDjJ+2IlIjkioQWDTuekLfF8+kGYtdA4mmiEzYUuo6w2DpyGTtS5jy7IlA0KpF/JllQeRtenZTojvdPdqF/IsbOTJzY33aEFDllpAptvjnEu8PvIX5zJD5mvIasa7/Axxrzu+Q6zzeXoM2SlCv3/75GaEifdlRf3HHCDTDFlXjOipttEAmxA/BUCWMzpdBnrzGgSs1jbD6kEyKR0j2Bkfc8c25JBYNBlaC4fMTaZHmEd4+U8Lc3U6LABCnyGz78tR5l2GlcBjyAZGQ2aD/gI6+bvMCvdi+xn0Rs2ZLEVd9/eux7njDrPBaMgktaAY29Kvy77zOptHhlKKXw2u4ZgyQZaP7SHz5h4bYWFa8fugVQ+nHvcLA8gG44x2PaTTCAthLzY0N3DRrosIjj0PEY753n6d01ApxVWHruKjN32Uyw9czkq8QsxhVDpHmuoOs0Fhn77nj3lv/X084fu/yYNTbfpg89mEQcChxin6/6M351F9KxgyH0CnUrFVLJOEHf5DPhiAt/BiwjByaScG89r8NLt6C38c/SPnidsL5wNEY/3it7N8AHw8+1VqoWCgGs5kCfDYUDMEJ6/pxWCWgRZoBpGe1LY+CIA99bOJQqHdmwGV9J34HiBYvdvdo9VcnDzeY55BSpNRbv4ygKyrBsShnsR7qg2jFaRMmaefe/h4OcuiSpNlj2NGLM3wuAZp9ImjLj1ahEmf0XjMDEOCxqw/P7pBM/RSslizhc8UTCuTSZYV8TjjtOAAw86JREHAIJqD/jHG44R5+vRqG7VjRT8PmLhdLPLc8Duu3sTsvPwyGGfeDs+EvQCidM0Bsg3pYchSB1it55sDZArmzaQ4a9izlUHCdftyM/nSQF9jLjKAzAt74ViLwACyNF5fQ1bqp+FYv+xtwyLYeXNOaUB2d5AzZJMmS3PuUC9CN8hderFNihO71W74mScGSfWk+JeP/0vaUZv3X/d++uOUsH032WgnUoaa6ZQHkAu7kAQcmzkTjt3Gwkgzm3exg/n44FTE/spzX0mmMl7376/jC3t1BP3N7S3USdgillmpn5C3e4fxyt6XhyR4wwVv4BXnvoI3X/hmTp45mU/e8kl++Z9/mbvjHzCfRhC1CMJaQf9TAGTj3kQYnb4BppvFMgezPEq/rwWzf/nPWzNkkyZL/7yWHBCH7ZwVjTRD5pssIzLIEqRU/Fn0Ya5svGIi7EVo0tbYazeyAeOg6SQEwuhyvyov0GYjoyGSyZCGSFAiRAWhY3BDEw9O1jqaNQNIhtRM4N6cIRuQZJodWbBAOx2RGA2ZDFuFeQIDfFaC+fw7YMaYLC0gE8BN/+tJbOjUWVi7E370d7pqKUsaMjun5azPacJuqHUstThs6/kbYNxns1hBIrhTbdOxHTHAhz7Hw00mNpgG5h1GrNFyXvK6z/N3x2fItDVhlkBgANkBsiT3Sq3ZdFaZpKbGjEWdQdBy9dpI/4tq1iWdFyqly4BDxhxrYxjaTebM6BCsaADaNAnLF9Ws045Z03USNBmiYzAqBW0DyAIUjIrZVmx/gg7Q2vI2tFIpmNvBcvtk/jq9RGeQiXsuDpl+tYtj23csq4fWZKlYED2ukUZu0TtQkFDcl6jfP7ZZmw67fnEAWZLRqod0GpGbkPwiRych0xne9eM/5fXffT2P+9RFvOjrL+KdV72Tl176Up74mScybFyFHG9ywKo3Spilz+bl67lJnsym5ABvrH1cV7jlLKJAcLB2sv7/yC0kmeSF4dd4GLlezXdTtiWTki1imWFjE+9In8uh37mGfXJLYSc1bm6Ezha2HrmM34m+yucbf5Lfi53U0qIL7Wcf8nH+NP2v1MKANdUsALJtmLQhqV6AZxgwNDtdqRS84PO8a+Mf06tvJgqEDsoHyNGay0+ZqBBh6sykYoPQi/729B6QkmGc6F1mAZAdp2s8h0IhdMLq0QrRuEcgFAeFBWR5vsY8Gjzuc06tsi/IRflKKRbEGqPanAZ5QDrs0WFI0JwpRMayS46LAJ4MDEOWmyzXCwLvmDsvREZ27Da94G5+CGEg6Jt4N+FomUAoBtE8K2LWmduUUjwn/TJvq/0tO4UGSUkmJ2BgP06ZNSApEXUGJthnlKw5k2VE5syuESkNM7HZHbFvNmjKIaRjnv93V/D0v/6Bey+PGy/FudDsbKM8dZJjRgLBmLpJjTMJSm0pBBkFhomWD9RLAX7n1TKDcIbjgZmsB7nJMiIthL1oGq8r54gxWCyIeP2dvt93VWVHdwfPOfM5XH7wcr5777cJmvvJBqcyNoFht2X7URtPA+BI5yxQkt2rOmzADeJM6ip2z7FcTl84nZf90su4+fjN7B9oCcHm9ia2mjETtz1A1t4AJzwY9nzbnb/QXODlv/RynnH6M/jEUz7B8896PmMTv2lLGkGjSxSKIjuYqdxk6cWos4BsME6pkbJTHOOgzFO7CW+X4msncw0ZJZPl5CLTYUhcwZABLgA04MTzL4i+yRaxjFLFzaqN1G8vMSuX6EULhY0UwBXyAQWGTCYjWkGKiPRYHos6JCNqQz2m0vYW5+REOtTOI8Cy1ZAlIzIpaQbZ/83ee8drWtXn3t+17vL0Z7fZ02cYBoYOKoioKIKKSGyxEVtsJxo9ahLr0ZNjNImxJrEkmtijJ1Fjw65YEREBESkCQ51hmD67Pv2u6/1jlft+9h4wn/N+3s+J57zrn4FnP/Uua13ruq7f9cOz+YdppJkVEZF75R6dA8OQ9Vn2ii4jgOuyYjc2UggaFZ+tlR5vvPuF8O3Xj1kjJnr3sI6FohAKRcMwOZOGaaoTIYUi9hrkSAgaEPdYwzJd2WaeNtLI2iJLaYiIvmy5ysckTaiLiL4ysUUjPR+MS/36v6M000UY1TZCCJaDWejsRZaCji1rlWQ5vkpIRcDIgKQ8z2mKoWbxqSAyC+KMZw/b+mjo/MYdM0+zR99bNQPg51XbnScnWdo8OrNRb5Q7BQxXV2iXJcuaiFFeBSk9d2988eGX8r70OfTzEPKEPIsLU/+KuT/LFZ5lyAItWao8Y0IMuEPZAoiDYyDrt5n6y9+14v9fwJAN44xaUEiWdiil+O+X3kxnmBHPnc/Wxg5+et9PObIcMtz/bH787B/zd4/5O1qhTUae1dVvuaIXpTxC3oog5+3Ji7gt38q06KHaG6E2hScFS940tDfD7p8RpgPeHnyWL1b+eqwMF/QJec/3dnLFHUe0h0wsE1XXEBGSNDaQmJ2UvRDyXMG6U12iuf6R5kK0k1o65AhFW5TDjR3kSAJPaso7LkyXp8rdAMwk2g/TEkMHyJQCmrNcFejehoEnC0AW91knFsnx2K3WI0ZFSfuM0DevR64jMiJ9g9m2KnltGg7fQkhKJ1yHlMLsUDr4pqmybRFSbg+0ukRc0c477Pc2uuOQK+2JGwVTGuQBarhMU2hAVpz/ElAYY8jUCobs/sfKMMtcKYI92izfXf9IPCno+Guge5DAJGQP/Emdtm0W8lzByZn2cz1YaEYxyfJV3rVelDIVmslFhix42o/UHuxhQgy4T5hjEOuMuHI/OhEVDYLbKzx3t+wfn5wX+3pn37JJ/cFRPGQCIwmN55BtEYdcU2Iox17of0dJRjUo+WbMH6bUMn1/ikg2dKq7YcgqxNxVfSEXzX2mYHuyLgpRBAwP5smynI8Gf8/T5JUOoJQBWVSSDfJc8bEr7mZ5oH/fH5z4B0xXp3n/TX8OSpAsnsO+xSG37FtkXbpPx0gAhxo6U+7EjvaF3ewZOX+p8K6sHM/c8UzOWX8OF298Kf17/oy1zQabDJsZNzeNL4jbH0++5xq6S6vz0QDeePYbueyZl3FO5a08dakFYZNAyjF5RjNkJQ/ZivtmmGRcFN5ESwz5UX7mUT+nnL5fvs/GJUv9n+WCqSZDYq9eADq/pmW8PKVKxJIsmJHy75aG2XHA3nnIDFjPl+j50+6aGf2Xn/LVB32CDI+KLx1IUvGAmszACxHCeByTAWH/AInyyOpryGSgWaNkqP21lE392kPWWuEL0x6yhNyvlTZuQyMDDlm2fXgNQ2Z/25K5j+w98ISsiGVgcbeLV7jo8qdyZeVPS9EwBevTMpKoDbWOZV2fi7ABSZ9ZscSynGZZNZCGHQpMr82h1zJG+y5RXz+mcySbJYasDMiKqsC66kOljQCOhFtg6T6XZdlR9RJDpghUTCpCvS6oDJXFNBkRe3UiFTiGLDBZb86va9j1UMVF8ZNlyMzvn6ftpOVyleWAKuQpKo1c+yqgZGEoSZaWAMlM8/mghhDCKVP2EPTNuQ3ykYu9WLnx0A3S9X9bU7+f2PiUCZLqGlOpWbzut1dZlgDZ/xUMWZxqyTL0x3bKi4OE717zG0ISksVz+bNT/ok3nfRVhve+gnT5LBr+FE/Y9gT+50VfgEMv5tS5rfyV/2niwTJLg4SLvWvIwja3yhP4QnYBAOLxfwVgmh8DJz4R7v4xD04Lv05xgRSA7J8uv5sXfupaslyxTiwwqurFJs21MTn0pZvoMqVgw4PGf+Te69x7gcJLB1zvnc7dtTN43cT7ec/39Q499CV9VUE5hkxxgoliWJ9pQKbzbhpjpedxpgh8iSdFKS27zxRdRkGbDnVEXNzk06XqHwYLZLEBZIZtGZ58CcyezI/Ew/nlzFORjiHrUIn0TXVErNG7wbi/KlDUTiQij6kxYl6u0cncJsBwWvSIggl6SoOJcHCAadFDTGwaSyK3C8uoDMiM2RbgdHEPreX7N7+vLP9XWUrt4C85qKbIp7ZpQBasgf5hqmVAJlpu8hB5wnGpPj82ODbJiu9mRz9KmQxNr0VR4bCnPYYzJgvroLQAVpu57cISqQDs7tYwirZ8vdyxwU4MC2Zn35B6orOmfqUKRtGTUkdfpEXsRTPv8rPKaznu6re49ywiRgwTmWRUAw9PCjZxhOnvvByirgNknifpe6bHXA5bhDarP3nhX4ouFHGXxG8WHqj+HPSPcJF3HR8MP4JnksGjkkxpcwQBrt29wDu/s5O3fl1bDDwanO6/hpPa5xAdfjK+muTWAx1OEHsJVIJcq4HXcrAOalOsjfYQEXCXr5kzW5xxtFEP6nziok9w7uwl5NF6TtrQ4n2P18BkUF0/BqZ+kJ+JJOOOz7/5qO/lS5+NzY002cEGFUOlhe+JsWKkOM1dr1aintuAFgxZxu95VxNVpnnLq1551M9xvjBVNpozLlma55bn04YYEnmlWBlTZVnJNZjoShsvMS4xB/2iOhvKHjL996l8kV4wU0ip605jd1PPf6EvHUOm0oiaSMGvICiKj8LBAQ4xhRB6Do1NvI419S9h+16OSLPxQiXSiCTPqRKh/Gpp4zZw1c1db1yytHPV0lDfR/Z7PzL7ZfG+C7s4tvsrvh29WB8DkRUtfihYn5qI8Und/ydeXR/7sOEky2V/ig4NZNyBPHehq0OvpVn0qOMAWd9JlkfzkBUbmboaGMlSsK+6A1Csmf8VAPvVDGE2AKV0SzAVk8pAR1EAxH19LUgd2msrkS3Ttewav+vrIFBJAdLMMayrQvL0VAZZ6jxkiay66A+iHg0x0nMcHJUhG5csI51jJwvmzD63b6TvIBvhO1M/YyPN85Kp3yPKcgJTXLekmiT1dc6HZsdvM/WXx+8UQyaEeKIQ4nYhxF1CiKPPWkcZwzijFvo0q+MM2dxNP+Cqyp9wXeWVnC9voB+lY6GS1gPw/sv201qc5avBLtiKkgAAIABJREFU+3ih/wO8b/0Jo6WDXCyvJTr12TTqNT6TPYHfr34SztDl8b4U+gI/8fcgGfCmXPsGllTD0aB2Mt6x9DOeIa8wD8Zs5DD9pt4xLA1icgVT9XA8FPXE3xv/kf0i16VCglAZ98otfHDrh/jqoSJryJeCnqoi8oSAlDYDQtOyZoM6COiFfGiM9oUxMXcMmcvBiftMih6xAT62mmmYZEyLbnGTDBYcnW8X99HGc+BVV/Mm+QaUFyAFdJWuGqwaj1BXtrVfLe5h8zFXVlnadi190aQv2zBYIM8Vk6JLFBYM2dqO9skxe9KYWd8ChRRf91lLBtrbYTwE36z8Dy664hnc37CLRuAJPhO8m6d8/XRm7vk6O/OtVEMfTwqW/WlQOTPDXfr4hFMsqkKy3M4eKsSkSvIwaTs75Ksmg36c0fYtIAvpCs2SrOno1xz2zHmOe2RKuSy2A2oa6TxkOROqw15ZMIp22Al50dwDdWKQgcu/U0q5a9eTOI+OndDOWdBVUvVOkZ20MmNpaOwDnhS8Lvgyjbu+Cbd+gymW6fuT+FLQ9SagryMbjhFFz0mXD5dqQFYOGA6X7nbPm13QC0eZIStPitZbdrirF4hPXrmLb/2yxnDvi0gWH84llWuoEnFBoAGbOPY8/fkKtxGaE9McsQDYZDrd37j7SI8//YIubgk9yZaDP4DGWnq1zWNxAweap/Hp9CLOOvQlmLvzft8vNu1qqLQIPDkW81FmyPq9JZ73ce1Js+15BnHKGeouKtsfxYmbVjcWh/uRLGFcsrSsQmk+bTEk9uuFZOnp66Nq2JSOZwFZRJorNz84QFYqFChHDkyzzCCcGatGtPORFKKYZ5IRVZmCpzeMI1P1Vxkc4ICadi3DRsbsvzr2QgOEcaP+SAfDihgV1N1mlEQzfzUR0/WniscozufSoMSQRT1OS2/hh82n6ucu7uZJhz86FlshenreK/ui9HEdOON67NX1JjBsImLNkPU8zZAJFETLrqfvwAGyLslQf04k6kRe3QGyo0mWcZpTy/tQ1R6yfRXNEG+Y08zwfjWDJEclA7IsxVOZZsiwgGxg2NIGET4itwyZ/g0dC4ANUxoSM6BCKiuuMKKmLHvZdufGKwGyrpnXRdyhwbCI8zDz2biHrGDI6iJGBFWkKHrT2mvcevO8bGgsK0dvnVSY+iVRkrnm50s0iOvroHNgbL5Jspwr75xz8869831Oe9tlHG38znjIhBAe8GHgYuAU4LlCiFP+I68dxBn1wKNdDegME+gegq++nB2XvYBlGhxRE3wk+CBxb8H5Z6C4oa7ZtcAfbdU3yzeyRxDs/DrPuPzxCBT+OS83OTOCvLnevdaTQhsmt18AM8ezzvi0Wgz45q9386Yv30iaKdaxwNt6f83fh//M4+SvmBjtxSenb9okzfX095luhGNSApvPHvuNyhjEs7xohBvL6lgRAWhAY6nZGiOXF3NDfhxVEtayRIshQ6/kIUNfVKEv9I5cFKbSKXrE4SRdao4hG8QakN2tzKI/mHeetcz5kZT7107AS7n+W6OvF7i+bLs0eie9rKiyrGT6+/dFnb5swXBR533RJatMOhblmI7O6GHNiZQIgDHQE8tKiSEThIePXoVYHvZ7NZJFHmOKIwDuUhupGEZx2dOSxuaRjgUZBlOFZKkUa3J9bXwvP5vT5W6OFQeMh2z83PWjlElT+RiLCkoImNzKmq4GZIcMY0bcJ8vLgGxGt5/JEipZH5+MvSXPnR12V7fQjxHCNEwO6mMLof1GUgjn0bET2rGmKCSqFf0RV/p+Rom2DwghiuiK3iGm6TAIpnX8iWXIlOIYUQSjeqYvrJ90iYNWwZD1DlFZLgCZZ7w0FpBZ860d9r6++p4Fzn33j901cGBpxGPkTfxN/gE+GfwtL/UvgzUnICa3FPdzS1/T3/fO0wyEbMDyfebzMu5bWN3+5NLri+iCau8+uOMyOOtFSN9UB5bu0X9On6Iltd98ddX72BGb7CfC5lh1JGjA++Gf7UUJj6hfRGXYHDIRddjMQdhwxv2+f7nqLy0vWkcJhrXZhSEJVZGQlBmywKS651qS7Frzu+nuYM30ft9UBpcZMjv3xH2aDBmGM2MxNFGaUfE1izEqdY2oWoZMoGMY4h6V/n59DwiBQBChgaKfj0iVdJs2khFJno+HvRrwWCMGv8ZQFQyZb3y6XechW8GQOUAmYP+v8cm4vnI2NGZhcZdm9EujctgEuyqoi0KGa4mhyxlM/LoGCWEDEfeYZZmuP138huESlZJkaQFZZgDZSNYYmWBvGI+HSErey2pmJEshWPDXQnWSrXNX0FU1rs11bE867OrgbjAxPHpdEOlAZ6Z5dSKCEkOmf9NSKWYkV1ryjFRAKqsFQ8aQVAQOeJEM8YyHLPUqxeOjZepE7HOAbGHV7yp7yOoycXNa2YcMOLAd5CPdrUGsjjzK86IZesU0GLcMWUc1iOrrjKnfsPm+ZO/ikBd88hr+/FK9wbt3fnC/LRx/lxiyhwF3KaXuUUrFwBeAp/1HXmirLCdqAbV4AfWZp8Ct3+D6DZdwYfQ+Xp+8krqImNl/OfO9cUDWi1L2LAw407uH1KvxuuSVdE9/MQuVLbxFvZpw/Uku7G+iVtxgegJXWnB++sf4UvYY3ps/H08oPnjpz/jidXs5Ru3lJ5XXu9c8zbuK6cFu/Z3bWg6ZM6njU41wXLKUkq8/9LP8XvROIhWgenrhypVymnosq2MtJITQgGZg+5ERMWX8RDeaRPmt4hAtMWAkm2OyQZLpHalfer1INEOWhJOGITOALEqZostdJUAmHENWRCjo71v0VrTGzuZA+wg6Xlt7IOLCQ/a4+c/xk/C1NOf15FUzZuGh1zCAbIk06lEVCVl1isMmz2d7/0bdmmlqW1EFpsZvuEToUmodDCup7tKhqolXpGuXx49uO8S1u/QEsK5329jf7lKbqAYevhQsGUD2qN5lHPLWMwxm9GKURRD3aSsNKj+TXkSmBL/vXUmcaq/i6/wvssOUvmtTvynrlqH+7pNbCQ0oLZe5J1khWe63XsKoSz3Tk8d+x5AVUS92ElkcxEzUAmQygKA2tkCXq0q1qX/kFqCKqegMogLkuebitsoyyakEHp4QrDF5e9xxGROqRy9cgy+llrb6c+S5cpIlQLis5dwg7pAEbTo0yCqTsHAPtRIgC2Objm+Cjmv+mIdsrpTkv29pyNV3a6Zyvh/zKKnTvs/1bmEyX4KHv9L93iwHzv1TLp96Fv8aXoInBQv+OseQff6aPTzh/VeMVXcCzDRD99/Nmz8LQsJZL3ExIRaILA8TDjHNvfXT4fbvcH8jznINyCpNxxjb8dXr9/G+79/BSNbxSt1IrIdsc2SOk+lQcbRRLsSwHjEFru8rWdHOx14P9lwOwhlXDa5MdW7bRJr0PMt2aJDTtXaC3mrJ0n2mmddGlTVjbGth4xjvq1opAbKB0DJYrb9XM2To6TgSoZYysyEjKowsyDIMWVOVAdlQB4oSQ1BlVGLIfMPOj/ymaftmbBkG+5evOfZpS8lObwdMbYOFXczGRaQFQDCvY4MypaMcDih937YY0DAp+5G0DFkD2TtARST0gplC8hstE1pAZhuRxz2ykZmbRY1ImipLpQtlpujwIu8yMtMEO04zKnlPx17YateHvACA72Vnuzk1HXZcEG82xpD1aTAk9hsrPGRHZ8gCFRERaIbMHMO6spKnZT/LDFnNAVAxWqYhRhxSU3oj4yTL1bEXie1lGdSQR5EsxwCZbS7O+Cg3Qw993WDc5qQt0WRU3wiDedKRKcYoxVjccJ/+bg8UFPs7w5ABm4CyWWOveWxsCCFeLoS4Tghx3ZEjWsazMslEzSfBY0E1ufxh/8wnmy+nS50b1XYOqUm2HPoxSecgnw7ey3WVVzBx5V/xB3//DUCxLdpJb/o0UnxuO/NtvHv7Z7m6fj5QJDFP1YuJ1wEyIN94Jm9M/phdnma9bETB6WIXdRHxyvhP+WH2EE4Qe5kaaYOwbSRu28BM10Nn6rcX0qH2adyqtjFHu8SQFSXTkayP7b49IZBSOGq2LkaukfiNuQaAx4jDugm4ZyXLgsYOPKljHOwEZiTLrDJJjxoy0e8VdRcIRMa9Qp8eNZhHpuOSZZkh070Vcbue5uA+EuURy4ZpD9R3u5iT+9dwrDzE1p26zYztnzcUDbrSyIDGm6XqMyzSIpcBVTVkv7cJPL/EkKmjMmS2n53n2tasoHnMePd3d/Lhn2iQMNu9jVwJRqGeRO/JN1D1PaQQLBpABnB1/TF4nmTeZh8N5pzJ/na1mV+rHTxG3kSa54SjOf7E/xo/qLwJlC4kafmFhyw3gMyOI44h65FkuTP1H1Dm86MuNQPeDngb9GNjkqWeKJYGid5cJEMI65TL8u3lVAZkdu6rGGmqHFi8ytQfZ9QCiSdhuzShqvddTYzPzWuepD13ckIb9fNxydJ2pvCSDplpYJ1ObIOFe2gs38lt+VZGKiBMxhmyVjUYM9bOlTZdoD1leigukDfQky2+m53NW7f8Czz0pfo3WYZs7Ul8Ze2ryWWIJyVz/nrnITvUjfi97CcMLv/A2PvbHbUgp3LLF+DEi2Fik3vcefcMO7/bPxYWd3F/I0lz7bGptFb1QLWVfZGsjRXuTORLvMD7AS9O/l0/sNKDWhplAD6Kba6TYpibJcHkkFWJeM/8q3nxloOuFdMwnC68XibItWU2AWMMmVK6IhgIBgfc54FlyLRclHf1PRhV1xR3oTL5V74ESpJlGlEViTb1IzRDZsYhNT3OkBlT/4By5aT2kLUMIJtnwlVZVkUMQX2s+Mc3gDeRDQ3UVkiWdoMjBLDvVxzyNzKv2rD2ZNj9MyayRQ7Kdezf8mQOq0mC5d368OY64sKm9bdFIVmmXkMjpHWnECxpa8BSZWMJkC25Hp1Dv8UybegepGE2uYu0GXkNUBlZ1CdKEi6vvI6/DD6Df/BG3Tw7G2nfVrVdgJIL/5rvnfJu/jp9AX0Te5QOu1Rs7psIdHo+IJKyZBk6QBYq6yErJOJcKYI8ISIk9QqGrMaQxKsRWTUmHbkOCYms0kP/XhF1qDOiS52+aK7KJQy8ggnTfTcjs8kUpXBxA8jMulbJh8bUvzoY1io6YHPIcjffLKkmo6bOURRL+lxeKK/nD73vA0XkTPQAuWTb5q6437/9ZwNk/6GhlPqYUuqhSqmHzs7O0o9SOsOEyXpAuxawTJOz9r2OF/844Hu/MZo9kkuzR3HCwo/50N5LONe7hZvy7Zy467N8O3oJu6vPZ3L+16ht5wKwZ2HA0iBmsq4ngqMxZM5DRkEFL/iawbDRBvbfH+cP4Q61hePEfrZ3r+OwnEUZY65dPKYagbsQ7A7M/rugWi7TKs3zcYasXM0khI5hcAzZiEnTmPs36lhyJThB3kcgspKpX79WS5YS3xMuKVqmA6bokdem6CqzI88zso6WIPb7W0nwyfrzLn4hL0UomIPvJEvLkE1172SBFp4nGboG2voFlhELDAtiAcZANnVVa+8gcmTM8vVpQJDUdIHEgaAAL/paYayEMhZ6Qkhsc1mzoAVZH9sIvDx6Uer8O9PdnexS67nu9LeTeDVuU8dQCfTxctVlwFVtDToO28iB7kHaqkuOoEudn+encrq4h3y4TDgqVdsdvJl+lLnKx1RW9Pdfc4J7yrxfBOnGae4YsjFAluvfdMSbJUM6QCbIHc0/TDLqodnxlyTLsudOCqGZhrSosgyNeTsopcrLEvi1710LPMK0x0bmSeprobWBt6mX0a+ux/cEy3JCp4unMVvEEW5V2/R7GR+cH/dc+7B44ljYex3Th6/l5/mpLNIiTAxDZkBYu+qP7UrnehGzLPHh4AN8ONDgqc6IN/uf53i5n6+t+WNembyWYaPY73miuJ/1pKx9dEc8w5ApRX3pTt4VfJzpn/8V3PWj0nWiJ+BjxCHkYA5OuEi/pw0TNsfdFlPszad1nlLU4zs3H+ANXyqk89d/8UZ+cc+8jgUIm674xA7LzsWebqtlxzPueBPvCD7N2eoWPtd4YdFe6ShDlM730L5fmvO0fzamdJNDtknMERy+mVcevzgGyCwKz0117oSR5B1DlujYC9sI3DNVlnY+80TR3yHtmJ6J1TVjQLHMkFlAJbMRNUZazhO4WBiAI2pCv17geub62YgRYUnyHJLmuWPIjjCpPWQ24T2oFsGwycD1woy9ugFkhiFTmtn+p+jNBKSaJT5wE3sqJ+iMvI0Pcd/rfa3/xs0P/zv2qLUEJscxTyIqIuWgYciaDJ2pP/YNQ/ao15HV1vCz7DRun3w0y9hOI0tUSh6yPd5mGC3xyPlLOSDXs0ts0gwZ8IpPXk5v/04mzDwRdO4lznJndbA5ZLlRZG6ffjwdmkTmuGajrjuHmQyKlnCJliwTr06MjzRRLaGRLDtWsjQMma9iw5CVJcuRKwrQ7znEy0YkykNJv5Boo2UajOhTpWcsK/pasoBMFjFTmdKA3a/hHUWyHDiGLDKxF0cPhi23TorTzEnEyzToN/Qas7z/TgJS3px9lLf5n2UTR5zfsmyfKI8pOpz7y1cf9W/wnw+Q7QPbWAuAzeaxBxw/u1NHSTzq+NkSYDI7ViF40hmaKfhA+kx210/jenka7970YV6avImLonfzmfRCDlW2oTaeSeOxb0QIuG9hwJIBeQAzDX3RlEMSywyZRevzwQZi5bHDtMPYIo5wWE0SEXJ7vplAZJwR38CPahe797LyynQjdOW2ZXYJYF5NOFN/rpTzHySyNma6lVJPdlZyPF/eyHuDjwK6rdJ+Zvhj/9sADL32mIcssgyZJ+mZSSmMFnU7JMOQ6Sd2ER39+3qVtXREm6w350CijVDIVi1ugiMmn6aSdrgiOwNPmMyzuEgcbyZ6creymGXIRl6dBW8GhouEfcOq1DUQSYyn6ZAN6i2N8g4oMmXyrnVSKauN0dKq1/ai1P2OWrzAQTXN3nUX8NkLfkGXOlVfS3Ox8uCp/8Armh9kuboZT4rChLp0H216DL0WCslV2Wl4QtE6cDWVqATIugfpxykNWeSQ5Urp3bYZfWuaNgyZLZnf7wBZxwHYvmjpIojhIs/xfsxdlT9k+psvhm+/AW+0SC2QJUBWHCt7HhxDVoq9CC1DlnRcYvZKU7+tsjz5139FjmDX4z8Or9/Jpfl5CLNhWBb6d/jRAuvFAncLPclJw7x58TJJoBf3ZOIYiLtIlfDl7DEsqQZVK9k4yXKcIZvvDvhI+AGe5F3Lk7xreZC4i8+F7+AV/rfYzUZ+NfVEYFxu8LzifrZssSelbk8Td/n61bey474vkeER+y249WvutQPTtukMYVgvsyDbkGPLTC6YzdfuxID1zj7+679dz5d/tZe9i1pK/8r1e5HkVFXkqizLw0qMsddw8SNrWGZj92Y+mj6J06NP8K3J5/NAw849cZaPdwEwPQPJEp3/Z6oRw6TjAFkUzhTXi9kIrU01qOo5U78uBLEhxzbE2jUXl7jInWxgFtjq1FixgfaQeWMeMi8dapm5MYuAMYZsjgmEEdB1250e1azLgKquFgbnH23QIxM+y6ppqiyNL9cfD4b105451nX9HWzPxlzxau/rnKFu54+872ipbmkPhyrHaLN3CZDtCk9ACsG9ai1BR0vfylSk2wBVbeo3DdZtlWV9mj3P/xkvSt6M5/urGLKBqqBkwB4TtLw1uZtf1M5HIDRDBtyzd79TawD85d1EpY2c9ZDZS8DKgANTTZmNCskyFaGT/ESiGb3EbxoPWQRKra6yNIURHhmRCki8akmyHBVA1zx3srOTw0zqri7m98reYTyhGKiqa90EBesc+nKMIasahkxnjBnJ0jJk5rNCNXI5lCs9ZJlSTpKvWMkyXaajamR4DBo6i+z2227i2Y0bmFEL+CLnef6P6Jl5YHQ/DNmD5N1HfdyO/2yA7JfADiHEsUKIEHgO8I3f8hq+f8shJusBZ2+bol1isP71v5zD1191Lo86Xi+MIyq8b/M/8IL0rbD+dEJPcpfazLc3v551b74B8Uc/Iqw12dCuct/CgMVBzGRN35y2T1w5+8SX0jEONjncD6vcrTZyktA33mZxxGUp/UZpiXJRNfnxxNPde+5dHBL6klrgrcpushPYPC2EqdhL0rKpv1a072C1ZPm64MuuwrJjd1jAL7JTuLF9wZjxMcm0ROBLwUgFgKAx0sAnq0zpPpQAURdpPCH9yjo6sk3eX6BmQKIKrIfMAjJc9dNetZZ8g56svpafayI2ai5PSZLTSPUEbY2UNnByIBosSH0uZ4zJPTU9P2MDyOZr24Bxo3n5drOtVnSVpXQtV4AxaY9USzZlsBukPbpoidhS0pVAFsD8zBc61kwKwd7cALLlPUwoDcgAfqV2sKQanPmLV3HuL17u3j8fLBjJMnHfNVfAbAHIlBcQE+jcoTSnJYZkMuSwTcYezFM3DJnz3A3mOV/eiCcUjV2XwS8/zo7B9VQDT0+YZvKy58pJlkLo3avpVQg6vXukAm3WH433WbWvswzZzMEr+Vr+KHprHmT+roG5LwVLBpBVu/fSEkPuNe2UvKiDIEfGXTLDII9aesFZmDiVnWorS6pF1TBkHXPtzzYrjiH78E/uonfnVZwt7+B9ySXkSD4R/i0Plvfw18kLeE3tXUhjXq+HtlWPlSzNxG08qZ4oKls/9o3L2dG9lqvzk+lU1jvGGoqm8GfIu8GvunNm7+ez3vFD9i4OnNx4x9AAl+W9bJjQi98Vd8xx4159TK18RdhcJVnaCIzEqztAZn1x38weQZ+aCy69v2EBlW035eY3B8h0MKxtjxPEy85DNqrMON9gVtdz24ZMM+Y9r5AsbTU4aIANKyVLU3QzNBuh6sT9MGSa8VdCUs16tA0gA936zY4F1TLzjLlu9/2K45d+zogQITzd49LYFZp5j5HX0iArGZKmGTVilF8rVVkOXNJ/5DXHJMtMKQ4Y3+bxch+Twz2AYq56jF4j1p4KwLxcg+d5SAF78nW62jSNnNR8yHrIVpj6XaFV0CJHUvW9IrpjuEg17eoYDCHYJTe7Y3DjxGMRQjAyDFmT4VinlaBzr2bWbZVptT0GSjKljIfYqBzDrmtVlcnQSZYy6lIXEYlXJ1Khng+yhEDpNaBb8pD5piigYMhMkDBD/XoLgOduZ+ORK/lydh5S6KQAEHhmrelR1e21jDxqC5QCTxbEiC3OCOp4UqwiNiz7WSVaFb1iR56XgmENIKvHc64aNAkmUZU26dw9PGXNARJZ4bZ8CyeK+4r2cffDkD1E3o0SvyMeMqVUCrwauAy4DfiiUuqWB3pNkuX8aOdhHnvSWnzTXNyO49Y2OG3TBM8+azP/40knc8K6JvO9iEGcaROuuflP2zShV3BDT22ZrnPbwS7Lg4IhczvdkoFe55Ap9z0AKoHH7WoLJ0rtOdksjmjJA7hbbeLx0Xt5WPQRVKXFjrX6or3hviWm66FjD4DSjqVgyMRgDpTSLIq9eb2aW5TASJYCJ1mWR47k/cmz+Gx6IX+YvJmRP34zFh4yQZwLCOq0TGPltDrp8r6IugS9/eRKENfWsiTa0D/sJhS1QrJUFFWWAKM/+HeuOPGtXJWfaio6tfSis826SHIi5ReSpQFkkWwwL80kuPgzRgRErW36bwaQLTZ04UJh6ldjOyDLkNnARpn0SJW5DSwg+/E74B2zxHf8eIzODtMeXVUjVzAyN5ytssxyxfV7Fjm4PDKPoVnG+kzBkPn6hk7x+Xl+6qrzE3V1krdt7jvymnrFahT+NF8KUwRReMhSv1H0WOsfKUm8LZa8aVT3ENOiw858C3c//Vv6tyQdaoEHsWbICgmr6EEopZEs85QsTXRoiIqLaqeBbXI+7tOwwbBBvKyz2kqbCyupLwr9fdtLGlgf8dYxEDW8pEuTEQJFZiTL5a2Ph/PexE8e9nFAl55XjYemMzKArFUhznJ+eOsh3nfZ7TxC3kqO4OVveCe7ph7JrOhwRLX5ZHYxtywFDuSMMWQlQNaPUxoVH19KDpvw4rPlTo6TB/hZfoaWXA1jDRrYzDRCXrzliE7j93x3vuz44i/vc5E7uxIDoDv73Jx11d1zXLNLL54NJyk9gGTpN5yn88HyLmKvwS1G+n2gSi4ogKJtyN4wxyFWJUBWYsj80QLbxCFt0i8BeAvI1qcWkBWxF2WGzFbFlpuL2wzEfLhErgSi0nQ7KaU0e2erLEGQhW1a2aLeoDVmQQhdAWvGvKnIlQLtITMjQ7NsOnJBe8jque4eEhHo8NI0RgqFCmpjJvPAptX7NQPe9L2pspT1pqq+wYgpU6i1UDtWb879EF7yPd6y5oMugPpetU4Dl8XdbiN4iBJDJkZ6wyi9MRsJaCP4iAqp34DeEappxwGyOaahOsFusZnF5g4t8RqGrCWGbBLz5EpwQ34cYWcPUZrRFGXJsrCtpEY5sHljedR1bY8SETrlxbedEfzGWMFFaE39ooiy8I2MOSIcN/WbYNnYNoPf+R0EikuzR2kZVUiotAkO6TiZZdXQVavGWuIYMk8WADa1DNnK2Av9EVayrBMR+pI1apGX7X8rXPWPxfWixk39ALO9O7ldbTF/h3xyGzvYy6bkXpZqx7BXzbowaNDFRjZ1oTweLO5iOHnCqsft+E8FyACUUt9RSp2glDpOKfU3v+35Ow92WR4mPOEUDXrKgMwa8X1P8keP3s50I+Suw4bib4ZO4njGmeN1A8etbXLbgQ7z/ZiG6cd34cnrWNMMefG529zzyhO4zSSp+pLb861sEvNM02GjmGe5oiXTVtXnLrWZBJ9K4LFhosqUAXxTRhK18/dKM+KCaulYg2TAIM4cG5XIKktlQCYFnicZqKN3lP9Kfh5/kb6EFG18t4ZO2yg1MDlkaZZD2GAi0lJEVpkakywrg4McYYJqtcqcmMHrHeQksYc4nCSr6Imx3LducxDRAAAgAElEQVRNiFIXgtoMt218OgpZ3PymddKs0CDsLrVJJ0WnMbWsRySqKBk4hmzT8HZuEzsQvj5ug4kdLNNgaLLdivL5lbEX1SL2wpOIuFcqp17UN/sV79PHdv/NY8fOT7p00SnaUWJK8g3AGCYZz/jIVcaIrGXMLFcwsQWW9tCmx8gvGj3/Y/r0Vecm6hWxKfg1lBe4Y7h78hF8M3u4OV515yFriojMr7OABWRzVPMeGZJI1lj0ZlDdA2wVh7kp386guQ3QbF819PTkGI7HXhSSJVqyBEQ6crlJ+1bkAblr1fyOUZIzKYcIlbGomiXpWl+fvpQsGul6akFPtgveDH3RxI87bveeG0CWBpPw2D9n4OkNzDIt1791eZgQepJNYo63+Z/h7pt/TuAJnjO7i9HMqUxMzXLrjlcAcI08k40TNS4+bYP7TuMMmXSTvO38IWURxvsW/3NkSvDD/Ezm8vYYQ9aPUzZWY/yDvwaTaaaPYQHIdh7sstiPmaoHHFJTKAQs73Me0rlexIElfYxtFwyqE6sYMitZjoIpAuNB3CTm6dc2osyUHv4WhswCcCu12uOQYICcCYa1DFn1jm9wif9TEjzaVd+Z77PqNAiPdblm0vslyVJlCb7Q86K3QrK07ESuQI06dKkR+n7hR1SKKMnHfkcWTrDRMHE0dIisZXIAFmlqRo1CmgLYwBxC6LnSsuO1XPfBjZQOPnZMuV8DBKlXg7jvYi8Sr+HYNIBWMocn9G9pMGRqsAsQLNW3EttN+zGPYF5M6wBSgVvQOXAj3lAv3stygqEKaYkBW8RhloO1CEoAybxXNTCAuTID/cOsGe7WfYAF5ACP/0v+XryQZi0wUq5mlydFnw3Mc5hJ7lYbqXTv5e4j/ZKHrGXOg9k0mY2q9eapqLeCITM5XgN9vhO/oatPAbJYtxkDuqJI6veVKUIhGDP11xmSyHoBnvdeS+y32K3WF4Hl1TaVwzeyqJr8KD+TtMSQ2Wup4ssSoMwJVew2mSuJjWEZkHmS144+zIP7V8L3/xzuuRwwSf0lU3+DITPRHn6Tb9N/V4rh9ot4hHcrWxeuYrFxHPvVDBvFHBP04FMX88c/PZtrqq/mPKm9oYKcR8mbeYS8hf7Gc7m/8Z8OkP2vDCHg0Tv0Tq1dLQBZsKJcvFnx3eT3iO1reOfTT+d9zzpDM2Sl8eaLT+LVF+igvE2TGoSsbVe57n9cyMkbxpv1OlN/6cb5jdmlvtD/PoHImGvqRuEbJ2rutVVf5zStbWngdLxhy1ZJljbvxtHVS/SjlKYFZF59rLWJZ9ovuWa6DzCkwPTJyx04tab+LFcQ1pmNTf5S+9gxhqw2OsRBNUPFl8yJafz+Qc6WO+nOnoWQevIoh/JJUYAkC/7A+N1ETRvHs8QBMtczbLhINe8zMG2e5mTBFt3mn+S0/gPHP5fHph8iqJrKHPMcRWE2B4hEMSn7xkM2BjDm7nDPTbsFAyLI8dM+XerkuSpVgGkWxAJ90BOEiwWY2ALL9zFBj8gvrp3b1DF897zCg9RTVdK+2XGbwEZBQbl/7bQP8ZrkT5BinCFryIjMb+jCilBHSdTzPgNRR0jJojeDXLqX9WKRPWotsacXnGra1wzZitgLpQrNUkuWJjA2Gbree3tX5AE542yu2chhkrkwzCXVIlPKXc8CfY3uFRugtZHN+74LwKI/S0808OOOAwG5aaCducVCX6M92aaWdkApOsOUds3nwtvfykv8yzjtvs+zvRGzsXMT9ZMep7/7prO4JHorH2u+gp+/+bF86LkPcRuoMkMmJUdlyJbNvVcRKd/KH8EetY6DmS6yOdwZcfPeZfpRqgN/VQbbz3fvWfZ/3bh3iTRXbJqq6fPVWEu+uJuFvjFCD1MOdUZUA8lDpAmN3fDgVbEX9n7vVDcQRovUGLFBzNMJi3Do/6hkaavCauY4lCVL21i7PKZFj8l6WBSBCOnkw0hUdHI+aFkuNZlUqqGr50rtlDwzISiA4TId1SDwZcFsU2LI7LxRmWCrMpbixmyRQ2ZGhkdgjNplFWqjmEcgHEOW5YpQRaSy6nxhFcPG5zXNwMdBWwewZtZD1tCLuWF3JuKiMrgpRrSGe6G9CRnUxmwtaa79SFIIbldbyPwG3HctjQUt/NwpttGlTpsBx4v9zNe2GSl3XHmxUQnDygzLd17FTLSHqzlDnwcFPPQlfD85g2bF1xKvmWu2VIZsFHMcUDPMqTZ+tMSLPnVt4SGrrmbIpBROmlRRz5n6UxGYtlICf1BmyIqMuDAf6WtbhqRCV3Fbo3+kAgeKldJVpqnf0Cw8wHCRxdYJgDByI9i08M9lj6VPbYwhs8cm9OWY97NiPGTlpH7nkyZAIaiKiAYjzkxv4Jqmnic4oud+7S/WD1UCyclCF2JY9jlXcOTUlxIZNrnTPJb9ag0TYsDfBJ+EPVexUNU2i+d6um/tM+SV/Gv4LkKR0Tv1udzf+J0HZFXf46a3PcExWQ+U8fGYE/VOtxZ4bJ2p87xztvLsh25Z9bx2NeANF53ID157Hs952Oq/2+HK5Bm/cX6dH0+mBH/mf5VMCfZNPxyAte1i12a/50O3acr6tY/XXeQLydLKPPr5ztA5XGQQZ0z6hrb1x/OzbGVYRMjdLR0s+4n0Yp4fv4WVQyCohx6DOHMLVOAJfGmaGZsQ3H1iPWlzozPk0z1Aa3SAOamDHI+IGaRKOVYeYrD+oauaTVsPWfF40T/PsxIcgAlBBLgzL0JNa3mfkekqUN4RX1N5pANeiRLMpzUnvZSryMoegcjIDlayFHGP/ZQA2cGCFVO9ApA1jIxWSJaZ27V6UnBguUjdrgSy6Hs5ezLM3ckx4hBRMA78l2tFRegSTdK+ZpxquQ1sLFinstHe9q4rM2QAaW0G+keoZz36QssZllEE2KPWkeQCKm0qea8EyBpHD4aVojTZRi5qZZ/tL2kYsrL/JMl07pGt7F2kSZ4XDHJoPIqpAk4ruiN0/Fn6oo6f9lzT+rSqwffKvrB9r4VPCnGPzjBhouoxazyFxw5u5inhryBP4FT9/jONkGvVyXTyqmM07f1aKwEyX8oxD1kt9JD2u5rxnuQ5AOyNGxB3efVnr+Ip/3glv9y9wO9H34TKBGx5mHu+V5IbD3X0wrTBbMz6EyeQH7rVndvaYD9HOgMetHmSs+QdHFKTMLVtVTCslWkXA31/bhJzbBDz9ColQPYA8yAU9+JghWRZBmRlU78dr4tfwUQ9cDuePFeumjMSNVJZVDPaCAObacVwaSypX/t3FETLdKmbVH7zviWGzAKyNJxgDcZvZkz9oxXWjMDT7zuhinT8TAkQkJjIG92bMSKVoWPIKsk4IEuCFoyW8dM+sfJQXqizzIz/aSLRUR135puoM6IRHYaJTQSeGCsuyWyPYinIkdpP+cuPc+IN7+SAmmZJTnOfmmWH3Mcx4iCL9WNN1aN+fbKCIbutW2VipEHpVeJBrkIyzXJGSa4BGQVTuT7os1HMs19NM6SCl40QjFdZlgu7slzPi5nwSEQFEXedqT+XIUoAQZ2wqyM2krA9FkkSqohIVLVELEJIIwIsQxYaD9mAKMloMiQPG1qmNUMDMlvwocAUj/0ge6j+vKMwZNrUb6mwSPdWXhV7YT9BkPs16kRsXr6OkIRfNC/UfzIbzDHJ0pOcKg0gMwyZUooudT6Y6vml19zmiqqe7F1DdMYf8uFTP8cn0ot5nLyeKTo8VOrWfP+cPhmx9v6z7n/nAVkt9GiVWDG7EB9tvOCcrbzqguP4x+c95H6fUx471rUe0IvhgiQpmotWA48edQ4aw+cN6njHjMw2K27Cse/75086mZ+84Xy2z44zZOUKRaAoeR4tMYhT2l4CQpKvSIIue7X+bcvb+fvkWbwnfS4/z09f9f2lhFrga0CWFp4o3zYzPutFACzJSd1eQ82SyxD2/ILZaA93+ccjheCIKNqzxBseNt5tAMuQjfvj7CLue2KsZ5ntKnCvMnlbwwXqyvTdlIaef8I7+MCav2R39WR3vq2p2i6wBUM23i+yYMgUvgSSPgfUNLlpds3Bm8n9KrflW9m/v2iXYyewLvUxwzGMy1L6GHqOIUse/hqXmD70xwGZlYf2qRk6qoEyAKeSdaE6MV6S7RYyXBBknOlwycwUUaRVDchqqkdfNpECFrzi3Nyj1msJpNqmlvX1sVpl6i/YLGfqRzNkNvPMVXSa71s0TFauuqilLEPWNECtSNT3PUGSKnjYy0lllbvyjQg/pEeDIOkwYzLbstrM2Ps7OdEex+EinVHCcZUl/GzEnfkmNuYHeGb0NZg+zuVw2ezA8WbARm4qSZZjHrIooxHq0N88V9z25Et5UvROB97vi/T9uHfvfQSk/G3+t5we3wAXvh38YoFZCaYANhoT/1L7BLzDt/B874f8W+19fCV6OW+b/2+c2uzyuMpOxNaHgxCrmP6uiWGxESjHif3MiC5rN293zwm93+Yh0/9atq2QLIsqS23qL7oSfCE9n6/m5zFpZDE3DCAbyRqZKBZnYRZOB8hGS+7a8rMBJ6Q6JFVEHTrUNbO8ykPmFQUEYcEwa4ZMkK+Y70NPgoBJc/39cvYZPFu9GykYY8gClZDKCiPjIbNFIpkFZH5TB7BmA3rU8KQYkyynUg3I7lIbaQgDyFobCDw5zpBlyhUwACxuPt/9bVk1CDzJrfkxPFTeQSgyOs3tRrK013wxLwMcSPUxmFNt7mWTK8qyTGejoq0omfChMsGmbC/b5UH2hce5Qq8aMbNiiUwGq6sslcIzPR4jE6tiJctUhvp5YZ36vN64LrVPKnnIIkI1IhIVIxFXUMmQsGTqtwzZsN8hFBl5darY9AELBpCtDGy9SelrWzNkxtQ/FnuhnydMFSx+bUVSf/FuqVejRsx0X+dL3l45XW+kSp5YJ1kGktPELpblpPP7ZUrnRX4kexq3XPhv7N94YaGyAIeOv4QozflS9hhCkfH73s85Xe7iiux03p0+z4Hro43feUBWlhzseORxM7ziMcetelwIwRsvOonHnbxu1d/+V4aW9lYwZAZoXZo9CoC/SZ7vAEqr6rsFwDJk9dDn2DWFMdVJXSUZCMoM2RL9OKMlIwibeCsm3jLwWVJNPpQ9o5hkVw3NkA3j1H3/wCyYaabgtGdxVePxfKrxR0izwxu0t8MN/wbAb8IHIwUcNpVCkQpQGx88FjKq/8UFw8K4ZKklOBM2GPfcol/uWzadL9D3JwsJ75Gv4erwHCqB5yY6Ww1pmdLyPH3U2IsspyYShMrpqRr9cA10D8CuK5hrncJhNTnGkFmKv6tqbrGwrWpWAzLp/HKZX4eXfp/Xp/+VG9eP98tMc8WXH3s5T4zew7JqIE3sRpj2XI85eyEoMLKvAbBxnzjNqYvI5b4l1RnY/TPOHF7NQDQQQjBfknhvVdtI8xxVaVFXfWq+0tLUWOskdVSGLI2GLmrlINPa/zQYlyzTXLm2Qq1cg6oFWuS5GpPEJ2uhrjacOoYvXvhznhK/Q0etiDpB0nUMmV0crY/GVlWNrPQ7WGB5mHCiiZj5dKajLDYke+D0Z7mLwBbmlBfKlVIQ2FzBnDxXJmjaRwptS1iYPMNJFpP1wBVRTIsO72p8gSd6v+Rrs6+As14ydo5XXhsAG4wNYq6+A6Ey/ib4FMfLA/w0O4NT89v5izufTTtbYu1jdV7RytgLO+ZMsdBDpZZa8lbhhf1tDFnhIbMLuZ5HciRKeJBF2tRfkixt1t1kPRxjoGnq7xGJKkIKXQWcjpCWITMLGaNlx1hMXPF23rv4OmaSg8ioQ1fV9QZnjCHLxh5LxwDZGo52VAJPy55N40O8du2zuUMci0CQyNDko+UEKiKTFWPqH1FPDNtrJUtfM2RB2qOv9OJeliynksN0VJ1DaoomQ+qjQ9DepP23ebGpyU3Vor2/9p/0UnjTLhanzuCj6ZPxpOBWdYz7/t3W9jGGbKWH7IgpXNiZb0E4H56iG2nQ06r4YD1o9SnOS3Vvysc96RJnyK8TcUptETm5FaRlJcc9ZEIIIllHJD1n6s9s55BQr0V35xvI62sKD1k6IswjYlFBCkEiQlQ6cpW2Lqk/HRJ1DpvjPVWY+oFOTR8LT5rf8MpfcMtF/06O/p4xgZ6zSsdGB8OaDasFZMaGsTKtACD1qtRERCUbkuBrhq4+dVSGrOJ7nCrvZVdwHPZCLACwID/m0fh+wG5DIFyancvXj2wgSnJuV1u5KT+WZ3tXcIK4z6UsPJCd4HcekE03wlWPfe5lD+fNF5/0//ln28kaytSyPqTvT5/FCaPPcL06wZ3cZtV3E+X9oeSVpn777xhDFqW05UgDshVnUFFcTCvbN4QrniyFBrT9EkPmJKVcgR/yT9Nv4p7qKYXEYdo9DUSdvTXt4Too9ER9kzqWSnVFX0RVeIcKsFlIlrrE2kqWfRpiROpVmbcm9e4Btqr9HK4dNybhjZJ8bEdtGbKVAF2VJDgoqq9kNnKVbH2q9Ctrtanz0M3c1D6fOdrMiEL2sEZzy5ClmXIL5VEBmXksUwqCKpdmj2JUWTP2vCxXDMNputRZpsHSggaAftJ11U/lHZ4FtREhxAOTSj0iNwxZLgu21CfVDFmJvczRMS2q0qbFkJY0xSBhvWAUSxJvmSHL4oIh66i69tgYhmxiuIdvhf+dRnSIJ33oSgCauT52i6pFlqsxyXKmGbLQj8lzRWbSvwNPaIYs7TEluigEqjLlfjsUO2In/Q4X6AwTjkPLJ9/OzuGu3LSLOu2Z7nevbVU465gp/u6SIrneMg9l07ityrLZZmWGbFjyaR4/23TNqp9auZ5nZd/hU+kTuWrd81Y19jwaQ2ZjLv7nLs2K78y38IFTvsiLkjfz6uQ17J05F577BTj20eY9jj5NL4gpMuFzttRMU97e6P722zxk9vrsO2a5tGkLatrnA9qkbIb1sU7WgvEw4E1nATCdzSGw3R0i19/QRbIMSwxZR3tTtyT34MVdOmhAtpIhsyZ9gMjm0skaVNrueTzr03z9rH/RX93XC/df+n8KZ76QhcoWBPq0pEKDgTRTBLkGZEMVgsppxNpkr2yuoZEsG9Ech5nUfjVVVFlOp4fZp2boU2VS9HX+VntDER9iri9bteh+FwLq01x+3ue5NH80gSedFAawNHHK2DXkqvfNRn8x09fOQXQjdtvtYCVDBgrqM4SkjGSddP1DXORDTYw4vb6EmNLgpzzPFN9XZ6/JuE8oDEMmAj2XGobqV/kJuodsydYQqEgzZOiqTJUMnQdNe8j0d0gW97njnZVUnuW6tnE4yXLdKSyu0XJl6MsxhizLc90q0JNunbStl1bHXriPIJE1akSE+ZDIdkOpTbsN5mx+hFfd9ofw8cdSJWGH2MudsiB4ynFIjYpH4AkWaPOg0cf4YOsNXHrDPqcUXJGfwSnyXkKRuU45/0czZP87Rzm3qNhxG0M7Hq983Cn88HXnjbV3sTfm/XndvBJTAQXC76xgyKboQn161WSdq2KyXdlvb+W8LoRm6IZxtoIhk46NiNJ8zNsRV/QC/8XsfKoVvRNaUBPEfour8tNMBpf9LuNM2NEr+QR9Cg9ZkyGJ3+CIlTnuuRyfjMP148cmjijNqQbeKnOylV7KAZPl2AubNB3mwwKQKQPIujri46fBucyrCaZUkbNVMGR13vXdnexdGjgpyTvKgrmyOCNXq5szZXmBfpZUw7ERIupoyZKy7KsBtGMUE82Q1RiR+yZAsZSpdnJyqy6Jl7Mc3Ph4nhX9BaCBSBa0aIkBLVFMXmVmtuzvGxk5Io0GrspyQJU4mHA7ygcf/Cqnyd085NCl7vO9aBEldFPnTJUYMk+yplkhzRXLw8Qdn8CTdGgQJl3W0EHVpvEDvzhO6B2xFBTVqsNFlocJW7M9RNVZlmnynPitXPmQv4PZE9138T3JV175SFf4AzrLz35u8Ty9ESlkPM8U7uQOpAEcM9Ngr/HRvZSvM6ys4W/TS+gMVzcTPipDZjxkXzswxZuSl/EH8Vs5eaP+TZflD+Om8z8JJzzBPX9llaUdUQZLje08WN6DQpDPFL/5t1VZrpQsG6WNjAobEPfHIligiAxo14Lxdlk79Hdt5F3dd9J0d/DyFR6y0VJhxZjSbMGm5F68uENH1Q27Zb6DMr0sjUkfYGRy/JYbx4CwoZ7Aac9gb/N0d6yEgJ1iOzz1H3R0AvresxJamuvk+NQyZMBkelgDC8M2a4asQys6yH41gyd0lw2SAWQJ09kRDqgZ+qoo1KK90W167QbderLKc6J+XP+/72mG7PPpBTwxejfSG680tZsQu14oE8a8K19v5gP9vJ5hyJqmAlYpNMgA9tVPwfODsciHxnAfTGpANu4hy11bq0jWkUnPMVy57RxiQm0/lz1O93p0HrIRodIMmRC6iEKlkWPYRoRasgTyJb2J8urTY3uYQagBcVmyLNsdkhJDluQF+/jrPUt89Kd342eWIasaKbawzdgRyyp1IoJ8yEjU9OfUCobs7Pw3rBvdA/t+xezirwhExu3iWPf6LFd0DSBrVnw3hyzT5Jzta7h3fuB67P46P9697he5zib8P5oh+985vJIJ2DIAlRL6PWf7NMevbbnddbPiuwn6/lCyWLGQW+TfpaZ3V6MlhnHGJF2oTbmF1A6lilC7lQyZBQm1wPqsrKk/dc8NfUngCZIS0CzvXPce91x+UH0C746fTTdKtDcDyVfO+Xc+nD7NRT7Y32BvBDt52N9UVF4WXQWIezTFkNRvEhHSD2dhp27APN843k0+QBE7YabwlXlKpQMy5iGz8qhvW7CgGbJeaBbrqW3c2q0zr9pUiRwIaTsPmZ6Af7Ov46rfVrIg/TgrGLLSMVjpb8xKgHWZhjPCi1HHBDYW1U8a0OnFZkiFdNTne7ccpKZGLoh399l/ARe/lz3+Nj7aeo1mcJH84uwPcp06yZxPRRq2aDHQiecAzbWrFgzQjKZNSM+TEQ0jWfZUlTicLAXp6te0h0Ub2i3VEVllAoVcJVnaRtzz/aLqLvQk80wgyTle7oP6TOGnLDFkvpSMDEOmBgt0Rinr43sZTuqimDkmiE54Cr9txKUNiB3WQ1aOgrDVXuXNzdp2hcNMcWe+CZ+M5a0XMqDK4e6IleNo7JaVUEHwxewCqu0ZZpuF72z9xLhRfWWVZfk3XL/tZQBkJz0FWuUqywf2kNlrsR+Nx14AqMACMkWbvlu4f56dBtjIioLtZlIXPt1aOwthZaVk5PobFoBs2QEM4eljMLF0K35iGDJPuk2jQpnz7VrXM5SaoRvUN5mjJ1ZVIwZSjj2uFGA2MkmpbY+fR6RexQRgw0Q6R1e2EeZGiIM2jJZoRgfZp9YgZdH2jajLTHqY/WqGXrmooL3JgWcbFK49ZAWoLGIYTJC4FKT4vCV9GTvVVnyvOLa5Wr3R/3z2WP4pfQqfyp4ICLdJta27mhWvAKpVfZ8cbuzQ+YUGkK0Ry1TiRZiygKyYZzKFO+aRaV5vAVkmA32+n/8lrrngc9ygjif05arYi9h4yGITxFtlRTAswLIBZM3iPjdfBsAVK0C5IMgzcnhh6vdKYPdd393pZHLbfcT24C1LlpGoURcjgmzIUOgiLeoFQ7at1BxozUHN+N+UFrKyliwNIKv6Y/f42naFLFccMWkON5QAmW24vnLNLo//H5D9vxhjDFm62pPSNH4muwttVf2CIbufCXNlMKz9VyHJKm3DkKW01P/D3pvHW3aU5cJPrbX2vPcZ+vQ5PXenp3Q6U2doMgdMCGMkwYjIYEAQ0KuIgoBynVBEUVT0fsL9UNTvXhWV74qCihcuToCKEoYwCIQQMnSmnk6fYc9rrbp/VL1Vb61h733O6ZPuDvv9/fp3eu+9hlpDVb31vM/7vEtAdSblDEhpH3iywCltydtYKfq6Q6sXrKiLixNCRqtUatfSxD78VvV16KCEdi8CFSc/4c+hhwLKBXfwofbzLMs4lqACrgIwIcu4u4waOogLCvFZrGwDpCq5sVjbZc6lrk0hZNSXk6R+OqeEm2VJWVnluKmKNwNYRgXLJV33b3o3jsy3jGwI8ZmmfIuQkRV9GjzcZ7DUCc0ziJhDmNwuiqyz9qicQVn0cZ33ZSBsA6VJZ1CSUBCbEColPZA9+IhQQteQ+lv1HcDVP4ifnHsv/r52q1n5tns8DT9GL6ijIVqYiLRwYX2Tw/szCJmAQRDivkUUWyir8JF2yDa0HwAAHOh+EQDwey87jEm5jFhXUVCVDaxDRvqAx5Z65lwF3zNcxAvFA0Bto+0LBiGLEfjCOGS95ROI4hgb299Cd3q/uUaSkhlkc7o2baPsKvWHkYuQEa+MO2RVPTl+UifKBOerLK06Sy4iy4o2Es+RbPt01akwsndj3fm9wPo4R8t6YYx7NtyE7++9CfFt7zYLIWAU2Qu1bavvcsgA5pBBKb3jwHOAty7YbGQwnT/9+XmTH8R/2/IrKmRJCJmeHOdJsqffYlwf1Z8uFfdCQGJRVlEr+Y4zYrQC9blER71vHe2QQdi+3Y9UNqPnMeQMZjOVZSlKJksyiFTIkhYcM+HjWPImzfl7QQOQMQLZxyNSOQ2m7y89igm5iEfkjF1MAsoh0/ednIihCFniBeEOhtRZy4B9nk1U8Kvhi9FGWS1yPXXM5Q4hNgXrkGrE53j9AHzPVm85IJQzRI42H2csQqZI/X7YZDpkunLIzqtxbFolxrkhyw7Kccc4ZJRlWYLVIev76n75y8rpCeqWCyiFj//12SO6TW6NZboHfVFQGdSxqstb8Dx3XNUhZSV7kR2y7Hhl1NBVVUdEWY3BlQ2ArhixhzlkU498Aouygs8sWv5irEOWnlDgBu+TNK48tqDGyhOYxF9H1+BNfVuRZZDlsb3HNoJ5XgaHjDlatOqkFXejbBGyPNItJ74DdjIClDBi0DmFVjdCPVoAqhvgtdxJPh4RIZuHyqIiRLdMhDgAACAASURBVOlUS61iipr/ZK/LTT2PYml4e++980r8/qfuRyzVuYSAE96U0nJviCCtvtcioTqMSQ6Z7CyhLtpGEHShvA1bFr6Au+Ve+H4BQnTNiofU4I1D1nFJ/QAMdM9RHxI8LMUdCpSiJcvoeXqb2iwW2n2zGqbsym2VCOhZhAywgykBGFsny3hkoYNGOTCOchRLlurvPA4HIaOV1PuLv6y+MCVN9MYsZEm131RVAwmpQ5YWTZMGFUiiO/1IohfUMYU2GqFWlq5vgrdsn43hkHluliUVP26hpHhcrYeA9jy2tlRK90Y5jzK62FArAJ0F65DFbpYlOWQnml3rkAWeyUxuiDbi6sZUxjHxW/ygiBYqiJdOYAtOohi10N9g1a+5vEyevfMFh/Dcrx/F+ZusXl+54GO5G1qErBSoZJYYTsgykhIf/OHrMNuaAz7vYeOhZ+O3glO4ft/G1HmyELIkilsueI5jOFl1HTtCyIgv04+0Un8UoxtJ/FN8OQqVBnwdygGGhyzpnW3piYU7cLJQVULNsaoEgVJa09Ah9QPoIoDnBxYhC7vwdcFpk5DU74DuotAT5xatZt72atg2VcEXHjqlj6ukHAKGxj204VpcjN/GI7u/C0qtCiysJQ3aybmmUnMvIaXiL4Vtxa9EhMgr4YRUzuLW8Ai+VroEVd1He4F1ih+RG7FfAAskufPYl833HZYhqBAyNZkTIhzGEr7POGTM8VHPwR0UApaRGUubyJIVURHa01QLajV+1xhCJjuLEAAW6nuUQ6bHjfOFRrIZh4yeI2WFAgIdr4ogbFrZC1FIIZLFwHOyLGtyGQ97avHc00kQVBWgJcsIha5tuqwEx0uNDRDiPrzrwJ/g/mYBX7l3UV+bDVlydL0fWzQujGN1b9k9bLeaQBE6yzJMCawDQBsVTKADP2wrwXFCyLoLQBRij3gYJ8s7saHzICqn7sEX5QVGcBlQc/JyN0StqDTfOMo+N6EcTpK4AYAf7b8u9ezybIyQrcEGccgAWzWgZUKWhaEhS3q5uC4MWVicRNyeR6vXQzVaAiobUggZ55Cl6mnpTencsbROI5VfUkr9wmSw2CLLdkBp9yJct3cG++YaJozY6UdG7NZeA3CqrTrgVKVg0IJIozBCr/CapNSsOWRS1zCkAtSfj/dqwUc4CFkpsLU/DTm5wBEytVJkiyMD25fiNirSkvoXynrVvfdmADAr3y2VCG97/sV4yaEpSOE7CuC0GqZn9NJrduHXXnApXn3jHptlGVt0qFxw0bsotm3jmVZqx77mUdAKT0JArZ6XYht6ADTnBxxN00kU+tlwZyKMJLp+HQURYaKtVc8TIUtqkyeEIjIDiHsdjV5WIeFph+wk8Hs3ox6exKMa3dooFpXMRGcBcdlWbMgKWR5f6hqkoOAJcwwAEAwho/sbxVKX9vKwJOoImyex31MrauJPCaF0x4bZZLWA51/uVuioFn20upHDq7IIme1LN18whyt2TmPHBU8BXvynQLGG51++DbONtCOYxSFLImRhJB1B66TRCjzw3MG/F8boR7HmTQnnXMMQMhvqVxUJeDg91ghZELXhCZntkOm/ko1TQpPMeyAOmZqU2iiphJOwbd5REaq+52m1+0pjg0bD7DOPpeJYUdMerV6A8zrvR3dG6ThxYESNU0J/bx0MCaqjq7L+wLL+Ir9s6hMWEKLpT9oEgsBe8yNSVQUwCNlfvgZ9BPiS3O2WqPM8c9/7BiGLnSzLKBFC4+M7ACe8KSENdSTreaoFrdqSQpaNUsE4qv3nvgt/Ej4di5MHnJDlAY8QsvPU/YI73xhSv1dB0G+iJPqQXgHwfLMgJg5mMfDMGIFeE/V4Ccu+Uv/veMqx36CrTiyIOrq6pFN5+UEsyCoqJcU3e7SwAx+613IwuahrikMGAFHXhLR5F+M1OjnnOGIOWQsV1EQbQdRCV1QsqR8A5u/HTjyOI5NXmO1nz78atxzcZMTbY6kAAOrHQQZClmWffPNN+OvX3pD7OzB2yNZkvidsaC8jjZ4cMs4ho5cnzyFLkvr5i/TZo8Dd9zwAv6fqPaI6k4pHx1LmhixtQoE6t5Q2xEeOU8EXitRv5DykwyGLpUILKJvRojCxuXbOFSPkbapaYMeQmqSuVr8trf4MHbIUJfXi//sR1bnuiXeg4LsdjxCyZJZlEiHj9xKwjlZFts3A3EYRD05fA/zwp4HLlIpyU5eeangd3HnNLjTQgihPsKPaUBI5PI1ygBce3qHulwm32edfdkRIhcMv64FNyBPbgb1u4Xcpbdj3VKiukbJAKcvSDO5s2yRCFsaxkY1oLN2r9He0iKK6Vy6p365+22iILqDDyd1gEugtASfvw3Iwhd8Nb1VtwoJCUDsLkLqEVpQQhp2uFuEJ4ETTDVkei21YQMxdYFFGwyFT4ZTAF1gUDcjmCeyn8Ism8c/USrmcq2FWLQZo9UNHvd7zbOZlwRe4/x234tLtUyMfMyvLMqkr9p2Htjohy7ztvcRq/JFTbXz9sSWbXOKELIdxyNTfVi90MyxhQ5aFUCeJaIfsE2+6Cf/yUzc7+1PPiqU6v4DOAg67CDSHrCOLiP2SKewNWISMbGrDrL5G9ZkiDpxDRplrjnOiG0AZmQAh47bPC93evleCCDuq+DRUCO447Dt3qjBnune/YB2yI5iDJ4RFyAD8WeXF+KbcZsaJnnbg6FlQ+wnVtaiX/Z5fExlHyGQOQlZjWouGQ9axWX/kkPY2XoifDn8AQVDQIUvV1vPFQ6piQHWDvuecQyZNGzqiikLcRs3rQwRl1wFmYUSjANA6jppsoukpZ6jt1SC6S5jCMrqFCcTw0Swo0v7E8n2Ylw1Ui6rO6Ncft9m8yTZRKapi4KFndO56WqLDDVmaJJTShCN7wf3eJkqooQuv30THUzJGmFSVYeQHXw0BiS9teQGgE0L2XHwt3vfyw3j/q682z7DZC1HXqDYlchR8kan6QLZ9uoJLtk/m/g6MQ5ZrsmEIGQ0QnENGIYxyzgo2uZLiXIiTaOA8PGZVqKtphAzSTgKdBEJG763J2JHSOFY8ZFlgIcuuRsi4k9XuWZV6TyM9XLmeO17zLY2QVQvmPkgptfieDi8IARTrQL+JmmhD6AngveHzsCBr+Kv4erzZ9wyHLIxihLFUopG6Xc3eANkLdg/bFLKULRQ1obcri2qgnDuo222Ls1OJKnQXTao9GQ2+3OEm8xkaSA4RR+9IYoG37ZW1d+MP7rwM2KzI0xCfc1Av4tyd6gdAAdioqxqQLpBFBSQEPJNllAxZLhXU5Fc7+RUj6klGzjKg0Fpa/Yp+Bw2vC1lUznKHVR145wX/Pz7/2U8DAGa9BYX2dE5B6vvlkPo12jpVLeJEs4ctGuIvBAJ9yfrEeTdYHh7Lsix4AkXfwyk0MNs5hf1CIqxsRNBQ1zRohTrMCCFr9ylBJDB9nL/zKzFepJgruP/mCw/h4fk2XnbdeZgoB6oQd8HDT9+aVvEOGELGRVzuP9HC/SdaJknAZyv10WUvIlSKnjPZxoUq0GuiGOtJUj/HnTPWIUlW4yBkJZZSZVn2myjGxDksIfaVlEYUZDtksxvV8yP3i8bTwLc6ZDSekbOpuFJ64ajHKSAZsrTt7esM6wmdzRz5RZyQtk+fEFazjxCyByYOY/lYFUIAC7GlKxzxlMQIaTy2yptQBHfILIfMZ+hlqpSPvqbpagHzrT4mKgEeW7T3Nmte2TRZxn3HmuhFseF/NXshygXPcO6kdPtc4HkmZFkTXXQmdhsHnkce6DkKCHR8db2zfhMIig6SFhrUSkUNIq8Af/5+AEDTawBSIWRCI2S9glrENAvaCZQRTqGOTZrK8tVHrcQQPS8TjuYhS4aQ9fUCzXHIDEI26XCO+aK8Kcuoii6i/jI6oqx+266kNcQjn8NfxTfgZOMCoLoRaB41wt4cLFnuRgwho+Quz9SkzrJBovVkY4dsDVYt+mj1I7zuTz9vEJosOQvipNQ1J0VtlxeyVH+zQpaPyhls9v4dG7SSOSobUiERIssD+QgZoWKShSypQLmaMJXycRRL9MIooaCtSM8GIdODcIfVduTbLuqV22SliMcWKDvG5ZBJCaBUh9dbRgNtdEoqFNqUFfx+pJCXwDhkYCFA6yi2uhGEcCciOzCzzqizLCvooiRtOjZ3jKJYGimOhuZNoZN2yGiibOtBlaNznP9kyvQU0ggZHygeL+2yzhgdQ/+sQpaqUzdlImSpUStbO1S9R2qwVgheKfDQDWPce3QZ2ybUoFhcfhiYucFpL78PvhDoUjgi6qDhdUx49KGZG3D1ZS8FLr8T3bvKOK4FK3cVm+qZdBZMlpcje6GfT6Xgo9uPDfoVeJ5axdLrPHsQ/sm2uXbA8nECX2AeDQTtB7DfW0a44Xzz3Efhj+UZlRGzEioqJB7GEt0wcp7fqEbvSNF3HbI7rtie2u5rb3tO9jH0oOB5wtTi5ZaFkG2frqS240bPe6kTYrZRcia1uFAD+k2UQkIb8kOWfJyigtBKuPgx1KIFxFJgAXVEQdmo5HsCEDrbkeyqg7t1u9Rn45AxDhmNZ8XAOhKc+G0cMqZ0L6FDqYARIKVs5sgvm5qNAHDDlZeac52YuBC4/T34y0cvhDj+qOJisYQeqk5CVSv+c99rcB1seLmbwyGj4TyJkP3C7RdjuRPipgNz+IZGi2JG6ufzymy9hPuONdHuRWrRFUssdULUSwV7X8C5Vz58Xzh0i3DClm0TwmYjhhp1EgLo6sXrrL8MBOUE0d6iVoBArzCByslvAQBa/gREpBa/XtjGLBbQLU6rjPpgAhA+ICM8JjfgkOYB9zL4zvRu8ZBlj5VpUhQGl0PWEC2EooCgUNZzk/qec7GXNFLotY6hVy2rIZYtTP82ugZXekJ9110ENh7Qz0D1/04/wlKnr0V47TMv+AKNUmB1PFdh45DlGmyiUoCUwIfvfgT/8DWlPFwppH3c2y5Tq6l6OTDISTLjjiypX8VDlo/IGRRFpGQBAKA6k+GQMQ4Z41UALMsyIA6ZRcgW2hYho0mkH8WaLMsHFK1iztAwKZUMRQohi+GELHlJJcMho9VZsQa/t4Cy6MMrN1LXVdRcklhaTpZaKduwoSpEzK9XmAQCMgpZ1tFGUeqQCop2AJeqFiM5PXWPIWRl1yEjqJoQqIaDkLH7ZRIbmAip7rS82yZRDSfL0oQhYbKlNpJwLQnDstWggDATZKcfG9L4n/7Hg3jLx0/Yk+iByMgNSFY6yVOyGRA+RNhVpH6NkC1WtgPPfw+w61qVZatDP1uLy0DYAaIeCjUlCHpiueuELOlvN4zMsynogvZ/sfsX8Ivy1YDHxHVpstCyF4Hv4QG5GdXWw7hI3A8xd4E57loQskoxQLsfmVqRdZ2cQcKwq0HICK3O0xIbxQoOQqZsY92uxCl0zvMHiO+SZ3Qomlh46+JAIWSlyA1ZcuNhNUAnE3k2CxjdZdTjRSyihhieDVlKTRrvNZ0w/Z7tW53j9rhDRui8CWOmkTAap5LfS+mGLAGGkHnuu7LrvP32uoQHXP5S9LyKztIUWGYhy6M6AeUEJnFe5/04su25AOz7TQ5GXpYl9TEaOzbWinjJ1Tu1+LNeHMGq0fMQNHEVW/3IXGuzG6JeYsihtAvBgi/gC4EeAkR6yo8nrUPGuapRLOFpULKjC7dvxAKgQ5ZpKQp9vYVJ4OR9ABRCpkKWav8d3lH0i1Oa2+YBWnz3UW+TcZaT5iWcbTqXCVlGPUfElmwCLYNuuiFLad/5WKP+MlY6ZHSiDUq49V/ii9U7OrMX2P4UwFdjJ+kSLrZDnGr1DRpGC4Ginn+mqsM5rHk2dsjWYJMJ3seBTQ0nW4rsF267GF986zMVOZ6QE5ntQVtYVH3mnj2VLrnBU1k+qM+lHBel1K/+3w1jJ+uTnBXiMknYEN9CyyX1A2oCJG4GDRK/8bF7sNDuG94JOQ2dMDYabGYAZRyyyUrBIexKzXUz4n3FOkodpVTvlRoph5UIv5JxojhC1u5nTJgCqVqWHVmEhEBVKBFDCA+R8M0AbgpYa4SMpB6yQpbkuHaMdABzyNi1tk17ByNkSd6PChGo/1O2mMpKVQPyDIjUT2RTiwcKYVPi2/3ICafOg02wutCtU11B/2Q4bIUKRNRBDd3UuWifLopYlBVs9pYUOgagVJ/Gvrk6PvvAvJW90C9nSYfwKHTte0pt+4tTt+CDvhIatSFL0nRSBOmi7+Gbcis8xCiLPgqbD5rw9aaJ4ZIXeUbcnIdOtlEt+kaHrNmL8FdfeGRVCBmJBid5YysxConwvs7LrRHxm2d0DguP0O/dMFZiomzzqFADoh4qodapy3DIaCHEJ3Jf872aurRXPVrEvFD7xr7SADN1AvstHBfT9nC6b1G7DIeMicWGbKGgWmCRMDVOuYtE1T6bjdjT6Pg0IWQJhwwTWxxhWtqfyPMxmy5NOSj3dphFVS+KzeIuS4fMIGQaXa+zeYPzzUKtRs+fPTlkxMOVUnFo6RjkpHGpGcqc9HWIV85YfSxXqT/WCJkwDtmm6DFVqkpkiLVyh0wLazf9htJL1AjbdnEc/dK0fcf0f476m/VH9fmCzfY941VdiENW8D1bBjDs6vHA5ZA1RMtkyCZlL4yAa2Sfe484ZADwio/g1Pd9DF0U1bx42+8A3/vH7LkINMoBljp9nGz2MK2pAnbRpY4/Xc3ngw6zsUO2Bks6ZOdvTjsSgHoxKIvqlTcoaH7XhmpqO8B1ZgA10NEkRg7Zbf6/Idx8CJjakYmQ8XAZl9cwHDKGkCVJ/arz2lUeZbbRWH9kXjko5MgFvodWL8In7jlmeHE8ZHmq3TNqxlmyFybsUGqg2lap0F45fR+Jx6ZUqa2YJa/Jl0SYBABI13mQEECxhjo6KMguEFQghJcKEfcQoC99I4aKThoho4mSHC4+qPIMwXYGh8z3PHzkS4/i1/731813SSkUvnLlThaFHjYJpctEnDueAAAAVDS4248c4U+emICtl+tzQR+D6ZBphw5BGV7URRXtFF+N9gGAE3ICM2LBOGSoTOHwrml87sFTzuQAwIRQCTHxPbX4CGMr22KlQ9ThaEUceALfiLfY+3Te9SgGHt7zkivwfdfswmqN3ukHTzaNNAfvX0saOVuJ0bUUfA+Xbp/ENXs2DNkjbdQE3padG6xDRgsCTwDnb6rjbc+/GMOM969aKQDHKSKtVl/rHVdfZDhk1BSLkOmJVUAhZL1lTMSnsAjmkOmQpe8JoN82JZUivwwEGrXQxyfeENVVBGy5K+OQsde4H8VGF1C1hy94lUPV93TIUizbNnFjenwO10sASRynJ92FN/1Ki6pu36K/HCEzx02EtJxkJDZO9rXWFjeezUsLYpJhoLZIaVG6ki6H55ju9+p8PIkMJgmhI9SitCqbupi7bT/JY9Bhu4xT2vaJ1G/nuL6WwJGAEec9USCHTG3DE1s85x7EJqnLcsh6Cn30BWZ7R+jImEALHS0gLIQw82jM5lHukHW8in1XGpuxMK36Tq0YqPG+4ibwNMoB5lt9LHb6Kpsc1hGjv8+5ZAtWa2OHbA2WdMh+5Ka9ZrDIQsoA4PbLtuH+d9yaS/6jeoXzzZ4KH0mgqqHoh6UlnQZX3AnADvicNOqmv3MiufprQmcSphOfykDIyJHgCBkZORcvuWqncYQIAeLitgutvrlPyZClJ9hqdmIr6t3H1bVV0iFLCpvG0oZXVeam+r2nhWLde4mUMGwsFaJURQeFuKfQH7aNjf0LNFFGTeYjZNTBs0n91iHr9GzWnv1dZRlySxGxheV20GpYCJsttUUoDSdZmTbnOrrYwZH5tkHTTIg5WcGAbOtl+l7RM7OIou/pFXFQhh92VNWCDISM/nsck0r9nxyy8iSu3DWNhXYfd91/0rlnRHKnGp2+Hjxj9v6mlPo1T6gQePhmxAY9jfI955Ita0LICPV98GTLSHPw9/CRhbQS/zDjNTM//Nob8GevuXbFx6BFgpNFyZx3csiEEPjY65+GO0dwSnn3qpcSCJnWtWv0ySFz33s6F5AIWQrF92qKCgCJjfFxLAi1b6QRskhK+AJAr2kU/HnRcHrmPUbqp7aFLPOSjCM2nNRPP9jFCZQuFoApClkG6vNDhT1qI79gETJ2AgHX+QPSEQ66Hxwh4w4kp3wAMJINZPWM7HDSYkuGu3lVB4owLHdCM+cQksXL4ZFgLpm/5WLnGHQ5JNMhBNDxrNOvKmckOXv2unoF+wybnvo/aT4CQFzeYCgk6Kn7P190w9Ru0pO+B7AJG+oZWg5ZP5LYG9+P//rNl+IH/I9gohygIVpY1KFln11XLKVZDJ4K7dzbE2WHNmJrgmaPlxPlAh6ab0FKW0eb3juKmLz+lv34ox+4Cu9+yRU4NCSrMmljh2wNxgUcP/b6p+KCzRPG6RikKzTMYgn80acfwHs/cR9iKa3TBMYLufz7ANgJo8K0xRyHjA3cySoBHCE7uqSQILWaIkdDIVEpNWRY52LHhipeeHiH2Vedh65D4lS7b7LABJtg1RwjbObOlOU0BFM7kFzQcR0yw0urFJ12JasfWNVvqc+vOVKFGmpCI2Ra8sGELCNLLm2ijKroqFGoswiUGvj4G55q7jUNqIT+8EGVK/VTdqlL6k93vaRD6RCtpSb1w9YU3CqOK06IQcgkrvrlv8fx5a52dlXTFf/JPd9XY/XMUNvonEsmQpZSSqBQhh93UZFtCI2Qfeb+eXOvLEI2iUm5YBSvUZ7Csy/ejMlKAR/6gtI8swiZrzhkGhHzPJ2qH9qJKqXUr9GVgidwKlKD4Vf9A+nZcpXGQ5ZZCFmqLNcIRg7+sKzHQTbXKOOCzQ38yndfirlGSfHvWAY1hfdWYvzdqicmH5JRafQ117CY5qNZxyURshQMwY2PYpE7ZGEHcSxREpEidcdap445ZNQsl9SvjO4lJ3EbByFkwrAQbJJVXFUBrUMGqHJQACJdxueXNr0L31P7Q+f8yZAnnfGfo0vx0egw4th1aslpove724+NI811yEwpHymd63DGDtaGfhSnZFw4QkYRhmbP6mKpBaZM8by4A1gs8YzZNPIlIEziAgCFkMGGAHvaAaYjdrWUTgyBsKA5ZII7dBsMhYQkJhbLW/T51VF4hjyPsvTNuQQr09RFpx9hm1CLhmf6n8XNF8xhTz3Ezq2bzXVlhSznuUPmVV1JjF5aPolboxzgwRMq2YXmtQJL3AHUPHfj/lnceukW/NGrrs48Tp6NHbI1GEfIpvT/e1owr57zQFdi//DVo4hiyV5UgV8t/Bcc+a6/AgoKTrZCs5qsOQAho2/JmYqlcgK2TJbRC2Ps3FBFueDb7MEerVJFqgQMdy62Tqm2GI0hxpc42exZhIx1MqplaRAy5pB5s/szFaxpW0LIkghlVvUDrkfk69VkXKihhg4KcRcIygqJYitXsqYsq/JK/RYgI6A8gX1zDYOekDAstZUPKLyeZ1bIMqukzkBSP2BQL1IHr4kuWv4EPM/VPgK4RpEi9Sf5T9/b/3ngJ+5xtgcIIdOTmNBh0KCCIO6iLK1q+8e/+jh+5x/v1fuofY/LCUyE8w5C1igXcMcVVoCVk/p7UYwoVveP7lc/is1ExXl4gJa90Dp5APDSjR/AL8+9M30jV2kcRTQOmW7DpokS/s8bnrbiY+6breOV1+/G//t9V666XcXAw//+8afiaefP4pM/eRO++PPPNNIcqzXXGSg4DlqoQ5aN8Lh614I0mp90XIgbJmD5lwWEWPIoZKlU2yMpUfcUMvxYrMNYpQyELLRjj0XIrJOm2sDU3KPY9EceWpMM4eoJQsgoZKmuqyUqOOWr6IOp0Qm6Pp0go8/58v5P4Qf7b1BUEtZfabI3IcswdjhvnBdG94s7SHzs4Gh1P5ZphMwJWWoOWSe0c45IZFkyDuKP9F6HV/bemEr2oj7MHeuHesyhqm1Ujpv+qELEVpKEQpZLqKNQCDSHjGX6Niw/Dy//MH6p/BOYmZo05wfc/mcX9UqHLI2Q9dDpRyaxaRpLSuPQ76DSsPpqpuKNlCjo7NyTfTtvdP2yM0dk1XblNlEumMgGIWRBImTJLUuHcJCNHbI1mOOQ6XgyrUqSBYJXY6rOpESVOXfyiu/H9kM3mc9G58gnbTE3tFF2OGQurE6v4eU71cB4qYZX6XfiapHkBDc+gGzTKfb0otI7ON/s4csPL+DibZP6e+uoUQUAIp5zhwzVtJxHIfCMg3JKa5tNVgvOxJJCyISrQ0YoDCFkQdwBCqomHNiARNZCWRUg7+hsRj1xGM6APveHX3s9fubWgw6R2glZEqm/6OMPv/8p+K3vvSwTIUuT+u2KlJwkT6iacJFUx1cZTWp7ruUjhM1K7fQjp+g9AHT9ulOM2kHIpHXoVJ23KUxHxxUhuGgHaZOer+/ZcUyiGi0Ayyr0jLJ6r3htSRqgShrlsRUb7ERM2yQlYFo6cYPu/78cCVGtskljjcZXxbMUstQT18EtE2bhsRLzPIGfe96FOG/j6WlnKfBRLvgGdV2t8e5F5XbIIl85ZHuXP+dgTe7+ruOiuICqz/H6joueRsH8MnqdFv740w+iph2yk5hAJAVkmYV1DEJG6JJnvjQImT63AEzn5hwy1p1NdrIA0NMkfit7oZ5nGFmpoGTKH+2ftEhKZwKmd9ZmWUYsK5RXL2FoLzswHzt4uI6I69w21rM5ZHWGkEHaucgsHIXA38bX4FPe4cT5WJallCbEOt8K0Zd63KjNGokNwCKSxoHVIqqf9y7U2e5Ai4U849mD5qKiyV34H0uHsWum5lx7llMqIc2zdRyyqItOP8asVFSIaaEFkjsLZpym8Z7uOz2vxdi+n8eDrQ6lxVTpyAlZNljky3LIhPOXW9Y4P8jGDtkajKMO1BEPbZ/Em551AL/5wkOn5fixVCspPpFx8xMDAeCufjNLbiQGByII04RDqwMiKy0iyQAAIABJREFUMQcMwSDjqvPbptQLflI7ZNSmv/vyowhjie+8lKBptX0Ua6XjUmCI545DhnSWWMHzjIOy2O5DCKTS9ZMIGQ3MhqSuEaMoqKKKDoJYk/qZ48MRsmVZVuWVutrR0RMHNY06+EVbJ/GqG/c45+b8pzYLWd50wRyef/m2VEgWyEDIPBY6MSt9AUCYSW/JswkQn31g3rl2T6g6jJ1+WkOrmFjN8RW8hARpxMUSQG0WmyOVcEFVFABX2gMAjstJNYF/42NAfbMJh/KFC18UdDWHTJH6tUMWxeb/9JeeybHFDuYarmL4apykPOP3aGPDRciSgsNn2tbukNmb2Ci7/ahXtY56iJzrTiA+Si5BV95gDtmS5hNFQRnNpnKEKtA1UWUJy6joChhuu5yQpUHItIOTIW/BOWR8IlYiyVTSST3TSc0hi7WDFulFATerY5bNIeMkccA6PdSHHYSMCWvz7Hk/TwqFIWRhJJ3SPIDLTxYgnbzYOmTawcpCyACglOr7woZSNXInACx2+rY0VG2je7/j2EEvWyUl7PsBPNNwjjlC5k/vNPs/cqqNfiRxnhYazuaQ2QViX6OfTsgy7KHdjzArVchyVixiMl5Q0Qy9EPQErwlt70OT6bE9Xtjh8GFNxZc8hKxiv0/KXowRsjNsWanlQgj8yE37MFNfvR4SWaXoG6XnZNkjMuuopcNlye33zNbcbfV7+OyLVcz9WRepvzT5LGlRV86BIKsWuEOmOtaJZcVDo23vfmgBE+UAlxBCxibwVi9SK3PowW9C8QqIf5J0AAs6bLrcCfGtEy1MlBU6xtuVQpg0nE/dLeAIGTlkGiEzpFYW9muhrMJ0XS3ES6n5dLwBUgaW/6SSI5J1CDMRsqRDKWw6OpH66XppoFwSDXNfjy522L6WG9LOcMgKKefPDoCxdB001GYxoVGFYQ4ZAOBb/wzsutYcZCojDZxI/UbJnE3ESYcsipU22tGlLuYmSrh2zwxuOTiH97/qarzlOQdTx16tVbNCloajeXZpaPPqC6sx3r1qpcAZy7oTu4Ef/xL+29734YeDX8jeX/+VifdTCCXoTLbk20zKsi5ZRKKwbZTwifhSyJ3XpY5rlfo5hyyRZcnO7xQXh5t0QuF3Eoad1BwyqUn9RooDacdLIWRWnJYskomQpec6ZPRuA3De7yRCdsvBTam+aeZwCR2ydPtqOSNRC0CCQ+ZmWQJ2vEoWnickHSAOmQpFNruhdciqM5aUD11Sj0VOvrnlO4HX3oVPRpcoPS7AEd2t6ExeKSXuP6Huv0HIaBsnC13fAsmcbQGHQ9buR5iOjpt95kKtz6kdfFf2wt5Hs2CYuwhCi6CTtTJK8HHj3PANGiFLyl5wS5Y2HGZjh+wstnLBU+RRi9pn8Iy0Q8Ym87wiw7/z4ivw3juvxGadiUYv62U7pnDfLz8XV+6a1udVHYMEMgNfUFkvYzzGTmKct12muEI0qLX7ERplqz/GVz3LXUVCNYT6oIg/2fIWvKr866lrUG1Q2jjNXoS/vvsRM8nzzZLEdYWQWRkHqioQ+hVURRd+1NGyF9bx6ceWLL2MCipxG2jqTq+zGel6Bol9WnQnznSIsjpqlg4ZT78nJwsAHpAKxVgSDTPY8yLixDeLNIcseW+SKzeeiKHQOO38aYTMHJeFLH1P4L3//E189CsqRMnL0GCnzSZMcv3oWrthpB3zwBEzJtkVzsObbykhyE2NEg7tmML7Xv4UXLdvY2pyWYvxQXi/FlbNIhyfDbYjRzZnVHNJ/W6WJVEIjlTOx9e9/Zn7WweOhbq0Q9YSdiImranYK6MiegAk/L5y7pdRwY/2Xwdx1atS7bLCsFbDK2QOjtsGS4FQP7ghS7Wt5ZDNiEVICJVooI/r2V2d/RTC5o4zgC10T2bEezUaphCytHSHQcg0Mvy+lx/GV9/2bPfewm7bD9NZlnzs4PfA0SGTbpYlkB1NAVwRVsUhU/dhuRvib6Nr1A+1WYf8bzIf6X7AAzbuRzeMtSagQKwnjROyoQvYq23v16T487RDZhbM7H7ykGXPhEeBPlPq7/QiTIVW5Hoq1OO0iWQkHTL9HiHAj9V/HfiBjzo8XQBoDg1Z2jGCOG9CCBR8sSbxZ7KxQ3YWWxhJE9OnR51EUQjO5o4Xd2Y4QjZZLeBZF21OaQgBbidPI2ReCrFKqs5/6a3PxNtuvyh1ziyiZhRLtLqRLk1jO8S/1p+JxwoqdJks0lpksL9zjY5DliEMyzhkJOMQ+RVU0IUfd63sBcsWI1uWFVTiJnDsa+qLjfudUw4S++ToUacfOSFeIBvK3p3gGfHsz2To5LGyEna8dO9Oc194GEtA3ftmN8pGyPxsx14JwyaqKOjQIwCjeUbX8Ct/9zXz+TgYF2j308x/sxwyQsiWOn3UmUPGOWQGIZMSjy8q9HUtshbDjL+rpHRPGbRnm0P2jjsuwR++4imr3j/tkNnPJOmgUK+8/WG2AVjIUggsS8bR0dIGka+coRL6qOt6g0saSXPFq9XffmjDkwYhSyj1A7bf9qPYllRiHpnpNxC2dJJoIi5NmmQYXm6OOwLm+kR2yJJPwNyZoMWGQci8tA4ZZTNmmeWQSSPUmmfJ50jX74QsE1mWWX3f5ZApJ7gfSbwjfDGO3PlvQGOzTfIBhRHdQuiU2VkMbD3N/3X4j/HM7q+x+snA4wsdeMIu5ImXxkOzyZCl4pAJR6m/E0aY6B/DiZKKrkz1j+kHMGHuo3WA3ev+VvkgUGqkasw2u6ERn84yAiIO73KFgQPPW5P4sznOmo/wbW6f+elbcjvWWq3dj8xgQS9+VlgOcFc9eQiZ3Uf9dcUTrVmHjLTJ0iHLhK6hQ3bkk5ebWWidlGZPCRlyomg3tGrb1+2dwZceXjD7Bok2kECtG7JMI2SAHQQp6zAMKphAF1GkHTK2QgxZyPK4nEQtXgQevRuY2GZEApMcsiyzGYJKdmIYQvb+V1+Na/fMuNswZ5X0uuh6j1fOA3rAdNDFcYYumWsXCl4nTkSS1J8VtqDzGCI0DWgMIUN9E4AHnH3IHIRs9oD5bzZCpjhkSx2lMO6xa6DnaBITYonHl1Q4di21KocZD8NTvyLpl1wdtzNkjXIBNx2Yw3dfsd0k5YxiNEnxZ1dPcMgsKptNywBcFCdmyJUAjE4eAEi/DKCNUBPoy+ihQQ6Z1otyER/1N5NDphEnjmZJ7iA4xcWtQ0Xajj1RQiQC+DKELE+Zk4WRtBma5h7wa7XXS5Yk9fMJvFRQk3zIHA0u1k37580bti9ShmH+/OI8x5KLkCVlL7yMuYK+51mWXGokhofS3F6znXGA4wSpH2Al7TzzbB4qHcAJfAPlwDecXlP9JcER5YtUrlnZZxIbHY2QRb2WEqsOT+Gh6kWY6R7BZF+VLySEjDjDdJyCzzjfLCuWj5tUp3lYpQviRZMVfJGigazGxgjZGm22UUqhOafLOv0Y3b5KL6YXP+l00GDoCsByJyU9kdhVYLaR80AIme95Tse/Yd9GAzdnGV/x5hE1KVRFUTFAFQ+mweJp5zMnAHDgccDyI/h3aWFY9zqVGjwQ+mUURYSgv6RrtNkSLBwhOwo90X3rE8DsBanrTJJtudGkQUr9SYcsiZBdt3djahDgziqMk6S2WSzr4tRhJ+UsA2ow5/B6UkMrOcibgVWSJIkwA3BYYY4iuw/tBLGcBBlx3o3OTDGZwyELY4mFtqqlSA7screfkg8JY4ljGiHjGZun2wLfw/ddsxPvZ9pBhDqebQgZ2W+88NCKqhO86CqFQDtK/cVkyFL9lbkjhH28UkqDqFGW5TLjDhmkWCNkZfTQEISQpcOu9B5aDpkd75IIGV9I8ZAlD8HRNQghEEOgU9S0g8qUI/ViAHeDTrHfmFNI1unHjmPDx4KirxYbpBVX8D3j0NP7ZCoWZBjdgxf893/FJ+45NpCrmsUho/bT+S2HTJj2JU7IOGSxI2Srjuub7YwDHMaKN8feA3IAS5rULyHRCVUFFUJPDSeMoX4GIWPf8Sxe45AJoC8KgF9C2FrAnK5Ucqyk3umGcchsGS5L6ncrCxg9xILnOGQ8WzXLvvvKbfjtF12Gl117nvN9wfdyUTUAuOXgptzfuI0RsrPYumFkBP+ofySdDnrh+MvAO3qW05BEjpJWSYYsfeEc84+HiN15nkCl4Kv6kjkhy+VuiGrJRxhJZ1ClwePavTP4zRcewhs+cDcA5UBwh+UV15+nj2m/S/Kk6BpNyFI7Xn1P6yT1FrQwrB2AQ8YhO0Yk9dZxYM6Sx2nAHNQB6X4dW+rgU984jn2b3PIzyRBwlnFnVYJI/erzg1NPAc5/I/CUH8g8VhjFDgE1WRkiHbaw54mlzeiMJRCWN9qBwrdDRjrTT+CuOz6Fwwdd3lE9I2OJFgonmz0c2NwwK+LFdojaZrfiwVceWcR7/umbAFwNpvWwX3r+Jc7nFmnI5WRdnWv2ttsvxs/eeiHueXzJfDfbKDkIUHIRkGXcceH6gwLC1huEHX8oZFkWPTR0fdglpB0y6jeUtECJOAAXhjWtYFmWrjBsLN1rUIiNRCuYQq17DKI67aBWVkrDLhrpL/WFpLkcsjRC9tC8cjy3T1dQLvgo+p4ZUwc6ZPrrR3VlCFq87ZmtYXdiIczb5Sj1S2ApkTGYzyGzA41ByJiDSotJXiO0H8UoFVwaCXcAFbINdHq2SghtSlmTZOTQZ81VUqOElaJnz1+eQNxewGYoh+zxklqQNLoJhMzjshfQZdc8g9AB5DzbcazVCx2ZqaSVAh+3X7Yt9X29HOQ6cvf80nNGjqI9OUaZJ6m1exGaXY0k6e9SCJl+4xxSP+ukmZkfwh10kkZx8kUme5GFwgyyWkk5ZNUMhKwXxeiFMWpFVaiVqz/z1O07rtjOHDKb0XPHFdvw88+7yDkmkBXOdWUvPE+tmCh8oi6u7JA/uewF1doDYMrzcBuEkNEz+NkPfQUA8KUjp9zfR+igfAC0pH61X6VcAp7+s+o6M2oshrF0EDLSySPL5ZDF0oR5iAfSLc+gDOBE/QB4ULWdkekXTO8ACi6KlZ3AoM5/stlDoxyY8y+0+6kSVPceVSTwZ120Kc0TXGcjFLD6BJ93vcz3BCpFP7GQ8XMQMuT2e14Fg3M0zdz+9J/D937UR0l7T0SgrxBCFpQdx42M3gty9gNfGGTMkuQ5QiYtdylDDoM+E62s6U9iFoBXmTLXrBwyti1YyBNSO5pp4yhzIQMhu++YyiYkDToqTE3nzFuUpSR/dF/9h5/4DvPdFTun0OxGCSSL6ZBBGrFY6n9JrTQyTo0IE45ijdULFuy+9CMqSm/fAx4iJemNdj9yIiYS0gg8k0UDEDJIhcYVfVbVpTIJ2V4wpeOOFlXVkRo5ZIxDxoVhPaGd+YiFLAtJDlmUm2E5yN5755Um6zJpK0k8Gocsz0L75JtvwpW7ptEJIzS7IeolG9NOOmT0wvHvOQc0izw+jEPmewLFwMMiI/WvlCZHqyKX1K/DUh1SQ/YdZ6gXxrmoU+BbdMgJ/7F2ZWZZSut4BjrLss+ywAxCluCQFQPP1NoD4CJk+pyDOGRJJ+R7n+LqrA1y5nj7rTAsnGwvt9RK+lj9KE6IGLphw+R9zif1A2FQwyt6b8LHn/K7zj5ZWlijhvZokApjiXqp4E4CJTdkSZPYz35n2ilebyOB5y1T6xcqPROWfGX4WODyFofsLy3CQRwyKQHc+BP4TLTfiCeHGpWuoKtKF5Um8Lt3Xom3Ps99psWkQ8YGM+qbyXweWkRx2QsGkNltJbCshWpRmbYZgpqfmWUWIUv/VmSOhoOQaVL/t44vY2O9ZJDqejkYCSFLfp218PngD1+Pj77+qQM5ZMvd5OLGleYgU+OM+j9lf2aLtdrtjHq+/k1KVVCdrp+O2e7Hdg4QltvGnysvMcXPRe3hshdSAihNQHYWsEk7ZI8VlENW7TyuTsKEYblOnhDCnNeELLXzTNGiZjdcVYm0CzZPYO40JByNEbKz0HZsqGLzRBlffXRRoUxFhpAlVuo0GDl8BvayZ/EP+OSbZ5WCb4VhE+HCUayqdZvKDqlf/SUovV4KcGy564Qs81YTRd+SQLOK0CbPBcCs0gyp31MhuL7POk5QBuCSWgGgHHg4EU5oWUnpkNTJBpFt+eDyjbc/J0NmYgSEzBPOxOIpEhmA7DJN3PpRAiGrFPGJN92En/yLL+Lf7jthyoiQkayJlb2wSv1hLPGP8eV4RnmDs89iO43MJblyecYnhUY5SDhkbk1QQmrzypmsp/34Lftx5c5pXLd34/CNz2HjY0EsJT71jeP40BceQSMHLWD+mOkzliek+hyFiQAgLCiUqCY6mBBtoDyBZ2rdQ27U/6mmoEvqd50Fsn6CvM69FFP6SI8Fi1qoFuUp0wfDKI1W8X5HIc9UW50sS4bUa17St443jfYjkIGQDQlZklFlkizjh3AcMmg+VJk7ZLp9GSFLQr6o6DkdNrnws1mimttsgawEQgZILUpN4zIdsx+5Gm7GIUuUc6Lj9ilzk74tTwDLi9gsKgiDKpa8CXRlASXRV86YZ5MYeOjZFyIVtqX5tBcpuY7lbojt1bVJyqzFxgjZWWqlgmdKEdVLgXlDkyiQRciy6yQWMjr9MIQMUBM+F4ZdqRmErJB2HGhQqpIOmVl15TtkAVuNlTOy4YDslZ+UjNSvB5ReBkIGMyBpHkTBR4gA7WAKmD7PKRlkdchGS0cv+F5qEhnlnnKELNZeUhZCluXb9aMYE7y0V62AnTNV7N9Uz2y7WzpJh2k0h4zXFeR2Ksshy1ldfvLNN+Fff+pm85k/Zy57AbicM84DORPE+lLg45YLRyPknktGz3tGcwtj5pHFEvjoV1RlBlo8pfb37PtisyzVb9xJMxwyXR+zho7KsmT1K7mZkGXXhixpIibCORkhQSSRwUn9qm3SOlRCizSTjlWpYcbUiOuQJfqSevdEZtg9L8uSQpbfOt50OF+NUsEiZAOyLJOLtYV2ft1Svq0VzFXj3HIi/EYIWTIkR0r9RFfwPc/cjypDqzmSpoqe22cjpStEa0j9/cjMWUZPLoqd8Y+Oye+Hfb+k4QdSiBrlSXjdRWwWJ9CvbEIsmfo+K8PlCYvequQMt3Qb/0ttP77cXXee6iAbO2RnqVUKvimi7XLIckj9XPaCddIshEywyTf3/EWGkK2wHhdgJ8+s+mQ0KNWKvnE6eloCIS9kWfCFQQOztM2ALITM5ZDR5N7zmENWnjKDNcBClrod89VdwLbDmW0adF+I0/fCw9szfx9FwZkXT4Z0lfr5oJrlGPbC2EHICOmgNueR+mM9iXkMFTAobGKfhVbaIctzmnZsqDpljvh7XGdZlslrM5OMyJZwGdvqjBYeFGaJHIdMmkoFedlhgm0bsf4lBJwwJr1voa8RMrQVh6yc7ZClETLPRcjYe2L0towAqnVIVNtYyFFv2zd0IemELNOkfmm3y0PInCxLTur3sdwJcXy5Z+r8AgohIxmaQQhZ0rKQaLIsKotByDp9B+EkZyTtkMEg4YDOlgUh8Xzhl+0kAYrm0A1dhCyWackfyUOQ2ujd49/Z90slt1F4VAJAaQJebwkXiQfQnd6HMJa2OgRz9LnsBYWladylc9Ez7IYx+lGM48s9bFpHaZ1hNh7hzlLjzkVtAIfMkPpzdMiywmpceDDPKgUfnX42MjKKmZIzPLSmv7McMqvU/9L3fRonm71chKzg2WwYByFjQ2Va4sN1PEmHrOcxUn9txgzWABztIAD4u4vfBTzvtzKOCiNEmWVzjTL+7sduxK/ccWnm76MgZJ6wE0MsXcXwauK+0mfOzXJq3hGqp9s8iEOW1DxLImQ/9vT9OLCpYSZCbskC73nG31euQwakOWSAItWvNGw+tnxb1KjL7o0KuXI4ZFqqpRh4eN/LsxcjPFRFCBllWToIGYUsNUJWFV2VZZmHkPmuPASvlxhGMsUzknrCBmz/N22TrF16215MsfnYSWQxxHWzr/0r+A/MspT6VTs8HNEZlnxyb5QLLocs531OImRZ/czcA/2XFxynyEBSwoHG3yRHirLM7cLVOlpZSDzxwByHzEHIfBPe5JI/5Cj2me4bwJ13dt0sWeBks4eZWtHKnJQnUWwfw3ne4+hsvRaxlFZqhSFkpnSepmH4wtaEtjpk1iE7trT+4tPDbMwhO0uNhya5TlDSYckmRHKHbACHLL+fOxM+P/ZV523I2jxl1IZyBt9rmXHIKMPnM/erFObPPehmI5p9PWHSqvmKi9+nZBUDwA1ZBr4KwXUEWwHVZuGJo47iOMCEXUuTKryRYcOQw4Nbsicdup5hxkm0KvPR3tdkinWtFKDVizBRDnB8uYdQcyKSRgNRHv/N5ZCp74xDpq/39c84H/0oxteZdMLODVX86M37Rq7dluSQUYiKroXMOvbjoep02rV7Z/C6m/fhlTfsBpAk9WcXpHfNoiU85JRGW1yHbFctwp5C5Eyc3KgPN/UYUfAsdyjU1QBMC0RCkJRCY/p3CTfbUgL4ptDJNTN7ITQ1K+RZlmxbdX35HDLHIWNjAU+I4kTvRjkwfMiVcMgGGR2Cc9WgF7nLHZdDRodNImRGMJvNJbRtNSMpS4I4ZMJBFMkxpjmK3qMyk72QknTI7EVmK/Wrv8eWuoilEoQ+ttRVC+fSBATUM492XofomLT1KRnyaqul2CzLFIdMj5G9MDZcvblxyHJsSas4CFlgauslHaw9s+r7vbN1ZBmvTk/GYebc87MJkOD4T7/l6fgfr7xqhNbbzp8lDGtI2iVfDR7Sqrm/5Go3G5EbDby8bJMQAi/WYpfJFaf6yGpZEkLGOWS1WcOVArgauDpWdsjXvZ7V2GgImSXRSsjckCVgQ5LkqPWj7GdbMA5ZNkIGWIV2+qoX0UBrt0mGJvfM1vA9h3cMvSYy7jw3UlmWnNSffb6xrc18T+ANzzxg5FA4CEPlvgY5ZFy3LpVlifQkG3oVxBDYXIng95ZyHTJaMJDciM8RstjlHhFXKllEm6M20iDLapz5mHcj3r713cBF32W5tHFG6SRaCOm0nqyu7ma2i8zv+eQ+oUOWcSyHZFm631+yLfteAbafc6FuQtaXEggZIW21YjpkGUsgipgTnbHwo1bFWSHLBIeM6BadfmxQc8shc6scJMPb6lxq26O6QsdsveQgZACwKKvwt1yKKAZC6Hd10lJE6PZG+n57HCEjHTKDkEU4OkbIxpZnHFmqlwL83ssO4/MPnkqVofnuK7Zh72wNl+9Umlkb664WSlbZGs6xyLMKmzDpJSYJgFGMOqqzwtLHodVvpeA7qNkPPW0v7rxml3Ocj7/hafii1vAyIcsE8vMLt12Eq3dvwPX73Ew4WpGR3+lrbL7DHbLqjF5pa65BAiHLQpJGcWiH2WjCsNZRpL+0W3JQpZUwSV30c8IcxiHL0CICaCKVDhrXTSBkQJqvt1LntMjKmExWCjjJMsmcMAuFLMcO2boaR8go1JQltEzG+UTkfHmeDQ1atEUdQwqgjTIm5ALQbwKV6czjep6aNJd5lqX+LYokCmwxRj9w7pLTNuqhwvKkOmGMxxoXAWxxE8kshEwvhKTqG1nvdx7KzB0yPrnXywGkBH7/U9/CXQ/M48b92Zm7/Ki3XrIFv/qCbNoDADxwUmmd8Tq4Aup5LndDh7ZAFJQsUr96Zup3rmjPOWQ8kaMXxU6iFUcqi4GWScp4j4jz1yiwqgL61cuSvThKFTomSgYRJRTsM/EBHC4VEcUxLhX3qR3OfzY7hg17Uq1VL4WQWVL/0cX1L882zMYO2VlqfMKrlnxMVYu46YK51HZCCOOMfeAHr8WuGTdld7KSFqvzeC/KsaqDkK0cCaI9eGek87aZojNXy57JKEG1b66eKvScdAaKgYfnX55WT6bJIWYr+FhKdHnI0i/YlRcsqZ9Wr1mr2KSa96pshFtqHhOFEYUdKDnPCrBODA3A5JD9+WuucURhaRIZqEOWmISysiyTEhQrTcTlCNmODRU8pgdDwHU26Txjh2x9jVftIDL2IBFe+26yRYxnpWbiRMgSANqigi39I+rDxNbcYxcDj+mQWXSqH8eoe+57J+Fyl4AED4xI/Xoyb/eilMhvOIBDZtDijHbmZVlTOwJPOGKhtFh6+0e+CiBfHJpTTnbOVAeW8nnklOo3u2fdLPBmN4KU7uKGdMKSYwcharwYOv1/KqPsGWmDFZkckuLyaYdMO2qx1KKurE4ohSyzkrd4NIJuDY0LqmSaMDpkAPDv8QW4vuAhksBROYVd4iiw+6nmGD5zIAnxTXLIOKn/8cUufE9gpjZ2yMaWsCRCNopdtTvN78rqUHzlMMr5V5NlSeZ7vJNpxKVvuQZ8TBpWE7RjhAdHaw+R9ekyfa1D1pNpDoXR1zEZPxohW8O1D7QRnLmkFAV3kpKr3FoiZEmO5dWJguU0iSRDpjQHRFLqBAIWsgxjZ18ADjdF7b8yj4zae/tlWyGEwAVbLE+Pv++zjRLw6JnRIPt2Mg6omvqrA5xg7rhQyMmjkKWDkNl3uIUyNvUfUjs20hpkZCXmkKlJ1Ya6HNkLAJCc1E8TP+s3Rmlf9fFWL7SlfBip3yBkiffY1sJMtzMvAYnaMdcoOaHMRqLP5NEW+LkGSesAwH997kHM1Iq4nunkCVhpId5PyWFKoutE5eDk+nmNWPMx2Y7fMaQEykUb4eBZlqqkkhp7I2mTF8gpDiOZuch3n636/+MaIZttlAwFBbMXoO1P4JP9w3hL4CGOJV7S+2n8zm3bcHlgnSmPjWlUNDwpjkvOc7cf40Szh+lqceTs1/WwMYfsLDWnMPQqSjmQZYUsOf8jz8oZIcuVWNYETR26zRwyvt2G+mCHzHb40dCSFELmafJq4sJpNQcAUYpDlr6OVz91DwAMLLA+zAY5w2RJKQohgPM3NXBwywSmE2U6aIAxIcucjI28kCWaG99/AAAgAElEQVShbxaNY6T+KO2QJQVDV/qKbJuq4C/+y3X4je85BABO3U2+gqfssUHOwdjWbhF7H2Mp0WXcnyzjBG8TshTCcIesDplntmuhgsnwhDpAYzBCBhA6lhaGJaNzUbJPMckhI2cKNpOw04/NYpNP2MmQpGT/UaR+9Ttf4OY5S3Tt5210x4fkWJwX5nfLwQ2eovfN1fHO7znkOIdCWGkhvrihBW01gZDR+MejA/NN5dDxqAU1iyRJKizzmesVlnzfSAlRcXZ7JqRkL8icELAJWXbQKAeqvBc0crlxH37+4N9gvrYbQgiEcYyHMYv23OXO8Uz0JVLOYpkjZMmQZRSh1VNVcc6kjZedZ6ldu9ciG2upo5flkNGgNsjR4hl6awlZ8lAInY4GBq70DCAzZMmNF69dURvos1mhuc4K1/sKExyyLFL/bYe24rZD+RPKKDZKtNOQjg1CJvDU82fx1PNnU9sSBG9Dlnmkfo38ZYUMPA/9iHTIMmQvBqz2V5PgcOWubB4RX4BsbKh3YtQKAGNbnXFhWCnVomkUgcwsHTIe/uLvTBOMuzmxJfeYxiEzumLWkggZ1bEEWMiSXYdknT+M1LZGhoEhaan31yTTUHaz+rpeCnBK6+/laSZev28jPvvgPH71u13uVzICkDeu8m/zzjHIioFnEK4shywZcaHqClzMlzLhXYRM/SX00umTLMtS0RGEdtbdeyulWixmXZcjDKv3ObrUNYkRhkMG4GSzj2kjaqz3ScxndAxyIBVC5jpkJmTZj9HsRmc8m3vskJ2lNlEuYLpawHyrP7KUQJZlTbyHtk/hh562Fy+7dlfGHspchGzlg8JVuzfg7792FNunLaeNI2SEjvHOOixkaXXIRm+PhEsapZT83wrvwOtedBs8WMIvwOrlkYDgOsHXgxIqyDg5OZaDaWc0uJOjFOWcwAgi5oQMojhOoXejhCzX8o6SfehHrsdHvvSo43DPaoQs73rGdnosiZC1h2RZ8pClmRAzQpaWxyPRktrBK1RzdcgA61gRXYCj6I4wrCAyeSJkySIAXLaCHBKrHJ++Hn5carcK32uqAJuw80j9N10wl8n3TY5v2cy0RKWVVSyGKwXfLMg4stzR/TjN/xTOM+Nj8gyLWlB7W4SQFS1nj3P5ir5neWlSmpJNFHLsh9khy4Lv4e9+7EZ8/sFT5s4cX+5ix4Yqa6dq43yrhw01BTbwBQE3+mySyLhDppOKuA5Zu7+6Opan08YO2Vls//TGm/DwqfZpP67nCfzUcy4YuM1aEbLXPHUPnnHhJiPLQecFVNiAQl78yMPIlN0EeXeYcWFAwHLIwkjiPdEL8OMX32raYEj9iZV9FkJ2Omy0kKVdwUtgoEARtXMY5yRP9kIdQ1dDMCFLjZBFaVI/L1zO27oWO7RjCod2TDnfEUqznFPCZ2ynx/j7GMVK9iJL14/MPm/pUAJocqbvOEJmxDsbWwa+y4Se+CMgZEA6ZGn7jXRkK5Khdz5/8/eXjwcGIdO/1Uq+WSgXRxyHyJIOGTmSSeOO2krPAbiUDu5U06ImjZCp52WfmX3uG9iYTLeIEDJeo3KpE+LDdz8CwM225QK4dF/zQpa+Jwwl44OfU8kfJ5Z7OLRdjQmK66a2nW/2cJGWA6H7mlxA0PNtMkQvDyHrhQohSyL/T7SNOWRnsU1WC7hwa/5Kcj3tdHDI9iS00fhhkoMnMJwnRGVcshIV8sykvsMVQAwSyQZW9sKmfgMjJUOuzkZCyNRfJdYqMegxFDMmmSwbHLJU2VU2ZKm+5ytfstSgPvi0qzbikNGqfGzrY3x9wLPS8oyH050sS02eJ6TZcMgk0KE6kpPZ5cTILIcsjWQlURCSYACyqpi4CJlBes12PETGr82t3OEzHlutFBj+5krRq+RCkhybpImMcXIl5gpnp59hkkNG/LpkhjkATDHKC6GELcYhU/sLfPjuR3CyaaVrPCFssgeNpfqwuRyyjASwXhQbbjE5jgBwotnDBj0PvPMFl+Idd1yCixN6bdRejpClOWTqGu564CSWOv1UwsMTbWOEbGyZxgeP01WyhjtfSQLuKPYztx7Ea2/el0Jn8kwIAAlSv5S6uC0bTImACqRDLetlKyH1ExdmUItMHb8hN5QmoySpH1AZsWGssyyFPdYv/a1K0+f3LOmQjXI9qzEi+ze72ZPX2E6PJWtZJmsQJo3zr2jiJQJ+LIHHtaAnX8xtkifUS3z1Dw5sCyf183Mlj0eOk+GWmhI9LGapzROCLSxcB4F+t9dmHdR2L0K15Jvfq0Ufk9oRWI2zxC3fIbNtWU3Iki+ms55hbpZlBu+PUxFSHDIWsqR6m3t0IoMQaU1HgBAymXldfmJMJiPpEBNajWIstC2HbKpaxIuuSguKm1J93TSHjM5PKPAH7lKIHKFxZ8rGDtm3gX36LU9fkeMDrE8hZ+7klBII2SgoXOB7Ts22YUbhEy57AaSztVyETCFRgh1jPWwU/8UK+Eqj1J9ntOKMh3CtaBWaxSELPIEokobknHwkHFXMQirWw0iMOE9Ec2ynx7hDFkkloDpQh8z4PExzTFjX6RV/+Bn1HXHIIPGO8EV4896HcMOB5w5sSylJ6s9ByMhxMiV7fKt3RefkCT3dMBmydJ07fm20X7MbolYMjK5frRhgupoO7a3GiNOWNN61VjMOcycsK+qQWmxqJzpMRAeSRt9SmTOeHNGPY5QCD3//E08z3yWrnpAMURjnIWTZ56WQpIAaC09p528Y59iELLVDVmYhS7qvyeSCJHr4RNvYIXuS2v985VXGeVmJwj7ZoMF4tZYFxdN3w7hPqzqfDp9whAywhXG50XzUj1Q4kw/k62GjIEp8oR/Hg9tC4sCD6mcCg0OWvicsQoY02jZotb5eCNlso4R/e8vNhtw/tvUx/vx6YYwolgMpBBy95YKi3zi67GxH70wUA1+M9+CuXc/CDUM6VSmBkHFznAXNU+qFMYTgKLFtmwpZKh0yU3Ei4bjx61HfC7PAaPZCzDXKRqqnVgrMjs018hpzETKHQ7bycbGcE7J8/6uvxr/fdzK1vac9UD5OvvTqncbxMdt5bsjSHFs3d2O95AjsJkOghJ72I5nJzc3KsgSs4+XpCMd8M62RlmUmy9IgZAEThnVJ/WRnWu9w7JA9SS1LGmElti4IWUbIkjrNWuH/LOMrXX6ufhin9Yyk6rhRHJvQJpCfCbVWGyVp0JCTYxhycp4948JN+MSbbsLORKWGpJmQZS6pP3bKzTj7DnCa18shA4Atk5V1O/bYlPHnlyRtZ5tFb+ld9oTA9mn3WZEQZ5ihZZdnVvZiMIeM+kM3jE39RGoHALzqf96Fzz4wjwu3TAAC6BkkTW/HmuKgz8JqmLW6Eaozvg17lXzTvoWEw7JSa4+AkK1moVrOIfVft3cjrtubRpo9oZ6j4f15Am//rktS2xmErJ8IWervnYxMIVISQgL2PchE6Nm1OiHLmsshI65aUosxfV0Usswn9ScXnWe6IsjYIRtbpq0HQuZwyBIk9PVByJQlQ5b9KE7B4x//6uO46Oc/CkDxo2TyIKfZ5AoQspiJtQ4ycsbe+MzzcUWOxheJfWY9X0LIYEKW7gkHZdvmlM4c2zli9ZLlZdoQT36f5K8GR1be+KwD+I/753H3Q6r+LCES/Qx+Up7x0kPqXHYfdyGl/nZDV9eKvv/sA/PmsyfSWZZ8gcOdM97CZk+FLClMVysGI1dOybJ9c3Xcq1HEdg5CxhuwGh0y6tu+J0bioAm4HLJc/iyR+hMhSxonZhKaZXQ8/q70E8ke3JKF48kMQqYXzraE3uB7Q8+0yThkFGbOAwDOtEM2zrIcW6YNSnlfrfGOaZIGCCFbBXl1FHOU+lnmDieQHjnZcvZZ7obGYVonf2wkYViuhj6KQ0b22pv3Z66EAeDglgbe+YJL8dTz078XPA9RZEOWyXF5UBmpURzMsZ299uO37Mdrb9oHIEf4M2F8scOzLEuBj21TliJhFkHhYH4SN3JCqgkERu3vvoNSKhV2LvWQPIPKshQpDhnfMJUMQyHLboRaKTD3pFr08bJrd+Fnbj2Il123a+i1JO3PX3MNfv/lhwEMQsjWFrKk58aV9AeZybIc4pDlCcPSKWYYrYCjYT5zrLOqfpDxBR9vgnXIXCHiYVI79Pvv/OO9AJSjmiwunrQzHbIcO2Rjy7T1CFny4tg2ZKk+Z2X9nY7zcVI/dcZeGDvOxZJeQb3+lvNPexvybOWlkwaHLEc1IQS+5/COTC03ziHzhEip/Q8Sf43GDtk5beWCj9c8bQ8AJhMwwCGziwXpZFkCrtNEkywRvFcSsty9sa6Pa39LVteRUKR+Z7xKTNSkQ0avaBap35W9UE7mH/3b/VjuhqiVfHNPaqUAge/hVTfuGVkPkdtMvYTvOKBEY/PEjnnrVxey9PTflek1DkPIksKwtnaoMrfMksh08P7Pfz4OIC+pKDtkSTJHlA2aVbg+y5IOW7WYLi4OAF/9xWdj21TFbHMmbd0cMiHEW4UQDwshvqD/PZf99hYhxL1CiK8LIZ7Fvn+2/u5eIcRPrVfbxjbc1iNkCaQ5Y+bzOoUsXVK/+r4bxpkrJI4avUbXq7x0ndKgR/JfhOXphHG2uvXptMBXSv09fX+GcWR45uNYSP/cN+qLxBEahJKbcHoMJ8sScENPNMnaUNXwd5gyGvfOaQkF5qL4iUmbQlhOLccB7QWAYiBS27myFwIfuvsR/OyHvgJAoSbPvlgVQ79694ah7R9mvifw4qt24E9edXXm73zsXUuWZaU42r5cHwzIzx7lQqvlgsf0xXTIsu7WvUwq/z+22DG/DyP186djszkpG3Q0hyz5ezmDQwYoLhzx4c60Q7be+Ny7pJS/zr8QQlwI4EUALgKwFcDHhRAETbwbwDMAHAHwGSHEh6WU/7nObRxbhq0HQgZQ55RphGw9HDLBVO5hB5qOLt2UtF2sWPiN+2dx/ztuPe1tIlsJQgapMpbW4x5x4whZKfBwqtUbuP3/94qr8KEvPIw3fODuoXIbYzv7jRwq0vUa9L4ZHTKkkRU+EXLeJjA47E1G1Un2ZCBkSZ6RhEQvjBO6iYm2CtepK2QkC7gSGMCxpa75XC/5uOmCudM6HvzKHZfm/nYeG4fWkmU5av1XuvZhjg7dolY3dI5tETIeshSp94IjgsPGsqRQL/87OkLmfvY9Yd6f5PxWMGHyb78sy9sB/JmUsgvgW0KIewFcpX+7V0p5HwAIIf5Mbzt2yM6ArRtC5gGIONytOsh6hCwrRR/tfmT4TTTwdPqx0yHf89IrUPA9TK+gAsATYZ5ByNSEtpqKCSsxUuonhGy+NRgh8z1hBub1zLIc2xNjliSvELKBDpneViayLAE3m5pI5f1odA7ZkXntkM3WUr8lSf2EkPH+nAxVCbjOV7YOmbs9t2GT9OlG9yfZOLSWLMvRHTL1t59RIo2bVep3RYMthyyb1O8nPWQMF7zN4r6ZLPkBx83anpufEbJUn9X3w6rFrLetN4fstUKILwoh/kAIQWlf2wA8xLY5or/L+z5lQojXCCHuEkLcdezYsfVo97e9rS9Cli4EXFoH9KdWDDRBX32mUyQRsudesgXPuHDTaatIMIqNpEPGtu1F8bo4rdx8TyCM1LmKgeeUTRm0D7VxbOe2mXI1GcXkk+Zo5CV0/njCjBFjXkHI8s5rFFl+py4qzfdIOWRQchYDQ5ZCOH3bZlmy4zrOmXuE2gCx0L/84evwz2/+jtzf12qrIvVrp6K0Ag4ZYJ97Hlmevm31QpSL3CFTv3DRbgd9zHDChzmaWS0wjuOICSJ5DlngiVSb6D7n8fqeKFvTCC+E+LgQ4ssZ/24H8N8B7AVwGYBHAfzGaWgvAEBK+btSysNSysOzs2vT2xpbtq2GsDqKJTlj9LkQnH5nqF4K0OyGdgWvO2Eeh+yJtFsv2Tp0G55lGUZyXXh23ALPQ0gcMt/DG591YGiig6kQMPbHznmjOcpmI+b3SZqEpSOXoH4bxCEbBfF55Q27cf87bk0Jj6pzpHlGSYQsFbJ0D2H7UY7TkLzq2gCZi8t3Tq+rTt7qQpZqn1ERMrpfFLLMQ+K9IQjZBkf2gjvl6WMNdcgymkDPaFhFAbt9+rvA8zLBBspKX0klmPWwNYUspZS3jLKdEOL3APyN/vgwgB3s5+36Owz4fmxPsK0fQqaPn0iZXg9+VFU7ZCTySKvgTj/KdW7+nxdf7hTJXS978VU78PSDc7j6l/8+dxtLnJZPTMjStyHLUsFHueDjjiu24V0fvyd3H4OQjT2yc9481j+AYRwyZVxWJinMCqQ5ZKt5h11Sv7u/lIrzNlPzM7dX7UqELIN0Ox0HINHEM8Er+rnvvBC/+Df/ObJTxa2yWg7ZkLCy4ZD1IkzyouP674ZaMbUtPz63YUgp7eOEkvX/exlF0Acdo+ALfOmtKnfwJVfvwKXbJ1Pb/tjT9+N5h7Zg31x94DHX29btTRNCbJFSPqo/fheAL+v/fxjA+4UQvwlF6t8P4D+gnut+IcRuKEfsRQBesl7tG9tgGyRxsBarFgMsdsI0QrYODlm95KPZi0zIkiaDPFI/ADzv0HDk6nSYEGIoX8GiEFrMdp1RvUCT+rnQ5rA20sA6Dlme+8ZlYYDRQ5ZJrhB3upIcstVkCruyF0knSoXYXdmLjGOw/2eFLJPFxbkNClmul73yht145Q27V7Wv4ZCNyIfyEo5O3jPiDjvPwBVCoFEKErxjkdpvRaZ3qRbSjnY0Ih+RzjtRLpi27ZtrYN9cI72tJzK/f6JtPV3/XxNCXAbVZ+8H8IMAIKX8ihDiA1Bk/RDAj0gpIwAQQrwWwEcB+AD+QEr5lXVs39jOgG2aLOOxxU6qluV6hONqRY2QEan/LApZAqOQUtVfCYn+ExCy9DWpn9+fYatsCklFY3/sSWGesCHLQe+bTThJK7xncciM7MUqCnI7XC/fdZykVIr33BnIIvXz72yWJXca7PbJV3k1KNWZNLoXI+uQIYGQ5XHIiMMVxSkNN07op+/IshynxSGSOrQHdyrpMMmSTHlG5z3TRP2V2Lo5ZFLKOwf89nYAb8/4/iMAPrJebRrbmTcqEk0TPiEro5T4WKmRwnZyBZ/knJwpG7bCMyHLJyzL0kMYS/SY0OawQZ1W02Ol/ieHeYIX4R7AIdN/qYA3YBc8WRwy4v2sDiHjx3MRMglgvtUz4qG8bXx/R4csUbZN/d9+4KXWolg64blzwdbKIcsPWWqEKpYpLt9Mgns1LGTJOcpvu/0i/Oeji87vNvkr7Wj3RkTI6LRnWltsJTauZTm2J9RmG6rjBisIj6zWKNTQ1KU+eBh2vdGmUWxUyF3qwr9PRJZlFNssy1HaSM9xHLJ8cpgnBLojcMjI65GwVRpowcORiyARslxNP88PLaq2tnpRLn/J7p8Oo7r8JPuB3uU3PON83HntLkyUzy2HrOh7qBZ9x0kdZMns2jwUk+5QGMtU6Jir9PNjAukx5N0vuQLPumiT+Xznteelz6V3qRTTyQPhCjlk5xLCOXbIxvaEGjlkpAJPvIX1CCFSdtRSR5X64KvrcyFkaYQQSfZi3bMsBfpRrIU2RzuXCV2Ni4s/KczzVhayhJSmsDzN407pJLPwGm0SzbJcYVhhF1sOQpbFIRP2r21DdsgyYtmG55ozBqhx489fcy12zlRH3F79NVpxQzhkYSydxe1svYS9CTK8E2ZOvEa3XrpleJuQdqaSyQfDeM70HMchy7E9Kexnbj2ITRPl4RuuwOa0Q0ZK2OEaVs7DrK4dsuWucv78s8whGzag0K9GMmCdQ5a+J9Dpx4jl6Agi5xKN7dw3Twh0IuXkjBKyjCUg4AovB1k6ZPHoSv3pc+WjLWTTVYaQJYKWEm5FEJsNarfJC1meq3ZJRiZhnqWU+odwyKIEQvaBH7o2RTlx+Xmrd8LLLHkglXww5Pm0TUH4c8fNOXdaOrYn3F51457Tfswrdyl94Mt3qhqRBJOvh4NEHXFZI2R8kCj6Z/+qKSXUud5Zlr6Hti4cPOrzoPl17JA9OSyL/J5lXIeMFE9MyDKDQ0ZoxSr8sVwdMj4dOw5ZYp6OpbQVQRyELQchk6tH885FM47OEMHVPKJ+PUOnTeRsO6qRc1h29M4SCNkQR49qso5DlmMbW44d3DKBu37mFsM5IJh8XbIsNYdsuXt2hiyHWVKo84konUSD2Kj3xzcI2bo1a2xPoDl6XaOQ+sGdrXwOWbiWLMs8h4z9MF0rZH4PaBSPELIcRf8sDtm3i0MGg5ANG2eYAzsU3Weopj7+b7/oMpPUNcwsujUgy3JIG0jRP8thPFvt3Gnp2J40xtWQeytQ8F6p1RMcMj6InA1ZlsPMCCGuI4rIzfeECdfw7KaPv+GpuZUbkgV/x3ZuGxfTHFRKzCacZJROchAy9f+kmv9KzOUjjRKydE1KmSlA7eWE1Z4MIcuVGF3mH3/6QQiR72zx+zHs1jjhYP3h9ssyKyFmGokTZyFk/SHyHGS3XroFX3joFN7wjMHVRs4mGztkYzujZrKv1qF0UpLUzzvwuYCQmRpz0QhZb6fB8hDEQYKJtMs4ZPnkMJp0hyJZ7LknQ5acQ0aTMYUBV8cnSjt46nu7zSBSPw9ZciTelWZIn3fYhP9kMS/n/iaNDz/DE5Kyjz+qtTPCjZbULwc6jmTlgo+3Pf/iFZ/7TNrZPyuN7UltvREyulZrNeKQ6ZAlP8W54JDRANTtPzEhS55dNTKHbByyfFKZJb+PPuES+kXf0Tvhe8KRSqDvVmp8D7fmpPp/reg7CG6S1B/FvERbHj8q/f16VSs524zQKGCw8+QgikM1wFjIchVDLYUsXcHf/9vevQdLUpZ3HP8957J7dtnLYWG5LLuwKLdaUFZ2A0GkRIMVEZWrCpKId60QDBqrJGol/iEGqzSpxEsMxngLCVJRhIABL0UEk6gshIuwARHwSqB0QUDcXc45T/7o7jk9c7pneqanzzvT8/1UbZ2zc+l5T5+Z7uc879PPG31djJ6MoQz+WQm19oYTNurIdat0+vOKp7OLml4+qSUTY/rJjqclNV+OPxRTlvHXpBFi1UFkU4as4FE06dB99pb1lYwJiys5kXZ6rzVqyHx+uno+u5YKyBrNRIsVYmePaf77rAzZ9PIluY+XovEl48ibsswaVl1P+q3u/sV8U9Z2v590MF11huyVm9fpqANW6c0nHrxgO8/MeW/LMQ2BwT8rodbW77lc173jxKa6sn6ZmhzXCw9b2/h/U4ZsABrDdpLEj7sqbJ6b1hSwThZ7rZVTk7rvg6fowhcfUtWwsIiSc26nKctGDZl8YWPYVHF/I0NWsJlnlnTGK7vre/NYW18imrKMTOZOWS7c7qjUkJ177IbG97NtUt1NNWTdFPX3sB/3XrFU1154otbvmeqllhT1z87V9ncz+GcloIRTjtqv8X36oDsMU5bJX/WLdZVluiXA0i6CvyUTY20LwDE8kqCqU01n8uueS2XIGksnjTdnyqLHVdAYNrltwTRk8//n0kX9E13UkNX0pN9qy0Fr9Bev2CRJeqZNh+fxLqYh83q8ldHIkM22Lt1UH4N/VgJKOGzf+YL0QWsM20ljynKR+pD1UkOGesma2st8XPzudI8K9puvwIu+HxubX0MyqSEre3Iez5iyHG/J5rW+hPv86y4ZXzjOZKwLXmuE/shIiufbXZuT9TvOU7YPWZb5thdkyIChtG56WeP7pqssh2HKsqUxbNVjHrY+bei/JLbp9F5rrJyk6CrLpt5j8UYmxqwRuM2WKepvOrmnM1xJ8Ni8zdZXmM2bsmx6jdGdspSai+fzjHUTkJWcssx8/VTbi7oGyxx1UWt7pi6HH7oMWTzc3Ys0ZZk+2Q3D/kH/ZS1/lKURkHlSND9/X1Y/stkOy/K0fS2lg72FU5atJ/zW4Go2Wt9JUktRf4e+WqMVkHX+vDdPWbbfN1VMWSabYcoSGFJ5a6oNQ8DRyJAlfcgW8SrLvEawqLf5xrBFpyw9Wtswoxns+Jg1AqEySyc11XqlT8RJkNWy0dZztfv8eNOBR/p5o1zUL0lLC2TImq6y7LRvugjeikovLl7X3w2NYTEy0sftQWl7cfSGaR2ydkXmfckxLelD1svCzN0Ytgwi+i+9CHc76QzZrHtm9mQ8o4asbB+yrCxxazYvszFsfNuaPeZbZKQvXBj1DFmR9R67qSFrzpD1PKwm6fdSXdteEJBhZAzi4uJXX3BC7n3JX/W7K1zNIC1dizMMNXbov7Gcuqy8x7miKcuxjOxJujHsbImi/qYsd0Zj2AVTlllXWcbfp5dYmsioR0sbpYCsSA1Zc4as/WM7tSrpRfoqy05T6sOKoy5q77XHHShpGKcso6+7A/QhG4b9g/4rPmUZmXNfcJVl05RlbCZZf7CPGbKs9SkXPEFRa46n487v6YAs/UdHVm1bXQvHsxSpIctb+zNLpVdZUtQPDK9LTj9KD3zoZU3H6SIHoNCSbECjMWzFU5bpk12yMDtGS26Qk/M492hpoqwWEuOW7tRfoqg/p0A8t6i/5flzc67Hnt4tSdozNWXZvObmwtetaxYmy1SBmtFepyz7FZClFxeva/Zy8M9KQElmprExazqIrJyabPOMwZCMdr4PWbUHoa6KdlFLRacsLTVl+czsXFN/r4mMKcuZuWILQneSnSFr3mZrsDDnrseefkaStGaP+c993jJK7W6rq2VLCgRkXRTqd9q3vaAxLFAjVfzVVqXWTv1VT1mOytp9yJd8Loq818wkuWv3zFzTFHdjTctUoDTXUvjfDcsJBJJwr3WZp9aXmZ1z/TrJkKWmLNOB3MjXkBXIkKV3c6d9k/V+KCu9uHhdg2UCMoyMYVveJzkA7ZqJ214s0lWWq5cNfvYQ1Sh6laUUZXDnXAsCsiRAiqYso9tmWgr/e5V1cm/9Q6K1qN9devy3UQRl0q4AABP7SURBVIYsHZA1t8Qp9lp1VWTt2okObULSmgKyPvchm5mjqB8YekMWjzVOGIs1ZZkc5AjIRlfRpZOSx7pcu2ebA7LkvD2e6tTvXu7EnDw1a8qySNuLRlF/qoYsbeT7kBW4iKc5Q9Zpe/MZt379HZmuISNDBgy5RhfyITnQNq6ynF2sKcto+9PLCchG1XyGrPNnJJ6x1K6Z2aYTcCNDlupDlvy/V8kzm9teJNsdy3xsYi61PuOqqeyLVbKGNizHiX4oMnsw3pRRDDFlGW1nhhoyYPgln+FVQ5IBSg5ASWPYqk8Qs/HKwmTIRlc3NWRjZnLFU5bjC0/ArSfNMm9fy/pjKu8ChNYaMne9/YXP1tKJsdzAI+v2umZhetXNVZbpjFv/ivqjrywuDtRActAdtoBj9+ycJset8hq4J+I6m+nl2dM6qL+sgvxcFk0HLqwhyy62ry5D1v4qS3fXxaccoXs/eEru9rOChtbxj7qs5r95llQSkKWusqxpsEyzIYyQKAOUN20xaJID0G92zRTqpF3WzGy0f9ZNT1X+WhhM7zz5MH3ltp/r1Ofs3/GxJkkeXQWcNUU11s8py3Y1ZB36kM2m5yxzZA2NeKxZej93ukBjaUbGtKwqms0OmuE4MwF98OTOGUnDM2WZHIB2/Ga39l1VfZD0ys3r9MiTO/XGEw6u/LUwmI571l467ll7FXqsWZS9bS3qb2TZOmSuuhFdHNC8huH80kmtbS+aX6dAPEaGTNJrtm7QgXstz70/vY86ZajSV232K3Zqen0CMmC4PTFkAVmjhmxmblEK7SfHx/RHJx1S+eugHnY+M6fP/udDkqTN66cbtyeB2JhZUwuKUifRnCsq06/XeKjNv16R7Fj6OWkjFo/pw2c/t+393axlmV4ruF+lFumt1DUgG7G3HEbZpv1XSZLOOuaAwCMpJn3MGba6N4yWpoxIKkOWt+xRt5JnpoOvufgilNbps8fjrvzdTL2TIeusm6ssi/Q161b691zXCy7IkGFkHLLPCj106amhh1FY+phDoT0GWfoqy6ylk5L/9yr5LKRPxEn2qzVD9uTOKCDbuNce+umO3xbafmYfspqe9HvVTUC0pIIWPelfc11bkhCQAQMqnerfk95gGGBZNWStAVi5qywXXrmZtGlp3e6pz91f9z3ylF559Drd/MObC20/s1N/TbvB90On32UVGbK8JbTqhJwsMKDSf4VOM2WJAZa1dFI0Zdmfk2gjQ5Y6YyUZstbtLp0Y18WnHKFVy4rnGzLXsiRDlqvTVZbVZMgIyAAEkj7krGbKEgMsXcSdBE1jrVOWfakhmz9lJW1a8qavipy0Gy06KOrvSqff5ZICSzF1K/07IiADsKjGmLLEkEhPUaUzZGllFhdPMljNGbJoBYu8k3ORADDdM60VRf35ulnLsl/S4X1di/p5xwEDqrmon4AMgys9RTXWmF5sbQzb+/azMmRJDVlehqxIAJgEbZkZsnqe8/uiU0BUZC3UbqVfsq5F/QRkwIBKH4BWL2PKEoPlkjOOanyfnqIyM02M2cIasjJZjVRvsURSQ5YXeBV5veTEnlVDVvVSZcOsU0BWxb5Lv2aZbOsgIyADBlT6ALT/apYzwmA577iDdMD0MkkLa4bGxmzBSbvUlGX8NR2QdaohK/J6Y40asnqe4KsSooYrPYNcwTUDA6GmPxYw/NInif0WYekkoFvJiXlpS0C2ampywYoYpYr6bb7ZbGK+7UX2aazItNZEm6J+5AuRoUofD+ta30cfMmBANXU554yBAZQENK1tDr70tt/V2pVLJUXvY/eyRf3R16zGsHnZkiJZHDJkvQnREiT966zr74uADBhQNT3moEYaGbKWRqDPXrui8b1JcvWr7UVqynKufYasyEk7GROfte6ESVCl+5CFeP3q1fTHAoZfkgFYswcF/RhM440MWX6bg2S6sVxj2IXtKWb72Iesrn2tqhI6Q5YXhA87MmTAgNpn5ZTOOma93vSCg0MPBcg0Ebc3KNIItGxRf2vglbd0UuP1CrzcOFOWPQlS1G/1z5ARkAEDanzM9NFXHx16GECupLi63Qm6cYVkma4XtvA1GjVkOcFUkdYL7Tr1I1+IliDNAVk9I7J6/lQAgMolAU0SHGVJzqPlsiq24PmNGrISkV6yTc8fPjKEyJA1NRmuaUaTgAwA0JPkxDwTL2PUTplpwawM2dxc+xqyIpIT+0ybgBILFQmIpib7G16kp7yZsgQAIOWtJz5L339whw7fd2XuYyy+znKi5HI6CzNk7dey7Gab7TJ8WKjIjOG297+kr/s1/VuuaxsgAjIAQE9O3rSvHrr01PYPyugh1q3Mov5Ghqz3dAkBWW+KBMErlvY3vEi/fyZrWkNGQAYAqEzWskddb8OkMeXUkJU4NzcCMorIuhK67UXZbOugKhVmmtmrzOxuM5szs60t9/2Zmd1vZvea2e+nbn9pfNv9ZnZx6vaDzex78e1fMjOaLwFATZRrDGu5GbIyV9y97viDJEkHrVne8zZGUYirLNOvOVHTIrKyP9UPJJ0p6ab0jWa2SdI5ko6U9FJJnzSzcTMbl/QJSadI2iTp3PixkvRhSX/t7odIekzSm0qODQAQWGPZo5IZstarKWf7UNR/5jHr9dClp2qvFUt73sYoCtOHbP77Mr/zQVZqytLdt0uZ0fJpkq5w912SHjSz+yUdG993v7s/ED/vCkmnmdl2SS+W9Nr4MZ+X9AFJf1dmfACAsCyeaiy7dFLr81dORaev1oXN0/75Lcdp3eplPb8usoWZskwvLk5A1o0DJH039f+fxbdJ0k9bbj9O0l6SHnf3mYzHL2Bmb5X0Vkk68MAD+zRkAEBVymXIFvYh+9i5x+jaO3+hQ/ZZkfMs6fnP3rvn10S+EDX16RhwsqZTlh0DMjP7pqT9Mu56n7tf3f8hdebul0m6TJK2bt1KNSYADKj5xrDlttMakK1duVRvOKH/y4r9+cs3FeqrNsrCNIZN15CNaIbM3U/uYbs/l7Qh9f/18W3Kuf1XkqbNbCLOkqUfDwAYUvNLJ5VtDLs4WZE3snZsR8GvsqzplGVV7/BrJJ1jZkvN7GBJh0r6vqRbJB0aX1G5RFHh/zXu7pJulHR2/PzzJQXJvgEA+ifJbJQu6q/nLNVQCr2WZZnec4OsbNuLM8zsZ5KOl3Sdmd0gSe5+t6QrJd0j6XpJF7j7bJz9+mNJN0jaLunK+LGS9B5J74ovANhL0mfKjA0AMDjKtr2o64LSwyjMVZZMWbbl7ldJuirnvkskXZJx+9ckfS3j9gc0fyUmAKAG+tUYtq7TVMMoxJSlNU1Z1jM4r+dPBQAYDP3oQ6YwQQCyhb7Ksq4ZMgIyAEDlyhX1L2x7gXBCT1lOEpABANCbUlOWJZ+P/iqzUHw/XpMpSwAAuhV3iiwVUBkB2SAJvXRSXd8LBGQAgMrMerIIOBmyugiRIbOmKct6hi71/KkAAANhLg7IypzEqSEbLKF/FRT1AwDQpbnGlGXv21gyPqapyfH+DAilhWgMmzZZ0xqyqhYXBwBAc3PlM2R/eeZztHKK0xUi4zXNkPEOBwBUZq4PNWRHb5ju13BQA5Oh50wrQkAGAKhMMmU5UdNC7FHy1QtO0H/96Jehh1Hb9xIBGQCgcsuoARt6mzdMa/MAZCsp6gcAoEdTk5xu0B91XdeUTwgAoHJTE2TI0B906gcAoEfLlhCQoT9YyxIAgB4xZYl+Cd0HrSp8QgAAlaOxK9AeARkAoHIEZEB7BGQAgMoRkAHtEZABACpHHzKgPQIyAEDlKOoH2uMTAgCoHH3IgPYIyAAAlRuraXd1oF8IyAAAAAIjIAMAAAiMgAwAACAwAjIAAIDACMgAAAACIyADAAAIjIAMAAAgMAIyAACAwCZCDwAAUF/Ll4zruIPXhB4GamLfVUtDD6Ey5u6hx1DK1q1bfdu2baGHAQAAKvTb3bMyk6aGfKF6M7vV3be23k6GDAAADLxlS4Y7EOuEGjIAAIDACMgAAAACIyADAAAIjIAMAAAgMAIyAACAwAjIAAAAAiMgAwAACIyADAAAIDACMgAAgMAIyAAAAAIjIAMAAAiMgAwAACAwAjIAAIDACMgAAAACIyADAAAIjIAMAAAgMAIyAACAwMzdQ4+hFDN7UtK9JTezWtKv+zCcqreZtrekX1a4/arHX+X22Tf5hnnf8JkKs22p2n3D5ykf+ybfMH+eDnf3lQtudfeh/idpWx+2cVkF4+r7Nvv9cwcef2XbZ9/Uc9/wmarnvuHzxL4ZwLEH+TwxZRn5tyHZ5mKqevzDvH/YN/mqHPsw7xeJfZOHz1M+9k2+2n2e6jBluc3dt4Yex2Ib1Z+7CPZNPvZNPvZNPvZNNvZLPvZNvrx9U4cM2WWhBxDIqP7cRbBv8rFv8rFv8rFvsrFf8rFv8mXum6HPkAEAAAy7OmTIAAAAhhoBGQAAQGAEZAPOzE43MzezI0KPZRCZ2VMd7v8PMxupwlIzW29mV5vZD83sR2b2N2a2pM3jLzKz5Ys5xpA6vWdGFceazjjeNONY018EZIPvXEnfib8WZmbj1QwHg8zMTNJXJH3V3Q+VdJikFZIuafO0iyRxkATHGhTGsab/CMgGmJmtkPQCSW+SdE5820lmdpOZXWdm95rZp8xsLL7vKTP7qJndIen4cCNfXPE+uTb1/4+b2esDDimkF0va6e6flSR3n5X0TklvNLM9zOwjZvYDM7vTzC40s3dIWifpRjO7MeC4F5WZrTCzb5nZbWZ2l5mdFt++0cy2m9mnzexuM/u6mS0LPd6qcawpjuNNA8eaPpsIPQC0dZqk6939PjP7lZltiW8/VtImST+WdL2kMyX9q6Q9JH3P3f80yGgxCI6UdGv6Bnd/wsx+IunNkjZK2uzuM2a2xt13mNm7JL3I3atc5mTQ7JR0Rrxv9pb0XTO7Jr7vUEnnuvtbzOxKSWdJ+qdQA10kHGvQLY41fUaGbLCdK+mK+PsrND+V8H13fyD+i+RfFP1lK0mzkr68uEPEEDlJ0t+7+4wkufuOsMMJyiR9yMzulPRNSQdI2je+70F3vz3+/lZFJ5a641iDfjpJHGu6RoZsQJnZGkUp4eeYmUsal+SSrou/piX/3xkfOEfNjJr/uJgKNZABcI+ks9M3mNkqSQdKeijEgAbUeZLWStri7s+Y2UOaf9/sSj1uVlKtpyw51nSN402EY02fkSEbXGdL+qK7H+TuG919g6QHJZ0o6VgzOziu53iNokLcUfZjSZvMbKmZTUv6vdADCuhbkpab2eukRsH1RyV9TtINkt5mZhPxfWvi5zwpaeXiDzWo1ZIejYOxF0k6KPSAAuJY0x2ONxGONX1GQDa4zpV0VcttX45vv0XSxyVtV3TgbH3cSIg/7Lvc/aeSrpT0g/jr/wQdWEAeLb1xhqRXmdkPJd2nqF7qvZL+QdJPJN0ZF2O/Nn7aZZKuH4VC2+Q9I+lySVvN7C5Jr5P0v0EHFhbHmgI43jTjWNN/LJ00ZMzsJEnvdveXhx5LaGZ2tKRPu/uxoceC4cB7pjiONc1476BqZMgwlMzs7YqKjN8feiwYDrxn0CveO1gMZMgAAAACI0MGAAAQGAEZgFoysw1mdqOZ3RN33f+T+PY1ZvYNi9bf+4aZ7RnffoSZ/beZ7TKzd3faDgD0E1OWAGrJzPaXtL+732ZmKxU1eT1d0usl7XD3S83sYkl7uvt7zGwfRe0vTpf0mLt/pN123P2eAD8WgJoiQwagltz9YXe/Lf7+SUWtGw5QtEzQ5+OHfV5RACZ3f9Tdb5H0TMHtAEDfEJABqD0z2yjpeZK+J2lfd384vuv/NL9kUrfbAYC+ISADUGtmtkJRo9OL3P2J9H1xc8tCdRvttgMAZRGQAagtM5tUFERd7u5fiW9+JK4LS+rDHu1xOwDQNwRkAGrJzEzSZyRtd/e/St11jaTz4+/Pl3R1j9sBgL7hKksAtWRmL5B0s6S7JM3FN79XUf3XlZIOVLRQ9KvdfYeZ7Sdpm6RV8eOfkrRJ0nOztuPuX1ukHwXACCAgAwAACIwpSwAAgMAIyAAAAAIjIAMAAAiMgAwAACAwAjIAAIDAJkIPAACqZmYfUNTG4peSvu7uv+jiuRslXevuR1UyOAAQGTIAo+X1ktaFHgQAtCIgA1BLZvY+M7vPzL4j6fD45q2SLjez281smZltMbNvm9mtZnZDakmlLWZ2h5ndIemC1DY3mtnNZnZb/O/58e1fMLPTU4+73MxOW7yfFsCwIyADUDtmtkXSOZI2S3qZpN+J79om6Tx33yxpRtLHJJ3t7lsk/aOkS+LHfVbShe5+dMumH5X0Enc/RtJrJP1tfPtnFGXfZGarJT1f0nX9/8kA1BU1ZADq6ERJV7n705JkZtdkPOZwSUdJ+ka0XKXGJT1sZtOSpt39pvhxX5R0Svz9pKSPm9lmSbOSDpMkd/+2mX3SzNZKOkvSl919ppofDUAdEZABGFUm6W53P77pxiggy/NOSY9IOlrRDMPO1H1fkPQHijJzb+jvUAHUHVOWAOroJkmnx3ViKyW9Ir79SUkr4+/vlbTWzI6XJDObNLMj3f1xSY/Hi5NL0nmp7a6W9LC7z0n6Q0VZtcTnJF0kSe5+TwU/E4AaIyADUDvufpukL0m6Q9K/S7olvutzkj5lZrcrCqbOlvThuHj/dkW1X1KU4fpE/DhLbfqTks6PH3+EpN+kXvMRSdsV1Z8BQFfM3UOPAQCGnpktl3SXpGPc/dehxwNguJAhA4CSzOxkRdmxjxGMAegFGTIAAIDAyJABAAAERkAGAAAQGAEZAABAYARkAAAAgRGQAQAABPb/uS0zPjZdhL0AAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "id": "YXO1uFNJU4As", "colab_type": "code", "colab": {} }, "source": [ "# subtract last value\n", "registered = daily_rides[\"registered\"]\n", "registered_diff = registered - registered.shift()\n", "registered_diff.dropna(inplace=True)\n", "\n", "casual = daily_rides[\"casual\"]\n", "casual_diff = casual - casual.shift()\n", "casual_diff.dropna(inplace=True)" ], "execution_count": 0, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "38_MfCidU4Av", "colab_type": "code", "colab": {}, "outputId": "69880e64-a216-49f6-ec67-d83cd1ae1c9c" }, "source": [ "plt.figure()\n", "test_stationarity(registered_diff, figsize=(10, 8))\n", "plt.savefig('figs/daily_registered_diff.png', format='png')" ], "execution_count": 0, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ] }, "metadata": { "tags": [] } }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "id": "SFJPbRYhU4Ay", "colab_type": "code", "colab": {}, "outputId": "f65ebab0-8caa-4477-b06d-934711c7897c" }, "source": [ "plt.figure()\n", "test_stationarity(casual_diff, figsize=(10, 8))\n", "plt.savefig('figs/daily_casual_diff.png', format='png')" ], "execution_count": 0, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ] }, "metadata": { "tags": [] } }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "id": "2JEEu9zVU4A1", "colab_type": "code", "colab": {} }, "source": [ "from statsmodels.tsa.seasonal import seasonal_decompose\n", "\n", "registered_decomposition = seasonal_decompose(daily_rides[\"registered\"])\n", "casual_decomposition = seasonal_decompose(daily_rides[\"casual\"])" ], "execution_count": 0, "outputs": [] }, { "cell_type": "code", "metadata": { "id": "WArErpWcU4A4", "colab_type": "code", "colab": {}, "outputId": "a61640e1-3b58-4058-90cc-0ba20c6e1ca8" }, "source": [ "# plot decompositions\n", "registered_plot = registered_decomposition.plot()\n", "registered_plot.set_size_inches(10, 8)\n", "\n", "casual_plot = casual_decomposition.plot()\n", "casual_plot.set_size_inches(10, 8)\n", "\n", "registered_plot.savefig('figs/registered_decomposition.png', format='png')\n", "casual_plot.savefig('figs/casual_decomposition.png', format='png')" ], "execution_count": 0, "outputs": [ { "output_type": "display_data", "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "id": "b4EEGgOtU4A6", "colab_type": "code", "colab": {}, "outputId": "2efc4d8f-083b-4959-9d31-cc606bb124c2" }, "source": [ "# test residuals for stationarity\n", "plt.figure()\n", "test_stationarity(registered_decomposition.resid.dropna(), figsize=(10, 8))\n", "plt.savefig('figs/registered_resid.png', format='png')" ], "execution_count": 0, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ] }, "metadata": { "tags": [] } }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "id": "bmZ23q2UU4A9", "colab_type": "code", "colab": {}, "outputId": "e9d89262-ea17-4c52-d0bd-3652b0a74c11" }, "source": [ "# test residuals for stationarity\n", "plt.figure()\n", "test_stationarity(casual_decomposition.resid.dropna(), figsize=(10, 8))\n", "plt.savefig('figs/casual_resid.png', format='png')" ], "execution_count": 0, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ] }, "metadata": { "tags": [] } }, { "output_type": "display_data", "data": { "image/png": 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\n", 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "markdown", "metadata": { "id": "GU0LAv9sU4A_", "colab_type": "text" }, "source": [ "### Exercise 1.07: ACF and PACF" ] }, { "cell_type": "code", "metadata": { "id": "c4c0uiqkU4BA", "colab_type": "code", "colab": {}, "outputId": "5e85c0fd-2330-40dc-fbb9-baf1c93eacfe" }, "source": [ "from statsmodels.graphics.tsaplots import plot_acf, plot_pacf\n", "\n", "fig, axes = plt.subplots(3, 3, figsize=(25, 12))\n", "\n", "# plot original series\n", "original = daily_rides[\"registered\"]\n", "axes[0,0].plot(original)\n", "axes[0,0].set_title(\"Original series\");\n", "plot_acf(original, ax=axes[0,1])\n", "plot_pacf(original, ax=axes[0,2])\n", "\n", "# plot first order integrated series\n", "first_order_int = original.diff().dropna()\n", "axes[1,0].plot(first_order_int)\n", "axes[1,0].set_title(\"First order integrated\")\n", "plot_acf(first_order_int, ax=axes[1,1])\n", "plot_pacf(first_order_int, ax=axes[1,2])\n", "\n", "# plot first order integrated series\n", "second_order_int = first_order_int.diff().dropna()\n", "axes[2,0].plot(first_order_int)\n", "axes[2,0].set_title(\"Second order integrated\");\n", "plot_acf(second_order_int, ax=axes[2,1])\n", "plot_pacf(second_order_int, ax=axes[2,2])\n", "\n", "fig.savefig('figs/acf_pacf.png', format='png')" ], "execution_count": 0, "outputs": [ { "output_type": "stream", "text": [ "/Users/kosta/projects/packt-book/book-env/lib/python3.6/site-packages/statsmodels/regression/linear_model.py:1358: RuntimeWarning: invalid value encountered in sqrt\n", " return rho, np.sqrt(sigmasq)\n" ], "name": "stderr" }, { "output_type": "display_data", "data": { "image/png": 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" ] }, "metadata": { "tags": [], "needs_background": "light" } } ] }, { "cell_type": "code", "metadata": { "id": "CBUb1sFaU4BC", "colab_type": "code", "colab": {}, "outputId": "56a3f228-91dd-41a8-e9de-e945b4cafca7" }, "source": [ "# fit an ARIMA model to the registered rides\n", "from pmdarima import auto_arima\n", "\n", "model = auto_arima(registered, start_p=1, start_q=1, max_p=3, max_q=3, information_criterion=\"aic\")" ], "execution_count": 0, "outputs": [ { "output_type": "stream", "text": [ "/Users/kosta/projects/packt-book/book-env/lib/python3.6/site-packages/statsmodels/tsa/statespace/sarimax.py:949: UserWarning: Non-stationary starting autoregressive parameters found. Using zeros as starting parameters.\n", " warn('Non-stationary starting autoregressive parameters'\n", "/Users/kosta/projects/packt-book/book-env/lib/python3.6/site-packages/statsmodels/tsa/statespace/sarimax.py:961: UserWarning: Non-invertible starting MA parameters found. Using zeros as starting parameters.\n", " warn('Non-invertible starting MA parameters found.'\n", "/Users/kosta/projects/packt-book/book-env/lib/python3.6/site-packages/statsmodels/tsa/statespace/sarimax.py:961: UserWarning: Non-invertible starting MA parameters found. Using zeros as starting parameters.\n", " warn('Non-invertible starting MA parameters found.'\n", "/Users/kosta/projects/packt-book/book-env/lib/python3.6/site-packages/statsmodels/tsa/statespace/sarimax.py:961: UserWarning: Non-invertible starting MA parameters found. Using zeros as starting parameters.\n", " warn('Non-invertible starting MA parameters found.'\n", "/Users/kosta/projects/packt-book/book-env/lib/python3.6/site-packages/statsmodels/tsa/statespace/sarimax.py:961: UserWarning: Non-invertible starting MA parameters found. Using zeros as starting parameters.\n", " warn('Non-invertible starting MA parameters found.'\n", "/Users/kosta/projects/packt-book/book-env/lib/python3.6/site-packages/statsmodels/base/model.py:512: ConvergenceWarning: Maximum Likelihood optimization failed to converge. Check mle_retvals\n", " \"Check mle_retvals\", ConvergenceWarning)\n" ], "name": "stderr" } ] }, { "cell_type": "code", "metadata": { "id": "JirNsoTlU4BF", "colab_type": "code", "colab": {}, "outputId": "d9e7b426-1617-4047-fc2d-90b953da26a1" }, "source": [ "print(model.summary())" ], "execution_count": 0, "outputs": [ { "output_type": "stream", "text": [ " Statespace Model Results \n", "==============================================================================\n", "Dep. Variable: y No. Observations: 731\n", "Model: SARIMAX(3, 1, 3) Log Likelihood -5854.011\n", "Date: Tue, 14 Jan 2020 AIC 11724.023\n", "Time: 23:14:14 BIC 11760.767\n", "Sample: 0 HQIC 11738.199\n", " - 731 \n", "Covariance Type: opg \n", "==============================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "------------------------------------------------------------------------------\n", "intercept 0.6611 3.230 0.205 0.838 -5.670 6.992\n", "ar.L1 1.6202 0.051 31.749 0.000 1.520 1.720\n", "ar.L2 -1.4637 0.064 -22.954 0.000 -1.589 -1.339\n", "ar.L3 0.3731 0.050 7.398 0.000 0.274 0.472\n", "ma.L1 -2.1148 0.034 -61.980 0.000 -2.182 -2.048\n", "ma.L2 2.0607 0.047 44.213 0.000 1.969 2.152\n", "ma.L3 -0.8612 0.032 -26.886 0.000 -0.924 -0.798\n", "sigma2 6.239e+05 2.67e+04 23.340 0.000 5.71e+05 6.76e+05\n", "===================================================================================\n", "Ljung-Box (Q): 143.16 Jarque-Bera (JB): 747.95\n", "Prob(Q): 0.00 Prob(JB): 0.00\n", "Heteroskedasticity (H): 3.35 Skew: -1.31\n", "Prob(H) (two-sided): 0.00 Kurtosis: 7.21\n", "===================================================================================\n", "\n", "Warnings:\n", "[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n", "[2] Covariance matrix is singular or near-singular, with condition number 6.65e+14. Standard errors may be unstable.\n" ], "name": "stdout" } ] }, { "cell_type": "code", "metadata": { "id": "KbvMzx0WU4BL", "colab_type": "code", "colab": {}, "outputId": "26dab7bb-2c5a-4870-d823-75724949e0bf" }, "source": [ "# plot original and predicted values\n", "plot_data = pd.DataFrame(registered)\n", "plot_data['predicted'] = model.predict_in_sample()\n", "plot_data.plot(figsize=(12, 8))\n", "plt.ylabel(\"number of registered rides\")\n", "plt.title(\"Predicted vs actual number of rides\")\n", "plt.savefig('figs/registered_arima_fit.png', format='png')" ], "execution_count": 0, "outputs": [ { "output_type": "stream", "text": [ "/Users/kosta/projects/packt-book/book-env/lib/python3.6/site-packages/sklearn/utils/validation.py:933: FutureWarning: Passing attributes to check_is_fitted is deprecated and will be removed in 0.23. The attributes argument is ignored.\n", " \"argument is ignored.\", FutureWarning)\n" ], "name": "stderr" }, { "output_type": "display_data", "data": { "image/png": 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33t6KjjwFuN1aeyfwbOBTfvungOf4188G/ss6fgKsEJGHAWcC37bWbvPi+tvAWXtp3QvCxz72MU444QQe/ehHs3379lnZaUVRFEVRlIG44b/gzh8t9CoWLXurGPJPgbzq7yHW2nv96/uAh/jXhwIbK8ds8tvm2l5DRF4BvALg8MMP32MLXwhe//rX7/MOtqIoiqIoDwL+9wI44knwiCcs9EoWJfPuaItIAzgbuKL3PetyK3sku2Ktvdhae5K19qSDDjpoT5xSURRFURTlwU1nAqa3LvQqFi17IzrydOAGa+39/uf7fSQE/+8DfvvdwMMrxx3mt821XVEURVEURZmLtAtpGzOlQnuh2BtC+1zK2AjAV4C8c8hLgC9Xtp/nu4+cDGz3EZNvAU8TkQN8h5Kn+W2KoiiKoijKXHRd297J0ft3sqMyX8yr0BaREeAM4IuVze8GzhCRW4Gn+p8Bvg7cAdwGfAx4FYC1dhvwT8B1/n8X+G2KoiiKoiiKZ9PoNJdde2e5oTMOwFAyBrvQZe6esRmSzOzp5S1K5lVoW2unrLWrrLXbK9u2WmufYq090lr71Fw0+24jr7bW/q619lhr7fWVYz5prX2k/99/zueaH0wsWbIEgHvuuYdzzjlnh/u+733vY3p6epfO//3vf59nPvOZu70+RVEURVH2Hn/y4R/x9//9S2a6GQDptJNfMUnhbu+MdpLxhHd/lzd94caBr2uM5XM/vYtOmu36ovdzdDLkPkaW7fov6SGHHMKVV165w312R2griqIoivLg4f7xDgCZd69nJsfKNwcsiMyd7C/eMHg53I13b+fNX/wFP7hly8DHLBZUaO9FNmzYwNFHH82f/dmf8ahHPYpzzjmH6elpjjjiCN70pjexZs0arrjiCm6//fZiMuSTnvQkbr75ZgB+85vfFNMb3/rWt9bOe8wxxwBOqL/hDW/gmGOO4bjjjuODH/wgH/jAB7jnnns47bTTOO200wC46qqrOOWUU1izZg3Pe97zivHr3/zmNzn66KNZs2YNX/ziF1EURVEU5cFFlnmhPVER2gMWRGZm15vBjU13iUmZ6qa7fOz+zt7qo71v8Y03w32/2LPnfOix8PR373S3X//613ziE5/g1FNP5aUvfSkf+tCHAFi1ahU33HADAE95ylP4yEc+wpFHHsm1117Lq171Kr773e/y13/917zyla/kvPPO46KLLup7/osvvpgNGzawbt06oihi27ZtrFy5kgsvvJDvfe97HHjggWzZsoV3vvOdfOc732FkZIT3vOc9XHjhhbzxjW/k5S9/Od/97nd55CMfyQte8II99/koiqIoirJXSI1zpdtT28uNPY726FSXdRvHOO3og3uO3Y2uy/ev59bWefxg4/vhhD/f9eP3Y9TR3ss8/OEP59RTTwXgRS96ET/84Q8BClE7OTnJj370I573vOdxwgkncP7553PvvW6+zzXXXMO5554LwItf/OK+5//Od77D+eefTxS5Z6iVK1fO2ucnP/kJ69ev59RTT+WEE07gU5/6FHfeeSc333wzq1ev5sgjj0REeNGLXrRnb15RFEVRlN0mM3bOIsW0sj13pbtTc0dHzv/0Wv7ikuvYPp3UtpsdCe2pLbDltlmbm1t+CcAhd39jh+tfjCxOR3sA53m+EJG+P4+MjABgjGHFihWsW7duoON3B2stZ5xxBp/97Gdr2+e6pqIoiqIoC8873/8BpqemeM9b3zLrvds3TxWvc1c6mR4vtmWTmwkr+2/c5uq2Jrspy4fjWcf25YMnQnsM3rG9tnncNAEIk6l+Ry1q1NHey9x11138+Mc/BuAzn/kMT3ziE2vvL1u2jNWrV3PFFW6QprWWn//85wCceuqpfO5znwPgsssu63v+M844g49+9KOkqctJbdvmOiEuXbqUiYkJAE4++WSuueYabrvNPZVOTU1xyy23cPTRR7NhwwZuv/12gFlCXFEURVH2FzZum+ame8d3vuM+xJmjn+XPup+nndQbJ6y9cxtnvu/q4ufc0Tbt7RgrJDYkmawXKrZiJ7t7z1XNaHfTHve8PUY/8i4nKrRno0J7L3PUUUdx0UUX8ahHPYrR0VFe+cpXztrnsssu4xOf+ATHH388j370o/nyl91Mn/e///1cdNFFHHvssdx9d/9q4Je97GUcfvjhHHfccRx//PF85jOfAeAVr3gFZ511FqeddhoHHXQQl1xyCeeeey7HHXccp5xyCjfffDOtVouLL76YZzzjGaxZs4aDDz647zUURVEU5cHOk/71ezz9/T9Y6GUMjDGWpUwzQptf3l13lO/b3qn9nBZCe4JJWnSISdoztX2akZOAnaQupqtCe+tU/bxzkXacwI5SFdq9LM7oyAISRRGf/vSna9s2bNhQ+3n16tV885vfnHXs6tWrCzcc4J3vfCcARxxxBL/85S+L81944YVceOGFtWNf+9rX8trXvrb4+fTTT+e6666bdY2zzjqr6HKiKIqiKMq+wf0TbZYwQ0u6fPvOUU46oqzBCgMXKw0EjIXMF0PSGWeCYYbpYLt10ZwL7XZP7+tqdGTzRIeHLR+avZi0C1Gj+DHruBhKlGkb4V7U0VYURVEURdnHuWvrNEtkhmE6/Oyu0dp71vfNfs3pRwKlWA66k0zaIRIi0qRHaPvoSK+jbWxdaPelZ/iN6Tq3vKFCexYqtPciVedZURRFURRlUO7aOuWiI9Jmw+Z6RCOXxrF3tlPfRztKJplkiC4RWY/QniujnR8LsHWq238x3fr1TeIEdlOF9iwWldC2djd6Qyo7RT9XRVEURZlf7tk6RkMyAixbRkdr/+3NX8Y+DpLnrKN0irYMkdiQLK2L5jw6MtMjtKuOdqe3GDKnR2hL4hztlp2BTIfWVFk0QrvVarF161YVhXsYay1bt26l1Wot9FIURVEUZb9l67aya0iQTLF5snSoc3Ec5Y52Hh0xXSR20ZG5HO28Y0hONaPd6RHhBT1Cm6RSaDmtY9irLJpiyMMOO4xNmzaxefPmhV7Kfker1eKwww5b6GUoiqIoyn5LOl12GhmRGe7aOs3BS53JVURHwrqjjUmJWw2SbkSjj6P94vAqTv/eP8CJa4vtRSElO3C0e9r4hVlFaE8+AEsfuiu3tl+zaIR2HMesXr16oZehKIqiKMoCM9d0xX0ZO1P2/B6hzZ1bp4vOI/lf63OhnY9gF5PSiGMSImyP0G7FAavlPpZNbahtr340s4R2EIFJa462tZYwa1NMw0k0p11l0URHFEVRFEVRAKY7c0Qi9mU6E8XLJdLmzm2loM1TsVHooiO5oy02I4xiTBBjs15HOyQiI7Qpz73oh8X2tOZo93xOkY+JVoT2VDejRSWWks1RQLlIUaGtKIqiKMqiYqr74CvYC7ql0D5kKOP+7e3iZ0vuaJcZ7XaSEVIKbbKkdr4wECLc53Djxq3FdlN1tCut/8amu6SB751dae830U4YoiKue66z2FGhrSiKoijKomK6IrQfLE0SwqQU2suCdq1oseg6kme0M8tEOyUiI4pjbBAjPU6zMZYY51jHlJ9HagxDtPlS462snLip2P7SS65jcx7Frjja092MITp0iP2JH3wPMfOJCm1FURRFURYVk5XoSFWw7qtYa4nT0kUekU6taDG/hSjIM9qW7TMJIRlR1ICwgZi602yBSGYL7cxYTgpu4YTgDs6858PF9pvvm6BrfWlfRWjPdDOGpMuUjPgTaHSkigptRVEURVEWFdOdurDc1+mkhiFTZrKXyEyPo12PjmTGMt5OiDDEsRfatuI03/dLXvjr17EEZ1HnznZ+7JDPXLdpFtsftryF5P1NKtGRmcRltNuBE9ppokK7igptRVEURVEWFVPdfcPRvnf7DDffN77T/SbaKUtlmkxcPGOEdu0Bobe9X2oM497RjhsxEjUIq4723Wv53YnrOExcz+teR7vlM9dtGsX2Q1YMEYp30WdFR7p0oyXurWSOse2LFBXaiqIoiqIsKqYqjna6QK3+Rqe6nPIv3+Ws9/1gp/tOdlKWMkPSWAZRi2F6M9p+YE1YjmDfPuMc7UbcQMIGoa0IbZ+jzp3rWKoZbcuQOKE9U3G0H7qsRZQ737OiIx2SeJk7vqNCu4oKbUVRFEVRFhXVriO9jra1lqtv2TzvRZIf/+EdA+872U4ZljYmHoHGEkZoY3ZUDGks4+2UkIxGIyaIG4TV6IhxgnlInChuVBxtYy3DuI4mM7Z0tOMoKIS26VSjIylDdDHNpQAkGh2poUJbURRFUZRFRbWPdm9G+/o7Rznvkz/lug2j87qGrZNOkB64pLmTPV0LvYgMCWNoLmGYnow28Lzw+zz2ktUcyHZSYxmfccc04wZh1CQmLfti9zjaUSWjnWaWpT67PW3jYrsxttjvVxvuKbbPdA0tOkhzOQCJRkdqqNBWFEVRFGVRMVmJjvROidwy4YTi5on5FYwziROt3d6hMH2Y6KREGCe0G0sZ7sloG2t5Qfh9AI6Qe8mMYXy6QyiWKG4Qxg1iUiba/r690B7OoyPVjLa1LBcXDbGm/kCSC+3OdNlqcKY9Q0MygmEvtLsqtKuo0FYURVEU5bdm7Z3buPqWzQu9jIGo9tHudbTH2y7LPDo9vxGIGV+QmWT9IypbJzu86cobaScZEz4GEoQRRA1iknKC49QWzrrmT3mobAMgEkNqLJNtL3iDkCh2jvZkj9COfHFjo6cYchlOaAeVAsrMWiLc/gfElehNx3VDaS45AICuZrRrRAu9AEVRFEVR9j73j7cZboQsbcU733kA/uTDPwZgw7ufsUfON59M76DryPiME5HbZ+Z3wmHhaM9RjPkv37iZK9du4qQjDmCqk3IgGUEYQ9ikYafKB4Qtt7JqfD24OkgCDJmxTE3nQjsiajRpSspEfk+m7qJX2/ulxrLKO9pBpSe2tRD6vttRpbAy80J7yAvttgrtGupoK4qiKMoi5PH//L+cceHVC72MPUY7yQYWx920FLdzOdpj8+xot73Qzozt28s73xaIMNnxjnYUVxxtf0zPIJqIjNRYpjt+RHsQETdaAEy2/WjHnumNjaAU2saU0ZGgKqgzUzjaMeX2bsedc2jJMv9zORpeUaGtKIqiKIuW+8b3vChaqJHm537sJxz/j1cNtG/VRe7NaI/PJBzEKGPTe87R/uINm9g6WXd6nzDxLT4Wv7fvGqAU2mEgTLRTYjGFox2TlOI8q68zd7Rtvj2IaTRcweXUdH+hXW39lxrLMpxLHZmqo10eE1f2TxL3eqjZJLEh3a52HamiQltRFEVRlD3GeDvd+U7zwM/uGht43x052ktG13Nd69UsGV2/R9Z1z9gMf/P5n3PF2k217Y/u/JzTg58RYOikfYS2f2AJAqGdZDSDDILQOdo2LdfdI5ojDGlmsZl3qYOQRtM52tNzCO0GafGAZIxlWeFol/tJ1l9od7zQDsKYVEIthuxBhbaiKIqiKHuM0anddzQzY/nmL++bd1e8KrR7M9ojU3cBsGT6rj1yrTu3Onf4nrGZ2valZoxQLCuYrK0nJ++THYrQzXwhYhBD2CDagaMdSUZmTCmmg4hG0zna0zP9hXZMRn661FiW+2LI2CbFQB+piOtqdCTJHewgICPSEew9qNBWFEVRFGWPse23yDZ/Ye0m/urTa7ns2l0TuVVXul8Mo5duZjgl+BVnB9eQ9nT9iNq+e0d7z/TR3rgtF9r1mM5ysx2AVTLed80md7TFTa+MxEAQueiInTuj3RKX0bYVod30jnYnz0/3FENGlA65ybosEbdfg6SM2XiHvCtNGtWMduKvIyGZRKTaR7uGCm1FURRFUfYYv42jnRpLky7ZL/97l46rZs3zbh47opsaPtt4Fx9oXFS2yfM0u6O1f39b7tw25ddYd7RX2HEADpTtfR3tXN8GgZBkxnUGCVx7v8hWHe26O90KvGjOSqEdxc7RLobJ9EZHJC2FfdKube8kuaPtjukEQ67vtv/c8ow2QYgJIrJUHe0qKrQVRVEURdljbPsthPYBwzFvjj7LSza9HTb8cODjctcYym4eO6LWUq8zXntvOHECeygZmx1hue7jcNP/DLwugLu2OYF9b8XRtsawEu9oM963xV8ufEMREmOJJIOw6tEJzHAAACAASURBVGj7Y3pE85Ckzu2uONoSuVHqSae/0HbREXc9W2np1yAt8+NeuHeDIf+z26/qaFuJyZL5bYv4YEOFtqIoiqIsYgaJWuzKOX6bQS+JsRwkToAycd/Ax9WEdnfn91Ndb2PsN7X3hjN3/eWM1/ptA3DN++GGTw28LoC7tjpHe+tUt3gI6MxM0BInSFfK+GxHe8ttGB/VCAMhSX1rvaqjnc0VHXGOdhkdCSH0Qjt3q2cJ7bTIaFfP1yApx7bbXqHtRHualo62DeOaUFdUaCuKoijKomaq89t3Cam6yNumdt/RTFLDtHUxB7pTAx93d6XQcNDoyAzuOs3td5TXz0yRnV7JBGM9fbnt1Bbs9K5FSu7aNs1wIwTckCCAztgDxfurpO5oZ/ffBP9xIqdvuRRw0ZHUWCJSn9FuEFYz2lmv0HZut+Q57CByRZRAlncE2UFGuyqU44qjnffUTkIvtNPZjrYEMZikbxRmsaJCW1EURVEWMRN7oB1fVdz+NhntJDPMkMccBhfa7aQUdoMK7W3BSgCGxkuhPT6TsEomAFgpE4xXhXZ3Gkmm2bqlv9P+5XV3c/Z//LAWN8mMZXQ64ZhDlwNlQWR3vBTaB1J3tG+8+TYAjpq6vtiWZIaQshgyJMPmGewed7rpHW3yLiFBBKET2kVHkFnt/bJy3WnV0S4z2kUxZNDyP892tAljYjLGZtTVzlGhrSiKoiiLmF0V2hu2TM3qPV2Na2ytCO2JdsKLP3Etd2yeHOjcibHM4ITc+Pj2gdeUVQoaB8loJ5klxN3D0EQZHRlvpxzghfYBMlE/1/QWABpJPdOd89efW8eNm7bX3Onpbspbosv4g9btAGz2Q2vSyR5HuyK0J6x70BjGiXJrrRfaZTEkVKY29jjaQ5K4Tip5H+0wLqIjRUeQnrhJv+hIFg3TkDI6Il6cJ3l0JJ0ttCWKiUmZ6uz8O1gsqNBWFEVRlEXM5C5ER269f4I/fO/3+cj/3V7b3k5LYdWpvP75xu384NYt/O2VNw50/iQ1dPDu68zEwOuq9sIexNHupIYm7oGgObO52L5tssNKnJBeyUT9XFNuvxEzATvo810VzdMzbV4RfY2Tpn8AlL2xswkn2seah7Cyp71f219yGCdkrXUPBlEutEMXeQlzsdwjmhu5o90no23SOYohpYyOiI+OZNEwMWnx14K860gRHcm6pJnB5DEUCbFBTETWd6T8YkWFtqIoiqIsYiY7g2eqf77Jucy33F8XwTOVosGqyFrSigBYe+dguWbXxs4JOjMzuKNd7YXd7i1g7EM3zWja2YWBY2NbaUhGu3EAQ9KlO1M68dmkE8chBjpzPwRUhfbMhLvvpdbtn3f2yEX7+JLfcV1HqgN0fNeOEd/L2lhL2s/Rzsej97b3E5ffzoVxNTpiiuhI/TOKK5Mh8yJK21hCk5Sud8bFun+rjrb7y0DehzDEBhGxqNCuokJbURRFURYxuxIduXvUFR0eumKotr3q/JqejHLOIN1NUmPLYSgzgxcd7qqj3c0MDetEZy4gASa33Q9Ae/kjATBTW4v3OtvLuEdnstwO9XurRkc6U24s/BLfyaSsX/QiunUATUnqxZBeDOfREWOhm1lCm9ViIHM52k1f2CimKrRzR7t/RjsmK0e+e0fbxCM0SMp+3v46STTsNqQdMlsR2hJigwYx6aze5IsZFdqKoiiKsojZJaE95troPXR5q7Y9zzI3o4CqxqoWBv7y7p071N3U0PCOtuzCZMY0MwSSr2XnIi/LMtfFA5CKUJ2YcM5zuOIQt9/0WLm28fuL1+PbStEN5QMIQJJWHi6m3D2PZC6Okj+EpKm7dtgYokm9S0dSCO1OcYzLaKc+BuKiI6Wj3Su0u07o7pLQrma0/V8UYhcdKR6W/ANJWimGzIwlKBztAMJIoyM9qNBWFEVRlEVGVQDvSkY7b6MXiNS250J7STMqnFGoO9q/GEBoJ5kpHO2oM7aTvUsyY1nSdDGVnTnambHEpjImvBKjGJ929xc1RwBIu+WQmWyizHJPjJavAe6s9PHOoxYAiRfqrcT9awuhnZFZIWx6oV1xtBNfXBiJKY5JM0Ng69GRiNRlvnu7juCmRhZOve8G4m/I33MfoV1ktN31bbyEUCzGryfIiyHD4eJctupo+zaCMVntLwyLHRXaiqIoirLIqOqgB8Y7c+/YQ+7c9k5MzMXtSDOqievqdW7c1CO0b/w8rP9ybVOSGVriBF3c3YWMtrEsbTkxubOuI93UMER5z0FFdI5PO2Ed9BHaxme0Aaa314V21dHuVNzpbMY52Y2uE9pFdCRLyQhoNFo0ehztTqfeGs9YVyTq2vvFhaPdIHEPNbPGqfuMdrWPtne0ix7ZPRnt6gh28U65bYz4Yzp+u89o59ER72hXoyOEjboLrqjQVhRFUZTFRlUIfeand7Jhy2A9q3NHu1dG5XGNkWZUy2jngny4Ec6Ojnzx5fD582qbkswyFDrh2Eh2peuIoRUHBFIvzARg229qBYPdzNCiFLNF0SAwPuVEZe5oZxWhLdObud+uAKAzXs9oT3cr568JbSew42ScsDLmPMtSDAFxc4iWJCTVri2zhLbFZJWe2N7Rzp3r3uhIw7r2fqWjXRXaiftOesR5Ne5RZLtj9xnkLnj+OaVhWQxZy2gHIQQREWmtOHWxo0JbURRFURYZueD7s8cfTjsxXLV+5+POk8yQeAFlehzLXNyONMKaiM9jJCcdOswt90/MFsF9rpE72s1sYpbzOhdpZonDgKE4rEdHxjbCB06A7/5TsambGlrixGPHRqWwBCba3tFuONc2TUqhTXeKu+2Bbp2T22rXzzpTnBr8ojh/Qbvsub2CydLRTjMyAppD+XVKcd3pVoW2xVgnkN3CylZ9ZRu/HqFNSifNXDtAqHUdKSY97iCjnWfWbXOJ+9e3BAwKoZ072l2spcfRjrXrSA8qtBVFURRlkZGbzg9Z5grbkgEcyKqA7N17aPRmnhqsZbhPdORouYv/vPc5HMb93DfeZkckmaHpixQDLHT6D4fpJTOWKBSGGmE9OrJ9o/v3rp+U95EZWj4HPsmQyz57Jn10RHxswiRlxMRkKTO2yYxtYGbqQvuMX72Jyxr/wkPYVv8sK20AV8hk4fB30wRLQLPp3OGsIui7FdHdxDnQNn/gCMvoiOvuYWe192vQpZP6doDgXfBmcb6ZbtZXaOdryzPahaPt4yb555RGbs027S2GDLGhdh3pRYW2oiiKoiwyckc7Cl1RY69D3Y90juw1wLlr/5SPN/6doTiozXIx1nKYbCYk41DZslOnM8ksDamIwHSwUd6JsYRBQDPqcbQ7vg+2F87g8s4tn9GeZKiIRHTSjHY3F5lOTNaFtnOhp2SIKKlPuvyd0WsAeKhsqxVDSuVBYSUTxefc7iYYCRAvgKvXSbrl62VMYaytONpldKSRR0dmTXlM6CSGqFqkGLkHqpZ0mU6y2Rlt0rK9Xz5xsuEc7Vxo559T5h3tXGiXjnaABNp1pBcV2oqiKIqyyMiFdhw4GTBIl4iqGO8thsyJxdS6jphKX+wm3Vp+ux/O0a4Ix2ywQs3MGKKgj6Pd9YLYxyDAO9o+OjLFUBGJmGinpWiMnZisCW2TgQQkxEVPaQC2llMyHyKjNec/6JaO9gEyUTygdLqJi1r0EdrdpDz3Mpl27RJrrfryYkjvHPfJaHfSjFAqjrYIWdCkSbevox2RFW0Zi3aHzdzRzqMj7nxZVAptYy2BVAR9uG91HfnA/97KMz7wgwVdw7wKbRFZISJXisjNInKTiJwiIitF5Nsicqv/9wC/r4jIB0TkNhG5UUTWVM7zEr//rSLykvlcs6IoiqLs7+Q6KAiEQNipAAZqArq6e3Xq41IzXhPkxlL0xW7lDuwOSDKzW452mlkntOOwngPPoxuNitBOy2LIKYaKriOm6s76jLatCH1rUiQISSQuh8UA3PeL4uXBMlbrOhKlk7RxDvQKmSw+5243wUpQiGabltGRtCK0lzPle2LPjoHM5WhHJLR7HW3AhE2aJO5BpCK0LUJc6TqSP3jQWAqApN3a9iyPjiRtTDWjHYRItG91Hbnw27fwq3sGix/NF/PtaL8f+Ka19mjgeOAm4M3A/1prjwT+1/8M8HTgSP+/VwAfBhCRlcDbgccDjwPenotzRVEURVF2ndyRDgTCQHbd0a6ktC+/7q7i9QozVne0raUhTgi26A4WHdkNRzvNM9pxWB9Y0/adTipCu5OWGe1phgl8ljmzlbyxd7RtUhXaGRJGJMSEtvIAUBGtB8toLaMdJ5NsFldAuZTp4gGlk6ZIEBSiGX8da20xsAbcGPZuavoWNjbEd/fozWjbri+GrLjggIlatOhy/3ibbRNlO8IsGqZBRWh74S7N3ox2Hh3xA2t8dKRYm4RIGBPtQ472vsC8CW0RWQ48GfgEgLW2a60dA54NfMrv9ingOf71s4H/so6fACtE5GHAmcC3rbXbrLWjwLeBs+Zr3YqiKIqyv1M42iIEIgNltOsCutx+x+ayNeAyM1YvhjS2dLRljuhIZVuSGWJS2kHeWm4XhHYQ0Gr0ZLTzMe65oPXXGBJ33mmpONqWUjT6jHZN6JuMIOzjaFfyzgczVouONNIJtoeuJWCLBGMtmbEkSYpU3Om8s0cnNbWR8BEZndQQVWMglehI1mdgTWQTd0y17R5A1KIlXb7/681MdyqRmLBVc6FzoR30ZLSLotGwQcdG2MxHR6qOtu86YjIthsyZT0d7NbAZ+E8R+ZmIfFxERoCHWGvv9fvcBzzEvz4U2Fg5fpPfNtf2GiLyChG5XkSu37x5c+/biqIoiqJ4ClElEAUy0J/6q72Rq4L59s1lYeCybHQH0ZE5HO2KmE4yQ8MmdKO6m7rztbmMdisK6hntXGibep/rPDoyLcOuO4e1GDPb0a5GV6zJCMOIdA5He4ylPqNdXr+ZTTMVLsdKQFO6GAuj010CmyGVceq50G4nWdkthIrQptJ1pFIMmfYrhrR9uo4A1jvak520PB8uChKRlQ9f3rnOHe2gV2gHMV1ibOoenGrFkH5t2YDf295irpqCvcF8Cu0IWAN82Fr7GGCKMiYCgHV3vkfu3lp7sbX2JGvtSQcddNCeOKWiKIqi7JcUrdxECAaNjvTJaI9OdRmdrhTvZaOzoyOU0ZG+jnZSji9PMktMQhI5NzXp9LQDvPajsGntrFNkxhIGQhT23EsutCsFg93U0PRCe0a8c23cMJnCBfaOtvQ42lEUkUpMVHO0nTDdGh7EwTJWG6feMpN0oyUQDRWO9pbJDoEYgqAshiRr+88L4h6h3c2nQoLvo1062sbOjo5ENnHFoT0ZbYlaNEl80Wd5DRMN19r7hSbBECCN/LNxn1XohbYNQrpEfdv7BT7WYgfM1u8tBmlfOV/Mp9DeBGyy1l7rf74SJ7zv95EQ/L8P+PfvBh5eOf4wv22u7YqiKIqy3/LCj/2EP/nwj+bl3LkWDQMhCmSwYsg+XUfu2DKJS2y7NoFLs7FarMQJ7TI60ndiYKUQMMkMsU3IYie0u52Z+r7feCN8/PTZpzBuYM2sGEwhtEvhl2SGoVxo5xEVk9Zb1QVOUOfjyN09l0K7n6M9Gh00O6Ntu9iwBVHTPWgYy+aJDgGWIKwIbS9MnUM829GOq3nrSjFkms12tAOcA97raBM7R9vltyvTK+MRhqT8a0NgE1KJCPx1pCejLaFztEk7GEPtMxMvtE1PJ5SFpruAUZZ5E9rW2vuAjSJylN/0FGA98BUg7xzyEuDL/vVXgPN895GTge0+YvIt4GkicoAvgnya36YoiqIo+y0/un1rraPHnsT0FEMOEh3p52jfvnmKYTqI/+P00rQ3OlIWQzZJam53QVKKaVf4l5D46IhJ647yXKSZIQzE3YvtI7Sr0RHf3s9KSBJ4oWuSet5YAlKJi9hEZixiDXEUuYx2ZWx7vq6JxsGsYqLWnk+scYI6HvKOPmyZ7BDit/spj+Lvs+aq40Rs3dGO3WAYCcrJkH1E7QjtSq47z2gP0ZIuncTUxHzaWsVSpmvRkYyYIHZFj71CmyCiayNIu34Eez5SMiyiI3YfE9pJunBCO5rn878WuExEGsAdwF/gxP3nReQvgTuB5/t9vw78EXAbMO33xVq7TUT+CbjO73eBtbY+kklRFEVRlIEx1eiIDCa0q6Zgvvu2qS4jlEJ5aU90JDP1jHYxMLAqhqut7TJDZBNSHx2pdv2oTlnsxRVDir/mjh3tjs9o26iFES+DTIqxUa3oMAsaBN5pHp9JCDDEceyiI7YiJH2kohstJRCL6Zb3E2AIwwikRVOcmJ/qZKzAEFQGyYjJu45QE8Gx9BmnDpigMoGx6mhHLUjbLJcpQgxGQgIRfzIXX+lkpibm09YqVkob6z+jyKRkEtL0orkQ2n4NEkTO0e5TDBn4Bweb7GvRkf1UaFtr1wEn9XnrKX32tcCr5zjPJ4FP7tnVKYqiKMqu86t7tvOh793O+//0BKLwwTn3Lde5gcjAxZC16Ih3MZPUsERKYbkkHe0ZwV4fWFOI8KrjWXG0TZYQYEl9dKTax7oYPjPH2qJQMJY5oiPl9YqhOFELa70MylIyE9ZEYyblYJrR6S7DGOLIC+1sdnQkjfIhN+X9BNYJbQlcbMNai80LCIOwKGzMM9/GWiKpO9q1YkjvTpuw4f5C0DuCffhAGN/EcqaIyLBBReZFbmBNN6072tnQKiCfYvkw52hL6WgHlYy2IUSCgC6Rj47U2/sFsc9o9+TGF5rOAjraD87/D6EoiqIoC8RrP/MzvvaLe9mwdXrnO+8mg7Tb+63OX4mOBLshtPOXibGlo91cxlC6fdYEyaIYUpLyvWpLuoowzSMUaeyiI3VHe26hnWRuBHsoleiIyUpx3tN1JCKDMC6FqEl7OmiEmLBBZF12eXS6S4ih0ejjaPtz57ny/H6sd3tddKTFkO86YoEACyJFYWNk84w2/buOSKXrCGCDhp8M2ZPRHnGiOXe0rZRCW+IhmpLUHXIg9UI76Lie4yEJmZSj3vOcekiGkZAwEBIiyJzQLydDBgTeoR+0//l8klZc7IV0tFVoK4qiKMouMO0nDw41wnm7xkR7fh3Bah/tWbnmOajt41+nmWF54EXVisMZysZr+zWn7qHVZ2DN12+sdO2tREdy57mIjlTfy6MjMvtzz4xhSLosMduLiEunWxF7FQe6mxpiyVwMI88vm2RWYV8uZttJxuiUi4404ohMGsTMFtrGPxzkQrvjs9VBGPmuI67rStFGUMIiOlII7apDTN51JKutC3yrPnFdP7K0spZhNxwnd7SL+wPEF0MmSUoolsz6qM2QOybMhbZJyYKoyI8H/jsJbYqRiEAgIwCbFZMhrf9OgrxTSdrTLWYBmK60edxfu44oiqIoyn7HdNcJqzwTPB+MzcxvxrXMaA9eDNnX0c4My3KhvfzhtLKpYgAMY3fxnO+fyXPDHwJeaPvr/v2VN5QnrkYtfFY5i93475qj3fVC2wvAKmlm+ctbX8Xb1j+zuLd7R8tBOr3t/UIyJIxLx7fX0Q6co93wI8tzR7sZN8iCXkfbt73LhbYXmTPdzGe0naPtMtoU4rQWHbGV6EhFaIdFH+3eKY8jDNPhtgcmuW+s4vSPeKEtU4RksxztFl2S1J1rG0tJichGXEvksOtGlUe46EjutgemWzwAmCBCRMgIsL4lYk1o55nzfUBoz3TLz7Gr0RFFURRFeXCQj/iezxkYY9Pz27Uhj3AEIi5usYtdR/LXSWZZFnpRteJwAJZYL/ymt9aOz9vbAbVivFp0xDvPptEno51HR6I+QttYDp2+GSgfCDZtqwjQnox2TO5oVzLaVZErAcY72nl0JMDQbMRkPdERmyUYK9DwQ24SL7QTJ7Sj0DnXLRKstYU4FQlmO9pehHeIi8+pk8zuiW3iYYbpcOsDE7W+23VH29Qc7SB2fbSNd8A/m53Ovz/8A5jhg937uaPtnWvCiMwKkrkHpJgMIxGhCIYATFb00bZB7mjnnUoWPjoyXRXaGh1RFEVRlAcH+X+07Z6Zt9aXsZl5Ftq90ZFdLoZ0pMawTLxQ9kJ7Gd55zvO6npaUjnbVtSWtONq50I77jGDPoyNhOU6939qMb21yd1VoV3LMqbHEYpAgotHM2/ulRabaLSTChg2a4loSjk4nhLj2fpnv+JE/aWVZRkpA4KdJSubuZ6brIhphFHmh7aIj1uLaIQYhBBEGmeVodwuhndHN+kx5jIcZlrYX4ZWYUXMJmcQsl9nFkBIPEUtWiOBxO8JdQ4/CttyI+Mg72qFNMYG7fiKRG2Dj12UkIgggtUH9rwBSthAECPYBRzv/y1NIRtpduPWo0FYURVGU3WB+He29Ex05dt3beVx6w0ADa3r7YwMkqWVZkDvabrbcCjvhBtpIXWK08i4ZQCTVYkh3vLW2HBATNujYuD6CPS9sjGYL7cSUjmVsnZC8t+Zol+dJjXXFhWHEkqGyj3ZWy2iHNUd7bLpLKBYJQlKJa+dM04SMsMgn57GJmY4Tz1EUueiI76NdE6cipBITe6Ft/cCaRHykhIxOmpWudS60GyOM0Kl3JAEIYpLGMpYx6e6xR2gDxKmL1GQECGBby9xH3t3ur5li/D0muKE9xrjvzASRGwpUZLTz6EhQ+272BUc7j468LbqUI//3ZQu2DhXaiqIoirIbDCJOd5ft3tFe2pyfLrz52g/7zRc5Mb1hoBHstX2KriOGJXihvfwwAFbIlBPUpl7Q2ayMYK9FR7yjnRnr2u4BNmrS8S3kCjrOce3NaBtjaw89DePWc89oVWiXa0kzS4yBIGJkaMi/PXsyZJ7RNgbG22mRqzaBv75fW5YmZASEjbqb2/W9pMMwhqjso20shGIQH7dIpUFciY5EGFJiMiuEktXb8RWO9gjDtOsiHCAISRvLi4x2NTqSj5Uf8t9XiuuxHcTDdGxMlAvtPDoCJESENqlFR/KMNsaUDye5o91vdP0CkUdHDpcHaE1uWrB1qNBWFEVRlN1gb2S0l7TmR2i7tVsCm7h4xCDRkT4Z7TSzDAWJiwwMuzZxB8iE27dHaLekW3QEqbmwPqOdZGUrQAkbfsx3xdGeo71famwtPjFk3flqRYKV6Ehm8q4jMUuHXbxlYnq67G/tFlB0Hcl6OoWkudDOp0YWQttFRwIvMtsdXzRbiY5Y72i7czkJVm0XmHm33UhISkhcFEP6dYX+96Exwoi0+zjaEVljeSWjXe+jDW5qJEBGiIgbWrSdkSI6ElGJjhATGtctJo+ihLnQtln5cFJMn3TXCLN9ITriuwPRLf9SsgCo0FYURVGUfYxcaBdT/fYw1e4WDTuY0M6jI+eE/0cjcSI2yQyxGNffeegAwBXiGUMfR7vsox0zu492NzPEeaQkbLqhKP0G1mR10ZQawwGUUyOb1om8LeNl9rt6TGJs0d5v6bATx9unZtw48WIyZFA42pmxGGMKQVnknvOx6VlKSkjY9I62F5ntrrtmHEUQDzlH3xifBbeFOK072l7QeqGdj2CvTqwEoLHEOdrdzN1LThBhWlVHOy7f8/npEZ+pTwmKjP64HSauCe3c0XZDe4wpHe1AKKIjea7d9ma09wFHeybxE0mlu6DrUaGtKIqiKLvBvDravr2f3UMXeWCizZfX3V38bGwpdpuV/tY5G7dNc9Wv7qtty4zlUDbz3vijHDX6PcC50E60htBchpGw4mjXOz1U2/uFtehI25/LlDGIKKbbm9HOiyFnCW3LgTJeXsd2XHcPUxGglehIltmiI8eyEedoj0/NVHpC+3hG2KQhqS9gLJ3urK+jHRI3nWiPfHSlneSOtus6EuAy6Pl18uhIUunLnY9gN0HkzknaMxmy6mh3yNIeARlE2NaK/o62n/SYR30y6xztQHCOduI+37inGDIwLvITk2KDuBIdydzDSV9He+GFdu5ot+io0FYURVGUBxvz0XXkY1ffwRFv/hptP2xjTw2IPPfin/DXn1tXFIjlwglwOeQeQf/MD/6QV1y6trbNWMuwOMHSyFxBXWoMDR/DQIROtIwDmHTn642OVAR9P0c7zcquH2EY0SWqZ307/R3tLLOsrAjtYWljLIi/fpcGD4xN8PONY37NtpgMuWyJc2AnptsYH4OwgZdGQeloi6043VIX2sa4riNRK4+OuO0d72jn0RGgEK1BRZxmQVkM6Rxt46MjQeFolxlt71A3XFeWKJ30x/m/fAQhMrSicLSlmtHOHW1KR1sQAhEmvKNtrYvh2Ep0JPIZ7TxSUg6sMS46IrMz2nk/9B2SzMD6L+98v91kphDa3cHWM0+o0FYURVGU3WA+HO1//ZbrBd3xvboHmdg4CLdvdsI4786RRwEAGnRnFUPmxZjVMdaZgSFyoe3GzzsXunROO/EKlsuki4j0CO1IDNaL0P4Z7apzG8/OaOcDa9K60E6MYVUlOjKMm5iIF8dtGoSkbNjqu20YU3TkWDGSC+2ZWa3qbFR2HSnceT+a3a2jQzvJ+PU9o2Q2pOGFduhFXafrPsM4igs3OcrapaNdZLTrxZAhGUhEStSn64hbm3ihncc92vg1BRHSXMYSZlxhabXnuHeb84eljJBAIAjEPdT4CJFzriO/tjw6ArH4jHbguo6IybCW2kMDQeTy6oM4yDd/DT5/Hmz7zc733Q0KR1sSQpPM75+gdoAKbUVRFEUZkGqUYz66juSjonPhuyvRkXUbx/j1fRM73Cf1569GRxo2qbXuqzJTGWOdGkMLL5RNWcAY+1Z5AN14KcuY7tt1BMrWd6FUoiNelLl+0W57kDvaZufRkcxYVsn24udhOhhrER/3aNMoIhjgMtouVhEzMpQXQ7aLwr4iOhI0S7fflkLXVKIj6zaOsWV8ioyAZhy5GIiPjnQSL7TjqHCTw6xTZrSlktGm7mjbwDnaERlJZmd1HQmabqBPM82FYTut3gAAIABJREFUdly8Hw4tJRTLKhkHP/jHLcStYUnhaPuuIwJdIgLjnWvJintMJao42k5oByKkhGDTokiycLRF6NIoHjZ2SP59dqd2vN9ukk+DzB8O6Y3Z7CVUaCuKoijKgHQqo5znyx+LSWmmToTsSnTkORddw5nvu3qH+6S5o+0FFUDDdmY553kNZnWMtbGWIXEit5HlcQ9TywJn0RBD4iIi//bN9cWxNh/N7Xtm16Ij3qGuOtoSRnSJ69GRXJCZpJb/TjPLI+T+4udhcaI5KBztmJisEF5Z5mMzQYj4iMTkTLsS6ch7QjdoSkqWGeiX0U47XmgaMgIeuqxFGjSJc0e76KMd17LLhXPur1OLjhgnqm0QkdmwKM4su4649YoX2i3/e1J1tKOWG19/sIxCc2n5+fnvYETyriMBIhCKkORC25RZbHCOdlgZwW4lRvJiSGPIej8zoCvxYEI7F77zNNwmfxDOHw7n6zo7Q4W2oiiKogxIdazzfP0l+hPxv3HxPc8F9rxrXjralkYlo51vB8BaRkIn7KqOdmZK0RJnVUc7LbLDWTjEEB2muxk33b2tPGVzmV+AEzu5oLZSdhZJs7K9XhCEdG1UjGR3J6+8rk56TFP+KPwpmw98LOCjI7bMVc/Yho9guHOneUu6MC6Ea5Z0fQ/rrFYMCX4MfMXRtoWj3fEueMbDVi7lYC+083HqXe9oB0FYuMmh6RR9tAtH22fB3ffiIhpISEJYCOzeYsig5aIjQ5nLaLdtLrRD4iH3Wa+UyUKQuy/NrWEpLvaTEiIiiAiJjRCTkhr/e1HpOhLa1Gf6y+hIZgPEZv7BoHTnwWXio4GEthe+ycyO99tNjIVGaGmJ/11RR1tRFEVR9m2mOtU4xPwo7SeHvyhezxXp6CUfN92PakeRXFDbSnQktt26oP/FlVwdvZKYtPZgYYyllWe0TTVXbUrBGjmhXY2BANBcDkDgBXouHLN4uBz8YkqXXaKIDnFRWAgwOVMRSpXtjU0/4mAZY+MRzwdcVMCYMjoyY2Niyej6h4bU+LHlQVRmnk2fntA+i22SLuQdTCTE+Hsl7c7qupEGTRpeZHZT/50EYeEmR6ZT5pp9RjuTRq0YMvSFmhlh0R+8aO/nj8mjI0PGRUc6FUc7HCrFtVQd7eWHMUOTNcGt7roEBAJhUDrahXOdPzhJTGTzPtrO6Q5EyBA/GdJ3kKl0N+lKg2iQvtXp/EY6rLUMB5X/u1igziMqtBVFURRlQPaGo11l0OjIfdvn/rP4tqlqD+lKdMSL3dj2FEOO3clKJhiiXXe0bekO1oV2OYEwC1sMSdd3yqgKbSf+wtS5qfm102ikFNq27DoSBLHvOlIV2pV7rBREhptdRGXbQ5+IkYgRaZNk5f3lIjT1kxpLQR0VTryYpFIM6aSR9XEPk7ZLoR0E2LAcwZ5ltiY0s7BJAxe1yB1tJKg42u3ZfbSDeFZGmyDyGW33ecRiis4uAIEvhlzmhfYkLb++qCaug6qjHTW5MTqW4wJXfJhStvfrEhHYxHdkqTw4+GE6RX/vMCqiI2Kr0ZHS0U5kFx3tdL4cbcuwVAS/OtqKoiiKsm9TdY73Rg+DQaMj943PLbQfmCjfy91tYymiI7Ht1p1zLyqbJLWMdmpspevITLEtytv7AcZHR4oWeh7xojVIehztcKjSJs8WwjLwGe2g4oyGZGR5Gzt/zNh0lx/82vX7DuImib9+kplCtHesd2e9sEvz4sIgKp1YmzmhLaYcSONdaJJOLaNtg2axhrxIsBTabgJkNzN0fR9tJCwy2pFv71ftbpJJGR3J+2gvGWqxfMmwE9i4ji1V1zj0OexVuCLQCes6nhBEtQLImqMNrIsfU7zOrCuGFF/cmDvaAaYobk2lQWhTMoPrfFI42q6Pdt4SUWpCu1l0Udkhu+NoP3ATXPvRgXY1FoaljBhpRltRFEVR9nGme4oD55tBr3H/DoV2KWSSrHS0y+hIUi+G9PnnpvSLjviMtil7X0e2FJomGmKILklW6f0MRbQk7ImOJFEZHUlN2V0j9ANrckfbeqd3hlzkumP+5es3c9v9ztUNw5AsHGLYC+3QPwrlhYKZd7RddKQutAOTYkwe6fBxkthfK+1U+mjX2/vlxYv5MSZslkLbt/dz0RHnaEembO9XREdqGW13n0EYccgBS2j5rHxDsprQFi+mD/TdViboL7SpOtrA2tbji9fVyZAJEaFxjnYsGZI/BARR6Wj7NRTt/fzDSfUzg91wtHclo73uM/CNNw7056TMWFrqaCuKoijKg4dqRnu+dbZgatGR0akuR7/tG/z0N9tm7XvfdiciomD2yPatk6XYKDPaZR46si4CUZD5eAhJTzFkpeuIKcemR5IVQtpEQzQlodtNyk4ZgHhxWghtf+0kHCpHmVdccAlD33LOXW+qmxGSVYR26VTmEZUwCEmj4SI6knfsKIW27w1uLKH1a/bOrdi04k7nfbSH/Ic20+NoV4ohrfVusz8mbNHy0ZkkrURHGk4Ix6ZdOOdl15FSaOfFlXmspYj39MQz8oE1+UTMSevXGoR1cd2oO9qb40OK4TZF4anghLZNyLJ6v+68x3eZ0Y5mDaypfmYASTCoo92u/zsIeeeZAUSztZYRFdqKoiiK8uChKjznW2hHmFqk4/o7R2knho/83+2z9s0d7UBmC+2kMnQmz2Jnpjc6UnGfTd6NJGWmEpUx1tL0jnbTlO39QjtbnGbdqULoupvx7e18HjcfwNINhgt3uigsBIIwrkVHJtpOuM/Y0k0GWDYUldMko5AsGi6iI2FPdCStFF2GRTGkF9omLWMTeYFknEdH2khRDBlAmDvd3bowBkzUokXihHZSKYb0greRTWMtSKVTR1VoW9/5hCB07nF+bz3REeIhDMKBPjoyPqCjHYrw8uRvANhgH+r7aAtd69ffnfG3mcdaYjcR0ncdwY9gTwkR340klHp0JJVG0Xkl52NX38G3199f27Z7QttPBx0g120sDGl0RFEURVEePLSrQnueU9ohWS06kk9pjMPZYjovhuxmptZlBHq7jsyOjgBuct7/z96bRsuSndWB+zsnIjLz3vumGlUaUAkoI0QLy4CFMUJYjQBjGTdept3ddjfY4AWrkY0Buw0YaHC7AavlHpZpmmWDMdgLN2CzaOGGBjMIL0CgAdAIsoYSlFQq1fSmO2RGxBn6x/d955yIzPuGeq9EyTp7rVrv3riZEZFT5T479re3IuTYv9Kj7UuPdmEdYdIqirYM/YX+ZDoMKYp3I4q2TUQ7K9ppSBG5gl2J9tHGwcLjRIf+xFJyZtnyYCEAa1v4prSO5MIaAAiiaKcCGGPzMGSZoKE2CCvHcutpYU2TFW31W5PRSMAlFmKdycOQNinQC39S5GiXRNsBMeYhVUlESfYeminaRDjBCncT18qf5tGe/AxOGPnl8Jm4f/Ov8RgucDMkEUbIuUjOeT43KayRfG1Y9minYUi12xSLAGcW6GZE+4d/4wP4f3734cm2pDCPT4+iHWJ+v97ofZ4OVKJdUVFRUVFxg1h/FFNHGviJdWSUXxq7/dWtlenAdDEATH3eZeNkOaw4KRgRor3AiJN56gg0dWQDxJhj/IRIZ0V7RrT37+ZzFyVyIUN+GyqGIWP2aFPTYoSFkXO5unFo4HMxi1hHzi6b1DKZPNpqHcHMOqLKeQhcZmPawqOt7Yelos2PhUqPNhmgaIZM2d9iQYlNto7E8j7NAg4Wi1BWvWfrCL84Rca2ZHynhceMzALACe3hLPHzOVG0mw69KNRzRbuZLdKoiPcDgJgUbRnuJM4gD8FL6kgLK8OQ6tHmhUZ+TzrTbVlHTgaPq5txsu2WFO0b8HWHiJyhfbPHuY2oRLuioqKiouIGsR6LZsinmWgrydIa9lEKV7odRLu0tKznRLtg63kYctrOOLnUrx5tGrEpFW0fsaJezs0Drhe/s0vkNAjRjsNJIvI/ar4MeOU/4OOIEt4ZIcG0TATI+Zw6Ym0LFxu2WISAo80ASxHrOB2GXLYWBgE+EtrGIOywjiRFWzzTTv9W5mhHL7F7WZ2mTon2ejIMmRYVrp8q0ADQcupI74o2SWMBIqxphUU4QUg52vKcmalCXlpHkke7KLhRbMxe+vmw9GgDOFblf+bRtmb63tEKdiXaYZxZR+TcohsL60iO9wua7lJaR3Yo2uvB46ifZb0/lWbIXq0jN+bRngxD+plvPATg9143aRl9OlCJdkVFRUVFxQ3i6baOTMivRuAJUR6vYR0pz2uuaE/mHFO8X0w+aQDTghHxI3ezwhpWtPPtQn/Edo+YrSNomfzF8SQpyj9qvxxYHGCNLllHWhSKdgyAV7+vRwTBWAOnFCW4lKF9ghytB3DEopUKdGtIPNKsNKulRFsTo2RvRy/PsW0AjbaLbnuwT+P93CaTMbKwxmCIFtFz7N0k3q5ZoYPD4EOhgvPflGjPc7Szoj0gxmn0oL4H7IzMAlOi/VvhRfjN9nOAux4AABwr8Z4r2mauaEszpCrayToixJtkUTGuYSjmeL/Ir02Inh9/sQjwM6I9+oDBBxxt5kT7KaSOJOvI9e/jQ8QeymHIGaF/6A3AT34F8ME33vjxnwIq0a6oqKioqLhBbG5iGNKHiLd98PJN7X+FTAZ0yE8F6WtZR9ajTyRqyzoyUbRzjnZLpyjaYXfqSBnvBwDjhtXFchgwit0Cw0lOHZG/bbBMRNtEPvaaskLtQx4EbIyBF98wgsOxtEIOlAcR+XGwCh1g0FqDYJdY0piLdABsIP5xUbQp6JCikskGRjzapd/YyGMxfhrvZw3gYRH8uJWjbZoFe7RdgEmKNr9eG1qxdSTFCApZTcOVG6mBD4lo62KlmXu0AQyWfd8ncYFHcQe+99y3A5Kbfc9dd/CNZh7t+bCs/uqldh7jiZyyLgLEw66WDSsV7EIfY+BmUJp7tIv3iS7WDk8j2jfjnb4pjzYm79et+6zls7m5sn3nD74JePw9N35e10Al2hUVFRUVFTeISerIdW77urc+jC/7/l/DL7zpXTe8//1ieKtJRHtqHWl3RPitB4/ze538LATv6oeB134yvvQtX4EzYALlQrajlOp5O1G01aPtpsOQMcf7AYAXom00Kg9AbERlHbKiHYRQrrFAm3K0HXykbAVxvaSORESysEQTRftEFO3BTIchdYBRFe0oivaksCZZR+TcdfAz1Yyzoq3lK0qAs0d7k+rcVdF2sKzCS+pIspu0S3TkMYzjbkU7bnu0gymaJkM5DJkV7WaHR3tomESryl++KxZ7XHk/J9pzRVt/dUnRFuuIndlaxmPZ3sKIdYTP2YnanulkMB2/t+TKiL6HTreO3IyifSjnc/37xJitTnycmaKtpF0e2wQ/8/XA67/7xs/rGqhEu6KioqKi4gYxVbSvTbVHH/Bq+zp88c/9aeDqI9fdd4wRe5TJgMbj6WGUJLenKNp37DNh2zg5x8sPAceP41lX34FPog8DON060saCkHgtrBmm1pEArGhIamYoibaqrW3Onk7DkEI0N7RAGzbpPg42D+2V5S+mgRHVmA+0i2hrHF5MRLsRos2pHznBpBdFG7KY2FK0wYq2T1F1SpqlzdJtthRtB4sQXEpKIZuJNgC4oSDn8txszB6WYY0QOSM9+donw5BMtGmmaNsdHu2xYUVbPehUqtWLA6DdnxBgALB2TrT5d1dYRIDCoy0LKFJiK/F+Xmh9iH4retAXCj2Q21SPejdtIB1vRdG+vq+b4yjLYciZR1tV+uFk93H6qzd+XtdAJdoVFRUVFRU3iMkw5HVua43BK+1vAwCGi3943X2PPmK/sI6omqmK9qCKdrP91b0ZPS4kRVtIYVHq0oh6rdYRrtQuFG2MeeFQ5miX1hHxaF+hswAAJ4NpU4+2qMDjmu0OyKRtgyXasEk+ZAeLTRDy6IvadmkfdKV1pGcylnK0fS65MQiIIDTWMNEmB+fHVIqTPdrSvuiLfGsAQRVtVZpFzTU6DBnKCnZuU3QwiJ5j70pyboScu2EzuQ8A9LTEMnm0iwr2gphqBbuW6UxTR6ZE27eiaMtVgYkrpDvY8mcDOzzaui/ogmcjp6zPDT93RgmuKNppEeT9VjOk11hEIecng8ez8QTO4QjHRS77qR7tk4tMdN/8z4GLHyhuP+SBxhsi2mwdCTC8ODxV0d6hjrvNbgL+FNBc/yYVFRUVFRUVwDze7/qKtl6Sf+TiVTz//mvvu3ce+6WiLSRL69E3Y27ymx9n9DER7aS6h4JIkwfi6TnaCwwSLQeclqPtfMQKAw7pDO6IlxGGYwAN+62tEm1WWUmGIcdoQeodpyXO+bX4kJlor5OiPSAEC4uAaKyQ2Uy01xvJ0445Wo8fB9AgJkV7EJLn+3UahkyKttyHomeGadU6Ih5tIfokfmXbdHDRgNwm2VBY0SZ+XX1uk1RF24qi7cep3QQA1mYPK3eCCLWCTBXtnGKif2vSAmnevggAoWU/9i7rCO5/WfJrl7A7hiGB7MVWlVkXDlo3T4V1pPRoIzquui9TR6z69I+B/buwHj3esPx6HMYVDjd/AWeWcqzTUkf+lxcA+/cAx48Br/g24PP/nuzvKN/mBrK3eWHYYzQLHoycH0f86DutI67fvf0poBLtioqKioqKG0TvSqJ97duOPmAUIvn4k5fw/OvuO0wKNlK8n/A1JdBF0eNk+4V9UbQT0S6sIapoFznabdHcuMAIFwKssUUF+7aivaIej9EFPg/nkYj2bBjSuDUasXSoPWFDS9wdriYfsoPFOijp2sDHJRNKslMyFxxONmJDCB1fi3dl9nbIw3lCdKPbpCsCWttulGiHAbAohiE5r1uHIVXNNYbQo4X1m1xYU5xbLKwjSjRVBffDLBIQOgy5QSxbJpGHIcPYI4QAQxFkWgBtYR2JWx5tL0R6HfkxTwYdP/trsQvbqSP870hTRduoR1ssJeSElEphTbIPeT8t+QHg1acvRFbtR2dojUf6HYr2LnX6+LHtvw0F8b1B68gSA5xZYPQOe3OLyrWsI7dR0a7WkYqKioqKigK98zieD24JJor2dfYzuIBB9KxLF5+8geOGa1pHlPS6GdPW7cmjnYh2to4o0fan5GgvMOY44ULRPiku9fvAFewbYmL3w7/OVfAUc+qGZk8bv072ECtsrqcFWilsUaJ96HSobihIa8PDkDEr2ptBFe1ZvJ+Q4wCDvc4CKcd7nVToRyIncJz38hp4JcCSRkINbPT5+EIyLRE26EC+n/itjZ6bH7MKnhTtTJoJU0Ldmz2s4gniTOmOSdHe5KsQ8wp2WYBM0M0U7e0Z2S3MFW0l50HepySDiZo6Eu3UOkI252jzDdSjXRTW2Jw8AwDr4j2UkkdiTPafa6rTJTm+WaId+MpBpAYbtIhbRFutIzNCrec23/4UUYl2RUVFRUVFgS/7/jfg077zF3b+bT16LMQjPVe0H7myniQrjD4mon105YnrHrcfPfZoW9HeItqzivXNEHAOR7ivYYVOLSaldURJuyuGIctmyAWNadgypY7QmPcFblRcYuDsawB/8DgnQJiQFW1rOwzRwoii7GESAexpiS5ukqI9osGlQWMvpM5cBuuMoWIY0mNUoh1mHm1RtO8+u8eWBMm+DmMexnwinsM6drgnPM52nzj3aHPNuA5Waia0MUy0bRnvRzb5x2Ng64hBgJHH38hCI4zrrWHI3qzQwuUWTqOKdraOaNY3WS7TaeRcdzVD0lIU7WQduT7T3iba8nQm64gOPU6tI0YUbTJTRRvBby0CtLRIrRfHfX6fHWo7pLtGGkiJm1S0j3uH//n//T1sRm6tNMRWpD62CHNCfxrR1nOrinZFRUVFRcXtx+8/wmkDuzzYm9Gzcrrj75/zvb+CL/+BN6TfRx9SEcjJ4aXrHvc0RTt7tKcFNor16PFLi7+L//bXviD9zjfMinY3G4a8MUXbTerbyY+wCIloG0QQAidoiN/ZGCZ+1rOi7GATuRtoiUXYsK+ZPHw0eHKjinYvdebZixyVvPkRFPJgYwQV1hHIMOI09YTcJtkuPCwejnfh3vhY8ofzyfJrM5oFOvQpdSQtGgyhj2wd0ePDaPQgF9awop1TRxLRHjY5R1tTV6RgZunEspDi/ZgoR9cnuw+lCnaN9/NbCSK05KHUncOQp6CZ70M92mIdMUJgbSNWICHgxomi3UxztD9y+XhrEeCKiEcAOCnsR2khWhDlMK7xzod3ZFkDM0X7MP98igr+f77+ffihX/8AfvxND4kVKILIYEALPx96VKI9J9RpSPP2eLQr0a6oqKioqNiBJ4+HrW2bMWCvExKy4z7v/kgmA6MPSWN0xzuI9u/+GPDk+9Ovw5ZHexrvp+ryXNFejx53Ey8OLuBqsrc8+FiOJ1tZGawscrQ7OERRgJcYEqHPHu1xQupJ7BpaGmMRilIasVsYYqItHu1QeLR7WqILG4TA0YKeGjy50ezC7TrzYLJ1RFXoEZZVayFDWliTFFV5PHHIiraHwcPxLjwbj0uRjZyzLA5Gu4e9uEktj+mxEKFHB+MHXkwAnDqiRDO4SVIKANiuaJPEXNFmArrwSrSn9ozoNohl9KBpkv2FmySnirZdMdFep3g/XBfbw5D8r6fsleeHOR3UtEo6bcfWEWmGfOODj29VsM8V7dI6ktohlUCTxdWjI/z57/v13Sd8qnVkd472xSN+jy5am65QgAx6tPDDDeZo6zGD244EfAqoRLuioqKiomIHPnRp+8t8PXqsRNEu1d55GyMADD5gRUxa7XA1VajznT3wuq8DfuiVaVPvArqirdEi2zyA7A/3odgPpr7xl7fvxsZ5/MePHOL7f+n30/al4fskRVsIYlxwsckBreFCwIcuneCRS7xY6DBOHqN6vkcdkENIqRjqd7ZE2MQONvTJo63cbjBLtBjh3QgLj2garEPO0U6Z1EryNK8h5PITD4vYLBIZSmRK7kMTRVuiDIVoP4eewGb0xTnz/p1dYYkeUYl+so5wRrUN2znaIywg1pGyGbPp1LpS+LqTR5vPbalE28yJ9gCS55itI+zR5ud526PdLPm1W2Mpr8f1mfZ2YY0q2qJcexmGnHu0tTGymVpHLMLWMGQQRTv0TGDLLPbk0VaivDyHNuTXcgunWkd2Z2+rYn6waAorkkWPNtfLz/c3V7pLEn8bVO1KtCsqKioqKnbggxe3PZrrIVtHSkl7q14awOgi9qRJ8SydpBxsAEAvyvc6K929K0gggM5MK9jzMOTMoz36lC/9MvsubAaPo35MhTcAsDCOvcWhGIYkBzRLjHYPB+Bq8L/3b9+OwxMmJAtymIjnQgK13GSiaCfrCGFEAxMGNCSpI0LulGiG4SQNEA5F9N68zjyoght8KplxMIBdFIo2porqpDBHybnBh+JduJMOsT6+mot01Dpi97CHjRD9rByzot2KRzvbQJhoSjOk95wIQkr0NfWk32qGHNQ64o8n21MF+5iHIcm2mbwjTKrhFc3e1DpiboDRmVNytLWdkoTAGm36FKJtvXq0O1iiNAyZiHahaMeWH2dMw5AF0e5nivbqvNSkx60rNQBybjaQPzOgU5shr4oHfK+z8NIaSsZiiG1uBlWcah0pVfRb92lXol1RUVFRUSEoyfBc0Y4xYuM8Vq2ofcXf9Au+xOhDqiw/i5Opoq2tc0oMAfRjmA4oKtEWArIZHL7YvBmXLl/CN/7EWxOB2fSbdJzn0uNYjx7L1k6bH+HRGEokPah1xLYYmwMcYJ2sI3oOi5l1JErRi9MSE4pb6rAhwoAGFBwr2tFuqabR9VwkYpfoY85U1vKZlOFMOd5PrSMelompy8OQBrGoTRd1120m1pEPxbsBAMOTD+XnJSnaS6ywyf5tYazWZHXeFIONqUwnjIhhStpRlM/k+/D+BjtTtOWcoy082uqrnxBtN/GuK7ozd6KPDZ4AK9u3omg79WiLok1Wz02Itg5DiqLtCqJtijp5oFC0h2m8H4CU5nPpCpNm152DJUmh8XFrwviJy1fzZ0vV7eW56yraIearHWQajLCT1JHN6PHkpYv8y5Z1pFC+b0PySCXaFRUVFRUVgivrTJg/eGn6Jdu7gBhRDEPmv+1UtH3AUlJEzswV7Y0Q7WYx2X9JjjsztY6cHx7BP+3+d3zPh78KP/27H8K/e5vUqh9fTPfZpw2cjyBQUnQBoCOP1prt1BHbwbUHOEMn8D7CECWiPbeOUFSiLer1xKOdVeARDWwYU+rIPNkiuAELGkHNMivabiN+56zcRsrWER1GdLBMTAtFu0wKUaJt3AZGmikjDB7HeX5Nrj6alX5RbV2zjz1sUkpFUqcl3s+GMqrP5ujB4KZxfOXr6ftccqPKtTxvTZymjujAIQqivVvRnhLtxd5Z/Lnhe/Fv/cvlfHFdnObRDjOibfU1kEHNRoi2sS3IYGIdmZ8bNUuESAjSHFq2QWq85Hs/zCk8x8QFR0sMGEOYZL8DwIMfeRKv+f/eLScp++kOTvVo6+fQh5D8+2Qsp/8U6vjr3/2YFC7hOop2tY5UVFRUVFTcNlxZ5y/juaKtPmz1aMdC09bYspLIDD5ghaxo97usIzK8B7B1pL2GdSQKubyPLuIz6L1oLB8rnmSivYceY4jwMnCY9kWeldhZjjbZlom2KNrGUKou7+CSmg5w6ghQKNooIgJV0TbAgAY2DCl1ZK5oh5EVbbTLFH8IPyAE9jtrgkdMw5BjIvk+mominT3aQmfUo+01XlAGEUU5H/rNDkV7xc+bVxtEtmj06NDMc7TTMKRPKn+6T6OKer9VWBOVOGu+ufqabQsXDdtNZqkjAA/Flj5wRWMN3h+fkxYrdANMe7uwRnK0zdSjTY0q9LKAEmKrirZaRwy2nzNjDWd7j9vWESW7Y89/61u2vywwwvmI4KdXhiYDuUrCu/3TFW0h2i5EBBluJWsxoEUsiHbXGOzL4LHrj/FTJHcTAAAgAElEQVTaX3h39ohXRbuioqKiouLpweWT/EWvaQnHvcP93/Kz+MFfexAAcurIDkV72eSv1dFH8Z8CZ+kYwy7ryEzRLq0jLU0VbTfmcztHx2jk8r76vMPe3VhhDecDtzyWRBsOraXUDJkq2JVo0xo+BFhCUqnP0yEuxMv5nEVRHE3h0dbhTSWFhjDGBjaOW6kjSuai67HACNutcj2643i9tojXiyg92lnRDhNFWwbedIBRmyk9D0MG2a7HcUP2bisB9s0eWvIIY7/lNx6pnSnaJsX7IYwIYU60JWrPbSvaqlxnRVvOmcBk2fXJB28kRxsAnkePbw0cAkwWS9yAoA07M3Knqw1aO6/xfnZqhSkVbXudYUhDku29wzqihTh9z/8ONivazge87Hv//eT8Fhjx/Dv5NhOifYpHWxe8PkSEGEGIMMZgRAMqPNoGIWXWHx9dxfe//v147FAr4atHu6KioqKi4mmBEu2zyyYpaer7/P7XcxTf3o7UEf2CX7QFSXMBCyFVZ7HbOhKbFf63X3wPLh4z0Shr0Tu1PiSindXuFi6pk7QWRfvcc7GKG4w+SilMKPbl0BiTFO0Y2bcN28G3Z9ijHZgoq+/6JeZB/LrNVd4Upoo2Ie60jgxSy86pIyap/MHkdA0l2uoN5mZI8Uird9kU1pHk0TbwpvRoSzrLLHXECNGNsi9VfYd+U6jwah3Zk/ucbCvatEBzqkfbAVuKthBt3wOz1BGfFO1hsp1k6BK+L4Yhu3R+/27x7TjnntxStJ99bolv+sI/lt8HN5SjvdujHXXAVRJAtIBnPgxpmm7SDNnMFi26z3Xsini//J62ngnyOPB7SSMPlzRgDBFH62kyyAJjWgwglor2KYU1KZknIoqtyJiGiXbRlDqu2dbiYbCMenVE/jhRtKt1pKKioqKi4rbhsni07zxYYBbukbBrGHK3oh2wlMvTKxowjoVSJop2jxb/5Jffi1/9j49h9MVwIbJ1xAdR6IqmR4uQCKzZsOpszj8Pq7iBCyHnO4M91a1aR1TRDpFTR2wLrx7tEEFEE4JeQpM/fJE68uL7pJwkWUfEoy2KtofNWc2For2kAcEucH5vyWTbbUSdzqkfscjRnira3VTRLhRVI4UxVqwjqmhrNbrr11t2l5z7fCIth/k1HNBx/FyZOiJEm4IvPNpyH6tEe8iKdirgUUV7SPsC8gApXJ/JoMT7KbrYbxfWEOHrv+AB3H/XftrP9bCVOkK63cChyfF+WkNvDIZo0QhBJjuN90txlMVzZgzhBMukBpdXcrQQp5erM72VbHGM8H5qd9L9pzSS4AAQ0O5dt4LdhSjRiwHGWgyxAYWsaCvRvkznsKARBiENKz92qSjPqYp2RUVFRUXF7cPlE/4yvmO/S/7keRPjake831Uh2m1JtN2IFg6uPeD9bAp1TIi2E5V3MwbxVbvkJ84e7YjN6HMsHViNbsWj3fRi7zj3PKywgXeeo+rII0TCSB06ub0rmiEbOJDt4DtVtCNsMQw5R4rYM3kY8n/8c5/Cf5wp2k0cixztuaI9YoERsVni3F4LhxZwA5yfxvtNFe2co10q2lGaIVPJjOW6bRs2rGhjRrSHzVYkoW+YqNrxeGuwb6QONk5Jc7JOhLEg2tnT7GFgShV8ptC3SrRL60hkRZuSdaTbUrC3ftfNQpZvxDpymkfbGIKjBo1U26t1xBjCgBatNEOapps0Q6o1Sp9LPZ914dFOixTwAggAxpHvpxngOgw5f+8tMOQ4y+B58dUudzZDlqk+ah3RFJuRGphS0d4w0X7Us0d8hT4R+tf+7NuKnVZFu6KioqKi4rbhypovVZ9ftYlgz4n2nQcSx1Yw7auihJcZ1ySqm1tc4H/77Cv9kV95O+9bGvY2o8cYOHVkIzaHljLRTvXkAguf/LbtcImtDGfuleOu4WQY0sEwgYJDY02Rox3RwQO2QWgPcEAbeO8m1pEtKNEuhiETedEcbUkdaZKiXVhHdBhS4v2iXeDsssVAHeClGbLwaCffr8/WEQfDixNVtMNM0SbCRrKvtRUQwCQNJEcSigVIFG27wzoyUAeDiK5QoY2BWBE8Ypyq4wCTc+MLX/fWMOTUOmLUOjKvYJ9j5tFW6ELmqaSO6K+G+EqFUeuIVsobXji1omg3bQtTWEcuQIZ6l+cn53MSFyAh2rSDaA9iHbni+b20oDEvtAosMKb37NsfehK9J1lobRPtMjHIhZgy1slYRNPBFkTbSSLKpciL4D30qQhqgWIgsyraFRUVFRUVtw9X1iPOLFtYQ8mDXQ49GgJedN/Zre1qHZlcJhdS4Zd3AABcERVGgxAUSULoXUhEo5dK7Yby8ZNFQtCQT+pkO1zBVRxw7BmA1p/wYCM8HBp4NFs52lGGIcl28At+POgPOXVkZh0J8piU7I6JaAeYmd/ZGFZnm+hgKEiOtuxHyaPnYchgFzi7asU2oYUxOS86FIq2CbsVbSZTcZp9jdxMqfswSrTdwAo4b+R9tqxoN2691cCodfN7kEWSKtrRANFtp47I82PCUCjaMnQpin5StJNHmz3k5IbpMOTF909eh9MUbUpE+ymkjogObmTAswmqaKt1RAqI5D3RdQsQEZwsEO8kGepdXUj7tEST1BEq37dC2J0o2pecEG0MGH1IiTeKBbJ15I0PPg4PwwuzHakj73n0MP3sfZhUsEfbwcRMoHsZdD4EW1dW1KfW1AWKYpuaOlJRUVFRUXH70I8By9ZM/My+YNT3nVuh0zKPCdGWevKCaGskWlgyCfGFon2G+GeNHNuMPvmqNzPriF4GTwQRbB1RykTDEXq7n4h240/gfFa0RzQ8PGmnj6klHoaM7Rl58Iew8DA0VfCDqIdGPdqmULTjVB1mYmbRIudoKwFMedHDMQxFxGaJM8uGbRNOmyEL60aZo61+cxhW1LdSR4RoSwV8G3oekkyKtsQo+n5rGFKbDBttbJyljgBsLeBzMmkYkoJLdpqSBDtqYcOQKuDnj2fbOkJS6T6m55hsCzzwxZPXYZ6jnTbfhHXkVEXbEBy1aJJHO1+hGGJW11VpV0V7F9EmsY6oom1iOQwp1hHHj/OJgd9LS4yTuQLFgkY453HpeEhxjQFmYkcBOBrzb//4W3F2KZGNhXUExgKWF3/6oVVF/VisKyv0aRGqinYk+8zP0SaiPyCidxDRW4noLbLtDiL6RSJ6r/x7QbYTEf0TInofEb2diD6j2M9Xyu3fS0Rf+XSec0VFRUXFxy8GH9A1XBs+92g/QB/CT/pvQHf0IQDz1BFRtItkEbWOxD1WtLWS2oeIMxC1TyLHNs7D+YCOHPtbMbWOpNZCgYVP+dp+HNiW0LEy27p1UocdLBNf8miMSQsBzdGGaREWTNCpv4p2xyCkFz/sPHXEIiRiuGUdkTZDD47DA7JHO6n5zRJnly3WsQF8D+9Pq2B3meRHK9aRWY62WkcMD5g2oYelwGQJ7C3mkx+2hiGjeLQX2tg4Idr8WqywSX8zBdGOwW/dx1HHte1b8X4zol2cM3u+C+JuW+C5n4n/477X5BfiVKJ9K9YRVbQBhyYp2uXCKWWdA4DYbNSjfYdaR0pF20ytIygV7aAebX4vPT7wcRYS77drPiC6Hr/14JOSy27gI20R7UvHIx4/7PG3/vMH+PwkR9voe0PSU/QK0iDHP4rZI64WlQWNCJEQF2c/ZhTtV8QYXxJj/Cz5/VsA/HKM8QEAvyy/A8CXAHhA/vsaAD8AMDEH8J0APhvASwF8p5LzioqKioqK24nBBXTWiD1gmmP92sUP4TnjH2L/kd8EMEsd6Xco2nKZHCsm2kGyfzejT4o2xK/bjzkpZCPWkUy0C0IpaOHTeXk3stIoRLsLJ8mj7WExRItWcrTLCvZGPNqxy9YRjRd8PJ5Lx4pCtFW91vQQQix8yDIMadhv3EaHRgtrhGloVJzpNdpwibPLBpvYJEW79EjTjmFIB8vWlVkzZEkMN+jQxH5iQ1m0DfrYgEpFW4txRNFORHuXdSRu0t80R5uiz8S4uI8znSjas2FI9T2rhaHwaI9o2DaSrhCIckyFV/tUj7b+e32mPSfaKoNb4mFIMztnUxDtAQ0gC5ZEtHco2oZoomgjlNYRmVtw/Bw8uubHt6RRUne2F3rkepwMPnn+fcQW0dbP6lIGlbOizVc10kJrRrTzMOaYrvYsMKJHy9ni4ZR5hZvAH4V15L8A8KPy848C+LJi+7+MjN8CcJ6I7gPwxQB+McZ4McZ4CcAvAvizH+2TrqioqKj4Tx+DD2itQWNoMgy5wgYvwXsAAMbPcncBnPRM3kYfkxKupAIzRXs9+qRom+TR9uxRhdsi2lEU7fkwZIgRow+IfuSUCrWOBFW0mehugkUDjvfTxxQTQW2ABVtHzHCYjvkD7i/gHzZ/EwAQBlW0mXSoMj1RtLXERkhjmxTtnDqi1hFKZT1LnF216GODMK55sLEsrNF/g0uP3cNwYU4YgeC34/2kNp2tI3l71xj2QU+sI6KcywJl6batI5oKs0dZ0c7WkTGXqEysIx1ajIUX3KbbeJg8WKnZ31rp7meKNnLJz/wYJegmFO1mq7Cm9GgX+9eFC1HKID/BKv152zqShyGJgBMsYNz2MGQrirYXov3Iho+5wIDe+d2DuJ7LjIzERe5StL3aPsTWlVNHeLFFaRiWjzuIdeU48vYlDRPrCBNt+zFBtCOAf09Ev01EXyPb7o0xPiI/fwTAvfLzcwB8sLjvh2TbadsnIKKvIaK3ENFbHn/88dv5GCoqKioqPk4wuIDFzDoSYsRz6Yl0m2bzpPyUmbbWswPAKApeKv/Yv5NvLYr2eshEW+0YOd7Pp3g/VZeTR3umaMcIXBTvqmmyor3wnDrSkIOLFn0womibdG4hZJtGXLKizURbFgywiVCrRzsNQ8pCwFDI/lv1G0szZEMBHRzcpBmyS8cBgGjFo40WfuxF0c4qtJLk4MacCQ6LETrY2KdkiVLR7mOLJo6T7Uy0G5AfipIdIbGiaC+DEu2SNOswpHq0rcTbSY72jtQRZzq0EgkYQYkBsz3DbltHZDuFMae4zAdCi21zZI/2zSva2aMNjFQcS/PHDZKivaFMtEvryIgmPYd6jJO45EWDG3IVPZCsKV6I7iMnOSZwPfiJdUTJPFyf3q8+WUemcwSqaLcNP6CUOhJ5sZWtQ3x8VbQ/+4WfIMfvs3UEAxNt2LyQugU83UT7ZTHGzwDbQl5NRC8v/xi57uqUSoCbQ4zxn8UYPyvG+Fl333337dhlRUVFRcXHGQbHHu2JdSRM/dHNmol2+V2/KbzZ6tNOg2WiaKOwjqyIyZYSK1a0JUd7ljoSdqSOqKL9+KFQgrYrrCNcp96Ip3UQz3SZOpIUctOAJOebxuNM7mHT0GOUoh0rRDsaixCJo9Nm8X4AUtvjkgZRtCH3EyVcPdote7T72MKPReqIWiQk+YIVbRkMhUkDinAbttTMhiHZuiKEWojqQhRtE4aigl0sKs0CLhqswg7riBGiTdm7zIq2YQI5I8b8+Dt0ka0jYVJNTlOibUrriJ16tHVQsyS/t0XRPqWwhojzzNOxikHNyMdd7yLadBVX6czk4GodAQBoNrlAFW21jhwX1g21hyjWHX9uyHPGtaEAHw3cLkVbF7fGyJWbUAxDmpw6k6wj/Dy/7EXPl+NnRXtJI/rYcrLKM13RjjE+LP8+BuCnwR7rR8USAvn3Mbn5wwCeV9z9ubLttO0VFRUVFRW3FaNYR4whqN06Ka0CVbQTz77yMC6Mj6Y0Eo0JM+K/bvbksroq2qNP+7MxK9o8DJlztF96/B/w5fY/IEauk56QfeJhyCeOejTk0LTZOrIIrGhrvJ+LmjpicjNkyqy2QJuj7/QYIyyCtByGcW4dkVIWxELRziStTOpwMKmNMDZTRZuaRVK049jn2ni1jAjJDH6qaA+U1cnkwy0U9QEt2jhuW0diA+OHXHOfSm4MTrDAXti2jng51j42SZ1WwmxiSYyL+5gODUZYxFQBD2Qvdot5jjYPIiKM17aO0G7KlhTtp+DRnlpHCsWc8hUCtY5szLZ15CytcUgHW+dzokR7OJlYR3QYMqiFAy3GaLGgASeDQyNNk68Z/2u89f6v4jtpxnryaO8i2vL4iIRo80JYhyFtN7WOOCHa+plZUvZo7xle7D7jiTYR7RPRGf0ZwBcBeCeAnwGgySFfCeB18vPPAPgKSR/5UwCuiMXkFwB8ERFdkCHIL5JtFRUVFRUVtxWaOmJNHoJMBFDQrNlGknK2f/K/wy+bV+Mzl5xGooq2kiYl2uSydUQVWpusI9zm2JLHgAYuGjx3/AD+cftPYU8ey+qcnsNM0W7bwjoS18mGwvF+Fk3UHO3s+1ZF27RMoEhqywEu0lGiHd10GDJSiwBij3bcJprq9V1hQIjZOqLJD3YU5Vg92mgQHRNtE7eHIaMvFW2biB/XthfJEoJRFO2JdcROFe1INqmwVhTYc1H8xoUNYrSaOtLnOncjnmoU5TNyO0AV7VGsI5lmkVhEujQMWXi0YUFFMU/K+L4ZRXvnX6fYGobUXZu5RzsPt6ZhyIJol6T8KuZEm1NHAADjySRHuw0DBhfYdgNWxjfosMSI40LR/q3wqThaPZf3J+8NKx5tt2sYUkiyNSTzFaJoR34P2KKwCODWVgDpM7OU1BMAaCN7tMdnOtEGe69/nYjeBuBNAH42xvjzAP4RgC8kovcCeKX8DgA/B+BBAO8D8IMAvg4AYowXAfxDAG+W//4n2VZRUVFRUXFbMUkdKdTfpGgvzsLOrSNXeezoW+MPp30A2X9txANNE0Vb7CVwIAT0LmAUH6qLTbo0DwDP/v1/IfF+U6IdY8QTR6xCt+0CaBYIMFiGdWqSZE9zgwbjRNEuEz5Mq4kMfa5ZR5OINmapI8FwljEh7rSOeFW0aZAKdt6uxLkZlNCyR1tbEcPMo22shYdB9K5QtA0GTBXtMnUE4DZHzfGmwqPdo4UJU6UbAKwlrOMCZ2O2tCicWEf2aZPUaa5gl/0GSY/R+DgAfXOA8ziUBcBU0Xax2Zmj7cAFOPO4xInKfJ0K9lM49ARz60gZ7zdOiHa2tSjR7m1egITi/XllB9FO1pHheKpoxwHHvUuLRgeLHi0WGHDSuzQMOcIiyvuP/JBsRacr2ploawa+DzEtwppOF4383LtxB9EOkYuc4lAQ7e0UlJvF00a0Y4wPxhj/uPz3aTHG75btT8YYvyDG+ECM8ZVKmiVt5NUxxk+KMb44xviWYl8/HGP8ZPnvXzxd51xRUVFR8fGDGCN+7I1/iPWQLRmDD2h35GgnknvmWUnRVp7tD+4DAHx6+D08G09g8AEhxDwEpjnVogxvCqIN8GDjZpQcbTjJ68gEa3XlPazOzQprQgQuHveckd12ABEGu5oo2l6I9gvG9+GrP/xdKe0hhpCJtu3Yc+36XLMOk4iOKtpWHk8QRbtBViZLEliqsGUFuzEGfWwLRXvFFeyxBQoypfsyRAhCtC15/hlmomhne0CmMyPapCg3TYs/8Qnn8enPPYcBDax4p2NBzK0klZzTTOhC0VbryB42SZ3mCna+v3qONfYOAB5fPh/30iVcoKOZdYTv12HXMGTDBTgzRXukbd/0HDlH+9asI7uHIbN1ZDTF8xJPJ9rWULaOzBRtG0ccDy41QHpZOC1pqmh7WERRoU3IC6pTFW1Z9TZJ0Y75vWEsmo4XT0MvOd7a6Dkh2jyQvKARQ9RhyGe2ol1RUVFRUfGMxa+8+zF820+/E6/5+XenbYMLWOzI0bbq6z3zLJjNJbYfqHUkOLwvPBsA8Cr7WxhcwBiK8g3bYY0OxuswJNej9zJk1mGcNEMOaFjhFFBwWx5tHYbsHfu6EzEze9iLm+TRHqWwBgBecvirOB8upX0CYBJiWVWE71PKgoNNbYrzHO1ArDQbipmImHIYMpNOB5sIoDWsmjbjodxlmSrYTRjgiwFNgEmTh0X0Ixrk8pk+Ee1C0aapot2xyxxkLX766z4XL33BnRjQotF864K0NpK9fR7Z0pLO3/LPe+jT8Tl1hF+fxQ5F+4nVJwEAPoU+mO4DFB7tXTnaUVJHZjnaPt6Ion3j1pHG6msxHaDcVrSz2j7I+3QsFO3yisuVuD85BhGwjqd5tHno0SKwMg3CaBasaA/5ykWpaNvQwwcI0aZTFG3+3RiCNSblaJMswlpRtNe9DmPm5zmaDksaMPooWd78udESoVtFJdoVFRUVFR+XuHwyyr9D2pZSR4rM6UnqyJn7QIi4oKQM7CF+MN6Hi809eKH5IEYfUoIIAMA06LGAFX+oWkdSXjYcehdSM95c0SY/nlJYg1zyoVYDu0SHHs4HtJQVbcUFLzGFIQ8xtg2JfWMDkmGxEU2haEtMoSja0bSIIDQoiXY5DFgq2jY1Q2r5iRJt6lbY7yxGtDC+h/d+QoKNEm3J0Y6mQWspPW8Tj3aRDz1Sy0S7yOQ2BAyxgQ3q3c7naAxbR1KySKloi3WkoTCxjri5oj0h2p8IAPhU+sOJok2SLpIUbTln9W5PU0dseh3yDnZTNiXLN6Jo37m/ABFw75lFel7yue1WtHX72GRCXVpHtF1RsZ06UgzxyqJS69QBfo41dSTnpVugUetIDy9XYDwsxnDtYcjGELyP2aNdEO1hw1d7gs8DsbFdYgm+ojKGkC0qHyM52hUVFRUVFc9IaG5uYwuSVqSOpGHIkuSeYZvIvXQpD0P6kYthmnM4hyMMPmB0paLdoi8U7XU/wlLMVevwnDoSIhqxjkwV7TE3IALYxJbtDzEKOXdZAbVMWnrHxGSMNsWzAcBdQYl2XgQsG1G0x02yLniYdOkeyTqSWxBZ0Q4pxWES71cQNs7RlpuI39fqAGGzBBHBdkvYMBR15k26vScrHm2OymutwSNH/Lyv1yd5SLRsZqQWLXl0cKCiyKYH52s3ZYQgVNEuLBqFR1sjDgHkOneTifZCGyObPAx5dfEsHMUlLMWZog24aNEhP496bpqjTcExsRXS7OgmFO0bkLTvv2sfb/62V+IlnyADurMK9rxTGfa03P8JAK4pFe18sMMZ0Z5aR9agIgeziZzuYRCYyAIIDSvax71HWyjakKsJxo+iaKtHGwDiJF9zl0e7zFjvFjzIOQw9ToY8XAuyiM0yVcDz55aLnnz82MjRrqioqKioeEZCBwPLAbFJjnZStGMmzXf9MQDA8+kj+Xs+OPaadudwno4xusCEHVk1Higr2v3ARHMjZKSjEf3oMTqPFk5MD3Oinc+hR4uGHEKMqWpd68S9YXWOVUPHntZCHb87SNlOUbSy6iyX5Pjs0R7RZAtFUrR5f2QMAgwr2lqzPfE1Z9IaYArrSB6s46eFyc99d5xjJdNPM6m1gTEp2mTxnPMr/NJ7rwAAfuf9j2Slv1DUR7GuLNGn7URcvNJo7F9xe2MKBXb2WIzJKSe7FO1dw5DGGLwvPmdyH0CtIyVxLrKqxaNtopu8XrvI7xy5sObGcNfBYiupZOvchAQfLJp0ZcYXira/hqJNhJw6sjUMOaaZh3TVxi6xoFHi/TT1xqY4yCb0abHrYOGCBrPvJtqN5dSRmBRti26RPdqbMeQEH2OBZoWVWEfUvuV1sVsV7YqKioqKiqcGLahoC0Vb4/1Y0eaBSY0WA5CI9v0F0Y6eVUjXncM5HKP3AYOfKdpmmQpsekk8UAtEJ9YRVXTH2HA2tICCm8T7bdCxwhsgte0+KdrBLrCiHhvnJ4U1irsjK9qmsCgsGsMlOW5IKSI+5pIPtY7Y6BCoARETaEMRGI6AZoV5jnR6jmHzMGRRfgKwRxsAnnfPBQDA+x+WWg21eySPNnt3o2nwur/5ufimL3kxP9ZxgxAAQtyK9wPYV0228BqX+dozj/Ya+ZxLj7Y1lAqESkVbhwGToj0h2oQn49nJfXT7gG0rSG6GdGkxk57Lm/BomxuRtE+5DxNteQ+Bkq3lYNGgk2zr0O62jhyGYpGCuXXkJGetg6PzNBEnLULEunFcNEM6WEAWYjZIMyRxXOKoH42CwOs8xTx1hCTFRon22K+nNiwy6fg+RAyutG9Vol1RUVFRUfGUkRRtGRCLkYehWhmGBHIrYyLNy7Nw+/fhFfatuP8PfpK3hZFzp5fncZ6ORNHmCvQIAozFSF0q6+h7VrR1YKyD46QSjR6jrCICgAmDDEMyOehjiwaiaMvwllo3vOXL4JsxSI52M1FI74miaBfWESLCQC2M36SkFAcLUo+sWkfg4E0DAnGONgVgOE7JDel5naWOJOtIQTRdNDAN//z8e5lot6oOJ+sIkqpoZRhyr2vw0gd48JSkyMTGKXF2QvT3qJ8kmAyxRTvzbuvfNvE0RZvy8KUq2kXm9HKHdcQQpcbDMkdbrSMJSsLlce5StCMBg96HdivaN9MMqbBF9bqewyjHKUl0qWhPhkSLczyMU6LN1hG57XDCCyFBAwcng8K6oDDtEguMEu+XYxxDw0S7DZukaAeySCWsJdFOzZCUrkaVFexLJdpjL5YSOScyoGaFJQaMIRRFT6amjlRUVFRUVNwKtKBCrSOD/P4pl38Nf+KRHwcA+cIucrRNA3fhE/EnzXvwme/4B+zhDEKOlhfYo+04qq+FR0hpIEu0QawjomifRCaE5zr+0t/0/PcAOyHac0W7R4cWHjFCSItLxDE0Syx14Iy0sCaTynvpImIsogdTjFwHKnK0RzRo2gZDtJN4vyi52B4GFhEYToAuE1PeZ+HXjjapppOWQXRJ6d7fY6K+ggwjlspxSh0pYv9U6XRrRGA73k+sIyv0KbvbEJJHe1LzDl5obUpFu/BoW8pXHlLqiOZeo1C0i8dsCDhWO8U8R/sU64iLDQgRNgyTeMQYC/vI9awjN0G0c1JJqWjLe6ighmeWmWibIsJwomjHXGSj5xNgEEwHjFPrSFt6tOW5oJatGycTRbuBSURbWkOJVfBsHRa9x7EAACAASURBVCmJNv+rzZCaOqIe7cWS9+WGfhqVaSyo5c+M95EtX1RYR2L1aFdUVFRUVDwlZEWbvwq1aOZV7/omvPz9/xh72CDECB+KshhjEfbuSvv4xp/4HRyte1aA9y6gIw/fHyXrSBS/8kiLRLQH8WirXeGC2lmFaDtq0sCcjwQjw5ClR9uCm+9GuQyvina06tEOaInJTOmnvQ8XOWO4ULT5mB2MHxLR9jBoLVtKqEgd8YatIzEp2kepxlpB5TAhbKpgL8lcjzZdNVDlfA9KWmUQT4g2goOlHO9HCybm1p2wD3dmBXEp+7pPhTVq2+jA8X5UKNrcDFlaRzJxtMYURDvnaCtJXMSeFfwi9aRUdOfDkLutI5mAN2GYkPEQc2b37cjRTvfZEe+n5xaKxcF+oWhTQbTL99TJTNHW8/DNnijaYomiBVohtFqnDgCx4fdsGe/nYGAtYaAFurgR+1ZEpGbLOvKhSye4uubFq3q0g+RoU/QAGayW/Hq4YZMjIQFecHV7HO8n1hGLABctX32ow5AVFRUVFRVPDUqsVdEexbOtw3wvN29nr2eZo20ahL170j5+7m0fQitJIc3BHQAA2lxJebxRiaxdohX1c0gebSYodyz5uMOQiXYrx7uKfVB0SYULkCxmOIQIOM8DlMmj3SyxpAG9Y3UwUJOU4gCDu+kyK4rzqm/TwYapot1Zk1obAbaORGpgiD3KVoch26mi3bRF1B3OFtYRpEzmk7hMZE/ry1O8XlH/7aQGu3wubbeCjwTrT4oK9kxn1DpiKE7I7IAWnbhvS9JqJd4PkIKYCWlmqw6/sHkYUsnvMm4mw58AE80jbCvaXLW+26NdFuD48jaI+YrEaR5tOcRNCNpFm+QuRTs/N601adFn291EW20yCpuI9ooLa4QQj2YhinaAJZ/30bB15LiI93Pg99lglvycXEPRftlrXo+/82/ehgYO977pe3AOx0WONr8HlitePPmRbVi2WDirdcT5kIYhA9VhyIqKioqKilvCZpQvdVG2lXhfOvepAIAvtL/N1pGyGdI0OPzT34zf9C8CwIN4VtS57uBOvsn6kqSOuEQOvVmgk1i7URVtsY6cF/7Si6JdEq3DuIIJnKPdwCNIAY0q2t7ngUsgq4Mpq5hsUopPFndhSSPGoS8aHZlUORKiHXNjXytEm9wmH5/Y0x1ATFZ2eLRtmxXOx+KFRLw6m20sj+JCHt4TRTtZRwpf9VikjmRLicExVmjc7ni/kviSPC+q2LZwnNIyI9oa7zfQdlTdJs6sIyZXsC9jv0W0LRFOxDpiQs5oP806QmWKSdyk2DuAFe10n9vp0Z4p2kRIg6pxRg3fGV8AABj3nlUeNf10vGUdkThAuwKG41y3bpfi0Z6mjlC7xIIGDC4n9ThpFB3NAouYi4mi2Va0FZ9KD+HOt/4APsO9NVm+jPj391a8GPRjP7FhgSzQLrEiydH2Qa4QNaJoV6JdUVFRUVHxlLBWoi0GTyXamhd9P30EYYdHG4sD/Ep4Cd8WmlLQYHmWFW3TX9lKA3F2iYUQ3kFa6TSZ4cJCLCykFeeZaF/Fvni0IcNgBj5aVvdiBLyWnwhJalZYiXVElbkD4uOuF3fz/jeHk2FIgBXtJgwwUQtrOLO6L+rRWzgEM08dOd6yjrQF0X40XkhEcNXlqLyPFAQcyTqyrWizdYQTVGKx/RhLNO4YIWzH+7ki9YQKMjuIMr2kIW0HZBhSXovR7ErQ4Pv1izvSvvQ1WmEDNyPahrLKayVpRrfvitArWxnb0E9SR2KMOanlNqaO0Ow+ZbxfmBXjfF/8r/Cq/ruxvvDCnfs6xuw5k7snRVsGD51ZoMOYUnxIIinb5T5WGEAIaMjDR0IEJ/84s0QX+xQJCJLCGmCLaB8QD9NqnXoI4LIcsuiksCa4fpJJr/F+S4zSDKmf26Yq2hUVFRUVFbeC9SDeUbGM6DCkpoPsYYO3P3wFj17tc+qIsZK6ITaCRLQNVmeZyNr+MhNTynYHb5foIpPiYRbvp8OQKa+4UC4P4x57tENOXRhhmURHjhbkgwrZaziTuB9GuX2bFO3Nki0vbnO4NQzp7QJNGHBh5Ii9i/FsaowkzznGTNzbNOyWFe2pdcQusir8WDyfyNyqazAImXssXsgODYnGWyXrSFnkYgA/tXuwYrxA69d5WG1SWFMQv4LM9kJm9zBMSGtjKV1dGGk7QUPtLlflSkd5jktsJnGGAPufdRjSSkmRPp4y3rBU7nMu92aS2hJRerR3U7abzdEGsr1jVwV7mCnntmnxrvgCdM3u4y/3zs7OR6wjdgUMOd7PC9HWeL87z+7htV/+6XjOPfy5WWFIi1Y9x9EssRCibRAQjcW4I3UEAPblfb4C3z7G4qqNYStIGPuZR1vi/YjbJ1PTqmnEtlQ92hUVFRUVFdfEQ0+e4Dfe98TWdlW0x5mirXnX+9jgq37kzfi/Xv++QgFjRVf9pQvL+b4eFp14tJv+cvJ6xjSkyCQDAJwQbR3AOyscWS+bl1aEq9iDiS4NQ0YZbmzAinZMJS+6EyZ4wW3QwCFSbiJUoh02V3O2saaV2AWaOOB5w/vxB+FeHGOVPNrk+1RDH4p4P4O40zrSFsOQl3AAjSlftflcPhIvJPvCtqJdFNZEbkxU8gMwOTzGEo0/yWSrIKG+SAApSbuq6XvUT4i5pZw6Mle0LRHuocsAgMPzhaIrauxqh3XEUB6G1JIiPe+JdWR5Lt1e309tnCraE+vIdZshbyZHW86pSB0ZdsT7AUgEe3EK0X7d3/4zO8/H2T2pYFfryAodnKjGAcY0+C8/63lpuHUfm7RoBeT1L4h2gwCaxPvFyXH3wYuaBQ1woUjWIa2zbxH9kAdoAVG0lxLvx02rFh5kq6JdUVFRUVFxQ3j5a1+Pv/pDb9zanjzaM0VbL/eviL/gD4t8XyTrBJOJO5b8NTpGi0Y82s1wRZIVcuxetAveh3eJ5OoA3tmOf2+Sol1YRyIT7Ri4zS6ShUPD0YERRQW63EcHE8dNalP8++5v4E13/yU8eu/nAWDriA496v2iWaCNA543Pojfj5/Au0qpI5uUfQyyWdGmwMOQc+tIl8lqLJoh9zqLO+gQAFtK5h7tXdYRJjs8JBcT0WYi27oTIBReW4EvyXJB2pVor7CZkFZbNEOOZurRNobwifQIAODwfFa0jdV99VNiDx6g1GHINHSKqT3DUZcWRaU/uo3zeL/rD0Mqvb6peL+UBKP3zRnncaZotxK6XSraP/BXPyP9fN+5qUdbF1ZOFG0lxN4s0Eo5k5JZ3jG/f/ZIiXZeHHEufG6GhGkwqsicFO2I72l+EK+wbwWAVD5Ds0WYQ4Pghql1hLgYZ4kBzvlkHSHTpkHcW8V1iTYRfRIRX0shoj9DRF9PROdv+cgVFRUVFRV/hJgr2vqvERVyH1mNnCjahXXkrpWQCFig3YOLBq07zNXoqbFRCFxRc67k7kyj1pHdHm0AkiUdOHUBBhYeIUYgzBRtjaZzaxmGbPCheDd+8f6/i7DkYpi4OdqyjsRmgX2sca/7MN4dMtEeYrOtaMswZKPWkVnqSLfY9jkDwLK1uAAh2rgjK9qSOnKOjuUxLNP9XDRAdKJoZwJ4ghXacJIv7Z/STKkEnCinh6ww7BiG5Pu4HYr2Emz5OTn3ycWD4udtQSPnRc8e78mslpy350zsjT2Y3L60jpSpH0BhHbneMORNmEeSN7sYilSLzOmKdj7+l7z4vlP3TUnRZo+20QFHu0RDAcM4JNLMB5gr2sUVDbvEIg5snSK2Dw0z60gLj7/SvB5fZt/A5xnZbz0ZeARfKQrzYUhRtPkGPUbnYSmCbMMFPh8l68hPAfBE9MkA/hmA5wH417d85IqKio8p/NLvPbrz8ntFxccqkkd7kjoSk692j/r0hZwUbbJpGBAA7hBe5mAAIlGAB7nUnfOtgzYHjpuktKl15EzrJ8eYeLTBxDn6gck1cdNjI4U1WdHm42iGtRnXEomXc6RDy+Qu9ldBs3i/KOdnEAtFm1VgIx7tljgXXK0zS2wAxC3ryLLbVniBbUV7Pgz5fPoI/36GSVzXGLYzBIeGHFAsQE6wROdOtuwBwIxo78mAahFft0K/TbTjbuuIMYS/NHwXvmP8a4hFM6KmmQA4Jd5vqvLqvvQcNs2ZYnsm013sJ4p2iLEorDnNOjL990Yw93WXOdpxNgzZygt4mkd7e9/Sqmos4EdO/kBebPqhZ0V7RrT3sJFWRiXa7PNeoodXFdo0Wx7tsnkSYN/86MOk/RFgS1GQz+ZU0eaFIrkeTtpZYVu4SB81oh1ijA7AXwTwfTHG/wHA6UuZioqK/yTxN/7lW3Zefq+o+FjFWr6xR5c92h0cKAYMLQ94aeSclQxfGAMCCk+t+K6FHGiVebJaFB5ovuEmkdyrkQnGGUkFaYm3h4K4HUZRi8Mo8WaWWxuToj0lzNRpmx4vFrQwxxIlL2zcHG4R7bJe+8GYia6TwhhdOETD+cYBhP0og34zor1q+bm4FJnYp2HI1uK8qNaPxgs5R1uI9v1KtM89FwATcweL6B320CMWyvmalvwY47ainZ5rADi4J51DUo1pnHq0C+uIM/N4P+B34wP4V/6LJqkeZeFNmFtHaLvEBWACroS6twXRnsT79ZOFVowoUkdOG4a8+Xi/rGRve7Tn1pHuJom2LqACLBB9IsJeiPY4bNBQyMkvYh3Zpx7tDuvIigb0oxdyvp06ktRpwQJjKp7hG4j33LSIrucc7aIZUt+/jTtCkEQgaxt+rW6DdWT38miKkYj+GwBfCeBLZVt7jdtXVFRUVFQ847Ee+EvUic938CHZBPrFnejGq9jDhjObJ8N4lDzaJDnJiWiD86h9so6IIj0h2kwON2hxEhfYjycAsnWkTJ3o9evWj6kd0UeDxohHe060pZ78DCnRzqQldrx4iMMRTJi2DVJBtB+NrAK3kntNYUSI7DmPpgGBFf19iNVji2gb/OX+O/CweVY6NsDE+WuHb8Rf634FvSkUX6tE+1EMZoludUH2Y7mCPTjsY4NYeME3WKLzJ0XqSFEyUwxj4kDPAbk2HeMOj7ZaR3aXr+g+FBNFe1fqCE6xjgiZ7Zv96XZN2kCY5KjHSTPkdQprbmoYcurRnhLt3daROBs+PA16GkH89XoFJ8h7zI99yqrmAxSKNoX0HFlD8M0SK/ToXYCJAWQthplH28wU7S72omhPrSPRLoCtHG0Clvy56NwR3MifZ2NbjB8tjzaAvw7gcwB8d4zxA0T0AgD/6paPXFFRUVFR8UeI7NHO1hEl2oNkJmtboS3UaQIQIn99NqJo+6Roc5W5C5HtDnbq0Q6FdSTA4BArdI7tFDoMWXq00yCcZ0Ubk3i/uGUdMUK0NYFBBwiNIWDJRJWGbY82CnKqdhUm2hYkinYLj2hatqHAYO80RbuzeFP8VDwSmDArmVt2Fr8Q/iS+0n3rhMCi0Xi/AVe6exNTW7XSzudHHNAascsq8JpWaMO6sI5kOmMmRPte/nPRymgQp9YRys2Qzm5bR9LPxTnbpiDDZjt15HiXdaSwr7hioVEq3cD09WfryNNQWDNLKikHMucecVW09XNy3X3LcxbIANEnUpusI+OGc7TnHm3apJZVQBaHlnPhVaGmHdYRO1O0uzhg9HFL0Y52AeOHZCtJMYaS/tK5I3jHnyfTNB89oh1j/D0A3wzgd+T3D8QYX3PLR66oqKioqLhNiDHi2376Hfidhy7d8H1yjna2jmiW8yhEW7N5y2G8Mo7NSGHMt7zqP+N9zBRtKuL9ACCMmRw6WBzRPkx/RY7B22NBtFTdg3i0YVjl1Xg/mg1DmsXe5LyVtFkiNM2CBwKHo614PyNkl4kgE6XWaryeS77WaGyyzuyJEo925tEW64hY3xNZVUvJ4MLUBVGQ26tdbh9cdTYV1hxgjbjIivaaVjCIWIhFpiTObVcozGfuTT+WsXlz64g2Q15L0aZTFO1gt4chxx2GgbKwxtnl5PY+5vOZWEeA66aOzKP6bgRzX7e5RurIq1/BQ6AP3DNNlwEA3PfHd+y7sI4Enz3ajS42+0lhTUod2TEMGSQXfhwHmB1EO8YImltHthRtrXpfYIkBl0900SrbF0y0F/4IQXLpje3Yo42Yk22eIm4kdeRLAbwVwM/L7y8hop+5paNWVFRUVFTcRlw+GfFjb3wIX/0jb77h+2zkG1vj/UYfOJECwLDkqD4teykVbRTxflZKaM7usUI5Uocm9ClHez4M6YdNinwLMDimA2BzFY2hlDHtTYuf8p+Hfu++QtHmpIZF1+HzXnhfjvebxfRZ8TGrdURJmzVczHKIFUy/7dFWJfwqMpnqkqI9pmZImBZEhAjCQp6r0zzaCiVerTUpKm6iaLcrXFk8GwBwuLhnsh8HA+vXWNIIWpSKNpO2VRD7SkEOJ3nP+3l/oSSqBTEnIgxSVOPnqSOnKNqmJNoz64g9hVmVVevOZkV73hgZtuL9pjafOW7Jo51ytIH+FOvIK154D/7gH70KF/anjxN//xHgq39px/nI41DriCrakojjRybUpK9ZSh3p0VJIz1FjKN0nuk2KBOxVWY8BMe6wjqCXKvWpom1aJu0Xj4cUlQkgWUcW7ghOFG3bSOoIcMuq9o1YR74LwEsBXAaAGONbAXziLR21oqKioqLiNuLxI1aiL+x117klw/mQcrPHHR5tJ0R7XxTucrCxTB2xSVFWS4Ao2kUeL9+wVLSF4EeDtdkHNlfQNSYp2sE0+Dvjf493/OU3ZJKVSlssnn/X2RTvl/Kwk6I9s45Qto60lhsLadxWtG3HxPVyQbTVbmGCS82QUQt7YkEfdlhHSpQEVUm4mRieCe991qv4x4LUrDoLFxssxVoz8WgTP85EtAsSumyLcytsJA67iTbAZPln/Uvx0LnPnJ77KUQbRc383DpymlfaEKXXeJwQ7UzAgTnRLgtrrk20by51ZN4MWRTWnGJR2UK3l2w/k33PrCNKtGOyTw1oqIhrbJZsRaINznb58RpDiEK0aVyzQk0WPuowZETEtnWkjcOUaGvEY7fCAiMunfCiNc6sIwt/hJCItuRoA3kO4CniRoj2GGO8Mtt2azp6RcXHETajx0+8+aEbHiSpqKi4eTx2lQnxnQc3RrQ3Ln+N7bKOuKV4tEXRNuUwJLYVbVWUWdEekqJNjVhHhDCEIQ9DeliszQHQX0VrDRqa5mg3MozINx6Tqk625YzsEGExrWC3kjpyIIp2aR2xxuAYK5jxuPBoi+IthPRiLPOdmfRQdAghoiHxaBeKPoDrKtqlwrvX5TKaEg8+7y8CAN557vPzfjqLNTp0UfLMC0VbifbeTkV7N1GcEMiZDcMYwqvHb8Afnv9T03M/ZRjSN2fScOXcOmJPJdpIV0xKRXveGLllHdHUkVM92vLvTVhH9PkvWyX7uDve72aRrSMNW0eUaLea8T5MhoshBUT72OCgzc+FJUr3Me4kWZe8Ps4YZLBxpmiHnnO0aapoWyHaF4/n1hFWtJcF0Ta2ya/JR0HRfhcR/RUAlogeIKLvA/CGWzpqRcXHEb7n534f3/xT78BvvO/JP+pTuS2oC4aKZyIeO2RCfOf+dqyaIoT83l0PWaUqmyGTor26CwAPaAHs0aYidUQ92s2Wos1V5hqHl7y8Yh2J4zqpyR4GfXMAbK6gtSZFCY5iY2hMoXRqvB9ZQIj24EJKKlFFu+nEOgIl2tnv2hjCEZaww2FuLDSaLc2P82I4wKc/9xy+9UteiDsPFnkYMmqKisb7FfRhRjTVo32waPAdf/5F+MIXTX3XwDYZdWeeh/s3P4Z3Hnxuvm1rcTGeTb+bgmj3c6JtSqK9m9qUSvGctDZiGp+rwqWiXSrVbWtxGXxuW4U1cvhX9P8rfvvLM10yRGm41s8U7dLTPR+GvG7qyFOwjiRyXvybUkdwg4r2KdCnzIN4GFKu4GgOeXCcLlI+nuO4wB42OGjjxKOtRLt1/DpHsmkQOVtH5oq2Lo6nOdptItr91DrSLjGixSocwafPc5c+4x8Nov23AHwagB7A/w3gKoBvuKWjVlR8HOEdD/MFoZu5rPdMhl5ur6h4JuHxQyYwd1xD0Q7FInEs3sdDoWgr0fZiHVHy2xaXujXeDigUbSXa1KFVjzaVRDunjqBQtIfmDFtHLOECjgAAx4YJHNeGzxVtC5gGliKGsaiGV4+2WEfupKsAkGL0iAitNTiKc0Vbqr+FnH4g3of779zH137+JyVF24QRTirlo20nij4fdGqdUDI9uICvftkLcEfh7d1pHYHWfBMGFye3vYhMrrEsiLY8rlVURTvTmWVrcRhX+G3z4skxyiKYLUVbTmeutHd2t6LdWoMnI1sOdqWOAPxc+v1cO2IMpQWNa65lHZnlaKdhyNOsI/zvzcT7WZoq2qYk2reqaKt1RD8jetVFPgPRDWLFyo/nKC6xTxvsNXkA2BgCGl44tv5Ezs3m994pinYrkZtz60i7WGFJQ1a0i+OvzT5W/jjlaJO1xSL31qwj183RjjGeAPg2+a+iouImoZe0P5YJqi+UwM0QJpdmY4y4fDJuD8pUVHwU8ZgQ7eUptgEgp2AAWcUuf/YhZsVxNUsdoezR1sIWIMf7qaLs7QLtMKThwbmiHcYNbPQAsaI9tmcAP+Bg4XCBDjG0Z1MagzWUkjIojBJL12RS78ZMtOX4raSO3IEp0bbE+zvGEs34JEyY3u/w+X8W3/6rfx3/xn8+vqQgnQ4NTHQIIXvOS0W/3IcipYvs+H+ekvBmi2hrhFy+z15n8YSQWQAwy6xuD5IOstLkk5mi/eL+n+O+swv8ZnEMP7GOTMnkfedWuLo5TFF2iqb4vSThrTV4PJ7Bp1CRka67PsVuYgg8UArA2b3J9ukwZH4+Iwpv+fUU7Z1/3Y1dOdppGPIUQn+z+w5C2DW2Uu1T8P3UOgK20uy5fhLvZ4mApGifAHabaO9StJvAn+Fcsy6K9nIvebRZ0c6v7doeYBWPEX2+QvX/s/fm8ZJdZbnw8661967hTN2npySdkMQkJJAAl1kiXAW5ChKCw0W9iiMqMqjXi0MQB/TKp9/ngIJ4RcXZyCTIEEBmvBBkSiCQhCSdpDN00nOfPufUsIe11vfHGvZau3bVqTpDD1Dv79e/PrVrTzXs2s961vM+j9gk6chQoE1E7wUwdI5YKXXtho48rWmdIXXrQydx6e7Zobo+v1b6OWaSaICNGVUHl/WN2p+qPtvKv/n1coEFL7PqnTcdwCvf/mW8/+efgUefN1+3+bSmteVlgbYcIW3yn7MgsBExFObvQirMMM2GyeZ2SEVoe9IR11RFZTIkd0DbuElQA7HyNNoVRltZH23SASpFrFnabayH7bSKPNkWgB8b700iByehz8EAFFFkDrhZVjniDF3VwE7HaGtAx00z5K3yIjy/85/YmzwYnHejkeCfxH/Tizz9rnVeECJ30hEiQAXSkRBKVDXafrUN0L5geztYboF24VmpNROO46pksX3XkcK8Lw2r3/ZAk5WO5DL8LkgMZ7Tf8dKn4aO3H8bVl+6oPS+gIh3hDEtWz87rGe3qNowIf1x8PxgUVvZ8J57lrRPa+w1xHRnCNK/HR7tMhiz3kVmN9galI5Ytt8E7sSr0KMA2popBRvmb9u7BI6SC6HTRN7MYjMHFozfNzIVivASmSkLB02LrV4JYWu/7kNG2riO6GVIF8qE+m0G78IA2j50GfyulI38I4I8A3AugB+CvzL9VAHdv6KjTmtYZUg8c7+J5r/8UXnvD7Wuue7yT4TGv+RD+/BP7xt6/Usqxwd2vE6Ddz8PXcedh7Qhww1ceOqXnNK1p+XXYDGiFHA9oW0DXTjgyw2hLqdCEvtFSo40Ompgx0hGf0QZKoBlVtM6CJ4hVDiFl4KNNiQXaPTCU9n7SpDVuY11sxwryxnYP6JZgJQAnZp8izzxGu2TBV9HCOXQcQMloM0aIOMO7xNMhwfCd2YeD7Xxds5MVsFI7rESOBnKoqBn4iOsNwtmsquuIX1a/fcnusIHS2v5VpSPHUA7eeav8W5r3ILHSHb8Z0vPr9kv54Lqi0Z5rxvjux+/F7rnQR3uYdKQRMSwr0+BabYb0yf4Ko30UC7iu+BmnV7bLfelI6rHdv3HNozFrrCPX8tFmEyDtqtyEETwf7Y1JR8pkSDPrYweDBjRDpKFdJoC4NYcWUjCZujRUTuSuGxuOpN3cS422rNr7nfMYRLLv1tQvrnQ3aSBHXgiXsmqrH81iRnWcjzaxqDzOVgFtpdQnlVKfBPAtSqkfUEq91/z7IQDP2NBRpzWtM6QeOK6nHb92cGXsdT9026Gx9291owDQzc9moO01kVVex7nz+ofws/ccP6XnNK1p+WWvNTGC0fZBeG4AXTuJHOgWUmGGNHCjqIUuGs51xA+s8Rlty56VCZANJPB8tG0DpdOnpqW9HziksRZbYD1spxUUjW3etD6VcewVjTYAFEXhnErs8YkIK2hjG2kG0II2ToSYEQ5hEUe2Px5NM4Cw+0qiQYkE97XDWReMFFTUHNRoV6Qjw5oRgXKgfsmuMPzEasT9QX3MGZZZKR3xGW1BGtzGTiM/aO9XTTIc5ToyrHxGmwWMNmEZerBQtZerstjjLPelI6vRdvf3ky9axIuuvtRstIaP9tovZ2Ab/383qNok6Yi7RsxglIwMhIrMpZy6SmaArAMmUvSV/mw5I7eNvQ7BqtKRElC/mv1P4NHXgkEPcqsR7IgauqFYFMZFqPxsUz6LtuqWQJtHZVjUBjXa4wxbZojI+WabCPaZEetPa1pnTS31NHu1rRWvsSawmuoLcCYZ7wcaAB440XV/97KNR7merqpKR/xKDWv0xftPDLDdW1Xf8vsfm2hmYVpf/3W8ayQfIxnt8m/rnd1KuNNoF1KhxTKAOFiUoGMatAAY319r71cyuq7RyzwnWQMJCohCaFmHHcN+nQAAIABJREFUk3RwbZ9W9J3ryHnbZ7Fzxy4AwDbqYjutomgsOkaZM3ISCZJFqWu1xyqyAdcRAOhRyYhmHqNtAXQvWSzfCLMvXzPts5wOAKa6UVNFDRfBXu4jBGZ2+73bBmPIDyxpZvLSSspgUqPRBoA0nnd+xrzpA23LaFvpyKC9X1FJ9BOe9nkYaK1WNBRoMywr/T43itVgGz4EUA9jnKuMdodvC1fY/Shg16MGZg787YH1BtaU+xBgkIqGSlTGLRfBboNnKNRoM5kGg1AAOl00XQUXJaPNPKBteyVCjbaCVAD57iLmGE1ktYw2AHA5CPRTrhltZZJeiUee68gWN0MC+EUAnyCie6A/kwsBvGRDR53WtM6QOmFuzuOEXDig3RgfaHdSUfv32VZ2CvZCOohi5TCAknGxQFsp4L1ffggvfNIFW3ouQiocWOrh//vgHXjZt126pcea1tlT9jtajALaAaPtS0dMcp1SaCMD4jYYY8gQu7RGDQz0jVprlPXNPla5vjOam7kwoRwkUsQkHADmjJAiAfI+yADHt7zkW4C8C/wn8Pj8JmzHCk40t4MsdqRS7kAGHBCLSulIkZfT8p5OOItmYRdnvA0g0xHsBjRmfsy4Oe84aPozT5lmSACgVM/6UdQ0gT1WrxDXIrx3vexqnF/RYQPAQ0OAtgX6VaDdSmKcSOcwo/poelpw6/ThNNoeO+k02iMZ7fGAdsz9AYi/nOE49OtLKkDb77P0twllJFVGu3xtPqMNAHj0C/S/YeV5YY9bVbmJ3lafRzWCfdJy9n7kMdoEMOPxTiIHY6FGG0kbKHpgIgukI9bf3Q54tUbb3EsNo22lI8SYa54MgDZVgLbom/Abj9GOZjGHLiCE2SQ+dT7aSqkPArgMwC8A+HkAlyul/n1DR53WtM6QWuoaRntmDEa7ry+22cb4P0I+w1tlgs+mskDkr+M/wt6b/jh4Li0EOCM8cs8s/v4z+7f8XOzgaFrT8ssCtNGMtm/vp/9uxjxohmxSrqeYjYe1BbI+o82IXDJiXHEdUSYpjxVmNssy2ow0gDBR0nqlCNhxKfDYH8R3rb4TM5SiHy+U0g1WSkdIFgPSEV50PEa7BGoi1iBWEHcOFrYZEihZbgHmQFpSp9H2JA2UG3ld3AwY/WojoK3HP2I7ds0Nepq/6KkXAgDOWwjZ7t1GgnbleQvB8lbMcUzNYxWtoAldGHbXxcCPFVgzXKM9rJIhjHYSMZxUenK/YXyb69Yb/jeCvwNGuwq016j1MNrcAezw3HLwDQNtC/jtNRLZvgcbPiOzAY02oiaQ90Aeo80ZgZKKdIQqzZDKb3r0gDalHtNN5TGgLTmrriN5NIc2+s6uM2S0twhoE9GzzP/fC+B5AC4x/55nlk1rWmd9LRnQNo7jSMdIP2ab4zPafvpc9+tAOrKdVsB7YfBOmks0I4ZnXbEHtz+8ttZ9o3VsVX9mi1M7wWmZUko54DxKo10nHWknHFLpmRIplWaheeyAtgWyvu+vr1GOEQbW2JhpnneC5dwAbVX0PdsxrkHANeXgtR+HGm3bDGkZbQ20NRB53dGXYNG4i/iAV5mku4zNaJYP+jAWwFug7QPPOncNTlR6GhtGG7wRJkMOAdrD6tXPexTueu1zB5ybLt45g/f93NPxa9/1qGB50wDtDsImRQuUkxEa7WrJET7awyrQaPup85zhg/Ip+JfimTj8lF8NtgkA9TB2uxLt7jeXduKKdGSNKjXa4yPtxZkEMSfMNmwIk16+GYw2oL9rVl5kryELtCPl9RvYittGVlUgNRptRgRuAphmzDSPlo74zZAqvJ4MmG4iHyodiUSqXUe84xeRlQGZmRu2ecmQo75p3wrgYwCeX/OcAvDODR15WtM6A8qCNlHR8tXVSn9y6YjPaJ/VriOmcayFFCt5N3guLSQaMUc74RBSIRcyuDltdh1d1T+429uT3eCn9fVbfpPjuK4jvnQE0INJ3cComWvL5kYOaHsabSrDOEofbaObNjdzm2RXMtoMqYrRzFNERnLgbvTJDFJqoqH66PKFgGUUFAHKMtoWaJcAYREGAHsabdaaB5aAnLeCIJbYoL6UBplmXyJhATmxkmklO3CIWyCJMp2PTXYd6uCcekB41d6FgWXthOMD8ik4j5bwMn8/hnGchNEOmvzGlY5E9Yx2zAkZYryq+Gl8cPH8YBteAdF1fw82RpaPCzYouRlVpQxk/G2e/ag9+MQvP9PlHzAPaI/L9q91Tq4Z0swKsSiBUISE7HfZ12iXMxx9j9GO4wS54pgxSacDPtqA1/RIoXSEqtIRk7gqM3AWarSLSM9OtIS+nhiPPR/tLdJoK6V+i4gYgA8opd62oaNMa1pnaB0xoG2UrtPWcl/fUGM2PohMDdBenEnOah9tLR1RaCFDp6gCbYFGxByLlBanBmiPitqe1plfUiq86+YDuOZx5441ozSqfC3uuD7a9ppvm+bmwme0WaQZbRU5Vw9/qtsPbHGMttUPm/CSyOp2PY12HwkWRH9QOwrgxOwlOGflVszMzjmgxqxGWxgfbavR7pUOP00KkykBIGppwNqjlmM5CQTGCIyAvokvd44dqGq0S0bbaodZbl5P1ATLvWbICRntSauVcPyT+G+Y4TwA2jpNMfY02r69X/3vD2MMueLmMx4TaAeg2VvuAfDZCvkyji7bX16VfLAJfz/X66PtN6vac1tSM0jjuWGbjb9/KsOWLNDmUYQMsUtfDYF2ObhIUYL/JGLoI3HNkGCR648YSIYk7vYzQ5WZI8CTjqRGo+15l8caaLct0I5OjY82lFISwK9s6AjTmtYZXEcNo12IMYC2cSgZNTVdrX5uJBft+OxmtIVEAzkYKbCiFzyXFtIAbf2jtdXOI3XSkY/fcRgXXXcDHjzRHbbZtM6wesdND+KVb/8y/uHG+za8r9ybkRp1LQf2fqLCaBeytOTjsQGZ3IGEapKdZdUaFdcRx5o5jbZx9eBaOkK5B7S9/e265jUAgCsf91QHegLXEWUCa1gEXP48BwKayLTW1CMAkhktPeii6RYrA0YizpBSRYaBehs7PxqcZ2ZK3TSnCb8ZcgtrWGQ7Z4ScYo/R9iLYhwzcAonGmKytD6irgTW2qkA7dBcZpsse7kYyCTPtbz+JdKRa9rX9ZP4r+OLFP7vu/fjnVB2McsaRIUIbg4MjF2YDIIWWbhERGhFDitgltipi5WyKkoDno02MA20dOLQdKzXNkPrabKjBwBwR6b4Gy2gTPwU+2l59hIh+iYguIKJF+29DR53WtE5R5ULiU3cdHfq8ZUdHTTfbOmmB9hjr2up7jPbZrtFumR9HXmW0cx3Jbjv9NwNo50LiLZ+7v/a9tp+Zr5V/500HAEy9vM+m+tIDSwA0AN1o5V4vxChG23/KsuAWyOVSQqiS0WZGNmGlI1VNqW2kSioabcuaOQbYdx1RCUj4zZDl/vjl3wG85iSw7YLACcLqipnIEUFqMDF/Ln4jeqU+f2RhEAuAxqwG2iuq6QCUfe0RI/RrgDb37P+cFIHBMdpWOkKxDqxxyZB8fCndeqqVlBp3v/QgIEIDNfZ+QxhtovL1bNRH2/cKr8oJ+RAWnIYw2lVgPUnwjL/9hJvV7uNBtQt5MijhWc/+LNCOIKBA4JwhQ4QWDX5mAaOtYtesWWW0FYs8D3dlAmv09U9EwIy2y9xBy4OMtpGVNCgbcB2xjHbTk46UPtpbD7R/AMDLAfwHgC+af1/Y0FGnNa1TVB+9/RBe9ObP4t6jnYHnlFI43jGM9hga7XUBbePIMd+cnNE+upri5vtPTLTNVpUG2vq9ikTYYZ8WAs+Sn8YLPvJtSJA7u7+N1F/+xz247p1fwb/e9ODAc5bR9mvegO4VI++Z1plfdx/WQHRhDA/7taoYU6Ndx2jbFMNCaOmIZa6rzZC8mgzpgHaF0Y4rzZAV1xESaS2j7ZevuWWMQYCDlA3ZMFpwA8CblDmrO1vtOe1asSwbDpLYAcgwoA2UOu1QOmK8kM3AQQNteK4jW9uU3DYDoagKtI0ji2O0a+z9quUz9Oux9wukIx4Ar0rlxpOLDGe0J7Hp87efdLu6fdSdz7r2x8gD2gUkMUTGMrNVCUsCEGi0U8Tu40wi3dtgNdogFmi0w2bIyDHaO7AcupEAJaONGkbbAO0ZoZuLme86orbYR1spdfGGjjCtaZ3GsvZ9xzsZLt4Z5iwVsoxHH0c6sj5GWztytBI+kUY7FxJP+t2PAAD2//7zxt5uqyorlGMhIjEoHblIPYhmegzbsbIpjPbBkxrM171nltH2mUvLbp/snb2zBt9odfcRDUTHufbWKj9qe9TuAo12VTrimiELDbRHNEMCZQR7QiGjTa4Zsl6jTcVJbRUIDA0G8e39bEMkyTxwPhGGDWwiGwDsO3fsBABcdv45DjTZlx5zhm7VwcNUzBj6kKF0xLB6duBAUUsz7adIOnLOgpGqVH53uWGnF2wz6BjNkIGN3rjSkRGBNcNqGGiNeP1y++fbrnoT/un2Ao+ZEOfa7TcCj4cNDta/P991pIACA+eETEWOtBneDJk4RrthGO0Fk3SqKNRoKwDct/HjEbJkG3YUy+CqCrT1d6mBXDdKet8BZRj1tuyYU0s815GtT4ac1rTO2rLe1Z10EID5wQhjNUMaEDepdKRpHDkmYbTfWcPkns7yGe1YhkA7KyTmoeUk89R1uvSNVFro96qOmTpqZiHgfQwWrB1c7g+sP60zr4RUbsCUiY1/X/zrd9xkyMxKR4w0IRehvZ8Na3GNXBXfXwe0K9IRq2GOrOsIs4ys1poyE5YhiQ+d6/eBLmM60ZDJHMw2QyIE2lVGO25r6cienTvKlD6DtDXgr28k5hVGmzFPo20YbZY0jb3fqZGOPGJRA6AT3XC2ijNCjhiNGnu/zWW0fY22v3w4GK0D0QBcH4teB946BCLgwfnH4wG1ex3SkVDys54aJmtZbzGCS/SMUUARAyft1OKkI/5nEFUZbSMd4fq6sdIR4r69n75mGVnpiJmdau7ADjpZ+mi7ZsiS0WYVRlsa7/lZZb7nPPJcR7ZeOjKtaZ0xVQiJt36+XrtbV6OB9iC7Naosoz0OKLfVz6UB2tFEGu0DS+ZHZRN+8DajNNA2UdSqAER500sL6ab1FrDqQPJGyspP6rSWJ23UtsdO2jAhmzo3rTO7jqyk7u9qEuDvfeB2/Py/3DzR/vzrd2x7P8toxyGjzZV0jHYBXrqOqGozZL10xALtuBJYwxmhpxJw0dOa1RGMqgUZjCyjzV0EOxlwoKx0BNkgq9wwrhHJjCcd0f+PYrR5DWAT5jjWRYXiFnAKGe1H7Ki3umPGEYWT5zhhnxuCFH2Gfn3SkfLvZAiYByoabe/vEGgPas6l0p9TVY++VpUa7U2SjmwC0uaMAns/BW4GR1EZPhM0Q3pAW8WlxSQRUjTQMu46VXs/oIxgt9dG0dqJnbRc0wxpGG0alI4oIx3xgfYpcR2Z1rTOtPrsvcfxq//6FXzpgfG0y1Z6sLpBRvsX3nKzA9qjGLNq9QuBVqTwqO4XJmK07bkpNRmDvlWVC+l+6PSCsiEyLQRmlGbv5qmLdBMYbSsFqJsCtgMk/22xn+/DJ6dA+2wofzBWBdpv+uQ9eM+XH5pof9k6gHZVOlIIBakUYipMMyRpK7iA0fY0nVSCCL2CBpzMAIZEmmuElRrtHhqIDKOthshGgIpG24TWuDQ9bhlt/X+L0kFWuakDa5DMOfDlNNqc0B3CaDOPyXbvmQXaRjrC4laF0d5ioL1YD7QtaHM1BnDWzZ0WaI/HxA9NhhwhHRlm7+cD7QFLP9KfkVRqYoKFOVA62XZ++dtuBLD7+wiANhEiRroZcgx7P+6dQ05lH0AVaEulHKC24UyyvTPUaFfs/Vw8O4VAWyjCPAzQDqQjW5cM+YRR/zZ01GlNa51lweq48gQLtOsY7SJgtEeD2f+48wi+9ZG7sKdN2Lv6lbE1W2ku8Gz1GfzA134el6n9gZZ0VPnrVYHI6ahMqLKBBQAyH2iXjPY8umNrtD9y2yG84aN31T5nGe26m5kbhHjLVlLLaE+lI2dD+d/pfBM02v7169tvHltN8bbP3++apXwQbqUjTavRlhKFMDdtLxkydB3xI7ytRrsIHlug3ZJGo81L1wwNtHuIIMOUwkpZkKEtzrRMhJQsfbQBLT3BEEa7taj/7bikBHqe60hvDUbbBzlFhdFmifbmPlVAe9fs8EFBRt6x41btesE2vnRkTI12FABt73C8TNys1rDAmuaQ8Bu9H81oKzW5Rrr00d4Io13+zTcBaOtUUTvro2dwGNPSkTrv98FmyPIcMj9giUWl442SxnUklIio9s7QdaTKaCMHQYG8wW7EGTpoomGkYCyw99u6Zsg/Mv83ATwJwJehtfaPhXYdedqGjjytaU1YWSEdEzYu+HTSkRo2eRJGW0iFRy5y/Nn9L8bc/i5w1w7g8ueMdfwr1D0AgEfQIfQyMXLK0VYVaPtMyOmovJBlyAAQMtq5RJtrtmuBOmO7jvzUP2jzop/79ssGnrOfc531m/3cQumI/nFcTQuc7OZYWCM1UkiFIyupa7Sa1qmtrBiUcGyk7D6IQjD9/W/6DH70xJ/hnuaHcVH/+sDerxASMSc3mMsLbe8XNkNGpevIgEZbX5MN5JAUleCoqWUb2+WSvmMa7SlnhK5qgKsCDet9PaR84MRtU5kSiEhCGjAhfelIFezGTeCVdwA8Bt1xi17fuY4wdFS9U0hp71ded1aiEhcdFIqBR3EYwb7F0pFhMgZu7P1cxWunKZK/zdj2fr7eerAZsq4pcjyNdlU6op2wpFLr8NE2x5pss6C2QqPtM9oSTDPaKkKbyvAZV0OaIQGgYAksZkY1GVIpkLP3M4Of2V3YRqvlINhamFiNNhlG23Oq4YzQRRPzhjTipyKwRin1TKXUMwE8DOAJSqknKaWeCODxAA5s6KjTmtaEtdLP8YT//WF84KsHAYzPgo0rHVkrgl1Ihb29OzFnmv7QXxrr+P1c4pvEfgDAXjqG/pj65RBon4HSkay0S0wLgaYyzZDojMVoryW/sa+/bi3LXiofaKeFa4C68/DKmsd/7Q2345t/76PO3nFap7ZCRnszgLZhpyMeDMDuPtLBj0UfNo/UgL1fxJizjRMmGdJGQ9f7aPv2fqZZywBtW1HcwKpq4nzo3yq0tNWeZpI1wJ2lngOwdcVZCHolcTCpB5OW0bYa7wYVoDpWOUoAo/HWr94s5oSuXANoe0jLNl1GoquDREzjnjhFjPawYgRkynsPk5mBdXbOhq9Tu47Y6Pj1uI54h4tKV4zBcxvCaI+UjpCTjqy3GXJjPtr157zeIiIUSu8nRgEQQ8QpDKzxB5tDNNoAkPnSEVaVjmBAOsJmtZf2Lpw0x7GzGJpRr7P3iziho5reYw7hfLS32N4PwOVKqa/YB0qprxLRozZ01GlNa8I63smwmhbYd0hPX47TvAiMbob0Wey1GO1CKpzXu7NcICp+zf1loEgBc4G7xbnAhblmtM+jo2PrrbNNBiIbLT+wRi8IpSMtrj8X7Tqy9o/S3UdWRz5vWXEfTNuy740/NlrtF3jyRYv41L6juP3hZTz5otGZWu+75SFznLM3rfNsrs2Wjtj9NWLmrrFq8zGHrDRDKsSc3KxJLpW291Oa0Y4YM0C7AKAQqVCj7TdD+q4fMWc4iRnspWN6gQHa3JNszKI3uhmSKAghkWDgDmiHjLbeYPit/NrHnYe3fP4Bd01EnCFT9Rxb6Z9dLhPmtSVFByfQQsJQsffbWtcRAPjCrz97YKaMsdLjW4KDVfy8v/Drzx4AwRt1HfHBX8LNQKcWaIfHrNu+LqRGKv27NrmP9uCxJq1RkfDrKd0MaSLYSftotzhDQTGaFUtMAAOuI4n3thasAZvxRMx3HZHQ/j9hMySf0d/1HbRsjlN+1jk1cBEd1A4+3jXIGWEV+hwKisA533qNtle3ENFfE9G3mX9/BeCWDR11WtOasCxgtg2J41qC2e3qGG2fNbYs6cfvOIxX/e5rIf/muUGMnFQK5/buKDeWJdA+vNJH/vonAn946cAxWukxLEjduHkeHRsfaHvnNq6ueysrE6pkIYAKoy3REBp4L2A86cjND4yeEbANlXUTDXZQpDy+eyUtcOnuWSy0Ytz+8NqMtv0+bIYWcVqTl3/9bsb32wZONSPurrGb7gu/Yxpol49zIRFzBm5YMCFtY5Wx9yPdOJeQwP7mDyOp+FVboJwgD0BzxAkn1Wx5IMdoM/SMZGOORgNt8phoG2XNZKhr9YF2LaNt6upLd2L/7z8Pl+7W5xQzGjqD5/t325KGj2OqcNHYGhRaZnjrgfbO2Qb2bgs12NYqDgBy3hxAhztnG5hrhu+L/kzN+Y6p0fbfi0BeYV5+XcP2sJAav6pgmrxmyEmlG05qNNlmQQ0bEKx/f+Wsh3bmYdrGMPL11t57x5jTUNuZE1u+RltRNMBou2RIs7/YyLecu4nHnH9i9rl4Lv88LmcPhow2KxltCQ7uNXOeCqD9EwBuBfAL5t9tZtm0pnXKykpAnMXehNKRtRltfaH+1rtvxSP7Xwa7/8aAtS2kwp7OHbiDGz2xKPd37Rs+jbh7GADw5QqAfES2DwCQ8/ZEjHa6Sc2Qn7jjME52N56WmAuJGTao0S6EhJLCOSyM66P90dsPARhMe7NlmeZqnLb0QobsW6mUwmpaYK4Z4Ypz5vC1g8vhzg7fDnSOBYtsU+0ZYOjyDVk+i70ZMzZW8930GO1jndRpNwF9Mw5dRxRizpw0pBDKNENqiYie+q6AyECjbdlfFTDaCWc4qbSMIaVmmRTpuX3Mogc1glHlLJQDaEY79IuWHlAcBbQH901DZxG4O6YHtL3X1lcJGBEIvkb79PSP6Eh744HO126EBKr2fpMPEPyfK/tV2jM/2Kw5DJxXz6X6WNpZlQmBrl17s1xHNiuwxkpHIghI1yzsvV/VBlYDtDOE0pEikI4wL7BG6ebRCqMdN7Vef5ZsmmT5HX3rtp9GXmPxyBlDxzDakjg4p1MXWKOU6gP4CwDXKaW+Ryn1OrNsrCIiTkQ3E9H7zOOLieizRLSPiN5KpN9BImqYx/vM8xd5+3iVWX4HEX3npC9yWmd/WWba/j9xM2Q6eKEUXgOVBd29XGAnGV1XXwM2KRWUUtjRuxd3RxZol6DTD0l5wRs/hXs8WcRl4k5IEA7veQb20rGxPbizTZhaP9HJ8ON/+3m87PovTrRdPxe44ZaHAx11XlSAtnEdSQuJWZSWegvUWVOH/tBSDx++TQNtUSMNAUqWs/p25R4TZ2Ul3UxAKWC2EeFR587jjoMVRvvPvxn42/rG1SqQn9apqXyNgeR3sM8Dd35oYPlqWuAfP7N/QFJkB8qNiLvvlJCq1GjCMNoVjfb5dARXvfmbcA37jNZoKwVupCOAlyJoy/fR9lgyn5220hEA6PI5tzzygmJm0RvJqA5IR4iDqXC6XY3JaFcr5myo9I7VMdrecVLEiJgJ0bHwYUxmeLOLMUJmAFPBxgfaYkKNdnV7WxcstvHb116Jv3jREwfWC63yhu1r8HEurQXjZM7Lmx3BvhkTfcyXjqBw1wjzGe1kNtwobkMxHRQTAG1ebpMn22si2A3Qts2QRq8/U+PXbd1/gBKYA/r6XDXSLkUcETuFjDYRXQvgSwA+aB7/FyJ6zwTH+AUAt3uP/18Ar1NKXQrgBIAXm+UvBnDCLH+dWQ9E9GgAPwjgSgDPAfDnRKfpyp7Waauq7jcfAlhvvv8EDnvAd1QzpAWzzYg7hryfCeyEYURTDdi0E4EAVwIde+OU9SzxDPp4w8f2ucdXiH041rwQqwuPxC46CZWP5/OcDfMZzntjj6675j2790hnjTXDesUb34UL3/Ec3LHv7uAc2oGPtt5nFWhvG8NH+8O3HYJUwPc+YS+UAn7z3V/F73/ga8E6wzTa/qDDfgXsZzvbjLDQitHNRAmoUjPoOXon6moKtE9PraXR/svkdcD1LxxY/hv/9lX8xrtvxefuPR4st9dvM2busy+kwl466tbhkMHALhMS30Raq//y6N+cRtva+wGe57KtAJx5QNsD4DFnWDKMdo/Pl8c3riOAbYYcfhtrJ5FLrLRR1laj7YC2fy4TAO2IEwqp8GlxJW7b/bzgOYvv/Gl7nzlPkWjLQVBpsXa6GG3ygPa4jDbzpCMbBNoA8GNXX4Td84PORcPs/UbtixG5AWid29LI87Jjnom2Gn4+m8NoA4X0veYNu51471e1gTVuOa22fw45VYG2b+836KNtHWhKRju0VXQ+8lWNtrKMdhTq+U+BdOS3ADwFwBIAKKW+BODicXZOROcDeB6AvzaPCcCzALzDrPL3AL7b/P0C8xjm+W83678AwFuUUqlS6l4A+8z5TOsbqHpZCN7yIbrO7/nzG/GCN3663G5UM6SLYOb1jHaqAbeQyoVSuAvek474P6oL6GCpayPCFa7CPhyafTTy9m69bPXImq8VGOKjrRTwhicCn/2LsfYhhD7vXyveCJy4b6xt7jq0gquPvh1Xsf2YufNfy/MRCm3K0SHDQDhGW2COjMQmamnpyBqMtgXG52/XP4afu/c4bnkwlNykQxhtn4mzIHzFpELONiJnxeVmDlaM8wMfdFn4dvZFLN7wMwPLP/jVh6fBN1tcmTebNEkE+33HTGhKhQ60+/AZbVkB2gyyYu+nsI30/i6hh7RGW67BaBflID5ktH2gTR6j7QFt8lxH1miG/KlnXIy/+4knA9DwRPjSEXNcETRDTgC0GSErJH44fzU+cvlvB89Zvbr//vqymBSxiwsXFtadpj4Hzgj99UhHJvTR9mvclzqeRrv6mNz3eFLpyGYw2lsiHTHfkQYVbsAWSkcqloxx21nwBYw208s6jd1gnCr2fnASMWYHT0aSMlvDaDNvwFtltPepvQBsG77QAAAgAElEQVSAmeIEIuZ5xZ8CoJ0rpU5Wlo1LA/0JgF9B6YC4A8CSUsqe9YMA9pq/9wJ4AADM8yfN+m55zTauiOhniOgLRPSFI0fGAzPTOnuqV2G0i5pmno5LByxvhv2REex6H62Yu+agQipPOqL/10DbSFaYHo2/7bN345Bhzmcb5Q1vgTrux7JYOoBddBJHF66EiA0Tnq3dqAdo4GC72R3j118Clg8AR742YstwH1ezW3GN+Chwwytr1/mTj9yJv79xv3t8rJOVo32v4TEXEjOUYoUvmAUaiKa5x2hvuwDzWF3TdcQOImwiXz8XA5KaUjriLf/Ia9B654+6h1VGe64ZuSlX9/1YMQmDs3sGzuPNyR+hve+9QdOrkAov++eb8JbPPTCw/rQ2r+x3eiaJhg6a68pKwFoVX3k7aG7EDEKUjLZzHUCd64jEDnOtJyRAvSXDaAsHXPOqMddS+b1QAaNdkY4YRrsflUCbMUKfrI9vMVKjvXO2gav2mmvNMtoqbIYMgHo1GXJERYy5gWwVz1kiNXDNYMxJADIzUCDyQMjpko5QqdEel9EmoomTIavHnHS96jZ1XuX63MrfvYhNJh2xAHsjPYxBYM0mZIYHMh3A+cZH8SjpSMvptH2gLQzQ7jX36NkUFQJtXmmGtADeBqn531FGcNKRqqTkq/Ki8vGp1GgDuJWIfggAJ6LLiOgNAG5cayMiugbAYaXUZALRdZZS6i+N1/eTdu3atfYG0zqrqlex6qqbbj68kg4s64700S6nm+2NOkKB7WTkBkY6UniMtmAxMsVxdLnjtMADQNv8WGYrmk3L2nugGuaG26806g2prJBuv47Rtuxs5+iQrQb3kZiUq7qpZaUU/u7G/XjnTQ+6Zf1clKP9omR1tY92ih6b1eDDk444Rnt+L2bQQ7oW0DZBIdY2q5eLAc2os/DzgfanXofGvg+4h/a5TlpgHqu45K6/KwdE9vux/LD+f2bEb4L3I5oWAlINSpWmtbllv9PthAcykrX81e11XFX82H00Y4/RVuV1C2hGO/DRlgo7VDmTMn/yDgjHaBtJQpXRXrrf/ekD3cDeL2I4CQ0gfKANADl5gHBMgMqMRptbVs2m3/ks9iSMNif3G1VlQOtcRxgr5SOpAdpBBPtpko4wAtJJpSOEie39qttPul4Vm9uApLrAGvs9jieVjmzC5IL/XdiMCHbG4JIh9U4N0B4pHWmCogYYVTTjZuDRbZ3jmoMBaKANBUZhM6RltGeoXqPdrdNoc8Lt6sLyMdPMuQINlYqOW+MA7Z+D1kenAK6HZpr/5xjbfQuAa4loP4C3QEtG/hTANiI353U+yvCbAwAuAADz/AKAY/7ymm2m9Q1SVUa7roHKarMtU6qUCpIhhzVQWemIUgqL8BjntGyGtM4EYBEKRIgg3DnMNT2gjVUX7Zz1bWRxGyIxjHY6HqOdC4V2w7BIA0B7vBmbfiGMrRJqgfZDJ/tY6uZ44EQJqPu5QMOkabGsbOrUPtoZctbQllqFHtSkhcCcZQ3mzwODgspGa8LzQtuq2enRXiaGurHYj+wvPlnqxRkqoLyQeHH0QVz4xf8HVxx6HwBPYmIZbQ9oD4A5b1rQ6sunQHtry147M40oGDSvJSOxQLs6o+V8tCMGu4tCeNctNOvl/wTkhcQiSqCtip5urFLCXS8DQPvqnyvX92+fvkabUcloxyHQzlgJMkYx2n456chIRnuyZsiS0R7UCVeXMyInU7GR58z30T5NjDZnhNww2oLXx7QPbENlg95WMtqjNNo2GbjOR9veO9bdDLkBlfZma7R1cqfHaNuUSB9oV6UjjXmgMQvOKHgPF6Xuyei1zg093I29HxmRBatotOdqGG0iQq9GOsIZQxfluen3gCBY4u53662Rn6ZpOvwdpdSrlVJPNv9+fRzXEaXUq5RS5yulLoJuZvyYUuqHAXwcwH83q/0YgHebv99jHsM8/zGlkdF7APygcSW5GMBlAD432cuc1tleAxrtmhvykVV9MVjgmxb6xrq9CVym7hvwd3YsWMRRCInlfoFd5KmkDPtcSIXYgE9BMXJwxChKsJCUF+ueuO/Yorxn9KRxW/+AAGDZ+Iz2jGmGclaGq9qpY1ygneY+oz14I/rqAf1aj3cyJ63pe1KQqFcy55mJYC9YAwKRC+xJC4mmbZI0YJbWANqZkEgi5hp++rkc6qxiWWu/WXKncZKwz+VCYlnpH9bzj+nJtgGNdlz+gK6kOoCkPEgJtK2+fNwY+Wmtr3z5kH8tp4UcGEj5ZYF2dWBWzk6VyZBSDQJtf7tCSizKJTelTUWKQsggAdLZgAF4/fl/CFzxXe6xH6Ee2PtFpetIGi2E5+kBbYxIhvTLyjSqzZDjBtZUixG5gcqAdKSG0eZEKMyxutDXmYYg5r0cESW/lcVY6aMtJ3gv3We6hRptGgFarSSwyhozItcEP6mP9WYw2mHIzvr3Y0vbYw5KR5KGN/tQlch8+28Bz/9TMKKgIfdrbe3s8sAF14bWkiaC3UpHHHPNI6QqQsMG43jfUU7kAHVVow0AnxGPxnLj3DIxluLAZWw9NfIKUUoJAE/f0BEG61cB/C8i2getwX6zWf5mADvM8v8F4DpzDrcCeBu0f/cHAbzcnNe0voFqQKNdJx1Z1kB73oQUWMeRP4j/Eh9sXIcTRw8G6+eVZsjjnazUZwOOfdZT0HpfisXIESFG4diHJiuB2t5m6n4sux29fdKagWzUMNp3fgi47zO1rzctJGYGpCNGBlEjHTneyWoaCgUSM0BANNgMeOtDJeh/4ISWf/Ry4WLmk95h93xuGisFi1EQd1NpaS7de2ODOSgbnfqYFRIJZ5jNl3AJHUAmQgCEr74Ts+Yc6ojuc0izG5bUzIVy4GzPiS8CUO49U8uG0fbkIcu9HNvgnaP3c2IZ7SnQ3pxa6efYd3jw+5C5QWoUAG07oBtW9ntSBdp2BmOG5ZDC+GJLhYjKz5ZRqNHOhMKCXIKaNxOmRR/MyTMso+3b+VWuIeYD7XK9uWaMJRNYk8Yh0C5Y4kDCJIy2BEOkwmZIYhzSalUnANqclb+fVUBX6oe94xO0nAbAAdpjlpGzVDutriOokdGMqI1KR8aVVIxKgBzGaPsa7UmlIy6wZpPs/arNxuvbHyBUuR8LtBvNQZcWV7seCZz3eB2K5KHTA81H4qL+9egsPhpE3mySC6yx3+fyM+3Du16HSEcCAG5e8//IX43rr77BPS62mtE2dTMRvYeIfoSIvtf+m+QgSqlPKKWuMX/fo5R6ilLqUqXUC5VSqVneN48vNc/f423/WqXUJUqpy5VSHxh2nGl9/VZ1Kr9uitlqtJumUcqC82fnnwAAPHToULC+r+vUQDvFDvhA22O0jQRDstjEMgv3o8iLMtjmnKTvzu3uhzQgvuz83SDDaHOf0b7+hUP9nbNC1ABtc/7ZqnP9sHXtn30K1/7ZpwNZROqDlhpG+/aHl92PyQPHNYvdz0sXkYYHtC07qChCrjjefdN9ePeXDiAX0kRUA2ibiOdiDUa70Iz2cz95DT7a+GX9Gi1qPnIn8I6fwB/Gb3LHrZYD2h6jbbV4zew4FrHigNjNt95mXkA5GDrZywM3ilCjbbTh6eqgEHjCetfND+L33n/72it+Hdcrrr8Zz/7jTw7MQOWFAkHi+el7wbxegEzIMIF0SA0w2qaJ8ZdvfyG+W33UrVNltMPAGolt8jjUNg20mUih7PfENBf69n6ycg1ZSYdev7ypc0Y4kpyPL8rL8PD8Y4NtIs6Q1jRijSpm5A684qOtreosgzdZYI1ltOtYVf9/u37LBFI9ROeY7TwJ12lktO1ASI050GBEG7L3G7fCgcoQ6QgbfO8t+TNpM2QpHVl/bbbriJb2DHrNP2LXNvN4+GfGKZSORKz8XgayJaUln+676ElubMOjIh68OCIdvAQA5H1vSqcXQsQIZM5hyxltU01orfSzADzf/LtmQ0ed1rQmLMtO26pltFc02LKpglUW/NCRMB3Q2fvFWjpybDXDvAGZOTWCwJo40GhzxFRqtLln+bUr6joAvv9hDeb2LG4HJW0UioHqXEdOPjiwKBMSs1ajbdnVVY+R75ZAUSmFB43O2g/PSQtZdl1Hg0D7yEqKK87RTPsDx0tG20pHGukRBzaFVOAoIFmETHGIIsdvv/e2YBCClgbaPB8NtFMhkXBCkuv3N0FeAifDlF9MD7vXZstOQ+4hHWlvn8kr4GyWeu6Gtd1q7j2gvdzPcf5QoC2wHcv403ueB3z6T0a+jrXqF9/6ZbzpP+5Ze8Wv47rtYf0Z7z8afidyIfFkvg8/cuKNeMVK+T5nhUSL1s5Dq7rU5EJiJ+9gtjiOS9V9AIYBbW8fRYF5sQRsMw1QIgWzhlhWOuIx2tb5wFbQlFVx/YjaC/i+7LdxcvaSYDlnhB4NeviOLNKAPlJhM6QF4PrB+ECbEbnfvipxWWcr54OuA+wct4yfZqDNiUr5yriDllMUtFMOWAafK5shq9usn9G2+9oIQB7HknCSogGNtt5pbKQjNMIphzEKB3vm/VDAoHQE5aCPe8C5Z8C0bG4P9s1pNKPt/61lU/HWM9pKqZ+o+feTGzrqtKY1pJa62UCMOTBeM+QRw2jbCPBeJrDgSQSOHAslF6G9n26cbBhN80q0fSijnako0GhzUbLLs2oVWSFRCIkDFtjHbXDOsYoWeJ2s4s5/Dx8fvxfXqb/FXGzP0+qNPUbe02nfc7SDX4zejv3NH8J9x8pz0ey0AdpKDbxnJ7oZLtk1i3bCnXSkn5cuIlzmQFezx8IEeSjSQDtGoZkxIZFUpCORWFs6chGVr2U3nXA3/tsOakDm3m8PGHWMrs4BbcdoqzIBDNqj2DJ2TavR84F2r8Ae8gJPfI12LnEemc/tK6WP+Hrr0bQf6f03bXg/Z2tdsktrle+qyEdyIREz/fl9W/5/3fKsGM5o+4OuOunIHq6PsYjSltMH2gwqYLSbYgUcAmQZ7SItB11ssBlSVrzYCX7KYAh0rXyNV5jJiDGXDjmu3MNKR8oXorcj3xN6Ans/zWhboF1hVQ3A8N9ef52DbI87J1bVxZ7i4gzu85U03kBDv2eW0Z68GXLcqpsZsGU12lX+mXk+2tXvzbjH25hGe3ObIf3AGsBr3rXX0YjBYbUZMrZ6aSnNANdrhpRlMiQjn9HW9wtpCKDyvDygHWi0B0E3Z6YZUmwx0CaiRxLRR4noq+bxY4no1zd01GlNa0h9/5s+EwTO2OpmAgwSL+P/hhn0apvnSqBdMtqPYfe650+cCNPkfI12LhXSQjqgfZKXQFtITx7BB6UjkShB3ozUQPtENwezy+MWOBFW0QqaIXPTyLP/lhJoAIC4/X348ejfcQE0g+0cFlYPAtsvMn+XQPszdx/DL0TvAgA8dPAht1wz2voc7juyhMte/YEgHv54J8PiTILFmQQnu7l77+a8pEekZeNhhALKMvoQiMwNuyodSYrRYS+5kHi8utU9PhfHUUiJXEhc9zYNSq223AdG1kHlHDqBhDMHBqz1oK0Z9FEIBSFVKZ3xWOteXqDl64B915GiHGzVzQIMqy89sFQba/3+xq+h8TfPHHs/Z0P1czF2oM/FO7VW+f1fedg13wJ6xmaGl+/7k667HkdX04HZCb863qxWXTPkDqa/2zuNk0gdo+1vlxiJE5sz4FGkICfPGLT3G5COUMnSVUGDteasJvz58c9qTCbYJkOWB7aMNkrGcEJGu/w7fM42oPnXnQ94bNIlY6Uu9nRGsJczjePLcPINaLTHrVEMcyPSx60SH4GP9sQabfP/hOdZt4/q3+stzqii0a4A7RFyp2ozpB145EKBiAKNtoLno80HNdoDQJsResroxEVp28e5fzz9d8QIOcVAsfXSkb8C8CpA332UUrdAu4hMa1qbXnce0jfL993yEP7mUyVI7ucCV9G9+JX4bfhW9uVaRruTFW5dQIPz8zyJwMrJamyz570rNePboAw5Iqxg1klHhARi01SlKEaBCDFEmeIlNOhQcRvz+RFkQqKfixLMxS1wRlhRbfDcAF2RI7bs+VLItMtlDbB3QTO3TjrSPwnsfKR5sSXQPraaYdX8cKw8VMa/p7nAjGG0v/agPoaVluRC4unZp/H0lfebH0Tl3rs56mHZRNHaBMxCKkTKaLQRITKMtjCOLIqYc1ZpIdSPVysrJC6Q5YDgXDrm3n+SGmQ1zHtX4iKFlnE32Y0TSCLmMdoyYLRnqIdcSHSyohZoDzTcVZoh3SxANNi0c9P9J/Dh20Kt/71HO/juN34aL78+ZK5L5gob1nufSfXmT92La/9scDBcV/Y9eN8tD+OaN3zKLc+FxBwrb3LfRA/hrkOrSItw0OTXyV65fp10ZDfTMiHrSiO8JmYAA8mQsZ2JamrNKBP90qvaRrCr4Yw2I4IwciZVAQ2zxvmo2mwYMc/1YlxGm1BKRIB66cgEGu3An3iIj7Y/IAnDa8rtTrd0RMtXbJP6eO8lJ6BQWw+07ftYB1gbsX6/qg3XPqMdr5vRXj9C9jflm8JoE7JggGj2Ga0NtDkLNeyR972sSkekUk5CdPVlu902qZFoqdbOynmhZLQ9SUhUczzGjHRkqxltAG2lVNVOb2N5lNOa1hr1iutvxu+87zb3uJcLFyQzQ/3aZEjngVxY6UgR+GL3VsOAUwvWk4hBSIXMMNoZYqyi5QXWSCdlUDxCBo4IBfJCX9yx1CCP9lyJbaluEOznAi1KIVgMMK6BNlqIjEZbeRKSRhHqtpWRiOww3qGOvc+6wLwJRe2dcOtnQuAYtLuBOOYB7UI6drrT0/9bfeCJbob/k/wpnn3X74JTeWPtG9eRE8q4pJgmEOlptKuMdgwBxRKgodnLphzNdmaFRNOCcwDn0nHkQgUSHcteWzDtWGYAc9RDI/IZbYU2+lDG2WUWfQipsNrLHTgPWWvPkhAYaIZ0cqMaRvuNH9uH17zn1mDZg0Z28++3Hgq0yHvmPaA+ZsjQmVbL/XyAPV7qZjjeGY/hGeaPnhcKbSo/04QKzDT4SOmInXUBgPfe8hB+6K/+s9yfkFg0vw876SSkVEbuFALtgNG239PGHPoqBhNpOegywO2tL/2vbn3JBr8P9oZPFaBnG5mrmmef5evsfmLt66wWESBoUDrCyGuGnIDR9i2ah6UW+ow2Y4R/3vZSvGXPKx0AI8CFhJxO1xFHgEzUDLl+e79xq3QBGXzO/gZndUB7nYz2pktHNsV1pGrvZweFVrYxAmgTBdeOZZuFVJVmyDAZ8nEXlOy1A9rtkNHmjEpHEq+/qs77POYMOU6N68hRIroEpveIiP47gIc3dNRpTWvMWu7rm6uvt24jRVYM3sAtQ5AVWrfVzQS2UQloW6oXuHLkUumEQnOBdTMd8FKwRDO6LrCm1AwrlhhGu9RoO+nInisRyxS7sYTlvmZTpUksc4x2oc+n1ynBdbOqaTZNj9ul1grnQuqTKHr48H4DNrwRdppLHDdAO17aH7wflum1ftqWCTzRKUHLXhx2ACTNMrQow3GYoA0DtIWyiXnaRzyCcBrtGIXWiJo43ZZaA2gLiQblyBuLWFZtnEPHIaRCIZS7cVqgbT8vn4Fuoz/IaFMfmNWNWjPURy4UOl2vAc8D2pknEdLPlWCsnwsskNmuBmgfXO7j8Eo/0AsfXk4Ro8CL+Ifx4NGyv2DXnLf98btxtlU/F3jsaz6E373htmC5kPqGVw2AqivhrXPhjjKcIhcSbV5+pglyJBEb6TriM9pfun8JN959zJ1DIRR2MH29zlMXIu+Z2ZbhriMOaCczyJCAibSUQRkQwKMSDKjKDAeR11hXsc+0jcx1QPZVxc/ih7NX4cjjXlr7Oqs1IB0xwJaIINTkGm0WAIrwOWdpJnxGm/CB2e/B/124xm3LiM4I15HMBtZEM2usrYs2GFgzSfFKQ58t6zpim/bLc/Mj2NfXDLkReLzZzZBVe7+S0Ta/i2s1Q9YwzIWQYROyAdp1MqbMAG1Ro9FOlbmuhzHaBti3EoYM0SkB2i8H8CYAVxDRAehUyJ/d0FGnNa0x654jGvT4AGgGQxjtImQmu5nQVm/tXd52ob1XzJlL4eplWp8rKMGqbCDtreIl//gFFFKWWk8+6DqSWGC55yoAwEV0ECv9HC2kkJEHtNFClGuAffKkBmS54mhVgDatalu9ufyoi+VVxsnjCweFvrF5F34mpAMUO7MyNDXNBWaNDKJhI+TN6z++Wm5/pbzDLWdmcHHMMdq52c4k6zGOQkWISCBirGShWQIwjow10V4LaBugq3iCh9WiYbQlCikdwLYDA/tx+UB7hjTQ9jXabaSA0draZshOx3tfq4z2UI22LD22+aD3+KHlFLlQOOGxq0dWU7wiehd+N/5bLO5/v1sec0JmgdDxs899xEqw3vGF0BVHek2oa5VSCrvmGvj+J52P3GPwMiEx4zPaKNys0jDpSDcrEKPAk+lr7lq339tMyNJhBoBYOTKg0X4iuwt7Dn7SPW6IEminFINEWhN8oW/IQtFAwEwAtCvsnAubqvxORZxwi7gAn5aPmajhLJSObJDRHsFc2nPyB0icCFIpPavlMaenWzrCCXizeC5eX3w37r74RWNts1Ef7UmqGiNu63Lj9LTYDn9fYs5cYNakyZCWQd+Y68jg/jZSmtEm18cgbFiTlYys1QxZsZgENFEU9EY46cjgdzEx98SiEbqOMCKksEC7ZLT999xqwlsx1+ueAns/pZR6NoBdAK5QSj19zO2mNa11144Z/SNkm/d6uXAAqE39AY22UrqZ0aZC9nOBXmbkJrN7ULAGZqgXTB3nQiFi5RRVLxdoUAbBE6zIBJHo4WsPL0NI5QAgsRi50oyuZdBjj9EGgAvZISz3C7Qog7JAmwirqoXYaLRXV7SM5aBaRFuG0hHW0dKRbSv7cCV/ALlQWFnW63TR0Nph7wciKyRmDAt4niwnm9KiTHm0jLwdaKyeLDXeV4oSaFv7wVrpiMdox75GG8KxExlro4W1gXZCBRRv4pDajnOMRrsQygFsTmW6HwC0mX59q5jBDPpIOIOC5zpCKWhWA23bDNkNgHY4CGvQEI124THaMlTI5ULiWEefxyHPRvHwcopvZzeb8y3XF1LhkDJsylkItC2QrnrWOxa5ZrBbLWHAWcxZsJ9cyEA60kAGKa3riGfvF8w2SLyIfxhvb/wOnpp/zpxDyWhvh+dRv3pwQDry0ug9eOzXXuceuwFyMosMCUikpaa7AgZSJEGzFKBdR+wNn4ZotFfTkLXkNc4Ga5VmYeuaIden0R4VD26xhj/zR0ZaVkjlBdrQGeA6QuijgT8uvr82kKuuGBHuUeeik+wEbIjYGPW48xfWXqnmWHV49eeedRn+6cVPxdWXhtphPUun/56U0XbNkBvAxz643hSNNiP9e2gbi7kB2nYmYcR39hXPvBQ/+JQL3OPYfDGFVAMR7H4zpA+0z581287uCs+LoFlqIADQgVTFvP5WzJGqU8No/ysAKKU6SimLCN6xoaNO6xu+Diz1XOx3XZ2zoC/Kuz2gvYOXjHaVTcuFglLAQktfvP1CoJsJbKcVUHsROW9jtsKE55Uo8G4m0KICkjWwImLtUpBnATMmeeKSIS3YbyhzEe68HJIiXEiHsNzL0UQGFRugzQkraCMy0pGOAdqHaSdaqlvGHBYpeKrZ7t1H/xPvjX4VeSFw/KTWZPfQ0O4H3oWfFhJt4z28G0e95SWj7Rhiq8U+XjLfF8gHHINlA3VOIATahRDGdaR0XYk4lYy2YX8z3l6b0RYSDZVB8QSraKGFDIWVjlTaP5TSwK5h3CCOYd5JR8pkSAPOmguQvOmaIfs9TzqihjdD7jtYyj3SQmKbBdp5+DqOrKTuRugD7aPLHVzF9gMAyHOV0TcFs8HxsrH3bCn7/a4OasUEjLZUGhAlEQs0qbkom1sBrdEWSiETAi1fOuK5AvRzgab5Hj9HfSo4t0JKbFMrOlwCgFw57PoHbDWQgZnvkVIKTWU+QyMd4SItgbll28wAMkVcw/76gTUh221dR1b74feZB6xh9d2qL+ZPlQNBM2SxDhnESNcRMxAIGG3mMdq2yQ9nhuuI+3vMN5Mx4OPy8finb/kQELfW3sDUW1/yNHzh15892flRvXSEM8LTL9s5sDzxGNV4QkZ7czTag/vbSDEyg3Lz/RC84vQx4jv7widdgKsvKd+jn3rGxfivj9yFH3jyBaHdpdKWnXUppZds0+vMbN8T7JszQrqGRtv+3bRAe6uaIYnoCiL6PgALfiIkEf04gBEZmtOa1tr1fX9+I970ybvxwPEuLrruBnx+//Ha9e4+rEFPLxPYFWngo4F2ePO3U8kOaOcS3bzAIq2CzexAHs3UMNoSEWMlo50VaFIOyRtYEWZ6tug6Zw1Am+zbZsBSOmIu1uY8uq1zNdA20hH7Y24ZbS5zoMjQ62hAthzv1D8SRrKB1TKN0VYjPYKlJQ0Gu6phImFDRtuC2xkP5KZ5qdG2528ZQHHSBMK0tmNBLbv3ReV6/VUydID9UVQ2eat8/YxIWx+ScMAk5zNoj8FoxyiAqBy0ALqpswq0pZmpsMD4sJxDgwq0uQiSIdvUB5IZyGTWDKgU+j3dpCjAhlv4Afilt97kWNo0l1hAx7wXoXtKlcW2xZZKEB2lIdB20oV8PDu8M6ksMK72M9rHdXaG1ZJmqjepYbR9oN0woUVZIdH2pSO+x3khXEjR1fQVAMppiTOhsA0ncXLmIr1C56hp4PWBdgGS9rvmMefJDDJKwGQWBFPp//X3OkM0AD58Zo1VZEa2GbJKJtR59a5VBDh3E3Mwc3zP3m+TGO1XPOtSPOXiRVzzmPOCdaQyfRrOTeP0u474rOv4g5b1SSyaMcfO2fHtPgGr0R5//SSa/Lthy2m0NyQdmfz9XGt/Qir3/XBAOzF6+t2PGntfu+ea+F4hPEQAACAASURBVIeffAq2tZMBRhsKYGS/i95rsPfIVigdIV+jnXtA29vWYoJWwtGT0Zba+10OnQC5DWUi5PMBPAHAT2/oqNP6hi6lFI6spjiymuKTd2oJw79+MdSBWhC71Msgjcf1DqYBUJv6A8mQVsZRAm0rHVkBWosoopkajbZCxKnUaOcCTcqheAMrUv+octEPbMIUT1wzYG68mltIIYgDPEZ39kLDaBdoUgaKS422rwvrG6DdbZnRdt84otQA7fneg1he1s930dD78RntXKBlQMMsus5KLs1zzJJthrQabRvnroE27bkKC/KkA9qy0ADUNpJYRptMYqOishkyYjoyWINmA0iidplGOaQyIZEgh+JN5IicZ3Y/l+5vW1Jp8Gt1u8eVbtKcY+UPX1Hk2koxmYWM9YCqkApZ3wzS0BpohvQZbQaJA0smgr4QWDANtKoCjg954NoH3aurpUSFp6UbjP7emOPK4bM3Z2rVWWgCvnRkHEZbg7OYs4ABr34GDeSQSg26jkif0ZZuhmYHrWAbVj3piMS8XEanea4+x6w3yGhTDjIzG1lhGmgBIG4jpxhces2QPJzeTlU8MJ0eMGtRRTpiGe2swmivg4UloiGuI374yiT2fv6+w+f2bmvhbS95Ghba5f6YkYhZxwe7j9MtHVlPwIo7/83o9lujaIhGe1j5QHvSZEgrVbLfu/XUpgfWmJkQ6wjjgPauy4EfehtwzfqSd/VHF2q0GVTpamLL/n5XZi44Q61Gm3kDIysTa8Ucfcm3jtFWSr1bKfUTAK6ppEL+vFLqxg0ddVrf0GUBai8rQ18aEXPNV3YdQN8QLRO2jXzpSJXRrgHaaYZ5dID2DhTRjLN9c8eQCgln7ubXzQzQjhouvpUVvcB2jvHYsbCZ0CErLaQomL6Y+3OPwEV0CCu9DC2k9UBbZMi6WoWVtzUwQN/IFzoaaP92/iNY2aXtv7b1HsTKil6/p5p6NO79QMiijwgCfT4HTgoiNdKHrGRkq64jkdGB45zHYF4uQ5j3U5qRe5+13bkCAEm/GVT7aEecnH6dDKOXcz2gGeVIkRUSscqAKHEpk/YzSzxGOzHgSzPQ+jyOGaC9wDNIM2igvARMKpnVzZBCIjWMdp+1Bn20KYc0HfERBO4y/u0Bo53VM9oRIxxa8YB2p5SoRJ50JJDCqFCrO2594CsPB9fFqayqNtuWvYaGAfFgXaVv2tZC09+2RRnSSH+ethkyLWQgHemn3t+5cD0HgO47sFKwXEi0VRepaXySIjMhSyKwGGOyBNptpMhZE2AcOSWIZIbIMmMVRjunxP22uCK47xBVgO6zH7UHz73qHFz3nCuC5b5t27hYL5CoeOe2XkZ7UskFIz1gkhVG+0+K78P9j/he4Ak/OvaxN7PWJR2h8P+tLK3RHv9Avu/+pM2QV5wzj3e+7Go86cLta688pPxTndDGu7bsTEjJaHuA95HfCSTt+g3XKDIgWxEzQFsP+gYCoK55HXDBU4EdlwaLOREeUEa3/ZgXBs/ZGSdfo91TW8to2/oeIponotgkRB4hovFafKc1rZrqeYEy9maeRAyracg6AnBgFgDmXTNkOgi080HpCPVP6unN9iJEVDKdtvJCImESV9/0S/hE8ovY3dmn3Tl4w8UkJypFVniuI0wH1kSkBwm50AEneaSlFun8RZinLorucbSQgcw0WZXRzvumubHKaJuQnI/L/4J93/UvEGDYnj6I7qpeTkkLGYW+nsw4knQb+scj65o0R29arGS0jS91/zCWaQ6Y34sIBRrCgEvzg5KzUE/HVKmrs64rNso5gigDPgyjPcw/GbDSkRzEG4F0pJ/LQDryHPY5KCnQz6XT5h41toM7sIQPLb8AuOkfwUzCH5IZIJnFrJnxyFMNlHvUQp3riI105yRx56EV85xnCTnAaPcRMcIlu2Ydu91JC4jca6jJSq926QemyMnB8p2HVvDSf75pICDnVFXV59dWKR0Zg9GWCoxKzWmp+1basz7WvQAN0jNXmQilIz/8pjIYJzVhSrZiCHcOuVBIVIYiKt1yCqkQkSivO8AlP2Ym5EhE+mbvgPYQjfb5u7fjRd98YfDaCHBe0lRhtFsJx/950RNxwWIIJtbDaAMUSkcMoNCuDpPHifMJmctmxJHm0jW26u2Ak5jFLU96bSkFOMUV+oGPt40FvpNKM9ZTG5GOxOs4vyc8YvsZFVjDzQDNWcTyzVEc21NTYMbeT4GjlKi4uvBq4MUfGmiUJSKcwDyekbwVeNrLw3P2EiEBoJlwdAUPiK311DhA+zuUUsvQMpL9AC4F8MsbOuq0vqHLguJeXjLaScSCxiF3Qy5KHeasceeoa4YcYLQLAdY30/jtHShizbQKb7tCSpyHozj/oQ/iInYI5/b36enluImeaZZoIUUv85hWniA3LGwuJHKhMIeuAwzFvL4Zt1fuQ5My8Ia+0XIWencKI2voN7X3swPaxvWjo1qIkyYO004spgfQMwx4wVvGQN+b8ioMoGzqVKyiY4B2MQi07XsZZcvo81lgRjeczAjNqEsDrFPD0Lupe2k16jEyFRnXEQYhtdzDMtpFNINZ6gfNVH5J414QqQyImwZo6++DZrRLqcDrkzeCbnw9/usffNzJDI4p3f3/tO4n9Epfut4NNJDMAo05zKCHXEoUhtmvAm0rW7DpYBzSJZLqwBrbDBky2ie6Oba1E1yw2Ma9JpimmwmnfxeKkOQl0PZnQtbDaNtj9E4Toz2s2dE21I7jOmJZ0NI7uGSgm0gheAupijSjbaQjPqN98MSKmx3pey46ABB5FpuiyBGhgIj19aZEDmkGgZkHtJknHWlTH4XxX84pQaR8oB0y2o1GG60knJomz3mj6joyrKJ1AO3AN9g7t83RaK+9fjvh6OZ6xqFMhjT72gwx7zprVMLlWttshn3d2seaTILR2IBGezNqPe/nWvuTSoG2CGjDY7QJcuxeARfKxJIB7ZS9Pu06rZijKyL9+70OssTWOGdmr+DnAXi7UurkqJWnNa21ygKHXiZcbLpSCBhtyzyXjLbCjAHa8zwdaMSyN/B5A7TTXCC2etmWZrRnqReAg0wo7GKl4wQTXSTIQFETPaVBWJMydDPhbsAUla4buZBaG4ouilgz2mL7xQCAud4DaCEFM9NjEaPyhl/0gayDAhxFa4de5oC2BlcdNNGIGA7y87AzO4DUAG0ZtZBRqNGOcgvaNdDOzb4sO52qqASDToud6R+atj7+rAHabhuyjLZ+zGSZjFl4Gm0XMmMAidXCD2O0XWy9ykHGwcUOAvqFCDS1APA/in9DA5mn0dYDmquXb9ArPOKp4GagYRlta+8nMg3KemiGQFtoH++Oia2PILDvsH5/syxD09jOUYXF6GYFZhscj9m7gLuPrGo2W5aWhEewDbEnHVFClFKEMUCpPYaVijxwXL+ucSQaW1HDjjuJj7bV9SZGMmH3mRXaeaZgDWSIg2ZIf1YjIuEGQf1cYJ6V33stHTGMsr2ZG+CsRO7870NG29Noe4x2wRLEPtCuaLTrwou0Ttn4z49pL1fnbLBWEYZHsBfr8NGeFFC1Eo5uKnRzr0HadAoB67CadMDgr3cqBgjadWT89X3XkUmlI5tRmx1YQ0SQsrzmNg1oO+kImSZ9pTMexgTaZePo4HNWm22/W+2EoyPNNbYBi79xzuy9RPQ1AE8E8FEi2gVgYzz6tL6hq+cx2ssm7a2bCaz4jLaX8phLhTZS7eMMYJH1cGXx1WCfddIRa1WH5oJukqsAwEJI7FJl81pU9NBADpaEjHY3KxBRAQUKNNp5oae656iLItaSBrVNM9qL6QEtHTEa7apJfiy6SKkF1dwGABBdfR4qXYECoYcEScRwnO/EvDiOwjDgItZWZIEtkQGaWUsDbdkzoNw6iKA1oNGGyLQlnwHac+IkciHBzdR6bvV0huG2U+5k7P1ilNKRxJOOFHwGbUohivrmv15mAhmknjnInHRE1TZDLtIqzqcjJaNtpCMtacC1UuCF9UNugxpGOiIVRGri56kdAN20EGhSKR1hkO67Z9+zVMWgoucaSwGgkwq0kwiPPX8BSgG3PrQchOwcVQtIcs/L2W+AHLMZ8tG/+e/41j/4OIASaI8j0diK2hTpiKfR9vepBzspMmogQ+T0+ANAGwI33q0tKzXQ7gXP2XMgqW+CKmoiVxyqyCCkXsfNJKEcMKbGr1saBrygBLGqsfezzHYN0CaUzhtVjfaw8l1HJnHKEH7mnxdY44D2BMmQk4L9dsLRzYTW23v2fvYcTldNKoEB4CVbbskphceaUKO9kWbIzajNtvfjrByUAxWN9gaqPDVfo13aCK5VfrpptaqMtrb3s71VWwi0lVLXAbgawJOUUjmADoAXrPuI0/qGLwu2epnAUreMWLeM9s/w9+KNeC0AfUPMC6mbGgEgnsGsWMJfid8EDn7F7bOuGZKbcBg0ZiGSeS1p8JoaCqGwAyWjzUUPicrB4iZ6RlbQRmqi2QUUT8AZTGCLQGqkI/PooEg00xo12jiktmExO6i1pgZoR4FGO0UsuuizFqg5B6kIoqvP4+Ejx9BRDSgwtBKOlM+gJTuAAdMqaplmyPKiT4y+OmtrGYroGbBnXuuqagWuI/1cgMkcFCVOOjInltDLhUuYzHmlGdKwEmQGGpbRFlJpcGylI7FmFGVaNgjauvHuo3j8//6wfq9VCkQN5CoCI81IVKUjthiU02jbZkhXsgC3CX9xG2SkI4WQTmPdrzLahdQzFSgZ7dwAcQu0lzADUjIINOhmBdoJx1V7tXzllgeXTMiO3vcRtRBIR7jnmPH/s/fe0bZldZ3vZ865wg4n3lzcorhFFVQVOaMgiGDE1ComxEbUNge62+xrQ7ehu8VEd/tsHTSigora+lBb38MWGgYqkhQEQWIlKtx4wk4rzPn+mGHNtU+4e+8691bpPb8x7jjn7rP3SnuF7/zO7+/7nUc64vXfd0SMtjFmX9/5K1FxM2Tc3Bp8tGeUjki5m0Zb2/4HaV10LKNtX49j0xNqbj/vmlpLzTKj8OBLqMMMlXTnukms7t/UpbWe3Es6Umv6YoJx52slczJT7rT3E8L+nuxk40TkvCHS2RjtdjPk7NKR3ZohW4E18/hozy0dSRiVNbXWwQe8k6rWzwejWvsxIwF8NV1HlBRzNRXGQDs5iG7EOasVWHMAx8dLR3zVu1xDiy4XfDOkccmQZuaRa+ycM12NRrtJhgzhNg+gIXI/H+3nu59fCjwP+GL3++digfdhHdZCFTPaF4f25B2WNdsTC0x+KP0tniv+DoCisg/T3KfI9Y82C4rA5mP//CX89/TnWkA7qRrtbtG3IFRsfjJ85lmDN/LkyTsxQln3i3pERkGSdRk715FGOlKBTFBSUqHoioLfPPflmK17WRYjdObcExLJBbPMuj5vV+IZ7ZZGe0ymxxSyQydLGZFRj930+PYGAzr80Atv5cRyh7Hq0zEj0mpovUOTjrP3i6JjawfIeraxUruGSlP5NMVuYAlrbbg4LEip7HR3zwFtvcm4bHysK9mWjigPVIN0pHKMtnbJkC6q2k3F60k77RLgrz56PvyudIlMLSgCKwPw66+N4I/0s/n31Uvt/lHTERM0IkhHQuk6yAZQGaK3ZgFUNUa6xM7BFNC2zZCNdERGfswenIdkzEinPShqjqYTjosNTq10+MAnN1s67LNmjVSPmxtyDLQX0Pc1QNvwFx+8n6f9xJ+zOd45EPH18XODfd1e5q1YOjKpdoLu2RjtJhkSGkbbNy8WIqcwKZlw0pFat5xnEhq/9HFZ02fERaxMK3UWmwCJZ7RVblleXVIbdkhHJDUYQxkYbQe0RWav/elkSLDs9i6Mtl2ek47MqJFO1fw63B1AWzTyjUWkI/MywT2nTR9O6rDNt55a5le+9qk866aj+330ilbbR3te15ErD7TntvdTzaBl3mTIg6j9bB8XKSEEsfrs4DXawjVDumTIWTXa+3ipe4DtxzndTEVuYVeG0f509/MLd/n3BQuv8bCu+RpHriOe0R5OqpZ0xFdZG4rKNAEjvd2B9tH7/5rPUe+MmiE1qQOg5EsUS6cBUFuNX/fLt36WJ43/hqJzjAFdcjMmNQUq64RGOS8d8emHShDA4bIZIC5+jBUG1B5oK8kls8wp4xIa08Z1oJI+jWpCrkcUskueSJv26KzkzGSLbdPlq59xg90PtYTEsFJfpJId8lQxZprRtuCwXrKDCeOAtqgboJ0LK8+otOHCoCAVtQXaWY+J6LCiN5iUjbtKnbSlI6EZ0kWwZ6ImEbgI9qoB2k6rbsY7gXbs8ar0BOGaIcE2a06cbGCTPj8kv5u7sYMAiW1erGXGgKnpRxMB7SRHrtnY3nx4L9Lt/3DKR7sqS1KqIB1JIsDmA3s2cE4KkfPIcFLxdRv/N7z2Raz3M7acRtvr38/hYpqdVaOX4fjtnKe0Ntx10a67rDWfvDRqSa2m656NEZ/xijfzY294/1zr2a9ioD0smu338qtZAmt8ZHKQjoQmZ01qJpw5eRSRdsio0MYEX3ZvyZdQh/WNK2vht+FSSxOqsA1Ku4Fn0qVEgWO0U1E3jJQvXTtGexwcMzyjnXg2PfaGVukejHYjHZkOrNmrYqA9K5gRQlCbWKMdS0cWsPebE1B5oL05rlrNhJ/92FMPipbYV0z6zuujfTU2W0nBPHjVXyNSXB3GfboO2kdbyfZMmE4ORjrSHBoR+WjrnT7ae5TftV012rsx2uYKMtrGmB91P1+2y7+vX3iNh3XN17i0D6dRWbMRabQn5c4Hd1Fry2jvArRN4d0hGnY3ZrTT0CS3TLlkAZjactHj0Q2g7B1nSM6yGKHQpFk3SEe6WEY7pcbIBKUkpWke3HLzHpQwmNwC7TyRXGSJR4h77Rv6x5v1+BCYakJmxpSqSydVjEyO9vtSDBjRCaDU2wYeNRepVJc8UYxN0gLauRtQmCXLaBufTlg30hGwDGCtDRcHJRkVKrXbs61WWTEbTm/tmx5TStKG0XbHX6iUyj30U2mBUUYVGLUAtHdhtPsBaBuULlFJHkBQzGgXJOSJRAv7t4TaAm3VDdp5sHH06AqhG0bbA+3+6JMkekxtBGMyC3T9d+6OXcNo6yBBMG6m4JJxyZgx0C5qTpe3w9l/JJUWaJYRA3vWOaIwcrr/lkZ7PqB9dnsSWOSq1hRuILBXk+knL9ntfs1f3R5SUsHOIrz+HXfOtW5fsUY7lq34TSjnCKzJphjtotZkekLW6XFyfSU0Q/qBm7/+LKNtlzWZFHQZs+kZbVE3vvCmkY5UKCcdsfaKEzMFgnXpfLQboF3LjFREiaExQ5z2drWwE2CnrGFmjXTLWWJW6QjT0pG4GXJ+e795/ae7mV321rhsSV8e7Fqkee9qMtp7RbDvVR5oP1iDlwMPrBGi5T51UBptpny0wUm45nQdmVWjXRwAo33Zq1MI8W92eXkDeJcx5m8XXvNhXbPlNdpFpTk/aKQju1nC1do2yfnAkjhOVU8GduL00u3htW6myJRkWNQcNUMqmZOohGrZRgqnntGOtLdCWLC7jgWHaacTpou6wtr7NYx2NF0LqE0LYkynkY5cMktknhmLgHYdMdqZmVDLdcdoZ6w6hwxZDpjIbpgKLZQFFSfFRerEMeAmbV30mR6BBNE9YuUpDuTKugBpGW2wATCVNlwYFqxRkWYWzAyTNVaLjaBpBZAyoxIJqffR9ox2koaHeyY0Q+dV7DXavrnMTJq0RF+e3fDAVKSdsCwPtHNRWScSJYOlmUKzJMaYtG+9U11t0aerK6Rn3VUGqxZo98b3UtYTxtgkT7txtQVElZeUOP181FQn3d8u7gq0K47Ie6EasS62qHQWAnsANo0DY24Z0iwuHfGyEbDuOJ653SuN8cKgOZ//8iPn+YxbbWPsV//qXwPwFU9/+Fzr9+v1NYgSDhvpyCwR7BZQehDhZw7KWpOYiQWxSUbGhG1jrEbbAe1lRqSiDnaCwrnrbAjPaDdAW/legsRZRtalW7duSUfsRlXOdWTCVubcgqTvyXCD9hi4fvmrw3kVl5Q0MeQzSjfShTTaYg+NNk0Yzzz2fgtKRyaVvioAddZaNGVznvc/kJqXlPbXyCIe2gdRrcCaA9gEKUS4dgG0mi/Cfq+a9tH2yZAzN0Pucw6oKaDdzWKN9uIeILMMAZ4GfAtw2v37ZqxO+1eFEN+38JoP65qt2BfYM1yjwk7D5+ycnhkWVaPRjgBy7VngCx8Lr+WiJk8lFwcFS4xDU59MO5w1q6TbjtEumma9bHgvQ3LWXVCJSrtIqRiZzAabFJUFkzK1sePR+DTZckA7s2xm5hjtUEsnwq+ViDTapqBWOXmqGJFjnBZYVYOmEREo0wZoa9UlTyVj3Wi0tTY2ZRFIOj226CIm29bE3wE9z9xmjjW8OLAa7cQx2oNkjVWzQa0JemOjHKCuC4wxSOPdFZIAXDNZNRrlaenILkDbM7SBNVQ52h2TVFQhsKYwCVkiw1SgQttBUO9Ia3k10mq0I0abldNoI1gZ3YMyBWOyZnrdN3QGoO18tEUTiuQHMLtJR+piyFJlZSGnOEdRaTcL4Bp6gyWiPYaLNkMC3HG+AdqeOQdaD664zm83A68YpD+QKluM9k7pyEz2fsYgRLsZstYGbSDVE0g7GNUhFw2jnYmKofEe580AXJV2ALkZA+1gFxk1Qxqr0fb9AzulIxVFVZKLEpm75l03UFzysewxcH3Es2BtJ9COXUdYQDoyT5phy3UkAhQLabTnbIaM/cMfDH/nvaqt0Z7tM/uBrIOueRnt3J0bD9YxbgHtA2qGjLkzfcDNkLFGW87TDBnSTXf+bTqwphsz2ldCOhLV9cBTjDH/1hjzb7E2fyeA5wJft/CaD+uard0ipQcTy1wdF41rg3APscEkmtJ18gigiRqPgXa5SSdVXBwWNgnS+eomUnC3OUa2C9AenXgyI3LWXPKkSDv0MsWILLiOeDAppWgYUiBzQJtuo9G+GDfsRdtbiZjRLqhlJ2i0hdNop/UwbDOAdMs9LjbQac+y9SaxjXZOa5qLklok5GnCtukiii0n6bDHbItGOuI12tkUo71mrFWdd3wQKqEUFmhrQ9CuiiQNA43EVA0L7oCJdkCbYifQ9t97cBZJcmoZa7S9dCQlVZF0RNSsi22SpUY2NFQr1nFBV0jdaLRJMs6KNZaLe0m1ZbS91MVLOaTTtA/dAEShGz9mB8I3AqPdOH8cr+8P6z9pzlkLwagZciy8rt3H1jsrOdK5Ge07Lw4RwrKJpZOO3CTuZvWdr9z1/ecjRvvOAwLaRUujvVM6MktgjZkKrPFpqgJtGxiTrmO0LdCugnTEXitp1AypHKPtgbYNjWo3Q5K4WZLaN0NWOxntugrWj9I1K+/LaO9RQjT3qFmlIy2gPaNCQEBzDkOQjmizmL1fDKJmaSLsRc4iD2ZAzXQ9kAj2q6HOWFQ6kv6zkY7QmqXWarHI9enyWxZHsCsxu3RkP/lQMuWj3b1a9n5YUB2voQROGmNGU68f1mHNVKOiDTpOruTWPsoYjkd2e4kH2kXVAO2n/Eve/IRXAGBcxHYMtLNyg04iuDAorG+2A35KCu4yx8gHznXEAag3Hf9a7nvBLzA0OevC6YoTD7TzqBnSgslEtqUjnYGVoojcMtqJkmw4RrtGgfPJhuZhTjWmwwSddJxGOwPnBZ3XQ+q0AdqdfiOVIe2RJ4qR9lNZEyal1a/XMidVkm26yGLLaoddk57XaPekBcaDSUUmaqRzUhima6yxFUCjlilpohxgqRwz6ECqysL+S2OBTmIaez/jtazFTo221+bnLaDtGG1s1HpGZZstE0ktGunIOlsky1aG8/Txf+MVt70+AO3AHLttuI/jLE/uJTMTxiZr4qu9/CVyY4Gm4c4Yg3Kg/RJt6ciwqDktzoV9OaHPUrnAokxUGCGbgZTbHj+jMPEa8TnqjgtDTq106GUJpbaSis+Xb+fEO/4zFDuB9IVBQTdV3HS8H5ooH2iVe2q0Z3cdqbXhdHUXa/e8FWgCqMI5kHYh6ZC7Zsgqko6A02g7ZJ86u86tlnTEbqOf1RFJhwqFcM2QCt2y97M7UFG7Y6gyB7TdtHbfJ0/OArSZXzoSW7jNJR1x10KNDFScNuYAXEcu//5+1MTsA8EeCrWIdKRhM68Coy3FXO4djUb7wRnMHHRgjZJte7+DYrR3+mh7e7/ZpCPBdWQX9Ktke1bBSkeuDqP9WuDtQogfFUL8KPA24HVCiD7wgYXXfFjXTH307Da/+86mIWs6UvrM0T7DokJrw7GI0e4n9iE2nERAO+3xyYe9ACA0EF74ZAO01cbtvHn0Ip658acsMUY7DWYiJefMKunkAtA0Ut63+niWVtYY0GFVOACT5PSzhLHJWBPblJMRKTZmXE4DbceQi24DqLelZaE3k/XW1Vw6jbapxuQUdsrcM9oOaHfMyEaJu+ouN8sVeZ88lQx0I0GZ1NZ7WksbcLNNF1VuU9WNU4vXIufSMtqVd8pwLPQoWafHmLoYkVBjRNJIZOoC7YI/wPto2/0X2rluUAZgYty2i12kI4HRFo10xASg3TRDljjpCI105LpsgHCNsGdZp0iWrCREV427hwPa94rjrE7uoUPJhIwyAO3agWnnRuLkCd4LuaxNYEYvBb21B9pVC2gfr89S1g0Dq2WG9uBsStc+IZuf0b4w5OFHeqRKUFYW0HeEu9HvwqxcGBQc6Wdcv97jrksHJB2pd5eONMmQM7iOGPjp+76JM//rJYANpKlqEwKISLugPKPtY+vrkMyqomZI6Zp+t2UsHWk3Q+IbbHXpAmuqVmCN3YEK7XsiHNDWznpsWTigPYvmWQiU8M2QMwLtRe393Dmso3tPm9GeRzoS/z5LM2SzzuPLB6OzPYiKgeGZo7OxpcF15CpptOez93NA+0Hw0IZpN5oD7+5T6QAAIABJREFUOD6imf2CZjD7QKvx0bbSEby934zHbZ7AmpZG+woH1vwH4JuAS+7ftxhj/r0xZmCM+ZqF13xY10y94Gf/D9/7e+8N/x9PuYucOdpnXNoEyFg6suyeHYOibjTaSU6iUiYmDWD5o3fexaZjbXnTT6HQfOHkj+mLUQB+Slr3Cd/sNtiy61leXmWlk4YHu31zTi+3jPZnqXfzq4PvCvKIRIrG7oem4U12V8Nr28oC7UHS1hQLmaCR6HJMh6JhtMlR5RC0dUIQeQO0+6vNMvTK9eSJZFg3jHZRWXZQKwu0hyZHloOWH7GXjnRlRV2bJs3QAdNRZsG8HJ4jpcIoK93wQLs2JgR5yKSRYihj7dUUTTMkSQ9txO7SEeeGETPaQaNNxbiy7HBBSqYajfZaVpNX29BtjkUI69B1Ix1xYOOSXKNfXSKnYEJKScNol3XTB9DY+/lGQx1AuGe7PWgeTGquF2fRQsH6jRzT91Np3TRDqgztWcW6tNp5d8wWA9ojbjjSI1E2fbOMwWld7nj/+UHBsaWMhx/pHhijPZny0d4al/zuO+8MIZt7NWbGZYwJg7R17ExLqXWzL0kHktzKn0zsOtJIR/z0s3H7XbqZIeujrV1vh3PFybrOR7sKjPbOZsgS42YqVG4BmrezXMENUmZgx1qP6QWaIWe290OgPdCOtkvrxRjteSPYezHQXnroAO14kHBiZTa2NMgGrpK93yKBNQ8Wo30lAmuIbhFCzsY4z1q2GZJg7ze7dGTvWY3dNNpx0NyiNetp0AE2jTG/CNwuhLhx4TUe1jVf04z2DY6N2B5XHCNmtO1VOphUTZNk0iFNBEPyALRXGXC7cVroe6wRzrbO6DNGeEZbWaCt9AS05tKGXc/Kyiq9TDEW0Y06yemlSQijuMHcQyYqhErbllpRqQhoV5mVewzTNtCWUlKKDF2O6YqI0TYZsh5TuOh02WmA9krMaB+9iSyRDHTTBT2pNJko0SonU9bBRNYTB6bbzZB/KL+PTnGOWhsbwOPA8Tix2yuG5y3QFgmJEpEfsQnR1EIlYf+FrjC6ssfJgVyppAWwu2q0LUILgSRJHsBpJqqQDOmbIT2oOIazK+wd4Zuf+0he/pmPct+DY7R1ZRtN3Y1zJG3IT094jXYDtIu6AXk+GdLvW1FpUjdw8nIbr7ceFhVrDKiyVVi9nrX6PFVtnL1fiZEpxjPaumxmDVhMOnJ2e8LJFSsHshrtCJzucsO/MJgERvvSsGRrn2CbWausmqdkUdW88QP38b2/917uvOij4Wfz0fba9RvFvU6jbYKsiSRHJLkdLGobHDQtHTHGoLXBuCZTL9FJReV03bp1f6hQCF2i63oPoF1jHKOdeKDtrMeOiE3Lbs+AkFpYZFaN9kLSkcYvW0ePbG1Mkwy5YAT7TMmQabPsY8uzNX1ejfLbns2hab6azZBiUXu/B6kZsh3B/sCXJ2hHsB/UXjWBNVY6YmA+6Yg7XXbbR3/sZQS0G0b7CkpHnFzk+4EfdC+lwG8uvMbDuuZruhnS6/62J5WNLXe1lNqLdFjULRY0kdIGyjid5aoYcLs5FT5XkXCjuIclMUJ0Ikbb++lWYzY2rRZ8bW3dJqzFHp9Jh16ueIy8vXmJGuEY7Wke716zjsqbz3/q4x8FwP1mrfW+RAkqkaFHFuSbNGK06xFbm/b1pNs0Ux6JGKTk+M07NNqe0TYqJ0ukHUzUY8qqsZ2LQ15uuvSXAcx4cDzOLdCWo/PWL1xlKCmsX3hdoHXDSqpIOiJNGVhGvywlBAM6yD2aIVc6CV/9FDcoUhlGeuayYhJLR1QEtP0sR+8oP/jC23j5Zz7a7r5jLhNTBK03wFDakJ/rxHkGYqlh/ZytWz41APE621FZB8C2hY+gbxjtzB1nOqt09ZDCsan+mPnmTdtA6gYzLNYMWWtDnihSaYF2VWvyIB3ZecO/sF1wpJ9zes1+195XG6DDpNX8O2uVtW4FzXiHID9gmsV1RBs4l9hr84y4N+yL1/yjUkSSh2ZIXZcoYUKjaiKsfn5S6fA9lTIKGnINqf47lWmH0liNtm9G3c11xDhJUNBoO0b7mNgMaZGXqxYjNqPrSEs6MpfryC6Mtons/RZktGfz0W7WeewhxGhvu4Czx51emfkzfnevBtBWYj4Jxj+3ZsgpQvtA0iZhp3REG+OSIWe9nvYebE0z2nkiKczVYbS/BPgiYABgjPkksLzvJw7rsFzFoNr7746KusWq+K72rXHVPICBnpeOxBrtpEsihZV6uOnfVQbcbRpHircuv5DjYpOT4hLSBckkTjoCQDUO0pGj6xZk1skU0M7ao+Oc0vpoS9EaDAC8X59pPUC/6rmPZ2xSzMrp1vuUEFQixYwuhfXkiR00JPWYrQ2rH097DTu+3m8e4NmJR5EnMprKGreBtpKMTW6BtrZMd4VqMXrr4zupPdBx4GCS2mOgxudJRIWRiQV4TjpSRTII66Ntj83Lbv8Brp981O2cXZaSgoHpIHYBduNSc3q9x4ufeiLsv9c1W422tWMLGu3AaLvj1ZuSjhiF0RWJKalFc5zG0gKlU1xgKJcoIo32pKqDs4QH0x7ADYuaDtOMtg9UchaTSQ75Cl09oHIa7UyUU9KRqhX+M16A0Qb74E0T4ZjzKB11CmgbYzg/KDi6lIWgo1FZh+vt7fm3Y376+rnXX1Q6LM9bGULjNjKL64jWhkuJTfg8I+9l4hjt2OKRKBnSN5J66YgPrBmXdfieKge0U5cMWcXSEeejjS7BOKC9i0bbh1wJ5zqiE3suHGNjdqAd/2eBZsh5pCOVcQ2Q0SPbGMPf6Nu487rP3jW5cq+a160j3uaHkkb7CQ9f4zmPOsZ/ftETZv5Mkwx5tez9Zn9/0Gg/BJohD0aiLVrJkPPlZO6zXLcY76Pt7f3MjNKUBmjv/Nu0RltKQSWuAqMNFMYeLQPgmiAP67BmqthqzF9zo7Jmvdc8mDyo3RqXgQUE6KuI0RalBV4qIVGO0S6HUI7piJIN05yWH156WvhdOXZYSRGmoymHDLetHOGYA9ptRjujlyV8s/5BPmps0M262AaVoqSgT9u4/v3mES0W4sRqn+GL38AzvvqHW+9TUlCKDDzQTm0y5NjkCAzDDWsf1+lFjHYvAtpHzzig3dgETionEXEabS+PqVxiYyXSlqb8uuGH0UHuYZdT5BbAJuMLZFQYlZEowaCS3HNh07Kzzt5PpU0AzHp5H9+0+V/tgh3QUFJY55NyNx/tmk4qm+7tJMc4JvyUuIgot610ZE+g3QymfPy0qavglOJrrOy5oIRhpJYj6UhNUWnWnF/6eWMHYYHRLurAGk8cmPPAb1DUFjgnOeTLdPSASuvgyGJU1pKO1NEswCKMNtgHbyKlZZOnpCO/8de38+q3fRxwqaqV5kg/Cw+Iyn0GYFUMEebyoHi6ylqHa7OodBS9PruPtjaNv+2N4l7XQBoz2hlCWelIXeswsJl2HRlXdTievqnKN0PWtSEXJVooZGKlTUJXiDqaUYirbjTaJG2gnYoak87WWNcCIwvY+83Kdoo9GO3aGN5ubuMdT//5uUTHi/hP+zraf+gA7aU84Te+4ZncfGJ23s9fH1fDpVDKOX20E+948SDF2rekIwdj73c1GG3jNNriQDTaOxtSw0xlnPQ77zbP8J7XCyH+O7AmhPhXwJ8Dv7rwGg/rmqqPn2uYTa/XGpc1RyKm1k9Nbk+qwJwC9NMpez/H2iTKgmZRDii2LQu8SZ+zZgUe8Wls9B4RluFlGImUjD2zVY4ZD60eOnOgtk6ih+vq9TzyeJ+7jj2bV/ElAJzgIshkVybkQ/qGHSzEkVueRb58tPWakoJCpIixBY7CsfOFa+5627usvryzcmzHsbHvz8hT1QBnz2iLEpN0UFIwERlpPQ7a4UqkvNs8mp889Ur+VD6P68YfxtTt5sEyXaY0Cjm8YMGMTEIz5L0Xt/jI/dsBGKkoGRKg8CE8qgHaA7O3dKSTqCZhK8nRTjryU+mr+Mbxr5FFyZDG3TiPeN1+3Azp3F9MXZGJKiwHYKQajfs4WWnZ+00qzaqw56S38FNuEGGlIyW1zJoUT3esRkVFRolwQDuvh84NxJC72QETfablr02+GNBOJJmSltGuIqBdF/y7P/x7fvyPrOmTT4U80s/CeVhps8NGc94qnHQkSySTCGh7AD+TvZ9p9P03iPuD60ij088QaY4UBqPLkPLpHWFSKmpj02H9gKiWTaNkqW1zpf/eEikpURZoO739Tnu/Ovilk9p7ik6bgfbsjHaMTGZthpwfRFmNtr0P1FPSEZifnY1x3LyAKma3/ylW8NG+Sq4j86zlwU6GjFd7IMfHBdZ8+GvezvMmP3twGu3wW+OjbQNrZo1gd5/eT6Md/a2RBC7e9zKL68grgN8Dfh+4BfgRY8x/WXiNh3VNVeyA4B8M47Jm3TG1J5bz8PApKt2WjqipZkjn++ylI7IcMdywlmsbps8zJr8EL30DW0sN0E5d4It3HQGgGlEOt9CIAN61Y7ZqkUJ3nW/99Jv4k+96DgPlEh9FFaQjv1U/n9fkL+bXq88C4B/MDTM9QD2jLSYWOIrMRq2/7HmPtes4/w8AdE/c1PrcjybfzX9MvtW+R8lWF3RRW6ZVJHbfSpEjqSnLSQAfAHf2H8dHk0eyUl1guTjrNshNzytrMUg1DJKSRAoKElIq/u6uSwHkCJla7barMEvgmyG9RrvaaTE3qbRltAPQz1u2ZMf1uVYypL/BHd1FOiKw+lSjq2BvGNYTAe0iXQ7SEaNLXvf2O1hlQJEso5GURvEp8h94ofxrJx2xQULBR9mxol6jLdMO5MtINKkeNYBapcGqkLoKCYeA7Q2YQToynfqYJdI2pTp5RMc770xpBX1YzdF+FpiYqjaut2Hx6c6i0mRKkqs20Pa2frNKRxIn4TghLlnXkVq3LB6FuwZFNQHnIOPPq8fK2+lVmy3pSB1ptOvaa7QLtMxREtcMWYTBTUlinXDCRlXRYM9f/xG4zmactG0x2vNLR2YtIQS1234z1QwJ84Pllo/2P23cPHeFCParAGZf8imP4Gs/9RGXf6OrB9t15OClI7bK/sP4hLnuwBjtIB3xzZDBdWQ26Ug4B3ZjtJVASdFiu2vRzFQuWvvOdwkhFPDnxpjPAN648FoO65qt2GHEPxhGZc3D1rr82Bc+hs+49QT3bNiHXlHrIFGAGGjXbUZbSrbIEdUFhlvnWcNGZr/oqTeAVGRpzu9Wz+XLk7eEABKr0fbSkRHVZEAhOnT8BeWmiy+t3MJRmotxW63iMym8dKQg5Q9XX8IHNu7n7jNfysc+sjoz0C5EhppYiYhPpbv+hGW+TxcfZyJTlo639bTvWP4sKq35ASBPY+nImIkP/3DHxutX68mITDTa5SyRXJK2ObNfXgj7A/ahMyZDlGM7oyCtPKckIaHmPXdc4obAaDfSEaDZlkijPSFDVBd37P+4rMkT1QDFJIMIIPfMwCVDJi4Z0q5nyQwsYxixjsLZ+5m6IsO0pCNF0gDtMl2hckDvY/dv8Gt/ucHPpc49BDsl/0z5QZ6ZfZA/K74tWCXGMhCwGu1MVDbkp2MHb3k9pPRAO1lq5AOO0fZSh/GM0pE4RQ3sVHKqJIPC2tjFjHZcFwb2eB7pZ63UxlFZc0pcuOx696qy1qTKMtpFrRubPeP/PlszpAfIx9igqKrgPQ6AypCpuy7rEqHb0pEXqbfQ3zhGrZ8eZh5qlaGNIBEVpXMq6VBSqxwprP+71BXSLatCUiORfrZMl8Hm059TMrXR7amom9Cly1QLqy1g7zdrCXaXjphFgfYCQS//XOpquo58wRMeNtf7vUb7wW6GFHM2ce5VfhGN88hBabT9oFMERts2Q84m31L7nAOJFDtmiMI1t8CsZFjufn80xtRCCC2EWDXGbOz33sM6rN1qEqXLNdIRTZ5Ivu7ZNwJwdssCBctoNydz1wPtuBGNRjoiyyHjTQskvvOFT+Ppn/ZEADqp4j9UL6GfaF546xcAdqQaXEfKEUk9ZCK7+BaiNScn2Fh/HLHgY5yu4vu2PNAG230/IeOtg2Ms58OZpm+VFJSkqMLqw4VzPPAP+1vlndzBCW7utB0MbjjSY+gGLHmi2s2QztpMuCnwUuagwRRDm7bnA2GUpBL2+OW1k3V4RlsKG+pRj53eeCkE1qRUvOeOS9zkXUfSphkSaI5pkI7Y5j/pzf3rEn7yOviiVzIur3Ma7YZNNBHQ7ptRkI7kicRHTecUOxhDr9FGT8gwmMj1oUgazWaVrVAay4hvbtv1rrFNnTdA21e9eZ/V+qqcRCmqOuFX/vc/8NmP3WLimk5lapshATpmm9qxs0JlDaOtS+c97hntdCZGu55itFMlQ2BNEUlHJpN2j8D5bc9o51wa2d+r2kpHTrFzwDNrlbUJ0pFYo+1rVns/5Y5DKmqSySXK6qSV24CVjnhGux7vkI4AHK3ucy4uflZFUaJsmqj30RYFWuXOLUchTBWaISujXBOhB9pVA7Tdun0PR8pwZka7JR1ZILBm1oqlI3Fgjf8+5iVnF4ku//Wvf0ZLxvZPtZr47Qd3O3arLGi0H5yNO2hHFn99eJx9YIy2+2mm7f1mbYaUe2+PkmKHbEZKe/+QV1I6AmwD7xNCvEoI8Ur/b+E1HtY1VZMqZrTtz8oxZXz4jTA4F278Zd2WjnRdMuRgUtMVZXggJ1LYYJZ6RLl9HoB8pYHHnVSyyRI/kf8bWHt4+Ix3MqAckesxpWwY0vevv4DXVc/nfbd8V2v7R2lk0dddDxfhyRULBD52brvlDLJfKSEoaN7rGW3Ppl8vznGvOLmDTfhPX/YEfvErn2T304XS2P0YOh/tKsSp+2n1uhhaSYXyjLYItmjdysWju79JIZiQIqoJiagRrhmyJCGj4tz2pLH3S7IW0A7WaaEZ0mrhZe2AzMadlhV+009ZjXaqIulIBkkDUJYYtpMhRQS0pxhDDz6Mts2QZg9Gu85XQzLk5siC/8esa3qrVgdfR/vSufghx2hbwDYxioSaP37vPdYpQ1QWmOUWyC+ZEYU/Z5O82cbaBgOlMaNtdPPE2aP8QPQx4hMc52Johqy0lVv4ZMit7baji9doH12KmiG1lY6cEuf3Xed+VVSaVAlrceW01XFNB9a85i8/0Wp+Bsu6quiazsfnmlkAsM2QmT3/bz73F1byAY3MC1irzzvWyjnfSEWFchHs3kfbfm/WX91qtKVjoCqS1oAKXTfnZ3xP8TNeM9v7Rf+5gtIRGUlHpu397HY8AOnIjB997qOP8/QzRy7/xod4XU3XkXkrT+x3++AlQ7pjc0CI2B9iPxN2YBrtFqNtnHRkdo32frMaqZQ7fMyFcDrtByAdmWXL/ifw74C3AO+K/h3WYV22JuVORrvUhq4o4HVfAe/6tXBiTyodAB3AUXORNbYYFZXVpzowmTrXEVWNqAaWsestNw2EHWcXGDMw0xrt3IwpVWOJJTor/FD1jWzSfsjWEWjjpheEG/SJZfvZcalnB9pOdhL+n7eBNsDZ9Lodn1vtpWEdWSJD0ArFgNJJRzyjXbl9MsXIOoj4xjElqZxbQxYY7aaBcUKKqCcu5dAmQxZGhdCV1LuOJKm1T3OVmgg0Y2/SLUZ74y77c/lUA7QnDujnyy2AvCxG5FEypAcV1iGlPfkmhbBuInVFJkpM0jCgRnVC7LbO14PUZXtowdXxZIjoOlvH6BbYv/RBcgpM0iFxzZYplbVl9BIdlTVAW4zs7AwVIkmb5LO6aDlrBNb/MlOPnqH8X/kP8Zb8Xzt7Pxmi3kOi5XAn0M4TSS9TYdq5kY4szmgXsXSk0jukLe2I9ooffcP7ee3b72jvkzEoUwfHmH/86Ef4+7s3QpgSKoNbPo936Ft43id+gWVtZ3ti7+v1+kLjlYtNWPVAu4zs/exMhJeOND7aXjrSbFQZEkCbButoADsro72QdGQBRpvGL9tEYMJLR+Zuhjxgv+R/SnU1fbTnLS8rWkRedBDlT6OD1lL75/6BxLoTDQ6Fb4Y0KDG/68hul41SAjV1/KUQVqddL+46cllRizHmNQsv/bCu+Sqih7F3GKtqzYrZsi+ML4UHRVFpUtmczF/20R/myzpwZvw6Op0KXMOSn+ZV9Rg9tNKR/lrDtuQOaPey5vROpGyAdjmiY8YUqgG4XfeZ6dTKPEpF44ZPRZ21YO1E5Cd7pDfbQ3YaaCeOyYu1xxfz09Mfa2+P890GoBhSJto16TlG2wFtXQ6bgBXsA37gGe3dpCOkLFWTEMwDlgkMbiPUaKFIlGwx2j5J0QNhKa2dWmAMLzngtXyKcaXJU2ntDdN+CCvxtWqt+pmYhNWI0bYLnma0m2TIDNmSoKRKsEmX45TQXQ2uI9ujMUp2keNLmJ6zdYwA2MrmhykiRts3gyoXg54Jb+9npSNLjBi5kB07C6AoSUl1iW5JR9y2mZr9brlxb2FXFBZoS9sMaaUjzmpw2I5YPz8oONrPEKLRF9baMCqqoNE2Qs7NKJW1lXgFjfZU82PMcPvr5hPn2oOAWoNSNaychuF50tE5fub//RBfqdx15gYuf2KezdP5ED1tz814MLemL3CH1oHRRqVB1lQ7jbb1ku+gvEbblEgvHUHZxmdfurJJrKRkwc6rsf/MerMFoLRdR2abtl7MdUTsGVgDi0hHot8fgoDzStbVtPebt4QQrgH6wWW0D0w64pnng2a03ZJ05KNtpSOzuo7svZ9PvH6VC9vtHhgpnNvPFbb3O6zDWrh2ZbRrQ9+4B/JkqwHatSajZmLaYCSncA1/HjS6wBogGdzHpumy0mvAasdNz8aMthQwMm2g7RsHAa5ft59fytuArp8r7jXrfFDeDEkWAPlarwkHmYfRnohm+XIXRvu+pcfsu4w8UdQo6yZSbIfwD+ltyhywNuWYTFSYpGHCPdvd1e7Ye+mIS82UTqONStkaV0E6Ai4K29kbxs2QmZm0luUTOKWpLQNw8Xa7Pf0TFiwmCkYXwTHKz3hkMxMhhT0/LrJMqqaA9i4a7RoFug4svK9ESbaMPaayux5AymA8Yb2bIMaXEB0rCYoDQJYHt9teAGWtEu1Ao7aMtm78yj2jvSxGITZeJhac18LG1lfaeo9rBBMPGi/DaE+7eGSuGdI7dXhGezRqyzPOb084suRmLqZcR9aFnT0QRs/dzGOlI9Zi0Gq0238vo+31wVQfnwLaxhiUqSzQBo4Lq5cPjLa7pn2sesfYAVpr1oQKMboYabRlxGg71xFhB5VKNtIREQHttnSkIqknlKIZ5KlIOpJ0olmsfar1nJ4RnCyu0d7FRztotBdvhnwoAs4rWQ9l6QhArnZKF65WNWz/wS5XH7RGOyxnuhlyVtcR/3PnBn3l02/gl7/2qa3XlBT2urtSriOHdVgPtNoa7cYebMk4VnWyFW4sxkAmasZkTbMU8ETxUScd8Y1LDaubje5nQJdTEajuBEY78qAWgsr5VVON6TKmiryzX/qsM6x2U/7Fk9uM8mo35dmTV/LIY33eCJw51udVL30az3nUcdb7KduTqhUqs19ZlrR5b2C0s2Y7zq09ad9l5KkDUkkPVQwoVE0uKqq0bVOI02gTMdp+YNHVbemIZ7SVLhyjnbExKlkjIXOSkZQaIyzQrkzEaHvA5DXaoi3R8Yx2XdvldFIF40vQtUD3mz79ZnhTex/PmxWekClM3EUu27cqm5anHKNNYO7B+tBu0WNgcrI8DzrswXDMw3o1bFWIwGhHg4Zq24py0k5oqktEZffZpxk6H22wjPa4rElFjUgaXXuntoE1GRU1KgrM2Z8RmZZmZMra+1W1QddV+C6GU0D7wsDGrzO8gHLBSzZMx3CE6OFQTVrn2uWqnJaO7MNo+1j2j58foLUJfRe1B9rddYYm57iwPfXBR9vPnrgBaEcPQdEKWQJQw/uCdERK25CbijokQ3YoMCp3bjkKZSorWWE3oF2j9MQ2DrsKabMwh3RkfuSwkL0fws7KCDDEjLYD2nMio7a930MTcF6peihLR8BZej5oQPugGW3709uWXjF7P5y936yM9j7Skd3XJ6hNcmV8tIUQv+F+fvfCSz+sa77ariP2Z6UNfe10upOtVhJWKurGm9nVM+QHd/pou/fkxQXGotN66O0GtIHQDEg5ZIVtJkkzRayk4Mueev0OpmO1m1KjkBFj+oLbTpIlMgBszyZerpQQLQ14kjvQ07EOGH9YP4vVy7DjPj2sUl0oh2jnnuAZbeOjmKuR89d2AxIlgqykN81oC2vJJyON9uaopHAaZYDENRx6ptdXFjTaXjoSAe1yDJcso12Xk2b7R5egEzWZTtXXfubT+fwnXDcDoy3BVIGF95UowabpsUnfba89ZsPJhOu7bns7a3YZpjn38mrLShCSPLiuZFTWMq42duASAe1lhoxL7Y6ZY7Rd/Le39ytF2rDml3Eembal9ox2UevGJQMYj5vfa23j1x+dnoNXPJrl978WaAJr8hhozxkh3LiOKCa13tH8WO3CaBeV5pMbkXe+doE1KuGsWY0YbQ+07flZOqDdNfaz5RQHlA7vi6QjCYVJmmZIp583SdcG/LiBoG8eLUlaMxfoksRMKCO5kRA0vQ/ZjIz2TO9q10L2foImgr1l72d/PjDXkbk355903XpqhVtPLXNqdfbI+qtZX/Lk0zzvlhMP2vqlOLjBlwfsTTPkAUtSHKPtI9hn1WjvJx3ZrWRohrwy0pGnCiEeBny9EGJdCHEk/rfwGg/rmqppez9j7FRvXzeMdsywpNSNxMPVY+UnWl7RadS41CkuttxDwLqOAHTT9sPaSPvANZMhR9lknF3+NF7tWgCw2zXpJSPzMNp3icZbNet4RrvPWz//zfzr8ttY6+6/LM+IlaoHxTY4AOuBttd7m3LkkgybZsi9gHaiLKOdaOs6IpPM2sqZBIm24SxOOuKT93x6ykVFAAAgAElEQVQlHjAJ3zEfM9rjwGhr5509zWjvVs950m2sdFKkbNwWpjXaPhkSXTXaaVf9POET5hSf4GGNxAQYjieczh1I7a47YBwBbT2wVolJByUbH3ElRdPc6EJ2KtlhSYwYFXWQlCjneBEnQ9aoRgd+mYCX2hgEzXsyZ+9X1QZRNyE1ZdEA7bLWXBwUPHPyNtAl/b96BTlFFFizONAOzZBOOqK14fHiY/xM8ssIdMtHO565aqfBYrXSMuXkdac5ndjrPnYdAajd99thL6B9P4mwx0YF15GK0tv7UdgBkptVsMuy+1sbuUM6kupJsLsEuPvSmAHzMtrwJZMf57eOfsdM7wdIF3IdaZp242bIhaUj13Az5C2nlvmzlz+Xlc5sfTVXu/6vL3gMn/+EnQ3xV6ukEAc2+PKLOWAb7Z32fiGwZrZrqwktmm19thnyymm0fxn438CttN1G3gW8c+E1HtY1VcWUdMQ/nHsx0I5YnkxUTbCMq6Nis2ETaespl+pLLfcQaBjtft5mtKWUVDJHb91DKmomnWNcrlYc0B7uEmftAfY8Gu3bRSNNybIorOXEGQyS9f7+DwBvAVXILhSDwGh7wJJ3LUgQldVoB0Y7kWh3nPqmLR2RwvpoJ3riGvtSfvQLH8tzbrWDAhtRozEyaT30/d/sQpLWsgDYvNv+A3RpQU8nvTyjTf9EWFaQdqidKrcaidAO6CbNsXzGmSP8ePUv+brJ97SWMZoUnMw80F4LoTe+unpIT0wQjtEOriNSoCvbUhc0xekSy4wYV3Vg1G3yZ9IkQ1JRR4z2D/z+e3jTh+7fc7e1biwBoWG0K61RdQOupW4Ac1lbd5HbNt4KaR+1fQ+fJt9nGe2ytprzcMDmBNqVJgv2fpY9fo58H1+evIUlxi0f7XHUi9EG2sbq9WVCp7fMWmYfVpkobSiQ15S7JuElXHjVFNBORmdR1BihUEpSkfAc+T6ed/711nXEuRIlUQ9B1wFt+81NA+2i1aMhYH7pCPAe8yjesv6lM70fFtVoi2BRGc/yeKbwUKN9WAdVFmgfsHTkgJsh5RSj7SPYxYwNyU1D7KyMtntOXAnpiDHmlcaY24D/YYx5pDHmxujfIxde42FdUzUtHfHTzb16071hs6VJS6gbVw1Xx3B2YIHRFoyM/b1jxmg1xWgnO+39wLKthczh0p0AFPnsjPZgsnM0GxjteYC2bBjt2IHg4et22vvM0f0f8n23TxPRgWKIKdt+wA3QHjUBK25dQiWUJE0janAdsY4syhQWaCcZ6/2MZzzhcQB8unwvz1Z/j5EJQgjGssd/q77ILtczk+4m55MhAfjY/wnb7QcEl2O0J+QB6MRs9A5G2/slm8qC0yiw5lk3HaMisXKYyLFhPJlwInH65u46UrhudeCCsXKBo2xC2gtNdaljtM3UgKZKl1gRQ8ZFw6gnyslqomTISjQezn/xgXt52avfset+A02cuyvvQFDWprGjg5B2ChbgpqbgYVvvgye9GICbxCepas2kbBoo7Ua3o9svV9PJkNqYEJ2eUrWkJOPIredjZxugXWun0VYppD1yJzWyg5PmO/OMdt8B7QpFYRR/lzwesPHsdrCnQkPuihjxuRd/0zHa9v4ghLDTvEBXTMKyYokQdUVqJsHuEuBbn3cTz7jFeu7PLB1ZoLFuUXs/v/066ltY2N4vev9BeSYf1j+POqhUSIjcQRb0e99zuS2NtmmsP2e29/M/ZwTa0sWwX0nXEWPMtwohniiE+A737wkLr+2wrrlquY7ohtHu1A2jHZ/wu0lHjolNqwWOGO1R1FRo0naDl5eO9KakI0pK6zSwYeUMxQyMtgfaW7sAbQ+w1+eQjlwyzUM8bow6sdLhHT/8mTznUftvU6IkeSIZiw4U25iq7Qfc7dnli3LsbP/s65mSDgTn9I0Dm8EpxFrypbogjez9uM4mbb4y/S9cL84FUKqk5Geqr2Ikuo3W1jHaLb/yj73ZruPk4wMbkFFBOdwTaG/I1XAnjW3N9nId8Yy2iEDTamS36AEzgDSaI9Lte2cNKUQAtmeN3Z5EaFg6bgdl3t5PiMYX3B3n0fKN3CruYFJWzuc7Qzk3DK/RTkWFjoB2Qr1vo1Ntmth2INj7Abax1O+Tac7FUVGzzMhOnZ64FdM7xo3i3laQS7OC+RiZstakSSMdqWoTvu8z4l4eMfpAeK9ntPNE7sJoV/b8SLvk2OOYTQNt5zrSF046YhIePfl1/t3qT1OSIGo3q+Ibct132tGj4CXv7w9atqUj082Qf3vHOTIzCTM8YAeAj77+pP3PnBHs8wDdhdwuIteRWDqyqL3ftSwdOaz9SwrBQbkLXilGOwDtSKM9VzLknM2Qlqy5Qs2QvoQQ3wW8Fjjh/r1WCPGdC6/xsK6pirWbxjSxzZ3KM9pbJNEJn1K1miHHZKyIIV3GbY12zHpn00B792bIRNp0ROWAdtU5yuXKA+2i2qmvffzpVU6vdXnY2myNNUqKVoz1NOha7aUzjfr7eWIbt4pBw1I66YQH2lUxJKNiqd/nyTes8bjTqyRSMhEZS86v2n9GSWk12p7R9gDo2KOoVdcmIgL5tpWBvOA2K+3QyIaBdQBAiijq/o6/hOueZJsHHVDtVNZ1Yi/pyKZaD7+3ZCpTriPS+WgLY11XYj9ugD/+zk/jdd/4TNvI4oGuqFk2rgm3u24fKk73e9asNh9eOhHcVRJRWwbQyy7cMds8/hRulp+kPzlrX1eZPb+Mk44YQ5eCUuRh/VLo0My6W+2QjigZNL0d0zDTSfT7sKxC0x9JF44+ikfKe6hCyE3JwEsi6vkY7UobEilaEez++3558vt854WfDu/1jPYtp5Z3aLQDo510gx1kCP/x65Jt6YjVWQuyRNlZAueIg0yCrAdck245afVwaN9Y6UD9dDPkn/ztnWSmCFaYodKmZ2K2ujpWcXslQz754fYaOraU7/q5vZfXXvZhHZYvKQ7eR/vAXUd8tHvw0bYa7XkDa2adzbnSGm1f3wg80xjzI8aYHwE+BfhXC6/xsK6pKmrdGtn66eaOjwHXFco0ACCh7TpyTp1sFuYAdcuKC5BTD8bVXkqeSK6bAsBKCgoRPdy7MzDa+4TRPPfRx3nbDzy/FYyzXylhgfabHv7t/LZ+wcJTaf1c2YFGMUBMMdorvZyJSZHD8zb0ZPkYf/Btz+YxD1txbHPesJwxo21SEqxVXWCPpWJ7/bYd6/+lr3kqT7x+FY3codH2VoGhjt8CSYbwjHbpBljddXarLdUA8LZGe2cEe40KoSQiac8qPO70Ks+6+ZhtmnTT7gpNt96y25r1EYIAbM8SrXfpZCuCPpECEWLj7Xk3OPEUAG4t3huOZfAYrwsqbVgT24zUSnDBUOgQpsT7fg9+/vEwOBfWW5sp6UjkqRtrrVXk5zqY1I08JO3AsZt5pLiHWmvrxiFKtnAAsppdo11rgzFWVhQnQ/rve1UM6JkGUI/dgPox161w18VhGGBrXTu2yTLaHmjb2PpYOtJmtL1GO3UBSUJXTqMt7cxUZDEpJheRwjTOO+5c7BFJR6JHXUrtmifbkjOO3gT5akixvFz5y/dK27EJaPY3Atrf/3m38qff/RzOHJt1YGArlo7MiE0O6xqpA9Vou59BOnJgriP2pxGO0Ya5pCPzarT9s+ZKR7ALIO4Eqzm4WYDD+mdek1KHkBfbDOmmmD2jDahyO/yeUDWMKLCZn2oWduwW+/6oGRIg6bQfNCudlLd+/2fweY9rd28nSlA4p4HaCOru7Brtg6hEWaD91hMv4SfENy+8nH6WsK07VoJRtyPQVzopY1JWRj76vDkGO0Bwy94vfr35fXj8iYxNyshklN3jzXucrGNao92y9wPoHQGVBaCa+QHWLoz2xCRsJc13IoVomMjdkiEj3e00ox0vow7sZ0232rQg3z1QkinpCIBcOWkt/VwoioyBtlvP6PiTqIzkKcW77etZP1gCoku0NqyyzShZDvugcIz21n3w+99gJUw+ORMLbhPRAG2JDvKiWGutTHPDHxV1YG5JuoijN3NcbCCKrcBobxsHKOdohvTXaaJE0GhXupGO9BmTRwNkLx257boVtIE7LwwxJmLoPdB2WvNcRDMnNNKRNqNt5TOl070rNMgEJWlZTCajC+4Xx2h7dtyB9rHJWoy2orazAMnUTNStXwDf+5G5miGBlj3plSgRzezEjHaqJLddN1uKZVyH0pHD2qusRvvglgVxBPvBLLdphmwi2KUwMwfWNBrt2danxAOPYJ/lDvFq4O1CiB8TQvwY8NfAqy73ISFERwjxN0KIvxNCvF8I8ePu9RuFEG8XQnxECPE7Qtg7rBAid///iPv7mWhZP+he/5AQ4nMW2M/DepBqUrWBtg+5CMwmkEwB7Vh/PepFYPmkTU0UQljXDf+ZXZLcTix3dkzpWkbbAqULLJMml2eiDxJoS8dol7VeKLjCVz9P2DY5FNuIqt0MudJNGJFztLAyD5abgYpntJsXfGCNbIPjCNTe/5SX86XFj/Okya/w0Re/LbwusJIMH6Lib3J2HdEx665bQO9AXl7swmh/xzv5wet/g1fXn8u7lz69WUekTd0zGdK/N9ldJ69E46Mt0eTVVgD5Soqgib4/Atpq+WQAzSmVbZqs282QKu/xSXOUR5uP2dd7RyJGu3KM9oBRshpAkvRA+76/bzYw0v1pHflLA5QjEgfiOpHWOomA9rCoghaZtAMn7AzE9RvvCiE7gdGeQzriZ55SJchcQ2ZV69AM2RO2B8CnTfqEzC/44Pdzs7iLOy+MQkOoPWAppF0SPQFcnH0k3fDguOebIUUbaAvtNdrKWS9GFpNjC7SFs7bEfbbvrALHpC1GOxE1S4wx0+E9QrRY9suVBw5XOjFbCkHpbS5nBBP7Lu8a9tE+rP1LXAFG++Aj2N1ydyRDzigdmdtHW4Tem0VrlmbInwNeBlxw/15mjPmFGZY9AZ5vjHki8CTgc4UQnwL8J+DnjTE3AxeBb3Dv/wbgonv95937EEI8Bvgq4LHA5wK/JMQB3G0O66rUpKqDZjp2HcnKTehbhlRNNni+fDcSjTJt6Ui5/PBmYWtnwq+VzNDuksu6s7kEJFEy49B0ZnIA8IOEg6hECmpjXLT14redfp6wpTMwumGIk4jRNhnX6Xvs6zGjrUQ7DChEsNM4hUSvA6jeOh8wZ5iQoSJgMm3zF5ohY402BKAtHdBO/ExGJ9JEH3sU8uiN/Mfqxfzj8jOidQhqP2W+IxkyAuGA3IPRFhEgT6jJyo0A8qVogG2s0U5XTobGxkeJu3nmW1/WuOS4AU2iJBdY5gZzb9jPxKVJUhdobVhjm3EEtBO0tWccX2o2MAK/082QVONwnngwPZG9KaBd29RUsBrjm57PXeY4z7r71dQutn0rMNqzPyh8L4WXjgCMSh0SW707CKUFs5Oy5mZ5N0fv+DM+Tf49Ra3d/vgZjxSSjmXpqeiIdshQ7XTVfWGXqyOgXZEgdOU02spJNSLnjAC0fTOkXdayY7QnZK1z9SQXWRFDJss3zHw8dis/FZ5caUab2HXkgd+PVAtoHyLtw2pKioPrOQjpsL696aCZ8uCjvWAz5IyXbSMdubKMNsaYdzu7v1caY94z42eMMd6wl9T9M8Dzgd9zr78G+Bfu9y92/8f9/QXCimi+GPhtY8zEGPNx4CNA8zQ+rIdsGQcqvc2eNoaisqPbpBoGEKje9zv8j+wVfF/yOyiqloeuWL2+WWCcIKlUYGc7veWZtkdJybv6nwbA+8wjZwLaB2VJBPbGU9eG4gEy2ku5YqO2YDY0FwZGO2VMZp0wYCejbXZKRxIpG+9raAGgeDtb2s4pD+pGOkJbhtJdhyRHODYgrZ17xtT0/KkVu/1xs6iUEZifZrRle/3exnC6YocKhbYDPAe0hWgY7QvCMtqbpofMusF1RArD8bN/zdMmf2MXmPhjJrholi0zC9A9gpKSwljmQ5cjuqJgkq6EAaFC24fYKALakW562t6PchTO0Z6zqhurJZLI3m9Y1A2jnXRApfy2fCGnh//A6uRulDBs4YD2HPZ+3h0odT7aAGMfzkOjf/ZAe1xpHqEs4F0X2xjjNN4+gMfZ+wF0mNiZkGhwFDTajNEiQTp2KnOR6qIubOOqtK4jHZp9SSd2vUGjrdpWgUWczgncJq1cZ7L+6JmPx27lb0dXuhmSaFbGzAgm9qtYOnKIsw8rLinEATYt2mpcRw62ybLdDGlm12hHrlazlBSCSqgrLh1ZuIQQSgjxt8D9wBuBjwKXjAn+VHcBPsHjNHAngPv7BnA0fn2Xz8Tr+iYhxDuFEO88e/bsldidw5qzKm3QpmGFtW4YbamLwGiLe21D2bckf4TEtPSXvTXrcHE/7QalRAmGjjnt9GcD2okUvLX/ObznpR/iu8tvJ3kArPIiFRjtWi8UXOGrnyVcquy+9yoH2jzQ7iTcZWyT55AO5I2GM5EyyHI0MvK+Zk+NdjwYaT2ggTq+cUqfDDklQ+mug0oRDhyqALTb0/YnXSTy+e0GRMYe2LtqtGOgva9GO7LXKzaCtaAUhLTBiewyNDnnscy2UoLKNOdhCEFUTQDQBaLzrrvuGihtsIEa2wFQka029oJo2zS4F6M95TpCNQ7n6Dp25mIzPdqy9xsWVaPRdtKJs8JeV0vlRQC2jZeOzNcMCZa594OtYVmFgUDqJUOltUscFTU3JBfCttaatnREqrB9HcodriPanXNdUaBlFkBsvot0JJGCrmj2JQtA2w0oIo22FgoTWSwCPEbcbjf96K0zH4/dSlw115HGOccciHSk+f3QR/uw4jpI6YhH7Aet0W7b+5moGXL25kaYQ6Mtnb3fA5COzGaXsGAZY2rgSUKINeAPsCmTV2pdvwL8CsDTnvY0c5m3H9ZVKB9W026GtFY80lQBaHP3u1ufq6PTcnlpic+f/CSb2UneGr0nkYJhlYOA3syMtqDShsKk1KiZwe6bv+d5O6wCFynp11/phYIrfPXzhEuVY+28pMGBluVOyt/oW/lM9R77cI5uPkoKhjoDaafXZXhdtoF21CQWS1ymp5xbISAOAEjBLkA7D64jyvtBT3mfn3SM9vlBA6BaYHoqGXJauiL2YLTjRjKFRk1i6UizP7XM2aTHebHGjdBKGASovEZ2itGO91PJDScdKVETC6aLdA3NpbD+SanbjHbdZrRb0pFySL8s+K30J7jIElumy0gukVQDhH3GOOlIxGgDY9kFDb3KAu3AaC/QDKmkQLjjZ+Pmp1gdz2iXNY8WF8DAEbGFdkESaSwdCWDaMdox0I7cgLRMAwD0IUBSlyhn7yelaBh1ICsuulW0XUeWGKNl7gaF0WyYqLlk+qhotmehChrtK+060gwWDwJoHzZDHtZeZe39DmZZjUa7/f+DWq6WKVRjtPaM9nzJkLNrtHEa7SvEaDtG+k0LL92VMeYS8CbgU4E1IUK81fWA69ribuDhbr0JsAqcj1/f5TOH9RCuifPWzV2AjPfRDpZw64+w2tupkWIdpZ+trSzxfnMjd07awCyR0jK27N4MuVslUljbM8/WzXhHOXOsz4mV2byy9yslhAvt2d9P+XLVzxUXSwtMVivnuJBb0JclkvdK2zS6xLC9fikYOInIKI2a/8SUU0ik695LOsIeGm0hRNvP1Gu0HaOd1KMW6PLlpSPnthsAFTN5Oxht2oy22sMpwktHapGwLIaoYjM0Q8Y32krm3GFOcLu4PnyujAZ8vqHHM9qpklxwQHssckg71tXF2PPZA+0qW2k1Q47KKUY7ko5oY0NuQpVjjl58D5+qPsAL5Hu4YJapnN+5P3+GRd3YNbrBy0Tan73asurbCwDtVjNkEgFtMcXqOEZ7XGkeJs4DsIYD2to2HtrjlkaMdmHvARHQFkqFgY1RKVIKEilQQlCgENq6YXuNdpcmkj6fOKCdeemIdzAZolVu3WtM+3r7R3M93fyB8Uz+7Lni9n4HzWgfSkcOa4+6ohHsB7Rcv32jdA0GZxe295t1P4NM8koF1jhGWgshVvd73x4bd9wx2QghusBnAf+ABdwvcm97KfD/uN/f4P6P+/tfGPt0ewPwVc6V5EbgUcDfzLs9h3X1azdG21uO2T8cgRs+FYCPmUYNFAPtlf7uINqmQzoWc9o9YI/ygTGFY+vSBwB2F6nkABntLW33fV07H+a8YVfv6FjtaTk1YaUi//H7V5/Qer2l0Y508THrn7QY7WmgHYHeGHh01yFpmiFVNdz1+/JAe2sc2dtF2tTdXUeiQUBnd6Btb6aCzfQ4t4g7m22iDTJqlfN1xffzC8nXh32Nj1+m2+4uiRJcdNKRbbkS1lUaxWg8Ji0c0M7XWtKVUVFbRtvHfO8rHRnRH1pOIRcl51mhFCmpKW1TJbu4jgATZQFt38mKtsz8PtpxM2RYV7k/o30Key4eEdsYY6/3RjqS2EAdoEthpSeRw4cSLuwHMCpHSYGSAum+B+EZbZcM2RfNccuLtkZbuEFfX4zRKnezGu2H6if0qQNrdL7SrHBg1AAjHvgktB8wWyu3Q6R9WE0dZGCNX46XoR20dGSYHrWkRV0ghJ65GdJ/ftbtsdffA4tgn+Wq3QbeJ4R4IxASCowx33WZz10HvMY5hEjg9caYPxZCfAD4bSHETwDvobEKfBXwG0KIj2DdTb7Kref9QojXAx8AKuDb3QDgsB7i5dMUfTNk7Xy0A6OdZHD6KfCJt3JerPFIN1ERA22Zdfn6Z9/Icx/dDpdJlWii2tPZfG8TJUKUNEB6hd0Cpss/4MZl48SySC3lSWApj9bnGIsOnegm0+92+frB99A7cSP/NfpcIgVrwvYn37/6JG5yr6tpf+2VZtDTYrRbGm1h5RT+pYhpa92o055ltE0JGFQ93vX7Wuna7/wRR6edTXZ3HZFChCAYAJXvPiDz23JRHQtNcF6jHQ8ItMwZknPEAekQp+6Pg/eMTpoGUs9oD+Qyx2jA+fZwxPYl2ydS5muNj7awjLYZX0L0j0Ox3ZaOTAXWMDhHb9BM3p03K6yToKhajPZq5KMNUDhGe6l2QHsh6UjDaHuf6FFRk8lpRrsB2ieN3ec1sUWtTdtFxflog5OOTDHa0jWf9phQp8vIsSBVEikEhfHSEUApnn7mCMuywPf7dp0WPcntfvtmyGWGVOpIy49dixRpSu5l/QFdg9BMic/LaL/5e54XWL5ZSrR6FQ7mnnXFGzgP659kCSEO6hS7YtIRf08fZLZvq19eXKgZctYBRWiofwCM9ixA+3+6f3OVMea9wJN3ef1j7OIaYowZA1++x7J+EvjJebfhsB7c8oy21zcb56MdUu5UDo//CnjbL/L/iWfxdPN+oA20SXJ+5AvP7Fh2Esewz8xoSypdB/1pmlzdh41nsYdFzXJncX/uXpawYSxYPW7OM0jWiIUtx5Zy/uL+p/CUrB0Ko6QIjWAX1mNGe8reL4012rL1eV+x9tkgEHJ35hshAqDKqJDVaNfvSwjBH3zbszi93m29tpfrSGzbB6A6u+v0/aacV8d5pHif/c/Kw9zfIo226gAmMPhKtmcEQjhLkI40Gu2Bsoy2cs2QKRWjTQs6db4egnWkc+Aww0uIpZNw8eNt6ci0Rvv3v4E4cum8WWGJlMSU5Jk/l2wEuxYJ0unYS2WP77KTjgRGey4f7YbR9jM/k0qTZdOMtpWOlEXJEW2Z5SNsobVu70/kOpIH6Uijq7cSEfsd19kSUojAapcuGTJBgMx44sPXIATbKDqlHVB4RrtO7HoyUVN6Rtt/B/8/e28eJrlVnou/35FUS3f1OtPjGc/isccrNjY2xhAWExtsCJDE8CPgLBBCwp6dmwshJBBCEm5yQy7cEG5CAjEQSLiELb9AWJOwmM0YG9t4w/Z4G8/WM71WlbZz7h/nHOlIpdpV3a4Zvc/TT1erVUeqKpX06j3v934qGvGwmIsEgEGhybLVZ1F1v50cJQhcUC6KNiDfb4GilKlAEozlp2iPqmGNRt2Rzc0m/EUpULDevhtRvF+P+0N6ZnWU8X5CiOsAfAzAt4QQ1+mfgbdY4KSBbsOsp551jnZkHbHLwPYLgD84hq9b8b1Xkmhne6Nt0zriVDPXyXqObhgj/95YRVurkKvNYOh4vxXVhMRGCJclL9ynzsr3I21PsRnhbcFLcBM/A8uzj4mWtxRDpp4TrZcqotLkRaTV5vQZTBFtB4G0jrT5vC7eM4dtU/HnTYinzLNTR4zX52TfbOmbg8NkzIgsnKfGiBeFivTplA871ea7IrR1RL0WK04dqSuibSvlw0aIcO2YjPpzJhKdIQFANJeAmioEbrGOtD+ZH8M0PLJT1pEQFfgQxvfEteTxMMUlAY092n3kaEepI5SwD6WtI0IRbfLXwMARTmxDhXywoAEuYHSGdKIbuCo82CKZo20pRRsAeGkKFpPvJxHgizh1JJo5eYxMhT0uplFVRJvUexBY8bHA7UoyvUbhoJgf2joS9lnrMSg0MaijrG4IcxiTFbaRAq0gUG7HhU7liRNb8yXwdaVoT/jH5I17G66QRv8Na4a3jnS92hPRTwK4CcC/q78fR0SfGXiLBU4auCnriCwEjNs4Rzm6zILP4i+JmTqCNrFtMt5PPadH64jFCEEoomnxYSL2BoEm2mvucER7smxjHRUINVWmiZXGzlnlVU3zXcZwPb8A13hvB0v5YxNNZgyYJ13zviShaKem7FqmpdVnWIIkYL1+Xolkky6dIdu1zdYn00M6HnJiS0RyzROtpcZ3IkU76dEuI8OjLTTRVpGAjKlukiEqzcM4ihk4jhW9TxW1u9RcAmqnyD/MzpBp60gKi1ExpI+SxfAO+2/xvKMfQAUeuG3cvNhlBLAxw6Wi3RQlhGT1laOt7VVmwxoALcWQ3FMFt4pwh8p2ZHtLyYY1lp0ohnTgJ77bzKgTEKUpWFrRJoInLDDuy8JKfVP3/BVZ7NEAACAASURBVL/Buy75d6yhGs0U6M8msONjQShFm7cQ7eGtI5pAjNqjrYd/qfdG3LbrxbmMaREVXSELtIARkFvq7YgU7cg6Ystam2n/iLyh71Fw08d9XznaoyyGVHgrpNVjCQCEEDcBOGPgLRY4aeC1FEOmFe2YXHsUf0lC1l3Rtlj/1hGtaEeFXhuco61VyDU3GC5Hu2xDgCFwJNHzrGxF+9h60pObUKfNx1asJqaVv+TzjTg9MiPHUkWXRPjawrXA5b+jFigSi7CtdSQLHRvWpBXtdkRbvc5HhGr5vhAnjJpEQx8LmmhrdVqjItR7qdV5xrCEGlxhY82ej56jrSO7+cO4l++Aw1j0GmoOyWhLd0USfmIJ8huaKR0ZWBQz8AWDhRBlh+HHrZvxGPf7qJCb+J7YjNBgVUxzGf3owoEHB4eOr7QdOw3zO2Im5KQVbU20SXm1+ZQspHXcY9I6onLKZWdIeVw+3boZU2It2YGUEB2DojQFxqRHW1tHGPcloda1CHYJQWUeq8I4P2jibpcjuw452Yr2cWvL0D5lTSBGnjqift8ozoZXnstlTMZyzEsucMIgz9QRPU7csCYf6HHWHSmezLiqC3KPinacOtLb9jakBTsAXwixnFrGM9csUMCAto5ooi2EVrS1R9uI97KNKDWTuFnZirbDCOuoSKXK7u1OVuZo89ijvcGKtlYGQy6GblgDAJ4jLQu+nU20D68mFUyTWJg3GRYR1pW94EPTr2i73YSiDYMEpxRtxgif3fE64Mo3qw0oRZt8kF9va/NII9F9ssU6klK021Sc65f8IJdkOEm0CbfwvQCk5x+A4dGmRIfSErxEkx/GCIIs/Kz3Znxj6wuj5wRCdpM8kx7GveJUOHZciDfr+PhiSd18VGbl+5Jqwd6S6nHu8yAue6V8/sIOBLDARIgJi2MbljAbHkMFXsI6YjNCg6qYUaftgJXgcgufu/mBzPcoC35GvJ98H1KKtquIdiB/c6Vol7yl1tQRpThdY10vl5lE25hBEOWpyJ9NuhhSBLDBo0QR+TpZPKsFGLMNVhT9SXYlMfuiUbeHJ6zaOmKN+Dxi8p68SJCeLShQwATlmDqiR+FR6khe1hE5js8qQKmGWe+Q/Eev1pE+iyGZFl14EFd29olezhC3EdHPAbCI6Cwi+t8Arh9oawVOKri+JLQVI3UkUQxpfDHMk35IBqlq46O2LcJHgyvxt9ve3HMlfuzRjknERsJUBocpxNTFpZ4tFW3fTiZuaKK9VE+SogS5Nt4zTXL2Nj+Cz9de0Ha76dbNvI1H21YWnfiJZjFkva36nEaneL90Z8hu+3xfsCCJ885LEmO8yPsDfOaZ/wlHMfLYo50cvwy/JcPYthhuFGfDdWai52iyWKMm7hU7YBvpJefS/djHlPpSmZbvi2kdSRdDVueBa/8RdM5zAACL9nYEgoGBY6s4DkYC8+I4qvCSirZFaNBE1DEyoBI8OC0kuRPMeL9OHm2taDPViEjM7JHvl7uoGvBo64jTOrV77N7ooZkMgvIUGMU52n6iYU38GdgWYQ2tirZtyZtwQKYW6bGFcbkrl7KtUv0gKoYcebyf+b3LiWhTfq22C5w4yLUFe2QdUX/nM2wknggIoLYNc546pzr9Eu3etxddC/hggXe9MJRfA3A+ABfARwGsAPjNgbZW4KTCckNe2E3rSEu8n0Iyaq179bDNGB7GAm6bu7Ln/ZGpIyJOVNhoj7ZjEBZrcH+oJuxNSxLsoEXRzj7hmBdsh5mkO1vpTqOlM6Q6daY92tJbbRBtOybaUtHu3UsXN6zp3BmyHTQxOehP4Jen/ga46GcTYzRQgV9dwOkqCSIiT+l4PwrAU0Q7IufqtxvwRDdJSbRj28LZXBLLR87+eeCc58j3JcguhnSf/37gNUrPOOPHgV+7EYdLuxFAWke2cplqUoGHBVpKzBLYjKEB04pVggdbdmPsEfpm1DYUbQKPW68r6GJIJ1TWkbm9cr+aR1LFkHZCwQYAnP606KHFKCbx5SnpFWXSR6ytI7JhTXwcOBbhiJA3OU2Uoiu7wxjWldItrSPyWBEGSR82cQQYPN5vGOQ2/U7UWrRc4KTHaBvW5DJsdE7nAsDkAmb8fhXt5Djd1zdEF78O3Pe1zk/IGqPbCkKIuhDi9wA8A8AVQojfU1F8BQq0hRACH7vhQeyaq2KvykbmKkc78mib8V7GST/sIcJKE8JKH0WFm61om+R6GEVbe70bllK0nWS03URJd2lMPq+tR7vN4zTMExPBIMFpjzajaLpQLohTR6jPYsi4BXuGR1t0J0v65TS8ECvl7ZmNdSxGeN5FMvLvW/fKiDrbSraYl4p2SrnXfm51HC3V/UQB5b3iVDAWK7X7gntQF2XcduGbgYl5ZR1J52irpJ7HPBeYVuF+RMCWfbIduWBgENgaHomet4cOJ9Qcm8WKLgD4rAxP2H0p2mFkHYmLIVtsLQCEJwm2w9UNQ+0U1EUZFXcxaR2xnMQB+fozPg084VeivxkjlHXjnfI0LEawLRY1rGEiAAMHWfH7azGGA0KmyZhHraloW6UKSCnanGzwl3wG13pvHroQEjCsI6P2aCfSfvIZ08oxxq3AiQOi/I5nnToS52jnfLwJAZQmMRkoZ3MfHu1LT5vDeTume1qfEWSCFAD8088B1z0POHRbX7valdEQ0RMAvB+QWVZEtAzg5UKI7/W1pQInFW47sIIbH1jCH/7U+ag2j+Bp7AcQ4lIEPCN1BClFm7pnTGvS2M8F07IIfhjH+210wxpT0S4PoabrcdZJKtphqbVZy0df8SRsn0meeMz3KmkjMRTtHk+yidSRlD/aYgTTORJbR5RHu8diyIS3tqUFe2+Ktn5tXsijG5R4fIq285R9srDmlOly9DyzMLGUQbTnJhwsN/yoSPR43cNDivjdwXfjYbElUYg3xZfxfXEmmrrCxS4liXY6d7rltbCoyG8hPBgtn6E6fGOWwLYIdaO4eD204JPdMdEkjWjWh4CJO/8FW4HsCEivjpALlJX2QqUJHBEzqLpHEKQ92gZ8J9ls2KJY0abqdGQdYYZ1xEbYomg/IuTnFpF0yJsD7d22nKo8VgSDIAts39Nxk1XHY5zhv/uh2BiibQ6flwptESGkIke7QBKjsI6EI8jRZqT6VTkTRjOx3og2EeHjr3lyH9syBJ/9Ss1evAc45fzex+hhnb8H8FohxF4hxF4ArwPwgZ63UOCkwTu/eBe+de8iAODgsrzwXrxnFru/8UZ8qPQOlFceQBByw6MdE22T4PVqHQGASh8XzLLN4PqyYY1u77yRML2uwxRi6nHWSBLW0Glt1vJj+7ZEdgiNWjmpBkaPKZt0d0KimUzKUsEImYr2FDVAgvdcDJlIi8jwaPdjHQGSNzp6PwFE6unnf/NyfOK1T5HLiOKZF0g1N31D8bjds9F+AsBM1cGX+ePx+WtuxrO9/wEBlrS/ALid78bHbnhIFgpbGdYRCqQVJ6O40yJEnvWF4FDydZpE27BOAMCyb2EdFal891jMo2d9yusHMPGvr8ENlddgDx1qWU8EdfghR5Uk0WWlSRzGLKru0eSNQ9rHn5pNshhF0YFkFEPKxkEWLCGJNpkebcZwQMc2GnAswrpKJNIebWkdkfswUbJzso5skKJtPs4rEYLll5dc4MRBvg1rtMUj/xs6IpLjmvU+PXq0+0Xm7Onx/f2N0cM6oRAiMqUIIb4O9CGNFDhp8O4v341r//ZbAOIM7bJtgalkhV13fzCZOmIWQxoXK0E29vNTOm5Ld2PrR9GulW2sewH8UGyor1Ij4dEeIkebMdlERHeH5BmKdhamKmZiQztFu7f9Mq0jaQJqMxYponKBJD3TWJd/90y0O7VgjwtUeIcpSfO1pRVtfUHRNxrnbJ/CTlVIKj3DMdHOso5ccppMrji0Km8qX3vFPrzn5y7B1RedlthGYFhQHhFb8NW7juDffvCIKoY0OkNq6wjLntGxGIOvxtoaHMJhikkmOcnvkk6R4ZBe838Or8D57H7gjv8/c+w0dDGk48eBU8+xvt26otdAwAUmoBXtSRwWs5jwjkIII65Q3SiFP/Nh/JT7Ry2zScxQtFllBowIjqUUbWGDIG9CEqkjFuGAaCXatsWi1092RXnxy1HWeNWxhm5WA2xcw5rRWEeKHO0CrZibKGFuYvCuxSb04RVZR/JWtAWSRLtHRbvvbamb/QTyItpEdAkRXQLgv4job4jox4no6UT01wD+s++9LXBSwQvlBbZksyj+bdvDX0LAOSqkkwjaFUM6uMr7czzya/vbjq/VpH6I9mTZBhfAatPf8GY1QFLRHoZoA1KdX1attUUpu/14GrWKqWj379E2wTop2owQmgGgimTNkCLaveZom0pCpqIt/+e36Wopx4gfp2c/OhXF2BahbOgJjERL6sgleyTR/sFDsjNh2bbw3At3gIjwtLOUdzhVtLlzu7yBPLLqyhuQrGLIDNsIoGoMFNGe5Ks4TAtoqEZDzLjg2BZFywNWAUD4eHg5johp4M7PZY6dRhTvF6xFyy5ld7WsR0EDfsBl8gkAVq7iiJhF1VtUr8foDAnAOv8ncSv2ZSjaiGYQrKrM0bYM6wggCz9hJa0jB8V8yz45jLAu4kxtIsJ7g5/CLU97LwBg93wVu+Z6OwY7QdujNtQ6kmPqSOHRLpDGu6+9GH/40xfkMlZUDKnj/XL0aBNIFkOaos2IiDYRJYn27B5g6f6+xug0R/8Xqb/fYjwuzF0FEhCp6SHdrKZkM9hNaSdhoYcgFKhmxfsxgitslCkAZzZ82LA6pFNEU9t9ENZJZZ1Yqvsb3qwGAMrGTcGwGd5lh+EY749oT1diAmcWgpoX8t6tI6Z/Ou3RTk0XqqLXmT4VbTKSTdIqLzNsFD6VkJ22niQm7TzaWa/ZYoTbxN7EsnSM4bnb5fv+C088DWl84GVPgB8KfHf/sYR15MVPfQze8i8Mi+teS7yfJtqCOZmXJMsieIpoO8IDpxq+w8/F060fgIzWBjYj7Md2AMD1e14B3CFnBo6LKSx46xkjtyJStFU+9nExhUvo7tYV/YayjrjgYGB2BYfFLCrBKrjfkJF8QGJGomSzluPfnEFg1WnMVtdQdayoYQ0gW7ebirbFGFy0xvTZFotytKFytI9gFmvz0lP5D790WS7keKOsIxiBol00rCmQhbnJ4WMvNfTxNQqPNkjF+22Aom2lrSPbLwSO3NHXGG2JthDiioH3rMBJBz9sQ7QtBrtxFABAQto2ZllrwZfNGDw4KCMAJ52a0f6bqadt+7OOyHWX6v6GN6sBkjcFwyraJYvhTpyGA2IezelWopeFqUq2R5tIqochF30R7dg60toZMszwaM+SUkd7ztE2rCNW2jpiKNodimdNMtFO0c46FGxG+C9+EZ7lvgOfL78RQIZFxmK470+f00YRZ7CtlPIPgMrT2For4+iaK98XL1aMoxbs6Rg8BXnCl9uy4UMwG6/2fx2/TZ/EKx73C4ltf5I/Hf+3eTFevusS4A6pRDdQBlQHx26IEjX8VQDADXQ+rsK3Eut4wgILGvC5QBUuQqsCxhiOQHrX7fqRWNE2Pr/X/fiZeOIZScsHI4q6SNqVGfzFixbAiPBvPziQULRNj7bT5liVqSPqJt0utzSoyCNxBDCjIMfPo20R9dp+oECBgaCPVD4i6wjSivbIPNop68iWfcDdX5CZ2m0apaXRS+rILICXAthrri+E+PU+97fACYyEJxemRxuwGlLRJh4o64gv7z5NpcZQroQiTp0uYMEARFvH3h2ve5tCtBMd9oZWtC3cHuzCk92/wnsnO/vZNSbL2R5tABHR7j11pLN1hGfkaM9q60jPOdpGtXdmZ0itaLcn2p082vp/WeRF34jo+Di5YuvpshvxSRdDolzD1loJi2seUCkD9cXoXyFXudNW9mlZNtGJFW2ybTRQwbvoJXjFrscn1qsHhAZqiZmbJkoyB7YHRDnavvzMvm89FleFSaK9jElM+XX4AccEXIR2FTYBR1W2NasfjRvWGJ/frz3jrJbtWYxwGz8N57P7YZcnsVV9P3S8HyDtO0h4tOU6L8SfYc98De9Uyx3GsKStI041tgj19Mp7h7ZH9VrXMChYQtHOq1CtiPcrMFrow0vP/ORvHUkr2r1dV/qFrBMxvuPTu2RtTX0RqG3raYzu8Q7AZwF8C8AtKFqvF2iDtKKtiXbJWwaJEK6wYYkQfihQpgDp1upmVz2bcQCsY8c1PbXdT+qITt1Ybvh9WU7yQp6KdtlmWG1KEtNr4x3z5iJ9E1N1LHgB713RhtlMJl0MmeoMqab0+rWOJEhqhkdbx9UF1H66s7NHO1kMmX4NQCpCsIc0nDRaOliWp7GlJnB4tQlMOsnOkELAphDUTtFmBJ/HRFvvT9oGZTMmU02QvKFqiN4Vbf39YkrRvtM5B0j1u1kRk5gJpXWkQh5CqypbpmvPfOh2jCs0wYjw896bcDo7hE8ax6np0ZYLksWQAPCDYA+s8mxieWwdiRXtvHmlJhCjVobN/c63GLIg2gVGiWTqSJ6HG+liyIRHu52BcNhtyYLsCFooCnpvJ9PLKaIihPhtIcQHhBDX6Z/+drXAiY4gTN6DRdYR5c8+LOZAIkAQcunRtpNkwmKE3/FfhcWpc7FmyQKnThewSNG2+yuGBKSivdFdIYH84v0ATbR9NVb/Z7C0cr0wVc5cDgAX7pppWSa7P7aL90t3hlSpI1rR7iPvNGiTo22S8MP2qW3HYB0U7W4ebSBJtNPWkV7AUsWQKE9hy6RStK0ycOR24PO/BwgRF0O2SR2xrVhZsYUPZukbU9aynp6uNY9zl3on2roYknlrAAgP2qe3rLOKCbCgCS+UirZO9dAdNEWoujkCbV+TBiPCEqZwp31OYrlFBN/0RyasI/K1eQFPfJ9sy4g3VB5tvY08EaeOjPZcYu51bsWQrGjBXmC0iDtDqr9zHJsRyUJBs7C+x5nS/reFWNG2K/H1yyhk7zpGD+t8iIheQUQ7iGhe//S/uwVOZJiKdtMP4YVcxnPVZQe7g5gD4yECrhTtFNmyiPBVfhE+++R/hlAEoqN1JFK0+/doN32+KdYRorid9fCKtoU1Vyq6g9hQ0jcacaOW1rE+/uon47Y/fFZiWbIYsktnSK1oD2Ad6eTRvk/swG97r8bfL/xuxzE0qqV2qSOtz8tL0TY7QwKQRLtWxuKaB6FvNr/5V0DgxikdbawjjAxFm3tRl8T0jZZ5s5RQtPuwjgQhh80I5K0B5WnYTqwWNYUkzStiAlbQQBBwVA2iHXV25SFsCiBAXWVffThurSVVKSIkFW3jps48P5jfJ4cZnTFV6ggwAuvIhjWsicfPixzn2Wq7QIEs6OMrSh3JU9GGUspVtG0INtD5uRfIgmx1fnEmYuU8Z0XbA/DnAL4J4Hvq54a+9rTACQPOBe472ppc4BuK9krDh+urTnzrkmgfEvMgcHznniPSo52aHte52DrWC+is3sTFkP2njgAb335dQ9tHhvdos0gpcAYg7WnletuU6qSXMVTJZon3Dkh1ZkyRKNkZsrUYMrKO9DjFl1CDMzpDAsAn+OXwSu1b6ZovM52d3Mk6wvIi2hmK9tZaCV7I4ZnTkSKMiiHbWUekvUoXQwaxot2JaBv/q/MSRB/FkLZFgLsKlGsJIqtJ7DImQeAI/Caq5EI4OrvbVi/JRwkhRBc1G4jf76211pmudtYR8zts2rJsi0U+cUxs6RjjOAz0IT761JH4YZ6KdpGjXWCUiIshRWpJPoOb1hEPpfy9YXpTpnWkVDOIttf+SSn0coV+PYAzVWfI09XPGX3vbYETAn/5pbtwxf/8T9y/mCTbgaFgrjR9eGEoL84rjwAADgqZOXx4pS4bU6QUbU0OdNtloPMFTCvo/SjDSaK9OSX3EdG2hzspmMRikNeSfm+3KetIr90yE2kaLc1kUoo2EXwqYRpKTe3ROsJY586QGp2m7pOpI60dLIHs40wfjwIsbogzoEc70VDHmYxU2yY3xuMBQi5QorCtn9liLFK0AYApQp6qQ07MViQV7XJfxZAOY4poT6FkM9zPZeGP9mCvqIZJgVtHFS6ErTqVakU79FGGB97D561vdtKKthnvByCzGBJIKdoW4UZxFl4/+y7g1ItH5tHWBGLkDWuMx0WOdoFxQYt1JMfDLTp2lXXE61CnM/y2DOtIaXJkivaPAPR2di5wwuMLt8k2zNq2oGEq2suNAF7ApWr74LcRTu+OFCYLIWzhtXq0jQiuTkqjxiD+yIlEjvVmKdpyH0rWcBFjJrEYpLCznUd73e2x6atZqJjyaDsWwUsVxwasjElSJ6YeFW0ixPmlGZ0hNTplops3DmmiHVkKMlNH4mX6ddJAijYhKUkybFGqbZ0b+xMGCIVqWd5O0bYInkG0LVvujy48ztp3mzFsUdm40jrSYzEk54aiPYWyzfCXwQsBIOrGuAKV4+7VMQFD0VYNqsB9VOBB9JAGoPd561TaOtKhGDLhvzdvLhgAwv3ls6MxgNF5tEce7zeSHO38Ff4CBUzERFunjuQ7NhcCcOTN/miJdlzzgnItDnII8/VorwO4SXWHfLf+6XdnC5wYOFaX0yVpcpe2jngBR9kCsP/r8HY/JVKlbIQI/WarR5vFKnZkHelwVdHWhH4Is22xyGpy6sxoCie6QRNkZ2hFOyZp09X+W+a2KNrT8vM4tt7bdBihvaK9MFXG4ZXk3X4iGaTHGKakRztVDNljN0vzZi1tHdH/y1a04+M7Tj4ZrBgyDR0zmSCQPEAYCpQoaKucy5gpg3TZ8j3RCSPxvietI99445V4/VVnoyHKIO4nkk7awQ+FVIzdVaBUQ8li+BR/KvY2P4JDanZKK9rcq6NCXnTR48oqIsJANrLp4fPWs8tbJ1tvwBMV/yx7JqeUsI4kP1f9buSuaG9QC3Zz+NxytAvrSIERQ8f5xS3Y8zvgSI+rFG0/o3FVXrAYoSzU9Szh0c6XaH8KwB8DuB6xR/t7fe1pgRMGmoilQkYScW4rTR9uwHEOexBoHIO/+ykRYbLAZQe4lGpnXhylqt15P3QxZL9qkk4qOG1Lb01T8kZuHm2DWExX+lda0zMBmuAsrvVGtJP+6SQB3TU3gcV1D3UvwAe/uR+3PrwMn+nPm7pGvSW3oW0b2R5toDPRSXi0S+m8b/k7a+bEPK70sTu4op1EtL+h8V5zqWjLYsj2LdjNPFc7ItrJL2PSOsJQcSxMVWyZow20qNq3PryM3//UrYnurroY0rSORP9T70da0dZFrqG+geABqvAgerCOLDck+Z9PEW1GSMYjJjpDmop262yVHdV9xGPlCa1y9Wq3GhSjiPdjRKP3lhc4qaGPWz3zk+fRJlNHROzRHqGiTeZ1aO60gVJHul45iii/Aib0l0b//j//dQ8W11w86/zt0TrLStE+D/fLdU99PALcCEAq2mX4LfYBs3ubxboT6Pf+wuPx/q/f1zdhXlXWiL1be8tyzhuaIOcR7wfIC+9kqXcCWHUsNPywJQRiXtkZFntVtE3rSIqA7pqThOvh4w38wadvAwB8e0Z93qlGRZ3QSdFOeLQ7vJe9WUdan2faUcIhrCNZY0ezN83j8UIegHMBh9rH+1ltiLaXJtoZar9tMenRBiTRrsQFpD/7vm9htRngv119DmYm5JiBLoZUqSMlY7taiV9Wirbw1lFDA2tl2ZKekyW7toW+8m53V7T1TFm6BTRjBK+HYkjzRiCObdTfkUjT7rof/WDjPNqmdSSfbe2aq/Z13ihQoF/o7+GocrS5QJQ6MmrryLfEBcDz3glcdC2welD+I0+iTUT3QZ42EygKIk9u6C/P9fcs4vBKE1eeG3cnXHMDeCFHjckDkcrTkSplI0SVBS1EW1+stHWk2wXlvB3T+POfuWjg/d8zvzlEWxOCYRvmlBVpnKo4fSlq73zRRfjzz9/ZYqPYOSvJ0DPO7a3TlVkMSS2Kthzr/sW4tCPQ3Rv7aCpARPhceBmef9EpuKA6l9p+/Lizom0S7TYNazrkaAOGct8mdq8TMhVtrbi6SaIdCoEK/LbxhzZLtnO3nPZ52+ZzAElKG0Ir2smSG237Mrt5BjxVDOnH29VpKVrRLq0fgEMhxJQ8Bwiy5RWD+6iQB2FPZe6niePqBm/LZOsNePuGNdl1CmlLR6cbqmGwYS3Ykxb/XPD2ax6bz0AFCrSBPmzjHO0crSNE0jpilxDAgj/iYsiQA3jCL8sFdv8e7V6uHJcajysAfgZAkaN9kkOnjAQhR8BFogW7EHI6ewLy4kmliYggPPbUSZzB7ZbOkKb6RBswrbl306wjkpTmpWhP9Wkb+YnH7sBPPHZHy/KpioOb/uAqTFV6s3Ukc7RbrSMAcPfhtWhZdCLso6kAI+AAtuKes5+JC1IsqdfUkU4e7V5SRwBT0e7fC9/JOtJ0U9YRDlTgtu2cyRjFxaEAHDt7f5LNWyhallC0DegEH7POIgg5HCbieL9mhnVEKdqV1QfkP2pyVitktuwhzAOpaPfwmWtL2txk8jVZLGUdoXg/nDY52vr1pD3aeRdDagKxkcWQeXq0CxQYJfShKkahaBvjulSBR6PpCgmoXgiJuFq5rSPHV3DjbQcTs/ltx+i2ghBi0fh5WAjxvwA8d+C9LjC2aPpx0VUYEW0BP+SJi3TIBdyAo8qk75JK1YggLExYsOpHgcmFxNiaG1iMYBF1TBzJA7MT/ZOmPJBfwxr5/Dynf2cnSn1cgAlcZBPthVoZJYvh7sOr0bKIaPehaHdSnHtNHTF4WatHO7IrtT4voWir10kDKdpZY8vxrj1wLe7mO+VCZR2pwk12O0vtr6loO062imN69vVNiG2xth5t/V32jO+wHwrUmAdAtHi0fdgQIKypPO2J9QcBADQlLzi6M6RMHfEh2tw4mHj+xfJ92J2aaZIt3XtRtOPP4lgNWQAAIABJREFUNkwp2lGOdte96A8bljpiPC4i+QqMC7SCnSCpeY1NcZGlS5URK9qExEtQ17C/+coP8aoP9Vau2PVqT0SXGD+XEtGr0ZsSXuAEg+nf1V8en3P4AU90huRCwNOKNlmw7FLktZ0Sa4C3CkwnVVVNPrQ/e1QFRq+8/Aw8ed+WTYu2KudGtOX72U/DnjxhFkOmvcuMEXbOVXH3oQxFu8cMbb0NoE1DmYSi3f6z7KRo639lkReTPAVtLDK9QB9nb/Z/CT989scS+/sItuDPghfLFSPriNdW9bcYeiTa8U1kpGgzQkNoRTs7rdX8DgecY5bUepXZxPG6hgpCpxaNV1NE25rWRFtun1TqSC8pM6+8/Azc8yfPSew7kJU6kl0MmSjW5MlCabP+I0/wASJGB4G534UQXWBcENV8q/v3vHO0hXI0L1lzWGEz+Q3esq3UzYK6hpXQPb0pekoP6/yF8TgAsB/Ai3reQoETBkdWY0+SVnP8kMMLRSJ1hAvAC0JULA9wJsCIIrKyNTwsV5pKEm3buCiOsiL+Tc85byTj9gpNtIctoIq93sPlcQ+KRDEkte7DQq08tKId5R9nvFfmSbt3j3abzpAZzz996yRedOkufOyGh4YqhtRDfzi8Cs/f8QS5v5ZJ4rX6G0CEQBlee+tIWtEutSHaRtxj1AjKYjJHG2ibpZ20jgjMkWpKVZlB2VCP/yF4Nq5+1kvhf0J2fa01FNGekd9pkVC0PcDpfnNFRMiamLAY4Qhm4wU9dIZ84uky5/ulP7ZXPmVEHu2oBfuIb9qTqSMF0y4wJmixjuTo0UZs3frz+beiiTKemdvoSTBKdzqW59cy5Ui0hRBX9L9rBU4kCCHwvq/dm+jalraOmB5tzgW8kKNqyYssUUwo2hFtTaZsxmCxE/eCUrIZSjYb+qSjiUV50xRt6lgkWKvYOF6PT0S6m2B/inZ7JdIsrOmUOmI+NV2AanUYv2xb+LMXXoTP3nJQWkcIA+Zox2PHszYZhZZhAMZVs6A2ijaZKSwArDZWlhmTaFs65YYM60i2om2ml/ghjzt5VmNF27EIx8JpuKc8Hr71HwCAmnsYK6KKSkUmAHBFhomHPXu020HWAlhYxCy2YClhUzKVZPOz3T5Twf53GO5GbR0ZVTHkiJtfmaOfoKfFAicg0taRPA/dqBgSwCLbOtKZHm0dEULI6zYRYFdQDnps7obeUkfKAP4/AHvN9YUQbxtgnwtsEryAg2iwIryHjjfwJ5+9A888L06kMBVtP+SJizQXAq7PUS7JaXCpaCuiHcjOkpg+NbGNSNFmwBkLNTxw7MRsRlq2raEztIGYYA+bXjIoCGibOgIANaPdPZERvzSIdSTjJZqz9R0b1hj/S9/cRPnKHZ5PiG8Sh83R1sTeJIi+kTltBUZThMyx2mdKm8hStJ0+Fe2QC8yQsv5UZuLaAovBD0N5o8Xiz/KImMUZUW41k8cG91GFh3oPHu120O/ZHbQXTxE3wTRLtlO004g92qMphhx5vF/COlIw7QLjgbgzZPLvvMbW1hFJgEd3HdTfOSGM12CV5exjr2P0sM6nAfw0pG1k3fgpkAP2H13Hmz55S0RcR4Un/smXcM17vjHQc3WR1LprFENqj7ayjQQ8ZR0JOcqQ/kxGcdOPeU20p5KVulG2MBFe/fR9+KdX/thA+/poxwsu2YnXX3320OPoL3/Z2SzrCBmtyVv3YbJsFuTRgES7veLcq0e7EzGJ8pY7rtM+L7wXZEWzZRVaggeweWeibTECT7Rzt/Gm55yL615+WWK9KfO911GCjNDsw6Ptc4GaMDzaWhlXhJYIsKw4VusI5hKtzkOyYQV1MBJ9Jc2koW+CbhenywWLd0f/M9OJOtU8RMdRztdi7dEeNfktrCMFxhH6SA0jRTtH64hRDClE/t9tEyy6YTB92mWUkKOiDWCXEOLZ/e1agV7x8uu+i3uPrONXnno6zliojWQbNz+4hON1PzGV3w+0/7pupo6Ecbyfl0odEaoYsixcQ9GW34Q5/xBQngFKyXg9swX7iYyL98zh4j1z3VfsAj2DsGmKdodiSCAZO2gxgodBPNrx89NIpo50VzM7/a/TSZrMvPBBUkfMdug6ASRRaBl7tO1QKc0drCNpRfuVl+/rss1BPdoc0zAVbflYE26LEWyLwecVOKGHI4iPaUYAhwXHlx59GkLR1sTyn/gz8CLrS5g+/wWJ/1uMEHLRsVYh8mjnrGg/87xT8O+3Hdzg1JGRbqpAgdygz0OjifejaFwuRO7fbRP6dYRCxITZrkQe7chS0mmMHrZzPREV6fYjwsPH5UVv2BSKTvjYDbJY6dSZ3tVEE/oC3PDiO7hI0VaqTsNLRv+5AUdJE20We0vn/EMtiSOAaR0priS9wI2I9iYp2qC2OdpA0jpiM5a7R9ukH50U7U4nwF7SKDqlq/QCc9esLEUbhqIdEe321hGzGDLrfU9D+8JLHeL9NLxUMWRNxMWQ6VhKRgSHESbCFQDALewcYz+lou0EiqgPo2irt+oBvhUvmvkIcMpjEv93elC09cebtxj8rp99HK5/45VjmaNdoMCooY9UXb6V55HLCNi/WMcPD6xAYLS1C3EeuLHQLkWpI724EXq5cjwVwMtUh0gXUVa4uLC/3S2QBU2YOO+y4hA4rtobD0rmNdGuG2SaGx7tN9gfxQX37ARwufSRcoGQC5SEBzgydkcT7YlwBag9rmUbpnWkQHdoZXGhNrr80E5ghqUii4CaRNtiBFcT7R4SKMxtyN/dFO3BjpkodaQLGR+OaBse7UxFO/Zo26GyjrTJ0baIEIruHm0TsaJNCGCDkwPmx84/U8X2jTqL7f4D2G49BJSnAWa1EG2LJWcSvsfiLq2SaFuwA7kdKg1OtPV5IQh5JsmU+xB2nNmJLS0D70YmyraFU2cHf229wtzvQocoMC6IPdpRa8gcxybc9OAS/vu/3AyLDR8u0An6+pCO+Ctroi0EPv6dBzqO0cuV4ycG3cECvSMYIdNu+nJs04PZD4Is1VrEqSOvsf8VeAAALkfZtqLGNg5vRhm6nIxDzWntyniyWEfywgsu2YmlhhdFmG00ullHaimP9kA52h2OCZPATpQGU/WjHO2Oinh8kziIdcQ8/+sTdlZGt/Roq/jMDvF+galoW92bLsWdIdX0p1UGC+KYTvPm2Tw/XFd/nXwwswdAfGOnfxNR4gbnYWtXvJ+MEMKG40tFm9rcOPQCFl3kskmmfl2dPdr60XieWwqPdoHxRPzdlX/l69EGgLVmgJmqM/LUESB+HQAAqxQRbc6Bv/v6fR3H6CXe7/7Bd7FAJwhhFhCOrhhSE183GIzMa6WrkdEZ0g954igq2Sxaz1HWEUB6NiPYrSpsurlEgc6wLZbpz90oyGJI5X3NiL2rVezEuq4YPEc7y4JtHiZVZ7D+WVYPSmfSoz1cC3btBSci2IwQcJHwaDta0W7r0TYKM4EeFW2W+B2yMhydbgKgbtjBvFB9v81zUUXOSO2aq8JihO0zFdxxcFVZRxj+75ZXwbIrcFbj/WIEhGTBCaRH2ym33lj3imSzlgxFm3XPk+/UAXQcYBKU4vxYYFyQLiLM16Mt4QVc3YSP7nvRoswDgF1BCUsApEgahJ251eZUUhUAABwzOi12+ZyGgibaepqYc4HXfPh7uGH/sZ6er33YdS+jBbtxm2cxSSC08m2HzcgqEJpNTaxWsmUXivZYgchoTd5F0fZDDpcG8WjrbXVWtCfLgynanRRzDQI6etG7biORjhKfbvU2zRxtq0sxpMVaiyG7IYr3U4pvaJUAQ9Fed2Oi7Qfyu7y+vBgPoPblgp0zuPktV2PvFkmaLaVo//vUz+ArM9fAYSbRljUZJeXRtspDxPsx80al9XPqLXVE/h5Xf7O522P6EgqchKBICR5NjjYg60pkMeToECnapqRtl6NiSM6TPChzjJHtXYGueOh4XJQ0SutII7KOyN/H6x4+d+tBvOKDN/T0/Ky7tZALcOXF1nAswul4GKEnX5fNm9E0uKDOinanLn0FHn3oWgxZSRFtMXgxZJaH2lw0URpM0Y6sI9082jqCb8hiSDPdRBNgU9FmgSba2QowMyIV5YLuxN9swQ4AIZUAQ9E2Izt1MeShRwy/4frh6GGtbCe6LMrUERnvaebzy7xvG6VQebRzKIZMP9bQ1pHO6TtjrmgXOdoFxhD6SNUcIc8bXf1ddn2u8q1H6NFmGdYRuxwXQ4pkZ+wsFER7E/HIcnzBG2UxpJtStE1/dS/I8nZzIeCndrrGAnw8/A288uifAgDs0I2IVdBF0dZxcIP6bQtsLBI2howW7Kai7QU8LoYcqGHNiBTtHlJHTC/6YDnaRjFkojBSEW0RE+1uijYRkh7tDvtzwc5pAIZ1RBHhgJWTirZhHdHnh2OHHo4HWjmQGNdMTnEYIVDRno6dVJ5DsuF08Zz3AlPFzrSOaO/4JjSs2SiYez3KvOACBfJEOq0jV0VbjeZqRXukHm35O52jrT3aAeddhdLBpKACuWDNbY3LGwVi64hUoXUGc5oot4OfoWgHvPUubp6tAQJ4YvMbILwGFneji2yY8Gi3Eu1nnHcKPvaqH9uQKv4Cw4N1IaAm0Q64iDOcB/BoZ7ZgNxZN9qBoX372QsuyTkQ+Xsdoez6kom1aRzRBDE1Fu4tHO7EvXfbnul+6DDc+sISqunHVynbAyol4P1PR1t/zlUWDXO+I00SAmPgyZR0JQgGP8ZSiTckYwqEUbZNot/5fzwx07gwZq/DjiG4+9QIFHo1oacGep0dbjeUFUtEe5WxV2gIDALDihjWcdw+aKIj2JsL0R4YjtY4YF1Met0vvNYUk626Nc6EuzPEYO9gyoDal7/a0R9sX5rx5K9lyLIbLTp/vaX8KbD76sY4AwHqo1hkkRzurBbtx1q52mQW5/W3PTrTrbhm/y0l6GEU7qxgSMBRtI3XECRsIyIbdpujSYikC22F/ttTKuOoxp0R/67QQn5Ie7XpC0Zbf5ebSQQCA+PmPg3Y+PrkPxnvmWAxrQQArpJRH24gtBIZStK0uJNNJpaFkIS5CHXg3NhXJ1JHN248CBfqBPm5HYR0xx3KDcLQNayKPdrxM2GUs0BLOoAPKOlIUQz5qkVC0R1oMaWTlhiJKH+m17bsfCmzFMv6r9JvYRw9Hz/VDkWhDeiqLiyurSE4bJ4h2hnWkwHhBKtrtld60yrwaqHX7UDcjxXlIRbtasjK7R15+9gJe8qTTOje1YWYL9uGKIU3lXCuxpqJt8yZ81v79GaRhTXp7AUt6tI+uxQXZ+gY8XD2MEAy070pgYj5zHMYIJYvBCzKsI5Qq2uzj5iqNbtF2FiOU7M45uvoiPLbFkObjMX0NBU4+tFhH8lS0jcdNn4/UUqUvHaaiHbIyJsnFV8r/DTzkUWBEOxREexORJNqjsY4IIdAMwsgD7QVa0Rb4ZeuzQL178ogfcpxGB3EaO4zzLdllMuACAeexcg1gB8VpBRW93M5StDenyUqBHGHaA6j1NGIxSvjtlwP1mfdFtGNS17J541RbcQY7jT1h7zz+6JoLOq5DMLKrB/Jox49Noq0f+2a8H28iYO1JqSRZhFDoKs7e4waj7ZGTULQfPFbHVNmWWefqbt9pHMUam84k8qZ1ZNt0GYdWmpJop60jZm5+afB4v2TqSOv/HYtQ7qBmA2bR68C7sakoiiELjCNarCN5jm0M1gzCkd6AZllHQuPV8PWjXflbQbQ3EesbQLRd5WGarsiLsh9yeCHHaXQIv+98GLj9M4n1m36IlaafWBaEIoqyeYz1MP7SeQ/Oe/Cj8AORINqniJhoz5HM0NWKtic6F0MWGC8QTKU3m4CaPu1bgt346MJvAPue0fM2nnbWVrzuin1RpJwJkzSN8iTbzYve/fnZxZBOyqMdBj7KwkVotSfa+vnBAJ5xIoJjqcZBhqJ9/+I6ds9PoGSziGhPhcexZmfbuKKmO0TYOVvF0TUPq80gSbRZbInx4Aw0ExBtr1sxJGMod7nRijza41oMWVhHCowh0vnT+aaOGNYRn4/0m623ZVq02cNxYpt1/J6CaD+asRHFkK6yjUxXJdH2Ag7X56hBFUQ1jifWv+Y938CFb/1CYpkfxsr1VfQdPN/6Bp5y158haK6gjHjq+RTERPt0kj7PXj3aBcYLiYK3NkTqWedvx6WnzQEAGoHA1+eu6asF+5ZaGb/zrHO7po6MEmRG6g1ZDJmlaGvSHAQBJuAi7GCz0IruoMWZNmPwkPRoP3Csjj3zE3AsFnm0Z8LjWHPm2uyDIq0M2DUnb6L3L64nPPDSOiL3zaXBbSNAOkM6K3WEOvqz5f4kf48bEqkjhaJdYEwQE2319wjGBmQNmtPlHDAM9HnDJNP1s34yXmHxnu5j5L1TBXqHqWjzESnazUBWJ2rriFS0Q9SgVK0U0b7j4CrOpgeBh78XLfPDWLneZpBp7rmR0g0AC8Ik2o/IB8oq4CcU7cI6Mu7oJfbuj665AC998l4A8hjK8loPio0j2qaCPJxH2ySK2uustZjQd1GFi9BuXzionz9oA51Y0ZY32ZwL7F76Nv76nquwla1HOdqzYgkNJ1vR1oTaIsLOOdX1VaDFOqLfM6+DFaYXJCIRMz5yx2IoO53fh+h9H1OOmmWdKlDg0Y64dfnoOkNqdCuIHwbp1wEAxy56Nc5uXgdfWLCW7u06RpE6solYd0NZUBTyrp2FBoWO9pvWHu1QerQnKVvRBoAvlN8AvA/AW5cByIY1WrmeQj1aL/CbCevIVn40eryXHZIPbHkxThRxFYr22IMRwPUsRUaOtoapNubajGiDuEfCItPhdbZ9fpv9jN8LAicHQeBjnlbhl09vOxZrIdr9nb4di8E1FO3Dqy5ejn8FQ4gX4Qs45dD3ATwW82IZD5W3ZI7xvAtPRbVkY7JsY6cRxbljJn5sFsp6HYo7e0G3aLvJsh2JCO3QS2OiRzMSinZBuguMCfSRGnu0R5M6AgATXW62h4H+zpkUzQs4PDh4QGzDzNJ9AJ7acYyCaG8i1twA01UHR9fckXm0GxHRVh7tQKaOTCpFWzSOdz38fS5QIb9leei7KaJ9JHo8A9kVTpPqoEuOdoHxAhHFBSEdlNWS3ZkoDYqN4huMCMEQnSHb+RJt4wVwZiEMfGyhFbiVbIILxOruoETbtkh6ppVH+4FjdaxBEuFXhR8BDgJw/zsmyIXbhmifOlvFS550GgDglOlYrb7y3G3RY1PR9odUtE1imfVe/u5PnIu6F7YsT4wRebTHE4VHu8A4IrKO8OTfeY6tMVEeHZXV3zlhKNo6oWm/2I7LVvZ3H2MUOwYARLSbiP6DiH5IRLcR0W+o5fNE9EUiulv9nlPLiYjeTUQ/IqIfENElxli/qNa/m4h+cVT7vNFYdwNMV+UBwkfk0W6mPdohl0Sb5MWW11sV7TRMRdsED5JE2wLHOuTUd7R+RAZMs2pBtE8E9BJ7V7Li/+Vpo9tI68gwHu12MNV9QYpoYwW8urXtcyKv4BAebZdKQOgBnGO54WNNJBVn/8jd8nel/X5kvYZL9szG+8koSlPxrWEV7ezHGqfOVnHmtlpPY4xvNF6ROlJgHNFqucgL6e/BKDtKx9aReJmrLLkrmADz17uOMUpFOwDweiHEjUQ0BeB7RPRFAC8D8GUhxDuI6I0A3gjgDQB+AsBZ6ueJAN4L4IlENA/gLQAuheyO8j0i+owQojtDfJRj3Q1wyoxqUT5i60g63m9SFUOKVLwfoTXQ2yyGNBH6HiqUJOArbBqTvI4qqYKrrOYbRbzf2CNZDNn+NGK2xs7TOrJRfKPX19kvzC6RgixQ/SgcCsEn2xNcTRSDAT3aFiP4UN/H0EXIOSxKft+Dgz+EAyCotlfWTfz6lWei7CRzyqV1RL5XwZBEO6uAtF/oKetxVYOTCTubtx8FCvSD1tSRHMdO/T1aoi1/m64DrWh7wgHjrSJkyxgj2TMAQohHhBA3qserAG4HsBPATwO4Tq12HYBr1OOfBvBBIfEtALNEtAPAswB8UQhxTJHrLwJ49qj2eyOx5gaYUUrzqIohW6wjStGOiyGXEutPGx5sDbMY0kQYeC1K9yqbBgBUI0U7g2gXivbYgwh4QGzDvbQbWDi37XrpNIq8sJGpI8MUQ7aDSRo52bDWVUrPZGur+PRzIoW9TQfJdrAZSUUbAIImAi4wjaQaww/fIX9PbEs/PRO/ffU5eN0VZyaWMaKo+DkcWtEe/viJOkOOqXmkyNEuMI5IK8F5fv/SKW3VUXq0M4ohXVU47sEGhZtItE0Q0V4AFwP4NoBThBAqkgIHAeg+wTsBPGg87SG1rN3y9DZeSUQ3ENENR44cSf/7UQchBNa9MCLAI8vR9jNSRwKOCWUdYc14YoBzgS200jJGwHkiXUQ3zOApjzYALLMZAEZnSCtDBSw82mMPAnAc03hJ+d3Aln1t1xt3RTtRDJmnom0libZTPyw3UWtPtPXbF4jBrCOMKY82APhNhFxghpJEm47eBQAQHQh/1+1Q3OSnU4pKr2NF+zbgZ66JakZfpbFAEe9XYBzRUgyZ46Gb5ksTXboDD4OsHO1I0cYmK9oaRFQD8C8AflMIkWBxQrrLc2GYQoi/FUJcKoS4dGFh8IvERsENOEIuIo/2qIh2i0dbWUe0os2CBuDLx+tegC0wPqJQkuh0Y5olkqo1D7yIgN/Dd6j/yoMyspRkKtqFdWTcEXdt7Lxe2U7GvuW9/VGDseEa1rSDnfJolxsypcfqQLRb4/369WgTXKG+j0ETfijiomW9zuKd8kGtu0e7HRiLFW3eRyfQLOQxIxJ5tIfak81DUtXfxB0pUKAPtLRgz3HsFqJdHmXqiPzNM4ohPdibT7SJyIEk2f8ohPiEWnxIWUKgfh9Wyx8GsNt4+i61rN3ysYZuVqOtI6NqWNPi0Q453CCM4/0AoCntI+tumFS0fbmOz5PFkEuYApAshnxrIGtUfVZGIJihaGd5tAtFe9zRa2RaOl85L+ixnnX+KV3WHA6E0Xi0LeMOhZMFO5CWLXu6/evRMwKD7g8jkvF+ABBIj3Za0S4t34clMYlKeXCCzAhwuSLaQyraRBTNigxKMmOP9niy1G5NewoUeDSipQV7jsduC9EeoXUkEjjaEG2be+imF48ydYQA/D2A24UQ7zT+9RkAOjnkFwF82lj+UpU+8iQAy8pi8nkAVxPRnEoouVotG2voZjWjto60erSFKoZsGitJ+8ia6yeI9lduvR+3PLSMIBSomIo2pKINg2jfzM/Ah87/O3xg+rUIYXX2aBdEe+yhTz7dyEvSOpLf9i1G+PobrsC7rr04v0EzkGzBnt/JPBnvp5OHCKXp7taRcEDPuG0RXMSKdsClol1//KvxG3v+JXqdi2IalSEuXIwIrjqfCWc4og3EsyKDZkjHqSND78qmo1C0C4wL9PdNc5uRKtojtI5YkXXEINphXAwJAAtYan2igVEq2k8B8BIAVxLRTernOQDeAeAqIrobwDPV3wDwWQD3AvgRZLuU1wKAEOIYgD8C8F318za1bKyhFW1t6eiFaB9ebeKvvnJ34gPvBm0dSXaGTBLtn/nLz+LeI2tYbSatI+/5wi14/zfuk6kjRrpIwjqiiLaLEvwdl2LVnoMPC1W9fpZHuyiGHHvok2Y38pJQtHNmCbvmJoYihD2BaOA4vU6wTI+2Gv84aqiU2383hm1Yw4jQjIi2CxG48ntanYdXmsMKyZmqB8S2oYk2U7Yz5EK0rWjcQRB5tMfUPJJHQWiBAhuNFutInh7tdDHkBsf7mYo2AHyi9NaOY4zsNkAI8XW0v4l5Rsb6AsDr2oz1fgDvz2/vNh9rzZR1pAei/Vv/fBO+8aNFXHHuNpx/6kxP24mtI7FH2/U5pi0XR8QMFmgZs7SG7+4/hlNnq5g3FG3hN+AGYUvqyDLNAAIQgRcRcBcOtk6VYTFKNqcpFO0TEr1aRxKK9hiSBEZAOETDmnZIKNqq4+SSqOE0u732od++YAiPtseVdWTxR/iFL75WjludhWMxBOpycBM/E1c7g2swjAAm5PmCnOEa1gCGoj3g4RM1rBm/ww9AumHNmL6IAicdKCKoo7eOTI7So61jCrPi/ZRwMU2ds7THtA57/LHUkBei+Ul54esl1P3QivQ996PMNP0QJZuhevRmPJndGinaU9TEAciCp1laQ8WxsNYMkp5Nvwkv4DJ1xCTaKsJPhD4q8FWBFWGhVpbRXibRzvJoF8WQY4+oGLLLoVgeUerIRoEwmmJIK4Nor6CWyKNu95xBU1AYIzS4+j4+cH20nCbm4FgMC2IRAHCTOHOouCxGBAdSSLByyMwvO5poD6poJ3+PG5Ie7c3bjwIF+kE6dSRPBGHaoz0660imRztMKtpTaLQ+0UBBtNvgvqPraHRp7TsMlupSCd5akxeiXhrW6P3Rvute8MhyE9umypj49CvwkdKfYM+Bz8l4PzRxxJJZuTNYh80Y1twAE7qIEQALm3ADjiClaK+qCD/p0fYi3+fCVFnlDhsHfRYZKBTtsUevinbZtqJmAuOoxiUb1ozIo62I9jrrbLPQ718ACwLUv0ebGR7tZjxzxaozKNnx/tzMzxjOOsKAMkmizfIg2to6MqRHexyPP6CwjhQYT8QNa/K/QUyT99FaR+TvzHg/5dFmtEnFkOOMkAs8791fwwe/uX9k2zhel8R1a60cbbMbtA2k7gWt/1xfBILWmJl7jqzhzG01kEoWOeeRT8ENQkyIBtbsrQgEwyytwQ1CrLlBnBYCoEoe3EAq4GaO9oom2txHGX5MtGtlWBTn/ApmZ3/DCkV77BH5Xns4g85NyM97LBVtGpWiHZ96Q5Lj1qm3VuKhsCCo/wuLxQhNoV7D6iPRcqYU7U/gSgSshCVMDe3R1oo2c4a/qR42dSSyjgy9J5uDZI72pu1GgQJ9IfJ+YRdOAAAgAElEQVQ2c5H7d88UJm1GCYti3ohmEg2mrR97PbqvC6KdgbVmgHUvxJFVt/vKA2Kp7qNkMdTKNs6j+/GEe/+663O0kq0TSzT+1xfvhPvuJwDXvzuxnHOBe4+s45wtdkS0S/4aXD9EBU3wUg1LqGEWa2j4IdaaAarkYklMAgAq8KR1JJTxfg+JrQiohIcsmbYoVI62JtrTVTtpHcnyZwPF/OcJAP0J9nLhn52Qx8F4Em0aScMaJ6MYsmFNdnxOXAxJ4NT/vkiirb6TK5Jov8B9K6zdT4BjMbyZvwrve9o3AQzXaS1hHcmBaMce7eGKIcdVDS482gXGEaZ1JO9YStMvPcr264DpNY+XaWE0agDWBQXRzsBKU6q3dcOicc+RNfzuJ27JLYZvqe5hZsKBxQifK/8uLnvw76Pc6nZo+CHOp/3Ye9NfJOYxPvjlG1F2F4FDtyXWf2SliYYf4sKJOHqmFKyC/AYscKA8hWUxiVmSNpk1L0AVHo4LqaxVIBXtgMt4v5v4Przrx76OR2zVmDNUira6eBNRqmX16HxTBTYXvVpHgFjRHkeSQMBIjucsjzYvTXd8Tky0LYgBbCwWEepCzSatHkDTquFmOgdEhKmKjbo6BwBJb32/YISIaNulzSfa4x7vZ5KUcX0NBU5CmNaRnIcOEkR7tDwjKoY0OJf2a7uFoj04VlUiiOnR/updR/DR7zyAxbV8VO7jdQ9zE07yAAzk2P9x52HcsL81wZAEx7+V34Rzf/Q+wF0FALhBiB2k1l1+MLH+PYfXAAiczWR/n9uxF+VwDbav/JmVGSyhhhmsoe6FcH2OKlwcVw1pKuTBC0J4AY+82DZjCElerCmU8WBREwzIg1J7tEVWIWSBEwK9FkMCwNykto6Mco9GA0aEW/jpuN15DFCdy21c06MNIf1+zsRs130BpJVlUOtIRLQFR8OeiQi/Lsp+ZLmJss2GimJkjLAK6Tdnlc43D71Ae7QHb8Guf48nSzWjNMf1NRQ4+WA2rMn7sA03UNE2LTAavFC0h0ekaBteaJ1HnVcHx6W6j9mJEnDkznhhKD3Wv/SB7+KF/+ebifWbfohnsBvjBYpoH1v3sJ1kWoBYShLtHx1ew69an8JZX/1VAMCdtA+VcA2VQBJtNjGHJVHDLEnriBtwVMnFMaGINjx4oVS0yySVa8cmMMsCB4FCDzNUB1Vn8dzHyhbsFjOtI4WifaIivvj3omirGY8xdMkSATeKs/GWLe8Ecijs0zA92rorZHVqvuNz9FNCWBADWkfqohzdMNStaTiKUOtZh0eWmkNnkzMivMV/Gd7qvxTh7qcMNRYQp44MGg9Zsa2hFPrNxrhbXwqcnDBztPM+95tEe5SFkIDp0Ta3L3/7olC0B4ZWtOuGoq0LEfOzjviYrTrA/q/FC4NmYp2mYV05tu7hdIoLmOBKsry45kWKNq0djFRxALjtwApe5nwx+vsgOwW28FHzjwIAnMl5LGESs5DWES/gyjoSE23X1x5tHy5KcBgDYypzl/vYQss478wz8J6fvwSAvBhEU+2Fon3CIraOdF9Xk7jVpt9lzUcfIuU+5zNlQtH2JdGuzW7paV8CsMGsI4ykUDC/DwBQNxTtiGgvN4byZ8v9BFYwiX8In41yDg2Fhu0M+fNPOg0f+uUnDr0fm4V+6iEKFHi0IJqBG4F3JOo2ScDkiK0jcXpKUQyZKzQhMK0jropz4TyfbUjrSAk48P14YSo15OYHY2/14pqHeVqL/v4fn/6uXL7uYTvFNpOXv+uT+MFD8nl3PHQYM1gH5s8Arv5jNCzpvd4WSMJemprHsqhhhtYk0Q45JkzriFK0dcMaFw4ci2RTGnJA3Mc8VoGJrdH2iUxPa0G0T1T0o7JpRVsn7YwT+vGi9wPTo20pRXt2fmu71RP7IK0jgynaIRfyfACpaOvc7rlJ+RkdWG6iMkSzGnM/gViNHgbDWkfmJ0u47PTOswWPZsQNdwqmXWB8kCiGzHnsQBGxa5+wBy+4ZGfOoyehv38iRbQtRoV1ZBh0VLRzsI78+60HcXjVxeykAxy4Kf6HoWifT/fhh3fdhZAL/O8v340fHVnFvNEe/bb7HoIQAotrLnYo6wgAuIv78fZ/ux3rboCJo7fAgQ9c/Xbgyb+KhiUJ9EJ4CABQnd6KJVHDNDXQ9Fz4vkwRWRNVBLBRJZk64gehShcpwbYYLJJE2wnqmMEaMLkQbd9iBF/F+1FK0f4WPw98ctvQ71+BzUessvVAtJX/93i9NX7y0Y5RTdubirYTyiLorVsW2q2u9kH+ltaRARVtg2g3qdri0fYCPrx1xHhtmiQPg2GLIccd/cweFSjwaEHCOpJ7jrb8/bIn78W1l+3Jd/AUYmU+XhZyAceiQtEeBiuqa6PZGMYN8rGOLDd8vPrD3wMAbClx4MgduB2ny38GLoQQYAT8Q+nPcN4df4Wv3n0Ef/HFu/CGj9+COVqNSOwUGnADLq0jOIaDQvoud9JRuH6IHz6yggvpHjnurssAAE2laG/nkmjPb92GJchIscce+xJIpZ7UUYZHpSh1BNwHg4ArHJQsptqs25hwj8jxJ2MljpkNa1JE+1rv97H2az8c6v0r8OhAP22tZ5UtYWkMFe1RJVZYRryfzq6f66Zoq535p/AK3HPea/rfJimiPSvjOUvhekT4tXUEiOMYB4VJCPPwRg/r0T5RcLLeaBQYTySKIUdUn2Nbo/9O6CL+tHWkZLG4AVgXFEQ7A6uuVrTjYkjX53ix9R/Y+w8XJ1sE9QlzzIX1OwER4gd0rlwQuvBCjppYxwItY8Y7iOPrUgX0Qo4ttIKH6RQAQI0aWG0GOLruYgc7hjuwFwAwhzU0fY4fHV7DVlqGsEoREQ4cqWjvEIfBwXDeaafiF55+IQDgV46+A9ua9wEAmijBhSTaIRcgpbS7cGAr64gPGxPuYbnfhqJNhI7FkHYhy5wQ6MdS8bjds5gsWXj10/eNeK/yRz/KfT9wDNN3leR3nFVnOj5H78M3+fl4+PQX9r1N21JEWxVDlsL16EJVcazIm33Wtqm+x87aTyAnoj2kdWTcoW+wCqJdYKxgeJtHdehuBJ+Ic7SNeD8uULJZ1BmyG4pYiAysRqkjhnUkCPFO531AHUDoD5xA4Kr0EsciXOV9GbDKuAGPxYvDzwFBEw0vxB6SivOUfzTRnGYOqzhs78be4ACmUMdq08fimodpauK4kBdpGyGaQYjlhi9tHZXZ+ApVkevsxGG49hSqzMLZFzweuF7+e5v7gHzdoowGyiiTh38uvQ1fDi8GGJRHW0Z/BWRjPpRFlQnriFEMmbaOAOPZtKRAK/Qh1cvnOVN1cNvbnj3iPRoNNLkZ5rh97oU7sGc+2V49c7xKN6IdPx7kwsW0or3vSuC8n8QnGy+EfTQmwr6aGz3rlM4dKnvZDiA7OubhK9ZkPcipEH3cYMb7FSgwLojzp0fXldXegMzY2KMdLws54FgMjcI6MjhWGq052jreDwDAB58CdwOOKdTx/bk3onbrh4HH/RyOMZU2EHho+CFOI6kUzwZHE9Pt87SK4yUZozdFDay5ARbXXJQoQJMqAIASBWh4kmjPsTpQjbN5baWYbaFVeI7Ktz31Yrx1598CALb6Mm+7gTIawsEClvFEdgfe5HxUvgcowbEINiO4wsYsZMRgq3WkfTGknXd8Q4FNQT/WkXFGHv7Y9/zcJXjDs89NLMuc8ix1acFu7MQg6qatU0ecKvDiD+OAsztB+DWRPXNbPkS7nNNFUHfR9IOcKtHHDKMqyC1QYJRINloazbHrbIBwF9XG8KR1xLFYUQw5DHSOdsAFPHVy1x5tAFHedRoNL8Sffvb2hD0kDTcIsZsOo7Z2v1zw1N+Cz1T3NKVon0YHAQA1sYZjy7IA0kaAGarjOM1gVVQxhTrWmgGOrXsoIUBADnzYcBCg6YdYafiYZ3WQ0WTDMhpihKVYPWtUJXnfHmiiXcIqL+M89kBi35fFJGplB4wI9dA4dEyizQC/jUcbKAp6TjSc6Bd/im4oRpc68qXwYr2xjs8x3+tBvkeMEcIwvlgEociceh3eOiJ/55E4AkjlCIgV95MN/TSHKlDg0QJq8zhPbKSinbaOWGpmv6cxRrJnYw6dOgLEqnZC0Q6zifR7/+se/M1X78VHvi0JqhkHc9/RdRxcbsINOCag0kVe8klg7jQETNlQQg91L1a0AcA9/jBmsYpPlf4AAHCET2ENVdTQwKobwA04bOEjIAeBJtoBjxXtSkyuK5PTCIT8yLmxnCozaKKEHaGM/WuICu4T27FAy4nX9+vPuwxP3rcFFgM8VZTJyU5sg4gQiPYe7SKi6sTAyXLxH1WGsUlwX+3/Fn566p+6PmdY60ikaCvoi0UaW2vDNebRynseiSOAQbRPcuvIiX5TW+DEAm0A096IYkh9PktYR5TvXDAbXHTfh4JoZ8BsrFH3Jak2m8e0s448dFzm4U5VbPzVV+7G6b/72UiFueJ//iee/I4vw/U5Jkk1lVFTxVwT7aCJph/iNHYIofpoxOpBPJHdgQvYfgDA4XBSKtokFW0ehrAQIiQ7UrS9gGOlGUiPtmEdmao6UWtkc3mlZOOwmMNOfkC+VirhTr675fU99szTwRgl8iPFxJbEN8r0aBcNa05cnCzT2Xl4tLNgdoYMYMOzu9s12JBTsUzH++ntcpFQhL7025fjQ7982dA3w5F1JKdujCVNtE9S64gmKYVIUWCckDhfjWgbzgZYUWOvebIFu0UEi7F4Br/TGKPauXHGajOIKvB1QaRrnuTbWEcOrUileqbq4P3f2A8AOLjcjMg2F9I6EinaJRmtF5Im2i4afogFLOEhaxcAwFo7iDLi7R0PyrGi3fRBQtlcqKSIttzf5YaPmliLEgYAYLri4Fa+V26a4tczUbJwUMxhEjLez2NV3CEysinVWBZj8FTrUTa9I7EKo6JhzckAHdd0ol/8aUQkJ23ZKPWgzCStIwN6tHlS0Tb348xtU3jaWZ2zvHuBHrKUE9F2bOXRLqwjBQqMJUZ1ndgQRVvnaGc0rLGI4BZEezC4AY8aOMTWEdOjnW0dObQileqAi+j5f/mlu/C6f7wxMXaNJKHVinZoxUS77oWYpTU8UpZNJaruYcypjpA+bFzw+KdhVUxExZBMqeuc2fCUog0A6/UmJsV6wtYxVbHxm/7rcCvfi+Cc50bLq46FQyJeL2Bl3JGhaEdEm2IfNk2fmliFEop2EWpzooJR8veJipjkjM6jDfTmNUxYRwbZJiWtI37IR5ICFCnaObRfB+ICaj8srCMFCowLzMN1vOP95G+eSh1hRGBqdr+bql0woQwEIcdURb419UyPdmdF2w8lUV/Acdz3/bvxfXFWtI5UtJPWkdAohmx6AWawjtXqLrjrNubFEjxywAXhZTs/gw8/50kQa2dg/w+/g1U3AIWSaIfkIBAWHJJEmzeUv9qwiExXHSxiBs/z/gS3XvysaHm1ZOGQiJXvwKriIKpYEpOYpXU5vj0JS0UaMpWjDQCY2p54D2TGdqFon+g4WawjGNENRTVFQp0NULQtxiCEnPbUNpK8VGcTsUe7KIbMA1Qo2gXGEGaTmlEduhsxo6qta64htkaKNiN4oQ0XnetaTnhF+4//7Ye49O1fwt997d6enxNwgemqJIk6QSSROtLGo62LKP1AYKbq4H2ld+KT5bdEVpGttbL0aKesI0IT0tCDX1+BTRyozmMVE5hGHXNYxTImUS2XQURg1WmcQQcwt3gTbCFJf8gceLAiRZvcJTlmwjoiybHFCJOl+EJfLVl4UMSt0QOrCoDw/9q78yhXzvLO49+nqrT03rfvZt977WvjBccY7zHYGGMHs5PYCQQwe0IgTBgzzoQMHMhJCJxkmHPCTMKSARL2ECDnsC8JEEJYJoTY2Biz2Ngx3rDvvvW93a2WVO/8UVVSqVd1t6olVf8+59h9W10qvapWlx499bzPe1PtRv6+dk20/3Kqe4kZHvGb3khrRruldEQ12rnVePPP+Rkkq4z2VWdv5V0vvIgztkbngEI7Ge1UpLWa4SQPkWS159Zod0qj60inarQ3eOlIs4+2Im3pH60Z7f597Y4NFCj4xoHjzQRrPU5WBJ4x6wrM2gYOtOuh4xP/8SAHjlf417v2t32/WugYLUdBYlI6ElZTWez6/EA7vbDMbD2kUgvZbocBuMr7IRDVYc5U6wzaDM58CKJMtufF/RhrM4RThwDwhyY45gYZsSl2FKc55EYYKsUB7OYoQ/78+/4YC5OMdpFZF1CMA+2hMCo3SZeOJM9ptBy0vPCHSwFfqj++8X0YZ9h/NHApt4SPjm5MBeyBb2yyuIf2vBrt1BLsqa4juze3Ltgh/W2jvPlnddm+GHg8+/wdjdKNdi+BrmVJ+GQCZlKnPbdGu1OakyE73HVkg5aOeBvkQ63ky3pMhlwPZsa2kTL7Jmcat4XO4Vv0HGfZ4BntHz98tLGc+p5jM8tsHXHOUQ9dI/s7NVsnDB2F+onmRgsE2rc/eKTx72o9ZKpS42dhNKHxKf73AZiu1qnU4ox2abjxbhl4Rs0KUJvFTUfBeXGkmdHeHhznMCMMFuPA9Qmv5bPl69hU29cIqKOMdrNGeywu+WjpOpIE2gOtmebhUsABxnjYTUTjKUSPc8rEIEeIylu8oWag7ZkxkSxWMzIn0PaMqpuf0f7Sa5/I99745HnHTfqTZZTp7TVZ16Inx6+djHZ6+9WVjkRfk0A7uxrt6Gun+mgnNdqzGzSj3SxfyvffmuRLS3e/Pn/pbh0psS+egwfN1qhJB7ZZKy15/1wH2t/9z4MAPOuxJ7P3aHuBdrI6WqN0JA6OGxMYoaV05Mt3PMKde47xvm/f27hUWq2HnJiNMtcAvzFwG7/3+C2tgXZcNgJRcDprRajN4M1EAXtxeHOjjd+Ed5zDbril3OP+gXMB2B0+FA3Jiwryg7jryDhxRjtdOjIQBdBjCwTaANdW/oJPXf7pxhvx6VuGOOqicfpDmxvb+14qoz030F6k68hwKWD7aBnJh40yGTLrDxQrDrTjA76qyZBe61LmmWW0O1yjveFLRxRoSx9qfbl29rV7ysRAR/e3nG0jpZaMdj10eJYE2gHVjVw68oMHj7B78yDn7RxjslJrKe9YTC2+PDlU8tlte5itRL2tR0gF2qnJkL/3sVt5+l9+m3+9az8vf8JpQHSJc2q2xrZChamhXdjsca44/DlmqiHT1TrDNoOlllv2zahShPos3kyU0Q6GJzjGECNMMRpOctiNMFhqlmIcHYja7z3KxYvjeAWqLqAYT4bckiw2M9gMkAcKPr5njRKSxHCSvafM9NiZ7J+MPrk9astQI6PdssKkZ0zEnVAWKh2pqkY79zbKm3/jeWZ0pkwyyu1MhoTUB5xVBMjJQ4SpQDvTriMdCrR3b44+7D/n4l0d2V+/SY5nzv/UJGdal2Dv7L6/9Non8p3XX9PZnS5h22iJfZPNjHbomoH2cTfAlDe0xL1zHmgfPDHL9tEy20ejtP7eNspHqmGUNdlRe4hvlv47j/35++MsdDrQXjhgv+iUqEyjWg85Uakz7k0xePbVcOrlnH3oXwA4Nl1lxKs0Oo5AVPNctQBqM/iVKEAOhjcz6QYZtSkGakc4xEhLRvv4UBxo82A0JK9IFZ/TbA/3lV/I0/2bCf1yS6BtZoyUg3kZ7ZFS8/ti4DV6hp+2ZYhjcUabgYnmfjA+Xb8y+iZVA548xkI12pIvzT7aXR5IxppBTkYZ7aRGe8WlIyt/LN9vzWjXQtd2Jn0lmpMhO1OjvWW4xH1vexYvfvzujuyv36i9n/S7Tr9yR8sFdm1av3lf20bKHJmqNppiNEpHzPjT2kv5wNhrlrx/rgPtI1OzbBoscFJcstBOnXY9zmifcfS7AIyceICZar21dGSR9n67Ng0SeBbVaM/WKNfjPtbbz2N8+iHAcWS6yrDNKR0xY5Yi1CoUZqPSkfLwBJMMsI0jBGGFI26YwVSgHRZHOMQYZxKXjlhUOrLdovs/zrsT23TqvEjomY89mavO3tJyW9LKEFqzUKdtHuIQI/w43A07L2ncPl2t84fV3+XDT/r2vP1rZciNYcNktOOvfmalI9HXldZor+atK3kOyQpn/ZLR3uiaf2vdHYfISq1l8nYvSZK1SZ123UVJEs8z/tPt5OjQo5a8f65TjkemqowPFNkWB9oryWjvOvw9ACaDTVhtTulIXKNdm1MzePJYmYLvUamGVGZnKXlTUBqF0WGKtUnGOc7RqWq0BHu6dCRZ0vzOL/IsYIYSA4NRNtmz6E3xMCOcVWz+ugLPeNBO4gLuincyv2m6jc9f3fHPf/2x824bSpWkFFNv+Ls3D1LH51mz/5P7znlm4/ap2Rp1fMrDrdlsiP6w1Ec7/zZKb9+sV+VLgt8Vl46sYjxJPXYtNRky264jCrQ7IasWkyJZMzNwrqWndj/aNhLFkPsmK5wyMYiLu44k58+5VQJz5fZM6FyUPR4fKnDSWJzRPlpp2eboVJW/+/f7+bd7DjRui2q0HScdvBmAoHqcSnXOZMi468hMXGLx5uBDXBncycRQkcA3jk5XGWEq2rY8BptOB2C37eXI9GzUV7s0J9C25i+qTIWBos8kzYL/R9xEs70fUbnJYTfSHFJcOtJibIHVHReQXrQi/e+h4sKfw05Uossnc2u9IfqUV3NaGTLvmgFff59Al5PVEuwJr1GjvbLJkKs57sl9M6/Rjp9Kp1aGFJH+1GwD29VhrNnWkSijncxfS86dyXl4bie3uXIbaE9X68zWQsYHigyXAoaKfnPWqHPw8G185raH+KPP/ogX/u33WnrLlpklCKNti9XJqPc1qWx4HGhXqnUCarw8+Cp/F7wFM6PoexydrjJqqUB7Igq0n+rfAif2M8h0S+mIb0bVtf6ihooBkzRrkO532zl5rBl4B57HCddsKePi9n4txtsLtNOKgceVZ25h5/jAohOupqtRjfpweX4g3dpHWxntvGrWaPf5GXQZWXcdSTLaQdsZ7dXXxs/NaGdXo62MdidtlDItyZ9GoqK7w1izpGx3ptqs0Y6WYI9+vlxGO7cpxyNTUTC8aTA6AEOlgKk4E8vdX4O//012nPEm4DFAVA4xUi5QrYfNJdKBUm2Sg7XW25LSkUotbA3AXfTGdWReRvs0AF4TfJ4Lp+9nwGYWKB1p/iq+MPoCnl3wOOaagfbHX/dcdmwea3wfeMbxsEiSxA69IlU359c5Nr90ZDmlwOfvfudxje+fdf7JPOO81mXWk4x2uuQk0VI6ohrt3NoodaNZP8/kRF1chz7ayQfnep91HdnotGCN9KsoIeP6PiGTXOmfjasYkiXYkwUNN2zpyOGpaMLieBxolws+M8ky6pVjAJy+758b20/NNj+pDFoq0K5PUqnWGbD5K0NWaiHD6UB7748oBMbRqXRGexQKzUz0SW4fA3P6aPueMeSidnnvLL+aL2x5JWbGi5/UrKdOB9kAvm8tGW2C4rwabTatfJZ+cc6b47tfeDHPPr91mfVkWfr05MyEl54Mqa4juZWcN7MI1HqJl/HzTK4MBG1GUWuZXBTMCbRrYdY12iod6QR1HZF+lZeXbJIIqcTz8pIl2Jcqo03LbaB9NM5ojw9GjcTLhWiSIhCVjgAnTd3V2D7psV2tOwbi7HUNn3L9ODO1kAEq1F38qklqtKvNRWkAeN/VPMHdxuXHv8oY8cqM5ShA3nP5mwEYSIL4OYH2Zhctvf6g20o5rm286rFnLPr8As+YIlU64hebAS7Ar70Ldv3yovdfTDuZteRDyUI13J6nPtobQRIg5v3NP+sSmaQDyIpLR1ZxMTa5byPQrmeV0Y6+dmplyI3OLNvXoEhWbA2JgV6SJCCrjYx2VPZ3PI4bN2yN9uFGoN2a0XbO8YN7o5Z4I/UjlIgy1UnwWAub5SAHvc0M1I/HNdoVjhEHx3F7v3RGO3zcq8Ev8rbpt/Dm+jt5ondHtG0caE9f8ireX3sGOywKqBlpZok9MyZc1JbvvnAL5eQNqjwabzD/lxh4HlOuudLivBrtC1+0qlf33Iz2Ql7/9HMYKvpsG52/7Gi0MqRqtPMuL22blpP1CphJ0Ntu6UgSGK+mjCCd0XbOUeuTlSE3uo2yCqvkT17WW2iUjqQz2kYq0F766n1uz4RHpqNgeFOS0Q58Zqp17vjFUb5w892N7c7xHwaaB6yWKh055G1mIDxOJc5cN2qmw2jbSiqj7Z17HZx2ZWO/W+N+1kmgPVDwedg1F31h66Mb/ww8o0T0weC+6uZGRruxGMzpV817fnMz2nilRumI80urLuhr583xVy/YwY/f8vQFLw23lI4oo51bWU8S7BVZP8+VZrTXMjEuCdLrzhHH920vlLMSKh3prI3ytyb505wM2d+v3WTSeJLRTkpHEhu2RjuZDJkcgFLBY6YaUg8dQ6mJjY8ejmqpk7rjWqp05EiwhYA69coJBqhwnAEc1shoz9RChpP+2sUheNQ1jf3usIPRtsWoBd9AwWePi1ZpDDHYclZjW88z3ur9F9h1GUdrQTPQHpyAl3wWnvfhec8v8L3WQNsvNCZDWlCet/1yksxWOxntpXgGVaca7bzbcJMhM3qiSUZ7pQvWrGY0jUA7DKnF6wVkWTqy1nOJtMr735rkz1q6JPWSwDPMmhnt0LmWRcw2cKA9S7ngNYLWUpzRnq2FDKV6Yp9Rjmqpk6L2Wj1kKC4HORpEKyi66SMMMMsUJepWaGnvl2xLcRjOvY6jXpTB3mEHcKWRRma5XPR4JM5oHy6e3DJB0vfgM/Zk3Cu+SqUWUk6/QZ1xDZSa/bITgWdMu9Ya7cZkyFVks5M3xXYvYS/G8zQZciPYMH20G7Xo2ew/ySyvdMGa1dTrNgPtZL0AVDrSJ8xUoy39x+Z87VdmRsH3WkpH0kmKDVujfbwStetLlAses7WQShHaEeQAACAASURBVC0KpI+5KNA9tRh1IGlktEPXmLB4rLgVAKscZdAqTLsSoRc0S0dqIUOWCrTHdvLG7e8FYMKOY+Vmp5Ci77GHKKN9sHxay1gDz6MeOirxZYl2Fnrw55SOBL7XrNG2lV+yveKMaGxrz2gb97vt3F94FGx/zJr2Jb1sY0zQyvoDRVI6svIFa1b+WMkbQy0MG720s8hoP/70zdx07VlccMr8lWNldTwzZbSl/6whMdBrSr6Xau/XepVzeJHF/RK5TTlWqmFLRqVciDLalVrIoFU47EYI8TjZPwqkMtphs2f28UIcaM8cZcgq7HWb4ox2czJkI6Mdr/RYC5rdREgF2mbGXjfOlCuxf+gszk6N1TOjHrpGM/RyG4F2wTemaJaI+C2Z5JUH2u+44SLu3X9iwd7YK+EZHGGEN+94Lx/cvHjXFOlvG650JOPJkO3WSjcvxa4+ox2GqcfN4IkNFH1uuvbs5TeUthn5v3ok+ZOXjDZAIfBa+2in/h6XKy3MbUa7Uguj7Ow9/wwfuZ5nHXh/HGhH5R5TlNnnxtnsDgOt7f2SQPtEKQq0vcokg1ZhhiKh+fPa+zkMCtFEyTAYaLQBTGe0AfygwPWzb+HIJTe23u5FGfhv3x0tBV9uoy2W73lMpUpHfM9SpSMrD5YHiwHn7RxbfsNlrGVBDekfG+X3vJbAth1J6UhxhaUja89oR28YWUyGlM4zy//fmuRP47yZg5du0feoLlI6spz8ZrRrYTTr/V/+FPb+mGvq3+CFYY1K9VzGmOEEZWZcgfNqhyj6HidSC9YMWAWHMVOKarSD6lEGmGWacmuNdtLerzjUSH0VA5/jDDDGVEtGG+Djr3w8Bf9yzt/VeknVj2uqb/z4bUDUIWU5wZyMdpBeXXIVGe1Oaa5iloO/LFlU8tvN/a85fn5ZLVgTNjLLK50MuYqMdnzf0LlMM9rSeWbW9xPKZOPx8hNnU0xntOMl2L9445UcPDG7zD1znNGerccZ7WO/gPOfx31jl/ES+xKV2RmGbIaaP8g+NjF44kEuKj7AVCUKnof3fZ/z7Oe4wiC1YhQoB7OTDDDDjJWoW5Bagr0e9dxOLade8I1J4jaAcwLtS3ZvmhdkQ5TRTmundCTwjGnmZLTd6mu0OyWJF3y9K+Ra1pneXtHM3Gez//pqF6xZS0a77hqTIfO+smdeqHRE+lGeFlsq+EY1Pm/WncP34LydYzzp7K3L3je3gXalWmfQr8PxfTC2izt23sB2O8LWX/wLg1TYsW0z+90YxZkDfNL9D15wzx/C9GGu+vaLuMa/HVcYxJWiBWOKtWOUqTBDmbr5/OShAzz/vd9lphoybNON+myIJjUdjydazg20F3Noziei9kpHrKV0JGgpHel+Rltv4Pm2ln7O/STzyZArXLAm+SC7mitGjRrteLEaaD/Al+6KSke6PQqRlclTjXYx8BsNK+b20V5ObgPt2XrIdjsCOBjdwd7tT2TGFRg/eBvDNs3ObVt55VMuAuAX3kmce/y78G/vbNzfFQbxi2WmXZGh2YN4OCoWlY48sP8Y3/v5ISq1OsNWwVLLqRcCj+PEgXYcqC/ntgeOtHzf3mTI1j7aLUufdzOjnZO+mdKevL/5r98S7G2uDLmGPtpBo0bbUU9qtFe5sJWsr6jrSM7/2CR38rIEO0TzaNJ9tFfy95jbs2ylGnISB6NvRndQKhbY4yYoTu9jkBm80jDeZa+E53+Mjw6/Itruu+9u3N8VBin6HscYZLQaTVKsWIk6AQHRxMnJmRoj3kxjURqIMlMrzWj/9hNOb/m+3Yz2DMXG98poy3raKLX4mS/B3mjv194DrGWVwOR3VQ9TGe2c//7ywsjH5XfZaFY/p6TXFAOvZWXIlZTH5jbQnq2HbHVJoL2TUsFnL5sYrOxniApWGoKBcfilZ3NgIA50azPMBlEZiIV1ioHHMTfEaC0KtGesTM0CinGg/eChqWiVyVRGO/CsmdFuM9B+3i+fwidf9fjG9+0sXRy9MTd/0b7n9UigHY9Hbwq5lqdMxZIy/uAYJ5ZXsDJk69eVCNKBtmq0+4qpj7b0IS9H7xPJgjXOuXl9tJeT20C7UquzJWxmtMsFn31unPHZvZSs2jKBcXLw1EbHjnu3Pw0Ab+YQpSDKaE/Uo/1EpSMBAVGHkvsPTs2v0Q48JhsZ7fZKR6B1ZaF2Skf8OZd8fY8emQy5MTKdG93Gae8Xfc0qm7jaJdhXkyBK7lsPXaNNlWq0+4Pa+0k/ytNLthhE7f2Slqw9kdE2sw+Y2T4z+1Hqtgkz+5qZ3R1/3RTfbmb2DjO7x8x+aGYXp+7zsnj7u83sZe0+/mwtZKK+PwqoS6OUA489boKt9T3RBqlAe6BU5EHbCRj3bLk2etypg3FGe5AtHAKg4pWoEVD2okD7gUNTDDM1p+uIx4mk7V6bGW2YG2gv/2uZe8k3ymh3f+nzrLs0SG/YMAvWZL4E+wq7jnir/4CTPEY9dByZijonjQ8Wl7qL9AijORFWpF9kPcdlPRXjlSGTc/ZKliDI8k/3Q8DT59z2BuDrzrmzgK/H3wM8Azgr/u9VwP+FKDAH/gR4HHAZ8CdJcL6cSi1kvH4QRk4Cs6h0xKXumir3GC4H/Ic7B7f7CvYNRqsZGi6u0R7CIzqwszZA3QLKfpQNmuAYm9xR2HJWc7f+yktHAEbLzeC43fZ+c7/3iK9D90LpSN4jsA2u2Uc737/n9VqCve2uI2sYT5KBqTvH/sloUa6tw6Wl7iI9Iuqjne+/NcmfHK1XE60MWQ8bVyF7onTEOfctiFPBTdcBH47//WHg+tTtH3GRfwfGzexk4GnA15xzh5xzh4GvMT94X9BsLWQgnG50/igHHvsWCbTPOWmUN868hAee/QkmveY2pUKU0W7sM85oF61OiVku8+6MfnDyhY1tCn66dKT9QHuouMJAO85O3TD7Ju657gv4nuHHHwh6onREbwq5lqf+qEtZvyXYV9hHexWP1VyC3bH/eBxojyjQ7geeSkekDzXa++XgpVuam9HuhdKRRWx3zj0S/3sPsD3+907gwdR2D8W3LXb7PGb2KjO7xcxu2b9/f7QEu6s0lkYvF3z2pAPtXZc2/nnpaZtweNzywDFqzvEH1VfDq75J0fc5RjPQnvGGqJmP72r8ffHPeE/xL6MfnHx+Y5uC73FbeBYHxs6DkR1tH5j0p6Ny0E7pSLTNd8PHMLv9wijQtnq8M3UdkWxtmNKRjGvR6ytcGdJfwwfZ5hLsjn3HZhgpB219qJfu02RI6UfJ+TMP3Y0KcaCdnLNXEuN0rerLOecgScF2ZH/vc85d6py7dOvWrdRDR8nNQCHKLpfjriMAdTzYdFrjvmdtG2GkFPD9Bw5TCx2f50mw48JG15HEw/4OagQErsYl3t3NB09lrgu+cas7m29e9UkoNJdIX4l2euqmf8mBb/iecW94cnTDhS9a1eN2QtaX2qU3JL/dvH+gynphnjg50nbpSONKwirO3Mnvqh5ntJXN7h+GzqnSf5KXbB7eJxqTIZMK3R7OaO+NS0KIv+6Lb/8FcEpqu13xbYvdvqRkVmghTAfaHg+6bXyw9jT+cMt7Wrb3PePCU8e59f7D1OphI7tUjLuOAEyWtoNXoEaA72rs8aJk/NeGr2vZV9I9YKiUbaYofanZMyPwjD1s5vkn/SNceEOmj70UP+MMoPSGDbcEe0ZnyqSPtt926Uj0dS2lI/UwqtHepkC7b5jl4/K7bCzJa7bdBbl6WTGIM9rxOXslnx3W+9l/Hkg6h7wM+Fzq9pfG3UceDxyNS0y+AjzVzDbFkyCfGt+2JJcsAhHONGqxywWfEI8/rb2MA4Onz7vPpbsnuGvvJIenqo0gtuh7nIjrrY8N7saPV1/0qTFiFSYf82IuevXftOynGWhn2/kjfak58KzxJup3+QVtjdKRrg5DMrZhSkfir1l9cDx1Ivog3+6l1bW0VWwE2vFkyK0jq7viJuvPtDKk9KGk60heSkeqdbeq0pHMokEz+zhwNbDFzB4i6h7yNuAfzOwVwP3A8+LNvww8E7gHmAJ+C8A5d8jM3grcHG/3Fufc3AmW8ySXY4N0Rju1CExpgRroS3Zvwjm45b5DjRdFMfAYtBkAjo6chTdp1AgoUKMUThOMb2Zkzqz9QrzvwWLWgXbzl+ynA+0uv6AbpSM5+MOSxW2cPtrZPs+PvuJx3P7gkbZrpdcUaCddR+pxoK2OI30jKh3p9ihEViZPXciKa+g6klk06JxbrH7hyQts64DXLLKfDwAfWMljN3rT1mcakyFLqd7UCwXaF5wyhmdw38GpRu1iKfD4fP0KfsnuZ/Sc1+B//zBTNsioO05A2OhoknbSaBnfM04aW3m26B03XMT9B060tW26dMT3rBF4d/uTo7qObCw5OH8uKesa7a0jJa49d/vyG5KMI/q6muEkb3aTlRonZuuq0e4jp28ZYvfmoeU3FOkheZoMWYxjrkotajqxkq4j3VvZJEMu/n9Qn25ktEuB16ixWWiJ85FygbO3j3DnnkkK8YtibKDAFGX+pPZb/NXgOL53hGPeGIHF1fALtO+77PQJbnnTtWwaWvlCEL92QftdSuaXjkTfd/uTY6PriALtXBsfLDBSDjhl0+DyG/exZteRLg8k1qyNX/l9k84V+45FV+k2D2uxmn7xyd+9vNtDEFmx5DSVlxptgJlqFP/1RB/tbgqdo0QVwzUCbTNj16Y46F5k5cVT4nrJZGJSsj1AKfDxPeOYpbLYC2S0gVUF2SvlzysdmX97N6h0ZGMYKRe4481P44ozt3R7KJlq9oHtjddz8vdtq1wCIvA8jldqQGvvfhGRjksmQ+YgHkjm301XV57RzmWg7RyUmY2+KTQzbsnEo4VKRwA2DUbLoBfi7LCZcenuqCVgLQzxzTjkmsutU1440F4PBX9uoK2MtkinNdtVdnccibVOQg1849h0FGiXF0k4iIh0Qp7awDYz2nGgvdEz2s45BohWPksy2kDjMvdiE4+STHT6AP7+U84G4Iytw3ge7A9HmncojdAtczPaySdGP6s+ZG1qLqjR1WGIdITX+LvqjRf0WidnDhR8Dk/NNv4tIpIVL1c12q2Bdk9Mhuwm52DAkox2cwJJUgqSHKi5JgajQLtSCxu3PeHMLdz758/Eizt7HAhTGe1FSkfWQ8FP12h7PfOCbmTccvCHJZJ1e7+VapSOrHI4A8VmoF1SoC0iGWouWNP/Od15Ge2NXjoSsnBGO+kEsm+ysuD9koz25Ey15fZ0J4199dTM7y6WjqQzbJ7X7ELS7YBAS7BLntgaJh9mIRnHamvGo4x2tfFvEZGsJHNJCm0uyNXLmhnteDJkDy9Ysy6cY8FAO2lnlcy6nyvJaB+bqS34c98zDlbLzLr4DaqLGe105jrwvEZg2+2MdqOfd69EJiJrkHV7v5Xy4s4hqzVQ9Bt9YAeKCrRFJDt5WoJ97mTIDd91xDmXKh1pToa8YNc4O8cHuOnasxe8X5LRTt6I5go8Y6YWcpi4NruLNdpm1lIP3ajR7vInx7X0+RXpNb22MI9na+uAkp6fosmQIrIeup0A7ISkdGR6Vn20AQgXyWgPlQL+3xt+ZdH7TSzTls8zo1INOeSPsDmoEPiFjox3tZr1mtYz3T5MpSOSI40a7R6JSX1vbRntwVQWW6UjIpKlZilpj5xA1yBJUpyI26P2xBLs3eSAgQXa+y0nKR1ZjO8Zs/WQw94ItcJM1w9eIV0+4vdGgKsabcmTXstom9maMtoDLRltBdoikp3kVBXkoEZ7S7zA197JqPRYpSPOUbb5Ge3ljJSXDp2TA3u/205lsP1VHLPie9bIYDfb+3W5RrvHAhORNem5Gm1WuVRNJB1oL7aegIhIJzQC7Rwk3pI5fnuORrGlSkccDCalI8WhpTdOWe4TSnJg31p7CbuveSxXrHqEnRH4Hs4lM2B7YzJkr00eE1mLZka7ywOJ+akysdUox6Uj5YLXM6tdikg+JV1Huh2XdMJwKaBc8Nh7LMlot3/fXAba07N1hhqTIdvPaCfSS6+nJdniKcowOLHq8XVK4Bmhn7yQe2NlyJFyQNH32Dyc/TL0IlnrtSXYbY1dRwbjjLbqs0Uka46osUQearTNjK0jpUagveEz2sdmqjzp9GF4EAjKK7rv7X/8VArBwgcwnUkq+t1/4QSeUQ9bu410O9AeHyzynddfw5bhUlfHIdIJyftDt/+uEmMDBUYHVj8Je6CR0VagLSLZqsdr/+WhRhtg63CJWx84AmgyJLvGB7hsVxn2DK64z9zY4OJvYunLH4VeCLR9j1rcirBXarQBto2u7MONSK9KLn32wJ8VAK+86lE895Jdq75/WRltEVknYZhktHvkBLpGSZ02rOwqZy4D7U1DRThw94rqs9vh9Vqg7VkjwO6V9n4iedJrcw6GSwHDpdWftpMAWxltEcla3bUmAvtdOtBeyYeH7keLWZg+And/BS57VUd3m46ti4uUl6wn37NG8N8rC9aI5EmvLcG+VgOpyZAiIlkKw5wF2sPNq/UrSWrm82xbnQIvgCe+rqO7TR/Ynsho+968AFsZbZHOSd4f8nLpM1mwRsuvi0jWwjij7fdAvNQJ6Yz2SuZ35uPZz+OiSZAdnumaLh0JeuCFE3jNZdhHSgE3/sqZXHvu9i6PSiQ/dm0apFzwcjO5NykZKQcKtEUkW3krHdk+urrSkVzWaOMc+J1vL9ea0e7+CyfwrWUZ9j946qO7PCKRfLnwlHHufOszuj2MjmnUaCujLSIZq9fzFWifPNZs/azSERdC0PkMVPoTTK+098tDf0oRWR+NGm1ltEUkY42Mdg8kJjth53gz0N7wS7BDRhntnus64uXmk6KIZC/JaA8Uu3/+EpF8S/po5yUhODrQLAJRRtu5zDPavRBoFwIvN58URSR7SUZbfbRFJGsuZzXa6d7ZqtF2IfidD7S9HqvRvunas5ithd0ehoj0CfXRFpH1kpSO5KVrU9pKGrzlNNB2EHS+dORRW5sL4KxkVaCsXHzqpm4PQUT6iAJtEVkvyWTIXkhMdpoWrMFlktF+0tlbO75PEZH1MjZQ4DkX7+LKM7d0eygiknPNjHZ+Qs2kxV89XoynHfl59mkuzCSjPT7Y+X2KiKwXzzPe/rwLuOCU8W4PRURyrp6zlSEB/s/zLuS8naMti9csJ7+lIxlktAH+9qWXcsv9hzPZt4iIiEgehDms0b7izC188cYnrug++Q20M8hoA1x77natvigiIiKyhDxmtFcjn6UjZNN1RERERESWl5QxBz3QDrmb8vnsM+qjLSIiIiLtU0Y7j1w2K0OKiIiISPvyVKO9GvkMtAmV0RYRERHpMmW080gZbREREZGuU0Y7j1SjLSIiItJ1BU2GzKPs+miLiIiISHuU0c6rjPpoi4iIiEh7VKOdV8poi4iIiHSVMtp5pYy2iIiISFdpwZq8UkZbREREpKtUOpJX6joiIiIi0lUqHckr9dEWERER6SpltPNKGW0RERGRrlJGO6+U0RYRERHpKjMF2vmkjLaIiIiIdFF+A211HRERERGRLspvoK0+2iIiIiLSRX0TaJvZ083sLjO7x8zesOwdlNEWERERkS7qi0DbzHzg3cAzgHOBG8zs3CXvpIy2iIiIiHRRXwTawGXAPc65e51zs8AngOuWvIcy2iIiIiJd8YQzN3d7CD0h6PYA2rQTeDD1/UPA45a8h7qOiIiIiHTFR3/7cdSd6/Ywuq5fMtrLMrNXmdktZnbL4WA7lMe6PSQRERGRDcnzjIKfmzBz1frlCPwCOCX1/a74tgbn3Pucc5c65y7dtG0HeP66DlBEREREJK1fAu2bgbPM7HQzKwIvAD7f5TGJiIiIiCyqL2q0nXM1M/uvwFcAH/iAc+7HXR6WiIiIiMii+iLQBnDOfRn4crfHISIiIiLSjn4pHRERERER6SsKtEVEREREMqBAW0REREQkAwq0RUREREQyoEBbRERERCQDCrRFRERERDKgQFtEREREJAMKtEVEREREMqBAW0REREQkAwq0RUREREQyoEBbRERERCQDCrRFRERERDKgQFtEREREJAMKtEVEREREMmDOuW6PoePMbBK4a50fdgw4moPHmGsLcGCdHqsbz289H3M9j2VivY/pej/eeh9THc/OW6/nqPNnfz9mnl+b3Xi8vB/P9f7dPdo5N7LgT5xzufsPuKULj/m+PDxGN49ll57fuj1mXl+XXX68dT2mOp79+xx1/uzvx8zza1PHs78fa7njqdKRzvlCTh6jm7rx/HRM+/vx1puOZ+et13PM+7HU+bPz9PfeWev5/HrmWOa1dOQW59yl3R5HHuhYdo6OZefpmHaWjmdn6Xh2jo5lZ+l4dtZSxzOvGe33dXsAOaJj2Tk6lp2nY9pZOp6dpePZOTqWnaXj2VmLHs9cZrRFRERERLotrxltEREREZGuUqAtIiIiIpKBvg60zex4t8eQB2Z2vZk5Mzun22PJk+Ven2b2r2amySjLMLNdZvY5M7vbzP7TzP7KzIpLbH+TmQ2u5xj7jc6dnaPzZzZ0/lw7nTt7Q18H2tIxNwDfib+2zcz8bIYjEjEzAz4NfNY5dxZwNjAM/NkSd7sJ0JuFrBedP6Xn6NzZO/o+0DazYTP7upndamZ3mNl18e2nmdlPzexvzOzHZvZVMxvo9nh7jZkNA1cCrwBeEN92tZl9y8y+ZGZ3mdl7zMyLf3bczN5uZrcDl3dv5P0hPpZfTH3/LjN7eReH1G9+BZhxzn0QwDlXB34f+G0zGzKzvzCzH5nZD83sRjN7LbAD+IaZfaOL4+55Oneunc6f2dL5c0107uwRfR9oAzPArzvnLgauAd4ef5IDOAt4t3PuMcAR4DldGmMvuw74J+fcz4CDZnZJfPtlwI3AucAZwG/Etw8B33POXeCc+866j1Y2mscA30/f4Jw7BjwA/A5wGnChc+584GPOuXcADwPXOOeuWeex9hudO9dO50/pVTp39og8BNoG/LmZ/RD4Z2AnsD3+2c+dcz+I//19oheWtLoB+ET870/QvPz5H865e+NPwR8nytoA1IFPre8QRRZ0NfBe51wNwDl3qLvD6Ts6d66dzp/Sj65G5851E3R7AB3wImArcIlzrmpm9wHl+GeV1HZ1QJc/U8xsgujy0mPNzAE+4IAvxV/Tku9n4jcPaU+N1g+05cU2lAX9BHhu+gYzGwVOBe7rxoByROfONdD5c13o/Ll6Onf2iDxktMeAffEbxTXA7m4PqI88F/ioc263c+4059wpwM+BJwKXmdnpcW3h84km+8jK3Q+ca2YlMxsHntztAfWZrwODZvZSaEwgezvwIeArwO+aWRD/bCK+zyQwsv5D7Ts6d66Nzp/Z0/lz9XTu7BF9G2jHL5AK8DHgUjO7A3gpcGdXB9ZfbgA+M+e2T8W33wy8C/gp0ZvH3O1kCcnr0zn3IPAPwI/ir7d1dWB9xkVL1/468JtmdjfwM6La4jcCf0tUb/jDeHLZC+O7vQ/4J03oWZjOnR2j82dGdP5cO507e0ffLsFuZhcAf+Ocu6zbY8kbM7saeJ1z7tndHku/0utTepVem9nS+XPt9BqVPOnLjLaZvZpogskfdXssInPp9Sm9Sq9N6XV6jUre9G1GW0RERESkl/VlRltEREREpNf1RaBtZqeY2TfM7CfxSmX/Lb59wsy+ZmZ3x183xbefY2bfNbOKmb1uzr4+YGb7zOxH3XguIiLrpVPnzsX2IyIiS+uL0hEzOxk42Tl3q5mNEC2gcD3wcuCQc+5tZvYGYJNz7vVmto2oVdX1wGHn3F+k9nUVcBz4iHPuvPV+LiIi66VT587F9uOc+0kXnpaISN/oi4y2c+4R59yt8b8niVom7SRa/vbD8WYfJnpzwDm3zzl3M1BdYF/fArQKkojkXqfOnUvsR0REltAXgXaamZ0GXAR8D9junHsk/tEemssHi4hISqfOnXP2IyIiS+irQNvMhokWBLjJOXcs/bO4OXvv18GIiKyzTp07l9qPiIjM1zeBtpkViE7wH3POfTq+eW9cO5jUEO7r1vhERHpRp86di+xHRESW0BeBtpkZ8H7gp865/5360eeBl8X/fhnwufUem4hIr+rUuXOJ/YiIyBL6pevIlcC3gTuAML75jUQ1gv8AnArcDzzPOXfIzE4CbgFG4+2PA+c6546Z2ceBq4EtwF7gT5xz71/HpyMisi46de4Ezl9oP865L6/TUxER6Ut9EWiLiIiIiPSbvigdERERERHpNwq0RUREREQyoEBbRERERCQDCrRFRERERDKgQFtEREREJANBtwcgIiKdZ2ZvJmrPdwD4qnPu4RXc9zTgi8658zIZnIjIBqGMtohIvr0c2NHtQYiIbEQKtEVEcsLM3mRmPzOz7wCPjm++FPiYmf3AzAbM7BIz+6aZfd/MvpJaiv0SM7vdzG4HXpPa52lm9m0zuzX+74r49o+Y2fWp7T5mZtet37MVEel9CrRFRHLAzC4BXgBcCDwT+OX4R7cAL3LOXQjUgHcCz3XOXQJ8APizeLsPAjc65y6Ys+t9wFOccxcDzwfeEd/+fqJsOWY2BlwBfKnzz0xEpH+pRltEJB+eCHzGOTcFYGafX2CbRwPnAV8zMwAfeMTMxoFx59y34u0+Cjwj/ncBeJeZXQjUgbMBnHPfNLO/NrOtwHOATznnatk8NRGR/qRAW0Rk4zDgx865y1tujALtxfw+sBe4gOgq6EzqZx8BXkyUSf+tzg5VRKT/qXRERCQfvgVcH9dhjwC/Gt8+CYzE/74L2GpmlwOYWcHMHuOcOwIcMbMr4+1elNrvGPCIcy4EXkKUBU98CLgJwDn3kwyek4hIX1OgLSKSA865W4FPArcD/wjcHP/oQ8B7zOwHREHyc4H/FU96/AFRbTVEGel3x9tZatd/Dbws3v4c4ETqMfcCPyWqVMWW4QAAAGpJREFU7xYRkTnMOdftMYiISB8ys0HgDuBi59zRbo9HRKTXKKMtIiIrZmbXEmWz36kgW0RkYcpoi4iIiIhkQBltEREREZEMKNAWEREREcmAAm0RERERkQwo0BYRERERyYACbRERERGRDPx/bQY0wSR+16IAAAAASUVORK5CYII=\n", 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