{ "cells": [ { "cell_type": "markdown", "id": "9941e1ce-2ca3-4581-a187-9676c6442d1a", "metadata": {}, "source": [ "(lecture_19)=\n", "# Generalized Linear Madness\n", ":::{post} Jan 7, 2024\n", ":tags: statistical rethinking, bayesian inference, generalized linear models\n", ":category: intermediate\n", ":author: Dustin Stansbury\n", ":::\n", "\n", "This notebook is part of the PyMC port of the [Statistical Rethinking 2023](https://github.com/rmcelreath/stat_rethinking_2023) lecture series by Richard McElreath.\n", "\n", "[Video - Lecture 19 - Generalized Linear Madness](https://youtu.be/zffwg0xDOgE)# [Lecture 19 - Generalized Linear Madness](https://www.youtube.com/watch?v=zffwg0xDOgE)" ] }, { "cell_type": "code", "execution_count": 1, "id": "2fb45089-f9d4-4129-b7ff-3bcb13ed8ba7", "metadata": {}, "outputs": [], "source": [ "# Ignore warnings\n", "import warnings\n", "\n", "import arviz as az\n", "import numpy as np\n", "import pandas as pd\n", "import pymc as pm\n", "import statsmodels.formula.api as smf\n", "import utils as utils\n", "import xarray as xr\n", "\n", "from matplotlib import pyplot as plt\n", "from matplotlib import style\n", "from scipy import stats as stats\n", "\n", "warnings.filterwarnings(\"ignore\")\n", "\n", "# Set matplotlib style\n", "STYLE = \"statistical-rethinking-2023.mplstyle\"\n", "style.use(STYLE)" ] }, { "cell_type": "markdown", "id": "f9465b34-195e-4dc5-9eb3-329eefd6ee70", "metadata": {}, "source": [ "# GLMs & GLMM & Generalized Linear Habits\n", "\n", "- Flexible association engines, not mechanistic scientific models of mechanisms that generate phenomena\n", " - May leave information on the table\n", " - May be less efficient\n", " - Mechanistic causal models often more interpretable\n", "- Rather they are information-theoretic devices\n", "- Even still, >90% of scientific work is done using GLM/GLMMs\n", "\n", "**Alternative Approach - Start with simple sceintific principles, and build in estimation**\n", "\n", "## Revisiting Modeling Human Height ⚖️\n", "\n", "- Weight of human is proportional to the **volume** of the human\n", " - Taller humans have more volume that shorter humans\n", " - Thus taller humans weight more (I know this is super-basic, that's the point)\n", "- Thus the weight of a human falls back on simple physics: **the shape of a human determines their mass, and thus their weight**\n", "- We can model the **shape** of a human in lots, of ways, but the simplest (albeit cartoonish) is probabily as a cylinder.\n", " - rare that people are wider than they are tall -- we can model radius of cylinder as proportion of height\n", " - push statistical estimation as far down the analysis pipeline as possible\n", "\n", "### Cartoonish Scientific model\n", "\n", "- Captures the causal relationships between height and weight\n", "- Causal because, it tells us how changing height will effect weight\n", "\n", "$$\n", "\\begin{align*}\n", "V &= \\pi r^2 h &\\text{Volume of cylinder} \\\\\n", "V &= \\pi (ph)^2 h &\\text{radius as proportion of height, } p \\\\\n", "W &= kV = k\\pi (ph)^2 h &\\text{converting volume to weight} \\\\\n", "W &= k\\pi p^2 h^3 \\\\\n", "\\end{align*}\n", "$$\n", "\n", "- $W$ weight (observed data, a' la' Howell dataset)\n", "- $h$ heith (observed data)\n", "- $k$ density (parameter to estimate)\n", "- $p$ proportion of height (parameter to estimate)\n", "\n", "### Statistical Model\n", "\n", "#### General conversion of the scientific model to statistical model\n", "\n", "$$\n", "\\begin{align*}\n", "W_i &\\sim \\text{Likelihood}(\\mu_i) &\\text{\"error\" distribution for } W\\\\\n", "\\mu_i &= k\\pi (ph)^2 H_i &\\text{expected value of } W_i | H_i \\\\\n", "p &\\sim \\text{Prior}(...) &\\text{distribution for proportionality} \\\\\n", "k &\\sim \\text{Prior}(...) &\\text{distribution for density} \\\\\n", "\\end{align*}\n", "$$\n", "\n", "\n", "#### Priors\n", "\n", "Now that parameters $p,k$ have real-world interpretations, determining priors for them is now more straight-forward than for a typical GLM/GLMM\n", "\n", "**Prior Development Workflow**\n", "1. Choose measurement scale (or removing them)\n", "2. Simulate\n", "3. Think" ] }, { "cell_type": "markdown", "id": "435d3ec7-3ea1-48dc-83e0-5047e0fc8081", "metadata": {}, "source": [ "**1. Measuremnt Scales**\n", "- $\\mu$ - $kg$\n", "- $H$ - $cm^3$\n", "- $k$ - $kg/cm^3$\n", "\n", "\n", "- You can always rescale a measurement scale using a reference\n", " - e.g. dividing out mean weight and height\n", "- Try dividing out measuremnt units when possible\n", "- Often easier to deal with dimensionless quantities\n" ] }, { "cell_type": "code", "execution_count": 2, "id": "06cfe6d8-0548-44b7-aa8e-4088ca166ce4", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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heightweightagemaleheight_scaledweight_scaled
0151.76547.82560663.011.0976501.343015
1139.70036.48580763.001.0103891.024577
2136.52531.86483865.000.9874250.894813
3156.84553.04191441.011.1343911.489497
4145.41541.27687251.001.0517231.159117
.....................
539145.41531.12775117.011.0517230.874114
540162.56052.16308031.011.1757251.464818
541156.21054.06249721.001.1297981.518157
54271.1208.0512580.010.5143800.226092
543158.75052.53162468.011.1481691.475167
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544 rows × 6 columns

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" ], "text/plain": [ " height weight age male height_scaled weight_scaled\n", "0 151.765 47.825606 63.0 1 1.097650 1.343015\n", "1 139.700 36.485807 63.0 0 1.010389 1.024577\n", "2 136.525 31.864838 65.0 0 0.987425 0.894813\n", "3 156.845 53.041914 41.0 1 1.134391 1.489497\n", "4 145.415 41.276872 51.0 0 1.051723 1.159117\n", ".. ... ... ... ... ... ...\n", "539 145.415 31.127751 17.0 1 1.051723 0.874114\n", "540 162.560 52.163080 31.0 1 1.175725 1.464818\n", "541 156.210 54.062497 21.0 0 1.129798 1.518157\n", "542 71.120 8.051258 0.0 1 0.514380 0.226092\n", "543 158.750 52.531624 68.0 1 1.148169 1.475167\n", "\n", "[544 rows x 6 columns]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "HOWELL = utils.load_data(\"Howell1\")\n", "\n", "# Add rescaled data\n", "HOWELL.loc[:, \"height_scaled\"] = HOWELL.height / HOWELL.height.mean()\n", "HOWELL.loc[:, \"weight_scaled\"] = HOWELL.weight / HOWELL.weight.mean()\n", "HOWELL" ] }, { "cell_type": "code", "execution_count": 3, "id": "c15be865-ed5e-4e0d-b6d5-1d843ff2e997", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "_, axs = plt.subplots(1, 2, figsize=(8, 4))\n", "\n", "plt.sca(axs[0])\n", "utils.plot_scatter(HOWELL.height, HOWELL.weight)\n", "plt.axvline(HOWELL.height.mean(), color=\"k\", linestyle=\"--\", label=\"mean height\")\n", "plt.axhline(HOWELL.weight.mean(), color=\"k\", linestyle=\"-.\", label=\"mean weight\")\n", "plt.xlim([0, 190])\n", "plt.xlabel(\"height (cm)\")\n", "plt.ylabel(\"weight (kg)\")\n", "plt.legend()\n", "plt.title(\"on measurement scale\")\n", "\n", "plt.sca(axs[1])\n", "utils.plot_scatter(HOWELL.height_scaled, HOWELL.weight_scaled)\n", "plt.axvline(HOWELL.height_scaled.mean(), color=\"k\", linestyle=\"--\", label=\"mean height\")\n", "plt.axhline(HOWELL.weight_scaled.mean(), color=\"k\", linestyle=\"-.\", label=\"mean weight\")\n", "plt.xlabel(\"height (scaled)\")\n", "plt.ylabel(\"weight (scaled)\")\n", "plt.legend()\n", "plt.title(\"rescaled\");" ] }, { "cell_type": "markdown", "id": "e5d5a333-dcb0-4b5d-9aa1-79598a877015", "metadata": {}, "source": [ "**2. Simulate**\n", "\n", "$$\n", "\\begin{align*}\n", "p &\\sim \\text{Prior}_p(...) &\\in (0, 1), \\lt 0.5 \\\\\n", "k &\\sim \\text{Prior}_k(...) &\\text{postitive real, }\\gt 1.0 \\\\\n", "\\end{align*}\n", "$$\n", "\n", "- **proportion, $p$**\n", " - by definition of a proportion $\\in (0, 1)$\n", " - has to be $\\lt 0.5$ because humans are generally not wider than they are tall\n", "\n", "\n", "- **density, $k$**\n", "\n", " - density has to be $\\gt 1$ because there is a positive relationships between height and weight" ] }, { "cell_type": "code", "execution_count": 4, "id": "08f3c9b9-371b-499d-95ce-26f4711fa5e0", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "p_prior = stats.beta(a=25, b=50)\n", "ps = np.linspace(0, 1, 100)\n", "\n", "rate = 0.5\n", "k_prior = stats.expon(scale=1 / rate)\n", "ks = np.linspace(0, 5, 100)\n", "\n", "\n", "_, axs = plt.subplots(1, 2, figsize=(10, 4))\n", "\n", "plt.sca(axs[0])\n", "utils.plot_line(ps, p_prior.pdf(ps), label=None)\n", "plt.xlabel(\"$p$\")\n", "plt.ylabel(\"Beta$(25, 50)$\")\n", "plt.title(\"Prior for $p$\")\n", "\n", "\n", "plt.sca(axs[1])\n", "utils.plot_line(ks, k_prior.pdf(ps), label=None)\n", "plt.xlabel(\"$k$\")\n", "plt.ylabel(\"Exponential$(0.5)$\")\n", "plt.title(\"Prior for $k$\");" ] }, { "cell_type": "markdown", "id": "6d264902-7bef-4dc3-b761-6ed8516beb96", "metadata": {}, "source": [ "#### Prior predictive simulation\n", "\n", "$$\n", "\\begin{align*}\n", "W &\\sim \\text{LogNormal}(\\mu_i, \\sigma) & \\in \\mathbb{R} \\text{, variance scales with mean} \\\\\n", "\\exp(\\mu_i) &= k\\pi p^2 H_i^3 & \\text{growth is multiplicative, LogNormal is natural choice} \\\\\n", "p &\\sim \\text{Beta}(25, 50) \\\\\n", "k &\\sim \\text{Exponential}(0.5) \\\\\n", "\\sigma &\\sim \\text{Exponential}(1)\n", "\\end{align*}\n", "$$" ] }, { "cell_type": "code", "execution_count": 5, "id": "28e0aacd-dc55-4b21-aa01-83c79d305b79", "metadata": {}, "outputs": [ { "data": { "image/png": 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d/9/Ctl2tETObzQKgjWBhjLgf5XLZ+2/3WLhFRxja2trqLrZd6cuVDGt53eteh5/85Cf4wQ9+4BXbZ86cwb59+5BOp7kBi7uP1Vxu/KhHRgIAv/d7v4fOzk58/etfx7PPPotnn30WAC0C3/rWt+K9731vTWmTH9WuL7f5r9bfw6QUS4kPfvCDOHXqFK666iq8973vxaZNm9DY2AhFUWCaJrZs2cI5klwO6rlOW1tbcfr06UXdN5czOxUhwksBUbEdIcLLDDMzM+jq6uKWT09PAwAjBbgc+F+809PT6Ojo4D4zNTW1pNsMwmXWF/rbYrbtfrazs3NR+lP3WCy0P+7xX8x+uMX/lcBtt92GdDqNffv24fTp0xgYGPAY61e+8pVckev+5v/zf/7Pkrl2iKKId7zjHXjHO96Bc+fO4dlnn8Wjjz6K//iP/8DnP/955PN5T4+/kiCEhLp1LIYJHx8fx9NPP414PI7Pf/7znAvMhQsXLnc3OSzmOl2uezZChJciouFmhAgvM1TztnaXDw4OLsl20um0x5BV2+bx48eXdJtBnDp1CrZtc8sJId7U/GK2PTAwAEVRMDk5uajmOHcb1eQA+XweFy9eXNT6FEVBJpMJ1c6GIaz4WwxUVfXSJd0i222m/fmf/3nu867EoB5m+1LQ19eHN77xjfj0pz+Nz33ucwCAb3/726Hn+0phoWI1m81yHuQL4fz58wCo9CjMbtGV6Swl3OvUvS+DyOVyXpG/XPdshAgvRUTFdoQILzN8/etf55bpuo5vfetbAICbb755ybZ1yy23AAD+8R//kfsbIQT/9E//xHxuqXHx4kU8+OCD3PKHH34YY2NjSCQS2LVrV93ri8fjuOWWW2Dbduhvqgb39z3zzDOhhcw3v/nNRbmRxGIxb531ehe7Li71SjbC4LqS/PCHP8Thw4dx/PhxtLe34/rrr+c++8pXvhIA8I1vfIOR1CwHduzYAYD+tqXUMC8WbuPkvn37uL9985vfXNS63PM1PT0dKlf54he/WPO7iz3ut956KwDgJz/5CSYnJ7m/f+Mb34Cu6+jt7b0ivQIRIrxUEBXbESK8zPDII4/gq1/9qvcCL5VK+MhHPoKJiQl0d3dzjW6Xg/vuuw+yLOOBBx7Al7/8ZY911HUdn/jEJ3D06FE0NDTgV37lV5Zsm37IsoyPf/zjDAt4/PhxLxjlLW95i2frVi/e9773QVVVfO5zn8PnP/95rnidmJjAV7/6VcbOcGBgAHfffTcIIfjABz7AsNhPP/00PvvZzy7KjQQA3v3ud0NRFHzzm9/Epz/9aSYR0zAM/OhHP/I0zQDV4SaTSUxPT1edaaiF66+/Hu3t7Thx4gT+6q/+CgANvQnT5N5zzz3YsWMHTp48if/5P/8nTp8+zfxd13U8/PDD+NCHPlTXto8fP46PfvSj2Lt3L1N86rruMdu9vb1MqM6Vhqtb/9u//VtPIgVQy7u///u/D3VlqYb169ejsbERFy9exOc+9znvN5fLZXz84x/HwYMHq37XbVTcvXv3ovb/hhtuwLZt26DrOn7nd36HkTY99thj+OxnPwsA+PVf//XLnimJEOHlhEizHSHCywzve9/78Gd/9mf4whe+gK6uLpw6dQq5XA6apuEv//IvL7sp0Y9Nmzbhwx/+MP7kT/4Ef/7nf44vfelLnptBJpOBqqpemuVy4FWvehVOnTqFN7zhDZ7l3rFjx0AIwbZt2/De97530evctGkTPv3pT+P3f//38dd//df47Gc/i6GhIU9e4k6zB91K/viP/xiHDx/G/v378YpXvAIbNmxAoVDA6Ogo7rjjDuTzecYusBa2bduGT3ziE/jwhz+Mf/iHf8DXvvY1DA0NoVQq4dy5cyiXy/jkJz/peW0LgoBXv/rV+Pa3v403velN2LBhgyd7qJelF0URr3nNa/DVr34VP/3pTwGES0jcz95///1417vehSeeeAKvfOUrMTAwgKamJuTzec9Rxe/lvBAMw8A3vvENfOMb30A6ncaaNWtACMHZs2eRzWahKAr++I//uK51LRfe+c534nvf+x4OHTqEO++8E+vWrUMmk8HY2Bh+4zd+Az/84Q+9KPVaUBQF73vf+/Anf/In+Lu/+zt8/etfR2dnJ0ZHR5HP5/Gnf/qn+KM/+qPQ7/7cz/0cHn74YXzsYx/D17/+dU+G8od/+IfYtGlT1W0KgoC//uu/xn/7b/8Nu3fvxh133IENGzZ4KZ0A8IY3vAFvectbFndgIkR4mSMqtiNEeJnh13/919HV1YWvfvWrXoz2XXfdhfe9731M+MtS4a1vfStGRkbw5S9/GXv27MHhw4fR3NyMO+64A+9617uq2owtBVRVxT/+4z/iM5/5DP7zP/8Tk5OT6OnpwWtf+1r85m/+5qLj313cc889+OEPf4ivfOUreOyxx3Dq1CmIoojOzk7cc889eMUrXuH5bbvo7OzEt771Lfzd3/0dHnjgARw/fhw9PT347d/+bfzGb/wG7rvvvkXvxxve8AZs2bIFX/rSl/DUU0/h6NGjSKVSWL9+Pe666y5PFuDiwx/+MJLJJB544AEcOXJk0UE6AC2uv/rVrwIA+vv7sX379qqf7ejowDe+8Q1861vfwo9+9CMcPXoU58+fR1tbG7Zv346bbroJP/dzP1fXdgcGBvDxj38cjz32GA4fPuzp393z+c53vhP9/f2L/j1LiZaWFvzLv/wL/uqv/gpPPvkkTp06haGhIbznPe/BvffeWzUwqhp+9Vd/FQ0NDfjyl7+M48ePo1wuY+vWrXjnO9+J2267rWqx/cY3vhGZTAbf+ta3vCh7gNpx1sLAwAC++93v4gtf+AIefPBBHDt2DKqq4tprr8Uv/uIv4vWvf33EakeIsEgIZLm9iyJEiLAqMDIyAmB5GqtWG77zne/gQx/6EN70pjfhU5/61ErvToQIESJEeBkj0mxHiBAhQoQIESJEiLBMiIrtCBEiRIgQIUKECBGWCVGxHSFChAgRIkSIECHCMiEqtiNEiBAhQoQIESJEWCZEDZIRIkSIECFChAgRIiwTImY7QoQIESJEiBAhQoRlQlRsR4gQIUKECBEiRIiwTIhCbVYRjJkMxv/Xd5hI387f+xUIsrRi+zT1pR/AnJzz/t34+psR37z2yu/HP3wP5mzW+3fTm25DbKQSYEEIwfz8PBobGxcVuDD1pR+gfOwcivtPAgBiI/1QB7rQ8dtvXrqdd2BMzGL6y2yoRefv/woEqfr5LR0+g7n/+6j3b7kphcY33Irpr/7YWyaIItr/n1/ExKe/wXy39b7XQumoHV19qcfupYbyiTHMfvMh79+iqqD9/b+04DEhhGD+ucMo/ddz3jJrPg+pMen9W+loRut9r62+DsPExN/8fyBOlD0ANL/lbsx/91HYZQOF3Ydg6wZiGwdgTsxCbmuE7JzXxNUjSN9zLbfOzL8/jcLzx7x/xzasQdMv3M59zi7pmPy7bzLx5y2/eg/UNZ3cZ+e//ziKB05V1rlxAOlXXYfJz3zL+75xfgpiMu79fqkxhbb/+YbQY+i/7grPHkH2gUq0vJROou033+h9r7jvBOZ/+CQAoHx8DKXDo5CaGrzPy61pxDYNAgCEuApBlmFnC97fG+7YidxTBzD/3Ue954jUkEDzL92N9t/+hUu+7gkhOP+Hn0dx34nKcRnpR+9fvbuudc7/6EkU99LvWrNZ6GcnEN++DnaxjOKeo9BG1qB0+AwAIL5tHaTGJNp+/XWQWtLMPTv9lR/BuDjjrTexYwOIbqB4cBQAYOeKKJ88j/j2dQCA4vNHUTp6FsSi15wY19D2rtej7b7wNNDQ327bmPr778LKF71lyRu3AoQg/9QBb5mUjCN5+1XI/Ogp6GcnoJ++CLtQgqipEFQFRAAEy4bc0wpjbApqfyfU/k6ImoL29/wCBIUtU/SxKVz8s69BP32x8nt3DiN1+w4Unj0Maz6PzI+eBEQBSk87IABt970WTffS6790YgxT//KfzHu29b+9GkpPeJJp5idPo/BC5V6SUgm0/dYbIYjVucqpL/wb5r73mPdvMaYi9YprYM/lvGVyWyNa3/nz3nWSe2Ifco++6P1dkES0/eabIKVqJ/oSQjDzlR/BGJ/1lqlrOtDyq6+s+d3FoJ53RengKMY/800Udh8CMS0A9F5T1nQgsYOm+BrjsxDjGqR0JVRMbm2EOT3vbad8cBTaxgEIEj3OcnsTWu97LQRBwPwPn0Bx30nvu6KqoO1/vgFiIrakv3cpETHbqwmrUT7v3CwuBHllxmd2mU26EzSF+8yltB/Y+RKIYVYWyBLEhLbo9dS1rVyR+beYiC1YaAOAlcmz32lIhC6z8yXuu1I6yS2rhqh1AzDGZ5h/yx3NdRVMZuB7gsh+R+5urbldf6EtCAIERYZdNkDKBmydXvtCQxxWtgCxofKCUnvDY+71c5PMv5W+8M8Z5yaYcy/IEpRuvugghEA/Pc4sUwc6oZ9lv29nC5D8+zfQWdcx1EcvsOte2818r3zygrcf5mwGYC5XgSm8lZY0U2jT/ehCaf9J2MWyt0xub4I23HdZA0xrap4p+gAgce2mutZJLAvlY+e8f5tT85Bb03S90/P0vs7Q3yGqCsR0AnJ7E+TWRvp957ibMxmm0AYAdV0vSsy65yC3O9/TTZjjs16hDdBnRer2nXX/bgDQRy8yhTYAxDYNoLT/FLtsy1qUDozSczfhFIMEgCTS57hpQWxMwnIGQe5AUts4wBXaAFB48Rhzz4kxFYnrN6F8iMbJl4+dBSGEFl4CIGoqGl51vff5oq9wBgCls7nqPWqXdGaACQDxHesXLLStXBG5x/Yxy9ShHqbQBoDErhHvOiGWheIedr9imwbrKrQBwDgzzhTaAJC4bnNd310sFnpXEEKQe3wv9ONjXqEtqAoEWYK2ttv7DMkXmUJbakp5hTZAB55iQ8IrtAEgdeNWCIIAczaL0oFRZrvxXcOrutAGomJ79WOFiUbCFdsrw7KTss78W9TUy18nISDFMlNsC4oMMX5lim2pofaD1A4U1lI6CStTCCxLwJpnH+RiTIUYu/xj9HKCGXhZyZ21ZwXo99hCh1jsPaN0tSz4fWNsit1ue5M3m+QOrERNheBjIb11hxTRdkmHNTXPLFOqFeVnJtjPdbeG3uPWbBZWLlDA9ncyhab3EvYNNtR+niH3QxRFENOCfoYt5LXB7sp6bdsrxklJh50tekUYIQSwLUjNlWIbgQGs1JiCmcnDnJgDcQbtgiBA6W2Htq53wf2rheK+E0xhL2oqEtdurOu7+pmJSvFPCMyZDCSnkHYLb7cAkVrTEAQBsZF+2LaNAwcO4NChQ7BtGyWnyPR+bzIOohvMc82cmvfWbUzNwSpWnqeCKEBb3+sVQ/WitP8k82+luw12vhRynXTAODMOO1OAXSyDWFZlMOJcM2IqAbtQhtSY8p5b8W1D3DbtsoHCkwdglyr7r3S1QGpMwcoXYVuWd02LTqGauHoEUpIWYla2gPKJMWad8R0bqrO0B06x7wdRRHz7+gWPS+6nLzKFoyCKUAe6mM+IMRWxrZUZ4tLhM9xxS1xT33UEAPlnDjH/lpsboK2/vGv7UqCfPI/CC8eZWWhBlSG1N0F0yB9rah5SS5r5np/EI4TAvDjNzDTIrY3QNtKZ7PyT+1lyQpGRvHbTsvyepUQkI1lNWIXsYrBwWIlim5gWw8IA4cz2otdbLNOCO1hsL9MIOfgwFVOJKp/0fSfA0FG2iy/Aba4Ar5/VjkARLJqVzoWLZIAWgtbEHCRnVExMi7uNw5hiP4zzbLGt9LR5y9zzL6YTsAKssdSQYFhub31jkzxbXaXg18+yxXa14jhYDEupBKSWNLPczpcgJtl7R+1ni4wgRFGk++u/BwUB6kBlP4wLM15Ras1mYZfKkJK0kBJsAjEVZwaW/kIMALR1PSg+dxhWrugdF0FVoHS3Qh1ceP9qIffEAeZYy53N0AbqW2f56Bnvv635vDdAtotlWLki5L52b0bPZbNjI/0oFovYtm0bACCbzaJ0aJRZr7axH+UjvnVnChBiKkSVPjP1sQmGvBDiGlK3bF+QrQ3CLhsoHT3LLItvXcsX4F0tMCZmGVablHSIiThEVYFdLEOQJRCd7o/iDHDl5obQAWLp8Gno5yrXrCAIiG0ahHFhGgBgnJ2AXSrTwakzIGt87Y3e54t7TwB25XyJqoJYFVkkIQSF548yy7T1vQwjy33HspD58VPMMrmrBSRwTca3DnnngxCCwjOHmb+razpqDtJdmNPzKB9nBxD1zq4sNXKP7UP5xDnvfhYUGYIkQRvqgSAIIITAyuSZQa6UTrCs9lwOYjLO1BrJG7dAEEWYc1lu5iSxcxi2bmD+J08BhoXkLduhVpnJW0lEzPZqx0praE22yA2yRlcCJCAhAejL8nJhF+gLnBiVAYWgSFzBsFTgZCR1TBHyLHaSl5GELqtdyEeowC7pMAPTvPUw2+bkHDP7Y+eKzNSvIEve9H01LFRsuwMryZEU+F/0Sk9b6AvVGAtISLrC2Wq7bMC8OM0sq1psByUk/R0ghTLTz2HP5yCmU96/5Zb0goUJAEiSBH2UlWHInS3MgFc/dd77b2suR4sld3pZFhlWW25Jc6y+urYHheeOgvgkJFJzA2LDa7yC51JgZQtMwQxQrXQ9hASxbZSOVIpVc3oekk9CIqUSIFn6vBAUGWJjEnJrI6Q29loyJ+dghvze8snKMTOn5iC3NQFwZj0m5xlmUG5qQPK2q+r4xRWUj5xhrntBFKEO9XIFeGzzWpT2nQSxLHY/BXjFsNTSAGsmC0GSPPY9tm0o9NrOP3MIlq8wk1oaENsyCOMUnfnQnaLTfbaqPW2IOTp1Ytsovng8sH+DEKsQN8a5Ce7YxncNVzkiFMUDo9zANDbSzw0m41ePVLYzNgUjcB8uhtUuPMsW6mJcY1jzKwX97Djyew7Dmsp4ywRVhtSS9u5RaybDSL4AQNBUj2gkhMA8P8Wy2k0pxDYPAgDyTx7gWO34rmHMfeMBlI+dQ3n0Aua/91NuRn41ICq2VxPCiO0VLrZ5GcmVv2RczaofSyGRsItU5+yNwmUJgiguG7NtZwMykjqK7aD2VEon6pKRSI0pRKgfnpbUgSCJkNsWLpIBwAxoZQEwOlO5o3lBXb6VKXCzF1JLGubUPIhle1p8sSEBK1eA2OBrvFxqvbYkhjaJEUJgBAoIpb+TKyrsXImRRvnZ6YUQptf2wy0ciW3T6Wn/I9EikH3FthhX2ZexLEFKxqA7jKe3/71tly0hKR0apcW/b1vJG7fU9V3j3CTsgtNnQYgjG6lISKS2ioREbmt0JCRruALUX7ADzqCsWKo8twmBNZ3xtODG5Cwz6BAkEdqmAah9HfX/cMBrKHehruuBcXack1xITSmYs1mYUxkQywIpG5TtFIRKL4Isg5gW/Z2SSIvRrev4YzYxi9KLx0F8zLTS0w5i2pQxzRZgTs05z3AqtUrducs7ZvrJ8xwpEb+quiSkENBQyy1pTg4SROYHTzDvTKkxxc3CqkM9zDUbLJalxhS0DX0LbseFXSgxjYIAlcVcziDyUpF7jGq1K+dVgiBLiK3v9Vhtez7vXYsAvV45VjsRY56hyZu2VVjtwG9N7NgA/cQYQ5TYueKqVAlExfZqwiq7QIhtMy8uYIVkJIEpOEESK8zWZcDOu8x2ZcoLwDLKSBbHbBPLgh1oQKomI+EK8BB5QYTqCDaYye1NNZtXAXjT1y6CxZBSqzkywGqLMRW2M8Vv5woghEAQaSMZKZSZYjas2CaWxe1T1aL8bFCv3RbakGZNZ7hGOHWgC/oZn17bfU4Ifr12bTmFXSxzjV2aT9phF0ownd9jZwqeiwXdMRsQBU8LSveDfYaqA10oHhqFNZv1pGiCLEHuarlsTWv+qYMsQ9yShrZhTV3fLfllHtkCbYCMa5R5zhUhxjRPDuMW4ZrPfSlsPQB1iCkf9ktI8hCTleLFODMBolcKYjEeQ8PtOxclObDmc9xAK75liHFkAWgBrjsDJU9CYpi0YU5TQQwTYlzz5HXuTJI61BM6I1J88ThzrYiqgsR1mzzJTPnoWRCb0JlJQYCoyEj/3A3e5wsBVlvubKl6f1q5IjdrsZC2GwD0i9OMawkAxDb0cTOaCR+rbc3nGMkPACR2Ddct6Sm8cIydYZBEJGqw78sB4/wU8s8cZma6BE2B1JjyZmOs2SxzrwKAEFM9WQ8hBObYJJTeAKu9ZRBACKstS4hfPYz8kweYdSprOkKfYyuNqNhe5VhJK7awqZgVKbZ13olkKY5LGLMNLF+xbS9Ss21lC1znt5iIcYUP1WzzBXiE+hHUa8t16LUBvkgP9hYstthWulu94tIdQImpuKOHjgPOS1iQJU/fyu7PLOuuA0DtDdeMBwsmtT+c3eT02g0JSE0pRlpi54oQU0G9dm1m2zg9zpAMgiIzgwN99KJ3D1hzWcqMusW2QCUQrmOBEFMZphkAtKEeFJ4+xLDaYioObaj3smZ/bN3gisv4lrV1zbgRQlD2S0im5isFydQcxGTce1Z4EpLmBs+lg9mP+Szzb3WwC/qpykyBOTkHub2JfjZfhDWTZTXmbY1I3bS15j77EXTnEGMqpLY0N3iLjfSjdGiUDiDmcyyZ5FQeUiPtN6E2cPSZFd/Gs9rEtJB/cn9lNgC0OJdb0rCyBdoY6VyPLokRv3oEchM9x1am4ElMXCR2VGe1S/tOMPeyIEuhDZt+ZP99N7N/oqpw50xuSTMzN4U9R5nzIarKgmy7H8S0UHj2CLMstmlwRYiW7OP7UD52zhsgCpIIQZKgrquw2tZsjmG1xUQM5kxFcmLP5yEkYoxENHHjVgiSRB1Igqz2zmGUj41xvVCpW7Yvx0+8bETF9ipCsLBacc/jMN3TCmi2gw1PSzVF5mm29QCznVx6NxJCCGfPV0tGEpSQCIoMO1BIAYAQZgcYyUgWBSMgI6mrOdIwYU5Wvkd0g5txWXSx3dPmaa7d8y82xGlB4tdrd7aEDnyNs2xhLLc3hQ4ebd3gJDBKiLc2EFaUd8LOFpgXpTWXY4pXpaO5rt6HoDxF7e9kflfZp9c2Z5zC0nssCpCafRrx5gbG2g+gx7N09AyIz31D7mpBrM5p+mooHx9j9LyCKCBxY31FqzE2yRQI1nTF8s9zIXHWLbdSCYk20l/zfSA3pWDO5yrsn01gzWYhtVDJgjEx6xEMAC0gY9vXecV4PSCE8NZ+mwaYwQNAdcPEtmlfgMNG24UyxLgGQZJglw36e5xXnjtwFBMxaBv4GYfy0bOcxaI23A/Duf+8xkhVqdIYeZyVTCkyNMeXnfuNts141Lu/cSGXKrtYRu6RF5hlykAn91xO7Br2zqOtG7yGfNtQ3RLJ4v6TTHEPoG4nnKWEMTGLwtMHGCmeoKmQGuLeebXn83RWzncNC3GVzk7Bkaqdm2CsTKXGFOKO9jz/xD5Oqx3btQH5J/cz+6INdtc1yF8JRMX2asJqk5EEmyOxQsx20GM7tjTFsF0oAbbtOa4sp4zEzpc4SU4tGUlYcyQJupNoCmCYHKNaqzEtQgXEMLmmujAWMQhjfJZxNgiyu6KmcBZXzHYti2uMkrtbPRmIq+WWGpKwcqwTSXW9dsBdZE04W22MTbEvL1Fkpm+9fSSEL7YHuni9doF1IqmlbXXXbQSaI1W/5R8h0B1/bbtswJrPec8fQgiIFbT8Y19ncmsjzIlZmBNzFR2pIEDtbb9sCUnhyf3MDILUmELcme6uBX9hamULgCRBTMQqEhJNrUhIHMY7tmmg5nq1TYOMhMSczUBsSEKQJM8n3T9bKSZiaLhjcd7axvlpZpAFANoW3oUktmkA5UOnqTTAHZAS4nhry4BlQ2xKwZrNQhAEyO30fotvWRsq38o/e5gZ3MhNDYhftQ7GyfDGSKW7FXEnQIVYFoovsEWtummgamNk+dg5vkjeubA0I//kflZCIQiMfSVAnwcxH2tf2n+KI5L8EpOFEOZgog1210USLDVyT+xH+diYN9AVJBGCLEFd3+fJYayZDDOoE2Oq56sOOKx2XGP07ckbt1BWeybD+Wondg5DP3KWG2wkVymrDUTF9urGSjdHWqtDRhJkq8T40vhH2wXeYxtYpmI7oNsTBKEm88c1R4Yx2CF6bUES63I6iUBhTMyxrJcgQO5oqvm9oJMHRJEpFOSu1gXZSHNijpNqiZoCu6Qz16aQitOwmLS/ObJKI2OdzZHBYlnuagmdMbKm5rkXmtLfwfprm45vsl+vXYelnjWT4a5xv17bnJj1JFPWbBakpFONJ0CDUJJx714VBIFhrwEqIcnvPshO7cdUqL3tVdMC6wExLRT2sNP32oa+umQphBBWr+1rjLSm5iAmNO83exKSljQz+FMUBe9/12/hXTe/GrJY0aYqfe0wfFIOKiGh67azBU5qJne2IHnd4vyJSwfYolpubqANnrNBOUs39NGLsOfzsEs6vc5FN8DF8dbWVNi6Aamp0kToJlz6Yc5mUXjuCEMoKN2tACHUetPfGOk8Uxvuvtq798rHealB7Cp+Oy4Ke1i7P6W7bcHrhdg25n/4JCvP6Wjm5I/xbeu8Ap8QgsJzgWtofS/kBQbnfpSPnWMaCwEgcf3yhNgsBHN6HoUn9jOkgaCpkJJxKF10Vs/KUHmI//kgxjVGq22MTTJNulI66cl28k/wvtrxnRuQ332Q2RdtqGdVWv65WH0q8pczVhexXUVGcuXHZ8FAG2EJAm0Ax2db9xfb1I1EWIYwGE6vnYzXbIIJs/MLY7vtoBNJOrnyEqSfIZgTrJxCak3XJVUKNiIGA6hqhtkEJCRyS9qTSlhZN8xGgWBZlC3ysT5hL39zco5jytS+8ClV41L9tdNJiOkko9e2Mnmm8UmQRChVGHVm3QFWW0olGGs7v/bYbXAUncG+IEmQW3wuJC0NXPGhru3G3HcfYQbrUlsjYiP9i/KUDqI8eoHR6guCgORN2+r6rnlhmrmvzal5xDYPeP8ttzZ50/GuhCS2kZWQqKqKj/3Cf0em74AXOU6jrjNewUdMC3YmD2mYNmwaF2dg+4NsFBmJq4cXlzJrWlyATmzrEMoB1lFubYQ5RQewrjyLFMsQU3EIquLJPWzHW9vtj1B62kIlLcW9J5ieCkGRaWPkUZqQWT5yBsQmkFJOY6SqoPE1PglJQBKi9LRVnbkywxJBr65h93dwlLFaBABtXS+r+RYExK+psNb6yfN8sbwYu7/dbIiN0tF82Z7xl4Lck/tROna2wmqLIgRJhLqh1+ulMCfmoA31eN8RVAWm751lz+chaGo4qz09j1KgRyCxaxjlw6c9GaiL1arVdhEx26sZqzA9ciWKOE6zvWTMdiCq3Qm0WY7fuFgnEoAPtAnz2KZWgDzbHaF+BJMjlTokJADbHEkI8fSH3nouI8zGi+luoDMX/nMqN6VCm6CCBbTclAqVExHDhHGB3XZ1f+2AzGOgE/Z8nrnmqF6btSSsZ7DCW/51sRHtTtIfsW1mytld5vfrFQPSMlFVQCQR+vkpxs1oKVIj808f9MJmAOoQlKizqa0UCJuBKEDwSUgEnxuNKyHRNrISEurRHXAh2TSA8uFKIez6GQuiSBM4z4wzM5VSKo6Gu66u8xdTlE+McbOMseE1XKhObMsg9dY2rYonNgEgCN47RGpugD2bg6DIHpsbxmoT20b+if3M81Npb4Lc0QxrPuckRvKNke4gwpzJoBy4zuI7N1SNHA+G2IgJDbGNC0t4Mt9/nJUUpRKc3Z+2vg9yU3W7P7m9qS7pFUCtPYNyscR1Vz7ExprPIf/4foZ0EGIKxETM61WxMnlqw+hLlZUSGiO/M85NQl3j02qnk961kH9if0gD6QbkA4MNbUPfZc1WXQlExfZqQvABsMpkJCsV1W4Xl4fZplP1PtskWVqW5kggJNDmEqLaq9v+8QV4hPrB2f7VoXu0S7rHTAmCQAu6gN2U0nPpzZEVvTZ1pmD02lVeKpyVXzW99vkplnUTxXAbQUJCEyaDBTgplBnpVT0MG/HFale+V9G42iXdi7G3swVY+WJlCt4wPQ9nD4FnlTrYhdILx2DN5yupkYoMtbsNqo9lWyyIbXOsojbYzYXNhH6XEDbZcWrO89CmEpIY70LS1sixveUz4zh99gzOzk7BdqbX5e5W5noyJ+YqDidzOc5CVOltr3uA4CLYGKmu6aCzKb6Bh1tIU29txyu+WPYcpNykSDgOFXJ7Ex1wKDJiIQ2L5RPnuXh1bUOfp982Tk/ALum0MdIZ4DX9/E3eZ4OsthinxbNp8o3mdtngHC/iVy0cUqRfnOaaKbX1vZwjkL9x0ZiYRfkUOwBIXD1Sd7FcCMgnpIZEXZr+pYK7n7mnDqB8tKKbFkSBOpBs6PPkdObELDPDJ6gKTP9AfT4HIaYy73SP1Z6aR+ngKLPt+NUjKB08xQ36UjdTVrvaIGo1ICq2VxNW2YXCMdsr4EQC8DKSpQi0IYTQ8IcrFNUeLLbrCbQJT48MyFHSSc7uLJjQFaE6aLLdHLOsnpjkYGOjXSgzGnwxEQuNUq98vsTpXCXHhYIYpvcCExuodIjVa4cXxkFmW6kSVMLptTtbQpvFzIlZ7qVGi22f5V/ZABT2uaAOsI1hYTDOT3GaVj+zp5++6Ok0rdksSLmi1xYEEVJzqmLVGdd4zfC6XhSePcLouKXGJNThvst6fujnJrhBUuKmLXUVSub4LBO+QVMjK0E2cmsjrGnafFiRkAxw65598Qiu+4vfwU2f/n2UTB1KRzMsnxME0Q3Y+aI3GDEuzjDHQdQUJG/YsqC7RhB2oYTySbbojW0N8dYe6OK8tWFYtNjWFBDTplaWjkzKnUWKbewPvQYLzx1m7k+pIYH4VeuhOwW4u09eYmRveyUx0jB5e8Zt6yDIEqyQfqTS/pNMgJogCEjs3LDAUQEyP3qKt/sLDI6UzmZm4MslPiZiiG+pL/HRnMmgfOwcsyxxzcYr+m6WZRlWtoD8oy9CP1/pERE0FUJcheqQAVaWWjrCJ9nya7UBwDgbYLUbEp71Y+7xfSyrrSmIbxtC4Rl2sBsbXgOiG5j8X9/F5P3f4qwpVwuiYns1Y6V1t0HN9mphthfxkqgGUjZALPuKFdvBBp1aHtvEMPnG0FQ8XEYyH1jWGMlI6oU5neEGlfU4kZgBza4gi4wOWOlZuDkyWLAJiuzth9s0KIgCoMogusEU8mHFtjWX44NnqjDbnLtI1c/xshQxnWTs+ux51vJP1BQo3bUHK+WTLLOndLUwA1DGK3om68kQAFB/7WZfCl1TknMsktubOdmD0tWK2PrLs/wrPnOY1YCn4kjuqs9Bwh+SYmXyVF+c9EtIFK/Y81xIwiQkgUh0bWM/ij4G0Jyi0e+CKIJYNoyzE0yDmdiQWLQLSenQac53Wulu5XT32kg/SofPwC6U6G+0bE8O6RZOUioOu1CGlIpXpB8hEhIrk0dh9yHm/nTlCcS2Yc3nYU3OQRAF77ntb4wsHTrNSRDjVYpnQgjXGKlt6FtQ027nS8g9+gKzTOnvgBW047t6o7dPVq4YqkGuN4Sl8MwhvgDdsfCAYKkhyzIKzxxC6dg5EEc3LQgCTSNdt8YbBJsXZyB3VWb3BEVmpJHWXA5CTAmw2lshyBLMyTlGFgVQ9r+0/yQzkwJQtnvu2w/DyuRhF8rI/sfu0NTplUZUbK8mcCqSlY5qX/n0SCCE2V4CGYnLRnDFdnJ5XDw4GUlN2788t0xQZG56UmxIwJoLMKRNtV0RIlAEw2ykxlRdjF+wWA5C6VqkhKSrpRJm4/prJ+Mg+RIdmDnPAhqU0cSvL8BqS8k4a4vngJh8wmS1MJuwiHZrap4p6q35HHO9qf1ddTUf6qfYhjJ1bUXaQQjxGs7cQBTP8s8mIISwv00IeJt3NkMfpQ1onq2nKELubbssyz9CCHJPsVP4Sl8H5Bpe6u53S4dZFxKp1ZWQzFMJiePD70lI2pu8otuFfnqciVsHnIZEn+0cdSGhA0ZrJsMwr4IgQB3sXrTsIBgJrq3vQ/n4Obbwi6k0ddgwYU7Q/bGLVGIkSCINJBJF773iyrXklnToLEzxxeOsHliWEL9mxGN2y0fPghBCC21RgKipbGJkUN4RiEn3Qz99kW9YrGHDl33kec5rXeln+w7ERAyxzYOV37TnCDdoqWUr6MLOV4lmr2JhuGwo6sg98gKMcxMViZamQohpUPv8rLbqNUkCjsuX7ffVnmTOu9SQ8AZdYax2bPNaPsRn4wD0k+eZApyYFrPd1YLVt0cvY5BVZkfCa7ZX5nLxp78BS9Mg6QXauPZqEu2iFhPLpNnOLk5GEmyOFOMaH1vvhEJwHttRoE3d4JojQ1IZwxBsjgyy47XDbAKR6r7mSC850ml+9Wvwld620GJWD4TZKGs6QgfrxvkpNt5ZEEILHWLb3DrVgS6UfUwmIQR2yWBkGXVZ/uWKnE5eG6pIT6zpjDfYtGazsIs+yz/LohIdh+kXRJGzJtTW9SL/1EGGgRaTMcTWdi/oe14L5sUZLjQoecPmukgRa2qe8ac2p+a9QtqcmoPcmva83j0JSUhBXDrIsqJyZwszcLMdhyU3AMk4N8E8N4SYitTN2xYVZ21MzHKyqdjWtSjtZSUasU0DKB8cBbHtioTE9dZ2BktScwP11pZET24R376OO4bEtpF7bB/zHKSDj+ZKYqTXGEl/a+LqEa+3wbgwzTUBL8QAF59jWW25rRHKAuEoxLKQ+cnT7Hc6W4CgVntnRfNNDJOPc9+ytq7wJ4A2b3LR7Fdf+RCb0nNHUDp2rjI4dFnt9b3edWWOz0D2NYiLAVabOpAozLMjeRNltY3xGZSCrPY1G1F88Tgn84nv2MDNSMRG+ldM8roQomJ7NWOVuZGsRHokIQSkFIxrX3pmu5IeufQyEmLbXEFQi9m2g3rtMI/tVJxrfBJkKfLYXgSMS4hpt3JF5lwQJxnPj4WYbWLbXCHgNbgR4jXJSQ0J2JlAc2QVHTZn5VdNGhJ0LOlsDtUwm+OzvI3gmk7GQYQUy9zAt55iO8hqC6rCNH36bdSs2SxgmpXiUJKYyGeppYHrWZDXdKC0/yTDAMvtTYgN105hXAiF548yrhhiXEPi2vp8qv3FA5WQOPevKyHR6pCQGCbKQQnJyBqmicyNZxcEAbZuwLgwzTCEUmMSqdsXKSEJsKlSKkGn+gPHXentgD42SQdIukE1+W6h6RICsgRiWXRAIVOr1ViIXrl8fIzTiGvremHN0gGLcfoi7LLbGOkkRr7+Zu+zQVcRKZ2sOqthzedQPh7QQe8cXvBaKb54guldAAB1fS/TdyVIIuI+1pomPrLEUbJOuz9imJy3e2zz4BVvhrcLJeR/uhfG6XEfq61AiCmeT7aVLVCm28cuC/EAq312gtGx+x1Ico/tZbYpxlRoIwPcOY1tWYvy0TMghgmim/SaOXY2tNF2NSAqtlcTVlmDZFCzvSLpkbrJJy8uBbNdDES1y8sZaFPiuqSlGpptjtlOV3EiCTZHNqZWXH70swJCCBMxDNTHbAdlGKSsM30EUmNqwUGbNZ3hdIduaqCdL3mFiZCI0VRKX7EdFtpgZQp84VNnmI1aLaI94Dgit6QhJjWmqA9GtEsNibqY46BeWx3sYpgotxgntk0bH53rmRACwbYZCUmQoRXjGux8iUaTlyupkcqaDloMXQaC0dBKT1vVQY0fQQmJyUhI5qhuOyAhUTqbuYCT8onz3HUjpRLMs8IfZGNOzjHsviAKiK1fw8wi1Nx3y+IazmJb13LOJHJbIwzHr96dLSIlg8azO/0IYkz1yAHZaUJW1/WE2lgWnjvCSGOkhgQSO9Z7iaNlNzHScXVS+9q9ot0uljk/8PiO9VXlTYXnj/GSha1D1Q4JCCGY/7fHWCvFxiREib0WY5sGvRnM0MTHoZ5QX/EwFPeFFOrXXfkQm8Izh6kDiRu8JAiAKEJd1+sNeszxGWZmT5AlWDnWKlSIqSyrffM2CJIE4/wU3wB63SYUnz/CsvqiiNi2tTQZlBAUD5yksy+CgOyDz3E1w2rAqiy2v/e97+GjH/0o7r33XmzduhUjIyP4zne+c1nrNAwDb3jDGzAyMoJXv/rVS7Sny4wV12wHiu1FTD0u2T4EJCTA0jDbhGO2HWeDZSm2+YRHoYZchWuEbOADbcKdSCIJSb2w5nJc8VIPs80lR0qs/3wtCYke0GvTQZMTZuOcdzGmArpJI4yd+04QxVB9sBHw3BVjauhLnJiWZy3o7Ws1BpyLUe+CcX6Kmca15gJ67cGumgM9Ytucv7a21hfRbpge+27N52Hni979Llg2IEtMgR/sYdCGelDYfYiZ8RFiKtS+9roK42owp+dRPsEy8olrN9WlTzcn5yp6YEJoaqRzfszJeScEJiAhCfF2DkpIAHbwZOeKgCh6fSf62XHWli8eQ+qOHYsK9CmfvMDLdIb7eZ/vLWtRPjAKu2zQ2QhCvJlZwfFYltJJOniMa17jYXw7bz9ozedQ2H2Qa4wktjNAnsvCms7QxEivMfIa79or7j/F9uKIYuh2AHpPFPeyUe6xrUML6qD1cxMoBuLptXW9IAE7Qb/mu3x8jIu5T9SZ3kntJgNpiet66y7Ulwp2sYzsw89TpyAfqy1qqjdop7M0KkPMcWmRAVZbbkohvpUOlHI/fZHZppjQoK7rRfHFgKvMVetQ2neKzhKOz8LOl6iF6ZpOmLNZflZ+FWBVJkj+3d/9HcbGxtDc3IyOjg6MjY3V/lIN/K//9b9w5syZ2h9cSQSJ7dVWbK9A00FwKlsQRS4w4JLWWyiDmBbjwQssj4yEC7RJxmsWJWEsdlDnKjUmYQXTIyMnkrphBo6nmIjVJcHhkiMDsxaLTY5Uetq8mHWvOdKRDflZP7kzPFI9GHCh9LWHFlTGxWlOrx1WgBLT4tapDnQxBTghBLBtZgDu98muBuPCDG8n6PO91k9f9PaRRrQblYJeECA3N3jPoXDLvx5k/v1pZhtySxqxkYHL0nEWXzjGRMuLqoLkDfUxi36W1coWqAtJKk4dO/JFyN0tXnHoFlDBIBu7pHt+05Io4b/fcDfk3naYJ87DpR6YePZCCZbTpOhCbkkjeetV9f5kuu9Ba7/edpiTs1wxK8ZpzLw5MUu1/IUyhJgGOHIWQRA8tlFxBrRSKgFtHe95ThsjfW4/soTENRsrdn+Hz9Am2VScHsuYirSTGEkIQTEgN9CG11TtkSmFJBEmdi3csJj5wRPMe0nUVIhNDYBvIKr2dTCD7qBdndLRXHeITfnwGW7mKllnob6UKDzrstoVrTZEEer6Hm9wYl6cZp4DgiQyTlzWbBZiXAtltfWz45z/ePL6LSg+c5iNa5claBv6MffNBwHb9hq55W5qYar0tNUVqnWlsSqZ7Y9//ON48MEH8dRTT+Etb3nLZa/vwIED+PznP4/f+Z3fWYK9W0asMhlJWILkFd+HYLEdU5ZEJhGWHglgUd6zdW9rCdIjxXR4YR0mI4lQH4J6baWrpTYzSwjTLEYsm5uyrJVkFlZs606x7Wr13bAi0afJrFeHrdbrr93RFHq9G2OTfFHe38m8CO1sgbuO6ykegnptqTXN2Kv5A0woQ2qz6XM+CYmYijOpnYIoAqoCfWyK8ZWW+9qhbbg8y79cIMlO7mqBVsfgghDCWJiZU/OQnCAbc2oeYjLuPR9EVYGYTkDpauVcM8pHz3ryIk1W8Ml778Nf/+EfQ7W8DXl6bYBe2/6CUJAkxLYN1eUh78LOlzy5hovYtiGuMVJb14vyiTFWlmXZEBSJSguI0+w7l4MgCJ61Znz7EDcoJJaF3E/3MgWa3NFMPcjzRdiG4c3kuNdf8oYtkBySRD99kWeQQ4pnURSptCPgbqENdkNurR5QZGUKyD++j1mmDnRyjln+6HXj4gx37yWu3VjXe4wQgvzTB5hlSnfbgs2bywE/q40gq91P73srW4CgKkydIMRUj0QMZbWbGxDbspY6/TzKstpSKgG1v5O3Stw5jOILR+n6zk/TwZwkQe2l603dtrgB5ZXCqiy2b7rpJvT2Xp6+zoWu6/jgBz+Iq666Cm9729uWZJ1XDCstvV0FPttcVPtSpUcWywHbPwmipiyLVIaLXa9RbBNCwhskOT/tVCQjuQwE9dp1NUfO5xgmzM4XGemRIAieHjUMdkn3XCdciM4MBSkbXlS32BCHnS1CavCF2YTosO1CidG20s/V10RZ7XPlgIRE7mwBBMGzJgRcCUmlIJTbm+oKavI3PwKA4muoJIR4Ug27WKaWf4qTGmnbIDZhNeEBckLt70Rp7wlYGV9qpCpD62mHdhmpkVYmz3lbJ3YN10U+mOOzFfbdlZC0VTTVcmsaphNkI7W7EpJ+bj1B3bQ21APDp3235vMQ4ipETaXJn6PjTDqumNSQfsU1iyIqio6ziAtBliB3NEEPSJHUdT3QT5yHncnT56ppAZKzHcs9DwqIaUFqSUNQZeokEZJgSRsj2WtEW98Hw7ln9BMXYOsmRE2FoND1NL7hlso+B5wp5LbGUKmULMswxiY5l5V4DVY7+8CzDMssSCKUnjbmuMpNKWjDlcFdkNWWkvG6m/j0UxdgBByTktfX54CzlCg8d4T6p7vEkafV9rHaF6YZokEQRY8FB6gNpZiM86y2KEIfvciRBskbtyD/1AEurl0d6ELp6Fk6A+dci0pPG73XB7vrGgSvBFZlsb2U+OxnP4vTp0/jE5/4xOpvHOOY7SiunZORxJaGebYLJa85Eljm9Mhgsb1AUAJAA3c4U35NCQ254ZIpI2a7LgQZaqCSZrcQzIBlH9ENRtYkdzQtOIVpjE0yLw9Bljy7MHdQJsgSiE01r34rSjUkzEYf48NxwkJliGV58efe+qqwY2F6bf3MOLPfdrbAOCFodbDadqHEFOwAoPhejNbUPG/5F6/otaV0ovKiFgVuEKuu66UhKP7QmXQK6siay5qxKu47AdtfYCkykjduqeu7rAtJgfpBO/etXSxDUKSKhKStCQA4yz8rW2A8zwkhmG+J4/yLlYATc3LW+76dKdAeAN/rQ+lqXXRDXWl/wNpveA3KR9nmNdcf3NXOAvQ8i4kYBFmCbRgQFNkLJnMbkNW13aHPqsIzhxjvaimdRHzrWhhn6fXnSkm8xsh1vYhtWEOPUybPN9ft2BD63hdFEcXnWFZbbkot6MNu6wYy/7Gb/U5nM9c3EL96o8fYW5kC36x5dX0DNQDIP81qteWWNFPIXwnYJZ2y2qMXvOtNVGWImgJ1wNFqZws0dp1htSvPQddX2z87J7c2IrZ5MJzVTichd7ZwvQGJa0ZQeI42mhpjkyAGdSpSemmRv1pZbWCVaraXCnv37sUXv/hFvP/978fatfXFoboIukdcEYRsc0X2w9124CECSbzi+xMsMAVNCd0Hd1m9+xeUkQiyDCGhLcvvC8o/hIb4gtsxA58HQmwY4dgiBtYjNiYX/RsWe+xeCggy1ADV/NU6BnqN5ki5u23BdbhyEe/zXS2eBtwtNKWGBEjAhURqSYden5y/dncrIPL3qR5obgQoUx78nF3SuUGIOtCJkq+I8Qbh/sTMwa6ax67se1kDTgqhbx9KPvu1iuVf0tuW1OKXkIS487Q2oHzqPJsa2deG2Pq+y7q2c4+xARtyayPUOtZJXUj8EpI5yI6ERJ+cg5SMw3L898WYCjEVh9LdCjHN3sPFQ6Psv2Fj3V00vOXE//sFxCUF5nQWCWfgYlyYYmQNgiojfu1GiDWeO34Y4zMco6ptWYvMj54MLBtE8QBtSLSm5uk7zE37lEQIpgCpMQlzap7KDhx5TGzbOm5frLks8s8cZkgepbvFY9fNyTmY8zmah+AMntKvus5bT2HPUfb6UmRoW4e47RBCQmcrYruGAUGoeozyTx/kWf2BLqa3StAUxLZVtpl/ltcbx69aX9d5MM5Pca5Aies2LbiPy4HCc0doGqef2JEkqOt6vZlm4/w063IjCrAKJQjOiM+azkBMxRliInnTVkAQUD52jrNCTd60FbknWLmOoCmQOluQe2I/tbV0yAOlt53quEf6IXe3rsh7rB4i9yVbbOu6jg996EPYtGkT7rvvvkV/f35+/oqeNEVRYJfpS8J0uppFy0SpVIKu67CvsJVNLBZDuVjy9gUADMtCsVhEucw7hCwHNE1DOZNj9kGUBJRKJZRKpdDvzM/Phy53IUkSZFmGmS3CKuuVQlMWYavyguteLERRhKqqKM9mYPl+g6nKKBQK0HWd+46iKLAmZ5nfLKUSMObZ4yA18MuEmAodNvRM5pKul1rH7qUCVVVhnL7AHru4Bl2VYFQ5doIgQNM0FM5crNyfogjbMCGics+S1obQc+t9/9QYs12tqwWl0+OwbRvmPJU/CA0JmPN5yoDaNmzbhtTZxFyb3vpOsutTOpu4e1TTNBSPnWWvn/Ym6CKYa0VVVZgnz8M0fA4WsgShsxmFHz8FyzSpf/NcDkJDwts3iALs9jSy2Swsix8UAvR5kjtymt3XNfQlmc1moaoqckdO0+/bNsyZDIjP8g+WBampAZZl0RANUahsH4Da3ozyKNXretaJkgS5uxXS2i7kcuy9Ug9kWYZqUQmH/12gbRuCJQDZBd4RiqKATM6jPDXnvYiNyTnENg/Scz05B7mjmYYMEQKxNU3P/boe7/y5z4/ci8fY47ahIomxbQJjZp4W0pIIYlnQRy/SY+BsV0rGkbxzF8rlMopFdiYsDLFYDPnnDjPblBtTMMpl6D4iQBAECM0pGFNzMCZmaZ5AsewxmnbZgIAKKSC3NdH/jikga1qZ6yUej6P43BHoF6YqEiBZQvzqEZSOnmMGLmIi5jWZxm7bjlKpBGJayDx3mHEEiW0ZhE4slObYQVksFkP5xRMw/QEpigxhQ2/odSJJEmKxGOa+9xgTICa3NAAQYFmVRvvYzvXQiQUzV4ZoEWSfPcTvkwiUF7h23Hs7+9MX2XdfMg6s617wPltKyLIMBSIyDz3HDJSpVluG0t8B27YpSaDKIJIIyzQhiiIETQMplmHZ9H7Vz05A3djvHSupNQ1hqAulUglzDz3HvB/lljRIQxyFoyyrnbppC3JP7odt29DPjMO2LAiqAqmzGZZtQ7lupOp7dbnR3Fx7VvQlW2z/7d/+LU6fPo1vf/vbkC6hC72xsXqTxHKhrFLtnux6PssyYrEYYrHlkTfUQkmUYMs+t4FEHPE4/d+VgmFXjgcAaA3J0GNCCMH8/DwaGxtrO33oBgRCIFi291lJVaCmU0t+vAkhEIuG5+MNAPH2ZqiJBBKJcK/tgm4xv1lpSkHIldhlrY1AYJnc2nRJ+7+YY/dSQW4mxxw7ta+j5rVNbBvCdNb7nl02IMoSLSScZcm1PZCrnFtiWcBUhtlurLsN5T1HIRACUihBEARI6QSsizOQu1shiiJEUURybQ93bm3dAGayzPpSQ71QQ35H6cIM87nE+r7QayVzYZY9Lv2dEA0LQqbgLTczechtTd6+KX0diKfDY7C9304Isuem2H0d7gchBA0NDbQRemIOkiTBnM/D9gcFGSYETYXUmPSm5wXD9LYPAPHhNbSJ0dcYKabiiK3vg9bWhEsVkRSeOUQHF859IYgiGm7dDkVRar4jsruPeL/XmstBVGQaVJQtUPmRLFFHF0GA2tEMUZKQ3r4eku/8mTMZYJo9x5JPeiOKAqzpeSidzRBFEebUHLU9dPdXEKAOdCG5fT1ETYGm1T4SxLKQPX6e2WZy+3qYh8+yz6DuVpALM3TQ6fQNEN2E1JSCqNKQHjeYSRAEqN0t9FreMYx4Msltc/apgyCFsneslc4WSM1pGGcmQMo6TMehxJ3xSd22A2qCHqfi/pOQDAvw7V/jDVshh70rDBMz+04yvyW+YwMSTdU94kuHRqGfGGOej+raHgiSCK+6EAU03bAVkrO9/O6DkGxS2SdBQONN20L3KQhzeh726XH2frlxK+KpK+s2lX/qAHV/8bHagihCHeqD5Eg69Ysz0Nb1UlcaUQREAaSke/enOTELqTEJ2SflarxjF7RYDKXDZyDMss/i9K1XofTUQWaZmIhBbWlE6YkDgG7AnJilg5L+TkiKjPi2ISR7qESl2nt1pfGSLLYPHDiAr3zlK/it3/otjIyM1P5CCFZD0SEI4sruRyAGXJSlK74/JBj+EdcW3AdBEGo7SriBNkyDpAwpGVvy30cKZU77LqeTC24nTOMdnDKXG1OwA3ITuenyAm3qOXYvFQRj2tXu1pq/3ZrJMteMnS1ATCc8x04xpno+yaHbnJznHX5EAbAJ7GwRIISeA1kGMUw2zGZNJ7de8/y0519L1yXSKdVg9LVhcg4o2kC4J7YRcE3Q1nbDCCTlkXwJ0mCc+UytY2dOzDLNUgC1/Cs5TLU+etH7LdZsFqSsV5xHBBFyS9ortMN6FZS+dpSPnGEt/7pbEB+5vNTI/OP7GBmA3JpGfNNgXa41ZSbIpiIhMafmISXj3n0uJmIQEjGo/Z2QA/0c5YDeV0zEGN9ru2xCzBYgOVaBxrlJ1ltbU5C6ZTukkJTQaiifOM/J97R1vZzXc2zjAHKP7aWJqrkiiGl5tozuMRNiKki2ALmpAaJTnMVDdNTl4+c5p5rY8Bqvibl87ByIZUGMaV7yZPMbb6t4a+9hY9DVgS4oVXyoiwdH6TvAP5i4ZmF3kPnvPcbc+2IixvX4xDcOQHZ06MSyUAw4ncQ29FGSpA4UnjnMyErFmFoz1XKpYZcN5B56ns6UeA3HCqvVzuS94CJvXzW1Ehpn2zDGJpmUUKWjmfrIE4L842xapNzWCDGucc2Sies3o/AUdWUxzkwANqHP285mCLKE1K1Xrfp310uyQfLIkSOwLAv3338/RkZGmP8BwKlTpzAyMoJrrrlmhfc0gOC00iqLa18Z679AU+AiXhpV11lgi21BFAFJXJYGyWATl+BMfy6EYBEtNaY4HXeo7V/kRFIXwpoj5QXi1V1w/tqWDVGt9BAEXQmC4PTaLRUnCi/MJhWnDiepuFe4SMl46LkNhtnIXVV8uMcmmelvN/whCCtTYJrTANdf22f5V3YiuP0MX12Wf6x/rtyUgtTc4MlAXAcKQkjFus3dBiGMXjsYaiUmNJjzeZiTc757WoDa1w5t/aU3k9mFEoqBqPL4tnV1NVsa56crwVSEwJzOQGpt9BxJpJYGqksHvCI8tnmQWQchhIliB2jzpD+y3Zyeo1PykkgHVYFrTGpMInXX1XX+Yopi0Ft7TQeNfbdY7TEBATFMmI6FJnEbIx15lSBLXoO77DZGDnRxtoYAkH/6AMxJtjEytnEA5oVpKhtwnFfcZ2d8y1ooPfSeNc5PcZpff6CMH4QQFAKNkdpQz4J2f/qFaRQCLifqYDf3ek5cW/G+Lh06zT37E9fX11RrZQooBUJz4juHFwzaWQ4U9xxB8eAoQ/4IogBlqMd7D5vnp6D4G7dFgemFMSfmIDU1QPA9l5JOYVw6cIp73iRv3o58IK5dakhAVGWYU/Ow8xX3JXWgC4IoIrFzuKbpwGrAS5LZHhwcxJvf/ObQv33rW99CQ0MDXvWqV11ROURdWG0NaqvC+o9ltoUlKLZtLz2S/j5BoYz9shTbAUZaTMVrJrjxFn9JrlFGamrgYq8jJ5L6YM3lOJcbpZ5iO9gcGSisa/prB9Mb+9q9ZV6xnabT7v6Xh9LHs9VAiL92NR/uADMtd7aEvrj1M+w1JsZUSJ3NjBVg0PJP1JRQ95MggnZu6lCPN5NCbBvlk9RlghTKsDN57+VMTAsQwBZogeeSNtSL4u5DDHMuxjVoa7pCEzfrRenwmUryI+ggJXnLtrq+6/fWtmazEGQJYjIGK5On8h9R9Nhfua0RgiQiNryGWYd5cYbzjFa6W2E+WXFuMCfnIa2nVoHG5Cwsfzy7ICA2PLCoeHYrV/QKWxexrUOcfV1seA3Kh06DWLZX/BCbABIlLgTbpo2R0xkIiuzZHSZC7P7M6XkUnjvCzCAoPW1eQ685NgUrX6TH0HHnSb/2Ru+zwUJYSieruooYZyc4q8xqhbmLzA8eZ5h+UVUgtzYwIXRqf6cXYkMIQWE3e7zUvg6ovQs/H1wUnj3MDWxq7eNSwy4byDy0h3Egoay26g2urfkcBMd1xgXHap+fQnzrkPd3pbsN2vpeEJP6qfuhdLXQkJpA2Fjyxq3IP0lZbf0MZdmlZBxSWyNETUHyhvoGMSuNn/lie2ZmBrOzs2hubkZLC33o79q1C7t27Qr9/Le+9S20tbXhE5/4xJXczUvDSidIrgLrv+Vgtu2AjGQ50yODkhC/NKAagsW2UC3QJrgsYrbrQtB+TkrGPSuxhWD4bf8I4e6PhWLaXesrP+TuVuQPnwEI8a4TKZ2EPnqRSWEL88MmpsVJQ6oX2wErv4E6Lf/WdMKammdkC9ZclmGy1YGumsmMdtngfru6ljb5iaII88KMx4aZsxnYRR2Sez5MG1Jb2iu+BVWBlc0H1tWN+e+zBZHU3oTY5oHLmlrO/fRFriEuvmVogW9Q8C4k85DbmqiEZHKekYVJyTjVow71cIx5kNWWm1Ke37QHw/Tue/3MBIhuVPTaCQ2pO3YuKp69tP8k656hyBAbEhwDKfe0oXhwFNY0lUbZxTLEmEobIgMNhkpnM21oTGjQAgMKgBbL/oGsoMhIXDMC3RmguUy+y2orbU1IONaLdr6E0qFRZn2JXcNVf3PhmcPs72hJMwmmQViZAmdLJ/e2gdiEubb8rLZ+6gKMgId/4vr6bBftYhnFF1hJTHzbUF0e9kuJwnOHUQphtdV1PZ6jiHFhmpk5EkSRPiuc42JenIHc0kCDjRykbqOsduGFYxwRlbx5G3IP7mGWya2NsHUDViYPK5P3ZgKVQSqDS1y3eVne28uBVVlsf/Ob38Rzzz0HADh69Ki3bPdu6nH5ile8Aq94xSsAAP/8z/+Mz372s3jPe96D9773vSuzw0uFVR/XvvI+20tSbOdLtFhyNXhusX0FZCQ1PbZNi0lPAyh7aAe064KPQfDWHRXbdSHInMjddSRHGiYTgmPnS1xxtFCxbWfy/HmNqfRFkitWHDSc8yrVSI40zk9xKY9KiA+3XTa4WPow2QchhC/KB/mIdlLWmXtQXVubNdVPX2QLOEn0Cn5JkjxWG6C6eFg24D5rRIFhtcVUjH7Gty4iClTm4DChgrAEEpJiGcW9x5llsW1Ddb3YjbGpyn1v2zCnM4hvX+fISeahdLV6EiDJiVePB0JOiG1z/szapkGUDpyCJEr4pV23wMoWobY3U4eYYhnW+CzzzpBb0kjetr3u30wI4WQzsY39DEsP0FkGc2qO/lZXQlI2IDal6HmzLIipOPUVR0WiFd8yxBE2tm4g99heRnqgdDZDTMS8Z6E5SR1dpCQtOFN37YLoXB/Fvcc5Fji+bV3o7zPnsij77CUBpzBf4N7PPvBsJZQITnNgXzvzrpZb0gyTznljtzYu6N/tR/GFY4xFp1tQXknYJR3Zh56HfiqE1XZIAGsuBzEZZ8+n0/ALUKLOvDCN2PbKuVD7O6EOdtFz/sR+Zpvqmg5YuSJzrAE6SMk9RAtw91kkNaZoE24ixiR1rnasymL7ueeew3e/+11m2Z49e7BnDz3ovb29XrH9kkIkI2FACAmJa18aZjvYHAksT7HNeQHXYLaDo30A3CDMnXoPLvtZ0K2tBnBhNvVISMZnmGNu5wqQnBARgMaIL3T9BP15xbjmyR7ca0SMa7SYTcQq16SqQO5oQhBc9Hpnc3j0+tlxvtANSaK0ZjJ8SMxgF7IPPOf9284VISZYhq2eZEY9KCFZ08lo3d3USGKYVMfsb7IjdiA1kl232t+J0vNHYWULTGqk2tdZl5a8GkqHT8Ocqkg4qISkvsAMP9NqzmQhaAqEhEZ7LBxZjLuvchsNQVIDxZhxdoIbnEmNSViZPDRZwd+++TeQ330I8W56Lo2L08zgW5BExK9aD7WOVFRvm2OTjGwGALSRAcx/76fsss2DKD57GHahBGs+D2LZtNEXACH0WhNjKsxc0WmMpM/ssMTI0qHTzIBOEARomwe9WZvy4TMgtk0HOZIIUZHR+Lqb6bZsm5OQxDYNVB0QFfccY324VQWxKoU54ITY/HtIiI1lM8x5wtdcaVyYDvXGriua3TCRD8h1tI0DoRr35UThuSOU1Q46kKzvhRhTYVkWZbX9sxSCALtU9o6LcWEGUnsT0zjpstp559rxI3nTNmR+yHq4K91tsGYysItlmNOVwCvVYbVTN2294jr2y8GqLLY/9alP4VOf+lRdn33ve9+7KEb7yJEjtT+0SrDSzbXEDBR0V7rYLht8aMtlJMG54ANtqGbbTatbSgQLmFoykqCERIxr3IBDTCd5eUoqviIyn581ENvmmF5lgXh1F8H0RUBgjndNvXZARqH0tnnrdBlAKZ2Alcmzeu3ettAp8WCxrYY0PAK8XlvpaWNegN7nAhISKZWAmE4yunCq167Mnsgt6Zp9AoQQXq/tY8PtXNFrsDNnszR90L3HdcqQelPoohDqaDL79f9iJSTNacQ2DVzW/ZB7bC8jE5KaGxD3OSpUAyEE5SO+BsZJnwvJ5BxEX2Oz1EATMbX1vVxjazHQIKd0NjOyIXs+5+nAvXh2y/JeGmIihoa7F2cAUHyRZfLlljSsbJ59Voq04LXLhjdDRPJF6gENgFg2RFn2ZuJk595S13R4um3/sco/uR+WT5cuNTdAG+ymxZ5leYWrlKLPzfiuYa/4LB89xzch7grXNtu6wc1UxLcPLVisFZ4+xPVZuE15LsS4hvi2irQoH9BqS8l4XdcNQI9/MGgrWaf8ZKlAWe3nAmmRCsS4AnWQDl7tuRzTwA04JgNuZoVpwRyfYQZX2lAP1L4O2MUyp2fX1vfCHJ/hBpeJa0eQ+fHTACHec0xubYTUkIDclEJ854alPwDLiJekG8nPKlZbgh+v2b6yl4s/Bc3bB20pGiTLXnMk4AQaxLVFaRvr3tYiZSSh2uy5bMiySK99KbBmslySolwH+xfURwcp1sU2R6p9HZ6UwGuObEjS5shGf3NkfXptpVr0+pmgXjuc7Q2LaDcvTLNWh3M5Zt/qkZD4I9hd+Nlwv0uJNZMB0c1KypxIrfa8cJaGhCcVcSGmkzRK3tfbofS2Q9twGRKSko7iC4HCbOvaunSzxrkKI01MC9ZslhaZNnVZcdlpAJAdazrOhcQwmYIdALSRfpSd6GpCCObHJqA30/2x5/NOPHuFnVG6W5G8bhPqhV02UPJZFQJAfPs6lPayRb+2rpfa8Nl8Y6RLWohpamsoKDI9f6B2f0EY56dRfPEE895T13RQn3DQGRG7bEBUFe+aaHrjbd5nC3tY4kzpaasq5SrtP8VKEgUB8SqFOUCP8dz3H2OTQ5sbPAbfRXzHBm/was5lOclN4pqRugZ9xLI4+Ym2rrcuImApUXj2MEoHA2mRogB1XR9ETaVuQRdn2ONMANsXhGWcn4LiWPK5SN1KZ4XyTx/kpKGJazch79j6udAGu2Gco3HsxvgsbCeDwJWfpW7bsSKy1stBVGyvZrzMNdt2MSAhEUWm2eKS11vgZSTL0WRBCLlsZltKJ7lixf/CriyLiu16EJSQSA2JmtIegC22iWF66YYuFiq27bIBc2KOWSamE7CyBeZaFJMa7FyR1WuHSD7C9Nphum67UOK2G9YcSWybi31XB7tQ9hXCxLRoU5iPFdfqKLbLJ8aYf0sNCUg+htNwnC+IbTMMJyEEsAmk5oqEJPj8kduboB87B3MuSws+OBHwvW11yVuqoXQk6EIiIHlLfdpnf1OjNZOBEFchJmLUVcS2AcvZT0GA1Eo9hYODltKxs5xuV1ArbHGhVMKWf/oYNn/hwygaZXo9+J6Vgqogcf3muq5rb5uHRjkGW+5o5iz1lDUd0McmYU3Ngxgm7JJOC2Hie194oTSVxsjYSD+3zcJzh71ZDYBKT+I7N1AfZQD6cXrtuI2Ran8XYlspS2xOznGzOwva/T3LNkaqQ90LyjNKh0ZRPsbqu5X+LsBHyAiSiMSu4crveeYwU5yLqhI6yAhDcf8p7l2RvPHKumxQVntPCKsdqziQzGQgNiTYAYQkeEQVMUw6m9NdeR7GhtdA6W6FlS1wtovxzYPQRy9yBXj8qnUovkD1+K73v9xBtfxKVyu0TQNL/vuXG1GxvZrA+WyvXLFNCFlxzbYdcCIRYsqSGNfbhRKI7i+2peXRa+dLTPMOUFuzHeaxzRXgTQ0Rs32JCHpl16PXtjIF5kVo54rMeRRkKVRX7W3z/BSrFZVEwJlZsTL0PAqKDGLaEFTZm70RRDHUuo7Xa7eENg7rZyfY7Spy6KDAvDjDvezUfrY50ppnWW1BEquy6X4EJSTaul7vHiaW5b1I7UwBVq7o9WQQ3YCgKZVgGwB2YKZLW9+H/FMHvJAqwPFn3jRwWfdz/rG9zGBGam5g7MuqgVgWSkd8QTaTc5AdXb85Sf2GXW9tMZ2EqCmIjfRzg4jSgVHm3+pgF2PHZ836BiWmjfLpi8x5lhriaLhnsRIS1ltbW9fLD5RSCW+WzWuMLOk01MSZ9RTjGt8YuXUd3xhZKCH/+D5mUKF0tdJAJ0JgTMzCnM1S2YpDhKRfc4N37QSLNjERCy3oAUA/McZZKMZqSBDm/28gxCauQUyw91hs65D3HLALJRT3sscwvr0+T3Zi215giwt1TQfUkFmt5UThmUPUV9uRagmCQFnt9b0QNdpjYV6YgRyw+vS/44yxSSjdrZ7ERBCECqv95H5uQBfbsYEbCMVG+lE6es6zDrR1g2YDOM+b1B07Vn2ATRiiYns1YTWpSGybk7Vccc12wGPbTSC77PWGNEheieZIQRQhphbeTpjHdri0JCq2LwVBvXbwxRGGoGSDlHQIvpeo1NWyoAQpKCGRO1u8YsV29dpOjLdfZiR3VgmpCeq1q0pIAp/raw+dnQo2dMmtjRAUCaZvFsCaZfXaSl9H6L75YZd03vJvXaUR0Dg74clCzBlq+ecOGgRBoKmRzktbTMY4vbbc1ojy8XOMXlvpbUNsA28vVy/ssoHC86z1Wmzz2rpYYn30oqe5JYYJay4Hub3JkZNkqEOHI5GoJiGxckUuAEgd6mGW+X2ijek5OuXv1B6CIEAb6kWiDotCbx0TsxyDHdtCnU+4ZYdOM42RLiHkNafGVMC02MbIHXxjZHHfSSbkSRAFxK9a78me3PRNMRkDBAFSQwJpZwBhF8soBvYtsWN91fdTPmj3194EeYGBoj42gcLzbOOlsqaDu3f8Mp3C88e4QjJxbX1OGeXDZzgXjuSNW+v67lLBLpaRffA5GP6BmyJRVts5VtbUPMTmFHscfKnDdtmAOZ1hCIzY5kHI7U0w57K8NGv7OpQPn+aOmza8xptpcZ+dSk8rRE2BNtQDbbD2jNpqRFRsr2asJLMdaI4EAEG+sv20HLO9BHptYpiwdSOk2F6aQt4PTkJST6BNsEBPJ/mmySq+2xEWBrFtzv+2LieSoF5bEhlmpVZwCldw9rZ7y9xzKzrNkaKv2A6TkPhfQN7n+uv11w7Xa5dD9Nr+iGbi+ID7BwL1SEj0UxdYJxRZYmQsXGqkbXtOJAAYFxIhUNiLiRiMi9MwpzMV20RJhNLXcVl67fKRM56tHUCLwNQlSEjMqXmIqTh15ZieBwTBY8sFUYDcmoaUSkAJnOPSodOczzXRzcq50A2mD8Q4O8no2IWYSpm/kCbYqvsdYGSlVAK2IxHxQ4hrsIvlykAxX/RYZ2LZ1IbRmTF0GyO1td2Q/W4yoOc799he5hkmtzZC7miCXSjDLpS94t+V3aVuuwqi8/wvvnicK9DiO4cRBmN8hncHqWEXN/+9YIiNzJEZ2oY+L3WSGCYKzwXY2Y39dUn7CCGcXlnpaq2rH2IpQVnt05UBrSBAEESowz5W++IMlK5WhoTzX6vG2QlqP+ro2gVRRPJmGgKV/+le7lmgbRrgCnBt61qvUdc4OwFiWo40jAZ7pW7fsRw//4ogKrZXFVZRXHtQQoIVaJAMunAsgVtIMNAGgNfVv9RYbHMkMS22MQWAqMjMvgJ0f4N6eqnxytpD/SzCdHSmftTlRBJkthcTZuNMhfohtTfRaPGy4UkjxFQcdrYYaI6sotf2+woLQmgTpZUNiV4PYfNCi/eBLpRPVeQfxNXl+prD6ikGgjIEtb+TYcPLJ85TG8tiGfZ8IDUSAlOkBc+btqEPhacOskVRKgFtfe9lWaXlghKSpgbqkV0DxDAZja85Neex1+bkHKSWtKdJl5obICgydUwJDL5LBwI+18NrUD7qk6ZMzDE6duPCNOetnbqz/nh2YlocSxzbNoRSwG9bG+z2Bk9eH4Bl06ZIZ/ApphKw88WajZH6qQtM6A9A2XtzmrK7paNnqKtJTPXW7zZGhtr9beyvOvMQlChIyThimwdhBoJ3XJizGeQCceFydys3ePG7hBT3nuBcROoNsdFPjHEEQPLGLVdUJmEXSsg+sAfGmfHKDIUsQUzFPJcjc2IWUmtlpsn7nMtqF2nyq9LZ7K03vn0d5JY0jPEZLqApsWsExeeP8YPxnjboZ8bprJgzs6b0ddD7ZfMglEVYWa42RMX2asIqciMJFhQAVkCzvUyBNvClRwoCIC+PZtvVLrqo2Rzp8wr2EJTySCKX0CbIUl0JiC93BCUkUmOq5nknlsU0VdqFMjfDshCzbU7Oce4nEAXaPOvMYgiiQAsmUWD2J0yzWb9em/2cqCke28h+boIPx1nTwWqE57IMsycl45A7mrEQwiz//E2L5myWNhAKgiMhKVf0raYNqTlVcSWRRW4QqvS2o3RolPHrVbpbEd946Y1Ttm5w8oHY5sG6JCTl42PeeSZlg7rKtDXS/57PU19153kmtzd76/bDnJoPCVxqhTFeKcaMiVmviAfY2T9BEhHbOlR3LDgAlI+d48Kx1DUd3HWmDHZBP30R1nSGzg4Wy05jJKkM/pz6UOlsodIPZ/ATRH73QUYKIyXjiG1ZC3Nihtr9OZIZ93kZ37bOG9CWj5zlZv/iV4cz1VauyBV58V3DEGQJVtj7DUDmx08x6xckCUonG3ql9LR5AVLEsji7P21db11FISGEC3eR2xpDUzaXE/mnD6J46FTlXhIECKIAbUMf9cN3BljuLKDgSEf87yr9zDiUNR3ewE+QJSRvoqx27tEX2cZRTYE60MkNuOI7N3hafOP0RRCbQNRUKD1UA566rT6f+9WKqNhezVhJGYnBj/yvvGZ7eQJtADaqXRCEK5MeWdOJhJWGiDGVk9JI6STsbJFb9rPYMHKlwYfZ1H4hmhNzTDFqZwvMeZTSCc8tIXSbwYj2phRsh+H0LP9SCW69cntT6GxL3XrtoL92f2e4X3dAH6z0tIHkioznrTWbYxoV1bXdNa834/w0F1zhD27xs8DWTJZa/rlOQyLLaktx9jiIqgI7m4cxOc9IM5Q17ZdVqJSPnmOKQEEQkHKmwWuBCbKZon7aoqpQSYokeoW4IEuQWhogNzdwg5+gtzZtSKw8E+xsgaYz+iVjvlkOMRFD+pXXLupZEPSeVvs7uWtMjGuwnevB89Yu6RDjMU+/KyZi3nPJ/V3xq9ZxOmcrk0fhqYPMPaX0tAJO8WucHqeFvCx5g6/GN97qfTbYGKn0tFUdXBSfP8qlSyYWcAexCyVk/+s5Zpnc0eQlDLtIXr/ZO8alw2e453byhvpYbePMODfrlbzhyrLaVraA7IN7mGZqymonKqz2+Aw9DmJFn09s29tPK1eEnS8xPuqJq0cgpRPQz4xzM1yJ6zZzNodiXIOUTlJyIleE4dyHygB9biV2jfzMO25FxfZqwuohtnnbP1FcFh/qhbAszHaBZbaXM6qdl5Es0vavMQmbcyJJRc2RlwjjQiDMpobWGgj31/ZPKS/WX1vp64DuhdnQcyulE7Dn2TCbMCs/Ypjc/oRZ+QGUGWI+119Nrx1oxlvbzTDSxLZpFLevIbSuiPaT7AtWbm2E3FQp2N3YbGKYlOGW2dRIRkJisQ9GdW039ev1FfNiIgZtsKcm474Qco8HJSQpxK+qbd1ml3TmmJmT84wLidyShjVNB1hyayN1YdiylimqCCEcC6tt6vcaBQGX1W6GJIp47cguvLJ5EJLoC1bqakXy+vrt4qz5HOevHtu6lpOQxDYN0JCZQgnWfK4SnuNLwhRUGcSqNEYKghCaGJnfcxS6zxFIkCXEdw57++EOwjy7v542z9LPuDAN/dwEs77ENVXs/gyTn6XYsnZBuWD24ecZSYcgCDRUKiDTcXsCwvTWam97qKwrDPkn2e9KjSnErrClXe7J/SgdPAXiymBcVnu4j/YLWDasqQwU5r4SGCLQOH2RPofcQKWYiuQNW0AIQfah55ntSck45NY0b9t4zUYUnqYzBK7lqJSMU9JBU664DeJyICq2VzFWkq1c6fRIIITZXqpAG8uuNFUpDjOzDJrt4HRnLRkJZ/uXDrH9a0zxITdRsV0TxLJgTgSm6C9Brx1spJB72hYMo9KDzHZXC9VdG2bFYquBem4zzZEhiZD16rXNuSzMwIAsrCi3MgWGyQUA1dHmurCzBe66rccNIMhmaT4XErtY9hh/ey5HmUwvNdKEmEz4tkl4hnywG6V9J2EXK8vlzmbENw9e8jOTNrmxrGls00DNATIAlI+d9Yp0u1iGXShCbk3DLpSpnaGmeIN7z4UkkCponJ3gvfPTqcoMg01gTs1Dbm9CTFHx2evfhL/pvRWaU2wLqozEjZvr2l8Xxb1soAzVSMueY4oLIRmjTYtuY2SuRIthl+GURJBgYuT6Xq5HhZgW8o++4IXWuMdDTMZALJtGcjvSIjdAqOFV11W1+5NSiap2f8UDp/g0xgUaI4lhYj4QFy61pDmtduLajR7ppJ8Y4+6fRJ3MtHF+ihvoJq/ffEWzLKxMHrmHnoc+Nsmy2umkJ2EzL07Tc+rZddqAn9Wez4MYltcsCtB4ejGuoXzkLOdyk7hpK3KP72OWSekkQAisXAHWTMabKVCcWPbkjVuXhQy70oiK7VUE7qW9ksqAoKbtCjdHAiHM9nJEtS8Ts01sm9OZ1paRhNj+BVnsRt6dpFbjZQTKNgY9z+vRVTJhNpbNaeiVnjbYth38GgDHnzs44FJp4eWXGLlRx5JPd6+EMNucRV9Xa2jctBsK4m0zoTE638r62Je9GFMhtaUZvTeVkPgs/7paag5MrWyB0x5r6yp67fLJ815jlDWbhV2qWP5BECC3VVhtMR6Df8pPEEXYhgFjfMZzvqA6805oI5cuISmFSUhuqU8jyriQTM55DZDm5CwERYblSNdEVYHYmITS08Y1cXLx7B3NjPWiOZOBqClOYWpR9s93KUqpBNL3XFfnr6XPp2KQwd48iFJgP9TedhijFyuNkYQAFnWIgOg0RjYkqOZeVbzGyDC5RunwaZRPstdcbKTf874vHT4DQgh9FosipHgM6dfcAMDRX/ukOgAQ37UhtDgNC7HRhnpC7wEX+WcOwQj0OQTt/sREjPFbzz/FSiHktsZQjXoYck+yWm0pGa+rEXcpkXt8H0qHT1cGJZ5We43j+2/BnM0x8hCIYJok9dMXvRh3gP6OxDUbQWwbuUdfYLbnWnlyA5RrN6LwzCGAEM8ZSWpK0f+lk1XDin7WEBXbqwmrqUFyhdMjATARzMDSabaDTiSCLC1JMiWznXyJ6bQGwDCXYeAs/hpTvI471GM7ciKphaBeW25uqDl4swslxv/WzhUg+PTZgihC6WiuWmwHJSRiTPVYQ9eDXUzGQQoliKmExx7JrY2h0eB6oIiu2/KvvyuUbeP8nAe6YI6x7DkNs6kU2+ra2smMwcZIUVMYZxVXKkBsmzqmCHRa2kuN9FvFBeKx1f5OFJ87Ajvnk5DEVMQGu2tKehZC7qcvMM8FqTEV6g8dhJUrMlIMLsimNQ17hl5DUnsjlVcEWG0az85Gpasb1qB0tBLZbk7MehIZY2qeDuRdizVBgLaul1vvQtBHL3IDQWWwi9fwD3RCPztRaYws6RBiGmCTil7ceW+5DKjUmOKkRtTubx8sXzKn3NQAdaALdq5I3Sec+8Wd1UjestXT6xdfOMbrr6tIfPRTFzgnnoXs/gghmPu/P/VSSAFKjARli4mrRzxyRj83wUla6tVbG+MzXDpl4rpNV3T22JzNIvfQ8wyZIMgSxKaUZzlqjE1B6fax2qYFGJZHClpO6JB/ZjV501aIqoLi3hNckFDyxq3IB1htpaOZDrjLdADtzmKpg92e1d9ibCxXM6JiezVjRWUkgWJ7BWQkbjyxi6XSbIcF2iy1ZCfoRCJIYm1GMFhYN8T5qWUn/IRZFslIaoILs7kEf21SKDPnUO5ohqDIVYvt4MtY6Wnj/LWldALWfJ6NaK+m1w5MyYZa+RHCNUeGRrQTUlOvbesGZbt8935d/tpBy7/Bbm+wTiwLumMraGcK1KvZTY0s6xBiCmTneia2zTtlDPWg+MJxRkIitTchtnnwkntK7LLBSRS0zQN1zRiVj5ypFB/ZAohuUpu/TIEy9pLkDbrltiaq1w7ocsvHzjHPOkEQICii95wiukEDcpwifv7kWWx+/v9gy76voWAb1Fv7zp2LekYXX2CDe5SuFpgXZjhZiSt1ctlnUizTTALRcc9J0sZIQRC8maLEzg3cuTDOT6P44jFm/cqaDm/2z5XiiJpKU1QFAY1vup1u07R4u7/Ng1Wfp4VnWHcQua1xwT6D0sFRlH0DG8BpKPYdT0GRkfClTga12m5yaT3IBxxIxISGeI1Ey6VG7qd7UTo86t1fgkAj12Mj/dRaVjdhZ/OMPEQQhYo9p/Oc8T9b3AGqrRvIPxYoqrvbqEwk8O6K79jgi2Wnz0u5oxlSKg6lq4Vz7KkGK5PH3Pcew+y3H+Zm1VYLomJ7NYFjtldQR7LCUe2EkGVxIyGFK5QeGeJEslBBH+axLSgSJ32AIHJyoyjQpjYuxYmEK7YDYTaK44JQTbNtjLHfl3taYZybAHwSIzGdhJXJM+yxEsJY62OTLLMniuH+2lPzjJMIEF6UmxdnOE2rtrabYWntOdaFRFQV7zdXAzEtrunOP7Wun53wCks3NdLVawsQ6JS1U6iJLoPqhyxBH5vy1iEIAtT+jstyISkdOc1JSBpu21Hfd4MSkpYGOlU+NUejy93znNAgpuJQ1/Vwz5viQdbnWh3ogn7C13A5MQepKQVBlWGXdJhjgVmalgY03Lmrrv0F6KCgfJwdEMW2ruXCbbSRfpSPnIGdL8LK5CkB40oInPMiKDKIbVN9s6Z49oNBFJ45xBRBoqYivm2Ispm27f1e18I0tnktNOe6pVIHVrdfjak2J+e8Bjvvs9duWvDZO/fdRxlySYypXCEf377OO2/GxCx3/JLXbapr9tecnEMpMIuRuGZjzTTWpYQ5NY/cI8+zDeOyBKm5AUo3vb/1cxOevSEAEMMCrIq3tjU5R4+TTxqZunU7BElC8bkj3DMoecNmFAIOJOpAF/QzVKJkjE06seyC97xquHNXXSQYMS3M/st/oXRoFOVj5zD3nUe4WeXVgKjYXk1YPSoSzmf7SstISEnnipglcyMJFturoDky3GOb/aegyJxnsxhTl0TL/lIGMa1KEIcDpaceZpstahDUfC8gW7DLBsxxlmERNRV22WDOtSBLgGUz14faF9IcGfTX7moJ1WsH0yCldJKVZTjQA6y26/5h+qb5zbkcoy1WBjprPgf0cxPcNeqXnngSEkLottwGO0JAbMIEtrjNy972u1pR2nfCs6EDaGOgOtBV1ZWlHuQefZF1IWluQHx7HRKS+Rx0VypECJWQtDd5/y01pTy5kNzWRCUkm1mph50vMZ7mAGV89bOVWRHDLyG5OA277PPWFkTEtq1blISmtP8kl1IpKCrXGCkmYk64iNsYWYSYjNMBkECvXbtICRHX2Ucb7uckUFauSMOCfM9dvxOQcWYcVqEEQarkHTS+/mYA4fprtb8z4I5RQT7AaosJDfEF2NHy2XGe5e9tZ4pfQRTZaPagbV1CQ6xOvXU+oNUWYyoSu66sJjn76At0AOMEarmstraxH4Ikwi7pIIUyM9CGJADO/UhsG/rZCSaRVnZml+xCiWP9taEeGGNTXA9WbKSf6vR1w5MQyd1tEGMqtPW9VRNvgyg8c4iV+2ULdHCwyhAV26sZL2MZifsgYPZhqTTbur/YlpYlqj2M2V4IYR7bQWafWgFGtn+LhTkxyxYXggC5Y2Fmm9g2I9uwi2VO178Qy2v4OvwBJ4zIeQG4EiMxodFp+WTcazqSmxtCHSV4vXY1f+2ANGQwXK8dZP84yz9CQPJFxkNcq0OvrQcYP6W7zSu+CCEeI+ilRjoOQ8QwIcgS5JaGyvZLbNGure9F4dnDDCMvtTYivnntJZMBdklHMcQirh5Xj9KhSiiH20fhWnMSw6zo0AHPwizYQFc8OMrHs/uefbRwMCG1NNCp+1MXmBkOMRFD+p76vbUJISgEIrJjmwdRDjQfqn0d0E9frAxUHT09bYykoSZCIgZS1qlHsvMcSuzi5RDFF48z/QuCKCK+fZ03c+Tq1V1WW+lsQcKxejPGJjlZQDVW28oWUAqkYSZ2Dodqft3jNf/dR5kiUFBktsiE40rjzDyZc1nmvANA4ur6mGlzej7kuyNLQiLVC2N8BtlHX4DpC0qCLEFua/Rm+4yz40yDNjFMhmgwx2dpvoDvvZm6bQcEUUT+yQOc/DO+axiFPQGZ1sYB71zpZ8ZBnDRStY/GsjfcUd9MjZUtcBaKSn9nKBGx0oiK7dWEVdUgubLWf6QYkJCI4mU3ShDLoqP2KyAjCWrTFtscGeo60hhiBRg5kdRE8GUttaZrPoyt6Qzz0rAzBdrE6K4jGV8wZMEI6rW7WmE6ulfb02snaQOir7ALcyGxdaM+vbZlcU4kfqcAZn3BiPag5V+uyN0XdUW0B1MjfS4k5uScN6g0p93USKfQMC0qRXCKFlGR+dm1VJyGb/iKUaWvHdqGy5CQHDzFNNMJIm3Kqu+7o95/mxOzkFvTEETqtiA1JDxWW2pIQIxr0Eb6uWdYaX9AurG+DyXOW5tqve35PG0w9DWNyl0tSN5QvwexPnqRG9irg92cfl/pa4dxfgrm5Bx9bhbLEOIqZbXdwYHz/26yoNzexEmbiGUh9/ALzPNQbm+C1JgEMS0YU/OwZrLU7i9Ji+30q6+H6EiJCs+wrLbclKrq+FHYw4fYxHcOh35WVVUYk3OcflrpbKkklzrwR68Xdh9iBkeiqjBa7oWQf/IAq4lXlQUbN5cD2Yefh37kTCVkSRAgSCLUkX56jRVKtO/AJ030v3uJacEYm4Tie/6ove3Q1vfCnMtyRXV88yDKB0fZlFpRpLHsY5O0Cd0p/NU1NJY9ftV61gFlAeQefQG2bsAuGygfO4vykTNX3NWlXkTF9mrGy9j6L8hsC05QwmWts+CmR/pufHmZiu2QxsYF9y3MYzvopx05kVwSeL12bQmJHtRrWxZToCsOA1P1+2fZolfua6cNk4TAyjpOJA0JWJmAv3ZIEW0EHEKoXrud/9z5KU7CoQ3wBbLhMEnM+nrbGBcTazbLMHxyS5qzqwvCnM1yDgR+f203yAagLB8xLSadz7WNA+AV3d7fmhtQPnqW+vqSil5Y6++EOlR7EFANuUdfZI6F3JxGYlvtl7U5Ne8FoBDLhjmTgdze5PhFZ+i5dfTaruVc0C3EGJ9hotgBOhD0nh22I01xJBP6uQmONUxcv6muOHkXQRZf6WzmBnJiXIOdL4IQUkmMLFIGmzZGihATMZB8CYIkQu6k+5fYNczdE+Wj51A6wTpvaOv7YDiyrvLh0YrdnyRCSsSR/vkbAVAWOdi4GN81EtoIa+sG99viW4dCXX0AQJZlZH7whHeOACfds62R+Q3a+l5PsmJlCygGdO3xq9bX9f4w57J8dPzVI1dUAqifm0Du8X3esQcASCLkjmYozjmkTY+VAToxTKZvwhibhNzaCNGXeZG6cycEQUA+cC8JkghtuB/F4O++ah2KTlGuj16k5z+mQu5uhagqSNaZ2mqcn0JxH5VElQ6cpPeSJCL/0xcjzXaEGggw2ysbarPCmu0As71UHtuAL6pdoDq05dBsB2UkNTXbl8psRzKSmjAuBBrKFumvHQZ/81AQxLS470vJGOxiGVa26AtUkqlEwMcihTmRBNPW5K6W0Glrzratszn02g5KSJS+dljT80whZ81mmYGcNlSH5V9AQiIl40xwUPkY/btdNqhtmCxBEAQqIRFFT0ICgJl9AgB1Qx8KzxxiXUiaU4hvGbrk5jK7UELxxYCk4qp1dT0Pij65gjWToXrjdBLWTIYyvnalmUxua4LUkGDYQABcUqOUTnpJkwBtIBU02qxHDJM7vwCQvvua2j/U3c/QxsghzltbG+5H+chZ2FnqFkMMs9Ig7167js5ebmuilnGawgX1AEDuiX2wpuaY36it7aZNl4WS10TsSkiSt26r2P09e4RlgjWlKmtZfPEEpwlOXFudNbZzReQe2sMsk1vT3Ln3zxoUnjnMMrSSiMS1m1AP8k8e4ORCC4XsLDUIIcg+8BzKh08z7z9BlqCNrKFNj9kCIICRjkGsaLWpPd8s8+yLbVgDta8DxoVpvqjeuYFjusWYCjERgzmXg+UbnKuDXTSW/br6Bo/u7wEckqFQpjKU/i4vaGe1ISq2VxFWkYpk5TXbQY/tJdBguTZH3ovcedmLyXD241IRGmhzSR7bYcU2z3ZHqA67bMAKeO4uNqadmBZ3c6ohzLL33Qt80qP7b89fO6ZSvWsy5k3RSo2pUGlKsDmyml472BypVkl65NxC1rISEmKYACGMRl1dFz51z6w3ENGuruupJM3lih6Das1kYBfK3gCa6CbEdLJyHwoCSIChl5oboJ+8wAzC1d6OywqyKe4/BdNX3AqSiFQdLiSEEEYbbE7MQmqnDZDmxCzVbc/S9bouIrFAuiWxLM6FRBtew7L/E7NQOpshCAKMyVnqLS4IkCDitoZe3LlmI5KL8NYObYyUZc6VRowpVGrka4yUUrQxkogCE9Tj3kuxrfygxxifQeG5I4x/tdrXAcshPcqHz4BYNkRNgaAqEEQRzffeQbdZ0nkWefv6UH0zsW0+xGZDH2NbF0T233czTXWCKELpamXOkdrX4SUp2oUS10gZ37auLm2/NZ/jBjSJncPLQvJUg37qAnJPH2D9xyX6m11LSeNMgNXWDaZJ3zg7AaWrxXsuuD7YNJadHbiIMRVyZwtHFMR3DlObTZ/1qJROQmptpIE419U3eCkdGqUylLIB4yyVxKl9HRBUGUpfe6TZjrBIrCCzveLWf0GP7eVgtr30yKWdyrNzRd6eb7ENkqm4V5i5EOIq92KMmO2FYV6c5hoVa9n+BQt0O5NnZiYERfamzsPASUg6mjxdonueqV6btfwLC6mxywbHzIcV23ax7GnCvc+FFNvWfI5xHHE/50/2s+ZyDKstKHIo4x7cz+CLVRvySUh83tvmTIZ6arsvRFFgNJpiXGWefWIiBuPsJMzZLOPioqzpYGQqi0X20ReY4lNubawrGMY4V4lWJ7pJPbDbmzw/bCGuebMErgQkyPqWT5zn7mV3poOul/XW1k9dBDHp3zRRwj9sfi2++Zf3I56sb7BNCOFZ/E0DXCqj0tcBffQC/V1Tc45Gm1DLP8FhQ2Mq1dinEh4LmtjFa6Pzzx5m/O1FVUFs+xDMiVnYluU54rj3VnzHeq/puPjicUYSJQgCEteEu3aUD5/hnp/JBYo2u1hG7j+eYZZJzQ0QOFbbp9V+7gi/Pz4t90LIP32QD+Sps6hcChBCkP2vZ6EfOeuRaIIzaNJG+imrPZeDoCnMe5aQCslmF0qwZjJQetq8ezC2fR3ktkboJ8a4ez9x3SYUAgmbUmMKpKxTh5vxGc/DXV1bCbCpZ5aKGCZyDz0PADBOX6QSv7gGpaeNNlfedfUlHqnlRVRsryasorh2rjnpSjPbgTCLpRip2nnqse29sNXliWrnAm1kCcICBT2xQjy2Jd5PO2zwtVCTXgReDiK3N9e8lo0LU8yxt3KsK4fS1bKgrMoIFtu97XQZId61IXhhNn4JSYhe++w4y0ZK4Xpt/cw4O6hwOvuDCEpIxIQGsSHB2BSas1kmol0d7Kp5zIIuGYIkMg2VLmNLTMtp8hMpg23ZEMDqtYMWi9r6XuSf2g/il5Ckk4hvWXvJg3ArV0RpX4A53bGhrvWVDox6/21OzUFIaBCTMerVLYpeUSzIEqSWNJSOZs6qLighUXvbmRkMc2IOUjNlxa1ckQ6kpMrrWm5vQvL2nfX+XOijF2EG+j3U/k6uSFJ622GMz8KYmAWxCQ0dSsYoq20Tyvw6U/Se3d9gN8ci28Uyco+8wBSocleLxxzrJ8/TNEq/3d8bbwXgMNXBkKGR/tBnHSEE+d2s3Z/S0xbqQe8i9/DzMCcqWnlBECD3tDFacLm9yZvNCQs9im0erNnDANB3QXCQE79qfVUt+XKgfPgM8s8cgjnjmxUV6HPEc7k5O848f0hJZ+55/Qx1KBFkCYQQCJKE1M3bQWwb2YefZ7YnpZMQZJkb1Md3rkfxRRpg4wZvye2OxKqzGbGt9c3S5J8+CCtLA3Lcvgl1sBsQBcS2DdU1c7kSiIrt1YRVpCNZcc12gNkWloLZzhfZ5sjlYrYXGWhjZUI8tgMQNYUbgEipxIoke/4sIeiVXSuUhX6H12v7X8QLvchpQEOgwG9MwcoXYeWK3iBWVBVOrx0aZhOQfCg9beF67WBEe19HqHsPH9HeTYMlnOuPEAI7U2AGAfXptdkmONVnv+XXG1uzWdj5knfPkZIOMRlntmcHLP/ktiaUj495ns4A1ZnHRvpr7lc1FPceh+WXEUgSUrddVfN7xLRQOlyxb3O9tQVBgDExC6m5AZZT1MitjTTkJeDzbOdLDNMP0HOv+xxijPEZz57SOD/J2tPJEhLXjEDyD1Bq/d6gl3RnM+fSIyY02BnagGo6TcU01VOldn+SCCERg12i+li5nRbY8RBWu/jicS8tFaBMamzbEIzzdCCrH6XXi6vVVtd0IOE4h5QPn+EazKtpo42zE1wDdPK6zVWft8QwMf/9x5llUjoJKUSr7a6j+PxRTg9erwNMYfdBbhCavL5+95jLBbFtZP7rWZSPnvWePYIoQtAUxIYdVnt6nr5LXELL8bx37UitbAF2vsTMCCauGYGUTtBY9oBML3HDFs5rW+lqhXFhhiZFnp1w+jQET7bScNfVdSXAWpk8nSkgBLrjfCQ1pajeXlPqkoGtFKJiezVjRRskA9Z/ygoz20vhse02+zgQVBliXFvygcSiA23q8thOeZZx3rJIQrIgCCFc4bxYvTYI4fXaCxTs5vgs5wjialbd8yeqCo3yTvj02g2JUOYuyDxW1WEHi+gQyz9i21xRrq3tZkJVaHCJxjx7ahXbxLZRDui1tfV93n+XRy96g3c3NVKMOQNcQYDU1uhtT4ypzIyeoMgwxmdgTc97DL8gSVD6OqBtqGxjscg9+iKjJZbbGxHbNFjze+UTY17hRRteC5Dbm2Dni7DzJQiq7P1WuYMW4bFAkE3pUMBbW5bY5tR5mtYoNafosT1xgbkGy3EFGz71HjQ1NSGfZ58JYbByRS9MyEVs6xDnSa2tX4Py0TOw5nLUIrWkQ1BVWny58gPns0pHMyCKtOExYMXnsp3+56Dc2gg5naRuLeMzMOdz1O7PYXjTr72J9jYQgnzA7k/tba96z+V3s1IFuSkFbbj6dZF7cj8zqAEcZyEfaSE1przodWKYHHMeG17jOcwsBCtbQCGo895en857qVDcdxKFPUfY/h9RgDbQSe0XHXLAP1tmF8sQYr5Y9tELVLrm3KNCTEXihi00lv2ne5ntKZ3NsDJ5LvEztmmAppGWdBjnAwE2G/rqDrDJPfw8iGHCnJiDlS1AEATP/z9507YrOmOwWETF9mrCKmK2g5rtK+6zHWS2tSUotnOBYltRrkxU+6V4bAds/8TGJFeUR8X2wrAzeS4Vr1bSHiGEYaatEL/phZxIOL12ayOVTaAyqBIbk7CzBdaFpL+TY+OsXNGbJvU+F/JSsuZzTLMXEF6UGxdmOIZOGehiCnVrhnUhoZ7IC19nxtgkH/3uK8A8CYltO1p4AogCLTgJYSQkJBDPrg31oLD7IDP4ltIJxDcNLsryzg8rU2DcRAAgsWukLqka0xg5OQepMQVRU2FOzNGEV2c/RU2FmE5C6e/kiqti0P1jQ5/H9AKAOT5DC3VRpH7v8zlGQqL2d6JQKqJQYJ8zVfd53wmuMRKSxBEagizSYtj1g8+XIKZinmZb1BSvuVF27qPEzg0cI1k+cpaz7FPX9cGYnKP748wMiMkYIIqQ00mkX3ktACfEJmBFWI3VNqfmOXeVxLWbqjKkxLIw/39/yljZSQ0JrkE+eV1lHcUXj3OFY/LGraHrD6Lw9EHOX3oxnuiXC2JayP7HbujHz1UGqqIIMaZCdbzpzfEZ6m/v+mhbNgDB+/3WbBawCDO4iF+/GWJMReGZw9zzNXHtJhSDiZ/rez3veP30RcqaO30ggiii4c76Amz0cxM0BMq0YDikgdzVAjEZg9ySrqrpXy2Iiu3VjJVktoM+21dYRhJ0I/HCLy5nnfkSz2wvQ3rkYpntUI/tQAEuN6aYaW8AXNJZBBZBCYkY12oeM8sJW3FhZwrM+ZPbGhfU9Qb12uqaDspO+/TaYkMCdqA5MizMRj/DstCiqkDp5ps7w3TYYQ2cXER7exNIocS8MIP+2nVJSI4FJBGdzd5vI4R4qZLWfJ4OXtzjVzYgJLRKcW8TbkZH7m5F6ehZpphXets95vFSUHjhKGyfflmQ65OQ2MUy2+gZFs/urNdltePbhph1GOMzfMhScwMsJ4KemBbM6XlP410evcg8s8SYimSdoTtA9cbIcmCwofZ30qbNsg5rNkuf/wKotp64NqkyHRy1pCHGVAiSGBprn3t8H0y/3V9DAtpAJ0hJh5UtwLxIB5DufZW6c5cnjSoEWGSpsTpTHWS1xbiGWOB4+1F8/hjKJ9jQJaWnjXHdERMxz16QWBbygWh2bainrtmxqqz2FeyxKew5isKLJ9geIkGAOtQDKRWn19rFWYaAILpBw4vg3LunL0JdWxngS41JJK8egZUrcrH12lAP9c0OBth0t8K4MAUrU6B9DXACbGQJiV3DkFtqy6GIbSP7X88CoA3Ktm44Vn9UZ95w99VXXOq6WETF9moC1w+3iny2r3iDZCDUZgmYbStXZCzFli89MmD7twQe22Jjinr4+j/XHDHbCyFMQlLrngpOMRPDYGwnF/TXJgT6GFtsi41JWJk8q9fWqLVakNnm9uV0oHmtvyP0hRLUdasD3aG/Myg10QbZiHZbN2hnv0+yVY/bR1Cv7ZeQGGNTXjFPBzIlr/+CoKJrpj9QZtIRBVmCNZOBNZ3xSUhEKGs6ENt46Xrt3KMvMj0SSmdzXfrv0uHTnv7WyhRAygbktkYqu9ANCGIgnl1VoA2z1oSl/WyRKzUkYE5XBtHm1BzEeAxiMk6n3M+Os4mRLWk03LGj7t8a1hipOOl9zH60NtIZkoszVLfvNgWbFogIQBK9Z6dn97dxgLOvM85P8XZ/azq88JjSodMgtg0xptHnryKj8d7b6G+fzXJyl8Q1G0OZ6vBo9g1V3SwIIZj77qMV3bIgQIxpHBGSuGbEY3mL+09xScDJG+tjpvNPHeA8uev97lLALhvI/Odu6CfHKoYAoggxFfPuaeP8FOTOZu/+I4YJAZW6wxyfhagqzAAhect2iIqM/OP7OHeW2KZBbtYmtnUQxRfoYE8/RZ81YlyjjHRcqzvAprj3BIyLM7CLZe+5rvZ3UkeVdb1Qh3pQOnIGxYOneKJwlSAqtlcRSLDaXkGsdLFNAgmSl8tsE9sGKZaZBklRla9IoE0tjV5oYR14QYoNMZ7tjtIjF0TQMq+WhATgY9YBIeC9W73YtqbmeTs35/9dvbagyLB1k9VrJ+Mc4061knwRHYTLPjGfC4to972kvM+t7WaYWms2xzgsiJpSs6HUnJ7nUyP9eu1jZ739NKfnAcv2HA2CEpLg8EBd243C0weZaXyxIYHYpsGa0qyq+zuX5ezuEtdsCm0mDYJxIZmcpdPvsgRjYhZiXIPp3PdSQwJiIgZtZA1T/BHL4uQr2oY10H0Ji+bFWcidTQBo8qldLFe0sqKI2PZ1nvdzPSjuCSRGdjRz94WUSsCapQMa4+IM1WjrFgRVAREER3qgUT903+xQfBc/bZ/ffYhpWBQ1BbGNA7Dm6YDEnf6XnMbI+NUjUBwnk8Kzh+sOsSk8d4SPZg/ZHxe0EBtllsndrczAUtQUJJx1ENtGIdDkp67pCHUMCsLKhjiQXGlW+5lDKO494dnrAaBa7Q19NCFUN2BNZ5g0XWJalYGwZVHfbZ8cTelsRmzzIMrj0/xsyda1KO5ll1H/dJXOZkzOeQMXdW03ldTctK0u9x+7WEbu0RcAOK5HNoGYjFHyRBSRumsX5n/wBKb/z48w85UfY/ZbDy/mUF0xRMX2asZKxrVzPttX7lIhts1pSy+X2bbzJRBCll2zTSwLdkDHtugGyWTMm1Z2IYi8FWAkI6kOYll8THs9zZE+vbZd0pkpZqCGXjtQqEvppMcqutIiKc3rtZUwvfZcjrsu1AH+RW86bI8fWkixrY9e5Jry5JY0481tzWYh+aZ01YGumlOzXGpkKuGlRhJCPKbSzhVhZfLU2QK0J0NQFYjONUwsiwuyUXraUDpyhvl9am8b4pchISk+dwS2b1pdUGQkb63Nrplz2cr5dWPU25scK8MMpIYEiDPQkjuaANDQEz/KJy9w+l9BkTxiw86XYBeKkNua6CDqxHlGXywmY0i/8rq6ZzytTIGfddg8yMWGq0PdlAGfmgcxTNjFMpXXWTYE16XGuXbce0jpaoXSw95PVraA3E9fZJ6xSnerRyKVj56FbZg0TCeuQRAENP3infS3l3TODjF+1YZQHb1dNjh3ldiWtVWb4wghmP/Ww2wqqSxBamYHbPFdI17xXTp8muuDqFerHcpqX0Gttp0vIfsfz0A/Pc6w2lI66Q3YjbMTtCnSmTUhZZ25royxKUhNKYaMSt25C4IoIv/Ii0x/maDIkLtbuX6V+FXU6g+27REHUlMKUnMD1Vjv2lDX78k9thd2oQxzJuMN7LW1PYAgIHHNRlgzWcx//3EU959E8eAoMj96insmrgZExfZqQh2+ylcKK2n9F2yOBFBxL7hEuCN8Lqp9iYvt0ECbBVi4MI9t/7Rx5XOsO4yY0JYk6OelCnNynruGaxXbdr7EsLTBMBsxEVtwgBOm1/b8tV0nknQC9nyODbMJ02sH2GoxEQt1QAh+Tm5JhzJoQbcQtb8T+tgka/mXZS3/6kmN5CUkvZXUyKkK623NZEAKZYhOFDdsm0pInBkzQRKZJkBBFGHN52kBaFWau+S+zkuWkNCku+dZCUlXC2Lra6dQ+gtUcyZDXVSaUzAdl5RKA5oTz96Y4nT4QV9vpbeN0dEb4zOQWhppQuOcEz7kOyZKbxtSdRZ8AFB88RjLFKsKYAUIB1H0CnqvMbLgFNuEALJEWe1iGYIkeiE9iauHuaK/sOcIdMbuT0Rs6xDMiTnYtu1p911ZnbZhDeKOfKf4wjFWliCKSFzNWwoCvBWfIAgLhtjopy+i8HyA4e9sgZSoFOf++HRCCPJP8tZ1ft/4algNrHb28b0o7D/BDuxEAdrwGs9C1s4VmecJseENhO2yAeP8FDO419b1UtnZqQswAnK0xNUjKIZo7a0sNSTQx6ZgO8W85gbY3LGzrprCmJhF8flj1EnJ2a7c1kgHAokYEtduxOw3HmBm7ew8/w5eDYiK7QihWEkZSZDVBi5fRuKyzf70SEEQlj7QJiAhERTZe4hV+zz3YAj8U4xrIHmWEZMiCcmC4MJsmhtqnuugjtUulpkwG7W3PZRVFJ1ZhyCzI7WmqdVdUK9dNtiiNkyvHYxUH+wK3XawOTLU8o8Qxt4PoM1MflbazhTob/UN9Go1R9qFEuOlDLAuJKVjFUcKlzUVVNmRkLBBNoLIPl/UgU4Udh9iZDliQwLxzYOXXLiYk3Pc4CB545aazzYazz5aWc/ELOS2RgiiSMNnfD0WUnMDBEVGfOta5nzZhRBv7e42GE6yqMeWO42txtkJhnQQVQXJm7dDTMYgiiJuv/123HzzzRAXcN4ovsgW99rmQZQOBMJ0hnpQPn7OCwkhuukcj4r+3K0S5A4aCCUmYpxNIjEtZB9+npnVkzuaPULAGL0Iq1CCIIkeW9r0plu9fS08GwixGV4THmJjhny2RjT77DcfYqwVBUmC1MJ+PnHVem+/ykfOeo18LpI3bqlrRiFcq13/AOlyYc5lkXvwOc7jXGpu8J4z+plx5pljF8pMJWicHYfS2eLNJguCgIY7doLYNnIPPsdsT0rGIcgS1xcQ27KWWlyWDU+aJ3e2QEzGoQ501WXbSQhB9oHnPHtCu1iGIIrQnEFPw507UdhzNLQBeDUSUVGxvZoQHIytJmb7ChbbJGhJJYmXHRfPMdtuemRyaW/KoBNJrUCboHc29dgOhNc0prgpzXrSy17OCNqH1afXnuSW+c9dNf2yKIqw53PcQMu9f91CTJClil7buf6kVIILJyGEcE4kSojlHzFMTmMeZvlnjs/yFohruxlWNehConQ212zsLZ88z6ZWKjJjTVh27OzsYhnWbNZrNCW6AUGRILWmqbTLsjlvcqWvA6VDo7B9qZFKz+VJSPJP7Pca9QBqz5e6tbYLiXlxxkvDI7oJazZLJSRlHdZ8DoKqes8VL559K+uKUTwwymmM/Y5L5vQ8BEmkjia6QQdRvmtPakyi8dXXAwDi8TgeeughfP/730c8Hi6dKB8b46Rocnsjp68XU7QR02O13cZIywJkydlPSn64M0OJHeu590Hp4CiVvfigbajY/ZWPUOs3MRkHBAFKVysSTnNc6eAot6/VmOrigVP8ZxeQaOhjk7zDSUcTpLSP1ZZEJK6j0euEEOSf2Md8Xulo5hpdwxCaFrl93SX3F1wKcg+/gOL+UyxhJYo0ll2W6IDKMNkZOtuG6BTWdr5Etdy+WZnY9nWQ25vCA2yu3YjCM3yCp36aPlv0UZos6zqHCIJAnUPqqG3KR85CP32RMu3Oc07pa4egqVB62iD3tmP+O4+wtqCNSTT+wh0rai5RDVGxvZqwmqY+VtD6zw7ISMSYdtk3j50vUmsxN5zBS49cYhlJJtgceSke2zl+WWT7tyhwyZF16bUrxTYxLe6aq5YcKYoix2qLiZg38PL02g0Jms7odyEZ4PXa5sQs71sdpsM+O8EWcIIQypIHJSRycwNIscy8pMzZLDOAU4fqkJAEnCO0wW7vvrIyeU8zbzp2ip7NpmFBaklD1FT62wV2MC8IAo0on5xjJCTKmg5olyEhyf30RWaZ2t9RV5gG4609NQdBUyA2JGBMzEGQRGa2TGpugNrXwRxLQgjXPKat64XuO37mxCxljgWBui7ki94sgyAKiG0cWFSIT1A2ofZ1wAi428itjTDOT4LoJrXqc+QwgiyBwGf3ZxPqJ56IQRBFxHew8g5CCLKPvMA8o+SmBnrPmRaM8RmYs1kaYuMM4Bpfc4M3IxQMjVH7O0MHx8S2Obs5daBrwYH0XKAYEyQRcmsjM0iMb6sEzZSPneO87ZM3bq2P1X56ZVlt4+IMMg/tgemzlhREEXJbE9Tedq+ZWvMNyO1sgXFb0kcvMCE/giIjdct22OWQAJuOZphzWe59rQ50UReiTMEbbKlrOiCoMuI71nu2lguBGCayDovuFuyipkLto7OL6XuuReYHT6DsIwwEQUDypm1IXMXbUa4GRMX2asYKDs5WFbO9BOmRVjDQxnEJWG4ZiRtHXPXzYR7bwWK7uSEqthcBu6R7TKSLmmE2JttQaWcLEHzMriBLTFyxH6Iohuu1z006/tquXpsGEzF67ZBiLyghkZsbwtMlg58LuCt4nwswjupQD+M3bJcNavnle+lq62qkRpoWbyXoKwb9oSbmzDxtiNTUijWeb9o/+GxR1nTQRkbfc0BMxRHfNHjJDjz62XFO35685aqaEdHEthkXC3NiFnI7LYrNiVma7JpxvLUdaUnQ69m8MM3JEsRkzCtSSFmHNZeD3NlciaH2PX/FRAwNr76urjhrgLLkXFLohj6umVXpa4c5MQdjfAbEJrByRRpbblqUVRcEQKfPTLcZUhvp59yVjDPjKO49zhSw6kCn98xy3V+EhAZIIqSGBNKvvREAoJ88z0s2qrDa5aPnOGY+ef3mqsfBmJhF7jG2QJRbGyE1JmH7Ql4SN1RnteW2xroGeKuB1c4+8CzKh06z2ndZgrZpAIIk0tklRa5I49xYdneAPJeDXSxD6a48K5PXb4bUkEDh6QPc7Fh8xwaU9gas/kb6vcGpG6cuxjXv2ZS6pfZMEgDknz5ILVPnchVv7rXdgCgivmM9rFyRSkx8ZIPS04bme29flaw2EBXbqwurpEHSndplduVKaraDtn9LEtXOB9oIorgkhTyznSCzfSke24H0SCmd4G3/omK7KoLWZv7GrqrfuTjNXPN2tsCcO6WrdcF7QA9IUKTWRpiTc1Sv7RZOikyncNMss82tK2jlV4V9dadqXWghDVxhln/aul7oJ/2Wf6yERIxrNQcn+plxzmfX78ldcl1IdAPWVKaSUGeYgCR6em1i21xDtLKmA6UDp5gGL6W7FfEtgwvu00LIP7aPmVoXk7G6fI/1UxUHETtfgpUrQu5ogpUt0MGAJHqe0q6mOejZXdzLaqflphTDnhrjs7ThS1Nhz+dhTswysjmlqwUNt++s/JZ8Hh0dHdiwYUNoXHvxedapQ0xosIslxo1GVBWQQplaMjqDTFLSPes3QRIhxhTqu66pXvBIwmki9CP35H6YE3OVdcc1qMN9VD6UKXhMq3s/Ndy5y5MtBENj5LbG0MZcQgj3WaWzecGmxbnvPspY3wmiCLmziSnGYpsrAzj9xBgXOJS86WeD1S6PXkD2sb1MmJAgCpC7WqF0tdBk3NPjzLPE69OAI107dYH+3ZlRkZJxJK7bBCuT52YftHW9KJ8Y4xyOxFQcVoZew67cRx3solZ/Ts9BLZhzWap9t22UHW9uqSnlBYolb9iKuf/vQYZQEVUF6dfdVNcM5kohKrZXE1aLiiRo+wdcWeu/oO3fkhTbwah2Gmiz1KNgjtmuKSNhWWwhnYQ1yy6DLDMPNSBithdCUK8td7bUHCwG9dqEsAPMhfym7VyRm3lwZ6VcVluQJMBg9dpyU4pjrIllcZKU0Ij2bKHSXOd+LkxqcuoCq6uWJUiNKea71mwGUotPQjLYXZNFDTYaKj1t3ovULpQ8pt8LsnElJGUDcpOvWdVxvPCDlHQYE7M+CYkApb8DWh3BM2EglsUxlrGh3rpezEWfHZ05MUs9tOMaDfzQFE/uI8Y1iKk4YsNrGHLA1g3O11sZ6Kpcb4TAHJ+F3ElnTfRzbGOkoMhI3LydY0inpqYwPc0OKt3tBYNF4luHUNoXSIxc14vyyTF6fsoGdSCJaVRKAtfuz9nf7haqs+5u4+z+zNks8o/vZ4JElN42kAJ9hpcOnqK+yJpKrR4VGY2/cDsAOijWz7DSluR1m0OfycaZce6+Tl5fvWnRnM0g98gLzDKppQFi2ne/CYKn9yaEIPdYgNVuSSO2sXaPgJXJc1aE8avWXzFWmxCCzL8/g/LhM2zBr6qIbRqgszAXZyA2Jr1rk5gWiAAv0MacnANEgXEoSd66HaKqIPfIC8x6RVmCEvDoB4D41rUo7TsJYvms/hpTkFrSkFsb67b6yz7wnJNuOQM7X3JcTOhMW+rWq1B44RiXzqlt7Ef67mvqO2ArhKjYXsUQVkhHEpSQAFfW+i+YHrlczPZSN0cC4Q2SC34+2CCpylyzWHAUJsYj27+FEJYcWQuME4kTuMKsYwF/bSPgYiJqimfn6LlUpBO8v3ZIEW2cn2L9gFGF/Q5Er4uaEspG+xMi6bq6oJ+tFDjEtmHnSsx1WlNC4vPP9r7jl5D4GC9zeh6kpNPGX1dC0uaTkDiuQC6UnjYU9hxhg2wSccQ3DVzybE75xBj0sUChdseOmgNtu1iuDCqcSHa5oxmwbZr0mE567huu3joW9NY+coZ1whAEwDeDYs3lQGwbUksDiG5y50tuTKHxNTfU/VtLh05ztnhiMs5JACCLIJbtzQLZ+SLEVIzKCmSZBtqUdYcNpgOBxDUj3DHL7z7IFMGCLFVCbMoG9DN00OVaaCau3+yF2ASZaimVQGzzYOjvygcCZuSm1ILyjvl/e5x9FjuFpH//teE13rWonzzP+fInb9pal3Qn/8R+tnfiCvtqlw+dRmH3AWZGVBBFKP3t9LoyLZjnpxiLUTtf8s4JsWwYpy8yswRyexPi29fBOD/FBTHFtq5FKTB7IqUSsIo6DS5y49QFgQbYCAIa7tpVVw1RPn4O5WPnYOuGNxCTu1tpiE1nM5TBTsx9+2G2KTKdRPMv373q34lRsb2KwFnArZD0KLTYXkEZyZIx20xUu0I745cQxLS40IqaHttBBwubvQYEWQLR2eIrsv2rDkIIX2zXSEEkhDAFs50vVZr5HKgLFNtmgBVX+nz+2q5e24ltrykhCeiwlc7m0L6CcsDKLyyAhhDCFW/aUA+j4bbm8xDTiUpKoY9FqgZzfJabwWFSIx0XEmKYsKYztLlaEADDAiQJklNsEUI4CYk22IXS/lNMg6jc3Yr4FlYHvRhkH36BGcBI6SSS11XX+rr4/9n772g5svs8FP32rtS5T/fJAQc5DOIAg8mYGc5wSJEUKVG8oiQqUb6yxWeZerLs5/uefZdlXV0tU7qyFZ6o9STZV5JN0iTFZOY4OWMQBoMZ5AycHDt3V9j7/bGrqmtX9ek+AA7CiPitNYtEn93VFXf99vf7ft9XP3HRnwudxTK4bUPtycKeK4rPPcMQQqD2dUFJJyLXNEwh0Vb3S1x3a3Ieal8XCKWwpucFDc1FGwkRjZHLsZIH3EbMcGPkuqGo5OBQD6zzk2CVGpxCWcj9KRQIaG57SabaI3S/lWQ8sh+s1kDl2Tek5F7rz/s0hPrJS+C27coFiib3nGtiYy+WfIUSLxJ7N7d8z1iT8xGJy8R9W5dMhJ1iFaUfHZA+U7JpybAJgIxqvxRCtXPpJRP/YNgLpcg1jt+98eah2o6D4g/2o3Hqipzwx3XENgtU2xqbhdLb1aRyNUwQpemMa43NgKYS0j6n37UbIASlpw9Jv0d0DTSViPTEGFtGxcKybvrGYGp/DkoqDmPdkEQxW/JYbMe/btbFSdGkrql+03f6Pfei9O1XJJqdaIrcvqTT6O0UnT1qb0F8/etfx8GDB/HWW2/h1KlTsCwLn/rUp/CRj3xk2ds4cOAAfvSjH2H//v0YGxtDtVrF8PAw3v3ud+MTn/gEMplM5438mAYPK5Hg1jZIXi+yzS1blErNELK9hOPYtUZYkgpo7x7ZSmM7zJVXulIRioKau3kGCe+0cArliJJHsOGn5Xfmi9J3nGJFejGr+UxbrqF1ZUZaF6vdGTTOjolqiqd+owqnQKk5crQF7SOkGNHSop2xCLKtt9DEtifnI4s/bbRfKq8780UJMfZQpHYRppCoubQvXyhk60Qyb8+X4FRqPuLEGyaUXNq36uYOi1BIWN0SDXvuHESoUFi5VgoJM62INFlsmSh5kEJiTbv27JoKe2oBSiru92dQl28d27ZWSgDt+WJUez2X9hdU3LTgzBcR373Rd4zkDvM1x8nVNkZOzEU4x/rqAV/VwQs1l0ZtfBbWhBjLylXQVEIs6jUFRKE+4OFVS+K7N0beAbUjZyJqEMamVWIxwhhMN8n3krjYXav9pKv6esiaXdcQv7s1zSCMgNNEDPEdSy++Ct99RZJKJQTQ+mRUW1s76Dc8mxcmIwv0ZaPaLx2N8JZvJqpde+MMKgdOSCg+IQTGuiGhftSwYM8sIr67eW55w/LpjZ6BTTyg4GGsGRSLtBOXIq64iT2bUD50Up7v+nM+bcy8MOEr2uijgqudfuKeZR1L5bVjsBfLQsnIpbkZawdBVAXx7evAaiaKPwo1RQ52I/ezj4MQIqgxtrMilfAbEbdlsv3nf/7nGBsbQy6XQ19fH8bGxjp/KRS//du/jYWFBdxzzz346Z/+aRBCsH//fvzX//pf8YMf/ABf+MIX0N19m5Hpb5MGSdgs+tlNRbZltItcp3ukV0KVkW11xZHtcHMk1TVJ4SEyPkwhMbQoMp5Lt1QnuROtI/zSpAkDSlf7xUm4uZGbtnTdtJGlUW1WqcOZLUBVm1Op9xR7fPxW+tpqTzZiL+29+ILRiodtTbSwaG/RKBahJOQzYJWaT1PinMNZKElygbFlyMtFXSNH/ETGPD/RRIPnCuC1BpTeZnOq2tvlz2tUV8ECVTRtIC8oJJUghSQmKCT5awNH6scvSs17hBCkH9/T8Xv2XMG/Fp4lu7Fl1NfWVnqyvma3J2UWD2trhxBPmjCkHg17egE0nRAykQUhlRhMaPWBvEAYlxlhuT8lm4ogkDQR85F5e2ZBcLQdJsyGTLsp91c3oWSToKk4iEIjiTB3HJSeOihVOJSerLCtny+KxlLXddJbvGU/IrjarFqPosG7NrRMkuyFEhonLkqfJfZu9lHacLBqHaXvvSYfczoZ0bKP3x9QIAmj2l2p5aHacwVJFhIAEns2d6QOrlSwhoXC916DGdK7p+mEX2myLk0JKT+3WsIqNeldbl2alMyHCCFIPbEHsB2UnpFRbbUrBadWB6s1oASqaPpIH6oHTwrlEFeHWx/tB9FVJPZskmhjS4VTKKPyyluiGudW3pRMUuyboSHx0DbM/uXXpPuZaCoyP70P2kAetbfPo/idVwAOpB67u61Kza2K25JG8gd/8Ad4+umn8eqrr+IXfuEXrmkbH//4x/Hss8/iM5/5DP7dv/t3+Lf/9t/iq1/9Kj72sY/h0qVL+PSnP73Ce70CcZvobIc5o0ShN1VOJ2zqQmNLJ6zLCVZ2DW1cZNuzhg4nO9cb0ebI9oY2USWSFFioYVLNRpHtcDn0TjTDjuhr93S8d8OcayBsZrN0sh3R19Y1cHfB5PO1s0mwYiWkr90iib48JaNkCm2Z6JvnQ0l0T7a1RXuIPhCmkPBqXXCmA4lLJ4t2oZ8to6etJP+47QhlBEIASsScQqn/4uWcg5u2bJ2+qg/1o+dCFJIexLavbbtP7aL0zCGpUqfk0ksiqMGovRXU1ha26UpXCtb0IkACc4kqzHm0wR4pqeCMoX5UblQ01g7DOt8sgVuT875jpN8Y6d52ojFyx7LpCKzWQP24nJTGtq6WbOYBQB/phTU5B3tqHtxhcMo10GRcHI8iNM9heXJ/AtWObVkdmSvrxy+iHpB3FMc3CHuxJBKmk+JvNCVMbPShHj8Bqh4+HbGMT9wbVTkBgOr+YxEEPLG7tY07ABR/8Lqv7QyIvie1Pyeh1PrqAZ9aZl2aiqK3D25fFr+4/OLRyL7dzCSv/MpbwuZeUlwhMDaOgMYNsbAuV6H1Nxe73HJ8WppTrsGZK0pc7vguoYNdef14pP8otnM96m+ek47Z2DAi7rsAZY0mDKgDedCEgaRrXNQpSj9ymyIn5sAqNVfdSFTrkvt2oX74TAunyDXIPHEP7NkCit95BdwROvHlF45EALvbIW7LZPuhhx7C8HBnjk+7+I3f+A309ckmFIQQ/OZv/iYA4PXXX7+u7d+UuFXSf3Yo2davL9m92mD1lUW2WQjZ9q3aVxzZvsrmyJDEH80mYYeUSGhXC5ObO5ztJcMM87Wv0jmS1U0fffYi+DKK/N5lmfahjfTCvBzV12bFameL9hCFRBvqAW3x7EV42C041qxa910B/d9cPyx9156XJf+UbEpSI2gVjVCCReOGvyDgjuMn+M5CyeW+ixc7b5hQMgFeqOX43GQveMOCNbMgU0jW9C+bsxwOVqm3VonosMjmjKEeUPQQhjOCV21PzbvXU1xbtVd8Ht8po9qNs+PRpkSlaYHuLJbBLQdqTxbcssV5CzpGZpLIvr91YySlFHv37sXu3bt9u/bam2cj0nMAiSS13GGiR2GiKffn9ScQRQE1dGEgEgvI/d2zWT4/nKP83GE4Ac1rJZsUjciMw7oyA7tQFiY2KTEHZj74kCj1WzaqB2W79dhdq1suKpxitSUfeqlGOFZroPCtl6TPSCIGtadL+iz58A6x2OM8osOtZJKIL2NxZ00vRFRm4vdsXpa03UqEU6yi9IP9MC9NScmv0pX2Gx3NC5PCUTbgZOupAnlSf9pIX9PgzdCQ3LcTTrGKyityQ6q+qg+NC5MSIEhUBTSmC/WhiTm/KquvHQKhFKlH715W02Lj3Djqpy+7DbXBpsg4tL4c9NX9WPjqc1JvgJJNIfcLT4DEdBS//xqYacO8PC343IyBaDevEr/cuC2T7RsZXrlXuYnqGsuO28SuPdyQt1TJ7ob9fhjZjl8fB8u3avfQKM/QZqWR7RZIddvxiy1Q7FACTlrI/t3hbLcO7jhCozgQnZRIWKUuGWWwQkXi2SvJeFvaTtiVT8ml4RTKwkTJbiaNnDH/fljK6TGir93Cer1lEt2Cr924EJL8c80sgmXYMF/b2DDcsQoQQTM3DPuooXl52n8h2nMFsGq9+bLlMoWE6GLBG1QoqR2WUTrqNuUFDXCuJqpHzogGTTeIQpFaBoXEvDTlV6lY3YRTrEDtzcEpVMRijCrN/fa0te9aI20j7BipDfXACsjcWZNzovlQUWBNL7RujFzCmj4ej2P//v146qmnEI/HhfFOiEJibBxBIyw5ONoP88KE6FGom67cn+6qo7hyfy4fVhvsFoj0cG9kwWpdmkL1jZCJzWi/f87qLu2DJmNCU70rjYxrNV9761yEKpdYwsSm+vrxiMrHUgg4ABR/dECquhAA2kDOp1B4++ktnq2Lk5HKVPKBbctCtSuhJJ3G9CXNeG5ElJ47jNqbZyPumMaWUVBdg70gKgz+3MU44Dj+4t2ZL4LXTUnKMfngdiipOMrPyw3FhBDo64ak+xcQGuX1YxfALbuZJOczUHNpaAP5ZTUtcttB6YcC+DQvTESaIlPv2YvC/3wBVgDUIIQg9chOxHesR/3oOZiXplB/+zxM93ra86VbR8FtE7clZ/tGxle+8hUAwMMPP9x2XEQZ5GZE5Df5LdmPsPQc0dSbth+csShnW9c6/r7391bjnHJVNE94rmHeSj4VW9HjskPJM80k2m7fDmszx/UIF5eH1UkMDQjIqK1EtDt376SwJucjSjqqa+iwVDRCJWSnUoPe20zutFUuatvyvqpFOLEeD8BbSBFNBWuE+Nr9OZDQNXRK1YhNtDbaF/ndSBKtKtBGeqPjQm6BuptoecFMS7g6Bhac+vrhtueKVepRDfANI/536q66BHcY7JmCyN8UKq4JIbIKiWVLqL022o/S04ekREwd6kF827prvi9Lzx6Svqv2dCG2dU3H7QXRVHtqXiy4UnHUT10GURU4NbGPNBkDTcVhbFoFYjTnKKdUjVB41J4Mam+KqgszLdhzRcR3rncbI8fAHQeEivuDJAyk33cfEFiMhCP4zJpnxyNzj9KdRf2ErPYBXRUyb+NNuT+1OwNuOYAu6ETcEsokntxf/J5NkX0ovXBEWtTSmAFt9QDYYhnWbAGOy9v1Fq3pn7hXPAeOE2l21NcMQu3LRX6DVesRDnpsx3rQVLzlOWF1E4VvvCh9RuJ6xMzKQ7UBRBRIlEwCsR2d7zdrYi6y6Izv3RJ5pm9UWFPzKD51MELnUnu6oK/qa9qyBxSC7MWST2MTDdaToh/EXSgr2STi92yGeWUmotNubFsboXDQdEIo2bjN2tx2RCXKRdVTT+5te/96Udl/DPZCSXaKXDMgFrDb18FZLKP03GHpPait6kXXRx4T/PxnDsEan2tWEWM6aDoB5sqN3qxYDs32xyrZPn78OP7yL/8S3d3d+Kf/9J+2HVsoFG5q8mEYBkzTRYVcGodpWajX66jX6+2+uqKh6zqsctXfBxEM9XodjUbjhp4TRVGg2Cz024BJOOrlcuTzVlEoyMlPLBaDWSjDqQf2XVXAGIOpENilEpwW6itXE5RS6LqOxtwinMA+2jEN1WrVv67h8fWZBZ+yQwgBYxyO4/j7SRUFdr0hHbfanUaj0bgh1yJ87t5JYRgGGhcnpHOl5NMwCYdZLPr2zMGIxWKoXBj3v0MpFY6GgH8deV8XarUaGg15EaTrOqwzV/zv2rYNJWbAKpXBGPORJTWbhFMsg2YSYIyBMQZ1MC8917quwzp1Sdp3omtwckmUAvdnLBZD+eRFaZy2qhcN20KjUhZIlqJAVVVUTl+W6GCJ1f2onr4M2xZNcM5cESSbFE2SjkCTWG9G+r3I+T1+HrYlW0HzwRwqlQoopagcvyDkLBdKcMpV342Q1U0o6XjzHNQb4vjc32GMiVK0yyMGPJ3gPqgbh1GpVGBZy+dg6roOpWqidjTEL92zEQ4FSkvM7aqqgjoclWPnfS1sc2oe2lAPmGU3tbUX3XPd0wXOOeiWVf5zbhgG6odPwg4AFoquwSpWxXkmRDRCxnSQZExw4Cfkxki1L4/ko7tazh3BIISg0Wig+OpR6Z7QB7tRvzTpf0aI0JhuXJqCU6q4cn8WQCk4CMC5qDJ4+9vbBU4JeFwHX93n3xOapkEp1VF++ajU2KoOd4PVxHxUf+u8OCdxQ9D1YjqSH3wIlmWh+vZ5NAIOhwCQuHtd5DhjsRiqrxyFFaxwUgJl17qW90IikUDlR6/DnJiTACu1Lw9Oif8sqyO9cHozcOp1WBenUAsp+hh7NqJumWiU5Wfd3wV33i4+c1B+VmM66PY1KC/zHXWtQSlFLBZD6Yevo/H2+WbDP+cgugp962qAUnE/xXWQhCGeMcsBYwyUiAqbNT4LKBQkn/bfN4mHtsHmDPPff1WeQ2MGeEyDOdd8ZgghUNcOoHHkLOxiBaab9KuDPYChQdk0AtadRnGJeRcQzygv1VB84Qi4baN+dkzcN+kEaE8WXFMQv/8uzPzJF6WFJI3pSP/UPpB8GovffhnmfAGNi00AQls7CNqfgwm25Lx/IyKXa+9QDPwYJduXL1/GJz7xCTiOgz/5kz9BPp9vOz6bvbbS5fWEo2mooUl10XUdsVgMsdjN4YF5USVUUlfQE/Gbth/2fFH6bQCIZ9MdqSyccxQKBWSz2cgqs96wQGzH/5waGtREDPHUymmhcs5BqyZIYN/jfXnoiQQSiSh3m9VNKDYDAuOpQiV6k9KVBqnWpfMR68uv+LVod+7eSWHOyvdObNVAx3NVnV70v8MaFqimglLqc2GT60egxeOIx6OUo+KU+K5t21BVFdqqPjjjcyAc4GXR5EPTcTgXilCH+/ztpjasghHar8LYnLTvxoYRxJPy/ck5Ryk0LrVpNHKM1vgsFMuR7q3Y6gHUnjvif9daLEHr7fL3ydg02vF5aFyYlvdx8yjiaUGNscZmQesWoCiw5ktChcQtYRPOofbmQN17m+i6n1zatg29Py84x4GqDk3Fkdi6FkZvDtfSsVF44S2wUtW/n4mqIPvEPdA0re3cXnvzLBQQQFFgL5RALAd6X15QjRj3Jc8opcJkI59BasMqEEKQSIhKVuXEZXn+XDcM89wYFEXQT5zpRehDPaCUonFlRjRGuueDaCqS+3ZA60pDA1rOHdVqFdu2bQPnHG++8Ap46J6Ib1yFystvyfvQm0Pj5CU4k57cX030lJgWYGhCG9ulDujDveI+fWAb4qHfLzz7JpzJBem8xjauAivXwMo13/rdt2Z/124YXWlhC3/4jLRP2mA3UptW++fOC9awUDx6Xn6Wt65BcqB1/wVrWCh/8xVxbbw5PmZAG+wGCTzLucd2Q48LZLz4inx+lGwS2b13gShKy2fdC3NsBvzyjPwMPrwTiezN6aNpnBtH5aWjvuoHAOHuOdQLfaAbcBjssVnEdq7zj9teKEHrzvqcefvKDGJb1/rvGm24B6kdG9A4fhGYkZWVEvdsRu3QKem9RPtycC6LPhf7wqSY53QNxqp+UENH7sl7oSzjHbX43f2gHDAnF8BrDRBKEVs/DEVRkH7XHtRePYbGiUvSOymxawMyj++BPTYL89hF2OcnxXNJCNSeLLTuLLp+4j7otyBv6hQ/Fsn22NgYPv7xj2N+fh5/8Rd/gQce6OzIdTskHYSQW7MfoVI8MbSbtx9hComqtGwSWypanTNWaYhSqTdG14Sk1QoeEyvXIvrkaja15G+wUNmXEBI572o+Kvun5jM37FrcsvtthSLCZR7ubXs8niWwF6xY8fVnAYGiaK4zYKsIcxi1fAbW+QmwUrXJsw+UaQGB2Oqr+qRtemXfYBiu85p0fDOLvjOlP259lGdthgxA1O4sWKHi35+cMTiFCoyNq/wxsQ58bdawIvsY27TK/46vQsKYoBg4TNASHEEhkVRILMdPtgkh0Fb1ofTD1yUVEm2oG/Ht667pfuSco/LsYekzfbhX2t+lQmqMnFqAkkuD6K62djLmn38llxba0DvX+0kNAFhXpiPqQVRXfbMYVqiAmzbU3q4lGyO7PvBgx/28eFHwoqtvnJE0j2nCkHjv3mfOYknQV2YWRZOkJ/fXEE5/nnmWms8Ih1pdQ2LXRmk/WKWO8nOHJZqhNtjtOx3X3z4PzpiQPI3poJqK3M89AUIIzHPjkX6K5APbpHPnRf2N0xGzo9RDO5Y8J5XnDkes3LX+nCyjONwLfY14phrnxmGPywuU5EM7QNXOgE7lhRBXOxFD4p6os+aNCM4YSt/fL2zZvXcNFz1Nsa1rxHkem4Ha1wVqCAoFq4oqki/NeWlK6OJnmoub9BN7AdtBOfTMqLk0WLEqq5MRAqU7Dev4JTjTiz5PX3OpH6mHd0BdhoJO/fQVNM6MgTVMn4+tDeShpBPQBrqhDeQx99dfl35bzWeQ+9h7QBUFpR+8Dme+6PfbEFWBvnYIibs3wlgV7Ye5HeIffYPklStX8Cu/8iuYnp7Gn/3Zn+Hxxx+/1bu0ZEQqm7eqQTIs/ddhElrJCHYcA/AnjevaZqUmTd5EU/0u+ZWKcHMkUWjbBsxwEk0zyYibpDC0uaOxvZxwyrUIB76Tc6Q1OSc1YLFiRVKQ0UJJsfR7parUWCn9zb22VNfAaqZY2Lkv/lYKI/bUQqRpTG+hm22GdbO7Ui3vh1aukUFtbGexLO2TMMFor/5knhuX1S4o9Q1KOOc+X9tZLIOVa77qAas2QFNxqK6CDq+ZoAENc0IIWKUmkkAWoJCsHlyyQbBTmGOzEc508qEdHRvf7MWSz0nnlg1nvgC1PwdWa8ApVkTviHsO1H6xCItvl5vAam/I3FYll5akJa3JOai9wpXRnGjlGDl6VccdsdLeskYglIHQhnphTy3AnpwHZxzMk/sLIOo8LPe3Y12E81o5dNJvhAOaMnNOuQpWb/h/o24il7j3Ll+DPGK33p2FsWkVwsEtG5X9IROigK16OJhpYfF/viBL8MV0qANy5Tr58A6/ITfc3Kh2pZalQGJenIwsOJMPbLsqMOh6ov7WeZRfOya9OwgBtDWDULpSYHUT9vQitJGALXu17iu9sEod9vSi1Hgd37oG+nAPqvuPR11ht66JKK4Y64dgnroCbju+oZGSTkDt7YKaz7RtYPX3ybR8p0jz/IRY+GmqcMElBOn33IPFLz/rK+YA4n2afs9exDaOoPLaMVjTC9J8qK/uh5pLI/XY3R1//1bFP+pk+8qVK/jVX/1VTE9P40//9E/x5JNP3upd6hC3R4NaRI1Ev5nJtsyXI9epRMI5F8l2sLv6RrhHFkNJcRtUG4jK/qm5dCSxptlkZNwd2b/WEdbKprrWUcbOCpvZuM5nXugjbST/Qqg2MTQf9fSMS2hXCrxYkUx1Wlu0h5DoXNpPToMRtqzW1w21qOJE1Uq0NQNSw6SzUJJMYrShns6ukaflhjB9db+fjNmT8/4xO3NFoULiSv4RDmi9Xb6FN1EV//8Dwt679sYZCdWm6QQSO9Zds+V15cUjUqMxjRtIPrar4/fqQW3tmUVhLZ9Lw55eAKEEzK2OEU2FkhMSa0GEkFXr/qIjeHzeQpybwr5e7c+7jY1XpGoYScSQ+cADy3aMBAAEOfSuIU0QeSaEAI5oDrcn5wHOweuNgNwfFRQ9LlBapUvMW+GkiVs2Sj86KKHmam8XqCG2Uz9+STTJqYpoBiYEuZ9/AoAwjYqofty/teX8WHvzbGThmXxw+5KHX37hzchzrPXnJdqhNtjTlMM7Ny4lccDyFmJC7vCI9JmSTiCxZ2nN75UMbtkofOcVmGeuNKtmHCCpuF+xMS9OSgY2TqHiX2fOORrnx6ENdfuGXURVkHrXbmEoE1oM6av7I+ZV1BCLTW7ZMC9PiWZaV6mEEIL0k3uXp+TyyttwCmXY80WfDmOsGxJOkbs2wBqf8w1u/P1ZO4iun9oHe76Iyitvwbw46QspKKkE1IFupJ+8Z1lSg7cq3vHJ9vz8PM6ePYv5ebkz10u0p6am8Cd/8id4z3vec4v28DriFlX0I8j2TZT+4yGNbXqdGtu8boI7TH4B6eqK66GG3SCDBiatIqIe0MKWXZThw7J/d5LtVmGNRfW1OyUtZiBB55YNEHl8W33tMIVkpBfm5Wlw2/GTbpqIgVXqoWQ7amYTRqJbSfmxhgUrpJyit9DXbpwbixhtEEXxExjOOZz5omSMZHRwjQzqZ/vfCaCSvgoJ5yJJlSgkkFVIQg1k+kgv6scvSsmxNtyD+LZrM7LhjhNBLo11w9DbGBN5+xbR1u4RPFfh9JgEKwvkz9fW3hFCtd++ENG6Dlbq7OkFkERMKDkslmFPzktVQ32wG+nHOksTLhX6hmGYp0LJ/mg/zEtTsGcLYKYltM/jMVchxj12N+H3UG1j40hksVd7+zwa50IKN2uHYBfLYLYD0/2bVxmK71jnVz4qr8mJnJJOILZtTWT/eQu1EmPt4JLyndyysfjV5+T73dAiqHbq4e0+ql0O0UDUXHpZpkmNU5cjVJXkvp0RC/sbFZXXj6N66JREIyMEiG0YgZKKwylWwCp134IenINbVtPAZr4IXm1IqHfy/q1QMkmUnj4k37eEQO3Pw56SaT/6+mGYFybBKnVf0UbtF9QPY+MIjBbzVjjs2YIwKnKYj0x7+v40YSC+exMWvvCU784KiHk099EnQDNJQR9ZKPmAAiEE+oZhxNYNReQ3b7e4LTnbX/rSl3Dw4EEAwKlTp/zP9u/fDwB48sknfZT6c5/7HD796U/jk5/8JH7rt37L38av/uqvYmxsDHfffTdOnjyJkydPIhzB8bdF3CZ27bcy2Y4g29frHhnS2AY8zeEbSyPpqLEd5nUmY1ETjNBqixqaX56/E3KEke1OFBLOuYSIOcWKhFJSXfPd/Vr+3iVZ91XJJmGeHYdTqDRf/pQIjmPa5WurSkSzmJlWZN9b6Wubl6YimsOttLobp2U0Sl8zIEv+VeqAokgUgaBEWKswL05JcpyEEP87wi1QJHisUBF0i3iTQqKk4lDzHoWkEVk826Uq7NlCk0KiUOirB2Bco5FN/dQVmKGFV+qJ3Z1dRC9P+wtgVq7BKdegrx8WtJiGBSXw3Gn9OdCEIS1SOOeoHZENdLTRAVgB2oE1OQdtWDiaNi5MgpmWP7cSXUPysV3SPXi1ofZ0Ra4/0VQw24Htmj2xSs3lizuiF0dVfG1jra8LQFT3mjMmrNkDc5aaS0PJpcFKVTROCUMSQpvUua6fFXRNe2Yxsk+Je+9qiYDW374QcS1MPrQ0ql166c1I34Tan5NR7YFu3xXVPDsGazKMam/vuCj3XAml38lnEN+xbolvrGw45RqK330N5sXJ5tzCOWg+48t1mucnYKwZaBrYzJf8dxBnDOb5CUHTcFFvJZ1A4v6tMC9ORqoxsW1rpYUnIJSd7Ml58VvnxoUCiqZCX90vKB5P3NPxODjnKP5gv5CfvCI0+YVTpLg+6XftQelHr0dkSxP3bkHyga2ov30ejfPjaJxtAgrqYDfUrhTSP3Hfbd9vdFsm2wcPHsTXvvY16bNDhw7h0KFDAIDh4eGOlJCxMXHB3njjDbzxxhstx9z2yfYtiltJI1lpZLuleySlUFYY2XYKYRpJe2Q7zNlGaML3yr/SNnM3rjnynRzcdiIv0XYW6wDgzBYkNJUVKlADCbo23LNkSdQpVqIa6e6j61NIXGc1JZP0aRP6SF8ECbPCSTRtnUSHLdq1kT6J+wyI82BeCDVabhhB5fUmB9aZL0oUErUrBaU7g3YRdo3Uhnp8BNOeXvDPhT0nzqlv3sO4oPK49zbRVIlCovbnUX/jjEQboKkE4js7uzwuFeWnD0pggZJNLstCO6itbU0vgCaEhnbj5CVQQ/MX7UoqDpqMI751rXQtrbEZWSECojHSW0QIx0gbam9OVCnOj0tJntqVQvYnH7qmYwaEKZA1FdJd7s7AHJsGK1XhlGsiufESUT9pE/+j9ecBSkVzWujZaZy+EuGGa6v6wcpVMMb8ZJqmhTW7sXYQ8d0bASCCVNO4gfjdGyL7zxmLUhlG+iQkVhpvOyh8JYRqayq0kGJJkKsdcYvMpRFbRgWl/vb5yLVN7dt5dXSf64jSc2+gduR0c77iHFAUxDavBjU02DOLIKriV6u47YCD+9faGp8FURUJPEg9vhtEVVB0udNe0IQBTiDRugBxf9SPX4Q9sygW1K4xF9FUJB/YtqyKa/3YBZiXpgQy7gId2nAvaMIQVcSYjuIPXpeoVVp/HvmPPQlet1B6+iCs8Vkf9aaGBn20H6l9O1vS7m63uC2T7T/8wz/EH/7hHy5r7G/91m+1TJpbIdnvuLhdkO2b2iAZQraN60O2HT/ZdjVnPUOb9I11j6Rtkm1uO5FmyHDQdEI0TwXiTnNk67Am5+WElZCONu1hGgi3bKkZV7sKCgmNG35zkbeIUrJJOMWqjxYCrfnaYR62NtwTTaI5R+Ns2KK9Bfp9eTrC11V6Mr5ZBCAQryBNxdgw0l6xhbGoa2QA0W2EKCTcdoTKhWtko4aMbCTUcagbhW+/LEn+6at6EW9BMVhOsFoD1QMnpM/i29d1fBGzutlE95g4Dn2kF7AdOHNFKF0pf0Hhmb3EQu54tcMyqq3k0kL32Q1rYg5qTxeIqsC8NC3oAF6DKqWI79zgI3wdj7NYwaa+YTdhFtfO2DASSVZpNgV7rih0lQGwUhVKV0o0RsZ0gFIw2wZVqO8kmLhvS0Qpp/TMYTiBe0hJxYVZVLUO68IUnEpNsmbP/syjQsu9UEb92AVpnxJ7NrVsKGycuBRpOE4+uG3Je7P80tHIwlLpy0nAkDbQDWODOKeN01ciJjDJh3d0RrVtB+UXZfMbrT8H4xqbd682rKl5lH74OszxEJjQ2wV9dZ+gY1yclCgUznwRittQyhoWrMsziG1t/l0f6UPsrjWoHTwpzQ2AQLVrB+TcSR/tFw3SDvOrZN49oGRTSD6wreNxsLqJ8tPCZMqjutGYDn20T1i7P74Hc3/zDckkjGgqsj+1D/pIHwrfehn2fEmae/V1w9AGu5fVlHk7xG2ZbP/YRoRFcpsk2zcV2Q6pkVxnwwMr112pK7e5SffcI1eORsI5j5Q/lczSNBLHNcWQthHiZiu5NOxIE+Udm/ZWEaZhKD3Zju5hwYYtbjuRykJbvnZIkUAb7oV9ZQbctHyUlsRjYFMLEp1IG43ytcMyfa14j85CKVI5aWnRHmpoUge7YY01X9KsYYE1hMGMv50N7RM8a3w20rDmUTw4575LIStWRUOWRyGpNaAkY020rSq4wtJxFStw5opNswyFQl8ziFgLlYrlRPXwafllTSnS797b8Xv14xf8Oc+eLwK2A7U3B3tqQSwSnCbFRe3tEuhvwJmQ1RrRxsi+XJPL3rDgzBcR27kenDE0zl4G5wHN7mQMmZ/sLPfnx4kreO53/tDXd6eGBlYLyf3FdDgLwpbdmSv6x0dUFcxyQAkBoQRgRCwCdE1wqUP0HevKNKqHTkrzlTbSC7gmNp4lPE3FAYVC68v5ihCV/cebzXwQyVPins2Rw+Gco/zKW/L5G8i3vMcB8bwufvkZ2UlViVK0UvuWViBR8ullqb7UjpyJPHupR+++OVJ/nKP4/f3CKChoYKOpMLauAVEUmJenoXSl/R4kVm341VsAsC5NQsmlmtKjhCD97nvAq40I0q/25WCNz0UcaomqiKT90pQPWklNkcugmZZfOAKnUoM9vegDU/q6IYBSJO7fitqbZ1E7elb6Tuyu1ci89140zk+g9tY512lV3E9qTxZqdwaZn7h/WU2Zt0O84xsk78TKx61MtiPSf9dpucoqteZEhQCyvYI0ElapR2zC2ykphBVGaCIGHkpoWjVM3kG2W0eE8zzSuRnOCiTbrFT1raUBkVRpg0sj4+YluVGRpuMiqQlWNzgXygwuHYLGdGiDcuOW15Ev7XsrvnaogVJJJSJKK5zzCNfR2DAsS/55KiQBc6d2iwoAaJyUUW21t8svGTuzBX//7dlFV4XEXRw7DGpfl88RJZomq5AMdKN26JSUyCuZJOJ3b/Sbuq42Sk8flGyd1d4uxEMIdKuovRnU1p6Hks+A6CqsqXkoqXizMbInKxQTwqj2W+dbNEY20Xprat6npdhzRdjTizLCP9qPVBtucjC4ZUuUF0A0q9aPyXJ/al8OzkIZ1sSsUGQqVaGkE8K9M6YBBL73gNffkLhncyRxKT1/BHaAnkJjOvRV/eIZGpuBXSi75k0uqv3Bh0AVBaxSj1h8J3ZtaHltG6cuRxDW5APbl0a1X3wzimr3ZqWKkDbY43O1G8cvwgppfMcf2NYR1WamhcrL8iJAH+lbchGw0tE4M4byC0dgzy02P+Rica8N5MEaFuzJOYl2xoplULch2ylVYc8UpCpYbMc6aIPdKL9wJPKu1dcMROZSY/0wGufG3aZIUSFR+3JQMkkY64f9ykG7sMZnUTt0SqiYuMi42p2Bms9AyaZgrBtC4WvPS30hSlcKuV96D4iqoPT91yS6mq+pvWdTx7n+doo7yfZtFBEL4VulRmLKvOmbSSMJI9vkupPtelT2z9BWVBu1pcZ2G5qKHZL4U3PpCAdYySbvJNvLCM45zLD0Vye+9kJJakZ1ChWJY68N9SypMmAvRlFmn6/tLqJo3BB87WzKT2z11QORl3uYQkITRkRJodU4fV3U8MaZLUTR71X90qJCqJA07yF97VBbVIhzHpH8i7VRIREUEleLmgYoJIxFFvDqQA71U5elF7420od4oNx9NWHPF1EP8YqT993VcbFuTS/4KhO8YcFZLEPtzwl1h1oDUBU/gVf788IxMbCPLRsjV/XDch32wDnsyXmoA3khz3ZhUjoX1NCReXLvsit4tWMXpF4DwFUtCs5xlIKbljBtmloA3PNPYrpYBFIqrjsB1K40aDIOoqmI75K51PbMIiovHZWqbtpQj3/NPIoIiRuCE5xNIfNBwTuvHDgR0WUPN15656/yskzTUHu7YGxuXd3glo3FLz8ro6+UQg8ZmaQe2SlQbcaiCG5PFvqWzg24tYMnI03rqcd23RxU23FQ/PYrroGNe/4ZB03GEN+2FoQQWBcnoQ32+GCYs1ACSSV8NN88Ny56T1x6HDU0pB69G9bkfGQhZGxahUZowUbTSb9S5FE/iKq4TZGKQLU7nAvOGIrff03sj3vvE4X6Fbz0k/dg8WvP+Yk8IPTb04/vQXzrWpRffBPWzKI0B+prBqH1ZJF6bPc1nNlbF3eS7dspbpcGSUtGad/xyLZkaKOBJleWr83CzZGZ5FVpbLeU/dO1KLXkHdAEcrPDWSxHaA6dku2w5i9vWNKirh3aa4VR7bgBVhQKJM6iWHTRTBLOYllK4JdjUqOvjibR3LJbuEt2ppAomSScYsUv43OHwSlVpXuok+SfPb0QkagMuk56yTYrVgSFxD2HEQpJ3Ywkk85cEc580Z/ziKJAXzfYURllqai88pZkykE0FanHO7+M66HGSE9DW8jyKf58RBMGqEuzCM5JrRojSaAx0p4rgjsMam8XWK0B88KEtJBT8mlk3nf/so6Rc47qgROomg089qf/H7z7L/532INdkYqGNtgNa3Ie9tQ8uO3A8UxsAg2SYVQ7vnN95BqVXz4qG4toqqi8cA5resE/bq+Kl37//cLIqW6idkjm/ca2rWlZ7WucGYMVkphLPbg0ql168UjkeVD6chKqrQ/3+s9b/a3zUS74vp0ttx0MVmtEZQjXD0eS+hsVtcOnUXn9uERPJETMI0pXCk6pCqdYaVJnGAevm35jsTOzCG5astTfg9tBkzGUfvi6vFjRVEE7Kss9QtpgHvZsQTRFetSP0X4QXUPi/ruW1RRZPXAS1tQCnELFb+DVV/WDGDpim0eFxvfLIU3t1YPo+shjsKcWUH39hOCLu4tJJZuE2p9D+r33RXpbbve4k2zfznG7cLa1m3dT3xBk2wwh2ytuaHOVsn8R98hE54ZJQ1txbfB/DBExs3GNOdp+J9jgyBhA5P4Irc0LNfyiV0d6YY3NgNdNsIa4d4mugVu2lNjqa2S+Nmcs0mhprGuRkF+cjCCE4W0BaEkhMQPa2M5iCUo60aR1UNqyyVLaZkiyTcmmfEUDe67gl/7t2YJkZAOHQe1t2mVHjGyGelA9eAqs0kRola4UEndvvKbFtdfEFwx9pLdjwyF3HNSOBYxspubF8TkM9lxB0Lvc+UjrF8h0WEkj4hjZlZISVNEYKegn5tg0eLXRVGdRKBJ77+qoAe6FeXHSPeccp6bHcGp6HDSXisw/3EU2rfE5obdcrYMmY8K0SVOFYyURVDoll25pYuMUqyg/e1h6F2gDefG8oGlrT2MGiK5CScTR9TOPAQCqh05GpCJbNdFxzlF5KYRqd2dhLIE6C1RbViAREpjy4jjpodqOg3Jo+9pAN4xNq2CH9N7DUXntWAT4ST3S2RhpJYLVGih85xVJ4g6Mg2ZTiG0e9VFrfc2g/1zZM4ugrqoQd4Qqkb5m0H/e1Vwaib1bhCJIaM6MbVsbqQppg90CibYdv6+EJmOiQpNOLKsp0imUUX7hiNun4OqwJ+OiCVzXkLhvKxb+R1hT20Du5x+Hkk2i+L3XYM8VYLnzDKFCJjB+1xrEOgAFt2PcSbZvp7gN7No91QBpN7Sb04DAHUdSUwCuX/rPKdfALZmzfa2yYkv+RgjZbqdEArSQ/VNolELUomHyjuxfNCJ87eHejucpiGw7Yb42pUsqmXDOWyqRwHLka8oZqK75/OVWjpDW+FyUM7k6mvyGzWS04Z4IAhnkU/rbWjsomeU4czKFRFvV15EbHZb8i21sKpdIFJLpBV+32aeQ9AQoJOF+hnwajXNj/uJEHHs/4tdoSmFenoq4cKYeubtj41Tj9JgvceYUymB1E2pfTlBiHNZE3QmB2puD2p2VrbBrDdRPRLnS3sKZVRtwCmWh3OEwNE6PgQcmeZpKoOtDDy/7OMNKKwBgTcqosNrbBXtyTkhbNkzRMBc3xDVQqDgmW8wt+pBI8o3No5H7s7L/mPSciMXZkKCmLJR8wxNPFzz17j1QkjEw04rsp7F51KcUBcM8N35Vutel54/IC2UudLWDlEB9pM83jqodOduiuVHQQJyQrGownGI1cgyxu9Y0DWNucJRfOioWo17FjnORaG5eBRo3xIKLBJ4x953pnQfr8gxITJf6OlJP3APuMJSfPiT9ltKVEg20IflRoirgpmiK9N7JxrphQQd6190dmyI55yj+8HVwy4Y11myy1tcPA4QguW8nyk8fQONsVIM9+eB2VA+chDk2I4EI2kgf1HwG6Sc7Nz3fjnEn2b6d4nagkdhOJPG7WTSSsMY2cH3Sf9xxwGsNCdmmurriNJKooU0b2T/GIjQScDk5VJJxyRYZuEMhWSoizpEdzGycQllCAp1CRSpvq/35JcuTzmJZoiqID5m/XcC9duVaZwpJ2KK9tytiaNJS8q8FWtvSNZI23Qs557AXSlBzTT3tTsiQPV+MNJUFebRhIxsaD1BIUvGma2StEVkc2JPzgjblJbOaCn3tYEdllKWi/Jzc7EUTMSQf6UwVCKof2JPzULJJkcxMzYMamo+4Kd2iYTK+a4O0kKu/3aIxMkBpsibnxLlIJ2DNLMCZLUpJirF+CIl7lmf3bc8XI9ULAHBCySqNG2CWLcv9pRKAJfj0IALVJprqJ2PJEJea1U2UnjognVO1PyeSdQhUm3Mu7rOYDmpoyP2csGavHT4d0WhOPtga1Q6jzmpuaYUQbtlY/EqIq60q0EeW4Gpbduvmxg7VHAAov/RmpJqUWsb9tBJhzxdR+O6rMojAAaW3C8aaQXDHgXVhUqpK2XNFKL2u1F+tAWt8RlI1MtYNwdgwjMqLb0Y46MaaQZiXQ264q/uFjGi55ldptP4clKxoitTWd24QbZy6jMaZMbE/7qJNG+yGkklAG8iDJGOupnagH6A/j/zH3gOnVEX5hSOwLk76C3KaiEEb6UX6iXtWHCy7WXEn2b4TUoQNbQCA3iQaSVhjG7g+6T9WFfJUsnuktvI0kqtwj2TlWoSLHV5kKbn0nebIZQSrmxEVg6VMMLyI8LXrpuTKeTWSf0oyDnteSNd59wDNCH10mULSArEO8bWNFmM8AwlpXKtkO5SE6asHJLUGVqgI99HAIsLoIK/XCEnZ0UTM58LbCyWfZysoJI0ohcRNzKAoUoVOG+5xE7JmUqrmM0jubq2/3Cm47UQa7GIbRzqikE6x6nPmuWXDnitA7c/77pFE1/znUu3PgygU8YCtN+cc1TdCjZHDPbDdxR93mLB8H+gWFZGzY5JZB40byLzvgWW781YPdvaNUFJx2DMFIcNYqgoTGw8o8alS4pi0oR6ACmOScCWneviUJElJCIG+ZhDMtOCUqv4Cl7qL1NS+nVBzaXDbQXX/cWlbxsYRYZgTCvPCZKQa0xbVfu6w1OwLLuQVg0CQPtrvo9rVQ6ciHOTlNDfaswWJxw8A8V3rJSOoGxmlHx5A/ei5ZoWXcRBNNOUSTYV1ZQZKLuVX41ipKpxAKfXpJWpvzn/HEYUi/e574MwWIveQPtqPeogqRpMxOPPi3ePRWERT5CCIqiD17nuiVdhQsIaF0o8OuGDBGDgTlT599QAIIUg9thuLn/+RJApANBXZD++DNtyD0vf2i8V+gI5lbBiGsXYIsZvk2nkj4k6yfTtFGFG+BbQBZkXRZdwkGgkLIdtEU5dUhVjW9lx02Ju4CCGApqxosi0SreW7R0Zs2nUtssgQJhpyU89ymlF+3MKamIvwNzslWVKyHaAJeNHOzCZiDT3YLVDacq1JvVIVcMagdLm6ti0cIVmtAXtCRiRbyYlFJP+yKd+swj8Ex4mg5HpI8s+eL/rNioDg3raTpgQQtXDevMpPhBphColpt6aQOA4QoqTRVAKNi5MSp1db078sJ7+W+3nsgtzE5+oId5o7a2+d9e8de2YRoBRqdwbW1DwIJf6cQQ0dSlcKxqZRiXbTqjESlMrbhKhYsFJVlPYD86ja04X0e5ZXDmd1E/Wj5zqOU7ozYLU6rHGBirJiRZhjeSY2nIvkKfCchFFtbjso/eB1iUerdGdB4wYIIQLVdrnfNCFUSHK/INyca2+ejSCnyQeikoYtudpdKUnlRTp+08JiyC2SqErkWfXQZ9awUHlNNvgx1g4uq7mx/NwbkebB5EM7On5vJaJxYQLFZw7KAALn0IZ6oQ12C3Bhct5fUACCBucBMc58CU6pKv09sXcLlHxGUDqCmucKBU3GfYdlL7S+PJxCGdbknF/F01cPgOgqkg9uh5pLw2qVIwSi/PwbQnZwetGn1+lrRbKe2LsFtSNnIo6k8e3rkHnPfagfPScs2c9c8a+DNtANNZ9B5h1gyd4u7iTbd0IOK8plWy76cr3BQ0ln0NHvWqKlVTshK1qGaq2xvTSyHZH460qBhRsmu1IRXneQb3snRIT52tpAd8fFmSSFV6pFFl5L6bZyzmFelJNtoikA574aDaEU3HZEYuLeu9pgd6Tpz7w41aIcHv3dSNPj+qHIy8a8PC0lroCQc/PuM845nDnZor0Tqm0vliJue7EtzfK+b2TjUUjcygCrNqCkEn5izyp16fwSSmGOzUhoPTU0xDaMtGz6XE4Uf/i69Pwp2RQSe6MSc8HgnMsqJJPz7gKBCOvreMxXMFL7c6KBMNwYeeiU9G8lm5Ts0u3JOah9AuE3L0yJRkv32hFVQWrfTmgteMytonbkjNzL0gL9JZoKVqyC1Rpw5ktNx1xVAcDFfUOp4J/35QSNpCfra1H7v/X2edRDco/6ql6f/+1pzCsuspq47y5og93gjhNxsDTWDEJvQeuyLk3BvCJXmBIPbl+SY19+9rBv7w0A4FxouAdQbWNNM5muHjwRobIsp7nRvDITOfbkvVv8Y72RwRlD4Vsvo3H8YrMC4jDQRAzG1tXi2Tk/AW24V1RdIBZ0SlfKlzg0z49DH+nzz4uSSiD50A7Uj1+I9JrENq+OVK+0gTzMy1OuHvakvw11IC+qT/dvFfvaBtm2JuaEprYZ0NTOpV2aXBL6mgEUvvGi1Bem5tLI/fJ7wS0bpacPijnNBcqooUFfMyCqJzepunCj4k6yfTtFRGf7FiDbIRoJ1bWbtpoM68fSxPU1R7JKXWjM2mH3yJVLtq9WYzuSRLeQ/aOe3bU07k6yHQ7ravW1S1VJBowVK34pHBBl6aVoS/bMYgS1865RhEISoBEth6+tr+qLLGhZtd7SYCIcYcUQbbDH140GBG0J4NI9H9vYgUJyIkwhMXwUUSTiAkn2jWy8c8ZCRjZhCsmqXtTfOC31I6i9XYjv3nRNLnBOsRKxSY/v3hjhvofDujTlSxo6xSpYtQ61Pw9nriC0wt1xhBCo/TmouTS0oHFIpR5B/pWuNHhN8EudUhVOuSaMR0wLjXNjkhqLkk0h+9P7lnWMnDFUQ4m9sXYII7kejHR1wzNjUPtzgt4zLkxsvMZfXjOFohPjApEmxKeNJO/bKluzM4bSD/ZLc5TSlYKSFQld/dh5cMcBURShzU0p8h8TqHb97QsRylNyCaOeMFdbySQlik4wmGlh8athBRIlUi3y5PxYrdGayrJE07MXnHOUn5UVbWjCQOL+zqobKxG1w6dReeVt+f1AAH3tALTurC9x6h0Htx1w0/arLdbYLBC4tgB86cvy0/JxKdkk7EIpgnRDob76CLcdQR9yF/jp997bEcgIamo3LkwITW1K/QVd+sm9WPji01IvCFEUZN53P+KbR1H64euw54oSIKKvH4Y+3POOsWRvF3fs2m+juB36I3m4RHQdNI6rjTAaQa7Xqr1SkxYPTffIFUS2r1ZjO5xYp5Nwwo1Poe9T/Y7sXzg4YxHOZ6fmSCvE12bVOtTAd9pRSCKOddkU7NkCOGNgXrKdiMMan5F432G+Nuc8wtfWW+lmX5iIlLPDCYbHBQ6GsXFYSsCdEIVEzaUjVJRw1EPJdmzTaJNCclyob3DGYE0v+GYpnuW92tMl/m7Zkd4EYuiwrsw0rcMJgbZmYEn6QKcov/o27ECzMVEVZN5zb8fvBR0Y7ak50KRwd6yfnwDRNTgun1zpSoEaeqQxsvbmGVm9QVWkhZg9MSe+m4ihcWECTqHszz2EEMS3r0NsGaYqANA4dSWqqJHvwuv/25/6du2EEHDTFtzz6QWBjJoWaD4t+PSUAoSAcA4lnwaNG1BSich5b5y4FCnva0M9YK5BjsfjVjIJgAgus7F2CJyxCKqtj/S1fJ7My1MRlDX54LYlF1ulpw7JTdCMQx3MhRpNh/3K0LVK9jXOjEXQ9uSDO26KljOr1gWqHZT6cxiUrhRiW1YL6bzz42Lh7kn9Tc1D7RMynKxuwroyLapP7t/1kT7Etq5B+ZnDEe66vmYAtSMyL11f1YfGhUmhh+0mw2p/Hko6gfjWNS17SsJR3X9c6LsvlGC729BH+0BjOmJbVsO8Mo1qSH/d2DiM7E/tQ/3EJdRPXkLjdJM+ovZ2QevpQub9D75jLNnbxR1k+3aOWyH9F6KR0JtpaBMyJ7lW22YvnHItpLGtCSrJCk6gV62xHXpxEl2REAYAkX8rudQ7mqt2I8KeWYzIRHY0s7kS4mtzma+tt2mujOhr93bBWSgJQxvvelGxPY+zTw0N2lC39D1nthBtemyFfkeaHvsj6LczV4yYzqgD3dIixJ4PUUg2rmq/GHT5mtL+bW4mhp7UnVOogBWr/jPKKnUo6QRUl+7EKjUogQoPURWY58dl45mYjtim1R1Rx1bBOUf5qYPSZ9pQT8fEndXNpmyh7cCeLUDry4HXTEGJMVo0Ru5o2rNzxlANaWtrA3k4Ln+bW7bY5mC3SJJOXZZQFJqMIfuhhzpahXtRPShL0GmD3dFG3d4u2NMLsCbnwR0G5qHadVPMdZz7qjneM5LYu1lCKjnnKD51AM5cs/KjpBJQe7tAKEX9+EUw1/2PpuIghCD38wLVbpy4FDWOeXBby/us/GII1U4npPMbDFY3sfjVkAKJEu2B8JJpp1SNNAHG7loDzU1KlwrOGMrPhdHfFBK7N7b93kpF6YUjqB48KUn9QaEwNos+AXtyHlTX/OeYVesgqurPB+aFCShdaZ+7TQhB+j17RVNkSMJQH+1H47Q8t9BUAvacMJjypEaJpkJf3S9cJ5+4p+Mx2IsllF23UQ8A8JqqaUxH4u6NWPyHZ6SFkJJOIPeLriX7D1+HNTbrLwyIpsJYO4TE/VtvmuTijY47yfbtFLeBXXsY2SYraGveKW4EjSRoPU90FUoytqKJ69VobHPOI8h2BMWOG+CVcMPkHQpJOMKSf2ou3ZGLL+lrl2sgSfn+Cr/EveCOE0HFPaqEveDytTUVvGGJRMR9CeqjLSzaQ0i0kklGmx4Zi1i0t1YhCZnOpBNwCmU/OWG1BnjdkhaAxqb2kn9hVJsmDN80xJ4r+Cokjm9kY4jfYwxaX1eTT+yiqV7oq/pRO3JWql5pA3nEd2+4pufRvDwVOZepfTs7lrqDcn32zKLg//bmYE/O+Qgx4Orx59MwNq6SqkrmufHIMx+cte2pBRBNgZLPCPe9qQVpkaSNDizbHMWamIuo56h9uahOPxH3jD0xBzAu0OxkDNxhrqEQBSgR91omCaprEWt289w4am+clhJbbagbMG0wy4bp3ms0nQAIgbF5FPHta8Wi5xVZYk8byLdu+L00FVkoJO/fuuQ1K35/v9T8CsbEAihwPmObR/1krPLKWxHb+tS+zs2N9bfOR5pdU4/uuq7m/OWGPbOI4vdegzkeoIwxLizr1woFGOvytERHs2cWofR1AXDlSOdL0t/juzdC7cu1bopMGBFQS82nXZWZmaYe9ppB4cL66N0d51XOOUrf2y80tS9PCxUcQoQbLCFIPXo3Fr/xokSLI4Qg9eguJHZvQumZQ7BmF6WKh7FuCNpgN1IP35zm1JsRd5Lt2yluAx5JRPrvJtJIeIhGcj2yf4Br1R5MtjUVNLWyzS5XpbFda0Sa2SKyf9kU7Hl54le739mNITciIs2RHVBtVq1LXf6sUJaSULW3a0mqjjU+G0HRvZe6l/go2SRYoSK5V7bia0ck/1o0PVrjs5GF53Ik/4wNwzDDFJJc2i8t00SsI4oc5iIbG1f5Jdx6hELiiEZQywFRFSguhYQ1rEhRjgOwJmb95i9PTk7bvDw6RThKTx+KaGun3tXenp1zjtqRJiptT81DyWdAVCqs2hOGr+ur9edBKI0kpdUQR1zNZ5oJIefCMXKgG4QQNM6Ni8TePRnU0JH5iXuXPa+FUVollYA9u4iaZeJ9n/5dfPCvfh+NmAp7etGv9PjW7A1L9KgwDjieNbt4RlpZs5eeOgh7etH/N00It0AoFI2Tl8Q1pVRodgPI/bzQ1W6cvhKR30y2sFvnnKP8whH5eNIJxO9ujR6zSh2F//mC9BlRFamRlhDiL1zshVLEzTO+c31LMx1pvyw7sl9af+6aqU1XE5xzFL/3GupHzzbfu4yB6Cpi29YKqb+LU1B6u/wKkj2z6BucccbQODcObaTXb8KmcQOpfTtbNkUaG1ehcVJuAFX7umBeEQmyt7BTMkmofV3QBroRXwa6X3/7vKBLlWv+vKy6mtr6SB+YaaLy0lF5ITfaj9zPPQHzwiRqb54V9BF3YaDmM1B7u5B5/wM3ZcFzs+JOsn07x21BI7mJyPYK00hYpS4jHTfCqv0qNLY9FNTfH0ojbp1KLi2VcgH4BiF3ohnRZLt9EmmGmilZqSYl10uh2kCUr63252BNzoGbtq94Q2M6mGlJeujhZFtwK0OOl+s6J9FaXy4i1ccq0QZKbVW/hBzac0VpoRbbtKotfcEpViI8+JibDHPO/WRbUEiCKiR10HTCl6fk1Tpourm/1NDQOH1ZaoykyRjiO9aB5trTrloFMy1UQ4YlsU2roA12L/ENEdb4nM9H9fS01f684N7bDoKlRHUgD7UrJSV39mIpIsdIk3GfomHPF8FNC2p/TiQel6akZEHtySLzgQeXdYxOqYr68QvSZ9poP6yxWXDOcGTsPI6MnQcMVSx+xmaFMo5L3+GWLaqSVKiQ0EQMandGOACGms3My1OovH5cToYGuwHTAXMc30mUpuKAa5md2LtFSPiFNM7V3q6WajfWpakISp98cPuSyVTh2y/DmgmYKjkM6mCPND62ba0vM1lxbcG9IKqyLMm+6sGTEaOq1GO7bwptr3FmDKVnDwkKhxfc5bsPdvsN3d7cxB0mTKPcucAanwMYk5SMUo/uAihF+amQU2Qm6XsCND+k4DYDmNDn5o5ooDXWD4NSKqT2OtCdWKWO0tMHRf+IK9dHDVdTW6FIPLhNWLIHehpo3EDu558ATSVQ/N5rsCbmfGodURXo64eQ3LtlSWWod2rcSbZvp7gd7NrDNJKbJPsHtKCRrDiyvbKNhletsV0Iyf5lk9FkPZOIlInf6ZJHKx1OqRrhKndCtiWNbMbBwaUXSbtkO0zpULIpYcXtNucRQnzzB08mTMmmJJQbEEl7uKyrr47+bpgeEZZn88aEXSO53WxKZKYlnCwlvvZVUkjihr9/9swi7DlRcXECRjbc5QNrfbmm4kboBa2N9KP+1nmJQqIO9SC2c31b2+ylovbmWUlmjxCC9JN7O2trH2mi0tbkPGhMaGhbE3MgugpWcxsjc2nQWIvGyMMyzYIYmvRMWxNzUHqyoLombK4rdd91kSgKkg9tg97C4KVVVA+dijRhhudHQDRcO/MlsGpdXBOvWVUVspTe/aa7z0dsy2gEECg9+4Zvvw4IBF4b6gZUCvPkZZ8W4N3buZ97QiD3Z8YiEpGtuNoC1X5T+kzJJBHf2ZqrbRcrKHzrZekzYmg+nQkQQEXSpYhYU/OoHbsgjU/cs7mtKo2maWDVerSxc/XAslwmrze47aDwjRdRP3mpeZ1tBzQVR2y7MG4xz45DH+33Fxj25DxU9/5hDbNJL3GfN22gG/FdG1B+4UhEOUkb7PabFv3P+vNw5ouC7uRy7rWRXrEQ3rOp4+IVAEpPHwSrNmCNzfja7Pr6YZFoP7AN5acOwrwgL1CT929F6uEdKD93GPb0vARm6KsHoPfnkXx0eVSrd1LcSbbvhBRhZJvcJEMbYGU528y0wBpWqEFSXVHN1KvV2HZCyHYrp0iiUBl9AKSE6U5E+drU0HyEa6kINkc65aqkSEMIWTLZZnUzYkDjIaDeoojGDfBqQyQxbqJhrB2MJB2Nc6EkerQ/UjlyCuVIWb4VhSSihbx2EOa55qLAmS8JDV432fMc3NpFWHfX2DjSmkIyNS8k4AwN3BR0Be/8s1qj6R7pBjMtWNPzfuJHKIWxdhCxLauvKdku/VC2eVbyGSTvba+tzepm8xgcBntmEWp/Hrxah1OqChSYeSYagkLiJT2ASI6C9u6AqDg4RYGKsmodzmIZ2kA3uGWjfuaKLPeXSSL7U48u6/iYaaEWcqfU1w7CCklGAgBsx69w+I2RDUvI/UGca6prvjV74gFZys6anBcl/sAiUBvIg9ssimorFPrqASQf2u4a08gJtNqdlfTYvTAvTLZQ+ti2NKr99RfkhkuHQRvskRQp4rvWQ3V7WcrPyzQQGtORDB1nOBRFQeXltyLKJenH7r4pqHbl9eOovPY2WMlNijkXVYMNI0Kab2oBAPf56KzWACjx1VHM8xNQMgmfJkMIQea998KeXoxowGvDvWiE7h2aTsBxKzpetYbGdGgjfVCS8eUpuJwbR+3t88KS3dVfV3uyPg2Exg2UnjkEzprvM32oB/lfei+ssVlUD51C40zTWVXJJqEO5JF+3/03taJ+s+JOsn1bRdhB8hbsgXlrGiQ5Y5Fk+3qk/zxKCg9J/60kst1SYzu19PYjsn/ZZATF5iEndyWVuCnyU++kiNAnhnraljtZ3ZSQO2exLFUg1P6l9bXNSyEDGoWCuwion2xnEnCKIb52C8k/82xI8q8VhSQ0hiaMiKIJMy3JTltsa0iiODhzBWmRpq8bast/dIpVmKHzGqSQNDwVkoWSSOpcihevNkAzSZ8+w01bomrRRAz14xckihhNx5HYvUk0dF5lsm0vlCTpPkC45HV6ruvHLviULXt20W22y8GanJcaI6muQcmlYWwYlhbm9ZOXItKkQWDCmnAlBDMJ4b63UJLk/mJbVyO+Y3kumfWj51qi2K3MRJxiFU6xIpJG7/oqVCwHvcWDa81urB+OKHOUXzgiqc8QTYW2qk+Y8ZwZg1OtC1TbRYlzH30chBCYZ1ug2i3s1jnnqLwYQrWzqaVR7cUSit/bL31GDA3aqmbliqgKkg8KVNu8FG2UTd6/tWNV1JkvoXpYTkrjW9dckzLO1YZTrKLwzZdFpcu9ptxhUPIZGJtGhKnMxUnRZOomAfb0AtR+ce3shRKcuaLUhBrftQHqQB7F7++PGGYRlfomTV4oyZiYRy5O+v0oHiKdfnJvxIgrGKqqgpmW/1uNM8KSnagKjHWiByW1bxcW/sePJIoONXR0/ey7oHRnUPzOK7Cm5n3zLaJQGBtGkLh747JkBt+JcSfZvp3idmiQDHGIb1aDQvhFBlwfZ5uVQ1btrmj/SjZIttTYbseJDSXWRNciyDh3QhzuO82RkQjzr7U2kn2ASM6DLyBWqkr3QTsb54jk32A3rIk5V8Pdu7cU8bIMSG+F6SH21EKktGusb6GvHdbNXjsUuafMcxPSfUMoBVGovz/cduAUKiHXyA4UkhCqTWO6z1e2J5svRdtXIYkFVEhygEulCYc21IPG8Qu+4Qsgrld8h0CN27nRtYrKi0dk+UBNRaaD7blojGwixfak2xipKMIxMqb7IIPqNUbu2SRtI4IW9udhu1QWbjuwpxegDYhFUf3UFT/RBQCSMJD9qX3LkvvjjKH6umzKoo/2R/oGvPA49qxYgZJx5f7iBjjj4JSAqIpodASQfGCr9F17vojyc4ele0kbyAOOA8aYb25EkzFAUaAP9SD56C5BCwlJ+Kn5DGJ3tUC1z09EFnHtdLUXv/ycTM1zGPThXuncJXZvEsfKOcrPvSF9X0nGEb9nc8ttB6P64pvyNVIoUo/d3fF7KxGlpw6gdvhUE1V3VWNid60BNXSYl6aEupLLzbbnCqDuu4UzBvPcOLThHn9BQRMGUo/uQu2NM5KhFeBWvELOt1p/HtbkPJxiFba7YFJ7uqDm0jDWD8PooAGvqioqL74pqnBTC/710tcOguga4vdsQuXVtyNqSYl7NiP9+B6Un3sD1tSCBBjoqweg9eaQfnzPVZ7Nd07cSbZv57gNGiTJTdLZ5i2QHBq/drt2VqkJzqLVlPJaaav2q9bYDlNGWpjXBJvIgDtKJOFgpuUnOV50bI4MNmZ5VIYA1aEVb9r/btjMJhETyawn+eeqAtCY7qNB6kB3BFkLU0jUXDrCxfcQrWC0do0MUUhG+yXlAWehJCQI3WeXKBRGCxRd2maYQrKhBYXEcWBPLYhGKl0Fb5gghu5TFFilHpkvnEIZ9lyzMYsoCowNwzA2Xb0KCWcMpWdkPWR9VV9HLro9MedLFrJKDU6pCnUgD3tmUTjxeftGCNSBHNR8RqLcWFPzkYQRquJ/T1RNiNBeny/Bdjng/j6O9CH96N3LOsbG6SuRfgSaMGQQJEBP8ZoyweFfL0IIwIVFuzaQF01nI32RRWX5paMwA5QsoirCkElRYJ0bh1OpgRDiu6x2/ezjoJTCPDce0WJfCtUuh1BttSvlL7TCYc0uovSj1+Vjj+mS8RTVNZ8i0jgzFk3kH97RkYJgjs1Iqj0AkLhnS8f5eyXCvDyFwg9ek3oOOOPQBruhj/bDKdfgzCz6C11PN91rPrbGZgWtJnAtU4/tBmcc5effkH5LyaWlih4g3uesWnc1ta/4vSb6WiH1l3nvvR1pNNb4HKoHToI1LN8NV8mmoPXnoWRTUHu7UPzBfpma1JdD/lfeC2tq3qWPXPEXeUomCXWwG5n33dcWUX+nx51k+zaKCMhzOzRI3iQaSYSvHdOvyzVKaGzLhjYAVphGsnyNbWZaEWQzHEpXCs68nJDfaY6UwxqflZsMKfWbv5YKKREtViWaA6FUenEFwylW/KZALzz+oedcSFNxsFJN0kI31ka50VEKSQsd4ouTEcQ63KzFHSfaQLlhSEKR7PmiJHmmrx5o+xLzNHaD4Tkccs6bRjZzRWEDnmxSSJRMsknJcZi0yFCySVTfPCMtIJWuFBJ7Nl8TNapxfiKy+Ek9trvjPFENyP0FGyPtyTlRlXDl/pRcWjhG3r0x0hgZDJowBBUFcOX+ZoVNvaqIBMaym3J/uibK8sucd8JW42pvF8xLMt9Z6cogn0wjb4jqjFOsgGYSYLU6SMIQ95BCQWjAmj2EajvFKkpPHZCSeLUvB845GGP+AovEDRBVgdafR+rde1qj2rl0S6k889x4RN0m+dCOpVHtLz7tN9kBomKgjYRQ7b2bhYY4Y5HkUs2lEd/Vmp7ib5NzlJ+RlTpo3EDywRtvy84ZQ+EbL6Fx7GLzObcdKAkDse1rAUoEar2qz39fWeMzUN2KiecUqa8b8sECbagH8Z3rUX72cIR/rnZnI4CQ2p11n/dZ/7n0zWv27ey44OC2g+oPXncR9jFh604pjA1iMZ967G4sfP4p6d1INBXZjzwKbaAbxe+8CmtyrkkfoRTGxhEkdq4Xutz/iONOsn07xe1AIzFvEY0khOhev+xfVGObKPS6LeCDcTUa2xEjCgDcls817UrBWbgj+9cuwuYy6kC+rWIOa1h+qRQQCyQakNFTB/JLJn5hlJnGDWEa4zAwT6oqFRdyawEJu4jkX7UeSTpaItahJDpYKvb3yTWNkPcr5tOwOGNwFkoS/agT8ts4dVlWNjE0n3Nujc36L2xrZlGmkHBx/nwKSbixN5eGdW7C164GROIf37Y87nI4yk8dkPTOlVQc6Q6lf9awUHeVKrjDYE+7jZGu9B/RFb9VRnVR4CDyyuqm/30vaDblc2CdhRJY3YQ22A1WqcG8MCnNmUo+g+wHH1rW8ZlXZiJIrdqdjUiiJjUdR//Nn+O193wScU7BLQfU0AW6TSkIcVH6vhyI2xwZVrQpv3JUepYIpaL3QVFgXZzyqTrenNb1kUdBFUUk0BPhBHoJVPuFKKod27am9bFPzqH0rFy1oHEDaoBDTeMGEveJRUP97fNRfe9HdnZceDVOXo40WCcf2nHdylfLidrh0yi/dLT5LnDvO23tINSeLtjTotLiLZBYtQEC4i+UzfPjUNJJvxlZNEXeB+vyNGpvnZN+Sx/th3k+1P+RScKaXhCa2i4AoaQSUAe6ofXnIpKQraLyyltgLmfckyzUR/tB4wbi29ehfvSsvzj3Ir5rAzLvuQ/l548IoyaJPtIv6CPvbk8F+8cQd5Lt2zluCxrJLUK2r1v2rw4WUiKhyfgKu0cun0YSTraVVCLyfRo3IqY3d2gkcoS1evVVHfjal6ckJNwpViXN6qvV17ZnFl2Ldi+xFPeTd+2FRbtMa2lcmJCbljQ1st+c80hzZGsKiVz+1ga6JbUUZ7EsUVp8J7c2EX45GhtG/ITR03rmlu2bnhBNBa81QGI6VNfIhpeqkWfWmpyDHUS4dBWxLaMtueqdgtVNVF49Jn0Wu2tNRxWa+rHzzcbI6QXRGNmXgzXlNUaK+Y4aOpRcGrG7VkvHUTt6TjY0ogQ8AAxYE3NQc2nQRAzmxbDcH0XywW0dKy9ehLnaSiYBa1qmTCldKdgLJdgTrq52qQolkxAW3gkDcBxwd47z5DCTD8hyfE65htIPX5fmGrU3C0LFoqnhLi5oIiYaJnu7kP6J+0QC/VILVLvF4knIAoaoJg8vjWov/I8fye8Ay4a+ZkDa7+QD24S0oWVHEnmtP4fYXWtabtsL7jgRW3Y1l0Ziz423ZWeVOha+/oIk2ckdB0oujfjWNYDtwLwwASPQFGlNzPqLDXu+CGehBD3w7MT3bILam0XxB9GGUtawJMUeECI269qpcyY0tfUNnqb2/R17CqzpBVRefRvcsn1gQEnFBSiQiEFd1YfCt1+RqnNqdxb5X30f7JlFVA6ckOkj6QTUoZ5/9PQRL+4k27dT3I527TdJZzuiRHKdVu1OpSYdi3CPXDm+dkuN7Ta6rmG+tpJLRcxrwpJpRFOFPfKdACBKmGGEuFOyHWwO8kwbZL52azk8znkk2fYWno7fQa+AmxZoOuEnp/qawUhCEaGQrO6PPFf21EKk5BtOtjnnvhSbP2bjCOqBz8IqJNpwb1u5S6dUjRjtGJ4KSaBJzp4tgFUCKiR1E0ou7d/znHGQQIVA7c4Ibe1AYqr15pDYs+ma6GHVAyea1A0AhAqps3bBOZck9ERjZBpEoaIxUld92TF1IA9CCBK7N8nfPyS7OKq5jH+dWK0Be6EEdbAb3LRRPx2V++v6meXJ/dkLpci11Qa6I7QyECKeg8l5cNsBq5ug8RjAuHteCQilULuzoHEDSjYVaVysvPK2dG8TQoS0nq7BvDTlL5C8RWn2Q/tAVRXm+YkoLeTBpRRIZDk+NZ9pmZQDYjFaCSXxNBGDGlBOUTJJJNzGx+rBk5FnJfVoZ8m+6qHTPn1B+t510BWXG6XnDqN28GTzPceY6KW4a7VYqF2aEpQsV9HId4pUKLjjNUX2BpoiY0g9sgvV/ccjVvP6cE+kr0XtzsIpVIRevnsO1KEeKKm40NTuoMLCGUPxO68KA5zzE8I0iRBRNSMEqUd2ovDFpyXJRqIqyP7UwzBW9aH43R9f+ogXd5LtOyFFhEZyk3S2I+6R14tsl6Oc7ZVsjmypsd0W2Q7J/rUwrwmbGqndmZui+fpOCWtyTuY0E9JRicS83Ey2mctt9b+v0CWbK+2ZxSjH3v1tOyD5xwpl0KDkX4iLzRlDI1TObdWsGG56VHNpKCHU1p6cj7jdKV0pP/HgjLmukc3vGR3s0OsnLkUoJIZ7DNaVGf8c2DOLYBXXyMatFGiuFBl3mFQ9AABi6DAvTzcblAmBvnYQ8e2tm+PaBefcbbhq7qfa04X47k1tviXOl9cY6RSrcCquY+TMomwY41IutIE81ICRh3luPJKcBR9Sa2JOJLS5NMyxmajc37a1S0rchaN64ETkOgT5y4BLY1oooXRlEr/4wufwS698HmZcE1ztuA5uM3/vNNd9L3nfXVIyzCp1FH+wX6IiKb1dfsNn4+0L/m8RXYWayyDzwQddXe0Qqr0ELaRx4pJ/3r1IPryjJXLKOcf8Z74vUY24aUNbPyTNfal9O4Wxz1JGNC16IILB6mbE7VIb6umovLESYU3MofjtV2AFKlDc4dAGumGsGRQmXdMLMNYJ6ha3HdEU6S6aPbpPEFhIP7EHrNaIVhryGZjjckWBGDqcQkkg0gFNbX20D0o6gdQymner+4+LZHmu6NN3hAFO3F/w146dl74T37YW2Q88KOgj47MSfUQb7YPWl/+xoI94cSfZvp0ihGzfikQrzCO+aTSSkPTfdXO2y9UIZ3slke2Ixjalbbcfkf1T1UiCwkLn/k5zpBwRvnZfV9vyI6vWW+hrNxNjbbBnSeWCMKpNM0lYM4vgDctfGBJdBbcdSV/bWCu/9K2J+ci9ra+L6siGZbKMDSNRU5xwQp7PSGivU6iAqIrUjBfbHLXODkbYEtzYuCpCIWENE/b0guh50BRBIYkbUHtFss0KZYmaQwgR+r2lZrJI4zri29dJyexyw5qYi1Bdkg/v6Fh6rgUaI+3JOZ8qYk3OicTNpVEo+QyooSG+e5N0zqsHZVRbSSd8nip3GOypBeGyxznqpy5J8zdNxtD14UeWJffHao2Idri2qj+CIhNDE41p47PYP38ZrxcngGQM3GYiyadiAal0paCkE6CJWCTZL+8/5itIAGgqlhguqu2CAh5XO/uhh0B1TRjThPjkiQe3R1BhzlhUgaQn21IWEBD659WQrKKSjksLRrUnKxoIIVD5iBHNuzrbq1defitSPU09seeGv2M551j85kuovXVeaoqkXlOkItRdtJE+EEPcDBAEFwABAABJREFUz9bYjE8fYZU6rLEZ6GuHfKdIfbQfxtY1KP1gfwR8IHEDPNLTYYBbjo9IA56mtoL0e+7t2KxszxdRfvFNYYDj0kdo3IC+qh80psNYN4ximD6SzyD38ffDnm1NH9GGe39s6CNe3Em2b6e49f2RLZDtWyP9dz3INuccrBpGtlc22Y5qbCfaa2y3QcgAsbjgISTrTnOkHGG+dmdUe1rW1y7XQNPNe6Ct5F9YXzufAStV/WREbFDIZnn3ldaXi1CJzLDkX0/Wd77zwimUI0hgK13seoivbWwcQeNMc/vObEFKUrShHikJDoe9WIokdF5SxB3H1962ZzxtbfFM8rolaArev135MP8Y+3OoH5ONbNTBHiR2b7ym5KbsWkJ7QWM60u9pTyGRGiMtG/bsItT+HFipKiQKg/s7kAeN6VJCaM8XfRTQCxJIDLwyvdonePzO1IIk96etHliWCx8A1N44LamCEEp9hRT/M1URMorTixKHnNdNsV8OA3Fvdd19LpL3bpHmb1ZroPT9/VLSqXRn/QWnjGprULvSyH74EbfZUaaFKNkU4tujtJD62+cjCj6pfbtao9qMYeGz35eOnZsW9E2rZFT70btBKIVTKKMaovXEt67paCtuL5RQPXhC+kzfOLJsLv31RP3oOZSfP9KsbHLxvOir+8W9M7UAbjv+vrBKTZijxXS3j2MMSi7t9+4QhSLz3vvQOHERjZCxlTrSG1EVUrIpOIslOAslWK5du9orNLVjm1Yhtqn9YpxzjuJ3XxWJ9vkJce959BFKkHx4Jxa/9EyUPvKhh2GsGXAR/dkfa/qIF3eS7ds5bjKyzRmLUCNuHmc7rEZyHcl2rSFK20Fk222QXKkIcwZpGwoJdxzf1rm5ATnZVrszPmrmf3YH2faDMxZ5kbQzowFkyT9uOwAl0kt/Sb6240jfBZqPoqevTWM6WLUuLNHdP7YqZUeaHltSSOQkmiYMv7nNC3uhFFFfUHu7/M84Y7Dni5IKSawDhcTjY/u/Gzd8fV/zwqSf4NrTC0IZIRET9AtKfCdCFnKcBQBuu5buvj07gbFueEnObrtgphVJ9IyNqzpy9etvn/f3zZ5aEMop/XlYE3MghPjN0zRuQOlKIbZtrVTlCKPaVNea1SzOYY0LuT8oFI3TV0RjuSf3F9OR/ckHlwUYcNtB9YD8W9pIb4RHTxPCqMYam5EQdG7ZApnkABQKJZ2A0pXykfpgVA6ckBYQgqudB8KotsfV/qmHBardUsKvBartOBFZQG0gD2OJ6kr14EnUgkovnEPNZaAGq09DPb6aTvn5IzL9R6FIPtp5QVN+5pDcLKhQJPbt7Pi96w1Wa2Dxf76Axpmm2g+3bdEUuW2taIq8OCloW5S4MpLzzabI6QWwck2aVxL3bQVNxlD60UHpt2gyBhaunmoKWF28C72GRqKpMNYOLWvBCoiFoHl5GvZCydcG1wbyUDJJGOuGhGV7mD6ydS2yH3wI5WcPw5ych3m+CVzoq/sFfeSJe5Z7Gv/RxJ1k+zaKq3VTW/HfDymRADfP1IZVVo5G4jVlha3ab6yhTRvZv2I1QhkJO3V6lt/SNvMyAvrjHPbUQkSpxeOlLhVBdNopVCQddKIqSzYFWeOzkevD6iYQaIqlqThYpS7ra4eSbadciygytFLiiCDW64cjSGC4eU5JxqX7hRWrrq128xhjHfioYQpJbPNo08jmbfECZdU67LkCiKb4nFkaN3wjG2exLJ0DoqlonL4sNUbSdAKJeza1RdmXitqRM7Amms1eQu6svfEG51yy4ram5kWzGRHoP9E139xIa9EYyRoW6iEpNZpN+ot3ez4g91eqwro8Lc2Tam8XMu9/YHnH9/b5aG9AyI2TUApWrsOZLYDVGtK5JTHNbfJ0j8dFteN3b5RK9KxhofjdV6Vqg6DPiDE+qh0zQIwwqt3CmKYFql07cjbSNJ56ZFfLa8UdB/Of+6GUBHPLhh6q6HgUEWtyHrW35aQusXtTpEoUDvPSlNRADACJPZtuytxaeu4wKvuPNasyDgNRFMS2jIIm4zAvTIqmSM+wZnIeSndGVDYsG+aFSWir+ppmWV0ppB7ajtKzhyM9Tko+E+nnoKkEeMOCdWnKp97oawZBdBWpd+1u2zgNiIpb+RnhMGq6FTQa06Gt7gfRNegbR1D89ssyfSSXRu7X3i/Maw6eROP0Zb8JWckkhfrIBx64KVKLt1vcSbbvhB+8BUp1M5BtznkU2b6Oh9Fp5R7ZgVN91b9xHbJ/NKZHXrBElc8zIeQOsh2IMIVE7c62XTw5parUpe8UQnzt4d4lNeQjkn89WR9l8pNwNxlWcilBo9C1SLNlROdW1yILBFZrRLjorcqrYfQ7TCGxZwsSqq0NdLe9J+3ZQoS64tEomGn5CwB7pgBWqTcXvw1L6De7PE8CWUVH7etC/eQliTeqj/Yvu1EwHKXvy050SncGyfu2tvmG4Lx6iL+zWAarNaAOdsOaWgDnvIm4KxRqXw76aL8kIVh/65y8sCNEOh5rfMaX+6ufGxeJjyf3pypIPb4H2jIoYJzzqIlNXw7WFfl+oKk4mOPAvCJQbcmuXteE7biqgiZjoqlaVZC49y5pG9WDJyJVFrW/BaqdlVHtxukry5Lw45aNystvSZ/pI31LNi6WX3jT5/8CEJKMPV1QAtVHY/0w9NF+kfCHNbhjOpIPbW+5bX+fOEfp6RACnDCQfGgH7FB/zEqHNTGH4rdekSoC3GFQ+3Mw1g2789Oiv0Dnpg1ea/hOkZ5ee5Dqkn7vfbAm56ReBEBcRzukHa4k4+LeL1X9fVC6UlD7usTzuGtD2/0X9JHXwExLVLlcWpOxQXC9kw9tR+HLz7ZQH9kHY/WAMK8Zn/Xfk0QR9JHk7k0RUOLHJe4k27dTRKT/bjKNxIpOQDcl2TZtucyH65P+Y5U6uGU3bZjdY1hRGkmYs90O2Q7L/nWl4MzLlJGwzCPNJG8aheedEOGEtCOqfVmmgfBKXVpsteNrh7mQJKaLhrjFgEW75YAmYqCG4FbqawYiCUg4uWk55vy47IjpWicHwynXIhQadbDbf4lyzmHPFaTFWUdUO9RwqKQS0FxqhqBFiOfHmpoHr5vCtc+yAZX6kmysWo80ULNCBc5CqfnsqQqMjatgdOCGtgpregHVozLCnHTL6O2iFmi48xVDsklho66pPr1E7ekC0dSI3F+4YU/Npf0El5VrcAoVqIPdwtHvzBgQ5H93pZH78CPLOr7GqcsRfjM1tIhSilOpC/OcSk3QeYINbQx++4fH1Y7v2iAtRJnpotqBBb6az/hUvSaqrbuodspHtSvhZsclJPyqh07BKcvIaurR1qg2My0sfOEpCb3njEdQ7ZRLETHPT6BxQX4mkw9s61j9rL91DlbA0AoAUg/vBI3pNzTZ5oxh8Rsvonb0nI/6cssWTZE71ommyDNj0Ff1+9fSujwF1U2snUIF1tS8cGV0pSRjW1ZDH+1H8XshTW1NBTctuXJKxD6AMTTOCF1vQimM9cOgmorM++7v2DtRO3IGjQsTcBbL/mJLG8hD6UrDWD2AxqWpSKUhvnUNsh98CKWnD8KanJdkV/XVA9AHu5F6fM81nNF/HHEn2b6d4hbbtYeTbUKpj9jcyAiXxIDrpJGUqpHmSELpilm1C43tq6CRhBJrEnD8aw6SFxt3zGyawTmHOXZ1ZjaSvrZlC/vqwPOkj7bma7NqXTKJER+KB9NbNNFMAqxUgRpUIQlL/jmOpPoAIOLiBwCNUzJira8ZiCikBI0wAIGQB5vcWLECcC6rorTha3POfTtuL2JbRn3qitdYyMo1IWdnaAClAuFOxv17k5Vq0n1PkzFUj12Q7dnzGWGxfQ2qRuVnD0sJItU1pDtoazvlmt/YyRsWnPkitIE8nPmS39zl3QfqYDeUZFxqRjUvTEYS4CAIYo3PNuX+Lk/DKVaacn+UIrF3c8vrHA7OOSqvySY9Si7t82L9Y07FwW3b53A7xQqUdBJxqiKuqEKvWVdBYzrUnqzgMd8vW49XD52KVEbU/jYKJD+1T6DaJy75TXVeJPdFJfxYw0LlNVmOz1g7uKRhVOkHr8MMoPfcdkRzcawJsMS3roHWnxfqJiFUW0knfM3tpYKZFsrPhbS+e7KI777xBja1I2dQfu6NQFOkuH/01QPQ+vOwx2fBOfcrYc5iGSSmi4UWE/xqrS8nGWWl330PKq8di9ybWn8+CuZkkmC1BsyAdKe2qg80biC1b2fHiqlTKKP89CFw2/FVkjxXWaIq0DaOoPjNl1rQRz4Aa3wWtTdOC1dadwGgdKWgDfUg84EHOyqf/GOOO9DZnfAjkmzr6k2RHwwnnkRVrgvVdUqy7B81NOGGtkLHwquNyLlqW7IPTYY0pF1OFApmynz5OxSSZjizhah8XifnyBBfO5iIUl0TjWEtwrwwKfdOqIpYvLnat4Ao3fNCxedaAhDSXMHttLBVjyTkthOhmrSmkMicU33dEMxA8mTPFkQC7DkH9uf8cnSrsKcXIi9tw3XfY5W6r4dre/bsSWHPzi1bJGma2jxHgWdK6UrB8hQLvH1dM4DEjqunkHDbidh362sHW7pqBqN+9KyPDFtT84CroV0/cUnQQVyjKyWTFIYed2+Qqg1h1QolFfefX25asGcXhZU9Y2icvCgdP03F0fWRx5Y1z1iXpyNNh0o6EUmcWN0EK1bgFCuikqAqSCgq3nj0/wESM/xFujbSCxCC+I71kiIOt2yUvvuapNmt5NI+Tc9HtQ0dxNCbqDZjKL/UQsJvS1TCr3rgROT5XEqJhVXrWPzqc9JnBPCbIAG58bH+9vlIwp96dFfH90P11bcjSHv68T2CD30De6NYpY6Frz0vO0VaDpR8GvHta8FNC+alacS2rhb3DmOwp+ahu8dvjc0KRZa1TT361CO7BE3nFZmmo3SlIoszomtwilWXniYAB5oULo/LsWSP0EfqHn1EuMomHtiKwlefl+5Tnz6yqg9z//e3RZLvnnuiKDA2jCB5711t3Xp/HOIOsn07xa2mkYRl/9SbsxbjLfja15MYs2IVLCilpWsrzNcOdX130tgOJTY8dGxKLg22KKPfyh1k248wX1vJJNtz5Atln/Lh/TuIwGojvUu6xoUNaNRu0XgUpEYA4pp721R6slHJvwCfGnA51KGGJPPSlMQNbmWtzhqWZAYBCIUGT/OYcw7nao1sQqi2kk1BGxLyafUTF4UqkUchaVhCp7dhCV662xjJihXQlFwpssbnpKZNauiIb10L7RpesvW3z8MK8VDTnRojGUP1sOsYyTnsyXmovVlwy4ZTKAuOvnsJtcFuEEoRv7uJdNoLpYjbZ5AmY03MAUTQaKyJedizRb8xkhACY9MqJPa2T2a8iKDaqTis6UXpM5qKi0a5IKqdSTaVYWwb0BSxeOzLC2T9AZnPXjl8WmiAB0Lt6QKJ621R7frxixFnwlYSfqzWQHW/fCzGxpElm48Xv/6inDxbNtShHil5TuzZDLUrLdDp52V0WuvLdVS1cYoVVEJceGPdUMeF2kpE8emDqB040aw8OQxEVRC7a7Voijw3DjWf9ucv8/I0VPde9Po39DWD/vnQBroR270Rxe+9JiuFEQKiKrJsIufi+WBMUMEYd+eUYVBFQeZ9D3R0y/ToI/ZCSaaP5NLQV/XBvDCJesS8Zh2yH3wIxR+8DmtyDlZAyUlfOwh9uNenBP04x51k+3aKW65GEkW2b0aEzQauVfbPexE75VrEPTKor3y9EaGQtNHY5rYTGY+QMomSS0dl/+5obPsRTravhkICuNziAC1pKYSFcw7znJzYUpeP61NIdM2X/POaJLUQx5pzHjWp2dgCsQ6NUQe7I02fjbNXInJnQeMpVhJKN0FFkHaSfy0pJHet9p8dj4fpLJbBFsugcR0gRBxzOuFTSHjDknoglHwG9eMhbe3+LiT3br6mhXPx+/t9FQNAcKFTD+5o+53G2XE/2bfnimCmBXWg23fu85IVoqlQujMwNo9KC6DaoVPygkpV4BTdRRtjsCbnofbnAIUKqgpjPiBCYjq6fvqRJZtug2FNL/hSbF4ouTR4XZ4HuWX7Cz1Wa4jzSImgRHG3OZUQQUegBLGtayR1Dm7ZKH3nVamhUsmmoLh0OomrHZNR7bBbpNaXaynhV3n17ciCcSlU214oovDNl0KfEkmhh8Z0JB8UNJjq6yciChupx+7uaBRUfvawbPZC6U2RmjOvzKDw7Zcl9RzuMGiD3TDWDsGeK8ApVPyeDFZtAA6Dkkn6mto0FYc2IKpuhBBkfuI+1N86H5EiVXu7IoshJRkDa5iwJpqLXm24R9Bu7r2rox65U6wImcSg+ohHH9FU6OuHUPzOq9J8pOYzyP+T98M8P4H62+dRP92UOVRzaWiD3cj+5IN3+o9wJ9m+reNmG0jesmS7EtbYvjZutfdSZyEaCTE0qcv9eiOMbLfT2A4jogAiWuY0pket3+/QSACI5DCszqB1TLabFBLeMIUaTZCvvYS+tj29EFGJYa4cpm/KkHYl/yQKSaihcbYgIeuA6OIPH1eYR9vKYCKsha2vGZQWBPas2xjpNlKpvV1tF2rW+Fzk/vVUSOyFpsmNTyFJxIRNus1EEkCpeNmGi3CUwLoy47+IhT37EGLXYM9uL5Qk6T4AiO/dHKkehKP2xunmcU7MQkklQGI67OlFsTByn0NtwEWBA7xfZlqoHZVdHGkyDm67lJTpRcB2oA31wJ4twB6flVBvfbgX6XcvL6GrhlBtGtMj9BGvmuA1xrJCBTSTFI6CMQ3/dP+X8c+OfAMm4VAHukEIQfIBmatdOXwa9ZPywkrtyYIkYyFUW8xfPqr99nlJZQIAkvt2RhZNTrEa0SM3tqz2NdjDsfD5p6TKB2+Y0NYOSmir1/jolKqR82SsHexoy26Ozcra3QDid2+Q1GZuRHDGUPj686i/fd5fJHLLBk3GENu5DiCAeW4C+mi/f99YV6b9ucyeXgQrVCT0PXHPZtBUHOVnDkm/ReNGkw/uBqEUrNoAq5v+/EfjBrRV/UIy8JH2uuKeeY1XSWuqj7j0kfvuwuKXn5OuH9FUZH/mUWh9eRR/sF+4xrrvcqKp0DeMIPXgtiWrHD9ucSfZvp3ix5RGEkG2r1H2jxAC7jhglRbI9grSSMIc7Lb82NBLS0nGwcIGNyGkhsb0FWvmfKeHUyhH0K12yDbnXEK27ZBFO00YUAeW4GuH6BpKOgFnrigWb56MJPEk/8Q1J7oGdUhGjMKItZJJ+goe/n5NzkeOK0IhMa2Ii6EWcIkTFJIClEAi0dHIJqStrXZn/X3zHRdtB/bkHLjtCPvnWgM0rvva2myhJHHgCSECVQ7wgmkihuSezdfUe1B+/g1Z3k5TkX3f/W2/Yy+UYLrnilXqQjFkIA9nZhHccXyxH0II1IFuaAN5SaqxfvRchGMfROmt8Vko+QyIoYnmL9PyFzhU15B+333L0vF3CuVIZUHt6ZLOHSAQUVati/uvbvounUShYGB4bu4Cnps5DzqQE7Jqm0elhFKg2q+EUG3BU+eco+HqiEcUSBwnimoPdLeszFRePhpBkJdK6swr0xEZPqJr0Eebz7KSSfoLoPKLb0rcf0IIUo+3t1fnnKP0owPSZzSmI3UTDGyqB0+i9PyR5tzOOAhEf4Xa0wXz0jSIpvjosj29IAyxNBXctGFemIA23OPP+0omieSju1D60YHIfUkThvR+45z7yHHjTLMSJmT6KDIf6Iws1948i8b5CdjzxaZ5Tb9LHxntR+P0lYjWf3zXBmTe/wCK331FqI8EFJOMdUMwRvuQfLh9NerHKW7LZPvrX/86fvd3fxcf+chHsH37dmzevBlf/epXr3o7jDF89rOfxYc+9CHs3LkTDzzwAH77t38bFy5cWPmd/kcQtwuNhFxHss0qddHMFW6QXMHktZWU33LH0lwqat3O5EWWks/clMbUd0KEJf9oItYW9Xfmi1JjlLMg87X10YElz204saXpOLjjNFFtQsAZE5J/rtFEKzm/Vrbq4d8MNz2q+UyEp2+eHY8kM+Dcr5Swck1o9y6XQsKYaBQMhEch4Zz7ybY9V4RTqvoVJl6tg2ZT/n3OGZfk52g+jcapS+CB51hb1Yv43e21fJfax9JTMpJnjPZ3lA6svXHaPy/WxByIqkDt7XKl3wiYZ6yRz4AaGhJ7mvQWzjmqB+TGSJqI+fOhs1gGq9ahDfcI3eJLU1LyovZ2oevDjy7r+Cr7j0ekHp2KvOgimiroAGMzwoOgWIGSFag2ScYk8zFtQCRvHvXC/51DpyLXWu0WqLZ1YQq2S20Lo9q1o+ciVZnUI1FU254roPamXAmI71rfcnHFOcfcf/uelDTyuglj0yqJEuI1PlpT86iHth3buX5JxNyL+lvnYE2EnC4f3H5dylbLCadYxeLXnod5biLQFGlD6c4ivnUNWEUoHBnrh90mXRvOQgmKu3htXJgAUSi0gCNu5r33CmrGyfA1jDoNK3FD3C+T876ng6ezn9izqWNjolMoo/zUQdEfEKSPrB0U/QCjfSj98HXpvlV7u9Dzv/4kGscuoH76ijSfqb1dgj7ywYc7csR/nOKasqlLly7h1VdfxeHDhzE5OYmFhQXEYjHk83ls2rQJ9913H/bu3Qtd1ztvrEX8+Z//OcbGxpDL5dDX14exsbHOX2oR/+E//Af8wz/8AzZs2IBf/uVfxtzcHL7zne/gpZdewhe+8AVs2HD1L4MbGRHK9q2W/rtZVu0h6b9rTYwJIT6S4638CaWAqoCm2pegryaiyXYbZDuio6tH3STZHSWSpaIVX7vdQkTia3MOXmtIi7cw5cML1rAiFtkeVcIJUkhKVemlb6wdlGhCTrkWkQ5sqTASaqA0NkQT8vCLVl/dL6HvEQpJd1ZCucNhXZ6OKDT4FJLJef9etacXwCp1qN1ZURInBPpgt+BuBxBdL1ipBnu20NTWViiMDSMtlSs6Rf34RZiXZFOh9Lv3tuXpctvxKSDcdmDPLEDtz4OVqr6CB2yXQjLYLfSO72ruW+PMWKRaFeyrsMYFJYWmE6geOQ2nUvf7SnwTmw6JICDmuXCCqvblIqokgODE29OL4A1LVBh0DbCcyD1CNAXGhmFo/c1qDbdsFL/9inStla4UlFQCHED9bQ/Vdt0i8xmBals2KmG79aGeltSN8vNH5EWDpiL5UGsUs378oryY4Rw0EZOqPVq/aHzknAvXwpDU5VI8cC9Yw0L52Tekz1RXdvJGR/H7r6F64KRPveCWuF6xbWtAYjoab56FOpAHdfsDzIvCGZIQAnuhBHt6AfGta3xzqNiW1dBG+jD3X78l/Q7RNbBySCaXELCGBd6wfKlRwbMegJJJIvXY7rb7zjlH4TuvCvWRgJKQTx+5/y4sfOnZiJFS188+BpqKo/SlZ2CeG/d5+1TXYKwbQuqx3X4l7E6IWHY2xTnHt771LXzhC1/AoUOH/M/C8fTTT+Ov//qvkclk8JGPfAS/+Iu/iFWrrs7Q4A/+4A+wevVqDA8P42/+5m/wn//zf76q7wPAq6++in/4h3/A3r178Xd/93d+4v/hD38Y/+Sf/BP83u/9Hj772c9e9XZvbIRpJDf518M0kpuWbK8cjcSTZ/Mkvjz5wpWyavealoKh5Nog2/Ohl3iYMpIwwEpyCfmOxnYzwsh2x+bIQCORhwQGExRjiWTbvDgpJw+K0JXmZvN6U12DXazKfO11w6gFGvlaaWKH99leLEXkzIyQoQe3bJ8W4YW2qg8V1zrbo5AEJQdjm1e1XYiE6Qtaf87nd/va2g0LtrtvxNDglKogCQNqXxcAsfBQe7r8bRBVQf2UbM+u5DJI3Lf1mp7j4ndfldB8JZ1A8tH2NID6iYv+HGJPLYimtIG8v/DilgMQgVbTbBLxnRukua36uqxcQXQNjtuQyKoN2PNFxDaPgtdNWKfHpCZItSuN3EeWh2pXD52SAQ1KwGsyRcBb0FhXBKrteKh2uQaaTog5OiQdmgw1jlYOnkQjrEDSnQVJx2GeHfPvZ6/i0/Uzj4LqGiqvHVuWMY01PhtZCCb2bmlp/80Zw/x/+6503KxuIrF3i7Td1Lv2uHSksYiBTeL+rR3n78rLRyP9Ful333PDkdXGmSsofvc12DPu88wBMAZtuB/66ADsSaHoo28T6LKzUBK0xkRMaPGfHRPOmS7AQmM60k/uRfnZw5FroWQSUlMk5xyKoYM1TDHvuM+Nvn4YRFWQed/9HXWtawdPwrw4CXuu6M9JPn1kzSCqR8/BPCcDA4k9m5B+914s/sMzsMZnpblM3zgCY8PITVnkBMMpVlF+4Q1wmyG1b8dtKTCwrGzq+eefxx//8R/j9OnTyOfz+OhHP4q7774b27ZtQ09PD7LZLOr1OgqFAs6fP48jR47gpZdewt///d/js5/9LH7xF38Rv/mbv4lsdnkn4KGHHrqugwKAL33pSwCAf/kv/6WEsD/44IPYt28fXnjhBZw/fx5r17aXEfpxCm7fGhoJj3C2rw/Z5pYtmroAv9y9Uu6REWURQEq+whHmbIdzITWfhRMuC95BtgGICTSMOGojHfjaAVTUWSxJFBI1n4GSaW0+FNa7VvIZ2DOL0UYkRfG3ofZ2QckkwIrN6xeW/NPXDkYUKhqn5TE0YUSaiBrnxiOcVXDIFBLLkfoF2hrZOE4kQYq52tqcMT8Rt2cWwCo1v7rE6ya01f2iWZBzEMYle3aajsO6OClra68dRKKDHXSrsBdKkYa7xN4tEk2mVdQCcn/WxKzgwioUznxRqLd4WtSDeVBKkdjTdIy0puYjSg9EU0Hc47HGZ0ANDUp3Bo1Tl4WJjbuIIJQicf9dyzKxYaaF6iH52LTeLlhT8qKLKBSsbsKenhfOgJYNYqTBrRoIJU15N28bq/qhB7jnzLRcVDugq51N+VrpdU+BJC5Qba23C5kPPdTamGbNIIw1UaWd0nNvSJ/RuIHk/bLkoBeVV4/JizzGoObS8n27dlBUiBhDKdQMqKQTSN4nW8+Hw54vRmhAxvrhGy71xy0bC195HvUTF/x7jJsWlEwCsR3rhKrHxUkfJeYOgzUxB8N1d7UuT4PbjqS/n3rXbjjzRVQDzb6AAHSsmUXp2lNdA2uYQjfffc+ofTmo+QziO9d3tEW35wooPXsY3LQD5jU69HVDoIYGtTeLwtee99+lgEjE87/2ftQOnhLOngFAQBvshu6pj9zEqjyrNTD3378H89wYOOMwL02h95Mfue2omMvKpn7jN34D9957L/7qr/4KjzzyCJQWq8VUKoVUKoXh4WHs27cP/+Jf/AuMj4/jS1/6Ej772c8inU7jk5/85IofwFLx2muvIZFIYM+eqD2ol2y//vrrSybblUo0qfJCURTEYrFljaWUIh6PL2tsrSGXiKr1OvgS4wkhSCSaSEK1Wl1SrD88tlargYWoDABQLpZQN+tI6OLYiKouOdaLZLKZvNTrdTiOc9VjS4sFcLOJ8BiwYQReKo1Go629rndshBDU5guolCuo2mJ7KkmAWw3UiANSqSAej4O66LJpmrAsa8ntthpbH5tC1WxeJ5qIo2aZiCnUfy68saxaR7kg00jsSgWEMSjudp24jtI5+YUbj6lw3OtuGAZUt1HVsiyYZggJC0RwrG3baDQaS47VdR2apvljK5UKNE1rOUEFxzqOg3o96vjphaZp/uL2asYyxlCrychU/dRF/1yrVEUsGYfa19VyLCAk1cqLBShUgaFqsBfL0NcP+9uID4xGnj9VVaHrOhou37JmiXOmMhu2WUd9eg62LRRN1HIF8a6UT6OwB3OoVCoolUri2tsO5k+eB2wblFDENN1vLAv+7vzRU7AC91Bi07BEk6hUKigcOYl6YIy2qh/myfOwLRNxTYc9swg1n3bvcw4ll0EjqcMM/E7wuW+cm0C5UESwehZf1Y1KpYLGxUmU5hfEdifnBZrbkwar1cDggOSTqJp1OKUaQDmUwBxhTc6jslCAxbwyso7YhkFYvWnY7r4s9dxzzqX7buG7L0lVI5MCymM7l5wzE4kE7KkFmGMzaNgWzNlF1MplxIZH0bg0AdNqiNUt50joMai9ORgbR2AbKuruNgsvHJbOM1QFsRIDpRTctFCdnAUZ7gGv1VB4+ywcOCDusarpFDIfedR/ZtrNJ5WDJ2GVa/5zb9o2GuUKHFN+PnhdNPhSxxHGSZkkGsUynKQBVKuApqLOA/PxrrWwbdt/7gv738bCsbNw7MB8mo2BGQoax87BLlegEqERbzOGxAfvR63RQPnlo6gsynNVOqDZ7c0njQuTWDx9QRqXemALHIX4DWDec88tG2N//000AsfI6yYyu5sLMcY5yL2bUKlUUH3jNErj8sKn+6G9fhViqed+4bsvwaxVoVIVuircgpPvunvJ+4ZzLs2NnHNUq9WWYwExRxiGERlbfPYwZp8/iIa32HY4FAJkN66C1p1F/fhFNOIaSMaAadZhXpiC0pMGs0045TqsS5NIb1rtg1pWbwbOmj7MfOb78n2hUCilCozA3Fxp1EFMgJsOqqcvgts2iKYiMZyHqSvoC9iit8oNOGOY/+ozsCoVKOem/MoDW9uHmmMisXUjxr/wA5iB95di6Oj9+ScAQlB+8U0UTpyHWXOrfnEDZCgHum8b6gqASkV67m9UHlGr1TD75WdQeukN2AvugmNyBvGPPQ4aN5BIJK4qj1ju2HBusCzKNF9GvPrqq8sZtmQUi0V+/Pjxa/ruX//1X/NNmzbxr3zlK8v+TqVS4Zs2beIf/OAHW/79mWee4Zs2beJ/9Ed/tOQ2IN5KLf/7wAc+wBlj/n+JRGLJsY899pg0tqenZ8mxd6/dyC//n3/HJz71GT7xqc/w0cHhJcdu3bpV2u7WrVuXHLt69Wpp7N69e5ccm0+m/d8vPv8Gf+yxx5Ycm0gkpO1+4AMfaHvegmN/9md/tu3YUqnkj/34xz/eduzU1BR3HIdXq1X+6+//cNux586d87f7r//1v2479ujRo/7Y3/3d32079rXXXvPH/tEf/VHbsV/5Z//OP8f/1yd+p+3Yb37zm/52//Zv/7bt2C9+8Yv+2C9+8Yttx/7t3/6tP/Yb3/hG27F/8Rd/4Y99+umn2479oz/6I3/sa6+91nbs7/7u7/pjjx492nbsP3/kA3zui09xxhg/d+5c27G/9sC7+fgf/D0/+9F/z4/+73/ZduzHP/5xbs4s8IlPfYaf/T/+S9ux7xvYxC/99p/5167d2Hdv3sUn/vCz3C5XO84Rj9z7wLLniF3Da/n4f/zv/OzP/Dt++V9/mo90LT02OEcsfO05vqlv6flkpKuHX/nf/4affNdv8WP3/DrfkR1Ycqw3R0z92T/ws7/wH/i9yf4lx17tHHH6J/+N/98HNuxqO7ZUKvGFb77EJz71Gf5ze/a1HXvwl/89n/jUZ3j9wgT/5//8n7cdu/9/+xM+8anP8Iuf+GP+T9ff13bsm2+8sew54ru/+X/4987vfqT9nPaZvT/Lj939a/zUe3+H//t17Y/NmyPseoP/yYd+re3YPxl9lB+/75/x0z/5b/hfPv6LbccG54hvfvObbcdezRzx79//C/55eOo/t3/mrnaOmPjUZ3jhqQMd54hf//Vf547jcMYYn5qaajv24x//uL8PpVKp7dif6FnPx37vb/nl/9en+ZkP/b/bjn3X0EY+/h//uzgX/9fn2s4RD67d4p+z8f/433k+mV5y7J7tO6VnbvXq1UuO3ZQf8J+3C//sj9rPEbkebpWrfOr/9zV+6bf+tO0c0dPTI+3DjcojPvzEe9uOvdo8whvbaY4I5xHLiWUh2/ff3152qVOk02ls2bI8Z62ViFJJlH5TqdZcWu/zcrnc8u+dwrIsLC4uLmusbdvSWN7GuMb7m7ei4lh6rOM40nbbrQQZY8seC87937c4a7saBSBttx1KHB7bDqEFxLXxttdpbKFQgK7rMAxDMlhoFcVi0d+PdshveGw7hBYQ95w3thX6EgzHcWDbtq8C0S4qlYq/3XboS3hsuwqKt63lbrdWq/ljOz0zwbHec7hU1Ot1f2yxWGw7ljEG9HehVqt1HMs5h71YBknFwXn7+9e2bZROXIRt27DtNs+FGySbEs9PB4oV5xzo74JJgUaouhEJQ0WpVILjONB1XTJzabnPiyUw2wbJJoEOc0S5XAa1GSrHL6KTaZY9PS8oJAmj7dwDzsEYAyGisbJTXM0cEXwe1L4ccGbpsdX5RVhHzwKMgXW4dkpvF5BLwenNdNwHxhgcy4I5MQvSwWDLDsytneYI27Fh27ZAzVn7a8EqddCefrByHcRoj5pVKhU0Gg3UD5z0Xf/aBXWpVfEHtwLPLD3ONE3/2DrNwcHnvtN5YIyJ+U9VoG5b3XZs8P25nDmC6QqU3RtQGbvcdiwg3hvB/10qgueh07Ep2SRACepnxqCN9LYdS+MGmOvWmnpgZ9vnk7vvZUopfChwqdBVFItF/93d7h3OLAucc6HJPdrXVpSBJuMoPXsY5uVpNM5PtJ0jOOfSc98OJQauPo8wDAOYKUhyg0uNvZo8wqvgdhp7NXmEF4R3etvf4vAaJD/1qU/hIx/5yLK+MzU1hUcffRR79uzB5z//+cjfDxw4gF/6pV/Cz//8z+P3f//3W26jXVJxo2gki5//ETC16JcE1XftQmx7a5rLjaCRzH/hKdjjM36JOP2ee0HuWnVDaSTW9AIWPvv94M6i97c/imQqddU0kkajgbn/8k2Uj57xVSxim0eR2LsFXT8jmpiul0ay8OVnYQV4wYkHtyP14HbEYrEIjaT8/BFUDzSbr9RVfbAvT8NQdb+crGxehdLRJj9PXzckyYjdDBqJZVmYnp5GNpu9bWgkTqmKuf/yDf/fKlUx8Gs/KeTXWpSTueNg5i+/Btg2FKoAl2egpBJQerKoWQ2oQ73I/8K7I/ugqiqqX38J5vkmjUTpy8GZXoB5cQrm2AwIIaCZBKgD5PYK/mjsrtVQ371bcFhLJaTTacz+zTfA3SYtSih63ns/kveJUrz33C989TlYgQYwfeMq5H/6EWmOGP/K02gELJHVoT4QKkwwCKGgl2bAbQexzaOomg0oPVl0/+r7IsfmPfe1N8+i+N1XUTUbADigUPT8s58CTcRQP34Rxe++As4BfvAMrIuTUId6UKvX4TQaSO7dArUnC3u2ABIzoLgW7Qk9Bmt6AZUX30S1WgUDh5JOovvXP4T8Lzwh7Uc7GkmpVEImk8HUH/8PVF47hoQq7gc1l0bPf/pNILl0ssuPnPMbRounL6ExMYP47s2+kyXnIndQcxnkdm5E9n33I373RjQaDVi1Omb/yzcl10ZPUzym6nAm52Gen4Cyax3q8wWUfnQQRKU+hSi+fR1W/eW/RrIr03Y+4Yxh7u++A1Yo+889zSZRnyvAZoE5TVXAqyaqh0+C1S0oc0UY/d3CDTcTh1mtgcQNaIM9MNYOQBvpQ/ynHoJhGIjFYqCMY+r//G8oHDoBy1U3UrJJ6CN9IMk4it9+GaxhIpZIINaXhzbci4H/7/8T9blFzP3dd4DAvG1sWY3sBx6U54hGA+N//XWwQnMBTXMZdH/8fSCURuaIsb/7FgpfebZ5HhoWtJE+xDYO+3SP5EPbEX9oO8oTM5j/798FAs6E3jzYbo6oHDyBSoA/rlIVPR/ah/jO9UtSTgD49KW+vj4f8LgaGsnca0cx/adfRP34RfHOZRzcchDbvAqp+7aCXp6FU6ggfvcG1GwT5vgsqKZC7e0Cq5moHTkDbbgHsdEBxDQdancWuV95L6787TfhzC42f5gA0DTAtEAIRVzTwR0GQgjKlQpqR04LpRpNRWLXRtBsEt2/+j6o6YQ0nwRzA+44mP8fP4I9vSCek0IFcVVHfMc60Yuyex0WPvtDWF7DJ0Rjcc8nfwZavgvmd15D9Y3T4NUG6o4Fkoojtn0duv6Xd8FYI5uF3UgaCas1MPs338D8Mwdhee85QhDfuhbdv/FB6MOit+dm0Ui8+6NdLAvZHh8f7zxoiRgaak/SvxGRTovmi6USZu/zpZDvTn+7UWMbuoHg9JBMJBBf5raDN2unCCbe0u+rGiy9uYighob4EmNbRfABX+7YxmwJjeBvJgykM3KDYHBhs1RwV39YbdiIcwrVfWnHUymk+3tannfDMJb1kATH1us2tMD+Zof7I9fIG2vXbCAw1kil0NCb6AyhFKrD/MUNACSHB5a8R3RdX7acpqZp/stvOWOTySRSgQXOUqGq6rLv96sZqyiKNLZ2aUY6L9TQoA0Jp7zwWAAwL08hQVUfca4ulqEPi5dpQo8htWVty33hlo2CuzDzxmqxBCy9BlI2oaq6aA6sNSQTFGPDCOKplN+wphdqiFtcut6xgJxfKpUCq5uoTBXk+2fXJukZ444D7coclMCY1JY1qLx0FJoumtyqswW/+SuhG0jv3oJkm/PsKY0kdHGvxzauQqZPHIt1fgoJPQZ7vojKYhkkpoMoFHrdgprvQmqgF6AUllOElu9qXq9sEpVX3gKrm4hRcc7ja0fQ+9COtnNWcI7gnINSCrVUBzlxxU+0ASB5/zak+pe2l+aOg9k3zrj/n0GZKyEz0AfVAWAywIj5yVtsdBBK3EBs21oQQhCLxcBOXkGckeb14hyEqOC64HjXx2eh5NIwkglYr59EnBNQd/9oTEf///JuZLplub9W80nt7fOIheYBqijQVRW69/rlHOAc5mwRcaKKvo5MCrxSFwofpg01mQRVFSTWDIPoGnJP3g87HvcThPLLR1E/fRkaVaBRseg3+nqg9uRRf/s8YhYHqAYtJ+bW/C+9B4ZhoPHmBSQUDVDEXEEoRfd7H4Aauob2sUuI1SzpOLre+wBimWgzN58vgT11WLqe3CFIbVnjq4MoqYRwi1RVYP8pJBQdcFvBCKXo/sC+yD4En3tWqaN66Kw0R2gD3YjvXL/kHOHvi4sSE0L8/5Y7T/FqA+Z3XodyYQZxogIE4KYJpSePzO4t4HUb9cl5xHasA6EUMUZB6w6M1eJ5rZ8cQzKdQmLdKsD97cwHHkTt4CkYxbp8n6QTQl1Lb/bIUU0BZxzqlVnEoYgeg82jUFNJdH3oUcT6o26Nwdyg/PwbMAo10PkyeNkEFA36cC+UTBLG5lHUXzsJbaECzb12hBJk3vsAcvfuwPzffdt3iSSEIK7HEN+6HqmHdiKzvX1D9FI5R6volEdwzlH89quoHjgBzeH+vuqr+tD90Xcjubm1a+1y8ohrGbvcHGJZyfYTTzxxTZ2dhBAcO3as88AVjkQigd7eXly5cgWO40QaOj1TmzVr1tz0fWsbEQfJm/zzt0D6j0dk/67DgKDWABwGHqCSEF1rKUl1LcEdB07I/bGdUoLXsOHvC5XvQyWX9k0I/O3dhpJFtyIkvWwI2bt2WstB/WluWuIlGqB66CFVBf97riKAF4QQsFodvGH5UmJEU8AqrOkaSanU6a8oChpnZYURNZ+JXMvG2TFftQBw9ajXy5J/5sWpiGMc0KRXOItloeiQD6g5tNGzdorChCUYsW2iWuaUqv55E9raNSjZpJBAdJgwTKFU6AeHFFWcQgV2QNaSqAqMu0YR29TewTIcmqah9PRLknSg58jYLhqnrvjNlPb0ArjtQB3sFlKRnAO20AeniRiUrhTiuzaAujbZvJWJTczwdZLt2QJY3RTNlPNFWFdm/O8CgDbUi/RPtN8/73cqr7wlfaakE1GFIk0FqzVgTcwLJaW6CaUrBVaqgioU3ORiYd6fBzE0sME8fvlffxKWZeHzn/88DKKg8K2XZfnFTNK1m7fRcFVoaDIGoqkw1gwi9cgu2PPFqDHN3RsicxprWCi/+Kb0mTbUs6TR0PxnviepobBqHbEtqyUZvtSju0B1DY0LE6iHDJ4S93R2Hi09dzhCGUw/ufeGK1AUf7Af1f3H/GeUWzaIriG+bQ1I3ED9yBmoA3lfscg6PyEUiQiBNTEHVqwitmO9T9dI3LMZRFNQeVnWN6cx3ZexDQZ3GOyZRd/YRu3J+uY5sS3tnz1zbBaVV94Gq9ZhXnAt3ZMx6KP94h1p2agePi19x1g/jNzHnkTpu6/CGp+DNdbUhNfXDkIf7Uc60Ix5M6J64CRKTx+U3p1KNonUu3YjsYQqzu0Qy8qmPvzhD0du4suXL+PAgQPIZDLYsmULenp6MDs7ixMnTqBYLGLv3r1Xra+9knHffffh29/+Ng4dOoR7771X+tuLL74IAJHPb3XcakLPrUi2V8qqHYCvV+1Nwl7CRZeQe7vacIrViCHNUrJ/nLGI+U2YP6zkUlGL8DuyfwAA66JsbKKPDiwxUkTjfFDyryy5enqoeKsIa1kr2RTsxZIsOciEVba3aNOGeyL3aSuTmsg+hk1q1g5GdHDD8nzaUI9ktuPMFqDkMr5euzbYI8mohaN+7Lys+21oMDa4KNvb4m/cdoTTosNA44Zv2uKZjjgzBaj9TRSXaCpqx86DBXSN1Z4sUg9sj8gcdgzLjpiRGBs6y7YFJQKtiTkomSSIqsCeLwpqgPs3bbAbVFF8G3AAMC9Mwp5ZlLYXXARZY7NQUnHQTBK1V46BNaymiY2uIvP++6AuY05pnLos6SIDLeZUzsFNG9b4rFjMFyrCubRcA03FwesmENNF9cTlAMfv34Iv/9qXAQjKRuXAcTRCrqVqPg2aTaJ25AxYQyw+PbfI3C++R6DhL7wZNaZ5cHvkOKr7j0WMx9Lv2t0ysa2fuoxy0BiHc1BDhxbQmtf6c4htX+u6hcoW7jQR62jxbY7NRhcJ29b65+dGReP8BArfetnXoQfnYlE62g997aBIRC0H+moxV9lTC4J+FhNa2ObFSTcRF/OIkk0hsW8HFr/wtHT/tQTZHCZ02U3bl9sjmirs4FMJpJ/c23bfmWmh+K2XwBhD4/QVn44S27gKoATGtrWY/7+/JemhK5kk8v/rT8I8M4b6yUuSXbvanYU23IPshx6++mf+OsIan8Xi156DdaXpv0A0FYl7tqDrQw/fdnJ/wVhWNvWHf/iH0r9Pnz6Nj33sY/jEJz6BT3ziExHu8F/91V/h85//PH7v935vRXe2VczPz2NhYQG5XA75fNNF6+d+7ufw7W9/G3/2Z38mmdq88sorePHFF3Hvvffe/hrbN9tB8hbobK9osl2uieTBS7Y9Q5vMyiDbEev1uLHk/jqFijyBAuCmzEMjuhYZE0Qsf1zDKZQjltH66qUth1mtATvQGOYsliV3On10YElUvBFa7Hg0FN810kUdlVzafx7DibRTqDRfwG4YG+VkkZlW5LfCKDBnLGLjro/2o/raMf/v9lxB+v2gE2Kr8Cgk/n5tWS00fzlH7S3hJGjPFQSKmjCEnXSlDnWkV6DcnAOMSUkijemwLskVAX3dEOI71rfdl1ZRPXRKunaEEGTe/0Dbl6Y1OQ/Tfdl6VuqxzaOwXOdOzjhAiZBr7MvB2Dwq6atHTGwoAbNEQuoUKnDKVcQ2jwpr9ovjsjV7z/Ks2QWqLetW02Qs6lSpKsIsZ2KuiWpnc2ClGqiqgFmiKU7tz4EYOvTVA9ADtt6sUkfp269K86iSTYlEvWHCdJNwmoyJ6sOGESQf3CYs0Y9fkHYlsWdTpArolKqo7JfPl7FxpKUFuOCnf1s2sKk0kLh3s3Q900/cA0KpuPahRU/q0V2gsaWpcpwxlH74uvQZ1TWk3tXeKfF6g5kWFr/0DOrHLzQ1tRsWaCaJ2M714A0L1uUpGJtHxfNlWrBnF2FsXSP0/8+OC3pWoMKWed/9qL9xJtLUqqQSEeM0qArAuWReY6wbElWgn7ivoyV9+ZlDsBdKwkXW3bY22g+aiiO2bS1K331VujeJoiDzgQehDXRj/u+/i8aZMV9Ln+hiwZ5ZpnPqSgWrNTD/D083ufJuxLasRu7nnuh4Dm51XFM29cd//MfYuXMnfud3fifyt0QigX/1r/4V3nrrLfyn//Sf8Fd/9VdXvf0vfelLOHhQrHhPnTrlf7Z//34AwJNPPoknn3wSAPC5z30On/70p/HJT34Sv/Vbv+Vv44EHHsBHP/pRfOlLX8LP/MzP4LHHHvPt2lOp1E1ZCFx1RGgkNy/Z5i7CIv38zUC2V8iqHYBA2hzmqzkQt/RLV4hGcjU27U6oVEzjhoQEig+jbpK3+4RxMyJsMkLjhpQ8R8ZfnJIt04tV6Buaye5SFu1OoexblHvBGxbAuF+ipHEdTrEqm3BskBNpK4SO07gBbVhG2cxzE1ISQiiNbMe8NBVxU0VAscZZKAOcS9WUdqVja3oh4lQZ37oGgGvP7qKu9tQ8WLUOtadL7CMl0AZFJYCVqiAh9z5rfFZyt6NxA8k9m6AN5HE1wTlH+fv7JWUOpSe7pEGKF0FzGGt8FlTXQLNJUV1wGDgloresPweiUCT2NpWw7NmCZMQhDoCCuPtgjc2AxnQoPVlUD510UX7Pd0BB+vHdkjX6UmGen4gkUdTQJaoHtx0Q1+iE2y6qnYoLJZK0QLWJh2q7yHDq4R0IkifKr70tHQ8hBGouDZpNoXbgBJhlS6h296+8T6DaYWMaQ0PygW2R4yi/+KZ83xKC9BIW4JVX3vJNcwAAjgMll5LoVMbGEeirB8BqDZRfPCJ9X+vPIb6z/YKtdiSanCYf3rFiVMGlovz8EZRePNKkx9iOoIFtXAU1n0H9rXNQck3qmHl2HNpov7Bkn1mEPV+ULNnjO9dDySSwGGgiBVz30nCizRhACOzpxaZ5TXcWSk8W8W1rEVuCzuNF48wVVA+fhlOq+o68SiYJfaQXSi4Ne3Iu4i4b37YWXT+9D4tffgbm+Iw0TxobhmFsWoV4oFp0o4NzjsVvvoTq68el+1Ef6UPXhx+54VWNlYhryqYOHTqEX/qlX2o7ZseOHfjc5z53TTt18OBBfO1rX4v8pmcTPzw87Cfb7eL3f//3sXnzZnzxi1/EZz7zGSQSCTz++OP4nd/5ndsT1b6VPBKHRSgSNyfZlpMLcp00Eo93CQj3SELIik3E4WRbbWPTbodcIWk2BWdGTnzAwqj2Hb42EOVr66v62iKdZkDdg1XqoHFdQrL1Na0pKOGki+gqnFIFTrHSlN8jrmqMm+C24mKbIb62sX44gqSH6SH6aH9kYRWmmWgD3ZJdvT27CDWf8V/Y+kjfko6YQBTVVtIJaC4i6aHarG4KF0NChD37Yhk0GYfa2yX+XqhIEmY0EUP14Emp10Ib6kViz9W/eK3xWTRCL/nUwzvaLjhZtd60lq8JK3V9tB/OTEFcMwK/6U0d7IY21CM5LFb2h3qIGBc0C4WCVeuw54sw1g2JRrgz4yBqANXOZ5D7qKy0slSEudo0bsAOu5FqCrjlCAqJh2r35cDKVRAJ1c4LVHu0H/poP6yAolX5+/tBA3MezSZFY12ljsY58VzQVBxQKOLb1yFxzyY0LkxE7v3E/VsjVTp7ZhH1MF1j1wao/3/2/jNKjus8E8efW7FzT0/OGORAAAQBkGAAcxBJUYkWJdmSHNZBXq+19p4j/3181tbu/uzd9drHH/Y4aO21rbVkSZZIiUFMYgBBACQAkiByzpgZTJ7p3F3x/j/c6uq6Vd0NYDADUgTfLxIH3dXV1RXe+7xPaA3ep2zNwPS/vsI9Q+yyjqhnoUMEAXEHgS68dTBw74/fv7GhLsMulpHfxjfoUmty3qPBjdFpZJ7extG5qGlB7m5FaEU/C4IqlBG5iSWTmpMZIMS0QhXah9yecimCYjSM2N3rkPnJNm46BDgZTJ7/pgY7p2FZ0M566COLuyHFo5emjxTKyL60G9SyoJ0YZIJuUYS6rA9EFKH0tWP6Oy9zv5vUnEDzr38SxXeOQjs3ylHt5O5WyN2tl5w+zXUVdx9BfsseLsFZTEQRv289IpdIGP2w1Ky6Kdu2ceHChYavOXfu3CU9hOvVn//5nweoK/Xq61//Oodoe0sQBHz1q1/FV7/61Vntxwde15BF4l0tuh//c8bZpvlSQBwpREKcMOdqyv+w9PKC/WXN+JFtBaafVmLwN9paD7HrrSil0P187QX1+dqUUo6e4edri8lYXV69foandQhhldEIKhQSgYAaBsR4xL0W/Fxiu6zDGByH5BG/+l9DTSvYkPvQKGrbKB/nKSRyXxuK7zIhH7VsWNM5qMur72tEIaGUonz4LPe30KoBxme2LJdCYI7NsAWKE8dOSxqU3nYIYdWz4KjeiGzNYIJE595OBAHq0l5XdHkllXvlHdhl3X1oCyHlksLD0v5TboNiXJwEEQikjhTKB88Atg0KhmqLLQkIqoLozdUHsZUrBo4JUSQmpgTjahNZgtSRQunIOdi5AkgF1RYFRG9bXXdK4i19cMy1HnU/J6QwAbdT7H5LYIxMMlQ7W0G1SxBiEdCSg2oLHlR789rAZ2kXxhB2shsJIZCaExASERTePgRqWSACYXx2QtDya4+yaYKPIy9Gwxz6X6nc1r0831+REa2xDwCQeWEn952pZkDqbIEYrU5FwjcthdTCbCSL75/g3h9a1leTmuKt/Lb9gedF/IGNc3Z/r1XUtpH+yVYUD552zzuqGRCiIYTWLgFAoZ8bhTLQCaLKoIYJY3gSodUDAOA2yN7zJv7QzSgfOR/wiBbCKvf9KKUgoIAkoXzsQpU+spjRRxIP39LweUkpRfbl3bAKJehnR9xtKwu7IIQUhG5YiMzzb3NiVkGR0fTEvSCEoPDOEWjHB13ajBANQVnQiehDN8/7JMFb+oUxpH/yJnTPYofIEiIbVzDOOCEwp7PIvfE+YFqI3bXOncx9mKr+MrJB3XzzzXjllVfwwgsv1Pz3559/Hq+++uqHToD4oS/f4oRcw267ZrOtXJ513NXUnNJIckWu2RZUec7EkYAzxvdUvSYOAOfUAMBFI919i6iwc77o8I+bbVgzucAYtVGzbc3kYGWqv4uVznH0HmWgsyYCQ00r0NRXrr/KqJZEwrCLGvc7V+LXK6WdHgY8NAgiiVA8TiUAQ94rfEeANUX+ZptRSHye5J7tWjNZgFTdbwghUJc3oJB4uJmVqjTE2qlh2EUNlFIYo1OgJQ1CNOTSFqRORtkxJ7MQa6D4nOtFMorobauveJFslzTXI9vdvxULoPS213kHa3wqTRo1LZjjMxBbm2Dny8wdggggjg+23N3q2JlVj3Nxz3FeI+FxLqK6AXNiBnJnMzs3jg8CnmtWTMbQ9MX7LwvN83O1iSLD8i3UIQgAQRXVLukM0bdthnhT3oGkgmoHjonnvi00Ma62lS24ExEhHgFEAZGbVyC0vB/a0fNBGsbmNZzbCgDo50cDDjuRW1ZCjAVt2cxMHpmn3+T/aNkuZQlgC6mYI3zMbdnDCzNFAbH7GjtaGCNTKO3nE45CKxZAreMyNFdVeOcoclveh11BVG0mLFQWdkPqTEE/NQwhGnKbO/3sCJQFHSCiCHMqA3MiDXVRt7tYDy3vh9TWhPybe7nPIYIQpJCZFiCKMEamXKBHam2C1NqE8JpFNUXY3iofOoPyyUGYU1kmgAZDreXOZsidzSgdPhug7EU2rULszhuRef5t6OdGXboYEQSElvUxp5hF83vMvWXlipj5wesoe8SZhBCEVg2g+Uv3M4AkW8T0v74C7eQQtLMjmHnyjVkDvfNZs4Iu/+AP/gDvvfcevvGNb+D//t//iw0bNqC5uRnT09PYs2cPjh8/jmg0im984xtzvb8f1zyVn68NsDHnvH9uwPrvKgWSOo9si/HL9/5uVNS2Aw/MRs225aOR+MO2xKZ4QBxUGd1fz+VvgMVoGGJLfYcWzs3Fpgwp9aT+1XsY64PjXAMMAHZJh13SXASo0rhV+NpCSOG8tgFwCn2ANfeXdBjpaQs0LX7OpNzZAsODfJkTGbYYc/ZJWdBZs/GpVMmH4MrtKVfMVD7E/s3OFGDNZEEUGUQS3amA1NoEgDWggudYkpDCfHY9x01Z1I3IusYeu7Uqv/MQ59RxOcJIzu5vdBrUsiF3tTAbM5t5VUMUmJNIPMJs1Rxagq0ZKO3jbc2IIrnNN7M0I5C7WqGdHYaVzrmUNiIQhNcvQ/iGgUt+L2NkKkDREEIKLM8xq9xrXa62F9WOR2EXtSqq7Sw+YnfWRpTd7yIIkJoTEBNR5N7cC2rbIIIAMR4FEUU0/9qjoJaF/LZ93Puk5gTCN/K/H6WUoYSeEqPhuuP6mR+8zonraLEMZXEPNxmN3s7oQdrp4SCF5ZZVDS1UKaXIvvIu10ARWUL8Eg361ZaZzmHmqa3Qzo1WQ2E0A1J7CuE1i2BNZmBl8givY/QRayYHEAKxKQZqmNBODUNqSbr3dSGsInb/BmSf3cHTR2wKKoKbZFPdBAiYi4lDkxMUGeribojxCOL3N6aPmOkccq+9x4TZp5hIlsgS1CW9EBQZJBpGcddb3HuUvnY0/+ojyL3yDozhCQ55VxZ2QunvRPy+9ShojVM056qobSP9zDYU3z/OHS+5vwOpx++G3N0KallIP7ONAypoWQfVDDZN+hDVrJrtJUuW4Ac/+AH+9E//FO+++y6OHeM9S2+++WZ885vfxJIlV34Tvq7Lvxi7lgJJH7JNJLEhf25OPpPSOaORUEph54qc9ypR5Iac1ispO18KOIfUE0jamsEJyNgf+fcKISVwzCtNzvVcAb72go7GDZiHr23lCozy4byeEFLXxaTyAKqUEFFhFzV+kWRTJr5zRqbKwm5uZE0NM2AdGHAYsaygLeDyGq8JNOStrr0dNS1YMzmEPEih2ohCYlrQjvHNe+W9dqHsIpbG2DTsvCPGs6re2kQSYZe0wGLbHJvmpgiCqiC8ZnFDp5ia+2fbyL24i49m72yuSWXwVnGP85yhFMbIJPutBcL2icAVHEvdrRBVhWsiS/tP8f7lNgW1DEAUXetDqT0FEKB89ALj6lfoLfEImr90eah2/i0erSeiGBS8iQJg24xC4qDaYnuKiVEdJwsiCpA6W0BUGerCLs6BRCkZOPob/51RSJwwGjHBuNrGZBrmxSnnbxFAIIhtXgO1rwPFPccDLj+xu9cF9QVHzrlIaKVqod8AoA+NI/eaxx2EUkAQONqE1JJEZMMyUNNC7rX3+EMRDdcUZnqrdOA0jJFJ7m+xO9bM2b29VlFKkfnpWyjtOe4COFQzQMIqQmsXA6IA/ewI5N52CBEV1LKhD46715l25iJAKdTF1SlX/IGN0I4G6SMV+on3s0HYM7h8pOp+UlnAJB697ZKOLdnnd8IqMzeayrbVJb0gigR1RT9mfriFWzQL0RBafuURGBfGUT52gUOSpeYE5J42JD99B4gswSw0jl6fq8pv24/81n1u3gHAgI/EQzcjvJ4tcHKv74FxkT831GV9DY/PB1WzJuUuW7YM3/3udzEyMoJjx465kcUrVqxAV9e1GzN8lOqDHH0Emu1rYPtHy3pAlOlF0q5oW5oBalqgPoHkfDmRCIpcl/LidyIhhMD2Tw58D24hol4VheajUJTSwFhTbsTXtiwYnubcmuH52lJHc02xHbPi4htgJoTTXAqJEFKZQ4fHX9pv56eduRgIxAk4jAyOBxaUoWW+IJuzI8EgGy+FZDrLfL6TrLmojHTrlXZqmF90EoLQKkYhKR89B2rbrMF07OaEcAhWoQQhorqOIuZkhuc9EgLt9Ag36pa7WhC9ddUVL8q1E4Mo+45//L71gYmAt4zRaZcTbE5mYGsGQgOOtzGloDYFEQkERYbUmkRozSL3gUstKxBiA1EAKLsGjZEpwLYh97RCHxqHNZUBURX32IVvWMT5dNfdx5GpwMKKhBRQT7NQRbUnfQ4kJSZsLJZBwiqLQHeEqbE7b+S2mdvyPuTxHESJOZVAECA2xyHGwijuOuyI4AQI8QgEVUbzrz7Kgmne4oNTagXTUNMKihBbkgH0G2DX0dQ/vcCdu3a+hPC6pdw5Eb9vPYgoorDzUMD6MHbPuoa/u13SApQLqTmByM2NF2ZXW+Uj55B9aXf1Xu5MTtT+Dih97dBODDGhojN50M+NQO5pZV7vFfrI0l6Xiqku7YXUnsL0S7v4DyKEPbO815Bhgcgi9KGJqk1fRwpSSwKRDcuhXkI3UNh1GPrQOHMcco633NEMqSUBZUEncjsOcO4iRCBIPHgz5IFOTH/3Z9BODrr9gKDIUJf0InHfBsgdzdesR9FODSH97A4YY9VFn6AqiN622p2AlQ6dCXD/paYYEpcROPVB1FV3VF1dXR831/NV1xLZ9o3UvSr8+Sp/EwJg1tZ3lbQtqnlsqhRpztAP/0NCTNWPNvcnR4rJaDDgxu9E8jGqDWsyE+AtN0JNjYuTHDpjpXOQPOE1dS3/prIBhI/qBqhhuucRUSTYZc1NsiOCAHUhz8X2B4nIl+kwUrFhq1SAQtLbxi06zMkMxNakez9QFnU1nAD5RYByf4frNV9yKCTmRLrqrS34vLWdBEkurMKyYY5Pu+ctEQjUZb2z8tbOvLCT5xrHwog/2Fjf422WXbu/WITReGhVEyFVQmw8KHn52AVYWY8+wvEOh+AgzBcnITYnQBSJIYmoUoiEaAipL9x7WSK8wtu8AwlzOPHZfYoEsCmMi1Ogugla1hxUuwQiCaA6e5/c2cz8jJf2Qu6uUpeMsWnkXn+vKl4FICWiEJtiMC5OulaPYiIKEIL4/RshtzUhv31/MJjm3mAwTfG9Y9z0AgBi99xUc0FVfO8Y1+xQ04IQDUHyWECqi1lAkZUtIu87PnJ3K0Kra0drVyq/bV/QteTBm+dVFGkXypj+4evQTg156CM6xJYEQjcuYTqRqQxDuAUCK50HNSxILUk27Tp9EVJT3LWIFEIK4g9sROYZH32EMj94b6PNnsMEdqHsJr8KqsI44s0J182lXhkXJ1HYcdBJiRxxP19Z1A0hyhbVmu/+oC7vR9Mv3IP0U1thXBjjnnXqsj6EVi24pjZ/ZjqH6X97jQNEiEAQWrOI+WkrMoyxaWRf3s29j0gikp+766qoqPNZV8UT0HUdb775Jr797W/jb//2b92/a5qGqakp2L6G4uO6RH2Ace1+Z4xrEmjjt/2TpVk7oFi5ouMVblS3JQgfjMe23/bPQay8FXAi+ZivHeRrJ6KBxpR7/bnq66luAhTcqLseAuSnkBBZgl3WYc3kqsiNgw5WPl/ubeNu4owewm/HjzZT24Z2wvcany82Ncxg096WcpEnapiwZnLcYiy0cqDm9wJ4mkilwo4w0pxIu+I4w/HWFqJhds1IImvqCIE1kws47WgXRmF7XAvERAzRTauv2JXAmMoEQmUiG5ZDbrDYtHJF1z3FyhVh5YqQulpgjk2xa77ijOI0qcqSHpdnTyl1Q4HcItUGxxibATVMyL1tTIg2PsOfQ0v7Ashyze81Nh2IHRfCKkcNpLoJWBTGcCUtMg8hFmFUnoSDakdU9j16azuQZH/2DgpD4/j/7X8Rf7j/JWiwITbFQMKqm6pIJBFCLAIxEkLqyw/CypdcVxv3ey3p4agpADt3/JaFSl97YFoDsJCX6X95iWv6aaGM0I1LqjQuQXB51bk33g/4dScevLlxeNHFSZT2+USRy/ouiexebWVe3InizsPVSHbdAFFkhG4YgBBSmId2dyuz9rNs6OdHoTqiaP3sCKhlcT7/8Qc2QjtyLkCFIZLETbAopWzhKIkonxx0z2t1aS8EWULik7c3fD7auoHMT9+CbZrM5s9JiVSX9bNAnf4O5F97j6NDiqk4Wn7z0yjuPgL9/Ch3D1Z626D0tiP56G3XzOaPGibSP9qC0v7THCClDHQh9YV7IbUmYZc0ZJ4O2iYmHt50WR74H1TNutl+/fXXce+99+K3f/u38b/+1//C3/zN37j/dvz4cWzevLmuW8nHVac+QAFtgEYiXwMnkjmNai8ChuVeoJXR5Fwh28Fmu4HHtt+JxBdnSwQBdolvvj92IpkFX5uz/MtB9PieC6ocEDO67/M1o0KYUQYq3uhEEmGXdbagchBOv52ffmE8QP1Ql/LNtjE8wfENgaDln3b6YsCpxNvAmJMZEFV2kelKCmC9qtBE3O1JovuZrrd2sewkXhKQkOJY/4Wq8ezpvEtZAZhQ2jg/xgsjF3YhsmFZ3f2oV7lX3uWsxogkIvnJ2xq+p/j+iaqQ8eIkEwO2NTkR85b7G0ntKRY57rH708+NBoJ9vAsqY3gCYjIKIRqq8mMdlFwIq2j6/D2XBQAUfBQNCIT7ngAYqg1HGKkboJru3POog8wTEEFgvHlFQmjFAq550AfHkH9zH0zLxNNDh/H08GEgGoLYmoR+ftSlQIlNMYAAiU/eDikZQ+Htg4FzrFYwTX7Hfo5+BADxe9fXvAazL+6E5l3slnVIXS2QPIvjyIblkFqS0C+MBdIqwzcuaWjPRm0b2VfeCYoi799Q9z1zUeUTg8g8/1ZVvG47key9bVAX9bAFvii4Ezf93AjkLvZ7mVNZGOMzUAa6XAqTuqQHYlsT8jt8XH6BBATatKyDKBITITuOP3JXC8SmGKK33cD5xdeq3GvvwZzJQT8/5p57cl87xEQE6pJeZH/2Dn/tyRJSn78HxLJR2HMc5eMX3IApMRaBsqATyU/dfs2C1iilyPxsN/I7DnK9gdTahMRjtyO8aiF7zfNvByaTkfXLEL7ElOSDrlk123v27MHv/d7vQVEU/Of//J/x2GOPcf++du1a9Pf345VXXpmTnbxu64OkkVwDJ5KA7d9VXNRWrghb9/C1FZkh27G5uVH4R6sNnUh8NJIAPzsRge2zEbzekW1q29AH/c12fb62XdJgjlQtzMxpn+Xfgs6ao2a7pHHhFOyP1EmNdPy1wyqoYULyuKAELP9O+OghXS1uQ+y+xuebLbU1ubSUSvmbELmvnUPszYk0h2qrS/saclwrDXWlQo5YiNq2m+5nuN7aIYYMawbkzhYIIQV2WYcgS9w5azquC5USFBmhtYvrhgXVK1szkPe5XCiLuhtaGFLDdF1EqGbAmsxAam+CNZ1lGg0QN8RG7m6F3JGC3Fe1Dwyg2h5Uz5xIwy7rkLvbYIynYYxMQVCrwip1oBOJS4SGACyps+xzpRF9wEEF1daHJxxUu8BQbS9Xu4Jq97SBEMKh2ixB721nkeT5nGQUUCQ3fEZwsgWkZBSpL94LczobRIfXLArcb8yJdOB14dWLOAqL+1rHpYP7foYJ1ePWIkRCiN6xholhfaJIIaRcclpQev9EQKQZu2NNw0nX1ZZd1jH9b68zT2u7EsmuQ0jGGH0kU4AxNs0Wu4LA6CNlHWJbk0MfGYaYjLmLiAp9JPfSrqDlpGVzdrB2WQMhhKU8OoI/IaxCGeiE3JFC1LFNrFflo+dROnCaRbI7AkwxEYXS1w4plUD5xGBADxO9eQVit69B5qVdzNKz4sIkilCX9yF6+5qG9+C5rtK+k8i+tNtdNALsPIrdeSMS97FFVmHHgQBYovS0zfsibC5qVs32t771LcTjcfz4xz/GV77yFQwMDARes3r16oBLycd1qfoA49r9SVbXQiDpR7ZnKY4EKh7bXr62DCEWnhNHFUppwGNbqtNsU0ph+ZBtv6hEUJWPOdu+MsdmAkix0l//Rs9FtFMKO1uA4Gl2lcXB0TfAQia430Ng/Egrk3cfiMRp4LjUSE+TTCkN0EMCQjNKA5Z/IV9TaWtG4MEhtSZdfrFd0mBlC5DaqlOPRvZzxth0oEEJOZxq7fRFWPkiaMUFo6yzZtuxmXOFkWMzENtTni0QaGcucgtjuasFsdtuuOJrq/juUSZGdDdNEH9kU8PtlA6dcZsAY2QSlFLIXS3Mn9pzzxKb4xDCKiK3rHKRWGN0mnOrcb6O++/68ASESAhCKgbtyFnWEFdQbVVB8jOXx/+siWoXyr5XUVBQmKNTTMyt6VXHBIE5nxBBcFHS0A0LuWmXdnIIxd1HAvcSqS0F/figi1hWJm7Jx++GEFKR37o3MOnwU1Mopcz72ocix+5aV/P7Tv/rK7A8yKJdKEFZ2gfRs1CJ3b0OQkhhTbNvgRC788aGYnArV0R+e42kyHkWRWZfeYdNAZzzjRomiCwhvHIBpEQU+qlhtqhORhl95NwIlCU9IIQ49BGbW5TH79uA8uGgswskgXu2MycgCkhiNeWREEYfUWQkH7ujIUfdyhaQ/dluUN2E7lDSKhMtIksgYSVA3VJ629H8a59E5sVdMIbGud9IWdwNdXEPYpsbN/hzWfrwJGZ+9IbLUwdY0x+5aSlST9zDqDUnBgMiXyESQvIzd84rh3+ualadyP79+3H//fejubk+P6azsxOTk5N1//3j+nBVENm+FoE2c0cjsXLFgBPJXKVc2YVyYORXD9m2c6XgeNDvROJrLsR45ENpVXQty8/XZp7B9X8/nbP8K0KIhrimzS9mdN93yk8hUUEprQbZEMIcOrypkT7ahjE8eUl6iDE8EbB8C1BITg3xbiaCwJ075kSaNYNOCp8QURsmGFb8syslxiPuuLuCfFozeVgzeRCF6SPsQgliMgqpJeFqHrhzkdowx2bc8TIRCNSlfVcsjKSUIvPC21xDJ7cmEWlg+0Yp5RI0jdFpSKk480N3FmYVdFDuboOYiHKc+KIvmp3qpgtnmNNZ2IUy5J42WJMZGEMTIJ6JgdzTisQl6C2Ag2r7FlVCyIdql3WAsnOCWnaVq+2g2rRYBgmHQCSRodqCwCGZ1LaReW4H5yBR/bDqdEQIKWzh1NGM5Gc2Qx8cCyDukQ3LA9Q6/cxFjpIFANFbVta8/sqnh5Hf4plO2DaIJEH1BJ3Inc0Ir1kEu1AO0Cfk9hTCNy0Nfg9P5ba8H6CzJD5xy7w2VNrZEaSf2Q6z0hhTCpgWpO4WqMv7mZ8/IVAc33793AikzhYIqgJzKuPQRzqr9JFF3RBbk8GFmINqe6sSKqWfueie13IvO59jd61rOPWkts1SIEsatFND7v1DXdTtCCN7kHvlXV6QHA2j5d89Cu3oeeZ77lnwy+0pqH3tzObvGjWwdqGMmR+8ivKx89z9IbSsD82/9CDERBTmVAbZF97m3kcEAU2fvbPhc+LDVLNqtnVdRzxef4wOALlc7pqR6j8y5U+QvJYCSd3P2f75opHYuSL3HYgyd+mR/jAbIol1hZfmNP9AFBQZtt9z23fVXe8UEgCBeOtGLiSBiHafoE9uT9W8AVPbDjQVlQa9ImolEZVzIQEQEIj5g2zElmQNegjvMCK1JgO/c4BCsqDDjZCnlDIKiec9oZUDdR+A1LICQTah1YtABAFWvsR7axdKTBhpmACljCogCDWFkfp5nzAyHkX09huueCGrnx0J0Gqid61rGDyhnx52F0Hm2DSoaUHuaWNNq2m5+nExHoGQiCCycYV7fKxMHuVjfBMMgbi/tzE0AUFVILYmoB09B1szXG2FoMhIPHY7pOSl7x9+BxIQEhRDUwoKwByZZnanuglBlUEJcdwoCIhAWKMtS4zm4VnMlw6eQXEvb3FWqfLhc26DVvntmr/6CRBRRO51nrIjRFREb1vN75tlBQNsYhFENq0KfBa1bUz/8/PcgtDOl9zzrFLx+zeACAJy2/YFplXxBzc2nGRoZ0eC/O41iwJizrksWzcw/W+vQTtS1TvQsg4hEUV43TKWyDk2DXVJD4jI6CN2WYfUkQLVWXgNRx9RZcTv34Dsizu5qQI1LVBqc9/fLpRAZJGJlytOMrEI5L52KH3tl0Tzi+8chX5hDObolHutSG1NkNpTkLtbkd+x302fBNjiNPnIrRCbEyjsOoTy8fPVOPawCmVxNxIP39owZGguyw2uee8YtyBQetrQ9At3Q1nQCbusI/3jNwMLsNg9N9VMVf2w1qya7b6+Phw6dKjha/bt24dFiz7chPUPXX2QPtt+GsksXUGupAICyauhkeRLHLItzCGyXUscWW8h6aeQCIkIrEyBf5HvWF/vFBJqWW68dKUaUUgCEe2+JtEfl14pY3iCO+coZYmTdr46jaj8rpXUSiGiQnb8jivv8fO1FV8zTm070FiGVizgzhm7pPHpl2DTkkqjZudLsEsaRyWoeGXXKu3MSKDJC69h99/yoTPMW1s3Gc/dtiFEQw5vO+yK8KyZHCRPPDsRRRYjzyVGdiGy/sptwDLPv82HaERCiD+8CaZZPyCjUHHQoJTZ/UXDoIRNMkDZ2B1gKLQYVjkv6MI7R/lGp6y791crW4CVLUDubYU1k4d+YYyjzcldLWh6/O5LfidzIh2wdiQ+Pr1d1ABCYAyNsxTaTIFxtPMliIkoo/FEQiCyBLm7lUWXe1Ft00Lm2R3cPcQ7edBOs1AlIRJiVoGLexC7ex3KR88FYtljd6wNTNBK+05xSZ4AELv7xpoBNvm3D6J0sLqgo7oJMRmD1N7k/i20YgGUvg4YFyfdaUqlwqsGGjbN1LSQe/Vd7m9CWEX8nvlNisxt2YPC9v2wnOuHGiZD65f3Q2qKQT89zBbwqbhLH6kswLXTw4BNefrIAxtR2nsycFwB3lKXLXYBgLiLYSIIUJf1QgyrSD52e8OFiXFxEvlt+2EXStDPssmgoCpQF/dAiIRgTmddWkmlwjcsQuKRTUzgembEFWISgUBd3o/ozSsRahCYNdeVe3Mfclv2cMJNMRlD/KGbEdm0yp2Imb7sivANC+edVjTXNatm+6GHHsJ7772HZ555pua//9M//RNOnjyJRx999Gr27eP6QAWSH4D13yxpJLZuwHYQI3dbijRn46UrcSLxB9rA51dOCIFd5o/19e5EYoxMB6g3jRAL3vLPANVNEM9URK3TbPsDR0RHCOm9kVPTghBWXUqTuqSXe+CZ4zMBJbziE08aQxOBBNHQCv4Bpp0c4sbJRBJBPdeDOZGGGIu4+yGl4pA9HuL+Kh/kGxulpw1SM6OGVCzhzIkZWPkShEgIFGx8LbU1sVAVjaUWVpw9AOYX7+XmEllCaO2ShlSWWmVl8ijuOsz9LXLjEiidzTAMo+Z7jLFpl1pkTmYcIWMLS0e0bFfeIoQUiC1JhNctdYWjVr6E0n5e7AdBcO9pxtAEiCxBbEtBO3oedkl3/43IEuKP3gbZN6moVfm3DwU41H4dCij7jc3RadglDdQ0WUy8KKCStkgIi2UnooDwuqUczaPw3rHAxEKMVe9r1DKZvsABAFr+3ScB00J+6z7uPVJzAuF1fDCNXdYDiZdyZ3NN72u7rGPmu69wCxi7WEZoncfqz4lQZ04ifLy6oMiIXaJpLuw+EmiqYnevm9ewL31oApkfb6tqCShlntldzQivXMAWxLTq2e+lj1iTGZhTGZ4+srQXQjyCgi9EiZoWd20B7Fwh0RCz+XMAGGVhJ1uIPnRLQzGorRnIPLcDtmGifHwQ1K7Y/PWBSCKk9iYUdhzw0baa0PybjyH3+h7o58e4xZiysAuhRd2I33fthIblYxeQeWY7jLEqX1xQZERvu4Hx1AlB4a2DQWvUzmYkHt70c8ecmFVH9eu//ut45ZVX8Ed/9Ed47rnnoGnsBvMXf/EX2LdvH/bu3YuVK1fiK1/5ypzu7Ee9AsD2NTyZ7A8iQdJnfzdbznZlzG1rvBvJ3NFIfOLIBiM2/8PC/xMKiSjsLI90X+/Ntn7Bx9dua2r4gNXOViPSK6mRlRvvlVj+EVkCyrq7QCKKxJw5PA4Mfu/sAIUkGYXoQfYAoOyLSpfbU4Hf2D8qVwa6XB46tW2YE2k3QRAAQjcsrPtwsQvlwEIi5KDaxvAEzOksKKXMcq5YhtieYk2hIrujb3N8xrX+YzuBoDCys5kJI6/wvpR9fQ9MzzlPRBGJT93B9r1OFgMXYjNcCbEJQz81zKwRneZY7m6FIIlcwmNxz3FuUkc1w80ssPMlmNNZKAOdsLIF6OdH3ZQ/gP1WqV+4DFR7MgPN9zsTWeJG4XahDEjMNpFSCruCaueKEJsTzOfcSXmUu5qdRqNK87DLOjLP7oDt0QcIYRXR9mbs+49/gfzr7yNMJCYEl0SE1y1B5MYlKOw6zIf4wAmm8VGQCm8fCgbG3Leh5u+bfnobFzNuF8pQ+jsgOnoCAIjdvhpiIori+ycCqHr09tUNwQ9zJhfw+Ja7W2smV85FSRL7rWZ++DpKh8+4C1+7pENMRBC+aSlzBhmbZvQtWYI1k4Nd1qEs6nbFzRx9JKIids9NSP9wC/dZ1DBBwIfX2PkSSFiFeXHKfb6IqTikzhaEVg64se+1ilKK3M92w0znoZ+rTrRkJ5RKGehE7mfvchQeQVWQ+spDMIcnUT5+gbtfSC0JKP2dSH5mc8Cmdr7KnEhj5gevQvfcywkhCK1ZjOYvPQBBlZkg0sf5FyIqmj531zUBA+e6ZoVsR6NRfO9738Ojjz6K3bt3Y88epmT+53/+Z+zduxePPPIIvv3tb0NRrm/R1xXXB0gjgT/U5oMQSM4SwbDdQBv2oCOSyOKt54hGYvqcSBra/vma7UAcfUgJoGHi9d5sn+Ob7UaoNjX5iHbTTyEZ6KrJazbTucBY19ZNUE13R5hEFEEprVJIFNkVRFXKLzhTl/VxzQm17QBXWPUF2diFcuA7C2HVfTha6TwTZ3mDbBo8fGt5a1eQ9ArCa+dL7PtLIogqwy6UIcbDkNqa2LVT1nnNhGnBHJ2uCiMJQWhZ/5ULIw0zQA1QBjobuqpYuSLKR86x/58pwMoXIXU2O/tju/vDELwUQjcsdK91u6yj9P5xfoMEbkOtD44zIWJnC/TjF5jlngMsEElE/OFNkDk3ltqV376fv45tm1FVuC9PAZMtnOySBmpZ7N4kS0xYKDJUW+7rAAQBkY3LIcaqzWth50FovqAcMR6F3JZC5NgIUoICQRAgJqIgooiW3/hU7WCa/o6AdaU5k0NxD4++hpb11bz2jNEpZJ7Z7vmuFNSyOLqBlIojcvNKJorcto97v9TS2EmEUorcK+/wYmFCkHjolnlDLxVFQW7rXuTeeN+9/hl9RIS6tA9iU9ylj0gtCVDTgn62Sh/RTw0BlLcETTx4C4r+hQ6lAAjg0UBVw3JM6OfZApvIEtQlvZASUSQeahz2Uz50BqUj52BOZlxEXkxEofR3QErFUdx/CsZEFS0mhCB29zqoi7uR334A2vELrpe/oCosjv3hTRyFbD7LLuuY/sGrKB08495fAEb/a/7S/ZBak/UFkZ+5sy7if62i5Gdbs14eJJNJ/NVf/RX++I//GAcPHkQmk0EsFsOaNWvQ2trYfP3jusy6lsj2NfbZpqYV+MzZIttWRRxJKbPQUuY40MYnkKzXbFPTCvKzfYsYiPz6VmqK1eRHXi9l64brC1upRt6u+tB49byhFHYmD9FDG6nH1/a7kIAQ0LLmBtmwnbEZvcBp3JRF3RzSY05nq2EXTqnL+mB4Qmj0C2MB7rQ/8bF8/ELAZs1LOzEn0hCSUZf/K3e3BgSY3qrnrW1rhtv4m6PTjCccDbOmxrQgd7Wyz07n+WuF0kBipJCIIHrHlSdGFvYchzHMu1IlHt7kLmxqfp+9nhCb4QkWYtOaRGn/KZa8WkG1O5tBJBHRW6pivtK+k5yQiuqmm9JnF8ts7N/XzqYBZ0Y4hExqa0Lqi/dd8jsZY9MBBxIiSxwtyM6XAFmCfoZZTVrpPJtq5UsQW5Kwc0UIySiEsAq5I+XaFlbKypeQ/unbPDoZViG2JmCOTbuuGUI8AogCYneuhbqgE9lX372sYJrclj08jUkUELs3SPOglGLyn17g3HesXIFNWjzHLv7ARhBJRPZnuwOiyMRDjePVy0fOBYTLkQ3LXTvK+Sh7ZJrFk1fuPZSCGiaU3naEbhiAcc6hj1SSIU8PQ+puhaAqMEanYc7koC7pcekjoZUDgCigdJC/FqlpudoC9jFsYSsmoux8ds5NdVE3xJCC5GO3N3wOmtNZ5F59D3ZZdxNsiSQitJzZ/FmaDs3x06+UurgHTZ+/B5kfvwnt7MUquEAI1OV9iGxY7qbMzndRSpF+ZjsKOw9zz3/moHMnQisX1BdE3ru+7rOhfGIQuZ+9A2pZiD+w8UMZcHPVWHwqlcJdd901F/vycX2gce3XlkbiR7WBq6CR5IpsVOwUUWWGIF2F4NLddkkLCDnrNdtc3Lf7/hpol3db17kTiXFhjH/oC0LjZvu0h0KSK4KEFO5crWf5F0iNDMmwS7oraCUis92T21LuIldd5g+y8aGM0TDk7lZoheoCy+9CInc2BzzZAxQST5ANNS1Y01moi6qiy3ADVLuRt3b56DlQw2So3PAkszSMhmDliyDRkNvMWFMZyB4En9o0IIxUF3VfsTCSUorMczs41F1qSSBex78ZYPehohNiYxfLMKezkDuaYU5mnPOEuiE2Ulcr1CU9LkWHGiYK7xz1b9F1PNEHxx0v61YU951kriwOkkwkEfEHN0LprM+Lr5R/tA3b5pInnY8F1Q2YUxlGA7EpiEAAVQYMxtsmhDAkmRBEb72BEy/m33g/KKCNRyA0xTD98i7896FdIALBf+56GHJIQfOvPQpzKoPS3pPce8I3LAwkNWpnRwI82Mj65TWzA4rvn+A8mqlhQgiHuGtUXdoLdXEP9MGxQLMZXjXQOJyqWEbudT70RoxHEL1E6M3VFIsEf4MJh730kXgEoXVLYeeKMMZmEFo1ACKJTDNgWlA6UrDLOvSzI0xD4ZwrYjSM2B1rMP39V/nP0Q3A8ex3v6+z6NLPjbgLGLk9BamtCZGbVzY8VtS0kHluB6yyxtBpZxKgLukFURVIHSlkfvo2d72JTTE0/9ankH9zH7RzI25gDsDcj9RF3YhfRnDTXFVhxwHkXnuXs0UVYxHE79+A+D3rqjaXtQSRG2vff/QLY8g8s9393tmfvYPQygUfOu/tq0/8+Lg+GnWN49r96B8hZNYCSYZsexAghTmRzMUI0i+OJIJQl3vov0EIqhKIZfe7vlzvTiR+OoXc09owIVE74+Vr57iFTz3LP1szAulp1LSdSQSjCBFZAiggOggyEQWu4QVqUEiWMvGk5SDb1LICDblfGGll8gGbQyJL7oPCnM6y/XAaSCIIAWSc26cG3tpVYWQadrYAElZABQJa0CClEhCbYgz5FQiXZmdOpjldgaDKCN945cJI7dQwNB+lJnZXY8Fb6eAZdyFeQcSlzmYn4tx0UUKprQmCKvOo9sEz3H2FGqanmdJY+mRnM2xNh35qiEe1mxNo/sL9l/xOxsXJQKMKSeIabTtfAlFlds5RCitTgJiIwM4zjrZd1kHCKoRoCFJrEmI8gsj6Ze77zckMMi/u4r2Rwwo7DufHUJ5O49+mj+MHk8dgEYrEI7dCbkkiVyvA5u513K5Sywo0t5W0R3/ZuoHpf36Bu2fZuSLCNy2tiiIlEfH7N4BaFrKv+JxEVLkmWu6t3Na9Qd74gzc3vAdcbeW2vo/81r016SNSKg7tlEMfaU44VI/RqvvIyUGA8N778Yc3Ibf1ff7cs2y2wPIAAXauxLztswXolZTIkAJlUTfk9hRidzVeYOTf3AdjdBrGhXG3WZU7WyC1JiF3tSC3dR+3D0SWkPrCfbCnsigfO8/ztFNxKAs60fSZO6/ZZLV8YhAzT23lwAEiS4jeuorxsAUB+a37uHs80FgQac7kkH56G3/eExLwMv8w1GXBl3/0R380q40TQvA//sf/mNV7r8sKBEheSxrJtfXZ9qPFJKzO+vvauRI3ciKKXNcH+0rL9FNIktG6K+ZA6IQqA17RpiAEvrc3HfB6LH/CX6OGzpzJccfYmslxSZF1KSTnRoJxybbBTSIoZfZXleZdWdDJIY1WJs+hQkAwpEY/Pxb4ff02WhUucqWEkMK5m5gTaYgtCbf5VRZ21W1OG3lrmxNplrJIKYyRSdjFMsSWBOMVKxITkRICY2waUluVo0xNE/q5Ua4BkrtaEbt9zRVfn5mf7gjY/TUKiqG27QbRUN2AOTHDQmxyRbfxrDjDyD1tkLta3Wh2alko+KLZqU3daZkxNO68rxWlQ2eYK4sj7iOigNh96y/Ls7cmqm1avLCMUtilMhPUVag4BGyxUzZAQrKDancyVHvzWq7xz7y0i6dWCQRiIsacK97Yy328mIgi9YsPQD8/GkSrb14ZoNIV3w9a0lXSHv2VeW4HNE/YlF1kIUBeBDx66w2QmuIovHM0QLGK3XljQ9qRfmHMXRBWKrSsLyBKnsvSh8aRfvJNmJVr2UMfUVcNQD97kf02zr1EOz0EubcdgqpAH5qAlSkgtLzfpXiF1y6GnS8GBMpUM0DC1WNKTQvUMCDEIu41W3EPEUIKkp+6o6E4UTs9jMK7R2HO5KA757IQCUFd1AUxFkH55CDMMX+8/VqEVg4g/dQb0I55edoy1GV9SH5i0zXLeDCnMpj5/isBQWR49SKkfulBCGEVpUNnUPAFUQmREJoev7umINIu60g/tTVwz41sXP6hpGZeVrP99NNPz2rjHzfbV1gfpM/2tUa2/U4kV0H5sGrQSOaMr+0XRzay/fM9xIiPny0kIkFnk+sY2bayhcCDXx2o32zrHsSD6gZszXBpAACgLr48CglRGL/WFbMKBFQ3ITXF3N/M30j7RY9CWA0E7wRCarpbOTEPpRQlHxIt97S5+2frBux0nhNDhhoICbXTF+t6a1eaGDtfgjmeBgiBEFZhTjJLQbmjmfFHixoEp2EFHAR4KuMuQoggQF25AOG1VyaMNCbSKOzmKR2R9csa0jS044PuwsO4OAVqU8g9rdBODjtR6qzZl5oTEKIhRG9Z6S4AykfPc97r1LRc2z27rMMcTzM/aNOCfmKIgQnO2kFMJdD8iw9c8jvpQxMB1I2IIiBU79t2tgiEZOjHLgA2hZUtQEzGWFJnWwp2tgAhGYUYj0BqSTBLvjVVfql+YQz5re/zVICQyo7DkXOB5NLkZ++EEFKQfn0P93chEkLUl85pF8oo1LD6835+pYzJNNI/frP6B0oBw4K6usrtFZMxRDetgpUtouBPiuxIIexB6/1FTQvZl3fz+6zKiD9wc933XG1Rw8T0915F+dBp9/hW6CPhm5aBOvejcIU+Mj4DUEBqb4KVL8G4MMqFU4nJGMLrlmLmB69xn2MXyyCSxC1OrXQeYnMc2tHz7rNW7muHmIgifu/6hk2vlS0i8wLzqa9MzoggILS8H5AlUGqj7KPvqIu60fTF+5B5ehu008PuecN42v2Mp32F1/Rsyy7rmP7+qygd8AkiF3ah+RcfgNyegnFxMnA+EFFA0+N31XyW10tVVZf2Irp57fx8kausy2q2X3/99fnej4+rVl0jZJs6q3tvCfPN2S7MXVR7gLOtSHOGbF+uOBJAMMTAnwjqc+chgtBQ+PZRr1qOHFIDURRPIclDao7zln/dQWE2te0g6mRTwKYwHYoQkWVQTa9SSAgJRLQHHEaW9VXdS0QR1LQCyKKfQmKOzQSnHx7vXctxC6ks6ARFRmhpfZTP/4B1vbUtC6XDZ5zPrCRGhhiypVuQulpAVBnmdBZC0nOd2JSNqL0BE6k4YneuveJ01+zLuzjLOiJLaPrM5rqvp5S6yDSLZp+CGIvA1gxm6UkpiOgII3vbIDXFoC7vq77X5+NNDdPlahtDDCWWe9pQOnYBVq7oTgtIRVxYh+vvrfz2/fwfbBs29SyqKWX30nyJBefkioAggFo2SCTkxLKzCZ4ywLi5sbvWuWh9RTxmjqerx00Q2D2HEJeSI6jV+0jik7ehtP+Umz5YqdidawNUjPz2/cFExweCiY6UUkz/0wscr9bOFqCuHIDo+ez4/RtAZAm5F3YGxO7xB29pGMhS2Hko6Kl917p5jd7ObdmD/Jt7YTlBLlR36CPL+iEkoyjvO8moaM0JUM2APjjOLDQpZfQRUYTqTNIIIUg8sikQhU51w3G/qT4/rUweQjQE0xFWAmwiIfe1Q13a23hRYtvI/HQHrEIZ2olB97MqEy+5vRmZF9/mJndiIoqW3/wUCtv2QT83wtE2lIFOqIt7kHhw/hY1/v1PP7Od2Ux6BZHtKSQ/exdCqwZg5YpI/2RbgGIZf+gWKL3t/k0CAHKv7wnSTdpTzJ+7wXn3QdZldVQ9PT2XftHHdfX1AQkk/Y02AM6qaF4+M4Bsz872j1oW7GKZC+URVHkOA238yHYdJxLbDjZSPts/IvI/qJiKXzNf0w9j+R0IlAWddW+U1DDdkBOABa54vavrWf4ZwxM+LqXFxvy5kntzJ4QxuCTH8k/uaeMs2Mx0DsYITyHxNtKiKEI/OxJoZPzNdtkfTpKMMvSs8jnjM5DbmjwCzb66frLeCHb38xyEUjs5DLuoucJIWzMgtyRhF8og0RCUirf2RJpbVFDdhH5xknvoqUt6EL1CYaRdLCPnozuoS3qh+o6Ht4wL1ZANN5q9txX6hXHA4ZUDrJEQE1FENq1yzxXt5BC30HX5soSAagbM8Wlm50gp9BMX2DVXSQptiiH15Qcv+Z3086Pc+QeABdJ4/tPKFECiIeiHzgKWzfy0m2LMgaS9CXa2CDEWhpSKM3/mzhZ3wQAApSNnUXjnCB8GE1Eh97Sh+P5xNwuBuwcZVmARILenAv7Uxuh0IOgnvGqgZjNTPnAaeY99IFu4qBzFS13UDXVpL4tX9/mNh29cwnnE+8uczAQWR3J3K8I3La37nqstfWgcM09urYbX2Dajj/S1I7RqgHH4RcGlj5RPDjIqmSJDO8uSFkOrBtzrMXLLykAwDMCuIe+0zdZ05oZj266PPmvw+yDFo0g+cmtDelZhxwHog+MsKMuZ+kgtjKMttSSR27HfTYEEHJ72E/fAms4xP23PPUJqTkAZ6ELTZ++8Zj7VuTf3IffqOz5BZBjxBzYyQaRpIf30tkAIWGTDckTqeKwX955AcQ9v7ylEQmj6hbvnlet/tfXhXAJcp/WB+UT67ekACPNOI5mbqHY7X2KBEb5Am3mLam/kROITZdT03fXU9RxmQz0Pn0o14mvrF8aqTaATEOKlaNTja2sneLSZEAFEkqoLI0Jg6ybzKnZ4fn5PYr/IT4ioUPqrTYogCIGGQ+lt5xZ81LYDfG2pPeVaRdqFEqx8iQuWCTWw46pEsLvfS5aq3toHWFNlTmZYkEpIAUQBtFCG1BxnsfBlnfk8e6hOxvgM7BwfoBK5ZVXNiUGjyu84AMvD3yWEME5qjaZCcBpml29NKQuxCSmghLCFtGPJCDjBHdGw6/ddE9Uuaa4TkT48wegove0oHR+ElS26fFsiCIzX2mB6UPmM/HYfV9uyeQ9922ZIdzoPq8CQbSKJoKYJIR4GLZQhREM8qn3POveYUNNC5ifb+cROSYTYmoRVKLlTIDEa5vQ0hV2HgwLD+zdwi1ZKKXKvvRewm6yV6EgNE5P/9Dwvisz6RJGiwBwsTAu5n/moIGEVcZ8o038ssy/vDjgQJR7eNG+IpK0bmP7XnwXdRxIRhNcvgzWdZVZ+S1n6ojHMEkal1iSsdB7mxUnIHSl3Cil3pKAMdAZSUStBNd7vamcKEBIRJ+WxavMnhBQkHrutIciknRtBYedhphdxBN5CSGEplWEV2tmLMEf4Zj+6aRVCKxYgv+MAyscuuN9XUNn7ko/ces38tEtHziLzkze5hEgmiLwBTZ+7CyAE2Zd3B7QwyoJOxO+rLazVz48i9yov8GV0k7sbJm5+GOqqlzcjIyMYHx+Hrus1//3mm6/NuOIjWdeIRmLXiEy+1tZ/V+OxXYnYBRwBlSTOSXqkrRsBjmQteywgSCERZDkwWg04kVzHtn/m2ExgwaUO1Le94igkuSJIROXQmVoR7bQy/vUUkdhYv+KvLSgSbM1wUW0AHNoIBCkkoWX9HIpODTNIIfEJI/XzY4FzyTv5MMZnIERCLiomxiIBTrj3ewWEZSv6IYQU5nbiTAxcYWQqzhZ+kgi5pw0gBOboNKSOKmWH6gb0C6Owy9XfROlvR+zWVbiSopaFzAs7+ZjorhZE62xHkiQY4zPu72tOpGFrOtTFPTCHJ0ENC5SwIZ8QDUFMxRG5eYU7EdLPj3IPa+o0wQIhTGQ5Og2pJQFCEES1UzGkvvqJSwo/9bMjrijNW97m0JrJgSSi0PafYhkC+RJLicwVndTIEgRZctJRw1AWdHL6hMK7R1E6yP+mQiQEuasVecdlhMWyR0E8PWlp3wlEpOq9M7S0L2Afpx09H9j/6G031Jz+pZ9/m7vW7EIJUncLR3eL3noDpOYE8tv2ceJewBFbNmggS/tPBfYlcsvKywoSmm3lXn0XuTf3wXImXFQzQGQR6soFEOMRlPadgtzVwqYQhTKMkSmEb1ziUsOIIkNxaEbMIvJmZrHnOcftsg5I/OLVmsxCTMWhnx11p2tSWxPEtiZEN61qqE+x8iVknnuL+WYfHwSl1OVbE1mCbVqBSZm6oBOpL9yL9LM7oJ0acj+TEAJ1RT9rxBvYiM5lGSNTmP7XVziqICEE4bWL0fzlhyCEVRR2HQ5kBEhNMTR9ZnPtYLKpTMB5BAASj9zacJLyYalZd1RbtmzBX/zFX+D8+fMNX3f0qN/39OOqWwFg+xpxtv1OJIRwRvzzUX5h12xpJHa2yJxIKoIulSn95wLZDtj+EVJXIBnga6sy4FnEEFEI8NSvZ3GkH9WWWpINk8G8vGtr2mf515Gq+XubE2muGaC2DWrYDC11RvK00ng5aI/cnoLkGdOb6VxgVOxPhDTOjXJUrMpD0Vv+ByMTBU25+2WOp6F4YuZDqxfWRfqMwfGgD60zci3tP8VCVPIlmA6iJERUmJMZiHFHGGnbsAslF2EF2MPde74TUURo9aIAFeZSVTxwKvDbxh+6pa47gCAIKHpcRPQhhiqSkMKS+AzTdXWQe9oghlWEb6pyXAtvHeS2VwmLAZh1ILVtDtV2udoVVPsSzhe1UG1qmIBYpZBQ02Io/EQadllnNouqwlI5E1HWaMfCIAJxF1Dxe26q7nNJQ+bpbQHbNqmjGcboFIwxb4CNiNa7bsSZvzmDqee2I+TJ0Kq4qvj3NffG+9zfpKYYZ5lYKWMyjfSTnqhx2wbVTNe3HWBgQ/S21TAn0gH3F6W3vWG8upUtIl9jX2I1bAfnqrTTw5h58g2YIw5v2XGPkfvbEVqxANqxCyCKxJJibYryiQtQFveAyBLKJwZBdYM5/DjPw9hd61Dae5IT41a26aWeWZkCiCLCyhTc+4cQUqAu7oHS1drQ5o/xtN+CVShBOzHogjbKQCfEeARiUwy51/cEeNrNv/EY8tv2Qz87wjnDKAu7EFrah/h9G672cF5WWfkSmyQcOcctSJTF3Wj+8kOQ2ppQPjmE/Jv7uPcJiozk43fX7AXsYpk5j/imxdHbVn8oA2xq1azmNrt378bv/u7volgs4stf/jIopdi4cSO+8IUvYMmSJaCU4u6778Z/+A//Ya739+Oah6KBqHbpkmjP1VbA+m+WNBIrX+L42kSRISiyK466mvLztYV4pC7H2m97FXAiiUcCDizXs+1fgK/dANW2prPcw82ayXETBqVekI3fD9lm5zaXGuk8JCvWZ34XktoUko6Gr5H72rkHr9dFwN1OMupeA9ZMHtQwuUlHLYeISvm5t1JLEnJPGxNG7ne8tcdYYiQTRtqAYULqbgVRZVhTWTeSHmBosH5hjON+Sm1NiN+17oq4nZRSZJ55i2sCpGQMiYfqTzetTMGl4JhTWWYv19XCxuOWxRJhCYGgKpBak4isX+byMvULY7xnuYP+EkJADRPG6BSk5gSIQBiqLV45qq2dHOL5+pSC2pRHtdN5CLEw9MFxUMOEXShDiKpMH+C4nlQi4omqBIJm8m/uC4h4hWgIQmsCZSekhogsll0Iq2j7zU+ji6rozNkuDQcAIhtXBCZvhZ2HOL4swJL4/PcxSimm/uGnsLLV11qZAkKrFkD03EvjD94MiAKyP3snSAX5RP14dUopsq++E0y3/MSmeeMP2yUNU//6Cmv6vO4jySgiG5az6VquyOgjogD9/CjEeBRSKg5zMs00FD2tEJ3Fm7KgE0I0FLDb9ApuAcffvaxDCCnVlEfH5k+MhJD89B0NA1cKOw+zic3geJWn3ZyA3NMGIRl1qEN+P+17YY3NoHxikAtDklqboCzsQvKzm6+JPohaFtJPvoHCu0e5Sa7c1YLUE/chtKwPxvgMsj99i6c1EYLEY7fXnHBQ00L6J9tccWmlQsv6LulN/mGqWTXb//AP/4BIJIKf/OQn+OM//mMAwKZNm/Df/tt/w3PPPYf/9J/+E3bt2oX77790SMDH5amAQPIaIds+Gsm1EE8EaSSzRLZr2P4JcxZow6OHjWz/AuJI35iC+JA9IgoNnU0+ylUrol1twNfWPKmRdlkHNU0QD/pRCZwIvM9HIREU9rCxnN+KKBJDpDwcRj9f28/FDi3v5xotWzNg+FTxfgqJdmqIoxQRQkDL1f82x2cgJmMgjtOD0tNWl1dpl7RAVHh47WIQQqCdZBZf1LJgDE3A1pk1ol0ogUTDUBynF3MyzXtrO3SLSkNCCEFoWe8VC9b0C2MoH+KpENE71jS04Sy/f8KNUzeGxt2m0pzOMu//kBNZ38OisiMbVrjvLbx9iNuWlSuBxMPOtiZALRtyn4NqZ3xc7c03XhrVtm3kt+3j/+ZQENz/1g1AEGCOTIMaJqx0HiSswi5qEJJR0FwJQowt0uW+doY+exoEM51D5vm3+PNDlqD0tsM4NQzTCRcSE1FAIEh+ZjPEZBT5LTWs/m7nEWJzOhtAn9WBrsCCEgCK7x3nXlvxifZqIULL+6Eu6kbpwOkgFWTTqoa0OO3YhcDiN7xmUcPr/mor88LbKHgcWGhZZw4/qwZAVBnGhTE2LXEsWc3pLJSFnbA1HdqpYYixMPNCB0Olo3esQe6Vd7jPsCspthXuPaXMK781wTjTTsMp93cwm78HNjZ0oNIvjKGw4wCsdB6Gs5AUVJnxtFUZ+umLHLBDCEHs9jVQFnSh8M5R5qft9BFCRIW6pAfJx+7gpnXzVZRSZH/2LnJb9nDPdzEZReLhTYjevhpWvsQQah/FMnb3uprXI6UU2Rd3Bs43ubMFicduv6ZZJFdbs2q2Dx06hAceeACtrdWxp+vLSgi+9rWvYeXKlfjf//t/z81eXi/1AQkkAzSS+XYioRTUL5C8mvRIT7MtKHPnRMIhoADH6/UWtayqZ7P7N58TicDfFKTW5IfWomi+KxDRLgqQGwSKeP21rWnGg3Qt/yJqTQGflclzlleUUti6CStXdNG1yvGvNLZSU4wTKJozuWAUuo9WoZ0c5BAcIggILfNRSPze2t2tMC6yxQY1TFgzWeYBXfmMBqh2+cg5/vNEwR2jlvYzFNSczMLKFJhFnCTCzpeZA0YqzhxJVIWbvOjDE9XwFTBUNbp57RU/oDPPvcUhl0JIQfIzd9R9vV3SoDn2hVYmDytXhNTRzBxabBsE7HnCKBUpRG5c4iKI+tAEH4hkU2YPKAiguoNqp+IM1T5+AUQSqo4mqThSX33okg/q8pFzPD3Mpk74kQfVzhYhRFUWIFTWXUQTzr5DZOmcck8biCwhsmEFR5fKvrgrkCgqJqIgUdWlHhGZWZlKrUmkvnAfMu8cxje/83/wZy//ELrJ7t2xu9dxTgyuKNKHPscf2Bj43rZmYOqfnndDTwDWREY2LHe/q6DIiN+/EVa+VJsKcvvqusfRLpaRfdWXLhkJzSutoXz0PENDK42pw+WXeluhLu2DdnwQxJlSVbjZ6tJeQBDYFMqmbFHinDPxBzai8OY+7vymmgFKKWfFaE1mIKbiMAYn3ImC2BSD3NuG8KqBhte2lS8h8+wOxtM+4eNpKzJszYB2gl9oK4u6kfzsZuReexfl4xfcJpaIAkLLFyB2540I+QCE+arie8eReW47h0ALqoL4neuQ/NQdgGUj8/Q2Rg/zVHj1IkQ21dZ0FN46iJJPWC7GI8x55EMYXNOoZvW0L5VK6OioPhwVRUE+z4/c161bh7179/rf+nFdQV2rRRs1fc32PJ/EtKQFnFdmzdnOFXknEnXuPLaDzXZttNGayXMPNUoptwCoVdczX9tPIZF72ureOG3NgD5YjVr387XVxT01Fy1lnwsJLAtEFFxUG2CLJCEScp1w1KV9XCOi+VBtIRJyEwvdzzl8jvtvZRGf+GjlS9xYF2BpqZXzhTUDxD23iCTW5UlTSgMUEnVpH/Pwncm5x7UijBRiYdCiBqJIkHuZMNIYnYLs8TKnZd1FwSslL+xC9OaVNfehXhkz2QDSHF67GEpPbZ9cACjtPely3Y2hCRBCILUmYE6k2fXjNK1yVwsERUbkluo+Fd7mudpWlrk+AMzukUO1s0V3akAE5qt9SQcS0wpytXWW/lgpu6wz94qhCbbgTjM/ZbtQZkE2uRKEeASCwjzghbCK6G3VoBl9cAy51/mGWJBEKP0dKO8/7SKyFWpI81c+AVg2Zrbtw7e2v4i/f+tlmLbJAmR8TZx2cijgQxzZuKKmA1L6qTc45NDOFSH3tUNKeUSRm9dCTESQf+P9oFf3Q7c0nIbmtrwf0OgkHrz5qrIVGpWVK2LqOy+5DSsA2GUNYlMckfXLYQyNMxHuUtZMa6eHIbWnICaizGIvU4Ay0Ok+k8KrBmBNZ6F7p3GUsqAiz9TGLpRcu8nK8SSyBHVpH+TmBKPM1KPZODxtM1/kedoLGCIuxsIovneMC4URm2Jo/nefRH7L+yy4xkO1U5f0InzDQsTuvDYBL9qZi5j5wavQh6rHiIgCIuuXIfWL94PIErIv7+aPIdgUr14Ue+nw2UBiq6DIaHri3jlzG7uWNatmu7W1FdPTVcSno6MDp07xD4F0Og3Lsvxv/bgalR/YvlY0kgCyPc9OJD5UG5i99Z+VKwY423ORHkkphTXNU0PEOs22n68tKErAu9x/jK9nJxJ/mE2jUbJ+ftRtRqhpwcrxln/q4tqoTcCFRJaYC4eDVBJJBDWsS7iQ+CgkK3gKiZUvBbyXw6t4u77y0fMByzXbw6E1x2cgNidcPmXIiW+uVebodCC8xBVG7jvp7pM5Og0Qdk3ZhRLEWJgJIy0LVDe4ha0xnYXteUgTWUJ0/bK6Vor1KvfSbli5KmJFRBHJz9xZ9/XUMFHccxyEEFi5IsyZHMTWJMyJDHMUgYNqiwLkrhaEbljoXtfGxUm+kbSraZcVVFt00kBrodrNl8HVLu3jRXDUsl2k0f3YXAlQJJij067olsgSIIuglsXE2oIAuZ/RR6K33uA2mJRSpH22aCDsHmNblkudEsIqiCOsi9+/Afnt+0HLPqs/XzANNUzkXuPt0cRYBNEaQkR9eBKZZ7ZX/2DZoJbFIbByewqRjcuhnR0J8JXDqwZqOgFVSjtzMeA4EVraFxAZz1VRSpF+djsKOw+7DSstaRBCKsJrWUCNMTIFpa8DYizMFnZlHXJfG6xcEcaFMUhNcXdaJiZjUFcOoLCTt/mz0gXO8YpaNhNFJiIczUtd2gsxoiL56c0NPaALOw4wnvYFD087FWdR8fEI8rsPc4scQZGR+tIDME4No3xqiGty5a4WqIt7mN3mNZiemlMZTH/3ZZefXqnQsn40//InICZjKO4+EjgPxESURbHX4JLrQ+PIvriT+xshjEY1n84181mz+iVWrFiBkydPuv+9adMm7N69Gy+88AKKxSK2b9+OF198EcuXX1kYwvVeNGhHcm0+91o3234nEkWelXiD2jbz2dbmvtm286WAmKcejcTP1xZU/vgRSXRtpypVr3H/qJeVLQSOl3KZEe3WTI4TqRJRqOnNbRfLLt+xUtRkDhzuA8tHIRHjEWaL55Q5neUbIdQIqTl6nqN+CYoc5Hz7XUi6Wlx3CSvPvLVljkJSP0LZj2qLyRiUgU5Q03Jt48zRKUcYGWa2eYYFqYcJI83xNDdRoZoO49wox69UulsQ23zjFXEh7WIZWV9zpy7ubizyPHCaxVoT4vL3pbYmFmij6a7AWepshqDIiHrGzN7AFcBBtR2kyxgaB7VsKC6qXQig2v500MD30QzkfSi9N5EScDyVVQnGhXFQ23ZFknaeoZ12kQUICWEVckczxGQMkQ3V52Hp4OlAnL2gKJAXdKD03nHWrBPCKFOCgNbf+jTM8RmU9p7k3qMs7YPSx1OwCjsPBUb1sftuCjR7lFJM/v0zsDzgh5XOI7RmMTdpij90C2DZAb6yEFIQa0AFsTUjGMkeUhB/6OZ549oW951kVAyHykANC5Qy0bLS3wn91DBLb+xtg13WoJ8dYXQRmzL6iCi41zAhBPEHNyL3yju8zV++BCKL3DPLHJuG1NYE/cRQNY69uxVScwKxe9Zzglh/aaeHkX+bJWoaQx6e9rI+EEWCdvwCrGmPUxAhiN29DlJTDMUDpzguvBiPMJ72Z+7kJmzzVXZJw/R3f4bivlN8FHt/B1JffhBKXwfKxy8gt5VnOQiKjKbP31NzH83pLNI/fjNAxYw/sNFN8Px5rFk12/fddx+OHj2K4WGmoP7a176GSCSCb3zjG9iwYQN+67d+C5Zl4fd///fncl+vv7pWyLafRjLfzbY/qn22gTYFFnhh+5rtuaCR+DnYFd5krfIj26jhROIPuLlenUj8FBIhrELqqI1UUEq5BLSAC8mCzppokXZ6mHs4UsMEITwtiJoWhJDi+lqHlvdzDYAf1RajYUbF8FTA59aX+GhOZQK2gd5r2hyfAZEllxYjxut7a9u6EQjFcYWRJwariZE+YaQQC0PpbHEmNTmORmBlGaLs6m0EAeqqgYZNcq3Kbd3LJWEyBOrO+mmgluWK8eyiBnOK8fDtdJ5DkIlAIHe3sbQ9Z1FkjE7zQrvKvosCqG7AGJ2GmIyCSKKDaoscqt3yK49cstErvneMTx01TBD4UO1i2ZmUpBnf3aYsUTKsMt52xBNgQwhid9/oNme2biD91Jt8QywQSJ3NMMfTVau4WBhEEhG97QaEVg0g9+p7Afpd3OfGYM7kgpZ8/R0IrRwIfM/89gMo7asu4OwSE3V63XYqaZD5tw8F3CBi99zEue4Etr9tX7Dpv3f9vFEAzOksQ1jPXGTHiVJQTYfUkkBo/TLoZy+C2jbUZayZ1o4PQu5rhxBWoZ+9CLukMVqac0+J3HYDygdOc24u1LQCKZHmZAZCLAJzbBpm2oljj4VZNPqSHkQ21gcdrWwBmeffhl3WoZ0c8vC0F4DIEqx0PkBDU5f1IXbveuS37WeTs0oSrixBXdGPxIO3cDai81XUsjDz5BvI7zzETXKl1iY0PX4XIuuWwrg4iczzb3PvI4Qg8ak7aiLUdqGM9JNvBKbfkQ3LucXqz2PNqtn+/Oc/j/3797sx7n19fXjqqafwpS99CXfccQeeeOIJPPnkkx8H2lxpfVBx7X5ke74DbXzRrEJsdjdf9pCz3QudEAKiSHMikKwljqz3kA46kfBFJP54Cor8oU+7mq/yPzgaRbSbE+nqg45SmI44slL1EMpAaqQsMccI93cioJbFcfD9UeJ+Oz/VRyGp1Uj7Ex/9zbgQCcEcT7OvY9swJ9LsgeOcV6HVi+oeC+3YhYCjSSVFsehQSMzxmWpipMDSF6XmBGtks0UIsZD7WdSyWWPuuRbF5jhid990RfoJapiBh6nc08pxk/1VPnLObcKM4QmAUsgdzTDGpkFLHlS7oxmCKiN6a3VbAa52pgDBcSDRhyZAbRtKXwdKx84zVDvkQbXvuvGSyJhdLKP4Dt+swrJBQlVAwJrJgURURoeyGX1AiIWrPHnNAAkpEJNRZsvY2cw1u4UdB1A+wp8bYkiF2NWM0t4TbH9FAWIyBiGsouW3Po3ykXM1g3W895F6osjEg0Ek2cqXMP3/XqwGhFAKO19CeP0yj/g4hPg9N8EYm+a80AHGtW3kqa0PTaD0/gn+PQs6EV5bf3JzNUUtC9P/9jqK7xxznwd2SYMQCSG8bingLOpYeqMK/cIYE952NsOcTMMYm2EpkQ69T+5uhRANoeyz7LRm8hBS1WNulzTAtABQ6OeZtoSIThx7Mobko7fV52lbFtLPbGd+2scuuPutDHRBTERARBGlg2f4gKiWJJp/5WHkt+xB+cQFPrhmWR+i65fPa+w9AIiObWH21XeRe+09zjJUjEWQ+MQtiN+3AVa2wBBqH6Uydve6mqJNapiY+fHWwKJOXcIoVD/vNWddVX9/P/7Lf/kvc7W5j+salv9imG9k2/I4HwDgUIIr2k62EEC1CSFzgmz7G+h6dk3UtLgRHxD0LYfPiURsSf5cWRbNVVHbDnCcG0a0eykk2SKIJHJxyLUs/2zdgHb2ou+PbPpReSgQSQBM6lJ5GIWkigSZU5kANzrk45j6UWYhGuJQaUopSj7xpJSKQR9mns3WTI55a3tSHK/EW1tZ3A0xEYE5lWFR9pTCGJ5giZEtCSaMVBUofU5i5MgUlIWeEJt0jjW3VtXuT13Wh+jGFbiSKrxzxB19VyrxyK11Ba/UtlHY5aDamg5zIg0pEWXaC5Oh2oIggBACuacN6sIudwRvTqT55semzLVEFEE1Zl8oJqKgAoF+fJAtcokH1f7lhy/9fXYd4R0ndAMUtIp7UMqEkVRmDirZIru+bQoh6tgsxsLseDr0qPi9693r3coWkH5mO8e/JaIAeUEH9OODVQcL1+rvToixCNJvvH7JfddODnGTIIAhgrX0IdPf/Rl3jlvpPJQlPZA8FLz4AxtAVBnZl3ZzqX1EFOqK2gD2PMm+yKeIEkls+J6rrfyOg8i+tMtdxFHdACEC1EVdkNpTKB84Bak1Cak9BStTgDk2g8hNS0F1A9qpYQhhFcoidj8RVBmxO9Yg7eWyg007hUTVVtZdMHc2u2FSAKNQidEwkp++o+HCNf/GXhgXJ6GfHYHlLHqZZ34rSEhBYedh7tkshFWkfuVhlPYch3ZqmHPKkRd0ILy8f16PcaUURUFxz3FkntnOhWsJiozo5jVo+txdoIaF9FNbA6m5kXVLazqPUEqRef7tQHS73NmM5Kc3fyScu37+v8FHqT4ogeQ1brZt3wU4W26Zla3hsR1S5sQSyE8jqSuOnM5yD6KaTiQ+7pnX5u16KnN0OhjR3shfm0uN5C3/5M7mmtx8/ewIZ41HdQPUprwLiWlxFpFBCgmPaosxns9NKQ2g1qGVC7gHgnFhjE+ZA2B7FmHm+AzEeMSlUCm97XUXdOZEOqDiD6+tCCNZE25nCjAm0oBAQEIqrHwJYiICqaMZtqazhtFjUWaOp0F9dn/xO9ZekfiI2jYyz+zguJpSSxLx+zfWfY92fNBdyBrDkwClDF10RIYuqt2ecryNq24Kfh61NZN1RWr6sINq93dAO3oeVq7oOocQUUDsnpsuiWpb2SKK7x/3/dGG4EG1zckMhKYY9HOjLJY9V2RodlkHiSjs9aoMua0JQjzCEgM98enZl3a5CCg7iE5YVliFdpRRlyqUNbk9hdQX70Xh7YNuM1avqGEi9zrvvS1Gw4huDrpRlI+dR9bDv6a6ASIICHvQd3VhF0IrB1B891hgghO99YaGAu/89gOBhNPY5rWBwJ25Kn1oAtPfe6W66LNtUN2E1N6E0I1LoJ8cZGjz4h5m83fiApTF3SCyBO34IGDZCC3rc+0wY/euR27rXu65aOdLgEA42poxPAmpoxnaySF3gSZ3NENqTyG6eW2AS++t8rELKLx3DOb4DIwRhzYUVqEu7WXplYfPcs9JIgpIPHIr7EIZ5eODHGghtSaZIPJzd12TjAzrwjimv+9zHhGY80jzVx4CUSRkntsRACzUgS7EHwxaTwJAfsv7gfwAMRFF0y/c83Nn8VevZtVsf/vb38amTZswNjZW89/HxsZw66234jvf+c5V7dx1V9eJz7btQ7Zny+Gz0jneiUSdG742UINGUqcRsnwx7YIic361ALOd8tbPq5r6akurFdFeR8xqF8pc8M1lU0j8qZGCACKJMCed35OyZtmboOilkFBKUT56jtuEuryPb6SHJ7kYeAAI+VxISgf4cBcxGYU5mWafoZuMP+3hqjfy3w1sKxqGurgb1DBdhb8+4hVGGoya4Xg7m6PTkD0IupUrMHtAr93fQBcit9anftTcr8NnUfa5vsTv31CXx0spRWEXa5ipYTIkOhaGXWJ8c1AbRHRQ7d42KAs6oTg8eXMyw1sx2jZLcpQqqPYUs9ujNrRTQ677DMAoYJeDauffOsAt1OyixuEf1GKUNTudh10sM/cJWWIc3mQENFtkjbMgQBlg9Kj4vdX4dH1oAtlX3uXuD0QSoQx0obzvlPt7VJrSll97FHa2iOJ7x7j9TC4bwIEDB7Bz506Ew+xY598+FFjcxe5fHxRFGiYm/8+zXCNpZQqMPlIRHssS4p+4BVY6H7Bek1qTiN5W31NbH5pA8V1e+Cl3t3K2jXNZtmawaPD9p9wpjV3SICYiCG9YDnM8DStfcvUU2qlhiKkE5JYkc/7IFqAs6HCfG+FVAzBGpjgdDjUt5urj8Z03J9IQY2FYEzMu7UGIhqAs6oayoLMhjcqcyiD74k7YhbI7iSCCwNyOZAnm6JTbgFcqsn45QisXoLjnOMrH+eCa0NI+NH3mznlbzHD7PpHGzHd+Bt3vPLKiH82/8jCkpjhyr+8JTFikliSSn72zZnJmcc9xFHznjBBSkPo5tfirV7Nqtl9++WUsX76c89r2VkdHB1auXIkXX3zxqnbueq9rRTUIINvzvJL0cryAq0G2fTSSkDI3TiS6ERD2iPWcSJwGyt0H38ONSGLg+9YTBH7USz9z+RHtXpGjXdRAdZNL8KyFUlLLCtzkYdmgmu4ig5VmTqpHIRmf4YNMEEyE9DfjYioOyeNdbWtGgOspRMKuRZ05mQYIcZ1BiCzV99b2NNTu/qxZBCKKLMSipMHWDJjDEwyxj4Vh58vM7q+71bEky3MLFWsqy8VyC4qM6MbldZM461Xm6W1ccyrGwkh88ra6r9fPXHQdXozhSRYy0smi2RmqzRBksTUJIawi5rGqy+84wNESzKmsez7oQ+OgNoXc1w79yHnHKaSCaouIP3DzJZMKzakMygf540wti/OCNsdnIDbFGW1HNxhlJKKyYyCxKHgiS5C7nVj2dUtcQSqlFOmn3+SEpKAUUksCVNOhX2BIZcXqL3zDQkQ3r0Xu9T2BAKjkQ7dg9erVWL58OQRBgDmZCfDMlb72mqLI9LPbUfY0Sna2yNBYz/kbu2MNxGQMuZ+9wz0bCCFIPHxrXecoapjIvrQrQB9JPnrbvNEAsi/vRu71Pa6jCi3rTCi4vB9CSIExPAGlpw1iU4zFsxfLUBZ2wUznYAyNQ0zG3KmVmIxB7usIULbMiTRED5JvlzQ3ObTK0xYQWt4PKRFtaLlnawbST2+DVSyjfOy8+9sqi7rZQlk3UD7O3zuU3nY0ffZO5N/cB+3Y+apGyfHkj9+3vqH94lyVlS9h+jsvo3zwTA3nkYeg9HWg+N4xFPfw0yEhoqLpiXtqWpqWTw4FbCqJIKDpc3d95OxxZ3UFnDt3DsuWLWv4miVLluDcuXOz2fx1WX6VOYCPLI3EPxKdtUAyUwD1BNoIc4Rs+znYhJD6I35fY+a/yRJV4SYWhBAuKvt6KbukBSPaG/nzehBqa5o1VpVjK8YiXHNQKWNogqOpVHixnAuJbTMHkCRblAUoJP60Ms/DGGANmL/ZVlYuCDiZcNeUQGAX2TSHUgpjbIYliHq9tet48FYaam9VRGYVGzhzbBpWrsgaQ0JAyxqkjhTEeIRFszdXKVB2SWMhLJ5tyt0tiN257ooW99r50UBTEr1jDeQ6dCtKqRt6Qw0TxsgUhIgKaprsWNm2ezyU3jYofe2uK4YxPsO5w1DLQbVlCVTTYY5NQ2yKgdo2tDMXeVS7LYnmy0G1t+7j6GB2rsiBDpUJmjkx46R+5iGEVdCiBrEpxgSoiShrtnvbmS2eh8JROnwWhV2HfY2oBHlBB4p7jrPvU7H6E0W0/vvP1g6muXmley8SRdGJyN4dFEU+dEvg9zRGppB+cmv1O5kWqGEitH5plZ7VnkLk5hUoHzoTmESF1y9zJw01j+GOAwGtS2zz2ppBOnNR5eMXMPOj16sLGNNiYUbdrQgt74d+atjRUnTCLmnQz1Vs/mwmohYFFhFOCBPQ3r0O+a18OqY5mWHuNs69h9o2zLEZiK1JaB6EWVnUw3jan9nccLKTfWkXjIk0o54416DckWJBU4Qw7rfnPBTjETT/yieQ27YP2olBTu+kLu1lHOgrnEjNpqhhYvrfXkNh9xHOvUxqa0LT5+9B5MYlKJ8YDFCZiCSi6fF7aqbR6sOTyDy3I9D7JB7ZxFGvPio1q66qVCq546t6paoqisXGPLNGdeDAAfz1X/819u3bB8MwsGTJEvzKr/wKPvWpT132NrLZLL797W/jtddew9DQEBRFQW9vLz73uc/hiSeegKrOT4LVz1tdS59talmcry8wO2SbUgork/dxtpW5cSLxh9k4VmI1X+trtgPlF0em4g3DDT6qpZ29GAh3UepEtFPD5B705nSWa67VpT01G0M/mgxKQUJK9TeizMtebk64zViAQuJrtkO+Rlo/OxI4f/0BHWUf7UNqSbpjaTtfgl0ocUhrIwpJ0efooA50QWpOwBiddnnK+uA47JIGqbWJUUnCKpSedlBKYY7NcMi8lc7DTOc5u7/QmsVX7BKRfnobH82uKmj6bP0QG2No3OWdGxcnQS0LSlcn9AtjsItalavdkoAQDXMBLAUflcGayrie9/qFKqpd3nfKdQQBHFHeI7dB6W5sg6YPjvF0GEpBLRui5zo1JzIQUjHnMxiyKSSirAm3bRZgIwpQ+jscu77VrjjO1gykf7gFVqbAfYbc28YoSc75WfGQj9+/AUpPGyb/8XluP8VYBNHbV0PXdfz3//7fYZom/uDxLwfi3iO3rAyggpRSTPyfZzjBmp3OIbR2MURnokAIQfwTm2CXdOS28E2nGI8gdte6+sdweBLFd3z0ka75o49YuSKm/t+LKB8fdG3+7LIOMRVHaMNyh1NvIuw4BGnHLzCbv2gI2tHzoLqB0MoBdwISvX01iu/w4li7UHLCoTwhUMOTkDpT0E8Ou7QfuSMFuSOF6J1r697TAKD47jGUj52HMTzhLkrEWJhN6QhByZMaCrB7ZNMT90I7MQzt5BDHgVZ62xFa1o/EJ2+f9wk4pRTpn76N/Jb3uYW/mIgi+ehtzLHm4iQyP30r2Dg/emvNBRrz0n4j6FSyea3rsvRRq1l1Vd3d3ZeMYt+3bx86O2e3Otm9ezd+/dd/HbIs45Of/CTi8TheeeUVfOMb38Dw8DB++7d/+5LbyGazePzxxzE4OIgNGzbgS1/6EnRdx7Zt2/Cnf/qnePXVV/Htb38bwodF5VoT2b5GH30NkW0/pQJAQ6/WekXLOnOY8NFI5gTZ9jXQ9cSR1LTc8ITq38yar62UdJ3ytfXTPEKnLOioe57p50fdc5IaJuxcEZKnYazF16aUMrET/0dQrUoJIqIA2LbbqPkpJMbgOOepC8B9WFfK34zL3a0cRcP0xzoDnO+6OToNIaS4FAipKVYXxTHGpgPq/IqtV9GxiLOmc7BmsiCiCBJWYM3kIHe3QGpLwsoytLtynKllQx+e4DQTYksC8XuCgSeNyphMo+ALlgnftKyhIMxFtU2LodqqAmrZrGGxbHcf5d52KD1t7jExRqe5RZTrniKJsEsazPEZSKk4qGFCPzfKodpyRzOav/Jgw+9CKUXuDf5ZVrHyq5RdLIPI3lj2HEgkBFooQ2xNwMoUXOqL3NkMKRXnPIHzb+7lrf4oZeFb7UnkXmShL0QUISajEOMRtPzaoyjsOhzkYN93EwRFhlEo4P/7//4/AMBvJFcg7HlQiMkYR7/x7kPFVrDynYR4FMrC6nQpvH4ZlJ5W5pbim6YkPnFL3XOEmlbQfUQUkPzk/NBHKKVI/3gr8m8fdCcOdiUlcs0iEN2EOe3Y/EVD0J1ph9TFKEvmdBZSR7OLuKsLu2AVyzBGq6nY1LJhZYtcGI05kXbtOyt+2kKE8bTVRd2NueyDY8hv3QtzJgejQj2RRLbYJywy3sp6klyd4BoiiygfPcdZpoqpONRlvWh6/K5rAtzkt+1D5vm3OGqlEFIQv+cmJD+zGVa2gJmntgYb5ztvDCTqAoyOkv7RlgBoEV6zqGbK6UelZnUl3HvvvdizZw+eeuqpmv/+5JNPYs+ePbj33nuveNumaeKP//iPQQjB9773PfzZn/0Z/vAP/xDPPvssli5dir/+67++LHrKD3/4QwwODuJXf/VX8f3vfx9/+Id/iD/5kz/BCy+8gDVr1mDXrl3Ys2fPJbdzzerDRCOZR59tK8eLI4kocHZul72dTNXiCfB6bF89Z/tyxZHmVIYPT6E0kDoJnf9v+Trka1PbDtjxqYvq84PLXgrJTI7ZbTnNmKDINZtTY3iCoycxhIhwnHrqUBUqzXFoxYKGFBK5PcUhhLZmcPsGAKFVA9w5UPLxfoWQWk2zMy2YkxluwRVygmlqlT8tUIxFoC7thV3SXDcU4+Ik7HwZQjzM7P4kEUpvOyAIMEYmuWbBmsmxeGq7avcXWtaPyBXa/WV++ha3aGaj4gao9siUG2ZkjEyBmhbk7lYYI5Nsn8MOqp2KQ4yzWPHKMcm/FUS1Red61M8zy0Oprx2lg6dhl7UqV1uWkPjMnZAvQdnSjg9yCxpvM+9+5kwOCCswx2fY/cu2QQQCElZgl3UI0UqATRcLsLnnJvf95nQW6We3B+4L6pIeaAfPuk2tmIoBhCD1xftBDROFXXw8eD0Otj+6PfHgxsAi1swWMPX/XqrybJ3k3fDGFe5xriDX5RODgUCn0MqBhqmbNekjd944b/SRwq7DSD+7A9YMa07ZM4BAHuiA3NMG/ewIpOYE5O5Wlso4kYaytBd2oQz93AhrkB0bTCESgrq8P+AJbo5Nc65RdrEMWtJARMFNp3V52k1xJB+rjzBbuSIyz+yAVSxDOzHo3i9Cy/shKDLMyUxgUR1aOYDIhuUo7jnBCyLDKkLL+pB87A4uJ2C+qnToDGZ+uIUPrRJFRG5eidQvPgBYNtJPbg2kQofXLEL09uDigwU6bQ0IzNVF3dfEtvCDrFk127/5m7+JtrY2/Mmf/Al++Zd/GX//93+PZ555Bn//93+Pr371q/jmN7+J9vZ2fO1rX7vibe/atQsXLlzAY489hlWrqn6MsVgMv/M7vwPTNPGTn/zkktsZHGRoyN133839XVEU3HHHHQCAqampwPuux7q2yLbf9i88qwvMSucZ57CSnqXIIIIwNx7bAdu/y41pVwI2f3bZF/l+HSLbxsh0kHqxuDZfm1IK3WP5Z05lucWOMtBZk9JTPso3CNS0IERUD4WEssasJVmlkCzv517vt54KrRrg/ls7OcgLxgQBoRULYDnuEtS2UfaJGcVk1KU6mZMZFqbjnANEEOqOTG2tRmLkuiUggoDSgdPMIaFYZg9pSiFGw7DzRQjxMKSuFtiaDjiCyUqZY9Mcqi1EQ4jds+6KXAysXBF5H8UgtLy/ZiNYqQoKTi0bxvAE41qDTR2oF9Xua4fc1ep6rxsXJznuPjUtxq+VRNj5ksNHT4CWdBjnxxhIUEG1u1rQ/KX7Gn4XalnIv8mj2ox7Xb2HWOk8EFZhnBsFLBt2tsD8tEsaSNQJsAmrEJMxSC0JKP0djBfsVPq5HW5zxj7AZl7gDpoJsPuGEAlBXdiF+KduR+6Vdy+Lg+2v0LK+mk3x9P97iaO7WTM5qEv7ICU9ntoP3gzYNnI/80Wyh1UkHqhv5agPTwYCb+TOlnmjjxgjU5j+l5dZoBDAXGk0A1JbEpF1S6GdHGKI8dJeUM2AdnKI2ekJArTjFwAQ5i7kuGLE71mH/Jv7uM8wx9OMOui8hloWjItTENubuMZXWdwDMR5B8jOb6/ppU8tC5tkdMLMFTtyo9HewsKmSBs3n7CF3NCP5C3ez8KOj56qCSNERRN67nnHN57n086OY+peXoF/wuM4RgtCahWj+lYchhFWkn94WeA6qA101G2dqWcg8sz1gJSl3ttR1Kvko1ay6qubmZnznO9/BH/zBH+Cdd97BO++8A0KIexKuXbsWf/mXf4nm5qCI6VL1zjvsYt+8eXPg3ypNcuU1jWrpUjZu3b59O26//Xb374Zh4O2330YoFMJNN910xfs3b1XL9e9aIds+9HVem+25CrTJ5HnbP8dT92qtgqhtBzy2pXrN9oRPHKlI/LG0KSgBiGfMez022/pp/mEitTXVTdA0Lk5VeaU2ZWEbHtcStVbyWA0KCSEEdll3aSFEFBmFxEGqxUSUo5BoZy4GRucBFxKft7aysAtCNAQrw84D/dxogIbitXmrCPkqqnxlcXfd87V86AyfGCkICK9dAmrbLh3AtfuLqLCdhafc3QYhpEA/Pwqpk0e19ZFJbrGgLOpG7ArFVdmXdnEJb0Qg7EFZ515ljM+4NBBzZBLUtKD0d8IcnmRUBudYiMkYxEQUsTtWV1HtAFc7C7G1wtVmDYDc186Eh5rhCq2JIqHp87VFWd4q7T3JfReqmwyxrlAfKIWVLTi/cYFN0whbNAixMGieiSIFQYC6sItxnu/b4O6/dmoI+S3vc84NRBCgLOlB4e1DbKFREUUKAlp/+7MwTgwFhImRjSu4CYvfWhRgE5/4A8HE5uL+U8i9UV0c2SUNRJERWlU9t0MrFiC0rA+Z598OhJDE799QV1NDDRPZF96+ZvQRWzcw9Z2XUNp7wj0GdlGDGI8gsn6Z6zYSXr0IRGLpi1JbE8RUHNqJQRbHvoQJGS3LQmTjchT3neJF1fkSABZQBDiC5gtjkHtaoR2vLrblzmbI7SnE7rqRTZLqVG7L+9AGx6CfHnbFjVIqDqWvHdS0UDpylltYidEwUl/9BIq7DqN87AI3QVKX9SJy09JrQrUwJzOY+vaLzgKlWuribqR++WFI7SlkX9jJN+Jg9/ZajTOlFNmXdwcEv1JTDE2f/+h4aTeqWXdVAwMDePLJJ3Hw4EEcOHAAuVwO8Xgca9euxZo1sz8ZKhSRBQuCVljJZBKpVArnz58P/Ju/nnjiCTz77LP453/+Zxw6dAirV6+GYRjYvn07MpkM/uqv/qqudSFQxx1kHsurQPbuw3zvB7Vt7mIHAMjivH1uwIkkGprVZ5mZPCcmYeiQynx3r2LfzXQ+cDzEVKLmNv22f4HFkSyCeLYlREPsIf0B+anXq8r+zNd+lf187YXddT9LO1G9uZuZPPNOr9CMCKn5Xn1ovAaFBEEKiSxBcNA8dTlDhirb8sdny73tTADn/LuVLUI7N8q9Jkgh8Xtrx1xKkpUvwcoVOdQzvHZJzeNAKXU52ZVSlvRAiIdZcpwz1TEHx2HrBuRUHFaehavI3S2glg1zJoewR6xljM/AznpQbUVmQrq+9sv+3e2ShszLu/n9WtCJyMYVdbdRiVenlgV9eJJNJQhrnKhpQ4iwR5DS3wGpoxnyIvb76sMT3IOZGiYo2KLJyhYY77Y1CStXhDE0zpxDnMtP6W1H8vG7G34vu6wj/5Yv+r1Q4uwljbEZt1Gjhgm7UGLWiiUNQjwCapYgqDIL4ImFod6wEFJHit23TQvT/7aFm5JRy4bc08rsJR3BrBANgygSC0FZ3IOpf/wpt09CPILIHau571LwWasBQGTzGkYl8rzOLuuY/D/PVBdYNoWVKSB2141uMySEFMTu34DyyaGAxaSyqBuq7xz3Vm7r3sAUMHrHGoityXm5l2Rf2Incax6bv5LGbP6W9YGoCvTzY5Admz/9PJtEKAOdMMfY8ZZak25iq9zVCmrbPIXIMGHOZCF7mmdzdBpCIgrj4mQ13TMWZsdmSQ/Ct6ys+11LB0+juOc4zNFpV9wohBSoy/pcMTYn8JclJD53J/SzIygfv8AhxkpfB0LL+xF/lFlrzuczxMqXMPn/XkBx30luoSj3tKL5yw9BWdSNwrb9KPnAByEWRtPn7wFR5cD+5bftD1LswiqST9w76x7gw1SXM52/aghzzZo1V9Vc+yufZ1yeeLw2KhGLxTA6Olrz37wVCoXw3e9+F9/85jfx3HPPuWi4IAj48pe/jPXr1zd8fyaTuWYngCiKkEBgOuK6yv9qmoZyvvr3+fhc0aKB7WuWiXI+P+efGwqFUJ7JctuVFAnlchnlclA42Wg7+nQGVkmrNoqKBCEeRblchqZps/rtZFmGdXGC2z8SVqGLgJ7NwnYWRIIgQFEUlEcmYTmvFQQBMAxYllWNnBYIqG2775NTsavav/muTOYSzipXWJIkQSgbKA/zbgnobUGhUIBheNwsnGOaP3YOlmlCEAQYk8wBwnaOodTdAl0ENM+1GQqFUDh42v3NBEGArRsQ4xEYx9OglIJQCurYN1JKGe1joBOFQoH9VhZF4eh5DjFUl3ShVCpB0zSoqoryvuMwPftLFBm0rxX5fB6iKKI4k0HhyDl3G4IgQFBE2M5/G6NTgCBASMVhWRZINAS7O4VcLufSUABGc7MuTqLsG7VGVi2AYRjI7D4E27Zhjk3DTOcZdUISQIsapIFOCE0x1iQ635VSCjtfYtxuD79X7mtDdPNa93y8VEWjUeReeQfGWFVEBkIQ+9QdMGwLxTQvFFYUBfZ0DvnDZyEQwj5fNyD3tbNAnUIZQog9lMVkDCQehrxxmbsv2S17uN/UmEhDamuCbdsu/1vqbkVhxwEWKuOi2jKSX7gXCCs17+GEEOaUtf0A9FzB/RstaaAica9VWDZL3jQtWMUy421LImzNYOE52QLj/osCpL422AKBvGkFCoUCZFlGaddhFPed4FFfRYLU04ZcZcEiCBCSUQjRMFK/8Ulkt+2F7juOsc2roVkmtHQBiqKA5krIbt/v/rtpWqAdMQg3LHDPJUEQEIlEMP2vP4PmII+EEJjpHJS+NkhtTe6xTdy1ERYopl94C7b3vqfIUO65EaVSCbquc/ukqirMwXFkd/O8cqmrBcKNi5Cf42dHKBSCdeoipn/4utu0UsMEtWwove1QlvZBO3IWJBqC3N8OYyYL/eIkwjcugV1kwTFEkSEv6oZt2xBUBerKfjZ1oNRtlIyhCcg9re45YBfKsDUdgihAd5pyIomQl/aCNMWg3L8exWKRu49Vjo81NoP8S7thpnNuZgARBCjL+0HBPOetbKHqCkQIIrevBpElFN89Bs2bENmcgLSkG5FP3Y6yZUBP8xkQc1WyLEMGwcx3X0Fh52HYnimY1JJA4rN3Qlm3BIX3jyO/Yz/3XiJLiD52G3RZgJZOA/A8J/eeRGH7Pv71kojIY7fBCMsoXMNea74qlbr0xHpO+QKDg4PYuXMnVFXFgw8+iEjkg0v/mZ6exu/8zu9genoa//AP/4D169dD0zRs2bIFf/7nf46tW7fixz/+MZLJ2iKDen+fr7J1A5IkwTRNSBL7WULhEMRY7XH7XJWVLbqfV6lwPMaFOcxllTST+7xQcxKhUAih0JXZ/xXyZUA3qwKfcAhCU2xW2+K2Wyhz+yd3NNfcJjVMkILGHzvDgsiNz9hIuuJ4E+lpv+r9m4+ilCKTySCZTM65QKV0+hR3jIgqI7aopyY/z5zJgWTY+UgphT2TQ2jlAta4CgJiKxcGjh+lFLmzo9xnUEFgzVOxzISzogDYFHJ7EwRBgNwUQ2xht/tdSwdPQyQEqGxDIEisWQIhHEI4zNDCwvEh7jPCqxchHI8xhKpcBj1xMbANFDQIgsCcDSYzkNubIDoUrehNyxGuc3/MHBnkPktsiiO2rB/WTA50aBKEENcrW2yOsxCXsAqlrwOEEFjjaYRWVePjjfEZLsSGiCLC65YisnoRiCxd0sYVYBzywku7uPND6WlD4u51TLSqBAMrMq+9D0kUGdJ+cQqCLEEQBZi6yTj1DqKlLuiE0tGM+A2LQAiBPjgOenHKPQa2ZkAQBIiyBHMmx9xp2ppgTWdhjkwxUaSzW+rCLqQ+cycESap7D7eyRZj7z3DH2NRMyB66mD48CaklifKhM8z5qKxDjEdAdQMUFESRmBi1rwNiSEX09jWItLIHrpUrIvf0dhaw4hwvatlQF3ZDO1wVRUpNMRBRQOpL94HoJrR9/LWiLOxCYs0SEELc8zD9wm54rxxJltDyyTsg+86l8olB5D2/F3WmPeF1y5jXvyRBGehCbN0y5F7aBaFsQPB8duKhWxBuYyiw/zlul3UUXn+fv64lEc2fuRPSPDzzrUwek//yIuPvU8roeWUdYnMCoQ3LYTiLr/CKBSAWhX5yGOriHgiK7HrBh1YsgOhQFWJ33ojc9v3cvdoYmYLc1uS+hhomzLEZSF3NKB844x7H0LI+yIkYUo/fDbmpNr3QLpQx9eJu0LIO4wSj0BFCoC7thRhWYUykYTrOJ+52V/Qjsm4p8tv2QT815P5diKgIrVyA5sfvhtJe+/eYq6K2jfRTW1Hatp9pETzi2eQnb0fyoVugnRpG/rU9/HNPIGh6/G6oC5jWwns/KR87D237Qf71hKDpc3e5IvnLuf98FGpWzfY//MM/4KmnnsKTTz7p3tB2796N3/7t33YRym9961v44Q9/eMVNa8xpLnO5XM1/z+fzdVFvb/35n/859u7di2effRYrVjC1fTwexxe+8AVYloX/+l//K/7lX/4F//E//sea77/Wqthan0cImf/9qMX/U+V5+1zqUy0LsSsXSFJKYWeL7gMEAISQ7FIErmbf/YE2UkvtBtScznEOMtSyQGzK+2obJmf7Jnc0f6jV1vNxvuk+jp66sJt7qHOv9Yjh7FwRBDynP7SsLxjUMTwJO8dTSIhA+CAbi0JQZdepJrR8AWf5qfnElepixut0P+PiVIDHH/a4iBBCAiN4sSnuvsecyoCaljvCJoQgsm5JzWNtF8oclQYAIuuXQRAEFBx3EmsmxygyAgEJq7BGpiG1NUHuSMHOFCBEq3Z/tqbDuDjFXXdSRwqJ+zdeEU+ysOMAjIs82p789GaIarDJBirx6ux7mGPToIYJpbcN5sg07ELZ9dUWm2IQk1HENq9lCxNKg77ak2mXf26cH2Vx7t0tDJk0qymPQlhF8y8/zP12Nb/LWwe4KYaVKUAIV7+HXdYBwigE1DBhpVmAjV3SIDYnYGfyENuamJ95dyukphhit97g/p65l3dDP+uZvlo22ydVrooiFRlCLAxloBOJT29G5vuvuQmjgOMR/tAt3HlaPnoO+pmLUCUFL/3Of4NpmWhavzLgY0wNE5N/93Q1P8HJJIjcssq1ihMUGclHNsE4NxoY76sLuxC+sfb5CQD5N97nFm8AEL/nJshOIupcFrVtzPzbFhR3HXXpMHapDCESQmTdEtBcAVa+iNDSPgghBeUj5yA1xSC1NVV52gNdbv5CZN1SlA+fhVWuAiVWtgAiCq4FLaUU+vlRyD1tTKBYmUz2tEFqSSLx8C1QPHoIbn8tC5nndsDK5KEdO1/14u5uhdzWBGsm7y4OKiW3p5D41B0obNvPPMA9jjihFQuQePAWqAtrC8rnsnKv70H2hZ0cJU8IKYjftwGpx++GMTKN7HNvBZzTEg/dglANYa52bgTZ598Ovv4Tt1wTgeeHrWalYtiyZQs6Ojq4Rvov/uIvYNs2vv71r+MXf/EXce7cOXznO9+54m0PDAwAQE1ediaTwczMTE0+t7/efPNNNDU1uY22t2699VYAwOHDhwP/9oHVBySQDATaCMK8qoJtn/XfrDy2SxrjfHrSI4mquKmAV1PW5dr++fjagihyjTY1rcBPer3FtFPLYtxJT9VzIQHAqfKtqSwTjrlJgE01ra40n00ZDIt54TqcWNg2KCjEVo8LiSfIxsqXqs4GToV9zhplHxdbak5wqZLmZAbGiM/ZyBstPjoNMRp2xZDKQGddgWjp4GneiUISEV6zCLZuuJxwY4h5ZQvRMGhJB0QBSn87iCzBGJ6A3OWJn784BTPjDbEhCK9ehMhNjROAua9iMhcB76hXbk8hfl99Kl7+rYPs9bYNY2iCcbUdig81TLfpk/vaIXU0u1x2/dwoJ7qySxrzEBdZLLmVL0HqaIYxMgVzPO027QBDLxOfuKXhdzHGpvlYdkpZQI3HTcIcmYSYjFbdW0yLWZSqMqimM4BAEJhrikAQu3e965CjD44h89KugIhRWd6L8p7j7m9bEUW2/fvPQT98LuDNHr31Bs4lxi5pyL3GrGpFQcC6vkVYv/wGJO/bEPiOMz/e6jb1AFtMSB3NkD1NeeyuG0FCKrI+Dr6gyEg8cmvdRrt8cgglX2iTsqATYY+v+FxWfts+ZH66w/V4pmUdEAQWb56KwxiehNzWBKkjBX1oAramQ1ncXeVpp+Lu95Y7HT2Dx8aO6ibsdIGLYzeHJiC2JKFfGK1aMyaiUBZ0ILJuacPQldyW96GdH4V+arjK8U5GmZd3roTyqUE+ITIaRtMX70Pp3WMoHz3v6k0IIVCX9yO6aRUiG+fn2Hor/85RzDz5BsfBJ7KE6G2rkfrFB2BlC0j/ZGvgvI7dsQaRdUsD2zNGppD5ybaA/il21401X3891Kya7cHBQSxZssT975GRERw+fBi/9Eu/hN/5nd/BN7/5Tdx222145ZVXrnjbN9/MFNU7duwI/Ntbb70FALjllsY3VADQdR35fD7ANwMYxQRAzdHnB1Y1OUvXoNn28c3m02Ob2nbAj1O4BApVqyzHo9N7YyJqFdm+mvKnR9Z1IvEF31CfHR2RJUZfcEpQZC785HooY2gi4C+s1EFo7GIZxlC14TCnMpzlYi0khFIasOuDwLblnmeCwMbmjuevlIpD7q6iUuWj57kmUlBkzvGEGmYgnj28ZhHXjGg+oRBR5Oo5WizDyha4BMzwjbUfNtS2UfR5a4dWLoAQVlE+dJaFOBUcuz+bQoiFYOeKEONhyN2tzAvYpq57BLVsGKNToB5HAzGVaOgwUasKuw5Dv8AvSBKP3FaXasZQbbYIMkanGVe7sxnm6DTsQsn11RZTceZAsnmt62YVsGGbyEBsbwIohX5hjCGQHU0oHzjDeLAOgi/Gwmj5d482ROsppcg5PF13+1NZ7r5hZQpAWIV+fpzxtTMFkEiIiSJjYdCyARIJQWqKQ2pOQB3ochcK1LIw/cMt1YUe2PkjdaRgTWRcvrEYCzM61ea1UBd2IeeLCJdScUR9LjG5N94P3Duj96933VwqpV0YRebHb1Y/XzcAw0R443L3nFV62hBevwz5re9zQSUAELv3prpZBXaxXOWbOyWoMpKP1m/Or6a0cyOY+peXYAw7IkYnXl7uSCG0eiH00xfZdGFJL6xMHsbQONRl/bBLOvQzF9m17Pw2QkiBurzPXbBWzjdjeAJST4u7/+Z0lmkdimX3Hk9kCeryfijdbYg3sEEsHTrDBJEjU1VBpCojtGIBaNlg3G0PuEVkCYnH74R+ehjlo+e530IZ6ET4hoVIfGL+vafLxy5g5rs/4wADIrDpW8uvPgIAmPnRG8EQmrWLEd28NrA9czqLmSff4NyUACCyYXnD4J+Pes2q2c5ms0gkqg/CPXv2gBCC++6r+pquWrUKFy9erPX2hnXbbbehr68Pzz//PI4erca/5vN5/N3f/R0kScLnPvc59+/T09M4ffq020BXav369TBNE3/3d3/H/V3XdfdvmzZtuuL9+6gVNfiV6nynR/qFELOx/rMyBSaQqXhsO7QX4SoDbViTxt9Q6qVH+pFt4hdi+Zpvqa1pXuywPsylefyyAeYAUG+SoZ2pxrnb+RKoYXLor1qj2TaGJzmrPTfIxtPswLR5CsmqgYZBNuqyPu4aKJ8c5FNKCUHIkypJLQu6bxtCSHEXz8bYNIgouNZtQiQEdWntQB/97EggNTC8bhlzJ3mfOVDoFydh5YsgYZbASC3H7i8SYiifZyFhjkzCnMnxITYrGFp2uUVtG+mfvMm5EkjNCSQeqX/vLLzNUG1qsSh55kDioNq6yfzowYJapK4WKM60Qzs+yHnw2oUS40YLAnNTKZYhd7VAPzcCczoL4myHEILITcsQq/Hg95Z2coibtFDTAmy72qBTCmsqzRxPMnn2WxCw18QisHNFCE3M6k9Z1AUiCIg/sNE9nwrvHOMjyykFEQXIve0o7WOLKCIKjDoTDaPlNz/tNNH8PSf+4M3c/UM/P8qhybpp4u+P7MDf/PRHHJhELQuTf/MT160DlNHiQuuWViPZRQGJR26FfmEssLBTFnQiXAd1pJQi+8q7NawBN9ad0lxNWfkSpv7v8ygfPMvOX0oZjScZRXjDCpbCaFkILe8HLBva8UEoA50QQgqzq6MU6op+91qO3nqDm2IKwNE9jEPqSLmTXLukwZpMQ4xH3GlX5ZqRmmJo+tydNT3+AYbkZl/eDSudd9MeKz781KbQzl3kMiYIIYjdexOgmSgfPc8Jj+WOFNQVC9D0+N11P2+uSh8cw9Q/Px8MHVuxAC3/7pMQYhGkn3ojcF9SFnUj8Ymg93s1HZJfGIZWLED8/g3zvnD4MNesOqvW1lYMD1cfpG+99RYURcGNN97o/k3TtFkdWEmS8Gd/9mf4jd/4DfzSL/0SHnvsMcRiMbzyyisYGhrC7//+72PhwurD7nvf+x7+5m/+Br/7u7+Lr3/96+7fv/GNb2Dv3r341re+hbfeessVSO7YsQODg4O44YYb8MQTT8zm689PfUBx7QEayTWMaieEQIjMJj0yz/G1iaow/mr86oQWfhsrIgp1qSn+SHdq2vzv5fs5rzcKCYCAp2pDCoknktucykB0xGMAQ/pq+ZP7PWBhWCCxUHXqYFqgogDJwyX1BtWY01kYI77kNl+QTdnHZ1UGOjnkTzs5BLuocTz0iusHtW2Y48xyrPLQDK9ZVJem5bf7kzubIXe3wLgwxgJxDBPG4DiobkJqisPKMSs6pbcNtm4wa8ElTiNPKYyxGT7EJhZG/J71dalR9fbJS0kAgPiDG+sumsypjBswZI5MVbnaDiWDONd7BdUO3ca4ztS2kfe4bLBtZSH3tTMqyvkxlv7ZnEBhJ6P/Edmxr0tE0PLrjzWkv1HLQv4NHkFmvt3VxbQxPgOhKQ79zEVQnU0RhGiI6QBiYcBkCwWpq4VxhtcvcycmVrYYaDKoYSG0op95pjv3KzEZAwQBqS/eDzubD/ClQ8v7oS7q9mzDDFA9LIngv3737wEAv/d7vwdVZcc08/xOLtzJyuQhtiU5n/roHWsgxMKY+dEWbpuMPlIfRS0fORdIllSX9CC0ZlHN119NUUqRfnILctv3ueioXdQghBS20NV0WNkCE0FGQygdPgshHoHY0QztxJDD065ep+Ebl7IgKI+7hjmZccOEADYF0s+NQOntYN7XleCagU43IbLeosLKl5D+yZuw8iUu9EZd0gMSUqAPTwZSidU1i6D2d6Cw8zBHYxMTUagrFiD1+XtmRbG8kjInM5j8x+eDv+tAJ1p/9VHI3a1IP7WVi7EH2LMs+ZnNgevNLutI/2hLIB1SWdDJEjavM7DJX7P69mvWrMHrr7+OrVu3YufOnXj55Zdxyy23cLSMoaEhtLfXN3tvVLfeeiu+//3vY8OGDXjppZfw/e9/H01NTfjLv/xL/Pt//+8vaxsrV67ET37yEzz++OOYnJzE9773PTz99NMIh8P4+te/ju9973vuTepDUR+Q9Q31WTTNJ43EDnhsh2d1AVrZAu+xHVIgJqJXfTH7b4hic6LmNm3d4G4olFKOPw4EUzmvtzAbcyYXTBZbVLvZpqbFPXDMqSzE5moTpNYQRtakkBCAFsrVkAqBcBQSubOZ4337UyeFSIhrTKxsMcDn9jcXpf08f1UIq+4C1prKOjSCKtocvnEJapU5k4Pu8yMPr1sKQgiKjq+yMTYDK5NnC2JJBC1pbmiHOToNuT3l8tKN8TSMibQ7/QGY8DN6x+WPcSmlSD+1lQ/dSESR/NQddd9TePtQFdUenmAPZEJgaxWudhXVlnvbIPWzZ0T50FnufLGyBeabTwiMi1OMitLThvKJQfZvDn2CCAKid6xB+KbGPNDinhNcgI1d0gBJcBd01LJBixqzeyvrLArctfqLgmaLzKJQlqD0tUOIhLgReuaFt6GdqS5KqGlBiIVAJRG6E1IjqEwUqS7uQfyx25D1pzWqcoCmkH/rILffAHPT8JcxOo2ZH7xatULVDVDNQGTjSvfakTubEd20Crkte4L0kbvX1Q0BsjJ55F7x7WtEReLh+aGPFN4+hJmfbHOpWFQzAALI/R2QOlugD01AakmyKcfgOGhZh7qkB9botJsqWvHKlrtaYBeKHJBiF8uw8yX3nkwphX72IuSuVminh9x7t9TWBKm7FdHNa6Eurj2NoqaFzNPbYKZzjJJWCb3pboXU2gRzMgPTx8dXetsRv/smFN/3RbGrCtQV/Wj69GbIHVceCHglZeWKmPzn51Haf4r30u5qQerLD0FduQDZF3a6NpuVEptiiH/uzgBdixoma8w9fHiAnXPXAqH/eahZdVZf+9rXsHXrVrfxJYRw0ez5fB67d+/Gww8/POsdW7t2Lf7xH//xkq/7+te/ziHa3hoYGMD//J//c9b78IHXByGQnEdk25qz9MiCTxwpz8ko83LFkf7Xoawz+zGnqGUzWonnBiNfZ8227kNDhUgIUldtBb9+fpRDsGhJ48Rh6rL+wHuMi1Ncw2CXNIAQmBPOzd5p+MRICIIjTAyt8tA/KA1Eq4dWLuAWV+XDZ3g+tyojtLRKZzHTObeRqr6o+n5jbBpCNOQ6ISj9HXXPqdL7vCezEFIQWjXAfHpPDrlJdrSsQ2yKwc4XQSLM7q8i+vJSAMyxaVAvqh1SENm8hhN2XqpKh88FFiSxe26q25SZ01mXlmM6aZVydyvjbeeLIA6KKHm42jYhoKYVTIucyUHu7wA1TOhD4xAUGSQaYg4nguBeW2Iqjtbf+FTDps8ult1wHfdvmQJEz7TJGJqA0JyAduRc1V85GmbTEcsGCSvM6q+/A0SWELt7ndvwa+dGkH15Ny9spRTK8n6U3joIalMnKTIBIopo+93HUdp1ODBJi919E5coaozP8LQUML614luwUdvG+F8/Vb2/VugjaxdDdLj5RBSQePQ2aGdGagsc19cWzFLbRuaFnQHtReKhTfOCvOpD45j65xeqEfeWBaobkDqaEVq7CPqpi4x/vbQXVjoPY2gCoTWLYJc06GdHIKhVzYUQUiB3t7qLVcDRMQxPQl5YXVSbo1MQomGYEzPuMRSiIYbcL+tD9PbaC1RGrXkH2tA4m3A5NBExGWVhOtMZlgbqua7FRBTJz96J0rtHWahNhQopClBXLkDigY2MGjOPZWsGpr/zMoq7jnCLcaklgdQT9yKyaRXyr+9ByU+Pi6hoeuJeGGFfo21ZSD+zHfoQn6fA0iHvdcXQ13vNqrO64YYb8KMf/QjPPvssAOATn/gE1q1b5/77sWPHcPvtt+Oxxx6bk528LqoWi+SaNNvXMKq94Lf9m53ftOVLjyQhhUt+m21dvjgyzf9BIFyTRQjhLP+IIHBxy9dD1aKQ1DufNY/lnzmVgRCPuBMWMR7heMjue3yjT6oZEJJRl0JCTQuQRJdCwriXVRcSY3gigBj6m/HAiH/lAHd9+FFtIgjuA9culmGl8xyaXw/VtnUDpQOnuL+F1yyGoMgobD/Agnimsgz5JQQkwuz+5K4WSO0pmBNpNoVxGlBrJgdzfIYTKCkLOpG4+6bLvqcwVPsN7mEsRkNo+txddd/jotqmkxYpiizYSTdATcttJOX+DigLOqEs6ISmaSjtPcktnKzpLIRElHluD02wGPpFHdCPnHNcWKoNZPzBjTVtx7yVf+sgd7+wMnkQBzUH4HKmrTGP1Z+qgJYdq79sAWJ7CmIszKg9nS0IOxMOalqY+cFrHCpPDRNyVyvM4Ul3AibEWFJk/KGNkFIJZJ7Zzu2j3N3KofPUtpF9aTfnXFHhW2u+3zD7wk6UPQ20lclDTMU5oW/0jjUQY2Gkf+ijj1xC4Fh852ggkju8ZhFCK+a+IbRLGib/8XmUDpyq8rSLGsREBOENK2AOTQKmBXXVAGDZKB+/wHjaqoLSfsY/V5cvcK/RyPplLuWoUsa5Uch97aDO97WyBUYXioRgjLGFesVyT25LIfnJ2+sfm/eOo3TgNIwL4+59RwgpCK1YADtbZKiwN0FYldH0ubtQPnQGpSPnuHNSXdqH2C0r511ASC0LMz98Hbk393H3BzEeQfJTmxF/YCOK7xxF4b1j3PsERUbq8/dCak6gkMm43tjUtpF5fmeAaibGImj60v3zToX5eapZd1YrVqyoaasHABs3bsTGjfVVux/Xh6e8D1NgnpttH41EjF25OT+lLHKYlj3pgyprtq82hcrPw64rjhzjR2UgPNWEyBJnkSS2JOb1uH7YytaNwAO6EmDgL2rbKHv42tZUBqKHY305FBJKKXsw50vVBxhxXEjaHApJf4eLMAMINNJSS5Jr6o3hyQDyGFpdpZBQy+IaHICljVKn2TZGp9kiy5loCBG1LmJVcRpxt0MIwhuWwdaqTbg+NF7lEBc1EFmEsqADEAjMi5OsAans+9g0JxwlkojIplVc83Wp0k4MuoEglYpuXgu5zqLRnMqg7LiyGBcdVLurxUG1qw2ylIpDjEcQu5NRMKyyjsLOqnANlMLKFRmqrekwRiYZgiyJ0E5fZDztCpe/LYWWX/tkw+9hTmZQ8goBKWVpm13e33oCYmsS5cNjrOm3bUCQ2O9Z1NzGX1nUDRDCRJHO4rqw8xCHnDJRpAipqxm5V94FwEKExGQMUnMCzb/6KLJPb+dRcEFA4mGeL11873hATxC99QZIrUloherCxBidQvp7r/D0kbKOyF03Bugjmed3XpHA0RidDvDoxWQM8Qdurn2wr6IopZj58Vbk33jfvRbsogaiyFBXLQQMnWkSBrogxsIoHTwDMRmF2NmM8pFzsDUD6sKqn3b4xiUo7jvFPROMi5MQmuMQQgosy4KtGSw1srvVPXcBQF3aCykZQ9PjdwfcXiqlnR1BfssemBNp6INOSqcoILRyAaimM8G395oWBcQfuhnG+AzKR87xziMLOhFes7ih5eJcFKUUmWd3IPvybk5bIIRVJB66GU2fvRPlQ2eR27qXex8RBCQ/dxfk7lY3lbayvdxr7wXcmoSwitQX76s7Abte6/pmrH+Iqmaj+EEIJOeVs+23/btyZNsulEENk4ueJiH5qpvtis2Xt+qN/P28tMDvJPB/uN4oJMaFMW4R53oS13rt0IR747fLOvNR9lr+1WhQAxSSQhlEkaqLJZsC1IYQVl1rSa/wkRpmABn32/n5KSbMW7vqX62dGnYbl4qNWGVKRC0L5vgMpDavMHJxTd4ipZRv1gAoS3ogNcVR2n8KtmbAypdgjkyxRi4WZq4Y8SjkrlZYMzmQsOo2BcwacKrKWwdDTRP3bbhsTQOlFDM/fJ3THQghBU2P3133PfkdB11U27g4WeVCO65BxOF4ygs6oS7sguJwasvvn+D21ZxIu/7q+vkxUJtC7m1Def8p2KVy1YFEEpH8zGYodahJlcq98T6HDpsTGQgeipI5lQGJhWGcHwU1LRamFFbYpCSkgto2SEiB3J6CmIgivHqRGyJjZfLM4syDUFLdhLqsF6V9J93jJ6ZigEDQ8uufhH5iMDBuj9yykrtHmNNZ5Lft414jtSRrop6T33o2SB9Zs8gVB7r0keODgaaokcCRGiYyz7/FLwoIQfKx2+aFFlDYfQTpJ99wp00VAby8oANyZwuMi1MOF7sN+tkRUMOEuqQX5uA4rHQeUkvV+17pa4c5nuYaSiuTByy7Sk+jFPrpYci9bdBODFYFkX3tLLjmk7e5Wg9/mTM5ZJ7bATNb4KZy6tI+gAjQzo8G3Dgim26AIMsoHznHPT+k9hRCKxeg6fG75hWQoZQi9+q7SD+7g7t3EllC7M4bkfrSA9DOjiD70q7AexOP3QbVc/+uJG8Wtu9H8X1e1E1kCU2fv/e6m+ReTl3W3fef/umf3GTI2dSBAwfw5ptvXvqF13PVbLY/AJ/tDzln28oUGDrloAZEICAK42xfTbNd8Vf1lliDRkIp5UMRKA2IIf3TgutNHOkfKcq9bXURIi9CbU1lIEbD1UTASIgL4nC37xNG0rIO4gmyoZZDIXFu+EQUuKa9pp2fl0JyGd7aft6rEFLc88CcqCRGtrjbr2eppp8bDQhJIxuWM8/tijByeAJWrggSVgHdBChrCogqw7g4yS0CjKFxWDnPw1QQEF631KU9XE5pJ4cCtnDRW2+AUofvbYzPuMfLGGa0D6ktxagsuZK74JFamyDGwohuZgI/u1hG+T3PQsO2YRfKEBNR2IUSzIk0Q/IdFxaiyO5CVu5pQ/NXHmr8Pc5c5M5FapigllU9F20b5kSGoen5EqyZHCAIoIYFIRFh9JGmGARZcugKMmL33ORuL/3MDk5ASw2T7btuut7QQkhx0g6XIrJ+ecBHXGqKIXbHmuo2KEX2pV38YpUQ5hRSY7FWOlJFZBl9JBagjwhhFdlX3+XeJ4TVhh7Oua17A1kCkVtvgNLXUfP1V1P60ASm/vH56jTM8dOWWpIIrVkM/exFJh5c2gtzIg1jdBrq8n5Y2QL0wXGHw820FGIsAiER5aYCVNNZwI1zL6GUwjgzAqk9Bf3siEunkFJxyP0diN62uu4UytYMpH+8FWY6z9IenYWc0t8BMRll1+oM78YRWr4A6sIulA6f5awnxUQU4VUDSD1xL8fVn48q7DqMmR9u4e41RBQQvWUVWn71EZhTGWSe3R54Bsbv34iw594IALIso/DuUeQ9VoqV7TU9fjcUz/3o46rWZTXbf/3Xf437778ff/u3f4vBwcFLvwGAYRh47bXX8Fu/9Vv44he/iFOnTl36TR/XNa9r67Ptb7av/AZjZ/LM2aCSiKcqTHzUFIPtQbCutPyiRzEeqRmQYfucUKhu8hZIHoSzUteT7R+lFNpJvtmu60JCKbTjHsu/yQxnxaYu7Q2gsZRSrhGupBTamUKVg0gqLiRNbDuLe7hmv7adX/VcrO2tXW1WrUyei6EnhFSRXEodwZVHGLmomxN8equ4h+dGSq1JxmU+McS0CZrB7P5MC4KLaoch97SyxatluyimrenQR6ZBPb7N/3/2/jtKjvM8E0efytU5TM4zyINEgAgEQBAkwRxFUqKoRHlXttdrBXvPXt/dvef67PHvHJ/rtbXr1Vpcrb2SbVkWKUqiSIo550yCASBymsHk1DlU/L77x1dd3dXVAyINCZF8/wKmU3VVddX7Pe8TxJY4oldvOuXf9XyoduKOnfO+pvgyEzdS04I5PgdOFEApcZtbThYZDaO3FcqSLvdmXHxzn+e3Yk7MQWyNA2CLEEoppO5WaO8dZr+zStS4IiHxtasgnkQUTQlBvs7qj00b4u7/jbFZiM1RmCemQMo6S6tUqvuJUyXHfaQNnCwhfMkFLge1fGgE+Wfe9qDmsAnkZT3QnIUKx3EQklHwioyW79yG/LO7PNcOAIhcc5FXB/DeYRgjXuQ7cOEydxIAAKqq4qlfP4ifX3onFJ5de1z6yOZB9zcjtScR3DyI3JNveqYHABC9atO8DZ5+bNw3bZHamxDevqbh88+mSEnD7I8fQvmDwwxFd/y0+UgQgY3LYI/OAIRAXdELatrQj4xBXtQJThSgHx51vaw5UQDH81BW9nkoISAExvAU5L72anDNxBw4RYKVyrl0Kz6gQFnWA3Vxl0txqi9KCLIPvQJzKu2JYhebYpC6W2COz3n8siv7LXTJGpT3HPOg4LwqIzDYj/gtlyy480h5z1GkfvaEZ9s4jkNg7RI0/f4NIGWduQ7VgUShLasQ2uSnCmu7j6LwnPe3xXEcYjdt9yDgn5e3TukK/MQTT+Bv//Zvcdddd+Guu+7C4OAg1q1bh5UrV6K5uRnRaBS6riOTyWB4eBi7d+/Grl27kMvl0NHRge9///ufiyU/qj6xuPaPB9mmDqe2toQzoJHYuWKdx7bE0KOAAprTT/LKk1c9P7dRNDgAV0RT3SDbdVlg/yceFxLgs0UjMcfnYNdx8xsF0gAOYus8l+qOT3QNKteQQjIy7Q2yyRbBhwIwHXstahNwcBAux9O5FrU+FTs/bffJm/Hy7qM+BMguaeDAgRTKsAtlzwIjOI8tnZXK+YJ/ghtY0l/JEShZE4wyU1n4UdOC3NYBIRqCdmjE4y5iDk/BzherC1GOQ2DNIgQvPPW4Z/3IqJfjDCB00cp5EU1zfBbaYbZgMsdmWMhORzOsqTmQXMmdXomtCQihAMI71gFgv+PyruoImpoWo26EArAzBVjpPIR4GFYqB2sqzRpt53qoLO1B4iRCTYC5u9SGG5FCGZwouugw1Q1QzYCtGUwUmc6DkyVQzQSfjIA6biV8UIXU2QSpLeE6dhDDRPrup3xWgspAB4zDIy69iI+FGN3lth3Mg7meurRqwNOc2NkCCnV8WSEWRvjSdZ6/8RyHlbsm0R9qYw2kI6BV1y6GEPHSR7S9Q75zTF3R5/OTd79HSUPu0dc9f+MkEbGbtp3Ux/xMii3snmPBPi5PW2M87RW9oJoJu8h+S1xQRfmDIxCSEQjNMeh7joGaFtSlPe45pq5djHIdrUE/Ng6xs9m9r7GwoiK4SMCdUHJCRRAZR+ymi+elWxWefw/akVHoR0arUeyhAJRl3bAm0zDGvRZ/QiSI2I3bUHr/MLT9Q9VwKVGAOtiP6HUXQfkIce/Zln5kFHP/+KhvAacO9qH5D28CJwpI3/20bxEYWLvYd94BzG+9+MwuiHXnQuSazQsimv001Sl1Vu3t7fibv/kbfPvb38a9996L3/72t9i3b1/DERSlFDzPY+PGjfjKV76Cq666CpL0ufXLR9cn5LNdR4FYsGa7pHtRIJwZsl3vRFIRRwLz8N5P9X3rRvmNKCQAPBQSAODEuv0lS+BqvqcQDbnBCZ+F0o+Mev4vNsXm5b57UO1UDnxIdfcVr8pMAFhX9YmP1DDBR4KuRzpHCCCJLkLKK5InTOcj7fzSeWbXVVO1zTglxEch4YIqOOectCbmPMJIIRZmwroGVd8YVEI7zPFZGKMMzTaGJ0E0A2JzjKHaIRVybxuIZoDmSxCdxQk1LSeavbqgFZJRRK7edMqOAJXmp9algFdkJL5yxbyvqQjoqGHCnJhj4mDLAjVtFh0vieB4DlJPK9SV/e7Cs/DSBx4RsTk244oWK3aKYnsTig7nmlfYeSGEVDT/wY3z0pIAxluvtxK0ZrOQas4n48Q0+GQExoETjMNqE/ZbVpl/OR8NMqR0sSOKvGqz24Tln9nlmY5Q2wYvieCjQZQcWgwniRAiIchdLYjdcgnSP33csz18QEFk5wbPvs898aYv4jp63UW+CVv2kddRrtEU2JkChGTUs6gNXbwGnCSi8Owuz2uFUADRqxsLHCmlyD7+hl9EefmF84IPZ1OFVz5A+jcvVP20nQRYqa8NUlsSxvEJiM1xiB1N7rVCXtwJ89g47GKZ+eY7U0Olv4PFoVu159Qs+EjIPf+JbsA4MQ2pIwntQJWKpizrhpiIIP7Fy1wKW32V3j+M4tv7YY7OuIs4ThKhDPbBnsszkaTHeURG9MZt0PYPMYs/5z7LcRyU5b0I77gAgQ2nvgg+kzJGZzDz44eh1V2TlUWdaPqDmyDEI0jd/ZTveCtLu32CXQDQDo8i++hrPspr5LL1CM5Dk/u8qnVanVV/fz/+y3/5L/jP//k/4+DBg3j33XcxNTWFdDoNVVWRTCaxbNkybNy40RPn/nmdYX0snO06GskCCSTrf9Acx4EPnUF6ZKYuPVKVXTX92XK2a2u+m4vfiaTuvzzvWVR8ligkAKAf9tLM5nPAqHcUseaynn2uLO7yIWnUtr0uJIQ4orCc27hRcOBrKSQ18eunZOdXz8UOKFBrfL71o+MeZJ1SyjjjYA2vNZv1JEYG1y9tHIykmyjv8X5WYO0S8LKEfAXVnk7DSufZiFwSQTWDBXs0x6Afn2DNqXONMIanYGWLbkAF46H3I3waVmLGsXHfAuBkqLYxMuWGXhgj06A2gdSagDWZYmi8k+gqtiUhhFSEnPG8OZVyR/0cxzGKA2X72ppmXsdiawLmyJQvlj2wfnlDxK22Ci9/4FmQ14ouAXYNgSLBGpkBMS2QXAmcykSRQiIMUtDABVXGMY+FEVi72BVFmpMpZB940dMUU92Esm4pyu8ccH/7YjIKTuDR8r0vovTybs85A7AGtlYgru055gsQCa5bCqXfO5Y3xmYw/a+P457jrIm+vXUQgm4geFnV1lHqbEZw8yDS9zzja94j11407+K//O4hD9UBYL/DjwoMOpMyhicx9+NHYI46EynT4Wm3JaAM9sM8Ps6oHUu7YY3PwU7nEbhgMezpDMzpNIRwwHU4EpIREMMEqdnHdqYAqhuQu9hCl9oExuFRyN0tbpAMx3FVQeSN2+YV9RnDk8g/9Tas2YzLueZ4jjmPlHXoQxMe0IoTeIR3boA1lUJ573GPWFJe1InQhuULHl1uzWYx++OHoNeBE3J3C5p+/0bI3S1I3fO0P4a9tw3xm7f7rln60ASyD77ExOc1Fd62GqEtqxbkO3za6ow6K47jTmr993mdQX1SbiQfk0CynkLCBZQzGkva2br0SEU6a49tSqkvPXI+j22fE4lNgBrgqR69/yxRSKy5rE9UpSxtTCGp0CMA1qSSbBHKQBUBbkQ90Y9NeLindjoPIR5yx+TUtACHv19ZNNZSSMzxuQZ2fjXCyAZ2foFVAx5hWsXPt1KcJDIqFs/DnEqDEgKxnXEwOYFHYM3iht9f23PUxwsPblgGO1eEdoA1A8bwJGhZhxALuy4Zcl87c86Zy0J26CHUJjAn5kBrbupCNMR4uacR9pS699k6VFtCfB6uNqUUhZcYqk00A9ZkCrwssabHZCJOThLBCTyknlYE1i11rcAKL7znobqY47OsoScExvAkOJ4Dnwij9PZ+xr93jiUfC6Hlj79w0uuGOTHnsSykNgEp6ZArjRSlMCfnwEdDsAslJop0gnX4SBAkX4KQjIEXBSgDHQyBvpSJIikhSP3iGRgTc9X31wzmdT6Vcj21hXAAnCIhsvNCCJEgsu97zxlloMMzLbFzJeSfq0OgI0GPGBNgwuuZ//VraPkC/p+9zwIAbhI60HThoMu/5iSRURfe3A9z3GsdGFy3FOo8i19zOu3juPNBdUHs6Ox8CdP/50EWi04IQKhzngcRuHA542mDg7qiF6RYhjE0AWU542wbxyfAiQKUFX0Az4FXJEgtCe8iXDdgTs651xBKKfQjoyzO/fiEi36LySik3jaEL7kA6jxUNyuVQ+bBl2FlC9AP1TiPLOkGOI69n1H3O968EgCF9uFxF7UHHC/1tYsR+8IlCxpdbmcLjAdfZ30otSWQ/Oa1UFf0IX3vs75rtdSeRPyLl/l6AGN0BpnfvOhxpgGA0MYVCDVIM/28Gtfn1n+f8fq4EiTrxZFnYnZPKfVzts9BoA3Jl3x0GqEB9YGUdQ8SQJ10Oc821osjP0PNdj0qJoQbB9IAXhcSK5UDp8rgHI41J4kNRZX1FBIQCnB8zQ2NAycKVQpHKOChomgfehtpMRHxcJ5r7fwqVRtEY+dKvkj1SlWEkUI44AoW1RV9De0tKaU+yyxlSTeEWBilXQdBCYE96yxcOLYwJUUNYjwCsT3JbNBaEq4o0xyZhp3Ne85FeVmPx+Xio0o/NoZynSguuHkllL72hs83hiZdHqg5zMSMQnMU9lwOJFcE73DcpY5miOGga1unH5/wILh2vgROlsDJIoyxWRDdZJHcB08wJ5OaWPbw5Rd6vM7rq+L7W9tgWBNz7uIHYNQCIRGFOTINUnJEkU4zT0GZ4Fp2RJGKhPCOC9xjWHr7gNcTnFAWI97dAt1J2uQEHkI8wjy1/+31yD3xpmcbeVnyjOgppcg9/ZaPMxu9ZrOPKpO5/0Vfqp/YFPMsTCOXrQfVDBRf9SZmiokIwjsvbLzfTAvZh17xCeRiN24756EklBDM/fxJFF/+wL33kJIGTpWhrF4Eki+B6AbkxZ3gRBHa/mGInU3gI0HoDiKtLutx942yrNdzLQEh0I9PMBGl09CaozPgAwrs2ayLMlcEkYEVffMmRFaEg1Y673Ue6W4FHw3BGJrwWfwpg4wqpe097rX4a4oisGoREl+6bEETFe1CGbM/eQTFt/Z7aFpiMorEl3ciuGkQmftf9Hm4i00xJG7f6ds2czLFwq3q7o+BtYsRXmB0/tNWnzfb50k1okB8LAmSPhrJwlwI6pHtM7H9I4Uy88L1RLXLEM7SPL8e1eYVqeH21fO1qaa7IjzAQVbrPbZrbvSf9vKNoJd2zavrqLXvsyvUi4oAblGnb9FHDNPDB6eWDVCW5un+dihhASLOQqk2fp3Z+XkFaupH2PnJXS2e0XJ5j1cYSW3iLq7sdJ5xq9uri4vA+sYR2MaxcR/CHty4nCVJfsDQKOPElBMGE3BEYyKkvnaAY1HsUsVfmlKY47MgxSriL4QCiF216bS8blP31nO1pXkdSDyodrEMcyYDXpFBSoaL8nOiAE4UIHU1I7hxOYRwAJQQFGrQ08oCRepsZpzv0WmGhgcUGEfGWXiNM1UQW2Jo+Xc3n/SaqO09DmOsKlIjZd1FPwFHhFsoMxGpYcLOMIpOhfePkg4+xjQWUlczpI5md7Fl50pI/+JpT3NFNJ01e+8fcRtVIREBeA7N/+4mlHcd8qWUhndc4Jk2aHuP+343gdWLfMI57egY0r/ypj8C7LxxfzcDHVBWDyD7yGve5EmeR/TGixu6KwFA/rldPpQztGlwXhehs6n8M+8g+9tXXFoNKbFjJA90QAgHYafzLKWzJQHtwDD4oAKppxX6wRMghgm5p7X6+17e67Po1I+MQepqcb+rNZdl9x5KXdu7CjIudTQhesPWxtco20b2t684tpZ+5xHj+IQ7yaiU1NOKwMo+aPuGPKFeQjgIddUAEl++/LQmTadbRDOQ+pfHUHx1j6c5FiJBxG65BOErNiD30Kse+0GATcESd+z0AQPWTAbpXz3rWwjKy3sRuWbz5432adbnzfb5Up+UG4mPRnJuFeeVOlce29TxYAUqHtviWSPbta4FACAkYw0vJPVOJJwkeo4RJ4me8SCvyuAdlPPTXnah7Btbz0shmUq7N6pKPHZtWmcjFxL98KjnBmKnmaewNZ1h72NYgCBAbIq6iG+t44J+eNRz0+A4DoHVtaP8osfODwAC66qoNiUE5To6AF9zvK3JFEPVnQZXakt4/K9rq95WTWyJQ+ptg7bnGIhmgOSKMCeZTRcXCoAUShBiIcidzbAmU4wm4zSQlaTLWhRLWdp1WuNdfWgC5bp45uCmQR9f2H3+kTEXGTOGWVMhJCOwM3mQXJk1rmBe2EI05IzV4UP77FQeQjQMTuBZgI1NWJrf7qMgmg4+UBNgc8uOeX2+AcaBLzzvdfKwptMeVNsYmmDbOZVmfv02YQsDVXFEkSEmilzSxRrUqze5xzfz4EvQj1UReWqYzFNb093vxAcU8EEVoc2DUBZ1MRpMTcndrR5RnJ0rIf/MO57nCKEAIlds8PyNGCZm/tevq+evXb1ZVJBnXpURvW4rii+851vIhbatntf7WDt4wuepLrUnP5IXfyZV3j+M2X96lAU0gS1+YNuQ2pJQl3azJM9wEMqiLujHxhgXflkvc9nJFSEmIpB72aRK7mqBMT7nQeONkWnw0ZBLqSHFMszRGQiJiDuF4TgOyrIeCMkI4rftaLgAYQEw70A7Ps6afGfaJYQDUJZ2wRiaYGFINdd+MRlFePtaaAdOeEABJnruR+K2S6sL5AUoalpI/fwp5J9/z7toDqmI3bAVsZsvRv7xN13nIPfxIEt7FOruU9ZcFqlfPMMWQzWlLO5C+LrNC0qD+bTW53vsM1ws9e5jopHUN9uhM2i2c3XiSEUGz/MeW7YzKWs24/l/JeLb97x6vjbvXZhUmjz3fVoTn5nVv35k1OfyUbkx+p57yCuM5BTJRVU4SYS8xB/t7qOQgIKatsdmkBOqLiBic8wTyV2uS4SU+9o9N5gKoly7/UpN068fHvWK3AhxJyxEMxgi15Z0z4HA+mUNj701k4Fe19QHNywHKHXt/oyRaZBCJcnQADgOUm87IAm+EBtjbMbDY+dVBaHLN5xWsES6nqstS/M6kFBKUXQcSOxckbnIBBTY+RL7bUoCOIEHJ4mQOpoQ2rLKDfypoOHOG8GazUBsS7CEzOk0e55lwRydYdch54Yu97Qi+Y1rTvodiq/t8VCArLkc+EjQbQrsdB6QRVjjs66YjpNFwHL8uykFF1QgtTlJkeuXus1R+dAIck+9VUWLKQVMG/KSLmgfsGkIx3EQEhEIoQCa//gWZB9/w3M+cQLPgmlq6SNPvOH33b56k88RI/WvT3rOGSvtbaYrrzOnUv7GubN5XpqEnSv6aC7M5u/ihgE6Z1PWXBaz/+eBalqjbYPqBoR4GOq6JTBOTIGTRKiDvTCn07Cm0iy4Jp2HOTHHgmuW9zJNRjTEuPg14U3WXBbUMN1JIjUs6IdHIXU0eRbRcn87xOYYwjdunXciWnpzH0rvH2botTOZ4GUJymAfzLFZn26HD6mIXLUJ+oET0A4MV/UIogB1ZT9iN2xbUIs/attI/eo55J5+26tnUmVEr9yE2O2Xo/DMLpRr/cfhTK9u3+kzA7DSeaR/8ayPIiP3tSN2yyU48zSLz3Z93myfL/VJCCRt4qOvfFw0kjPhApI6cSSnyuyGepb+rxV0tFJiS2Oeta/ZrhND1vO3pfaFQzLOt6ofhcsDnfPGk9fablkzdRSSxV0+tIkUNRg1PF9imADHwZpJV94UIAS8LEGIsQY6sLpKEbHzJc/rgTphZAM7P3XVgGc76jnWlFYXptZUCpRSt7nnFWleH+NiHdrJBxUEVg1APzQKK50HKWkwR5mzRyXERogGIXe3sKjxoOouVK3pNGsyahB/eVEHopd7hXUnK/3oGEpvebcpuGnFvKh2bdx0xa+cjwRBCmVGe3EcSOTeVoiJCIKON3Vp10HPYsWcTLlTAOP4BAuw6Wxmoi7TAudwcnlFQvL3roMYm39CZM1l3YUK4Igis8Wq5SQhjKIiitWkSI4DtQj4cBA0X4aQiICXJcj9HR4/cKKbSP/rkx6hGynpkBd1Qq+hFwixMDhRQOIbV0M/OOKbloW3r/U0NeUPjvgWXYFVA76pTmnPUWQfea362XXXUYBpA6SeNl/UdkUs2QiFpIQg+8hrDcNuzrXNHzFMzPz4YRZiZNksuKakgw+qUNcsgj2TBWwCdVkPiG7BODYGuZ9RpoxjYywBdrDfdeURmqIwJ6siVVIsw5pMQXY8yykh0A+egNjRxMKRnOu01JaA2NmMyJWbIPa0NtxW7cAJ5F94D+bErDup43jesfjLsr/VOHLwsoTIzg0wjk9A23fcRdo5joO6og+Ryy90fwMLUZRSZH/7CnKPvObRRfEySztNfP0qlF7Zg9L7fmF3/EuX+dB2O1tA+hfP+LIS5O5WxL94KThRgFk3Df+8Tq0+b7bPlzoL27oz/kjD/6M514hGpXzpkWeAbFt1tn/nxImEkFNCtqlle3iNlBBQyzsVqOWSA1jQseH5VEQ3fTxAZVljJMeezbpjbmqYLBK7lkIy2Od7jXbwhIeDSjJFRiFxGhqim4AssubNSY9UV1WbaW3vcS9qLUseUZlxbNxnzVYrjLRms77vxzm8L2oTWFNp1qw5DaK6elHD8bSdL3nT7QAE1y8DRAHFN/aybRmbgZ0rsdc7iXpSdyu4gAJzbBpSTZNgnJjypEXysoTwjnWQ5xE11helFKl7nvaj2nfMg2pbtotO26kcs/cLqrBzRYaCKRI4ngcfUCC2JV2vZ1LSPMJCatnsuCciLMUvW4AQDsKYy8CayXgCbNTBAcRu3HbS75B/dpdnocs8u2voI6MzEJJRmGMzIEUNRDMYXY7nQAkBF1TYRKW/HZwkInLlRvdY5p56yzMVoabFOOCS6NrW8bIEPhqEuqIPwc2DXhElWJMX3Dzo/t/OFnwJfEI4iMiVGz1/s0saZn74G3cxRS0bdraAwIVVKz4uqCJy1UbkH3/Dh0RGrtgwr8d98bUPPbxiwAm7qQt4OtuilCLzmxeRf6KaYklKGjhRcCZYHEhJg9TbBj6kQj8wDKEpBr4pBv3ACVBCoSzpdidfcl+7Z+FMTQv6sQnIS1jaLKUUxtFx8PEwrIm56mIoGoK8uAuhjSsQXL+0YcNojM0i+8irsOZyMGooQ8qyHpCy7lKdKsXxPEIXr4adyqO895jHXUhe0o3QllU+R5lzWZXpSPqBlzzXL04UENq2Gk3/5nqU3z3kW+BzAo/4rTt8lp5Ml/CM6xJVKamzGfHbL5+X8/95nVqdEWdgfHwc0WgU4fD8jU6hUEAul0Nn57kXWXxmaoEpCPUKY2BhkG1K6TnhbJNssYE48uyabTud96nwpQbItjWb9TR8tKyDU6vjXqIZPhrJfE4cn7Yyauy0AHYxr3jg1pfHhWQ2C06uilFZAM2pUUgqTZP7mTzvIqXyok6Xt9nIW1tZ0etFrWus4gA2kaiNUC69V4dqGxYg8uDAaCHUtDwLq+A8wsjSu4e8N2tRQGD9MpgnpmBOssbAHJ5kNnRNYdbMhgOQe1php3LgRNGlvlhzOZgzGU+jLPe1IXoaDgHawRM+xD64eX5hXOm9w8yNh1LozuKDD6qwZjIgRQ1Cc8zdDqk5jsBaZntYfO1DTyNinpiC2NnMxJ0VdLw1Du2F9xidw+GjC5Egmv/4Cye9yeuHRjwIMSlVPbsBJpIk+RIoz1dFkZIIYlgQ4mHQfBl8O6OOSG1JKIu7oDhJeMboNLL3v+S5TtKyAeXCpSi9vtf1ahaaouBlCS3fuw35x9/wNWTR67a60zdKKbKPvdE4vKaOPjL3k4c9Ogh7Ngu5tw1ybyf+9ff+X7BtGy03boe2b9iHkitLuz0Lxtoyhid9biVCLNwwyORsq/jGPqTuebq6wNYMgDIHF6mjCebYLLPg62qG9uFxQBIhL+qAvo9NDeTuqkhZ7mv36ioohX5oBHJ/uyuCtSbmQEFBCyX3nsMrLJFSXdzl8uFt23vNtzJ5ZH7jOI8cOuEuzpX+DnAiD/3gmPe4chxLFKWMokaKNV7avW0IbVjOpgoLdA+nlCL/3C6k732OTWoq2yXwCG1eieY/vAna3uO+cCeO5xG7ebvvN24Xykjf+4xf9NmeROL2yxfUQeWzUmeEbF9xxRX4l3/5l5M+55577sEVV8yfPPZ51dUnIJCs52sDCyOQpLrpa2iFyJkIJOuQ7XNg+2fN1CVHhgIN7dp8yZGC4GmuOXj57nxQ/cyII+uDbOTetnkT/jzN9kwGQlO0SiFZ2uObrNjZAozRatQwKWmAKFSFkc5Ymg+qbtNeK3w0R6ddF4JKBWo9jvN+O79aYSTRTWh1fG9OElwUzZyYZedhgvE/lYEOiM3+yQgxTJ/AUl01ACEcQPHNfWxbx2dZlLQogOM5wLIhtTeBj4Zgjs5A6q4KBI1j454bPCcKCG5b3dCfvFFRSpG++2lPI8mrMpJfu6rh84luovg6a9Cs2SxIUQMfDrJE10IJfFBljWckCKEphvBl68HxPKxUztPQk7IOahEIkSCsyRRIWYfQFGOpgE64DMDEz6Hta04amEEME/m6hERzbMbLaR+agJCIwJ7LsqAThwLAB5mdIp8IgxcEFqIkiYhctRGc47ud+tkTMGeqv3tSKDMniqPjLkrLR4OMrnHbDpijs66wtVLBi1Z6HInK7x7yTUkCaxf7FpmF1z9E/tkq+m1nCuBkCYELl0MSRVy5Yh1u/tqXIcciKLxQh5KHAohd29gf2y6UkX3oVS+fnOcRu+nik6ZynkkZI1OY/fsHYTriRGpYoIbF7AoH+2CNO1zspd0wHA99ZUUvzOOTsPMliPGIO6UR2xIwp1IewEM/OgaxNeEurK1UDvZsFrwoVhNlBR7KYD/kjuZ5/a2JZjCLv1SOWfw5TbXU3gQ+EYZ+ZMwHTKmDfRDjEZQ/PO6xg5XakwhcsATx23Ys2JQYAAqv7UHq7qc91zaO5xBYtxTN/+5m6MfGfb7pABC9fouPqkSKGmu064PdWuJIfHnnvKman9fp1Rk125TSs0rr+7zOj6qnPfCytCAq40Y8w9OlkVBC2Lj6HHtsWzPeJroS811f5pT3Joo6FNtn+dfZ9JkQR1Lbhn50zPO3eV1I5rJV6odmsBtq80dQSOrs+uxMAUIs5FJ/qGGCU2VIlXh25+ZdqfL7XtSaWXdVqRjlPUc9N3BelqAO9lc/f+9xDypLTdtdOJJskflftyfdYx3c2DjoS9tzzMePDW0ahDmVgn5sHNSyYQ5PgujMho7kitVo9lyRheU4lAArnYc5k/bQwOSeNsSuPnU7rvKeY74Ey/DFa+YVtZbe2sdQY0LdZpFXJFDdZF7VjgWm3N8OpafNPQZ5J269UsbwJKTeVlDTYqI4ngcfVlkwkcC5C1ahKYbWb9920u9TfO1Dz8jbmskwpxanybFms+BUGeb4LKhmwC6U2fsTAgjMmpAPKJA6m8GHVIQvXuMG7+Sef9eNXgfYoo4TBQjRIEyHfsFJIoRoGEp/B8I7L/R7W7fEPV7nViqH/AtexxQhGkLkCi99xErnMPujB6qpqLoJUtQQ3DToIoxiUwzBrauQffhVn1YkeuO2ef3dc4++5vOSD++4wE3IPFdl50qYuesBlD88xo6/TZhVaiQA9YLFsMbnACeF0ZrNwppKMbpGKgfTEcsqy3sAjmO8et30AC3m+Cw4SXRRb7tQhjk0CaEp5rF/VJZ2Q2qJI/7FSxsuJqhtI/vgyzAn5qDtG6pa/CUikHpaYBwcgV33u5X72pl70L7jHgqimIggsGYJs9GbJ6XzXFThrf1I/fNjHgCIUecWoeWPvgBzfBa5J9/yvS569WYPEAGwRjt17zM+60exKYbEHVcs6Pf4rNWCcbYnJycRCn02kL1zUp+AzzatU8Jz5xjZqFS92IIPKKe96icFjdn+edxIJAixs/TYrhdHOjHf/uelG/69Uj5xZMepu0H8LpcxMu1zVJhPea8fqiLg9myWcV0dVIoPKEwUVVe1FBJKKUApQyjdSQnjaFdErerKfvfcImXdG3gBhiLWOkKUP/A2nMpgX9WXmVIfhYQTebchNMdnGX2l4oCSjEJuQMGghPhs4JTFXRCbYyg5qLY1lYKVyjMnD1EA0U0IzXGIzTGYozOQaxYI+uERjyUXJwoIblk1ryjTtz2UIn3P055pEx9QEP/KlQ2fbxfKKDoiSnNiDkQzIMTCsDMFJ5Y9yI5BIgIhFkb48gvBcRz0oQmPcNbOFJgdpiozvrllQ2xPugsR3qFlcaLAOKUn4Z5bs1mPsJNaNksUdRZv1CasoaPsPLDSeQYkWDZr3koahHiYJRD2tkFqTSC4iS2UzKkUsr963kP1ICUNyooelJxUPo7jICaj4GURzX/yJRSeeMvnbR27fqt7LlJCkHvsDR9CGr1+i2dETwnB9A9+XfXnJswfWlnSBcnhoVsgeLA0jB//xX+DNuMFAUIXrYQy0FjcWnpjry8SXlnUieBFK+fdz2dS1LIx+9PHUHjpffZ9KXWDa9TVAyC5EqhlQ1nSDWrZMI6NQ3LCp4yhSSaIXNHHrFQlEUJI9QhU7VQOdrYIyVkYEt2EfmiECSKHq99P7muH1JpE/JZLfNx1URQdzvOb0I6NQTtwohp4E1IhL+lmQtdi2Wvx1xKHunoR9IMnYNRQfIRwEIG1i5G4Y6e7YFuIKr5/GHP/+LBvgqKu6EXLH98CK533CWUBFnZUL9QkJQ3pXz7rE/OKiQgSd1xxzgONPut1ypztu+66y/P/t956y/c3ACCEYHJyEo899hjWrl179lv4GSmfK8jHgIrWN0nneozofk7RK9xphLp8VNm5AqhhVm2VeNb0iB8Dsk0p9TTbzDLRrNJGKhaKNeO2z0qYTb0LidTRPK8VYy1Kbc16KSTq8l6fq4w5nfb6MmcK4CNBmGPsJkd1k6GNsarvtLqqitxoe4/7uOS1yI4xNOkZAQNAsIbnao5Me29ElDKnDFliaaLpPMTWuHseBDcsb/i71Q+P+riQoc2DsLMFFs3upN6Rsg4hHmauHkEFSn877EIZpKy7EwA7U4A1k/Wi2l0tiF130Sm78pTfPeSbGIQvXQd5HkFv8TUWkkEtG8boNPuOAgeisxAbPhYCx3GQ+9uhruiD3NXMAmxqRYCUwhybgbK8F6SoufHulaaYk0R3WqT0tSP5zWvn3X5KqdeKD4wuJHW3uPvfGJ4En4zAPDEJO8cSYjmRxccT3WALBFGAvLgLvCggcg3bf5QQpH7+FIyahD1S1JiF3MhMtSFzItljX9gOeyrls4MLbVnp4fGX3trvoUMBQPDCZT7Xl+xDr6JcQ7uxUjkIkaCH2iRvWYk/vHwTAOD6/+fHkAR2/kntTQjvaOyvboxMea0XwRrE2A3nlldMKUXmoVeQ/e3LLoJOShog8JAGOsGJEux8DnJXC/hIEOUPjkBoikJIRqHtOcYSIpf0uJQwsT3p0lAAx5lodIYtqjkO1CbQDwxDak2wBZxDExJbE5C6WxC5amPDRZsoiii+shul3UdZcqxzHeBlCeqKPhhHx2DnCp59I0SCCG0ahH5k1LNo4VUZgdWLEP/S5Qt63df2DSH1fx9yr3+VUpf2oPmPbwUpasg98pqvlwhvX+ujY5GShvS9z/rOWzEeRuKrV561ne7n5a8zarY5jsNbb72Ft97yjyoq1draij/7sz87u637vBa0Pi5km9Q5PQjh0/8h25lCHYVEgqBUI77PaLsM09cENbL9szMFL5VAN8GJ1Z8OKWlus1epz4ITCaXU12yr87iQWDMZ98JOyjrsQtm16gLmoZDUCSNJrgSxIwm7wi20mZNEZYEkNsVcUSql1Cd8VJb2eBZ69RxqqTXh8eb22f1ZBKig2hNzjt1fM0M6FWleJ4d6az2pPQmpt41FixPmZmLNZhmlQpZgZgpMGNaWhH7wBIuUd2762qEREK0G1RYEBLeu8vDQT1aUEKTuedoTgiOEAvP6alupnEvFMUemQU0LQiICki7AzhbAx8IM5W2NQ4iGEL5sHQCWxll7IzenUhCaYuBEAdp+5kUsdTSh9MZeUMuqTjhUBcnfvwHiSfQO9Ql9pFAGON4dedv5ErtWFMsgOnO84QQBsG1wIQXQDPDhAPNiT0YRWL/U9SUvvvah1znFtpm3cyIK3fk7JwoQ4mHIvW0IX7UJmbuf9myf1JpAqIY+Yk6mUHjZ2+iKiYjPqUIfmkTq7qfcZokUNcC0ELxsnbuQUvo7wDfg5fOyhNjNFzdccJGS5udpcxxiN198RsDHyar0zkGkfvYEbIeWQMuMeiR1NUHuYqFMYjwCqacV2p5j4GQR8kAHWxibFuSe1mowVHeLp9Fm3tkjUJb3suRP5/rDR0OMz+1MDYRoCMqSLoQ3Dc4rVtb3HIP22ocwT0y5QArjd/fBODHl8JerjTYfUBDatgbGiSmPRoWTRKirBhC79ZJ5JwrnorTDo5j5+weh1znIKIs60fzvvwBq2bBY96sAAQAASURBVIxSVNdoh7as8pyLALv+pn/pb7SFWKXR/pyRsBB1ys32z372MwDsJvZ7v/d7uPXWW3Hrrbf6nsfzPOLxOBYtWgT+85ShU696GskngWwr5zGynS2CarVx0oyvfTaoTL04kuO4huI2qy45kt20qyM2aljg49XvJMbDnwmumzWV9tlEzUchKdc0ztZsFrwiuQJSIRTwWNoBrCmstcmjlg3wgD2TcekkFAAv8C71J1ATv26Oz/nGo7XooJ0r+WOyL1ji8eaupb0AAHjOFc9Z02kI0RCEcACWZSFwwZKGrhnG6IyHQwowxw9a1lHezeLfjaEJlmAYDsAulMGrMuSBTrYoyZegOu4Ydq4IaybNkveckrqaEbtuyymj2sU39/m+d+SKDZDmoU8VXvoAlBAQzYA5wWgzbqAPZbxtjuch9bYhuH4ZxHgERDM8KCq1bNhzOSgr+2HNZpnVXygAcyYNK5UDp8iuZWNg3RLErt0y7/YTzfCKIp24erkiMKQUxvFxCPEIjBNTzG0IAEcJ+JAKUtAgtsTASyKURZ0eT20rlWNWiDXXRVIoQ129GNr7h91GRkxGwUkSWr73JRSe9NNHotfXuI+YFrKPvOpzsojesNVzvhDDxPTf3uvy+qllw87kEbhgqUtL4AMKItddhIn7/LHtkas2NrT5Y+4nr/usLUPb187Lzz/TMkamMPO/f8O8rZ1pHzUtiMkolMF+WG44TQ9LdDVMqGsWwTgyBlLSITZFq4LI5pg3kZYQaAeGIfd3uIK9Cnee5EtVwaoqMwvD5b0I77yw4XbqR8dQeu5d2BMpb7Lk8l5YMxlGLay5rXCSiNBFg7Am59hC0UHPOYFnoTXXbUGgxmr0XJd+bByzP7rf5zgj97ah+Y++AE4UkLn/Rc95CDBNSPjSdZ57pNto193ThGgIya9duaBx8p/1OuVme/Pmze6/v/vd7+Kiiy7Cpk2bFmSjPpP1CehNfch2YKE42+ciqr3gRfQU+awvDPUUEiEZbcglt6a9/LhaVBsAi3yu5fV9RvjatUmQAEPrhAaLFUop9P1D7v+tmQyE5njVhWRFr0+YawxPeRoEayYDIRmFfpA1wFQzwCkSxKYY4zlzHNSV1Rte+QMvai3Gw55xcvmDw35h5Kra1x/xWj1qJiA60ezTaVDLrk4vOG7e4IrSW/s8/xciQajLe1F8fS+Lqp+tikb5gAJrJgOxPQmpown64VGGuDr7Rj844p3uCDxCF61EYM3ihp9dX9S2kb73Wc/3EqIhxL98ecPnmxNz0A4wuokxPAlKKIREGHY6DztbdMXJUmcTxFjYTSosvv6hx/PZHJmG1NUCjlLXI5lvjqH8IhMLVqZCfDSIlu/cdlI9R+HlD7zvPTHHEHOHgmKOzYAPB2GOz4IUy8ySs8LhJ6zh5pzwGk6WELlqE0uupBSpXzzjpSwUyhBbEjAnZl1KhBAOgFNlxG7cBnsm7aePbFvtoRLkX3jPJz4Lblnl4eADwNxPH/M0U/ZsFmJrkokEnYpecxG03UdhjnnpKOpgP9TV80xV3tzHxKc1Jfe1I7R1fpeXMyk7V8T0392H8p46QWQ4AGXNYtjTaTecxpyYg53KQV01AGsyBSudBx9UoSxji0o+HGCL+JrwGO3wKMSWuHvOmVNp5tCiyO6Cv5LYKPe2shTMBmCfOTGH7G9fYZO22mTJxZ2gxTLMsRkP0MUJPIIblsPOlVDeN+ROhCrNeeSy9eec815b+tAEZv73/dDq6XqdzWj+w5vAh1Rk7nvBpxkKXrgM4Z0XNm606/jeQjSExOeN9oLXGUHP3/3udz9vtBe6PgYjC58byYIh2/XN9hnQSLJFrzjynDiRZDz/r4wv66v+hlqPINRPJT4rFBLtoBf5VZb2NJw0mONzLl2HFDWQklbnQtLve41W55RBdQMg1G20KJx4dscPWx7ocHmGRDd9nORa1Jrats+lRF3V72oWGj0OgXNH1+b4LHhZcr+DvLir4Y3KSud9KHJw4wqAUJTePcgWIccnmAVdUIVd0tyxOtVN2NkCRCeF1M6XYE6nPKi22NHsEeF9VBVe2eP1KQYQvfaihoIuSqnrnEHyJRY2IwpV9xEnzY+TREhdLQhtXc08t9N5T5ojKeughgkhHoYxOgOiGxCaotAPnQAplGus/nhErtrkenM3KnNizsNnprrJGuImhugSzWC2hJoBopusGeN55iQSVADDAh8NQoiFILUnoS7rcacGpbf3M0Gf81uuWEqKLTGYzgKB0UcikLsYF7j4hnchJbUlPE2sfnwCpV0Hvc9pTyK83TvWL+06gNxjVVGbnSkAAo/glpXuORtYuxicKqH4mjcwh4+GEL2msQuNcWIKhRff9z4/qM7biJ5pUdPC7E8eRfHl3T5BpDLYD1IogdoEylInHObEFOSBDpCy7rqKqCv72aJZlqoamJrvwUmie121MwWYo9PgI0HXDaTS/EptScRvu6zhlMnK5JnF31wWxqFR91jLPa0Ax0E/PulttDkO6tolgE2g7R3yJrUu6UZ42xpErty4YPoqNim43yfyltqSaPqDGyEkIqzRrrPVDVywBJGrNnkb7RKz9/M12pEgEl+7ckFFnZ8XqzMKtanUzMwM9u7di1wuB1LfgDh1yy23nM1HfHbqPKCRLBhnuz6q/QxoJCTr5Wzz6tmnR/qa7Xls/2ppJJXxaEUMSW3ii23/LITZWDMZn3+1UuffWikPqj2bAR9Q3OmGEA15fJEBdl5qNRQOUtLAyZJ7HKhtgwMHPqB44tkrpe077rkxcjzvQf70gyM++7NADbdTPzTqcdChhglqEXCSCDuVB9EMhpJXxJ0blqJRld454E2uVCQELliC8u6jICUddirvRr1zQQVkNguxNQG5qwX6sXFI7Um3kdYPngCpoVExVHtw3uCS+iKGicwvn/Nsj5iIIHbLJQ2fbxwdcy3+9CEHjQ4HmH4hX3JTP+WeVojNcQQ3LAcAFJ5/14OyGUOTkPvbQXUD5ugM8w8XBZhDU8x+z+HAS21JtPzRLfM2LpQQ5J5627P9zEawSoUwjoy5Tb2dzoPahPHggypoSWcpn6LIEglVGZGrGGBkpfOY+9mTHrobyZegrOyH5lB9gAp9RETzd25D/iPoI6SsI/fo657vwIkCYjd6edVWtoDpH/7GbZioZoAUSghtvwCCc40Rm2IIblmFzN1P+zi50eu3NBS22/kSsr99pSFP+1y6TFBKkfnty8g+/ApsZyFMilVBJC8KsPM65O4W8KqM8p6jkNqS4AIK9H1DrKFd3su+A8+BDyoe5xFrJuMei8p760dGITqCyErJizohtyUR/9JlDcV9pKQh8+sXYM6kHSoIAcdxkFoT4KNBaHuHfPatFWei8u6jHmBK7u9AeMtKxG5auNAaY2wWM3fdD/1AXaPdmkDTv70eclsS6UaN9upFvsUXKWqNOdqRIBJfu+rzRvtjqjNqtnVdx5//+Z/j0Ucfnddvu2KP9Hmzff5WPY1kwdxI6mkkpxlowzy2S94R+lmmR1JKGyDbfnEkKWkeOgPVDE94DSmWwdUsHmqt4D7NpdehLUI01HCRQQnxupDMZCC2JqouJCv6fDcs7cCw5yZizWUhtSZQOsGoIVQ3wQUUdz/7vLXr7fwWd7nBF4Bf+Cj3tEKqOWald71oJDVtV2dQ4S1XqAJiWxJil9+jmBQ1lHd7tyOwdgk4SUDxrf2Mqz08wZxHAgpo2QBEgTWmpgU7lYPiNLCkUGYCsJobvtjehPgN204Z1c4/8w6MEa+4KnbDtoZCRGrbyD/PUG1rjtms8bLIphJ5FjzDCU4se3sS4UsvACcKME5MeRZJ1lwOnCqBDyjsmBLCrP52HwU1TXfBxckSEt+4ClLb/L+b8ruHYNY4hFhzWXABxb1mWdNpN+yIlHW2QBMEABTg2GfwAQVSTyvjPu/cACESdG0QzZqgGYaWx2BNpmA7DbhLH7l+C6zJOV8ASOjiNW7qKKUUuSff8lmeRi6/0DPRoYRg5n/+qkozsQmsuSzkRV2u7zUn8IjetA2Fp972LRABQO70n3uUEGQfesX3/ND2tT73k7Ot4ht7MfcvT7gL74olpdTRDKk1DnsuBzEZhdjeBG33UfChAMTOJmgfHgellPHmneu4mIh6FvB2tghzbAbqaqbFYBOrIUbtqaH7SF0tkDubEbv5Yk/ya6WIYSJ93wswxmc9CLUQC0PsaHIXVLXXIWVRJ8RkBOUPjnpoS1JXM4IbVyB2y45T1kmcbpkTc5j537+Btm/IuzhujiP5e9dB7m1D+tfPNwja6Uf0+i2eqYXro113r3Mb7cTnjfbHVWfUbH//+9/Hww8/jP7+ftx4441oa2uDWM9j/bxOrz6lyDYxTF808ekG2pBCGcS0vGl3Z9lsk3zZFzIitvj5xvVoACnr3guUZYOraeTElthJ46U/DUUphVaHuKjLe+cdZbsWYI5LxEcG2XxYI4ykFLAJoxFVGnDKhNiVBrniyQsw5wdzcs7zfoELqtQEczrtt2CrQbXNiTlXNMU2mrg8TVIsw84UIHU01dj9zcPV3nXAh64HN62AtneI6Q+yRZjjzNFECKmw53IQmmOQu1thDE9CbEuykTpY6qYH1eZ5hDadBqpd0ti4ueYaIzXHEbvp4obPL39wlDU9tBpgw6kKSCbPYtmdplju74Dc2QJ1sB+UEOSffcez38zRaairBmBnC0wUK0tM5DmbZd/NaQrUwV4kvjx/2rCdK/oEl9ZkCopz7lDTgjk2Ay6osrCkVJ4JWQmBEA6w4KGOJuaf3N0Cpb/DdY4pvbUP+Rff89JHbAKhOY7yLkaH4UQBQiICubsVocvWI/vAS57tkzqbPfQRbd+Qy3WvlDLQweK9ayrz4Msemok159j8ra9OSiKXXwjj2Lg7XQAAWZDwT//hv0LasBSK4ndjKrz0gfccBmseK5z6c1Xa0THM3HU/TGcRR3UTsGwmdFzSBXsmAz6oQl7cxaZbHKAs6WILL9OC1N4EqZNNtcSkt9EmJR3G0TEojm8+tW3o+4cgJKMwJ2ar04bmGOT+dkSu2NBQnE1tG9mHXmEuIvuGXIRaCAUg97dD23MUxEG5KyV1Nrnx8bVAi9iaQHDDCiQXML7cnE4z6ohjg+h+dlMMTd+8BvJAe+NGe0UfQ9prGm03gr1OM1DhaH+OaH+8dUYd8hNPPIElS5bg/vvvhywvDBr6WSt/r73wzfbHgWw3TI88zTGmnfHGtHMCD0jCWQk6apO/ADbib8i7rVNtczzvXQgJgvdC/RkQRzakkKzwN80AfKi2EA64Ti1iIgKxzpfWSuU8zbCdKTBrL8eZoDJZEOI13to1AsHybi/XWogEPUEz5TpUWwgFPCK0Wr4xANj5sjuJMcdZE19pEPigCnWwH4WyF8EkuulDz9VV/eDDAddWzhieZKi2IrMmReAh93cwK8DZrEvLIIUyrMk6VLstieiN2zwTlpNV5rev+BaNsS9e2tAViGgGCq+wxtacTIGUNPCqDLtQYgi3E2AjxMMQkhGXs1p6/7DH4cAYnWETDIF3hX98cwylV/cAlDIHEjAb0JbvfemkzUv+6Xc8C3ZjeJJ5ajuNhXF8Anw8AnNsBnYmz2hGPA9eFmE7i2NeFKAs6WaiyGvZmN2lj9QEBJFcCcrKPmh76ukjEpq/fSsKT7/j2TZOEhG7sdrk2NkC8k95LXH5gMIoJjXXCe3gCaRraCEkVwJsG8Et68A7x1VZ2g2hNY78L571vJ8Si+Cb/+G/oExtH8ilHR5F8Y29nr8J0RDbxnN4T7Hmspj5wa+g7R8CJRTUtFnYUTQIZWU/yGyWcbEH+2AcY/H2yqoB6MfGQUrMT15ZzH6XfCTomRRQw4J2YBjKki5XvKofHAEfUGDPZd1FtxAJQlnag/DmlQ2TWysTBu3QCLT9w+6in1MkyEu7oX14HMSyPQ2q2BSDvKgL2oET1WAhsGtVcP1SJL9yxTm3S6yUOZ3GzF2/QXn3EW+jnYwi+fWrIS/pQva+Fxs32jd7efh2voT0vc/6rtNCLPy568gnVGekksjn87jkkks+b7R/x8uHbC+AQNInjlSk00Z+rXTeF9MuRkOnnULpec96M/8ad4yTPc+3Kqrja9c3j5/G0utQu3kpJJZdpZtQCms2C6HGYk4dbEAh+fCY5/8kW2Q3WYfHSS0bnCy6wkixJe5+NjFMj10g4AgjnZsQ0QyU6x9ft8QdB9u5kk9YCY4tsIhuwppJs9RAh0sbvHAZOFGAbXt5k+X3DnnPV45D6KJV0A4Mw0rnYedLMEZnQAkBHw6AFMoQoiHI3S0wR2cgtiXchYS2fwh2rQsPzyO0eRCh9Y154vVlZfLIPvKq529yTxui12xu+HzmJKKzAJtKLLkjjKSGBS6oMDHaQAeCqwYgd7eAlDQv8qwbLPCnPQlzfI6h4dEQjGNjjHalyO5+De9cP2/EPcCaUq3G17jiUlFpFux0nokhU7lqJDvPAaCAwIOXRObF3tEEIRJEeMc6iPEIcx+5+ynXPg5gkxexJQZzbBak7CCgkSCjj9x6CYxj435qyM4LXcs9Rt941ePJDzAXkVoak10sY/pvf+mirNRgYlh1zWL3vYRwEJHL1iP38Gt+3vUXLgYfVGGa3s+xMnnkHn3N8zdO4BH7wiXn1IqUlHXM/OgBFN/Y504CaFkDH1CgrOgFcdxB1OW9sKbTjBqzuAu24yDCBxSoK/pYFLsqe+8RhEDbPwS5pxVCNMToVsfGAUJhFzV33/IBBepgPwIr++e1+Cu89AFKHxxhGg0ntIaTRKjLexnKbZieBlWIhKAs74VxZMxDu6hMG5JfvWrBPKjdRvv9w661IACI8QgSX7sKymAvsve96JsSq8t7/Yh2roj0PU/7Gm0x/nmj/UnWGTXbixcvxuzs7Ec/8fM69fJB2wv8cbbtWyHzC2D9R/J1zfZpUkgAuDdS9z1U5RNxIqGEgJrVxoqals+x8dPuRNLIhWQ+Col+bNxtOu1MAcQwPVQdtc6blhKC8p5qs00tG+BqjpUjvOMk0W1KgjUuI/qBE55Gh+M4j7tFec8xH7UjcEG1aS29d8gjeiP5kttYWxNzoIS6qDYnCgis8ze81LRQetuLjitLuyE0RV0nCePEFEihxBIUDRPgeVdwac1mXFs4O1+COen11T5dVDt973Ows1UvdI7nkPjKzoYLXjtbcJF9N8AmFIBd1GCnC25SpNiWgBCvhrIUXv7AQ8nSj01A7m8HDIs5SXAcIIswh6eYTaYsOt8lgaY/vnVexJVoBvK1SDKlME9MsfcGEyfrxyfAqTJISXPRUUoouKAKWjYgJCIQAgqL7u5sdmk/xTf2ofBijfuI46LBx8PM/g3V8BploBOB9Uv91JDFXZ5zoPjqHp+nemD1ItfxhH0FitkfPVB9HmGLULGr2Z2wcByH6E3bkH/uXb8/9iVrwXc04de//jUefPBBWJblbn/2wZd9AEpk5wY3sOdcFCUEc//6JHJPvOl4rTsOQaLIkGpCQW0CeVEnqGHCGJmG3NsGapgwp1KuPR8nCuAEnl1PK82lc20REhH3emyOzcLOl5jXu8OdrriXKIs6mbNKg/On9M4BFF7bA+PomNt0cjzPGu1DI8xRR6i2P3xQgbqqD+aJSQ8NjQ+pCFywBIkvX9Ewg+FclDWTadhoC7Ew4l/ZCXWwD5lfPe9vtJf1+IKMrEweqbuf9qDygJMM+bWrPm+0P8E6o2b7D/7gD/Dss89ieHj4o5/8eZ1ifbxG27UBMZVaCGTbrg+0OROP7VTeowZnLhQL32xT04I9Vx1vkpLu4bWTQtmj7Ockcd6m/dNSZ0ohMZ0QmIq9pNTRDLHJe/MyTtR5a89mITRFXSoPKWlMGNkSZwEzouBp2Et1iZDyok4XiaKUovyel9qhLO12nQuoafkSJQF2TKllw5ycAx9S3UVeYPWihq4O5T3H/MK0LaugHxphtnTFMswTU8wpIxwAKZbBR4KQe9sYqt1Sg2p/eBxEr0O1L1qJ4Cmi2sb4LArPemkPytIehLevbfj8/Avvg9qkasnGcaDEZk0Ox2hmnCBA6m1DaPMghGgI5mTKY5NoZwoAz0GIhaEfnwC1bQjNMeh7h0AMy128cLKExJ3XQjyJKLLw8gceJNkYnWFcdmehYQxNQIgGYU+nYWcLzuKMY2JOzWCLA1GAsrQbvCyy8B+eZ+E1//pEdYFAKUi+BHlpN/S9Q+7niU1R8IqM5j+6GcXa6Hk41JBrL6rGw49M+Wz5xHjYdTxx9/FTb3vSJCuhPsGLqjZ/oW2rYU3MQT/q9cdW+jvYuaTruOOOO/Ctb30Luq678fX1tm7qYL+PJ362lX3sdWR+9Zz7OyVFDeA4JjwNB0B1E1I748frR5g3NheQYQxNMueRFX3sHOA4QBA8SabG0CQ4kXcDrqzpNMyJOZfrD7DFojrYB7m7FfHbdjScbmr7hpB/dhfME1PuPuE4DsqyHhhDE7ALJc/rOFVGYPViWJMpGKPVxRKvygisWYzEHVe4gtVzXdZMBtM/bNRoh5C4YyfUVQNMb1FPHVnag9gXtnsb7VQO6bufdlH8SomJCBJfu/pTnQxJCXHpQvWLkvOlTgkeefvttz3/b2lpwSWXXILbb78d3/zmN7Fy5UpEIo3J9p/7cZ9hLTBnuzYgplILw9n2IjNngmxbaS+yzQXO0onEtv0jtga2f9ZMxhtsUihDqG2mOXgQRqkteU79a8/HOlUKCTFM6EeYx3QlQbA2nj2w2p+4pu3xUkhoWQdUuTpuJxS8wLuuFe6NG0zY6EmcAzyotjE86XOQqPCiAaD84TEPOluxLwPA7PksG8oA45hyHIfgpgYcUUJ8ITZKfwfEjibkHB6vPjwFO8dQbTjNodzbCgg8rJm0a0FoZwssPKfGb1jsbEL85otPmYaVuvsp2DXfiRMFJL9xTUMXBWNsFppj0WgcnwClFHwkAJIrg2SLEBwva6m7BVJTDMGLVjIv7qdr7PgcQaWyog92pgBrNsPsEgslWHNZ8LLo7lN1ZR8St1+GsqYhFPI3AcbojIdfT0o6SLEMyWl67GzRacA4EN0AyZerCKcogLcp+HAAUkcThFgYoW1rILbEWVz9z5/yuFnYuRKE1gSME9PujVqIBMEpMuJ37GSLnjrEuJYaQsq6Pw6d5xG7ebuHi66fmMLcPz3qNlUkXwLVDYQvuxCCswiVu1shdbcg86vnPZ8nhAJsotHg+lJ+/7BnIgQw7nHtYuBcVHHXQcz9+GF32kdKOvMib0tCak8yS8gYux6U9xxjziNtSehOeqy8uOo8wsuSB0Axx1lwkLqyHxzHwc4UYAxNQoiFPeFjytIeSO1NiN9+WUNqjD40geyjr8EYm/GIROXFXTAn52ClC2wB7biPcJKIwOoBWHNZ6ENVRxpelhBYswiJ2y9fsBh2azbrNNqHvI12NITEHVdAXb0I2d+86LP3U5f2IHZLXaM9m0X6F8/4FvpicwyJO67w0Jg+bUWKGtK/ecG9/iuLOpH48s5PeKv8dUrN9p133tnwR0spxV133XXSH/T+/fvPfOs+S/Uxu5GQOmSbk8Sz4kDP+zn1HtuniWxTQhgvU6tDts+i2bZTeV/iltggrtoXZkOpZ/QIznvj+0xSSBpY9wGAfmTURWPsuRy7KTtINsfzPhcSopteb+1iGZwiwZxiyBTVHWFkOOAu2Grj10t1qDUTT9XYAe7yPi62xF0EjVKK0jt1dn+2zTijhMAcn/NMLZQl3T5UHmBIvpXxokqhratgHB1jYsNiGebwJKhtg48GQbJM/Cn3tcMcmYbYHHcXvOUPj4MYXlFweMuqhtSVRqUdHvEhrYELlnj2mftdKUXhORaBbmcKDG0VBFDNBCk4Vn+SCF6VIXU1I3zZevCyhPKHxzy0CXN8FkIyCl4SUXK490IyitIbe5ko0vluQiSI1j/5MnhZglkq+rfHtpF78k1vE398HPLiLnauEQLjyCj4cIBxglM597l8UAHVTEZ1URXI/R2Q2pMIbWEpf8VX93jDawwTHJjYtRL4UxHgqsv7IPW1ofjC+979WEMNoZQi98SbPrpHeMcFLuUIYOf39H+/122GqMFCd9TVA+7ikQ8qCO+80OccU6GVNLp2GuMzMJ/xTi94WUL81h3n1DFDH57E9A9+5brTUN0ALAtCIgp5SSdIpsgsOJd0Q9s3BI7nIQ90OgJKArmzGZIT0MSpsud6bs1mYU2loK5ZDI7nYRfK0A+egJCIeK7BykAHpM5mJL50WUMnDWNsFtn7X4I5MedJ45T72mBn8rCmMy6FCQAgCggM9sPOlTxTBE4Soa4aQPy2S6HOkx1wtmXNZjFzskZ7ZT+y9zdotJf3+qgj5lQK6V8+6xH6AsyTO3HHwgk6z4eyZrNI//p5D5qvHxsHMczzzhXslJrt73znOx+LO8bn9fEVrUO2Fy49so5Gcpo/fDtXBLXJOeVsm/Ux7ZGgi5B6njcx5/tbbdE6Ydynvdk+nSAbzUGzAIdCEg+7Nzp5cacPlarYgbmfNZ2B2JaE4VieEc0AHw1VhZHNMUiOvzUpaZ7PA4DA+qVVh4hc0UXZKxVcv6xKATg27vle1LTcxa49mwXRDci9bW7oRX08syCwZMl6FwipoxliTyvSP38KQBXV5iSR8c85DnJPKzhRgDWTcUf+VioPaybt0QdInS2I3bz9lBbElFKk/uUJr1WmLCF55zWNF0YHTrCmmVK3SeFUCSRfgl0ou1QPua8dcncr1JX9zLXE8eIGmO2bNZOFunYRjLEZkLLOqAQVUaTKqAMczyNy5cZ5LRMBoPTWfg/Ny5yYAx8LuwsRY3gKCKqw57Ls+uCg/5wkghgWhGgQnCS69JFK2Iw5lULqX5+sNnqUws4Woazoc6cqHMcx+khQReKb16BQ5ywiREOIXLnR/X/5gyO+hD+5rx3BzYOe4zH7fx+Cfsxp6Co87daEhwYVvW4LCs+/6/F1BhhPez5/7OzDryFg1wfdbD2n/GIrlcP0//wltL3HHecRC0QzIUQCUFf0ws4UGaVrsA/64VFQw4K6st9dcIvJqDvV4hSZ8aUrv69sEcbQBPPSFgUQzYC+bwh8IuI5B6TOZkhd7DdQu4hxt3Emg8x9z8OYnPOktkqdzaCayWhRtc0Xz7NES8OEUfN8TmCc8vgXtiNQ43J0LqtKHWnQaH95J9SVfcg+8JIPEHLt/Wob7fFZpH/9vM/GVmpvQuKOnQ3va5+W0o9PIPvgSz5BstSaWBDg8GzrlJrt733vewu9HZ9XPWV7gdc29VHt3AKIIwH41Pv8aY6z7FSeOSE4dA5OFM7e9m864/n/fCE0Vk2zXY8wVJBWz/t8ypMjT5lCUtJgHGNNMtUN2NkClGVVe73AqkW+19RSSKhNQG3CeLiEAo4PLi/wLrocWFsVRpb3HPMcH07gEVhbi3of9iY5ypKX611n90fKOngn8MQYmwXHcy4qJ3e1+Piboij6HAwAhmqbJ6Zgjs96UG0hGmGodiQEub8Dxsg0xOaY20xqe4956COcICB8yVoE1vj3W6Mqv3vIRysIbVsNtZEPsWm5sewVqz9OEkHKOuxMkdEpeB5CNAShOYaoY/VXeHWPZ2StHx+H1NsKalhVioYowBqZBoSqKFJqT6Llu19kfPAGgWjWXBaFV/e4/69EsFd8se08o6RA4Fkse45dXziOcfhhE/CRIKS2JIR4GOHtayG1JkAtG3P//BiMGqqRnSlA7Egy2owjNORjIXCyhOTXr0L5zX2ehofjOMRu3FYN0pnLIv/sLs/280EFsRu8dI/8c+8i/3SVimmlmC1ecOtq93mhrathjs74/bEXdyG0dX5/bFosA3J14RrassojyDzbIiUNMz+8D8VXP6xxHtGdIKke2MWyw8XuhTE6w7jvy3uYCLikQQgH2IKc49gxK2tVd6CSBv3QCSgr+pjFn2lB23ccfDQIezZT46UdhzzQgeh1W6Au9Z/DViaP9C+fgzmZgn7ghOd14BiFrFZrw3EclMWd4EChH6o+n+M5KCt6Ebt+60kdcs6mzKkUE0N+cKRho62s6EX2wZd9jXZgZb+PRmScmELmvhd8HGW5qwXx2y9fsJC686FK7x9G/qm3PTRPwLG5vHn7eUnnPP+26LNavhvPwnbbtFznsf0xIdunSyOxUzmfOJKXxDMSWlaq3mO7kaiRGKaneSLFsodvTgqaB6Xng2cv2jyfq2GQzTwUEu3QiHsRNKczLFXTcQ9ho+Yuz/OtdN7jrW3NZSEkwrAccRMpauCCKoSmmOtiUOF8U0J8wkd1ea97nlHTQvkDr/BRXT3gjtitmQz049XAEBDiNvd2pgBSLDPRotMs1qPalSq+6UW1xeYYlKXdVQeS4SnYOYYAMrtIxtXmeB72TKYqCpvNwprNehYPck8Lc104hcQ6attI/fwpz9RFCKpIfuPqxtv99n5XXOjGX/M8qGaCmia4kAqO4yAv6kRwzWJInc2wZjKeMBY7nQcIhZiMwjg+zsJkEhHoe4dALRu8ytA1XpaQ/P0bIM0jIqaUIvf4m57vbhwZgzzQ4dBHKPTDo+DDQeY/PpdzGxZOlUF1A2IyCkGRIQ90QGpvco9X7qm3UXyzyqcnmuHsTx52hjk38IoEIRpCcMNycIrs5/hvWcUmHGCL7+xDr/iEa9Frt3jiwvUTU5j7vw+5vweSL4FqJoKbByEE2X6Re1ohtiU82wcwN4rT8cdW+jsQ3nHBKT33VIraNmZ/+jhyT7zFrsGk4jwiMKSaUoBQZuuXLcKayUDqa4M9l4OdLYBXZMbBrlDvzKqnNdVNaHuHmIg5EgS1WdIsp8iw0wX3uAqxMJRl3Yhcug7BBiFOdqGMzC+fgzEx61JWACYK5EMK9MNjQA2dhuM4SL1tgCRCPzhSPX84DsryXsSu3nzOw38qZU6mMP1396H8fl2jHQmyRntJF3IPvepvtFcv8jXa+tExpH/1nL/R7m1D/I6dn9pGmxKC/HPvIvfEm75GW+poRvKb1y6Ya8zZ1ufN9me0Pg5km1q2b7x1ugJJK5XzvEeFr302tCY/sh33P2cy5UHeSFGDEK6hPgi85+IndTR/qqlW1kzG13zMSyGpSYC0ptMQkhF3rKcO9vlGfNoeb6y5ncox/+oKv5VQcKLgRjGry3tdGopxbNzHk651YCjvPe7jMgYvrAoji/UhNhmGOANwLeBqU+6URsja6AzMMa84M7RlFczRaYbwFTUYw5OgtuOrnS8xB5L+DhgjUwzVdsa92t7jILWotiggdOm6hkmbjSr/3Ls+ykzkio0uMu/5rrkiiq+zRYJxYgrUtBiqremw0znwsbBj9ZeEmIggvGMda4ifead6oyMExvEJyAMdsFI5FtEuCrDmsrAzBTa6F3hmw3jhMiRuvXTebS/vOuhZdJmTc+CCiivuMkamwCkS7FSWJYqaliNSFkBMC3wkBE4WWRiKIrlhM/rwJDK/fLbaGBMCUihB6muDOeTQZngOQlMMYjyC6E3bUP7AG44kdTQjvH1NzX7e5QnxAZjvulozwbHLOqb/5p7qeawznrayvBeyQ4HigypCO9Yh/8SbnvfiBB7xL2xvSAMo11GmgAqid/E5Q/Qopcg88BJzHimWAQrHlYZzI++pZbPvwQHGyDSkjiZQ04Y1k6la/MkSQ8Nt4tKwqGWjvO84pG7mSEQJYX78lGl8KgtFPqRCHexDaNNgQ3SfaAYyv34OxtgMizavhN1EQ+ATEda8B2Rv6Fh3K6M3HawCAhWnkugVGxHeeeGCXMfNiTlM/69fu9HwlapwtOX+duQefd3XQAbWLvZFsGv7hpBpIJxUFnUicfvl5x1X+VwVMUxkH3gZxToROsCAn+TXrjxtMO/jrDNKkFyxYsVHnpAcxyEcDmNgYABXXnkl7rzzTqjqp5eof7ZVP1Jd6Mbt40C26wNtgDNIj0zlQWuaJS6guCjpGW2TZrg2UpVqKI6sc7YAz7nx0mxDvA9/2vnap0ohqUWp7XwJpKy7vsgAoNZRSCghKO+uUh5ISQMvS67dH9VNcJIAXq060NTGlJfe86LWUlvC5XIz4WOd5/WiThf5IEXNG4JDKWvsBSbSsjMFFmLjTDCCmwcb/i7LDRBJdbAPmfteAMDG2C6qbVMwVLsN4DjYcznXgaQSAIIaVFrua0f8xlNrokhJQ/reZ7038zjz6m1U+effY/zbkg5rYo6d0hSgJQ0Q2D7nJBFyXxvCF6+BEA2ivO+4K5IDWJMlNEXByRIMZ1/y0SC0N/ezRriSFBkPo+0/3jEvl9LK5JF/8X33/1Q3YU2m3HRQUiizKYnAg5QNkHyJiS55nk07bAo+GoTUmoCQjCJ8yQUQm2Mguom5Hz8Cs4aTb6cLkLrbGL+4gqDGI+AlEcnfvxGlV73CUl6WPKI07cAJX0Ko2BxD5PJquAqlFLP/58FqzDohsOayEFviCFzAvhPHcYhedxEKz7zt98e+YmNDbrI5mYL2/Hv4wZf+ELZNIAlM2B6/dcc5Da4pvvwB5v7pUXeBTUoaEzm3N0FMRkF1k3HbYyHo+4chJiLgAgqMY+NVi7+Q6qK0LrpNKLT9wxATUUgdzYyqdWSMfX9C3AURr0hQVw4gsGoAkSs2+H531LSQue8F6MNT0D487r5OCAUgtsah7T4KLqB4Xid3NkOIBKEdPMFSRp3H5MVdiFx+ISLXbF6Q+64xNouZH/4a2t4h728zFkLiq1dCam9Crm6xBQDBdUt921T64AjyT7zp6xdYuM3F5yVX+VyUnSsi85sXfAtcgFGwwjsuOO/BrjNqtjdt2oR8Po8DBw5AEAR0dHSgubkZs7OzmJychGVZWL58OWzbxsGDB7F79248/PDDuOeeexAOn9qofffu3fjhD3+I999/H6ZpYsmSJfi93/s93HTTTae1rYVCAf/0T/+Ep556CiMjI5AkCT09Pbjiiivw3e9+90y+/qei6pHthRg72XWBNpwouB7Cp1p+ZFuG0MAJ4pTfr04cyQk8xCZ/8+4TR9Ze3Cj1oQrSpzg58rQoJDUJkNZ0mjk7JJhzgJiIQKoL2NCPelP5zKkUxKYoNMfvmGoGuGjQRWbFRISNgeE09jWuAwAQqBc+znoFncFNVeFa6f3DnuNopfKupsBFtR1+thAKILDaz5k2xmZgDk95YrNDmwdhjs9CPz7hQbWFaIiF2URCUPrbYZyYgtgSBx9sjGrzkojw5es9fPeTVfo3L7ruLZWK33opxAb0JmNkqsbqb5w57cgSS2HMFl0dg9zbBqktieCmFSBlHflnqhxlUtJhzWYRWLcE5okpFtcdDkA7NMIErUGFNdyigPgXL2WpgXVVEZfmn3jLQ8nQj45B7u9gTRqh0A6NgA8HYM+yCYuLSqoSa/zakhBUGfKiThZe4wgUMw++hHLN5IQUNeZYUiy7QkQ+oIAPBxC+ciOsiVnfNC5y1UaIzjlspfPIPf6653FOEhH/wiUeDUf+qbdReKHqzW3N5hhPe9sad+EU3LIK+sERXwMRWNmPQAMvdbtQRuY3L0AkwB0bdsCyLIiCiOg1m8/pYr+8bwhT/+s+d1pDyjpg2+CTUUjdLaBlHUI4AKmzBdq+IfBBFUJL3BUayou72MLYJmwBV2m0KYV26AR4RYLU18Ya7aEJFrrEc+6Cg6HiA1CXdrMGsm6hSS0bmftfhHZ0zPnNOKmSqgyxswnlBo222JqAkIxAOzjioVgpizoRuWw9Q48XotEencHM3/0a2v5h3yI4+bWrICSjyNe5yQBAaOMKhOsWGcW3DyD/rP+5gTWLEL1uy3nJUz4XZYzOIHP/iz7hMCfwiF5zkcfi9XyuMzo63//+95HL5XDrrbfiueeewzPPPIN7770XzzzzDJ599lnceuutyOVy+MlPfoJXX30Vt99+Ow4dOoS///u/P6X3f/PNN/G1r30N77zzDq655hp89atfRTqdxp/92Z+d8nsAwPj4OG699Vb86Ec/QmtrK77xjW/g1ltvRWtrK5588skz+eoLVz7K9gIj2/VR7QvhsV2HIAuR4Gld0Khpwc4VPTc/TlUaNsenWtZMnb92U6whF7a22WaxvtXnkJLu8lArJXWcu5S2860q9mq11UiERSlFuUIhceLZxZa4exNQVw34jn8tn5oSAlo2QAoaa6YIYWEqAu86YgRqEiPL9cJHlXFEK1WPaost8Wr6oGl5eMfsi9rgFYlNP2azECJBNwgiuHF5Q9SoWCPmA5ymfO1iFF7eDQAwTjiotlDL1W4DBeM6VxYO5vgsrFTeeQ4rua8d8RtOjbNrzqR9Ud1ydytiN27zPZcS4t7grbksrHQeHM+x31u2AD6kghMF5pPcnkTkqk3gBIElRdbc8FhD3A5aNtwQHNs0YU8zGkGl+VQWd6Lp929suN2SJEHbfbSKAMNZpMmSO8kwTkyCk0WQdB52puCkPVbdR/hoyHEf6QGvyojdsBUcz6O8fwjZ377iNlcVWpvQmnAtCzmB6QnkrhYEL1xa5a07pQ72Q3UWWdSykf3tKz73g8iVGz26D/34BOb+8REXNbezBVDDRHDLyipPu7cNfFBBuWZxCjgIeQN/bGrbyD74ss9iMLB+6Tl1zTDGZjH9/XtgHB0DpZTdJ0y2j5XFXUwcqUiQF3VCP3gCnMhD7G11ny93t0JqTzKRM1BttMEs2ahlQ17CLBzNsRlYUxlHOMmu8ZzAs3TIgQ7Eb7vU95ujNjsG2qERaPuOu6/jZQlSTyu0D46CUyRvo90Ug9gcY412zYJO7mtH+NJ1vrjzc7Yvhycx/T9/ifI+L6ItJiJIfuMa8NEQCi+853tdaOtqT6NNKUXh5Q8aNtrBDcuZ286ntNEu7z2O9L3P+BptPqAgcccVvzONNnCGyPZf//Vfo7W1FX/1V3/le6ytrQ1/9Vd/ha985Sv467/+a/zt3/4t/uIv/gLvvvsunn76afzZn/3ZSd/bsiz8+Z//OTiOw913342VK5nA5Tvf+Q6+8pWv4Ic//CGuvfZa9Pf3n/R9bNvGn/zJn2B6eho//elPsWXLFt/nnFf1Mce1148tFyQ9sr7ZPk0BoeUIrzy2fwH5rGgk9ch2I3GkXSh7tp3ky+AjNeJIzYCQrPq8CrHwp9rLtB7VFmJhiA2QNHNk2vU7tVJ5ZvtVs3/VuiAbO1eEcbSKTNtzOQhNUZhOipubGNkUYz7wAu82FtS0PIglAATWLHb5ij7hI4Dgxir9rbznmOcCbqfz4JxjaI7PglIKyYlN52Wpob+1MTYLo/4ztqyCOT7rujEYQxVUO8jOoyhDtfUTUxDbEmyiRCkL1fFY9YmIXLkJ8qJO3+c2qtS/Pgm7xtOe43kk77y6oddy+YMjMKfSoDZxXWMgiqCFMkMtnSmNsqgTgeW9UAY6YI7PolxD2bGm0+AEHkIiAm33MRaCkwhDf/cwQAj4MJsQCCEVrX/6ZQjzaDXsfMmTzkgNE+b4nHuu2Lkio4+IzMnCzpeYgFUQGIWEYw5HUkcTcx+55AKITTHY+RLmfvJw9XdMKex0HnJfm8fqTUhGwasyEt+8FqX6hVM0hGjNGL/wwnueKG8ACKwa8Nzw7WIZU39zN2zn3CJlHXa2CHX1IsjOglwIBxHcuBzZB1/xvBevOP7YdZxbFh70jkvPsmwbLxzeAyTC+PKlX2m4X8+krHQeU9+/B6UPjrCFr2GB6CaEkOo22iyRswf6kTFQQqAs7Wb/tgmkymKWOg5CNUi/MTwJkitBXbMIHM/DnEzBHJlmntuOiL4iUpR72hq6aVBCkHv0dZT3D0HbO1R9nSRC6mtDudJo1zSeQiwMsS0B48iYp9GWulsQvuQCNpE4BeHx6ZZ+dAzTf3efLwVUTESQ/L1rAZ5H8ZXdvteFd1yA8LaqNoBSivwz7/iBAfzu0CfOpCilKLz0AYqvf+h7TGyKIf6ly9xp0+9KndFy6LXXXsNFF1100uds3rwZr73GkBae57FhwwZMTEyc9DUA8MYbb+DEiRO48cYb3UYbAMLhML797W/Dsizcf//9H/k+Tz75JPbs2YNvfetbvkYbgGfs+1ksWk8jWQCBZH1sLB87vbhYO5UH0fRqYIUigROEs6OR1IsjGzTb9RQSqhkeoRLHc17RTQNu5aelKKU+D2t1eW9j7nJN82tNp8GHVJejL3e3+oIoynViIWsu69rOAQC12A270tgrS7rdRY22f9g37q8dvdcLH/mggoCDejdKeqxQIKhhwZpKgQ+q7gQlsHZxQ6Fa8VXvzVIIBRC4oAbVruFqU5u6aZGUUJBsAXIPQ7WNoQk2BapFtRd3IXbj1lO6kZYPnXA/s1LqqoHGorKy7saFm6PTILrB/I0NE3Y6z0SRPLNYFJtjiFy5kTU5T71VDYJxnEvkRZ2wJlMs/lqRYI7OOGFEMsAzT+3wzg0IXbzGtx0AO7eKz+wCrXFU0I+MQeptdfYZYe4jAQWkoMGaywGEcd4hiaCmBSEZhRBUIfd3uP7WlFKk7nkK+qFqU21ni+BjIZhT6WpKZJj568du2wHNaTArxXEcYjdVbf60QyO+c0pMRhG5utqMU0Iw879+7dr3VZJTpfYm1z2H43mEr9yA/JN+27Lo9VsbhiWV3zuM0vvVhY5hm7jzX/4H7vzB/wPjHIFGpKRh5u/uQ/HV3YxaZdmgGkOxpYEOJp7lOChLu5mYtqxDXtTJbBNNC0I8DGUpoztRzQBqEGlzfBbWTAbKyn5XPGscG2PHtcatSl7aDaWnDYmv+BMPKaXIP/U2SnuOQts35FLPOFGA3NfmINqiJ3RMcBJEjSNjHtcOqasZwW2r5417P9sqHxjG9P/8pb/RTkaR/LfXg5o2Sm/5w/4iOzd4G23bRu7hVxs22pHL1iNy6bpPZaPNhJAvNWy0lYEOJO+85neu0QbOENk2DAMzMzMnfc7MzAx0vXozDIVCEE5hBfnWWyxEYPv27b7HLr74Ys9zTlaPPfYYAODaa6/FxMQEXnjhBeTzefT09GDHjh0NI4I/0fq4EyTLHwey7R15Vkbyp/z6dM7jJMEFFHaDPMNkNErpKdn+WRN14kiB9xyPemumet/lT1OZYzO+RVMtVaNSxDChO+mS1LJhp3OQ+9rdm0E9qk0J8Tg+kLIOThLdxRDVmI85H1Td86bSTFNKUXrXewNSFnW6Ew+f8BFOiI2DtOkHTngcTOx8qRr7Pj4LahMojsiS4/mG0ezm+KwnpQ5gtoDm2CyM0WmWgnd8osrVzpdYWmR/B4yhCYjtTeAUiVme7RsGqQmw4QMKotdvdW3mTlaUEKT++TEPasdJIpr+7fUNR8uFV3az6POy7vLSQQFa1Bi/OqiAEwTI/R0IbV0FIRpC8e0DMCerXHBjaJJtP+cEzABVT22ed3UZYlsCrX96+7wNgbZvCOaxcRf4MKdS4CTBPY7G8CSjGOSKsDN5h19PwUkSqMUaPF6WoCztgRBUGH2E41B4eTfyz+yqLg40g3GOVQWG8z2YloAJWbmgCrveTWbbancxZGcLyD1Wx9MWBcS+4I1jzzzwkuvuAkphz2bBqTKC21a5xyJ82TqU3z7gi9UObV3dMK3QODHl5/SeY6CImhZmf/wwco+/wSgyNmHXXVFgCx+eByiFvLgT1nQGdq7I3GfGZtkiNRRgfHyeY9MoteoAYs1kYIxMI7BmEXhFgp0pQD84Aj4Y8Gg1lIEOKL1tiH/5cl8jxRJO30Vx10Fo+4bdaQUn8JD721HecwycLHoQaj6kQuxqgeGkCVZK6mhCaNsahG69xJeTcC6qtPcYZu+63+eXLjbH0fRvroWVKfrE5gAQvXozgjUuStS0kHnwZV/DznEcIldvQnD9/KFQv8tlZfIsBXTaL4QMbljOxLK/o5SZMzrbVq5cicceewxf/epXsWaNH7XYvXs3HnvsMc9jo6OjaG7+aARwaGgIANDX5xfTxGIxJBIJDA/7T9b6+vBDtiratWsX/uqv/gpGTfRxMpnED37wg5Oi840CFxayan03AQDcwm6Dj0aiSuf88+w6SzY+GjytzzDn6sSRqgIhGWn4Hu6N9STvb2cLPr6l0Bz3vcYYrwmzodTjDlHvawoAYlfzx36+nMs62b4rf+htWsWmGIRW/z7TDp5w9401kwEo27cAC2VRlvd6XqMfHffwT62pFIRk1EXRSVkHHw+7wlMhGYXUy0RV5tisp/kDgMC6pe77F9875BWwCjxU53FKKQp17iGkUILY3gRqWsxuTpEgtDCEUV3VDz4a8n3ffN0ImA+qUC9YjMwvnwMAGMcnQPIlhtBadhXVNi2QfNm1TdQPjzjWatX3Vwf7EL1m8ymdU4XXP3TFpJUKb18DZWm37/XmdBql9w6BOkmRFUvFSnS42BpnPsQ9LY4ochBWtojCS++772Fni7DzRagD7cw+zbaZldqBEyCm7Vpv8bKEpj+8CWKL/1wB2AKnUNNEEs2AOTrjUjLceG2eg13SGEXGJmzhy3PgeQl8OACpqxlCNIjwVZvAR4IwJuYw97PHq9cNwsKRpN42GJXGhePYeRwNIXLNRSjXIdZyTyuC21az88W2kfntK77rZXjnBoitCfe7ld4/zPzNnf9X+PehrRdAcPQd6mA/zFTOE3EPAPJAB0Lb1/j2k50tIPPAS34E/JrNwP+X/btyTp9pUUqR+sUzyNz3AqO+VLy0eQ5SRzOEYACUEEjdrSBFDdZcFlJ3C+x0ngXaKJKLWFemGpVmyErnoR8dg7pqAHxQhZ0vQds/DD6oeBptubsVcl87Yl+81LNPK1V4+QMU3twL/cBwdeHPc5D6nEZbFDwINa/KkLtboQ9NeKYmUnsTQhevQeLLO6ER65xfs0vvH8bsjx7wTUbF1gSavnU9rImUr3kGxyF6/RYEVi9yt4eUdea8MeYHfaI3boO6ou8Tu9+cyn32TMsYnmSaiLqJJXgOkSs3IVgDtpxvdSoThjNqtv/0T/8U3/rWt/CVr3wFV1xxBdavX49EIoF0Oo333nsPzz77LDiOw5/8yZ8AAIrFIl5++WVcd911H/nehQL7MUUijccE4XAYk5OTDR+rrbk5dsL/5V/+Jb71rW/hG9/4BmRZxqOPPoq//uu/xne+8x089thjaG1tbfj6bDb7sR1USZJg67rLI7csC8S0oGkaDMMAqbvYnk0JggBREGCWvMiKAQqjUDgnXHZBECCKIvS5jNftQRVRLBZhmv6GtbY4joOiKDBnM7CL5epxUCUgFoKmadA0reFrs9lsw7/LsgxrZMrz/ThVhiFxMHM5EELc7S6PTIJabGxKNQNUFmE7DTfzYQ7Atm3XwcGKqNDyefc5v6tVu+8EQYDI8yh8eNRN1wMAeWknNE1zp1aVY5V/9yAsywLP8zAm58DFQoAkwLIsyIs6YIBAd95fURTk39nnHgsOgF3SQR0EjTWnDLnim6KwbRvKqj73Mwtvfug5jnw0BNKVRKlUAkco8m/tBal5XFneD1PkYJTLMIenoI1Nu9tOyzqog4gZ47MgpgW5q50JGG0bwrolnnNWlmWQqTRKh7w8dmXjMpSPj0MbmQItlGscSKpcbamvHcaRMQjtSUaX0U22SLFsV6IhhIOI3nQxaCJ80muQJEmQwGPuX54AqTnv+FAA0a9d6fmNVM7r/BNvgFg288BO5919bWeL4EMK48WrMoT2JAKXXQAbFOknXodZ1tjNhFJoh0egLO2GncrBnMuCE3hYTogJJ4vuFEi9cCmiN13s+7272/LIqzALJSaqtG3oh05A7G0FFXgQw4R2eBRcgCGhdirniGU58LKDarfEwYdUCN0tEBZ3QljaBbNUxvQ//NabEjmXg9CagDky4wlK4WQR8a9didK7B2HXXhMCCuSrNkDTWaR48bl3oZ3w3m/k5b3gVnQjn89DlmXQdAFT/+NeJqTmONj5EmhJg7puCcTWOGzbZl7q7Qnkn3nHK+qNhaBctQGlctndT5IkgbcJsr98Dnbeq3sJbB4E7aves7LZ7BldswVBQCAQQOHJt5D62ROwsgWAUlfHILYmICTCoISw6R/H6HVCSxx2SWcaB1GAMtgHThZhFdjCEjwHSgjsXBH6/mEoy3vAhwOw8iXoe4+DUyXYheo1XWxLQuhrRfCGLSDNUfecFwSBiWffPoDSSx/AODTiirQ5nofU2wZ933FXiEspZSmiisQeG5rwLJDEtgTULSsRuvUSaMSCYRgeAO5MSxAEKIoC7Z2DSP3kEVh1iKzc0YT4t26Afmwc2lAdjZbnEblxK7glncjn8xBFEbSoIfebF2HXuShxooDwjVuB/jbknPvVJ1nz3WdPt0RRhCiK0N4/guLz7zo0sWpxqozIjVvB97Ujfx7fYxOJxinUtXVGzfbmzZvx93//9/iv//W/4qmnnsJTTz3lid/t7OzEX/zFX2Dz5s0AGGf7F7/4xbyN7UJUZVsuu+wyjyjzzjvvxNTUFH784x/jvvvuw7e//e2Gr4/FPt4UIl2WURZFZuckihBkCaqqLog3OSlpPs56IBaBED69KPWTfkZRgwDOM/IMtjZBOA36Tj5bBDTDXTUKQRVKa6LhfqGUIpvNIhaLzbvKLKQLnu8tdzQjEAggEKiKt6xUDoJN3e22ihrEWBi805ARy4agVm2l5L52BILnbr99EjXfvtMOjUCwiOcYRtctg1C3z+xsAXQiBVEU2Y20qEFZ0Que58HzPKLrl0OpOWZ2rgRyYsY9FtZsBmIi4tIaKmmdUkscgsK8nqMbBtkYOleCfXTccxzDmwbdY1DefRS8YYOveTy2dQ0k57O19496Xmvmyww9twmsyRR4SYTc0czoI4N9CHX6KUKZXW953oMqIkIXLkfmF8+C53mUj02AFMrgRBHUtAGeY64dmgGqm1B6WsFxHMr7h1iSofM+HMdBXbsI0Ss2QJBlyPLJqV2Z37wIy3EBqVT85u1Q29kEsfY3ou0bAp1IgaOANeQ0jzwPqhsgZR1iRRS5uAvBwX6ElvdBPzoGcnzS/a7G8CTEWBhCKIDSwROsuZElmPuHWSPsILhiMoq2//x1CLKEUIOAjfLuo6AnpiGKIgghsCdT4GUZcgu7YenDY+BEESRfZj77FmHuI4oIYpoQE1Fwsgh1WS+keATJ67eCl2WkH34B+vuH3f1BCgx5pZoBojmuFQEFQjSIyJUbYY3NgSPUcyzjX7gESgvbF9r+IVh7jnseF+IRJG+q0keoaWH8f/wSJFNg90AnuEbubXPtMcWAisjFa5F//E0PlZITBSRu3wkp4b3XUEqRfeAlcHXXK2VxF2JXbkKpVEWFY7HYKdvp1lfxzX2Y+z+/dRtE4iDbQlOEuf/YBEIsBCEShH5snIWJCSzxlBN4BFb2QwgH2e9VFF1+u10owzhwAurSbohNMZCyDmP/MHOUqRFDis0xKMt6EL/pYqgr+gF4z9niW/ugvfohzKPjsFN5dlw5DlJvK4wDJxhlyaGCsHNRhNzTCvPEFPPnd84DqTWB4MVrkfzqFSyMh1IYhnHSe8WpFhPyvY/0Pz8Oey7r9fXubkHyWzdA3zcEazLlOZacKCB226VQBjrc723NZZG570Vw2aLnubwqI/6ly13b1E8yr+RU7rOn9X62jfwzu6C/fxgiL3hUhGJzDLHbLnVpRb/rOS1nTFravn07nnnmGezatQsHDhxAoVBAOBzGihUrsGHDBvA1vJpAIIAVK/y8x0ZVuXDk8/mGjxcKhXlR7/r3SafT2LnTH+hw+eWX48c//rFLNWlUH7vwoO7zuAXcBmr4kRChzpf0bIvUWVRxPH9a1n+kpIGUdQ+3nA8oEJvjJ30PjuPmfdyq87NtlPpo1YsjLVLHEfe+v+w0Tp+Gqt93ep0wspHIEYBHQGlNp8GJAgSHdytEglAWd3qb+A+PeWgT9kwWQkucIVEO2spJouutHVizCIJzIy+/d8iDfnCSiKBjB0gpRblOTCT3tUN23secmPMEslDdBOekGxqTKVDTYsfTGUmHtq72HVtzfNY3Cg5etBLm8BSsqRTsTAHm6DSLLA8HYOeKEBNRyH3t0PcPQ+pqdkWgxrEJ9l0ri8l4GIkvXt5wH9eXmc4h88BLnr9JbUkkvnipb5uJZqDgOH4wUaTJeNqEwE7lGdLriCKlljiiV24ENS3kn66heRQ1WFNpBNYvZQ4rhgVelaEdHWP2e0HVSXMUkfzG1Qgs9idtAmxhVnjO69Vtjs+6QUXWXJZRMMCa5YrHM2uqKPiAAi6kQultgxAOIHb9VgihALP5u/8ld5LGwno0iJ1NruOKa/PX2wa5t9UjoASA0EUroS5h223NZpF/wqsN4kQB8Vsucc9FSinmfvIwtAoH1ybM7jIW9gQgRS5bj+IL73v8nQEget0W99ysrcIL70E/7N02sTmG2M3bwfO85/ie7Hp3sirvH8L0f78XpuNwQkoaYBPwsTALhbIJ4z23MicPIRwEHw7CHJ12hJI9EGJhFjgm8G6jTco6tL3HIfe2QWyJs+nN3uOMz11zLRcTESjLehC7ahMCqwZ821d65wBLQz08ymhpTkldzTAOjoA6Uw53P4gC5O5WJtKtRbRb4ghdvIY12nWhP2e67ypFKUXhqbcw9/OnfJRJpa8dyX97PcrvHWZBVTVVaZ5rtT7G2Cwyv3nel3YrhINI3LGzobbok6yz3XcAW5RlH3zZkxpbKWVpN2I3XnzK+ixq29CPjgOOteT5mKJ5VgoBnuexadMmbNq06Vxtj2vpNzw8jNWrvWr6bDaLdDqN9evXf+T7DAwMIJ1OIxr128RV/lYr4PzE62MUSNI6ThQn8B71+LkoO+sdf/KR4GkJG6xUHlQ33RsUx3HgVPmMPbYppT4uXaMgmvrncHydMJJ4b5hy98c3rfk4i2iGr6lUV/X7nkcphbbH8QomBNZ0mi2InGMdcKy+3OfXCyOLGiCLriVjxcNcCAfcgJlKvDoxTF+MdmD1QDW6fXjSJ6wJ1Ygbi2/s9Txmp3IQ2hKgNoE5NsPG046zjLq0B1KrfzRYeM1rD8cHVahrFyP/y+cZYnZ0jCGqjlsGJwqQF3WAZAuM++q8f3nPMVCjir5xHIfAhhWeSPCTVfqnj3uEqxzHIfHVKxu6phRe/gB2sewVRYKCFsvMNSSosO3s72BJkbEw8s/uqr4/pdCPjELqawMpacz+juNg5Uog6QI4SQAnsetHYPUiJO+8puE2U0qRfewNVzdBnfdVBjrZ/jJM6EfGwMki44Zn8oBlM2qKKDDUNRGFGGcNYfDCZVAWdcLOlTD7Dw95bf5SOUhdLVUBJ5jegA8FELvlEpTrEiClzmaEd1wAgJ1nmQdf8ukzoldv9lwz8s/uQq7SkFM2oeFEHqHtq8E7iGtw4wqU9xzzcJQBFlrSqMks7zmKYp2mgA8oiN926RkLw+tLPzGJqf/2c+hHRhnnu6yDmjb4cAByTytAKPPS7m6FfniEaRiSEdeDXF7UyRppB6XmHcSR6ia0D49Dak9C6mwGNSxoe4+BEgpqmm6WhBANQVnRi+jlFyK4Yblv+0rvHUL26bdhHB710DKkrhZm4cfBsy84gYfU3QJzbNYT1iY2xxG+eC2SX73ynKZrAuw6lvnty8j86nmf97m6uAuJO69B6c19vsf4oIrEHTshtVXPI/3oGDIPvuwROQNsQpS4Y+dpW+b+LpQ5PovMAy/59g8AhLetRuiSU7c0tDJ5ZB982dXxKIs6Eb/98vMOBDvvZJ2Vxv2VV17xPfbqq68CgEtPOVlV7P6OHDnie6zyt66urjPeznNeH2OzXS8S5NVzi2oDfts/4XRt/9JecSQXkCEostuAnW6RfNlnjN/QK7pWHEmI57iQfAlcjV8wJ/Cf2ph2/dCIh2/PCXzDBEBzbIb5oQOw5nKglu0G0HAc54lWB5hwsNbD3Jycg5CIwHbQTFrWwQUViA7iJ/e1u/Hq2ofHfeKZ4MZqM11622/NJi9mv3ErlYN+aMR9jJoWKMcmLtYUQ7XFtoQ7lg5tXeX/rhNz0I/UodqbB2Een4Q1k2E8Zsejm1NlFqASD0PuboExOgO5qwWcKMDOl1jiYg3SKbbEkbj9sobNcn2VD5xA/qUPPH9TlvUgcrkfhDAnU25jaVREkWALRztbhBCPgONY0I7cxZIXzfFZTyCQOTEH8ByEplgVcVUkmA4HtbLNYjyMtv/y9XlRpfK7hzyTBXN0BnywGlKlHx51qQb2XJbRRwCHjmNBSEZYjPeyHohNMYQvWw9KCOZ+9nhV/AhmGconIjCn0+5iXYgEwaky4l+8FNpurz87r8qIf2E7OCfNMvf4m77k0cDaxR4/be3IKOb+70OueNFO50BNC8FNgxCirDmS+zsYcl/nbqT0dyC880LUlzEy5Yvt5nge8Vt3eLIFZFnGD3/4Q/zN3/zNR1KN6sucTmPqv92N8u5jzEtbN9lkIiC77jecJELu72CLbUGA2JaE6bhryL1tkDqaQEoseKpixUkNC+UPj0FIhJmQ2bKh7TvOaFROCBHA7PjUlf0Ib7+goTVlefdRZJ94E8aRUc/CWepsZo02AL7GOavSaFsTc95G20W0F6DRtmyk730G6Xuf9TSLHMdBHexD4htXo/jaHl8jKURDSH7jak+jXd5zFJnfvOhrtKWOZiS/fvWnstEu7z6K1N1P+fYPJ4mI37wd4R2nbmmoHxlF6qePewTz+jGGcJ9vdUrI9l133QWO4/D1r38d8Xgcd9111ym9Ocdx+M53vnNaG7R161b09PTgkUcewTe/+U0MDrLY3UKhgB/96EcQRRG33nqr+/xUKoV0Oo1EIoFksnoS33bbbfjJT36Cn//85/jiF7+ItrY2933+4R/+AQBOSbD5aSwfsr0QUe31gTanaftnpfINnEiiZ7woqA+j4FXZTairFLVsWNPVHy0p6eBqmh87V/Q012JbckHso86HKtdZ5ymLuho2glqNW4k5mQIfVKre2v3tvptF+f3q4pdaNmhZB3EETtQwAUkAL4nu2LRih0Up9SVCKku6XF9iczrtp3fUhNiU3trv9fSezkBsS4ASB9XmODY+B7Mha+SdXni13oFEgXrBYsz99HEXpSVFDZAEQDdZquHiLlizjMtZWdyV3z8M4ghwAdZQhbatRmjjR1PtqG1j7scP+a3+/vAmXzgHpdT1x7ZmMmxR5LhX2JkC+LAKThYhhAMQO5oQvZa5M+WeeLPqOqAbMEemoa5ZBMuJZOckkbmt6CY7JziOUSzuuAKBwf6G222lcsjXpOWRQhnWdBrKGpbOaI7POoE1FHa2COJMtXhZAqWMksMHFCiLu8AHVcRuuhi8LCH37DsoPP9e1cmhYmFI2WcAzBlFiEcQ3DwIkit6nWrA6ByV87T87iE3xr5SUlsC0auq01srW8DUX/28GlxTKMMulKEO9rkNqxgPQ+psRrFuEiLGw4jd7I8gt9J55jxSZysauWazzwJSkiR85zvfQSaTgSSdOtpt54qY+pt7UHxzH6hts9AazWBe2t2tjFLF81Ac/2xQCqmrmXGgKYXU3gS5tw3E0R4IDpeWWja0vcfBh1S2uLUJi1HXnMlkJSchqEBdOYDQRSvdKUJtlT88huxjr8M4MuaJsJc6mthCEdST3Mvx7DdrTaY8AJLYUoNon+OwMWKYSP/8KWQfe91DV2F6i8WIf2E7ii/v9k1FxOYYEl++AkKUgUWUUpTe3Of5TVRKWdSJ2C2XnJdUiLMpatvIP/duQ99wIRpC/LZLG06bG74XISi8vLuhF7fUmvAkl54vdVrN9vXXX7/gzbYoivjLv/xL/MEf/AG+9rWv4cYbb0Q4HMZTTz2F0dFR/If/8B8wMFAdv919992466678N3vfhff+9733L/39PTgP/2n/4S//Mu/xM0334yrrroKsizjhRdewNjYGO644w5s3br1tLZtQetjjGsn9YE2H0ezfdqBNvXI9lnGtE/WU0ia/Hzt6bTnZkfyJS9Xzvamon1aKSR2rgizPra6wcibmpbbmLCkvILHWzuw1otq27mSpyG2ptMQmqIwTji80WIZfCTEIt4Fno2blzIOrX5kzBcZ70G16ygifFBBwGnk7ELZE4vN4r6Z7Z3p3KilSpojmMdyfRmjMz5UO7R5JYyDI7DTeZDZLMyJFEtSlGWQYhlSawJiexLa7qOQBzqYc8d0BuZEysM7FzubkLj98lNauOWe2eVB6AGWOhdoMHUof3CEIe2WXU265MCaIN2EkEwyVHtxF4LrlkLubkXx9Q89iKJ+ZAxiZzOoZbsUK1LWYadyzAlCZtusLutF07duaLjNleQ/d4FACLRDI1AWdzmWcRr0oQn33yRXBEyb2RI64Th8PMz2Z0sc4R3rIHU0QR+aQOpnT7jXM2pajCPf0eSevxzPQ2iOQWpLQF3WC6POESK4Ybnrb22MzSJfwycH2LUxdusO99hQy8b0f7sb5hRblFOdhQFJ7Ul3isNJIgIblrs8efe9ZAnxL17mQ1qJZiDzmxd8fN3QpkEE6yZDZ1qkrGP6B79G4cX32FSnElojiZC6m1lgGMexoJph5sYkORxoSinEphiUxZ0MCS9q7rWY+cQPgZNFKMt62LHdP8S+S81kkFdlqKsWIbhxOSJXbvRde8t7jyP7yGvQj4y6+xYAxPYkC86h1BssxtU02kZdo719YagjpKRh9p8fQ+HZXZ7P5HieeUBftQmFF9/3LZikzmYkvlQ97pQQ5J/d1bDpDKwaQPT6LQuSavlJll0oI/vbl33+4wCbXsZv3n7KCyNS1JB9+FXo9e4uYFSx2C2XnJde3KfUbP/sZz8DwFxGav+/ULVlyxbcc889+Lu/+zs8/vjjME0TS5YswZ/+6Z/i5ptvPuX3ufPOO9HV1YV//Md/xKOPPgrbtrFkyRL8+3//7/HlL395Ab/BGdTHGNdOfR7b577ZJtn6Zvv0xmF2Os/EN07xAQXCWTTb9b7M4inwteH4EANgx6fuGEmf0jAbbd+Q155MkaAs8VOutMMjLqJkTaUZeuvwnPmg4jbKlSrvOeqO3Stoq9iaYE2YTQDChE4VYWRw/VL3olmPakutCch97eyzM3lo+73e+8ENK9wGqfTOAa8F5WQKguPnWxF8VaLZ5Z5WN8ykUhXHgdrigyrUNYsw99PHHUu8URboIYmgugFOlqAs7YY1MQdOkdnomFKU3zvkEcpxgoDozg0NFzP1ZeVLSP/iac+xEWJhNP0b/4SOFDUUXmTbbAxPsuaAUFCw2HIh4Ygi25OQ2pKIXLYe1lwWhZrIcmsmA2JYUDqSKH/gpH0qIos7r2l+hEgQrf/5axDmocCU3trv8ZbWhyaZy0U8DNuyoB8aAS+JIGUD1lyWHSueoeUgFEKzkxK5qBPKQAdDqIsaZn/0IEuVZAcJ9lwOYkscVs1nCckoBCckSD/iFR1Knc2IOHQOUtSQfdCPLEdv2OYKVimlmP3xwyhVklJtAms2Az4UQHDbmmpwzcVrUHx1j8+2MXrjNp/QjRKC7EOv+GgrypIuhBvQggBmSfnSSy+hUCjguuuu+8g0ZGpamPk/DyL72Gvs92rZoCWNUUQ6m8EHVOYD39cGc2IWVDchdre6AU9CPAx1eS+zicwVITi0LhDiiqOVFX0AdZJdcyWGHVUabVmCumoAwXVLEb32osaN9sOvQj865rlOi60JmMcnGHWk9tziWLaBVZMGCjiN9iUXsEb7FOhYp1N2roiZf/gtO66W9/cb2roKoa2rUXz5A98xVwY6ELt1h4tSU9NC9qFXoR32LpgBtngPX77+vOMan20ZY7PIPvCST7cAMO1CeOeFp9wcG6MzyP725YZcb3WwH9FrLzpn2oZzXafUbNdzpE+FM322tXbtWvzkJz/5yOd973vf8yDa9bVz586GjiSf5aoPaFgQZLs+qj166lxrSimsVA6kXOVY8wEZYvLM7BgppT4aidTABaC22aaUArQG5S5q4OqQErnr09ts15ayoq9hrLG220GLKWXx7PGwe6ELrFrkeQ21bZTfq0ZO25kC+JAKy0Gx7GIZXEhlqYAhlVmLOci4OZXycH0BILhpfooIL0su/YSUdY8Yjlo2oycoEqzpNIhmQGpNuDfn0Da/QNEYmnTFYZUKbV0Nbc8xkHwJ1nTa/R68LMIuapA64iykZ/dRKCt6AY6DMTThUjkqJQ90IH7rjlO62aTvfsrXlMVvvxxiwr8Izb/4HkOgcyV2XlMKgILkSsxPO8B8teW+dpbKpsrI3f9i1c3DsGAcH4cy2M8cHsrMdcIcZlQSPuBEsgs8YrdcgtA8iXbmVMqNhwfYItpO5xFY57iPjEyD6gajcKUZ558SwugjNoEQC0NQZSjLeiBEg4hez6aRc//6hIfuYafz4MIBtkh3GmYhEgQfVBC9YRuMurRPPqggfssljKdt28g0uIGHtqyCWrNgzD/1FnKPv8H+4ywWOZ5H6JK1rkNJ8MLlKO855g/B2XEB1GU9nr9VIsjrk0jFljhiN22f95zQNM29p+Xz+ZNa/1FCMPuvT1SR80o6JM9DbEuwEKIKSjyXAylqDmI8B2qxkCJ1sJ8516TzEFocNyhC2QLXtqGuXgRwgL5/mLlycHAntZwkQl09gMDaxYjduNX3ndxG+8iY5xotNsfZFILjfI2z1NEEayrtoVKJrQmEt1/g2vudy7Lmspi5636Udh30BAxxksiO64q+hnQGdbCffeeKbWxJQ/q+F2COz/qeG9m5AaHNg+d0uz/popSi/N5h5J99x7eI5UQB0WsvQmD1olN+r9Jb+9nkoM5jnON5RHZeiMCG5ef1QuXTSTj9XayP042kTiB5rpFtohn+pMbTQLZJvgSim5734NQzp5GQXNE3opU6To5sU90EakZ5dq7o4XgzZ4Pfbd/PRmVOp32OHo1cE6x03h3jWak8iGFCdTxjAfiEkfqhUQ+yYU0wYaSLZBkWuEgQUofjBjLY7+7feuGjEGINAMAWQeU6wVvggiXuDbf0zgEP+mVNzEFsSzLnkDpUW+pohtzf7nkvSqmLELufHw1BXdGLuX98hFlOHRplXGZFdjiwMpSl3UwAGAlCbIqBWjZDh4mNytiKV2XEbtwGeVGnb//Wl358Avmn3/b8TRnoQPwGPxXOGJ1m+4RS6EdHK18E1CIghTLEdkYfUQY6oC7phrqyH+X3D3tGvPrRMQgtCXCAm2RHSjrsuRw4kQfnIHXy4k60/PGt9ZvAPtK0kH34VfdGS00L+uFRKCt6wQkC7EwBxvgseJ4HKZZBihqzFJRF19qNjwYhdbdAiIaYzV8kiPyL7yP/dDUchpQ0UJuA5wDboZ4xnnYYwY3LQcq6t0niOMRuvNjVkRSef8+3mJJ72zy84vL+Ycz++GH3faxUDtSyENyyyvUBlgc6YM1mfVZv6oq+hmLA0pv7UHr/sOdvfFBllINzgM5RSpH+9fNI/+xJlw9PSozTLjTH2DWZ5yC1JUEKJdj5EsT2JOzZLKhpgQ8wjjUA2LNZCE7CKCiFdnAYRDcQWL0Y4DnoB0dcoXRtox1YPYDAqgHEv3CJjxpR/vAYo44crqOONMVYo83znsaZEgq5ownWtDcsTWpNIHTJOtZon+N7mTk+i+kf3gftw+O+aV9k5waIHU0+hyTAiRavoctY6Twyv37eR4XjBB7RG7YisPKjJ1u/S0VNC7kn3/LQ9yolREOI37rjlM0FSFlH7rE3Gk4DhEgQsS9c4rFRPF/rrJrtp59+Go888giOHTsGTdPw9NNPAwCOHj2K5557DjfffLMrTPy8zp+qd3Q412OXelSb4zhXGHIqZaVyHhEnJwjgFckV5JxumRNeCgkfVMDXCTaJZnhuknauCKHG+YRqhkcs+amlkNQJI4VIEFKPn5termkSrKkUOEl0aT5yV4vrIFKp0rtVfiIp64Blu+cJKeuAKkMIKBCT7BhXkGkW8Tzkea/Ahctc1Ly064DPNSW4iSFERDM8vEhq2aAWayLM6TRISYfYEgcfdFDtrat8yIh+aMQ3FQldvIY18ZoBY3TG9QHmBB5EJwzVDqkwhiZdBwtt/7BjlVZ9f3VFH2I3bvtINKZCX/AsPkUBTd+60cfzpraN/FOsKTfHZtlnWgSUY3Z4fDTEfNDjYYgdTYhcvQkkX0ahRqhlzWRAimUElnSh/OEx1mTwHMzhSYc+whZBQiSI9v/3192I9vrKv/CeB4nXD49CbI1DiIaYqO7wCONplw3Y6QKoaYMTeRZWAkBoikKMhiD3tiG4YTmUJd3QR6Yw98+PenjaJFuE0BJznYRcnnZ7E5T+Tv/x27YairPAKX94DMU6ipIQCbLmsBI7nspi+q/vdtFqO1cEKWpQB/ug9LMFppCIgA+qvt+P1JZgHNy6Y6ztH/aJ4zhRQPy2S8+JAwWlFLlHX8fcjx9mDR6lIMUyQAEhGYHYFGW+400xENOCnS1CbI7DzhRAdbZgDKxeBE7kYU7MQexoYvuDUpZ6WtSgrlkMSAL0QyOwZjMegIgTBagr+6GuHED8tkt9k7Fqoz3iEUO6jbbAu79LAAAhrNGu0Iwq+7c9ifCOdUh8eec5b7S1Y+OY/eFvfE0eH1QRve4i8Krs008AQPiSCxDaVvXoN8dnkb7vBZ8bFq/KiN92qU8A+7teViaP7AMveY5rpU6Xn21OzCHz4Mu+nuJM3uuTrjNqtgkh+I//8T/iySefBMCSfWrjs2OxGH7wgx+AEII/+qM/Ojdb+ikvWqeQXMhxiB/ZPsf8tnqP7XDgtAQfdr0TSUCGmIg0pDKcSjWikPjCSuqeQ4tl8DX8Skq9x+R3YSV9OiU4tmf1FBJ1Zb9vX1HbRtnx1q4IxMTOpqq3dh2qbU6lPKipOZmCULmpwkkbTUYYqs1xkDqaq37U7x3yjCA5UUBw3VL2Ot1Eqc4vWV014C7sSrsOesb51qSDahNStTJzFhJSe9LHMWeKd6/FnphkATVzT78NYpgwDo8yv2xVZoKzgAJ5aTeM4SmITTEI0RAL+jgwDEJJNcAmEmJ+uw28vOur8PJuaB960fvQ5pUuFaO2Sm/tZwsJzYAxMsXCaygBLRmgAIRIAJzAQ1nchfC2NRASEWTuf7HqfW1Y0I+NQ13eC3NiznH34BiVRDdZQ8PzDn1kB0IXrWy4zfqxcc9Cx5ycAzVMSCuYGFE/PArYBNQwGZJqWQBYciuxbUgtcfCqDGV5L+OUX34hE6jddX+1gacU9lwWQlMM1mT1xi4kIxBCKiJXbYQx5KUfKQMdCF3MqELmxJzfak8UEL91h3sDt3UDk/+/n8OczQBw0P1MAVJns3ue84oEZVEXSrv8E5j4Fy/zuUoYozPIPvqab5/Fbth2zq4rhZfex8xdv2FTKkrZcaQUfCwMsSUBTmALLnAs0l5MRGAXywxUcKgfnCTCHJ9lkxCn0dYPjYDkSlDXLAIni6zRnk6jdhHJCazRDqzsR/yLl/oWhG6jfWjEM0UTk1EYx8cBUfCKGwmB2N4EazbruRZIHU0IX7YeidsvP+fOHaW9xzB71/0+QZ8QCSJ288UgZdPj4Q44dIZrNntErdrhUWQfesVn7SdEQ0jcfvl5F1ZztqUfHUP2kdd8gB7AQqPCl647JcocpRTldw8h/9wuPwWF45h708Vrzksh5Hx1Rlv605/+FE888QTuuOMOvP322/jWt77leby5uRkbNmzACy+8cC628bNRPjeShfuoSnRxpc41IkDO1vZvLutBAbizFEdadeLIhmE2dTw6SqiL1JCyDl71XsylT5kTiSAIMEem/QENDSgk+qFR9/iY02lmC+Z4x/KKxDjKNVXbEFObgKQLoIbp2P1Z4AQevCS5/tzBDY7dn2mh9J53zB5YvchthMrvH/bZb4U2s+aP6KZHVEltwigKQZUht2UdYnPMvamHt6/1o4/7hnwc6fD2tSi+/iFz+BieZKhhJU2NsgaA4ziQouYKOMvvH2HfsybAJrhxOSKX+b2W68sulpH62ePsfHRKCAXQ9Ps3+N10UjlX4GgcHWPf2TRB4UxqEjWe2t2tCF20Etq+IU9aoX50DGIyAk7g3QWJXdJYXLbAg3OmYOrSHrR8+5aG20yKGnKPvl79f1mHMTwFZVkPOJ4hpdZclvGHs0UQw2SotiQyQWQkCD6oQlncxVIib7oYEHjM3f2UZ8phpXLggirsTN6ldwjhAEMer93ia7SFSBCxG5ntHilqzGqv3gbwms3uQo9SypBNJyGSGhbsVBZCNMTSRZ00x8C6pSi/63WW4EQB8S9e6rv2Wek8Mve/4PvcyGXroQ76HWXOpIpv7sPU938Bw7mmkaIGEAI+EoTUlgAnCWwfKxKsWfZ9iG4yj3tRYEFRqgxjbJp5zzsgh35kDFamwBpxVWbpjtNpdp10TkVO4FmjPdiP+Jf8TXB591FkH3kN2sETnkZbSEaZY44oehttmzXadn2j3dWCyJUbkfzyznPaaFNKUXh1N6b/+72+RltMRBC/fSfsbNFjEQs4HtG37XAbbUopim8fQPb+Bh7abQkk77zmU9VoU0JYbP2vn/dPzmUJ8Vt2IHL5qQkhiWYg++DLyD39tq/R5oMK4l/eifAlF/xONdrAGSLbDzzwAFavXo2/+Iu/ANAYhe3r6/u82T5Pa6HdSOqR7dMPtKlHtpVzKo4UP0ocaVqekSjJlTy0EyEU8Hl0/64Xz/MuWl0pqTXREHmt5ShaUykIsZB7g1QH+z03P1LSPKN1ayYDoanK1bbzRQjRkHtTF8JBt+kof3hs3hAbatk+LreypNulr5TfPeh5LeNqJxqj2h3NbvhNpahto/iK11dbaktAaIlDe/hVkJLGQjYs20G1Dddn2Dw+AbEtCT6owErnYQxPgIKCczoSsSXO0h5PYfyZuucZn5NO7AvbPcEYgEMbeOJNJjSseGpbNijHgaTz4EMqo2KFA5C6WhC9bgtIWUf+mWokuzWTgZ0rIrhuCcp7mSMN5ThYJ6YAUPcYC9EQWv8/34AQ8tNHKKXIPvEG7GK58gfoB0cg97aBD6ogxTITBPIc7JIOO19ikwEH/eQkEUI8Aqm9CWJLHJErNkBsiSP/wnvIP/mWu+gghRKIZUMUBNjO9YyXGdUsuGE5SJ3zAcfziH3hEvAhlaX/PfSKz540uGE5AmuqwTXpXz1X5es7ziOcJCK0fW1VCLx+KcrvHfa5UMRu2ObzaiclDZlf+yO5g+uXIjjPhOB0q7znGKb+28/dc5wUHT57OMB+Y7IEPqiCD6owp1IQwgFQ22ZOOk6jzAdVmKMzEFurOQIV60111QC4gMLSHZ0k0UpxPA9lRR/UFX2I3365j55YevcQsk+84YtgF+IRGMfGwSmSy9GmlIKzCcSOJtizGc9iU+5pReSKjUzgeg6Tj1mg0RtI3fO0L35daokjduulMIbGfcePDyqIf/FyyF3OIu0k1n7KQAdit+w4bx0zzqQ+yoovfusOH61wvjLHZ5H57SuNaSPdrYjdvP20KKnnU51Rsz08PIyvf/3rJ31OPB5HJpM5k7f/bNbHmSC5wG4kPieS07X9q/PYPhvbPztT8H3feicSSimsmuTIer42KZUhtVQvFlJ3y3mtej6TIroJ/YDXPk9d2e97Xq0wsrJv1RrOYW3KHsCQLNfhglLWnCejzOvXtsERCk4SXbFMcMMy5hBBCEpv7fe8l7K4q9pM7z3us5IKbmGpj8QwUXy7+lpqExDDgBQKMGqEZkBsioJ3msXwJX5Uu/z/Z++/w+Q4rzNv+K5cnbsnR8wAg5xzIgKTSEoUg0RKsi3J3nV6vVrna3df77fe4LU2yH699lqybMmKtshVoJiTmANIAiDBABAgcpgcO4fKz/fHqa7u6hpkkAK5OtelS8SEnurqqqfOc859fvc7J2A1PHCjO1Z7eC/9xCjsXMkbGAMHSL1tYGUdzLYhz6FEvrLvCJhdk49wPI/oztUXZGCjnRxBoUq/cEPubkXyrmsDP1vZfwLG4AQNIbp0C2Y7gGmBmTaElgRVtef3ILxuEaTuFiJUuPdZVT6izO+GOTrjDtJxMIcmyWHQk48ISH7m2rPSRyrvHPdVyo3T4+BkEWJHEzGZj5DGlZk2uUSaNsDzRDbhOIjNcQixEJR5nVCX9CO0egH002OY+c5j3n3MdBN2vgwxEfXmLDyddmczxPYUnLz/2ohet9aTaBSffytAt5F72zwMIAAUXzmAzP95xqUSMdIkOwzhLUshuhttZeEcQj42GJhEd6wKVKmZZSN7/0uBATlloBuxj224IuuJdnwYY1/+HvSTo2CMhiGZZYMPK5Dam8CrCpl5xcNkQBVRwcDBKVXA8RzUJf0QYmGYw1MQ2pJeQqgfH4E1nYW6bC74iArj2HCtOMHXrmtlSR9CS/qQ+ux1gWdKae97yD/zOvQjgzVcI6gQY5wcBReS/Ym2ZbuJds63kZHntCN+00Ykbtt6RVnUzLKR+cnzyD74Mmnb60LuaUX81q3QjwwGOhJCIorU5673HD4d3UTu4V0Bgy0ACK2YR+jDjxBD+5wovkVzEP/ElgvaWDDGUH79MIovvBWgjQDwjJA+zOfukpJtVVVRLAZ3HvUxOjqKePzSW///10Vjsv0+6UgYY+87jcRueNBdzE6UWTasbNE/IKnKl0wisRrY2UIkBD7mr8g5hXKtEgc6fr/UhPO1rD5qEhIAMBoeJBzPE9KrIeqr2ubYDFUi3QRYak95LokAVXjqZSBOvgxOlSlxAeAUKuCiIYhNcfAuii7k6rH1w4M1uoEbXlXbcVDec8j3vardOEAugPXVJ2t8BmKbq9Uerla1aYMgd7dCrqOoANTZKNXxpgHXwEiRoR0dgp0rwjg9Roi6kAynYkBIRCD3dUA/MgipqwWcLNHwZLXN7oY0px2pz91w3oocs21M//1DfvMMQUDzb94WeHjZxQqKz5OBinFqjDYyhgnwPOxsEUJTDBzPQ+puhdzdiujO1dAOnvKZ9OgnRiAko+BE0ZNU2YUynGyDfGRJH1p++45Zj9lK51F4tmYKY6fzMCczCK1ZAI7joJ8cgVOqgDG4duw2wBxwkgTGGA0ZhhSoi+ZAbE4gfssmOIUKpv72vlqSajuwZnLg42HYdYmr0ByHEAsjsmEprIw/oQ0tm4vw+kUAiPVevxEDakSD6oNcPz6Mqf/9E+9+sNMFMMOCump+rRvS1QI7X4TTkGSEls0NkEeqLG1j2C9LkNpTSNx+dsTf2UKSJHzlK19BpVLxHCT1oQmM/dfvQj8y5CbaOphpg1cVSB3UZakSWszxNN1vAg87XyYyzaI5EBIRSrRbEp4lun5iBNZUFuqyfvDRENmoV9dU16WP4zlKtBfPoUHFBvReafdB5J/dB/3wGd89LcTdRDuies6QjDHAtCF0NAXZ43M7Eb9lE+If33xFJQSOZmDm+0+g8NTeAEVLWdCD6I7V0Bu8BwD6/JJ3X+cVZux8GdmfPj/rYGBs52qENwcHsD+MIbn3a/mNIyg+/+asKL7otWt8eNZzhVPWkHv8tYBpGECFtsStW6DM75nlNz9ccUnJ9pIlS7Br1y4YhgFZDiZq2WwWL7/8MtavX3/ZB/iLuLLBNCOwaFzxynbevxG7mOn6arW0vm1IMpJLS7YDZjadTcHhyNGG4UjNqFVZTIsqb3XxURuOBAC9znYdIKRbI2WC2baH2WO6CTudr1EKQI6R9edWPz7i63KYY9Pgo2FqITuMqAeJiFfVDq0cAB9SSO+4x+8IKXU0eVg+/dhwoEIYcavazLRQ2ttQ1dYMSN0hmGPTcHSTknv3vUV3rApcD+V9R3ybLwCI7FiF0otkC64fHSIrcJ4DMx0aOJzXBXs6B7hJLbMdVN48Snto9+V5WaQHx4LzPzjyP9sb6DREtizzksb6KDzzBhzNgJ0pkA7W1Tna2QI4RQIXUsCHFEi9bYjfsglMMwPyEadQhrpyAJpLH2G2A2uYzGGq8hExEUXHf/jVWc1rmG0j9/Arnj6V6Sa0Y8NQFvSAlyVYU9maA2WhTPe4YboIQQYhrIKPhiDP7SLM3x3bwYk8pv/uEV+l3JrJkRwlV/bWMSEegRBWEbtubSDRltpTnpGKMTwVHIh0Bz2r17qVyWP8v/+zZ8Vu50qwSxUoc7u8arWQiNDwYGN13JXn1F9PjDEUnt0HrYFaIcTCSN4VlFpcSMiyjH/7b/8tcrkcZFmGMTKF8f/yXWgHToI5DlhFJ3SfIkFsT4KPhGhT3ETyLU6RwEki7Dx1ZpSFvTScODgJsTXhrX36iRFYExlKtGNhslEfnaHKs7tZ5HgOyuJqRft6n96aMYbSKwdQeOEtaO+d8a0FfCwM/eQo+GjIe/5UE22xLenbSFVdThOf2HzFugDV1zirWQ3PIbRiAOqq+dCPDAZ+X5nXRbIk9/Mzx9PI/vSFQIX3o4j240wbuYd2zXpehGgYiTu3XbC7sjE0gdzDr8xaGSfZyDUXPfN1tcYlbQ+/+MUvYmxsDL//+7+PiQn/RO7g4CB+93d/F4VCAV/84hevyEH+XxEfkF17o1U7cGUr245hBjRtF6PZttJ5cjdzg5clCPHwJVvvXoiZjTFUu4bJ3a/2Ydj5ku/4ebk2yPdRCWsqG+gANFqtAw2DkeP00K12AKoucfVRbybjVHSyenZ1sk6pAi6skv7dHdyrVq6NU2OB6lBkM6G0GGMBAwmpPeVVp8tvHfMN15qj0+RSaTswhyh5rKIM5TntkBqwW05ZQ6nB+l2Z1wVW1mEMTcKezsEYmSb7aEkCsywIySiE1hTMyQzZ1YsCtMNnSOZSdxsrC+eQzvQ897aVySN9b6NTZATNv3VbEE14fBja4TNglu05JBLi0HYt2encKgPdCK9ZALm/A/mf7fFJMvSTo5AHumAOT7obXeoAOKZFa4Pr5pj8/I2zMtcBoPjC27V7jTFoR4cgNicgNsXhaAa048NkFW/QNcD0Op22KEJoikNqTUHqaELs+nWQOpqQe/RVFOpc+excEQzwJEgAFQqEZBThzUsDVWY+pBB2zk0ss/e/GBi4it200euI2LqB8S//kze455Q12LkipNYUwhuXgOM48IoEqb0pIEMREtFZEXfl3QcD2l1ekZD8zHWXrT1VVRXmZAbjf/59lN8kuRKrGHAMC5wsQmhLQXBRj2JLghJtSQQvS55evTrnYJwZh9Ac99bZaqKtLOkDH4+QdGR0evZEe2k/Up+7IZBoF198mxLtg6d8ibYQDcNoTLQdN9FuTfj00tXNQPJTO65Yog0AoVAI5kQaE3/5f0gaVp9oiwIim5ZBXdQXMEMCgPDqBUjWsdC1I4NI3/NUIGHkwwpSv3zjRyrRNsdmkPvBU7Mm2nJfB5r+xccvKNFmjoPirv3I3PtMcIPCcYhuXY7Ur9x4wYk2My2Udh9E4YW3vBmOqy0uqbJ944034rd/+7fxzW9+E9deey1CIaoKbNmyBdlsFowxfOlLX8KWLUHDhV/EzzeY1iAh4fkAmulyotGmHbg4GkmjXpu7TOfICyKR1Nk7O4UK+GjY92+pt1bJlrpbPnRT0OeLygE/Vk6IhKAMBI1WPAmJwwjfVz8Yuazf1yGxpnO+gRlzdBpCUxymax7ilDQIbUmvqq0s6PHMQRqTabEpDmUhVYPJac7/mUY2UXuWmZZPXsIsG0zTIcTaYI5MwTGoql1t+86m1S69+m5A4x/Zuhz5R18Fcxxohwcpmed5MNMiF8b5PbBGpyFEQpDaU95QKHMYOFfTykdCSHz2usBgY2MwxjD9rUcDCUfT526A1Oy/DxzdRP5newGQNtrRTTDdIPnIdIFkIYIAqb0JcncrYtethfbuSZ+eVD8+7G12zPE04fTSJI/gRAGcLBFxY8U8tPz6J2c9Zv34sE+aYQxPgZkm5KX9gMOgHx6kYU3HgT2Tg2NapPXleDJYaY5DiKhQ5ndDXdxHQ4cHTiLzw2e9SrlT0eGUNPAhxXs4c4IAsTkBZV43uJACZtSoDxzHIXHHNgiJKBzDdB0U/ZzjyPrFPnrE9N/eB81NIphuwp7JQ4iGEN6+kqQ0HAd5Xhc5J9YFr8pkRNMw8Fo5cAKFBkMkTuCR/PTOC0I+ni1s28a+fftgZvLoeugdaHsOUaKtGXAME5wkQGxJQkxEiKXdkiTJlyiAU2Tv/CkD3RDbUzBOj0FoTnjVff3kKKyJNJTFfRCSUcL7jc3QaIJ0lkS73nyGMRSeeQOl3Qcp0S7WukR8WIV+cgR8ouY2yxwHsBwILXHfcD3H81AWzUHqrp1e5+pKhXlqDJm/fyigreZlCZFtK8BHwzBGpwK/Vy8HYYyhvOdQgJcO0JpF7q6X5g1xtUUVxZd/bh8c3QAv+nOG6NbliGxbeUHPRjtfQu7hVwKyKoCuj8Rt10BpkPadK7RjI5j6mx9BdzfA4VUL0Pnl37zqJDuXnGX98R//MTZt2oQf/OAH2L9/PwzDgOM42L59O774xS9i+/btV/I4P/LRKO14v9B/jdg/TpWu6EXZOOHPh9WLSuatRhKJehnDkel8YHhJbEh2HM2AVVdFbXSKBINvKOOjptdmtg2tQUKirpgXWDR9jpEz5DAntdcWxPBav7yh3sSGmRZZPadi3uAWp0jUJXCTjrBrVWwMTwWQW+FNS8HxvNeWrg+xOeGhBivvHPfJP8yRKeJq2zYMVxIh91ElW+nv9HTb9e+x/Jaf2x1a2g9zZBpWtghzdNpDfnGiQNzo9hT4sApjbAahFfMAjkP5zaMkkXDPIcdxiKxfhMSNG3C+qLx9PPAelQU9nk15fRRfeht2oQw7V6Sqsu2AMdrwcpJIWlhZgtzfgdjNG8FM26eprnK01RVzoR2ga4DphvseazbZQnMcHf/xX86KWLPzZeQef63u3yWYw5NQVwyAE3joJ0fdNYHBnsnTQKRlg1MkMDCISdLrq4v7ILUmEf/4ZtjpPKa+fr+XFDLTIkOeWAR2tuCdU7ElAbElAWVhD8l66iK6czWU/k7P3KWxU6LM60K0biAy/YOnUHyJmOrMsmvkke2rPCt2eWEvbRzqghN4oi00YNz0k6PIP+GXrAAuS7uvI/D1iwlN07Bp0yYAwBsrv4AQ4ynR1t1Euznh4RvFliSZTokCOFX2KC3K3C5Inc0wTo15enegWtGuS7SPDHqbMK8TwXNQFvUhtHQuUp+7vsHl0UH+id0ovXEE2qFTrpGTe64Uif5eKuo5kDLbBmwGoSnmG2rlBIE43Z+73uPqX6ko7zuCqb9/AHbDNcGHVUR3rgZsxydjoePxy0GYZSP/5J5ZHRLl3jZitV9iN/ZqC0czkH9it7cRrY+L1VRrhweRf3J3oKAB0Joc/+TWs5pkNQazbWTuewHZHz/n09qX3zkGu1SBGL26qCWXVdK85pprcM0111ypY/m/OxqS7fdrV9ZY2ebfZ0Obi3VDs9N5nwyFu4J6bSEW9lFGAErI6jc6TrHitcGY7QQ2PR81vbZ+bCSA1wutuMDBSLfSKs9p9yUbjmb4EnhzPA0hFXPNL6hbIDTHIbU3gRN4MrHppvPaqNUWYmGEltMDzjgxMqsbIOdWmUuv1X6XGRacsg65rwPG8CSYaZFbpEsgiWxfhcYovvi230BH4BFevwSZHz1DtI4jQ5TQiCJgWuAVGfL8bpjDk0TRSETJwOfMOBjHeZeO2JZC6gs3n/ch4hgmpr/5sL+lLYlo+Vd3BuQJxtAEyi7ppKppdnSax2CaDtE1bpIHuhFaMQBlQQ9h59yHnFPRYZwag7JoDowzk8S6djclzHbIvY8ny/SW37kD6nw/GhFwB/8efcW7X5llQz8yCLm/A0I0RDrtoUkyTqnqtHWytQcDhIgKPhaCMrcLQoJ02gAw9Xd1ZiIOgzWdAx8JwamXIiSj4KMhhDcsCSTa6uI+D6VXeuVAIEkQm+K+wcT8068je9/ztA44Ds0UMPis2JV5XTBcykd9xD++OZA8m6PTyD34cmBwLHbD+lkJPxcb9QPozLbBTNu9LnmITQmIzQlwvJtoT2YAgXcTbTpPSn8HpO4Wt6Idp84jY0QdmcrMnmi7yTHh/eZQov1Lfnt0ZtnIPbwL5f0noL170s/AFwSYZyYgNMe9pJ2ZFsAYhHjU9xkS63semn7lY1fkfHnH51bcZ/7pSWK01z1jhUQUsWvXwM6XAlzsRqfHKqN9tspsaOUA4jdv/FBTM+rDHJtB7uFdgWF1gGYUEndsu6DONTMtwiHWOQ9Xg+N5RHesIqnWBXaNzfE0Jv7qhwF3YYDu76sRrXjJDpL8R6yV/n9LBCrbyvuL/btYXeKs7pFXiEQyu167tmB6D1K39e8Uyz5yCcfzPtrGRyEaJSRyTxvEBrlC/WCkU6zAzpeIuOHSCBqr2pUDJ72OAnMcWONpCM1xanXrJiDy4CURUhedy4irh7Wmsr5hOAAIb1hCKEDGUHwlKC+pDq01DjWaw5OQulrATAvm8JRn5gJQ+7yq062GMTLtmZd4f3vdYlTePUFYxNNjHmYOPMAsBrmzyXNBlPvnAQ5N6MNh3rnhBAGxj61HZJbBxsbI/uQF3/wAQCYr6oJe39ccw0T+cUICmoMTlMRWdHCCAHs6Cz4RJZ1uWwpyD5l/VN465iEBq+xrsSUB2LaLtXNgTWbhVAxwkkCVcY5DZPtKpO6+btbjLb12EMZg7Xj1Y0PEc+5oJtfMY8OU/Js2nHyZ3AllqmjzsgShKQ6xNQmxowmxG9ZDbE8h/d3H6Ry6Yc3kwIk8YeyqA5GREPhYGJFNSwPSELE16dmja4cHUWxgpfOqTHpbN0ksv30M03//IG2yGGBN5QDLhrp6gbexlrpaYIzOBJKw6PZVCDUQe6x0nqy5GzpqkY1LEdlwftzj+cIuVjDxNz/y/s10C45BQ7piUxxiSwKcwENojsOayoLxHPi6RFvubYPU3Qrj5ChJR6qJ9rFhWNNZKIvcRPtwXaKt1CXaS/oQWjY3YI/OTAvZB15C5cBJaAdP1d6/i8Y0R6b8ibb7fT4a9j2TeFmCunIAzV+46YoSKJhlI3vf88g8EET7SW0pRHeshDmeCfyemIohefe13ppoTmaQu//FABaU4zhEd66mLtxVJl+4lPBoIy+8GZhzAIDwxqWI7bwwFJ85nkbukVdq62ddiMko4rdtC6zH5zquwtOvY+Y7j/nkSd7rtSTQ/u8+D176iCTbGzZswIYNG7Bx40Zs3LgRy5Z9NJA2P9f4gDjbjYY2fOh9xv5dRGXb0QxY2YLvoUaM7UvTbM9GIgn8zHCdXrtY8eku7VzJl6CLbakrbgv88ww7Xw4MAIVWDQR+Tj824huMBGradyEahrKgVvVkjuNzbrSmcuAjqmdiYRdK4OMRiK1JcIoMIRGFsoiSycbBRD6keJbkxslRmGN+l89qVdvRDJTqtdq6CUczICcihOizbOIMu+3u6LaVvtdhjHnovPq/rSzsRebep2EXKzCODxOzWJLgGCb4SAhSfyfM0+MQO5vBhxRoRwYJaSfwXlVbGehC0y/deN6HknFmHLkHX/J9TWpLoekLNwd+tvji27AyBdj5MmH6bAfMYXCKJXCiSINnskSotI9tANMNFOrenzE0CWaYEOd3Q3ONjOxiBXY6D46vyUek7lZ0/P9+ddZqkzE04TP9MUem4BQ1hFbPB8cYtMODpB/nONJpuyhCBgaOFyjRi4UhD3QhtHweQmsWoPjCW8g99ppXEbZzJTimBZ7nvGo/JekxhJb0B46JDylI3rUTvCxRdbnBEp103Nu9Tpk+OIGJv7jXSwztdA6ObkBd0APVlSaJTTE4xQpYQ5EitHIAka1+xJ+dLyPzw2cDG4DQsrmIXrcmcLwXG05Jw/hf3ovCU6/XvqYZgCRDTMWou8RzEJriJNnhGhLtnjZIc9phnBiF0JKgwW+XrmPN5GqJ9ntnYE6kSUJXTbQFnrjnK+aRM2Rd5dDRDGTvewGV905DO3S6tn5zHOCaLAktCa8742gGeFFwdfa1TQkfUhBeuxBNX7z5gmkWF3reZr77GArPvRnYBMl9HQivXzRroi33tCH56ZocRDs6hPyjrwZeg5clxG+7BuoFUIY+DHFOFJ8qI3bDZsSWD5w352OMobz3PRRfenvWhF1d0o/4zRsvmIZmZQuY+upPUd773iyyW442gZ//mHfvXm1xScn2vHnzsGvXLrzwwgu0o4tGveR706ZNWLJkyZU+zo9+fEB27Y1aqfe9sn0RJJLAcCTHgY+oF+1ACVDSZ040Dkc2mNmYli+Bcwplf0vMtMHJtVukqvf9qETl3RO+RYuTJSiLggtVVX9ddScU4rXByNCaBb5EUj886F0DjDGYo1MQYmEiSFg24NDDSXIrGeH1i8HxPKxsITB4Fl63CLwsuVXtBq12Kua1mMtvHPZdN8bQJKTeNji6AXN0BhzPeSYz6uI+byjTO+ajQ4GWcGTLcpReexeObUM/OuTJoxhzvNdzskVA4CH3tsPRdFTeOU7yEfchxIcUJD97nVdRP1sw28bU1x+AXX/t8xya/sUnAtKTqnwEjgP9OFWOnYpOlA7NgNjR5JrXuPKRRb1I//NTXgJkF8owhyahLOlzLd1JgmCOzYA5jDabHAc+rKDt3/0KpFkspZ2yRpi/KiUkX4JxZoJsvCWRqqSZArlEuvp+2A44SQTjOQipGISwAnXxHIgdzYjfvBH6sWHMfPtRj5bkVHRY+RIERfLWLE7gIbYmIXW1QGiJ+9ZMjueRvHM7xGSMyCM/DdpkR69f5w1eWdkCJv78e96MiZ0twi5pkLpaEFq3iNaesArGuMAcijK3k6QC9S6zZQ2ZHz8b/Nn+Tq/SfjnhlDVM/NUPUXj8NThmXbLHcxATEQhtKYDnITbHYafzYAB4RfY005Rot8E4PgKxNUlzKYzRBjGd9zjb2qFTsCazdE69RFuAurQf4VXzkfj0Dr9DbElD5ifPQTs8CO29Mx4lhuM4OIY7ZNqa8NYIVtHBKxKx1es+HyESQnjjUjR98abLGh5tDGs6h6mv3+9JrqrB8RzUxX1Q5vf4ZnaqEVo2lzCOouARkKqa/voQ4hEk79p53sHnD0ucC8UndbUgccc2GNKFDEGWkXvs1QC1B6D1P/ax9VCXz7vg+6K4az+mv/HQrHIWXpGgLOgFFw8j98grME6MInnn1TczeEnJ9k9+8hOUSiW88cYb2L17N/bu3YsXXngBzz33HDiOQzwex4YNG7Bp06Zf4P+usmD6+1vZbqSRXBT2bybnT7ZVGWJL8pLoHzSM5X/YNi6I5tiMbwF28iVvgJLZDljDDkjuv/AJ6as9GGPQ9vslJOqSvkDl3pzMeFIBayINZjteVZsTeIRW1RCBjDEf49rOFgGOh511cX8FkuWIqRj4SAi8InmOk+W97/k0rpwkIryWXAqNU2Oe0Uo1vKp2WfM5TTqaAdg2hFgY+rFhMMchyYsie9pA33mw7ZoltxtiMgohFYP+3D7YMzlyZmQMnCyCGRbEZBRSWwr6qTEoA93gRAGlNw6TTKKKReM4hNcuROLj5ycy5R57Fdqh076vhdctQnR7QwXetDz5iHF6HE5Zg1PWwYkC7OkceJf/LLWnoPS2I37TBpReOeB1I5jtQD86BLGjiYycCmXaQE2kwQwLvCzSIJ3AI3HbNYjtXB04VsYYco+/5hte1A8PQuptgxCPwJrIEN2HIxMjRzPh6CZdV5yr046GoMzvgZCMIXb7NbALZUz97594rXlmWpSkhRSvSkwDkZQkKvN7Ap3A2I3rIfd1wNFNZH7yfICTHlo132OU25qB8T//Pow67redL0FMxRG5ZgURmkTB15GphtSWQuLOHb4NpmOYyPzkhYAJi9TRjMSndly2ftep6Jj4Xz9E7pFdRJypo66I8TCE9pQnI7HTBTfRluBUqol2q5doC9VE23ET7UyeNNqxMLSDp1zDKa6WaItuor1mIWEr64bd7VwRmR89B+3YELkrOjUZnlPSYBfKENpq63eVJsOJgpeUA/SMiG5dgdTnPwYxeeXoHdrJUUx/9T5oDdI0TuChrhyA2JyEPUvyFt2+itYXd8OQf3x3QGIGUPKZ/PTOCx7ou5qDOQ5Krx1Eadf+YNUY5GMQ3b4S4Hno2axHoJsttMODhBdtmAUC3Hvitq0BqeLZwi6WMfX1B1Ha9Y7Pe6MaYmsScm8brJk8zCODAGOwJrOIf3zzVafbvuQByUgkgp07d2Lnzp0AgGKxiNdffx179uzBww8/jGeffRbPPvvsL5LtC40PSEbiNKL/rmBlm1l24CHHXwT2z5rMgtUNR/Jh9TKGIxucI+ORAJqrvprJGCNUm6u1tXNFHwKQE/iP1HCkOTgR0B2GVgQlJPWM4EbHSGXhHN+Dxhya9J13c3QaQlSFOZ729Np8MgrJPY+hVQvAKxLsYsXThFcjvGq+W1mchUCSjHpM79LuQ762rjk4AamnDU5ZgzWZ8X1uodXzA9dT5e3jQYOc7Su91qd26IxrXc4DlgNOFCDP76Ghz0gIYkcTsbdPjPrkI0JzAk2/ektgILcxzMkMMvc+42dqxyNo+dKnAlUfTz6SK8Fw5SNgDHa+QslhLEz0kbldiN2yCVa64BsaNU6NUcLbFId+6DT9bqYAJ18itJ0rH1EW9KLtDz87a9WpvOdQrb3sar+5sAKppxVOSSOdtu2AWRbsYhlM06k7Aaq0Ck1xyF0tpK2+dQvEWATTf3Gvh+2C48CaztHGpk6OUR2IDK2aH1grw2sXIrx2IQ1sPvRyIEGW+zoQv4kYzcxxMPlXP/SGJp2yTi6bkRAiO1eBl0RXihHzKrz1n0ujhIJZNnIPvBSQOInNCaQ+c2mmNfXhVHRM/vWPkHvoFTfRNuFUagUToa0JvChCTMVgZ9xEWxa9bgAl2u3Qjw1DbEvRwKfjuCYzJShL+sFHVFTepUSb43l/or1sLiJrFyFxxzbfkK41lUXmx89BOzZMHRLvM+HgZItwdBNCSxIcT4g8VtK8rkn9plpsiiO6cxWafuljgfX5cqL0xnuY/oeHA88BXpERWrcAEMWANKiROEIdkhdmdYQMLXet18/jBPthCDtfoorw0FlQfJ/cCmUeoWBnS8Sr4egmCs++EVjLAbf4sGkp4VYvcPNZfuMwpr52P0zXcdj3ejwPZV4nuGiIOo91+m1rdBpBqcDPP64IYHlkZAR79uzx/pdOU/u+qyvI6v1F/HyjcYG5kru/xhYqcHGabWsq6x+ODKuXPBzZqNeela9dPxypGT7tmJ0t+uQGUnfrFeWR/7yjcUEUmuMQu/zyCqeseRVXO1MgHXRvu1epCq9b6Pv50t6abtouVsAqOjGV4Va1oyGIsQiERNQlfdDAWPmNw34Ch8AjvJFoEsbpcRh1HHQAiGyl6qNdKPsQg9UqKB9Rob13GowxyJ1knc5JIiJbV/jfn2ag+Ip/gE7qaoGjm7CmsjBGpjyDE07kwEwbUlszOFmCU9FpOI4xYkw7Tp3ZB4/YjesQ2XhuOR1jDFN/d7/vQcFxHJp+5WOQWv2tdD99ZMh7vwzUraqXj4TXLIA8px3p7z7mPRyt6Rwh3ZbNheEOLjqFipeYVnXaYiKCzv/0LyBEgpUrY3DC1wUwhiZhlyoIrV4A2A4q752mYTeeowqrbgKi4GLjXCRdPAplbhcim5dBWdCD6W8/6vsMrekcwHE+lFd1IDK0xn+9AZRIx25Y55Em9IYZBLE5QRVZd8h2+hsPeRx3YmnnXMTfSghVp8zWZEBawIcUpD57vW/gm2gsr0I/Neb7WSEeISTeZSaPjmZg8m9+guyDLxNpxk20JUHAl9pWgo+GISsyhHgEdrZYS7Tdcyd3t0LqbYdxdBhSRxOEZNTdQJ6CU6xAXdoPLiRDO3CSBlEFoZZoSyJCy+civH4JEp/c4kuQjJFpZH7yHPRjwwGZgJ3OgTmMNNoui9rJl2ftcErtTYhev44Y5VfoOVRFD6bvfTpIxoqFEV6/GI5pwjEtCHXviQ+rRBxxN+bG0ASyD7wc0N9zHIfodWsv2Ir8ao/zovhu3XLeggHgyk8efS0gIwXovCduu+a8crpq2BUdM//4CArPvjGr1ltMRCD2dcDJlWDuPxFwm1aW9l+Vm6BLyh4mJia8xHr37t0YHSUkUltbGzZt2uT9r7e39/wv9oug+HlVtmexXr7UaFzc+JByUYuoOZnxJ9sR9dKHIxtJJA06XeY4MEdq1Sg7VwJf90BgmuFz1qxahX8UwtGMAA5NmUU/V9l/wpPimGMz1Mp3Ny1Se8rD9QGuiU3dQI01Og0hHqFk1XHgVHSIHU21qvaKAQjxMJyy5nOaBAB12VwI8fCsVW0hEYW6rB8Amd/UJ+nG4ATkvg7Y+RKsmTw4UfCOMbJxSaDdW9p9MOB2Gtm6HPnHX4OjG9APn6nxsi0HvCpDGegiV8qWBIRkFNrhM5Qg1lW15f4ONH/+pvNWcArPvYnKW8H3Hv/4Jt/XqvIRxhiMU6NwNIO0uKIAZyYHPhl15SNNUPo6ELthPQrP7avJMnQT+vFhSHPaYY2n4egGHM2AMU4yKl6V6fglEc2//skAYQOgzVPuoV01nXamAHNoEuqyueAVCdp7p4nvLfC0aXaxbhx4MIGH1JQAH1GhLpkDeW4nojtWofDcmySLcWqv6Zg2ODBvPfQGIpf2gZf9jysxGUXyjm3gBAGl1w+j3HAd8WEVyc9c620ksj9+zpPhMJPmD8DzCG9d5nU8pLZUoJLJSSKSd11L9JbqZ8IYCk+9HpAX8GEFqc9df9kW05Ro/xjZB170rO2digHwHNRoGH+w6AbwEg3D2vkS6ewloSHRboN+dAhSVzOERBTMtKAdPA2nolOiLUu1RFsUvUSbV8gNNrJ5GVVv62R8+slRZO5/EfrRoYC0y5rKAi4JhboIDE6jb4Ebcm8bYjdtRPK2a65YYuRoBtL3PIX8k0EJg9SSgLpmITH+3U2A9732FMlBElHPvKXw7L4AupFXZSRu3+ZVeT/M4Rgmis+9eVYUX2TbCkQ2LzuvhJPZNoov70d5z6FZq97q4j4agrzAPKP81lGqZjfMWwE0xib1dUBIRmCcGA3QSOSuFshzO5G4detViV68pGT72muvBQA0Nzdjw4YN+K3f+i1s2rQJc+d+dGxJP+gI5trvF42ksbJ95WQkl4P9s4sVd+q/tsPmI5cmI2G27TGdqyE2DEda42mf/MAplDxNNnPJCfWfgdz30dFra4dO+5JUCDyUpX2+n2GO4yUvjmaQKU1Lwts8hdYs9J2fegdBRzdhZ4veRs4uVMCHFQghBaL7IPY4yHvf830OHMch4n7PODM+y+DiMnCCACtbQOXtGvvbzpc8444qPlDqaiF76rDiVcqrYWUKKNcdMwCoC3phnByFU9ZpMc8USKvttiSl7lbvIa7M7aKNwtvHAa52v/KqguRnbzivcYmVLSD9vcd9VRkhpKD1dz8deFB48pF0niQ5pgUwB05eBydJRB9RJMhzOxH/xBYYQ5M1Lro7BMeHVXCyCOtMFsx2YE1myDJdpGomx3GIXrMSTb8apJ8wx0Hu4V2eRIzpJrSjQ6TTTkZhDE3CHEsTTztbBDMsMIN02ozjIMYjEKIhGohsSSJ5+zZohwcx853HaDPDcXCKFVjFCnie96pZnCDQQGR3K/iUfx3gFQnJu64FH1ahHRtG8bl9vu9zooDkp3d6GuD8U3uRvvdpSghsB9ZUBmAM4XWLIHfRhkxsTnidDO91eB6J27f5JGSMsVkTFV6WkPrM9ResRz1bOJqByb+uS7Rdug44DkI0BLGrhRLtsEqkEY7er+NqueWeNkjdLTUtfSICZpioHDwFpptQl/WDE3hU9p+AnSmAk0WPo82rMtTl8xDbvgrR69f67nHt0GlkH94F7cigX6rDGKyJDDhVprkBjgOzHapoN8V8D7eqC2fy9m2B17+csNJ5TP/DQyjtPeRf20CJvTy/h/CYDX9PXdCL+G1b6Vq1bOR/tgeVA0GjGrEpjuRdOy/7s70a4lwoPiERReK2reekwVQ7AtZUFrlHX5lVZsMrEmI3XvgQpF3RMfOtR1B4ZvZqNh9SIM/thFOsQDtw0l/NVmUoC3qhDHQh8YktkLouDCP4QcclJdvVHUxzczPa2trQ1taGlpar8w3+IvzhvI8Dkk6DjESIX6SERNO9a4tzjRiES0i2relcYMFtlJEYw35pAnNpCQBVues3CrwiQZoFG/hhDMZYwCVRmd8TcDvTjw17siCyambeIsarss9swi5WoNU5qVlj0+ATEXogOwxOqQKxvYmqzBwHdUkfxFRs9qr20n6IzQmqar/sl3gI8YhnuFN65YCv8mScmYCysBd2ukCJtyR6Ve3o1hWBDkvhuX0NdAIeytJ+5B/eBTtfgn5ihK4JQQBzHAixMPGWz4xD6e8Ep0govXgQjm7UnPU4DuF1C5H85NbzfgbT33g4MFmf/Mx1gYecfnqMhi9Ny+scOCUNjAOYaXrmNcqCXkQ2LoHYnMDM9x6rnZehSTglDcriOZ77oZ3O0zniiToCAFJvGzr+06/NWhEqvry/xtN2GLTDZyBEQ5B622BnCjBOjQKODUe3yFa9ontVUiGsgk9GIfd3kKTjUztgFUqY+psf0zFwHJhmwMoUCPFXR7MQW6l7IM9p9z2wOY5D4rZrILYmCfH38K5AVS3xiS1eglzadwTT//AQfd4Oo+vSdqAu64fi4tqEeARWxq/dB4DYzRsDSLfSrv2+zSXgOknetTPQQbvYcCo6Jv7qR8g95EpHfIm2CrGrBRAFHLfyYBPTGIg2QxBErwMlz2mH2NFEiXZfO4R4BEw3UHn3FJhp0awDY6gcOEmJtip71y8fVqmzcuN6b0DQe8+vH0b+Z3ugHT5Dg89uMMuGNZkFHwt5cgNmWnCKFVq76xNtnoeyqBepz1x/XonVxYR2ahTTX7sf+tEhP12J56DM74HY3gw0DMsD7tDfztXgOCLOZO9/KaDxBsjQKHH7tgtG1F2tcaVQfKIgoPT6eyi99E7gOQvQ5ibxya0XLCEtv3McU39736zVbDgMYmczxNYkdfVKflmP1NVCbsADXeB4HsWX30HkmhVXFB15peKSaSR79+7Fnj17cN999+H73/8+BEHA4sWLsXnzZmzatAnr169HOHx12WVe1fEB2LWTu9z7NyAZdI+8mOHIjO9G4sMqxHjkkrR8je1NMRkNtLHq9dqeK6AbdrYAsbO2eZTndFwSEeVqDHN4MjBAFlo5ALuhZVodjGSWDXMiDSEWBu/KMEIrBnzUksqbNawWMy1YExnw7oPXLlbAqzJ4VYbUTjrkyBbiE89a1b6GdNX68ZGgVrta1Z7O+Rwqraks+ChVbqsaUnlOOxEaklHSFNeFfnI0YJ4TWrcQlTcOw3HcoUi3RckxB+B5SP2dsCYz4MMque8NT9HfqmuBi61JwvWdp6NT2nMIpVcbLNnn9yD56Z2+rzkVHfnHXvOO2TFMGmaUBDjpAoRUzJXKtEDp70Bkxyrk7n/Jk8bY+RLMoUnI87pgnh4Hs23Y+TIZtzBXQsZxECIhdPyHX4XUkgwcq3582NM4V4+DGRbUpf1guonK4TNU7ec42LkiWFknXCZj4FQFQkscUhtJjuI3bwQfj2D8z79HA55wr5eZHA3SWbYnnxOa4xAiYaiL+wIyg9gN6wjZlikgc98LQcTfjlXeZlA7OoTJv7iHrjNGibZjmFAGuqG6A8F8SKGWdAPtILpjFcJ1tB2ApEeNGEqv+n2ZNuxOWcP4X/0Q+Yd2kaNnfaIdUb2Ktibz+PgD3wAA7P/4HyJk0zmT+zogtaWgHR6EPLcTQixM5kLvngJzHKjL54EZJiXMmSL4iOqdWyEaokT7ls0+8x1i0L+Fwq53oB867WvdM82Alc5DSEQ9fbqjG2BlHUKqoaL9PrlClvYewvQ3Hg4kapwkQl3cR+sQ869tnCAg+rF1iK4l3fXZ9NkArVXR7Ss/9Ou/nS8h99hrl43is7MF5B96GZiFS84JPKLbL9wJslbN3uej09SOS4TU3wWnVIF+8JRvI0XV7B7Ic9ohxMI0/O2GNZVDy+/ccdXpti8p2V6xYgVWrFiB3/iN34Bt2zhw4AD27NmDvXv34t5778V3vvMdCIKA5cuX44c//OGVPuaPZpxjyveK/QnDCurQrmBlO6DZvhgSyVQ2mGxfIm/VbKha12uLAXqAGCN1yXbBX8l2ippvuOmjxNcu7/NXksVUDPLcThSLtWpVAPdn2ZA6qYLKcRxCdYORjmGi/FatnW6OzYCPhQmpxRhYsQzBZSOD56Eu6IXYmoRTml2rLTbF3aq2n2krJqMeJrD40tu1hddhMIenoC6bSxu2MuHFqp2MyI5VvkWX2TYKz/olB3xYhZCMofz6YZij0zBHpuj1eR7McSA2ERfazBURWj4PzHZIgsJYTT4iCoh/Yst5XQKtQhkz33jIV1niZYnkIw0Ph8LTr8MulGFNZckNUDfBwJE2WpXBRVTwERXK3C7Eb9uGyptHvc+NrNOHyOCkVIFdqtDg52QazLYJ8ycJ4EQBqc/fhOgWv0ELQFKX3KM1YxhzIg1rMk1JKs9Df/cUHYskescHgadEXhZp6DZOqL7wukVQl/Rj8m9+XMMculbs9OK259wqJCIQIiHSFTdstsPrFtGQW0lD9sfPBQ1kVszzNnPG2AzG//z7sN11xZom0xqpu9UbcOMkkWRjDetieN0i73WqUX7zKAovvOX7GsdxiN+6BeosfPqLCaesYfwv7vVMU3yJdliB2N0CXpZck5q6yrLDAJ6G2YSWBLTDZyAPdEOIhuAUK6gcPAWO5xBaMY9oMS4HX4iFALeLIcQjCC2bi8Rt13j3GED3Sv6x11B64zC0Q6drQ3SMEdovV4LQHAOvKt57YIYZ0GjziozQ2gVo/uItFzwkd75gto3cI68g86PnAkxoPhKCuqSPXFB5f/IoRMNIfGo7WEu85pL4/JvB56IsIf6JLVetQcrFhHboNPJP7Z11CFLqaEbi9mvOK9dkjKHy9jEUnnsTVkWDKDbMT7Qmkfjk1gvmjZfeOIzprz8QkG0BAGwHYkcTxNYEjFPjQf19Vwvk/g7IPW2w0wUYOf/z3i4GGeFXQ1w2XkEQBKxevRorV67Eli1b8PLLL+Oee+5BOp3GO+8EIfC/iAuM90Gz3cjYBq5wZbtRRnIxle3prM9Gl49cfLLNu7vpRomI1IDss6dzvsE4O1uE3EttJ6dClTmfXvsjwte2C2XoR4d8X6tqr+26yoKH+2MM5uh0A+6v18fC1faf8BZDZtkwx2aode0+kKFQguAlv1uWASCNd6Cq7TryaYdOBxbhyHayBjaGJ6HVvQdzbIZ0oQIH8wwlmnJ/B8BxkNpTUBucBsv7jga0ipEty1F+9V04ukmDfq7zIecwQBYhz+2ENZH2OM/lfUeolS6LtaHIxXPQ9CsfO2dFhzGG6X94EGZDZyH+ya1QG6yptUOnUTl0moYbT4yQHKesUVLgMAhNMfACD2VBL6LbVxEVZVet4lqt3AvJqPv7DuzJDNmxu5g/kr0sQuv/c3vwWE0LuQd3eQ9ou1CGcWIEcj9VTPUjgzCnM+BEgfj41YRV4AFRIOOaaAjKkj4o87oQvW4NMj98FsWXaxxfayYHZjmAU0u0+bAKIR6BsngO+Jh/oFUZ6CbyiGkhc98LARmOMreTBvo4Dla2gPH//G1PGmLPkGGW2JLwGO0cz7vum/5EK7S0H7Eb1/vWgMqBE8g/tTdwnmI3b0Ro2eXNKjklDeNf+QHyj++mRFszaNCRdxPtnjbwEumqHc0IFGaUeV0QElHoRwahLCBJmJ0rQjt0BpwkQF0+D3amQNKwXJGGN13EqdgUh7q0H8k7d/gSS0c3kXvgJZT3Hyezmmr3wHFgF2i+RmhNeKZTTqECOA4VWOrOmxANIbxxCZq/eAs5XF6BcEoaZr73OArP7gu4OYqpOJRFPYAgBKq0cncrEnduBx8NQSsUkX9yb8BIi14jRnr/K3S8P69wNAOFp19H5eCpwPcuBsVn58vIP7k7QPrxXmf9YpLjXEAl2S6WMf2Nh1B88Z3AfQfGwIki5PndcIoatEMNw8chharZPa3gZDnQwa5GeN2iq66qDVxmsv3ee+9h9+7d2LNnD9544w2USpRs8TyPlStXYtOmTed5hV+EFx8AjaRxh8hxXKBydKnBbBtOQ4XhQjVbzHGCle2IetFOYjzPw86XA4OajfqtAF9bM7xNh50t+iozQjQM4RLxg1dbVPafCBjHVDXQ1ajH/VEl0PTj/uoGDRut2c3xNPiw4lW17XwJYksSYnsTOEmE0t9JaL1zVbVtO1jVbk1CXdJHBIjnarbjVYlLaOUAzOEpOIYJIR7xhpii1/oHsJyShlIj6q+jGXauCLtEluz2TB6MMfAcBwYGqb2Jhoo5DsrcTljpAp0fsfYwF2JhNP3qLbPiJeuj9MoBn8U5QHKXps/f5PuanS9TYscYtKNDxK/Pl4g+kilDbCZHPmlOB0KL5iC0ej7S33/S+2zN8RnY6Tzkhb0wTpDO25zOwcoVwXHw9PliRxO6/uw3A0hLxhjyP9tbM8MxLOiHz0BoSkDsbIY5Mg19eAoAaV2ZW4nlZBHgeQixMIRYGOqiOZDam5C8YxtKL+9H9oGXvHaxnS4QXcNxaom2LBGHe25nYBBNakshcfs2AED24V0BrrXUXjObsYtljP3Hb3tSFTtTgF2qQIhHENmxmlja4MA4EKu8LpT53YjfusU/GPjeGY9iUh+xG9Yj3CBRutiwC2WMf+UeFJ7YDce0aok2x0EIqxB7WinRFgWqwDOgXmOozOsCHw1BPzYEZdEc8CEF1kwO+pFBcCph0KzJDMmQ8mUIyQjg3stiWwqhpf1I3n0tlLqCgl0oI3vf86gcPE06aPe6YrYNJ1eCoxkQ25LUFWAMTq4IThTBRyPeZwlQ0hrduRqpz91wQfi4CwlzbAZTX/spKgf8yDcAkDtbIPW1z5pohVbNR/xjG8CJAszpLLI/eQ5cLlgBVQa6kbjtmg+9PtsYnEDusbOg+OIRJD659fzOtoxBO3gKhWfemLUqLiajiN+6BXLv+bsVjDGUXn2XXCDTwdkIwqomIbQmYJ6eCBRipK4WSHNJJmWnC2B5/2dnZ4uwprJQFvRAuUq7EZeUbP/u7/4uXn/9deTz7oOJ57FkyRIP+bdu3TpEoxc+HPeL+GCC6Q16bVW+YtPgdqEcGFK6UBpJ9cFbf4PxYRVi+8Un22YDmJ9XZa8qW41GvjZXpz+2s0XP2hugKulHgafKbBuVt/z0BHVpP/iQ4vvcfLi/kSkf7k/uboXcXdOy60eGang524E5MgU+ooI5DjkbyiJ4VfJ+p1q5Lu31G9FwPO99r/LOiYDZTnTHanA8D+29M75qhjk0CamjiZJuF+Mou3bcykC3Z81djcJLb/v4zQAZouSf3AM7W6wNRfI8GGMQoiHInc0wx9M0FCmLKD9/CMy2vWuG4zlEdqxC7Lq15zz/VraA6W8+HJCPtP3eXX6TFMYIPagZMEemYOeKdC4FnvCUYRVcWIGQiEKZ14nYJ7eg8NTrXlfJKVVgnByD1NMGa2SKEvVsEfa0q9MOKwDPgQ8paP9/Pw+pKzjQV3nzKCrVgVfGoB05A/A8lPndcHIl6MeHAdOiQbiK7n7WEjjQwKXQFIPS3wGxLYXkp3dAPzOBmX98pGbFXijDKpbBMeYlZ2TFnoDUmgjIvoRoGMm7rwUniyg8tTegt683m7E1A+P/9XvQT1EVzsmXYBfK4MMqoteugeAmUZzIz0qtSN6x3Vfp044MIvfIK4G1Lbpj1XklQ+cLO1/C+Je/j/yz+8BMi7j0huU5bXqJtiDQsTqsMdcGJ0swTo5CWdIHXpFhTqRhHB8hedGSfphDkzCGJuAUKhBSUa+II3W1QF3Wj6bP3uAb6rSmc8j85Hlo752GcWrMe9/MtGgT7TCI7SlvcNjJFMCFFJqJqVsnpY5mxG7agOSd2wOutJca5f0nMP31BwKEIo7naQC3NRlItDmeR+yGdQitpQ6edngQucdehT2LFCK6dTki2z7c+mxmkSNu+Y3Ds6L4Qkv7Ebvp/EOQdqGM/M/2+HCuvtdZvQCx69de0GdrpQuY/ocHUdr9btAF0jWSkxf2wMmXoR/139t8RIUyvweSOwjeaDTFDJM4944DeV43ACD/0CsfHc32c889h0WLFuFTn/oUNm7ciA0bNiAWu3I2q78IvC8Dko2V7StpaOM07DR5WbpghjcNR9ZJSBQJQiQ0K5/1XMHz/KwSkvpkmTHmc8qys0Xw1U0BY4SHqiNzfFT42vqxkYCWLVxnEiK4D88q7s/OFWEXKxBbk951Eq4jCDDGUNpdG5yzJtKEH3OvAztfgtAUh9jWBE6RPe6vU9ICPGR1WT9VtU0LpVff9X1P7m6FMr/bfYjU9LJVHKG6er5nyy62JCHEwvSAbUh+zbGZoD390n5UDp6CY1moHDxFw191NByprx3WTN4bitSODRO/vY73LPW2oelf3nrOhw5jDNNffyBQ0Ynfvi0gc6nsOwL99BicQhnGmQnAtsF0gzZArrMhL4lQFvQgfvMmmGcmPGY6s2xohwfBx8JwLItwmhUd5kSGeNqySDpWQUDq7mtn3SAYQxM+Tbt+agxOUUNo1QCYaaHy3mnYLqvYLpS9TRUYAxdSILQkILelIPW0IfHxzWAOw9Rf/whWdTNQ1mGm8+AYaol21Yo9HoE8v8dPHpFEJO/aCSEeQfHVA775AKDObCYWBrNsTPzPH6DidmacYgVWtghekRHdsYo46w6jiuwstKLk3df5qvza0SFiize0uyOblwX03BcbVqaAsT/7Doou0cGp6GTDXk20e1vBCyI4gadugO0Q4o/nwdU9HIzhSURXLgQvSzCHp6CfHiMZzqI5ME6OwhydhlPWaGDR/TV5TjvU5fPQ9Es3+LS6xplxZO5/EdrhQZh1w8lVWgwnChDaErQZtWzY6QL4WCgwfC73dyJx+zWI37j+iiSuzHGQf3w30v8naFTDKxJJm1zWvO97YQXJO3dAntMO5jgovPAWSnsOoTF4VSaXxAYp14ctzPE0co++UpuDqAtelRG7aYPnjnm2YIxBe/ckSXRmqWbz0RBi169BfMnc8xahGGOE3Pz+k7Ma3sGwILQnISTjMIcm/MZmPAeppw3ynDYIiViwQs8YzPE0rLFpSHM6PLY78BHTbL/22mtIJD78vMmrKj4AGUmwsn0lDW38N0OVt3ohYc42HNmavKSFunE4slFCUq10VcPOFj2KgFPSwEVDfr32nI9Gst2I+5O7W32yB1EUfbi/aqW4ivsTUzEPkwYQLaTKVyWDoCnPWbFaiRVU2dPLR7YsA8dxKO495KNHUFWbCCTlfUcCC2UVzVV665iv4m2eGYc0p50SqqksOJ7zNkahNQuCBiTPvOGfZpclyF0tyD/zhsuJnq4eEAAGMRUHL0mwChWoi+bAKeuo7DsC8FwdU1tG6nPXQ5p77muk8PybKO0+6PuaMq8LTb9yo+9r1nQOhRfeIpc/F2NmZ0uAwIPpJgT3nlDmdSG8ZiHE1iTS//Rk3WcyTMOsXc3QT4wST3tshljWdTrt0NoFaPn9uwP3p50vI/vAy15yaU1mYI5O07CZLKH8znE4mSI4SYA9naOukMBTAut2kMQEXSeRzcsg9bRh7L98p0YeMVzHRof55AZCc5wqWIv6fAlTFfEndTaj/PYxFF/yy4s4USD2cUuCbNj/+keerMkpa7AzBfCuOyRJlJxa8loXZK1+va/4oB8fRu6hlwOJdnjdIu+avNQwJzMY+8/foUqf7ZAW37Rd6ogCsbcdvMC7x+qAWTb9PVdnri7oA56g1wot6QfvVreN0WmITXHI87pIUz8+Q9dNKuadT3leJ0Ir5yP1Gb8bZuXACeQefY1MmupmGpxihZj5YYXoN667p5Mtgk9GfD4NHM9BXTgHyc9ef8UcFp2yhpl/ehKFp18PdKWESAhSfyeEZPBZI3U0I/npHeSumS8j98iuWe3Iq/IjMfXhLRYyx0Fp90GUdh0I6qBBm6vErVvOK+s8bzV72VxEb1gHHcG/0RjG2AymvnofMbEbchtm2+B4AfLCXtjpPKFD60KIhaEs6IHYkgSzrEBu4RQr0E+MEKpyxUBgk/WR0mz/ItH+cEagsn0FdWmXhf2byniGGQBNk1+shASgamcj1q5xOLJ+wWWMhs6qrGE7W/QtSGJz4qKMea7WsKZzAeRTaG3Q+rpq8uKUdUJ61eH+wusXe5ufqv7Oe/3JLNmGuxsmO1+EkIxBbEt5yD95oPvsVe1UDI5mBKpOytxOyHPa4VR0HyrPKRJZQ2qKQd9Pcgepo5kQgyEF0Wv8tuzaodMBjGBo3SKUdh+CoxnQ3ztDVUXGAI6qZWJfO6ypLKS2FIRkFIXn9sHRdE/bz3EcwmsXInH7dmi6HmhJV8OcySH97cf8JgyKjNbf/4yvGs4sG7lHdoFZNhnrVHR6yEgCnFwJfDwMXpUhtiYhD3Qjet0aZH/8nFcNMkenYU3nIM/rooo4qNJllzRXp+3ytDtb0P3l34bQMBjNLBvZB17y6B52oQz9+Ajk3jaITXFoh07DnswCokCyL90Ec0hyA1mC2ByHGAtDXdIHdXEfwpuXYfIv74V2tFZ1t6aytepVVe/uYjmVRXO8Y6xG7GMboC7shXZ4EIWf+YcTOY5D4pPXQO5p87jlBddK3qnosGfyrjvkcpr9cJxZu4WzWavrJ0ZcfXlDor1mQWBw8mLDGJvB2J/+I8r7jpAMo6S5yEN3KLy3DbzAeyQcVBNtgQcnClCX9KGSzuG3lmylzpEkQTs8CGuarlWxtxXaodNEEXJYLdHmOSgLexFetQDJu2uumlWX1vxz+6C/d6ZWiGAMdq4Ep1AGH4+Aj4cp0S5pcAplSrzrNiecJCK0coDQfpdJZqmGOTaDqb+7PzBrAtDaLPW2QogG1+fQygHEb9oIThSgnx5D7uFXZsX6qcvmInHLpkCy9mEKayaH3GOvzTosyIkCojtWn3fjwxiDduCku8YFq9lCJES8+YW9YIxBz2YRCoVmeSVKpLMPvITMj54L5BsAdUnE9ibwURXm4LhvXeQEAXJfO6SuFvARNcDUZpYNY3ACTrZIxJ2GHIMPKYheu8ZH1Lma4sN7lX3EonH3x70POpJGGgl3RZPtRvfIi2FsN1a2lUvC/lljM362q8BDanCOrE+2nWLFZ+ZiZ4uQ66q3HxUJSWNVmw+rgQeiNTrtVbPNUUpMq7g/PqRArRukNE6Pe5VgxhhptWUJtm66dsg8hJACySW8RDaTQUZxzzmq2nsPBRbn6I7VAIDSawd939NPjkLu74A9nYNdLBNr2v1b0WtW+D5TRzNQrBuqBOAa6lRgFUrQjgzCzrpOkYySErGrBaxYAScRiUQ/MUJIvbqHstiaRPNv3QYhFoaZzc563hljmPrqfbAa7o3kXTuhzu/2fa3w/JswJzKwpnMwJ9J0r9oOHM0g7Xs8QmZC83uQuG0rSi++7bWLnUIZxukxiO1NHqrRnsnBcWkdXEihwcWIio7/9C8CxivVdq/3meom9PfOQEhEIM1ph3F6HMbINDlE5kskazHIfRKSCDERgRCLQF3SB7mvHbFPbEb624+ivNc1fnEHoL0Bvzq2Mx8NEeGmobIY2bIc4bULYZwZp01Iw/oYu2Ed1MVzwBhD+gc/Q/5x4pEzzSB9OgeENyyG3N1KWmfL9s1mAJREpH7pBt9apZ8cnTXRDq2aj9hNGy8r0dYHJzD6p9+Etv8kDRuWNKq2cxz4WMglInHVD8WTDnECT9zoJX2wJjMQTQt/9oX/B45lwzgyCDtXgtTVArEtBe3AKViTaXCC4CUj1SQ9vH4xkrdv85JLZtvIP7EHpT2HCO1XfT44DHYmD6esk2wpEqIuS44+e6EpTtIhN/iwisiGJWj6wk2XbepTjdKbZEQUSCJ5DlJ7E6TO5oARFyfwiH1sA0Kr5gOMobhrP5lfNXaNBR6RnesQ33R+O/KrNWg4/QhhUGcxlpE6mpC4det5iSp2roj8k3tI9zxLhJbNRezG9Rdkt145OoSZv7sf2olgZZwZFjhZhLKgF9Z0FuaIf00U3cFoIREFM81Aom1NZWGcGYfY3gR19fzA56Yun4vIusUkk7tKZ6x+kWxfLfH+Y7YDu9YrWtlu0GxfaLLtuHpAVpdMXQqJBACskQZCQUdzoJ1kNui1veN0H8j1reTLNam4GsLRTZ+7I0CJQ+N50V6n9jszLHKEU2qDpeE1C7wqbLUSVg17Ogdm25RIwXXfTEZJ663KkNpSUBbPgZ0vofzmEd/frFa17WIF5TcavrdoDqROIoWU99WIJ9ZUlpLPiOo5Iso9beAkEWJzAqE1fjpE8aW3fV0TAFCWzkX51QNeC5M5zNMQ89EQxFQM1nSOKjmW7UkTqgs8L4lI3LEN4bWLznXqkX9yDyoNXHN1YS9Sn73e9zXt2DBVOnWThg8dB3a+TEuC40BoTYLneSiL5iC6YxXsdMHDeTHLJjv2kErJeUmDXarAnMrS8HpVpy0KSP3axxHdGtQaV946hkpVz+44hEMTeHLknMpCPzVKxBHTAtN02gBIImnII+QQqSzogdTZgsSndiL/8CvIP/06JTmMeXxrMHjXHR9SwMcjRKhpYPOGls9DdMcqmGMzyP70xUDiG926HOH1NJyYve8FZH/yPFGFdBPWdJbO8+qFUOZ1ERPaNAOJNh9WkPrlG32aZf30GLL3vxhIXkIr5nlIwUsN7fgIxv7jP0I7dLpW0a4m2vEwyd0YA+Dy3Q2T8HUCD16WoC7pgzE0CU4SoCzuAzMsaAdPgpV1yH0dhLM7cALWZBZcSPYSUV6WoC7rR3TbSsQ+tsG7hp2KjuyDL6P89jHoRwa998xMi2gPpkXXnSqDOQxOOg8GUKJdt3YIqRhiO1Yh9bkbr0gXkFk2sg++jOx9LwQkZZwkQupspnVd9qcuQiyMxJ07IHcT7Sj36CuzJpBCPILE7dtgN0ev2qTsfGFlCsg/9lpgUBRwCxhblhHe8hxIP8YYKvuOoPjSOwF8IuCvZp8v7IqO9PceR+Fne+E0Jv4Oc9n2LYAgwBia8B+vJEKZ10WbAo7zniPer5d1Qpdy1IloTPrF5gQim5ZCOzKIme+TtiqyfjFiN64/73F/0PGLZPtqjffDQbIh2b5S2D8AcBor2xeI/bOmyIjEs2nnOU+zfbFhjQSHI+vDLlZ8Q2p2tugRK+xCqTYoCVffeIUMGH6eoR085dM6chyH8Gq/K541nYNxYhSiKJLO03Egd7fQMJbAI1SXVJpDk94izxiDMTxJWu1ihTTvbiXcq2pfs4Kq2rv2NwzA1KrapdfeDaCeottXAQCKL75dc6e0HRhnJqAu64c5PA3HMCmhd3XlsevX+h4w5uh0gMCizOuEduQMHNNC5cAp4q07jtuqFyD1dcCeyUNIRiG0JulhVNQAtXavqCsH0PT5m8hq/CxmVMbIFNLfe8KvEw8paP2Dz/iSFTtfRv6J11zMHyU9tjuM5hTKEJvjVGHv70Bo2VzIA93I3Pu09/u6iwYUWhKEPzQtWGNpMNP26bSj16xA62/dFjzOM+MoPPOG92/t6DCcio7QygE4FYPOlVtlcsoa6fElkWQPYRVCcwLKnHZInaSRrew7jMyPavIWayYPu6wBtlOztZdFCKkYpK5m7zrxPp/+TsQ/vgl2Oo/MT54LJALhNQsQca+N7MO7kP7nn4E5DMwwSULG6KEcWjyHEm3NCFCXSGt/g0/Xr58cnT3RXj4P8Y9vvqzErPLuKYz+x3+EcZJ09E6pQhs8jgOfiJCtfLWdzpN9PWQRHM9TV2nRHNKoxsOQ+zthlzWcfP1tOIaFucsXgxNFaO+ehDWThxANeR1LPqyQVOKmjQhvXua9ByudR/a+F1A5eIqOqUocqegeu1xsT3mDpPZMHpwkUPehnjjS2Yz4zZuQuP2aK0IcsfMlTH/zERRf2R9wBeVDClXv21OBqqY8px2J27dBiIZgDE0g9/ArAaMbgLCOiVu3glNllHM5qKoa+JmrOaoJcuHFtwPnB6DqcPzWrT5i1GxhzeSQf2LPrMk6cP5qdvU6Yoyh9NpBzPzjwwHvAAAebEAe6IY9mZllKLmZmNlhFbAsD0kJuHSroQlYk1lIVdJM/eC0KCC8YTFgOcj/bI9vQ17edwSR7auuKADiSsQvku2rJT4IznbDgMmFtIYuJJhbifO99gVWtklCUqs8ciF3OPIidXTMtmGNpyHU7VKkhuFIH/LPtsHKNafIgF7b1QB/mIMxFhyMnN8d2AiV9x6ixNF2YI7NUJXY1cyry+YSxcGNeq22nc6T1tlxPK62kIhCakt5Lo7Kwl6yVz/QUF1fs8CrIAeQhCvmQWxJULJcdRsEWc0LTTGA5zxagjy3C+A5KPO6IM/rqr13x0H+qb2+ZJeTRAhNCegnx6CfHCU3RcbAgQPjOIjNcVr0OQ7KQDfMMxMwTo5S4uPej2JLEi2/fcc5HdeYaWHyf/0oUFFP/dINUOq6JcxxkHv0FThlHcbghKeRBc97EicurJLL5/xuxG7cgNz9L9R02sNTsNJ5SHPaYQ1PkiPjyDQZM3GcV92U+jrQ+V9/I1DpsjIFZB+sDQEaQ5OwprNQF88BJ/IoHzjhDWjaWRdBKAqoWrGLLQlIbSnIfR1I3LoV1kwe09982JMj2JkCEV7qJBycIBB7PRmDPL8HjuNAcI9Lak8h8akdcEo6aT7LflmRuriPqrMch9yTezDz7cfAHIcs36eyZEm+sJckT4yRgU+oIdFWJKQ+e72vmq6fGKFEu1E6srQf8U9sviypQXHvIUz82XehD00C1Yq2w8BxgJCK0kaxPtGu6ICqgOM5MgUa6IZ2ZBBiWwpSTyucQhmZA8ew82dfBwC8N/DfIAzNwE4XiMjhVnw9V8g7tiG0vE4CdmYcmQdeIuOoOomGXSjDyRZpI9SSBCfwcHQT9nQOfET1kaE4joM8txOJT+9E7DKHRauhnRzF9Nd+SmShhmehGI9A7Gmd9Z6LbF6G6A53Y/7qAZTqTJO84+V5RHesQnjTUm+DfLZN8tUaVraA/OO7PYfY+qiaU0V3rj7nc5PZNsp730PxlQOzSk+EWBjxmzeel8oSDodhTWcx/fcPovx6EDHILBswTIg9rdQpbZAC8WEV8kAXxEiI8hzH8SXa1lQWxulxCKkYQmsWBN6TPNAFubcdlX1HZt1Ucaoc6HxcDXH1HdEv4n2LgKnNFdr5OUUtMMByoQOS5Bx5eWY2AGCNuzvnukG1xh2+frrWVrRzJRr+q+KCciUf3/ejoNc2hyYDA6ON0gc7X0bl0GlimE5kwEwLcm+bl5hFNtRwf4aLFgPcqvagW9UuVbzPkA8r3iYnum0lVbVffDtAAqmi0wov+K2SOVFAdNtKIojUIegczYA1kUFozQIibTgOxGSMKr8u6s/n+PfmUZjjad97Da0cQOXtY7BzJeiHqYrMubbsfIjmBJx8CUp/B8BzKO2lgU3OddvjRQHJ27YismkJzhUz9zzl4fi8v71iAMk7t/u+Vtp9kJLsTAHm8BSYYRHpQSfKh9AUg6DIUBb0IvHJa1B6+R2PyGJnizDOjENqT8F2h+HM8Rmv9V7laYvxCDq//JsQU/5ExdEMZO97wVsTrBkaopV728i6/p3jsKezZMWeKVACz3Me4k9sTZJb30JysORUGeN/9h1KrkHXlZUrAqYFTnaHSnliafNhBeqKueB4HpZFFboqKxuWjcyPng2gwpT+TiQ+uRUcz6Pw3JuY/ocHacNs2rAmCW2oDHQjtG4RONA8BhdR/Ym2LCH5meu8TghAEp7cg0GNtrqkH3H3711KkAHTPkz8z3tgTqQ9iQ9j1EURmuOQOltqpBHOda91OxFCMgq5tx3ae2cgzWmH1NEEayoL/ZjfAVY/MQqlqPvkHWJzAqHl88ispo41X37nOPKPvQbtvdM+9007nYftbu6Epjg4noNTqsDOkMEXX7fZruq/mz5/ky+Jv9RgjoPC828i/f0nA2hMjucgNCcg97T5BlgB6k7Eb90KdUEP7EIZuUdfDQyBA649+x3XXJDxytUYnqX8S2epZl+gsYw5Oo38k3tmt0cHEF69ANFr15y3wMRsG/kHXkL+py8Fh05d12AhGYXQ2UwSw/piB89D6m2D2EqmXGiQMjplDfqJUcCyoSyeEzBCEhJRhFbPh35iFMUX3sJsIUTDSNy5/aqUCP0i2b5a4ueA/uOvEPrPzvltkzlRCCyOZwtrMgunWEciCV+8TTsAGCP+lpjYkvAN0DDGYJyqT7aJmAHAe+DVt/eVj0CyXX79sO/fYioW2ESU9x32LKvNkSlaEDspGfG0dG6UXqurak/naIjP1eVWq9pia5IS7q4WyAPdMIanoDUkCOENiyFEQ9BPjwUwU+ENSyDEI9TirpMFGafGIHa1kBRoOutizKiSHVqzwHecdqGMYqMLZXOCNnaGicq7JygpZQwAR0zXrhawYpmIEF0tKL1yAHah7BsiVpbNRdOv3nLOBKyy/wRyD+3y/+1EBG1/+BlfZdkYniRUl24S5s92aFATAOcwCG1J8IJAyeyOVbCnc955ZLpBOu1oCLbrOGjN5F3nTqrecqIAXpbQ8nt3IbLSLxtijoPcw7s8xJtTqkA/OgSxOQ6ptw36oTOwx9NEHskWyUHTYWAcB06ViTySiEJd2ofwinmQBrow8WffrQ1sljSySdctcKpEfGiOg9CSIGrFqgW+c8GHFKQ+dz04UUDmh8/40HMAEVQSn94BThRQfOUApr56H5hlE+HETbTl/g6ENy4BB3cjHQ/7PqcqJrAeBaodHkTu4SBHO7T08hPt7EMvY+pvfgIrnQczbbAKSeU4jofYloTYlnKRjIKnN68m2mJzAmJbCvqRQcgD3RCb4zCHJ6GfHgevyFDndgOP0t+yc0WI7S1eZVDqbkFo2QBSn73OQ3syx0HxhbdRePEtaO+drnUMHEYyPs2EkIiAdwskdrYIp1ShjWxd95MPKYisW4zUF24i6ctlhlNysX7PvFEbznSDEwUi7/R1BOZL6nF9+qkx5B6ZnTai9Hci/smtvs7chynOJ/eoVrPPJeFxDBOll96hmZBZqvliMor4xzdf0HxS5dApTH/9QWinRgPJLNMMMIdB7m+Hk68EijxiKgZpTjsdK8f5qtXMsmEOThD9qbcNojuYXw1O4KGunA9YNkovvTPr++B4HuENixHZuuKqk49U4xfJ9tUSPw+79iskk7Bm/BWJKo/1fMEYgzmZ8S2UfESF2DAwdSFxPr62nc77qmV2tgjJJXLYuaL3oAFooW90sfuwhZXO07BdXYTWLvLbl2sGKm+ThMOezsHRDCKQuC24yKaaNbs5NkODKqgaA02AUyRCgZU0WkDDiktUQJ3m2l+B4MMKwhuXUgLw/JsN31MR2bwMjm6i+Hzt96oPf3lBN7R3aJCPaATKrKi/wrP7ApIpeaAT5b2HiaQyOkOJj8MAgQefjHmOgsr8Hpij09CPj4Crl480xdD6O3cEbMTrwy5WMPm3PwkQV5p/+w6fbMGp6Mg9/AqYbZNO27Rgp/Ok0y5WIKRi4BUJUk8r6bTndiD7o+fdX3YHGAHwIRXmZBp2qeKh3jhRoDaqwCNx+7bAMCYAFJ9/C/pJYtsyw4R26DRZey/sJV7zyCQYGJx8BY5ukP6b5wBFgpiMQkhEoS7thzK/B5FtKzH+59/3KD+OZsCczoJpBj30qoi/5jh4SURo9ULfw5CTRELRRcPI/OhZj91eDWJgXwtellB6/T1M/q8fka25ZVMnxrYh97QisnkZJdrpPH2ejYn2p3f6Egrt0GnkHn01mGivcDXal5poOw7S9zyN6W885FrZ01ApY4wq+53NEFMxME0HJ8tglgVYjpdoSx1N4CMhGCdGvOqefnwY5ngafCQEeaAL2cOnauenJUH8bVfaEV69AMm7r/OGFR3dRO6RXSi/cQTakUHv2mQmDULDsSG2xIk4YjuwZ3KA7UBsS/kSIiEZRWzHGpfecvmDkPrQJKb/7n5oh04FXAV5ma79xqQLcG3Xb1wP8BwKL76N8u6DQdkIxyGyfSVdEx9C2ghzHJJ7NMy5VENIRJH4xPkTZP3ECPI/2zuroQzHcQivX4zI9pXn1dvbhRKmv/0Yis+/FWDUM9sBK1YgtCXByRKsaX8uwMsSpP4O8JEQseMbEmFrIkNGTMko1NULAomy3NcOsTUF7d2Ts2IJAULERm9Y55qqlcBfwrzXBxG/SLb/Lwmqnrw/NBK7Idk+V0Li+71ckR5I9RbW4YuXkTDGAsl2gK9dV9V2DBMwba/ybacLPq633Nt2VULxLyYa7Xp5VQ7wRytvHyNesnv+OI7zWuxydyukugHRAFdbc5PZalU7GYXUmiQ9Xk8b5P4OGCdGAkYSkS1UeajsPxFIrKI7aKil8MJbNRIBY4T6m9sFayxNrXZJ9I4tunO1r4OhnxyFdviM73XVxXOgvXsadrEC/b3TlHBUE21FgtzeBLtUgdTVAk4WUXqNDGiq1VdOEBC/9ZqzugaKokiYv7/7aUC6Et252tOU0tthyD+xG3a+VNNp58tgHHHK+ZACPhoiF8CFvYhevxa5OqMZ/cQInJIGsaMJ5tgMDUQOT7lGETz4sGtcs2Yh2v7drwSSlfI7x1FyeerMdlw6BkNoSR+ssTT00+NgugnHsKhapRl0HiQBQixMD8VFcyD3tSN+80ZM/vWPaxV3w4Q5mQHTTNqwuYmOmIqBlySoKwYgxOqqjAKPxJ3bILYmkb3vhQDmTUhEkfrcDeDDKkr7DmPiK/dS8l+XaEudzQi7Q7iWO9half0AtURbqdPzVw6eQv7RVwNJWmjV/MuijjiGielvPoT0Pc/QEKRuwNFMkt4IPKTuVgiJCJ1TVQZz770qX1zubSM50PAU1OVzwSkyMbMzBZqF6GmFfug0zLG6tY4jNKCysBeRjUuRuH2bl7BYmQKyP30BlXdPwTgx4r1fp6TBmsmRVKktBV6RSVs7lXHnNZp8pkNSVwsSn9iCxK1bLptJzRhD8ZUDSH/7MZhTQUmDEA1B6usIoCA5SUT8pg0IrRiAlS0g9/Ars7KlhVgYiTu2BYotH5YwJzPIP7GnZrLVEOG1CxHdueac1Vu7UEbh2X2BdbAaUlsK8Vs2+eRUswVjDPmf7UXmB0/Byta61xxHcjKnWAGnSJD62uHkSoFBfLGjCWJLEpxI61J9AdHOl2k413GgLpoTcIsWEkQ40k+Oer4BjSEkoojdsA58PIziM/s8iWN43SLEP7bhnO/t5xG/SLavkni/C9vMtAK6xCtW2U43JttnHx7z/V6DhISTRIhN8QuWoFTDTucDVfvGZLter+1kixBStZvbzpcg13GP5Xl+BvKHLZyyhkrjQOKq+b4Fmlm2JzOxp3NwKjqk1pQ3NBvZutxLOszJTC2hcmhKnJME0hcXK6R5DquebjC6YxVxbhsc/4REFOE1C+AYJoquAUk1xNYkQisHYKXznrkOQBV1XpHAhRWYrkFKtbUsdbUQU7f6nkwLhadf970uH1LAGGCXKtAOniKknuOAA9xKYjOcigZekSHPaSf5SK4ELlS7N9QlfWj5l584a5VMURQUnt3nQyICNDPQ8jt3+JK38uuHoR0dgp0tkk5bN+FUNDiW7eq04+BlCcqiOYjfshnF5970Nh7m2AzMiQzE1iSsyQzAGMyhSTiGVRuI5DhI3a3o/p+/A6Hh/jaGJlB4yjWHYQz6kUE4ZQ3q8nlwihVoR4doQBMMrKLTPSUIgMhDiIQgNMWgzO+G3NOG5J3bMfPtx7zOSHVIERUDnMh7GxUhHgGnSFCW9kFsqiVQHMch/slrIPS0IfvAS4HBLyEaRuqXqYpaevMoJv7HPXA0vU46YkNqb6LKHM/Dms5RR61ukzxbol1++xgKP9sbSLTDaxZcFkfbKWsY//9+iPwjr9CGoKLDcY2SiAPfDiGswNEM8CGFyD3urEC1Km3ny3AqOtSVA+DAoO0/AbtUgdiahJCMQjt4CtZkxjf8xUki1OXzENu5mgx33GtUPz2GbHUQcmzG+3k7U6DrW5XcREggt83pHG3y6oYQOZ6DMtCD1Oeu94YLLyecio70vU8j/+SeYJeV4yCkYpAHugOJpNiSQPKO7RBbk6gcOkWIOT2Iq1PmdyPxiS0B/vaHIZhlo/TqAZR2H5rVBVJMRhH/xJZzErIYY6i8dQzFF9+a9fxU52HCGxafEwsIkEPw1N8/CO1IMGF3NANMN0h6Z1iw65x9AdrwSL1tRENSJF9RjxkmjNPjsGbykOe4kpGGLpS6pA92vuwhVwPvQxIR2bwM6tI+lF47GHCprLx5FNEdq686OclVm2zv378fX/3qV/H222/DNE3Mnz8fv/Zrv4bbbgviqy4kTNPE3XffjcOHD2Pu3Ll48sknz/9LH2S8z9PRXiWyLq5UZbuq1ayGcKHJdqNNe0T1WYhfaJgNfG0hGvYRN5htwxxs4Gu7lRO7UPYeeNVQ5n+4k+3yW8cCUobwusW+n6kcPOXRMqrVZ8kdKJU6mnxkj9Ku/d5/WxMZWsgZ3Kp2GUJTjAgkERVyXwfkOe2ovHsyMIwT3b4SnCig9PK7AVJH7Pp17vDbvhrqz7RgDk1CXTEPxqkxMNuhyld7ipK1huSo9Nq7vsEvAFAW9FAVfXgKxtAkHMcBbAZIAul6FQmOZkBd0ANjcAL6yQb5SNKVj7ScvVtjjaeDLpGyhLY//ByESK2SawxPovjCWyTdcNnGVjpP1cmqTlsknXZs+yqYg+Oebt3Ol2CcHIUQDZO5iO3AHJ327h9OVQCBp4HI//7bge6Qlc4je39tEFA/NQYrnYeyoBfgOHKIzBYAgYdT0EjaJQqAm8QLrQkove2Qe9uR+PQOZO57AcVdpJ9kNrlDOmUNEGp6TCGiErpuYW+ApR27eSOUhT2Yue952Kf8g218WEXql2+AmIyh/NYxTPz3f/Yn2pYNqSWJyI5V4AUB1lQ2wH+eLdEu7TmEQoN0CaBK2OU4Q1rZAsb+/PsoPv8mmGXX7NfdRFvu7wAnSXAME5wq0yyAJHpyH2WgmzoiPIfQinlwyjoqbgdG6mmtfT4zefCJCHipdpyhlQNI3rHdcwms4uHyT+5F5b1TNWdfxuje1QzwURqEBMfBzhZpPWyK+bwReFlCaOU8NH3h5vPSKS4k9KFJTH/9AWKDN8hGOJ42iNKc9qBsZMU8xD62AWBA7tFXUWnwDABI0xvdueaKWcR/0GEMTyL/xJ7ArAJQI41Edqw6p9zDnMzQAOQs1X6AChTxmzeek6IEUFEi/b3HUXj6jQAzm9k2nFwZfCoKoTkeMJ7hJBFSbxuEkAwIgt9rw2EwR6dgDE1BaIohtHZhIBmWetvAh1RoB0/PuuEAaJ4ivHU59CNDSH/3iVkZ4VzoFzSSC449e/bgN37jNyBJEm699VbEYjE89dRT+Df/5t9gZGQEv/M7v3PRr/n1r38dg4OD5//BqyWu8KLRKCEBrgyNhJkWnAZNmNh0YTISazLjw/5d8nBkwwCJ1NPqW3TNkWnvpmSMkVNkla+dzvuq3GJLItDC/DAFs2yU9zUYxCzp8+ksGWOeu581k4NT1iAkot70d2RLXVV7bAbaUbeqbTswhybB8TyYbVPSIFJ1zpN1bF8FZtkovry//hAgtiahLu2HnS+jtPc93/eUgW4oczuhHx/2DUwap8chtKWIROJ2T+R5XQDHIbR2oW9jZk6kUdrtt3uX2pugu9bn2rsnyTDBcqjy6hpkOGWdTDIkAeU9h8AYUUcA+v/E7dcgsm3l2c+3aWH6b34SMOBI3n0t1CV93r+dkobcQ7tIp+1qZ62ZPCHWNANC0tVp97YhvHIAQiqKvGtRzgwT+uFBcLIIxhyPKW27GwtekcjoR5bQ+oefQWS139jHKWnI/uR5r5pojkzDHJ2G3NMKIR5G+e1jJCsQRdiFkps081T9d8kjUhttwBK3b0PhxbeRf3IPJU224+tQVdcUXlWIsdvXEUBwxlxL5dyjr0I/NuyzuicG9vUQmxMov3UM4//9nwKJttiSQOTa1eBFgSr9zedOtBljKO3aj2JD5wEg2k70+rWXnKQZ4zMY+9NvobzvMCXarlkNGAOviJD6Oum1LQu8KsPOl0nqI4muQ2kXjKEJCLEw5PndsGfy0I8NA4xBntdF7qCDE7CzRXqfsgTBtvCFhRshpGJo+dwNiKxcSO/TspF/ai+KrxyAfnjQGzpklg1rbIY2q8kozac4DPZ0Fo5mQOxo8hVehFgYkWtWoOmXb7xgSeDZgrkdrvR3H4fpGg7VfROcLEFe0AOpIQmsl42Yo9PIPfJKYCMNEFs6cds1V8y58oMMRzdRfPEtlN88Ouv3xeYEDS+eYxjVMUyUXjlACL5ZElQ+pCB23VqoK+ad17I9//TryPzzz4LnmTFa6zmOcH5lDawh0RbbUxBTNCshJKJ+lN90DsbpMUAQoC7tC6BnhVQMUkcTjFNjMM+iy5Y6mhC9fi2cXAnZHz03K/IPqJkbXY2brqsu2bYsC3/6p38KjuNwzz33YOlSGtL61//6X+OXfumX8NWvfhW33HIL+vv7L/g1Dx48iG9+85v4kz/5E3z5y19+n478MuN91pE4mr9txyvSFRkesdL5QEtWaLqwZDVQ2b4EvTYw23Bkg4SkTq/NKjpVLt3qm50pQKlzyVIGPtxV7crBU4HJ/PBGP6pOPzbsVVHMhqq22Jr0nY96qoc1kaZNCwPAHDj5MoSWBA0rqjKxrntaUdr7HuwGk6PYztXgeD6AsOI4DrFr14BZNgp1tup2vgQ7U4C6aj60A+5QZFsKQjwCPqwiWpcAk+30bj9CkOfBhWTY4zMkH8kWST7CuQiqtpQ7xCdD7u9A4fk3YRcrhMxzQ105gOZfv/Wc98nM956AfmTQt7iHlvYj9bnaYCJzHOQeIaMN49QY7FzJbb0yT1bAx8i5Ul3Sj/DGpcg9+BL9ssOgvXcGzLbBxyMkA8iXKfF0HRk5VQbH84jfsQ3Ju671HR8zLWTvf9F7gFoz9OATm+IQO1tQ2X8c9kQanCSQjKGsU6WdET5QbEtCbE5AXdSL2I3roR06TY6Nlu3SLNxE20UCArS28LEQ5K6WQJcosnEpQhsWI//4bmh1DHWgiuYjBnb5bTfRrjQk2s0JQpSJIszR6cAg32yJdvG5Nz2den1Er1mBiIunvJTQToxg7D980/18amY1YIw2oP0d4EybaCyyRJSUWAicIJAZU08rjJMjkDpbIM1pI8OowQmqhs/thjk+A2t0msggrUlvQxHtacf/94l/h9id1yDUQ5tcu1BG7sGXUX7rKPTjI9694JQ1cpUUeCIFRVQ4hgl7MgtwpMeu36hI7U2I37LJp/2+1HBKGmb++UmqkjYWexwGIRaGsqQv0GGtykaE5jhKr72L4sv7Z00kq1XvK2Go80GHdnQIhadfn50TzfOIbF6KyNYVZ50dYoxBPzaMwjNvzDoACZAhU+y6teeVZWrHhjD9Dw/PLhmp6HDKOs00MUaJNmPePSNEQxA7msmMLhr2fZZOsQL91CickkaDjh0NlBFZhNzXAWsq6w19N4YQCVFVPxpC8Zl9Z0UX8rKE8OaliGxYctlzBe9XXHVHtXv3bgwODuLTn/60l2gDQDQaxZe+9CX80R/9Ee6//3788R//8QW9nmEY+JM/+ROsWrUKX/jCF67eZPt9DqdBRsJdKexfI4kkHrmgxY+ZFsyJjK8NRCSSi0u2G10hgaCZjQ/5l61D/ulkQV2Pt/owS0jqK9bVaLTDZoyh9CpV+KqmI0IkBN4dUIlsqTnNkazCpVbYNtlF8xyYw0j3KYsQIqqPQOKUNe/1qyH3tEEe6IY5NhNoA4dWz4fYmkRp98Ha58gY9OMjkPo6YI2nyQVQELzp+9h1a3yGTOXXDwcGE+X+TugnR2COTME4PU7yEcshgxrXZY+ZFtQFPdCPDcE4Q3SV6nuXWpNo/d27ztl2Lb52APnHXvN9TYiH0fbHv+TTRJZeOQD99BiZNYyS6Yyj6UT5EAUITXEIqgJ1cR/iN28gTXFV7nF8GLbrJGnN5OHoBsyhSdo41A1EhtcvQnvDQCRjjPjDrhTFKZShHx0iqsX8bmgHT8EcnQEnCLALFdqkMeaSZVTq8jTFoS7tR2TrCtiZPNL/9CRtlhiDNZ2FXSjTRsDVyXKSCD4egdiSgLpsru/chNcsQOTa1Sg8sTtwHXCigOTd10LubkH5nWMY/29uom3WNNpicwLR69ZQRXt4kvSe50q0HQf5n+1F5Z3jgc8udt1aH23nYqP0xmGM/9l3YQxO1KQjjgM4DHw8QsOOmgG4tvbkUBuhyl8sDKEpDuPkGOSBLkitSWhHhmBNZ8ErMqQ5bTBOjxFhxnYgttHAIuEuOxFeuxiJT22HJdM1ZgxPIvvTl1A5dMozewKIEuXkioRrbEl4Tq/WdLbm0uteLxzPQZnXjeRnr/N1ti419NNjmP67B6AdPhNEtTmM0KDzOgMb2fDqBYjdsA52qYLMvc/Mir3jFQnxmzdBXdp/Wcf48wg7X0bh6dcDONRqSJ0tiH980zmLTla2gMIzbwSwqdUQm+KI37zxvLQSK1fEzHcfn50yYlqwcyUIiTCkjmYwsyF/EAVIPW3gBA68InmyTMDVZZ+ZgDWZgdiegrqozz9nwHEQ3ftDP+YnZtW/fnjDEsjzulB+9YCvYOb7OY6DunIA0W0rA1zuqy2uumR7715qnW7bti3wvWuuucb3MxcSX/va13DmzBk89NBDV2VrwYtGyfaVHpBsrGyrV6YaEBiOPIe21fd7U1k4da13juMgJmO+m/ZCwmywaOdkCWJb0vu3U9JgTdQSMTtb9Kq4VjoPIVnDFPIh5UON/DNOjAR0f4Gq9vERLzH1tNpuJ0BIxaAuJulDtf1bDXNsxkuymO3AKRDuSepsASdLCC3th9TZjPxTewOIpui1awDAZwsO0EMzum0V7ELZRzsxR6bACTz4WAiaixuU+9rBKRLknjaodWYa1kwOxV1+yYqQjMKcSMMpa9AOnKQNneWAkwR6SLQkSQ/b2QxwQHnfUUpmqvIRWULyczcgvM5vAFQf5mQG0197wPeQ4gQBrf/qUz55i35yFKVX34VT0qAfH6bELENVbQ6A0JIALwlQFs9B9Ib1KO89XBuIHJ6COZmBkIrBThfgWBbM0+MueaQ2ECn3d6L7K/8KguKvEBZfeMsz13E0g8yLRBHKkjkwjg17sw5OqQLmWqrDZWkLTTGIqRhCS+civGYBIAqY/rv7qULJGKzpHJGETMszPeFEAUIyCjERQahByhJaPg/Rj9FGonF4FwJPaL457Si9eQQT/+MHbqJteRxtsSmO6HVrwAkCjOEpQlRK/kHB1N3XegkGs23kHiUDl/rgOA6xmzYgvGbhWT/bcwVjDLkndmPyr35IrpWmBVYhtB8cBqEpBrm7lUgNIYXQaCUdfCJKa1wTSUHMkSkoS/oghFVUDpyEXSjTrElLAvrRIapGy6LHj+dEAcqiOYhuXYH4xzdhOptBJVNB81QFxZ/tReW907VBNdfgiGkG+EgIQksC4DhY6TwNhzfFffQHXpYQWjVA+uzL7Owx2yaCxb3P+AgWAADbIenM0jkB2QivyojfvAnK4jnQ3j3psreDely5uxXx27ZCTH64pH7McVB58yiKL70zu85YEhHdvgrh9YvO2kljlo3S3kMovfrurEhATuAR2byMNkvnoGkx20bukVfJPKqxsu44pPPnOEidzXR91yfaHEeSkZBKQIPWZI1c4zgwRqZhDk+Bj6hQVw4EEmCxKQ5OlWHO4oRZDXVJP8JrF6LyznFk7336rG6fSn8notevvaRu+M8jrrpk+/Tp0wCAvr6+wPcSiQRSqRTOnJm95dAY+/fvx7e+9S380R/9EebOnXv+X6iLD9rOlbFgm+xKHoNTaTANUOQr8vqNyZ3QFLug1zUnM74hOU6VIXbQTXMxxxXQa3e1AO6gEADoZ8a8/2aOA6dQBu8uAFY677tR5bmdvt/9sEVpj1+zLLYkIPV31N4/Y15iamcJu8iHFQgtCdi2jcjmZd7710+MeOeWWTYlZp7bJlXLhEiINi4Cj8j2lTAnMyg3Wq8v6YfU3YLKgRM+kxoARDgIK8g//Ir3AHI0HcbgJJTlcz00FB8NQexsBngO0Y+t995LNfHxPXg4amcaQxOUxFTlI+73hOY4mGWDD8mQettReHov4QRd+QjHcQhtWIzUL9/o/Z3GYKaFib+4lxwS6yJ28wZEXPdLgKQwuUdegWNaJDUwbdhTWTAeYIZN5B1ZIj7yhsWwMnnvnFszOehnxsGHVXogOg7MMxOUgHAcdWMEHmJzAt1/+a8hNMV9x1p+86h3PTiGCe3dkwBjUJb0wTgzAX1wghjQpgmnQjg9cO59mIySpGXpXKhL+8G3JTH9Vz+quU2m87ByJcAwwbsDoJzAEx88EoK63j+opiyag+gtGynRbqwy8zySn9oBeW4nirsPYvIv/w/RPFwUnZdoX78WHM/DHJ4k6UN9oi1LSH7mWkg9bWCMwTFM5B54mXSivr/FIfaJLQgtm3tJ9zizbcz808+Q/vajVNHXTdpYusZOYlsKYluKhq6jYbCKBtgMfCLiodCYZsLJFBBaMQ/MZii/cxzMMIlDLsvQjw4SWSUW9tYpXpWhLulH7OaNiGxdjnK5jPZ2ko8c/Td/C+HkuJeYMsP0NlFCMgY+FSVd/UQGTDcgdjb7ukJCIoLI1hVI/fKNxP++jLXPyhQw861HUHrtYMDtkJkWhEQE6rJ5wcG47hYkbrsGnCQi++DL0I/MMlvFcYhsWYbINStoZuQyjrN+PfwgwpxIo/CzvT4qTH3I/Z2I37yh1nGd5bj0k6MkGZlFtw4A8px2xG7a4Gnsz/beym8dw8y3H53VbdMpUndLbEkCAhf4DPlYCEIqTuSY1qT3OTLGYE1mSAIFDsr8bjKwqndvDSsQkjFyU03PPvwodTYjvHU5zKFJZH74bKDaXg2xJYHodWshz+30hoJ/3nEhhdyrLtkuFukBFovNvnONRqMYHw9eKI1hGAb+/b//91iyZAl+/dd//aKPI5fLfWAfoqqqMAzDsy62LAuGaULTNGha0BnrYkNRFGj5gvf6AMDz3GW9PsdxUBQFlbFp2HWva0dVlMtlGMbsgw4AvV99Ik0PLPcccyEFXHPigo+p+vfLp0Z974u1JVCpVKDrOlRVRfHIGVgWodGcfBmIqCQ5NglZJA90w7ZtOo7e1vMe+9UYsizDmcyifGrU93V11QA0TYOu61AUBeaJUWgjk+B5npItxiB2t8JxHPDxCDDQgXKZBmHyz+2DZVng3QTH0U1wHOAYFpySBqmjCWJXC5jAQ14xF05EReZHz8Kqq4JwggB561LohRKyz7wOp+5zEpJRSKvno3jkDIoHKAHjOA768REIrQmwsk46Y46DNK8TjuNAWT0AOx5CJZ+HLMvQ3jyKSl1Cxbt2wMbQBIwz4zAGJ1z5iA3IUk1TyEgupB08CWt0Bpxak4+IHc1o+f27YEk8Ctms73wKgoBQKIT0dx5DpaFiKs/rQvLXbkG5TNc0z4DCfc/DKpZhHBmEo+mwZnJgHAdmmOCjIUKttSQgL50LoSWBwotv03Va0qAdGQInkNEOc1naVfMgXpFIrhFW0fYffw3ivA7kcrTpVRQFxolRFJ7cTRsM24F28BSYZkBdNhfWdBbGqTEaTHYYSVp0gzTuikQysFQMyuI+KAt7IC/owcRf3OtVwOx0gSqoukEVbY4jaUQqBk6VEd5M0ozqPakMdCN8ywbkntyD8tv+jRh4l7Pd34Hci29h5n/fRwPXhukarjgQm2KIXLcGYIA+OAGppxUOz5EZDGggM37nNbCbY6hUKmCagcL9L8FqkBWB5xG7dQu4gU7k83m6Li4wVFWFYDmY/tpPkX/gZTiaQZV3F+0HUMLIxyO0mY+H4eTL4CQBfCJM2ujuVm8gVl05D1amCP3EMDgGiJ1NcCoG9ONDLhkk7iIrGRkILetH7LZrIC3sgWEYqEzXdKuVd08gLFBHwy6UYU0QGlBsioOPhuBUdMJEcjzE3jbwouCtuVJXC2Kf2IzoTRtggKF0Cc88WZYhSRK0/SeR/tYj3gwIQPczcxzAtCH1t0Oe20WJWXUd4DiENy9FdNtKaKfHkX98t29g3vvoEhFEP74ZYncLSuWyb72/nKjeM1c6eJ6HJElghoXKq+9Ce+vYrLQxPqwgvHM15CV90BmDWXf+RVGEKIqwcyWUX3gLxlkkI3xEpddYPAcGC36GsixDlmUYY9PIfPtxaG8e8Wgw1TXPqeiuZCTiarPhJyspMsS2JBhzZaJVwyTHgZ0twjg9BqYZELtaIHW30tC349DruwUBO1uANTzpFUnqQ0rGENqyDE6pguzDu2A3YCFr7zWE0LblUJb2w+E4FAqFi7qP389Ipc5fXb/qku0rFX/zN3+DM2fO4Kc//SmE8zAlZ4tE4vKmsC82TEmCJYqwLAuiKEKWZaiqClW9MsxQi3Ew66b+lXjksl+fOQ74ggau7nXDna2Qw2GEw+fWT1Vm8mBl3TdooXY2X9QxOYYJpAsezcCyLETndUMOhRAKhcAYQ2Fkxvu+nStCaooTlzdTgBBWayxinkNscT94VT7vsV+Nkdv/lp/qEFERX70QnCh456L8xlFawPMlOPkSBHcgleM4KBsXQw2HwXEcmSG459XRTdL1uq1CJ1cEH1bBR0OQu1vBhxQkd6yBeWYSrO5cA8TqDrWkUHjmDfCGDb7ue8lbNkMSReRfeLv2+U1nwUoapLmd0N495ZnsSPEo+FgYqevWg1ckqKoKO1dEfvd7/vccDYNli5SsHjxFlRnTAifSQKzYHAcYIwqJZqCy/wQgCp6+mlcVNP/6xxFe3A+AEtfGKO1+F8Un9vgHfaIhdPzJFyCFQ5DgTvY/vhtsKgd7dMZlGxcpkbRsCK7GUYiEEFo6F9H1i1B4Zh8EQQAzLBiHz9DDWRDBdAP2VNbbeHASDUTykoiWf3UnEtetBVBbr8yRaWhP7oUoCGCOQ1bwJQ3Kgl6wig79+DDRg5ibaGsGOI4jykWMZAyhxX1Q53cjtHYRJr9yD5x8CRzHkQtrrgBWMcDH3ESb4yCkosS+3bocvNsC53ke8px2JO66FsXn34Tx7infZwWBJ3byvE6UX9qP9Fcp0Wa6CXsqS4m2q9GGa7qk9LX72uN8SEHyc9d7Mwl2voTMfS8B6bzvb3GSiMSndkBxCUQXu+ZZ2QLGv/x9lJ5/G45pwinr7oCoQ2Y1c9rBSSJYRadEO1sEF1bBu2g/sbMF1vgMhGQM8vxumIMTMEen3c1hK6ypLMyxaThlwzfwKXe1ILR6PpJ3Xeu9R+P0GApVN1HAQ3Bak6Sf58MKhOYEOFmkBGcmDyEaJmldVS4nilAXzUHql2+Aumo+acEv6ozUwtFNZH/8PHIPk2W6b2bAtIibvG4RxAbTEj4WRuKTWyF2NKH4/FuovH0MvHts9RFaMQ/RG9ZfUWYyYwy5XA6JROKCKpKX8vr6kUEUn90Hp1iBOEv+EVo5QIO+odlnp5hpobT3PZRfO0jzCg3nBRyH8NqFiGxbeU6Er13WkPneE0QPcrsf1fdcLThxogCxo4k25wzez3A8T9eNwINXZYjtTVQMcBxAM4iXnc5DbE1CXjYXfJ2MjQEQU1E4FQPOdI7IRg3yGE6REN60lNxhXztI0isg8F6rXO3whsW+jlYoFMKHKa66ZDsapZuyUJi9XVIsFs9a9a7GwYMH8b3vfQ9f+tKXsGjR2XWX54oPWt/NNYq03QfZlQrWoH/jVeWyX786HFUfYvP5FzDGGMzxNA0QVY8nokJyb+YLDWtshpwAvRfhfBa/9nTOZ5pjpfNQl/TT9zIFHzVF7m2HcJaF72oPO18KtF4j6xeDr1uYjBMjnna9aiAi97aRGUo0BGXZXM8ZrLSrNuBoDo4Dtg1wHFXzdBNiRxPk3nbi225ZDl6RAtbrQjSMyOZlsCYzqDSgrZQFPVDn96Dw4tuezpRZNg2M9XXAHJoiLbAseRrcxM0bvY0RYwyFJ/cG2pxCPAxjeBLa/uMui9qmh4ZbXQFj9NDobEbh8d2AYQF18pHYzlVI3rnzrNfgrDptnkfzb99OGmL39ypvHoX27knYmQLMwQlKagsVqngLPITmBBnXLOlDdOdqlF56h5Jrh0E7fAaObpLxSUWHlStQlZYjqQYfVok8cud2NP/qLb5jtaZzyP70BU9WYxwbpu5Nbzs4nkP54BnYGTrf1eqsl2i7VXZ1oBvKvC6EtyzH1P/6kTeTYWcKsLIF0h/HwnWJdgycICC6bZVvKFTubkXi0ztQfHZfQDrC8TwSd2yHsqAHmSd3I/ONh6mCrxm04XIYpLYUIjtXA66ESZ7b4Xt9IRIi6YM7I2JN52bVoPJhBam7rzuvW97ZQh+cwNh//BYq7xyvDULaRGLhJBFyfwdp3S0aErXTBQiJCKH9FAliKgZrZApSTxvErmYYRwZhZQqEnuxogjk0Sa11kFW7Nwg50I3IxiVI3rEdfESlwebX3kXh6ddROVDrEDDLgTEyAdgOhHgYgnud2+Np2CUNYlvSz88OKwhvXIrmz9902bg8fWgC019/cFZ2NtMMiC1JqMv6A3QIGgTeCGsmh8x3H4fVYIoC0EYqfvMmqIvnXNYxniu4K/yMBUhKU3j6dW+wvDHE5gTit2z0DMAag7nD4cVn35j1vADUkYjftPGcnhTMcZB/ai8y9zwDK+Ofq6rqsh3DpHXRxXzWh5CK0WZREn3EGkc3oZ8Zgz1FUqfQqvkBXbYQDdEQfWb24+d4Hurq+ZBakyi/fjgw91X/c6E1CxDduuKije6uxrjqku0q0u/MmTNYvtxvj5zL5ZDJZLBmzZpzvsaRI0dg2za++tWv4qtf/Wrg+6dOncKiRYsQi8XwxhtvzPIKH3w0tlau9CLQiP7jrsCAZCOJhFflC7opnGKFWup171mIhrxhoAsN47RfTiS2pXwklPoJZqfs6ifdhNpOF6DUcZA/zMi/0h6/6xgvS74BNdJquwQS18SCDykQ3PMd2bgUcC2utXdPeTp8u1ghS3UGgKPf5SMqOYR1NEGIRxBevxjlfUcDC2b02tXgJBGFp9/wfc6cKCB2wzpYU1mU6zTmxuAEOZqKAiyXxyvP66K2+5J+n7FGZf8JnyMoQJ+9OToN4/Q4jOEp+pumDagy0UdcoxplYS/Kuw/BSufBhWsbTnleF1p+/+6zVtAcw8TEV+6ZRae9EZHtNQyhMTiBwrP7iO19ZJAwazN5sOpAZHMCvESVxeiOVdDeOurpbfXjw6SjdxNtu1SBNTgF5uIK+YhK5JFNS9Hx/37et0bY+TIyP37O01Ubp8ZgTmWpcxFVoe0/Sfcrx4GVtVoVUhLBRVQIrUkoc7ugDHQhsn0lpv76x24SSJ+7lcmDFXXw8ZCXEAopGvqLbF8FTqrDx3W1IHH3tSg+sy9IHeF5JO7YBnVhL7KPvYr0Nx4iOUtZh+2uCVJ7EyI7VgG6STzwgW6fBTvZuF/vkWKM4Slkf/pCwJVQiEc8ZvelROnNIxj/L9+BcWaCuhJlnWZrbMdjiLOy5jnx2rkiaVoFnmRCsgRrMgNlQQ/4SAja/hPufIAKIRaCfmIE1nSO7kV3MJyTRKiL+xC7fi1i168FJwhwKjpyj76K0t5D0I8Nw9ZqBQTjzDgkRYHQFAOfiNKGZTID2A6ZhNRdz2JLEvGbNyB5546zVlQvJJhtI//U68jc83RgCJJZNmDZUJb20fB0vW5XlhD72Hooi/tQ2rUf5b3vzSpbUeZ2Iv6JLVc9XaI+mGWjtOcQSq+dZXhRFBDZshyRTUvPOrxozeRQeHbfWRN1Pqwgdu35mdnld45h5tuPBV/HtVi3ixUIiSikZDSAGObDKuEpeR5SV4t3nTDbgTk8SfMAkgB1YW9Al81JInVUikEpUDWUhb1Q+jtR2X88UISpj9DSfkS2r/pQe140xlWXbG/YsAHf+MY3sGvXLtx6662+773yyisAgI0bN57zNfr7+3H33XfP+r377rsPsVgMN99889XdhrjiNJJgZftyw2pIti+kqg24vOb64UhBgNgw9HQh0TgAJTWgjuq/b6ULnnmN41a/qhQF4MOL/LML5UDlUF0xz/cwNU6MwByn4ZzqYEy1qi3EwgitWQDNpCG56gAlY4zOn+UAIk8dAtsGn0hStZnjEN25GswwA6g/qbMF6rK50A6eCgywRjYvg5CIInPP0zUWcKEMazwNdflc6IepQi82xSG2JKjCdeN67/etbAHFZ/f5XpNTJNiZPOxCGdq7p+hhp5vgZAmQRK+FLfW2UUJ+cpSSb7etKSQiaP29u6Cco9o0/Q8PeWQP7zzP70Hzb34Suml68pzsgy/TQOKh0+6QX5buZZuBT0bBqzINRG5cAmtsxqteGYMTMCcz4BUZdlkjOcmpceJX15FHlIFudH/ld3ybSqeiI/OT5zzerjkyBWNkCmIqBqE1CW3/CZhTWYDnwCo67LJGnTRBoI5SWwrKnHYoA92I7FiN6a/+1Lte7FyRKBZFjSraPE/dkGQUAIfITr8tstTVguRdO1F46vUgCYTnkbh9G5SFvcj8+Dmkf/AUJdqlCux0gRLtrhYaMi1rsCYykOd3+9rPYksCqc/e4Jk0aUeHkHvklUCXo/HnLiYYY8g+/Aqm/ubHVBQwLDBN90x8+GQUUncLWKECLhaitdWySL7BcTRoaFiwC2Woy+eB6SYq+4+TqUwqRtSGE6Oek221QCFEQ1CXzUXyju0IrRygz3JsBpn7XyQX1IYBY4CoUmJrClxIgZMrUfKuypB62zxjEbJd70byM5eP9bNmcpj+5iMo7TkYSCqdsk4a4o1LApbpUhcNQTLNQPqfnqT7oiE4SUTs+rUIrV5wdZPDGkI/Trzrs1WilXldiH1sw1kTR0czyJhm35FZeeKca+IV3bbynJskY2QK0996BJV9RwKdBqesUbEkrBAUQGiQdEiiR6iRWlM1Wo3bhTYGJ0iCN6cNQkcThAapB6/KHkFotpB72qAsngP9yCDyT52dJqfM7UR055pLcpK+2uOqS7a3bNmC3t5ePProo/jVX/1VLFlC6LJisYivf/3rEEURn/rUp7yfT6fTyGQySKVSaGqiD2jt2rVYu3btrK9/3333oaWlBf/tv/239//NXEXxvlS2G6qZF2rTXm8zDQB8VIXcfnE3l1PSAmxlqb+WLDHL9tB21WOttpItV0LiDcU1J85rY3u1Rnnve76HHifwPn5wfVXbmsl79vReVfsaMk7gLA6Vt455CZudKcB2DYs4xlxDjgjEZIwcBdtTUJf2o/D06wHUX+yGdWC6ieLzb/m+LiajiGxaiso7x2tJuMOgHR+G1N1CToSGCU7gPbv42A3rvGSEOQ7yj70WQGdxkgg7W0TlzaOwi2Va8AWe5CNNMaKQxMLgIyEUX3ybqszuxo4XBaTuug6xa8/eLSv8bA8Kz7zu+5oQC6Pt3/0KeFmCUzI88xinVIF+ZJAkIDM5D5VIFaMwnbdVA+AkAfpRlzziTvLzkgjHMIlpfmKENME8Ma8h8JA6m9H9v3/fhz1jpoXsT1/0khdzPA391Bh1H7pbUTlwkirUPA+m6bBLGu3jBd5LtOWeVigLehDduQoz//AQDNfy2c6ViNVcqLhmLG6inYiCA2226vWiUlcLkp/eicKTewMcYU7gkbhzB5T53Zj53uPI3f8SubkWyh5hQe5pQ/ia5WC5Eqx0AfJAly/RljqakfrsdV4iV953BIVn3ghUR+XuViTvvvaSqreOYWL6Hx9B+gc/IzdIzaDOA2OA40BoTUJqScDOlyEkorDzJRqETNF6IrYmYeeKHk7PGkt7FB6xLUWbl7EZOBWDjGrcjYrUlkJo1QIk79oJuaeVbNffPobcY69CO3TGuy9pXath08S2JnCSRLKRYgVCc9y3lvGqjPC6RWj6wk1nlS5cSDDGUNp7CDPfejRI1bAdOBUd8txOKAt6fJ8Zx/OIbF2O8IbFKO0+RC6tsySUck8b4rdu+VBVMq1sgSrRZ2FFC9EwYjeuh7Kod9bNA3McVA6cRPHFtwNGZNWQe9oQ+9h6n1dCY9iFEtL//BThEhvWRqabJFvieY+1Xh8cz3uJtZCIQmpPedVuayoL48y4Jx2UetvAyxJsV0bHHAZekcAMl8ozy3us8vaNockA+rU+pI5mRK9dDaW/86w/82GPqy7ZFkURX/7yl/Gbv/mb+JVf+RV88pOfRDQaxVNPPYXh4WH84R/+oQ/jd8899+BrX/safvd3fxe/93u/93M88suM99lB8n2pbE/7p7kvNGE1x2Z8WmohFr5om3b9jL+qzUki4eHcMIYnvV02Myw4hbK3qNjpvGcvDnx4JSROSQsQHkIrBnwaTa+qzRiMQapqS25VW0zFEFpBzGqnonsVaqpqj5PpiiK53FUaaqra3EevWwt7OodKA+ovtLQfck8rYaoayAKxG9eTRfELtSTcGJ4kI5BYBNqhUwBIP8+rMpS5nT5jlPLe93wbKIAm1J1iBdqRIWILO26bX5XBR0PU2hQEyANdKDyzD05ZB+fKMaqYv3O5RGpHBjH9rUd9lSJOFND6B5+B3NVCOmyeR/7JPVQBOjUGK1OAnSnQQ8iywSsyhKY4xHgE6vIBqPO6PSyfnS3Sw5rn4Vg2YDswT47Rtcvz4BSZBpgSMXT95Zd81XfmOMg+vKuGC5zKwjgxAj6sQO7vROXgSZhjhGxkmgGnpIEDo0Q7qkJsS0HqbIaysBfR69YSEsx9LUq0aeaBj4VoQ8ZxLsaOZEL1yazUSYl2/ond0E/4yQlVsxm5vwNTX7sfhaf2UqKdK3lOo/KcdkS2Loc9lYNTqlCiXbcGynPakbzrWnq4M4bii2+jtPtg4PNSBrqRvHP7JbnI2fkyxv/HP6Hw1OtwDP8gJEA8ej6kwClpEBLk5slHVUr+eR5iKgp7OkeEmb4OknzkiuAEAUJzAtbEDKyJDNFJOppoQ8hxXqcjeecOCNEQHN1E/sk9KL56APrRIW8dc4oVmGMzEHngzpaFRI+xHZgTU2CWDam31beui80JxG9yZSOXoXm182Wk//lJFJ57M+AE6ZR1cJKA8KalgURZbIoj8cmtAMch/YOnZq9mCzzxpTcuuSKOxh9EMNMiycjuYHUfoAQ2vG4RDS+eRZZmDJHcrLFgVA0hGkb02tVQq7M0s4RjWsg98BKyD74ccJFklk3YU90gL4lwcEaLj4fBu/I0Mqih829nCjDOjMMuViA2xyEv7fd3KmyH5GcOo2tzluMTomEoy/php/Movvj2rMcP0DUa3b7qrBuSj1Jcdck2AGzevBn33nsv/vZv/xZPPPEETNPE/Pnz8Qd/8Ae4/fbbf96H9/7EB2zXzimXOn9eCyvdwNi+AG0kYwzGyJRvJ8/HwhAvsrJtNDhKyX3tvgGq+u9bmTwlXqJAbNyK7jN1+LBKSEqvv+e3Pud5D70GNFS1p3NwShr4kOJp4yPbV4ITCAVW2XPIq1BbExlKgjiOhsLyJQhNMc8uXZnXBbmvA5kGwwFOEhG9dg3xthuHIud3Q5nfg9zDu7y/45QqMIcmyWTFxRYKUWJ3c5KI+C2bvAXYnMz4rOMBSuKcsgZzIg39yBlKVnWLUH6SRDIhnoc8rxOV/SdgTWbAhWSPrCJ1taD93/zyWaUGVq6Iia/cE6jcJ++6FtHNy7x/628eg37oNMyJNDlEFspwiu5ApChCbElAUGWoy/oRXj2/xr8uazWHPQ6A40A/M06W6QIPXqYhOz6souO//AtEVs73fbb5J/d4VTU7nYd+dAicJBLW8NBpmG6FmukmGdcw5mq/aT5C7miCurgP0Z1rkP7u497gbC3RJl60Z/YTC4NjIBfHhkQ78antyD/6akBLz0kiknfthNTdiom/vBfFl13Oe6bgDTMqA10Ib1wKa2QKzHIgufxc79pZ0IPkHdvp/rVs5B9/DZUGq3eACA/xmzf61oELDX1wEmP/+duovHUUzCK8ZXXjBkGA3NcO2A5tQCMq7HSehkNlF8MYkmGnC5DmtENIRKAdOEG4TEUGH1JgnBmDnc6DD6kkJeFq+uz4jetpxkEQYI6nkX3gJVT2H4dZnT1gDNZUlpL7kIJQKoav9N8GlivCGk0DIRlyb6eXLJHTZBdSv3QDIpuXXXISwxhDZf9xzHzzEeiNXGbbgV2qQOpuRWhpcAgyvG4RottWElHjLNVsqaMJiVu3XvSszs8rGGPQjw6h+PybZ5WMnK8SbWULKD7/VkCSVg1O4BHesAQRd/D8bMdReP4tZO55ypur8L5nO3DyJdokxyPUwW3YxPAhha5ZVYbc1+F1V+xCGcbpcZo9iIWpcJOoFW6YZdcZ2LDaf9e/tipDXdoPp6ShchZNPkDzFNFtK6Eun/uh2WRdblyVyTaA/z97/x0myXWfh8LvOZWr8+S8M7s7m3NEjgSjGCCRIilapiVZlixZkiXr2r6ygmnJQQ6fryz52teWmEyKGSRIIhBEXCyARdyc4+zO7OTp3F35fH/8qmu6p2c2ACC5oPb3PHpE9OxMd1dXV73nPW/Apk2b8Nd//ddX/Xe/9Vu/dV2M9smTJ9/Ky3pHjvD8phU4N94a2A4qFoGCupGvQUbizxbg58pRHTVAkW3X0wIlhCA9a92og90NX+x6vbY/V4jAtZcNWyNrEWW6GjUovpMmqFhNBhN9w1CDxKCB1R5pZLWVjkyUzOLNFWDtPwOZcwjfp3avkB32ZvKAIoPHTWhDXWCMIX7PVtJjL2CZY7vWgscN5L7zfMPNlckSEu/aAfvc5XmQJATs06OQ2tMICtUoGUMb7iM9+F1bIKXoMxOej8L3X2w4ZwAQG1yqorr/NAFixyOjHueQUibtdrSlEFRs0oLLUgQcpZiBtn/8IPTh/kWPr/B9TP3Hv4U7lW14PLZ9NVo+9UD03/bpUVSfPwRRrMA5OwZhOcRqg0CP1JaMkkfMnWtReZ2uP8JxYR29EDHYCATcsWmK5ZM4McmGBq7KaP/tjyJ5/7xuXQiB4pOvUXQhCBxbJy4CEoe2sg/WiYuk7w0E7eqUqxCBIONeCLSVjhboawcRu2Mjsl/+YQSS/XyJgHaxGi1QAdp9YliE0e5qRepDtyP/necjcB99PGHZjNSRwcSffYHeuyDdb82gqa3uh75lGM75cTA1TPeoG2PDciTffwsY5wgsB7mHnosWBfUTv2MTSaLeBLAs7TuKiT/7AtxLUwhcD6JmhPR8MF2DsqwTomyBmxppzAtlSG3pKB0GQYCgbENbs4w+1yOUziHFDQSeD2dkHEGhQvrs0CciJUzoG5cj85G7oK8bpGjON06RbOR4nWzE9Qh0ux54GM3IGIM3MUstrm2phtbet0s2ElQszH3lSRQef7nJeBpULDABmNtWN2lrpYSJ5PtvBVMVzP3tD5dks2O3bUTslnVvamH0kxhvJk8V6QuLksKRYgbi925dkokObBfll46g8urx5utYONpwHxL3bb+ilKZ66AxmPvtIc1V7QJKsIF8Ci+mQOzPNkhFViTL61YHO6FwMyhaci5PwZknvr68eaDA/ijBtBxBgsgpIzQCaKTK0NcsA10X1wJlFF1cAGTBjt26AuXX4ii2XP41zw4Ltv3PzI+zPWXixBNCQiflmZmH6BJN4A1u81LiXZxpq2rmmQmlNXdc2pz+Tjyqta6MOdcMOv+BRigboQkEV7QSo/bliAwOvLe95R66sK6+daNDnMcYQu3U+vUcEQVS37k7OIbCcBaz25uhiWnp2P22Vcw53dIYYR1ki6UHFghzqepmmwti2ClLCRParTzW8HikVR+yW9ai+caoJdMV2rwM3dGQffzJ6zBmdRmA50Po7IlOk0t8BHjOgdLfB3D5fp13ae6gJ9HJTg1+qonrwDIFb36fdIVmClDTBdQ1cVSC3pylj1vdJ+wzaAUh+4DakPnDLksd39vOPobLAeKr2tKHj9z8ZnS/u5Bw1RFZt2Mcpss+bztEmFaM2Va6p0Ib7YG5bBfvERVr4+gGsYxfCLXkWmZC8mXykNecxHUziSH/yAbSEbZa1Ke89FIH2oFiBFS5gtJW9sM6OETjzAkrQKFepQTPcLpbbU7TQWjcI85Z1yH316XmgnSvBm8sjKITSkZCtlMKbcuzerVFjJEDa6MT7bkHuoeeaQBXXFKQ/dh+klInxP/xrMksGAt5MLsr21jcuh7ZmGZxTo5BSsaYoutjudYjfs5XAZa6I3DefbZKuMc6RfO/uyFB4PSN8H9mvP4Pp//HtcMt9vhFSeD6kpEnFTSFLGJSqAKf2vJq5OKhYYKoCfcMQvMszZEQFfR/8fInq5j2/Afwo3a0wt61G5qP3QG5PI7AcFB7bR7KRM2PRbpVfrMC7PAsoEgH1TAKiatPOkedC6W2FGp+/5srtaaTesxupD93eZFC8nqkeH8Hs//cw7LNjjcxkEMAvVCC3p2FsWdl0DzHWDyF212ZUXzuJymsnFmU1la4WJN9/6zumYjuo2ijtPYTq/tOLmxc5v2Le9bXosuXWFGm7h5bWK9sXxjH7uUdRfeNU43EVAkHZgpctgssSNTsu9CpIHFyjzHe1vwNSKPcMLAfuxUn67soStBU9lKUdXt9EEFA8L+MN5FzDbibnUMOdYfvo+aVBtqEhtnsdjG2rGszdb8cEloPSs/tR3HMAwvHQ8ql3w9w6fPVf/DHPTbD9d2AWA9tv1SC5MIlEakleE2h1L8/AL9SB7YQJpef68l7tBRISKRWHlEnAD7PZnbrIo5ocQkqYYb5oidjTcNR3oIQkqNoR2KqNvm6wgRGxjl0ggBoEcC8SAx2x2j1tkXTGuTgJ+/QolRXYLpm5BLGg7nSOAHoyBqWvA9zUEL9jE0p7mm8cyQd20I1pT6PUQ25JInbLehSfej1i64KyBffSJJTBLtKGCwEe0ykhReJIvm93dC45o1MNEYEAsShB2aKYv5EJBEEAYXvgpkbxk6YOcAZleQ9Kzx+isoRQpw0AxqblaP/NB5dk1Yp7DiD/3b0Nj3FDR+e/+FQUR+aXqsh96zkEVRvOiREElgNvKkc3G8YI8McMqAOdMLYOw5vK0vcwLLzwS1UCdQD8mQK8iVkC2rWIP86QfPcudP7uzzcwZeV9R1F6gaRBQcWinYIggLqyF/aFCbiXKKZOuLVMaALaLKZDbguB9vohmDtWI/fNZ+elI7kao10huUjNQBo3wDhD7N5tkOqB9kAnEvfvQP5bz1LhTv2xMjVkPnYfIHOM/Yv/Sc/hB/CmQwMsp3QFbXkvrBMj1Ebalp7/fBlD/L7tiO1cE54D02Q+XXDOcVVB6iN3QgvNtNczQcXC5H/9GvIP76XijaoF4Yb67EBAbk9DziRoOz4VR5AtgsX08HhwSDEdfrECuSUJpa8D9ulRen0ShxRsW5T8AAEAAElEQVQz4E3NwZspgClSmJ9NiyhtZR/it29E8v23gusqnLEZ5L+zB5WDZ+YXqYGAOzlLrX6mBp5OgpkagrkC/GwRli5h14lvAGeAg+/5HcQ0HdpwPzKffBfMbavetGwkqNrIfvNZ5L//QoOBvXa84PkwNq2IriPR52DqJN/RFOS+8uSiEot3GpstggDVQ2fDa93ijYZqfwcSD+xccuFgn7uM4jNvLMruAwRA43dsgrFl5ZLHxJ3OYe4Lj6G89xDJ5OomqFhkLhaAnIqBJczGz54xWhAxajhVOsj8KGwXzqUp6l0IW3frs7RFEJC/gzEiwRacT4wxSkYa7AIkCc6ZsaVBtqbA3LkW5o41VyzfeTPjl6ooPPEKCo++BG8yGy0Cpv7LVzHw2X/5toP6tzo3wfYNMj/KnO1gQe4lN/W3fMFbmLF9zebIyzMNZg4pYUDp67iu514Y+aeFGs/aMaxPQvBnCyRHYAzeXDEyzQG0KteGrv9G/ZOeyusno2xmIGS1b6tjtT1/ntUen0XguJF8AAASd2+Jjlfx6dejv+GMTFBusKrQOeP5kFpTUJaFBTZ3bYE3V0T1wIKoweF+qCt6kfvms01u+OR7d8MZnZ43cobyEZ6MIajYkXxEH+4n+cidm6ObV2C7JB9ZwK4Jz4OXL8E6fA6B6wGWQ/pGWYKUpEIRpa8d9rELpNPW1Qi8K50t6Py/PrXkVq11ehQzf/VQw1Yv4xxtv/7hyEhbSwDx8yUqoSlbVMbiehAMkAwNPBWPGEDheGQyBclOvLkCSTwYLQbd0WkCY6GemnEOc8cadP2bX2lYwFb2n0IxNJcGVRvWkfOA50Nd3g13dAbupSkI26WbZcWC8HxKM4nplLgTAm1j2yrkH94byYD8XBHeTGFeo63I8zdazkmjXQe0taFuxO/agtw3nmnaYZISJjIfvx9+sYLxz3yOjovnRwwvkySYu9ZC7WmFdewC5L72hmsHkzhSH7gN+rpB+jyOXUD+0ZeaZHBSzED6Y/e+qYgwZ2IW43/8N7SlX8vP9n0Ij9JflP52Sm9xXPC4EemzqRFSAmQJQdmCOtAJpqtU6uIHYKoMcA5ndApBvkyyj3C3j5sajLVDSH7gVpjhIqK87ygKj78M68RIlE0cWA6dD0EAKRmjXbgggDc2jaBqQ+nIQEnqwBF6LzxmIH7XVrR88oG3xBYvyWb7AfxCGVJLEua2VU2sqb52EPE7N6H88rGmCNLavNPYbGdkgsyLC3bTaiMlTCTu3QZt7bJF79PuVBalZ95oIoVqE7Hht29cMjHHL5aR/fKTKPzwlYZrPRDWq+dKEI4HnqRzrMn8qCmgoqQM5O42MIlDOB5lZU/MAUI0JIwAhEGCQhlASE4toskGALWvHZKuwbk4uaQkhikyvcfd697SLsti4+WKyD/yEopPvNJE+gGAX6C2XtwE2zdn0fkRGiQXtqq9mezZhbPQHHkteu3Adgn8LTBH1iQe1zILI/0A0msDVBEdOG5kjhRCwM8WIx2oP5NruLHX0gXeSRPYLiqvnWh4TFuzrKG4o/L6SfgF0sU7oxQ7pi7rJI3sYHfUymgdORe54f18mZoKgSgpgsV0yKExUulqgb5hCNkvPdFkikw8sAP28ZGmFApzyzDkzhbM/s33o8fcGmgY6oIT6g6V3vao/t3ctTb6t8UnX21myTiDcDyK+StXqQWSk8ZZihtgugopGaNq8lOXiC2usbSmjrZf/3CUwLJwvGwBE//ui/AXsvbvvwXJ+7dHxyb/yEtwx2dgnxkLGeECRNWBYMS2Sq1JyKk4jM3DkAwDzhidr8758Wi3QQAIShbcCxMh0GYRI6+vG0Lf/++3INVt01ePnkfxCYofDKo2LTQcF+pQN9zxOTgXJ8gE7YtmoN2WgtLZAmPDchhbV6Hw3b3ReeHPFeDOFSGKFfDkPNBmpgZIEhL3bWv4jmjDfYjtXofsN55u9mxkEsh84n7YFycx+e/+DzXM2i4Bbj8AV2SYt26AnIrBOn6RMrTN+b/NNYVSS5Z1UdTci0eaTLEAySUyH70n0vRfz5ReO4HJP/08nAsTCBwPomoTK+f5YKoCtb8DwrJJ8uEHCELZBJMlOo/8APB9aKv74efL0c4A0zUIy6LdDceDFGbE116vuWUY6Z+7B2pfO/xiBbnvvYDKy8fgXBiPAIs3m4c3laOUkXQSPB2HKFSo5IkzqIPdxA5684bdzC88gI4P3fWm0leAkM3++tPIP/JS085BUK5COB70DcuhDnYtYLM1JN61E4wxZL/8w6bkIYC8GvE7Nr1jkka8uQKZFxfEVtaGyRJiu9bCvGX9oqypX6yg9PxBWIfPLWkM1Ib7kLhn65JFS77tIP/QHuS/u7fpvi1sl1pcqzaRJx2ZhrInIUTUGiy3paH0tYMpMoTrwbk0SZGNgYDUnoba3zFfWCMEglwJAKNrgLT4Z6V0ZABVhj06BX+JIhCmyDC3hiD7bW59dCZmUXh4LzUPL0hfqZ/Y7nUNu3A3ytwE238HJlhYYfw2NHP5C7ST15JE4k3MNnxJGGeQ0nEoXdfOeNRH+gGh834ZGYEkSYJzbjxiwYJSFcL1SKMWBPDmijDqIv/0NcvwTpvqGyeb0jHidax2YDlRJJobHquazAYA4ndtpn/nuCg9R0BGCAH3/Djpuk0tyk+XUjGK+mMMiXfthHXgTFNUVTzM6S4syFCVYgbi92xF6Zk35uUjFRvOxUkoA53wwgUTN3ViCBUZyQ/cGt2Uq0fOoXq4sX1QuB6ExGEfPU9Mqe8DoRabGSqxwooMqTWF0lOvkVY5vOAzSULqg3cg/eE7Fz2uvu1g4s++2LTla2wYQts//GD03+W9h2CdGIET1mz72SKdZ6DMbrk9DcnUoW9cDqWrJdqFcUepaAahoz+wHJI7MdaQpa0t70X/X/5OQ3yjdfIiCo+8RDdFy5kH2gOdURZuUCGJShPQbiHpiLFhCMbmlch/dy/JFYSAN1eAN1cMNcl1QFtXwWUZ8fu3N2z96qsHoG8YQu7rzzTtYCgdGaR//j5U95/G1P/zdQS209AKyXUNsbs2gTEO++wYtDXLwHUVnueBcw4pbiL9sXugdLaQIfaxfagePd/0OWlD3Uh9+M7r3pIWvo+5rz2Fmf/5MLGCtfzsIKCFQNyA0t0KUa6CJ0J9tixB6swQy6/KCByP5E6D3XAvTEQAk+sqvGwB/lyBCrq6WgichwA5dvtGpD9IOmrr9CjyDz+P6uGzESsnPJ8WoRUbUkyn65UiwZ+cC/O8Y1C6WiOmsR7opd6z600D7eqxC5j9X99tYrOF5yPIU+GOcftGSPHG+4W+egCx3etRevFQs1EvHLW/A8n33fKO6C8ILAflF4+g8vqJJZlafVU/4vdtazCgR79vu6i8fBTlV08sWeqidGQQv2/bkjnSgeeh8Mg+5L71bJMfSjgu/FwpTJNSIfe2N3zmolZ8xTlF9Q10gmkqEVMjE3Avz0L4PuSWJNRlndEulRCCrvWCrvVLnUdyawpMk+FNZGnXzPPBF5TaMFmCuWUY5i3rI4/H2zEUhjCO3EPPofzysUUlsQDhALmrFan330Jxkzfg3ATbN8r8OJnttwi2hedH2+K1uZaL6kIJCY8Rm3k9kpaFkX9ydyu4oUV5x/apOgnJHElImCzBm8mDaXK0mq9Vd7+TJnBclF893vCYvqq/ITqrvO8oNXnZDlXrAhErpQ/3R8U+lVeORxIAb3wWfq4Ixhld2EtVSJkElI4WSKk4jA3LIaViyH3j6YbnltvTMHeuocSCBaxY4oGdcCdmG+Ujpy6SfKRsUSxaLX2EM2J7wnPImytELG5thO0CDPAuTcE6M4rADyAsF9zUQlbbBCQOdVkXSs8fjGqxa3na5o5V6Pitn13UAS+EwMx/+2ZTHJfa3YrO//sXo9+pHjmH0guH5wFusQI/Xw6BNofUlgbXVRjrhqANdkdA25vMkgnR9QFG+bhObReAczCd3oPa04b+v/qnDfpl69Ql5B/eSze5OqCt9LbDmyvAuTBOx15Q5blwfTCJwLvckoLSmYGxYTn09cuRf3gvRYUJQSzqXJFSNpLzGm2mKWCaSkC7LnrMWD8EZVkn8t9+vkmfWSuRKfzwVcx99hEEnk/HJleCECLKDA5KVbjTOWjrBhsAo9yWQuZj95KpsFRF/jvPNzWPAoC5bRUS79px3SypX6xg8s//FoXH90WLAOF5xFIHgnYikjGIig2eMKlpL2mS5Iwxiph0PMgdGUgJE/aJkUgLLziDOzFHUou4GcX6cV2lWL/330LGZc9H4YevUgnKqUvRYsUvVOBdniGtdzoOqSVJiTYTc5Sd3dvWsPCSW5JI3rkB+N5/vq5j0HA8SlVkv/oUCj9YJGmkSKVQ+sYVdN2oO9bc1Ckrv1RF9qtPNi24ANqdiN+9FcbWG7sFUtM0CN9H9eBZlF44tKQuW25PI3H/9kVBsvB8VPafRvmlw0v+vhQ3Eb97M6WULHLeiiBA8anXkf3qU80xfq5HILtYAdMUKN2tYHqjUZExkqXImQTUZV3gMZ1A9sVJuJdnyOibikNd1hmdR0II+LN5IGw0XZhaEr32VAxcU0PT9+JMPZMlGJtXUjPw20Di1b+36uFzyD30HKxDZxc91wCEsq9OpD90O+L3bFsyLvFGmJtg+0aZhefy23idWshsv9UvhRc2Czb8zWuQkTiLmSOvQ0ICLK7Xro3wfdjn5pkWb7YQJRx40znILfPsu7qs621dgf84pvr6yaaLeuz2jdH/9guVSGJiX5iACALKeE6YYJwjfveW6N9FWc+OS8DRDvWpU1kwVYaUJFabqwrid28JCy0W6LHfvRPOpakmBlof7ocy2IW5zz4SPeaMTCKoOlCWdUYGVqWnDVLChDbYDWMbpY8Iz6cs7rqLq/B8YnWrNqoHz9DrqOm0OSdQpKthY+JZYhh1NdoOVfra0fkHf78BtNRP7utPNxk7pYSJzj/8NORQqmCfH0fh0X3w82XYpy8hqFjETIoAXJYhtYRZ2muWQRvujaIWvbkC7DOjxHiJMKv39Bjgh+UyugqmUkRh71/8DtQ6/0KNBRVBAGE7sI6cQ2A7ULpa4GWLcC9OkpEtAtoemSFN0mgrnRkYG1dAWz2A/Hf3Ro2W3nQOXrZI4DIVo8UEA7iqghs6Evdva7gBG9tWQUrGUHh0X9Ox04a6kfzwHZj7Pz9A/rsvRNKt2gJfyiQQv2cLvPE5iKpNoKNuwaMMdCLzsfsgGRplTD/0XNMWcc0wae5Yfd0Azj43hst/9Dewjp4P9dmUny1cn0BKbysARtGIuoIgX6a4xlDCwxgjA+pQD4JSJZJK1TL7a1p9uS5RSW5LkWzkZ++GOtBJ7+s7z6N64BTcsRmIsFXUmyATJDc0IgViOvzZfPiYSmA3PFaMc2gre5H55Lsg1vYD/+i6DgMARPGCs599JDo/o585Hvx8CXJbCsbW4SY2mxZsgyg9d2DJIhZtRS+S79m15PfsRhkhBNyzYyi/eCxqL1043NQQv3MzjM0rm0CyEALW8Qso7zm4ZN42VxWYu9fB3LlmUclJTSY19+UnmqIsicwqIchTO6nU2QKpTpIhhAALiM2WUgmog12QEmYzyE6YBMBTMfLoBAH8mTyEH0BuSSzZtcFjBphKrby+WFyuwSQJ5tZhmLvXvb0g2/VQ2ncU+Yf30nVzkdIgen5OBVY/ezdlyb8DYgRvgu2/A7OQ2X6rMpKF5kgpGbuq81cIAXd0uiH2T7pOsF0f6Veb+lxe99I0MaAgLWJQsSC3JCn+L1uE0tsW/Vtt7TtLQhJUrKbGPG24r6E8ofTCIbpQFyrwpnOhxIaOj7F1OMrjLT37RrTd6Y5MwC9UwDUVImSc5Y4Mafp0FbHbNsCbyVN0W90YG5dD6Wpt0GMDxGwlHtiJ8nP756vfC2W4Y9OQ+zvg1stHllFTZPL9t0QgqvjMG003c2G7gCKh+tpJMpI5Hm2pyxK4oUJKmJCS1OjnXBindrNabF3SRMfvfxL6EkbY0guHMfeVJ5t06B3/9OehhcfOnZxD/jt74JerZIisOsT2BAGYLIGn4+CmBm24D9rKPjjhjoJfKFPcn0N134IxOKfHAM8DJIkybzUFciqG3v/0mzBWD0SvwT4zivx39kD4AYTtonr4HALLgdyWhpcvLwDaNekIj8yQShdptNXBLuS/t5d2ooIQaM8VICynDmgzcEWGlDQRv2cbZZWHE7ttA4TT2PoZnQPrBhF713ZM/eev0rkpBNW7h7scSmcLzNs3wj13GUyVoa0bbADLxsbl0O6lynfr+AgZIRdsw3NVQfKDt0OvSxC6lhFCoPDU65j68y/DnZwj46jtQIStd1xTIfe00nGIGxCWA+H7kDpbaJEmAEDQIm6gA+7oTLSDAFmi9stskdo9O1vBFIli0Ia6EbtjI9IfuA1MV1F+6Qjyj78M68RFBKHsJChbcMemKYs7GQNvSVBay+g0AtuB3J6B3JaMdjelmIHY7RvR8sl3QW5Po1xeWq+61Pj5EmY//yhKzx1sZAlDfwb8AMbmYahDjdpsKWEifu82uGPTyH39mUUZTilmUHTdmoEbms0GaHe18PQbqF64DFluhj9MInNy7NYNTVKlmqShtGfpBQdjjJjeOzYtSuYIIVB55Tjm/vaHTR6X2o5xUChTolFbipKBannXQoD5AcVOpmJQB7shpePNIDtmQFnVSax1CLK9STIoS22pJSVY3KAdNr9YAZY4xZgsQd+8HOk7tkB+G0F2ULFQeOp1FB55ib4bSzHpigxj/RDSD95FuyfvAC9AbW6C7RtlfoQykh8Fs10/11RmU8ucrS+zSZhQ6wDw1WYhG8NVJZJFAIATtukBoYQkYYJpCulwJR4tMhjn0N9hEpLyvmNNzHL89k3R//Zm8rDCkpNaG6Pc1QJuUBxePGTA7QvjUbGMXyjDHZ8loKYrtH0e02lLsq8DcmsK+qYVmPvC4w3Pyw0NiXu2ofTcgSZmJ37PVnizeVTCGnfh+bBPXgJPmggK5ZB9ZXT8OUfiXTsiJsw6PdoUaRhULEBTUN1/igCuV6fTVhUqKFIVMF1FZe8hACxqROOKjMyn3o3EPVsXPab22TFM/8U3GtgTxhha/t67EdtNTZx+voTc15+BX6jAOnKeGiunssSMqjIB/YQJdbAL+uqByDhcy78OHJfOeZnDOT1K8hlZonZIXYVk6uj+N7+K2PbVDa8r9+0a0HbqgHYKfrkCd2QyimYLKlYoHakD2t2tMDYMQenvQOGxffBLVVpw1oC27TYAbSZLkNuSlL1eJ+mK37MV3sQcrBMjTccutmsd9K0rMf4H/xv2mdGGaD+Ado70LSthH7sAuSMNpbe9AYjF79oM85b1cF0XpT0HUX7pSNNzSMkYtU9eZ7tsYDmY/u8PIfuNZ0iyVLUIxPukz64B3BrQDooV8JhBx0SIqB1PbkmBx40w2oyaHBEIeFM5BOUqffZpSjrihgZ93SBSP3M7zB2r4edLyH/zOZRfOQb34kT0++5kFv5sHkxTIadN8FQMQa4EL1sEkyTaTaqTuqn9HUg9eDcS926dLxiSJHz0ox+F4ziQriLBE0GA0t7DyH7xcTgTs40/sxxisztbiM1eYCoztqyE0t2G0tNvNKXO1MbcOoz43Vvf9li3t3u8XBHlPQcXbR6tjb6qH/F7ty2aVOSMTqO058CihUrR7w/3I37PlkXNj0IIVPafRvZLP4B9erRJI+8XyghCaaaUjoPXJYwIIcjAyxjdMwe7ILemyPg4MhFdw7mpQ1vZB6k1SSDbD2ih6XqQOxbJ3w7/NldVMJkvqYcG6F5rbBmGsXMNXJlB0t8e86M7m0fh+y+i+PQbtPO21PPrKswda5D+ubuhrey74Rd1i81NsP1TPoHjNhnq3jqzvcAcea167TrQzxQZSk/bdcUCLdRrK3UV7bQ1eBm1da43V4wueiQhSUZf0Pob2jth/EIZlTcaQaixbrAh9qz43H6IWq1zsQImUX4qAMRu2whukpav+EMyMgoh4Jy7DL9YhRQ3oqxkKR2niDvOkLh/O8p7D1FWed3E794CbyaH8oJUFLW/A9qqfsx97rHoMefc5ZBtSUY5wupAF3jcgL6qH/r6oeg9Fh59qeHviaoNcAZ3ZALO+XEEvk8AKSx8kZIEGOX2NMovHCYgH5vXacfu3oK2X/rA4vFcMzmM/+kXmpJHEvdtQ/pn7wZQS2p4Bl6+hOpRAtreVBYImXZuauDpOOTuVmhrlkXscVCm/GthO4DrAYpMQNtyolQLZmjghobOf/X3kbh3fjFgn7scAe1Io20T0PZKIdCuWNTuHmm0FwLt5VA6W1B4dB/p9z2fio2yFIklpeOAxENzJofS3drQvsg4R/z+bbBPXloUXCTu3QalqwWX/9l/p4WH49FCyCdAoK8dpAz1YxegDnY3eAqYxJH8wK0w1g3Btxzkv7MHwYXm51D7O5D+yF3XnWjgjE5j/DN/g8prJ6k9syYb8Sg/Qe7I0C6cH4DpGjU7tibpehASAUzmUHra4JerFG8WAiNhufCzFNsot6Wia5fSkYG5fTXSP3s35K4WWEfOIf/9F1E9ci7yttQi/WpxgjxkHb2xGQSWQx6JzpZ5E6ShIbZjNTK/8EBTE6Su6/j617+OXC4H/Qqgxxmfxexff5+Mf/Xb8X4AL1cMIybXQhlozM2W21KI3bIe1pHzKBxYPM5Pbksh+d7dDbKnG3GCikXmx/2nljQ/Kt1tSNy3ddHGTW86h+KeA7DriJyFo/a2I37v1iWPRfXIWcx98Qewjo80gmw/iOQiCAIC2XX3KSEEXT8ASIkYgez2NITjUbLRxByE74MbGrTlPVHZUu37LlyfQPYi91ghBJgkgTMG4boQi0uiKSd7+2rKyTZ1CCFQyueveN5dbWiH4DLy39mL8stH4S/IdK8fKW4gdscmpB+8C+oSu+AiCGCfGYN98iKEHyB224YbMmbyJti+UeZHxGwvZLUBRDWtb3YWrkCXijGqH3esUa8tJUyo11GTXtvCq59604p7eQZBuQouU9RRUChDWtlLrEGuCG31vGxEf4dJSEp7DzWyr5wjdufm6L+dS1RMgyCINO1KTzs1KLYkozbGyqvHo8/Om5iDN1sAkyguMahY4Q2/FVI6DmPdIJgsobKgEl4d6IS2ZlmDHhsIK9nfswvFH7wyb7yczsGdykLpbqXSFlABkdLbBilmIPme3dE2Z62JsTbC9cho57ioHjob1WhzXY102tzUoHS2UEJL2QIztWhbUVs9gK5/+fcWZdz8ioWJz3yeItXqxlg/hPZ/8nP0msIsbW86Swx1qQK3VkyjyJB0FVJLEkpbGtq6QYiqQ7XdVRvVI+co7cJyAU2Gc3aMDJuKBCbLUflOxz//FNIfvD16fvvcZeQeeo7SIOri/eSWFLxChaQj4eLAr9iA54FJ0ny8X3crjPXLIbUmUXjiZQS2SzfmyTkEuSLgC0iZOJkyw2IKdagL5s6180BblhC/Zxuqb5xq+p7XgLKwXYz9y/9J9dDVMHEkoJu3sX01pLgB5+RFaGsGGuL5uKnRTbO/E95sHrmH9sCZnG3azje3DCPxwI7rMk4LIVB8bj8m/8OXKH3BcUkaEspGmCJD7sxQGowq088dl5odZSkylnJDh9yVob8RsuEAEJQqCAoVSrvpSNGiSZagrehF4t5tSDywE8L1kP3Wsyi/cBjO+TAVqaaRn86DqRKklgSkVBxBoQw3W6TPYKADvE4jrXS3Iv2RO5F4YOebKuYIHMqnz33zWXgL9O9BqYqgVIHS3wlj88qG7weTOMxd6wAhUHhs36LglMkSYrdtQGzXuhtaJytcD5XXTpBh3F4cSUqpGBJ3b100L9vLFil56NiFJSUNcmsK8bu3QBtenGmtHj2Huf/zBPkFGkB2KBfJl6OdFqltvhROCAE4LiCIGNOGuudB9rnLBLKDANzQoPb3UDQlo0hUd2IWgedD6WpZHGSHbbI1L8JSxdXc1BDbuRbG1lWLymnezAjfR2X/KeS/vRfVY+eXTG4BAKUtjfgDO5B6/y2QM4uTeTUPT2X/6QZCyB2fRduvfeiGk5jcBNs3yPyoVCRNem1dfUvNSkIIeHONppJrkZG4l2fCwPzwdSTM62JFvOlcU5arWmeOtE/NMw/eXCFiDr3JLOnfwnIJJkvQht85EhJvJg9rgQHR2DocbXXW3OwA4IzNkExBkSN9evyerWCSBD9fQulF2qoXjhfGxVmQUjG4E3MEIlIxaCHrH79rC7Jfa6xkZ4qM5PtuQenp15tMbPG7t8IdnYYVpsEI24V9dgxSMkZmvECQ3m9VP1Vsf/C2iLUsPX+oMTu9Lue7+uJhYmdDVhiyBK6rFGeYjsM6PUpNfZoS3fyVrhZ0//EvLcpuCM/H5L/9IuzzlxseV7tb0fkHf49yaUPw71yahHXiYiiBIukAFJmytNvSkNMJ6OsHQ002sZdWDWhXbUBXidkvWyHQlsBjOriqoON3P46Wn7s7en7r9LxGO6hYJFlxXMiZBLxiGe6lSQRlWowEVWrzY5IEFtcht6WhdrVC3zAEpqsoPvkaxSRaDpypLIK6XQtwAtkCgLFmAMaW+Vrjmka//GJzOgNXFaQevBPVw+cx97lHEIQL2pqMiGsKzFs3AJYDd2wa+sblDTd7uT2N9M/dDTmdgHXqEgqPvNgEghjnSNy/HcZ1tiAGtovp//kdZL/yJIJylc6XOtkIj+mQMknA88BNnSLUYjp4Og6EtfZMVeg7pcpwRkI226NMbT9fQmC7BIpScYARWWBsWoH0h++Evm4Q1vER5L63F9bhc9EuURAeC2E54CY9H5MleOOzCKo2pGQMck9bZOTlqgJj80q0/OJ73lQrJgBYJy5g5n99H/bpS40Az/HgzxUIRN2+ieIJ646x0tsOfVU/Km+catrJqo22oheJB3YsGn93o0yt+bG89/CS0hemKTBvW4/0rRujXOra+IUyyi8eQfXQ2SVbEaWEifidm+n7tgigqx47j+z/eYIW3YvKRUok+0jGoLSnG0G25QBg4AkD6mA3lM4MAtuFffYyvKk5iEAQyO7rgNyRDpt/nTDeL4DS0wplMZDt+bSTdZXjJ8VNmDvXwNg6/LY1MAYVC8Vn9qPw2D44NUnVIsMYg9LfgdTP3IbEvduW3H12p7KovnEK1aN1gF0IwjqBoOub64NpN8H2zfkxztudsV3T3dbP1WQkwvXgXJxsMOaQOfI69NpLVLQDYcJDXeSfN52LFgDeTI4atsIbmra854aOB1o4pecONFywuapQlFg41UNnielwXLhhXJra30FRcsu6omr64pOvR5+bc2EcfrYIHjMous7zyRS5rAtMU5C4dxsqr59squGO37UF3kwe1VAbXht1oBPqUFeDtts6dSnSA4sQmGsreulGt3tdtCthnbrUpNf1pvPgKROV107CnysSmA0EYKokG2lJgusq/FyJ3rMsAWpoiEyY6Phnn4CxYajpWAohMPXfvonKgqY7ORVH1x//EuRUghjSH74K69QlansMi0b8UoWAviJTlnbCmM9pDwQCx6O0kIoNP6yHd86PQ5SqgCLRlq1pgCsy2n7jQbR88l3zx+r4CPLfeyGsSa6ieuR8lI/u5Utwx2YiRjuo2oDrgykSeNyg8oruVujrhyiKbO+hELDbcKdIOgKJQ0rF6POoVdZvXhm1NNaOm7F1FUp7Dja3NcZNJB+8A4VvP4/CD16BCCift7b4rRn4vEkCA8amFQ2ZvdrKXqQ+eAeYIqG050C06KsfbmhIf+TOyNB7reOMTmPiM59D+bXjjbIRl2QjUkuSNPxCUDNq2YLUkqAtccuhXRJdhdzZAi9fgsgWSSvvehCOG5rVOJSODCXcMAalrx2x2zYg/eE7wWQJ2e88T3reUDIFIeDNhAU1Mqf2yVQcolQNoxcpIaee9Vc6M0i+/1ak3n/rVSVu5XIZ8Tj9brFYRDweh18oY+5vn0TxyVcbZYOBgJ+nXHF1ZR+M9UPUdFl33I0tw3AnZlF85o1Fn09KmEjcvwPa6v4bVisrhIB94iJKzx9s8hTVhkkc5rbVMG9ZB4ejgZn3S1WUXzqC6oHTS8pNuKkhdssGmNtWLcrqV4+dR/ZLT6B6eBGQna8H2SaU9vlCGiEERNUGEwAPjY9KZwZBWMzlzYRZ9TWQ3Z4C4xxBxYJzmXYMld62Rc+bwHEJYAuxZPoIAMjpOMxb1sPYsPxt27FwJ+eQ//5LKD23f8nPBEBEwqQ+chdiu9YuHs/q+7BPjaKy/1SDtE3YLtzJOXgTcxG+iG1ffUPe42+C7RtlflQykgVV7W/ZHLkgiYTr6lVlKe5kFn6dkY4xBrkjfU1a79osVdEOUMGOnyuGq3wXQb4MbbA7yinVVs8z2e+kIhtndLqpzczcuSZyuQdVG6U9B+jfjkxELF6NtUrctw2MMVinR6O/42WLcMZnaTsRAkGpCm7qkFuSUHraKCoqk0DlscaYN7W3HfqaAcx+7tGGx7mmIPne3RT7Vks4GZ0OjVcZ2lkA6Vrl9jSUnjbE7yRjpzdXQOGRFxv+nj9bAHQF9smLcC9NkXzE9sDjOhij0gamUtqIFWZ4M0MNi0cUtPz99yD57l2LHs+5L/0ApQWAgusqOv/vX4Qa6ttLzx1AZf/pqO3Rm8kTiy9L4LIMuS0NKW5AXztIgDIQxDyFmm6/WCGgfW4colSZB9oxHVyR0fqrH0TrL70/ev7qkXPzhTXFCmm9XQ9SwoSXK8K7PBvJa4KqTYy2IoHHTTqevW3Q1yyj5JNQE0qSlxyCfCmqsEcoGwFjiO1eC7UunUVqS0Eb6onOpfpROjJIvHcXpv/qIVpk+QG8mVzESsstSRg718A5Pw4pFYe2oqeB7YvtXof43VsgbBe5bz4P+9zlpueoZ72vdYQQKDzxKqb+y1dosVlLG/FDfXao5UdANerCoXNT7sxQFXvFBtMVcFOn3ZdwoSAcF8ILSDYSljzJLUkC5ZoKffUAUh+8DebudbDPXqaCmkNnIzBRz2YzQ6NFjizDn5xDULWpPKe3PQIUXFVgbFqJzKceuO7EFYBASOHp15H98g+bcpqDskXfw5YkjNs3NESfAnQt5IaGyivHFpeMcA5z+2rE7th0Q4IXYN57Unr+4BUTQvR1g4jftRlSKk67syW6HwVlC+VXjqHyxqklZQ1cVWDuWgtz59qm4yCEgHXoLOa+8mSzXMT1IuOjcOtAthyC7EBAVK2wVCYOdagLSmcL/FIV1omLkYyLmxq0vo5Ik+0XK/DGZgCZQ+nrWFQqJ8IFFxMC7AqLN6UjA/OWddDXLHtbZBcUiziC/MPPo/J6cwFb/dRMj6kH76Idz0Uwj1+qonrwDKr7TzfsVPj5EtzxWfiz8zHEUtyE3NMK6Cp9124wX9ZNsH2jzI8IbL/dsX8LwbZUZ+hYahaW2TBTJxb1Gt/jlSraAUTSBcYY/JkcmKqAxw2qp+WctpBBMgh1Ze81PedPeoQQKD3XGLfGTY00leGU9tJ2f1AXiagNEdjRN62gNj7XQzFsdxS+D/vMKIJ8GTwVgz+dI4lNJg51RQ+4LCNx/3YqUamPwpMlJN63G8UfvtpcXnP/jpBdJ4bFL5ThjExAbknCn6FzhWsq1HBHIfWh28EkCYHjIvftPQ1SgqBikZ6xWIF18hICz4eoEuCBAHg6BqapkNIJygn3g3lDJGdIvmcXWpcwROYf24fcN55tel/tv/3RiAUv7zuK8r6jcEen4IxNU+ZxjphhrkiQ2lOQ4ga01QN002XEHFlHz0OUq/ALlYjRDkqk760BbSbLyHz6PWj7tQ9Hr69y4DSKP3iFsqnzJVjHRih+LgTa7vgsacEZIqMjV+jcljuoclkd7oc3lY1ArJ8rwZ3JQxTK9D1IGNG1hMkS4rdvbEjwUfraISViqCwoSwJoF8jYvgrjf/JZei22SyybT8y3OtAJdUUvnFOjUAc6SBJRey6JI/ne3TA2riCG69t7Fs0kVtcMoOVDd17XlnVQtjD5X79GeexVOyqpEV4ABAFp4lNxYvN0jeqt4wbJRmyXzhtTg5ROQHgemTwDKkkSrke7gULQDkq4sJU7MohtX430g3dBSseR/94LKD13APb58TBDnVJKvJkcIElUCJKMIShZ8KdydKx72qLdOICATvKDtyH13lveNDCY+LMvgp8aawDLwvXgzxUBzmBsGaYdpboKbqklCW1FD+wTF5vuD7VR+zuQeGDnDWk0q40zOoXScwea7g31oy3vQfzuLU2JNtz1UXp2P6r7Ty9dmCJLMLetXrR6vJZZnv3Kk2TMWyjZKZDxMZKLDKSjBZYIAoiyDUBASiegDnVB7sggyJdRPXI+kvHwmA61rwNSGNnqZ4vwxmfBdJUiGrVmLbUoWQCj79+VQLba14HYLeugruh9W3YrAstB6flDKDz6Iuxz49E1YrGR0wnE796M1IfuWDRpiGKCp1B54zTsUxejc1t4PrypLNyJueg+xBgj0qG7NYpJlJKxhvKfG2Vugu2f8nm72yP9uYXmyGvUaxfrzZHGks7ixca5ONkUz1araAcA+3S9hCQfFex4MyQniSQkK/veNh3aj3qcs2NNN5HYrRsjZqWmW4MQUWWy3JYiR7uqIB4aKMsvHYku3s7IJPy5IphG2+lkvktC7WkHT5iI3b4B1rELTca4+B2b4E1mo0VNbbThPvCkGbHgwvVgn7hIf9+yo3QKbXU/mCwh+Z7dkNOhVOPxlxuq0YXnU8GEpsDaf4oi86oWSQAYI91tKgYpk0B1/ykIK2yIDNkYY9tqdP7zX1j08y2/ehyz//u7DRpMxhhafvE9SNy1BQBQ2X8KxWf3w708A/vCBBWzZAmw8LACXooZUFf1QzI1Ykcdj7TVpSqCQhksHgLtYjPQbvnUA+j47Y/NA+3XTkQV995sgW7YQQApYcKdy8ObmCOgDSCoOoDvg6s1oJ2BtqwL6ooeuCOTcGr167MFeLN5iFKVPAtxg/Kiwy3oeF1LJwCoy3sgbLcpQx2gSDeeimP8X/1v+KUqgnKVJD1CEFO4fhA8YcK9MAFtVX/DdUCKGUg9eBeU3jZaUDz5WpM0hXGO+L1bwdYvu6668crJEUz+68/BOj6CwHYgqk6YNuKBgYGnE7TzwRkABmE7lC2sqWSi1ZSoRMbPlSB8n/6O60NUbWLEVIXi08K8dm15D5Lv3Y343VvgnBvH7JeegHX47Lw2u2ITm+24FOeYigMyp6hTy6Hyrp72KL+c2OwVpM1ecf2L/6AuvaF6+CxMOQQWoWQkqFhQetthbBluyHpmsgR9zQC82QIqr55Y+GcBhI2H922lnZsbVDLijs+i9PzBRXdJaqN0tyF+9+am5segYqH8ynEUXj4KaQmfH5M4jC3Di7YiCiFQefkY5r76FEVe1v/MceHnykQs1eQiHZl5kO37EGULAIPUmozSRfzZAqxDZ6lDAPQZKP3ttPMbLuL8yTkySw73NTU+CiEQ5EpUTGVoV5SL6MP9MHevu65wgoVTHzfpTmdReHQfSs/sh7vAcF4/NflV8j27Ke51kd3wwHZhHTmHyoHTDfeGoFiBOzFHBVK1xCBFhtLVSvG2dbsNal9HQ2/DjTQ3wfaNMj+mNJK3zGzPXH8SiXNxsuEGwa9Tr20vAHlKz7w+zc+Xou1D0stWoA51QdgugkIFyrp5E+Y7JYVEBAGKzx1oeExKxWFuJTObEIIAjBBUFV2qUKFGeGOJ3bqe4vxm81FTpF8owx2dImNWOg5/YpaMhpmwgawtDaWvA7mvPNnwvEp3G7Q1A5j7/GMNj3NTQ/zuLch97emI1bFPXYLwPPBkLJINKQNUE1yvEa68drIp79abmAVPxVB6/jC8igVRdcg1r4Q66TBqzTo+Ar9QJv1seBPTlnWh+zO/3KCBrU312AVM/qevIHAat4iTH7g1ivirHjuP4hOvwp2Yg33uMvxcKVpwMEWmBIkwqlCKG4AkQTguqkfOIyhWEORLYAkDzrmJOkabR9KRzN97Nzp+9+OUGCAEKvuORp+vN5WNcnelhAl3OksFFLZLTJXtUryXps4D7aFuKP2dpOecLQB+AHcmR1uqVRssZoS7AZTtLKXiiN+zDVJi/ganrxqAOzkbRdPVhjGG2D1bSCLxP76DIFwE1RbtXJZhbF8FUXXgzxZgbFoOXpfPrPS0If3gXWCagsIjL6F6pNHcC4Rg/CN3QOnrQLG4eIPfwhG+j7mvP43Z//kwGW6rNjGSoQmSKfK8CVqlRCKuKpDa04DrU1JR3AA3DTCJ06IkEBBhIVBQrlJ1eyoWnUdSJhE1QcrtaeS//yIxqSMT1GoaloX4cwXSxSdjYEkTolglwMUYlN72Rja7swWpD92B5Ht2XXc2tQgClJ8/hLEvfL/pZ0GpCj9fgpQwEbt9E5TetgbAofR3gKsyrKOLp2swzmHuXEMxoTeoZMSdyqL8/KEmaV39yG0pxO/cDG2BLCGoWKi8doKkDbYL4XnAghQcxjn0jcsRv21D07VEBAFKzx1A7lvPwr7Q2PcQWE5Uqw6fmGy5HmSH5xcDg9SehjbYBak1CW8qh+obpyKphZSMQenvoPPYD+COTcMPySNtbfOitJa0xRgDT8aWXLQyiUNfP4TY7nXXdL++2uiahurhcyh8/wVU6l7/os+tyDDWLUPqQ3fC3L56UT22OzmH6v7TUS8BQLGI3nSOWlbrpLBSMgalu5UWw3zeWKyvH4SxddUNvRNzE2z/lE993B7w9mu2r6a79osVaraqu8DL6TiUrtZrej4RBIsyqrWx6lNIZnJ0003G4I7PNtyAuaa8aYf/j3usI+cbVvYAEL9zU3Shsk9cJLY/rFoHSA7AdRVyawrmzrWkaX3sZdKwBgHs06Pws0VIqRiBA0FgQlvZC6YqiN23leK+6mUWEkfyvbtQeOSlpgtq4oFdKD13IAJhzqUpeNkiAfkQaFM5Tjvk1hQS928P/91kk27avTwLnoqj8sZJ+LkiNUaKADB0gHHInS1gmgJndAr+TJ4aIkN2R25JovOPPg1tkYxc+9xlTPzZF5qkL7Hd69H2qx+M9OyF778Ed3IO9tmxeaAtKLVAyiQopnJFL4FKuRFoe7kS+GJAO05myMzffy86fudjEdAuPf0GyqFkwx2biVJRuKkTezNNudVU0e6SLEJXwRMxKB1paCt6IbelYB05G8onKFPXnytAOKT1ZrpKhlIIyG1pxO/dFgEoxjm01f1wzl5u2j5niozEAzuQ/+4L1AgZBPBm8vNgwNRhbF8FbyILZqhUZV13gzc2r0TygZ3wcyVkv/ZU08IcCMH4R+6ClDRJPnOF7ebo/JjKYuLPvoDyC4cRWE4oNwoiMyI3dbC4QeBK4oDjkYwjbhCTGOrWedygXHU/IMBVtclUadmk8e5IU6oN51AHu5C4fzsSD+yEc34c03/5zYbcbL9YgTc+C+F4YIYaFTP5k/T58aQJpbttns3WVZjbV6PlFx64bhMoQOfyzGcfgXX4HBx7HnwIx4M3Q6ymvm4I+pqBhs9ESsYgd7XAHZmAu0QEnjbYjcS7dkQNszfaeLN5lPYehn1iZNGFAkDvM37nJujrGxNCaprsK8pFGCMwetuGhp0fAAg8D8UnXkX+O8/TDlL9zyoWgexyFfACytyv02QHjktJRJxD6WyBuqwrSn+yXzsZacSlsERMSsUQWA6cC+MIsiXIHRnom1Y0SIAAAvdBvkQSwNZU089rw3UVxpZhmNtWQ0q+9bbHoGyh8MzryD/2MrxLU0umtQCUj23esh7pD98JdbBZMho4LuwTF1HZfxru+PxxDUITsTeVi6QoTOKQ29KQu1sbGHG5NQVz6zD0Dctv+FIl4CbYvnFm4TXkbSC2hec3AY23ArZrFej1czUZSZNeW5agDHZf89axOzrd9Jxafa31qYsAiO31Z/LEIjEGbzoHqS0Vfcm14f4bOhe2NoHloLSA1Zbb0xErHDhulBpgh1m+XFej2vvku3dSPvZrJ+CE6STu6DQBSEkK858dSOk4lJ42yK0pGFuHSb+5IH0kdttG2KcuNclZjPVDCPKlqOjBD+vDuaFFnzVXFWKXFBmpD90OrirwixXkv7O34SLtTWUBVSaWtpZtXCunEQJKVwZMleHnyvDGZwGJR3o8KWag43c/jnidjr02zuUZjH/ms00RhfqaZej4vz4JJklwRiaQf/h5uCG7HAHtQBDQTschJ2NQh3ogxXQwTWkE2tliyGiPE3MVMdoEtFv+wfvQ/lsfDdvcfBQeezliep2Riei4MlWGOzFL4NTzabvZpop3ZmjgyRjUzhaS7agypR149G+cqTkEc0XADyClYrQICQIADGp/J2J3bIzyqpkqQx3spgr5BaBFSsYQu30DZv7Hd+BcmmrSZ8utKWir++FemoLc3dZwA2USR+KBnTC3DKN69DwKj7+8qNkstmMNSUeuMT9bCIHi069j8j99Bd5lirVsMEFyBp5KUKyixMP3DUidGTABKqwJFx+1GmoRkIEULmWZiyCAFDcpfzzUexqbliP94bsgd7cg//DzKL1wGO7FqagcxxufJWmWLIGnYuAxHUGhTLt3YZmUlCLwXds+T//cPUjcveW6JDMAwpSRH6L41OuLNvx50znEejuhb1sFOQT8dBA41L52+NlS085gbeR0HPH7ti+ZE/2THm82j/KLR66YdS3FDMRuXQ9jy3Bjukixgsorx1E5cHrpPGfGYKwbROz2jU0g27dsFB7Zh8L3XmiURwgqrSKQbdFiuCUBuS0NJnGSdIQ+AqZIUPrayXRuaCRROz1K5nTGKEmotw1SwiSfyomLEBULcm8btGXdUcFR/XuqSdTkjsySu99SMgZz51oYm1a85V0KIQSci1MoPPIiSi8covSqUErWfDgZlO5WJN61A4n37IK8yE6jO5VF9eAZSm6yF7LYcw0mSG5oULpaaJcg/N4wzqGt6oe5dRjKQOcNed4uNTfB9g0yYgHafjtOosVyRt+KjGRhCQjjPGKOl5qFem2eMKFdR762dfJiw38rnZkoYzooW3BHp+l/lyhfVxvqgbAd+MUK1Dom+50iISm/cLgpTzxxz9aIram8fAx+oUzAMGS/1aFu0hluWA51WRe8XDGSKQRlizK1ixVImQS8ySzVnLckoS3vgZyOQ+5qQel7LzRo8ZTuNijdLch949mG1yKl4tDWLkP+oT0AiFmzT14EODWXIRChTpsYtuR7dkVGzdxDexrem18oQ9gu/KoN+8wYJY9UHSqnCQRdZDUFgeNRGg1j9LNa8sgvvx+pD92OhePNFTD+x3/TtAujDXaj+09+CZKuwrk4iew3nyWgffIivFyJzm8/ADQFUioGORWHsqwTkqmDxwwC2ofPIShV4M0VweIG3LOXw8KaOqCtKmj55Q+g/TcfnC/Iefh50tYLAfvcZTLvAoDE4U1mKc3CCxD4HmATOGCGTlFgXRnoqwcRuC6sU5cIMJYtivbLlQGIKMMZng9wDn3tsoa8ah4zIKfjiwIvtbcdcm8bJv/9l0ifXayQnjm8qSqDXRRDeHkW2so+utHXzoeaPrszg8LjL6MSJsTUD9cUJN93K/Q1A00/W2q8QhnT//VryD/yEoKKRSy+79M55gdk/kyalDUucVp0xg1iB0tVMimm4+CGFur/vYgVh+dTm6dEiSXcoDIkdVkn4ndvReLdO2EfH8HcV5+EdeIiMZfheeVNZinhxNAgJWMIQtMWPB88HYfS3RotJnjMQPzW9ch84l0Nba/XMsL1UHjqNWS/9nTjLpcQQKmKuxK9YJKE+K0bEBtqNLnJrSlACDgji1eLc1VB7LYNMHesuSEJiGsB2dzQENu9Dsa2VQ0+DT9fQvmV46gePNPkE4iGMWhrlyF991YobemGH/mFMnIPPYfCE682LtSDAH6pSiC7aoMJASmThBTG8AkhEJSrYcqNCm2oG+pAB8AY3MuztPMkBBhnUDpboPS1g+kq/NkCqufPAkJA6WuH3NLfAKJFEMCfyVPOe0xvMDcvHKWrBbFd66CtGXjLySKB46K87ygKj+2jRcAVCmiYIkNfswypD92O2I41TQvKGotdPXgGzth09LhfrMCbnIM3Pb+oZ4xRWVh3K3gqFp3XUioOc8tK6BtXLKr3fifMTbD9UzxNem1VIcPZmxw3zPSsjdyRvipL5YxNN5g0pbgJ5RrNGQvzswFAWzV/w7bqXODedI4qvNNxuGPT4DWDGOjCrA5e/9btj3u8mTwqrzfWsmsreyMTlZcrkgY7ELDPkilSSschhbnTiXu3zctHXI+O35lReLMF8FScEgoAyC0J6KFZNHb3VhSfeKUpyzvxru3If/v5RlkJ50i8aweKj79C7HT4+QSOSwY0m+QG6rJOSKkYzK3DMDaugBAC+Uf3NW4XWg68yTlAV2EdOovApW19Yq0FeCpOnx/nsE+MEIivJY9IElIP3rVoFbtfqmD8j/46Skepjdrdhu5/8yuQEiacS5PIfuMZ0kufGIGXbwTacpgkIQ90QDI08HB71zpyjm642WIY73eZIt5qZsi4Dq4oaPnVD6L91yl1JLAc5L75LJzRKQg/IGBfy5xljJz1uRIdT88nkx1jBOZC8KavWYYgjGwEwsSR6RxEsRJmaFMrJOmUZRjb10BfNR93KYXJHPU3utroG4bgTecx/RffINZ2rhD5K5gkQV83GG2H6xuXN+yMqf0dSH3oDgRVG7NfeGxx2UhnBqkP39nEHF5pygdOY+JPPw/nzBiZF606NpsxsHiNreaRAVQOy0GCXAk8GQPXVECRIvY6KJRJnhNKdKSYQbtgnDUU1PBMArmvPYXyK8fJpCoEhO3MZ53LMqRUHExTiOWzbDBFgbysPTo2TOJQh3qQ+fn7ELtl3XUBHyEEqgfPYu6Lj8E+M9pQAFKL8lM5x+d/5lfnU3HC4XED3FDhTTd/DrUxNi5H/K4tb1lO+KOYawLZmgJz1zqqD697795sHuV9R0mTvoS8oRYBaN66Hl5Mg1xXOe5OzSH7tWdQ2nOgscnW9+EXKghyJVqgMQa5LUkpXJxT5XqhDGG54DEN2uoBKH3ttOt0YTIivJgkQenKkFFW4vAm5+COz4Kbeni9XKARdzyKo/QDyK3JhgXuwvekreyDuWsNlL6Ot0zSuRNzyD+2D+U9B+AukDIuHCkZQ+yW9Uh96PZF08Xc8VlUD50hLXaNxXY9ahaenGv0cakK5K4WyJ3zhkfGGNSVvTC3DBOhdIM1Ql7v3ATbN8r8CAySTbF/NV3jm5yIjQtH6b6y7loEAZyzlxsYBp4wIsnDVZ/v8mzTe6gHEbUt+QYJCWfwJrPEiobvVV8zcF3Vzz+JEUKg+NRrjYkZEkfi/h3zP//BKxSDGBodGWMU9ccY4vdsBY/pFPof6ri9yzNwp7LE/NkuAscNDSZtkNtSMHaugXXoTNP2dPz+7Si/eKRpZyR2x0ZUXjsRPe5cnISXK4LpaqTrlTMJKH0dULrbotdefulIQ+KF8Hw4F8YhpeOovHQUvu0QI6RQigQLtedMlmAdu0DZ0qZOcVaMIX7vVnT+3sebWDnfcjD+J5+FPdJoYJJbU+j6zK9AbknCGZ1C7hvPwpvKwjp+geQp0zlihHUVcjIGnopDHeiCbOiQWlMIKjYB7bJFUpuYRue1Q22dUTOkpqLt1z6E1n/4wSgPN/eNZyhazvVgHbswfz4HAu40MdMCgkCg6xE7HrYNqt1tUFf2wh2fgZ8tAYGgkp2ZPETFAlTyJ0DQzZnHdMRu3wi1jv2SMgkEpWoTM8UYg7FjDYpPvkqyFNcnt39NR2ro0NYtgz9XBE8Y0FcNNJShxHavQ+yuzbAOnkXx6dcXZRGNzSuRfNeOa5ZOBFUbM//fw8h+/WkCONVapF/IZssSeMIAk2WAcyBs05MycQQlCyJkxZgiU2qB7dKWfrESFdUwidex2QxKfycS925D/D6qqC9+/lHaZXFcMkBO5eBHecc6WMyAsGz402Uyn7amqPI9BAJyJoHEAzuR/vAdixp2rzTO2DTmPv8Yyq+daPi8hO3CzxYhfB9Kdxv0rSshJ2IIwmsFkzikRAx+sQxvQa9CbdT+DiTu3XZFZvQnNd50DqUXj1xRk81VBcb21YjtWtsQk+hOzqH80tGm+L36YZxD3zCE2K0bIGcoDSlw6HplnR1D7hvPoPLyMQT1x9zx4BdpB1HYLskfOzPgmQTtVnk+/HwxzMSPQV3ZB7m7FUG+DPvkxQhcclWB3NMKpasVwvXghr4TqSUBfd1gU6W6X6yQL4UBclfrklpkrirQNy6HuWNNtNP7Zke4HspvnELhkZdI3rGEtp2emEHp60D63bsRv3875AWLtsByYB27gOqhMw25536uRN6S0JgMhCx2Og65qxVSS2KexQ4N9cbGFW+L1vxGmZtg+0aZJWKI3soEhbc3iWQh2JavYnKMtsfrRu3ruOZtoJoeO3q+1lSUOerN5uGGhhU/V0LguNA6euBniwhsB3L7vNnH2DyMG33s06OwF7RkmrvWRRdS6+h52OfHEVTtqClS7m4FD7cWjc0r4RfKKD1D2dxBuQr73GUEhUqUqc0UmQpMQpMdN3VUFjynvnoAgWVHzHlttKFuCNefB/IzeTiXpij5IQTaXCOdNjc1pB+kdj3rxEWU9hyc/0NhCYWUSaDy6glKHqnYpE+UpZABagU4gxXetLipRcDa2LwS3X/8D5pyiX3bwcRnPtckO5KSMXT/61+C2tMKZ3Qaua8/A2diFvaJEfi5MtzpbAS0pYRJILe/A1JMg9SWQlCqonr0PEXf5UqAqcE9e5mAWz3Q1jV0/N7Ho2ZIbzqH7DeeoVILy4F19DwtaoQgjeJUNjQvzwNtrshgMSoYknvaoPa2wz1/OUxP8OFOZRHMFahsxdDA4yYtzvwAUjqO+N1bovNFhDnRfq7UtJDnugp1dT/m/s/jZICsWBTrF4I3uSUJpa8d3nQOan9HgzaSawqSH7gNan8HCg/vbTIvA+HOyLt3wtiwvOlnC0dVCUxUjpzDxJ9+gYCKVWOz/QjEc0OjnY0Q1DIGSJkkhMThZ0ukV1cUgINAUxiDB8ej/xYCUkwPF+Q8YrNTH74D4Bxzn32koZzGL5SJ2XZckqzEdIAxAr2uB25qDalIXFWgbxhC5hcegL564LpIDb9YQfabz6D4+CsNMitKmyhBVG1IqTiMLSshd7dGf1sIAWbqgOXAyy2e6iJnEojfs7UpneNGGHdiDuUXDy96DtUmAtk710TAtJbDXN53rOk6VT9M4jA2roB5y7qGwiQhBKw3TmPm4b2wjp1v3D2o2vSdLVSiz17paQMPNfjCdqkhVpB0Sx3sgtyShDdbgHXkfCSHoPOjHVJ7CkGhAvskZZorXS2kL69j5WtSkVqrrxI2AC82UjIGc9sqGFuG37Ip0J3KovDYPpT2HKSYyiUWK0Bo8N06jOQHboO8dgCKqjach+6lKdJin7wYfWcDy4E3RelKtV1PIFyAdGaIxQ7fQ8Rib14JdXnPO57FXmxugu2f4nk72yNrW5j1czVmu6YVrg03tGtOBFlcQjJ/w6geOR897tdSSDIJOCcvQoqb0YVZ6Wq5br3kj3uE56P09OsNj0lxE7Fb1wOgY198in7unL0MEQhwTYE60AnGOZLvocbEwmP7IkbOOkmxcDxpRsZHKZOAvqKXLpy716P4eGNLJI8bMDatQO5bzzW+lpgBbf0QCt9/MXo99ulR2kb15rV22uoBcFVB6kN3UCLMxBzyCxoinfPjYEkT1YNnqR7bcqLyEQYBubcN4IzSMio2uK5GzKi2vAc9//7XmpoGA8fF5J9+AdXDjTXy3NDQ9a8+DW2oB87YDHLfeBrO+CyskyNUEDGdB/wQaMdJVqD2tkEydchtafiFMm2BlqqUQqGrBLQ9vxFomzo6/+AXkfnwnfQeRyaosMci74AVtkIioBQMbyYffTepsXA+Q1tqS0Ht6wBPmGF+OsX/OZNkhBS+H0bY6RH7qfS0In7n5gj4Mc7BTa3J8ApQNBpkGXP/63sIHGJMa9FajDEo/R2ApiIoVaGvHWwwQCudGaQ+cheCUgWzn3u0yXwK0Pct9cHbrzliTGUSpv/fh5D98g8XsNkB4Pu0mxEzwhKhGuBXQza7CjAGOTRCi0BABIAoW/SefJ9iASUOqSVFgF3iUJd1IXH/Dpi71qC05yBKew7CDdMVhOORz6RUodbImAFmaAhKlajeXelupePCGB2zrhakHrwLift3XJchLXBcFH/4GnLffJYWfdEPAqr3LlXBdBX6lmHow30RACvbFjb+238CQODIH/53mKre9Le5riJ228Ylq8V/kuOMzaD80uGoH2CxWQpk26dHqXhqQTJI/TBFhrFpBWK710UpMQAli5SefgO57zwPe2RifvGxwPRYW0zJA52RFFFULDrfZAlyawrqYBe4rsKbzqF6eD7eUkrFCJwnieCwDp4BAgGlpw3ammUNySGB7cKbmEVQtiG3p6Ct6l9yR1vt74C5fQ20VX1vCYgK10P59ZMoPLrvqiw2YwxyZwaJe7Yi8d7dUNrS9BnYtBPqFyqoHjkL69DZ+cKqIIA3WyAWe0FrtBT6g6RMYn4nKB2nWNj1y3+qWOzF5ibYvlHmxyEjeQtge6EGlqvKVaOi7PPjDTdkKR2/5nxtbyoblUbUpiYhEULAOkpgW/j05ZY7M6QHmytCq9NnG5tXXtPz/SSn/Mqxpna9+H1bI+NP8anXEFRtOiYhg6Uu76WGsx1roHS2oHrobMSMOyMT8KayYJwRQ+h6kJIxqL1tkNvTMHeva6poZoyRHvuHrzaVv8Tu2RItBoTnwzp+gUC2xMOIOSpIkZIxxO/eAm2wmyQU33q2YTvcvUwVw86pUZIs2G4kEUEQkOaQMyrfKVVJthBKF5TOFnT/u3/UVIYUOC4m/+yLTcY8riro/BefgrF+kID215+CMzYD6ySlrngzOQLNhkZpFC0JqF2tkAwdckcGfq5EMpNiFUGxDCgS3HOXIQTVfzNZAjcN8ISBrn/9y0g9sBMAKI3j0Zei87LWgCZcD8Jy4M3mEVToZiUcbz5DO2FAbs9QWVMg4F6cADin6vXJsHodgJQ0wTQ12trWVvbC3D2vC2YSD3+vWU6gDnXDOnYBlddPkmxkNhfVmHNFhrK8G7A9cEWCtrExTsvYtAKJ+7ahvO8YKi8fW5QFi+1Yg/g9W68Z3FVPjGDyz75ArL/lNrLZAmCqAmbq4HKNzWbUAskZsdk1U6gAAgjA9yPmuXZuS3EDUjrUZqfjMLeuQuqDt8OfzWP6v3+bmPRwx8GbzpHuPAjANDVc0LgUlRkEYTlNW7T4k+ImYrdtQObn77uuBb0IAlReOY65Lz1Bmd21YykEglpGNyemT18/BKkObDIAjDNU3eZkEmC+kCV++8YmicJPcoQQcEYmUH7paLQ7tthwTYGxbQHI9n1YRy/QdXIRX0DT7+5Y09D46BcryD+8F4Ufvjqfn88YhB9EZuDAsgE/AI8bUAY6wA2Nfl6oQFQsMF2F0tcBtZ/M/QtbDKW2FJ0bEoc7Pgv71Cg1QA50RQuz2nEI8mV4E7O0UOxuXTIKkkmcNObb17xlwsgZm0bhB6+gvPcQvOnclVlsVYG+fgip999CJto6GRhd/0dQOTUK98L8uesXynR/msk3ykY1NWSxM+SjCN+XtmoAxuYV19Uk/U6fm2D7p3jezvbIJglJnU5xsQkcF/bZsYZ8ZimduGa99kJWW0rRqhgA3IuTEYj3swUIz4fcnqGkDQBS6DBnigx93dA1Pd9PavxCGeWXjjY8pvZ1QF87CACwz4yieuwChO1GjWlyWxpya5IKLO7YCL9QQTEEw36uBOfCBPxiBVI6TsZRVYnkI0pXK4JKtSnH29i5BtaRc02g39i+GtXXThBAFCLa5gdnUdSa0tlCRr6wnSxKHqk7/7zpXOjmL1Lbnu0CjktA2/OphEOWyIhWLFOcm05blXJLEl1/9g9hLvgsA9fD5L//EspvNJpKuSqj4599ArEda+BcnCSD4uUQaM8Vokg7ZmiQEiakTAJKR4bYrO5WeDN52Kcuwi9UiCFlgHdhEgKIWgW5SY2WPf/xH8Pcta6prMYdnY6AFKVg2HSuhmU1cDwIEWZoJ03IHS1Qh7oR5EsIisTY+nMFMkKWqsSypmK0m1B1wA0VxrZV0NdQyo4QAlySiBFmjQYxxhjUoS7Kx53OEYuXLUTb51LChNzTBlG1KQ94eU/EwHFVQSJMlMl+9akGHWZ0vE0NqfffCm1lX9PPFpvAcjDzN99H9m9/SAzuQm0252CmBmgKOGMA4+C6QkbVYhVMlkhOFp5/glH8pChViLMQgnKzW5JR7J821IPE+3ZDG+xG4QevoPL6yShdqSYZCcIFDE+YAOPwCiXKT9YUyN1Uaw+ETYyr+5H55AOUNX4dYME6dQlzn38M1aPzkgOgbucwEJA7MyQZyczvKgjHJd8JZ83ETDj62kHE79r8ljW8b+fUdijL+441GKQXDtdVmDvWwNy+OtqhCSwH1QOnUXn95JK18gCdf+aONTC3rW5YIDpj08h98xmU9h5uND2Gdep+vhxFbPJUHEp7CkxTETguvNkChO2Axw1ow5TAE1hOQ5sxkyXInS2Qu1ogKhaVt+VKkFpT0DcMNdxva8ZAbyYPKWlCHepZMqxASpgwtg7D3DzcVBN/PRPYLsovHkbhB6+QvOMKiSIAoLSlEbtzM5Lv293g+xBCwBufRfXIOVSPnodftcE5+YDcqSy8qWzD8WWcvBNyZwstiMPvh9KRgb5xBYz1zVr1vwtzE2zfKPMjYLbfzvbIZnPklRlq99IUMULhMMagdKQht6ev6fkW6vj0BgnJ/LadN52DFDPAYzq84xco9za8iOlrBm7YNrTaFJ/Z33ARrDHMjDEEtovCE68CAOyzY5F8QV1OTZGJB3aCKTJy33qOdK6uB+vURfizBUhJk6rZQ7Cqr+on5/vKHpT3Hm54DXJHBlyWYS3Y1lV62qgqd5K2uJ0LE7TbEAQQ4Ra6lDBJA96aQvIDtwJCIP/dFxpurH6ezDHCDyiT2nHJ2W+ogOdH2j13Yo4AB+dgBkX8SckYuv7w00jsXt/w2oTnY/LPvxwVxNSGKzLaf/fjiN++Efa5y8g99Bzc8VlYpy7Bm8mHBp0gAtpySxJyWxpSjIy77uUZ0sbnSwiqDoTnUVEJY7QAUKnuW2lJovcvfgfGphWwLQv2swdRPXiGFiRnxuBOzhFTaTnEjueLYRKGiD5vbuqUod3VAqW/A+7lOSDwIURAbPZsgQpXVBlSMh4V3fCkifjtGyOzm/B9MDAI+E3XDW5oAGfIfuUpko3MFSNdMGMMUmeGbnyOB31Vf0PqgdLVguQHb4d7fhyzn390UROkuqwLqZ+57ZoX8uWDZzD5b78I+1S9Nnu+oIYpMrHZEieZhiyBp+IABIJcOczD5iT/UWQEtkN6c5/ScWptelIqFkpM0jB3rkHyvm2oHjmPqb/4BtzR6SjL3B2fieQo3NTAVIWAQ5gKI4XXrBqxoHS2IPXhO5B8YGeTb+BK41yeQfZLT6C872jD1n1Qtemcd31IqRj0jSsoFi78HGtGaMgS7SQtMupAJxL3bL2hzI/CJwa0vO/oldloU0Ns51oYW1dFQNkvlFF59QSqh85ERsPFRkrGENu1FvqmFdEuoBAC1QOnkXvoOVQPnm3YpQuqdtT0KFyPtPutScitaUBiEBUbfo4SaKRkDOrqfkhxE36+1FANz3WVpCLpOPzZAuwj5yACAaUzA31lXwSihRAISlVayFUsyJ0ZKt25wudoblv9lqQiQlBSVeHxl1F5+VjT7vDCoYbHQSTedwuZT+tjFIsVWEfPo3rkXPQZCo+M1P50nhJ+6lOsTJ2iedszkZma6yr09UMwNq4ggu7vCIu92NwE2zfKNJXavLWTUgTB26bZFkI0sRJX1WufH2/4ovOECW157zV92bzZfBPzqq0mCUnguLBPEhAXrgc/W4S6rIvAkeVAHZhvErzRjZHOyERDSgcAGFtWRluGpT0HiHWrM5qqg12kZ1w/BH1VP8r75rdl7XOX4U3lKPIszCWWMgmoyzohtyRhbFqBysuN4JQpMowNy5F/8lXwugs8NzUo3a1RFKE3nYMzNk2giLMo61pfuww8piP90XvANAXFH77aUKcclMioyVQF9omLYeaxTU19fgCpNQUpaYa118UwS5si/iRTR8fvfxLJd+1oeM3C9zH5H/+WWg7rhisy2n/7o0jcuRnWqUvIP/w8nNFp2GfH6oC2ADM1yIkY1bC3JiElSR7gXJiglspQiuBXbQSz+Qhoc00F01Wove3o+8vfhb6yF37FQuFbzyIYo0Ie68RFAk++j6DqwiuWEOQrkX64lojBQmZc6W6D3JKAc2GCUjQcF85EFkG2COF5pDOOG5HcQ+5II37P1ui7LByPCrCUZumGlInDPjUG6+QIRI2tC4E+k6RI0iVpKrTV/Q1sk7l9Ncyda1B84tUGoBGdNxJH/M7NMHetvSZg4JeqmPkf30b2W89RxX2V2i8pm51KPpipz7PZkkRsdtwgNltXIbUmKZ5RZoBglD9cx6hxVaFUA1UB11VoqweQet8tCPwAs198nFJGqva8QXWuQCSHIoPrKpWAFShlhMcNaoAMgZMUN2DeugEtP3/fVa999eNmC8h99SkUn36jkV21XQJ+tgPJ1KFtXEFtrmFqEklbACbzqC11sUl9+C5kNg3fMCAmsF1UD55B5dXjV2SjpbgJc+caGFuHI4DnTsyh8upxWMdHrthOqHRkYO5e15AyFTguCj94BYXH9sG5WJcvXp+PXbEBz6Ooxq4WSJkkIOg+GZSolEpqSZJURJKiXbDoNafiZFCVJXiTc3AujIPpGpT+DgKYIYgWnk8s9uQcmKZC6WldMpmmVjVublt9zUTUYuPlyyg+/RpKz+ynHTV/6ePHGIPcnkLs9k1Ivu+WRhbb9WCdvkRNpTWZiBDw8/MykcD35wutZAlyW4oIkzDtjDEGdbALxsYV5LO6wTwDP6m5CbZ/SicoWc0tcW8SbPv5UqQzrY3cfWUNmX3+coNBQkrHoa64NnNkk4QkNh8XWMt1BggAQgByewb2+ctgnEfGLLktdc368J/ECNdD4fGXGx7juor4nZsBkImo+sYpko+Eld5SOg65IwMpZiDxrh1wx2ejpA9vOgf30hSCigVu6vDLZapv78iEBQudsC9MNG0lxm5dj9ILhxAEQQS2GWPQN65A5eVjAGiHxD49SoY1BmKeOYO2Zhm4riH94F2QMwmUXzqCyhunor8dWA7sU5fADC0041DEHxSZ3PxJArzedI60lAxh4gQD11W0/eaDSH/4jobXG7geJv/T36L84pGGx5ksof2f/CwS925D9dh55L//IpyRSTgXxuHN5GmxIkKgnYxRtXI6ASmThNKZgX3qEtUEh1XtXr5MOmmJE7uqa2CaAn1VP/r+++9B7WyBN1egvO7ZPGA5sI6PEJizXQSWTYa/YoUSSEJgWTNVyq0pyD2tYGBwR6cpPrFYofzZQoVkIWGeNCwHkGVog92I3bYBTJHou2279FksEq0nJWMo7TkIP1+mdIX8PAvFQwMoIKB0tzZk2HJDQ+J9twCuh7nPP9YgA6uN3J5G6mdug9J5dR2pEALll49i8j98Gc75ywiqDrGVvk+SF5DkA6YGxiWSkCgk5RAeaWqldIIkL2EOul+sQGRLVATGGG1bJ+NUcsMYlN42xO7aAn1VP0rPHUD1wGla+AsBL1uk5AXXJyCraWCgxQACAa7KBMRCcMQUGcaaZUh/8n4YG1dcM6gNyhay39mDwqMvRRXvQEgQhMUoXFWgrxuEvnYw2oGrsf1MkcBji6c28eQ8cNNW9NwQQNsvVVF5/SSq+08tes7URk7HYe5eR8dSlsjMfeoSNd7Wg+RFRu3vQOyW9SRzCt+zO5VF7tt7UHruQIM/aGF0H4KApF89rWBxA3A8KpqxHHBTg9rfAbkjA+H7VBVei1XktDsitachqjbci5OUDtOSgL5uqKHUzS9V4U3Mws+VILeloa9dBqYtnhgit6Vgbl0Fff3Qm04VEa6HyhunUHjyVVgHzsBfpGG0frimwNi4Asn37oa5fXV03RBCwL04ierR8w2xhUG5Cm8qR9KzBUZKKR2H0pGB1JqMFjxySxLGxuV/J8yOb2Zugu0bZBYC47d6/VzIKhCbdu3bnvXjLSiz4aZ2xQxZv1CBfb4R2EmZBLTlvdf0fNbJBSkkq+clJFaYQiKEgDsxF9azExsuZRJ1EXE3Dtuz2JT2Hmra4ovfuZlMWb6PwuP7olIaqqbm0FbQzkDivbsBiSP/vRdoB8MmUOvNFcDjJoJ8iRYebSkYawbAkzFA4g2yHoAKLuwTF+lmVDf6phWw9pPhUNgEIqkkB9HxVVf0QkqaSLxnF9SBTlQPn430ygDdCOzjI2CmjuqRcwQiKjaExMHDLXu5I0MX85k8Gb/CaDeuymj5++9Fy6fe3fAZBo6LyX/3RZRfa9RoM0lC+288iMT9O1A5eAaFx1+Gc3YMzug03Kks/FzImBsaFdak45DjMcidGUgtSVjHLhAgn8lBcE7/v2zRe5U4xexpKsztq9H3F78NKRGDfWEc+e88TzKRXBHOKfqcgrJFOcyFCoJKuOD1iNWmxBEdUljTHOTLCBwPTFXodc7maTHCWFhUwyAsG5KpQ9+8Evq6wSjjV1RsatNcwBoxWYJfsVF+/GUI14U3U4hit6idLUHHWebUBllnclYHOhG/dysqLx5t2J2on9iONYhfY+24O5fH1H/+KopPvhY1vJJkhKL5wBil0KgyMWIqMcxMpzQUHjPATI3Of1MjAHV5hth8zkj6YWiQWxLUGJkwYWxaifjdm2GdHsXM//4evPGZsKK9CndiFkHVocWcoYJxDt92AI8SS+SOdNQIWAPtqQfvRuKerdcsRwtsF4UfvIz8Q3saar4pl5nSLpgkQR3qphzhMO0isB0EhQr5K5Zo5eWmjvhtGxAf7gF+95pezo98vNk8ST6OnFu6sRG0QIvduh76mmVUPuS4qL5GeuwrSR1qKUfmzrVQQ/JECIHKgdPIP7wX1f2nEXjhfSasSvfzZZKKhLs+PGFCaU8DmkLa+LAFlCdMqlKP6QgqVkMIAFcVSF0tkOIG/Nk87OMjgMShdGQgrxuMAHI9iw1GdeXa8h7KgV/4XmpV49tWUbzfm7g/ibAZtPjEyyi/dPSqxTO1CvX4PdSMWt+Y6U3nUD16HtbR8xFeELZLxM10tqF0BkBE3vC2FORwF4zrKvQ1y6BvWE6+mxv4nvuTnptg+0aZt1mzvVCvLSXMN/1FWGiKUrqv/KVyRsbhZ+v02rIEdbD7mla7fr7UlHyihSkkfqEcSSaCQhlBxYLa30HSiUBEBkomcRjrB6/lrf1Exh2fReWVRjmH2tsOYyvJXkp7D9MFb2IuuhEpA53ghkbMwXAf8o/tgzdXIGboxEW40zmqpi5VooxlbUUfpLgJbainKRZP7sxQzNlUtvF1DPVQZGMYSVc9eoGAchBEAEvpboXS2YLYzrUwN68kjeBj8yy98ANYx0bADBXWMcqXFhUqHeESp9Ka7tZoK58hbIeUOJgkIf3Re9H+jz/SIE/wLQcTf/p50kXXDZM42n79Q0i+exfKrxxH8anXYJ8ZhXt5dj5+qvac6QR4yoRk6FD6OyAlTFiHz8HLEdsJmZIE4JBRjskSWAi0E/dvR8+//zVwVUHljVMoPkkFRM7oNFXJC0GGSsuGKFBMnICAcEmLTIkjJuTODJTOFniTs4AiAwxwLk8Ty+ZQdjdPxij72/EhpxOI3b4xki4ExSrJgxYBZEySUD0+Am9yrik7m8kS5PYMIHPIyTjloevz6QDxOzeDJ03kvvFM0y4WQNv+yQ/cCm2oe6nTuu7z95H77guY+X+/DXdiFsJywvOJ4vxqrxUxHTzUZTNFJsmI5QCWA7klCeG4JFlSqNbaL1XpshieJ1ImQTprRYY21I34vduAQCD39Wdgj9BiXzgu3PHZ6HpISTIyhOtCeA4YAJ406ZoW6kyldByJ+7cj/ZG7rtlsSPXqr5NHoC6WTng+LaoqVgTGjE0ro0jFwHYR5IqALC8pI+CaAnN32JqoKqhWq7j77rvheV6D9OvHNTUmtPzq8SvG9wFk9jZ3ryOJDGPw8yVUXj9FeuwrMOC1+D5z55oo6tO3bBQfexmFJ16Bc2lq/vX4PqW41FJFPJ8WX61J6lsIF1vBbJ6kIuk4ZflLDEGhAq8u21xKxiKG25/Kwb04CSlmQF3RQ4A9rGYned8cvLkiXWtX9kUxgQtHSsVhbF5Bi6s3ubvs5UsoPfMGis8egHN+vMFcu+hzxgwY21Yh+Z5dMDYuj9hnv1CBdfwCrGPnIy+OcL1Iulm/CwOE143WFOSONHiS6tN9EUBb0Qtjw3JodZGUN+fKcxNs/5ROc3vkWzFHXr9e2882Skj0lW+O1eaGFsUtWUfPRzsA7vgcpRK0JFE9eAbc1KLiAX31wA3rdq5nrWvDJI7k+24B4xzOpUlU9h2FsB04YZSfFDeg9LZBSphI3L8D1omLEeh0RiaIvQsNZsLzKXKqrx1Kbxu01ctgHTvf8Bq4rkId6ETl1RPzryFkPYXtREUo1okRBOUqAseNtKtyOgFteQ+0Fb2I37sV7uUZ5B/eO6+xDALSoasS7BMX4VcsAtpABKqUnrZ5jTZE2A5JhTapD92Bjt/7eEPjp1+xMP4nfwPr+EjD+2CyhLZf/zCS79mN4tNvUF3zyYu0SJmcpdIYWQLXVUiZBKRUDFxRaIdAkVE9eIZummFjm3d5lqIIaxnapg6mKkh/7F50/ctPAUKg8MQrqLxxiqrXz4xSjJYfEGtpETspXBcI6LMg4x0ZIZWuFvCYTrKRmA5RsUg2ki9DBEFU3CIshzTVfW0EgmMGma1mC0syn0HZoiZIx4WfLcCvr0I2NEgtSXBZgtLf0cCqya0pJO7fjuqhs7Ce3b/oOWusG0TiXTuu6TtlnR/H5L/7IqqvnYRftRfE+QmSCukauCoDYGCaEpk4g3I1ykUWrg/EDNJ3Z4sUeydL5BWIGxHzr3S2wLxtA9TedpRfOATr5CXaUfB9OseyRdLpy5yaJ30/imzj4aKvxi5zQ4O5bRXSH78f+rX2Afg+SnsOIvv1Z+COTs1/r/0wKzsEclJrCsbG5ZC7WkLzswN/hsCf3JFZlFxZqjXRMAw888wzyOVyMIxrKwh7O0b4PqwTF1F59fiiqTT1U0smUvvaI3Beee0k7dRdIXZOihkwtq+CuWU4Ot+cS5PIfft5lF841HBeC8uBXyhTqojjUv9AyL6yZBywbfiztIjlpg6lrwNSOk47JHWdEUzikNpSkGImglIFzrnLAATlaa/oic7JwHHhT88SSBUCSlcrzKGeRcFmrUbd2LLyTVeNB7aLyivHUHjydVhHz11xcQLQ9VBb3oP4/TsolSYE9kHVRvXUeVjHLpAMJizW8ucKBLDD71f9a+c1mUhLMtKiK10tlO61vBNm699ts+ObmZtg+0aZHzGz/WaTSEQQLMJsLw22hRCwTl5qqPqWQoB2LdNUZDPcByaRRrVWZBPYLvzZPOTOFgKDFQtanY7vRs7WrrxyPGIUahO7bSPkthQCy0H++y/RMTw9SikTnEFd2QfGGJLvuwXCoW1qgLZwnfPj8PNl8JgBv1AmJqIjA224D0p3K5zRqSazjL55JaoLmHWmKZBSCTihPtw+MxppS2vJIDymQ1szALkjg9SH7oCfKyH7zWfn9XyBgHWCGhyd02PwShWIMkkpmCqDSZyaCafqgLZBUggmcaR+5jZ0/cEvLnDElzH+x38D6/Row+vlioz23/o5xO/egsL3X0Tl4BlYxy/QjsD4HJWShMY3uTUFKWEAqgJt9QDg+agePks36rki1aDPUPbsfFmNAW6oaPvHH0HrL30AQdlC/rt7Kd7LcmAfH4FfrpLRrUDJJUGpGhn+avpsZuqkte/MgDkeAayYBm82D38mR9Ia0PeTKTJEWOSjreqHuXMNmCQR+5kt0o1PbbxkCz+Ac3EC7tgMRNWGFxbfAAhZ2xhY0iQT3qr+hpIPY+swlM4W5L//wqJsNjd1JN+9C/qagSuc0eHnVLEw+9lHkP3qU9TiusAACQFqCDU1cIQRiqoCpquhYVaFlIqTljquA64Hb2ya2P7w/OCaSjIYRYYUN6BvWA5z6ypUj19A9tn98LLE5Puzhfm8X87AVZkWK7YTmg4lyB1pyC3JKPFEG+5H5hP3w9w6fE3ASPg+yi8fR/arT8E5f7kRZBfKkTldSsWgrR+C2t9B8gnbgTuZpdfQ1bpoMgWTJZjbViO2e91bin57uyaoWKgeOnvVCD4mcegbliO2ay3k1hRpisPovoWG94WjdGZg7lxLMhNZQuB5KD6zH/nHXqIa96Du+JYbDY+oLcDa0qQDr1jwwxxrnjCg9HeCa0qURlIbbmiRd8GbzcObzEZEhNyZoe+jEPBmC/CmaJdMyiShrehZUkYpJWMwNq2AsWnlm9ItiyCAdXwExSdeQfm1k01FcguHhaVO5q0bkHz3zii3umbWto6eh31ujO4BgYCXK8KfztGu6IL7Ao8ZkNspfacmm5KSMUoTWTcIuZ1KbUqlK7+mm7P43ATbP6XzdmVsezP5JlOdcoWadm8y28yEd6Sh9F09X9svVuCOTTc8Viuy8cZno0ICb5LimeSONDm+JU45qEJQlnddIsmNNN5sHqUXFsTutacRu2UdAKD45GskoxmbiW4KykAXpLgBY/NKqINdyH71KQRVG0HVhn3iIryZPGkOi5XowquvHiDg4gcEOutGX7MM1oHTjewSY5TGEQJt59IU3MksOfQNNUoeMdYNQkrGkP65uyEsm15LyBJCiKhe3R2bglcok/4YIbBiHGp/JzEpc8SkcIMkAEziSL7/VnT94acbtLFeroTxP/rfTTX2XFXQ8Xsfh7lrLXLfeg7W8QuoHr0AfzZPZRNlixhTXYXUlgKP6WCaCn3dIPwcxXj52SKCUgWB7SHIFecztEMDo5SKo/tf/wqS79oOZ2wG+e9QbrifK0WZtX6hjKBsEbAsWxTNF9anM0WhQpW2FKSWJPy5ArimgKky3MuzpM92PZJDJE3Ap1g/KRVHbNdaqKFcw5/JQ/gB5M5m9tMvlGGfvERmzLomSIAAm5RJUExhR4ZMZSEDJ8UMxO7cCPv0GAr7G8uAovNk9QCS7951VbAnhEDpuQOY/K9fo+1tq94ASeU0YAwsppEWWpLoOOgqMd6WQ7KZUIfNTBX+bNiwyXm0SJPSCfocFRnaYBeMXesR5ArIPfRcVDXth+bHwPHAGMAUCWBAEEp5GGckLeig5AjGGJS+dmp/vPvadNkiCFB++RhyX3uaQEzQDLKFEJASJvQ1y6LM8sBy4E7QtUrpaVucDQ0LaWK3rH9LnQhv13gzeVReO0GZ4FfIaOaGBmPLMMxtqyAlTHjZIopPvU5ejSuY9moV3bGda6PdFncqi/x396L03IEGLTctasvw86WwDCqgc7w1Sakino+gVIFvu7TAbktFkZHCduGHhABjDDyTADNUiKoDd5TkKFImAW2wO/QAMdJwj02TRJEzKF2t0Fb0NS12gVCLvbKXrtFvgsWuMf+FH76K8r5j0f3tSiMZGvQtw0i+ZxfMLcO0yPB9OGfHYB0fgX16lEgQIeDnSuRJmc036eq5qtDCsz0dGXIjHfb6QSoaW3Dd8bylz4Wbs/TcBNs3yjRF/721P7cQZL1ZZnthvraUil/xBuxcWBD5Z2jEVkhX13XVy0QA0iqqgwQ6qrXGSCHgTc5RGYipw5vJQ64xGp4HY/O1Jwb8OEcIgcLjLzdc7BhjSL3vFjBJgnV8hG5OxQqckVA+koqRfCQZQ+K+7Si/cJhKFWo67UmS0gRlm27wLUloy3shtyQhpeJN2ne5I01V1AsMkXJXC5wLE+Ccw5vKkma7XKXUEEmKmsykRAyZj90LJklUSFJz/4fFFX6pCm9yFl6+DFGxyAQXbv0r/R3wprPws6UQaKsEpDhD4t270P1H/6AB7Djjs5j4k7+Bs6CWmesaOv/5L8BYP4TsV56CffoSGRxn83CnshBVB0xX54G2poDrGvT1g3DHZugGOptHYLnwS9WwMIaByTIZ9Ewdancrev/rb8NYN4jKgdPUqukH80U1YSUxmT4t2t4NJTz0GkN9dliU409lqZClYsObCtNGgoAi6uIGyUZkCUpPG+J3boKUjEG4HtzLs8SKt8UajkFgO7QgCvXl3mxhvmgDIJ15JgHJ0KAt72nQAutrl0FuS6P09P5Fq5q5oSH5wE5oa5dd9XtkX5rE1J//LcovHSG5kOXMs9lC0DVNVcA0GZxxMF2hGLuw2ZTHDfp3fgCWMMiHkStDQBDrXScZYRKH3NUCc+daMJmjvGc/3Msz4YKySousENjVgKzwatnbNV12axSjJ7emkHzPLqQ+cOsVzd61EUGA8qvHkfvqU5R5vxTIjunQVg9AW0la1qBiwbk8C6ZQ1OJixlImcRibVxLITsaafr5wyuUyBgcHIYTAhQsXEI9f/fVf6wgh4Jy7jMprJ5oWuQtHTseJjd64HEyW4Jy7jMLjL8M+e2Uddy0Vw9i2CnJLEoHvo7LvKPKP7YN16CyC2jWyFttX07zXYit1FUpLCiymQZQt+GE8H4/pUNszBKQdD8Kel11wVSGQDdCibDYPrqkkq+psAdMU+s5NzNGCrVyl6+mq/iUNq3ImQVXjG5ZHUqTrGXcmj9LTr6P0/CE4F68c1weEMpFQvhe/awvkZIx2ni9NwTo+QmRH2IZak8ctRpaRDjsJuT1DRVm13Z2VfdDXLiOZ3U0d9ts+N8H2jTI/BoPkmxmvqczmynpt+9wikX/XICERQqB6+FzDY9pwf7Rit45dAAD4cwUEtgt1oBPeBBWlyLXXxBn0Dcuv4V39+Kd64HSDqQcAVa33tMEvVFB44hWqwj15MdSY0tY25xzJ998C99JkxIo758aphdH1qYzBJ5220tsWZWovBNrc0CkRodBogJEySXihTMjPFUlTWbGosVBTojQAKRlD6sG7ICVjmPvKDxsWVPbZMbhzRfgzuSagDSCSjlAJAkKgrRDQfmAXej7zKw3xV/aZMYx/5nPwso3pKdzU0fUHvwh1sAtzX34C9tkxWCdG6KYynaOWPUMD1zVIbaRRllJxaKsH4Jwdo7azmRwZgrIlwKlF51GGNtdVaGsH0f9Xvws5k0D+sX2oHjwD4flR2otwPbqB2S5pg10vBNoBSRZ0FTwdo+1p14efLYGnYnBn8wim8xC2Q7KRmAEoEkTVBjc0aKv7qRpZkuBliwjmClAGOpvAmTs5R/m3josgV2rYwWIAWDoOKWFCaUlCXdkXLWC4qcHcuQ7O2TGUFmjfa6OvHkDigZ1XBQ5+1cbs5x9B9stPLiEZEXRczVB+pClgigLIEoTrUl553KDzNmEiqDrwL1HRTO28qOnsmSJDSsUp7aArg+rBM3BGJiFcjxYvk7OUACMopg2Mvg8iEOCcgZlaqJWn9yQlTMTv2oz0g3dfUwV2BLK/9jR9N0KQTZncFQTlarRLow/3Q1/dD6bItPC8PEPm8IGORbOyIyZ79/rrlhzMzCzdxvhmJrAcVA+fQ/WNK6eDAGTmNnethTbcB1F1UH3jFMUr5q4sL5BbkjC3r4a+YTm4psCdzmH2c4+i+NyBqM0TCLXYxUoji81ZFBUKQR4FUarQAjkVgxz6dUQgGtKVpGQMTFMQWA7tgoZ6ZH2oO6pR97NFeOfHyaytKVA6WyCvG1x8YaTI0FcPwNi04k0liniFMkrPHUD5+UOwTl+6aqsjCyvd47dtROKBnVB6WgEh4I5Oo7DvKKwTF2khEhq0vZkc/NlC00KacQYpk4TcnqbvlcTBOIc62AV93SDda27wArh3+twE2z+FI4RoNki+WWZ74trBduC4UUxcbUivfXVzZI1xrB9j8woAoK3ykLWq6cfl9jSsw+eobjsEB+qK3jfFMPyoxy+UUVpgPpPTccTu3ESM92MvkSykrt5eW95DFca3rIeUimPuC48BoLgm+/xl+IUy6RBtl0yHXS0w1iwDjxlRAc78k5FUwZ1s1N7zmI6gQGZIv1iBc3wEfsWmvOE47V6oy3sgtySR/MCtULpbkf3qkw1FD/a5y3Cnc/Bn8nVAO6DEB1A2rjeZpdbCeqDNGBL370DPv2kE2pX9pzH5519qkEQAZBLt+qN/ACkVw9wXH4d9fhz26dEwo7tAGeCmTmbA1hQYBOTOFqj9HRRtlS3Cm8khcKgICUEASJQ4wg0NXFcQv3srev7Dr1PG9Jd/SO2CxQoxRpaDoGzByxYgbI9ucCGoo/cb6rNDI2ZQqFBShqbAGZ1CkC0RmJQkSAmDgKnrQUonENu9DupgF+mvL4yDKQrUFY3fmcBy4JwdIxbbcQn41xjA0DwotachGTrUoe6GtjZtqAc8FUN578FF2TMpbiLxwA7oq6+szRZBgOKTr2Pqr74F58I4RNVuTBkRAgCjbHDOwRWZyosUmQBTEECKGXR9UGWwQKIFs+XQLkpYrV6Tv3BNhbaiF8rybjjnLqP6+gnaTbBJkhEUw3p2zoibEAKBTwU5UmiUq7GS12t+FL6P0ktHkf/GM7DPX54H2a4fJSEJQYY8bUUvtDUD4KqCoFCGe3kGTFVIP7sIgGGyREz2mwDZb/d40zlU3jgJ6+iFRXc6asM4h75mAOaONZC7W+GOTqHw/ReJHLgKI6st74G5Yw3UoW5avLx0DMXH95GhN/QX1HYoqNPBorhMEUbwtaXIJFy1EYTGe2ZqkNNxaqENxPxOAxBp+oUQdI6E10p1oBNKZwZQFfilKpwLE6FMy4fcmoK+foiaRxcZpacNxqYVDZno1zp+xUL5pSMoPXcA1rELVzU6AmREN7evQuKBXdDXLQMYgzs2jeKTr8GueaJqAHs2TwVPCwE2Y7QQaUtDbkvNx7b2dRCDvXrghrxf/rTOTbB9g0yTRustMNuiYjddAN8Msy1cjzRrdaP0LA223UtTDQwFYwz6cN813VCqhxZE07UkofRRCkn5NUrNCKqkTZVSMUopcFxoy7qi39F3rLnq8/y4RwQB8t9/sUm6kXjvbnBVQflV2q51J+ciE5HcTiUKam87YrvXIvuVJyOwZx0fgT9bANdUBDZlBivtaehrh8ANrWHrtDZKR6YhjgygrVyErJFfrsI+dgGiagOOBx5+XmpvO5TuViTu3QZtuA/Zrz7VYJa1z12mivXZPLx8KTzv/BBoC6h9HZRtHGq35xltjsS7tqPn3/zDhpSF4p79mP6LbzbLXFqS6PqTX4awbcx95Uk4Zy/DGZmYj/YTlGgixXTwdBxMCKjLeyClYqgeOgc/X4KXLSCourS4AEg2olDiCNdVZD71bnT804/BPnsZhUdp8eOOz5L5zQ8or7pSRWBTAybd4Mn4x9RQn92eJo1wtgQpE4dXrMCfylEaixBR8oawXTBVhtLditjtmyAlTPj5MtzxGaj9HU1lJs7YFJyRScAL4Ocatdnwg4jxk9MJaMN90eKFGPMBOBfG4Z9vboEEyEycuHfbVYs1qqcvYerPv4zq66fgVywyG4b54QgEqF1KjjTWXK/LAPd9cF2jxQljYHETQZiYwiROJlnOISVN8EQslFy0Q13ZB29yFqVn9hOD7Hhh6U+ZwBWjawxEEG4MMnBFhtyeonKr0GugrVmGzCfupwi0q1xXheejtOcAcg89Rwx6eF0WTqjRr0sy0Vb0QFu9DFxT4M8VYI2Pgps6NeUuBrIVGebWVTB3rvmJarKF78M+NYrK/lNXLZLhpgZzyzCMravAFBnW0fMUO3oVwyPX1XmpSCYBZ2waM//ruyi/cHieDBCCcurzJYq0DBNFGGfgCXNec12x4YexfTxukJmYMaqvr3kCGIty54OqAy9bDBOWqLRKyiQQOB7c6Sz5RkpVyMkYlIGOSIa4cKSYAX3DEIwNy6+73TGwHJRfPU4A+9BZ+BXrqr8jmTr0jcuRuH877XLJEtzRaRSfer0RYOfLZOhcRCIChPGFbSlapIQ7Kkp3G/S1y6CvGbgmqdLNefvnhgXbhw4dwl/+5V/iwIEDcF0XK1euxKc//Wl88IMfvKbff+211/Dkk0/ilVdewdjYGCqVCnp7e3H//ffj137t15BMJn/E7+A6pwlrv3mw3VRow1jEVF7PuJPZhtpcxhjkK7TGUeRfnV47aUIb7rvq8wS2CztMsaiNsYm0187YTAQUayy70tUK59IUxWaFpRxKX8cVFwI/qam8fKzphmZsXA5tsBvuVBal5/aTrjOsxOaaAm15DyRDQ/KDt6H45Ov0ObgeqsfOUy62xCmDGKGxZ/UALWjCwpP6UbpamoA2JSAwBK6LwHJgHT0fmfx4yATK7Wmog12I7VwLY+swct9qzA+2z47BGZ9FMFeEV6gD2hKZ0tS+9rBExAbA5oF2aIbs/qN/0ADwcg/vxexnH2nKj1V729H5r38Z7tkxFJ87APvURbjjc/S3i5XQfKdDSphRXbC+bpDc+McuhPnMFfhliiCspU8whfTZUiqGrj/6NJIP7ETp2QMov3KMYv1Oj5LkxPFC051LmmTbpeZCP4hKVXgqRpFilkOPpWJwJylDXLhhWkLMABgZvXhMh7F+OfQtK4EgoDp7hGbgOnNVUK7COnkRfoEKOvzsfNJIjZmXu1shxXSoy7qoSjq8bqjLugDGUD2wuAFSTsepqrlusbrYeLkipv7imyg8to8i1iy7UZcdCGKW9dAAGbLT4AyB70PSVdAbFwSy8yX4U1k6JroaHRs5HY+SdNSVvQiKVVRfPQ6/UA4X/VlqAwwZTCKyBYFhxshE2ZKIarOZLEFf2Yf0R++JgMuVJrBdFJ9+HfnvvtAQ4SdshwqKwp01rqlQV4YgW5XhTefgjM+CJ2PQh/sXBdlcV2FuW0U52T/BSFK/UEH14GlUD5yhnaYrjNKRgbF9NfS1y+BNZVHacwDWiYtXlT0onRkY21bDWDdIOyHP7kfxh6/BPnWxbnfAi8zGwnbnvQ6qDCkZAzc1CMtFUCgTiNZV6onQVbp21X1HmCyRRMcPohIWbmhQB7shd6QBzuHN5OEcOY+gUAZkia5tK/uiaLz6YRKHNtwPY+Py6zY7Bo6L6usnUXxmP6qHzjTtzi02JEvpR/zubYjdsRFSTId7aQqlZ/cTwC5Ts6mfLxHAni0sDrDDNBa5LRVdV5WuFuirB6CtWXbNefE350c3NyTYfvnll/Erv/IrUBQFH/jAB5BIJPDEE0/g93//9zE2NoZf//Vfv+rf+J3f+R1ks1ls374dH/7wh8EYwyuvvIK//uu/xhNPPIGvfvWraG298cDZ2zHNGdvGm8r5XGiOlNvTDbFsC6d68mLDBUZKxaGtuLqExDox0rAFxjiHvn4IAFAJWW3hB/CmcuAabVEHFQtKb3sUnRXbvQ5+cOXtzB/3uJdnUHr+UMNjUiqOxP07KObv23sgHLdhK1YbJs1n8v23wjk/Ts1sQQDrxAgltfiU8EB13ga0wW7IXS2RpKThudLxptIa0lJTzq+wXapRL1sIChWq3mUMcksS+qp+6OuGYN6xEblvPReVCSFstXTGZykBo1iJkjgYJ5Cl9LbDvTwbNhfWAW1ZQvojd6HzX34qOo9EEGD2bx5B/rt7m3Z3tJV96PrDT6Py0hHa6j42QszUBJW2ICydqekyuSxD37icEnEm5+DP5OFXbdKph6CXIudCI2R/B3r/n9+G2tlCspHLM/CLFaosDjN8vdk84AUIQpBZA5hMohg7qSVJx75QJmOj58MdmYzKhWryErgeEKbmxG7fAKWjBX6+BGdkEmpfO6SWusV/GP3ojU5DcBbGnNUxY65HbHZbCnImQYUadWy20tcO9+Jk0/kA0HfL3L0O8ds2XLEFMnBcZL/yFGa/+Bgdb8uhkpiaLru2ba8pIZOt0rENSz8Y5+CyTMx/TKNdqdFpCBHQa+X0O1I6HmWHqwOd9N6PXaCFhecTyM6W6hb9AggAwQTAOJjEwmjFFjrWoQ41/XP3IHbr+iterwDAL1dRePxlFB7d1yCzCio2gmI5OoZcV6Eu7yG5iCSRdn4qBymToGbPRZ6Hm1q4WF31piu53+oIIeg6sv/0VTOuo4bD7avCZtURzH3x8QbZ2KK/J0vQ1yyDsWUYck8r7GMjmPpv30TllWPzudhBAL9sIciV4VeqQK2RllM8nxQz6TO1HPj5crQY5rWyqwXHl6sKpYbYZMplkkRa684MeNyAny3CPnuZytUEyOy4Zhm1jTIGf8GiXulpg7F+CPq6wYbdtqtNBLCfO4DqobNNnpiljpc22I3YHZsQv3cr5FQczsgEys8fhH1mFEG4M+1ni7RrGH4XFg6PGZDbUgSww9esdGagryGJiNxygxGKf8fnhgPbnufhD//wD8EYw5e//GWsW0exaL/5m7+JT3ziE/jLv/xLvPe978Xg4OAV/86nP/1pfOQjH0FHR0f0mBACn/nMZ/CVr3wFf/VXf4U/+ZM/+VG+leubJhnJm/9Tb1fGtrcgwk++gqHIL1TgLHChK50ZKGHF7pVmYSuguqKHttYLBHwARMY2dbAb7mWKB6wZnOT2NNQVPTdU/mfguMh//8WmnYHUB28D0xTkH9oDL1uEfW48YmSU3jZI6TjM7avBYwbyDz8fpQM4I5NUNS1xMpZpChkiV/ZStNgCYMU0hS78dVpG4ftgjBMz6XqohjW9Qa4UAW0pFYO+ZgDail4k3rUD+W88CyeMx6qljjiXZ+hGULEioA3OAYkissi86UWsFFMJCKc+cR+6fu8TEcvo2w6m/vzLKC/I/AYAc8sw2n/v4yg+ug/VY+fnK9WnsqRTV2VilTMJcABSIgZtdT+ckYkoZzmoWLTwrBn2akZIQ4O5ex36/tNvwpvOYvZzj0ZRX87IJITvw53JU2qI5xGjHYgoYYOpMqSYCd6SoK3vig0pk4A3RzfH2q5DxPI6LpiuQVvRQzGPjFOiheNRUk9dnJifK6F6+Cx9RjYBj+gcCnOj5d52SHGD2Ls6bbbc3QpRsWEvyCSvjdrfgeS7d11xS1wEAQpPvY6Zv/wW7Jou23aJUfeD+ZQRWaLjqSrE5nIeXcOYIhOTraukkZ+Yg/A8ME0FlwmUk95WI2NvZyuEIsG5NDUPsmtlG7XnDM8/ANREyiXwlElJEqGpUulpR+ojd1K9+lXArZcvIfftPSg++Tr8XLgbJ4CgUqWdhJA95IYGbWUv1FX9YIIW0P5sAXJnhlI4Flmw1OIbjU0rrqnW/kcxfqkK6/BZVA6cuWpWMzd1mFtWQt88DD9bQHX/6WvSYsuZBIwtwzA2LodfsVF8fB9Kew7OJwjVZCKFMn2XQpkIELLYcQNMU8lsXLXAOC2GuRZeM3QV4HU3wnAHQ3hBRM5IqRiUjhbw1iSCYoVaHY+Rn0GKhd+R9nTT5yCEgJSKEcBeP0Syo2scqpo/ieKeA1SMdYXs8eilcw6ltw3x2wlgS20puOcnUHnhMHl1bJcY/2wR3mwhLGNqPv48plOjY1sq2iVROjPQVg9AXz1wXe/j5vx454YD2/v27cPFixfxsz/7sxHQBoB4PI7f+I3fwO/+7u/ioYcewu/93u9d8e/8o3/0j5oeY4zhN37jN/CVr3wFr7766tv+2m+Uebsythcy21cyRzoXxuHNzUtImCxBX7/8qpF/3nSuSeZgbKJSmsr+U9EFxwszanlMh39hPDJRAUBs11qqkb1Khe2Pc4pPvd5kVIzdtgFqXwc1HZ6+BG8qG0ljpIQJdVlXVO6Q/fITxOZPzMI+M0aFNZIUlaXInS0w1g2Rdjg0hUWzwJEPEIgSjg9mSGGd+gXKra2VpXAOHjegrx2EOtSD5PtuQe5bz85/NmGOtjs6TWkZlk3SkRBoM84ht2cIaAf0eliYo81VBS2/+F60/5MHo/PBmy1g/DOfhX2uWUucuHsL0p+8n2LWTo/COkXHyssWAM+nxA9DI8mL50Pua4fS2QL75EUCvLmQcQ+NSEyWqEnS1CHpKtKfuB/tv/MxVJ4/hPJrJ4jhP32JtrUtB95kFoFDedHC8UKAKcK0kVA2oqsISlWKr5M43EtTFP8WBCSnMLRQ0y0gZZIwd6yGtqIX3mwB7sVJKL1t1BxY+3x8H9aR8/CmchCcdN/Rbo8Q1IKXjkNuS0FpTUFd0TufNGKEMZgLvq+14aaGxD3bCBxeQZ5WOXgGU//lq6geOougYi3Iyw4lIxIHNGXe/Fj395giE+uvyhSPOE0LZKYq4DGDpB6pOOluNZVAv6HCm87Dz9Ux2bnSPMiu/R9jIchmkOJUe8/DsiW5pw2pn7kNyfu2XzUX3Lk8g/xDe1B6/uC8lCKMmAuK1Uimw00d+qo+aMP9lJF9fgJBoQylpw3qtlWLltEoHRmYt6yjBdSPsEadc44dO3bA9/2GunYhBJwLE6juPwX7zNiiYK1+1L4OGNuo2Mg6PkJxnlcrUeEc2nAfjK3DkLtaUHr+IMb/9POwjo3Mmx0dF36RzI7CdshAizARI2FSNF8gaKekYpFJWddod8RQG4Fx7ZwLBISgc6LWEim1p6n8aDpHC0PXA1fDNJGOdJP3AQhleqv6wYZ7EV/Zf811937VRuXV4yjvPUyFWNcEsBmU7laYu9cjce82yB1pOGcvo7zvKGXShwtqb7ZAUaKF8qI7DxGD3ZqcB9hdrUSKrB64KRF5h8wNB7ZfeeUVAMAdd9zR9LPbb7+94d+8mZFlesvSNeQ+/3jn7TNINjHbb8JxHFTtpggopXtplto+NzbPEIEkDNei115ojJRiBrQVPcS8HiS9qV8owy9WoHS3Rga9GqstJUzo6wav6T39uKa+Tr02Sk8bYrdtgHNxEqU9BxEUK7DP0E4AU2RoawYg6RqS77sV+Yf3wi9W4GWLsI6NwJsrgHEWNUrKbWkYG5fTdj6TGwCPcD0Cv3VbIyIIIEoWeNKkeMGj56lJbK5AMVCyBKarMNYNQRvsRvL9t5BGu5ZEEwhYJ0fgjs6Q0dByCGiLEORLlNta23FoANqagtZf/RDa/uHPRADEOjOKyT/7Itw6My1AN6fUR+6CuXMNcn/7FKwzo/j/s/fmYXZc9bXo2rumM/c8qSW1JEutwfI8g8ExmASwmYfLTQDfBL8wBALkke+F9+Umudzkkntzg4nt5IXchAAGEwNmNHjAgA22JcuzrXmWulvqeThzjfv98dtVp+r06VZLbkltqdb32Tpd55w6VXXqVK392+u3lnVkhKLXZ0pULU0aNL2cSQKeFySMmnsHqCJULFNMu22TzEAL6bObM+j6fz+E9JUbMPXNh8nJZDIPc9+gdPgoBIQ+0JIKAKjJQXhzGswmWYnSnIGTL8OdnAkGN75MBa5L+t6VnUhftxmQXurwPJIdhD3FB0Zh7joCKBxe1Qw8mwHUmin7uui3sWYZlPYmOu6MqqheoQynUudAI5G8aA01QM6jFTYHRjF2+70o/vpFuMUyuSWEmx890qcHJFvKQJgABGcBYWGaCsFAsg/TipBsnk1ByaUCyQhPJeBOF+EOjkI41IgdIdmeoMZHxkhywhmUTBJqV2uNZHe3ounm65C9aX67QiEHijP3PYbys3uCQYxwXGq0LlWCiquSTcHoXwF9dQ+8mRKqOw9D2A603g4k+pdH9MI+9JVd5CgTSrE9nUgmk9i2bRvK5TKSSUqOrbx8kGQMJ6pi6xoSm6ma684UUX35IPI/efKEISq+p7Rx4WpYB4Ywde8vUXl2T9D4J1yX3ERk6qzvJsIYaEbDJ9G2Q+c0YzQAThhgST3Q7wMIZnAgBATnYFKOpbXnoEhNvjM+A3P7IWoSVzjU1lzNfabuO2AKh3FBLxKbVsNY2wsoHOVy+YTflVuqoLRlB0pPvEyORgtocvT7mtJXb0TmDZdDbcvB3H8MpS3bYQ9QL4BXrMCZzMOdzM+p61YySShtUYmI3tsBo38FjPUroDbHBPvVhiVHtg8fPgwA6Ovrm/VcU1MTWlpacORIY5/YheC+++4DUCPuc+FEF5/FRti6CKB7/KluQ71ujGdTJ70uq65KxhQFSnuu4XqEECi/dCCiK1Oas9BX9cz7ucJ1Udke9dZObF5NjV3bDwYuFvbgWLDO6u4j4IYWaFyTV64HpE7U35azCTdfRv7BrZFlTFORu+U1cEtVTP/oN3ArJiq7jgQVYKN/BbihI33TFShu2U6WcxWTKp3j03TTkUUqpTVHgwtJQsKNX57lgEFEqm6+/RXPhol2Ee5EHkpzNiDE+oWroPd1ISuJtiO13sJxUd11GPbxCbhTRapoV0x5nBmYpoE3pagCzhkY44ErgJJKoP3T70PLf3oDVSaFQHHLdozd/p1ZyXJcU9H6f70NXFcx/f1fw9x9BPbIVOCjTI2QSfB0AtwgxwujfyXc6QKc8ZkgddAtVkKyEYoE5ykDibXL0fO/PwFvIo/Jrz9IwTDSBUZYdhCKIiTRDldUma5ByaapWl2xgKQOqDrs4xNBNdtv+BNSZqE0ZZC8vB/6uuVwR6ZgD4yS80FXa3CTd0sVcvcoVaSLSS1CWTgu4Lhk59ecgd7TRlZyMkI6kOLM4W2sdrUi+6Yrofd2BOdBPZyJGYzddR8KDz0NZ7pQI9mOWyPZAKCpgKZAkU2QgoHIEGNgQj7PGTUzyoAenkkCnBNpyKUBTYWSTYIlDHjlSlD1pkp2KZgF8KUqgtMgjnMGnkpQX0IqQVKnzhY0vfVa8gSXs3YNr0uui/IzezD9g1/D3H20Vnk1bbiFErwKhRExxsjJZcNKaMva4YxNo/rifkBVSU/vD24iJyxDYv1KpK7aGJnxO1PXH+G6sPcPYWr3AKzDw7NliHVQO5qRuGQtlNYsrD0DmLr3l4HcaU4oHIn+FUheshaeJ1D8+TMY+8qPak4knge3bFLTa7EC2G6w/0zhNCgyNDDXo2ZWyyaNtk4VbH8gBqA2ewLQdYRzgDGozRly1Ujo8KaKsPYP0nkqJW/Gyk6obU2zG2AZg768gzyk16+M6LCFELAsC8nk7AGaM5VH6fGXUdq6A+begQXZ9IExmpG8cgPSN1wKJZuCdeAYpWCOTUN4HtyZEtzJPFl2NuilAKSLSFsOSltTIKHRV3QRwV63PDJDfbbuc0vlPrvUsJBB9pIj277uNpttPHLLZDIYHh4+pXXv2rUL//iP/4i2tjbcdttt8752ZmbmjJxQjDEYhgHbtuHKGFTHcWCZJkS5DMtawI9dgnMOXddhTueDdQGAoyson8S6DMNA9cixSCyr2tkE07ZhFouR46JpGvhEAdbQeHT5mh64CRWlfB5eg+lMXddh7x+CVagbGKxfAcuyMLN1BzzXhShVYU/MQG3Jksex50HpbiMSqXCw9StQLBaDbZ2Zmb+Z53RBVVUonKPww8dg16V3Zt90JURKx9S9v4Q9U4S567BsHgTU5R3gTWkYl66FPTqFyq7DgOOi8vJB2MfHKbhG/o6VpjRVclNGYCXnOKSN9iuRPKHD9ZcBpMeW0e3VHYdkdO80SUd0IlH6xlUwVnYj9aYrMfndX8Iemwbn5HhS3XGYZBX5EhHtqhUMEmBoYKkEheLIkASWMmhg1pRB13/9MDJvuAK2TZWsme/+CjPf+dWsZh8ll0b7J98N+/Awii8fgLn7KOzRabjj06TP9hshs5Q4qGTT0Pq6A/2sM12kKVifPCgcTFVJXpE0kH3ztej4k/eh+IvnKHRppgRr/yBJRmZKcMamiCj4DYDBTV8ShmwK8DyIqgkll6bq+fFCoOv1bQSFEDSN3duO1GsuAgNQffkAwDn0zasDHbHnujB3HoF5+Dg1V5artRuwJ4iwpgyoK7qgNqWhremh5kuQXpRpChx5/tRfo1hCR+r6i2BctAYuY8iHfn+6rsMwDIiyiYl/vR8zP/g1pWn6lUifZAsvostmhh7If4RSmzNhigIonCzJTJvIcTpBx01G3jNNAUsmwBMahZXMlChgZGy6ZuEn0zcZqJLpk2yWSlAKZzpBMqWuFmTefA0yb7gcPJOEaduw5XWaMQZd16GqKryKidIvn0PxoW3BQF0IQY3ARXJ2oR1gUNubYGxcBaUpBWdkCuXn9oBnUtDWLCMbScbgeV6NRGoqjIvXIHFZP5SmNGzPQ2WOa9xigDEGRVGgKJTE6oxNw9xxCNauI0ExYq73cU2FsaGPrsUTeZSe3kVkb74mScbIieTiC6D0tKL8+HYM/909sI+Qo5LwBLyKSdeDAmnbA4cYJiVNhgYhHWhgOxBgYCoHT9KMlN+jIByXzj1G5NpfztMJKO3N4CkDXr5MEi3fDSaThNbXDaWjZmvnCQEhr/9qVwv0DX3Q16+AIotMZdeGO1MN9ltVVSQSieCe4RyfQPmJl1F+ejesg8eDdZ3oe1G7W4lgv/YiMF2FdfA4Co88QxI2yyE522S+NmPT6DtqSkNpzUFpy1H/g6pA7euCJv3leZKu9RXXhXuGOMlCcLbus0sVLS0tJ3zNkiPbpwsDAwP46Ec/Ctd18aUvfQmtrfOnhzU1ndlGA01VwVQVjuNAVVUYiQQSqRRSqZPTWwshwCs2mFr7apPtLdBPcl3mRCGQ3ABAamU3EokEEonZ09GFLbvgzRQDgsdTBlKbL4Cu69D1uRuVpnYPRD5DW96JVE87BXvMlKAoCqpD43Rh62yBtX8IXNegL2sjV4UrNyLVlA32e2ZmBk1NDapQZwjF37wIcXwysk+JjX3IXtaP4qPPwz02AefQMLxihfapJQujrxtGXzf0zlYUHt4GJoDKrsNkP2Y5RLQZVff01T1Q25spNdMP6+DU8Og5HlSpV+Wy0u+M0yAFQgTBLu74DJTWLF3YdRXJzWugr+hC+o1XoPijxyFmSgFhqW4/COf4BJxCGbBseFWbNLmMAdJH2R2fpnAYSY6YwqF1tqDnf34c6cv76SBYDsZu/w+UtuwAEK0CaD1taPvYO1HeugPV3Uco6XF4kvSejldrhMwkAJfSKJVsmryjx2fg5sukn3TdhrZ+Hf/3B5DYtAoz9/wCbqkC+8gw7GMTVM0emSLy5bh0rMPNrJoKnkmA6TpJIlIJQFNgD08Gvtl+1dv/jpRsCslL15I/9OAY3LFpaKu6oXbWmhitwTFUX9pPzMQTFMgjq+HCpIqd2tsOtTlDUdLL2sE4p1kL6SvNGAfqVXCMIXnJWmRed3FEMhKu3rlVC1PfeAhT33wY9vAEDZxshyq+ni/doFkBGNRMylSFiLfCiWQLKRdROFXkTRtQOH2mwsFThiTZKqCr4KoGuA7cySolPo5NkTZaeEG/ga/LFX4lO52skWypyc699Tpk33B5RC6iaVGHCnt0CjM/ehzFx54n2REgw1LKNAMhCQ9TONSuVhjr+8AUBmd4EvbREajtTUhevLahJEXJpcjS7pK1Z9xZxCtXUd15BOWXD8IZmUTZMnHD7X8GQOCxz/5PpPSoe4ba0UyzXwqHtW8Qpfu31PZjDvkkMzQkNq2CfsFyVHcdwsz3HoO5d4DODdno6BXK0obSjpBH5uv3/Sq1P2CTg1WeTQUyEeG4wUwVWUbqRDoTOlV00wmIchXOyCRsWVXmSQPGyi5yw2ogh1LbmmBs7ENiY9+CHDiE56G06zCKW3ei8uwe2MfGo/szx/2DcQ6tpw3JqzYgdeUGwBOwDg6h+NA2eDYFXbmThZo8JESM/XUyhUNpzkJpy0GVCak8oUNfuxzGuuUwVvectabahWAp3GdfrVhy32omQySiUGgcGVssFueses+FoaEh3HrrrZicnMSdd96Ja6+99oTvOdsnEpNG/ScLIbuaw1ByqZNalxACzvFo2qDW095wHcLzUHlxP7yQ9kxtb0Zibe+8n+nmS7APR2coUpeQt3b52T0AKJLXmZgBTyVIuuB50Fd0ku2awpG+asOszzjV4/ZKUd07gNKT2yPLlFwaud++GubuIyhv20U3dWkvxg0dRj9p75KXrSPdpLT4sw4N16pWktDpKzth9PVAVC2KGZYQDmkl/aQ8wP/+JgLXieqOQ3CmCnDGpqVVnU7azYvWQF/eifRvXYrp7z8GJit+XqGM8vaDcI5NwK1Q1dUno354hHA9eDMVItqKrGhzDmNVD3q//CkkZGqoNTSG4b/5RsPwjMSmVWi6+ToUH94WNF/awxPwilUAgnSeSYMGBoJBv6AHwnZgHR2hG9pMyBIvkI0QOTdWL0P33/xfcA4dR/5Hj8MrVlDdOwCvXIUzXSSZjKxkU+Q6iDTLJkiWSQC2lHLk0tRAN1IMqvJMoaZLMNLB6ss7kLz2QoiqBfOF/eC5NAWByGqdmy+j/OxuuPkymMqpKuhLRiwHwnagtGYpzKijGfpqShCl6l+VzvlEYxs7fXknsm+8Ys4GZs+yMfW9RzH5jQepSli1aoTJC+myOQd0DTyh1RqbfT22EICmAJxTyqhl07FKGqS9TRpQmtIUy65wIlKuB8+qkEZ1bDqINocn5HEUAFcAPUSyu1pILiLdG5re9lpyF5lDcy6kVeD0D3+DSliPbdrwipUg6REgqZK2ohP6Bb0QFRPOwAiE5wV+xI08svXlnUhduQFG//LT2vQ4a79clyz7Xj5Iln2RyqjA4PR48BiQjX8bVkJtzsIankTpiZcb2sWFwRiDvqqbpE5jMyg+/hImvvIjePI6EMSm50t0DQi2QYBxJUgHJdNzBFprpmtkTZlKAJwF1ygANGhLGoHziNKWA08myHlnfIbsTeX+6L0dRLAbDH7UliylIG7oI7eRE+mvTQvVF/aj+OTLqLywf1Za8ZzHSOHQV3QieeVGJC5cBVExqYL94FNkzzddpCLGVL6h1SZAgxG1NUsV7GaKSlebMzDWkTxEW95xRs+txcDZus++mrHkyLZv6XfkyBFs3rw58tzMzAympqZw2WWXLXh9g4OD+PCHP4zR0VF8+ctfxo033riYm7vkUN8cCVAc80mtI1+aFXow143cOjpC6XYh6L3tJ7T8q7x8MDIlxg0NxvqV1LAmGwd9yzmtqwXW4Bg1ycjtSFy4+qymsIXhTMwg/9MnI8sY52h622vkc1tIuiCdNxhn5NebSiB742XIP/gUSQv2D8E6MCRvTCLQZOvL2mGsXQ53pgg1rA91XLjjM1C7Qq4Wngf76GhwnKrbD8KZzMMZkxXtRI1oG6u6kbpqE5FR04KiKHCnCqjsOAT72DgFuVQseLZDZItT46OokretH3fOUgY450hcuAbLv/wpaNJlo7h1B8a+/J1ZTUCMMWRedwn01T0oPPw0Ee3hyZqtn6yS82SC+G8qAW1ZG+keJ/JwZorwZko03etr1zVfNpJA7q3XoeUDb0Dp0Rcohn5gBPbgGDzThjMySdU5zyWJjuvJyjTJQXg6AagcMB0K12AMzsgkkQ2/mi0JBlM4lFwaySvWQ+tppSnoqgX9gmWBBRc1+h6AdWQYzNAgLBteSQ6GpT6cJXVoK5dBbcrQ7EVrjnSeUwVAfkYjqM0ZZH7rchjrVzQeCNsOpn/wG0z8+09hDYzIqPO5STYLk2xF+mULQbNkHKRxtpzgPCAXCT2oZAvZtAnPA1wBZ6ZIKXdVi46d69UIoKoEjY88kyL3iFQCTFHIJ/sd1yP9movmrCJ7VQuFXz2H/ANPwTp8LJCjkD92OeLbz5MGtNXd0LrbSPe7dwDM0KAt7yANfZ2zCOMciY19SF25YV4HpsWGEALO8CQq2w+iuutI1Ft9DqjLOpBatQzCsmHuG0RlHmlJ8J7WHIyNffAqVVS27cb09x6FK2UapGcvk0wk5CQC0IwW0zQadMmZDuG4NOOiqeDNTTQbpCgQtgOvWKYZGznz4YcNKS1ZcEMnzf5EHo4tCxC6Bm1ZO6UfNjjnlaaMTEHsi1hezgVnKo/SE9tRenoXzF1HIg2OvvSoEZimwljTg+Tl62Gs6ISTL8M6eAzFXzwbpBi7UwWafavrtfLBk+TBr7blqLLPOdSeNiT6V8BYuzywWo1x/mDJke2rrroKX/nKV/D444/j5ptvjjz3xBNPAACuvvrqBa0rTLRvv/123HTTTYu+vYuGWT7bp/ZDnBVok0qcMD2tHvV2bDxpQJnDXqi68zBpXiWUTBLJS9fNa/knhJjlQpLYuApc11B89gUANHXqjs9Q/K5NlT99ZVewL+mrN9Wv9qzAM21M/+DXs6oamRsvB8+kMHn3g3BLVVR3HwkGF/pq8hHP/NZlKD76PFmLHRmBuXeAvj/PI70s59C6WmFsWAl3Ig9tVXdwgRaOC/vYOPTlncG5IjwP1qHj0jVGoPIySUccXzqSNMANDYnNa2Cs6UXiwlXI/2xLoMG2hydR3X0EzrEJeNJf2nNcMJlWyFMGDQSEIKKtkzMFVxSkX3cxlv3NH0LNpSGEwNS3fo6p7/5yllaR6xpy73wdvFIFxV+/APPAEKUtThdINqIq0p2ApsbVLpITOKPT1Ag5U5S+5CKQjUBToaQSUNub0PEn/wlcUWiAky/B3EchEc50Ac7oFOm6XY+INny7BEZhSUldNugBPJskUu43QAJSC07aWWboMFb3IHnZOthj06i+dJD0optWgamk37b2D6K64zAEYxCMBrF00gh4VTOQSKit2UAyAsbgTuQhXJd09Q1+u9zQkL5u85zJiMJxMfOTJzD+bz+FdfjY3CSbMWpulIFAkGE0glKTwFWFgkOqJoXy8FrzK5HsNBErIeC5Lrh87E6Q04InbROF6wKOHNT4JFvh4LkU1I6WIBAn0b8CTe98HdJXbphzKt0ensTMTx5H8bEX4Uj3I79y6pVCUhGph9VXL4OSTlDS4/4hcknaKBP16q6xSiaF5GXrSK98Bgfybp5cTyrbD54wQAYAWKh44hVKKD+z54Tv4Qkd+rrl1A+y4xAKdz0bFFTmJdhggXYfmhoQbNgupTG2ZkmHrak0kCxU6NySUi6m0swXz2XADBVwaBDp+DNEmgqtp61GsOu+E7U5A2NDH3lId7fOS1CF58E8cAylLS+j8txemIeHT1jdjxyf/hVIbVoFtasFzug07KFxWIeH4c0U4UiCPVfDJGMUMa+05uiYpBI047WqG8ba5dDXLJvXMSfGuY8lR7avu+46rFixAvfffz8+/OEPY+PGjQBIPvJP//RPUFUV73rXu4LXT05OYmpqCi0tLREdtk+0R0ZGcPvtt+NNb3rTGd+Xs4FZHtu5k79p1JNtY3VP48qZ46L87J5I5VLtaEZy85p5128dGJplUZW8+AKKDn+Z3EnsoTEIIaC1NcE5Phmtaq9bEcS0n00IIZD/2ZZZN0gKSliFqW/9HO5MCdUdhwJpj9bTRt6rV6xH5YV9cKaLsI+No7LzEFVKpC+xr1NPbOqDOzETsRUTjkvuFis6g9AH4UqivUwS7ZcOkuvIZJ6kIz7RvugCGGt7YazqQeGRZ4L9sA8PwzwwBGdkCsJ1qaLteUS0VdLvevmSDK+RU8iGBkXX0fz+G9H52feD6xrcmRJG/u4elBvEhCstWTS9/bWw9g6SXGZoTKZBmkHDJwWfUMVcW9YOuC7sYxPk7T1dlPHnqMlGDI1Cai7vR9tH34Hqs3vhzBRhHRkmLaZpkTZbhsMIx69ms5rG23cqcFywVALCdek4hORYTDpuMFUlG7Qr1oMbGtn5GTRT4BM0e2gM5Rf2k8+3wqRNomwErFoQrgelLUeSkc5WioXWVenzbZKms0GKHZO67PT1Fze8cQvbwcyPHsf41x6Adfg4uav4cpHAUs8DJIEKSDaoSk+DQQGuqNSMWbUBR5Js38pRVrLBGIRtQ7jkq82EoNROOWiCIB/lCKnnDFzhlPjY0ULvMzQkN69B87tfj+RFFzScTvddRWZ++iTNiMnvxauQTWLY2YYpHEpHM7QVXWCuR6R/qgC1sxmJDX0Nfbj15Z1IXd5PMwRnyBLWq5io7j6C6s7DsAZGT/h6pirQutvADA3V4bHaegplQG8ssWEKh7aqGxCAeWAIU3c/TM2soP4At1BpSLAh3W6YqtGMB6NzCxaloCrNGTrXNRWQch24LqBppLOXSaI8mwRTVbIFnCnUGik1FVq3JNhNDQh2a45CWjasjPQ7NIJbrqLy7B6Utu5EZcdBGqguoImwFuDVB31VDw3oj01QT8WeAWpunCqShGaO5lemKlCasyQRkfprpSlD19e1y0nyeJKFrhjnLpYc2VZVFX/913+N2267Db/7u7+LW265BZlMBg8//DAGBwfxmc98BqtXrw5e/61vfQt33XUXPvnJT+JTn/pUsPzDH/4whoaGcOmll2LPnj3Ys2f26D/8+rOO+uvDKVa2X2l6pHBcspIKQZ8jct08MBR0+wNSA7h6GbSVXXOvX4igUc6H1tkCtacNpd+8CM+yya1gdBqMkbe0cF26cGnkKZ15/SUntU+nC+WndqIqEy59aF0tyL7pSkz/4DewR6dQ3XE4IANqSxb6mmXQV/XAGhonn+exafLHnSqQpEA2DKntzUhsXAV3PA/9gt6aG4TtBETbv5ALh/SdWm8HhaPIuGt3uhjYZnFDR+KiNUisXwGlKYPi4xQjL1wP5p6j5NIhb1SiasJzPZKOqAqYosAtlGUcNgNLGDJFMYmOz74fLe+7EYwxVF46gJG//4+GekhjzTIaYDy7l6LnhyfgjOeDpEmeMgJ3AZ5NQW3LST/aGfLu9c9raQnHNKkTzqbQ8p/fBH1FB0qPvUAxzfuH4FWqFCAzPg1YjiSc0jdb2tbxhE6EwXFJr6up1FhnWrUbtpTyMNn8Z6xfSSmmA6Nw5GyL0t0KzjncqQLKz+2hpkdVBWwbwqw1PwrLAc+loHW3Qmttgi5dRtyZEpzjE0RC5/CyT6xbgcwNlzYcZLqmhen7HsPUNx+ipNGqSTpw1wVcSbClVSNUhXTZ8tzxSbYQInjsmSbgeDTtn0zQsZaVbOFRsxxTOKDTsbOHxmoWiJ5PsmUYiaYRydZUSbKbiaRkkkhdvQnpm69Bat3KhuEizlQeMz/biuKvnicpj5SiuMWKbHisVS25oUHtaYPS2gRRqsAdmaRq5coukhzUVcqZpiKxaRVSl/dD65q/WX6xIGwH5v4hVHYegnXw2AkTGgFAacmQprlqBrI6z5pfXuLLyqyBUZTv+zURbCHgmTa8QolmbOo02PAE9QXIQRhjjGZ/LBtCUSIEW1QptAauS4NjWdkGYzJencK3/CZVgGa01LbcnBVsrasFRv9KJPpXNLZa9LdUCFiDoyg/uR1lGd6zIHs+kHxP6WiBsbqHZI6MwR2Zombr6WJAsL15LBF5imZ51ZYceC4FrqrQlnfAuKAXxgW9sTwkxpxYcmQbAK699lrcc889uOOOO/DAAw/Atm2sXbsWn/70p/H2t799QesYGiLd7wsvvIAXXnih4WuWFtmul5Gc2mpeaXqkdXQkWtFjDMbqnoavrew4VPNcBcBzaaSuWD/vxcYeHIU1NBZZlrpqA0TZDKZD7UEy/1dyabgTearQSBKSuGjNvHHTZwrmoeMoPvZCZBlPGmh65+tQ+NXzsA4fh7n7SFBJ4ukkjPUroXW0UIDK8ASciRmqbkvvVb9BS2nJwtjYB3dKEm3fKstyYA+MQFvZFZAHz7RhHTgGfXU3RNVCZdcRatYpVMgey6B0weSFq6H3Lwe8WpCQMC2UdxyCfXgYzkyR7rlVixohASKMwoNXMQPC6Wt1tc4WLPubP0T6mk0QnofJe36O6e/+Cl7dtC1jDMkr1kPJpVB6cjvMQ8epCbJQhvAEmFpbJziFUzBDgzM+DWeKmo8QrmarSuCdra/uQduH3gx7cBTVHYdhHjoOZ3wabrECZ2QSXqkCuKLmtsEYwKVVn6GRfEYG5QjTgpiJVrGYqgIKIy1pTxsSl6yFO12EuXcAakczzfjoGtxSBcUX9sMeHCXPd88DqlIDa9kymEYj3XBrDlpfN9SOZnjFCsz9g+DZFPS+roYDbL23A5kbLyO5UB3cqoXp7/wCk9/6ea3x0bcv9MIkGzWSrXAArI5kKxCeJ797It0sTRIA301C2C7cfIU8zpM6OUYMT0JUTapYuh5p6KVzCQwiX4qhURVfppSqrTlkbrwMubdeB62zBdVqNXK9EJ6H8osHkP/ZFlSe2xtYZPpV7ED/Lc8tlk1C624LZl7c8Wka1K7uaSgVUTuakbp0HRIXrj4jriLCcWEeOg5z12EihifytgaCgaznuFRdnZo/qAagay+EgH18HJXn9pI+WUibvkIZbqESdRHxg4MUObtj6JJgUwVbqAqUpjR4Lk2yqKpFYVGeB5bQKQlSl7MVhkbnve1GGuW5oVEwS1sTzbDWE+xl7aRhPkEKolsxqXr99C5UXz4EZ2xqwRZ4TFOh9bZDX05+3F6pArdcRXX3UXgzJRrIlypzro9xBt6UgdqSDVKLlUwK+poeGGt6oa/qPuPuNDFenViSZBsALr74Yvzrv/7rCV/3qU99qiFpblTJPh/wStMjzQNDkb+1Ze0NnQA800blmd2Rm4fa0YzkhatnvTaM+qq2kksjsWkVir96nqrapgVndEregIkMaN1tNOWsKshcf/ar2s5kHjM/fjxygWaMoeltr4W5ZwCVF/fD3DcYJHByXUNiE+lEWVKnquhEHpXn98Eem4aomJTKxxiU5gwSG/rg5UvQ1ywLIrm9qgXryDCMNctqRLtchbX/GPR1veS2secoTZuXTSgdzXSzy6aQuHA1jAt64c4UgxAUN19GZfsB0iRWLcD1qBHSdaVUhFNlVoC8khUlcBxJ9K9A7+1/TM1DUwWM/K97UHn5AOrBDB3pqzbAK1ISm318ImiCpOe12pRzwoDanCGJzDDJEbxCJXAICTdBKpkUsm+5FsYFy2DuH4R9bALWUaroUqx7oVZd9ckFZ4FTAsAAjzzJhSdInuJXSX2bO7nPSi6FxOY1YJoK+/AwDVwuuoCqvKaN0tO7qPGVUWgP5EBVWA5Z+SkKVKlJ1Zd3Qutth1exYO0bBEvo0Fcvaxj9rbY1IXPDpeSrXkdSnHwJk994ENPf/zWc4xNwTbNWvQ802YKOnSIdRhRF/q0EAwrGObnK2CbJ11UFLElev0o6AZZKwKtacKcLFKedTRI5OTYBz3YA4dWaTAEi9IoCrtDsh9qeo+ZJRYG2vAO5374a2TdcEUjbhBBBRduZzCP/4FYUH30B9vEJGgg00GIDCBIDeVuOmkyrFjzXI+1vT1skwMR/fWL9SiQv74fW23HaK4/C82AdGUF11+GFB6MIQZ7KniBZh+XM82KG/s5eWZBhcEanYD69m843P2gmX6LjZtV8sAMZkT9oNXRah0x1hK5SJT2TIvJctei3Adm30ywtHQXAdWqIFY5DjbMSPGlAbWsKGgMjW61w6H3dZHG3dvmchSDheTAPHkf5qR2ovLAf5sFjwaBrIeCZBLTudmg9reDJBLxyFV6pisrQeHAN9Fx3zvOAJ3QoklwrTWlwjbzzjQt6aRB3AmlLjBiNsGTJ9nmH09QgeTKVbSEErDqyrV+wrOFrzX0DkZRJxhkSF66eV0ttD0/O0oOnr94Ir1RF+fm99JrBMQhPQMmlyCaNc2jLKAUvdeWGU9KgLya8UhXT3/nlrATEzOsvgVeuovDo86QXlgmMTOHUkNWchdKSgXXUJ9p7YI9Kom3ogU+zsXY53HwJxrrltRCUUhXW4eMw1q0IiLabL8E6cEw2T87APHgczsQMhGVD7WwG0zXy8d7QB2PdcjjHxoObvj08iequwzSL4XqA7ZBsxHGJnDFG1Vjux52TrpmrCtKvvxTL/vttUHNplLbuwNhd3w8a1cJQ25uQ2LgK1tERmPuHKHI9T3Z3jFMgDlcUQCW3DZ5KUkVahkBQQx4DmF/NVqmavaILTe++Ad50AebeQVgHh+Dmy3Cm8pTWVqHQnUCjLJPomEoOCvA8MF2naPRSBcKSjZJSZcF0FUxRwJM6uYp0tsIdnwEUDn3NMmjdrRCOi8oL+1DdN1hrwJIRn8KmxlIwBqW9CWpHC/SeNmgru8gxYu8gmK5CX9UTzFiEoeTSyFx/MRKbV8/SL1tjU5j4yo+Rf/ApOOPTgaa6IcnWOKDSvjA50BCekBME0o5N6reZVvPUJjcWqmR6UwVqcksnqTlsaEweWxki4nr0HWkqeWxzDp5JQmlvgpJJgutkR9d0y2uQvmrjLCmHcFxUn9mDiZ8/g+pLB2jg7juKlCqzSCpLGFDbqLooLAeiTCFD2qoeuu7UHS/fNzu5efW8cfWLgYBg7z4Cc9/AvIEzwXssOZslZxj8/Z2XyAmBhAs8/K7P0AzRtj2oOC41lOdLEKUqRJDkKG0WPSGt9hQwPSHlOC6EZVE6amuWCLbsKXAnC8GMk9KWo0GUEFLfLyBcQYMtCSWTIt/ottys48wNDfqaXiTWLYd+QW9QPKiHM1VA+endKD+7B9VdJINbcIALowRQtac1mM0QpgVnmBqvHb/XY663cw7elKa0ypYsWNKgRNHVPdBX90Dvi6vXMV45YrK9VHEWNNvuJKXxhWHModeuvLgf7kQ++FtpztZCTOZAaWu0qs1TCSQvWYv8I89Qhc204YxM0cVSNuyoXS3gsgkufe2FC96X0wHfr7j+GCX6V4C3ZJH/0eOwj09EGp6M/hVQW7JQO5phHR0hov3cHthj0/DKppyCZZSMtroHXrGCxIZavLCbL8E6PIzEhpUBOXMmZuSyPtgDo7COj8Mdo3QxtZP0qVpHM+mLV/fAPjws9bQezANDqO4fonh1MMC24Tle4DjiN7b55JQnqElKSSXQ+gc3o+O2W+DZDkb/4bso/OKZhtZXxppeKM1pVJ7fC2twLHABCarkqhoEWiiZFMBZrSId+GaHtNkJAzxlIP26i5G4YDmc4Qka0AxPSskIeXNH5BOMSb9nHriDcIVBKDo5kpScIFodkPZ2KidtaU8b9FXd8PJluGPTULtboa/sAjhHZedhmLuPkkMHZR4G0+9+zLvSlIHS1Qq9qwV6Xzd5Ju8fBKStXX3lFSDCkn7NZiQvvmBWU1X14DFM/PMPUXjsearKVe0a2Q3kIoiSbM4lyebwPA8cnBrdHCewPWO6Bm5ogeWhAOCWqtQ7mkmCcUosFKYF4Xtj+wmbCgekfICrlBiqdjQReZN67Ka3Xw/jgmWzyKM1MIqZB7ei9MTLQXOxMG0i2GUz2pAmB6FKU5rItJQ/aD1tJB+pa3hkmorEhpVIXrL2tFexhevCOjp6UgTbK0lvekCSWABg9F3N+Z4qXOnO5ExSCJKwpINIQTaIuq6s14jQoIuB6bLRER7geBC2DWboUhJBMzuiasGdmKHG7KQB1ddUex71ivihQ8GMCM3AkfNGbpY/edAkuG55kItQD9e0UH35AMrbdqOy4yDswfGIBn/e4y6Jv9pBEhWeSpDbz0wJ5oFj5FhUmf+74KlEIA1RculA3+8TbKU11l7HWFzEZHupYBFiWP3mwjBOprLt+1uH36t2tsx6nVusoPzsnshNUe1sQWJj35zrdibzMOuaCVNXrodbKAcOJNbh4xTHnk1RQx5n0JZTVTt93eazWl0QnoeZHz8O+/h4ZLnW3Qpj0yrkf/IE7JHJwEsbAPRVPVA7mqG2NQVEu/zcHjij0/AqVbKbU6gaqPd1A1ULxoa+oDrkTORhD4wisbFPyh9AUozhSSTWryT3kLFpOOPTYIpCRFvh0Ja1w1jbS5976DgAkqFUdx6GefAYnKk8GBg8265VgBUexBQzXaVKmHSg0DpbsOy/34b0dZtR2XkEY7f/R2RWwwdTOIz1KyAqFspP74Z9fBzuDEVyMwYKZWEsaDZkqQQ80wo8a4NKKeNUWfO12b0dSL/+UjDOyIt8YAReuSrdL4oycMcn2Qiq80zhPpchazLHg6hI60KBYL+ZTv7SitT6wvXgThagNtPfLKHD3HMU1T1HA9tBwRiNh22XfnNCkF90dwu0zlZofV1gAjAPHaPG4ZVdDQe+PGUgfc2FSF3eH6n8CiFQemoHxv/P/aTBLcqmNseVVWyvlvjImPQ+llVshftKGXAKzpYkm6razNBpn3VyF/FsB26+SKQ7ZVCVdGg8aLAMiD1ABFFaAiqGTkE8rTlwjdyCsm+4ApmbroTWFp3hcksVFB99HoVfPAvzwDFqfHZcItilasSizY+959k0eEoPKvxKlppLlbamWdIbracdyYvWILFp1Wm9TgjbgXl4mJqKDwydkNRBCGoU5ByAIKtMvXF1N3iL61EfR7kKZ3wm8NsO9NfFSrTB0ZeHeNILX9MAjYMJadPnutQk3Uo6a+F6RLCrNKvGkwbQkqWGR8bIjUQImrEAANDMkNoig1laspEBIWMM2rJ26BcsQ2Jd4wZH4bqo7h9E+ek9qL60H+ahYxH5yfyHUIB5gmZNpP6bpwwKPZsqwD18XP4u54bvFKI0038wNBg9bdBXL4OxqpsGZrFzSIzTiJhsLxEshorEnZw9nX8yle1Zln8XNE6BNPccDZIQAcg0x43zTtWWnto5K8Qmdfl6FB7eRgEeMyVqtuQ80IGrXa3gBlmNpU5QNT+dEEKg8PDTswcjTRmkr7sQM/dvgX18Aua+wWAftd4OaMvaoKSSsEcm4UzmUX52NyXpleuI9souCNNGYmNfYOlmj0wSqb5wFRFFIWAdOg6vWIF+QS/5YY/PwJ0qUIW4LQcuK6dabweYpgXNq+5kHpUdh0ifXTHBpC8ybBeQnEX4Psq+PlvKRpKXrsWy//kJqO05THz9Acz84DfwnOiUrBACSioBbXkH7CMjVM0em655j/sEgFE1mydIsuBO5uFOFYOY8lnV7EwK6Ws2Ql/ZRS4jB4+RQ8n4DOyJGYiqWXPbkJ8ThNwwWTSUU+CiYkpyCikvkaRTBm5oK7tIw121wNMJmq3IpWsku1ghtQlnRP4sh3SkQlA0fHcrtI5msmMEo3RUzqD3dTcM6OApA+mrNyF5WX9kat2zbMzc/wQmv/lzWHsH4Ab2fW6oki0lAr6lnsJpmyQpFYL8kZkQELYHwchyj0uCzXRKeRRVC+50kQZVCYNi1KcKs6vYweeQHpunQ6RH15DY2IfcLa9B6or1ESIpHBfl5/ai8MgzqLywj5r2PBFoaBvpcHnSAM8kg3hvf7CndrfOmhHgqQSSm9cgeZqbpqkJeQjVvQOwDh47YZOjcGUgkZxh4bkU/d7n+4yKSRaVxQq9l9Hx88pVqb+uyUMqno3fHf4VBIBvt78eSZV8yv2ZKbgu4DGwZIK09wqX8iYTwrRIHtKUod+G7dAAzXLIBztUheZJA2prjgZUdQ4i3NCIqK7thbF62awZhsA15Ok9qLy4D+a+Qbj5EhYCIQQ5BCnSxzubph4Jx6Xk4SMjs0LX6sE4o/dJcs0zSRo8r+qG3tcF0d2KZEtcvY5x5hCT7XMI9VVXtSV7wiqKD69qwa7ze9XXNNZrl57ZHbF1UlpzSF66ds51u/kyqtsPRpYlL10Hd6aIys7DdGGWRJ8ndXilKiUnSgvBzOsvOatVh9KT22f5RvOkgcwNlyL/s62wh8aiRLu7DXpfFxjncItlOGPTKD+3NyDazNDJuzqThL68E8Kykdi0GkomSZ7XR0fg5svUmCdvlNU9R2WEdQeqOyj8wi2UqdrTkgVXVRjrV0BtyhC5lETQOjqCys4j5JQh3Sk8xwNzXQjOghAXJiuWflCNomtoevcN6PrT/wx7aBxD//c/wTwwOOvYCMeD3tMKaCqq2w/JuPVKUM0WMgQGKqfqWkIPkhy9UjUgvuCcSL6ugqUMGMu7kLp6I8BkcNLEDEXOj05BVMzAyzkggz7RlimGQpGVPcuuSV18n19dDbzDtd528GwScElaoa9bDrWtCea+AVQffZ5mWDwBoXKqplo2PJPWyZM61K5WaF0t0Ho7yQ3i6AilIPZ1UwWtDjyVQPqaTUheti7y27Qn85j8xoPI/+RJWENjtSY5X48t6ki2GiLZTMpZAKpICkF/SwkNl42oXCcHFq9UlTMXOklHpgoBmRe2Wxu8KCRJAefgmpSKtDWBGRrU1hxS116IprdeC70vFLYkBMyDx1F4+CmUtu4kG0gBeFWTCGPFjAy6fUcaJZMkfbj0mFdaslA7W6C25SIkjymcApkuWkMSldPki+0WyjD3D8LcNwjryPAJbfq8qgV3Mh84fCgtuXkr7BT+M0PXhIJsAlUVktMUyvCKZdLk+/IQWb0WnoDwXBxwZKBPwgCTI+YgeVU2PgrLoeuNpoInDTC/Wd6RNpig65jv1e8HAfkV7PrBjdreBGNNL4wLllHEeOjY++mXpWd3o/LiAZh7j8KdXJju2ifXwvWgZJJQsynw5gy4psItVuBO5mENjJxwPUo6CS7JtZJLQcmmoK/sJoK9qhtqczb4vGLxxA4vMWIsJmKyvVSwCKVtu25q/2Sihi1f1+t/vMKhr+qe9TpnujAr/VFf0TmnthsAyk/viroJqApSV21E/qGnaJ3Dk3BLFTBOjXkAiKxqKrSuFiQ2rVrwfiw2Ki8fQPE3L0aWMVVB9rcuQ+HnT8MaGI0QbbWzhaQIjguhMQqseXF/4BLCZFWXZ5LQulsB10Vy8xrSHbouzL0DAIDkhauoyi/TJ3k2BZ40UN1xSDbHWYE1l5IwYGxcCa7rUo/LIUwLlV1HYR0YIq9pUMXNr1YKKYEghw6V7N4SJC9QW3Po+n8+iMxNl2Pqnkcw86PfUBpgCH7qpLGyE874DKzBUZr6tqUcQMoZOOcyvIT225nI1yQjPklWlYAQKGlKINVWdMIeHCVd9kwJ9ugkpTna0l7O8wKSTiyTSDZJRwQQNIkhIKlMU0nPrKuBYwIYAwOHtrIdamcLzH2DKD3xMvkIex5Ft2sKVbKtKpHshAatowVqV4v0NvdgHx0G0zSSDrXmZp1HSjqJ1LUXInXp2kAuIoRAdftBjP/bT0m/PF2Q8gC3RrJ9qQhqlX8i2SS3oSo2TbMDLjyZzuhbJFIYDw0S3HyJUgB1lara43kicFJqQDIEHkhFGGdBeqwfsW2sWYbc71yNzGsvjlQz7eEJFH75HEpPvAxrYCTQAnvl6iwdNskCQBKRVIJmcxijGYauFvLirisSaD3tSG5ejcTGvtPS7CiEgDs+Qz0NewdkT8O8b4BbKMuBihfY3M1HsD3Thj00Bndihs4v0PGm6nUZXrlKFWh/UOWJwLucSScZZiiAF6owawp4Kk0DSI/ccETVIqefTJLcXlwXTACwXfqNh44f01QZypIjt5GwPERTKQFxzTIYa5ZRNTx0vOzRKZSf3YPKSwdg7jlK+v6FkmvbhbBtmrnMpqDk0mApA6Jiwc2X4Ej523zgSQNKU5rkIU0ZKNkktBWdRLD7uuZ1DXGc+dxeYsRYfMRke6ngNJDtuQIyGqG+aqmv7GpYFa/uPAxHOm0AdEFOv2bznJVnr1xF5cX9kWXJi9aQX/G+QQjbgXVUVi0UBcJ2wNMJqN00UMj81uVnbaqvuvso8g88FVnGGEPm+otR/PWL5LQRJtptOZoNsGwIQ4N9ZBjVlw7AmSlBlKtUKZJEW2nNAZwjsXkNVXurFqq7jkBJJ2CsWw4wBmciT57OnS3wTAvmvgFqKHM96vxPJ6l6Iyt8TCMtrTM2jerOQ7COjMAtV8EAeD7RBmoETpEpjGpINnJ5P5b9j4/Cmy5i6I//YVa6nRACkESfZVJETEYmZcUSAASRAikBYIoCltDhVU24w0XAsqN2fjL6myUM6H1dSFy8Ft50AZXn9sAplOGMTMHLl6ipMdyMKXXZoS9GNta6td+Sv59+xV5V6cYug34Y59B62qC0NxHJfmonVdtlaibTVao0WlUqwCc0aB3NULtaoXa2Ao4D+8gIWEqHfkFvQ5KtNmeQunoTkhetqVk2WjbyP9uKyW89jOquI5T0aFqzXUX8rkffilE2PfqFTibIJ1xI6QznHFzKRARnVJH3m/Z0BULh1IAqz4XAfxzy+5AyAq6S5aHS1kRSgqYMUtdsQu6t10akZc50EcVfPYfib16EefAYhOPS8fIJthvVYTPHpUFVJgWlmaLeoSokv+lsmSV5U3JpItgXroZapwFfDAjXDQbL1oGhWY3Ps15vOxR+Ip0ylGyK5C1zSESEEHDHpmENjZMUpGKC6So8x4UoVqT2mmw3/YRR3z0EvoOIwgGNBlWcMYAr4CEXG2ZodM7YLjn8yNkKJmVATOfkNCI17kGseEuWZj7rrGE1WSzQV/dAXx4KzhIC9vAkys9Jcr13AM74dMMG6UbHgawwbRoIZhL0G0wnSCqTL0dkiXOB6xpJQpoyRLKzKejLO6Cv7IK2shtaT2vDBNIYMZYCYrJ9jsAzbbIoC4Giu08MIQTMA7P12o1Q2rIj0hSktjUhedHcEpLyc3sjGkfGGJJXb0ThwW0AQiE6rgchKLzEWL0sCNOZK1DndKO6+yh5addF9SYvXYvSUzuJaO8dCIi20pKlpE3TgkgasPYNUpJjvkQ64JQBKNK/OJuCkjSIaBsa3HwJ1V1HKChlzTK6sQ2Mwh4YhdrdSi4xY9Nkicc5lE5yaFHbm6F1NgMewDMGpUEeGEB191HYwxOkZxaCiLZPfGQTIlV5Q7KRpIHW//IWtH74zZj6xkPIP7RtljuA77ihdrXQDfLgscDODwBVlhkHVE7BMfJG7Us/ANTkHlIywhM6xZ9f1g+mKjB30TFzRqbo2JlWTWvtk3T/wwIJCa85cgA1eYnKwTTf0i4JtS0Hlk6Acw61qxVKaxbm/kGUtu0kJwnXBXQN4KRl9cpOhGQrXa3Q2nLwqjacwVHwXBqJjSuBbApKnZxB62xB6tpNSGzoCwiAOTiKqa89gPzPn4Y9PElSEduZXcUWqO2XJNkI+c5DarKFfI4HgwmFiLgML/H15cJ2IIqS1Plx9f6xk4SXKQw8YZA+169ir12O3JuuQvo1m4NeArdQRvGJl1D89YvkymLZEJZNdn3l2Y2OsF2SVSQS4F2ZYJCjtGYpsr0pBUWt3YZ40kBiw0okLlx9WtxEvFIV5sEhmAeOwTp0rNZXMNfrC2U400V4M/K315qb07YRoOKCPThG32+pQl+lwuFVbXjFMg1K/VmXkDTE/96ZUiPYAGTDqwJFVwFdBRMAc8O+1glwTQudQxxK0gDLSQ9tSJLakoHSnJ3V3MiTBvRVdJ3VV/VEPNCtgVFUntuLyvaDsPYN0szVQirXnlcLcxIAS1HSq9JDMjmvWIGbL51Qw811DTyoXKfBsykYKzqJXK/oInJ9mmREMWIsNmKyvVRQfw07yZtMEGfsv51zaF2znUQavvf4RNDx7qNRRLs1NI7q7iORZcbaXmjLGstVPNNG+dlouFBiYx/ckWlYR4bhlSpwhidJ1uBSPLTa3hRMZ2bfdNWCtn+xUd3TmGgba5aRo8fhYYpb9ol2Lg19VQ+8QgW8KQ1z+2FU9x6llETTpul2hVPqWsqA1pILGh/tkUlKgFzZBW15B4TlwNw3ALdYgdrVAvsYxbp7FbM2Va2pUHs7gmY3nknCK5RR2XEI5oEhkmmABVrIQO8brmYrCliSGqv0FZ3o+Zs/hCibGPr0P8AemYrst/AERLFM1e+mNKzDw+Tp7UtGfPs7zmTqIlXZSXsqddm+1EMhyQgzNCgJHcaGPmi97bAHx0iTPTYlmybtaAKiLxehjwPdxaUVXNiVgSw3aBpdVWrezE0ZcM4DD2jzwDGUtu0kT2zPoxhqrgK+4wco3EJtb4La3QY1k4RnWrCPTUBtzSFx0Zqg8TE8Ja0v70T62k2U/MkYhOsi/9A2TH7rYVRe3Ae3VK2TioSq2D7JVmXVn3OS+8h9Y0JAcE7HUKFjzTSVZDOeV7Oek84XFNkuajKRsL5dfk9cU6Bk09RgmzSgdbQg/ZoLkf3ta6Cv7ARjDG6pgpmHnkLp8ZdR3XlY6snnINieAGSSJE/o4N1NUNIJci9pSkPtaIHa3hQQPtd1wVQFif4VSGxaRe4vi0ighBBwjk/APHgM5oFjs/paZr0+VL32eyLU1hy0nr6Gs3ee7cA5PkG/Uz/tVCNJh1es0PHx+wZ8PX2dkwzjDEJRgsdB6IymysElq537hgYekpFAeOCaBp7Tg+ZGxhmUnNQut2Qjch+mUN+HT67VrhYZbuSium8IlZ/tQ3X3YVj7yULvRORayN+fMGnQBZcSJnkmCd7WTGNieQycyfkHNgG5zqUDeYi+ohP6is6YXMd41SMm20sVJ1nQqdcYqp0tC24qrHchUVtzDeNzS0++HI1nNzSkX3fxnNWn0uMvzbLGSly6DvkfUfqieeg4VTrKJjVHcQ59FVWyM6+7pOG0/OlGdc9RzPxoNtHWetqIZB86FpFWKLk09BWd8GaKUNqaUH1hH8yDxyhcyHHB/djrTAo8bZBF4oY+gDFKmRyfprjithzcmRLZI3Ka6g1IrVyP0pIjF4AVnRBVC1p7M1WDDx+HuesIrMExurEDRCBdlwicnwqpqYHPNUvq4IaG7JuuRttHbsHkNx5E9YV90eY16eIhqhaU9mYKiDg8TJIHIaUBIRLNpf7bq1pwp/JE9H1yJwkEDA1cVSmqeWMfnLFpVLYfpMr9VLFGfgOSLSvhngAEq5F2IQBQKAuERw8VItlQFKrmtWZocMJ5YBdnHjpG0hTTpmZCXSVCG7JS4ykDansz1A6Sm3hlE+5kHmpHMxLrVsxyXgBjSGxYidSVG6FLq0pzaBRT33gIhYefhiUDhWre2PVVbP8YsogbhK/dZYyq2IIrNA2v0TYzgaDyL3z3FdcDhFOrYAdOLTxIeGS+o0hLlqqGGXL1yL7pKqQuX0+zLYUy8g9tQ+mJEMH2JSIVs45gSxmDEOSz3dYE3pSmCnYmSfaX7c0RP2amKtDXLANb3Y3sptVQTuDWcTLwSlWYh4/DOngM5qHjswoJ0RcLqrJOF+FOU/Ko0pqD0tEMfW3vLFmC8Dw4o9O1NNRyNSCAnmVRE6gcKIqILCR0TgcNvQrNMskZCBa2b5Sfy1SlNtB0PDBPRKrqalsTuKpDSSdrzhu5dMQaUeskv3d9VTe0FZ3guga3YqK6/SDyD2xBdfdRmIeH5z9O/v77khBZuYbrgRkaXZ+ayLHED5DxTuAYQk5Tsu+kKU2zgys6oS8ngq12x7KQGOcOYrK9VLCA6bn5MKs5co5qcyMsRELiTMyg9MRLkZus2tOO1OY1DdfpjM/MrmqvWwFz52G4pQrciXzgkUzNXoC2vAM8oUPraUfqqg0L3v7FwlxEW+1ohjU8AWvvYERbqMiwGrdQBm/JovzUTnKSKFJzHU8nqIKcToCnE9BXdkJfswzCtFHdfRSwHSQvugAsnYA1MEpOFgmdGu4OH4cnHV+U5ix4lvTZalMGcD3oMgCn/Pzhmt7UExBMkNtA+AYvK81BRLOuQu9pR8effgDOsQkc/7N/Js/d0KBJWDbc6SINghI6WZ6VyGUkaMoDaUh9banwPGq6cxwEoTIgXT80FVxVobRmkdi0Cl65iuqeo3DGQyQ7LFvxnUUCx5Fgy+TzCFXrGViS7Oy4phKJbGsGVzmUliw8y4a59yiF5ph2YCknXBeoWMGgQckkwdtz0Nqa5dS/Bc+tQu1qhd7bTscuBK5rSFy8Bsal66C3NVHo0Q8ew/R3H0Xl5YPwyhUI04k2PPq69rAshtNxJEPsWsUTsooNzsA1Fb6foR9F78nXBeer69a+e9+1RKZ0QlGgGBp4U4bs1FIJGKu6kfmty5G+4RJoLTk4UwUUHnoKxS3bYe4ZIIlI1SJ/55AG2yeRcBwIx6OKZGuWZqQUhQJD2pugdjRHHC2YwqGv7kFi4yoYa5eD6SrK5fKCHZPmgnBdCpM6eIySVOtm+erhlaoBuXbzJbJubM1BX7ucfrPh34EQcCcLVLmWvu7+dyakx7p/7kbItajzQfd/D34/g9/wKMOj/OAlxnlAlP3vlUupF0/oAOdQXRu9qSYa5K1bgXRHW4SAK00Zamzs6yanmJQBZ3QalRf3YebHT6C6b4BmM+dJVQz233GJWFs2ncuO9OxOJcjdJHysHHeeNZETj5JLk2VkUxpaRwv05R3U1Li8s6E/d4wY5wpisr1EUH9zONmLzqk6kbjFyqyp1UYR7aUnt0cqukxVkLl2U6RD3YcQAoVHnpntbtK/HPmfboFwXApbkRZ1PJuSNmwdYApH01uvPeMVjeregYZEW2nOwh6ZhLn7KKW3SahtOWo8Mm0goaP85PbA2g8AeCZJN05Dh5pLQ1+7HFpvOzke7B8CT+pIXLIWQlrbuVMFMF0lh4OJPDzToqCVNrIQU1pzlNfSkoWSS8E8fDyw2hOmrGb7GlkhSK8to7QjTZAJDdk3Xons71yD6W//HPZwtDFJuC7ZOlo2xXRPFwJdtpBSBgYQQfCrsUBQyaedl5U439VCaqYT61cCnMMaGIUzOk2VRNNuQLJRcxyRWuWgqg2GsCQGmkxL1FSobVSR5JyDydCLyssHiChatny9AjheMOPCOCUUqm1N4LkUAEYx2rpG0p7u1lkx477ve/KStYCuorz9IMb+7tso/fpF2OPTtfCZcBU7TLCBkJOKXOAH8vgVaOkqIjgHA8mBAikC5PWCMTrmfnKmT7ADmQiRODWXDiK5ta4WpK7ehNxNV0BfvQzO8CSKP38GpW27YO4fJLu4qknV64oV/B4CuYDUmDNdo6p4SzZwklHbm6C2N0dlC6pCBHv9Shhrl0fcOoQQsCwLqdTCswD897lTBViHjsM8fBz20ZF5tdfCtOBMFyXBpkGp0kyzHvq65bPIvjNVhH2Mkk/dyTzNeEhXDxqA2POTazqx6D+Vy14GqcVWFAps0tTa6cB4cBoEyZ4JPXAuAmjAquTINzrVnMHTr7+TmiY5h5JJQe/rgt7XDW1lJ1jSgLV3AOUX9mHy3l/AOnR8QfHnpLWWVWvLCWZNWJKIPk8mAE1Z0LWZcUazedkUlBwVCbTedmjLO6H1thO5buA/HyPGuYqYbJ8DcAvlWc0m2gKdSKxD0aq2L1OIrD9fRuHR5yM3NK2nDZnXX9pwnebeAZiHo9ZNySvWo7xlR/CZnklTrr6Nl766m8Jxrtt8WgMqGqHy8gHkH3hqFtFmmgp7dBLmriNEJiXUjubAl9qrWpTwN12gJkBZ2aObpkrSg019UFqysA4eg318AmpbE4z+FXCni7AODFG4B2MU8jJdlPZyFFTDNIq/ZiB9vFe1UNq6E+bBIUpndNxag2C4eqqGnEYMilzXe9rR8l9+B+ZLhzB2+73RgyBoOt3Ll8HSCXiegDc4FlSrhEfOF0HFFQAYI52wXyELSUqgcnCFbOb0Vd3g2RScUKOn78IQkVHI7Zjdv8BDz1GlHlrN8URtb4bS0RRUBd2ZIpyDsvnNcYnwqAoRVqkzZwonfWhzBopfffUElEwC2rJ2qO3NoWZMgrGqB8nL+2Gs7YUzNo2xr/wQ+Qeeov6Dijl3s2NwbEDHTmqqaxaGchAQilj3jzmcWjOd8FcUfNeSYAO1Krgkc76sgDelobXmkLysH9mbrkRi0ypYh46j8KvnUf7f/wF7cAzCtuFVqIItqlZAykh/7Qaab2Zo5MHcnKXm1oBgN4Gna64WTFNhrFmGxPqV0C/ojYT2nCrcYgXW0WFYR0aIPM7TXCcsG+5MCe5MUcbbU4Oy0pJFYv1K8FwqQhidqTzsYxM0AJySA11GMzXCdqTfeW2wE5GFRBpaWZCuSSSakcREU8A1lVJHhRfMUDDp3MMTOrihgyW0wPKQqUpEu8yl7h0gG0ltZSfU5R3Q+7ohTAvV7YdQ+NWzMPcPwR4aP3HwjhBkE2g5QZOrqNo0S5XQSRqSyoEn9QX1DzGNnH54LgUlmyZnphWdFO7V2wFtWfuinAcxYrxaEZPtJYM6hnESle36qjY3NCitszXXjVCfiqj3dc9qQilt2wHryHBt0zhH6qoNQehMGMJ2UPjlc5FlSjYFCEFka3wa9shUoOuDwqlC1tYErbMF6esuXNB2LwaEECg9uX2WjzY8j4JLylWY0prNh9rRTLrOlgyc45Oo7h0gj1zLpulen7glNNIlX7gajHNUXzoAr1SlaumydlgHh6gR0fOCxDmvalGgR1OGUuf8gI/mDLTuVpiHh1HdeYjeZ9nSfpmRbMN3mJDEjfn67IQBJakj/dqLoXQ0Y+beX0U8zwN3gMl84FDijE4H34/wPDDpqR2QbF+36dQ13Un3DN+GUFvWDqUlS4OKgRF4+bKMVg+5YYSr1eHfAOOS7IYaCBUOqBoRAk2F2tUSVPyF5cCZpqa24DMUTk2bjlsrOGoqeFOaZDmaJptFyWVCW9ZOutMQuK4hsXk1UpevB0sZmLn/SRz/q38jmUipSqTGrywHBKzuROO+1pxLgu3SY6UmE2E+sXc9wHUiVexATlNPsCNuIhw8mYDSnIbSnIXalEHiwlXI3Hg5EhdfAHPnYRR+8QzGbv8O+bSbNrwqVa99YiakO0ZAsD1BMzMtWSgtGapmp5NQ2nJEsEN+zTxpUJrguhUwVvfMmg04WXimDevoCOwjwzCPDEd6ReohLId01zNFuDOlQEetNKWh9XbQoEP+LoXnwZ3Mwz4+KfsE8vCqlnxODi5sh34jfuXar1oH34kcIUbItfyOFXLi8SvAzJ+d8Ym5RmFKzJBJqrpGlW9F2i36zhshiYaSSUFf2QltZReU5gzs4+Oo7jqC4pYdVNUvlOetWgehMUHV2qZ9djzaTl2jJsvmLNgCo+55KhEi1ylovR3Qezuoet3bQU2wsd46RowAMdleKphVzVv4W2f5a3e3LehCJ1wXVl0F2li7PPK3VzFRePjp4IYEUPNl9g1XNFxn6amd0g2jhuQla1F6cjt5Re8fAgRFNitN5DpirFsOzjlyb77mjHWbC89D4eGnZyVDCsuGW6hAQMDaNxjRISotWbiFMvTlHbD2DcE8OkxpiY5Xu3EKAd6Ugd7bAWPjSrjjedhHhwFFQeLC1RBCoPL83sDFwbMceDMlIrW+bMSgChdTOFXAS1UUHnsR1uAI+UC7Xk2z7Hg0hQ0WhMP42mxmaNBX9yB1WT+q2w/CPFAbWAkhIMpVuBMFatyT7iHCJrs74Xlg/udwjsBFYZZ1nKzUcqriMYVD7WyB0paDJy0NgzAaf+bA17DShkQ12eHnfKKiMEBRayErXa0k+TBteFNFuDNFIoy2E7xfAHRsQIeGJw3wdBIsbUDRaFBEoUmt5HJQp8fWOluQvGQt9P4VKD3+Eob+36+g8sxuOPnSbJlIw2p8aF/87wqerD7rUs9OkhzheYArGhNsn8QH65X6btX3KDfAcymoLUSwjY2rkHn9JTDWLkflxX0oPLQNY3d8lwYGVYvIddUMBlwBEQvi2WVYSDs1TzJdDWQ2vmNJ8HvIpWGsW45E/wpoKzpPiVwlEkTYPdOGPTgK6+gIrKOjcIYn5iSQwrQluSb7uEC6lU5SQMuaZUH1WrgenNFJVHcfhTs+TcFBVTuQfgiZXBhO6Qy+B3+WyN8Ohdf83QVqziEykZT5jbxh7b1G9pY1ck3a+6ByLavXYXKttmShLe+A0tUKUTVhDYyi/MJ+WD98HM74NCq2id/d8h8QEPj2df8ZCaVWMY4Qa5vkIF5FNucKAaZp9J02UYT5QpromaoQsZb/aW05kqwsa6f/etpOS9BQjBjnEmKyfQ7AOUW9dnX30Vlax/qI9vJze2CG0rwYY0hdsR56X+N0ydLWHdFtWd4J88AQPJmOKBzSBPu6TmPNMvCEjtRVGxfsC/5K4Vk2Zn78+KyqvleswC1VZkXXM8bIXq9UhdrWhMpze+GMz0irNQGeMohoCAGlsxmJNcugLmuHtXcQbr5EpGTtctjHxinOXAaneBUzGMTwpAHekg04pz89X911FNX9A/Cmi3TD9P2lXa8mw/C1yz7ZTupQsmmkLl0LN19C+Zndwb4QyTapkl4xZaOXQ/ZckmQwSaaFH8Htf1a4Ii0JNqR0g0kPYt6SgVeskAdzxZQa8hDJrm1IncSiviGSRdISeSYFtbsFXNeowe3YOJEI31bN5+6uF/Q7UCS5AZ5O0PGVBFvJpqD1tM2SijBVQWJjHxIXrYF1dAQT33gQpS3byV94FsFGjYSFEWiyeW1fuALokqj5Aws/yVMeB18kEqw3vG5/5kA21PGEDp5NQ22l5LzE+pVIvmYz1Fwa1R2HMH3fY7CHRqnBs2JBVE0iX/7nuaHUSJnkyVMJ8PYmIn66Rp7MrVmorblImqPW004V7LW98yb0nQhe1YI1OIrygUGUR6bhDE/OknEFr62YRKp9cu3/ZmTIib68g+K9dQ1exYQ9PAlnz1GSZc0UKf3U17xLOYjffxAl1iL6vXI50GMK/S78BE/Zh8D8QZR/3nIOllDBDQMsoQWDZr8hV/Ft7XLpQBbCGIPaSUFJwhNwpwuwB8dQfn4vnOFJeA2aDj0h8PIMzTS6lgPPcwOdtVe1agNb6XBCA80cWDJRm0GZA4wx+r1kUuDZJGmt+7qoat3TBq2nneRtcSNjjBgnhZhsLxXU37gXeDGjZK+TJ9tCCJSf3h1Zpq/oDMIrAJKE5H+2NSKjUNqbkPvtqxpebIu/eC5SCWacQ+tsRvm5vbAHx2iKt1SlaVON9MxqZwvUliwyr7t4Qfv7SuGVqpj63qOzmkLdyTwFA00X4EzUGiGZrFwJGc5Rfm4P+UebpG/kqSS5NCicqtnrVwJCoPriAQjXhd7bAZ5LobrzENxCOZjyFWUzcB9QmjNElh0HPJuGsWYZnMk8Co88A3tsmpoIfQLqB9QIyAbIUDU7QU4jiRVdQCoRaWiNkOxSBYGLhenC86fIfbcJ//9uiIgAUb226icacmk3loJXqMDaPxTSY9cRxjklFnUkO1QpV1oyUDpaANOCN1OCUzZlNdKVEeXBB8iPYQEhRVKHmkmRhl5ToXY0Qetua5ial9i8Gm6xgpn7n8TwX38d9vgM6ZfrK9i1AxRFWHfu7xcnDTWEJOe+7KZe64s6khcc6xrBZoYWNMiprTkYG/uQ3LQKQgDm7iOY/sZDARH1qlJ77dbs5+D61WvZ6CqbVpVcmiRLvlykNUdNjyEnGb2vC8ba5TAu6CVJ2CnAK1fJcWdgFNbgKJyRKWp0dN1oIJAQcIsVePlyEHziS5r8arDW0walOQskNHjTRdgjk3D3HCWHIzmLQjIYj85xIejUqiPXov6Y+84w0r+dcQ4hm0yZrGiz8MyDwsGSRKrrNdc8aZDrhk+u5YwA1zUoHU2kjiqW4UwWUNq2i+wo59FZCyHoOFgO3ErNUs8aGIEqSJ5EsjEdSi5HVesFSHl4QqdEz2wSPJsi673eDqg9VLHWulpesSQoRowYMdlewlgY2XYn8xGJB7Cw5kh7aHwWSU9dGbXbK790ANV90Rj31GX9s6rfAGAeOo7qvoHIMn1NDyovH4RbKMM+OkKVl0IZalcreEKn6GeFo+ltrz0jF3R7ZBIzP/h1NJZZCIqLVxW64YW9ZhkACAiFw50sBOE/wvWoYqRr8CybrLZWdsFYs4xu/FMFcmG4YBm86SKswVFy9DBtqQethabw5gxgOmBCQFvRBaZrKG3bBfv4OA1yfH21T4b9yqgqG69UFTA0al7LZaA0p4kLyv0I5CKTpGemijVIthAiYhEiGSaEQFTaERBhDiWXBsskSSt78HhUKhI+iLMqtZhd5Q6RbG5oZAOWNCCKFThDo1Rdd2rkCQA8WRn0NxG6Cq7rQNqAlkuDGTpJILpaqak15D3MEzr0/hWAZaPwq+cx9pUfw5mYXphEJIxwpZDVNLwBgZbT9w0r4fNWsDnp7XNpqM0ZKO1NMNYuh9rRTMT1wDFMPrcXQs6OBBVNoFbBldIQ4ZG1IdM18NZaZVXJUGy30polEh2SMRgX9EK/oBf6is4FSQ2iu0VuIfbgGKyhMQosmphp/GLbhTNdglcowc2XSZYlzyHGGXhWNrE2pQGFwx2fgX1sHJXth2TzIyUy0n7KNEbmH2/QQEcOGkV4UOOf0zx8bkspFqe+AwjpvMM5mLRPDIi1/M0xTcqbQgMXJZsOrPh4Qq8NdAtlmBN5uL+ealixDo6f60kJiEv/Vq0gCEm4HmynRsqVXBpaLkuyqBMUaLgMwOIZSayXdZAWvKcNancrDUQXqNmOESPGySEm20sF8zS4zId6vbaSSQWRu/MhLC0AyM7MWFfTawvPQ/7+JyPkU2nJkq667qIubAeFR56JLGOaCmd4Cl7VJPmI68IZn4ba1gTGGYz+FWCqgtzvXHNG5COVlw4g//C2SOXdq1qwDgyBJXQ4xyZq8eQCJNlQFLCkBvvICNwpkhIAAE9Q9Uq4LtTuNhirusFTBu2n58mgkCTsw8NUzZ4p0T3er9BxBt6UIbJbtaC0NUFpycI+Ogzz6ChV//3t9CUjYd2oKn2zdbrhc02j6f6kUZNTeB7pdGUSnnBlwIyfLOl61Kjn+Ts8R3UVqBESxim5MJ0ASxjwZkrwJmZCFVvUxojBauYh2f5nyMZKJZ0Ab86Qlj1fhpgsINCKu8SehCRJzK8yMgauK0AqAU26NjBdg9rRDK27NeqSwRiUZW3wChVUntuLiW8+TNZulg3heLVBx4kItk+mw/7JUsc76/sKjidDw5WG9p+pShBtrbZkoXa1QutsBU/qcPMlVLcfglcqS29n6SDhV2t9cu16gR7b17jzbBJKLgOWNIi4t2ShtmYDnTrTVOgruyi2+4JlJx0mJWwH9sgkxZQfG4c1ONY4IEUIkgDJGR43X4ZbqUZkPzyTCtw3PNOGOzFDqahTBSLithNUroU/sxFopDHbajEyYESNYAMhmZIcQPqzRaEm33AjIzekl7uuBZZ2PJui2UBOvuxwXbjFMrxShWby8qXads46HAKw3do+mXZt0OR6EJ4LuEIOvHTwdBpKKgFXV4AjtA61nUJt6sF1rSYHySShLWuDsbIbag+Raq27NdZZx4hxBhGT7aWC+uvxAmUkp+Kv7eZLMPdGq9CpK9ZHGpyqu4+guvNw9DUXr40Qch/5nz8dqVz5ekinUKIwlIoJZ3yGNLOGBk16rKYu70fy4gsWspunDOG4KDzyzKxGSGd8hhxWFAXeVO0YBlZfhgZYNszBUbrJux5pgHWVGiLTCWjLOqAta6Pp7qkCGKfmQK9UgXnoOM062E6EwDJDA08YlMqYS0PtaoEzkUd1y3bZoBiqModJm191832zDQ0Q0hWgrRZ/LVwXXoHcRdxSlQikJBjCAxFsn1Q2sqcDauceA02pMxZUWsEBUazAmyyEQjtQW8dCJBb+/jCS6PBsCkzXqAIvXSfC9moCkgAxLqfxBZEhXQVvzkDNpYlgt+ZIltSai2qxkwbc6QIqOw7D/NZReIWSdBEJV69PQLDD+8EAP/2vdhzrCTarkUBWR7R9vbt0rlAySaqINmehtmTAUwbAONzJPCov7af0xqotkzvnIdcMYKpaI4KZVEDcyZ89HRwXtaMZxupl0Ff3nFT1WggBL1+CfWwC9tAYrKFxOKOTEYeb4LWmBbdQIWJdiFatASLXanMGLJME8wCvSjIn68gwyUf8mSBfEhL5fkQo6h6NZwn8Yy0t9uB7XXNyDxEMdB75VWtdI1IrB7HUpCyr1tmaZ7TgnHooLBvORB720VEi2LbTsLoc9ij3ry+RarVv5SgEoEq3kkwCPJmQEqjod8Oc6EwmNzTwtKxYp5MUFNPXDb27lSrWnS0xsY4R4ywjJtuvctjHTj45svzsnshNj+tahPQKITDz4yfghuJ2lUwKuZuvm3Uzqbx0AJWXDkSWiVIVIpOEPTQGe2SKgiSEoKarXBraStIFZt/Y2NFkseDOFDH9g99E5TKeB/PQcTijU1T88mp6dK9ILiRgDGJihnyspcWer9kUjge1vQn6ig7A0Gk9QNAM5RyfgDNTpPTHUBWNKRwsmaBwFSGgdbfCM22Un98Hb6YYEAra8LCEA1Rh11WKWTc0CMchYr+sDVxWJ4XtkDvDVIEio12XUh3978sO2QN6cxATQBJI1LadU1UNrguvWI5WsX3MRVJ9cupP6QcyCS4byCgt0ytWAFaJVCYFEDidMPm9+c4PvDkLNZeiqm0mCa2zhWQioUY+t1SFMzoJ68AxqrQGPtghN5WFTCaFBwrBYFQePyeUCNnofah7L6eQE2ZoUGQDGk8loaQMMFWBZ9lwxmYkuZZkLKjse7PINSCrwekElIyUMWSS9DtryRCRleeHkk5CX9VN5Hpl94JmvwByCXGGJ6hifWwczrGJyHXBh7AdajAu1sh1YO/pb6uiUIw7Y+TtXDZhHR0Nwo2CinUjiYV/3tZXrP3ZlMj3VNNeM39WRvYABFVrVaGwFqOuap2kmQWfuMLz4MhmYjdfgrlfNjX7FfH6zXTJyz0g1aZF/zkuhCsHkP7vXBJrSmQ0gt6C+cCTBlS99t1l33ItWtf1QetqhdrVArWjJfazjhFjCSIm20sEsxMkF/Aex4UzGk0AVE9Q2fYsG5UX90eWJS5aE9HqlZ/bi0pdJThx0WokNvZFltmjU8j//Ono+vMlQFNhj07BOjwMr1yFV6pA624D0xQY/SugZtNoeufrTqvNn3lgCDP3Pxlp7nQLZZh7B2iq1qu5VvhEQSgKUDXhFStEzqTLBZMuEszQqFLU1kQOB9WS9CLW4FUtuKNTcCcLtO5Au4saCXQcqowJgeq+QZpi9km2TzTDVWbpMsKlb69wPDCA/HbTSaoylmX0dL5E7iieR9urKoFvcHCDj1SxWYgQ+v/zK7JCylU4TXMXytFtOxGC9clV+qRdU8A0jSLlbReeI6UGQtQIpC+T8ckVE3QMmtNQm3NELFMGNdd2NAcyEc92YMlBlHV0hBLzrJD+eqHVa3/T/Wo051F5SNg1pH5/w7/Z8GDFT+/MJGuaX10FHEokdMpVIpuWDc+XQbhuIG0JyxAYQxCXreRIe6s0UVS62pwJLOS4oVEMdl8PjFXdC4rCFo4Le2QKzvFx2MOTsI9PkMym7trk/168UoUq18UKBTPVH0ZVAcAgXCKezlQB3oFSjXz6xHqWlh3RSnU9sa7/nvxmxVl+7zywo/TjzpkuK9a6GshBeCYBcE4yjkIZzsQMxPGJIGyK6Wr0WqUqgOvBs0gvXiPVNoTjREh1IA/XVPCEBpYwpDtIYt7ZBKZwcohJJcAzCahtzTBW90Dr7YCZ0dH+4F0AZ+j4yC3IZGan+MaIEWNpISbbSwWn4EbijE7Nmr7Vuucn29Udh2Y1VKauWB88dvMlTH3r53CLteoVTxpoevv1kZu1Z9oUbx6qXnnSPk5ULVj7BomAThYoEVLhMNb2Qkkn0PTO152yq8F8MAwDnmmj9OjzEdmIcD3YR4ZhHRkmdwEub8xCUJqh1Gp7+TK8SjVIGST+RPustGQpqEHTJFknMsAAOBMzcCfyELYTyDzo/XLa2vPAUglACFjHJiCKUi7iuSFiEdqRsJWfQtV0JhTofV1QsikKwZkpUtNjsVxzKwlItgf4wS6NqtjB1xgi2JAPpf8zHJfWcTK9BGHS7hOhwMmB03EOOS4EsysyopzJZcxxiWBnDapiZ1LgIYLtxzzbY1OovHwQzsgU7IlpklqEUxwXSq7rDwULJTw63tyvnyWNCclDdI0IdsiSkXzDOZFqqT/2/BAZ317RdxDxP4YhCEvisnqtNhO5VpozVKGWcfW6TBTUV3ZB7W6d1/eaBupTpLUenoQzMklhRnUNrsK0iVSXqkSq5yDWgdRDyiW8slnTWLtubR896QlP76rNDNRXq8MPgsGMPHcD20lG+xgi1VB4zdfaCBFrQ6deA07nIe1XlXy3LYdWLz2oA6KeNALPas+uBimL/iAumHEID4Y4xa2zlBEMiljSiDTn1oMbOumr0xQU4w+StE7p1tTRTO4i8nzLAhgdH0OhUEA6HUeex4jxakBMtl/FmBVm09Y0bze5EALlZ/ZElhlre4OGKCEEpr/3KMz9dQ4kl69H8sLVkfXkH3wqqtN2XHjFClgqAfPlgzTtOjZNNmKGBmN1D9T2ZmRvuhL68o5T3uf54BwdQemXz8PN16LV3ekiqtJzlxl6QED8ijAYC6qKvmTEv+kzRtHFSmuOdLSaStP6VQuMc3iWDXciD69qksTDP/YyjEVAVsVlsIZXrEat++qJbND8qAbHlKk69L5O8KY0hGnDGZmEO1WEW5ZNlFJmAgaSnzh2VIbio6G/rq+5ZjVCY78Cgu1Xd7lSI0S+DMI3FPQr5JKU+hVM5niAH/ncIgl2OgG1jfzGleYM3FKF4qgHRuFMzsArmVHnkLDM4GQQkDmf9DUg2PWyEP9xqHoNQwOXbhbkSiKru5xBmBY5UHiVmhSkThISrFZVSFYgHS6UlgzUJope94OguK5BW95BkdgryFFirpkiz7ThjE3BGZ6EPTpFxHpsJkqshSDfd59Ul6pwS5VZUhD//BemDXgCnm1TUI5pBYQ6MpsQfbP/oI5Yi2jVOugZ4LXmXOnnHswU+MTa0Gs6a10NmoYZY4FdnjBt2FIS5g9M6LUqeCoBYXjUEG1Tv4Mnq9SwbdofX9pUN8MAOWOhJOQ2JBNk/zdHoYS+V6pWK5kk1J5WGH090JaR57va0QylNbvgGT/XbSC3iRHjHIRwXXglM5gpp3+rMhujGixXMimkr78I+vLOs73JsxCT7aWCU6hs28eiXtEn0mtbh47PsuAK2/1VXj6A/M+fjtyEta5WtP7uTZEqWeWFfajuOlzbdM+DMzIFpSWL6vaD8EoVOGPTshs+GUT4pi5dh+Sl6064XycLz7JR+NVzKDy9C6paI6rWoWMwDxyDsB3SinIOYbtwJmeCKqhwnFB1SkoFpORByaWhZFJgKQNQOGmLJVl0potBKAxPGvR9Oa5s5mOSYNlB4mCUENaBM6pkc05cz3LAMwnofd3kylAowzp0nCqFpi3JPIhk+1XoRuuulzfUVw79KfiTkYiE1x2WvEBO3wc6bQ8Q8pzxt4uj1lQoBJgryL4wmQBvzUKVTV4+wUZCg3VoGMUnt8MZnZa2i7LBM2iOOwVyXY95ddd1MwG8RrChKeCy8Q7S35vpKkkSPGlVaFUlsZZ660YfEwSPJKBk0lDac0SuZbogU+l5bXkH9OWd0Fd0NqxcCyFIBjE6BWdsmiQhI5NwpgrR19kO3ahKVXjlivzXjPzuySnDpuVVB8KT1WDTJmmL68nvInTeNZKDoAGpDo5t6PiGrB8DYh2WgSjkIc0SGriuAboqSS2da8LxaMapIGd6/GZiXTYUZ5LgnhFIV/zfUn2VGkLMvhQrpLPnukZVcz8gaQ4ZCFO4bG6k71TtbKHExd4OaB3NNHhsb6L9iBHjPIWwHQqR80m0T6Tl9Sjyd0gOOh+c8RnYI5Po+OP3LrngpZhsL1Us4DyZ7UQyv4Vevd2f2tEcJEG6xQomv/YAeTFLcF1D07tfH0mLtI9PRGz+hOfBOnAMancrqrsOw82X4IxPU2JaS5Y+Y1UPEhtXITtHGM4rgXVkGPkHtsKZLoJLkuOMTMHcPwhnfIZujM0ZME+QQ0e+BGGTVpYFN1Zfj4ta1Hk6AaUpQ8EZpSpExQI4o0CbKj3mCZ1ItSWrfwrtm1cyAV8v7MiqbiOSrYTkE4JG70ouDaW7DVzhcKfysAcpCTBoTPQjo4WgKnSj9YYlDkJIe78GrzkZmUUj+NXysA93+N9AlsGC7WAMJBFJGbUKdjZFEp20AXcij+q+ATi/eQleuVKTHiwmuZ4LjarX4QGEL1kAA7iUHWgKBGPUiOd60v5tthwEoVUzGRdPuus0kS+ZLshzaYq8b85AW94ZEOz61D7PsuGMT8Iemw7ItTM2HbkpCdcLbmJC3sDqq9UBqa7YEFUTXtUmb2eTCDZVdENuGfV66jDC8o9ZmvbwAUCtYVR6tjNFRtBLhxaWkF7WCo+QeeEJeKUKxLRLrkd+87CmkqOIpkKkDDnQsakvwgwRauly03DQIyUg3NACyz+eMiKNt5HXK3KQJEm11tUCbUUXfW8dzVDkoHGxGxYrlQre8pa3wHEcPPzww0ilFl+SFyPGXDAMo+Fy4bo1kjzr32pQjRb+8nlCnBqvnyRqCNt/+o9tl4wDdA16bweE5ZBj1xJCTLaXCk6SQHgVE85kPrJsPts/Z3wG5sFjkWWpKzcEN/Dp7z0Ksy7AJnl5P5p+++raOqYLmP7Br4Opb+F6qO4+ArWtCdaBY3CnCnDGpwHGaEq0OQtj3XIkN61G09teM6+G9GThTBdQ/OVzqEoLQz9Iw9o/SNHPrgelNQfGGdyZEmkzTQvCqk29BpZcQkhdLRFt345MlKvwZACOVybNJqS0xHdUgCDvZ+Z68EoOhZj4Fntz+Ov6wSU+yRcKJ4lAWxOYacEZIvcM+JHaPtFjLFpJrEeY1Mz1mmDnF3ac5/yMSNBNA4INSDmG1NXqKng6Bd6SgZpOkLwoocMrlGEfn0D15QOBi0rNkvA0Euv6fUHoccRfXOr2FaqUCoVcLRijBE5h0cyIN4f0hjEGZqhU6ZT7rbY1SY/mNJRMEkxXyfu4tx3aMvrP72kQjgtnMo/qrsNwxmbgjE/DHZuOBDP5pFr4NzZfDhLSVgshqDJdMSmNsyIdT2yH9sNvSA00/mFiHd4j0fBh4+Mqj6eiRCrWTA25gvhEOZhhkSt1XKpUCxEh41Sx1sB0HUzQ7IFXtQDpfhKxjJzrZ8IZ6eBlMA2XTYu1annd6/3BYdKgMJiedmjLO6At74Da3gS1tQlqW+6MJS16nofHHnsseBwjxmIjkGBVzBphrphwy1WY0wXYjkfyMZ9Ey3CtBcPzAoIcuPc40X8RPC9fs8BzXcmmglCppYSlt0XnK05SRmIPR11ImMKhdjbP+frys9GqNk8ZSG5aBQCo7DyMmQe2RCpxWkcz2n7/5uAG4kwXMHXPI3DzJdpc10V11xEwVYE9OAp3ukhEGwxqezN4Lo3Exr5FJ9qeaaO0dQfKT+8KLMK8UhXmvkFYAyPwylWafk8n4BUr5IBQrNBoWB4nCAQuD0xVwDjFYfMcBVSIqg332LjUpNJIGowFI2XyOwY8IRsRHZd4hxsiiY0QhMOAXqMpUJuzgKGRd/Hh41GC7UszZBNdQ4RPk9NJTP3PClvZsbong/1mNR/sTBJcumRwVYVXqsAenYa5dzAIAakRurNArv3lwpczIKi2ikDCUBvoMEdau831Eb7zRSoBJZ2E2tksGxnT5HyRoFh0bZmMw17WDrWrhZpeJwtwJmdQeX4vEeuJGXJVkcfVJ8v+f6JswqtUSdohIRxHaqhlpbpi1Wz1/HPTqztP6/8NYyHfh39e+AE/XNriqZJY+3/7EpzQLIWQNod+U2IgIVHJno/kRp7cLzcy09Fo5iDYJCa/C6nj9uPUebJxpZpxJh1LqFKttjVB7e2AvqIDWnc71NYslLYcpaYuYtEgRowzAeHIqnOlClG15GP5X7lKpDr4Wy6b457jeR7s0G8gcBUKWXfWk2eEibXjNOxVWQgYY7WsCT0kE9Pk7zxFRY24sh1j0WAfj+q11a7WORtrnPEZVF4+GFmWvGQdmKbCq5iY+JcfU2qhBNNUNH/gJui9JEtxpgqYuufngcREOC6quw5LqzlBzhhThVpFO5dGYtMqJDevQdPbX7soNychBKrbD6L42Itwi7QdXsWEdWQY1sFjcPMlME2D2t4Mr2rCGhilkBgp8WAKp8KrLSunCmlsoSqSnCcB04JzfLLmrOAJIl66Rg1kVYsqZr58w7eC8zA3wQ4IKguIHHQNSsog/fhUoUaw/Tf4souFNCqeCYIN1JoBA7G2JMah9D+oKnkXN2UoZdMla0Ln+CREpVo7bn7F9EygXlIDFtISkxwEjAMaD3yYwThYKDRFeI1vOn7IEZMETWnJkXwgl6bUxkwSSjZNqX097VC7W8n6sWIFDjbmwWNwJvJwZ6hSLVwvcuOjxxbFksubn3Bcarg0pTtGtUryD1+6FJF6+PtcT6xfwfGUchowFpBq3w9dMFaz4POrzHL2hnEOIQNlmMIARrM7wj/OllOTeohoQ+Kcm8OYtJSsVaqZoc+pqeaGTudowiC7xO5W6Ms7aVahrQlKaw5KSzb2qo6xJOE3KHuSMJP0K/RYXi9ExYRXDT1egGQjIM31hLmOSHuWXfP9d9x5B70LAeM+gdZkMnLosSTRvm0sNOWEUtRE/4ol+fuNyfYSwWyf7RNUtheYHCkcFzM/eTwySmWcI3VZP4QQmPrOL2EeGIq8J33leuRuosCZhkR752EiB0KQM0apItMTa0Q7dfEFi1LRFkLA3H0UpS3bYcsAGT+h0ToyDK9QIc6UScFzXFiDFHcu5MUlSFb0Nc+cbvSCc7AMBYp4VQvOiCTZgasGpSYKT0BUfNeLkMQhUsmdA0HFD1S5811GbAfuhBl9/1x617OFcLXSh4gu9yOtkTSoEmm7EDbNCjgBsT7D+1Nf6a8n9lyQW4rqV6z57H0U3qxNDrTWCSJylP7ZCqVJBslkUlCa09C628i9JqEDhgpRteFNFWDuG0R5204iyK5XqzrLf72KSTdRGcEOO0SoTbq5kgzKqZ3L9baOc84OnMIXEOiqQxImzmrXpfAxkwmaQgbJBO6PDHSsIUmC3G4POKnzInD+8KtXukp9Fb6uu+5ayQ1pu5jQiVB3tkJf1gZteSfUzmayTmzJknQkRoyzAOF5gYtPcB2o+iQ5dD2IPDYhKta85Fa4HuD4xFjOCIUJdD2hDv+9QNIshJiXnzDf8tUPYtPUGnHW6qrRmlrzyF8gggbktBE0IjPZYK52tMC4YNmC13UmEZPtJYCGJ/k8J58QAs6s5MjGzZHFR5+HPTIVWZa6vB88m0T+p1sw8+MnIp+vtjWh9ba3gSkKnMk8SUf8SnK5isruo/B8oj1ZoEZDhUPtoJhsY1MfUn5F+xWE1gjPQ3XXEZS2bIczPgMAcPNlWAeHYB0dCSrxzNBpWmtkkpIr6+zwhCN1oIwuAkKh5DhFVanJbFT6ifvJiYB8nwNRdYNmtwZbOPfGh4mqT7YlaX/FlcXTiXAVGKhte1C9VgLNsgAF0QjTBkrV09+8uFDUf75S53DB+by/LSBErA0NPJmA0pSG2tUCpSkTJAsquRQ51SQ0urFwDq9qwR6egHnwmHTusIIbZuTGaTvy2PlkWko+fHcM263Ja/yZgPodW6zjHD5XeeicrX9N6GOZnOEgNZQcwAJUjXacYNMEq3vzfJsRIdSqtPLTaoQ6NGhnnIUaGBNQ23JQu1oD3bvaLqU7cYU6xhxQFiFQTbguDaZ9whz+vctlnikJdETWZUWkXxF4nkwb9YLrQECIg8delDC7J0+YTwa+dAOSNEPh9PvUwqRZ/nZlANtCyTNjjGaakgnqiUga5FEvHwe9EqmEXJ4gsr7EnEYWgphsvwph7hmYFZncqLJtHhhCqYEDSeaGS5F/YCsm/v1nkSYqpipo/dBvQ+9qhTMxg6lv/4JCU4SAM0oOH16pCgiQllSmFaqdLdC6WmGsX4HMay9G5vWXnHJFW7guqjsOE8meKgCegD0+DevgMdjDEyRd8TWsnoCYmYJXNYkQ+9U4v9nKn4b2taSaBs4ZRNWC41TpB6vI6W5XakB9B5FTuWgFKgt5IYj4GJ/S4Tj9CBPssN92UJqUEALCsvyHSxOBZriOXM/3Fn8K069Yt2ShdTaDZ1LUGKdrlPZnaDR4ZIy67osVuOMUre750epVX9ohK9SmHfwb3HD9bvpZwTuneRDmf6/h2RZ/diYsEQrPXAC13xoAJrdTOFTZEr4sikQ3oc+ZYxOC6WK/yVGtEWpdkySewP3lCWpYVtqboElCrfa0Qm3NEaHOpk5rEm2McxO6rhNRtZzaoFiGFvl/16RakjRX6wbQdR70kLM3VF0OkWDXiy6Xz8HxgtcEZHoB0qlXgqDq7A9sNSVSfQ4GvOEwrrrKs+d54A2uq37FmWRaeo0kB4+NWoKqJNG+2cD5gJhsLwU0rGzP8VLHReFXz0WWqS00LRqGW6xg5qdboqtUFTS//Xrkf/EsJv7t/sjomjGGzGsvQvYNV6Cy4xAKD2+jC43jwjwgq8nFCpiikPWWtN1SO1ugr+xEYmMfmm5+DRLrV57SIXBniii/sB+VF/cH3c32wCjMQ8fgzpSCkbvnOOQoYlE08mzPaJrSDpb5U+GgYBEBBC4TdPGr2YEtil+zz0qWsklAXcUaQE3j66F2/JYywtrhBRBr5kt5dKqUKtLakedS4Bp5Y/N0gnSBkHZ3jGLg3bHpII7bM224pWrob7oJC1M6e/gyj4BInwUpTbDTqH3Hgd7efy60PHzegvsqqsjsDAu9d65bY3AjD08ZyxRHbmiBjCpockpQbL3v0ELVafpPbc1BacqQz/gZcvl4NeF8tvsLhxUJf1DrzxBZdiC9Cn6fZvg1RJTdigkW6mMIyLBbS3OdRYr95+XfYbIMP/zoDIL5YVo+MfZ/e6pPnNXaMvkaqCeuOjOFgyeMoLchIM/ysc2BRBPJsPyGYpbQ6TPOE+J8KoivYksVc5y05ad3Bc1UPjKvvzRykgshkP/ZFnjlauR12RsvR/mFfdQQaUWJdvqaTWj7yC3I3/8kKjsPAwDcQhnVXUdgHxuHV67SVLlHPr5MV6G2NyOxbjkSF1+AlnffALWt6aR2UXgezAPHUHlhH6yDx+A5LpzxaVgHj1MVW/pLu6YNmFagR4vY2vmEQIhaFHSkeicbGf3XuR5gn2SU98liqVV+g8o16sjfUtvQOeBXrBW/Yq3MKwVhfkiQqoAbskM9k6zdDBQKLfIbIgUAeC7s8RnpR12VVS6rVp227KAqFcyazKmRPsOoHzjVz0yE/w1JRaKE2n/fPB/Da03FYQcAikPX6JgzFoTAMEOnQU1LFmpbDkoHzYBpXSQ5Y9kURFKHljDim/RJIJ1Oo1gsYnp6+lUV1y5cN3DG8UJEWVhObQbIor8D0mzVkWhLEmhfYhFOYg3ClrxZz/kBTMIny06tyf1Mk+R6BHaYaog0S5JMVejacoQIdaSHon6dzHfX0WXDcOjfhBHpa/ArzFzOJM1HmoUQKJfLSKRS8W/2JBGT7aWABc7Lu4UySlt2RJbpKzphbIhWk8vP7JnlqW2sWw5nqoDx/++HszqTU1dvRPP7b8TUvb+EO1OEcFzYQ2Mw9w3AHp2GMG0wXQsuSko2BbUtB6N/BTLXX4LcW65dsDZSCAFnZArV3UdQ3XkYjvTmto+MSJlIlUJnZMMIpSPWE0RW4wVhkg0RJQ2zvIPPUyxlnXgYfrXaD4/xLfeCi7qoNTxK+UPg2ew33qhqKHGQqqkC1JTqlatk5Wg5UX2045C23/NqMxxL9XxhoQf1kpCw5vokyXQwCIlUx9Sa1MNvauI8qFYr6QSU5iyU1hzU9hzUzhb6r01WpXPphg2MPoQQKBQK0BJxo+KpYDF0x3PBl9T50if6rciZG8uRwUeSOEtyHBBlv+psO4Gema7rTo3c+qTY80KkuFYhnrXMrXvPK/x9nqjJ72RR84JXosRYVWqN5KHHdN2Sj+eYkeO6dNdJ6DXrStkYzA2NSLPsaagn1fP97l4pLMs6r2dWThUx2V4KaHTdaPBDKf76hVkV6ewbr4z8qOyRSRQfjcpMeCoJMIaxf/z+LJ1Z+qoNSF97IWZ+8Bt4jgv7+DjM/UNwxqfhzZCnNpNd+4xzKK056L3tMPpXIPfbVyN19cYT/qjDBNvcfYRS78amYQ2OwTk+QZGtoUpiQLAbVQ39avWsYoSoRYGfZt1bjFcInwQqNWJd0wjT/4QQgRcr88miP22qKmAqB0CEUngCcF14RadWvXJd8j1/NRDoMPyfUkRHHyLMPpGepbEOv7lulTxEpNUakUbQjEiPeSg9UWlKQ2nKkL90aw5qRzO5DbU1Qc1Kz/BFaD50A8vLGCeLRCJB57rt/2dH/7Ucalj1CXAgc3Jq1WPboeuu38Dru96YlpRLSHLrE2T5WxN+VThMmMMk2fOWRNV4oQgkGWqINCt0nQmIcZhEKzxKqOsIM+OcyHGoJyFCmOXvrEaU64i03yOyBDFXguTJwh/QRSQ8TkiWE8xCyOZPb3ZjKJyarEc4LtTmDBKb1wShYEsJMdl+lcA+PjHLKztx0Rpo3a3B3+b+Qcz8bGvEMN6ZLsI7OoLCz7dFqwEC0Fd2QWnJofT0LtjDk0SER6fgFauA6wZTSgD502pdLdDXrUD62k3I3XTlvLIRr2rBOjoC68gwzH2DMA8fh31sAs7wBJypAtxyVWpdTcB2F159nu8lMcleWvCJIOdRwgjUqtPy4kn212HSWJvBIJkHDb6CBqJX63cdlnw0ING1qeETE+lINdqPOw81NpG8Q6fpYl0DS+pQZSS80pKF0polb+n2JnLw8B1WUrGs45XC1xXDlo1yoUhp+jfkXVwfPx3xUbcifQGe5aBSLOO2b98B4Xn4ys1/gARXgyTcgOCGyXFAlkXw3ELDgV4NCIhyKGnUJ8pQlOhj+TrBGRRdq/1+JFmmxFfphCP7DLjfwGvUk2ffMUerVaF1Is8L0UafSQTnRlh37tWaN4MZBaduWQMNu1muwFXUhu8Rnt8c6tXyKpwQKfak1t1/7WlAdc8AWm9985I6/kBMtpcGTtAgKYRA4RfPRp7mhobM6y+l520HhUefR/nZPcHznu2g+vJBuGPTYOlE5LO8QoUqV+1NJOfYPwRH6rKF65HWNZOUU9EMPJuCsaYHqSvWI/fW18BY2zvrRPYsG87wJKzDx1HdN4jqjkOwRybhTOThjE3DLZQhqiaFzISDN2KcG2h0XfO/4zlCYc45hIm0X3mOSDv8Kn2IQNcRaeZX8P0URYVLzSYnTaem0I1dWmGpqQR4NgUlm6LftPSQVlpz1GTYnoOSSYGnE+ANkhPPNharSjYXApIxyz6Nbv5wQwTXDREBSYCDGTdfKhHS8AfLLIcqxLYDWDbJKkLa/iCoxwuTX78pW87g1L9unmtj2bHwywPbAQCVfQNgqn5aj+HpQDBQVHxCzAOyXCPJoWX+60Kk2X+eq2pAjAOCHP5br2vS1VUIVYGaNGgw6kul/PcskKRFBjehKr9bqkSlLx5dA6P68vD7qNgUnR0Iv37+9wbvc9xZrzkdzZuO48BWly51tIcnIGynYVLs2cSSPWIvvfQS7rzzTrzwwguwbRtr167Frbfeire97W0LXofnebjnnntw77334siRI0ilUrjmmmvw2c9+FqtWrTp9G3+SaHRhDf/gzV1HYA2ORp5PX7cZSiYJe3QKMz95As7YdLAua2AU1ef3QTgO1C6qfAvbJc1qvgSWSQKWg/xPniBnEduVGjYEU1oAyMO2oxmJTavQ9PbXInPNhWCqAuG6sEenYR2fgHVgCNWdh2AeOg5nIg97eALuVIH01rZLRGu+hMUYUiaM3wAAIbBJREFU5wbO1a83TIrrq9CBNrquQh1+H0IyjjCB8KvRmgKu1VIoeVMGajYJnkmB51KB9llpShN5lgmHSjpBtloNUhLPJk6mguan0VWEAGyvpgu262QPvvTBJ8VhWYQkxvDJsV9F8yvJbpj0+o47AkLUJVWGq7znSMV3MRGQY14jwDWyzIMkUcYlIeaNiDQNIP1KMdfUUANg9DdB66tpniOfpcjnQ57/TCBipxmVtwgIy4ZbNYMGSseyoXBea3ZuRHojJFrUzuMl0lgZozH0lV1L0sFo6W0RgKeeegof+chHoGkabr75ZmSzWTz88MP43Oc+h6GhIXzsYx9b0Hr+8i//Et/5znewdu1afPCDH8TExAR+9rOf4YknnsB//Md/YO3atad5T145/Kp1GGpzBslL16H09G4UH3senu3AGZuGfXQE9vEJsuhL6OCZFNzJPJxCGV7FBHMcMEWFKJYhnLHIOplKdj+Qtj9qVwuMtb1IXb4e2spO2EdGMfyr52EePAZrYISq1dMlCNOiAA53EazzYsQ4EwgIdIgg89rfLEymgQiBZjxqNRglz7w23ZyilEmlOQMll6Hqco5ItNKUlgQ6A6UtS8+nyJ+25qxTu+kHj0Xtxu9VLbjFCpECS4bk+A1otlOzJLPdGgH1q7f+a8L6SD9pzn/OC4VqBJVhmiKG1MSLMIH2P8+bTWYhUCOxogHpPZevG2HXnwbuNfXSvujzjR97Ti0bwauY8JToMWSh1E9/piR8jrM6V5pAuuSf/1zOooRkSQGR5gyMcwhGSbyMkSQj8n7GIbiUZDBOZJgxmTDK6HuvWnCrtf0403AcB+oSrs6ez4h4gXMug3Rmz2owVQ36d5iqAJxDbWtCYmPfkpOQAAATS2z47jgO3vKWt2B4eBj33nsvNm3aBAAoFov4wAc+gEOHDuGnP/3pCSvTW7duxa233oorr7wS//7v/w5dp6m2LVu24Pd///dx5ZVX4pvf/Obp3p0FwTNtjN5+b/C3EAIt77sR7lQR5r4BWEdH6HXFCtzpIrTV3RSTPjkDe3Ac9rFxOMVKcANlCg+qO0SChfQY1mo3c+FXbhgYRzBaj1jkeTGJjvEqQVBVbqB1ntV0CCLKvswjTBYkmQgkHBpNP8PQwGVzE0JuHVxVAF0D12p+t36zZyAZCJPmei1tUI1DrbIW8ucOiGn4N+vPFAnZROyj4e9UzJ5UChPAWe+dy7mmQbOyENFF9euoXzbP+1lou2avpvF75/w7vB4x/2vm+xwR/nvWexu8P/SaOWcr62ZBWJ2DTMRFJiRFYpLcQlFQER4ueeQOAMDLb/8cUkaiRjzC1WeZMcCCoCeF1sHDr2E19x//3yVIVBYbcwWznI+ozVbwoAk9LGOLLFM4PACKrtUarsPXS0l6Aw19eGYiWIdS9xmhx/6syDl4Di65od3WrVtx9OhRvPvd7w6INgBkMhl84hOfwGc/+1l8//vfx5/8yZ/Mu57vfve7AIDPfOYzAdEGgOuuuw7XX389fvOb3+DQoUNYvXr16dmRk8To/74n4rAx9nffPuV1NbznulQBW/DrY8RY6ghfj2ddnAUgZjcf1giOH97CJfmOkhsAcsrZpITSulXXPWjw3FyYi8wu6M0xFg1R2Q+rH5w1+NsnAMyvFCuhirHC6VySBLZGYOS5FrGy5GAc8t+66rJ/bnLUSEe4Ig3AtWsVYbWjBao2j2ZbBrYQnKV/hp2hDfSEB85eCdle4Ib654V/TviDG/9vxmqElte+ayhK8DfjoUFR+FwLZthC1zX/tcFgK/q68DYEy07iOAgIwHXBFYWKFf6g0vczn4NjLDrmqBErLVkkNq0CTy49O9ElR7a3bdsGALj++utnPffa17428pr58NRTTyGVSuHyyy+f9ZxPtp9++umlQbb9alWMGOcbWN2DcBW6EfkJV69DxNh/74JvHL68AbObN5c8IXmVgoW/60YDJRb8L3IeNGwqDcskwtp5DgA+iZWvk8Q2bJsYWLXVV5pnae9Z4+UnC1/7K/FKzjErJCOxBkehvgobJOdD7Vjzuu8l/N3XzxSEvqO6GYGIXAaACDUxs/AAO3R+hM8LOq8abAtv9Pq6v18ppFZ8KV2TlroEp7r7CFp+901Lrjq+5I7Y4cOHAQB9fX2znmtqakJLSwuOHDky7zrK5TLGxsbQ39/f0Pjfl6D4n9UIZ1Jd470a4rFjnL9oSIj9G6L/VJichJ5H9MYVXufJVFRiRBG9j9Qd2/oXMFAVKjxoAYt+Zzz0GkiCitDr/ZkAsBB5rSc8tJzVEZ7gMQNV6cLrDR7Xtisg0LN39NyHT/Ai31ftWDAG8NBdm6cS4JoeJZt1v7nIQCGyrrrlwfGvXx5eT/Q5Fl5nUIEPf1aNAM9uJA4T07p1nmbEMpJzF9bAKDzLPqPuSws5Z5cc2S4WKYo8m802fD6TyWB4eHjedRQKheC1c60j/FmNcCZHRWoygYsnf3bGPi9GjBgxYrx6IfC/zvYmxIgR4yQQD+1ixIgRI0aMGDFixDhNWHJk2686+9XpehSLxTmr3j785+eqXPvL56p8x4gRI0aMGDFixIixGFhyZNvXUzfSZc/MzGBqaqqhnjuMVCqFjo4ODA4OwnVnN0D5Wu2lFGwTI0aMGDFixIgR49zDkiPbV111FQDg8ccfn/XcE088AQC4+uqrT7ieq6++GuVyGc8999ys5/x1+58VI0aMGDFixIgRI8bpwJIj29dddx1WrFiB+++/H7t27QqWF4tF/NM//RNUVcW73vWuYPnk5CQOHDiAycnJyHre//73AwC+/OUvw7JqVklbtmzB448/jquuumpp2P7FiBEjRowYMWLEOGex5BIkAQq2ue2226BpGm655RZkMhk8/PDDGBwcxGc+8xl8/OMfD15755134q677sInP/lJfOpTn4qs58///M/x3e9+F2vXrsUNN9wQxLUbhnHG4tpfeukl3HnnnXjhhRdg2zbWrl2LW2+9FW9729sWvA7P83DPPffg3nvvxZEjR5BKpXDNNdfgs5/97DkthXmlx+6ZZ57BI488gm3btmFoaAjlchm9vb144xvfiI9+9KPI5XKneQ/OHhbjvAvDtm28973vxe7du7F69Wo8+OCDi7zFSweLdeyKxSK++tWv4uGHH8bAwAA0TcOKFSvwxje+EZ/85CdP09afXSzGscvn8/j3f/93PPLIIxgcHISu61i+fDne9a534X3vex8MY+kFVrwS/OhHP8Kzzz6L7du3Y+/evbBtG1/84hfx7ne/+6TWcz7eJxbj2J2v94nFOu/COJ/uEyeLJWf9BwDXXnst7rnnHtxxxx144IEHgov2pz/9abz97W9f8Hq+8IUvYP369bj33ntx9913I5VK4cYbb8RnP/vZM1LVfuqpp/CRj3wEmqbh5ptvRjabxcMPP4zPfe5zGBoawsc+9rEFrecv//Iv8Z3vfAdr167FBz/4wWDQ8MQTT5yxQcOZxmIcu09/+tOYmprCFVdcgXe84x1gjGHbtm3413/9Vzz88MP4j//4D7S1tZ2BvTmzWKzzLox/+qd/wtGjR0/D1i4tLNaxO3bsGG699VYMDAzgNa95DW644QZYloWjR4/ioYceOifJ9mIcu3w+j3e/+90YGBjAFVdcgQ984AOwLAu//vWv8d//+3/Hz3/+c/z7v//7OeWR/A//8A8YGhpCS0sLOjs7MTQ0dErrOR/vE4tx7M7X+8RinXdhnC/3iVOCiHFaYNu2uOmmm8TmzZvFjh07guWFQkHcfPPNYtOmTeLQoUMnXM+WLVtEf3+/+N3f/V1hmmaw/MknnxTr168Xv/d7v3c6Nv+sYrGO3Ve+8hUxMjISWeZ5nvjLv/xL0d/fL/7qr/5qsTf9rGOxjl0Y27dvF5s2bRLf+MY3RH9/v/id3/mdRd7qpYHFOnaO44j3vOc94uKLLxZbtmxp+DnnGhbr2P3Lv/yL6O/vF//jf/yPyHLTNMV73vMe0d/fL7Zt27bYm39W8cQTT4jBwUEhBF2z+vv7xX333XdS6zgf7xNCLM6xOx/vE0IszrEL43y5T5wqzp3ywBLD1q1bcfToUdxyyy3YtGlTsDyTyeATn/gEHMfB97///ROu57vf/S4A4DOf+Qx0vRbLe9111+H666/H008/jUOHDi3+DpxFLNax+8M//EN0dnZGljHG8IlPfAIA8PTTTy/uhi8BLNax82FZFv7sz/4Ml1xyCT74wQ+ejk1eMlisY/fQQw/h5Zdfxh/8wR/g2muvnfX8Uo46PlUs1rEbGBgAANxwww2R5bqu47WvfS0AYGJiYhG3/OzjNa95DXp7e1/ROs7H+wSwOMfufLxPAItz7HycT/eJU0VMtk8Ttm3bBgC4/vrrZz3n3zT818yHp556CqlUCpdffvms5/x1n2sXg8U6dnPBJzuKopzyOpYqFvvY3XXXXThy5Aj+5m/+5oymqp4NLNax+9nPKA32zW9+M44fP45vf/vb+Jd/+Rc88MADKJVKi7jFSweLdezWrVsHAPjNb34TWW7bNp588kkkEglcdtllr3Rzzzmcj/eJ041z+T6x2Dif7hOninOvxLJE4Ht5N/IEb2pqQktLS0Mv8TDK5TLGxsbQ39/f8AfvN734n3WuYDGO3Xy47777ANRIwLmExTx2L730Ev71X//1jPU4nG0s1rHbvn07AODZZ5/FF7/4xYgbUmtrK7785S/jmmuuWZyNXiJYrGP3vve9Dz/60Y/w1a9+Fdu3b8fmzZth2zZ+85vfYGZmBn//93+Prq6uxd78VzXO1/vE6ca5fJ9YTJxv94lTRVzZPk3wUyrnSrvMZDJzpmT68J+fK+nSXz5XUuarFYtx7ObCrl278I//+I9oa2vDbbfddsrbuFSxWMfOsix8/vOfx8aNG/EHf/AHi7qNSxWLdex8mcNf//Vf49Zbb8Vjjz2GLVu24M///M9RKBTwR3/0RxgdHV28DV8CWKxjl0gkcPfdd+Ptb387tm3bhq9+9au4++67A4lKo8rt+Y7z9T5xOnGu3ycWC+fjfeJUEVe2Y5w3GBgYwEc/+lG4rosvfelLaG1tPdubtGTx5S9/GUeOHMF9990XT6OeJIR0U/2t3/otfO5znwuWf+hDH8LIyAj+z//5P/je974XaEJj1DA5OYlPfOITmJycxL/8y7/g8ssvh2ma+OUvf4m//du/xaOPPor77rsPTU1NZ3tTY5yjiO8TC0d8n1g44sr2aYJfTZirmlMsFuesAvnwn5+rIuEvn6ui8WrFYhy7egwNDeHWW2/F5OQk7rjjjoaNa+cCFuPY7dixA1/72tfwsY99DOvXr1/0bVyqWKzzzl/PG97whlnP3XjjjQBqUpNzBYt17P72b/8Wzz//PO644w7ccMMNyGazaG9vx/vf/3786Z/+KQYGBvD1r399Ubf91Y7z9T5xOnC+3CcWA+frfeJUEZPt0wRfJ9dIpzgzM4OpqamG+sYwUqkUOjo6MDg4CNd1Zz3va/DOtcCCxTh2YQwODuJDH/oQRkdH8eUvfzkgPOciFuPY7dmzB67r4s4778T69esj/wHAoUOHsH79elx55ZWLvv1nE4t13vm6xUZhGP4y0zRfwZYuPSzWsXvsscfQ3NyMDRs2zHrOJz47dux4ZRt7juF8vU8sNs6n+8Ri4Hy9T5wqYrJ9mnDVVVcBAB5//PFZzz3xxBMAgKuvvvqE67n66qtRLpfx3HPPzXrOX7f/WecKFuvYAXQB/fCHP4zR0VHcfvvtuOmmmxZvQ5cgFuPYrVq1Cu9973sb/gdQJe29730v3vnOdy7uxp9lLNZ555PC/fv3z3rOX7ZYlltLBYt17CzLQrFYjDSV+picnASAiLVdDML5eJ9YTJxv94nFwPl6nzhlnG2j73MVtm2LN77xjWLz5s1i586dwfJwyMPBgweD5RMTE2L//v1iYmIisp7zMaxgsY7dwMCAuPHGG8WmTZvEQw89dMa2/2xisY7dXDiXwwoW69gdPXpUbN68WVx33XVieHg4sp53vOMdor+/Xzz55JOnf4fOIBbr2P3BH/yB6O/vF7fffntkuWmawXN33333ad2Xs4kThYvE94m5carH7ny8T9TjVI/dXDiX7xOnCiaE7OaJsejYunUrbrvtNmiahltuuQWZTAYPP/wwBgcH8ZnPfAYf//jHg9feeeeduOuuu/DJT34Sn/rUpyLr+fM//3N897vfxdq1a3HDDTcEMbyGYZyzMbyLceze8IY3YGhoCJdeemlD/18As471uYDFOu8aYf369Vi9ejUefPDB07kLZw2Ldezuvvtu/PVf/zWam5vxpje9Cbqu49FHH8XQ0BD+03/6T/jCF75wpnfttGMxjt2uXbvwe7/3eyiVSrj44ouDBsnHH38cAwMDuPDCC/Htb38bhmGcjV08Lfjud7+LZ599FgCwd+9e7NixA5dffnkgu7npppuCSmt8n4hiMY7d+XqfWKzzrhHO9fvEqSB2IzmNuPbaa3HPPffgjjvuwAMPPADbtrF27Vp8+tOfxtvf/vYFr+cLX/gC1q9fj3vvvRd33303UqkUbrzxxnPa13Ixjt3Q0BAA4IUXXsALL7zQ8DXn4kV0sc678xGLdew+9KEPobe3F//2b/+Gn/70p3BdF2vXrsXHPvYxvP/97z+Ne3D2sBjHbuPGjfj+97+Pr3zlK9i6dSu+9a1vQVEUrFy5Ep/61KfwkY985Jwi2gD5sf/gBz+ILHvuuecCSUhvb++CZA3n431iMY7d+XqfWKzzLsbCEFe2Y8SIESNGjBgxYsQ4TYgbJGPEiBEjRowYMWLEOE2IyXaMGDFixIgRI0aMGKcJMdmOESNGjBgxYsSIEeM0ISbbMWLEiBEjRowYMWKcJsRkO0aMGDFixIgRI0aM04SYbMeIESNGjBgxYsSIcZoQk+0YMWLEiBEjRowYMU4TYrIdI0aMGDFixIgRI8ZpQky2Y8SIESNGjBgxYsQ4TYjJdowYMWJIPPXUU1i/fj3uvPPO0/YZb3jDG/CGN7zhFa1jcHAQ69evx5/92Z8t0ladGB/96Edxyy23wPO8M/aZC8GHPvQhrF+//rStv9E54TgO3vSmN+HTn/70afvcGDFinDuIyXaMGDFinAd4JSR/y5YtePTRR/FHf/RH4Dy+baiqio997GN48MEH8dxzz53tzYkRI8YSR3zVjBEjRowziK997Wv42te+drY346TwD//wD+jt7cWb3/zms70pSwbveMc70N7ejjvuuONsb0qMGDGWOGKyHSNGjBhnECtXrsTKlSvP9mYsGHv27MHzzz+Pt7/97WCMne3NWTJQVRVvfetbsXXrVhw+fPhsb06MGDGWMNSzvQExYsSIsRSxY8cOfOlLX8Jzzz0HzjmuvfZafP7zn8fy5ctnvXZgYAD//M//jCeeeALj4+Nobm7G9ddfj0996lPo7e2NvNaXcvzyl7+MLJ+cnMTtt9+ORx55BOVyGWvXrsXHPvYxFAoFfP7zn8cXv/hFvPvd72742X/3d3+HLVu2wLZtXHrppfizP/szbNiwAQDpu9/4xjcGrw/rmz/5yU/iU5/61LzH4Qc/+AEANKxqFwoFfPWrX8VDDz2E48ePg3OOjo4OXHbZZfjjP/5j9PT0BK8VQuCHP/whvve972HPnj2wbRtdXV249tpr8bGPfQzLli0DAGzfvh3f//73sW3bNhw/fhy2baOvrw9ve9vb8Pu///vQNG3e7Q3jkUcewd13342dO3eiWq2ir68P73rXu/Bf/st/gaIokddWq1Xcdddd+MlPfoLJyUn09fXhwx/+MPr6+uZc/1ve8hZ84xvfwA9+8AN89rOfXfB2xYgR4/xCTLZjxIgRow7bt2/Hv/3bv+Hqq6/GBz7wAezcuROPPPII9u7di/vvvx+GYQSvffHFF/GRj3wElUoFN954I1auXImhoSH85Cc/wa9//Wvce++9WLFixbyfVyqV8KEPfQj79+/HFVdcgSuuuAIjIyP4kz/5E7z2ta+d831DQ0N43/veh7Vr1+I973kPjh49il/84hf48Ic/jJ/97Gdob29HLpfDJz/5SXz9618HANx6663B+6+++uoTHostW7YglUqhv78/slwIgY985CN48cUXcfnll+N1r3sdOOcYGhrCz3/+c7zzne8MyLYQAn/yJ3+Cn/3sZ+jq6sLNN9+MTCaDoaEhPPDAA3j9618fkO3vfOc7+NWvfoWrrroKr3/961GtVrFt2zb8/d//PV5++eUFN69+6Utfwle+8hV0d3fjt3/7t5HJZPD000/jf/2v/4UXX3wxIv/wPA8f//jH8eSTT6K/vx+33HILpqen8cUvfhHXXHPNnJ+xefNmaJqGrVu3LmibYsSIcZ5CxIgRI0YMIYQQW7duFf39/aK/v1/89Kc/jTz3p3/6p6K/v1/cf//9wTLLssSNN94oLrvsMrFr167I659++mmxceNG8dGPfjSy/MYbbxQ33nhjZNntt98u+vv7xX/7b/9tzu257777guUDAwPB8q985SsN11W/vNHnngjFYlFs2LBBfOADH5j13O7du0V/f7/4oz/6o1nPmaYpisVi8Pc3v/lN0d/fL2699VZRqVQir61UKmJqair4e3BwUDiOE3mN53ni85//vOjv7xfPPPNM5LkPfvCDor+/P7Ls8ccfF/39/eK2224T5XI5sp6/+Iu/EP39/eLBBx8Mlt93332iv79ffOQjH4l89u7du8WFF14o+vv7xR133NHoEIl3vvOd4sILLxSmaTZ8PkaMGDFizXaMGDFi1OGqq67CW9/61siy97znPQCAl19+OVj26KOPYmhoCLfddlsg2/Bx5ZVX4o1vfCMee+wxFIvFeT/vxz/+MXRdxyc/+cnI8muuuQbXX3/9nO9bvnw5brvttsiy9773vbO281QxOjoKz/PQ3t4+52vCVX4fuq4jnU4Hf99zzz1QFAV/9Vd/hUQiEXltIpFAc3Nz8Hdvb+8siQdjDL/3e78HgCrtJ8I3v/lNAMAXvvAFJJPJyHo+97nPgTGGn/70p8HyH/7whwCAz372s5HPXr9+Pd7xjnfM+1ltbW2wbRsTExMn3K4YMWKcn4hlJDFixIhRh02bNs1a1t3dDQDI5/PBshdeeAEAcPDgwYbyhrGxMXieh0OHDuGiiy5q+FnFYhFDQ0NYt24dWltbZz1/2WWX4fHHH2/43g0bNsyy4mu0naeK6elpAEAul5v13AUXXID+/n7cf//9GB4exk033YQrrrgCF154YYSwlstl7N+/H319fVi1atUJP9OyLHzrW9/CT3/6Uxw8eBDlchlCiOD50dHRE67jxRdfRCqVwve+972GzycSCRw8eDD4e8+ePUgmk7jwwgtnvfbKK6+ccz0A0NTUBACYmpqKaNRjxIgRw0dMtmPEiBGjDtlsdtYyn0CGQ11mZmYAAD/5yU/mXV+lUpnzOb/q3dLS0vD5+arKjbZTVdVZ23mq8KvQ1Wq14ed8/etfx1133YWHH34Yf/u3fwuA9uODH/wgPv7xj0NRFBQKBQBAV1fXgj7zj//4j/GrX/0Kq1atwlvf+la0tbVBVVXk83l84xvfgGVZJ1zHzMwMHMfBXXfdNedryuVy8LhQKASDlHq0tbXN+1mmaQLArIp9jBgxYviIyXaMGDFinCIymQwA4J//+Z9x4403vqJ1TE1NNXx+fHz81DZuEeBX2v1BRaPn/+Iv/gL/9b/+Vxw8eBBbt27F3XffjTvvvBOapuGjH/1osH8jIyMn/LyXXvr/27u/kKb6OI7jbx2M/hxpICZYZKFSFzVBDQpt/eEgRgh2a3UTuUKFuoiIoIsu6qZSuhklkTHwrhtnuYrVodY//4zisYJREmvRikGZEdEf9bl4cOmzlcvYow9+Xnfj/M7v/Larz37ne77nLyzLoqqqira2tkk75I8ePcLr9aa17vFr9vT0pDU+JyeHd+/epTw2VXnI+G+T6q6EiAioz7aIyLQ5nU7gRznJdBiGwZIlS4hEIikD38OHD6c990TZ2dmMjIz81jmLFy/G4XAQiUR+OS4rK4uioiJ27NhBe3s78KO14cKFCykuLubVq1dT9qOORqMAbNq0Kaluu7+/P+11O51OhoaG0u5/vXLlSj5//syTJ0+Sjk113RcvXiR+JxGRVBS2RUSmyTRNCgoKaG9vp6+vL+n4t2/f0gqJtbW1fP36Nansoaen56f12r9r0aJFvH//PlH2kI6srCwqKip4+fJlon57XDQa5fnz50nnjO/ET3xwsr6+npGREY4dO5ZUkvLly5fE3OPt/0Kh0KQxz549o62tLe1179q1C4AjR46kvGMQj8cZHBxMfB5/CLK1tXXSH5JwOExnZ+dPr/P69Wvi8XhaLRRFZO5SGYmIyDTZ7XbOnDlDQ0MDO3fuZP369ZSUlAAQi8Xo7+/H4XBw9erVX87T0NDA9evX6ejoIBwOU15ezps3b/D7/WzevBnLspIehPxd69at4/Hjx+zbt4/y8nLsdjtlZWVUVFT88jzTNAkEAty7d29Sh5ZwOExTUxNr1qyhpKSEvLw83r59SyAQwGazsXv37sTY+vp6+vr68Pv9VFdXs2XLFgzDIBaLcefOHY4fP45pmjidTpxOJ36/n3g8TmlpKbFYjJs3b7Jx40auXbuW1nd1uVw0Njbi8Xiorq5mw4YNFBQUMDQ0RCQSIRQKceDAAYqKigDYvn07ly9fJhgMUldXh8vl4sOHD1y5coWqqiosy0p5nbt37wJMemmQiMi/KWyLiPwBp9OJz+fj/Pnz3L59m1AohN1uJz8/H9M02bZt25RzGIZBR0cHp0+f5saNGwwMDFBcXExLSwvRaBTLshJ1yNPV2NjI8PAwlmXx4MEDRkdHaW5unjJsb926lRMnTuDz+SaF7dWrV+N2u+nt7eXWrVsMDw+Tl5dHZWUle/bsSZTYwD875K2trVRWVnLp0iU6OzsZGxsjPz+fmpqaRBcQm83GuXPnOHXqFMFgkIGBAQoLCzl06BAulyvtsA2wf/9+1q5di9fr5f79+3z8+BGHw8HSpUtpbm6mtrY2MTY7OxuPx5N4g6TX62XZsmUcPnyY5cuX/zRs+3w+cnNzMU0z7XWJyNyTNTaxp5KIiMwqBw8epKuri+7u7sRO7H+tpaWFCxcuEAgEftq1Y66JRCLU1NTQ1NSU1B9dRGQi1WyLiMwCqfpH9/b20t3dzYoVK2YsaAO43W4Mw+Ds2bMztobZxuPxkJubO6lcRkQkFZWRiIjMAm63m3nz5rFq1Srmz5/P4OAgwWAQm83G0aNHZ3RthmFw8uRJnj59yujo6B/Xj//fff/+ncLCQurq6liwYMFML0dEZjmVkYiIzAIXL16kq6uLaDTKp0+fyMnJoaysjL1791JaWjrTyxMRkWlS2BYRERERyZC5fS9QRERERCSDFLZFRERERDJEYVtEREREJEMUtkVEREREMkRhW0REREQkQxS2RUREREQyRGFbRERERCRDFLZFRERERDLkb3lDgRWPopAlAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "np.random.seed(123)\n", "n_prior_samples = 100\n", "p_samples = p_prior.rvs(size=n_prior_samples)\n", "k_samples = k_prior.rvs(size=n_prior_samples)\n", "sigma_samples = stats.expon(scale=1).rvs(n_prior_samples)\n", "\n", "heights = np.linspace(0, 1.5, 100)[:, None]\n", "\n", "# Log-normally-distributed weight\n", "prior_mus = np.log(np.pi * k_samples * p_samples**2 * heights**3)\n", "\n", "# expected value on natural scale\n", "prior_lines = np.exp(prior_mus + sigma_samples**2 / 2)\n", "\n", "utils.plot_line(heights, prior_lines, label=None, color=\"C0\", alpha=0.5)\n", "plt.axvline(1, color=\"k\", linestyle=\"--\", zorder=100)\n", "plt.axhline(1, color=\"k\", linestyle=\"--\", zorder=100)\n", "plt.ylim([0, 1.5])\n", "plt.xlabel(\"height (scaled)\")\n", "plt.ylabel(\"weight (scaled)\")\n", "plt.title(\"prior predictive simulation\");" ] }, { "cell_type": "markdown", "id": "7c7e0fc4-e0d9-4fb5-99c5-983140e1835e", "metadata": {}, "source": [ "#### Fit the statistical model" ] }, { "cell_type": "code", "execution_count": 6, "id": "03d80e4c-7fcd-4cbe-80bc-99755218873f", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [sigma, p, k]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "94fc629d55fd451b91f463efffd2eabd", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 7 seconds.\n"
     ]
    }
   ],
   "source": [
    "with pm.Model() as cylinder_model:\n",
    "    H = pm.Data(\"H\", HOWELL.height_scaled, dims=\"obs_id\")\n",
    "    W = HOWELL.weight_scaled\n",
    "    PI = 3.141593\n",
    "\n",
    "    sigma = pm.Exponential(\"sigma\", 1)\n",
    "    p = pm.Beta(\"p\", 25, 50)\n",
    "    k = pm.Exponential(\"k\", 0.5)\n",
    "\n",
    "    mu = pm.math.log(PI * k * p**2 * H**3)\n",
    "    pm.LogNormal(\"W\", mu, sigma, observed=W, dims=\"obs_id\")\n",
    "    cylinder_inference = pm.sample()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "f87cacd4-30c5-4a09-879a-ee887ef4f580",
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_cylinder_model_posterior(model, inference, title=None):\n",
    "    heights = np.linspace(0, 1.3, 100)\n",
    "    with model:\n",
    "        pm.set_data({\"H\": heights})\n",
    "        ppd = pm.sample_posterior_predictive(\n",
    "            inference,\n",
    "            return_inferencedata=True,\n",
    "            predictions=True,\n",
    "            extend_inferencedata=False,\n",
    "        )\n",
    "    az.plot_hdi(heights, ppd.predictions[\"W\"], color=\"C0\")\n",
    "    utils.plot_line(\n",
    "        heights, ppd.predictions[\"W\"].mean(dim=(\"chain\", \"draw\")), color=\"k\", label=\"posterior\"\n",
    "    )\n",
    "    utils.plot_scatter(HOWELL.height_scaled, HOWELL.weight_scaled, color=\"C0\")\n",
    "    plt.xlabel(\"height (scaled)\")\n",
    "    plt.ylabel(\"weight (scaled)\")\n",
    "    plt.legend()\n",
    "    plt.title(title)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "9ef79381-ddc5-470d-a247-fcdae4b645b9",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling: [W]\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "8c2354fa4bc449ba8724e468728ef06e",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "
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      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_cylinder_model_posterior(cylinder_model, cylinder_inference);" ] }, { "cell_type": "markdown", "id": "cc6bfaa1-2ed7-47bb-91bb-19a3fa11a165", "metadata": {}, "source": [ "### Insightful errors\n", "- not bad for a cylinder\n", "- poor fit for children\n", "- in scientific model, errors are informative\n", " - likely $p$ is different for children" ] }, { "cell_type": "markdown", "id": "f4ebc2a3-f6f9-47de-8dec-50ef2dd93c52", "metadata": {}, "source": [ "**3. Think**\n", "\n", "Bayesian inference has discovered that $k$ and $p$ are functionally related\n", "\n", "You can derive the same relationship using algebra, and the notion that the average human has a hieght of 1\n", "\n", "$$\n", "\\begin{align*}\n", "\\mu &= k \\pi p^2 H^3 \\\\\n", "(1) &= k \\pi p^2 (1)^3 \\\\\n", "1 &= k \\pi p^2 \\\\\n", "k &= \\frac{1}{\\pi p^2} \\\\\n", "\\end{align*}\n", "$$" ] }, { "cell_type": "code", "execution_count": 9, "id": "a51d3345-ad69-4d85-9501-819374a4f50a", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "n_posterior_samples = 300\n", "utils.plot_scatter(\n", " cylinder_inference.posterior[\"p\"][0, :n_posterior_samples] ** 2,\n", " cylinder_inference.posterior[\"k\"][0, :n_posterior_samples],\n", " label=\"posterior samples\",\n", ")\n", "p_squared = np.linspace(0.03, 0.35, 100)\n", "k_analytic = 1 / (np.pi * p_squared)\n", "\n", "utils.plot_line(p_squared, k_analytic, color=\"k\", label=r\"$k=1/\\pi p^2$\")\n", "plt.legend()\n", "plt.xlabel(\"$p^2$\")\n", "plt.ylabel(\"$k$\")\n", "plt.title(\"$k$ is clearly a function of $p^2$\");" ] }, { "cell_type": "markdown", "id": "dd3efe8b-30de-4da3-9bd6-b6aeffe77a3c", "metadata": {}, "source": [ "It turns out that we dont' even need the parameters $k, p$. If we can take the product all parameters in the model to give a single parameter $\\theta=kp^2$, we can solve the above equation using the same average person trick\n", "\n", "$$\n", "\\begin{align*}\n", "\\mu &= k \\pi p^2 H^3 \\\\\n", "(1) &= \\pi \\theta (1)^3 \\\\\n", "1 &= \\pi \\theta \\\\\n", "\\theta &= \\frac{1}{\\pi} \\\\\n", "\\end{align*}\n", "$$\n", "\n", "Thus the parameter $\\theta = k p^2$ is just a constant, $1/\\pi$, so **there are no parameters to estimate** 🤯" ] }, { "cell_type": "markdown", "id": "51a1ebb0-e3be-42a7-8cbc-c4f563e774a0", "metadata": {}, "source": [ "### Fit the dimensionless cylinder model\n", "\n", "$$\n", "\\begin{align*}\n", "W &\\sim \\text{LogNormal}(\\mu_i, \\sigma) & \\in \\mathbb{R} \\text{, variance scales with mean} \\\\\n", "\\exp(\\mu_i) &= H_i^3 & \\text{growth is multiplicative, LogNormal is natural choice} \\\\\n", "\\sigma &\\sim \\text{Exponential}(1)\n", "\\end{align*}\n", "$$" ] }, { "cell_type": "code", "execution_count": 10, "id": "a7bafa9e-0eaf-460b-bf0d-b2f6426840ae", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [sigma]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "70e75d743d45422b82fb18de65578a98", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 1 seconds.\n"
     ]
    }
   ],
   "source": [
    "with pm.Model() as dimensionless_cylinder_model:\n",
    "    H = pm.Data(\"H\", HOWELL.height_scaled, dims=\"obs_id\")\n",
    "    W = HOWELL.weight_scaled\n",
    "\n",
    "    sigma = pm.Exponential(\"sigma\", 1)\n",
    "\n",
    "    mu = pm.math.log(H**3)\n",
    "    pm.LogNormal(\"W\", mu, sigma, observed=W, dims=\"obs_id\")\n",
    "    dimensionless_cylinder_inference = pm.sample()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "5aaf38c9-d7a2-4f90-b2cf-088cd8697028",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling: [W]\n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "74a18907c8d74604a62fe46e688c09c3",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Output()"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "
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      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_cylinder_model_posterior(\n", " cylinder_model, cylinder_inference, title=\"Parameterized Model\\n(very similar predictions)\"\n", ");" ] }, { "cell_type": "markdown", "id": "df9fe4e4-8a82-4863-9906-13913a0a06b2", "metadata": {}, "source": [ "## Review: Geometric People\n", "\n", "- Most of $H \\rightarrow W$ is de to the relationship between length and volume\n", "- Changes in body shape explain in a poor fit for children -- this is where a proportionality $p$ that varies with age may help improve the model\n", "- Postponing thinking statistically long as possible often leads to a better statistical model\n", "- No empricisism without thinking about what you're actually measuring" ] }, { "cell_type": "markdown", "id": "f91f82b5-f804-4670-ab43-d2db55d6061f", "metadata": {}, "source": [ "# Choices, observation, and learning strategies 🟦🟥\n", "\n", "## Experiment \n", "\n", "- Majority choice\n", " - Three different children choose 🟥 and get a prize\n", "- Minority choice\n", " - Once child chooses 🟨 three times, and gets three prizes\n", "- Uchosen\n", " - 🟦 is not chosen by any children\n", "- Total evidence for chosen colors is the 🟥,🟥,🟥,🟨,🟨,🟨\n", "\n", "### Social Conformity\n", "- **What strategy do other children take when choosing a color, after witnessing the above data?**\n", "- Do chidren copy the majority choice -- i.e. the majority **strategy**?\n", "- Problem: cannot directly observe the strategy, only the choice\n", " - The majority choice is consistent with many strategies\n", " - Choosing a color randomly $\\rightarrow 1/3$\n", " - Random demonstrator $\\rightarrow 3/4$\n", " - Random demonstration $\\rightarrow 1/2$\n", "\n", "### Think scientifically, simulate data" ] }, { "cell_type": "code", "execution_count": 13, "id": "090cd595-74d0-4636-a5aa-8eedf57b19c1", "metadata": {}, "outputs": [], "source": [ "np.random.seed(123)\n", "N_SIMULATED_CHILDREN = 100\n", "\n", "# half of children take the random color strategy\n", "y_random = np.random.choice([1, 2, 3], N_SIMULATED_CHILDREN // 2, replace=True)\n", "\n", "# the other half follow the majority -> p(majority) = 0.5\n", "y_majority = np.random.choice([2], N_SIMULATED_CHILDREN // 2, replace=True)\n", "\n", "perm_idx = np.random.permutation(np.arange(N_SIMULATED_CHILDREN))\n", "y_simulated = np.concatenate([y_random, y_majority])[perm_idx]" ] }, { "cell_type": "code", "execution_count": 14, "id": "86be44ff-69c6-4c87-9889-a957ed32abda", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.subplots(figsize=(6, 5))\n", "counts, _ = np.histogram(y_random, bins=3)\n", "strategy_labels = [\"unchosen\", \"majority\", \"minority\"]\n", "strategy_colors = [\"C1\", \"C0\", \"C3\"]\n", "for ii, (cnt, l, c) in enumerate(zip(counts, strategy_labels, strategy_colors)):\n", " plt.bar(ii, cnt, color=c, width=0.1, label=\"random choosers\")\n", " if ii == 1:\n", " plt.bar(\n", " 1,\n", " len(y_majority),\n", " bottom=cnt,\n", " color=c,\n", " width=0.1,\n", " label=\"majority followers\",\n", " hatch=\"\\\\\",\n", " )\n", "plt.legend()\n", "plt.xticks([0, 1, 2], labels=strategy_labels)\n", "plt.ylabel(\"frequency\")\n", "plt.title(\"evidence for majority followers is exaggerated\");" ] }, { "cell_type": "markdown", "id": "49598165-695c-43e1-899a-6ec2e9f8a172", "metadata": {}, "source": [ "## State-based Model\n", "\n", "- Majority choice does not indicate majority preference, as there are multiple strategies that could lead to that choice\n", "- Instead infer the unobserved strategy from a space of potential strateiges\n", "\n", "### Strategy space\n", "\n", "1. Majority choice : choose the color chosen by the majority demonstrators\n", "2. Minority choice: choose the color chosen by the minority demonstrator\n", "3. Maveric : choose the color not chosen\n", "4. Random Color : choose a color at random\n", " - this says we don't know what causes the color choice, but that strategy isn't conditioned on the behavior of demonstrators\n", " - e.g. could be the chooser's favorite color\n", "6. Follow First : choose a color picked by the first child (could imagine havin a \"Follow Last\" analog\n", " - primacy effect\n", " \n", "### State-based statistical Model\n", "\n", "$$\n", "\\begin{align*}\n", "Y_i &= \\text{Categorical}(\\theta) & \\theta \\text{ is vector of probabilities, one for each choice} \\\\\n", "\\theta_j &= \\sum_{S=1}^5 p_S P(Y=j | S) \\\\\n", "p &\\sim \\text{Dirichlet}([4,4,4,4,4]) &\\text{ all strategies are equally likely a priori} \\\\\n", "\\end{align*}\n", "$$" ] }, { "cell_type": "code", "execution_count": 15, "id": "41135d25-b72c-4392-acc5-e2ce2fc30c4d", "metadata": {}, "outputs": [], "source": [ "def strategy_logp(y, p, majority_first):\n", " \"\"\"\n", " y: observation\n", " p: prior\n", " majority_first: whether the majority choice was shown first before this decision was made\n", " \"\"\"\n", " SWITCH = pm.math.switch\n", " EQ = pm.math.eq\n", " N_STRATEGIES = 5\n", "\n", " # reset params\n", " theta = [0] * N_STRATEGIES\n", " # p(data)\n", " theta[0] = SWITCH(EQ(y, 2), 1, 0) # majority\n", " theta[1] = SWITCH(EQ(y, 3), 1, 0) # minority\n", " theta[2] = SWITCH(EQ(y, 1), 1, 0) # maverick\n", " theta[3] = pm.math.ones_like(y) * 1.0 / 3.0 # random color\n", " theta[4] = SWITCH( # follow-first\n", " EQ(majority_first, 1), SWITCH(EQ(y, 2), 1, 0), SWITCH(EQ(y, 3), 1, 0)\n", " )\n", "\n", " # log probability -> log(p_S * P(y_i | S))\n", " for si in range(N_STRATEGIES):\n", " theta[si] = pm.math.log(p[si]) + pm.math.log(theta[si])\n", "\n", " return pm.math.logsumexp(theta, axis=0)\n", "\n", "\n", "STRATEGY = [\"majority\", \"minority\", \"maverick\", \"random color\", \"follow first\"]\n", "\n", "\n", "def fit_child_strategy_model(data):\n", "\n", " Y = data.y.values.astype(int)\n", " MAJORITY_FIRST = data.majority_first.values.astype(int)\n", "\n", " with pm.Model(coords={\"strategy\": STRATEGY}) as child_strategy_model:\n", " # Prior\n", " p = pm.Dirichlet(\"p\", np.array([4, 4, 4, 4, 4]), dims=\"strategy\")\n", "\n", " # Likelihood\n", " pm.CustomDist(\"Y\", p, MAJORITY_FIRST, logp=strategy_logp, observed=Y)\n", " child_strategy_inference = pm.sample()\n", "\n", " return child_strategy_model, child_strategy_inference" ] }, { "cell_type": "markdown", "id": "28b6d964-6578-46e6-8968-1af756479b40", "metadata": {}, "source": [ "### Fit the strategy model to simulated data" ] }, { "cell_type": "code", "execution_count": 16, "id": "c0f0e650-7196-4d80-8dba-2eef48867c04", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [p]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "9d6dc807b8a54fac9e6bd2882c176f7a", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 2 seconds.\n"
     ]
    },
    {
     "data": {
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       "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "BOXES_SIMULATED = pd.DataFrame(\n", " {\n", " \"y\": y_simulated,\n", " \"majority_first\": stats.bernoulli(p=0.5).rvs(\n", " size=N_SIMULATED_CHILDREN\n", " ), # decouple first choice from strategy, \"follow first\" strategy should be near zero\n", " }\n", ")\n", "child_strategy_model_simulated, child_strategy_inference_simulated = fit_child_strategy_model(\n", " BOXES_SIMULATED[:5]\n", ")\n", "pm.plot_forest(child_strategy_inference_simulated, var_names=[\"p\"], combined=True);" ] }, { "cell_type": "markdown", "id": "f05d4dcd-324f-4f1f-bd95-9558865b0af1", "metadata": {}, "source": [ "We can see that we're able to recover the simulated probability of the majority strategy, which was 0.5." ] }, { "cell_type": "markdown", "id": "b6948767-d151-46f4-bc2a-27673212c837", "metadata": {}, "source": [ "### Fit the strategy model to real data" ] }, { "cell_type": "code", "execution_count": 17, "id": "4ac7b16b-d518-4245-982f-26ab5320b758", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Initializing NUTS using jitter+adapt_diag...\n", "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [p]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "9f7bc480a28845a5bf84f41c66e80e84", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
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      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 2 seconds.\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
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       "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "BOXES = utils.load_data(\"Boxes\")\n", "\n", "child_strategy_model, child_strategy_inference = fit_child_strategy_model(BOXES[:5])\n", "\n", "pm.plot_forest(child_strategy_inference, var_names=[\"p\"], combined=True);" ] }, { "cell_type": "markdown", "id": "418c6845-ed86-4be4-9774-c700403a154f", "metadata": {}, "source": [ "- good amount of evidene for majority strategy\n", "- good amount of evidence for follow first strategy\n", "- random color has large variance\n", " - haunts the experiment, as random choice can always explain away evidence of the others\n", " - we can verify this by looking at the correlation of the $p$'s for each strategy: the 'random color' strategy is anti-correlated with all the other strategies" ] }, { "cell_type": "code", "execution_count": 18, "id": "63c97818-9894-42c4-8319-129865eb977c", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "posterior_ps = child_strategy_inference.posterior[\"p\"][0, :].values.T\n", "xs = np.arange(5)\n", "plt.plot(xs, posterior_ps, color=\"C0\", alpha=0.05)\n", "plt.xticks(xs, labels=STRATEGY)\n", "plt.ylabel(\"Posterior probability\");" ] }, { "cell_type": "code", "execution_count": 19, "id": "7715a261-2a4e-4be9-9839-b4ed9af8fdf3", "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "strategy_corrs = np.corrcoef(posterior_ps)\n", "\n", "fig, ax = plt.subplots()\n", "cax = ax.matshow(strategy_corrs)\n", "ax.grid(None)\n", "ax.set_xticks(np.arange(5))\n", "ax.set_yticks(np.arange(5))\n", "ax.set_xticklabels(STRATEGY, rotation=90)\n", "ax.set_yticklabels(STRATEGY)\n", "fig.colorbar(cax)\n", "ax.set_title(\"random color haunts experiment\");" ] }, { "cell_type": "markdown", "id": "293b85f8-203f-41db-b09d-bc989fbbcee2", "metadata": {}, "source": [ "## Review: State-based Models\n", "- Want: unobserved latent states (e.g. strategy, knowledge state)\n", "- Have: emmissions\n", " - can still elarn about state given emissions\n", "- Typiclaly lots of uncertainty\n", " - the alternative is to run the incorrect analysis (e.g. running categorical regression)\n", "- Large family of applications where there strategy or desired outcome in a strategy \n", " - movement planning\n", " - learning\n", " - family planning" ] }, { "cell_type": "markdown", "id": "52ae8dcc-2040-43fb-955c-832cd75b82e7", "metadata": {}, "source": [ "# Population Dynamics\n", "\n", "- Latent states are time-varying\n", "- Example: Ecological dynamics; the number of different species over time\n", "- **Estimand**:\n", " - how do different species interact; how do interaction influence population dynamics\n", " - specifically **how do the populations of Lynx and Lepus (hares) interact over time?**\n", "- " ] }, { "cell_type": "code", "execution_count": 20, "id": "59df7327-b6ec-4cfc-80e9-9497149be7bc", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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2019208.624.7
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" ], "text/plain": [ " Year Lynx Hare\n", "0 1900 4.0 30.0\n", "1 1901 6.1 47.2\n", "2 1902 9.8 70.2\n", "3 1903 35.2 77.4\n", "4 1904 59.4 36.3\n", "5 1905 41.7 20.6\n", "6 1906 19.0 18.1\n", "7 1907 13.0 21.4\n", "8 1908 8.3 22.0\n", "9 1909 9.1 25.4\n", "10 1910 7.4 27.1\n", "11 1911 8.0 40.3\n", "12 1912 12.3 57.0\n", "13 1913 19.5 76.6\n", "14 1914 45.7 52.3\n", "15 1915 51.1 19.5\n", "16 1916 29.7 11.2\n", "17 1917 15.8 7.6\n", "18 1918 9.7 14.6\n", "19 1919 10.1 16.2\n", "20 1920 8.6 24.7" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "POPULATION = utils.load_data(\"Lynx_Hare\")\n", "POPULATION" ] }, { "cell_type": "code", "execution_count": 21, "id": "cc09c9ca-285c-4d8a-a5eb-58cb41310dec", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from matplotlib import ticker\n", "\n", "\n", "def plot_population(data, ax=None):\n", "\n", " if ax is None:\n", " _, ax = plt.subplots(figsize=(10, 4))\n", "\n", " plt.scatter(data.Year, data.Hare, color=\"k\", label=\"Lepus\", zorder=100, s=100)\n", " utils.plot_line(data.Year, data.Hare, color=\"k\", label=\"Lepus\")\n", "\n", " plt.scatter(data.Year, data.Lynx, color=\"C0\", label=\"Lynx\", zorder=100, s=100)\n", " utils.plot_line(data.Year, data.Lynx, color=\"C0\", label=\"Lynx\")\n", "\n", " plt.gca().xaxis.set_major_formatter(ticker.FormatStrFormatter(\"%.0f\"))\n", " plt.xlabel(\"year\")\n", " plt.ylabel(\"thousands of pelts\")\n", "\n", "\n", "plot_population(POPULATION)" ] }, { "cell_type": "markdown", "id": "c1d9b05c-1f73-438d-a05a-e612107e96ab", "metadata": {}, "source": [ "## Lotka-Volterra Model\n", "\n", "### Hare population model 🐰\n", "$$\n", "\\begin{align*}\n", "\\frac{dH}{dt} &= H_t \\times (\\text{Hare birth rate}) - H_t \\times (\\text{Hare death rate}) \\\\\n", "\\frac{dH}{dt} &= H_t b_H - H_t (L_t m_H) & \\text{birth rate independent of Lynx; death rate depends on \\# of Lynx} \\\\\n", "H_T &= H_1 + \\int_1^T \\frac{dH}{dt}dt &\\text{Initial state, plus cumulative changes in population } \\\\\n", "h_t &\\sim \\text{LogNormal}(p_H H_t, \\sigma_H) &\\text{Observation error distribution, } p_H \\text{ is probability of getting trapped}\n", "\\end{align*}\n", "$$\n", "\n", "\n", "### Lynx population model 😸\n", "$$\n", "\\begin{align*}\n", "\\frac{dL}{dt} &= L_t \\times (\\text{Lynx birth rate}) - L_t \\times (\\text{Lynx death rate}) \\\\\n", "\\frac{dL}{dt} &= L_t (H_t b_L) - L_t m_L &\\text{birth rate depends on \\# Hares; death rate independent of Hares}\\\\\n", "L_T &= L_1 + \\int_1^T \\frac{dL}{dt}dt &\\text{Initial state, plus cumulative changes in population }\\\\\n", "l_t &\\sim \\text{LogNormal}(p_L L_t, \\sigma_L), \\sigma_L) &\\text{Observation error distribution, } p_L \\text{ is probability of getting trapped}\n", "\\end{align*}\n", "$$" ] }, { "cell_type": "code", "execution_count": 22, "id": "1af731a2-7670-46be-8913-8df9d2879242", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from numba import njit\n", "from scipy.integrate import odeint\n", "\n", "\n", "@njit\n", "def lotka_volterra_diffeq(X, t, theta):\n", " # Unpack\n", " H, L = X\n", " bH, mH, bL, mL, _, _ = theta\n", "\n", " # Diff equations\n", " dH_dt = H * (bH - mH * L)\n", " dL_dt = L * (bL * H - mL)\n", " return [dH_dt, dL_dt]\n", "\n", "\n", "def simulate_population_dynamics(\n", " initial_hares=30,\n", " initial_lynxes=5,\n", " birth_rate_hare=0.5,\n", " mortatily_rate_hare=0.05,\n", " birth_rate_lynx=0.025,\n", " mortality_rate_lynx=0.5,\n", " n_time_points=20,\n", " dt=1,\n", "):\n", " time = np.arange(0, n_time_points, dt)\n", " theta = np.array(\n", " [\n", " birth_rate_hare,\n", " mortatily_rate_hare,\n", " birth_rate_lynx,\n", " mortality_rate_lynx,\n", " initial_hares,\n", " initial_lynxes,\n", " ]\n", " )\n", " HL = odeint(func=lotka_volterra_diffeq, y0=theta[-2:], t=time, args=(theta,))\n", " return HL[:, 0], HL[:, 1]\n", "\n", "\n", "# Simulation with parameters shown in Figure 16.7 of the book (2nd edition)\n", "hare_population, lynx_population = simulate_population_dynamics(\n", " initial_hares=30,\n", " initial_lynxes=5,\n", " birth_rate_hare=0.5,\n", " mortatily_rate_hare=0.05,\n", " birth_rate_lynx=0.025,\n", " mortality_rate_lynx=0.5,\n", " n_time_points=20,\n", " dt=0.01,\n", ")\n", "plt.plot(hare_population, color=\"k\", label=\"Hare\")\n", "plt.plot(lynx_population, color=\"blue\", label=\"Lynx\")\n", "plt.xlabel(\"time\")\n", "plt.ylabel(\"number (thousands)\")\n", "plt.legend()\n", "plt.title(\"Lotka-Volterra Model\");" ] }, { "cell_type": "markdown", "id": "573265f2-29fc-4fef-a324-9d246fdec6f2", "metadata": {}, "source": [ "## Statistical model\n", "\n", "$$\n", "\\begin{align*}\n", "H_0 &\\sim \\text{LogNormal}(\\log 10, 1) &\\text{prior for initial Hare population} \\\\\n", "L_0 &\\sim \\text{LogNormal}(\\log 10, 1) &\\text{prior for initial Lynx population} \\\\\n", "H_{T>0} &= H_0 + \\int_1^T H_t(b_H - m_H L_t) dt &\\text{temporal model for Hare population} \\\\\n", "L_{T>0} &= L_0 + \\int_1^T L_t(b_L H_t - m_L) dt &\\text{temporal model for Lynx population} \\\\\n", "\\sigma_H &\\sim \\text{Exponential}(1) &\\text{prior for Hare measurement variance} \\\\\n", "\\sigma_L &\\sim \\text{Exponential}(1) &\\text{prior for Lynx measurement variance} \\\\\n", "p_H &\\sim \\text{Beta}(40, 200) &\\text{prior for Hare trap probabilty} \\\\\n", "p_L &\\sim \\text{Beta}(40, 200) &\\text{prior for Lynx trap probabilty} \\\\\n", "b_H &\\sim \\text{HalfNormal}(1, 0.5) &\\text{prior for Hare birth rate} \\\\\n", "b_L &\\sim \\text{HalfNormal}(0.05, 0.05) &\\text{prior for Lynx birth rate} \\\\\n", "m_H &\\sim \\text{HalfNormal}(0.05, 0.05) &\\text{prior for Hare mortality rate} \\\\\n", "m_L &\\sim \\text{HalfNormal}(1, 0.5) &\\text{prior for Lynx mortality rate} \\\\\n", "\\end{align*}\n", "$$\n", "\n", "### Prior predictive simulation" ] }, { "cell_type": "code", "execution_count": 23, "id": "97cf6546-d05e-4305-852b-d54b6b351baf", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "{'initial_hares_population': 62.46508314413322,\n", " 'initial_lynx_population': 3.73218341358194,\n", " 'p_trapped_hare': 0.18755284355997892,\n", " 'p_trapped_lynx': 0.16310620806753454,\n", " 'initial_hares': 11.715503966892694,\n", " 'initial_lynxes': 0.6087422844018971,\n", " 'birth_rate_hare': 0.5219090844879641,\n", " 'mortality_rate_hare': 0.11569323766813411,\n", " 'birth_rate_lynx': 0.07386090151797514,\n", " 'mortality_rate_lynx': 0.9423111902497923,\n", " 'hare_population': array([19.63817095, 29.19826078, 28.23651683, 50.71810838, 19.84793473,\n", " 7.47923655, 4.24935002, 5.73155482, 6.39410051, 7.5552296 ,\n", " 15.60151539, 28.22202333, 31.82844508, 39.9041958 , 31.36096064,\n", " 13.88083494, 7.12609809, 5.41608361, 7.59162182, 10.5313164 ]),\n", " 'lynx_population': array([ 0.83884324, 0.77317152, 2.46052459, 9.07240807, 20.22343338,\n", " 14.06319061, 8.45831069, 4.3774741 , 1.95684229, 1.155288 ,\n", " 0.928704 , 1.18563233, 1.71134393, 4.58554862, 16.26497351,\n", " 19.61763805, 9.09467367, 4.50667308, 2.87452939, 1.14325939])}" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "def sample_prior(random_seed=None):\n", " if random_seed is not None:\n", " np.random.seed(random_seed)\n", "\n", " # Initial population\n", " population_prior = stats.lognorm(np.log(10), 1)\n", " initial_hares_population = population_prior.rvs()\n", " initial_lynx_population = population_prior.rvs()\n", "\n", " # Observation model, probability of getting trapped\n", " trapped_prior = stats.beta(40, 200)\n", " p_trapped_hare = trapped_prior.rvs()\n", " p_trapped_lynx = trapped_prior.rvs()\n", "\n", " initial_hares = initial_hares_population * p_trapped_hare\n", " initial_lynxes = initial_lynx_population * p_trapped_lynx\n", "\n", " # Birth/mortality rates\n", " birth_rate_hare = stats.halfnorm(0.5, 0.5).rvs()\n", " birth_rate_lynx = stats.halfnorm(0.05, 0.05).rvs()\n", "\n", " mortality_rate_hare = stats.halfnorm(0.05, 0.05).rvs()\n", " mortality_rate_lynx = stats.halfnorm(0.5, 0.5).rvs()\n", "\n", " hare_population, lynx_population = simulate_population_dynamics(\n", " initial_hares,\n", " initial_lynxes,\n", " birth_rate_hare,\n", " mortality_rate_hare,\n", " birth_rate_lynx,\n", " mortality_rate_lynx,\n", " n_time_points=20,\n", " dt=1,\n", " )\n", "\n", " # Multiplicative noise\n", " hare_population *= 1 + np.random.rand(len(hare_population))\n", " lynx_population *= 1 + np.random.rand(len(lynx_population))\n", "\n", " plt.plot(hare_population, color=\"k\", label=\"Hare\")\n", " plt.plot(lynx_population, color=\"blue\", label=\"Lynx\")\n", " plt.xlabel(\"time\")\n", " plt.ylabel(\"number (thousands)\")\n", " plt.title(\"Prior simulation\")\n", " plt.legend()\n", "\n", " return {\n", " \"initial_hares_population\": initial_hares_population,\n", " \"initial_lynx_population\": initial_lynx_population,\n", " \"p_trapped_hare\": p_trapped_hare,\n", " \"p_trapped_lynx\": p_trapped_lynx,\n", " \"initial_hares\": initial_hares,\n", " \"initial_lynxes\": initial_lynxes,\n", " \"birth_rate_hare\": birth_rate_hare,\n", " \"mortality_rate_hare\": mortality_rate_hare,\n", " \"birth_rate_lynx\": birth_rate_lynx,\n", " \"mortality_rate_lynx\": mortality_rate_lynx,\n", " \"hare_population\": hare_population,\n", " \"lynx_population\": lynx_population,\n", " }\n", "\n", "\n", "prior_samples = sample_prior(random_seed=3)\n", "SIMULATED_POPULATION = pd.DataFrame(\n", " {\n", " \"Year\": np.arange(1900, 1900 + len(prior_samples[\"hare_population\"])),\n", " \"Hare\": prior_samples[\"hare_population\"],\n", " \"Lynx\": prior_samples[\"lynx_population\"],\n", " }\n", ")\n", "prior_samples" ] }, { "cell_type": "markdown", "id": "9f150379-2999-4516-9565-9bbeea883b58", "metadata": {}, "source": [ "## Implement the statistical model\n", "\n", "##### PyMC implementation details\n", "\n", "PyMC has a built-in ODE solver, but the docs for that solver warn that it's pretty slow, and recommends that we use [Sunode ODE Solver](https://github.com/pymc-devs/sunode). AFAICT, at this point in time, the sunode solver isn't available for Mac M1 (i.e. it's not available on `conda-forge`, and installing from source is a bit of a mess on ARM64 chipset).\n", "\n", "Indeed, I was finding the built-in ODE solver in PyMC (`pm.ode.DifferentialEquation`) prohibitive for building and debugging models (it was taking over an hour per model to sample; quite difficult to iterate at that pace). As an alternative approach, I'm using the implementation outlined in Lotke-Volterra examples in the PyMC docs. The approach is to wrap scipy's `odeint` function using Pytensor's `as_op` decorator so that variable input/output types are available via PyMC. This allows us to to use non-gradient based samplers (e.g. Slice sampler), which are a lot more forgiving to exotic models like ones that embed ODE integration.\n", "\n", "⚠️ These models are super-sensitive to starting conditions, and I wasn't able to get the models to converge using the priors suggested in lecture. Instead, we perform an initial least-squares fit to the data, and inform our priors using the resulting least squares parameter estimates." ] }, { "cell_type": "code", "execution_count": 24, "id": "4214ad14-8474-4552-bc9c-be6e19ba1590", "metadata": {}, "outputs": [], "source": [ "# Plotting helpers\n", "\n", "\n", "def plot_data(data):\n", " utils.plot_scatter(data.Year, data.Hare, color=\"k\", zorder=100, alpha=1)\n", " utils.plot_scatter(data.Year, data.Lynx, color=\"blue\", zorder=100, alpha=1)\n", "\n", "\n", "def plot_model_trace(inference_df, row_idx, lw=1, alpha=0.2, label=False):\n", "\n", " cols = [\"bH\", \"mH\", \"bL\", \"mL\", \"initial_H\", \"initial_L\"]\n", " theta = inference_df.loc[row_idx, cols].values\n", " p_trapped = inference_df.loc[row_idx, [\"p_trapped_H\", \"p_trapped_L\"]].values\n", "\n", " time = np.arange(1900, 1921, 0.01)\n", "\n", " # Run dynamics with model params\n", " HL = odeint(func=lotka_volterra_diffeq, y0=theta[-2:], t=time, args=(theta,))\n", "\n", " label_H = \"Hare\" if label else None\n", " label_L = \"Lynx\" if label else None\n", " hare_pelts = HL[:, 0] * p_trapped[0]\n", " lynx_pelts = HL[:, 1] * p_trapped[1]\n", " utils.plot_line(xs=time, ys=hare_pelts, color=\"k\", alpha=0.1, label=label_H)\n", " utils.plot_line(xs=time, ys=lynx_pelts, color=\"blue\", alpha=0.1, label=label_L)\n", "\n", "\n", "def plot_population_model_posterior(\n", " inference,\n", " n_samples=25,\n", " title=None,\n", " plot_model_kwargs=dict(lw=1, alpha=0.2),\n", "):\n", " inference_df = inference.posterior.sel(chain=0).to_dataframe()\n", "\n", " for row_idx in range(n_samples):\n", " label = row_idx == 0\n", " plot_model_trace(inference_df, row_idx, label=label)\n", "\n", " plt.legend()\n", " plt.title(title, fontsize=16)" ] }, { "cell_type": "code", "execution_count": 25, "id": "d9b48687-25d7-4769-9456-70993ac12f88", "metadata": {}, "outputs": [], "source": [ "import pytensor.tensor as pt\n", "\n", "from pytensor.compile.ops import as_op\n", "from scipy.optimize import least_squares\n", "\n", "\n", "def fit_lotka_volterra_model(data, theta_0=None):\n", " # Data\n", " H = data.Hare.values.astype(float)\n", " L = data.Lynx.values.astype(float)\n", " TIMES = data.Year.astype(float)\n", "\n", " # Step 0, get informed priors using Least Squares\n", " def ode_model_residuals(theta):\n", " # Calculates residuals for Lotka-Volterra model, based on a given state of params\n", " return (\n", " data[[\"Hare\", \"Lynx\"]]\n", " - odeint(func=lotka_volterra_diffeq, y0=theta[-2:], t=data.Year, args=(theta,))\n", " ).values.flatten()\n", "\n", " # Least squares solution using the scipy's solver\n", " theta_0 = np.array([0.5, 0.025, 0.025, 0.75, H[0], L[0]]) if theta_0 is None else theta_0\n", " lstsq_solution = least_squares(ode_model_residuals, x0=theta_0)\n", "\n", " # Pack solution into a dictionary for more-readable code\n", " lstsq = {}\n", " parameter_names = [\"bH\", \"mH\", \"bL\", \"mL\", \"H0\", \"L0\"]\n", " for k, v in zip(parameter_names, lstsq_solution.x):\n", " lstsq[k] = v\n", " print(\"Initial Least Square Param Estimates:\\n\", lstsq)\n", "\n", " # Decorate so that input and output have Pytensor types.\n", " # This allows `odeint` to be available to PyMC as a valid operation\n", " @as_op(itypes=[pt.dvector], otypes=[pt.dmatrix])\n", " def pytensor_lotka_volterra_diffeq(theta):\n", " return odeint(func=lotka_volterra_diffeq, y0=theta[-2:], t=TIMES, args=(theta,))\n", "\n", " with pm.Model() as model:\n", "\n", " # Initial population priors\n", " initial_H = pm.LogNormal(\"initial_H\", np.log(10), 1, initval=lstsq[\"H0\"])\n", " initial_L = pm.LogNormal(\"initial_L\", np.log(10), 1, initval=lstsq[\"L0\"])\n", "\n", " # Hare param priors\n", " bH = pm.TruncatedNormal(\"bH\", mu=lstsq[\"bH\"], sigma=0.1, lower=0.0, initval=lstsq[\"bH\"])\n", " mH = pm.TruncatedNormal(\"mH\", mu=lstsq[\"mH\"], sigma=0.05, lower=0.0, initval=lstsq[\"mH\"])\n", "\n", " # Lynx param priors\n", " bL = pm.TruncatedNormal(\"bL\", mu=lstsq[\"bL\"], sigma=0.05, lower=0.0, initval=lstsq[\"bL\"])\n", " mL = pm.TruncatedNormal(\"mL\", mu=lstsq[\"mL\"], sigma=0.1, lower=0.0, initval=lstsq[\"mL\"])\n", "\n", " # Run dynamical system with current params/initial pops\n", " ode_solution = pytensor_lotka_volterra_diffeq(\n", " pm.math.stack([bH, mH, bL, mL, initial_H, initial_L])\n", " )\n", "\n", " # Observation model, probability of being trapped\n", " p_trapped_H = pm.Beta(\"p_trapped_H\", 40, 200)\n", " p_trapped_L = pm.Beta(\"p_trapped_L\", 40, 200)\n", "\n", " # Measurement error variance\n", " sigma_H = pm.Exponential(\"sigma_H\", 1)\n", " sigma_L = pm.Exponential(\"sigma_L\", 1)\n", "\n", " # Hare likelihood\n", " population_H = ode_solution[:, 0]\n", " mu_H = pm.math.log(population_H * p_trapped_H)\n", " pm.LogNormal(\"H\", mu=mu_H, sigma=sigma_H, observed=H)\n", "\n", " # Lynx likelihood\n", " population_L = ode_solution[:, 1]\n", " mu_L = pm.math.log(population_L * p_trapped_L)\n", " pm.LogNormal(\"L\", mu=mu_L, sigma=sigma_L, observed=L)\n", "\n", " inference = pm.sample()\n", "\n", " return model, inference" ] }, { "cell_type": "markdown", "id": "4c2bbbf3-ed21-41f4-9934-d5f0ceaeec89", "metadata": {}, "source": [ "### Fit model to simulated data" ] }, { "cell_type": "code", "execution_count": 26, "id": "dcf420ba-0b07-4a0e-bba8-cbe4ad997485", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Initial Least Square Param Estimates:\n", " {'bH': 0.4206452785407346, 'mH': 0.07341907569799343, 'bL': 0.06444364541512093, 'mL': 1.1815068440602556, 'H0': 17.997517919089947, 'L0': 0.575807704356167}\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Multiprocess sampling (4 chains in 4 jobs)\n", "CompoundStep\n", ">CompoundStep\n", ">>Slice: [initial_H]\n", ">>Slice: [initial_L]\n", ">>Slice: [bH]\n", ">>Slice: [mH]\n", ">>Slice: [bL]\n", ">>Slice: [mL]\n", ">NUTS: [p_trapped_H, p_trapped_L, sigma_H, sigma_L]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "af59f75de80e4bc189703c488de6862e", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 37 seconds.\n",
      "There were 2 divergences after tuning. Increase `target_accept` or reparameterize.\n",
      "The rhat statistic is larger than 1.01 for some parameters. This indicates problems during sampling. See https://arxiv.org/abs/1903.08008 for details\n",
      "The effective sample size per chain is smaller than 100 for some parameters.  A higher number is needed for reliable rhat and ess computation. See https://arxiv.org/abs/1903.08008 for details\n"
     ]
    }
   ],
   "source": [
    "lv_model_simualted, lt_inference_simulated = fit_lotka_volterra_model(\n",
    "    SIMULATED_POPULATION,\n",
    "    theta_0=np.array(\n",
    "        [\n",
    "            prior_samples[\"birth_rate_hare\"],\n",
    "            prior_samples[\"mortality_rate_hare\"],\n",
    "            prior_samples[\"birth_rate_lynx\"],\n",
    "            prior_samples[\"mortality_rate_lynx\"],\n",
    "            prior_samples[\"initial_hares\"],\n",
    "            prior_samples[\"initial_lynxes\"],\n",
    "        ]\n",
    "    ),\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "f1cf6c10-48e2-4ea1-9973-dad995c3f2cf",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_population_model_posterior(lt_inference_simulated)\n", "plot_data(SIMULATED_POPULATION)" ] }, { "cell_type": "markdown", "id": "00b9ccec-4b37-4689-9e14-9391936c7398", "metadata": {}, "source": [ "### Fit model to real data data" ] }, { "cell_type": "code", "execution_count": 28, "id": "0a1e6e1a-186c-423b-99ff-74192b611213", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Initial Least Square Param Estimates:\n", " {'bH': 0.4812006467847881, 'mH': 0.024831840848356775, 'bL': 0.02753293803703795, 'mL': 0.926016346040929, 'H0': 34.914136989883445, 'L0': 3.8618647177263425}\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "Multiprocess sampling (4 chains in 4 jobs)\n", "CompoundStep\n", ">CompoundStep\n", ">>Slice: [initial_H]\n", ">>Slice: [initial_L]\n", ">>Slice: [bH]\n", ">>Slice: [mH]\n", ">>Slice: [bL]\n", ">>Slice: [mL]\n", ">NUTS: [p_trapped_H, p_trapped_L, sigma_H, sigma_L]\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "ffd1f51278a9420693e04d634a08c9ac", "version_major": 2, "version_minor": 0 }, "text/plain": [ "Output()" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "
\n"
      ],
      "text/plain": []
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 36 seconds.\n",
      "The rhat statistic is larger than 1.01 for some parameters. This indicates problems during sampling. See https://arxiv.org/abs/1903.08008 for details\n",
      "The effective sample size per chain is smaller than 100 for some parameters.  A higher number is needed for reliable rhat and ess computation. See https://arxiv.org/abs/1903.08008 for details\n"
     ]
    }
   ],
   "source": [
    "lv_model, lt_inference = fit_lotka_volterra_model(POPULATION)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "37b23486-e33c-4c80-b5b7-537b3c5adcae",
   "metadata": {},
   "source": [
    "### Plot the posterior\n",
    "Note that we plot the posterior over a finer grid than the data itself. This can be done using the posterior params, and running the ODE at a higher resolution than the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "cf4c7912-3f9f-4807-b875-34a41397b680",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plot_population_model_posterior(lt_inference)\n", "plot_data(POPULATION)" ] }, { "cell_type": "markdown", "id": "9a86ac1b-ba38-4c21-bc61-1ac88852749e", "metadata": {}, "source": [ "## Review: Population Dynamics\n", "- Ecologies are much more complex than this simple model\n", " - e.g. many other animals prey on hares\n", "- Without causal structure/model; there is little hope understanding policy intervention" ] }, { "cell_type": "markdown", "id": "1c512a8e", "metadata": {}, "source": [ "## Authors\n", "* Ported to PyMC by Dustin Stansbury (2024)\n", "* Based on Statistical Rethinking (2023) lectures by Richard McElreath" ] }, { "cell_type": "code", "execution_count": 30, "id": "5e547782", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Last updated: Tue Dec 17 2024\n", "\n", "Python implementation: CPython\n", "Python version : 3.12.5\n", "IPython version : 8.27.0\n", "\n", "pytensor: 2.26.4\n", "xarray : 2024.7.0\n", "\n", "pandas : 2.2.2\n", "numpy : 1.26.4\n", "arviz : 0.19.0\n", "matplotlib : 3.9.2\n", "xarray : 2024.7.0\n", "scipy : 1.14.1\n", "numba : 0.60.0\n", "statsmodels: 0.14.2\n", "pytensor : 2.26.4\n", "pymc : 5.19.1\n", "\n", "Watermark: 2.5.0\n", "\n" ] } ], "source": [ "%load_ext watermark\n", "%watermark -n -u -v -iv -w -p pytensor,xarray" ] }, { "cell_type": "markdown", "id": "d35bfd52", "metadata": {}, "source": [ ":::{include} ../page_footer.md\n", ":::" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.12.5" } }, "nbformat": 4, "nbformat_minor": 5 }