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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"WARNING (theano.configdefaults): install mkl with `conda install mkl-service`: No module named 'mkl'\n"
]
}
],
"source": [
"import pymc3 as pm\n",
"import theano\n",
"import numpy as np\n",
"%matplotlib inline\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Generate some data:\n",
"This is for a hierarchical model to measure the proportion of some event. It generates about 1 to 10 samples of binary 0 or 1 measurements, where 1's (the event) occur 20% of the time. \n",
"\n",
"There will be some variability. So the goal is to measure the proportion of 1's while modeling each instance individually and sharing overall mean probability --> i.e. a hierarchical model\n",
"\n",
"We thus expect the probability to be ~20%, and/or the odds to be ~1/4. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### The data:"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Sample 0: [0]\n",
"Sample 1: [0]\n",
"Sample 2: [0]\n",
"Sample 3: [0, 0, 0, 0, 0, 0, 0, 0, 0]\n",
"Sample 4: [0, 0, 0, 0, 0, 1, 0]\n"
]
}
],
"source": [
"#generate data:\n",
"#Creating a synthetic dataset:\n",
"data = list()\n",
"\n",
"#probability of 0 or 1:\n",
"probs = [0.8, 0.2]\n",
"#take measurements for 500 instances:\n",
"for j in range(500):\n",
" \n",
" observations = list()\n",
" #all instances must have at least one measurement:\n",
" observations.append(np.random.choice([0,1], p=probs))\n",
" #now take several more measurements for this instance:\n",
" while np.random.uniform(0,1)>0.2:\n",
" observations.append(np.random.choice([0,1], p=probs))\n",
" data.append(observations)\n",
" \n",
" \n",
"#print a sample to see what the measuments are like\n",
"for i in range(5):\n",
" print(f'Sample {i}: {data[i]}')\n",
" \n",
" \n",
" \n",
" \n",
" \n",
"#parse for input to pymc3:\n",
"num_measurements = [len(i) for i in data]\n",
"num_events = [sum(i) for i in data]\n",
"N = len(data)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### The model:\n",
"The group parameter (`phi`) is measuring the log probability of the event. This can be transformed into a probability by a logit (`logit`) and then to odds (`odds`). The instance parameters are beta distributions, with parameters 'a' and 'b' determined by the `odds`, i.e. odds of 1:`odds`. \n",
"\n",
"Likelihood is measured by a binomial, where you use the probability determined by the priors above along with the number of measurements and the sum of measurements for each instance as the observations. "
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"#pymc3 gear:\n",
"with pm.Model() as model:\n",
" #group parameter:\n",
" phi = pm.Normal('phi', mu=0, sigma=1.0)\n",
" #probability:\n",
" logit = pm.Deterministic('logit', 1 / (1 + np.exp(phi)))\n",
" odds = pm.Deterministic('odds', (1-logit)/logit)\n",
" \n",
" #instance parameters:\n",
" thetas = pm.Beta('thetas', alpha=1, beta=odds, shape=N)\n",
" \n",
" #likelihood:\n",
" y = pm.Binomial('y', n=num_measurements, p=thetas, observed=num_events)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Short NUTS run works well:\n",
"See that `logit` encapsulates the expected 20%"
]
},
{
"cell_type": "code",
"execution_count": 4,
"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: [thetas, phi]\n"
]
},
{
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"text": [
"/Users/lmar3213/miniconda3/envs/ppl/lib/python3.8/site-packages/arviz/plots/backends/matplotlib/distplot.py:36: UserWarning: Argument backend_kwargs has not effect in matplotlib.plot_distSupplied value won't be used\n",
" warnings.warn(\n",
"/Users/lmar3213/miniconda3/envs/ppl/lib/python3.8/site-packages/arviz/plots/backends/matplotlib/distplot.py:36: UserWarning: Argument backend_kwargs has not effect in matplotlib.plot_distSupplied value won't be used\n",
" warnings.warn(\n",
"/Users/lmar3213/miniconda3/envs/ppl/lib/python3.8/site-packages/arviz/plots/backends/matplotlib/distplot.py:36: UserWarning: Argument backend_kwargs has not effect in matplotlib.plot_distSupplied value won't be used\n",
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ziiMUw347IdG7794XbA6ap2qToUlNuie59SjJQROjZ8VBE9kDJm0yCTcwDeec88E+vRiZQu5i7nUD5Yj7N/Y9TaOaOkbIwnFnggB6L9HkNihbcsJs/P3fNlBhza7hGX3mcDWmEsbQt77+ORdXYev9da+dLdG8t+IEmmN8Sr3wkzfDDR+FV30LXvIf468aTpJtA2Vec9UdPPvIxXzi5SfuH/1xDlwFb7vBPoR+cDlU6x90Jy9fwBcufyY/+8tz2Nhb4vxP/57P3/AkpXDvWI1zOPZ3tBgb9jatKo6CEmMnu7txUm9SUyNXJCR1BGeKCGiditfkmExDvOaxOWhzPGkTmVhEZ/u5b08wpxaGVntdKYzpL81u372ZYIwNnZ2pIJCpCNZJb1N4fPtgnatdjTVrZyiWskfNJB00I2IXoWbA2p3DbOwdGf151WHo3zRqfPtiiOOancMMVia+9veDWbFj2my6G758DngFeNftcOSFs7PZ3hKv/uofed6qA/nYS5+xW3v+zDldS+FN19lj+s0XwcDmUS85emkXX379aXzvbWdx14YeLvqPm/nVn7bNfd6Fw+FoSnpnipEJBZqIcPeG3lETnXSiZAXa7luCz6o4omr7MUsTI1vFsSHUb4YumpnrEMdUaE4k0NIw133tuT20A8KR7J8ThqGZ3LWce6E2c+iO9KwddR2mQ4tmaH89Ha6PEXhi+1Cdw/dUT4mHtwzMaLtCei9NrkKRTKYgzARYkdfEsZPRIdD7qkDb0D3Ctv7KhK9zAs0xGhHb0+w7fwYXfgRe8bVZcc3AXpivveoOXnrywfz9S47bP0vNFzvgNd+Bwy+Aq54DT93e9GUnHjqf/3nrmfzDJcfzT794lDd8464Zr5g5HI6ngSw00EwY4mgEtvaXs9C/bBMCSkw2YRooR2zpn93G0c3HIyhl89CyeVo+ZHOGZGX2dXJMZljJUWSO/bPJCs191UHbcKvNQ0+Y0EHLn+/cwoMxsxNSOBlGqnH9AueuJ2yLoBzpPsyagza0fXJvCEcgTsS+jiEaPXHP54amzFRIpturWxCaYGFIZqFAj8nnt+Y/zyQVT3PPxdkLtZ4BsxzRoI0wEsb0jFQnfK0TaI56ogr87D1w62fgjdfCqVfM2qbX7BzmNVf9kVc/azl/84Jj909xluL58MKPwws+Dt99tRXETVBKcfGJB3HjBy/ghEPmc+kXb+OTv3qckaoLe3Q49jS0EVDjO2jpZKtBn9kQRxKBJkLPcJWtu0GgIfY5o5QaNRGc6ep1vkgIpAKtibCJQ9hy76S2WTfBSyiHmt89vmMGI50Csp87aFAnulJXJdaG3mZ503UFc3IO2hScJm2Em1fvmtZQS2HMDY/toC8fTil61D2aXuvxDCs5CoJUBmHDbZML593xCPQ/Zf/etwG2PzR6m03ux5mOM91evWM//jbNLDhokBN5+XtDRi/g7BEO2vpbYN1Ns7a5kTDGU4q+kWhCsesEmqNGZRD+5xX2YfGOm+GQU2dt009sH+K1V93Bm84+nL++6Oj9W5zlOfk1Vgjf+h9wzbuhOtT0Ze3FgA+/aBU//6tzeWTrAC/47C3T/sJyOBxPD2ISB22cKo7ZSn3Dl7NJHLS0n5qR2XGwJkKL4DcUCalNCGe27fwEJNsX3WRxKSrZKsGTwDRx0LqHqwxVdtOi1WQFWrMwrt1IU7E0W+Qm0alg3jlU5aHN/U1eq+09AaNCHOPGVYoxiLShvxRO6354csdw8tF5MWCaCDT752THNBYioKqJOzcZgSa5/oAmtsUyGl/CaAdtpuNMtyfpGIAw0uMu/kryv5l+Zm3xosFBg3qBxh5QJKQ6BKWe5r8r9cLOx6a0ueFKzML2IoJQCse/PpxAc1hGeuDbL4X2hfD6/53VhpIPbxng8q/dwbuecyTves6Rs7bdfYZDToW332xv9q+cC5vuGvOlRy7p5NtvOYMPvfBY3v/DB/jAjx5w1R4djjkmnUIYSXLQxpmYjeVOGRECJRhsSM1MwntKYczta7sn9dq08rlC0Tq4Hvo31Vy+Jiu8U5kk518pZhwHrcmEeSzSdnN5Zi1UbtPdsH2CvuSTDXGcQwdtoBxx25rup0/g5/Y9DXGsRLq5qyPa3hMqF0PL9EIKp9MjsBLp5PPyYxp9vck0xtOMOoE2mWs6PxYxTe+PbOEkd/xmo2dbshaUff7ta3Zxw2NjO9HGjF60KYeaajz5wj9GklxdO4LcYEY/H7Jn5W4UaWt2DrOhu5ZjSfti+2cT4UxlAIZ3Tmn7w9WYztaAwFMTuoNOoDnsyuU3XwwHHg+v/BYELbO26Xuf6uPP/+tO3v/8Y3jruYfP2nb3OTqXwOXfh3PeZ13M3/1L01h0sOFIL3vmIfz2/ecTa+H5n72Z6x5yRUQcjrnGOmiTDXFsuF8FfCUY8bJiIdO9p0uhnrSjlOagoSCIBqE6WFcspJE71vXQPTxx/sSo92dVHJuMawoCrVkeTDxbdc37n4LBraN/XskVY5i0g/b0ltkXkfqJ8eA2WHOj/WvZhk9VpjBxnhKjHDSoxqa5q5M5aIpGBy3/57gfNwPxlIq6sRy09d0jdA9XM+ERTVMMSCJS/Wof/siO2udM/Mbago7opg5zM0d7NkIchTTE0f5ZDiNaC2M3X89CIjfdnd0Tv3l0O7c9ObnFIEjv3+wfuY2PrvI63kKRfcvs31ulMKYc5e4blcik4SbCdQrPrZRyqGkr+ElI+fivdQJtfycVZ0c9D156Jfiz17v89rXdvOmbd/GPlxzPFWcdNmvb3WdRCp71ZviL39v49S+dDo9cM+YX/OLOFr5w+TP55MtP4p9/8Shv/8697BicuDKQw+F4ehiuRlS0RyWMuGdDb9PXmCaTLbCTJV8JRgWQhPZMd/6RlgyfDCLU+qDZ5e2am9BkG6E2VGPDQCniqZ6RUb+v23ZuhVwanKcwbqzuN4mJetr0uuHns+KgjSRhTM0KYq27qdYWJV3pnzAH7ekNcVyzc5jrH84Vouh/Csq2r9hA2R7j8gQhVHkqkWZzX2kaI7HXaTU2hM1Eg9E2L1N52THZ2FPKzv9kRFezlKVxMSbrqZUV3awTaJKNZedgxYZPptf8NIVPXynijnU9tPU9jkqvjYka1sdhMsnPhfw1ua7S+0gbyRYjIh1TrM6sj1xW/0LScDszbj9aScJZKfdCWLtWhqeQE2/bZDQpSpIP88y9Fpo/hwYrET9/aOuU3LvJMCrvTYwt7NZs4aYuf29yhNrQEnh4Sk34aHACbX9meCd8+zJYdQm88F9n3Hg6z+8f38k7vn0vn3rFSbzitENnbbv7BQccBW/+FVz0MfjN/4VvXjxu2ONFxy/lNx84nyVdLTz/MzfzvTs3zn3ctsOxH7Kpd4SHtg5Rjcbu8TSWG2AMBAq08iBZZZ5ugnxkZNLNcrMy+0rZiaLR4xYJEewktq8Usm1gggWhunmOtotQJmakGtfn0IqZ1Oy7WTU7mKGbUBmwrkWYCLBm4akmroVeTTrEMc1HfHqexdW44QTnxpP2WKpzAiagrxSybtf4grsZ6XVajXTzPmKi7dwiF+L4py0D9JWsEJlMLtVYeZtjokNbSl8ke082LFMvDmIjRLo27unmdsXGoI3gR8P0Lz7FRiKNN3nvWQuPXZuENebco3FCHO97qo/r/rQNAFXuY2HvAzOKnBFqVRyNEdQErr0gdqhmdJGVyX+m5M5BkxDHuvuq+f0OECXXf5pjOFuMauMhGuYvh6Fto58Noqd8f4exoRh4eGri69kJtP2VUi98+2Ww8hxbTXAWi3b8+J5NvPf79/OFy5/Ji088aNa2u1+hFJzwcnjPXXD0RfC9V8M3XwJP3tD0gTCvtcC//tmJXPWGZ/GNP6zn0i/exu1rJh924HA4pk/dPEP5iInHFFdZuskYOWixWIFmHbTxv8D7S2HT1WutJ988uJaDlkyeslL/zedgIra4g5aJP6NunmM0+C1gYuKcE2B/Obl8raylWsPSc2PLgimx5T4Y3Fzb2aYhmE0mlTq0pdTHKqcukoRHPT0CrRh4ycekaro27qFKzPy2QlMH7Zd/2sZj2wZH/XzC661ZcRfSyn5CJU6dnYZzkTpoSYhjmIRCpgJzMqcu01Zjja/c13yynwgP31O1cDjRdX/aa7E2KZ/Qjc1sp9GDFGPw4jKh317nGDYlC5mT/EMhEWnNK0zmmxvrWONJzK6h6qSaHjcjy3MVk9xT47v26bnOV8Es+lOUEZK7ZtP9LvXWnMMmDlqz854K6tkuDpQYirkfGGidByLs7B/gT5sbwp1zLulINWb7BItWNYHmctAczUirNS47AV7y2VkTZ8YI/3b94/zb9Y/z3289gwtXHTgr292vKbTBeR+E9z0Mx10CP3+vLSRy939BeXTFrLOOWMyv/vo8Lj9jOe/5/v287b/v5skdzStDOhyOWUYEPygiRo85LR/LDRCg4GEFWpIbMpHGWt89wpa+0aX4Y2MmLdCsg2bDHMXYnIrxi4TUmgxP9BH1UWUCfiFx6GR0yBk0ndBWY51N6MZqUZA6aNNyE0wMUZlMBjQKtEYBlIY8mRi2PTh2FTcxySR9GmMKS/b5vuOR5r/XEZ3bbVRFqHPuS7pLRuhqDZo6aJE2bOwdHcpozDhScqTbuj1xWMvJMWnxDXsdVJPPGi3Q4roiIemYUoE2GccqOwVjqYc1N0Lf+txn1gS/NkLgebm8p3qhrY0VjKnon9CN3XIf9K6z86hcZIsRUNEIRgVorzjxuU/zGutCHJsX0km34uXmarHRKBOzoafEjpwoeGTrAJuanF8YfW7s8BJhZkA13pcNZD0ITVwTaMlCQeO5GW5wyR/a3G9Dr8H2i8zv2drfWUcx3Xbd+JqHwaZCOrvn19w4sas9Cew+NoQ4Kg+Ux1A5pDvfvyyXgyYi3PDYDu5cP0bFx4RqItCUmjhCwgm0/Q0dwY/fBPMOhsv+c9bCGsuh5i+/dx83PraDn777HE5dsXBWtutIaOmEs94F730Azn0/PPoz+MxxcPU77IMprsWtF3yPK569kt//zXM4ckknl33pD7zrf+7l4S0D43yAw+GYPvaLVgGe72OMGXNuNlaIowgEnhDjU6viOLGjNN7q8mSS6I2kfdDIcirGcywEOzka13EZ2m7DNPMTnbRYhOisd1Zto2M3yr1nQx87h+qLkjQ6aKkbN1ktZIyweseQrYBrYlvmXwT8YhOBlnPWBrbAwCa7Hx1LbAnucm/zgk6SFIyZjoP2xC9tM+VdTzS3mOIK3rB17irRaOdPgI6WgPXdI6zvHh22WGki3MYtSrPjEbvVoa01gZY4HmmYXDU2+J4aLXAkOe+JYEldvfHyHBuZVIXFfIuanIPml3bQakZq12p6Pst9sP4WIi3ESb6n76mJBWNUsuIqKlnnJ/1IBC8aIfbb7SmbyEELR2rjMbXx2h1tEGjJ0H3PCrSdQxUCBQpDHMd191Il0k2F+UAp4tYnG1vz1Bw0u1DTcE+X+2xvtoSsB2EuxDEdU2NBmnKoKSXuvjHC+u4RQt1Q/KjZ8cktNNQWZka/LCsyk26r3Ac6YsdgZUa5+KMM0lwOZaUaU8m70rnjMJg4eYs7xi6yJyKE2lDUJTwmXuByAm1/QgSu+4B9uLz8a7NWEGRD9wiv+urtDFdjfvKus1m+qH1WtutoQlCEE18Jb/w5vOsPMP8Q+OXfwL8fBVe/HR69Nnvwz28r8H8uPo5b/vZCDj+gg8uvuoM3ffMufvvojvoEfYfDMUsIQRAgWjPWxDwL22lsVC1CQQmxqGTCNLHgSHN+GoWYnuLk10sEWi3EceyJkUk+M/2vKRtug/6NDZ9jrIOWCECR3LjHEWhhbLKV/7Fy0NLKe5OVQsNhzGPbBm2on46sYyWmuUDLV9gb2Wlzt5WCrmXQ0gVti2BkjJ6UEzQtt4OvNBdhI7vse0tNQtVNnBVdqUbaNtMNa7k4RoQDu1rxPZXlemVDSlyYxmvGiIwdblgZgIUrbaGEVHgmzXtFhAVrr8WrDlhR2DNSH3JnTC7E0YwSD+OJrkrSlytz0MY7wXmRnE3yhbahp2gPe0YLtHAYwhLaCFFs88eKvjdhiGMUhZjqcBKKWB+O58cjxAIULNQAACAASURBVEGHve+Ubbexa6jKUEMIYqWaLDiopLJl5pyNUYAmGVKihXhk6yCrlnaiUMRxWHcMjTQ/pqE2o/pupc+Y4UqIFqHg1bvQZtO9xBtrLqG9Z+vv1fS4Nm47Nia7L3XuvhWxTl1+G/WDqh2r7PHQ5DkWJ+dL24aR2fbu39jHHet6WL1jaMIFqv5SyNpd9Tls6YJDbqcTB01RjWNCXXse5R20bJFonKdQpK04bVn7G+b3POgcNEeO2z4L626Gy38AxZmLKBHhx/ds4tIrb+O5xx7IN990+rgVgByzzKIj4Hn/CH91H7z5elh0JNzyKfjUkfC918DtV8K2BzmgvcDfvmgVt334uZxx+CL+7frHOeNfb+AfrvkTd67rGR2S4nA4pkT2NSuCHxQQE48prhrD9fLbCDwhEuu6GDN+uJHdhp0//PqR7XX3cepiTCbM0Yid+CkUGJPkz9WPtXH8sRkdglkONbsGc2Kjf2PdhFqMBq9gP6PxGIyTg6Yrg5i4SS+rHHGDgJuI2vGhFuKYhWCO46CZpMqe8mHh4bDirMQVbJasZ2yEykRj2nIPDDZp0h0ngqNZn6U0hFWSkMGG1xiB9qLPsUu76sLiAIJklj8cxg3vGccRFQOtC2pC9ugXQjiCRGWCaJjYGFpUTNH32NRbYlfe8TRx4qDZzy01fO54IYW3rLZ9uRpDbkUkcwZ7hqu2kl+cC/XNhTgaowlU7trJXKoYRNsiIUnV04LvTTipX721l/Vbd9hrVhrcHqPRyrfbUFaQPtUzwo7Begf4rtWbGSiH7BiKMte6bmwN12A66U/PZWVkmIVtvg2T01HdeTNjLJykCyr53E/rZAsPbe5jsBxT8OrXCtb2VnlgUy2VwhZ5TcYWV6F7DbG2IaSN84g4ESN5pz3NW81CHBuvt4YFkvGc01jbUEER6hzTA+e1AvDYtsEJ20z0l6K68FAgC8OsDSLt4+dRTa7dbJEh536mwn6sy6caa+5c30PR91BK0VraOmGV3tmrqe7Ys/nTT+D2L8BbfmN7bs2QTb0lPvLTP7GhZ4SvXnEaZx85e42tHVNEKVh6vP3vOR+G3vWw9kZYf6sV5SaGlecyf+V5vPu483jX+efyyLZhrrl/C+//4QMMVWKefeRizj9mCecfvYQVi50D6nBMB4Vg8JBcmGAjYyW+G6MJPI9Y21V1LROHwGhjQ2ZCbYi1kLYwSic0k9ErgqBQSaEQsXlojD3ZELF5O9KQ5L5zqEL5T9ex5LBl9gelHsit14kxmQBK36VF7CRkrBV1o1m85feorrNhyTPGzI2L9OT3F2p5TzrJubMhjomDVmkIBc8mzYljopM8LD8Af/7YoWzpynuTK0FE2DZQ4eAFbYnwG6PQQeuC+tC9lExEm1qIY8P2lSLptSR1P4+0DUVsHLIeLwdNtK1KmI7TC6DQjgnLtFS7bfVCDIWkYETUWADG80iLhFQije8p+54JmvWmE+H0Felrq7Hhoc39rFjUztpdI6wsRxzYnpto5ybsYjQFPxEJUbl2fk2M1nEiIgxGfAJfjevoDVYiKpUKVV1lpFKloyFfyiT3vU7PvZgkV7PhXq+OMKR9+odKLF2UD3Fs7qClQ0oF2oJdd9Jy4Cor0KIIVe4DmQdKjfnc0LljF/i1AjOCvTfT6yK/KFTS9eJeJHk++NjjWOrByGm0FrxRQju9Bh7a3J/1VjOS5rCNcb8HLXXFaAToGH4KBiPoXFn30tgIxcCjGtVcrLTA0TFLu3iqpzRhM2+dhBzW7SMNC1O5HLRyFON5ikqorRmRE9dRFI263/IMlCJ6R5LzGnj2u2KCxXEn0PYHtt4Pv3i/bYS85JgZbSrShv++fQOfu+FJXnfmCr56xWm0F91ltEex6HBY9DY4/W32AbLzMdhwq/3v5k+ilMcJK8/lhMPP5+/PPJ+15iBuebKbGx/bwceve4wD57Vw9pEHcPaRiznriMUs6Zq9xuUOx1yilPoGcAmwU0ROaPL75wA/A9YnP7paRP5pwg3XLDSM8mxu2BiT7jELcBiN70GUFAmxBsn4EwyR2oq4FR1+7u+TdNCMXeOxkz+DJOGVY73fiF0dD/ycgAtHaF17PdVouJaXI7pu/CKGoVDwdFjTY5mr0XzCZvo2okXQyX6NWnhPBp/u73jhRWALFyhyAjZfOU5XrUBLS/6nzlNeoKVltVUu+Cgn0B7bNkjgKY5e2pVM7PymqnHXcJW71/dw2UlL6x2UdJ9S2hfZHLdGkjw+JYZqVB8+lzpAWW+73Oenq/xF3xu9QCBj5KClcWl+sSYcPB+K7Uh1OOvFVVQxgW+PWV0Ifb4PGkIlEjpbAgbK0aRCCtOxQe28pZP/SJtav8AoVxgjLWBiDEpM4qBJkq+dCDkTYZJcryipehp43riu9c7BKgtaoVJVhMP9dIjw8OZ+FnQU7Wk2gqgk7C4n0Bp3UcVlIq8dMcNQV8VxrBy0+mdGQQm+xHhAYWQrHQNPwbIXQ+eBdgElfX3iwhd8L+vvVo0NaZpUmlNmtHUSC179NaAa0mCMEZSO7MKLiUAMsRE6W/zRDlqy0wPlqHa/JWs/0ri/CVUp8NjGbg7oKHFop2LRhusYrkZ4fWU4eGXda7OQ1IFtMBzWba+14FMM1IQN7JuFadv7QCXHShNVQjqVQoAw0ixYWMg5aLlqlmt+TWvr6SDN58ND+Wq7LfPw1EBdWHIz3Mx6X2d4F/zg9XDRR2HludPeTKQNV9+3mS/+bg0L2gt87y/O5KRDmzT0dOxZ5N21M99hv/x3PmLdtSdvQN3wMY4qdnLU4efzllPOp/rSc7m3r4Pb1/bwrds38IEfPcDKxR08+8jFnHvUAZx/zJJsNczh2Av5FnAl8O1xXnOriFwy1Q0X/KQ8PgUMCi9u3si4Ntms/7kYQ8HzcjloEzeqtiFHo8OA0m1Pph9i1gcNmxsiE/RBS3PQ6laLwxFUXLbtZ4MWCGMQqU3EAIxh61BMW1ymdVnDmMeYsMVJ82hjUiclmeilL9j5KOL5aDPP/nyC3V2/awTfU3S1BhR8D9HVbHWcqAJ+gb6RkNZKlba21vox5Z2uUQLNfvCOwUquSICMWSQkjA2tlZ2wcf1oFyH/744DbFGSRpI2Di2BRxyNXfHPnqPa72JtXasiIf6Tv4JTLst+l6/KqY3wwKY+TjtsUW08fqEm0JRH5LXS09eHl+QMBWgKSdGx+ibk2oq7JOSvGgvzWgtWoAXehNdovqFvql2jnNgwSVXQOmGdltDXdgIdeBAZauIMQEfoWINnj4sRO+GvRGOPR2tNmzJUC22Yqg2xrIZVygU/CbfTSJrjh8IT246iddOtsOAcaJ2f7ECZuC2JVDEaW14o2cG8U5kewvTzM4Ft+wmiFK2D6zFtKrsG0/tz51CF9btG2DlU5dKTD845aLmwzNQpTypZFrx619z3i8kLBbbcR3EIFvauwRzk4enIupBGaCmMFtqpYCuHulbpMQlxrC2k1L+npwrDpQreSMihLdZZLLcdbPMxjakrapc6aHpkGwxVsnEasc8y35v42tJGRrtsYke1a6hKKYwp9w6zSvlExi5gzW8r1Ic4pp8bV2hTEaG0Nv2soUrMikXtLJ3XCrvs85OqE2j7LzqCH78RjnouPOut09rEQDni5w9u5Ss3r2Vea4F/vOR4nn/80izR2LGX4Xmw7ET737PfbcMJtj0I62+CP/2Ilus+wNnzDubsYy+Gy17JyKLTuWdjP3es6+Ezv13NB3/0IC94xjIuPfkgzj3qgCxUwuHYGxCRW5RSK2d9u9jcHkUyQSp04sfN21s0Ez921doQBD5aFMakK+/jTzCMCMHwdpR01k1GYm0oVnuhewAOPX78sUuuCnoS4libuDXf19gISuVX21WtMmPQkuR0GTuJw/b8EdFoFdhctMZj0Fh2O0HrRJglAi3dR6/cAywAXUXr2jRmwpBQEZTUVt8l0lBI3i8avFZ2DIV0Do9waFOBlkzM6gSaLR9fjTUD5YgF7cXa+8YotR5rwTNhUhBBGK5U6cx2InfQ2xbZ73EdWYGUkgi0tkARxw0OWvJ5ChIHrfa7yBgCzyOIbIGM/KQ3O3/Y0MLNfWVOPMRQJNlnL/f5SrGm37CjfwcFNEYVrEALFJ5S9WFjxkBQ64NWiQwHzbfHfDICreB7oxzdOOeg1fUcNNqGnmYtAAwegkeTeylZBPGVITZ2mIWi17SvYLYrcWhzNQutmLgCnhU3OllMUWLQiYNilIcn2u5fXLI5W+nhi0qEnQsTYalBcm6tVyBfyRBq5zAVWUUPEG1FuI5AiqT3jhUdhj+urS/3rk1aVCYvnpPfaTvOFk9lThuACpJzHlehbz1+uJggLgGd9hpMxtkaNHHQku3Yoho18Wi1dPMcNK2KKNFW4BtNVOikb+HJGHOPdZI7aqk02hhaCz4lMTVBKwZj7POm4KmsSElKGNsiNfPbCtmxaqzaKVin8Pa13Ry8oI1Oo0F59IyEzG8JsvDc9PPSP7UxtHgxldxH9o2ELOywz4PhSswRSzpsWPNOgwStEDmBtv/y64/YFa+L/31Kvc4qkeb3j+/kmge2cNMTuzh5+QInzPZV/AAOPc3+d94H7YN44x3w6DXwnZfT0b6IC056DRec80Y+/KJVrN4xxC8e3Mr/u/YRwthwxbNX8vqzVtDlisM49h2erZR6ENgK/I2ING1GpZR6O/B2gIOWH8aKxe3MH2xjo0BcmEcw3FygNSuzb8PVNJ7vZyF7dsI8sUDr2nEXUcuhaHNQ9nMtQiEaTEJ/xhdo1kGzietWo+lMmDUts5+s0PtezuFL8sqsYFOJc+QnjksrgacQozHKty5D8ranekos6ihy8BgOmk5W+3VWIc3SueVWOKgTjMEkAiLwvAlDHLUx+Mq34VyBR1wOobVQyy9THtoLIM5N0rOx6TEEmg1l60nCrGqTN0mqF44eU6QNSjRGGzwl3LV2FyfOq9pw8vwxKHZA0GpDodpyrWuSpmUtvkLnBZpS2ZzX86xYqhfuQsFXFKole6xMBJ51/PKNx1MBVI40xSDnoOX2vSxF/LiMEsH4LbSI5rBFHRR9r9ZnzRjrWrXOB2WPf6QNnS2JQPPHFmip+C8GKjuvqUBJJ96RNmhtr9ehSkSXaKBWtEVrwVeCpwzSpNG2EWjzYFhDqDWBXxj3nhMdoYICniogURVaAB0Ta6HoCyDoxA3TogjSY2qkNiYj+LpMHBySqIG4dj2JziqdNjsW6bFqCez70tmYTlx3+9p6B9M3oXULkx9Vc7/LfKzkvUFDmX0/ne8lBVhUXMETW5TE0zZ0MYiGaKFAWRfrxpwXPlHalDx9po2KcU72QxUoeknrCDGI8q0gUq317iego5CO6k76jK6FhI7sYuH6ewiOOJ3AX1oX4nj7mm5aCj6b+0pcdsohyRhrVXC9pHiOSVw4sO5fu7ZFQjb3VTj2xA52SO6eSp8HJkYb7GJFsk9DlYg71/fwohPsc3m4GtHZmi4GCabYZRdJxsEJtH2V+75jS66//Sa7ojkB2gh3rOvhmvu3cP3D2zlkYRsve+YhfPTSZ1jF79g/CFrgiAvsfy/+lC2lfN+34fMnw3GXcsyZ7+ADL3gW73/+Mdy2ppuv3bqer926jr+88Chef9YKWgIX/ujYq7kPOExEhpVSFwPXAEc3e6GIXAVcBXD8Sc+Uou/REigERVzopBDtSoo11C9qNcvvMiIoETzPJ/B94ljnCn2M3kb+fdoYO+EzQimM8ZRKHJq4tlI9DomkAsATU++gNeYp5cIp08mN3YgNMxPBTpZUYsklVc88TyFiiAnIKhBic7GUgoO95ivqUSI+0v0wqeMAUB20YlKsOGt0i5phK87ZVXOb/5RUGISaQMNH8o2C8+6MjOGgJQKtLrcrLUffZFCRFjwT5UJApRZ6JklS4EGn2D+LHXYiVyfQrGvUGtjCFRRbYcmxsM2W7lZKQWWQQu9aRC3P7b8tEFGIR+wZ1lE2P8hXccxCCCMNflLFLj1Onn3GlyjimypKDMYrEKiYtqLPoo4ia3YmzkD3ahjaBvMPBeURxjG+59NSsMdvlINW6rVj6lqaCQk/12S6HGpKYVxz0GIrfkIDj+8c4VQd4+dCBI1oPFu2BxWOXjDRxlDwDIEEhLEtcjJe2pKJI5RfwFMBRg8DKnPwrIMm1M6oFe62mqFpEGgVQq+NIolYyfdB86xAK4UxT+4Y5uTlC0ZJ/KIHGJ2tu8dBW12Io8m5YEtGnoTeiNgsBerFW+a2JmMrpCIlESxpgExUGaGAzZ2D5KOSSrULh1bT1nUQQ21H1o0xjGtjSB3VrCiJiH3oNIY0ewXaAmEwtveaQRF4CqO9Ua5ioX89HdFaxHRZ4QxQ6QcT48cl/KJix2CV6nAPRyyZx67hKocutHPZTb0lls1vreU0GkNLcl1b/Wh/Xo607WmJIhJFZ9Gje6Ri2ywwvzZ+HVkHTdXybo3Uh7FH2rr29kMMUuys9cIbAyfQ9kU23wPX/x+44qcw76AxXyYiPLxlkJ89sIWfP7SVwPO47JSD+cm7zubYZV27ccCOPRK/AEc/3/7Xvwnu+Tp891Ww9BmoCz/CeUefzXlHL+HOdT188vrH+cZt6/nQC4/lslMOdk6rY69ERAZzf/+lUuo/lVIHiEiTZlR178wcKC0QBl0E0bq6WhO57QL1uR4CIAbleTZ3QtdEjBHwx7idjLGTAF9X0Eb47aM7aCv4eErhi8Y0cQ1GbSMnAJWyIY6FgQ0gi0flwKX/jI3BN7kcNBNjglaqhVbryigP/ALKxOBBwUuEnbLhZ1nqWtJ/CtW8zL5J8nPK1ZDbHlnHqq4Qz7SAQGmol/7BYeZ1dSXNcicOCU3DRmNt81dGdFQrk598llF+/XGbMMTRTsS7h6scOK8ll9PS5OQnZA6aGHzsBDnT0mlj58XJhDef+0XtNUaEFt8j0rF9zYLDYNuDNmRVAdVBCiPbkQ4r0CqR5qneEgVPEegy4kFdz6ncgkDqfpRCDcV8kY/avldiRYdolAhx0E6APWbFwKsdAx3adgQLVkDvOqqRpjUoZhPVwPPqcqIY3GLzcrqWZs20TS7Ud333SFKUwk5dQ23QRhMZEHyiKMRv6cjOk2hbXdITQeL6Uvd221D0hABFJdIE3vhVHHVcrQm0ShVoBaNp2X4f6qBnAIZ0uUNjRYWReoFmxDpokddGIV0ayfdB8wsgmlKo6R6uJuekNoZDFrSx0Nj7yF71HtqrOa9p4QvfUxyztIue/giMdbtaAr+u9Hxtu/YvvlcTeR41V05Xy4lAq9RebWK0GAoSUTThqFwubWxuqxHJ9TFMPlMMsRh29I1wSK6oeExAa5A4aEYj2OehMf6ovDyqgwSBZ+8dHdkyQjrCAB6Ggq/YMVghGH6SyF8CLCbSQufQOp541IfjT8nOdayFlnSdRoR0VyphZPPzEkct8KC1/wmKPetgaXudu64NFFUt+kByCx7p37PHgRgodqBKTdpr5HACbV9jaAf88PXwwo/D8tObvmRrf5n/vXczP31gC30jIS856SCufN2pnLZiYWbzOhx1LFgOF/0/OP9DcNfX4AevgyOfBy/8OGcesYyr33U2v35kBx//5aNc++BWPvnyE7N+JA7H3oJSahmwQ0REKXUGtldozwRvy1woT9kvd+234JmoNtHJkc7/6pvLCgqDUj5+4BOb+kqKPmM7aILg62q2vXKkaQk8mzs0Vvn2/NhFsga4HoKYiNaeB/E6zxldHjwNgTNCkHf4jEa3LGZYdYHeAoU2KzJSgaZLtrocvnXbku1FaX5KMjFkZJfNhz38OdCxmDjWGBVQCSO8wcfwhwdQ/rMQoHvndjYNag6IFH67Gr9MfEKaK2Qnq17Smy2oiS/loQkw+bBBqYUx1YqE5M+HIow1Q9WYI5d0srkvCVsSw7qeCkHfCCsalHoq0MSILbyZFJNI31cvAJs0u07K7LcEYKIon0SIiLZ5UiJ28ppsd3Nfia39ZZbOayWIhzFFqStpno/MTPOHKrGujUepWkEVIDLKOi8iGK+FIDlOBd+z16+xLi6FtuS9ttFvS8FLBDUUfEU5n0IXVSBKim/ENUEjuXshnzcUaVskJBYQ5RHFMVEloiWOKAKxjm2II0nvvbQxNLXt+cqGfVaiNN9tohDHIp4qZDldSIxf2gnhSltkR9n9k0TgaEOtiAkQhxWUCJHXgslCG/Oua9LMXWrPiPyYls5rpX3IFkJRSmH8IiaRaul5DLWhoxiwYlE7O5M8PW2EeW1BXY6dFw6iTC1PspAWOMmuhUQYb+9Gb6+1n0h/LgZ8iQhMGR3VLyJEOskRC/PXmCQumnWcnxgY4KAjDSpZJIpVQKdvF4BirTH4+F7y3Mg5aLE2qOoAflGhyAk0E2ULFGlvtigKieJa/7JlpdVUIoORk7PrKF/gRHL/VmLzEzUeeD4etnqmFrHuV9YWIcYYQ6uq5UPmc4jTzfs1hYZpWQD9qxkPl+G/LxGH8KMr4NiL4bQ31v0q0obrH97Gm755Fxf++008vn2Iv7/4OO78yEX8y8tO5PSVi5w4c0xMsQPOfR+85177xXvlGXDnV1FieNEJy7j+r8/noPmtvOBzt3Dtg1snLBPucOxOlFLfB/4IHKuU2qyUeqtS6p1KqXcmL3kl8HCSg/YF4LUymYtYyCohitjKeYrmvdDyq6rZ2wX8pOpfi+8TRjr35Z5MpPs3NtmW/dMz1bry4LERip5kxTXGw0itv5ISSfI5JHF4mo9dm1oTbSNgG/R6iWsQ5xw0O2lbsu1m68yowIZQZhZaCRNVWLdryG67b4M9GEnJdK0jxAuItCZUtpS5l4RWDQ8P0l6AkUpkC7Q0CXH80+YBHsw12rUTLxueWfA9lAmRVNxkIY5evbBtLLMPoxy0KIoo+opiUCtogQib+qvsHKqOGlhh+wP4cTlzVhT5cNFGgdak0IjRiUDz0DrCEIDyqESawVJkBbcYPGpCv+jbEK7+UoRvQsQr1DloeTGQr8CXhWpC0nDaNnM2ykeZGB+D9lvwxW6r4Hu1QiGpAAZCLYSRpiXws35pge/Vf0fEFXp6exkoR4SxoSXw66pL2sMqRLGd0EfaHr/IeIgXEEcxv3t8J09s7c/2RSUhjlmj9BxahAI6OzaBr8Yt+y9xhOcX8PxCzQk3iVOt4yRvyoZt3rNxAGO07UtmavmLOiyhvaL9eX7hZduD9rrzbRiwUMvxzI8om6YlIY7ab7U5U1kOWuqGKetUikHHVqDNbyswUrW93yj1snDLTSzsfQiVBGZ6Xn111jS0eGdfP5VY19pZpIIZCCQkiMss2PBLOwdNiLShraHic9oHTVKRLcLvH9/OkzuHoH0xkddKQdl7sxpFGKVsiKuqd9D+sLaHuDRAoBQ+hm29w9ZxTSp6KkzW8iGOYqLIvrcSahZ1FFncUbCtFUxtrLWTXHOTldjzEJpUXNnQZOMVbU5cJqztIkFRxdk5y/7MCbWsabwYKLRRWdg0ej7DOWj7Er/6W/swf9Ensx9VIs0P797EVbeso73o89ozVvCZV5/Coo7iOBtyOCagYzFcdiU88wrbY++Ra+CVX6dj3sF8/M9O5AXPWMaHf/IQv3tsB594+Um0FV1ummPuEZHLJ/j9ldgy/FPG9hKzkyqDsqvpTeZ6InZ1d1SREOzEvLUYUImqGCXZ76gOwPaHbahY/Xizv2ttc2jS3lAtDQJtqBIxVIlH5RSbJBTJ7oMNx0or0jW6Cfl/prks2gi+aETZCpS1g2GbUiNpqBNJE+9aiGPX0BoK0sWm4WEOWWBoSQVDVuRBo/wiOraTIm0MgR4mVgHlcoXFi+ezvWKbxyrNKAttU1+JSBuOWdpFW9FHa0nCrGyIoxKNVq0EKhWWyXQ+L2zzAi39uZd7nikvCxP1vFxxBBHairmKjrn1cH9wI0XtI2Y+4lknanRxEWqfJQ1CW6zILXrgiSZGUVQe3cNVNu0atCGrYurOYTquAzqLeN1iJ5m5flv50NtUwFqBRm08ng/Kt+6WsuFlvudhvCIBtTEWfI9QG1pNDJ5PJdLcv7GfA1cso6XVo7Xgc97RSxiu2AltmhtHXKVvaAR/cAT8Ai0Fj2qk8Ya3grQkx9rmDLUVfKJYo7WxIY7KSypa+tn5M8YQILUG7MVcLzfstRt4kuXEFRLBOCrvc+v9cMCxiI7wWot4+LXzpWNERxgTJ0JHceqKhazpt85qur1Ia9s+rFpCB+1Jaf/cZ3Q/mRzjAuhyXS5UXW+yXMit8nxi1W6XghrdGk/ZPDJliOMILTY0VMSGELYlgqcQDaEDW/LfR/BzhWay0Me4Ule9MCvaYgyBiQjiEfu56XW68U6oLKCtcwnk0qxEai5apG0l2OFqyGAlhsMvIH5yMx6G1oJHGEYY8Sh4ihgv27Y2wkCpSgc2Ty4QTffgCC1eG5uH+xDAEyHwao5yqWqv81AbfD/A10KlWqJj+930dJ1S12Q7dWmTfyHYZtieb51sz0TEhU7r9uZy0IwRisTZ+c73rkvbkmQmiAjK86jMH1+gOQdtX+Geb8DqX8Orvw1BkUqk+crNazn3337HtQ9u5V9edgK/ef/5vPXcw504c8weK86Et//elu3/ynm2EShwwTFLuP5959EzEvKKL99eC/txOPZBlLbFLjxsDlray6xZVcGg90kKUu94CWIdNKVoLQRUoqg+vCmXw5LHbiMJS4oqWW5PZ0tAQRnCKMpWhx/aPMDdG0Y3PTZSi76zDqD9Pw9DYz6OSDLxy62y2yp1MYbEfQI7ofeDzGFJc8S01Cf7+7pKGIc1MZuVy06rN2qCQgGSZr6xEYpRPyUTECihPRDi2OYOeUqNOt5pOe3fPLqdkWpMnFRsi7XNUVFGI8q6QpmDpjyMbhBoyqvPA2t0uIyxeX8Nk9tiUsI/C4fDCuI4jvB1xU7kjIH8Ie8n7QAAIABJREFUsR7loKnR5z5xEX1lndIY6wLa8M2keIQYFLWiBdoIKxd38KyVi2z5d69Y50ro3PmMtGFBW8GGwyWhn9l5VTaEES9AYYtwaK+IlxORQVquPSnCUg5tjk6pGmU9sRZ1FCn0PkHXxhu57k/b2DlYgbiCMYKEI8RhmXmV7bY63rZ7KYYD2X7EWphv+mjd/AdbHRSFKD8rKpPmPBpj3UmFwRhT36oAW7ihxasVb0j7uOVdtGqs0f2boTqEmAjPD/D9Qs0p1aE9xslihCjFIQvaKAQBUdKjTmvNH1bvtPtWHUlcLxsOOYokJ9KKmeSSyF3WXtajIqbStYK+hSfWVXFMz2MqUAJFVnQo8D06W5IwRxMTFzoIdAmVnDtP2XDnWqPr5OcmrLk/ufGIkBQTUfYaT128UjcSjtAS+HVCNyuzj70Hs87VAJ5HjI+Ppr0YUKqGiPIoBF4S4miv1cFyRAu14kOe2LDCcqQZKiXVJrFNxwGUxIxUa/euClrseKslgkoPgefVVZxMRaR9r0aUzZP0PC8TaFHQmTho+Rw068bWtpHuM6gnf0PnSC4CQgye8hn9RK/HCbR9gY13wG/+EV77P0jHEq5/eBvP+4+b+d3jO/ni5afyk3c+mwtXHegKNzieHoIWuPhT8JL/gJ+8GX7/r2AMC9qLfOvNZ3D+MUt46ZV/4Pa1E9RZcDj2Ury4jDIRKLF9zASguYMW9K+jPR6o+50RW0ER5dNa9G31PKg1GhbdVKCZJGQPEjGThPUs7Cjio9ncO8yGbruEnU6MR409HMxCnFTSpVWAgho9/rSpdT50SZIQR/ECJHGTUB54tkhIZ4sNtRKBWOxKeLpdz1QJwwjEWBcgq2aX7FMcExRaUGLwxIZpFcMBYlVEKYVPlEx2bIhjY3RaR0stSCjStebfqUMUEGNSgWYPuK3iqPM5aMY2Ws6X+W4QUEYMnmJUjyQvCZ0brta2t7lnmKJvnQGThLIpGS/E0RYtWd+dsyKS4hM+QqBMJozT/Lp8yGp6rOOkcER6no1f76A1luNf2FGkHGkretIGwV5gj5ERgqBgHTQMxm8hkJrY8z1lJ/mJg1aOrMirhFEW3gjg6xJ+OESx2stAKYS4Qhx0QDiMHupmwfAajK6CjlDJ9kXs5L5LDyJhyTqyKCt2+p6ia/BJgsR9NnFknQuVuMmpQEsc0FgbWnzJ7g0/uX/yx+LhLYN0D5ZAhxitUb6P5wfZa5QObRim1vb+wbOLNZ5HGNdcH52GO0YltN9KbGyI46gI6qRIiDGaoNKbXBJC18DqbOEkuzS8wF4fyb/zzk2W5+dJ5qD5StHREjCSCDTttaG9FgqRrXDp0dCA3hiMCvBNNZc/RSYsjVgR4Xk2BzSfZ+dh2ym0554VJnm2YOxii0Jo9T1qhVUUHsLCtoChcohRHkXfI8ot7PSXIxa3e5x02BKKgY+fiLVIG0RrNAGekuxZGCCUKjWB5hesQItjez5bC94oB62Wg2afZdXY4CUVWT0TEgadtvVA+rzS9vimhXLyFVGNCFIZZOHAY7mTLHje6OdVI06g7e30b7RFQS7+NGsKx3LF1+/iYz9/lL978Sp++PazePaRi50wc+wenvEy29bh0Wvh6rdBXMX3FH/34lV87KXP4B3fvpfv3zU6j8bh2OtRdiXXs8FUGPFsDlqTL2BlYgI09SGONtwH5dFSCCgnifWBl0yWzOj4PTsZS1ZslYfWtQT1he1FO5EzcVbiumUMgda56z6Cke1AUiQk+SQPYVNfiad6asIg9etak0lX5qQlFdcgEWien+SgRZy2fD6drYFt+QRJ6JYdt6+rGJ2EhqWzTKWyiY8xMYViEZWE62lj+7vFKkB5HoGJsnwTm4M2+hilhNpOCmt93BS+xBivJtCMKLsfOrI5Qf2b7KQzaKkJJ8+n0UGTRCR6iTDZ0l/GaJ2FfA6W7ASxGmse39bHwQvabLhT0tZgdJEQVbf9chjx8JakSMPGO2Bomy3u4glFZewENjm+Ok46cYn1NPOV6gJfJZP8JMTR5EMcSY6BzQ9qCTw6igEjlai2v56XOGhCMbsGQIJWPOJsI56n7OJBkvdVjmxhmFIY112HnrJLA4VokCiyArhaXADhMEZHFHyFH40gSe4PWHcnMkKbjBBHoQ35Ux6CTzzcTSEaysItjYmt45sWCclaBVihFmljHbRkTKnIzof2xtrYojE6REyM5/n4haRfmhegdNVGpUpsc5aUsosHfmBzn8QWTEmvXxOW0b4t8S7KY9QjwrOhdKq0i0W7/mhDKE3IvKEn8Uw1EYHJpaFqTcYRqZvwZwJF2VzOVKC3F31bndPEaOUTF7ooRAO2YqJKzmdN8bGwq4MTl7Zll6TxWuy1k1wrnqeyHoRa2zDgKI5olSrLwzU8c8WCbEzapOF/afNq2ypCko1HYvMXF7R6DJUqNsTR92yIY+KgDVdi5hWFYrEVlJ+d6yi251grHyU1gdZZUIxU42we7BcK9rlaLSHG5kTWOWhQt1jiJyG6vp86aDFxocv2jE2uPaPtgkkhE2j5XGMwSlmHOb8A5fkTVp11Am1vpjoM338d5uTXcdXgGbzsS3/g5OXzufGDF3Dpya7UuWMOWHTE/2fvzYNty+76vs9vrbX3Pufc+b775tev57mllloSGmwswAGJQVRAQiCDLCCMLhwnlUoom6okJMTlmIRgJ0WARJh5lJACFYPKikKwECBrxpJ60NBSz2++9917hr33Wit//NYezr23B9uI7ofOr6rrvT7v3H32eO7vu77f3/cL3/uHsHsOfuVbYHIZgDfce4pf/b5X8j+95wH+2XsfWpiHLOqvWQkmeA0GjlA3M2iHSByjL8nEJ4YhueB5z2j8GIhhmDnKNNRuTZLMHSJxbObEAIJkBK9hqTduLXFybdBKzuq6c9eD+RwkAKln2LqTBiXyDycaKvyxR65wZW8G0+121qqb2UnNbPR4sdpwRnoMmgIoMZbLx16JR/89Jgmh8bM0K9U7UybrJI61x2U5JNOSmR1h0Tw1MQ6b5rfUoEUOnO0I3HN6ja3lglkVaHKYQjkmMwYXK7zJOoDWMDGzHZ0JuvRZbaayUdpgaI0yuhNoCElWaESByYcevsT53Sk+QuEsT+1Med/9T/GBz1zk2LJjfZQjQEguiELgCxf3+IO/eGJeUghgLFVVt7M7bD+a9lUlaZkEZSbRwGIfghJeMSaTA606BJW9pWu4fwatk9Sq9C+zhtVhxu5k1ptBc2B0/srarGXqohtirdNAbdRQwaf7AmN1lk2EqvZ6H37uj2C22xq+mFBTl1NwBaVbgekOdV2qBX49VlYw3RPNzNrQ7xLqWQJFlmgss8lYgVz0fO7CLvc/dkmBLFEljmLSMShQq6La7BctQJMDVvu+rrWB96UGi1uHsU4BqCuQWuXKGoQd2nPlnEvugQ07qmxmCLWaXuhdPRcQ3txPxIDMdvXYrj7eum0aX2Kke28z0+RT5tpcyLRpogwivqoJCaANsmS1HwIBQ+1G7TkUCR37me7P1eUlRpm0jFzMhso6p3vGGMEcux0Qau/Bl9R1ZBT3sNtfZJQ71q58Eldd7fYv6v0oMZJbiDSzs4IxhvWhYW9W6mylE6rQATQfo7K1JpubBa28ft8GdHFMsxGFYaaOlw3r79JCSpztEWJkmIna+qeauxQEXOYSg6YzkiJQuaUkcVRWtk4RDjZWLQPZX/AINgHc8aVuEUMOYU/31QKgXasVArzrB5kMT/CWz30d7/zwY/zWD76K//J1dzDKF94vi3oea7gO3/VOWD0Fb3+drkID9163zjt++DW84yOP8GPv/rfPmDezqEVdSxUBEysQZWFaieP+e9xXxKizCjFG+PTvwSMfRMaXGEyegukVity13m5WBPPEx2C6fQhAiy1Ai7YBaJEbtpYYXLofkyRhvm8ZD3M5SACxnmH9GGZXFaAlENMIp4aZZXLlSfjcHylTIMw1tOriqE1nB9AsZANsPUbS7M9scBQfTWLoQgfeknyzbd5s3s3TBE+W5Uj0SKwp7QgrKOtlbFLeRdae+nNMrA4wluropuC0zdWKkc3H/wjr93R+RfIWEHlEm0+f5IzBdxLHpuQQBs0nRk6EKl3zvWmFR1geZDyxPUZEuHHdcu9x3ZaOlgViyhKDFOh7iItj7buV+fb6h2SGgMdHbT59FLz3FNPzqA07rYNgdvEBbdrT674xcendT805a9i25cIxns26RridQdN5psa51BiLDFZ00Rgl2nzoJI7TqmFYE1s13YZ6isQKn2aufDkBN2DmVpDpDr4scQmghUA736M5dp7Ca4MtoSaKzqCVtd4nVVVxaa9k5BrnvMQ2Nwxo4ywZHLnt5L8dyO6fZzWAwJeE4FOYfJpBsxmSZgkJdbKLT8+GUdt/SexoY9gS67oFOIjhi5embd5Ze46Dh3KPIBmPP3w/53d0htuGkjnOTZrrDjAP9BpJojMaN9AwaMPcMk0MWhCHNyr5i2Kw9FjxdC9IuvebOzK6EbEBuD7o3N7RO/FupPdaPaMKgVz0vjMGiukFlSb7Dvjp7/+QAIswqXTRSqylMOBQ0LifQYsxxTdYXShpFgmqJnoBiwgsFZbrNkecWnVIDG12nkkzsaHcIcTIapEkuM3x9c5hJmBtYtAagGZzalMkakxdSn3tsUZdTdMayLzE0df4Yl1jRKpJuj/sQuL417b+6B+z89j9fPXD38m9Z4/wf/3I3+DuU2vP914talFaroBv+XkNuf7Fb2xXfW/cWuKdP/waPv7IFX74Vz88H1K6qEVdsyVI1EmgQG+4v9dMPXp5zCe+eIEYI0W1zdoTH9CmY7ZDiEEVD0s6K5z1FGXsPpUA2vxv8wagRTE461qJoyXCuU/jam3q6rqGatouiEzL3jPnK6q6ZrjzeXjwPQmgaZMyKxXYrQ0z4u45BZe1mgUUrpM4xtSoBDHzM2hLx3DlDqbewxjTObhhwHtsMt2QGObloNZpo//QvyL4mjzPtfGNgZkZQWrGxTicUSfBYnoeG2aHSBx1jk9zrnphub7C+hIXSm02G6kYqDthE2ocwyGMlmsliGUdmHkFWSa5ODb7MJ6p0cvKQPf/+uXIDef/X+Txj6Y7RsFTy5C2O31wBq2sulkmPa5IQLBPfITR7hfwqVEPKIO2fv7DMN1WVjF4GF+kuPRpXHKBEQ4yaP3MpiooA5FZUTOHVuKo58onQBoTUBYRTLEyx6AFH1qTkGmlbo8SNXMMX0GolTmTAhNr6rIE45i5ZUy5g6+mZAbyMCHEyKDeZu3KpxQs1SXOqBzVhhIwmDTrZkKF93o9XnPjOjduLWFjUETbMmgqLytx5BJacxAjMscgAcQ0v6X77DHWYpzT12yeZtCgjUyQJkLAJoCWQopTuHhIbqF6vwl1FCZrt8BSSmxuGLRqzO7KTexeeorxlad0/8JsDqBpsL3aoMSgIcmtlK8xCUFt9lsGzaIS6lDrgorNVaIoFiMxzXKm+6w3tyc2A4TJ2k34lTOAMpmZU9ArxhBD4OFzlzl/dUYhGkvhjMFEj/XT3nb1T4kds3l5r0zMrAJUxcwaXVHHziRElQOVLpqI7WIHUnmxmKgRDS+5bp2BhVffuMGZDXWvtQSctYSpfj+uFEZn8prrnf7MreHkWo4xvRk0PwOXcudckZ6JTDPgXKH3RwOUp9vt/obgqUZH4dyn4IF/me4109r5P10tANo1WPXHf5u9D/wfvHX8n/NTb/1K/tE33NnOBCxqUS+YMga+7ifgrm+GX/wm2H4MgGMrA37rB1/NlUnFD/7Kh9uV7UUt6lou8XWSHAllSA1/8PD5fw2TK+zNPJPJhAgU9Q5ukkxz3EDzkop1dUVFGCWEJgjRl52DYIyUdeD9D11gPPNJwmawzhGbVfLG8KMJnfW1NgUpo6i/WlzOJtQhtoCryf2JdE54zhpd+QViOcYIjFJsRp8pCViiWDX7MAZczqzYRHYeVyOD1KgGUat9E6bpGEMLNAFtvKqxAlfvybIiySBrprKkToniwDqsqNOaEV1V39/uhKgzNZk17XGHZLBhwhRLpW6GDcCJCv5iA9AaBk1Ecx+bg07vf+jcVR6+OEkAmzkjhb1piY+GYeFYLSwnTJoha8BYm4lEa9LS/vs+G/+OQYtQrLSNrg2lsmHpwH1M5yMqQ2JEdMZtfJEQIk70eMQYymDZvfCIztrRdwxUBi2zClaCr5m32VfXO2cFSY351nJOsbQGMzWbcKFk8OC7FdQYx6TyjAoHqKRNd7bCxJrKFEj0apFvHLUZ6BzRdFtNUGJFbXKG5UWG48fVCKWucFlGNA4TZsntT4GECbXONSazDZFmPjFdxyRxrH0Em5H1DCXaOcJe4xx8PcegWeuwLs2g2UJn0IgaYk1sg8qsSzNo7V2ZIjhCaCWOGhsgTI/crcqT9BoxQLVHma8xHRwn330sHVuls6qpVJKpJhvN89W6N1qBEFTimGbQnBGWLv4F5vJnWwatcTUs8gwnPVm13gyIS+xxVhDEEYZH8IWSAaWPOJsWLMQSo+fc5R12ZzW51O28o0SPDbNORts6uap5ytbqkE8/sUPlAyYFxzvpGLQq6LE096ftSRz3T/JEcfMsY9Cw8uYaW4nYfECopwjCcmF0Jq95ezr4QWa558Qy1jpmaYGBeopxuS7CuEH7TNShxiTAZpOr5ODh91FMz+t7fUU9Oq7vbwCv6WUmPk0tANo1Vpcf+jPKd/8D/vHSP+Rn/9M38pqbt57vXVrUop6+ROBr/3sNT/+lN8DOE4DagP/i97yCyge+75c+pDMKi1rUNVoRwcSKxiOvbhuRAOMLUGkeV1WpoUAWJm1TTTZMDWUnexrmneQq+qpjOmLks+d3uTQuuf/Jq7rKLBZrHbXXDB4rjSOjlq/LZFSgz1h/3mI6mZBZ28tBk2R6Eblla8g3vuikArXxZZ3DKvcQgTMbQ15729E5l0ltOo3ijwS2SreiLpHGJlMAFIgFj/Wz1sABYif7sjmfevQCde2pA8qgEZDgmUmujY1pZtCMmrOIYONBU5aY2KLR3iNMEyMY6maep8KGmlo6RqydQQt1MgZpAJrpAbRuZq2sA9MaSM6JDWuRWwUxdYgYMfyt27YYmUo/p5E4SWcmIM/IoImyoDQMmvAoxyiLdQ1NFiF6BZQhCiaBNo0NSIsE40vKTlC3gPOxepXPTJbae6sxTokxSddsYme871wcRcGpvteoS6VYXn7D5jxAky4gG+Mo68AwTwCtyUsLNRJqSvI5gOZjpDYDZLaDk4iJgUpyVrPADWsW72sIFdZlYDJcqIgIw4E2yGt5JFZTghu2rItpmBqkNbApfcDmQ9h5jCWm3LS1jDUHZ9CCVyY01mVi0BzOZfqazTFp8STUjaNo4whpqbxvwYIks5DgezNoIiqrjRFcc3+pSQjlHt6OKCVD0oyo9fsZNEtmhSjqCKouqwqysnIbPvu+ZLNftw6suZ8g1ZiqrgmiCylW4KXXbyWTkF7eWU/eK26ogNiIMkhAicU1WX/JLGNvrKZChdTpuD2WQBFn7fdiEzshMRB8YGNU0HxjGaeSV4uaqByQOALiqwMSx/bxEUvrOKRyAIjdTJpFr7v1U0Rg5PT7unzgPVDPuu+QFFVhjFWbfWtbiWMIdADNZviqxlijgN+PCZWC9qy62l6XWKzB9a9pz6fZH9J+SC0A2jVUn33g48RfezN/cOpH+K///vdzcm347D+0qEU93yUCr/sfVO74S98EV9UxbpQ73v62V2CN8N3/4oNzMoNFLepaK2lW641J4Es0zDQom1HWNX66S4ya0dOaPsSIr9UdTjckrKf8LtNYz7cMWuCpnSm3H1/h3NWpgjExOJdRN8YiTaaRUfOQhg3yUWcv+iYh48kYN+qk8SIoUIokq2pDXu9R4WB0hFiOWdr5LFLusT7KD5U4NjJBSNuqS4zpgn1jChIeTM/ji3UNEu4zaCZjd2+cnP8ieaE2+7mBWTRENyBI1s4RZSR5YazmTVmqKXZ8XudRLnyccqLgwSeDEluP1bXSdDNoIRqCOD0mW/QYNAMbN0K+DKdeCisn9SN8ZObVwt0k9z4jOucjMVCGZOQQowKzYk0bTZuRfDxS6V+MyEGAZmwym0j5VDHwqekWUXSGrF67gcnqLenf1UhCQAEQ6DGMLxIiZARllYyljJZxcRSC59JemdgXoy6JCaDpPJZvQfssdC6Ozsj8PJ4tWrBnJbbyLY+65I2KjMxIm7lF8ArQEoNWVQmghUhtCkI9VbZDArXkWCMqty01t8vYDOMyciqiWDaWB7zs7AabI6esnxu2rnkioTMJEZ1Bq+rAwHiYXcVceZgXnVlL+y78+ecvdr+PEkDz9UzBhrHkWcYos3zyYmibbHUj7bLNnFVzl0au3M6g+Vrt8fXidvNKR26Bm7+GNnPPV9RuQEWGSXJlE8q5vLk2/FhMAgL6mhXB+QnUU5xAWZat1NeEkkICs7LUSAlb6MJMspFvJY6Pfgh83TJocbTFha1XKIBNYGoWLFmWogvEsDutsKFCkHZmkOCxeLLQSRx1SUs0NzJ4JLlLAmo2EzxO9FwWzlD2JI4xovO1Ntc51PTMtU+SWFqSsWHqguYeqkmOx2aDxLzrTNrQGaqrl6Hca79B9Fn0CrxIpisJGPo5Bs3h6xJrLNictSufxpz/tC7EVVcVkEcF0zpfmBYNhAWD9telPvqpB8h/49t4+Ka38Mbv/7FWkrKoRV0TJQKv/ydw01crk3ZVNfWDzPLzf/dlrAwy3vYLH+TqtHqWDS1qUS+8ikhrA97ORIhAqaCAUGMuf57l8x/TObEkhWyyorzXpjn9IFtLGd/wopPY6PWXeA+ghRhZHnQD72JscoxLmU9tppkQbK4MGkDwDJyl7IUwTyZj8sES3PRV6WcgGptMT/R9eX2VKluBfATVLsO9R2HvHJBmjSJJ4uhU4hhiJxkUg4QSsZ2VdRDBTi4wnDzObO0mBZkxEBrDA+OQUKmZiQjOZRADuUlufYN1vBtgEuPoRDOFTHOumtp9ksH2Q0iocALVbIqI4H2pzWG1h1irDniNSUikMzpx+TyDtnkj3P56GKzq6j0dgxZioIn3skZz31y6xkYtFVW2OVjVNw3W2Tn+imTI0jFoWbLyPmASkmZ1H3zyKl+4eJUo0s6cx+E6PrGPIQo2zBKDpmYgrt4lBE9phyoNS3NSdQhUwRB8zb9+SCWszgizOlCUl8hMkrsFD2I5d3XGJ56cKGOQ2DZjbSfHNJbGfdOQTF+SaYoRIXdWwUrDBocKEyuCKZC0iFGnlnRG1p5LS00lOUaSkq7aU6DkHGIzctEYAGNcC5ArMmWkUzOs+X7dDNoffeYSF/ZmsHWrMqW98301AbMrkyZkuqaWjFiXCBFjLWIzzh5Z4pIfqiuoZHivhiCS2EbrLHU7SwWdxFH3HfRe8zGZkhgDo009yHqm1vNiqaJt7w8NjO7fGokVEkNIDJ1NCwU2uVk6CczKitzo69RT1vLAU1d2CVjEFrpNsTSZgqH2PPLZTxFD2ZqEiFVLfis6+xebGb6sk+ztjHXbo9xRmLQQ5BUc5nHWmoRIVFdEkUD0ARHbAjRJ95FKHJVBC+h9qvd4ilxIM2h90yKAYLLO6bIBszGwOsi497p1fS6yIbceW+aOE6sQAyMXKX0gVuMWcOezSxA8oyJJF60CZzE2SRyL9vn0vtZ/Nxl5vUOsxmq7X20TQk1ojsvYdqbVyPys42G1AGjXQL3vYw8x+K03U9/41dz31n/yfO/Oohb171ci8A0/CTf8zWTBfwVQG+qf+c77OLpS8F1v/yDbkwVIW9Q1ViLaZNLNIRljW1c7gieUKnsppcCIMF6+Ab92VuWBoW4BB8l1LrMGS73PRCLiA11QdNCGsMhzndsw0rEGxhCNNpb61sAwt5R11xTMphPywRCGm/ozQBCLN3nbFObVDmW2kiSOY2yoodyDakI+u9jmoAW0g+4zaFEs+KqdDwIw5S75+U+ys3oHoVjFiQbWeqxmTolDCEzLgDMWZy2C5lVFccSzr6YsjrTAwCRZlsRqXjIUPBICNtY6LxVrDYf2ClyYXQWTdaYmkI7BUofIAxereQbtkKp8YFarTKuZ+TMiZM7gjDbgRkyPQUsAzTj88il1tIyQW+GrbjsGLZDod+G2nUHbKz170wpjlDECldI17KQyaDO9kmkGrZhdJA42qHEapBtjuxhQI1ydTBntPaLMghVmlefY5Y8is22dQQudVf6l4fVw/J4u9DoFJdNc8/YZSDbjRi3Kc2cYZI6h695DNUEQvC3IJCChxqPbmsWsZUZsrKlN43wpWD/R7CuTIS7HxQTQbAMUDaVRKazKPA2myZsTA6snKfMNticVxcpRZUZ7ZinNTHSTRRh9RSkFoS51vjMxcCJC6VaUAXMDlc7GQNNWO+PIyysMgn4HSEwxD8HjGoCm4t19NvuN/FGfmTL9GSTD+tncvKIxRgGZMUxmVcolSxJHynb+yseIjgBGqGfcspnxxOU9PAZxRcdAJYBW+Yqnrk7xVdVJ8hKTZpM5SxUi0WQ410kca+/J8dxx5ggrg/TM+xIrQhbL3uyZXieTZtAwpnMfTy6WNs2gNfdZ7fXeVUlw1Zq9NMxgpPvOkRjg0Q9rVllzXEY4tT6kcWVdG+bq3RADRhK7WU5aULf51Adgus3K0ijtbvq+sU4XghrJs1i9N6xKZ030xGpKjPo7wT71ye44pLsndS5yAdCu6XrHn32G5Xe/ja3r7+DGt/7M/Bf3ohZ1rZUIfMP/DEdvg9/8TpWAoTbH/+tbXsrZzRFvffufL0Daoq6p0smgqgMoaPPUzOQQanyaI5kpMYQfblIvnVT2ydeI7TW6zYp59PO/xJM9tbNCMb3A8PIDCtCyTO2jY9WxbcaROUdIz1gIgUFm2uBqgLqakuWf6S+/AAAgAElEQVSD3owRRAzB5NjpZbj8BbJql5ldBlcQ65nKi8o9uPIIS1ce5N88fIlLu+N2hiykOZ8YFVAJ4JxtAUyMkWrlNHurN+GMwyaTkAvjms9f3MOnhnRa67yPGIsQE4NmWB+mZj3JxJZyS+EsJngFo3VnqBJjREKlzX4oWRlkKTcNvTbNPEk/qFoM0ypwbtyswj89QCt9wCNUdd02uUaUiWpc6NQ4Zh+DZmw3yxO1ec9cM893kEELVcXS7sPK2JUVmeucJyXNbbXOjg3LElSIVswuEoYb1OKwJJOQtK91NGyPp2zs3E9W7WJFGTQnQAhzEsdZHZj5NDeVMtVEbOta2GfQnMQ2yLlMAG19lPOS69ZaVotqgrGWYDKcqLFJlVrSKXm70GGjzqkZEaRYwdUTXFR7c+tyXCgVqCTQQzbCm4EC4+Qiqe6kCfhu3sSsOALAaJCraUMvbuBv3XqUs5sjxqWGfEv0lKYg+EoBbpph87d8LbVkupjhBgSvM6jN+bCDZYIp2Nr7bHsf+RiJoe72VcxcqHHzGtBa2bfsaDZSk5C5pt5gjJp1fOLRK0xrvbbWkBi0iE3mGAMbWsCSU+PEE406UtLMLBKxBsqyi+iQtLhirWkllSGqu6fN8nZ2VsSoe2askaw3flPPwFq1la8awBQRsa3joRFhYykBumQSojNoCRQ5xyOXxsqiRZ0fxeos6MbSgM2lojfXp9vl8uf1eyqdez2J6c9GnpheyxrG94mPcfqxP0wRIBHKXZaGeiyzhv0zTt+bL7EzqXjo/B7e+1biKECsNIx8e/1O5OpjeExiKVP/nhYfngWfLQDaC7l+/U8e5OQffi93ntrg6N/95Xlnp0Ut6lotY+Bbfk6/rN71A+2KqrOG/+XN93L9kaUFSFvUNVaC+BoQqgSArLWt7TihxpfJyKGaqlzLDfDRJIDm1b0sbatBeTZW886EqRE3ImTVDtnsIiKuzQ7a2HkAzj8AgLFWgVuo8EFncApn52bQ6tkUl6dmRQwihmrzdqaDLcz4HGw/goszKjPQGaN6qgBttgvlLi5MIaqEqpEohiQZjFHZOESbmkaGdP7M6xgff7k2+NZww+aA9aGjDIayDprPhZqZqAmF4ez6IOUiuVbeKckk4IatZZYLh6HGXXwALjyYzpWHWGNCpfNUoeL2EyvtrCAxIC4/wKBFsUQiFQ0DUD3t797Kq1ywrH0rPbNGyKzBmYgYo2xVMpigWNE3GQWuMdJmzrXmDPsAWh0FP93h2O79lHWg9p7MdbNfxqqstA5RpbZ+pscXamUXqqvU+Soeq8AmhpZBi2LZ3pty3VrG3SeXMQmgZSYqo9aYhIgaJcSoUrDaHyJxbPK7oLMaN47SBwprWmaYJAWmniAu14Y6Bgxe7dRR1qgxXLGxbq+FGW1i/RQrCtCMy7ChwhijQMM4jMsJtkCMtPN+GuPQndeYGuWlQaGAoFnUADaWcraWC/ZmCtBMUKfJENQ1s2G4zGBV5+XcCMmKBB6Cfi5AscTO6q2cWNH7NS+vkH3hjwneq/MhSeKIzEtz0/kM6fsgpOchJoBm54Kqk0mGaGD73kwXCu48ucpq1oBlPeajT/1J933kZ23OmG1muEIH3puZR2L6XhKTDGkall2/51xWtLOgzRyciXUn/0ufdXpjhZVhgRs/xfLVzyJo3plAKws9uTbkdXefaE1S9Dj1XFZBuDyumJUl2dXHMPUejI6AWNaWR6wOM2IrtXW9eyzlGcagCzIP/oH+f3//YsCKRhQ0QFnl6qKmSC7n7OaIreVhOsyUX7Z6iofWXs1j27Meg5brHHI9U7m3yYlevxtNM7OZzlU/b+7pagHQXqD1a+9/gOv/1fdz76llVr77d+ZvqEUt6lovV8B3/Bpc/Bz8wY+20/ILkLaoa7UkdvlGq8MszZKUKhHyFaEuyfIBV1duQRAkH1BHgRDaAFzdUGpkAUvHoFU+sDOd4aPOmTQzb2IEYx25CbhQqpRuuIG9/lWsLw8wsdbZqlbi2AG0UI7JBkv6P42F+vJpvB0gSJIaRaqAzmRVY929creVOVo/JXNZ10gm44iIsgCiO9mGAQebESMcXx1w6/E1ljLUaS6qnbaPaQ6pVktzxHBqxVGHQDC2ZVbEZq1lNYCJoc3X0g/yxKDzKoPM8pU3rbEyfZLh5ImW7aqXTswBNI9g0jZjI3/05aEMWggRHyKjImNaVh2DlgBaJqKr6gjUOruF7eZWRKQzVaFnzpBmvpq6PK0ZOiisUPsaIZA7R9O8mmSs4YMehwnJJCR2bp5V1HPVn0FrrtVsOmXghOs3BojArPKJQfNzEsdZum8evjBme1LhrNEm2xxk0GyTa2ezlkFrmeEegyY2U5CAxxGo07UPpmgBrwClaONrhquYUOFiaMGYJAmcbe4Hm+HtQJ+noO+zKBCogrpVRpNzYesrGA2y9vns1zC3jMta3fvSwkCNxcW6ZZutCHUIzIojxOEGMXgVLKbn+MhSwV2nNxnatGATZjC7SgyhlTiC4KPMs+TttUnSxua5sgMkVnOOn8qWSTpLkd1ZjRXh5NoQl74fmtnIIkzVoCsbga+wsU7ZZ+CXTsDaaWXcRJhV3fkwou6EJhlyiAgeQ+0jYU0lr7rbluBVUjzHUNUlG8tDXJZjJxcZzi6l+932ZgP1nA2yxkijkzg2pcytZ7D7MH7rbpUYGr2vrDFEcWRGiH1GtJ9nOLnSOqjOAzSPaxYU0mUwodL7r9wFm/PSsxusDBv3RTURijHCYJUoFl9XOoNmnT7HwRMSQCOqKsGK9L5HBCOw+yzGaAuA9gKsX3n/g1z/3h/kJadGLH/3O3Q4e1GL+utWgzX4rnfAQ++B9/9U+/ICpC3qWis1CVEGDeDU2hC1nNcA07quED/j/MZLuLpyE6NhoQwaNjFoFdKTPbUSx9AxaJfHJQ8+saOr+iYBQmiDcwuD2qj7GdiMreNnuO7ICjma46QSRzXraPOIygnZIP1+EZuyeSIRS2Mz7QTqgDayIYBJDdDkElVV4eo9ohu0odC+ZdCSxDGZHTQMWggQiQwyw5GVEZqV5BWgxc4hDmBYJEt7X3J6Y8Rrbj7W9jg6dN8HaAmcNXMu0af/9PujEI/sPsZgcg5frMKJF1Ou3zLPoEXBuo7BCJhuNX5flWnubJA56hSMDGCBwfQcziQHR5Hk/pZ3gNI4dXFDm3ODsqIrOw8RLjw0BwgvjT3LhZ5HiRp8rBJHaa+/jwrQoqhJSO8UYgQe2/MsD4d6LD0jiyiGUM80qDmZiszqgO0zaEE1ubMUz3D/kztMKp9mn2xPHmtpbM2tRCb5BttHv6IDaIj+u++aZ3GDJEnziSlLQNkW7cyOEaEyBTEbIcUKJlaJQbNINsSIcPPxVVZHQ80ly5ep3LKe+yRxNAScgSrQmtW86I7b1WzNZgeu8VLu2J3VvO/+c2RoptosNjK1xFymw95Zux2/fJ26U/bupdwZTm2M2tlUgFhPCTBnEoKYOVv/drGgYaSbezwbqTy35+I4KDJGueXuMxtsDnPGs47JJUUvWGMQRHPArj7ZsrguzNrZqMmpV8FgHaJeqyaSoj1Q4zBOF1s0ikGoQiAfjFrZbjSGmKIT9jNoGKeMdzXBoWYqGJUiCiHJgJvPsxCqxPDpubhxa4mIxZcldnqZuHy8u+dSzAjG4ayaxbSAO30XamzBbnd+e98bPPVJRtufSd976jyreXPpfm0ZwuZ5awx5SMDQEn3dShwNQNTrF0xGQLMfjUiPbTatzPiZagHQXmD1G+//NDe/9/t56akBSwtwtqi/7rVyAr7rXfCnPwMf/dX25QVIW9S1ViYxaF9713FuO74Mxqjs0eb4usbFiq21FW7YWsHd9QZsVlAngBZDTG5/AKmhf+ITDHYebucUfIj4JJ80ImqOANx+cp3NpSG5Dbpq7quOgTEOFxNAi2o1fez8n1JuP6UzS1UPoCW2R5sU09lM46miAVsoK2YLWD4OvqL0gbzcxttCXcuauarkBBna/TAtQGuMMYSuYTHRU2KJGM0VS3VifanX8DqOrg5a7CGpKWvPf/BJptXZexODmpqAWoZXY2yYgsnh6G1Ya/CNgx7adDnXMYFBjAKKQxi00gdyKzhnqWvfNuzrFz/C8hN/RubHKntClIUziVVNbm5GhIikcxGwIuTlFV2Z733elakCNJ2j80Akz3oSR+cIAeoQETEYX841diLw+UsVp4+s6r0xJ3F0mFjjnNFrLWoS4hJgs9K5OM5qry6TqawRxDgNDW/vH9R0Ac+ViecjT4x7DFojcaw744l81EochUgd9Op6OyAONrThNRBszuTGrwNb4GKls3Q2QwariMDx1SF25Rhc/2riqfuYLJ1WljABNIDcQJkYNGcMp9d7uXZ+nskY5pa7TirwsASMzZh6BQCtxLHXYFtn0zWM3ZyR3qStqyokfBoh60kcm/uu/zN1CMSWkW4AWqHPTMMKASfWRtx9ao3jq0OWC8PurO4a/2YWU9RRNLMGpldg6WgCEsoMGpMkjsnMJrPzAE2MQDbEuAEiwjCzjKtIVcfWwVHvM4sPhzNoGIPYDGkk0oBYi6XG+rKbYwRl+KqJxlCk1198Zp1B4Qi7T1G7EeS9zDgxYCwvPntEv2P6cuR6pvda9J1hk7GtCysAsx1ctU2drxGO3pkyF6vuMtrOBEV/vAm116iJ2Bx3kjhGkQTKksQxQkCZtW51SY1Nnq0WAO0FVP/yg5/k7ve+lRed3WTpu38X8qXne5cWtagvfW3dAn/nt+EP/xE8+J725QVIW9S1UhFJTZ4wyhNrhK4o4wqqqiSj5iU3HFOrZ6szNh5tjIOvMM2qbrLC5sKD5OXltnkLMVKmRtKKaKYVMMgyxFhyA4b0jPSszzMq6iSdsyKM6iv4C5+lrGtsqMiL9Humkd3FqMwRJDYE6ggYo4DLZrB2BsQws0tk1bY21Chj1LACMUI0tpU4Fs6qZXZCnHqKkrW2CN7kRDFM6shS7rjz5BqDvAuFbhpt6a9k9xotiTWT2YzHL++qjDMGYvSILxOLVWKqsbIQtmuyK9/NJgWkXSGP4vT6hG4G7eq0amVJVQIe1hhiDGTjc/AX7+DG4iqryyOcTRb7kprqZl9Npo17A9AkzeGI5ibFyBxAK31M2wJJTI/rMWjWJvlnAh7CvAukINSSsbacgpv3MWiCkCX3T51Bq9q8KGPQoPTkxrg6yHpAOybZW0/iCHMGD7MqUPoG2CVGItStA54Uy0SbGK5YU6GMTjQZe2e/CoxNTXBaMHA5LlTJxdFhh2uJsUjAKF/qSU3nAVpmIqWPnQNlU3Z+Bo3HPgKXv8ANW/pcZFS4LGfshdx2iwqt1FYEm5wMlTDttdXN/Z9Km3VD5tplhhTr0ENoxvCxR65wbi8tNIgQJEuSXpcYqS6So/mzcKKSzH0MGmKYHLkTTr9Mz8WRmyE5N4YmR8zQAujMdsHoekwWbvoqzNIRRGB54NgtA1WIFHkfoCmYl8YCn95+pGB56qkCOCJGLK7aZW37U51MFpSUKPdYHRiWB3lv+4443aZ2yx04FtPKHEeDgT5TPdkz9VSftxi7yJM+g2ZzCJ7Mz6jFEY7cholRoyqabfSPBWXuJc2PWaPnsPKRLLNQrBBGR5Os0aZrp0x86+KY9mGUO7753lM8Uy0A2guk3v/hj3H7//1tnLr5Ray87bcXzNmivrzqzMvgTW+Hd34fPPJv2pcXIG1Rf5klIr8gIudE5N8+y/teISJeRN70HLes1s+9xrgNcbYFvpqSSZj7Ze+MqKQreEKoO5vwZhvFCsPMspekZSFAVfvWSS2T1EQZtf0uTFATCOgxaBl5rPBeg4ONaFhrVY6ZTfZUttTaZKtcLcQEVEAZKAJ1FGXhmkZx7To4/TJOHNkkL68Q7EAZNCvUkrezVvsljiqP6vrp7uzpe6NYJpWCwqWllXZ1HNCVdbqW1C+fhOMv6s539Dx5ZZfPndvh/O4szTtFlYJmS1BPkgU9bdN+ZmPIFy+N2Z7qefNRWgOHYKwCVd8ZQ7zv/nO8P2WGVT5FIVh1CXSVNoArJ28hG6xohlcDTHzVawo1ZFukMVRxKvUKNc6rBO4jj263du9lMDhjMKiMUxDyrHNxNMYSYgIeDQjs3WcBIRpHlhUdg9abQXNNPlZUiWPwKm0kKKtHDJTRUPnA2jBja7ngtuMrbIxyZUX6jEV6vwI0ofSBWRUU1PVNQhoJXL6EJLmniyVVMC1L53oSx5jyrrA5JtYaxm4cp7bWOboyUIfMZhcavNhIhVPDnptI5cH7FLLdlM3nJY71FMo9vbZGJaNuMGKnYp5BS9swAsZqSHsTVN/tTOdeCrrI4qNeT0gLO/tNQtCZpTJ25zWY9NyZPDFSPTl0Ou+DBPqsEXVHDl4X+Y3ltntewcaZ2+G21+n5OHoHRhKDKnTzUUniKD0ZZXOcmdUA7OXCcXXmOXfitRSDzq1RjGuz4tjv4igWsQ4JZXJtjXPgde4eypagGjO0kdfecbK3H5ZQV5qt2Du/7X9G3SilL1+spp2seLqjx9gsMkHH5ErAYwnperl63F235r29haIme765NzVKwsLyMXaPvYxA7CSqNsdjE0s5D6yfTea4AGgvgPr4h/+Em3/vW8nvfD1b3/n2ucHnRS3qy6Zu/Vr4+n8Kv/5mOHd/+/ICpC3qL7F+EXj9M71BRCzwPwLveab3zf8QadakP0thVM/nCijH2oT0vtut6QwxYl0lORzdNrIhK4Vjb5JyzGKkrkO7Qn5kaMitaUHM0ZHjzNo+uZlxFKZm5gMhZQE5I4RyQjUdY/uNVJpVIclzmhk0dVMzVCEQbK7SK+tg43puPLnFiWHE2wLSTMbuiVcxLTb54OcvdUP+xjLIrO4vKZy5f66sIybTjL0qtrIqZZtSm5IUJS1D4gpYOqKNvyt0biTUSPTUPrQSRxMqXfCcXDnQEK6P1LFvZ+rZnpQEwGWNtCzNoPVDaaFtrisf1K0xhUsbP4Ot2+DkS8BYhpljY1ToefTl3PwZyX2vcboUAabbRDckhMiVq3utKUcVkpxQdM5xmBlGRXderHX4JN2zjQSxJzGrSKHmLjswg+ZcprNJkGz1QaIyds0Mmomeq6WCrFuOLXPHyVXuPLmqx57lHcBvji3UiMQ2zHh7Umlun6TnIXhw6b7LlzFGrfptmFGT7mnQfZCGeUgNbpLmuViCsSwXjqXCdXOH9HMI5xvsXDQmQIFs/zlNDEs7uxhaRm3gLJmfMRguM/UJPPbARJPVpiyfSyHRfcCqx9JFTKh8uJW3iUlh1R1Cm6WAdtNjh7fX7iAMNtR6PzFSacPtn8uF5eajy5w9MoKrjycpo94nm0u5nsfmed+4nks3fBPROG47vsJ1myMahjOzZs7Kv7lX1oYZr7xpk+VCnTmv+MFcQLTOis6SaUvvXvcJUKZ9VgYtpOt+CFDJl5I9vswtNIg1xLokRNMxaI3EUdKcXDMX2VS52x1zqHXuPS1o6c5k7XX0WHamat/v/GSeZetdy+Ze9EG/xxrX1zzNFWqQtT7XzmhkiReNPujmNZ8b9FoAtOe5Hv7Td3Hj77+Jiy/+fq77jp/qLuCiFvXlWC95C3zlf6FB1le+2L7cgLRFTtqi/kMqxvjHwKVnedvfB94JnHuu2x1kDndg/iQ59NmcUM10BbxXzhjq5ldwXbZ5Qu02TMbw5G2MhyeZVHUygqjbBvT6tYwXn1lvV4WzOGOY7QNoNqNwQll7CDUmNd2hnFLNxpi8B9DEthbSyuygxhExMBoU7EzqBM56x7F+VuWJqUnJjLrSjUvPxb1+I2k5vT7kvrMbhMMYNJtBsrif1Go5z8YNcPq+rplpZHHN6enLnNxAzQai7m/l1eQixoD4Spu+Xv6X6TVxhTNcGtd85twedVAzhSimkzima9gwWqM8hSnXClpsCtK2fqIsnwjYjOXCceep9bZxbc9FNgQ3UPwuajIgAJMr+HyFygesn6rUNETKoGBFZ9Aqbjmxysm1YcegOXVxnFaePHMIonOC6fr7fqNZl3MzaEWedXNlsVlgCD3TEAVoF8aezaWCYa6gqKnrbr2XG+95Ve9CmpZ1bfav9OoeqgAgOW1mCUDmSwoKrbISZZR2f7K0+NAtXKCsi7GpgU77cdvr4dRLu7f0zFPSCdLtmc7FcZ5BS9tpjCWCb10ACye4OGMwHCkL2SyIND9qdJnBpMUFJaL6EseOddGA50gdRUE96frvC6qelupe2OQBAkxHJxGbq3yvnh5k0BByI9xzeo1jKwPYeQJWTydW6fCe0qXviqXCqXtiknpm1nRznHTHIyKsDFSavZTrTOIg618b0e8xk3XHbXNl0Ixrv/+E2MYqdPiyP4M20H1eOjoHhq2xBF+qZX3/2W9kjo3LZP/7KYZ5Ni9PM60icN0rIV9Ouy7szKIuKhkFaDH9WwfQOlBoRBfMQiA5YQou3W+SXGp9kusGyQj091nm1vGeqRZo4PmqGDn/3n/Gkff8PT76sn/KPW/8h8/3Hi1qUS+Mes2PwL3friBt70L7srOGn/72lyxA2qK+ZCUip4FvAX72Obz3B0TkQyLyoavbl5tX+28gEiFlbcVsfqbYGqH2sW3guxXzbuVfTt9HceJ2tie1gprYczwLVa9BsZ2FNPQkjo7CqQSn2H0M98RHNGi2LqlnU2zeG+ZPcrLaK/thkLZR3VwZcHFvpqG8/QZo+RizI3dSDk8QAmTOUIfQOuVJ3xTDCLkzbfbXXI+Shuutdew1SlGba3O1j0Hrn79mv7F5CvFNdu0hMWghqPR0sK4s2LE7NeKg1/jlzrAz80Qi40rByaXNl1G7EbFpkdyAK2P9vmnYjsY0w1plhmw97ZrBVmalEjaaYF2As6+G1VMpB4lOsjW9Qp2vac6YW+bRyxN+/xOPI2klXgS1/943f2RTcO7urKbIEhvX7ocjNA1mvqSMQozt3Nggc5qpBmkGjTY0u7XMl8CFvZrNpflZHFAQNA+gHEwuY/x0ziJ94GxP4ljrvqydUWCdWA8BymBbRq+VOCYw0jFiuYLh5hwXyxoB0ZyVtg9uGmoFKcqgReoQ5mfQYN7JMaZA5wsPMTQ1RgyDwYggDtceR9q0KLPprM4aicjcwkPzHErKGwsBPEZn/qB9fvszaJPKE5FWItfuohGkAdlzkRy0wLit6TaMNpP87/A238i+c+AG4EtyIzrH2L7v4M+/6Mwao9wpM9ocqlgFjzbvvn9cnuYATff9JoINFX50jN2j96Xd3/cZ+RKsnJx7SWySONIDOKMjGg+wdRssbaXzuW9nXQ+g2bw7H+vXtUBXBKY+sZwmI/NjYpJUtwC+J3GU5tmNyqBlbc6f4tRgVC6ZWZ2tnQeVT39N9tcCoD0f5St2f/cf4N//z/mDV/wCr33DW5/vPVrUol5Y9bf/G21kfu1NGjCZagHSFvUlrp8GfjTG3hLy01SM8edjjC+PMb78yNaWvjhPCyWJo85nxdHm3M87m4KJjSPWs3b2iX5jCRxbG3FlXLZW3JmfJDu4qp0xwbiUJ9ST/gDYjNxqALTUM2xUAwgfIr6ctOYGzc84Zyl9UPdCaAHa1sqQC1dLght1jUuq+sjtrUlIu+3QNwLpDC0krTzHGOdlTTbH2yF2uIKPOutyQMbVzKDJ/MuIgWyECTUSa3IbFfjGAMSOQbvzDbB5U2Js5hm0vVIb0gt7NaPCMh0eA5Eeg5a1ksYmR66sA4OsmUELmHrSAaN+UyfSuTj2dtyIyherIBqcPLmCz5e5fNM3s7tyIxd2dV4uS9IpI4KECrtPJmWdow6RcekZ5RomHBtJpnE6Nyiisz2hhnraNsTXbY7YWk3XM93ykmRujeTPRs/lSTgUoB0osfD4R3FXHyGKYZhZCpdCevsmIbaAs69SKZ8IoVhDBKoo7UycazKuGulY+ohoc2xzXx1SDfgyvYYaMTgJlHVsXRznymQdgxYDzHbgiY8zCruQFYwKpwyam//MJkXBis75WWFeutvM+iUGLcQ092e7+cGIAremJpUHMVTMA7TMCuIyZWP3zTK14Lep5l58BgbtIEjV65tRzmWtmUNUXcdWBnztXcfntiFi1JDHZr3vn3TPGId1jZwwzVIaS7msJhmmDy4BTt0HG9fPvWSMVYkjpjNCGa7D5k2wfla/A6ydY8eBTp4sRv++f2YSvX7Nd14w6mwai9V59q091408OepiUwJiLaMtwhcvl1ye6GJabYd4yedZv+dIoS0A2l91Ta5Q/vIbeeSTH+B3XvrLvPkbv/753qNFLeqFVyLwTT+tMo3f/Dtz1sILkLaoL2G9HPhNEXkYeBPwMyLyHz/7j8m+P3UFv5E4+ghhOA/QrBHqBqAF34EG6UABKEDbm3nKaJAY2Lz4Idh+VN+TjfT9KduoPycBgMkoMsOsDsSgOWHN/IQvx23mV/MzzlpmlWfmluH43e0/rY0KdmcVkyN3UW3cMnccygTFZBKimU61TwCNBLRaJiGNIe2XOLqc2eAo/sRLO8e+fiPlCl0tp2uA5xi0bIgQkRjIJaozY/TqLBmqufMhQsvKABSZbe28p7UaYYgIhTMq9XQFT+xM8UGz2yrfAbS8xyBZP21B5Dy43MegNccswsVxzecvpvnE6RViscokgcUm2DvPOlOKjLpj/xL70jSLu7OKQa7numU5jSXYXBkbo0CW6U67jSPLOSvDxKIGr9JQggKYlOslUSV3K4PDAdH8QSmws74iimFtmCV5YzoXTVB1P2BcoFo5q46aQcGcTawUpju/LU73Y70Hmnt+Xx2QOKbzlElgluIIDoATl/dCjWOagSIBtBGj3BFM1guY1rLJot6axshEmNt041JqVO5WmoIopmUJ69FRxktn5mbQppWGHHuZ/6yNUc69Z7cUOB8wCekxaPUszU0O0ozW4WDA7n9dBNwAl4w8slba+Oc5UQsAACAASURBVBxhgtGQ9P7z3gazG0de6N9DBBeVCW7AVGO939by0QPPizGOmO6rQ801RNJc29MANJvNs3vQnj8RWsa3jmqQ5FdOwq1fd+C9ncSxYdDmpa8X92Yacm8smTFMNm5nd/XmbnpJuvc+Wy0A2l9lPfEJ/M+9lg88Hvn1u36WH/nm1zzfe7SoRb1wyzp449v1l807vrdb4WQB0hb1pakY440xxhtijDcA7wD+Xozx3c/+k/tpHW1sVOJYEEKEwcbcT4xyy95MbcA19HSfxDExLnmWYw3MvKRcr0rzjETU/KI/F9YYHfRs9nOrskITvTrgJXv/UE6x/UBZY8kSgxaxasedjimzhtJHen1kW9boXE+MdABtP4PWNKopmLnxr2vP+2grnRN1cjSGeYB25xvauaVDZ9CMa+21c5s+PwSVhYa6t6KvbF5f4lg4kwCabm9loGYPhbPKoNmCDz18mavTmoGz6TxEzUFzhqwPIHrMVbtvDYuwv+HsKMA2fDhkK8qg9Kpt/twARy+TLYHYZp7q6rRmmDuizbumeu0s49HplrEhX1JFgumB3Da/zCvT2jT6SSZahaDNpn0O7WLaVmaFW4+vsVT0ZHB9iWM/v04Ev3KG3ROvpAwRmwwVWpMQ2zGIANENCKsn52SN8+d13/lNLJKJnoAcnEEDBTP1tD0PTZ0sppw5uskwt7z47NYhDJoCMptMQhrJY1u9hQEN3B4g6X0AIV9lNjh6QOJ46ch9lPlmOm0d++yy/fdXb2Go2UY91fuwWeTYD1hSHQCp7XmYkTXnn8MZtMNKGcuoMsw+ewmQL5MlBq2Mtg2CNiIKtkN9+EZ7JdYSvCdgD+efilXKrbvVpGTumJpzlukiT1862QBEkRaguellQIjF+vwzu88kpFmUap+N9O/3nFojz/M2BDwghCjd+X4G0Ly/FgDtr6o+9uvEf/H1/JJ/He+88cf5b7/1Zc9qsbmoRX3ZVzaA7/h1uPqkWvD3AkUXIG1R/64lIr8B/Clwu4g8KiL/iYj8kIj80H/YhtOf+/KMlMLJ2L7+dUixPPcjG6Oc7UlFSBJIcfuarjY3y2KNoYpG7dxjpTMmNleb+c2b9H0nXqTB7z1AhFU2qLHONqHSOTNxhGo8zwiIwVnLtAq6P6ZrSBTkKTO1f3almccAdf+rQ1QXxea0DDcOyBN96BpP7v5W6sTKDXPbskJP11iaXsPa7LeGz2ojlkuYY9Ak9gAaej2k55CXO0PEUGRqllA4yytu3GB1mCmQtXnKoAvKtiVL+yaAuXFOFDfo6S977M1wPX3uQXmcmoQI1dIJOPFixNoWoFWJhcwb50A3JMPPAzSx3WwWUGQam9Beu9ERyuJI59SYL8NsR7OtSI6UjQwueHUQbKRysRf6/TTX4kD1XAvPbC6zsZSztdwAqZ7EsXc9FEcIfvkkZR1wti9xtO3sUnNqr5z5asqTr3z6XUggydgeSEj3lA+G2h/GoA16DFontyvKbYYjfW6Pra8cOA/G6MyZmkHowsLc45GO8+jaiFFumclA5/YaaV3aj77NflUH6myl3VAzrybIvBNo73y37OR0By4/3M1dPcO80+EArYB6SmY0MkOQp/35A9Vc076MMEvPxPrZdp8nMcPEqj13IhwICj90f60aEYUE7A77/LhxQ3fvN+eocTQ1TufytnoKgIaFdkUL0C5uvYyLJ17DgdPTA/zGNAANjq+O2BipyRHAsdUBR87cSpWt62xijMxqT+Hs3Gc+l1oAtC911TP4/f+M+N4f5yfW/zvef+Tb+Klvf8nhD8eiFrWogzVYhbf+Lmw/Au/6gWcEaZf2ymfY0KK+3CvG+JYY48kYYxZjPBNjfHuM8WdjjAdMQWKM3x1jfMdz23L6Pu+PrjUujsZSm6JrklMNMkvuDLt2lRhjZ7bQrj43M0sprNc4BVnRw/iiNmEu74Dc0dvhhr85LzFqWDgrSKwxocJaQy0ZvpoeAGiZs4zLGmcMRdbZSxujK8CzOhwwGm4kdiFCZg5h0M68XBsjOnAVYo9BM51tduOQiHFPGzfT/Fwr0WoansSoZEbB08XdaYeXZR6gmR4bpBldhvWlguOr2swdWxnoPB2GKrnp1T7gjLKJD1/YY1J5Cmfa2cHYB+B9I49G2rov8FZPkQCGvROvhKO3YUSYlL79PFDjFY7fg4w2cLHPoJk50Le5lJgz0wNo6RwNmuYw5as2/96G57oCqgly9ckeg6Zuhq0JwnMpM38/nV4fctPR5d6+xPlMOBoWStKMlspk7zu7wfpQLeIbGW4nbbVz1+/Q3ZAe85MWLEQgkOIIDmNZ/EGARrnXOv2RL+nvol7ZBAY1XNtyYLooXavrjqxQOENpB2qI0vT6aT/qEPnjB8/jQ1oISPJWZ0y7ryK0Mt/92yexV1z6LFx4qHPJfMYZtENedAXUM247tsTqME8K3ecucQSQfJQWTDI177jnjQmFp3xBO0CiXp9mhm8uh+5pSoxVaTaWw/AZ6PVovxcaYNbOwR2yyCBGF7FcRkiS0rI4gh8cOUig7Jc4BogxcnR9mZVBNnee7NFbqbOllPsYmVY6r9ptZ8GgPf915RH4hdcTzz/Ajx753/iku4uf+c77nvuX3aIWtSitwRp81+/Cpc/Bu39oLvemAWm3Hlvh2372Azx+ZfIMG1rUor6E1WvuRDTnCmPxMR6c+QDWhxnbrOIDnUlIK3HsGDQZrhFMhgmlNg6+UmbqsJob0tdGuHAGk7KerDHU0RKrGdk+k5DG0W950Bl7NI1HZg3Tyh9YvbZppi3EPoPWIqO59zb/F0Kca7KaXrqRw81u/I/2Dej3tnFA4qhSrmjzFkxsj2d85skrKW+NeeBgHaYHEHJrCG7I+tl7eMl1693bjBCiwRtl5qrEvFQ+8KkndvAhJgYtNdD9mag+s9EwaPvOxbisW5v1/jEpi9UxaCuFU7mpK7DsB2hd03nDkSUQSVLP7vNfe9tR7rs+7UNqWnPnuPVY2l9jtTHfO8/11Wc4MkrnJjYAzXXN5bNVv5nf3xAnlo4YDkgcdZZL/z+zhqMrhYIXMbimsU9oe3ngWMqfeR5OG/WuocaqSYOPQh3C00gcE0Brfrc0F6UB3oM1uH5+LMWIXtVW4mj2SxwTArE5s7Nfxfbweibrt7WbbvYjxsjlccmk8lQ+tGyLNQmgN7uzlMyI2Pd8iVF2snE9bhg08/QM2sm1ISdWB/MvJgZtc2jJEsP1XOV4bfh589ze8U3ziyw2Q0ymodsJQIvovFd/fOHpyrYRIPK0u3RibcCdp1b1mPORgutWkXDIgk8KuLYub+dQIS2bHGDQOkVBYxYUYm8hoPfzTfyAM0JZq3PogkF7IdVn/h/4+dcSr/8b/FdLP8EDe0P+z7e9Yj43YlGLWtRzr+E6vPVdukL4ju9Vu+FUzhp+8k0v5mvuOMab/vcP8Jlzu8/jji7qy7Z6AK1pvgH8YdbewMZSznm/RCTO2VADXYMrwt7ZryGIw4ayAyajpwFoa2egWJ3bRu5sF8lkHRWG4H0byqyfo3buRqTLuuqBgNyadg6rXyK02WY6g9bZ7O+vZtdD7BgRfV3/7qyQW4PZZ6k/v41mNqbPoKnEMZhcpVmxbpkgnYPr9jna4T5bduHes1ssnXnR3OcYESbLZ6hWzwIcKu/MrOma/T5A688IuQKO3KINfq82RrneH70V9eYa5VbNSG45tsytx3W7m8sDrl/vAeee/Ox1d5/QsGExiMt795JhfZR3zWFqnq213HUq3SO2aCWoN68JX3FDAnPBQ/AcXx9xz6n5fX/aOsQhr/dCx5TMAbTmv3QP9J8TY1qzj8YZ9O5Ta5xY2wcs9n+SCGJ7AM0V6T6Vwxk0m/dm0NK9W6Rj3udauv9zTGJtoliGmWVtuA8INFb6o01m5MTBanus+xdtJqWnrCNFAsRGpGfW0UiCvwVOvLjbtv5FAeZ0W5/9hkETezhzhOafvfKmfYycG+p2gkdc9u80htOYc0hrlLPvc43DZRnBNHEE+l0zGZ3W5+NZylhl0JrcscMqd4bVhs0qVuG21819/sGdNsrmnriHsujOhTE87WdgDMuFY3dWE2JMhkZu7n7vAJphUtXktmNCW2fX51ALgPaXXSHA//eT8DvfQ/zGn+LHZ2/h44/v8ovf8xVzAY+LWtSi/j1quAFv+z3YPQe/+RYox+0/GSP82DfexdtecwNv/rk/5aNfvPwMG1rUor4E1WN2jRji/8/eecfJcdb3//3M7O4VXVE5SacuW1Z1t+TeC7iCaTYGjCFgjDElJBACJCQk5EfygxAgP0jAdEI1xoAxGDDGJW5Yci+yZMtW77p+t21mnt8fz8zu7N7Wu91r+r5fr9Oddmdnnnlmdvf7eb7NN64ct0Bpb4wHbVe/S9/ii4k1BEZVXg4F2TC8BpysuMirCplh7tHZVX8wpfZjDZkv+0gkgqNtIxojIWPSX22PRaxsxb7QCnzM73HWGMs9jyA0TWOKQzj5ZfZDBPlBrs7zoKnsvhqiWa9UMXKq5c1Yaj4XIg14fil0pT0UpvGygpwQx945a6GlM2d/i2c15+RyBWNxYu2kosZQT7smvLOtMcrR89s5abERyIGgsMLXI984nX9CNhQ1eGh6E6vnt6ND5xIYhY0xG0/nColoNEZbVGfPpbEN2kyZ8szCb/MsnKY5uYZ7mEjePQYmBHW6EaFoD9L+Z6o2Am1JRztz8j0txcipkJfvQVMmPN24T0IPq0yYI5AbYRRaIHDDiVplMIIv9D6yG8x9RxGBlp+DFmnIeqtiubmjYWzfyxSxLPpbj6Bt+RkcNSdve2WDIpO3FIThzWiODRtHPJXrQYvYyj9GaDkjaKsR9qAqZQRmrMXca+0LzeMtc7LXthIiMRPqqT2ssCe2AjJhtUU83zRO58gTz+PoxaZIh+U3+e6bfRLMXVN2/5ZlZ/qOlZU3wdyEP2QKCW3LAjtCpH1+tl8g5lNj+PpCNqR4WkOEwZQRaJkFoLAHzfd6WhYMpdyM4M7sRzxo40C82xiNz/wMff1dfOblFdyzaT//8+5TmVFJDxFBEMrT2A7X/tz8/YM3mFXDEO89dxmfuHQV133rUW5/avc4DFA4bAnnr1i2qYaIMS4LFUNrb47iac2sGWEPRZ4HjaCQhaJRpU0fsoXrhnlkimJFicWyq+GWHcHRFo7HMA8aStEYtXM9aCqozGdOID8KJKhoprUm4ldxTGfK7A9HkQ1XCwg8CZZSzGtvKlvSXRFa4Z55pBGkdgytIkQiJldPac80D7bsXEFgR7O9xEoQtEEIyuqnXWNcn79qDkfNaTEeK3+7PfMugtbZoQFWFiljyoxnw+KCcwpCPXM8LJZtFgAC466xHeaszt1h23zSrQsLhl0BWYEWvjJ2NCcnLNN3Mt4Dux+n4I1b/IRCoiH/dSq3H1wwJF+EBIfJydVUpgrhzGmxyvqw+ZywaDptTUEOpQ2RGBZlctDCAu2oVxlxE20qef6272mxLNBWDDVj6fCNfOM9XBjEshTnrJiNbamchZv+ZBpP60wOWlAlMuxhNE9YsPKy4XMdiZlxB58NTdMzIr4i7Ji5RlrnFpupAEv57/lYEY+jZdHasZCOjo6MgA4L87JDy3jQrPKvUSr3Pbj81TltQzLEWqF5VoFwxgIetEhDZl6nNdgMJB1THTfjQcvOVVA1tbOtEdfTWQ82lAw7zUcEWq3Y8zTcfB5Em/Guv5t/eDDNvZv389MbTs8kHguCUCNizXDNj6FlLnznMujZnvP0VesW8Y13rOPTtz/Hf/xhkylzLghjiCJbutnVhT1oDREjhma3hsrd5ye5Y0LelGUR0SlTxnrG0orDZLCjtDZnizXYlk0SUxEtFs3NQUPZnLx0BvPaQ56WjGfD9+5E8gUamaIgwTZBHlWhEClLKTxP53qsQh601fPaTJhSCVZ2tmbLt/voSGOmmbDll+3WViSnpH4w3krsTtsy4wzy6RzPG+ZlA3OOkVhTrphqmlHckxAei2WEd9aD5r881Pssu3Fe5b4irJ7XyqzWAp4yyJYczy9rHp6j5ED2/8n+wqFhxbAiWY/TsBw0X6Dl5QIdPb+N+dOz8xcNXxzfE3L28tlMqyICaU5bY26REDvmz6VFuqgHLUGmY7Rlw7Q5sGBdyeMYjzCZ93bBt6QyIjzsJc6+3oi84H3SFzdtMILFENsvzmOrAh6daAG70ir9vimL3WBSB7RLLNZAY7TyOVd+Hpmyy7zGD78OqjhWqgGDEEewyn/05eVn0thWONSzZTZ0HotSipnTsqHAVsH5boJl5wPQ2hBlsESII8CVJyxgenOMpqidm8MpRULGmCd+aIzEU2/Ee8O3+ORvXuGRlw/xkxtOKxsrLQjCCInE4E3fhqMugpvPh20P5Tx92pGz+OVNZ3Lns3t5/48eNz2nBGGssKxs89NCRqHPmUd1ZAURmC/6Y9+UNaYxHjTbsol4vkCrhs5jUS2zM14xOxLJjMsKG1PTF8P8E2iORbLCKpTDEvXzKIIGytnTVLi+iIn4if9JJ1RmPw+ljBcj/FyxnJxirJjbOkwsua3zGZh5DMqK0OZPkVdAoDXH7IpywYPiJ+lQPl2x8Z2zIk9ARBth1eVlj2H54U5BAJtSxjgPDPRcr0lQ1bO02Ta9OUZDtMi2wf6CioWZx4PktxZflIUMfV04n7AgYYGWf+xM0ZtcA745Zhr9hvMQM0ybbRbhRkTIE23HUJi8UMf1hl/H4L0W5KEpE/pGa+lj28qUos9owUL3R3CN/efCW2RaAvgirzeeJmpbGTHX0dJAZ3tjbohjwVP1B1DtZ8OwE4qae8NzaWpsZGVnW/nX+Lgt8+maeWJ575Z/f1jaMY6uCsWKbUdMQ2/LLp8bF/L8V8rZy2dnhFSOh74AjVHTW3Io5ZprVSJscVZLQ64HTUkftLEhHYfbPwR3/zNceyupde/lI7c+zVM7e/nJDacxp1XEmSDUFcuGV/0TXPKv8KM3w4bv5Dy9eFYzt910BmnX47VfeYCNe/rGaaDC4YbCwvOND6+EQGuMljc4oraFspTpgVakQW9RWjszPcIAbMsiGi1Qetqyh3t9QoZH1LaGea3AGDKZsvqYnKxEOvCgDR+OpfwiISp3H0qpgh6qSrHsKDrWCpbNWUe0ZXt85QmCtUtm0tHSUGQvWexhFSmLG23VeHdyx2z6oAW7tS1lKm4G9nb4eEHoWCXhUZk+bEXm08lrRxLcB00zID2Y6+VKV1EVd9ZRJgcqPIaAYsLNJ3h/5Ai0ltkwfVHlxw+jVNYDHGnIFKYwuYRq+LZ2LHuulYag+eIqZlssnTVteKgcEDRHa2+KErMtGkLvIeX/2EoxvTlK0nFNkRx/RzOnxVg4ozmTh1byXGFYnmPVRBpMRUXtGpFeaYl9MD38mueXl1uWZc4Zr7CnqtjL/PDpioRXFYU4wgQLI+1N0WzLj0K7V4qorUxjd6VMD8ppswtuu2ZeW25eYhVjk6oVI+Xgi3DLO8wHyI3/S19kBjd9dz3xtMuP33Mq05sl50wQxozjrjalqH9yLWx/GC77fCZevLUxyjeuW8e3HniFq772MJ+8bDVvOWVRVRWqBKFqKvSgVcL05iiLZ7WS3LsbFRlBGFNe+fMzV3SS3rmnfEiUlV2JjkWsgp4n289BA7/+g/++itnFQpFMb6DwynlO/6IREohDlO3nOtkjWkkPiPmltIMcNKguHasSsjlo/v+V7y0NctLCx4v6lS0r8Wjl9MfKo6F1uGcomKOGVlOOMzxn1Qg0O2p+AnEUJhCYbuFelZky+7Wa5HCfOP8+tyyLlFu45QWRxmyBlEo9HFbWC3Z8qEVD7jiyxXcuPXZe7lN+DpanYHZrAwcHkqbXYOBtC90XpYcUCLTRetD81zsJaGquSuQEY64kp6xj3etob2/n0MF4xTlokUyT7kruD1U4pLEMa5fMoD/h5IacFxuPZZF0HHPftswpul1TvtCTEMc68/Qt8I0L4OjXwbW3scdt5eqvPUxbU4QfXi/iTBDGhQVr4X0PGoPiv8+ErQ9knlJKcf3ZR/I/7z6Fr97zEh/48RN0S1NroY4oS2V667ieHt57qQqitsWCGc0mf2okRljYCFI2yooQs63yRkzIgza3rYHl+RXq/E0cT2cM1UCIxiJWwfAlpRhWxVFZRRrnVoFSxuuFHYHBQ35DYGvEqqohapF0vIx3EBiVyC6EZVnoUIijpRQNkaxHNed4gXfEqUAwZUJUC5z7iotNYZUwdsx4uAIPakMLLD69uvyz/P0Vm/fUYMGHM/3QajbHKjt+f+6UZaG1LnwMv1l3NV6jcP+24sMobpAH+ZCWyuZ2Jh03s8/gvlgxt7V0XmZ+c/uRopQR2OmEEevFei0WeSlUJtDmzJplqq2qyraHbDi2quSeHOHCTGPUrkicAZlKs5WOP4MlVRzrQxDS+Ie/h2t+COd+jGf3DPD6rz7EWUd18JW3nCR9zgRhPGmeCVd/H87/JPz4rfC7T2arkgEnLp7Bbz90NhFL8aov3s+dz+xBaykgItQBZbOrL8Xe3sSoPWhmfxad7U10dhQpr1/mtTl/F8kHGv66bMWx5likYLl1SwUeMcNQyslsX8guNVUfc59qbYhw8tIRnFd4qPheuNmroWeb3xDYGrHIiNkWKdd40ArmhNUAU8gim8OklGmpENwrBT096UT5HRcrs1+MSAxWXpINbVQ2tC8wYm7FJZXtI8zSs6CxiEepCFaoOEZNCF97v3GzZQUNoIsJtKGqPC8VheiVqNqnUBkvWjSiOGnxDFZ1tg3zoC2a2Tws9zN3R4EHbZQCDbI94WItwxpzl0IN+6M85T2DWYLKiBVVlrTs2sxFqfFYIxRoje2maEkFiECrlD1PmUIE3VvhxgfQS8/mR3/ezjU3P8JN5y/j769YU8OVH0EQRoxScMJb4cb74dCL8P/WwdM/M6E7mNLmX77mRP7ldcfwz3c8z1u+8QjP7uots1NBKEPeF7VSCg+LgwNJtK6BQMOUwG9oKt7EufhLc0McTRhaBbkQ+dXQCmDnGZNz2xpZt3SmyZsptEswiyJhD5pSzKogL6zkUJVvNLXOhZWXkZy+bNQhjlpr08coUieB1jKbZMPMjKdk0cxmlnZkc5kK2hROFQKtWu9hfiGSaFNuT71KaZpR+N5afBosOKngS2w/r6dmNLZDh98AOdoIa67MVHYsHOLoC7QqPGgx2yJml/NClxBovgdpWkOEaQ0RFs1sZmVna9YBWulAMkVCaiHQ/H1U6anPtoqo7jUV56BZtl8Zt4IFlyVnjKK4TGUEn+dV3C6GmUeaKrwVIDlo5XAdePCL8MCX4byPw2k3cWAwzd//4DGe3dXH9999SqZhpSAIE4gZS+Gtt8Dm38GdfwuPfQcu+jQsOgWAS47p5NwVs/nm/77MNTc/wiXHdPLhi5azcEaRPi6CUAplg85WCvWa5zDUDJGEY1bIRx3DF/Q6GknxqdwQx0LFMwqS3+y10J7zQptOO3IWAHt6CofiZbxF1Sy1V8Cslli2wESsGVv53pARetAsSxGzLfriaea0NjCQdGoe4mi3zyfRlJ3DIIytL25Klg8ThI3tmYWmklRtNfpkSvnXabE5aKBcgOYGm1nTRifSc4g25oZy2tFMGG1B3RpphKFDVc3d0o5p5SMwIrGSwslScPqyWXmPVeudCd6ENRBoQc5hc3Ue7fxm65W9pvI+aFi26TtXyaJDpIb3URGCz/N6umVEoJXi0Bb4xXtNA8Pr78LtWMXPNuzgc7/fxEWr53Dnh88u269FEIRxRClYeSkceR48/FX44VUmV+28j8OiU2iK2XzwwuVcffIivnjXZi76j/t41ZpO3nP2ERy3sLoQHeEwJ8+w041txvhOpDMemNHhG4IV9NcaPrZQEQFlQWxaycT27OvKe6CKGVhWkcpz2ZLy5Q9fDc2xiAmrzByfijyApYhFLFJJh9bGKHv7EqMuZJJPEN6Wr/usYiGOyy4kcx+Uwo5V3sg853V1FmglaGuMFi+0USMyuX1FPWjxqkVO2WJT808qOp+WUgUXKvJDHCsYhPldCw9a0Kuuynsgv9l6JViqirxOZft5pRMjUs0eaYhjFYhAK4TnwYZvmfL5p74Xfc7fcO+WXr7w0wdIpD2+fM0JnL28cElNQRAmINEmOOejcMoN8OjXjVCbdzyc9j5YfjFz2xr5tzcex1+9agXfe2gr137zz6zqbOONaxdw8dGdUvhHKE+eQAsqG8bTbm3uH8fvXTUSIywcAmVZ5v2w+LTKXlfGoxAYKvmOBGN8Ftpnzq+6EQmS8Ucp0CJpK1Nye6SOqVKY+cudjYJVHAs+UIRIDJa/qvrBVNhrbbKS6bdXSBTYDeY91lBj70sJA96EOA5/vGovcyaktQYm/fJXj2g/wUir0SvzpzdV1PLC7NjCsiNVhVDWkyAHrdZe9Zxj1G3PFfD3v3yG9a90Y1kK2zL9WVobIrQ2RmhrjDJ9WpS5rY3MbWtkTlsDc1vN77oW4tj3HPz6w5DoIfWWn/Gb7oV892vr2deX5P0XHMU1Jy+qbSKrIAhjR2MbnPM3cMp74YkfwO8+Dr/7hBFux72ZuW2z+Nglq3j/+Ufxyyd38YsndvGpXz3H2Ud1cPExnZx5VAcLpo/AgyFMffKEQDKdLYdeEw9akfLkFRFeYa8mJyvUqLoYgX2S/7VoF8kvyXoH6mtp2Ra4VnkPYClitsW0Brt00Y5RUtCDlpnTMbZGMyGOU9PGsX2PZcF7L/BMj+G5FxtL5j1S6VAyAq0GtnFD64heVrXXD3Kaspc/gI2yI+Ph3C3IWLw3x1Wgvf20pVx+7Hw8rfG0aQjZn3ToT6Tpizt0D6V4emcP+/qS7OtPsL8vyUDSoaPFNO9bOKMp83vRTPN7wfSmkQm41BDc/zn0ozfz4vLr+WbLa7jzu10s5FcLPgAAIABJREFUnpnmHacv5bUnzJcKjYIwVWhsg9NvglPfC5t/D+u/AX/8tAmFPPYqpq26jLeduoS3nbqEfX0JfvP0Hm5/cjef+uWzzGtv5PRlHZy4eDpHz29j+ZzW0hW2hMODjhUweDDz36RTY4EWeNBGQsaDFqvOAG2ZXbZYQGBgHpsXEqxUYQ9A8Ei97RtLKRw7NsKcPUPMr6ho1XG1vFATYmsMwqcKD2aKe9CsEtcwuE9q3eyuBEU9aIHYqXxP5tco7vXRUk2Z/RHRNJ2BztMnTIhjxKpP4aCcY9RtzxWwsrN6pd6fSLO7J8GOriF2dg+xszvOAy8eZIf/d288zezWBhaFxNv86U3MnBajpcGcrsZUkepLOOzvS9C6814ufPlzbPfm8LHEZ2jet5LzVrRx642rRjRGQRAmCZYNqy4zP/174dnb4JH/gl//Jay6HI67mrlHnse7zjqCd511BIm0y+Pbu3l4yyHueHoPn/vdC/TFHZbPbeHo+W2smdfGys42VnW2MmOahEVONJRS3wauAPZrrY8p8PyVwGcAD3CAD2utH8jfriCzlpkfn6TjZv5uiNRgca994chzgzJV+ZqrM+KmL65os9ccN39YxUEjPIZvGxTyqHWRkHxsSzE0fSXMriDXrghB0Yr8SpW1xLaGG+LVF4moEUpVFNY6WSlZlCLwoLlO4efrgKKwJznTB63yEodw7JtqN7ARUHeBBqjGNlTaLb/hGBDJ9EGr4zHqt+v60NoYZWVntKhw6kuk2dUd9wVcPCPguoZSDCadzKqeUnC0tY3rBr/L4uSLrF/xESInXMOtC9sl30QQDkdaO41X7fSb4OBL8MzP4M6PQaIXVr8G1lxJ49KzOWNZB2cs6wDMQs/+/iTP7e7l+d19PLq1i+8/so2tBwfpaGlgZWcrqzpbM6LtqDkt4okfX74LfAX4fpHn7wZu11prpdRxwC3AqpEcaPmcVg4NJtlyYLA2HtY8AVgdvhUx7/i69AcqVA6+WA5a5v4fAw+aUmpUqmrxLFPRdX+/KW1fvxDHwjloYx7iCNkWDFMQ21LF5zS4Bu4oPNVVogqEt0LYgzpmQxk11Xv9qidiKyxnYkzKiPugVXOMuu15nGhrjNI2L8rqeSUawXW9DPf8K2y60zfIfs55FTaOEwThMKDjKDj/E6ba4+4n4PlfwR1/BYk+41lb8zo44hxUJMbcNpMne8GqbN+VRNrlpf0DvLC3n017+/jVk7v43N5+Dg4kOXJ2Cyctns7aJTNYu2Qmy2ZPmzBhG1MdrfX9SqmlJZ4fCP13GhWVzCtMZ3sjne2N7OiK16iK4ygIDO5R5GNVi216MA+j0fcm1vuWLxQ6OOJ91VEwFfI0ZiJSx8NCt6auQDNVA8tsNJpQ4iopJhizYmfyfC9kPGh1vGdty8JSXvkNx4BMFcepWiRkzNmxHh76T3jpj3DC2+BDj1dWalgQhMMTpUxj1QUnmR5qe5+B539pPGtDB2Hl5XD060zuWqj3SmPU5pgF7RyzILfUdfdgiud29/H49m5++8xe/uU3G2mI2JyzooNzV8zmnOWzJTRynFFKvR74V2AOcPlo99cYtWiKjbPXdKSNi0dzyCIlxBui9e8fBMaAqpXtFIi9eiykFCqmYhfwqo0ZVmQKC7RxnNcCLJ7ZXLDoVDbEcYwHNApMZFp9BxwpEjY9HkQsq+730tQXaMl+s/r9+Pfh4GY4+T1w+RdEmAmCUB1KwbzjzM8Fn4L9z5vPlj98Cvr3mH5ra66EZRcU7VU1Y1qMs5Z3cNZyEyLpeZpnd/dy36YDfP/hbXz0Z09x9Px2zl0xm4tWz+WYBW3iXRtjtNa/AH6hlDoHk492UaHtlFI3ADcALF5cPFfrjGUd419EJsgtGkOKhQMGIY71r+JYWCCOBKuGYi+fNfPbcvq3ATTHbE6oc0+wotiRyaUMqsBSJUIcx4GyHrSJM9SyWEUKntQS856eGETs+ov9qSnQUoPwyv0m4f+FO6DzODjhrXDs1RBrHu/RCYIw2VEK5h5tfs7/JOx/wYi1P/0fuO0GWHGxEWtHvarkZ45lKY5bOJ3jFk7ngxcup3cozQMvHeSeTft553ceJWpbXLh6DhetmcvpR86S/LUxxA+HXKaU6tBaHyzw/M3AzQDr1q0rGgo57uIMxqXwQzRiEbULeNAiY+RBK5LfMxKaojbz69Reo1DOu1KKRTPHyVZpbDfFZKYgllKl8whbO2Goa+wGVIRgiBNHjpRHjYF3MlLDsOXREqnjok3mGPXd/Rgx1GX6l+1+ArbcDdseho7lsPIyuPGBUSRWC4IgVMCcVebnvL+Fgy8asXb/5+EXN5rGn2uuhKMuNMZPCdqbo1x+3DwuP24erqd5ckc3dz2/n//zm43s7olzzvLZXLRmLuevnM2sSht8ChWjlDoK2OIXCTkJiAGHxnlYNUDVpkdSFcxvb6SzbXjFyKwHrb7Hty1VMxUYtS1OWjyjNjub6Mw/cbxHUDcsq0zO0OIzGEXaac2YjB60Yi0Dakktw5ZHS2PUZmad0xEmpkDresUkamrP/DgJI8Li3RDvMn8P7INDL5mwxcGDMOsoU6HqmDfC6/4b2uaP91kIgnA40rEczvmo+Tm0BTbebnJfb3sPdB4LR5wDS8+BxadBQ0vR3diWYu2SmaxdMpOPX7qKVw4OcvfGffxsww4+cdvTHL9wOhetmctFq+dKoZEKUUr9GDgP6FBK7QT+EYgCaK2/BrwRuE4plQbiwJu11uNvsY0WO5JtQjxGKKUo4ECj0fegeXWe1dmtDeOf+ydMKEpWcYQxzdEsRcRSLJk1LVMpcDJQ/xqOMGMCVVhvjNqceuSsuh5DjfS7Z926dXrDhg01Ho7P18+Fvl2m4pSyIBKDppnQPBOaZpi/p802ldY6VsDMI4vmfAiCIEwIhrpg6wP+z/8aT1vnMTDvBLNqPe94I+5i08ruqmcoxb2bDnDXxn3ct+kAs1sbOG/lbE49Yibrls6kYwJ715RSj2mt1433OGpJXb8Pa0U6PmG+J//w3F7OXzWHaNmSeoJQOzbv66c/4bB2yWHiDR1DugdTrN/axauP7hzvoUwqSn0fTkyBJgiCMNUZOAC7NpjQ7N1Pwt6nTbGRtgUmLHv6EmidZ/IiWjuhcTo0tpkwyYY282NZpByPP79yiPs2HWD9tm6e29XL4pnNHL9oOqvntbLK78E2u7VhQnjZRKAJgjAe9AylSDoecwuE3gqjI+m4vHxgsHSLK2EYpb4PJ2aIoyAIwlSnZbap/Ljy0uxjyX4TFnnoJejZDv174cAL5neiF5J9phdbetBsbzcQizRwdqSBs+0GiMTw5scY8myGdmrir3jE0x670y57lCIasYlFbKK2TaqxgwfXfpGZLQ20NkZoito0x8xPUyxCY8QypYQtU1I4aisi4vEQBGGSUqggi1AbGiK2iLMaIwJNEARhotDQCvNPMD+lcNNGzKXj4CbBSWV+W26SFidJi9YECe+O69I9mOLgQIK9A0m6B5P0pCwe295D12CSgYTDUMplKOWSSJvf8bSbc8ibzlvGxy5ZVacTFwRBEAQhQASaIAjCZMOOmpzcCokAs/2fMG8v8zrP07ha43p6QjV4FQRBEISpjAg0QRAEoSCWpbBQSPs1QRAEQRg7RlwkRCl1ANhW2+HUhA5gWFPRSYicx8RCzmNiIecxsajmPJZorfOdeZMapVQ/sGm8xzGJmSrvg/FC5m90yPyNDpm/kVP0+3DEAm2iopTaMBUqhMl5TCzkPCYWch4Ti6lyHiPlcD//0SLzNzpk/kaHzN/okPmrD1KSSxAEQRAEQRAEYYIgAk0QBEEQBEEQBGGCMBUF2s3jPYAaIecxsZDzmFjIeUwspsp5jJTD/fxHi8zf6JD5Gx0yf6ND5q8OTLkcNEEQBEEQBEEQhMnKVPSgCYIgCIIgCIIgTEomjUBTSn1bKbVfKfVskeevVEo9rZR6Uim1QSl1Vui5S5RSm5RSLymlPj52oy44ztGcx1al1DPBc2M36oLjLHkeoe1OVkq5Sqk3hR6bNNcjtF2h85g010MpdZ5Sqtcf65NKqX8IPTdprkeZ85g018Pf5jx/rM8ppe4LPT5proe/TbHzmDDXo15MpGs1USl0DymlZiql7lJKvej/nhF67hP+fG5SSl08PqOeOCilFiml7lFKbfTfY3/pPy5zWAFKqUal1KNKqaf8+fsn/3GZvypQStlKqSeUUnf4/5f5qzda60nxA5wDnAQ8W+T5FrIhm8cBL/h/28AW4EggBjwFrJls5+H/fyvQMd7XopLzCM39n4DfAm+ajNej2HlMtusBnAfcUeTcJs31KHYek/B6TAeeBxb7/58zSa9HwfOYaNejTnMzoa7VRP0pdA8BnwM+7v/9ceD/+n+v8eexATjCn197vM9hnOdvHnCS/3crsNmfJ5nDyuZPAS3+31Hgz8BpMn9Vz+NfAz8Kvn9l/ur/M2k8aFrr+4GuEs8PaP/uAKYBwd+nAC9prV/WWqeAnwBX1nWwJRjFeUwoyp2HzweBnwP7Q49NquvhU+g8JhQVnkchJuP1mPBUcB5vBW7TWm/3tw/urcl2PYqdx+HAhLpWE5Ui99CVwPf8v78HvC70+E+01kmt9SvAS5h5PmzRWu/RWj/u/90PbAQWIHNYEdow4P836v9oZP4qRim1ELgc+GboYZm/OjNpBFolKKVer5R6AfgN8C7/4QXAjtBmO/3HJixFzgPMh8oflFKPKaVuGJ/RVYZSagHweuBreU9NqutR4jxgEl0Pn9P9MI87lVJH+49NquvhU+g8YHJdjxXADKXUvf54r/Mfn2zXo9h5wOS6HiNhsl2ricRcrfUeMAIEmOM/LnNaAqXUUuBEjBdI5rBC/PC8JzGLrHdprWX+quNLwMcAL/SYzF+diYz3AGqJ1voXwC+UUucAnwEuwri3h206pgOrkiLnAXCm1nq3UmoOcJdS6gV/dXIi8iXgb7XWrlI5l2CyXY9i5wGT63o8DizRWg8opS4DfgksZ/Jdj2LnAZPrekSAtcCFQBPwsFLqESbf9Sh4HlrrzUyu6zESJtu1mgzInBZBKdWCieT4sNa6r8D3UWbTAo8d1nOotXaBE5RS0zG21TElNpf5C6GUugLYr7V+TCl1XiUvKfDYYTt/o2FKedACfCNgmVKqA6PeF4WeXgjsHpeBVUneeaC13u3/3g/8gontNl4H/EQptRV4E/BfSqnXMfmuR7HzmFTXQ2vdF4R5aK1/C0Qn4/ujxHlMquuBmfffaa0HtdYHgfuB45lk14Pi5zHZrsdImGzXaiKxTyk1D8D/HYTGypwWQCkVxYizH2qtb/MfljmsEq11D3AvcAkyf5VyJvBa3wb6CXCBUuoHyPzVnSkj0JRSRyl/SUkpdRImafsQsB5YrpQ6QikVA64Bbh+/kZam2HkopaYppVr9x6cBrwZKVh4cT7TWR2itl2qtlwK3AjdprX/JJLsexc5jsl0PpVRn6L46BfPen4zvj4LnMdmuB/Ar4GylVEQp1QycisktmVTXgyLnMQmvx0iYbNdqInE78A7/73dg7qPg8WuUUg1KqSMw3vFHx2F8Ewb/8+5bwEat9X+EnpI5rACl1Gzfc4ZSqgkTkfQCMn8VobX+hNZ6oW8DXQP8SWt9LTJ/dWfShDgqpX6MqeDWoZTaCfwjJtkTrfXXgDcC1yml0kAceLNfbMNRSn0A+D2m6ta3tdbPjcMpACM/D6XUXIxrHsx1+5HW+nfjcApARedREK31ZLsexZhs1+NNwPuUUg7mvrpmkr4/Cp7HZHt/aK03KqV+BzyNiev/ptb6Wf+1k+Z6FDsPpdSRTKDrUQ8m2mfZRKXIPfRvwC1KqXcD24GrALTWzymlbsFUBnWA9/vhaYczZwJvB55RJo8K4JPIHFbKPOB7Sikbs6B3i9b6DqXUw8j8jQa5/+pMUM5dEARBEARBEARBGGemTIijIAiCIAiCIAjCZEcEmiAIgiAIgiAIwgRBBJogCIIgCIIgCMIEQQSaIAiCIAiCIAjCBEEEmiAIgiAIgiAIwgRBBJogCIIgCIIgCMIEQQSaIAiCIAiCIAjCBEEEmiAIgiAIgiAIwgRBBJogCIIgCIIgCMIEQQSaIAiCIAiCIAjCBEEEmiBUgFJqq1Jq3She/zal1M9qOSZBEARBGGvk+1AQ6o8INEEYA7TWP9RaXwWglDpPKfXseI9JEARBEMYa+T4UhPKIQBMEQRAEQRAEQZggiEAThCpQSs1USt2ilDqklNqslLo69Nw8pdQflVL9Sqk7lFLfU0p92n/unUqpO/xN7wRWK6UGlFJ7x+E0BEEQBGFUyPehINQPEWiCUB1fBYaABcC1wNeVUqtDz20GOoAvAlcX3ANcCmzUWrdorTvrPF5BEARBqAfyfSgIdSIy3gMQhEmEDbwRWKK1TgCP+onOVymlPgu8FpivtU4Cdyul7h2/oQqCIAhC3ZDvQ0GoI+JBE4TKiQJKa70n9Ng2YB5mldDTWu8PPbdzLAcnCIIgCGOEfB8KQh0RgSYIlZMGE1sfemwxsAc4CFhKqdmh5xYW2Y+uz/AEQRAEYUyQ70NBqCMi0AShclzgNuBflFKNfh+Yq4FbtdYOcDvwj0qpmFLqfOC8IvvZD8xVSjWOxaAFQRAEocbI96Eg1BERaIJQHe8H2oHdwI+Bm7TWz4eeWw0cAj4K/AJI5u9Aa70R+AOwWyklYR+CIAjCZES+DwWhTiitxbssCPVAKfUH4Ada6++P91gEQRAEYbyQ70NBqA7xoAlCjVBKHauUWqOUspRSrwXOwKwMCoIgCMJhg3wfCsLokDL7glA7ZgDfATox1azeqrWWxpuCIAjC4YZ8HwrCKJAQR0EQBGFKoZS6BPgyplfTN7XW/5b3/NuAv/X/OwC8T2v9lFJqEfB9jFHpATdrrb88diMXBEEQBBFogiAIwhRCKWUDm4FXYXovrQfeEipegFLqDGCj1rpbKXUp8Gmt9al+yfB5WuvHlVKtwGPA68KvFQRBEIR6IzlogiAIwlTiFOAlrfXLWusU8BPgyvAGWuuHtNbd/n8fwe/RpLXeo7V+3P+7H9gILBizkQuCIAgCo8hB6+jo0EuXLq3hUARBEISpzmOPPXZQaz27/JYjZgGwI/T/ncCpJbZ/N3Bn/oNKqaXAicCfC71IKXUDcAPAtGnT1q5atWpkoxUEQRAOS0p9H45YoC1dupQNGzaMfFSCIAjCYYdSalu9D1HgsYKx/H4D3XcDZ+U93gL8HPiw1rqv0Gu11jcDNwOsW7dOy/ehIAiCUA2lvg+liqMgCIIwldgJLAr9fyGmkW4OSqnjgG8Cl2qtD4Uej2LE2Q+11rfVeayCIAiCMAzJQRMEQRCmEuuB5UqpI5RSMeAa4PbwBkqpxcBtwNu11ptDjyvgW5gCIv8xhmMWBEGY1EjRwdoiHjRBGC88D7q2wIFN0LMNurdB3y5I9EKy3/xYEWhsh8Y2aJ4Fs5bD7BXQsRJmHQW2vIUFIYzW2lFKfQD4PabM/re11s8ppW70n/8a8A/ALOC/jCbD0VqvA84E3g48o5R60t/lJ7XWvx3r8xAEobbs6BpiMOWwqrNtvIcy5ehPpNmwrZvzV84Z76FMGcS6E4SxwknBjkfg5Xth12Ow6wnz+JxVMH0JzFgCc1ZD03SItUJDC3iuL9j6YPAAHNwML/0RDrwA2oMlZ8Cqy2HVFdA8c1xPTxAmCr6g+m3eY18L/X09cH2B1z1A4Ry2yY3WMHgQWupZm6VyfvXkLi4+upPGqD3eQxEOI4ZSLoNJd7yHMSVJu5qU4433MKYUItAEoZ4keuG5X8Km38Ir/wstc2DZ+XD8W+Cyf4eZy8AaQaSx1nDoJdhyDzz1U/jNR+GIc+D4a2D1ayESq/25CIIwOUn0wM5HzWLOOBMYca5X33CowaRDbzzN/OlNdT2OMHnwtMabBGF4Wmse2nKI04+chWVNjvUirTX1ntr9/QkODaRYPe/w8ICKQBOEWqM1bPkTPPkjI8zmnwhHvx4u/izMWlabYygFHcvNz6k3QP9eeP5X8MAX4XefgHV/AWv/Atrm1eZ4giBMXjzPeOPHGK01fghphqRjxqHqbHceGkixs2dIBJqQwdO69MKA1uZnJIumNcTxNAcHkrhaY00Sh76m/jloAwmHvni6rseolETa5fFt3ZxxVEfdjiECTRBqhefBC7+G+z4P8W448Vp430Mw84j6H7u1E059L5xyA2x/GB69Gf7zRDj2jXDWX9dOGAqCMAnRJiR6DNndE2dPb5y1S3JDrwMPWr1X2z2tizRXqJ606/HCnn6OXdhemx1OZPY8bb5PWqZeLpHngVdKoG1/GIa6YPUVYzeoAgRevkng7MvgaV2rt1vJY9TZ8V4xibRLb53Fogg0QRgtWhtP2d2fAScBZ3/EhBra0bEfi1ImL23JGdCzAx78EnztLFj9GjOu2SvHfkyCIIwv2htzgZZyPFLOcGsqGQi0Oh/fraExl0i7bO8aqotASzouUcsaFsrWG0/T3jQO3yHxbpP/zBQUaFrjllI9fcO6cYwLwRDrL3lqiKbu4aOOpydMpUjHq79YlDL7gjAaerbDD6+C33wEzvxL+MAGOOnt4yPO8pm+CC7/AnzwcWjugG9cALe8A/Y+M94jE4TDhg1bu+q+0loWPfYetGLGWkag1dnQ8jxdMwPX8yht2I+CJ7b3sLcvkfNYPOXywIsH63K8snjpyeW6qYKyIY4ThMnpQaPugsVxJ45kdb365zOKB00QRoLW8NRP4Hd/Cye8Da76DjS0Vvxyz9McHEyyqzvOvr4kvfEUPUNpeuJpEmkXx9VmhcbTNMVsWhoiTGuIMKM5yuJZzSyZNY15bY2VJRC3zYNLPgtn/RU88lX4zmWw9Cw456OwYO0oJkEQhHJ0DaYYTDrj4w0JCMSZ1vVP/vLxdGEPQJCDNhYetFrZT2ZfumBO3Whx3OGiwfE8HG+cKuJ57piL+bHCG4NCFtWwtzdBfyLN8rm5tkNwO0yksZZDU3/v1kS6fo4INEGYgAwegjs+DLsehzf/wFRPLILWmp3dcV7Y28/GPX28sLePF/b2s7M7judp5k1vpLOtkenNMaY3RWlvitLaEMG2LCK2wlKKeNplIOGwvz/BY4Mpth0aYnvXEBpY1dnKuiUzOWdFB6cvm0VDpETZ6pbZcNGn4YwPwZ+/Dv/zeliwDs79GCw+rdazJAiHNWnXw/U0KdfLeI3Gj8Di80CNTWn7YjlgyfTY5KDVcoU7EFCeBrvG+raQkAwMdM/TY1/Fz3MmlzKoAk9XUD3UGjuzeCDp0JcY7l3PeNAmjL+oPJmwzDosYgSMhSiqFNcNvJz1O18RaIJQDXuegh+/xXig3veg6VnmM5Ry2LS3PyvG9vSzcW8faddj5dxWVs9r45SlM7nu9KUsmdXMnNZG7BF++XqeZl9/gqd39rL+lS4+c8fz7OtLcuUJ87n2tCWly9A2z4TzPwGn3wTrvwk/eSvMWQPn/I0Rm2O0wi4IU5kntvewpzcOUJv+QE4K3GRVnvoMgUdkYD/EmqGx/sUuihUNyIjVehcJ8UZ/iETa9/b5RqHr6RF/ZhejUChm5njjUcXPc6auB80rk4MGEGkYm8EAUDiPKZj+SRCNmSEQTvVYxMgcw5s4kjXwcNfzfEWgCUKlPH87/Or96As+xa4V17LxlX427nmRF/b2sXFPP9sODTKvvYnV81pZ1dnGO85Yyqp5rSydNa3mX+qWpZjX3sS89iYuPrqTv79iDZv39fOjP2/n6q8/zPI5LbzzzCO44th5xVdgG9tN4ZBTb4QN34afX28qTp7zN3DURSLUBKEaPNf8+D0IHTdr5NZEoO3aYIoYHPum6l8bGKVdW6BpZuUCzfPM50CZz4IdXUMsmN6U81njeYUdMZkqjnU2tTytsZP9kGwamagFXto/gNbQ0RrL7LPWuAWKDWQ9duNgjrrpKSvQXK2LV3F0fU/WGOaPe7pwVclsDloV1z/eDU0zajW0qgmG6mmNXadFhQnlQQu9R+t1viLQBKEM+3rj9P7h31j0wrf54vSP8+M7l5C+4z5WdraxurOVU4+YxTtOX8qqeW3jmmeyYm4rn37t0XzskpX8+qndfOmuzXzt3i383eWrObNUr47YNDjjg3Dy9fD4/8Cv/xKmzTbibdXlYI1NSJQgTGp2/DlHQDVEszW4Um4NepCNpo9ZYHC7adBV7GffMxBpgtkrSm72+PZuuodSHLcwG1FgPGjFjc+6FxTwNI3926BrEOYdN6J9JB2PtOsxwzOf63URaHp47k42xLHmhytNcI9NUYGmdYliL06i8ON1RBcprJENcawQz4WX7jbf19Hx6fuXDXGs0wFch2jPy8Sbl9TpANXh6vovoohAE4Q89vYmuG/zfu7ffJBnt+7lI8mvsDb6Ct9c+XXWLD+eXy5sr4tXrFY0xyK8+eTFvOGkhdyyYQcf+NHjnL18Np+6Yg2zW0uEb0SbTNPrte+Ep34Ef/w03PUPcNpNcMJb/dLLgiAUJN6T89+YnV3YqEkO2mhCrzIxU1WGr7npsjlrgbjY0RUfJtAKMSLvwAgwRT286gRpHinHI552MkKpHhUAdYFQUG8MjL+CeI4/qKkp0Er20Ur7Am0M51xTbBGjyqFk3FdObQY2AoLzqNs9m+yjsXszPU2L67P/KnEyOWj1O4YINOGwx3E9HtvWzb2bD3DPC/t5+cAgJx8xg0uXWHyu53M0TWvDuvpBPtg8s/zOJhBR2+Jtpy7hsmPm8dnfbuSSL93PZ99wLBcf3Vn6hZGYEWknXgebfwcPfxXu+RdY+xemEXb7gjEZvyBMKvKM2ljEeNCUUrURaHbMP85IKjH6VoSbqs4TV4HACURL/pCKld3Web/rhev5Am0UbqiU6zGYdEOr5bUaXRa3QChoYOSOqrRCxCT3AAAgAElEQVS/54FVZSelIMxvygo0I4gLFl9xk+b3GJ671oUNfF3tIkZ4AWa0DB4CO1J1nupIPGiJtEs85TJjWqyCA3hoz50w9WuCzz0RaIJQY7TWPLmjh189uZs7nt5DQ8Ti/FWz+cirV3LGsllM63rOFANZcQlc+n8nRl+zETJjWozPX3U8dz2/j4///GnWv9LFxy9dRcQu8+VtWbDqMvOz+wkj1P7fWljzWjj9/TDv+LE5AUGYDBQx7KbF7NrkoAUCzU1V700LrAjX73GVGoSd6+HI88q8rnyD60C05EtGt1hT2TEqIe5qjaXdURmtacfD05rBpNlHPbx+pUIch02955qJs8uYbk4SXvwDrH5NdYPJzNUEsYJrTJDvVbD4ipM0USS1Fmgl8jiLlY2vvsx+4EGrQSj1y/eY31Xmuo6k8uTe3gT7+5OcckQFi9/aw/PcCZOD5ng1WEQpgwg04bBiKOVw62M7+c6DW+lPpLniuPncfN1aTlw0PVsq1S8GwoX/AKe8Z3wHXENetWYuR88/i/f+z2P8xXfX85W3nER7c4XCc/6J8MZvQu9OePRm+O5rTF7H6R+A5a+ufqVWEKYaeYadSvbSGD/AtLbFHOhP1uIA5peTGLlA8xzjEUvHIdFX/nUV9MQqli9TTMzUq4T4UMqhN55mXrvJwfE8sLxRhji6Hral6E8Y4VLrEMegt9qwEMdixt+Ld5nfKy8pvWM3bQRHtYxjDlpfIs3LBwY5YdH08huPkJKho4FAS8dre9DdT0DzDJh55LCnTA5aiSIhlR4jvAAzWiKN5jOmSk99MNZq3iIm5LRyL6F23QmzdJD1oNVvRGJVCYcFB/qT/PvvN3HGv/2JO57awycuXcUjn7iQT7/2aE5aPMOIM63h/s/D7R+Eq783pcRZwPzpTdzy3tOZ0Rzjyq8+wEv7+6vbQftCeNU/w18/B6uugDs/Bl89GdZ/C1JD9Rm0IEwG8oSAPXSA5qEdtDRE8LQm7Y7S6A0MgZEY3mGDW3tGqFXiWdJFSjEWGFZgaD2xvZv9fQm/UXXx7WttaR0aSPHKgUF/MCYsUWlvxF4F7V+z1sYoQykzV7UOcXT79tGQOJCZu6GUw2DSyYY45h8wNWB+yjFSgZXJQauT0TmwH3p3FXxqKOnSNViLhQwfJ2UWFEOULL7iJk1BnCrmbvuhIZ7d1Vt6IzcFbvH3mqc167d20R/qh1Z1DmImxLEGAi3aaH4PdVX1svzPgYpeU832nouHRlcSsjwG1XXCZfbrhQg0YUrTG0/z77/fxHmfv4eXDw7wnXeezC03ns6rj+7MDfFLJ+C2G+DJH8G774JlF4zfoOtMU8zmy9ecwJtPXswb//thHt/eXf1OGlrhtBvhQ0/Ahf8IT98CXzrGNMB2UrUftCBMdPIMDe0LhPamKEqp0XtftIfjebgjWQgJG52emy0WUs44qkDgBF6eYFfbu4Z4+OVD5nyLVKizlBr2VNBzbKRkKvTFe2Dj7UT7d4+qSEjS8VBK0RTNhqjWOrzK699LY+JAZu62Hhxiy4GB0qvzlXhPMwZ7lYaql5eD5rkj88oU+w545X7Y/nDBp1ytSbs1nN94N+x73h9PEp65FddfJCkYluYkjTipQqAlHLd8fqku7oUOctD64mkGky6HBpLs7omPIJ+rhh60QExWKfZ03udApa+pvBCKZ27nShaWtj0AAwcqH8gIGLEHrXenqfZbASLQhClJIu3ytfu2cO7n72Hjnj5ufd8Z/Nfb1nLi4gJ9Qvp2w3cuhYG9cP3dZUtKTwWUUrzvvGV86oo1vOPbj/Lnlw+NbEeWbXLS3v17uOq7RuD+16nw3C/HtBqWIEw0tOeysD3GopnNRKzaCLTdPXF2Hugpv+3wF+fsJ2PklPMuhYxLx/UynqQwntaokOBqipqqj/G0UzCMUYMRaKGnBpIO920enUGl0SYvZO8z0DyLaV3PViQwi5F2PWK2ImorUoFhX+Plcs/zAJ3jfUg6XmZVvqCQiDSW33FGEFQ4XteB7Y/kVnFMx2HLn0wuW7VsubuyENoQnqczlfFqg86Kcz9sUfv/L3gdnSREm6u6X7wC+YPDN3Ipdh2CVhSuZ7y1D7x0kPVbu4aFAfcOpYv3b4PaFgkJclzTQ7DvuYpfls2bq/waekWKpBTc1nPNfFQioJ1UtuhLnQhy0Kr+SBg8AIMHK9pUBJow5bhv8wEu/tL93PX8Pr553Tq+9c6TWT2vrfDGOzfAzefDolPg2l/AJKvUOFretHYh//qGY7n+exu4f5QGEkecA++5B87/O7jrU/DdK+DAptoMVBAmG1oTyBZLqVElk2utGUylTaPWUYc4ulkjtJxBFyoSsqsnzlM7hodzaQ8ilhqWT5VyvCIV6sC2cnPQXFePWvxo7eduuUloW4B2UyYcaoThfinHIxaxiIYiLWruQfM8lPZyQtrMvBUIcQy8YRUJtMBaLnDuBzYPD19zk2ZlP7i3UoPwwm8g0TuynCwnUfzeKjJ+rU3YWM1yenIWIvwiL57xihYUO26q6iIhnleBBC5RaEf7+/B0thWHbams0e//fnx7N11DJSJTapWDprUv0BrNte/eVvlLqVywJB034z2r9D3lOOYzy6tIQOsRLcx4nibpVPY6160yDDVAm0WZShCBJkwZ9vYmeP8PH+evfvokH7xgObfeeDrrlhYRXFrDEz+A778OLvg7v1Lj4Vkz54rj5vOFq4/nph8+zh+f3ze6nVmWqf70/kdhyRnwjQvgj/8k+WnC4YfnYWG+7CNWEaOwQrqH0jy7swdPK/RIQojDRoT22LKvm837+isQaFkvRMrxSBQwXlw/ZDHYPDjPlFs4fEkHHrew9tA1EGj4q9qeZypeahcYuQct5XpEbYuInS2UUOvUFk/nelc8beY5U9Y/fDzHF0pWBd9TgSAoJAz2Pg37N+YNxJ+jIL8tPGd2BSXQc47tG8f58x7ct9HCAi04Z6dWXkodMtL9+9zVHlGryGKJkzA5aMFrK8DTOnO/HxoosnCiTeVNrTUv7R9gZ3f2u1D7RTK01nT7Amyan7Nq9m+2MxVRS56sP6BRCrTg8yDSYLyqVYjVbFhm+bl75d4fcGjfjqqKhATez4rehCMMbX5mVy+/e3Yvu3viZUOuHS/0OVbNB4Ou0AuICDRhCuC4Ht964BVe9R/30dYU5U8fOZc3rV2YrcqYT6LP5Jvd81m49udw0nVjO+AJyKuP7uQrbz2Rv/rpk6MXaWBWIi/4O7jhXti1Af77dBNCIwiHCRoP5WVXxUdjeKYcD8/zcFQUPaJV8uyxteey/UAffYl0eSMmVMUx7WqSBYwWT2sifk+pQCTFbKuooaYBOy8HzQsZqiMl6G+FdtnakzIr3EG+XYid3UPEU+WNN8fVRCyLiFU/D5r2NErnhzi6GXsv53jBIlclxl1GoBUZb77oCu6DRJ/xnoQN/WhT+eMF9OyAAy8UHmcg/ooMKTjXnDBHJ5VtIF0tYQ+amzL3lucRsa0SVRx98ViNQNNkwhMLLjL4Bnn3UJrndvey/dBQ6PVBoQzoHkxhKYXjZkVf2vVIpE3Bm5JVT2vlQXOSJm3Bivr3QDXhiiZesZKPOdd18OK9RfvAFRyaG3hBKyxuNILVlN64mb8tBwboGiy9EOZpTcw2kQNsexD6C9tNm/f18/KBUGGfoFVGBYhAEyY1j23r5jVfeZBbH9vJ9959Cv/6hmOZ3lxixW/XY/D1c0wIx40PwOJTx26wE5zzVs7hK287qXYiDaBjOVx3O5z1V/DDq+Duz9QmkVkQJjqeh8IYCVYJD9rzu/sYSOYZHQdfzPkST7serufiqlj1HrSX7zN5Dz6O66J8g1yHq8sNHhwekhwKz0q7nsmPyjsPT2tsX6C5nhFaDVEr81w+ntZYVu5Ke9hTUAkFK2IOHaK5eyN4Lhv3J9BolOcMM+i2HhwqHS5GdiwRW2XEZ7HzAROCNqzXXbx88SXPNR60TM6R1qTc7P9zPD2OL1SqEmhFts3v6xkYs/FuaGjJ/YyuxoOW6IX+vf6x8z1ovoepiIGdESVhw7rrZdhfeR5ULoHq9cBJoQGlPSK2Gm67Z7x7zYXHXgTXy+aQQRHvkb/I4YQWa8JjDLxo8bRLW1OUtJvNQdzeNcRzu/vKF9OoVQ6amzLXW1m46RTdVVTVtIYOsWDXb8u3z/AFtxdpyuTgVYLneNhKoaggDLaC/o357OmNZ65jsQq0AWnXI+16NEZtc62cpJm7AuzrS9CXCF2XSooz+YhAEyYlPUMpPnHb07zzO49y1dqF/PoDZ3JSoQIgAYle+MPfw/euNE2Wr/nhYZdvVgnnrphde5GmFKx9p/GmvXwvfOtVcGhLbfYtCBMUjc4IoUgRD5rWmpcPDrCnJ5Tn43mw56mccuqBMEqraPULHOk4yfgQLx80+/NcB9sfl+OE9pXohcGDbNrbnxWMoZXoQBTlV60zOWXG6AyM0IaI7c/BcLRmWIijDgmSeMotGw5698Z9w0KQ7GQPkWSXWZ1XJgzQ0s6wstzhsLRSBKGbQYijpVRRgbarO56buzJ4EF66u/wx/By0YK+maILOnFuOIRqIhjKG57O7ejk0UETMuaEQtjDhfcdacw39akLFtGsWPwuOU5vwzLwwvC0HBjg0kMyIkhwPmp8vWYnHc/hYAoHmgJvyr51H1LKGhzi6SSNaLTs79ngPbH2w5CGCRtNhw374OHwR7k9H+NgmBysr/FsbI75Ay3rQAi9dRTZ9EZFQMW7aCDTLZigRZ/uhwYpfqnwBrsu9t5KmtY/nBSHRle3f8xwsS5n3S7m5CIVml8RNZ4rZrN/abaIKCHnj8/fpe8mGki6NUZto4I0tUKmzdyiN62l6htK5kQeSgyZMVRzX40d/3s4FX7iP/oTDH//6XN511hG5JfPDeC48/n34f2vh4Evw3vtMf7MqGjAebtRFpAHMWgbv+j0suxC+eZEpuSwIUxStPZRvSVhFyuz3Jx1cT3NwIGxYhQxLn7RrDPmUiqLdJLz4x8rbWXhphhIJ+uN+Ho7rElVmNdpxQoa4v9K/s3uIg0FjbZ0b4gjDy+G7nvGgKaVIu0bURIt9HhMKcczJQfN/e7BhWxf7yzT2Trt6uOB1UijPJe04aGWjsQp60CrNd/P88wrOJWorXM+EQYU9eJ6nmda7GS8sdiss5GKM2WxoZ2AUxtNBtcHwgFzzvRUOX8y/BzyXvsEEiVQwlvw5CsIF877/wvlisWnmd0MrzDu+uhw+zy3u6dOeEUF51+Ngf5K+RLb3mxO22P1ctj88v5e9vZWHOm7Y2kUiqDiqXXCTZmHAX0wYZnw7KbB90aoU9O2CRE+O57ng6frCKdNqopDh7XtzMnll/un1DqWzeZM+bY1mYSHc1sH1dMZTl8P+F0KJX4H6q5UHTeE6qWzeVwV4fm6k55S5Tql+X5iaqoyVhg27rkvEUijtln9NfvXW/RsLVxXt2wV7nsLzcsOrC4ZeJvtgh0nTGEg5tDREUMoX115uvp7Wmns372dH1xCe1iTCi1ol2i7kIwJNmDTcu2k/l/3n//L9h7fy5WtO4CtvPYm5bUUqWrlpeOqn8N9nwkNfgdd/Dd76EyMShLLUTaTZEbjwU3D5F+Anb4MN367dvgVhvFHZr1TteaigSIhdWKD1DqWZFouQ3PsCnhsyvCFnaTntGiMvpSNYqUFjPCaKlNvPX5L2HFKpZMbACwSaZSnSYVHhr+ymHC/XgxYKcQSGFQoxZfaNye+4HralMh61fCMnqPRo+qDpnH2AMXQTaS/XSC+ADr2GbQ/BwH60m8LSLk4g0JRlwqEgx1iLxg+UNyL9sdgqG+IYrJbfu2k/9246wG+e3gMYA7utbzOqL9SAuQIDzPU08VQKFcrbCQz9RLpA3zXPNblBwb4H9mUMxgwHN9PU/ULWa5g/jkA4hh/v35vb/Lqhxfy2o9A0E891Ks8NzO+3l/OcNsZ/Xg6O64f4Be+PXA9a9v4rd0+E6RpMEU/797bngJv2Pb268HvRSUDED+VUFux63LTf8ZySCyGeH9LreZqGxEH007cOD3XVptRjWIC6njHg025uuF5TLELUtjJeatfLHiPnEngu7HuWYY3FnbhpM9Gz3fy/ZwfsfrLieQuHOGrHqSYFLXsexap+phNsf/p+1m/ejsbXUBrwSjfyzgzNdcxCUMjjXGI0uR60QHDn47ngpYd5VAsKx5DoG0o6NMdsFEGRkNxiP8H1i6ddGiLWcA+ahDgKU4XHtnXz9m/9mY/+7GnedeYR/OZDZ3P28tmFN473mGbJ/3kSPPglk/v0vgfhqIvGdtBTgLqJNIBj3gDX/Qru+xzc+fHal0cThPEgCJHC5Lso37gsVma/N55mQbNDS/dzpAPDpkA+iRPvRwEponjB88VynF65L9tnR2vwXFJpN6v7XJeI8kxvtnTI+NQuWnukXI/BHIFmjIsg5yIQD5mXaXN+ShmxYlvhvC09bFvAz0HLPh4uM5903LIeLq11Vguk4+AkUG4SyzPeLa2sjFjOGlCG5p5NWHmekT+/fGiYYe16moaB7UT7dwAQsa3MuIZSTqYkfCa8LRkuBJBncD5zK4SfB17c38/Wg4OYOdI58xNPu0Rti0TazYRODiQS7OwPiRs3nQlp29Xj5894DjiJrOcj/54r5N06uNkYsEBaRUh4/j2sbLBs1r9ygOd2V9jTzMszRHPQ2dy30HYmzC0rQIYLNLNtIPoT6fL3R04Yq+eCkzS5j+jC70U3mS3/r/zzT/gtJdLFw/xM8Q5z3zckD3JgIMnze/LmyvdMa50V+Zl7Jm+KmqI2EUtlrrnradJe9r0BmBYJfphgTr+7hjZzTxzaYuwgML3MqmmT4KaMUFU22k1VFd6q/Wuqix0vNUDXnq3Eh4b8943xKs7d8XvYWj6axvNcLEV1HrRBv79rIW9zsJ3r4O15hkgqe920LqBNtc7M92DKpaUhgpXjQRsu0FxP0xSL5IaFV5EfJwJNmJBorXloy0He+o1HePf31nPy0pnc+zfncc0pi/OSbDFvvBd+C7dcB19YCRt/DZf/O7zvITj+zcMTooWKqatIW3ASvOdPxqD81ftHH54hCD5KqUuUUpuUUi8ppT5e4Pm3KaWe9n8eUkodX+lrSx845EHTnumDpnXRRtW98TQzrEGT3+SGjC0I5QVppm37I5aXwrNj2RyPYgLNSQ4ryJB2PQJTy3UdIrhYkWimt5DZ1iXt/38w5WTjfEIhjq0NkWFCJigSYilF2jXCr6gHzf+dX8Ux2C7lGO+C6tlRdJU5nK+WebHngpvG8lI4rhfyoPnHCRuabhov9FnjeZr93b0kNt2dF7oI0XQvsaTpGRa1zGp5uKpjys16+3RYgIXDEIPHC+UH+SI+I54D76J/z2zvGuLFfeb1g/EkXfGQcRfKD9ywtYsX9/f7j6UyxjLaY/O+/mwJeF+gpV2Xezft9w/qmu9QpXjugMs9m31xryywbJTnVh5eqEsINK2z4ickYIMcq0zeVVi1aI3rh+HaflrCs7t6c0rVF8KEHgYLHa6p4ojGVkXeizkhjv71DXLpUiGBlldRUuusGFTa5E66+arLN8jtQ5todnqI9u8uXAQGI9CiEYtkyIMa7E9r/58tfzJessyD/jEsC5pnZUR65tyLiIED/Ul+9eSu3AedhBGqysLzvOwxKyCYbxUItEAcBXgOjpNCeSa0U2uzwOFBRW14PNfDUhaqxJD6E2lzb2gP4l2w7QF/cF7R9x+eg+7bQ9TJvn/D92PoBIOBMJR0aIrZWJYyn8d5oiuZzgrspqiNp3X2s8WTHDRhktI9mOJ7D23ltV95kA/9+EnOXTGbB/72Aj504XJaGkL9X/p2w2Pfg59eC59fBn/8R+g8Dj6wHt55B6y4WPLMakRdRVrbfHjnb0ylrtuulwqPwqhRStnAV4FLgTXAW5RSa/I2ewU4V2t9HPAZ4OYqXlvi4KGvVK1Npo/nYhcwCrXW9MbTtOl+bBUq2BH2kAB4Dq7robw0nhU1Bk20ObtKHjqe6XobKp/v7yPpeHjYaDuK53lEcFDRRhwn14PmuKaR72DSzRq4oRDHWGR4iXLX02ZlG+P9sKxsYY388MLgtZbf2Dr/8aAYRGzvY7mGcQhP574mYxw5SUCT8mBmSwMnLO7IfgWEPVpuOqfZbcr1sLwUBw7uY/0r2QbOjudhaw/bL2oRsa1MufNzV8ymIWIZQekbXio83vDcBaFVeV61pqjtV/nMBnt62jwOZHLfko4LOzegU0M4KpK775Ag2tUd9w3RdCjEUbNxTx8b9/geF99wd1yH3njaXAM/R4u2Beyfuc54H8Evtx5B4Rbsf1eQUh407Zn3R14eWmAMZ/qguZotBwb8sF4XNxDT/rV0PJ3Jhyw6DK0z1yUT4ujx/9l773DLsrO887fC3uecG+reil3dXZ27pZa6lVFEmWARRTBCoIExIGOMYLAHjzEeGzPj8RjbD/kh2kO0JJMRQUhICJCQEBIKqNWtbnXuru7KVbduOGHvtdY3f3xrh3OrOgiDWqDzPU93hXvOPjue+t71vt/7YtHFhLD7/bsljv1qwMPOabjvz+Z+FLPdXxTBpnARKWIzG1bhT93K8vQ4xc7DvR/ri5013HBolWFhKXsSx5CEKvQ22MhomznBuTgFA8sHuuMBvbaPwIJtXMzJNMzADXhgY6ZxD58CQGs/p57qe+75Yz13/cUiSVipQZQRa2e9Hke2n5qEgOOR78Uz2xVHz00yYzbT778mrP4RAVpNCrPW0AlopdgXvBYgRUISCmeVQUvdQlpTjcqgURSUmQ1vt/M4GbTPzmTeRX1G1entGe+58xR/cMtx/vSTp3jeNfv4lhdfw6tuPsww/2PF9ik4+gHN0rr7XWpDfdWL4IYvgM/7d7D/+gUg+1usBqS94Y0f5gdf8wz+wU2H/+Y2vrRPrfjf+DXwK98AX/MLjxhmuqhFPY56HnCXiNwDYIz5H8CrgduaF4jI+3qvfz9w5PG+96LV/OO8i0HT5d5IWW1Qletzb9nJYGQUtjAXY9CaJjZFomRHQizReBjtVQOD2bY20sUIjn5Q54lS6BrlvI0qJMQUJFOofTyB6JfmXRwlEUJgZeDYnkVmVc2w+fw8B1N6e0G/lkRdGY0xhKQMWsMyiaBN7aGnwMqhTuJoemvI1ZiUupkNRPTPj9BYtoYafYCWWRKAOunnDwrfrbb3gUMK2d5eaxaUxdqaVG0O0j2ntrW5Mgmf96NwhhCV4VsZeMoM0BogK9VFJI4iHZDetfiku685aOv3/B64G0lyNaPSsVOFFuRWQWD7KGbmCLh5WVvvuLZnQRv+UHXgml2sVDUG61oAF5PgUwa31lMMRoRZBprGgXEY6UDoY9auGbS7T20zqSI3X76m+2JMdnKcZ9BiNmnw1lLHxH1nJuxdKtknidBcq+aGqSek2EmJL1YxSXtPNSAloYzERQFarKDIz2cfoA3Xuvm8MGO3A2WT3xczg9aJVZvzofv+yeMbDOvIoJixnTrDkMYgxBnDUy/bAygwb1lZkfb3qc/G7o5RaMDv/hv0u+D0XXkHHzls+uJh3TPwAx46P2PftCdzfhxcTsvs1+PuM099As7eCzd9ZXvNfZyRjM2zdWrc8rgAWkxYY7A9w5ULXiO9694Aw1jNfT/s2qiC90gL0Ja376d0hnTg5t1HmH+J3dytMTxwZpP1nYp9fZOQYx+lqNaIaUThDINCQfeqnqjHDXoXAG1Rn/YKMfGRBzf40ztO8aefPMXtxzd51pV7+bwbD/F/v/pmDq94OHkbfPQP4MEP6H/nH4TDT4Mjz4NX/hu4+iXdMPOiPi31sicd5Kf+l2fz7W/8MKe3Z7zu+Vf9zW18tA7f8Fvw5tfCr38zvOaX1FBkUYv61Oty4MHen48CjxZ4+C3AH3yq7zXGfCvwrQBXXXnFhS9IykYRK1YfejenL30ZsNb+eGNcsTYqdHbKGNLugf+moZdISInSahMWTaGN4+ZDGgpcLisAaowBoLfaq6v6dUqI94j1uSmvkXJEmnNxVLle6Zyam/Savzo3R95eyKA1ph/GqAyyP4MmyJzkUpAWzLWbueOtFP4K4AjjKgK5AXsE98CWbUq9v5GIaQGapXAGxKrpoe2zToJN9dy2dd5HCCFS5WDg245tslQ6HAkTa7y1FM4yrupsvW8pnVP2rQGSocoyPtNtX1I3y3QRN0kjXdPHxgPgLmM41CyuBuQ2BjESaqLZA9JjWqWbxzLGMK1rlZA1J2frGMNJRSjz+kO1DYPVtokNSVoAisnH2FBVVmfQDGaOXXjUyq9LItxzcpPx3tBZ5Dcszy6ApvOEiWLjHsriigyuhJCPuwHTTf+//uAfMVxdh0tfffFdyOdUes8AkhCMAm5rLoiKaIBJcx6amrgVwvYWKyI8cPo8V+26J/s2+0YiiV327HkfticzSJHCTZHUM4XpXbumCmcYTE8zG+wF43oZa3QAsT1/0v1qjLKASwcgfDy/7pHZmovO8eXzUCe9NwTJUu3HUa2TZHXhs3vuvva3QyqCKVqWSpDH9W99TBFnDJZHCMOONf70JxB/1fz+hGnHoG2fVHOdw0+be00MdXuP7zl/BwMTSHLTxY8vhXbu1hrD9njG9qxuAdr9Z3Z4+KEH8CvXEmJi4L1+VzT33Kfg4rjogBb1t14iwp0nt3nvXad5711n+It7zrA69LzsyYd4wyuu50XX7GHPmY/BPb8Gv/1edVDyQ7ji+XDFczVD69JnQrn0RB/KZ3295IaDvOn1L+CbfuGD3Htqh+/5ohsf1VL7U6rBCnzdm+GXXg2/8x3w6p9UXf2iFvWp1cX6iYsuWRpjXoECtBd/qu8VkZ8lSyM/5znPvuA1IklJ/VBhjclMypXtz2dBTTeYBIyhk3LtMgmZ1RUpwajQ3Yu21AUN0NXqYkeMsRwAACAASURBVNStFjfNb49Bq4I6KwbjSNYrG2fB+uEuF0edQSu9xUlATnakYRVilvQk4i72IQk5QFblac7smkHrNSQieoJ7Ash8MlSCN65CNgFgvsm75dfhyV8M5dLcvJb+JmYpU2YLReWIRIcBki3mzkeCeYljaMxcdHub05okKlOyGWB+7vX7OT+pObE5bb/vGgbNZ8lVAm0Gi9F8A90yofMATZr/i5AwYAx2ts1gbTWfq8x+NQCtnlLJXpCeE2MKbaO9OvRqLR97EtetE4wmFTsrl+mf67E28FXHoLX7ZSyl78xVmhk079Q5rwoqcX3UaoBfFB48v81wKc7nwxmjwK/PoCVwmw9QnL4Ff/kVxCx3rJOC9BgDGDoXUuMx0/PzoKpXnQFH7/6QRDIqSVO58eMDaMeqIeHsSY7UkTuPneOy9UB/oj0legxaIO02w+/ddzFBKVMQ3z5DbnaO4WwHs3akfcuodKxv3MrG+k3MhgfavxdgNpsxyNvTv9wlcQTtnWKVd+6RGbSL+nLFBqCZdmZK3Wgfu1KKCHbeXKRZZKon1GTprhUq8STRQG6HLqI81mdIjOA8lnhxV9FqG3fuHtL+I/N/H6sOoE3Pz8/utt9L0ho6hdE+yulJzOQc1IU+z73XkmI7K9qYllRB2p/fc2qHkUSsBEJqjGnSPOP/OGfQFgBtUX8rNa0j77r9JH9463Hee/cZZnXkhdft56VPOsC/+qIbuY6jmLvfBX/1J/A771XJzrUvg2e+Dr7sR2HvNQvJ4mdoPe3IGr/9hhfxhjd9hK/72ffz41//LC5dG/3NbHywCq/7dfj5L4a3fy+86gcW98GiPtU6CvQprSPAw7tfZIx5OvDfgC8SkTOfynsvrP4/vvm3jcQxzrAG7HTe1CMmNSwgRYzz2oD0t5VXy09uTFgdODCCGMPpA8/V2U1QydpwvSd9ivO/xppZiDrX4jyCIyVttGW4xHSn5zgniZDnzIq4gzlzN2SJ+fmdGXuGnuHp2zAUunDWOw5jdEW5ignvds2g9QBDQzDtDqom1gyrE5TbJzGjJ3Xhr/2anIVyac7xsT3nYaryMuOooqGwJjfaBnHF3PlQcq4DCLPQuW0uFZbNidrK11GwThu79VHB1jRkUD0P0JooheSX1DGvGM0zaIhal++SOKYkHFwuWB95zp3ZgeE6dmeLUWa7qtwg15nlTCJE4ztGIw/wpKTs5srAM90KiEQk1KpKSwGT6gx2ku7fYJU01Vm709szwnjKWqnMVuEMYlTK6bMjaTIOI5Gtac3+lQsB0VxJBOuJ3mBIbE7rrpl+BAYtieC3jiIilCa10rcYJTNoAXyPWLYFQlBQfxGA1mXqNeBIZbO1WEr3KBJHl2fQrIVyBaptJnaFMkwYV1EdQsM8QIuZQUsimBRJu9xJWwCQm/oiVZhkWsmpn5zBzTao93ZfOUOv59sT6afpnd2pOPvgaZ6zt3f++s9AAyy92uQrcxR37dD8vs9VntuqTUnCtvLLJOnxmVWIIK5Us6/m3IcuT7ExzjBAtB5JguTnMBnPnGh16ziM9nVzgej1tL7AxEew2Rdl+3YH03cMWq370wesLeMLppFgouYobvsY3HULPOVLu/MDek+2i1LKLoee8ce+5ZJpCioNTqKxF7WQ9j6zff+CQVvUp71SEt595yne8tGH+cNbj3P1gWW++GmX8s0vvoabLlvDnboNbnsT/Opvq8nHda9QM49X/UfYd+2iEf87VEf2LvFr/+SF/L9v/QRf8mN/xo987TN56ZMeIfrgU62lfSp3/LkvVOD+8k/NSG9Rn/X1QeAGY8w1wEPAa4Gv77/AGHMl8JvAN4jIJz+V91605prQ/BkiGAwElTCaXa6LIcsBSQHjBj0GrbfyD5za3OHypTJnkxmiyU2LK7p5D4nalPWd60AZtJgYeMumHZJsqYYGxmD9kBh6TmtJM8RKZ7ENF+AKiDVntyfsXxnhtqcXAKfizCcIe67EGLWhL72dd9pNoV2ul2xzbti1hhwrbJpRT8f4JTrr6v752GXfPSdxrCeILRAjVMkwcsrUGANiCjUcue0tsO+6C2bSqpBYLrUF3bfkGVeB4eQk0+FBHJ1sq3A6H7Waw4QbMwdvlTlIbtDtY+rLEDNA2zW/JIA3gjWZdRmtY6vz7L37d1ipr+DAwaezPQsavO0yELCFBvZCJ8+KakKzVDomtcqviNMWoFnJIKne0evpB63L49FzE9LWmLX9yz3myFKnhM+OiwnLviXLuXH12AAtRbj8OYTzpzGnT7TGCCkzCcrKFdoo3//ncOULtNmtNqkFCpNUWpdluTTzb74HyGNFNPPXcG4XpAMW+pug7LBYSstFDXtIdef2bCwM98DBJzE+O6KopkxmAZMCod7FgubPionWxXGO3cnPikmBIGqmY5EWIEqKGBRgNzUqdc7Q7zLDCDHhQq2gdDeD1kgcm/JDBSaP4uJ4wTnIEuFAgfS2lS5CtZ3cmvLh+zf4/KccUrYakBTUCTPWPbljJ8lMoWOroitIMVCONUtQdhuzPPxR9RU4cH23ezFiiwIbUndIk3P6n/XqPBlDb/6yOXEZlIXZhfLL3mKPy99INgWiLbDVNtBz7dzFoBmbF5skqmmNdLOCV+4tOVZYziTBxSkOt8vUaMGgLerTVCEmfv+WY/zkH9/N9izwNZ9zhLd8x4u5/tCK6vJvewv8wU/Bmbvgxi+FL/z3cO3LL7r6tai/O1V6y/d/+U0875p9fMebPsxXPfsI//JVT2ap/Bv4Wtlzqeak/bcvgL1XwzNe+z+/zUV9VpSIBGPMdwBvRxU0Pycitxpjvi3//KeB7wP2Az+Z5z+CiHzOI733sT6zs56fnz8xoPbvxmB25SnFJEpQSQJXdqxOr7mRhz/C9MQx9uxR4CCmt0TvSog72gSmqMxN4yTYk9U10rTZ6HLCZU8l3Xc71pcU5YBY9RsQbTAbSZsYsi16zdntKTfvX6NKFfT7n+1TDM7egS2GWHMpIaac5dQ0bQlsluhlVsqgjc18H6uBzZIiy0X+WbPi3RgI1Oqmd1GJY5ipw6WJJKx+vnEZEHh1Uow1nLpdQ2h3AbTVgSViWCos4yjsO/shTh56KdZ3hgPrS+qc19i9l96yNa0JksAYoh/2ANquoO8MdAEFJnuvJskyFrDZXILhOq4+Sjmy+MkOR/aOeOqle/j9j9xHtBmgmaLnGtfIFAPWGJbLfI8ImDCDQvfDNuYI1RgKBWINiJjVgbq5d61Te3pjqKMwygxaxLF/yXN250KHXclW7LaRuUuE4R7S5mbLSoKGmy/l84T1Ogu3+VDObBNSVEe/wia2Y09+KbGdzWzvl1gTB8sd4K3Gen4zwGpviwaAZBapTpaB0znKC3PQagWOkJ0mS9h3LdPTJ9mDMJ2OsRKoY+xoYDq2LibR62jYBdC6pj5mYwlvUi/OQQF8H1spg5ZwzIPB2MxPuqUeQ3sRBg10RnV89tEljrvPQZiCK6mSIKbjs2Q3kw3ccvQ8sxCZ1JHVfO2NJPAlkmY9xrrKrp2xNUESIJoCPz7Jys4ptuFC1qsew/bxOYAmEjFu0C0egR7j5sMqzVw6oMd6sRDyZl8auSPkIPJuZnLo9H0mVVRupAsaJcoIOk+nkojt3K01JgO0jhVLAjZFrERiSrhUYWXQ3XPpkVnN3bUAaIv6a1dKwm995CF+9I/uZOAt3/6K6/jSp1+mGv1qDH/2w/D+n9Zsjhd8Gzztazo976L+3tQXP+1SnnHFOt/7m7fwhT/8bv7VF93Ilzzt0rnB579W7bsWXvtGdXdcvwqueuHfzA4v6u99ichbgbfu+ruf7v3+9cDrH+97H6umdaAWOyd/mpM4FgMkbs29J6TEyDdzI4Oes2AncZwcu5/l8Raj/XuzOYVjlv9xP7pZc/7seW7aq41stANi2NI5oZ6kr4rCqLAYa0miLJctBtjhEqmeXyEWiXmVP+luWM0T25lW7Bl5zqQapS9ybTyAiKj1tYE620ovlY71pZLz2+M83xF5aGPCnSe21SQEMz+tEytAXzf0RpvHjfu1iTqS5ZTZ7rx539yKdJyRsIjR/3wjcTROZ9Cqcc52ahideYnj4SXPnoPLnLJCrAUrCSNBz0Pev+FQXfbGTRRAZtBGmUGLbghh0p738Sxw9MQWT0KUWWg+sx5DmJDSMoaEkSz3HK7jqk0KVxLdEGOMRhZYZVuTCGI995zaZu/mlEua8xACzhqGhWMjRDVi6Vmb2wbIxFkrf2sYtFmluXGAhhOLAMoUNn9OWPaPHPeeqlpGrHFXfuDOjxFmY657+ovy50U1tsC0DWvpLJMqstSXODb7V+3kecNAwlCa1AJGbXqFmEFRy3ymSHC9Ob873grrV8IVz9PDbFiRGJVFzMC4FkvRSBz7TXyzMNJn0PKiwCwIwQxIk7GyYFF0H7KphUZMmM4kRHYBtIY5TrFljy2p/XwjmpXYZ9CGpcXQuYcCDKanSaPDmJgZtGkjTe6Y+5CEu45vcnBlwP7VwwqAm8Wbi1TDoE3riDWGMgZwZQaPPTfa3rma1iqX3qkiA99zJkSPW9wA0nZHb8dK2bwUWzljI0XWe6Q5Tb19rLMkcfukbicv9qSYsL7EkjoM1iyApJSZLZBUd5PExs4z79VOx2Dd/752ljcl2FPCkav3cex4IPgVbLUDy2UGmT2joRRJovOM1nbB2SEz2xJrjNE4gJAEKzWW/Gy198bjA2iLCfxF/bXqzhNbvOZn/pwff9ed/OsvvpG3/7OX8pXPOkJhBD7y3+HHnwN3vgO++r/CP30vPPsbF+Ds73Fdvj7iF7/puXzPq27kP73tdr7qp97HX9539rHf+Fh15QvgS34QfuV1cPae//ntLWpRfxuVwcw8LZRz0EKl5hYpzoWxx2zjDmB8caGLYz1lexZYHqqk0RqDc7ZtrE7uxGxLr83JyZ3IA+ebxryTd02TuogZY1tDA1uOKIZLxKrXvCRluYwxOMkhtcYSRRm1wlqc1MpcpARbJ3jo1BmOj8HFWTYJSayc+ADDaoMXXbe/tR4nRSZV1HkvcyGDRozarEpiqTDKflRj/aymMcoMZDtjFKquUc0MmliPGDW2wDqMNYjNUtDhWtc85/OzNa05sz1jtbSsL5UqP6u1oW8BmjEdoIA2E6z0CmRiisqg2SGcugOOfxxSZKcOnN6a6L3Rn0HLks+U7w8jAcHAcA82TDHGsDwaMciGHKVNbcxBsgU7s8jOtGMCYgy4RrrXgPzQAe8yMzEpZJbI2JaxCCF0mWLW5uY5z2hlyaoYy56BZRYid53c5taHz/PAmTExCaGakurepJREBfWiM2jGGPaMCqYhz+gY9Dlp9q/aUXOJlIi2wJPa/QlZNqb3e2ZNYkXCUBtlZaZ17PKlmts4X+PuWmfzmKQSR2/NvNFNqjvzEugYtHytgxswm4wZ2Nhms/U/q8lwM6IxB3Ngo5m9zA25Nu6pA8X5nu8DtIHX75HYM/BZP3cLdnpW56TcxSSOsDWN3HF8i3tP78DqpRrDkeWGW80sYLNvm8fYd/dbMClw+/EtHji7QyOTrGOakxw2UtHz45r33nWa7SpQOsNaIXNumJIixg8U0PXdJpvcu7zP0RS6kNJnkvqAuR5rziOiiwq97VtfYEi9axt7IK3WRYz++S+XO4BmPcw2M8jP568FjWrksXepxMSK6Jc6W/7m19aQJbbAvGHQQI2U2vNgyAyasp4OIab+NhYzaIv6WygR4Zfffz//+W138I9fci3f9vJr9QsF4MEPwu9+l34pfekPL8KiP8vKGMOXPeMyvvCmS/jlP7+fb/nFv+QZV6zz9c+7ks97yqG/vtvj01+j8tg3fS18yzs6B7tFLeozpkSBAF1TpS6OBuIMVwwJYrrVWNTGukDAOqzzXQ5a03zMNhlXkaVSv1+thcJ7iKpeqCUP1ueGY5YMrYVB00SmmooC7yLW6RxESEIxWMYPlkmh1hXfxkijAQ3kQXxjSVis0QBqEzODtvkQPPSXPHBySizXsXGKLQyzlPBRGSLDXoyEdn9mOUOsaAxE+lg2s2dGIkseZgLVbIeyGPYA2iS/L8+KbB+DyeluG8ZxaG2ZohxwYGUA44ZB8zDRpjW57bw7ul/3nxlz2fqIvSMFDM5oiHOJshsWlZ825/NlvTnbwmkzG4kIRpu6GiYnPknpC2Jq5ndEm9Qeu6YyKbAmYVIiGYNYT3ADLPD8q/e2Bi2lgzBL7QyaIFQhQAb3KSkDogAt6Kp7rFB9lrKhJgXqesbAKUBrmm41OJAMzJ3Oirls7Z6lgGIcpUl4a9mc1GzPAkfPTRiVDkmB1JfASQZ2RkF96QzDwqpBRCPDc4WyJADVDpJGJCCaAaXr5H9B6ZAcR5CdPWNFNAXGqFHG/Sc3GJyfcPXly90uNGsTqr3sGLRkKL3Bud0MWk/eCHq9i2GbeRfMgHq6zVoBoe5J2Rr7e9AgedHrOG9CMZ/ZZTA4YgtCTU5O649s6jOYsNIt5thUk1KlwMeXF85nSmIaGmaZ7HhtlDGynltuvY0nXbbOgY2PqRvq8VtI6OJATImYXHt96iDzAC0fZxWV+dueBpZLx6GH385s7UuBnsuhK5Bo5lmrPDMnMYAtiWTznt55Sv1zVu1AuURVTbn1/jM86/ojeT8i1hVYdnYxaDEzhSrv1Vm45rOH3cLIYDXPq8Xu7zL4SmJxRAXZIgS/1I2M7j7XKZBE51ube3PgHXUdYHyW0ZmPYzG4/FzYVOFMpJZuTu3xShwXDNqiHned3p7xLb/4l/z8e+/jja9/Pt/1+TcoOAsVvPP/gv/+VfA53wTf9l548qsW4OyztAbe8fqXXMu7/49X8NIbDvBf3n47L/qBd/Gf33Y7dxzfurhF7mPVy78XLrkZfvUbL3BDW9SinugykPO2ejlIzexRmOGLgpqSu46f4e5TChJiEjWhMA5rPantCESbxLUjBLeEa2KpjKFweS5IhDr/853yKnKVjIZYQ7dSniLBFOo4Zoy+T8DvPcKgLIjGU0/H3XsyqHTNKrUxRFFrbFJuGmMN549CipRhh6pcUwbNNHlQqd2O6c1LzYLmrDWZadILWk4CLlUYSYwKy7iKfOzBc1Shx6ClTiIFGWT1vguScSwPh1x1YI9K8LLcUWzZNY/FqFu9J8+eFF34s0XaWUCbaqw0AE1/vr5Usr6kwKfwlioIMSWMdVTLl8LNX809m46NzU1tfJuZpcbdDjIDqY2gbW4eDElQaZWdb/LLLMnT+TC9vnXdzRbFGPDWttI9MXZOQCX5WLYnk9ZMoWkQleFU0N7MoA28hpljHCmBcR5EJW2b01pZWzILmtmvuXvO+pZ1HXhH4aw6Us5JHBWgpdkONtuzB+PwpHb2bHjsg3r/5ntKRHT+zHgN7E6BNN1UEWoDKFLaJXH0LZtTYSiMzhDOGWQ0LE9Tlz0L1q/m9HbO1TMFMVQs+c76Hzoppc7Q1c3Hz5tUpHlL+NYkJDUAWYHd3DiACDdftsalq779s5VanTlTrQzabiZGhGkUyh7D3s74S2L55Acx9/2ZMsHn7lNJcBJslgXqOdfrU8WE6+WSiSR48API9DwisDMLrJSW0ghV3YU/S0pY6/R7sB8KnRk/SQHxA1LmhSQFgltic/WGeVBbT6BYZmOSePjcdm/7ETNYxtfjTh4tkSbrLQZlCU2/P/DDjiEdrHbnLPUAmnUEO8BJgq1javhjy+6LpmXQpN0PvZbKNBtJFM4ogzY5R7H9EBhylqQyaLa9r7vZw2kdectHH+LRagHQFvW46sMPnONVP/IeDq0O+L3vfDHPuCKzGCdug//6Srjvz+Bb/wSe948XAcOLAmBtqeD1L7mWd/7vL+Mnvv7ZHN+c8g9/+n288gf/lB/4g9v56IMb86Gej1bGwFf8pMof3vovHvcK1KIW9ekpnQ8C4Xc/9jD3n9nRxiw3K94X1MZx18Nn+fjRDdLtbyOEWp3arMdY07mliWhjceULmOx7crvOZY3BZ7VCEiF7+XHr0XNsbE+okiEYr58pHUCr8TorYSwhCkcv+yL83it0xqkYUc8yQJOESMrZPg2D5ohiVboeq2x6MoOtY5qb5Qx1sQebw7ab3B9SVDVbHqgnpdZIxRhlEtqZIhRclaij3cB1krBT5ycdEAk1O7PQM7ms6TsjJuMxjTkIZImjJTXSNVcgxTLJZonY1gkFhpb2+8Qi1K3EMWKJWbp6oSSpzK6O6qKYXdqM4dyh5zI+cDO1HbXguXXea2RmjROcJqAh6NxdXaxmC/3u8/YMLONZzBJHBxjq0MnDUgjYLN0jRZIt5wGawFXrBQ+f2VIgYmzLIBqJiHHdzBlCWTgFENapdC/b4g8KOydpi0mBScuSNgDNWBKOPQPHUy7do1LQoExRaxKSm16pdtSO3FgEi8+soA9Tiq2jKmlMCjAHD78fwoxgCmIGaEw3EYGtSYXsnIZ7/wRz6hMMpqcUWDSW/sZQB+ls9pNGAOiB7GLQrGMahb+4Vx1OI5YYAiOX5Ze9MO72XNS1NvbGdPLifB37hhvGGKwRvX66FUDmXU8lMiwcVpr7MO9nmOmz1DNXO7M95Z5T22xNKqZ1YnngO0DoOoAWUwaX5bJa2IeZAtssw0sNu5MljqOyOx+SEozPEmfbiAg7VWS5tHhnqHqulkJSlt74OYmtMn5J77liSDAOwSApEm1JKFZ2zaDtQDEiYlqjmQfPjplVAbt6CUW9paRAc89lifeH7z1FFZIyaM2Xph/ovWacHnvznp7UnGKJ4JcoqnO4ox9A8txqe3VbsNkD/tDOHtoU8Nbo3+f8OYvBikYzmAzW+t93zYLVY9UCoC3qMeuttxzjf/3/PsD3vOrJ/MBXP53lQQZgn/g9+Ll/ADd9BXzz22D/dU/sji7qM7KMMTzvmn380GueyYf+zRfw/V9+E5vTmtf/4gf53P/0Lr7vLR/nPXee6jnhPUIVI3jtm+CuP4K/+JlPz84valGPowyijUlujh44O9bmwhUtQBM34EB1lMHsNNtb56Ae6wya9VhXIKEXbpwbjEgX4Lo2Krhq/zLOGp2Jz0YGIQZCVIljxLdD+ee3tji5uUONx1mLc45prZbsjTW2LYcdgyYRSRoNYInajxhLxCqIiRUYg2lA0dI+isJTFyvYPIMmogYbyqA181W67SawuJlBi0mYzHSbTXNeGMGbrvHdHGeLbFfy0MaUd972cLey3Z8lQUEetujC7Y0DMoMGYAvSaJ8yfrMNuO892M2jyl40DJqljTswEtV62xZcbEGocDrTN60DvnDtSwKeyZ5rqSXP0tEB9U4upcyFOloaErqtzT03YPZdOwfQ9i05tmaazSbGI8aoxLHHFPXDwaMd0EdoSeDIHsfG9qSbQWsZtIT4oQI0q8cw9JaQjILzJAp6RdpRhiN7l1owLqnnmiexvbhRDMvhHIfPfYjSWarW/dB2s16uJIVpDnh2ROMpsimLTTMU06WcHzbFbR8jzbY1akCsMmjVDkmEjz90jvNb2yqdHJ+mrPLin/UZDBvqBEUDZIE/vfUBPe6e7LipSaWytRdet5+AQ2JFaTKL10oc82Ow8yBmfCozl51BT0rC5niq92VTrsQa2vkyjeLYLXHM56D5NT9vJkwyCOy2tzWtOLNT8cH7TnNyu2J54Dr5X84Qa+bk6phg9bA6aAK1W8I2zq3n71cJbl7EGRQ9Bi1FSDUS9VnW+StRZrSqerOVUWWyxs/NbLYMWgzgRsryG6vXBaNgrf94pQiuIPQA2ocfOIdIwJYj4mAVdk5395xEUg40r6PoM9Y4v/ps+29ytl1zfvuRF5fczHj9SS2zb6VWgNbsVHN8zXVvGHbTyXCNK3RRI9b6tWnAZYDWyB3jnMQxzT2jj1QLqmNRj1giws+++x5+8k/u5me+4Tm86PoDzQ/gvT8Kf/ZD8DU/D9d//hO7o4v6O1Olt7zsSQd52ZMO8u9ffTMfuv8c77jtOP/2tz/Ome2Klz35IF/w1Et4+ZMPsTYqLtzAyiH4ujdrkPWBG+D6z/v0H8SiFnWRahg00FDZdYnKPoQtBWG+xGw+zH6OIYeWSPUMTwnWYq0lSb8RaACaa+VPw8IxXB1hTaXD8KaRCqksbxYN3hTgC5icZXL7Ozk980Qz1AbQGKZ1mpsFtWWPQctyLFttZsvwPE8EFAZtZIslRKba7JSrGD8i2QFh1llrK7jLEkfJQE/6DJo2Qg9vTKjGNc8SS8IoQLPSzt6UzmaJYOJ8XsS2mXkCkFiD6c38WQ/OdQyaUedKMZ4qJN595zme++znsb0S2HP2pH7G+Xtxl1zTdtuuZ8FvU61XwZXdynevnFWTgJ1pzQHvqBrAJEIVEi4ZNRAR0cWlWHWNa3OukexoaRW/uFIb695c1/rI8WCdGHqDcw7BzkkcU1IXR5elkckNSDKhycUThIHRJjsZhzW2leEZiQzLAXWqOD9VIDMoPFFQyWMSbAY5ZTYtuemyPTqfFUXD1fuB0Kax5re6xlDtUK5l5q1I0DC8AMUImU0xEok4AjoHBODidG7Gq5QcMD7d1ObZOIhBZyhz4HGMQYFEsLhYk8S2jpExO3wWFrC6yHD42B8zvvEK1lLdhVTnGteRPUPP+khnppxUFMQsrUztdfbWsjQ+ipMVonGdFBM4uTXj4/ec4oVrek7EOCiGWDvuMWiCy89EW6nJTqvBaS4XAPUUsZ6EaZkVSYkuttmwPPBsz2ZsTWtWXKkmsvk8xpjUPOTM3SpDRZ1KowjDkx+B4jJwBXVKDMqinaZNSUFPjM2zp9LswhnMxn3w0Em48vnKHDl7EYBWMKkqUgqk4Soh0jJoqXFb7c8xZoAVxbYh8HqvCs45quXLNVP30itbeWOIOj8WmvBr6xVYNWyjsSpxtC4zaH0JZkmgbvMZ9VoVeZZvGWLNsfMT9tU1A1RSbhrJeFTZVxuvOwAAIABJREFUt/OaT0isdeHFWmxK2FRluWPqWEqAbCzzWJFECwZtURetlIR/9zu38svvv59f/7YXduAsVPCWN8CHfh6++Q8X4GxRf+1yVpm1//NLnsof/4uX81tveBE3XbbGL77vPp77/7yT1//iX/L2W49fyKwdfprKHX/9m+H0XU/Mzi9qUb0yZMAknVwpJulWba3H+gGC4IpBzqqaqgmF9Rjn2zmWfs5SNAVm7oOsSmtECG5EckNEAikEqgSby9doPIWoJLGqdTXYGYO1lkndNdoArhgRZlmOJAlIDE58iOHkBGmwBqO9BDyeWiWOxUgbzXIZyiWiGygwMg6XV6Wt6RoRkzoXx0bSs+/Yeyg37qVOQgiRu06N2ZgEPInCmjagd1ho8CySuP3ENgmLkchOlV0Js7zp+OaUSR2IOOL6NZqbCDmo2hJtQRUTyRTceXJLmY52dbxSB712Bi21rmyFVNo4u+KiEkdQFk0kMSiKXiaWrqyHJKSkslH8QK9pm1PXMGjKNKYscXRtw9p93sAa7GCVs+VllM7irJvPXYoRa43OGZKyxFHZIxEh+GV82MGmoADDmHaOxkhkdXnIsc2a995zDpEs3ZTMoIlgrKOZQQMYeJW3hZT0+rSyrdiyYwkFryQNPq9aF0fTyQn9UA1qJJKyLLKwqT33zYyXMmsK0GSykcPW8wxanklLKZGCziRKmOHiTN0EjeuxGk75mmxgYkjsTKcqd7NdozwLka1pzah0ylbbAp8qnBWC6cBzzNfLhzFST3VWz9jWll7ClNHkGMe39H6dDQ5QX/EijLWE2DBoCWfSIzBo3SwkgIkTzfrrW+C3DpLqvLhcepIIf3n/OTYqm+/HDBgv/3wY7MnnfkBAAWUrcbSuZVeLhkEzTnPQUiTFQBIlTK0IhbXE2c6cy6G1lmh3ATQ/4J6T59ncHlOvXMnG3qd196Ahz4Qmzu1UOpOVYjayUfEvKPMJQukLpmvX6/29cxIkMplOmVYxf9eIOl327jE9DgtL+7p+tb9/xhJwWQae8+0a1rxchljxgXvP8tBGjvmIQa/XzhmuPv4HlBasawBalWWoQ3WBTTXGOqwkBbq9GTR93nnUWgC0RV1QMQn/8jc+xl/cc5bf/PYXccMlebgyzNSk4fSd8Pp3waEbn9gdXdTfmzLGcP2hVf7py6/jN7/9c3nP97yC5169l//y9jt4wX/8I/7D79/Gwxs9Z6infBm88DvgzV+rzkyLWtQTXJKbgibIOMYEgw6guUJXc7332mzOdijCdjYJcUg/vLZpFIybX103RiVSUZgsX87WgWchKVGFmoilKlbbJkxipKoDxg9yppa66Q16XYEvh9TVpNNrSZb2pRlh+TAcvpnarzKM2/r970uVKJXLsHqY6fLl3Hz5GpesLSlzRpZm5abdoQAtxNAyX0V1ntHpj+Fn54gpUInKKPcvOy7fu9TO3gwLT0xRV9oxVEkZuY1xMzukDezZ7RnjKipAHq5BzivTHDSL2IKYEmI9p7dnOmMiwGAViZUqIpum2Eh2H7SMTOi28wgArfQGm+e2WqYiCSEmde2kmVUyah0+y7EA0syg6Y9U4khmOnd9niRcUXJu79MpvVV2ow40zaukkAG4MivRlioZsx4BZoN9uOlZPJG4y2bfkVhbGnK2OEx0I6IIg8ISEmAtKQnG6QzewFsG3qqJjLWtmUdritG4NAJBegDNW+oo7Mxq7jy502PQlhSgpUAQzdvz+ZgG1C2DFvGUUiEIMt0g+CWCyRLHUBFtSUqplaZST7BxmkGHzqAJNks1E+ycwQcFyuMqOyP2TELeedtJ7ji+xVLpcdYgxjGQKdY6nfHMM4TujrfiJODjDKlnWKvy0ybYOU3OM5id4UxxWE+PsbhyGWM9sWHQRGcQ+zb73eJGBmgZqLl6nAFa91rJbqClM1xzYIWlUvO2YhSiKVqTH4BJci1giabIRi4hL3SQr4ua1ZQZoDlfqDkJEKOyvilLHL23hLqT7YpkkxDj5+zxcQOIgZgi1veYyqSh8tZaUkqc2GoWihToh7wgoy+tefqRdXxR6lypH7Wh0yfPjzmxNW3PkxH9vmCw2kU7NSYyjVFIf0bOWqJYLAZz6CmcuORl+TwD5TLTmfYdw8Z9NgfDMznHodUhL7p2H87rd1UjnTR+gE2R5Z37YbgXR3Yh7T0rSeQxs2IXAG1RcxVi4p//ykf5xLFN3vytL+DQal6BqMbw5q9T/fI3/BYs739id3RRf6/rkj1D/snLruMd//yl/Nw/ei5ndipe+YN/wnf/6l9x54kc+PvSfwGHn65MWn/od1GL+rSXIA17kBvLlGK3Ym0dttDv0oFo87i8eSfu5K0K3pzv5aB1jW40XrFa02AYdetrsriMcwrQ6lrDX7Mbn25GZ7RMlm9Za5mGeQZtMBxRVdNubgbycHtFhg/UxQpl2M7uanmGpFyB0V7GK1ezXHqMK/LsmcyZXNjcbNWhNytWrhCWD3Pw1J8j9YQoOodSWjU5sLmhbhi0GNXlrxJt2Orjt+LrrbYxjEK2oPcXsI1iDMl6ZbNsQRXVRl4EKFcwsd7FoGljPPCWzzmy3LIKj8agDRzamPYljtmS3EhS8xdjtVlscttSgHqSDQQgCPz53We0YTO78/QizmvDXHrLaOCJSecOgWxSokfujJDcQN9vlU2ZlfsxEwVogQxa8/EURlgdDdjYezPJlcQoDLxlY+lqKFcISXBZFjYoHHtmx+HM3fjGMTKFTp6mlo/5mqiMtQFoVUhsTwNndqpuBq0YKqOcZgQxJONxJrOnRqV3IkI0Dp8ljpJSBpLKoEmoCUYZzhagpaiArnFxzPb3prmOp+9gNDnOwDumOzsw2ZgzCWkWEpp4C+M8RZphXKnmJJJnjeoJZdzR4wxTXFFkqaq+P4RAVayxU16il9EouLXOdTNoCM7ILoDWkzgCAxombaYGN30L/BwFkFLi0NqwnU+NInpejNNrgWEW0CFLV/DA+cCe5ZHmHYa6W0QwCspLX7JUOJwvWkOOZvYqJjW38dZArKnrjkFzTh02Hzh5lkljIOLLHFfgsb5hKhXIJsDnGccmAL4NO8/Pe0wCMeCU4lL3UFvov/lZ8twytDRzr0Zjnvw8QJtUys4R+gHtlpiVCWa4RihWwBi29z4Fhutsbo/z7d1IiqMupIROeWB9qQtyOaePYoSViqLeJF7+nJappDGuyTNodgHQFvV4qwqJ73zzR3jg7Jg3vf4F7FvOqx2zbXjTawCBr//VblV4UYv6Wy5jDM+8Yp0fes0z+aPvfjlro4Kv+In38oY3fZgHzk7g1T8B47Pwjn/7RO/qoj6Lywgko01ebFbASUiPQZO1y5mtX69ZW0lnraw1Ct6ca2VniLA9i7z91uNE47UZaGZkjMVanSUDZV4kKVNWeJ9n0/SfdUE0g6fQ9xpjmdZpDqANhyOqyRhue0t3LCmqZDM30jO3SllvQj3GlMuEcg+M9uZjzQYH1uccIQ1pbefRJCB2QAodiLAi1PufTFXuo9x8gCjaGNqGdZOA2IKhV9ATgg75zzKD5jePUtSbXcMo6qaWcPPJLqN1wvJhxKhtfFEOEBGc88rGlMtIDLieJNMh2faczv2taewn5zSIuleFU1bJGtOTOAp1FOqUZ8KSuuPhRx2DNtti/egf6ap99nIcVyHb21/IoBXZoONJl6xyxb4VjAjvv1tdBiXUbaNnDZ2Lo9W5trpcw6ZAGcdE8SovE80180YoioKbLtOFhJDUDGRz9ToC6kxpsovlwZUBN64nmGxo5loSda57NImjqGw1pEQdozoJNgyaKxEcLs5IxiHW4fN9U+YJqJjUfKeQSkcZBZJfIllHjMqgzSiUNcn3QxLR1zfNMDrz1Kajp8ALr17jsrUhnPiYOpL2TVly37OSzdCsLfBSYYuBum3mWbfT2zNGogDNpgrrfP6MLIGMAee8HrM+WeqQal0bKK4h1dLdt83MoitV/iyCRxcsgGyQ0mfQJAPZhM1se8wsV7CFMlECReGpWvv9IacmcNWBVY3TCLPM7ih4iSJYZ3nqVYexviA1WWGxk3YaNC5jYAJ1BpuSEiujgs3acnprSkN040pEhNoMWoMWMTZHEuQ5UdEge91OnkHLJiF1VNmx80W+xw1iisygKYNYx+762RQ6GWgvfHxzWvPuO0/RBKV/9OgGtx3bBGOZRnBOgVXDau3suR5coaHwKBjGFWr3b0wnk5SIcz4DtJrgl7HFCGsMVblX2TSyoU4L0PS6uQVAW9TjqRAT/9ubP8KprRm//C3PY20pryjVUw0ILpfhtW/OAYiLWtSnvy5fH/F9X/ZU3vM9r+TgyoBX/ei7+Q/vuI/Nr/xl+PhvwId/6YnexUV91pZok5lX/Zt/WE25RGMtXgxWSCuXaBPVuCVmxsQ6ryv+eVuntiumdZbqGNszMTDsGRbceWKL1aHXRkQSsa4pCv3ODtLko2WjC98waDq71DcJGY5GxMlG+2edLwmo1ElfVxWrGj493YBiiY0Dz4bl/Sp3amQ6xmU5UppnpCSBLxHRrC5QExFjHeOlyxiMjxOygYPpMQfGlwwLh8FQVTPEWKpkKU3C1BNl2TIwqDOQUAat1/CM9jJbuw7BMFs+QjFUm22Xm/bol3U2KVWdrMwkDL0GrM+gHfsrOH4L3P8+tSqnY9BMttlvzsm0Vmln4Zr4BG3+mGlDSD3JTEGjZs1sZcxgbleWls8SvFHhKL1nj5m0zd7gzK0MN+/VY0N0LhBaiaOxHpb2qb27URMVSRHvDIXRZvj6Q6vZmVGZEWcNdRR17MszaKW37BvpuWgy19RFL+9rrFtAFMW0ZppFZogmVaBOJpvpoK6RrlC2y3oKr0DLWUMpU6wrCGKIWAqpQDQs2Q6WVKYaa1KsqDODtjOZ8cnjm0zqPNsTJq2jp4hK6dTBLzCwulAxi/l+WbmEsztNaLHw7Cv3srdZoPaFGsL4QWapdUHk9PaMpx9w+cqJOrFiWlfLECOFd1TSgRJrjAK51n00YRub/Y0H4dbfoo1lMBabZhQEpJEmusFciLQknW1KokHy1nSgLZiBAp1kGBRFXjhIiBswEcegLPVZbOz7sz29iLLt3Pgl6oDayPamGxw68R5lVRspqokqc9SdYc9owEQKZbUaD0LrCVgqM9AFKVAWF1HG3qoKoGHQUgxoxIMCtCqqeVBzbxmDzrmlup3l7AePa3SEaT9bf1UWV58vS6ynCJZJFRFj2amEYVFAsdTOA6bsOhoaYJpim2fojOkYtBRxvlQFRKzZXL2etPcajIHar2BdkR/pPK+Z96mVND9KLQDaoohJ+O5f+yuObU75+W96LqvDDM5iUPmYdfCaX4Is0VnUop7I2rdc8v1ffhO/950v5v4zY17207fzrmf+CPK2fw33//kTvXuL+qysbIGef1+4LLdp7J1dSeEN3g8xBoLx3YB4nOWg6kbiKIyr1PwW44rOBtwYnnTJCtOQuPHwHuoIiFpMO+8V/NEwaPp/n2ffGpZlWHQ23UtLS1RVPR8en7PQjm3VvO/u09Q4zGAPTDYw5TIicHp7xu/81cMKRg1qyCE5dLc30+XShORHSG78m3OFcUQ3JCZBE9NMO0NCrHnGVQcpvcVbqKoq24tbSmokBYwETA57jsbnXDh3QcNjrUEQNg8+i8FA//1qZFbR6Tydb/LJAGfIx+B0jqbPoNW5Iasn7ep56azOpliT7cz1JdM6Yq3DG2Uzbj22RWWHCmLyXEzToBnMXNN9IYMm+LzPaiJieMHgXsrqnIKUJLhGBmeVZUlCNnjIktel/QqqaIwgEofsea6q720/pmHFNBBdw6VjM4PWhlErC+Ct0bm+qDOC953eIUy3WlMcNUBpOl2VOU5mKlOspcmp85kd07lAXxTQzNPFGVKuaAaZWFyqOF8Jnzw1w/oBxhbZFCRQU2AQNiczNmeB49sBU4ywYdI1w8ZkoCl6DClQOEuoZnDwyYwH+3nPnadISUHpoOgZ6TifAVqpzpYxEDNrOWTWxjh4n01CclRACJEiz5tCD6DlZwVQZ0JDO9OkO5vdMItlfBgriC50YTzZctcMmmazGRGs7ZjcmIRqsBeOPI8gpvtuSEJlS5ItKMtC3VqjMmj3ntokid7HzXeFMQZpMseqrdZds4lCL0xscwORhPeOpaHe37V0RiMRx8wM2++AhjkSY7HOMa1qpnXDPCqTF8QqgxaS5uM1AI1G4li3s1z90tm9BgjmFZAcH6BMuyVWU5UCA7O8LlY89YugXGrvW9EvXySGHACecjREnlttAVqNK3wrcZwN9mOW9mIwhGKlvS5ST+DBv+jmi2NczKAt6tErJeF7f/Nj3Hlim1/6pud14EwEfve7YOtheO0b58IRF7Woz4S69uAKP/uNn8OPfd2z+L4PDfmZ1TcQ/8fr4Nz9T/SuLeqzrAwgToGCkaS29CizwlWfC8sHKJ2lHKj19cytdA5j9QTrHH56TlfRJTEO3TyTcWVP4mhYHRa86qbD7F8plXkiEULAWo/LmVpAl3XlCrji+e0C27DXfA6HS2oumCVCgslNg+H0TuDU1kxld8uH9A3lEkngXMM2pAwarMMScrizyU1wYjQ5iaxehiRlRloHPeuIVl0tBZcZtM5ZsRyMVOZlHVU1y42vY5jGek5SJKVsq22c4gbjYFe/Y1CwUEdhlIGpdcq0iRsQTakueY0k02jwLK7Mc1xO/xNRRgby/Iieryv2jbhsrcQanWuLvZX80aBQgBkC957e4XQY9vaqaQB1CE3YBdD6tv6SKHzHHlDt6LxMbk4bFgKUQdOsNJtdHFFzjNE+ZciyxJEkrNqaSw7sh0NPzcfe7V7hDCGmzMz0grrzzJmCOTWpQBK3H99ivLXRjj/Ubonqqpe2Jh3DwjGeBcQYdYgEBWjWU2aA5nwGaNT4VCGjfQSBYBxFmjFxe6j8soJaXxBDjZGa5AbayOeZp2SLnCvYMXqC0fNAZopSwDtDyhb8de95S7ukZ8bpc4UrMcaSUiSESv8uVqTcG1nnW0dCUImj965jczDZt8Z1c3uiSWB+enbODRFjkELdN4fT04ThvnxsJSLzDFpI6r5qre2YTZTFZHk/EfC+yKBamKw/mbh2NcYqQCNMiUk4sTGmzvdww35qMGDerzDDpECsZ2ofT75PWoCmOWirq8sU1lBJE7mgCxDBDjopbvsBajjz4Nkx1x5cxlubJY6OICpprmKiNJ181hijc7AZoMkugGYl5EWf9gKCsa0MMmIJ9QTxOgO5NUssDxwmB1k3z0GIwrGtihgTg0KNTPBDJFTzEscYcK4gZSAbTIE1hvrgzUxGqpjAeorxcb33Zlv52smCQVvUI5eI8P2/eysfeWBjXtYI8I7vU7T/ut/onG8WtajPwHrJDQd5+z97Kcev+nJ+Yfxizv3cP0Tyl+CiFvXpKZ2VSbnnbtgxa4w2rcZwxb4lnnrkAMYYpoMDbBz+3PxWyUwP+p2LtKvJScAUA2Vdek1jmeeeGmDTzLs4qw0Io3ViXtkvvIP1K9oZsFGPQcOVDLxjsnQZXP5sUl4/NgZGA33/9ixgVg6AsZhipMYTocuCahoQK0lX8huJ3vg00Q1Iw705O0hXzq1EbXSdApYm4LebwwkwWodrXor1nrqq9DVWAZqGYWuTnZLO3EVbEG05L3GkGTtSaVfDHFoDxjmCKdW4QOpO4ijSScyaDTQ5TW3eV5dBtr5Usjb0ejy5uW9qZVBgEbamNWIMR6sVdi59Phx8cm//3LwJDFyEQYv4PIPmsjOiMeoeGS99DtPR4TY/zBpwzjFeuQoGK2o7bh0sH0CW9qujX5aXuVTDaF87ttCs5luj0k2VOIJ1fUARO4lj7Bg0ESH1GLSYBJYOtABtVDjqLBXTUGwPtiAZr2DMOApfqvyw3oFyGVcOiclQ2xHWwHhwkFMHX6D3lyupQ60g1ZZAIsaa0lnEegVLItx/bsbp7ZkuWjT3ZVLmzVuLJ1Al0y5QJNHG3NvuehhXqjTPFVjnSDESQ54fDTNwA5UrO3VBbK5djDEDa5NZUqf3v/Mdg0bCISw/9B44d18+xyrDk3KJla17KAtPWrtCt+kG9O1qUjaf0GfWtvd7ew2AkCzW+TaeY2KXGIzUAMegYcohJWXTyOsSLYNmoZkxCzMMidWzt+LP3QNAYTPwSRFJCWMtTzlykMv2jpjhVaqYdNEguQE+OyFa12TDmVZ6evn6SIF/VAZRMbNQB9EA8wy2rWkYtEo/l/myaORATMLRc2OisXzsoU3OjRVARQyxrvGlMn1bs8SoF8zdfA9N6sitx7ZJKTL0Km3FDzWaA6Bu8iMD3hd6Lxjbzl/G/TeofN0oeC/Gp2DtCl2wI5uNPAZCWwC0z+L64XfeyZ9+8hRvfP3z2b/SY8j+4mfhll9fuDUu6u9MLQ883//lN/HMf/SD3DZe469+7Gs5P5499hsXtai/gTKoJT5ZtmbzXJHpNd6Fs4yGGhpd49VA5IYvhKs/FwZ7tLlfuYRZiJ0MRoR41Uth+eB8Ew8tQFNWoMZ6bcI2xjXp2s8jumZlXxfemsajL3HEGIwvCX5V89Myg2YMrYvj5qTG7bkULn1GnnHRrKhm/9Qa3uk8i8RMJ0aYbRHKPW0OmhU15DC6U5o1lBtXssMdkM05FGQ666jrWgGacQzSWKWBqYaUTTUwnDvySpIbXmRFWoFvHVPHoBnD1v5nEIsVkvGZQWts9nWGpctPchcyWj2ApiUY20nLmhm/Uenx1rA9rdkzKjl2fsIfP+x4sNIFT2W3DMb0WRYuAtA6Bs31DtAaiH5A7UY4OpMTZy1be58KLuftWQd+wM6Rlyi7kmMGbKo66Syd7Mwag7eWkBLbs8CwLC8Ap96q5Ktxg0wp6aJYXsxtM91yyPWoUBZOTM5Ey7JdsQUuAzQ3GEKYUcZNUrmK9SWVGIJfmpNnWmvwzlOLMqHJFhgRDd0uLMkWFEWBd4ZPnp5wcmumCw/GdQAty4kHJu4CaM08V3f6XY9BU4ljzBJH1M3RDXRBxhTqGtq4/cVE4QuND7CmlTiaDIxAFwQO7xmwb6lnP9+YrZTLFGGba254GlfsVxOX3Tb7fXObJiOxqYZJC6J2+d4aYhSmdX4WrG8dW5t5wniBxNEijUlIg4TqnY5B8wrU2T6JSQFjLa4YaPZdsnkGTh1Ug19u7zFjGgmszfl0uoDirdHQceOoU8egeaP3rb5XHT/JzHfjmtvIJwvUOGRrWvOxo+f5/9l77zDJrvLO//Oee2+lzmFy0iSNsjSSUECBIAFCMhJiiSKYZMzaYOM1P34Ou/Z61wkMXuPHGIFJEiYYMAsiGDAYg40CSEISyiiHGc2MNHm6u6ruvWf/OOemquow3T3d063zeZ6Zqq664dxzQ533vO/7fbfvb7JvLGLXATMeiLSZTJFyN4Kw33rQMrI+bMQQxaHxoEU2nzZq4GnrVRSVhTjGEdoL0kk6lbufRHn4Y09D32roWW77M3YeNEdnPnvDI3z+psf47FvPZmlvLrfsl9+Hf/vfcNU/Qf+aeWufwzEdzli/hJN/60ssbT7J//3Qb3LrY65GmmMusKF2gI9gdAKlqCoIJIV6m3jmB7zSa5TDSlX2DG4FHVNvhPg2nCeKjSx8aijkUEKauyRxiPJ8fE+49bE9bNs3agxGSPOXQlsQqey3/Ox7ZeIkLyrngwrtu1X9VZb0d8PQRpOTojV1qyLZjOxgTvmoOLKqdJBKkasSWnnoqMnSx7+DIrZKdibULlIlEjn8tFVRMx2Meb5Hs1knMeRKkTHQPCJ0FBHGdrZcgo51hZTAw7sOsXekmYZ2ChD1rjbFpCXAy3nQPLTxJJS6TYmE2iCFAtOJsdZiQCUiIZEd3A51lRnuraBEM9IIWTvUzcXHL+O8jcPc9dQhRpqhHQhb2XsUqwdqvPiE5TakskUkxPes4Vw00GItNLVHIFkdN0+ZkE8kMwqANMQtUTNUcYO8vHyqsilC4BmRkP1jTboruULdceZBi8LQCqMAUZ24OVrwoGUGWkglUAjgKZPbxvrnQXXACLuICU/1SzUIxyg1D0KlD88v0Ywg9GsoJUSSeUA9TxgT45FJBGZEx5QrXcbo9nxOXtXHpmX9lH2FRgoiIYmBVlKaRiRWph0bptpiCHu+Mdi8Ep5n1SOj0CwT1dF+yd4DCjAhx1prwii06ptiPSXmeZD3oIGmq6QKyqppmY0k5G5gjSmCTZKDlpPZT+rZiZmoyIdmRva7MDYGreeZ8MfRRmQmaWwBZc+G7pqQWXON5I31ZmPMFl03zw8VjqQlAExIJcSP3oCK6yYc1isTKMWoVExZDq15evgs6pXh1GMk9hrTooynTGsqgYcnmiiO2TsaUSmV8DHe79YctFgymf3Ebgw8o4mqiNEYD3AzijnYMMZrIkISaiGMNKrcg6eEkaQ/cvdVcp9pFGEzpOwbwxy/go41QXjIeNmVCbX0bQh6JIHNy82e/Upsm2INXcPpTJmOY5eD5mjnm3ds46++ex/XvPU5rB3KqTLuuBv++a1w5dWw4pT5a6DDMQN6+wZZ8c6v8Vr1fb70yQ/ymZ88PPlKDsdM0DbEEWuDEdNunVm8gKb2CoMpJWLykHTMWDOkUrJGVZyEEJqBXh4zYLeDVh3iKT8djO851DTBU6LSsKLE69U6KBjt20iztsQcRjqvDZH22DDczZnHDBbC32JNIcQxGZwKNhdGxAzk4yZa+Tz09ChjTZMVYmb6bV4UmER95ZtjT0YjuTpwSuVCHMXDI6bpdxFgPDmRmNpTYWwMhXZ7WDjUCM0gz1P4qlhoOZSg6EEjth60Khz7YlhxqmlLVC+GyLUaaKLSIr6eEs7fPEzZ99PCy72VgK6yz0BXibXDPWzfO2a+EYUYi9UUxy4loiRF0ZZKKWB5MpF64pVg1UBjFE0tqQdNicbzVKpAF6NjV5xBAAAgAElEQVTSWXo/CUcTI+vvxY1CgebkshAB3zPLHhwL6a6WsxBHW6TZV0LD1rbTgGqOGK+Gl6g4JteFl+aggaZa8o0xZHPVYjxzrXll/FIFtKbc3AOVXoKgRCOG2Oadaclk1kueYoxy6plCm/MWVLuIvbJRkRSjXmjy9KyHNvUENtM+qevMQItyRnaC5ynjhfYCkzcXR0RRzoOmTP0xbA6aWKM1iiJT8FkUnmQiIV5QwYvqJidTdxikx0YkI64OcaDvODOB4wU0SgNGxTF/aSR5pjYuOb+pRHm+qcEPbH6q1ow2Q3udGa93EB6kGfQgxMQYT3A6F6QU257Zz9276qkHzYvq5p6x5yLO1aDzPQ88Hz/wGJEunlpyPnc8vjdV7lR2kkFQqcdrLNTWzw2+GON2bz2mu1pCSUwjjPElUz+slTwORpLK7CeiSIFnjt+zhapDa6AebGgqpSANP44jU2NPyt1ga0P6OYNcJGfoWhXHSqDSEhix8vDDg8bLbq+9JHqhSRaGmXkhMaI36ELotCmN4Aw0R46fPPA0v//Pv+BjbzyTE1f2ZV8c3AVfeA1c8F447rL5a6DDMQvI4Hoqb/wif1a6hrt/+EX+6Ot3ZoUpHY5ZRqvAzOrGVmhCUcyryhFXBhiTaiGMyswKC+iIsWZE1RpoOhEssJ6WVpKZeTB5HckgZPdIgxCPpb3drOw33rHEqGql0buOWJnBf4yYUYEITd1uYxpDMldUFruM8lE6tB40ST1oKJ/H99YZaZgcNF/i1DsGEKkyZTuIVUlJAXNggMmnCpv11EDzPaFZ6sfXprhuKMYDF8XaSMq3tLfezNrpe0Y+XonxJjVjUwRZJQaXXdkTbTx86QFaoQQvlwbQYqB5ytR1Mp6jbL2kdEBPNQth27isl32jTZqREXYw+UmZLH2a85ZuPyLwfM5aP2j7xoaniSlK3IwVgZj6WZ4YAYZkDF/woHmS5iVpZFwPmtj+2TvSxFdiQxzjtC1obbwxoQk9jey2QrI+i1s8aNWSEVqplQOaUWZh6MhIu49WV5hJCa9E0DwApS5UtY+RYNAYy6KIc4N8XwmHVDeBDREVW7+O4WPZ17clFSIRP0DH2niGlZcaZomhFnhCPZR08iKKTKmEvAdtw3AXA91GtMZTijiKiMPQeD8B7ZdNDpjybVhwjCZnoGGMPC1GxENKNbxoFF9JapgUiENjPAVVRvo220tCsWvpc014ajJsF0lLTZiJD2P8JOc7TD1oxoueFBc/WI9MjTfl48dN/HCEZmDGgpGW1AOUXItKNzkUZc8W0Ol1nVeN9JTtY8APKkQIe0Ya7La5X2b5JIdM4ds+GYtiQIPW+KKJtLB3NKSnWkHZOmg+cSoS0lcL2D2iufmhHYRRREhgz6VClI+HKVSdRAzUtdBVye6/qGmEj/wgQCmferNYekRJlkOs7bOs7HvEieEsgfHyJgYagBVoCsnCqPMhjkqEg7VcRJqtA+dCHB0pv3hiH+/8x1v4q1edwrkbc7llzTH44lWw4fnw3HfPV/Mcjtll7Tl4r72Wv1QfgQd/yNuuuZn9Y83J13M4DpM46DJFbDFS7SZnQnWcIa2vPJu639PmQYswnpN6o0k58AsDZmOgtW/LbMNKxAfl1BOwb7RJhKKnVqbXKvOuHayxoq/ato0krwwyD5pgws68DiOIKNaEufCcpJab6Dj15BhRDVNwOsYYUEbYwuTXJIcSe2VKgcndESHz6NiBj+f7RGETrBKcr4RGqY8qTZqxpq4Vvm+FCDqEOO4dNff7GesG6CmbQapSZoDfDGO0+Ii2BpryjbFFjHh569mGNfrjGWgalGr3vogw1jD7L/mZUVoOfFNUXJWNN8GGxqV93UFmPy24m540ExoYYdTyPFvUWETMwDf1oEnqVvSU8Mgzh3j0mUPGsxYVc9DSGX+MzP6ekQbdFb/YnjQHTYxACMZgUHE9DakF4/n1JGegBSbPqFoKMm9VrKkPn8zedS/hvM1LWDtYA9/kEUpQQ1V72d13gjEGBzYR+t22ncbD93RtI4fWvdDmdGlEh/hBBa1KNGM7UFYeMYLWNsQxKj7/fU+ox5kHrZmGDGbX0VB3mUqtG0o1lPJNjlTUTA1qnYqI+NYoN7l7zTAkSA00j61rBwsGmqdULtQxR9S0OZnZAD5/Xac5aMqndOgpevb/Ms15zZ/HxBhvxoIflKwAh+ZQPaQrMdCa+4hVKRUUijWFAsqJ2mKsygUBnCx8zxjjcZybSAJUqYryyow2o4KyqRIjmJKE0YIQxXZj2lxNMYr9Y6HxoGHqoPk5kZD+aokDkXnuhZGpPykIlcBD2WLWxoOWTEZ41MqZgRY360YIJqggfmC27+U9aFkfavtcMyqO9p7ySjbEsZLdl8o8r1MPmp0ISvvouMvY3X9y7iQLsY6cB81hePjpQ7zlMz/l9196PJectCL7Qmu47l3mx+fSD40fluNwLEQ2vhD1io/xJ/X3c1J4N6/86PVs2zs6361yLEJM4VUTUmalO9pC7sD8YIdxXFDwEiEtOj3WiCgHWbiiCCa3p3dl27YKOUmen3rJBBiLshltgNUDtcwLk2+PreFljsEMoMx22w3M/N8la8QknhJFbHNhsMk8VubcKhwKYrxTOUGQkdoqdM9Keiplu53EQLM5aJ5n6g55gTEAlaIZ9FGSJpVSib2jRikvinWanJ+nEnh0l31WD9RsaKP1oHlGGCJWPl5ioFkRCaUjVKsHzXRw9r5FBl+pJMQxn78kNBIJ8tb8wXI3zaDbGBdivSv5GMMWD12b91SZnLRGZFQ7TXCtpq8SsLSvZgxuUcYTk3jQbLvueGKfUZpr8aBlM/6mf8aaEbVSUmYgF+KoI3PutSnyG2mFF9ULHrRmZApBJ/l0XWWf45f3UPYV9TCiEcZ8766nTA5aUGG42xir+GWqpRJdXd0mjLFpakVFS08i9pKC62ZwP9LUqGo/SikCMR60NN8yMVaUECHWg5aTjLf4StHIhTiGkZ1IaJ2Y2HQxVPpSkYgoDLOwOM9HvMCIvdj9/vt9OxE0gZcJWwx12zp85S68cAxPGW97SrXf9rE10Mju73xrUgNNPCQcoVx/xtQlS4wj+3VioDQ1JgdNCaPNiDDW1GwOmmhNM+hO142SEMcWwzDyKpnRDWmmqhIhUj6hZ+/fpG3HXEBcG2Is52k327PtEyNEo23+aeAp2HkXASZksd6MKJV8BFPnLR/iWPIVXWUzWWK86D5d1Qq9lYCT1gzbySVJI2a08uiqZF62OGoaI7Taw75Vz0s/T9uI5Aw2E7ptPGjG2xurAL+535QtyXnQlBIa+Nk5y3vQgqpVyLTnWxQ6joz0/gQ4A+1ZwM79Y7zxkzfxpnOP4aqz1xa//NEHYNvP4TWfBb/UeQMOx0LmuMuQX/kb3rv7j3j98m286uobeHDXwflulWMRIdYLpQGFNgOvvDJhYdniTHeyfoxAHDEWmqT1fIgMQQVWbm3bVjIYiyUo5FEEntCMlSkyPAkmr8waaFoQP7CDnCx/Kd9OMEZIsj8lGMGBODKeHOuJIm6irUds7+CpJnROh9bjYWhWl6Brg5y+btBIm3cvsTsI7H58JDZiC0E8avpJmVpyXV3d7K/HVALfztLrNoP4/E3DPH/L0vTvZBDpKasmqAITrqV12m5FXPAspSGZyk8Hia0GlO/5qShBPn+luyRGMa/lOji07iJCv9uofEoW/pas1yoS0slAUwJjYYzyTFgXOqa3GrCiv2YLVUshBy0JLRzqNoWKpSUHrSASYj0nlaBFxTLxoHlWDEM8IpQNccyEbaJYZwaaFeQYrAWUAzOJ0IjMvzBuUbLzK6xetoSlvRUCT1EP44I3K22fzbMzYW2KkjJhd34p4Ix1A2xa3mePyeThxYmiaosHzYhcKOpRInoTF+6jVpQfEIdNdBRm97HyjIGW86ApEY5f1oXv+SbvMamnB6hSDS8aw5OWEMeNF5nrKwpNTqdkXph8F6RXuTJlPbxozD5vioZBZK/HWAuBbwy0faNNukqeMUCrAxwcOoV9fcel24zj9hBHgErVCJb4XmIEmu89EZqUCIMeDqw8L621iF8m8BWjzaKBlohniAiBb+7FF52wguNX9MKu+wjiUUIt1MOYsl9CaSMaonIeNIAzjxnAK3enhe43Lu+jq+ynBbm1zjxogR9QsoZ7JVAcHAs5VDeFypUd8wa5ePOiB82EIJeUFV2xIY5eNGZDHLNz4Qs0Yq/gOTPXh6T3VupNFIGoSdeu25gIZ6AtcvaNNnnTp37KC49byrtfuKn45S++AjddDVd9CaoD89NAh2MuOPmVyGV/zZseeR/vO3Y7r776Bu58ct98t8qxiDAS3SZ/wYubxjvQYbl04r0gmW5EQrSOCMMI38v/0I8/YPSU8XhF6Qx28rkiRBU8aOMhNo8EQAuIV6LRu47IK3VQRcy8MVkIphiDITxIZWyXGfTHUeZBAw5VV5qBjzY1jpLNlnwrFpAYIP3HwPEvg+5lZj+Bh9IhpcAn7FkNPStMLpLA4PAyhntrrBnqzkRCWtrr5dqZtDvJQauHdtBnC94mBal9wrQ0gTnAbJY8DWlqEfEoBx5lX7H7UCPzvohw8speM/hsoeQrE5qVHrtMEOLYyYPmowQaEXheYHLEEqETlYmE6JwXdEnipQJCv8vk/Kl8iKN9VZkHoZoYaEl7ckW6fVtvCrEeNCvi0QjjrN9tiKNdmbLvMdaMUu9GqgKaEFRS9cKSr9J8MFW4V7DhcVDyBaU8fAWiY0q+8Zb2VIyHxfM8k1eVeNBaQgqVCCGKZpgZaBOGnXmJB62BlwzqxXgB8SsmVNcWEO8uGwPVU/a6tOcwqb9V0g1U0h5jtZDItmchjkWPFcD+sSaNGFCe6Z9o1HjQ7DKeMiIqYRyz+1ADz/NRfpAZaGV7zpVHve8YmqX+1NBo6uK1kFwvJ69fzulrB5BU5MK+KIhUQFPKaCs0lJ5Kr7OBhi150F8t0VMtUSsHqTfe103qkQmBLAU+nkRGcTEpPWDpr5WQar/NPfWy+1UF6WRXaK+tIPDTUNNK4LFdD/BMsIKknAQYVdCExNMO2IkT8IjRsc0tFOsl8yu5yRsPpRQNssiHYh6aWSyN9hSFjO01pRsmwBloi5jRRsTbr/kZG5d288cvO7H44/X4z+Ab7zGes6GN89dIh2OuOPmVyMv/nivu+z0+dNoOrvqHG7nhwWfmu1WORYGZCzceNIwymt/TMWK89Uc7/UyUUYiLY3xf5Twa4+9ViZji1J4p8nqe9Rgl6nYFsYsJtpEWt8UMuOvLtpIUWS0ua149pQozw4iH39hH1+h2EzZnRUJiG0IXajPE9AlNaJUd4ZU8e5yJAWLD3JKOM6GGmu5KmXNOPYnmmnNTsYi+/mG2rOinFHiZSMgkx2pCHI0B0ghj4/VIZPNtOJ4iskWHLWnbvM4eNBtetqSnzI79YwVDSxGneTx5Ak9MQWVrnBU9aJ5p08Fd5u+4WTCkkmWUCGOhxg+sETSalRTRAH6VqNSdXoN9tYCz1w8aT59fK+b8YQyzZIyQ1XLLhTjGuTBHoOqbHB0tJgctkcFvhHE64Eb5sOs+2L/NGLIl40FLvHlJSGFK1xLoNSkYSd06key8rh6osXawlg6sA0+hlMIXEB0S+MlA3a6rFBGKeJx7wVPQ1EYFtOyb1055l2kf+SXisGkKryeDa+Uxsub56EofWXBzsTZZ4ik1/ayIvAp+NJp50HID/SQHreSrQnH1hAd2HuTpQ810e6JjlG4UQhwT7+ONDz2DZ8t0GEn5sFCoPrkPk3Idoc6MPNuB5u9SzTwn/KpdD5N3JYqmBIReOTWaE3yrlJqcp6RtynrQKoHHc9YPF88HTUajzHMr2nhjPYoGGoAu95mJGVE5A81HYcLFm3FMfy0g6F9J0GsmfMq+x+7hMxk49jyW9JRTMZB825VkOYjlIDDPCzFP91ALjZ511IdPgt5VhckbT0FD+4WJtSxMXexEWGqhIY2DEORU1DvgDLRFSiOMeec/3kKt5PN/Xn1a8aGz9zEjCvLSv4Rjzp+/Rjocc83xL4NXfprn3/n7XPOcx3jHtTdz/YNPz3erHIuAONaEVgwwaB4gDLo7hjgWQhctgsmb0HFMGEV4ysskqSeY0RexYVyekRwf7i7TVzWz5Vr8Yi7VOJgQR/PeOF4y9cnWwWrSFt+GOKbHoHwgJ/ShI2tYmIFTFGtTrJUkfMus1lv1zYx+agQVhyRJgWZRKgv7FCPNTrnHeuM8oqTA8ETeD3IGmhIjOa8CW/A2CaHSeDpCCh603DEmA+lWEQ9RDHcbUYSsDWKNmfY2BZ4yAiWp+Es2m596rB7+kdl2YyT1KqVYFcexCPwggOYIPPKfqUGgtUbXBqkvP7PQJ74yuTmhZw23lhy0ZMlkwFoL/MxgTDxh9tir0iT2ykZMJmrQ1L6tOxUSJHW9BjeatjdGQBuxlGYUp6qJjSgqhjD2rrQF07N6fVpn90p/LWCou5xuv+QbL3HZg2MGKnh+NlAH8CQLcaTc7slUIjRjSXPmjPevbbFseRWgoyZxFKKCsj1dnvVkY+v5Wel7jOfT94oGmqeEyK9QikchUS5NjI/Ug+bRWwk4f7M1YFouoUZkjjEZ7wfhWDapIZL1P7C3tg7616T3cjkoKhbad0BmMCf3eWwNtqBirj9tDYrkPheB/bV1jNZWFPK4oGj0JN+l224JoUyX0yGjoQlFNBM5MWGceNCKz7Jm71rGqktNyHRyv5a6TGiveISRZu1gjVNOOJGgbzllKyYEcPLqPqolL/WCFkIcyTy2lUCZOnjEeAKjzZhmZYDmwCZQOWVd5eMpRV17WQ6aKhrWQfLMSb6s70fbwu7j4Qy0RUgUa37nS7dxqB5y9RvOKBZBHNsPn38NnPY62PqG+WukwzFfbL4Yrvontt7553z1hH/n16+9mRsfcp60xYSIXCIi94nIAyLyex2+P05EbhCRuoi8t+W73xGRu0TkThH5gohUJt0f8OgzIzz89CGj4tjcR1jq67xsB+NHxHgj4ijKcnyk09C+iBJhZPA49vduKoSB+UoI/S6otg9KO21Do1PlP1FeRyMya6ukhk66S5tXlhqTNsQxyUELY40ohdIRRhbdcOyyHtYPdxU9aDk8LxELKea+jCw7HXpWgFJ4VqDDKEVOfKyektSobYSxmXmPW1QcdZQWBjZtyomEpCGORZGQxIOW7CNdLyffnyfwTD0lZeLfOHXtEMt6y9l6Cc1RY3y1GWgKxJRO8PJhUjpOd6c1bUZr4KvMg4YUc9ByM/5JrlGllBuEthpojBF5VWOUxA0iPB7adYjbH99LOXVNVIxXTEeAxvc8Ak9xqG76r27DITuRXM+NKDumxJgLVObpU56HUrCkJxdylhhDniLSQqxVxxx7TwmjUeLN9YwxMMFFpIISOmwQh80s3M8L0vsBhMQu8ayBZurBZV5iTwmRVyWIR6yR7OXa7ZkctBbDJTGdEyO+bg20xCPjkeUpimQCPgBjfi+UutLcunJOUTRNZ7PLN3XRqEik+sUWstd+2RQCFwFljrteWcKo6m07j36uDYmxlnjQxnuyeXGDeupBM4W0Y61Rcb0tHNCrdLF3yVkmjDu5jntXseeYS2n2bya0tQ8TXnLiMk5a1cs5GzIF82SSqVWwKbkGqoGXFjhf3lPi/h2HjOBR7rlnXq0HLc6end0ln5NXZ78BXWU/ve4RQTUOIq33dQvOQFtkaK3571+7k4d3HeKTb36OCVFIiJrw5V+FoU1w0f+ctzY6HPPOuufCr/2Azbu+z3fXXMO7rr2em5yRtigQU735I8BLgROA14nICS2L7QZ+C/hgy7qr7Odnaq1PAjzgtVPZb926z5SA3zhIGHR3XC4ZDBQNNJOXEYam7KqnVFv+VMdtiRAObiHyuwriBr6nGKsuheWnTKXpxHHmRRMr4W7a1WmfWQ5a5t2TTKEtrKeDeC1ZPTcRD8+KhKQDw9aZ9JaBqW89IkkuXSp40bPWGCnKxwsCpopvvXe+MiqOeLkcNOspGqx59HXnQo865qC15IhZme+eit+ixjieB01M3TwxoVxDPdWsL/N9MPKM2W9e4t+2RYkwGmqCoBj6lfRpkhOZP4eBMrlJTb8L8YNC2Fh6/jDeq6GushnMJ8tEDfLW38Z+Yd2KJSYHKG7QFONBSxUc0wZZoRAjLUnZVxysG7GORliUOO9EM2+gqaIBaUIcs5DZbMCcGfYxQqQ73EvWeArtd571LvodQlLTQ/FLpuBwcyz1oCll8igTY0slRcNtiKOpDxYUjGEd1Aiah2z+Zu66SjxoqvWcJsdvXo0HzbPFzpP7KXuulHzFaWv6GaiVctvIvEJpF6TrKHv8xUmZ2Bagxq9A91KiUg+RXzVreT7KtrMeRsVzTqYaGngq/S6ZIMnyNIvreIRo8Y2BqTyC8AC9++7Fax6CalGB1rOF15VSmSdYlBFywUwKBS3P2FrJZ1lvNt+Wyf2TW87827pmgKW9FZRnQnxX9JZ5ZiQsKrXmnlueUtRzojxKCasHsudIT8Vn14E6uw7UTTvD0faJlxacgbbIeP937uPGh57hmreeRV8198OlNXzrd2FsH1z5MZjgIeRwPCsY3ABv+1dWlkb514H389+v/Q4/e2T3fLfKMXPOAh7QWj+ktW4AXwSuyC+gtd6ptf4Z0Kkwng9URcQHasC2qezUzDYLnm6iiIn9zo63VpWvFDF5E4HK5a5Mss/EWIKiwZemAE22AcwgJdbGg6at8qTkvuu0vBnQ5r63xXoVQDiWHVLOE6VFsbTLY6C7khsYTmKg1XrtcplcuXm1Cyw9ARk+tlgzbgLWDtZYPVAzBa8jm4OWFNX2yxA1WdpTobuaqxdXMNA6qThmVtDSnopVp7PrxdG4HrSx6jJY/RzaDLiCgfa0KbHQijXQ6qHGb/EMJV2qSTxo2XdJseqGVAg3vbSwXt7gDjyVC6+z7YmamRcjjqjoOmuWDaNVIm3vGaMXioP1JETSFlMu+x4HrSehMYEHLSGKdXq9pJdbIhJiDTSlJBtZJ/vEXjeiCJMwyXyYnBfgWW+Sr5QVXYknHBp5niLUCpojeGWrbOiXKPuJkajSvLLUQBNhdM2FBSE2Car40UjWv+k1pswER0s4X3JekpC8RqTNMWpNvWdd4T5N7s91Q12cu3GIF5+wPD1GKHrQMjEQD18l/ZTtNw4byQKw/kIaPevYM3BKwbD0lDDWbFe/TK6BaslLPXrm2WImo9Lt5hgomVIJ/bUgnZToPvAw1IaLyqrYSZYwplFdAl3D6fZMyLap1TjZteV70maQiz2Ta4dqLO+tsLy/Bjom8IyC5r7RJhU/Z1An+/VKjOlgXA9sTyXgoacP2pQKm/fb6d7O4Ubpi4iP/vuDfP22J/ns285Kwy1SfvJheOiH8LovQmnixESH41lDtR9e/xUGjn8+3yz9AZ/+zMe42RlpC51VwOO5v5+wn02K1vpJjFftMWA7sE9r/b1JV0wHxSYHxcwSd87/Gi98UJQJsQoksgONifPPwMzSJvkm+YFG8n6ynCyzjSQczhyIqKw8QMcQR8zAphDiWOllZMuVaL9i6kVBGvaYP76BstBTrWRpXa2uutbQroH1JvSOyC6ftCFxKRjPRCb5P/Hx9tWCNEcPyAk9+MZLENXtgDm3nVwYU+LxGk9l8YQVvWxZluSVWA9aqwIjRlHxtLWD5rdYpLhMfsB46JnOs+xWCVOLolwqGmhZ/lC7smXST40oTiXGExLvRvu+rOET5eqm6RgaI0jQRb1sPBtNfEIr/lH0oPmmH2w/JVLnSTsmkrXPNyFpI2QhfCUrpqOEouBC4nG1tbbC2F47my62RjGgglRcwqhBGuW/Vln/PEu6K+wZg3qkCbr6QIRT1vSzZrBqT6MRhvGUpMfrKSmKzgCxXzMhjkkeU16IBgreNiA3YWJeG1qIxFS/q/esZWTluSaU1PZVGgrqqTSKKlEqLOfOTZITpjxlSnO0qGrqlrIEyvPRfi3tP8SziqhRWw5acl57K0FB7MR4Gjvf71WJOGfTctYNdUGpi93rL2d/37HEAxtaTwWe9YI3u1YZwY50e+bzRqgLIY6d8JS0eXDN5W4+q5Y8+mtViGNEa0qBx56RhqkPCNnzAGhsvJhRXRp3kqinkrsGGgdNeKrLQXt28LmbHuUT//EQn33b2QW3KmDk9P/z/8BVX4bupZ034HA8W/F8ePGfUn7FR/mb4KPc/pn3cOsju+a7VY7p0+knUnf4rH1FkQGMt209sBLoEpGOyboi8g4RuVlEbt67Z0/yoc2zUuN6v1oHmwlKKcJI44vxxGX5GuOT1Kwqeaow0PCmaLAky8Ramzw0pBDi2MmbIGJmnVvlz5f0lBnYegWsv9B8UBsqDFZEJQIIqm3AmQ3UWtrr+exe9Xx079rC8bQeVipCMOnRGlJ57WSAHNTMa9RoGxwXvBvKN16kxOs2urdgoOWVEI0h11lbUlkPh/kj55lrZWxv50GcStTipBCyln4tYuryteSgiZgaYka0pX2dca8X8TLPTmKsNUeQco16ecjkPGqViiDkc6BMiGOUliaolrw0tymaRDWxmg7srQdJMiPjxJV9eEpYP9xFbyUwBnauf2zD7cSHPS/lbqjZUDnPx/P89HpWwqRel75aQKlcoaenz3hZlZ8ZOTafSZJ2Wmn4YiiwbV6pi24VMdRTpU0kBNryrZLVE5GLfcNnUi8NoDV4QYm4a1l6s3oiHe/bfN/lt2vS44wHrRkXr4GaV3xsil0WMBMxw8casZpme6hqck+etqafTUuNpygVPsrr9OcJx1pqEMLBno1I/5q24wmsEmtRBdaEMN/31AFrNE78RPDs/ZAnqdWWtSGZkNFUA5P3VynlPIC2P4JyLV2/E/12cqjkKYhDM5k3SSSbM9AWAbswMjcAACAASURBVF+/7Une/y/38pm3nJXeCCm//D5883fgtZ+HpcfNTwMdjoXAcZdS+o3/4Mr+B9GfeRn33n/ffLfIMT2eAPK/6KuZYpgicDHwsNZ6l9a6CXwVeG6nBbXWH9dan6m1PnNgIAlfEuKoWTByWhnXgyZG5tq3Cf+Z8MD4KDHjshefuLww0PBzSfmTkYQEJQqOqbBBhzYm7cxEQnKDuZLP0v6ubLA5cEyhflNaKDjnoZssxBFAVfpQfnGg3tosPxdCNRXS/lEYg6yUGGidJO3zIY7K1nmLYffD8NiNHXOG0kaOE+JYYNWZmQcgjxVmSGrCFVD2HIkthN2zvG3Xh+ohd2/fn5P2NiQFfLtLxeOccEJAlDFGS1bQ5ZffhXIPElQJgx58pagT0Ihi1g7WGM5H8LSEONZa9juRQXThsUu4+Phl6VWUhbhKOtZZ0lM2Hpq8By0XQucpj2acC/VMJe2NByiwXhQRoRHqwqRDJ7asGmDDqmXWe5KXrAetTJ6lUpKqe64b6soEYCxnbVlNf63Eip7ArJmX2Yd2D1rqFTV/V7r7eGakaRQuvaDQh4XyFzlMcXlV8CoZZ5ZwyuoB+qo+kdYF427jYJnT1vRn2xaycgV+GZYci+8JYRy3e9Csl71Y1F6sFy09GcVGRo3C/depJEl2PFbop8VA23WgDhhvdsXvcF/m6K8FLO8rhqIbo7Uws5TW/6vYa7cW5AxqSSIYJp4UK/sez904TCMywiejXasmf75P+K3jqOcbt2/jv3/tTv7hTWcWFGMAePyn8JW3wCs+DsecNz8NdDgWEgPrGHzXv9G1bitLP38xT9zw5flukePw+RmwWUTWi0gJI/Jx3RTXfQw4R0RqYkYRFwH3THXHGgibTZNYPo4/Jx10tIw6RIRQY3PQkln5ifcnkg2C8nTKS5toG7FOnD2qxcPVwfsjZkBrBmDjbHT986BvTTFSMPWgeekgrU0Yo4OBVvYzkYF08Za+TcQApupB6y75nLSqjxNX9JkBYVBtD+NLyBtoPSuMFLyO4cB2aBw09ce6lrTvJPGiTNaqoNLZVdm9zOyzNtT+nfKNMQ2UA8+Uy8nlsygRdtqB6nBX0ThIat61Xn9tnoM81QHY8zD0rco8g9ZTqkTYu/EK4lIvh+ph5tFKN5wTCRGVhYdZJrpGK4FHVzkr/jvh9Rzk8gZzJQtGe9czUlrSLkhT7oaK8cIFnjF4m1FckFzvRCkooyo95rhyxoQIxEEXfjRiPWiZumdPpXhNVcr2nCT5i60eNNVqoJnXxNg+aVUf923fh0bjBcW8J9VqYFjKgaJWLvZ9km/aXSmhRGjERW+fWnsWfm7sKGILfktmFCX76iq15oip1IOVzxEVpHB+2mgp/QDt16rZvgll9KS4vdPXDnDepmE2L+uZ1Njur5XYuKTo1BBa7lilbIiuphz4NlohOU9ZiGMSaq4nCNYo+WZyqrHpEvYNnjrpBNrkRVIcRy3fuH0bf/B/f8En3nQmZ29oeYjvuBs+/2p46Qdgy0s7b8DhcLTjlznuLR/l+199Dlu/+7vsf+Q79L78QyZfzXHUo7UOReRdwHcxKoyf0lrfJSLvtN9fLSLLgZuBXiAWkfcAJ2itbxKRrwC3AiHwc+Djk+81GfwJUWSUCsf3oJnX1lwXAZqxwves2EiH0KhWxlN6TMQEpuJRSupmGUEJRZLflG9ra/t9JYX6VG10L0mPKVvRSohb1b3Cticw0M5aP9gWsjm+B22iI801RUk2MFMBBF3WQGtCyyC2YKB1LzXL73kUGgfMM0FlggYtK+bqqx0mJ1xhwr0q/Z2NN79K1LsOwpwqX95YwHjQNgx3s3aoPee8GrR7Fia83pafBI/uNwZqfLNdwdYBs563SuAx0gjb836SQtdW7TLNiVJGsGQi1cTCAdF+zxQPKvd8Tj1bQlRbQjOK2721lX4Y2khw704rt24MoEknNSq9Zt1Sd8FzqUSIgm785qFCDtq4lHugfsBOiuRymqA9xNG+JiGOw93ltNRD4PuF2m29lcDUFmyhtxLw/GOLEwmSeLPsRE+MFPu40mv+5dphuidT90za1Bpq21X26LcqkiLCcct7KSXlQ1qN5TwtyqLQ+TmTPROSA1wJXoklPTMza2S8EEcdUy4FVEst3jV7znpsn+8+1Jhw+yVPUZcKMaOTPp+dgbZAmdA423kPXHsFXPg+U+/M4XAcNhe/4q18pucU1l7/h1z4d+fgX/l3JsnccdSjtf428O2Wz67OvX8KE/rYad0/Bv74cPYnuXdxGCJVb1zjJRXg6JAD1IyhRiISMnkO2eal3R0HlP44hlsnzMDUJukJ6WAt39Zi+21xbD153bHiijbHSxRIy2B7nDpoUKynNN6ALZmpn2qIY3EHJRO6l9Q2a8tBSwaTubyTcMwYZStPH3+7iYqj115/a1Ks+Mm4IgKez8HhU+Gp/ZkqXy53x/cU+0abrBtq3/eS7jKrBqptnyc5VB2pDsCWS61XME5WMC/WE1oJFCMN2kU/lF8McbTtLfvGoJvKdTqOpkTGcZe1eNAyj5RSQqPRoXZVri5ZPjxvsrwlVpyavV95WvpWAO13IcT4cR2ks0BMSqXPGmg5D1ryUBg3xDHzzgRWzn/z0u6CMuPmZeMLT7TlwiXGSOKtjyd+5qRhzTlxjHoYd9x2reQXao5tWd5jl8OEOyd/gHEiPPMgPH1/4djHm8yCfJiy/W5dx0j0w6Y9xDHJoYwZ6i4TF+rIZSGOIsIlJy1nrBkzEeXAhGbqFoXVTrgQxwXIP9/yxPjG2fY74DOXwfnvgXN/Y34a6HAsEt78ojO547l/y/9uvI7oK2+Hb7zH/Kg6HHnsD61GqPja5KCNs6gax8gQgaYWfNHp95P9gHeV/VQhLc9U8teyphsPWlKoOj+D3Wn/RlRBCoWNJ9h4blteGkJY9hW9+TIwExhoeZKBWutirfkvh8Wac6BvddFT1kpHIYeyEZyoDbYvnzRyKiGO06QRtgwEc+3urfgcrIdt4YQAz900nAmU5PAmu97GOTdJ7lpiJJRaz0U6wDWCKb6nKPsqFauYahhu0saOBC0GZ9IXYq7TglhKvvA4xqBM8qWASZX/Jmqj8oQ46Kbc3De5B23gmKw9+bYlQiz5bdvXVf3V1CulSuaY+2ulYr3bw2kz9jlky2toURNeA6lBp/z02BJhmKnvU9Lw3LR/Sl3ZOSvcf53vd8iuheHuTt7r6dP2TBNlyl14Af29fUUDOGeogrkHCuWtOlD2FPUwIp7EGAZnoC04Pv7jB/nTb93NNW89q904e/IWuPZyeMEfwLm/OT8NdDgWGb998bHUzngNr5QPMbb7cfjoefDIf853sxxHIZuW9nDi8i6q5YBjhjsXIW1VpMt/HsaCZ0VCJlTVm4QJ88Na26MgSosaq9TrkG9razs9JSzvq7C5VZSqhYJIiMo8PZXA47xNw7kF1bgGQGF7yTi25fPJih1PiF8yG65mQi9tBLVMJXAcIYc2klytaZ7DyRjsLrWoJWbt6auZ950MtPFY0lPmlNXTCeM2CoaVoF3Z07TLhjjaumAA524YZrDLGBpTktm3r1P1CuOXYc1ZxkBrvZZbDDXfU7bgNVNuTyfKgaKr5BOVeujf9dPMWzwePcvh5Fe2hDiqjh7XpO1blvfwPBumGPWsZNvKF02rrQlJeCqi7HHLhPMJqXepxTA5HJSApKZHfgYnMdA6eNA6nJOusk9XyWfDOM/Z6ZIarWkjPNj7mBHy6WS8HWZN4cSDFrcorHbChTguEOJY85ffuZdv3L6NL7/zXDYtbXFjP3ajyTl78Z/B6W+cn0Y6HIsQEeF9L9nC/2pGXHrvu/ja+Y/Q+4WrYOvr4aI/ap+9dTxrKfkeHjGe77cr6lrGTXwXiLSgdJgOLKc7tvdzSomTISImvlFj44+8CQfES3vK9FSMkdXJe1fcdu4Ppcw+WkU4oBAqNFlb23JEYGp5TJORhBOOdqiDuOWSXCOSkfwkM/c5qfcjwar+Kqv6c8+e5SebPBygv2oG+ZOdnzyekkln/1NyJyCfg9bxPKQiIXG6Xl8tYPt+Sfc7GePlHk5If7E0Q1vOoz2PG5d0US15PLFnFJi+sd9bCTh7wxA/aZ5KsBvgIB3VPdvIhTiK19Hw7xTaG3gKraYRPlvYcxbiWCv56ChTQey4vNi2DG8yeXjAYFeJ7g45b+NvI3f/thpCUAjVnageYyXwuPiEDgqnMyQ9xvQDG6rc1yEiXk3tuZWn5HnUw9hMiE2yqvOgLQDqYcR7v3w7/3bvTv75vz633Th7+D/gc6+GSz/ojDOH4wggIvzRr5zAuZuGufL69ex64w9gx11w9QXwxM3z3TzHPJOmtyhlBqMy/sAsG2wVP1cihKl4hpWjnubgvqfic+wEuSjF/SY5aJp691roW5U5GTrs/vgVvW2qdONRtM86CyDYL6c80CnKdBsmzRuaKhueD2vOnniZcWpVtS+XDLpn2qgpUqqBrRfVXwsKBYJnnRalPRGxapudYmKLIY4JiQf5sApVT2PGIvWg5feTM9CGusvUSn56P87Y2PcC4kR5cyrXdN6DpjobaAmtBtpMkeResu3csKSHZb2VcZdPvfqDG4z6KHDB5iVsXTsw7jqd9tnqxSy8L8jsF1/nghV91WIfNEfMa224feEpTizl6Sp7HKyHbTUKO+EMtKOcp/aN8ZqP3ciTe0f58q+fy8r+ltn6O/8ZvvA6uPzDcMqr56eRDsezABHhT19+EudvGuZVX3iCbZd/Ac7+dbj25fD9PzGFXB3PapRStpbW+APj8STDlUCczmircesZTYXAU6yfYuhPUqg61hBWBqDSN2EdtMMhb0iJ1z4Ay748HAOt3WydNUOka3j8nLKE1ECbxEhNr4E5HF1aKoHHC45beuR20CLkoEToqQSdDXflm0kLKFj8aWHnwwhtnc79sKSng6ezw/Umh2EwToQAutKX7WfSFfL5jd6EIY75rppRWG+y6zSi0fx/3PLegrBHp3bM9JlgJlg65Jx2CHE0aq9Tu0ZmiyU95TT8FoBDT9t2dTiXPStg2UmHtf2eSsC+kSbNWE86seQMtKOYmx/Zzcv+7j/Zuraff3z72QzkL5o4gh/+OXzrd+F1n4cTr5y/hjoczxJEhP95+Ym86IRlvOYfbuLxTa+HX/8RPHo9fPwFsP32+W6iYx5Rgsm3mcCDNq5IiMl+IClAHCg1K4OwyRBJClVnM7ppiOOMDbT8cU6Qu1XpM7W8pkAnD9qy3kqam3PEyYuETESrqMhioqX+lxIT6vacYzoYt8rLlB9zxqqfK2A8GWXf48xjBqc1UD9mqMbSnkoxDE+151BlIiEzn5TQFetRmuA5kFIbNNc/mDzIDoXJO3m0J6vXNhUSA2iiMhet7Zi5N6tD/UPomNspMj2jfFZZ/zzzrxN+efIJnRZ6Kj6HGiFdJa+gvtlx84e1ZcecEMeaa254hA99737+5PIT+S9ntMS+HtgBX307jOyGt/8AhjbOSzsdjmcjIsIfXHo8JV/xmo/dwLVvO5tNb/k23Pj38OnLjFftee+bPEfFsXhIjK4kxHESD1qn4tJKILZFnEFYM1jtKIc+25g6aCbMMSvnNo2cnw4IJvywHmrTNzC+56k61TCpzoGfibrdEUcmMDQ7LTeHs/9zQqkrze+C3CB/PPIe07wHrcM9MBGrWqOHpoiIcO7GFq+QX2nzVCVNmWnooAh4fskIgEyF4c3Z++4laQ3BwjbT15yBOwuTN0rRYqBN4tERmKlDWAmZimN+Y/kwz3TZqYsdHTE6nI+ZUAk8Sp5iaArqk4twamdhs33fKG/61E/57A2P8oVfO6fdOHvwh3D1+TC0Cd7+fWecORzzgIjw3hdv4Q3nruNVV1/PLY/vg+e+G97x7/DoT+BjF8ITt8x3Mx1zRDEHLZpwoKOUcNHxS9sHggI6Ceexr3Mxe5yEOGp0NhCUJJl/5h60NKcnrfU0RSGKcTAetBltYmak8XaTGIRHWCRk3tjyUliyJf2zTVShlU55RhjPyFx4iDuy6aJCAWYYP/T4cJHctmYLJUJXyS94HDuGbh4mmUjIVD1oMw9xNM+VDvtTXlv4c5ojt8joqwYsncL5cx60owStNdfdvo0/+vpdXLl1Ff/wpjOLtS3G9sO//Snc8UX4lb+Bk14xf411OByICL/x/E0s763w5k/9jA+++lRecuImePO34acfN8Xiz3yLKXvhlB6fFSiRSUVCwBRx7bRuKF5xRnsOSEVCNIUQx9myDb20oGziQZvZsMPkoM3joC0ZME6q4rhIPWgtTDpoL0ripe8CK29/tJCIiMw0B20muaMTbbNVsXC4u8wVp62a0XZT43qKBtps5KAt7SkTKIGnW/bnl005i5b9zTTM+mjknA1D7Sq+HXAG2lHAXdv28WffuoeHnz7E3121lQs2t7hU7/0WfOu9poL9O3+SKjU5HI755xWnr2ZJT5nf/NytPLVvjDeduw45551w7Evguncbj/cVH4G158x3Ux1HDDv77imoR1OU1y6iRIhVyYYRHSH1vQ5I4kHLGWizNzCSNFdGJlGomypqaiXTjixTORaZP5GQuSQRCZkSueWGu0uctf7w8neOJEoOrzzFeMzm5MaRxkQs5l2gEzd8oBbM+LmQCt2Ve4ses3IPbC7WdRM57DJjC4KpGGfgDLR5Zcf+MT743fv4lzuf4u0XrOcTv3pmcWZ1x93wg/8F234Ol34Ajr/8KPhlcjgcrVyweQlfeMc5/No1N3PXtn38rytOojK4Ht50Hdzyafjcq+DkV5m6adXpFIN1HM0IudCdKXjQOm5DYF/f8cQbatA1ddnqmaLERHDEWhfECGYjtEhJXubc76zgeJh0qoM25/SvhdLERbrTkeViFAnJMaU8oaBm5Mrzqp4ik4okzCVKZifk0vcUJX9hnHNJzt0UPWj9tdLs5Xoe++JODSr+yeyHiy4kFsZVtMi496n9vO8rt/P8v/p3ROAHv/s83nPxsZlxtvth+Oo74JMvgqXHw7t+Cidc4Ywzh+Mo5sSVfVz37vN5bPcIL//IT7h7234zSHvO2+A3boBDO+HvzoTb/8nWBHIsGiQJjRKjWDctDxogglftm9NnvViRkHyVqkrgMdQ9OwOxVEpayeR5W1NgrmW3O7LqjKl5A5W/6H+3k8mJCdl00eT15eYZkdmpp3fKqj7WDtYmX/AoIJ2IUZ7RNZgFD/dsMld5uEcrzoM2R4w1I354704+d9Nj3P74Xl515hq++54LWTuUu5EPPAU//iu47Quw9fXw7luhZ/YrpTscjiPDcHeZz739HD7+44d41dXX8xsv2MSvX7gBv281vOYf4f7vwbffCz//LFz217Dk2PlusmOWKMz0TitEMfE0zU57poonQmRl9pOBdiXwOkumHyZmgGXfKzUrHjRTwHuBoDwWUGunh0whpM8vH/WpGf3V0pSLu0/EVMPXjgYKpTxWnja/jenAYYXPLkKcgXYEGW1EXP/g03zzju18766nWDfUxX85YzUffcPpxYKO2++Amz4Gd33VeMp+43oYOGbe2u1wOKaPp4T/+vyNvPC4pfy3L93G9+7ewV9ceTInrOw1YR3H3Aj/8UH4hxfA2e+EC9971IuIaFvI+Nk8mzkZXl5ecBqDiqRr5zopXsQ4dLWefWePYEK+AJRXMvLmM+TYZT30VY+umf5xeRZ40GZDOOJooOQrVg8sDM/XbLF6oMrK/pnfk0eKoyKceR5xBtosMtaM+Plje7nhwae54aFnuP3xfawbqnHZKSv4+rvOZ9PSXMx6FMJ93zKG2VN3wulvhP96PQyun78DcDgcs8aW5T187TfP42M/epBXf+wGfuWUFfzWRZtZ2V8zuWinvMYUmv/I2XDJX8CWS+d8MKe1Zvu+MR7bPcL2faNs2zvGtr2jbN83xo79YxwYCzkw1uRgPeTXLtjA+y45bk7bt1DwRFg/3AVjSTjfdHLQZkfm+/D3awpVx7lC1bO57VQZsm8NDK2eZI3JWdZ79A4o25DF70HrqwZ0ld1QciGilKCO4uvTV3JUKX3ONe6umgGNMOaOJ/Zy/YPPcMODz3DrY3tY3lfhuRuHeMM56/jIVUMsbf0xGdkNt14LP/uEmU08+9fhqi9BeZKEY4fDseAIPMW7XriZV56xhr/+1/u46EM/4vJTV/Lm847h+BVb4Fe/Ab/4ilFpveljxlBbduKstyMxxO7fcYAHdh7k/h0HuH/HQR7YeZBGFLN2sMaKvgqr+qus6Kty2pp+lvVW6K0G9FR8eso+vQvFazEPiGAm4B5PPGjTy0Gbjdpjh79fs799o01qpdkVbaiVfAJPOHFlL+XAWzjydrPFUSE5eWQ5fkXv5As5HNNgZX91Vuq9LVScgXYYNMKYXzy5lxsf2s2NDz3DzY/sYbCrxLkbh3jlGav50KtPzSRE82gNj14Pt14D93wDjjkfXvZh2PCCxakh6nA4Cizvq/CBV57Ku1+4mU/+58O8+uob2LSsm5edspKXnPQrrHr3pfCTD8MnX2zUHp/3Puhdedj70Vrz1P4x7t9xkF/uOMAvdxzk/p0HeGDHQepRzMYl3Ry7rJtjl/Vw8fHL2Lysh7WDNRe6OFskKmjT8aAxPzV/EgPtmYMNjlsx8xycPIWokWcjyl/0Ko4Ox5HCU4I3jWfpYsEZaBOgtea+HQf4wT07ueHBZ7j50d0MdZU5e8MgLztlJX/28pNZM1gdf8bz0NNw2+eNx6x+wAh/uDBGh+NZy5rBGv/z8hP5/16yhe/d/RTfvH077//Ovazqr3Lqmks5besFXLzjU6z42zMYO+3NqAt+h3LvEqu0p2lGmtFmxK4DYzyxZ5Qn947ypH19bPdImyG2eWk3Lzx+Kcc6Q2xu6FsDex6Z1qoiMB/RPMklsX+sycBsSWg7DM+CEEeHw3FkcAZaC2PNiBsfeoZ/u3cnP7hnJwfGmjx/y1KuOG0lf/GKk1kzmXxqHMHDP4JbroH7vwPrnwcv+hPY/BLwXHc7HA7oKvtcuXU1V25dzVgz4pZH93DXtn3ctVP42sjbIbqAt9/0RS742SlcG1/M5+RSHm/2EVt1/oFawKqBKqv6q6zqr3HK6n4uO3mF84jNNz3LYPkpUD18BcT5EltI6lH1Vn0qwbN3tvqIoDxnnzkcjmnhLAZM6OKP79/F12/fxg/u2cHyvgoXH7+MD736VM5cN5CqUE3IMw8ab9ntXzQhDVvfAC/5c+hbdeQPwOFwLFgqgcd5m4Y5b9Nw7tPz0PotjD1xG2/6yd/y9gf+G41TriQ+5zcprThhas8kx/wwzdIJIvOnknnJScvnZb+LHudBczgc0+RZa6BFseamh5/hutu28S93PsVwd4nLT13Fey7ezMYlU4ybrx+Au74Gt30Ott8Ox18OL/97OOYCl1vmcDhmhIhQXbMVXvtp2PMolRs+AtdeYorXn/5GOPEVTlxoEaFEFlQNJccUeBbI7DscjiPDs8pA01pz+xP7+Mbt2/jG7dvwlfCy01by+V87mxNW9E5NPas5Cg/8AO7+Otz7LVhxCpx2lVFirDg1I4fDcQQYWAeXfgAu/mMzKXTrtfCd34dNFxt5/mNfDNWB+W6lYwaIzH0NNMcRRimcB83hcEyHRW+gaa25a9t+vnnHdr71i22M1CNeevJyPvL60zlj7cDUZizrB+D+78I918Evv29EPo5/GbzzP2Bo45E/CIfD4QAodRmxoa2vh6cfgHu/CTd/Cq57F6zcCqvOhFWnm3/966alJuiYH9Q8hjg6jhClbqPi7HA4HIfJojXQ7t9xgG/evo1v3rGd3SMNLjlxOX9x5Smcs2Fw8vyNsAFP3gIP/9gIfjxxMyw/2RhlF/2xM8ocDsf8M7wJzn+P+XdwFzz6n+a5dfOn4LrfgqgBfauN9617uQmHLHVDucf8C6omR0Z55lXEvD/uZU7QaB6QeRIJcRxBhjfPdwscDscCZdH8Co81I256eDc/vn8XP7p/Fzv2jfGiE5fxP152AudvGh6/GnkUwtP3wZO3wrafw7ZbYcdd0L3MKDCe8WZ45aegxyVROxyOo5TuJXDileYfmFn7gzth76Ow51E4tBPqB6G+H/Y9bt43R0FHRnlWx+a9jk3I5OL5aVgwCM6D5nA4HA7Dgv0V3jvS4OeP7eWWR/dwy6N7uPWxPawZrHHB5mH+8LLjOXfDEBVfQeMg7H3Y1CQ7uMMOWB6B3Q/Dnodh7+NmNnnV6bDydLjwfSZUqHfFfB+iw+FwTA8RI/neswzWnDXfrZlzROQS4MOAB3xCa/2XLd8fB3waOB34Q631B3Pf9QOfAE4CNPBWrfUNR7rNQ11lSr4Tl3I4HA7HUW6gjTUjtu8bY/djd+P/8l/YfXCU3QdG2HNwjNF6g2VdivO7Na+qRiw9rklVj8LOQ/D4Qfj2fmOUhaNQ7oOuYeheCv1rYWC9ydUYXA8DxxhvmQstcTgcjgWPiHjAR4AXAU8APxOR67TWd+cW2w38FvDyDpv4MPAdrfUrRaQETFL8cnboqwX01YK52JXD4XA4jnLm1UD74Hfv49bH9hDGmjjWNGPNwbEmB+shB8dCDjUieis+z+t+glfrX9BfrbC2t0zfigp9Xb0EQcnkVJS6bH5Fj33tMl6xriXmn1+ez8N0OBwOx9xxFvCA1vohABH5InAFkBpoWuudwE4RuSy/ooj0AhcCb7bLNYDG3DTb4XA4HA7DvBpo528e5rgVPfhK8JTCV0J3xae77NNT8emvleguJ01823w21eFwOBwLg1XA47m/nwDOnuK6G4BdwKdF5FTgFuC3tdaHZreJDofD4XCMz7waaOdsGJrP3TscDodj8dEpXn2qWuc+Ji/t3Vrrm0Tkw8DvAf+jbSci7wDeAbB27dppNtXhcDgcjnambaDdcsstT4vIo7mPhoGnZ96kxJX3oQAAIABJREFUBY/rB9cH4PogwfWD64OEpB/WHeH9PAGsyf29Gth2GOs+obW+yf79FYyB1obW+uPAxwFE5ICI3De95jpw98hMcf03M1z/zQzXf9Nn3N/DaRtoWusl+b9F5Gat9ZnT3d5iwfWD6wNwfZDg+sH1QcIc9sPPgM0ish54EngtcNVUVtRaPyUij4vIFq31fcBF5HLXJuA+d46nj7tHZobrv5nh+m9muP47MhzVKo4Oh8PhcBwOWutQRN4FfBcjs/8prfVdIvJO+/3VIrIcuBnoBWIReQ9wgtZ6P/Bu4HNWwfEh4C3zciAOh8PheNbiDDSHw+FwLCq01t8Gvt3y2dW5909hQh87rXsb4GaDHQ6HwzFvzGZVzI/P4rYWMq4fXB+A64ME1w+uDxIWcz8s5mObC1z/zQzXfzPD9d/McP13BBCtpypu5XA4HA6Hw+FwOByOI8lsetAcDofD4XA4HA6HwzEDpmSgicglInKfiDwgIm2SwyJynIjcICJ1EXlvy3f9IvIVEblXRO4RkXNnq/FzyXT7QES2iMhtuX/7bUL6gmSG18LviMhdInKniHxBRCpz1/LZY4Z98Nv2+O9a5NfB60XkDvvvelv0d0rrLiRm2A+fEpGdInLn3LZ6dpluH4jIGhH5of1duEtEfnvuWz8zFtO1fKTodJ2LyKCI/KuI/NK+DuS++33bn/eJyEvmp9VHD+PdJ64Pp4aIVETkpyJyu+2/P7Gfu/47DETEE5Gfi8g37d+u/440WusJ/2FUsB4ENgAl4HaM2lV+maXAc4A/A97b8t01wNvt+xLQP9k+j7Z/M+2Dlu08Bayb72Oa634AVgEPA1X795eAN8/3Mc1xH5wE3AnUMAI93wc2z/cxHaE+eC4wYN+/FLhpqusulH8z6Qf794WYosh3zvexzNO1sAI43b7vAe5fSNfCYrqWj3A/tV3nwAeA37Pvfw94v31/gu3HMrDe9q8338cwz/3X8T5xfTjl/hOg274PgJuAc1z/HXY//jfg88A37d+u/47wv6l40M4CHtBaP6S1bgBfBK7IL6C13qm1/hnQzH8uIr324fxJu1xDa713Cvs82ph2H7RwEfCg1vrRCZY5mplpP/hAVUR8jJEy1eKxRxMz6YPjgRu11iNa6xD4EXDlXDR6lplKH1yvtd5j/7yRTDFv0nUXEDPpB7TWPwZ2z1VjjxDT7gOt9Xat9a32/QHgHsxEzkJhMV3LR4xxrvMrMJO32NeX5z7/ota6rrV+GHgA08/PWia4T1wfTgFtOGj/DOw/jeu/KSMiq4HLgE/kPnb9d4SZioG2Cng89/cTTP1HdAOwC/i0dY1+QkS6DrONRwMz6YM8rwW+MCstmh+m3Q9a6yeBDwKPAduBfVrr7816C488M7kW7gQuFJEhEakBlwJrZrl9c8Hh9sHbgH+Z5rpHMzPph8XCrPSBiBwDbMXMbi8UFtO1PNcs01pvB2OAYKIOwPXphLTcJ64Pp4gNz7sN2An8q9ba9d/h8TfA+4A495nrvyPMVAw06fDZVKUffUxow0e11luBQxhX6EJjJn1gNmCKnl4OfHlWWjQ/TLsfbHzyFRiX90qgS0TeMIttmyum3Qda63uA9wP/CnwHEwYQzl7T5owp94GIvAAzKP//D3fdBcBM+mGxMOM+EJFu4J+B92hTKHqhsJiu5aMF16fjcBj3ievDFrTWkdb6NIz3/iwROWmCxV3/5RCRXwF2aq1vmeoqHT571vbfTJiKgfYExVn+1Uw9NO0J4Ak7WwHwFYzBttCYSR8kvBS4VWu9Y9ZaNffMpB8uBh7WWu/SWjeBr2JyUxYaM7oWtNaf1FqfrrW+EBP288tZbt9cMKU+EJFTMCERV2itnzmcdRcIM+mHxcKM+kBEAsyg83Na668e4bbONovpWp5rdojICgD7utN+7vq0A+PcJ64PDxObYvPvwCW4/psq5wGXi8gjmDDuF4rIP+L674gzFQPtZ8BmEVlvvUCvBa6bysa11k8Bj4vIFvvRRcDd02rp/DLtPsjxOhZ2eCPMrB8eA84RkZqICOZauOcItfNIMqNrQUSW2te1wCtYmNfEpH1gj++rwBu11vcfzroLiJn0w2Jh2n1gnwOfBO7RWv/1HLZ5tlhM1/Jccx3wq/b9rwJfz33+WhEpi8h6YDPw03lo31HDBPeJ68MpICJLRKTfvq9iJovvxfXflNBa/77WerXW+hjMM+7ftNZvwPXfkWcqSiKYXJn7MWosf2g/eyfwTvt+OcZq3g/ste977XenATcDdwBfw6p5LbR/M+yDGvD/2DvvMLmu8v5/zr13ZnelVZctuclyN7YxxoBxL4BxofceAqaTQOBHIAkkgRQgkBCcELAhCQYTII4B04yNMbjgiptsybYsWbL6ane1fWdn5t5z3t8f57YpW6RdaVer83meeWZ35s6dc+u83/O2XcCC6d6Oad4Pn8PeGFcD1wIt070907AP7sROUqwCXjzd27IX98F/Ar3AI/HjgbE+u78+JrkffoDNxwzjc+SK6d6efbkPgHOxoS+P5t67fLq3Z7Lb7h4N+6jhPAeWALdiIwhuBRbnlv90vD/XApdN9/in+zHadeL24YT336nAw/H+Ww38Tfy623+7vy8vJKvi6PbfXn6oeGc6HA6Hw+FwOBwOh2OamVCjaofD4XA4HA6Hw+Fw7H2cQHM4HA6Hw+FwOByOGYITaA6Hw+FwOBwOh8MxQ3ACzeFwOBwOh8PhcDhmCE6gORwOh8PhcDgcDscMwQk0h8PhcDgcDofD4ZghOIHmcDgcDofD4XA4HDMEJ9AcDofD4XA4HA6HY4bgBJrD4XA4HA6Hw+FwzBCcQHM4HA6Hw+FwOByOGYITaA7HFKGUWq2UunCU976mlPrsvh2Rw+FwOBz7Hvd76HBMDifQHA6Hw+FwOBwOh2OG4ASaw+FwOBwOh8PhcMwQnEBzOMZBKXWqUupupVRf/Hxq/PqZSqk1Sql+pdSX6j6zTCn1a6XUgFLql8D83HtnK6VWKaUGlVLblFLv3Meb5HA4HA7HbuN+Dx2OfYMTaA7HGCilisDPgGuAg+LnnymlWoAfAV+MXx8CTsx99OvAhvi9K4E35t77CvAFEZkHPAd4YK9uhMPhcDgck8T9Hjoc+w4n0ByOsTkTqIjIN0UkFJFvAlXgU8CAiFwrIlXgC8AIgFIqAF4J/I2IVETk18BtuXWGwAlKqYUi0i0ia/blBjkcDofDsQe430OHYx/hBJrDMTaHApvrXtsUP7YkL4hICHTE/y61L0ln7jNbcn+/FzgVeEYpdZtS6tlTPmqHw+FwOKYW93vocOwjnEBzOMZmO7Ci7rUVwJHA4ckLSqkCsDz+txvwlFIH5z5zRPKHiDwpIq/Dhnv8BrhqL4zb4XA4HI6pxP0eOhz7CCfQHI6xuRdoVUq9RykVKKXeA7QC/wQsVEq9Lf4x+hTQBiAiETZO/7NKqRal1EuAC5MVKqXeqpRaBETYWH29T7fI4XA4HI7dx/0eOhz7CCfQHI4xiOPpXwW8B9gVP79KRCrA64FPY2cI5wNP5j76YeD4+L2PAdfl3nsZsA7oB94E/One3QqHw+FwOCaH+z10OPYdSkSmewwOh8PhcDgcDofD4cB50BwOh8PhcDgcDodjxuAEmsPhcDgcDofD4XDMEJxAczgcDofD4XA4HI4ZghNoDofD4XA4HA6HwzFDcALN4XA4HA6Hw+FwOGYIwZ5+cOnSpbJy5copHIrD4XA4ZjsPPvhgt4gcNN3jmErc76HD4XA4dpexfg/3WKCtXLmSBx54YM9H5XA4HI4DDqXUpukew1Tjfg8dDofDsbuM9XvoQhwdDofD4XA4HA6HY4bgBJrD4XA4HNOMiGCMTPcwHA6HwzED2OMQR4djSgjLsOMR2HIfdK+DoZ0wuAOGd4FS4AXgF6FtESxcYR+Lj4IjzoSlx9llHA6HYz9na+8IXUMVTl+xaLqH4nA4HI5pxgk0x77FGCvI1v0a1v8Gtj8C8w+Bw8+AZSfBkWfDvOUw9yAQAROCDqHUA32b7ePxn8HNn4agFVaeA0ddAMe+BBYeMd1b53A4HHtEqA1hZKZ7GA6Hw+GYATiB5tj7iMDWB+DRH8ITPwcxcOzFcOaH4MhzYN6y3V+n0dDxGDzze3jyF3DTX8Cyk+HZb4TT3gKtC6Z+OxwOh2MvYcQ+HA6Hw+FwAs2x9+jZCI9eZ4VZZRCe/QZ48/fh0NPBm2T6o+fDoafZx9l/ApUhWPsrePha+O0/wHPfBme8D5YcMzXb4nA4HHsVwYhTaLOKUo99nrN4esfhcDj2O5xAc0wtI72w5iew6n9hxyo48XK47Etw9EXg78XTraUdTn2Dfex8HO67Cq46F46/FC76NCw9du99t8PhcEwS60FzAm1W0b/FPjuB5nA4dhMn0ByTJ6rC+ltg1Q9g3S1w+Avg9HfAs/4PWufv+/EsOwle+W/w4r+BO78CV58Pz34dXPAXsOCwfT8eh8PhGAcR0C7GcXZhNChXLNvhcOw+TqA59gwR2P4QrPohPHa9LerxnDfBpV+EBYdP9+gsc5fCpZ+Hsz4Et30R/uOFcP4n4KwPg1+Y7tE5HA5HiiA4B9osQwSUO6gOh2P3cQLNsXsMbLeibNUPoLTL5pW948dwyGl7VPK+a7DCqi19bOktsa13hK29I/SUqlQjQzHwmN9aYH5rwII5BVYsnsNRS+dy9NJ2DlvUhu9N8PsWHA6v+hq84D3w84/avLhXfBWOOGO3x+twOPZvlFLPAIOABiIReX7d+wq4ErgcKAF/LCIP7e1xiQtxnH2IBnGtYBwOx+7jBJpjfKolePKXsOr7sOluOO5ieMnn7PMeeKIe3drHLx/bwa1PdLJp1zDPOmQ+Ry6Zy+GL2jjv+KUsmVukGHhUI8NAOWJgJKS3VOXBTb1c/+BWNnYPIwKnHr6A565YxHNXLOSMlYtZNLc49hcfehq897dw/7fge6+DF1wBF31m7+bGORyOmchFItI9ynuXAcfFjxcC34if9ypGZNpCHDsHysxpCWhvcffCKcVoW9DK4XA4dhN3N3aMTucTVsw89n+w+Gg47a3w2v+EuUt2e1XGCL98bAf/eecGNveUuPzZh/CZlz2LM45azJzi7p2GIsKWnhEe3tLLw5v7+Prv1vMnOwZ41iHzOe+4pZx33EGcvmIRxaBJ7L/nw5kfgBMuheveCVv+AK//7z0r9e9wOGYjrwK+KyIC3KuUWqiUOkREdkzo02t/BSvOgraFu/WlMo1l9u/ZsAtPKV7xnEOnZwCzFTHgnKIOh2MPcALNUYsxtq/Y/d+0TaSf8yZ4169g+Sl7vMrb1nbyhRufpKoNH7zgGF552qG0FvZ8VlEpxYolc1ixZA6vOs0W/egfCbnn6V3cua6LT17/KN1DFc46egkvOWkZLz7xYA6e31q7kkUr4d03w81/BVefZ0XaynP3eEwOh2O/QYBfK6UEuFpEvln3/mHAltz/W+PXxhdogx1QHYawtEcCTaYhxDH5TiNCOdSTujc76hCNU2gOh2NPcALNYTHalse/48ugq7aJ9Ju/P6kqjJ2DZf72p2v4wzM9fPKSE3nt6YcR+HunotWCtgKXnrKcS09ZDsCmXcPctraLGx/bwd/+dA0nHTqfi09axsUnLeO4g9tRSkGhFV7+FVhxJvzgLbYdwGlv2SvjczgcM4ZzRGS7Uupg4Bal1JMickfu/WZJQw1WtlLqfcD7AFasWGFf7N+2x4MSBD0NAi3x2s1rDRgYCZ1Am0qMtl40h8Ph2E2cQDvQEYEnfg63fs6WAz7/z+Hk1046L+s3j+/kUz96lItPWsatH7+QBXP2bdXEI5fM5Z1nz+WdZ69koBxy+9oufvPETq66/WmWtrdw6SnLueyU5Tz7sAWoU99oPWo/eDP0bYYLPrlHBU8cDsfMR0S2x8+dSqmfAGcAeYG2FTgi9//hwPYm6/km8E2A5z//+VbmiLZvGr0H45qeEMekMMmCtgID5bAx2mAS9JWqeJ5iXktgJ8UONETjSnM6HI49wQm0A5nudXDjn0P3U7boxymvnXRC80hV8483Ps4vH93BF193KpecvHyKBrvnzG8t8IrnHMornnMo1chw74Zd/Gp1B+++5g+0BD6XnLycS085lue9+xb877/eirRXfNWV4nc4ZhlKqbmAJyKD8d8vBf6ubrGfAX+ilPohtjhI/4TzzxJjfA+8JkYEiR/7UsxkAq1I/0g4peve3FOi4Hts2lXiRSce3DwveDZjDLM9xDHUBl8pvIlWVXY4JshgOWSwHHHowrbpHsq04ATagUhUhdu/CPddDWe8F970PWhpn/Rqn+ke5n3XPsBB81q46c/OZ9kUzsROFcXA4/zjD+L84w/iH159Cn94poebVnfw0R8+TKiF15xwJX+69a9p/+Hb8d54DRQOzBuDwzFLWQb8JBZAAfB9EblJKfUBABG5CrgRW2J/PbbM/rvGW6kR4cFNPTwv6Xkle+BBS9cF/j60dUVsXm/R94j01IbjJa0DKpEmikKKRkNxzpR+x4xGzKz3oK3a0sey+a0csfgAOq6OfcKuoSodA2Un0BwHCD0b4UdXgPLhfbfB0uOmZLV3re/mw99/iD86ayV/9uLj9ovZNN9TnHn0Es48egl/8/KTWLW1j5tWd/CG4U/xue7Ps/RfL2PLJf/FWSetdHkZDscsQEQ2AM9p8vpVub8F+PDurNcI9AyHkMxz7YFRnhTr0EYm3uNxChABT9mo7r0hJZLWAdK/DUZ2wMpzJrW+zsEyC9oKtAT7wT35ACgSEpnpaw/hmN0IB3ZvyAMs3uAAZ/WP4ZsXwFEXwLtunDJxdsPD2/jAtQ/y+dc8m49ffPx+Ic7q8TzFc1cs4i8vfxY3ffIyFlzxE6R1IYf+9I285B9+zMeve4Q7nuqa8hlmh8MxO9BGJhXimHx0XxskRgRPKZSa+u8WcgLNhLYA1SRZ2zHIrqHJr2efYGZ/DpoRmRVGtIgwWJ7aEN+ZztbeEqu29E33MEbFhnxP9yimD+dBOxAwBm75a3j0OnjDNXDMi6Zs1d+6YwP/cdt6vv2uF/D8lYunbL3TiVKKZx1xEHz4evj5R7h105f4dutX+PQNj1EODa8+7VDeceZKVixxIR0Oh8NijdREZU0mxHHfWiSCLVupci40Y4Sdg2UOWTC50CLJNd8WY/Zov9RjZD/yScnsz0FjGvv3TSW7hqs8tq2fi044eLqHss+oRoZqMulcGYSWedM7oDqMOA+aYzZTLcH//RFsuM2GNE6RODNG+IdfPM5/37WR695/1qwRZzX4Abzya7Qc/2I+sOFD3HHFSq56++n0lkIu+eodvOc7D/D7dd3T0rvI4XDMICTnQfP8SXrQpnhs42DioiReLsRxsBzx6Nb+Sa9bgFDnNsxEk19nXEhlWtET3I4DoIqjMIH+fbuehseu3yfj2VOMESI9+WPVNVjZbzxxRux2IwJP3Qx6Zo07P8FzIOIE2mxmqAu+8wor0t71K1hw2JSsthoZPnbdI9z+VBc/+uDZHL9sZs26TCmeB5d+AU57G+rbl/K81g7++Q3P4fefuojnrljIn1+/ipf+6x18795NlMPJzw47HI79jyxXQmx+7x5WcfR0Felebws57SPExDloqHS2WpgaESSShTgao8FM3gAUmQGa56mb7O/qWCQDneV90GyI4zgL7Vi1T8YyGYyANpM/Vpt7htk5UJmCEe0LxE7KJOfovjxXo/H3kRX/e38oMxUn0GYrA9vhv18Ky06Gt/7vpBpO5xmqRFzxnT+wrXeE//vAWQdGdR2l4MK/gHM/BtdcDlsfYEl7Cx++6Fju/ORFfOzi4/nxQ1s5/0u/45q7Njqh5nAccCQFPgx4wZ5VcRSYP7AWb8cjMNI71QMc/XvJctDyXrypmbgWotjoFaOnxIM2I0KedBWi8tjLpMbuDBjvXkQkNfPHWMhkC6efkxn1W2lEiKbgpLe6fP845kmV1WbHpxmdg2We2jk4NV++9sbGiag6gZyO7wDFCbTZyMAOuOblcPyl8Iorp6yfV0d/mTdcdQ9tBZ/vveeFLJxTnJL17jec+UF46T/Cta+1IaNA4Htc/uxD+NEHz+Zf3vgcfrZqOxd++Ta+d+8mV1DE4TjAMGYyIY6CEk3iw9pXGLFzUPkiITJFhR/yHjTBTEnRjBmRlyJm/HCwJN9uuse6lzEi9Xb16OT2RddQhfs39uydQe0BJg6nm6y4MgJ6PznmJkmbnaAHbagc0VeanBe8o7/MrsFyfC/ICfTKIKy/pW58E/DOzmKcQJttDHbAd14Ox10Ml3ze/upOAU92DPCar9/FC49azDfe/rwDt+z8c98Gr/oa/O874IlfpC8rpTjvuIP40QfP5ouvezb/c99mXv7vv+e+DbumcbAOh2NfkNgQIsaGOO5BqJQASnScE7LvJnfSKo6oml5sU2EYCaReCUn2ySQLhZjpruyWuhnHMVRT43N2W5i7VQo9d15HOvOuzgSSTZisF012R7Duxjrv27DL3htiBsohd63vntx6iQXQBAXaVJS97xgo0z0Uhzfm1xU1eqVnqwftkS192T4YAyfQZhNJztkxL4JLvzhl4uyu9d288ap7eM95R/PZV568T3v0zEhOeiW88btww4fgkR/UvKWU4sITDubnf3IOb3vhCt537YN85AcPs3NgnHAYh8Ox/5JWPzTjetBEhDue6mpIfhcBJWLDxfahUSJxGUelSLcjyUGbrDdBkiIE5AXa5GbgZbqrOCb7ZLyWAbPVg9a/FcoD2f/jna41gjxb0Hqspnx0E6PziYYcqEQITLYoxd7w8GojdAyUazxzO/rKEzLyxyINT03XO/a4p8Kzbu8rTQShNIZAW+/sLLt+gM6BMp0TyFN0Am22EI7AD98CR7wQLvvSlImz6x/cyvuvfZB/et2pXHHuUVOyzlnBMRfB26+Hm/8S7ru64e3A93jHWSv53ScuZG6Lz8VfuZ0f3r95v4lNdzgcu49JqziO7iUyAr2lKmGddZrkglh7ROgfCdneN7J3B4w1mDyl8JTKcommqKKkiBCmAi3eJ5PMQ5v2Ko7JsR2vkuNszUHrfQaGOtN/x+2DlhdoueWMmZqiHBOhIdetZwNUhmpeSs71SXvQiCsPDnVN7APhSBYua3TTAkGZZzsbW/39Y0+QxFM+QQ9aGhI5CWyAQJNrIwl/NvX3xcl930xDG2Ek1PSNjF8Iygm02YAx8JMPQLEdXv6vUyLOjBG+cstTfP7GJ/jOu8/gsmcfMgUDnWUccQa88xdw57/ALX/TNHRn8dwiX3jtqXzzj57P1Xds4K3fuo9Nu4anYbAOh2NvI2b8Ko5ZnlfdZwGFsa+LYddQhW37QKAZSao4ZraRSQXaZI3VrGBCOmveTKDpEHaumfB460dViTR/eGYf5TMl2zGeBy0RcrPMwMTomm1PPJrGCMOVJsdWdM4myXaG3g0PmjbCPU/vWbpAJdLcvKaDnuHc8RLTcI2mHrTJltoXoDoEG2+fWDhvx2oresE+N6l4mVyG+ctxKsrPm2SyY4JFQlJBNylyEyz1HjSouT/MiCbom+6BTXdP2epK1QilFH2lcNyJJifQZgO3fg661sIbvzMlBUH6SyFXfOcP3LR6Bz/+4Nk878hFUzDIWcryU+A9v4H1v4XvvwlG+poudubRS/jVR8/j1CMW8LJ/+z3fufsZ501zOGYZJqniOIZhlhqCdde/iOAlxkucHL8vwnuSHDTrQYvHEv81+XCm3N9mDM9Tddj2ypoAzXLQugYr+8TbCGRG5Xihms28BPuQvVakSkyNQEuM6M7BCg9salJ91Gg7aaFUjUGujUy4mEaoDZ2D5T26Hp7utBOiUnsyNgi05P3J5sUJoCpxCOhEBJrobDkdgm4MfUuux5qUrSm6N0jssbd/jx1SOBWCybZdayIIm3jYZ0QO2nCnrYrejMog9G3evdVVNAvaChgRyuHY55oTaPs7D30XHvk+vO06aF0w6dWt2d7Py792J+2tBW748DmsXDp3CgY5y1m4Aq64GVra4Vsvgq6nmi7WWvD5y8uexffe80KuufsZ3vntP7jcNIdjFpCFIE0kBy1ZtjEHLcAQF6WfVAWzamRY2zGxcthxChooCEa6oNTTdMZ+T8iXX89y0Jp5WRoN5tHXScPk1pQ1s+3fVhO+13wAiQdtgkVCpsHALFUjbnl8596ZBKwTaMnxKIe6uSgUba8JVM2+SLw3uyO69qQ64lDs1av5mqYetPg7Jp2DJtZwT75nPMTkzpXm1UGb3TOmQoBnOWh2XY9s7uG3T45+/k+FYLIRAhPzoKX31X0Y59jRX6ZzMGeXtS2OB9FEbA93Z97PCTJcjWhvCfCVGvd8dgJtf2bbQ3DTX8FbfmBFwiTQRvj2XRt509X38u5zjuLf3nwac4rBFA30AKA4F17/bVvl8T9fDA98e9Qf5tOOWMgvP3IuRy6ewyVfvYNfPrpjHw/W4XDsDWQCZfbTEMe6RWw/MsHEIZJp+NEeMFgOeWaCodTGCCrug9YyvB0Gd6RjbGaMre0YTI3e3WJMgSYTMmaT/LP6UYWTDUtL2HwPbLlvnEFMVKDtYw9aVLFVnIH+kZCqNlSiveBFE2kIcTQClcg0Pw55D1o+xNEkHqvx989okxoTIW3zMIoHrX8kpBzqdN2TzkEzgir3Z98z7gckV1DGNL0+Uj2Te23qQhyzL+joLzFcHf3aNsm117clLbJy57ouHt488b6NNTmkNR60xvvDWPehvUXnYJldQ7lwWD9uJ1VqEmK7GxNLCaWKZk7RRyk17nY5gba/MtIL//dOeMnfwuHPn9SqHt8+wGu/fhc/vH8L373iDN51zlGoKSoyckChFJz3/+Bt18NdV8L/vMH2pGvCnGLA37/6FP71Tafx2Z+v4WP/+wj9I5OrbuZwOKYXIwJ2MxdbAAAgAElEQVTKR2tN5yje8XSmvokHzVeCKN+GOJo9z/fQuyHuRLIcNBUbHJlB3Lh8x0CZgZEQbSbQaDhvf40VGiiGiQiZ0Tx7U+JBC+MQybkHNb638Y6s6t+EQxzj3Ku9ZFx2D1Vq27jsWAXP/B6AwbI1civjhFDVM6H9WO9Bi71g1cg0Dw9MvMrKS/eFMZJ+10SM79RQ353NiStNZkZ+fkzZhMBTOwfZ1jeSrntPz6XhSsRjW/tp37WKlqGt8fdM1IOWhPzpprmNzUKOwyk454WsSMhIGAHCQe0toy8vsdDtfMLaoEDPcJXNPaUJf2dNiGP+mk89aNk9RUa5V4KNEnhsa/+Ev3eixBHmuRfiscaTH40L7941VtWaYuDhqfE/6gTa/oiILfF++AvgBe/Z49X0l0I+f+MTvPHqe7jklOX84iPncvoKl282aVa8ED7we+vV/MZZ8If/GrXi10UnHMzNf3Y+5VBz2Vfv2ONEaIfDMY3EP+hrO/p5etcIw+Uqj45iPIw2K2xigWbES9/f05ljbSYeHilYD5qXiIkagda4kqSh7/a+kVG3MVt3/p+sD1qo60IwxUxIyKTexzoxNxUV7RhOeko1mZwc7s56NO2OB0357C0P2va+ETrykwA5z8Ng2Y5tZDwBnaNrsDKxvp11YXiJkV+JtD3v6k+8xINGZpH+bm0nA/GE5EQ8VrvtSYmqsO7XIE2EYKLE4rGE2hBpmbQHrVTVdA2V8asDDCw+xXpexrLAK0NWVNeHODbxoCVD6hqssKErrj5ZGWTxrgcnFcaals0XIdRiJ2jGWp64x5vo3RYm+XU0LRLSNAct8X42rmewHLKhe4iO/qlNE7Hnc523dcHhMNhksl3Mbs4aQDUSir6H5zxos5S7/x2618Errtyjio2D5ZArf7OO8770WzZ2D/PLj5zLhy48loLvTocpo6UdXv4VeMM1VqBddQ489eumd5rFc4t8/W2n84lLTuD91z7AZ3+2Zs9CiBwOx7SQXNUK6ByOEDGjmuWZnVjvQRMKSoiIPWiTEGh5g3M80iqOKp7ZFpMVJWjmEBEhMkKozbjehoYiIX4RTESpqtnYPZR/s/EDo4y12WKT8qDtXGO9AU1yYGrGV9/XTFebTLfXfWaccNfJ0PB7nRNNA+WIou81FWjdQ5Wmns+qNhPzyoiu6SFmw94kDadsEDgmAs9LQxyNEYYq9hyAiR27ZIkJ56Alx1BsIZIaY7iupLw2tmF2elj3sEhIIl78cJhy69LYYzjGurrXWjsu34fMjJaDZt9fva2fx7bZSRFTHaFY6Z2Ug9YkXy0m/Y6xDkfa481kAs3bXRs070GruUGMkYPWdKLIPu+O924iNBQhEgPtB0NlkLBSSic/0vd224NmaAk8PG/8CQdnke9vbLoH7viyrdjYMm+3Pto5UI6F2e94eEsv33vPC/nWHz2fI5e4QiB7jaMvhA/cCWf9CfzsT+Gal8P63zT8qCuleO3ph/OrPzufLT0lLv7K7fx6TROXusPhmIFI+ux5AWKiUWe2k9frjU0jEHgQERuyMr7v5emuoaal+HfLgyaCUmR90MzYHjSRZP3jh1HWFAkRY6sMGw1CbYn1Cfdhau5JSULr9sibMNgBpZ6ch69OoKU7I+fl8HwrUjoetY9miKkJ69sjxqgCWBQbCpcKnFzvvUqoWTCn0FSI3bW+m/s3NrYkMGYMUW9MVgyhIcTRPqqpQKtPrjQ5D1om5KrxCTCRAhDNHC41bLnfVgJNP5AdK2OEgq9yRTVrz7XICJGW9Fwd14NW6oFqyQ4q10tNBERXUCYk9OaML87zhUTy5xY0RNw0G5E2BiWax3cMsLU3EylDlWj80OOaNVuvuREb4jyWaEjzP3MetGLQXEaICLtyjbTzArChUfWmezIPdj4HzWSfqSfLYYzXUZ6acEeROg+9xBNLns+OnqHaqIE6T+LajsFxo6DCyFDwvTgHbeyxOIG2PzHUBde/Cy79Iiw7eUIfERHuXt/Nh/7nQc7/8u94smOA/3rnC7jmXWdw6uEL9/KAHYC9UZ/+DvjIQ3Di5fCzj8BV58Kj19XMRAIctrCN/3zn8/nrl5/Ep29YzfuvfYDNu6Z2hsjhcOwlRAiCAKPNqD++WY+xhg8TKCESa9hpM74AGhgJGSo3enySHLSJCBYjpDnHYgzkjLTRZq61sT2sxjMwaj1oBrwCiLbehvowovxzjp0D5QaDs35YkR49FGpcjIYwNrg9vzG3LJ8flPxfbLdGW88GW/mxKbLnIY69z0D/VttLqxnhCHM33wrY0MJ0O5JNEphbDBiqRE2r/TWL0LChbqONZyNsfcDmddWFeCae3mQcDYVCTGRbT8QetMSrl4SlTqxISPNJjZS+zbXlztN9YUMcA89r9KAZDeV+tLYetOQ6iMYrONP1JPRtsoJi8z3ZV4rgRyUivxWDGt+DFufI1YY4Jsey9hxMhp54q0QEbTSeaAbLmTcSbE5dXrAlaCMNebEiyTWcXI9je96tuKr1oBVjT279edZbCmvaLty8poNQx9759JjHzwPbsiIc+Ry09Hsbx5RNysQvrP8NhJMPd5RmHjTlgfIoh3XiN+dBq0aGJzsG6B5qbJOQp6pNnIOmxr0/O4G2v2A0/Pg9cOyLbaXAcegvhfzX7zfy4q/czsevW8UJy+Zz+59fxDfe/jzX12y6KM6Fsz4MH3nEetTuuhL+5UT41V9Ax2PpYkopLn/2Ifzm4xdwyII2Lr3yDj77szXjXvgOh2N6UQieX0CMTbhvRlbwoPZ9EQgURGI9Dbb4wtjfl+SD1aPHmHmuR+IQMGs/29n0zDBq/p2RMWP3sdr2EOiwMQfNtz3iklCphlyUJut7smMwbTI8mvGYGPkTlULVyHDHU1080z1sjeFwxH63X2zMKcl71jqfhM7HrdhoP5i0aXOz/peJ4NsT1bj1ARv+Vuqx+VT16DAVSGkhkLr+UXNbfLb3jbBm+0DDx5vl7KXha83Y9TQErTYPJ9kf5YHs+FWGqESGlsBvFIR1RULqwy4nEoo7lkc3JcoZ5znB39a/nrZqd6NAG+6ELfenHjQjQtFX44dc6tB660xUm4sn4IXDRP4cu47xBFrihRSaeNDqJwnsUyLQnu4aor3goYAoCmv2izHNG4D3lao8vKX2PBUSYW695oV6h++up2FDNklgc9aoESYJ9cc1uUckY6pEJvXsN81BSzegsYpjs8W0sfctncRpWhcmj23t55EtzfvRToR0n6QvZAKtEka125kT1yOxSF48tzjquk0cGl4Y3kGgy86DNmu448t2xubyfx5zsTXb+/nk9as48wu3ctvaTj516Yn8/lMX8dGXHMey+a37aLCOMQmKcNpbbCGRt//I3qiveRl84xz43Rdgx6MgwoK2Ap995cnc9NHz6S1VuejLt/Hlm5/cdw1ZHQ7HhMgF8uEHAcY0NlNOGKtIiA1xtF6XMQ3m3GeMSG1eBJlHaSL5PUkOmhc3ErbhmfHWjBPiOOr4ejZAz8aaz2cetEyYZRPpo3vQolyu22g5aJFpvk9HYyTU9Jaq9l5qoligmVigjeJBSzxt1ZI12NqXwZwl0LYIKo0iCJGG0vJNKfU0RFIA2TqHuxrfM1Eq8MuRhseurwnxMyIcsqCNQxa0NXw08KzZVy/SxgyLjcqw6EgbDirGVrrceJttKyHC/C230lLtoa3os3r7AF2Due1JDNw4xHGkWm/Ij75/+ksh3UOVUSc1ash7T3L5gkGllxZdyp1rSVPoKpgozkGz52TgeeN69IZHylRLA3F4W95rKXhh2XrQkmMvhme6hxsmV3f1DdhlkjDI+vO/TqAl2+/F6V7PdJc4YXk7SoHRYc2cwmj3DS2ShqEmJLqmc2CEUBsCVfvZcNczlPuyVAsBTC6/D7J7TINA05KeYzp3z7NhkqNcyErVhhgLNZ+vWb8RioFn38vtv66hMpt2DXPnuq5xe8XtHCg3iDlj6koQmSxEtxLaQjip1zrvQUtCdse4B1W1QSlFcdt9LOx6wOWgzQqe/i3c83V4w3eg0HjD1Ua4afUO3nj1Pbz56nuZ11rgxo+ex7VXvJBLTl5O4Ip/zEyUgsNOt8VE/t9auOivbJjGd18JXz3VhkKu/jErWktc+ebn8oP3ncnmnhFe9C+38d7vPsBtazunrkGrw+GYPCJ4fgAmGr9IiNS/bqxAE5WGOI53eSflyn+3tiszGsh70CbgnUBQKFtmH0HM2AUDJPba1YdgDpRDtnT1ZR6f/i01+0DE2FA30Y2hS2MINDXcjYkFzGhVHBNDbKLOqihvOOYFmhc0yUHLeaiS/Cvl2Sq9R50/eq5Rkns13qB2rm5ewluH9jei1N34XhKGKqZpKX0jQuArFs0pjHoOlOqEUlrRrxmibQRIUhhlxZn25WiEQthPpIVAQcFX9JWqtS1jTBR70KxYrQ9XHUt03b6ui7vWdzd4dI2RtMT61t4SpWoEUW7iUrIQR9GawGvirdURYiIiYwjjkOTAH7+y3vqOXjZs77QisK4kvIjB4Ntxxh60rqEKfaVawbV6Uwe9SXn6fIhjk0qGdissXqzQoqFu2gPr9TZhtWbMybVZTzKpkhdpSV+zp3cOMlgOKXi1kzpPdY2wenuWc2WMZGOsDsP2h9EitAReQ2ho8r9tYJ7dT8SuKN6wunPXb5lwkRBtbDVEqRNoi+ZYD1bPcHXcPoClqma40rivG3rm5TxodpuSe0Im0JKQy9FO55Gq5jdP7KQQH8NCtXfcc811Ip7pDGyHH70XXnklLD225q1IG37y8Db+43fr8ZTij89ZyX//8Qtob3GHdb+j0AYnvsw+dARb7oUNt8G934AfvxcOehanHH0B/376uXS/5HSuWzPIZ25YTTk0XHLyMi49ZTlnHr3EVeJ0OMZBKeUDDwDbROTlde9dCPwU2Bi/9GMR+btxVxr/zipAY/NdzCjxicmPcr0RJWLwPUWkvdTLNF6OghHiCnS1RllDfsZY6zDWdrZ5aKamAmXTIiHx2MWrjQbsHa5SefSncMQh9oXKAPi5z5k4xDGq5irmCQU/N9B6g02HLOi4G2/hmXDwolHFbZL31NjCujnJjLzW2n53WLJbFleZrN3gnAfNaPu+iqsSKr8mlC0RG9aQjj0kTcakjbCxe5hjD25vDBfL7/O2RbXFLxJSL6dYD1p+uPHnFaqhEIHE4akF32sYlq7Pvan5Pm2N58Szo3wozMVUS7RUehCEAJ3+/tR452rK7NsQx6Lv2Vwc3xtzkjGbKJB0jGCbYm/oHuJZh8xjW+8IhXLEnLwXMhYRYjQimoIXT3ZUBnPFKEKMzipJ2mIiY4+nZ7iKjqqUKxWGRkZozxUDsgJNp9dHcl40zSUNRyhRpL80CHFhnnjA9rmuF1p2TC0LelZRPOQEPEDrEDXYAaYdPH9UoZ1sV5IDlY1ZMMaKqMCrPV90/gImFliJQKsMwkgvxiynteA3CLQw3qbHtvXTGvjx55P72igCLWipy6UU5vU/BX1D0H5CzaKRth60UjVXqCMudnLKYQt4unNo3HxCbaTBk2zHmKtMKckN0qMShgSBx0hVs6CtUHPtRpURfG90gd8f947UCBQLKKXsPXEMnCU/k9Eh/N+74JTXwcmvSV+OtOHHD23ja79bz5yizycvPZFLT16ezq449nP8AFaeax8v+oxNJt50l40F/93nWdr5OB9aegIfPPksnmk/lV/0F/jMDd30Dlc58+glnH3MEs46ZinHL2t3DccdjkY+CjwBzB/l/TvrhdtE8JIy4nhxr5/RBJp9rjfaxEQEnrIetAlWcbQz4vbvfGjW7jYB9pSypfZFYqM2e6/Z8pERgvz7lUHmrP0plSQMEMBoxK+die4rC35Uycr4S/Ze/EfNd+meTQiCVoV4eal5Toy5iQrS/pEQpbLZ/bRanhgbxucX7UqMsaXh82MTnYk3lZ8Iy5pRP75jgMBXnLh8/pgetF1DFdZs6+PYxbVGXu2+ANoW5/qz5TC20IqHUK2OVlAiCYnLvj8RslaI1BmmpvGcrFmhX8yEg/Kg0IZUSxSrNkSsoDRBbIPUhNKJrvGgVULD3JaAaqlKwR8/pJDcJiQCODH+Qy1xSJpkjcaT78Sen0pMdq6u+02NR1THgjPUEocYj52D1jNcYWGLolzxqJasZ+nRLb0smttqxyD2qFjPlLJVEU1jbzgVloj8OSADtcdf4ubmpj7EMXm2fxQ9wZMIlKI4uIW5/dvgsIUwb1laxAeyFgItgZ++Vgl1OomfXIfaGHtNe3Vi0q+VCCIaT1cREZQJQTSRsR60sO58Sq6xoXIEcXaNmOTySi/8ms+MGJ9Hn+5gedswR86DJRt/znDV4PVpOLxWoOk4xDHs2QIDpWSANhdQKQJfNW+cXreOBhGXu++WQ011pMx8z0ew5/XC+bnqqMkGAcUNv6G17QWI1IrahKFK7pgW5qDoRSqDTZdNcAJtJnPr39kL9aX/kL704KZePnPDakSEv7r8RF56khNms57W+XDCZfYBtpzslvtRm+7mqA0/4E+3PcifzD+UgcPP4DH/JG568ij+9ZY2At/jzKOXcNYxSzjn2KWsXDLHCTbHAY1S6nDgZcA/Ah+fqvUKNrwLETQ+Bh9PNynuQGac5PMqRAQlgu97hCYOcZTmoUo168rNlpsmAm2ifaMyD5r1dKWhhE0+nhiAipwnKxyxuS9gZ8ET1VgTAqbZOaRpi8q0JvponBDHqNQXb1ticMeLJQt0Po4oH20WjDrePJt3lfA8mN9asOFRphJ7uZTNAwta6Bmu0lap0NbWVjsmE2WhaHmBliul3zVUYenclmSD4+UaB1XVhtbyTtiyIXFjZG/m98GcJbZiYD1xDlqrr4jqiohk+Uoq7v+VvaeN4HuKoqkQrPslPPe1NZ9LFo204aHNfZxx1OJsPH4hE6ieR9VroaunFxW/NqYHLSgkjfaoRJqFcwr0lqAQeONOIuS3IW0mrTNvkDE6bp4cG8s2Mctur7beFd8TonwoHIAOMdqAktQLHQQ+1boS93m0NhSVgcIcpGI9m2EUUokKBL5nQxzj68goH99otAhtW26HhedBm62cLVGZqDgnq4iYnE8icZhfnVc0FVL2/6KvQDQKaBvahJmTmfLJPaFzoMz6riG6Biu86rTDajxo6XrTeQ4rtIpe7T3D9wvZglv/QMugx+LedcghAUpHiNEYEVoKjSGOyTkwEmpaYo9d5qWVbL05equKMIxsiGybPZ7D7StsmG9+0gQ7KVP0PcKRThiOxY8YjHh4ignlEyYCtnZf23tp50CZUlVT7i0xX3mExrYhmNcaZF7r9N5gMFGVVi+iPIomHKpojlo6l+XzW6FD7ORJM+94DifQZipP3ggPfw/efzsERXqGq/zTr57kxtU7+PjFx/OOM490uWUHKq0L4LiL7QMgLKO2PciCzXdz7qY7OXfnP/P3Cxay64hLuavlXH72RMgXbnyCBW0Fzjl2KS89eTnnH7+UlqD5TI/DMYv5KvBJYKwmkmcppVYB24FPiMiaZgsppd4HvA/gkCOOTIsvGBRRMBc/bD47mhpFdVFtSgxB4GNQmFgkje9Bg2B4J0raGzxoxUoPqqsfjjhpnHUIhdhAVIgN0xrDg5Y0qrb2du37xog15ONcLmu8+wSezRXRno9o3WBwjybQdGwsm+Q5ER8jvcAi0FV0bMakfdzGIDKGgvLSAgNSCSGIzaA4FK9zKGTe4DCHNQi0XM5Rg0AzVCLNwEiY5sCkuStN9mGkBc+EiI5QIpSqVeakOzjvQVtkI2miqi0ulS6jMUBroIjqQhyTfZv0tssL99AYAs8jiIYgrNQYvXmxX44MO/pHqEaGIvH6/WK2YuDpPsPOvk4KaIxXJEAT+FYU5kVAWsURFe8nmBt7cAoTqJpY8L30uCaLJjmEoTaI6Ow8Mtp6fXIhp37i02462SAUPCE0tiLpeOMxUdVmaxZa0WEFfBBtRZgfe+u0SsL5FL5Yz5ToSk3YogpLVP2lcT5WnKOX7Cu/2CDQktM6ERNFz35OKYVKrlfJ8iqrkXDPhtp+XJkHrVGg6fh+E6ja+5IKYoEWVaBvM15lCX40gpF2PBOl12VL4DeECib3o1CbmgIaJj8hUXdQNAWURNYDazRhcR4Di07BRPfDSA/MXVqzPS1FHyM6C70VgxF7DgaeahBo1chQjjTzWwvpOurbQiTez3s27OLQhW20xwK6ezhkQVuAn/ey5jyf2hhalKaU26b+UsiCOfa7hsoRRx80l4Pnt8IOgwnaIHQCbf+j9xm44YPw2m/CwhXc8vhO/uJHj3LOsUu59eMX2APscCQUWmHlOfYBoCPUlntZuuYGXvXEp3iVV0Bf8FbWHPJqbt1W4Ms3P8nHrytzycnLefVph3HOsUucZ80x61FKvRzoFJEH41yzZjwEHCkiQ0qpy4EbgOOaLSgi3wS+CXDSqafJiiVzmNffxiaBsDCPwvCg9YzVXVvNqjgKVqD5fgDKS2f0k8do16cRYV7HvUStR2DM8vT1yAiFcACGq8B4Ai2rDufFXohsjA3bbF83glEqm203Oml5mybU4xcgDAEf37PLaBXEOW72c1t6SiyZ28LyUcrsZwKttkLa/G13wGHtYAxaNCo2yMYtqhLP4Gtj83CqpbhHl5g0t0wrKyJzG51u41gCLWkFkBn4khnedURxk2ExBqWEe9d3cer8CkvbW2oFWnGuLW8flmoFWtxMvCVo9KAl+1bFrRPy+yTSVoQElVLcjyoEryXeN40CqBxpin4cdpdsS7ztI1LEj0ZQIhivSItojlw8l6Lv2eIXyb7TYZyrp9DGEGrbow2gJRg95ys514qBqslZBAhzxr/WVqCUqhFzRANB5kEzBl/ZUFBTX7o+Xl9rC4SRNd4L/tgePROFqKCApwIkqlqBZqJ4v9q9byTxoFmPoUl2bF406jKh34ZKhFVaHETb3/O6iYr6ERV9u2xy3WoyT62I1AhkZar22pMmHrQs2xSwRVJEZ/ccP/GqhyO2iFBUxpM4/9GEdoIoHKJFtVDStXIiX0ExCXlNJp1sRVcaJ2S8AkUvLsIhGsGz13XQVttGAYiiiDnRTnZpnYWEDnezcNPDBP7zCfyDasZw74ZdFAOPLT0lXnXaYfb74nudMZJGoolk95mRqmaOthM32/rKHH/KXHZKXqBlRV2MCC0qSq+hwXLIPRu6ufQUm5M7VInSiQkQpNhuK8KOgXPBzDTCMlz3Tnj+u6gefTF/fcNqPvWjR/ni607l397yXCfOHOOT5LC97J/h40/Aq7+O37OOU3/8Ij6263P8+jUB13/gbA5Z0Monr1/FZVfeyU8e3tq0N47DMYs4B3ilUuoZ4IfAi5RS38svICIDIjIU/30jUFBKLW1YUxMKvkerb2fOdaGdIBoaddY+/5z9bfA8a5BobdKZ7LFEh4id+fd1mcjYCnlhXJbeM1EaGjgWeQFoK4PXJunXjt0+R7HHIR1bXCzBCDavS3m2pH4c/uZ7NvxLE1dxjD/XOVBh13CF0UKeEu+QpI18Ia0CWR6I16XxYzEyXlGVpN9VFBeEkLSJsmeNvESg5XOA8vlBTUMcrWdo11CVol/XEDkfupYjjD1oJs0/kqziXFKUYPmp9rk4pzEUKjEIfdBhZEXcslPSr/KUgsoQxf4NNfsk0obA9yjqkfhYZduZL2aReBXKVZ16FvGCmm0fkSK+qaBEo/0igYpoK/osnlvMvBLd62wT4tiDVo0ifE/RatVMY1GOcj8MW89Psj9siGMsLiITVwWMPWiRzZmsGljTMZR6dJLjpI3Gw+BhUNUh6kk8aL6nbJl5b+xG1UaHKL+A5weYsBIfLp3uO5UcO0DIqrFKvphELNCqXitpLYp8E/S40mk51KyJKyjWX4eJQEuPnd+WE4AQ5nIADx5eBz0b0u3Ke9BSb2v82UAlIs++7sf/R7GQUFEp3jZsn0OBRYNraR3Y2BAqmPdMpX0KxV6jQvOc01AFtAVx83WjMXi28AZeg1ex2L+R9q6HrNcsis/jkV5UVMGvDuF7iq7BCk9v3Y4uD7FzoJye350D5bjaZXwemfw+yfpPjlTtdSZKERpoL3r4pmoLpEBN+HNkhKLKVcA1WUiq3R8mDfVEDFJsR40T4ugE2kzj15+GYjudL/gEb/nWvTyxY4CbPnoeF5+0bLpH5tgf8Xw4+gJ4wzXw0UfhkNPgundwwi1/xP87pcTtn7yI919wNFffvoELvvQ7/ue+Ta50v2NWIiJ/KSKHi8hK4M3Ab0Xk7flllFLLVaxWlFJnYH8jdzWsrH7d2ApricciKsyjEA6NWgURaqs4JiGOyvPxPA+tTU3voNGwRoDgaWtw/Prxnfx+XbfNERNd6wkabR2S2pRxmX2NP9QRj6sx/MeO3cS93mKjXmyYWxjEpdg9H/yCLSRAbPgJROKn3jaws/naSGZ8NQlxFDzK1Yj71m6FwZ14cRGTynAv3QMlIm2rX9rRj01Satx6PDwrUFKBZo1rIx46yvdiyuWgpUVCch7NuPhF91CFg+a11IY/jSrQYg9a7LFUYtCJQWu0FbcHHW//b9qbTSNG4hDH0C6z5Bj7cWOsQCv3EQxuSY3wamToGChT8BRBNBwn22TrzecyJsb2SKiz7ajzoJW1Da9TYjBeCwF23xR8LysSEpVhweG2JYHyqIS2YEVSTCTw6jxWfZth1zogExL5iLinu4ZY2zGYGv9VbRBtCI1CVEA1rGb7EOup8RA8JUiTXnPGQAFN4HlUIitex/agVfFigSZxyKIymkL3GutlEoMoD6UUWjySdgh5gWZE8PUIodeaVQvMTwJ4tnDMUCWio7+c7oOE5fNbWdDqQ+w5BkXktaQLGbGVCT2lOOagdkSHoG0p/pbAr6n6WX99J8elPjdUV2wBFi/Zh7HnT4uhIFWKptoQKpg0koYsH1y0QkoAACAASURBVC3xYCeVJrsHanu6agq0+LE4F4Pg4Stlq0nWV1et9BN4cSGWZKLBhAjgYT3FnYMVBrY+QbV7A2AnaNpK23l4zeNs7xtJBVRelEtu+8thiDGGSBSiFIGC1p4nad98Kwx11dwbjBFaVG34dv0kXHrbEIFi+7ghjk6gzSQeux4e/xkbL7yS13zjfk5cPo/vv/dM5zVzTA3zlsEFfw4fXQUrzoLvvIrC9e/kNSsjfvXR8/jH1z6b7969iVf8+++5b8O4NqnDMStQSn1AKfWB+N/XA6vjHLR/A94s47llwEazKYWHQgOh34qnK00FQ5ITlJ8HMSJWXiiPwPcJtc5VLBz9axNDwo8FmogwUA7jKoum0ahpNnTJDClPbKPquR334ulykxBH+xyZrICJdf5poralDM47Jg0VzPcU87GhP0b5NX3WqpGJDbt4xZUBWH8rjNjiIDqKEC9gpFJFb19FYctdKAkBobNzJ2t39LGzbxjfSzxoY29r4vXTceU5o/MeNDvuSAXWqE03Oi/Qmoc4hlHEQDnioHktWc6XCNsGqnQMlLPti6lGWYgjYv+uMYpr1u835iSZCAPWgxZFNo8s/owxJtaMgsoVfNncU2Jjt91XfjSMQbIqlmTnpZAZrFag6VpxFudYVY01jhU2xDGIvUDFwIbo2tC+CFrmp1Ucq1FES+AR+HEvKL8uLDWqpN7CpK+fPa/jMcbez0RAhtqKhFBA4uNQDnUaGqu1TkMcU89kfjeK4CuhGGTjGSuQRHTVetCCQup9ERNRGNyCqgzFe896wRMPWmTilhtJ2GW1jBJDVRWtZwgyFSrGhgaLiUNxs2OScNiiNtqLVrB4CrTfgom/K9mmqja0FXyOW9ZOpDUSN+Se3xrU9v0yYTpBAJkHLSsSZJ+3d+1ifedg2msufd+Ab0ICqTQts594SrP9nWg7O6Hx6La+mqS3SAW0BRKHrkYY5eH7CtPkGvAqA3iewsNk16ux9xkPm2sZakMYRoTxhMtIqFnWv4olux6Iz6XMq5kd5OxaUGKIDGhRKOXjKcGT0G5/ZSAbe+xFLRDWREjUt1RJQkYRg2mZH58zo+ME2kyh6yn4xcd58tyv8pprN/BHZx3JP7z6lLRfhcMxZbTMgws+CR99xM5ufuMc1J3/wkXHLuaXHzmXN73gCN537YN8+PsP0TlYHn99Dsd+hojclpTSF5GrROSq+O+vicjJIvIcETlTRO6e6DptJcS4PL6AwjQVDAJxf6raN71YoBULPtWwrpCGSNNy64kB5ZtKTfU1bYSCZzATEWhk/ZWUEkRXrVctX3yB3FhIqp/Ff4v1gBnl21wYE6UhcYkHbdnWXwNCpGpDHEVX0VHI9t6S3ZbudTDSm4YQRVpjVEAY6digtaGbAgwP9tHiQ3+pQuDZwgD1ivjpriHWd2ZGUBSL2KRIiCeRNf6USgWaIQ59TDc6lx/UrMy+8qiGEUVf2XLm6cYJ67pKbO0tNXgG/e61+LpCvsluU89b8l31J5Kx50cx8NA6RFQA2DC9cjW0uUli8FQm0IpxUbHBckRgKhhVqPGg5T22icfD5gJJNp5YzIqI9RSZiACD9lvwcx40lRQKMToLjURRjWxFv6TaY5A0Gk4PUJn+gX6GKxHVOCRMi9QUf5HYA6qU3V7RmsgoW80zjLh5TQdPdcQCX0wa4miMyQqd5La5oAxF3wqJwPPGrHwqUYgXFPH8Qm4CRWOiCEwYe9DsuB7Y3I+JDXdM1qtLhyNorwUjsYhL6NmQ7a94EiPT+tmY0jPD2CqO2m+1AYOpQLNv+56i4HlWZER2HPPbClmD8nI/B22+iUW9q9LPJoVlslPYvr6lq4e+kTBrCJ8UbQECCQmiERZt+GlNyGykhdZCrf1qYg+2YGIvsuGep7t4ZtcwFNoIVQsFJdajWQ3RidhVtR60u5/uJiz1ESgr0HYNDNvzTUdxyDbpJEBYrRKlDaY1B89rYUkchpvoq3yuWjIJAHHbEYSqsfsTMfgmstdbVK6ZvNFGKCidE2i125wcE5I9WGynPH8lY+Gs/5lAeQD+9208dey7eMNNAZ975cm8/4JjXOEGx95lzmK49Avw7pvhiZ/DNZcT9G/inWev5LZPXMjcos+lX72Tm1bvmO6ROhwzGiu6rNAxyYxrXYhLgpG4IWx9iCPWMG8tBFRigyp5j5Fe2HJ/k3Vlf2tt0kqSkTEUPalphFoONf2lxkIJJheKlLbNimfV69sI5TcnH7aEsbPdWmKTQinwiygT4mEbNxux+yWf4zZ/4CmKvetYv7PfetISwZDm00T4QdHOpnsFjBGCaBhDwHC5zOI5PmGo8TwVl/2v3d+Pbx9gzfb+1MDVOvOgFXzPilAviL1UEWDDqWoEWr6KY/J3nYAyYlBK4Xm1RUJaC7ky5TkKvU9RqFoDXsQaqlnumtSu3/OzHKXcmESEohI80YR44Hl0DpZZt3PA2g5iUCabJEi8BS0FzxbN8Io1BnW9lyrwbEPerNF0PBZlwwFF+ahYABmvgJ8bY9FPBJqtUFiNDPc902sFWsGnJfB43pGLbPhaTRWTMl29/XT2l4i0DckzRpDyQDrApLlwa2A9JEZ0HOLoEca5SGFskIu2VRyViA339Qo1u1EbwVdZ4+aCr6wwqncdd6+DqILoEBUU8fwgG7e24syGE9vpjpMOmZ969PLHDEAqw+igzXrW8jbe9ofjfRzE4X3QzIuuyEQBSlmBFvdOTI4fWDHgeYpACVFYRRthXmuQ5qoSVWykXbU/DQ72kZpmy8n9w9cVvFxRoGQ42hgr0MJBey9Kru2O1Uh5gLY6D1oy16RM0n9M6Bos0T1UgRMuJ1JFPDG0FjyqkQaUrZqovPQaMEbYNWi9kJ6nCCRie+8wAyMhW3fZnD0lJg3XFNGU4l6Blcjg+7aqbFgt09r9GFDrQct7LpVoJA7N9Tzb09AzVcLCvEaBJlBQ8XknWT6nERttYIv2ZB40z1OMLHoWY+EE2nRjDPzk/WwNVvCGNWdy9Tuel1aYcTj2CctPgStugSPPhqsvgEd+wKI5Bb70+ufwpdedymduWMPHr3uEgXKjcedwOECZCIWthqgR22y6zmuS4A3sICCqmak3Yg1JlKK1GFAJa0NlasRBDrtMXDUuqqSGZlvBp6gMJopSQ2HVlj5ue6qzyTpqc9CQeGZcNQpMwRrueQ+gCNYrho/GGrg2By2wHhZlbGiPCMbWJc+KEEQjhGEViL8rLZcdh4NFmqBQgLgJcGSEYrWPISngI8wNIIobfDdxoLGgzRrkP1u13RaXSHPQDAVfoUziQfPSEDijPKRZmfh8X7t6D1ec9+XnPaNiKBbt95s6pavDKoEeicM9DWDG8KA1OZeMraQXeFDwJBXG2ljvjYrX46FzPbSEIxbP4exjllph6hdrvBL54xlqw4K2AqVq3PutzoMWalvMQqHxlUF7mQcNYk+UlligBZSqEVUtjFQiirGH7fBFcwgGtzCnaxU/fWSbrYIZVew4qkOEYchc3YcRaN1yJ4UwKZhhDep5Mkxxx0O2bx82By0RaAUvvnZMhEfi2Y7DB3NEWmjxJL1uktZFDV607qeg3I+YEM8P8P0g825pK37EhFYIKo9jD24n8H2qYRJqGXH3013Wm1Itof1W+xmaTML7BYi917lo2extsvOkMu9I+hecZAVanecmzfNTNtRTGyHwPeYWfRvmaCKiYA5BNIyKrzdP2f5c2eRQXKhFV3LeH0g0ooidfPG8+BxPRHr/FqgO0VrwaxwNaRVHbOinEoNKtk0pIjx8ZcMzRyoVjPIp+l6cu2r35WAlwpcoHq/Cx+6rUjWia6AUS2RJJ6uUaEq5JtFe0ILngZSHaRnakhaIyY8xu+/ZPLhKpPF8e4/wJCIK2m04bk0OmqGYNkjPedAE2PYgbZWubP+JLQhl1NgSzAm06eb2f6J/+1O8vuMdfOeKszj72AkVDHM4ppagCC/5LLz5f+C3fw8//whEVV5y0jJu/rPzKFU0l331Th7d2jfdI3U4Zhx+OITS1TQPSlCjhji2dK9mTtRb854Anggon9ZCYKvnkatgJ80FmtaGRJboKErDehbPLeJj2NIzyIZum9MzakRGVElLTGcdpyBoMn4jVoS25kLvMw9agCgvK7Xv2XLnBc+GGxmwwjWXF+WbKtXQhoaZJE8IUmMz0pqg0GJnyyWK2wf025l2pfClmoojG5pVO+B5rVnp70poUuPL9rzyCIjDlRJDKfYCmnoPml8EnSsyUWNY2WPkKeIeScnnBN+31QuHq5mB2NE7jFKKghfPtMeG6ugCzebfdA3mvj9uEOwpIUATkfXgM1rH4Z62+XkaxmWEom+r4inECrS6Ko7Jro+0sHBOgeGqts2ekwbBygfPwxgIgkLmQfNb0hw0iPdDct56vs1lU4qRaliTtlEoddAy8AxBOEjPcAWiMpHXilSHkaGdLOpbg9FVlK7ixd5VI0IYGeaZXhjZBUYjynrQZGAHc4a32MkOsDmGSsW5lbkQx1iohcbQ4mfhnzaXsdart2pLH90Dw7bQhtYo36/xoCldteedyQpbWG+qTzWK7MSCFkYqoc2BDEto33rQBK/hnE09aEKa8yXY4hbxwc+WDYrooC3OQZMaz00iqAJPiCL73b5SzG0JGK7oVKAZr0AhHAQUHhJPviRfZTCqgG8qWf4UYLyk15sVEb7nERnS6zeslhGjaSv6NfcKnRtjGN+7WgKQ+PzV8RgWtgUMlqoYPJvTmKvi2F8KWdLmccIhiykWfHyx54XtnRahCWwOWnwv9DEMj2TXjldosR60yB7P1sBvKBKSD3FMPMa1HrT22IOWhT9HJvOg5UWeEYGejSzueTQ7biI11UlHwwm06eSJX1C9++u8dfAjfOPdF3DaEQune0SOA52jzoP33W5DOr77KhjuZkl7C994++l84IKjeeu37uP7921u/FFxOA5oFL5oFAqNhxGbN9S0cbIObd5OTViNoJQ1BlqKPiPVJJ9H5UKH6rxZIiTGmijfVjyMr8uFc4p4aIyO0mp4LaPkM8/rvB9/eGe8FfGIxc6mdw2VbfhRTFKJLEn+9xJjzpjYSLYhadaQt1UcX3DkAuYljWHjYKr8zLyOImvYJXanUqkxZnREUCjGM+12n7WEg4QEKM+jIBEkxlhdz696qtrO2hMLEN+zs+86J9CsJ8a3wqVnoy35LiZuGaCzaob1IY46ij0J1rjvL4UQh4j+f/bePNrSrCzz/L177+/7znCnuDFkDBmZGUkOkIkIJCAUCo2iopZoUSoWhQoOFE5dg3Z1W6uXXcOqsrS6LVvLxnIqC9ByKIclSKltOSAKYqKAjMmQSc4ZGfO995zzDXvv/uPd33BuREJWCwbKedfKFRn3nmGfbzjxPvt53ueJCDtJfeBD5AMPnufY5ghjTGITwz6ANgBE6fVnZcXbWuOmMx+GvUfV3AWVsjZRz4ePEe99err+vm0CGx/1OCUw6ffNoA0byiYEJqm53l2UA4mjmpHUIZCna0CAaEeYWHfA2rQS3mTCsqgDIMwSg9Z9NJup2Ul5lqosIUbK/ACx2sM3FZmJmHqm113om986RKZhD19pREPE6D1w8SGKxRkySfeFb5J5jwaw91EBuvamCRS2Z9DsfhYUlQbXVQW+IgaPMRabZfoYm2GaUudOQ40QENOycSq/hYCPg5nOao63hd6rYi5n0dLGhswe5fDDb9Z7q6nZPvfnGF9iBt8DpgsZ1/M9vP47I5YE0Jqg1/w0d8zqJoEZS+OmuHqHKAbXzaC1UsbIaDTipu28Y9mjyQniunNhjGBFHxu8hxBo6pKxabg2PsyTT2z211i7CZBMhiRGCisdhV9HgxFha2TYWZQE0XnFJpqOQbu0qNnMI+vTCYjtwHjV6P3mxSYGTV9zmkkncQSwLlMZZzUnRk+Rmcskjl1/ExWYlXXAmsSghXqZQTMW39SqLoiXA7QYlYdzoew1ngDGftzvK1gBtKtXpz9A9cuv5h/W38G/+sYX87TrDlztFa1qVVprh+Hrf11tm3/8BfDwXyAifN1zbuB13/QsfuR3P8R3/9K7dT5hVataFQAm1mnWKqLTTOHK/wD7ipxm2YI5SfcQw8i5NH9Bb3wxsOnunpOaPoAgjuA9PsCR9RFHN0eY9LvG9+YNAPvzDqWeYZPdsxA7c4IMz86i4W0fPasAI+UeiUgH9rpg38SgdRMybVB1qMmNAoJLW7epAUeMxLQmG3SOQwbJSGoz3gI0T5bltE6HlR3j0PcS45TxSLvROoWzfMBDhNuObXBwWlA2vvtsOmMluFATTNYBLh9R84vyEjzwDnjkPdpQ5ZPBiXaXAbTWCbNt7n//rtOc2V3oXIoznNkp+dN7zvGn95xjZCOH1gqMQPBBgUMMPHRxwdvvPnc5g2ZUKhdaduShd9K61VnRHK+6DUfG4L1uFOj10pvNNCHN5cSYQFWxxKD1uXt9DMH6KGNvUV8mcQwhqt18m/mVjbWBrZXxsTJk0BzzyhMRKu/JnOixrReYJHeV6PHVHGxO7daRxUV8XZFbcH6m8ryu+VVTh7HfxfsqZY8ZnflazJRpi56HLs754IPnMcm8J4bYM7stgxaF3MTuehYBuzRHqPJEH9SAwvsG2+aghdgxq61Lo8SApGNlnaVumjTLqWYr+rDE2oJuarCvktw2LnYxoSLsPNLl8plQYQYMWvtefpC51pZtgaKAb2oNyDbCKGtnC5Xtq7M1DZ8WC0ni2JO5gaMHNjg4cR0jF7MJMTGRrZW+PXCdHk/fgFfL/YnfoTj7AQ5MctZ27sY28yWnUjXmUAYzYlIumWCM4cDYsjsv8VHIrKEOvcRR88a8nkNjO3hbe90QC1gMKucUESZOv0faeThrdK4tljuEEBm7QSwELG0+C4HMORaNAnN8hREo7VSv9bR50zQ1gmBj05mstPeTj5HgpqpSmJ/vNzHkCuzpvloBtKtR8wvMXvdSfrT+cr75la/i6StwtqpPt3I5vPhH4DnfDj/zZfDRPwDgadcd4I3f+bk8cmnBS3/8rZy+tHJ5XNWqogjEWl3VwnKDs1S+IcaAiwmgffT34eH3ILOzrO18FOoZo9x1YMyIwNkPq/X4/oywtAMNQrQZwdf4ELn9xAZr84d6gFZrc9fugC/q5Y0V8RW2mWmDSWtpro0a6CzL7vnT8KHf7oBIz6ClZUUNlY1iFVCKAZtjfKnOdm7E3saN+ChpXsbr3F4CXhJ7631s3n1W7xtcXigzERsqmSCJqcM4ZYpiYP3ce7VRv6zf0UYts9J97hAj2/f/DtYvsLEmmGKJQQviiHX6XmulpbZoT6iyL/tmxGIIncSx3Y3fW1R4hPVRxv3n9ji/VzHJDHecXOvkpjFJ2YRI2SiouJKLYwuyh4A/RGWvHB7fMWh6XbhmN82gJVOWGDE7DyQWQPOz/CBIXJ/bsiba7DorrI8cu4vFwGbfJgYtmaxIL+eT0XrnvtmZpSSTkFbiKFFllly8H6pdTGiU8QgJoLkRpVtHFpfwTU1GxDUz3TCQ3iSi8YHC7xBDQEKj8kaxLOoGE2uapuaBC3OV8fmQDHuSzb6x3ecpo70MoBmRJXOc4NM8qK/0PBuDs5meC5shvsRH0rGM3bmzxiaTkEgT2g2bmACaTcfacO+FkrO7++SzMSDVHhHDmQc+xMW9lEMWqqWmvQVo7QzacNOnlSQ6iXjfdAzaKEvnIzREY4m2UMAiFsuy9C7G2MlC2/eNbtwxaE0IuvFz4hl4N9XvO6+W+4Xo/KIxMNm7l7w610kJI8qCSssoiTCrdC5XrGNslf2NaQatRrprNUYNecdmIP2MWxs2XaMM2jizbE9yjqw5hMgk1zVbVOoZS82pXC+szlq2n29wfJ1ErFMGzVijrJnNaOwosf66AeGbGmNbACeXSRyjrwn5GszOdptPxpgVg/ZpV75m92e/njfvHOP2r/5e7rh+Bc5W9WlaIvDsV8OL/wP8wsvhvb8GwMG1gp955TN56sktvuJH/4j3PXjpKi90Vau62iWYNn8KwYe+AW/r9KUFH3roHAHI/S7TR9+l1vmXHiSEFDorGlTdqhGNATn3EZif66UxqUJMYdQiONsyaBEnwH1/gmtmgBoEQM8KLOpB9+kb6rphdOkeeO+vKlBKPFSdgN3WJIed01DPdQYHdQIEese3ZLYR2+bOWFg7QlGeg2aR5jfSDIoIMURM0KZUkklGJ/Wyme5Of+ytBO/JswyJEQmehZ1oA2QcYixODEJgvHM3WZhd1vC0ICZzpvvcIUaknuF8qQBNXNewhyggBvEJoLXmLEuMluvQbggx2fL7y+bgZmWNj7A+ygkxcOOW5SkX/jvZw3+erph0fcT2GKS6wgxa6wbYz4mpA6A9cxfTnXvw0q8/BM/2I38Mi4vJX8TD7ByTh+9MDJqaiKjEcdCYtk150GbXGaM2983lLo4+SUTF6t9FBFOsQ6WRBp07Y2gljj6BiUjmklwtJDBlCp0vrLT5LbM1qC4RmhpnInmYqwGD32O6e49eX01JlsLJbSh1hilJKU1oaBqPGMPzb97mxsNryjq1bpTGgXGEGKmiozCxMwcxIv38XHtckjywkzhai3FOH2NzJBmbxMSgtfJU61xi0PSOkqjh8yGoM6CeW0PZRBZuXfPi2mMcPVLvsrt2A+cfupsL51Tean2pUuj20jAGZ1QmGVs2Ml2b3QyaRHzTdAzaOLe6WREaAgrQnFGAayR2KgC9FjyS5ekyzAChWruWMDkMQN0kebGxiDHEEHjo3EXO7VUK0EKjpkIxYP3iMndIBa8hyYDVqt5a/fwONVzJnCyZhKhyoFGm3dhuI6mtIMqgjXPL5958iPVcuOPkBie3x3pcCDhr8aWqBtYLYW+gBmrX6Ixha+QwJpmEGAPNArG5Xm+t4UwCaOJGaVNElRMhhXrHoAYq1fgwPPQuuOs39WnGrmbQPq0qRua//G3c/cBDPPyCH+SLnnzsaq9oVav6xHXbi9U85A3/M/zpTwHqdvUvv+LJ/IPn3chLf/yt/Pf3P3KVF7mqVV3dMqFWxkuEesigPfAOKHe4MK85t7MLEUbVeYrde/VB2UjzkooteMLnA9LJcUSE6NXdTl9QZzf+/N7zlE1Isj6LdU4ZtBg75qxlzHxTwfvf0IW5Dhm0ppono4S04I7Zid0cWGYNYS+5P1a7GAMjN5xBi8moQZu8kHbEycZU+SZm5wEQ2wVpK8vWYJPphuCT+10CATZXJmZHgWteFMqy4SnNVFk7cYhVBk2C18YyhMskju1ScmuUNUjnJEYwYYGLjTJJLeBqZ9Da490BNAE3SifadADqrtM7fPTsjBhD19y3tbOo8UFNGXIjHDEX2oOeXkaSoUxkyfjhSgxa3c+2kE/TpxRseR6RJHFDGTQhYEMFvtbrJ3iYnSWEgEPn/cQYPI7F2ft03pjU+Kbz6X0ks2mmzg+CqpPEsQnamItYxDgmucVNNjW8F3CxYvSBX+0A2rzyTAqHxEBu0onxNRJqKtHz2zQ1GEctY5UPzi9gBLJQ0picSfko6zsfUSmcr3FZRjAZJlQ6u5llOo0WaoJvkGT976xRZrhF6wmgNSESbaa5W2ley0g/R9ifjibN09UJoDmsa2fQCky6jkNiy1rZp86gJVZNXymRLr6/1tNx3z35Alg70p1vYoRqRlUcZDE6QrGj3xX7JY4abC+6MRLU/KZzb7S9SYj3Tfe7yfkPIBfu1Rk0cYjNkyW/w4qy4i1+ijEgiUGTrCCIpVk/QZMAWuUhc+n+EUsMngcevcCFeaUyxKgh4SZ6Ml/22YkDe8roPVvTEe978BK1DxirM3hOBgxa6BcVY1RjEJunzQGWKorrowj0xDB20km8rQRMPiIkOe56YZiVw40K/XOSW551/SYmAX9rrAI0l+u5dwr4sE4ljk6Pk03qiMlH3kRWXegYtGaczm/6bhGzMgn5tKrqt/8Pznzgj/mNJ/8Q3/C8j59/sKpVfVrVqefBN7wBfv/fwlt+qPvxK557ih/+2qfxj37hnfzUW+5emYes6jOyIoLEZiC3SV1DCCrnKnepmkBdqaFAFuZ91pIba0NpXWr+hUne7+jj64H9fODuM3vce27Ghx7ZUTMEMVjraJJJiE0GCT1Aq9W+PMnk5gOANpvPyYzp5lWM6DwbEW4+POGLbjtKZkD2zoIriNUMEeG67QnPOrWtfh4RCB5PcnGMdIxLmW3B/Dxi+kH8kBzZWutuGyPEoHb3ADbnww+fo/HqjJbnBRCQ4CmlQMRodplxOGO6uQ8Tmyu4TiZJZnmGedlbnreNvAkV3iybhARjdUbOFb3EUQxkLUDrHz+vPLPKE7xKHFt8lllD0zQ0QaVML3jiYTZMOoeNsnPKoCUQOVx4jMsAzZhlBk0sZ6qcOtvAGKvXSGo2QxSsrxSupeiHFqD5oEEILUC7v17nIxejzsWk13apaax9wNkUEhx8fzGJ6cC2NUavWRGed8thJmubUCqD5lp7/xjBOCofmOQal5DTOt81mNBQSY5Erxb5xuGB4MZQXiRLIdO1FGzYmuNTZQij13w8TEYWK6IIRYo0mLpAaEqiG/VystYkpDV5MU7Zn6yA2RmmpmGtcBhRSe/SDFqj0uHoS71urcPaTPGCzZBQpeuqXtposNZS+6azxW9NQqKve4mjGL3mBlLCLvKh3qNxEyozgjQjanyFGbCtRkwCZHpc2uvdGlGZ691vTjlodTcvVtQXobxE4xuCCNEVOIGnnzrYmYQsZfK163IjZdmM6D0MVBhc3q87BM/uTJn7PMUuSPRYPDnlwCSkPy8+eI5sjLvZWGMtxIAzKt/OOhfHJHEExDdgXWLQlhFaMK6/n9obLIYuQN0SsPkY6xcYESaZofKB+qN/BL6PNxG9eTDWUjZevyN9hdhcrw+XZM8mwze1Mn82x4WSmOZd8+pCyjqMOGk26gAAIABJREFUhPFBuPYZkE3SuZPLvq/21wqg/RVVeOtrmL399fzw8e/nu7/yOasQ6lX99atjnw2v+A1422vgD/+v7scveOIRfunVz+Gn33I3//uvvScN/65qVZ9ZZdJsT9vgRAyhWSi4CjVVo3M2bZZYZ/qAWuSbbs7HsFEkwETQZqbN4IqBBy7MecLhNR64MMeKygmdy7pZM0drMALB5MROauOxRpYG4ufzGXaysfQ5otGWMjOBcW7J/R4NAtPDUO0y3r0P4xcc2xwvxQAsM2gmyfCcWqQb1wUlRzGEEBiVZwn5BlaCzud0AM1x7uIui1oZsSzLdXbJ6MyQNoouSa708xoRTKiX+bOmQhYXEIH1h99GPb/UHWsAW8+wEgkymEGLQsSmxrRIDFpikDau1de95smwdg2gs1qLRpkGkyzajaiMDKAKEWOMyvHqOYw2O1YJETpBaWxBtfRzbm2J7WbQfGo23+GfgDc6q+fXjjHfuFE/MoIJZQJoyqtJDMTZmc74RQGapYyOi9MbIEZ2S931tylQvPKB3KqjnlrVpxm3NIPWmqy0gE1PxLhjB+yAhQlYah8Y5w5nFEjTri821GakDFqdAFqINKaAZt7HCEhO5gyH13JCNcPEBmMdxmXkNEQMB9fHPOXaLY6sZ4SmJrpJxwILoTcJSTLHygdGNsLeGey5D/MFT7pGG3gR3nnfhd4EK812+qZWsGEseZaRWeGDF3pJa/Dq3Nn2dq2LY5vJJlEZrhj80gyajwkQHroFrnuOrjFFC3g7oooO5xX02FAuz6Al51BJxi0x6H1vRcjqPVhcwgoaZSFCZhXAj6ShrCoCTqV5SSYNMW26RA2bDr5jhuLkEOe3P1uNcBJjWwZH1oaxi2Wv1HVDutbSebZ48lAO3BIjIgYj6vwoxnT3jE0MmiV2DFo1lDiGqI6hiUFrpcVttVLN9r31h8oIZ0ni6/JRZ7BkSaHn5+4jpg0GaA2aAraVv1pl1sWl+cMsMWjGEppGJZA2Z/PCe5HT7yFGyOodglfgLNbpPRKabt0rBu3Tod7zK5S/86/5Z5N/zj//uhd1eudVreqvXR2+RUHa238C3vzvuh8/8egGv/btz+U9D1zkm197J7sDycCqVvU3vSKSbMD7ZsEY6WZyCA3mwj2sPfIOYidDSrMuoekZNACEa9YLXvika7AtK9QBtIgPgQPTdnA/mRa4jLpWiWU7zyQIweT4OkmwgjqZlfsAWjZag5Ofk15PJUKRfi4qb3aos3Xd+a1nTHfuhp2H9fHSz6B5LNAyaPpnNFbz4aztWImAwZTnGc8eoNy8EUvoAn5BZ6Mk1MxrZSRdliHRk5ug4C6f4m2BJEDrjBKPhtCzkgA7DzE99z4kepxAVeqOuffquGbqPW1spZcsqsQxicj2M2hHngif9VUwPdTtntc+UDYxSRz1ba0RCmvIRD+TSc6J1Hv9nNF4i9nBp9CSTK0kK7cp72m/xDG5en7k9C4PnNsliuHma9S+PKxdo4AGBUXWl7r9H9T63zW7xKamsiMN+E1Og00I1EEjAn73A6fTsRTKxpPXl7SZN2qAghhO7yx41wN7aiue5pmM7Q032tmp9rpspa5VYm5GudUGubX295WahNgREjwxNF2eWy15/x6xoTZ5d72ZeqZAyak8L48qcTTWKahENIbB9TN2GsDeMmiOt95zgfN7FWzf2B3jtmaVp2w852ctM9bgEUJdIYQOGN5waMrpOlfHPpPjmybZ7Ceg4SxN8F1gMrE1CdG1t+8b0jWAdbB5QtfSlDpXZpx+ltY0KFRL8j0RgxVBjCXEnkEzRlQGGFUqWFY1edpAoJmz5gKPXtjDiwGnmYJt/poVITSehz7850hT9iYhNqMcHdZrIrmxVjjyBNDECJf2KrYyBeOFaW0MSwWHcbF0f4qxiUFTsDYtXPq509k10fs9s0Z51IFRjglpBk0sCEvRDVHsgEHz3Z9rheOJxzZ0YyAbc/3BCbdesw7BM8mg9IFY7XWvk9W7ED2jxBBaqyyeGKegvGXQxKrk1lqwjry+qDl+RLLqojKm0SiAM3YA0JZNf65UK6Twqa67/5Dq176T75L/he/95q/pLsJVreqvbR26SUHan/40/P73dz8+vF7wX171bDJreOl/fCuPrBweV/WZUpIaT5GuUTdikEUy0AkeX86IRCopMCLMpyfx6ycUoIUG02U06WTZtHCY0KRcsnYoJOBDHxStzbNVeVdUhqxjDYwhGkdMM08hqLPZkEErFzOK8QQ2TqT3Trv6Ju9mXfL6EqXb0Nmnag8banWVrBcq4UkSx4hJrBCQWLgoDgk1zvX/7pl6j9Hpd7G7doow2iITZYU8liYEvMkQAotKm2GXJE+FCQoer/88ytFhbWhRxsAguqs+rKBgxIQq2fE3ZFaSoQdQ7hBtkWSDrc2+NsWNj3z4XHVlk5BBVU1g7mNnEqLrUVlWC8I1qyomBi0BNJtTb53SYxWhsMLn3nRIG7925q27tgxNMnq5OK+5NC8x1nJ0M5keDMCvMmhqBd6Ck6I8SxgfoCHDScqcSyCiQdhdlIz2HlBmwWoo7zXn7kQWF5PcTxnEWek5O7oOrrm9Y9DEZF3uF2K6a89KcgM1GWUTyJ2hcJm6JbasRjNPhi85uagbY0OSxkpqio1al9cpmFwErJ/pLJ3JMC7DxRqMVeYlXfe10XusZSsVvKfzuHaEHdng3Kyi2DwKh5+4FDewlxz9ZpVPkRA1lYyIvtTMrSSRtCIszLoagLiRbrLohwbAGYf1JaOwm26tlIsXmm6tMbFRS0xKa1iTvg8q0r1jcuwVctAUkMGi8hpGbXSTKItlMunQjaCRS0iwKblp2/HAuR1l8myRvrP02jNGqL26YDZNhUkMmrgsXd+6kVGHSDQOl36PcVR1TS4Nt544zMY4MWtNpYxeKLvrmBgTQAv4oAYc7dxtC/Rt2uCwRsFj4zX0O8aWQWtNQoTcScdKhvT9wYPvHMzu6rV96tBUr39XcHhtpP14DDhR8Bxb63xg+6E/gPkFNqfTdC32TFqI9DNoYtTFMTFoJnpivdAYDL/AnHk/Qax+jla+KtLNe368WgG0T2Xdfyf1z72M72m+he/4xldydHN0tVe0qlV9curgE+AVb4Q/+8/we9/XTdZOcsePvfwOnnnDNl/5o3/EBx5eOTyu6m9+RUjSrb6xFmOhUttxfK1yR6BMIz1+ephm/Vpln7xXRzx9Ync/aU7UcD5Js44yZygWZxhfuAuMIc9zTAw46n4I3TryzOk8ToyEECgySzWQINfVgjwfdc5zOhUieJMji/Nw4V7yeofSreuOcVNqc1TtwsX7mJ5/P3fec45zu7NOohgYMFLidPfcuV7WHwPV9DizA7dircNIwBB5dK/hnjN7BNHGbtF4rLVIcmXLk2nA1rRIh0kfN84tuTMKZpuqM+EgasaY8Y02raFifaRsnAK0S2CzjvHT86gM2qLxPNRupu9ntAZV+UCIQtX0AM0a0Yw1ow24ac9nPVOJo54cNTtJMNgkG3DfAbTlHDRfV0x3P6aAsKrJbG/1b2xGE6JK3CLJtCIxaCIJoG1TY7FR869ae/YmGi7uLdi+8F6yegcrQlkHnKjxizFC9Pr5yyYwDwr6fQgDF8fLGTQnsXPzrBJAOzDN+exr13swVC/AWoLJsOIx0VNHXdciZtgkXXM0VCSQMFrHNXMyggIvl2NDpXK5loHOJngz0vsvATSNj0jH9dDNlKNDAExGecoy6wHa5950iGsPTJhVTZc1WJmC0FQK0MSCzfA3fQGNZARTIFmhs54xIGmHxo4UDBzc+7CuPcY0g9bgEtiJGJq47BrZXYvp+g7tn9kEE2qklQ6SWCijZh3vvu+cGgeJZrnZoMHh7a1d2Nh9N4zFY1CppXVOv7aCAiAjUFXtvGbdMWjW2o6dixiaJmiIfAuMRefgTGxw+bj/PL4E67DGqOERiTFOn1PSTGSrCkBsMgkZzPM5x/3nZxpRgM7itTb7m9MxByZ5ny1nMmVM23gS6De4Wt2tG/TiMZAlxjc++Occf+C3kFDra1S7TCf6WVpRkCQHUPIps6rh/osLDapPM2giAvWM4MZc2LoduXQ/ITFm3X2d/r7KQbta9cCf0bzuJfyL6uX87a/9Nm47vvGJn7OqVf11qoNPUCbtnT8Lv/dvuh9bI/zzF9/Ot3zejXzNj72Vt3zozFVc5KpW9VdRSeIo0gEg52w/0xAafFWq7LBeKEHixviojEL0Td9gIh1As3HfXFWSSemMySWyxRlMYg8KG9m6+EE480F9FeMosgwT6iSlTBLHoYtjuSArWvMLtcqutm+hHB3C7j0KF+7FxZJKRjqTVS8UiJa7UO6QpaDpsqq7Hf+Q5nxCjMTEBoixXdbUIye+iNk1z0gMjOWGAwVbY0sVFAS0LMqiDsoqinByq+gato1R2slPeVY3HlpjfZRh8LhzH4Azd6Vj7jW3KlZk1mBCza1H11OwcbKbd7kem3bGiiT1AuoEFPE1jwXQaq+26mVVDwCamoSo9NIqGPKJjSvW07FWwNrO8hh8b7iyD6A1UQiLSxzdez+VD3jvybLeqKS1624SE2hDucSgqUR1gyAOF3uTEFA52MW9GSe3Mm47uoYIlI0nMyGxGNp0I7YL+q58oPE6RymDTLG2sQad6/EDg5DCKrtqhV7iWM/VslysGjeI7879PGYqDUXlbLVo42vG25pfh08ALcOi8z/G2Q60eTfS56ecKs3ZC91sZEznajoqlIkNPUA7uFZwZL1gr/Q0IWBCTW1GBB9UItpKGMcHaEKkcRMkS7NFRAXkAMUaOxs3c3RNH59XF8ju+X2dBXX9ZoxKHC8HaGHACAFEpwDNDr4R2pk5kp/r7kJB+ROPbrCRJbCczvXhh9/SS6592c14tUC4Xb+IdKY0xKjuhQkAS+vySIpiyEbd/YIxHUDr5H8ATcnx7TXWJiOyvYfZ3P2IMmjWKRuYZi5PbI354tuPJqAfsIRO9lwF4dxeTVlVZDv3YZoZTA6CsRxYm7A5yQliEfQ7pQPcTZtnGNQZ9oNv0r8P1xcDDq/YLcmN1ZEXqPYQl3Pd9oRD6+N0mSeAtnmCs8eez6O7NaGpdNPEZPq8piSIJdgCmlqt/0UG97Vclrd3pVoBtE9FPfhOwutewr9tXsatL/oHvOCJR672ila1qk9NbZ9Sd8d3/pw6PA7qGz/3FD/wVZ/Nt77+HfzinfddpQWualV/NSWhpmXQNscZmqdVajMQakJTYkdrXNx8os5AZQU1BqK/osQRwNIzaJUPXJiV/WxOairFGMRaCgsuVCqlm2yT3fActtYmmvUVwQfPOF9m0EK1hyum6X2TAcT6CYIdp111nSyrIxpeX+/pZ6x2oNol1jOsn+Ncjm93sKPpJHpqeQ0Y1wG0YHIiwtHNMbcc22KaKdtUR6EOQmhlbolBw1iOryu7FIztexzrdA4llQkNNHXfbEev8yahZpRZnnfjBuvzB5nu3deBqXrteGdqAhoy7hJQDiaZAYQrAzQfdH5mrcgoa9+pElVyZchMa6ShO+rYbMmqXxk0Up6dzg7F4DUOYfB+5+cNIyfkreV9jOSuz2IzVo01QgIexpdDIhcBKjKizbsZtBZERHHM5yUjJ9ywPUJEgbFLAM9aIaaw6TZH7kOP7HJ+VmGtNsMtG0eaHdLrNqS5qpyy9uTO0G08tNlr9QxjnYKE6HExaN4V4O2os4sXESrJ1CF/vIkJtRrhWAVjkmawrM2U7bE53owS6NDHWVGmpg563qLJOXPoc5iM0nPaGc9Uk9yyWzbslR5LIJicOqCywS6IWiVqi9Fh4vhgioIIxASIDk4Lbr92m7Ft58dKKHcIMfYMmqSZx+EuTAvMZJlBi9m4Z3bahxqdcYxikGT2YkQ4vjXGpfugPY5FLGHnIcin4Gscjd6fIvj1k7B5UsGKEcpqcDyMZn61DBoIHnU+jFvXw9HPSufJKogNdW+gAdCUbK9NcC7HzM8wLs8itBJHnQ9s751RZjugb00vF22PVeMbip2P4Y88Wd8jzY9aY4nG6mc1A8DdtPOYHuYXesBmBwAtNFh0fq/9ZjShUias2gWb87TrDrA+HmwMoZJxn29QR0Nog6ptlpxTAwGXvutUVaBSzR6YG5FOTvtYtQJon+x66N3E134lPyIvg6d9PV/3nBuu9opWtapPbW2fgle8Af7stUszaQAvevJRXvtNz+L7/9sH+MHf/uDKhn9VfyMrIl3+GMDJ7Yk2D74BW2hOji95ZP129qbXMZ1OkWysxhqhURfHVuK4xKA1XfN2fq/iw49c6o0AUhNircO5jEIClkYBmsnYPnKca7fXyGKDD4EYI6PMdMACIJRz8vGavoGxmpsVSZKc5GImQYO3bdHtfBMjzM5R1w1ZvUd0I2LU3frWdEPNE5K0UYTCtWHK+t6jzLC9po2cSc15FYThJNl0nBwWQ8OJrTHPu+Vohz2MdX1YLCoxjaEZ2Af6NIOmr5jjkd0HKcozmjl34g6aAzepcUELKDGD+SCrJgq+WZ4JS1V7zT4r8oza+z4YmIbRzsdwEpNhhOiOvs0HbINTQIbRXXtR0L1x6S7iuY/2jRzw6F6j0kwjmKBGFHlmBwDNEkJi0BCV/A3WaQTuv+TZnIwViAzClKMY8HPNiAoNglDWjQalh5ZBU8axbI1KHt2lbELHgC6ZhACEgJXILDvA6e1nKIPmWklm7I+nrxA3JorOiJnYUEddeTBFN3tkRPB2TBhvQ7GOjRWmZdByDS6/9egGm9OJboaMN6lzjSDoZ9AimUDl9TiJCE+//VZdl8l0TcPrrnDMqoY//NCjZOIxNqOKbokFaS+JnY2b8WvHMVGdB1vAmjvDsa0pEvrvBXxFCFGzw/SgAcu2/h2D1jLSySCFbKQC5EG4+LTI2RxnPPXkAQ5N8wTQ0i+TnLGdU8ucwKUHO6OazM+72aj50TtUfpvs6OcDgCZGlBmyGkOgwFRofCQfTXpWWIxuNO1n0HwJYhGXYer5IKfRYCQkGebAtTQxmm7AoN1+fIOIJVQL3OI8Ibmokq4/6xzGqLOmJBdIPQZzve9aBq17zsAL4uG/YO3iXd33UhCnUlJBv+fa75iBpBjUUVXDzpU5tKaVOOrGi8fibZ7cbFsGrQVosrSJ8li1AmifzHr4PcTXfSWvm7yc9x57Cd/zpauss1V9htT2jcqkveNn4A/+3dKvnnbdAX7l2/4Wb3z3Q3zXL75ryaRgVav6m1AROonjlzz5GE84vIZImrlwBXVdk8WGG49uc/uJA9jbX4x1uUq6QtMF4AL6j3czh3v+iMn593X75SFG6nTvWCMKxoAnHd/iwHRMbiNZbBvwvmnOaAgBQtDm6+QDb6I+ey8hREI90yYLtIlKg+shts5zyiDUUSA1G9EVsH4MQsPCo2Gstuht2jHJJGQQPi2WIjPJAS6xRvQNi8FTY4himFfo74Cjm5OuMcqyjAPTvJtlE7MM0JQxa3qGJqpFvrRyp9Bg6hnGV2p4sH2qd1LrTELoHPaCOGXzHoNBa80vnLE0TfIf9A0HTr+d6Zl3kcVSHZsTGNGZmbTDnxq2oNNRmOQCqblJcen9dhaBaWGXQLmGAycmx+kMmvfa6Ha7/6kEuOdiw7WHN/SzxN5pMIrK/7LkHmmSxNEZ05nORK8gp6xDB7Lba9CkLKr2HLfH3RC4uAi895F5N4PWykoJdWewYEZrBGMTuAnUUbOqGjemWTuhpgtGWaTyuueDK8hirRbuJkPGm4jAwfUJZv0I3PB5cPQpLMZH1bShdftDZ7AqH7u8tyPric202ZLEkaZiZOGO6w/or6PHuIxZMOS2Z0Fsex2KYDO1qF+aM4JkYtH/NUTwGLLW5EdSyPQ+k5BZ3eATg6azaAJurKCh6Vm8w+sjbrlmnYPrYya5sFc2nTSUFKBNAmGZMQpS1o+CU2OQaKzOqyVDG6ICy3nZHw8jFibbmGINECa5Za8K1D6Q5z3QEWPxSRK6NOPVVLr5YzNiPcfRpLkzhw0VeX2xN5oByKZQzToJJsBNR9YZFRnh0kM02TqmzSRMrD9ieNoNh8hbwN29d3k5QEszhGnRUO3iml3q/ADh2B1Y1FioqzYHrjs96fshxhRJITQhphy0DERdHoOxRMkICD6aZYmjmE5R8PFqBdA+WfXwXxBf+xX8xoGv47+aF/FDX/vUbkdtVav6jKjWOOTOn4I3/59Lv7r+4JRf/ta/xX3nZ3zDT7+di7P6MV5kVav661jSSRzz9h9eEWVzXIGvKzJqbj5+kJuOKGPlrEkzaA3B+55BayU5Ow/hfIlvWYUYqRPYMNLnDGUuA2MobFSZHwyYGktGpbKu5DSYWUN9/l6qusJGrzb76bFR1CMuiMqPWjakDqIzJkbDgdk6CTajdlPy6gKNGxFROVVAOgZtuI4iORvGqGYWInRMjkYCFESxzHxkWliect0h8sGsVftanUtmli81TzbWXNyb88GHL2jMRwjEkCRXxmmGUb2XrNC1QbNG2Fn0ACxALz8zTsGbr7rfP3xxwekdlUnVKSvMOosQyfcegPf9Gk/YjGxtbqYZrSTta6q+cbRZmkFT6VNMDI+IkNc7ab6nv7LKAJkxuumenCrzrAdoxqj808fUJEIHwNrrKZiMtfFYmaIYOsYiikGQjkEzSd7mrCTAprNJUSyLxrM5zpjua8p7iWP6s8uwMpSN7wEaLbVQ96Hf+Zo26qjBTR2TFb9YFseeCWJwRoG7CGBzbKzV7MQ47GgzMb2JMXE9gB+6OALkJlCF1EwPezObLUscH3onnL+HY8klM6PBZgV7jUmA23bXTns9dk6HIstgQ+wSURKJ+PZ46wMAszyLJML7HtzhoZ2eKQsmQ5zKVGkW/X01AIMjJx2rC+jjEnjZO/os4o3/k7JkB06B0wxDBUDSg4eo13QYsH7GCJx8lspLBTZGGTtloCKjyHqmTDekWgZtCNB0vWIcxs+TmVJErME2c9Z2716+XvMpVLscGBtuOLwxWIcjVns0btwf0zYiQ6waJRm9b/e/N6CmQKAAuwVoNocYcb6kEYffuBYjMbllpmrlkN11bruQ6RgjXjS6JM8UyFab1ydZY8o6FKesnGHAjAujzPIVTz3Bx6sVQPtk1P3vgP/85bz12m/i+84+n5/8hmcwGXyJrWpVnzF18AnwDW/UnLRBmDXAgWnO677pczi0XvB3f+yPue/c7CotclWr+hRUWJbCSQI7uAJfLdQZbwgojCgzlay8l0xCAMZbTAvH7qK1yYc6uQWKCLl0tmJgHGPD4Gdt6HNOQU3t1WbcimZbNeWMcraHzYoBAyJd46Egi25Y3ycZVrCpSdw4Aaeez60nr2Ej7uDNiBgj1gr16BDka5RN6JslsRTOarMdE+M4PHaiksIohlmlTEQ+mqYd8rS+fJoeqs/06yfgxDMSK2UxwXNhd86Zi3uacRV1XsuEOjV9exjfz+0BPOHwGuf2Kh7d0597pDsPUSxBnAKK9Dn+5O6zvO2j5wAFaGoGoo2t9XMARieegs1GyclRc5rUya61I8+WmzyS9K+ep+wqeOtHzzFL8ymlB2elY9CsyBJwNc4liWPoDCGi7Rtkj00NbNEzaO0MmnVkNp2JxOJJYkLbeSSJDWVQaeyBacbh9YLn3HiQ7Umucq9hc52cHE1y3CybwF7lGWXtXKKa1XQW5flUwbKoy2YdTQdeMqtMrDXK9BkRZX5Ck2z2Ldcf2eL41rhnRxgAp3bDIzXjuYlUHhof+s/cno+BiyO+hmaBNUJuDc7PKcZrXKrQ57XGN9IHk9s0S2ZFEFk+HiLSXbMxgh98Rt0QWWbQOhOTATvsTdqMMAlMLs2rAmK66A1rgMUlvW/yNRDD0598O4euOQE3f6EC6RNPR7IRwWTk1vQMJ5HMmi53TV9aX7dwhiKzrI8cO6XnoWMvpBgNAJqxxKZKBkgDgJbWKzZDYlBwTcSY3tl1SUGcAFomkdtPbA0OpSU0FR7Xg9BkYNLKFhUDDXrvet7LLRcXU7j1gGVrM94EGnSODbFkftaz0Pskjh37nRi0KBrEXmQWxgdYHLglATdVDARbEFozlwGD9nhqBdD+svWxP4bX/x3+4rbv5tV33cFPv+KZPXW+qlV9Jtahm5RJ+5P/CG/590u/GmWW//ulT+ULb7uGl7zmj3n3/Reu0iJXtapPYokk9qrvNLT5iuBGxHJ3WQ6Gsk2ta11syn0mIYAbsT5y7JUNITEktQ9dA3pqK+fYZrLIF8vhCdyw3ZtQ6J8ZIxNYNOpoKAacQKjmVOUuZmiHbXR9MUaV9gmdxFGMo2oCQXLE5rrG8RbbWwfYKiLejolRA2P3Dt7Ojkz5g7seXdrp3xxnHJhmnWvdsClTNz/d0Z81ycRitKXzLW0zk68tHR5rrDIxYsCNkNhgokei13ms4JPsMQG08tKyPBL9Pjq4lrNTeu49t4cPRnfC0Z1v37ZIbtTNz66P9LllHVS26SxCwDYLOHKbblKZjPVRxg2HVRbWSRxBZ2zE6G6/GI0iAJifx+cbmgVXzaib1hxGcDblXYWKg2sjtid5d61Z69RN0PcMWmwZqhR0rMc4NffRd4xFnuU94xt8es2gcrjEqJkYOL/QoN9bjqzz5BObHNlQl8TJ5kEmG4eGJ1KZt4ET5aV5zaQFlDHq+WjXV6zpexiLCzVllE7+56zOLqqLYHvSc4yACwuwGbkzGhPRxhfQM6wds5eOeyaRMkkc7ZDlaoFzC9Ji6Oa3isyQhYrRZI0aDcJmAMDUAVFBoRpukHLv2uPRsy6SgFiD7QBiTJEUQ4C2qAORZane2UPPJIwOEm12ZQZNhI3C8jmnDnLbsU249IDKkNN3zigbgEaAyTYXrv9iEMvtxze44eCkZ9CcQQbztC1AWx9lPP+Ww0xylS+rec0yUxubUu+t9nsuRXMoQEtIs14/AAAgAElEQVQMeGywKY6gw1n7GbQmmSsNgJ4YBWihZfwgga0WpDll+4YMWrUH2aT/+2hTH2udPi5dh0agCnDXIztEk5P5GbF9Xnt9dIt1nTRajXkSQ+v6+yxEVSE4I3iT4bHdLK4+iMdVK4D2l6mP/B783Ev52LP/FS+782Z+9O8/nVuPrl/tVa1qVVe/Dt2sTNrbXnOZ3NEY4X990RP5xy+8hb//E3/C77zvkau0yFV9JpaIWBH5cxF54xV+JyLywyLyYRF5t4g8/fG85tooS0GkQ9ShBhDYHB+aZecwtKlrQnpOUy1ZbwNgMopbv5D54aeys6h1NmkQiLxVwImtSdecSLMY7CynJsU6ikyZDFPv4vZOY61RADCfLQM0MWkGTWdjTMrSAtiaFJzdK4ktg9bW4VsRBC/alGRWmZaqCQmE2Y7hOrxecNuxTZ1N0zccHIxcDQGMZa9K2U0bx+HE0/vjMWy0YNCkGWVWojo2EnU+hpT5ZULZsW/YXB00bd8QFs5yds9zeqekDmp04u2IYPMBQCu4tEjBz4n9qJLEUYO0NUC5c69L4OHY1rQ7v9052bxOZ3raGTRj9bJJAK1qAtYvKL3n7G6JR8G8CJhQc+zAhM3JcAZNGbRZ1VBkLdPUAzTfmUyMNXssxi6ra5Rnun5IzBc6kzYIlLbR88ie59BagTGyJA88evImrr3pyYOTogyaSyHDoE3sKG8ljiFJHNO5zNeUYbI6q9WEHrxkCQy1oNO095fNcH4AUm57MRzp5/27wPBWRpiiGnITlEFLM2j9E5JMrgNovvv/kQEbS4rJGtFkZM72mx8ktgrBWQX0Zr/5Qxcz4VT+286gpbWJMZfNoM2qBsTgB0DQuwnWGp1HSzNd+gL9PWAkcnRzxDi3agayeSJ99iu3+e0xMEaZQJJ8MrOyBNDMvueLCNvTPJkO9WsUY5Fm0QVI6wEqeonjAOgYGpU8dq85NAlJzprrx5e+T61tAdrAybU1/DAuGXSYpfMDLDtK5tP+97d+aXcdGhF2S7jv3IxoM1wzI2b9d0Z7jNv3bGd1fdBZsyxtMrTHISIEXDJNynsXx3bNKwbtU1x3/Rb8wtdx5oX/nr/7lhP8sy97Ep938+GrvapVrerTpw7fAq94E9z50/A7/6JzpmvrZZ9zHT/8sqfxj3/xnbz2rfdclSWu6jOy/iHw/sf43ZcAN6f/XgW85vG8YAcWBt2ZMa3EcaQ7reOtpec4m9zbjCP6EtPtmLdsgYPJNgcPHeHCrO7s2Lt/6H2ljXgr8Um7/voSrUlIRuGMzgHNHsae/yhWIARPUy80x6hbsMNaDRb2idlrG9VDGxMe3Sk1wHpozJGN2Tv1RZTT48QYyaxQ+9ZRMPVXgyZR0s5zN4PWLVeNEIosY+HTDvkgXwmAfNK/5uDHLYNmQoVET2GVaSR4Yut6NzkIx58G1z9XGRYzBGiGi6U2pJcWDZk1PHzs8wl2pIYn6RzuLPRYlCmmoGPQbMugzZeAYHcuxSxLHA/dBKPNbhc+Jic/Zudo8g12Dj6FnfWb+ODDO7zlw2dwLlP2LAE0a5eBvE0zaLulZ1K4ZYmZzXoXwGJdbcOD7xritcKqXBI68C8xKlOUmnQrnkd3aw6uLZslXLGMg4ffg52dVvv8BOjUxbGVODbKhp56HtiUG5Xc76ooyxJHMZiWmWjfw2o49ZIZxHAJ6QLpWLJ0/WUSKD1dTMVSDefQYtA4iQ+8ibEsEFcwHakcMHPLTFR7Xqwo0DbSS3B10YnRNA5nVdLaDD6jSS6fwxm0ee2JIh3z2S3RpPtkyKAx+N4Z/vta7albozw2GDD7j0E2huDJTViSOC6xW6medcM2T7/ugILBdgXGIr7UNbbfP66V9WoUiB4zsL4mjrc5d8OXLn2KriYHdc51UGIcsanS3GSqzZNw7LPh+ueq+Ymxl6936Ci5f22DecWqcxDNlEHL1xIA3CdLTAxaVANKotg0m2i61zpfwiKAtYI3eQLv7QdZAbRPbb3nV+CXv5mdL/9xvubNh/jqZ1zL33vWdVd7Vata1adfHboJXvnf4L2/Ar/5v10G0l5w6xF+/lXP5kd/78P86994n7IEq1rVp6hE5Frgy4CffIyHfAXw2qj1NmBLRI49jhde/hOgkzgW6qI4Obj0FGcMTdCQ1thUGrQ7fI3U0B87sMaFWUUdLRDYvPg+naeIQQGB2L757+acXPf3whnKOhB9jcQGa5LVfrmHywZNt+jOftl4BWKu/92h9RFndyuqjeuo15YH2yWfEmCJQasTiJF2Ld3cTpqxSVEBXWUFi9FhwqFblb0bArS2CpWxmUFT1a6bbIKkkNzCqNyP6Imgjmw2V+lhsZ4Ivb65L5ztTDnOzBplp1CG00ddRxQ1cpjkrnOhLRuvc3Vts90MGDQzBFH7JI7tcRPh9G7N/RdL3fmfnycWm1yanKTJ1rrHtdIpI4KLdd+Ais4N2XTMdxcN4zzT12qbUmMJNldA4go9puVO9xq3XLPOtQeT6ic0ej0SOpMQABsDC284MHkcAE0s7D6CmZ8jJlnrZNDEdzloNoO1I91xbtaOY0Qog0o5rZGUaTVg0AayNmUJr7yeFnx1M0SJscgksGji5QwaKNPTuX0GzcyqZ6z5HXAjJoUlmKwzkBm+V7veNlNs6aUHrIoRoZEEFtsZOFsQTApLTzWvfIp4WL7+N0YZ1xzY2DeDNgAPLagKXh+TjTv28Ep12TFIbFQeSp0VGzBslz3XGo0SWXq+Ubba5gMGrf8+KvIeKJlYJ+Y0ZYvFfXlgNzy3uz765VliXeIx/bVgnX4HujzJhgemNd1ie1YbWyyDo9ZF1qhrK4BHJcdheggOP3HwQv33jX43xE7imLVurUBZey6Wkb1aj3G5dpL56Jrl76vHqXFcAbT/0Xr7T8Ab/xHzr3o9L/+DDZ5x/QH+6RfferVXtapVffrWgevhlb+pkuBf/47LMmduP77Jr37bc3nzXWf49p/7Mxa1f4wXWtWq/tL1Q8A/BcJj/P4EcN/g7/enn32CupxB0yEjFKDFCKPtpWfk1mj4r3Eat2P3NV2JIdicjvAR5l53yUfzh2HnYX1MliSOo+R21rIAXYOkDFodAiZ6ZWCM0ATNQHPZoOE0jsw5yibQuAnxlhel9QiTImPReOriEHG0zARaQ8pxUoOBJgQFSCQLe9PvWrdNSojLLYq4McGOyDaPEsVexnJx8xfB9ODSEe5YkARI2rmqwrQMWgpL9nW/a24zlTgOXnuUmSTHU4fJzbHKVceZ1Uw3N+L/fd8j7FUN48x24LNsgjpTdk2m76V7w3nCdvZqH0BTFz1hXqWQa18Rik3mlV/6fFkycBBXkMVm0JQreGwfd2lRMy4GUi+AfJ3GTXvXwGINyoswkBF2YDV6ylrZkzYDj+A1Q0/sMtB6rEpsg5VIxLA+ynoZ3JBBG4BvI0K9dRO4MXVQsGNFOgatPb5tf5s3O/o2g7mz5ePaLmWZQbN4fBQaHzpQ3ZUrNNoiHYcW7By0u6yvbzDNHVvrEzK3DJrUsKfN/3OdgU9Xg3vZGqGScc+4APXGdVw48OSlfNBZ5ZmNj1Nny+MyhbOcPLTZf6bhQWmPLaQcRNe5hQ5n5vav/bLKxoivyE1iUdknP/w4JWKSff6ApWpl3SYjzxWs1UGwscYkSbW0GxifoIy1+NDgW4C+v9wIRhuXM2iDeUzyybJtvum/l2ILpqsdQAhrx5eks8sMWmsSolEAarLSz05G4wiSzvlom6o40APdlcTxU1Axwu99H/zBD1C//A286s0jDq+P+Dd/57OWb8hVrWpVl9fGMXjlm+D0++Hn/x6Uu0u/Pr415pe+9TnsLBpe9hNv4+xu+RgvtKpV/f8rEfnbwOkY4zs+3sOu8LMr0roi8ioRuVNE7jxz5mz7w8ELJYmjLdg9+BSV7Qxqa5pxYVYRre6gX+bi2LmH6bB5FY1ONsRGd/htpvmDG8f1ce2Os5ilZsIaozbtoekAWi05vtrDDhkBUYOGsvEpG6zPt8qSHNOHeFlz1M6thdjLNluJY2iBSQti0nN9GJiEnHoe9RGdY5rmFtod8mGjNertti9zfks22zGxRrmJ1C2DFtG5tMHMTrSuk1sBKdtLcNaSWcM0t1y3PWF9lNFgiK5gXnsWte+CvhsfKBuvOWiunSey/fsMGY4WSJj9AE3PdRSjV8poi+gKZgmgtSC3NaaQbKLuhUtht7YDaLUPjHM91p1t+cGb2Nm4uWu2yddhcVGzrUggsJ0TDCHJN9PlnjLlfGpCH1efk143s4bPf9IxJrllrRhc1zEuuWJ2HyMfcfGGL6by6hxpjCjLJLabF2zf/uLx5zI79cWPvYQEkqxdBmhGBB+uMIMG/Xwe9EwUsC27HD20jTXCHaeuWXYIRNklI5Ls3a2Osy0xaPr4LEtSYzNGWlknPQgfCkfKJrCzeQvBjjAiA6BE/53wWAxaU8HszIDJHXwX7CtnrwRyCqjnZJLmHluJ7uOpTjo4dIZNv9s+1bFlc3JMqDHWqGxXWM6he4wyRvPFIubKpGA+oTz5ed18ZW9U0gK0TCWR1z5zsGY9Yca6LnNtPjrCfP26Zev/9rHpdVWqrQBtVBS6eZF+f8f125w4chjvRmRWDWCqJvT3oDz2ObnsMz+uR32mV/DwG98F7/55/Ct/i3/yh4FF7fkPL3va5Tsxq1rVqq5c00MaZi0WfubLYPf00q83Rhn/6ZXP5AmH13jJa/6Yu8/sXaWFrupvaD0XeLGI3AP8PPD5IvL6fY+5HxgOP1wLPHilF4sx/niM8RkxxmccOtzOH++TOEbAWBbrN3SNfFvrhSMCM7eRLOr3Sxz7ZsxZo01yTLles7PaeKwdhna27frPhSd9eb9zPniNIjOY2GBChTWGBkeoFsuSLbFkzrFbegQosr4JbF0Ey8Zf1hzZtJvcujg2PiapXGr1r3s2rF2zdHRiG1QNsHYEk8DVpFBJljHmconjviPcBgW3M3g9QFOTkN15qTNo6Rj2pyVbNglJDNr6JGdrnCEiPOXaLQpn8Fhq0R33Ns/LGuHMbpWCmw1Z27QPQGTPWkgPzO3lkrx2/uz8qS+Bm1+INdIBtJapy51RED7aIKNZbsoHTeQ0VzCOLfosrnSMuma8WNMZtPR7lREqS4ivaGaX+vmj4LsMNPt4+5zhOTOWJxxe47ZjG/1626DqAZtopJcJ+hDJneHUoSnrIzVCcd0MWgIz40OYYvrxlyED5qcLBgcvcuUZNDfS2a72c7c1v6Cgtn3MPhbUJlMQzWpLDNrwAelcfdbJbSa5pTSFhom3Mt20jiZE3n3/BeK+Zt4a6XpMEXSOsPsLg0Zf9GY7cxfcf+cAoD22SYi9EspxY2hKjm/mrI3SPOPjJCBkOCvavufhJ6kZRyuvBWozQogYkxg04TJVzZVKGbSIfyyARi85VVqzncNMLJ5Ncs8hyBYDJsO4vHNjvLh1GzsHP/vyDYlOMqusdUybUjcd3VLn9uFxvu45VMXB9LjIovb9vF67IfI4aoUuPlE1JfzXb4T73k7zit/kn/zORT5yepef/IZnXm5duqpVrerjVz6Fl75e3dl+8oVw5kNLv86s4Qe+6il81dOv5SX/zx9x5z3nrtJCV/U3rWKM3xNjvDbGeAPwtcDvxhhfvu9hvw58fXJzfDZwMcb40ON+k6Xd88SgGUuTMsiWHirCgUnOedkkRLBd89c3AqTnW5cTTIb1pTYO9QzGy5JJbbQL2pwtoAMFuUuD9cFjnVWAVs/Js2W5T2bVZn9t5PqGq7Vkd4Z57S9rbo0IIehuskocY8f+xBi1WdzHevn9Nvvp/yfp39Tq2uf0hhv7D/E+9qGTEdoRQdQK/fzenPc9cL5//AA4RJv1kQaoSYi3BUeOn+JZp/pjao0QoqFJJhu1j0napHlolQ8UzmIT+JFiANA6Js3AJL3mvkZ5VnkF8WI6h7sWBOv7KVAaZxZOPgvyKTbuB2j95zh1eJoYwnzpMXdcf4CnnkwgPjXumXMc2xzrtWScNrE7D3HtzrsYu3RcYwvQnK7h8dRSQLZZAhg6gKjZdPsljq2sERQ03nLNugJTY7r7opUBFs70bMRjlBXpMuEwDlz+8Rm0IUCL+9TPRZoHnB6CG563/HFNv/5griRxbMFCQX306VwanaBaP9lfw+l/YozcfWaPWeWpfeh6Sz1+7b0jmj8Ig9y2AVCLAXYH0uf2sz8GQDu8XgwCs9vjoFLP67dHjJz9HwJonbQwT86lN71QwVrerkWlj8FkGs+d5vX0e+kTM2g2Bce34epXqkNrBTcemtLOpeJGnez2iqYyYtWoJhsRBlLOjtlbeqzpnmONaOxIiMszoalaMOaMUDWRyocup677vnoctQJoH6/KHfjZr4a9R6m+7g185xse5J4ze/yXb3k2m+MrOwitalWr+gRlHXzZD8Idr4Cf+iK490+Wfi0ifOcX3Mz3fvltvOI//Smvf9vHljT6q1rVJ7NE5NUi8ur01zcBHwU+DPwE8G2P+4WMY4jQZPAPsQ/ximqL7WnOab9OiBHbzrcMdmrbv+894UsUoMWqlxhOtv+/9s48Tq6ruvPf896rtZeq3rvVrV3W4kWWLXmRN+QFL9ixWcwyCZgxMIRgCPkwkxAznwmTkDBA2MKw+AMegvkYwhZDAsTGxsHYMV4hYOFFsrCMLCxZu9Tqtbrqzh/3vapX+6vurqWt+/186tPdVa/qnbpV9/U995zzO0WvB+h0YrdnmLdgjoZCuXWK7ZDCJp1OF4iE2IQcvbvfGQ3lni85B+1YYe8j9PonrbR0vk6FzGSdi0K89LN0gRiQ954cW6d0Scdg6feGP8XRH0HTi/CMFcbxZMJdFcJCwRFlR/MEUESEk0d6ia88L+8zsi1hMj6UFUWZTqezO+IeYcfKLfZLOWignaLORbnoh0tH1NG933zLTe8tRRyL6bRiZV87a93WPcm2KMOd/t333Pfr4rX92YWpOGFfTz2LkS6drqltibvj7OScUTucddzWdAkXrXLvz6Qhk6anM87aId97q4TkO2gFD+YcizwHLVfLBeQ7DWJlI8te2uyGxcligYrCM4kg/hRHR6cL6obrmeIIWiiqa7cg+73Bq7UM5wRbCoVJCvugRRwr2ycvZ4z+zDJdyxi32km3DfgiaPmHjk+nmZrJOWiO5Utx1G8M1l4DQ+uz44N3f3pKiwdFOnLRowqKgcl4mFedVqB/FNIRNDJpxPHVMgbBfTPiOWQFqrXYIULhiHbQRLDctNOp+CAkl1Z/edsmnc7kalRL0BZx6O90o1mxpG7M7Tt/iRfVjlv/WqYjXdm7RUrU6GWvyxYdkRDHp2Z0LW3BBhD4HTSLiZRWhs1eW1zlziCUziEwwPH98PXrITHC5HVf4j3ffooj4yluf8c5uYudwWCYHSJw4fv1juDtr4Mr/hbOfGvebt1rzhhheW87N339lzz2/CE+8prTaIuYS5Zh7iil7gPuc3+/xXe/Am6a1YtaBakrYmdl2mcyqmRKUXdbmO0vjdK+9HLCEW9R5VtYuoQdh+NYREkhITdlp62Xkgydnv+3HSIcVljoBahjO6SUhWQyOGG/SIheOEQci05vkelb4IVti2OZlNvTyvfylpYJV0o7oX6Z/VIIxTL7WQfNsoiG7JLKcXmvIT61vO4VEO8mY7+IsmxCIRsrnUZUJtuLy+8wHevfSFd7vsDEqv7i/qW2JUxEupmKRIGDTM/o1Lje9giLkrGsY5btadXma7NTmJ659Lyi1x/pihMbSvLUniM5aXj3ZyzsMDU+rUU83PNEwhEiEZV7L9EEJEYAcg51Wx+puMpt/xd+55yC7xjA8CYY2w+je7DI5MQy3BTHlQNJSMYIhN/jKKrhkZwCoc8uXceVi4iGnXwHzRtLz6kPUgvnWILtn0d2RJ9e6RRcp9AzclP7AB2JinToms7JI/kOWtHbFSStI2ijHctJLlnBQG/Bd8mdV56whKdQ2deuI1heaifoHmjT6QzRkOUbG8lzYAlFtdKkvyG0WNr+SIduJ+GpeHYMFG0MVB64iC49CMexfDL0QfBSSqVM5JtokpVnbGFy9CB7t72IZetUxaP9Z8PQQNXXt9yG7KqcSEieMbpuM09iv9Q4uCmPTtcSMi/kMtnF3wzbd6/3XeyIOuwbndJqtJYURSpjvgjo2FTaV4fp2WYiaLNn/za49VIYOp0j13yZt92+lbGpNLe97WzjnBkM88npb4S3fA9+9vfw/XfD9HjewxsWJ/nRn17A6OQM133+QZ59abRJhhoMVSiIoFnurjp4EbTiRUVXPIQC+rq7fPd6O7X5vboQiwjTqFAcll1YVsWuCDtMNBrNLoBt22Fa6cVOyMmPoCEWbREnKzWPr/Grt3COhwv6M4lka87CblF8aqacSKa7Ti8QG8lG9yxY1ttGskqGin9BT9cyCLeRlpCWvHbCiEojZFDiCmb4ziV2OKfwVwGtdukKjqBTDi0Rzl/Vy/LetmwUx7aEPcNXQrtPBKZM/VwhYkue6IHnjLWFvQWe/03brmfr3hnthL4CBemOQTIdw9jZhXuhol2JyJMTzo8uTB7V4zV5BHbeX+xoVX5DxY19s49ZRQIhoB1cz1GBAvl39zu5sq+d/s78Ru+V2LSsi864r+WEox00hd4sKfr4PRVH5TbpW3GxrpsMtxeHuXxk+6BZgrLCSLJEuyX3PeQ2IXQU+bxVvbp1gu/9Hp1I5TWAdtw+crYn2JE9saXrTQs/GzusHUvv2hBN6Ih6UJyojsQpheWEAys4Arnm1uEy0U3Lor13hN6efjdCZWXHLwi2bZF2+45V28DRzpTP9rVXQ//JxYfFuqBzpCii6mWm5hGKZTdE2qMOo5MpnZouxQ6abQl9HRGGu2JklCIS8m86mBq02bPzAfjKFbDpRp4568Nc+4VHGOiM8o83nmV27w2GerD4LPjj+3X+/K2Xwf7teQ8n42FuvWETrz1zmNd84ed87aHnTcqjofUo7DkkNhkrF0ErqntB9xMa6Igw7I9QWJau4/Dt3EccG8uyCKkU4kT0znhQ7DDt8Thr3FQ5XYOm7QqFfQ6aWy+yeUWPLnqH/BRH11sorEfypyx6TujkTPlWGZZIUQ2aP4K2vLet6v/as5d3FzmKKaeNGTtGyHF0rRaQsUNIgUPgqe5VwxM/8ZxNL/pRio54NL8uqq0PBtdXP4frPOZ6u+nx9Bboebv4hcp9ZTh9cZKBhBvFKIqguZ93oay5Xxly6lh+vU4Ni3QsO1ezVfQ8yfVA87FhcZKRrlj2vYb8ETS3N9epwwlXbTMYybgvPc+X4qhEN20viqCFYtp5zKZg2trRWX5hxfPYrrPlze2SXw/vM7Zyz/EQyY8IHhlP6XQ4bzNFBNsqUxNVUO+nnxCgV13FNxTWSpCZNNFolN6OaPXneOZYXtSvyufkOo9iSelUwnKm2Q6ZTCbYhoEXQfPw1cHmEevSvVqBVf3ttLnXFBEpdgKdCIxsAnQEbWw6rduXeCmOBfPyvJW9tEccOmOh/GumqxwZBOOg+fnVP8E3/xCu/hR3Jt7E6295mBs2L+VTbzjdCIIYDPWkrQf+6Ltwyqvhy5fAg5/NU9OyLOHdW1Zx+zvO4Sv/sZO3ffUx9o8aKX5DC1FYWyAWCv1/o2Tdi8s5K3roaitYWK25Km8hEnYsLMvC8RrB1sKyC6B9IJuK59hOtilrnvPSuQgWnZG/MPGlOIZsi4hjFb0PL9IE3oJSdH+3MlhSoOIIeQ5KEPpLLBxT8UEO95wBlsNJvWFXIjxUtKBb0h0P1HTZtiRPkRLKKN8BW9b0568RLBv6Vgc4R/53xhJxe6tJ1oYspdITSxAN5aTpyx47U3Dt9LyHWDdMHst3ogL0qMqdPAkdbsSmcCHta57tx3NyvLea5+h2LQs0jiXxwiCWlRUJEbGZTpeYi7ZWjCTlZnB4i+hy6Xre03wRNJFSaXFk51DIHWN/9q9V8JwjEyldg+net7g7zprBTleZsMp7hfyUvtngRLRYikoTDkcZ7qpc6+cn0z7AnqHLqjtc4TgCODMT+ambVbBth5kMwTYMChROg3DKokQ2S8CqMtwRx8YWr4eh6LTTMmM/nIzla1bUUINmHDTI9Ti7+38y9cZv8Tc713Lz97byhTefyTsuXBGs/4fBYJgblg2v+Au48UfwxLd0JLsgmqZTHi9koDPKlZ+5nx/8+kUTTTO0BoWpK2Jla6BK1r3UQDxiEwo5OMxkJekD40TyFupiO6xd1M1AZ7R6Kp5voRN2LGLh4uMtydUHWW59TTmREPdFSWcKa9Byi9zZkvauA5bNyq6QFpdwIzB+lvTEA2XDhB2LVDrD9Ezu+jKHj7AkYrl90LIOqnbQsjVpfkfCi0wFWdz5lR5LUnDN9MYolnTrxHwLyuka2p0kF0Pf2tLn9tLuylyus425/Q5aKFZbDZUfv8qlK7Uurvpeyc2SUCz3XgN+D70IWMi22LKmr3TqnduLrKstzKZl3azqz0XGhdymRG97xK1pyo1FJGTRHvHk+yvYVKJudVY4UbefmrsRVINIiCBk7EigTRZJDhNODBQ5qJWwbFu3zQgcQat9si5KRok4NuuGOultr3yddWxx056Bpefn+lAWsHqggxV9vjrGCsIthRgHbeq4ltHf+h0eueRbXPHPUzy7b5QfvvcCLjypr/rzDQbD/DJ0Ovy3n8LKS+BLW+An/1srqrq0RRw++rr1fPz69Xz0zme44SuP8rzpmWZoNoU1aCJZkZB0RmXl2GdDZzTEpqXdet3ozCKNyb8gEItFPR0s7opXX9BZuVShzphDT2GkD+2UzWRU1rmq5ohaotMF/aMhImWjU0HJKkNaNqQmdFNhkZp30j0ijsVkKp3nbJaLgs4W29bfmWwNmpveWNJB83pbeXLwlajkoJ30ShjakH+f9z3wlChD0fZkpDUAABgfSURBVFykNlO9R1X+uSUXkco7h/s5TB8v+TR/P7T5QXwOmtso3bLLp6o6UR1Bq+H7Ylu5yF9nOX0CyUVMhpMx+jpyC39/ip+n/jg6OZN9Te+xRDyUFQ4pcxL3PcwxguY1W09N6OtMDemtOV2a6p/funOuJNHdV1OKY7YfXhAndBYRNNBiQVeeOkhveyRfrKYEXqQ323ctKDUcf2I7aAeehVsv5cjRI7wr/ve858dHueniVXztbWczUkNo12AwzDNOGC7+ILzzPtj7G/i/G+E/v67Vq1wuXTfAPe+/iJMXdXL1Zx/g0/dsZ2yqxsWEwTBfFNagWTYHxtMcGpsuW4NWC2LZ9LSF6e4MKHme/+R8O70ISSnp6bzn5XZ7+zuinDpcLExiibgpi5qx6cpzUNzaLr+HFg/brOwvr5YXhGwkPbEYXnqSVNug7uU2y6hCxLGZmtEtAzync65OZCGWG0HLiYSQl0Za8nyeHHwl/A2MC4kmip38UAxWXZpzypwonHytTo8toUBZlf6Ty0e+yjh8liXFfbnmgj+C5jouXp1UWQdteqymyIttBUjRqxDN8acuevWXPW2RrNPivfRZy7orC9TNVw0a6Ghjalw3WK9Sg5dngmdzDVOkZG1dGTwHLVgNmsx63gfFS0OuLlhS+MRI4M+pqaoXN9+xlUd2HvQp4VgkYg5d8TDJeIje9ghDiRiLklEWJWOMdMWKCoNny+QT38f6wXv5bvjVfOLA1bz1/CV84i3L8+UwDQZDc+lbDW/+Lmy/G378Qfj5Z+GC98OprwPbIR52uPmqdbz2jBE+/MOnuOjjP+VPtqzkzecuNXWjhsZiOXmLT7GEyTTsOTpRUWAiMGKRiIUhkax+bInn5v3uRTiCyFVXWRB5ToS3qOyMhljSE+eZPaN59Vse2Z12n/MQsi1WD8wylc0lG0HrPQkiHYy9KIT3PFabyIWPiKMVKcen00RDFsenMrUvxqpgx7tJhXK97QY7o2QUTEy7PdxKnS81XnxfIdmUtxocnliXFoiA3PeiQj+6ivSeVPr+wfVla9psEUJziDIXEenQzjroWrJVl2LvnAZmSm+WhNwIWg3fFy3oUWWMKzSLhty86WoLMZTQUdLfH9FOeOCUX++4ahsuQXDCehzscNUavFImBI2I6edUKfbyYduOvmYEcdCGz8zvS1gHvOt5zZeEUmqSZWiqN/L2C5Zz/cZhMkpfXGfSimOTKQ6PT3NkPMX+0Sm27d3Hi0cnePHIJIfGpultj7CkO8aS7jhLuuMsdn8OJXQhXkfUKbqoTabS/P7IBL/dd5xndu1l3daPsXHsAT6X/HNWn/8aHtwwnG0sZzAYWpDVl+uUxyfvgAc+Cfd9BM77U1j/Roi0s2awg9vfcQ4P/fYgn7h7G7c+sJN3vWIFr9s4YlpjGBpDgZx7OtbPeBzsiRT2vEQH3NcOBexJlfdUyf20nNytGlb1eglvfeqd4uK1uhZj+97SLTH8pswnpwwnWOSpYXYM4tgHtJLfLHfSLUvXgx2dSDHQGeX41Mz8R9C6ljDe5mTXqD1u3cvuw9oJKzpfvIeyRVx+ZlF/o0/oa69QDyoIfrRF7JLiL7MmHIcB32I41oVt7QPKOBFODMYO1JQat7Q7Xv3TCMXKph56wYnrNgwX3J//syrzGUHz6vDiPZWPK6BWoR/vOYEdOrF1SmmQzyfWVf2YORLypzjWQg3HN9VBW1VjSsPY1AwvHB5n18Fxdh0a54VD42zduoddh8bZd2yK0akZRKDDjYJNpzOk0op0RpGIhbisczc3T36SmcQyMm9+kL9aVL17ucFgaBFsB9a/AU69Hrb9Gzz0ObjnQ7D+9bDxRhhaz+aVPXz3XZu5b9t+vnT/c3zi7u287sxh3rJ5Wc3XG4OhJgpq0FS0k8kYqIkU0Rokwsui3GhUDbvaWbI77BH9e6RDN3iu+rwADlqZBUe53X8piLjNF+0RJy8DxrJE16vMIdVJpzmmSMZD7Dk6Me8RNHFrrgrHKrs7X3i+FVuCvbATzUWPaiGglH896IiGOG0kYG+/WeKNZ8kImhPRzkkNGyCBvg+LNpR9qFwNlueYBxfN8Ty6+YigucIsNc5P7+ha5nXIrmHjSizEdmqPWNWJXGuF+hm0oPL52iIOawc7WTtYOnQ5k85wbHKGoxMpBK3CFLIt4jJF28Ofhke/DJd9CM56x/xv3xkMhsZgWbDuGn3b9zT84qtw2zXQsQjWXYOs+wMuXrOei9f2s23vKF976Hmu/dx/cFJ/O686bYirTh1iSY+pMTXMMwURtBm3wfHUTIb2tnlYOHnS6LMRvfDvsIutF6ODp1Z/nicaUAFvMVkoplpuISUFP+uFYwmZOYiEgE5zjIbsrIM93yIh4DUuzr/PG9Oi8wXWJHdgyTm1G1OuyfTLBFukdI8r0I5ZZmbWKbGzoZxeRM31XNkNmHlY0q+6lNnMTqtWm9GiKYsSAR1iS7ePaJWlu+dY1tOeBeWgVcOxLbrbwnT7laa23QV3/rnup/HOn5bPjTYYDAuP/nVw1cfgsr+G5+6Dp38AX7tON/ldsYU1Ky/m7y7fws2vWse/P7OPO7fu4dM/2c7y3nY2r+jh7OXdnL28O/+aYTDMBitfuW4ilevjV1mBLSAzAcQhyuHZ5YRrc1gsu+quvLfYLZxD5XaWZ7OQmw2WJag5iISAljlHnKwC53ynOELpNK+cImaDV6P1TnFsMpZU+AxD7qZdAz2Acil+nmMe2JJszeE8bATNckNjtjVogQ8PxUm3LWqZtldZkRATQZsF+56Ge/8Gdj8OV3wETrveRM0MhpcroSisuVLf0v8Aux/VDtvDt8Adf0z7wMlcu2IL155zIePXncODL6R4dOdBvnjfDt7zjWOMdMVYM9jBmsFO1g5qCfLBRJSetvC8pzUZXqZ0LYVErpZkMs9Bm4ddeWcWtWce2QhapDaHpf+UQIv1jUu7sgIHHuW0E3KLz/rOK8cSxjqWQtfs2+XEQg4RR+WEUOrgt9hW8UjYDUifKokXBX65OmhWBRn/bOpw4/pqCqU/40KZ/apYNix/ha67axKzcdBqIhRlcmAD4ruuNhOnkiLofJ2jbq/cDJSC3Y/BQ5+HHT/RqYyv/qJuvmgwGE4MbEdLQy89T0v1Tx6FnQ/Azp/BPR8ifmAbrxw4lVcuuwAuO5/jg2fz9BGLZ/aOsm3vMf7xwQP8/vAEL41OYYswmIgylIgymIjS3xGhryNCf0fU/an/TsRCLbOzZ2gSdihPRW0wESWdURwen56fCNqiM2Bo/eye6y24B07ONu0NRMCea6Xa0pSbD9mxqHcETYR0uDPXIHkWrBnUypIHx3R6aT0iaLqXVkENWrkUx0ZQY4PihYRdyUHzIkepAH3m5gkRKZkK7G0K1vR1a29u397ZiITUilNirjSLkN2A91u/l24g02PwzI/gkVvg8POw6e1w1cehY6DZlhkMhmYTTeRq1gDGD8Hvfq5vP/so7S89yVn96zhr1WWw4ZWw+GywQ6Qziv2jU+w5OsGeo5PsPTrJ/uNTbNt7nAeePcD+0Sn2j05xcGyaiGMx0hVjaU8bS7rjLO9tY81gB2sHO0jGTfrkicjKvnZW9rVz12/2EpkPkRDLYtatS70Fd6SzYZkk5c4SC7kNZ+tshmPPfTHnLebruVteqpeWF6lrioNmlWgy/TLBEqmeNhqkEfg84ViCU0IkI+fstIYzEoRc6nIdI0q2hSXFrTuagZOtQTMRtGImDsOOe+Gpf9HRst7VOmJ22vWzkyE2GAwnBvHufIdt8ig8/yDsuAe+9y7998ot2KteyeCqyxhcMsQZFV4ulc6wb3SKFw5pddldB8d5ZOdBbnvoeZ4/MEZ/R5T1IwnOXNrFxqVdnDacMD3aTiASsRCdTW/14C4iGlxfUwqvpU29LbFrkfAO8FoixWqL80HItoocMccK0F+rXtiV+3YtZLRMe+s4PUu644wUqutQn0htvbHKKFLOJzqCVtdTBCbUgGhe6zto6RQc3Q1HdsHhnfD7X8ALj8KBZ7V86cnXweUf1iIgBoPBUCvRBKx9lb4pBQe2w7N3w9bvwI/eD31r4KTL4aQrYGRTURF1yLYYTsYYTsY4d0V+75jJVJrtL43yqxeO8MvfHeYbj+xiz9EJTh7qZNOybs51hUoSsWYv4A31YvPK2voJ1YUADafnm7IOmrs5Ue/FTanI1Kxfyw4QeZklZy7pKnrtWNjmotW9dTlfVezwy7Ze364WQRMpliOtI5YlWCW2KurVK7CuNMBBC9lW/Xd2AlIxXXaeaD0H7bY/gAM7ID2lu9qnxrS6TnIpJJfoPPwrXwvDGyFa307hBoPhBENEO2R9a+C898LUcV27tv3H8J3/qtNfVl2mHbZVl+poXAWiIZv1I0nWjyS5YfMyAPaPTvHLXYd5/PlD/MO923lmzyjrhjrZvLKHzSt62LSsyzTXNswvYjVUPhzgtOEEh8ani+73HLR6Lz7n00FrjzhFmy/zRdgpHa1q2jWgbx1EXp49I8v1Hcuy9IKGpjiWY6GmONY7ujUfacvzRcixTsAI2hX/RzfkdCJ6Jyea0F3BW+RDMRgMJxCRdlh7tb4pBS/9Rjtrj30Zvv8neqNo9eWwfIsWcLCrL6r6OiJcccogV5wyCMDR8RSP7DzIQ88d5GN3PcOOfcc5ZTjB5hU9bF7Zw1nLuoiHW+9SbVhAWI2PoCXiIRLx4vkQDWuHpN6BimQsTCo9f/UqJ0wrjiaLTdQT25KsPHpJWkS3wLGE9oizoFIdhfrWYwHEw3Z2g6fZdEZDnL+qvtkRrfdfP0jzTIPBYGg0IjB4mr5d9D+02MiOe+HZH8OjX9a1a8MbYcm5sPhcGNmoN5eqkIiHuPyUQS53HbZDY9M88txBHn7uIH/3o6fYeWCM9SPJrMO2cWmXqWEz1EY0qb+TLYAnmFJxoTwPlHMQDScupRQzWxHLEi5d1xrOYlAaEUEbSsSK2nk0k3pHuUXNchtr06ZN6vHHH59ncwwGg2EBopSuk33hEdj1EOx6GPY/A+2Dupl2/zpdJ5sYyd2iyUCZAQeOT/Hwcwd56Lc6yrb70AQbFic5d2UPpw0nWDfUwXAytmBk/kXkF0qpTc22Yz4x/w8Nhtbn2GSK6ZkMve01tJowBCKVzrDr0Dgr+16e6bH1otL/w9aLoBkMBsNCQ0Q3Ku5aCuvfoO+bHocD22Df0/r2uwe14NHR3TC6V9fWtvXoNO5oMvcz0q5TvJ0YOBF6QzGucSJcszwGKx2OTkzz7P4X2LHrOL9+YpI7j05gWxZDiRi97RF6O6L0dYRJxsO0Rx3aIw5tIRtLlHYk2wdg+YXNHS+DwWBoMM1XU335ErIt45zNM8ZBMxgMhnoQjmtRo0UlRPpnpmF0D4wf1KmRk0f0z4kjuq/jzCRMHNI/U5P658wkZNIkUGxSik0hoE+hehUTqTQTUzNMjs0weTTDVCrN+EyaI2nFTEah0NLdtm2xI7Sab7QLYcciZOtbYWpKqbyKq08b4vWbFtdhoAwGg8FgMPgxDprBYDA0Gieci7jNEQHi7q0U6YziyPg0h8amOTKRYmQmw5+lM6RmMqTSiul0OpBgw+qBjjnbajAYDAaDoTrGQTMYDIaXMbYl9LRH6DF1FwaDwWAwLAhmLRIiIvuB382THb3AgXl6rUZi7G4sxu7GslDthoVr+4lg91Kl1MtKy1tERoFtzbZjAbNQv/etghm/uWHGb26Y8Zs9Zf8fztpBm09E5PGFqOpl7G4sxu7GslDthoVru7F7YXKiv/+5YsZvbpjxmxtm/OaGGb/6ULqFvcFgMBgMBoPBYDAYGo5x0AwGg8FgMBgMBoOhRWgVB+1LzTZglhi7G4uxu7EsVLth4dpu7F6YnOjvf66Y8ZsbZvzmhhm/uWHGrw60RA2awWAwGAwGg8FgMBhaJ4JmMBgMBoPBYDAYDCc8DXPQRCQqIo+KyK9F5EkR+esyx20RkV+5x/ysUfaVI4jdIpIQkR/4jrmxGbaWQkRsEflPEflhicdERD4rIjtE5AkRObMZNpaiit1/5Nr7hIj8XEROb4aNpahkt++Ys0QkLSLXN9K2SlSzu9XmpUeV70lLzksReV5Etrrj+XiJx1t5XlazvWXnZj0QkStFZJv7Wf1ls+1pRUTkKyKyT0R+47uvW0TuEZFn3Z9dvsdudsdzm4hc0RyrWwcRWSwiPxWRp93r2Pvc+80YBqDcGs6MX20U/q8141d/GhlBmwIuUUqdDmwArhSRc/0HiEgS+AJwrVLqFOD1DbSvHFXtBm4CnnKP2QJ8UkTCjTWzLO8Dni7z2FXASe7tncAXG2VUACrZvRN4hVJqPfBhWiv/uZLdiIgNfAz4ccMsCkZZu1t0XnpUGu9WnpcXK6U2lJEmbuV5CZVtb+W5Oa+4c/nz6M/rZOC/iMjJzbWqJfkqcGXBfX8J3KuUOgm41/0bd/zeBJziPucL7jifyMwA/10ptQ44F7jJHSczhsEot4Yz41cbhf9rzfjVmYY5aEpz3P0z5N4KC+D+ELhDKbXLfc6+RtlXjoB2K6BDRARoBw6hL6pNRURGgKuBW8scch3wNfc9PgwkRWSoYQaWoZrdSqmfK6UOu38+DIw0yrZKBBhvgPcC/ww0/bvtEcDulpuXEMjulpyXAWjJeRmEVp2bdeJsYIdS6jml1DTwTfRnZ/ChlLofPff8XAfc5v5+G/Bq3/3fVEpNKaV2AjvQ43zCopTao5T6pfv7KHqRPIwZw0BUWMOZ8QtImf+1ZvzqTENr0NwQ6a/Qi9N7lFKPFByyGugSkftE5BcickMj7StHALs/B6wDXgS2Au9TSmUabGYpPgP8BVDOlmHgBd/fu937mk01u/28HbizvuYEpqLdIjIMvAa4pZFGBaDaeLfkvKS63a06LxVwtzuW7yzxeKvOS6huu59Wmpv1oJU/p1ZnQCm1B7QDAvS795sxrYCILAPOAB7BjGFgyqzhzPgFp9T/WjN+daahDppSKq2U2oDeVT1bRE4tOMQBNqI99SuA/yUiqxtpYykC2H0F8CtgETqE/jkR6WywmXmIyDXAPqXULyodVuK+psp6BrTbO/Zi9CLwA3U3rLotQez+DPABpVS6QWZVJaDdLTcvA9rdcvPS5Xyl1Jno1LibROSigsdbbl76qGY70Fpzs4608ue0UDFjWgYRaUdnX/yZUupYpUNL3HdCj2GANZwfM34+almTeU8pcd8JO35zoSkqjkqpI8B9FOel7wbuUkqNKaUOAPcDLVNkXsHuG9EpYEoptQNdh7G2weYVcj5wrYg8j069uUREbi84Zjew2Pf3CDra0EyC2I2IrEeH269TSh1srIklCWL3JuCb7jHXo3OzX01zCfo9abV5GcTuVpyXKKVedH/uA75HcfpHK85LIJDtrTg360XLfk4LgJe8tF33p5c2bca0BCISQjtnX1dK3eHebcawRgrWcGb8glHuf60ZvzrTSBXHPldsABGJAZcBzxQc9i/AhSLiiEgcOIcKgguNIKDdu4BL3WMGgDXAc420sxCl1M1KqRGl1DJ0wea/K6XeXHDYvwI3iOZc4KgXsm4WQewWkSXAHcBblFLbm2BmEUHsVkotV0otc4/5LvBupdT3G29tnk1BvictNy8D2t1y81JE2kSkw/sduBz4TcFhLTcvIZjtrTg368hjwEkistwVn3kT+rMzVOdfgbe6v78VfY3x7n+TiEREZDlaKOfRJtjXMrg1tP8PeFop9SnfQ2YMA1BhDWfGLwAV/tea8aszTgPPNQTc5qq5WMC3lVI/FJF3ASilblFKPS0idwFPoHNdb1VKFS5eGk1Vu9FqZV8Vka3o8O4H3EhDy1Fg978Br0IXcY6jIw4tSYHdfwX0oCNQADOqtKJc0ymwe8GwAOZlSRbAvBwAvud+bx3gG0qpuxbIvAxi+4KZm3NFKTUjIu9BK7LawFeUUk822ayWQ0T+Ca2i2isiu4EPAR8Fvi0ib0dvpLweQCn1pIh8G3gKLehzUyulhDeJ84G3AFvdOiqAD2LGMCjl1nAPYcZvLpjvX50RpUxqqMFgMBgMBoPBYDC0Ak2pQTMYDAaDwWAwGAwGQzHGQTMYDAaDwWAwGAyGFsE4aAaDwWAwGAwGg8HQIhgHzWAwGAwGg8FgMBhaBOOgGQwGg8FgMBgMBkOLYBw0g8FgMBgMBoPBYGgRjINmMBgMBoPBYDAYDC2CcdAMBoPBYDAYDAaDoUX4/1hYPW+K9niIAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 864x432 with 6 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"with model:\n",
" trace = pm.sample(draws=500, tune=500, chains=2,\n",
" target_accept=0.9)\n",
" \n",
"pm.traceplot(trace, var_names=['phi', 'logit','odds'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### ADVI run performs not so well:\n",
"`logit` does has basically no density around 20%"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
" <div>\n",
" <style>\n",
" /* Turns off some styling */\n",
" progress {\n",
" /* gets rid of default border in Firefox and Opera. */\n",
" border: none;\n",
" /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
" background-size: auto;\n",
" }\n",
" .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
" background: #F44336;\n",
" }\n",
" </style>\n",
" <progress value='10000' class='' max='10000', style='width:300px; height:20px; vertical-align: middle;'></progress>\n",
" 100.00% [10000/10000 01:04<00:00 Average Loss = 681.1]\n",
" </div>\n",
" "
],
"text/plain": [
"<IPython.core.display.HTML object>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/lmar3213/miniconda3/envs/ppl/lib/python3.8/site-packages/theano/tensor/subtensor.py:2339: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
" out[0][inputs[2:]] = inputs[1]\n",
"/Users/lmar3213/miniconda3/envs/ppl/lib/python3.8/site-packages/theano/tensor/subtensor.py:2197: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
" rval = inputs[0].__getitem__(inputs[1:])\n",
"/Users/lmar3213/miniconda3/envs/ppl/lib/python3.8/site-packages/theano/tensor/basic.py:6611: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n",
" result[diagonal_slice] = x\n",
"Finished [100%]: Average Loss = 680.96\n",
"/Users/lmar3213/miniconda3/envs/ppl/lib/python3.8/site-packages/arviz/plots/backends/matplotlib/distplot.py:36: UserWarning: Argument backend_kwargs has not effect in matplotlib.plot_distSupplied value won't be used\n",
" warnings.warn(\n",
"/Users/lmar3213/miniconda3/envs/ppl/lib/python3.8/site-packages/arviz/plots/backends/matplotlib/distplot.py:36: UserWarning: Argument backend_kwargs has not effect in matplotlib.plot_distSupplied value won't be used\n",
" warnings.warn(\n",
"/Users/lmar3213/miniconda3/envs/ppl/lib/python3.8/site-packages/arviz/plots/backends/matplotlib/distplot.py:36: UserWarning: Argument backend_kwargs has not effect in matplotlib.plot_distSupplied value won't be used\n",
" warnings.warn(\n"
]
},
{
"data": {
"text/plain": [
"array([[<matplotlib.axes._subplots.AxesSubplot object at 0x127454190>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x1274230a0>],\n",
" [<matplotlib.axes._subplots.AxesSubplot object at 0x12816f0a0>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x128210100>],\n",
" [<matplotlib.axes._subplots.AxesSubplot object at 0x12823e160>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x12826b310>]],\n",
" dtype=object)"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 6 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"with model:\n",
" inference = pm.FullRankADVI()\n",
" mean_field = pm.fit(n=10000,method=inference)\n",
" \n",
"trace = mean_field.sample(1000)\n",
"pm.traceplot(trace, var_names=['phi', 'logit','odds'])"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x1249002e0>]"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#plot convergence:\n",
"plt.plot(-inference.hist)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.1"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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