{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Poisson Regression - tools on islands, part 1\n", "\n", "##### Keywords: poisson distribution, poisson regression, glm, centering, counterfactual plot, regression, interaction-term, oceanic tools, parameter correlation" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "import numpy as np\n", "import scipy as sp\n", "import matplotlib as mpl\n", "import matplotlib.cm as cm\n", "import matplotlib.pyplot as plt\n", "import pandas as pd\n", "pd.set_option('display.width', 500)\n", "pd.set_option('display.max_columns', 100)\n", "pd.set_option('display.notebook_repr_html', True)\n", "import seaborn as sns\n", "sns.set_style(\"whitegrid\")\n", "sns.set_context(\"poster\")\n", "import pymc3 as pm" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From Mcelreath:\n", "\n", ">The island societies of Oceania provide a natural experiment in technological evolution. Different historical island populations possessed tool kits of different size. These kits include fish hooks, axes, boats, hand plows, and many other types of tools. A number of theories predict that larger populations will both develop and sustain more complex tool kits. So the natural variation in population size induced by natural variation in island size in Oceania provides a natural experiment to test these ideas. It's also suggested that contact rates among populations effectively increase population size, as it's relevant to technological evolution. So variation in contact rates among Oceanic societies is also relevant. (McElreath 313)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "![](images/islands.png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setting up the model and data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Some points to take into account:\n", "\n", "- sample size is not umber of rows, after all this is a count model\n", "- the data is small, so we will need regularizing to avoid overfitting\n", "- outcome will be `total_tools` which we will model as proportional to `log(population)` as theory says it depends on order of magnitude\n", "- number of tools incereases with `contact` rate\n", "- we will, over multiple attempts, be testing the idea that the impact of population on tool counts is increased by high `contact`. This is an example of an **interaction**. Specifically this is a **positive** interaction between `log(population)` and `contact`." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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culturepopulationcontacttotal_toolsmean_TU
0Malekula1100low133.2
1Tikopia1500low224.7
2Santa Cruz3600low244.0
3Yap4791high435.0
4Lau Fiji7400high335.0
5Trobriand8000high194.0
6Chuuk9200high403.8
7Manus13000low286.6
8Tonga17500high555.4
9Hawaii275000low716.6
\n", "
" ], "text/plain": [ " culture population contact total_tools mean_TU\n", "0 Malekula 1100 low 13 3.2\n", "1 Tikopia 1500 low 22 4.7\n", "2 Santa Cruz 3600 low 24 4.0\n", "3 Yap 4791 high 43 5.0\n", "4 Lau Fiji 7400 high 33 5.0\n", "5 Trobriand 8000 high 19 4.0\n", "6 Chuuk 9200 high 40 3.8\n", "7 Manus 13000 low 28 6.6\n", "8 Tonga 17500 high 55 5.4\n", "9 Hawaii 275000 low 71 6.6" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df=pd.read_csv(\"data/islands.csv\", sep=';')\n", "df" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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culturepopulationcontacttotal_toolsmean_TUlogpopclevel
0Malekula1100low133.27.0030650
1Tikopia1500low224.77.3132200
2Santa Cruz3600low244.08.1886890
3Yap4791high435.08.4744941
4Lau Fiji7400high335.08.9092351
5Trobriand8000high194.08.9871971
6Chuuk9200high403.89.1269591
7Manus13000low286.69.4727050
8Tonga17500high555.49.7699561
9Hawaii275000low716.612.5245260
\n", "
" ], "text/plain": [ " culture population contact total_tools mean_TU logpop clevel\n", "0 Malekula 1100 low 13 3.2 7.003065 0\n", "1 Tikopia 1500 low 22 4.7 7.313220 0\n", "2 Santa Cruz 3600 low 24 4.0 8.188689 0\n", "3 Yap 4791 high 43 5.0 8.474494 1\n", "4 Lau Fiji 7400 high 33 5.0 8.909235 1\n", "5 Trobriand 8000 high 19 4.0 8.987197 1\n", "6 Chuuk 9200 high 40 3.8 9.126959 1\n", "7 Manus 13000 low 28 6.6 9.472705 0\n", "8 Tonga 17500 high 55 5.4 9.769956 1\n", "9 Hawaii 275000 low 71 6.6 12.524526 0" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df['logpop']=np.log(df.population)\n", "df['clevel']=(df.contact=='high')*1\n", "df" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lets write down the model we plan to fit.\n", "\n", "### M1\n", "\n", "$$\n", "\\begin{eqnarray}\n", "T_i & \\sim & Poisson(\\lambda_i)\\\\\n", "log(\\lambda_i) & = & \\alpha + \\beta_P log(P_i) + \\beta_C C_i + \\beta_{PC} C_i log(P_i)\\\\\n", "\\alpha & \\sim & N(0,100)\\\\\n", "\\beta_P & \\sim & N(0,1)\\\\\n", "\\beta_C & \\sim & N(0,1)\\\\\n", "\\beta_{PC} & \\sim & N(0,1)\n", "\\end{eqnarray}\n", "$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The $\\beta$s have strongly regularizing priors on them, because the sample is small, while the $\\alpha$ prior is essentially a flat prior.\n", "\n", "## Implementation in pymc" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "import theano.tensor as t\n", "with pm.Model() as m1:\n", " betap = pm.Normal(\"betap\", 0, 1)\n", " betac = pm.Normal(\"betac\", 0, 1)\n", " betapc = pm.Normal(\"betapc\", 0, 1)\n", " alpha = pm.Normal(\"alpha\", 0, 100)\n", " loglam = alpha + betap*df.logpop + betac*df.clevel + betapc*df.clevel*df.logpop\n", " y = pm.Poisson(\"ntools\", mu=t.exp(loglam), observed=df.total_tools)\n", " " ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "scrolled": true }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (2 chains in 2 jobs)\n", "NUTS: [alpha, betapc, betac, betap]\n", "Sampling 2 chains: 100%|██████████| 21000/21000 [01:17<00:00, 269.30draws/s]\n", "The acceptance probability does not match the target. It is 0.88659413662, but should be close to 0.8. Try to increase the number of tuning steps.\n" ] } ], "source": [ "with m1:\n", " trace=pm.sample(10000, njobs=2)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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meansdmc_errorhpd_2.5hpd_97.5n_effRhat
betap0.2643720.0353450.0004430.1949240.3331776225.8358341.000744
betac-0.0835290.8385700.009645-1.7000371.5976336954.4520471.000067
betapc0.0420190.0918930.001062-0.1477860.2144886987.2733441.000076
alpha0.9349020.3666910.0044920.2087451.6451466253.6020391.000709
\n", "
" ], "text/plain": [ " mean sd mc_error hpd_2.5 hpd_97.5 n_eff Rhat\n", "betap 0.264372 0.035345 0.000443 0.194924 0.333177 6225.835834 1.000744\n", "betac -0.083529 0.838570 0.009645 -1.700037 1.597633 6954.452047 1.000067\n", "betapc 0.042019 0.091893 0.001062 -0.147786 0.214488 6987.273344 1.000076\n", "alpha 0.934902 0.366691 0.004492 0.208745 1.645146 6253.602039 1.000709" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pm.summary(trace)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "//anaconda/envs/py3l/lib/python3.6/site-packages/matplotlib/axes/_base.py:3449: MatplotlibDeprecationWarning: \n", "The `ymin` argument was deprecated in Matplotlib 3.0 and will be removed in 3.2. Use `bottom` instead.\n", " alternative='`bottom`', obj_type='argument')\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pm.traceplot(trace);" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pm.autocorrplot(trace);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Our traces an autocorrelations look pretty good. `pymc3` does quick work on the model\n", "\n", "### Posteriors" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pm.plot_posterior(trace);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Looking at the posteriors reveals something interesting. The posterior for $\\beta_p$ is, as expected from theory, showing a positive effect. The posterior is fairly tightly constrained. The posteriors for $\\beta_c$ and $\\beta_{pc}$ both overlap 0 substantially, and seem comparatively poorly constrained.\n", "\n", "At this point you might be willing to say that there is no substantial effect of contact rate, directly or through the interaction.\n", "\n", "You would be wrong.\n", "\n", "### Posterior check with counterfactual predictions.\n", "\n", "Lets get $\\lambda$ traces for high-contact and low contact" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "lamlow = lambda logpop: trace['alpha']+trace['betap']*logpop\n", "lamhigh = lambda logpop: trace['alpha']+(trace['betap'] + trace['betapc'])*logpop + trace['betac'] " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let us see what happens at an intermediate log(pop) of 8:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "//anaconda/envs/py3l/lib/python3.6/site-packages/matplotlib/axes/_axes.py:6499: MatplotlibDeprecationWarning: \n", "The 'normed' kwarg was deprecated in Matplotlib 2.1 and will be removed in 3.1. Use 'density' instead.\n", " alternative=\"'density'\", removal=\"3.1\")\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.distplot(lamhigh(8) - lamlow(8));\n", "plt.axvline(0);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can see evidence of a fairly strong positive effect of contact in this \"counterfactual posterior\", with most of the weight above 0.\n", "\n", "So what happened?\n", "\n", "### Posterior scatter plots\n", "\n", "We make posterior scatter plots and this give us the answer." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": true }, "outputs": [], "source": [ "def postscat(trace, thevars):\n", " d={}\n", " for v in thevars:\n", " d[v] = trace.get_values(v)\n", " df = pd.DataFrame.from_dict(d)\n", " return sns.pairplot(df)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "postscat(trace,trace.varnames)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Look at the very strong negative correlations between $\\alpha$ and $\\beta_p$, and the very strong ones between $\\beta_c$ and $\\beta_{pc}$. The latter is the cause for the 0-overlaps. When $\\beta_c$ is high, $\\beta_{pc}$ must be low, and vice-versa. As a result, its not enough to observe just the marginal uncertainty of each parameter; you must look at the joint uncertainty of the correlated variables.\n", "\n", "You would have seen that this might be a problem if you looked at $n_{eff}$:" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'alpha': 6253.6020387847238,\n", " 'betac': 6954.4520465741789,\n", " 'betap': 6225.8358335534804,\n", " 'betapc': 6987.2733444159694}" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pm.effective_n(trace)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Fixing by centering\n", "\n", "As usual, centering the log-population fixes things:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "//anaconda/envs/py3l/lib/python3.6/site-packages/ipykernel_launcher.py:1: UserWarning: Pandas doesn't allow columns to be created via a new attribute name - see https://pandas.pydata.org/pandas-docs/stable/indexing.html#attribute-access\n", " \"\"\"Entry point for launching an IPython kernel.\n" ] } ], "source": [ "df.logpop_c = df.logpop - df.logpop.mean()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": true }, "outputs": [], "source": [ "with pm.Model() as m1c:\n", " betap = pm.Normal(\"betap\", 0, 1)\n", " betac = pm.Normal(\"betac\", 0, 1)\n", " betapc = pm.Normal(\"betapc\", 0, 1)\n", " alpha = pm.Normal(\"alpha\", 0, 100)\n", " loglam = alpha + betap*df.logpop_c + betac*df.clevel + betapc*df.clevel*df.logpop_c\n", " y = pm.Poisson(\"ntools\", mu=t.exp(loglam), observed=df.total_tools)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (2 chains in 2 jobs)\n", "NUTS: [alpha, betapc, betac, betap]\n", "Sampling 2 chains: 100%|██████████| 21000/21000 [00:16<00:00, 1284.28draws/s]\n" ] } ], "source": [ "with m1c:\n", " trace1c = pm.sample(10000, njobs=2)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'alpha': 13059.09068128995,\n", " 'betac': 13486.057010456128,\n", " 'betap': 14787.07665103561,\n", " 'betapc': 14659.70637220611}" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pm.effective_n(trace1c)" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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meansdmc_errorhpd_2.5hpd_97.5n_effRhat
betap0.2631600.0353430.0002700.1916870.33098514787.0766510.999950
betac0.2850200.1168110.0009880.0514950.51001813486.0570100.999965
betapc0.0649290.1689610.001466-0.2704870.39476214659.7063721.000043
alpha3.3110220.0892260.0007713.1406143.49182013059.0906810.999956
\n", "
" ], "text/plain": [ " mean sd mc_error hpd_2.5 hpd_97.5 n_eff Rhat\n", "betap 0.263160 0.035343 0.000270 0.191687 0.330985 14787.076651 0.999950\n", "betac 0.285020 0.116811 0.000988 0.051495 0.510018 13486.057010 0.999965\n", "betapc 0.064929 0.168961 0.001466 -0.270487 0.394762 14659.706372 1.000043\n", "alpha 3.311022 0.089226 0.000771 3.140614 3.491820 13059.090681 0.999956" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pm.summary(trace1c)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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iO0sxjTr82vH6NgPffXQpz+9qiGpbZ8+bMI1GT8j0Jf6aRmxhHfQbl83BYnfy1XvKOVTdTfXZAb+MKxz9Jitm6zgjZjvffXQZiQqv6zdmHRdtqSMgnGOBQPCZEynxKfT1wAeXIk7K4xsXMistAZvDhWnEhtvtialebE5GIrMzE3njQ2+qQrSSbL6H398+sJiTTT24XO6Yk2xkUgkZWhVqVTwry2ZhtoxTXpTGlrebgpzncGjUCvqNFuEch+FCn5mdh9vC7g6ERu7XLsnlUHU3phEbDe1GluoyefT2+fzspVPEyaUkJ8bFVEc2QSln1OKIaXxDZjvaZAWbri/ANGKneLYmqM7tyJiDNYty6TWM0dB+MdodKON59f1mvr15iVeXnKIiOTGO/JxkEuLltHcN81FdN/fcUERBrldm8VnXeb5WCadln5edzF/fjS572PJ2E3dfX4hMKkGdEIfF5mTY7JjStlxuD0NRnGNfYp9x2MZjG6LPUf/j3gquW5jFuNONSiEPsq1QDp7uIi8nmZfeaUKbpKCjd4RxlxuzxcGy+VnMSk0gXauaZEufVzsTzrFAIPjMCJcg5Ut86howB79eWcC4y41h2Ma9NxSxsCDVXwFiaNTO4pIMOnpGpn5TvJG98qI0NEne6hWxlGT75Stn+NaDi/0R4KmoaR7k6/eX43bBh6e7/BpBtSqelQuzUSd4nedID6+K4nRe/aCZhYWpn6uH0FRI4pL44fPHonaT80Xuj9R20z0wRm2LN4LW2W9Gf87I/TcX8/Td5bR3D3Oouiem991/opOK4nTO907d9lujVlDfZkAqkbB2cS5/fKM2bN1jn/7zVFM/I2MO6tsM/oXVsNnO8KiD65fOpr7NQF52CnFyKSca+xga9UqJGjtMWGxOJBLYtu8s/UarqJ39CQinZZdJJSQo5UHfXyhymYSVC7OJk8v8CXCLSzI4XDN1tVizZRxNmCo6Pnxa5ljmqN+8VsP9NxbjdsMbH7ZGTQ41jdpJHraRmqwkWR2PVCJBgoSWzmFONPZPRKRnMzszidRkJXKZlLPnjbz1GdcTnykI51ggEHwmhKsZ2jM4xvLSWfxpR92k6IhEIsEDPLZhAfFyGb9/PdjhmDsrKWoEJpAhs53zvaMs0WXS2G6MueTShb5RRqYRPYyTSfn1axcTXwKjPJtv0VFWmE5188CkczO0KrJSEzlwukskyoQQrWWzjwGTleTEeO5aW+DXl8PkHYLKiuyota8DGTLbWTAvjV0Hp04ErChO51B1NxtXF/CHN2oxDtv8Wmerzcnc7CSSE+MZNjt49f1mblg2hzNnB/yykPo2I9/70nL+9GYds9ISuXn53EnSD39jkVQV999YzJ2r5mGxueg1jIna2ZdIuHrmUzXiCLSpNw9Mfz6qbzPw6O3zqWszhP25OiGOzn5zzHOUw+l18FcuzJ4k7wokNVnJqvJZ7P34AuWF6VEbldx/UzGHqrspK0gjP0dDfVvb566RiFBkCwSCTxWny8WYdRyny+V/LVLN0HDREUWclL+5u5x7ri+kvDCdMds42/c3+x1jmVRCRVE6c7KS0KhjS1bSqBWYreOkp6iorMiOuQvVkZoeKorTY36P5gvDPHlXGc9sXkq8/OL0OmCy8vK7eirLsyed59Od9pvGyNCqRKJMAAqlivdOxNa76UzzACca+oKiZqH2ZbaMkzINm/G43WRoVVGPy9CqGLM6SU6IJy4OKstzeHB9iT+iOO5yk5qkxO2Gju4R7lpXyNKSDBYVZ9DQbuBYfQ+VFdmM2RzcuGwOS3WZUTXR/UYrr3/YglIRx5Z3Gnlpr576NoO/bvaP/3ycH/z2EO3dwzF9zs8zingpqcnB9qBOiIu6gIoU0Y3VtlxuD3KZNKJdmS3jVBSlxzxHHavrJUOT4Jdi+ORdoSwqzqClc4T87JRJjrFvTq2syCY7LZHXP2ihICeFrXv1HKnt5rENC/zX9JWe7DNGrr5zLSBmYYFA8KnQZ7RwqLqLf/7DUf7uFwf45z8c5XB1N31GC60Tur7ASXhRcTrqhIvREblMwt3XF/LUXWUcrunmSE03ijgpUomEAZMVuUzCpnWFfsfjaG0PKxZkxTS2iuJ0lpdmsXVvE6vKc6YXPcxLjfk99hzp4Hev1bDl7Ua+/+XlQQ5yv8mKIl7G4pIMZmeqKStI45HbdFSW5/Di7gaqzw5y3w3FQS2sQxcZnzfcHsmUyUs+TCM21Alx/v8Hajd9NieVSlgU42KnojidX71SzVc2lUV0ZHwLm12H2riuLAuPR8KR2m62Bjisda0Gnt/VwL7j59mwOp/hUTvP7WrgwOlOXG4Pm9YVMjRqx253s+29s9gcTv/vRODvS0VRut9BuW5BNr/46+mIEfXPiwPzSZHLZNxZmR/0WjQnN1qjj/o2A4tjtC2H08VTVWVkhrGr+jYDurnaac1RyYlx/trqvr8DydCqGBlzkKiSB40/dE493zuKy+3hxmVz0OVpiJdLg2RLPnylJ69lhKxCIBB8YqZq6/vwrTruvr4QleJi1rVGrSBOLmPTukL2HGnni3eU+iMy3lJGeTSdM9HeNRIxgc44YidDq4q6/ZihVVGYm8IHpzoZMFl556MOv/Z4KjRqBXana9J7+CoR+JqLOMbdqFXx/p8PmKz8/vVavvHAYp7desr/+nsfn+eOVXkcrulh1DLO9n3NzJ+XysqyWSjjZWSmJsTUuOLzgkIRF1WfGYhGrSA1RYVMKqGsMI01i3LI1Cbw2IZSjtX3+TP9Z2eoydSqompKfdFgh9Ored98i45Rq4Pj9X0Mme1o1AoqitMZszp5cXcDqSlKctLU/D5EUhFYPu7Oyvyw8qG6Vm/JwafvLmNRSQbVzYPIZRI2rilgbpaaHoMFw7CVUcs4D64vwWp3kqiarIkNV+au5cIQqfEIolA0R0tWqso/d9W3GXjolhL/9xZINMmFy+2heK424nzk+36y0xNZXprFf/zlBKvKc7ydOpsHGTLbSU1Rcst1c8nQKMN29wyHRq1gYUE6bx1pZ25WEuf7RqmsyCYp0WsH/SYLd1bms2VPI49vXECPYYzKimwsNifL5mey42DkhL9nNi/lcE03I2MOstMTgsoVXuuNRIRzLBAIPhGSuKSobVYHh2zYHS4O13SH7Uo3Ky2Bf376Cxyq7mJVeTZDIzZWLpxFXasBuUzKkNkecStz16G2sBndPjK1Kh66RceLbzWSlBDPQ7eUkJQQj8vlpq714sMvUv3ciuJ0Dpzu4uv3VvDb12owjdjYsLoAtUqOIl6O0+VtLjJkttPZP8pD60sYCyjQbx93sm5xLkNmO/VtBobMdpxuDyeb+rh9VT5lhWlBiwX9OSPdg2Nse++sXx7wedP6BWK3j7N0fmZEfWYgy0ozSVTG8dSmMo7UdPPmgTZ/Y4+i2Rp2HfLqJps6jHzl7jJe+6AlbOQ1Q6virrUFGIZtPLi+hEPV3V49b7KSm1bMRq2Mp7VzmPo2A3WtBlJTlGxaV4B93MmDNxUjk0nYf6orqNzcrLREtu5t8i/8Qm2t32TlT2/U8eUNC3j1/Wa+98XldPab2Xei05/YWVGUjtXuxDRio7wwl0XF6dS1GpBIiFiScGDIQvZcJXZb9BbXn2eyUhP4wRMr/XOYy+1hzOoM6+T6Gn2EI14upd9koSpkrgotGVnfZqBrwMz1S2djtTux2p3cWZmHywPDZgfvfHQOs3WcjavzwzrooaxYmIU6Qc7S+Zmc6xlFm6zEYnNyvneU1BQlT2xcQIpayf/9xmoMQ1Y+qu/FOGzz1mM+GD3h77ld9dy6Mo8zZwewO1z84Mnr+NFzH/sXjddyfoRwjgUCwSei2+iI2mZ145qCSQ00AH90LG+WGtOojdmZSRyt62Fo1I5x1M6K0iyK5mg41zcacSvT5fbw4u4GNq4pIFElp7bFgGnUhjZJyeKSDEbGHPxme7XfgfB44FB1N4tLMsjQqvzObjjHwoO33mnpvFT+a0cdX9lUBsBzO+u5szI/bIklX0UCX9b4gVNdLC7JwHDW62ipFHJau4b434+t4Dev1kRsYR0u6/zz2GZaKvEQN6HPnHp3QMOvtp+ZstxbnFxCgjKOv7m7nK4Bsz8arE1SUFmRw4DJK0UIXMzJZRKWzc9iwGRjX0snoxYHi4rSvXanjKOlc4g9Ry92Z/R12tt1qM3fjKZqwuEO3D0JrdXscLj40u3z+e3rtUGft9cwRtFsDcmJ8bR0DvH8rgY0SQoeWl9CXk4yz++sD+rAGPi5izcvQopwjqORn5PCj76+hpYLQ+w52s7ps/1svkXHy+/qgyL0PslFuIjunZXzOHCqi8YOo38+qms1sHpRTtjkN9+Owf03F2Efd7N1b/B7dQ+YyUxVRU1GzdSqkCBh23vNaJIUVBSmMztLza+2neG2VfPI0Caw81C73y5XLMji9pV5NHcOYXM4o+6egNdB9ng8NHUYgxrk/OeWE9d8IxHhHAsEgktGoVTx3v7OiD+PpNFTxEn5zqPLGDBZ8CDhxbfCZ+ZnpyXwZNVC3jjQFvE9XG4Pbx5oRSaVcEflPJbqMshOT+SnL53C4XSHlWQ0nzfxv7+8nP4ha8TOd5mp3qxtl8tDXnYyoxYHr+xr9meFx9IU5GRTHxKJd6vW5yTdf3Mx53pHona0ipR1/nlrM223WZmTlcKXbi+NmKSWoVXxP+5bRNM5I4ahyPf0rSPtfOXuMubOSmLPkQ6O1HhLui3IT2NuVhKjlnHePNDKYxsW8uLu+iDdr89+AhdTdW0GZmcl8Yc3aiNuS/sccsOwjTi5NOzuSWCL34NnurhtZV6QbUSrye1bjFWtKQhbwmvAZOWnL1fzvYcXXMLd/3yRlZpAVmoCK8uysDvctFwwsWZRDllpiRw83cXQhAZ43ZLcSRFdmVTC0vlZnGjqD5qPHt+4gLrWQYrnaMhOSwzq6CiXSVhVnkOSSsFzu+qDvluZVII2Wcl9NxSzfX9zWLvPTFXxyK3zOdHYR2qy0r+TMSstge8+umxSdZ9AW/vSHaW8d/x8TPfFp2GubR30NsjZWcemdQWUzL22S04K51ggEFwyUyVMhdPoKeKk/P3jK/nN9jOsKs/hRGMHq8qzSVF7S129+9E5iudq0SbFc8OyuSjjpTElp7jcHs6cHWDerGTauof5yqYyDlZ3U5CbMsmxuHN1Pm7gtTARbZh4cJXlMDo2zumz/QyN2hkZc3DTsjnMzlKz61BkZx0uNgVJTVYyZL5YCq7fZOWVfc08etv8sN3dQs8PVxf5Wtf6+egzWugeVbDvRBvDYw7uWltAoiqO949fmKT7/eFzx0hNUfL4xgWcbOonQSn3SxYCZQeHqrsZOmSP2F0P4Pmddawqz/EvTDauKeCtI+3kZqiDnPRN6wonRQQDCU1kCrd7Enjs1r16nqpaiMXu5OlNZdS2DmK2jPvtN5yW2eX2RF1Mgbe6RbdxnPmFn/Qb+Xwgl8mQq2TMSlcz+PE5mjuHkUgk/gVUz+DYpJ2MjWsKaOow+PXxvl2xOLkM44jdL43x2Zwvx+KtI+1hgwcb1xSw+3A7G1bns35Cg9wz6NWeDw7ZKCtMw+2BpIQ4zveN+rs/+mpg/y5k5yGQAZOVv+xp5NaVedTEUBFjyGxnblaS///9Jiuzs5IomqO5xDt8dSCcY4FAcMlIJR60E8ltgVrKMes4EomE8qI09p/wRpZlUgnlRencfX0hv95+BovVwbL53ijvoTPeyIwmScGTd5VhtTt57/h5Bt9vZkNlnv89oiGXSbh1ZR4ej4ePG/p486BXc5qdnsi9NxT5Iz/NF4bQzdVwrmc07LZiLJG6aMX2fdS0DFK1Jp+f/PepoNcHTFb6TRa2vXeW1BRlxGsFRmwCuda1fhA+wXNwyMbuw+1kaBL8jspf3z0b3G3uoNdJ3HvsHClqBQ/dUsKcrGSe2zk5ES40uiuTSri9ch4p6njyZiWx96MO3B4PujwNCUo5KoXc7xhHq1oQyIDJijpBjsdDTMee7xtl/8kLPL5hIQkKGWM2JznpiVSW54SV/lgC9O2RFlMA+050s27p3Gt+QfVpkpWawIM3l/DjP58Imnv054z83ReX8cc364JsYfu+Zp7aVEZjh3Gpp3g0AAAgAElEQVTK7pvPPLKMF3fXk6lNmBQ88F1vVVkOY7ZxJEjYd9yrPdckKVhRmoVp1M7Og22kpSiprMjhjQ9bqZ/I37jvpiKy0xIpnqMJWkQFMmCyEi+XRm1K5EOjVjBqGQ967f0TF1hcnIndMc6Y1ZsgqoiPi3CFqxPhHAsEgkvGbrNyy4ocCnI1QQ9vTZKC5aWZpKjjSUtWsrw0i7lZalTKOIZH7ZjHHPyvx1bwy1eqo24Vb32nCUV8IYtLMqltjZyc4nNodx1q8zu8Pp3o0KidmpZBf/RmdUUOCco4zoRpxgGR65j63ic7zdvN7zuPLOHnL5/xZ2+HMjRqRxkvD/vzQMc3UtQvNGLj41rX+oWrie1zGHoNliBtbSj9Jis2h5OewTE6+80UzdZMcowD8UVd/+mplQwOWfngVKe3G51awRNVC8nNVPPLbWcwDtv42n3l/u1xiQSqmwcjJnIGMmJ20N4dWyfHmuZB0lMS+NOOOqrWFDBnFqRrVbz2QUtETbHPuY+0mAIwjtgYMNlEa/JpkpupnrQwnz8vlV2H26mcqDQxOuagunkQh9ONMl7OA+uLp5Rd+XYnBoYskxL8FhakUd9uZEPlPL8D7iPcAl2brEAmlXh3SCrzGbM6/WXZfAtEtSqehvZBRsYu2uiJxr6I9hJIRXG6v0uoz97nZKkxma28/VEvg0PeaPYNS2dTNFdDfva1kTAsnGOBQPCJyEhV85d3Jut261oNzM1S87V7K2jsMPH+iU6GzHbSkpX8n6e/wLNbT03ptPzDE9fxi21nqCzPiZqUdde6giDHOFr0N7ALVEOIMxMpIhgp4/zJu8pQKeT8+pXJTrJGrUCl8NY1rm0ZDHqfQMc3UtQvXMQG4I5V+dd0BLBloiZ2IFN1LQvE5yQ2tBtiju62dg7z0jtNQRVCfMmRT1aVMWAa4/3jXvtNUSu4beVc+kxWKorSI0Zzvc0eJBTP1XL6bPiFWCg+u6ht9Tr5f33Xu7sQTVMcqG8Pt5gCry31Gy3COZ4mcpmMDavzgxbmyYlxdPSMUjOxOLrvxmK/7Ot3r1bzN/eUT2lz/RO/8+d6nZMS/NQJcSzVZUxyjAMJ/N5PNPazuCSdRcWZ7AipkrFsfhYejze5NFTacfpsP6V5qVGdY1/nTokENq0r9M9/1c2DnOsdZakuk3nZKcxKS+Rc7yjb9p3lmc1LJ9VZngqny4Xd4UYRL50xc5twjgUCwSUjiUvi2ZfPBE3i8XIpt1fOQ5MUT3Gulp+9fNrvtCripDx2eynne0ciZkoHRuPsDifDo/aoJdvi5VJy0tVB1wuM/vrG49M0v32kgwGTle3vN0+K2IZzwmKRWXz/y8v59z+fCHKQl87PZP+JTpbNz6R0XmqQ06RJCnZ8w0X9AiM2PrJSVde01s/p8rbCDSVaCa1QfA7mdBzq0/r+sFG0AZOV53bWUVme4y8n1zM4xs0r5rD32LmoUo1t7+r53peWY7aOc0flPF7c1RBxl8GHNknBmNVrF7HsLvjG6NO3h1tMAawsm8WrHzSzsPDaTqK6HITWQU5NUTE06qCz34zL7aHpnNHv4BbP1fLe8QsxXdfnXC8qTg9K8LPYnDhdnpgWdYkqOcNmO9+8fxH/8d8nwyaRRrLRzbfoSEmMp65tkGWlWWjV8cTHy9F3mBgy2/31kc1WB888vIS/vN00afcicJfv/RMX2Li6gGe3nuIfnriOOZnqKR3emVzTXTjHAoHgkuk2OvylhpTxUr5+32KsdieHznSxRJfBL7ef8TutiUoZ//jkFxgZc3DwzOSWwKHR2fO9o7zxYRuP3j4f44idLXsa2bgmn1npiRw60026Rkm6RsXKslk8t6PBfx1f9Hd0zM4zm5f6x+NL4npqUxmZ2gT2nzhPXrY6qLB9OCcsmswCwjf8yNCqkMukdA6MMTc7eZK+eO3iXP7rzbqgbUrv1qc3ku2L2ARGCrNSVfzjEyuv+EPjcmJ3uDGOTE6+HLOOx964ZcLBjNWhlkklZKaqyM1Q+yuLBN730Mj+XesK2LpXH9Uedh1u45lHlvHKvma/3UXbZfCN49aVeXT2m/HgdfJnZ6jDjiGUmuZBbloxm1+/UjPpZxlaFUxonq91rfrlILQOsnHYFlR7u6nDyNfuKydFHc+crCSO1vbEdN0Ri4NVZdlo1QrWLs7hSE0PLrcHj8fDoerYWqbXNA+yuDids+dNkxIEp5qzXn5Pz3cfWcbd1xfx4alOv52uXZI7sXh34HK66Ro048HD5lt0jNmcvLCrPsh+fVHs1RU57DjYyv+4fxEtF0y8sKuefqM1yOENZKrGUVe6prtwjgUCwSXhdLl474R3Eo+XS/m7Ly7n96/XYhqxsXFNAZokpd9xTlDI+IcnVvLTraconqPxJ8f5CIx0GIdtLCxIY+6sJMyWcf78ViOpKUqeeWQZXf0jpKgVXLcwC7cb3B43Zst4UDULn2bPN57QbcahUTsHTncxbLZjHLH7ne9dh9om1TGdTuKVzeEkXi4lJUlB1RpvU4iGdgPgoawgjeoWbwTwgfUlOMZdfPGOUqx2p3+bUhNQXzlRKWdkzM7cWUlokxTcuSqfwhkQTbncKOKlpCZPdoJlUglLdZlBjVsisaQkk/g4KSca+6J2GQtcjNW2DHL2/FDEKha+KK7+nJHs9MSpt82NVlq7hmjsMOJye4JkGqG7DL5xJCfG886xi7WSb14+B6lEwrH6XlxuT1RN8ZDZjtOJf7yB3djWLcnlh/91jJI87TWtVb+cXKyDbKKxw0ScXMqstARWLswmQSn3SsZG7YyYHdy8fI5/Pgm3kPF939pkBSca+vyJyI/cNp+RMQemESttMWrUh8x2lugy2f5+i/+1WOesfqOVulZDRDnRV+8p5/md9dx7YzHjThf9Q1ZqWgZ5elMZ3YNj7DzYFpQMm52eSGVFDl0DZgpzNSwvzeK/3qwPcni//WAZMudw2LyCQGZCTXfhHAsEgkvC7nD7y7h944HF/P51b+vcxzYsoLVziJbOIcA7Wf/949fxy21nyE5LJC8riZExR5DTUrW2gNauIe67sQi7w8XHDX2TdJwv7q7niaqFPL+zng2r87HYx1HFyznR2Ic2WUlqshJ1QhxzspKYNys5yDGOKo0I2ArfsqeR+28u9m9zTmdr/uDpLr7/5WXUthh560g7Kxdm43J7MI3aWVWeTXWLt05oWooCPBK27TsbcSx3rS3glL6ff/vGGpQK2edmK1wuk3FnZT41LcHdC9dfl0fXgDmmZiAjYw6O1HazdnEOsyZqy4YSy7ZzYBWRIbOdyopsKiuy+fBUV0yfpaZlkA2r89l9uD3IiQjcZZjOOIbMdlYHtAUOjHCnJivRJsexqCidsqJ04uTexYFPG3/PDUVUFGdgs7twe5wkKOWfG5v6tMhKTUClkGGxj5OSoOCrd5fzm9em18hnKolWplbF3z64mG37mqPukvgWP7o8LfFyGaOWi+UiPy050e9fr+VLd5Tylz2NVJbncKS2m6o1Bfz+9dqwVXYOnu5Ck6Qgb1YS+46fo9dgCVpo9hmtPLutju89vCBsXkEoV7qmu1hGCgSCS0IRL0WbpCBeLsXmcDJgsvprwlZW5DA04Tjfe2MhcrmUzbfomDsriaP1vawozQK8UZR7biikdF4q6xZ7i+v/+a1G6tsMfgdh6149R2q7ubMyn2GznXtuKCQ1Wcm+4xf4y55GZFIpqyty/Bna9a0GzNZxKstzkEklQGzbjL6orjJeTqZWBXhlFrHUWAZvFOd876h/rL5ayBq1guLZGv9YrDYXr4Q4xqFj2XGwjQX5aUgkks+dE5OTqfZKASbYuKaAo7Xd1LQMctfaAv93E4pP++grbTYrLZGhEXvQtQKvGWsjF/BKNSw2J2kpqtjtYdROfJyMB9eXsGldof/797UVn5eTzGMbFvjHC16np6IoncqKbCqK0jEO2/zj0CYrSdOoUMbL8EDQddcsyqGxw8QNy2az99g5XtjVQF2rwe90vbRXz09fOsmR2h7+/jeH+affH+XDU530GSNX/hBMRiqRoFbFYRt38dsQxziQUPvxMZXd9Zus/GLbGe5YlRf253KZhE3rCnlwfQkut4ejtT1s3avnpuVz/LYw3TkrKSF8CbYBkxXHuAurdZy8bDW6uRqaL5h4omoBw6N2mi+Y+Nq95SwuyWBRcTp52UnkZqjZ9t5Zblg2h4Z2o3/ufmzDAmRSCf1GK2a7NGxeQTj2HG3H6XLFdOynjYgcCwSCS0Iuk7F+eQ75uSkcPN01MTHLubMyn17DGGkpSq5bkEVuRhJb9jT5s6VXlWWjSVIyN0vNo7eX0tlvZuehNv92crhtbd/D5q41BSQlxvPC7gZ/lDqWaHCs0oikhDhUSilfu7eC371WE7VdbCgatYK5s5KoLM8JiqisW5rLkZoe/1icLndMbVuv9ZJtkTLUe/rNVE04EcZhG+oEOR09DtavmENb9zAb1xRgczipaR6c1Awk8L4fONWFTCb1XyvQAY3VHnw63xULsvjz7kb/bkas9qA/Z6K2dXBSJPHAqS6qVs/DbPW28A2ntw/8XVAnyFlRmsmuQ+0kJcT721Mfq+/hK3eX0WMYQxEvi6qF7jdZefldPZUTDU7qWr1dIP/xCms7rybi5BJkEikXDOFrpAcSqhOfjt0Nmx3MSksISoCLdffrZFN0OVEgkSrigNcRt9icPHFXWVDjHUW8nO9/eTm7D7czZHawuCSDE419fmnYDcvmYLGO89SmBfzXmw2TmtQ0dQyFzSsIx5Ws6S6cY4FAcMnkpMUz5vBwqqmf8qJ0MjQJvPyunlXl2dx/UzG/fOUM/R9czLD3RYNnpSXwrYcW8+zW0zFta4P3oeF0uzFbHf4OZbFE/x7fuJDDNbEluByu7uGm5bmcOdvP5tt02B0u7A5X2K35UNYtzeUnW05hdVyMdGRoVZhG7BTOSWH34XYe37iQIzGO5f3jF8jPSaZotjam468WomWop6Uo2PNRByDh/puKyElX09o1jNPl4ZV9zawqz2bvsXP0DI4FtX0ObAbiw1e1YsueRr69eYlX+9g8SGaqKqbOYODVGleWZ2MaseNye6hvM/DQLSUx2UNgtZFQB2HE4iA1Wcn+U60xVxawj7v8CYa+16smrvfIrfPpMYxN22HrN1r54fPH+P+uoLbzamLAZOOD050xO3e1LYPcUTmPM2cHWFKSQU1LbHZ3uLqbL90+n48m9OaBnRKnmu+8ddzl07bRQKZyxDMnNMl/fLNucgULXzv0+xfxPx9ews9fPh1kdwPDVrRh8grCkZqiRH6FNs6u3bCEQCC4rPQZLXQbHRRkJ3PryjxWLMhEpZBx0/I5aJOU/GLbGX9CXihfKMvmZyGOcSCRtiVPNvXTa7BMO/oX6zajadSGRCqltWuEV99v4XBND3NmJZGZGn4r30eGVoUiTj7JMa5aU8C2986y42AbKxdmk6iST0pGjMSQ2c7bR86hP2+M6firgfbuYX7w20P8259PUNNi8Cfr/PjPx/nBbw/RcmGYRcUZE46uhF9uO8MLuxr8Mhv9ORMpagUut4fa1kGO1PZQ2zoYNvHJFxWbPy+V3Yc7+Ou7Z5FIJORmqKf1Hdy5Oh/A71COWZ1hpRqBZGhV/mYMPrw7E3Luvr6Qm5bPoaHDxNCoPSaJx9Z39WiTFFQUpQfJM3YeauO6Bdk4Xe6oTXIC8SX2+eg3Wjl73nTFtq+vJtq6h3G5PdOYT+yoFHLmZiWhUsT5pWZTMWS245zIVzjfO4rb7fEmvAVIxcIxYLKSoJRjsV2ajfqIRf7xu9drWbkwO+I4frO9GqvdyRNVXklFbYuBsoI0jCM27lyVH3VsPhYXZ/DD5z/mcHX3Zy4BEs6xQCCYNj4n5xfb6mjtGmHPkXYSFHH8aUc9f333rF+DHA6ZVII2WTGtKJePoVE7Hs/USSeB2k2zZRyNWhHT59KoFez7+ILfGattGeRHz33MvTcURdW6fuuhxXx4upObls/mwZuL+d9fXs6aRRflFb7P0to1jCYp9rF0D47R2jl8TWhDY8lQ//ctJxgadVCQk8L295sn2Uh9m4FFxelR38f33d+yci5Sqbdpw7DZ7neoq5sH0SYrg7S9kRwOTZKCj2p7sNqdPLN5CfFyKbsOtVG1piCi8xGofQ4dV2qyisM13bywqwH9ORPaZGXMizzDsA2ZXMrfP7acHzx+HZvWFTA8aidRJefD012kpyijXsNHOJ3pW0faeX5n/RVxQq4G+owWzpztZ8/RDr/UKhY0agVNHSaO1Pb46yHHet57H1+4qBtvM/DbV2uC9LuRqG01kJuZyGN3lka00cxUFV+6vZRzvSOTrnUpsiPfeYG/U4ZhGzaHk3Gnm398ciXzspPYsDqfm5bNpniut3Z0NDK0KobNDs6cHfQvntu7h6Oe82kiZBUCgcBPLJ2K+owWtr9/lsLZGjauTmXnoTY23zqf/367kYGJrmHRHNeFBWkcb+iLaTw1LYP+MmgA2mQlMhmU5qditjiQSSX+rH3f5LyybFZQxYtRyzjrlub665JGI9w2o8vt4Y9v1PHA+hKytCr2Bejvblg2m5REBb2DZpbPz+JIbTdnzw9R327k+iW5VK0t8Jc8qmkeJCtVxcqFs2IqSeYbi8fjoTA35arf9o4lQ33AZEWdIMczUZc3lMDI7VRdDF/Z10yKWsFSXSZDZm91FLlMQkGut6PXwTNdU7bYXbs4l0PV3ZhGbHT2m3miaiG9Bgtb9jTywPoSUpMVfHCqC9OILaz2ObChTWleKtv2nSU7LZHiORosNifrluSw73hnTPfvo/peNlTO440P24JqJ2uTFQwYx9AkR3c2fITTmQ6N2hkcsvHjPx+fETVmZxLt3cP88PljFM3WMDRqp2dwLGZpzbqluby231tm7VIlOYGEynPCYRqx0dE9yoX+UZ6+ayHGETuHq7u93UlTVGxYPQ+ny8PJpj5cbs+kHI/pdqMsK0wjPyeFuVlqegwWDMNWRi3jPLi+BAkSUtRxbH+/mWGznfaeEW5YOhur3RlUOzoUX8Wek039/gBHfZvhMy3vdlU4xzqd7ivA94HZwBngO3q9/miU428H/l9gAdAN/AL4lV6vn7x/IBAIYu5U1Ge0UN08gGHYzqjFwfw8LRtW5zM4ZPVH+aZqvjCtbmejdh65bT51bQYkEtiweh5myzgfnOr0J/A9dEsJWamJ9JvGSE1W8fK7F5OSfLWN1cq4mMqARdpmdLk9vLxXz5NVC3hwfREymQytWsFH9d1IJBK27ZvcPjtcKa7SeangYVpjGTLbudA3QuHslKu2ckWkzneB+BzJlEQFF/pGIza82HWojSeqFqA/Z/LrMZs6jHzxjtKwGsmmDiOP3DafxnbjJB1ltBa7HmDc6fK3GA/8Tr92XwUHTncxLzuJR24p4aR+AP05k1/77Ksq4HPUewbHuH5JLjcumxOUcJc+jeoXphEbB053+Rd5gfrObz24GKs1fGJVKDevmMMfXq8Nek2brKSsMJ1j9b0zosbsTKHPaOGHzx+j32hlVmqiP9Et0gItkAytiu6BMb+cqqZ5EIlE8onmIZhYQEZpCKNRKzjfO0pt6yANbQYeWF/M3dfno1LG09Y1zJsH2vx2HpjY+fjGBbywq2Ha3Si/fm8FTedM7DvROem6+09e4JFb59MUWO97oqvetx5YzA+eXEl3/xh7jrZjGL64wMxKTaTPOMa40z0pObX1MyrvdlmdY51OpwZuAOYBTqAV+FCv1zuinBZ6jceA3wH/D3Ac+FvgHZ1Ot0iv10+abXU63SpgJ7AF+HtgKfBTvJ/12U/wcQSCa5JYOxWFHldRlA5IOHveFJSgYpmim9l0K0Acqelm07pC5s/T8qc364K22gMdlierynhxd33Y2sbR2k+D94G0+VYdv3t1coexQD6u70OplLPjwzY0SQpWV+QwMOTtmhWOwEhPa+cQ2RkJ/O7V2rCOXOBYqtYU8OLuBv89MAzbr+ruZpE638HkiO+Og20Rq5b4jrVYnZhG7QyNeiOo33lkKc/trI8YbR4Zc/DA+uJJVSuiJcJlalU8fKuOh24pYcx6cRwDJitb9+r56j3lSICfbzvDTcvn+GvFhl5XJpXwjQcW8acd9ZPe59X9ktg7/0WoLDAwUf7r+19cFpPj1Wey8rX7Fvm7OQKUF6ax42CrfyF3pWvMzhSaOoz+vInAyG8s84kv8pmglNPRM052egL52clsvlUXsaqIbx461dRPRVH6pG6NPmpaDREbwviizj47fOtIO3M3LOT3L0dOfq5aU8Bbh9v5/peXIwF2HGyLySa1yUr2HO0I6ugXet2X9jZNinQPmKz8+tVqHry5mJK5Wn7w+Ape/aCFpnYTKoWcLRO7kOGuOS87CafLddkDBZfNOdbpdN8D/glIBHyiFg9g0ul039Hr9X+O4RoS4F+BP+j1+n+deO1dQA88A3wrzGnPAPXAkxOR4vd0Ol0p8A2EcywQBBGLDvTHL37MPz71Bd460k5WaiKDQzZcbg+pyQoU8bKgBBWZVMKy0iwc4+6I0oHpbi9u39fMP39lJT97+UzUpKXnd9axaqJMFXgbizRfMFE8R4M5bZwtexq5ozLfH8UZMtvRJilYvsA73v0nO7nvpuJJDlkgQ2Y7WZoEegbHgqIg4Qr+B44tUSVn6fxMLvSZmT8vlbPnTdy1tsDbIW+KkmRrl+TycX0v991UNOX9mqlE63wXaxMMIOyxPYNjVBSnR9Ww7znSztN3l02rxW7/hBPsa4AQ+B0PmKy0dw+Tm5FIQW4KyYnxXL8kl3GXm7KCdHYcbPVfd+OayO2mmzqMPFG10Fs/N2Fyc49AIm21AxPjGeHbDy/hZy+HT3QNXHT9zT3l/rbpvkhlr8EStGW/52g7K8uyrtrdik+K0+Xi7Y86/P8PlfS8uLuBxzcuwO32cNzX6S5K5DM/R0P34Bhb9jTyzQcXY7M7OXimG9OozS/RUqvi2H2kA9OILeICEby7CIW5wbIXmVRCZYW3HXVZYRrXLcii6ZyJ+24s4khN15QL+MryHDr7zGRolayuyIlJ+rW4OIOX3mma8rqBFVICF8Pvn+zktQ9a0SYpWFmWzc3XzeWld5qizvMv7dVTOi+V3MykKcf3SbgszrFOp/sq8G/AfuCXQAsgA4rxOrTP63S6Eb1e/8YUlyoC8oAdvhf0ev24TqfbDdwe4ZzvAuoQCYUDiE0JLxB8joimAw2cxH6zvTqoDrHN4WR1eQ7P725AJpX4I8F3rStgx8E21i7KITNVFbZaRTTdaCAZWhVWu5NvPriYpo6hqduhTjihijgpd1TmMystkeYLQ/6tPp/j+/r+Fr7xwCJqWwx0D47x592N/gdPbcvkmrSBaJOVdPSM8tRdZfzXjjq/ozSVDrCmeZDHNy7gfO8IcpkUw7CVjxv6KC9M44bls/G44cDprkklyTK0KpTxcm65Lu+qdlLkMhl3rArufAfTb8YR7thYNJLz56UGdbabbtJRYDOO3Yfb2LC6gDi5jHc+Ok9ZYTo2hwvDiM3bQnjMwY3L5mCxOdlzpD3i+yjipHznkWWYRu3+BjaRHKIMrQqVQs7KslkRHegDp7t49A4dT25cwKh1nIOnuzBNRNZXLMwiI0XF2QverpUHT3dx26p5HKvvoWpNAS/sagj6vDKp5IrWmJ0JWGzOSdUlQiPGL+xq4OFbS5BIJMzNSmLMOj5l5PNLd5bicruwj7tIUceTnBjHqvJs/vvtJnpCyqJFKmupUSv4wkS9+LePtnNHZT5pKUqO1fey63A7N6+YS3ycHNOonTcPRN6J8eH73qubB0hOjOfWlXlTzs+ZE90oI8k/Aq9b12Zgw+p83j7aEVH+VDvRIfCJqjKefemkv716uGt29Ixcnc4x8B3gXb1ef1vI69U6ne41YB/eqPJUznHJxN8tIa+3AYU6nU6m1+uD6s/o9foLvn/rdDoNcBfwZeCH0/sIF2lsbLzUUy87VqvXwGbaGGfaeGIh1ntZWlr6WQxnSj7pPVYoVew+HD4ZaKqI3uZbS3jvxHmGzRcTVJrPm8jJ8JYbKp6tISs1kVf3T644IJdJSFDJ+J8PLubn28JHg33bklKp14k4pe+P6TPVtRr46r0VkyJ1gQ+abz28lBd31wfV5wwkmrN7/ZJcdh1uR62K46H1JYxNPGxCM7d9SVhmyzj6c0YWlWSgP+fNWg/U5Y1Znew/0cydq/NpaDdMcoz/9oHF/GlHLX97r+6qt8vMFG3QA3c6Dmq0JL1YNJKhx0w36ci3ha1OkPPYhgXsONjG8Kidr90X3tb8usqHFrPn6LlJ15RJJXx78zL+tKNuyoh5mkbJ03eVsfNQe9SI4tDE72JasorqFgP5OSmkDNsYHnP4F4C+6753/DzXlWayRJfBj184HmR3vs/r8XjoHzRiM3/yUoIz3TbDkZikmST/crk9vLi7gY1rCkhUyaltMQAS+oxj1LZ6a6/vOBh5sWcctnH2vIlbr8tDKrFxtLaHjWsKePGtxpgWiL75qKI4nf/875PkZCTyL19ZxbMvn6Lf6JXwRGqMFMnR9lHT7A0M2B0u9OeN3H9jcdj5G7zVLh6+RcevX6me8j76rhsfJ+PbDy/h+d0NUXdrnttZx3e/uIx///OJiI73W0fayU52YLeFj4bHSjS7vFzO8Rzg5+F+oNfr3Tqd7hXgP2K4TvLE36Ez3yjeMnSJwEi4E3U6XR7QMfHfE8BvY3g/geBzgzzO29FNIpFMikRtDOhQVlGUHrTlCyCRSOgeGAtKUPnafeV4PBKO1feQqJLT0G5k45oCPExsO47aSU1WsnFNPn98s47GdhNVUbqdmUZt6OZqaekcjpq0FFgRYKkuI2qXMJ/8omptAY0dxohRuNBmCeB1VgeHbSwqyvB3GAt82NS3GnhswwKvVCIg6XhVm+YAACAASURBVOqpu8owjtp5bme9/1rh9H6PbVjA3mPn0KgVrF2SS056Iq992Mq9N1y9copA5NiC9JbTcVBHzA7au8NO9TFp2EOPmW7S0dwsb5RKESdn9+F2VlfksFSXQXv3CDctnUPTeSN1rcF2NGCyUttqCGu7VWsLeH5n3ZQO0XcfXYoECf+55WIkLdTR2bKnkfnzUtHlaZmdmcSWt5swDtv8C7A0m5OGdu/vrXHYRvMFEw/fosM4YqNrYAxdXmqQdtX3eeflJNPRZ2FWYky36ZrDOW7nugVZk+RfLreHXYfaeLJqIakp8czOSOSJjQt58a2GiIu9UF3979+oRTORTJyUED+tsmmpKUqsNhdVawsoL0zjp1tP+bXtj29YwI4Yd2J2HWoLWsT7EoabzpmoaTYgl0m4acVcUhLj/dUufPNzyVxt0HwWDd91z543ER8njemzdvaZqVpbwBsfht+JM47YcXsubyXiy+UcVwM3A7+J8PPlQHihSjCBWuVwhI+7exkBbgJm4a1ccVSn0y3R6/XTLuI4U1a94fCthC99jOE1bJ+UmXzPIvHJ7+Vny6WO01eZYsvOVowjk1s2AyQlyKkszwnbzjZBKefjhj4aArTDe46083+eXsnP/3qG3Aw1I2MOyovS6OgZxun0sKQkA6vdRXJiPH980+sUDI/aqazI5sXdDSzITyNvVhJpKSo6+0YpzU8jU6Pi48Y+xp2usM5P6AOns9+Mbq42JvmFeyJzOikhPuJ2Y2DEMFCv+dAtJX6n2fewqVpbQHZ6Itvfb55WxCZQl6eIk/HVe8o50dDHjgOtLC+dxemmfk439V9V5bWi2WXvSJdfgzjudHO0tiema7o9noiNO2LRsIceM92k0FHLODKpBA9unqxaiMvloa17hOMNfQyb7WiSFDy9qYw+o8Vfug+8eujQhLvp1Pn2RaFDHVjfz3ceauPbDy9h95EOjtb20NBu9FcK2HWozW9733xwEQ6HG5vDyccNfbz0TpN3a748m9WLsoN2LTRqBVKphDGrk30nDPzLV75wVUt6ApnunDky3h9WXrBxTQFvHmzFMGRjfl4aXX0j/O2Di9m6Vz/pGtF24aRSCW5PbEW0apoHWVWejS7P2zFz9+F2EpRyTCM2Nq0rJFElx+3xxOR8zkpL4KFbSqhuvji337x8DnNmJfHmgVYyUxN46q4yfvjcMR6+1TvfBXaj3LAmn+TE+JjGrVEryM5IoLlzKObF8Gl9PzetmB2xIkdaipJ5ebMvq11eLuf4b4C9Op3uReDf8SbQuYC5eBPjHgLu1ul0mYEn6fWT9k59FZ+TgMDCqEmAS6/XR5zZ9Hq9Ca/mGZ1OVwfUAPcDUyYCCgTXKpEqUwQ6cKfP9qNNVvHOMb0/IuGLMNS3Geg3WbjnhiIa2gyoFHJmpSWwsmwWnf1mKstzSNco+aiulzNnJ/SOC7KQSiV48AQ1B7mjMh/jiJ1MrYqC3BS/kztstmMctbNucS6zM9WcaOpnUXF6kPMT7oGzpCSD442x1U8+3tBHSqKC2tbBiM7rkNnOqrJsyovSgpLkAp1m8D5sslITeP2DlrCR9ql0yb6o0OGabpIT45mdlcRtX5jnT0IDrpnyWoVztDy3q57BIRsbVufHXKlBJpWijXBsLBp2l9uDO6CE3qXUnF1cksHsjCQGhqy8un9y6b66Cc3kk1UL6R+ykJwYz4jZQbpGGZTcNK063wFb3eEYMFnpHDAHlcoKtWfjsA27w8Vr+1smVXqpC2P7S3SZxMdJeWFXA9npiZ9r3XF2upr7byoOWvTKpBKSE+SsKvMGDw5Ve0sAfqEiN0ij7Js31y7KoaZ1MGxCXHJiHB09se9grFsym+5BM4druslOS6S21eCfB7PTEmOK5IK3PbVvxxCCnwHPPLIUm8OJacTKk3ct4FhdHx4PHKntQS6TsHFNAZqkeFaUZsWUtLdE501ETlDKp7Vb0zNgiViR445V+Zd9wXa54tJHAC3wJbxOqQ2w49UK/x2gAt4GekL+hNI88XdByOsFRAh56nS6u3U63YqQl+uAcSBnuh9EILhWmKoyhd+BW53Py+/q/RGJB9eX+BOGXG4PNy6bg+n/Z++949uuz/Xvt4Y1PDW8ncTxVLydRcAZrASSkAEEwgyr0DJazqHntKdnPKdn9fdr6enTczoYpZRZZhghIWGElQnEGd6RdxKPeEjylixrPH/I32+0LUPcpxBfr1dfNLK+Q9Ktj+7PfV/3dQ2Pc+1l2SRrPRWGkiw9iigZh2q6ePqdOtFhrrbVxDO76tm5v5XsdI1ocSvwTXd82syDN5RxqKaLlz8wnjuuxcRjb1Tzzv5WrqmYH2CH6q1EsWRBMj+8ZRHrKrKmZc/q7RLmP/gFHnc024STVz9sZMe+Fp+k2d9h7HBNN3ddU8hNa3zfq62r89m8KgeZVBLU8U9AdVM/+gQVLpebhBgFL+5pCPihE+S1vslI0UXzz3cvI1Gj4t2DbSwrSo3oOE2ckorS0Mt3JK51MSo539lYTJJWPS0baLVCjtPlZsvleTR3DAQkxt7otVjZsa8FfbyaTyo7aOkYRKWI4ke3L0Yh9/zcxkZPz0Y4MUEdVMJNgL8dNPjG84YV2bzhlxgHe+7Gldkka9UkatQ8u8uTKOsTVCgVF7aRbrRSzsYV2dyxvoDibD2XL85Am6D2WbO6+0fpG/B0CQSNa2Hd3LG/FfPQuM9aIECXoJ6We+fBqk6iVfJJHn4UpbmJYoEgNjoqYs3sYGsYeGLhTzs9m9ePKzuQy2TccEUe2lilWJA4VNPFc+82YB4aj+j7k5kWhy5exah1es6C/YPWoPeYolOTO1cT0Xm+DmaqcvwrQlMhpoMm4AxwLfABgMFgiAKuAd4NccxP8CTjl3k9djkQBdQEO2AWs7gQEIlDmXnQhmV4HPOgbcrBjge3lPHmp81YhmxctSxTHEwLhl6LlcffrOaqZZnUNPeLfNNbr17Ab4IM5XlXq/ef6GRuahzb1hXw8vsnWVacJipRjNomuHN9IY+9UUWaPmbarXJv+POMS3MTA9QjQh1rHrLR0jlIlExK7hwNuw60Bq3i+VedBXjz/Q5WdQVtowPfCnmtrPQEfvbACprPDDA+EZlqydConVR9dMjnCoNSN67OJ1mj5uPKMwEc9hd2N3Dj6jy2XJ7LmM3Bica+gKqgAEEWa2X5HNo6B0iIjqJ/cAyJRBIRbcdmd5yT+5uMgZ/cuZSfP3dk2pSOtKRo3vzUfyb9HLw50d6YapDR/7kZybHcttbA718/Icb8X6JC99cK/y6bTCqhMEvP4gWp/GmXr2Z1Ubaejys7KctL5KLC1IgH4gaGbCxakByxe2d9m1mkJozZHCjk5zi8X4UqFAx9Fitut5uGdrMYuz+4sZxyg57+ARuGeRrS9DHsOdQWVq89Wavm3s3F1LeZ2H+ii+Wlnkp7pN2aulZTQBaZolPzL3cv++aagBiNxn87T+dxGwyGnwO/MxgMFuAg8H0gkUnNYoPBkAMkGY3GzycP+xnwjsFgeBJ4DY/ixX8AnwK7z8d9zWIW3zRE4lAGnkX+06MdEUlsPfZGFRUl6exqNWGzOyLiUCrkUhRyKQVZOsasdqImBzSEZDg+JorCrERGrHYfPlxpbhJxKhnf2VzMH96uESXiHrllEY+9UUWfxWPE8XXtWYXk9ax5NKRLVbBjNbFKTrZbRH6yvyauUMU7erInaCKjiVViyNTQ1DGAeWicOUmxQe/72yKvlaKLRp+gxDbuRBun4revB1ctSdaqxfetpXOQjWHiUpegIlopZ9+JTrIyEhgYsnHl0rnsPXKaodEJCrJ0nGjsn+QOA26oaepn04psrJNDocNj9kkZLBkHqjp5fnc9mjgld27waBF/FYUL8MT+429W8y/3XMSbn7awcmFGRHG60JDM6bMjYdvl4RKdcIOM/vjsaAfrLskUJQ+P1Hf/RSp0f40I1mVzutzUt5lYUpgcEH/CgGeyNiZAxs0b/gNxFxWlihXYqTaIo1aHDzXB7Xb70MjOhz21AO/47bNY+e3rJ3h4azkfV3Z6Np1xSm64Ig/zkE1Mes9px6tYWpiCecjGL56v5MEbShkZtROtkosdwKkk4sZsDhYvSME8aMU0ZEOfoGL9JVnk+Dm2ziRm2iFPjUdRwrsvI8fDGb7MaDQ+OdU5jEbjY5Pn+Rs8Bh8ngKuNRmPr5FP+H+BOJof3jEbjToPBsHny8W3AAPAC8C+z9tGzuFARzqHMG7HRUXT0jkxLA7Y4JzLVAblMgkQi4ba1CzhS30OyTs3h6m4fm9327mEsw3ZKcxMDKrB/c3M5x072kjtHQ6ouhqbTFh8O83T0k0MlvgMj4xRl6VlamOLD+Z3qWO8fm2D8YuG90sWrgiYyCw3JyGUyJhwurlwyF6lEwhd1ZwOu821oc/tblW9dnceVS+chleCjWrK0KAUJEp57t55lxamcPjvsI6MVyjxlTnIsFxelEquOYvsnzaI+91UXzeP1j5tE6cGX3vcMTx2o7kImlVCck8iWy/N4IYhGbW2LibWXzJ9W29p/E9RnsdJtGmNJQTKmQVtESUL+PA3/+fQXYa8VLtEJN8gY7J4dLjev7W1El6DiR7ct/kbz278OQnXZirL1fFkXyBcfGZtAG6+ixzwa8bq5cWU2L753kiuXzg276fMeBi7K1ovV4Rh1oOJKZlr817anBk8sZKaei98+i5Wu/lEaT1uwO1w+coUbV2Tz4p4GDJk65qXEodeoOW7s5XhjHwCfVHbwj3ctpb17GOOpgSkdAm9fV0C3aZQkjZpLF2awdXU+apX8L97BmCkTkHTgFWD5FE+dMjkGMBqNv8JD1Qj2t7uAu/weewcv45BZzOJCRyiHMn+MjE1QlpsYkOx60xy8B82ECsOhmq4QZzx3vP8A3Yq4dCrK0qdUePjzex5nO/uEJ8EXdIK3XVPIuN3pM9Ecia2rtzWzP7RxKvIyNTy+vTrgxyPUscF+bILpHk84XGxalcWjzx8NOD5/nobOycGqcOoW3/Q2d7CB0N+9VsXf376YP+2sI0kTLU7FN50eoL17CKfL7dMy3rGvRWxxe0/QO11uZFIP3/PlDwO1h73Navw3UU6Xm/lp8QGJMZxTRclMjaWjZ/hrta33H+/k5jX5/PSpz6eM0w0rsvn99ipuX1cQ0n1xqkRHKpGgmUarvenMgFgx/NVLR7/xA6BfBeG6bKEkAOtaTTx0YykfHQmuG++P2hYTixckc9Y0xsiYg4/qzogqLv6bvsy0eJ6ZlE072W7m/i0lJMQqSNSoGRyxi5/thhXZPLOzLuJEOxw0sUouKUnj89pzG3TBOGbn/lbxeUIhYF1FllgImJMcy13XFOJ0ualrNTEw4rF533OojXs3F/POgTauWpaJIkpKZX2PaFSzalEGQyN2vqw9S2l+Iv1DYzy/+yx9A1bWV2ST+xesGsPMVY5/CVTgSZAn8Jhw/F9AD1yPp5p85QxdexazmIUf5DIZ6ysCHcr8UddqYvOqbHHX7y+XJtAcblqTT6xaQXf/CKmJanQJqrA/wMFoGoZ52qB8TwF9Fiu7D7Xxt7cs5k87pzZLcLrcASL93jbRJbmB1sz+KM3V09Ezwk1r8s8dG6+iPC+JoVF7wLHJWjX3X1/KroNtAbJD/rrHh2u6aWg3+1hU6xNU3L2xGONpM9XNJp9Wpn/1+S81iDJTCDUQane4qG8zc9niuWL1eGjMzsXFqaQlxmA8ZeFku5kbrswTW8ZOlzsoJ3vDimxe+TB4Vcq77ey/iQplSOK9qdt1wEPbiZQfGqyaOzAyTq9lTIzTh29aSP+AlePG3pAW4qFUTiJJdOJjFZTmJUZ8zwequkRKjzAAeqElx+G6bKF4vU6XG6fDHXFnIVGjEikRuw60ctcGT4yZBmyirOUlJWm8+J7HSnnTyhzy5iXQa7HycWUHA8PjDI9NsKrcQ88R4vesaSxkd+XSRRnEqhX895+PTqlqUZqXyIvvnfSJO895AuXbhEJAeX4S0So5+ngVh2u6xIFktVJOc+cAiZponnirhoqSdP783klxg1uUpackV8/eI2eYkxzL4Kidfcc81Kj+ARvVzSaqm01/cTnLmUqOVwPPGo3Gew0GQwIeesP7RqNxn8Fg+A/gKLAF+DzcSWYxi1mcP+TO1ZKiU4cdytMlqIiPUZAQq6S7fzSg2iuXSVi8IAW3Gw5WeySM2ruHWFGeQVZaQlBr0mCJh0wq8aFEhMKyorSIzBK8F3Gnyx1QXawo9fzQhHLFA0+yMWJ1BByrVsnRa1TIZRIKs3RipUNIYv7wdg03XpnPgkwto9ZzWtGhquJCO/If71pKXauJ/36xkoL5ugDJLu/qc6JG9RcbRJkphBsI3bnfk6y+/3k7V188H4nEowAy4GX9naKLCXDY8+5mnGw3Ex+jCMl996fdeCcRw6P2oNQg/03d16XtaGKVPolXj3mUVz9sDFoFF9BnsZKeFENpbiLmIRvaOCWXL55L74A17EYvSatmZMyBWiUnWasOOxMg3HN8tMKn4r370Dd/AHS6CNdlC8frPVDdFbE0oT5BTePpc8ozMqmEK5fMQzK5OTx1dpjhsQnuv76Utq5BEmKUPLOrPmAtyU5PIEmrJk0fI8ZvsPWvOCeRNz5pZllRGroEVUTxe9Y05jOgrIlVMjBiD3pMTXM/mWnxnGjsY2jUTmlOIrHRSl7b24g+QcUNV+YxNzmeJ96sJlUfjUIuxe5wUdPST01LP8cae7lqWSbJWjV7DrWTlhiDy+UmPkbhI4356AtH+I/vLidaJUepkM5oXM4UeU3DZOJrNBoH8ShOXDT57y7gKWDjDF17FrOYRRAIMlrJutByV5tWZlPV3MelizICEgNvKR9v2bWaFhOPv1HNoZou7rymMECqLJgTWlG2nqrm8DxlIameatDPPGgjMy2WFWVplOYmitcXqouHaroZG3ewYXl4qa+Nk0My/sf2WawMDo1zzNiHVOIRw5dIJKLE21nTGK98aGTU6hDfg40rs6esij/5Vg0ul+daoSS7qpv6+ff7LuFnD6xg/jfAACQUphoIdbrcvPz+Sb6zqZhdB1t5+p06aifjq67VxMsfGHn5g5M8vLWcVH10UInBbesLiJJLg0rlCfCWfBOSiFc/bEStDJTBCrapCycZJ5NKWFmezt0bimjvHgx6H6sWZVAzmVgJ3wvvWKtp6Q+a7O4/3klmWjxFWXpuWpPP6Z5BstPj0SWogr7OJK2aW64yEBstxzbuYOPK8LH/8E3l7DnUNqmIcC7xMw/Z6LN8PYvebxqELlswhJMArG0xcXGE0oRzkmNFCbeNK7N5e18LL39g5NUPG5FMrjFuN7z1aTMyqTSAJiRAiMe0xJiA+BXi6ou6s4xY7Zw1jYWMX5lUQmluImsvzuSuawrYM/ld9ZYJXLkwg/cPtwd9PYLCkbD5f+kDo7gWmgZtvP5RE263mzuvKeRwTTcP31Tu8/0QhrXHbJ5NpTZehVwm5bIlGeJ33OV2s2FFDgeqOvnx7/bz0z8c5kBVJ529wzicwXXAvw5mqnJswjN0J8AIFHv9+xQwZ4auPYtZzCIEstIT+MGN5TS0m4MONFU39bH6okzkMgnDoxM+C3IkChbeVVyhsleWn0hn7wgn28/xbxfmJ/FR5Zmw9zqVvbA35ePjIx1ildHf8S5Jq0YZJefJN48HbTcuLUpBE6Pk99urgiYmK8rTefLNmrCtSKHKax60sftQG5tX5UQ8mCOTSkJKdg2MjJM7V0OMOlDv85uEcK1q4XM0zNPw+JvVId+3s6YxnnizmvuvL+Ox7ScCDC3CcbUFCHSGm68yEKOO4vOabhI1KpJ1qoCqX7D4C0bbERQuVAoZ+0508tL7J0PGoUohpyhLR1Vj37QtrE0DVg7VdJOeHMOp7hF27m/nxtX56OKV7DvWKdKHLl8yl4QYJWqljNf2NnLWNIZMKglCNVKJBjdNpwf4zuYiuvvHfN43TaySXvMYaYkXlod0uC5bqLkGp8uNGyLqLLhcbtYsm0dDu5kUXbSovuNPF1LIpVSUpoc1t3nu3Xq+s6mYzr6RoFVr7zj2j9+6FhPFuYlEyaVUNvSIG1KB+nW8sZc5SbEkadVo45Sihbl/1wYIKo25e5JnPDA0TkZyLHu/OE1pXiI1zaYAqlBlQy/yyUJweV4SCzK1OJwuH6MS7yHA596tp7rZJG4EY5RR51XNYqaS40+B7xoMhu1Go/EMcAzYZjAY4o1G4xBwKWCeoWvP4q8AG/9uR8TP3fmrzTN4J7PwhsPp5PWPGqlrNQe0cmVSCf989zJ+t/0E6Ym+bkuhOJn+6LNYmZsSy3c2FTHhcHHsZC+fVHagj1fxd7cuYmDUzsGqLlxu95SDQuGSh3CWrN5J0u5Dbdy3uZhfPF/p02586MZSjjb0MjQ6gcvlZm/lGR8usPDak7RqbOPOiJynhCqLROKhnEQC4Zjy/KSgkl3fBnUKCN2qFj7H3YfaIoqvJQWpAYmxN8I5EQpwutzUNvezpDCVxQuSOdLQg1RiDnD8ChV/3nEUTuHCPw6/d10J//fZI6yryJqkPHw1XdojdT1sXpVNdXM/r3xgJFUfzaaVOZzqHmL98vn86xOHGByboDQ3kWsqskSZuqMne9AnqLj+8lxMgzYOnOgUKRzF2Xq0cUr0Gt+KYmleIm982kRRju6ColYIXbZgHHmnyy1+nl19oxxp6MEyZEMbp8LhdPHQljJ+Pykv6Q8hsXv8jWq+s7mYleXpYdeKBfN17D/RGfZenS43T79Tyx3XFAZ1rPOPYyF+FXIp928pDVCO8NbmvmWNgRONfTy4pZRPjnSEnEFZWZ7BWdOoaEPu/byD1V0MDI9T22biosIU5iTHolLIsY5P+MxpWIZtzEuJE3XNT56yUJKj5/rLctix79ya7P8d77NYefkDIxUl6fxpV+154yXP1Kr7b0AK0GIwGPTAY4AOOGkwGI4CtwGvz9C1ZzGLWXjB4XQyap3A4XSKFbxgrdyHbiznd9tPTFY0fV28pqrieuOz450YT1l4fncDDe1m9Akqrr5kPodru3l6Ry11rSbauoZYtCA57HmE5CEYIqli7zrQyv3Xl/KL5yvFigd4eNWnukc4WN3NWfMoA8N2apr7edmrFSiTSkjSqtm2toC9R05H9LoF16npOqClJ8YwJyXWZwpcwDddnUJAqFa18Dkma6OnjK9IaTbhnAiF81yzIot39rfwzK56altMjI07sTtcPu3mcPEH4RUuvO9l14FWvn9DGW/va8XucImt7V7LGGV5iWFfiwBvusPAyDhxMQr+43uXoFbIOGsawzruYG5qLI++UMl3ryuhojSNRI2KxtMWn1b93JQ4YtVyjjf2+vgrDIx41oRo1bn3TeCe9lmsjNtdQe7q2w3BrOYndyylLC+ROcmxlOUl8sjNpfz41mKKsxNZX5HJ2mXzKMrSI5XA4IgdcHPPhiJuvdpAcbaeOcmxFGfrufVqAyvK0jEP2dhyRR4HqrpYfVFm2LUi0rXE6XJjn3AGpXuEiuN1FVkhJdXAE7uvfGjkiqVz2bG/lcHR8aC0upPtZg5Vd2Edd/DILQtRK2Q+z6ttOUePemZXPU+8VYNcJiFJo6Y451z8a2KVSKUSkd523NjL8Kgdy7CNv7ttMWV55yhz/t9x4d/9A7bJDU3o2ZJIMVMmII0Gg6EQuMNoNJoAk8FgWA/8FE+S/EvgX2fi2rOYXtV2Ft9e+OvJ6uKVbL3SgNavfSyTSijLT2J84tyAnH9VK5IWsNBqm5sSS3y0gmsvzUGtlFPT0h/Qaj51dgi5TBq2BVnXauLWqxcEDL9EWsXutVhpPG3xqcZ6t+SCTfsLVYm/u20RxlMDfHz0DHHRgRPawSBU9yQSplURXFGewX8+/XlA1Tj5G65O4Q//VrX355g3VzNlfE1ngxbKiRDgxtV5PLXDd8hzZGyC6uZ+HxmsqUwVphOHDe1mFhuSqGrs82ltz0mOnfaAnyZWyfufn6LXYuXea0s40zNMXauJDSuzuGZFNns+P8XA5NDoZYvnsKQwld+/fgK7w8Wc5FhiohVixU/4PrZ1D5KoUVPbYhJNcITvRnGO/lvRvfgqSNFFk6KLZllxCuN2F0qFlKbGRhxWGzHqNEatEwyM2Hn/i1MAVDX309EzhG3CRUObb3du+0dNAY5yxVm6sGvFdLoLta0m/u7WxfzqpaM+8RQsjqe7hi4tSEEqkdDePUSaPgbzoA2JBJ8qspAsf2dzCf2DHlOmYDAP2qhrNbFkQQp3XLOAf3nMjNXuZOXCDDISY/jZM18ikUBZfhK9A1b6Bmy89P5JNHFK7tpQCMBL751kZMzOj7ctYfehNmpbTD7f+fOhsjJTOsfzgD6j0fio8JjRaPwUD90Cg8GgwTOgd2Amrj+LWVzoCKYn69m9H+bWtQuoaTH5tL5io6M4c3aYitI0cfLfWzpLWKS7+0cD9I79F8maFhPXrsrhlQ+NIXmhm1ZmMz7hmFKTc/GCZPoGxujqGxW1laebJK1amEH/gJUlBSnYHS4qG3q4aU1+SFm3PouVjt4RcTjvq7hO3bG+IKJjVi70JMbelW3htV9/WW5Er/GbAv9WtffnGEkSMF2OrmDC4c2PjJJJ0QeZ1hcSCG8+Zk2zCYlEEjJ5nVYcNvdzx/oC8Vz+re3X9jaSrI0O0BFP1qrZuDKbZ3ed28CV5iWy/aMmFszXcfRkDzKphE0rsnjirRofNRbv9viP71jCo89Xoo1XUT9ZyfP+Pj5wfSlVTb0sNCSRlZ7AicY+8bvxbelefB3IZbIAV8oe8xjd/SMcrun2eVyhkHPWPBzAH968KidgrWs4ZeGiwpSQa8V0XO/KchPZ8WkLf3frYjp6h/n0aIfoZpc3V0OyTi1ym6cbu9/ZWMgz7zZgHrSJUp5zU+JFiU3v79i+4x30snXVdAAAIABJREFUWsYCuP/+lIzXP25CE6fkvutKMA1YOWsaZfvHTdy2dgEuN0EpcwLn+EfbltDZN8Kf3z9JfIyCm1bnI5FKODXpBrnn8NdXWZmp7WAbcG2Yv28B3puha89iFhc0QunJgqf9NjRiJ1UfzR3rC/mirpsxmwO5TEpr15A4+b/lijzy52nFNp3xlJlrls8PUAi4aXU+P9q2hC/qusVW2yJDMi/7JcZwbiI6b66GxtMWkrUx7D7UxvLSdB68oVRsQZblJfIv91zE9Zfl8tSOWmpbTKJm5uZVOcTHBCoLhMLAyDh5czSsvTgTy5CNcbsTtxtRaSIUl1ioQoSbTveGd3VPGL6K5BiVQs4NV+ZRkuPbfq0oSeept2tpPjMQ9hzfNHi3qgvm68TPsa7VNCXFYCqagzc0cUqWFiVzz8Yiz4/tZMyahmyMWh1sXpXjQ7sQPmddgood+1oYszlIiFVw5uww37uuhOQgn2VsdORxaBke59NjHfztzQt94sLl9tzXplU54v93utzcsb6AH29bzMaV2VQ29IpxmqqPJkUXw5Yr8sTvoXlonJauIW65akFQKomgjPLQjeWU5fqqUQh/f+LNavQJ0dgnXJw8ZUE/qYLxTdfWnik45Qn88+MH2HO4PcCBMFichqrU1jT3h10rprP+DI3aWVqcwq9eOsof3qohKyOByxfPISs9gf95+RgPXFcqKhVNJ3YHhsc5WH2Woiw9ixekcLLdzKjVwZ921mIZsgVVjrl88VzGJlVShNfvTbU42W5GF++RDf30aAcfHz2DLl6FedBGki56Ssrc429WM2pzsHrpPBrazLz0gZEPvjjFooJkZFIJpkHb16YCnZfKscFgmA/82OshCXCPwWBYGeTpUjwGIFP3CWYxi1lMG+H0ZMEzbf3jbUt4Zlcd6yuyQg61pemj+d51JfxxRy3rK7KC6mwKlaeNK7JFJ7s0fYzP8/wrBh29I5TmJqJWyPnhrYs40dTLm580k6KN5rarFzDhdPHkWzUhr3XvpmIGhlsjpi0crj3LWfMoW6/IY8f+yI7zrjxO13UvSevRMI3Eqeo3rx73WKauXcCY1cH+qi4fndvzUQH5a4PQql5SkER9u6eKGYn1dyiaTTCU5SUyOuYMW33yr2wJn/PuQ21Eq+QcrunmzmsK+eOOWi4J4l62rDCV4VF7xHG4uCAF4ykLG1dk43C6ONHYx/KpHCLXF1KWp8ftdmMatHL3xqKQ341krZq7NhTy7K7g3RCb3UHevOCJbu/k3wXr6C2X57J1TT7LClO/0draMwFJVBy/frWWXrOVFF1MQMcjWLU3VKXW6XLTeHqAbesKeGFPcO76F3XdfO+6koDPXYCwlpiHbD4c4p37W5HLPColD91YzpNv13BJcbqo6+3trhcOmlglxlMWalo8ifxdGwqx2R2YB21B10Xv+L1vczG7D7axbvJ3Rkim/Qf6Lls0l1Gbg02rsjnbH5kFt1Ti0eH2H8zbsCKb9u7Br00FOi/JsdFobDcYDLl4zD8A3HgS4GAueC6gD/jJ+bj2LGYxi3OYSk9WwKmzQywrSgu7Q+82jfHHHbXcf30pj20PPn0N53i6P7xtMQdOdNJ0xlfcXlCVsAzZfJLkE419JMQqWb10Ltcsz0IRJeVUzxAfHTkT9lrPvlvH9ZflTcupzOlyI5NL0MarSNSoMWRqwQUnT5vFyrQ3vNUBpuO6Jwzx/e+rxwGCSsddVJSCaXCc596tR5egYn1FFv2DVppPDwZwZIUKiH9L99sApSKKayqyqJl0bZxqE6JLULFgvjYijm6yNoYXpxiUC6ZqcfRkD3dvKKK2tZ+NK89tboJZVv9+exU3rTFQE0QhwB+rFmXw1Fs1dE/SHmRSCXdeUzilFvZzu+u5alkmLreb6y7Lo7ljMCSXs9di5d2DbXxnUzG1rf0+9AyA/Sc6WXvxvJBKHt6czTc+aeb+60rITIsLeN6Fji6zXaQnBEuEg230wlGCdu5v5e6NhdyzoYgzvcMBEptzkmN59PlK1lVkBbWXHrU6eHFPAzdcmYd50CaaZoxaJ1hSkMKobULk2HurrFxcnDptulifxcrO/a1sXJkd0VD0Uztq2ba+AOt4ZMn0A9eXsiPIYHIwVDf1k6SJ9jEqEQbz1p8HKtB54xwbjcarhP9vMBhcwO1Go/Gl83X+WcxiFlMjnJ6sgKJsPTUtJkpy9BHt0HvMYxEpBHT0jOB249OuExbQSBbG711bwuCIfcp76u73ODdNlSQla9WiqLxcJsFqc7D1yjw6ekdEeSFNnJJ7NxfTYx5j5/5zckELDcm89P5J8Vz+rlNFWXpWLkrntQ+bMA/ZKMzSsbTQYwDwUeUZ8Tw79rWQpo/m+1vL6e4bJT42ipc+aCRWFSXynncfauPmNQYGR/sCXsO3RcotFLyH9EJtQjSxSpaXpZMQq+C/nv6Ch29exDM7a4PGpMBn7zFHVn2KUctRRklZe0mWuGl7YU+DKE9VUZIuSvsFs6weGrVH5D7ndkNWRgJJ2mgxIYnEIbLPYsXtdtPQZg5Z8Qbf7syhGk9s+2stDwyPo4iSY8jUiA5l3vDulvRZrHT0jUypKHOhweF0srfynPRaqI6H/0YvHKfe6XLzzE6PlfgnlWdI1ET7SGxuWJFNQpxSXH88hQQZxlMWceO/MD8JlULO1tX5YkVWE6fEPuFiXkqcz4bK6XJT1dTH/LT4r+T22GuxolbKiYuJTNozSi7ly3pTRMn0429Ws/XKPKoaA9dCfwjx6j98W93Uz+qlmVMePxVmatXNAt6eoXPPYhazCAFBTzYcYqOjSNKoIhrIKMrWs/94eJ1NAceNvejiVSLfzptnF8nC+NnxDqqncM0T8N7hU9xylSGs69fNawy0dQ2hjJLy49uXkKyL4TevneDJt2pEeaHaFhNPvlXDoeou7tpwTsKtYL6Wm1bnsW39AjatykYh9yyVTpebs+ZRLi5J5efPHMHthqIsPVcsnUvjKQvRKjlut1vkDz94QymXlKTxr08eZnDMTp/FxnWXeviur37YyKGaLq67LBeplAAuKHx7pNxCQRjSS5nkQnq71kkkEoqy9GxcmcUzO+swnhogNkbBf79YyZbL87jv2mJKchN9uNrb1hWQooumehoDmz/YWh4gT1XXauKJN0O7PgrYdaCVm6eIwweuL+VAVZfIx9y6Op/vbCqetvIG+Fa8BfjzOb2ls7zlCXXxKvoHbDyzq54HtpQGvCbvbgl49JRt44HOY97SkBcaxu0uLH7SasFc54SNXkVJOt+91uN/tjjMRsPpcvObV4+zfnkWPZZRH4lNf1fH/kErn9ee+7tMKuGKJXPZeaDVJ4ZrW0y8sKeBZ3bVB43hXQdap1xDvV1DvfHp0Q5SdZEZwxys6iJZq45YJ194TVNBiFdBQlPAwMg40aqvX/edKSm3UwaDIdZgMPwUuAaYC2wFbMB3gZ8Zjcb2mbj2LGZxIUPQk61uDt0uGxmbICMplsbTUw97TdvFa9BKWV4ida0mkWcXqWyQ0+WOWB/YPGTjWEMvFUG4oEKr8e19LcxNjuVvb1lMa/dgWLpGr8XKO/tbuXF1PoXzdXT2j1LdbBLP+Z3NxWjilIxa7Tidbjr7RsjK0HDWPMrSwhQ+qewgIUbB4Mg4BZk6zvQOMzw2wYETXbjdntd2orEPbZyCuSnxnmHGycrxweouLi5KC6B2XCjDUMKQXvOZAfYcbsM0aEOfoGLRgmSkEgnvHmoX9YGFatzh2m5WLczgxityOVjVTVf/qFhFe+iG0oAhqVAYGBmnptk0bfqFAKfLzduftbDl8lyGRu0+cbj6onmTw7Ffip+tkLRefXHmtIZKhYqucE/ereRInSvv3lBIZ98I5kEPN/Xhmxbym1ePi/fm3T4Xrut2n4vJYNKQ6yuyyT2PrmR/7VAqpAFSmOE6HtkZ8SRr1SRro3G4XGErtU6Xm3cPtvHgljJ6zGMcqOrCMmRDE6tkfMLB7WsLGLNN0NU3IvKFVQopP7nzIh4LYToCoWPY6XJz7GQvVy3LxO12U93cL0oACmtoKKdJ4fvlbeIRCpbhcZaXpbP/RGTGSAeru0PKMHpDiNeC+TqfTd356rbNlJRbErAfyAFqgWQgCogH7gE2GgyGVUajsTH0WWYxi1l8FYSzPgUPT+7KpXMj0s8cGZuY0slOgCZWydDohNhmFBLrSGWDpnutwVE7B6q7Arig3q5fRTmJPP9uHZcvmRtR1SJVH82Tb1XT2TcqPu4tifXQDWUcb+whIUbFlity6e4fpa61nyuXzmXEaueL2h7cbsSFfU5yrJjYWIZsbFu7gJ37W5FIJOJ9Pry1nCferPa5lxSdmn+5e9kFk3QE05P9svYsDacslOUmUd3U75OEGDI1PLurnjHrBH+/bQmPeVl/H6jqCrCCDgVtnIqu/tGwzxGSUYVcyoL5ugC5tfhoBQeruqlvM/nE4SsfGlkWZNMD0N0/+pXc8QQI1eT6NlPEFbnBETs1zSYx8egfsIoDfLoEVUD7XBuvwmZ3ERcTWhqyutlEik593lzJ/tohl8lYvSQ9gGfuT7vKTI1j/fIsfvvaCS4uTuNQdRf587TccEVeSJ55slbN+oos/vPpL5BJJay7JIslkzzijyrPYB7qJFGj5sYr80hPikEhl7J1dR69ZiumgeA8dAH+GyoBQ6N2TjT2cbLdHJSuEQqaWCUnT1kiSmI1sUpS9dGRK7sM2Sia4rzedA//Td356rbNFK3i50AqsAhYg0e9AqPR+C4efWMp8F8zdO1ZzOKChn+rOvDvajJT47lq2TwqStMozU0M2caqazWxcmFGRNcVXLyENqBMKiEhVhmxbFBdqylijqO3Y1gwtz/hOQ6nk6QI3NcE7P3yNLr44O9bn8XK77dXUZqbxOCInZaOQQ5Wd9HePczeL08zanWw9pJMjKfM4jHeiY0uXsXLH5xkf1WXeJ9JWjXpSbEUZOlEGbt/vGMpP3tgBfMvgGTDH3KZjBh1FHKZjJy5WuJiFAyN2sXWr9Bm7ugdoddiJXuOhqHRcVZfNI+HbiijOFuPZXiciyb531NhSUFyUDqL7z1JUCnk3LZ2gY9clSAtWJafKNrmesfhWdNYSKe+SKTrBHjHugChlTwdvdqDVV3oE1RiC/q4sRfjKQtbV+cHbZ9XlKTxz08coPG0OaQ0JECP2XreXMm+CUjXK0RJNH8IMTA3NY7/eeU4liEbKbpoei1WhkbtHKjqoqIk3eOe5yXfePfGQjZMKt44XW7sDhc79rew/eMmPjp6BrcbzybbDUcbeoiSy5hwuvj99mo+/PK0GIvh6Aje9BwBQhwKVWtFlNRnDQ2F0rxEqpv7fegMobC0KAW73RmxDKM2XsWK8oyQ77E33cOfE52sU5MzJz6i60yFGakcAxuB3xqNxppJ+2gRRqPxqMFg+C3w4AxdexazuOARrFWdPGksIQxkHGnoCTq4470w6hJUpOiifQTkgyHZb5F67t16Nq7MpjgnkYNVXRFVyTyDc+Fd88CzALomqQqhkKRVo1bK+aLuLPExisipIcO+LWx/mAdtSCUSDtV0BQwW1kwOTN2+rkD8kfOuaiwpSOa5dxt87vHhG8spytbzb/ddLFZMv80c4+lAn6DkhLGX+jazz3CTd0IYGx1Fn8VKfIyCd/a3cPvaBXx2rJOEWMXUMatTY3e4wsaRt9pKqEHSezYWhzw+lFNfJNJ1EHwgCs5tuuJipkd7Kpiv4+Qpi/jv+BgFyVo1f3irxucayTo1MeooTAM2TjT2h5WGBE+CfD5cyb4JcNuHeWRrMf/zWm3Q9yVVH01ighrzoI1HblnInsMe9zxB2eKl942T5i8lVNb3Mjw2QdPpAdq7hwI+56z0BOKiFbywp0FUOAkqT9gaelhTgD89BwLjcDoxGR+jQCYLzw1O1qkxD47z5z0nuffa4ojUMS5dmMEf3q7m/utLGRga5+PKMwGUOUHp577NxdS3mZFJJZMShHn8fnsVay/O+tp0n5mqHMcC4aZ4LHgoFrOYxSxmCCm6aJaXpfNv913Mfz+8ijuvKaSjb4Tfba/imV31IQd3hOqDsEOvaurj+styww5ufP/Gcr6sP+cUJXAxu/tH6bWMRVwlU6tk3HB5XshrJWvVbFqRQ4xKHvY5d28oQq2UMTRqn555RJAWtjc2rMjmsTeqI+L3eSc2SVo1ungVaYkx4vDY6qXzSE30LN7eFdNZeCAMP3kPN922dgEFmefMQwQDm6fermXdJVn0Wqw0dwxgszumjNnb1xZM2RKOhM/7p521PgNy3vAfFvLGrgOt3HBF6FgPNxAlVJOnG9vz0+LEKrQQ6x8dOcOP7lgifu+TJ6/70vsnefimco4ZeyM6/57DbRfMkJ7MMSia2ZRNyq2JXZ/7K/j0WAcbVmRT02ISY9U7ES3I0vFxZYfYZRgatQc1DolWycXOSaTc8lCxGGpt+6KumwevLyVJqw46XOgNISb3HGrjiiVzuHzxHFaWpwetWHt0jkv4oq4bu8NFV99oyGqw9zH9gzYWGVJ4/I1qlAop92wq5OY1+czPiOdAVRctHQPctCafipJ0fvF8JQeru/iHO5awvDSdP7xVw4nGfn7+/BH++fEDtHUNhr1eOMxU5bgOWAs84f8Hg8EgBW4C6v3/NotZzOL8Qy6TYbKO83ltN3un0BDeOTn0ZLM7fPQzn3q7NujAibCT/68/fcFP7lzK42/6Jo4793vONzYeWUVCGSUnSinhe9eW0Nk3wpH6HlFTuKI0nR7zGM/sqgOCaAjHKVlVnoHN7uSVD43Exyi4YslcBoY908vT1fT0R6SDhUIlc9Ok7W+yVs3NVxloPDMg8lE/O9bBHesL2XvkDCXZiaQmxlwQVbfpwH/4qa1rEE2sknUVmdRNmoe43W6ONPTgdLmpbe0nWinj5qsMjNkmeGZn8CEpIWZ/99oJHthSGlLZYjqfdzA+J4TfbDldbg5WdXHD5XlIpRL2He/AEsFAVLJOzZzkWArm6xgYGefKJXMjiu2FhmRxswHnYj0tMYbRsQm+f2MZw1Y7ErdENBLxTu6mwrdZkzsY/Hnychk4nOB0uRgatROjltPWNejTNROGSuNjotj+cbN4rnDGISfbzdy1oRD7hOtrxeLysnRGrHbA7RNnaqWct/e3isPNlSd7uGpZJgq5lMqGHp/nWscdmIds3LTGwMeVHaIc5n3XlmCfcLL3yGnioxWsXJiB2+3mly9Ucvu6AnYeaGX3wTb+/vbFouayP5K1au7eWMyvXzoqajaPT7j4n5ePc9XFmeRkxLNgnpahsQme3lErvj5BT7miJN3nNQt0n589sOIrra0zlRz/HHjdYDD8Adg5+ViawWBYA/wIqADumKFrz2IWs/BDyxkLEokkMl1V3Gz/qAm7w0VpbiJVk8NQwYwQvAc33v6shduuXkCvZcwnGRmfcJCeGMN9m4tDLoxJWjX3X1fCUztqOWsaQyGX8sANJRRl6XHhpvGUhT96LYiAeD/f31qKMiqKQ9VdPOnXHha0Ye/dXByRLnKwFraA6fA7TzT2kpWewB3XFGAddxKrknvUKiaTu4ERO+/sb2VwZJzaFo/l9kJDEnlztRGd/0KAXCZjzdJ0sjM0ogaxXC7h5Q8aKc1NpLbFRIz6HK1AUGGpazXRYx6LKGZj1YqQcTGdzzsUfSLcZgvgskVzON0zzOmeYTLT4omPsXFJSRovvneSs6ZADm+SVs3Nqw18+OUZJBIJc5JikUokEW08DfM0/MfTX4j/FmJdE6vEeNrCwPA4Kxem8+jzR8X3p7t/NOLhxm+7JncomAbHfVQ8Fi1IoiwvUUxsvZNep8vNi3sa+OGti3yS5nDGIU6Xm8rJDWAkCBaLyTo1DqeL/Se62HplHjXNJlHhRSaVcO+1xTy2vdpjEJKtJyMpls9rupFKJOL3ZvtHTWKiG8p18nvXljBud/DhkTM4nR7utDBEm5kWy+5D7dy7uZiOnhGOG3uD0CXquH1dAUdP9lKcreeTyg7K8pPZsc9T0ZbLXJMJvi9CbQq+Dt1npqTc3jAYDA8AvwTunXz4eTyDeXbgn4xG459n4tqzmMUsfOFwOqlrN9HSMRTR84/U9WDI1FHT0h8g5RbMCEGAeciGRAKvftjoO7X/gScZUcilbFtXABL4sr5HlCkqzUskRRcjJsYAdoeL9q6RAG6vP3QJKqQSGc/sqgtbEX9mZx33bCzmTztDVC10ah64voz/+tMXIa81HVk7y/A41+Yn8ovnKrE7XHz/xjLuWFvAkNUe0ob7vc/b+YdtSzBk6iK6xoWAJF0sL7zfLL5fCbFpmIdsRCujSNaqfcwV6lpNXLbYMzxqnOTVQviYfXmvkQe3lAWVwpqujKE/nzMUX9j77yqljJ37W1lWnMqJxj46ekf4vPZs2Ir32/tamJMUy6FJusMXdWfDOgsmT24Ojxp7sTtcAXbnpXmJHKjqYk5SLEOjvlXuulYTd6wvoDYCF8BvuyZ3MART8ejuH+Xhm8o5buwLmvQumK/j3UPtouSlgHDGId6bwKngH4vJkzbObpebh7aU8e7BNvLnaTne2CtKAZqHxsV7rGrup7bVY9oxJyVWjMHb1xWwawpax5Nv17C8NJ3CLJ24KRQ2qSvK0ijK1vPHHbWYB20hN6w7D7Ry1bJMEmKUvLO/hfLYRPosVhxOF02nLViGx4NuRENtUPccbmNZccq0Y3OmKscYjcYnDQbDy3gspXMAJdAC7DUajVPbn8xiFrM4Lxi3u3A63V9JVzWcs5M/NLFKRq0OdAmqoMmI3eHi6Z11pOqj2bZ2Aad6htHEqVAppAwM2wIqZVPZCU/HDe2saYyO3iGWl6Z7qpBeSceVS+cSq45iZMyOLkEV8lzTei/ilPSYrKIL2WfHO1lemsYbnzSH/XF59MVK/s9XbAN+29BjHuPXr5zweb9GxibQxqtIiFVw/eW5vP1ZC5tX5YiyaqfPjpCVFh/x5xSjikKpkHLl0nlIJVDT3C+2kZcUJDM0av9KcmvenZBgEBLU9w6fojBL7xNbU1W8i7P1PtcSONk3rs4nSaPik8oOkWa0tDAF27iTiQknTqeLR25ZyKjVwbO76kQu/KjVQXy0QqT7FGfrqZo04xGUE6YabrxQNLm94dGwDlTxcLrcjNkc4ue560ArD91YxssfGOmzWMVNl3/S7K+XXNtiYvGCZOpaTdNeh5UKGcXZehYaksmbm8Cps8O8sLuBopxENq7MgsmkeHzCgUIu4/ndDT5rrX8MlmTriY9RROSUGhetQBklDdgUjlgdKORS8fWG2rD2Wawo5FKiojwKPwMjnkrxsZO9ZGUk0NY9FHRoOtgGFb463WfGeiAGgyEfeAx4Cg/N4t+BXwP/ZTAY0mbqurOYxSx8oVRIkckk0xrcUSpklOQmstCQxJVL50Z0XGleIs/uqptyyGh9RRb/++oJYtUKPq/pxuny8Eb94T2IdevVBoqzPdJHJTmegbaKknQqG3qm0fo24XS5OFDVxfyMeLatK+DWqw2Yh238/PlKfvvaCb53XUnIe++1jLH6onkRXevyxXN5dpIbDR7tTrVyav5qr9lK8xlL2OdcKGg+YwlIyOpaTay7JJPn9zTw1Nu1XFycRpJWLX5mO/e3olbJw7qReaM0R8/wsB3DPA2dvSNkpsUzLyUOiUTCE2/UUJob2SDp0sIUBkfHKc7Wc++mIq5alskvnq9kWVGaT+wKw5gVJek892495iEb6UkxQaXdwkkU+ku76RJUGOZpeOadOtFZcO3FmdgnnBRl6bCMjNPaOcTrHzVxsLqLLVfkcfNVBjat9Az8CeccGB7niqVzfWTBapr7uf+60pDfiwtNk1tA8xlLSBWPIw09XL54DuBrtnHr1Qb0ky6ioZz1BIfI+BgFhVl6knXqaUn/LS1KYWLChSZOSf48Dccb+3h2Vz12h4uO3mHPDIZazgdfnKK2xcSR+p6Qa23BfB0luXrmpsaz98vTEV3/RGMfI0F49sJ8QCSobOihrXOYa5bP5/3D7YAn+TUPWkPy+EM9/lXpPjNlArII+BRQAbvxVIwlQB7nTEBWGI3GwDHcWcxiFucVcpmMovl6YtWKiAZ3lhal0HRqgKy0eHIyNDS0m6esHAkVKLvDxcGqLjatyMZqdwRtCwtDRpo4JWmJMdhsjpDOeP4VjLK8JC5dmM6L7xkxD3n4mYdruoMe6w/LsI1CpZbVS+aSN0/DKx82IZHAxKScl9Pl5tHnK3noxnJsdgf7j3eK975yYQaaOCV9FmtE3OXO3mGxagwes4mmM1M7EgLsPtzOsuLUC65F7Q2H08nuQ21B/zY4Yhff/9bOQVo6B9noNcn/65eO8a/3XhyZJJXNQf0pM/NSYtm0Mptfv3LcpzoXqbRV3jwNI2MT9A9a6R0Yo7VzyKNVOwXnWROrZPXSuSRro4mSTy1jmKT1HcYTvlcuNzgcLkrzkxgZm2DvkdNkJMeQEKvgN6+f8PnuChSUZK2ajSuzA/jHo1aHqFzz3Lv1rChP55cvVHLVxfOJUcupaTFhGfK4GK6/JIucC8ghT4BSpWb3p8HjE0ClkDEwfI6q4G22UZyTyMXFqdS1mkI66wlrpW18gusvy+WNT5ojjkUJEsoNSaQnxbD942Z6zWMUzNexvCydCYeL379exT/dtRRNnNKHrhGuY7GsODVi10nLsA2nO5BKNB1qiGV4nHkuN4ooubiOauI8JlOhePyhHv+qdJ+ZolX8EhgEFhqNRh/PTYPBUAB8Avy/wLWRnMxgMNwH/BiYA5wAfmg0Gg+HeX4F8DNgITAG7AV+ZDQaI9u2zGIW3zLkzNXSfnY4osXVPDjOgeoufrC1jE8rz7Bq8Rzy52l4/I3qoG01bw6jTCrhssUZHDvZy4jVgUwqITM1jktK0vjzeyfpnqROyKQSesyjlOToaTwzMOWefluxAAAgAElEQVTQzzneqJvO/ngkQFGWniUFyTS0myNuN9a3WXC7Pa3iqqY+ZFKJz8CM3eHi1y8fQyGXcvUl89HEKhgYsfP0jlpuW7eAT452cMsaA698aAz5Xty9sZj/frHS5/FLF2Xwzv7IagHmC2zqPxjG7S7MQ4E/xkXZeg5UnbOhFVrU3kmGSiHnf1897pMw+yNJq+b7N5RjPG2mqqmfoyd7Kc9PCojDSKg9t6wx8PreJhxON3HRUQyNjnPpojkiTzcc5/myxXP496c+56arDDSdHmDb2gJeeK8hLI3owy9PU5ilRyKBk6csfFx5hoduKGP7J82YBqyibrlEIqGh1RxyUytYpt+7uZhHn/fEa2leIjIpDA6Ps/OAx069q28Uq93Jjn0tpCdG81/3ryBaJb+gNbldbknQ+BQwMjZBVXO/GIPeahRVTX3MT4sX1+JQCWmSVk2qPpo/7qjlrg2FuN1ubllj4OUPjSHj47vXllDT0s97e9pxutz8w7bFtHQOkaxTMzA8jkopoyhbz9DoOEsLUzja0BtA1wgWr9NxL9XGKWk8Fdj9mi41RCqV8M6+c4oepbmJfFx5hlFrQgBlIxS//+vQfWYqOb4Y+Kl/YgxgNBobDAbD/wL/FMmJDAbDnXgk4f4DOAL8AHjfYDCUGY3GgK3bZPL9EfAhcAugBf5z8pilRqMxtIjpLGbxLUWKLppLStJIiFWE5L16J7lJWjWaWBUfH+sgIU5JS9cgD95QRkvHYNAp4z+/18CGFdnExyhEiZ+EWCWluYmM2Ry8/IGRm69aQI95lOrmfpK1aqoa+3n9dBP3bCoiTR8T0dDPivIMRq0OKsrSsU84qW01sao8I6JjhcrCA1tKOVDtSbBCmTHYHS52eiWzyVo1BZk65qXE0XjawpbL87BNODhS1yO+FwsNycxJieVXLx71WaSTtWqStWriohVT3iNcuFP/3lAqpOjiA39IvYfk5DIJxdmJIi94x74WFHIpt61dwFnTWNiqXGZaPE+8WSVu1sAzSHXTmnyfWPLngQrn0cYpKcn1xL5pyEp1s6+r2MaVORFtRBM1akZsDp7d5blGj2WUjSuycThdHDvZK15raWEqOXMS6B+wMjHh4lBNF5pYJZctnkOyVs3/eeZLrHaPxrC3QckPbizn89qz5M3TBtheg4ffeap7SLyfUaun2/O3Ny/kVy8dQxev5I9vNwGeROMf77woJL3iQoJU4g4anwKEZNh/0ybEhP+myz8hTdKquXdTMW/va8HpcosFAG2cii2X56KIkvHxkUBzjJ8/d0T8bJO0aqx2F6/ubUQuk3DDlXlolSpPhXh/G9vWLmDPoXauiEAKsK7VxP1bSqmNoPNYUZrOH4Nw7etaTdx69YKIJTWlEtjdbBJfi8sNW1fn8/vXq3ye6z9gKuDr0n1mKjnuB8LdkR2YcnTeYDBI8HCV/2A0Gv998rEPASPwCPBwkMO+D3QDW4RE2GAwNAFf4rGy3h35y5jFLL49yEpPQK2UoY1XMjw6wadHO0I6D916lYEd+z0VjfxMLceMvVQ19VGWl0Rb1yDxMQqxwgGEdG4SfqQfuXkhv99exVnTGIVZHj5b4+kB7A4X3f1jRKvkJGvVYQc+knVqstLi2XWgjc9ru7l9XQHvHT5FRUl6RInImM1BRWkac1LiWFWeTs2kRF0k1cHrL8+lvXuIJ9+q4cbV+UikcLSh1yPoP19HfqaG+jYzjz5fGZAY37OxmKaOARZNDtdMhQtx6t8fcpmM9RVZVDf7vl9C9am7f5Q71hfyzv4WrlgyV0xoF8zX8WW9p0EYqk08ZnPwxyCSgqE2Sv7nKcrSk5kWz9Pv1KJPULFxZTbLilN9Es9fPHeEf7r7In7z2omQMfU3N5Xzsz99GXCNVQszuGZ5FmmJMRyq6mJo1I5EAv/zyvGQzmi3XL0gQBO5z2Llt6+f4B/vWsqre5s4fXY4qBtmdVM/l5SkkT9Py3Pv1pOWGOOpeq7MZt+xTtZdMp/CLP0FSZ8IhXGbNWh8ChBiSZegEj/X4pxEn85A8E2XiqWFySijZCiipCLdbGRsgrhoBVVNfVQ19aFWyPjXe5fx6dFOUZLN+7MXBkJ/8XxlSJfHUZuDay/NYWDEPuX6qUtQkaJVR+Q6OTJmD6rQoteoKMrWRbRWu9yIleBUfTSP3LIQtwvMQx6HTPOQDU2ckosKU8mfp8E0YKM4R49p8PzRfWYqOX4U+JnBYPjIaDQe9P6DwWAw4Els/yeC8+QCmcA7wgNGo3HCYDC8i8dkJBjqgHq/CrFx8r9ZEd7/LGbxrUSqPpbWjkEO13Rzx/oC+get1LeZOVDVRXy0gpvW5HsWJacL86CNDSuy+bymm2svzeGlD4y8s6/VZ0FPS4zhqmWZ7DoYXuLn168c54e3LOJM7zBnzg4TJZOyMD+J7v5Rdh1o5a4NhWy5PI/tnzSFlFr7m60L+fSYJ6FfvzxLXOwjSW7v2VhMd/8ILR0D/O61E2jilNx69QKGRu3sOtAassq4vCyds6Yxnnq7lns3F3P/9SVYx53sPtROcY6eBfO0pOpjaOsaRBevCuCCut3QPzhGfauZ265ewHva9rA/DBfi1H8o5M7VBvwYCxW53Dka8fP2TmiDya95V+VkUgklufqQn0G4WHK63Jw1j7K0MMWTGGtUPLiljDc+aRZlCe/aUAjAC7sb+MPbNfz49sWc7hmmvWsIl9uNVCJhfno8+gQ1P/vTuWqv9zX6B2z8+b0Gjjd67nnzqhze2R+ZM9qOfS0Bf+s2jdF02jI5kHVuwypwigdGxlm1cA5PvlUt8o67+kZZXprGMWMvN63JJy4msmHeCwm5c7Wk6NQhh/J2HWjlvmuLefPTZnrNVqqa+qht8Ww60hJj2H+8k6Mne9AlqNi4MgtdvIqOvmE+qezEPGRj0YJkkebjbxJitTv56R8+5/tby8mbp8HtdvvMR6gUcn7xvEdGcvOqnKDx/LvXTvAPdyxhcNTO964r4cm3akKun/dtLubNz1o8a/THwdfoJK2a6y/LZV5qHNvWFYgdRl28issWZ+B0uHn/83a+f0M5v9seuGmUSSVUlKaxsjwDiQTeO3yKn9yxhBHrBC/sPikqsFSUpJOdEU9majwqpUwsJFSUpTFud503uo/EHYQ4PV0YDIZg1diVeKrHR4BGwIUn0V0ODABvGY3G701x3muAXUC+0Whs8nr8EeC/AYXRaJzSr9JgMNwGvAisNhqNH0X0oiZx9OhRd3T0X+9u2Wr1BJhafa7V9eM/hhad/2vEo/fm//99C0Dw9zIYCgoKwhvK/wXwdeJSoojjl6/Uc0lxOl/UdZOkiSYuOorhsQlxCv4HW0v59HgXq8rTcTjcbP+kySdJEapoCTEK8uZpeGZXeMNLuUzCj25fTI/Zypf1Z0VnpZIcD+1iz6E21i/PIn+ehr4Bq8cZb3gcbbyK1UvnolLKefdgG+ZBGwmxSlaWZ4iJtdPlRiaVsGFFNrFqOdWTA0OaWCWLC5LJTIvnqbdqfFroArxbcsJ5CrP0pCfGUJKr5zevnhAHQkpzE7l1TT5KpYy3P/Ncd1V5Bk+946lCCsd6v5eCXNZDW0qIZgCnQs+vXzkRtPqSrFPzyNZiZI6vZnn6TY/LYJiQxvG/2+t93q9rL80hLlrBC3saAE8sCgltmj4Gp8sdskJfmpsY9u/C+TasyEaXoKSyvhfLsA1tnJIlBSnYHS5qW/q5bNFcei1jvLa3MaBKlqRV8+CWMiQSqGnuI0at4Lix1yMRF6ekLDeJEeuEGLv+uPVqg1gJFDjxL71vDHheuOO8UZytJysjwYcmJNxnRUk6LR0DSCQScQMhnKcwS092RjxXlMYybrNNef1w+DbFpvfvhFOewK9fqw37fZZLXXSZJ/ioshPz0Di6eCXXXZbLR0fO4HK5GR6bwHjKzLZ1Bbx7qE1cj0dtDoqydeJnv3lVToDue2luIjK5lDvWGmjrGqKte5j3D7eLa9ZU8aOQS3noxnImnA6SEqI53TPMF7VnxUR71aIMzEPjvL630WedDTVAuOtAK7devYBXPzRSmKXn4uJUxiecfFnfw+CIh2q3yJBMzpwE+gbG+OxoJ8Njdq5cOg+1Us5nx8+57l22aA79gzbx2gHv7c3lyOxTd+LCIVxcnq/KcSHg/y0XCDQpk/8T0Dn53zURnDd+8r/+I47DeGToYpiCnmEwGObiSaQrgY8juOYsZvGthts+zCNbi/nN9jrWV3gqsDUt5xbcJQXJJMSqWFGazr7jXawoSw9Y/IVqXGluotjGDgWhrffHd+oC28KTzkq3rysQOWPFOYkUzdeDBLLT43n23XqfxDZY9cu/9Z2VFo9hvo6MpJiQg4SAT+X5gy9OoYlVUpKrZ9Tq4NcvH/dZlM1DNj451sklpWkU5+qxjTvp7B/x0SkNNnjVZ7EyOGonOgZkdhM/urmQbouDvUc8FSJdvJIrl2SQrovCbf9qifG3FY7RXh65IZ/eIbeYXICb44294nO8ecGx0XIUclnI5DcSYw8hlualxnHvpmIO13ShkMux2hzo4lWs+f/Ye/P4tuor7/+jxdZurbZsJ94Xec/qLM7CloSQhQABApS1LRSmffG005ZOp78+0+lvmKGdLvPwDG2ntIVQSspOSAiQQALEcULikHi3vMhOvMWWLVm2bC3W8vwh3RvtloOTOOa8Xy9eaaV7r66l7z3f8z3fzzlnRWbUDnaA7/f+3Zt12FCZiWSlGM+/c7GzY+CYDxy7DKGJRbPRpc/nwITr3ZmuYosKNfj7wbawzzeP27GqrAAO+5dzQOYzPJcFP7ynJMz5DXyevQDSpMA3Ni+Ax8sFl+OB0+NCWZ46KP/jxfea2UUeY48DE/ci7Wow4/ls2zA+ru0J00BPN34CE5B/cP8yHKjpgkYuRqZWhrI8Dd460hE0zmNJjJgxe0Y/hOIcNZYWpeDNTzrCbD5TKeXeTTrkZciRl64IS0Kd7jkZMtnwmz1n8cP7FgOOyzM+Z8U51uv12bNxnQgwXn208LYnyusAWMf4Y/gc6Xv0ev0lhcmLi4sv5bQrQkuLL3oSfI/XVuR4rny/kb/LucuXvc///1sKdPaM4v7NRRgdd+BU8yDGJp24/fp8/N/XzmJlaRrWL07H4dreqNeIx9nYFqNqABC+Lczo6u7ZVIg/72uK6diGbicHOqg1DQP42uaiaQvXD/lbZmenJsEy4YwYfQN8GdT9wxN47o067FiXC6PZBkN/fM7s4dpe/OzRVex2XxGAdUsyZnUbcK4wm89PS0sL4LHhxspirF+a6Wto4/HgR/9dHXRc4KT98NaSqLrGmWTMJ0kScfDzc0HVMRL5XHxjR1lUx5jBaLaBw/G1VI8mdwgduylKEXbeWIA/vt3AHvdlu/QBvnHLNFIIpb59GFUV6ewOR2Bik0IqQLJSCq0qvprR1wKzMTYjzRNFeWDHZ7zPMy/RjK9vK8XQ6CSb2Hu6dRCPbCuBxepETcMAzrQN4evbSvEXfwdQZhGokgtwqmkQwkQeFFIBzP4IbqwE1lg4XR68/EEr7t1YhL9+0ILmLjuy05OijnPGzjZ0DuO+m3VB741aHdi2JifMMQ5kyGzDnkN6PHZbdDkHML1kqKFrFNctybosWvi5nhLNzDyhT7wMgFuv10e1cDqdrgxADXzR542RKmcQxFcZrUqMqkXpWF6sxce1PeBwONhWlYP/fv0stlTloKahH7X+jPloMM5GNHhcDiSi6ZtfGM02qOQCZKbKUJarxtc26yCXCKI6tjwuBxX5GhRkKJCVJkUiP9yUleaq8UXrUISzwznVNAjLhDOo2UIoTKMEo9mGhAQexAJ+1PrMoTBdmgLh83iQiBLmlWN8OWG+L7GQD1VS5DHn9njx4nvNuHVdLlIiVFVoMoxgqS4+Z2/9kgUYn3SiqiLNt33N5aAoW4WjZ/umPxk+xzNZIYZExGcbagRiNNsglyb65Do36/C1zUU4VtcfNP6me74CidYEYd2SBWwjhVBGrQ6MWu1BjUmYz68s1UIhTYjrs4mZPc9d/Rb84qVT+MVfa/HSey3gcHwlL+/aUIiXDrTghX1NuGHZAixMlqJ7YIxtIFKcrcLp1kGcbTNi+7ocOJ0eVJZo8UFNN9YtWRD2OTMZP0niRHxc24Nb1+Xiu/csQf00OxaMDZ5yebB1TQ47xlVJQjim3HE1PBodd8BkiS3ZYXY4Ij1DZ1qHcGF4Ypq/7NKY684xozPODXk9FzHCozqdbiWAowDcANbp9fr6y3N7BHHtIxbyoZAm+jSyXi9WlKSxkd7pjOt0nZtmsi1c2zyE792zBAqZAI2dI0EROwY+j4Md6/Nw94ZCf7vgcRw+1YuvbS4K6uoF+KIm8RauH7U6IBNHdwRCt7uPnu2DVJIAhSy+iYfKs80efB4Pm1ZmR33f7fFixGLHjZWZuO9mHcrzLnan27WxEBrFxY56ka/PwT2bCgEv4HL7xpjb48XdGwpRVZGGsYnIUdhQmDHFyB0i8YV+CFlpSXj1UBuee70OaxalB70/k85okTrnJStFECbygxrSBKKQCWBzuPHqoTbs9ZcNY87TqsRwTZvRQ8yU0LbTTBT2WP0Afv78CTy0tRQry1Lx8ale1DQMoKXbhLNtRrx6qA0cDgeZWhkqi1PRPTAOfY8ZpjEH5DIBWyoukJmOn8bOYby4vxleeKPazlAbfLxhAIZ+C+7eUIgd6/Nww/IF00rtGD453Rv12Qgk2jM0anWgodMIl3v2B+pct9btAHoQ0CxEp9MlANgKn1wiDJ1OlwPgfQAXAFQFJvIRBBEOUzarNFeN440DQZHe6YxrYPmrSEjFCbDMoLNSZ68F5XkabF6dHXYeo12uaejHnoN6NBlG2HJWL+xvZrt6MQ4yj8uJ23lVyoTgRohMAP5GD5t02F99MaFpdNyBli5T3O2FqTzb7CKXJkYdczwuB2IhH38/qEdzlymoJfSrh9rwrL9BSKTIMo/LwTd3lOFwbQ9+92Y9O8aaDCPYc1CPN490hC3CosFEcmMtvEbHHRgZ9dW5dbo8YQ7OdM8XQ6QmCEw5r+dePxv1vDUV6fjweHfYeTtvyMfwqI0WdJeBWG2nnS4PfvVyLSryNaz9Y2xwYDvxP7/bCLGQj5035OPzpgFsX5uL1z7S41u3l3/p8eP2eOFyeSIGRaLa4E7f81HT0A+FRIjxyZktIC/1OIXUt7sYuis3G8zpke/XCD8D4HGdTve0TqfbAmAvAA2A3wKATqfL0+l0qwJO+y/4pBQ/B5Cp0+lWBfyXdoX/BIK4JsjPUCI9WQKNXBgU6Y3HuO6vNmDnDfkRj5nptjCPDyRJBTjRMABFyHkz0S4nK0UozFTG7byW56uhUYhw3806lOX6Io3leRp86/ZybFqZhS9ahoIcCIXU18o0nomHyrPNLi63G28eacd2/+8cSuBuhVjIx9k2I2oaBljJDJPAd+u6PPzDnRXs712Wq8b3v7YUbx7piFrL1Wi24dVDemxbG7qZGQ4TyY0mdwDCpRDPvX42zMHZX22I+rcCvsz9f9hZga5+C/t3fPuuRXhkawlbzisSyUoRxiacePyOClbOdN/NOmyozIQwkYcUuZgWdLNMrLboDG6PF0fP9rP2L5INdnu8eHF/MwZNk/jmjjIAXtx9UyEGhq34zl2L8Mj2EnZcd/Vb8OiOspjj596NOpxpG0JZnhqPbC9Br9GK65aGyzTiscG/e6seGyoz4/o+Yj0b8RxXUaDBqNVxWRZxc9o5BgC9Xv87AD8E8ACANwAoANys1+uZMM5PARwH2KjyFgA8AK/4Xw/872tX9OYJ4hpBqxLj1nV5UMtFYRHb6SZnlVyIKZcHayrSg5zLslw1Fhcm48blC+O6h8pSLX7/RgN+9XItlEnCIA3dTLTL6ckSrKlIx4v7m2cUNXnn005267I0R40HtxTjhX1NqGszwhKylc44PtN9N1+2SxMRjsPpwfCoHbvfa0ZVuX/MBUgnbqrMYMdwtMWZ2+PFC/ubIBP5pDGZWhl4PC56h6zTayXNNiRJEmNGjwMjcZHkDgyh7zldHry4rwnfu3cp67inaSSobRnE43dU4Mm7Fwc9X/fdrMPqsnT88qVaZKUlYcvqbGxdk4N3P+sEh8uFPMrOCZN899pHbdhzSI/br89HdnoS+DwuMrUyfFzbC6fbg0FT7MRDYmZEa4seSpNhBEuLLmrjI9kZt8eLtz/pRGPnCDp6LBgYnkBiAg9vHekEn8thJRheL/Crl09ffFYCxs8TOyvwDzsr0D1gwcJkKTjg4KX3WvDWkU70GyeCPm8mNliQyItrd2XdkgVRn41AokmGJmwu3Lwy+7Is4i5XE5BZRa/X/xrAr6O89zCAh/3/ewoAZRAQxCWQoZWhJEeN5i5TUNZztBa6CqkANy7PwNCoDS/uD64TnKmVgcvlIIHPRc+gNa6uSCaLg41yvfNpJ2677mIL3plol4+e6QOHw4m7+11ghr7b48WgaQI71udCf97EOjdMJ0DmnMAt7MAM8i9ah2a1SxMRTmBr6cCyUjvW56Gu3YjDtT1sRYrQ5gmBuD1etPeOsiW10tSSuMfY2TYjVpenRdTFh7ZhD5U7BB63MEUa1Dhm3RJf/e6f/qEGPC4HN6/OhkKaiKw0GX77t9PYtUkHhUwQ1KGSufaJRt/2+ksHmrHjujz89pXTuKUqJ+yZXb90AfqNE2zynS+3wIkxqxNalRi/+puv/XlDxzC0KhF+8shK5KTLZ/grEZGI1hY9FLfHCz6Py9q/WDZ4oVYKXZYKu99rwr2bijAwbIXHm4ILpomgEp2h3SK5XA4GhidwrK4fK0q0ePdocER739Fg2zkTG1xd14+q8jQcjfB8MDB6eJVcOO3cEEkytH1tLj443oXt66bfxbkUrgnnmCCIK0OGVhaxzXGkVryry1MxNDqJgoVy3H9LEU63DmF03AGv14vs9CRM2Fx40d8cZCYOKkOgcZ5pSatSf73XWJPK0qIU5C6Q460jHUjTSIIch//YfQoquRCP3uYr2xWYqBR6r4F1cX/x7bXgcDjzrjzbXCK0tTSjxWzuGsFDW0twoKYLNy7PYFs5R2oJDfgiYUqZEFwOBxsqM5GqFuP1j+NLUTGP23HTigwsK0rBx6d6IrZhV8uFuOOGfDz/TmPY+cw4+q89Z7BmUTqW6JLR1T+GgeEJvPPpxbKETOOO8jw1rl+egUMnz2NjZSYEiTwcretnx+3SohTweVy43B48uWsJRsfteOz2cnxyuhdjk062ssuEzYU/vdMYJrU42XQBq8vTg+rVAsCgyYanX/gcTz+xlhZ5s0C0tuiRcEy5cOs6n4xhyGSLWGO4slSLJsMITjZdwMNbS7H7vSZsW5uLfqMVd94Y3s2OeVYC7ViaRoL8DGXEtumBtnPK5cHxhoG4/k7zmB33bCxE63lzTJv/3Otn8YP7l+H5CO3cmeMe3VGG/dVdWJgiDepa+v7xLnz/vmWXbVySc0wQBItWJcaSwmR8cDxym+NA41qcrcIrH7ShNFcNLwAOOMhJS8KqslSYrQ62vbRCKoBjyoX7NxfDYnXgZNOFIGciKy0JL+xrCouuuT1evH+8C9+7ZwlMY3aMWZ1x1adVSAXISkvCfTfrWGe4s3cUiwo1qKpIR5NhGGMTUzjbZkSf0YrMVBluqswIcxyMZhve+qQDN6/Mwva1Ocj3Oxcv7g+/VwBQygRB7UyJy0ek1r2Bk/nCFGnM5gmATz/57lEDTBY7nty1BICXbdc7HUqZAJM2F/56oBk/fHA5JianoD9vDmrDPml34cLIJHZtLIzYTSwwcjvl8qAwUxm2QGQwjztQlM3HwmQpalsGUVmqxc0rM3B+0IpEPg92pwsLNFKIhXycHxzDG4c7oMv0OTxJkkScGxjH+zXdEcctc/3GKGUMB002dPSMknM8S8RqO83jclDql9JIhIl475gBP3pgOfqMEzj4+Tlf9zh/o6IkSSJeOtCCviErnnpgOf7k79S5+71mfOPWMhyr70dVeXrUbnbM+FNIBahp6Mc/7FyE371ZF+Yg7/2sE2kaMb69cxFauk1x2+BzF8ZxU2UmuBxE/XyVXIhB0yQe2VaC8ckpHD3bx3bIq8j3Hferl09Dl6VCplaG8ckpTLnckIr5WFGSht+8chr/9NCKy7KzQc4xQRBBFGQo8aMHluOXL9dGTExiVv0v+o0rs3XNtCg9WtfPRjeyUmWoKk/DX/0dxdYuSmcnbGZbGEDUyK5EyMfPnj+B0jwN1i5OR2OMtr8M65cuwP+85WukwES5xyen8PeDwc09vnPXIpzVGzFkskV1HIZMNihkAtS1D+NMmxFyqQA7byzApN0V1v73uqULMWJxkBNxBdCqxPjJIyuDSmIBFyfzhSkSPHX/cvzn33xjOHT3YGzSCVWSgHUEnn31DB7ZXoJVpalo7Jx+jK1dvADH6vqhVoiw99NO3LY+D5ZxBxYmS8PkDqlqMe7fXITjDQMYm5gKazLDSClCu4AFopAK0NptZhvcjIzZcdeGAiikQvQPWyERJOC5N+rw3XuX4I3DvuYL07XSDr1+rMSo9493YWWZlhZ+s0CkscvncbB1TS7EQj7qO4bZKhB3byiEXCpEYaYK+QsU2PtZJ/qHJ/DqIV9QQib2dT48d2EsqFPnn99tZG1y4G5f6NgEwMrGeoeseGJnBbr6xnBGP8Ta4VVlqQCHgwumCVy/dGFcz0dFgQYv7mvCN3aU4Z1PO9iue4Gfn6wU4YHNxfi4tgeN/nH97bsqcLplCMuKU/CHNxvYQEVg10ev1yffq+vwvXa5djbIOSYIIgxdlgr//sRadPSYcaCmG6YxOxQyAZbqUmCxOoMm8khb14Gd6k40XsC2tblIkiRi1GqHoW8sbMIOlWyMT/oiu16vL0npjH4ImVpZXNplmSiR1bFFaucM+LqRTZu5lMcAACAASURBVNpdqK6ProljOFLbCw6Hg94ha9TW1clKEc4NjOPVQ3rSaF4hctLlePqJtejoGcX7x7siar2ffrwKxxsGcKp5CKdbB6FWiHBj5ULIRInYe/RiaT63x4sX9jXjyV1LkKIUxeyqmKwUYWB4AsXZKlhtUzh/YRz/sfsUbqnKYTuXpWkkUMgEWFKYgrEJZ1grcoYUlShIShGNUN27QirAR5/34IJpAvdu1OHTM30oyVXDaLYFlWGMpree7vqhME1s+CJyjmeDwLH7wYlurC5PC5NAMLaG0X33DVnx4efn2PeZ35fH5YRpgUNtcjQ7GKjnFSby8OL+ZiwrSsH2dTno6LFg2GLDyeZBrFmUjp7BCfC4iMsGT9hccLo8OFbXjyfvXoKGzmE28FGcrWKjx//n1eDn4vApn609fKoXuixVxPsO7QR5uXY25ny1CoIgrg5alRj5GUpctzQdN1VmYGVZKs62GYOaBTDsrzb4upKpwqs2uD1e1DT0IzGBi95Bqy8SEYHAOp4NncMoy1MHZSjHKhkH+BzeJ+9aDJtjCt++c1HEewF8xvv+zcX46NT5uL6HSDU2Q8vGbV+bi/3VBlajSVn+VwatSow1i9Lxs0dX4VdPrsfPHl2FqkXp7ESZqpZCqxSDywEe3VGGjBQpnnu9Hke+6A3rbuj2eH01kNdFrz7C/Nb7jhrQ0m1C98AYGjqH4XR5sPezTvzt/VbcWLnQV/2Cw0FiAhc1Df2RHWOlCF/fVoYTjbF1nJESkgK7Nf79kB456UnQZSmDmi98mRrJoVATm9mHGbv/cGcF3jzSHtXhHDTZ8MbhtrAScMzvm6aRRKwlP10lHUbPy5QAVCcJkSRJRGevBfuPdaP1nBkOpxteLzAwPIGahn7s/cwQtfskc03GFgLA2sXpePWjNjQZTMhOT8Lq8jS23nikeYSxtbHqH0fa5ThQ0zXrjUAockwQRFQ6e8wYsTjw6qE23LOpEJUlWtR3hK/mmbqb//LNlejqH8Op5sEwjRlT0SIzNSnu6EOg8QwsGScWXpRgKGVCVJZo4Zxy48MT55CzQA5xIh/fu2cpzg2M4Vh9P8zjwfdy+HQPuyU5HdG2nAPLxgVG0kmjeeXh83hRo5p5GUpcMDXh0Mlz6B4Y9zsVUxH1xcw4jiTzWeOXBL37mQFpGgkAX4vpwMis0+XBuQEr2ntHYTTb0GgYiXitJboUaBQi/OaV07j/luIZJauGPhtDZhvEQj48bm/EMoyxkmFTlCJsi5AMGwo1sbl8GHotUetqM7jcXpgjtKrfX23A9+5dwu5qBRI1GTmKnvf8oBUV+Rp0D4zh/IXxoOsxya77qg14cb9vh2V41BYkvwjVMicrReg3TmB41IZMrQxJksQwSUcojK2NJfOJtMthGrPDaLazz+VsQM4xQRARcbndaOoeQWfvGNweL6yTLiRJBFEdW7fHi/948RQeu6OcrbEZSeO2v9qAb9+1CHsO6qNO2N8MyFBWJQlx/bIFcLu8qK7vZzVvt1RlQ50khCCRjz+/24jibBU4HA7OthmRd0Mefv9WPfqGrCjLVWNNRTqKspX449sNGBiZBI/LmZUt58CycYGQRnPuwGg83zjcxpZ4y0mXQyZOjKifDK0KcNdNBTh8qgd/2tuI8nwNdqzPxcmmQfQPT2BgeCLseQh1SCOV0EpM4OJZ/5ZyNAemskQLk8URtPBKVorw9e1l+NXLtUH3XN8+jLwFcqjkQqiShJCKE2CdnEKTYSRqtZYVpVrIpULsOdga02GhJjaXj3iaggC+et0KaeTF3LOvnsUj20ujlisMHct8LofNAQGC9bzFOSrwuBz2OQm8zsvvt+DhbaWQiPjo7BtFhlYataxg4KKuONt3zel2J4CLtnbXxsKINjfaLodCKsCQaZKcY4IgLj8OpwfugGjU/moDHtlegsduK8cf32mI6NhKJYlIloswGFJjMxC3x4s3D7fjW7eVw9BvCctkXpgixa9ePo2SHDW2rcmBY8qNj0/1wmJ1QC4V4O4NvkoAcmki+HwuW36KMaxpGglaus2QiRPh9nhR1zGMuo5hJPK5+K4/ylLfPgwOh3NJEexAQvVvDKTRnFvkpMvx4JZS1Lcb0dptgljIx9iEM+bv7/Z4ccE0AUPfGJv8U5Kjwi9eqsUtVTmoqkjD8caBsJJZgQ5vkiQRZ9uMMI/bAQSXOAzU7Ic6MIIEHnqN4+jsHWUrvjCRud6hsbB7HZ90Ii1ZggVaGT79ohfnL4wHPSvMNjfjoK9fsgC/eeULuD1ePLS1BPurDRF11tTE5vIyk6YgX9tcFDEh2eny4MLIZNxjeb9fDiYR+ZL/mAoYTGKoLksJh9PDOtuByYLH6vth8dvqZIUIW9Zko9kwgrNtw2HjlFnULdGlICdNhj/uDS9pGAhja1VyYUSbm6IUYfu6XLY8aCAVBRq8+Uk7SvNUsxaQIOeYIIiICBK54PF8UYSB4QmU5qrR2m3CwmQZNlZmAlFK9Dz9wkk89cBy/O6t+qhbxY/vrECzwYQjp3uQrAjOZPY11BBiaVEK3vykI2KSSrJShG/fuRj//sLn7BYeY1B9mf0mLCrQBEVTirJVeO9YN1q7TSjJUeNc/xju3aSLGsGOVn85kGjbf6TRnHtoVWJUFCRjzaI01LUPo7XbNKP624GJRns/60Qin4sndy1GS9cIHrutHKYxO46e6WOlPr6ImhNcDpCplaEsT4N3j3ayEbtQGAdmYGQSNr9DG6nKQFmuGiX+Ot6Ar/zXjvV52HNIH/VZYZJHGzqHkaIUIUUlZisBHKjpwtc2F2PYYkNdmxGmMWpic6WYSVOQBD43agm4mTQ7ClyM+bosFqGmvt/XEKS+ny1tmKIUYcRix4Nbwq/bO2RFo2GEdVh5/s6KoRHkFKUIGoUIz7xUi6/fWoq3jnREXIQx93egpguP3+57lsrzNDCP21kZiDCRj9qWoTCnmXkujWbbrAYkyDkmCCIifB4PZTlqFGWpUJGvQX3HMLoHxvH64XZct3QhRsft4HHD5ROpajHg9eK79/iitIzDoJAKsH7JAggS+fj3v5zEzauz8fgdFXjujbqgKPP+akNQ3c5IGM02PPfGWdxSlYOahv4gJ4aJIGeny4OiKUwjkcBKGscbByJuOa9fsgB9xtjltQI/KxTSaM5NtCox7r6pEM+8VBsmaWjoGPFNxlH0k6ELJafLg9/uOYNta3NhGrPjeMMAFhcmQ5UkgFyWCNcU8Kd9F8fw500XpnVgdt6QjymXB69/1BY0TgMJ3a3YtjYXfz8UeYEHBCeP1jT0B0XfkpUibKnKwbOvngEA/Oujq5GfoaAmNleImTQFSVFELl8I+JznAzVd+OaOMgyOTOBk06B/kSbA2sXBHREDz6nrGGZ18enJEty7UYc9h/R49tUzeHhbCSbsU1HHK+DTu7971ICq8nTs/Sy44kqy33F+9tUzUMmFSFNLcev6PDin3DjTZoR5zM6W7Ezg+wIJt1+Xh7qOYYxaHMhOT0KSJYEtf5imkYTt0gU+l2V56lkNSJBzTBBEVFRyEX7519qg1T4TkUpRifDojnLsO2qAedyO4mwVVpWlQiUXQd87io9P9cAy7mBb4I5ZnRgYmYBIwEfeQgVqWwYBDrB9bS7sThfrnKqShBi1OmLKHYDICXEpARHk0GiKdXIqopYuUhk5x5Q7apUBhmiSC9Jozm0WpEih9CfjhUbRbl2XBz4f+OR0H0xjdpTkqLG4MBljE86ICyW3x4vjjf3YUJkJt9sLQ58Fde1TbJWVuzcUQqsW4+OT52Eed6C2dRDfur0cE7YpfHSyh3XGK0u0SFWL0dJtxr6jhpjjLnC3gsflIEmSGLP0HOB7VjK0UtyqyMWhk+eDymkF/l2vH27Dzx5dRY7xFSRWUxAGrUp0sTxhhPKFm1ZkoddoxS9fqgWPy8HjO8txptWIW9fn4kybMaYtY6oJralIR1f/GB7eWoJhiw2nW4ewujwtbjtcka+BacwOpUyI5cUpcLo8ONU8iF0bCzFhc+H3b9Xh+mUZkAj54ALISpUhQytDmlqC4439UCWJYpY0VMqEUMmFbKe80PE72wEJco4JgojIoGkS//lybdSJd8hkw/PvNGDnDQWo7zBiWXEKqusGsLhAAy6HwxrVfQH1ZAEEOaLFmUoMmm149VAb+5pGIcJnZ/riusfAhLhkpQiPbC/D7veaAIRnazd2jmBZhNbYzLGBUbqKAjVuXefroDYTyQVpNOc+fB4PW9fkoCEgGS9Qmx44PitLUzBhc6HmRGTnIlkpwrduK8eIxY7KEi3b/bEkR42VpalI4HMh4HGQnS5HUSIPXHDQ0DEMQ/8Y+Dxfebnu/jGcbTOiJFc1bb1jIHi3oqoiDWfahuL6uz/9ohe56fKIjUoYSCt/5YnW0Obi+8E2RasSQ6sSY2WZFg6nh43yd/VbcLj2PAZNNpwbsKL1vBnq+gGkayTYeUM+3jzSETkBWiXCE3cswtufdMA0ZseHJ85h7eJ0ZGplOHo2fjtclqdGZmoSDn3ejS/0RkiEfHi9CBpnckkiXtjXFNC+fADJShGqyn0ViHjc8ORmhiW6ZIgEfJgs9rDxezkCEuQcEwQRkY4ec8xoBuDbVvN4fYlG1kkXZKIEGEdtMPSFJw0xBDqi47YprCjWQiUXsq9VVaRFrNsZiVGrA6vL07BuSTpMYw78NqQ0VmhkWCEVIEUlilk6KUUlgjCRj0Mnz+PWdbmQiBLwyeneIC2mKomHgZFJlOWpIzafIOY2saJ1gS3Sk5Xi4ASmCBr7vZ8Z4PX6yl2V5KixuiwNSbJE2BxTkEkkePlDPa5bupDtIFlVkQbzmN2XGNrh29IuzlFBkMCPK0GUw+GwkV+lVBDUzCQW5nEHjKM21DREr6tMWvmrQzwNbUIJLV8YeI0PP+/GnTcW4O1POrB1TQ4mHS48sq0ERrONLbOplAlx3dIFkEsS8cuXTiE/Q4kbli9E76AV/cYJOKbcYbXAo+Hb8RPh1387HXPX41hdf1hzD6PZxgYvArX0gSQrRbBYnXC5Pfi86ULQZ1yugAQ5xwRBhBFviSHAZ/B4XA7A4eD26/JwquVC3M6tecyOfqPV11ghhvwhGgqZAHKpAH96pxG3VOXgzpsKUNsyiE0rs5CYwEVt8xC7dV2er8b5wXFsXxs9IswY2oVaKTauyGKjMjcsWxgUpWlpaUGqBPjZo6uCXieuDaaL1iUrRbjzxgL88e2GqNIbJnK1MEWKTK2MdapXlGpR2zzEtsR9aGsJJh0Xu5UFju8gWUeeBg9sLsZfP2iJultx7yYdvmgZYhsplOaq439WpmkRDZBW/moSLSL8Za6xVJcMQ+8YhkYnMWiahHnMjpVlqUjk86CSJ6LJYMbv/TKehs5hcDi+xeFnZ/qi1k+OhEIqwNGzfdOWaotW3ae+3bcYdTjDG3kE7tKV5KiwdU0OvtAPXfaABDnHBEGEEW+JIeCiwfNFpLzITJXNaMIuzVPj5Q9aUVWePq38IZR1ixfgz3sb2QoCjAPjcrmxY10OTBY7FiQvQH2HkXVmeFxOxEjg5tXZKMpWsYY2MCoTrclErOYTxNwmWrRuaVEKuBwOquuCpRTREuQCnc5kpQjDo3bUtRvZ93e/14zt63LxrdvK8T/vNERs6+z2eFHXbkRj53DMKPVzr9cF3dNMWkQvKUrBKx+0Rn2ftPJzg9mwKcw1JKIEpKqlcLndPrkMD3C5gUn7FI7V9+NYfX/U8RSrfnIolSVavHSgZdrjoi3QRq0OFOeokKYRY2zCGbWxiHncgR9vLMR9Nxdd9oAEOcfEVWf79/fGfey+X++4jHdCMMRbYggINniNnSMoy1OHlVGLRmWpFjanC0/srMC5gXHUtgxCLRcif6Eiri1mYSI/QL920YHZuiYHImEiirNV+M+XT+OhrSXQnzdHlFqU5qixcUUmdNmqOL4ZYj4RKVp3svECfvnyaezaWIiGCN0gQ2E0wNF06G6PF+982gm1XID7by6GzTkF55Qn4vgOHJury9OwZU0OEvgcPLO7NmJULrBFdKxnJUUlwpLCZBw80R2XrpWYXwQ63AIAElECpKKEoB07IHw8TVc/GfCVa0tVi6eNGgPRq/sopAKkacT4w5sNbMe+SLp4tVwIkZB/RXY3SFxEEEQYTImheKgo0LDZ+UwnPY/X57zGIkUpAhccPP92Izp6Ldj9XjO8XsDhdOPtTzvx+O3lUa+RrBTh8dvL8dzrZ8OvGxABy89QQqMQYvd7zagqT8d9N+tQlqvGwhQpirNVKM9XQyUXQpEkjOtvJeYnfJ4vysbn8ZDnHzOMkxCLZKUIIgEf991chKry9Kil/5KVIqjlIjz72hn85d0myCR8PLC5OOr1VXIhVpSkwjE1he7+Majk0cfn/moDdt6QH/VaKSoRvnd3GQoylHj6ibX4pwcrscjfbGdRgQY/frASTz+xFtnp8ph/KzG/yMtQ4EBNV5hd7Oq34NEdZUhWirC/2oDta3Njjq3v3rMUPA43rmclWkOlJUUpOH/BCqfLg4bOYdQ0DKChczjs2Csp+6HIMUEQEYmnxFAkg7e/2oDHbi+LnSEd0O3I7fFizOqEWiEM2rZu6hzGt+9aDLvTFVQr+fplCyES8PGLl2qDosaAz1j/NCSzm9GWRtKNfnK6Bz9+aAVFzAgWZsw8s/tkWGQtkBSVCA9vKYFl0onEBC4+ONEd1THeeUM+TGN2pGkkUMuF0MjF+N2bdayUKJKE4pWDrVhZmob91Qb86MHleH5v5LrfKrkQUy4P1lT4Mv4Dr3XL6mykyAGv0wIgfVZ0rcT8ICdNju/duxS/+ttpmCz2ILv4q5dP444bC6BKEqD6bL8vh4PPRW3LIMz+jnobVmSiLE8DrUoMl9uNf1auwDO7T0bV8EdrqJSsFGFRnga/2XM65v1eadkPx+udPhT+Veb06dPeZcuWXe3bmJH0YD5zOWUVLS0+zVRxcfF0h3Iu203EyZUal139lphJS4Fdlxi0KhF+/NAKSER8XBiZhKHPEpAhLUBVRToGTZNB9Vx5XA6+c9ci7DmkD6skkcjn4o4b8lGaq8bplkFIJQkoyFDi3MDYxWL3SUJsXpkFXYBmOJBB0+SMMsGnYwZj5Uoy78bl1fyeB02T6OwZxdDoJKZcHnzROsTW4d5a5Rs7ANBsGITby8WgyQZuhK6RXi9QVZ6GhVppkENq6BvFv71wknVMZOIEjE/6aiSr5MKgZ6siX4PKYp8EKbAe+KLCZIxZndhfbWD19CU5aixIlmDH+jws1MrmylidN2Nzjnyfs0bXgAUdPaM4XNvDtpJev3QBTGMOvHW4HbosFWTiBEzYXYDXi1S1BJUlWuQuUIRFiyPZ2ZsqMzEwPIHXPgovHZiiEuGp+5dDl6WKOdcwsp/LsLsRdVxS5JggiKjEKjGUliJBd58JpbkqmMYcER1OmViAT073oDRHDQ+8aDtnxp/2NkZspvD2p534+aOr0d4zig9PnAuLpP3s+RPQKISskazI12Djiix4vd5pdWgUMSNmCjNmmGSmW9flwOVG2NgxDdohEApRnLUA5wbGMDE5BZfHCz6Xg2xtEnIDnofARCutSoJNK33jt759GOcHx6GQCtimCYGLTtOYHS3dJnQPWPDTr6+CMslXcm3E4kBHzyi6ByxUUpC4JHLS5MhJk2NFSSr2HNTj/IXxoOo/gWOTscUvvd+CX35nXdi1otnZQdMkslKTcKDGANOYAyq5EFtWZ/t3J33j9FLK2V1OyDkmCCImsRxL+2g/vrF5AbSpCyM6nIJELoyjNnxc2zvt5yhlAmjVYixIkaE0V4N+oxWnmi+guq4fSpkAT92/PMhI8nk8SMUzc3CpugQxU0KTmSLhsNuRmyPDghQZVpSlxrUAEyRy0dBhRJPBFLFEXCAKqQBbqnKQqpEEOQm06CNmC4mIj57BMbY5TqzyhYsKNDHrYYfaWWacpiU54PFykZ21MOI4nUvjmZxjgiDiIppj6bDbIRElRD1nS1UO6jumr1wRmGzha8AgQmmeCvfSpE9cQ8S7AAt8NiKViAtk29ocLCpM/tKfSRDRiGSro5UvvNTEOIfdzn7WdPdytcczVasgCOKywiT2xSJaskVgFQGCmG/E/2wor9AdEV9lvoytnm+Qc0wQxGWFyf6PZnSpxirxVYWeDWIuQePxIiSrIAjisjPXki0IYq5AzwYxl6Dx6OOacI51Ot2jAJ4CsBDAWQD/qNfrj8dxngxAI4Dv6/X6Ny7vXRIEEYu5lGxBEHMJejaIuQSNx2tAVqHT6R4C8AcALwPYCWAUwIc6nS5m+y6/Y7wXQOZlv0mCIOKGdMQEERl6Noi5xFd5PM5p51in03EA/CuAP+r1+n/V6/UHANwKYBjA92Kcdx2AkwAWX5EbJQiCIAiCIOYFc9o5BpAPIAvAu8wLer1+CsB7ADbHOO8dAA3THEMQBEEQBEEQQcx1zXGh/9+OkNcNAPJ0Oh1Pr9e7I5y3Tq/XN+p0uuzZuAmmXSRx9bmcv4XNZovrM+ZK29C5MC7j/c7mG3Px756P43Iufs+hzPV7nAv3N5/G5lz4Pq9V5tp3F2tczvXIcZL/3/GQ18fhu3dJpJP0en3j5bwpgiAIgiAIYn4y1yPHHP+/3ijve67ETcyNVW/b1b6BOcHl/C2Y1ezc+L2nZy7c57X2nc0WX9W/Ox5m8zu5Fr7nuX6Pc/3+riSz8R3Q93npXEvf3VyPHFv8/8pCXpcBcOv1eusVvh+CIAiCIAhiHjPXneN2/7+5Ia/ngkKpBEEQBEEQxCwz12UV7QB6ANwG4CAA6HS6BABb4atYQXzF2P79vXEfu+/XOy7jnRAEQRAEMR+Z086xXq/36nS6ZwD8t06nMwM4BuA7ADQAfgsAOp0uD0CyXq8/cfXulCAIgiAIgpgPzGnnGAD0ev3vdDqdCMD/gq/xx1kAN+v1eoP/kJ8CeAgXk/euGWYSBSUIgiAIgiAuP3PeOQYAvV7/awC/jvLewwAejvJeN65Bp5kgCIIgCIK4Osz1hDyCIAiCIAiCuGJcE5HjawmSSswdKHmPIAiCIIiZwvF6o/XXIADg9OnT9AURYSxbtuyqynVoXBKRoHFJzFVobBJzkWjjkpxjgiAIgiAIgvBDmmOCIAiCIAiC8EPOMUEQBEEQBEH4IeeYIAiCIAiCIPyQc0wQBEEQBEEQfsg5JgiCIAiCIAg/5BwTBEEQBEEQhB9yjgmCIAiCIAjCDznHBEEQBEEQBOGHnGOCIAiCIAiC8EPOMUEQBEEQBEH4IeeYIAiCIAiCIPyQc0wQBEEQBEEQfsg5JgiCIAiCIAg/5BwTBEEQBEEQhB9yjgmCIAiCIAjCDznHBEEQBEEQBOGHnGOCIAiCIAiC8EPOMUEQBEEQBEH4IeeYIAiCIAiCIPyQc0wQBEEQBEEQfsg5JgiCIAiCIAg/5BwTBEEQBEEQhB9yjgmCIAiCIAjCDznHBEEQBEEQBOGHnONpOH36tBfAnP2vpaXF29LSctXvYz78N4Pv8qozV8blV3X8zdG/+6oz2+Nyjn7P19Q9zpH7u+rM1ticI9/nNfnfHPzuokLOMUEQBEEQBEH4IeeYIAiCIAiCIPyQc0wQBEEQBEEQfsg5JgiCIAiCIAg/5BwTBEEQBEEQhB9yjolrDpfbjQnbFFxu99W+FYIgiGkhmzV/EAhFSBCI6bec5/Cv9g0Q8wuX2w2H0wNBIhd8Hm9Wrz1omkR7jxnv13TBNOaAKkmALVW5yM9QQKsSz+pnEQRBRCPQzsWCbNb8gfktDxzrhXncAVVST9y/5eWcF4nLAznHxKxwuSeBrn4Lnn7hcwyabOxrvUNW1HeMQKsS4SePrEROuvxLfw5BEEQ0Itm5m5YtQLo6IexYslnzh0v9LWlxdO1CzjHxpbkUwzGTlfSgaTLs+sHv2/D0C5/j6SfWksEhCGLWCLRTPYPWqHYuRSXC//eIjLVzZLPmD/H+lv/66Gpo1WJ2PqPF0bUNOcfEl2KmkwCzkj508hxKc9RQJQmRqZVBLhNGnSQ6esxRrx/4OR09ozTRfAXZ/v29cR+779c7LuOdEHOFL7uNHRjxG7U6seumAjQYRqBVSTA8aofbE9xcayjEzpHNmj/E+1vWNAygvsOIzatykJ4swTO7T0KrkiBvoQLWySk0GUbYcRNrcUQSjLkBOcdERGI9oIHvdc5gEpi0T+E//3oKd96kw4qSNFSf7cOo1QGFVIB1SxYgb6EcukxV2GcdqOmK657fP96FlWVaMigE8RVlNraxu/otrGNTVZEOh9ON90+cw+i4A3KpAHdvKMSk3YX91YYgJ5mxcwppAt4jmzUvmMn880XrEDgcDn675zS+e+9SXLc0A/Udwzh/YRwKqQAPbysBAPz1QAucLo9/vJghFSVAkMjFiMVBEow5BDnHRBCxJhcAYe8tK9Jix/q8sIkilAM1XUiWC/GNHeV47o06GM3BW00t3SZUVaTh9uuAnAVydrJwOD0wjTnYY3lcDkpz1ZCKE8JW4yMWOxxOD/gimmgI4qvGl9nGZhb8k3YXTjT24/plGVDLRfj7IX2YrWoyjCBZKcJDW0uw+71m1v7wuBw0d4+Ax+UgWSECj8uJaRMBsllzndD5JxLMnJShlSJJnIgbKxfiL/uawsZNo3/c/OD+ZWjuMuHAsS40GUZgHJ2ERiHGC/ubMEQSjDkDOccES7TJpclgwqO3leGtTzoiPryRJopA+DwOyvM1KMpS4tnXzgYZDT6Pg61rciEW8lHfMYzf7DkDpUyAzauzkbtAjmSFEBqFEBdGJoKOO39hPCyKo5YLp80eJwhi/nGpGt/QYIBSJsDiwhRoFCLsOdgaZKsCMZpt2FdtwLa1uXjvmO9fpUyAUy2D+KJ1CIoYEeZAyGbNbQSJXKiSBOgdsoa9Fzp31bUPQyETYAmff8MdvwAAIABJREFUh6ry9Ii/u9Fsw/N7G7GhMhM/uH8Z9lV3IUkqCHOmAyF9+tWBnON5ykx1S7Eml21rc/HmkY5pJ4rt63Jh6LMERXUB4MEtJfjwRDeSJIlB1+BxOXhwSwn2VRvCVtkNnT6n+1u3leO29XnYvCoHf97XGDOKo1WKaXuSIL6CXIrGN1owoKFzBClKEbatzY264Ad8dk8tF+InD6/A79+qx1CUSGGswMEtq3MAABO2KdKYzkH4PB62VOWgvmMk6PVYc1djZ+zf3Wi2gcMBXtjXhHtvLsKFkYmocysD6dOvPLRknWcMmiZRXdeHf/njcfzg2c/wv/94HNV1fRg0TcY8L9rkwuNyIBHxp314jWYb0jQSeAGcvzAOt8eLuzcU4sldS3CgpgvLirU4eqYv6Jxta3PDjEvoNf/nnQZM2F34S4hjHHrcvmoD0lIk7GtUdJ8gvhrMNC/B5XZPG2keCogMx+JUyyA+ru0JcowDMca4TopKBLGIz9rqf/Hb6r6hcbJbV5HQuSM/QwmtShR0TDxzV6zxU98+DI1CDK/Hi/qO4bjuixm7xJWBIsfziKiREH+poafuXw5dlirsvFiTS2muGnXt4Q9vJO3v0TN94HA46B2yslFdJgLjdrsxag3WDsfrdFttUxix2Kc9rnfQCqkwEW3nTTgQoIveWpWLgkwlxEI+RWcIYp4Rjy6UgdH4xhNpNpptkIj4EbXDgTpTqSgxpr448DqAz6amJ0uwpDAZ//bnz+F0eQAEy9Tu3aSDRJCAPErGumLEyrf5ySMr2bl1JnNXtPEzanUgUytD37AVKUoRqirSwnJoQhmx2NHUaUKqRkJj4gpAzvE8YdpIiMmGX/y1Fj9+qBIFGcqg92JNLlJxAs5fGGf/P5/Hwba1ucjUSjEwMokRiw3jk1O4e0MhuFwOegbGsahAg6JMFcAF9OfMOFDThYe2lEAhvajdKstToz6C0x2Jo2f6UJKjRkNn7OMPHOtCc9cIZOJE5KQroD/XhWVFWnRfGMO71QZYrJQBTBDzjVi60FDUciH4PMQdaa5vHw6yPaE604bOESzK1+DJuxdjwu7Ci/ub4HR5kMjnYnNVNuTSRFisTujPmfH4HeWYtLtwqmUQjZ0j6B204oEtxQAuVjDgcTlIU0ugP2dGVmoSdv/PMfzTQysoGesyE08y59NPrEVrtwltPeaIAaNI1LcPY+uaHAxbbEHOr0IqQFmeBh6vF80GE0atvkoouzYWQipKRHPXMMYmLh7P43KwpDAZ9R3DOHiyG3feWMiOCSr9dnkg53ieEG8k5EybEUkSQZBjGDi5MBGRJEkiNAoRSrJVeLfagN4hKwQJXPzjfcvQO2TFx7W9sPgf6Ip8DRxON9I0YiQXp+CjU+dxrKEfcqkAK0q0SFZkggMv1i9dgNZzJmxdk4vc9CS8frg9rr9t1OrADcsXgsNBzJX1qNUBk8WO/dVdSFWL8cMHluN/3m4I04RRBjBBzB+i6UIjsXFFFnqHrHFHmpkIHxCsMzWP2YOc5DNtRsilAjx6exlSVRIMDE/gszMXS1Vet3QhJEI+nn+nMShS3GgYQapajJ89tgpOpwemMRuOfNGHJsMI+oxW3FKVg9ZuE8TCBFrMXybiSeZ8ZvdJ/ON9y1DbcgGLCpLxRetQXNcetTogSOCFJZBnpcnw2kdtuDDikzvyeRwsK9LC6wWO1fezc+s9GwuRopJgcGQC9Z3DbDnBU82DcLk9GDJNBu2SUuBn9iDneB4gEIpw4JP4IiFnWoegy1AGPTx8Hg+bV2VjVVk6pCI+PF7APG6HXCLAX/Y34cblGWjpMuG79y7Dn94NT4pr7TbhsdvK8frh9rBqFkzC3M4b8pGZKsOjt5XhjcMd6Oq3QC6NL9qjkArQO2hldczRMsAVUgHGJ6cAACtL08Ic40AoA5gg5g+MLjRWgCBFJYJIwMfHtT1x2x6lzBfh+7zpAqszNVnseGhreDLWwPAEVpamhlXkCUzOe+rB5fjlS7VwujxsFFoi5OOVD/Ws41ORr2FtHJPclaL02SiyVbPPdIElPo+DezYVoW/IimSlGKYxe9AuaCwUUgFaz5mDpIbJShFKc8vYMRItuY8ZTy9/0BIxEf2DE93YvjYXTQYT3B4vBX5mGUrImwd4vJwZRUIaOo1Bwv7O3lE4XR6caBqAzenG3z5sxei4E3sO6XFhZBITNhd2bSxETX0fCjIUqMjXsPo5wJec8MaRYMc4EKPZhjePdKChYwSj404YzTY0GUawqEAT1z1XFGjw2RlfNGXPQT1qGvrx0NaSoHtgjmvuGolbE8ZkABMEce3icrshFSXgnx9eEZY4xZCiEuGO6/Px7y+exIFj3XHbnhWlqdCfM+GR7SWQin02JVoyVlwJxm834Nt3LWYdopqGfrxyUO+TWfidnlAbZzTb8Nybdfj41Hl09Vtm9uUQMZkumVOQwMVTD1TCaLbh4MnzON4wgLPtw1i3eEFc12fmpECYcm5Mst5MxhOPy0FFvgZVFWlIU0twoKYrLOmPCfxMl4RPxIYix/MALscLZZyaO4VUgCGzDQ6nByM2B/qMVvz3675Ix471eXjjcDtMFjvrXPJ5HPC4gDJJiLr2YXa7h4ngvl/TFXdyAocDcDhgExQmbC4kK0Uxz01WijBpdwEAKvI1bAIgYxT2ftbJHjdhc8Ht8aIiXxO3JuxADXWoIohrkdAEKo1CiO/ctRgWqxOHTp7DiMUOZZIQ6xenY2TMgeffaWR3m+K1PXanG8MWOzKdHmSlJmFpUQqSFcKw82aSpGV3unDr+virHez9rJO1n8/sPomff2sN1HIBqzMFQJrTSyRWvg2Py8H37l2G5/eGS/Ny0+VxjR9mTgqFSdZL5HMjjpvQ8RSqdWdkGjcsy0CGVopEPpeV6wBU+m02IOd4HuCw27BldQ4a4tDcVRRooD9nxqBpAicaB/DRqR4YzcEZuIxzGauWI7M99PjOCnxyujeu+6xvH0Z2ehKb4LK/2hBxe5KBydoWJfCQsqMMx+r6IxoFuUyA7f6apEB4EmEsTGN2GM12pGkk0x9MEMQVRyAUBdUBdrnd6Buy4rWP23CsboB1Ppgas7s2FuBrNxfj41PncWFkAqNWB/5+UB90zXhsz/aAOsdM5Z1v37UYbx4Jz5WIVtUnEkfP9OGejYV4+5POmMeFVjuobx+GWi5GfYcRx+r6UJStRiKfi1MtgxgdJ83ppRArmXP7utyoJURnMn6iUd8+jM2rsyOOm8DxFO88/NzrdUGOOLUm/3KQczxPKMhUIkUliiptAC6uZG+7Lg+/eOkUrl+WwT5sgQ9jkiQB3QPjcW0T7jmox6aVWXHVahy1OuD1AjJxAgDA7fFi93vN2LY2FxIRH/Xtw74EFpkA6xYtwKBpAhO2Kew5GL2F6//+5iq4PR68daSDfd86OTUjPfOQaZKcY4KYYwyaJtE/LsDHR3oxNmHAhspMiEUJ+OR0D8x+fe6uDYUQCfnQnzNjfNKJ5cVaTNin8J9/q4XRbMPigsi7SIzteXhbCTweL041D7LJcxUFGkzYXGENHIbMNvz362d99i7kmjNZkI9aHRgyx7flHVgtg0kOPHyqB5tXZ2H3gXAtKmlOZ0asJh/KJEHU+tWBc1d2mgwf1/ZgdNw3dy3VpcBidcZsIAP4xoFSJoAlpMRpaa4aiwo1OFLrCzrFOw8H7qQC1Jr8y0Ka43mCViXGU/cvR7IysuaOWcmebr0Ai9UJjUIcNGn45ApO7Fifh6W6FGiUIqjkgri2CRMTuOBxOUF6qFBdMuBzRDkcsElzjCEYsUxC5u9Jv6osDckKEY7V9yNZKcaE3QVTlBrHRrMN/+fVM2g/P4oMrQxP3r0Yj91WjvbzZqwo1cb1vVUUaPDmJ+1UXJ0g5hBd/Rb85PfV+K9XG9DcZcJNlZl4t9qA//vaWTQE6HNfOajHu0cNKM/XwAvAOeVBplYGk8UOHpeDTauyMToevm3O2B6ny42ewTEIE7l44JZicDgcvHqoDXs/64y6Hc7Yu0CYBXk8KKSCGeWIMMEEJuF41OpAU+cI0tSSiLaWNKczI1KTj9JcNU41D8Y8z+3xYn+1Ad0XxvDojjIsKkhGbrocZ9qMUcdP4By5pDAZWqUIcqkAfB4HO9bn4e4NhXB7vOgbskIhFVxSTWUGhVQA/TkTjYNLhCLH8whdlgo/fqgSZ9qMONM6FBYJef94F3769ZX4w1v1kIoTcf7CODtJZKUm4cblGdj9XjPyFsqxfW3OtNt+DLUtQ/inB5Zh3DaFI1/0hZWtYSpLVBRowOEAnb1mPHZbOSRCPtp7R1HfMQzzuBMV+RpMuTz47EyfbxuxY3ja9qtGsw0ySSLqOoZx1l9O6Rs7ypCmEuO6JQtQXdcfdfXORNKNfg02QRBXn9DSWvFEzt443I6dN+Sjpn4Ah05O4qGtJTCN2XHcX1KS2UUKrBBR3zGMI7W90ChFuG+jDrsPtLAt72NR2zyEb+wow+eNA5CIfDkQrd0m3HlTQVznr1+6AMfqB+L6LgIr8Fy/bCEECTxYJhxwu704P2SNamtJcxo/WpU4qMkHELwTEKnhFYcDVgPcaBhBbvoYugfG0Nptwq6NhWjoGA4oi5qAZIUYqRox7A43TjYP4vyFcYxNOJGZmoQ7bsiD3Z6F+s4RdPVb0NptQms3sGujr3fATGoqB9bkrijQ4Od//hwahZB2Ei4Bco6vUdjC30IRHPaLk0ZOehLEAj50GQo0GobB5/Ew5fYgP0MOhSwBQ6ZJaBQiaBVirChJhdFsQ12HEUfP9qGhcxi3X5+PIdMEirLVESMukTCP2XG2YwTdA2NBZYgY6cNDW0twoKYLGrkIGoUQj2wvxSdf9LHJfWsq0jFpd+G1j9qgkguDnOHQxJRIROvMd88mHbLSkmCxOsNKvwVqwsry1GxiC0EQV5fA0loziZxN2l3wArhhWQYmHS7oMhX41d8MuGdTIXhcDpIkiVhWlIJX/DItxlHWZSrwcW1P0PZ2LMzjdshECXB7vDh/YRwKqQAPbCmGViVGqlrM1q6NRLJSBGEiH6U5KtS1Gaf9rIoCDV491IZkpQgJfB5eer8FT9xRgWd2n4Lb42WdtibDCIbMk0G2k9GcEtOTky7H00+sRUfPKN4/3gVhIg9quRDLirRhSXC7NhYiQ5vE6pEr8jX46FQPFhVo0GQYgVjIxz2bCsHlcFDfMYzugXGMWp2QihMxNuFEa/fF0muNnb7utfds1MHtdkOXpcT1Sxfg/KAVk3YX0jSSuBZcQHBN7sBkwEGTDf/2wuf4+aOroVWLSYMcJ+QcX2OEZmgrZQJsWL4AwgEL+oesOFDTBYvViY2rspCmluLQqfOsFuqmykw4Xb7sXF2WCn/7sDVMs9bSZcKPHlyOD090z0i3e/7COJoMI0EO8e73mlnn9omdFXhxfzNk4kRU5GuQv1CB/f7mIsw5D28rwYv7m7Gv2oDt63Jh6LOwq3WpOHIbTiDYKDAM+XVYVeXpONk0gB8/VIm6dt9klCRNhHXyoqbwltXZERcaBEFcWUJLa80k0e2L1iFwOBzsOaj3JSndXo4d63MhFSXC7fEiOy0Jew7p2QTkB7f4Fu0SER8DwxMzsncHPz+Pxk6f0xJYx/jJuxfjd2/UYSCCg5yiFOFbt5fjFy/V4paqHKSqxUhRioMikszfLBUngMflYNLugkouxOO3l6NrwAKTxY4/vtOAf35kBfTnzGGVCyYdLmxfl4t3Pu1kNadEfGhVYmhVYqws08Lh9EB/3sxWcmLoHbIif6EiKFGPiTJP2FxIVYuRJBHg3c8MQXplxhGOtBM6ZLLh737N8MHPz0Eu9emWM7RSuFweNugzHcwuQ6RkwCGTDY2GEfxxbwM2rcimpM04IOf4GiJai8sG/0O3fW0uWrvNeGBLMd79rDOsIQfzcH7z1jK2mUfollH+Qjn+tLcRIxY7dm0sjGvVykQ3GCKVIeroGUXfkJXN/A50htkI8VED/tc9S9Ddb0F6shQdvaOs4U/k8/Dw1hK86Dcqge1ZhQl81EboWGQ025CqFuOG5Rl4+9NOWBiZSf7FGqcpKhGMozb84NnP2IWGyjRJhuMqs/37e6/2LRBXgdDSWjNNdGMWySaLHcZRG6rr+zFk8tm5tYvSMTJqR0W+BusWpaO+cxhalS/3gtkOvxR7x2A02/Dsa2fx8NYSTNin8NkXfUHSNq8XmLBPgc/jgMMB7rg+H5+e8cnQVElCfP++pRidcLJVeRQyAcpyNXjglmJUn+1HZWkqtq3NgUYhwu/eqAtzvhi7+uiOMhw41gW1XEg7YpcAn8dDj9mK50IcYyDyTgajN99fbcBTDywPa5QVSLSd0CF/ib+B4Ymg3/Kb28uwdlF6XOOyskQLp8uN3El5RBniJ6d7cUtVNj440Y3UdjFuXZeHjJCgEnERco6vEaZrcck8dN+5azFe/qAlapatZdwB4+gkzGN27FifF7RlpEwSIlUtYc+NtxZokiQRpbnqoNbOkcoQBeqhGGf4yV1L8OyrZ+D2eDFi8W1XVtf1B93/wPAEeFwO0jQSfP++pb4ayXYXqs9enHzWLl6A65cuxHOvnw2q93isrh8cDoc1LoFRnkdvK8OUy8M66MxCg7K9CeLqEFpaa6aVZxh97ra1uXjzSAdruxYV+PIZ7t5QiPqOYew9aoBcKsCmFZl4/XD7jOquM9vVkbSoRrMNfUYrPv2iF1vX5mJ03A4OOGjuMqGhYxgPbi3GD+9fjt+/Xc8GL3hcDjatzMIL/p02BnbbXenbdv/7IT2SJIlIkgiwujw9YpdQpsHEA7cUI1lJW+iXSkfPaMQ5NNJORpNhBLs2FqK124RzF8ZmlDwX+PtFmiP/vK8R37q9PK5KVFwOB38/2BY1x2bU6oAwkYelRclwOD34/Vv1uHllFoqyVRQMigAtK68RpmtxCfiiJY4pd8SHWpDAxWO3leNHDy7HkNmGh7b6ujPtOahHk8GX/c0B8OmZPvac/dUGbF+bG7UCBmO0D9R0s62dd6zPYzNmmYcdCM66Zhgy2zA8asPD23ydoLatzcXv3qpn7z80g7fJMIL3T5xDYgIPPA7A43EwMDyBRsMI/vBWPV7+oAVPPbgcifyLwzrS5wIXu/aNWOxhxoSyvQni6sCU1mKYaSdN/TkTFhVokLsgCWlqCVtFZ/OqbOyrNgTZuybDCNtKGpje3qWqxXhoSzHM4zY8dls5dm0sZHXHgfavsXMEqiQRBAlc2B0uHG8cYB1zDjg4cro3yNGZLuFwyGzDnkN6LClMQWPnCP76fkvULqGAz7bxeBzkZyji+t6IYBzOKRyu7Yn4nlScEKZNZxZWVRVpM06eCyTaHGmZcGDn9QVB4zKw6sW6xel4bEcZRsYiV3ViUEgFONvuy0M6+Pk5rCjR4qNT5/HG4Tb0DMa3O/NVgiLHVxk2sS5Gd6PpWlwylOaq8ekXwQ05BAlc3H9LMf4fe+8d3tZ5pnn/QIAoBAgSYCclSmyCWNV7sy1Ztrq7HVuusdcpk+xkU2Zns/NNdieZspNsJrMpjh3HJY6rbKvZsiRLttVldXaIYpHYCwpBkChE+f4AD4RKgk5kSzbu68rlCDg45wB8z/s+7/Pcz30nyRP56MxVLcYUpYylIdmH0BKmoOW4aUUhGrXMpwU65ECTLGf2jAwsw05+u+2q8Hgo3ziwzBmY1QnEOX0fqckyNq3wdf5G85sPdAjaebjFR5FI9umcDo81AAbas/7ytbNh142U6UmSR+Yyx7u944jji4EgrdVrtOH2eFHIJBNmdLPTksjSKrn7lhJqLg3w1oEmUpNlPLK+FI1azgu76yJ+Xsj6CVWvSNrHaWo5G5YXYLQ42HP8MoNWB4ZBR9TeiXtuKaHukoG2LgtTMpOZnqPmSq/V33D88O2lHK3u8mefJyvVFdqovPtIS9i8dqK2h3VLpwM+ExWPV4TL7Y5nkmPAsM2FOUpzZrRKxu4jLXz/oXm8urcxpmtE6pNJVckYtruCnGDrWgx8dKYTmUTEw+tKcXs8DA2P4nJ7ONvY56fftHZZkMskQVTFUFSVpHPkQheLy7NZPiuX94+2sn5ZAa1dg3x0pp2KwjTyMpPja94Y4sHxF4TQxrrx3I3Gs7gMRGBwKxH7MrFlBVqe21EbsVwX2hxgHRlFo5ajVctRJSVis7uYlqNGIZNwuqGPjFQFpdO15GWoaOu2RC3rCZN2c4fZH5hG4+mZrQ7USin52SoOnLoa2AdmU8ZzCAr9HoI9q2CnWVWSztsHm8IoJIL8kVwqoaIo3d+sF4i4w1AccXz+CJXW0l82cc8tJWw72BQxiMxOS+LJLRX8/t1wm1+BlrAxwO0uEKF0CrfHy4u763lg7QxEIhHTs9XMK82MOIeGJgPcHi8mix3TkJ2K4jQ+OdfJuTF5ybm6TH70yHx+8coZ/vRBg59zOpmGw0hl9+y0JO6/dQYXmoLntYQEEf0mO82dZt4/2oFpyIFW3R530IsBSoWE1ChUnsDNVCDcHi8HT10mNXnyFCDwJbHuuqWYzj4rJ2t7wv6W5QVaaloGSFXKx10H77652N+QGYjstCRUCimLyrNp7baQnCTlW/fMotswTK/RxsUrZhovm1gzfyrDNjX52clf+XUvHhx/AYjWWBfqbiRklSViolpcBsI6MkpqsozugWEeWV/GiGM0bFIPhBDIblpRyOVuC0sqcxCJRHx8toOOPitbVhbxxn59RJrGePrDQpZj1ox0Xt/nkyFSyCIPNU2yjGHbKN0DIwxaHYgTRFQUpVGYp6a1y9edHYvOaWCTw9ELXTy6sYwrPUMkJ0nZuq6UnYejW28+fHsptc0DYd8j7jAURxxfDARprbqWfi61D3Kyroen76ikpWvwqpPmWKNbllYZFhgHom9sfnjqjgqOVXcH9UZAsBWwyWJnw7JC8tJVHDjVzpqF+fz5g4YJ556n7qjgeE0380uzxp1rvvfgPH7+yml/FvizNhwKiNRTIVwrS5vEr14/F2SvHXfQmxgyaSK3zJ9KbYQmOLfHS5ZWGbGSkZeVjDZZ7lcxGQ9CskhIYpUXpvG7t6ujjptsbRJTM5N5YXf9uGPx7Y8u8cQYTdHt8SIRi7hvTQmFuanor5gwDNpovGyiojCNulYjM6dpae00c+ui6STJJez79AqDY859G5Z9tTdSNwTnWKfTPaXT6Zp0Op1Np9Md1+l0SyY4fpdOp/NG+J/q87rnaJiosc4w6BOu//hsB//47HF+8J+H+Kc/fsrKOVMmPHddi4Gb501h88pC3j/WSoJIFFO5Liddyap5edQ0D3DuYh/iBBFzdZm8HhAYh7rfGQft/oA0EqqbBlDKpWhT5NxzSwmf1veGcZIB5pdmgUiEacjO2kXTuH+MX/zWgSY8Hi/33zoD3bTUqC55gd9DqZBwx6oiZs/I4HiNbxE8Wt2Fc9TD0srcqPw8IZMTini3dxxxfHHI0iYh8rrp6B/m3luKefeTZt7YfxGRSMTmFUWkJsvYdqCJXuPwpHSQQ+cht8fLK3saeOg2Hf/09BKMFhv/783zPLWlggGzLWpzc6RzC3ONVJIQ5hbab7Lxwq5aNq0opPrSABWFaZN21gulpo3XU/GnPZHntXhPxcQozk+NyD0XJ4joMw1H5KarlVJGXZ6onHUBQlMnwCPry5DLxDy7vcZfJY00bl7d14jVNhrTOO8z2/jJk4tZWJbNPz65GHGCmHc/aeZ4TTe9RhsVhWmM2F18fKadHoOVHz+xiJN13UF8/JpmA//68in+x++O0NJpnuSv9+XAdZ851ul0jwLPAP8bOAV8B9ir0+lm6fX6aETcWcCvgNdDXv/CZ4PxGuvGow9Mz0mZkHenTZGTqpThSYdMTVLM5bojF7pYPX8qRovDt2tUy8lJV4ZxfUMpCSN2V5j+sMDrnZqlIic9iWVVuTz7bg1uj5eaEMc7bYocp8tDsiKRisI0Xt2nD5efGzP0GI9LJaDmkoEUlTSopDSevqSAaN3D65YUfOVLS3HE8UXB5Xaz/1QXhXmpftMgt8dLTfMA9a0GHt1QhkjEZ9ZBfnRDGX/+oIF1SwvIz1LR2T9M9aUBzFYn37lvNh+f7YjZ5lk495/2NJChUfCDrfPYdaQ1ooOdRi3DMuzkqS2V/NtLn/LElnJSVFI/xzTaHBeJmhatlwOiz2sQ76mYCAU5KfzgoXn8/M9ngtbc8sI0zl/0Sf9tWlFITrqSw+c6GRpxkp+ppttg5Wtrdby+L3LFVTCn2v5JM49uKGPPsVZunj81onqUMG5sDhder5dDAc3y4+FUXS944Y5Vhfzy9XNRs9GblvvoF09uqWBJZU5ER9w+o42fvvAp371vNjnpqq/UeLmug2OdTicC/hfwrF6v/19jr+0H9MD3gO9G+EwqMBX4QK/Xn/gcb3dCTNRYNx59ILD0F+l9gVc3YLFz6FwnKSppzOU6k8XOp3U91LUYkIhFrF9awOHzneMG68ID9rVbdVQUpVPXMhAURF9oGuByzxCVRen+ppHARpJ718wgSSbhdEMvC8uzwwLjQPSNyb5F4lIFfY8he8QsCkTXlxQQyufL0iri3d5xxPEFwuH0MDjsRKmQ0No1GNQIJTTPfePOSnYcbonpfIG0hH6Tjb0n2vjxE4toumLmwOkOv2PnrOJ0EIHX643ZNS/03M/tqGVpZS47Lg2E8ZNPN/ZSVZxOr8nK17dUcOB0O5ZhJ1XF6ayeP5Vhu4sXd9cFSVIGSsgFYuXcPP6wvTbqfYXOa4GI91SMj7KCNP7h677x8dHpdsxWB7ppGo7XdOP2eNn+STN3rCpCq5azdtE0nt1xNfv73fvnMGC2cU7fh3mMpjC/NItRlwd5opjF5dljjaZJ1DQbIq6zPYZhiqekolZKsTtdMTvWmq0OMjRJYYFxIIT1cFlVLp39Vmbma7hjVRG7Dkf5GBNEAAAgAElEQVTuI2rpGuT371bzo4cXfGXoONd1cAwUA9OAncILer1+VKfTvQfcHuUzVWP/rb7G9zZphDbWBaonDNt8LnDRBrOwGGxcXkhehpJD565q/C4oz0KEiNf3NfJfvzaXQasDiVg06eYAIRi+3GPBPORg04qJub6v7ddzzy3FzJuZGVPDnBAgpyilvLCrjnvXlKCUS8bVcARfgJylTYrqkgeQmhw9iyLcb7RMSuDilqVV8D8fX/SV2iXHEcf1Bpk0gTkz0rEMO1ErE5k7M9NvvQu+OfHwha7P1AQlThCxdV0Z/+/NcAc0fyC7vhTTkPMzNVhFmmuEgGTtomlMz1Hz/M5aBsy2oKTC+bEGvie3VNA1MMyuwy1oU+RhjmfgC5i1ajnrlxVETRpE4ikLiPdUTIyCnBQKclJYNScXq82FCGhoM/rHxK7D4cYfbo+X/3zjHI9vKmPj8gLO6fvpGhjm5fcb/AZWP9g6j52HW1ArpRTkpoStnaGJqari9Jj1vjXJMuzO2CgYuRlKjlV3o5uq4Wh1V9Tq6qm6Xu68qZjjNd0kyRO/Emvj9R4czxj776WQ11uAIp1OJ9br9e6Q96oAB/BTnU63BVAA7wHf0ev1PZ/lJhoaGj7Lx8IgkyvQJMvoMQyHURVSVTISJWK2rCyKqAIBvodux6FmqorTeeDWGVjto7x3pI2mK2au9A7xrXtmUXNpgBSVDJFIxILSzJiaA4Tsg5C5npKh4rbF05BKxDE9YKkqGX/YGVkqSTgmNGt79EIXC8uz0eVrePNAUwy/Hhyr6aaqOI1zFyOXUReUZfHye+P/raJlUlJVMp/M0vpSqgpTsA120TDYFfEcpaWlMd3vtcZfa1z+JbDZfH/z6+FeYsFf6z6vx+/9ZRuXosRkpuWkcOBUO4NWB2arkwdvm4ll2OmfI+taDDyyoTSmeW7WjHRqmw0srcqhsiidl98bf8565YNGtqws+syuedVNPl7xhUtX55p+kw1pYgKWEQf9Y3rz0SpzmRoF//3RBdS1GMICFqEs/ocdtTyyvjRq0mA82oVWLaO3pwOHffx+jr8GvixjU5mcyk1zpwSNt0jGH26PlwGznd1HWsnUJJGsTPQbZTldHtRKGeYhBxJxAlJJQpCEaXlhGkurcoJMbKKpZETCyjlT+OhMbBSMQ2c7Wb1wKl39w0EN+qGbLbPVwZmGPpo6zL4eoN7LMZ0/FNfbvDneuLzeg2P12H9D+QFD+JoJlYAl5L0qQDZ2zJ1AIfBT4KBOp5uj1+tjq01cAzjsNm5dkMuCsuzIWdYI0kCBCOTzDttHee9oGzXNA1QVp7NmQT41zQYa2owsn5VLW7cF51hzwESOT0aLg69vLicxMYF9J5ysXJvHWX1fTHw7cYKIHsNITEG0NkXml1gzWx08trEM8MZcLjJZ7Dy4Vkd+dkrYBiJTo8BkcYzLSYbomZRFFdmcbuhjz7E20u+rJOcLb92MI46vLtySFH75Rm14D0LzVev50w29KBWJSCVictKS6DZEbimRiEXcs7oEpUKKy+0z7bAMO7lp3lQ/DzjSvNFjGCFFJZ2Ua14gzFYH96wuYXpu8Hx1uqEP6ZhKwUTmH89ur+HxjWWUTtcGKXQM21xBlbhocpQLyqMnDFbPz/tcAuMvE0QiLyP2q9J/0aT4ZIkJzMhPRSGL3KtT1+yrEHi9Xk419Ab19tS2GBixu4LGRawOjplaBRmpckwTGIIIMFsdyBLFpKXK/UF6bobSv04LEDZZ/SYbv9lWzd9vrcRl+3I36l3vwbEgLxAt4vFEeO3/Aq/p9fqPxv59SKfTNQAngPuAP032Jv6au1551yD/9MeTk8qyhjbFCXzepZU5LCzL4o19epbNysU0aCM1Wca0HDXtvUPUthh4aktFVDk3Ifvw0nv1bF03E4krge8/NI/fb6+hZGpqTHy78sI0Pq3vDXs9kuHGqbpenr6rkis9Vlq7B2loM5KpSZqUPeye45fpMQ4HbSAyNAqevrOSf37xVEznCM2kZGgUDJjt/sXl4JkufvLU4uuei3c9ZGOEDMBf/17CNbH/Gvhr3ee1+943Pv7S36TXOMKPf3ckItVKIhaxtDIX56jH705nGXZy3xodvaYR3vow2D5XnCDiyS0VvPPRpaAGqVgadQE+OH6Zr63V8do+/YRzaChSVTIOfNoeNl8JzVemIXtMSYWOPitZWgW3LJjCJ2c6eWN/8Hc8Vd9LeUFaWHCcqVWQlxF5l5+lVVBelPWVKI8H4i8dm5ZhBx+eamTzikJ2HW6JKMUnThDx9F1VYbJrgZSdb98zi8REMY2XTXT0WcMoFGca+8KuvedYK9+4uyrqWMzUKvjmnVXY7K5JUY0a2oyIEPHE5goUMgkfn+3gh1vnsutIm79BNLAy0m+y0WP2sGL25H/LG2nevN6D48Gx/yYDgRFYMuDW6/Vhf329Xt8INIa8dlKn05nxqVhMOjj+a6Kr3zopNyRgQgOMv31wLrJEMVNuKsY64uSFXXVsWFaAOknKriOtrJydS25GMh+f6cA0ZPfxlMuyyMtU4fV4WVaVi8niwGJ1YnP4dqw5acqYgtbQyWE8dQuxWITBZCM1Wcpjc0vZe/wyA+YRFpZlTap06fZ42TXWoDjq8lCQp+ZKj2XCrHHgOQREWtziXLw44vh8EOoQ6nK76RmwkqVVMmC2hwW6j24oi6gjXNtsIFProyHsOtyC0WJHq5Zzx01FPPN2dVQ5tokadY0WO9pkOStm5SKXScI0lgMzuKEIna+Ea6SqZCTJEmjvG2VpVc6EKhXVlwZYXJFNW5eFssK0sEy02erAE5I/ytQoeGxDGZZhR5jST7yn4rMjQSQiOUnKi7t9zrEzp2nYfaQ1aJ3cuLwwagALjGVfL/Cde2fR1G5mzYL8oPVdWFOFBJNamUhZQTpWm5OPznSwdtE0pJIETjf0YhryqUutmpPHiN3FC+/Vk6qSsWrOlJj1lo9c6CI/M5m2bgu56UoeuLUEiSSB0gItN83No3/Qzog9uDKy90QbSyqzASZ0+L1Rcb0HxwIZtZBg3nEhUVJLOp3uAaBLr9cfCnhNhI9qEZvmzzVCrDbQcJUbW5gXTtYPhHHQzidnO5g/M4tpuWo6+630GEZ4bW8jP/vmMobto1QWZ/DMO9VkpCaRn5XM0MiovzkgQ6PgW3dVsf1wC2sXTmXPcR+XKFaO07Bt1L9LjaZuEdh1W91iwDzk4HRDHwvLsshIVaBKSpx06bLfZEOVlEiiOIF/ffEU65YWTFxy0iiQSyXkpCvRJMuoLI68uMX1jeOI49oi0CF00OpkzYJ8khSJfHymHdOQI0z+zO3x+hqED49DQzDaeG5HDd+6qwqFPJGmdhPtPUMx6RRHa9RNVcn48NQVbpo3hV+8coYZ+Rq+eXcVe461hWVwAxFpvlIqJMgSE1i/bDr9JjstnYOYo3zXQJiHHAxaneSkq+g1jnCyrptv3zuLZ96uxunyoEmW43C6mZKp8gftHi9YbaMcudDFrOIMfvDQPD44eZm1C/LRTdfGA+PPCLlM7E/mbP+kGakkgYfWzfQbhkzGDryzf5iqkjQ8nmA/ApvdxdpF07A5XFRfGqCtewjTkE/NpDA3hdf36QGfmkZ5QRqLK7P5lxdP+WkQVxiiIHdi6dcMjQKbw8WaBfl4vV4+re+ltsVAe5+VVXPykIgT+OhsJ7NLMphVks7e423YnL4WL8OgndpmA28duDihw++NihshOG4H7gD2Aeh0ukRgA74mu0j4JqDW6XTz9Hq9QLtYj68x71CUz3wuiNUGGnzZgGnZyVEftNAM7VsHm9Aky1hWlcuTmyvI1Choajfz+IYy/nOsI7snAiev32Tjt+9Us/X2Uo5Wd/v5v7FynFJVMgrzUqhtNkTk0MUiB3fPLcV8664qfvtOdcRrRStdHjzVTmqyjK3rSnllTwNb15VG3UhkaBRsWlHI6YY+7l1dQnPHIHUtxog8vbi+cRxxXDsEOoT6s8HjzA+PbijjlT0NZGmTJgx0DWY7iET8/M9nyElTxlRNguiNukL2V3/FxHfvn0O/2cav3zzPuqUF6K+Yos41T2yq4OevnA56vbbZwLfvnT1uuT0SxSNVJaOxzURN8wCZY/PYmx9e5G8fmIP+ipnc9CSO1fT4Ex9C0J6hUbC0Mpc/7WkgU6Pw0UP2N/KjhxfE9JvEEQ6JWMy0bJV/XXS6PBgHHWRqFPSNw0GOhKMXurh3TTFvHbia9xMniJg7M5Ndh1vCaEChY6SmeYCa5gHOXuxj3dKCoMrHRNKvGRoFm1f4DGLGu5aw7mpT5Pz9Yws5q+9j1+EWUlUy3vywiZrmQGdGI8tm5XDf6hnkZapu+DX0ug6O9Xq9V6fT/Svwa51OZwKOAn8DpAO/BNDpdEVARoCm8T8De4BXdDrdC/gUL/4JeFuv1x/7vL9DIGTSBDQxcoE0ajmlBVqO1/gENgI5vCN2F/NmZkYsL9Y0G8hJS+KpOyrZcaiZzSuLYtrF2p0u7E53EJUilgds5dw8WjotZKclRQzkY7F+3nbwErcuzOexDWUYLXZO1vbEVLo0Wx2olVJ2HWlh/bICzur7uPvmYhyjbk7V9YadQygtut2+RkWlPHz4Z8b1jeOI45qh1zjCT1846ecTx2oN//imco5WR1aPCcTG5YX8ZtsF+k02Sqam/kXWzIHZ336TjRHHKBKxiG7DiF9WU6mITLXo6AvtE4fK4nReicGK+nsPzqW9e4jGK0Zqmw0sLM/ipbGmuj6TjZ2HW1hamUvngBXzkJ0Vs3M4Vd/DybqeoDkyMCPeZ7Lx6j49Sytz+dkLJ/nZN5d/aTJ8nzeUUjd331zsV5PYc6yV//H4Qn6z7cKk7cBbOgaDGtI3Li8MW9cDEYkGFKnyESj9OjVLxSdnO4MplRkqRhwuXt3bGDPl6NdvnWf1gny+fe8sbI5RTtX73HRFIoISdf/68ukvhf30dR0cA+j1+t/qdDoF8F/xGX+cB27T6/WC8vs/AI8y1ryn1+v36nS6zcD/B2zHx1v+49hxXygkYjE3z5vq322FIjAAvmnuFFSKRPafvBLmnLN20bRxF5RFFTn87p1qllTmcDhGV53D5zopyktBmZTop1IEPmChi8BN86YgSxTT0Gpk9oxM5szI4IXdwZndyZSYAIZGnGjVMqbnqjEO2oOyIJGQmizD7hhlaWUu2WlKmtrN7D7SikYt5+b5U1DIEhHh5Wh1N5Zhp/9zZquD0ulaGi+bgs6XqVXwvfsqbtiHOY44rnfUtxr8gfFk5ge1Sjqhqk3o+QRr5s+iUxypWtXWZaG12xf0CrKa4gQRZQVpYVnbisK0oEy0OEGEVJIwoZ57v8mGwWzjeF03aqWUp+6oJD9LFXbMlEwVNucohkE7//H6eTTJMu5fM4PhEGpGYEZcCKIGzPa4O95fAK9ziIKcNJ6+s5LL3UOYh+y8+0kzT24pZ9g2isUauza2acjpH6OTeR5Cg+FIlY9A6dclFdnUthiCKJWCcVg0znzotfpMNrRqGW8fbOLxTeXM1WVSXqhlSqaaP+6qjZioy9Iq+PHji25I45DrPjgG0Ov1vwB+EeW9x4DHQl7bDey+5jc2Sbjcbobto2FUhUhNbLsOt7CoPIdHN5bx7Ls19BhGkIzJ/8ik4qid3BuXF5KT5rN+TlFJMU/C4UmtkmIZDr6/SIuARJLg00A229BfNnGitoellblB6hbiBBEblhcw6vJQVZw+bsMJ+B7u6blqnKMudNO07D4yMTd7zoxMpuck89yOWnoMI0Gbi0/OdtJnGuHxjeVc6R1CrZTyyIYyTBYf1694agpNHWamZKpIS5GzfkkBWpUHr3MQyI3pN4sjjjhih8+V7qo+6mRK0I1tRlKTZXQPDIep4AjzSuj5JqMNu6AsiwOn26koTItarfJ4w2UnBTvrUAi0uMDveqohXNVHQODcNWC2oUmWc6Gp399o+PjGcl7YXYc4QcTtS6cjFosomZKKyeJg56EWfzCSoVHw7XtncbaxD8uwE7PVwZQAxQohiIq74/1lkEngF+/WYBi0c/fNJRjMNhpaTZxt7GXzyiI/B3k8VJWks+1AE/esLqGuxUB5YRo1zQaqitMjju9AhAbD45m9GC12pmYn8/yuuqBz9QXoGrd0Dka9ZuC1Dp3r5GtrdbR2DXLgVDuPbyrnD1HUsMBnU36jVipuiOD4ywKH08P+T6+wKaCUOB4nV5jsNi0v9HNqW7vMXOoI1xcUztPUbqKp3ff+oNVJ6iQyJ2ark/ePtkakUgiLQHZaEk9uqeD379YEvd942UiKKtjgpKZ5IKaGE/A93F4vzCrJxDBoj6mZwDLs5Jl3a1g+KxePhzCFjJvnTaW128JcXSbbP2n2LzTfuWc2KWoZ//jkoqBO2+tFmDyOOL6M6OofCtpAT6YEXdts4KHbZlJZlB5RN3b3kXBZrVj7JjI0ChJEIqZkqMatViWIJuc6uqQyhxO1PqpDTroyYpAeKTEyaHWyuCKb6Tlqdh9poc9o44PjrfzD1xfRYxjhyPlOzjb2kaqSsXJOHj/9xlK2HWzi/MV+n2vpPj1rF02j+tIA995SgkScwLB9lNpmA2arg80rith9tCWuyPMX4HKP1U9HENa+XYdb+N9PL/Gv27E0mDtdHhQyCdlpSSytymHE7uJMY1/E8R04JkOD4fHMXlJVMhpaDREVWQRd45auwajXFMZMfasB05CDuhYDOekqsrRKOnonVt/qNdpuyEpFPDj+HCGTJqBVy4K4sSJEMXHufvTIfIaGnaycM4Xnd9aFHSdw9wL1iT841sbXt1TEtItdMSeP53fU4vZ4eW1vI//41GKGbaOcv9jPhUsDqJOkVJWkk6VVhgXG4MvSPLB2BovKIxucjNdwAr4HWCTy6YrWtxp4fGM5Ow83R+RDBZY8hYXnnY8uBTUchmpKXu6xUN00QJ/Rxv976zz//dEFSMTi+OIQRxyfA1xuN5829ATRHGKlPYgTRGxaXsizO2rCTEEC55Uzjb1h54ulb+Jbd8/ip388OW5lS5wgYlZJOiVTU0kQiSashFWVpPPKB41sXF7IsZouFpRl0dlvDbq3WJqVH91Qxmt7G3l8U7mfSx14XG3AHDdzugbryNhGQZFIZVEaH5y4zKDVQeoY7UIuk1DbPMCdq4riijyfEXKVlv0fXXV1FSoUjW1GmjsGeevDixOOuUDKTtMVM0/fURnWkD7euhkaDEdyaATfGNu8shC706d9vO/EVcUJAYfOdiISiejos0a8ZqpKRvWl/rFnrI/8bDXJykQ2LZ/OzhgqvIC/UnEjIR4cf44wDDpYMXsKB0+3s/tIK2mpClbNzptw52UZc7F5dp+e7Aj6w4FcpUB9YqfLg1wqiWkXK5dKSJSI+P7WBVisTl7Z0+jjFyfL2LyikBSVjF+9dpbNq6I3+BVP0XCitpucNCXGQXvY4hFNU1ScIOKWBVOQiBNo7/VlfsRjFBG70zWhtuihs51kpCZFVeP4zbYLbFpeyMxpWv+OuKndjFopu+F2s3HEcSPC4fRw/uIAy2fl+jOosdIeNi4v5PX9+gkbh9YszEebLA86X7S+CU2ynLkzMxi0OhEngDZFPq4qkFopZfuhlqBKmM3horVrEKUiuBwtZAV7DCNMzVLxt2Wz+bS+h6ri9CDt2dBmxEjGSbuOtPAPTy7ml6+dnVA3d+vtpew72cCjG8o4XtON14v/t/BrQQtqFwcuUlmcEZ//JonWrkHeP9kdRK8RKhRLq3L8TZHRenVWzs3DaHH4A+Oq4nSWVOZw8Ew7xsHIrnaR1s3AYDiSQ2PguN15+Oq4/fqWCjr6rOw67GvZEhx3VQop9a1XN3yBVtJTs5L57bYL6K+Y+OZdVVxo6qOjz4s4QcSi8mwKc1PYdThyRViA4B1wIyEeHH9OCJQvEqBVyzlwun3cz4kTRPy3B+f55dgMg/awBSWQaxe64PzmrfP86JH5YdleYSLOSVdy09w8zjX18vePLeJXb5yLajbyw0cWsO3g1R0zXH0IlXIJb3/UNCGNIpDgL3S5qpVSDp7u8H/2/jUzyElX8sdddXT2WSM2vARiPL6VcE2708WbH15EmyLn0Q1lHKvuIi9dFV8c4ojjc4BMmkCqShpEc4iF9iBOEKFWSmPSKlYnSekesPpltQSE9k2UF6RRVZzGByevIAJauy18485KnttRS6YmyR+cNrYZI8pDBuq2Cy59wpznBZRyCS+ONSd/fKaDJzaXcaaxn3kzs/zfNTChMZ5x0ojdRfeANWrgFPj97U4Xg0MOdh1pYe2iabR2DoYdJ6hdbF5RSPMNWOr+ItFrHOFnL5wkS6sMo9fsPtLC9x+ax6t7ff5j0Ro2/7C9lg3LCvnh1nn0Gkf4tL6XP+9tnJB6GLhualPk/mA4U6vgrpuKeW57LeB7XiqK0rht8XSO13QFnUvICmenJfGjh+dzudvChTHH3dQI1+832chJV5KdluS3lh4acSKTShgy2+g321EqpChkEn64dT7/99UzQZbTgbgRvQPiwfHnAOGh6g1poouFc7dpRSEdfVd5PZEWlMDzhL7vdHn4Py+f5tv3zsbudHHsQheVxekkyRM5VtNFXYuBzn4rN8+bSm2LYdzd66/fOs/aRdOouXS1AzuWsmAojaK6aYCKonTmzcwc97MP3Krjt9suRGx4CcR4fKvAawpNBcLi0dVvpWhKCnKZON6Y8hXBpu/viPnYXb/Ycg3v5KsFiVjM+qUF/PsrZ4JKzhPRHpZW5XDuYriVbiQcvdCFWJzAA7fqeG1/uEOZ2+OlxzjMgrIsfvXGee5ZXUJbt4XOPivDdhf3rp7BR2fa/cHpk1sqMA05gubEWOY8QT8WwDLixOF0s7QyF/0VI5tX+KS6ctKUXGgaiOl807J1VBSlR9RkD8Thc53ctmQ6uw63IJUkYHO4Ih7Xb7Lh8XjpNQ3TY7CSnRbZYjqOYFxqN9FrtDFgtvPIhtKgKoDb42XvibawoDm0YVOcIEKjlvH8rrpJUw+rmwZYUplDZXE6Ry908eBtOuwOF0nyRJ6+qxK7w43L7eGsvo9XowTc4gQR65cW8Ied4eoStRGuf/hcJ6nJMr57/xx+/ucz7D95hYyxzWdVcTojdhcn67q5Y1URP9g6j397+bT/OoFVkPU3oHeA+Cc/+ckXfQ/XNbq7u3+Sm/uXqRecaehh/6fhGWJNshxponjcrMmti6ZyrLo7qPQmTUzgnltmkJAAnX1WUlWyoPNcajdz35oZdPRb/baPpxt8IvG3Lsznz/saOXSukz6TDcuwkz6TjU/reug1jnDfmhlUXxrAG6FCMmJ3Mb80k5qx9zevKOLA6StR73/E7qKj38rqBfnoA2TTpIlitqws5K0DTeN+tq1rMOyzkbBmYT4fn+mIeM+B18zUKGjv8/0m82dm4sXLsepudhxqRi6VkKSQgttJRkbGuNcD/tdEB1xr/DXG5V8DAwO+iT+G32xSeG3MBeqLxIO3zYz63rX63n8hrutxKZNKOFHbxfGablYvyGfezEw8Hi8Nl42sWzKdxZU52J0upIli8rOTuW3xdPKzkrnQNBAkxRgN0kQxGakKPm3o5ek7KynIU+NyeXzny0pmzcJ8srVK3jpwEZfbS2FeKqOjblbNm8Krexv56EyHf07sN9k41dAbNifGNOf1Wbl1UT66fC1lBVr2f3oF8DI1KxltioxllbmUF2k5XtPNTXOnTni+lq5B1i7K53TD+JsEaaKYsgINF5oGxhwFC9CqfWZQoXOjy+Wha2CEnUdaqCpOR5Msn/D3/QtxXY/NieByu3luew29RhteL0zPUWO02Bm2X92ADJhtrF4QXaoVPvuaCb6/7/plBZyp78XudPPxmQ7qW418WtfDrOIMdh1p4Vh1d9AYrm02YLTY/WN488pCPjw18fXvv3UG1U0DJEoSUCulfHK2gwfWziQhwVfxPnSuk+pLAxgtdjYuK+T9Y60sqcyhtEDD7BmZzMhPpdswQp9xBGmimMK8FBQyCbZhXzXjOpo3o47La5Y51ul0twF/B2zV6/VdY6/9DqgE/k6v1x+9Vte+XtBrHMFksfstmUMxEeeuvDCN7oERBq2OsNLbq3sbSU2W8dQdlYy6fDvGaPrEtc0Gls/ORauW8x+vn4tZ9DsSTtf3UlGUjkgE6amReXqh5wzVZExLUeAYdU9YKu0z2VArpRFtXQVE4ltFQmh2+XRDL4srsrnSM0RNs4HqSwa/znEcccTx10eWNokfP76In71wMqjkPDVThSpJwjNv16CbpmVadjLzSjP5zVvVlBemTVqrOEUppWtgmH0nLnPPLcWcqu+LSMnafaSFv3tkPn/YWTvhnLhpRSFt3ZaY57zcdCXbP2lmfmk25QVpVF8a4OIVMykqGXN1mZQVaNCq5THr2jpG3ePOg8L3zxnLApssdhrbzCQnSfnRI/P5xSvBJW+fAkEhVruTSx2msd4U+Q2X3fu8EOpuu+twCz/YOj9I33cimtBfomMMvr/vnmNtQZloiVjEd+6bw58/aJhwDG9eWUhOujKm63s8Xu6/dQYKmQQQMS1HzbGaLsxDvj6kJ7dU0GscYc+xVkYco9yxqpg3Przop0ZWFadTPCWV3Uda/FnxLK2Cv72vArErnO5zPeKaBMc6nW4T8C7QjM+2WcAJYCXwkU6nW6PX679QO+dridauQY7XdGG0OILkiwIx0cOkSkrEMGhDo5ZHNP4I5AN/664qctKT6B4Y8Z9bWIAe3VCG2WpHhCgm7l6kBxN8D2JVSQZJMgndhmFO1PbE9FuEajKumpvLgVMdMX32fFM/960p4c0Pm8Lux9dpXsVP//jphOcJ7eY1DTlIVvqaEAT0GW388s1a/vmbN66rTxxxXM8oyE3hZ99czqV2M3uOt2IYtFOYp+bg6Q6cLg81zQNUFadz4FQHbo93Ug5xG5MAACAASURBVFrFwjP+yIZSUpMSeWxDGaNuD00d5qjBitnqiMmYIyddicfrjXnOO3S+i2/eNYtfvRnewyHwPp/cXMG7n0ROQoTiVF0vZQVp1Lcaouo8r5iTR+fAEOIEEakqGfrLPsvpDI2C7z04j5+/ctp/rCZZTpJcgtU2ysFTHbzzUfOXwtXsWkFQmhI2aW6Pl1++eobvb51HR6+Vc/o+zFYHrV2D/M29s/j1WxfCxtxkdL0jmXqErmHC2m4YtMW0rpcXpMU+3up7ESeIWFKVwzsfXQqzlxaaO3/08Hy/z0Dg+5EoIr1j6+sPHyiL6R6+aFwrhvQ/AIeASr1e7/9r6PX6l4DZ+ILkn16ja3/h6DWO8K8vfYpIJKJ7YJgUlSzqsbuPtPDw7aVkaBRh743YXaiSpNx9c/GEcm+/e6eap++singex6iLmdO0fHw2toBUeDADIXDj9p28zHM7ajFa7FGD/lCYrQ6SkxIBX0Drdnlj/qzJYsfjhafuqOSJTeXkZydTUZjGg7fpWL0gH5vdhTZl/JJgpOyyJlmGdSQ849w3pskYRxxxXBtkaZNYNiuXnzy1mJ9/dyX3rZkR1P2vSkr0zw+BCYTxIDzj2hQ5zlEPFy4Z6DPZyNYmcc8tJRE//9jGcj45G7uDqDxRMql5a8Biizpn9xhGGLaNTmoOXTE7j/vWzPA3Abo9Xu5bM4MtK4vITksiN11JdZOBsoI0FpRn+Tf+/SYbL+yuZcvKq1zoFXNyeeWDRl5+v4HaFoNfV/9fXz7Fj393hNauGyO793lB4MwHQujnGRpxcsuCKSypzCEtRc7wsJNNywt58DYdFYVpTMlUUVGYxrql0z/TmgmQqVHg8RK0Xm1eWcildjNn9bFx8vVXTJO6/rJZebwdEhgHos9k45l3a1hUnhPx/cBKtP8zRhtdxvH7g64XXKvguAx4Xa/XhxHF9Hr9KPAqviD5S4lL7SbSU5O40DRAXYuBWSXpUY91e7wcPNMe9DBNy07miU3lLK7Ioa3bQkvn4ISlkD6TjY6+IW5bPC3oodywbDpDI06Ghic3EQc+mBAsOyROEJGeqiA1OXLQL04QUVWcztKqHKqK09Gq5QyNjPr1HY9Ud427YQhEqkrG7JJ0/rizll1HWrjn5hLE4gQOnm4nVSXFOGRn84rCqIuncM3dR1qCXl8xJ48Xd4frRYNPk9Hldkd8L4444vjrQCIWo1QkkiSXoFVfnQ+sI6OkBswPu4+08LW1ugmf8ZN13WxaXkjNpQG6BobZfqiZHsMIRy90sXxWLk/fWUllcTpTMlVUFaeToVFMak4UiZjUvOXxeBAniKIec/BMO6nJsrD5MtJntGo51Zf6eW2fnrqxYLauxcBr+/Qcq+nib+6ZxbPba6gsTic3XYksURzshma0kZ2u5I5VvkDaaHFElL6Eq65mvcbI739VUTxVQ5Y2eAy6PV62f9LMlR4r3QPDjI56GLDYsTtdvLH/IiKRiMJcNVvXz0QuFQeN6/EQSAPMGJPfsztcPLK+lKridKbnqsnLUFFRlBbVVj10XJkstqhrdqTrSyRMigIS6/sHTnfeEOvrtQqOzcCMcd6fBnwpnzyX2837x1r92Y9YMh81lwYYdXl4Y/9FxOIE7r65hN1HWnjmnWrwwpnG2HaGJ2p6MA852HagifVLpnH/6hnMnpFBRmoSDW3GmCd2TXIwP1fgSpksdrasLOK+NTNo7fI5zwVCIhb53w/Mbiyflcv6pdNYVpXLS+/VU9s8/oYhEFUl6fzqjfN8+97Z9Jts/OmDBtYvncYj60vpMYzwwq56Xtxdz6blhTy+qYyKoqs79Qdv07G0Mjes8zdTo6Crfziq7MyNqMkYRxw3KkKzcnUtBhZVZPv/7fZ4eebtah7fWObb+Ac844+sL2XT8kIcoy4Wlefw0nv1VBT56Af9Jhud/VZWzMlFkyxnx6FmCnLULK7IoSgvhepL/ZOaE1OTZSwqz574YHzz1sdnOsMqcIFobDOyaXlB1GxwYEAxqySD4zXdEc/Tb7LxqzfPM1eXhVSSwMKyLI7XhNM/Dp3rxGix8e17ZvFOiCRnKHrjFbQwCJz5zJAAWZwgIkku4ciFLiwjTk7W9fqrGPWtBoqnavjFn8/yLy+eYsWcvJiuNXdmJgkJIh7fWMbaRdM4Vd9LTrqSmdO1qJVSHrzVp7OtVsrCxnC0dXhqlppNKwrG3bAJWFCexUdnYquqRKo0B71/aYCKwqvvGy0O+k3jSxNeD7hWwfF24Ns6nW5j6Bs6nW4N8B0gdk2lGwgCcV9wfwJf5mPT8ujZTW2KnKlZKtJS5EzPUfOnAHK9Wpk4qezGzPxU/sfjCxmyudh78jJHLnQhlYipvjQQc0C6bFZuEBdX8Hx/ZH0Zx2q6eG2fnppLAwxanf7vJNAuhPcDsxu/fbuaP+6uR6v20R8mWyrtMYz4utjHtBaNFgf/8do5tn/SjNvjxe3xkihJ4M97GtGqZXzr7io0yTLe2H+RHYeagwLjDI2CrbeX+kXQI+FG1GSMI44bDS63m2HbKC63m+KpGnLTk6gqTmdRRTZqpTRofnC6POgvmzl4uh0RIqZlJ1OQl0JLxyCn6nt5fZ/vWQ/UgAW40DTAtCw1u4600GMYYe+JNgrz1JQV+Pifsc6JlcXp7DjUTH52cszzltFiD6vACRAniHjo9lKe31kXNRv86IYyxAkiMjUKLMPOcZvxhAzdWX0/QzYH4A3LRJuHHCyuyOU32y7w8PrScTPVEK+gRUJBbgo/fKCM7z1QxawSXxVi4/ICqsfkTYWkmFDtuHdNib/i6nR50CTLYho/xVNS0SRLMVjsJIhgWo6aF3fVUds8wKd1PUilEi5eMbH7aGvQGB5vHX5hdz3P76zjqTsqxg2QMzQKZIliTJbYAthIleag94cc3LZkuv+aqcky/rSn/rqn7lwrtYofAzcBO3Q6XTtwaez1QnxZ4wbg76/Rtb9QCMT9wEYSQT3iu/fPYWjE4cvwhji+7TnexgNrdZgsjqBSRllBOqYhZ8zd2tlpKv7tldNXpd/aRFQWp6FWSicU3Affg5GbrqR0utZ/j7ctnkbXwHAY7zlQo3RpZW5MNtiCEkYstq6BFpuBGp5Hq7vQTdP6mxUyNApSVFK0KXKKp2j4yXMnWLe0gAdvm8n5pn5MFrv/t5ZLJVzqNI+70Ky7ATUZ44jjRkGvcYSmdhN7jrVitDjISJVz180l3H/rTPadvMyVniGGRkb57n2z/eZHEDzf1DRPPGeAb+HuMQz76WAP3V7Ki+/Vk61VkpwU+5wobNKfeaeap++sDDNVinQPpdO1UfXXQ93xQiHMl/eumUFmqoLfbLsw7m8KvgxehkaBXCbF5faGmYm0dg1yrLqLReU5eDxeOvqsJCdJo5pPCBU0iSI+FwbC6xwiRwU/eWoxDqcHt8fD3/36CBBsif7cuzU8eUdl0N/4yPkuvnVXVZhVtIAMjYItK4roMQ7zcQgfvqo4nQtNAzy8rpTfbLtAydRUTBZ70BieaFz1GW288/El7l0zg9cjyGUK4/dEbc+kVWKiQZMs40Rtl3/tXzE7j+d31HLxiomffXP5ddv8eU2CY71eP6jT6eYC/wVYhy8gFuMLkv8T+L1erx+fzHKDQigRVl8yhE28vcZhth1o4ht3V3I6RF5oaVUOdS2GIJ6XOEHEsN3JrJL0mLq1Vy/M5+evnvEvBEJXs93hYcXsPJ59t2bCgPRbd1fx4vsNlE3XUjw1lRGbi+qmfnIzVBFF9V96r55NK2KXiAlUwnjpvXr+/rEFtHQOTmgR7XtP6vv/Q1cd8YSHee+Jy2xeUcTzO31OQa1dg6iViVQWaNGmKvjkbCdv7L/IQ7fPxGiOviPO1Coonpo64W8dRxxxTB6hTqHiBBFrF00LCoLB1/GeopSydtE0vF6vf3443dDLN++uor13iFN1vePOGeBbuC+O0QMCAweD2ec0+sb+ixPOiQ/fXsrBM+2IE0T0GEYwWuwsq8r1yWqOM2+FqgsImIykV1qKnJ0RHNMiwWx1UFaopb7FQIrKJ4FZ12LwKwc8taWCn79yhntWl3CmsY8UpYya5oGo5hPxCtr4kIjFSBRiXG63X8kiMClWkq/hozPB/gZmq4Pth1vYenspjlEXh852ho2f0429uNzhtD5VUqIvWBWNKaikKUlRydh9pIW/uXcWb354MaZx1We0kaKU8tDtOqqbBjANhY9fYFyVmMD4Yn5pJs+8XRP1evNLszir72dKZjLZaUk4nG5/cqv6Uj9V16mN+TXTOR5rxvv12P++UhCI+4GZDsERyenycLnbGiYvZB0ZJS9DFST8XV6YxvmLAxRPSY0pu5GilDJgtrFlZVGQFemg1cnq+VO5b80MXtnTwLqlBWGe71Ul6Xi9Pn5QS8cgLR2D/vN+487KiBIwUkkCty+dTkFuckSTk0gIlKjRpsjBCx29VgrzUjAM2rAMR7aITlXJMFt9/Z2aZDnpqQoevE3nf5hz0pXUtxrYuPyqFnRb9xCmISer5uRRNCWFfvMIieIEiFJREnSOr8cHNY44bnREcgodL9NlGXZy/mI/jW3GIAvef3/5NE/dWYFIJBrXVh5gUUU2+z+9EhaQCtQubYqcl96r57GNZXg8Xk7VjwXcyTJWzM7D4XSz7aOmoAzrkQtdqJOkHK/pjmhtL5UkcP+aEkqmprJheQEfHGsL6m+YjKTXJ2c6qChMo63LMuGxqckyCnNT2HWklUGrI8wh7bkdtaxbWuDPMDucVykTkTTub104LV5BiwGBCbFAymAkB1wheP7la2dRSMX83aPzGRp2clbfH5Qoi+Scax0ZZVZJOifH5AQDA/FD5zt56PaZfHAisqdCKI5e6PJJtVXmcrnbQtfAsK/nKUHEhuUFpKik5KapyMtQ0tk/HPBdw63OLcNO7r6lJGL1IUOjwOnyoBzbSG69fSZvHmhiSoZPj/vgqXbO6fu4d/UMCnJTJv3bX0tcU/tonU6nAJQEc5slQDJwk16v//21vP4XhUCxe8GMY8a0VF7b6ytjRKIU1LUYuGleXlApQ3i4YqEg/M09s3j3k+ZxrUgztQqe2Fzu92EPnNgPnm5nw7IC3vzQl+kI3Bl29lmDHKrk0gS+efdsbA4XR8534nZ7onbMhsJs9WV9hYzvzsMtpKXIae4c9NtRBvKdBayY4yvFAMyekYEsMYEXdl/NcmjVcubOzOS1ffqI3z1Do+DpOytp6x70B9aBm4ONywtIU3nxOgeBL955Lo44vmwQ7HcFTJRBDVz8A/Vet6wsos9kp8c4HJFeISBTq0CaKCY5SRoxIA2cVxvajHT0WdGoZDx420yOVXfx7Ls1QQu9MI/cc0sJ6iQp+iumoPtSysX8YOsCRl0eai7188LuetRJUp7YXIFCJuE3b53H6fJEDJqiwWx1UFWSwe4jrRMeu7Qyhw9OXKaxzYh7jDYRmhVWJUnISkuivCCNtm5LkJ59YGVPmyJHLhPT2jV43QUt1yOEhFiv0WeJ/u17Z3FO3xdGTQj1NugxjFDXYsBocfj/DtaR0TAbavCNv9uXTOecvj/sXAqZhIY246TX4ed31vLohjLq2wz8zycW+cfuJ2c7USdJuWNVMUq5hP94/RxujzdqfCH4LQRWHzI0Cp7YVMGeY614vb5rnqztQZ0k9dMwzFYHc2ZmsO3gRR5ZX35dJaaulQlILvA6sGyCQ7+UwTGEi91nauX+AR/qYCcEacM2F3N1mf5SRiB/KdLxmmQZ80uzcLo8GIfslBemxcQ3+uHD89h9uBXTkB1EUFWShlKeQ32rT4B/Wo4ahSxgZziWeTZaHOw70cb3t84L4twlJIgmxU+aX5ZJhibJn/FVKRKDyn+h5b0MjQK5VILT5SFjrDlFqQgeurcvmcYLu+vH5fD9/t0att5eyit7zvrdufKzklm/tIBZMzJoaGiI+e8bRxxxxA5BxScQE2VQI5kkCQH1eHQIcYKIpVU53L54OoPDduaXZmJ3urGOOP1UA6GRV5hXp+WosFidTM9N4YXddePOI9sONrF5RSGrF+STpVHw8ZkOqkp8kpXbDjb5s7bLqnIZsbt4bnsN2hQ5f//oAnYcbmF+aSaW4dj7SCRiUWy8aLuLUZcnjEPcb7Lx/rFWvnv/HExDdnqNI+gvm8Iyy26Pj76ypDKHhWXZ/GFHLTfPm0qSPPG6ClquRwQmxHqNNs429jE9V01FkTSMmhC4KTtR28PKOXmYLA7/cY1tRr6+pYLaCDbUKSpp0Fq7+0gLj20sI0kuoa3bMmmesEgEg1YHd91U4h+7qSoZty7MB+C57TWkJMv4h68v4nLvEDs+aZ6QJ//ohjLsThfDNhcdfRYqi9N4fd9FygrTmDMzA7lUwn+8dg7w8ZG7+ocxDDqobuqnquT6oVhcq8zxvwNL8QXIo8AjwL8AacBd+LLJq6/Rta8bZGmTyNImMb80g2GbC5fL6x/wgQ52ZQVpTM9RA1BaoPVPhKFNfTsONSOVJPDd+2dTc8lA18AwL7/fgNvjZcuqQrTJE1ub9hlt9BpHEIsTWDErh6w0FX3GEY5WdzE04mTLyiLe2K8Pd8QZC1z/7tGFPPNOsPvPZFysFpRn8czbNf4yYyiZP7S8J9A6/u3l00HNLmUFWr6+uYLnd9aSoVFgtY3GxOHrNQ77syU1zQNkaRVkpysnvO844ojjsyPUfheIKYMaWjUTAmq3x8srexp4bGM5SoWES+1malsM3DxvKtJEMUcudPLs9hpWL8hHlSTlTGOH39o2NCAU5tWt62Zid7pjmkekiWIMg3ae31HLf3toHs+8Wx3ktBcpa/vbd6qDeL+Rgp9QrJybx7+/fJoHb5/JxSsm3B5vmDNe4LwouAoGXhdg/dKCMIvhSPdotjq4++Zith/yqXuIRNDcbr5uApbrGYEJsYY2A+f0/ejyU8nUKoLGRuCmTJUkwTriJD1VQaZGQZ/JxszpWhxOd9iGaOPyQn677QJbVhWFrbVvHWhi9YKpMfcnVZWks+1AE4+sL2P30ZawsSus9z/YOo/6ViPPvFPNvatnxPRsePGy7UATTpeHisI0llbl4vZ4mTMjgys9Vo5Wd7F1XSkvvVfv5yMLybEsrYIfP77ouqhWXKvgeA3wol6vf1Kn06UADwN79Xr9IZ1O97+BM8Dd+JzyvrQI7Mqelq1GrZKFDXi3x0t9q4HHNpYxbB/lSo+Fr63V8fo+X4AamjlZt7SAl95vCBukV7qHaO6ITRrldH0vCQkJ5KQn86cPrp5ry8oiXt+vH3dn+Ntt51lSmevnpQnfIdaub+OgI4h/t6A8i5ffC87Y9ptsaNUyvn1vFSq5lF1HWrlndUlQs4tpyMHlbgtP3VFBWoqcHYeiS7MFIpDznKVV8D8fXxSf+OOI4xoj1H4Xgitj0SAEEo9uKMOLLzD8tK7H31dxtLrLn+3auKyQ/kGbPyCMlFmOZm3rdHmQiMVcaOqN6fscPtdJYV4KW9eX8rsoygMQvtk3jZW9R+yxzZc9A8OsXTwdm92FaciBeax56qHbZyIRJ+AYdWEdCW9EDHUni1VJqLnDjFcEtWN0keqmAYZHRllYkRXnH8cAISG2qCKL49U9XGw3cddNxbz90aWwdX/HoWay05L4bw/O5ZevnWXTCh/NUJWUyMEz7Ty6vpSaZgPdA8M0thlRKiR09g/T1T8cpE6x87Dvb2sdcaGQSyYcV5kaBWqllIfXlbJzgnHx3I5aVi/I5+5bSjh4Jra+olN1vf6GO7PVQUOr73lLS1HgcnswDtr9SiyjY3xkAYIBzfWgYnGtguNUxgLfMeWKdmAhcEiv13fpdLrngPuAH16j63/hCO3KBhGIhtgU4jRXXpjGitm5qJVSXtjdSo9hhNkzMvyNZVd6h3hqSyWHz3dwsrYnKkdPIZfQHyOPzTTk4K6bioMC41g7qPtCFCcETFaaTXgt1MlJwKmGXoqnpNJn7Mft9oY13KSqZHQNDHPuYh//9f45k+JaLanM4eb5U67bLtk44viyIbBpSUCsFSe3x4vd6WLbgSYe31TGllVFEXsLagOCXqPFPilpSYD61oFJacrLpGJG7K5JqfQcPtfJ9742l/a+IR64VRc1GZGhUbB5hS+wFYKfSN9184pCXt8XuRmx32RDlSTB643d6WzVvDw87qvnMlsduDzeuKTbJCERi5kxTUO3cZjntteGUSJTVTJWzc1Do5bzq9fPsW5JAe8dbWV5VR5zdOm0dFnYc/yyb+OXLOM7981m70lfs92uw7619v1jrUFrtkCxuPvm8GBcQKZWwQO36th5uIWb506JaVwkiODNDy+yekE+1TE0kgp8ZvCt07N0GZTka+gzDVPbbPAnp7LTksjWJjFiHw2KJwQDmi96bb5WwbEBX9OdAD1QEfDvy8CUa3TtLxyRurKFheCl9+rZvKKIkvwU+kw2TtX3suNQCykqGTfPm8qI3cXQsAPHqBuH001r5yBnG/tITZbxjbuqsNpGwwJTiC0LI0CbIkcyZqghYDId1IHZVwHReNSpKhkLyrJIS1Xw4adX/MdnaBR87VYdn5yL7MJjHnLQZxzhWBRXqAXlWTRdMSMSgc0R+3fXqOVIJaJ4YBxHHJ8zApuWIPaKU6ZGgc3hYt3SAnLSVfx224Vxg973j7WyZWXRpKUlRSJRxEaoSEhVyXA43dS3Gic8Fq7OmaYhO26Phyu9QyTJJDy+oYx+s82vkqFJlrNyTi52pwfDoI2j1V3jftedh4MD/FBYrE5aY1C6EO5xaVUuv99ew7fvncUzb1f7OM8Jorik22dAWoqM8/q+MAql0ATfNTDMmwea6DfZeGVPA49vKicnXcmv37oQRn9RK6X+BJCw1n59cwXHarr8x7k9Xp9b7IpCHt84Nq7qev39SSvm5JGsSMRgsbOkPJtT9bFVSaqbBshITUIqSYgYe4QikCp507wpaFQynt9eS9GY6pagkvLhyStkaBQMmG3cf+sMhm1XqU57jrey6AuuVlyrEf8x8F90Ot3UsX+fBdbodDr12L9XAbHNKjcgQruyIXgh0KhlvLDbZ3tc1+Irm4gTRFzusWAesrN28TT2n7zMn/c2UtNs8HeD/ueb5/2E91CHm7qW2C2Zb12Yz94QyRfB2ScWmK0OSgs0YfcgTAJv7L/I9Fw1m5YXIhKJOHC6nYZWI6MuD4+sL+VHD89jWVUuBovNX74LxXjC4pkaBSJEtHVbcHu8dA0M+xsIJsKcGRksrsiNB8ZxxPE5Q2haygqw353IPVToeM9OS+JkXTeXeyxBgUMkZGqSOFrdNe4xAqqbBli3dDpPbi5Hl69hVklG1GPFCSKqitNZWpXDLQumYB6yT2rOTE5K9EtSVhals+NwC//nlTO8/H6DX5YO4J2PLyGCmLWQhQA/EjxeL+ZJ3GNdywD9Jhuv7dPztw/MYf2y6ejyNXFKxWeAw+nx02gAf5/LsZpu6lsNKGQSTBY7W1YWcfctJYy6PPxm24WI4zvQcVc4V23LQFjF1O3xsutwC4ZBO83tg5QXpLGkMocEkYjfv1PDv/3pDLuPtFJelD6pcZGclMjpht5xbaIFrJybh/6ykQyNgvZeK79/t4an7qzEMuIkU6Ng2HZVqcLhdFPTbODVvcGukIIBzReJa5U5/gk+WkWzTvf/s/fm4W2WZ77/R960WLItyZa3xPGueM9KwEkoWcgeAiSEtVAoTGmZMkvPdObMzHVm5pzp+bUz0+m0c+h0oAtQyjJsCQkJBAiQxSFkcbxH3h3Huy3LtmRLspbfH/L7Rqst06QkjL7XlYugV3rfV8rzPs/93Pf3/n716cDPgT8BLur1+j5gCfBv1+jaXyqCdWULOHiine9/fQW/fKeeodGpAM3Ay4Nmdq8r4F9fOR9yARDKgd/YUczzXlJm8+H9Wq2OgEl9PpnnJKWUSasjpLOSx8ddxa/214uk/Ev9Ez6KFLvX5dM/MhlyF7pUr+Pl9y8Gvf8dXs0nAofw/k36gMYHf+g0clYUp5Kd/uWT/SOI4L8j/FV8RsasVDcP8t17KugbmeR4tccUQZMg47blmTgdbkxmK/s/bUOnVvB5w9zZrvlKpcmlMfzmYCMSCfztY6sC5tBQ2q7rly/AOGGblzrA2qWZ9I9YOFFzJSMsBE3e2H+8jZ0zfOG5EKySJyBKIiFpHvP6uMUTuAyNTnF5yMzHZ7v5471LwrqPCHwRjGcvoCRXS13biCiNZhzzmNKEI2soINSa7c1D9kZMtETk6n9W3zdvZYvRCRslIcaZgBS1HOO4je89uAyZNIZ9n7QxMmbllSMGdq7JJU0jR6mQUt8+EpAAM45Zaeke5cm7yrg8ZP7SqxXX5OoGg6EZKAb+1mAwjBgMhm5gGx56RQweNYuvpH10sK5sb3T1j4t8Y8ED/fWPmslfkMSaigxME9ZZAzzwTFwul5t7by9k1615YtYgnCzMzjW5VNX1keS1C4X5ZZ7LC5I5XNXJK0d8d3ve15FLY8TGu/KCZB/t4qFRj6RcKHv3FLWc5CQ5D28voizf419flpfM17cWUVmWEdB8Ah5O1N235Yf87jq1nO/uWUJOJDCOIIIvFakaBasrMvj7J27mX56+lf/1zVUs1aeyeJEaTaKMHatzWL5Yx0dnLrP/eDsnanq5bflC1lZkhJWp9c+yzYYkpZSLnR7jpUe2F9PeM+Yzh3rP068cMdDQfqWS98wbtSwt1IV1nfKCZIZMk8ilMcil4WWEHU5XyIywN4TMXjAkKONYtjj8e/Sep2tbhklOUvBvr1bTPzJ3EBWBLwSefTAoFbGU5ycHqLCEgnfyS0CwNTtU75D/OD5c1Tmv9b6xYwR1goxbl2XOGV+8/mEz/SOT/OqdBqadLh7fVcrq8gzksmh+8ko17xxv45HtxVQUes4rBO17NxZiHLex/3g7bT1jnK4f8HEM/kPjWukcZ1naOQAAIABJREFUZwFDBoPhn4TXDAbDJ3joFuj1+iQ8DXonrsX1v0wE2y1GR0kozdOyujyD7sEJoqMkojOUcczq46IXjk0owJnGASQSCf1Gi0/X9QvvNnLPxkLStQo+OH1J5LGV5WuZsjkwjlspytEgjY2m3msXOp/Ms2XK4SMc7y+99tTuCvYfbw/6fgGDxilS1IoADpPwgP3stWoe2VFETBQ8sEmPVBrF//3N2ZC/j9Pl5rl99XzvwWVcHjRf0YJOkLGiSIc+S8PrHzVTmq+NlAgjiOA6gGC/KyA3M4nNNy/ip69WB0pJto2wdklGWJzghvYRHt5WFLak1WsfNLNjTS7Nl0Yxjtu42GkUeydkcTEhG/ucLjfjFntYc6bLDU/sKuXdqk4fZ7rZcP7iYMiMsDdCUdBS1HIyU5TEREfNe16HK41VdW1TtHSPkaZVhnXfEVyBP89ewKTVQZxX388XkTUMtmaHCrL9nSi/yHq/piKD//qohcqyjKAOu95qUmcaB0R78vq2EXRqOfdv0vPEXaV09Zk5VNXB/ZsWA8xqLPJlSrtdq7x1B3DnLMd3A+9do2t/qYiJjmbLzTkzf5dw1215fHNXKU6Xm3eOt9PeM869GwvRL0rCOGZlx5pcDlV1kK6Np6Iwed4cNn/JHk2iDLVKSmuXkS23LGLDyoUsSlfxxkctqFUyTtb28vL7BozjtoAdYLiZ54MnfGXTBOm17+wp56EtRTx/qBF5XHTI9wuoqu1j++ocFuiUlOZqeWCzXswMaxJljJhsXB6y0DNsoanDNOfGwelyc+hkJw3tRpHDt2nVQi73j/Px2e4Z/cgvl8cUQQQRBMeAcZKfvlYdklJWVdsXVqbW6XKjU3t0Y2eDTi1n0uoAPPxep8vNmNkm9k688VELbrd71uBBmDNDXStFLec7u8vJSI7nRy+eRRYXPa85PiE+eEbYG/4ZX+G692/S82+vVNNvtPDde5bMWlX7+paigHnaO+h+71TnnNnuCAIRjGcP4Ha7OdN0hSIUTrVDSH7tXJPLYzuLKctLprp5kPtv14vjL1jvUKhs8nzW+xS1nAU6JSOmKbGvSFhjJRIJr33QzP5jbeIabTLbWLskU6x8DM7w2KenXVTV9bKtMofBUQs714a2j4cr0m5fRgb5qmSO9Xp9NvB9r5ckwGN6vX5tkLdH4TEA+crWaQqyEknTKti+OocDx9tDCq8/urMEbYJU5LL1DJrnxQ8TJi4hOH1wix7zpIOq2l6WL07lhUNNFCxM4lL/BFsrc3wGofcu1DhmFa2izxsGWV2egUoRx4WWIUbHrUF3hv440zRAbLSE6uZhSnO1Pi54oYLa0Qkra1IyGDZNMTE5Lcq1pcxM1i8fucjONbmcvTiANkEW1m8vZDsElYtxi52vLc/k2PleMnXxXzqPKYIIIgiO1u7RWSllQqZWMEsIhRS1nGmnm7tnkbRKUcu5e6bvQci2Rfs5fS7O1vD5HB39/jrMgjpAklLKUr2Oomw1vzzQQPuMBn0onqgg66lUxIomH0kqKeuWL+Cz+v6Qc6gQtBRlawKyeM+8XoMmUYbN7uKD011BM34ri1NJT47n3ZOdAdcQsuoAxnEr//WhgW2rc64Lg4YbCd48+0NVHRjHrRRmqTnlpcQ0H1lDaVw0p+r70GnkbK3MJiYKdq7Nw+F0MjphY8zs674YKps8m8JUeUEyk1YH5w2DbLwpi7I8LR+evuTj8jtbRSNJKaW2dcinqj04Y55z9235HDzRzpZbsomLiZ5z0/VlSbtdlUjBYDB0AvnAkzN/3HgC4CeD/HkcUAJ/dTWufT1CIoni6b1LAwJjb3hkeNroGjCLXLZPz/dQPk8ekIAzjQPUt46w/1gbyxfrsNkdGMesJCfJ0STKAnaOTpeb373XxENbinjizjJcLjeX+idwOFxkJMejU8spy9VQUZASdGfoD9OEDbnUk+VYXZHBL96sm/X94HmAFqQqGbfYGZ2wUpSt4YHNenauycXpdrKqJJ0X3m1k3bIFjIxbw/pd/EuMJrONzGQljR0jnGkaDOscEUQQwR8WszUye+PgiXbum2m+DQadRs6Td5YxOmHluX31VJZl8MBmPaW52oAK1XP76lGrpCxKUzJmtgVwOMNV8HG63Bw53UVLl8knm/by+xdpuWwiXnYl++t/DW++pXNmDna63OzdWMiO1TkcrOrkgc2LfXpLBAjZYavdwe71+SxK883iaZNk3LE2l7rWYUxme9CMn1wWw6WB8QDVIH+aRZJSSs+Q5UvL4t3oEHj2//BHN/OXD68gXasgSeWrPuHPKQ6GFLWcvmELbqeb5YtTqart5V9+d55h0ySL0hIYm7Bxc2maz2dmG8feClMSiYSKghRuW5ZJVJRH1tDhdNHQPsLhU12kJ8dz59cCx2EwlBckc6quz6eqDXD03GVUilju/FoeORkJPtnz2XD4VAcOZ3h0pKuFq8Y5NhgMm4S/6/V6F/CQwWB4+Wqd/0ZBR+8YP3zhc3auzZtTcmjQ6BHYFni3TpebKdv8eb9wJWOaopaTqIxjzDzN3o2FNHYa2bkmh32f+pbMoqMkPLiliJfeawrk+rR7OEJP3l3O25+2zcl5gytBqXB9bxe8UFhZnEr34AS5mYkkKuMYt9i52DXKtsps3qvqoLp5GE2iDPPUNMsXp4YlQO6d7QCPd7tlatrjqjdujYjZRxDBdYi5GpkFOF1u9n3axt235TNusVPXNiJWt24qSSMrVYXZaudM40BIfVlvQ6EzjQPctjyTjt4JLg+afXiY81XwGbPYA+bKMw0DrF+5gLrWYfH+hWsYx6wh+ZZCdVEwTtImynjqngr2fdpGgiKOry1bgNPlQiJx8+bRVh7cvJgxs90js5mtYWVxKolKKR+fu0xpnlacE70zfilqOfGyWHoGLUH7PrwNm4R51elyXxcGDTcqYqKjyU5PRC6NRRIl8bEQF0w8QiXVBFnDy4MeCdNXPzBw+01ZrFu+gJ4hC90DE3xa3UOSSuYTQ4TrRFnXNoxEAqW5Wl6b0V8WIIxJnVrOE3eW8ty++pCJL51Gjlwai9PlDtASHx23Utc6QqZOycmavrDNu0RptzjPXCGNi7rmvUPXSsotBxi6Rue+biGYf6Rq4jlZE77OptB0ER0lQZMgm9XhJtjEBZ7JOSpKwgOb9ahVcl450kyqRsG2yhxU8riAnaM/Qd8fg6NT/MdbtTx5V5k4sc+G8oJkjp7tZs/6Aozj1rBKnwvTVLR1m2jrGROdgFYUpdLRO47d6eaBzYtZkKqke2Ac8+QX2zSsXZrJoapOALSJsgitIoIIrkMYx61hB6IJijhO1ni0Yu+4NZfS3FzeOdaOWiXlmTdrKFiY5LPozlYCNpltVBuGKC9Ipr59xIduFm6pGwI35d7ndzjwmbuEa0zapufl4vfKEQN/sncJY2YbP33tgiiTqVbJ6R40Ex0dJW4A7A4nb33SStEiTdCG6BS1nG/fXY7L6aKjd4wFOiVJKinl+YH0Of959XowaLjRkapR4HZrfcaFYOLx9L1LGTZNUW0YDKDK/MtLZwGoLEvn9puzSIyX8swbNT7N/P6Nexc7jTx+Z2lY43jLLYv49cGGWeOCtz5p5Z6Nhbx6xBBwPEUt5+7b8pF4JZe9Yxy1SkZRjppB4ySLMlR0D06EZ1yWIKOle5TXP2rGOG5DkyBlW2Uu+QuTrtlG7ZoExwaDoUuv1yv1ev3fAduBhXjsoq3AHwE/mKFifKUgmH8ULEyisy98nU1B/F3QJxQa9VLUck7X9zM6MTfvd+3STPqGLYyOWRkanWLXrXmcrO3lt4ebWFKY4tPlHa5V9NDoFMNjVtK1CvpGQpfSBN7b9socOnvGuKk0jd3rCnjj45aQAf7udfm0dJt45f0rD5jQoeq9AdAkynhsZyk/efkcD20tmpc9tU4tRyWPpXYmuN96S05kQo8ggusMA8ZJ/vHXn3Hb8oXzCkSdLjcDxkkyU+IpytXw4mFPFSxdGz+vjO+4ZdonYyzwMNO0CqYdri+0Kfc+/8maHnZ6JSOcLrfoiDYfk4+h0SkMl0yYp+xiZU5YP2pbhpFIJFTV9ZGilpM7mUiCIo4NN2VxqX+c0lytGGjduiyTdG08Xf3jWO0Obi5Nx2S2MmVz+mTVwZMF3Lkml+cPXplXhSxepAL3+yFNq+Tpe5bws9cv+ATIP3utmm/sKCZJJSUhPi6g2pGillO4SI1CGsszM26RQm+RcA5vLrEsLkZswJ9tvKVpFYyZ7XOOyUHjFGqVlKfuKefTcz0BAfxz++p5eHuRmC0Wxmh0lIRNN2fR3OWRTkxWy9m4Mssnex4KFQUp/P1zn4m/weVBM7Wt11bN4lpJuaUAx4E8oB7QAbFAAvAYsFOv1986o4f8lYA3Z644JxmTHyk+FAQ6gn/AKnCH79tUyLHqHnqHLAETl4AUtRz7tBNtkpSFugR+/maNT2NL37CFe28vFAfhfKyij1f38PTeJfzrq9Uhg1KhK1qYsDWJMuSyGDaszCJKQgDR3+0GbYKMX7/TEPSa/hmTXx+oZ2tljvjAJ8TP3SzoCcALMFzyqFykauTkL0wK6ztHEEEEfzi0do/SOzz5haQkzZPTnKzrZ21Fhvi5+WR81y7N5GRNr9j1/+qHBgaNUxw80c79mwqpazPy9S1F/NaPfuZ9P0/sKuVfXjoX9PxCIF/fPuLT+KTTyL9QdbHaMMj6lQvEwENYP7xpdUKS4Ft3l/F3/1mF0+Vm6y3ZlOQlI42VEBcXw+ETnYyabTR2jOB0ufnOnnLGZigZgt1wWX4yi9JVvHfqks+6E6nAXT2kpyjZuDILid86abU7WFmcxoDRQm3LMOnJ8T5r3W8PNfHw9iIf6oR3M79AKYqLieLBLYt5/cNmn2yyP1LUcv78gWW8+G5TWPd9/EIPsdESkb8eQFdqGBDHrDZBxuJsDXkLknj/sy4mLHY2rMzCPu3GPh2eFOK4xR409hHULH7w7TVXPYN8rWgVPwTSgGVAHzAIYDAY3tXr9TcBh4F/xJNN/kpA4MxFR0mwWO2U5yeHtSMSJk//gDU6SsKSwhT+339dYGtlDudnPNr9ISg7fHS2m803ZwUExhCoaThfB6kLLcM8taecwdEpjlf3MDox0+lckkpKopzmbl+ZtdrWYW4pz8BqcxAvjyE7IwG3GyRREBMdhTZRzq8ONPDQ1qKQahb+GZN4uWeoVtX18p27y1mYGk9cTDRxsdE0dozQ1mPymUBcbrA7nBw43k6qRs7fProqwpOLIILrDN5JBf9ysD+Ejfgzr9eIrzW0j/DUPeUcPdstvjYfDde+YQtuNyxIUfJpdQ+Pbi/GPOWge3CCCy0ejdb6tuGQHf2WKQcHT3SgX6QJoG7oZvSNhfnNm/+cl5lE8yVTWL+Rd3XRZLbRNzQpBh7C+lGUrWFFsQ6dRsG5iwNsvCkLhTSGu9blz9xjO/GKWOrbRkiIj0ObKOdYTY94n71DFg4cb+epe8ppuWRiYWoCv3qnnqJsDSU5WqoNnmbm6CgJ96wvFPmfkUrc74dUjYJbytL54Qufo01UiIHmq0c8gWaaVsFDWxZzur6fNRUZnKrvw+5wsW11Dp/V94vnaWgf4Rs7in28C+CK4kpIZQqVlLVLMrHZnaI7ZTgwTfiqQgUc98oW33lbHj9/s1Y0P/N+xv3/3x86tZyda30rF/4YMHqoIzdKcLwT+HeDwVCn1+t9zLgNBsM5vV7/78B3rtG1vxQI5h+aBBkXmofJX5A0ryyIf8DqbQEpDGpNopQzjQOYJvwke97wBNC2aWdIKSTvhcc8OR2WmD54MtvDY1O4XRre+riVlKQrD/CL7zaJ0mveki2jEza6esfJ1Cl56XATN5WkUVmewWf1vaSqFfzstWoA0SryeE0vDe0jAUGyd8akrnWYH3ynkgmznf/vhTPce7ueiUk7J2t7efKuMtK08VzsGkUiAZk0GpvdxbmLg3z/oRXkXUNeUgQRRPDF4d2IN5e0lEQi4XyTb5LA6XJ7LKb9GnvCCbSFDKvP+ZwuYmOjeXBzIecvDorXmK2xb4FOKQavAoRFfWTMygOb9T7fpSxfi0QiCZv6oVbJsEx5FHiE+ViliPVZP9atWEDPoAW5NAaH0y06+ZXnJyOXxfBHd5XSNzwpNufde3uhp8clUcajO0v5l5fOokmUMThqJSNFya/eqRdL4kjcooV2Qnwcr31oYHTiD8P7/O+AnIxE/ve3VnOx08j7n3UyOmGjOEfDiqJU7A4XH5+7zKZVWRjHbQyPWTFN2FhTkclZL6UH74qp93j3jiu8x7FHtWUxVbW9PPt2HU6Xm/L85HlbSoc8rvIcv2djAf8xExhDcDOSYM+8OkFGWZ4WWVwMZ5uCJwa98d6pTnIzE1no9xz+PrhWwbES6Jnl+CgeisVXBoJV5LELPVzqn5iz81Q3o7P53L56wLejNC4mCk2i1GcACSWS7z+8nIudJgxdo2IDyCPbi2m7bKL1cuhMhPcg1CZKiY2JDjuzLZfG8B9vezLS/UG4x/40iCSllN5hC+ebB/nzB5YxNDpFz9AEapWclw43sWNNrqjtvP94O4lKKXs3FjJp9WQ4vIXEhUVndMLGx2cuU5Krxelyc6F5iCiJ59rtPWPUtxtJ0yhYXpRCR884acnx9ChjI4FxBBFcx/B3FJ0tEC3O0eCR0PfFidregM2+93yXnCTjdH1/SDcvb5jMNrLTEsT3+p8zWGOfWiVFkyjzNLUppWxYuZCJyWmeP+g5f7DvAoRN/VhSmIJ5yk5NqydTLGR/hSx6mlaBShHH8QvNITX1d6/LRyGLEYPp2pZhvrt3CXJZDD9+6RyaRBlP7Cqlo2884LstSlXxyPZiMVnjff5rzfv874JUjYJUjYLczEQuD5k5eeEy5w1DqOSx7FiTw3+8WSv+20ZHSbDaAxUofnuoib9+9CaRhwzBlSqcLjfZGYn8xq/xbj50pNUVGfzmQHBaJHiUqI581oUmQeZz38F6nYI987eUpXH0XA9Do5MBG89gMJltvHOsjT0bCq/aen+tguMGYAvwC/8Der0+CrgXCJ0nv0GRv1BNVV2vOBifP9jIoztKcLpdPuLwQvPctMOFJlHG0OgUDe0j3L+pkPwFSSxKU3L07OWA89sdLurbjKgUceIkvevWPA6caGf9soW09YzNen/CIMxKU3HvxsKwFCUmrQ4SldJZxfnBlwbh3TBjHLcSExPFq+9eCeRnky7yzkB77069A+4da3I5d3FAfGhqWobZfEsWrd3jHDzRSUJ8HJM2J5+c7+Xm0sxIcBxBBNcphKRCbavvghwsEF23fCGvHw1sU6lvG/HpqfA+x/5jbSwpTCE7IwHjmDWAG+mPJKUn0G2+ZGLZYl1AmToYli3WoZTHUpytwWS2U9M8RGvPmHiNUEH1pNUR1hw8brGTqYsnMyUey5SD1RUZJChi+ckr1Z7M744SnttfP6vqxZsft/LkXWX86EWP2oHJbGNBqpLfvW/gke3FuFxu/uWlc9hnGhCFREdleQbdQxY+OntpTheza8H7/O+Ghakq4mKjkcdF0zdiwWpzipQEASW5Wj4+10NFQbJPIGt3uKhpGeKxHSV0D06IWdgNK3wbXWcLUsOlI41Z7CFpkTq1HF2SnO2rc/n0/JUc6Vy9Tt7PybjFTkmOFofTRWleMqcbQhvhwBUd7qspM3itWPU/BO7Q6/XPApUzr6Xr9frb8dhGVwL/do2u/aUhVaNgz/pCli32WJw6XW4mLHY+OtMtEtdzMxM5UdPLvk/beP5goyhSX5KrJSs9kaq6Xs5eHAzJ/Tl0soPF2WpS1HLfQR6Fj6j4bEhQxHHk9CUe3Vk6p3Xk6LiV4xdmKwJcQW3LMLeUpfs0zJyq6+ezuj6cLvec8nH+VtgrS1JFoxPB9EQIwjUJMjFwNpltnG0cZP+xNioKUtAvUotWqF+GeHgEEUQQPvIXqgPsdf2RqpEzaXPw6I6SgDlL0IcPZeFc1zpMQnwcVXV91LUNz7rILtXrMI5PMWyaIiY6KixThpjoKCQSePXDZp7dV4dxwhbWXNzZN859t+vDsu89dr6HP7t/Gecu9qNSxDI8ZmXPhgJWl2fQ1T8elurF5UEzRTkelmOSUsromJV7NxSQppYzMm4Vfxdhjk3XKhgcnUQiYc7kiOBiFsHvj1SNgiWFOtZWZCKXBjrIKRWxjI5bsUwFjvl3jrUTFS3h6FlPzLEgRUmUROIzxmYLUsO1lH79w+YAgw/h+FN7KvjJK9XUtw/7SMiGa6oDnjXdhZtVJWm8c7yNR7YXz2o+IsQHV3O9vybBscFgeBP4NnAfsH/m5ReB94Fbgb82GAy/uxbX/rKRk5HIyuLUKw5OUYiZ3qq6PobHphidcXvzdqdZUZTKc/vqfMTng2FrZQ4/f6OGb+4spbI8XRzkhq5RVhanhnWPntLcMD979Tx/fE8Ff3RnaVAHqUNVHawqTQ9bqNtktlFZniEGpuCxiI6Xx85LPi5eHkOaVoE0NlrkNHsH3LUtw9y+aqEYOKtVMhKUUnRqOclJcrGcCV7i4RFEEMF1iVSNgr95dFXIAFk301CbnabiwIkOdq/L5+FtReKcVZ6fTHG2hrvX5Qdd1J0uN243QV31oqMklOcnU1meztqlGSxKVbJssY5hkxXbtCOsQCE6SsKJmj5UijjAU54uz5/b6VQhi2HfsbZZXfyEzJzJbGNwdIr7b9fz28NNKOWxvPFRC+09Y2ErD51pHGDNknQqy9NZv3IB//zSOX788nmcgFwW4xOA1LYM89CWxfM6fyQRcXURGyPxybwKEOKDgyfaeXSn72bR6XLz45fO8cj2EgaMFqrq+nj+3UafcTyXY94L7zaGNSaHRqfQJEjJSlNRmqvl61uL+LP7l/HDF85gd7gwT06jTpCJz1dykjxkXOMPtUrKoNHColQVq0rSOVTVERCIC/COD67men+taBUYDIb/1Ov1rwAb8Ui6SYE24EODwfCVNAhxOJ3Y7C4W6pT87aOr+MFvTmPoGuWm4lSxrBHKrcZqd8wpRRQXE8WidCVDpgQOn+rgrtvy+eV+D2e5rnWYTauywiqJTFmdIu/3vz5sYWLSTnlBMsWLNNgcTj4938OKxTpWlaTz/med4ZP0VVLeP9Xpk5kRqBHzkY+rbRnm8TtKOXCiI6h+sclsQxobI15n2eIUBkcm2bk2l5+9Vh2RHYogghsMORmJ/ODba2jtNnH4VAcjY1a0iTLWL88gQxNLdkaiR8d93EpVbR9uEKtxi7M1PLu/XtSH92/sWVqYQv4CjwunYK4kNJgJvQ+X+idIUkkZGrMyMWnna8syudRv5qOGbirLMkIqVRyu6mDb6hwa20d4cncZico4zJPTTFrnLk9HR0lIiI+b08UPPPNoU+cIpTlaUjWe5uNv7CihsWN4Xpr6TqfHonrcYmf3+gImrQ5+c6CBh7cV8cKhJpFOYTLbqKrrI14evrJRRP/46sLhJGgF2Ts++Nmr1XzvoeW094z5jM/Lg+M8tLUI04SVzxsH+PDMJXbOPBudveOMzSI1680B3lqZjVwaw8XO0aB0pDNNA+xYk0NMtIR4aSyXB8cpyFJj6DKSm5lImjaek7W9yOKikcXGcMfaXC52GudssFu3fCFRUZ7vWlXXy841udimHaKEoQD/+OBqrvfXLDjW6/WFwP8CtgKCwOwQsF+v1/+9wWAIrgFyA2LAOElL9yiHqzpE95btlbn8zWOruNw3gUweI06UwQJf/8DRn/sjTOSaBClHz1zGZLaRqJTS1TfOplWLxJ1c8yUTe9YV8ObHLSHtJ+9Y69l9+TdXXOqf4OBxTzD66I4SPvj8EtWGQaKjJDyweXF44vz5gS5RAv94VWnavOTj7A4npXkastMTAnhN6gQZDW1G8TtpVDIWpSfww+fPBDx0EeOPCCK4MSA0Ja0qTRUtYluam3HbPZW2FLUMtUoqzqEvv28gOkpCdkaCjz68NDaKR7aXoEmU0dA+gjZJSkffOC++6wn+lIoYtAlyXvnAEND7UN82gk4j5/E7Sjnd0Me2yhwOnPAYM/kHr5pEGY/fUYrL5WL3+gKOnr2MacIzNyukMTy+q5TfHGgI2sScopZTmKUmNiaK+raRWV38wDOPnqjpxT7tYu2STPYfa6NnyMz65QvC1tRXq2Scqu3j8qA5wHBpzGInVRMv9o2oVTLMk9O4IezkSCQRcXUhjYtCHURVyj8+sEw5OHq220dJSpCCEzZdJTkaFuiUHDjRzkKdkptL0+Zc050ut0edZBaOvmnCRkK8lBcONvDEXWUcPOJJpn3vweX8+kADq0rSKc3VUts6TPMlE42dIzyweTETk3Y6eseIl8dinpz2UavSqeUMmaZQJ0hx4RbplnesyWXb6myqDUMkqaSsLE5ldNzmEx9czfX+WpmALAM+AWTAITwZYwlQwBUTkDUGg6E95EluEHT0jvGD35xmwBi8i/dP71tGXduwjyW0P+k9mO6wIEV0qKpDnKBDeZ0LTWwHjnsUMjaszPJw7Gp7fTSJM1OU1LeNcLK2d1be7/MHG1hTkUG1YdDThZ2q/EIuUd46n+H4uwtIUkpxu9ziA+6PNRUZ/Gp/PSlqOXvWFyCJgmffrgtoEEhRy8nQxc95vQj+MNj5vf1zvymC//aIiY4Omn2MiY5m++oc6tpGxDk0XRsfoA//4JYi3v60VZyvhGSEkBG782t5HDltCDmfDRqn+PWBBr6xvYQX3vXMhTq1gqraXi4NTJCklPLwtiIW6JS4XG5+c6jJJwD2bjB+bGcplwfHqWmeyWSrZJTla7FMOXj+YCPf2FEc9tyaoIijd8jCecMglWUZ7D/WRlOHkQc2Lw5LeWjd8gX84q1an9eEwGPnmlwWZ6lF+cwlhSlMTNo5cLw9bAWDSCLi6sJ7vPvDW6rwmdcv8P2HV/Cfb9eX8eo5AAAgAElEQVRR1xbYZNdv9JiAdfWP0z9ioShbw7DJ+ns5PwpQq2Scquvhke0l/PB5D51i1606fn2gIWjc0j9iIS8ziYT4OJwuTxXDW63q88Y+nthVxg9fOEOiSsqumWTe0OgU004XcmkMJTlali1O4dCpLoqzNeyY4eUnJ8muqtHXtdrm/TMwBhQZDIY7DQbD9wwGw58bDIadQPnMdf/1Gl37D4YB42RAYOyNYZOVpk4jDe0jJMZL2bO+gAc26+noHWPP+gKRAxSMYyxwf+7ftJiDszSxDXo1sQne7JNWBxKJp1S56aYsbl2aSUJ8LFNWBypF3Nz2kKNTZKQoeXxXCY/vKuVFP86SP7wbR7xfe+LOMkpyNDy4WQ/A8plGxblw67JMfvrahZCmJ0kqKXs2FFBZlsHJml7Mkw76RyZ9GgSEe+obtIR1zQgiiOD6R/5CNTqNXGwcSk+O9+FPhmr6FfomoqMkKGRz9z70j0wyPmlj3YqFFGVr2H/Mk9/JSlUhkUh48VAT/+fXn/Ps/nq2VeYEbRYaGp3i1wfqkcXFcMetOey6NY8oCbz2QTP7j7XhdLn57aEmvn13eVhzq39TslBiHrfY52wc1KnlWKzT6Bdpgt6nw+nCLfFwmzOS4xm32FHIPLmzUHxtb0QcSK8N8hYkhuTRC9zge2/X825VJ4/tKOE7e8p9eMLf2VPOU3sqeG5/HUnxcTy1ZwkuN5xu6Jt1TdcFWdOD4WvLMklOlPPPL53F7nCJvUWrStIDnsPoKAkPbyumqq6X3x5uor5tRNxIvnLEwKm6Xh7bWcq5xn4e2lqEccxKXFw0cTGeMPX8xUGmbE7eP93FL99pIDstgVeOGKiq6+WJO0uvutHXtaJV3Az8ncFgaPM/YDAYmvR6/U+Bv75G1/6DobV7NGRgHBMt4ZFtxTjdbhxON797/yJJKinrli/goa2LOXdxgG/vLqe120R92wjLF+uC7s4HjJZZpX7AM7klxMeJk6Wgifz0vUuoax2hd9hCY8cIpXnaObk+Aj45d5k71uTwoxfPsmOG77NzTS4Op4vzM2oaSSopq8szSFTG8d6pLtKT41GrpKyuyECnUVDXOsw7xzwPV3GO1iPxopHP2vms08gZHbeJVtQ+x9Rynr53KW9+3Epty5Boe/rLGa1ooUHgwS16zJMeHdPSPC03laZGMhoRRPAVQKpGwd8+uop//M1pXni3kW/eUUrPkIcmEKrp12pziJrF8+l9OF7dy8riVFEmLRyN92DHFbIYfvJyNVP2wGY1u8NFXdtwUAthbz1mTaIsoClZMEgSsogHTwTX1E+ZMST54PNLLEhRBv2u5y8OkpeZKJqU/OSVaoqyNVSWp1NZls4tZekhE0ERB9JrB7dbwp71BbxxtCWo9FpVXS/3bCgAl4vOvnGKstWU52uJjo7CZLbzy30eM5dHthfzyhEDu27Lw2pz8NjOEn59oCEon35lcSpJKhmvHLk4a7yQopYzZXOw79N2SnK1KBWxJCfJaegwUpKjCbjfudSqBkeneHZfHXeszeOd423sWJPLsfM9fGNHCc/uq8NktqFRxVGe75Gw83bQfeuTVlYUpf3+P7gXrlVwPAzM9qTYgfFZjl/38LY99YewQ3onCBWivm2EzTcvoqF9BKvNxemGPlKSFCxKSwjQvJzPRF7dPMhfPLScgyc6xEHeN2KhOFeLNkmG2+0mK1VFdXN4vZAmsw1JdBQ71+Zy4PiVADcxPo4lhSlER0k4bxgSGwKLc7RUFKRQsDCRj8/1UO8nmVTXNszKEh271uax71hbSNeqO9bkMTw2xbd3l3PiwhWr6mWLdRTnaPm8sU+0Mk2ZsT31DqTPNA4QHSWhptXzu0WaRCKI4KuFnIxE/u+313Cx08gHZy6xfLGO+raRkPPlyJhV1CwORmELBfOUHbk0fIUd/2YhAR+fvUz+QnVITvE7x9p5dEcJ71a1k+xlISxwPUM1JQs670IW8ZHtxcTLY/jkXA+jE1aSVFLK85NFCkdRtiakq5nJbGN4bIrVFRn8bKZqZzLbePrepaQne6hpwRomt92SEzFaukbo6B3j9aPNmCbsV4LY1mHRIXft0kzSNApPsqh1mOrmYaKjJDxxZymTVgcdPWPoNAqSlFISlLH8j4dW8Mt36qlvG+HSwARP7CrFOG7jRE0vKWo5RTkaKgpTePbtOnoGzXM6TO5ZX0CiIo5v7CjmdH2/2Oh5c2k6rhm+s/A8zEetKi42itXlnu87Pmn34sFLuTxkwelys3djIbK4GErzkqlpGWJwRkrwRsgc/xPwA71e/5HBYDjpfUCv1+uBP+MG1zn2tj31x1w7pL5hC4lKKYerOvjLR1bQ0m2ivdfEfZv0vHLkChduPhO5acKGNDaaFLWcpYtTuDxgFjm70tgoHtxShDbR05gSLu+3pmUI04RN5DQLk7vJbEMikfhM9nVtw7jdHg5RsEUgRS3HOGZDmyhjw8osooJkSVxucOPmwHHPTnRbZQ7HL/QwMTnNheYh0rXxyOI8D4o2UcYOvwVDuDdvR51Ik0gEEXw1IKgBSeOixOa94hwtoxNTpKjlIefLcYtd1CwOt/chOkrCg5sX8/angdngYPDO5PrDf07yhtBsPWmb5r6NekxmG2caPYZRRdmakG5+/va9TpebI6e7yEn3GM/es6GAo2e6fZqpBPOpxo6RgCBekyAjK03FgHFSTDZoE2WkqGXie4I1TEYqctcGAmVz2GT1aT4tztGyKE2FJlFOXcswn9kcLC/SUTuTDHK63AFqLmX5ydhsLg6f6hTpRbK4aE7W9jIybuNryzI41zSI1e6koXWYBEUcl+awcrdMOaiq6yNBHsvxml7xvr0bPb0NveZXsekhSSUlK1XHksIUYqIklOYls0yfwnnDEA3tIyKn/+tbisRE3OFTHay6ilXiqxIc6/X6Q0FejgaO6fX6M0Az4AIWAasBE5B/Na79ZcHf9lRAODskodu6YGESw6NWPjrTzdDoFNFREh+7U1lcdICFaSioVVKmZuTgRsY8gu5Ct+qDW4rEjutv7CgO2zb6RE0vC1KUAWVDQYHCH5Xl6Xw+k7kNJrdiHLeKKhmhpIsEd6ZzFwc4UdNDVZ1H1OSP76ngZ69Vk7cgib96ZAXGMRvP7qsLmOT9F41Ik0gEEdzYkMSqOFHTE6AGpE2S8a8vn2PdioXsXJNLS/do0MC3oX2EsnwtO9fkcqiqg/V+jmHBsGNNLmebBuZlWhAqAFarpCInOTpKIpagLVPTrChK9ZkT79tUKAY1s7n5BZuDk5RSTGY7/UYL7T3jYvUMrlTZqup6fYIWAUv1KVQ3D1Gao2XXrXkcPNEecu4M1TAZwdWDN2XTu4E/2OYrK1Xl01znr+ayZkkGLx5q4qaSNG4pS8fQNcqk1cHE5DRleVq6+sw0d5sYqu0jOkricZv0amANtVZ/fWsRL79/Mej9+9ON5pXoM9tIiI/jlQ8MPLWngl+8VcvXtxYRLZGgksf6XOO3712RH7zaVeKrlVIrBor8/gwDl4BUYC3wNSAb6AEswO1X6dpfCgTbU3+UzMiWzAany82k1YE+S80bH1/hEgmDsdowSHZmAna7i5Ul4fFoyvKT+ffXLrB2aSYN7SNUFHhE6L2z2N4qDrPBuzt6YnLap2yYopaTqokPmLBT1HIsVgcOp4uHtxXx4JbFlOcni8LhLx1u8mmEEaSL/F2rvB3wxi3T4rnjYqOZsjsxmW20do9xoqY35KIhmINEmkQiiODGhjMmkX9+rZEfvXiW2tYRUQmosdPIj357luQkBReah3nh3UaSk+TctnxB4DlcbsyTDo+pUUk6C3TKWedAQX+4d6bCFw78N+XeKMtPpqxAy32bCtm7sVDs0ne63NinXVSWZYgJBfOkg/4Z84ZQbn6hVATKC5IZMk0GbY4WXvN3IRWOmybs1LYM87JXg1Nk7vxy4E/ZPHiinfs3hXZSPN3Qx9N7l4hued5SbwIFct3yhbRdHuPUjFttcbaGrbcsYtLq8GnO8/6sgGBrtW7G1nw2TrJ33DCbsZk/klRSLFOeuEP488KhRroGJlhWpPNpfvW+xtWuEl+VzLHBYMi+Gue50SDYnno3KSTEx4Ylyt7VP45aJQ3IMEdHSViq12GfdnHweAcrS9LmlFzRqeUopLHYHS5kcTFi80aaVhGQxf7toSb+x0PLxSYTf3jz2+69vVDMTgjW0IVZagZHLT7ZYe/POF1usazy7bvLae810XbZxJolGdTOwwRk/coFPPN6LSlqOU/eVcaPXjwLeBahVK2cN44GZn68F41Ik0gEEdzYGDBO8pP/qg9o4PWuzhUsTBIDzbc/aePu2/ICejfAV/rqcFUHT+4u96GweaOyPJ3q5kGaOoxhy5iFqqalqOVMWh3IpTEcPdvt812ClaC97zPU/Hz/Jj3nLw6KjUlCxa0kR8tCnYr3PvM0R/s39fknIKKjJGgSZQF85mvV4BRBePCnbDpdbn7xZi1/ev9Sz+YwCMXh//zqNFsrc4iXx1DXOkJ18yAPbNKjUsTxnzPOuwK8pQb3rCtg++oc3j3ZIfKa69tGQjYBgmcM3nu7np+/UTPndxHoRqGMzYJh7ZJM7NNO6ttH+PT8ZZGuJJHAf33YzM61uezzojsJ17jaVeJrZgLy3wGC7al3F68m0bMLn4sKUZil5vPGgYDXd6zJ5Z3j7VSWZZCmVTA4amHnLBxmYaCap+x874FltPaY+PbdZbRcNvHdvUt4+X2Dz/vtDhdWuzMk7zdUd7TJbOPWpQv4z7drKcrWcOvSTIZGp0Jy4oZGp/jFW7XsXOvZkZbmJvPWpdawfleT2YYsLpZv7y4nLjaaH714VuTBLdXruNRvDtix6tRy9mwo4FRdH//z4ZWRJpEIIrjB0do9GlTZxpu/6M8h3n+snb959Cb+461an/lSaFq7Z2MhmgQpn5y7zKZVi4iLjeJs44DY+FtekIxaKWX/8fYAs4VQCJXJDUYnCwb/EnQoruf6lQuRxUZz+LMuRsetoj6sG4iXxdDYOcLrH7ZwU0kaq8szOH6hJyQto7ZlmO8/tJzGztGAuRu4Jg1OEYSHYJRNu8OFocskNvAHo93sP9ZGmlbBPRsKSE6UY5qw8ez+ulnH3Zsft7BhZRarStLFwFibKGPENMVTuyswWWx8ePqST4wguDqGo3wl0I3m8yypFLG8eKhVpFfesTaPxo4RaluGSUlSkJEST1xMlBgTmMw2SnO1V73SEQmOf0/42566XS6xM3pWuAjgs3lnRA6eaOfPH1jKoaouLnYaxcmyrnXE04nsFcz+/I0aMXuwZ10BuOGjM910908EvcaA0YJCGsOhqo6gD1qw7ugkpZTjF3rELubd6/N56+O2Wd1zBkencLndTE97ZGbCNQHRJMhIUMTy76/5yh+lqOUUZCXR2TtGaa7W54F1u6FgoZrbb8qKcIwjiOAGx2xqQN78xWAZKfOUnU2rFuF2uwMkqozjNn55tAX9Ig0dPWNM2RzcUp6BUh6DQhrLL9+pR6dWiHNVOJncp/ZU0NI9GjAnWaYcvHS4iT0bCsLq0k/TKsRF35vrWVGQwqqSNH7+Zk1QsxHdjFRbXesI+kUaTtT0UpKrxdAV2qbXZLbR3jcRVH5OwKGqq9vgFEF4ECibta2+MYT3WPQ3+wDPWNy+OgeVPM4jiXZr3qyyqeBZo5NUUuTSaM5dHESbKCM5UU5asoILLUMYxzzNrgnxcWKMUJKrRaWIC+u7qBNkrF+xkPFJO9XNg9y/Sc+rRwyhJQfX5PLeqS5SkjxVb02ijPq2Yf7s/qUYukaJl8dysqZXlHcDT2yy69a8q76RiwTHVwHeXbxWm5MPz1yac4fUb7SQ5GcN6Z0RcbrcnKrrY8xsw+ly8+7Jdp6+dynd/ROoFLFBmzWGRqd4Y2YnOGicIk0THxCQluRqudA8zMVOIzvXekT0j1f3zNkd7V02TFJKOXdxcFa7UwFnGwdYlJ7AhZYhNoTRCANQlqfl7577zNdtTyPn6b1L+cGvT5OiUXBLSTrdgxM+v8PRs5f4wbfXRLIdEURwg2M2NSDvbLF/RqokV0vzJRMdveNc7DSyZ30B5qlpLg9MYHc4xWDQe+6qbh4ieqYj/qGtizFPTmOzO0XKwmxd+4vSVbz9aRv1rcNBm5bK85PD7tI/WdPL0/cu4SevVIsN1XVtw7hxM2a2BdVZBk+A887xdjatWkRHz1jQc/lDnSAjSRUX0DztDeN4RAbzy0IwymaosejtuvjbQ57NmDZRzvELPWFd6/iFHvIyksANNruTi12jvPVJqzh+nS63z7o9H4pEWZ6WH//uHJtWZbNUn8LRs91UlmegkPk+S0v1OhakKvnxS+fQaTwJu4a2EXavy8fQNcrhU12MzXgrLNPrfLLHW27JZkGIZtjfBxGNq6uImOholIo4UhLlczrK5S9MYv3yhT6vKxWxPpnecYtnEYiOkvDI9mKGRqc4XtM7a7PG0OgUURJPhti7Mc//Gk6Xm32fttE3bJmRTfE4P3m7N3nfr3fZcFVp2pxNhwJGJ2zIpTEsSFEii4uZ02lJp5GTla6iKFsjuvx8d28FD21ezP97/QKbbs4mQRFHY6cx4HcYmCkFRhBBBDc2hNJyMPjPa4JbniDnVts6TEWBZ1Fv6jTS2edRbjBPOkLOyU6Xm5qWIV467Om+j5JIxPcKjdKvfdAsKklIJBKOnu2ms3eCkhxNyAZj/zl9NpjMNupaR3ya5cDDwTw1o9oTCkOjU8TFRGGxOmY915VzZtDUbuSR7cVB3f3AkwSJicTFXwoEymaq33opjMWjZ7u5f7M+wHVxcbaGmpZhlIpYUbZtLpgmbAyZJqlpDRy/De0jLNP7OtsGa9oLBiFumLI7QQLPvFnDsQs97Ps08Fl6+f2L/HJ/PVsrc0hSSrFYHVRWZPDMmzW8fMRAQ/uIyNF/8VATP3+jhid3l5OuVbBoRr7waiMSHF8DpGgUHKryENwf2Kz3sXMU1BvePdnhcYzzGmD+HZ0N7SPcVJLKjjW5NF8a5fyM+cVcEAjqwQax/zUOHG+nMEtNy2VT0IA7RS3niV2lHJ4pcQrnCreskqSUMmVzkJ2RQEJ8LHesyZt10/CN7SW8cqSZ7MwE7t1YyN3r8zlwooMhk8ehKl4eQ0XhFUUKfxw+1YHDGehEFUEEEdw4CKUGBIGLs7eV7ooiHQmKOPG4dyDtHUQHg04t58m7yxk0TvJuVUfAe70D4H6jhbvX5aNTy1mQElr9Yl5d+kopvcMWsVkOPHOize4Mi995tmnA4/Uc4lze33PcbMfhdAUoV3hj2WIdjshU+qVBoGz+1cMrqShI9sQQeVoev6OE7ZU5/MNzn/HMGzXUtAZuxuYz7tQqGdHRwTdImkQZ+qykgKTWnM+SRs4daz0KKcHkbYNtJoVG0YrCZHIyEnjjaEtIWsjg6BSvHjHw+J2lHD7ZTkfvWFjfdT64IWgVer3+CeD7wALgAvDnBoPh1CzvLwV+CqwCjMAzwD8ZDIbwvJN/DwwYJ/nx786yrTJH1Bb2L7dpEmU8eVeZ2LAmNGv4lyucLjeyuGgS4uMYMk1+Ic1N/87sYNcIVTYUROMPnuhgyy3Z2KadrCxKpWtgjDUVGWGVVVaVpnG2aZABo4VVJekcPNEuNsUcO9/jU6JcqFNyur6fvRsK+ay+F5PZxr+96rExNZntgCfwryzPCLlYRBzxIojgq4H8heqQdvP+XGAhoxYXE8WDWxbz4qEm8bg37SLUXLdUryM5SU5NyxBpWgV3fi2PfZ+2sbo8w4d6JpR1Y6OjqG0exmJzsKokVWyaNo5ZRR1j8+Q0FzuN3LdJPy/FC7fbTXGOln6jha9vKeKNj1vC+r1GJ67M+/7nEmgkgpX0mcYB3O7Q7n4pajmxMVERA6UvGf7GK63dowGUQ28IQfF8qA9fW5aJ1e6gOEfLyZreAN78D37zOX/5yEqeeaPGR4pVeJYS4uO40Dwk9kItW6yjNNczfnevy0caF021ITxn3tqWYSorMsSxORsGZzwdMlKU/PCFz/nf31p9VSmV1/3I1+v1jwC/AF4CduMxEHlfr9cHTSvo9Xod8CHgBvYCzwI/AL73h7jf1u5ReocnxUzGvbcXepzjBiZAAo/uLGHPugJ6hsxcHrLw20NNPL6rlIe3FVGco0XiVc4D6BuepLp5cN4ZCIt1ml235rF7fQEfz3RmP7qjmOIcTcA1gpUNk1RS+oYt7Pu0DeO4FWlcNA3tI+z7tA2nAxSyWNK1sw/EFLWcYZOV3mEzd92WT0fvGN+6uwyrzcEv99UHlCglEgkrinX0DE2gVsl5/qCH97x2aSbvn+oEPIF/Q3toSkfEES+CCL4aSNUo+LO9pUGpWE6Xm/dOdfDXj6z0yazpF6nJ1CnRJsrEOTg9WcH9t+tFHVf/uU6tkqJJkPLmxy1oVDLe/LiV5/bVs6okHYUsBvu0E02ilHs2FBAtkRAbE8U7J9o5UduL0+ni+IVefvdeEw9tKeKJO8twzegYu1xuvnV3OfostU+FMBi8qWsms42NNy2ksiyDo+e651Wlm5icDjhXVpqK0rwrVcvnDzZSmqcVq29CpdH7XnauyUWXpIg0410niImOJl4eS1qykuQkWcj3NbSPsGyxTvRSCGfcOZwujpy+hHnK7rMmC1SNKbuT6uZBdq7J9amEF2VriJfHMDFpJ0qC+Lma1mHGzFZME3Y+a+jHOuNPEA5MZhtjE9Z5uOn10tw9ypZbcmi7ypTK6zpzrNfrJcA/AM8aDIZ/mHntA8CAx4L66SAfewrP97rDYDBMAof0er0U+J96vf6nBoMhuFL7VYB3h3Uwd5kUtQK3201srITjFzwyblsrc/jl/noxw3ypb5zHdpTw64MNDI1OMWyaxDRho2/YMi/NTbk0xsd5SYJHgzknI5HxiSn+4sHl/PPvzonHvbMd7b1jbKvMEdUqkpRSLnaOcnnQ7OH9zGgkfveeJQEd1AJS1HLuv13P+KSNBzcvRimP5dZlmTz7Vp0oweKdzbh/k573TnexUKfi0MkOHw1lWVyM+JkkpVQ0BwmGiCNeBBF8dRDtGOMv7itmxBzF4VMdjIxZ0SbK2HZLjijXmL9QLWbWjONWfvji59y3Sc8rRwxiNvlP7l3C47tK6B+Z5EyDx57Z7XaTnZHApNXBJ+d7yNKpcLndYqZamL93rMlhdXkmHX3j9I5YeP7glezztMPF6YZ+HtxSxEvvNQXoyda3j5CmVfDUPUv4f69fmFNbHjwmCHVtwyikMaxfsYC4mGgudvoqT/jP2Q3tI5QXJHP0bLfvuZRSVpWkcnlgwkeNyF+ms6IgBbfbLWYL3zvVwf/+1upr9u8awRdDMPlYbyQnyVhWmMKRzzrp7Bvn3tv1vPpBcD1vYdx9Vt9PRX4yF5qHQ8YXh0928s1dpbzwbmPQxlNhPKriY1lRpOOfXzpPokrKzhk5tnCVqpKUUhSy8Hn6oxNW1i7J5PWjzdyxNpeh0ak5udDh4roOjvFYTC8C3hFeMBgM03q9/l1gS4jPbAQ+mgmMBewD/hZYCVRdo3sN2mEtcGsA0ZrR0GXEZLYFcHGE91XV9YmT74TFjsns0U2ess2tE6hTy8lMUfL8u42MjlvZdWuepzO0dZjOvglGJ+yU5ydzoXWIJ+8qwzbtZHB0ijONA1zqnyBJ5ZFFGTBe+fmCCdwPjU7x769f4KEtRUw7nHxy7rJYjrlt+QJwuxmdsCKReGTlDF1GtlbmsGdDgU85c3VFBv0jkzzzeo1oOuIdGHsbgIS6FwERR7wIIvjqwW2fYHVFkRgAS+OiAjbAgqVxvDyW//XNW2jrNnHH2lyiJBJO1fXx2kct3H5TFonxcSHtmcvzkwO0550uNwdPdKBUxGK1OXhiVynP7a8XA+ftq3PYuDIrpNQbQP/IJM++Xcu37iyjvXcspLa8cB8bVixkyu6gqraP84YhklRSHti8mHGLnfdOdbDllhxxTr/UP0Gi0nO8YGEik1bfcy3V6+gbsYhW0qFkOpWyWDFbmJwkixgoXcfwl48NtmH8m0dXcaiqg/3H2kRzj1DjDmDDyoVUN4emPngbjHkrvcRES3xijEv9E4xb7OxeX8Ck1eNKeXOppwITTmJv/YqFyGOjApS8QiFJKSUmBoxjVqYdLt74yMCWyhxyMhLD+CVnx/UeHBfO/NffPaIdyNPr9dEGg8G/ZaAQ+CTI+4Vj8w6Om5qawnqfVCZH7fWPGmx3b5lyIJFISFRK0STIgpYPvLPOpXnJ3FyaTlOHEU2CjN3r8nnz49agE7FOI+ee9QVMO5wYx6xB9TkFbcw0rYLSvVp+8Xage463a9Ohqo6gAvfATGZ7Cp1a7rPgHLvQg9uT6CVRGSc+TN6Z9JIcLWX5Wn722gXsDhe6mQyx4Oy0dmkmsrgYHwMQnUaO203Qe9Fp5Pzp3lKMA10YA71VwsLUlOd3mOvfu6io6Itd4Coj3HF5LRHub3YjYrbvdD1+76/iuPyiv7M6DtJzNdR3mUWd1s8bBijMSmJg1BJUJ9ZbP9kbgq1zVV0vh0528NQejznCmYYBatuG2XZL9pz8yJ4hC3aHk6Nnu0OaOIAnuTEw02wkQJiT07QK/uLrK/jPIHO24Hi2088WOiczgZMXeijN1VJekMyk1cG5iwOsKk0T16SVxal8dLabJKWUp/eWkaGJZWqsl6ax3nn95rPhqzQ2r5dnXxMHj23OwOWOIkriwmYdwzgwJq5/OyoXcHnQHFDBDjbuJDBndveZ1y/w/YevjL/oKAkPbwseYwgxxM41udimHWEbgAyaptBnJVFRkEx9W3hV8k/O9VCco+X8xUFyMhP5x9+c5i/uK8Ztn9upeLZxeb0Hx4JGh/+3nMDDl44HxoN8Jtj7vc93TWCzTrFxRQZNnUa2r84N2N3v3VjIlM2BfpEam+OlY6gAACAASURBVN1FW48p6GQsQJAXWr9iIfdsLOCd456Gj1Cam243LEpP4IV3m9gxi6sewKqSdH7yavWcrk2P7yrln7wyt/6oaRmiNFeDRAKnG/pxutws0CnJSlVRkJVETHQUZfnJHL/Qg2nGhWrNkgz6hi2iBmeKWu7JfCxQERMtoW9kkl/trxeDYvAEv3+2t5SYKBdpmnI+OtuDcdyGJkHKhhWZZGhicduvfsdqBBFEcGPCajZSlJXMyZo+MWvV2DHCN3YUB3Ws83fb84Z3A+Dpxn4uD5pJjJeyqjiNY2Hqyb53qou9Gwt55YghpInD3evyeW5ffdDPrypJDwiMveHttHeqrpdHd5bSP2L2NChHR4k21g6n2yfjnJ4cz82lacRGS9AlSSPz6A0Em9Ua8ti01cLyxTrq20Z8KtjB0G+08LVlmbNmd+0OF//04ln+7omb6R+ZxDI1PWuMIYzHnWtyqW8zzun0K1Q0tIkyHtxSFFYwLY+LwThuJStVxaWBCUzjVgaNU/Qap0lXhvxoWLjeg2NBXySUyoQryGuSeb5/Tsxn16sxTvL4LgKyu/5+5gsWqOjsH5tztxYdJWF4zEJK0pWBMttOME2rYGLSHiCd4n/O2Y4LGBqdoqvPf+/hC+O4lfHJaZwuN3s3FjJpddDRO0ZUlAS5NIaTNX0YuozoF2nISlURHS3BPu3kbNMARdkaVpakYhyzIY+LIStdjVQqpbXbxKX+8aDlIoDFeXDrsqyQJdYvCiETcL1kOebC9XCf8/vNgtNhrlfM9p1utLHyh8TV/E2uxu+89RabjzqPN2dYSDBoEmSsKk0jSiIJGiB4d+cvSlcybrZT1zaMKj58PVnjuJXzTYOBZW6VlPJ8T0Phj393PmhlbD5z9gKdkj3rC3jxUAPfvKOUd3o6RPWkkGvS+gLqWob58Ez3V9pI6WqMzRvl2Xc4ndR3d4RFxYyLiWHcbEenlgd1rxOQqJIyNmFDKYvBanOENR4dThcqeSwvHW7iT+9fyuVB86zUosHRKQaMFu7wUvLyh/eYFRpRk5RSVpWmUVXXx9Fzvfz9Ezf/XrHB9R4cC1tYFeBdLFcBToPBECyqHJs5jt/7vc93TfHWJ8FpD3DFz3xNRQbL9TpGxmwhd2sx0RIe2VZMkkrK+591+RwLtRNs7TZRMYcrk7cT31wQOpn/f/bOO7yN+8zzXxSig+isYgMLxK4uq7lKtqplR7ZkO7ZlZ+04TjZO23Wy59zd7l6yye7Gl01uN83ZuCmWnLhIVrMlWy6iqF7YRIJdYicIgCDRiXJ/gAOhE5RVKOn9PI8fPwJmBgPwN+98563xnjrlEj6y1BLsqekKGtpvfqUKHq8P/77tdFjxXZoyMGq132BDXoYUvBQO2i6Moq3XjA0rAuHAyNY18cQvk2NIEFeLDT/YlcRWAcG/++WNV/dkiMtmdr4ybNoYM3F0/XIt7l4wCwNGO0ZGHTjeNIg1t+XHFRNMulu2RowH7ihCY6cxobc5ErmED4vNjZr6/qBzY0lFJpwTXpzvMqGuLfZgJ2B6NvvzM72oKFTh0XtnY8+RLjx672z8OaJYMBSD2YF3DrXh/uVa1NT3o71n9KYVx7cSXA4HaXLh1B7bFVqcah6GVJiCx9eUYtv+5oTjnV9+6wy2rCyOGm8dDybdYXa+EnuPdKOl25QwxQMI6A4Om5UwX/pIXT/8/kt1SFtWlWDbhy1YP1kE+GVbus50ccw0eNQiPO9Yi/huqLbJ90Nh/q3HVaa9x5zUPHMBn4vfv9eAf3hqYcynNSaf54OaThTnyJNuhVLXPoJH79UlTK6Pl1sXi9CeybGoKlbD5nQH+2QazA785r16rFyYi29sqsLOzzuQKuIF0z7q2wx499PACNcKrQqKVH7M4g8SvwRBXAkiK/xDcyV3Rtjdpg4jnn2gAu991h7TjmsUQtx3Wz76DNbgkJHpdBFiiokZ50ZlkQrvfdaOxRUZCW3ydG22SibEf/7lHJ55oAJDJltCbyAQEMgOtwccNgv7j3ZhcUU6df25CSjMUeD1feej+3WHiEymZSoAHG0cwEtPL4J53IVPT/XE9e5eHBqfVns2k8URXMNTpXgw++SmSxNGyR+7T4dDp3pgc8iglAlgc3iCg8I0CuGXbuk60xvCtgHoAfAA84JOp0sBsA7AJ3H2+QTASp1OJw557QEARgQGiFw1Qlu5TUV92wiKchQ4ozdg013FUe1HQnOGp9PjWCbmI00uTLj9dHsmj9tjt05jWgLVtYb3yTSYHWCxgL983Iq1S/ODVdDbD+jB512a2HT3whxsXVeO/CtQWUoQBBGP0GljT62PLiJi8Pr8eGVnI+5ekItvPVwdc7rp63vPY/fhQC6lUiZAulKc9CjdyEEbzGtT2eRp2WwpH1+c7YPb44OYz512lJAZpETc+KQrRfjR1kUwjTlQU9cfs49x6Jr0+vzY+XkHJjzehNuO2SYglya/HsdsE5etO2JN09MohPD5gbVLC3C8aQAblgem8QGBdbzpzuIv/XA3o8Xx5ES7nwP4hk6n+6lOp1sLYBcANYBfAoBOpyvU6XS3hez2GwA8BPobr9fpdC8B+AcAP9fr9e6reb6xWrnFY9TqglSUgt2HO+H2eHHPwtxgg+3cDCmUqfyg8Q4dgToViyvS0Tk4ilWLcuNuM53jzdWlxRzVzIRY9tR0Br9LKPVtI9DIRRizuXG+yxi8qBgDnK4UoqpIQ+E7giCuCelKEZZVZ0EtS5yD6fX5seOAHla7G9psGR5ZVYJHVgW8VIxAYHKQl1VlwTXhSThKN9RWxnttKps8HZtdVaQO2uyWC+ZpTVaVilJokNJNRkGWDI+vLoN5zBklMmOhlgtQU9efcNumTiOqiqa3HofNdtwxLzupfe5ZlAPDaPT8BCBw7Xz9gUqIBVy4JjxYXJ4Z1r5w1OpC2hXQFTM9rQJ6vf43Op1OCOA7CAz+OAfgPr1ez1ia/wlgKyaL9/R6/YBOp1uJwPjodxDIVX5Jr9f/4mqfK5/HhjI1+fyz8clCNqZARCLiIj8rFelKMY43DQS39fr8SbdCMZid2PVFBzbdVRR39Op0jqeWC7FlVUnCBPpY3mUmLBKZszxqdaFCq8LXH6ggYUwQxDXF4/Vi/9HkonunW4ZRmCWDedyFbR+2YHF5JsRCLhrajYFRuVI+ygqU+OBwJ5q7TDG7CC2rzoJMwsOHRy8E21TeMS8bxjFX2A19Kps8HZttd17yULNYLMinkRM9bp/AumU0SOlmQ6MQJK1N1DIhWi8mnjY3nfUo4HGxZVUJbA4P+g22pPax2icmh4i5cbxxMFi4eue8WUjhsHH4TB/MVleY441BLuFj2GQHm836Uhrjhng81Ov1L+v1+ly9Xi/S6/VL9Xr90ZD3ntLr9ayI7U/p9fpler1eoNfr8/R6/b9ei/PkcjhYuzTmVOsoQj2yTKHHjgOtGB13obpYFVUBvWeyJUo870SaUoivP1CBrgELZqVJ0NYziue/Uh13++NNA/jmpqq44yU1CiGee6ASv377bNio1VghlqpidZR3mTG0kV5lZaoAm1fqKJWCIIhrzrSie+MuGEYdeG3Pedw5Pwd5GVI0dhqRpgy0nnxi9Ww4XB6MjrtijqVmsVj4465GvPznM/D7gepiDcoLVPjTB03QZqVCKQsfAzyVjT/eNIBvPFiZ0EP9yCodRAIuNt5eCA6bhfysVFQl63EuVsNosdMgpZuQ6WiT7DQJ5EmkP+yp6cSj9+oSaognVpfidMtwUDMcaxzAcwnWcJpCiK9tqMAnp3pwvGkQr+05DxaLhfICFZ5YMxt/eL8Bv9xxFl/U9cX1flcVq/G/XzmKl35bg67+y+/BMOM9xzcaRTmKsMroWMTzyM6dnYZ5JRrkpEujnvJCWwlFeifuXpADm9ODf3/zNBaVZ2D1bfnQd5tgsTqxcmEuWCygocMI85gzzPP7s9dO4m83z4HD5UHNuT6YJ/sQLyxLh0YuhN3lgVImgMHsiJtAHyuXDrhUfFKarwzzKs8vTUPbRTN8fj95jgmCuKZcTnRPJRMgTSHEniNd2HRXEbr7x7C/thvtPWZ8e3N12DSveMVGDR0j8Pv94HBYuPe2fHg9PtyzMBdsFsJsuWvCg8dXl2LIZIsZrfvXN05hzdICKGV8nGoejrLpv3mnLpiT+ewDFegbHofHi6S8dX4/8A9bF5FdvklJRpukK4XISZdi7uw0NE5RZOr1+WG0OPD4mlIYzA6c1Q8H1+sd87KRKuZh75FumMacKM1XBtfov02u4ch2hgvLAm1dX9/bhM33lKCpcwSl+UpUFqng8wMutxdyKT9hcWmoHhkyOfDTV49fdmvCG8JzfCPBVEanK2M/GaUrhfjhEwsgSOGgudsEjUKIZVWZeGSVDnfMnYWiHAW4HA5W3xb9lBfLO3H3wln4oKYTY1YXHrqnGCqZEC//+TRqGwdgdUygIDsVh071YFlVJsq1qijPr8Xqws7P2gFc8na8sa8Z/7btNN76qAXPfyWxdzkyl455nVmgoV5ljUIIk8WFn71x8ks/1REEQUyX6XjQFpalo6pYhaVVWXC5vdDlyOGe8CCFy0ZDxwgcbi9efussqpPNvSxWY0FpOmob+vGLt85AxOfi0KmeME/zjgOt+OX2Mzh0qgerl+QhLyM8Wuf2+AK22+vHXfOz40bzDGYH3vu0HV7f1B5pjUKIFx6eg3sW5lJE7yYmGW3y46cXozhHgYVl6UiLsx1DIP3Bg1/tOItsjQRyKT+4Hl/Z2YiLQ+Pw+xG1Rpk1zOiYrevKcM/CWfjz/hbs+qIDg0Y7dnysR0muEiwWC4dO9UDE5+InfzqBr9xVNC09MmRyoL0ncYpIPMhzfBVIZvY58oBFCXr5FufKEuafNXSMQKMQQqMQQSriQSbl4cDxi5CJ+XhkVQmy0yQ4eOIictIkePDOQrBYrKheyeuXX2qyPWCMTn4fNNrxh50NeHxNKQaNlzwZCqkAc0o0GLO5w/LmgPBJN6EiOfR1AF/6qY4gCOJySDa6x54Uq16fHxw2Cy8+MR8fHO5C0Sx50DZ7fX5Yk8y9TFeKsS2k33CsSGBpvhIr5maj33BpgmisY1msbni8vuBU0lgMmx0QCbhxP0suDUQdKwtVyFB9yXFixA1BUtoEQEGmDC89tQg/efXElBPtAKBneAwqmTC4vtKUIvBTuHFHtQMBHTNosqGjz4JMlThsIu6wyQGf34+qYhWsdllQZ7yysxEPryyBQspHTV1/VOQkUo8AuOzWhCSOrxLJDLNI1Ms3QyXBCw/Pwa//em7KxfnV1bORn5GK9cu0OFLXh3cOteGbD83BgtnpqG0IeJBj9VFOZuLSoNGOQaMN73zSFpxyZ3NMICddjHEbD6X5ypiFekqZAA/dXYwjdf147D5dzIXLPNWROCYI4loR2fc4Eo1CiGc3VmBPTRcy1WIopHzM0aVhzOaGxeoKGyVtMDui/h3reF9/oAIDI7aw95lIYGQfVy6HheNNA3GFMWP3S/OVCQc0AeFDnJjPWlKZibXLCnCiqZ86Bt2CJDtoS5stxwub56C524SG9pFg2mWkEK0qUuNc6wiaOo1ha/msfhjPbKzAKzsbp9QwW1aVBGclMNQ2DIDLBs62XlrfTCeZv39sHtKVQkiFKXEHiTAwrQmnOzeBxPFV5ssMs8jUSII5w/G6RShlAszOV+If/3AUbo8PHHYgTMF4KDhsFioKiyHkc4OjUb0+/7Sn5OnylEEjzOSnjTvd+PqDlRizunHy/CBq6vohl/Lxd1+dD7fHi5NNQ/D7kXDhUsN5giCuNbE8aMpUAe6cPws2xwTeOqBHdaEaW+4pQaZGAqvDjXcOtQan4b2+9zw2rNAiXSnCkfp+fHzyIu5foYVYmIJDp3owOu6CQspHZVHAVu+r7caEJ3bv4Mg8ZRYL2Lq2DG6PF+09o6hrHwkOUgoVJVMNaAIC3YGWVGQGumuE3Du27T9P+cW3OMlok0y1BL99tw7rlxfiwsAY+kdsUffz0AE1oWu5qkiN3Ye7Yk65u60iA34Ab+5rhtfnjzmJ1zzmxGP3zUZ9e3RHigMnLyIvQ4qPT/RM+T0vtzUhieMZTLpShCWVmfjZ6yeglomiJsSkKYR47sFKvP1xazAkwQwPMY85sfH2QogEXDS0BxalTMLH5pUlsDs9MFoc6B4YS+o8Qo2wRiHEpruKYDA78ObeFhw4egE/2roIC8rSwedzYDA78OHxblQXaaCSC3G0MbYHhOFyn+oIgiC+DPE8aB6vF6sW5YV51DQKIZ5cW476NgP0F0xYt0wLIZ+L2oYBaORCzM5TIlsjwR92NmBRWQayNGL0DluDtnppVSYM5sQT7rgcFtYt00Im4WFvbRdGJz11qxblAn7gzf3NYaHnRAOagttI+dDlB7pPjFgcaOwwYkFpGv7p60solYKYEmaIyM9fP4HVSwpwpnU46n4eb4Q6I5p3tY+An8LG1nXlEAm5aO8ZxYETFyEV8bDp7mLYnR6cbR3GLE34epRL+Kit78f65Vrs+qIj7D2jxYmH7y7GB4enbsu4ZsnltSYkcTzDKciS4f88twwt3SYcOH4B5nEnSguUWFiWDvOYC5+e7oVxNBCyYFIlTBZnzDBf77AVTZ1GaBRCPHqvDhabO+mqbaVMgMfu08HnByY8Pry2J5BrtHpJAX7y6vGofsp1rYGc6K3rymLmATFQw3mCIK4nkR60eB61dKUIVcUaPLOxAu9+2h5mWzlsFngpJRg02rH3SBde2DIH51oNQbsXT0CE7s+MtI602Y2TNvvxNaVhtjR0HHU8qorU+Lc3TkOXp4RUlAK/H/j4ZA/uXZyf9O9D3NoUZMnwz88tQ0fPKO5focWEx4czLYHOFMpUAe5dlAub0xM1Qp1Z8wMjNnx1dSne/7w9Kr0iqEdW6fD52b6w95j1HSvlQpEqQJZGmlT3jcttTUji+AaA8XAsq85E77AVf/m4FW/sbQ7m+zBGl0mVCB09HQuD2YHtB/R4en0ZGtqnTq1YWp2FwRErWCzA4fDgrx8HvCEbby+c8nN213TGfPJjuNynOoIgiOvBe59F3+RD09SYAQmhYrip04gtq0qiBARDMjY71JamTaa2JYrKMQXRbo8vLFxdXawmhwQxLRgN4vF64XL7cP+KAni8CEZXugYsUUPHmDVfNEs+5drecVCPpVVZqGszAAjveBUr5WJhaRoUqbyEtQNM943LTR2iK+QGgsvhID9Thq3ryvH3jy9AdbEao1YXFpWlAwiEMcbt7qQK7QxmByxWNzJUiReORiFEllqMCwPj2HHgUrugZAv6DGYHxEIuOGxW1Htf5qmOIAjiWtPeY445dVQiSgkb0/zanqawUbmhE8Uima4tzVCJ8PymKihl/GmNrGYghwRxuXA5HIiFKeDzUiAWpgTXUUGmDD9+enFY+zevzw+704NUMW/Ktc10VuGwWVFrN3KQmEYhhGvCB5fbF6wd+NGTC1FdrMasNAmqi9X4hycX4qfPL/9SrQnJc3wDEpor19s/jM7BieDIxaoiddKFdkfq+vHM/RX4w86GmI21mfzic60G1EV4mKdb0Bf55Pdln+oIgiCuJR6vF/tqY+c4RqZNuD2+qFG58bpaTMeWNrSP4InVs1FZqILHC1QXqXGscRAnmoZiFmxHepbJIUFcLXLSJdiwXAuHyxMsvvP5/TjbOpzU/vVtI/jWw1W4MGANW7uhufWMcD7bOoyH7i4CkHz3jelC4vgGhsvhwGEdBQt8bFiuxb7aLty3JA/nWg1J7T9qdSE7TYKH7y6G2eqK6ojhn8wv3n042vsQWqGazOcsqwpUTMfqqUgQBDHTSTR6OlbaxO7D4WI43pTT0nwljtT3J3UO5nEXZBIB+LwU8AGIhSlIV4yBxWIhL0OKJZWZ2PZhCwZj9K1PI4cEcRVxuX346NgFDIzYgu3chClcjI4nOa7d6sLp5mEcqR8Ie33e7DScazWEtYT9+8cXTKs17uVA4vgmIFPJw46Pm7G4PBMauTBh4Ucocgl/cmx1Ojp6RmGzT8AzmTKRly5FZpoEP3/tRMy8tqkKTEJRyQR4+J5iPHhn8RV7qiMIgriWJBo9HZo2wXiF44nhrn4L1i8twMqFeRAJuOBygOZuY9I2Oyuiqr8wR4FhcxMaOhw41jgYPexDwsfc2WlYWJaO/EyagEdcHUKvj0vt3JLXCXIJH2O28O4rGoUQIgEXfj/wzidtmJ2vxKrFuSjJVVyV7xAK5RzfBPjd4/jR1kU41tiPtw+24q75s5Lab1F5OgR8DtKVIhTmyLGgLB1iIRfjdjf2H+vGwLAN339sfsxxk02dRsybnZbU56xZUhCVo0QQBHEjMdXo6VhjmplBH28fbIVcysfXNpTjf/3NIiypzoJGIQzmbyY70vq+2/Ki8oxDxwKHfh4zllqRykdZrgQFJIyJq0is66Op04jq4uTHq5/vuhR5Ybpqvbq7CdpsGTbdXQyvz4/GDiP+Y8dpHKnrx5ApOkJypSDP8U0Ck5je0TMKsP1JjTMtyJIFKk37LTErPs+1jiBLLcIPn1yIYZMjatxkZpoYB451X7VWKsTM58U/Mq2kEreUIoibgUSjpxlP8cMrSyAT83Ckrj8qD3hiwgc+LyVq3zSlaEqbnaYUorRAFfO9WENN2GzgjrmzoJT44HdbAGRd9vcmiGSIvD5iRVRikaYQQsDjIlMtDl4vRTly7D/Sja/dX4F3DrVFtTisbzciXSnES08vRsGXKLyLB3mObyLSlSIsrc6CNkuGTXcVJaxk3nRXETLVEgyZ7HFboQBA/4gd//rGSRTlyPGPz96GX7xwO/7x2duwtDorMH990mMR+3wox40giJuHUC9tLJQyAUR8Ll7d3RT03LJYLLx9sBXHGvtRGMNRMGSy4xfbTkV5nUPRKIR48fEFCW1poN1nVpSd9ruTqw0hiC9LrOsjVkQlFI1CiA0rtDjdMhy8Xj473YPc9FQ8+2AF3v20La6wHjI5JvXLlfcgk+f4JiRDJUFZgRcWqzvm6Gm/HygvUAVGn9b1JfT8AoEF2N4zinRlVlTCeyyPBRXdEQRxsxJ79DQfqxbloX/EFqy0T7Y7T3uPGf0j9pj5yaFeZ+OoE8ib+vyudGESQUyHWNfH2dZhvLB5DkxjDnxysgemsfC1/dqeS90pQq+VI3V9MVsnhnJJn1xZrUHi+CalIEsGkSAlrNCOy2YhPz0V2knRmqg1UST7j3ZhcUV6zJzhq9VKhSAIYiYSavO6L/SCzfJBW5CDIZMdeRmpSTsKQm0wky/MYbOC1f7j9ongCOruAQsWxbHBBDGTiKcJmpub8Ters5GeMQt2pwdtF83Yd7QLmWpx1LVypfTJ5ULi+CaGWaCL4ojWRK2JIjFanHC5fQk9EuSxIAjiVoLL4WDCdSmkO11HQSwbHOl1ZkjGBhPETCKWJnA5nRALAwX6GoXwmumT6UI5x7cAzFSbSCPNtF5JBpVMQCNHCYIgkiCezY2EbDBxqzNT9QldabcwU7UmCoVGjhIEQVxZyAYTRGyu97VBaRW3OIlaEzFQOzaCSMyGH+xKetvdL2+8imdC3GiQDSaI2FzPa4M8x7c4U7UmonZsBEEQVw+ywQQRm+t5bZDnmKB2bARBENcRssEEEZvrdW2QOCYAUDs2giCI6wnZYIKIzfW4NkgcE2FQOzaCIIjrB9lggojNtbw2KOeYIAiCIAiCICYhcUwQBEEQBEEQk1BaBUEQYUynLRlBEARB3GyQOCaIWwASvDMH6olMEAQxs2H5/f7rfQ4zmtOnT9MPREQxf/581vX8fFqXRCxoXRIzFVqbxEwk3rokcUwQBEEQBEEQk1BBHkEQBEEQBEFMQuKYIAiCIAiCICYhcUwQBEEQBEEQk5A4JgiCIAiCIIhJSBwTBEEQBEEQxCQkjgmCIAiCIAhiEhLHBEEQBEEQBDEJiWOCIAiCIAiCmITEMUEQBEEQBEFMQuKYIAiCIAiCICYhcUwQBEEQBEEQk5A4JgiCIAiCIIhJSBwTBEEQBEEQxCQkjgmCIAiCIAhiEhLHBEEQBEEQBDEJiWOCIAiCIAiCmITEMUEQBEEQBEFMQuKYIAiCIAiCICYhcUwQBEEQBEEQk5A4JgiCIAiCIIhJSBwTBEEQBEEQxCQkjgmCIAiCIAhiEhLHBEEQBEEQBDEJieMpOH36tB/AjP2vubnZ39zcfN3P42b4bxq/5XVnpqzLW3X9zdDvfd250utyhv7ON9Q5zpDzu+5cqbU5Q37PG/K/GfjbxYXEMUEQBEEQBEFMQuKYIAiCIAiCICYhcUwQBEEQBEEQk5A4JgiCIAiCIIhJSBwTBEEQBEEQxCQkjm8xPF4vbI4JeLze630qBBEGrU2CIIjrD9ligHu9T4C4NgyZ7GjrMWN/bRdMYy4oU/lYu1SLohw50pWi6316xC0MrU2CIIjrD9niS5A4vgXo6rfgp68ex5DJEXytd9iK+nYj0pVCvPT0YhRkya7jGRK3KrQ2CYIgrj9ki8OhtIqbnCGTPWrBh7/vmHzffo3PjLjVobVJEARx/SFbHA2J45uc9h5z3AXPMGRyoL1n9BqdEUEEoLVJEARx/SFbHA2lVdzEeLxe7KvtSmrb/Ue7sLgiHVwO5yqfFUHQ2iRuTDb8YFeCd1vD/rX75Y1X92QI4gpAtjg2JI5vYlxuH0xjrqS2NVqccLl94Apv/kVPXH+muzYdTg/YbB/4PPYtYZiJG5/EQjocEtLE9YJ0QmxIHN/E2J0eyKV89A5bp9xWJROAz6MsG+LawOexoUxNbm0qUgXYcVCPM3rDLV09TRAEcaUhnRCbW+Nb3oJ09Vvw49/VoKpIndT2a5YUkEeOuGZwORysXVqQ1LaVhSrsPdIdrJz++Rsn8dJva9DVb7nKZ0kQBHHzQjohPiSOb0KYytP+ETtsDg80nhi1RgAAIABJREFUCmHC7dOVQhTlyK/R2RFEgKIcBdKVidemRiGEzeGB1+cPe/1WrJ4mCIK4UpBOSAyJ4xnIl51OE1p5uqemExuWa+Mu/HSlED9+ejGFqIlrTrpShJeeXhxXIGsUQmxYrsWems6w1zlsFqqK1CicJcfgiO1anCpBEMRNBemExFDO8QziSkyniaw89fr8eH3veaxfroVYyEV92whGrS7IJXwsKs/AksoMZKgkSR/b5aaiKOLKUZAlw0+fX472nlHsP9oFo8UJlUyA+bPTYLS48Pre80GvMZfDwrplWogEXNS3j+Di4Dh2HNRj3OFGcY4C6UoRrVGCIG4pLsfmxdIJf/6wGd98aA6cbg8On+0L6oTb52Vjdq4CGkXAvt4qdpXE8QzhSkyn8Xi9GLO6oZYLwWGz4PX5wWGzUFmowiyNGFwuCwXZMvh8frBYgNfng9frT3hMIFq0q+UCPHRXCdKUImgUgoQXC4kVIjn8yMuQYlaaFGw24PP7kaES4aG7iwEW0NYzirklGnxwuBMGc/g10thpRJpSiG8/NAen9IPwePzgcFgoz1ejkAr3CIK4AYl17wx9zWhxXbYzzenyIiddCoCFpk4jAOCrq0ux7cNmmCxOlBWokJsuxbh9Ar9/rwFKmQAP3V2Mow39WH1bQdhn3Kz3eBLHM4Bkp9P89PnlYd4xLgdI4YvAF0pQ1zqME82DONc6glQRD1tWlSBdKcawyYa69hHsOtwJmYSPqiI17E4P9tR0wuvz48Oj3UHhHWuRh4r2UM/d9oN6WKwuKKR8rFsWfUHG8oKvW6pFca4CIgH3pruQiHA8Xi+cLi98fj9EAm7U35pZa6YxJ37yp2PoHwnkDnM5LGxYoQUvhYsj9f0YHXdBJuHj/hUF+O/dTWHCmMNmoVyrgkSUAqt9Ar95tw5rlhbgwPELkEn4EAt46B4cw5LKzFtq7ClBEDcuse6d9y7OR6qEh/c+bYNpzIUH7ijEXz9phUYugkTEAyNyp3KmDRitaL9oQcvFgCDOy5RiQWka5BIB3jrQgkyVGMU5cljtEzjeNBiM2hnMDrxzqA1LK7Pw8zdOIkstwt89vgBDJntCcX4jC2cSxzOAZKfTtHSb0NFrxrDJAY/PBw6bDY/XhzMtPYEQiJSP5VVZsDk9ePtgK5QyATYs16K5ywSvz4/eYSuaOo3QKITYuq4Mr+89D6PFiaMN/bgwOI6Dx7vDFnmWRoyfvX4CQyYHOGwWnlxbht010Z67ho7wCzLSC87lsDB/djq6B8fwQU0nLNbLSxkhZj5DJjv6R6zo6rPgxPkhWCbX5erb8jE7XwkAYYZfJuHjjnk5sDs92F/bhSfWlmL34U4Mh6yxgREbqovVGA5ZT5HpFTIJH3fOz4FaLsCwyR621uVSHiRCHj2UEQQxo0kUQWZqMEbHXTCYHVh9Wz5ONg8F7d/mlSVBx9dPXz2On3xjKaQiftDLPGCwoqnbCBZY6Ogdg8UasL8yccA23jU/J8yehh7P6/PDYHZALOSCx2Vj9ZIC/Oz1k1FaoL7dmFA4qyRS+N3j1+OnnTYkjq8z05lOc+D4Bdw1fxb21nZh7dKCmEK1sSNc/O6u6cT65Vrs+qIjuJ3B7MDumk5sWKGFSiaIGaqubw+Eqjcs1+K1PYGc5cjPC4Xxbr/0tcVhFzePy8YLW+agocOIrn4LWrovCfXppIwQM4NEnoCufgvOdxnx7qftMddlmlKITXcV4w/vNwQ9EoyIzVCJ8L+fuQ1fnOtDhkoMo8UZ3KZcq0Jd2wgAJHxIY8TwNzZV4Xfv1qNcq8Liigy4J3z45fbTMI+7oEjlY+3SgmCOMkEQxExgqgiywezAR8e68c2HqvGrHWfDHAih9u87W+bi0OkeHG0cwMcneiAT83D/Ci1M4070DVuD6ZYDIzYMjNhwz8Ic/H5nQ1x7ymgJr8+P+rYRPLW+HO9/3h5TC3DYrITCOU0pxA8eqb6Cv9rVg8TxNSZSXCQ7nYbLYWH1kny8tqcJSyqzYgrV0DBzW48ZG1ZosfPzDoiF3GAOMrNdpkqMOSUa/ObduriCd9jkwO7Dndh4uxYCPjfh51ntE2jqNKL94ihGRp1B7166SoT9Ry8En1Ijn0YjU0aImUm8YlHGEzBksuNoQz8+PtmTcD29c6gN6yc7UJRrVUgVp6CsQA2bw43tB/XBNApmnXx4tAsr5mRh1xeBjhVTPaQZzA7sOKDHdx+dC4fLix0H9dGRjkkj/eLjC6DLU175H4sgCGKaTBVBZhwD/7HjbEL79+aHzdiwXAu/z49Vi3Kx/aMW8HkcWO0emMZcYffiDJUY2z5sTni8UAfbqNWFDJUQxTlyZKrEaOo0hrXZnMo+D5sc+MX2OryweQ4y1ZIZfc8ncXyNiCcuSnIVU04K47BZ2LquDAMjNhgtToiF4UI1Xpi5QqvGg3cWwuqYwHMPVsI87oRYkAK704OGTiOGTPZgqDoew2YHstMkGDLZUVWkRlOnESwWYn7e5pUlsDomUFWswdwSTULvXujT6JDJgfae0Rl9odzKJAr1pSmF+N7mCnT0mMFiseIaRQaD2YEMlQhbVpWgrm0E3QPjMI+7A63ZsuXYU9MZXCfZGjH+1zOLMWJ2Qi7hY2DEFrX2Y2G0OMHjclDfbkSmSgxTiBeaYdjkwL++eQr/sHUhinMUl//jEARBfEmmiiBz2Cw8vb4MvcPWpGys0x1IrcxUi/CPX1+CQyd70D9iC4vctnSb8Nh9sxPWcTR1GoPpFBw2CwopH2daDTFTLwAkZZ8NZgeau0347bt1+NHWRTM2akzi+BqQSFxkqUV45N7ZqG83xt1//XItWi+aYRpzhYWYgfhh5kGjDUWz5EgV83C2dRhnWoYhl/IxtyQNNqcHfC4bh8/1hX1OrAvD6/Pjs9O9SFOK4PX5sWVlCfKyUvHq7iYMGi8NYBgYsQU80moxtqwsxv/7y7kpn0Y3rNCis88CiSgFzd1GLK5Ip3zQGQYT6hsZdaKqSB21NoyjTjR0WWC1T6CjbyypYx6p7wcrpEo61kMTADy+pgz/seMcTBYntqwqAZvNClv7DMy6ZbzQVocbOz8PeDliRSsYDGYHzrUakCrm04MZQRDXjXgRZMbxJRFxIZPw8eGxC3GPEXr/Hre58czGCvgBvL63OSpyu7+2C2uW5sPp9qCqSA39BRNWLymI6fCyOz1o7DCirECFyiIV3j7YGrOG6XTLUEz7HIv69hEsKM3Az18/gX9+btmMtL8kjq8yifKIuBwWFpZlIoXDhkYhDIrJ0EVuc0xAIuLCMOqHxepCboYUFwcvJbTHCmNECuZL4oEHi80F94QPj96nw//7a13wPOJ5gu1OD862DqO0QAmD2YHuwTH0DI9j3bICvLbnfJQXuanTiN5hK9Yv12LQaI8SJMznLa3MQoZKjLaeUVwcHIfF6sbRhkGU5FIu6Eyio9eM2yqyotbGllUlKMiSweGcgMPlhcXqhsU6dXoQAIzZ3FhemQmFlAddvhKuCQ9Gx934sLY7GMJjsYBXdzcG17Xd6cF8XRoOnrwYPA6Xw8L65VoopHycbB4K90LPCvdCR0YrGM7oh1FC+ccEQVxH+Dx2VAQ59D6eqRLDneeLaWNj3b8tVjcyVGIMmx1h3mL9BRMeXlmMF59cgLaLo+ClsFGWr8Sj95bg12+fw0CIwyvUdj50dzG6+yxR00qZFM0+gxVfvU+H/3ynPqnvOzruAi+Fgzvm5WBgxDoj7S+J46tMvDyi0IW/p6YTW9eVYV9tFxaXZ4YtcrmEjxQuB6X5SozbJ2C1T0AmCVxEHDYrGMYIFdQVWjU+ONwB85gTG28vhETIBZ/HnexsMYxRqwu9w+NYuyQf/SO2uEV5zIXx3IOVMI464PX5g+LIPeHD/3hqIcZsbrx1IDqvM54gmaqgigr0Zg4erxc2pwe1Df1x/74P3V2MPsM4OBwW5pRokJshDfMsh8IYcWUqH6eah2Aed8E05sK82WlQy4T4m40VEPC4GLHYkMLhYtjsCBHAAqhkfMgm0yuqi9XYsFyL375fH5YaFG/tRebOMYyOu9DQMYIsjWTK8akEQRBXAy6Hg3sX54dFkEMdX8U5chgtjuC9nyGZAmXGDnI5LHz/sfnoHbYGImvjgSEf82anob3XgodXFsPr8aOmvh+NHcaoNm7ff3Qe9h7pjOlpbuo0os9gxT0LcmAac8V0ioUil/Chv2BGQ8cINAohfvz0ImizZ9ZoahLHV5FEeUSRHt9t+5vxvcfm49XdjVFVqI2Ti/zZjRX4xbbTeHhlMThsFkrzlLA6JvDAHYUQ8i8J6jGbG3fPz0FeVire2Hse992Wn7Czxaa7imCyOGOep8HswO/fb8DSyqyoMPij95bgk1PxC7AYQfL1ByrRN2KFyeKALleJD5LoekEFetefQaMd2yMefEJhjOYTa0phd3pQU9cXVVDHGMlERpxZ3xuWa7Hz83Z8Z8tc7Pi4FfwUNr77aOCaMFqceOy+Eqxblo/qIjVEwhT89r36sGsl8twixXBo7hxjuAMPn2z85WM91i4roIcygiCuOV39FvQZrMEIcqjjCwCs9gmM2ydQXawO3oeB5AqUd9d04un15cjSiPHb9+rDItRqmQBSYQp4KRx8croHJosTcikfW1aWwDaZfjE7XwmJKAUjow70GmyQinj4wVfn45VdjXE1xbcersbv3q2H2+OLeV5VxWq8fbA1eI4/fe0E/mWG3fPZ1/sEbmbi5RFFLnwAWLO0AH+KEMahGMwO/Gl3E77zyFyIhTx4fX4caehHZ58FUhEPdqcHLd2m4AJ964Aef9zViMfXBDzSsTpNVBWpUZwjR1OnERtWaON+j1BRwcBPYSNVzJ+yoM9gdoDFArr7x3BxyAqf3z9lwj5ToEdcXzp6R5MqrjCYHXhlZwMaO4zBB6ftB/SobejH1nVl4LBZSRvxRWWZePmtM1i3tAA//tri4DVRWaSGXCrEnz9sQYZaDH4KJ+61EnrMyHVb3zaCsgJV8N/zZqdhwutFn8E2mf5kj3WomPAFQtgcE/B4vUnvQxAEEYrB7MC+2i40d5uwcUUhNAphVG1RU6cRlYUq2ByeYIQrlo6Id3wej41XJtu1cTksbLy9EFtWlsDj82PX4U4cOHER5QUqzJ+djuYuE/7ySSuEAg6e2VgRjBh/dOwC7po3CysX5uJPEQOZIj9v+wE9vvvIXGy8vTDM/gKARiGMSs8YnoH3/BvCc6zT6Z4F8CKAWQDOAfi+Xq8/mmD73QDWx3hLqtfr47eFuMLEyiMCELOoTjLFIuewWVi7tACv7z0f7VnuiJ3CYDA78OruRiypzAp6z+LlF5dr1XjgjkLsPhw7HMKIioaOEXDYLHx78xzsPxq/OCCUL872IYXLwn235UHI5+L+27X4sLYbbo8vbhHgvtouKtC7jvQMjScs/gjlrH44uDYAhOW4u9we/PDJBfD7/cGK5ngwYjZbI4HP74dpzBmMaNxWkYH3Pm3D0xvK8fmZ3qTaHwKBdfv8VyphsDihv2CGacyJWRoJACBDJUKaQog0hQgt3WaMjDpR325AVZEGKhk/bj/nIZMd/eN8fPJpL8zjHTTQhiCIacN0sNp7pCuQ4iDlIyWFjWc2VsDj8WL7gdbgtl6fHzaHB8ebBnD/Ci0+OBzIQ062AO7w2X6o5SIMmx1TpmE8tb4MAGKmWjZ2GpGmEGL9ci227W8OepUjU+kMZgd6DVYcbxrAU+vLcLplGCJBwFGhy1Pg1d3no+79Hx3vnlH3/BkvjnU63VYAvwPwzwBOAvg2gI90Ol21Xq+P1/ukGsCvAOyIeD15t9AVgMvhYO3SgqhOFBJRSrCoTsBj44dPLsK7n7YlPFaynrfInMrhCO9ZogsjLUE4ZNTqQm66NHguDR3GpAuwRq0ufHNTFXYcbIVpLNCW6282ViBdKULrRTPq2mIXAbrcPnCFM+NCuRVgenCP2QM56aPjyf99c9OllyqrhVwIeFzwUjg4XNeHz8/2QZ6ga0QoDe0jyMtMxZv7miGXBvZxuDxwT/iweaUOv3+/AcU58mmtva6BcXQPjGFhWToyVSIYRh3Iy5JCIRHgw2MXwlJBrPYJvLnvPKpLNNj5eQfkEl6Y8E3UeYby5QmCSIZIO8Jhs6BMFaCh3YB5ujTIxHzII/KL99R04qn1ZeClsHHPwlxkqkT46yeJdQODedyJ3HRpUjrC5pzAJ4n61U9qje8+Mhd7a7vjTtSrbxuBRi7C7sMBXXLg+AXIpXz4fMALW+ZiyGhDXYiDbk6JBkNGO7LTpNP8Na8OM1oc63Q6FoB/AvAHvV7/T5OvHQSgB/A9AC/E2EcOIAfAh3q9/tg1PN2YFOUokK4Uht1MmaK6YZMdf/f4AhxrHEgoRKYTPonMqQQueX212bKwCyOW15YJh+gvjobli84t0UAs5KGqSAU+j4tPT/dGFQfEQy7hY19tNxaUpuP1vecxMGLDovIM/Nc7dXGfXh9dpQOXdPE1IbQH96jVja/ep0NNXf+0/r42xwSeXBtI4Vm3rCBqBHRobnGsrhEM5nEXpCIneoet6B22ornLhC0ri3GmdRhLKjJhMDuQqRInfW4KKR+9Q+No6jQG19amu4ogl/Dx+xiT+jQKIZ5YXYrTLUPYsKwAh+v68e/bTkEtF+CHTy7Ev75xMm6jfsqXJwhiKkI7WEVGcpmOO9VFaqxdlo/myU4TzL2ax2Xj3UPtGDY7UF2sjhLQ8ZBL+HC4JpCXKYFhNPYADyCgCdhJ9qvvNVjDOmFEFgAyTpOGjkDfZWYi36KyjKjBI8z+Hx7rxo9niINhRotjAEUA8gB8wLyg1+sndDrdXgCr4+xTNfn/5HqKXGXSlSK89PRivHOoFR6vH1b7BNoumvHIfTrcuzgPv3+/YcqbfblWhfr2JPsHhqQ/MIxaXcjLkAYFNj+FjSfWlEKRykf3wDiMFgfG7RPYsqoEEiEPHp8PEiEXf//4fBhGHXC6vKhvN8A87sLcEg26BsYComVVSVhxQDyY5Hv9RTPWLw/kNk855eygHmUFSmSnpSQcWUx8OSI9GHNKNBg02lFbPzCtv6/d6cHumk4srcyKCseFEivCwWGzUFGowuxcJdQKAXqHreCnsIPV0B6vH5VaFQ6fDfTlbuo0Jn1uC0rT4ZrwIj9Lhj2Ta+7dT9txz8LcqCgLc37bPmwOvHe4E3JJoDjF7vLgXJsh4QQrADTQhiCIhDAdrJLpNPH1ByoxYLRByOfifLcJAj4XRTlyZGskyM9KRYZSjMYk7ODKRbnw+Hw4dLI3rP+70+2B3w9IxSmwWN3oHbYm36s4htYIte8dvaMYt0+EbRvpoItk2OTAT149HizOu573/pkujksm/98e8XongEKdTsfR6/WR1TBVAFwAfqLT6TYCEALYC+Dber1+8HJOorm5+XJ2AwCwUqToM7lhHnPBPJlX9NSGciilfJitLhjMjuCQg3g3+1RxCroHxmO+F0lo+gODXMKHSiZEY4cRX7mzCHN1GrReHMW+2ktjnZdXZ0Em5mH/sQswjwUqVuVSAWxOD/76cWvwCTM3Q4rRcVcwByq0P3MsQpPvDWYHJCIu/H5M+WQ6bHagrccM/QUDPj7ZD/O4CwopH6sWZiM/QwTvhBNslh8uZ+LjTAeHI3Csqf7epaWlV+wzvwxfZl0CAIuvxL9vrwsrqtTlKXDi/NC0/r52pwciARemGNMbY8Gsg3k6DRZXZIIF4ItzfTjSEPBWLyxLx4tPLEBHnwV2pwe5GRIALIxOplIke25pCiHkUgF+/fZZKGUCfOvhapxpGcaYzQ0OG5CIoqMsQGDtMZ6OYJ6dMhDNiLV9JPtqO5GZ6oLLGbsDzNXiZlmXoSR7Td7oXM3vNxN+w5tpbX6Z31OSKkNnnwVVReophaLB7MC7n7XhngW5sDs9mFeiwScne6BRCHHPghx8dqYXfj+SstFjNjccLk+w/3vkkDCmrdvtc7MhFfHQdtEct9MEw6jVhftXFOJ8V7gHmolgV5eosWMybzrSQZeIYZMDTZ0jaOrwhN37Vy7IRpYqBX53clooGRKty5kujlMn/x/5a4wj0GlDDCByLFcVAP7kNg8C0AL4CYBDOp1url6vTy5Z8Qrg5crwy7cbo/qwMgV0oTfbRDd7pUyI0XF3lGc51OMGNqC/YIbP5w8+rTHM1aWhZ3Ac9y3ORUoKB7+OmF4X+qS6YbkWr+89H3aeT60vw2t7AmHw0D7L+2u78OKTC/D79xtinrdGIcS3HqrGv7x6IvjamNWNrv7kJql9dOwiWCwWzneZUFWkxuKKDJitHnz0QRss1qt3wdwKeLkynO+yRHcb8SGYz8v0345nwJnCjDP6YUx4fKgonDrCwYQReSkcLJ+TjR0H9FHpF6HpDzIJD797twEvPjk/OEK6XKuC0eLAY/fqsD1ifwbN5LltP9ASDPNtP6DHvYvzcK7VAB6XExixXqhGXZshav+GdiMqtCrUTX6fYZMD2w/q8Z1H5uJXO84mFMimMRd8fmoERBBEAMZJ9smnnQGxlypApkqclFBUpPLxxdleLCjNQLk24Kl9dc95yCR85KRL8bUNFfjT7sa492Dmnu71+ZMquNMohHjxyQX4tzdOJRTIcgkf9e2GmGlyDe0jWFKZdallpjTgoEvWK/3xiYtgs1ho6LjUPrahI+Ck+N7mCnA8lqSO82WY6eKY6QES704U6y/3fwFs1+v1n07++wudTtcM4BiAzQDenO5JXM5T75DJjpd+WxO31ZnBHLjZMqHdRELEZHFi3uy0YPiEy2FhwwotNAoRauv7wzxus9IkaOo0Bp/mNAohSnLlmJUuQXf/GD45eXFaIW+D2YHdhwOjnnd+3hEW0l6ztAB/3NWIpZVZEAu5qG8bwag18ARaVayGzeHB796rx5qlBcHj+fz+oAdwKpgn08oiFVQyIXYcjB420tBx5QqhGE/ATPFyTMXlnueQyY439jXBaIn+O7T2mjFXd2mYx7b9zViztCDm3zddKcb2Ay0oyVWgqkgFiZCHE+cHsbQqM+YgkNAw4tLKLOypiW4xyBCa/rBmaQGau8x44M5CVPaqUd8+gp6hcejyFPjOI3PR0m3GWf1w1NpjDHbomvb7/WjpNgUF+De/Uo3mLmPUTcA87sT9KwqD4hgI3KgcLg+eWl+GN/fFr9RWyQTIz5t1y6YAXcnrZ+Zdk61Tb3IZXM3vN/N+w+vHlfgNpvt7xiriVaYK8MW5vqT2rznXj013F0f1nGccCRkqEV7YPAetF0fDvMCRdhBIruCOmW3wrYfn4Jfbz8Q9r8h0ydAUNYvNDavNFbwXLChLQ+uF0aQLqc3jLiypzAyzv0DABv/HXxqvSV3HTBfHzOOBFMBQyOtSAN5Ybdn0en0LgJaI147rdLpRBLpYTFscXw4t3aYp8xMjC+he33se65dro4TI4vIMmMdd0CiEMFmcAREdo+Ap1OP21Poy7D3ShWc3VuB379XjzvmzIOBPrzcsc0ENmx1IV4rCvNwZKhHEQi4GjXbs+qIDPC4bq5fkQyblwTLuxjuftAUFR+jxOGxW0kUEylQB6tsNUMmEOHgi/jCKock8pZ9+YykyVJIpj3ur095jhsfrDzNUjEdXLOCivmMk2MHhoXuKkakSY8LrRX52KuAHZucpYHd58PnZXjy7sQIsFtDaMwqbw4NhkyMspy20epmplJ5O+gWbBUjFXAhSUvCHnQ0YnszV27ousL7vXpCDtw+2okKrwtKqTLAQiDQ0tI+E3RCYNRiaJ2cwO/Cb9+rwg8fn49/eOBUm5OUSPoQCNpZXZ2HM5g6K36P1/VhalYWnNpTjSF1/zErtNUsKwoQx5cwTxK1FaOefSGEMhHesmorKIvWUw5guDI7h/U/b8L3H5uGTkz2wOSZwvssEkYCLcq0qaL+mU3DnnvBCyOPA4Y7u4x6ZLsnYVxYLWLdMC8XkFFTmPpLC4UCXp4DFFh0Bj4VcwgcbrJjvXau6jpkujpk+JVqE5x1rEecRXqfTPQKgX6/XfxHyGguBVIvkfPpfkp6hcew/2p3UtqE3a6/Pj11fdIDDZqGsQIXcdCnG7RNwTnjg8XjwtQ0VuDhombLg6d1P2/HoKh2+/9g8/GrHWahkQlisbnQPJJfOECvRvra+H+uXFcBgCVyIT6yZjX21F6KqbZkc5k13FwfFQujx1HIhVHJRUkUEy6qz8NruJjx4V1FS4afahgFkKMQopH6zcbk0tZEVNoZ8qsKQDcu12H+kG16fH3tqusDjsvG3m+ego28UqWJ+lCcisnp52/7moCCuKlKjfhpFH6uX5GHbhy3IUIpRNEuO0rzAlMVMlRiNHUasXx69/mK1FSorUAVbGjGYLE44nR584yuVOHyuP3gTqSpW4+DxHqhkAnh9/mBLuSyNGO8caos7svrZBypQlBMYgxraBcQ05qJ+yARxkxPZ+eeehTkxnWSh6YlA7M5RjJjlcdkJ73/lWhWONQ7iB48vwPuftaMgS4a8zPA5Bow97B6wJJ3a8PmZXvxo6wL883+fCHMchKZqMNS3jaBCq8L80vSE95FnN1bgfIwuGZHcOX8WnG5v3BqPj453Y0GpBh4vrprT4UYQxz0AHgBwAAB0Ol0KgHUIFNnF4nkAqTqdbr5er2dipWsRKMz7Is4+V4whkx0fHO6YVh/WyAI6r88fFKYahRD8FC6kGj7e3B/wLCfz1DdqdeGzs724Y+4spEp46Bu2TrtvbSjmcRf4fE7wYvN4/Ri3u5Oa6/7xyYuYpZFAoxDCNeGDVJSSVBGBy+3FqsV5SV/MJ5uGwGKxMGy2Ub/ZODBTGwdGbMH0mMvpob1maQHe+qgFT64txat7zsecwMgY+7YeM57eUI6aun4A0/OaMNGTu+bnoL59BP0jNlQUqmEwO6DLVaCySI13DrUlXH+hbYX8fj9sjgnMLdG40y0iAAAgAElEQVRgcUUGXG4vDp64GPycQB9RDgaNNpjGnJAIU4Jt4B65tyRKGEf+Tu991o45xRr0G6zY9UU7eodtaOq81O6I+iETxM2Hx+tF98A4fv76iaAYripS40TTUMztmfRE/QVTzKFcjJi9MDiGk82xj8EgEaWgf8QGj8eHZdVZCe3h0+vL8dZHLQmOdolRqws2eyCN7KNjF+KmajDb3r+iEH891JrwPvLKrkY8vLIEOw7oAcR+KFDKBOgZsuJoQ39YvRNwKcIpk/DwT/99HOar6HSY0eJYr9f7dTrdzwH8p06nMwM4AuBvAagB/BIAdDpdIQBNSE/jfwGwH8A2nU73KgIdL/4PgHf1en3t1T7n9h4z+g225PuwpgrAZscOHzAFbQaTHds+bEaGUowjkwJjKs60DIPFYuGtA3poFEI890AlOvvHkg5pRBb1ySV8pCtFmD87HXtqOsFLYeMrdxbhzx+1TCmq7l+uhdPlwfI52Wi5YML5LhM2JBBkzJPpxycv4o652dN+0GjooH6z8Qid2hiaHpNsD20el43SAiUKZ6UiUyXEyKgjbN94ExgD0QsXuBwWKrRqjCUZXlOkBgZ1HGscwLplWuRlSHDoVC8AQJeriLoRRJ5zaFshtVyIO+bPgt3pht/PipnD1xji4VCmCnCqeRjApf6fU41LZyIY51oNmFOiQYZKgorJsa+MF5v6IRPEzQHjKR4xO/BBxP0s0gkQKQQdLg+e2ViBdz9tjz+tbl0Z3v44cZ671T6BlQtzYXdNTGkPjzb0Qy5Nvjfy+Qsm5KZLsWG5FrUNA3j7YGtMT65SJoBKzkNxTvweysw5aORCrFuajwyVGA6XJ2wQyGP3zcasdAle3nYabo8Puw934oUtc/Hrt88CiD/E7Go4HWZ8SbVer/8NgL8H8ASAdwDIAdyn1+uZWbT/E8DRkO0/AnA/Aj2SdwJ4CcCfJve/qjAh66ZOI6qL1UntU1WowqLyDDy/qQoVWhVmpUlQoVXh+U1VeHZjBerahgA2CyaLEyuqs6ZVzCYVpQAILMjX9jTh7gWzktp3xdxsFM6Shc1ErypW4zfv1ON40wB++ORCLKvKgmWyFV0iDGYH+HwO7BNuDIxYkZ+ZiofuKkKORoxvP1yNpzeUBb93ZaEKzz1YiWVVWXh973mkiniwWN2QSfhJnXeoqGfykohwmKmNQKAbxeOrZyflmedyWBDwuPjq6lJ4fX785eM21NQPwOcHNt5eCA6bFUzPqG3ox/YDejR1GoOGfk9NJxSpAjy5tgwfHO5AdVFy18ecYg1ONA0Gj3uqJVB4x2Gz4HR7khb1t8/LRtfAGN7c14xPTvbC5pjApruKMKdEAyGPg/tv1+KJtbNx/+1aWMZdeGVXI+xODxaUpgVvaslGMM60DMPvB97Y14zdNZ0Q8Lg43jSArevKgtcUrU+CuLHp6rfgpd/W4BfbTsMRwxYxqRNcDgsbby/E5pUl8Pr8uDg4Dq/Pj+IcOd77rD2uDbOMu9BnGMcz91fg/tu14HFjy7X2HjOKZ8nhcnuntIe19QNYMSc7qe9XVazG/tpu/ObderzzaRvmz06L2ob5biuqs/H+Z53B77Z5ZUnwvhDJ52d6UVoQSI17K+I+8eb+ZvxxVyMeX1MKDpuFYbMDI6MOPLW+DBtWJI5wMk6HIdOVGYQ8oz3HDHq9/mUAL8d57ykAT0W8tgfAnqt+YhEwIevp9Ii1Ojz481tnwOOycd+SfMglPIxa3fjvXY1IU4rwxOrZ2FPbjSfXlqG+YyRYzBYvR4khVCgKeRx8dU0pLg6OJ3VO/QYbahv6g6OkZVI+0pViAMDapQV4ZVdgcMlUeUMMNef6sX5ZPj443BUMX6+Ym41stRh/PdiKgmx5ML961xcdQfG2sDwdHT0WLCpPR0u3KeH3BS5VzzLsP9o1o2a1zxRCpzYeaxyY0jOfKCeZafe3dV0ZTGNO7KvtQqZKDF2uHEpZoIB0zOZGS7cJ3310Lt7Y14w0hQiZagnSlMKEnti0yf6ca5YWBD+bGZijkgmiKpnj0dhhxJol+ZCKUsBCIKTZ2GFEtkaMbz5UjX6DDZ+f6Q2uza/dXwEhnwvDqA17j3QFUplG7dNKBWHSkhjv9dLKrKjUFFqfBHFjwkqRBgvtqorUMR+cmVSsxeUZUbZzYMSG6mJ1TPsn4LHx/KY5cLg8qDnXhy/O9ofZpf/667lgsTs/hY0Xn1yEPbWdMMXoPsQQqhcEKRykKYQJi/OZ/vWhRc2h9ovHZWPNsnxUaNV4ZWdD3OYAkW3euBwWVi/Jx2t7mpKK+O2p6cTouBMqmQCz8xTYfbgz5j4MV7JY74YQxzcKoSHrD4924buPzseruxvj9mG9f4UWp1uGg+1O9h3pChN8ylQBPD4/qorUwSr/R+8tQeEsedwcJSZ0W1Wsxq7P2/G9R+dBLODi9zsbLnW6mCKdgVnM2w/o8b1H54HP58Bmd+OZjRXY9UUHDGYHinPkSYsF05gTn53pCxbhhYavX/raYhhH7Wjrs+BU81AglFLTic0rS8BmscBLYaMwW44XNs/Bx6d64n7f0OpZBqPFCZfbB66QxEcozNTGn756HGO2iSlTgJLNSf72w9VhY1BHx92YNzsNXA4bC8vSoJAKsGZJAU6cH8RfPmnFI6t02HFQH/MGkaYQ4rkHK/HLt87gaxvLgyNPW7pNeOieYigkfOyawlCG5qftre0KVk5vXlkCl9uDcq0K/7HjbNzUim9tqkaT2gyxkIsLg55pjdMOTUtivNdMlw6myITWJ0HcmPSb3MHc4ng1FF6fH2kKcdSoZC6Hha9tqEBtQ3SKJI/Lxt89Hj07IFYPYq/Pj+9/dT7+651zKM6Rx3RyxEpzG7dP4PlN1fjte3Uxba9GIcQjq3QwWhzYeHsh9tQE7GymSozCWal46elFMFqccE948YedsWccANGCmukyNDBiS6prVoZKhC2rSlDXNoKzrQbIY9z3Y3GlnA4kjq8gTMi6qdOEr64uxet7m7AkRg/g2+dmg8/jYshkw4THFyX49td2YXa+Eg/eWYiz+mGoZAFvL4fNQnZaalTD78gntX21XXC4PPjeY/Pxx12NuHtBTnD71/eex4YVWmSqxTh8ti9ub1ggsEB7hsdx6FQPHryzCEcbB3DX/Jxg1WukWIjnzY6Vw8wc//9uP4NnNlZAKRXgR1sXwuaYwG/frUPRLBk6+8YwaLLjd+/VQybho6pIHbwwIr/v2qUFYdWzQCBflc+b8ZlD14WCLBl++vxydPSMwmJ3xZ3OyGGzks5JbuuxhOWkhRr05x6sxK/ePotB46WQ13/9tQ7rl2uRKubhXKsB5nFncC06XB60943iqQ3l+Ox0H9RyAbI1Etw5Lxs8LgcpKWwoUgVQpgpiRhOm6sCRphQiTSmCyRJ7ip3B7MB/vVuH5x6sxAdfdELE4+COeVmoKFAFB+6EtosLJTKCAVzqABPauUUlo/VJEDcafIEQH3/aG/x3ZOcJBg6bhSGTLcz+8LhsfGNTFfQXzDEL5L/18Jy4Q7WA8B7EF4cscDo9KM6RQy0XBsc/h34+YwNNFifKtapg//qfvXYCm+4uRrpShE9O9QSm4kr4WFadhUyVGANGG975pA1KmQAvPrEAFwbG0NBphMPlxZv7W4JTfZNNa+OwWVi/XIvWi2aYxpJLDT1S1w8WixW8N4XeT2INHmG4Uk4HEsdXmKIcBTavLA7elCNbs9kcE0gV8/HfCQTu3z0+H7trunCqeQhOt/f/s/fe4W2dV7rvD4VoBEkUFpEURbFCFIu6ZRXKRbIs2yqOm9xjx3GSiWcmM5My555M7pR7cs6dnMnNJDPOxHESlzjuXbIcy5aLRMm2OqsEsUpsYgHAAhIAiXL/APcWygYIyEqOZfN9Hj9+BG5sfCDXXt/6VnlfOvqC06pb1xfHVMKBCye1r++owuPx8dhrwfaH0JKPzx+go3eU9t5RZDKZ2M4Qq9G+oXWYLIOOVz5oZX1NHs/NDPhtry3G5fHS3GGLOYQlBPt6nVKUkZRa88i4hz/88TQZaWpuvaaUH35tNf/x4smwQEqqVDPkcLG7roN7tlTwixeiVctWVeQk/of7EiLHpCPHpOOEdTBmu00yvbYnrINRFIBwwaGvrc4LI4oPpS5cU51L7dJ8Dpzs5eV9rdx7QwV7DnWyujKXyuKg8t6ZcyNk6NVcv3oBgw4X62ryOHCyV7KaMFu2e9AepDyMJK+PXLd9zM3Y5BT3XF/DH/YGNwVBcGfzFQs40z3CnoOdoiCIQi4LK0cKEFotzg2Miy0XN6xZONdSMYc5XGbwB2Q4QgLbUGGsUIT6TmGPtCww8MRbLeSaU6MO963nHAnPUUx7fRRkp4lMO+OT01y1LD9sDVvXF7PnUCdrq/Oi9maBavWlfWfYWluMQiZHoYAPj/fiGAv6uK/vqMKQpuZ3u5o5b5tkx4YSceAvViuJFBrahqkpNVOYqyddn0KK0snpLmmKtlBIsWYJ3z+yRS0UBr2atu4R5mWmfqb2irng+BIjxxTspww18FBqth0bSqIC41AIdCdrq/Po7BvFUmjEetaRVAYv+ACoYrY/CGWgRErEoQwQBTlpaFUKhhwu3jzQwb1bKphn1nFjSE+ogNBg9mvbquJ+xoETvVy/ZiG7DnSIqmirK3MlDT/ywRh0uBiwT0Rdl2XUkpeVOle2ngVen49XP2xle20xuw50YJvJMAgOOz01ha7+5HttIyElLiPA5w9QV9/HgnlptHTaRKcuZVf9wxNcv7pQUvpUnPDeujipYb1YXJoA+4/3snFVAW8d6qAoN4OG1uEwZaqvb68iLzOVj04Eg3RDmpqC7DSxHCnKp85UT4T/Zxm1LMxNT+j3Ooc5zOHzA7ksgDGE8SHWjJGwzwoZ3D2HOknVKnGMuVlXk8c8c2rY4f579y7ntQ/jt4oJ+PBYD0X5GWGtisV5GeIaFHIZep1y1r152/pilAoZr7zfGjMZtW19cRhPfeh3SwQj4x6+eXMVh1sGqG8bJl2nSqg9IlbFGeL77pqyTP7x8Y/JNGg+E3vFXE3vEsPr8/He4bOSP0skwFXIZeSaUynOT0ehkJGbqcOQpk4qg1ffOiQarlDyCYXwmkIuo6Y0k7U1udSUZkpOloYa6L4j3Xz//pVA0DgHHRM8uK1y1n7U3+1qYuv64pjrHXF6MKapxOvlMtDrlJLrEa4RHgwI6rg/tL1K/He2Uctf3raUJ3Y1Mz6ZWAnnywrPlJ/hETcnzwzx0PYqHr65Gv/MRLXfH+CqZfMxpiXPFiIFoaUglt0JGYZUrZLVlbmSdrV1fTG/j+jhC4VwcFOnJHbuF9YUCyNODwvnpTE/Ow1LoUGcGFfIZdy4tojHXm/kl680iBPXTe02nt1r5VBjXxg7RU1ZJi2dNmrKMhkameTuzRZyzHM0bnOYw+UGj9vFppV5Ya/trutg2/pisoxa8TVhnxWqWNnGoPjV/Tcu5mBDH7969YLfON1lJ0WpTIqNyqBXxVxDZbEZdYoyoVkRl9tHlkHaF9lH3bT3jPCjr61mfHJK9GdScUUsGPRqrOdG6OgbY11NHiXzDbz43hkOzfAYx9rnBZ8ZC1K+O3T26LOyV8wFx5cYAmOFFCqLzTS22yQDg0i6l5f2tTI97UeXoqR2aT56XUrifL/jHgIzh6nmDhtLyzPDPrOt28FN6xZGUctI0a8IBqqQy8g2aUnXpXD35nKWWbJwTk7hGHMnlaGTgkGvJjdE9rmhdZhR51TcoCX0wXCMezjbP8Yjty3hni0W1lTn8atX67lxbREdPYmpAn5ZoVbJMWVouGr5fH7zZhO/erWBpg4b520TlMw30Nk/xsoE21Nmc2bjk1Osq8mNaXdjE1NsrS3h9FkHuZk6cs2pYc9JMtUTr88f095CEUp5KAWDXo1cLmfC5eXpPaf41q01Yv9cosIp2UYt5QuMzDPrmJ+tZ3VlLjp1ylxLxRzmcBnB6/Mx4ZpGrdGSZ1aRY7oQCPv8AZ56q4W11Xncfb2FqhIzI04PqytzRJ+VnppCdUlmzEP/6S4bhiQCzhHnVNhroWvYtr4Yr8+fsK+MDLSVChlfubqEh3ZUYRtz89jrjXT0jom++nSXPWG62uWLsunqG6O5w8ZzIYmD0XEPZ845+NHXVrOkLDw5JzVgH4lI3y1kuYUBQvhslJlzbRWXGPaZfp3IlgWlQsbamlwm3V6OnR4M65N0ebyYMzSSpWKFQsaKRTko5LKkhEUUcpnY55SqVYnBiCldw3fvWcFjrzfGlMAVenpNGRpcHq8oz9vYNsy/P3+SDL2aKxbnUDI/g+ffjU9QLkBKklpA7bJ8eofHxRLJiDMY3Kenxg5aQkv4xjQN520THD8zyLqaC32tbxxo5+HtVXh9vrlARAJen49Jt5d7tyziZ88dF20vcphtx4aShCgA4zkzhTx4+Hvu3WjhDcHu7rrOwoETvezcVM6pLjsBQKNSiIN4U16/qLI3G46flu5/jsRs2e7aZfn88+OfkJGmZnttMS++d4ZttcHnIZGNJz1VxbbaYn71agN/eftS3vioHbNBQ9kCY0LfYw5zmMP/WUTKwBvT1Gy+Ip+/vWs5P332gt8UZihUSjnfvm0Jh5vPY07XsOfjYCXZbNBKSkELh/6X97Xy0I4qsVUiHmqX5fPbN5qiXhfWMM+s47h1MKHvd/z0ILdvLOVQY78oWf3Vmxaz60BHTIq2e2+owD7mTmhfUCrkjE5cCOQdY24mPdM8sK2Sg/V9/ObNJgxpanZuKmfC7eVwcz83riviyd0tMe8LQd+tVimoKjbHVO6Di2evSDo4tlgsecDXgZ9brdbRmde+A2QBP7NarbP/Zb+gGLBP8j9+9wlXrygIa4wXgo1YSjh3bi5n1wHpLFSqNoX3jpzjuisWkKKUx2QVCMXS8iyKc9PJNGijTqkrFuXwq1mmYXfVdXD7pnJSNUHziNXfef2VhRctSS0wW+RmppJt1HGwvk8MZgx6NQoFbF5diEwGYxPxeZyXlmcxPjlFfdswOs2FPqRBuwv7uIeu/nFK5xsSWucXEV6fD8+UX9SgF5z9noOdOMY9GNLUXL28IOYw29uHOvn7+1fGtJsso5ZvfaWaf336aMw1bF1fzPMRgbEAoZXoTLeDm9YXsedQJxmpaqoiBvHW1uSypCyLU532ix7miIQUs0To99KolEx5gxmYXQc6WFuTx4J5evYd6Qm7NhZTy8kzQxTnpTPkcPGfL53kr+5YyqGGPl7/qJXKokxKLrHk6RzmMIdLh86+UZHPWEDPoJPifAN/2NvG9tpi/IEAR1sGRbada1fN570j52hqtyGXBytmNaWZFOem09Y7GtUnK7RMTnn9aFTKhAJOwS9JQSGXkWnQJrU3T3n9fH1HFY3tw1QUmsL2fCnftquug3U1eQkp3XqmvWJFcTbO/Gyjlu/cuYx/fvyTWX38mppcTnXYkclkMQkF4OLZK5IKji0WSyXwPmAC3gDqZ36UB3wHuN9isWywWq1dSa3iC4Lzw04W5mWgVYcbeLwSrChLK3GarCw2U5CVhildw7N/PM13712REHn3mHMKfyAQ9ZnJlKUzUlUMOiapq++LuofwoKhVCozpmqS4XyOZLYSeqzXVuZjTNaQoZVx3xQKcLi8v7mtl1OmJyeP8wrtngt93Ykps24jMUNed7OVU5zD33lD5pQtCIjMemQYNt15dxn+8fDKqaiCIeUgNs92wtkgcEo2kJRRO7I+/0cQNa4skhygVchnpqaoouw21haYOG1PTPg43n2dddS4dfWNRtHCxiOWlYEhTx5RlF2w4LysVc4ZG8poso5bv7FzGj3/3qfjaoMNFfpYemUwmtjjNxtRy4swgarWC7969nJGJKZ7baxX5llO1KrrOj7GmOveSSZ7OYQ5zuDQYsE9GBcZwYR89b5vkVJed4vwMMvQqlloy6Rt0MmR3UTgvDXWKgrXVeayphlNddl75sJ20kGE0gbJ1SXkmvYNBBodHXzrJf3/wCh59uf4zJSL2n+hJqNKsVMi4/spCpqZ92MfcaNVKAgQYcrhm9W2pWiXPvH2KG9YWhe0LxnQN1SVmJlxekXFI8NWzsgg5XPz78ye45doynt9rjbnuLKOWzAwNZoOWj5v64+4FF0uZmWzm+F+BCWCd1WptE160Wq1/b7FYHgP2AT8B7kh6JZcxBuyTtJ5z8NbBTpFW5eEdVTz+RpNI/B/LGCIH7SIN8uCMFvrDX6mioW2InTPCCfFOas+8fQpThjrqmmSG+g7W93HtqvniPaQelFHnFLVL8ynOy4iaOo08bV61PJ8DJ/t4+ObqKP33sNL6Zgv9tklGnUFVNZ8/IMnjPOHyYsrQiKIlFQtNLC4y4xh3h2UMHeMeFi00SarmRGZUv0iQynisWJTDL146Oesw27aQ4cnQjSCSljCSAjA9VSU5Pby2JpcTZ8JLfKET3Ksrc8OyxC2ddpZbsvnB/Sv56TPHwjIks9H4CKgpzUSrVmI954hpw03twYPZI7ctQZUi5+SZQQYd7hmuTx2PvdbA3VsW8eTuC4H4R8d7WGbJwqBX0z88EZdLWbDnLIOOX7wYLTYiXJOhV6HTpHzpDm9zmMPnGW3djqjAGML30Um3lxSFnE+a+rEsMFIwL50TpwepLs1kYV4Gbx3qEhM862rymHR7efWDVr5yTSlf31HFRyd6+eBojyhw4fJ42VPXwffvWYFj3MNbBzuxz3AQ1y7LJ9es43/87jBTXr9kRhcgVatkd12/JL1cKNQpcv7u7hX0DDrZc+gsozMJj4KcNG6+qiRmq2doG1xFkTmMjnP7hmICgQCnzzo41Ngn7s+QXHLOlK5mnlkXxqAhQIhzfvL7Y5gyNLMmS25YU3RR+3uywfEa4J9CA2MBVqu1w2Kx/Afw90mv4jJGrLJLS4eN2zeVU5yXzpv7Y9OzhFKixCs5pKeqMKapeWN/e9wM3lNvtVBZbOZIy0DczwqF1EM24vTQPzQ567ois3kyWfB0uCBHT79tEtuoa6b9QcbOTeVhva2RGHK4eG6vlbXVeWLTfqQoya66Dv7i1hqGR4I8t8LPhTJ6IBAI6yE1pqlRyGRhfUcD9knauh20dNnw+QIoFDIqF2Zi0qcRmEqMnubzDKmMx8UMs/n8gagDVSgtYSROnBnk+/euYHdd8JBoStdw9Yp80rRqntoT3j8Wj64tlCrtRw9dyTufdIa11sxGwSb0P7/+YRvfv28V014/TR3DzM/W89K+6IOZkDW/a7OFkikfY04P/cMTdA842VXXwTdurubjpn4CgQDzs/VMe/0sKc+kZL5h1qG85/da2bhqAfZRNzWlmVFtF0OOIN9y7mfk5JzDHOZw6eD1+dhzqBOI3h/TU1V09QcHvQOBAMesg9x/42LenBHbkFKhDfVp378vtgJetlHLzuss/OfL9aTpVKyrycOYpubUWTu/nanOmTI0waFeiYxumk7FwYY+fP4Ak24vtUvz8PkDkiJJf3PXCn7zZrTegiC0cdu1peRlplJWYIh6/5DDxXPvWrnn+kX4fH4x/vjXp49iytDwza9UEwgQtn8nk5zbf7yX+7YsYmRiio8b+xmZaf+rKQ3vLZ4tWZJj0lJacHEtlRczkJc6y/2k65RfQMQquwDIZOBye5n2+uLSs4Sq68QrOTgnpzGla0jTqRLI4Elz00Yq+cQrm+g0SuTyYAauOD8jocn8HRtKsBQa6Rl0su9oj3hirinNpHtgnFGnJyHZSEFqV8rohxwuegacHLcO4vMFonhkI3tIV1bkYBtzYxt1Mz4xhWPcwydN/YCM9p4xcY2pGhVdQE3x5V/elsp4JOOYQofZkuWznPL6UCrkbF1XhGfax74jPeSYtBhC7E4I1GPRtYXa5fPvWiVba2INeAoCNY4xNw9sreTl94OtOYY0NRmpatZW50lya4YezD5u7GNbbTEKuYxBu4sUpZxlliyOtAxQ3zosKknNz0oLm4yWwuDMUJ4ggyolWDLkcNHVN0aWQUdBAn3Sc5jDHP608Ez5GXVOsWNDSdT+WFZgoHyBkafeaiFVm0JRXkbY8HK8vXJNdS6/jjPzM+hw8fy7VlEwKZRr2OcP8PahTn5wv3RwLcwBOSdn1q1W0jbuEdu4Qn3Ottpinoiht6BUyFhbnYdz0isO8ku1Ng45XPj9Aa6smsfTe06JFb4hh4veQSedfWNhfjapvcTpwR8AAgFK8jKY8vrYfGUh7T0jUdnwWMmSHJOWf3hw9UUnHZINjvcDf2WxWJ62Wq1hY+MWiyUL+Aug7qJWchkiVtkltGRcXWqO2/sjDOSlKOVkGjQxH5rmDhsrF2eTnqoST3CxMnjmDC0j41NRnxmq5DOrvK5Ry/03ViCbGZaaLeMoZMYefaVe8n6CXns8wQUBoYFPqlbJ0vIsdBqleHo93HyeLKMWz5RPfE9NWSbvH+1mwpUh3j/LqGXK68c24sKYruH4mUHcHh/vHemOU+IuJcs8edlm8UIzHqFI1jEJrSmTrmkMaQmypKRpaOseZfmibF758MLw6ekuGTuvKxensAVKw+oSs+TkdiJVivePdfOXt9VwpHmQodFJhkfcVJWYmXR7ATgQ0SsfmiGOVYYTnKxt1M2bBy4czD441o1cJqOpPTkZUwFSMqiRFReh0qNKUVy2tjeHOXxRoFbJ2XFVCc/tlWbXyZ55dutbh0QGitmqcyqlnNzM1IQTRMJeKSSf7txsQZ2iiBtcD9gn2b6hJKr1MtTnPHL7EgKBgOQ6kqkS+/wB3j/ajSFNzb03VIT5wSMtA1QWmalvHRLvEUtmWwrGNDXjrmlUKgVZJh0Trml++2azmEEWmC2EQL2x3cbWdUUcsw5iztBw45qizzzsnGyX8g+BNKDZYrE8ZbFY/mHmv98BpwgO6v23i17NZYRYQQhcaDpfXZnLb95oiskHqFQE+ZRCMKwAACAASURBVFL1OhUrK3L4tPl8zM/z+QOoU5QEAoQRjYdCEFdYVp7J8kXZkvcQlHwSaYx/as8pVi7KZv/J3pjrCv3OkYFxKIZmTsTxxEAEhPIXNrbZmJ+tD+PEXVKeRZZRS1VJkBsxy6jFH4Ab1xaJmTzhtN3YPszYRFBaU69RRTGGRK7xlQ/a6B+e/eH9vCIWz3YypO3GNA1KZZBXeEVFDsvKo21JCmuq55GuV0XZVajdQTBQzzJoJDPZifIH33ldOU++dYqDjX0MOlxcWZWL2xMMjCP75KTeH8sOhYNZ6AblGPdQXhhNvTbbvQTE4lIOff+I00OOOZX2i+TknMMc5nDpYBv1xJztgeD+uLuug5s3FHPkVPBgO1t17oGtlXx0fPa9FKIFLoYcLrRqBSAd1ApYmJvOC3HWLezDEy6v5M+T4W+HmQyvPxDlB0ecHjTq8D7f5g5bwtzIS8uzCfgDKBVy3tzfznN7reKMiJTQkmPMzc7ryvm3v97APz18JWuX5H3mJENSwbHVam0BVhEcvLsF+JeZ/3YSzBivsVqtjZ9pRZcJYgUhwulRGMQ7b5sMCwxCr/vqTYvRahSMOacYdXriUq8o5DJUKXIMaSpuvaY07H6RAiL7T/ahVMglg+jddR1sry0mPVWVUP8pBKlo4iGZftZ4YiACQmnaHONujOlqTOkaTnfZeW6vlb2fnmVxkZm3Dnbw8M1VPHJrDakaJe8dOUfFQhMPbl3M9plBgKpiM0Mjk/gDAXqHnAmtsbNvFK/PF/e6zyvUKjmm9OggOBnHtLIim5rSLP7u7uW8eaCD8ckpsmMcyARkG7XIZJBj1FFWYIhSXAxVb3JOTmPO0EaJ2iQrkX6q0y46y1+/3sjHjf0Uzkv7THYYGsg2tA1z07oiTOka5CSm1iiFRGRQzRkaDjX0MumZvmxtbw5z+KKgrdsRxugjhUFHkCpU2LfjCXUJvi1hIS+JA/WnTefjBsYKuQydRjlrZnrQLi2SdDH7uODbIv2gMU2NWq0MCqIUm5mfradioYmCnDRyM3VxlXkFBqrX97czYHfF/D6hgbopXYNWoyRVe+nElZLmt7AGcRuQDmQDuUC61Wq9eSZ4/lIgVhAinB5DT5FS0pLbaotJUcrZd6Sb5/ZasZ51xMzsKeQyHrhpMc++Y+XXrzVx3jbJg1sX8+DWxdSUZvLwzdUcauzjub1WmjtsfHS8F8+0NzgpHxHU+PwBjp4aiGIPiIVPm85TM0tQlUw/62xyvRCutGbQq+kZcBIAHrmthkdurSEvM5XHXm1gW20xzR02mjpsHG4eYP4MzdaU18eTMyImgZmMsmPUzWGJIUUpHG4ewO25PAMUpULBjWuLol6PzN7GQpZRi33Mw3+90sB526ToKG+JOJCFYp5ZxzdurkajSuGdT85KKi6GqjdVlwZ75SPt/bPaUZZRx3tHui/6/RAeyI6Me1ClKFi/JA/9DBOH5L3a4tt0IjKoN6xZyMH6fp7da2VAYkJ7DnOYw58H8arCkWjrHhFV7eJV5yqLzbR2jyQluRx5oHaMeyhfYIjphy5mruRi3y/4z1DfFupT19bk8ds3mnjh3TPIZDIW5KShVMhpPefglqvLYirzhqrcDTlcyGXETTwIQflSSxa20cQOHoniouSjLRaLHrgJuBP4CnCNxWJRxX/XFwuxghDh9Bh6ihQCg1uvKeX+GyuoKc1kUaExrMQvldkTMsI7ryvHHwj2Hvn8AV7/qJ2f/uE4x61DbF5dGEWNFpxO9dJ6zsHm1YVhp7eqYjPXrixIiiDcUhBfzSspaetZ5HojldZqyjLJ0AcFIfYd7eGNA8Eeo2tWFAQdiGuavCw9tUvzmPR4GRqZxDkZpHl7cGslGXoV9jE3gQBJrTEQiN8X/XlGaYExTNpUgNQhLRShjqmy2Mxx66CYjXj89aYL0qghtnTPFgtfvamSx15v5OcvnKCpw0b/8AQKuYyz58ewj7l4YOtiMUB+Y387z+89g2faG9X681nt6FLYYeTBzHrWwS9faeDNA+1iCS/qXuOemGqOWUYtOabU2WVQU4Puc8jhEifh5zCHOfz5EasqLIX6tmGuWVkAxK/O6XUpNLQNJ1y9kzpQG/RqDjcPSPohhVxGRaHpz+o/8zJTw/Zq4Z7ZJi3emWF5YTbq0+bzLF+UzYH6Ph59uV7UNwiVlP77+1eGMVBBYsm0htZhNCrlRctEx0LSwbHFYvk+0EdQBOQXwC+BvUCfxWK5/5Ku7nMOqSBEOD1GniJ9/gCHGvo5cWaIorx0BuyTUQFtaGZPaIw/1NhHU7stKuvp8wdoah+mb1i6VUAIcE6eGQo7vclkMt4/2p1E/2nwBBsv45hsP2usk2CkNnqWUUthbjoHGy5kxUN7jn67q5kNS/N59KV6Xn6/la3ri7hjUxlLyzO5/4YKus+P8fjrTRxs6CPHrMMUQ/Ahao0zJZrLFTkmHT98cHWUbQqHtE2rFvDdu5dTXZopBrl3X29hbfUFxyQ4SiGbIAS2kbY04fLyu5mp58j2nnPnx7GPeZia9vPXO5eJf3efP8CBk32UzTeE2VUydiSVWfms75c6mAkbVLz+YoNejSkj+vkQ7HnQMRE3+2FM0+CcnGJbbfDeb3/cNddaMYc5/B9CZFVYmOWRagNIT1Xh9frJMmrjVueck9Ok6VQJV+9C/ZCAmrJMPm7sD/NDoT53whMcnk4EUiJJyfrP6lJzGFuPQR+8523XljHhmgr7PSXSy/z4G00EAoR979mSacI1Br2adz69tH4zqeDYYrF8k6AQyBHgVqAGWEZQ9KMFeMJisdx8yVb3OYdUECKcHqVOkc0dwQl9jVopWeIPzewJPLC55lSWlGdKnujilUF8/gCPvlTP1cvni6e3Q439NLYPc6rTzlXL8xP6jisrcnhydzP3bamI+VAPOiYTvt8ySxZrqnP59m01VJfEDs6yjFq+tq2KJ3Y1z8qLvHV9MYMOF4+91kiqVsVjrzUy6fHS3GVn56Zy1lbn8cJ7Z9hRO/swIMD1qwsve1GQorwMfvwX6/lv969iSVnw97ykLJMf3LuSjasWsH5pHkW5aWKQ+8K7Z3hjf7vomARHGZlNCLWllk4bOo1SnNQWDnOhB5nmDhu/f/sUf/jjKTGDDEHb/V9PHuahbVViP3MyfdFSmZXP8n6pg1nkBhWrv3j5omzKCjLCMuqh9lx/Jn72o7rUzBO7W8SSqSB3Ooc5zOHPD6EqLHXYj2wDqF2az2/fbBL9WKzqnOCbkqneRb4u+CPBD6mU8jCf+/ahLlZXzkvoO9aUZlJTlhm2jmT857olefzihZNh/rF2WT6ZBi11J/tI1aWIvyeVUn7RM0nx5jVCrznU0MfiIvMl9ZvJpsf+DnjXarVeH/F6vcVieZXgoN6PgNcvxeIuBwhBSFv3CG9/3IltNCjBaDZomHR7w+SehZOlIU0lGewKmb0dG0pYXGwS+RV7B52iIlcsMvJQCDyxqVolWrWC668spH94QqSAu3Fdkch6Ec9gs2eo0Ka8ft4/1s229cW4p7yS4iN9QxMJacLnZ+v5ydNHg3y0G0pQyuUolfDhsV7sY24qFpqoKctk0u2lZ3BMUiEnFKEPlMCveGVVLi+/38ra6jye3WsVHc745BS5Zh39ce6ZbdKyaKEp7mdeLsgx6cgx6VhdlROlBDjhmua4dSguxeDO68ppardJ0u8o5DJuWl9EQ1vwcJYI+4lAj3aosY8JlxfXlI///cxRttUWY0pXc7hlAJlMlpAdSWVWQjM3s9m1Vq0kNzM1SkBHOJiFKjuFIpJfOcuoRamQs+9wt5hRj+QdD6XGi/VdhP7uqpJMIIBaJf9CKzjOYQ6fZ5QWGPn6jqoodqNQSrPv3LmMsQkPPn+A7sExHt5RzbnBcY6eGmDnpjImXF6OtAyIe+X8bD2mDA1PvdXC1vXF4ZLLaRqWlmcxNjEVRQ0p5Y8aWoe594aKMJ8bSmGaiP9sarexfX0xrpA9XaNShsUssd5/3jYZplyabQr61F0HOrhnyyJau0YYmfCQm5nKDx+8ghf3tc76O1fIZYxPTHHrNWWcPmunucMWpVsgBeGa8gWGi5KJjoVk71RAsJ0iClar1Q+8BCz6rIu63JBj0rFuSR7/9PCV/Ntfb2Dr+iL+4cHVOMbd7LwufChud10H2UZt3PJHQY6ex15rFDNwB+v7uHHdwqgTbFmBgc2rC8NOWqEsGIEAvP3xWTEovvO6cv7uruXMM6dSV9/HbdeWxT3Bfvu2JWLw09g2jHvKG1VWFzKOuw7EPxFnz2SCf/rMMXz+AOdtkzgnp3jstQYefakBc4aGndcF1/PCu2fo6B3l5Jnkh7NOnBmiMFcvsoUIQfOuug5kyLhvy6LYazRp+ds7qr5wPLNKhSJqiletkmOMY4NCoDnomAzLJoRmU9QpCkbGPUlNOaenqtheeyEzIvTQP/XWKVQKGYsXmnjktiVJZ1YE7K7r4OEdVXHff9vGMoZHXPzFLdVsXV9EU7uNY6cHqFhoiqpgRCK0zCesJS01hTPnHGHVmdD3xsp+RH6XIy0DVCw0ctu1ZXzSdJ5//PXHfO8X+/nHX3/Mwfo+Buxzg3pzmMOfC69+GJ/28/dvnyIzQ8sDWxfT3GnHPeUlTZdChl7FSeswMhlhe+W/P3eCbeuLMWVoolrU5DIwpavJ0KuoWGiKWVEVMDY5Jelzf7/n1Kz+T/A5VSVmnnyrRVzH7RvLOGEdZFttcpntLKOWreuKefad0zx8cxXzs/WUFAT1BoSB+Xi9zKF7SkffGIcagwp/d1+/iPwsfcz3CZ8tJEqOnEqMZCBRJJs5rgc2EuwzlsJK4PRnWtFlDKVCgVIbDEB0mhSWlwfFECLlnvcd7WHTqgWiqMCF98v4qzuW8Yd3TolGr5DLuGdLBU/sbolLRi48PKEsGKHX9w9PsLpyHr//44V7t3TYok6woZm01z9qZ+WibBrbhsVgyZShkRQfEbLet28qx5SuZv/x3uD90tSsWpyDY8zDvz1zNOwBD83CDTlcdPSOUTLfwPwcPRl6NbvrEpsYDs3MOcbc5JnTqCrJjLr/iNODQiHj3i0VjE64OdoyiH3MLZKGm/R+AlOjQF5Cn3s5wzbqYaklm8b22CwKu+s6+OpNi3F5gtlY+6g7jCC+pjQ4LGlKl+YslsKJM4MoZNJCMNddWcS/v3AC+6hbtMvGNhuOcbeoSjcqkVkJhSlDw6A9yObSM+iUtOvHXm2c6aHuINes49u3LaWpfZhJjzcs4ysFQ5oaU4aGu6+3MOHy8s4nXdxyTSn//cHVvPz+GZrabVHvX7ckD6drikAgIK5l3ZI8ztsmw77LiNNDVbGZX7x0MoxGqmfQSUObjRyTlh8+uJqivMtfxXEOc/g8IxEqtyGHi3MD43xwtJuHdlTx2GuN3HdDBfnZaSjkkJGq5rx9gsb2C/eJzBo7xt1AgJWLc9BplHxwrCdmBSoUS8oy+eBYT9TrU14/LZ12Nq5agFyGpP97aobJKbT61tg+TCAQQCaT8eRuqcy2mmtXFqBRK3n7UFfMqturH7Zx+zVlPL3nlHhvgYlLqko5qxiZScvDN1fx+OtNUb+HLKOW+7ZU8PMXTgDBvd8z5RdjsM+KZIPjbwB7LRbLU8BPACvgAxYAjxDkO77ZYrGEjaFbrdZLG9JfBmjrdrDvaLek3HPFQhMD9smw8oeQ8R0ecYU9lImUq4UG/d11HZQvMEQF0rHuIwxZCWurLDJTmJvOb98MGuL8bD1qlUIsswjBUqz1mDI05JlTefWjNtK0KvEBf/qtUzGzcEJQe83KArw+PwdO9IoP8w1rFqJRKXn0pZNhJZxIhGbmDHo1oxNurqjMZtLt42zfhbaTIzNl+/P2Cf7q9qVsW18cVrY+depUzM/4oqGt28GYcypuCc7nD7DnUCd3X7+Ih3dU0dE3Gva3F1ovuvrHkpKYlmoxiJQzfWN/OzdfVUKGXsVSSyY9A06e2NXMvTdUYMqQVpLMMmq57doyunpHGRpxs7uug4e2V3G2f4y+4QnJjabfNskvXjzBN79SzYdHe2ZVb7xq2Xw8U16efec0O64u4as3LqZ1RtI0AFESq9lGLUOOSd7Y30FNWRY3XxXsVUzXp/B0RJBvTNPw7pGzMTflAbuLHz/xKT/+i/VfuOrGHObweUEyVG4NrcNkm1I52z/O6LgH95QXl9tLqkbJvqPd3HZtWRibVOieu35pLl+9qYLugXE+ON7LqNPDxlUFPLFrdkbc8gVGTliHJH+260AH37lzGc++c5osgy4q0I7VNibsx1JxwZrqefQNT/CfL9WLcYxU8D5odzHp8bLzunImXEE/GKrMG4lZ4xu7i1c/aONHX1vNKx+0iYmS5YuyUSrkjDjdYuxjztBc0raKZIPjQ0AKcB9wLxAA/IACRJb8P0q870vVMCc8XM0ddtEohEEmhVyGZaGRF987ExZobl1fzJlzjjAKmWTL1UvKsxhyuCQleePdR1hbY/swd19vEV836NWc6rDztW1V/HYmcAk9+bZ02qkuMWNK15CWmkJzh533j3WTqkmJKW0dCiGoDVK/+Pn1a43igxYq0fuD+1fyk6ePxgyQQ/uSasoy2V3XRWFuOp809XPXZgsfN/Xj8wfEh7+x3cV/vnyS//klDTJC7TPeYSfLqOXGtUX8/PkTqJRyHtxeKcmwopDLEpYFlWoxUMhlmNLVYX1uAoVcXX0fYxNT+PwBprx+yX49IYPh8njx+vxcvbKAQw19qJRynK4p3vn0bNw1DTlcnO0fp6Ysk7qGvpjXZRm19A45sY26+JdvrqF3aIJdBztxjLmDFZKKHBzjHj5t7uc7O5dx7PQAS8uz6B5w8tc7l+HyePnwWI+45ge3VaIOOfxtXFXAf7x4Mu5aB+wu2rpHvpR2O4c5/DmQDJXbiNPDupo8jlsHuWHdQpRyOYca+8ISCFH+Kk3NxpUFGNM1/OSZYyLTz03risk2aBPqGR6fiC/FrJQH+f0DBDjSHOx7FuZ5QjO9oTDo1bimfGzfUEyGXsWoc4pjpwZYtTgH+5ibT5rOi7FCPIQmoYSqttQsSKLxzaDDRUffKLdvLOWdT84yNjHNH/54OqzH+qs3LSbHqLuksxnJBsc/JRgQzyEOQh8unTrI+ydkgyqLzRxpGRDbEILy0UpUSgVDI5NhvTnJkHKfbB3ivi2LeGpPdPbzYsi9G9uHWWbJRq9TopTD17YuZsQ5xcGGPhrbhti5eRHGNA0fHb+w2a9fmk9RXgaDjgnJU2Ikasoyef9oN7deU0ZdfV9U1g2CgctjrzXyyO1L+dlzx6PukT3DIwvBh2TS7cU+5mZJWWYYm8Ub+9vDArNBu4vTXfYvXZAxYJ+kf9iJfcwTZoORwyHLLFmMOi+0MJQtMIZJnyrkMiqLzdhGXayoyMY+6kn4bx45YFFVYo5ibwm12dDMQ2RWY0FOGp4pH/NMqUx6vNSd7OXtQ11i8JmRpkallMetPACcsA6yfUMR88w6ySHQLKOWv7ilhvbeEVq7Pfz78ycxpKmpLskUbbapPdjm9OC2Kp55u4Xrr1zIiNPDyopsfvb8iaiyYejh78ndzYxPTs2auQZ4++NOVlflzA3pzWEOfwIIVG6JHvZzM3UcbOhjUaGJ30WwK0llYcsKDeRl6fm3PxwTmX4e2LoYp2uaniEnD26t5Ind0ixNQtb3yd3N3LaxLGY29tPmAYrzM/jDH0/zrVurOdoyGLdNQ6OSc9f15fQMToRVb2++qhS1SsEHx7oxJ0iFOuL0UDgvmIQKrWpHJmKSFS0pzktnbU0uP38+nCVDmCn60UOrE7pXokgqOLZarf90ST/9Cwq1Ss6WKwsxpWsYGnVx53UWnt9rZdDhQq9LEUvQwoOzpCwTny+APCIDF3rtbHCMuekdcko2vidzHyG7mm3UkmnQ8osXTmDO0PDATYs51NhPrknLhuXl/OLFkzE3+7+6fSn5Wan0Dk3E/Jwso5bCeWnctLZIzBg3tg2Lp8DQk+2Qw4V7yhsV5AiUd8/tDQ4CyGQwNe3HlK5hxDklvjdVq2RpeRbXrJjP+0e7RUGKP37cRXF+BgUxmAS+aOjsG+XHT3zKPHMqhrSgnUkFm5kGLSfODNHYNixyfC4pz+SDoz1ihkNgUunqH2N0Yorbry1NaMrZH8FjqVTI+MpVpfzmzaawayOfk8jMg5DBUCnl/OD+lTz2WmPc4DNe5QGCdt96bpTtMxRNwgZhTFOzsiKHKa+f1z5qp6rYTOl8A7vrOkTO7VCbHXS4+N2uJr6+o4pz58eYcHmjAuNQCIe/792zgnc/7RJtMx4EqrdL1Vs3hznM4QIEKreGttkP+6sqc2hstwX3nHFPQtXZTKMGj8cnXrt9Q3BOCMDvD/Kcb15diEop5+ipARzjwYRFdalZzPoCFOamx87GjgRZpjLS1Jztd9LaMxJzbSqlnB/ct4p/fz72nv7tW2o4ddae0O9PaHvINOjYXddBqjYYZgqJmAy9ihNnhijI0SccHI84PRw5NcjZ82M8uK2S87bJqCRa3+AERbmXbh7jopQOLBaLFkglnO1CCaQBV1ut1scuwdouW3QPOFEq5TzxVot4MvzrncsYHnExMu5m1DkVdipN06XQ1T9O//BEWG/OpGtaDGJmgzFdw9n+ccnrBc7aRE/CcrmM7RuKef/oOVZXzcM5OU3vsJOWDhubdi6LCoxDMeRw8R8vneSv71ga87oso5a7Nlt47t0z5JlTJU+BQrZXwIETvdx/UwV//Pis5CDAKx+0sa4mj4MNfXzzK9X85Omj4nsb24YpzE3nlQ/aqCnN5NoVBUy4vew9fJY397dz28byL3wGecA+yY+f+JQBu4s11Xmk6VRhA6Gh5TKFXMZdm8spzssIoxM0pWvYvLpQcniipcPGN26u5pUPWyV7ZrOMWh7eUYXff4FqSOizH3V6ouwz0mZj9bs/cvtSfvNGE7nmVMoKDDgnp8UMM8xeeRBg0KsZHnWRlprCYesQW9YU0thmo294Imy4ROoAF2mzQw4XPQNOtOqZilACbVFn+8cYHvVIVk8ical7677s2PZdSQKmOXyJIQh8DcQZyssyanGMeXCMudleW8RrH0kz6ERizDklBoUKuYzKIjPDo66wIXohMSFkm5dZsrCec4h74o4NJTyxq5ltET27QjZWIZfR0DbMthm9hMjrQvGdO5fx69cb4/rQX77awPfuWcHpLkfYz6RQU5bJL19uwJSh4as3LeboqQGxGv3G/nZqSjO59eoS0vQqzvaPJxyXnDs/TlO7LSohIazlUlfUkgqOLRZLHvA8sG6WS7+0wfGAfZKPG/t4L8TQff4Av3jhBA9sXcyoc4o11fPEAFghl3FlVS6O8WDALGTI7KNuVlTkMDXtF4MYoZQt8ByHGunSsiycrinWL8mLYsGI1xAfiQ3L89GkKDlvm8DrC9LGZejVqJQKHtxWiWfam9Bm32+b4PaNpbg8Po62DIqN9EJQ++hL9VQsNElSXIVyF4dO8pfPN+JZ6WN0fIqX97WGZQKHHC50GiX20eDhI/ThdYx7qF2aTppORUPbMCfPDJGhV7N1XREuj4/2L0EPZ1u3gwG7S+zlHZuIP4yXn50uKt8BnO6S8d17lksOe0LQxn/9eiO3byonx6hl35HuqCnpf336KPPMOv7mzuBBUSGXcaRlAPu4RxTOERBps1ItIK4pL3qtkmtWFNDQNizaamSAGavyEIqamc/fdMUCPNN+ntpzKu4BMPIAF2mzJ6yD3HJtKa9+0JbQ32f/iV6K8jN4boaXO9Lxh+KGNUVzLRVzmMOfEILAl5BQiMQ8s44Ht1Zy9vwYU14/kx5fwtLLEBxMhqDf8fn9UXzKEJ5tPn5mkAdDRJRStUqR7UbwiU3tNlYtzuG8bYKeQSfVJWbx555pL9vWF+P1+Tl+elBsn7tqRR4aVWI+9Gz/GDK5LO4BPlKsZFddB9dfWcj0tJ+01GDcUl1q5v/53WGyjFpuuaaUpotox5PywZe6opZs5vh/A2sJBsjTwP3A/wLMwC0Es8kbL8nKLlO0dzuQyWSShv7k7ha21RZTOt8o9iFvXV/MM388zbUrC2jusIkZsknPNG8e6GBtdR7zzDpWV+aKWbxIA/60uZ+xiSnSUpXBloiQHmfhs0PL0rGC7HlmHek6tTh8JyCUNu7O6ywJlX73H+9laXkW9W3D3LRuIWMT0xys7w3reZLqPxXWNu31c9O6It462InPH8CgV3OmZ4QPjvaQoVdz67VlUQ+o0C/9wdHuMKEGY5qGhrYh6uovDFuFkrnfvdnyhZbrDZ2+FjILp7tiD+NtXV8cFhgLGHVOxT0Y+fwBnt9r5du31aCQh9MRyWTB++o0Sp59x8rozGDK6sp5uKd8TLimo9ompGx2aGSSrv5pUlIU3HptGb98pT4mSX9ogHngRC/Xr1nIrgPR2R3BoS9flE17zwjzTDrso27J7xj67BTm6sMC7tB+/RGnh5Fxt7gJzobgZqUCYldPAHJMWkoLDAndcw5zmMPFQxD4Ot1l548fd4ltVjVlmczPTuc3b17wkQq5LOEq7zxzKgb9GD2DTtbX5IkCQPEgDNrXlGVRkKMX9Qd8/gBvHQz6ihWLsvm0+Twj48FKnF6r4vZN5bz6fisVRSYsC0zI5VCSb2B4dJKqkkxyjKmSLZKCD33k9iX86pUGprz+WQ/wkSwYSoWMtTNVSqFNTViX0IdsH/NctOhTZELi/zRbxSbgSavV+nWLxZJBkLXiHavVut9isfwLcIygrPQnl2yFlxG8Ph/NXTbae6JV6yBoyIEA9A87ueXqUt74qF08AYYGAs+8fYoHtwWZAd4+1BnWUxm6OTd32Bh0TPLwjir+9emjfPeeFfzixZNsX1/Cm3XtYQHy7roOHti6mAn3NDJkUUF2AKguMUX1HYVi0OHirugQJAAAIABJREFUuXetkpt2JEacHmSyYHlIKEVvW18snhIjDT6yl/Xjxn4MaRcOAPnZqfzm9SamvP6YAZDQL31uYDyMLmxpeRbPviNNvz3kcPHsXisVXxBVPCmEDogKvbyRmViBT9iUriEvKzXKBiqLzWGHi3jYf7wXmUzGocZ+ID6XpVAi215bzPbaYt48cOGaeDZ70+oC/uvV+oSzu0LwWVOaGXYoNGdo2FZbzJ6Dndywtoi9nwbbdiKzI5H2ee78OGPOKe7Zsgj7mIfddR1h1IQGvZqRMU/CG6ZBr0aVcsEdS1VPckxa/uHB1V/4Kscc5vB5gaAyuiAnjWPWAWyjbiZc3qjkQVP7BUXR2ZCemsLyRdk0ddgwpKt5X4KvOBJKhQyZTMbqxTnYxi4culVKOd+6tYbn9lqjfKv1rJ3bN5bxja9U88GxHg419pGhV1NTmkmmTMf45BT/8VL8Fsnn9lr5mzuXYT03wokzg5QvyKCmNFhl21XXwZ2bLdSfGWJVZQ72UY+4F8/GXyzs3c+8fUpyZkRAPLVSCE9IXOqKWrLBsYGZwNdqtY5aLJZu4Apgv9Vq7bNYLI8DdwDfv2QrBCwWy8PAD4D5wEng76xW68dxrq8Cfg6sBuzAo8BPrFbrn5RpwzPlx+cLxCyvKOQy9Dol45PTPPP2Kf7lW2t45u1g0BbaU5k7o2AHcMPaIh57rRHHmJsdG0qissfXrCigtWeUbbVFjDg9nLdN8sTuZrbVFpNj0nGosR/HWDDoyTHr+M0bTVECA80dNuaZdeTMcoID6U1b+G6h2WhAHIoT3icEK4ca+8IMPpHg6ZHblkqeHEMDIIGNIpSVItuonZUFIChAMkq+QYvHHf/7X44Inb4O7eUNHcarKjazvbYEU4aK1z+Mzq5ezFCngNm4LIccQWnpdTV5YYI5Y5NT6LUp7KrrCLPZ/uEJlpRlJkTSL9iqQa+mvMDI8dNByewlpZlsXV+MRiXH2u3ghrVFomPvGXRyqsvO2ppcvnvPCt49fJblluywwB3CB1aE3jrB7lYtzkEuhw3L8hPaMDeuKqDeGj6c0tA6zIZl+djG3Ny0poiSAsNcYPwFRTJ9z7t+uuNPuJI5RKKzb5T/9+nD3HJNKR8c62H9kjzJynAi0vVZRi16nRrH+NRMz7J71nYMYX/cc6iTbKOOikITyy3ZrKzIobzAIM42Sb0nVnCaa9Zx+8byhHxoz5CTT5v7uWPmep8/ICYPtGoFG6+Yz3+93BjWspaIz99V18ENa4t4c38Hf3PHUroHndTV90mKlsTav0UCgT9BRS3ZHLSN4NCdACtQFfLvswQD2EsGi8XyVeBXwDMEs9IjwDsWi6UoxvXZwHsEKefuAH4N/Bj47qVclxTUKjkKRZBxIhIKuYyb1hdh0Ks53HKeRQtN9A1NiCdAIZO3tjqPjasKGHVekOUVlMkONfaJktKCkT+318q+I+eoLM7k45lMnSDJ+5s3mijOTWdNVS4rK3J4/PWmmA9DtlHHe0e6E/qeoXLNodKPodLWtUvzSVHIwqSthxwuCnL0rKsJl8NM5EF69OWTbF1fLPkzIQCqKcukpdMm/j/bqOXOzRY6+6Qz+aHYc6iL9+rH6B/XfOFkeoXpawDrWTvrl4QrAPr8AerbhvnlK/UiD28khKA6EYQeTpLh6tZplOyu6+CFd8+gkMv4+vYqnt1rjbLZi6EmrF2Wz/988jAl8w2sq8mjo2+Mp/e08MJ7rWSma8UNKtSe7WMenn3nNMvKs9l1YHZHv2VNoWh3GpWSIy2DOMY9ZJukpVgFZM2wfJQUhE9ajzg91JSa+b+/dgVrl+TNBcZzmMOfGcIg8/CImyyDjm3ri2iI4Xt213Wwbf0F6WWB6WdtTS41pZnMM+vYXltMW48Dz7SX7bXFpOvUGNLi+9XttSVMeqa5ZkUBPn+Aj5v7WZiXzqdN/fQMOSX9Urw9VamQsa22hPePJb7fZxl0PP+ulQnXtBh3HGrsQ6dOwe3xhwXGyfj8eWYdY5NTvHWoi9f3t3PfjYu4eUMJC/PSeeHdM7yxvz2+YukMgcAPH7zikvvHZIPjD4FvWCyWgpl/Hwc2WSyW9Jl/X0UwU3tJYLFYZMA/A7+2Wq3/bLVa9wDbgWHgb2O87RGCGfHtVqt1j9Vq/R8E+6L/L4vFknKp1iYFpUJB5UIzS8oyQ14L0Q3vHaWrf4yRcQ96XUpQPCAk4BAyee8f7cagV4tBQCLB43+92sC6mtyw133+AEOjLj5tOY97Kv4gnV6XkvBAwYjTQ5ouRTydSgXtj75cz4H6Ph4IGSIA+OhEL/Yxl2jwyTxIQhAciYbWYdZU54ry1hqVkp3XlbN1fTHN7cOkamYvkIw4PdhG3PzshQZ++F91dPaNJvS7uFxQWmAkL1PHPVsqGJ0ZxpPC2IR0ENzcYQuz63gQDidwcYGszx+gKD+D1m5p+qFkbTUvMxWtWsmdmxdJ2urPXzjJgZO9PLB1MV+9Kdye+4cncE9541LUQdA+R2cUB2+5phSZPHg6lwXgGzdXM88s7biFsuGL753BPeUNs29jmpqCnHTUqj+p25rDHOYQA+09Dq6syuOBbZW8uK81uH/H8D0+f4Bn3j7FN26u4kcPrea+GyvEhJE/EGDHhhIAGtpsOCe9uDxennirmQ3L8mN+vkopp6LIyL4j3aJPWlaePdP3q5P0rfH2VGHPPnt+LKl5iDRdCoMOFxr1hT14aKbNMnJLTsbnH6zv497rFzHh9nLeNslPnz2OL+AnPVWVEOd77bJ8rr+ykOK8Sz+HkWxw/E9ADtBusVjMwC8BE3DaYrEcA+4BXrqE6ysFCoE3hResVus08BawJcZ7NgH7rFZraPrv9Zl1rrqEa5NE8fwM/IHgphcZPDa12+gecGLQq3FOTtPQbqNW4sFoag9mP/W6FMYnpxIOHoVen1A4J6epKc2c1ViTyQwa0zXI5bLESicHOthWeyHj6xhzs+XKhWJwdjHBUyRGnB7W1uTxaXM/922p4MSZIZo7bAzYJ1hUaGLC7Z313qHZTkGm94uUQc4x6fjevSvZVdfBS++dCctwhKK5w8bycPV3ILxsGA/ZEb3kyQaym64ooKY0k6K8dI7HUJ1PNot99Yp8uiKkryMxONPaMeEOP0QmY5+HGvrYXlvC46838dK+VorzMnh2r5XHXmvk27cu4Z4tFqqKzczP1lNVbObu6y2srb5QRalvC7fvNTV5/P7tUxys7/tC2eIc5vB5htcXHBD2TE0z4fZyqLGPX7/WSHNHcP+O53tuXFeEbdTNr15t4MndLeIhvKndxmOvNbKrroP1S/LYd/gsWQYt/cOTBPxBvymF+26o4PE3wgf/hHgglm+N57OEPbt/eOKiKoGRe/CQw4Vn2hcWdyTr84+cGqB0frBqNmh34Z7yMemefa/JMgYrfrmZ+oQ+K1kkKwJyxmKxLAbut1qtNsBmsVhuBP6RYPD5v4H/+xKur3zm/5F8SB1AicViUVit1kiagXKCGe7I64WfHUp2EadORavOxUKKWocpXc2t15Qy4vREbcjNHTZxiGzndeVoVMqoPiWfP8Ck2yuWZRI+hTX0h7E0CJ+3cVWQpiVyGCn0ZJYM3dvqyhzmZ6UxPOpiaP/s0o85Jp3Yo2zQq7GNudhRW8ykx8u01y+2g8yGyF5WAcY0DZ7padZU59LRN8qiQiMNbcM0ttuQy2Vcu2I+qyvn8eTu5oQkqCEYIDe3D2AfiGYtqKioSGi9f2okY5cA/eNq0c5iyTCvqsxhnjlVsncuFtewgKwZdbin3moWXwvtcY5HRQhBJ/z+kW4W5qbTMxgtaCO8Pz1VRdkCQ0K2eu2qAn78u8Nsv6okoQOmXEZYP328XuvI7zPi9NDUPizSGAmVDoH7e3ttCTJZOItH6PcfGQ8qSwm/S5/XT33rMPWtw2SbtPztHVUovLErGperXcaDy+W65Pe83JHs7+Lz8Du8HGxTlpJGr32KfUf7cIx7uPO68qhBt3j7pEIuo3yBISbdJQSDv5ffb+U7dy3n9Y+CQ+0fN/Vz52ZL1Gcp5DKQIXlYV8hlZBq05GfpsZ4N5x6O5bNCA2v7qDvh/T50b5Tag4+0DFJVbKZ+hkEjEV0FwXdaCo14pnzkZ+tFv3ukeQCFQs5d11l4/r3otjoI+sdbrymlMFuDfeAs9gGJD0kA8ewyWZ7jBcCQ1Wr9ifCa1Wr9kJlg1GKxGAgO6NVdxDqlILRrRP6lxwlmvVOByIbS9BjXh97vTwa5LMDB+j6K8zOYn52GfdQdFZSqVXLu2FTG/Cw9f3jntKRgRlf/GFctz0cpl3PyzFBCn+0Yc1M5ExyLgYRehSldw7UrCzjSMhCTxxBAq1YmpHLm8vg4Zh1IqJcXghk14eGpKcvkvcPdEICmDhs7N5ZhTGKiX4oXecOyPH79ahN3Xb+IXXUdOMbcYcwCJ6xBXuOv76iib3iCXQfC+RmzTUHZ6cgyzr6jvTy0JR+PW5rW63KCWqPlvQ8uTEVLKeONT07Tem6EfUe6JUnjhb742zeVY0pXs/94r8iXuWFZHi6Pjxfes3LHpnJREbK5w8Zdm8spnW+ISUUo2OCqyhz2HenGolagUSlYZsliwbw0XG4vhbnpaNUXVPnKFxhntdVskxbbqJvi+YaLkk8HaUcvxVyRoVezcWUBcpmMT5vP4/MHwu4V/D0GaOmMTaBv0KsxZWjJMmqjhGwG7S5+9mIT379zMYGpxAYj5zCHOSQGnzKDn71wYSZHIZdhG3MnNXhXXZopUq7Fw5DDxdiEh/HJKZQKGQtz0/F6/dy7pQLbqEvkIV5WnsWnzefD3puuV1E4L52a0kwa2oZFAaVQXxorOK0uMYdRwCU6QBhaCZTagx3jbr75lSqRMUoml3H1snzJwFuKlSpDr8acoeFr2yr53a5mMQC3jbl4aHslo84pDpzsC7ahpqm5alk+ZoOW9p4RlHIVfyqWhWTZKjqBe4HnYvz8VoIsEZcqzy3k6mN9f6k0oCzJ62dFsqfeG9ak8M4nZzGmabhjU3nYBrrzunIyM7S88kEbthE3X71pMb1D42xeXUggEKChbZiRcQ9lBQZe+7CdB7dWJqVut3FVAcYMNXJkNHXYqC7JjMtj+MDWxdhG3WjVSg63DHDrtWW8/H7rrLQqq6vmJdyz5Bj3sKY6lz7bBBMuL7ZRNwty0jBlaMgy61ipSaExgYn+1VXzeHJ3OKVLllGL2aANctjWdWAfdUtmN2PRv2UZtTy0rYo9h7qiPs8+5iFn3nxStZ/Pns9k7HLCNY1jPJp+L1QZD6CmNJM0nSqC5m04KGGarqF2SR69QxP85v1WLIUmrlk5n54BJx83nScvM5U8cyqeaR+bVi0AGbR02iktMPLoy/H5iPcc6mRBThpb1xVhztDQM+iks2+MsYkpdmwo4YV3rWGB8FNvtcyaxf7L25by0vutpCXJtCFkbyE6U5QoRdFTb7VEZVk+bTofVdkJxfJF2RTnpbMwNw37mCuqyjFod2Fzylm35PORhYuFS5klFDJ9f9rM45nZL/kcIdnfxZ/nd3h5QOp3MGCf5If/VReWoawsNnO4WTodKVBMRrLXWAqNHG5JLIX54bFerr+yEL8/wJsHgq0Weq2KZ985LSYrtOqUsD1WIZex3JItSdsWup/bx9zMM6WGBafqFDm3XlvOY681hH2P2XxoJI2alDaBQa/G5w9w75ZFyOTQ0DqESimP0luYzXdmm7R8796VvPNJF3K5DOekl137O7n5qiKUcti5qZw0XQpvHOikf9jJjWuLsDvlrP0T+cO4wbHFYllIkEJNgAz4msViqZW4XE5QAGT2KC5xCDXENCDU6tIAn9VqlfqsUcIZNQj5959lyqq0wIg/EIgqr/QMOimdb+BXIZx+T73VwvfuWUHdyU7OnHPwrVurOdoyiGfKR7pOxU+ePsI3vlKdUPmjdlk+5wbGef9oN4N2Fzs2lMQMdOFCT/C1qxbw3F4rAC0dNslyeyStSrKS1HpNCttri3lydwsVC01sWJZPllHH8Igr4RMsAcKybllGLbddW8bpTjsL5ul5/aPgd06EQuarNy3GPeVFo1JyuLlfcmjviyTTG0rnFg/NHTbuv7GC5g6bmFl+aEcV3efHWFKWxemzDg419jHl9dPYPoxMFvybnO6ys6jQyO66TiY9XjYsy2fI4eKGNYVRgXEohL/HI7fW4PcH8AcCYc/Hjg0lPP+uVTKDIwTw6akqTpwZZGT8gq3KZDI+ONLNtSvm88GxnqRsdU11Lp80BbO/kRmWRCmKtq4vpr1nJCzLEqstCIK2rFTI+ehEL0MjLlYtnseODSVRKlSXWiJ1DnP4skNQDw1FItSVG1ctQC5D3CfN6ZqEe20dMwJBOrWSe7dU4Pf72He0JyxZUVMavsduXV8cFRiHInQ/7xueCBNQ+ru7V7D3066w+0mpjortdYtzkMtkPBkh8iElxlG7LJ9XP2jHPkMwsHxRNuOT0/ztncv5/547Lq53Nt85aHfxxK4mvrNzGZ39ozyxq4XczFQc49P0Dk2gkMvoGXLS0DqEzx9gV10H22uL8fp8fxJ/GHfnt1qtXQSH4r4181+AYAD8LYn/vk4wY/zfLuH6Wmf+H8nhVUzs435rjOshSD33Z8GTMbgHI4frfP4AP3vuOLXL8lm00MS+Iz0cauznrYOdLCnP5L4bFyOXyahdmifJ1CAgy6hlnlnHi/vOMDgjE5zIIN9gSJ+lsJ439reLdFo7N5Ujk8miaFWSYS9YVZnDgv+fvfcOb+u60r1/AEgUEiQIgJ2UKFaIVZWSRRVb1Va34+7IjpXYKZO5mcncmcnkJncmd77JfJPc9ElxYsc9LpEdS5YsybJlR1a3KrvALlHsJMAGgAUg7h/gOUQnKEu2ouB9njxPDAJHGwf7rL322u9635QYnt/netBWLUwDp5Pzxi6ilXJ6+208vMEQkICfoFXxN/eWcK6u26eZ6Xh5Oz39Ntp7rDNSvnDi5I3D9S4Vj/4Rv3SNW8mm113OLRiEarrwWzgmnDy/t5o1i2ez73izq8HSrZlPmAfuSaRaFYndMcGH51q53DkU0u8x4YS6q/0eNqrT/Z7CXH3l3UusWZxORnKMOFfL63rIzdDSZbbRbbbOSGnj5YOXPGQDBYmmZH3UjJRV5uVNqXaAixtvsfnOM6FCMzpu56MLbVQ19vHc3mpOVLbzhc2eai+CRWoYYYTxyeHuHuqOYE2/W1a4zIpeO2ScdP909RHYHRPTyrIJiFMrqLvSj0wm5eWDtZyp7fY5iXVfY2e6nh840SzG6a0rs7jaPcyJig6fOOi+3gvfQyKRMGZ3+CTGX9xaxL5jUxr4MqkrLxGSyI5eC1VNfby4v5a3P2rkStcQX9xSwCN3GijJiUejloc0/vY+C6bBERwTTrSxSiobe9i6Mosfv3KePR81ibG5x2xj3D5xw+LhtLQKo9G4Qfj/BoNhAthhNBpfuSGj8UU90ArcDRyaHEMksBmXYoU/HAa+YjAYoo1Go2XytbtxaTRfvLHDdaGh1eyXRB6oi3TMPoFSHkFKvOsoRODlqFVyjle0uypiMQoeuXMug5Yxn2qS4DDWbbKK/25Rtj6gHqM3vHmWMOnmBxw8ddlv1XomnKX0BDX///NnxMSrrdvCrsp2vvHAfP54uN4lhG4ZY+fmAoZs4xy92OZRBZxwQkVDL6vmp3KutptBy1Qz0yN3GsTxzURZ4Ex1F0sKk7HY7BRl632Oim5Fm96cWVqSdCqfKok7ErQq6q70e3CO587RcfZSF/1Do2K1YeeWAhxOV/OERCIhQasSj+kUchm7DteToo8O6feQSSVc7R5C6mW7Hurv6Zhw8uHZqywrTuX5fdUUZulZv3Q2doeD5/fVs2NjPtbR0Pl1nX1WD6Mb4Tt/aVsRJypDcwmsqO+lrCRVVJApzNKzfsls4mJcHDmhyiI4S+0/0czSwhSP59rb5AZurdOMMML4rOHuHuqOQI133kmqe6VXKpWwcn5opj8lufFYR+xijE3RR/ucbrmvsaHGUnDFHkOGjhfeqWHbqiwKMnXsPtIUdM12/x6JOhWKyCRS4qM9To2vdrt6jCJkLqWqzJRYrvYMU3vZ5DKVcOM9d5tdjYc77srng7OtLClIDqg+5I0j567ywLpc9hxpYvXCdKyj4zy3t8an0dkx4eT8pW62rZy+6HMtmGmUzcQli/apYNLR7r+ArxoMhu9PKmPsAeKBnwIYDIZsg8Fwm9vHfg3Igf0Gg2GLwWD4DvBt4L+MRuMYNxiBdqIQXOLkV7susq50NtpYpSj/9tu3KqlqnJKCeelALScr2/n6ffOYnRxDUbaer91bwtYVWVzpHOLIhTZRV3nNolkB9Ri9IegYzmS84Ct67g2ho7SqqY8x+4SYxO+bDAj//ceLZKdpuNo9TGVDLz98+Ry7/9zAxtsyxCrgB2dbiVJE8PZHTXxw5iqDlnEqJxUBhGRm5fw0zJPa0TORkBHk37yPim5Vm94kXRTf2bmUpACmFEk6Fd96dDE6jYKztV1sWJrBzq0FzM3Q0WO2elRSnIDD4UQikWB3ONi5pRCdRsnLB2qZmAxiof4ehVl6us02n+A/k9/TPDRKlErGE9tdjSGvv1fH4Y+v8vm75qKIlBKnlvPk3UVB5+rWFVliZcRbssilVzozbdBLLX0eBjmvv1/H6+/Xs2huEltWZLJpWQZ/OHCJE5XtbCrL9KjKCPDW976VTjPCCOOzhkA380Yg6cpgG/ZByxhj446AsmwCErSuBvAo5VSSHegkVlhjUxPUM1rbYqMjKczSI4+UUXelX/xsKGv2jjvzOXepW6wiC6fG5XW9rFmczv96fAkxUXIOfXyFk5UddJlsFGXpsY7YOV3dIZ529ZhtdJksbF6eyei4Y0axc9g6zvKSVCacTmqaTB7rs3ts7h8exTpix+7wFi375JiplNtlg8GgNhgM/4arejsLlwvdCPBl4PuTVIzrBqPR+GuDwaAC/g6X8cdF4E6j0SisJP8b+AKTzXtGo7HDYDCsw9UY+AYurvJ3jEbjj67nuAIh0E4UAkucyKQS8jN1dPUNc88d2fzmzYqgeqyvvmfk3tU5HC/v4Pd7qjBk6Ni0fA6vHjKKhPfm9oEZ8Sz90Qqm4xW7c5Z0GgVnqrs8OMoTTtduuvHqAI9tyidCJsU2amfLZBLSbbaRmhCNPEIqNh919Fl5fn8tW1dkMTJmx2LTiDxnd86mkMzsP9GMSjmLrZPVtZC/c4yC09XtfP3eefzpSAPpiWp0sQrWLk6jMDvplkuMBWSmavj+11bQ0NrPgZPN9A2MoNco2eRmT9zXb8PpBK1agWnQRkaKmktXTMzLjad6kpP+9tEmyopT6TRZqGnu46ENeZQVp5KRouaDMy5VjFB56eqoSJxOX9v1mfDatTFKztZ0i7br4Gnv/NB6A1c6BnlyexHdJiunqjrFubpwbiJRygie3l0lBuH+4VGWFaVgHnJVeG9fmE6UUkZr93DIz9SSwmRe2F8bxBJ9Hvevy2XYGtwiVVgMus2WW+40I4wwPksIdLOKBt9qr7+GtWBc5OqmPopz9GxdmeVjeS9AWLfOXerC7ph63gNVdQVjkf/9pdto7RoKeW1bODeRD85eZdg6hm3ULsbRYDzjktx4lPIIDp9tpbzeVyFr0DrGA/Pz+O9dgRv8hTVZOO2qmJSdW1qUQltP6LGzpsXE9tuzeOnAJRwOz7jongdoY5Q8t6+G3n4bm5dnkTO5hl0PzFTKLQE4CmQDVUAiEIlLIu2LwFaDwbDKaDRe1/Zfo9H4Y+DHAf72OPC412tngeXXcwyhIljjk/dRjbusSWVDL3/8oIEtKzJDlIIZE2WhKht7WbUglXWls8UH+Vp1DION1x8EztJjm/K5545sLtT1gMR1/Jsar+bgiRacTvjDwUse/CWho//ohTb+5fFSvv/sx+Lfe8w2kDipbTahUkZQmKWnuqlvUupKyc4tLh72Oyea2VSWyQvv1PA3982jb8DG7QvTQ/rOqxaksSAvgWS9mqIcPaNjE3R1XmV0ZOSWTYwFJOmiSNJFsbQoidGxCRRyqUc1MnuWlr6BGmxjduakanj9/To2lWVypXPIg3frvngMW11i+X0DceKJRaja2cPWcfQapU8iPBPt7fl5Cbzy7iW/f+sx23jtPSNlxak8vaeKbSuzkEmn9IYv1vXg9Gr21MYquWNROnNSYui3jHGyqgOtWi5uEKbD6kXpvHzw0jSW6OUsL0kVKROB0D88SmGWni/fXXTLz80wwvi0EYhu5tH0q5ZTXteDUi4jLsCG3dWobufwmVbKilNJS1Bz5MJVD4qg0NS+tCjZJ8kOpB6xsSyTX71xkTWLZ4UUexbkJfLrNypESpcTPOJWIBnP19+r47HN+VQFUNNZXzqbX3olxu4QaGBlxaniaZeQyP7+7Sp2bikImXJyrLydJQVJFGTq/KpjCMW84hy9SLGsbOwjSafiOzuXkpmqmfbfmQ4zpVX8F5AMLATWM1WtfQeXvrEU+I9PPKq/YETIZGxc5p8D47479HHPm0z+jpxvC+nf8T72jYyUoJTLPLhQoTiaJWhVqBT+90jCNUI5JhoYHuOptypZVpTCbfnJ7D7SyLd/fZwjF9tEGoQAdy6leWiU05Wdos20IlLKl7YWEimTMe6Y4ErnEI4JJw+sy2PbqizaeixIJDAybmdpYYpYcfvzuVZ2bikU3QmnG+/g8BgxUa7jtAiZjGhV5C2hZzwTCN/b+5hecNN7+2gTB062sHl5Jj39Ns7WdvJ3D84XjxWFxaOsOBV1VARPbCtCIpGI9ItQ52C32Upagtpvs0iornyDlrGgdqMCPcE0MMI7x5tZWpQCEpBIXAHWvXEOXJun375Vyavv1XGyooOlhcmsWpjOyGhoz5QmRkFnX3BXu55Jgxx5RPAwrI2hq8blAAAgAElEQVRRUJKtJz3pxjhBhRHGXzOC0c0cE05OVbWzJD+Jv39oISq5jNWL0wNea9+xJjaVZXK8op2TVR3cvyaHZcUpPk3t/hr+3OPpI3e63DRnJ8egi3XFklDXc3mklKVFyZTkxHOpxURxtt7vZ4XC2onKDiobe9FrlJgHR/3GUZlUQvSkhXQwCHG2qrGPgky9mMgKPUyhjN9ic1W67RMTftUxSnJdjc7+1DOup7vtTJPjrcB/G43GSry0hI1G4zngvwF/Mm9/VchMjQ04CQTOz/3rcn12iLHRM+PMCjzhBK0K28gEH130TKxD4RfdtyaXj2u6eGBdHttXZfsoYpyu7uCLW4sCJsjuXM0es40rXUPUXjHR2jW1sxac/spKUijJiRf5SNGqCHSxStp7LbxzvJnvfnEp//ql26hrNfPMniqRb13d1Merh4w8vaeKpYUuiZnXDnmqZ5iHRvnwXCsjo3ae3D49t7S6uS/c2BQE7T0Wesw2MpJjee2QkV3v1/HYpgKOXGj3mKNCFeK1Q3XUNPeRN1vLKjdL9FDm4Be3FtLZZ/W7sQnl8w+uN/jl63qjutHlTrl60SxOVLaLGy+1Ss6WFVni3E/QqrjaNUxFQ69IzfjNmxX8clc5hVl6tq/MDjqer983jz0fTT8egJOVHXxn5xJWzJt6NrxRWpDE64frwyoVYYRxgyDQzf7lsVLm5caTnujarH/7sVK+/7UVzEnVUH/FhCxC5pNouq9vhVl6Xj5Qy9rS2dx12xx+v7cGeYTUp0AUiGPsrR6xrCiFM7UuFdvpYmGiTsWT24v4eNLsyzHh5N41uSTpojlb2zltHN25tYi9R/3HrbKSFD442xrSvayodyXaMVGRYiIL8NL+2pDW5n2TFtsSJBzw6t8SEmKdRunRI+KOLpONhtb+kMYaDDM1AVEDwUqbZj4FF7qbHUn6KB72YwcpoLltgHl5CeLfBHpFRrKa/qGxGfGExWSvqdeH8D4dv8his/O7typdO8iGXr8GGZvKMjld1cGWSQ5wMO1jgOPl7SwtTqasJMXH2czbGa2qsY/Vi9O43DFMUbaeNz+sp3/I1/HHnW7xpw8bRBUA7/sxaBnneEUj+4838+jGfJDA6epOv8da/7RjcbixKQDsDgcHT7Ugk0qIUkbQPamVeblzkPaeYb88YMeEk33HmnlwfR59AyMidy7YHLx9YRptPRaaOwY5XdXBpuWZ3Ls6x0POTfj841sKmJhwcqbGk9ceGy332CQFgkwqoWxeqo/utz8zEoGq4w3TwAh/Pn+VtYtns21lFrZR3+dhwgm9ZivmweCnEMIzr1HL2fVB4HnvqgTJ0MYowpu5MMK4gQhGN+voG6bTZEURKeODc608ub2IZ/dWs7Qwxccp88H1BtKT1Lx/+jLrSmcTr1H65RIHU3sSqrppCdHiuh4slq5enE5P/wg/ePGsGAvdY9tX7inmub3VIuXB/bMLDIkUZOr45a6LfuNoglbFsuLUgLQ1b/QPj5I/R0enyYIEVxOj4BBc22Ly0Yf2Xpv1GiUdvRZGRu3kZ+pF/nOiVsXDGwxYR+yUFacG7dO4HnrwM02Oq4G7gKe8/2AwGKTAg4DvqvJXhgiZjGhFhMdEHLKOsbZ0NvJIGW09Q7z38RXA0zVm3zEXT7gqBF5RaWESExNOFJEp1DT3otOoMPtJrN35RV/aVsTljkHaey0iT8cd3gYZFpud/SeaeWxTAa+8e4mOXosPR8n7Gv3DowxMjsOfs5n7A3v/2ly00SpeqagLyc0OXA2Jeo2S+XkJVDZM7cbdedOOCSdnaruIjY4kK1VDziwNhz9uFcebeAvKtF1PWEfs9A+Nip3ZMqmEzSsyGbdPIJVKWJyfFFTe73R1h4cUnDfHrTBTz8K5CRw4eZnbilyLy+blWew73sRtRSns3FJAj9kmJsLaGAXqqEhGxxyiFqcw/wqz9MREyaf9TltWZE1riLPvWBOfvyufX7x+wWNee1uePvN2FRq1gnm58ZSVpFLd1MugZZwPz7WyfVU2R8vbgzYShuqyt/9EMw+szePIhbawSkUYYXxKiJDJiFBNPWvN7QP8x3On6TbZKMmJpyhLzzsnWvjC5kKe21sVcH376j0lPLOnkm6zzS+XeDqHumR9FOuWzOaqWyObP75wUXY8uw7XB6Rx9Zht/PatSnbclU+XySI2BOfP0ZGSEMWVzmH+7Xcn2ViWye0L3RLnGAWl+a6T2ndPtcyowT8tUU28VkliXBSVTX3ixkEboyAzVcOv3ywnXhPlk0skTuoyC2ZhS4uSmXA6Wbt4FjFRcioaemjpGPLbMOgOQQ/e/XecKWaaHP8XsMtgMPwO2Dv5WorBYFgP/BNQBjx2zaO5hZA9S8uz+6rp7R+hKDuee1fn8vLBWrrNNspKUsSjaW/XmFC1g1P0rh3lkQttDAyPMmAZZ9V8/37mAoZtY7x7+nLQcQuOOjXNJpaXpAApHg9GIOtbAXFqBcbLZhbkJfp1NnP/d944XM+a0tkhuY25Ny2drupkTmos+XN0onyMxWZHInE5qglJTEvHEOahMfQaJYvzk0TlgofXG9BrQhNr/2uEdJI3HKuWk5EcS0lOPJWNvWJ1M1kfRaJW5Zd/JgT8/SeauXd1DtYRO+cvdYsVguIcF//thy+dwzHh5GJdjyjxd8/tOVhGxjl48jIJcUpWLUhjVlIMpgEbP3/9IhvLMuk0WahsnPp3Q2nam4mAfpfJ4vFaKInsw+sN9A3aSE/IIFImpShbjzxCFnBMobjsCYn6gGWEnrBKRRhhfCboMln5/mRiDK54s7Z0Fhq1gmf3VgV9hp96q4KyYlfDbaCKb0x0pJi0ur++rDiZRF00P/7DOVYvnuXTyCZUlmVSCXNSY0Pqb+gyWXjjcD0bbstApYjgUouZP/25QSwEuCfdy4pTyErV0NY7xKvvuopOoTZHLzAkIpVK+N1bVeg0SsqKU6mo7xVjZrI+ip1bC7nSMUj55HfOn6MTTxIFs7D+4VFKcvT0mkf49RvlOCac/P1DC+gbcG1Sqpv6AlaOr4ce/Iw+bTQa3wS+BjyES28Y4EXgXWAV8L+MRuMfPtGIbhEIJP/4OCVzUmJ5aTIxhimJKn+L9r5jTdO6xX31nmKe3VvNr9+soLqpT9QJFiwj/WEmBhknqzqYlRRDW4+FE5XtVDWG7oZXkhuP8bLpmtz5/MFb5xVc1WnTwAivHjJyorKdJ7YXcehUi0eDo3Bfqpv6eG5fDW8fa+Jbjy1meUkqbx1pDPM3g0CpkLG0KImFhkQOnb7sahh143//4MWzfG51jl8eumPCyf4TzezcWogiUsrFuh7KSlIpzNT7dVoE12/89tEmxuwOLta7lCNsow6OXmzn3585hWXUzph9wi/nLpSmvZnMfe9G11AS2VffM2Kx2XnneAuj4w5eO1SHdNIYxRszSdR7+23EqOR8+wtLwioVYYTxGcDbWtox4cQ6YkceIQ3ZKVMwrPDnRDdkGeMXr1/wed0pkfD0nko6pmnEm2lsM2ToiI2WU9/aT8ykFrL72iok3ZERUl7YX0NaQqz4eqgNgbOS1Pz8tQs+ph0COvusPLOnCsuIXfzOcTEKRscc7D4ytTZoY5U8v6+Gd040sbEsk0funMu7py/T0jHVpO+vTwqujx78jFNro9H4WyAduA/4FvBvwOeBWUaj8QefaDS3GASSf0ZyjMeDJJDx/U1sx4STp96sYOeWAr60rZCibL2HZfKOu/J5ek+V351iMML+jAwyhkbp67eJVsE6jTLkB8NiszN3ju6ak5FQ3hMXMyXlIhwZffXeedMmMU/vqcLpdH0+zN8MjAiZjNx0bUDOvGPCydO7q1hbOptvPDifoqypObpzawGfv3MuFtsYlhE7axaniycW3k0p7ugx21DKZSzIS6CmuY9h2zgx0ZHkztbS2WshUafy282dnqimuX2AL99dTGIAc5OU+OhranSdiR15lDKCQesYp6o6XZbb79T4fRZnsphdrO9hfl4ic66DLFEYYYQxMwQy9Pq4ulNskpsO/syE3BUiPq7uoiBT7/F6TXMfMolErFZft3V9eJTUhGhmJcYwbvdUgnJPMt2dQp/dW8VDG1yxVh0VwRe3Bm6oS5y0mP7Ry+cCmnYIEGJmTXMf9Vf7WbUgjRf313q8Z3lxCtVNJrHo9dKBWp8m/ROV7aLpiIDr5W47U1oFBoMhD/hXYCMgjKAH2GMwGL5nNBo7PvGobiHoNQr+fN6zy1PYhQl20d4Ys09gvNxP/9AIS4uSGRgaw3jZzBuH67lvbW7AIxR3wn5qQjTHLrZhnmxGW5yfyKBlZs1+7tdTR0Xw8HoDrwagSgiNgYE0HAPBXdA71PeUFiTx4jtTD5JpYISRMXvIO/nNy+aE+ZvToG9gJOj9FCoou96vIz7OxR2blRTD4TOttHUP869P3MZrhy7ypW2FISeDH11s5wub8nnkzrmcN3aLPDWVMoKv3lPCb/7kMsfx5txJpRK6TBZWzksjPVHNB2eviuYdJbnxqFVyrs7AvEPYeM20KjMvN4GW9kHx/vg7SjVkaDlZGVqINA+OBJRZDCOMMG4sAhl6qZQR9Fyn9a1/eJQ5k9Q1oWlNJpVwvGLKzChYI96yopQZresL8hL4v27J63QNyT1mGyq5DJlMymuHXPSKLSuyiI9TclowUopRUFqQhHlwlB+9fNanABLoHlTU9/K395fQZR6hptkkGoGBS3nDMjLOjo357DsevOjlTr28nu62MzUBWQj8GVAC+4FGXFrHuUyZgKxwc6/7q0egB2zfsSa++fCCgIv2vmNNPL6lgPHxCeSRLimYkpz4aRdr4fimJCeeL99dLPq3P/VmJfetzQ1ZhNu9uU1IRlzc6RwcDienqjpciXeMgoWGRAaGx8TGuWHrOHExoTvV+XPn83iPW8KSqFX5aDEWZuk5eiF0feh1pRkhvfevFXaHg0OnW4K+R6iqdvRZ6ZjcrJXYxolTK7h3dS6/2nWRbrONpvbB0C2gB0d47/QVD1781e5hZFIJFQ19Pp3WTqeTOamxWGx2nttbw+ObC3j9/TqStFE8cudcHA4H733cSv/wKGtDFdA3JIpd2cHcsLzh4sfFc6amU3zNX/NMpFQS8rOhi/3kvLkwwgjj2hDI0GtG61sA91lwNfpuWJqB0+kU5dc0agXbV2Xx3D5PXYNAxh1v/rmBtX44yf6wckEaP3nlvN/Tu2ANyaeqOpFIJB7c5AWGBOakxWLqH2HIOs6L79QGPBUMdA/6h0epu9JPaoKaXe9PGX0IjqZ9ZhtOmdOv06D32HUaBf/rsVKyrqND3kwj7/8FBoB8o9F4t9Fo/J9Go/EfjEbjVqBk8no/uS4ju0UQzLv9F69fZMW8VL+fc0w4eX5fDXqNCuek/utMjlBMgyO8f+YKzR0DbF6eiSZGMSNqhPdEd0w4Ka/v4ak/VfJxbRfzchOYnRRDVqqGC3U9HjzSSy0mVs5P83d5H6ycn4bxsinoe0oLk9Co5axckMqX/GgxqqMiRVe26dA/PEqUMlyNC4ZgFugC/FVVL7WY2Loik95+m8ivv9RiIi4mtObHOLWC9l6Lz+vqqEjMgyMiZ68wS8+83AQPDjMAEhefrbyhlx//4RydJitOJ6QnqANygN2RqFVRmKVDp1ECrkVQG6v00egONPaefhubyjIDiu03XO0nK13DvJzQ+PubysIKFWGE8VlBsJb2RnVTH6UFSSFdoyQ3HplM4hM/hEbffceaeG5fjUePTF1rv49BiABvWkZslBx5hCyk2NbeY/GoznrDX0MyeFLNBGQkx6JVK8VxBJPSdNc6doc2VklRlp4es5WU+GiROlpWnMruI41kzdKETF85f6mb0qKk69qbMdPk+Dbg50aj0cfv1Gg01gI/B9Zej4HdKgj0gIGLPtHZZw04sV0J9AW0MQruXZ2DTCoJ+NB4I06toKltkKf+VMn3nz3NNx9eQEaKmofXB272S3QT4Q6GOxakUTH5gL5zvJnibE8+0dw5OkbHHCEl4qNjDgwZuoDvSdSqkCChpWMQ8+AopqERD8MGmNzJh3hfrkcX662OQBs6d/jbqG0sy+Sji22cN3aLr1U19rG8xP8G0BuBgqh7krq0KBnbmJ0rXUMeQbkwS8/pKs+q7bDVTqfJwonKjoAcYAEJWhU77spn1+EGHt2Yz9/cV0JpfhIr5rk0tQPx8wSsWpjG83ur/XKii7L1PLoxn8/flc/bx5qJi1FM+2xcL95cGGGEce0QrKXd4ZhwYh4cndY5NlGrIj1B7Zffu3Wlq9HXn+KP8bKZJSEm38XZeqKVEfzNvSXXxSjJHz9YH6ciQasSE3x5hNTVY2EZu+ZiG8Cq+Wm8frie9IQYMpJdjYhvHK6nuX2ApYXJqCJlDFrGph0zTEm3XU/MtITWCwRLzceAwWsfzq2JQN7tML3WoU6jZHTcgWlwhLLiFIas4yEdD5fkxvPmB/WitNkfDhqxjIyzbsksvvnwAjp7rXxw1nXkrItVcseiNHQxKj48F9wFJ0GrYthmZ0l+EhX1vX7FzNVRkbx/5oqH1q2/62xdkcX7Z66Qn6HzKxGXoFWxZZLH7JhwutzKGn31j6ub+vjq50pC0odevyQjXI2bBsKGrqIhiCzgpOKKcLQoNq/1O30c9OyOiZDkCf0F0QiZhKw0Dcn6aI5ebONK5xADw2OsnJ9GVqqGAyeamTtHx7y8eNq6h5G1TB3/eT9b/nh72hglqxak0jc4ys8njxMv1nWzc0shb0+jQyzMv0SdCqU8AseE0+/x55LCZIZtrq70lPhohqxjQU2CridvLowwwrh2CKpTLkviqWd179Em/nHH4oBybolaFZ9bncOP3WgM7vHjy3cXB3Sjq2zoZcPS2SHFzGGbnR+9ch6VXMbfPjAfu2OC9z++IlIeVy1IY2IyJk1nlAQwaB1jWVEKMdGRWG3jzEnVkBIfzdELbfQPu6Q8P3/XXDGR3bExf9o13p+hUqJWhVoVQZxawZXuIeakxJKoi6Y4W095Qy8nKzuobTGxZvEszIOjHmZg/nAjil4zTY5/CHzfYDAcNhqNx93/YDAYDMA3gZ9dr8HdKgj0gMGU9NUT210GHe6L9uKCREwDo6Lun0wq4fEthQE1ZgUkalUk66PZsTGft496TtxndlcDLoHxRzfOZcg6zuiYg8NnrjIwSa5/5M65DFrGfCakoEd7uaOf1Qtnk6hT0W2y+SQhw9ZxYqLk07rzvfCOS+g7IyWWR+40eIiPL8hzNRD6c8HxJuHrNUpSE6JDCiZtPcM0tw+QGVYACIpgGzpwHS0+cudccaPmbhjiLRZvvGzmvjW5AU04BBvz371V6fF6MI1h42UT963N5YntRRy50MaHZ68S58dhznsOnrvUhS5WyefW5NBrHuF4eRtP765iY1kmD67Po6K+l/l5Cew52hhSE8iJyna2LM/ilXcveSTMwvEnuBYc2SRnL06t4IKxl5rmPt9EPVbJXUszMMzRhRPjMMK4SSCoTjW09nPgZDN9AyPoYhVEAP+0YxFVjX1cMPZgHhpBG6tk9aJ0us02nt5dFZDf+7vdlT76/QIcE07qW/t5dGM+Lx2oDZh8P7TBwO4jjRRl61loSEQeIcU2Og5MGSW191joG7BNa5QkGB1pYxWcFVxIYxTERMlp77FQ22ISC1RCgr9jYz4vH6hlY1mmzxq/amEapsFRv+u3oGqx/0QzdyxK46k3K13XOljrE+f9FcP84UaYJAVNjg0Gw34/L8uAjwwGwxmgDpgAMoDlQD+Qc11HeIvA3wPmnij+8MWzAGK1afWiNF46aPRoCHLxkKuDVpqFamtHr4XDZ64EXeCHrOMeVr0wNSETtSq+ft88dn/USGyUnJLceJJ00XSZLHT22fjtnkoeXGcQHfDck5Cqxj4WzU2kuqnPbxOBu7NeSW48v3+7SvzuGckxLMpP5Fe7KoLuFAXliWR9FF/YXMiv3yjnq/cU89RbldPuYj84e4Xvf21FOAEJgmAbOnCdaKQnqcUNidC81tFr8RGLH7SMcay8nW0rs/xaQKsUERwrb/f5vQNpDAdLmqv8VHa95+CaxensPdbMhUtT9I89HzWiiJSyY2M+CrksJOWT1IRolpdM2Zj6M6wBlzSi0K0tNLu6j2vVgjQeudPA+LiDhfnJ0/wyYYQRxqcNd2vplstXkUomiNbE0dhqJmdWHPpYJZGRMqIUMlq7h3ntkDHo9bw1kAUISapKHsH7Z66wYWkG8ggpZ2u7ROWpktx4nE5QREiZlahm2DpOZISUY+Xt9A2OeDTn1TT38fiWAsbGJwKeOAeNpwGSU6FAsLEs0+8a/8xkweGxzfmcre3GPDjiMfbeASv9w6PY7S463nQyrHuPNbF1ZRa7j/huJm4UBW26ynEB4J2hCOffSZP/EyDIBay/DuO6JeHt3W4aHOE/nj1Fe++UNJvgerO0KNnvbk+ohn3jwQX09tu4YOz2qci+fKCW+9bmBq0ub1mR5ZMYu6N70tzg3tU5nKzoQKWI8NnZ/fqNcrasyCI2Ws7F+h6xKnfHojQ00VN+8u5VNHd4H6ULihyHz1wN6QiosqGXv31gPv/+9CnG7BM0tQ+wvCTV5ZDnLndTkkJMlFwUJu8y2Who7Q8nx9PA34ZOr1GycK7rROPHL5/j0U357D3a5EGz8KbZXGox8cTdRfz2T5U8tCHPxwIaXO5LlQ1TcySYxnAoxhzeiaowBxN1KjbclkGPyVMOUSaV8Pm78qm7Yp62GVHA0QttHl3cgRY8oVvbH3VEEMrvMluYl5OExTaOQi4NU3/CCOMmRIRMxvioFUeEhv/8zTG6TDbkEVK++fACbGPjxEZFcrq6c/oLMcXvFdZGf0lqxeRpXEGmnsJMPaUFSbR0DjBksfOTV6dUJaqa+vjqPcXs8aJqCI3933hwQcAT52uJp8Lr7vHOe43f81EjX9xaQFaKhhF9NMU5en7x+kXG7C6a3bYVWZysbCM/Ux9yMUIeIfVoKryRFLSgybHRaJxz3f/FMETv9mhVJP/+leVUNPTwwZlWMZlbU5rO4bOtzMuND7jb6zJZeP29Or8V2ekk32ZibjBoGSMzTeNDzwBPeZllxSmsnJfG0Ytt/GpXBcC0FW5/fKSZyGeZh0Y5cLxZfFjK63qRSCTUNPeJ90Uhl1HbZGJ2iqfO4oGTzSwtSgonIdPAe0OnkEv5uKqT5/a6frfn99WwdWUWyfooRscdVDf1+dBsNpZlYhocRadRik1y7hbQ4GubHkhjeCZz1ztRTdCq2LLcFeDjvKgfwgKROytuRqL63vqd3gseuKrFH55r5ZENBn65q9zj/REyCfeszmHYOsbPXjvnuk+xCjaVZZFzHWWJwggjjOsDSWQMP329SpQYG7NPcOlyP2drO3nkzrn0D11b/AiUpAqJZ2VjL+frullekupzOuWYcHK0vN2H0ib87RevX+DxLQU+6/gniafgP94JSNCqGB2foKffyonKDs7XdYuV5h6zDblchkQqDV0H/3wbf/fgfF59rw69RsmmZZlk38AYGda0+oyRpIuiJCeBC8ZuNGo5y4pTqGoyYRoY8UkYBAiJQ6CK7HQJ5kzNDdaUprP7SHBDiGPl7cxOjqGmecrv/IV3ati2KotEbRQnKtrFY6HSwiSyUzX8ctIv3R3ejV7BoI1RUJgVL7qSCcHG/b4UZblsi70fYqG7NUIVTo5DgbChA8iepRX55o4JJ7uPNCKPkPKfXysT56u7eYw8QsaL+2tFkXl/jZreCXWgOTzTubtqQRo9ZpsHzx1clWqhgdN9gUjRR4c8/+LUCuLjXF3cw5ONst4LXoJWRVaqBqlEwrnabo/5LpNKeGJ7Eb99q8JDy/Nq9zAVDX0k6VR8Z+fSMD8+jDBuIrSbxny0dwXfAuMV8zVpIM8kSdXGKlgxL5VByxjVTVPrbXVTnw+lTYBE4lrzdm4uoKffJlLbFs5NpKJhZm627jlHIIMPofh1trYLp3Nq7O4J9tGLbRRm6j0MT4JBaAj80TdWfSqna2FNq5sASboo7l+bR8PVfn766gXRazyQbeR0esdCghkIM7Wc7Ojx78jnDX8yMNoY5eQud8o3/sV3avm3p09xx6JZ/M19JR72w8U5+oDaz94ozonn7aONon2kP7HxNaWzaGg1+2g1hiXdrh1Juii+8/gSj3k5d46OoxXtPLzBJRUonCpUNfZxpqZLpAMtLUxhdNzO1hVZPLYpX/ztCzL1xERH8vjmAh6504A+Vul3Ds907qYnqj30kIVmuYlJ7XDwTLgFa/dQsHJBGs0dgx4yTRuWZmAZsQOu6z+ywcAPXzrLxboeBrxkie5fl8ufPmwIKHLfZbJNcr5De/7CCCOMGwu7w8H7Z32TOceEyxgrNlrOgrzEkK51+6J0evpdz/ZMNv1nqruIjJD6SEu6K0e5Q6BrHK9o54cvn+PF/bUitU0VGTGjSre33rF2UhHDfQ0XtIpfeKeGomy9hzyne47QPzSKE+eM5GnP1HR9arSzcOX4JoE7v/Pd0y0smptIVWOfX8UHfawyqGVksB0kzLw62zsQfDcroH94lEK3naX7MZE/y+vXDhlJ1kexbWU2VY29DFnHee1QHVsmNwShSH919llFPlS0KkLksArv6Tbb+PtHFvLOsWaPxPlGdLf+NSErLY5vPDCf2hYTFfW9zEpSc8HYg1oV6eFkl56oFoO+d3NcnFrObcUpjI87SImPpqPPwgvv1IpujLcVJfvM4ZnO3Yt1vT6nK4k6FXNnx5GoVfHqIaNHldqfNKE/JEyK6gs8aaGLW+giL8rWMWy188tdrtORlQvSOF7eTnqimji1ghXzU3E6CdoXAIT58WGEcRNhdGwCc4BkcthmJ1ImxTQ4Om38SNSqUETKeGxTvkvhyTYesq18//AosdFyqpv6fKQl9x1r4luPLemlwkkAACAASURBVObpPVMSc950DfeT1ZKc0OOpv+JTcU48V3uGkEklPvROfz0W7pXmOLUCY4s5KH3UHSW58Rwrb+fhT+nEN1w6u4mQpIti+bxU/vVLS1lWlEKibqoC9/p7deJu70rXMCVBXLYC7SAFzKQ6VlaSSt/gSEjvjVMryEiN5YnthczLS0Cjlk97TNTZZ2XYNsbp6k7R1GHfsSbuXZ1Doi6wqPmT24s4cKIZcB3XxEbLiVJEePBLt67IYtf7dVztGmbjsgxxBxs2WLg+SIlX8+G5Vgqz9CTr1cRGyRm22jlR2S7OV7VK7mPQIgTno+XtPLOnihf213LgZAvnJtUjBDfG3v4Rnzk8k7l7+8J0bl+USlGWntnJMWxdkck3H17A3aty+NHL54iNiuTLdxezan6axxgDndgIEOaWP1H9brON194zYhuxi5XqBK2Kjl4LTicUZuq5a1kGp6s6OVYe2nHigZPN2B2OkN4bRhhh3Dgo5FK0ARw/nU4nZ2q7QoofD603cPhMKz/+w3nOG3tI1kXNyEnUPUl1b5jTaZTUNJtEI6KSnPig6/BM4qm3SZOQ/F409jLhxMMtL1CMdB97SW48VU19M3Lu1cYoPrUT33Dl+CZEhExGWmIM3/7CEv7z+Y/9Kj4UZOpE3qc/7DvWxJN3F/GnP/se2wrHytPpJSdoVdgdToqy9FSEcOSzfF4qQ9YxKhv7mJcT7+GUFgwV9b0UZelx4jo2dx0RTVBW7Ks8IXBH9x1rxuBmHnKxroelRUkUZek9+KWOCScXjN2kJbhcCsMGC9cPSboovnFfIftPt9HfMibKlAnc4cpGl56vO783EKJVvhxjfwY5M6nsWkfsVDb0sP32bAaGR/nz+atcqOshTq3gsc0FjNudyCMlPH+glg1LM8Qx+tNHFubfHYvSudo9HFRzs9tkQxOjQCaVoI9T8uT2YpeTZI4ei83OT1+9wNKiZHpCbDwN8+PDCOPmQIRMxrrFqVQ2+sYzIYYFix/C2rT7o0bSE9RiIUAigdL8JA8ZtkAQ4qxMKqEwS486KnLyRE3OtpVZHr4Im5dnBl2HZxJP3avA7g31KfHRLCtOwTw04uNj4B0jhbEnTsZnoRgWavP+P+1Y/Kmd+IaT45sYikgZW1dkMTJm9zAHmZ+XwJB1jK0rsvyqSIBLh1YeKWPHXfmMjjs4cu6q+IAun5eKTCphx135vHTQv8i4MCFf2l/D41sKufO2DDp6LR4NAO5I1KoYsIyJ+o4xUZEz4jI9tD6Pgycvc6VziLgYBRarHacT3jhcjyFD53Nkk56o9mgEMA+NEK2MFPml3kc5jVcH+D9PLiM5PjqcGF9HyOwDbFuWQmuvg8udQ+g0Sp+FQSKRTBt8ZVKJTyNLoEWmuX2AJ7cXeRwdusPdffEr9xTzs9cuBNRDfniDgdKCZBK0Ko8x+tNHlkkl2EbtfrU2vXGmpouv31/C5Y5hnn27iie2F/Gjl89hG3ME/L6BEObHhxHGzYNUvdxvYcqd8uUvfrivX0VZeo/qb5QyQpQ4my5JtY3a2bIiy1U4aujlSucQGrXCx9LeMeGkd8A27To8XXKaOFnp3v1Ro9/iU5xaQVaqhsHhMdp7LT7rr/vYLTY7Oo2ShzYYaGkfEGlm8kgpj28uoK1nOKBhWHyc8lM98Q0nxzcpukxW/uNZV9OaINm2bWU2FQ09vPLuJXFn6DpKUXCm2tNYITZazu4jjbR1D7NzawF3LE4nUialvrWfd09fZtuKLF49dIl7V+dgHbFz/lK36Ipzx8J02nqGMQ2OcO+aXI5XtDMw2Snq7UAGrkl/7+pcTlZ1iJ37FtvMuEzvnroiVu7cxccFF565c3TEREdSmKWnuqnP52hJG6Pgz+eu+lXviFO7eNM5s+KIVkX6/D2MTwbn2BAluRm88UGdaMTivjBcbh8MapecoFWRN1uLbdTuUznxXmTKSlKwjtr52avn+crn5jEyZhetTePUClYuSEMpj+BXuy6Sl6HlwIkWvyYiQsXlgrGb+DgV7318hSe2FfH7t6s8TlOEE5sErYq/f2gBv/Vy8QuE/qFRztV2c7zCxSN86q1K/ueORbz9URNF2XqsI3YW5CWGVCkK8+PDCOPmgXNsiG8+UMTP/ljlYZDkr9cnkKLU6sWzGBgexel0qSzpNUoqG3v9KvkISNCqeHRjPjIJvHTwkkcfT0evBZlUQkp8NN98eIGoJzxsHZ92Ey4UIXZuKSQmOpL3P24Vq8ClBUkkaFUMDI8xK1HNoGXcJ/ldUzqLtt4hDBlaztd1B0yMH15voG/QRllxKruPNLK0MFncNDz7djU7NubzwdlWEuKifDYTn8WJbzg5vknR0Gqmvdcq7rRqmvsoztF78BSFxEEeIeWr9xZztqZbnFCFWXpiouQ4Jpw8t3dKVgtcvMeWjgEe31qABAknKpo9jBnae4dJ0kX5dc8TveHvKeZ4eTvF2XoMGVouXTYzbp8Qd7EL8uLRxipDJtq7N9IJMA+OYB0d5/GthRwvbxev/cC6PGYlqfnZqxfE95aVpPLMniq/15+XFz95JDSB3eEIJxo3AEm6KP7lC0s4d6mL5SWppMRHc/RCG+ahEZxOJ30DNr5ydzFtvcM+GzmLzc7z+2qCNmIKi0xPv5X71+by0Ia5vHywFtPAiEdl5ndvVaLTKNmxMR+lQsZv/zSVzAruU0LFpa17mLWls1EpIqhv7ecP715iy4osFHIZx8rbRVenhXMTiZBJ6e23sa50dlBKhYA4tYJBiycv8HLHEEsKknhuXw06jZJVXygNatHtuq9hfnwYYdxskNkH/Bok5c8JTncEV6KoUsj49RuXxNh1pXOYoiy935MybYySFfNTGR1z8MYH9cREyVm9aBbWETsHTzZz17JMMaZVN/VxtXuYnVsL6eyzcuhUC49vLQxpE54cH8Uze6o8ktMX99d6cIi9Y1+CVsWVziH2Hm2iKDuee1fn4HTC8Yp2+ielW1cvTsdun+DIhTaqJjnJRdl6UuKjqG020T88St5sLaPjdh7eMJcuk0X87kXZ+huuZxwI4eT4JoTd4WD/ZLOZcORR32oOKPUyZp/gcscw9Vf7xcTCfRfrXX2LiYpkyDrOwZOXeWB9LovyE0VTB4DsdA1/CuKe12O28cYH9WxbmYU6KpL/3lXu8d6OXgtLC5PpmWyomgmXSUAwS0t3b/cX3qlBH6fE4XCyrDgFnUaJacDGoGUc42UT96zOIVolp7y+l2/98ljYYOEGYlaSmqd3V1LZ2Mfdt2cTF6MgNlouqpAAfh3yhN8+FO7ZIxvmolBE8Np7deJ7vCszQoPKE9uLxGt7zyeZVCL+W6aBEQonpYjOXeqitCAJTbScGJXrOfnDwUvidRL9WKn6Q0luPG8crqckJ17kBJbX93DHojQStCo2lWXSa7IFtegO8+PDCOPmhT+DpAiZjO8GeaYTtCq+sCmfgycv+1SVM1Nj0WmU4lrtkkWby8mKdn6/p4q5c3SkT9pF//H9OhK0Kv7p0cX89q3KgGvkk/cUY7GNT7sO378uV7yOP2Upfy553glzeX0P5fU9fP4uA2tL0zlb041EIqG1a9iHilaSE89Tb1ZiyNDxyJ0G+odGOXjqMtoYBZuXZbKuNIMoZcRn6hYaTo5vQrispV08IeHIw581pDu8Ewt/RHt/Rzx2BzgcDvF9MqmEKGXEtBJTPWYbETIpr7slKQIE6RjTwMi0XKYtflzy3K8xnaXlA+vyyM/Q0tI5RFaaxoMe8sT2YkyDI/x+T5WYyIQNFm4c3GWO9h71n+gGcsiDqbl+/7o8EuJUfHi2dbJyomB+XiKDljF+uesi963NDUksv71nWNT/9J5PW1Zksf9E81TT5yR3Ly5GwejYBHqNyoM6JKA7gJWqOxK0KpJ00dy7JteDE7hobiLyCBnbV2XzzJ4qirL1fO/J2/xWoD6rakkYYYQxM7gbJIFLlvVbj5Vyoa6HC8J6pFZw+8I0Jiag22zF5KYA5X6i9dB6A6+956KfzUnV8OJ+lza8dyx5YF0eyfpongnQdwGuGPjqISN33pYRlK6RrI9CF6sMKaZq1HJKcuIpytb7bbpzadxDS/swda39fl1whfg4Zp+g02ShrcfC5rI5rFk8+zNNhr0RTo5vQijkUnSxUzyhYNaQAtybl3SxLrHsC3XdPDz5sPlLdl2TVEWEVMp9q3N588N6kvXRIYuRn6hoJyEuymOn6e30E6xrd3ZSDD955bzfqnGobkGJOhWt3cN+K8wCb9lfpU8wWPj+11aEE5DrBPd5G6iZrqVjkK99roSnvFzhBOg1SqIUETyzu5Kv3z+P6qY+ZiXHkqBR8rvJ6kmo8/NcbTcFmS4Revf5JJNKUEdFsKksc8bzBqakA72tVMH1TH31nmKe3lPl8Vy4V3MevSsfmFKhCFSBCiOMMP7y0GWy8oMXz9DbP8J9a3IZto2TlqDmzQ8b6OyzTsqrueKkvxMtgQKpiJQFjFGCpvoWP1QHd/SYbUTKpLx8oJaNZZledA0FxTnxqFVyjpxvC+m7XazroTBL57fpztV7lINCLsM8OCoagXgnz1tXZNFttpCsj2JTWSYX6rq5b03OTRfzZN/73vc+6zHc1Ojo6Pheampojm3XC1KpFOUk71FAb7+NtaWz/ErICHA6wXjZTGGWjl6zjXiNisa2Ae5bk0NGSixOJ8gjZWQkx7B5eSZzUjWcruokWhXB7ORYFuUnkTtLy+nqTga93Lz8QR4pI1HrSk4FFGfH09FnFR9mYUw1zSYStVEkalWM2Sf487mrmAdHiY+LotvseYzjfY1gKMzUB1TsALCO2Lna4+KWGi+bPf5msdldnK9kl+pFb68r6UpISJjun/0/0w7sBuOzmJf+4H7PvOetv99+fNyBTqNkSUEy83MTsI3akUfKmJ0Uw+YVmRhm63jhnRrG7BOcru4kP1MPODlR2cHGZRmU5MTz8QznZ1yMwmM+FWfHMzspNujJRLB5I3y3z280MGQdF8e/bsls14Kwv8bv0aRw3Ya2ftaWzmZs3MG6JbOQSl1KFFKpFHmkTPzva8AtNy9n8ExeM16dVNj5S8Ejd86d0fs/jXsYAm6ZuTnd/Syv6+bdU1dwOl0b8QHLGNoYBScrO12fd1vLt63M5vDZKz7rpVQiITVeHTRGWaaJUQIcE07iNSo+utgmxuKFcxOIVkWy+0gj8kgp3SZrSDE1MkLK527PZk6qhrFxx1TsXp7JqoVpjI45OF7egUoRQWpCtBjfM5JjuOeOHLQxSnYdrmNiwsm60gye21fNncsyGBgaQy6Xof70G+YDzstw5fgmRc4srUezzkz0CIetdsrd/NJnJ8dyurpDJNpbbOOcN/YQrYzA6YTXDtWh0yhZMS+V+DgV2mvwhhfg7jbmDn+UjkC+7IGu4Q2ZVILdMRFShdnd090dB042s7Qo6abbtf6lImeW1qchxfu37+638tV7SjANjnjwkuuv9NPSMSj+Rt5c+QvGHhK0UcSFqoISo0AqlfjMp9ho+SeeN+ahEU5VdiJBIqrIvHG4nvvW5gZMjL2vuymsQhFGGLcU3PuFwNX78/X7Szh85qr4mrCWJ+ujAp6QxkR98hglwDw4IjrXCrE4JnpKk3kmrqNxMQq6TFb2fNRIkjaKZcUpSJFw3thD1f7eKfpizzDrlszm9kXpxEbJGR938PNJBQ0A89AoVY29kz1Cozy3t+amozqGxTNvUiTpovjOzqUkubnEXatz175jTdx9ezZdJgsnKjsob+ilvL5HdLTRaZR89Z5iGq8O8O6py5SVhLa7Li1I8nDMgSmtx1AgJC/eCPUahVl6zl8K3WhE8HR3h3C0Hcb1w+fuyAk6R7evykarUWJ3TJA3W0v91X4qG3sZtIz5/d2FgH6isoN9x5ooCdXRKSceQ4YWmVTicV2dRvmJ5402RsmwdZzKxl5++1YFebO1LC1KDpnyUVHfS+5sbUjvDSOMMP4y4N4vBK7Y5bA7GRj21Bred6yJHXfNDRgvrkeMEhCnVrC2dJZHTHZfY2fkkpcTz89fv8imskza+yzsOlzP64frKK/v8ZJ2zSEnVUO0IoKaZhM/efWCmBgLY5JKJR75ikB17DIFLy58WrjpK8cGg6EI+DmwFDABvwJ+aDQaA7aKGwyGe4E3/PzpfxiNxl/ekIHeAGSmanyadS7UdfONB+YzMDzGex9fpm9gBF2sgjWLZ9NpsvrlH+k0SqKVkWxdmY1tdNyvyPaPXj7Hk/cUcbamG7vDGZJ7not87/lv+dN6DISSnHhUigiMV8weO+RQrxFqhRkCV6nDBgvXFw2tZp7eXRXUHerp3VX8847FzMtN4IcvnaWsOJVoVQRVjX0smpsY8HcX9Iljo/2L8LtDUEF5/b06Hlifx7zcBPG6pgEb/cOhG9T4mzcLDAlERkipmlSDCaVp1vu6UcqbPvyGEUYYM4B3vxDAsYp2vwZHp6o6fJJmAdcjRglYuSCNf3/mFE/eU+KhC7928SxRzWomrqNj9gleeKeGbz9eSt/ACMcutmGelG0rLUwiLUHN6KiDfSdaqHBLmr3H1NFr8dsL1NDaf1P0Ad3U0dlgMCQC7wNVwAPAQuD7gAP4UZCPzgMagEe9Xm/2896bGsGadZbPS6Hl8lUUikie2d/CrMRYHlyf55GQLJ+XikYt5+DJy5gGR9DFKrlr2Wzi46I5VtHmQawX5OBOV3fyjzsW8+xe/52wiVoVO7cW0do16PNAzdSO8vX36vwmUumJ6mtyVQsEfxQQCBssXE8IR4rTuUMB7D/ZzPeevI1//PwifvjyWfr6XXrFUcoIn9/dW594/4kWV1f3ocCNpvetyeV4eTsPrs/DYrMzNmYRE+pBy/TC+AL8zRtBFP9EZbuoWhFK06w7wpuyMMK49RAhczXRVTRMbfCrGl3FHm+t4UFLYDrDJ41RAhK0KpTyCIZH7Pz01fPII6R878nbABgZt4tFsFBkNB9ab6BvwMb2Vdmcru7AOQH6WCWbl2fS3D4ATgnyCBnPeDUj+7tWR68loNPozUJ1vKmTY+DruMa4zWg0WoH9BoNBAXzbYDD83Gg0+p8RUAKcMxqNpz6tgd5oeMvFCK+Nj1qBKLpNNs5f6vFJSARjDOE1hVzGqcouTlZ18ND6PI9dm/sD8ovXzvPdLy3lUouZC8ZuP3aO1Ty5vYioldnsOdro8UDNxCvdO5FaVpTCyLiDn716gR0b84PKwBkytFhHfF3V/MGf0UjYYOH6wt+Roj93KJiisxgydPzn11ZQ09zHoVOX2X+ixUNhJZDe9a92lbNlRRax0XIu1veIhh1LCpOZO0fL2ZounE7EhHx+XgIPrnNdVziZuJZ5k6hVsXVlFs/vc81dd77fTE5N1i/J+MyDfxhhhHH9EWq/ULB4MZMYtcCQyCvvXvJ5XVDO+cGLZ8XXxuwTvPKukTWl6VzpHGbryiyxoT2QAUlxjku27ddvlIuGIH/34ALmZsTR0Wfj/3v2lHiK564fP93aHwjC2uCd73zauNmT43XA4cnEWMBu4LtAKXAiwOdKgGdu8NhuGkglTg8JLX8JifBaUZYeicS1mA/70UEWHhBDRhw/e+2CjwOZe/XvqbcqWV6SKh6Lu1d+R8ft/N0D82lqH+Tjmk7RLcfbl12AMG7z0Aj3r82lebaW989cYeukY9nRi20e11ApIqi73I82VnlNRiNhg4XrD39HioHgXjkVTkeKsuJp7xnmTG0nO7cU0tFnQRer5A/vXvL5fd03VcuKU1g5L42jF9vYf6IZ0+AIUcoIj+cgShnBno8axbmqlPtWqL2ROFl1SYmPRhujoKwklS6TVUyMYYrvJzS7hHpqolHLp71HYYQRxl8ehH4hdyMQfwWjYPFiJrHEMDuOr91bwp/PXRXX35UL0lDKI/jBi2c9uL7gomF09VnpNltp6Rhkecmk1nt9L+cudaHXKFm3ZDZj4xMcL2/zkW3rMdv4xR8v8J9fW8GclFgP05NAEp56jZKFcxMxDYxOa6B0s5yqSZzO4DaonyUMBkMP8Duj0fgdt9e0uLjHO41G4/N+PhMDDABv4qJXZAK1wL8Yjcb9Mx3DuXPnnFFRN28CZbO5Hpx+exw/fb1ymnfDI3caxMkeaJcnk0p4cH0er7w7vcSRcD3Aw32vp9/KuiWzGRweZVlxClc6hzhR0SFyNAOhKEuPTCohJlpOWUkq755sobbFhCFDJ167prmPlPho/sf98/jpaxf8akEKSNSp+Pq9Jbx1pJHefhc/e+3iNFJ1kTjHPPnKwr1Uqfw3kwnIz8/37SL8lHGzzEvve9YxpAhpHn7zoRJS1CN+/6ZQKrFLY2jtsTIwNMpz+wJXGQQ8cqeBD8+2sv32bJ59u5pHN+V7SPyV5MSL1V2ZVEJRdjxrF8/ipYO1AU8mnthexJB1lG7TCJdaTH7nbnqimmVFKZys6kAbq6S0IJFkvcspMFjl5Lyxi50bUhkd8X8PrgW34rwM9Zn8JPjnZ3yt629m/PCJvBm9/9O4h9PhVpqbod5PiTyGdtM4h8+2YRocJT5OOdkYbxN5v7pYJVtWZPK0HzMPmVTCk3cX8acPGwLSxx69K58JJqiq7yUjTcPYmIPB4XGudA+iUkQwbB0XecUCirP1ZKTEcrGuB41aQUlOPLZRO6ZBG8uKU5FJ4Qcvngu6TgP8w8PzSI62+f2uulgF60rTmJMUhWN8BKlkgsu9Tn7y2idbG643gs3Lz6xybDAYIoHsIG/pAmIB744r4b9jA3yuGJDgSor/AbADfwPsNRgM64xG44fXPOibGKn60JuU3KWyBEcyXayCj867HthFcxOpaAi9616onAmVumR9FDu3FHK5Y5DGtkHOG3uIi1FQnB3PnFSNX+cxAaUFSYzZHQxb7fz4D1MPqHc1XBerQCkZ4p8fKaKtb5RtK7MYt0+IDnm6WCVrF6dOJsFmdm5IZcIpRSqZYHRkBOfYp/Pw/bUhlHmYqFNN/i7+fwOrXcFP/3ieZF30tAFaQGVDL9tvzyFKEcEXtxVxoqKd+9bk8sYH9fSYbT526uX1PVQ19vry3WMU3LEwHeuInZcPXiImyuUINSdVQ5Wf4884tQLDnDgStFH0D41wuX2QupZ+tq3IwjZm99uQ+MI7NaTERzPh/OyrI2GEEcaNgXNsiBQ1fOmuNLe1x8zsBA3aWAUatZzCrHiudA2ydUUWdofn+rUoP5HOPitlbpVd71jy89cvUJil557bs2npGGTQMk6UKoKx8Ql6zFNuetYRu7juFufEiwUyd0ORnVuLOHSqhTH7REhx99Dpq3zujkxilM4A33WEkeGpGJ+ii/nEa8Onic+SVpGGq6IbCN/EleQG+pUC6W/VAJuBY0ajcRDAYDC8B5TjomPMODnOz8+f6Uc+NdTWum7h3Ox0vrszJqCne5JOxT/tWExf/wgtHQMeNrUJOhU/eeUc2hgVc5JjKcmN51yIMjL9k5Vh85CL8zkvL570xFieedtzJxyK81iiTsWc1Fj+/ZnT0z6cm8qyyMp0Sc7lznE1g42OTbBtZSZ2B9fkMibcy5v593bHzTBOf/dsunn43Z1LmRNAy7LLZOU7vzlGt8lGTnpcyGok5qFRYqPlPLevWpx31U19HsmvRCLxoREJ1IyiLD2P3DmXExXt/ObNCo/5Jzjb+Zu3y+el8vJBI5poOQ+syZvcJPZxrKI9aEOiXqNkTkb6Lck7vp7z8tN5Jv+yKsczvRd/aXHtRuJ63IPrcT8T9HGiCpV5aJQFuQksKUhm9aJZqBQRKORSPq7q5Lm9rlOzYLFkfl4C+09c5nOrs/nJq+f9uukJ8Wv/iWYfiiFAt9nGs3ureGBN7owUd94/00ZjW3/I+sTffEDKT/9Y5TdBnm5t+LTxmSXHRqOxBVfyGxAGg+E7gLdGifDfAwGu2w/s93rNMZkge6tX3FLwJ/0mJMDZs+Jc/NoMWOJH+eJ7T5bR0Nr//9h78/CmzjN//9ZiS7JlW7JseQEDXgXe2EMwSzbIBgSyQtKsTdJtppluk5lebaeztDOdzsyvM/12Ok26pGmTkiYpCYGEhISEBGNCgIAXbAuv2Hi3Ja9abMn6/SFL1mrLhMWB974ursTyOUdH1nve85zn/Tyfh55+CwdPnIvcFFytYHTUyb035fLeJ62MWB1hXS7ArVfaU9rorfL3kKxVsWODgdbOIRITpu7zHqqQzrdgMTKXZcHFIqJxGIb6VrM3qJ6pOX1ZRXuQc4pvsaep38o3dizlv186GbTdgvQEv8A6kFDjVp+oYsUiPTcsz/BeS0PWUW8Xy6kKEoVLiuB82fLt3RFvu+e/tl7EMxGcL5G0jM/2KewLN5cka1XMT40jMV4ZFBj74pm/nthayE99CvQCt1Eq5DN2yfD4E//4q2unreGROQb42x359A1LZ3xvuNTM9oK8OiAr4DXPzyEFsQaDYSmw3Gg0BhbkqYDItAKfYyK56EI5X3j2Kz3Vxu8rqiOuul82IcGobxugttlEUY4uoq4+ifEK5qXGER8T7V0iev2jBubp49iyNiushlgU0n0+iGQcBhKqu1Sk43Ddkjk8+1poPZvnxlLZ0EuiRskd67IBF0erOr1LmOnJsTPqRqXTKPnmfYWk6tR+2wRWqodCuKRcfGYSQAoEl4tQ92IPoQr7fPHUL7R0D4JLEtH8dbZjcMpt3j3WwtrF6TN28pmJP7FrdIg1ixfN6N5wOZjtwfEB4MsGgyHWaDSOTLy2DegDToXZZwnwa4PBcMJoNJ4EMBgMKuB2YN/FPuHZwlQXXTgcTif7jjRFXCmrT1QRJZcSo5TT0jlEQZYu4g5hx2u7uef6bOrbBnn1QB2jjnEKs3QMjIzy/JvV3Lchj/SkWN471jKrny4FUzOTcRjKCi7Sim37qDMinVz5Gbe8orqpz7tMmaRR8dHJtojOsaKul396cjUKmR3Xa38j6wAAIABJREFU6ADg301yuhuaeLgTCASRMtUqXHKiip/96QRfvKOQv3xQH9HxfGuEQmEasJGgVpyXA9RM/YnPJ0a5lMz24PiXwNdx+xv/B273ie/idp4YBTAYDPFAPtBgNBp7gFcmtnllQpZhBf4WUAM/uvQf4fODb3ASiVfxE3cUMmId8y5/z6RjnXnQhrF1gOaOQe6+MReLzYEmLpqK+l6efnCFNwheuyR9Vj9dCi4coazgphuHeq2KB29dxKsf1EX0Hp5uUr7LlCXFaWE7VYXaPydDQ0tz+JvRZ5GVCAQCgS9TrcL9zY5lvHeshf6hC9NNT6NWcLy6k/tvnvCanyJjHehVPFv8iS8Uszo4NhqNHQaDYQPu9tGv4naw+J7RaPTtjrcMd5HdY8DvjUbjsMFguAn4KfBz3EFxKbDeaDS2XtIP8DnDNzgJ51foqZRVRst583AzC9Li6TZbuHFFBlUNfTPSKrd0DnG6sc9bMPD0gyvYdl22XxA8258uBReOUN2lwo1DbbySW1fNR6dRsq+smbiYyHyDQ3WTGrZE3o0qMT4yD87zkZUIBAJBOALvhV0mC//xwnFSEmNndN8N100PJqUSBz9tY/PaLJK1Sj6u7AzpuBO4Ujdb/IkvFLM6OAYwGo3HgTVT/P4gAYV9E0Hw/Rf3zK48AoOTqdoAu7v39FLV0Msjm/Kx2B3eIDkSjWhg57Ees5X/fPF4RKJ+wZVLKM1u4DgszNJx3wYDyVq3z6hKIae22RTRuLv52vm8tN+/m1Rts4nHtxZGpLO7fvnMHCbEw51AILgYeIqXe/ttEddmhOoU6yFQKrH7owai5VK+ds9iPjndGeSSEciVVmR85YT5gguCJzjxxbMEXVbZ4S5qSlB6LyJPZs9md/CVu4oZd+ENWsIRSq8Ek6J+wdWLR7MbOAbBPQ67zSNsWpPpN8ay5mhITYqNaNxp4xT885fX8PcPr2RxbhJz9WpuuXY+9lFnhON2DIfTeX4fTiAQCC4AvsXLvrUZU6HXqhh3ETK49Ugl9pb627iNOsZpah+kvq3f2wU0FFdikbEIjgV+TBWcQOiLyDnu4vUPG9hzqJEbl8/h6/cuCXuhhrsIPew70iSCj6scj2bXN4BdnJvEdx9eyY+/ujbIB9PhdPLawXq2rM2adtztOliPLkHBmsXp/OCL11BSnIZKEeVtVT7d/u9+0oJ9NJzFukAgEFx8AouX95Y2Tj9/rcvCZnfwwC0GCrN0zNWrJ/zdDZQUpYdt67y3tJH7NxrCxgRXapHxrJdVCC49vgVFbx1pwjRgm1ZvBG4NVHyskmRtDA/espBBy6jXLiuS/eHKE/ULzo+ZaHbto+P09tum1Mj7dqbzjC+HE8oqOkiMVxIXEx3R/oXZuitKVycQCD5/BBYvT1UjtDI/BalEwu/3uu+7Hnna5rWZGM+ap5RKeI792ocN/NOTq2nuGLpqioxFcCwIiSc4WbEomZcP1FHTNP1F5BHky2UyFNEyfv9yNfmZOkqK07DYHNPu73sMgQAi0+z63ijCaeR9O9N5xpdnP18/5en2v9J0dQKB4PNHuOLlUPPXqMPJS/sn5zCPTDJrTjx9A9aILDC1cQpSdDHM0cddNUXGIjgWTIkiOoqs9ARefm96qyzfwCEnQ0uSRkllQy/VTe7gI5KLUAQfgpkSqpA0ks50vvv5+imH2/9K1NUJBILPJ+EaDvnOX8laFVmWhJD33vwFOhYtSPQLsMMROG9eDSu7IkUnmJZQRXqBBAYOvtrlSAsGRPAhOF/OZ4z67jedZk9/herqBALB55PzqQ+a3FdFdobmvOfNqwERHAumZbqLMJwg37ewqqVrkHtuzA0bfFypon7BpeF8x6hnvySNkuffrKakKD2oYOXbDyzjX0MUAgoEAsHlJFzx8rcfWMaGlfNC1vf4zoXnO29eDQhZhSAizrfrV2Bh1TJDMg3nBq8aUb/g0nG+YzRwP/OQnaW5yVyTn0pasnraFQ+BQCC4XIQrXu4yWZifGj/tXCg6eoZGBMeCiPksXb88OqVYVRSpOvVVI+oXXFrOd4yKjnYCgeDzTKAWeCZzmpj/ghHBsWDGXAhB/tUi6hdcHs53fIlxKRAIriRmMqeJ+W8SERwLBAKBYNaz5du7L/cpCASCqwQRHAsEAoFAcAXi/0BxZspt9/zX1ot7MgLB5wjhViEQCAQCgUAgEEwggmOBQCAQCAQCgWACics1fdeyq5kTJ06IP5AgiOXLl0su5/uLcSkIhRiXgtmKGJuC2Ui4cSmCY4FAIBAIBAKBYAIhqxAIBAKBQCAQCCYQwbFAIBAIBAKBQDCBCI4FAoFAIBAIBIIJRHAsEAgEAoFAIBBMIIJjgUAgEAgEAoFgAhEcCwQCgUAgEAgEE4jgWCAQCAQCgUAgmEAExwKBQCAQCAQCwQQiOBYIBAKBQCAQCCYQwbFAIBAIBAKBQDCBCI4FAoFAIBAIBIIJRHAsEAgEAoFAIBBMIIJjgUAgEAgEAoFgAhEcCwQCgUAgEAgEE4jgWCAQCAQCgUAgmEAExwKBQCAQCAQCwQQiOBYIBAKBQCAQCCYQwbFAIBAIBAKBQDCBCI4FAoFAIBAIBIIJRHAsEAgEAoFAIBBMIIJjgUAgEAgEAoFgAhEcCwQCgUAgEAgEE4jgWCAQCAQCgUAgmEAExwKBQCAQCAQCwQQiOJ6GEydOuIBZ+6+mpsZVU1Nz2c/jSvg3g7/lZWe2jMurdfzN0s992bnQ43KW/p0/V+c4S87vsnOhxuYs+Xt+Lv/Nwr9dWERwLBAIBAKBQCAQTCCCY4FAIBAIBAKBYAIRHAsEAoFAIBAIBBOI4FggEAgEAoFAIJhABMcCgUAgEAgEAsEEIjgWCAQCgUAgEAgmkF/uExBcfBxOJ/bRcRTRUuQy2eU+HcEsR4wXgWD2Ia5LwYVgy7d3R7ztnv/aehHPZHYjguMrmC6ThbpWM/vKmjAN2kmMV3B7SRY5GRpSEmMu9+kJZhlivAgEsw9xXQoElx4RHF+hNLUP8OPnjtJlsnpfO9c9TEV9HymJKr732Coy0xMu4xkKZhNivAgEsw9xXQoElwehOb4C6TJZgiZU/99bJ35vmfI4DqeTEesYDqfzYpymYJZwPuPFMzYUStWlOk2B4JIxG+a+CzWPCwSCmSMyx1cg9a3msBOqhy6TlfrW/pDLcmIZ7+piJuMF8Bsb2jgFG1bMIdFkEWND8LlnNs19n3UeFwgE548Ijq8wHE4nb5U1RbTtviNNrCpM8RZ3OJxO2rqHefnAGQ6Xd+Acd7ceF8t4Vy6RjheZVEJ1cx8dfcOcNPZwutGEc9zFue5hKhvE2BB8/plNEoZIrkuZVEJBlo6m9gFWLEpGER11Sc5NILgaELKKy8jFWLqzj45jGrRHtG3fgA376DhdJgul5W38wzNH+MkfjtM3YOe+DXlsXZ+NTCrxbi+W8a48phsvcpmEreuzuW9DHg3nBjhwrBXnuCtofFwIqc5sWMoWXJ1cagnDdGN9quvS95p0jrs4XNHOP/32KIfL28XcLBBcIETm+DIQuHSXpFFyzw156BNjSNYqP5NNjyJaSmK8gnPdw8BkdkEdE8WwZYzTjX3ejHCyVkWXaYR//f0nQdmS0419JGtVPLo5nxO13cQo5d79xTLe54upLKACx4svMqmEh2/PZ09pIz3m4PGRqovhWw8spaXLva/xrJmG85DqABftehAIpsJzbXT2DtPbb5ty2/ORMARee6Gug9tKMslMiydFF4NcJsPhdOIcH2fZwmQ6eke88zVMfU1WitU9geCCIYLjS4zv0p1cJmHTmixilHJ2vmtkYNit4dy05vw1bnKZjNtLMqluMnmPXVHfS0vnEAlqBfdtyMNic7C3tJFt67P9AuNQgfSe0ka2rM3inY/Pevfv6bfgcDpF0DLLiUQ/6RkvFfV9QftvXpsVdBN27yNh89os5qWoae4Yom/ASk+/jeUL9SBx0dk3TKpO7d1+quVqfaKKu67P4devVyGRcMGvB4EgFIHXhiZgbvQNSH0JlKJFevzEeAUbrplPR+8IL793xnv8jt4RQEJ6sprrl8+ho2eE94+3Yh6yo4kLPqdw1+Tk+7oz3D/+6lpxvQgEnwERHF9CfJfupswATKHhdDid2OxOxl0uYpShv76cDC1PbC3kLx/Uh8z4JWtVfGlbEV0mS1CQHiqQVipkdJssfvsXZieRM1dzcf5Qgs/MTPSTORlaUhJVftvKpBJiVfKgm7AiSsq3HljOue5hDhw/x8CwnQS1gsW5SUTLZZw80wuA1e4kMz2BLpOFnzz/CSmJsWTP1QStXnSbrPzlg3q2rMsiMV454+tBIJgp4a6Nqom57ZFN+Tz/ZnXIANkjRSMab0Y4kNauId441EB7z4ifNr+ifvL4L75dw62rM71zblVDL61dQxTnJJE1R8Pe0kb3OTVM7vPCvpqQ12QgokhPIPjsCM3xJcS3+jjSDIBHQ9ZlsnDyTDdvfNTIj577hL/7RSk/eOYIHcMxSKLjgvbfdbA+7LF7zFb+crAO26jTG6SXVbazc7+R04193iB4534jZZXtyCRSHttS4Lf/T57/ROjbZikz1U+mJMbwvcdWkZI4actWkKWjvK7Xbz+ZVMI37l/Ob96o4o/7ajjd2Edn3wg5czW4XHC4op2qhl7eONSE8ayZprYB2rqHuG5ZBs5xFy2dQyH1yj1mK3nzNDO6HgSC82G6a6PHbGVPaSOb12YF/U4RJWXHxjzqWsw8t/c0T//iED989ggdQ0ok0XF0mSx8cLyV/321nKqGvrBj/a2yJr5x//Ip59xHNuX77bOntJFHNxcEXZPh2HekSWj3BYLPgMgcXyJ8q4/DZeUC6TJZaWjtx2Ibo7qpL2QmuKrBvTT9/cfivFm1uhYz3dNYAHWbrDic42xZ5x+kh5JW7HzXyDfvX8ri3CTvpD/T7IRofXrpmKkFlMPpRK+N4d++to6OnmEqGnpRq+S8c7TFb58t67J4bk8VPWb3ykdRThI3Ls/gj2/XhFyh0CequPv6XL9lZN/Vh7+6dzG/+ksFznEXPWaryIgJLjqRXBs9ZiuxKjkyqQTnuMsrI0pPimXfkbPe1ZI1xelYbA7+9y9VPL61kL+8VOo37/qOdd9s9KqCNO91FO79PQH67o8avK9p4qIZsoxSnJMUsobEl74BG1abg7hYMdcKBOeDCI4vEb7Vx6GycuHo7rfQ3DnAe8daw06m3SYrP3ruKN//4ioGhuy8eTgyK7dTZ3pYvlBPj3l6aUVz+yAuF34auEj0d7PJN/RqYCZWfm+VNRGrkrPrgzrys5KIlks5VtNF/5CdZQuT0cT5F3Zq4xWYBm1sXZ9NjFKOSiEPCox9cUsm6nhq+1J+/ueTfjfxHrOVnfuNfGPHUvqHRzlc0R7ROUeq+RQIApnJtVFR10t+po7qpr4pi1KTtSq+/QX3akokwe7e0kZiVXK6p3kQ7DFbSdXFEC2XMuoYRy6TMOYY56YVGXxS3RWyhsT3+tKoFbz0rpH8zCR06jhco0MRfW6BQOBGBMeXCF9XAHVMFC2dwZNVYNa2ttmEwzmORCKZNqvWbbJyvLqLxrYB+of9LYBCZYMBFucmcayma1pXgmStivs3GpBIJOzcb/RmQt471oJ9dBy5KnSgMpt8Q68WZmLlZxq08faRZpYaUoK++47eEbZvzKOqwT1WCrJ0nKjt9o4T04CN7Rvzph+XZitDFjuPbcnnuT3VQQHyuZ5hzIM2BoZnZj8YbswJBOGYybXRP2xnXkqcV/5mGrCFzNiaBmy09QxPex14stFFOUkRJ0YOl7fz1PYl/PzPp3jwtkW88HZt2Pk5UCddnJvEn989wxuHmtAnqvjmfYURvadAIHAjNMcXGY+fpXlwlBuWZwAwbBkjQa3wbhPoW+nRZn7h1oUka1QRT6af1naTGK/0HjvUcQG+/cAyHt9aiG3USf+QfVr9c4/Zys53jawuSvX+vKe0kY3XzMNic4TcJxLd64+eO0pTx0BEn00QGZ6HsEjQqBUUZCWF/O6d4y5GrA6StW4dcnxsFEXZk9vOZPXj48pO4lTRPLV9qZ9vNrgzdFFymd/1MBW6BGXIIiiBIByeOVgugySNMqJ9NGoFMSo5aUkxlBSls31DHuMTc+j4uIvtE1riwmwdn9Z2R3TMyvpeNq2eH/GDYP+wncr6Pv7q3iXTzs++OulkrYoRq8Ov6PVnL1cJvb5AMANE5vgiESgnSFArWLs4nR03G9h9sJ4n7ywkQR2NxeZg+UI9bxwKnbW95dqZTaYqhZyleUlEyaXcuDyDP+2vRa+NQRsXTc7cBBbOT6Sssp2yig4KsnRo45UR6Z97zFbsY06vDq/HbCU6SsY/PHuYpx9aGZQBjkTb122ycqy6C1yIDPIFYiprtkCKc5MYsY2G/e73ljbyyKZ83iprYnVhGr0DNu+24VY/QtE/bKe9d5iPTrXx1/cu5kRtN8PWMVwuF3P1aualqsnJSEAmlYTVUHq4bXWmkFQIIsIzB7/zcTOJ8UqSE1RsXpPFgrQE9hwKb9cGsH7ZHOKVcqxj45RVtgfXekxkbB+/o4AX9tVGdD7mITttvSN+cqWp0MQpUCpk2EYdEWemU3UxbFqTye/3Vvv9vlvo9QWCGSGC44tAODmB8ayJe2/K5Yt3FPL+8XP0D9m5edV89hwKnxXo6B0hQe2eTKdq6AHuyXReihq7Y5zlC/W09w1z44oMKup7ae4Yon94lGRtDHnztGSkxGGxOZiXqubAsXMRfa5j1V0UZukor3dnDA+dakMbpwry1ZyJtu9kbTfN7QM8sqlATNwXiFDWbIEka1WoFHI+ruoMu41z3MWLb9fw3Uev4eDxVnoHJ5skeFY/IrrJqxWM2B1cvyyDbrOVNcXpdJktHK/poryul7OdQywz6FmxKIXCbB0j1mANpUwqoWRxGllzEoTHtmBamtoH+Mnzn7AyP41FC3RU1PdypqWfqiYTywx6nn54Bf/1wglGHeNB++q1KkyDdnTxSn73ZmXIuVkuk1BSlI4EybTBrmfeNszXkpkeT1xstFeuNBXrl8whViVn35GzEX3myvpe7rkpF2uY1Tyh179y2fLt3Zf7FK44xPrkBSacnMCj633v2KTVT0fvCLZRx5TFGacb+1ialxRSdhFoE7QyP4Uus5XWriFSdDEcONbKn94xUtXQ53W2+M3uKvYcaiQjJZ5j1Z3otbGRZ6aH7NyyeoH3/fqH7MTFRHldBDzMVNvndLr89hd8NkJZs/mSrFWxZW0WxrNmb/V7SXEaxTlJfrIHmVTCg7ctouHcAKPOcfqHJr/T0419LM5Niuh81i+bw/4jZ9m538iB4y24XC5OnemhpsnkHZd/eKuGPaWNKKPlHD3d4bWy8kiDHrhlIeZBO//824/54bNHRKtcQVg83tq3rs4MaZf2x301/GZ3Fd98YHmQzEefqOKuG3LYfbCeQctoyLnZ1/7yv3d+yvqlc0KeR6Cs7UhlBy8fqGfM4eL+mw1B7+1LslZFW88IFfV9ftfdVJiH7Jys7eaNQ6Gt6LwezQKBYFpE5vgCE05OEErXW5DlzmhMxxx9PL8LsP4JLMZ4q6yJ5AQVxpZ+YlVyfrN7cnuP7ZZhvhbGobbFxAv7qvnaPYtpODcQ+TKfWsHHVe1sXZ/FroMNaNQKhixjgH9WYqqWxKGOOWQZ89tf2L59djLTE/jxV9dS39rPviNN9A3Y0CUouW31Anr6rbywr4YHb11EToaGY2Gq3zevzeJMixnToB2ZVILGJ1Psq0meask3WavC5YIntxZyqLyd0419/GFfDQ/dtpAbls1lxObg93tPM+oY92on1xSnU9dq5hs7liKXSXlu72m/IEUUdQqmor7VzMr8tGl1us/tqeLRzfm88/FZNGoFyxbqyZqTwL/89ihb1mVx4Fir3z6eDPCaxWlUN5q478ZctPEKOvosQdfBdEXOeq2KJ7cV8rs3TrNwQaLfamBigpIvbSuiuqmPGIV8RvPzsoV6kjQxqGMmreg8CL2+QBA5Iji+gISTE4TzNY6PjaK5Y2rd5ua1WUGBsS+egOKJrYX89A/HSdXFcM+NufT121iSm8TaxXPQJ6po6hjkk9NdDAy725LedUMu5kEb57oGuCY/NaJlvpUFKSiiZOgTYyjOSWbYYqfu3AAJ6igU0XJsdicSiTuo3X5THuqY5im9OGGyqnquXk1nn4XmjkFh+3aBSEmMISUxhlWFKX4PG0fK2/jyXcXs3G8MunHXNpsoKU7jOw8uxzY6Rt+AlYFhOx29Izy6OZ+qxslx4tEkhwtC9Ikqvn7vEo7VdHLqTC9xMdF8+a5i9BoVn57p8r72xNZCRsfGOdNqJneuBoVCRn1rP50mC/uPnhWtcgUR43A62XekmYIsXUROKnKZlKIsHRmp8XxS3cmJ2m7kMgnrlqSji1dQkKWjrsXMvNR4YpVyFNFyQELfoI3dhxrRxClYsUjPV+8q5le7KrwPcdMVOXebrew6WM/TD6/g9YMNtHQOoVEr+OrdxcTFRvPiO7WoVVGsKkjhev3ckPNzoMyuKEfHL1+tIDFByf0bDRRmJ1Fe1+PdXuj1BYLIEcHxBSScnCBcZX9igor+4dGwemIg4mK5lo5BwN2oYcgyxvYNeVQ09PL6Rw1o45XcsGwO1y+dQ2lFO1UNfd62pDs2GlApZBFlABVRMsoqOujpt/DEHYWMuyA6SkZ0lIyefivvHjtLUkIMPWYLJ4zdJCUomZOs5vplc2jpGg4qgvFUVQNsuy6bf/z1EWH7dhGQy2Re67MukwWFQs6v95z2+74Dfa5ffLsWTZyCkuJ0DPO1nKjtRhunJFUXg14b4x2nL+yr4baSTGJVcirqeukftqONV3Ld0jlYbA5+vbuKuJhob8OEZ3a5b947NhpQq6IZsTp45rVKdBolf3XPEp59rQJdggpNnILoKOmMGoOIFQdBW/cwugRlxE4qZZUd3L56AWNOJwULtMijZGxYmcFze6vpH3IXUl+Tn8LcZDUxKjkHP22jo3eEmiYTEgksX+h+8HztwwY2rppPtFzKp8ZuEtTREdlvNrYNUNM82WLaU+i3dX0WMqmUGIUcmUxCqi6Gzj63jCicJ71aFe31Un7pXSOPbFrEwgXu1cIu8wg5GZrP/PcVCK4WRHB8AQknJwhX2d8/aGf90jlkz9GEbL4RFxMdcXOEivo+ntxWyJxkNT9/+RSmARtF2Tq2rstCJpPwwadtmAdtaOIUbN+Qx8jE0vkrB86wdX22e9n7VBtlFR1BWV69VsX2jQZ2f+SWUjx06yJ6+m2Ulrd5byCLc5JISYzlD29Ws2JRKgWZk0UwCWpFUBGMR/f6/JvVbF6bxc53jWG7+okM4YXBU6R0/fKMiJeAqxrcS8A7bjbQZRrh3pvyeP94q3ec3n1jLhabg9c+qOeu63NYnJfMnkON/N9E5zsPpxv7SNXF8M37l/JxVQenznSjS1B5W+W++HYNNc19bF6XRVv3MCmJMRw9Hb5Y0BdPM5NXDpwRKw5XMNM9/HSZLLx84AwpibGcaYmshsE8aKOhbYBPqjvZdl02LwXMQ519I+RmaEjVxXDyTA96rYqEWAXXL5uDOiaa3+057Q1aK+t7kUklbFqTyafGyOzdPM1GKhvcwbyn0M8+Os7JM53e+fWu63MwDdnZ9X4dD92+KKy7UbJWxaOb890d8uxOqhr6vKuFtc0mAHFNCAQRIILjC0g4G61wlf3aBAWJ8UpeOVD3mW3czEM25qfE8fOXT1FSlE6sUk5FQy+7DzWSoFZQnJPk1ZJWNbgDlacfXkFnr4XDFe30D7kn0L+6ZzEymYTXPmwgLiaapXnJDAyP8stXywHYsHIez71ZHdQwQiaVYB6y8aU7i/nFK6fCTtxPP7yCpvYBhi0Onn/TbTcUr46ett21aB382fAUiqYkxgZl1aZbAu4bsDE65uTtj8+G1U8+/dAK2nqH2VPaiNPlojBbh1QqIW+uFqkMYpXRWGxjfu13i7KTuOeGXGqbTXzrgeU0dQwwODxKU/sgLpcr4kIk06CNjl4LpxsnM3BixeHKQRIVR2l527Ryq/pWM4fLO/ire4tn5KRiPGtmaZ4+SGakiJLyrQeW094zTJfJijJazqe13fRPBJtL8/R86c4iDh4/R/+wndpmEwsXJKKNU0Q8dvuH7ZQUp1Hd5L5nTNeM6YdPXssvXj41tczuUCM3rpzHL14p9ztGVYO7pfv3xTUhEEyLCI4vMIE2WjKpBIkEbl41L8jHNV0XyzOvua2CQskqfG3cpkMTp2DYNsZtJZlTTq6PbMrnhX013F6S6Ve059nOI7f42l3FDFpGGRyxk5YUQ1FOEpnp8dS1msnN0JCeFItMKmF1YZo3M52YoAoKjH3pMVt59rVK1i5OZ/dHDQCsX5rOqQizLMKK6PzxFIpmz9XQ0jnkHW/xsVHMT1Ozt9QWdt/Na7P4ywf1Yb9X06ANY6uZZE0MpkG7N1O1zKBnzDlOYrySl/Ybg4rqPGPyK3cW0ztg4YBPi3SZVDKjAKeivieoS5hYcfj845Qn8LM/V/k9PId6+PHUezjHXchlMpYZ9F5p2lSsXzaH5944TVGOv0Y5Wi7l6YdW8OvdVdweZk71zJVPbitib2kjj99RiCZegd3u8CtenQqNWoHF5uC+DXmk6mLZub92yvnzf146yeqiyfkzFN1mK1IJQQV54JZy/Oi5o/z4KyWk6tTTnp9AcLUiSlcvMB4brfSkGLZdl81f3VNM3jwt5XU9uMBrvxYtl2IfG8c8aAtr05Y1J4FVBakRve+1hWl09lki6qQUScelX+6qoKPPgsslYc+hRu5Yn0V6khrToN17jotzk+kfGeWDT9tYuUiPRq2IqAhGl6BiqSGZ7z68kgdvzcccYZZFWBGdH76Folabg5tXzfeOt+aOId4/di5eN5CiAAAgAElEQVTIFtBDtFxKYkL479UjyThwrJX/9/Ipr2VWVUMfz+2txuEcDwqMfekxW3nm9QrMQ/7NSGZiFVecm8SRyg6/LmEeAm0GBZ8fukwWfvZy1bRyqy6TxVvvIZNK6DKNMDdFjV4b2srQQ/KEn/FDt+d7V1MUUVIe31LAdx5czjOvVbKqYHrXi9+8XklWegL/t6uC3+yuYmBkdEZjd19ZMzv3G3nxbXfSYiqLt+6JZh9TbQOTco2QxzBZKavsoEzYIQoEYbmsmWODwRAN/APwEJAEHAW+YzQaP51inz3A5hC/ijMajcMT26wD/hMoAtqAfzMajb+7wKcflsz0BL55/3Iq6ns5cPycdxnZI204erqDv9mxhHeOtky7jPbN+5dFVCw3PzWOutb+aYNT04At4o5LUolbz/mVu4r55avlQZk/T+Zky9osTtR24XCG7zjly8enO/nG9iXoE2NxOJ0R274JK6LzwzdwWLZQz55DjcHf5cR4+5vtS3n/RCs1TX3cujqT+Wlq3j8evknMVJIMmVSCVCKZ0scb3DfrwEzXTKziPK1ye8xW5qXGoYqWYR11erd5q0ysOHweqW81Ryy3WlWYQpJGybKFesrretn1fj1/+9AK/m9XRcjx41vz8NT2JQxbRtl2XTb5mYn8bs9pbitZQN+ALaKC6G6zlcR4JTKpBNOAjTMtZm4ryUSvbZly7Ae1efZpAz1VZjhQpxyK/mE781Liwv7+2OkuJBIJ3eYRIT0SCEJwuSONnwFPAT8BtgEW4AODwTB/in0WA/8DrA74ZwEwGAyLgLeBJuAuYC/wW4PBcM9F+gxBGM+a+OkLx/njvho/8/md+42UVbZze0kmVQ0mirKTpsxKDA7bGRyy8+TWQpK1KmRSSVDDBs8kPzrq4NPa6eUJBVk6Dp1si+hzVNT1kqyJobFtgL6B0Mvunmz02uL0yPXRgzZefb+OpvYBr047EoQV0fnhKRTdvDaLNwICY196zFb++HYNywx6nthaSN48DTKJNKx+MpxFoYdwLi2hCJXp2lvayJa1WSSHyQB6xv7e0kbvax8cb+VfvlKCKnpynJgGbRE9fAlmDzPpsvnesbN0myxctzQDRZSM/iE7ufO0vPZhAyVF6Txwi4HCLB1z9WoKs3Q8cIuBkqJ0rwSn4Vw/W9dno1TI+PXuKvTaGI5Vd81o/B6r7uJ/vnUdf7NjCQlqBc++XsmOjYaw2etQYxcm20BPlRnuH7ajUUdPeT6+HvThjuFp4OTJvgsEgkkuW+bYYDAkAE8Cf280Gv9v4rVSoA93JvlHIfbRABnA20aj8eMwh/57oBm432g0uoC3DQZDEu4M9asX+nME0mWy8NMXjk8rbbjr+hxGx5xTLld/+a5ifrv3NIPDdr52zxKsdgelp9q8nphfuasYRbSMX7x8iq3XZdMfQXAazjkjFJ7sw6kzPSzJTeKEsSfkdj1mKzL5zDSiORkajlR2EKOMiqjdcUqiSlgRnSdymYxNJZmc7RqKaMXAPuZAIoGXD9SRposN+71OFzycz1jzxTnu8rqZBFrFrSpIxeVy8ce3avx0lf3Ddt492sIPHl/Fqx/U43SOkzdPy5GKdlSKKKE9/pwQSZdNuUzC5rVZFGTp+P4zR+gxWynOSXLbmk2Mvd0TDhL5mTrmpcQxZBnjz++ewTnuQiaVsCQvmSV5eo7VdJGbkYBpwEZuhluXPy81LuLxax6ycfDTNj6u6iBBrWB1YRotXUOUFKcTFxPNqboet1uQWkFxbhIjVoefPt6X6TLDGrWCm69dQFllsLOQB49/fDh8g+cuk5WK+h6Kc5LF9SEQTHA5ZRUjwCrcgayHMcAFKMLsUzzx34opjrsBeGEiMPbwOvCgwWBINxqNkXmjnSd1LdMvBfaYrSgV0ilt2javzWLnfiOmAZu7iO7tmuCCkEZ39fFf37eE3n4L2gg6KQ1bxmZULDJkGcM8ZOPxLQVcU5DGkaoOKut7gyblgyfauCY/JaIimOLcJK9Zff6CRJYY9HzvsVUh226DOzD+/mOrxMT9Gcidl8gbpZFl4hRRcq9VlGnAxvaNeSG/1+mC33AuLaHQxikZsQZnupzjLnZ/1IBMKuH2NQtYU5zO3tIm7KMOPjX2cPeNuVjtDpo7BolRytHFKznXM8zA8CjXFqTy0ak2jlS6AxadJobFuSIA+DwwXZfNaLmUp7YvweEc56OT5zBNrGzVNpv4yt1FdPW6pQ4dvSMASCSABKRSWJybRElRGokJKlq7h9l1sJ7+ITutnUNeC82B4dEZjV+P68W57mE/WdyWtVm8sK+GL9y6kG6zlZbOIW9wHo7pJBHu+fMUW9Zl8fqHwfILfaIKi80x5Xt4gmdPYW5H7wi9ZgvXFqULiYVAwGUMjo1GowM4CWAwGKTAAuAfcQfHL4TZrRiwAz8yGAxbARXwJvB1o9HYaTAYYoF0oD5gP8/aVR4w4+C4pqYmou0UShVvlYXXZ/rS3mOJaLl66/rsqTstmdytgJ/YWkh8rILKaTrdnW7s40t3Fvl1OguHZwJdtCCRXQcb6DKNsONmA/mZiYxY3bZwngnYNGhjrj4OvVYVsc6ux2zl56+c4rsPL8Mx0sN3duTTbhrjwPE2r2XTTSvmkJ4YhXWgnZqBi/pcg9XqPu/pvu9FixZd1POIlEjHJUCUIiYi2YtMKsHhHPeOt6m0v9MFD6cb+8IG1oEsyUtmyDJKeZh26s5xF3P1cbT1DHOipouinCRyMzS8/N4ZdAlKrw/34Mgo65fM4WzXEK+8586ceVxgPvz0HK++f4an7ilA5hiY9pymItKxcin5PI7LqbhpeXqQLaanAUaKLsbPFnDHxjz0ibF09Y3w/vFz9A/Z0SUo+fYDy+gfGeVwebt7xS1OwfKFehLilH4d7WAy4ZCqi+GuG3J4ZldlxOM3VKbWs0p4+5pM+gZtnO0cjKgT6VSSCL1WRUpiLN1mK9p4RZAjhX6isdOHn4aXzum1Kmx2B5vXTjYSOVLZgSZOgUwmw2634bKZpj3PmXAljc3ZeO1fLC70Z5xtf7upxuXl1hx7+AHQgFtO8e9Go9EYZrti3FnlIeBO4Gu49cbvGwwGBRA/sV1gOsvzczwXkXGXJMh5IZROGPA25AiFZ7l6Ok2nh26zldauYeJjo8PqMz0kJihRRsun3c43iC3OTaK6qY9us5Wd+42oFHJsow6+ef9SouXuIaSNU/Lhp+fYPEONaI/ZSu3ZAZzyBFyjQyxIkvDlLdn83QP5PH7rHNLUNlyjkS1tCsIjlbjQhhlvvhRk6YK06/vKmvjynUVB3+t0jhLOcRcWmyMi14DBkVFilOG1lslaFfZRJ1a7g3/80rW094zQP+ReVekbsPHSu0buviEHjTqa0vJ2Dp5o5TsPrmD7Rn8XmBuWZ9BhGiU6JhGFcurzElxe0nXR6BMnvyOPM0pZZTvPvlbpreeobTahiJbzwts1/Gm/kaoGtw3mikUpHKnqoKrBPZd29I5Q1dBH34CdZ1+vDPsQ39lnwTRoR6dReh8MpyKwsM6XHrOVtKRYznYOscygj+hzLzXovb7Hge/jXlGs5ZFN+Xxq7OG2kgVeLfVDty3iia2FvHGokdQwqyPJWhV33ZDDwgWJlFW2s3O/0c9h5o/7aviPP5XjlIvsseDqZrb4HL8GHARuAP7BYDBEG43GH4TY7v8DdhqNxg8mfv7IYDDUAB8D9wEHJl4Pt550Xj5gkT71up0XWjnXPRy2xed9G/Kw2h0sSIsjLVntl0nwLHEtzkvig+PnZlQQctLYzdnOAb56V/GUFdr332zAPGTli1sK+d2eqmkruQMn/h6zFWW0DGOLewnxsS0FdPZZSFBH8+LbtRyuaA/SiGrUCpYa9CRpVPz8zyeDbiJHKjtRKtKJksfx7sHmAKP/lEu2DO55mp0tWY7pmOl5bloTNe3KQiipxG0TnthritNJT47lo0/bvN/rXL16SkeJ5o5Btm808NK7xmnH2qIFiSG1lp5t3jvWwjX5qfy/l8vRxCm4cXkGAE9uK+Tjqk7kMimKaDlYxrhxeQZnOwex2R2cbuxDLpOwfGEKLhccOH6OXcOfrZPe522sXEou5N/km/dJvXZu4ZxRAl+XyyR8/b6l9PZbvb7bvnNvjHL6hMMr753h+19cxTOvVbBlCkcW3/EbjkMn25BIJAwMj0bkvpI9N4EHblnISWO39zoL1CnvKW3k5lXzGR1zMi8lDqlUQlxsFHtKm7hh2VzSk9UkaZWUn+kNOsavX6/igVsWeqUogXSbrPz3y1VXpD/4hRibs/PaD68v/yxc6M84O/92oZkVwbHRaPRoiD80GAxxwN8aDIZ/NhqNYwHb1QK1Aa8dNRgM/bhdLF6beDlQsOX5+bOtpU6Dx3nhdKNpWou2VF0OI5ZR9FoVpkGbXyDd1j2MxqeoJBL6h+3Ex0bT0jXI39y3BGNLv9/kurIgBUWUjLMdgzS2D1LdWMuWdVlBwY7vJJyYoAw58X90qp0ntxbyo98eRSaVkJYUy7ULUlhTnE7/sN2bGfYtgvnTO7Vs35gX8tzNQzZStLHsO9IMuDM8osvZhSd9mkAW3A9oGh/tumf1orPPgssFuz6oJ1kT4/1e/3vnSR68bVHY4CElMYbdH7ldAwIfmAJv+P3Ddh64xeDujhdim0ULEv10nR4rwftvNrDUkEx77wg9ZisFWTpGbA6O13TytXsW0z9oY0V+Ci+8Xett9Quhm0kIZhcyxwB/uyMf07CUTvNI0BgLXF2TSSXeduShms6sW5JO/bnp5UXOcRevHaxnU0kmtjEHW9Zm4XCOezvkaeOULDW4u4eGK6zz4NEQ7y1t5JFNwfcFD8laFXesy6Ku1cxL+8+ELCL00GO2Ei2XMjRiZ0F6PCNWB8/sqsQ57qKyvhe9VsUd67KRyaQhj3HS2D1l0Z/oSCq42rmcbhWpwG3Aq0aj0TcCPIlbOqEDOgP22QG0G43Gj3xek0xs32s0GocNBkMH4N8JYPLncHKNC0ZOhpb7NuROaxz/+ocNPLqpgBRdDC4Xfh3IapslbN+YR1VD34wKQoYsY5w09qKKlvOnd2r9Jtc/vFnjrdDevjGPyvpeXv+wgWi5lEc3F6CJU1Dd1EdpeTvxMdFs35gXtqLaPGhjxOrg6YdX8tqH9d5lufVL5mAfc1KYrfPTJHsy4mOOcTatyeTNw01+x9So3e1Wmzsms+ueVteiy9mFo6N7eNosWN48LVa7w7uiESjx6eyz+AWYQEhHCU9gm78gkXPdw96iuqlu+Bq1gpaOISQSSchtwuk6d+43UlKUTlllO1vWZvHi2zXceUMOW9dn86d3jAwM2+kZsHHD8gzvuPJ9X98xpktQYB8dRxEtFbaBswTX6BDXFObxw2ePBP2uKFtHhY9O3WNXGG7udY7PrC15TbOJo6c7KczScdM1GWTOScA04G5kdPJMD5VhNPK+eObmcO4rvg+BJ2q7GXOMu4PcKXyMAY7XdJOVnhCywK/bbGX3IfdD6d7SRgqydKwqTPV2X52u6A9ER1LB1c3lzBxrAE9jjud8Xr8Z6J74F8hXgXiDwbDcaDR6JBK34y7M8wTMB4AtBoPhB0aj0dMJYBtQZTRG2Kf4M5CSGENaknraZbtVBWn8bk8Vaxan09tvJTdDQ5ou1rsEnJmewAcnWrlhecaMCkKuWzaHQ+XtYSfXwAKrUcc4v32jii3rssjQxxGrjKL2rHnKimqNWsGeQ410mka4Y10WJ2q7iVHKOVzRTrfZwu0lmbx/vJVHN7v1oDFKOYMjo1hsY0gngnPf4Lk4NwnLqINukyWo1fXzb1aLLMYFwOF08mZZE6cbTd6bc2VDX5C91O/3Vnt14z1mq3f1wjdI9rSdTkxQYRqwMTgy6rdasLowDduYkz+/e4bHtxZ4XUymu+GvzE/hU2NPyG2StSriY6MpyNL5tWCHSW9Y04CNt8qa+IcnruWjk21UN5qoazGzcEEi8bHRjNjGGB0b55v3L+Xnfz7FqGNSZeWxs/ro5Dl6+22fSXIhuPCEsnZTREm556Y8frXLvfAYSY1GuCJSz7hWx0R5A0jfoLa8vpcF6Ql8XNXhtq70STJMx6rCVE7UdnuL53wfFH2vFee4i5LitClXCyevv2gy0+ORSiQhrwmY0DvrYnhk0yI+qe7yk/apFHJOTOOL7+lIKleJ4Fhw9XE53SpqDQbDX4D/muiU14i7acdDwBeNRuO4wWDIBpJ9PI3/FdgHvGAwGJ7D7T7xL8BfjEZj2cQ2/wkcA14xGAy/BjYCDwL3XorP5XA6efeTs1NuI5NKiIuRU1KcTkpiLGda+hkYtpMYr+TbX1iG1e7kjUONbLsuB/OQfUZdwnQJKs60TN0u17O891ZZE6sK0rxyjuM1XWjUClYVprJikZ4/vlXjF0B4WLd0Dh29I1Q39bHnkLuj0/6jZ0lQK9zZObuD1UVpREdJUSpkuFzQ1D7o1ylQpZTzjR1LOV7ThcXmoKKul0e3FPDsa5XAZKW3p1uUyGJ8NjzBhe/NuThHx1fuLOadj5v9HoY842NvaaM3mIhXRzM/NZ7FuUlU1PfS3DFE/9AoyxbqkcukfqsF5iEb81LicI67ONPczy2r53HLtfPp6B0JeRMH9xjWa2OoChEY67UqrxtFXEy038qC51gV9b08fkchQ5ZRdu430j9kRxOn4PGthWjUCtp6hr1L4ue6h7xaed9jvH+sFYlE4pVtCMnF7EERLfWzqpRJJXzzgeV0mUa8MqDALLIvvkFl3jytN+EwVW1I9twEfvqH4959+wYsPHL7Iq88J5IOjnqtiqQEFc5xV9C4rWzoxTxkY35qnHcMhgvePeepVslRRMv9JB6aOAXbN+QxEmJVpLS8HYlE4l0J8iQf9FoVW9ZlUdUQbMvpQXQkFVzNXG7N8cPAD4HvAmlANXCv0Wj0NOv4AfAIIAEwGo3vGAyGO3A39Hgdt4b4dxPbMbFNucFg2AL8O24NcgvwmM8xLyr20XHM05jXF+UkoY1X8c5Ro59W7uZV83lub7X3terGPrasy+LJbYX85vWqkNXVgQUhc/VqP81oKJzjLl7YV8PfPbyCZ16v9PNl9m0l/J0Hl1PdZGLPockJN1mror1nhLLKdm9m1zbq8OqEPVnfp+5bQlvPMAeOtYbVXd99Qw45GRrkMilqVRTJGhXbrsv2vp9vtyiRxfhsBPrGOsddnDzTiwsJywx6MlLj/JZ5Rx0OvnxnEY3tAyiiZKhjotm53xj0XVb5+Lm+f7yVRzblc6K2G4vNwdb12STGK3jxHXewGiiZ8R1Td9+Qg0opZ/vGvMlmH3FKluQlMzgyyi9fLfduH7iy4Fkqb+0aZN+RyQfTjt4RrslP5TdvVAWf94Re+dHN+fx+76TmOXCpWch6Zgd9A3aWGPTegtI71mcxMGyjf9jOusVzqGkycfO1C/jTO34lKX7B7+nGPuanxaNPVJGsda96TFUbkpYUw9MPraCxbYDyiQdC89AoW9dnk6COZv/RFu65MZdX368LK1PavDaL59+q5vaSTG8dh++41agVFGQlcbiiAwhtf+hx6XirrInbSzJDnq9nPPseG/w9kwOz428ebpqyVbXoSCq4mrmswbHRaLQAfzfxL9TvHwUeDXhtL+6W0FMd9x3gnQtykjNkOvN6gGsLU4Oq98NVYje2DWAasPI3O5ZiPGuezBaEKGhK1qoYsoyyclFKSD9N38lx0fxEnnktvJ1Rj9nKr3dXcdPKed4J17dAz1MxvXltVlBHJ9OAjWHLmJ+OOtTx//JBPY9tzue/XvwUnUbJl+8sQqOO5lsPLOV/XnIve1fW97J5TSYt3UMii/EZ8BSLBvrGxijl7D96lo7eET89cGV9HyeNvdQ2m3j6oRVBAaYvnix/SVE6e0ob+eqdRfT023j1g7qwD0ZfurOIw+XtFGbrGHdBijaG8roe3viokfxMHXesy6aqoZeK+h5iVVFBS8emARt1rWa+cmcRh8rd/tdyuf+NPNw15Xfehxq9zRTC+csKWc/lp77VzOCE24NpwMai+VpMQ3be+6SVkqJ07t2Qy5HKdr+sqyeo3FPa6G2m5Pv/FvtY2PEhk0q4vSSTD0+e89ZNBCYAHrptEXqtim9sdxdATzU3+66C+f5/cW4SI7ZRP7/iuJhoHtm0CNuoE+NZMwvS4v2ur+muQ9+AVxOnYEFaHIXZSQxbRymvm8yO37A8g4wUNdFyadAKoV50JBVc5VzuzPEVR7ggxINMKsEe0DY6UCsXuNTX2D7In94xct3SOaxbMofK+l6GLKNUN5mIUcopyNLRbbZw7015RMkkdE9ozfSJMSycl4hUBrHKKCw2B+X1vXT0jrAkL3nKZh3gnmylEnirrIlvf2EZxrP9flkJT2Z32DbGAxsNJKijGBwZQy6X0m22RNSquMdspTA7ifK6Hp7ZVcnGVfN5q+wsX7m7mBHrGAeOt6JUylm/dC59A3YRoHwGQrXp9l3G9dX6+mofz3YORvRdxqrkDAzZUUTL+MvB0Nk0z7avvl/HF25ZyKjDiSJKzr89f4x7bsoF4EyLidtK5pM9N4FjNZNayYdvX4RSIWNszIXFNkZ5fS+7DzWSoFawfukccLk7p7k1xlHMT1OztzS0XZWHbrOVlMQYt8xkipa7b5UJWc/lQqFU8dZBt17+kU35NJzrx8VkEfO+siaevLMQm91JYXaSN+vq+3AU2EzphX01PLalIOQY9VjB9Q1YSVArcLlcJMYr/aRDPWYrf9xXw9b12agUMl58uzZssalMKiFNF0vWHLcsqaqhj1iVnFRdDCqFnCHLKI9vLUAudT/8f3SqzbvSsjI/hbl6NRIJqBTTW9D5rrY5x12sXJTCgeOtxMdGU5ydRM5cDXtLG/2C/K/cXcz/vlLut5Jz1/U5WGyhG5EIBFcDIji+CIQKQjwUZOn45HRX0GseP2PfbEeorJs+UcXX71lCU8cAR093ebs+bV2fTWvXEK1dQ1y3dA73bsjj/eOtHK5sRxOnYGmenhGbg7oWM09tX+K3/DwVFXW9JGtiGBgeZV9ZU5A+raK+l7uuz+aN0kbvhH7LirkRH/9YdRcFmTrK63rcwbrLRW2zyTtxf3lbETEqOT/41RF0GiXfF/rP8yYlMSaoTXe4LnaeoDkxXhmx13ZFfS9fvbuI+nMDEbVQt9od/OHNaqyj7rrZirpelubp2bwuk1++Wh5kxVXbbOLJbYW8UdoQJAUynjVxz025PLG1kA9Ptnk10aFkHIGUVbSzZnFa2EYO4HYuONc9zII0MfYuNeMuiVcv//yb1Xz3oRW09U3auuVn6ZBJ3fUNydpJyYQn4RCqUG/hgkRKy4M7bsqkEh7dnE9n3zAgCVkr4ZHi9JitSIAPT7aFLDYNTHK8cqAOzYS0SBkt56n7llB/bgCVQo4yWs5L+40h7eeStSqeuKOAPRG2f/es5HWaRjAN2r0PuaGkFx63lx03Gyiv66E4Z9ILOUmjFHIiwVWLCI4vAp4g5EfPHQ0KEuJjo2ju8K9G9vUznm4puNvkbrlcUpTuDWg8mrNUXQxPbi3imdcrgnXEExPj3z+ykk7TSESthGFSs3a4vJ2nti/hZzv9m3j0D9n5uLLTr+AjQR0dsV1S/7CdcZ+eLRUNfWxem0VPv4Vhyxi/eaOKG5Zn8NjmAp7be5ofPXeUfxUT9nmTmZ7Aj7+6lvrWfvYdaaJvwIZKIQ9q++0Jmps7BiP32h6y09Fn4XRjZK1nD5e3k5OhpbKhF7lMwhJDMosWaPnvl06FHP+b12aFlOpM9UBZFUKfHIh5yM4TWwv4+18cDnuuGrWCl987wyObCsTYu4g4nM4gKz2pxOWVqjnHXfRbRvmkejLBsLooldExJweOtXKua5h7bsylqqHX+1AXqplSOA/5LeuykMukvDdNrYRHivNxVQdJmuAOepGMyb++Z4m3KPqdj8+SqoslJ0PjdcvwlRBJJJIZzakFmTpW5qcEedSHkl70mK0kxivYeE0GP//zZAZZyIkEVzNCxHmRyExP4B+fWM3Dty+iOCeJG1fM5d6bcrn7hhy08Uq/bT1ZukjbRfsunfmyqiCNX71WETZr12O28n+7KoiWS9Gop28lDJMenf3Ddirr3YErTLbFXl2URpJG5Xcuns8TCdo4BWfOmr0/mwdtGOZr/dr9ZqSo2XfEXTzSPTFhC86flMQY1ixO5x+fvJb/fGo9m9dm8vV7l/i1yfVY/smkkoi/S41agQTJjB684mKivI0b0nWx1Db3h9WAhrs2ItIWTwQE4c57YHiML95RwLbrskO2sC7OTaKsokOMvYtEl8lCaXkbP3z2CN/5+Uf88NkjHC5vRxIdh91m5faSTO+2cbHR3jEmk0rQqBXeh6bBkVFKy9spzk7ybqOOiQoak6HmKJlUQt48TUS1EnnzNMikEsxD9pDBcSRj8hevupMchvkablie4dfm/L4NeWxd7x6Lm9dmcehUW8TXYWK8khWLkjlR2xXy96HuHwdPtDEcYuVk35EmHE5n4CEEgiseERxfRPRaJVEyKcsX6uk2WzlS2cFv91SzpjjdO/GBO0u3ODdpRu2iK+p72bQm03uMmQTWpkE7i/OSInqf4twkqpvcnp/tvSPEquRsuy6b+zbk4Rx3caSyg4a2Ab/J3PN5IqGkOJ0qnyV9jVqBbXTMa/u1c7+R5/ZWc/eNuahj3BO6mLAvDHKZjFhVFHKZjLRkNRuvmcfX7immMEvHXL2apvYB1i+ZwzKDPqLjFecmcabVjCYuwmA6zv3gtWVdFtFRUsYc43waxoo83LUx0wfKJXnJlBSnUZyT5L121i+bQ2ffCLZRJx9XdfDIpny/wMHXKlGMvQtPU/sA3/u/Uv79D8epqO/z2uj95A/H+I+XqnHKE7xSNZlUgsU26h1jRTlJdPZN1jecbuyjKFvHofJ2bzAZKvB3fwgAACAASURBVBAONUcV5SR56yCmwrdWQpeg4trCVNYunhxTkY5J04CN4twknttbzc79Rm8zJc+8V1bZzqOb81HHyCmr6Ih4Tl2+SM8f3zbicPoH2b54pBcezEM2EuOUQdt5XIIEgqsNERxfRFq7R9hT2shze6upaujzyht+tavCa4XmmYxiFFGkJ8VGnnUbshMdJfNOfoXZMwis63rJ0Mf5ZQpD4RsUeILkyvo+evutYSfzRzblA3g9QMMhk0pYtyQducztoOH5OxTnJnHwRJvfxN1jtvLSfiPKaDn5mToxYV8EUhJjWLEohV0f1Hs71Llc8B8vnJjwII5srMxPjWdpXmTB9LolczCeNbFwnobB4VGcLpc3AAokVPYPwgfNoais72WuXu2Xndtxs4H2nhFeeb+OKLmUawvT/LLMyVoVX7mziH1lbr2nGHsXli6TxU8DH0i3ycrPXq4C4HuPraJkcRrvH29jTXE6AIb5Wj+JBcCCtHi0cQpuXjWP4pwk6lrM3LRyrt9DkW8zJA+hjhWOY9VdbCpZwOqiNH63p5rmjiHGx108ujmfHz5xLdXN00uLNq/N4n9fLQ8qzi7OSaKkOI00XSxvHm5CESUPeb6hcOut3TrjwHnZ97ryrNp40KgVHK5oD1pdEV7HgqsVMeovEl0mCz95/pMprdL2lDby1Pal3Lchj27zCCsWpcxoCdt41uyd/G65dsGMlrOrGvu4/2YD65amB2XSYNI/eW9pI3qtCovNHSSbh2yMhyla8l2+3lvayJaJTmu+yGUStq7P5oFbFmIesrP7o0a/QMVic2AatLF+6Ry/8+k2W1Ep5CTFK8WEfZFo7xmhs89CZUMvZZUd1DT3cVtJJp19I+y42RD2xuwZK/vKmrzdECN5MErVqvjr+5YwPOGisuuDerpN1pDZrnBSnXBBcyjMQ3ZMAza/B7r3j7egS1BiGrB5l8tNA+4Oed+8fynrFqfz691V3DaxrC/G3oWlvtUcMjD2DRJTE2NpaO0nMz2B7TcZMA/a6DFb0CeqYBzv9y+XSXhq+1Jau4bpG7Sx64N6VixK4ZHNBbx//FyQZGFfWZP/HOVzrOnoH7bT1jPMr3ZVeJMEVY19/PaN0/y/V06xqSQzrETH8/kCHYq2rp9ckfOc622rFzA/LY6lhuTg8w0gWaviS9uKvN0qPfjaHnrm+UDbwuLcJI5UdgTJLYTXseBq5YIW5BkMBgVw/YTP8FWHp5jE3fGtJ2w2xEOP2Upvv5WX3zvDqsJUXninlltWzZ9Ru2jPcY5MuFJM5a/sQaNWkJ6kptdsxTxod3cTUyv4wq0Lkcuk2MccDFscXm/ju27IobPP4t03lBes72eKVbmH1fNvVvPIpnyi5FIOV7QzODLKtuuyw1Zl6xNV3LE2m8R4JRV1PX4NGgAOnjjHF+/IxzRop8dsI1mr9E7coQp5BJHjcDp5++Nm78+BBUUe7WOsyl157xkzq4vTcDrdLgKeLG5ts8nrKeubFfNU78fHRlNe30PnhKVbJEV0tc0mnthWGNZVI9JxHzh2u01W3jg0WaDkWS4/XtPNjSvTyUiNo+ejRm/QIIKFC4fD6eStMn8HhnAd6zpNI3T2DTNHH8s9N+YybB1lxwYDFXU9aOIUdPSO8MimfF58u4buifEaagz6FtY9eNsiXthXw20lmcTHRjM4MhrxHKqNU3DqTE/I3/WYrTz7eqWfR3yglncmDkXJ/z975x3e1nVl+x9AEIUECwB2FZJguWIXVSyZKrYky5JsFduyLUvuTpzmTCbOTMqbmUx5M3kzyXMmicdOYqe4xlUusmRLLrItq1lWZxXYJbETBFgBEER5f4AXAkCABBInz5Gwvk+fSAL34OLi4Nx99l57LY2K7WsFinK0mIZtLCvP8lwfH9Oe8oIUlHIZNT6Od4HXUpQ9vP26Quakq/n5i6cB/wqhr2Z9mlZFVlp8GJ9kFFFcfogoOBYEIRF4DLgeUOOfeZYB4l3jirp79JosNF00s/dIG6bhceYXptLePRzWsacNfRTn6hi1TBCvjKVnwBKRXbSII9XdfOXmsqDmH4FYuWAWr3/U7A14Y6QStIlKmjsGvXqvNS0etQJR1mfb2sIZtWBF+C6wDqeLk4Y+Vi2czezUBH76wsmQ2XRPoNLC39w+n3//3TEMF8x8a1slj7582utgZhoa581PWhgcGUeToGDd0hwS1XJe/6gJ46An43dDlZ78OcnRLusIYLE5/LrhAxuKfG2ni3N1ZGckMCc9gZREJaO2CZwut1cBQJTc8gbTTUaGLXZuWpnHS+97NkZbVuaFdBYDT4DxzpE2vrS5lNpWI6X6lKBW6qGk6IIh1Nz1bVASpQUP13ShkMUikUj42zsq+fDERbZdV0BuVkKUc/w5QbQ0FzFTkPj2kTa+dXslL71voGfAglwm5eHtlYxPOMmblcxbBy8dF26T5l0birDZHYxY7FzoGeaaytlhraFV5Vn8dldtyMd9NeKDudAFKhS9c6SNTF08BUHUKvrNVl5830BVWRZHarrYtFzP83sbELK1frrKX7m5jH1H2sO6luLm4J0jbdx7YwmPPH8CuKROlKpRsXGZnv96+jN+cO9VUfnMKK44RJo5/glwF3AUGAXWAs8DqcA1wMTk41cM2rqGpnDmcjITIpLdmZuewLG6HratLeTl9xt56LaKKVa9IgLtokU4XW7G7c6wAmvT8Dg9A5aQWZrh0Qk2LsvlkedPep2TqpuMXF02vRZs4HtK1agYGrVztrGf2mYjO9bNm9F4pM9spbVriNvWFDBqdTAwZPVmkJPVCnZ90uonG1fTMuB3TcRmnnStin+MaiKHDalE4s3ATtdQ5K/n2s2OdQLzsjWkaVR+WdzAYPqGq3N4cdIVcqaGJd95eaSmi8GRcYbH7JTnpfDlLaU8tbvOu7Hz5WJGuqH0RU3zADcuy+VMUz8u3CQnKHj30/N0DYx5pLuW5bLrUCufnOlCk6hg7eLZZGqiSph/CgLdRMORsfzFy6epKsti1yctFOt1NJw3c3VpBhIkXjpBJE2abtzs3N/kXedyszz20tPpdKdpVfSaLDOug6JGvK8phwjxu9JvtiBkJ09ZgwP1ucUNnGnIxu5DrWyoyvULuFM1KrSJSu/7CGdzsOdQK3euL6Kj71IiR5OgZHFJGqmaOG/GO2qfHsWViEhX943AawaD4TZBEFKBXuAxg8HwmSAIZcBBoAh443M+zy8kQjWTFOemYB6xR1TqFW/y2iQlv36tmm9vr5wM9C6VsAMtSQPxwfEL/M1t83ls55mgi3uqRsWDW0r58bMnZjYb0ai4+4YiL61hcHScm6/N5/88/VlY70kqlfgF8SV6XUglgkAcr+tFIpHQYxpj+1qBM4393ixkqMxfoHZnr8kaXdQjgFIRw1Ul6dS1DoTd5CaLkaCUyxgYtvKNWyt44vVqVi2a45fFdbrc1LcNUJav886z6cafVh92ciP0tZvLaO0a4myjJyPtxs23t1Wy79N2jlR3T/luhNpQ+sI8YkOI1bBm0RwK5iZTOCcJy7iTMauD3QdbWVE5m9zMJKqbjJ5NWbOHBvS9u+IQsrUzXqsopsLXTTSSgDYhzqOYo0tScqyuh1Pn+rzmGhabg/buIb/5FSP1NP2q42KnZGWP1/UiZGu9Gz6XG7ZeWzDF+lxEmlbFvTcU8YuXzsw4vpgk8K2kXXofFrZdX8iaxXN4atJQRIRvdteXluE7jm/AnapRcevqAg6d7vSeTzjXss9sZXDURl2rieJcHfVtA1y3eA5yeQzt3UPe5wXqHUcpbFFcCYg0OE4D3gcwGAz9giB0A0uBzwwGQ40gCL8BtgP/5/M9zS8mgjWTxEgljNns3kBjJviWevccavXy5CYcbj48cZElxRnI5TGcazf7WZIGQ2K8nLc+aeErN5VhHhnnwMkOLydtReUsdIlK3prMRATaqQaiz+zPxdQkKBmx2vxuAk0XzKxdmk2SWs7QqJ19R9qxO1xcu3A2HX2jfkF8KNH9YBgcHaeqPJP6tgFefN/A1lX5jFk9pc9Q77/fbEU9qZkbFbGPHLKYGPRZSaRqVGF9VoFBrFwm5Zu3z0cdFzslixsYDE83fjgZr1+/UcMDG4vJyUxiYMjKobNdngApQcHXbinHZnfw/mcXSIyXs7g4HdPQeMgNpQixwbWmxUiaRsUd1wu8eaCFhDg5W1bmkRAXS6dx1G9+9Zms/Pi5E/yvexdTMEcz7fWKIjhEibZ0bXxYGzIPBUzFu8cMUzdPkwHl/RtLeOHdcyErY75ZWTGAFceOU8p48s0aP0rQ4Og4mkQli4rSsE+4ePfTC2xdXYBt3IkbNyqF//jb1haSro3D5XZjsTnYf+IiG5ZkMzdDjVQiIVWjIk4pQ5Og5PFXz0471303/b7nWt1kZMOyHBLj5IxZHRw+28U1C2aRnKjkfM9w2Aoux+t6WXvVXFKSVQwMWfngxEVMQzaSE/yv03vH2tHPTqSlY8hLH4xS2KK4nBFpcDwEyH1+NwBlPr83AF/9U0/qrwHBmknAEwicaTSyYn5WxKVekau5aYWe8QkH991YzNDYOKMWxxRr0mComGzKeOKNGkxDNopzdV5O2u921fL3dy3ENGQLK7MQI5WQqYtHPyuRBUIq65ZkYxrxWLj2GMfYtlZgeP4sDpy6FIA/sLmUhLhYLDY7bx7w59hF2jhlsTm8i7Pd4aS62QjuGcqYzUa+tKWU3+2q9V7TvUfbWFKaHs1whIHMFDVbV+VT1zow42cVGMTaHS7++4VTqOQxfO+eRfzq9UtmNIHBcKi5EEn2cMQ6wesfNdAzYPHL3B0800mf2cL9G0uQ4kaljOUPe4/NWAJfUTmLbuMY9W0D9E1a6orle7GS8tBt8ykvSKW6qd9vk3imqZ/EeEU0QIgQDqcTtSqWf7jvKvYebQ+L67txud5LzwkGsTlZm6Tk+iXZ03Ju772xmBMNvd4mTXETJ1KC5DIp39o2n5rmAbqMYzz7doN3HtW1DvDgTaUehZXJ8cXejfbuYS72jlCWn8Kx2h42TPZF1B01kRQnp6IgFeOQlfau4RlpZr58eN+G0sHRceamJvDEmzU4XW52rBP45c5qtElK7l5fxM6Pmma8luI4x+p6aOoY5I61AqV6HWNWT0AsVmru21iMQh7DP/36yBTn1SiF7fLGpr/bFfZzd/90y5/xTP7yiFST6AhwtyAI4l2gGrhWEARRMLECGPu8Tu6LjMBmEhGitNSntT3csTa0/FWaj1SaL5wuN62dQxw41cnwmJ3XPmqeURoLmNSijfc2pYjc0CM13dS0GNlQlet1WSrR6zzBZhAESgq9OsnH65iU+WrtGGTH+nn89q1aHt95llofGaNfv17N02/Xk6qJRyWP8UoxleencK7dFLaIfXlBCnuPtHtl6tQqORUFOhLiPPsyX5knXwk687CN813DfpqeUV3a8JGujaM4V8ec9ARWVs4K+bzpglir3cmuTzwyft+4tZyyPB1KeYyfI2Mok5hINIs/OdVJhjY+qPzVqoVzaOsepq7dzC9eOcMP7l2MXBZ6qUvTqsANA0NWHthUglwm9W4MKwo886vPbOWxV89w2+oCtq31f70YiQTj4PRBThSXEOiG99SeOq5bPHdG85hwN09HqrvZvCK8hrzNK/RoEuSU56eQ6OO8B3DDslyeeaeBd4+d91OBgEtW5n1ma1AZNtPwOCNjE6xZPJdfv17Nb3fVcvf6eSwuSeeJN2s4Ut0dtqaySKcQtebBo5YhqgKlalRkZyZ639dz+xq4bvHcsMYWA+5+s5WX3jcwZnX46SL3m62M2SbYub8pJA9bpLD1mixhvWYUUfw1INLg+D+AcuCCIAha4EkgF/hMEITXgYeAvZ/vKX4xITaTBELMijW0DTDhcLKsPIuvb73kOlaq13H/pmK+tKWUd460Bc1oqeNiGbHYsdod9JmsITWDRaRqVGxeoafXNDat9a7ospQYHxu0YVAslR+p6fIz+ahtGeC5vQ0cqeniB/ddxcHTnRTMSZ6ijQyexfnxnWf55y8vxQ3eAGLr6gLStfEzBvlpWhUlOTo2Ls9FLpN6OrXfM5CmiaMwR8PD2xewLSAYEnVLtYlKuoxjfiYOUV3ayJCblcTqRXPJSokPafwxUxBb3zpAujaO1z9qBiTY7S6uKsnwPh7M0CBGKqEoWxu2zuywxc7qRXOmzFVRv3j/8QsU52oZGhnnV69X87d3VAYdJ1Wj4pZr8xmx2jEPj2OzO/nXBz1z99X9TTh9XMZMQzYa2k1YbA6/13tqTz3//cJJWjuj1tIzIZgb3plGI99/7NCMToyRbJ5Mw7bw3EJHbLT3jOByuynR67h+STaKWCk3XZNHpi5+RivzUGtmXatnzfzDvgbu21iMacjGr9+oQZOg9FLAItFUzkqJ96syVpVn8dy+c9x2XSGblut5anedd80Tx59uQyhi5QKPEY94nG/T38blemKkEqQSyYwZbpHCFkUUlwsiihoMBsNxPBzjVwwGg8lgMNQD9wDJwBpgJ/B3n/tZfgEhNpMEoq51gPmFKdy5voihUTtHqrvoNo6RnKBgbnoCEomEpguD/GHfOW5clhs0ABm1TFCen8JndZ7Mgki3WFae5WfvW6rXcf/GYqrKsjjR0BvyxuFbLhyzOpibnuCXyRMRDt/z8VfPkDc7eUpg6hsk95utXOgdYc3i2fSZLN6A5cX3zvHVm8tCBl1pGhV3XCfwxK4aWjqGeGBzKQ9vX8DQyDimYRsS4Pl9DbwQwp3vllX5yGQSTEO2qC7tn4B0bRzzC9P4/j2Lg25mZrqxb6jK5Te7ar2GIkdruymcq/EbS9zwZejivFm3sfHgRh/BcN3iuTy3r2HaufqbXbXcvaGIfrMVi83BXRsEv+/OjnUCVWVZ/ObNWlwuNw3tJp7b28DPXz7NkuIMuo1j1Aa4jJ1t6mduhnrKprDPbOVHT38WzZ5Ng+nc8JwuN0Oj01fIEuPDCyhL9DoOnOoM65w+OdVJUryC2pYBnnijhj2HWvnu3YswD9v45EzwMXyD9BkVNnx6N/rNVkatE8hl0pCmNsGQrFZQlq/zVhnTNB61jJ4BC6nJKl589xw9AxbiVTLkMinl+Sl0G8f4z4eWoZKHXvtE5aINPvcxMUstBsqROK9GrdWjuJwQcUrNYDCcNRgM3/D5/QWDwZBrMBiSDAbDHQaDwfz5nuIXF2IziS+cLjdpmnh2H2rFOu7gllX5fDoZHDR1DFLTYmR4zE5CnJyn99Rz5/oi7t5Q5HfTLsvXUZaf4ncjcLrcvHmghafequOOdQLbritEPysJl9vDj4tXhb5x+AYzew61Mic9kQXz/LM0kXQ42+wOuo1jfoHpfRuLqSi4RHU4fLaLHqOFh++o5Cs3lbG8IpM0TRxP7a7ju3ct9HvPZfkp3L2hiKvLsnh851ku9Ix4aRrP72vge/cs4lRjP4bz5ukD951nqSxM4/brClHKZSwrz4qK2P8JKJyr4aFbK9ixzieozNOxeuHskCXwYPNo0wo9RrOFW1cXeIMfp8vN83sbuPfGEo5OZt32HmkPi3oTI5WgkMeElRlE4nn+gVMdjIxOIJFIyMlIRD8riQs9w7R1ebryxaAAJvW2D7WwaYXeb6zdh1opz0+hZ8DiZ28uos9kpb41vEDiSkQoNzwR4oYpTRs8QK4U0sIKKCPNyvraKPeZrfx2Vy1V5VkzrqdymRRtkiKseShu1g+e7mTd1TkhqUXBsHrxHB5/9axXmWLTCj27D3oC5Y9OXOSh2ypQxEpRymXcuX4eTpebozXdPLWn3ptgCMwiiwour37Q6OeK53s9qpuMCHPDr+ZEKWxRXE74o4Q6BUHIADLwb87zwmAwzKz3dRkgXRvHP96/xC8bEiOV0GsawzRkI04p4zdv1rJxuafBbtNyPU6XizON/Sycl0Zd6wCPvnya+zYWk5ygIDFezohlgpfea+RLm0uDNi1dvzSHX7x02ttwl5WaSWqAxmwgAvVn933azsJ56X4Ng5GULH0lhWQxEqrKsrBPuLxUhyS1goXz0hDmaujoH+VobTepyUqEbDWZulmMjNnZub+R/DkavrS5lP3HL/DCu+eCUkz6zVaeeKOGBzaWcDBEJsf3uTa7g1c+aESbpORvbptPT98YuZnRRpE/FrPTEmi8YGL1otl0D1gwDlrZc6SdlfNnBW2gCpxHMVIJczPUnLtg5nzPCFVlWV4VgIrCVH6/u9bPaCQczeKq8swZ54KIY7U9FOfqMI/YSE6Qo5+V5FUvGBod96oXSKUSzndd0nvtM1lJ18b5qVP0m61oEhVkaONJ08RR3zYwZc6+d+wC+llJZEfnnB9CNTD7QqyQ3bexGHlsDIfOdHk+N7WCaxbOwuF0U1GQMqMK0KhlIny30AQFKckqYqQSJBK86ha1rcaQ66nV5uD6JdmoVTI+PNEx42vApTXT837kEelz95mtbF83D7fbjVQi8XMNHRwdp65lgG9vX+j3XQJ/+cN/uO8qnn6nHrUylhWVs1DKZTz+6pkpEnGBTX8SCWE3UkcpbFFcTohoJguCMFsQhKNAJ3ASjxmI779PJ/+/YpCblcSPvr6cH9yzmIqCFK5ZMIvqJuOUzueX3mvkeH0v43Ync9ITyEzx8G+dLjdP76knJVnFfCEVcJOZEs9n9T2sWTzH77V8s3Jiw91v3qxl03I9fWYLV5WkBz3HwCxFbcuAN1gXM3mRZluKcjXIZVIv3+65vQ3UtlyiOjz7TgO/ePk0ifEKyvJ09JqsHK3pZv+JDtq6R/juPYto6xykz2zh0NmuadUEPOoEdqz2mUt2vmXBx149Q9+QNVrq+xNgsU3wwfGLPPrKWV7d38RHJzs4Y+inyzgWlB4TOI9K9Dq6jRaqm42U5enY9UkLL7/fyG3XFRCvnFqpCIdfv3G5PiKTnYS4WLSJSjJ06pAc5feOnWdBUZofXeJIdRelev8M8ccnO5HJPM/53j2LpmTkBkfHaesejtIrAhCqgTkY2rqGUCtl3Lwqj+wMDxXtWE03B890TuGqB0Of2TJtQ6kvFghptHUPs+26Qr579yKO1XXz4nsG3jk8tYoRI5UwvzCVVYvmsOdwKyfO9TEYYYY6Wa1gcNQOwN4jbTy4pXTauS5md924+ehUBw3tJr+1MlmtIDNVzVMBgbEv+s1WHn/tLHetn4dEIuHJN2p4fl8Dd20oIkYqYXB0nMR4T7bYt+kvWa3g3Hlz2BnuKIUtissJkWaO/wdYBPweOAHYPvcz+itEujaOdG0cS0rTMQ/b+OcnP2VuRoKffJUYzCbEe2StOvpGuWOtwEuTskRuN+w60MLW1fmcqO9jxDJBR+8IaZOZAwielSvR62i8YOarN5chlUqCZiICsxROl5tRi4P9dRe9mbyRMTtDo+Ebl1hsDr59RyVPvV0/Ld/u97tr2bxCT5JaToxUQl3rgFdK6e/vXjTZtDUzPjnVSd6sJE7PYCTiqwXaZ7ailMcwbnchU0UX7UghckSDdam3dw+zzWf+igisYKjjYhkYspIwqceaqlFhGrJhG3dwuLp7yrjBrKcHR8fRJChZPj+LcbuT946dJzkCWcARywRbrtHzxBs10wYQL75n8DOSMY+Mc3VZJmd9lF3MIzbsEy46+kY5XN3FwzsW8sjzJ7wBi6iXrFEro9JuPgh0wwuEryZxTbORF99vnOTapmAddyBka/jDvnN+WvChHERvWZXPLF18WFnZoVE7Nc1GapqNfmYxvmumedjGxuV6NAkKJBIJz+31cN0ztPERyVOOWCZYUTmLY3U9VJVnkpKsYvehNr9qiiiLGWj4dLyul1K9jvPd/vrgFYUp2OyOsCThBoZsGM6bvI57YtNdS8cgJfoUGi8O+jX9iRr8RbnaGa9lulZF/pzkGa9DFFH8tSDS4Hg18KjBYLgimu4ihSwmhsR4OclqRUiaw6hlAm2ikpzMRJxOF1VlWajjZMhlMeiSVOw/3uEtG9a3DfC32yq9jUeiXmyguH179zCd/WP0D1rYvlYIqgO651Crny6n703GNGSjNC+FpaUZYRuX7NzfRGK8PCy+ncvlpqNvlIQ4uZ+w/C93nuX6JdkhZeV8MTg6TqI6KIvHD75lQYCPT3ZQWZhKvCp2mqOiCIbpOKJxShm7PmlhWXkW2kQlx+t7MY949sorK2d559GYdYJR6wQVkzfae28spumimeaOoZCVCl/r6VK9jntuLObg6Q6efMOj6RojlbBtbSG1Yc7VA6c6GBodj4gb6nS5PU6P+DfeJasVDI7YyM5Us/ugjaf21LJlpZ7XP27xvt6hs13EKWWU5GmjmbRJ+LrhBWJaV8TJjXRRjsa7ngbbPIkBZbo2nsFRGy9/2MStqwvY+WFwp7tgromBpht7DrXy8B2VyOUx/HZXLQNDNratLfSOV9c6wLa1hWGvmR+euEimLp5xu5M+k4VZqWrMwzZ2NRu9NuuiLn2g4dPg6DiVhWnEyqReOk+qRkW8Us7h6q6wPgOR7yzylcX5LgbYX7u5jB8/e8J7fcasDnRJStQqGZtX6L0yoYFI16r4p/uXRDeDUVxWiDQ4dgDn/hwncrlAIY9l9aI5PL7zbNCFs/mime/evZhfvnaWqrIsjtR0kZUSj9PpJlEtn+Ic1tI1yN/tWEhzh5neAQsjlomg4vbPvl3Pl28qZWDYGjQTsbQsg1HrBFXlWZ6gusnIhycv8vWt5bR1DnPa0IfN7gzbuGRejjZ8F6b6XpLiFdS0GKfYosar/F3tQsG3HDkdfB0HwXNT6TZaSNNGG/MiwUwcUavNwXWL52Idd3C8oZeUZCXzcjUIc5KJU8lZUZmF0+kmTROHNlHBwNA42iQlz7xdz9duLqPhvGnGrJvT5SYnK4nfvOmf8Y2Er+lyw3d2LOD3u0NbR/uiusnIrasLaGg3sagojZPn+v0ehEbptwAAIABJREFULy9I4cOTHdx5/Ty+dnMZxmEb+bOSuPlaOFrTzZjVQWKcZ9PY0TdKTpR77IXYwBy44QpHJeepPfVsWZnntWYWN09iQDlmnUClkPG8j4JJXcuAN4iuaTZiHgmelQ18Ld8Gtfi4WH75WjX9Zivl+Sl+a16k8/ArN5XxH78/ht3haVoznDf79YJMZ/SUrFZgHrWRoYvjOzsqqWkxUarX8lldT0R0uOSABEN1k5FbVufz+kfNDI6MI2Rr6TGNsX2tgN3hZPXiuRgHbeyeVNxIVMs529iPadiGLknJDVfnkhd1yIviMkSk7PnX8dhDRzEN8ucmo01SBtVy/fb2BfzqdY9l6CU5q3gGR8e92WZfUfnmi0M89uoZjtX1op+dyM3XBrd9tjtcKGJlOF1wpKaLl99vRCKReOXjTjT0cdrQz5sHWryPrV+Sza9eq+aFd88hkXgakrZfH9q4RMy27DnU+id1hPtmaI7UdPt1/ocy+Lh24WxOnZteND/QcRBAk6DkxLneKO84QkzHEY2RSlgwL409h1p58T0DNc1GPjrZwRsfNVPTYqKhzcTg8DgXekZo7hhEESsjTunJPmmTlBw820X/oG1GLuN0CirhcJO/sbWcrJR4dn/SGtFcHbVO4HS5iVfJyc1K9M7BVI2KedlatqzMo6VriHMXzNS3megyjlGi1/Gd7QvY/9l5ygtSGBiy8coHjVHusQ/EBmZfhZ9wVXJ6BiwkqeV+n7ev0VFOVtKUzKYYRL/8fiM3VOWytDQTiUTCy+83suuTlpAbcrFvYdMKPa2dw94xg6154c3DCuamqfmvZ457A2MIbYYTDNcsmI3D4SJOEcu582bq2wbYe/Q88wtTZzRPEaFJVDI8OuH3N899x87wmB2ny83N1+Zx66oCDpzuZMRi59UPGolTenJon9Z2cVVROv/2laU88q2V/OuDS6mqyIoGxlFclpg2cywIwu0BfzoBbBcE4QDwGtAHTNFuMRgMr3xuZ/hXiNzMJP7+zoX87MVTbPLJimxaoWdozO7lcIr8yi9tLqWz39McdMf1hSwpyfALgGUxEhbOS6ffbGPC4Q55I3n81TN8/55FJKvzee2jZr9MhFiKFjMv9W0DlOXrvGOJzz1a2x2yZOmbbYnUDtqX6gCXMjRDo+MUZWtpaB/wo4qIqhe3X1eIG8hKjef+jSUcb+j1ysj53tzSJiWOnt7jnyGsFFJxud1R3nGEmI4junH51BLrtKXxFo/98tZVBSwrz5rUY43BNDw+bdZtOgWVkNzkRCUrKrKYlRbPfz51nFGbg/L8lPDnaoKCCz0jftz4e28s5t1P2/n61nJaOob4rL6XodFxkhMULCvPotdkYe/Rdm66Jo+/u3MhMTEScjMT+b/Pn2RZ+axo8OADsYG5+eIge4+2oUtSUh1mBWrf0fPsuN5DG/Plwc8UYDtdbg5Xd9LePRLWHBgcHScnI5G5GWr2H7+kRhFszQs1D5PVCtYtzSZGKqG1y8xz7xiCnpfFNnPmOU2rQpuo4PWPW7wKK8vKs7DYHPz69Rq2rRXCst6eX5DKqNW/+pasVtB4YZDy/BSQwMenLqJJUHG2qR+n00Vxro7qJiP/9uDVZKTEe+dydC2N4nLHTLSKlwA3BBDvYMXkv2BwA1d0cAxQnKvjH+6/ipaOQTav0ONwukhNVrHv0/N+z3O63PzurVoPh7JlgDRNvF9p0DfoyNTFT0s/sDtc/PjZE3zz9vl87eYyOvpGOV7f612sZ6epvQtxqMDDt2R56+oCRq0TXOgZmcKBi5Rv50t1EFHdZKSiIIUVFbPInZXIax81Twms6loHSNOqmJetYdfBVszDNpITFNxzQxF2h4valgFK9FqUchknGvr8zjFVoyI2RooLNwq5FIfTybjdhUIujXJBZ0AojmioQCQcM4SdHzVx/8Zi9h09z4r5Wew72u63eQxEZkr8tPPLd66urJzFlmvyqGk2cri6G6fTRe6sZC+VJ9y5ek3lbH7zZo33936zlb1H2vj61gp+8fKZkIH/phV63jzQwrULPQozyWo5d99QxL5P21lSmh6db1PgJjsjgayUBBovtIZ1hGnYhsPp5hu3lNPaNcypSbWIysLUGfsWhsci28xrk5R0Gy1+meJQ8ygYzWPN4jk8u7eBdUtyOG2Yem6+fSN3BGlsFZE26eD4f54+7l3bxHUxVaPirg1FmIZtYVE7hsfsfpx6uMSR37oqn36zhb2H29m2ttCrYjE3PYELvSPkz0mO9m1EcUVhpuB41V/kLC5T5GYmkZuZxLh9gl6ThdpWU1AJKpG7lqGLm2IB7Rt0FMxJnsJJDoTd4eK/XzhFTlYim5bncNO1eiRIcDhd/PQPp7j7hiJ2H2z1NveFgnPSMczpcgcNKqbj24kqGuo4D5/YYnMEDeoHR8cpy0+lZ2CM1z9uDh1YmTwGH1VlWexqNvrpd969oYi2riE+Od3pVakAz83g1tUF1DQZGbbYyctK4pX9jZiGx9EmKrihSk9+lCs3LYJxRINtqsItjYs8XIlEwtlGI7dfV8grHzRSVZZFSrKSY7U9fpUKtUpOR9/ojAGN2H1/4FQHZfkpmIZstPcMo89MYvNKj1JKhjaODF0cPQOhaQ5pGhWmYRt3bSjy46NeVZLJY6+emTbwf+tgK1VlWUglIJHgDZRL9Loo99gHbV1DfrrwEWX11QpiYmB4bJzTjf1e2phKETujtF+km/mO3hFkMqnfuc3EMRZpHqkaFdmZicwvSKO+zTjl3AKrLHKZlPs2lhCvktF8cZCzzUaS4hVUlWcyNGbnN2/WhtSA332olWXlWV66WzDVilSNis2TVbWiHK1X01ikoSXGyXE4XSjksX66x263mxHLRFS/OIorEtMGxwaD4cBf6kQuZyjkseiS4rBP9Ie8Eew51Mp3dlSy9+ilzHJg0BEJlUGtjOXjk13UtHg6of/xgatISlBw8lwfG5frUcfJGJ5Bum2mG0qgrFKgisaFnhGSExTMSUtgy8o89hxqnaLROWF30GOyBJUL80WgkoD4t+f2NnD/xmJaOodQyGMo1eu8FJDD1V24XR75rWHLBHWtnmC/o2+U6uYB0rUq/vH+JeRmRQOXYAhmchNsUxWpgYxEIuFQdRdHa7v51rZKjINW+s0WcrISMQ3ZvN36QMTVCcMFMzet1LOichaDo+McPN3pDbhvX1NI/6CVVz5onBJspGpU3L+plEeeP4E2SelVLBC/g+FIZcWrZNS2DHBVSTrXzJ9NmkbJmHWCnfubuPuG4it+IxbMPtp3jfHdVI9aJrzUKfHv667OxnDeTEmOlkXz0nhqkkJVnj/zuhhu81yGLo50bTwpSUo+PtU5xXQkHCk5UQVj29pCJJI4Bkf811kx4WEetrFlZR5xShmHq7s8VB21grVXzUUuiyEpPpYn3qiZ8hq+6DdbiVPKeH6vR7c4ViblSHWXX/Oh71QXs8G+5/m1reU4XS7ksRK/5+RkJfLy+418965F0cpHFFccInbIEwQhGXgYuBHIwaNg0QK8AfyPwWAIr/PlCoNCLqV/0MJVxelTbvZiUOlwuP2yDIFBRyTZj2UVWYxa7bjdbioKU3nyjRq2Xy9gOG/mvWPn6TNZuHP9vGnlsMQbiq/WcuDjz7xdz23XFaJNVCCLkfLie4agpWdfhQoxMLl24Ww6+0c5G0TeKRh8nZxE9Jut9Jut3Hh1Dla7g9bOYXbub8LucPHA5mJONvRRVZZFR9+wt/Qtotdk5UdPHeNHX19+xQcuoRDIEVXKY6ZoDM9UhfDF4Og4V5dmTjrWKZBI3MzL0fDBZ+cpzUthzyF/hYxw1QDERsyhkXHmZiTy6CtBKBCtHgrEPz1wFW983IJp2IYmQUmlkMqsNDU/ff6kNwutS1Iil0kjUmWpbvJk4wZH7HxW30NFQQqleSloE5W0Xhy84udYMGlAp8uN1ebkjusLkSDx6zfYtraQdG08vaYxzjYZefFdA8kJCnIyEpibkeCdF+Gui3sOtfLDLy3h8Z1ng86nDF0c39hawWM7zzAw6JFtC5x/ITnGCQrK8/37MqqbjJTm6VgwL827zoqbLdOQLWiQ7Stf99WbypDLpH5NfMFQ3WREyNby3rHz5GQkAhJKcnWU5et49OUz2B0ur3lOS8cgi4rTSNXE8czb9eiSlSTHy/mvZ09wz40eU5BktQKpVMKY1UFKsjKqXxzFFYlIHfJygGrgh3gC64/xOOIlAj8BTgqCoP18T/HyQUqyilSNaoqChegyt//ERZLUlzqPA7ujnS436dr4GR2iUjUqdElKznePkDc7CaU8hp4BC79+rZplFZkkJyhwutzEymJYtzTbTxUiEMfquvmb2+eTpg3+mtokJXEKGT3GsSmBsS98FSrEc7SOO3A4iUhJQHRy8sXx+l7SNCpe/7iFls4hbltTwPfuWkicIhaH082Rmi6qmwfI1MVz0zV5fu+112Sl+eJgWK9/pSJdG8eyiiz+9cGlrF44h8XF/k6MYkUjHCSrFdgmnMxNT0CToMDpcvHyB40U5+qCup+FowYglpQBHrpt/pTA2Bd9Ziu/fK2aW1cXsGrRbErztKQmq/jJsyf8gpDj9b189ZYyVlRkRTQ/U5JUaBOVLCvPorVzmOfeaeCdI+cZttrpGZi54nO5IpQ0YIxUgjZJwYfHL05xLnzhXQPP72tAKZdxrt3k3Wg/+spZGi8OsnVVvtdlNBznPG2SkrNN/dy/sZgd6wRK9Tpmp6kp1evYsU5gx7p5vP/ZefJnJ1Oi12GxOThW1z1l/vmqYCQnKPjqzeXEBFHBGBwdx+V2I4uReo8XEx7hyNc98WYNd28omvHa+rrvDY3ZqWkx8u6x8zzzTgMbqnK948WrZKxaNJuDp7voH7RQVZ7JbWsKOHCq02s0Upyro1JIQ8jW8Fl9d1S/OIorFpFmjn8KJAGrDQbDx74PCIKwFo/U238BXwlnMEEQ5MA/A3cDKcAx4O8NBsOpaY6pAn4EVAIW4APguwaDodfnOTVAacChAwaDITzdnD8Dxu0uxu0uLvaNsnVVvrf5zHeRNE2KzIsZkEAaRYxUQp95bNomJjFY6BkY40Kvh9ZwrK7Hk51enotKLuOWVfk05Q16S3miKoRoziEu7mkaFTcuy6Wjf5iv3VJO88XBoAoWz+9t4NY1BWGbLGTo4rihKhelIoZT5/oi4hxeXZbJp7U9UwTyxx0uLvSMECOVsKQkY4pz33QZ7L1H21hSGtx6O4pLkMXEkJGipq7N5JdN+2OaM7VJSr6xtZzO/lEWCKlkZyTy2M6zU+a2b6YuMV7OmcZ+T9Y5iIKKXCbFZneENQ/buoc4cKqThDg5SWolm1bo2X3w0tw3j9hwOt2o42LRJIQ/P4UcDb/dVevHbfZtLP2nK5TGE0oaMJjyiS8CjTlEvLa/ib+5fT7XLZ6LRAK1rQNhm35sXK7nWF03qclxzE1PwGJzYBt3YLE5MA2Pe9fEOIWM+zeV8Ozb9UG14yuFNGanq/n3330aNLubrFZgaDdTmq/zzmt1XCwdfaNhc/SRMKMOvKgGFNj47EtFk0hAKZchlUiZcLjon6S8Wawe98Gjtd0Mjo5TkqtjdrqaCz2eNT/nCpyrUUQBf5xD3iOBgTGAwWB4XxCEnwNfJczgGPgZnsD4+0Az8LfAR4IglBsMhvOBTxYEoQjYD7yPR29ZA/w78K4gCIsNBsPEZMA9D/gB4MuZnggc7y8JhVxKXauRhfPSkUokXLd4LlIpyGUxfoGAbxkvMOgo0es402jkXLtpRrm1ohwtmgQl8cpYbOMO/uXLS+k2jnGxd5SX3jf40SR8u5+/cnMZh892UVGQSkqyikdfPs0Dm0p4/aNmGtpMQV2cAsXxp0NNs5HNK/J466CnYSk7M5E4pSzswOr5feem3Cg1CQq6B0aJkUrCysgE3mwHhmyM26cvXUbhQbo2jqvLMklSy70bvEjMEJRyGV+5uQxtopI3Pm7hXLuJf/9aFbsPtZIYL+eZt+u5b2MxLpfbT2lFm6RAKpEglRDSRWx9VQ4HT3eG9T6O14U2pnG63GgSlFzoHaG62ciaRXOoCUMqa8G8NFo7h0I2/fVdwTSeYNKAcpkUbZIiIudCiQRuXOZZ+5o6BqnITyFOKaOjd5SaJiObl+ux2h3TylD68obr20LTG8R58cCmUjr6hqlpFt36tMzNVNPSMcxPnj0RMnC9duFsnnyjhpysJPbXXaSqLIvsTDW6RGXY6+Wx2p4pVLJAiO57Y9akKefioXaksHBeWkiZRXHun2joZe3Subz4biNnGvsozdNRnp8S5RtHcUUi0uDYDkxXYzQDYX2TBEFIAh4EfmAwGH41+bdDwACegPk/ghz2TaAb2GowGCYmj2kCPgPWAu8AxXje1y6DwfCFcfOTxcSwbkkOj/zhJJtW6FkgpGIeGef9zy74PS+w4cM36BC5ncGkg3yDBVmMhMrCVBLVCjr6h7n3xmIefeWM15FvusBx54dN3LqqALvDyaMvn/Y2xAyOjId0cYqEc2oeGed89zA3VOV6m1bC0foUeaU9A5YpjXlV5Vl8dKKTUr0u7IyM7xjRbuzIkJuVRJwyllmpalq7hjhe18vpxj62T0pSBeOnp2lUPHhTGTUtRvYdaWdRcTqmYRul+Slc6BnhSHU399xYRG3LAA2TJfSkeIV3bv9h7zluXVPA2Wkku5LUcgYjoED4qpsEbprK8nXe79NMeszi+5uXreGHTxyd9nWNgzY6+0ZQq2KvKElBX2lAscciO0PNhyc6Zj6YySBPr2NRcTpjtgncbmjpGPJWnsrzU7DYHDw9aQddnKujqjwTi80xZRMlViM2rdBTmqfjiTdqpl0Tf7+7lmXlWbjdMG53YhyyMmqxs/fTKfkbL1I1KgaGbDywuYTfv1XHXRuK2H2olb1HxvnbOyo53dgf8lhfBM7TYK/jcuNdT4Mdv3FZLq9NowYkzv2v3lTGz144xT03FnOmsc+bNIhqGkdxJSLS4PhJ4DuCILxpMBj8hGsFQUgHHgKeCHOsMWAJ0O7ztwk8OsmhCIx1QL0YGE9CVFfPnfy/HLACTWGex18MuVmJaJOUvHmghXcOt/GD+xZNkfkJbPio8ykXBtIsggWrMVKJN7juM1n5zo4FPPrKGUxDtrADR5fbzXPvNHhvKE6Xe0oTli8iUdHQJCopz9fx3y+e9jatxMRI2X69EJKz7FsSBf/GvDSNil6TBdOwjaryzIiap8QxNlyde8UEKZ8X0rVxpGvjSIwdY1F+HrEKNX941+BnTy42Kq2YP4tMXTy/fO2sN6s6apkgWe2Rq/r4RAdOlxvz8DhpGhWjlgkS4uRT5vZM2emhUfu089QX0xnTZOji/JwWZ1IoSNOq+NrN5by8vylkFtFXyeXV/U0Mjl55koL5czRkpcSx/upcz7UcTI5oM7NlZR5Ol4v9xy+GzPKK2f+aFiP1bZ7KW7DPxOly0949jCYxvMx1nFJGfZtHPaNUr2P91dmcMPTNuF5pk5R8e3sl+46e5/ol2chlUnC7w18vE5RIQ/SDpGpUPLillPo2E68GUWAB0CYqGZ9whvUe+wet9AxY6Ddb2LxST2vnUDRpEMUVi0iD42E8meMaQRDeAs7hySbrga2T42kFQfilzzFug8HwUOBABoPBAZwGEARBikf54l/xBMfPB3txg8HwyyB/3jT5v5glLgdMwMuCIFw/Od6rwMMGgyG89GYAGhoa/pjDpkChVPkFgbsOtJIchM/omxn+0uZS2juH2Lxcj23CgVwWMy0FwZfD58vBjIT6cPhsF0K21hucWO0TrKicFVLZIjKThVk89upZv6aVuekJnDrXx/VLsnG73dOWRH2PSZssef73CyeZl6MlTRPHWOYEMVLJFAe9QHjH0KrQqV00NDRgtXpuIDN93kVFMzfJ/CXwec3LPwXiNVOpVKxfksXPXqllYNDmV9H43a5adqwTWLN4rt/nu2bxHGIkEm+AtPtgKz/80lJ+/fpZVi+aM2U+zRSknmzo5aZr86dVYBExnTHNXevn8bMXT3v/FrhhrWkewDxiQ5OopKosk+ExO/LYGEYs9injwfTugdXNHi7yw7eXEuMYmvG8p8Nfw7z8220VPPKCp2EyUxcfUb+BLlnJr16rDpsyNRPdR8jW8Fnd9Jb0Inw30+UFKTz68hk2VOVOzgejn3Sa73rlq+3d1jmELEZKWpKS1Ytmh7VeluV7GgN3rBP8NpyrFs7GYnXwyPMnp1WzuHbhLD+Xv+lwpLqb8nwdn9b0sHF5LhUFOpoap35H/hj8NczNcBHufeJKQzjX44t27aabl5EGxz/2+XlriOcE8o3deDLK0+GHeAJjgH82GAxTvTaDQBCEOcAjeGytP5z8czmQAZwFfgHMB/43nszymnDG/XNh3GZFJlF4mztqWwZYIKSFtP4U3fPEgGBgyMbDOxaQplUF1QUO1EVeX5XDJ6c8HMzEeDnyWClJ6kw/DdFg8C3lpWpU5M/SoFTIphW/D5dzarU5yJ+j8eovVxamolLEYptwUN1spL51IChVxBfJagXXLpxFmjaOp9+u4+EdC7HY7Hx0ooPBaRoMA8eIiZHw8O2luO1/WlASxSWsWeRpkKpuMnoaQtUKvnxTKTFSCR+d7PDy1menqkmOV+Byu/yyvc0dJu7fVILL6Z4yn8Qg9cGbSrHYHF6HNN+gRBEbE5H0WyAGR8c5WtM95THfDeuGqhx2rBOoae7ns7oeCudoaOkY5Ju3lvODxw5PCVZmdA80WfnZK7V8945i3PY/av/+V4Me4+gf1ch5VWk6F3tHwsqAZujivBJoew61ct/G4uBNf67IlHJyMhJZMT8LjVrBvBwtew61Thps5FHbYgy5XlU3GcnJSiQxXs6Y1cEjL55m0wp9WPNUIpHQ0jnEtQtmsf7qbM6dNwMQJ5fx0vuN0wbGqRoVToc77PdoHvHwr893D3PoTBeNHebPZdMWRRR/jYgoODYYDH+uGssbeGThVgH/LAiC3GAw/HC6AyYD4/145OjuMBgM4or0fUBhMBg+nfz9oCAIfcBLgiCsMBgMByM9uc9z16s1WfjDe4cwDtoozdORnZEYMtgFz01575E27lxfhMU2QeN5k8du9L2p3M4Svc7PRjVJLWfEYmfLyjy0iQpvg9NMwaNYck7VeDLdzZ1mDp7p4tt3VPLzl04HXdCP1XXz1ZvLQvL3xFLj+8cvMDdd7RW/r2nxOEglqRVcUzkLfVZSyIBWxOKSdJ55u4FFRRn0DFj4/e5aqsqyvBnDYGXWwPFWL55DeX7qZDk7C7i0m/2iZDlmwhfhPMVrpk3P5h9/dYhek3UKF/7p3XV8fWsFaxbNobZlwFuRkEolrF4wm2sXzqa2dYASvY7TBiMvvtvI5pV6Hrq1YoomrdPl5kh1t8fTftIhzTcokcukfO+eRTPOw2D8TPDM/eGx0L27TpebmmYjC+eloU1SMeEc4HBNl1fK7nt3L6K2dcCrfBGue2CfycrAqJRlFf//P9M/FaHmpcPp5PknL3GyI9lUp2vieOvgVCm4YDh8totvbZvP/7xyhvVX52Idd7BpuR6H0+XdUGkSlczJUKNpnzlzLYuRcP2SbCQSOFbXw66DrSSpFexYN4/Z6R597OmC1MHRcVQKmV/gvPvgzGYid28oIksXz8XeYX65s9pvDdt7pJ0Hbyrl9Y+bg947UjUqtq8VSE6QB61OBkOyWsFbn7TSax5j+1qBo7Xd/PyV2suqgfTzWDO/mPeJzyfD/6cgnOvxxbx2wRGxCcifAwaDoXryxwOCICQA3xUE4X8HcIu9EAShFNgLxAJrDQaDV7rAYDCcDnLIvsn/K4CIg+PPE6Lr2H898xkL56Xzm1013LE2NN82TaPi/k0l/H53HdcvncuYdQKLbYKq8izStXFeNyRNgoI1i+fw6v5LVOvhMU9g/OL7U405pgseFxenY3c40VuSePzVsxTlaplfkIrVNsFDWyswDln5+GTHlKzdT5494S01+lIjVlTOots45lXRWFqayTPvNER0TiJSNSpMQ+N09o9xzQJPU53IFZ1fmEqcUubNjIeSgUrTqnwC4yg+D/gaPPhy4UUO/LN7G9gckC0bHrPTbbZ49b99G07f+LiFtw+1eXReJfhZS5fl60iMV/Cr16qnnIfd4eInz57godvmY7M7vA55mgQFZflTKTqBCEW3EBEjlbBlZR6/er3aLyjxnb9bV+Vz38Zint5TT4leR03LAOX5KVOc3wIhSgpervz3YHJu4TrOtXYNR5TlrWke4B/uv4pfvVbt5bmLm7bNK/I8ts6jNtYuyZ5WiUSkxARaM/t+3oF244FIVis4124O2hQ4nerQL146jTZJSVVZVtBKxm/erOW26wpJipdz+GyXd55XlWcxJz2BCYeTnz5/kptXFYSsTvpCnPtOl5sX3zN4TZOaowY2UVyBmDY4DuAOh4ugHOMgY2cAG4CdAVzg03ga8nRAT5DjluAJdofw6C03+TwmA+4CzgYEyaKCe3ik2z8zcrOS+MG9V/EfTx2jz2Tl169V8+3tlR4Oos8iuawii+ExOw3tJr6xtYJz7QP0mqyo4xQcqenCNGSjVK/j6rJM8mYlcbSm269EHSOR8NL74RlziMFjqkaFVCLhpfcuKV9UFKSiVsXy5ietDI54si5bVupJSVbx2kfNfhmRQBUNqVRCt3HM60y3rCKL5/edi1jXVDy3UI15Nc1GsjMTOdPYPyUznpKsZH5hKjXNRrRJSh66dX50sf8coVCqeOfj4Fk9X0pB08VBHrypjN/uqqHP5JEqvO6qObz4noGv3lzGgVMdfhxUu8PF73bXTclEv/ReI/fdWByy4mJ3uPjZi6eYnRrPneuL6DKOkqGN47l950LKrIFnIyrSLUJZGW9cruelDwwhKz39ZiuvfdTMmsVz2bwij3QklPTJAAAgAElEQVSdCovNwclzfV7nt1BVm8tdHSCYnNt0QeJVJRnkZCYwMGzDOGSNKAPaZRyjvWuY1YvmMGa9dK3FRr17byxGk6DEapsI6QAKM1NipluvRKyonMWTQWygA1WHbltTwIfHL/qtp4HKOoHHv/SegTvXC975un5pNvXtJn77Vi1qVSz3bSrxbj4joRr1ma2ka+OIkUou+03bFxWb/m7X/+9TuKIxU+b4a3/EmOFwjAGSgd9P/vyUz9+vB/om//lBEIRcPBnjHmCNwWDo8n3cYDA4BEH4N+AMsMXnoa14lDCm11n6C6Krf9R7g7U7XBjOD/oJ049YJnhqt0cC6KOTF4lTyrDanVyzcDa/fq3am20522zkbLOHv3vfxmKyM13Utg4QI5WgVMhCLvoifBdfbZKSTcv1PD2ZBZmukaim2UiGLo6v3lSG4YJ5Sum7psU4JZhN06rQJimmDVDEc8pKjac8PwXTsMfwYe2SuYzbnRyp6fY+z5cbbR4ZZ2VlIhd7R4hXxVLXOkCf2cK9NxZzvL6XuRkJLK/IQh4bwxsfNzMnLWFGR60owoPLLQlq8OBLKYiRSphfmMrv36pl03I9LpebU+f6SE5QolbF8pNnT/DN2+czPuGcwkENpspidzj4+i0V/PK14FbAqRoVd24o5pm36+gZsPipuIR6/kO3zufJN6u9lB9fK+PbryvEOu4gMV4eMjAW0W+2IpVAqV7Lr9+sCVkhEbPLYkByuUsK+sq5+SKYNOXVZRnUNPdzoqEXmUzKDUvnos9KoqHNFHTT4gsxA+p2u5FIJPSYxvyqUU6Xm+f3NnD/phKe2l3Hvzy4NChdLEYqITFeHrE0pC9EbW9tkjLkOE6Xmx7TGK2dw0GlCn2TAMFwttFIcoKCWalqWroGOVHfQ5YunhHLBL96rdpjRR0G5S2QanSkuotSve6y37RFEUUwTBsc/zEcY0EQguvOTB37nCAIrwE/nTTuaAVuwaNx/IDBYHAJgpAHpPrwh3+Ox6r6IWCuIAhzfYY8bzAYuvG45z0hCMIvgN3AYjwufI8GMxb5/4FgVqq+5cWalksLmNiAdOhsF7UtA3xnxwK0SUpvtiUlWektOR+v7+XW1fmkaVVkaOMjkjX75m3ltHeP+pUHZ8qa9AxYeOLNGu5aX0SvaczbxR+saztVo+Lu9UVYbI4ZHZ8ADp7upGB2Ejcsy0Uuk3KmsY8zTUYS4+Xcc0MR5pFxWjuHGLFMeDmBNrsn83Ghx9MIduOyXOSxMVQUptBycYg9h9pI1ai4dXUBXf2j0eD4c4JU4p6SEQQozbvEgd+4XO+lDj29p57t6wq5ZuFsfrnTo0xR2zLAf79wiluuzQsryxWnlPPGgeagzmXi3PvZCye9+rL9ZmvQDKUmQcnKyiw6+8f4v88d5/v3Lp5iPy0GtCvmZ9HSEZ7VuBhYT5txPNjKt7ZVevXErwRJwfw5GtK1Ki8FxxfiJihNq2LF/CyWVcympXOIk+f6+LS+l8XFGexYN49ThtBZeN8MqLh5rmmZmt2dl6PlcHUXdoeLU4ZevnvnQi70jvjRxVYvnh2RDnNgACsGnY+/esZvHgZiJh78TFrHg6PjrKyczesfN7G0NJPTjf7rfs+Ahd/uquWu9UWMTzj45FTntGpAIswj41xdlknjBfNlvWmLIopgiJhzLAjCajzZXTWeZjjfsRKA5cCcMIe7B/gX4H8BmUA9cJvBYNg5+fgPgXsBiSAIscANeExGXggy1nfxuPc9KQiCHfgOHuWMHjwuev8V7nv8cyMY9y5UeVGXpCQnM4k9hzzB9GOvnPE2HO36pIX5hankZCViGrIxYpngP37/GffcUExH/0hYPDPwLK4nGvo4XH0pKxtuI1HPgIVe0xg79zdRlKNl84o8ZDL4+GQnpmEbRTlaygtSmJ2m5ucvniYpQTFtCdL3nIrzUnjzQIvXznVZeRYWm4Nn32lAl6Tkm7fN5yfPHg/JCaydzNB945ZyFLEyjtX1eI1O7lo3D4fTedkHI38JjNusQTOCKypm8eZkRtB3LjldbuakJ/LbXbVTjG52fTIzB/VrN5fR0TuKacjm0cmezDhmZySwsCiNx1+91LwU+J06ea4XbaKSzStziVPEMuF08Z9PH8fucLFlZd6UwNgXTpcb80iYvNeRcRLj5NM+p89sxTho5b6Nxew90kb+nOSwxv5rhthz8aOnjgUNkNMnLbYt4w4e+cNJb9Vh3ZJs73wREdin8M6RNh7cUsqPnz0B+GtZB2Z3kxPknO8eYcvKPBQyGc+/e47KwlS/Js9T5/qm6NCHwuDoOFeXZnqTA9csnE1n36VkwzNv10/hB88UnIoIpskd+Hh1c39IIxDwrNPGQSsqRYzf/SKYuobvuFIkV8SmLYooAhFRcCwIwn3A7wAxO+z2+Rk8GshvhzuewWCw4FGX+H6Ix+8D7pv8eQJPA1444z4NPB3uefylEYx7B8HLi1eVZPD24VYvF1NsOPrm7fOxTzj55HQn2kSlN3gGeGpPHV/eUkpH32jYHL3ADv0SvS6izLOQrfWjePhyRD88cZElJZk4XW4ydfEU67V09g1zutE47cL81iet3hJ7sIa9/3n1TNBMny/6zVZ++Xo1axbP9R7Xb7ZiGhnHNu5EInFdUU5lfy4EZgTlMimZqR4dW22AXW6MVEK/yeL9zAKbskJleFctms3AkI0fP3uC79650Pud8KVdpCTH+ZWwg32npFIJgyN2xmwOHnvl7BRViVB840jMbmYKaEScNvSRnKDgO9sXXjE8+NysJH709eU0Xxxk79E2BoZs6JKU3HB1LnmTG4T/eOqY9zPcuFzPc/sapv2O7znUyp3ri/jNrlo2VOWy65OWKc2VYna3vm2ANYvmMjBk8zYrl+encKKhz4/SU56fEtHnbZtweueXWinzKpYAaJOUxClkPLW7DiFbS1V5JpWFqbx9uJ3hseD62N7z8HkfcpmU9VU5JKnlDI3a2XeknWsXzqazf3TaABvgTFM/eVlJJMbL/e4XobC4OJ3WziHWLs2e8blRRHG5IdJaycNAMyAAlXgC47l4sr7/iSd4/dXneYKXI0TuXSiIN/tjdT2MTzg5Ut1NRUGK93G7w8UHn13gwOlO3G6IU8r8KAJOl5vf7qrlquKMsM5nWUUWqxbNpjRPx+w0NaV6HWsWz4moOzwrJX7K+R+p6abHNMaNy3KRSOD26zxuVc+904BtwsXXt1Zwy7V5xARxgCovSKG+bWrm27cBxjRko8s4FhYnUCqBd460sXG5HoBT5/p48b1z/P2jn/AvTx7l8NkuJPLQpcsopoeYEUzXeubh3RuK+J9XzlBR4FFp8J1LJXodn9Ze6rUVM2tVZVnsWCdQlKPl5LlealsGWLd0LjvWzUMWA8pYKWca+7E7XLx9tJ2rStKnnMeeQ61sWq6fQpkR52RTxyArK2fhxqOIIQYTJXodtS0DbFmZ552nonLG7dcVsmVlHufaTX7fw+mwYF5a0PkbiMHRcVwuN9UtRtq6rhw92XRtHMsqsvjXB5fyyLdW8q8PLqWqwqPA46t8ErYUntlKr2nMz+XQYnNQovfYSJfnpzBssZMQF8vG5XoGhm1+zcqBcxQ8Oszhft7lBSm8c7iNpo5BCudq2Hv0PCsrZ1Gq1/HlzSVUlWXxzNv1uNxu9LOSUMpl/OFdA+3dw35zLHAtFGkisTIJD29fwAObS2ntGOKjEx20dgzxpS2lpGniePtQ24xUNfOwjYT4WG+lZjqkalSkaeKoFFLRJYUyrI0iissXkdIqCvCYdDQBCIIwCqw0GAwvAP84KbH2D3j0h6OYBtNx70RUlWdy8ExnUD1QUfaqo2/U233tW4p2utzIY6Vh8Td7TRbUcTJuW51PTYsJw3kzH564GIHFqYJKIZV0XdwUYwaLzQHA4equKSXR2haPO9j9G0t4ak+dd3GfzqQBLpVIy/JTOHi6c8bzA0/WKPX/sXfm8VGV1/9/TybJzGTPTBYStiQkPARCWARRNpVVEcQFF6xLbbWb39ra1i5ff21tv7XbV+u3trZWbbXWulRUVMQdRRFF1oRAuGQhbCH7vi8zvz/u3GGWO8kkBDMkz/v14hVy596bZ+6cee655znnc+IiXEur9c0dRDeEuaLr7p3KJINDiwiWHG+gvqWDito2WtvVHHN3W9Js1x29CG9zWzcvbilmXGIUE8bE8vSbh1gyZzzK0TrSUmIYmxjlt1HImkUZpCZGeuRXXpAzBocDHnhmN/NyxhAbeTrtISYynOmZCWzYUuR36f6my7Kpa+oI6DsVagzp11mB0xHmPYeqOFLeyK2XTxs1EWRQAwXuhV7e9RgDXcGamm7jQEkt37w6F+VoveshJzbKxNI54wkJCaGzu5vmti6PNCy9VYGB6DCbw0O5fvlkV4pESkIkM7ISiLSEsbOwiryi6j4LnPVkLLUUoqfeOMgPbvLV7nZPHfvhLXP4/dO7+tRbjosy0dDSxa6DFXzz6lz++rJ+t0FNjrCn187LH5ZwQU6qLMaTjDoGGjm2o7Zm1jiM2oFOYzMw7UwHNRrwjrR5kxhv4eLzxrly3rwjYtpkDr6Rt5wMNQJcXt3C+hXCb5RAKwQpO9XEXqWG+5/ciS3WzP6SGgpKAo+azMlO5q3PjrL3cLUrZ89oDOFAaS1jEyI5fKyeusYO3WOr6tp5bVuJK6KrjWnTttI+/2Z+UQ1iQryr9XB/NLR0Eh0R5rqB6i17a53KKuv6VtOQ+CfZGsH5Oclsz1eFZDZtK2XyhHhmiyTXPu626437qsP+khpiI02EhanRw4raNto6erh9bQ6f5Jfzm6d2+o0Sb9xawqtbS7hhpeDapVmkpcbwzufH2HGggnVLs7hsfjqzRBLGEAO5mQksyE2loKTGr51qKxYA65f3/Z1ad0kW0ZEBZYC5VkgaWjpJSYikoqaVnt7egI4diXjXY+hFdP3R0NJJbGQ482ek8ucNeTz7jsKB0lqX8/nkpoO89nEJaWNifdpG+4sS+1uJ0NAKjXcfquKFdw+72lbHRZnYd1hV9DEY1Ah4XwXOxhADKbZITla3cPf6WXxlzVTmT0/ld0/v4qtX5PhVmgDVNv/2yn7uvHam7usai2ePxRZr4sqLJlFe08LSuRM87hc5GTZXm3eDAVfNiyzGk4xGBho5PgTM4bQEWyFwntvrkcDoCXucAZV1bZRXt7B6YQbdPac7N1ljzKyan0ZaSgym8FCPvEr3XMyCklrOm5LkypHTi7wdrWghOjJct6J/8eyx1DV18s83DjIvZwzHKprp6rETYQ5zRUoCjZp09djZX1zD9csn85/3DnP5ggwmOqWwtG5SfXXkq6prxxZr5o6102jr7O03dw7UiduBw0PXuS80Z1ir/J4pEnliY4HPflV17VL0/gxxd3B67Q6e2nSQu66f5dKTHUjb4EvmjCPKHMarH59+WHr5g2KXTfrTyF0wI5WK2jZ+/jdVvVFrWd3c1s0rHxQTF23CFmtxqR/8++1D/dppdX07EeZQ6prbWZCbqsq9uTe7mTmW6Mgwjle1kGKOHJC2bHy0ibaOHh59JR9rjIlV8zPIHB836uzQux5joHnekyfG+0T/3amub2dnYaWPw+0vShxQsw6n2og7uVkJbNl1nIRYC7NFEtMyrERZfGXhQo0GLl+Q4ZIOPFBay8nqFtfDpDHEQKVbfr4/quvb6ejqcbXN9iYx3kJclIlt+8pxOODgkVpWL8wgKiKUtNQYHA4wGMAcbsSAgcdeKcAaa+au62bKegzJqGSgzvE/gf8TQhhR849fB54TQvwQ1XH+LuCrdi7x4Eh5o0e1trtDazQaSE2MYmySmv+68oKJfh1gLddYT2NYIzvd6moY4r5c/cRGtXDl+uWTaW7torGli1M1rVTVt7LGGeF4c/uRflvxrl8h+GD3CXrtDldU7yU35wUC6363q7CS6Rk29hX7L9JzJy7KhFJWz6JZY11to/tCK2rJTrMSEqLq8mqFO95I0fszw9vB6bU7ePiFvXx59VRe+7g04AevJKuFSEso2/JO0tjSiTHEQITZU7vbXzpGS3uXh4Pr/p1Ye1EGoSEhPPPWwLs05hfVMD83lWfeVDz+pi3OQmKcmdrGDnIn2aiqb+UbTm1ZPa1xb/mu6Zmnu5NpaT7JVgv33jaP9NTYQXwK5ybeWsgDeZCaMTmBjq6efh3JUzWtug1F/HXr02xsjC2CO9fNZHv+SU5UtfpVekiMt2B3wKr56fzvM7uxxpq5dVU2b37qqSTaV5pFQYlqh3fdMIs3t5f1+95Blb9ceWEar3/sueqmpWf87uldrFua5Rq3+/cmOiKM5rZuYqPCXQ2gquvbaWzpu1hQIhmpDMg5VhTlT0KIVOBbwF3Ai6hqEppMWjNw41AOcKRRWdfmI2Pk7dAePlbv6meflhrj0wnMvdPTndfO6LP1dLLVwrVLs3jx/SIfEXltwr/l0ikkObsh7Ttcw6GyOlYvzEBMjOOJVwt0I88LZqQSGxXOOzuOMcvZfQ48o3re9NVNqq6pg6yJ8cTFmgO6EWqRGXN4aJ8drsAzQjdLJBEeFsJTmw5y/fLJuprLUvT+zNBr9qBFkN1XPtYtyfIb5UuMt/CV1Tm89WkZS+eMp7ax00f1wh3v75DD4fDbOGHKRCv/eP3AoOy0oaWTA6U1Pn/z5suyyS+p5ZP8ctYtyeKT/HJmTU7kOzfM4lBZPXuVKr/yXUnxahc9bzusrGvn/id3uOaC0YJ7PYb20B3IdzzSHM4n+eV+99E4UFrLLauyfaQu/UWJ42PMzJmSRF1TJ//z98+46bJsdh2q8usY37E2h4NH6njxvdNO5v6SWp9odSDd9558/QDL50106YX3RUNLJxfPHseximZqG9uJizIxe0oSocYQSk82cvWSLB87c7fhxHgLGW2xHq+/+/lRFsxIkYECyahjwDrHiqL8RAjxU0VRepybVgkhFqO2e/5EURSfznaS07hXYvuj0rm039bRzW/++TmrF+hPor12B0XH6lkxbyIOh8NnyW/yhHgaWzqpaWjne+tnU1hW51Mw19rew4PP7WX1wgxSEiJdslWbtpUSaZlMRW2bbmTuiVfVlIScDBtiQjxjbBE+UT09/HWTios28dKWYrLGxwa0HK1FZv7znsJta3J48vWCfiN0SfEWEuIsrqYL/jpPyTy7M0ev4NQ7WlVW3sjPvnoBJ6ta2Lz9iKsb4kWzx9He2cO2vJNMTbfxzFtqIV7ZqSafQj5/+GucYAwx0NDcOeiuZ3qyh4nxFppau4i0hFLX2MGGLUVOdYJCxtgiuGNtDkfKG4mJDPfRlk2Mt3D1JZl+u0ZWjsI0Hz0t5KsvyfRZkdLQvuPHKpsDyk/utTvo6rHrzjPuNjo/N4Vl8yZwqrqV93cdd9mevzQL94JP79QG72j1QFQ4wkNDAmqcFBdlYldhBUvnjufzggoaW7v491uHXMclWS1cc3GW305+eo1IZKBAMloZsHMMaptmr98/GprhjGz0OuP5Y/P2I8RGhXOqpo1n3izk5lXZAK5ueJpzGx2hRksKj9Rx+YJ0TCYjacnRtHb08JcNeVTVt7N28SQ2bz9CQ0uXh8i9+01607ZSfvLluS71Bu8qcb0WvqAKXb/w3mFuunSKz7KhP/Sc0hmZCTz/7mFd5Q133CMzH+4+zqr56Tz07G5WLUhn4pho3t95XDdCZ401c7vzOA1/DpQUvT9z+mr20Gt3UFXfyteuzCEtJYa0lBjm5SSrN2EjdPc4+DjvJC3t3YSHhlBR20ayNZLjlc0DUFAxE6IjETgtw8a2vP6ji6Bvp97aue5ORXaa1bW/5lhX1Lbx+KsF3LhyChW1reQX1ZCSEOlhn49vLOAGP6sYMDrTfDTlk4OlldS3qNfI5ZAW19DQ3OkRGe2125mQHM3xyuaA7KOgpJabL8vmX2/q6yfb4sxMy7Dxpxf2MS3DRrRbQxd3B1rrwqkcrefJTf5rJbyj1QNR4dhVWNVn+2iNRbPG8vdXC4iNNjF/eirbvKLoVXXtbPigiO9/aTabPykLqBGJDBRIRiuDco4lg0OvM54/6po6iIkMY+3iSUSYQ/msoILmti5yMxO4MGcMb3161HWTvmGFoKCklprGdo5VNNOdbWd7fjlVzoYGkZZQNm07xfXLJ/Ps24ru3+u1O3jwmd3cfuV0DpTW6spt6aHt91nBqQFVlbs7pSkJEURawpmXM4aWtm6eebOQy+an+yxtLshNwRhiYPP2MqamW5k3LcU1oW/cqnYLvOzCiYSHh5JXVM22vHJiIsJdEku/e3qXmv/nzCfVU6xIslpGRaeyL4L+mj24R0PdJb1M4ZBiiyQuMpydhZUYQwxU1bcyeUI8Xd32gNJu5kxNorvHTtb4OHYVVlLf3El8tImVF0zkhfcOk5uZ4NPkwxtvO01ySnZpzu3sKUlEmEN5fGOBR7ti8HSsK2rb6Ojq4ZUPiskcH8+MrESizGEeD6f5JbXkZNjI01k+H63Ru2RrBK2NBt79vNJn1WHimGissRZKTzRijTVz5FQTBweQnzwtw8qR8kZuWz1VLdI7WOlsNmNifq6aMvbgv/fQa3f4zXvutTtcc25/Drl3tFpvfvXXfKa+uYNp/TjHmpxcV4/d76oHqCsiJ6pauPriSby/6zhNrX13yZOBAsloRTrHXyD+OuPpoS7TpfDPzZ6RjWMVzby5vYw7rsxBOV5PVV07SfERJMZbaGnrJj7G7JHeoEUoAtHsbO/qxWIykuQ8VyBRupa2btdS80C7h4UaDVy7NAtbrIUPdp9wtYm+xpkbt3XPCW5fm8PuQ1Ucr2jm0/0VRJpD6e116E7oNQ3ttHb08q+3DpEYF+FSJ3Df1z2fNNIS6hMFvPv6maNqCftsk2yNINka4YoMB9qNMCUhivkzxvL05oNMy7C5cuHdVS/8kRhvIQQDpScaae3oIcS5WtLR2UNPr4Mlc8az82ClS//Wn0KF+8NTYryFNYsy2FVY5Vp52Xe4GocD1zHu+3s71h/tOcnNq6by2Mb9OBwODAZPx6W+qYMrFk3SdY5Hc/TO7jB4tOzWW8Eyhhi4fvlk9hfXBKyw09re43K2cyYlMC3dxuS0ODZ9XMqOAxV099hdn09fc+dA1DT2F9ewfoXguXcUj+O8FSu87fJIeSNL545nz+GqPluqa22zQX/Vw/21KRPjKTre0Of3KFkGCiSjGOkcf4HoFSr5Y9GssTzz1iHdybDX7uDxjQVct2wySVYLjS0drFmYwebtR7h+eRbv7zzh2tc9QuGvGlsdm4F1S7No7+zhttXT+OfmgyyZM77fKMyB0lq+eU0uf30pP+CozewpSewvqeX/fWWeK/VDQ1MMSIq3cNuaHF7fdoTOrt6AzhsXZSI0FCpq2/zmcILqIMdEhhMeFuKzxP3wi3n8z9cXSAd5iPFu9tAfydYIurp7iYs2uWxYT/XCmyRnDq8WzdUwhhi49fKpA1KomD0liX2Hq7lxpaC1vYenvJbNb1wpPB6u3FMu4qI9VyUaWjpd0Tzv1Aw4bbt60b7RHL0zWaL6lWt0d177muPAN7e21+4gr6iavKJqcjJsGAwGoiNDfaK6/s47EDWNnEk2Hn0pn+9/aTb1zZ10dvVyqKyu38Ygd6zN4ZdPfMYdV+XS0dXDx3tPN7a56LxxhIca+Z1XAxB/KWPaa+/uOMY3r87lL34agSRbLfy/2+bJeVAyapHO8RdMIJ3xkq0W4qLD+3Tweu0OnntH4XvrZ/H5wUoKj9Tx5dVTGZsY7WocAp6RDX/V2NYYM1deNIlHX8mnqk4tAPnu+lkA/UZhbHFmEuIsWGPNActzTRgTjS3WwiMb8vzuW1Xfzj9eL3DpyQZy87n4vHF8uCewjnn7iqqZNDZWN/96tBVABSvjk6O59II03tlx1MOG3VUvvItQLaZQIs1hWGPNHrYViDKAu0JFYryFCHMoDge6qxTeXRy9f1+Qm8qB0lpyMxM4UFpLXJSJouMNXDg9Rbf7Y25WAh/uPukT7RvtaT5V9Z3MnpLUr1zjpm2l/OiWOTz+aoHHHLe/uIb65v5za+G0Q+mvW54/JYvxSdEBR6tjo0302h288/kxbr9iGtcuy+rXLh9/tYCl50/koef2EB4awsoL00ixRjBhTDR7Dlfx8ge+cpR6KWPurzW0dPHKRyWsW5JFpDmMdz8/2mfak0Qy2hida3XDSH+d8ZKtFv77tvN545OygM53oqqVhuZOeu0O/rW5kPqmTo/uY96dn7TcvRfePewqzpuTncxfX853ycV19dhRjjbw77cO9dth7yurc/j1k5+zZmEGOw6c6reb1OoFGfz+6V0B6ZFqTRfaOnr8ntP93HHRJr8dzrypb+pg8oR4dhyoYH+Jp7bym58eGdVdyoKJKWlWahra+rVhg8HAC+8epr2zh8bWTpbOncDXr5pOToaNCWOiscaYAlaoGGOL4FvX5LJxa4mPbYBvF0fv35PiLfT02ik71USv3cF1yyazakEaBaW1zM9N9en+qDlOdU0dREeEeWy/7fJp2GL1uwmOdHp6e9lzuIZQY0i/339rrJmDR+q4YlEGt6zKpuREA9vyyrliUToX5KS47EPrYKeH5lD665anZ3dL5oyl6EQ937o6l6R+OpHuOHCKay7J5PCxBi6eNY5HXszDGmMOyC6tMSYmjIlm8oR4oiPCqKxv5+ePf4Y5XF2N8EbrvKiH9lpdYwfT0q1cNHsc991xAQ/ctZj77riA+TNSpWMsGfXIyPEw0F+hUpQlLGAnr6axzSURNCXNyhvbjzAjK8GjcYi/zk/7S2owhhhIS43xmaC1ZcT/vHdYV+d4lkhiXHIUDzpli7SoSk+vnTXOn5psXHyMmdxJNlqcUZv5uSl8vC+wCG9+kTrGNX1E/rSlxzc+OTKgvOft+eW6WrajtQAqGEm2RvDjW8/n06bqOucAACAASURBVP2n+m14ozmZL7x7mO/cMIvG1g6uvGgSJ6ta2FlYqXd6H/YX13LzpVP4YOcJLp+fTntXj0sdIT7GzKIZqXR29fLuzmNkp1l9opGJznSgB57Z5WrooS2Pr18heH/nUQ/nzEPtIt2KKdxIziQbuZkJGAwGDh6pZZZIGpW22NllZ19RDYtmpvb7/deu4bycMZyoaiE20sS4xCgKSuuwxpj7VXqA02kxLm1lL315Dc3ukuItJFkj+CRf7Tq3ZpFaPP3h7uOuaLWmptHZ3cMl542np9fO5k+O8NW1OdhiLWwNcKVr58FKLpyWwsGyOs9CTp3cYu9VDO9rpb1mjTEzNikKGHjak0Qy0pHO8TDRV6FST29vwIV7tU2dzM1OpqDktMKEtzPcVx6eP0khvXbVifEWsjOsjE2IouxUE79/epdH0cr2/eVcsSiDXQcriY4IJ31sLHWN7RgMBlo7elzL1RdOT+XZtw8FdJ20pU5/2qKLZo3F5mwckl9UE3D+n3YjvH75ZGZOTiTCHOqqEB/NBVDBSHpqLBHmMKamWXn4xX0B5ZKGhhjo7nbw+rYjXL4gjYadgSmp1Dd38En+KbbvP8VHeSfVgq0MGzeunMJnBeV09fRSdKKe1QsyCA2FD3efpK6pg+w0q8cDo55KwPPvKHx17TSmpNnYX1xDziSbh2N94fQUGps7mZGl2uPmT8s4Pzt51NqiKTyE2MhwWtp6+LDwBLetnqp2D9Rp4axdw5a2bmIiwl3OojHEwPe/NLv/dK94C1PTbKyan0ZecQ22WDNXX9y3tvLVl2TS2Nrlsrteu4Pw0BC+fvV04qJMlNe2UlXbBgYYmxhFRW2bGmxwBgdiIsMHpNt9vKrZx8n3UVSxWrj6YjXnXm/M7t+RVfNHby67RNIf0jkeZvSe2AdSuLfkvLFU1rW71Cpio0w+zrC/fLm4KBNL547nxfeLdM/t2646jFlZiRwpbyLZGsHUDBv1zsYN2k3Ku2hJ47bVU7n18myMISF0dnfrtm/VIy7KREKchXk5YzhS3sihsjrERCvT0m1Mz7Tx8Av7iIsxsWjGWHrtDuyO/vOk3aMn+4trmJgSw77D1a4K8anpVnnTCDK0h8nv3zib4hMNfH6g0tU0xNtBumHFZJ7afJALc1Ipr2lh07aBrSh452o6gO35J5mankBbZxeZ4+Jpae9i3+FqbLFmxMR4Jk+I40BpnccDozdV9e1U1LZR19jOFYszePCZ3bR3qek7ifEW7L0O/uP8LibGW7jr2pm8tLUYa4yadzzalrpDjUaWzUnl4RcLuHv9LN74pIxDZXVMTbdxxaJJ5BdX++SDawVyBW4rZ4ePNXDNJZls3FpCUnyEj1RaUryF65cLHnt1PzER4Vx50SR6ex08+nK+39x2TZ/6znUz+GjfSVdh70WzxxITEc7He8tJtkZgNoVy+Gg9mz8pU/+W1cKK8yfyt437CTEYzsgute2mcCM5GTYWzxqL2RRK6clGrl8+2SeIcKqm1fUdkUoUEknfSOc4SAm0cC813khSbAwxkerkrylM6DnDJScamDE5gauXZLLzQAUnqlrZsut4vxO0tozocDhobOlkemYCn+4/xdUXT6KwrI6Ozl6OVTTT1Nrl9xy7CquYl5NMRW0bXT3hLMhN9WnfqsdFs8fxcd5J6ho7iI0y8aVLp5AYb+HwsQYeek7tdFdV186YhEh+dPN5WMyhZKTG8PirBX4jPjdfms2W3ccxhqgyUdERHa7mJwdKa0lyVmqnp8b2Oz7JF0tCXARvfVpGWkoMC2eM9YnezpicgC1WXQ7XHhI3bz8SkPIKwNxpyTz9RqGPvFbZqWbqm7uYkZmAIRQ6u3q47Yqp1NR3UFnXymsfH2F/sZoC1JeG8s4DlSTGW3jlwxJuuXwqFbVt7DhwiqsvyaS+sYP5uSmu4/704j7m56by26d3kmy1cO8otMlUWzi2ODOfH6igsaXTNRdpzYKUY/U+qTZtHT0smpnqiiS/81kZ31k/mysvymRb3kmXVNotq7JJio9AOVbPXzbkuT6nEKdiiHdwwL14F9RVt1O1rSw/fzxhRiMREWH8dUMeFbVtrF6YgTHUwIGiWhpaOslOs7L0/Al0dfXS3tVDbJRpQEoXi2eP5QmdaPDcackUHW0gLtpEeU0rEeZQXv9YzWl3H/MneeUu2UGpRCGR9I90joOUvjqMqa+rE1x7YzlGYE72RJKsEXR0nk6p0Cb2dUuyaGnv5lhFM8+/o07st14+lV2Hqqhr7BhwKoJyrJ61izKoqmvDHB7KgdI6l0axP83Y+uYOkuIj2Hmwije317DaWbjXX4RXW0YFT3mjNQszPPbduvsEqxem85eX8qlt6NCN+Cw7fwLNbV1s+KCI6Ihwrls2GYsplN2HPDueV9W1c/+TO7j/mwvlDSTISLZGsG5JFr99ehevfVzq47gUlNTS03s61Ud7SByXFBWQvSXHq593IPJaP3p4GwD3fe0C3t1xzNWwR0+rVvs+NLR0EhMZzoHSWpdk4bfWzeRYRRP7S1RHyv04a6wJY4iBylFqk46uZu6+LodTdV3UNXe6HuL1VsOa27pYOncC4WFGik80uPLEv7t+ts/Dcl9ziXeDDvfc9lCjgdULTz80fbr/FIfK6piemUBbRw9zp45RXyuqoamtixlZiWSnWQkxqN1NF81Mpbqx3VUXEqguc11TJ5fNT/eoj0iMt1DX2IlyvJ6bL83mjy/s9ejS6J6CMS4pigW5KaxeIJUoJJJAkM5xEBNIh7HCRrVFqC3WxMMvFHOorJ6718/mH5sOuFIqCsvqXJ2eNNxvLObw0AGlItQ1dpBkjejzhuOtGRsXZeKjvSc5b0oSBSU1bNpWyp3XzuC5d5SAckjd8ZbdAjX3bq9S7Sqg0Yv4PP+uwrxpKa4bn+acrFmUQYGXKkFlXbuUdAtSxiZFER99WtrN3QmYn5vi49i8+lEJ4aEhfOOa3H7t7dDR+oDltTRn5bP9p1i7eBLPvav0+33wXh6vqm/nkQ37mD891ZUK4F3ElzMpgbyi6lFrk8aeRkxh0cydmuyx2uQe2c2ZlMBNl2Xz2Mb9Hp/BeVOS/a4igf5c4q+xhzHE4Pehab+zJmPdkiw+3X+KJXPHER9tob65nTc/LaO+SV35am7r5uN95UwaGxeQLnNSvIWvOxt8rFua5dLB1myjtrGdNQszeH/XcZ8uje5YY8xcuzQLU3iYz2sSicQX6RwHOYF2GNNaU3f12Pkkv5wV8ybicDhckdOlXsvK3jeWmy/N5l9eDRI0vB3V1QszBnzDcY8637BCkHe4mihzqM84tfy48upWv3qk2t9wb5Ea71xWdEevm5Z3W9Wq+nZe+7hUV7XizU+PMC8nWeYfBxmhRiOXL0hnv05ajj/HpqvHziMv5vWZQ/rPNw5iDDFw+5U5Acu+GUMMxESaeP5dfadb21f7PlhjTTz9RqHfc7nbe3V9O8+9o3DNJZnkFVUDo9MmTWYLb39YRsbYON3uiL12B2kpMT6OsTHEQKQldECfZV/togPRyt6wpYgrFmXQ2t7Dc+/k+TjRsVHhNDR3ejjF/upBFs9W50HtQSy/qIbL5qeRnhpDXJSZTdtKyS9Wi5ALnPOcv9zkpXNSpWMskQwA6RyfI/QntePemrqpVS0W0opXxiVGEWIw6EaHtQ5RBSU13LluBg0tnS4JNr1ip8HccLQGIb12h0uzM2NsDDsOVlJZ20ahc5wTkqNJiLOwLa+c/TptdL1xlzGak53M05sLB3SM3ljdnRMp6Ra8+MvJ7yuP0+OBMMPGLZdP5fWPSj2KuqZl2AKW18ovqiEnw0ZYaEifbXjhdFdGc7hR94HPX7vf6vp2Ort7XbY5Gm3S7jBQ19TJgdJSfnDTHP7xekFATrA/JR493K+/nvzlQOa9UGMIr35Uoruv+8PbM28W8t31s1ypY01tXeRmJpA1Po7W9h6e2Fjg6noXaQmlqa2L8UnR/O3l/a7t3rJtet0Xk6wWUq3SMZZIBsLo1AgagWgKF3C68YcWOd2+/xRPvXGwzwYdtlgzMVHh7D1c7dNYwV04f6A3nAunp3g0SAD4YNcJjpQ38+HuE+R6jbOmsZ36psA0nhtaOomOCCMx3kJXj91vlFnvGL2xTk23eWyTkm7Bi79mOu6OjT967Q5iosJ57SPfJh9REWE0tgQm+9bQ0olIiw9YQ3lfUTXlVfpdL/3ZJahFfJptjkabDDE4sMaoneUeenY3t6/N4ebLssnJsDEuKYpV89PI13mYHuhn6X79N20r9ZgvBzLvbc8vJzFOP/XFvcHIlDQrb3xS5moqMi4xiqOnmnn4hX08tnG/Rzvo/KIacjMT2JZX7uEYezej8dY3TrJauPu6HBxdgUnGSSQSFRk5HkG4R9O8Ix9+5dyiTeRmJjBpXCyf5pWzdM44/u/5fX7/hnexSl80tHSyeNY4/vZKvseEreXF6UVo/C2L6xEXZSIkxMD6FYIPdp8IaEz+lh31cvUuu1DqgAYzejn5cdEmbHEmvnFVLo++ku83Tcif1vZA7S/SHObRrr0v6ps6qPHjAPfV7tfdNkejTXZ2tLukLbt67Pz+6V2sWZTBkrnjOFXdRnRkGHsPV/scN9DP0v36a/Pl9780mxNVLXT32Pl0/6mAxlvfrJ/3q51Xm/O0uVQv/cubhpZOpqZbyS9WVyv0ms/csTaHTduOMC4pyrXql51mxdjTf7G1RCLxZHSFIEY4ydYI7rlpDklWi0/kAzzbn8ZFm7hx5RSMBgNbdh3nQEktk8bHExdl6jPqpt1wAiEuysTH+076RHTdb0TaOMfYIsjNTCAmMoylc8fptkT1ZtGssSTEWXj0pXymT7L1uz/4b6vqfXOUOqDnBsnWCBbMSHW1v/3WNTN4a3sZv3t6J7etnsqNK4Urwjh9ko1vrctl6dwJvP1Zma4d+2sdrMcskUSKLSLw70O0iaZWTwdYk367fGE6ISHo2r1mm6PZJrUHf1DnsY1bS3jkxXwOHa2ntb2HuDP4LI0hBpbMHUdsVBi5mQmuz8AWa8YUZuRAaR0WUyhx0YHPe/4edOD0nGcMMQxoLgVYvSCDlRdOoKCklt2HKslOs3LjSsH86ak88MxuHA48Vv02bCnCZDYH9DckEslppHM8gjhS3sgfnt3NhTmpXL98MrsKK1k5byL/de0Ml4OQk2Hj+uWTscVaePDfuymvbeXWy6dhNoVysrqFlz4s6TP9oqq+jYtmjw1oPP4cUfftBgPUNXVwxeJJ2B0Oyk41s2XXCW5cOYW1iyf5dZIT4y2cqmll49YSunrs/S6la8f4a6vqPiapA3ruEWo0EmkJY3xyNL/8+gK+u342NQ0dbNl13JUmFGIw8On+ClJtkVTWtek6ToGkZYCqIpAYb6GqoZ3ZIimgMeZmnraxUKOBtYsncd2yyfTaHfz7rUP09Dq4btlkH7vPzUqgtrFtVNukXhqNFnHdsKWIWVN8P4P+PkvtM7hx5RS27DpB2Sk1invdssncsELwjaum83/P7WHtRRlU17Vx/tQxAY117tRk3XnPfVz/fOMgc7OTuWhWYHPpxeeN493Pj/OXl/LYUVCJLdbsk/rW1WN3padp6UK1jR3YHfI2L5EMFJlWMUKorGtzaSK7y5iVnmykvauX+TNSiY4Io+hYA9vyyomLMnHntTOIizbx2Cv7qahtY35uCvVNHX6rpy+ZM47qhg7Kq1sHJP3mb3tf0khau2pvSTjtHN4yb5u2lXLHlTm8/GGxS87N++/6k4ZLirdgMBiYlmFl6ZyxTJuUPGqdkJFAsjUCW6yJpzYd4MYVU/jXW4XsLzltE/lF1axemMH4pGhdO+5PXivRKf/3x+f3AnDX9bN0VRS8jwnE7r2l36yxZsYnR/PjL59PWsroagDiTV/SlilJkbzzWZlPgaa/z7K/zyDJaiHaMonrlgsee2U/q+an09bZvyZxUryFpPiIfusfeu0OHEBTa1dAc2lDcyepCZF099iYm53MuzuPBdREyRZrJsRg73c/iUTiiXSORwjFx+s9bgzeeWx7lSqMIQZ+cceF3LhyCqbwEKob2rn3r9t18331dIKf2FjAt6+fycnqFtavEAPWKNaThOtPGkm7ub2z4yhxUSZmZCWQNSGeqvo2stOsHvJvFlMoC3NTMZs8c6oXzxpLXVOnrjRcYryFn9w6l5SEKM7PDKezo0M6xiOAUKOR7DQb//vMbt0HvUhLKPXNHfzXtTP484uekltaZO/aZZNJiDXz4e4TPuot7m3SH35hL3deO4Pn31F0HeTEeAtfWZPDiaomcjJszJic2K/dv76tlOuWTSYx3sJDz+7hezeeR/ood46hb2nLe2+bx6+e3OHxcOz+WVpjTHy05yQNLZ2smDeRTZ/4/wyq6trZ+FEJS+dOoKK2jX++cZA1izK448ocnni1wO8D+DWXZBEdEdbvw1KS1UJPr5284hrW9DEPanPmrsJKpqZZWTJnHI9syGPd0qyAnOPLLkyns6Ox3/0kEokn0jkeAZjMFjZ/eKTf/XrtDl7ccpj77riAUKOR0hONHhOytwyWXqGIcrSBXYUVrFuaybpLMgkNNfLBruMezkOyNZKq+lYf59VduzhQaaSq+nYcOEgbE0NjaxfPO2W3wkNDWHlhGinWCOJjzDz03B5XFbe7Uz9nahKPv1LAigvSuH75ZB99W4splLTUGEKNRjo7AlPJkJwbZI6PJyHO7LcF8LqlWXy6pZj501NV57m4hobmTtdD2JQ0K8UnGlxpGdpx3g9YvXYHISHwlTXTaOvoYYvb92HxbPXB7IFndgGQMykBc7gxIEmw+BgTj76UT1ePfVTqG/eFnrRlemos3752JoVlda7veXy0iTnZyXT12Nmef4qVF04gNsJEdWO7roPrTnV9OyEGXDJ6G7eWsPmTI9y8aipmk5GP9pyg3mkvc6cmu9ra//21Ar5343n8/XX/LezXLMyg125nZlai35U696K7W1Zlc7yyiYLSWo80sr7sSMtRr6uUzrHk7LPm+68GvO/rD2afxZEMDdI5HgFoOqCBoOmkEg6bt3s61HrqEd5s2lbKD28+j9c+PsKB0lrCQ0P48uppRFpCKTqupmzERIQzY3IC83NTaWzrImNMNHaHgw37ywclCbfzQCUGg8HDUe/qsfNZwSnWLMzggX/v9nBY3J36ptYuMsfH+3WQ7rlpjnQ4RijeLdi9H/TM4Ubqmzp4tbjGpX1848opbM8v53mnVux3bphFZV2rR1qGN0nxFppauvm/1/cRHhrCXdfPZH9xLeU1rTyxUW3goD2Y2WJN7CioCGj8H+05yVUXZ1JYVkd9c+eo0zceKD29vbz4/mEOlJ7WTW9t72aPUk2UJZRlc8fz3DsKt6/NCVjdxlt/uqvHzt9fK8AYoraRTkmIoL6xkz1KtUeXzT88u5vv33QeJypb2Kv46sZv/uQI1y+fzMQUC7ZY/w9wmhJFiMFASkIUh442AIGl/vzk1vNJtkZQF5jSoEQicWNYnWMhRDjwM+BmIAHYAfxAUZQ9fRyTA/wRmAfUAY8Av1cUxeG2zyLgAWA6cBL4jaIo/zhb72O40XRAA5Es0nRStY563vQ36VpjzdgduPRDu3rsPLZxv2tiH5cYpbZqfked2MclRZFzVS5/ezmPr6ye5mprPVBJuGuXZuFwOFypErNFEo0tXX120dOO1WSVvCPho7n6f7SgK/fmdFLM4aoCgdaGOq+4hoLSWlYvzHA5sxu2FHHDCsHz7yp+l9JvujSbDR8UAer34aHn9rJ6YQbTM204HA52H6rEGmNmydxxWGPMPPHqgYDG3tDSSUt7N712B0vnjKe5rZNIi2zm4A9tTvMnjfZZQYUzQhu4/J6/dsy9dgfVDW3sPlSpO+/qSc7VNLZTUFrLJbPHMWViPG/vOMqCGSl8ZU2OK8rsPW4tyvzUGweZlmFzpb35leZ0WxGbmKIvJyeRSPpnuCPHD6E6xj8CioHvAB8IIXIVRTnqvbMQIgl4DygArgNmA/cDvajOMEKIbOAt4HXg58BK4O9CiCZFUTac9Xc0DLjrgPaHSyc1HF2Hui895NkiibDQEGIs4cRHex7r74YUF2Viw/uHmTN1DObwEFe76ObWLhpbugLWIN2y87TqQEKchb2HqwPqoudPVinJauGem+bI/OJRgHue6oGSWl54r8jVRez2tTkeuZvuXfTWLcmipb2brXtOMn96KtYYE58fqPRwQiamxLA9r5zoiHDdc7hHAh95MZ9V89NcDnl/xEWZOFbRzIHSWg6U1rJ5+xHuvW0e6aky91gP9y6hemify8mqpgF9Bv5k2frTUdZSMYwhBlYtSCdjbCzZaVY+3HOSU7UtfOOqXP73X7vo6rGzemEGsc4mTPVNHT5pFb12B1X1baxbkuWR9iZXxCSSs8OwOcdCiFjgDuDHiqL81bltG1CL6jD/SuewO1HHfIWiKG3AZiGECfiJEOKPiqJ0Az8GyoD1zmjyW0KIBNQI9Yh0jsF/O1133COlWkc9PYfae9L9xlW5TEmLo6cXVwFMZX0b+wMoCNHamZbXtjI/N4W8w9UUltWRMymBC3LG6Lb59XcOLUJsDDFw/fLJATnHy+ZNoK6p43TU2e2m84dnd/PjW8+XzsYo4j/vH/aw28q6Nt3iqV67g8KyOnrtDg6U1pJXVE14aAjfu3E2H+096XJCANYsymBqhs3HlvUeGGOiwsnNTAiomMq7FXBlXTv3P7mD+7+5UD7U6dDXnObO3sM1fPu6mYP6DNzpq1W5O712B9ERYew+VMXqhWlER4TicETy2Mb9XL0ki/3FNUxMicLe62DS2FjGzhyL0Qhb95yktrGD7DQrc6clYwoz0t7Z65P2JlfEJJKhZzgFEFtRUyOedNvWDTgAf8roy4D3nY6xxkbACsx122eTe5qFc5/pQojUoRh4MOKvne7p1321e92F9fVQoxWtjEmIxBQeRqQljFCjkZ7eXto6ugPWFbbGmvnO9TP55eOfudpF5xVVU9PQ0b+erNWC3YFPTnGgusamUCNNLV0YQ3xbYpfXaPJ3+i19JSMLvVSi1z8uZc0ifV3vA6W1HhrGXT12Dh2tp/hEg0tHVosOnqppDcgeW9p6zkiTu7KuneLjDf291VFLf3MaQEKcmYxxsST1s19ivO/c406v3YHdQUCfZbI1kgtzUti4tdSlp3zJeePJSI1l7tQk3t95go0flVJ0vIG6pg6qGzqYl5PimrOefqOQR1/ezxuflPL9G2cPaJ6XSCQDx+Bw9K3H+EUghAgB0oD7gKuB8xRFUXT2qwYeUxTlXrdt8ai5x7cBLwItwNcURXncbZ9ZwB7gEkVRPhzI2Hbv3u2IiAjeiaa9XY0gWCzqZGkIj6a8rpv3d52krqkTa4yJpXPGkmoNw9Hlm+PbGxrLQ//RlyZKslq4+7ocjD2e1c5hpgiKKu3Y7Q5e+qDYb0HI+uUCBw5ssRZ+98+dtHf1snbxJLbvL6e6vh1jiKHfopKvrsnh0NE6IsyeeXVLzx+PLcbCn17c16+cnDXW7Pq/3o3u7htySYnq8LmW/sjOzu6/fd9ZJljsMtBrFgyYzBaeePOEz4qHVlzlnkYUH21mTnYSSfERPPnGAdf3wxhi4Murp/Lax766uX3ZcpJTG/mpTaqMYb86yn3Ya26mja9eOtZHXWUk2uVg7CvQOa3dEM+fN/hvMX7t0izCjCE814dE3xWLMgB87MF9n29cNZ3HXy2gotb3ITwx3sL6FYJHXszz+KyTrBZuX5vDpo+PUOeVZpE5LpIxcWEBz/PB8B0dSbb5RV3PHz6hv2IxEvj97ZOHewhA33Y53DnHGj9FdYwBfqbnGDuJAbw9vGa312K8tuntM6JxdDWTEgVfvXQsdkcIIQY7nR0dOLr0ZcqMPY3cc8PUPiZaXxkgu8HEi+/nU9fYoVsQctHscYyxRWAJD+XZdxX2HKpyHetd8KeX3xwfbWaWSGRqupWjFU0UH2+gqa2L3MwEssbH0drew1835ANw82XZmE2hbN3jq0WrOReabuzqhRm8+lGJz/t5f9dJvnrpWNekJxmZdHa0s2xOqo9zrJe7uWLeWJJioKfXyD03zuR/n91HVV07vXYHT21ys1k3+bfO7h5uujSbyrpWnwIpu0NVitEcIM3urTEmdhZWus7hbbt61DV1yq5nfRDInGYyW/j32yWnZfw85q+x2O2Qf7iG5vZu5uemEh9jYqdXvrmmdw34LYxLtkb6dYxBlYt77h3FZ26qqmvn8Y0FXLEwg8KyOg/1Cu3hKCWqI+B5XiKRDIxgcY5fAT4ELgF+JoQIVxTlpzr7GVDTLvSwO1+nn30GTHZ28GryFRYWAmc+ximTYPHsCT7C+np8knfSFSXRKwh59OV8eu0O7l4/iyqvlAWfgr/iGlc1//LzJxAWZiQmIoxkWwRRlnDGJ0VzsqqFmoYOjp5q5s3tZR5Ow1NvHOSGFZP71aKtrm8n0hLq0ix1p66pk+Qx41yRuGD+vN0JhnEOlf19UVjr2ki2Fuvm5mu5m8lWC+OSczyWpn/tpXhxpLyRFeePZfGsmZysambj1lKXQos/Sa4bVwqX/WkO+YQx0Sw/fwJRljBKyht1bdcbW6yZtInjgrbgaiht4Uzsq685rbW9m9rGEvKKanw+r8ed8nsTUqLJL6phV2El83NTSIy3EBMZrjvHuM+DM7ISGWOLYLdSRVy0ya9jrOFvbqqub6e9q4cdByo8tmvzVaDKJefad/RsMhTX4Iu7niM3cnwu2GJQOMeKouQ7/7tVCBEN3COE+KWzwM6dRsBbnyba7bUmr216+0j8oCes701Pb6+uPrKeUkXx8QbdqnDvSN3EMdFMS7cxd2oyFnOoz01/arqN3z69S3c80zJs7DtcE1Bhn7dmqYYmbycZ+XhrH/u+rp+z6d2ZrbLiBJ0d7Yrg2QAAFk1JREFU7Vijw/nzf0ooKPVUvND7PujZX0xEOJV1bRS3djF36hg2fdx/Mx+X4oykX/zNae7KFnqfl/v8dGFOCmOsERQeqeuzCFk7j8PhYG52EtX17WzdczKgcfqbm/S2y/nq3GUgjTIkw8twqlWMAS4DNiiK4p4GsRe1IM8GeKvlFwEZXtu03xVFUVqEEKf62ueMBz7K8aePrEdecQ3Lz5/gtyrc/aa0aOY4oiP16zD7UuIYqF6ynmapdDZGF3rax7ZYM6suTGfS+Lg+i5k0Z0tbZWjv7KWhZfCaublZCYSGhnDx7HHERZsHpDgjGTyBKFto89Mlc8aRm5lIeFhoQAo9s0QSXT12Ort7XXrw/eFvbtLbLucrieTsM5yPn3HAP4B1XttXAFXOf968DywTQkS6bbsSVf5tn9s+a4QQRq99ChRF0TunZABoEZdAiIkIhwCqufu74felxKFpjQaCnmapdDZGJ8nWCBbMSOW+Oy7ggbsWc98dFzB/RuqAq/wjLaHEDdL+EuMtOByQkRrLH57dTVtH94AVZySDJxBli2SrhdzMRNo6ujlZ3dK/uk68hYQ4Cw88s5vZIvGM5ia97XK+kki+GIbNOVYU5RDwEvCgEOLrQojlQoi/omoc/1hRFLsQYpIQ4gK3w/4ChKPqG68WQtwL/AT4raIoXc59HgAE8KIQ4jIhxB+Am4BffFHvbSSjRVwCYeUFE3l7RxlrFupLZUHgN3wt2vfjW+YyIyuBcUlR5GYmMFMksnBGYAp9uVkJHDxyOvIjnQ1JqNHokigcDKbwMJbMGR/Qvu72lxhv4ZpLMskaF8uvn/zcJSsYYQ7zsfMZWQn85Ja53P/NhaRJTe4hI1D5S4D7n9zBf9473OdcluhUJHn4hb3Ex5hITYjisgvTAhqL99ykt13OVxLJF8dw5xzfgtrF7idACnAQuNatk91PgVtxFtopinJKCLEMtX30BqASuFdRlAe0EyqKkieEWAP8DrXQ7xhw20jtjjccBNpwJDvdxn13zKfkeANXLMqgu8fOnkNVNLR0Yo0xc/n8/pexPc/pmfdpCg+htrGTUzUtuo0c3EmKt2AODyUlITLgJXSJJBAyJ8T5NGbwJjHegsFgUBs6TE1mbFIUbR09/PZptUManNYwXuCMYLvbuVxGPzsEkmLzSd5J11ynr65jYk52Ml09dvYoVfzwpjmuYy3msH7nSn+a1prN5EyyyflKIvmCGVbn2NnM40fOf3qvfxn4ste2XcCCfs77NvD2kAxS4sNAi5qSrRH09PbS2WXnikXpHp32BoN7kU2yNQJbrIkbVgiee0fxrxu7KINdhVUsyE3h2qVZmMIDq/SWSPojPSWWH3zpPB74926/9ved62dyqrqNZeePp7S8iX+/dcjlFLvz5qdHmJeTrNp4AAWykjNH76Fbm5u8C5D1ZP9a27vZo1QzZWIc9355rsfc0t9c6a5p7TkmC/992/kkx0eybkmmfDiSSL5ghjtyLDlHGWhRk/uNPrAsvMDp7LKzcau+Zqm7Hmmv3UFtYztXXZw15GOQjG6mptv46VfnUXy8gS07j7vsb8nc8UxKjeWhF/ZSVt7U73lqGzvo7LJLp3gY0HsY8VeArKdw4W9u6WuuTEmK5FRVKzmTbAMqDJVIJGcX6RxLBk1fEZcvElN4CHFR4bqay956pFIGSXK2SE+JJT0llsUzU2nr6CHCHIopPIye3l5iIgJbqZD2GVy4S771R1+fXV9zZXpKLOfLFBqJJKiQzrHkjBnu5V93WSZ/GrMaUgZJcrYxhYd5LK0HIhumIe0zuBjqz87fXDncc6hEIvFEhigkI4JAZZmkDJJkOJD2ee4SyGeXJD87iWREIZ1jyYggUFkmmccnGQ6kfZ679PfZJVkt3H1djvzsJJIRhEyrkIwYzqTzmURytpH2ee7S12dnjbLj6GoEAtNbl0gkwY90jiUjimApEpRI9JD2ee7i77MrLCwc7qFJJJIhRjrHkhGJLHCRBDPSPs9d5GcnkYx8pHMskUgkEolEIvlCWPP9VwPe9/UH157FkfhHOscSiUQikUgkg2Agjp7k3EGqVUgkEolEIpFIJE6kcyyRSCQSiUQikTiRaRUSiUQikUgkTgJLlTh81schGb78ZIPD4Riyk41Edu/eLS+QxIfzzjvPMJx/X9qlRA9pl5JgRdqmJBjxZ5fSOZZIJBKJRCKRSJzInGOJRCKRSCQSicSJdI4lEolEIpFIJBIn0jmWSCQSiUQikUicSOdYIpFIJBKJRCJxIp1jiUQikUgkEonEiXSOJRKJRCKRSCQSJ9I5lkgkEolEIpFInEjnWCKRSCQSiUQicSKdY4lEIpFIJBKJxIl0jiUSiUQikUgkEiehwz0ASd8IIe4AfgiMA/YB31MU5dM+9p8P3A/MAtqA94B7FEWp/AKGG9QM9Fp6Hftz4D5FUXT7sI9kBmGDOcAfgXlAHfAI8HtFUc6ZXvWDeM+vA6t1XopWFKXl7Ixy5DEY2xFCXANs0Hnp24qi/HkIxhTU9i9tdegQQoQDPwNuBhKAHcAPFEXZ08cx5/x8NxQM8toFrS3KyHEQI4S4FXgUeAa4BmgA3hZCpPvZPxt4H2gG1gM/ABY4jwn7QgYdpAz0WnodmwP899kdYXAyCBtMQn0gcwDXAY+hPqx9/wsZ8BAwSFuZgXqDvNDrX9vZHe3I4QxsZwZQjO+1f3EIxhTU9i9tdch5CLgL+C1wJeo1+UAIMVFv55Ew3w0hA7p2ToLWFg0Ox6h6uDlnEEIYgCPAm4qifNO5LQxQgE2Kotylc8wjwGWAUBSl27ltLvA5cLmiKJu/qPEHE4O5lm7HGoFPgVRg7GiKHA/SBn8B3AlMUBSlzbntf4BvAWM0uwxWBvme44B64DJFUd76Isc7khis7QghNgIdiqLcMMTjCWr7l7Y6tAghYoFq4MeKovzBuc0C1AK/VhTlVzrHnNPz3VAxyGsX1LYoI8fBSyYwEXhN2+D8or0BXOrnmAPAg15fSMX5s98I6QhmMNdS424gGvjTWRtd8DKY67YMeF+7UTjZCFiBuWdpnEPJYN5zrvNn/tkd2ohnsLaTy9m59sFu/9JWh5ZW1NSIJ922daNGhU1+jjnX57uhYjDXLqhtUeYcBy+TnT+LvbaXApOEEEZFUXrdX1AU5S8651nj/HloiMd3LjHgawkghMgEfgGsBOac3SEGJYO5bpOBD3X2117bPqQjHHoG855zgU7gV0KItYAF1UH5tqIoFWd1tCOLAduOECIaSANmCSEOowYBClEjWGe6Uhbs9i9tdQhRFKUH2AsghAhBtav7UB28Z/wcdq7Pd0PCIK9dUNuidI6Dlxjnz2av7c2oEf9IoKmvEwghxgMPALuALUM9wHOIAV9L55LlE8DTiqJsE0KMRud4MDYY42d/9/MFM4N5z7mo0ZFm4CogA/gVsEUIMUtRlM6zN9xzA+dy/6Q+dqlkcLYzHTCgOsXfA3pQl7RfF0IsUxTlg0EPOvjtX9rq2eOnqM4dwM8URVH87Heuz3dng0CvXVDbonSOgxctt9VfUri9r4OdjvH7qJPkDaOtctaLwVzLr6MuW15xVkZ0bjCY62YY4P7BxmDe8x+A59wcsY+EEIXAZ6hFOv8a2iGek4xFjej6424GZzsHgcuBbYqiNAEIId4F8oD/B5yJcxzs9i9t9ezxCmpE+BLgZ0KIcEVRfqqz37k+350NAr12QW2L0jkOXhqdP6NRoyq4/d7bl8yJU13hTSAMWK4oSslZG+W5wYCupfPB4vfAbUCbECIUZ36+8/92RVFGw8Q3GBtsdL6O1/7u5wtmBvyeFUU5hFfakqIoO4QQDajV2KPe4VAUpYzTzpwuQoh7GaDtKIrSAGz22tbrdJBvHtRgTxPs9i9t9SyhKIqWB7vVmbpzjxDilzoFduf6fDfkBHrtgt0WZUFe8FLk/JnhtT0DOOzvICHEPOBjoBdY5Gaoo5mBXsulqBPcBtSigm7gQedr3ahajqOBwdhgkZ/94XRxaDAz4PcshLhBCLHYa5sBdcmwZshHOHIZsO0IIWYJIW7XecnCmV/7YLd/aatDiBBijBDiNqdD585e1Otj0znsXJ/vhoTBXLtgt0XpHAcvRcBxVL1AwJW3dzlquoQPTm3LN4EKYL6iKEV6+41CBnotX0etNHb/9wfna3NRtSxHAwO2Qef2ZUKISLdtV6JK+uw7S+McSgbznr8J/NFZiKKxCtVB++gsjXMkMhjbmQk8LoSYpW1wSkitArae4XiC3f6lrQ4tccA/gHVe21cAVc5/3pzr891QMZhrF9S2KHWOgxghxLeAPwO/AT4B/gtYCMxUFKVUCDEJSFQU5TPn/q+iTow3o+pfunNUUZRTX9jgg4yBXkud478LPDSadI5hUDaYgppbmgf8L+ry2C9Q1QMeGIa3MGAG8Z5Xoj6UPo8qZTQZ+B9gi6Io3jcLiR8CsR0hRAwwFShRFKVaCBEF7EEN9NwLtAP3ANOAGYqiHD/DMQW1/UtbHVqEEBuAJcBPUFUnrga+AXxFUZQnh/vzDmYGce2C2hZl5DiIcUqz3YPq7G5AfTpbqSiKJhXzU9QGFVrEYBVgBJ51bnf/96UvdPBBxkCupeQ0A71uzgewZaj1DBuArwH3nks3ikG857dRCzczUTVO70WNopxpzuuoIkDbmY167S93HtOCmga1E3gYeA61u9biM3WMnecPavuXtjrk3AI8jurgbQIuAK5VFEXT7x1x890QMtBrF9S2KCPHEolEIpFIJBKJExk5lkgkEolEIpFInEjnWCKRSCQSiUQicSKdY4lEIpFIJBKJxIl0jiUSiUQikUgkEifSOZZIJBKJRCKRSJxI51gikUgkEolEInEineMRihCiTAjx1hCeL32oziUZvUi7lAQD0g4lIwkhhEMI8egAj7nYedwNZ2tc5zLSOZb0ixDiHeBHwz0OicQdaZeSYEDaoUQy8pDOsSQQlg/3ACQSHaRdSoIBaYcSyQhDOscSiUQikUgkEokT2T56hCKEKAMOofY4/yGQAHwG3KMoym63/a5B7YU+DWgBXgd+rChKlRAiDTjidep0RVHKhBAC+DlwCWADGoD3nOc/6Tz3fcAPgPnA34CZwHHgD4qiDCg/SjIyCAa7dJ4/DvgVcBUQBxwE/kdRlNeG+C1LgpBgsMOBzI9CiGmo9nqRc9OnwI8URSk4w0shCXKEEAbgv4AvA1NQg5pFwEOKojzp3McB/E1RlG+4/f4jIBr4OhAObAG+ryjKEec+FwMfAN8E5gBXA6HO/b6tKMpxtzGcD9wLLABigSqc3x1FURrP3rsfPmTkeGSzEPg18CRwHyCAD4UQUwCEEF8HNgCngO8DjwHXANuEEDFANXCz81xbnP+vFkKkoE7O5wEPoH5xNwHXAy94jSEMeAeoAO4BjgJ/FULIHL3Ry7DapRDCBGwD7gD+4/wbrcArQojLztablgQd58T86BzPp8AFwIPAL4CpwBYhxLihuRSSIObXwB+BXcB3UB+6LMA/hBDL+jjuv1Ad44ec/5YBHwshrF77PQhkoj4E/h1YjWr3AAghZgAfAanAL4Fvoz5Ifg145AzfW9ASOtwDkJxVIoGLFEX5CEAI8TJQCPxMCPFN1In7H4qifFU7QAjxH2A36hPmz4FnhBD/AooURXnGuc9/ATHAbEVRypyHPiaEMAPrhRCRiqK0OreHA+8pinKT89i/oEZQfiqE+KuiKE1n8wJIgpLhtss7UCOBVyqK8qrz2CeBAtRoy5tn9+1LgoThtkMIbH78FeAAzteieUKIzaiR79tRHXvJCEQIEQbciWqHX3fbvhFQgBWo9qJHCpCrKEqh85iPUB/i7gZ+6rbfXmCJoih2537RwFeFEKmKopQD3wDanfs0O495VAix3fn3RyQycjyy2alN/ACKohQDm4HLUJ8io4DXhBAJ2j/gJKqTcLm/kyqK8jsgxW3iRwgRC3Q5f430OuT3bsfagT8597l40O9Mci4z3Ha5CjiuOcbOYzud228687cnOUcYbjvU8Ds/CiFCgEuB19yXuRVFKUJdCv/jQN+05NxBUZRuIBn4rrbNmWZhcf4a1cfhr2uOsfNcHwD5+NruBs0xdrLL+XOM8+edQJabY4wQIhE1zaivv39OIyPHI5vDOttKgCuASc7fN/o5tqqfc1uEEL9BXToUwHjA4HzN/aHLgRrhcKfY+TOtn78hGZkMt11O5LQNunA6HJLRw3DbIfQ/P9pQHWUf21QUZW8/Y5CMDDqBdUKIK4BsYDKnndK+ApyFOtuKUfPg3fG25Q7nz3BQH9iEEElCiP8HzEC15xS3sY1IpHM8srHrbNMmaJPz561Auc5+3f5O6kzkfxOoR13SeQ/4HHWJ5Sc6Y+j12mZ0/uzx9zckI5rhtkujz8GS0chw26E2hr7mR2mroxhnlHgT6urBVtQCuv9z/v9oP4d36Wwz4nvf1fseuI/hRuBfQBnwIfAqas7xncC1/YzhnEU6xyObiTrbslALSUqdv1cqiuKRsySEWA30lQv8c6ARmKYoSr3bcXqddozABDyrujOdP0v6HL1kpDLcdnnc+fc8EEJ8GbXo6Vtey4ySkclw2yH0Pz/WoOZ7ZngfKIT4PXBKUZSH+hiL5NxmMWqaz38rivIbbaMQYoz/Q1z42AyqbQ30vns/airRPEVRtKiyprYyYpE5xyObBVrlNYAQIhtn/hrwLuqT5T1CCKPbPuc5X/+623nseNqKDXVSdp/4U1GlYMD3oetOt/2MwF2oUZWtg35nknOZ4bbLzcBEIcQKt/3CUdUCcqVjPGoYbjvU8Ds/KorS4xzLFUKIZLf9MlCVCxIH+J4l5xY250/vFIlvO3/2FeC8xt2JFkIsRy1E9pcq1NcYjng5xtNRZQVHbIB1xL4xCaBqa24RQvwBVTLou0At8HOnTufPgd8AW4UQL6Dqvd7l3Od+t/NUA0uFELcDL6EuGf7QWaW9FTXy8TVUTUXcfmrcKYSwoSb6rwMWAV9x/7JJRhXDbZd/Q63y3yiEeBh1eXI9ai7dkrPzliVByHDboUZ/8+N/oy5j7xBC/PX/t3f/Ko0GURjGH3Abr8Niqr0CCQgiQioLRSsLiwUbQaxcAsJWy2ohEW9AULCz217Q3kLkNFYWiuXCLlhtcSYQ1OZDQv74/NqEYQjzDYfJ+d4hWzq2yFNlT40n2xXwBzgqpcyQkZNtMm7thbdrqd8X4LqUckyu3W2yv73bcA6/gZW6V96QWcvf6mdTpZTpiPjXcMyR58nxZLsg32beATpk39tsL4Q+In4C6+Sbr7/IXMRLoBUR933jfCcfwi7wlfzb8JBs7O8Ca8AZMF+/P/dqHktkI/8B+ZAu98LL9SkNdV1GxF/y1OMU2AD2yb1woT+9QBNvLPbHiLglM5nv6jx3yTi5VkQ8f/A30AiLiCeyEH4g861/kGttkexFbtVEk/eckDnuHfKij3NyzTQtZDfrWKvk89Im12ov2Weu4XhjwRvyNDC1J2mPjDV6HPJ0JGlkuD9qUMqrG/PUnCfHkiRJUmVxLEmSJFUWx5IkSVJlz7EkSZJUeXIsSZIkVRbHkiRJUmVxLEmSJFUWx5IkSVJlcSxJkiRV/wH9eyjQTIRGaAAAAABJRU5ErkJggg==\n", 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SJMUDz2BJkhJGdYXa+gLQYm7r2ZcwZe6qhg5B9ahbt24NHUK9831eezUusBp757oTVK2h+8YklFwSNQk19PuoMbNvJEnawBsNS5IkSVKMWGBJkiRJUoxYYEmSJElSjFhgSZIkSVKMWGBJkiRJUoxYYEmSJElSjFhgSZIkSVKMWGBJkiRJUoxYYEmSJElSjFhgSZIkSVKMpDV0AJISR0qkoSOQpNqZtGgNS3OLarRu71bpdRyNpHhmgSUpZrIzU6P6ktI+K43DOjev46gkacuW5haxOKdmn13tslLrOBpJ8cwCS1JMRfMlRZKkxs7RGYqWBZaiEs3ZCXAYhSRJim/Rjs4AR2gkOwssRSXasxMOo5AkSfHO0RmKhrMISpIkSVKMWGBJkiRJUoxYYEmSJElSjFhgSZIkSVKMWGBJkiRJUoxYYEmSJElSjFhgSZIkSVKMWGBJkiRJUoxYYEmSJElSjFhgSZIkSVKMpDV0AJKSV0qkoSOQlKgmLVrD0tyiGq3bu1V6HUcjKZlYYCkpFBcWMOX+m/ll6RI+aNWCg8+7FFp14ttP3uHTJ+6hWXYHAPqdcA7ZPQL++48rKC7IZ59zL4e2fVn45TRmTp/Grr85dbNtv3ffSLrvcwjb7z6w/LFrTjicvzz+Gv975mG+fv8/NN2mLUSguLCQ/kPPZ9u+e/DMn35Hs7YdiERSeKu0kHY9AvoMvYi09Ix665eGlp2ZGtWXIID2WWkc1rl5HUYlKREszS1icU7NPlvaZaXWcTSxt3Fea5LVjIFnD4O2OzDnw7d54193VZvX2nTdgR/nTOc/i2ex+29O22zbleW18ef/mn7PTeKdJ0czbfK/t5jXigvzye6xIzv/ZRjJ+HXTA4jJLfn2eCWl8M2XScvM4uiRo+mU+z1P/b9/sP8Vd7D8m5ABp1xIt70OLF93wSdv06X/vnTs04+5k1/loD124pNXnmbA+dfW6rX7Dvk9Ox56LACrlizgnbuv5ze3PArAYVffSVp6Bv3aZvD8mH/x+dMP8avTLt76BseRaL4ESZLKbJzXVn/3LR89egcH3HEf3381Z4t5ba8z/sys15/h4uEjWVUc/WvXJK8BTH/hMV595D72PeP/tr7BcSbaA4gePEwsXoOlpLB6yYLyI3EdOndj+aIFAKz4OmTe2xN5bfgFfDL2bkqKi2iSkUVxQT5FBfk0ycjks7feIBh4QEzOLOWv+ZkmmVmVLhv425P49uO3t/o1JEmJb+O81qpTV1Yv+RaA77+as8W89vX7k+iy52Ca1HFe6ztkKNPfe2urXyNerT+AWJOfaEZyqPHzDJaSQpuuvVj0+Qd02XMw38yawS8rl1FSUkynXfek64D9aN6+Ex/86x/M+c+L9DnsOBZP+5DwzRfpd/y5fPHMfQz8/R+YPPpWWnbYjl2OOWWz7X/25H3MeOmJ8r/X/rK6/PcvJz7NNx+8SSQlhfRmzRl03hWVxtgkI5PiwoLYN16SlHA2zmvLvvqStSuXUVJcTI9+v6LVroOqzWufPnEP/U44h/F33kRWu+3ocsRJm21/07yWv+bn8t9rmtfS0jMoLDCvKflYYCkp9DpwCKuWLOC1EReyy+67s23PHUlJSaXXAUPIaNYCgC4D9uXbj98hkpLCXmf8BYAvXnycA447if9OeIT+p/6F/z37MKu/W0irTl0qbH/AyRdWGKv+7AXHlP++8VCK6uSvXUNaVtNYNFeSlOA2zmvte+9Cdo+AlNRUdj/k1yyPlJ1Rqiqv7XTkCUx/4TH+MOxKnn/kgRrltfHn/7r895rmtYK1OWQ2Na8p+VhgJblkmWVp+fw5dNp5AHud8WeyV8zn++++o7S0lJcuP4MhNzxAs+z2fD9zKtk9gvLn5K7+idXfLaTnLn/g9fGPE0lJIRKJUJSfVycxfvDcE3Tf++A62bYkKbFsnNeWz59NzvIfKC0t5cGLT+GI66vPa7v+9nRmvvoUKXWc12a8Mo5++x9aJ9uWGjMLrCSX6LMsrdey4/a8PWE00198jLatW3H4RVezOhJh0HlX8NYdV5OankHr7boRHLThzNP0F8aw23FnAjDgqOOZ9Pe/0iy7A2267hCzuCbdfAmRlBTeTS0b7rH70Atjtm1JUuLaOK+lN23BvudfSSQS4eiLr2ZSDfJan8OO474r/0TT7A70rYO8VlpSQptuvTjivGH85OVFSjIWWEoKmS1bc8S1dwHQr20Gy3KLWZ1TxHa77cV2u+1V6XMGnnlJ+e899xjIr4MBla6334Wbzy540zP/ZlluMf1OOKfKmE6457ny39fH5Gx6kqSa2Divbay6fLVxXttut704+uDBleaeyvLa0AdfAWD/k/9QZa7aOK+tl9akCRTVYqpCKY45i6CkuOK9RSRJUmPmGSxJccV7i0iSpMbMAktS3PHmxJIkqbGywEoCWVmV3wBQkqR4EM1Za4jvWW8lxT8LrARTeRJqDcCUuasqPGoCkiTFg2jPWsfzrLeS4p8FVoJJlmnXJUmSEoUTOCUWCyxJkiSpAUU7gRM4iVNjZoElSZIkNTAncEoc3gdLkiRJkmLEM1h1oKSkhBEjRhCGIenp6YwcOZKuXbtWWGflypWcdNJJvPzyy2RkZLBq1Souu+wy1qxZQ+vWrRk5ciTZ2dm8+uqrPPbYY6SmptK7d29GjBhBSop1sbSx0pISPnzkNlZ++xWpaekMOv9KWnbcvnz5uHHjeP7554lEIpx99tkcddRRrF27lmHDhvHzzz/TpEkTRo0aRYcOHQAoLi7mkksu4fjjj2fw4MEN1Syp0Vmf36ZNm0ZaWhp33nlnhfw2YcIExo8fT1paGhdccAEHHnggq1at4vDDD6d3794AHHLIIZxxxhnA5rlQSmalJSV88K9bq8xlH435J0vDL2iS2RSA04bfxvqJzMaMGcPy5cu59NJLGyJ0bcJv6nXgv//9LwUFBTz99NMMGzaMW265pcLy9957j7PPPptly5aVP/bggw/Sv39/nnrqKU477TTuuOMO8vLy+Oc//8njjz/O+PHjWbNmDZMnT67v5kiN3refvUtxQQFH3/gQ/U/+I5+Mvbt8Wd7Pq3jqqacYP348Y8aMYdSoUZSWljJhwgT69u3LuHHjOOaYYxg9ejQACxcu5JRTTmHGjBkN1Ryp0Vqf30aNGsXpp59eIb8tW7aMsWPHMn78eB5++GHuuOMOCgoKmDVrFkcffTRjx45l7Nix5cVVZblQSmZzPnqnylwGsOKbkMOuuoMjh9/DkcPvIbNZc/Ly8hg2bBhPPvlkA0WtyngGqw5MnTqV/fbbD4Ddd9+dmTNnVliekpLCo48+yu9+97vyx7766isuueQSAPbYYw9uuOEG0tPTGT9+fPl9rIqKijzCJ1Vi6Zwv2G73gQC077UzK76eU76sc4dsLrrnCZ7+JocV3y2kIJLGuHmrSdvnt7QsLuaJuat4d8bXlJSk88TcVRR8t5ybbrqpvOCStMHG+S0IAm6//fbyZV988QX9+vUjPT2d9PR0unTpwpw5c5g5cyZffvklp556Km3atOHaa69lWn5TPvpuLUddexf/uuQMnpq3irT0yvObtxRRslg0a3qVuay0pISff1jE+6NHkbf6J3odeDRdfv1b8vPzOfbYYxk0aBBff/11Q4WuTVhg1YE1a9bQvPmGWV1SU1MpKioiLa2suwcNGrTZc/r06cNbb73FTjvtxFtvvUVeXh7/XbKWpblpsHIVn7wyga+W/cw37fqyYJP7Wa1nElKyKsjNIT2rWfnfkZRUSoqLSEkte8+tKIBJz41n2rMP0+eIEypcRPz6jRfw08KvOfyaO1mcU8T2nXrQs2frem+DFA+qy29r1qyhRYsW5cuaNWvGmjVr6NGjBzvvvDP77LMPL7/8MiNHjuRXf7qB9N79WQkUl5SyOKeItMLKbx3iLUWULPLX5tCyilxWlJ9Ln8OPZ+chQyktKeb1Gy9m3/678nFmb5a235npX7zK8pX5PFHFd0Rw1sH65BDBOtC8eXNycnLK/y4pKSkvrqpy3nnnsWTJEk455RQWL15Mx44dWZpbxKJfCnj+gX8ya+pH7PPnkSxZW8zinKJKf34qKK7rpkmNUnpWMwrz1pb/XVpaUl5crbfTEcfz+wde5sfZ0/j+y6nljx953d0cNeI+Jt9xTb3FK8Wr6vLbpstycnJo0aIFAwcOZK+99gLg0EMPZdasWfUbtBQnMppWnctSMzLpe+QJpGVk0iSrGdv27c+S+XPLZx5cmV/ML4UlVX5HXJxTFNUU8No6Flh1YI899uDdd98FYNq0aeUX9lbns88+44QTTmDcuHF07dqVPfbYA4AP/nUrxYX5HDzsFtIyMus0biletQ92YfH/PgRg6byZbNO5Z/myHxctYMLNV1BaWkpKahopTZoQiaTwxYuP89W7bwDQJDOLSIpHyaUt2Ti/hWFYIb/tuuuuTJ06lfz8fH755Rfmz59P7969ufbaa/n3v/8NwIcffkjfvn0bJHapsevcZ9cqc9nP3y9i4vALKCkppqSoiB/nfEHnXjs2VKjaAocI1oFDDz2U999/n6FDh1JaWsrNN9/Mo48+SpcuXTj44IMrfU737t254oorAGjfvj0333wz9787k7mTX6XDjrvxxo3/B8BOR55A11/tX29tkeJB1z3357sZn/LqdecDpez7x2uYOXE8LTtsR78jDqFD915MvO48iETYfveBdNypH606deW9+0cyb/KrlJYUs+8FVwOQEqn8NdZfCykls/X5bX2+uvPOOyvkt9NOO42TTz6Z0tJSLrnkEjIyMhg2bBhXX301Tz31FFlZWYwcOZJJVY9ikpLWjnsfwIzPPqo0l3UZsB899zucideeRyQ1jR0GH8G23XqyLNfRS42RBVYdSElJ4YYbbqjwWM+ePTdb76233ir/vWvXrowfP77C8m132JGznppSN0FKCSSSksI+515e4bHW222YOnr/k86l5zFnVlie1boNh111x2bbys5MZdKiNex89pUshI3Gs5ddlzWlkvHtjmtXslif32bPng2U5baN89uJJ57IiSeeWOE5nTt3ZuzYsRU3tGrD++iEe56ru4ClOLKlXLbLr09hl1+fUulzex0wZIvbr+oAYlWysrLIy8uL7kkCLLAkaTPrx7TXVLRJS0okkxatieraDidkkhrG+gOINX2/ts9qS+/M5XUcVWKywKpH0ezUJiApfkSftDzjpcQR7QEJZwWUGk6079fefh2tFQusehTNTl1VApr/6RRe+vvlLFswL5ahSXGtXbde/OaqW+m5574NFkO0SUtSReY3JbtOPXpz1BWjGjSXbSwlgvdfrSULrDjzwk3DWLHQG8lJG1u2YB4v3DSMS1/8uKFDqRGHFCre1cWkL+Y3Jbvvvp7bqHJZdmYqM4pa8GY199balCM0ylhg1ZJjziXVVrRDCsGkpfpTs32zbNKXpT+u3cJ6kuKZ1yTXTsIUWFt7NC3a66Maasz5sdfczsu3XMHSb+bGZHtSImjfvTfHXDmqocOIiklL9aUu81ssr6cyvynZdeoZcNTltzR0GFsl2gOIHbPSOCQBDx7WuMBaPyVrLERTDGVkZPBjk21YXbCFef7T2wHw7Xc5dGqaRk5R6Zafs06nptHXme2zonvONumpRKj5N6Sq1t/+gAPY/4DKTx33bpXOqoKSqBJpXa6fKK/RGGOqj9dojDHV5jmxeu819Gvs0DKdacvzavy51io9lQ6FP5Gfnx/V60QrNzeX3NxcYOvyRJ8+fWIST3UxRBtnY7v3WY3z4UbqOr/F8v1SVX5rjJ9FjTGm+niNxhhTfbxGY4wJ6j731Pb9vaqgpMbrt0xPiSq3Qe3y2/rP/1ioSb6KlJaW1mhj119/fc1WlCSpFoYPH77V5+nMVZKkurbFfFVaWpowPyNGjCht6Bga6499Y7/YL/aLfRM/ccbDj31pfzbWH/vSvmzon5R6KvQkSZIkKeElWoF1fUMH0IjZN5WzXypnv1TOfqlavPRNvMQZD+zL2LI/Y8e+jB37shZqfA2WJEmSJKl6iXYGS5IkSZIajAWWJEmSJMWIBZYkSZIkxYgFliRJkiTFiAWWJEmSJMWIBZYkSZIkxYgFliRJkiTFiAVH+lLzAAAgAElEQVSWJEmSJMWIBZYkSZIkxYgFliRJkiTFSFpDB1BTQRCkAPcBuwH5wLlhGH61yTrtgPeBXcMwzAuCIAIsBuatW+XDMAyvqsew69yW+iUIgkuAoev+fC0Mw+uDIMgCngDaA78AZ4RhuKx+I697tewb95kguAg4EygFbgvDcEIy7DO17Jek3182Wmci8FIYhg80pv2lJrEEQfAPYF/KcuJDYRiOrvdAG7EavDf+AJwPFAEjwzB8tUECjQO1yUv1H2V8qM1nU/1HGT9qsG8eCQwHIsBU4KIwDEsbItZ4EE9nsH4LZIZhuDdwJXD7xguDIDgcmAR03OjhnsDnYRgesO4nob74rFNlvwRB0AM4BdgHGAgcFgTBrsAFwIwwDPcDHgeurfeo60dt+ibZ95m2lO0f+wAHA7evKyKSYZ+pTb8k9f6ykZHANhv93Zj2l2pjCYLgQGCHde3bF7giCIJtNt9MUqvuvdER+D9gEHA48PcgCDIaJMr4UJu8pMrV5rNJVatu32wB/AM4OgzDvYAFQNuGCDJexFOBtS/wBkAYhh8BAzZZXgIcAqzc6LH+wHZBEEwOguC1IAiCeom0flXXL4uAI8IwLF53lKEJkLfxc4DXKeu3RFSbvknqfSYMw+XA7mEYFlJ2sCJvXf8kwz5Tm35J6v0FIAiC4yn7/H2jsufQ8PvLlmL5EDh73e+lQCpQWD+hxY3q9oFfAe+HYZgfhuFq4CvAoqBqtclLqlxtPptUter6cx9gBmUHF98Dfky0USyxFk8FVktg9UZ/FwdBUD7EMQzD/4RhuGKT53wP/D0MwwOBmykbJpJoquyXMAwLwzBcHgRBJAiC24D/hWE4d5Pn/AK0qteI609t+iap9xmAMAyLgiD4E/ARG9qfDPtMbfolqfeXIAh2Bk4G/lbNc+ptfwmC4JwgCGZu/LPutauMJQzDvDAMfwqCoAnwGGVDBNfUR7xxpLr3xqbLEvXzIVZqk5dUudp8Nqlq1b3P2wIHAlcARwJ/CYKgdz3HF1fiqcD6GWix0d8pYRgWbeE5nwEvAYRhOAXotG5YTyKptl+CIMgExq1b58JKntMCWFUPcTaE2vRN0u8zAGEY3gNsCwxeN4QqGfaZ2vRLsu8vpwPbAW9Rdn3aX4MgOIIG2l/CMHw4DMOdN/6h7AtDtbGsGxL4BjArDMO/10escaa6fWDTZYn6+RArtclLqlxtPptUter6cwXwaRiGP6w7APUusHt9BxhP4qnAeh84CiAIgoGUnarckuHAX9Y9ZzdgUQJekFdlv6z7ovcSMD0Mw/PDMCze9DmUHYl4r/7CrVe16Ztk32eCIAieX9c/hZRd6FpCcuwztemXpN5fwjC8PAzDvcIwPAAYA9wRhuEbNK79pdpY1k2C8SbwSBiGN9ZzbPGiuvz7CbBfEASZQRC0AvoAM+s/xLhRm7ykytXms0lVq+59/jmwcxAEbded1RoIzKr/EONHpLQ0Pr4LbDS7ya6UzWByFmU7wldhGL680XoLgB3DslkEt6FsyE5zymY3uigMwzn1HHqdqq5fKLuW4CnKhjStdxUwnbKhMNsCBcDJYRj+UI9h14ta9s0cknifCcPw5SAIhlP2RbQUeD0MwxuCIGhKgu8zteyXpP6M2eSzdwTwQ1g2i2Cj2V+qiiUIgluBZymbnGE4MG2jp50VhuE39R5sI1WD98YfgPMoO2h7cxiGzzVYsI1cbfJSGIYf1nec8aA2n00NEWe8qMH7fChw2brVJ4RhOKphIo0PcVNgSZIkSVJjF09DBCVJkiSpUbPAkiRJkqQYscCSJEmSpBixwJIkSZKkGLHAkiRJkqQYscCSJEmSpBixwJIkSZKkGLHAkiRJkqQYscCSJEmSpBixwJIkSZKkGLHAkiRJkqQYscCSJEmSpBixwJKqEQTBmUEQ3FKD9TKDIDi3PmKSJCkaQRC8HQTBjtUs/6E+45ESnQWWFBsdAQssSZKkJJfW0AFIcWDvIAjeBFoCI4A1wE1AMTAfOB+4BtgpCIK/AY8A9wOZwLbAtWEYvhgEwSzgPaAvsBI4CSgBHgW6AunAn8Iw/LD+miZJSiRBELQE/gW0BjoB9260bASwI9Ae2Aa4OAzDKUBGEARPAl2AFcDxQAcqyWX11xIpfnkGS9qyHOAQYAhwDzAaOC4Mw/2BJcCZlBVcs8IwvIGy5HV7GIaHAucBF63bTlNgXBiG+wJzKCvM/ggsCMNwb2AosFd9NUqSlJB2AMaHYXgYcBjw102Wrw3D8CDgVDYUX82Bq9flp1ZAP6rOZZK2wDNY0pZNCcOwFFgaBEEu0B2YEAQBQBbwn03W/x64NgiCc4BSoMm6xwvDMHx33e8fAEeuW/46QBiG84B/1mVDJEkJ70fgL0EQHAf8zIYctN5bAGEYfhkEQcd1j60Mw3DBut9/oOyAYFW5TNIWeAZL2rI9AdYlokxgAfCbMAwPoOzM1VuUDfVb/366EXg8DMPTgMlAZN3jTYIg2G3d74OAL4HZG22/x7ohGpIk1dYw4MMwDE8FnmFDDlqvP0AQBDtTNgoDygqoTVWVyyRtgWewpC3LCoLgLcqGUPwBSAUmBkGQQtnRwdPX/ZseBMEoyhLabUEQXAUsBtputK0rgiDoAiwErqUsYT0SBME767b7l3pqkyQpMb0C3B0EwVBgFVAEZGy0vN+664qbUZbTqlJdLpNUjUhpaWUHLSTFWhAEC4AdwzDMa+BQJElJaN0kFz+EYfhAQ8ciJTKHCEqSJElSjHgGS5IkSZJixDNYkiRJkhQjFliSJEmSFCPRzCJY67GEs2fPBqBPnz613USjZdviT6K2CxK3bYnaLrBtG4nVFNCNctx7Iv4/J2KbIDHblYhtgsRsVyK2CRKuXVvMV57BkiRJkqQYscCSJEmSpBixwJIkSZKkGLHAkiRJkqQYscCSJEmSpBiJZhZBSVGYtGgNS3OLarRu+6w0DuvcvI4jkiQlo6ysrJhtK5rcBuY3JScLLKkGok0ovVulszS3iMU5NX+OpK23firgxiY3NxdovPHVRiK2CeK7XVlZWcxNbVtJvmoNwJS5qyo82j4rjd7Fy8vbXJPtLy1oHXVuW7BgQY1fIxrx/H9VlURsEyRWu2oy1bwFllQD0RZL7bJS6zAaSZIqF22+6p1eh8FIScoCS5KUMBrrTSwT7CabQGK2CeK/XZuepapOSgS6detWZ9uv7WvUVLz/X1UmEdsEiduuqlhgSZIkJaHszNSohsD3bhX96a5oX8NrtpQILLAkSZKSVDRDCms7/N1rkpVsnKZdkiRJkmKkxmewtmbWj0SaOWRTti3+5OXl0bRpUxYsWFCj9TMyMoDYTXFblVjMspSo/2eJ2i6wbesly7h8SVLic4igkk7Tpk35tul2NR9znpUOFNRtUJIkSUoINS6wtuboYiLPHGLb4s+CBQvqZcx5tGIxy1Ki/p8larvAtkmSlGi8BktqBFIiDR2BJEmSYsEhglIjEO00tuBUtpIkSY2RBZbUSDiNrSRJUvyzwJJipLSkhA8fuY2V337Fe1kZHH7R1dBq2wrrhG++TPjmi6SkpLLbsWfSuf8gCvNyGXvLTfzw3RJy8wsZeNYltNthJ76cOJ65k18hs8U2AOzzh8to1alrQzRNkpQESkqK+eChUaz+biFEIuxz7mVs07lHhXVmv/8Wb094DCIRegw6jL5HnVi+bNm8L/nsyfs5cvg9FZ4zafSdpLTbnh0PPbZe2iE1NAssKUa+/exdigsKOPrGh2i9dC4TH7mLQZfcUr587aoVzHrjGY65+WGKCwuYOPwCOu26JzNfeZIu3XtyxJ+H88WsOaz89iva7bATy78J2e/C62jbY8cGbJUkKVksmvo+AENueIDvv/ycqeMf5JDLRpUvLyku5q3H7uXImx4mLTOLF4adQs99DyOzZWtmvDyOr957gyYZmeXr5/38E/fffjM/LPqWHYecVO/tkRqKBZYSzvPPP8/kyZPJy8tj2bJlnH766bz55pvMmzePyy+/nO+++44xz75EISl0CHZlwMkXkLNiKR8+fBvFhfms/WkFe/z+PLruOZgXLz+d+f36s+CreRSUwMGX3cJPC+fz+dOjK7xm3yG/Z+mcL9hu94EAdN9pF76fN6fCOsu/mkWHYBdSm6ST2iSdlh23Z+XC+Sz54mO6H3I44/72f5SkN2Xg2cMAWPF1yBcvjiV39Uo699ubXX97ev10oCSpQW0pjxUWFjJmzBhSUlLo378/l156KT/88AMjRoxgwU85/LR8WYU81rHP7qxcOJ8IkQp57L0mEQpLIL+4lL5Dfk/XPQfTeY99AFiz/AfSm1W8zjclNZUL7n+a7/Igd/VPlJaUkJLWBIAWHTpx0F9v5r17byhfvzAvlyNPP4/PPphCYf11n9TgLLCUkHJycnjkkUeYOHEiY8aMYcKECXz88ceMGTOG+fPnc9rtY/mxOI1377mBJV98QiQSoe+QoWzbdw9+DGcw7dl/0XXPwRSuzWGPgw5n/3OHMe6Wa1k87SN67HPIZsMfABZOnUJ6VrPyvyMpKZQUF5GSWvY2K8xdS5OsDcmqSWZTCteuIe+X1eSu+YVTbvh/vP36K3z6xD0Mvug6uu9zCH0OO44mTZvx1u1XsWjq+3TuP6juO0+S1OCqy2MLFy7kueeeIysri8suu4z333+fSCTCWWedxbxtAqZ+/r8Keaz7Pocy8Ky/8s7dIyrksX5tM1iWW1zh+t+U1DTeve9GFn76Lgf+ZeRmcaWkprHgk//y0SN3sH2/vUnLLDtj1W2vA/ll6fcV1m3RvhPd2mbw2QdT6razpEbGAksJaf19d1q0aEHPnj2JRCK0atWKtWvXsnr1ap66/hLyi0spzFvLLz8uocOOuzH9hceYN/lViEQoKSou39b2OwSsLoFm2R0oLsjnxznTKz2DlZ7VjMK8teWPlZaWlBdXAE2ymlK00fLCvLWkN21OZvOW7Lz3YAA67zGIL156gtLSUvoedSLpTcsKsu377cOKBXMtsCQpSfTp04dJi9bw6c8p0LYz4+at5odVKXyz4meWLlvBb049G4D83ByKtg/pvNPuTH9hDDnFEdYWUyGPZXfvDWyexzY9g9VlwH4ADL7wOtauWsGr1/6BY28bR5PMrAqxdfvVAXQdMJj37r+J+e++Qa8DhtRTr0jxwQJLCSkSqfzGUpFIhHbt2nHijXfzfT7Me3sibbr14vMJowkOOobt++3NvLcnMu+d16rcVocdd6v0DFZJcRGLpr5P970P5ptZM2jfdYcKy9vusBNTn36IooJ8SooKWb1kAa0796B9sBuzPnmf/p1788Oc6WyzfXcKc3N44dLTOO6OcaRlZPH9zKn0OtAEJknJIhKJsDS3iOV5xawtKmFxThErcovIL4bMNu054Mo7SUlLY97bE0nr0ovXH7ufo479He12GcjkiS9VyGObWp/HNj2D9dW7b7B25VJ2/e3ppKVnEomkEEnZcMvU3Jw1PHb1JRxw5R2kNkknLSMTqsi3UjKzwFJSSUtL47jjjuPxq/5IXmExzdt1pPveB9N94EF8Ou4evnhpLM3atCf/l1VRb7vrnvvz3YxPefW682mWFuHIi68lD5g5cTwtO2xHlwH7sdMRJ/D6iAspLS1lj9+fR1p6Brsdezozx9zK9EvPoSiSyn4XXkd60+b0H3o+b9xwMSlN0um0c38699sn9h0iSYorKWlp7DxkKK9dfxGlJSUV8tiLD95FevNHSWvVrnZ57Ff7M+WBm3ltxIWUFBfxqzP+TFp6BvOnTKIoL5d+Q09klwMO57URF5GSlkabLj3pud/hddBKKb5FSktLa7pujVfc1OzZs4ENw7YSiW2LPwsWLGBKQesa33OqsjHqsX5ObV5j+2ZpnNq7dYXHEvX/LFHbBbZtI7E6DF7rXFWXEvH/ORHbBI2rXU/MXdWock995MPKcltVGtP/VawkYpsg4dq1xXyVsqUVJEmSJEk1Y4ElSZIkSTFigSVJkiRJMWKBJUmSJEkxYoElSZIkSTHiNO1KOhkZGVDQ0FFsvZRK5rDJysra/EFJkuJEZbmtKuY8NVYWWEoIkxatYWluzaaA7d2qFYlQYWVnplbS7rKpbafM3fz+J+2z0jisc/N6ik6SpOhVntuqUpbz5i5aY35To2KBpYSwNLeoxvfYaJeVWsfR1J9o2i1JUjwwtyneeQ2WJEmSJMWIBZYkSZIkxYgFliRJkiTFiAWWJEmSJMWIk1xIkiTVg+hmvE2v42gk1RULLEmSpHqQrDPeSsnGIYKSJEmSFCMWWJIkSZIUIxZYkiRJkhQjFliSJEmSFCMWWJIkSZIUIxZYkiRJkhQjFliSJEmSFCPeB0uNTjQ3YgRvxihJkqTGwwJLjU40N2IEb8ZYUymRho5AkiQp8VlgSUkiOzM1qrOD7bPSOKxz8zqOSpIkKbFYYElJJNqzg5IkSYqOk1xIkiRJUoxYYEmSJElSjFhgSZIkKW45iZMaG6/BkiRJUtxyEic1NhZYkiRJUfKejY2LkzipMbHAkiRJipL3bJRUFa/BkiRJkqQYscCSJEmSpBixwJIkSZKkGLHAkiRJkqQYscCSJEmSpBixwJIkSZKkGLHAkiRJkqQYscCSJEmSpBjxRsOqc9Hc7d473UuSJCmeWWCpzkVzt3vvdC9pa8yePbuhQ6hUbm4u0Hjjq41EbBPUrF1ZWVlA63qKSHVhwYIF5f/XjUkyv6/iRZ8+fba4jkMEJVUqJdLQEUiSJMUfz2BJqlR2ZmpUwzsB2melcVjn5nUYlVS9mhxZbAjrj9o21vhqIxHbBDVv15S5q+ojHNWRbt26NXQIlUr291WiqHGBtTWn9BLptOCmbFv1HEYR36IZ3rleXQy78H0Wn6JpW7IkXUlS4nOIoCRJkpKGQ+BV12p8Bmtrji4m8mlB27ZlDqNILnUx7ML3WXxK5LZJil/RDoF3+Lui5TVYkiRJSiq1GQIv1ZRDBCVJkiQpRiywJEmSJClGLLAkSZIkKUa8BkuSJGmdstuLSFLtWWBJkqSkt2FWubJ7N1Y3A27vVun1FJWkeGSBJUmSkl40s8q1y0qt42gkxTOvwZIkSZKkGLHAkiRJkqQYscCSJEmSpBjxGixFZcNFwDXjhcCSJElKJhZYiko0FwGDFwJLkiQpuThEUJIkSZJixAJLkiRJkmLEAkuSJEmSYsQCS5IkSZJixAJLUsykRBo6AkmSpIblLIKSYiY7MzWqqfzbZ6VxWOfmdRyVJElS/bHAkhRT0U7lL0lSY+boDEXLAkuSJEmqQrSjM8ARGsnOAkuSJCWcaL4Q926VXsfRKN45OkPRsMCSJEkJJ5ovxO2yUus4GknJxFkEJUmSJClGPIOlhFdcWMCU+2/ml6VLaJLVjO2GXUUkezu+/eQdPn3iHppldwCg3wnnkN0j4L//uILignz2Ofdy2nTdgfkzpjFj2v/oeuTJm237vftG0n2fQ9h+94Hlj40//9f0e24S7zw5mmmT/03TbdpCBIoLC+k/9Hy27bsHz/zpdzRr24FIJIXiwnzm7dSX/c64GPAoqiSpepvmtYFnD6PVtp2ZPmUyzz/wTzK2aQ9Undd+nDOdH8MZ9DvnnM22XVVeG/rgK7z22IN88uYbpLfacl7L7rEje576JyCjvrpFajQssJTwwjdfJi0zi6NHjmb1d9/y7N23csKIu1j+TciAUy6k214Hlq+74JO36dJ/Xzr26cfcya+y1xl/5p0XnuLIPw/nh8LoX7vvkN+z46HHArBqyQLeuft6fnPLowAcdvWdpKWXJZ6l/36CyWMfoM/Qi7a+wZKkhLZpXvvo0Ts4/Oo7WTR3Ngef+Sda7D64fN3K8tqs159hv4uuq9VrD/ztyXQYfAxQfV6b/sJjfP70Q+x5yaVb2Vop/jhEUAlv9ZIF5UfiWnXqyo8LvwFgxdch896eyGvDL+CTsXdTUlxEk4wsigvyKSrIp0lGJl+/P4ldBx1YnjC2Rv6an2mSmVXpsgOPP4XZH0ze6teQJCW+TfPa6iXfArBo3hym/feVLea1LnsOrvO81nfIUL79+O2tfg0pHnkGSwmvTddeLPr8A7rsOZhlX33JqhXLKCkuptOue9J1wH40b9+JD/71D+b850X6HHYci6d9SPjmi/Q7/lw+feIeBp13ARPv+Tsp2Z3Y5ZhTNtv+Z0/ex4yXnij/O3/Nz+W/fznxab754E0iKSmkN2vOoPOuqDTG9IxMigryY994SVLC2TSvrV25jJKSYoL+v2L7/oNZ07x9tXmt3wnn8P7oW1nRowu7HXPqZtuvLq999OKTpE+etMW8lpaeQXFhQewbL8UBCywlvF4HDmHVkgW8NuJC2vfehc69diQlNZVeBwwho1kLALoM2JdvP36HSEoKe53xFwC+ePFxdjryBP497mEOPGcYEx9/kNXfLaRVpy4Vtj/g5As3G6u+3sZDBKuTm7OGjKymsWhuXKnpzRuzsio/QipJyWjTvJbdIyAlJZWBR/yGnNSm5OQUVZvXpr/wGAPPvITFE8ewYslCaN2pwvary2sbDxGsTsHaHNKSMK9JYIGlJLB8/hw67TyAvc74M8vnz2bJL0spLS3lpcvPYMgND9Asuz3fz5xKdo+g/Dm5q39i9XcL2fW3p7No0tNEUlOIRCIU5efVSYxvPv04O+13aJ1suzGr+c0bWwMwZe4qb94oKeltmtdylv9AaWkpo/4wlNNvHQ1Z2dXmtZmvPkUkJYUIEQrycuskxhmvjKP73gfXybalxs4CSwmvZcfteXvCaKa/+BjpTVvwx6uGUxCJMOi8K3jrjqtJTc+g9XbdCA7acERu+gtj2O24MwHY75gTePJvf6bJNu1p03WHmMU16eZLiKSkUFpSQrDjjgw+/WK+T8LRFN68UZKis2le2/f8K4lEIgwddh3P3HwlxWnp1ea1Pocdx6S//5XtOm1Lx+69WJJbEpO4Ns5rbbr1WjeLoJR8LLBUpUQZlpXZsjVHXHtX+d+t2mawLLeY7Xbbi+1226vS5ww885Ly3/vsuTdtd/5VpUXAfhdeu9ljQx98BYD9T/5DlYXDCfc8V+HvfutiosBCQ5JUvU3z2np9Bgykbd89K809G+e19fmvPPewocCqLq8ddcb5LMstrnT7m+a1ZFfTIfBKTBZYSa764VkbhmUB9G6VXk9RSZK0Qc2GEm9gvlJDq/kQ+DIOf08sFlhJLprhWe2yvAmuJKn+RTuU2HylxsAh8MnL+2BJkiRJUoxYYEmSJElSjFhgSZIkSVKMWGBJkiRJUoxYYEmSJElSjDiLoKS44r1FpPgXzfTVTrkuKd5YYDUCb731Fvfeey9paWn87ne/48QTT6ywfPbs2dx4442kpqaSnp7OqFGjWLZsGTfffHP5OtOmTePee+9l8ODB9R2+VOdKS0r48JHbWPntV7TKyqB02N8obbNt+fJPJz7D9P9OJBKJMPDYU+i73yHk/rKaF28fTkneWrp1yGbkyJFkZ2czZswYnnnmGdq0aQPA9ddfT48ePRqqaVLcKS4u5tprr2XWrFlEIhFuvfVWevfuXWGd3NxczjrrLG666SZ69uxZ/viKFSs47rjjOPZvd5HXZvvyxz9+7C5aderCjoceu9nrOeW6El1JSTGv3PV3Xl2xhIKCAv7v//6PPn36bLbeddddR6tWrbj00kspKCjgqquuYtGiRTRv3py//e1vdOvWjQ8//JB//vOfpKWlkZ2dzahRo8jKymqAViU3C6wGVlhYyN///neeffZZsrKyOOmkkzjooINo27Zt+To33XQT1113HX369GH8+PGMHj2aq666irFjxwLw+uuv0759ewYPHuxRQSWkbz97l+KCAo6+8SFaL53L+PtuZ9AltwCQ9/MqPnr1OX5zyxiKC/N5ftiptOy3P5+Oe5SWO+zCkFPPocfyWdxxxx3cdNNNzJw5k1GjRrHzzjs3cKuk+DR58mQAbrnlFmbMmMGdd97J/fffX758xowZDB8+nB9//LHC8woLC/nb3/5GZmZm+WN5P//Eu/eO5OfvF9Kq08n10wCpkVk09X0yUiOc+o9/8cknH3P7I0+wuNPuFdaZ+vrzTJ8+i64778ETc1fx6avP8HNJEyZMmMDXX3/NjTfeyMMPP8yIESMYN24cbdu25fbbb+eZZ57h9NNPb6CWJS+vwWpg8+fPp0uXLrRq1Yr09HT69+/Pp59+WmGdO+64o/xIRnFxMRkZGeXL1q5dy913380111wDbLipXU1+fioorr+GSlth6Zwv2G73gQB032kXvp83p3xZZsvW/GbUGFLS0li7aiWp6elEIhFWLfmG7XffG4A99tiDqVOnAvDll1/y0EMPcdJJJ/Hggw/Wf2OkOHfIIYdw4403ArBs2TJatmxZYXlBQQH33nvvZmeGR40axdChQ2nfvn35Y4V5ufQ7/mx67ndE3QcuNVJd9xzM0L9ew9LcIr5ZtITijGYVvq9N/fx/zJs1k+4HHsMvhSUsziliwdfzy/Nijx49mD9/PgBjx44tP0hfVFRU4Tuj6o8FVgNbs2YNLVq0KP+7WbNmrFmzpsI665PR559/zhNPPMGZZ55ZvuzZZ5/liCOOKB/uJCWigtwc0rOalf8dSUmhpHjDmdqU1DRmvfEsE687j577Hg5AdtdeLJw6BSgbhpuXlwfAkCFDGDFiBI899hhTp04tPxovqebS0tK46667GD16NL/+9a8rLOvfvz/bbrtthceef/552rRpw3777Vfh8RbtO9GuV986j1dq7FJT03jpzuv5eMyd9Bx0WPnja39azrTnHmHgWX+tsH6brr2Y9+kUSktLmTZtGj/++OP/b+/+o6Mq7zyOv5OQhESBiAhYWdEVeBa0Kiqo+AOklspCKxbQikbUKKy4lqJWgy0FqgiKFHUXf6ClWOVUe9ZVVChHTl1/gIpi1xYk+xqv4rsAAA9hSURBVEXqTw6CQAUh/AiE2T/uDUwgmcxMZu6dGT6vc+acydxnMt9v7p373O9zn3tDbW3t/mPGV199lWXLljFkyJBA8xCPCqyQzJw5k/LycsaMGVOvoKqurq5XcNVZuHAhEydOZPbs2fWKqZdffpnhw4cHErNIWIpKjmDPrh37f45E9pFfUH+Gc49LhnHFYy+xoepDvvroA04dUs72jV/xVOVo1q5dS8eOHYlEIowcOZK2bdtSVFRE3759WbVqVdDpiOSEsWPH8sgjjzBhwgR27NgRs+3zzz/P22+/TXl5OVVVVcyfOZkdWzYHFKlIdrh03ER+PPNZlj5xH3t27QTgs3f/h93btrJ42u2seOkZPlm6mI9fX0DXiwZRXHIEI0aMYPHixZx88skUFHjXK86dO5c5c+bw5JNP6gxWSHQNVkjGjRsHeHPSBw0axJYtWygtLWX58uVUVFTUazt//nyee+45nn76acrKyva/vm3bNmpqag4ZKRTJNe3dd/nyg6WceO73+HTVCtp37rJ/2dZ1n7P8D4/R/9Z7yS9oQX5hIXl5+ayv+ivd+v+IXmf25OhPlnHGGWewfft2Bg8ezMKFCyktLWXZsmUMHTo0xMxEss+LL77Ihg0buPDCCykuLiYvL4/8/NjjtfPmzdv/vLy8nDOvvY1dZUenO1SRrLDmzUVs3PUPel52DS2KWpKXl0+e/53qMXA4PQZ6A+kfv76Areu+oGu/QXy9eiUnnNaLX0+fzIoVK1i3bh0Ajz76KB999BFz586td72jBEsFVsgKCwuprKykoqKCSCTC0KFD6dChA2vWrGHqY7+jb8WtzPj1PbQ5pgOXV9wEwPGn9KTfVaNYt3oV+9q055nVWwDdtEJyV+defVm34n1emTCaI1rkMfCWX7J8wbO07nAcx591AW07d2XBhFGQl0en08+hY4+efLt+LW/OuptVz+VT1u4YBtx8F/O/quXsK0cz6PKraFFYyAmn9eLLY0/b/x0CaF/SggH/dGSI2YpktgEDBjB+/HgWLVpEbW0td911F4sXL2bHjh1cccUVYYcnknU69+7LyjnT+FvlaHbW7KH3yLF8/t4b7N21E3fxpQ2+p3XHTrw7axJXvPw0rVq1YsqUKWzatIlZs2bRo0cPbrzxRgAGDhzIiBG6gUzQVGBlgP79+9O/f/96r3Xp0oWLRv2ctdV7ufLJPx3ynrXVe+G4bpw3bqr3HN3KVnJXXn4+fW64A4Ce7YrZuLOWU6Ju8dxz2PX0HHZ9vfe07tiJwXc/vr/92uq9UL2XtmcP4JKzD8xvr/v+iEh8SktLeeihh6iqqqKkpITVBe3Y6t+9Nnqw4gcT/oN3auGdqNcAbnngcVZvran33es5vP7MDZHDSWHLEq7/1bQDfVUjuvYbtP95y9ZlXH3Pf3J1t7J6bVauXJm2OCV+KrBEREQkaXV3r42XBgNFUiM/L+wIpDEqsEREoqjDEolPSUmJdwF9TdiRiByejm5ZkND/P9UU+OCowAqQ/gmwSOZLtMMCdVqSW+Lf/svoVlKEKiyR8CR6BlmCoQKrmUpKSuJum8iXINEpFH9/fwmPTL+TL9esTuh9ItngmBO6cun4+zmp1/mBfJ46LDmcpbOvasrf31/C/Kl3sPGzj1P6e0Uy2TEndOX2aTP5Ts/z0vo5mqERHBVYSTowwuddXLjkoIt4D5buM1IvTLmNzV98ktbPEAnLxs8+5oUpt3H7i8vCDqVB6rQkk2XT7An1ZXI42vjZxzw8fizTFi1P6+doSmFwVGAlSRf1ikgddVqSycI8IyUimSWR/YEGD5OnAitHXPaLGbw6vZIv1ljYoYikXPsTu/GjyvvCDiOmZDutRKYZS/ZK1XpO9PrAsM9IJeqyX8zgpWl38vWnmu4uh4/2J3bjp1N/E3YYh0jmmuSOJS24uIEBxMOtr4u7wKqqqkr6Q3bu3Ln/d5SUlLDlyI5sramN673fKW1B9d5I3O2TeU8y7duXJFabHlVUQB7xDwUk2r5Tv37ceOlf2FKzL6GpIOlsnyufkYkxBfEZmRgTpP+7lGj7ZN7TpXURH27a5e1zio4B4PN11THfk+h+qk1RAR32fMPu3bvjjisZdfv3WMvi6T+6d++eknia01cdLJEDguLiYjYUHtX4+mlgPSfT9yQjkf4q7O9Lp3796Nuv/lTgTNwXZWJMQXxGJsYUxGcEGVMigugPE42pdVH+gf4tWiN9XRDH+W2KCijbvj5mf5WIePqrvEgkEtcvmzx5cnwNRUREkjBx4sRmT0hRXyUiIunWZH8ViUQCeUyaNCkS1GcF/VBu2ffI1bxyObdczUu5HT6PXPxb5GJOuZpXLuaUq3nlYk65nFdDj/yACj0REREREZGcF2SBNTnAzwqacss+uZoX5G5uuZoXKLfDRS7+LXIxJ8jNvHIxJ8jNvHIxJ8jdvA4R9zVYIiIiIiIiEpumCIqIiIiIiKSICiwREREREZEUUYElIiIiIiKSIiqwREREREREUkQFloiIiIiISIqowBIREREREUkRFVgiIiIiIiIpogJLREREREQkRVRgiYiIiIiIpIgKLBERERERkRRpka5f7JwrAZ4B2gPbgJFmtvGgNtcCNwEFwHwzuztd8aRSPLn57UqBt4FKM1sUbJSJi3OdTQfOx9t2ZpvZE4EHmgDnXD7wCHAasBu4wczWRC2/ERgN7AXuMbNXQgk0QXHkNQ74if/jQjObHHyUyWkqt6g2C/D2G48FH2Vy4lhvA4GJQB7wAXCzmUXCiDURceR1GzAC2Afca2YvhBJoAJxzBcATgAMiwL+Z2cqo5T8EfoW3z5mT6fvQOk3l5bcpBRYDFWb2f8FHmZg41tWVwM/w1tUKYIyZ7Qsj1kTEkddQoNJfNs/MHgol0ATEs/357WYD/zCzyoBDTEoc62occANQdyw22sws8EATEEdOvYDf4PVz64GrzWxXGLGmUzrPYN0ErDCzC4DfA7+MXuicO8lv0w/oDRQ55wrTGE8qxcwtyiy8jStbNLXOLgK6mNm5eEXWnc65o4IPMyFDgJZ+zJXAjLoFzrmOwE+B84AfAFOdc8WhRJm4WHn9M3AV0Ac4BxjgnDs1lCiT02huUe4BMn3ba0is9dYKmA4MNrOzgc+AdmEEmYRYeZUBY4FzgQHAg6FEGJwfApjZeXj70Cl1C/w+bibe36EvMMo51yGMIJPQaF4AzrmzgDeBk4IPLWmx1lUJ3n7mIn95G2BwGEEmIVZeBcA04GK87+QY51w27Gdibn8AzrnRwHcDjqu5msrrTOAaM+vnPzK6uPLF2v7y8Iqv68zsfGAR0DmMINMtnQVW3R8O4E94X+ZoFwPLgaeAN4ClZrYnjfGkUlO54Zy7He/s1V8DjKu5msrrHeB6/3kE78xjpq+z/TmZ2bvAWVHLeuNtd7vNbCuwBsiWQiRWXl8Cl5hZrX/2oxDIptGhWLnhnBuGdyYk488KNyBWbn3wRslnOOfeAjY0dGY8Q8XKqxr4HDjCf2T8GYDmMLMXgVH+j52BLVGLuwNrzOwbM6sBlgAXBhxiUprIC6AYuAzI+DNXdZrIaTfQx8x2+D+3IEv2o7HyMrNaoLvf5x2N14/XBB5kgpra/pxzfYCzgccDDq1Z4vhenQmMd84tcc6NDzS4JDWRUzdgMzDOOfcG0DZLisaEpWSKoHOuAhh30MsbgK3+8214oz/R2uF1LH2AEmCJc663mR28cYUqmdycc98DuprZaOfceemPMnHJ5OWfwt3lj8I+hTdFcHu6Y22m1hzICaDWOdfCzPY2sKyh7TRTNZqXP1CxyR8pmg78r5mtDiXK5DSam3PuFLypZsPwplllm1jbYzvgIuB0YDvwlnPunSxZd7HyAq/oX4V3MDc16OCC5m+rT+EVHMOiFmXzPidWXpjZUgDnXBihJa2xnPypgBsAnHO3AEfiTX/MCk2sq73OuR/jzbJZgDcIkvEay8k5dyze1OrLgMtDCi9psdYV8CzeevoWeME5NzgbLmWIkVM7vOP+f8cb1H7FObfczF4LIcy0SskZLDP7rZmdEv3A60Ra+U1acWhVvhl43cy2mdnXQBVeZZtRksytAjjFOfc6cAlwv3Pu9MCCjkOSeeFPCVwErDKzbDhQ+pYDOQHkRx30HbyswZwzVKy8cM61BOb5bcYEHFtzxcrtGuA44DXgWuBW59wlwYbXLLFy2wy8b2br/YGLN/GKrWwQK6+BwLHAicDxwBDnXO+A4wucmY3E69OecM4d4b+czfscoNG8slpjOTnn8p1zDwDfB4Zmw/WQ0WKtKzP7b7x9aRHefjUrNJLTcLwD94V4U5RH+Nf4Z42G8vIHSR80s03+Ge8FQM8Qw0xII+tqM95Z/Cp/MHgRB81SyRVpu8kFsBT4V+A9vA72rQaW3+wfCBYAPfCq2WwQMzczG1H33Dk3F3jWzD4MMsAkxczLn5P+Z2CGmc0LPrykLMWbD/xH59w5eFOw6rwHTPG3wWK86TuHXDSboRrNy98pzwdeM7P7QoqvORrNzczuqHvunJsErLcsuIFMlFjb41/wBmba4R10n4M3Vz0bxMrrG2AnsNvMIs65LUBZCDEGwjlXDnTyB6B24E2JrJsWWQV0dc61xTtLeSHwQCiBJqiJvLJSHDk9jjdVcIhlwc0t6sTKyznXGngZGGBmu51z1WTBeoyVk5k9DDzst7sW+BczmxtOpIlpYhtsDax0znXHO8vYH5gTSqAJaCKnT4AjnXNdzLsR0gXAb8OJNL3yIpH0DMj4dxN6Cm/ksgYYYWbrnXP3A/9lZu85534GlOPdSeRBM/t9WoJJsXhyi2o7F6/AyviDwKbywrsZxEQguli8zsw+DTzYOEXd3exUvO3sOrwico2ZveS8uwiOwjube6+ZPR9asAmIlRfegMUfgHej3jLezN4JOs5kNLXOotpNwiuwsvEugo1tjz8Bfu43/2O2FMhx5DUZ72z+Przrju7ItrMB8fJHan8HdMS7/nEa3rVnR5rZbHfgLoL5eHcRnBVasAloKq+odq/j3TUs46/FipUT3jXiy/EGGuu21YcsC+6AGcc2OApvps0e4G/ALf61WRkrge3vWrwCK1vuItjUuirHuxnXbuDPZjYxtGDjFEdO/f3X8oC3zWxsaMGmUdoKLBERERERkcON/tGwiIiIiIhIiqjAEhERERERSREVWCIiIiIiIimiAktERERERCRFVGCJiIiIiIikiAosERERERGRFFGBJSIiIiIikiL/DzFRLlm7zs+6AAAAAElFTkSuQmCC\n", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pm.plot_posterior(trace1c);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "How do we decide whether the interaction is significant or not? We'll use model comparison to achieve this!" ] } ], "metadata": { "anaconda-cloud": {}, "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": "3.6.1" } }, "nbformat": 4, "nbformat_minor": 1 }