{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "(ABC_introduction)=\n", "# Approximate Bayesian Computation\n", ":::{post} May 31, 2022\n", ":tags: SMC, ABC \n", ":category: beginner, explanation\n", ":::" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running on PyMC v5.9.1\n" ] } ], "source": [ "import arviz as az\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pymc as pm\n", "\n", "print(f\"Running on PyMC v{pm.__version__}\")" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "%load_ext watermark\n", "az.style.use(\"arviz-darkgrid\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Sequential Monte Carlo - Approximate Bayesian Computation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Approximate Bayesian Computation methods (also called likelihood free inference methods), are a group of techniques developed for inferring posterior distributions in cases where the likelihood function is intractable or costly to evaluate. This does not mean that the likelihood function is not part of the analysis, it just the we are approximating the likelihood, and hence the name of the ABC methods.\n", "\n", "ABC comes useful when modeling complex phenomena in certain fields of study, like systems biology. Such models often contain unobservable random quantities, which make the likelihood function hard to specify, but data can be simulated from the model. \n", "\n", "These methods follow a general form:\n", "\n", "1- Sample a parameter $\\theta^*$ from a prior/proposal distribution $\\pi(\\theta)$.\n", "\n", "2- Simulate a data set $y^*$ using a function that takes $\\theta$ and returns a data set of the same dimensions as the observed data set $y_0$ (simulator).\n", "\n", "3- Compare the simulated dataset $y^*$ with the experimental data set $y_0$ using a distance function $d$ and a tolerance threshold $\\epsilon$. \n", "\n", "In some cases a distance function is computed between two summary statistics $d(S(y_0), S(y^*))$, avoiding the issue of computing distances for entire datasets.\n", "\n", "As a result we obtain a sample of parameters from a distribution $\\pi(\\theta | d(y_0, y^*)) \\leqslant \\epsilon$. \n", "\n", "If $\\epsilon$ is sufficiently small this distribution will be a good approximation of the posterior distribution $\\pi(\\theta | y_0)$." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "[Sequential monte carlo](https://docs.pymc.io/notebooks/SMC2_gaussians.html?highlight=smc) ABC is a method that iteratively morphs the prior into a posterior by propagating the sampled parameters through a series of proposal distributions $\\phi(\\theta^{(i)})$, weighting the accepted parameters $\\theta^{(i)}$ like:\n", "\n", "$$ w^{(i)} \\propto \\frac{\\pi(\\theta^{(i)})}{\\phi(\\theta^{(i)})} $$\n", "\n", "It combines the advantages of traditional SMC, i.e. ability to sample from distributions with multiple peaks, but without the need for evaluating the likelihood function. \n", "\n", "\n", "_(Lintusaari, 2016), (Toni, T., 2008), (Nuñez, Prangle, 2015)_" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Old good Gaussian fit\n", "\n", "To illustrate how to use ABC within PyMC3 we are going to start with a very simple example estimating the mean and standard deviation of Gaussian data." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "data = np.random.normal(loc=0, scale=1, size=1000)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Clearly under normal circumstances using a Gaussian likelihood will do the job very well. But that would defeat the purpose of this example, the notebook would end here and everything would be very boring. So, instead of that we are going to define a simulator. A very straightforward simulator for normal data is a pseudo random number generator, in real life our simulator will be most likely something fancier." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "def normal_sim(rng, a, b, size=1000):\n", " return rng.normal(a, b, size=size)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Defining an ABC model in PyMC3 is in general, very similar to defining other PyMC3 models. The two important differences are: we need to define a `Simulator` _distribution_ and we need to use `sample_smc` with `kernel=\"ABC\"`. The `Simulator` works as a generic interface to pass the synthetic data generating function (_normal_sim_ in this example), its parameters, the observed data and optionally a distance function and a summary statistics. In the following code we are using the default distance, `gaussian_kernel`, and the `sort` summary_statistic. As the name suggests `sort` sorts the data before computing the distance.\n", "\n", "Finally, SMC-ABC offers the option to store the simulated data. This can he handy as simulators can be expensive to evaluate and we may want to use the simulated data for example for posterior predictive checks." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Initializing SMC sampler...\n", "Sampling 6 chains in 6 jobs\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
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\n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with pm.Model() as example:\n", " a = pm.Normal(\"a\", mu=0, sigma=5)\n", " b = pm.HalfNormal(\"b\", sigma=1)\n", " s = pm.Simulator(\"s\", normal_sim, params=(a, b), sum_stat=\"sort\", epsilon=1, observed=data)\n", "\n", " idata = pm.sample_smc()\n", " idata.extend(pm.sample_posterior_predictive(idata))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Judging by `plot_trace` the sampler did its job very well, which is not surprising given this is a very simple model. Anyway, it is always reassuring to look at a flat rank plot :-)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ], "text/plain": [ " mean sd hdi_3% hdi_97%\n", "a -0.012 0.044 -0.093 0.072\n", "b 0.985 0.039 0.914 1.059" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "az.summary(idata, kind=\"stats\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The posterior predictive check shows that we have an overall good fit, but the synthetic data has heavier tails than the observed one. You may want to decrease the value of epsilon, and see if you can get a tighter fit." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "az.plot_ppc(idata, num_pp_samples=500);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Lotka–Volterra\n", "\n", "The Lotka-Volterra is well-know biological model describing how the number of individuals of two species change when there is a predator/prey interaction (A Biologist’s Guide to Mathematical Modeling in Ecology and Evolution,Otto and Day, 2007). For example, rabbits and foxes. Given an initial population number for each species, the integration of this ordinary differential equations (ODE) describes curves for the progression of both populations. This ODE's takes four parameters:\n", "\n", "* a is the natural growing rate of rabbits, when there's no fox.\n", "* b is the natural dying rate of rabbits, due to predation.\n", "* c is the natural dying rate of fox, when there is no rabbit.\n", "* d is the factor describing how many caught rabbits let create a new fox.\n", "\n", "Notice that there is nothing intrinsically especial about SMC-ABC and ODEs. In principle a simulator can be any piece of code able to generate fake data given a set of parameters." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "from scipy.integrate import odeint\n", "\n", "# Definition of parameters\n", "a = 1.0\n", "b = 0.1\n", "c = 1.5\n", "d = 0.75\n", "\n", "# initial population of rabbits and foxes\n", "X0 = [10.0, 5.0]\n", "# size of data\n", "size = 100\n", "# time lapse\n", "time = 15\n", "t = np.linspace(0, time, size)\n", "\n", "\n", "# Lotka - Volterra equation\n", "def dX_dt(X, t, a, b, c, d):\n", " \"\"\"Return the growth rate of fox and rabbit populations.\"\"\"\n", "\n", " return np.array([a * X[0] - b * X[0] * X[1], -c * X[1] + d * b * X[0] * X[1]])\n", "\n", "\n", "# simulator function\n", "def competition_model(rng, a, b, size=None):\n", " return odeint(dX_dt, y0=X0, t=t, rtol=0.01, args=(a, b, c, d))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Using the simulator function we will obtain a dataset with some noise added, for using it as observed data." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# function for generating noisy data to be used as observed data.\n", "def add_noise(a, b):\n", " noise = np.random.normal(size=(size, 2))\n", " simulated = competition_model(None, a, b) + noise\n", " return simulated" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plotting observed data.\n", "observed = add_noise(a, b)\n", "_, ax = plt.subplots(figsize=(12, 4))\n", "ax.plot(t, observed[:, 0], \"x\", label=\"prey\")\n", "ax.plot(t, observed[:, 1], \"x\", label=\"predator\")\n", "ax.set_xlabel(\"time\")\n", "ax.set_ylabel(\"population\")\n", "ax.set_title(\"Observed data\")\n", "ax.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As with the first example, instead of specifying a likelihood function, we use `pm.Simulator()`." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Initializing SMC sampler...\n", "Sampling 6 chains in 6 jobs\n" ] }, { "data": { "text/html": [ "\n", "\n" ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", "
\n", " \n", " 100.00% [100/100 00:00<? Stage: 6 Beta: 1.000]\n", "
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Run with full_output = 1 to get quantitative information.\n", " warnings.warn(warning_msg, ODEintWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " intdy-- t (=r1) illegal \u0000\u0000\n", " in above message, r1 = 0.1075757575758D+02\n", " t not in interval tcur - hu (= r1) to tcur (=r2) \n", " in above, r1 = 0.1061791618969D+02 r2 = 0.1063479313299D+02\n", " intdy-- t (=r1) illegal \u0000\u0000\n", " in above message, r1 = 0.1090909090909D+02\n", " t not in interval tcur - hu (= r1) to tcur (=r2) \n", " in above, r1 = 0.1061791618969D+02 r2 = 0.1063479313299D+02\n", " lsoda-- trouble from intdy. itask = i1, tout = r1\u0000\u0000\n", " in above message, i1 = 1\n", " in above message, r1 = 0.1090909090909D+02\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_8811/1881729530.py:22: RuntimeWarning: overflow encountered in multiply\n", " return np.array([a * X[0] - b * X[0] * X[1], -c * X[1] + d * b * X[0] * X[1]])\n", "/tmp/ipykernel_8811/1881729530.py:22: RuntimeWarning: invalid value encountered in scalar subtract\n", " return np.array([a * X[0] - b * X[0] * X[1], -c * X[1] + d * b * X[0] * X[1]])\n", "/home/dylan/.local/share/virtualenvs/project1-N1VmeQ3a/lib/python3.11/site-packages/scipy/integrate/_odepack_py.py:248: ODEintWarning: Illegal input detected (internal error). Run with full_output = 1 to get quantitative information.\n", " warnings.warn(warning_msg, ODEintWarning)\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ " intdy-- t (=r1) illegal \u0000\u0000\n", " in above message, r1 = 0.1439393939394D+02\n", " t not in interval tcur - hu (= r1) to tcur (=r2) \n", " in above, r1 = 0.1431156096235D+02 r2 = 0.1431982016467D+02\n", " intdy-- t (=r1) illegal \u0000\u0000\n", " in above message, r1 = 0.1454545454545D+02\n", " t not in interval tcur - hu (= r1) to tcur (=r2) \n", " in above, r1 = 0.1431156096235D+02 r2 = 0.1431982016467D+02\n", " lsoda-- trouble from intdy. itask = i1, tout = r1\u0000\u0000\n", " in above message, i1 = 1\n", " in above message, r1 = 0.1454545454545D+02\n" ] } ], "source": [ "with pm.Model() as model_lv:\n", " a = pm.HalfNormal(\"a\", 1.0)\n", " b = pm.HalfNormal(\"b\", 1.0)\n", "\n", " sim = pm.Simulator(\"sim\", competition_model, params=(a, b), epsilon=10, observed=observed)\n", "\n", " idata_lv = pm.sample_smc()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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yRrHiD5jysgS8hBBCCCGEEKKoSLBLCFFgy5ZrJjxlMOdN87bVCrfeAlZr/gJRq1abQxIjIswgj19lc7nNBbZth6PHzNtNGiv69C67Aa68+PkpJj+veGiUWU/MxQXatYWJT5jrDQNmzIKbb9L06Q2r/oGZszWGIQEvIYQQQgghhCgsqdklhMg3u13z5luaxUuylt1zN9w8FAKq5h07j47WfP2tpmFDxYBrFLcMhUEDFP7+MGqMpno1mD5NERCgWPQ95S64lZuMQvbD79Js2665/W7o0xsaN4JDh2H7DnjiKdi9G/peDTVrKKRWvRBCCCGEEEIUngS7hBD5Eh+veeFFzdZtWcuuHwwPjco7yHX8hOa7HzS//Q5paXDXHZrQUPjzb7j7TrOo/C1Dwdc36z4VIdB1IaUUfpWhVUuNtxccPgLu7pCSbAa6unaGlyaZWXHHT2hcXQ2CqsssjUIIIYQQQgjhLAl2CSEuyzA0Tzyp+e9A1jIfH3P4Yk4JCZq//oZff9Ps3mPOzjh4kDnMsW5dC0uXaT5aoOnVQ1GnDlw7qOIHdRo0UEx7yXyeHdobPP0saMzjt34jvPUOPDjS4OFHITkFHn0Yht1cuvsshBBCCCGEEOWVBLuEEJelFAQGwv7/zNsPPwTXD1Z4ema12f+fWXR+/QZITob69eDRhxU9ummmToc9+xR160L/a6BrF0WVKhU/yJUbX1+Fm7umWTOzPplPJfhxEVSqBE9OhB07oWcPM8BosVyZx0gIIYQQQgghCkOCXUKIPG3arDkTojl5Ev5ZbS5r3w7uuE0RFwf/e1tzTT9o01qRlAR798GggdCrR0ZRdoXWULOGppK3eX83N4WbW+k9p9JWv57i2y/B01Px63KDV16FOrXh08/hsUcVE8ebAa6Zsw1SUzUvviBDGoUQQgghhBCiICTYJYTI1a/LNbNe01SqBDEx5rJq1WDffoiMNOtsrfkXmjWFNq2hbRv48VszMPPSVIOt2+HnHzQuLoqpL0mw5kKenubx6NhBYbVqTp4yl7/9rsbDQzPkOsWRI3DsOJw5A7Vqld6+CiGEEEIIIUR5k3dlaSHEFUlrzYJPNa+8qvHwyAp0AUREQLduEBiocHNTLPpBcf11iiNHNeMmaCIizHYjRyje/Z+qcMXmi1pAgGLy83BVMzMTDmD26/DLYs3UlxQeHvDks5qt2ww2bdalu7NCCCGEEEIIUU5IZpcQIlNUlOaZFzT79pm3ExLMf3194MEHYGB/lZmVFBqqMQyoWRO8PCE8As6eg4AAqFtXglz5dU0/Cy1bakY8oLGnmgXqX38T7h2umTVD8fgTmslTwNNT8/UXYLPJsRVCCCGEEEKIS5HMLiFEpu9+MANdNlvWsu7dwGKBpKSsQFdammbUGM1Hn5jZRtWrK776XNEyWAIxzqgWqJg43gx0NW0Crq7w+ULYshUmPw+xsdCooZn9ZRialBTJ8hJCCCGEEEKIvEiwS4grWESkZsJTBr8uN9iwUTNwADRuBGlp5vru3WDGNMXnnyh8fTTPTzYAcHFRTH5B8chDWcEtKaJeONf0szDsZjhwEF54Dnp0h48WaFavgVEPwL9r4bMv4JPPNA8/pklMlICXEEIIIYQQQuRGhjEKcQVKSzMLx1f2hbg4eOc9UBZNlSpw8iQoBQ3qQ80aoDX4+SkcBiQnm0EWT09F504S3Cpqjz6s2L1H8/oboICgIFj5J1SvDv37mcGvu+80JwPw8CjtvRVCCCGEEEKIskkyu4S4gmitWf6bZvh9mrg4zc5dcPKUOWzRw92c+c9qhfr1ITAQvvsBfl9pZhANuQ7eeM2SOZRRFD2bTTHtJYXDAVWqwuuvmoGts2fh33XmEMfvf4D+fc1ZL0NDNStWSoaXEEIIIYQQQlxIgl1CXCGiozWTXtLMmKUJDITfVmomPq3x9zdrcsXFm4Eud3eY86pi1gx4fCz06mEGt2SYYsmoWVPx9ETFsWOwYiX87w2oVxeSkuDgIWjZCurWNdt+851m7tua2FgJeAkhhBBCCCFEBgl2CXEF+O8/zf0Patavh8ceVcydo4iNMTOF4uPAbodK3pCcDKkpoJTGarVw2zALPj4S5Cpp1/RT3DDELFK/YaM5w2WnDuaQ0q1b4c3/acLDDe6/D957W2Weo7Q0CXoJIYQQQgghhAS7hKjglv+ueeQxjYsN3n8XOnUEi0XRpTOcOAkpqeDvD+ej4MEHwNMLzkdJgKu0jRurqF8PZs2G556G12crvvwMht4Ev/4Gt90Fk16CenXNc7XoF83jT2gSEiTgJYQQQgghhLiySbBLiApKa82HHxnMmKlp2RLefhM+/AgeeUzz71qD8RPBy8scHnf0GEx9UXHv3Ra++0rRuJEEu0qbm5ti2hRFYhLMmGVmddWsqdi8GerUMWfM3LUbvv1eYxgafz8zA8zdvbT3XAghhBBCCCFKlwS7hKig5szVfL4QbroBnn8Wnp8MW7bCgGvMjKCg6tCrhxlEqVULUlLM+7m5SaCrrKhXVzFhnGLrNlj4Fbi4KCY9r3jkIahWzWzz9rtm5l7zq2DqixasVkVsnOboUcnwEkIIIYQQQlyZJNglRAXVuJFixL1w81B45DE4fQbuvhMW/WJmBfXuBd//CNddawa+XFxKe49Fbq4dBAMHwMefaLZt1wS3UPTobuHD9xR+lc02e/bCXfdq/l5lBrjmvKF54klNcrIEvIQQQgghhBBXHrm8FaICSUvTHD4CzZoqbhyiAMVb7xg4HHDXHbDgUwhuAd27wUcfQ5vW8NREhdUqsy2WVUopJo6HAwc1L07RfDQPqldX+PlBhw6wdRtERJiTC0yeohk8SHP/CAgLU7i7yzkVQgghhBBCXHkks0uICuSTz8whbefCNKmpZlbPI2MUnTvBRwugdSuz2Pm334HVxczmslgk0FXWeXoqZk1XpDng+clmxpZSiknPKb5ZCI8+DP5+4OYGv/0OTz2bVbtrzb9ZGV9CCFHeOAwHO0LX8teRRewIXYvDcJT2LgkhhBCiHJDMLiEqkDtuU9SrB9u2m4Gvd+bC7r3w63Lw8YFnnoQXp5kzMN53D3h5KSwWCXSVB7VqKaa+CE89q5k5WzNlshmkdHdX3Hk7rN9gsG07eHqaddjGjtMMv0uzfz+k2s1hq3KuhRDlyZrjy3h3wyQiEkMzl1X1DOLRLtPpWe+6UtwzIYQQQpR1ktklRDmnteb7H81sn0qVFJGRMGOmpmYNWLZcM+1lTZvW8P3X5myMhw6ZMy/ec7eFm2+S4Ed50rmTYsxoxZ9/wVffZF83fZri6j6QmAhxcXB1H/h8IcTEwthHzECXYUiGlxCifFhzfBlT/3owW6ALICLxLFP/epA1x5eV0p6J8sbQcMSh2JGmOOJQFPVHocNh1tRc+af5r8Mhn7Wi7NEOg/j1Z4n+5Rjx68+iHUZp75IQxU4yu4Qo5xZ8qvnkM/Bwh1OnNV9+Df36gs0FPv4EmjaBV19RLP0V/lqlsdmgfv3S3mvhrDtvh0OH4YMPNTWC4Oo+ZsDSp5Li5SmK194w+GUx/L0Kxj8On3wK4yfCC88a/LYC2rSC226VIKcQouxyGA7e3TAJyC1ooAHFexsn063OIKwWawnvnShP9jgUi1OtxJD1ueeL5gZXB8HWwgel/lmtmfu2Jjw8a1lAAIx/DHr3ks9aUTbELD9B6JTN2EMTM5fZgjwJmtIR32vrluKeCVG8JLNLiHJs6a9moOv6wZCcAl9+DbcMhf794I+/oFYteHuu4vARePd9TdfOZn2naoHyBay8Ukrx7FOK1q1g2gzN9h3Zv6w/NcFCzx5gGLDgE3jrTahdC56fbM7I6WKTX5yFEEXIcGA9tQmX/5ZhPbUJiqCm1u5zGy7K6MpOE54Qwu5zGwr9WKLi2uNQfJFqJSbH8hjgi1QrexyF+y70z2rNCy9mD3QBhIfDCy9q/lktn7cZJPut9MQsP8HJMf9kC3QB2M8mcnLMP8QsP1FKeyZE8ZPMLiHKqY2bNK+9runcCZ6coEhLAxcXzcFDMHmKmdH1xmuKxETNM89DjSCY8qLCy0sCXeWdm5vilenw6GOa517QvPs2NGyQdV5nTrfw/jyDo8fMWm316kFQdfj7H9ixE64dqElKAn9/eS0IIZxnPbQCt79nYok/m7nM8K5OytXP4Wg8wOntnk8MK9J24spjaFicmpH1l/OzTgGaxalWmrun4Uw5S4fDzOi6lP+9o+nRHazWK/uzVrLfSo92GIRO2XypJFlCp2zGZ0BtlFVyYETFI69qIcqhg4c0k17SNGxoBrWSksDdXYGGxUvA3x9ee1Xh5gYTnzZrOA25Hgl0VSA+lRRzZis8PeGJiZrjJ7J/k3n4IQuvzbKw/z9zSGPfq2HsI4pV/8CohzV33av5cZH8siqEcI710Arcl4xHx4UScj6Nw6GphJxPQ8edxX3JeKyHVji9bX/PwCJtdynFXsemGDLfxOUdM1T60MW8vveY648Zzn0v2rmLizK6cgoLM9tdyST7rXQlbAq7KKMrGw320EQSNpWDHw6kLxVOkMwuIcqZs2c1Tz2j8fGBwACzCHntWtD8Ks1HC8xl895T+FRSvPeBwZGjcMft5kyNomIJDFTMfQMeG695fLzmrblQr2728+zqqkhJ0cyYCXNeM2fh/OobsNmgUYP0n/WEEBWWw3Cw+9wGzieG4e8ZSMtqXQpf58pw4Pb3TI6dS2XdgSQSUrIuWL3cFN2aelBv1UwSG/YDJx6rZbUuVPUMIiLxLMqABifq4xPvQ6x3LEfrHkNbIMAriJbVuhTqaRR3HZviynwraQ6HZucuiDwPVfyhdauyn60Ul88YSn7b5RR5vmjbVUQVKvvNcGA9sxWVEI72CsBRs71TfVtJSwtLKtJ2l1SMx6gk+tLy2M9dyNBmkD9OQyUF9S3aqazVSz9I+XsfSLBLiHIkNk7z5DOaVDs0aQL/rjOzdY4e07w3D6xWePt/iqpVFHPeNFj0Cwy7GcY+LEmcFVWd2oq352YFvOa+AQ3qZ326demsmDlDM+9DGDdBk5YGtw2DFX+Yw11fe9XgfJSiSyezHpgQouJYc3wZ726YlK3+VVXPIB7tMp2e9a5zervWM1s5fuQUK3ddnDGQkKJZuSuR/pwi6MxWHLU7FXz7FiuPdpnOT++8ydDfbsAvtnLmuiifaBYNWszNY58oVNAuo45NzuE9GXVs6nzQu1ABr4zMt5wPoOLP4b5kPMlD5paLgFd5HYJWKZ+7lt92OVXxL9p2FdGF2W9KGzRKDsPXkUSM1YPD7oFoZcnMfmvXtnT39VLKc6DFJdCjSNvlpTiPUUn0peW1n8tQ3BNxQPn98UaugIUoR77/QRMSAi1bwPoN8MgYRa+emu9/hPh4eON1Rc0ain37zUCXvz88+nDZ76RF4dSprXj7TYXFCo+M1Wzdlv2DrWd3C+++pahVy7xduza897bCaoUxj8JTz2g2bCyFHRdCFJs1x5cx9a8HLyr0HpF4lql/Pcia48uc3raOO8e6A5fOBFh3IAkdd87px2i1P5j7v7uXyrG+2ZZXjvXl/u/updX+YKe3fdk6Nph1bJwe0pie+QY6l2pR5gO4rZpZ5ofhlOchaPUtGl80uZ9kAHN9fYtzz6F1K/Ni+FICA812hWU4HJzbtY7jqxZxbtc6DEfZft1kyMhqa5Nwkhknf2ZC6B88ELaWCaF/MOPkz7RJOJmtXWEUVwH8jECLuuACH7ICLYUZrp3hn9WaYXdoHn9CM/Vl899hdxTN+8urUyC2IM9LjebFFuSJVyfnh4QX6zEqgb60PPdzUPwTcUDxli0obhLsEqIcGXGvYvYsOBMCI0cobhwCk18CqwXmzjGLlCclaWa+CpUqwbx3wWaTYNeVoE4dxbz3FNWqwYSnNMt/y/7h7OurGDbU/P/788DTQ+PmDq6u4GoDD4+y/WEuhMg/h+Hg3Q2TuFQ0572Nk3E4eYFwLiQs29DF3CSkaM6FOFcHJiMYZVZcyv4ZplAoVbhgVHHXsbGe2Yol/uwlri81lrizWM9sdWr7JSG/Q9CKIqjgMBzsCF3LX0cWsSN0rdOvywtZFNzg6jBf7jrH60QboM31zg7zsVoV4x+79J3HjVWFzs45ufZXfhnRiT+eGcbaVx/lj2eG8cuITpxc+2uhtlsSqvibga7R51ZT2ZH9/VbZkcjoc6tpk3Cy0NlvxRYsKoFAy8o/Uoo10KKsFoKmdEy/kXOl+U/QlI7OF6cv5mNU3H1pSfZzhoYjDsWONMURh8Iogq/dmRNxaMj1BKevL9RjXVC24Os1cSzZmsCfe5JYsjWBr9fEcuxcapn+8UaCXUKUA999rzkXZvZUHdpbmP+Bom4dzfARmsNHYMbLitatLKz80+DRxzUnTsL0qYqgIHmLX0mqBSree1vRvh3MmKV5838GqalZn3A33Whh8vOQmgpPPgM3XA/PPgU1asKTT8Pfqwy+/lajtQS+hCjPdp/bcFFGV3aa8IQQdp/b4NT2EyyVi7TdRfcr5mDUhfVpDIvibKfqHLuuAWc7Vce4IPrhbB0blXCZyuUFbHc5xVFkP1sBduXAUm0dlnqLsFRbB8q8qCmKAuxrji/j7m868tYfb/DjlpW89ccb3P1Nx0JlHmbw2bCMurNHYovM/l6wRYRQd/ZIfDYU7jF691LMmKYuyvAKDIQZ01Shhz+dXPsra6aPIjEi+/4nRpxlzfRRZT7g1aqFwR1RWwDQOd5nOv19dkfUFlq1cP71WpxZORcGWgyts2W0GFoXSaBl5uxL9HMUTaDF99q61PmgN7bqntmW26p7Fn64djEfowv7SAearS52VthS2epix3HBjznO9qUlNdHEHodiVrILH6a68LXd/HdWskuhs64yJ+LIqwyJKtxEHJC9bEG8XRHfohtRPYYS36Ib8XbFyl2JHD98qsz+eCM1u4Qo4yIiNAs+0/y7Dry9YeqLZjbOx5+kf5g/a9ZlAvj2Ozh4CEY/CO3bSUbXlcjLSzF7Jnz4kearb2DPXs20l6BmTfP1MHCABX9/zfOTzQkNunWFN1+DkaPhxang5qrpd7UisPCTnAkhSsn5xPwFgfLbLiePqkFF2i6nC4NMGoMEz2PYXeKwpVXCK7E+Kv23WmeDURn1aU72r8uWF7qQGOSduc4zNJ4OMzZQZ+UJp+vYaK+s6Ic2FLFnamNP8MbmFY9PzVOo9KFzF7ZzVszyE4RM2UzaBcFBlyBPahSyyH7G0DJLnV+xdZyM8soKuOiEIOybX8Y4ObhQQ9DWHF/GV+sX0aDXbziq1ATAG7BGnuGrNc/j7e1N26q9ndq24XCw9YPJ+EaE4rP5V/Z9vBeHb1WsMRE0e7g9ytBsPbqNWl0GYrE6X/utdy9Fj+5ww82amBjw9YXvvy58RlfG/l8qO3PrvBcLvf8ZMiaySDmbgJv2KpKJLJK3huObmnjZ91ny1nC8u1Yv+D4XcwH8jADK0XP2PCfiaFDNVqhAy7lz6YE+C/i0ULj6K1LPa2L3ajAosppmvtfWxWdAbfa3/x7H+RSs/m40XXez8xld6Yr7GKV5VAXgb1sqb3okEnbBsONAQ/FEkidX210z2xVUSUw0kTHMMKeMYYb3FKKuVkw+f9iIcRjgZJ+UUbYgpvN1hDwwA3vVmpnrbBFnqPHxC6zb8Ss3F6JsQXGSYJcQZVzVqorbb9V8/AkMHgSgmTkbTp6C8Y/DtYPMD6o9ezWHDpvBi3vulkDXlczFRfHIGEWb1prpMzUjHtQ8NAqG3mh+4evYQfHWm5rHxsOqfyAmGoZcBz8uArsdIiKRYJcQ5Zi/5wVvYGXBO6ArNo9q2JPOER++PnNYV7Z2BRDQojPu3oEkx4XlXgtGg3ulQAJadHZq+xlBpphKewgJWoLdllWNxGb3pUboEHzjgp0ORnl1CuTMbU1YPbXHResSq3mx+q1+XP3SvwQ7WcfGUbM9hnd1onb4cnzVNaTG+2Suc/WOpV6fP/BrG2POZFUIMctPcOKhfzCHEGWdCHtoAice+oe685zP2qjinx7o6j2KiwIunmex9R6F/Z/5VPF3bqIDh+Fg0ZYV+Nz4CTkHvzj8gvC58RMWLn+cVkN7OBV0Cd+7MTMjShkGlrRUHIAlLRVlmK//xPAQwvdupFqrbk49hwzKovBtCTarwtOhUUUwBdqF+5+Xotr/4prIIi0siZP967L6rX4Xrct4n/V6/E9qOxm0zlYAHwdBlo14qjASdSChRmc01kIFi7RXAEfP2S89EUcrT4KcDFpnBFD8u1loMMYFt4Cs101KuOboB2mcX2cU2YyeympBuZrvJeVqLXSgC3IcoxwTfCckF/4YbYtsT6T25FXPKPOzLLBb5mdZWNh6nvNM4OmoylSNbE87J7q64p5oInOYIZD7OFLN4lQrzd3TnBpSbZzYB7Xa5K9d4xYFfwDMsgUhbQZz4ukFF62z+weZy2eP5FxIGAHNnXqIYiXBLiHKqJ27NNt3QMOGmk8+g1494Z7hMOx28wNyzGjFsJsVh49o/ve25uRJCKoOL76gZFY9AUC3ropPPoI5b2jmvqVZsdIcttiggeKqZhYWzNeMeVSzfSfExsGH78HTz5k1v+rX0wS3MCdBkNeTEOVLy2pdqOoZRJp/e2q3ewVXr6xfYlMTznBq2/PYorbRsloXp7avUNQIHcJR748vusDJiIvUCB1yUb2t/PLqFEh8nUOc8F540Tq7Swwnai+kQfwDeHUa7tT2tcXClhfSn3vOKwyLAkOz9YUuDLDkXdf5kixWzrk8wfGlUemZaUeyMtPi63Fw6VDqdfCjUiEyZ7TD4PikNel1cTTxnkezZb8BHJ+8hlYDajt1URsc7MCt82QM9EUjZJTSaK1w6/wiwcGDcOZyYkfoWty7vGAGulSO/bNYwDBw6/QsO0LX0r5mrwJvP+l8/rIM8tsuLxmzoNV+IesgzUou/CxoiRFZxb61xULCVV2w+1XDFnUOr/0bsgJ2EWfz2kS+mBNZPIByKBqebIBPvA+x3rEcrXOMqX89wEt9P3Y64GUJ9Ljs+2zL813oGRbl1PYzgkD1Lb/Sw/YS3pasYF28EcS/9qkcM5zPPrRXb8O6g6mXbLPuUCo3VG/jVF2gKv5moKvZpIvfP65VoNkkF/6bnkYV/7JbWsJevQ3/7nNc/DkAGbEc/t3n4CYnj1H4efifRyKVa11P7fa5fJZtfZ65yesY5+Q5zphoIjwcLDhoV2UrVd3DiUgOYFtkewyshZpoInOYYZ4UMentGjrRX/ifOYTNPQC7f5DZb+ZkGNgiQ/A/c8jpYFecxY+QB2ak727ufXXIyOnEHV5L4XOVi54Eu4Qog44e0zzzvMankvlh3qypGcR6611N5Hm4/joYfpfZeYaHa/btB61hzmsKb28JTIgs1QIVr86Ev/6GN9/SjBytuf1WzX33KOrUVny+AB56VHPkKLzzPsydo7h/lGb3HvM15XCAi3xSCFGuWC1Wbu79MVt8O160zuYZRIMen9AhZrPTw5QSNoXhfbIxdSsNzz3z6uwQvOMam+2cGJ6k0YQELYE48ryACglagmaKU8GoY4Yizv0SHZtFEetu45iR5tQFiHYYnJmXSkylvXlmpp2Z14mm9xlOZ1fEbTiLJdy45GP4hgUTt+EsPt1rFHj7+yI2oj1C0ycJsFDb1hUP12okpZ7jlH09KAPtEcK+iI20Cepe4O0fOBmCo83FGT+ZLBYcVWtxYMfftK+Zd7O8ePhXK9J2uSnO4UnqnKu5rUsMHfLduCyznTMchoP3/n2KlvuCGfrbDfjFVs5cF+UTzaJBi3nP7Sm61RnkVF8R1qEaiWmX2D+LIrGGN2F1XPHJu1Weqvibga6BbqMv6ge8LaEMdBvN7ykfOp19GL5/CwnJaZdsk5CURvj+LU5l17VsCY0CzX4o54+KyqLQhqbRIy60rG4v8LZLStieTSSlpVxytsektBTC9myietuLM2kvJ9Z1I56NutOgxycXrbN5BtGg5yccVfcT67oRKHg/ZE40AX++v4KnWryCTg4hMcXA082Ccq/Ba3ufp9/DA5welhyXz7d/ftvl5OUfSI2PXzCzqwwje8DLMEBBjQWT8Lr5fuceADhfu2m2/uciFgv2gFqcT2lKA6cfpfhI9WohypiwMM2TT2s83GHCE2ag65WX4efFsHgJ3DAEnnlSYaRPrbFzF6SkmMsaNZRAl7iYUop+fRVffqYYNAC++gbuuFuz9FeNnx989rFizGgY/5giKEjxwbuKSt7mcMboaFj1j0FaWuELHgshSoahYa9HJ0ChcvwSa95W7PXo5PQMTRm1snzjgml28BmsaV4AWNO8aHboGXzjgrO1K6jwvRtJjs9jiCSAguT4MML3bnRq+zFGPuuc5LNdTgmbwoiI38SJ2guxu2SfED4jMy0ifpPTBfYBjh3aRUylPZyovZBU17hsRYNTXeM4UXshMZX2cOyQc5WVM+q5Nfa4no4DdhAwbDHeN8wnYNhiOg7YQWOP67O1KyiN9+UbFaBdTgEtOmOt7IfOteaVGVC1+vk5PdT28sOTCjcLmq97M+I73MqJpxdgr5K99l3G0KH49rfi697MuQcAdoeuo/qOGtz/3T1UjvXNtq5yrC/3f3cP1bfXYHfoOqe2H1vE7XJq2cJBf89nLtVN0N/zWVq2cG6WuOLODjypLNj8886eVxaFrYriZM5smjIkesvhIm2XU+WgMGq3ewUgj88yqN1uBpWDnO9L+watZGydR/lzy+FsMw3+ueUwY+s8St+glU5vuxL5+wzJb7ucAq7qQI2dv5sTcZzPMRFHpDkRR41dvxNwVQentg9gqZu/sYn5bVfSyu67R4grUFyc5slnNAkJ8Nqr0KWThTdfh3ET4J33NNf0g4njFfHx8NAjmnfeM1j4FQy9CQYOkECXuDRfX8WzT5uzedaqBbNmax58SHPwEAy/y0LNmorffjeYMk3zxDiIizOzvia9BM++UNp7L4TIryNpkOx2iYsopUh2Uxy5dNJCni6slaWwYNHmRb9FWzOLx+dsVxDFfZEZfn5PkbbLyX423sxMg7ziIIRUX4L9bLxT2weI8YohJGgJMV2u47952zj68i+cmvAhR1/+hf/mbSOmy3WEVF9CjFfM5TeWC3/PQBp7XG/W1PLPHmzJqKnV2ON6p+u+eSblr8BOftvlpBVsaGNeQOYMeGXc3thGo5386pQ1PCnvUEthZkGzVve+9NAhDSEPzMBa3blgIED0yQ0M/e2G9FuaeM8jRPnsIN7zCBnjkYf+NoTok87N2hoeva9I2+V0ft8GrA5zCKS2WLIFfHV6hovVcZ7z+5zbf1ff/L2289supwIVFy8Cdnsqp4N9OHZdA04H+2C3X3qIZn7Y7JWKtF1ORuUmuHrVvCjQlUEpC65etTAqN3Fq+xgOQhY+z8pdidmK60NWXbaQL58Hw7mAaaPQzVSOD82sk3kRbeAXF0Kj0M1Obd92dgfdmrjiu3EZzca0wxoTAZA5EYfvxmV0a+yK7ewOp7YP4JvP7OP8titpMjhFiDIiNdWcIe/UaahXF35dDo+PNbO5TpyEq5rBpOfMGX6U0ri4wE8/Q8tgePxRCXSJ/GvWVPHuW2Zx+vfmaR5/QtOzh+aRMYoDB83JD+a8CaNHwTvvmbOA9k8fbRIVpalc+eKUeyFEwSUkJOS5zmq14u7unmdbV1fXzGUWiwUPj6zA0tb/ErHXyP0rnlIWXNLb7jmhqFkjAa1zTz9RSuHpmTVdfWJiotm2hRdp1azYz5lFiVMcmjSLxpZ5RzACXaCFV57P0cvLK/P/SUlJGBdkUWkPX1IcWfvkdsEQEruhM7NltIfvRdu/cLvJyck4HBdfpBgHlpBQrxIeVRpgSR+e5UhJwXCY0T+tDeyJoRjHl5DgbQ7MqFy5cub9U1JSSEvLO1IYlbgvc1hhmqFx5HJ4U6zRnI3Zia/RAEv6hXlqaip2e95Dltzd3bGmz7xnVIogpHMXTo5921yZmHUc7O4+HJs4HxhFTf9o7HY7qal5X9i6ubnhkj5ePaNtXffmVGo/CXtiQrZgi9XVDYuLCxgGlbtOo667R57n2NXVFZvNfFWkpaWRkpKSuc6SUAfj5BEc/oFgsWC1uWJJb2s4HDiSErGeP4cloc5F27fZbLi6msPjHA4HycnJFz32rrMb2OlznphO0HW3uf/aMLAnJhLlqtnSSnOyUiSbjq2iVfUuF23XMAySkvLOTIzEBhbzmGmtSUu6uIg5QFhqGrXcrbi5uWW2TUzMvS1kve/DOlQjOc3VPP55SKvsQVgtr8whgJfqT3L2EQkJCXjuUBDjQZj3DkKrL898zSoFXo7K1Agdgl9sMMk7w0holfu28+wjgLRze0hI8sLmWR2lLCilcPHIamtPTCA14QxpsXtI8Kx30bYv1UcARO9bTYpDE9txEBFjXs0capWWnIxL2CmCPp+Kz+bfiN63Gu/GbXPdbl59BMDRhGDiHNXxtp5Fkb3vATMcmGAEcTQhGN+EBDw9PTO/G12uj/Dw8MA4sR9qtcGRmoqRlvf7Pi3iADRtCRSsj7iw7aL/FrMpoCsur/XJbPvr+Ui6Ra7n1uY3O9VHAHg3bYXxvQ92lxi01UJi004YVavjHhOO1/4NGGkOVIov3k1b5fr6vFQfAeBtq5v5Hrioj0hJztbuwu1fqo+48LNTndrEmu0hmesMrbHniEut2hrCkIOr0bU7FaiPcHFxwSshnEFL/+bre54nLSnu4mGGKHp9/QFpV7fEWttcnN8+AszZMKv5ueDX0sbxAyk4YqOx2zwgNppYlzQaNHOjQTUbyemzYRa0jwAI1OCR4kKshowCjhd+j0BrPJMTCXTYScjl0kAphZ+fX+btC/uI3Npe2J8UBaXzerQ8REU5V0TwSuDn5yfHpwIojfNoGJqpL2v+/NssgrhzF0x+AWJi4K13oHdPmPqSQmuzn0lOhgce0iQnwccfKqpWlcDDheS9mH8pKZoffoLPF2pSUuCWoTCgP7z8Cpw5A8Nuhu9+gFYt4eUpcP8o6NMbxo0t/l9w5DxWDFfSebzwC11+XCpo3L9/f7799tvM27Vq1crzC3D37t1ZsmRJ5u069RsTHxOZa9uqrdsx9Nd/AGi3x84rD7bm1KlTubZt2rQp69evz7zdtWtXDhw4kGtbf1d4JTiQqw49D8BjAR+y62juGRtVqlTh0KFDmbeHDBnC2rVrc23raoE5HbOCfu8fSGVfdN6ZDufPZ1UqHjFiBIsXL86z7X0HQ7B5eqGUhVXjH+LQ91/l2TYsLCzzYu+pp57i448/zrPtkvdmcfyzKQD8fNLOn6F5ZwWsXbuWq666CoBZs2Yxe/bsPNv+8ccftGvXDoCXxo3m7S9+yLPtdd8tpW6Thow4vJZVR8/z9NNP59n2m2++YcCAAQB89dVXjB07Ns+2/T74nAZDhgJwdMki/hxzb55t33nnHe666y4AVqxYwR133JFn224z5tBixGgAQtb+w7Lbrs+z7ZQpU3j88ccB2LZtG9dcc02ebav3t1BzgAudBu4mLCKGH/t2yrPt2LFjmTZtGgAnT56kTZs2ebYddv8D+E2fC0BSZDgLW+VdrebOO+/k3XffBcwLyNq1a+fZ9oYbbuDTTz9lW6riW4cL82vmnRFTu+8APvnqW9q5mpdyBekjGjduTGRk7n1EzaqVeKaRA2UY1D01nIeTf+ZMVESubQvSR3jXqsOdG/cCZkD55+v6ELFze65tC9JHuHh4cv+h0Myg7G/33MKpv1bk2hYK1kc81OEhgi2fAfDF0VQ2ReTd9xw8eJCqVasCl+8jduzYQdrRbSxo2I1/33uXXfPezrPtt3Nfpv+9jwIF6yPeeustpkyZkmfbwd8tpUa3nnQ8/j0x64q+j7BFnOH8s/fxzfK8h5s73UesW8OyWwfn2bYgfcS1Na0MrmVDWywcrR7M3EWb8mxbkD7igQceYM6jw/jnli/Y0C+WmR8tzbPtnUOu4d3PvgPy30cAWE9twrf1oDzb+jRTfH9nZbrc9DWO2p2KrI/I+B6h0zPWfurUhPMhuWdaN23alP/++y/ze+Cl+ojatWuzc+fOzNsF/U6Vm7KZbybEFebdD8xAV6eOZqBr9IOKJUvNQFe3rjDlRYXVCtNf0Tw/SfPyK5qzZ+HlqRLoEoXj5qa4+07FNwsV1w+G73+EJ56Egf3BxQpff2tmde3YCZOnQGQkmbOtFfC3EiFECblsKWlDkxKmaehSdO9hw7MK8f2nE23zJO7x3lh93Yps2+FDxnD29qcIHzKmyLYJcHztGOyJoZdvWEAuPk7OU18ASb6XmfdKmUWDo2s3LfZ9KWqWmKINjmsFniu+xWdl3sHBgqqkHbhGhqRnZxS9sGP5e2/mt11BpNRsnG0obFpWzmaRsSeGkBJ3rOg2WEx1ra4+GUidU3djS/MlpYjfS56+Vanx8eVrRLhXKvwFf24yhgZuCOyBw+HkmPZLsPsHEX7DI0W+3eIQ0/k6/vtgG6cee6dItxt1shqhfn9Saeul636lxjs55D+w9WXbzHFPyVc7Z9gTQzj67/0kJuceDC8LJLOrCF1Jv15XZCV9HhMSNKPGaIKCYOMmuH4wVK0Kn35uDmf85COFzWYGtJb+qln1j2bDRpgwXnHzTRLoyo28F5139Jjmnfc0mzZDYIBZpN7bC4YOhc8+h6ZNYc6rULmyhY8/MUhJhTGjFJac04oXATmPFcOVdB4L+ivk6dOn81x3uWGMFx7XnMMPYmPj+WjOdk6P7QTobEMnlDYzIWq/uZ6Hn+tASkpSwYcxAv+u1UydrlHaoONnCVgrB2BJTWDD7d5oZeHFF5Lp3i3vr5iXG6IEcHrD72z/6GX2vLYCe5Ua2CJDaPXMQFqPnEStLgMvu908hygZDrZ+3ptPI0LovMsF6nclqVJVrOfPwYmNbGnp4IHqNWh/7z+QPsyxZs2aREdHA5cforRk42Zi37kTzySFw9Dse3sD9ipB2CJDaTq2CxpI9NBUfvhz7h5wjVPDGDfGp/BtSt79rtXNHYvVyu3WVFqqtAIPUdp2ZD+Lara6eLsZwxgBIy2NG45tpl3Dq3Ld7uWGKP27VrNq/p883mIOm47fQaK/Lz7R8XSt/zWv7XqCweNuoF3bi7MQ8jOM0WE4GP51T+L0Oaw2eGnO8/jE+hDmHcErj7+GRuHrUp0v7lidOdNgQYYoRa9eyC8bt3Di6QVoQ5N2wZCqjFnQ6rz5MEO7dqJ6/5EFHsa44k/Nr83SUG6OXOsVaW2QFmtnyDFvBvQzXwcFHaL02+frOXX6S04+8b65MP1xlLLg4uYGCurOHkn16ncw8J4uuW73Un0EwLqTv/HKqkdBWbjuaGfcfWvgSDzHkkbrMVIdPNfrXbrVyT0z5XJ9xL7d5/m6sTmbps0zq21acjL6ghpLdx46R/OWWQHo/A5j3Ln8b7yfiEQphcbguz9uJLGKF+5hsdw44MfM+oRpbwbR+tqrCzyMMWF9KMtfuoazXbtxZvhk7FWzZk21RZwh6PNpVFm7nhteXolvTzPTp6DDGH/fv4y/a+U+G2VGHwHQ59hP9KrbN8/t5jWMcdWxpSz36Zw5VBWy9xEOeyrJ0ce5NnYTfepfnK15uT4iYdM51nx6iLWv9zGHMbqlvz8dDhzp78/uT66i54jGeHXKmln1Un3EhZ+dJ7/9lZXHfuPMc58C5izkacnp7/sL3scDGw6mzu2DCzyMcfPc9zmxajZaa1IvERev33siV7/wZPo+5H8Y4/er1/Le3psz1z3/1lP4xvsS4x3DK4+/hrKAxaZ4qNGP3Nqru1PDGHed3cDzK+6ixX/NGfLn9aQ2bkxKVS98oxy4HjzAzwN+YWej3czo/1XmkPALKaWoWbNm5jEvyDDGosjskppdQpQirTVeXooP34f9/2k8PCAmFpb+as66OHG8wmKB8HBNQIDCyxM2bITBg2DojaW996IialBf8cZrivUbNe++pzHCITkFfvwJOnaAzVvMQOyjjxjs229O/S3lu4RwzoUXXQVt6+XllWcAo5KHG12Xfs929TkhD8zINm24Lfw0Nd55lLZLPbA806ZA9TEy2jocmg/m68wYmvJJw8XDk1QjFp1+wfPBfHf69VX5mrL9wi/YF2ra72Ya97mRgxEx2AFXm5Vhn2/OvEC7nAuDhTk1qHYr/Za+g8ZA7V2XOeefRjNgi5UGD9yKVyWfzPYXDjl1c3PLDF7k5lz8eXa10Vy9HqwWsHl6gqcXtiRPXNN3fV17aJUanxnoAvPCL+NC6nL8bTZs1stnz1XSGpurLfOC8nJsNrNtl6at+T0sBrt/tex1ZjIYBm5RYXRp2hqb2+W37eLiknmxnGFw/RXc3PU50JrYTQap8Q5cve3UahHGW12fw6VBADFe3S65XavVmuv7yOHQGLtmYGk7ChwKF4cLFmXBW3tidbGiLRpjx3S8RlbK9TVqsVgu+f6MjDqD78Zl1J09kpAHZqByvscWTMJ32++oFrWzvVaUUvl63/v7OTi17Xka9nsj/X5Z5yBj6NDJ9RPwrzmTjMu5gvYnfp7xbB/zqhkoyi0zyjAIGTmdZn+vz/e2c/Yn/a+6BXcPd97dMAmfwxvwSlIkeGgCWgXxyNUv07Ne7oGYnHLrI1JVUrYgVwaXHO/7VOWR5/5fqo/Q5xMz3/cKCzabFzZPL9zcwVNd8OPC+cSLtn+5PgLAHpZMjdAh2DcvxH/r7yQ074Ldrxq2qHN47dtgDiMNH44jIqufL0gf4erqSqwlLddjlNN5R3K+z3FGHwHgUi0YL+/Geba12lzxCmiCi8fFxyin3PoIe6yiyd/ncH92A1te6EJikPncLVYr3rHQ4ZUN1Pn7HK43N8lz+zn7iAs/OwP92hJ2zdXmCmVBqeyBUwyDiIdmE7g15qLtX66PADgdY2YOK6Vwu8TH1rn0mloZbfN7LkKiz2F1y+q/3C2ueCg3Uiyu2ZaHRJtDDJ35zpFELG2OtOT+RfeY+7c1GogGQOPD/d/dwye3fUFS/9h8bb+oa3JdjgS7hCgly3/XrF2reXKiprKvhZbB8Pa7mqPH4KYbYOIT5kxaP/6k+fBjzTNPaaa/Ytb0enJC3rNsCVEUunZWdGwPi36BefM18fFmoMvPD374CcLCzUzEuXPMD+bQUE1MrFn8XghRuhKXruaU30p8N8Tgs3k5CVddcBG1fwPKYXDK15dWS1fjNbRfgbe/cxeEZ3w3t4CymBcgyuJqFsgwICzMbNeubZ6byRdtaDJiEVZl3r78OM1LMxwONv/yo7nPOWbTy7i9efFP1Bj6TL4DaxeqUbkaS2rB3101nXdk336CB2xqozlRCwZVrpbHFvJh7WYqt2xItFe13AMV2sAv/izsOQp9Oxd48ynbImn95Uq2zB5hZjjkLKysoPXs30i5uz+2rtULvv+GA7e/ZwL6oh9MLEqjUTiWT4b7V2Rm1xXEzl0QvWcwbY+8y60nQvFONMOZ3onevPjmC3xfN4jtSYOdfo26VzVnifTduCz391h6FlJGu4KyVNtIzI4vOPpvFLXbvYKrV1YwzZ4YwqltLxATvhRLu5uA7k49hneXxtkC4RfvhDkU1rtL3sGM/OhZ7zq61RnEj9/WxY5BZW1l4a2bMzPqnOXrmb/757ddTl41/IGQfLYruJO2Y/jGBVP31HBCgpag9q7LXGdL9aXG2SH4xgVz0nYMfxo69RiOI7HQKJ/tWhZ8+wGVm0M+RkAGVG5e8I2TNaNvnZUnqPXnSbbc9AdJAd54hMfT4edrsKTPGODszL8hDfywB1yi/7JYsAfUIKSBhSpObD+pTgNccy9Ld1E7Z9SoXA3yMYKwRiE+a/zdAjJnbc3t81KjGfrbEHzGX2ZofSmRml1ClJLkZIiLgwdGwSefGTzyuObYcRhwDTw5wZIZzOrZAwYNhDfmmsPKXnlZ4eoqAQVR/FxcFLfeovjqc0WX9GulqChwc4PVa+Dmm6BDe/Nj5O33NM++oElJKfr6IUKIgjm3Z7M5s5oCZRh4712H37+L8N67zrwIV2B3jeHcHuemO49Mr+/s381Ch09dsXmYF3s2D386fOqKfzdLtnbOOvDLClJfvwaLMvsVi9Kkvn4NB37Ju/h0foTv3UhixKVrdSWGhxC+N+/CypdyY9fOqKQgjtdUfH+dJjk9ESPZFX64TnO8pkIl1eDGrgUPQmVIOx/Orf++bN7IOa19+u1ha6eTdj4cZ6SFJdFssabD059ii8xeeNgWeZYOT39Ks8WatLC8h/FcivXMVizxZ8nr24xCQ0wI1jNbndp+5Hlok3CSUXvjqRyfvch75fhKjNobT5uEk06/Rj08BmCz+4LO4z2mzYCFh8cAp7YfnRxm/nt6KbuXtOHAnzdwdN0oDvx5A7uXtCX69NJs7ZzhUj9/AYj8trsUq8WKa/plpyuWQge6AJo09cb9XBzZpki8kKFxPxtHk6beua+/jOCBvYn1jUOT+/Y1mpjKcQQP7O3U9s83iSXKJxqfuBY0O/gMDY6NovapO2hwbBTNDj2DT1wLonyiON8k1qntA/ie9sUWcSbv2nKGgS38NL6nfZ3bfm5Zn4Vol5NXp0BsQZ6gwGJoKu3ZiN+/i6i0Z6MZ6FJgC/LEq1OgU9s/EpR7AXZn2+UU3GEEqVZX8ngJmbMZu7gS3GGEU9vP+KzROveeVOvCf9Y0ONEAv9jKFwW6MigUfrF+NDjhXMCuuEmwS4gSFh9v9niDBkBcPERFwxdfmjPfzZ6leHGS+bY8eEijtTm0ces2cDjM9b6+EugSJSswUPH6qxYmPQ9WK6SkmEMXf/rZzFA8elRTtQpMe8kseA9SvF6I0mT3yHv2P2fa5VTF3wx0NZvkgmvV7Otcq0CzSS74d7NQpRB12g/8soK2h8fj5xZOmtWMFqVZXfFzi6Dt4fGFCnglnc991ihn2+XkanPhlvpmIMpQVgxbeo0XmyuGMi/yb6k/DVeb8wMsXP0DaHNsBaN+H0vlhOz76Rd/llG/j6XNsRW4+jv3a7tLVXMIVrPFmmG9ltH9wfm0eeFTuj84n2G9fqXZYp2tXUGpC4btaENhONLrgDlc0IbKtV1BVPE1uC1ii7mNnI+d/u+tEVuo4utcgXl7RCo1QoeYN3J+3KXfrnF2CPaIvGulXYq/+wVvLG0QH7aWqBM/ER+2NltwM1u7AvK15jNQkc92l2Q4yDpQOv124eyL3ETcX6+mbz/HSUi/Hff3q+yLzHt2vUtxsdmwPhkEcFHAK+O2y8QgXPI5RDgnf68AFg3KmAlS4Z3YEL/YNngnNiTjVbpo0BL8vZzPmPEPCjKL4CsuDnil//BRY8Ek/IOCnNp+fYvGF20Wu8qNNtfXtzj3nVBZLQRN6Zh+I+dK85+gKR1RTr5G01LyFyzOb7uc2rV1ZWPVkWhFrv2EVrC56kjatc3f0NScLvysyRnwyrhd2M8aIyLl8o0K0K6kSbBLiBK0eYtm2B2abdsNXpqmOXQY0tLAboenJppDxwAOH9GMekjzzXeap5/TnD5tZnTVqS2BLlF6Bg2w8MM3UNnX/F7j6gozZ2m++lbz71qoWcN8fS5eqnl+smR5CVFafPv2LNJ2ObVsCY0eMb885xxSrywKtLm+pRPDYgAc9jTq7HuFHQ3689I9/xCfnjkW7+HPS/esYkeDAdTeNxOH3bkZxDz88zekI7/tcjNm8PUMbrmMVkN2YUsPSNjcq9JqyC4Gt1zGmMEXF2suiHo92xOeUo1WR1fy8sLejPvlbu5fOZ5xv9zNtC/70OroSsJSqlOvZ3untu9T8xSu3rGAxmoo6q+xEPyDg/prLFgN88rN1TsGn5qnnNq+Tr+AjzzchG0LHiEtyazjkpbkybYFjxB5uEm2dgXVKCUMP0fiJTLHwN+RSCMnL2IvHIJmS8ueFWOz+1L31PDMIWjOaONwIdBQl8wIqWYo2jicv4gt7kBFBuuhFXh+dE1WkE4beH50DdZDhcvQPJ8Yxi7ex/7tZNzD47Otcw+Lw/7tZHbxPucTnc9+63LfzSS+XIlYvwQcruZls8PVQox/AokvV6LLfTdfZgt5a+Nw4VyzvXxy2xdE+8RkWxftE80nt31BWLO9hTrHXYZ0xrZpG3Vmj8R2Pns2qy0yxFy+aTtdhjiX+WNRcIOrIz3wlEs0J319YeYw8r22LnU+6I2tevZaT7bqntT5oDe+1zo3VBiggYsiNeFMZh28nLQ2SE04TQMX556A1aq4c+RkVvqMIcE9e9gl3sPCSp8x3HH/5HzVtszLmMHXc2vQfCzJ2YdjWpKDuDVofqE/a/I7RNTZoaTFTWp2CVFCdu7SPDdJU7sWLF0G69aby7t0hkcfgXp1sjrBhg1g/DhY9Q/s3QfTXlK0bSOBLlH6AgIs/PidZus2zWtzIDwCfvsdXngOqlRRaK1JSdagwUU+YYQoFYGtu+PuUZnkxOiLfw0H0ODu6Udga+dq/ZxUFmxV8v5MUhaFrYrZrmGeV+t5O75mK7pZaz4eePE08NFe1fh44NuMYixqzVYaOlGPKqBFZzyrBpEYcZbcowkKz4AgAlo4P/Rjj0MR1rITOX+vd/WuRljLauxxOAi2Oh9EsNpcONn8eaocHg+GpklI1pBLI/0X/VPNn6Opk7/oW5IjqNdnJQeX3ox5jC483+Z+1+vzB5bkBjiTG+Wo2Z6I0505tPTqi9alxlfi4NKbaXLbKtxqOhesMyIunqGxMO1yOt8kFhefaCrHtsAnrjkJnsewu8RhS6uEV2J9QBHlE0VaE+eG0LkknueJJE+e80zI6/AzPskTl8Tz+SmZlKuMQMUXqVZyfZAiCFRYD63Afcl4cr7PVPw53JeMJ3nIXByNnRvq6e9pDl3bxfuoPz+kiTEUT5faJKadYptlEVo5srVzlvfwW/jlNgsp6TkiKf4erF7/GDe6GuQdjby8zHN81R72NN1Lg5P18Yn3IdY7lqN1jqEtmpmJXoU6xzZXF2oPnUbEj6Px2fQbic07Z9aW89y3EWUYVL3lQ2yuzn9hC7Zq2h1OY6OfC7YLClvZI6FzVBrBTv7ocSHfa+viM6A2e++cjj0uFqu/O01/v9npjK4Mrat14e01zxLQ8Q20NnKdCCJm3+u07jHL6cfo3UsBk3nzradxs36Gp8txEtPqkWq5j/GPuqWvL5wxg6/n/uQB7HvvO8DAG3+WPrABN3fnMsYu5NUpEIe/J5bzuf94oAHD3/mhpMVNMruEKAH79mueelZTvTqMvB/WrDWX33EbvPqKygx0rfpHExqqcThg61Zz+OKzTyn69JZAlyg73NwU3bpaeOP1rIDWjJnw/Q8Gn3wGv68kfcijIi5Oc+KEZHgJUZIsVisdJ75uXrvmNsRKQceJrzlVfB0gLp9v6fy2yyn5fDjf95hs3shZfD399g/dJ5HsZD0qi9VK+zHpQz9yfH3PuN3+oWlOHx9Dw+LUjPvmPvZmcao1z1JD+dX0xgFsbzSXyNTsFxkRqdXY3mguTW90LogAZkZVlUYHaXL9T7h6x2Vb5+odS5Prf6JKo4NOZ15prTj+zzXpt3I/Rsf/6Z9nLZrLye/wSmeHYfpXqpa/IWiVnMsO1F4BXG13ZWaiF4E5jkE1rZiZ6MXVdlenj3+GYKvmHlcHOSs2+QL3uBYuIJttEoIcq1R6x+S2aqbTQxpbVutCVc8gc2vKwQHrD2zXb3LA+kN6oEsR4FWDltW6OP0U9jgUX6Raic3xDGIxl+9xOP/9/MJzHKDgSP2jbG+5gyP1jxKoKLJzPGjUdVS95UOSCcxWWy6ZalS95UMGjcrfjJh5+We15u3HDDbdm8rup1M5MMvO7qdT2XRvKm8/ZvDP6qL5DqisFlT6dLbK1VroQBeYteRG1u3D0X/vx56YPfPNnhjC0X/v5/46fQpdY653L8WP37rxzKTR3DX6FZ6ZNJofvimaQBdAzPITHOu9GJc4M0DnEmdwrPdiYpafKPS2DRTfVekA5Dlim++rdsDIM4+2dMnv7kIUs/3/aSY8pansC82awAuTISgIGjWEEfcqLOk/mSUmaubM1XTqCIkJZkBs/OOKwdeWzc5DiNq1FDfdoDlyFLbvgP+9A23baFq0AE9P83X72huanbvgu6+y6nkJIYpfne6D6TnpI7a+P5nEyKwv8Z4BQbQf8zJ1ug92etuV8vlWzm+7nM7Xa0S09yVqyCgLUZVqcL5ePqYZy8Mxx7X8ljKPHraX8LZkHZ94I4i19inUclxLHWe3bShiLvnFXxGT3q5hYYIJmAEvx+C+7FyzldTz4bj6B1CvZ3unM7oyOGq2x/Cujn+jQ/g3OETsmdrYE7yxecWbQxctYFSqjsPJzKuETWHYww1yTz0EUKSeSyNhUxjeTsz2mDEMMzW+Uh6PoXH1jsWn5ikMahR4+y2rdSG0QySf8AVDf7sBv9jKmeuifaJZNGgJZzuedzrQknH8+8Sfo5fdxg6XNCKVpopWtElzwYIFo1I1p4//hYKtmubuaRwzFIanF5bEBOpbdKEyuiBrEoK8KDQq7izWM1tx1O5U8O1brDzaZTpT/3qQiyP75s4/0vllpwMVlw9aaxanWmnunubUsXLUbA8+QfSJPVvs53jQqOuw3zeQDUs2Eh0aRuWgQHOIYyEyugAcDs3ct9OPuwGxuzU5QyL/e0fTozuFGqpXnHrWM4N97/5xLcne9bB5VMOedA6PhBOM6zw1c31hWa2q0LMT5yZm+QlOjvnnokiU/WwiJ8f8U+ihnjt3wWpHHWKr9eK2iC34ORIz10VZPfm+agd2pNUpktmXi4MEu4QoRvv2ayY8qXFzg9g4+G0FdO1iDkv08Mje6Xt6Kt6YrXn/Q9i0GSY+oRh6Y9n8YBACzNkaxz9uvkYXfmXwwYdm0CssDE7fDDYXTa8ecO1AJYEuIUpBne6DqdVlIOF7N5J0/hwe/tUIaNHZ6YylzO2SRlpSBFb3wGzDPjJobeBIOkcdVz+g4I/l1bIp+Rkb59WyaYG3DVkXaOHGYI6nDCTIshFPFUaiDiTU6IzGWqgLtOLOfMvJanNxajjnJVmspFz9nDkEzQK+tU9mrsrI00np8xw4GUjI7yyOzs72WNzDMDMDLYkPsqfZPhqcqJc1BK3ucbRF81Lnj5zPCLng+Fuw0D4tqwh6URz/ix5OQUOrxs/TRlQR1du8cHIBQ2sc6QfaYZi3Len1/pydhADMQMVLfT/i3Q2TiLggMyfAK4hHOr9cqEBFsQetLVasg6eT9s2DJXKOba4u9LzFuaHredm5C8Ivc/rCwiizgZAMPetdR7c6g9h9bgPnE8Pw9wykZbUuRTJraHHSDoPQKZtzH02b3u2FTtmMz4DaTmfCZcxYu8OrDjs9a9EoOQxfRxIxVg8OuweiVdHMvlxcJNglRDHZu08zfqLZ+0SeN2evs1jg4YfIFuj65juNxQL9+8GcuWaNrmefVlw/WIIDovwIDMz6VfVMCNx7v6ZBfTgXBt9/bbZZu04TFY28toUoQRarlWqtuhXpNveGbeDE7k9o0OOTPOucnNj6LHtb3k+boIJfXPm6WCAfk9j5ulhwpmbOhRdoGishxsXHpzAXaMWd+VZSHI0HkDxkLm5/z0RdkKGjK1Ujpc9zTtdaguIvenzhMMzjq/qTGu+Tuc7VO5Z6ff6gSqODJBViiNiFgZYj9Y9mLg/wqlHoQAsU7/EvCRnD746es7PuQBLJdvO9mmzXfLUmjm5NPWhQzVboYXrFFagoiaC1pcV15foc5zfAUVYDIReyWqxOfV6VpoRNYdhDE/NuoMEemuh0hiyQbVZlrSwc8sh9O4WZfbk4SbBLiGKQmGjwxJOQnGwGuLy9wc0N5r4O9etfeFGg2bdfk5gI330P0TEwfZqid88y/g1YiByu6Qvbt8OSZeDvB+ej4MBBaNYUYmLAwwN+/U0THg6DBphZYUKI8ul8YhjRp5dy9N/7qd3uFVy9amausyeGcGrbC0SfXsr5hs5d7GfMEhejMX8pyklrfBVOzxJX3BdomfsP5DWEzhfn978kORoPILFhP6xntqISwtFeAeawqkIGErw6BWIL8sR+NjGvOQJwq+HtdNHj4h6GmaG4M0KK6/iXBEfN9hyJ8eKPXSEXrUtI0azclcg1nWtQrQiG6RVHoKKkgtbl+RznN8BRVgMh5V1xZ8gCtG4FAQGXzuALDDTblUUS7BKiiJ04oZk9BxITwcsTklMADa+/qqhf3/xETEvTJCVBpUqK/tdopk0HLy949y1F0yYSBBDlj8WieGoiWK2anxeDnx9ERcHBQ3DvSE3vnpqUFJg+1Qx02e0aq5XMmnVCiPIjY3az6NNLiT7zK94BXTPrnMSHr4f07C5nZ0Er7lniivsC7bL7T+FnuStRFqtTNZUuRVktBE3paNaayb3cEg1f7e18EepiHoZ5oWLPCCmG418SDA3rDl76InvdgWRu1GVzxrQSDVqX03Nc3gMh5V1xZ8iCOZR//GPwwot5v87HjVVltiZbWexbhCiX7HbNzFcN7rlfc+w4vPCcYv48uPdumD1L0bhRVicw5WWzaP37Hxo8Pwlq14b570ugS5RvFoti4hOKm28yA13eXmAY4HDA8t/NwBcKDEMzdbrm5Vc0Wpf9zAYhRHYXzoKGNogPW0vUiZ+ID1ubHugq/CxoxTlLXMYF2qUU9gKtWGe5qyB8r61LnQ96Y6vumW25rbondT7oTdUbnZ+AALKGAWrv7DMi6krVSB4yt8wPESvvwvduJDE66pJtEqPPE753YwntUcFkBK1Nuc9DV66C1sXADIRc+gCU5UBIeZeRIXuJeT6wBXk6nSGboXcvxYxp6qLPzcBAmDFNFdmsksVBMruEKAK792hefV1z/Lh5u1sXc7bFOrUtPDDy4vadOsBX38CXX8GNQ+DxsVLAW1QMSimeGGdmeH3/Y9aQRpsN4uJgxAMwZrTGxQrNm5nthRDlS3HPgpbhwlni4rQ5XKhIZokroV+qi2v/KxLfa+viM6A2CZvCSAtLwiXQA69Ogc5ndOVQnoeIlXdJ588VabvSkBG0XpxqTc/wMvliBrokaJ0RCMGc9OOCDK/AQLMfLapAiOFwYNhTzP/bUzAcjkJPtlLe5SdDNmhKxyLpT3v3UvTobtayjDxvZj63blV2Z9nMIMEuIQohMVHz/oean3+B6tXg1Vfg2HFYtRoeG6/57mvwSR/Mv3Wb5vx5TeR5xUcLwGqFqS8p+l1dtjsJIQpKKcXjY8Fi1Xz7HdSsCWfOQL165tDe2a+bZXhuG2a2P3RYExgAvr7yXhCivCjOWdAulDFLXFErqQu04tr/ikRZLU4XT86XcjpErLzz8K92+UYFaFdaJGh9ecUdCDm59le2fjCZlFizkGJK7Hl+GdGJ9mNepk73wUXyGOVVRoZs6JTN2YrV26p7EjSlI77X1i2yx7JaVZmeVTM3EuwSwkm795jDsELTv+OPHwetghWfL9QcOgRTX1SZgS6tNfM/1hw+DMkpmp49YMI4RUCAfFKKikkpxdiHwWrRbNoM99wNX3xpzmw25Dr4bQU88RSMftDgsy+g+VUwa4a8H4QoT8rrdO0Zyusv1UKUBwEtOuNZNYjEiLPkNQuBZ0AQAS06l/SuFZgErS+vuAIhJ9f+yprpo8j5GkqMOMua6aPoOWm+BLyKOUO2PJNglxAFZLdrFnym+fIr8KkEWkPlyuDpAeMnao4egxkvK3p0UyQmas6d03z1DezZaw7pmvxC2R7bLERRUUrx8EMw4l7w9FTUrm0wazbs2GnWywmoCm/+z2zb/KrS3VchhHPK43TtFyqPv1QLUR5YrFbaj3k5PVCR+xir9g9Nu+KHoom8GQ4HWz+YTO7BUnPyj63zXqRWl4FX/Ouo2DNkyykJ9wlRAGfPah4eq/lioVl8OzoGunWFH79V7NqtOHbczE7p0U0RG2tw+12ae0fCn3/D8Lvgqy8k0CWuLEopPD0VaWmaP/6ELp3BzQ3CwsyC9Tdcb97+5DP49HOD9+cZ7P9Pfj0VQgghyrs63QfTc9J8PKtmvwj3DAiSjBxxWeF7N5IYEXqJFprE8JAyO8mBKH2S2SVEPm3cZM4gZxjQpLF5od6zO7w0GdzcFMPv0vTsoQgMgM8Xar773gyGdeoITz+pqF5NglziyuXiomgZDNWrw7ix8PRzmhMnYfFSGDwI7Hb4aIHZdut2zUcfyPtFCCGEKO/qdB9MrS4DCd+7kaTz5/Dwr0ZAi85XfCaOuLyKMMmBKF0S7BLiMgxD89kXsOBTTbVq0KgB/LsOht0MbduYs8u9+brGwwN+XW7OQOdwQPdu8MD9iiaN5aJdCID778t6Lzw+VrPoF/h3LezdBx9/qOjdSzP9FfjvP3jzfwZjHkrDw70Ud1gIIYQQhWaxWqnWqltp74YoZyrKJAei9MgwRiEuITZO88zzmo8/0VT2hdgYM9D10Cjw9IQXXjT/XfiVZtgdmm++M2ebGzkCXn3FIoEuIXIRHq557gVITIQR98GJkzD6YU1yMoweBbfeAj/9DAOujWHY7QZ2u1HauyyEEEIIIUpQxiQHGTXeLqbwDKhRLiY5EKVDgl1C5OFMiGb0GM2WLfDURMXtt0FKKkwcD9t3wOcLoV5dOHLUHIrVuyd89bliyc+KkSPkrSVEXgICFM8/q9i1G/79F6a8CDEx8Mqr8NY7EBYOc+eAhwecPQfjJ8LRoxqtpZaXEEIIIcSVIGOSA1POgJdMciAuT67IhcjFnr2ahx7WnAmBDu3hxiGKu+9ULJivOHgItmwFpSAkxCxQr4A+vRV16iiZslyIfLimn+L1VxUhofDBPJg+Ddq3M9etXgNTp8Psmd48+zScOAH3PaAZfINm+w7J8hJCCCGEuBLIJAeiMJQu4E/lUVFRxbUv5Z6fn58cnwpg4yZPnpsUT2AgdO4I69bD1JcgMgJ+/wNW/QOuNujSBSaMV1StojgToqlZQ4JcZYW8F8uPg4c0Tz6tsafBtJfg0GHFBx9qLBZIS4N331L4VNLc9wAYBvj7wbjHFFf30Vgs8ntNeXAlvR/9/PwK1L4wx+VKOq5lgRzvkifHvOTJMS9Zcrzzz3A4imSSAznmJc/ZY17Q71S5kSsFIdJprZk332Di0/HUrg3z3jWzuSxWePRxeG4ybN4CI+6Fa64x/+/qat5XAl1COKdJY8W898xZTJ98Gmw2+OBdqFnDXP/Hn5rq1RWvz4b33oZq1eClaZqbboHX5kiWlxBCCCFERZcxyUG9PkOp1qqbDF0U+SKzMQoBOByauW9rFv0MlSsrWgVrVv+reX8exMaCxQID+sO9w6FeXQtR0ZrbhoFPJQlyCVFYQUGK99+BGbM0/3tbc9edsGC+YuFXbnz6eTLr1muiomHIdTBzOox6GCIjYcky8PExuHe4wtUVGUIshBBCCCGEACTYJQTR0QaPjjPrAg27BXbtUiz6xRzdqxT06gHPPAUPjIYPPoRZM8CvssKvcunutxAViaen4uUp5sQPHdqDm5viyQledGifwoyZmtRU+HER/LsWrmoG/frCps3wxZeweKnGZoN339LUrCEJy0IIIYQQQlzpJNglrmgxMToz0NWoIfy0CAzDIKAqtGgOQ66HTh0VSinGj9PUq1PaeyxExWWxKEbcm3X77XcTqV8PPlug+OQzzTffQkQEnAsDTw944TlFZV/NbyvM5S/PgPGPaxo2AJtNsryEEEIIIYS4UslP4OKKpLVm02aDhx7RnD5tDlM8fMQsgP3YWA9++l5x042KiU/D2vXmfXp0U9SqJRfQQpSElBTNmn9T2bFT4+GheGSMhY/nKxo3Mdfv3gshoZrDR+CqpvD8MxAaCqPGaIYM1Sz4VOp5CSGEEEIIcaWSYJe4Ik2drpnwFJw+Aw6HGeTy8oJXXobBg9xQStGmNYx9RNGuTWnvrRBXHjc3xcLPfBn9oBlg3rlLo7U5ccSE8YroaLj3fqhUCSIioVEjxVtzoUsnSEiAL7+Gzxdq4uMN0tIKNOmwEEIIIYQQopyTYJe4ohw+bPD4BIM//sy+fOiNsHyJ4s+/4YHRsaSkaFxcFHfcpvD0lGwuIUqDq6vCZlNorXnvA82ohzQff6K5fjB8+ZmiV0/44084eAgeGK2ZMg227YD334YuneHDjzS33A7D7jCDXkIIIYQQQogrgwS7RIWntWbnLs2w2w1GPAjbtkHlytC9KwQGwoTx8PBDCotFcestihee9cLVtbT3WgiRQSnF668qBg0yC9iPHK0JPQsvTbLw7luKunVAazh02JxUIuSsYsY0C/fdA5V9zXpe4yfCjp2a+HjJ8hJCCCGEEKKikwL1osIyDM3adfDJZ5qDh7KW+/rCl5+Bi4siJERz/yhITIThd0FwC4WfnytRUZLNJURZUqmS4rmnFf2u1rz6uubhsZrBgzQPP6T45CPF4qXwwYeaxERY8YemejXNZ1/A42PBz0/xwYeaseM0ViuMGa2583b5rUcIIYQQQoiKSoJdosJJS9P8+ZdZr+fEyezrvLwgqDqsWau4frCicWPFrBmajh1KZ1+FEAXTqaNi4afwxZear7+F1Ws0D4xU3HQD9O2j+OgTzeLFsHcvNL8K1q6Dxx6FCeNg2XLz9gcfwrkwg1tugqAghYuLBLeFEEIIIYSoSCTYJSqMtDTN7yvh4wWasHBo3Aj8/SA2zlz/9ERF/fqw6GfNh/M1/fuZRbB7dJcLXSHKEw8PxegHFdcO0vzvbfNv7z6YMtnCk08obhlq1vhavwEsCu5/UFO9OrhY4afv4dPPYdEiWPQzVPHXfPGZxstTMr2EEEIIIYSoKCTYJcq9tDTN8t/go080kZHmsoAAuKYfzJtvzrQYEABNmkCjhoqgMTDuMTPQJYQov2rXUrw2C7ZshUre5rLwcM2ZM/DqK4otW+F/b5sZnqGhYHOBbdsVjz0Ce/ZoUlLg5Cm4424YcY+mY0dNndoS9BJCCCGEEKK8k2/1otzSWvPn35rb7jJr+ERGgptb1vr355lFq2+/FTzcITzCXF65ssLLSwJdQlQESik6dlA0a2a+p3/6WfPiFE1UlDnk8bMFiqefVPj4gD0N/vpLc+SIxtMTRj8IH32gqFMb3nxLc9c98MGHBoYhReyFEEIIIYQozySzS5RLW7cZvPcBHDgIVauCuzuMuBfOnoVflkB4uLnss4+hZk0LYx/RKCUBLiEqugfuV/TuCVWqKLTWTJuhCW6h+PQjWLQYvv0WNm0xsz1nzILbhmlatoRdu82ZGxd+Bes3am6+STOwP7i7y29CQgghhBBClDfyLV6UK4ePGDww2mDcBHP40aTnFe3agFIw/2P4ebGZ3XXH7TBntqJmTfMlLoEuIa4MLi5ZWV6JiRAVBW+9o7n7XoiOhunToHdPOH0a7Hb47Av46Sfo1RM++QimvqQ4exZemwM33wZ79kqWlxBCCCGEEOWNZHaJcuFMqMHMmbBjl3nbZoMbhkCHdmZh6qQkc3m3rjB9Kri6ShxXiCudl5fi7bmKg4c0i37RrPwDliyFq66Ce++B/ftg81ZIc8DqNXBVMxh+l2L7Ds2BAxASAmMe1TRupOnRHUbcq7BaJXAuhBBCCCFEWSfBLlGmxcZpvlio+e57cBjg4wP33g0ffgTffgfLlkF8ArRpDU8/iRSXFkJcpEljxTNPKh4dY87YuniJ5vMvwGqF4BZmbb+9+2DxEqheTdOsCURGmjW91m+A736AQ4dh7z7NmFGaBg0ULi4S9BJCCCGEEKKskmCXKJOiYwxmzoKt2yE1FQIDzSFInTuCw1DYXDWpdqhVC8Y+omjTWi48hRCX5u2tuGUo3HwTHDkKf/xpZob+7w3YuFnx6muaKS9r/P0gKRnW/Av165mTXJw7Z2aBjRwNVqvmlqGax8dKcF0IIYQQQoiySIJdokwJPWsw503YuMnMtvDwgOF3wa/LITkZ/vwbVv6p6dAe7rxd0amj1OMSQhSMUopGDaFRw6y+o2tnCKquqV0TEpLg4EGz/l90DHz7PXTrAj98o3j3fc2y5Wa215kQgzq1wdcXht8lgS8hhBBCCCHKCgl2iTLBMDTjJmi27zBvu7lCSqpZi+vzheYyFxcY0N8MctWvJwEuIUTRev8dCykpGldX+PU3zcxXISXFXHfgEHy+UNOpI+zcZWab7toNa9eZ62NiDB4apdi1G5o1BU9P6aOEEEIIIYQoLRLsEqXmTKjBu+/CVc1hxQo4dtxcbrGYga4MLZrDTTcoevU0C04LIURxcXMz+5jrrlVc3VuzeKnm51/g9Bn4+luzjVJw6rT5/6pVIDbOXLdipeZ8FLRuBW+8ZgboDQOp7yWEEEIIIUQJk2CXKDFpaQYLvzIvAI8chZV/mMtX/2sOF8qglBngGnAN9OmtqFJFLhSFECXP01Nxx22KO26Ds2c13/+oWforJCSYM8KmpYGbO+gYuONWWPmnOfx6x054bpKmdUv48muY9YqmbRsZ5iiEEEIIIURJkWCXKDaJiZp33tfUrGFeLD79LGzacnE7paBePXPoT68e0LaNwtVVAlxCiLKjenXFY48qHhqlWfWPOcxxy1Y4c8YMzp8Lh8p+Zv2uo8fMuoMbN5n3ffYFeHi0gdUFtm2DZ59WmRlkQgghhBBCiKInwS5RKGlpmnNhULOG4uQpzezXNS4ucPcd8L934PgJUErzwYdmxkMGX19o1xbatoYBA8DbS7IehBBln6urYkB/GNBfERamWfkn/Pa75u9VZuC+aRMY2B8OH4GTp8BuNzPBXn8zaxu7dmtuvUUTGwfVq8MN10v/J4QQQgghRFGSYJcokGPHDbZth6E3Ko4cgWde0ERFwSMPadasNYfvAGzZmnWfjCCXq6sZ4HrkIWjQQC7uhBDlW2Cg4u474a474MRJWPMvrP5X8/vK9PUB0Lw5VK8GqSlmZuvpM3AuDN5532yjFISEGMTEmLUK+1+j6NpZsr6EEEIIIYQoDAl2iYukpGhU+rXWN99r1q6Fm4fCgf/gux/Tl3+riTwPqemF5P/3Dri7X7wtv8pwTT+4pp+i+VWglFzECSEqFqUU9epCvbpwz92KiAjNug2wdatm63aIjjbb1awBvXqC4TCDXmfPQXIyLPwqYzuw8g9N08aak6fM+oadOkL37oqGDaBObSl2L4QQQgghRH5IsOsKdy7M4KdF5pCcBvXhvpGao8fApxIkp2QFs/buy36/0LPmhZlSWZlbycng7wetW0P7top27aB2LQlwCSGuLFWrKm64Hm64XmEYmiNHYdt22LNXs28/nDtntnO1QcOGUNnX7EuPHIWoKPjvYNa2/vgL/vgrawx4ZV9N69bQuBH07AEN6ivpY4UQQgghhMhBgl0VVGqqQUiIWTNm6zaIiYFUuznU5tQpqFsHPDxg336z/Xc/aKxWM2AFEBt36e37VII6daBWLahTW9G4MTRphMycKIQQF7BYFI0bmcGp2281+8eISM2+fbB3n+bwETh6FMIjsu7j7g5eXpCcZP7oYBhZPypEx8A/q82/jxZAo0aaPr01v/0O/fvB3XdByBmFiwvUqCGZYEIIIYQQ4sokwa4ywjA0aWlk/qXaISkJEuIhPgESEiEm2hw6GB0DaXZwOCAiEg4eBIsVvL3M2/Hxl3+8Y8ez305LM4NfVfwBBVWrQFB1qFYN/P0VVfzB3x+qVDGztzw85AJKCCGcUbWKoldP6NUzqx+NjTWzao8cgVOnNafPmEMdQ0OzT+6hFFgsZv8PcPiw+acUfPKZ+Wezaex2c72vj6Z5c7N/B+jZHRo3VgRVR2aEFEIIIYQQFdYVG+w6e07j4Q6+vuaX/TNnNN7e5m3D0Jw+DZUrg4+PIi3NrJ9StYp5Oz7e4NRp81dzXx8Lycnm+uZXGQAkJGhOnTIznzw9FbFx5u2GDcDdXREVZba/qhm88KJmw8bsFzPO8va69HY83M3gVeXK0KABNL8KmjU1Z1K02eSiRwghSouPj6JNa2jTGiCrP05L05w7R2bwKyxMExZuDoUMPQuRkdkzv4DMQBdATCys35B1+6+/AXT6EHRNy2BISTGDZ9ExMOQ684eWpCQ4fhwGDoQaQRASCrt3Q5/e5ufamTOag4fMGmSurub+ZoymzNgXrc0/b287cXE687bW0KC+ZAILIYQQQojiU2aDXbv3aP47YP6CnfFntcL1g80vx3v2akLPpi9PX+/hAR07mOsPHtLEx5v3sVrN9d5eUKeOuX7kKE2XzvDACHPd8BGam2+Cxx5VpKXBXfdq7rkbbrgeomM0o8bAI2OgS2cYOcrMhAJQykAp82LDzS0KdzfzoiE+ATw9wOaqSbObmVm1apn1Vvb/Z7ZxdTW3k3FhULOmeYlz+kzux8TDw7yIyXjsnE6dNjOvataARg2hRg3z1/vq1c1tV/GX+llCCFGeuLgoatY0+/DOwIWBMDCzgqOiICwcwsPhfBRERmpCQuFsKESeh7h4iIszP6cyZHzu7N6T/fE+/Tz77V051v+2AiArsrbol+y3cxd70ZKAqvDG6xpQ/PGn+Xk9aKD5+XfkCDgMM3hW2VehNZwL06SkmJ9jwS0UDof5w03LYPN4/LVKk5Js3s8wzEkA6tWDNq3lM08IIYQQ4kpUZoNd69Zrvvgy+7ILg12Lfs6a3j1DUHX4/htz/VvvaHbszL6+TWt4538qc1srVsKKlVlf0k+cNP91cTG/ZH/xJXzxZdb602fMQNL998L8BeayjF+pAVo0t9KgvoOQUFi3HhKTgKSsYSceHua23d3NoJWbK7i5mXWyXFzM7VhdwNcXPD3Nmi0uVjC0OXW9r495Xw8P8wLAz98cUujnZ14AVKpk1ocRQghxZbBYFFWqmD90XNUsY2nunwMpKWZgLC4e4uM158IgJdkcNn/8BPz3n5nlFRtnBse0AX7+gDaDaBlDJy9UtaqZXQYFy1AOj4CHHjF/RPrsC/Nz8sdFubXMbaPmsq5d4LVZ5nN9401NdEz2VjcOkWCXEEIIIcSVqswGu0bcq7jrDvPLsyP9V9oLv0g/+rBixH3ml/GMX3Itlqz1T4xTmb9kOxzmn7d31vrnn1EkJqavS79/UHVzncWiePbpjP+bmWPKYk4r7+amuPMOaNjIDJhlBKxcXaFJEx+0EUNamiY11VwmxYGFEEKUBW5uiurVwfyoK9hnk9barCOZYGYup6SYP9o0aWxu98QJzaHDkJysSU42w1GGAdf0hSpV/Ph3bRTHjps/3qDNYfVu7oqB/aF3T8WRo5rISLOMgFLmD0De3tC2jUIpOHTYrGtptYLNprCm16nM8NE88/lYLGYNS6vF/GwWQgghhBBXpjIb7HJzU5f8ourvr/D3z3t9wwaX/iLftcul1193bd7rXV0VPbpdvLyyr4WoKDPA5VJmj6wQQghRMEopPD3NrOOAgIvX162rqFsXcgui+flZ6NHdQo/uuW/b3R06tM+4X+6fvS2aX/ozu3p1+WFJCCGEEEJksVy+iRBCCCGEEEIIIYQQ5YMEu4QQQgghhBBCCCFEhSHBLiGEEEIIIYQQQghRYUiwSwghhBBCCCGEEEJUGErrgkwWLoQQQgghhBBCCCFE2SWZXUIIIYQQQgghhBCiwpBglxBCCCGEEEIIIYSoMCTYJYQQQgghhBBCCCEqDAl2CSGEEEIIIYQQQogKQ4JdQgghhBBCCCGEEKLCkGBXHr788kv69u1Ly5YtufXWW9m1a1eebe12O++88w7XXHMNLVu25IYbbmD16tUXtTt37hxPPvkknTt3plWrVgwZMoTdu3cX59O44hX1eXQ4HMydO5e+ffvSqlUrrrnmGt59911kUtPis3nzZsaMGUOPHj1o2rQpf/zxx2Xvs3HjRoYOHUpwcDD9+/fnp59+uqhNQV4bonCK4xzOmzePW265hbZt29K1a1ceeeQRjh49WlxPQVB878UMH374IU2bNmXGjBlFudsVjvRdzslPn5GSksLUqVPp3Lkzbdu25bHHHiMiIiJbm5CQEEaPHk3r1q3p2rUrr776KmlpadnaFOR1f6XI7f0tx7voXe5aQ2vN//73P3r06EGrVq0YMWIEx48fz7aN6OhoJk6cSLt27ejQoQPPP/88CQkJ2dr8999/3HXXXbRs2ZLevXszf/78knh6ZU5+rgvkmBfO5b57lOTxXb58OYMGDaJly5YMGTKEf/75p8ifb2m71PG22+289tprDBkyhDZt2tCjRw+efvppzp07l20bZep4a3GRZcuW6RYtWugffvhBHzp0SE+aNEl36NBBR0RE5Np+9uzZukePHnrVqlX65MmT+ssvv9QtW7bUe/fuzWwTHR2tr776av3ss8/qnTt36pMnT+o1a9boEydOlNTTuuIUx3l8//33dadOnfTff/+tT506pZcvX67btGmjP/vss5J6WlecVatW6TfeeEOvWLFCN2nSRK9cufKS7U+ePKlbt26tZ86cqQ8fPqy/+OILfdVVV+nVq1dntinoa0MUTnGcw5EjR+off/xRHzx4UO/fv1+PGjVK9+nTRyckJBT307liFcd5zLBz50599dVX6yFDhujp06cX11Mo96Tvcl5++owXX3xR9+7dW69bt07v3r1b33bbbfr222/PXJ+Wlqavv/56PWLECL1v3z69atUq3blzZz1nzpzMNgV53V8p8np/y/EuWvm51pg3b55u3769Xrlypd6/f78eM2aM7tu3r05OTs5s88ADD+gbbrhB79ixQ2/evFn3799fT5gwIXN9XFyc7tatm544caI+ePCgXrp0qW7VqpX+5ptvSvT5lgX5uS6QY144l/vuUVLHd+vWrfqqq67S8+fP14cPH9ZvvvmmbtGihT5w4EDxH4QSdKnjHRsbq0eMGKGXLVumjxw5ordv366HDRumhw4dmm0bZel4S7ArF8OGDdNTp07NvO1wOHSPHj30vHnzcm3fvXt3vXDhwmzLxo4dqydOnJh5+7XXXtN33nln8eywyFVxnMfRo0fr55577pJtRPHJzwX27Nmz9XXXXZdt2fjx4/XIkSMzbxf0tSGKTlGdw5wiIyN1kyZN9KZNm4pkP8WlFeV5jI+P1wMGDNBr167Vw4cPl2DXJUjfVXRy9hmxsbG6RYsWevny5ZltDh8+rJs0aaK3b9+utTYvApo1a6bDw8Mz23z11Ve6Xbt2OiUlRWvtXP9VkeX1/pbjXfQud61hGIbu3r27/uijjzKXxcbG6uDgYL106VKtddY52LVrV2abf/75Rzdt2lSfPXtWa631l19+qTt27Jh5DjIee+DAgUX9lMq8y10XyDEvWjm/e5Tk8R03bpwePXp0tv259dZb9eTJk4v2SZYh+fmut3PnTt2kSRN95swZrXXZO94yjDGH1NRU9u7dS7du3TKXWSwWunXrxvbt23O9j91ux9XVNdsyNzc3tm3blnn7r7/+Ijg4mMcff5yuXbty00038d133xXPkxDFdh7btm3Lhg0bOHbsGGCmYG7dupVevXoVw7MQztixYwddu3bNtqxHjx7s2LEDcO61IUrW5c5hbuLi4gDw9fUtzl0TBZDf8zht2jR69+6d7T0pLiZ9V9HK2Wfs2bMHu92e7fg2bNiQGjVqZL5md+zYQZMmTahatWpmmx49ehAfH8/hw4cz2xS0/6rI8np/y/Euepe71jh9+jTh4eHZjnmlSpVo3bp1Zh+yfft2fHx8aNmyZWabbt26YbFYModM79ixgw4dOmT7ztyjRw+OHTtGTExMcT/NMuVy1wVyzItXSR5f6WtyFx8fj1IKHx8foOwdbxdnnlRFFhUVhcPhoEqVKtmWV6lSJc96MD169ODTTz+lY8eO1KlTh/Xr17Ny5UocDkdmm1OnTvH1119z//33M2bMGHbv3s306dOx2WwMHTq0WJ/Tlai4zuPo0aOJj4/n2muvxWq14nA4eOKJJ7jhhhuK9fmI/IuIiMj2xRigatWqxMfHk5ycTExMTIFfG6JkXe4curu7Z1tnGAavvPIK7dq1o0mTJiW5q+IS8nMely1bxr59+/jhhx9KaS/LD2c+10TucuszIiIisNlsmV/YM1SpUoXw8PDMNrm9poHLtsmr/6rILvX+luNd9C53rZFxzHLrQzJqpUVERODv759tvYuLC76+vtmOea1atbK1yTgHERERV9SPTpe7LpBjXrxK8vjm1tdc+DhXopSUFF5//XWuu+46vL29gbJ3vCXYVQReeOEFJk2axLXXXotSitq1a3PzzTfz448/ZrbRWhMcHMyECRMAaN68OYcOHeKbb76RYFcZkZ/zuHz5cpYsWcKcOXNo1KgR+/fvZ+bMmQQGBsp5FKKUTJ06lUOHDvHVV1+V9q6IAggNDWXGjBksWLAANze30t4dcQWRPqP4yfu75Mm1RsmT6wJxpbLb7YwbNw6tNVOnTi3t3cmTBLty8PPzw2q1EhkZmW15ZGTkRdHFDP7+/rz33nukpKQQHR1NYGAgr7/+OrVr185sExAQQMOGDbPdr0GDBvz+++9F/yREsZ3H2bNnM3r0aK677joAmjZtSkhICPPmzZMPtTKiatWqF0X9IyIi8Pb2xt3dHYvFUuDXhihZlzuHF5o2bRqrVq1i4cKFVK9evSR3U1zG5c7j3r17iYyM5Oabb85c73A42Lx5M19++SW7d+/GarWW9G6XWc58romL5dVnVK1aFbvdTmxsbLZso8jISAICAjLb5Jz9MuM1fmGb/PZfFdnl3t8ff/yxHO8idrlrjYxjFhkZSWBgYGabyMhImjVrBpjH8/z589m2kZaWRkxMzGWPeca6K8nlrgvkmBevkjy+ubW5Uj9/7XY748ePJyQkhM8++ywzqwvK3vGWml05uLq60qJFC9avX5+5zDAM1q9fT9u2bS95Xzc3N6pVq0ZaWhorVqygX79+mevatWuXOZ47w/Hjx6lZs2bRPgEBFN95TE5ORimVrb3Vas02xbAoXW3atGHDhg3Zlq1bt442bdoAhXttiJJxuXMI5i/Y06ZNY+XKlXz22WfZgtKibLjceezSpQtLlizh559/zvwLDg5myJAh/PzzzxLoykH6rsK5XJ8RHByMzWbLdnyPHj1KSEhI5mu2TZs2HDx4MFvAcd26dXh7e9OoUaPMNpfrv64El3t/y/Euepe71qhVqxYBAQHZjnl8fDw7d+7M7EPatm1LbGwse/bsyWyzYcMGDMOgVatWgHnMt2zZgt1uz2yzbt066tevf8UNp7vcdYEc8+JVksdX+hpTRqDrxIkTfPrpp/j5+WVbX+aOd4HK2V8hli1bpoODg/VPP/2kDx8+rCdPnqw7dOiQORvMU089pV9//fXM9jt27NC///67PnnypN68ebO+9957dd++fXVMTExmm507d+rmzZvr999/Xx8/flwvXrxYt27dWv/yyy8l/vyuFMVxHp955hnds2fPzCmGV6xYoTt37qxnz55d4s/vShEfH6/37dun9+3bp5s0aaI/+eQTvW/fvsxZP15//XX91FNPZbbPmIb81Vdf1YcPH9YLFy68aBryy702RNEqjnP40ksv6fbt2+uNGzfqsLCwzL+kpKQSf35XiuI4jznJbIyXJn2X8/LTZ7z44ou6T58+ev369Xr37t369ttv17fffnvm+rS0NH399dfrkSNH6v379+vVq1frLl266Dlz5mS2ceZ1f6XI+f6W41208nOtMW/ePN2hQwf9xx9/6P/++08//PDDum/fvjo5OTmzzQMPPKBvuukmvXPnTr1lyxY9YMAAPWHChMz1sbGxulu3bvqpp57SBw8e1MuWLdOtW7fW33zzTYk+37IgP9cFcswL53LfPUrq+G7dulU3b95cf/zxx/rw4cP6rbfe0i1atNAHDhwouYNRAi51vFNTU/WYMWN0r1699P79+7N9ll44s2JZOt4S7MrDF198ofv06aNbtGihhw0bpnfs2JG5bvjw4fqZZ57JvL1x40Z97bXX6uDgYN2pUyf91FNPZU6teaG//vpLX3/99To4OFgPGjRIf/vttyXyXK5kRX0e4+Li9PTp03WfPn10y5Ytdb9+/fQbb7yR7Q0uitaGDRt0kyZNLvrLOHfPPPOMHj58+EX3ufHGG3WLFi10v3799I8//njRdi/12hBFqzjOYW7ba9KkSa7nWhSN4novXkiCXZcnfZdz8tNnJCcn6ylTpuiOHTvq1q1b60cffVSHhYVl287p06f1gw8+qFu1aqU7d+6sZ82ape12e7Y2BX3dXylyvr/leBe9y11rGIah586dq7t166aDg4P1fffdp48ePZqtTVRUlJ4wYYJu06aNbteunX722Wd1fHx8tjb79+/Xd955pw4ODtY9e/bU8+bNK/bnVhbl57pAjnnhXO67R0ke319//VUPGDBAt2jRQl933XV61apVxffES8mljvepU6fy/CzdsGFD5jbK0vFWWsv4KyGEEEIIIYQQQghRMUjNLiGEEEIIIYQQQghRYUiwSwghhBBCCCGEEEJUGBLsEkIIIYQQQgghhBAVhgS7hBBCCCGEEEIIIUSFIcEuIYQQQgghhBBCCFFhSLBLCCGEEEIIIYQQQlQYEuwSQgghhBBCCCGEEBWGBLuEEEIIIYQQQgghRIUhwS4hhBBCCCFEudK0adNsf82aNaN9+/bcdtttfPrpp9jt9lLbt59++ommTZvy9ttvF9k2T5w4QXBwMK+++mqht3XPPffQtGlTTp8+nW153759adq0aaG3n5emTZvSt2/fYtt+ST/Ohfbt20fTpk2ZP39+iT6uECJvLqW9A0IIIYQQQgjhjKFDhwLgcDg4c+YM27dvZ+fOnaxatYqPPvoIF5eKcbkzZ84cbDYbo0aNKu1dEblo3rw5ffv25cMPP+TWW2+lcuXKpb1LQlzxKkbvL4QQQgghhLjizJo1K9vtnTt3cs8997B+/XqWLVvGjTfeWEp7VnT27t3L77//zj333IO/v39p706Z9+uvv2Kz2Ur8cR966CH++usv5s+fz1NPPVXijy+EyE6GMQohhBBCCCEqhNatW2dme/3777+lvDdF4+uvvwbgpptuKt0dKScaNmxInTp1Svxx27RpQ926dfnxxx9JTU0t8ccXQmQnwS4hhBBCCCFEhdG4cWMAzp8/n2251pqlS5fyxBNPMHDgQNq0aUPbtm0ZNmwYX375JYZhXLStt99+m6ZNm/LTTz9x4MABxowZQ8eOHWnTpg3Dhw9n27ZtBdq3BQsW0KxZMwYNGkRoaOhl2yckJLBs2TLq1atHcHDwRevDwsKYP38+w4cPp2fPngQHB9O9e3fGjh3Lrl27CrRvzlq9ejVjxoyhW7duBAcH07t3bx566CF+//33XNs7HA4+/PBDBg4cmNn+tddeyzVAtH//fmbPns3NN99Mly5dCA4Opl+/fkyZMoVz587luv3canZt3LiRpk2b8uyzzxIdHc1LL71Ejx49CA4O5vrrr+eHH37IdVsHDx7kySefpF+/frRs2ZIuXbpw4403MmPGDMLCwi5qf9111xEVFcUff/xxucMmhChmEuwSQgghhBBCVBgJCQkAFw35S01NZeLEiaxbt46qVaty9dVX06ZNGw4fPsy0adN4/vnn89zmnj17uP322zlz5gw9evSgbt26bN68+f/s3Xd4FNXXwPHv7Kb3hCQQepNQQu+9WsGGIhZUREFUVBCxAVIEKYoNQSmiiGDhp75IURGp0nvvHQIppPct9/1j0gskmx7O53nywM7cvTt7Z3d25+w5dxg8eDCnTp3K13Z98sknzJgxgyZNmrBs2TICAgJueZ/du3eTkJBAu3btcl3/77//8vHHHxMeHk5gYCB9+vTB39+ff/75hyeffLLYs9umT5/O0KFD2bRpE7Vq1eLuu++mZs2a7Nu3j7lz5+Z6n9GjR/PVV19Rp04dunTpQnx8PAsXLsx1/OfPn8/ixYsBaN26Nd27d0cpxY8//sgjjzySZ8ArLzExMQwcOJD169fTunVrWrVqxblz5xg7dizLly/P0vbIkSM8+uijrFy5EldXV3r37k2LFi0wm818//33nD9/Pkf/aftp48aNBdouIUTRkzm7hBBCCCGEEBXGli1bAOjatWuW5UajkTlz5tC9e/csczpFREQwdOhQfv/9dx555BHatm2bo8+lS5cyduxYnnnmmfRlH374IYsXL2bhwoXMnDkzz+2xWq1MnDiRn3/+mfbt2zN37lzc3Nzy9Vz27NkDQNOmTXNd36pVK1atWpWezZZmy5YtvPTSS0yaNIm1a9eiaVq+Hq8gVqxYwbfffou/vz/z58+nUaNG6euSkpLYu3dvjvtcvXoVJycn1q5di5+fHwCXL1+mf//+rFy5ktdeey1LCeLAgQMZO3Ysvr6+6cusVitz585l9uzZfPbZZ0ybNi3f2/zvv//St29fpk+fjoODAwDr1q3jlVdeYe7cuQwYMCC97ZIlS0hOTubtt99myJAhWfo5e/Ys7u7uOfpv2rQpBoOB3bt353ubhBDFQzK7hBBCCCGEEOWa1Wrl0qVLTJgwgd27d9O7d2/uu+++LG3s7Ozo06dPjsnLfXx8GD16NKAHQ3LTqlWrLIEugJdeegnICEjlJiUlhVGjRvHzzz/Tp08fFi5cmO9AF8DJkycBqFOnTq7rAwMDcwS6QA/03XPPPVy6dCnfmWcFNW/ePADefffdLIEuACcnJzp37pzr/caNG5ce6AKoUaMGDzzwAJBzLDt06JAl0AVgMBgYMWIElStXZv369QXaZjc3N8aPH58e6ALo06cPDRo0IDg4mCtXrqQvTyuD7dSpU45+6tWrh7+/f679+/n5ERwcTHR0dIG2TQhRtCSzSwghhBBCCFEuBQYG5lj22GOPMXny5DyzmY4fP85///1HcHAwSUlJKKXSSx8vXLiQ631yC9x4e3vj5eWV69xNAAkJCQwfPpytW7fSv39/pkyZgtFozOcz0924cQMADw+PPNukpKSwefNmDh8+TEREBCaTCSA9yHXx4sVcx6kwQkJCOHv2LB4eHtx77735vp+9vT3t27fPsbx27doAhIWF5VgXGRnJ+vXrOX36NDExMelzq5nNZqKiooiKisLLyytfj9+kSRO8vb1zffxTp04RFhZG9erV09tu3ryZSZMmMXLkSFq3bo2d3a1Pnz09PQkJCSEiIgJPT898bZcQouhJsEsIIYQQQghRLqVdeTE5OZkTJ05w7tw5fvnlF1q2bEn//v2ztE1JSeHdd99l1apVefaXFvTKrkqVKrkud3V1JSoqKtd133//PWazme7du/Phhx/aVEoYFxeX/ji5OXnyJC+99BJXr17Ns4+8nlNhXL9+HdCzsgryvHx9fXMN+KU9v+yT1K9atYrx48eTkJCQZ5/x8fH5DnbdbD9mf/wXXniBvXv3smvXLp555hlcXFxo2bIl3bt3p3///rmWMQLpmXuxsbH52iYhRPGQYJcQQgghhBCiXJo+fXqW2wsXLuSjjz5i8uTJtG/fnmrVqqWv++6771i1ahUNGjRgzJgxNGnSBA8PD+zt7Tl//jz33HNPno9jMBR89peuXbuyZ88etm7dyt9//33T/vOSFjjJLWCllGLkyJFcvXqVxx9/nCeeeILq1avj6uqKpml88sknzJs3D6VUgR+3uBRkHK9evco777wDwHvvvUePHj2oXLkyTk5OADz++OPs37+/QM+vII/v5ubG999/z969e9mwYQO7du1ix44dbN26lfnz57N06dL0jLTM0gKUeQXDhBAlQ+bsEkIIIYQQQlQIL7zwAl26dCExMZEvv/wyy7p//vkH0K+K2K1bNypVqpQ+f9fly5eLfFuaNGnCN998g5OTE6NHj2bt2rUF7qNSpUoAuc7/dO7cOc6dO0dQUBCTJk2iYcOGuLm5pWdaFcdzSpOWIXX58uViC6Zt2rQJk8nE008/zbPPPkutWrXSA11pj13cNE2jTZs2jBkzhuXLl7Nlyxb69etHeHg4n376aa73SdtX2a8GKoQoWRLsEkIIIYQQQlQYaZPN//HHH1nK+2JiYoDcS9n+/PPPYtmW5s2bs3DhQhwdHXnjjTdYt25dge7fsGFDAM6fP59jXVpQJbfnEx0dzbZt22zY4vypXLky9erVIyYmptjG7mb7a/fu3YSHhxfL495MpUqVGDFiBACnT5/OsT4uLo7Q0FCqVq0q83UJUcok2CWEEEIIIYSoMBo3bkyfPn0wm80sXLgwfXlaydmPP/6Ypf1ff/3FihUrim17WrZsycKFC7G3t2fkyJEFuoJgmzZtADh8+HCOdbVq1cJgMLBjx44sE+snJyczYcKEPOcSKyrDhg0D9FLSEydOZFmXnJzM1q1bC9V/2v76448/sszZFRISwoQJEwrVd378+OOPuWaPbdq0CYCAgIAc6w4fPoxSirZt2xb79gkhbk7m7BJCCCGEEEJUKK+++ir//vsvv/76Ky+//DJ+fn688MILbNmyhVmzZvHXX39Rp04dLly4wJEjRxgyZAiLFi0qtu1p1aoVCxYsYOjQobz22mt8+eWX9OjR45b3a9OmDS4uLuzatSvHukqVKvHoo4/yyy+/8OCDD9KhQwccHR3Zu3cvFouF/v3789tvvxXDs9E99NBDHDlyhCVLltC/f39atGhBQEAAoaGhnDhxgqpVqxYqiNirVy/uuOMOjhw5wl133UWrVq1ITk5m586dNGzYkJYtW7J///4ifEZZ/fTTT0ycOJH69etTr149jEYj586d48SJEzg6OvLyyy/nuM/OnTsB8rVvhRDFSzK7hBBCCCGEEBVKw4YNufPOO0lOTubbb78FoG3btixbtowOHTpw5coVNmzYgL29PbNnz+app54q9m1q06YN8+fPx97enldffZXNmzff8j6urq7069ePixcvcujQoRzrJ06cyDvvvEP16tXZvn07e/fupWPHjvz6669UrVq1OJ5GFuPGjWPu3Ll07NiRs2fP8vfff3Pp0iVat26dXu5nKwcHB5YuXcoTTzyBg4MDGzZs4OzZswwaNIhvv/02fb614vL666/zyCOPoGka27dvZ8OGDSQlJTFgwAD+7//+j9atW+e4z+rVq/H29qZPnz7Fum1CiFvTVFm6PIcQQgghhBBCiHTHjx/noYceYtCgQYwfP760N0fkYf/+/Tz++OO88MILjBkzprQ3R4jbnmR2CSGEEEIIIUQZ1ahRI+655x5+/fVXbty4UdqbI/Iwf/58PDw8GDp0aGlvihACCXYJIYQQQgghRJk2evToHBPui7Lj2LFjrF+/nmHDhuHl5VXamyOEQMoYhRBCCCGEEEIIIUQFIpldQgghhBBCCCGEEKLCkGCXEEIIIYQQQgghhKgwJNglhBBCCCGEEEIIISoMCXYJIYQQQgghhBBCiApDgl1CCCGEEEIIIYQQosKQYJcQQgghhBBCCCGEqDAk2CWEEEIIIYQQQgghKgwJdgkhhBBCCCGEEEKICkOCXUKIcmX27NkEBgaW9mYIIYQQQpRr8p1KCFGRSbBLCCGEEEIIIYQQQlQYEuwSQgghhBBCCCGEEBWGBLuEEOXSqVOneOqpp2jWrBndu3fn22+/Le1NEkIIIYQod+Q7lRCiIpJglxCiXHrllVfo2bMnc+bMoVu3bkyfPp3ly5eX9mYJIYQQQpQr8p1KCFER2ZX2BgghhC2eeuopBg8eDEDXrl0JDQ1lzpw5PPLIIxgMEscXQgghhMgP+U4lhKiI5OglhCiX7r777iy37733Xq5du0ZISEgpbZEQQgghRPkj36mEEBWRBLuEEOVSpUqVcr0dGhpaGpsjhBBCCFEuyXcqIURFJMEuIUS5dOPGjVxv+/v7l8bmCCGEEEKUS/KdSghREUmwSwhRLv39999Zbv/5558EBARQuXLlUtoiIYQQQojyR75TCSEqIpmgXghRLi1btgyz2UzDhg35+++/2bhxI1OmTJGJVIUQQgghCkC+UwkhKiI5ggkhyqU5c+awYcMGXn75ZTZt2sTbb7/NgAEDSnuzhBBCCCHKFflOJYSoiDSllCrtjRBCCCGEEEIIIYQQoihIZpcQQgghhBBCCCGEqDAk2CWEEEIIIYQQQgghKgwJdgkhhBBCCCGEEEKICkOCXUIIIYQQQgghhBCiwpBglxBCCCGEEEIIIYSoMCTYJYQQQgghhBBCCCEqDAl2CSGEEEIIIYQQQogKw66gd4iMjCySB/b09CQ6OrpI+hLlh+z325Ps99uT7Pfb0+283729vQvUvjDfqW7ncS4NMt4lT8a85MmYlywZ75InY17ybB3zgn6nyk2pZXYZDJJUdjuS/X57kv1+e5L9fnuS/V4yZJxLlox3yZMxL3ky5iVLxrvkyZiXvNIcc9nbQgghhBBCCCGEEKLCkGCXEEIIIYQQQgghhKgwCjxnlxBC3IzJpLgaDBERkJIClXygUSNraW+WEEIIIYQQQojbhAS7hBCFZjYr1m+AtesUBw9CYlLW9QZDJE0aQ+dOGvf3BU9PrXQ2VAghhBBCCCFEhSfBLiGEzaxWxao18N1iRWgYVK8Ofe+DJk00fCuBvb2e4XU12ImNmxL5er7iu+/hgX6KIYM13Nwk6CWEEEIIIYQQomhJsEsIYZOz5xTTP1IcPw4tmsPbYzTatQVNyxnA8vZ24YmByVy4qPjpZ8Wvv8G/6xWjXoce3SXgJYQQQgghhBCi6MgE9UKIAlFKsWKlYuhwRWgITByvMfszjfbttFwDXZnVrqXxzlsGFs7T8K8M4yYoPpttxWxWJbT1QgghhBBCCCEqOgl2CSHyzWxWzPhI8dEsRd068M5b4OcHu/coLl6ykpSUv6DVHXdofDVb48nH4X+/wsjRithYCXgJIYQQQgghhCg8KWMUQtzSxYtWfl8BGzdDeLi+7MRJGPMOQOYglcLdTVG/PjS4A4KaaLRqCd7eOfu0s9N4ebhGYAPFlGmK10YpZs0EHx8paxRCCCGEEEIIYTsJdgkhcmW1Kk6dguW/Kv75F6xWfXmN6tCkCZhS4N8N+jI7OzBoYFX6/F3bd8LBQ/Dzcj0QVrtWJL16WunRXaNO7azzevXupeHhAe+NU4x4XTHnC/D2loCXEEIIIYQQQgjbSBmjECKHLVut3N1X8cJwxaYtkHkqrq5dIKAKdOsKy77X+GsVmM3w3GCNjesMvDUGXF3hrj7QqgUYjXDhopVF38Ezzymeelbx48+K6OiMjLC2bTQ++VgjNAxGv6WIi5OSRiGEEEIIIYQQtpFglxAC0CeeDw+38tlsK2PHQ0oK1KkDSUlgsehliV9+rvHiUFi/AU6ehpo1NdzcDIwepdG5k+LcecXv/wfOTnDiFEREgYO93n+N6lCzJnh6wJyvFA89qvjgQyvHT+iBraZBGtOmaJw7D++MVZhMEvASQgghhBBCCFFwUsYohADg7fcUe/aCyQT9H4IuneGdseDkBPXrQXQMtGiuARrff6swGvV0r6goRVQUvP0eXLumB6j8fPU/d3dwc4Wz52DaFKhaVePz2YrzF/Rg2oaN8PdaRYf2iuee1WjbRmP8WJgwSfHRJ4p33+KWV3gUQgghhBBCCCEyk2CXELcxi0WhaYqlP2rs2AGubtCoIRgM8Obb4FtJz+ZS6EGrNEajhlIKTdOIi4PvFivatIFnn9bo0B58K2UNUHl7exMZGcmZs4oNm0Clzu21a7eeBXbwELz4sqJbV8WIlzVeGKKxcJGiTm14YmCJDokQQgghhBBCiHJOgl1C3KZiYhSj31JoGhw7rmjTGi5cgCNH9T+AV1+BgICcmVW/LFccOaaYPEGjenWN3/+Xv6soHjkKTo7wxkjo0tnA2n+sTJ6qr/P00INfg55RPPE49OgOX81TNGqYllEmhBBCCCGEEELcmszZJcRtymRSBAfD8RPQuSPs2Qtx8aCsetnib79Aj+65HyKsqdNpmc36f/IT6AJ46AGNZUs0unQ2oJTCaNSX164NsXH6RPh168LiJXD+AlT2h4kfKCIjZf4uIYQQQgghhBD5I8EuIW4jERGKD6dbOXPWyqsjITkFXhwKW7eDl5c+GX2rVjD7M41KlTIODyaTYt5CK3+v1YNOAwfA5AkG7OwKnnHl5KTfZ+Eixf9+g49nwJJvNZZ+rxF4B5w4qZc2RkdDaBhERsLkqQqrVQJeQgghhBBCCCFuTYJdQtxGIqNg42YYPQZuRMBLw6BVS+jaFaKi4K4+8NF0DReXjCDW2XOKocMVS36A02f0gFNRTBrf4A6Nxo2gXVsNTdPwcIcz56BeXUhM0rfH31+/EuTuPbDoOwl2CSGEEEIIIYS4NZmzS4gKLiFBsX0H9O6l4ewMLi6QnAxVKsPiH/SyxcgoePJxGD5Mw2DQA1kWi+KnX/QMLA93PQjWsUPRzZ3VvZtG9256fzExCnd3GD1Ko0ljiIpUjH4Lrl0DX1+4cQO++x4aNrTSpZPE6IUQQgghhBBC5E3OGoWo4H5erpcBHjtmZdRoRVISuLvB5St61lRsHLz5hsbLww3pga6rVxUjXld8NU/RtQt8/23RBroyi49XDHtJMfdrxZ29NaoGaDRqpNGpI9StA3Fx8PRT+nxeY8fDyVPWYtkOIYQQQgghhBAVg2R2CVEBmUyKiEio7K/x5OPQLAhmfAzhN8BkgsREPXjk6KhnbDVupAeyrFbFb/8HX89X2NvDxPEafXoX75UQXV017r0H2rTOWGa1gru7no32wP1gNsGffynCwmH4KzDnC5W+zUIIIYQQQgghRGYS7BKiAho7XhESCt/M1wNHCxbBpcvg5qbPhWW16sGlCeM1vL0ygkZzv9ZLFzt1hDFvaPj5lUxA6dmnMx7n+nVFlSoaI1/TUEqhaRqbNltxcgKjUQ/WvfKa4us5ENhAAl5CCCGEEEIIIbKSMkYhKgirNeOKhQMe1Rj2gh4IGjdBcfQYPHQ/pKSABjz/nMasmXqgKyFBERam36//wxrj39OY8WHJBboy27xF8fggxcFDWSfC/30FGAyw4Guwt9cDXi++rNh/QEoahRBCCCGEEEJkJcEuISqAhATFqDcVv/6u327bRp/z6vMvFTt36SWLy38DP1+Y/5XGc89qGI0aVqs+X9bMWXpwqWqAxt13aUVytUVbtG0Dg56EhoFZl0+drAfgGtxh4Jmn9GVmM7w2Cs6ckYCXEEIIIYQQQogMEuwSogJwdgY/P32eqzS/LFf8/n/6/61WePZpWLRAo04d+GOVwmxWGAwaQ5/XeGFI2SgHdHbWeGGIAUdHjcRExfXrehDO1VWjenV9GxMS9bnGQC9rfO99iIzKyGoTQgghhBBCCHF7kzm7hCinkpIUCxYpnhio4VtJY9y7GQGr31dYmT1X/7+dHcyYCp5eGl/OVfzzL8TGgp+vRscO0L1b2Qh0ZTdhsuLyFVjyLdjZZWxjUBMNi0Wx5i/9So0hIfDSKwovL5g8Afz9y+bzEUIIIYQQQghRMiTYJUQ5FRYOK1dB/bpw7z36MqtVseAbxZKl+m1nZxjwCMz5Gs6dVzg6Qveu8NCDGs2alu2g0JBnNSIiswa6QA/Ode+m0ae3lWEvgcUCV67Ctesw+HnF+HHQsX3Zfm5CCCGEEEIIIYqPBLuEKEeUUhw6DM2badSorvHzMtKvpnj+gmL8BMWFi/ocXY6OkJwM3/8ATYPg7Tc1evYAN7fyEQhq2DBjO0+eUtSrmzXw1biRgZo1rFy6rN+2WPSyxjFvK14YopdtltbcY0IIIYQQQgghSo/M2SVEOfLPOnjlNcX+A/r8VN5e+iTzy35SPPOcHugyGKBRQ3B1haeehGVLNL760sD9/bRyE+jK7HqI4qVXFN//kHPdnC+gWjVwdNBvR0ZBs6awcJF+BUohhBBCCCGEELcfyewSohwwmRT29hq9eoJVaTRvpi+PiFBMmabYtTuj7cjXoGd3DQ8PMBrLX3AruyqVNd4aA5075lzn7W1g8gTF0BcVLi56Jtux4/DuW/rcXgBms8pRCimEEEIIIYQQouKSzC4hyrg//1YMGapISNCDNvfcpWEwaPzvVytPPqPYuw/8fPW2VavCvXdreHtrFSLQleaeuzTc3TXMZsWqNVmvvBjYQOOZpyEhAe6oD76+8M23eiBw5y7Fs0MUV6/KlRqFEEIIIYQQ4nYhwS4hyrhqVaFmTVCp8ZrIKCvPD7Py2Wwwm/VyxbBw8PeH7xeBs3PFCXJlt2kLTJ+p2H8g6/Jnn9aoV08fh3fehPAb8OpIhauLIjoGXhqhOHVaAl5CCCGEEEIIcTuQYJcQZVBkpOLfDXpwpllTjamTDbi6amzYZOWRx+DkKahVCx56CGJiwNMDli4GJ6eK/Zbu1QO+nqPRulXWgJ69vcbYdzSiouCPVfpE9RcvwZq/Ye5sDQcHGPG6Yt9+CXgJIYQQQgghREVXsc+MhSinFi9RzPhIER2tB2dMJsW0mVbGT4CUFPD2gqoB8M9acHeD778DZ+eK/3bWNC19Lq4zZxWffGbFbNbHqMEdGs8MgvUb4fVXoU9v+GMlHDyo+HqORpXK8OZbikuXJeAlhBBCCCGEEBVZxT87FqIcUam1ii+9qDHnCw1PT42ICMXLrypWr9EzliaMg5Yt4NIlSEyCObM1Kvncfm/lAwdh63aIjs5Y9swgjfr1YNG38PKLENgAZnwMP/yo+PILjVdHaNSoXnrbLIQQQgghhBCi+N1+Z8hClFHbtiveGKNITlY4OmrcUV/j1GnF4BcUJ06CnR2MeBl279Wzl64Gw8TxGnXrVNw5um7m0f4a3y/SqFRJw2pVxMXpV6ycMF4jIRGmTof+D+ttf/0N4mIVDz+ooWn6uO7cJRleQgghhBBCCFERSbBLiDLCZIakJP0vzfnziuhocHaGgCrw3few5k993SsvQaeOt2egK42rq/78v/8BhgzTyz7r1NYYPUpj7z4IDdUY9IQ+uf+LL0NkpF72+PV8xbtjFTt2SsBLCCGEEEIIISoaCXYJUcrCwvSAS/euGaWL164pwsIUC77Rr7b4+Szw9c0o2bu/Lzz+2O0d6MqsfTt98noPD/32vXdr3HcvLPpO0batRo/uEBkFA5+C98YrJoyHunXhvXES8BJCCCGEEEKIikaCXUKUon/+VTw+SHHylB5wMRg0Dh5SPPG0YthLivAb0LI5+PjAhYugadChPYwepZfjCV2jhhrDhxnQND1Q+PNyxajXoHYtmDBZ6fN3BUJCAoSHg6eHgU8+1iTgJYQQQgghhBAVkAS7hChF7drAgEegXt2MZXXrKLy9ISoKunWFatUgIhISE6HBHTB5goadnQS68rLmL8V33yviEzSmTdGwWOCdsfDxdPDzhVOnYf5CK1eukJ7htW69BLuEEEIIIYQQoqKQYJcQpWDrNoXFovD01DOS7Ow09u1XXL9u5b3xcCMcxoyG8+fhxg14+13w9oaPpmu4uEig62aGDNZYNF/Dt5JGtWowehRcvATTZsA38/X5z77/Ad54UzFvPnw2S+OdMfqYWiwS9BJCCCGEEEKI8k6CXUKUsBMnFG+/p1i1JmPZ3n2KN99WvPwa7D8Anp76ZPTXrutXX7RaYdYMDR8fCXTdiqZpBATo4/T3P/DhdBj0FGzbAd8vhXlzwd4OrAoGPgZubnqmXHi44rkXFNulpFEIIYQQQgghyjUJdglRwho21JjxoUbfe/XbBw/pwS8nJwgNhQfuB4MRomPAywtSkuGTjzVq1pRAV0G1bwdPPQHPD9Z4YiD871f4Zx0sWqgHvKZOg5AQK1/Pt3I9ROHoqM/htX2HBLyEEEIIIYQQorySYJcQJWT9RsX5C3oQpXMnPZvoxAnFW+8qDAaIidEzkE6cgKQkqOSjz9s1c7pGgzsk0GULby+N558zYDBoPPUE+PvDkqWwYaPGRzM0rofAk8/Amr/gwEGNTz7SqF9Pv2KjBLyEEEIIIYQQonySYJcQJSA5WTHnK8V3izMCKOfOKd54S2E06lcJ9PKE556B55/T/x8SCtOmaDRrKoGuonA9RMNohG5dYNF3il274emnICUFalSHxx5VuLtrzJpJesBr/wEJeAkhhBBCCCHKLquCsxaNA2aNsxYNq5zCAGBX2hsgxO3A0VHjy8/0skSAy1cUr7+hsFohLg46doA2rSEqWmP2XEVEJMyaqdGiuQS6ikrDQI0fl4DBANM/UixcpOjXF8a+A1OmwfsT4fkhVmZ8BCNfg7/W6le/FEIIIYQQQoiy6IhF448UI9FknDd6onjAwUKQ8faOeklmlxDFaN9+xfc/KJRSBARoODtrXL+uB7ri4vVAV9MgCL4G8xfC8FcUUVH6FQIl0FX07Ow0DAaNoc+D0QirVusT1w97Af7bBiNHg8kEzs4ab44y4OqqkZCgOHDw9v6gEEIIIcorq8VCyKFtXNj4OyGHtmG1WEp7k4QQBSSZS7k7YtFYkmIkOtvyaGBJipEjltv7fFIyu4QoRpv/U+zbBwMe0XB21pet36gHuSwWfV6u5GQIDgYnJzClwOxPNe6QObqKlZ+vge8XKbZuU8ydB9dD9Oy67Tv09d5eCtADXfMWKP5YBVMm6XOtCSGEEKJ8uLR1DXu/Hk9C+LX0ZS6+AbQe/gE1O99XilsmRAaLRXHwENyI0M8NmjcDo7Fov3Mqi5X4XaGYQxOx83fGtZ0/mrHo8l4sVguHQ3YQkRCKj4s/TSt3wGgwFknfFSFzqTjGx6rgj5S0PrK/XjRA8UeKkcZOZgxF8HIq7tdQcZBglxDFQCmFpmm89opGfLyeKaSUIjERnBwVSkGNGvoH2oED+tUXPT3goxkaNapLQKUk1KqlUauWhn9lK5M+ADs7aNcWdu2GxwfBgEetrP0HPpkJx07AuAlKAl5CCCEKxmrBeHUvWnwYytUPS7XW+oe+KHaXtq5hy5ShQNaT4YTw62yZMpSu4xZIwKuiKMfvs02bFZ/NVoSFZSzz84ORr0L3bkXznTP6z4tcm7gb07WE9GX2AS4ETGyL5721Ct3/lgurmbNjHOEJGUFlX5cAXukwha61+xaq77TMpezSMpeeLgcBr+Ian/NWLUsAMCeN6NR29Qo5RsX9GiouZTsUJ0Q5dO684tWRivAbCoNBw91dIyJCXzblQ8Unn4ObK7zwHBw4qEflGzWEr+dIoKs09Oll4PVXwdVV3x/Nm+kXDFi6DOrXhYAAjU8/0qhfXw94bd1Wtj9QhRBClA3G02txWdgH5+XP4rTmTZyXP4vLwj4YT68t7U2r8KwWC3u/Hk/2QJdOX7Z33vtS0lgBGE+vxXn+naR8Mp64TxaR8sl4nOffWS7eZ/+sS2bs+1kDXQBhYTD2fcWmzYX/zhn950UuDd9EyrU44lzOEulxgDiXs6Rcj+PS8E1E/3mxUP1vubCaSetfyBLIAQhPuM6k9S+w5cJqm/u+deaSvr4slzQW5/jE5vN557ddXtJeQ5kDXQCm6wlF8hoqTpLZJUQRi42FqCj9Kn9pUlLgxg04fx7c3OCjGfDLcrBaoXcveO9tDUdHCXSVlkf7G+jdUzFugp5G7uoK8fGwdTv8t03RuqXGlEkwbgLM/VrRvp0+/5cQQohyrpgyQoyn1+K0ciTZgy1aXAhOK0eSdP9nWO64q9CPUyLKYdZM2NGdWUoXc1IkhAUTdnQnlZt1KtRjWcwpHDu6hIiYi/h41KJxk6cx2jkUqs/MymPpUEkxnl5LwqdzObaxPylxHunLHdxiqH1oLi6jKJL3WXGUGVosimkz9eCBhoUAw05ctFASlD/XrO1RGPn8S0WXzrY/lrJYuTZxN9FuRwgOWInJPmNmJ3uTJ1Wv38+1iS543FXDpteUxWphzo5x5B1U1pi7czydat5jU8leSWYuFYfiHh/3fL4s8tsuN2mvoZs8Ba5N3G3za6i4SbBLiCKSkqJwcNBo3kxj8SL9gykyShEfp1jwDaSY9GNCr57w3ni4dg1eGKLxzCAwFEUhtSgUb2+Nzz+BkW8qDhwA30oQfgPGvQ+V/RU1a+oljQmJmgS6hBAilVXpJxqxSv9CXcegimRukJJgPL0Wxw3TMMRdT19mdatCcs93C3eCbLXguGEaoFCagdMBbYlx8cMjIYz613ajKYXjxmkk1Otd5oNGxtNrcfh3OnEn7THFu2HvGodboImU3u8UWbCuOF5DiREhRdouL1u3T2XOsa8I1czpy/z3TOCVxi/RuePYQvUNJVc6lBbMSUpOxslRFcucUUXOaiH+q2WcXvVwjlUpce6cWvUwdzgtw+njwr3PNm1WfDrbTIRhJziHQGJlfKztGfWqXaHKDA8egpAQK3UMa+hiPwE3Q0ZwNs4awH+mSZwPvY+Dh6BVS9seI35XKOFxu7hY44cc60x20Vys/gNchuq7uuDWsUqB+z8csiNHxlJWirD4YA6H7KBFQOcC919SmUvFpbjHp45B4YlKnZw+t9eiwjO1na3id4XmyOjK9hCYriUQvyvUptdQcZNglxBFIPyGXqb43LNwVx8No1Ej+Jpi5GhFFX84cAgcHaFnd/hjpT4/1IwPNTp1LONfJG4zdnYaX36m8dffVmbO0i8akJSk//vk4+DubsDdXf9SOOMjRdcuGl27yD4UQpRdVouFsKM7SYwIwdmnMn5N2mMwlp9Jg80pFg7/FErc5UTcajjT9HF/7ByKLvPKqqwER1pISLbi4migsrpe6Mwr49W9GOKuc6DOXSzvMp4ot4D0dV5x1xjw3we0OL8W49W9WGq0K/RzKa7JrUsia+Zmr6GuhejX2adykbbLzdbtU5lwbHaO5aGYmXBsNpOgUAGvtNIhpazEu5zHZBeLvdkd1+t1uDR8EzW/7l4kAa9NmxWffalIrqzh4JNASgQ4hihGjii6OaOK4zVquLSHi3+1Sb2V++TcF/9qTaPX9mCt3d6mx9i0WTF+4Wocuo6jZsJ1nJMg0Qmuu1Rh/MIpfEBfm8foRgTUMazhbocXUQaNuMadMHlXxj4yBJdjO7lbe5G/U+ZxI8L2OZ1M1+MIDlip38h9iAiuspIm14fZ1H9EQmiRtsuuJDKX0hTHBPLFPT4GDR5wsKTOaZaaZpVO/wx+wMFSqB8PzKGJRdqupEmwS4gi4OYKd9SHmtX12ydPKd58S2G2gKaBvR0ENYE1f4GzE8z/CurUkSBJWXXP3Qbq1VW89oYiKQkuXoK9+8DJyYqjA1SvrnHpMoyfqPhgIhLwEkKUSZe2rmHP1+NJzFTO5ewbQJsiuBJdSUwavG3WRSxf7cTO7ijKLpYkszvbJzfB+FJ7Oo0uxEl+aubV+ZAUtp1MJD45YztdHTU6BTpTuxCZV1p8GAfq3MWCu7/MsS7KtTIL7v6SoX+PoGF8WC73Lphim9y6BLJmjlg0liSn3jfTpkZbYUmyEddEM3Vs6hl8GrUh0cWAU4IFLZeMB4UiycWIT6M2udz71izmFOYc+0q/YTDg5tcRe+fKmBJDiAvbDlYrc459RYe2Y2wqaSzu8rM0mzYrZv2lUfdjexz9MsYpOUwx62szoAod8CquzKj4ndeyBGFz0kiJ8yR+5zWcaxe8f4tF8dEvq6lffyjtN4JbYsY4xzmHsLPFUD5evoAunfvaFLjz8bLQxX4C0R3u49rzUzH5VktfZx9+lYBvxtF5+0R8vO7B1lP26KQTWV47OWhgcogmOukE3tQvcP8+Lv5F2i679MwlhX5ClZ1SeGqFy1yC4ptAPvPz1qwadS/WwSPOgxi3GM7VOo9K3W5bxwcgyKh42sGS+qNBBk8okh+e7Pydi7RdSSt7hZVClCMxsYrkZIWTk8bkCQYaNtTYtVvx0ghFdAw4OuiTTFbyhd179Csu/rQU6tSRt15Zd8cdGj8v1WjWVL/9wzIY8To8/6I+l9esmRqNGuqT1m/eUkbzp4UQt620K9HFR4QQ16QTkV0eJq5JJ+IjQtkyZSiXtq6xue/0SYMV5JouoAo/afC2WRexLJrDtdoTOFdnAZdr/MS5Ogu4VnsClkVz2DbL9glxjVf3cuHsZf45lJAl0AUQn6z451ACF85cxnh1r039W1z9WN5lvH5Dy/Z5n3r7f53HYXH1s6n/NJs2K8a+rwgPMxHo9C9tnZYT6PQv4WGmQk9ufeusGbj4V2sMl/bY1L9Vwf/FqNRkhGz9G/TX0I/X421+DR0N38325nppoco22Uza7e3NzRwN321T/8eOLiFUM+NVox9N7z9AYO8/qNtpAYG9/6Dp/QfwqtGPUM3MsaNLbOo/c/mZyS5rsCKt/Cw8bhfxu2zLCAE9mLNwu0bDcXY4+GZd51AJGo6zY+F2DYvF9tdRWmZUbLd2ONz9KA7dXsHh7keJ7daO8QtXF+o1aop3K9J22e0/aMHfcwy9toNrtqQV10TotR38PN5i/0HbLnIQYNiJpWMrLr21CFOlgCzrTD4BXHrrG6wdWxJg2GlT/wCqcsqtGxWgXXZN/drir+xyn88JQIG/sqOpX1ub+jdoUD9qFwqFUtasXSsrCkX9qF2Fylwqzgnkm1bugJ+DD02PBTH+s3cZsXg4z/z6JCMWD2f8Z+/S9FgQfo4+NK3cwfYngB7wesfJjGvqjnBFv10UGdau7fyxD3DJvUoSQNNLq13b2R6wK05yxi2EjaxWxZi39UnNldL/fl+hGPOOokplsLeHmFgwGiE8HCpVgh8Wa1SqJG+78sLDQ+OLTzUefEC/bbFAtarQuSO4uOgBr8aN9AwvCXgJIcoKq8XCts/HE9X+Pk5+vY9zH6zg8hvzOffBCk5+vZeo9n3Z9rntV6JLnzQ4t1/aATR9/XmrbWcg5hQLcd8v5FIeJ/qXavxA3PcLMafYtv0qNoRtJ29ecrHtZCIq1rb5nM4EtNVLF7MHutJoBiLdq3ImwLYTQNADFZ/NVrR0/j+mhi5k5LFrDDmWzMhj15gaupCWzv/H518qmwMVGVkzGgprlqu4KaxkzpqxxTmzItbJnjzPUg0a0Y5Gzplt2/6IhFAuVocNHRUJ2RIO4p315Rer214+FBFzEa/q/ajb5VscXLIGKhycA6jb5Vu8qvcjIsa2oOwty8/Qy89M1+Ns6h9g/yGo9ISeMaRley9rqQHHSo/bsf+Qbf2nZUY5dH8Bg9N16p2vS8vDLah3vi4Gp+s4dH+Bj5evtvk1aghsXKTtsjt4dRsdjkeldmLM8qNBWjZj++ORHLy6zab+k6LDCH5+qn4j+7HCYNBLDIdMISna9gxQF9/8zaGU33bZOVw7wKgER/1G9t2YentUgiMO1w7Y1L/FauG3Tc9z7r/nMGULRpkSgjn333P8vvkFLFbbPgsyTyBvsGi0OhhAz621aHUwAENql3N3jre5fyMwel8Qz/3yNF4xnlnWecV48twvTzN6bxBFMrGA1YJm0oOWmikFbNzm7DSjgYCJqZ9VeRyLAia2LZOT04OUMQphM4NB49FH9BJGkwk+/UKxcpU+D8Gly6CUfhXGJo1hwngNby9wdpZyt/LGzk7jzVFQNUDx1Ty4chW+/0Fx7jy0bqUHvCZ+oPAv3A/0QghRZK4f2kFEYz1jILu0jAFt5hCuH9pB1ZYFnxQ3Op/foaMtYMu3+EPLrhHl9z/9Rh7zzET5/o9Dy16k1eDqBe4/JDg0R0ZXdvHJipDgUPxsOE+OzedvyXo72070Dx6C6nH/x9CjsVgN7lxvV4VEPxecwxLw2wNDj8ayoMn/cfDQwzZNbq1nw8QQ7Z5HGd21+/GMDcIU74YtxSvhZ2KhdqV8tavf6GalarlLKwu6WB0uVVM8/gc4pWgkOSj+11ehtKztCsrLoza1G4zQX565BCo0q5Xazafidd22rJDiLj8DOGvWspQu5ngIg4ajP5wN1bCl2HP/QQvWxmNoejyIh/96AO8Yr/R1kR5R/H7PH5xs+Bb7D95Dm1YFPyV17VAFez8DpjALeU3Obe9nxLWDbYEcQ/g2nBI1otv3JTiXMsOq34zFc+dqUsK3Ad0K3H9EtTuy9JlzAwyY/KoTkXwHdW3YfshczmvNY4QgycVgczmvFh9GT5MD0xLgU5ckEvw7pJfzuobsYGSCEz1NDiTZWLKdPsF7wiqirq6h2UPHsXfyxZQUzuGVLSE128vWCd7T+u+6oyaB56Ox2GX8wNHqmAcn63iypcMlm/s3XNqD+1/dSIYc5dQaGgqF+19dMRRiXjnQM7n3fj2e5Gl/QaWqJMfcYMUr99C6CKYsAPC8txaxr3XH+tUuPFMyfiiKtnfB8FLRXiyjqJXNEJwQZVhsrOLoMf3L6Z299VK210bpgS6Aw0cgNkYPgFXygaHPQ9UATQJd5ZimaTz1hIGJ7+uJDD8sg+07YPYcWPaTYsaHGg0b6vv3+nXJ8BJClK4Th/KXMXDikG0nIKHn83ecy2+77G4c3a6f6N+kbMLkEM2No9tt6j/e4JX+f2UwZMnYUAZDru0KoiQmVQ4LM/HYpWAu3VmbFesHsm5JX7Z+0pN1S/qyYv1ALt1Zm8cuBRMWZrKpf0NgY6Ldj+RdRlfjB6Ldj9icNeMcdpOre9nQLru08iEUKA0sqUFXi1G/jaJQ5UNOgYMwelTLO3vPYMDoUR2nwEE29V/c5WcADt75ewHmt112B4O3EXiu2k2zWgLPV+VgsG2ZUZrRQMCUrqRHwLPQJ+sOmNLV5oyT2p56oOtiHmWGF99aRHT7vtT2tG18DLXymZmWz3a5ySjnVXmU86pClfOq1FJs7+r9aPrAwSzlvEEPHMS7er8s7Qoqc+alZrViSM1cMphS0KzWXNsVtP+uO2pS/9IVLMbYLOssxljqX7pC1x01be4/LUM2t3kDQQ94FSZDFjKmLEgIz9pHQvj1Qk9ZkGbTZsVfe07Q/Nm52Dnrx2Q75wSaPzuHv/acKFQ5cnGTYJcQBfTZbL1UMT5ef2O7uICzM9ydekEiqxXcPfRyt4QEyeaqSPr0MjBtih7wUgq8veG77+HD6QqTSfHrb4qnByuOHC27B30hRMV3rVJ9PWPgJifiJr/qXKtkW0aI4YoiOUyR54RKVkVyqMJwxbZjoZv9qSJtl52zr37iGt2+LyeylXme+Hof0e37ZmlXULWVBZfQ+JuOj2tIPLWV7WUm5nMbiOnQlC1f9CahsmuWdQmVXdnyRW9iOjTFfG6DTf07tPLlatWbl9FdDViJQ6tskz3lUx2jFZdrcTcdI5fgOOoYrbmvvwUjMCoxLefMQGKjzkR2eZjERp1JO/0ZleBsc/nQ9eD8lSfmt112xV1+BtC4Rv5ef/ltl52LeScP/6XPA6EMBq63q8L5vnW53q5KelD54b/ux8Vs+5xUnvfWIvb17kQ7uGRZHu3gSuzrhbta5R11O+frR4M76hY84wfAM59BuPy2y01xl/NaqrVmX6PHWHD3l0S5Zr2yadrFOPY1fgxLtdY29e/lpGde1roCA1ZrOKXGdp1S9Nu1rmRtV1DeRm8Cz6cG8/M4zgWej8bb6G1T/8U9r5zVYmHv1+PJPUNYD2bunWf7lAWglyPvWbqWj9uMwsc5mKjUkvYol7P4OF/j4zaj2LN0baHm9itOUsYoRAGNeEnjzt6KZT8p+j+k+Hk5JCXB32v19Z066HN1nTgJH03XaNJYgl0VSZfOBj75yMrotyAyUt/ff/6tX6zgjddh+W8w5h3Fl59Dvbqy74UQeYuPj89zndFoxMnJKc+2Dg4O6csMBgPOzhlnMkaDN6aE3PvWNAN2qW1dXKqRkJCAUrl/SdU0DReXjJPItLauzgqHJUcwvdhSj/wbDGiahp2zi/6Lj6bhuHQbrj0aEx+f+3HQ1TUjQJOYmIg106/0VZprHN+TsU2Oma50ZrKq9PhIleZajnHJ3G9SUhKWXL7ku9QOIqrTAC6+MTt9riJLcjJWixmTkwdnRsymntEFl9pB6f17eXml3z85ORmz2Zzr8wKwHIimzaLTbP6iN5akZKzWTG1TN77JhI3cGHwHvt1rY0g98U9JScFkyjsTy8nJCaNRD8+4xB7n3zee1fdzLvNeGe0d2fNeB3qvWIDJ1IuUlLwzgBwdHbGz008JTCYTKSkpbFuxg3gtCrLFmuwMYNQ00CDZLopNv2+h04O5Z0c5ODhgb28PgNlsJjk5OX2dwesULWZEsWnKvfr2OjpiSG1rNZmxJCfRYuYaDK95Ex+fNSvI3t4eBwf9CocWi4WkpKScz//KXtrfiGd44ENs7zqZYNdqKKsVc1IijeOD6bxrGu3PbCLx9FYs1Vvn6NdqtZKYmPe8birkCgToGTdKKcyJuWegmYMvklytJo6OjultExLyzlZLe9/7NGxHghaAwRSc10XoSDYG4NOwXfqymx1Psh8j4uPj0Q5tB5/6mHyq6MGbVOnHCKsV+xvBGIKPEN80932c1zECoG4waNHOnO5Vhf1vtSMxwE0/RgAu1+JoNnkT1f5NoW5wSq7bfrNjRJr/tiomrfDBrtoDzIycSIo1GTQj73m9h3WFHROaxtGlc9YBzM8xAiCydgtSHLxyHCMyM7l6E+nRAu/4eFxcXNLb3uoY4ezsTG0FLqEpxHoYsx4j0lgVruEJ1KznDkb9/VmQY0RKSgrOeGBJVpzzg/N3Kp75nytWYyIGizPL+8dD6rHVw97npq+f3I4RqZvIslZvYEpISJ/D0ejgiMHODjQDVlMKP7Z8gzcSknKdnu9mxwiA+AtBVD3hRacDUdhpGZ8JVosFY5yi039gauFFfGAQ8V4Z23+zY0Tmz06n/9tHsiEGO01DGQzENmxPorsv9pGhuJzcpWePaTE4/d8+4oe2LdAxws7OLjXzNRilFIkkkeByEZMxFnuLOy4JtdBSA++muhk/POX3GAEQdnQnkSHB6etMCQmYnOMhIYFki8KgQUJYMGFHd1K5WacCHyMADhww83TAVP53PZ4Lp5Jx8vsBTQMHg8bRbYq6DR15usqH7NjRgRYtcoaWNE3D2zsjWFiQ7xxFQVN5PVoeIiMji+SBvb29i6wvUX6U1/0eE6P4fQU8/ZQ+V9fFi4ohwxT33QP/94f+pcPBAUaPhM3/wbbtMGmCRq8eEuyA8rvfb2bPXiuj3tT3fZquXeDl4fD6KH0y+7mzNapVu31fAxVxv4tbu533e+YvdPmRfVLozO68805+/vnn9NvVq1fP8wtw586dWblyZfrtOrXrER2T+z7wbd6Kh9dsAuCJXZd49rV7uHz5cq5tAwMD2b49o1SwY8eOnDx5Mte2btVr8sTOo9iHXaHqonEsWfwXJ6Nz/2JdqVIlTp8+nX77/vvvZ+vWrbm2dTDArLYZQb+vTqZwLCrvbJ+IiIj0/w8ePJg//vgjz7aDTwVj7+oOwMaRL3J6+bI824aGhqaf7I0ZM4Zvvvkmz7abP1qJmnSWS3fW4lO3texb8lWebbdu3UqjRo0AmD59OjNnzsyz7bp162jVqhUAr740jKU//y/Ptn2Xr6Fqp670+fdnLl6P4K233sqz7U8//cRdd+np6cuWLWPEiBF5th1S356WlfST6f03LCw6k/eJ95dffsmTTz4JwNq1a3n88cfzbNtp6iyaDB4GQMTKtfw6/JE8206cOJHXXnsNgH379tGnT58827Ya9Q6tR78LmoGIk8f5tVe7PNuOGDGCyZMnA3Dp0iVatGiRZ9vHH+qLz6RZmHwCSIy8wQ/N8p5V6YknnmDOnDmAfgJZo0aNPNs+8MADfPfdd+zbr1g35UOmb5iVZ9t6PnWYt3wPrVrqx5GCHCPuuOMObty4kWtb3+ateHjVBtCg1swhfL70H8JuxOTa1pZjBABWxe99uxN+aH+ubQtyjDAaHJjSuhpuBr2Mq0iPEaevY++iB8dudYw4deoUvr56puOtjhEHDhzA56oDmxae5CP/DRya90Webf+Zu4LWj3cFCnaM+OKLL5g4cWKebe8Ybod7fSN+rgH0jBnOO2+/k2fbghwjen/9PXXvfxiAcyt/59/hz+TZtiDHiAG17PBbeRRTpaqE/vU7K57Pu9+CHCPurWak8yMPEfz8VEJuxBTZMeL5559n5vQZnGy3jLPxO3g6NO/XzuMDH2fuV3OB/B8jAM6t/5U2jw7Ns21jLwMvBTrQccxs6vZ6pMiOETVdNcYEOaaXxn5wLIWw2NxDSoGBgZw4cSL9e+HNjhE1atTg4MGD6bcL+p0qN1LGKEQ+bNoM3y1W/Pq7ftVFLy9F967w+wo92NGwIfz4g8a992j4VoI335BAV0XXprWBqR9k3L6zD2z5D+Z+BR9N14Ndb49VmG28kpQQQtjqlqVZqSVite2K7vhkSE7A589vaPhSazx3rCbJlHzrO+VT2P3DuT5wDGH3D7d1Pvfc5VXmWUjGSnpwruY/F7nj59y/1BeWa/X8la/5tm5apI8b0+bOIu0vjff+k/ht3EmNX/+l5biVt75DQRTDfnbx9qf6so/1Uqe8SjEL4cYNCy+3+uembWp6hnPjRtFccS07+xvB1Jo5BM+dq9Mn8y9SeV2F0wZGUnDVrqUfJ1L8axZZ38XJHJpIzX8uUv3fm5e6WiKK7liaRer74uX2H2AopmNhUfP94yv8f56J59YVRdZnUrUGuc7LVhQ0owEGW7hc7debt7Px/XBNyz0YZWu7/DL5VCHs/uHpc5GZU8ruuY5kdokSVd72u1IKTdMIDVW8P0lx5CgMfgaW/AAWKxiNMHwYPPwgREVpVKmipd9HZChv+70g/lprZcqHegXAY4/CT7/AwMegRzeNuDjo2OH2fS1U5P0u8nY77/eC/gp55cqVPNfdqowx8zhnLz/Yfmodpz+N4cBkfe6pzCeWmtKwc3am1Tt/EPi2Bw18WhW4jPHKnE/Zum5O1raAQ6ZywxSrolPvV6j+yqhc+75ViZLx7L+s/+FVLpxIIXjuIUyVqmJ/I5hqrzSjVqADvQbNxlKv9037zatEaceeG6wOqoKds8tNS5T6HrlOhzb6FQOrVatGVFQUcOsSJScHR/a3/hGHKCtmZeFo/RmY7GOwN3kQeOZNFIoULwMttw7Exc3VpjLGEwnJzE/M+/PF6OiEwWhkmH0KNZW5wGWMphQzSx/vgZM1BE1TnPxyB6ZKATjF3qDJS61RSiNOq8Ljy9Zj75D7rCg3K1E6cMBMxOYefOIVjGbVeOJPO1wsVpLtjSzra8JiVYyKrEql7htzlMbkp4zxvFmxyOyAwc4eY2rbtDLGzIbYpVDHTsvR761KlDTNyJin1tG4+R8ED/mARNeM9759+FWqfP8BJw/3ZeYPd+PoaF/gMsaz63dyOP57NnWclfp4GcEIlXoFuk6bRtLK+znq9dKv4lbQEqUjB79j94wPcE4EDEYSAtth8vbHISoUr9O7wWoh3hlajhlHk2aD8xiHvMsYz5kU31ocsrRNK2MEMCcmopSV54wp1LXP+Vq+1THi3/VmLn7eAxftOo4ORo59cxSLpy8q9CqBL7YEiyJeVaH26xvo3csu135vVsZoVfCFwYMYTQO0XI4RCg9gtKMZg0aByxgTdoZyfuBaTMpMisFKWCt/knxdcApPwG9fKIbUIGrDn/ri0bkqUPAyxrS2v10/wG7Hmtg5Z8yrpaxRdDRf4bGAVllKE3OTVxnjsaNR/Fgv6+Tz6WWMgNVsxpKSzBNnw2jcxCtHv7cqY7ywaSU7P9M/Q+w0MKZ+llmVwpTp5dB+5KfU7n5/+u2bHSMyf3aakpKZEZ2EtUoN0Aw5jxFWK/YRIbzr6469k2OByxjt7ez45Yl2mKKDMSnSj6P2N64ROKIDSoGdRwCPLfkP59T3UUHKGP89tZzjY17FOTH3KfA1DVJcof70L+jdYIBNZYw7/pjExW+X6NtmMHBi7h6sXn44psTT+PkmaFYrKRZFzeeepsMDE3LZBo1q1aqlj3lByhiLIrNL5uwSIg/B1xQfTFX07KFY9J1+dcXq1fQJyQGqBsCsjzT8fOH9iYozZxU/LAYXl9s3uHE7uucuA9FRVmbPheWpFSUBVaBpUMbr4OgxReNGNy9ZEkLcfjKfdBW0raura54nJ4nGWPa7zqX3O5XYO7YDCQEZ93UJjqP12//yr/cn+CW/UqD5MdLamuOtWebRyo2DQcMcb83Xc8z8BTvNFg8jnzRMRmsAzR30bLUkB/jtfoUyJOPuYaTrLfrOHCzMzN8rOb00KY3R0REjjtnauaVvf+bjt6OjY3rwIjcpJjPLevzB4P/rh1HTsLezYjBqGJUVR80ODQM/91xFe+fB6YEu0E/80k6kbqWBsyO+FjPRRsfcM5eUFS9zInWc7DBo9uknlLdib5/a1hXqPTqF8F+HoQxGjB5e4OIKpkSsmhFNWandfzJe3p637BP0E7+0k2WAtu3M9D+UhNFBP0kzGC1g0VCaGc0OjGjM907mt3auONjnfbpiNBpzfY2ZzRr2pqz30wyGHPvdbO+Iay4ZjgaD4aav3X37FQcj7yNmM3Te2Q+tSS1M3pWxjwzBevQS25Lf57z1Ps6c1dLLDEF/HeXnPVG7cghzK0/A3sU1S6ArjVJWdnSfRP+QjMndC3o86eBdk59babTaAWDF6VRGX2nlSSebw3Cvmqh89p35eGLJZR9kljZ3oCWPfZBZbscI75StxNqHEN2+H+efn4rFUy8h1PyrcX7Bfqp+M5ZKO1fjnXIEV9fcJ5HP6xiR5kGLlSXJRlAq6zHCqkCDRx0tuBtzbvutjhEAru38cajmBsFx2Ctw3RsFRKWudQAD2Fdxwb1DRhZnQY4RaW2PWDSOVO2OPoKZj9su7KUqjS0WguxtOEYA9a6F4umr9Itk5JKdZDAYcYtS1LuWgmu7m7+Gsh8jAHyr18z1s8agaTgas7bL6/Wf/RiR+bPzrJMbVpeMx8ztGIGbOzcczNTLtp9vdYwACN6/FUvsNQwGDUfA3sUFXFyxT3TJeF4J14k8uR/nlvprNL/HCIBKCdHcqKxfTVK/c6aVqZt7ybc67ROi0597fqW1TdKMOBr1K5MGPz8Vg281DIDF2ZkTX++j6jdj8dy5miQt92NxdkU9J9etlI+cRSFKQUyM4tx5+OJLPTKenAxXrupzc70xEn5aquHhDiNHK3bsgiGDNQl03aYGPmbgoQf0bD9nZ7irD0RGKtb8aeXYccXwVxSLviu7Kb5CiIrFx8Wfw42P8K/3B/R4aD59nl5N5zc20Ofp1fR4eB7/en/A4cZH8HGx7QpWUQH5C3Dkt112FquFOTvGAaCMBqz2qb+k2zugjAZAY+7O8VistpVwJZs8cbp+8ysBOl2LI9lk2/av2L6TQy228Ps9czgeOB2Lnf4LucUunuOB0/n9njkcarGFFdttvwqdQYMHXOwBDVS2+YmUFdC438W+UNVi9wztS/jLn3N8/t70QILF05fj8/cS/vLn3DO0r819HwvfSZJjJLWupl1lTd9QpxRNv8raVUhyjOBYuG1j5JrPwpX8tsvuRuq0T+et97E0cRt1/mxNsx8dqfNna5YlbuW89b4s7Qpqvb09dq7Vcg10Qeok8q7VWZ/PAEVuDG6VecLH5aZX6nvCxwWDW+XcO7gF93y+9vLbLrtq3qFEt++bawmaySeAi28tIrp9X6p523alQYAaay/Q7bV/cQnJmhHjcj2ebq/9S421F2zuWzMaqD+jO0plBBfTKBRKQcDEtnopnI2sCv5IMaYGPnK53GDqelsrce18nWgzdUfqg2U7DqXebvPhDux8bx5UzItfk/a43OKquC5+VfFr0t6m/qPz+RGS33bZnTyY8dpTBgNWu9TPMjuH9CuSZm9XEF5X/eizbRA1Lz+FvTnbhTxMntS8/BR9tg3C66pfHj3k4zEq18nX+8yrch2bH6M4SWaXENmE31BcuQITP4C0LNLYWP1fX19Y8JWGn5/GtWuK0W8profAlEka3bpKoOt2NnqUxtVgxe498PJrUDVAsW07fDZL0e8++HYxVK+muPsueZ0IIYpX08od8HUJ4HDjoxxpeJS6F+vgEedBTKMYzt1zHmUAP9eqNK2c+xXWbiWpRzWMv7pjMcbmPH8CUGC0uJPUo5pN/R8O2UF4wjW8qvejRqsPsXfSAy32Tr40vf8Al/e9R9iVVRwO2UGLgNwzNm7mRpQidu+X2A96Wz8bzBwRSj3ri/3nS27Ue92m7Q+OCqHWFah3+TJmO8hcYGK2i6He5RguVYdg3xCb+k8TZFQ87WjhjxQj0ZmWe2oaDzhYCMol46Qgfrm2j+A+A4Gsu9nsE0Bwn4H8cm03jwW0sqnviIRQal2BnttzvoBcEvXlGzoqIhJsOwmMPqJIrqRwqJT7fDjKqkgJh+gIBS0L/rlcySdTXxhxSrgDb0s1Io0uqEyz5mVuVxChrr5F2i43lmqt6e5YE7wv89ndCTz/1SDszGbMdnYseukHXk9xpbtTDRKqtbap/zoGhScq9bWZ+4HCM7WdLRx8/Ah+fqp+I3tQ0GAAq5XgIVNwiDid8875oCxWrk3cTc1rCVRfd4nQNpVJ9HPBOSwB/z0hGJTi2uEwPO6qYXNA6lDjI3z/2Pc8/NcDeMd4pS+P8ojm93v+oH+jSnSllk19A5y3akSj5T78AJpGdGq77JlL+XHG0R/jrrnU+ugHgp+fisk345hvfyOYqovGYdxVhTMvdcGWI4XBaKTxHQ+wJ2xe6vZmWpm6uY3r34/BeMuZKnMVel5BPqZ4Cz2vILDg/Sco/QeltKyozD8aZM6KSmtXUFHHPfCI8QK88IxtQrzLeUx2sdib3XFNqJN+tceo4x5g428TbToPZs0dD+k38nifXX1hKs/7e9n2AMVMgl1CZHL+vJXnhkL2MvsqVeChB/S5uVxd9SPt0h8VkVHw2SyNZk0lgHG70zSNmdNg8AuKCxfgyhWoVAnq1tFoMUovi53xkaJaNQhqIq8XIUTxMRqMvNJhCpPWv4AywNk65zKt1Y8/L7f/AKPBthOESp4B/FfHk/qXYvUTjlxOQE7W8aShp20T/kYkhOJVvR91u3ybY529SwB1u3zLuf+eszkQEuOwk0P2H9Hs5zjce71NUmX39HVOobHEbpjJIfuv6OjQASh4MC3AwxfnA/qgZJ9JRUNDoWh3QMO7m+2BijRBRkVD+2S+/2AoCQ7OuKQk8sz4BdjZePKXxmSxsNOxFkbIkV2kaQaUsrLToSYPWyzY2/BY3k6VaJ+fMXq+kk3bHxkB55abaTjODmVVWQJeKrUE7dw8M5E5p33Ll+bNwM8PwsLybuPvr7ezha9D/kp98tsuVwYjyT3fpdmncxm/sQ+mOI/0VeM+f486PdaRPOplsPE4YdDgAQeLXgaINeuJcmr24QOOFpuzD48EeGDyuElA3WDA5FedI44hVLeh//hdoZiu6b96G6yKKruu52hjupZA/K5Q3Drm74IRmVmsFj5a/wahja9m/VHCLYZztfQfJa7vHE+nmvfYfKyONud9Vcoc7W5Rmp6b8EhFcMBKPHeE4rH7T+IbdUgv53U9vgPNYiU4wB9DZM65nPJDmUzwsz+1eIrggFWY7DPC+vYmT6pe7we/+KHeNaHZkOVouKJIdr51UNxwRUFgwcenSrP2nLwwiJC3cl5VNS0ryn/GmzRsZltmmrKrAehXU9Yw4JZQ7ybtbHPF6Ii50s3fZ+ZK1bhiNFOvSK8gUzSkjFGIVHFxir//yQh0aZr+17snLF2sMehJAy4uGrGpl1Z9ebjGvLkS6BIZ7O015nyu4e6mv47atgZvb/hjpeLJgeBfGd4bp4iLK3sfBkKIiqVr7b5MajQCf5X1JMlfGZnUaARda9tegta0cgeO9zJxpmZ1jBb3LOuMFnfO1KzOid5mmzPHvFz8qdHqQyD3QAtAjVZT8bKxDNM7QM+oOsRXbPu3HnE/vIj1pynE/fAi29bX5xBfZWlXUJ08NFwTtRxBnDQaGm6JGp08Cv/94dLWNax8rh2Ou/7C+7/fcdz1Fyufa8elrWsK1e/6iBPYOVe5eRmdSwDrI07Y1H/lMEO+xqhymG2nKpV8IGKbleTx13AOyTrZs3NIAsnjrxGxzWpz5pXRqDHy1Zvvv9dHaBhtCCAA9PJpiDnxevpk9NkpZcWccI1ePg1t6j9NxJlATq3qjyku6/vYFOfOqVX9iThjQzpLJh47VlNr5hDsb1zLstw+XL/ao8eO1Tb3fcOS94TqtrTLzhya9+TjtrTL7nDIDkLjrgKgDIqzdc6xv+kBztY5hzIoQBEWH8zhkB029Q8Qfzh/V4PNb7vsnGN24mgMBQ00qxW3o9vw/u933I5uQ7NaQQNHYyjOMbaVIyeu+Y+UWFc8Y5vS8NTb1D0/lBqXH6fu+aE0PP02nrFNSYlxI3HNfzb17+sD5742p1aDZyslzRQU97XxONGsuZFrQ2+Sfajg+gtTaNbctmBmvbb5m4Mrv+1yE5vPU5b8titpktklbnsmk+L1NxSnz0BiIjg66vNz9e4JcfHQ9z4NR0eNuDjFp58rTp6CBV/rE9HXLNk59kQ54OWl8fmniqHD4a+1UKeO4ptvwWKBWTMh/IaGm5sESIUQxct4ei13bV9Kb9w4aGfmhqaopDSam+0xbl9Kkm9bLHfcZVvfaZljCS+wta1GiyOV8YxzINothQNBIViNMUxov9DmbAR3v044mPKehFnTDDi4Vsfd3rZgl2+mOYiUZuGk8X96Rpox73YFYY4JL9J2ebm0dQ1bpgyFbL+mJ4RfZ8uUoXQdt4Cane+zqe9wU/5O4PPbLruUqJukRNnQLrvmzaCb8RKPL9+M9VeNsEwlaH57QjBYFW4NutG8me0lYt27aUydDJ/NVnAxY7m/vx7o6t7N9s96e6OR9skX2ePkj1LWXK/G2D7lEvZG27MD08r0dLnM56TBtYm7bS7Ts1os7P16PJ7h1/DYvSZn1o9VsffcPqp3uNumMjRf+5yT1hemXXZ2/vm7X37bZZffzFRbM1gBfC6cwauWL1GulfO8kIV33HV8LpyBNgUPnFbzDuVSPtvZwhyccWXnm2UuZW5XEM2bgfFDKyemmKk73A7HTFNbpYTrgS67M1aaN7PtvXxJM2CodJOTRYMBg68LlzTbsqLcO1TG4uOCISIhrxkFsPq44N7Bts8yKP6594qbBLvEbUspxabN8PlsRVi4HmAHcHKCDz+A9u0yPhT27VdMna4ID4Mhz2nc4gIr4jbX4A4DY9+zMvkD+GoeGI36PJ1Lf4SPputtzp1T1K4NhsLMHiyEELmxWnDcMA1Q2KHR2py1vEMBjhunkVCvt80lSl1r92VCr4XM2TGOfc0zsjb8XKvycvsPCpU5Fp/PwgO9XcFPENLmNAtPuJ7H/TX8XANszkxz9snfiUV+2+UmLZCQ+/brtaV7571fZgMJxT1GBhSP3dgDgDGXEjQFDAjfg4Ga5D2h0a1176bRpTMcbQPcAC8vWP6j7RldmT0W0Aqu7WanYy3snDPK5CyJIbRPuWTzfGlpMpfp5UoVrkwv7OhOEsL1Y0Na1k92CWHBhB3dSeVmnQrcfy+fhqyNvo7RyT/PK1ZaEkNszn5zbeePvZ8BU5iFvOYcs/cz4trOtqB7fi8QYuuFRACcfPwY8N8HLLj7S710NEcpKTy6dQqaz5M29e/qm7/3Z37bZWdX1RuIy2e7gtMzNGHs+1YidqTg0UTDwUcjJUIRc1SBFaZOtv39XNxZUZrRQJ1pbbn44qa8ZhSgzrTCXeSguOfeK25SxihuS+fOK4YOV4yboEhO0csV3d3hmUGQkgxK6W/mlBTFZ19YeW2UwskR5s3VePZpTQIU4pbu6m3gcX1eX5SCp5+C3Xtg+kzF8eNWnn9RsXBR2fxgEEKUb8arezHEXc97TmIUhtjrGK/uLdTjdK3dl6WP7eHje3/lve5f8fG9v/LDgN2FCnRB8f+SnJaZpsslo4XCzWmWcQWxvPdAYa4gBlkDCblT6YEEWxR3GV1+xsitcnWbxyh+VyjGPLIdSH1UY4QeyCksAwo7pV+uzU5ZMBThvDWPBbRiuqcXveIO0CxyO73iDjDdy7vQgS4o/jK9xIj8lQHnt112adlvQI7XadbsN9vex5qmqN19XVqP2dbqt2t3X4em2ba/m1bugL9jpbzj9Qr8HH1sDroD1O7ammonDvL836/iFZ91nL3jrvP8369S9cQhane17SIExX2sc76vCw7u8dxskBw84nC+r4tN/UNahqaGXyWIOawI32Ql5rDC31cPdBUmQ7MksqI8761FrXndsa+SNYPMPsCFWvO643mv7dmrkDH3ni7398EDDrbPvVfcJLNL3FZSUhRLliq++14PQBiNEBcLnTrCuHc13N01Hn9M4ZE6j4a9PZy/AI89Ci8O1csZhcivl4ZpnDmj2LMXfv1dL439ay2cOQt974Xvf4DatRV39ZHXlRCi6Gjx+Sv9ym+7mzEajDZdEfFmSuKX5MyZaeEJmTPTAgqdmWYwGmk9/IPUEkONrCcI+vNp/eJkm68gBiUXSCiuMrr8jFHXkR/ZPEbFHchJE/3nRa5N3I0lIhkAS0QyJzv9RsDEtoU+yUxjbzRyt1+TIukrs+Iu0yuJDMfizH4zXt2Lb/WdaP0iubDxTlIyTeDv4BZD7R7rqFT9FIlX92Kp0a7g/QOjEp15N+3ln0tazqgE5+zV1QV7DHs7LjV+j5ZnRtLs/DrOVW1DjIsfHglh1A3eg0FZ2d/4MwLtbQsJFPexTrO3p+roalyYGEleg1T1jeo2TU6fWVqG5sFDcCNCn/OveTMKnaFZUllRnvfWwuOuGsTvCsUcmoidvzOu7fwLldGVWZBR8bRDLlf+hSK58m9xkmCXuG2cOauYOFlxIdO8ClWrQqsWsGoNJCTq2V3XrsOUaVbeGKlRpbLGrJlgZyfBCFFwRqPGlEnw3FDFtWuwcTM4O8O58/DKS3D5CkyfoahWFZo0lteYEKJoKFe/WzcqQLuSln4VtxQjeZ3gFMUvyV1r96VTzXs4HLKDiIRQfFz8aVq5g80ZXZnV7HwfXcctYO/X47NkYLn4BdD6xck2z6WVprwHEuDWY1Sv50NERto2F09xB3JAD3RdGr4pR7KD6XoCl4ZvoubXhc+qKE6u7fyxD3DBdD0hr2pe7Ku42Fyml5b1kxCed7mwi19AoTIcQX+dPmyxsD7iAOGmRHztnenl07BQ85lBxo8BleqfwqfuaWKu1sAU74a9axwe1S6jpQYobP3RwHh1Lz1j4plm78qnzgmEZsoQq6w0Ria60NOUYHMwLU3gg3exf8Vn1Dz2IQ2CMzI9Q5OrcLnxuwQ+aNvcjWmK+1jnPuQBavMHwbOukhKbMdG6g0c8Vd+ojvuQBwrVfxqjUaNVyyLpKl1JfZaBXtJoS7lxfgUZFY2dzJy3asQqPRutjkGV2YyuNJpSqkChOFs/dLLz9vYusr5E+VEa+10pxe8r4IvZCotVz+hydISXX4T+D2skJuqZNr6+sOAbxT/r9DkXxr+n0b5dGX8HlxO3+/v9wkXFCy8qkpOhsr/++ouIhGcHwe9/QFIiLF6k4eVVsV5vt/t+v13dzvvd27tg84YUZpxuOs5WCy4L+6DFhaDlcpKp0FDulUl4fp3Nc3aVhCMWLfWX5IxjoyeqVH5JtvV1bbVYCDu6k8SIEJx9KuPXpH2hMroy97ticLtbBhIe/HZnoR/PZLGwPuJEtkBC0b1u8hqjwhxLlMXKyU6/3TKQE7itv03ZD+n95zXnVSH7LynpATvILSmn0AG7jIso5P4AhbmIQnEzXt6F8/Jnb9kuccBim4JRdidW47TmTQAsKA5kupBIC7MdxtQxSrrvY8wNC1caDmAxmbmwZS8pEWE4+PhRu2trjDZmdOWmuI51aZTJROKa/zAHR2JX1Rvn+7rYlNFVGt9RytJnWWmwdcwL+p0qN5LZJSq0+HjFhzP0iejT+PtB7dp6OdlDD+pXVdy+w8pPv+hljYOfgScGari6VqzAgyg9tWtpTBwP74xVhIZBYAO4HgJffgXPDQYXZw1Pz9LeSiFEhWEwktzzXZxWjkShZQl4qdQv28k93i3TgS4ov78kZ2YwGm2afDs//RZ3qWSa4iqjS1McY6QZDQRMbKsHcnIfHgIm2j5xc3FP7l5SPO+tRc2vu3Nt4u4sz8e+ikuRlGIWd9ZPcbJUa43VrcotfzSwVLNtvqvMmbXGXC4kklu7wjDa21GvV+Gy6G6muI51aTR7e1we7Fls/RenivBZVl5JsEtUWFeDFW+9o7iYek1cTYMH+sELQzSOHYfkZJV+BUaLBe67B54brOFbSY48ouh16azx/HPwzbeK4yf0Zd26wuCnM67ycv26wt9frtAohCg8yx13kXT/ZzhumIYWl3ElOuVemeQe72K5o3ClKyXFoEG92+CXb1uU50BCSSjOQE5JzQlWEjLP9+MYbyDZ1Vqk8/3U7Hwf1TvcXaxZP8WimH80sFRrDR4BqJjrxRJME2WLfJaVDgl2iQpp337Fe+MU8anfbVxcoF5daBioZ9DEJ8DX88HZBTq2h5de1NA0CTCI4vXs03DqNPy3VS+nTUiApCTFho2KkDD4ZTkMeEQPyAohRGFZ7riLhHq9MV7dixYfhnL100+cynhGl8i/chtIKCHFNXFzScwJVpLS5vsprhKv4s76KS7F+qOBwYjxvimYf3qhXGfgClGWSbBLVDh/r7UyZZoeTPDyguRkuL8vhIRA8DXFiy/D8RPQqCF4pZaOSaBLlASDQWP8ezDsZUVoKOzbB88PgytX9RLa7t3gu++hdi1Fn97ymhRCFAGDsVCTG4uyr7wGEkpKcUzcXNyTu4uyozh/NDA06VshMnCFKKsk2CUqlMU/WFmwUP9/m1bQqJFeuhgQYOCz2VaWLAV/f3h/nEafXlIuJkqei4vGtCkw9EWFf2W4GgwGA4x4GR56QCMiQp9nzscHWrWU16cQQghR1hT3nGCijCnGHw0kA1eI4iNHYFEhWK2KGR9nBLoAEpPh5+WwPfUqu82barw4VOPHJRp39dEk0CVKTY3qGhPf1wgJgcaN9WWr1sCmzYpqVcHZGd5+V3HhotT2CyGEEGVR2pxg9lVcsiy3r+JS6KsYittMajDN3LCvHlSTQJcQRUIyu0S5Z7Uqxk1QbN4C9vYwZjRcuAB168APyyAmRg9q9ewhwS1RdnRor/Hqy/DFHEWP7rBnD3wwFSxW8PGBAY9CjeqlvZVCCCGEyEtxzQkmhBCi8CTYJco1i0Ux6k3Fvv361Ra7d4WZH8Pdd8H0j/Q5u+rXK+2tFCJ3jw3QCAlV/LwcnnoC/v4HwsMhNha6dtGIilJERyti4zSaN5NgrRBCCFHWFMecYEIIIQpPgl2i3DKbFcNeUpw6rc95ZLVCcDBU8oHVa6BXT3hzlIaHhwQJRNn1yksaYeGKZT/B6FHwzz9w8DAMf0Xh5AQpKaChmDAeuneT17IQQgghhBBC3Irk2IpyKSnJypNP64EuTdPLF6dMhtFvgMkE49/TmPS+BLpE2WcwaIx9R6NVS/jkM+jXFx5/DCwWiI+H2rUhMBDGvq/4ar61tDdXCCGEEEIIIco8CXaJciciwsqjj0PwNf22o6MeGHBzhcAGBpb/pHH3XRqaJoEuUT44OmrM+FCjdSv4cAbUqaMxdbIexD19Wr+wU7VqsHQZvPm2lZQUmbheCCGEEEIIIfIiwS5Rrly8ZGXgUxAVpd/29ISqAWA2g9WqB7ccHSXIJcofJyeN6VM1OrSHaTMUIaEay3+CypXh0BG4ehXs7CApCYxG+PV3xWezrVitEvgSQgghhBBCiMwk2CXKjQMHrDw7BBIT9dsGA7i4wMWL8PqrGm3blO72CVFYjo4aUydr9OgOX3yp+OZb+OE76HsvtGiuB3XPnYP5CxWbtyh27NDLdgE2b1FcuyaBLyGEEEIIIYSQCepFubD2HysffAgq9Vze3Q2SkiEuDmZ9pNGmtWRziYrBwUFj8gT4drHi28V6GeP7YzVq1tQ4dVoxaYpi6Y8Z7R9/SjFsqOKTT+G+e2HU6/p7ISZW4eEu7wshhBBCCCHE7Ucyu0SZppTi28VWJk/VA13du8G49+DNN6BObVg4TwJdouIxGDSef87A9Kka10PguaGKpT8qatZQVK8GfXpB5076fHVh4TB1Gjg6Qb16+v3PnlPc/5Biy3+S6SWEEEIIIYS4/UhmlyizzGbF9I8Uf/2t365eDbb8B4/212jZQqNnD4XBIIEuUXF16azxfSP4+FPFV/MUK1bCc89C967g4mJg+w4rs+fApcv6PHazPoWDh6x06ggDB+iljwB79yluREDvnmA0yntGCCGEEEIIUbFJsEuUSbGxinfHKQ4c1G+7u0FUNFit4O2tL5NAl7gd+PhofPiBxt59ii/nKqZOg/kL4L57rbi7Z8xhF1AF/P1h8xb4e60+p92Zs4oRryjWrYc9e6FXD3nPCCGEEEIIISo+CXaJMif4muKNMYorV/QTdkdHMNpBchJM/UCjdi05YRe3n9atNBYt0INWPy9X/LAULFY9wNW0CYSEwsFD+pUajUZwsIddu+GZweDnBw89AJqmZ0zOnKUYOECjXl15LwkhhBBCCCEqHgl2iTJl/wE9oys+Tr9tb68HuTw84PNP5ORc3N40Tb/qaNs2GpFRis1bYN9+PQPyxg29jcWiB4kTk/T3j8UCYWGw4BtYsVLRvSts3QY9u0O9uqX7fIQQQgghhBCiOEiwS5QZK1YqZn2qsFr121UqQ7++cOAgTHpfw9NTAl1CpPH20njwfnjwfg2lFMHX4OxZOH8Bzp1XHD0GISEZVzAFiIiA5b/q/1/6o6J6dcXRYxqVfPQAmhBCCCGEEEJUBBLsEqXObNbnIvrfbxnLNA2mfgCBDQwopdA0OREXIi+aplGtKlSrCt26AujvF7NZERwM587Dhk2K9Rsy7nPgIDwxCOyMioYNJdglhBBCCCGEqDgk2CVKVUys4v2Jij17M5YZjeDgAFUD9JNvCXQJYRs7O42aNaFmTejRXePdtxSapjh2HCZM1jO9zBY4chSeH2bllZfBw12jfj15zwkhhBBCCCHKL0Npb4C4fZ06rXjhRcXefVmX16gOC77WcHeXE24hipKTk4ajo4GWLQx8v0hj0BPg5KSvO3kKXhsJz72gWLvOWqrbKYQQQgghhBCFIcEuUeKUUvy+QjF0uEqfUygteatPb5j/lVxxUYji5uWlMfxFA3+v1pg2RS+DBP39OHkKPPSIlX37JeglhBBCCCGEKH+kjFGUqLg4KxMnK/7dkBHg6toZmjQBf3+NO3tL2aIQJclo1OjaBbp0ho2bFHO/hmvXIfwGvDYKate28tnH4Osrv40IIYQQQgghygcJdokSc+Kk4v1JUQQH67eVgr73wrtvy0m0EKVN0zR69tDo2QO2bbcyYTIkJsKFC/DYk/DSMCsPP6RhZyfBaCGEEEIIIUTZJlEGUezMZsWCb6wMHa4IDlbpyx0doXkzOXEWoqzp1NHAP38aWPA1NLgDUlLg8y/hnr6K9RuktFEIIYQQQghRtkmwSxQbi0Xx089WHhmoWLxEz+RKc2dv+GWZxn33SrBLiLKqUUMDc2dDUJB+OykZ3p8Eg561EhIqQS8hhBBCCCFE2SRljKLIpaQoLFbFB1Ng838ZyzUNqlc38NZoRcsWEuQSojxwcjLw9Zdw9pyVX3+DP1bBhYvwyGPQ/2Err70ipY1CCCGEEEKIskWCXaJIzfnKypq/IC4OLJaM5Q/0gxeGQN26XkRFRZXa9gkhbFOvroG33oQmja1Mm6kv++132LRZ8cFEaNZUAl5CCCGEEEKIskHKGEWhXLqk+GiWlZgYK7M+tfLLcoiOzhroevopeOtNAz4+BrnSohDlXN/7DHz6Mdx9p56teeMGvPyq4tkhViIipLRRCCGEEEIIUfoks0sUiFKKY8fBxxt8feHgYcXadRAWDtu2Z23bqyeMeQPc3SWmKkRF0raNgbZt4PVXrfR/DJKS4Ow5eKA/DHjUyoiXNIxGCWwLIYQQQgghSocEu8QtWa2KmBjw8tKIjVO88ho8NgAiI+HPv/Q223dktG8aBDOmaXi4y8muEBWZh4eBhfOsrFipHwvi4mD5/2DFH4p33lI89qi6dSdCCCGEEEIIUcQk2CVyZbUqDAY9WDXidYXBAG1aw99roXFjWLkKYmMz2js46AGwO/tA3dqSySXE7aJ2LQOvj4DXR8D0j6ysWg0pKTB5Cnw1L5Lx7ylatZRjghBCCCGEEKLkSLBL5PDjz4qVqxRffKrYsEkjJARCQuHAQYXRCJevZLT19IDq1eHTj8HFRU5ohbidvf2mRsNARVS0nuEVFqZ4bRT4VrLy7tvQvp0cI4QQQgghhBDFT4JdgmPHFV/PV0x6X8NqVZw8BTci4KFHAbKWIaVNPH/XnTDkWY1q1ZBJ54UQgH4seOgB/XjwzFNWHhmoERamCL8Bo98Cg8FK1y4wcbyGvb0cN4QQQgghhBDFQ4JdtxmTSXHmjOKHH6FmddAMsG8/nDwFTz6tiI3LeR9NA39/eOoJ6NQBDh7S6NEdHB3lZFUIkTuDwcDaP73Yty+C//6DxT+A1QqbNkPPOxV31FfUrAkP9IPWrSTjSwghhBBCCFF0JNhVAVksiqtX4cw5uHQJgq8pDh6E2DiIicn7fiaT/q+9PXi4wxMD9Qyuz2ZDz+4aPXvowa0qVUrgSQghyj0He43ABgYCG8BDD1p5bqh+DDKb4fQZ/e/f9VCntpW77tT//+JQjY4dNJKSFJcvQ82aElgXQgghhBBCFIwEu8o5q1Vx7jwcOgxHjylOnYJLlzPKDUHPzFJ5XBTN1RVQ4OICo0dBUBONeQsV7m7w+EA922LyhOJ/HkKIiq1SJQMrflUoBUopJk+Bfzfo685fgHkL9P+/P0lRu7bCzQ1274Ypk6BHd40TJxRLf1K8/KJGQIBG+A1FSAg0uAMpiRRCCCGEEEJkIcGuciYhwcrW7bBtOxw5ok8cb7Xe/D6ZA13OzuDlqd/vr1X6pPK/r1CcOq3o3ElD0zTeflNOHIUQRU/TNPQp/jTeeUvRrZvC0QF+/AkOHdGPVYmJcPx4xn3GTQCw6vdTsGu3wtlZYTZDVBQ0aghuboqoKIiLgyHPQcQN/RgX1ATu7KPx2+9w+arClAIms/4DgL0d2KX+2dtDjeoa992rH/sOHlJ4ekLtWvrtlBSFg4McF4UQQgghhCgvJNhVRimluHED9h1QbNwEJ09CRGRGqWF2aXPEj3kDZs+BxCT9dkAA+HjD0WPwwUTo3k3j5Ck4fgKMRr3Nww9qgJzICSFKjrOzRu+e+nGnS2e4ctXKtm3g46NRv57i3XFw5WpGsD7t3/h4/S/N8RNZ+506LeP/v/0fTJ6qsmS3Go1gMGS9bTFDvXqKtm0Ufn4GPpiqaNUK3ntbw2JR9L5b4eio8HAHD4/UP3fw8Ez910OjeTNo0ljDbFZcuqSXe7u4yHFVCCGEEEKI0iDBrjLg2jUrO3bBqVP6vFrHjkNoaO5tDYaMTC57exgzGlavgYOHYOJ46NPbQHS0lX83wKsjoHVLA3FxiphYqOwPBoNGo4Z6NoQQQpQV1asZeGxA2i2NH3+A8xesBAdrXLmqZ3SFhkG7tvDkQI3ZcxXr/s3ZT5PGUKsW/PlXzkAZ6CXemcu8zWb935On4OEB+hUjnZ3h77Xw91orLs7g6Kj/0BAVBU5OEBoGJ06CKUXvy6oU9etBp46K5k1h9NswcAB076aIiITPvtBLxr29wMsL3NzA2Ql8fMDbW8PNVRHUBCpV0tJ/0JBMMiGEEEIIIWynKZXXbE65i4yMLJIH9vb2LrK+ikv4DYWy6idKCv1fFxfwcNd/7b9+XV9mVYqUFD03ys9PAw2OH1ecPQeRkfoJUkSk/n8nJ4iLh9AQPfsq80lXXpydISVFz0Bo20afo2bvPhj2ArRobiAuzsrlKxq1apb9TILysN9F0ZP9fnsqzv2ulCI6GqKiISlJP0ampOhXjq1ZQ+PMWSt79+kZZCkpiqPH9GDT3XeBuxvM+AiiY/RjeFQ03Lhx8/kNi4qdnZ5JltvD1Kypb+PBQ/rtjh0hIV7/ISQpWS/L9K0Ex0/q2zvoST14tm07tGurMXCAxsFDVuYthHZtoF9fjQMHFN8u1vtu3FAv41y9BmrXhlo1ITkFDhzQg4g1amgcPqy4fAWaNQVvbzhwEMLC9ACd0Q6sFv2zy8VZ/8GlTm2974Aq+nNTCvz93ElIjMNo1JcZjRl/dmn/t8v0fyPY2ZXtz6788vb2LlD7wrw/5LhasmS8S56MecmTMS9ZMt4lT8a85Nk65gX9TpWbMhnsSk5WrFoNCYlZvyRn/8JsZwd29vr/7e0z5l+xs4PVaxRR0frJS+oUMUDGbYUeNKrkoxERCf9uUFQNgMAGGiaTnjFw6XLObdM0/UTJZNbnlsnO0xMqV9ZPTvJL01IDWsnQsgUMfUGfV+uPVXp5T1ATQ/47K+PkAHN7kv1+eyqP+z05WXHtmuLiZT3DNjRUv6rtxcv6DxaZSyizc3TQf9BQSv/8cnHWs3GTkiE5WV/n4QGxsZCQoK+DrPMu2tllZJvdTkaPhIYNNVauVjx0v34FzgMHFfsP6J/XRiNU8oFXXjJw5KgiMRHMFj34ZrGAry80bqR/0P+9Vv8BKi2LLyhI/2wvCRLsqrhkvEuejHnJkzEvWTLeJU/GvOSVZrCrTJYxRkXDgm8UcTc5qSgK6zdA5t/XT52CjZtuHvtTCmJi814fHa3/ZefoAAajHihr0wbuqK9x9aqiwR1w7z36xPDR0Qp3d73UEGD4MBuelBBCCJs5OmrUrq1Ru3bu6xMSFJGREBkFERH6v9HRkJioB2ASEvRAV2KiHuCyWPRgVvq/Vv3HDZQe7Mr+ZzTqP4CYzRn3M5v1f41GcHHVl4dc14M9mcsynZ31z5oUU7bPodTsZEdHvXzSYNA/ZyH1B6DUv2ZB+lxjsXGwfUdqVrPSH08peHYQ+FeGjRth5+6cYzP2Hdi6HUwmO7Zuyxmxq1Nb/6EoPFzPxsvsuyXw5ig9S+3cOThyNOtnsdEI/n7wykswdbricrYfo3r1hMkT9M/OmbMUyckZ6156USOwQe77UwghhBBCVExlMthV2V/jz1UZX+Iz/6V9uTeb9VIQs1n/8mzO9Gcy6e3Mpoz1ltR/TaasbVNSVI6yFU3L+3ba/x0ctPSreNnZgYO9nmXm4ABurnrJh7ubPk+Lu3te869kXebpWTHKOIQQoqJycdFwcYFq1bKvuX2O3/fenZE5lfkz2beS/uON2eLOuXNR6cvTgnVtWutjdOKE4uq11M/11PWOTtC1i0bXLhr79isio/Ss7bQAoIcHBDXR7z9hnIbZnDXb280tY/uWLdEwGjLKJZ0cS2GQhBBCCCFEqSqTwS7QL1GfVpJYzI9U3A8ghBBCVBh2dtpNP5v9fA3YGfP+bG3YUKPhTS6S0qrlzT+XGwbefH1lf/lcF0IIIYS43VWcyaCEEEIIIYQQQgghxG1Pgl1CCCGEEEIIIYQQosKQYJcQQgghhBBCCCGEqDAk2CWEEEIIIYQQQgghKgxNqezXIhRCCCGEEEIIIYQQonySzC4hhBBCCCGEEEIIUWFIsEsIIYQQQgghhBBCVBgS7BJCCCGEEEIIIYQQFYYEu4QQQgghhBBCCCFEhSHBLiGEEEIIIYQQQghRYdgU7Fq6dCm9evWiadOmDBgwgEOHDt20/Z9//sk999xD06ZNuf/++9m0aVOW9eHh4bzzzjt06dKF5s2b8/zzz3PhwoUsbZKTk5k0aRLt27enZcuWvPrqq4SHh9uy+cJGpbHfn376aQIDA7P8vf/++0X91MRNFGS/nz59mldffZVevXoRGBjId999Z1Of8n4vfaWx3+X9XvqKer/v3r2b4cOH06VLFwIDA1m3bl2ONkopPv/8c7p06UKzZs0YPHhwjs8CkaGgn8VCN2/ePB555BFatmxJx44defnllzl37lyWNvn57AkODmbYsGE0b96cjh07MmPGDMxmc5Y2O3fu5OGHHyYoKIg777yT3377rdifX1k3f/58AgMDmTp1avoyGe+iFxISwptvvkn79u1p1qwZ999/P4cPH05fn5/jbVRUFKNHj6ZVq1a0adOG9957j/j4+CxtTpw4wZNPPknTpk3p3r07CxYsKImnV+ZYLBY+++wzevXqRbNmzejTpw9z5sxBKZXeRsa8cG71PaIkx/dW57YVwc3G22Qy8dFHH3H//ffTokULunTpwltvvUVISEiWPsrUeKsCWr16tWrSpIn63//+p06fPq3GjRun2rRpo8LDw3Ntv3fvXtWoUSO1YMECdebMGfXpp5+qJk2aqJMnTyqllLJareqxxx5TTz75pDp48KA6e/asGj9+vOrRo4eKj49P7+f9999X3bt3V9u2bVOHDx9Wjz32mBo4cGBBN1/YqLT2+6BBg9S4ceNUaGho+l9sbGyJPGdR8P1+8OBBNX36dLVq1SrVuXNn9e2339rUp7zfS1dp7Xd5v5eu4tjvGzduVJ988olau3atatCggfrnn39ytJk3b55q3bq1+ueff9Tx48fV8OHDVa9evVRSUlJRP8Vyr6D7SGQYMmSI+vXXX9WpU6fU8ePH1dChQwv8XdNsNqt+/fqpwYMHq2PHjqmNGzeq9u3bq1mzZqW3uXTpkmrevLmaNm2aOnPmjFqyZIlq1KiR2rx5c4k+37Lk4MGDqmfPnur+++9XU6ZMSV8u4120oqKiVM+ePdU777yjDh48qC5duqS2bNmiLl68mN4mP8fb559/Xj3wwAPqwIEDavfu3erOO+9Ub7zxRvr62NhY1alTJzV69Gh16tQptWrVKtWsWTP1008/lejzLQu++uor1a5dO7VhwwZ1+fJl9eeff6oWLVqoxYsXp7eRMS+cW32PKKnxvdW5bUVxs/GOiYlRgwcPVqtXr1Znz55V+/fvV48++qh6+OGHs/RRlsa7wMGuRx99VE2aNCn9tsViUV26dFHz5s3Ltf3rr7+uhg0blmXZgAED1Pjx45VSSp07d041aNBAnTp1KkufHTp0UL/88otSSh/YJk2aqD///DO9zZkzZ1SDBg3U/v37C/oUhA1KY78rpZ/8Zv5iJEpWQfd7Zj179sz15PdWfcr7vfSVxn5XSt7vpa049ntmuX1JtVqtqnPnzmrhwoXpy2JiYlRQUJBatWpVwZ7AbaAw+0hkdePGDdWgQQO1a9cupVT+Pns2btyoGjZsqMLCwtLbLFu2TLVq1UolJycrpZSaOXOm6tu3b5bHGjlypBoyZEgxP6OyKS4uTt11111q69atWY7xMt5F76OPPlJPPPFEnuvzc7xN2weHDh1Kb7Np0yYVGBiorl+/rpRSaunSpapt27bp+yDtse++++6ifkpl3rBhw9S7776bZdmIESPU6NGjlVIy5kUt+/eIkhzfW53bVkR5/UiZ2cGDB1WDBg3U1atXlVJlb7wLVMaYkpLC0aNH6dSpU/oyg8FAp06d2L9/f673OXDgAB07dsyyrEuXLhw4cCC9TwBHR8csfTo4OLB3714Ajhw5gslkyvK49erVo2rVqun9iOJTWvs9zcqVK2nfvj39+vVj1qxZJCYmFsXTErdgy34vij7l/V66Smu/p5H3e+kojv2eH1euXCEsLCzL47q7u9O8efNifdzyqLT2UUUVGxsLgKenJ5C/z54DBw7QoEEDfH1909t06dKFuLg4zpw5k97mZt9/bjeTJ0+me/fuWcYVZLyLw/r16wkKCuK1116jY8eOPPTQQ/zyyy/p6/NzvN2/fz8eHh40bdo0vU2nTp0wGAzpJdMHDhygTZs2ODg4pLfp0qUL58+fJzo6urifZpnSsmVLduzYwfnz5wG9NGvv3r1069YNkDEvbiU5vnKsyV1cXByapuHh4QGUvfG2K0jjyMhILBYLlSpVyrK8UqVKOeY9SBMeHp7lQyqtfVpNft26dalatSqzZs1i8uTJODs7891333H9+nXCwsLS+7C3t08fxMz9pLURxae09jtAv379qFq1Kv7+/pw8eZKPP/6Y8+fP8+WXXxbxsxTZ2bLfi6JPeb+XrtLa7yDv99JUHPs9P9Le07k9rszTl1Vp7aOKyGq18uGHH9KqVSsaNGgA5O+zJ7fvNmm3b9UmLi6OpKQknJyciuU5lUWrV6/m2LFj/O9//8uxTsa76F2+fJkff/yR5557juHDh3P48GGmTJmCvb09Dz/8cL6Ot+Hh4fj4+GRZb2dnh6enZ5Yxr169epY2afsgPDw8PYB8Oxg2bBhxcXHce++9GI1GLBYLo0aN4oEHHgDy9xknY267khzfW53b3o6Sk5P5+OOP6du3L25ubkDZG+8CBbuKg729PbNnz2bs2LG0a9cOo9FIx44d6datW5bJ/UTFkt/9PnDgwPT/BwYG4ufnx+DBg7l06RI1a9YsjU0XQhQTeb8LIUrCpEmTOH36NMuWLSvtTamwrl27xtSpU1m0aFGWLH5RfJRSBAUF8cYbbwDQuHFjTp8+zU8//cTDDz9cyltXMf3555+sXLmSWbNmUb9+fY4fP860adPw9/eXMRcVmslk4vXXX0cpxaRJk0p7c/JUoDJGb29vjEYjN27cyLL8xo0bOSJvaXx9fXNE4LK3DwoKYsWKFezZs4f//vuPb775hqioKGrUqJHeh8lkIiYmJkc/fn5+BXkKwgaltd9z07x5cwAuXrxo69MR+WTLfi+KPuX9XrpKa7/nRt7vJac49nt+pL2nS/pxy6PS2kcVzeTJk9m4cSOLFy+mSpUq6cvz89mT23ebtNu3auPm5nZbZRkdPXqUGzdu0L9/fxo3bkzjxo3ZtWsXS5YsoXHjxjLexcDPz4969eplWVa3bl2Cg4PT18PNj7e+vr5ERERkWW82m4mOjs7XfrndjkUzZ85k2LBh9O3bl8DAQB566CGeffZZ5s2bB8iYF7eSHN/8nNveLkwmEyNHjiQ4OJhFixalZ3VB2RvvAgW7HBwcaNKkCdu3b09fZrVa2b59Oy1btsz1Pi1atGDHjh1Zlm3bto0WLVrkaOvu7o6Pjw8XLlzgyJEj9O7dG9CDIvb29lke99y5cwQHB+fajyhapbXfc3P8+HEACXqUAFv2e1H0Ke/30lVa+z038n4vOcWx3/OjevXq+Pn5ZXncuLg4Dh48WKyPWx6V1j6qKJRSTJ48mX/++YfFixfn+GEtP589LVq04NSpU1lOrLZt24abmxv169dPb5Pf7z8VWYcOHVi5ciX/93//l/4XFBTE/fffn/5/Ge+i1apVq/S5o9JcuHCBatWqAfk73rZs2ZKYmBiOHDmS3mbHjh1YrVaaNWsG6GO+Z88eTCZTeptt27ZRp06d266cLikpCU3TsiwzGo3pVSoy5sWrJMdXjjW6tEDXxYsX+e677/D29s6yvsyNd4Gms1f6Za+DgoLUb7/9ps6cOaPGjx+v2rRpk36llDFjxqiPP/44vf3evXtV48aN1TfffKPOnDmjvvjiixyXjVyzZo3asWOHunTpkvrnn39Uz5491YgRI7I87vvvv6969Oihtm/frg4fPqwGDhyY5fLEoniVxn6/ePGi+vLLL9Xhw4fV5cuX1bp161Tv3r3VU089VXJP/DZX0P2enJysjh07po4dO6Y6d+6spk+fro4dO6YuXLiQ7z6Vkvd7aSuN/S7v99JXHPs9Li4uvU2DBg3Ut99+q44dO5Z+1R6l9MuGt2nTRq1bt06dOHFCvfTSSzkuGy50+Tl+itxNmDBBtW7dWu3cuVOFhoam/yUmJqa3udVnj9lsVv369VNDhgxRx48fV5s3b1YdOnRQs2bNSm9z6dIl1bx5czVjxgx15swZ9cMPP6hGjRqpzZs3l+jzLYuyX3FXxrtoHTx4UDVu3Fh99dVX6sKFC+qPP/5QzZs3VytWrEhvk5/j7fPPP68eeughdfDgQbVnzx511113qTfeeCN9fUxMjOrUqZMaM2aMOnXqlFq9erVq3ry5+umnn0r0+ZYFb7/9turatavasGGDunz5slq7dq1q3769mjlzZnobGfPCudX3iJIa3/yc21YENxvvlJQUNXz4cNWtWzd1/PjxLJ+lma+sWJbGu8DBLqWUWrJkierRo4dq0qSJevTRR9WBAwfS1w0aNEi9/fbbWdqvWbNG3XXXXapJkyaqb9++auPGjVnWL168WHXr1k01adJE9ejRQ3366adZBkwppZKSktTEiRNV27ZtVfPmzdUrr7yiQkNDbdl8YaOS3u/BwcHqqaeeUu3atVNBQUHqzjvvVDNmzFCxsbHF+0RFFgXZ75cvX1YNGjTI8Tdo0KB896mUvN/LgpLe7/J+LxuKer/v2LEj1zaZ+7Fareqzzz5TnTp1UkFBQerZZ59V586dK5knXA7d6vgpcpfb67BBgwbq119/TW+Tn8+eK1euqBdeeEE1a9ZMtW/fXk2fPl2ZTKYsbXbs2KEefPBB1aRJE9W7d+8sj3E7yx7skvEueuvXr1f9+vVTQUFB6p577lE///xzlvX5Od5GRkaqN954Q7Vo0UK1atVKvfPOOyouLi5Lm+PHj6snnnhCBQUFqa5du6p58+YV+3Mri2JjY9WUKVNUjx49VNOmTVXv3r3VJ598kuV8Rsa8cG71PaIkx/dW57YVwc3GO6/vfQ0aNFA7duxI76MsjbemlMwCL4QQQgghhBBCCCEqhgLN2SWEEEIIIYQQQgghRFkmwS4hhBBCCCGEEEIIUWFIsEsIIYQQQgghhBBCVBgS7BJCCCGEEEIIIYQQFYYEu4QQQgghhBBCCCFEhSHBLiGEEEIIIYQQQghRYUiwSwghTfiGewAADfBJREFUhBBCCCGEEEJUGBLsEkIIIYQQQgghhBAVhgS7hBBCCCGEEOVKYGBglr+GDRvSunVrHnvsMb777jtMJlOpbdtvv/1GYGAgs2fPLrI+L168SFBQEDNmzCh0X08//TSBgYFcuXIly/JevXoRGBhY6P7zEhgYSK9evYqt/5J+nMyOHTtGYGAgCxYsKNHHFULkza60N0AIIYQQQgghbPHwww8DYLFYuHr1Kvv37+fgwYNs3LiRhQsXYmdXMU53Zs2ahb29PUOHDi3tTRG5aNy4Mb169WL+/PkMGDAALy+v0t4kIW57FePoL4QQQgghhLjtTJ8+PcvtgwcP8vTTT7N9+3ZWr17Ngw8+WEpbVnSOHj3K33//zdNPP42Pj09pb06Zt2bNGuzt7Uv8cV988UXWr1/PggULGDNmTIk/vhAiKyljFEIIIYQQQlQIzZs3T8/2+u+//0p5a4rGjz/+CMBDDz1UuhtSTtSrV4+aNWuW+OO2aNGCWrVq8euvv5KSklLijy+EyEqCXUIIIYQQQogK44477gAgIiIiy3KlFKtWrWLUqFHcfffdtGjRgpYtW/Loo4+ydOlSrFZrjr5mz55NYGAgv/32GydPnmT48OG0bduWFi1aMGjQIPbt21egbVu0aBENGzbknnvu4dq1a7dsHx8fz+rVq6lduzZBQUE51oeGhrJgwQIGDRpE165dCQoKonPnzowYMYJDhw4VaNtstXnzZoYPH06nTp0ICgqie/fuvPjii/z999+5trdYLMyfP5+77747vf1HH32Ua4Do+PHjzJw5k/79+9OhQweCgoLo3bs3EydOJCQkJNf+c5uza+fOnQQGBvLOO+8QFRXFhAkT6NKlC0FBQfTr14///e9/ufZ16tQp3nzzTXr37k3Tpk3p0KEDDz74IFOnTiU0NDRH+759+xIZGcm6detuNWxCiGImwS4hhBBCCCFEhREfHw+Qo+QvJSWF0aNHs23bNnx9fenZsyctWrTgzJkzTJ48mffeey/PPo8cOcLAgQO5evUqXbp0oVatWuzevZvBgwdz6tSpfG3XJ598wowZM2jSpAnLli0jICDglvfZvXs3CQkJtGvXLtf1//77Lx9//DHh4eEEBgbSp08f/P39+eeff3jyySeLPbtt+vTpDB06lE2bNlGrVi3uvvtuatasyb59+5g7d26u9xk9ejRfffUVderUoUuXLsTHx7Nw4cJcx3/+/PksXrwYgNatW9O9e3eUUvz444888sgjeQa88hITE8PAgQNZv349rVu3plWrVpw7d46xY8eyfPnyLG2PHDnCo48+ysqVK3F1daV37960aNECs9nM999/z/nz53P0n7afNm7cWKDtEkIUPZmzSwghhBBCCFFhbNmyBYCuXbtmWW40GpkzZw7du3fPMqdTREQEQ4cO5ffff+eRRx6hbdu2OfpcunQpY8eO5Zlnnklf9uGHH7J48WIWLlzIzJkz89weq9XKxIkT+fnnn2nfvj1z587Fzc0tX89lz549ADRt2jTX9a1atWLVqlXp2WxptmzZwksvvcSkSZNYu3Ytmqbl6/EKYsWKFXz77bf4+/szf/58GjVqlL4uKSmJvXv35rjP1atXcXJyYu3atfj5+QFw+fJl+vfvz8qVK3nttdeylCAOHDiQsWPH4uvrm77MarUyd+5cZs+ezWeffca0adPyvc3//vsvffv2Zfr06Tg4OACwbt06XnnlFebOncuAAQPS2y75//buLSaqa4/j+Bd0hAgiSBWlNNZQlRablosR70ZHQ41RM1WDKa0JQVMMtFRCqkaCmqYxaaoPNSbieInGSzU0ajCCVYgoXqCEpBBFDaAIRPBSxEsdROc8kJlzxhkUqlN1zu/zxl57r/Vfs5/4Za21d+3CYrHw/fffk5SU5NBPTU0N/fr1c+r/448/xtvbm7Kysm7XJCLuoZVdIiIiIiLyVnv69Cn19fVkZ2dTVlbGtGnTmDlzpsM9vXv3xmg0Oh1ePmDAADIyMoDOMMSV6Ohoh6ALICUlBfhvIOVKe3s73333Hb/++itGoxGz2dztoAvg0qVLAAwbNsxl+8iRI52CLugM+uLj46mvr+/2yrOe2rx5MwArVqxwCLoAfH19GT9+vMvnVq1aZQ+6AN577z1mz54NOP+WcXFxDkEXgLe3N6mpqYSEhFBYWNijmv39/cnKyrIHXQBGo5ERI0bQ1NREQ0OD/bptG+y4ceOc+gkPD2fQoEEu+x84cCBNTU3cvXu3R7WJyKullV0iIiIiIvJWGjlypNO1BQsWsHbt2i5XM128eJHTp0/T1NTEo0ePsFqt9q2PV69edfmMq+AmKCiIwMBAl2c3ATx8+JCvv/6akpISTCYTP/zwA7169ermzDrdvn0bgICAgC7vaW9vp7i4mMrKSu7cucPjx48B7CHXtWvXXP5OL6O5uZmamhoCAgL47LPPuv2cwWBgzJgxTtfff/99AG7evOnU9tdff1FYWMiVK1doa2uzn63W0dFBa2srra2tBAYGdmv8yMhIgoKCXI5/+fJlbt68SVhYmP3e4uJi1qxZQ3p6OjExMfTu/eJ/n/v3709zczN37tyhf//+3apLRF49hV0iIiIiIvJWsn150WKxUF1dTW1tLfv37ycqKgqTyeRwb3t7OytWrCAvL6/L/myh17MGDx7s8rqfnx+tra0u23bu3ElHRweTJ0/mxx9//EdbCe/fv28fx5VLly6RkpJCY2Njl310NaeXcePGDaBzVVZP5vXOO++4DPxs83v2kPq8vDyysrJ4+PBhl30+ePCg22HX897js+MnJydTXl5OaWkpX331FX379iUqKorJkydjMplcbmME7Cv37t27162aRMQ9FHaJiIiIiMhbad26dQ5/m81mfvrpJ9auXcuYMWN499137W07duwgLy+PESNGkJmZSWRkJAEBARgMBurq6oiPj+9yHG/vnp/+MnHiRP744w9KSkooKCh4bv9dsQUnrgIrq9VKeno6jY2NJCQksHDhQsLCwvDz88PLy4v169ezefNmrFZrj8d1l578jo2NjSxfvhyAlStXMmXKFEJCQvD19QUgISGBioqKHs2vJ+P7+/uzc+dOysvLKSoqorS0lHPnzlFSUkJOTg67d++2r0j7X7aAsqswTET+HTqzS0REREREPEJycjITJkzg77//ZuPGjQ5tv//+O9D5VcRJkyYRHBxsP7/r+vXrr7yWyMhItm7diq+vLxkZGRw7dqzHfQQHBwO4PP+ptraW2tpaRo0axZo1a4iIiMDf39++0sodc7KxrZC6fv2628K0kydP8vjxY7788ksWLVrE0KFD7UGXbWx38/LyIjY2lszMTA4cOMCpU6eYNWsWt27dYsOGDS6fsb2rZ78GKiL/LoVdIiIiIiLiMWyHzR8+fNhhe19bWxvgeivb0aNH3VLLJ598gtlsxsfHh2XLlnH8+PEePR8REQFAXV2dU5stVHE1n7t373LmzJl/UHH3hISEEB4eTltbm9t+u+e9r7KyMm7duuWWcZ8nODiY1NRUAK5cueLUfv/+fVpaWggNDdV5XSKvmcIuERERERHxGB999BFGo5GOjg7MZrP9um3L2d69ex3uz8/P59ChQ26rJyoqCrPZjMFgID09vUdfEIyNjQWgsrLSqW3o0KF4e3tz7tw5h4P1LRYL2dnZXZ4l9qosWbIE6NxKWl1d7dBmsVgoKSl5qf5t7+vw4cMOZ3Y1NzeTnZ39Un13x969e12uHjt58iQAQ4YMcWqrrKzEarUyevRot9cnIs+nM7tERERERMSjpKWlceLECXJzc1m6dCkDBw4kOTmZU6dO8fPPP5Ofn8+wYcO4evUqVVVVJCUlsW3bNrfVEx0dzZYtW1i8eDHffPMNGzduZMqUKS98LjY2lr59+1JaWurUFhwczLx589i/fz9z5swhLi4OHx8fysvLefLkCSaTid9++80Ns+k0d+5cqqqq2LVrFyaTiU8//ZQhQ4bQ0tJCdXU1oaGhLxUiTp06leHDh1NVVcWMGTOIjo7GYrFw/vx5IiIiiIqKoqKi4hXOyNG+fftYvXo1H3zwAeHh4fTq1Yva2lqqq6vx8fFh6dKlTs+cP38eoFvvVkTcSyu7RERERETEo0RERDB9+nQsFgvbt28HYPTo0ezZs4e4uDgaGhooKirCYDDwyy+/8MUXX7i9ptjYWHJycjAYDKSlpVFcXPzCZ/z8/Jg1axbXrl3jzz//dGpfvXo1y5cvJywsjLNnz1JeXs7YsWPJzc0lNDTUHdNwsGrVKjZt2sTYsWOpqamhoKCA+vp6YmJi7Nv9/qk+ffqwe/duFi5cSJ8+fSgqKqKmpobExES2b99uP2/NXb799ls+//xzvLy8OHv2LEVFRTx69Ij58+dz8OBBYmJinJ45cuQIQUFBGI1Gt9YmIi/mZX2TPs8hIiIiIiIidhcvXmTu3LkkJiaSlZX1usuRLlRUVJCQkEBycjKZmZmvuxyR/3ta2SUiIiIiIvKG+vDDD4mPjyc3N5fbt2+/7nKkCzk5OQQEBLB48eLXXYqIoLBLRERERETkjZaRkeF04L68OS5cuEBhYSFLliwhMDDwdZcjImgbo4iIiIiIiIiIeBCt7BIREREREREREY+hsEtERERERERERDyGwi4REREREREREfEYCrtERERERERERMRjKOwSERERERERERGPobBLREREREREREQ8hsIuERERERERERHxGAq7RERERERERETEYyjsEhERERERERERj/EfPUaOXGuMeoEAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "az.plot_trace(idata_lv, kind=\"rank_vlines\");" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "az.plot_posterior(idata_lv);" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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Nkw8Tg41firPOOouPfvSjP/M1X/nKV37ucTZt2sQ73/nOX+jcDz/8MCBbjfVmoWGsL5pNn1zOZ+IQ7NsPyTgMj0BXSkLuQkbewG4A8HRT0GnudRxVkSNRSMS0jTYalWCcTGn5zvwCbN0i/+FgyJbJGYZhGE8+pZK6pUAjr8kkayZTlnMed9wB0zNKfMfG5K3ouEqGWy1NxqQS4Pl6TaUqsdj3XApF+eXXarJU6u0C39P0S6UCgYBPNGqxzjAMw3jiaTR8cnnAVz6WTEIkophTrXlMTwOerCKGhiQEz89rUWqrXeAslOR7X60qz2u2tCA8GgFcNQKlkrIF9Frwo9vg/HN9PE/LxU0QNk4GTAw2Tih83+cf//EfCQQCZhFh/EwaDfkozs5qBCgegaEhLReolmFmTomvB2wak5hbLskKolzWzUO9nRwvHXbcZhOKZd1MDA5og20yAV01n1LZIZ06Xu/YMAzDeLpTra4KwfE4xONrE9Zm0+O22yTm5pdh8xbFvjNOd8jnfZbaC+TwFe9iUU3ApNNKfiPREA89XOHOnyq+ZRYgnZCH/uCgT73uUCxJEA6FLFk2DMMwnliKJcDX1EsyuWp/1Gx6zExL7A1HYGREr5+Z9ZiYaH9vQZ7AjeaqHVLYURyLDSjH63gP12qweRMcOAiVMtz/AOzYrmaigX4ThI2nPyYGGycEjzzyCD/84Q+5++67uffee3nFK17B0NDQ8b4sY51Sq2m0aCkrn+BISItyBts3AVMzCvq+D+Pj6ppyXHBQBdrz5Btca2+gzeWVNBeLurnwPY0V9fcp2U4n1WUcDkM94tsyOcMwDOMJx/f9Fe/EYwnBALfeCo/uh8Ul2LIZBvpg0ybI531CISXPjbq6psolWR5llpQ89/T49Pc7bNuqbqkHH9DkSyIBI8OaqEkkZBeRz0N3t03DGIZhGE8c1aovawhnrf2R53lMTSs/CwRhwxi4rkux6DE5pVjVaCoXiydXffS70/IIrtXVNTw8pC7hQgHm59Tks3kjHJiA5Zz+dRx58o8M+wSD7s++YMM4gTEx2DghePDBB/noRz9KMpnkJS95CX/wB39wvC/JWKdUKj6lEhSKPvfco6pwukuib6kEk9OrXVGjY9DXqxsLUKW45Uns7ZBO68OXlRTNFvz7d3SjMDUF27ZBJquEu1hUYmzL5AzDMIwnmnJZxcpAAGKxo5+/626Pex+QkDs6oo/xcW1Mj8UUx3xP1hKxGDS6IFdQbGw0NDabL7Zo1AFf1hLLeUgXIJ3qjOv6BIIOraZ8GLu7LN4ZhmEY/3HWFDxjaztzZ2bkX++6auIJBl2aTY/9B7TsO5+HjRsl/A4NahK0VnNoNJQXJuISimt1FTWTScW9XF4xcXyDJmoqZdh/UH75Ew0YGfGIRU0QNp6emBhsPG7OPfdcbr311uNy7ssvv5zLL7/8uJzbOHHoBPxK1ee+BwBfwX7L5rYQPKWk2Pd1o9DXp8S42RklciDgguco6XXd1Y9AQM8FAg6nn+5z64+UJJfL4AO1BmSXIR63ZXKGYRjGE0ur5VOp6vN4nKME2L17PW69TT74vd2wbaviXLUGzTq4QQj5q4Kw7+v7QgFtVV/Kygcfv0mxpO5hx4VgAJaX1GkVjug1G8d98nkJwoWCCqaGYRiG8R+hUlHB03XXFjzn5jxKJaC9+C0akTh76JBsIZaWNPUyOAibNkoELpfVIFSvK2Y2W+ocjscccCAdb8fVtvgcjarbeGZWse7ABGzbAlPTMNDnkUo5ZhthPO0wMdgwjKcNxRLU6j4PPAC1iirAO3bI4mF6WoKw68LQAAwPyxbCQ37ByYS8qcJh/RsIrFaBfd9XAt3+2LULHnxIo7UHD8Hu02B5GYYHZSvhBmyZnGEYhvHEUTrMQ7GzSKfDxITHjT+U7UMgALt3Q3cX4Ci5Dgf10dm567WLoE1PsbJaBddRDAuEXBbmlVyXilqiWqpoEU88InF4aUldV7m8LCNKJZ9EwuKdYRiG8cvheT7lth9+IrFa8MxkPHI5PT48CPG48rOFBY/MEswtQnePipIbxqBQcKjV1BzkuBKCGw3ld54vgdgNQCGvYunAoKZiYlGIxmBkVHYRwYC8hDeOw8Ii1Bs+6dTR8dcwTmRMDDYM42lBpeLTqPs8+KBGhcJhOOWUthA8pcAeCmlD7OCAkuJ6Tc97LY0eOY5uHFwHXNcjGJRQHGon0cGgPpIJOOds+M531RmcyUBf24/Y8yGV8imVHOuWMgzDMP7D1OvqbgIlyYdz6JCE4EJRnU/nnQOJpF6XzaroGU/Ie9FxFe+aLQg0oFVRx3AkAi0fImHoHwzQ3QW3/wR8F5oNJcX5nPzxo1EVVVMpn1TSoVCQ4BwI+ESjliQbhmEYvzjlMuDLD7gjuObzHpmMnu8fgHRaQnCx6DEzo3wPH7pS8rUvFBzKZQnB4bBE4EpF/5aK7f0wjr7ueOb398kSqVaFelNxLhhoLxn3YHpGXce5HPieTzqNxTrjaYOJwYZhnPB4njymZudgsb3IbfsOeQBPT0msjcWhK62KbzSqm4NSWWKv6yrgt3wtFzjcM9j3JfDir36NCwMDGlU6dEhdx+kuyJc01pTNSjSu122ZnGEYhvEfo3TYGGswuBpTDh3y+MntsijyWnDWGfJZ7OtR967nQTKlxHcxA/V2AlyptKdiXBVJ4zFIxhULW01fdhEuNGrghyDs6hjLOcXSUFidVJs2+cTjGsctliQIh0IW8wzDMIzHT7PpU23bICXaNnvlssfsvD7v6oLeHgnB9bqnac+yipR9/RJzCwWYX/Sp15SrldvNPo2mGnoiEQnNAVd5XigEpQLsPyBv/XAEgi356HenVVBdymr6ZWFRu2FyeSt8Gk8vTAw2DOOEp1SS79OhCVVzhwb0+KFDsDCvrqhkCoZHIB7VSGxn5LZShkhbEHb8djIMeE11T7Vaq4vlOjcVvge1GpyxGxYWlFwvLen4y3no6dI2XFsmZxiGYfxHqFS0Wd1xWPGi9zyPQ4fg/gcUg/Bh62Z1//YNqIOp3lRS3agrSW56el0wqKJlqN0RHIsrKQ6G1Ak1N6vzhdojtaUSBNNKovOF9hKekITkpSXo73doNtW5XC4raTcMwzCMx0vHHkJ2fQ7VmgRfPImyQ0MSgj3PY2ZWxcd8XrldLKZY9dO71dDjoYmYSERxKt0NyZjiYySq17gBxcCZWZiclD/w+KjOFXShWJaX/uaN2jdTLkEG2UgEA5qMsWYf4+mAicGGYZzQNBo+tZqW2lRqEnPjCQX3uYXV8dixthDcbEK+PfrjNdXRGw63F8i1cRygvUSuo+OufO7DI48qQU4lYMMG2PeIzh+PQahP3VdLy6sdyLZMzjAMw/hF6Uy9gOKI6zp4nsfEBDyyTzEOB3r7oL+/vT29CpUqRCNKkPMFPdY/oGMk4rKRiMckDLuuS73usf+gNrInEy5+SklxqQAHD0oITiUVP3M5PRdoi8HJpEci4VCvq3u41TK/fMMwDOPx0WiomxdWbZAy7cmWSFQWDR0WM1oY17FwSKcUy+6+W1Og6S69PhFTYbK/XzlgLOZSLq/GU/C45dYfc+hQgVZrlO6uU5mecRgZU+6Wzcs2qVLVEvLJKXkM1xvqMu7tNTHYeHpgYrBhGCc0xZIS5qkpVYIDQd0QzM4oGe5Kw9iobigcR+O0raaS5HSXgv7YqPyfHk8Hr+/71Os+j+6DhQxs3wbzc1ogV65AvCJHiYEQFIs+OI4tkzMMwzB+YSoVjbsGAopVIAH24CTMt8dnIxEYHZYQ7DjqAnZdfWRz0KxDXx9s2eyo6ym4NhZNz3hMTq3aIw0Nu6RTOmejrrHYmVk9192lEdpoVh3FlarsmTZvcggGfZpNTc1YAdQwDMN4PJRK+jcSUXyq1jxKBT02NKiCJUCh4JFdUq5VralL1/Ph/gchk4VQBHZs1zK5jRtWF815nk8+v+q7/+///g3e856/Yznfp0XiXoPBwQu49Nkv4vzzT2HLJoiFlUv6fttisC1Iz8zqnP39kEj4R8VTwzjRMDHYMIwTlmpV46yZrLyjmg11K83MqNs31Q3DQ/KBCoeUtDab+ujqkT1EIgHVqoJ5NPrzLR0cx2HjRlhY8MkXVJkeHVFSPDen7uNgqL0IwYF43JbJGYZhGL8YzaZP5YjN6s2mx0Tb/shrAb5iXG+PBNiZOSWv4RAs5VQgTaZg40aHZJI1RclczuPgBCvniMVg6xYYHw+ytOTgeXDhhT7ZZSXrC/PtEd6QOqSyMYnM5ZK2vcfjjsTguonBhmEYxs+nVlMRkcNskLJL+jeRgGhUgm615jEzp3hVrWoBeL0BJU8TLQ5w+i6Jx8kk1OoO4bBHtQZLGX1PtQY33vRD/tdf/guJxKsYHL6YSHiAam2aQu6r/N//+00ajQDF4jb6+7VMPJdTTN2xXd+fy6vgWsgr7gZNSTNOcOxX2DCMExLP07ZYz/OZnWn7+Dbk89towsCguqWiMXVUzc3J+7daUwIbcvV4KOjQainZLZchFvMJhXzqDahWlNjW6/q3UdcNheer8lws6aZgbEw2Ecs5idLRGGR93djkcurQsmVyhmEYxuOlM84aDrMSO5ay8ghezoML9PUqnvX2KsZ5TYjENOIaDgCuPA8PF4LrdXUCLyzo+IGAlqGOjrj4vk+p7LO0pAQ4GnV4wfN9lrKwd6+mYAbbnvzZrDqFSxVYXIKNCR9waDUlZFvHlGEYhvFY+P5hNkgxxah63aPQ7gru6dG/nucxOwu1isTYzJIaf2gp/vgunLbT59ChO7n//nmi0VFOOeUM6jUH31de6LUgEvH5+DXfIpF4Lj29v4njSGiOx7cRi/1X5uf+hltv/SHbt21lwXeIRGBqRtdRr8PGTRCLSAheXob+AZ94HNsLY5zQmBhsPC248MILOfvss/noRz96vC/FeIool5WsZnOQW5YQjKMbhbFRGBxUUhyLQWZRXobVqpa7OWg5TjzuUKn4FIpQLEoobtTV7asEfK2X8OEs5zQ6lF3WsUeG5WG1vKzEO9QeMcKFVNOnXHYIh5+qn45hGIZxolKvt0daD+uWqtc9pqZkE1GtQH+vvIKHhhVrqjUtxSkWIBJUfNyyCWJxh0hEyersnMfkpAqjoKLmlk0azS2X1YmcTvv4vp6vVvXcsy72KZfg0BRkliHZ9h6emIJtm6FahsUFSKcVD+t165gyDMMwHptqVbHIcZSrgYqMoK87Ng9TU+oWXs7pe3wP6i35BZfLMDdzB3/713/H4uIkvt/AcaIMDp3Ny6/8Tc48ew99PYqVN934INnsHP1Dr1oRgjs4jksq9WxmZv6EYvliunu20WxKpM7n4ME8LC627SnCkCtKFE4lV6/dME5EHkPmMIyTj5e//OW8/OUvP96XYTwOmk1fHbqez/w8tDz5FFYrsoQYGlSiGouoM7fafi4RBxwtBehKa0v71Iy6e31fI0Ggz5tNdRiHQ+q6GhuVP/DuXe2RXXTeUEiJbzqtZQXVurbQtpqqWFerqmI3m7pewzAMw3gsfN9f8VCMRVc9fjMZJaPLy4pVPb2waVyFzFKpnSDX1DHlBmB8XJ29yQSUyh733udx8KCS70gETt0JO7Y5NJsO2exqgTUQUEEzlVKS3mzKc/+MMxRb/ZZGdScOgd9UV3Ctrs3u1ZpiXK12nH54hmEYxrpnTVdwu7u2XvfIHdYV3Gz6HDrkMT2jSUzXVexptaC/T3Fv796f8tGP/i/K1c2MbPgbtmy7gZGxD1IohPnkJ/+MuZkb2byp/b3VDK3WApHw2DGvKRI9hVZjmnBwhsEBGBrS1Ex3lyY+8/m2JeCCcrt8Qf8axomM1e0NwzjhKBb1b7miLqlKpd2NVIPxjRJmY1HdKBSKEoJDYXBcCcHd3YADc/NA286hp1ffE40p0a7XHRqN1XOGw6r+hkIO27Z63He/bkhCYQm/vq+bk3xBAnQyoQV18/PgDMnfuF53VpYAGYZhGMaRHKtbqlrTmGw2qzjXP6ACZbOpeNNoaKIlEJRw29eryZdkUp6M99yzGq9Gh5Xk1usOS1m08ZTOkjqfQECe+PWGYprnO4RxSCR8tm3Ra+fnJQofmIDRpnyJSxWIlyUit1pmFWEYhmEcm8OLj528aDkHeIphoZDD7JzP9JwKnfG4crZmE1Jd2hHjBny+9KXPEY+dxeDw/1jp9o3FdxGNvZvJg6/jox/5M/ac8U3KVYee7m5q1QeoVh8knjjvqGuq1ydx3RRbtyRIplTULJVhfIOsJnwfDk1CNgOlgpapFoo+iQRmA2icsJgYvM5otVrccsstzM3NMTQ0xEUXXUQgEDjel2UY64bOsgHP95mZka1DqSw/qFhcSXA0qseKRSXOvg+hoMTevn4Jwo/uUwLto62wPu0O4qo6fvF1nlJJr2t58goGn1gUBvq1kM5B3+v7EI1rocDcvLytmjF1aS0tqUs5ncbEYMMwDOOYeN5qt1QiAW57XCWzpEWp+TwEIyo0xmMwv9guhjYVY2JxxZlkUrHG9+Guu9VRHAjBKdtl3zA9Aw4+jqOFp66jeHngALiBxorFUbUCGzf6hIIOA/2wmIGBAcCR53CuAJElCAdheESWTamUvIOrVV2HYRiGYXRotXwq7Y7aTldws+lJDEaduMs5n9lZCAWUW+XzWhQXTUAqoQnM/fsfZmlpgYHh1x7T9qFv4PeZmXond9z5IDtPPY1nP3s3w8MJspmPE4ufs+Z7fN8jv3wDwyPnsG3bWSQSiruNhuJsd5c+5sLtvTDLioWFgh43G0DjRMXE4HXEDTfcwLvf+XYmJqdXHtu4YZT3vPcvuOKKK47jlYnbb7+dq6++mte+9rWcf/75fOxjH+Ohhx7CdV3OO+88rr76asbHx1de37Fc+OxnP8vHPvYxfvCDH5DJZHj729/O5ZdfDsDevXv59Kc/zZ133kkul6O/v59LLrmE17/+9XR1dR11Dddffz3//M//zOTkJN3d3bzwhS/kDW94wzGv98EHH+RrX/sad9xxB3NzczSbTTZs2MCLXvQifvu3f5tg29BuenqaX/3VX135vgsvvHDl89e+9rW8/vWvX/n6a1/7Gl/60pfYv38/AFu2bOFXf/VXV97PsX5WF1xwAZ/4xCe4//77KRaL3Hrrrb/Ij904DN/3V7qC63V5AZdLHQsGGOuXGFuraWy1WtNHMq4keWhYHlMPPiTRt1ZXV+8tt7abox7DxcHztLW21VS3luvCls0SkbPLSqSbvp5Ld2l5z8ISJJKQSLVvYCIwNOyT8m3ZgGEYhnE0K91SQVk8AFSrHovz6gqu1qErJf/DbA4qZYnBqZSS6q62SNxqqXA6cUiiba0OG9pibi4nyyTPV/zMFSQEN+q6hlRKhsKNBkzWwAnAxg0+/f0OPXN+u+tXy+oyGVhaVDHWQ11ezSYEA4rDJgYbhmEYh1MuA74Kkx0/++VlwJPVn+s6ZLM++BJeHR/2Ptq27etWzuU1IJ/L02rliIQ3HfM8kehpBAJparVFdmxXt/EfvuUvecfb/oDpyT+gp/c/E4nupFZ9iGzm49TrE/zeG/+UuXmH3t7V+DU3pzyuXtd+mOUlyBdlkdTTA+WyuoM7S1oN40TCxOB1wg033MBVV13FZdvDfP6qHnYPBrlvvsn7b17iqquu4tprr10XgjDAfffdx2c+8xkuvPBCXvnKV7Jv3z6+//3vc9ddd/GJT3yCsbFVL55Go8HVV19NpVLhWc96FoFAgN7eXgB+8IMf8K53vQvHcbj00ksZHBzkwIEDfPGLX+RHP/oRn/zkJ0mn0yvH+tSnPsU111xDb28vL3vZywgGg3znO9/hwIEDx7zO66+/nptuuomzzjqLiy66iFqtxh133MFHPvIR7r//ft7//vcDkEqleO1rX8s///M/A/Cbv/mbK8c455xzVj7/0Ic+xHXXXcfAwMDK/8V3v/td/vzP/5yHH36Yt7zlLUddwz333MOnP/1pzj33XK688krm5uZ+yZ+6AauJsuOoK7hUViLroAR4aEgdUg6yhyiVJAInUjA2JiH44Yfby+KqEninp5W4RiKq7EZi6nICibtOp/W3/XmjqUU5Bw62rSViuqb5eV1DLaAq8cKCKsaplG5gFtvCdT2tcxmGYRhGh44XPshmqEMmA0tZLSh1HIgnNHFSyEvY7evVtEt/n5LVUklJbLkCByfAa/lkFu5nZmqOaGyQ8U27tWXdW41vvqNO5K4uGN8YolapkMkqjs3OqQC6YdTnlFMgext0pxVnmy1dW6UKj+zVMYZLioG+r0V4Nj5rGIZhgOJcx1M+keg85kkMRnlapeJTKCinCgXhjjtUaEynYaAPJiYVewYHEoBPrbaPWPz0o85Vr0/i+3DaqRFiUZhfgPPOeTZ/8icf4aMf/SBzs3+B64QoFW9kw4Zh/uRP3sP2Hc9gcVE5W2+PYnEpCUsZNf+EQ7IaLFUVH8fHlG+mUqvvxzBOJEwMXge0Wi3e/c63c9n2MP/yG1247a7BCzaE+ZdXhvi16/L8z3e9g8suu2xdWEbceuut/PEf/zGveMUrVh778pe/zAc+8AE+/OEP86EPfWjl8Uwmw44dO3j/+99P9LD5+Fwux5/+6Z/S1dXFNddcw8jIyMpz3/rWt3j3u9/NNddcw1vf+lYADh06xCc/+UkGBgb49Kc/vSIov/71r+c1r3nNMa/zd3/3d3nrW9+65mfm+z7ve9/7uOGGG7jrrrs488wzSaVSvP71r+df//VfV455JHfeeSfXXXcdmzdv5hOf+ATJdrnwda97Ha973ev4whe+wPOe9zzOOuusNd9322238a53veuozmHjF6fZ1KZzkCA7Ny8xuOVpzHV4WBXkRl1Cb7EIkZC6qLZsgnTa5aG9HtllJa7VCszMagHc1i3aqg6qOIfC7U6rmJJq13XxfX/FB/FHP4aDB2Hffjhjt7qP0yl1BIdCEI9CIgYLi6oa+46E51we+vpMDDYMwzDW0lkaF46ogwmgXPZWunkr1fZi1KhE34VF2RUFg4pf2ay6g2MxdVsdesTnp3fezhe+8M/Mz+/HdZO4bpDe3k1ceeXL2LNnDz29MDKkcddYTJ1NyWSAxUVNxDQbKrhmFiUIjw7Dhg0wO63iaams1+Xbse/BB/Wavl6fZtOhVrPxWcMwDEMcK87lcoojwaAmJ5dzPqGgJlwefUSTLckEnLKjLQQ3AAfOOec0+nrjLGc/TzT23qNsH4r5b9Df57F9x/nkcvq+5RyMb7qE//H2i5k69Cj5YoGBwT/lt3/rFAb7A1SrHuEwTE0qvoXDKrh29sHsP6gYuJxTTre4JM/8ahXicd8mP40TDvfnv8R4srnllluYmJzmbRfHV4TgDq7j8MfPjHHw0BS33HLLcbrCtWzcuJErr7xyzWNXXnkl4+Pj3HzzzWSz2TXPXX311WuEYICvf/3rlEol3vSmN60RggFe+MIXsnPnTr797W+vPPbNb36TVqvFq171qhUhGCCRSHDVVVcd8zqHh4ePEs8dx+HXfu3XAPjxj3/8+N5w+3pB4m/ysLnHdDrNa1/7WoAVMflwdu7caULwE0TnBiIY9JmaUmBezuuPWDwCIyNts/+SfAsDAejthW1bJQQfOOixuKDu4lIRZmb0mp4uLZarVDTeWq9LKM4sqmv4kX1w6JDH0pJPs+UTjbqcskOdT9klvWZ4UB3IAdQNFQzq5qDZUsdwraru49lZHd8wDMMwOtRqvhaWOhJ8OywsKs6VKootibbYOzUl+yPflzVRqSSP4FBY9kWFos+/f/d2PvaxT1Ao9jM89gHGN32E/qH/TrEU5OOf+H9ZXPg+WzZBVzf4vkO57FAoKEY2Gg6plIqhXUnFx2wWpmcV+2Jt66Utm9tTNRGJ1cvL+ugsX63VVYQ3DMMwTm7q9aPjnOd5dGSDRAIaDZ9Cewpmbg7mFmWzd+pOia+VkmJUXx/EYg5v+W9voFT8DjNT/51K+ae0WmUqlUdYnPtrlrNf4Oqr/4hc3mFuTjHKaykHDIcd9py5nQvOP5vx0Z385CcOBw9KCB4c1KRpwJWdUigEGzcoj1teVizs61WB9NAh5XXl8mrHs2GcSFhn8DqgYx2we/DY/x27B4JrXne82bNnD667to7gui579uzh0KFD7N27l2c84xkARCIRtm/fftQx7r33XkCWE5OTk0c9X6/XWV5eZnl5me7ubvbu3QtwVOftYz0Gsqi47rrr+Pa3v82BAweoVCprkpLFxcXH9X4BHnroIWCtbUSHc889F4CHH374qOd27dr1uM9hPDaHJ8qNpgTW3DK06lomsGFc22YbNY3UxuPqmNq6FVIpl+kZj6kp3UDkcloKEAppY23Ll0gLq37A4XDbIiKg4B9w9XjAhXDYI5WC0RFVgqdnlIx3tbfbTkwqOY6G1cGVXdaxQmF1WFUqei+dirhhGIZx8uL7/kqxMx5b9R0sFjU6m89Buah4kkis2hyRlndwsyWBOJ2GwQGHatXnob0+//xPXyQU3sbg8FtWt6zHTiEa/R9MT/4Bf/eR/49nPetS6nWHaNQnkXAIBHSsZhMqFYeebp9mQwXTagWKIV1ne+UC3V2Ka42mEvdIGA4eUuzt6mr77ddtGsYwDONkp9RejhqNrMa55XZXsONCIOhQyPtEQvK3zyzJJmJsTHFpelrxpr9Xx+jrg2c967n8xV98gL/68F+xMPc3eF4F3yvR1x/hf/7PD3LmWc/EQZOjhYL+PWWHLAF7uzXZufdRyC/Dgw/rGrduUTNRpaJCa3+/crgNG7RMbn4BLjhfTUWVsnzzk4nVxa2GcSJhYvA6YGhoCID75ptcsOHoebr7FpprXne8Obwz91iPFzsbvoCenp5jjkzk83kAvvjFL/7Mc1UqFbq7u1eO2dPT87iv5+1vfzs33XQTGzdu5AUveAE9PT0Eg0GKxSL//M//TP0XaNEsl8u4rvuY53cch1Inm3sc12Y8fg5PlKMRn0celeBbLEIoAvGkvBIbdVVrA0Ho6VYymk67ZDIe+/YpqC8u6mYgEJC4G4sCviwmqjUlu56nribPW71BwYFAe+t6KKibl1hMC+mmpvWxY5sWxvX06PoCQYnSnW7lUL1dVc7pJiMUOo4/VMMwDGNdUGnHHddVXOmwmJH9QqMO9aaKjpGILIpiMejpg1hEcSmdcojHdYx774OHHniIxcw8g8OvOeaW9Z7e1zGx/9c4cODHnHnWMwi4ikmplAqozaZDKOTj+w7d3T6ZJcXNcklxDF/XHQzIKqlQgMkp+RTPzMhHuLfXx/NkFWFisGEYxslLteqvLOGOH6MrOBIGfCiW1XizlFH+NDAoEXZySlZ84TCkutS5W28oJ3v2pc/l9NOfww9+8DD5fJ7x8Ri7d+3GDTgEXB3XDaiJJxLp2CI55HIqbO7a6XNwQvtgJqcUc0dHtW+m5akBaeO4bCvCIQnAuRyMbID9+1QA7R9U41K9jvnkGycUJgavAy666CI2bhjl/Tcv8S+vDK2xivB8nw/cXGHT+BgXXXTRcbzKVZaWln7m48nHsT460XZZ//znP8+2bdt+7us7x8xms0fZShzreu6//35uuukmLrzwQj70oQ+tsYu49957V5bFPV7i8Xg7aGWPEniz2Sy+76+8J+OJ5fBEuVbXeOxyQUE5GYax0XYXU02CblcXbNyo5DiX83igvTBufl7dVJ4vYberWwtwTj0Ftm1TR1StpqUFhaKS8I51REcY7thIZLMSdAcHJDzn80qAN2zQNeaW1SkVjajTq1CAQEidW/NzqnLH4z/7fRuGYRhPfzqjpfE4K8XzfN4jn1/1KYxEVLyUhYM6gsdGNRETjzuEQhKIH3rYJ5+HpWwezysRiWw45jkj0e04ToJCYYq+XodCUbFteRm6ujRBFQw6dHX5NFvqPl7MtJfpFNUBVWkvu+vuhlO2a6lqoX29U9OykAAl7J7n47qWIBuGYZyMdHa+xGKsxILlHLSaElyjUSiVfYIuLLaXkgaCinPFovKuWhXGN8DQgATjpqO8LxSERx91CIV3sn2HOn5Bu1x8B4Iu4Orxnh5otRyKRZ9sVuLzYD/s2KFryGTU/ev5yt9ans6VzyuH6++HR/dp58yuU2FyQnE6m1U+GI+bT75xYnHCeAZfc8017Ny5k507d/LTn/70qOeLxSJ/8Rd/wXOf+1xOP/10nve85/GBD3zgmN2a641AIMB73vsXfH1vjV+7Ls+tk3UKNY9bJ+v82nV5vr63xp/9+fvWxfI4gLvvvhvP89Y85nke99xzD47jsGPHjp97jN27dwNwzz33PK5zdo55rP/7Yz02NTUFwDOf+cyjfm7Hej3o/+HI99Vh586dANxxxx1HPdd57JRTTjnm9xq/PK2WT7lzAxGXV/BCu7s3GoFUUkG80ZAAG42pWjww4FCu+Nx3v0Z/pqZ1w9BsL5vr7dPNwZ4zYPt2h1DIwXUdYjGXwUGXbVtdzj7L5bxz4fTTYfNmeUh1damiHA7rOjoL4QIBdUItLekmZWBAibXn6+ai1tANT60GS8vylmq1zEfRMAzjZKZe12JSnNXuWc/zyGSgkFfRs1KTCJtIwOyc7I1GRlTMjET0vckkzM37HGq7bg30J4hEd1GrFx7jvFnS3a9gcmoXP73bZ2HBp1D0qdd9MhmPctmj0fAJBh16uh0ScehOa4Q2lVYHcDqtuDe/oC6qkXaCXi6rOLq8rNiIb175hmEYJyuNxmqc69godLqCPU85les61Kpq/FleUl4XjSrPm52VZURPt/KrZFLNPU0NTnPPfcrJXFeTovG4YtXiInhNCdAjQ4pH0zMwOekzN6dz1DrLxIOwYUyToumkztfx6i+V241JLRgf0zkzGV1f/wA4vjqKczk1FVl+Z5xInBBi8MMPP8zf/u3fEn+MVrpyuczv/M7vcO2117J161auuuoqtmzZwqc+9Sl+93d/l9oJ4Oh9xRVXcO2113JPuZdLr83S95cLXHptlnsrfVx77bVcccUVx/sSV5iYmOD6669f89j111/PxMQEz3zmM49ppXAkl19+OfF4nI997GPs27fvqOer1eqKrzDAr/zKrxAIBPg//+f/rOkELpVKXHvttUd9//DwMAB33XXXmsf37dvHZz7zmWNeUzqdJpfLHfP35bLLLgPgk5/85JoCQ7FY5BOf+MSa1xhPHNUq0Dbvr1RgclKV5GZDy2tGRhWsq1UlzV0pdd02Gj53360xo6kpdTXVaroR6Gt7TZ19Fmwcd2g2IZ/3yRd8CgWfYlEfpZK2oUcjDkODDtu2Opy+W1XpwQFo1nUttZpuPlreajV5ZFgV6EpZ5wy6uumoVHTt+bwlx4ZhGCc71fbtRiR8eFewks98UYJwOKSYVSgqznQ863Hku5hMKAY+8gjgy9ooHNlFT98F1GsP4Ptri9y+71Ep/jvd3SOEw6dw10/h9tvhJ7fDd78PP7ixxk9uh4MTPuWyTzjs0N/vyJc4JQ/jdErCbzQigbpSgeERWSU1mkreZ+cgFFJSfALchhuGYRhPAtX2FElH9AXFuVZ72jKVhEbTx/clqFYqyttGh9VAMzunPSwDg8q36nXlfPmcxN25OX294xTlaOGIvi6WYHFJQvH0NCwsKC9reSqkptLK0RoNNQ2FwjA0CMm08rxCXjYSzaa+P5tTZ3CibQE4PaNmoVAIlrMSkMvl1fdrGCcC694motFo8La3vY3TTjuNTZs28dWvfvWo13ziE5/ggQce4PWvfz1vfetbVx7/4Ac/yMc//nGuvfZa3vjGNz6Vl/1LccUVV3DZZZdxyy23MDc3x9DQEBdddNG66QjucOGFF/LhD3+Ym2++ma1bt7Jv3z5uuukmuru7ectb3vK4jtHT08N73vMe3vGOd/DqV7+aCy+8kE2bNlGv15mZmeHOO+9kz549/PVf/zUA4+PjvOY1r+HjH/84v/M7v8Pzn/98AoEA3/ve99i2bRsHDx5cc/xdu3axa9cuvvOd75DJZNi9ezdzc3PceOONXHzxxfz7v//7Udd07rnn8sADD/BHf/RHnHXWWQSDQc4+++yVj1e+8pVcd911/PZv/zbPfe5z8X2f7373u8zPz/Mbv/EbnH322f/hn62xlpUbiIjPo4/C1IzGhbpSkEy1O5VKeiyZUIU2EYe772lvoZ3XGG21phHbgT4tvNm9G3p7HCoVjxtv/AkLC4sMDPRz7rnnEQj8rBqZQzgM6S6fVFpb3hNxVZIbDV3LzIy8pYZHtDyuXAHfVfW5XIFuX9Xq0ZG1/pCGYRjGyYPn+StFwU4s8DyPzJISYtdVMptKaeplclKi8cYNijeppJJr34f9B/wVC4mZedi71+H03bv44U2fp1z6Nl09v04kspVadT+57OeoVG7nDW94Lxs3OxRyEp47nU6tZotKFfYdhPPP9tmxAyIRh4EBf8U2qViCrrR89isVmDikmNzXo2Q7X1AhtrNDt9HQpE9naZBhGIbx9Mf3fWqdOHfYcrVsViJrtG0bUa76OI4WxJXLiomJhJa7eR70D8GGUX1vuSzrP9+X9V6zqSaceFSxJhhS40+trrxssQbZ9j6ZwQEJwLW6LI+cANTKmrRZWlJcHRpwyGR9RoaVx0VCUGhIEI5FNQnz8CMSkC94hqySZudkpbScU+dyPO4fc2eSYaw31r0Y/Pd///fs3buXL3/5yysdmIfj+z7XXXcd8XicN73pTWuee9Ob3sTnP/95rrvuuhNCDAZZFVxyySXH+zJ+Jrt37+aqq67iYx/7GF/4whdwXZdLL72UN7/5zYyNjT3u41x88cV85jOf4XOf+xw//vGPue2224jFYgwMDHD55Zfz4he/eM3rX/va19Lf388//dM/8ZWvfIWenh5e+MIX8vrXv57nPOc5a14bCAT40Ic+xEc+8hFuvfVWHnjgATZs2MAf/MEf8MxnPvOYYvBrXvMaCoUCP/zhD7nrrrtotVq89rWvXRF5/9t/+2/s3LmTL33pS3zlK18BYOvWrbzhDW/g8ssv/8V+iMbPpVZTldhxlHDuP9CuJLc3p4+NQbmqgE7bA3h0BO67DyYmFJR9TwJsIi6heHgYdp7i0NUFX/nKN/izP/sQs3Pz+F4DzysyOrqB//dP3s1LXvwSQDcavg8+gL/69ciIKsylYnuZXLztTeXrGhcyGjdaysD+g+oirrc/mk1dW6Xik0phPoqGYRgnIbUa4MsXMRhUHMhm2xvMK7I+cgMSfCsdr+BedSYFg4odoZDPwqKS0nJJBdADBzShctEF4zzzwov5u//9AaYnvgM08bwyIyNj/NmfvZ0XvOBCWi2dp5OYlyoAjjqoKlpGNzDo09sDyaRLf7/HwgI0WopnXV3qYq7X5OfY1aVrqFSUHC9ldM3Ntk2SeeUbhmGcPKzEuQCEQque+I2GGnU29IPr+tSrEnlzuXZXcD/MzuuxVFoduOGwQzbrMzmpGBdqL3NLJuQF3GzJA7i7S4XTYLDdQVxQnFpeVqdwV0rFTNeFZFz+xLW6YqjnQSrp09fjUCr59HQrD/V9CcuFgmJyAMguyTqi0/yTX5ZgPDjgU6s5K5YYhrGeWddi8H333cff//3f81/+y39h+/btx3zNgQMHmJ+f55JLLjnKRiIej3POOedw0003MTMzc9TiMeOX56yzzuKjH/3oz3xNRzD9WWzatIl3vvOdj/u8V155JVdeeeVRj996661HPdbT0/OYxz7W6+PxOG9/+9t/5vkvv/zyxyX8nnvuucc8h/H46VSSQyEF/qkpia9dXRJ+QwElo5WqAntvr/wL9z6isaKOR28yKY+prVth07hDOg1f/vI3ePOb/xuJ1IsY33SVOqZqB1le/jxvvvrPed9fhHj+85//mNfWaGhZXGe5Tz4HqYS2vS9n1WEVj2lkaSEjT8VKVTcstZqqzMt53bzYlnXDMIyTj87kS/Qwr+BsVqOpAVcdUvGYbCIWM4oVG8eVrEYiio2lssOjj/rklhVrpqaV/G7aBM+8BLqSz+JZz7qEe+6+i1xugdHRHp73vHOJxdyVrqXREZ17Katx2kgoQjJR4/Y7dKz9+5V0d3f59PS4VKqynVjOKSlOp/V9AVevi0XbncZL6i4eGpLlUq1uYrBhGMbJRCfOHZ7rLGX1eDIhq6N6Q3ZC+YLE3XBIQu7EIYm6WzZCV1rdugcPAr7yuqlpFVNj7bjSbMLwkGJSoG3PB+r2DbiKWTR17mAANozL1ihVlchbKuk6sznoTvskkg7hiK8l4i0J0NWaGpSSaaiUZBXR26Ou44UlnWNpSR3PJgYbJwLrVgyu1+v88R//Maeeeiqve93rHvN1HXuAzZs3H/P5zZs3c9NNN3HgwAETgw3jBOHw8dl6XQJvPg/47aVxA9pQXm/ohqGrS4H45lskBBcLaKlOQgvldu6E4UGHVEq+wO95z9+QTF/O8Oj7cBzZQsTiu4jG/pxqzyH+/mMZ7nvAp7fHobtbNxbpLnlWdYhEtLyuWNQNTDKva0in29XnRdi0EbZt0TjT3Jyut1aBVkIV5dERE4MNwzBONg5fqNOJAUtLSjQrFSWmoPhWb6iIODqspBPH50e3/YSlzAKNxjjR2OksLzvMzKoIOjoCF12gkVklvQ4XXXQWyaSD52lje6vlE41KWPZ98DyHaARGh31ansNyTt1Vy8vw0F4YH5fFQzqlZHui3n4+p+sPR6BRU4KdaHsY5/MwdQia5+i9tJrQbPorXdCGYRjG05dm019Z8taJc4WCR7UC1boWc0ciPpmscr2lJTUCDfRLMHbQJMzQMMzN+czMAL5yrXBI+VfH/7fR0GPVqj4cZAERcBWXevtg02aJuvn86uLxUEg5ZKWqnS7VqkTchQwM9PlEow7BPi0z9zxYXNDETiIOpQIcmoLt29WklF1u2yZNQn+/T6Ox2g1tGOuVdSsG/83f/A0HDhzgS1/60s/0zC2075iTyeQxn+88XiwWH/MYXV1duO4JsUvvCeXxLHo7nFQqBUAsFvuFv9cwHotj/S6Vyz5dLR/X9Tg02WBxsUGz4TEwBMMjIZIpl2bTwcGjty/A+JjL3HyLXKHO4mKTVDJAKumyebPLmXtC9PYF6e7SjcOPf3IrC4slxjf9wYoQ3MFxHGKxjcBGfnTb0dcajeqmIZ2CM88McunFYUZGPDKLHpWqw3AkSF+/SyTiUSz4VKsBdu32eeiRGpOTDS098F1i8RDlcoBoJEx3t2u+UusA+5tmrAfs9/DkIJ9Xd20kCl1pl2bTY27OAzy6uz1mZpv0dDskkz65rETgU04JctuPv8f7/+JPmJmZJRAYIpY4l+6u2zj3/BczOjJOf5/DRc8MMz4eAqcj8vrkcj7z8z6Npk8w4BKLQTLlEg61qNUdWVOUoVb1qdUbFAtRPK9Jve7hewGmpoOctSdKOOKQiDukUh4HDngkkh6LGY+BAZ+Jgx7dPR61uke13qRYgHwhQKkUY2xDiHoN4nGHRMLinfH4sL+HxnrAfg9/OYpFD99XsbC7S/nW8nITN+AxNuYwPByg2YJUwmOx2sJzmiTiPsNDLvsP+KTTsH2HS6kYoFT1icV8+vpcdp7q861vN3Fdn4F+h1DIodHy5T8cDBDsNPkkIJVwSSQgHHEJBWVXMTbmsLjYZO8jLRp12LY9wHjEJ5uBQMgn1o5TpbJPustlYMAlnvQ5sK/F0nIT32vhOB7LOYdqDUKhMCNDPo1mi2y2Rb0WxPOChCOhlff9RGC/h8aTwboUg++8804+9alP8eY3v5lTTjnlST9fLpd70s+x3ujp6SGbzf5C39MR3iuVyi/8vYZxLB7r93B5WdXkRsPnzjvlG9Vqafw0HGqRzapCGw6q+pvLaxv6o4/4TE/PEg4vs22rw/btOwkEangtnwMH1eX08MPT9Pb/d8KRx+9v3aFTcZ6bg72PNKlWmpx7jkaT5hchGKjR1w+JmLqtDkyo2p2IQTQuO4l83iOfr1GvwsGJMlpKZ8nx8eSX+XtoGE809nt4cuD7PpklwIcuINtymF/wyGRkMVRoL9DxfL0muwzDo3DLrf/GO9/xDmKJZ7Jh0weJRDZRq2epVx/mphu/x8UXX8xZZ22mr6dCpVIBNEJ7cE4dV9llaNQl+pZK8lcMhzRtk0jI8sFxIJmIU6tVcR11JM/OegSDDfp7K6RSsloKhx2iUY9cXl1XhbxiXbWiY+CB34RMpsVPbi/S1+dQKKgg29Nj8c74+djfQ2M9YL+Hvxy+77O0pFwolYKs51AsekxNQbGippp6Aw4dUkfu5CRkM7L2m57VlIwbhLnZ9r6Vhrp7h4bgRz/S3pZaTblhswmuoxwvsQRbt2ivTDDo0GwqnpbLui7P85mYgIkpHSNfkN3EnjNYeW2rseoT/NBDWk7X2+sQifhEIzA1CaGInq+U4cEHG/T1QdBVDCwWm9x1lyZ7mg3nCVmcar+Hxi/D4ykgrDsxuNls8ra3vY2dO3fyhje84ee+vtOt+lidv53HH6tz2Hj8mA+u8VRw+FjR/Lw8o2pV6OmVBYPXUmXXdbW9vLsb7r4XbvvJQ9x00zTFwqNUq3dSKd3IP3xqgD/7s7dw0UUvJZdX0P7uD86mp7f7CbnWf/uWttt2PBOXlzUq5HkQT2p8KZORT2I6qRuPVnsMKRSUpcXoiJJwwzAM4+nPkQt16nWP5RwUikoeFzPqpAqHtQA1FoPBPp//+a6/IRo/n5Gx/7VqbxSLE42OUMjfyO0/+QJvvvq/k0op8Wy2NNI6vwCP7ofebgi0PX0Dro7t+7qeQBBCYSXoG8YCBIMan13OyxMxlYKHH4Vzz5JY3d3tk0w61OsSttMpLaErlfQewhEIx1cT7Xpd22BbLRV5bXTWMAzj6Uu9zsoS8E6Os7SkuJNOQCrlUC75tJqKE4WicqeulHK/ek12EM2m4lXvEPT1yuJhYkL7WlbO1VBOGItApBtmZxWn0l0+3V2a6CwW4dF9sG9/216ipe/xmvDwI4ph3d3K2wB1GqGcc/8BKBZ9AkG9pxYQQvYU5ZLOd+pOOHhIu2CKJXDaHsXxuIqthrFeWXdicLlc5sCBAwCcfvrpx3zNb/7mbwLwd3/3d2zbtg1g5XuOpPP4Y3kKG4axvqjV9K/n+xycUDIaDEJfn5LTQEA3DMmUOprmFuAH37+fb3/7ERwnSjL9Yvr6X0W1upfMwof5vd/7U97z5yl277qU//UhWMx0P+a5fd+jWnmIgBtgbMMOKlWHUknB/1g0GvCNb8MVL1X3b6GohDjc9jFu1CGf9zk4cT/7D4Ypl/ooVnqoVuW9mFuSJYaNzRqGYZwcVI5YqJPNQrOuome9rrgRbC/QWc5qU/nU9J3Mz88zNv5nx7A3cgmFNzM7+UEW5p/N2NiFVKs+83NKmO++Vwl1qwnDw3DKDnVYuY4Kk5WKfBoDbR/EeNylUIDBIQm5hSIcnIDuNCwsaiw3X6CdZDs0m/JGdNoCt9eSX3+rpfdWKMIjj8C27UrwazXFcsMwDOPpSSeXi0ZlwVcueywtgYeae+Jx6Eg3+YJ2vcRjio+N9rK27m4tYkvGFRNrNbjnHpiZU8xMJvW9sQh0p2BkRIXI5awmSqdmdNylrDp+HUfF1XhcjTjdXRKCl5bgrnvgnLP1mnxBOVyrpfyvWoHJKe2rSSZ0PcWirnd5WdOp5bIE5WZNXc0g4bm3B+Jx3+wAjXXLuhODw+Ewv/7rv37M537yk59w4MABnve859Hb28vY2BibN29mcHCQO+64g3K5TPywVcXlcpk77riDDRs22PI4wzhB6NxAVKpw4GC7K7hbYmswoMAcjyv4B4Pw8EM+3/7WvQQCG0mln7GSKMcTZxGLX8vs9Lv46Ee/Sd/As6hU1wZjz6vTqOcIhmLUqpMUC/9GrXY/b3zDGzllp0OlDOWqKr/Vqq7tgYdgamr1GAcOwIMPwrZtSriXMqpshyJw113f5+/+9z+ynGsSjpxFKLKNvY90cf55gwz07yC3MjZrS3UMwzCe7jSb6oTCob3AzaPQ7ooKhSW6ugFtUK+UtSW9twceenAR36sQiWw95nHD4X4qlduYnsmwc6fP7LwS3Dt+KnG2Kw3btkqszSypkDk4BH19DrW6T6GgMdxKDaL1FtWaRl5P26lkupCH/ROafOnr86HpUChCum0bUW/4JJKQL2o7eyIuW4pQWEt2HnwIdu1aFYNtWM8wDOPpSau1ugS8U/RcWFDRMZmA3h6HYlFFxFJVi9yaTegbULypVGF4UDEpFFIelnBl0TcxpbwwHNYSumgE+vq1YHXTZhUgFxYVf0olxdFCScXKRFyxp7dbMTEeV+6WW1Yn8U9uhy2b1cm7uKBrjUT1PfW2xVI8CfFEe6m5o6Jqra5rGxqU1UU8phi7tCTbw0TCIRo9Dv8RhvE4WHdicDQa5b3vfe8xn3vb297GgQMHeOMb38hZZ5218vgrX/lK/u7v/o6PfOQjvPWtb115/CMf+Qjlcpnf+73fe7Iv2zCMJ4B63cfzVJmdnlJXcLMJQwPgu0qQO0l0Kq1uo3vuPUCt2UMksumYHVO9fW8kFB48Sgh2nBrV6peYPvQJ6rW7ANiwYRN/8d4/57nPPYdKZVUALpehWNZNysZNcO2n1Z3c4d+/p87lRFwV4qUs3HHnD3nve99JIvl8+odeTSQ8Sq1exG9l+N53byWVrnLOmWewnJMHVnDd/TU2DMMwnkiq7a7gcBhc11nxxy9XAF9ibMBVF1QhDz1tj8S52QHcQB+1+hSx2NG7NGrVBwkE0iSTQxw4CLNz8Oij6mxKJbWR3XHUaVWrKXmdOAixmE9/vwquxRKEmxANB2jFJBpH43DKKUqCp2dUoB0dhfENEnbLAZ94XJMuvb0+0zMSgDvjwamEhO7ZWU3JuK6D7yvWm1e+YRjG049OU08w2PHtlSc+qAgZDjvMzWnkslRUJ24kAnhtb19n1W6o0S4eVitwaLIdQ33lYKGAYtvWzRJpv/FNibN9fWoeCoWgd1TTNd1d+r5iWbHLa/vx1xqaWnngQcXF+XkYGpYY3YnXqaSKnNWqdr90pSUeLy/rfJWKupW3bFEjUNOTkO2j7uC+PkwMNtYtTwv54XWvex3f+c53+PjHP84DDzzArl27uP/++7nppps444wz+N3f/d3jfYmGYTwOOqM1zabP/gPqKIpF1SkVDcsDsb9fQT7f9jI8NBGgWV8gneo65jEj0U1HPdbVBVe8NMKzn/VbfO8He5ieqjI0nOD883bS2+NQrWqUqKtLSXmzoUR5aUmPXXQB/PCW1eO1WvCDG+HZl+pa5+Z9PvHxLxBPPJuhkf93jb+j7/fTbC3x7W/ezFl7TmdpyaFcUUJtGIZhPD3xfX91dLbdLZXLSywNh+HgQfBbEI4CnpLKnh7ForPOPovhoTOoVu4hGt2+pvDp+x5Lix9ldHQPbuAcDhyU73CzpQT4zp/CQ/+i1zoO7Nghf8NN47BxXK/NF7QkpyNSV6ryU6yUYXRMvsOFgjqX010wNubjOg7lMgSDPpGIx759d7F3r0M8mqJ/aAvJhEOjBa2iPB3vfxDOPXu1yGpe+YZhGE8/OiJqRwBdWpKYGonQzrE8KhV12y5l9G93l0TaShnS3Wr+iUSUc7kBxaDZWSgXwQ1BLKRC6cYNKqb+8FblapGoOn23bVX+2PTU4dvXK2EaR0vkMkvqVg61Y93ZZ8oyAkeNP6Wkiqf5tgVET4/P/Q/cy+xckd7uFBs37qZUUsfvQgayS4pz/X1ahheLSVzOZmFuwaerC7OKMNYlTwsxOB6P87nPfY6//du/5Zvf/CY/+tGPGBgY4DWveQ1XX301USvHGMa6x/dXx4pyeXkVNpuqCHfE4FhcVdhYHH78Y5ibh2AoClSo1Q4Si5/2c88zOgJXvgzOOB0eesghFt3Nli26GXjwQSXL0Yi6m1xXNxKtBjgBLX2LhOG0U2HfAZiZWT3u9IyW3Y2OwoEDk2SzPv1Dv/MY/o6nkcvdyaGJR4lFt1MsQG+PuqYMwzCMpx+dhTquq86oas2jVpVVkIME2UBASWS5BIkkjAzJQziXc/i1X381n//HhygV7yQQHCUc7qJW3cfS4gdpNLK89GXvI5dzKJbkp9jfC9/+rhLoDr4PDz+sD1CSvGMH7DwFdu6EgX7YttUnlZS9xOws1CqKeZWKYuS+R+HeYTj/fIm6//Klb/G+976NuXmPWOwZhMJjpFKDPPc5zyIa30U4rO/duxeeeWFbDK5D0jcfRcMwjKcTnQlPnFWLiMV2V3BPDwQCDrPz6gqu1ORr77a7gOdmlWtFwpBI+Tz88N1UKrO47ii1+ulklhxcYKhPcTIZlyXE7LziZDQKfT3qKs5kYOtWSMdUZM0XYHDAJ512KJcd3D5IJX0OTQGeROSd2yXkOo7yy55eneffv3sn/3LdF5hfPICDS8CN0NMT4uWveBP9/WfitTRJszAPg4Mw3c5f4zFZVUxNwuaNqz8Pw1hPnFBi8Pvf/37e//73H/O5VCrFO97xDt7xjnc8xVdlGMYTQWfDuu/7HDqkbqmOMJuIAwFZQwRd2L9fHlBTU7Bj2wB3/nSJ7NI1RGMfOkp8PZydp8BLXwxjG+CBBxSkGy11RNXbFdxSBSolfY2v7euBAIRD7QV2rjqutm3VOFGrtXr8W2+FF78ICoUi4cgYkcjRXckA4XCMoJskm8tTq0v8rtdtjMgwDOPpSqWifzt/53PL7WVyPszMq6spnlLcw1VHVDKleJRZgq7usznv/D7uf2AfuexnqZRvpFI9yKaNl/PiF/8Pdu7YhecpRkVj8JUbJDT/LIoldQ7f+VN9PToCu3eX2bIZTtkOsYTGdMMR2L5Ni3kWM3Drj2H7Dp9bbv4mf/hf30I8cQkbNr6BaPRUavUlyqUfcP0N/8IlF6c4dec4i1mN1E5O+XSlHTxPMc+SY8MwjKcP1cOmXzqL44oFwNUCtnrdo1RQ7rSU0eujUXnsFttF0AMHfswH/uKTzM7+lEBojHB0N729k5y5ZxennrqJehP64+rErVQlBA8NaYFbOKJOZN+HvY9omrQ7DYGg7JOWlnwqFS2yS8YhElJHctCVF/CmzZBZ1OTKgQOQWfweH/m7/0W66xUMj76BSHiIWn2a3NI/8alPfZjfetX/IB7fTS4vG4stW2UrsbSspqLGsuwoymWfSMSKn8b644QSgw3DePrSGSuqNzSKWikrqIcjSmx7e9QV3GiqA/fAfkilIJZw+C9vOpd3v/vrLMx9mP7Bq3Hd2BFH97ngfIdnXQrptLqianXdHGwcVfLcaiqAR8JQiej8LV8dWw6AC/i6ganVtXhg1y5ttu3Q8uDHt8OG0TSOm6RWnyUWO3rhT71exXViBENd+KgyXiz6RKN2o2AYhvF0o9mUNzBIAO0sjisW5Su4sKjkOZlQchuPaiFOo6bncsvqdBrs38i2y8aJJ0ZxuBD8EfoHtuMGHHp6NNI6Owf/9m8qWv6iTM/A9Exj5evnPQde8hLF3XAYzjwTbvyhCqlf+7rPR//3O4knL2V0w/9eY4cUjf4W2exXuPeeH7Ft+wYCrkOrpXj5/OdJGK/VTAw2DMN4uuB5qxOenaLn/IJiXDoFsZjL3JwWrlRrasDBV+xbzCgnmzhwD5/9zPuJxHYztunTRMIbqdWL1Kr3ccsttxOLNXjGedtxQ9DVA9U5icwd2wen3ZFcasfW2TnoSqqZqNXSMrpoWHllZym562g5ajymjt7uPgnErZbP33/03whHdtI38NrDYtx2oqPvYH7uA3z7m9fxW7+9i0LR4dCkvP77+9WJXK3qPVWruraenqf6f8Qwfj4mBhuGcdxptVYT5YVFddw2WxJuEwkF9mgYHBfuvVdV31IFxobhnLNgbOx5vOOdUf7xn7YdQwhu8oLnBTn7bCWzhyY0MpROa5wom9VNQSKhGwHH1euCISWrpXZA9wDH8Zk4uJf9+xwCwSSp5DDDgw6z86tnm5+H0ZFRUulhqtV7iEY3H+Xv2GxOEEuOMtC/lUhIHVOlkra029isYRjG04uOV3A4rDHZfF4xr16DxUXFpFBI462tshLXrm4JwLkcTM1KJHaD0NPr0Nd3CpHIKZRLWpwzNqqlq/ffBz/44dHnj8XggvNUsJydl8XRz+saBi1H7emGiy5SbIzG4Ixd8NN74e675lnOn8HA4GuPaYcUjZ7PcvYfmTw0x9DIMJUKHJqSYAAO9YY+N3skwzCME5/OhGegvTjO8zwyi3puoA+aTY9cQV/ncuoEDgY1oVksQDTi8/V//Qci0dOP2LcSIxq9lNzy17n1lu9y+WXb2L7NkcevB9NtL+FSWUJsvdFeOldXV26pCLGcpm1iMcXaZEKNPcW84mLLU14YjQJtwfjeex8iu1ygd+APjxnjUqkryCz8Fbn8fiKRrWSW1E284xTFumJR58sV5Cu83eKdsQ4xMdgwjONOJ1FueT5Tk7KICLa9E6MRVZQDAfkXLmZgcgr6B7QhdvMmibWP7HsmbmDtcSMRnxe9MMipp8n3d25WNwGpHgX9pYxuGLp72+NCba/ggCtfx8M//u83vsNf/uVHyWRKuIEeUunLiccCnHLqs3GdYTx/9bw/vcvhzD3nc+utN5LN/B+i8XOJRMap1+eoVu7BJ8z2bedSKTs4jpYfFIpQq/tEbYzIMAzjaYPv+yuTL51OWI2Nyg9/Zk4TMF1dKnJGozA8LPE3m1XHUzGvDqZEXIl2o6G4NDoqn98DExJu777n6POn0yqaDg2rA2rTZnVPlYtwcFJ2S4f73x/Jl6+HDeMwPKRO5U2bYTkPU1NVUqkXEI3uPOb3RSL94DSoVOskE0r+y2V4dB9s2qRpHLNHMgzDeHpwuEUEqHGn2VJzTV+fQybjgyextvNcMqGGGMeF7PJ+Fhb3MjT6/mOKr5HoHmYm/55y6RwOHDiX+QUo5WW112wqTp29R3tlatV2blWAmVnFnmxWcbR3TCJ0Xx8casmjP7ME+LrWVqvt8e/N0vJKRCNjx3y/kehmvFYZx18mEYfFJRVbt22HREw/j2YDvIbyzUbDpmGM9YeJwYZhHHc6iXKtBhMTUK9qo3oy0V4SkIBaA/Y+CpPTsnKIx+CC85Uw//gn8JPb1x6zqwt+5YUOW7foJqBW1Q1CT9uHcWFBQnA0qq6q2GEWDYGgPIKDQYnH//qvX+OP/vAqkqlfYXj0bUSjp1GrT1KvT3HXT2/ktNOew9z8wJrzLyxu5IILLuHuu39MZuGj1BsThEOj9PbuYNfpv0owNEippJuQYEijRaXS6k2UYRiGceJz+OK4SGR1cVyhrM6hZlNbz11HncKDw9pIPj0tATWTWe2gctt37QEHxjfI2mhmDr74L3Dg4NHnHhiAs/aoW2rDBsXCVkvWRwN9sH074IPnwIF98Mh+Tc90Fv4AeD5c9y/wW6+UaF2tw+5d8OBDDjhharUcsXjyGO97BseJ0N0VlC1TQEvp7r8ftm3zaTUdajUTgw3DME50mk2fVpM1i+MW2l3Bfb0qii4v6+tSGZZzct9rNiTmJuJQrczR8opEI1uOeY5wuA/fL7H3kQq9verszeUkJPcPwHlnw/i4cjnf9zVp05L90b33QzajXOvhiuJfo6Ei5+wc4EImK8sJNyAhuemN0ajvp1o9SDxx6lHXU69P02otMjAYp15Xjjk7J3G7u1vvMVdoH68MmYzP6Kg1/BjrCxODDcM4rjQa2jzr+T4z07CUhaYPPZ2u4PTqIoCFBdk2jI7AWWfqBmApA5/41Npjui686AXqPsrn9XUqBd09SroXMlpSEAyqs6rVlAVEMqkt74dbNbRaLd7xjneTTP0KGzZ99rCxpZ1EozvI5b7DgYMPsGlTP/Pzq9+XXYb+/k08//kbcZzzSCRm6elJM9B/Gg885DAzpQQ/X9TNyPKyhIG+3qfgh24YhmE8JRzZFZzPqzOKlqZdwiGJrLWqXjM8oMJgoajEslpVJ2+rCakE4MP4uF47vwDXfEKx8Ug2bYSdp8LGDbB1i15fLMBSTqJzqSTbikQSkjG4+JlwxeXQ1RXnD//bJPsPrAaj6Wn40U/g3LM00hsMwrOfPc73vv8TGo1HifojR9khlYs/JJ1KsH37CNOzKuo26orx2awKuo2GknazRzIMwzhx6cS5cBhcV4vj8nk9NjAgYdRr2zHMzbaXtoUlBLsBSHdBT0+cYGCUWj1LLBY/6hy16gSuO0CpPE4kqnOGIzrnM86D8Y36vF4HB6e948UnHpNQPDenmFuqQbGs3S/1hvJD19X11eqKyYkEjIxuZ2T4AnLZa4nF33dUjKuUb6e/v4fTTt3JxKTia3ZZAvW2rbB3n3yLPV/XOjuvnNMw1hPuz3+JYRjGk0fnBqLVhEOHJJCGQ/ImjEV1gzA7Kz/EmVno7oKBQdi4URXlT3xKAfxwnnWxuqBKBXURp1LqtkonNZqUiLcXBqSUlFar6r6aOARTUz6ZjEe57OF5PrfccgtTUxP0DfzRsceWwtsp5vcTDmUJHVFe2/sIlMoOnr+ZTZsu5JyzdxEKOaTSEIooGS9X1DFVKOrrRuOIN2MYhmGckLRaPo32PrbO4rh8Tn/rPdQ1FAwoTlVrilUDgxJ5Mxl1DeeLgA+hoAqgGzZovHZ+Hv7qb44tBJ+6E/acAWeeDqeeKuG1vx927IALnwGn71ZSGoko/hXzmrL50ldu44W/cjXf/97baDXza455880wMalrWsxAPOLwohdspdVaIJ/7DuXSg7RaRcrle5mb/UvqtYd40YsvJRF3CPja1t7ydZ69e5V8Ays/H8MwDOPEw/f9oywiOl3BqRQk4u6KMFypqCDo+Wr0KRaVk20YhZ079zA48AyajQl83zviHB6F/A0Mjzyb7u6NNBqa3AxHYM+ZMDKiiZdwyKevV+cNBHyKJZ2jUoGhIThtF2zbrAWtnbyLtgVTKqHO4VhcX/f1Olx55X+i3phgevIPqZT30mpVKJceZXn5q7RaBV7z2v9KV9phZBB8V3npwrzy0sF+7QOoVbWEdWlJ9wSGsZ6wzmDDMI4bvu9Ta2+eLZdhckadQ7G4fILTXaoeHzwkn+BgQEt1zjlbHsDf+S48vHftMcfH4dRTNBoUjcoSorsHwkGN08YTSj6jMSXUqaSqw7U6+J6uo1zWsRzH54EHiwQCg0SjR48IAYQjQzSzBwkFi4xv6GXfgbXPP/iQRnEffVT+xsEgdKe1nKBUhEJO79nzZBlRKECvdQcbhmGc8HT88LUcTovjPE+CaCbT7shwFHvCIY2o5nNQKal7qtZQwlypyhYinVTMOjgJn/8cK/HzcM45S11Ju89QchsKtj2J0+3uW8dneBgGB5X4Lre9fL/973fxmc98gXBwIwNDr8Vxw2uO6/tw248Vf+MxSCfgBS84i1otyvdvmqSQ+yZz09+j2ZxiZOR0Ln/ZH3LartMp5iGWYiV591qK5zt3yiO/2VQ3l2EYhnHiUa8DbSukcNjB83yW2lZDA/1QrXrUayoGLiwqLnptr143KEuF/gG4736H8y64ghtvvIV8Lkc4cjrhcB/1+hz53JdpNZe45JKXUy47hEM63uAgpOKarvzhzcqxzjtPgnChIJ97p21d4brQlZb94MRB7YeZnVVz0ObNysUiEU3CDA1CTy+ce/4eUun/yqc//VccOvCfSKQuxSFIV1cvz3rmKxkc2kJvnzqcU3HwmnBwCs6qK+c7NAn5guJ7oQD5vE9Pj03CGOsHE4MNwzhudDbPNls+E4eUmLZ8JbuRsITfgwcVmPN5LYw7ZYfE28kp+MIX1x4vFILTdynxdYO6CYnFFYTn5nUDUMhJZI6G1WU8MgLJpNte8uNTqaiCXK1KUE6nBgmGhqjVDxKL7T7qPdTrB6nX9jI+3mI5p4UEmcP8Fms1LedxfI0OxRMQK0E0Ac4yFEpKxnt7dTNRLJoYbBiG8XSgM/nS8cXNLiu+BFyYn5VffDgqobS7W927ExMwM69lpvPzen08qvg2Ng533AnX33D0ucJhuPACGB+DPXt0zmBA3cSDA5pACQZ96nUIuA4BF/r7fcJhmJz0+eqX/5FQaIz+wTcfNQXTYXpacbW/T91Op58BV1xxKsPDO3l0/+mkks/m2c+qMzp6HjOzDqUSBELqslqch3gQQm57qc80bNlincGGYRgnMpWK/l2Jc1mfekN/+3t6VnOiWg0WFxQ7cCQid3crPk3PaCKmf2ArL3x+nZtuuolyKUsuO02rOUV39zDnX/B6wpFtEp9dGB2SiLuwCJ/8B+V5oK7g886BZ1wAw4OyG0ynJBQ3m7Kq2LAB6k1978K8rCx6+qDpKWcrl9W93NMFe/ZcwLXX/h/m5n7MHXd4BIP9bNy0jYkJh7lZFXODAcXvfAGyS4qV55+vn4nr6rzVqs7X0/PU/v8Yxs/CxGDDMI4b1arGZRoNibvFMsTCGjOKJRWMZ+f1XFdaIzdbt6ob6pqPH328Z5yrIBuOwNiIun8dRwm16yrg9/dLTB4ZlhDcajlUq0qIYzGXWEzH8n2fet2nr+9MBgYSLGc+TXTs/Ud5Ri0vfZb+vhSXXLyZe+5pj/XmNBLUYWlJlhf7HoXzn6FOrXQSMlGJv+UKDAZU2a5WZRURCpmLj2EYxolKraYuYMeRUNtZHFdsj6bW2pvFgw7QXoCTLygOZrOaFmk01EHV0wtDAzA/d2whOJmE5zxbUzDnnqV40xlG7euTIOw4PrWaOpJcV0XY5SWdZ3rmLg5NfZ2Nmz7/mEJwh4f3qjO4VoeHH1b309gGh8zSMD29w4xtkHCdSCq2hYPqIl5sezI6rjqdp2dgdMwHxzHfYMMwjBOQZtOn2c53IhHlTotti4jeHsWaQkFfLy6u2uPFYnquu0sxYWK/GmL6e2HDyKkk0zuZmZknHl9ibMSl6Z1Cblkdweku7Y4ZHdG0yleuX3tNhQJ89/v6OHWnvPAveaa6lgGS6DpDYV3T/IL+3d4t+8BaTX79o6MQCUkUrlUdTjvtGWzaCA88qEWq3V2K1Q/thU3jUK7CwQnlf1PTcFpRP4NMRo91LAnZ8VT8zxjG48PUBsMwjgutljqUAJazGtVptpPjRBK6ulRZnTyk8dTubti9W+M8X71BieThbN8GfQOq7vb1yfwfILOkwD4/JyG4q0uvHRx0KBQc8u1u3KUsFIv+ip+T4zhEIi59fQHe++e/z3L2H5g8eBXl0h20WiUqlXuZmvg98stf4nVv+E/09jjs2qXAv3Hj0e93ZhYOTenzcFiV6khIywuWc0rcO5XjQvFJ+ZEbhmEYTxEdi4hoVPEkn9ffeM9XohkIqpvIRwXQ3m4VDmdmJOZmFiUYx2KKa909in1HMjQEL3mRlo9ecJ5ii+Poo6dbxUffg2azIwT7lMs+y23BORwB3zuI15whGt36c99XpSJvf8dRjF5a0ucAy0vw6D4VYuPtzmTfUbIfjWnaxvMUx3M5FWrxWRETDMMwjBOHw62QAgE11+QL+hs/0Kf8yvOgVNZkTKGgAqfXksVDOKr8L7cMARTrcjnIZBw2bBjiBc87jUBwJ8WSQyIFZ5wO55ypLt+PfuxoIfhIHnwI/vJD8Or/DJ+61mdhAVIph3TaZeO48sJwSFOok5OKh46rvHNiQrtkGg0Jxo8+qs5hHwgFIBpXl/H0jHLOcEjTn+GQYuP0tBqPwiG9rlFTrlmr224YY/1gYrBhGMeFzg1Eo+FzaEqLdAIBiCeVCIeCElCXsqoCb94EfT1KNP/tm2uPlUhIKB7ob4/1dMsPeCnb3uyal//T0JBsJlx3NTHH0Xlpb3vNZuXp1Gismvy/9KUv5ZprPkM6dYjJg1dx4JGXMX3orXR35fj4xz/ES150MYEQDA7Brl0aRxroX3uNngcPP6LriUZlhRGN64ajkJMg3NmsWyw8eT93wzAM48nl8GLnmsVxZVkh5XPqCHZdLb3pSuu5TFZi63JOhcJmU91JySTcdbdi4uFs3QzPfbYKqM+8UJMxXkvibDIB0ahDpQKT03Bwwmd+wWdyur00x1XhdPMml7GxAQCq1Qcf4/2U1nx9z70SsAMhWMjI9iKZVhyfnlYsDbYXwcbjep/J2GrBMx5X0XN2Xh1aZhVhGIZx4nGkFdJiRvlOLA6plEsup8eX2/YJubziVTCsPKhUlD++72h5aqGg/S7hEGzdstpNHI9q6qV/EL79Xfjbvzu6Kehnkc/Ddf8C/89rfN74Jo8vfdnjgQfVINRqQTanrt5DkypihsMqdC5m2iJ2UR+L8xKiWy20eC6heD47JzukgX69l+W8plq7eyQQ48mWolqVVYZhrBfMJsIwjONCraZKcq2mcZpGVQE2HldwLRbUIeX78ifctk2jpdd88uhjPedZGkWNhFSF9Vq6gcguazRnaFC+Uj3dUK12lui07ShiqmbX6/ILLpV8ikV5WbVaPm5AyfoZZ7yEL3zhxdx9910sZpYIBEY477xTGRl26Opqd/SWYMd2mFuARks3H4cv+Mlm4aGH4aILdG1dSVgKaSy4XFZX8dKyRGuzijAMwzgx6RQ7g8G1i+OqFXU9tTwIRdUd7DryOMzllBQHXMUHz9NETE+PxN1v/Nvac8Rish1KJBRT0mnFHMdRbE0mHZaWZQXRbKrLuOPdGIvC5i2Kt77vc9FFFzE2tpHMwl8Ri3/2KDukpYWP0T/0X3Cc1bTh7nvky5jNwvCwvBXn2r6Pk4dWO6IaIXVaJZOwlFN8bjU1ZptfhmpNgrlhGIZx4lCr+fj+qhVSs+lrUgSJovW6R6WifGpxAZYyineuIyu/TEZdty1PFoHpFNz5U8XPkWHlT5OHdPxzztbXn/j/FHOOxHXgxS+BU7bDT27XR0eoPpL77tdHJAIXnA+nnaYGomJJ5x4aVAHTa6kwW63qsXC4s0sGFhbUtBSLQ2ke9h+APaev+v7XmspDq1WJ3osLymerFU3EjI09if8xhvELYGKwYRhPOY2GT6ulJHN+QUGy6UEyrupvOg0PPaTxonhMQm4sBp/81NE3AWedBZGYKsrRtt/woSmolHWDMToKGzco6W21JARHIvo6EHAolz1yOS07qNWhWdfNQL3Jiumi40IiptGi5z7vLGpVibZzc+0OrCR09Uh49nw48wzd9GwY11jR4Tz4oDq4IhFId0Oo3UW1vKyFBrUa1Gt677ZkwDAM48TjyG6pXE6ip+fD7Ex7pLZdlwy1XzM7p2RxPqOFozgwNqpx1BtvUqfw4Zx3rpLSZ14k78LlZSWwPupEmpryqdYkvNbq6oCq1toevmnFyENlCIV8kkmHP/3T9/L61/8/TE68mr7+PyQSPZVa7QCF3A2Uit/nV178Cu786ZaV88/NKw4mYnBwnzqgkil1dk3PqqgZCUsIcAP6WYTDsoMqV/QzKFfUfRWPPYn/GYZhGMYTztFWSB7VqoqAXd2rXsGlinK3pRwMDyn3qdTU4FMuKn8KBuHAQT0WjSqeHJxQ/DttN/z4dvju9459Hdu3wev+s2wnurvh8ssUn268Cb7zXdi797Gv/wc3wb33wyt/HUoFxbNGE047VUXa++9XzKrV9Z4SURVWe3okCPu+lr3mcmrqiUaVXwIsZmU90dunmNhsaPIns/SE/RcYxn8YE4MNw3jK6dxAVGsa8ymWdCMQjcomwvc0JtRoKrncuAFuvwNu+8na4/T1qhLr+4APwyPwyKPqrPJ9GBlVMt0RfsMRJZ3BoLLw5WVPnoWHEQwrkQ6FdB2+r8+DQQfH0TX2dPsEg+2gnlGl+PTdGmXK52B8gzqZ6zVViA8fgZ2eUdIfCWuJXDKu8eDO8riAKyHYxGDDMIwTj3pdXcA4KvpVa+qOKhUVCyoVPe4G9PpkXFMlmYwSY8dTV/BAn/wL80V1OR3OwICS1YsvUifS0pJile8rlk5OqVPKcZSo9vVJiB0ZhUjYoVDQBEyxpGvKZuH001/CBz/0Rf76r97LgX0vA7+BGxxgw+iF/Jc3/wkveOEW3vludf52uOVWeNkV+v5AUSJAoampns3jEEtIoI7HoFKCWASKDXVHRWNKnjOLitPNpr8Smw3DMIz1y9FWSP6KyJnugmjEZWZa3rjZJRVBHRQLkgnYv18TKz09yqEcR9Z+ng8bx9RsgyO7oX/8vKZljiQYhNf+Z3jRryiHikYgnXaIRh02bYSBl/v8ygt8DhzU4tUf/1gFyCNZWoJbb4WLnwnzi7Lwyy2rG7iQh0cekfCbbBct+3t1vcvLbeu/sHK26VmJ3b19ivP5vDqLR4aUh5bbuV2lovyzu9umP43jj4nBhmE8pfi+vyIG16otpiahUdcSgVRSH5m2T1MosDoq9JnPHX2sF/2KAvvggBLixQV1IQVD2uw6MqLjxWIO8ThrEs1MxlsZmU2kIJVQ4h2NrA3Ovu9TrUqobbUUxCtVh95eCAZ97r1PNwQPPdxOaOtKcM8/VyO/vb3tm5o2uZyq1BddqM3xybREgFIJclkl68s5Je+WHBuGYZxYVDvdUpFOt5TE4WYLFhYl0gbctlAb0Jjp/v3qNipXlTAnEvIfDAfh/37j6HNccK6mYoaHlcg2GiqeNppQy6mA6bqaqGk2dK6RkdX4lk47pNNK4AsFn0JBsfTiZz6bF/7KS7n5ppvI5efZujXJhrGLyOUdfA/e9PvwJ3+29lruvVdLfZaz7cU6EcWzQ5Py6A8EJADk8+pOLpXaUzgNaHjyYWy1fBoNh6BlJYZhGOueI62QymWfQl5+u329UC57NBqywVtcbP/971Yhc3ZOzTKRqOKd6yoPclE3bq2uguHE5Nr86XB2nQbveodDbw9ksz5ue0ozGl3NmeJxh0hE06iveBlccjHcdRc8vFcfh3PX3at2guUSTNVhyxbZ9yUSKoLufVSvSSfU9LO40LYIzGtyJ59XztfbA1OTivX5XHspekoxMhDUVM7CgrqYDeN4Y7ddhmE8pdTr6l5qtnymZzxyedk5JKIaz4nF4YH7FSxjcQXeT117tPfTc56jTqdQSN26yYS8pWoN2DaqJLm3R9YOodBaQXV+wWO5bTfR3QODA49dnXUch1hMSXWtJl/hZlMJbX+/w6mn+txz76p/VCgsMToWgTP3qMp85M3Mw4/AM87XTVM6pW7kahWWizCCurVaLahWNb5rGIZhrH98f7VbKhpdXRxXbtsWZTKKW7gShEMRibDz8xKREwkJu6H2hMqj+7WQ7XB2bIdTd8GObRKaKxUdo1qRpVEoqLgST6jrNhJRghqNHh3nXNehq0u+942mR6kIjhvg1FPPolZXkbWnW8l5qQw7tsELng/f/s7qMfbth61bJQTXGyqsFgpK+DdtBNrTNZ2PcEidz8Wifkb5guJpLA7mFmEYhrH+Odwiwvd9lpZ8Gk0Jn+n0at5TLWtSxfeVkxXykM+2rRZ6FTc6zTa0Lfnm5rWktNk8+rzhMLz+dfCbv+5o8VvWp9L25U0kjs6XslmfUkl2gmMjKlBmMsrZPvRXa+2XvvUteOlLZVfR0y1xd3gIUmm9h2xW1+l5yh1P3anYtbSsoufsLPQPKI5Ho2oeyi5DT5++DgQg6CrHW8zAjh1P7P+JYfwyWH+6YRhPKZ0biHoNpiZ9CkUliLH24rhqWQKq72kU5/4H4OGH1x5j8ybYs1sBtbtLiwomp3Tsri5VbMc3QG+vu0YI9jyPqZlVIbiv72cLwUcSiShpdl3dDFQqMDLssnOHkvDZeYnYoYBuEPbsgR1bOarbaWa6PYoUVSU71vaoymT0Hjxf4kHlGONMhmEYxvqkXgf8dtIXdCgWFSvKbW/EZgOcQPvm21H378EDEnPD7W7eVErdQ60W/ODGtcePhLVI59xzoFL1WV7WaG2hoBgUCcsnv7vbYTmrxDncFoN/HqGgSzisTi0fJbGPPAqZrLqcQUn7q39bcetwvvd9FTcdwA3q+z0PDh4CD21Xj8YlCMTi+hlU2gXeSttPsnmEJ7JhGIax/ujsfelYIdXrmnp0Xejt1msKJYm58/OwuKTXJZOKJ8sFxblIWDmPls8pbuYL8Oi+YwvBp50Kn7oGXvUbLo6jgmLn+6NRh0hkNd9rNj0OHfJYaltXDPbDrl0wMODQP6D4dOmz1h6/XIH77lv13vdaOv7gkHLKUEhFzvl5WSF1dcmnuL9n9drnZ8Fvyf7C9yUoN6r6WcWTiu3FoqwzajXvSfjfMYxfDBODDcN4yvC81a6pfB4mJ5vUG+3N5ylZJszOySYhGNKNw7/+69pjOA5c9hJZSfR0qwrdbHseBkMwPiqx+MguKM/zmJrSggBQ53Bf3y/+J9BxHBIJfV6uaLx140aH8TGNBBWLSs4dVwn6hRfKd+pwcnnYt291kV13N+BAsQD5kpLqpexqsmwYhmGsfzoTLJG2eJrLqfPI89TtFAqvCqbaqu5z9z2zTBw6QKF4kFBEXUzdafnkHzkRc+aZ6kZKpWBqCmZmV5PhVBq2bZcInc+3t7wHFOtc92fHumpVifPk5GqXbl+firIHDiiulcuKu5EIvOmNa7+/2dTES8CFWqW9oK4KC21P/kYNUnFZQiXieu+NRnthal1iQavl02r5/+H/A8MwDOPJo9PUEw4rJyqVfYoVfd3drfwOT9Mkh6ah1VBMyOc1reIGlN95niyEWk0Jp54ne4V8fu35QkH4f34H/vffwObNimWVikTpak3H6CxtA8WzgxPthhpXMXBoyCUYdAmHfGpVNRGddy5s3Lj2XPc/oGsZHoShEVlZjI1oUeuWzcrt5uZlzzS/qE7gDRtWvfFnZhTP0mnF+mZTwrjX1NQMtBt+Kvp+wzjemE2EYRhPGStewTWfqWlYznkEHCW2yZjGZ2ZmoV6Vt9RNNytoHs6v/6rE0kZDSwrSyXYVuaGOqC1bIBZbm/g2mx6TU+pGxoXRYUgm9ZpGw6fZVCAPBPThOD/bmiEScahU9H3lsqwoNm70aXlKfqMxeUkl0zrXpk0wdcSo7779sHuXuobjcb2nWhVyS9CTlg9xva4EORD42ddjGIZhHF88z19ZFhoOH7Y4rqT4VCypE8prgRuGRx65i7+6/vvUWhvxW2Wq9X30poc574LnEYls5d771h6/r08+iaefrviRWVydqhnsh6FhKJcc6g2fQntZW1/P0T74h1Oteiue9R26unSuQAAeeFDnqbeT9fl5dUydc65skO66e/X7Jqc0OpuI66NQhEZc3xOPa4onGlfXVCis45fbi+RKRU3HdLrDDMMwjPVJJ5eLhJVD5Za1+DQeh3jcJZNRx2sup8VxgbaFXi6nOLhxvO0fX1QOVM9Do+2pf/DQ2nPFovC2/wGXPmvV8q/Z9GWNVJUAGwqvdgUvL3sSWT3Fx5GR1eagYtFjelZFy6Fh7Wh5FfCXH1yba37r2zA+Bn0xTegsLUF/n3K5iQlZMtXqyvNGhnWevl7Fs8ySrDCC7Wafcvvr7i5ZNy1l9bMolhRbx8eexP8ow3gcWGewYRhPGZ3FOtW6tq5Wqj7BoIJ9LKGO2YV5df9Wa6wseOtwzllwyinqHh4cki/iwpJuTBJJ+QsPDKwVTut1j0OHJAS7LmwYlRDs+z7Fok8up0S4UJAAm8lAJuOTXfbJF3xKJZ9q1adeX9u11OkOrtV0YxKPuwwOqALd9FRNzue0ROeM3UcnuFNTujEKuqogx2PqIFvMqjreWaBQr1unlGEYxnqnkyAHgp3uXH1dqWraxfclpAaD8MCD9/Lpf/goTW8PsdjF9PS+nN7e36Xe3Mx3vvVFvvmtwlHHP/cc2HO64sbigmJKd7eSycFBh0bDwfeVuEbDikGPNf1SrckyaWJiVQhOpGDjJhgbCxIOuwQCLuMblEzHY9DXr+R/bhYO7Iff+HV1bB3OAw+oG6re9j12vM44rAq48Zh+DvGoEuhqtb10taLJmIZZRRiGYaxb6vX21ImjomelKnuEcFjTmvW6iqCVivzuy2XleM2mvk6m2tMqKAY4tHOwvITWI/n1X4MLnsEay79iEbyWGnAiEYd422x+bs5jfh7wlKONj68Kwfm8hGA8WfONb4CxUYexUXjBC9eec2ERbr5VsdwN6j2WyzA8ouKrjywBG03F9nBEkznBoH4Gy3lNwTQ8/ZyWc1ogG0BxOxZW1/T8ArRaZhVhHF9MDDYM4ymh2fRpNfXv0hIszisIRsISdRMJdQUXShCOatTmcOJxuOJybaWNRPQ9vgfZjCq64xvUGXy4Z1S16nFoUglmIAgbxlW1bjR8stnVEdxQSEG80xDs+xpbqtd0Q1Msamwpm4XFRZ9sVgJtuD0KXCzq374+h0hU/lHxhMTnQkEJ++DA2veTy+n94mh0qLtbC4by7cp5Z8lA2XyDDcMw1j2Hd0t1FsdVKoonc/N63Adc1+ffvvFvROPnk+6+lFhsADcQJxYbJ939POKpSyiVU2uOvW0bbNmkRW2HDuk4A4OwYcwhHncIBBSvlpe1Vd0JwNDQ0ddYrXnMzHhMHFy1TFoRgUfco7qIu7pcYnF5Bvd0wfbtisWFvP597nPWHr/V0hRMswmREPiukuhmUzEvGtVrEnGN27ZaKp7WqlrCY2KwYRjG+uVwiwgtAvWpVvV1xwoCJPBOTOrvfDql5WoemmIZHJCQGnCVh+XyapApl9ee6/Td8OIXr05yAitTmR17iEBQeV+h4JHL6TW9vTA2JlsIgKWsx2xbCE4kYGwMgkGXYNBhoB+e/2wtijucm26GgxOK24F2PhZwJPY6jjz1U6nV9+F7eq/dXfpZ+C3AV1zOHSYOJ2LKHVsN5XvLuSf4P8gwfkFMDDYM4ymh4xVcq2tsqFhueywlVWltNDRO2mpImD2yK/jXf03V2cwSjAwpQM8vSrQdGFAg7+leFYLLZfkftpoSe8c3QCTsrHQDe57On05DV5dDd7dDX59DX5+E2VRKyW603cEUCKASNkpg83mIRnxwlOjWaj6u6zA0KD+sVEJeUq4rsXpk9OifySOPqFocDOkGJRDQjdHiAhDQOY70jDQMwzDWF62Wv7LwJhJhZXFcoSChs1ZrWxABBycOsJydJpm+DMdZexvuOC7J5HlrHgsEZA1x/nmw/4DE5UhYnoauC4mET7Gojq1yRfGzv2+tPUS9vioCFzoicEJ+iccSgQ9noB9wlKin04ql8YTey/Ofpy6vw5mZkRWG40CjAsHwakLst7uyIhGgpVjZaLQ7rLJ6D96R3lCGYRjGccf3V/e+RCKKa8WCbO5SKQiHXXJ55URz7f0v4ZAsIEolSERg5852kbSlic6pGVknzC+sPVc0Cq/6LeV7HVotn1JZ/8razyHR9grOtBfFdfdAf/9qPFtc9JRTIWuKsTF3jYf+0LDE2d/49SPfK3z5egm7naXhjaZyOcdpT+BE2ovxEnouHFDsSychENJzPnq/5bLsomIJHdtx9fObn3sC/mMM4z+AicGGYTwldKrJndGharV9A5FUl9BSVl2/waC6jg4nGIDt23Rz0dMNoXayXS1DJCbPpoEBCIel1hYKHpPTCt6RqEaFHMdheXntgp+entXv6eA4DsGg/KficYdk0qGry6Gnx6G/z6GnR5Vo34dS2SEWVeJaKulGKR536enWsZJJXZcbkFgdOOIv7tQUlEsSrJMJ/Rxqdd1kdJbR1WrYUh3DMIx1TCe+BYNKUHM5JcSNlgqboaA6YEMhKBZK+H6FSLj7mMdy3fCar88+C7ZvUdE0m1UBUYtsHFIpKJdlD5HJSiSOxaC3Z60QPDGxKgLHYm0ReMw9atHqsYhGXbq79HmpJEE4lZTX79Yt8NKXrH19s6VFqPWGOsFCISXCjtu2RgorfgaCiomVqorFxbZvsHUHG4ZhrD/qdf3tdl39Xa9UZBERiUhoLRY9Wk39LZ9sL45LpmQVBDAwpM7YYhHS3bCwIHu+Y9lD/OorYNsWCcwdSiXAV2yNRhyCQeVwhYK3shOmt2f1GHNzHkvtc/f2aonckYRDLgP98gN+7nPWPnfoEPz79yQIBwN6v8ODivO1up7v6ZaY3N8vC8RCSblfIKBpGs9TjpfNKbZF2+J4Iq7YNz1z1CUZxlOKicGGYTzpNJs+rZa6ZxcWVMFttWTZkEzqpmJuVpYIoTBMHLFA4JnPhOUleej2dq92XLkBBeauNPT0rC4PmJlhZRxowxjUakrOW63VbuBUyvm5i+KORSDgkE6pMtxqL7zpVI0rbUuHvj6HUFjbY9MpCb39/apYH85yTgJ4y9ONVCqp4y0X9F4rdY0WdTrODMMwjPVH7bBuqY5nYqEIji8BNBZZ7ZZNd8UIhrZQqxd/7nG7umDrZi1s279fXUZ9vZBIyCfR85SgZ7M+gWPYQ3iex8ysXhcKaev5+PjjE4EPp7/fIRhajXexmBLzVguueCkrBdAOmYXVqZdqte2X6OpngicfxmRCAnGjrtfUGxIGLN4ZhmGsP2pHdAWXy/IPDkclgObaBcd8XiJnsF3wy7cXxW3apEJhNKopkakp2Qp1iqkddp0GF1+k6cqVc9f81aXaba/6+JFdwV2yf/A8eeJ3bCP6B9Z2Cx/J8Ihi8wueL9H4cL56g3K9RlPxKhhUHgqa1AkF1Vi0cVwFzlpNC1dDQcXcSFjHXlxo542e7gvSKcU9WQOab7Bx/DAx2DCMJ51OoK/VtfytM8qaSASIRtujMvOAr+TyyM6gM06H2XkJqp1xVc+XqJtMweCglgtUq+3lAWhkaXDQIZ93VkTaSEQWEEd2A/+iBAIO6bSupdFwcBx17pYrnfElh8FBPd9qaZlPf588jY9k76Mat3WDej8Oev9z80BLyXO1ap3BhmEY65GOHz4oxnQ8ACtVCabNlhJANyCh87TTttLVfRr1+kP4/s9KAn3OPQdOPU1b1+t1JdYbx5VURiKr9hCVqmLqYP/aTqrFjGwqXFc+ifH4L3fb77oO/X36vFxuWz2ElYQHgw6XXLz29dOz7e3svhLeUFifN5ryXgyHdIxWq9051X5dNgv1hsU7wzCM9cSRFhGVqkTfSFi2eJ6neFepSuCtVCQSL+dkj9CVhqFBWQZFwrCQ0d6UuSNsEqJR2QL29a9aHXmev7KbxXEgGHjsrmDP85iaanviu7IxOnxS5lhEIy49PbJ9+E+vWvtcvQ6f/pyKl147J9uyRe9pKatFcK2m8tCRYf1s5ufay/EcWSG2PMW9ek1xLhrXtXm+8uKZ6f/wf49h/NKYGGwYxpNORwwuFtQBXK1ohKarS9Xk+UXdMLgBdcoeTipV5O677mR68iDBkJLEek0jNt3da7uCF9q+UIkkpNNru4FTKXUDu+5/TAjuEAo5JBP6vNVy5HPory5ASMRXR2vdgDrDNoy0vYcPY3paixBqVXUyx+N6f0tZdXmVy7ZEzjAMY73SSZBDIYmmhYISvFYLZheU3NabEkABKhWHXbvOptWcYWnhC1Qqs3je0X/kxzc4jAzDaTu1fAdgbFSxJx6HUkn2EIuZVXuI7u7V2/pCwWM5q897eqDZdCiXfapVv91l5bendnx8/+cLsOm0lsn5vpLYaEyxK5f3eclLjn59MaduXwf5Q9brsrqoVpRIhyNKQlxXMa/R0MSPlu6ZIGwYhrFeqNcBfzWHadR9ShVZKHR1yS4CTwW9ySlZ3UXDsv1zXdiyTccIh2SnMD0F+/YffZ4rXgpjI6wUH6Fjwwfgryz6TrTzr8O7gkGTpZUK4MLosOLW46HTrLN5E1x6ydrn7rgTHt2noqWP4mkwqJh16JBiPT6ceYbifbXtpYwr/+COtcXKVGxMP4tETPnxzOzjukTDeFIwMdgwjCcVLYSBckUWEcs5jdrII9fFb2mhXKdaPDe/9vsP7P8S1/3L9/jHf/o473nPu7nttnsIhyWaxqIaiQ0GHYpFjea2WqveTrDaDRyJPDEi8OFEow7RqD73PHUF12rqFAON1oZCqjY7rra/9x0xgpRdVjKPr/eTTEpI6Iw3FQq6WbClOoZhGOuPTrFTi+PkmZjL6wa7UlY3r0N78VsEJidhw4Yxnvucs4jFC1QrP6XVXDsOEwjAmWfCntOVKDabSn77+pRYO466tJayPsGAXn+4PUS97jE3p3MGQ+D7jgqLZfk1Fgrq6lpeVvKeycDiok8m45PJeCwv++QL/lF+9YMDaGlqQ2Ow0Yi+f3RYi+UOZ2a+vag1qIWxLU/igO9DoaxrDoU0LlwtK7EuFlUYNd9gwzCM9cPh+1aqVXXIhgL6Oh53KRSUf80vKq+JxvR3v9GQJcKmDWpsqVQUe+5/4OgF2bt2wTPOh+7e1a7gRsNfibGKfcqrQqG1XcHdXRJm6zW9buMGSCYfv8yViLt0d+vzX/s15WKH8/FPKX4F2hOfg4OKXQ8/rDjWaGq6c+Mm5bflCpSLKnqGQ/qepaV2TGwfo6sbylXF4ZJZRRjHCRODDcN4UukE8XpN40DligJnIgHxpEu50hZD0RjN4XhelXjiOQwO/h49vf+ZemOcz/3jZ3jooduJxxV4u7sl8i5m2l6Djmwcnoxu4GORSOj9BIMOtfracaaOXUQkIoG6t0eL5I7k4EElxoG2VQQdH8il9gZaW6pjGIax7uj44ePo73yhoGSvVpXAGgxArakYUavq31xOf+vPPHMHv/Hrr2N84yWEwuk1xz3tNCWbg8MSloNBGB1RTInFfEolh2rVp9K2XBocXLWH6PgEN5uKI50JlnCk/RHuLLrTGCuHhUe/bdXUbCpm5wtru3QjkdUFqU1PSW69LmHgvPPW/mzm22Kw19AxfV8LhUJh8JtanhqL6fFaQ8dptIV08w02DMNYH3iev5KDhEISZwsFxZJ0Gqo1j1pb1Jyf09/vACqG+sirvpPHeJ7876eOsEaIxeCyF2vas6+9X8X3V/OpQNDH8xSsjuUVnM3q+IEgbBjnF/bFh9X8rNWE33/j2ueyWfja1zXp2WrJKqLehMyyBO56DTzPYXxURdNaVbGt3raFaLVkKVGuKNa5jiZG8XXd8wu/8OUaxhOCicGGYTxpdDymPM8nl4OZOQXIYEA3ENGIx+xcu8IcVlX3cBwnQiy2ETcQIxbfRl//6wmHtvOlf/kCoaC/0hWcz3srXkw93Uq4n6xu4CNxHG10d111Nhfb4m2tpgQ6kXAJR3Sjk07B8OixrSIq7W6oeEKdXI0mZBZ1s1GtrB7PMAzDWB90ip3hkOJdoaQk2QEWlyQQt5pKIENBeebjQDwqq4XJaYdicW0LUioJO7bB6afD4jzgqZCYSjkEgrIlarV8lrKaJkkk1o7CLmbkMVwqy3fRDShGpVOOPtIO3d0OPT0OfX0O/X0OfX0afe3uhu4evb6zJLVQWPue+/rUmeX4rIjg2Sw851lH/3wyGW1ODwQ1Opsv6TxuUElxNNpOrpvqNq7VJAabT75hGMb6oBPnAkEJnrW6T6OuXCuVUqev7yvmzc62F8w1JJDG47JeWC6w4ht/20+OPscrrpS/b1fXqpDbmfZUR7BeFw4f3RUcj61OUw4NrnYV/6J0dbkkEnove06Hc89Z+/z//YZE7HBYUzrhoN7jo/s6NhYqzCZTmgKtNRXrQHlfrapu4VpNsa9WV4G2Vld+fOQkjmE8FZgYbBjGk0a9rgBZrSpBLRQgEIJUWsG7UXeZnVMi6PvyFzwcx3GO+NolmXoOC4uTHDh4N91dDp7nsbCoG49kEoIhh2SSJ7Ub+EhcVwvlAkGHUEAbduVxpcCeSuqGKBSG4WNYRWSW9BEK6iMSlaBcKOkGKF9UIm0YhmGsH9ZaRACeEuNGs91h68kmol5RDFiYVwI9OAjFvJLIIzlzj5LiRFSF0lRKoi5ANOJTbXvKu64+DreHKBQ85uYVO/p6IRZ16O76+YVRx3EIBByCQYdwyCESWV2SWq9DsbiapLquo2WusOIh2WpJlN68ee1xJ6c0Suu2f1a+p3gfj8oTv9FYbUzudI0VcuYbbBiGsV5YiXNhfV4sShCNxTRlks/pscVF+fs67W7XWl2xLhrV3/mmBzffrNccztlnwSk75K/b1/YKbjb9lR0skahPs/HYXcGd6dJYQvZ9/xFGR/TvYgb+8A8Urw/nn69rxywfBgbAa8Kj+xUH6w2fZkuL5BJJ2WiEA6vL5Gp1KFVVqA0GFQtTibY14PLqz9kwnkpMDDYM40mj1l6sU2tou3ilIr+leFyLZJayDZaWNC6ztLT2ex9ry3o4Mo7vV2g0DhEMOiznoFFXxbW7WyJzIPDUCcEdgkGHVHK12lup+Cu+xan/n73/Dpctvcp70XfmWblWDjuH7t1B3WpJrYgAgRECZPScAxa2MbaQLhgb+xzDMU7C4Mfh2vdysI0vPnAwXMDXnMvlwT72IdhYIKMsFLpblrrVeceVQ+WqWTN+94/3m6uq1lq74857/J5n9wo151yrqnrN8Y3xveMdldHk9Pk5YHHp4Pnra1RIWSYXDknMBYMJDiIIh+IbLAiCcKsQx/TDh8HEuNtl4TTJmBR7PhBq9WuSAf2AG56uw8RxfYvF3nEW5um/e+5exkTXpZK24HN6epoaGAZsnXWd3DOfS/koynDpEu0XqmUOVq3VGDdeeCHDs89naDRfuS+h4zCmAdzQDYJR/KlUTBRLfB4q0xYZfeBNb5y8RqfDBDcMc1UZC9nTU4x1SjH+K0XvxFS/TsFQrCIEQRBuNmmq9u7FjsNuz36fsalS4edZRlugzU0KfsKIsa5UAo4dod2dZbDg+dUnJ6/v+8D7308xz7gqOB+c7bqMe/nntj2pClbalikMWXxttYBGQ6Hb5aDUV5s31evsuMky5mIf+cHJfHJ1FfjjT/Lx48eBRLEDpq/9kU2DRWLHY/FcGVT/Gvp3HWpLiSShhUaeG0YhsLX1yoa5CsK1RIrBgiBcF8YtIpoNtrvGiZ48W2UiuLXNAG47un12jDhuHXrdKLqCLG3h1MlpZFmGxi4T1XqNyWuhcP2f29XwPAOlkp70PsDeAB7fN+H5TJinprhrbO27+16+zGKC49DjMc1YPO8N+FF8gwVBEG4d9iwiXCbM/T4HpDoWuzlsgwljHPHev77OpHB2lsnxiy8evOaDDwDLR1lkzeNaPsjG96kKbjaZQJdKLMoCQJpmeP5Fxh3fA44cAWo1AxubCl/9GlVUrSbw/PPAV/57hrX1DGn68oVhzzP2lFj9/qRdUT5MztHDcbKUqub9NkibWywMmGCHSxxxmnypxATZcnid4ZBF4CxjQh/FkhQLgiDcTPI4Z9tAkhgYRvTJtxzGpk6H9+5Ol7HJNJi/hENu+s3O8r4fRsDH/vDg9f/SD9BuoVJmfgRQFRztxdfR5/tVwaUC0NSq5GKJhWLouJv7GjcaQLOl0O8rRNHLF1tN09zrttnaBj74ZxTOnpk85mN/SDX03DzjfRgAFy4BUPwdTIOdOZ7H16JU4GOJngcTac98w+LrZesumWaLjwvCjUSKwYIgXBeiCIC2iNjaolegbdNLyfe5O7q5kSBLuGgYR6kEw8FXD6iDlcrQaf0HzM4Z+IZveCcaDf6cTNGDuFQ6aC1xoykWDVTKBiyLit68vbZSBkp6IbN8ZNQKldNocTHl2HwelvZR3NnWO8mRKKUEQRBuFfIk2fd47waoZuoPmIwGIQvFwZD3834AOCZj1cYm1cPjzM2xwHr8KBPNao3x0vMMuC4T8ShU9Bl0RtYRaapw/gLjjWVxsI1lA08+leHKFRZqCwVe3zD5e1+5AjzxFeDipQz9wUsXhYtFA57Hz7s9JuoAB9bNzNCqQim2wRYKwD1nJ8/PraCShLFaAWg1gHplzA8S2lYjYlLc6zHuCYIgCDePvMPT81jUHfSoeC1p4U2/D+w2ge1dFjuHOp+zXWB+gfd8ywSefHJk55DzljcBZ07TUqFaBYrFkVcwwPgZRVoV7B1UBQ8GtBWybKBeo9f9zDSvVSjw+wDjTxCwcL3bADodhSBQe7FsPzMz/NlxzE3Uv/O3JvPKTAGf+Rzgu7TBiFLg0gXGtjhWyBQ7fDyPcbFY4vVUphXPGdDs8HVJlf5ZCYeGBxL3hBuMFIMFQbgu5AuC4RBY2+TOqWnQH8nzuHhoNrm7vLk1eW613EMUX0Bj9/9EELyANB0gGDyNrY2fxaD3cfyTf/y/QCkDjRYT7Kk64BcMuO7NLQTnVCos/maZHqATZxyY53NxsbRwuFXE2joXC5bJonCacphOBi64AhmqIwiCcNOhwoiJnuNQgRQMmSRubjHGJYn29bWA7R3e18tlxoAXXjh4zfvOAUeO8ngFHlsu8THvEFWw75mIY4WVFUWbJYODehpNJt79Pou/x44BDz9k4vQpE295E7/2PMaXzU0e++yzL20hUS5r70TFhDofdDNV5zA532NibhrAQw9NnjsYUAk8GNA/MbdA8v2R77ECX7skGcW93C9SEARBuPEkiUKqRSiWxc/7/bHBcV3Gs91dKnANsKgZhcDsNDA7w+Jxuwt87k8mr10oAN///bznFwsjgUyaqr0CdG5LAfAYgMVcpYBoyFiXGcDS0mhouGEwFyyVDEzVDUxP83d1dWEWCntWF60W0GyqA4PbbNvEolYHb25xg/N7/8fJ3//xr/A6x47ymju7VPvGCWN9pcK46dr0UC4V+XvHMZXBSayFUIq2FEnMQnGvf/UitSBcD6QYLAjCNSfLFOKYC4mdXaCxowN+CajVmezlFhGmedA38f4H6/j2b/sG+O4aGts/j8sXvh9bG/8M5eIF/PN//rfxgQ98N3Z3uYNqW0C1auwlzbcChmFgetqAqwfBbW5SRVUq0UeqWqX6y7Ynz1tbpW8id8C5OOjpQQtd7RssflKCIAg3l/HBcXGsEA6ZWNrmaFCaaVAdXCqyuGmaVBGtrHIi+TjVMnD8GHB0mff66WkmiLZNVW4cURUcDLUqeAYYDhW2dxW2t1lArlWBy1cYbwBaTDz0ILC8NFrqW5aJ5SUTj7zRxD33YM8TuNUeWUisrKQHLCQMg6ory+ImZ6fLWGSaBubmdCxTTHLvP4c9JXHO7g5VZVHCzU0FhSe+ch7ra8+i1VpDlrK4PtDT4wd9xj5JigVBEG4OeSGWKlljzzfetEcWEZ0O41unzXu8Y1PtWq9T8asAfPrTB6/9Qx/RfvM+C6e5KnioC6S2fbgqeNBn/Mlzo8V5YGHevOqsGNPUA1ErBmZmDM6WKerNTYPxpts9eN7MDJ/LcEibie/9nsnrDwbAC+epfvY8duZcXmHcdxyuAxaX+LOihF0+psmOF6X4ebvL18rW3sIGGItFHSzcSOyXP0QQBOHVkSfKwRDY3mbLp2UzKXY93VbUAGBS6bSfmSmgVrsX7373Pbiy8jyydAP1+jTe9a4Hcf99JqIoQ7PNIL20wGBrmreGKjjHtg0szClcWeGiodXOuFNcoGXGieNM+LfGVNE7u1zgVLSVRqcLBH0+TybG3FV23Zv3vARBEO5mlFITrbPtNpO73KPQ1O2rvgcM+yxwZnkyaNEreP+e3ukzwMIiv18oaO/4MgAD8DyFTtdAs8UCcalEy4jBQGF7k56EgyE3D009gPTEcWBm5qX1HtNTJqangP4gw+Ym408YAhcvpugHwPxchmNHWUAGGGOrVYVWi2233S43NstlE+VyhmKJSq1SkQPwvvq10c9aXQOOHqFKrNl6Bp/77J+g1x8gTjbhufegWD6Gs2fOwveO0BvfyL0oFcrlWyu2C4Ig3A2MfPEV+n2Dg0tdxqAoAvo9YLuhFbqKhU7fZw5Xr9IfvtkCLl6avO5DDwKPPExriUqZCmKAQqJAd5U6jkIQ8N6fq4JX1zioNIlHA+yOHX11z8m2jT0hTpIotNrMrfp9hVJpFGtc18TMbIaNDW6w3n8fcPbsZFfPY48DD7+B1hSra8ClS8B993LTNE7omex5AAxu1joO1wZpyiJ5MADSGPAcqonjhOuJcAEoK3XTbQ+FuwMpBguCcM3JFxDDIbCxwWTY04PjHBtYbQDdDgPj2vrkuWfOcDHhOoDrGnjro/dCqXtRKDDom6aB7V2FQZ/HVaoGCoVbM2AWCiZmprO9FqojR4BCkYXwmTlgeXmyGAwAqyvAGx5igdtQQKxbZutVKQYLgiDcbHI/fBZeDXS7Cv0BLRl2dgHHpbInThijNrZohzS/wJbTKyuT1/M84ORJDhYdDoGFhdxCwUDBpzoqihSGwWijcDjUrblNbhrOTvP3mZtjIdjaP6H0JSgVTZw+BZw4nmFzSw8u7Y8UxidPjI61LBaE2x2+Dr0ei7VTU/xdtrepdHrjGyeLwVHEzeEr26v4whf/CJ53CuXqm+G5dYRRB0l8GU89+SRs08CRpWWkqbZGCkYD9ARBEIQbQxxzUBwM/lOK9j6VMjtZ2lrB2mxSFRxpL/skAWo1YGqGRds/+cLkdU0T+Gs/qmekOMwLy+VJVbBlAWnGvM7zeM7aWoZ2e5QDVcrcYFQK2N3NqE7usHPFttk1ajnMOR2bgqT8o+vwZ/A6Bm2eAhagx+0GF+bp7c/hsArv/07gX/386Lk8+SSLu0vLzGV3dvm6zM7xZ5kGu2H9bebArsfYuqWtJ4YhX4dKFSh4zJ17fSBNFKLIONBhIwjXAykGC4JwTUlThSThJPDtbe78QgHFksL2zou4eLGNncYSkngJWXawiHtkmcG6WuXXuadgrQZUKgaGwwytBhcE83O4pewhDqNeZyE4iblIqpRHi5uzp7iYGB8Mt7rOgQq+z1asOGaSvTjPhUIUTe5eC4IgCDeOiYE6wwxxrG0goO/zqR4YN9AewSHv5+XyyGdwnKNH+U8poK6nqZdK7Bl1XYV2x0C7pTdJXUDBwNa2wrPPU3E8Pc1k8vSpUVL9WqCFBDA15eLpZ6hy2toG5uYylIqj6zqOgUpZodtl8m5ZCoUC1cGexyFwx4/z+fbGLKB2dxSefvYZFPyHUKl9IwyD1ywUClD+HLqdr+GZ55/HQw8vIVUGOh09bEcQBEG4oYxUwUAUGuj3FYupFrtXVlc5+6Xf5X1+MKBiuOhS9OK5wEYLePH85HXf9c7R0NWCD8zqQahKqbHBcSNVsG0rtFoGZ8sYzIschwXay5eB3oB2E+PE8St/noWCwtIirZC6XaBeV3uWE75vol7LsLPLjc5v+ebJYnCScNPzwQeBp3wWgldWaTFha6uIqRpfi2DI73faLFq7Lr30+z122rgej0HG65RKB+2WBOF6IMVgQRCuKfkCIgwZPPs9YGtrBZ/4xB+h0XgMpjmDYuld8Pw1TE2dA1DZO7dSyYcAjHyk4oRtp3mw3tpSGAQsAtfrBhzn1i6MWhaT5G6XbbX0xuLu75FlthFtbY+O39lReOHFNfQHEaKwBgNT6HYNekl1gKkpLpqkfUgQBOHGotRooI3nUZ2bZSzwtptMUjsd7XFocSPQtFnkbbVZYN3PmdPAkSW2iXou4OuW2GIBGA61KnjI5ND1gEZD4StfZWtppUqF0dGj13YEyOKCiXYr4+98EXjggcnHPc9AmioMBkzKTVOhUmZ829nh7/7AfcAXvzw658KlGIP+Loqlb90rBOcYhgnHPYow3MKVlXXMzy8jCLSnYqqu6gcpCIIgXHvyXM6xFfoDWkQ4DuNQEHCjbneXeU0caSWsSSXs1BTP/+IXD173z32QMXI0ZG2kCs69dHMbpShWQN9Ao6Gws8OiswLFygvz3HgF+HtVK/y5tq27KJPR5mwS05ohTvhYPqgU4HPZ2gKWj4zsj+r10e87P8/Y3e1yUN1b3kx7iJzHHgfe+Q7mcmvrwPo6LSVcPaS1rHO+Vpv2GZcsIIppEeFpwU+3S39lmHqAaptdPoJwI5BisCAI15RcNTUYAOsbwOXLa3jiiT+BUg5m5v4GPPcIwiiAytYQBEWM1zRPnuSColJiwHd0K09dq4J7vQzNFhcK0zMMsLcDlQqDfa8PTNW5a95sMpE/dXqyGAwY+MxnX0QYPA/XPwfXO4Is8xG/aQmB+AYLgiDcNHKLCMvKB9ootLVPcKsLwGTsGoZs+9zd5WOL88AXH2MSPM7yMm0YlMlk1jCAUtGAoVXBrRZVwa5LT0bLBJ76OuBYLDC/421AqXR9ZkEfPcZibLcHbG9nmJub/DnFIgvCYchjigXGtgwADODBN0wWgwEXhmHDcw9v53HdIsLARacTI0k4UKffAYJAfIMFQRBuFFHEgZ6GtofIUvrkl0vMZxot7AlcGk0d74qMdb7HTs5WE/j605PXfetbWCze3GIMW5gfPZargn2fquBejwPI+4HC5gY3XcOQv8PUNFW2lSp/1njnyquh18vw9WeYmwUDBdczDvgHVyomKpUMTW2D9B3vmywGP/c8C70L88DGJp/b9i4HwsLg71sosuO1UKQautVi3nfyFBC1qZKu1rnBOwzZaZSmshEq3BiuzwpSEIS7kiRRSBMgDGkR0WgoPPPsc7DtKqZn/zwKhbMwrQIKhWkUig/AMKyJ85eXRsMJqmUWPm2bHopUBTNQVsrAVN245YbGXY1ikQMLsoTFhFqVz9P3gFPHWQAfp1B8C2bmvh+udz8AF888cwlPPP4M+sPRrrYgCIJwY8nVUp7HRDLL6H+fZVRHBQMmfWnCFlClB8f0BsD5Fw9e78wpdoi4FhPpoq6TFotAEBhIEqqCDYOtuS+8CIRDxo+3vOn6FYIBJthLC/z8ygqQptmBY8plPZVdUcVcrTChjSJgeZGDdcaxneMIo96B6wBAFA1gGAq2VcBgQM/8vlYeC4IgCDeGcYuIMDIwGIz8dotazLK9A4QBNwKVog/vVI0xwTaBL3/54HW/7/uo7jUAVGostPLnKWQZ45xhsBj9wnl21oSBHq4Wc+7KvfcA3/SNwLlzJpaXzNdcCAaoSl5e5Ocra4BtUZIcBPwdcmZnmYu2WsBbH9Uxb4wvP8bfrVjghu/WJou5jq2tIqaY70UxMFPnfIHtXb6+lkmVdapFPoMB1xP9QB2wlBKE64EUgwVBuGbsDY4L9aCcy1sIhm043oOHtoWOs7zMHdNikcoq32fArZSBatVAp5Oh1eIiYm4O8P1rUwhuNDPs7maHJrrXCtM09obgdDojq4hUAYtLwMzs5Gh5xynpovkMfH8JtjOFT3ziv2M44OJAFgiCIAg3liwbJWeuS9VskjBxa2mLiEGgk0CXXoomgLl54MoVDpcZZ3YWOHsGMC2qgi0b8D1DD6aj4rbV5nXTbDSQ1XGAs/cA9fr1X8IvL/PnxfHBwXcAN2krFSqls0y3/pZZCHcceimOUynfh+Hwcah9Jo9KZYjC5+D6JZSrc4gjKqHFN1gQBOHGMW6FZFkU+PQGOh/TXY7DAWPebovdoLbDzUzPZyxrtYCvfHXyuved48bnMBh1y+Tk9/hCgb655y+yIOu6tGw4cpR2SMePAvfc8+oGpL4cR4+aKJXoO7y2xtwT4PNMU+Zm9ZrO2VKg1wXe/rbJa3z5sZF3f5owTvf6jO1KcUPY97iROzOn1woD2igWixQKdXu6GK74u/R7r877WBBeK1IMFgThmpEXg/s9muj3+jGgQnju9EufCODYMSbDtTo9gpOYAXNujouT9Q36PdVr9Ap+PTSaGc5fyPDlxzI8/zzVVk98BbhyJUMUXZ+icLnMQD8M6QtZKnLR4HvA9NT6Vc8zDBOmuYhg6OOFF17EIADCSEEpddVzBEEQhGtLHt8smx65/T69/WyLSimlAOiibZICUUL/X9MCnn324PVOnuDgON/VqmDtFUxPRqqCgwELwZ4HXLzEnzEzQ0XxjcCyTJw4zs+3toH+4GB8NE0WhAHG7EKBCa0B4MF9XsOGWYbKWuh1P4cg2ECaBgiCTTQbv40oehGnTh5FFBoY6mJwGLIgHMfXb7NWEARBIFE07t1r7G2CmtrKqNGgNUQcAzvbLGSWioxRrkPbhse+cvC6f+77WGDNFK0TqlVT/zwWnGGw+Ly+TjGR5wKLi/yZgwE/1qc41O1ac+oU1brdHtDtKVg2X4Nul4+bpom5Wcb6Vhv4tj81ef7aGnD5ymgA+m6Dr42rFcTlki76poyPRZ+bp9vbLD6nGQvFUQQYFtcO/R6VxJLrCdcbKQYLgnBNiGO2+QRDhc1tts56nocs7SKMNl7m7ADzM9x1RkbDfcOkUnh62kCzRQ8ly6SBv22/+mJwuz1ZAN7e5i6vZWnlVUrz/698FTh/ITs06X09eJ4B14W20eBut+OwAFAsNBAE7aue67ouTKuIbrePXo+FctkxFgRBuHHsWUS4epBNShuDMAJgMHkzbIXtrVU88/SL2NrawNSUwsYGsLo2ea1KBThzhgriSpWJtusasPS09rwImituG7tUSnkF4PSp65MQX42ZGRP1GtVKly4efoxt0wrJtg0OunOBIKJH/vLy5LGnz7wXtrmCIPgTtNsfRzD4NHy3h2/7trdjfn4JUcyCepwAMKnECkQdLAiCcN0J97pfaFHU79P6x3FoldBosRjc6lDcYlpAWReDyxUgjIEnnpi85onjwP33M0bCYB6Xs+cVrD32X3iRNhPLSyyUttrMkzwfmJ25Ps+5VDRx9Ag/v7IC2DZ3M3P/YEAPN/cZm++9B3vdnjlf+jIwN8tBcM0WN4jjlM/XMFgkdxzGtUqNG6a7DX5d1kP50owF58FAq6WV5HrC9UcGyAmCcE3IE+Uo5OC4fh+YmZlF0c/Q634Mvv/DB6whcs6d9WE5QK1Mg/0kYTI5MwsYhsL6GhPR6Vm8qkEy7XaG3QZblsYDaj6UbnoGmJ7i77S9nWF9gwF5e5v/6rUMi4tArfb6E2/LMlAqsfW31x/tFHc6wOKijyxdBVA79NwoSgH4sO0qgmDkGyxD5ARBEK4/aar2vNo9nbSGIdWvzQa9AZ977kV86cuPo9vrwrZKUAAe++IFnDj9f4NSk6PBjx0DTp1gsmuZo9bUUhH6Hq/Q67EQrBQ3Q7MMOHUEmF+4oU8dwMsPkwOoeOp2dVGgRFsMv0h18NpYMbzVmsYH/+yfxXPPbmEYhfA9H/efm0OhZOCF5/n8h0Og2wJKS4yXgwCoVm/c8xUEQbjbGLeIMEzGnsGAReCKtn8Y9BmPNtb5eKVMb/xCgcrdL37h4FyT7/kfgXaLFoDl4sjiKI7VXm5mWQpPPkWxy8I8sHxEd5h2uaG4ME+F7vVieclEo5Gh3weuXOZmbVdvRDqOguuamKrz8X4PeMfbgT/6+Oj8xx8HPvCn2dnT63KY3Kk246HKuOnrFzhXoFYBthzmyb0+v260AdNgQTgIuL6IIoU4NiTXE64rogwWBOF1o5TaKwa3O8D2Fttb/IKB7/yudyAKX0C79SkEQRNZNtx3doYjxwyU9bTVaoWB03WAxQUOjesH3C1dWqJH4UvRH2S4eCnD409keOZZFnXjmAubmWn6Tb3pEeDsWXOvEAwAc3MmHn7IxH3nWCgGuCP9zLPAV7+WYXv79SuFSyVjT/XlOEyYlQLuu+8MTDx36Dn0VmzD82uo1k9iMOBCS3aLBUEQbgx5fLNtxrsgGCl3uwPgqa8/gz/+xCcQxTOoVL8L9akPoFh6N8L4LFZWJgeleh6VRcWijnfgkFFH+y7mquAso/duu8tN1rlZYHYe8L0bv3R/JcPkXG134fssDJgmY/n95w5er7lr4MjyAhbnj6NWnUcQUlns+XyNhwEVaiqlCjsYXOcnKAiCcJcTRQAU41qa0KooSahsLVe4CdpoAtEQ6OjBcVN1Pm7bVBB/+bHJa87PA299C4ueAK0fcnJVsOcBzz7P4qvrAW98Iz9v7PLn1qY47O16M24XsdtQB/yDq1U+z/4A+PZvmzy31Qaee4HPz/U4YG9ri5u9ADBdpyVUHLGAXihQWd3vUUFs6y6gPLfLFGNfJLmecJ2RYrAgCK+bONY7yIHC5hbQbDMRrFWBR978EL7nez8CzzMQR08hDLsT587OmigURy04AJPK6RkAoH8UFNVQhcJL37La7QxPfR3Y3BwVgOtTHNLzljeNCsAvNXygVjNx7pyJN7yBxWPD5ILl/AXg8ScyrK2/9mFzrstFT5rwmtPTXAD4voH3fMs9GAbNiePjeIBu54tIkw7m546i0TAQx3rSbSy+wYIgCDeCvHXW84BOd1SoDQIgSxQ+8Ykvw3GPolp7DwqFRT0A9AimZr4HfmHSM395mcXggq/v/x6/Xyjo62UKnS6TwEGf6mPbpTJq5uXt968br2SYnO/rgakVWmBEEZVSp/d5HL9wgfHQMPTaoc+4WK+zEDEI+Bpn4OvQauG6+fkLgiAIo01Px1GIYqDb5z3f9RiH2m16Bm9u8/7s2IAy2dE5XQe+9NgoVua879tGPsSuC0xN8ftJMlIht9sK51/kz3jgPsaA7W2qhKs1YO462UPsZ9wuYmWVswHG/YOLxZGt4IkTnGkzzpe/DMzPMpb3OlRDD7X+qVymAMjUe8OeTyVwp8fNXt+jUjiO+domEYvOaTIaZCcI1wMpBguC8LoZ5hYREbC5wUmzpsW2TqWAxYX78caHvwnnzj2IQmFfu+xRBkjX5Q5zFHPndX6OE1mjmI8tLb60IjiKMrx4nkqkUmlUAD53j4mZmZcuAB9GqWji7FkTjzxM7yrL0knwFQ6bazRffWJqWQaKRQAGJ+b6PlAscQH01kcfxJF93oqGYcC2m1g+MotCcZoLg5QLtCQ+2IolCIIgXFuSRA+4gS4Gd5jgGaAv4MraJfQGETz/kQNWSPu/Ng3g3jNAqQCUq2wJLZfzoXRMxlst3tvbHca+MASOHGGb7s1QBee8kmFyvg/AYKG74OmNYgAP3D953OYmkCoAihuuUUg1cK068knudqhAs8yRVYQgCIJw7ckHxQF6GKriPdm2qWTd2aFittenBZBSwOwsY5Vj0QbhT74wec1aDfjWbwE6XYUnn3wSjz32X/G5z30OaZruqYKTVOHpp3m9hUXg9GkDzTYLz8UisDAHuO6Ni3vLSyatLzKKgCpl7PkHD4fGXufooA+8422T5371a7R6KhQY97Z22dmTJNw8np3jzIEoHcX9dhsIQsb6NOUmapwA/SHjIiCdoML1RYrBgiC8LnKPqSxT3DHe4s5wqchicDRku4xSBpJk6sD5C/PAVI1B0TBpD1GvMZhu7fCYI8svPzTuwiUGTMeh6uq1FIAPw3VNHDtm4k2P0OfR8xiwL158bUol3zfgOiycWxYXBIbB6z7yyOTrY9sFvP1t34HF+TkOjQuB3oBTZ8UqQhAE4fqTJ8iOw46MSBdsLYuJcbsVwFAKnvvyprbzC8B9D1BJ5dpUA5mmgYKfq2EVdhu6dTRkgjw9wyLrzA1SR70ULzdMzjTpb1jQA39cmxPUz5xhUWGc7W0OxAOAOAMGQyrNfI8xsTtgvDMtfuyLVYQgCMJ1IVcFWzaQpAaiWLGiCW5E7jawN8w7Crl5WdCD4woF4KmvHxz0+e5vAD73+T/CRz78o/gHP/3T+Nt/68P4wAc+gEceeSt+7/f+EEopXDjPe3uxCDz8EBBGCpvrzLPq9ZGS+EaS20X0+8DWtmJBGHx+rsfn3h+w0D3OcAg8+RSL2p4P7O4qfOlLz+AP/+gTeOKxr6BaVXB9AClQ8mgbEQ6BJOTrn4GxPk2BoA8MQqqCxSpCuJ5IMVgQhNdF7jEVBNw5bmsfxUqZQbPTZXuN7bAoPM6ZM1TGFgpsAwr0LvTCgrZ6iLhLOjv70oXgjc0MLe2wcOb09dlFtiwTy0smHnoDFz9xzAL0q8XzRlYRw5DTcS2Tr9Wxo0yCx2m26CVpGPROHvS5Wy/FYEEQhOtPniR7HgfDJInu0OgxVzatCgzDRhi1X+ZKMe45yw6Ycpnqn1KJ93bLYpF5d5ddHzu7wJS2KZquc8DMjVRHvRRHj435Ku4e3BAt+OxqqdeYNMcJE9yzZyePe+FFrhVMkyrrXo8+ibliajDgZHql+LoHfRbLBUEQhGvLni++xU6YXo8boJ5PgU+/Tw/fzQ0ASs88ydgBMjsDfO7zk9crFADf+wz+7t/9p+gHxzG/9I9w34PP4eSZP0C39wh+7Md+DL/1W59Dq804et85zlVpt6iWLRToN3w9h8ZdjUJh0i4iSUf+wVC0dwpD4MRx4PixyXMfewKYnwG2Ns/jP/yH/4x/+S9/HT/zMz+HH/vxH8eHPvQ/4MKLTyFK9GapB8BgnOt02TmkFPPeINCWgkPmwoJwvbg1VpaCINy25AuIKAJW15nAOTbbg7KEu8nD4HBVz8njTBgtm8HPdagoLpeBjS0es7RAtdHV6A8yXL7Cz5eX6Pl7PbEsE6dO8vNWE696sJxlGfALBky9mHBd7ohbJgclzO5TfzWagONRHZUr0ga5MlhsIgRBEK4bSaKQpgAM3qvbHcY4w+K9mINJj6BUriEcPq8Hfh7O9LSN+85R+ep7bBe1bYNewUMDaaqwu8uYmXeMzM4AMG8NVXDO+DC5S5cPDpNzHIPDYGtMdtOURYMHHpi8Tr9PJZVlsRgcR3qyepVrgSgEBj0Wx9OMyXIYSjFYEAThWpKmas92Lh9FEkXcqKtUgN0dFmg7PRaJlQKmp5iHWBZw+Qrtk8Z55I0Kv/b//kcoV74V84t/B8XSG2BaZRRLj+LI8X+DYvn9+NVf/c8IQ4XTp4GZWQNZprC+wdymVqcy+GYxbhdx4QI3bi2bMTt3fxoMgLfts4r4+tPA4499ER//o99BHFcxPfujOHHq/8DysX+N/uA0/n+/9b9jbfUFJIrx0dIKZCgKfIYhi8JxSrukwYCvdxRL7BOuD1IMFgThNZNlbF9JEoXtXWB7i8GrVKYyuD9gWxEMoNmYPLdYAKamDFQrVD71+1oVvEhVVBTy6/0G/eOkaYYXX2SwrpSBY8duzC2tVjOxvMTPL10GguDVFYQ9l//iiAl/tcqigoGDu8yDQV404OIs95Ps9YE0UYhlgSAIgnBdyC0iXAcYDhWSmB6A+ZCzYQAoGHj4oUeQqW30ul9AEFxGloX7rpTi1AkDi0taFRxjzz/etqkK3tykH3y/z0S7WhnZJtn2rbVcf7lhcgUf8FwDpSL2bJFOHcdIXaXZ2mZsM22qz4YhW48dlwlwp8c1haWVyOIbLAiCcG3ZUwXbQBwbGEYKuQSnXKI3/k6Dw+PSTAtUtKVPvQZ86tOT13McYGnhGWxutlCtf/BQL/2p6b+M3cYW1je+jiNLtEpqtfjPc4HFhZsf98btIlZXFcolft/X9kb9PvBN7548Ryngt/79CzDtKVSq34BC4ThMq4RC4UEsHfnnsO0F/MmffBJJrFDwuZYIAtophXp4nGny6153NJNH1MHC9eLWWl0KgnBbkVtEDIfAzhZ3jk2LSazlAK02d5ENg4ncOCdOALOzFkyLyZ9psg13ZtrA+gaPmZ976cXAlRUGUcti0L6RLC+zjSlNuWv8asitInKrh3odsE0WyM+cPXh8f8DjM+2rOBjweYtVhCAIwvVj3CKi24X2x9exzmR8A4D5hZN466OPwra30G39PrJscoOwUrFw332MGcUCbZM8z4DnAmFoIAwVtnZotTQzo4fF+fwZ0zfBM/HleLlhcp72/Z2eBmAwTpomcP+5yetcuEBfYcfUE9s7XENUStqXsa9tpkyqhAPxDRYEQbimhLrQaBgKStGSx7aphu33tTd+m52KWQbUq0AaM441mlr0M8b99wG+fwGWPQ3PPX7oz/T8ZSgkcO3LsGxaJa2tM8bWpm6NuFcomHsCnbUNqnMti9YYSnFzcmkROLcvrhnmIygW33loEbxa+wBa7Q2sr62jXGK8S3WnZ6y7YQo+X/+2HqIKAFEkwh/h+iDFYEEQXjN5ohzHwMo6vY1ci8XNJGZiG8cHFwoAp6PXqyZqNRaTHQeYmwWaTYVQt44uLV39ZzeaGTY3+fmpkwzaNxLLMnHmzMg7cWPzlauDLcuA4xp6IBGTft9nC9LMLF+LcVot7sArxWED3d6oGJyIVYQgCMI1Z9wiwrYVul1uzDk2LYJUyg4WpZjMLS8fxwc/+AG85a1/FrZdmLjWsSP0s6+UWBgt6Ic9TyEYKmxtMV46NrC4OFIe1es3Xx11NV5qmJxhGPB9Dv+xbf0aHWIVkWVAq0OlmW1xozOJqZ52HMa7VhtQBlXTwxDSDSMIgnCNSFN6BI8T6a7FSgXY3mUO12wwVzNNoFJljlYsAp//wuS5pgk8+hbg2NFZmGYZYXT4cJUwXEEweBJLS7MoFnifbzQZA5duAVVwzuLCpF2E7zN+KzB+pRnw1rdMnlMoPADPO3ro9Tz/FKD6CIZDKABFn175WQokKXM7BXbU9Lp5x4xCHItnvnB9uDX+0gRBuO3IMganKFbY3AJ2thnQShUmsp2OHiZncmr4OMtLwOwsYNomqhUmx47NYQGrazzmpVTBUZTh/Hl+PjfHpPRmUCqaWF7k55evHFRHvRSeS/VUFAKAgapeXNm5mmqM3V16SxkGFwp9XQxOU1EGC4IgXA/yzU7X0UXKhCop02RS3NMWBlHEe7fK6Ce4uTl5A/d94L77mDiXiryPFwvcDEwSA8GA8SOKGRfnZpkYmubBWHCr8VLD5Hyfr0e1MrI5Wpg/6AO5vs74b9l8DfoBC8HlMpPjfm9UnGg2JOYJgiBcK/I4Z1kKcWJgGCoOsjbpk99pc/Nzp8GNumqFm3uuy2JlLsrJOXsWePAB4MzZt2J2Zg6txq8d8NJXKkO7+StYXprCo299FK7LOBCFQKXGTcRbiXG7iJ0dBcuiBVKScqj3297K12OcJD28jSUcnkcUraFecZDEo/OiZDRwdTikYjhO9dfaHklin3A9kGKwIAivifHBcVtbTIxtPTjOMumrGPSZRO/n+DFOVJ+q8Tqex6S312eR0zCpjroaL7wwUledOLwD6YZx9KiJUmm0a/xKcV3AdQ3uLKcK9ToXAq5LFdk4QcDisWUxWW51gCCkZUSWKSSJ7BYLgiBcS8YtIjo93UqrRoPj+sNRYdi06JW/usp79DgLC0yQyyUm0bnq1/MVej2FlVUOjSv6PC73CJyaujmT1F8NLzVMzrIMuC43bA2D6mkYwLl7J6+xusbHfZdJSafFThjX4evVH+ghdODnMkROEATh2pBbRCj9nyAYWUS02rSH2NzhphzAAZ8qo0DlS48dvN799wJnzgD9voEPf+RD6LT+PVYu/UUM+l9GmgYIggvYXP/H6Lb/E/7O3/1bKJdMdLsKO7vMHZcWANe9teLeuF3E+iZztlKJQ9J7A1paPLiv68WAOrQI3mr9O0zXFU6fPYpMv46mwXWEbVFU1dWbzoa2ThrPtwXhWnNr/bUJgnDbkAenQR9YWWVx0ne5UAj6VAqn2UGLCM8Dlo8y0ZuZMRDrabSLi8C6VgXPzV59MbCykqHbYzJ+5gztGm42Z06Pdo1XVl6ZOti2OXHd81g8cF2tpHKBEycPHh+M+Qb3O3zdg4H4BguCIFxrkkQhy7BnEZF71zoe0GzzvhsOqQwywFhX8IHnX5i8jmlQFVyvURmcZkC5ZMCyAAMGggC4eIlK2MVFDhNNE6pkbzV11NUYHya3tjb5mO8DM9McNgSDiucH7jt4jV6PQ+NgjF7nUolJSjCkItg2RhvGgiAIwusjSQ5aROT5RKnA+26zCTT1UO+C9ru3HeYfm1uT5546Bdx/Pzftsgz41m99B37lV/5fqFaextbmz2Jj7aewvfmPUfT/AD/3r/43fPt73wvPA9Y3GE/LlZceGn4zGbeLaDa11ZPB39v3gbe8afJ4x53D7u6/QxBc0UXwy9ja+H8i6H8RP/6/fAiFosFhfDbPT7RvsAJzaNdlXG00gaEuAkuuJ1wP7Jv9CwiCcPuRpgpJAgwjeh3u7gJQbOv0PWB7h+1DABO7cY4dA6br9KJKEgOuwwQ4SZjowaAh/2H0etmejcTxY1Ql3Qpw1zjDpUscMlCvZyiXX/5381wgcqme9j0DtZpCrwfUK9whTtLRsY0WUC7yNeoHo6Q4LwYXClf9MYIgCMKrYM8iwmUMi0Mmw4bBgS69HpO24ZAbeK7NDbpWa/I68wvAffcwNgLc0AOY/PV6CusbHEJTqwJveJC+wcDtoQrOsSwTx45mOH+Bsf/YsdFjrvbGn5tRuDygsmlqijG/0xkdt9sEzk5zUzWMWGiwHaqthyFblJePMFYOBlyDWJZx8JcRBEEQXhG50tQ0FbLUQL+vYBpUpZomlcG7ekBcqlisNUA16xOPH7ze6ZPAG98INBr8en4OeOgN3423ve278Bv/x4tod7t41ztCvOtdb0cSm3A9IAiYR5oGsLh066mCxzlyBHjmWXa+zs1xg7fXY/H7wQdpodEZy3krpeNoNP8tXO8ckmgVpVIPf/tv/RP86fd/Ez75KRaCM8XNz16Xm6WGSTuONOEg9l4PGA6ALEuRZSzg27bEPuHacev+xQmCcMuSLyCiIbCxSUWsZdMLMAN3k4OQC4n9nD7JaerTM2yvsW16CK+t8/HpKcD3D96a0jTDCy/y83qNu7S3EosLo2E65y9MtsteDddlK60yaPeQeyuaDl+fcXLfYCgWKgYD8Q0WBEG4HuxZROhicBQBMNgym3vkOsbIL7hUBp59/uB17jtHH+BSkaqfSpkFZctS6PaA8+fZUXPsKO/lWaZjae2GPt3XzbQu5MYx0G4f9A6em2VxIU357/g+e6etLQCKajSl+DpbFl+vJGFxeKinqrfbMjhVEATh9RJGB782TRY5220WNtdWuRFq2xSkwOD9eHVfF8ixY8CJE+z6HA55fN7d8twLBk6fPovveN+b8B3veyeShPlbwQc2tpjLlEr0lL+VqdVMOA7zvCBgfMpS5mPVKvDQQ5PHT8++Bx/6S38O737XI/iO7/gz+Fs/8U/wTd/4TYgTzsjxCrSayLs+gyHjvwLfC9fhuqEfjNTBYhUhXGturWqKIAi3BXmi3OuziBuEDOq1CtVRjRYANdodzpmfY2JcKHAX2LUNFPRAnXYbgMHC8GG8cJ4/13HYinQrcuoUE9ggAK6svPzxts12Yc+hVYTvA66eVLu4MHlsqBdjlsUFQ7vFBVeSMnkW32BBEITXTxyPLCIAbRHR0y2bbSZpUQQEEdWrKmUnx6XLk9ep14H77mVh1zDYNWOaBnyfSqLNTcZQzwPuuYetp4C2VbhNVME5lmVius7Pd/fFfc/j5qbvMYmOIuDkvmJwq8UCb6HIYkSnw0TY9fk2DEPdOaT4XkSRxDtBEITXyrhFRJbp+SNaWJIPAd/epAo2SrTnPZiDPPvcweudPA48/IaRCGh6iirfjY0MOzvcLLzvXr2pp1j0TFOFdS0EWl4GfO/Wj3tzs/zY62krI5uvVaUCPPLw5LH9voFi6SweePAe1KpHMYwM9PpU/s7OAOUCczjLoE1SEgFmpu0Ae4yZtsnPwyHVwCL+Ea41t/5fnSAItxR7FhEhW3saTQAKqFSZLLdbDJJRxIA2zvIyUJ/i7m+vBziOgaVFYGODj0/VgVLp4G1peztDSyfKZ07fum1Ermvi1El+vrl5UCF1GJ5HhXCSsDhcq1A5vXRIUTzfnU8TLrg6Xe7Qp6mSBYIgCMI1IFfeuC6LtrFu2UwTII05XT0fHOe7TJwvXTl4nVOngCPL3NzLC50A4DgK7RY7SHyPcRGK8dJxgHr91oxvL0fezdJoTHbGmKaBgm9gdgaAydfx2NGD5zea3BA19YanpVuVLZvvQWMHVKWFoyF7giAIwqtnpDBVgPavtyzebw1w43NtXXu0Z8xLLJtK1pV9Ypf5eWBmlsrgTof37VldNH36Wf6I5UVgdtbc6/Ao+PQKDgbsnFnYJ4C5VcnjXKvNjiDP41ogjjnQfP/zePoZrhMU6C/c73E9MDMDFEvcKM4yHhMmwDDm+xBGjJWGyTkFYciYGieAUrIZKlw7bs8VpyAIN418ATEcsojb73NHs15hENttsQ200Zw8z7K4UPB9qqlMi7YHxYIeMncVr+D+IMOFS/x8eYltOrcyMzMmZqb5+YWLL28X4bqAYRgwDAb4apVJ8FT94LHNFl8vA1yg9Xv0m8wHDwiCIAivj/0WEXnhMfcD7vV1N0bKBK9YBF7cNzjO84AHzrF11DQZ81zHgOvx+pvbvHahBJw+rbtpwATxdmV6ii20aXrQO9n3gdk5xrY45abm/kFBOztUAzs2O2X6erp6qQjEEdDSnoq9LpPqLJOEWBAE4bWQxzlo+9lhxMJkwef9u9WgB3wUsmjpOoCFwzc+T5wA7j/HWJll3PisVEysrFDIY1ocpBqG7LoxDMAwFNZWef78/OH2gLcipaK5N6Ol3+M8AKUYzytV4I371MEvvMDHbZcF3p1drh1MkwV01+Vg2WKRr3UUMe7FMQC9duh1gHYrhWkCUGIVIVxbbo+/PEEQbhnyBUS7xV3jSA8vq1QZGDu6RajXmzzv2FG2v07XWUB2HWB+zsTGBgNltcLFwzhpmuHFF9laWioBx47dHres48ep8ArDg63D+9mzinD5WhYLLCT4HtuIxmk0OGggU1x09QdUUKUpk2VBEAThtbPfImLQpx+g43AzLgjZ4jkY0N/WNIFum9YF4ywussjrF5gcl7Qq2PcUGg3g8iXe8xfnWBhFxs3RavX2iHFXY1pvhO7ss4qwbQML80x4AcavE/usInZ2AKjRhmenxde3WuEaIU1pJ5VlXF+Ib7AgCMKrJ0kU0hRQUFBKW0To+6nnsetwZY336VjnJaYFwASe2+eNP1Xnvzc8qIeJA5ibYf723PO8Xy8vA7WasacK9n1ga5sbfgWfg9luJ3LV826DOa3jsIBeqwMPPjB5bJoCl6/Qb7nfZ44chfz+4hxfb5Ux1gEA9EZzlnHTs1ig2KfZVIhTboBKJ6hwLbm9V52CINxQxi0idnap/jXBhYBpMsgFgfb/3cfJUzTbL5cZ5GwLmJnJ6JNoHG6LsK5blCyL9hC3C65r4uRJfr69DTSaL60O9jwmy1nGj77P9qP9xeAwGrXOhiHQ7rAoIb7BgiAIr598s9N1td1RzPtrGLL42GoyHkUxJ32XSsAzhwyOe/B+JoyODcAAPM+AbVPRs7HFxLFYBs6eHW2g5h0ltzN5zGq3D3bFFIsGk2hd2D1xbPLcXp+DcopFwLGYOGcpX0PDZAKd+wZ3OlIMFgRBeC3kylLTAAwYGAS859o2412jBayuMu65LoudtqMHfe7j2HHg2BEWeMOQQp+pKeDyZaplbRs4e2Zy2LVtK6yuAsjYMVIs3l7lqDzOBYHudrVGdhoz08DpfXNtzl8ECh6LusMQGOh5LzOzXEMog495HjtnogSAyeMcm57CrZ5CpIvpUgwWriW311+fIAg3lTxRHg6B9U0WIi2HA3KGAdVAmTpoEVGr0QKiXKKS1XWpINraMpFmVFjV99k/BEGGNe0lfOI4UCjcXrer6Slzrw324kUgiq5eEHZdfjRNWkUUiyyaLx2yWx5HesEW07Oq0eTnSilJjgVBEF4HeZLsuVT7DodcKLfauhW0Rx8/x9J+fgb2BuDkTE9zIJzv85yCz+8XCrxfX15hYr2gW0Rzr+D9nTG3I+Wyuad02t6ZfMzzDCwtUQEdxQdtIgB67fs+O2DCmOsJGCzAJwmLwbH+KEPkBEEQXj15Lpdbz+adha7HTdCNVaDbYfwrlRifgIOD4woFKmMffGCU901N8eOFi7xnHzsK1KojVbDrclhqp8fPD/OPv9VxXRP1Gj/vdKkIBoBWh6Knhx6aPH5tDUjBzc0kYRdMlvLYmWkOiUtTboSGIRAP+b1oyBhoWkCnrfZewzSlOEsQrgW3/8pTEIQbRp4ot1vA2iqLkMUCFwSdLr38htq2YJwTxzlZtj7FQGiaLBBv77BAepgqeHV1ZA8xN3d73qpOHNc7vTF3ya9GbhXhOjy2UsHeDvN+Gi0uGJQCBn0OXwi0b7AUgwVBEF4buUWEYQCZokVEEHDzrdWmUlVpi4JiEfD8w22Azp4Gji5T0aMAlEoGTFNPTt8A2k3GtdNnRpPX82TyTiCPW43dg4/Nz2mPxZR+98f3qYO3d7S/sstie5zQMqKo7Tb6/UmLJEEQBOGVM2ERob+Odc6W2x1cvsJ8wgDjXz4cPAgmr3X0CDf1jh9nXMwHx128qO0AffoJW9bIe991FS5fAVXBs9xAvB3JLZEaDea3jkPLqGoNuO8cn/M4L77AOBZFfI3jmOuD2Vmeq7RVVBTx+6ZJhXAScy7PMGBHrm3zeuIbLFwrbs+/QEEQbji5RUQQKGxtM4k1TaBeB6D0tNPo4OAYwwBOnmTBOMuYIFdrTObyYnK+k5zT62XY1Z6Dt+OucY5lmTh1kp83Wi+vDjYMAzC4W2w7VJRN7ysI93osGitFNXa3y0VXmsoQOUEQhNfKuEVEv8dkK8tGHxstTlNPFeNa0T84OK5QAM6d48AdgApjgGrXZpObqKYJLMzTFz7Vm6O5yuhOIJ+23u0djHnlsoF57ZMcRsCxfcXgrS2+Hrkf83BAZVSxyGQ5jhkDg4C2EWKNJAiC8MrZGxynaBERaBWqYfIeu7IKbO2yeFsssSBs2YcPjpubAe65dzQ4rlTidVbWeK8+cYz3/DDkz7Ms5iytDmPA7ZzfTU/z+cQx1wOOww1Ox2Fee/99k8dfusw4FgwZG/u6sL64wPUBDNoAQvE1zDLmyJkaWXDsNgAY4hssXFukGCwIwitiwiJiQyumXGCqxsDWanA3c//guKNH6YtUrzF5cxy2Fe3oFtKFRcA0J29FFy/xY30KqNVu79tUrcbJsyrjFNmr4Xn8yCm7LCqUK1xsjTMcAjDp9RUl9JscDLiLnya0ixAEQRBeHXmM8zxudg4C3md3m7y/DgPea32fCVq7O1I75RxZZoLre5wQXiphbxjd5RUOoauWqYjtD3hOvX4wBt7OlIomnzcOxjzTNHDkCBVQSQQsLEw+niQsmpfK3PQcDPV0dZvF4UyxAylL2Y0kCbEgCMIrZ7+iNB63RuoDV67we2lKQYpfoC3PxsbkeUeX2NFy71ktAjLY+XHpEjsWCyUOUnVd7NkbeB5wZQVAxmLq7ZzfWdbIKqLfB2pV5sDdLou+b3hw8vjdBnO7OKb9Q6vJnK1W4zrBNJhLex6vMxyy2ByGengfFHrd0fsVxZLvCdeG2/evUBCEG0q+gGi1gdU1Jm2lAttXun0Gw+4hg+NOnwTqVSbHpsUFR5LoCbXFg0PSdncz9PvcGT1+G+8aj5NPns0L4Idh22wldmwDScriuecCS8sHjw1DejVHEdDscJc9t+YQqwhBEIRXRxRxqrphsAtmGIyG53S7/AdQzVrwgVIReP6QwXHn7gXm53kd32fx0/c4UG1zkx0d84u0Agr1xl69fiOf6Y0h72g5LObNzQJVnTi7zmgjNGdtjRvNxYJ+jQwO2MnAInAUsQum05FuGEEQhFdKbhGR6SLinmWE4obbzg6wsTnagEtT3p/X1w5ea2EJWD7Ce3gY5oOweWwcAyeOAuWSgVT75MIAwkih0aAC9uSJG/vcrwe5732jxY5Xx+JmZakEnDrFDcxxNrZY4E1TXQzW1hBz83zt4phCoCjk557PTWiqqk0MAgquDIPfk81Q4VogxWBBEF6WcYuI7R0qckwTmJrm7mSzCSQZFVTjlEr0lKpUgUAn1lNTwNY2H19csiYUUWma7XkwLi3cfkPjrsbsDIvbQUALjKsxnhTX6nyN99tEACy6+x4XFL0uX/8w5PskiwNBEIRXx7hFRLfHuJZlVO+mGYfjpCmnemcZrSI2NyevMTenLZH8kaoKACxL4dJlFi8rJaqH859XKQG2fWfEuXHGp633B5Mxr1QysbjAeNft0lt/nO1tJsauB1aMFYsTrsvXdTDk6zcYAFEoyihBEIRXQjjWyWIYtG+wLECZAAzaHvV1/CsUeA/OFHD+wuR16nVu1j14H4VAAL3iL13mBl2lTBGM52FicNyli4yftTpQr9/+ca9WM/f8frOUauih7oB1bBaEx7lyGSgUWcRtdrTKV3FNYFkA9DDZcMgCvWXwvYhjwLIyJDGwtkERFiDFYOHacPv/JQqCcN3JFxBhCKyssAXIdYFykcleu83gddjguPo0E97cL8owdGLnAfNzxsTx6+sMbo4DLB+iiL1dcV0TNd1OlBfCDz+OH5Wi8ix/jafrk8d1e/QUtsyRQqrX4+ufpAcuKwiCILwEeeeLp1W8w4CdLI0mVTqRLj4Wi0zErhzin3j6NGOe4/D+bNsGXJcDZtY3qI5aXGainCfQU4ds9t0JuK6JSpmfHzZILrfSiGNgaXHysa1twALjn+0wuU61IjtTfB0HuhspjmWquiAIwith3C8YGMU919aD4y7Tp9bQ/rXFErC2cvA6R4+yA2Z+XucjNs/Z3ub9+dhxwPfZ7ZhbKSWxwm6Ddgh3gio4Z053fvb6HI4axyzgui5w5vTksSurI//fQY9WU4bBaxR8fq4UN6BNA4hTPdA243lRDOxsj2YRRFIMFq4BUgwWBOFlCfWCYXuHaqgkYdBzHCp7ggELkvs5c4aF4DTVhc0SB80BwPzspCIqijKsaU+qY0fZEnMnkS8YdnapgD4Mx8mtIvgaV8rcnZ+bnzwujPTN2wDikErtfqCLwbI4EARBeMWMW0QkCS0ihiHgOUC3o/DsM6tYW1tBo9mEaSr4PnDh/OQ1ikXg7Gl2w2TZKFkzTaqCBzpRXJgfbZqWSoDv3Vlxbpy8hTYfBjvOzCxfD9c+aBUFsFW5WOSmcRAAMPVwHR06u316OgeBWCMJgiC8HEmi2NWSKYpyYlpEpCkLjefPU60aJtoXP2Uucv7i5HWKBaBSBI6f4L1XKeZ2G5u8VqVCm7u86AnFLsf1DT5erR3e8Xi7kg9M7feBgjeyzXAc4OzZyWPjGAj6LPZGMTdKDcNArcoOWtfVQ+hsAAaPtSyKfFyX+d2gzy5dgJ7DshkqvF7u3FWoIAjXhDRVSBOg31fY3aVnsGECU3VgGFH1pDIWJMdZWuIwgVp15D/lelRcOc4oUcy5fJnXKRSAubk779Y0PTVqJ2ockhzneB4XB5liK5bvHXytAL3YsPkedNpciCQJCxFZJosDQRCEV8L44Lhul5ttSgGf/NSX8Qv/2y/i4//tCXztqafw1FOP4b/98cfw9afXD3jVHjtKZbDv8dxi0YBlsWNje2ekgK1VWcgEaJl0JzM9zbVCGALt9uQGaME3MTMD2B4QZwd9k1fX+H54LmMalO56MQDoRDqJqeKWVllBEISXZr9FRBSxSGsY7Lh48QI7YNKU3rfFErC9NXkeQJ/gYhk4dxbo9PRgz4weuJmiathxDLiusWcRYZoKW9pW6fjxO3dgahDwdQsCrgVmpg/GtotXdGE3oUdzkjBfO7LMPDkKmQeHMRBE3AQdDgHTMAGTsW9rG7BsXk/in/B6uXP+GgVBuC7st4gIQyZoRW0R0e2yPWY/Z84A9SkGLNvWhcuAj83Nso00p9fL9tRD+/0D7yRydfDm1tWPGbeKqNUAmMDcYb7BvdEggv6Ak37zRYEopQRBEF4epdReq6xtK7RaTLyeePyL+De/8n9imBxBofR21KrfBL/wMMLQxbPPTmbHpgmcOctNO8MY3cNNU+HCRXbO+AVgNt/U00NjisU7ewluWSN7pMPUwUePMGEOBiymj7O1xcd8X/sxKibJMGiNFA6ZLPf6MkROEATh5TjMIkIpinM213XhV9vxJCkLkvtVwbYNTNWAI0cY5+KIVj67DRaE61WgWuFGXpKovVxkt8H7dLFIkdCdRq50HsZUSccR4OqZAWfPTB67usrXIYrYURuGuoh+hK9vllFdHMcAFDdUASCO1Z414JZYRQjXkDt7JSoIwusmjKg03dlhETNJqW4yTaDZ4OM7+zwBi0UWdSvlUbtMsciipW0drgoGWDyu1e7c29KsLgb3+weH6uQ4jgHDYPHcc3XhvUwl9jiDAQvtpvZgbraYGOfD/gRBEISXJo6xZxERxywEB4HCv/uNX0Ox8DCmpr4bhcIcTKuAQmEetfo3o1A4OXGNhXngzAm2iCYp7R8MAwiGbJ2NY+DYEaBaplIYAKbvcFVwTr4Belg3zMwsW46z7OCMgGYLiBLtG2xrVbBJxVqWMdkO+lSmxZGCUtINIwiCcBhxTIuIJFUwTf11ysJioQh8/emRt68B5hZBn8Opx5mfp2f+yZMj8UkeNw2D93HDNOD7o8Fxtq2wvs7Pl5fvLFVwTj4kPI1Za3dd3RFrHSwG7+xQ7avA16jV5tczsywg5wP90gQwFD+aJhBGCrbDjpjtbebVgB5CJwivgzvvL1IQhGtGktAiIghY8G23edOo1ehr1OlcZXDcMWBmijukAANZnqvVaoDvj249u7sZuj0G0uP71EF3GoXCaKjO9ksMknNcDh/KspFVRF5IzmGRnkOOwhDodvg+pakogwVBEF4J4xYRHT1F/bnnnsFuM4Ff/AYYxuQyef/XAHDiBAfmWBb/2bYBGAqXLo0Gos7NMcHOMn6sVu+O5ff0lLnXwdJoTm6AVipcD7gWP9/Pxgbgu1qBFnLtoYzRkJ0gBDotxjtplRUEQTic/RYRYci8zDJZTLy8wmKwqYuUpSJw4ZAhqcuLjGVHlijuUWDukWUsiBaLFLAYxuhndnsUr9g21a93Iq5roqZj2HDI3Hc4YO527JBu160dfkwyeikbhgHHBeanAc9ntwwAGBZzPctknPNdfj0YAJ2O2ouFcSybocJr5+5YjQqC8JrI22eDALiySn9a12PiHAQMSN3ewfPO3sPkLtHKnmKBxxomd5Zz0jTFFT2pdmmBxdI7nYUFfnwp32BX7/gqxUEMrn+4b3Cid57DkIqzXo9JtyTGgiAIL824RYTj0CIiDIFevwnXWYDnzr7k+QDj3Jkz/Jjq1lqAm6Rr2rrn6JHJBK9euz7P51Ylb6Hd3pn8vu+ZmJ0F3AJfm+WlycevrFBlbdssAmcp6B2caOXakGuSXk82QAVBEK5GHudyUU4Us4BrO8DzLwC9rrZ8MNmF4bi0MxhnaopF3iNLVA8rRfVwlgGOx9zOMKgKzi0o8sFxALCwOGkPeKeRC3bCUNtkpFRdGwBOn5o89uJFHhPrIXJKKRgKWFji4NrhkHlglrJIn+pNZFvPnUlTWkXsqYMl5xNeB3fuX6UgCK+bCYuIDQamWo3WBM0WW4w6nclzFuaBI4tMjvPBcaZeYBR9ThDPWVlj4LSsg22idyr1Op9vHFMVfRh5gDdN7btsHj59tx9wcZamwGAIbGgbD6VkwqwgCMJLMZ6whiEQDflxqlaFYRQRRp2Xvcaxo8CpE0zcFIBiwUCWKVxZY3unpTdAcw9A07zzB8ftZ0bHrnYbSNPJmHfsKJPiQcDBROOsrzP5LRZ1TFP8mCRci2QZi+6djiTDgiAIh5FbRMSJongkUlAZ87tKGXjmWcY9Q3dwFnzgyuWD1zlyhPnb2bPchEti5h1KAYtzgOcZsGxa3QV6PsxwqNBqM2c8doeqgnPy3M7UFlF57qsUN4zHuXKFr3Mc0d6v2+VxR5ZHs2CKRebYcch4Z5hqb4hqPnwun08QiVWE8DqQYrAgCIeSW0QMBtyB7PRoSVCrsQjZaR0sBAP0R6rUGARtm4EtSQAYTIpzv6goyrC2Qn+Jo0c5bOZuwLLMvR3knZ2rHWPodmO+foUChzJUq5PHDYdgBcLgcL7trdGiQJRSgiAIVyfU90rXHRUUDQDLyw+iVp1FHK9AqcM37AB6IZ48CSwtclPO9/j9YQisrQFZwk1Oyx7dj6u1O9Mz8aWo1Ux4HhVN+zti6lOMa6YJLC9MPjYYMKn2PO1jafF1ht4AjUIWMVotGSInCIJwGOGYF7BhGIxzBu+n7TZnwQxDdhnGKVAuApf2FYPLZXZ4Li1xqGccAc02r1EqA1N6w6/gTw6O29kBkAG1+p1vjWRZJqanWVSPQhZz8+7Y/YPRo5izY3Kbv51dvpZzswrNxgoau2tY21hDkihkYOw0lR5Mp/2Imw0g01LvJKFwSxBeC3f2X6YgCK+ZPYuIIduFoiH9igoe0O/x++325Dm+D5w8BdQqo8FxrseFhudw5zRnZXXUVru4cHfdinLLh1abRfHDcBzANA1AUVnlOqNhPDlRxCm0tsXPewMm0FkmQ+QEQRCuxn6LiGabaifHBZptA297+7ciS1sI+s8iCLaQpsGBayzMGTh1UnvaJnnyx2E5KqHf38I8i8S5Uupus4jIydXB+4vBxSIn0Fsm4BdYFB7nyhWuK/JNZdPQrcyJHiSXALtNIE0UkkSSYUEQhHHCkPFuzyIi5P2zUAC+9hQfz1IWiG2TRd5xj2EAWFzgY8ePa3uIocJTTz2HL335i1hffRwG6F/reaPBcYDaswY6dofPg8nJ41yg/ZfTlEX0Wu1g7F9dY+6Wppwh80cf/yN8x3e8H7/7e7+Bp576Cr7wJ1/CZz/3eWyuryKKARjW3vsWxRRlDfqMjYB0xwivnburAiMIwismt4jY3qYyONEWEUnGImYwPKjGOXEcmJsBCqWxb+oFyMzMyC+q18v2Bqjt3zG9GygVTZT0a7S1dfgxuVWEYQC1KhdZs4f4BnORwIJ7v8tisPgGC4IgXJ0oAqAtIoKArZhJpFs8A6BSOYtz9z0Iw2wj6H8G4fD8gWucPEmLCMviZp1tczDPxiY9/ubmWBDO9H5fqXJneya+FNMz/Lh/A9T3TMzOMb61O3w9x1lZpfLM9/g6RjFgaqW1ARYe+n2+nxLzBEEQRkSR2rPWsW0g0oPGooQq3hcv8B5q2UAaM3c7f2HyGq5LP9z6NGe7fPJTn8eP/Y1/gF/8hZ/HL/3iz+Kv/ugP4L3vfR/++I//AMCokLzbYC7iF4DFxbsj7tVqJhyHQ/T6A4p1ciX1fquIixe5bkhT4NOffQo//mM/hm7/HtTqfwa1+regWPpGpImHLz32Jbxw/gKiSMG29eZzxPx7a0t8g4XXz93x1ykIwqti3CJic4tJmm0D5SoHBvR7bM3cz733AJUqEzPXZRAcDrn7Oe6TeFm3IE3PGqjV7s7b0J5VxO7hj4/7BtfqgOUC0/WDx4VDFoyThDvFjQY/p3ewKKUEQRD2k1tEeB47XGJtZdRsMmYFIVCrLOJd73g73v3ud6BYOjdxfq0KnD4NlPXgOE+3x+7s0EvRMICFOaqCclXwzF3mFTxOqWjuDdfbH/OOLHFQXBwBi4uTj62vA5YBFEt7+8owwHZmpbjWCCOg0xWrCEEQhHH2BsdBW0Ron3zbAlZWgG6bxzgOkIK5w2FzYLKUquDP/8ln8b/+zM8hjM5iZv5v4PjJX8Xxk7+Jbv8e/MiPfAj/8T/+5z0f/s1Nnn+newXvZ26Wr2e/z45Y1wFgAKdOTh63vcNOpDhR+Nh//TSKle/G8tF/iULxLEyrgEJhGqXym2Dbi/jKY08hCBK4LtcbpsHi73YDMAxGRol/wmvl7qzCCILwkoxbRFxZYdDxfdpEdHtUoQ4Gk+fMzwNHl+ltG0baSF+b51cqQLnM283uboZuj75Kp07cvbeguVm+BmEItNsHrSJMk8MYbNuAYwOVIr0Vy6XJ48KIyTEAhIFWpemp62l63Z+GIAjCbcW4RYRpKrTb2srIBXaaLA6HIQADsFwDMJYB2BPXOH6MyZ1jAzA5OC6KgS3dFlurMQbm+3GFAuD7d2+8A4BpXQzfbxVRq3OzWIHriHHSlJvRRR8T1eAspeoqSzmob3uLRXhBEASB5BYReY4QReyuKJWAJ58e5WpRyKLlYYPj5uYBrwAszSv88i//Mkrl92B69gdQKJyFaZVRKL4Ry0d/HuXKn8I//Ic/izTN0O6oPcXxsWM39CnfdPIumCzTg08zqrCXlg4eu7EJbG2toNuLMDX9IRjG5BrBMEw47mkEYYLV1XUoxev6HpXcvc4oX08TEQAJr427e2UqCMKhhCEtIra2gJ1tJly1KpU7nS7/7efMKXoCq0y3zGovJNMc2RukaYYrK/x8fg4oFKwb9pxuNSzL3FP65pYZ+3Gd0efT01Rb70+W45g7wgZYvN/dGbULiW+wIAjCJBMWEUN+nSSMV0Gfxcoso9q3UGA75ziuC5w4MUruPIfxstEAggGQAZhboOo40P6JU3exKjhnRifJ/T4QBKMN0GJhbBK7hT0LpZzLK0ChSF9hS28wq0wXOsD3rtnke5amkgwLgiDkFhFxzM7OONFfa8uIlSuMV7bNQqLjsDg5zuwMc7mleWBl5WvY3e2hVPnOQ4uWM3M/hvX1TTz22Jf3rrO0ANj23VVqym0AfZ+xLk3pjW9ZwJnTk8devgJEYQemYcP3Dq+au24FhmGj1+8D2vLD8YAwBno9YDAcee2LVYTwWri7/kIFQXhZkkQhTan83digEti2qfgNhkC3y3/jODZw5iwVwEHIr01zpCjOjfM3t5jAWdbdM1DgpcgHyTVaLJTvxxkrBtfrLELMzRy8ThxxBz6OgU6Pg+SyTMnCQBAEYR/jFhHNJpU7AAfnDALGuSRh4XHQ5/fGmZ+nX7Bt0Y6nWGRBeWcHgMFp7EWPVhHIeB/PO2PuZgoFE5UyP9/ZGX3f903MzXKt0O2xw2iclRUqq3xfq4F14SKOASPj+9XqshAsG6CCIAgj716laBERRSxMug7w5JN8PNFdhIZ1+PySxSV2MB47DjRbDVjWLDx34dCf5/n3AQDW13fR1VYTx+/CmTAAxTueA/QC5sKex7h14uTkcRcvArWqD8BEGO0cciUgigYAUjhuGXHKDdOCzzXKcAg0dgFb54oS/4TXgqxOBUGYIG856fe1RUQE+EUGm1YH6PUPTpo9cRxYWKCSyjKZBBsmAIN2CKZpIk0zrK3x+KNHqYy926nVTHgeVU7bh6wDHO01ZVn0YvY8FoX3E0W8RqJ9njstLvoSsYkQBEHYY9wiwjAUuh0mVEWfheF2i220jk0/v7yTZZwTx4FTp3hfdmx+bLep0kkzxjzLGnn4iSp4RN5Cu7vPKmJuFqiWgSQ82E67tcU1hV/QrbfgOiOOAJj0zR8OuEktG6CCINzt5HEuyxRyEW8YMrYVCsDzL4wsIsIQcD2qVMeplPlvukbf4Hp9FqYzizBaP/RnhuELAADL5g18Zubu3QSdneGgUyNjnCoW2DF0fJ8IKoqAmZnTKJdLCAaPQalJUZBSGZL4efiFAqan5hEM6KHvOFx7RNrjOdGDASX+Ca+Fu/OvVBCEqxKGVAdvbXPQS6ZoERFGQEcnvPu57xzVULEeRGA7DHKeA9R1Iry5xQKl4zDxE8isTo53DikGG4ahVdYGXK3OLlcOttFGMYsQaUrvr60d3fYsHlKCIAh7jFtEDAZMnpKEhdteD2g0dcusDbj2QbVUvU5LpHJp1P4ZRixuZopF5VKJSXaa8OdUqzfjmd6ajHvl93qjxLdWZ/EgU6OOmXHWN2kVYWjzS9NmzEsyrRZWwNa2DNERBEGIY+xZRLiOgShWgP6622O+MegzxqUZvWezfc2JC4u8rx45wo3RxeUHMVWdQ6/zO4cWLZu7v4KlpSNYPvIwgLtXFQwArmuiVqGAp0d3B/jaDinvlM1Z3zDwrne9E0myiq2Nf4Fg8N+Rpj0EwSaC/tcRRyt44P77kSYmwpCdukpxjZGlfD9zgVYsOZ/wGpBisCAIe0xYRGwyObYsFnoHAdAfHJw0W6kAx08A5TI9jAyDk04BJni+R1Xwxga/t7goquBxcg/gfh/oD17aKmJK+wYvHDJkJx9WEAT0Dc7XA9I2JAiCQPKkyfN04TdlzNre5r1zqB93XGCncfD8Y8fYMmtbAAzA9w102lQGQ7E91HJGwzunptgZIxDLMlHTyfDO7uj7xQLjm2kzod2vpl5bA2qVUVxDNvINNrQlVaMhG6CCIAj7uzfjaGTb9/TTIwVpqmgbsbI2ebznAtN15h8Li4ChgN2Ggfd/97eg2/tDrF7+EQSDryBNuxj0v4S1K38Vg94n8SN/9ScBZaBYAuZm7+64NztLxXV/wDysXOT377138riLl4A3PHgW7/v270SpGODKxb+AC8+/D/32f4RhdfDmN78DCwvHEIaK9osJuz4dm8XgTpfdTYaBPU9hQXg12C9/iCAIdwvjFhE0tgcqNaqb2s3DVcH3nGXilikuHEyTAcqxR6rXbT3UzLIOFjLvdlzXRL2WodUGNjeB06cmH8+LwYYBTNVZxJiqH7xOHAOOBQyjkTJ47/vOweMFQRDuJrJMIdJJsIJCv8ckqlQEzl9gcTKO2dniuMDlpyfPd13g+DH+AzjRO4oVdps8z/PZuWEZuhhsYq/wKYyYnQZaTRZvT57g93zfxPRUhoLPovyJ47TtyLl0GXjkEca/OB4Npw1DFirimMV9QKvh3Bv+tARBEG46uUVEmqq9wWJRzPyuXKH1URAAXgHodijeGQwmrzE3P8rhajWKgIZ94B1vfxjnzv7P+Jmf+VlcufgDSNMGlEpx7Ngj+Mf/+OewvPxNSJKDdgh3I/U6i+8GmFOXyvT3PXoU+OKXRsetb3CT88zps3jLm/8+ioX3o93exeWVs+h1T8IwDQ6Ns8YU3hFQLDGOdtosOFcqCoAhOZ/wqpFisCAIe+QWEZtbbHs1DKBW5lC4blern/Zx//1smQ1DJseGwbajcgWoVLgS2VMFL4gq+DBmZ4FWm8nxiePZxGvkOAYMQ8GyDJRLCqXS4R6U+a5/FHJCcKPJxUGSGjfwmQiCINya5BYRlsUW2TimMioYciJ3u8OkzLFYbAyGk+cvzLN4aRoj9WqjQZ9h02SXjOeM2m1rlbtvkvoroV7Xnsox0GhmmJ7iazQ9xcLDxtqoYyan0wHikIq1MOI6I7ejSjNugg4CIAgUikVDisGCINyVRJG2iEgA3zMQRQpZyvvkxjrQ6/J+WSowbh1mUbcwB2QGi7qWRUGP6wHzs8A3f+P78N73fjsef+LLGPRXUKst46GH3oZO18CFC7wvLy7e+Od9q2FZJqanM2xvsxg8O8PXdOmQ12Zrh/YRQWDgwQffjPk54LEngC99icpfxwEMi527/QEL+dMloNWiSrgfMC56riiDhVePrFIFQQCwzyJig8myZQOFEtVT/eBg69GRIxz24nlMkJVi+6xpjnyBd3czhCEXFPsHwwhkZsaEo1uLG4e0Jue7vJ5HO45y+aBvcByzCJFmXCzs7HJRkMhAAUEQhEmLiAbvl7bJe2W/S7WNaQKOB6weNjjuBDs3LIsbn1kGNFu8z9oOvfVhjKwMavUb9MRuMyzL3PNNbIxZRdTq9AtO9ZyC/axvUF2ldJxzbNpCpCkAPUB1c0uG6AiCcPcS6g5PjFnFRTELhc88x8cdm+pgy6LX+jiz0zy2XKSPezSkL22lTJukJDFgWSa++Zvehu/5nu/Bm970DliWueevv7jAjkcBmNGvZRCMZgq4Djtqx7lyhblznLDAa9ncfPY8vb4wOfA2SbiOccwxyyQFdNt6oCok/gmvHvlrFQQBwChRbneAlVV+XSrr77WoDN7P/fcCFa0Kdl3AtLhLWfBH7bGr2otqYV5UwS9FXjzf3j742LhVxMwUX+uZ6clj8mERWcrp6ru7Iy/hLBMPRUEQ7l6yTO0lSUop9Pv0By4U2UWxu8uvHYfJ2/rG5PmVCnDyFDfi0pRdGP0BOzpMg563rsOWUICbdb4n8e5q5EPiWmPdRqWi9lzWquEjRybPWVvnMD6lWAw2DCbYw4Bew1lKlZsMkRME4W4kt4hIEsUBY0phOGTHoAKwucG45bic8dJqHbzG/AI/Li3TimB7l3Ftfo55Xa489f2RCrnXY0yFObJREoBazUShxFjVaLCLVgE4c3ryuIsX+Z4kCWNimnDNUfB5rjL4cdBn7LNdxjnPBSyTm6phjL3N6CSRnE945chKVRAEAMBgkOFzn/sifu/3P4/nntuCAYVKmcG+05307wOojDp7lsl0pFWprg3A4CAY2zbRaGYIAg54WVi4KU/rtmFWF4O7PSAIJgfJ7fk/6dfW9w8WgwFd+FUsamxvj3aOZadYEIS7mXyz07IZzxK9UdbrA/0e0O4y4bUsqn33c+wYcPIYFVWGwXvy9jbVOJbNFk9lUNUKiFfwy1GrmbC0HUe7zXjn+ybqVRbSh0PgyL5OoitXAN/le+S6fK2zTA/P0YNzmi0gS5Ukw4Ig3HXkVkhJQou5vHMiU8CFi1QFpwn/OTY32MYplbjhaTvAkWVep9GkMOjoMSDVtnOuC5imgaG2UtrSVhOzU0C5LKWlcfJBfEFA+8QsPdglG2ibKsdhwbc/4OZytcr3AgrIMgNxysJdmgBBH6jobqRWW3vnR4x7kvMJrwb5ixUEAf/pP/0e/tSfeh9++C//OH71V38fX/zyU3jsic9hc+N5dDssUO4f0H36FDAzy++7Dnc704zJWj7gbEMvNGZnpG3o5SgUTFS0Enu/h5dtGzBNwDQMVCtAsUjfxf1EEQsawyF3/AcBv59PthcEQbgb2bOIcHXXhLZ22NlhITgaMhHzfWB1dfJc22a8W1pkvPM83mvbHSbZpTL9FE2Di2rHkYT4lVDRVhCdzuh71SoL63F40Dd4GALdPjeioQBkLAwnqe6IiZhw9/uSDAuCcPex38ovivjPdYBLl7SvrMfcYDA4mBsszuvNzToLw60W762zM1QGD/X1fZ/q0zgGhkOFlhYLHRVV8AFqda47hiFfN2UwxlX3WSFtbNCmajjkusT3gWqNOXWcAGmiYBosHIcRMIzZKZrEFGT1eqP3U7pjhFeDrFYF4S7nd3/3d/HDP/zX0e3fgyPHfglLyz8Jz3sEcQR8/A8/iRcvrE8kazn33a9w+dLX8YlPfB5PP/0kTENBKba2FIsm2u0M3R5VwYcZ5gsHyVtntw8Z6JCrg12XC7VyGSgUJo/J27fSlAkx1cFKEmNBEO5a0lSN3RsVhgETqqLP1s3GLhCnTIKzjEnVOLOzwMnjWo2acjNuY4tJmOMwuXad0YbpYQM+hYPkvsDjSuzpKRaBk4yvs71vzPX6uo57ikVg12HhdxBSGRUELNJLMiwIwt2EUgpRDMSxgm0DCrSMCCMKelotqk5tiwXe/V7BlsXOQ0MBR45SWLK1zY3OEycBehCwYOm6xl7hORevVCosGguT1KpcI8QR1x2lIr//hgcnj7t8hUXjKBrZd8zNMd7F2gLCsYEM2u/Z1HZJNj/fzq0iILNihFeH/fKHCIJwp5KmKT760Z9CufodWD768zAM7g8VCgX4/jvRzgKcP7+JQmERIzdEoFRs49/923+Bre2vwTTLMFSK6ekSfuiHP4wf+AvvBMBdToAtMoWC7Du9EqangUuXD05ZB1iICLXv13SdC7SZafo7jwiQJj4Sy0AwYFKcJFy8CYIg3I3kSatt856YZryPtjv0wu91mQg7NgeQ7efMKQ6PsyxaREQxC5hpQtVPscDCZD48db/iRzic6Smq1YIAiKIMrmuiVOJmp2kzoT1+HDh/fnTO+jrwxoep7s70fII40u9xicX67R3xrRQE4e5i3CKiUDCQJGpvmNzFS7xHGgYVqoZxcNOzVGxjd7eNUtHB9PQi+j0DSQTMLgFHl0eWEL7PwvNwSHXwrh56vbwEmJJsHKBQMFGtZthtAJ025+wMh8DJE8DnPj86bm0NgMGN0CDgOmNqCvAL7EAC+PgwANISN0K7PRaXoyHQavK954wYA2mqYFnGIb+RIEwif7WCcBfz+c9/HmtrG5ie+ZG9QnCOYZjw/IeRpkWMF4IBYOXKf8MgmMLi0v8Dx47/EmYXfxr94BT+7//0J/HJT/4+er1sbzDM0vINejJ3AJZlYlp7Ae9XB+cKKdMwMDPD1qEs2zflCAVsbm+j12shjIGdbV34kIECgiDcpeQJseMoqoBjFhE3N6jAiRIqazxfJ2RjFIscHFepjFTBu7u0MbAdbsp57ihCVmuSEL9SXNfc625p6/WC79MuqVZm0WJ5X1fR6hqn2hsmcqEaMnBoKgxAZUy4h6FCmkrMEwTh7iAMWaTNg1EY68FxCljb4P3U80Y2cuNkWYBLlx/DY489ho9//P+Lv/d3fgyf+txTMC3g1AnAtnV3jTE5OG5nV3douAd9cIURs3PM4Xo9DuVTClg8ZI7O+joHyfX1LAPX4dA52xrNhAlDvub5QLlSkfGw09W+wborJpHuGOEVIitWQbiL2dzchGH48Lyzhz7uuhVY1uSksjRpI8t6mJ3/n1Eo3gvTKqBYPIf5xb8D33sAP/VTP42VVSZh9SmgVJTbzKthXltFtNtUS+VYlgHL4ueVKnBl5Uk8+bVPI8uG+67goNnYxdbWDrZ3Rt6J4hssCMLdRpIopDopimMmUmFIe4dmm//SlIreoH/QG//YMeDEUSZlMPivscvErFJmITjLmJgB9AIUXjm5irrRGvteDahPs8A7O3/wnEaLKm7bYfE3V8OpjP8GQybJkgwLgnA3kGVqzx+YQ04VgoCFwWYTCAa0KEhSAArY2Jw8Pwx78P2HUa9/B6r1/wFBcC/+w2//AS5f/hpOnQLC8ODguCxT2N1lWFxclLkwL0W1Sq/7KOJraOi1xH3nJo+7sgI4lp5J0GZhuF4fFYPzWJeltLYKw5GNRBgCQYiJ9Y4gvBLkL1cQ7mLm5xdgmD7C8IVDH4+iCJ5XmvheMDyPYvmdhyqJp2Y+hJWVLXz2s08BODgNXHh5ymUTnsekNldL5eS+wbal8J9//7dgWVMwDG/iGN+vA2YRK6tbaLUUOl1+XxYGgiDcbUR7qmAWfjMFmBbQblFJ0+1SseP7wMrawfPPnAIWFlgkLhTYihmEAAwmda6rr2kCpYokxK+WfNhsd2wuQa1KC6QkY2JcmlyCYH2d7xeg7TkcJsCDIZAoYNDjcCSJeYIg3A3kcS5JOXA6jrmZlqbAlSv83HX4cbBfPwLA92dQKMzCtAooFM5gduGvwvVO4Xf+0y/A89RocJxH3/04Zn4yHDL2HT1y457r7UitCrg+1xFBQGsplQH33jN53OUrnF0QJ6O1Sa3KTqY0YyHY9/g+h3pAuG0DtslNgMbO6P8FiX/CK0VWrYJwF/OWR9+JpcWjaDV+E0plE4/x6xCmOT6lLMOg90V47uHeD55/H1z3BJqtFiplmaj+WqnX+XFcLQWMisGPPfZl7Ow8A9d/AIYxaeHBrytIEwMrq9toNtg6JiopQRDuNnK/YMdRaDaZIBULtINoNOhLa5lU3uzffJudoWdtscik2nWAzU0mdNUKi8qmwX8AMCWq4FdNWVs+pCnQbnMNUqsyBlp60NGxff6/6xtUZUMx8S3o5DgI+L0wZht0GIlNhCAIdz5hyCJtHouiiF7qcURbo0HA++kw4mDpcdIkOFTc4xfegtXVP8RnPvMFQPH88cFxW9tUuM7MSK73cliWiflZFs53G7R+MAzg1MnJ43o9zjBIM6A/ALKEvsGlEt9LKK5X4oiewraj7SR8FoV3x3yD0zT3DxaEl0b+egXhLiZJTPzdv/e3EYbPoN36JIKghTQNEATrGPSfBuBPHO86IcLo6wjDy4deLxw+A9uZw1S9jiOyU/yaGVdLpemoSO+6/Li1tYM4WoHnHj623nUtGKaDXi/F7i4T7STVfmKCIAh3AUnChAiGVopGLAYboEo4L/5aFr0P93P6NAeRMQkGen2tClb06XNdFoZtm97BRbFEetVYlolahZ93tDrY902UikCtRuXZfi/K3V2gVAY9grXSO1M6WQZ9E7td+i5KzBME4U4my6jUzS0IYCj0B1SXrm2wAJxljH1Zvmk2xj49yR6uO4Ms62J1jcHR002IwyEwCBR6AwCiCn7FzMxS0DMY8LU0DKBc4cbyOCurXFMEQ/o8FwosBpsm/fFTpS0/Yl6v36dy2LJYSDbN0Sa4qIOFV4KsXAXhLkUpekx90zd9G37oL/8DeL6JKPwqGru/haD3WZiWh0Jhciz6fff7mKo6aLd/91AlcavxW5ibXcJb3/ogajW5vbxWajUTlqXVUmPts4ZhwLaBublZZFkXYbR56PlxBChlwDB97Da4eIMS32BBEO4e8oTIdeibCLBwuLPLwmO/z6SrUABWVibP9Tzg7BlgeppKG9ejItVQQFEXInO/YEC8gl8PtTo/jse6Wp1K6zCmZcR+mk0qpPZm9WlFcJLwe72BWEUIgnDnk8e5LONskURbRCQpVcDDXBUcUJU6Thz1EEbBwYsCCIfPATAwMz2/NzguDBWyDNjaAqCAcpHKYOHlqdVYrI+1otcwWJh/48OTx11ZYQyLIsZE19E2E9ojX4FDcRPtIRxGXK8o/XkwlCFywqvDvtm/wGGEYYh/8S/+BZ588klcunQJ7XYb1WoVx44dwwc/+EF84AMfgJP3S2t6vR5+/ud/Hh/72Mewvb2N+fl5vO9978Nf/+t/HaX9hmOCINBXSLEtZXb6TXj0zQpBsAvHXcIwrGNrcxbBPm+pN73RwNnT34t/9XO/jO3Nn0Ol+p1wveMIh89hd/tfIst6+MEP/20cPXqVrWbhFVOvceHWagHTYwJg1wXe8pZHsbi0gH7nP8P3/8qBFi+FFJblwffraDa5WCyX9SLklrzrC4IgXFvyJNkwFDodJkqlAvDCi0CrzYSpqIev7O+mXF4GjhylD1+m6Enb7TCBq1X4MdL+faY5GoQmvHpq+rXr9zk01XVN1GvA9Axw4RIAxVbZvKAPANs7enCObpe1zJHqrVTiALkg0IV896Y8LUEQhOvOnkWECXbBBLwntpq8pw4DwHL191qT56ZpE3G8At9/+0QeoVSG3e2fw9Fj5/CWtzy6NzguDBWiWKHVZIfNkSOAaYrw55VQKpoolzN0usy7XR8YDoB7zgKf/uzouNVVvrZxwk3rmWmgUmPBN070wFpwTRKGuU/0aPhtpzvy1JfNUOGVcEv+Bff7ffzmb/4mDMPAe97zHnz4wx/Gt33bt2Frawsf/ehH8Vf+yl9Blo1UiYPBAD/wAz+AX//1X8fp06fxgz/4gzh16hR+9Vd/FR/60IcQ5hmBIAh75H8WjQYnyyaZgePHZ7G8fA9saw7BcLKgu7QIHD0KPProO/E//U9/BcXCCjbXfwoXz38AF198H2rVNn7iJ/42vuVb3oHpqVvy1nJbMaULwPsXb47D1tqPfvTvodf9ONqt/4ok7u8720CtWkMUGmi3qZICZJdYEIS7gzimgim3iEhSINXK0VYbaDaYQDk2/YP3c+5eTkgHWPBdX2cB2HXpL+y5gNKdFvW6JMSvh0LB3GtBzq07qhU9Rd0EoFicH2djg6o0ywKikIl1mtJnEYoFkHAIBIHYRAiCcGeSppwHEoZ600sp9Pv8emeX3RIwuTHW6x08/+gxD2m8jk77YwiC55GmAwTBCtZXfxK97h/g7/3dn4JlmRxglrKbtNFgUdL1OFxVeOXMz3HjstUCitrn98TJg8dtbVMFPNCpXbUKeD6Lu7FWAkcJv7askdrYdWijlKW0yUoSsUoSXp5bUiNWr9fx5S9/Ge6+7fwkSfDhD38Yn/nMZ/CpT30K73nPewAAv/Irv4Knn34aP/zDP4yf+Imf2Dv+Z3/2Z/HLv/zL+PVf/3X8yI/8yI18CoJwS5NlClEM9PsKq6tAq8MA5XrcTW40D57z4Btoeh9GwFvf+jY8+uhbceHCk1BqFWdOV1EovhNKGVhavPHP506kXudgnTgG+oMMJe1HadsADOC93/Ze/MN/aOIXfuECBoNnUa29ee/cQsGC45b4Hg+4eDt+VCFJRLEtCMKdz55FhAus6oE5jsv21k6L3r+ODTge0GxNnlur0Su4WmKB0bJ4jGnQNiKKeW/OG9REFfz6qdc5nK/dBubmWCD2vQyVKt/LhXmFp54axa9GU6FcNbC9y2E7rjNqjY4iwPS5CdrtShuzIAh3JnmcS7VFRByzYDuMmMsN+oxz7c5BX/xCATh+bB712lvw1Sd+B43tT8B25pAmDZRLn8D/+jP/H3zzN70XlgU4joHBQCHLFLZ3GBPn5wDfk03QV8P8PNcNvR4/NwwqfM+eYcdSzuoqMDvLIn4cc0ZBvWphfSPV7zUQBizK+wVueFdKVAX3e1QJD0OgbPN86Y4RXopb8q/YNM0DhWAAsG0b733vewEAly5dAsAdj9/+7d9GsVjEj/7oj04c/6M/+qMoFov47d/+7ev/SwvCbURuEdHt0StxGDCg5C1G+6equw7wwL0MQLbFZNhzDbzl0Yfw/X/+O3DmzLuglAHPA+bmbsnbym3H+GCd5pjPl2EYcPQ23vu/+1vxN378I3jo4eP7zvaR6naiQcDz2Uom02UFQbjz2WsIUwq9HpNj3wM2t5gUZxmLu/s7LwDg9EkOxbEsFpA3t/SgMpuKYNejdYRtA6UK4LoS814veUG9Nbb2mJrmMNUXXryA3/29fwulxk3vDTz/3EWYFr9Siq2ziS6E2K5OjPtUSAmCINxphBG7YGybhcVen/nd7o62iwhZKA6HBzsDZ6Zpm3Tq1An89D/46/jzf+Gv4ru+67vw0Y/+WTzxxOfwrd/6nQBGlgPDIW0LwpCxUQbHvXrq9dEgPpXxPev3gYf3+QZfuDhS/Ha6LCDX6hZsi3EuS/V7H7HYPwwBGFyj5Erx3CJCOkKFl+O2WsFmWYZPf/rTAIB7770XAHDx4kVsbW3hzW9+M4rF4sTxxWIRb37zm3HlyhWsr6/f8N9XEG5VwpBFwd1dJrqGAdQrDCyd7mgoTs7Jk1TXhCH9ES2LQadaZZDa0sqrRVEFX1PywTqtfcX5XJHmOcDMjIHTJ2cPnBsnXDAgA3YaownCsjAQBOFOJooUi4PGKJ5lKTcxm00mtI5Ntcz+paFtA2fuGQ2Os20O4TEtYHYaGAwBa6zBYkoGx10TalWqrdMU6PW4AKlVgMuXHsNnP/cniMIZqCyaOOfLj11Cs7EG0+DaxTCpDE5iABkQDEbKKkEQhDuJJFH0jY20bZFSGAxYGGw2WQg2LaqD9296GsjtjYB6FQgCA8tLJ/DGN96P7/2eh5FlJtKEB3oeY2o+OM4w2D1TLt/453y7Y1km6lN8XwJdVDdN4Nw9k8cFAeNXkgG9Lo+pVbhugeLmZ5oCiQLiVBfoTdoqJSkL93muJ/FPeDluSZuInCiK8Eu/9EtQSqHVauHzn/88zp8/j+/5nu/BO9/5TgAjhfDJkycPvcbJkyfxmc98BhcvXsTS0tKhx9RqtbvS720qNyUV7iqyTCGOFdIsQ7PZQ3+QwveBUhXY2Z4c0pLzzneYmJnzMByYME0DrpehUrFw6oSNXk/Bc1NUKsC991iwLOtV/T7y/+HV8f0Uuzup/txCocDXtlxWaDYVDAM4dTLEs89F8P0Ew7GBf2kKwKAqoN+34bhF1GoWSmUDpaLYRexH/j8UbgXk/8PXT6eTwdDTz188n6JYSuEXDVy5lKIfBEhSFoIt52CidOQIcP+9HubnOZ57GCo4ToZiAZhbNBEODagMmCmbKBSAI0du6WX0a+Zm/H949EiEZgPIYGFqyoJlR/i//q/fhGV9F6q19xwYlOq65/DCi1/Fo48uQykqtvMk2bItKGWjUHBh2yampu7M9+lOR+6Hwq3Arfj/YX+gkGUZDFOhWjERRhlcN0MYRYiTDHESw9c2SJ3u5Lnz80B9CvB8EydPmWg2TRQLBu65x8KpUz66XXZT+D5QrZpotTM4QYbMSFAtAw/cb2NmRu6pr4V77omxuxthGBqYnzXR7ynMzhool/rojY1/2d4xcPa0gyS1MDVlotdPUKnQ1jHNgGLRhG0o2JaNom+iVAEUFAwAYWSiXHZRKBjwPBNTMsdHeAlu6b/kOI7xr//1v9772jAMfOQjH8Hf/Jt/c+973S7vcOWrbFHl3+8d5pyuae/vib8LmJqaQvOwqp9wxxMEHDCwvqHwzLNAMOSO46AHtBr02BunVgWOHs3QaQfIMipwqjXaSqQp8OxzTKiPTQOdzqsLOPL/4cujkKHfBy5eAhYXRq9vp0P1m+sqOCZ36seLwQDbxXo9YHsnwfpGB+WSgSAAoqoUg8eR/w+FWwH5//D1o5RCo8GiYKersLXJdtl6Dbh4EdhYZ9wycPjguNMngUolRKcdwnaA8xeoNHVqwO42bZLiFIACSiWg2bzzkqyb9/9hhl4fuHwJqJZNfOYzn8HW9iUsLJ87UAgGAM+fw87WBlqtBnx/GpUyFVX9AdBupUjLKZrNEFeuAI5z571PdzpyPxRuBW7V/w+bLYVBX0EBMGBge1thZ4cxrttmbpcmnBmyn3qdH20nQzjMONCsCJw4BjQaAefGaHedOOY1Ll1S6LY53NO278zYdyMoeBniiJYetQrfp40tzuX5whdGx104r3DsaIR2Uw+cK5TguCGiCMgSwHMzNNuAV4jhuUBjl90xkX7Pp2eHSGKgUmG+Z9uS992NvJKNrFv6L7lUKuHZZ5/F008/jU9+8pP46Z/+afz7f//v8Rf/4l98yeKuIAhXJ7eI2NgAdnbApLZIW4FDB8c9wEVCpBVU+TT16SlOLc2nmS7M39CncddQ016K7dbk9x139HilNlrcjZNqX6nBgO9tPl1WEAThTiSKtL+vyY1NBSZIzRbtdro9xi/PP5gkV8rAPWfoU5vqQWT9Hls6KxW2X8Yp4Lu8vrTJXlum6vzY7wNRlGFzcxNJsgPPnT70eMOwYNk+4jCE0kN1DLA9tj/gdPV2B+j2xStfEIQ7hz2LiJgzXZKEFhH9HuPecMi41x8wTxunXGZOvuqpEAABAABJREFUZ5vA7Axjo23TQ3h5WfvtK8CyOThuOASiWKHR5D12cUl88l8P5bKJcom2DnFEG6vhEHjTGyePu7LKuQZxwk1O12W+Zxp7dXrEkd6sdngN2+bnScpZQHneLlYRwktxW/w1m6aJxcVFfP/3fz/+0T/6R3j88cfxi7/4iwCASoUTlq5WHM6/fzXlsCDcTaQpi4HdHnBlhTuTjsOg3+0dXgx+0yNcNFgmC4uuC7g+lVarWlm1uEAvJOHaM60nobe7QJqOzJxd7RvsOAZmZ4G5QyamJzELI1EEtBtMsrOM/x8IgiDcaYTaVta2mbymCYu3KyvAbpNJkmmyY2I/J08CC8t6UKoDbO8yPpYK9Bx2XX607dxvUWLetaRQMPeG63S7wMLCAtKsiTBaveo5ljWLYtGGabIIbFqjDQHbpF9mOKTnpSAIwp1AFHGDy1CAabJgO4yARotK04H2kD2s8XmqDhQKjGPVKjtnTBO49xxg2+Zeh6Gv78VhSGVqnHITdX7uBj3JO5jpGcDQw9hhcBPznjMHj9tpsBjc6QCGoTinxx7ZIUURB9GpjO+/AnPDKGbci/V6SIrBwktx261k3/3udwMAvvjFLwIATpw4AYCD5A4j//7VPIUF4W4in7DebgFrqwwQpRJN6jsdBp1xjh8D5mYZWAyDSbLlANN1FpLDkLvP86IKvm6UiiYch8F+fAhEPkQuSYDZOaBc4Xs0TpKOhiftNvTEWcgQOUEQ7jyUUoh08hOGTIQivYG5vQM0G7yPuh6wsTF5rmUB994LLMwyLpom0NxlUXhmFugHAPS5MA/vxBBeP1XdCdNsAu985zuxOF9Et/07UCo79PhS8RTm52cBgwOToBjzwpgFkcGQibM0EwqCcKcQhjq2eYBpKbQ7VIL2ukAYAKaiKrjZmjzPtmkpZ2pruX6feUO1Apw8Ds6T0fNG8sFxcaywtcXi8nQdqFRuu9LRLcfcHDcrm02g4PN9MS1ged9oq3UtuBoEfHyqxvc8U8zXTYsb4FlG6whkepBqxHxPGfl7eMOfonAbcdv9RW9tbQEAbJt2xydPnsT8/Dwef/xxDAaDiWMHgwEef/xxHD169KrD4wThbiKM2E60uQVs7QLIuEM87B9sJQKAN72JO8FZxgTZdTm1tlajLxXAXWJpGbq+5IWHcdsyyzKQz+qbqXPhlifS4yS6xajZ5mIx/54gCMKdRBQB0BYR+caZ7QCbm+x6GQy4iWYao43RnLk54OhRxkPTBHZ3+NFzqcRxbRYYfReolKigEq49eazrdAHLsvBP/+lPIgi+iHbzvyAIVpGmwcTxtnsUpbIBR6uhbJfF33iop7En/Hr/LARBEITbkSRRexZwrsMOwHBIwUd/AAQhN0bX19sH4tz0FGOcpW0hOh1e48RxFnkDrQr2XK04DrmRFgxpr7S8fOOf753I0iI3oKOQal6lmJ/d/8DkcesbLNaHOuz5BQ71M8E1jGVRERzrIjD9o/n+xhGLwoOA108S6Y4RDueWXM2+8MILCILgwPeDIMA/+2f/DADwzd/8zQA4VO6DH/wgBoMBfuEXfmHi+F/4hV/AYDDA933f913/X1oQbnFyj6leH7hyhYHHKwJQ9NTb305UKAD338tCsGnyo+eNfBK7WmkjXsHXnzxBbu17j3J1cKXK96VeO3iuyrhobLe5KMgy8Q0WBOHOI098La2UirWf4so6h6MCevBN6+C5955lLFOKCdZ2Q6uCpxnrTJNFZAC4BQfL3zHUqkxq4xjoDzJ893d/N37yo38Njv0iep3/ip3tf7vvDAdZwvcmzfjRMNnt1O8xkR4MpBgsCMKdQRjS6s00WAPp91msbbdZFL585Qr++I//Gy5fbu07c4hanRua1TILh6m2frj3XuYGeWdNoTD6emsbgKLYpHZIjiG8elzXpNWURSurNGV+9vCDk8dtakV2GAPDYQZLq4MBbnQ6trZBygvDeg3kOrxuGI2sIiTvE66GfbN/gcP4L//lv+DXfu3X8Ja3vAVHjhxBuVzG5uYmPvWpT6HVauHRRx/FD/7gD+4d/0M/9EP4+Mc/jl/+5V/G008/jQceeABf//rX8ZnPfAYPPfQQPvShD928JyMItwh5kG82gJVVBp96jQGj1WISPM49ZzmYLIqYYHku1VH1GrCqVcH1Kfr8CdeXWpWBPk2BdjtDrcbXPB8a4LkG5mYUZmaAS5cnz40TJtbhkGqr4ZALEEEQhDuFLFN7w1L6A94r0xQwXGB7mxtphsFi8Obm5LkFHzh1GpidZkGx36eiplDloJ1WGwhTDpjzfMD3JeZdLyzLRLmYodvjWqVUBL77T38j6tPvxmc/u4Ys6+LpZwJEUWHvnEYTcPTwuEy7ScQhPS4tE2h1uFkaRZl0MQmCcFsThvzneoBpKrS7VPgGAfD8CxfxxONfheOeQck/OnFeEGyg33dgLR9BucL7q+dyE3RmhrlBPjjOtg0MBgqDPjdWLYezYaQj5toxNwdsbuucTL+s2vl0gq1tYHaWnS4wgNoU3498JkyYd0RpBbHvUT0cxbx2qcjrxDG/Lwj7uSWLwe95z3uwtbWFJ554Al/5ylcwGAxQLpdx7tw5vP/978f3fu/37tlEAECxWMRv/MZv4Od//ufxsY99DF/4whcwNzeHj3zkI/hrf+2vwZf/+wUBYQgMI4UrK0yeDIO2D70+24v28/a3AZbBZGoYcjeyUOA5LW1XcETcV24IlmWiUs3QalLVlu/O58rgNAXmF9gCtp84Hnko7u6wUFIsUilu28bBEwRBEG4zcosIywJaO/yeZXHjs9Ph4443mq49ztGjwJFFForTDNjZZaI9VWeC7bjspDFNfk+4vtSnqMbudPh1pQJM1Q0sLBxBucjN6/FNz51d4MgyNznzAYFxysfCEPBDbRXRo9JbEAThdiSOFbKMcaxWYFwbBhyOOgwVnvjK0zDNOZRK98MwRoVbpRSUSvDii8/igfuWUfQM7PZpO3DPWRZ5u10qggq6ZBKGtA+ME1rRzRwypFp47czNArbBuLQ4z7WHYdGyYzy+rayxGNzrAqUyUKsAns3cbhiyCJzE9BFOU3aDOj7XLvn3h0MFy5J8TzicW7IY/NBDD+Ghhx56VedUKhV89KMfxUc/+tHr9FsJwu1L7jHV6zI5Hg61F7AC2npHeZz5eRZ6hxHVNo7DhLhW4yAegCqpcll2iW8U03UW4VstAHr32DQNWDbtP2amuOvr+9ibBgzkXlH8t9ugQhjg1/YtGQEEQRBeHblFhIJCv8skqVwE1jaY0CrQ83B9/eC55+4F5uaZXCUplcHlMu15dna5IVooUTGV2yQJ149ajVZWvQGQphmqVROlUoaCT/uH2bnJZHl9Azh7mp0vSUx7D8dijOv0gWKZcbDTkWKwIAi3L2HIgrBlcf3fbCoEAdDrAFcur2EYJigUzk0UggHaSRjGNIL+V9DvrWAQHINpAbMzHFoWRZOD4+JYIRgq7LZoRTA1AxSLku9dSxYWuEE9bOvNSwVEQ+Dcffvi2zrw5kdoBVIs6g4lj8NRo4jf6w+oGE4SFpXTVNsm6aJxEDA3TFMpCgsHkb9sQbgLyBPlxi6nqGcZUCpwd/mwwXFvfIjFYigmx57Hr0slJscAsCiq4BtKrUYvxDCkl2KOm/sGV/RCoXLw3CThIqPVYoFffIMFQbhTyLLRtOxBn5ucBrgp1tjlhqdpUCk82LfxOTOtcPIkp6kbBuOhbfM+GuuBcUkM+A4tkkxTls3Xm1LRhONQ4ZQPAqxV+S+JqZLaT5LpgTwRExtl0EcxGGhPRj0vQRAE4XYlivTgOBcwDIVuD9jZpnq30xkCKoXnFg4913ULSLMYYdxAt8+cLh8cl3vN+h4Lx8FQd9ToIuL83A18kncJpmliZpodLXHEAu5wCDyyTwu5vc01TRgrhDELvJWqVgTrTpgo4j/D4NonjmgBkiYsIofiGyy8BLKqFYS7gDBkC9GVVfofWjbVM8MB0GxOHmvbwJseYWAyTSDTxeBKhYsDldEuYnpKbh83Etc1UdbeT80xW4/cKqJYZAvzYYmyUlTKdbpUBg9DLh4FQRBud/YGx9m0QFIZ74tXVmirk8aA7QIrq62J8+I4wMrlP8ClS19EljHharWZJM/MsJMmH5wKU4bn3EjyoaltbRUxVWeLrFJApaTfkzF63VEsNEweF8V875GxFXeglcaCIAi3G3GskKZqbzBqMOQ9rdkFogSwnBIAB5k6/Pwo6kGpNiqlGiyDCtMTJ7Tffl4M9vn1cKiws83iYq16+HBq4fUzO8ti8DDi+iNOgLNnDh63tQWoVO0Nm6vXAejB7pbF89JEXyvkY57HYnE45MfxTXNBGEeqOYJwh5N7THU6wKUr3CH0HUClTHz3D447e4ZTY+MESBV3oH2PPkUbevDO0uKNfx4CvRQBvm85jgNuBcPA/DyHEuwniqioimJaTYRD7S21/80XBEG4zciLwWmiMAyYWBV8YG1Nd7IYQK+3jW53XwVRAYOgg3/1cz+JT3zy0+i0qbYpFtgaaxiMl6USC5AyPOfGUavyY64MLpeBepXJr1Jsbx5npwF4DpPhLAUMxY+ZLgoPQwBq5EMsCIJwOxGG2vveBizLQLs9Uu+GAVCpLKBQmIdlOQfOVSpDFD2NStFFrX4CjgscO8KiYm4rZ+vBcWEIdNq06fF9DpiTjpjrw8I8YJvsYLEt7HXjnjo5edz6OhXbgwFjW7XC87KUw1KzhHFRKf5/kia0dgy11WMaiwhIuDry1y0Idzh5ory1pdtNMqBY4q7y5tbB49/+VnokmgaLhsUCFwSBLiA6DjAtvns3hXx4Ub/PyegAFwiO9v6dnaX9x/51W5YBGbhg3NnVrdJKWoYEQbi9SdOR5U27Q29gy6TdQ7PFRNeyFFZWdmBZk+2zjlvA9OwHUSi+Ff/7L/4bbO8ouB59ZTsdtmMa2l5v6pDhnML1o16nwjeOaYtUqQDlChXeKuNcg3E2Nui/aIBeiRlYCM60KjjWk9e73ZvwZARBEF4neTHY9QBAodvlej73hLUMAzOz98IwRsNAlFIIgia6nS8gDi/hG7/lXUhTA+UKcPIkOw7zYrCvB8cNQ3bYxAlQqkjsu55MTemOl4yCHaW4Zrn/vsnjVlZYrB+GtESqVvh+mSbzOWXotY6h8z09SC5LtAd0wkGDaUKFsCCMI8VgQbiDUUrRY7avsLIKdNsMKKb2Ttw/OG6qzh3JUAclx2HL7NQUi8kAvaMsS24dN4NCwURB1zMaY/YeeXtsvU4Lj8ohQ46ShK1krfbkEDlBEITblXyz07QUuh0mO64LXFmlWjRNgThqATg8ozUME/Xpv4Cd3R6efe4FFLQ3fhjTc7ZUYgz0fYl5NxLLGtkitdv8uloFamW+p/sHwSk9Sd2yuXGdpVRaxTEQhHqwTsLCsCAIwu0EB7wpxAngOgZ6faDXoz1OnHJtPwyBwWDSz2E4XEcUfg2O08a3fOs7cHT5Ptg2Famzs7xulnHTMx8c1+0otNq0opifk9h3PTFNE1NT2u9ex6gwBB7e5xu82wCiOEMUMba5HkVdpslzLAPoB8zt84bPKIbuGqVCWHyDhashf+GCcAeTq2FabfonRiHbZ9ME2N45ePwbHwZc/Xgcc+fRc5lkhSGVOksyOO6mkquD263R9/JicKFIX8u8xXacJOH732yxDWk4VNIyJAjCbU2e4EQhP2eyTIuIVgtABkRJikLh6t5Grnsctj2PwaCNmWkOGnNsKkxdZ3TPFW4s1dwqQm981qpUUaUZUK2NhqfmDPqAa4+S4dzmI004UCdOOHU9ScQ3WBCE24dcFey53PBqtxjf4lQPyYyBnUNyurk5D4+88Ry+67veh3Pn7kEYsoh4Mh8cp4Uhnh4cNxxy8y2KgGoZmBZV8HVncZFF3DCkNWMwBM6ePXjc+kYKZLn/bz7QlucYJoeEJ4nujlGjeQdJyjgYheIbLByOFIMF4Q4m1Df/7W1gc5OtJI4ePNBoTB5rGMCjj3LX0bK1nUSBatPdXR4jquCbT96y1e6OhuHYNgADcG0DM9PAwiF1jzhmQtzTQ+QC3TIkCIJwO5IkHKgCY9T+b9vA2joHo4YhY1kUeS95nSi8BNOqYGa6hFotLxgCpSLPLx/SaSFcf6a0+renB79Vqux6yRTXK/uHpTaa9Ek0DOx5L2YZ41wUMe6pjO+vIAjC7YBSisrOkF0vcaTQ6mjbv0R3PSjtjz+GYQCLCzNYXl5AqWRAZSw6zs+yAJmmCpHeTPV9/pxuT2Fnl0rTWl1i341gZprrljxWQdEy4t57Jo+7spIBBu0ekoSb1Jap7SC0R36iC73hkHOBHJtFYNtkPBwMIMVg4QBS1RGEO5R8ATEYAJcu02fWcxg8Ol2qfcc5c4bKmzDiY57HVhTb5rkAW4uEm0u5bMJxuADIJ62P+wbPzR2uZEsSvRgYArtN+kulqfhHCYJwe7JnEWEotLtMchwHWLkCNPVmp+sAg8HVM1qlMnS7f4Speg1vf/t9iGPaC4S6i4bqG1kq3wxKxclYVymz88XSxd6pfVYRW9tcs5iG9gzOqCJWiuugSCfB7fb+nyQIgnBrEkUcjpopwHEM9Hoc8BaE9MgfBEC3MxoElzMzTds4z2feNwyZ1x1Z5n00j5/54LjhkIrjIKA/++ysxL4bQaXCAe1pwu4VpZiH7y8GX7zIOQZxzOPKJW4OKPC9VwASrRJOU+Z7AAvFvsf/j4Yhvy/Dw4Vx5K9cEO5QogiAYhK1uqILvAUWBbcPGRz3jnxwnMlFQrnMCeotXXDkwkJuGbcC9To/5pPWgZFVxMwMF3z5MIhxUm0V0dgdLQTFP0oQhNuR/B420F0OqR6asrIBdPqMZbTCMfbOUSpDELSRpn0EwZPYXPsnSOIr+L7v+07MzRnodHkN1wNgMmkWbh7VCj+2Whx2VKmMrCL2K4PjGECm/Rf1pvaeIirgxzRhd4wgCMLtQG4R4XuAbSvsNnS3pqKwJ1PcCNtPuUzrOMuiSjhNgLkZYGl5cnBcPodkECg0W7y3Vsojmx7h+mKaJmZmqNqOYr5Pg4C2jeO0WlT+Jgk3OkslwC9y8zPK10I95vFZxrVPrNdFts1zhzI8XDgEqewIwh1KbhGxsgps7zLBtS0qQzv7kqFKBTh7hgb2UIDtcOHheiO/vsWrWy4KN5iXKgYXC3w/K5WD56WKi4Odph46ESlZFAiCcNsxPvimozcsHYeD47ptFgY9h4NXxkniIbrt/4BL5z+M9ZWfQLnUxIf+0l/CN7/nUVhaUTPUfomVEmDbsky+meS2SPl7XK+xGJylwHRNWySN0R/QKiJN+c8wc2Wdbq/NqHwT32BBEG51soxWDmGoLf4C3gvbHe2JHrIQOJ4LALoQXAB8l3ZHScT8b3kJmJ0BwnAUP12XlkvNBgdsFgsUlfiexL4bxcIiN68z7e87DIB77jkY3za2WOhNYsa36TqtrJKUW979HviJGv3/kds+xgmvnSTiGyxMYr/8IYIg3G5kmUIUM7BfucJdRsflYzuH7CA//AbALQBBn0l0pUZl6UB761XKtCcQbg1qVSa5cQz0ehnKZXPPN7hYNDA9pTA7Q0+xcZKY5/S7/HwwEE8wQRBuP4ZaCQNDod9jklMsAKur9MM3DG5+7W+dnZ0r4Lu+85sxO3MShcIcpqbfAM8xMD1F32HTAsyYidmUDM+56eSbmmEIBEGGapWKqK0MsF12LG2OdTq1WlQMB3rtkmYAEn4cDEBVlP5clG+CINzKhCEQxwqGSYuInV1FhWgyKgRvHdLpWa+yCGw7I8uAmTlgYYH3z9xj3/dpMxcECq02rze1OBKcCDeGqTpQLNKSMdGD39OUIq1nnh0dt3oFWF7ge58UgUqVyu8wBKA7obJsVDCGT+UwQP/gOOaGQrF4E56kcMsi1R1BuAMJQwCKdgArK9xtLBSAMOZgnf28/W0MHKbJIFQuAIUS0NLeeotLN/TXF14GyzL32pfz93PcN3hm7nB/Zy4suRAcBHpBIcpgQRBuI5QaDb7p6TZZKBYA19eBXp8JUu51P87pUwbe8fYz+Jb3fCvOnnkIWWqgWGZy1BtwyGapQp9F35cl8s3GdU2USvy82WJxeKqqB+YoYGafVcTOzqRFUt5SG0dUfEcx9uyzBEEQbmWG4WhwnGkpbO8A2zvaB33ITa6dnclzHAfwC9ov2OXml2EBJ44Bc/OAUsaeMtTzKB7abSh0u+wGna4DlYrEvhtJsUjRVZoAUcr3NwiAc/dNHnd5hWrhOOX/G9UKC/4AczulsKf4TtJRfhdGjItJwg1yUQYL48hfuyDcgbDIp7C6ygQqU/QR6vcZFMY5cYIKqDjiwqJQAFwfiPTk7UIBmJ6SW8WtxnSdH5ut0fdyq4g5PTjCtibPyZRulw05KGI41EN2UhkmIAjC7UG+2WlZYxYRLnD5yije2dbBjU/X4aDUxSUgGLJo7Dicrh4MAEd79vnu4UM4hZtDXW98djuA7xuoVBnflAJm9w2RG+r/N0yTia9S7JpNFTdAo4ib44dtFAiCINwqJIlCHClECYu6/R7X7YMBY1/QZydEvE/QUa+xGGw77HQxMg5DXZinB37eLeM4HBwXhtwc6w/YdSiq4BuPaZpYmOf7lSb81+8Dj+zzDe529bA4bftQ8BV6nQ00GhtYXduEgkIYsvivstFmqAIL/1EC9APGxSSRvE8gUuERhDuMJKEPbKfLXcQgAAoeg8Fh7URvfzstB0yTLULVGtttc+XMkngF35LkyuAgYPssMCoGV6r8VzrEAiJJgXBI76k4BaJYfIMFQbh9yAfHxbHCIKDi03eBS5eAdpvFv/2bngBwZAk4dpTHBgPdLlmiXUC3y8SpXKTHntjn3DrkxYl2lyq2ep2T1LOMG9nWvkym02OxJFPc5DZNAApIY77vScqPUSS+wYIg3Jrkg+McixYRjSaws8tcrtel4vewwXGVMlApsoCcJbwPLi/zXum5xl4xOO+g6HQUOm1etyyD424as3Mjj+B+wKL/vWf5Po6zqd/zJ598Ej/19/8+/vgTv4Pnn38aX/3vz+IP//D38bWvnYdtaauJhOuaJNZWkRkQBsz7RB0s5EgxWBDuMPL22Z0dYG2NCZPnsQDYbk8eWygAD54D4pCBw3YYePLhK44DTE8f/BnCzWd/+yyAPd/gUhGoVUaKqnHSlEXgTpsLhXAoVhGCINwepOkoickHoVoGNzq3dtn+6DgHYx0AnDzFATqDIS0hTAuYm9XtlWDyXSxSHWWasjy+VSiXTVha6dTusDW2UOR7ZtvA1L41Sqs5KoSkqX5v9RC5Xk9PVk9HMxEEQRBuNcLcIsIDMqWwvU3rPstiZ0sQjLx/c2o1Fv08X3cGmtwsO36UXupRxFzPNGk9EccKjQa7ZKoV3ktdV2LfzaBc4ma0YXKzkupd4PTpyeOuXAGee/br+K3f/E8IwuOoVr8dlco74PlvQBzX8OnPfAnPP/8kokSLvGLWASxzZBsyDA4qyoW7F/mLF4Q7jOEQGIYKV64AzbZWxZjA7iFewW94kCooBbZXVvQE2n6Pj8/P0Z9WuDXJi72tfb7Btm1gTg+L2E+ki7+dDhPioRSDBUG4TchVwabFgTcqA3wPWFnlfTBLJ4/LqdVoETE9RWVMX09Nn5qiklSBSbdpS5vsrUge6zod+gbXqyz04hCriGYL8IsK/UEbzcY6dna2kaQKsW69zQfs9KUYLAjCLUgUKcSxQprR3qjXpSVEpONab3BwQDTAgm6lwmFhacr4OLfA+FcuY0IVbBgGuj2FZgtIIt5jpw4RkAg3hkKB71OmB54qRYXwAw9MHnfpksIf/eEfwvXuxez8D6NQPAnTKqBQmEal+g2w7WV87A/+CJmOeYleEw1DbhJEETcSElEGCxqp8gjCHUQUKWQZE6ZLV6j49TwqYg5bOHzDO7SfkOJuZN56GcXcfV6SwXG3NLkiqtsbtbzmVhHTM4cXNeKUSrheDxj0uUCQYrAgCLcDeZG3P2Bci1PGrouXeT8DqHLaz6lTwJFlxrZcUVyvUz01HLJAXCrxn23L0vhWI7dFarWAYtFAvc4iyWFD5IIA+PQnPo5LF8/j/IWL+MpXnsRnPv1JXLp8EWGovfLTg6o6QRCEW4F8cJzn/v/Z+/MwSbOrvhP/3HePN/bcs/auqt4ldbe2lkBIQuwMAvsxMz/GZtH8fh7ZgCwGLOMBDNjGgDEYbIORGTCM7bEHYxZhIYMxaEFIjYTUSHSr99qrco/I2N/9vb8/TmRlZVVJLNXqWvJ+nqeezIy4kRGZGfXee875nu8B31esb4igx7HFO12X18Z0vi8FzUogXS8lEtsdOwyzs1CW1xkc15ECWRjKNTYMzd53s3Aci/l5EXCVhVgcjYfwyEN710WxYjQuCGuvR6m9fy+lLDz/HnqDhNVL59HlbvEzz6VwXpZyRjLzYgw7mP/1BsMdRJLIBr+6Cmtrchhwp8FuepWH4qFDckBIUtkkKoEcEOJI7p+bM6rgW51qaOH78vlOW/ROMrjZEOXblZPVd8hS+btvbsrHLNNmmIDBYLilyXMtalAlNjcgLbGXpqrgNJfhpztD5XbwfbjrmHRKRJEkkoMA5ufluulYMn3bc2G2/VL/VIY/DzvJYPHR1NTroqSyrOsP+8v1LJZzF/X6w/jBQxRFg8ce+yjPv/ACUSSBcJJAnBjfYIPBcOugtSZJZBCY50Eci5XDcCDJ3sEIOh25hl3JTFuuia4n10VLiVJ4Rxiyowr2PLBt8Q4e9MVyotm6vq2c4aVldk7Uu7YNgzGMIjh58to4zvGO4Htz1/0entfAsmuMoyEaUQAXpRQYqlWx1Yqm+6gRAhnAJIMNhjsGrTVJKj5458+L6sW2oVTXHxz3mlcB0wNDlstBQFmSHFSWTJ413PrsqH+7Pfm44xtcq0m7WKN+7WOKUtTBnW3QhRQKiuIlesEGg8Hwl2AnmC1LzXgk1zDPhrPnoDu1iLieD+zSEtx1VFpnBwNZ12hIJ4x0VUiQ5AcQBOZYfCtypUd+f7CjYtudiXD1bINa7WEqldbl9tlq7WFc9zAf+9gn6Q009nRqu/ENNhgMtxJJIoINZYHnKbpdieG0kmJmFl8b01mWJIprocQAWSrXxqNHRRji++pyV82OgGRzSzMYyr7YaJjBcbcClUDsGm1XhFm6kH3q5Mm961zvCEl6nXZfIE0H2KpOsxWSTcVeRSYWI447VYVnsveZIXIGMMlgg+GOIU0BLUHxhYuS3Kv4shHsDBjbwXXhoVdIpbDU01akYFc9PNOCSsVcHm4HdlRRwwEURXnZN7gSKGZmrj8AMM/ER6rf3/UNNocCg8FwqyJqKfl8NPX4tSzZwy5eFHWT512/9f/YUZmmPolkeJzjiEp4MACFFEPD8PoKU8OtQ60mH0dDSQa3GpLYL0sZBHglSqmrvpb22ckk4umnzknCpJD3jcFgMNwqJFdYRNi25tKq7FWeK+39k0j+XUmjIeuDYHc4nOfB8oFpB2iyOzjO9xVpqultS5dMuy2iEjM09eZTqcjfsswldtdazjsvu8o3uFq9h8n4I2i9Vx6udUmWniKstzl54i7KqY1WMh0il2VSNEjzaWHBKIMNmGSwwXDHIIPANBcvwcamXPgtNQ2cr3IAePB+UQ1bSh7XasnFYEd5tXzgpX71hr8szaZMWi8KUUzBrlXE/CwsXEfhnUx9ggdD+RgZ32CDwXALszMFXaMvW0R4Hly8AL2BFLh2pm9fSbMJd5+QRG+/Lz76O10Tw5FM1g6mdgM7yUbDrcmOcm0whGpV0WhJYt9S0iL9Z+F5DcCm14+JYlFdjYxvsMFguEUoCrGIyDLZ30Yj2O5I8te2odeX+O5qmtNOF9sRFahG4rhwmly8cnAcQK8nquBSy75nVMG3Bo5jMT83HfyOnHsGIxFvXYlltSjydba77yWKzlIUE6Joi/H4WfKiy8tf9nKKXIlvdCnq4rKUc1IllCL4YLhzu7EI3O+YZLDBcAdQFHJ4GAzh3DlRu/g+YF1/cNwbv2i36ujYooraUYbWa+JFa7h9uHLSOuwmg9szcsjb+XqHUsvfezKBTlfakdJMo6+uGhgMBsMtQDLtWkmnfudpKgHTqTO7funj6w2OOwYHD8q1LorkMUuLcv3Lcvk+tdAoo24Hmg1ROWWZ+B026nLO0XrHLulzex2l6YSyhEpQZTzZHZZrfIMNBsOtwI4q2HZEwbmyJhZwniv7W5HBVmfvY8JQEsXVqnxUjtx+11EpkpWlulwkDQKJFzc35fs1G1IoDXyz990qNJtSoHYcKViPx3D8+LXF6i98w9dT8Vfodf8jq5f+HuPhf8e2Rzxw/6s4cvgY40j8gdES8xWFKMHrVbAtSGLxozZCIINzs1+AwWC4cXbaZzc3YWVVqn2VQG6/OkCem9ttG8oyGRxgWzCKpVq4tPxSv3rDjdJsSlJ3NxmsQGlqVVELhOFuwmSHLBOVXHcbDiyJcqAopp7DBoPBcItQlvqyhdFweo3zXAmK1zYkqPF8uZZdie+LRcTSsqir4lgCqvYMbHdlv3MscDyjjLodsG2LsFIyHkuQvBM0x4l8bLUser3rP1brkjw/QzVssLhwiOEQ2k1JrkwmMmXdYDAYbiZJIsXOIBAV5/qadC9UQti8BJtb1z6mNR0W7XpS4HJtGURWq0msd3lwnA+WpRgMSoYjuW4eOLg7nNNwa1CpyKyXKJK9qZhaRtx7j+KTj18h2NGH+NZv+9u88MJ5XHeLKJ5nNDpMmqnL8xNaTUkE56l8nEygclhsIXcK5HkuKnTD/sWUggyGO4AkhTjVnD0rAbE1nY6+eZ3Bca9/rXy0LFHUNOqyGShkE5ppm8vC7cbOYS6KIE1F5eS50grdmnorXk2eiW9UrzedrG58gw0Gwy3Ijh++1prhSNoeXRfOn4PtbdnH4ujaxy0swInj8tjhtCi6uCC2AuNIAu96UxRVnmf2vduB5nQv6w/k7NKoT70wFcy09/oEl0VEUUREUZ/R8FmKrMODL3+EolSMxqKiywuIzBA5g8Fwk8lzTRxrylKSc93udDBqOU3kjWHrqmSw58rasCZdE0zXHj20OzgunoqFdgpe6xviPVyrikq0VjN7361EGEKjKeecnSL4aAwPvWJvi+fpM2BbiqXFozz0ilfxspcdwXUVRSE2IdFEigpxInZYRS5nHoUUyotc7Ed2nsOwfzFXAIPhNifPNUUOgx6cvwBpvNs62blKKWVZ8OpXiUdsUUxbUdzdISrLSy/5yze8CHieRaUin++o4xxHVACzczC/eO1j4h3f4MHuEDnTLmQwGG41dpRNo5EExkUpH0+fkwBZKVGKXs1dR+HQIej3JAiqBNIZMxwCWr5P4IlC1HB7sKPgHg6k2FmvSxKkKGBudu9aZfn0+/+DMj+L4yQ8+LJXMDt7hKKAZDpJPS+uHcZkMBgMLzVxLIk51wXXgUsrItbwK3JOHwy4nNjdod4QRXAYAIV8Xq3C/LwMj04SQEvhy/MUUVTS78FoIvYQzdZL/VMa/iwcx2KmLfG6ZYnIZzSC17xmbzK4KKE/lFg/SqQwatly344F1s7eaFu7QwTjWBLOypKOUWMRaDDJYIPhNmfHIuLiJVhbgxLxAR6NZBO4kvvvBZS0xiapTJEtctlwXFcOD4bbk8YViinYbftpt2D2OsN18lxahwZ9ORgmiQTGBoPBcKuQ57uedsPpsC/PhQsXoduZTsNW1+51rRYcPwbVEPpTNfHMDAQVJQWwTO7zfAiNR/5tQ622G+DmufydXQdQMDO3d61SFg/c/2qOHT/Kffc/RKu9LMWEArJiOmG9gCyFODa+wQaD4eagtaiC01TO7pMJrK/Ludx3xeZo7TqdnrWaJPZQUwVxAYcOT9WljV2hjz9VBW9uiW+sZ0N12llhuPVo1CGoilhrHEnR+66jDvWr/l6rqyL8SROJ+ytTr+FoAsqedkxp2TM1u4PD2205R0WxEQIZTDLYYLjtiWMYjTTnzklSz7EBC9Y3rq70ad74Rrnol6UEUGG42167MC+efIbbk3ZLPu54ajqOArWrngrDax+zUz3u90QlFU1MhdhgMNw67LQwpqm+HLRYNjx/SgpfeuqDdzXHjsKx49JemSZS7FxahtFQk5dSDK1VZcCO4fbBti1q073ssm9wID6Zvnut/6XrHqBRa6FQZFO7kZ3Bcf2eBMRZcf3hgwaDwfBSkKZT5SZi57CyJvub60CcSQL36rkf9bokcRp1sYZwA1EGH1oWz+CiUBTTYmkQSGG10xGh0MyMdMQ4jon5bkWqVWjV5dwyGk7tHVTJyeN7111akQ7fyViKnDMtUQHHMSgNk1hyAmUhBfCihPEIfE8K4WUuOQBjEbi/MVcBg+E2Jk01Wku19/z5qRG8D2urK/S29/Y+pskFLp7/Y/JpArDZEkWMZUvVcGHh5vwMhheHKxVTo9Gub3CrKUmPqyfRgiiBk1S8yYrSVIgNBsOtxU7ny2AkgbJS0i67siLtk657bTI4CMQeYmFBBsWVhSQJq6G0VRbFroLmetdFw63NlVYRrSZUa1BoOcu0WnvX9vsyLEchSWDU1GZES1IENfVONL7BBoPhJpGk8s+fDoFbXZECVViDjQ0ZDn41tRqEVbGAsC2wStnzwlD2u8uD4zyxjNve1pcHkjXqxiLiViYIxDeYUhK1SkGvDw++bO+6s2fl759kkuxtNqWAkEwTv3EEXiCxflZIgjiK5dxUCcRLeDw2cd9+xySDDYbbGPF91Vy8JP7AuoTO1iWef76L7eyVgk7Gz/Cz7/43fPrTj4OW4QLpNNCemzUDdG53bNuiOW0h2pmo7jgyQKI9K21BVxNPh8YNBnIoiMwQOYPBcIuQZZqigFJrRlOrB8eBc+dguydBc3ad4ScLc3Dv3VBk4gdrWbC8LNe2OJZ9r1aTxKFlmX3vdmOnVXY4kr9joy5BrtbX+gYPhtIiXWpJgpTTfU5n4rOYF9MhcgmUpbGKMBgMLy1lqYkiTZ7JtarTEYFPWQKlFL02O3sfE/iS0AurkvSzAOXA0SPQaoPnKpLp3lgJxIZic1MKYI2WXEMD3+x9tyqeZ4nK15bzy2Qi+92rHrl2bbcrZ6M4kzjPduT2LBfFcBhIJwzTjqg0ldxBvS6Wkf0BJInpCN3PmCuBwXCborX4Sw2GcO6sqKQ8V3Pq9Gls5+A165vtLyWovJpf/S//lUpVXw6MwAyOu1OoTxVTg6t8g+fasHgd5XcyHSLX78vgQeMbbDAYbhV2VMFxJIm8PBeF5/MvSKujUruFrx2UgsNH4PBh6PZlj6vVJPDZ7oGlpsN03F2FqeH2otm0LnfBZJm0O1suoKQQcDVpBuipZ2ImxYBcQ5bI+6rIp+2y8Uv8gxgMhn1Pmso1ybIlwXtpTfa3SkX2sO3etSKNRkPWViuAFm/ZZkMKnLNXDY5zXcVopOkPxDZgZubaDgrDrceOH7TnSiJ4NCxYWpRumCtZXdv1DbZtsUyylCSQy+mg3ELLmiyXfXM4mPrte5IYjiIRlhn2JyYZbDDcpuxs9mvrcGFFWmFHkw5J4hIE145HV8qi1vgyuv0hq5eeJIqlgthqQ6ViLgV3Ajt+iaMJFEWJ4yiUknaj5vTweCVayyFzNJYWpCSGODIHAoPBcHPRWu9aROz4oHsyMGWrI9ctS0mwcyWtFpy4Swphw74khxeXJIk8HkvCr9GQ4TmmG+b2ZacLZjSSRL9vg63EN/Nq64/xeHfKelHKvkcphc8dX86sMFYRBoPhpSeeCjF8TzpZ1lckQee7sLUlNhFXEwRie5QXEsdZtlgjhRWo163Lha0gkI/r63J9q4XyuHrd7H23OpWKxG2OvTtEznbg7pN7162sQsWXv69jifLbcac+w0z3NS0D5UotyeDxROyTKsFux5Sxiti/vGhXgzzP2draYmVl5bP+MxgMLx5JAnGqOXMGBj0JerMswfcPotT1/2t73gG0juhub1FOFaAHl1+612z4/FINLVxXWoZ2FHOuO/UHa8hQgqvJcjlQjkbycTKRtjWDwWC4WaSpJO3STHwOs0yCoudfkE6GUktAczWHDsCJE1LcynIJhufnYDiU+4tSAqD2tfVSw23Ezl42mUCzDZUaoCSomZ3Zu3a7K+oqzRXvq1TeH+OxPK4sRB1lMBgMLxVFIRYRZSkFzNXp4DjbgTSXfWs02vuYVlOSv406oOVxtVC6IubnZZZMUXB5cFyalvR6cq1rt69VlhpuTYKKCHksB7IYUJrBEB64f++6CxekUB5F0gUz05YCZxpLTDeeiP1INvUVLhHBkO9NiwVaZikYi8D9i3Oj3+CjH/0o7373u/nUpz5F/jnKCkopnnrqqRt9OoPBgBwgskyCnPMXxCze88COfWwr/KyPS9M18nSDWmMez5eAqlYzFeI7iVZLhk30BzA7K61B9emwiGbz2rbqZKpK2O5JsBxPrSN2LCYMBoPhpWZHFTwZy3UJJZ9fWNkdgLK9vfcxQQAHp4PjzpwV5fDcrLTJDgaaLJVhmn4AYWj2vduZVksmqfeHsLgIjRp0O2ILMtOCc+d31/YHcPQoxKmoopTaVU1FsdhEKHZ9g42PtMFgeClIEvnnOOINu7oq6uBaTYaCr69f+5hqKEpQjdgCKAvm5qFWl+viTodD4EvuZWNDM57I2kZzt4PQcGsT+BaNRinWVg6MxyXjITzyCPy7/2fv2u627G1xIgl/x5FEcFlIjDc3I8UAxwddQDyGslS02pq1DemiSlON7ISG/cYNJYM/8IEP8I53vIOiKGg2mxw8eJDq9aRnBoPhRWUnUL50abeFyLYhTWfx/OtfzLUuGY9+n/m5OneffBAwXsF3Is2GJIOv9A22LMVMW7MwL8OXriRJxGtq0JsmhmOTDDYYDDePshQ/fBBPfBClyzMvyHCdsri+imVhDh58QPwW00SC4eVlGA01+XR4yuysKGcMtze1moVtlxSFqHxbbbAugG3B/BLwp3vX5zkw9U/Mcxm2s6MU3lHRUU5bqWvXPJ3BYDC86ESRJs1EmHN5cFwhyt/BQG67kmoVbBdqDbluVaui+lxa2BkSrS7vncF0cNzGliQCZ9pQr4LjmGLX7UKtLn/j8VgU4mFFCptzs2KXtcPKinT5pim0ZyR5vFP0jFMpgG/3RG2cpOCl0B9omg1RCCfJjnJcY1kmIbzfuKFk8M/8zM9QliXf8z3fwzd+4zdi2/aL9boMBsPnIElgNNKcPiN+r7YlipjO1t6LeFlEaDRJssp4+HtEk8d4+3f+LQJf4fswO2sOBXcaO5PWkwSiqKRSsVBK02zKYVGpqWfilLyQr/sjGS4RJVIhDkNzIDAYDC89l1XBkXTApKkkdp8/Lck625bA5kosCw4ehEMHYWOTy17p1ariwgX5PtWqDEwxfol3BvWa2IFE8dQT35EEie+Keu5KG5FJhPgmWtJK69qQRFAEoi5emJ8miWOTDDYYDJ9/skxf9vZ1HVhbg9FAEnabW7C+ee1jWtPrnD8dmKmnt7XbVwyOQzpnHEfR6ZREk2mSsL2TMDbcLlQC2du6XRiONbW6JPlPHL8qGbwKx4+LVcSckqTxwJX8QL0uCWGQ98WOb/BwsOszvTmWPTLLpLhg2F/c0In4hRde4OGHH+ZbvuVbTCLYYHiJyDLxg9rYFGVwmkoVMNppp72CweAxLp7/djqb/5xqtcvf//tv5+FHXo9lSSut4c7D86zLfor9qTrYdcUnrNmUoQRXk6TTAsNAPKWGo2vXGAwGw0tBvDM4bqoKdpzdQTppIurOq/H9Icfv0tiWKFxsGw4sw2SiiafT2qtVEwzfSdQb8nE8kv3NC6QoYFnQbu1du70tvoqWEluIXMuE9ayQvU9ryMvr+1AbDAbDi82ORYTnSkHr/AUpVIVV2Ny41iLC8yTWC0NJ2lU8UXUuL4uCtFJR1w6O25D9sNWESghBYAqhtxNhKJ74rgdJoily2aOu9g1eWZH30Xgs76G5melg1EwK46OBqM11AWUuCeHR9JwUhLKm3zND5PYrN6QMDsOQAwcOvFivxWAw/DlIEshzUQV3OnIxt9T1qsiab/rGQ4yjb6VRa3DvPfcyN6/QhTxm0SSD71iaDTkU9HuwtCjJ4PoVQ+SunpqeJFJUGIymvlOR+FLbtlEHGwyGl448l4Anz8XnUJcyOO7Z5+R6poHxcO9joiiit/0J/s27f53t7tu4975XUauLMnhzU9puXU/UxWZ4zp1DsynDc0YTsf9o1KSVtiil2H3xirnV/b7YYulCumEsZJ8rG7L/laUEyUlsfIMNBsPnF601k4kmz6Fak2TeYCgJuySW4mdR7H1MuyVJuzAAZYNyxAO/3Ya5Oelq0FriO99XjMcl/b4kDxdPXFsgM9z6BL5Fs15i29IBHMeylz30imvX9nqy98Wx2CY5DowjGZSaZtLxEidSULCQZHBRKGbbmtVVef9FkaZaNXHffuOGTjtf8AVfwJNPPvlivRaDwfBnoLUmSeSiff68VJMdR6p5V0/CXlpUvOqV9/DqR17LkSP3sbCoiCayESwugG2bYOdOpTFVTO0ofF1XVAUzbfGaupo4hiyFQV8ODXFsKsQGg+GlZ6fNdTQGSshKUbecOSf7nVIS3FyJ7ys8/z7G0Qw//2//E08++accXJYk8HgswXVjmhw2Sb47h2poYdtSMNBaip1ocC1JjlxNWUqwXE6tkeJUCulpKvvfjuL86mKpwWAwvJikqZyzlSXn84sX5et6DS5euv7gOD+Y+gArUQXblsRyjboUOXdUwTtt/mvrcls1hGpg7G9uVyoVEfP4nsVoPPX2nYH5+b3rVtd2fYKbDfGW1lo6P7NUighJKu+5rJSBvHGsqU99g+NUzl1aX91jbLjTuaFT8bve9S5GoxE//uM/Tm4yBwbD5500lYv7pRW58JcFoPd6B+3wpjdK26NS0j6ClsODsmT6tuHOpdmUILkooN8vcRyFZSmazesng/Nc1FL9gailTDLYYDDcDHaSwcOdwXEWnD4t07LLUoKXq7GsgDBcZnH5BwmCl/Ge9/wKrbZmMJDHoMR7z6iC7zx2rCImk101lGVLAB2Ge9dGU+VcqWV/S2IpNOwUQG1L7p9E1z6PwWAwvFjEsQh7fE9UwJtTJbBtiQXg1deguTmZcVmvy/XL9eXzVhPm5yDP1eVBmEEAaVrS6cJwmjhstUwh9HYlCKRI4Dia0Uj2Oj+Akyf2rrt4Uc45cTwVALkS/0cT+WdbEue5tuQS8lz88sNQCgZ5KolmE/vtP27IJuLXfu3XeOMb38gv/uIv8ru/+7u89rWvZWlpCaWulZgrpfj2b//2G3k6g2HfI5NBNWdOy6RZZcnFvtvduy7w4f77ZNNIUhmOEk3EM2qmJb6yhjubegN62/I+aTanVhENORR6HpcnDoMkTLJMDgLx1DJiMjHtQgaD4aUjSfTlhO9OsOI68MxzspcpJUMx4fozKpSyCGtvZuXir/DJT36C5aXXkCainKrWzb53J9Kc7nPjiexzO3ubVjJQ6UqV73Z3qhguRV2upi3ZRSj73k6S2CiDDQbD54uy1IzHUnhyXLGIGI8kKbfVub4quFaVIpeywHPEF73VlOtZu72rCg58sCzFxoYmmd7WrO92CxpuP6pV6WraWNek+dQqMhPf4Mf+aHfd+oYUQyeR7GOtpuQGounZaWeIKkg3TanFcss+qAirGsuSgaxZJvGiYf9wQ8ngn/mZn0EphdaaCxcucOHChc+61iSDDYYboyw1aSYBzfkLkuR1nesP+3rklXLQsBzQqVQWx2O5b9nYfO8LdoLk/gAOI5t7syGJkVoVuune9UkigfFwAPmCvK+ubkMyGAyGzxeXVcHTPU0pGfy1viH3iYfi5x5W7HmLFPkKly72mJ2TpF8YwqwZHHdHUq/LxyiWpEi1KmcdXUqi5MLF3bWjMRw6CFEi5yffl9bYElEHZ6n4baYJ5HmJ45jigcFgeHGJY9nP7OmAr0srsk81W/Dcc7LnXUmrKfFcrSrdoGFdlJytliR5XVcxmu6ZQSCe5xub4p8+N2MKobc7QWBRr5f4FQfHyogi2O7BAw9eu7bblaLBJIKZWVELjyeiCE5TUaKTjLFVjOP7jIYhWWbTaoN1Ud4zUaQJQyME2k/cUDL4R3/0R1+s12EwGP4MkgTQcPqMtBRpLcHy1ta1a9/yJmn3z3JJAE4iaZtsNcVnz3Dn09yZtD6WljHXVVQq0jJWr0vb9ZVEEwmSJ9MJx9FEhjg5jjkUGAyGzy9FIWrgstSMR5LMUwqee0EKWrBrHfG5SOLzaJ0Shoukqfgkminqdy7V0MJ1S7JMvq43YGMDlJb26atJpy2wZSlt10kkfnlpPA2WA7k/inYTzQaDwfBiEUWaLJOYbHVVuvdsW645q2vXrq/XRfHpeTJMdee2mbYINnZUwa4LjqPY3NREkRS82i1oG3uk256KD42Guqz8HY9kSOqBZVhZ3V23vgFLy9Lp0qyD40E+2On4zJkJx5RJig4UVhGT9iLyqE6zHhD6kjgeDmUgq2H/cEPJ4L/6V//qi/U6DAbDn0GcwHisOXNWFC62JQNP0qsUnieOywZQlJDF0jo5GoJVgaWlm/LSDTeBSsXC90uSRKbPzs8rfA9mZjTz83Du/N71aSatR/1tKSREU99gZ2eXKItdXxKDwWB4ERHlb8kf/uHjnDkXUa+3uf/eB3j+BUUcT/3xr0LrEqWsPV/3tn+eA8snOXHy5UwimJ+VoNlw59KoQ6crA3FmWnDOkfOPjyjoxlfYPkQT2dPKqXfwJIJCi3IqSaCuC8BmMjHJYIPB8OKSZVpsaJRYPVy4KNedRgNOn73WIqJSkWN3pSIFrLAB1ZrYBux0QvR6sjaYFrLW1sTqpt2WQmhoBEC3PWEIrabCdUTgE0XiD3zyxN5k8KVLcNdRuX9uRixFbAfySQSTCX5T0Z8ofKdCXiakScGkN2BmNqIa1ukNHAZDIwTab9xQMthgMLw05LmmyKXqd+nS1NPHgc71VMFfLGqXfNoeG09k06hUZLCYYf/QaMDm5k4yWJQDraa0DznO3kEBRQFFDoPhdKhOIr7Bga8hGaHyGJRCezVwKzfvhzIYDHcc//W//i4/8iM/zlZHYVl1tNbMz72Kw3f9LbSevax+2iGJI5L0FK7r4nmHSdN1hv33MBr8Fn/v7/1bilLh+6L0rNfNvncnU5smg+N42jZtQ2aBtmBuHsbndtf2+2IfYeldW4g4gtBLKeMYexKjsImsOiwGN++HMhgMdxzR1CLCcyWJu7EphU7LhgvnLlu6XqbdAseCoCKdDI4t17hWQ65tWabEEtAC31f0+iWjsSSDl5bN0NQ7hUpFbEEcV2K08ViKmffcA3/wh7vrOl3Z9+JICpz1WknUG1OkKUkKpXIYlVWqrk2sQjQTxqMJczM5TbfLhq7R71XIMrUrBDLc8bxof+o/+ZM/4ROf+ATr07LW4uIir371q3nkkUderKcwGPYtcSwJ4RdOywHCmhbsev296xoNOHhA1C9ZDosLEvxUQlg2quB9R6slyeDBtL3adWUqbaMqh4ur267TTFRU8v7RjPsTZv3pCHYArVHJEJ1F4NfA9l7Sn8dgMNx5/MZvvI/v+I6/R1h7M8uH/g6+d4QkPUscb3DpYodmyyXL9k7AqdYKit4ZVi+9G89/GUpn1Gsr/ORP/WvuuecNDAawsCjqKMOdzY4lUhTD4iIEVUm4ZIg66twVyeBJBK4nhdCsgKBIKaMJQSOnzCyS3MItCpxJj2zg4daakqkxGAyGG0AGx8mQVNcVS4hoauG3viH/rsS2ZZ3riG1SrSZJ5LAiwzHbrd2uh8uq4FWJF6u1HWuBl/RHNHyeCAKohg6VYGopEou9yL33Xru23xM//CJJWW4MGLgWSWoRFx7jvIrtyv5XovC9KttZwAE9YradcO5CTNxLGA+qVCqmGLpfuOFk8JkzZ/ju7/5unnzySQD0NGmgpq3EL3vZy/jxH/9xjh07dqNPZTDsS7TWxNNW/7NnZBMAsYq4mte/TtQuypIDRFbIQcN1YX7eqKP2G82GvBeyDMaTEt9TVKvQaktr7dXJ4CiGLIEkSWE0JOkX6DkFtivJ3zJHpWNUmUPUQzs+eDUTLBsMhr8URVHwgz/4Y4S1N3Hg0L+6bPtQqdxPENxLHG8yGkzwK3uj2gMHarz9b34NW5snWV2PWVqs8Ne/4V62txUbm6KgCQOjjNoPXGmJVORS8Ox2xTd49jq+wXkGNil2EeOrnHRcUGpIS4+x9qm5CTAhGqV4VgftVcEN91okFRkUKeSJbLLBdLM1GAyG65Akoti0HFFtXrwkSblGE/70SbECvJLZWVEDV6qaTqfDsN9ncdnmnupR5uYUSimKHFCSLJxMSvpDOdcfPSJiEMsy16Q7AcuyqFTEumirI0XN0VBmwBw6JIPidtjY0Bw/NCYbx7SaJbZtMxjWaBcuaQaBJwUDPwAUDEY2mdOiMhMTBGMmE82k04dGBH5d3rCGO5ob+gtvbGzwTd/0TWxtbbGwsMBXfuVXcvDgQZRSXLp0id/5nd/hiSee4Ju+6Zv4tV/7NRYWFl6s120w7Bt2BsddWoW1dWnn91zodK5d+9rXSHtQnsPSomwYrSYszL/kL9twC2DbFrWwZDiSYsKBZUVQ0bSaGsfeAuaQ46aQJTk6jcmGKVG7IE4UmV3HDUMxLHM9tBNcto1QeQJ5cv1g2WAwGP4MPvKRx1hb2+Lwsbfv8f8Fpl/Xsd291xXHlq6X48cVjns/hw7DyePSYjsYiMVNqyVBtgmG9we1HTVwLmrgixegUKKOu9I32CZFZRGBV1CUCgvFIK4wKSvY2iZIIbddLDsgSkc0kQIoWSTFT5RYJuly7wuYdNGVlgmcDQbDdRmPZXBcEIgKuNcXlWcS703m7VCtwmCwwdNPf4ZoskXJmCw9y2//1gbf931fx1d85VcC4HtgWYrVVU0cSZKvUpU90HDnUKlYNJsS/49HYhWxvAz3nNh9/9hkDNcHVI5pkgRq8xVSt0auZfZCEksCeTAQ9XheyveKY83cnE/Q9tgexfSGEw6lKXbRNfHdPuCGTi3vfve72dra4m1vexvf9V3fheftbRl+17vexU/+5E/yS7/0S/zcz/0c3//9339DL9Zg2I/EMcSJ5tQLUvG1LAl4rvR7BXjZgxKf2LYkjJWSTUNZsmEY9ieNBgxHMBwAy/ChD/53fviH/xtx+jpq9bcSVGqAxiXGLRPIS/oDiLKQYRGSagt33MO6+BjogtJvQ3UO7dVBFyi0JIXtAdpvip+wOTQYDIY/B5cuSVXT909c937fV1jWXo/yVhPuvQcmIxFohqFYQoxHkGSSFJaBK5/vV2+4VWg2xS9xPJn6BnsyGK4spRh+6UJC1RmjdEE8svHbFlnp0ct8fGWTFrtDCtMU3NBhVLTQzggVdVFZhNIabbvgVcFy0LYHjodKJ6BLVLQte6Bj7JMMBsMuWaaJIvYMjssz6WJ4+lk5o19Juw3b3Q5nzv4prjNPpXYvvtcmSdfpd3+ev/23v5mf/pn/yJd/2ZdRqUCSlGx1YTQSIVCzDo5jCqF3EmEoymDbFku//lA+P3kPvP9DEFgTqs6YZKIpS5vtSZ2W6xGGMiNmMoEohVliykmEXQONTem6jIY+MzM2zRasrFfYjlxyxthkUgzNY7RfN9aAdyg3lAz+0Ic+xF133cX/+X/+n9e933Vdvvu7v5sPfvCDfOADHzDJYIPhL0iea/JcfF/PX4AkFb/gzc1r137pW8TrtdBTL6mxVIYX5kUhatiftFpwaUUODu95z3v51m/9Nprt/43WzBvxfR/figisCXlpUeQFUebRGYUkOOQlDDf61Ie/jxqsgFLY7ip0fBlR6/qUdgC2h3I8lOWg3ZDCb/GJT3+G9U6P9vJRXv8FX4BtGysJg8Gwl1ZbzOzj+Dxh9YFr7tdXT9RBBuPcd690x/g+LM6D5ypW+1M1TB3qTfA8s+/tF5rTxH+Wij2S54lS2CoTjs5PGK5mKCU+ib2xT9CuUFoWKpNAeTCQc1MRRWTDFG0rdJKTjAsCr4LWoPJICp1lIcVQvyZDVZ0A4j6qyFBxD+3XREllMBgMQBTp3cFxfVhfB5QUrc6evXZ9o6555tkVLKtBtfbyK+yTjhEc+CHyfI0f+6c/zld8xZfgODaXVjRpIt+zVoNm6yX84QwvCWEo83/qDdmv4lji/BN3FcwEg8vVzKT0WO01aLQs0gxq02RwPIEsimHSxdE2eZSjco3laaJLCYUPs3aAm9WY9G1GsY/X9lHZBMoCFfXQ4ayxBbwDuaFk8ObmJl/+5V/+OdcopXjggQf43d/93Rt5KoNhX7IzOO75FyQBbFmi/p1Ee9fNz0mFOc0hHcuAgXEkquBF486yr6nVLGy7JEs13//9P0G19kaWDvwAtsqpOmM8K0OXmlTbRFTYnoTUI0WSQjQYUkz+EBWcQxcZNA4BJWQR5ApVJFj2jtGZBhSfevJpfuW//CoX1rfpRiXPdgrC2SV+6If/KW9961tv4m/CYDDcSqSp5pWPvJqlpWMMB79JJbxvj1WE1iW2vVcVXK/DoYPT4CYRFeiBgzAaayaRdM3UqzBrBsftKzxv1zfYsuU8FPfHONYENaPQKKKiwjgPAYuilHVZJm3Vo4lGTVax0m2ypMAtM7RTYVJx8BdaUFtC2w6kI1SRSmK4iNFeTbphghY6GaDyBJWM0GUhfosGg2FfU5aa0Vi6FCxbWvonE7F3uLQqHrBXUq3CeNwnjbfxggeva580M/8OLp79Jv700x/ji77odWxtSWJwdlaSwYFvCqF3GpZl4XuytzmuvId6fZgNBhw9mHH2gs04r5KUFda3oFqX98TMLPgXYTSKyMcjylzjBjaZ8qHMCO2U4dAmT1Ia3oiqren3HYYXJ8yRoW0XPdxAhXMyP6ZiDld3Gjd0tajVaqytrf2Z69bW1qjVajfyVAbDvuPqwXGTCCivHfoF8CVvkam0eQaNFgzH4pM30xKfIcP+ptWEp57+DJubE2bnvwPfSmm6A2xVUGIxzKtEuglUGQ5j0hSSYR/r4ifIO5fQ6RgVtlFuBWXbchiozqDdOlpZaLeCDtp8/DMv8PO/8G+5uzLmx76kyn/7621+9xtbvL7V421vexvvfe97b/avwmAw3CLEsXStfPs7/j5x9Ek21n6UKHqaooiIoglx3L/mMUuL8MjDsLEh3oszbahWFMOBqEJrFfHCCwKz7+03GtMZg1kG7WaGS4RlgeVVSN1ZxnmNnbAnmdYwyxKU0qSDbbxoDT3uUAy3KUc9ymhI3Bli9c9hbT0N3TPiHQyiwtIalQwh2pZvFjTFXxFQWQRR7/rSdoPBsG9IEtnrLFsGyF1akdvrVXjqM9eub7UgzzMKPcb3rt9h4Pt3oynodFbZ3JTvn2XQaojFhOHOpFIR1bdjSzJ40o+o+AV33aXop02SUornly6JeCyKprZJVkSR5ySJRVq4eI1ZorIF4TxZ9SBddYy4egRvdomwXkEXOd3VbcrVz2A9/z+wz30E9ZlfR61+BpLR53yNhtuPGzotP/zwwzz++ON88IMf/KxrPvShD/H444/zyCOP3MhTGQz7jp3BcRcuwcVLmv6gR6+/Tnd7ryzYdeHkCVEBx4kMUtGlbATLB27OazfcWjSbsN3rYdltguBequ4IpWR6+nbaJqPKziC5ooAsmVCuPgeDLbIoJvfmAAfyCWQpKumjRluo0RpqtAn9SxTdc3z4v/6/vHrR5ltfG3JyzqPiWbxs0ePffV2dr3/A5wf+wfdSFMVN/V0YDIabT1Fo0lRUUw8/8kW8613vIgzO0t36TaLoFNAhCKp7HhMEMDcnxa1JBK4Dhw/DJNIMhuL1Wm9Kgtiw/2hOk8HRBOZqI1wXSssntavMze8NdwYDSQQXRY6OR2TjmHiYgFsnaxxj5BwAr0IUl6hJF9U5j73yp9hnPox16kOoM38Iz/0+PP97qNWnIJ5W6b0q2pcXoopUEsWl2fMMhv3KeKLJM0ngrW/CoC+dLaOJDAW/EteV+zzfxlYuSXptQRQgTV5AlxELC4usb4gCtN2GoAJhaAqhdyphBRo1scfKMs2wO8bz4fCJkPKKZv8kgSyRZHA1iAidCAfNIHYY6XkcX1GU8p7Mk5IsGpF0NlC9iyy6Z3CzDqNuhE4TcHxwfJTWWKc/gPXCByDum0LnHcQN2US8/e1v5w/+4A94xzvewVd91VfxNV/zNRw6dAiAS5cu8b73vY/3ve99WJbF29/+9hflBRsM+4U4Fp+p973vaT7yWEKe56Ad6o3FPete/UqmQbW0F0UTSQi32lA1hwIDkgxut1pYVg0r/zSOuodM20yKGjtJ4CvxklXycY+ymhE5SyTFGDdsQ6UJRQl5DHkERQKxtM2un3uOSjngrzwQYF01QM5Siu9+fYW3/PsVHnvsMd7whje8RD+5wWC4FdlRZvb6gIbXvuZ1vO7RR/nZf7PFpVWPJHHReu+wktlZePnLYLMjLbatFrRbSvwSU/B8UVvV62bf24/Up64MRRJRCzJc12aUVrEtsdI6c3Z3bZwAOsEiIUtiSp0zSEIWVQ87SVHlEDcbY5UpqeriIUN0KHNUmUFeoCihyOHixyknHfQ9XyLD5dwAbVmouI8qc4i66KBphu8YDPuMPNdMxoCCvJDZL1pLrPbJT4qa90rmZwEN8/Ntzp0LSOJPEwQL19gndTs/z4EDc9x77+s5fUbixUMHTSH0TicMxQ+/XofhdswkLhnHDkuHQ3x/91wFsN2HwIsoelvUqx625xHnVZJUQTLCiSPswQhPjQidlHK9T1kmtO2SQLWIc5eBfZDmYh3lNeDsR7B651Arf4KVjdFH34CuzYEb3LxfiOFF4YaSwY888gg/8iM/wg/+4A/y3ve+l9/6rd/ac7/WmiAI+Ef/6B/x8MMP38hTGQz7ip3Bcb/+Gx/hd353jbDyMI4zS+Bf3TKU8UVvcMlzGS633JZKoOPCweWb8tINtyCeZ/GqVz7I/Ow86eDfoRs/RJTX2ZsILoGECiP8ok+aaGJ/liQfM6ZNNWii28cADXmKyhPQBVprSEZcOLXFs5sF7fD628rdbYdjLUVn9fzn/wc2GAy3NHEsHwdT4ZPlwNkzirycx3V379/BsmBuBo4ehfPnZVr6oYMQxZrRVBU8N2sG5+xnPM+iEhQkSYxlgVOrUGzauI4oyvcSYWUpjiook4LYtrHiLpWiT5lUSDJNUMvJLYdItfDCEMpMqu46l4xOnkLcg/Em1qnfQ5NR3vOVkhC2PXRlRgbLlbkM3/EbJnA2GPYRk4kMjnNs6HRl9ovtSOHy9Nlr1wcVQIGF4sEHjvJHj72X7U6HSvXVeN4ySfw8291/y2jw3/lX/+JfsrWlmEzECsAPxC/YcOdiWRaeX9KoF3SsiCS26I1DWk3FkSPw/PO7a/vdCQfqfbIMag0Ha71KEiuKwRp+tUOhLbJJgedEeNaE/shibkYRtiu4zTbDEXSThHaRosYblAdfjvYqqI2nURvPiPT48GvQ9UXxx3dMsfN25YaSwQBf93Vfx6OPPsqv/Mqv8MlPfpKNjQ0AFhYWePWrX83Xf/3Xs7xsslIGw1+EOIYkLfnFX/oQgf+1BJW7rhkiAJDEz4B+GUopPBfiVMzlW00ZHGYw7NBqK/5/b/tf+b9+5vu5cP6d6Nr34gf3kKUpQaUBDAiIqDsTyqxgmLUpi20iVSfKSvDqkE2Nzxwf7YaSocGCWol9sMtHLxW80M15xdK1h4KVUc5yzeZI05EBdG7lmjUGg+HOJ001ZQnjsSYvpNnAdeCJz0hny9VqKRAV8IkT0t7vuRBWJcG3tSWWEZYlaplW8yX/cQy3EM1gzEZPk+YuzVaF1S3ZslxXOqZGY7CY0FTbkIHlW2hlUbO30XmGzhOyyjK55TL0cmzPpR9AfRGwXLDtqV9wiVKgixL13H9D9S6iTn0Iq1SU93wpBA154kobHfdl6FwyQOtCksUGg+GORmvNcCR1o6KACxdlrkuzAc8+LdYOV9Juy95Xq4FWcO/dh1mYexMfeP9vs3LhW0niP8VxFlhePsRP/fN/xZve/NU8/Yx4xx49JnufZZm4704nDKEdjrnowSRx6UcBxxfgnhO7yWCHMXl3C+uYSz/yaS7OEFxQ9HsTrEkXJ97EzStM0gpOtUKkFINxQq4Dmr6iVRkzGNTobRXouTHKtlFJiW4dRikbOi+g+udQOkPP34+eOSp++V5NhswZbituOBkMsLS0xDvf+c4X41sZDPuencFxH/rQp4jjg9Qah6+bCAbobP4KTz1T4fhdJ5mdkWSw68HS0kv8og23PI1ayaOvfDn+O/8B/+YXv5vzZ/4aleoX02h+HfXKF9K0ejS8Dqmu0kta1LMRqa4QJTmTVKHTCYpCkri6RKOmwmKFVg4PPfJKWnNz/Ms/HvDzX+PusYooteaTqxn3HZrhkRNLqOEqunFQvKgMBsO+Ykf12x+CUpLI7XTg0kVIs2tVwQAL8/CKl8P6hrTYHjkMWabo9TVpJonghgmG9zdFRj2I2MAmKqo02wpvWpdUFiwsQHRmSN0eUbMHlJmL8hs4ekTDG5AmMMlqhDaUOqeIIgJG6LRA1XIZnmo58qbVGopM1FHzD4pieHgJdeYDWJSUx98EtXlZW2mhkxEqm6DSMbrMITBVC4PhTiZJIInl2jMew/qa+AE3GvCZp69dX6uBpUQ5XK+C68NDDz/IF7/lAdBvZNBfp9lc4tHXvZrZGZvnniuJIxkqFgRiB2e486l4Gc1KjOPY9OMK3Q7cdw+cOLmzImI+2ESXBZOkgsrnOFJVOF5BoPtE44g4s1C1NmnfxvbG5Dqgn1VIichcl/ZCwUonpx83yMMAJ49Q+QRLWejaAlg2avscRD3U5tMw2YKF+yBIyS2Xxx5/kvWNTRYXF3n961+Pbds381dm+DN4UZLBBoPhxWNncNzTz6S43mF87/qtF1rn5Pk643EPgFJDLZRAudk0AbFhL81gjGVpHnrlo7z/Wx7n8cc/xic/EbNxeoZTp4fMuet4KmE1apAUIXmZMR71qdccklwKDUHFR+UJOovBdlG2CyiUVWIB/+DvvpPv+/4f5Dt+Z8j/9+GAu2cc1kY5Z3sFaPjGr3kzVjKEwSpYDrq+ZHwUDYZ9RFmKv2+WacZjUFoElE88AaMR5Pm1j6lW4eAByEupPwUBzM3DoK+JItn76lWjCt73pCNaTdCWR1Z64q84tRzxHFie7bN1JqLqjACbNFI0akOq3pAiL8k90EVO6I4Z5i0mZY2KJ5YQkzKhYkWQDFF5dNkmSZUl5Cm6eRS0Qo1WUKf/AEtryqOvg8ZBqXb4NbRlo5Kh7KHp2CiEDYY7mOFI7P6UBatr0sESVOTzrc7etbUq2JYki3UJ9YZYIWkNBw4oXvbAaxkOFWUpayeTkv5A9swDy7LWcUzctx8IrTGeB82my8bIYzCQosPSErRqEUR9wGaSeqwN5zjUtNAa5rx1cjUmij0GRUArDLFiByoVch0TuBlRktKY9Jh1CjxdpxgMGJ1ZY6aeoYuSstLGqjTRfhXdvgsVd2SoeDSAlU/x2JMX+ac/+ws8e2GTcaoZppojhw7wQz/8o7z1rW+92b86w2fBXDkMhluMOIbRSDOJlrDtBkmaXnddmmxg23XCsEm9IQNRggocOPASv2DDrU+Z4+iEek2j7QrDoeKNr3sFX/1QjRNLmiPNFWyrIM5ckjLEosQuBsSxBa5HkipGRUtk55aDsixUmaKzCTpP0OkEHff5olc9wE/8wHcRuw1+6EMj/vqv9fjG3xjwJ90Kr3rNo9w756K2T0Eygv4Kargh6iqDwbAvuKwK7osKqphar54+IwWnKweg7LCwAC9/ELodUUEdPABoRb8vXvmNGjTb4hlr2KdkEarIsG1F2AyxHWm1rlSgzDSO7jBXj6i4MUXpkJYuTa9Pw+rgWAmOjihKizi10crCVTFJXGCXBVCSJmApB8v2UG4Nwjl04zBl+y5wA1Q6FCVwdQl0jjr7YaxzH4XuaXmDA7gVtC9T7lQ6FrsJg8Fwx3Hl4Lg4gpVVqQm1mvDxP752fbstiV/XE+9f3xMrpEYDlhagLCURrJQMEFtbk73Ucaa2AWZw3P4gT3FUjuMqwlYVz5V5CYMhNIIx9x7uApphGtAtluh0JRGsx9sseudo2AMoC9xsTK3YIqSLNbxILTlNM36G4tJn0J3zVNmkZvfIs4zRQMmcmCxCjVYphysou4JSgFuF+gLa8Xni05/iV37hJ3jD7JDf/l+bnP8/5vjI/9bm5WGXt73tbbz3ve+92b89w2fhL6QMvu+++7Asi/e9733cdddd3H///X/uxyqleOqpp/7CL9Bg2E/sDI67tAKUR3DciLJYR+sG6oq2e601/d5v0Go3OHL4JLYFfiiBz0zbBMSGq0hGANSbDtupy2BryJHoY7SckuPVHiuVRS6OGgwzh4ozInBSisJmmNUosBiVTaIM8EK0U4FsgooH4oNYZmitUZYLyuZ1j76W1zzyCl54+gnGvU3C1iInHv5C3Isfhe0z0D0HykUt3oceXELZNro6L+23BoPhjuZyMnggH20L/uTT0O1BkV/rF+y6MNeWFti1dQmEDyzDaKwZjCDLpb121gTD+xddolLZ47RXpdawGEeAhkZd07m0jV3EODrGC316fZv56hbz/hahpXFdm6R0sHVGZ1ThUJrg6hxNiY4TbDcgil2ac3VwAvBr4NXQTghpn8KpYG89i8oSdKWOQkO0hbrwcewyR6cR5dxxUQK7FXQeo4oMkiFUWjf1V2cwGF58okiTpJIA3tiCfk988ccTuHhp71rPE/WwPVUFN2vSDVMWkgienRVfYJAYL0k129uiCp6bg1rDFEL3CyodAuDXK7RmbGwbJjF010ecmN3g2BGPJ57xmegWYLG+Dvm9CfbWZzjgr7DpH2CU18iTATPpBnUSSEpc5aOcKsO8zZwHXj0knK+xXQSsMcuhIz5q81nUYBU17lImE6z6QSgSSEaUQYuf+4/v4cFZm+98fe2yTeBrDnr82v/s8tf+y4Af+Affy1d/9Vcby4hbkL9Q9H1gKjl0HHmYGQxnMLy4xDGkmebZ56HXVywvzXHhwjkgA3bb6SfjJ8iyU3ztW7+ZRkMRxzA/D8vGK9hwNUWKKkSZ1JivwSYkq2fQB8Y04gu0ajPUGhbD1YD5cIuytJiUNTZGTYJUMSkdVFYwiF20E0CZo5RCuxUZBJcnUGToskRbCu00oB5y9xfeheqelinq0Rbl0iNYRQrbF1H9i5Suh5q/D91fQWGjq7PSL24wGO5IdgbH9QcarSXYtSx45nlpc0yv0yQwNwf33wdb26KAWlwGy1b0e5oshVoF2i0IAhMM71vSscjqLBvckEZDs74O0bhg3lvjIhZFGqHckOacRx5tsxSssVy5yKiYofRaUNgMdZUidtlKMmaaiizXjG2ohR6xG5K329iVmkw8HK9j9c6iigIUFM1DWN0zKFVBeylKtyHpw9pnUHmBVWaUM8cgnJHJ65MuqkjFcskNbvZv0GAwvEhorRkOAQ1RJF7BSkuC96MfE3vxK5mdkSSwY0tiOKxJgbNSlU5PpZTYJynwfVEZx4lc8mpVaBt7pH2BTidyaFKKoB5SH0LgQzKJ6K128ZZLDh7xLieCQRPYEe3Jk2jVodmIsX0HPx0QpF20VliuyyT10E4NvDqTss2B2SZBo2T+QMrZXo1e4ZLoGO/Qa1DdU1gbT2PlMXSfR1fnUbrgwmf+mH63y5c/VNszLwbAUoq//wUV3vh/X+Kxxx7jDW94w8349Rk+B3+hZPD73//+z/m1wWD4y7MzOK7TgTOnZLNvNOZotXyKcjcRrMsUVf43vuWbvoW773sIx5GKcqUC8/MmIDZcRSoji7UTUA1cXN3DmnTpnztFvWZTqSiqTYuDtQ1snTJMqmylbezSJskzoghwKowiiyRRBIF32edXh7NoZUGRo8oMlCUz5Swb7VbRXoi19iQq6gNQzj+AlSYwXMVyPLQTYM0cpxyuikK40haJhMFguOOIpxYQw8Hu4Liz52FrQxTB1xsc127BkWOwvg71Ghw+ANFEVMF5DnMLpkV2X1NkqCwCQHt1UIpmQ4vSLtrAs4b4OEwI8QKHhXZCpXORo9WzjNKQNFNkfpWkcAhyG536dLIlWi2LaOKgyQirGaV2ibf7VPvnsFOR6RVFxlPPPU+vu017Zob7TxzB6jyP8hqQxeA3IBlD53kUGVaRULaPQWMZ7VVR6RiVjtCOZ/Y9g+EOIUkkCQziE7y+CbY0znH69N61SkElkMQuSjpgqhW5HMzPSDF053v5HhSFptORgXStllhJhKG5dtzxaH25w1N7VQLXwrah2dQM1wcMhxa5VWX28AKtpiYZjQmdCbNqBS9aQ3uaJDxKNUjx4gHjtMKmNUcaLLGVeRzyI6wiI7DG5Jtdch3Qqnj4uiTbHJE8e4ZKQ6MbCxQzd2GtP40C1GgTbXtM+pvcv2BxYub6acUH5+X29fX1l+o3ZvgLYPpyDYZbhCSBstA88yxsbkFRIIqTsr5nXbMR813f+ffRpcKyRE013xDzeINhD3kq7ahweVjNTHGG/nCViVfQaleozlZZXumx6ntsDOucnyxj2S4Umiwq2ezXOFZPKLYvkFxI8BdmIGxJu2yey0QnXaCLFNIxKo3EM1GXaLdCufAA1ubTqEkPghp69qS8psEKyvHRto/VOEA5WJMTcNCSE7LBYLhjKEtNmkCcaCbTFn5lwZNPwjgS37urabXgrrvED69SgflZCALFxUvyvSoVGZxjguF9zI49hOODI0VK27YI7RFxPiQotnDDuyhGHr6bc7z2AuvhKkkRUFoem9kS9cwi0yE61iRei+2oSma7lIHFOMkpsjXU9imyXhe7kYLWfOLp0/zoz/1HPnN2k8CGQw2Lw0uzfMvf+Ou89mgFK2jApAOOK620/VVUkWHlCWUWQesoWLEovdKxqIUNBsNtz3CoKQrZ0y5cgDIXte/jf3LtPjc7C1khimDHgUYdqjWxlDh0GDxP7bGI2OpAFEvxtNmQYqlhH5BN5A1i2eBU8JTCdUta1SGrqiROHbrZPO1wzMvvmvDM0xqbCXe3n2My9lCNA9TykqO105wb1diI57Anh2h5JRYFgyHM+ttU1YCoV9D0R4RhhUbeoTdx2B66tOoRqr+KHc7A/P2w/gTEHRQWdd+i4Vt0xznhdYbev9DN8W1YXFy8Cb88w5/FDZ2gv+d7vodf/dVf/TPX/fqv/zrf8z3fcyNPZTDc8cQxDEdw5oz4SikFg/6169761gZZpkhTqITSJhJUYH7upX/NhlucnUDZDeUQMenTKs/hTlaZ5DV0fZa6H9EOJiROk3OjowROiVIlllXSS5pMhilhdIZy4zzJpVPY5x/Dfua3sZ99H/ap38M++xHsS3+CvfEMdn8FK+5jRX2scQd7+wIMVynn7oOwhUrG6EoT3Toovovdc6juOXS0jRX3ZKDcVMlsMBjuHHZUv70e2DaUGrb7cOGSzNfaUQ1fydws3HOPqKAqARw8JF6M/b4E1Y2GtNga9ilZfEWxs7bnrpbbxcn6ZMqj1bTw7JyZ6GlqehPHcxikNVYni1SdCcM0wLY1w3KGJHUZDnKK4RbV0XNUep+iWDsNZckor1GGM/zBcxt81w//NCf8Ab/xvzR5/G/N8uNfVqda9PknP/XTfPxiNrWtmAbFZQnpBOIhrD+N3T0No3VRMoMom80gVYPhtifPNeOJ/PefxLCxIfWgagjPPnPt+loIaHCUeAUHgeT8ZmZgcWFXFex5YFmajQ3ZD+sNifsaDVMIveMpCxk4CmivdlksEwTQ8ga4Xk5ewnijSzscc+yoJteKOXedcVZhMLZJVA07WmcmnFDgsjWZZzKMCNQEz0opspScgMSZYbtcInEXIOvTaqYoz2XdfYji0KPo2eNoy6FwHPSh10D7KCiLw/NN7l1qcGq7oNR678vXml99JuWRk8u8/nWPvuS/PsOfzQ1dRX7jN36DT37yk3/muscff5z3vOc9N/JUBsMdzc7guAsX4MLFXe/EwXDvumoVlpfFW8r1IE3EM2phXtQwBsNlshhV5vK5F8rHzvM0sos4VklSOqRRTuCkuM0aaXgAzy0pcQisnHFWZTxKKKI+DNdJRmPibh897kDch2gEo03oX6TsX6IcdSnTMaUuKZVN6YXoPMYed2C0RjFzHIImVj5BNw5C47BkhXpnUZ2z6GSCNd5EjTdESmEwGO4YkkTUwcPp4DjLgic+DcMh5MW168MQFhbEa7HiS/tss6Ho9SVx7AdyW61m9r19idaXh+lor7rXbz4e0XS7qDwmKqocWIhoZ6dws22UstDBDN18lqobUxQ2RVYQqyalhlwrskGHfO15KsUGulRMypC8cYTJ4hcwOfgm/u6P/V88OGfzL7+yzisPeFQ9i1ce8Pjpr2pwqOHyY+/+9xTLD0FtDlCQTyCPIR6gsglsPIW1+SyUuSiaQYbJGQyG25rJRJOmsqdtbkgy1/HgqWfFMuJKZtqgmQ6Qs6HelAKnUnBgSfbAZKokrlSguy2q4CQWayRjj7RP2BHI2C7s7BdARQ2o+yktb4RjKbpdjRs4LB5p4OkJtqVRSrEyWiRMLqLzCN/TJFaTQVajG9XRfpWg6pKoNmm4zHb4ctbzY5BHYIfMz4CqzjKZKAo3pGwdhcYBrNoiZeMgxX1fQ3H8TdBY5t6HXsOlcclHzsWsD1KipOSFrZR//fEJz26kfN93fit2ch2Fm+Gm85LYRGRZZqYHGgyfgziGONV85mkYDSUAHk2uXffmN+7YSUjbkWdLUGxmORr2oPWe6eooCyZ97MEq9vgcQbDAWGuGY4tmw0LNHGdpHk6fVtT8lG5UxdIxWarIRwOK0YDcLUhSUEUOZSqqYyVtS5YXSBvTSIYb4Phg+1DkYClsoASK1hHs/jmsLKZsHcbKE+idhu1T4LjomWOSYK7MmCnrBsMdQppK22yvJ5eiPJc21+dPicJ3fJ29bn4OXv4A9PvSSnv0qKiCB33IUimAzphgeP9y1dC4PUw2qdFB2T6uKgiTF2ioIZPUhbBG2PRx1nOK0iEtPbqjkJmaIkktQndMFNl0ohlmjtgk7jLdaovGokWWwYf/8KN0N9d415e1rzso5zteE/C1/3mTP7qY8bq7H8W2fOg+J/tamYJW4Hmo7VNQX4SF+2TIa5mj0/FlOyeDwXB7ceXguMkE1jbk8lQL4VOfvnZ9oyEdMijp8qzXREXcbMjguCRRohp2wLY1m5swGYvKOPChZQbH3fkUGSqftlX59T2dkyEdHCIaMz79dYvNUYPE9qk765xcWGc41GwkC8xXelhJjyIuUY0KuVPDtXLISso4x7UBbWHbHvbwIn5+iXJ2RO4G1E48AOuKbDJhtDGiuTRL2TiANVzFKmJ0nKMPv5pi8V6OzN9H5LV44iP/g5XBmFynbE1Ktmjwrm//Jh569UOU4y20F167ZxtuKp/3ZLDWmqeeeoq2KWEZDNdlZ3Dc1gacPwdxKtXi7e2962wbHrhfgudcASXUmtJKZFTBhj3kkYwnVtbuptt9AQYXocypewMG+QH6UYWZ+0/SiAMaLYtWGDOY2IRqwJg6ZV5QpAVR7mKHdQb2HEO1Tt2fyPcHSfjGQ6BEKwflhiJzKHNpj1U2eriKpRSagiJcwh6vyUGifZcopfoXUZsvoLXGmj1OOd4QawvnWu8pg8Fwe7FjAdGfDo7Dgqefkc6XbNpRfyWeJ6qnWl2C6npdEr9razAag+eKn7Bpkd2nFJnsG+wOjbtMPBDLoXxEreoyHG7j5Nv4bkEvmyWwbapNB6VSBmmNuAzIVIUkAUtnZKXFKKuwzjzH2lWsIWQ5FONtrME61qk/5G+8LPisg3LunXU4ULUYbJyDN7yRor6IdTpArX4ahusyUK4yA1pjbzxNUZ1F+w1UMkSlY7QT7FU5GwyG24I0FeVuXkC/B71t8H24dAkGg71rm43dz20LZltTy4hSxD3N5u5jKhX5fDQWVfDSktxvWWb/u+O5whNfOR4wTQbHIwI9xlcx7fkZzmzWyVKf7kqPmeRp5uY8NvshrlUy53cgiUgJ6TPHfG1Cf+JSTBRR7OI3qijXIR9u4BWbWIGil83izt9DEFpUnD6D3ojemTVm7E3K+hI6aMJgDaVzVDKibCxRHniEe95U4Z6XPcLaZ/4INVjBqrZZPHwCZo6i422U48IokO5Q2715v1fDHv7CyeBv/uZv3vP1hz/84Wtu26EoCs6fP8/W1hZf93Vf95d7hQbDHc7O4Linnoatrqim8ut0yb/uUQmqdQmhL8lhvwLGj92wB62v8JcKJVBOR9jDNeieA7dCpVKgxz499yRUatTbHvO1MUEARRIzyRx8lYDSZLlNP5+j0arTCZboLb2c6rIlSuBJD7IBVjICFEoDZQKZZH900kXZHgoo+xexlIXla8pKG2vSRbk55ewJLJ3JwaJbguOj3BAdzEzbbA0Gw+1KWeqp+leTpaKEshQ8/ZS00MbRtY+Zm4MTd4kquN2GQ4ckyO71pG12fs60yO5rdgJk27u2YDjehMk22vZoeAMmOeg4olJvoWKbjCoVNaBwmySJzSBr4zsZWZoReiUqTVGOg97apDg1pKFS0lGM1e/iWDkzqsC3YWWUc2Lm2mLl6jjneFtxsG5jbZ+jDBqU9/9PqKCNdeoDMF6H/jkplnrnsGoLlIdei7Zd8T9OhqYrxmC4DRkONWUB49FUFYwofn///deubbclaew6kjCut8DzoVKFw4cgyxRaT+M8X3HuvCaOJH8WBEYVvC/YMwB8ryc+Y5mv4jaaVN0QFQQk44jtM2e4qzZifnaWx58LWPAvYFkZZZoyyA7ixg7N6ohAOUyyBls9ONosUOmIfmxjNVuo6gxrdot2tI2TbDFX0WzrkI1+neP9C1hRn3LmLqgvoYdrWNkEu3OastKE5lGUzjlwzxg2PGljpoTtCyit0W4NZW+DE6Bri2ZY+C3CXzgZ/PGPf/zy50optra22Nra+uxP4Di8+c1v5ru/+7v/cq/QYLjDiadB7qnTEI3l2ni1KhjgC14vVeG8AJT4By/Mg+eZ6rDhCrLJbvusU5HbNp+H/goUMWiHamsJKw8p3BaDyKZh92gEMXMN6HUDQmdMRkpBwCCr0skD5sM6ZD7DYYJazMDx0DOHwfZkYEDUg6iLinsoO4I8QTkeOk9RlsIqNWXnNNbsSQiqlF4VKx1jVVqUMyew0gQGG2C/gKrNo0braL8KbuWm/joNBsNfnjgGtCilbAfKDM6eg/UtUQUX5d71ji0T1Q8fEfuIoALz89DtyIBV15FAuNG43rMZ7niuHBrn1/feFw+wkiEq7oNbpe4NWR0lDJ152q2YM50Qv+iTu3UabYez2y2qToLKI2rEOMrB1jnNckR7cJbG+eepBAX9uE45ivHqHnPtOTK3zX96csj3fZG7xyqi1JoPnM2459AMDx5qw+AiVj6PDhI49ErZ8557H3TOwXAF/Dpq6zmozsPcSZh0UUWKzpM93pAGg+HWJs81o5E0w40j2a8cD7Z7sHlViqTRmA5RnTbvtVriiw+wMC10TqbWSaIKLhkNxSJiZla8hU3cd+dz2RN/ZwD4DukYK+qidEnYauE7daqVjKyzRX99TDBfMnOgxqzfw1YxvpOSlT75SBHVoV7RlE6N/rDFZDQmGJ8hLBRRZGHXHKykR7rWwap2oZIwU1GQz9MZ+qS4eEWC1TlDkWcwe4wiHmFNNlDpCF0W6NmT6KLEmmxDfw2SCVQa0LsElo2yXZk941YgMFWNW4G/cDL493//9wFpbf/SL/1SvuIrvuKzJnpd16XdbuO6RgpuMFyPncFxp87AyirkpRTSrlYGv+xlcpvW02EDCqo1sYgwGC6jy11VsFvdVQUPVqB3Ftya+Bb6VYLZJhPlMVjfYqGySdNTtKohgZ1QdfrEZY1eVmVjPEsrh9xySMoq/SKl8BMspcXPRGtQFrqxDO2jaMuGdAj9dezVT6EmW2itULrEUi5l5zmsuXtQXkipFBYWVqWNnjmGSvqStN6+gArqMGnJ91Xm4Gsw3I4kCRSFZjACZ/rf+MmnpLCZJNeun5uHu47JxPRaDQ4fhLJQ9PqaJJUp6zOzpkV2X/K5hsaBDB+ddNC2hy5SQt3BcepkloJwgbq/zTirYbsOlZkm4bmUwBqwXD9HVvgUqkGWKdI4ptP36M60OFrvkeUNemqOZj3H0gFv/Yqv4Vd+/T/wLx8b85UnPY42HU71cv79nyac6ma869u/GbtM0ZM+Kk8hG6HDeZg/ic6/GDX4FVEAD1fArWBvPEdRnUG7ISqboJKhqJ6NaspguC2IIk2aSQFzfUPitUoV/vAj166daUNRTFW/Hsy0ZFic48jep5SSRLHatZmIYjkGV0OYNV0xdz5ZJMkApXYHgO8wWEVlMaVfx2u2scYWc94qUdJloDxSq8ZMZcJSe4yOchQKrIxJYtFIPViocmlSpzNQBBcHPDA/IsgL4qKOW4ywBxm2lcBSTlrCbL1CxdckmUsvnmM+WEHFfex0iI62KGdOUrbvwpp0RP2bxeilh9GjDVTUg7JA6xyFheqco3SrKMeB0abYIpnC503nL5wMPnjw4OXP3/GOd3D//ffvuc1gMPz5iWOIE82zz8JIOh/pXWfY5pd+sVizppkcBuo1OUBUKiYgNlzBTiLYcsAN5LbNF2C4Ka21tgfVBbTt0jq0QP+FdYbZiCOHxlRdRc3TUgXWJVGkGWZVSnySSQ/7hfcza2U4k4JJ7tBYaEubjxeC7aMAlEIrW1qAmssURYK99iQq6qKtGhQJluOjO8+jZk9geTXKcQfL8VDVOfBbMFmHznOoxgLab0rl2K99tp/YYDDcouwMjtvqiOI3TWWfO3deEsFZtne9UqIKPnlClFFhKP6Ig4GmP5DcX7NpWmT3LZ9raFzUQyUjCT6DBoy3IBlSrYZMaKKKGN9V9LKQ0mmw0BzTdMa0vVVmvB6T0uPS2KMfO5zLSj5VNvn9Uz3+5796nCPHX01RaIbzfUjHHFg8zDfUPN73nl/l3/5JH1vBhWGJV2vz9r/7Th563SPoaIjKBhANUWgocnTeRs/dC8sPoy4+BvFAXuf2aazqDOXh10IeixdYOjb7nsFwG6C1pt+X/7bjCXQ2wXXl60sre9dWq7IXFlO7pFYDKtP/5rNz0gVzpSp4NNIMBlIcbbVFBBQEJu67o7neAPAdsghrvCn3NQ8QVCtY8Tpz6jzrrkNW+AwmKVVvxKG5EasXY2yVsZ20GGUW/Q346O/8FnZ5lEp4NxvjPr/X+SPuetlDVJszjPOI0h1jWS7R4BKBgsBPmK3WWBnOsjaoMT+/JJ2gSR/Vu4Q92UZX2pTVeRSgvBAVb1IuvwJ7vAnd51F5gQ5CVBahNp8GN0DZPozW0c1DRvBzk7mhAXLveMc7XqzXYTDsO3YGx126BOcvSqK3KKZttVdw+BBY0/Zab/o/Ngxh+cBL/5oNtzBlgcqmBpw7/lLpCHtwCbZPg9eUarNXhfoizeICKg1IxzFZc0DTVcx5Pc57c/Qmdfppk5iAhjWhOniKcv0sYWWTbBihO89Rqe72vmlcdKWFDpqUtTl0pY0OWpSzxylmjmN3ClQyQPstdDZG2R566xRq7iRWOEM5XsVyK1Cfh6gLky3YOo3lNyiDJtoN5D+BwWC4bRiPSz7+8U/w1DMJ7VaLEycf5IknFOPR7lC5K5mdhcOHIc9EFXzoIChL0e9rkljaaeeNKnh/osvPPjSuLFGTLRhtgB1Q5ilWFkNZUK8pupFNkeT49TrJpEYz2cYvByzVx7j5mEK5WFjEeUCchWwlR8EGlZT8zM/9Z/7m/x5w4sSriPyQsFoQFSMeemOTh177RTz/9J8Sdy7RCl0OPfAoqlJHuTW010BnTaxoGz3uQjLBKgvKIkUfeAQ1uCAe/v0V8EJU5xTUFtDtY2K1lE3Qjm+G7BgMtzhpOhX2xNDfFhVv4MNjf3Tt2mZTEsEgCePZOah4YFkS6zmOkmSwEm/gs2dhEkniuFoRVbHhDud6Vn87bJ9DlQVl0IBwFvKYWnoB7W7iegeJs4JeN2d5ZsJSq0dvtaSXtFiLllmPl1g59UnePD/mvqVTfKJzkDj3oazz/g99kIcencU5egDHt7CcLfpJjWbeR1c8FloRnf42ndE8NBuUlRZq0kcn21h5jJpsY2exCIJ0CX4dy29SLj2INelA3EdVmuigioqGsPYZtOVKLOh0oDZ/c37XBuAGk8FXMxgMGI/H6KtHQ085cMBkrwyGHZIE8kzzmadk6myRw3B47bov+1LIU0kWh6EEyTOzUA1NQGy4gstDddzdoTpbp2DYkZZU24f6HFg22vLwyxEVYuJSMZjYNLPnmKvM4wdzbHVm6OsGLXubOa9LWjhkhcbTEWnukhR733uKDBVtQrSJvf3CnvuKxhHiR/82VpGikh46nEVnE/GN6p6F1mGscBHdP49qHYb+JYh70DsjFeNKa/efwWC4LfjN3/wtvv/7/wVrGwM89whgMzc7y10nfoC8WLhGFQzipXjPSRkS12qLDdJwqOn2RDjSqEswbdiH5NMquWVfOzQu7qHiISrahnBBrCSibVAW1ZaP6o0Yq1nChqayuokVD1HJgNlazlbfI8ktKCxCJyayRhwNVylURGxtk5RHed97/h++4533kfQgbCsKp07cXMBfdDi5cD/W+hPy3NEmKCjz06jWEXR1jrIyi3JXUZMO9Fewsght+eilV0gCO53AaE3sIsJZiuqCTI7PE9m3w5mX/FdtMBj+/PT7mrKE/gA2NsXuQVlw5uzedZUKVAIZGD6abJO6Mf3tmPn5u2g0FIcPyVBVkHXjsaiCJxNoNCX+q9dN3HdHc6XVn1fbU/QskhH2WEQ4unVE3mSTberFRaJA0awn6G2XbgfuDi/Q9iGjzanhXfSLBZLC5eVz8MrDLjPuFo93csblAgeqh2i759l47uMcrb6a6tw6lrIZTTyS4/cS1Evm9YAXzkRk2xuMthtU23VQNsqvosscrSxIelhpjLI9GKyCtQaNQ+ilB1HnPgajLWgfA7+EZIzaehaNkljQC0WoZLgp3HAyeHNzk3/xL/4F73//++n1ep91nVKKp5566kafzmC4Y4hjGRR3+jTE07agnfagHdotCX7LQg4YZQm1EA4uv+Qv13ArU2QSPMIVquAYu38BemfAr6HTGOXU0JU2Vj6B0SaNYJY4DhmurHCwFlGr5njVFqOizozTZT7okWgXixSNTakcCh0QZxXyctcD9HNhD85T+YOfIP7Cd6JG66hoG11dhHSMooDBKro6i6otwfYpmDkK6yOI+tA5hRU0KIOWDFG4OglgMBhuOd773vfyN//m36HW+CoOHX4HQXCMOD7PePJpzpzrUa/XgL1t/s0mLM7LkLmqA3MLMkV9fV2TxlIEnZsH589z0THceUz3N+0Ee28vS9R4C4ar4NYodYaVjiGLwatSsVPcMCAbj3HyMdUSoijHdV2qdc25rZC6O8LzMlrAnJ9jWxrXGjFOxkzG6/Qn57j0wpNw4n6W5jVR3GeysknQtiSQDeegEE9EJh2soEnZeQE1e5IynEMvPoDaPovlVdHDdZRlU1aaqPkHYOWTEA0lcA5Oo8JZ9MFXygDWMkdnk2stMQwGwy1BlmlGY4hTGI3F5i8I4FN/eu3adhu2u5tcWl0hSyOSyWf4xB+v0WrU+Ja3vZog+EIGA1kbBHD+PEQJMjA8lM4Zwx3OnqLnFV66WsPWaQCKHXFMmWNtXyB0Rti6xlxlwmDbh9EmZTLB8atsuydZTw9hk3F/89PMeTF56WGRYaMpS5dx0eSBlsX2Wpc02sC1EnQWMJrYFIN1UiekMtvGCXOySUrn/CrV2kG07aHKHFXmoAv0zElKZaPjLpYbonqnUYOLlOE8avaE2P/FHXR1GVVuwHgT5QSS3LAcSXCbTpibwg0lgzc2Nvj6r/96NjY2WFxcZGZmhk6nw8MPP8zFixfZ2tpCKcXDDz+M45gWX4NhhyyTwXHPPCeV5LSAwXVUwW9+03TieiFtR7WatMrWaiYgNlzBTiX5yrbSzvMw2Ya0D3aAqrTAsdBeFbV9HnRBs1aytbrBJFO4jRR3/hB+d47FcJ3FYI0odVDKZ1zUybVL6QSUVNnWi4zydVpe/Nlf0xVYSZfggz9B/AV/CxUPZKhcbUkC3mwsFhJlivLqUJTiHVx0UL2z0FwWD8igBbW5z8dvz2AwvEgURcH3fu8PUGt8FQcO/TRq6gUXVu+lEt5NHG+SpRnOVWf+dhPuvU8KogsLcOSgKKO62zKnstkyLbL7ljJHFVMpuXtV22y8jUoGqHgA1UXQGUw2JZhWFuQxbWuV2JrHibv4WKyWx1lSG3jVGg13QGAnuComUhWiskZZaFpOyUI1xwlDykTTmjxNuBWh9YCKgqLrYvUStC5Qbg2qi2i3gpoOULWoo9eexFq4j7J5ED1/P+VgRVRTW89hoSiby1jjQ9A5D/E29C9hVWYoagvo5rJ4ICcjtO1fMyzPYDDcfIYjTZ7BoC/iHtuSy86zz+5d53kQRRucO38ex6rheoeo1V5Bkm4yGb+fH/on/zvLSz/FF3/xV+L7MJlMvYJHUK9LMrjRMHHfHc9nK3rGPYi6osBtHpXbJl0Yb+LohIqjmQlTNgpFkWZEMVhL9+HNH0RdjLm3+RzL/iq+kzHJQyZug/lwnUT7eFZEO3AYpkOyEsbeMbTj49qKUT6hMtnCH68y59U4O1ymuw1He+dlYLjto4sMqyzQwxVUpQ31A5S1AqvMUdtnsNQmZW0Za7wFky6qMosOZ1HjTZh0UFsKlAtuBV1fNoNTbwI3lKF997vfzcbGBu985zv5tm/7Nr7ne76H97znPfzyL/8yAH/8x3/MP/yH/xClFL/wC7/worxgg+FOIIol0H3+eakm6/JaVbDnyWTZopCiIEoGx5l5jYY96BJVpPL5TptNGmP3zsL2eXCr6DxGVRqUbh0rGUPSh3CWWraOV2jKomDcvJ9G4yjLp88Q1zcZZQFNd8JWtkDFyjk7PsHc/fcSVDw6Vsb20S/Bb/QhH4vKN4lQ+RiVTlDpGLt3FisbX36ZVjki+MN/TfL6t0M6Qo03KKtL4FZQUQelgTKXxc2DkAwgjWDrFFZlhrK6ifZDo5IyGG5hHnvsMVZWtzh2/O2XE8E7KGWhaOBcldCrVmF2RtpgLWBuFirh7hT1ahXm54wqeN+SSdFR297eQTNlKcN0BisQ1CksCzsaQzIC5YnNQlkSthdxttbIMnBqbYIoJVchNbVB4OQEKmY7nSUqQiZFjUJrtLZIVMhBb5Nx7lPlEl4UUGz3qfsJjDVkKapSB3sA2QTtNcBxwW+i0zHK8WD101h5Rjl3HN0+gvZDrHSC6p/H8tvoubtQcV9e63hDhsmFbfHet11JgqcjGaRqMBhuGYpCM+hDnkv8tjUdHPfcsxK3XUmzoTl/YRXLalCpnry8N1YqRwmCb2Ey+iD/5J/8JG9845dTqVhcvASTGFEFV0VVbLjD+WxFzzxF9S+Boymrc1Cpy943WpMiYjKkgsusDYHVIFMZq8V9zB08ypELE7rVFRpOn9Ad0Y3nyEqLOX+F5XCFUd5AUbI6aZAUMaPqMTaskzT8EaGzQT7ooNiAcpuDtuLipGBzo4G+T8NgFdU8jPZC9KSLpUBHfelSDWcpZ47JXjdaw/JydOMAapDBYAU9ew8qnIPJBmQRausZsTD0qmavuwnc0Mn6wx/+MIcOHeLbvu3brnv/a17zGn7xF3+Rp59+mp/92Z+9kacyGO4YikKTJnDhIly4AGkiHolX8wWvgyyX4QSuI5XhVguaTRMQG64g3wmU3d0ha9unYdKXajIK5TVB2TKdfLIOykGPOlijDar2iKxxhO3KK2hGn2Zx63cJVETTHeK7KS23TzeeYZ272UgWKSsNtuMZenkdXWmiq0vombspl19Ocfh15CfeQnbf1xA/9E2Uam/SxyImeOxfQ6khG2ONVtFao2sL4oVSZDJJQwGVGQn8h6uwfR41WJWgWZcv6a/XYDD8+VlfX8eyQnz/5HXv94NrNQizbTh+EqIx1Opw9AjEEXQ68t+90TDB8H5G5VMjzatVwZMORD1UOk3EKgsGa6AcQEtx0fFpFCtYyiazG1QbDhVrgpdvYJPSqIzYiufop20GWcgo8/HthFx7FIUipc3pwQGGtcNErQfoB/eR1w+Th4dIakehMitqrqSPysYw3ICojwoalFqBU0GtP4G18dzU03gOPXscwjbkI/Aa4qNoe5L0Hqyitk6hNp69XPhUeXJZMWYwGG4NJhNNmsJgIJ2dZSFH8Cee3LvOskCzTZ7l2PbidYuks/PfwerqJT716T8mjjX9viSYa1UIK7IHGu5wrlf01BoVdbHiPjgB1Jfk9ngbxh1UNkYnQ3ynwLIy2tUhudtmLT1AVW+wqE7RCCLSwqKXzWBRUnUmOMCJ2nPU7QGjtMrH1ubBsbmrXRB0Hmd2+DHC6AzJOCZXFZ7peWxuvkA2WoPhFp3nX8AarqP750ErqLTRIPFonqCGa6g8ppy7G11pQhKhLIV26lBmWNGm+ARXZiAditXh1jOozlkT490EbkgZvL6+zpvf/ObLX+9MeE7TFM8Tb8fFxUUeffRRfvu3f5vv/M7vvJGnMxjuCOIY0kzz5FNygMhzuJ7d9kMPT6+JCqMKNnx2pgeIy/5SaYzVOQO9i9J2U6So+jylF2ClMUQD8TecTqwNFw6zVdzF5PRTLJ//WWruQ7T8bYZZA8WYS5PDDIsG0cCmN0w5tJiQaZ/BKKAsI2yrhDKTwLvI5XNdgC5IXvZX8Z76TexiVyGsKAj+5JeIH/wGKMEab6Bbh9C1BdRoQw45tgfVWbG4yGLoXUDV5tDVWfDqktQ2GAy3HDMzyyhs4uQsYfjgdVbsPXb6vgzHmZ+XrW5uVuyQLq1IMFwJYWEePM8UQfcleSKtUUrJvrBDWWKNN2C0AUGT0raxx13pKFE2xAPwQ8q4i1OZoRJqhsU8jcFz1GyLLC1xq1CGLTqb8zi6ZNbrUahtch2SFBY5Np24xmYyh7twN5OZVzPyazTu80nGOXbQYSZ7Cnv7FER9dJGg3KqoneIOVv0oheNjuyVq82m5f+nl6MYBymSItfYEqtQSENfmYbAu/sG9c1jVGYrqnOyL2USsoK70kDQYDDcNrTW9nlyaRhOx+/N8uHjxWnFPuw1pmoMG37v+3As/uAeAXm+VrS5MIvne4VQVvJNfMdy5qB2/4CstIpIhTLbRKPEJ9htTn/wOjDal8Aj4DLGtKo0w58y4QdS3KDfOUXFCwqrHpO/Q8gbYpFjE2FZEwx5TV+v0LIf5asxDDxzHZ0CUW6BLsrLCx84l/NQv/SIb3TMoCl52oMts8zBBEfKmag9r0qEsSrHzs1xUnqLjAXghVtSjrMyiF+6DS5+Wwa5uAGVV7CH8GbQboooCnUUorVHdF9DtoxC2bsJfYP9yQ1eXWm1vQN6Ylq7W19f33O553jW3GQz7Ea01cSyKp9OnIZpINflqXvkwZKn8c2ypDrfbRhVsuIod837YPUBsn0ZFfZmmbnniUViC8pswWQPLRcc9SdzW5qkfO4a7/QzlZ/47jh7TdLrMVno0nQGbyRLDpMYkCxlnFbpRDdwqtl+hX8wwcA5SNg9Qto9SNg9Rtg5Rtg6jGweg0oYyJr3/f6Jw9rb9KCD4zC9DtAXJADW4CIC2HUn26gLsAPypHDDalEnsvUuoqLtrJ2EwGG4pXvHQoywtHWDUfy/6KoWH1hp1lR/c3CycOA6TsXgjHjsq1hDdjtiHN+vQnnkpfwLDLUUmqmDtVPZ6CU62YLKNymJ0pQ1YkhhGQR7JJjPawnJrYFkEBw5RnZzFSfvU7S6pahBZbRpLR3BVSs0fMFfZRJUOUR4Q5x6jOOTTW0vk7l0cf/nr8eoVlC5Jh0PsfEQUl6j2IcpgFrwQ5VYoPB9qS5AXsPUZ7KhP4dbADbG6Z2DlT8Qjv3kY3T4GOhdrifohaf9VpXhBbj2P1XmeIkv4+Mc/zn9772/y0T/4AMXV/ecGg+ElJ4715SHgk4l0cCoLPvHJa9fWauC5HlgWSRpd9/ulyQtonTE7s0i/L7FhGEAlgJbpmr/zyVNRfym1W/TLE1Q6wYq3waui6gtyezJATbZRcQ+dDKDMUMrBLfoEjYCsdMjTlN52SaMyYrZZ0PQmaDRNb4zC4k82Qj56qaRgHdeJCWyPRrmNnw+I3RZb3iv51IWUj33g9/iC+Qk/+1VNfuN/afGVJwZEccEffeoiK6efgeE61qWPodefQQczMlSuiFHb59Bbz2ONVyWmW3oQLAdlWeJ7bNkQraPdOvihFEXTGDXaQnWeu35ixPB544aUwcvLy6ysrFz++u677wbgQx/6EN/4jd8IQBRFPP7448zPz9/IUxkMdwRxLDYRTzwhCeEsh/7g2nWvexRsG9JcWoyMKthwXa5uK0pjrK1TMLwIboDORqj6MqXjY+UpxCMoCkkgOwG6dZSg8yS1Mx8lzWCQhbTcAXVnwHPpSTbjBbLCIcFFZTaryVG6Xo43mzLMEwaMaVZj1M7GXRZThXAGlekY5M7zpPd8Ge5z78fJu5dfugKCZ3+L5MSXoAGlz6Nrc5BNRAGmc6g0Ie5K69H2BVFQVeekOl5pvdS/bYPB8DnIMo0uLd75zu/jH/3jn2Fj7cdotP4KnneMNNX4vo1Su+pGx5a9bX4ePHdXFby6Kl0zYQALSxD4pgi6L7nSD/9KVWyZYw1WUJMO2m9S2h72eFO6SspSPHbtAPwALIeiusRs5zl6WUSWl3iVGkVaY6J8Gt6QRhjTUCMGRZNMKfppA5uYpNTMVgpeebCN88F/zhGVszacQX26S2ClKHK82imUXyc79Crwm9i2R9E8iuVUUdsvQOc57GSRonkcG4XVuyDWSAceQbePyeC74So4HlSXxGw0ncBwjec//Jv8k//0f/DBpzYIXUVWasKZZX7oh3+Ut771rTfnb2IwGOj15FIzmsD6BriWqIPH473rZmYklqsETRzHJkmeJAjesMcqQuuSbufnWV6e5fiJR9nqyPeu1mVoqlEF7wPynaJnIAlhXaKSISR9tOWi3YoIbNK+2CNNpsPYNBIHeja2V8HJMlwrw9Lb9MeKhXbBfHPC9oqNT043aRPaYxJezpOj+/Fdn634PrTepHh2hbe8bkhzeIraao/2ykf5woMJX3m4wWw1J/RyHl3qMtZVPnlJ8Z4P/yHf+g2HUEmGtfJJ9PYZUQFbNspyUekItk6jioJy9iTW3D2o9SdQjg9ZApNtrMqA0qtjBSWMVsHSWJ1TFK2jUF+8uX+TfcQNXWFe97rX8eyzz9LtSoD/lre8hUqlwj/7Z/+Mn/iJn+A//If/wDd/8zfT6XR44xvf+KK8YIPhdmZHFfzc81L51VrUT1dy/Ph0CHYOtivBsVEFG67HNW1F22ckuIx74PooywEsLL8qAaftovPpadWtobqnqTz+f9NQ65SlZpzWqTkDSq9KTx0lLTwmRUCGje+kOFGHrLtGze6RxTGjQYlCgdZoXaIdD+2G4l+slFSE64egTMhOvoEsXNr7+oHg1O9jbT0v7U79NakY2z46z8UjMpgBbckhaLiK1b8gLVL5dYy2DQbDTSOaXo5e/tCbeNe7/i5BcJ5O5zdJo4tAhGXtbXOfmYUjx6Qo2mjC4UOyR3a7IqysN8RP2LBP2fHDtxw5DO0w2oCoB0UKtTkpQI42pBiZjcQzOBuD10YnQ+wiohqdwlaa0m3i1Bpkto+bR9jZkCOtEb2kjl3GPNh4knsazzATjJitliyGOU42IV67SHPwcYLhKfLOGsHwOazBBaJeF2f7eYInfhlr7dPQv4TdO0N54H6KI18gw3BG69gbj1OAKIh751Fbz6GDOuXMXRA0JGPk16Tg6fp0Lp3n6T98H2+aG/G7f6PFU982y299Q4tHal3e9ra38d73vvdm/EUMhn1PmmrGY+gNJBk8GUmt6pOPX7u2VpPLk+0o7jq2wHj4AbrdXyaKzlMUIybjT7Jy8e8wHr6fH/zB72c8UYzHUKmIV7Dxyt8H6FJ84WE3lkuGohSO+uCG6OqsFAXiEVYyhMElSMayB9o2ZAOcYhtH5SyH6zi2x/YopFp3Cauauj8mKlyq9oiksAg9qLgLRPEi4zxkVBzmQm+R/mhIoIYMhxEUCfe0CvpFk6SU/bfuZdTciNl6yOMXa5yLK7I3lwVqvIm1/qQMiNPTBEY6QQ1XsPrn0I0ldOMgoNCODSjon8WyPLRXA68p9k7jbdTms6YD9CXkhrJLX/u1X8uXf/mX88ILLwDQarX4x//4H6O15hd+4Rf4kR/5EZ544glOnjxp/IIN+54k0RQFPPkZUT5lhaifruZNXyR5tCIH1zaqYMNnoUh3jfYdX9RSW8/DeBMsD52MIJihtBRoRHGbJaK00iUkXYJP/7+oMqXmjrBQRGkVv93Cu+tVBEHJKKsRUaHljml72xT9S6yefgE3XsdNOoy7HdLRCK21VHp7l1CdF7AGK6Jucn1oLkC4CFlEfuBhstrha34U/+JjWKt/Ku2xWYKmQFVa8jorDfCmB6T+RfFV7F+UYXIGg+GWYGcw6nCoKTJ47aOv42d++md5/ev+Jq3ZBSqVayfg1OuwvAihDzMtaDZlGE9vABUf5ucgCEwRdN+y44fvXuGhuKMKjvvoSpvSDrDjgailimz6GA1uDaItVDiH3ngG/BrVGlBpYduKGgN0luCS4oQBLbdH6CR4Fsz4AyxLkxQ+SeHSTWbYSOex0RTaJtYVEBdH0lyG2inAv/hHuKc/AJtPY5/5MDQPUrz8/4OuzUOWYK89QTnsgLawui+gRhvo+kHK1hFJAigL/Ca4VZ4/dZbjTcW3vbbKIwc8qp7FKw94/Oe/1uCr7/b5gX/wvcYywmC4CQwGmrKE4QC2t8D3oN8Ty4graTals3NH8HPP3Ut8wzf8FSreFt2Nn+L5p1/BhXPfSKP2Au/+Nz/Fa1/7VcSRuKTVatBuGVXwvmAnEWzZkkDNE0kOx31R0do2BDuWeVsyOG483e92hqaOOgSuQvk1GrMVUrdOJ10ii8bUrW3maltYToGyChYrW1SciPmwz8sXnuFweI6GG1HxK0RZSdY8zmq+zAfPeaS0meRV0BbZ1MVi1l9jKXSI9UG2hjksPYRuHYXGocuJbRUPJQa0HEkID1YhGaNbx8CvopQrm2Y6ht4ZtF+HoDrtcO1jbZ+FobGXfam4IZuI++67j5/8yZ/cc9vXfM3X8MpXvpIPfehDDAYDjh07xlve8hZc1/0s38Vg2B/EMfQHmtOnYTiWold6lbhxdhaCQBLBtiNewTMzRhVsuA47FhE7bUWbL6CSEURd8OqS9LVsLL8OgxVQDrocoYocJl2C9SdQolWi6UbYKiOqLJE98Brqp4b4jcOM8zo1L6Pl9bBVyWic8/FPnuWJP32CR1/3Zcw0l0l6XXx3DDqTqbIAXiiVXkuhMwdr7oRs8p3nyGePoVF4o/N7fhx/49Ok0ZDiyCOo1l1T32B/qjBuiBI4i8U7OGhQ1hbBr16euG4wGG4e8TRv1+nK3lXkcOGCIsvnrmv/NjsLBw8gw1EbcOQIpKliq6PJcmjNiX2EYZ9SZNf64QP0V2SfK1KoHpOPk00JjOOBBJ86B+WD68F4A+U1oUgIZ6p4KzGFmhB6Jf24yjByqI+fJnMbJNQY5z5RYTPOakS5g+3k9LIWG5P/P3v/HW7JVd35w59duU4+N6fOSd3KEgKUiCJYBkwwGEcwv2E8BuOxB8/PGDO28dgDOMHrgAN+PbIxfseADQYnjDUEgYRy7G6pW+p4czq5ctV+/9in+/btvi2CJIK7Ps/TT3ffU7dOnXvPqb3XWt/1XeMEtSKGltBLSgSZiaYJwmy92t3ozqIdWiHc/Gz0JCLd/kKyq38Ssf8f0JYPobWnkUhEbQqx+BhyqoKsb0UGLTUoLo2Ya/rMNDvcvNNGO8tjWxOCd13ncuMtM9xxxx3ccMMNz/AvIicn5xRJImm3odFWQ946fRXvnXefe2y13HdOk1B0YetWMI3L2b3rMjTxMI7zAsrlCZ51zbMoFgRHjimbCavvcFOrfZtfXM53huSMWE5KRKi8I2UcIHSTzB0ATSOLPLTIg9XH1fdksbIVCjtQHCQb34uWXozpRNgnG8hI0ltZoqZnHLccnF5C0Q4IsiJz3hgpYAsPS4uwNI+MMlITiCggESWq9jArQYJlQJZpJJmyQxkvzHLfwnYcewSnMkCmGWiDO5H+EsLagow8BChVc9xVMVrQQestkg3sJBvehRY/pLp70KAzg1YaItNstMKA6vLxmoiF/cjisLJQynlGeUrJ4PMxMTHBD//wDz8Tp87J+Z4kSSRxDIcPw7ETKq/V6Z173PNuUMWyMFYtQuVyrgrO2QAp1ywiTEeppRYfVT5Smg5hE9w6UpMITaghPIaJiAMImjgLD3BmiKnrYNfLRJMvwO8sUawPYQ8MULS71O1VdBHjJWW6YgLdKpL6K3zpC5/DlDeye6JOZdgk0wtgl5HOoFLzajpa0EKkIVkaQmEITTdh4RHSyhghYJ+VELY6R4iPBiS7S8jiEMKqkHkLaIVBiNoQBdCbB28Y0TgKhWo/GZ4XS3JyvlOcGoza8yVhoO4niYT77ocwVDYQZ1MpwdQkuBYMDqjAd2lJ0mwppdXwEBQK+ef6guV0gGyv3d/jEK0zA0EHWRwm00x0bx56q0qFlMbKb95wIen1h5EmoAuksKhlLRalS5zamLZF2giJmo9TNX1MvUgv1lmINlM0AjLNRLNsYt1AFhyaxYtZHilScqHXruJVLsa1JZ3eKnHrbzHPeKtqMsQ5fhuRp8w/s6lrkPteQXbkK2jz9yP8NqyeQBguWvMY2chFyMGdKskd+vSCmCgB19w4RLt4WH09H8ydk/PtpdORJAl0mtBcBUODbhfO/iiWS4CmksGGoda4YlGth5Wq4KUvvow0u5w0gUIBVlbUGppmUC8qr2DDyNe///BkCSKN1b8NR617UkLUQxOaEsMU+hN0u0vQXUL0ViHogGZD7wiYDll9B3LTtRSOPsZY+wCzxgQNCb2eTn2wwORAwqGGSZhZmMJjW+kI3bTCzuJhJksnuX3+RlKGiOdPkBozlOIhrt48gmF26KUa7aRE0fSAlLrd4sGFNsKqUx/chzAlWdBEsytIr4koDSHRVYzpJX0/5ATacwi7SjZyCVmvgSZTWDkJQsLCAcTYJcrr33AgbKO1pkmb0zC0/Tvzu7mAyO80OTnfBnwffF+y/4Bqg01SNYH2TBwHxsbU4ABDh0o5VwXnnIdTbUVCU8Hv0mFE1FOtsmZR7UA1HWGUoTWrvILTBJIQc+UJxNmnK0zgXvY8ZOTRTCcpbt7CUCVh0DpKQfMIE5t2XCdIXZKoRq3yMgr2KPfd9ziNsICsTsHwHhjaiaiOIuwC2EVV0TZdhFUBp0K26yVkO14ITpmsMkJYPtcywvRmETN3Q5ogU08lgkFtiLRMySxaJxDtWegsqiRATk7Od4ygH7+sroBhqoB2dhZm585d50BNRx8dBctWXsFbtihV8NIyRLFa+4aHvv2vI+e7hDOLnYa79vXWNCIOkVmsBommsVrzwp4qFuqGCp7jEHQX0lAVKMMOAokl29iOTVIYxA1PkK1OowuJjhq6s+JV8ROXw83tCCEYGUgoVwRmwSUsbmG1dhXFnZeRjV9KZ/j5cNFLiC/7YVaf9R4y4ax7CQKwlw5gPvIptOnbETP3wvgVZBNXK6VT6kF7FrFyFNFeRJZGyAa2QnGQQsGhE0qa/saeiY+tJFg6jI7mA3Zycr5dZJmk1YZOh9OewaYFDz5w7rHliloTpQTHUp0vcQK6Bls3geMI0gQQa+f1emDbYLsqGZxzAdCP5aRuKiFP3B8kF/sgBJlbV90uSQBBS6mCI0/FfkFDtRgbNmJkN9rMvZRaj6AJKDshRatHKxrA1UOk0NCNjCyNGXFWqJhtCrpPO66gZzGJFKwEQ8x7ozh6gCUC/LSATARkgmYyjJepNS6LM7ZXFrj6qstZ7tUQWYpmFZC9ZYTpILuLiCwkMwtQHum/zgS8FcTK44juAnL7C6E8AeWhvjdyA7FwiIxM+exnMfhN5UF8Kt7Necb4ppTBd9+9QR/EN8E111zzlL4/J+d7kSyThBEcPQrHjqvKcLjB7KsbrlUFsjBWleJS7hWccz7ObCsC5RUctlViOOqAXVE2C5pQAbNhInwPuvMYUXP9qUqTxPteTb27wrSzB9/dwY5yhta+F4MEL9lDK6khs4QkLWGREqYusbiOx2e/zG2HXbZduxPbFqqtt78DFmkMuk7mVBFBGyEEkJBtv5GsPI726L+QIQmEjt0+ti5BbS8dIKhsgfFL1ResvhWE3lAbIb8FvWU1ZKAwgLQKuTo4J+c7RBD0h+p4YBqqoHn/vWqgXLjBPr5ShakpsMyNVcFDg1Au55/nC5YkVOuI0NZaRNMIrTuvFFHlMTJNR/NWobus7CGyTCWDESqQ1IrMzCwS9Z7AKtWZHB2E2iSOHMB4aD/u8qNUzO34iUWmGWRCw7IgTjOqZpde4iIyC6SGKRLSMKEXWGiOhqGDH0pk0IJYwy9tJ/i+D2B/+bfRu9PrXooRLKPd8zHCvW1kHCAHtyvbpqVD0JkHw0UUB5BOCVnfhvRbjG9tM1i9jQfmPEYr5jqriExK/uiegL3bJrj22mu/jb+UnJwLm15P+eI3GtDqqMRuEMLjR9YfVywqNfCpW1KtDvUq+KGy/tu5UwmEABwbWi0IA9XxX62oY3NV8IWB6Cd/MVxIIxVDxT6azFRy2O2rgr0GabCI6CxB2reICBogdCiPQtRFeE0M2yQpj1OrhXRagjROyPwWelrEFCZJViTMCoy4C7TiAUJcCiIgliahtJj3J7li4GE0IQkSG1vroZMQxBaJtImzHq6j8do9TQ7Ko/QWLdLNAl1GCMNRBU7dgqCJVholM0to5bG+VaEO7Vm0WYt0e5V06lnoUqo3fm8R/CU024HSqPp5+G1EZx5WjsDo3u/cL+kC4JtKBv/4j/94P6D/1jh48OC3/L05Od+rBAEEoeTBh6HZUAWy1gazr3buUJarRn9o3OBgrgrO2QCZKT9gUBYRnSVE2FFm+05N+UfZZdUi254HoSOljojamI2j60+FTrz3lRC1MKtDGGIzUmakS0fQ5SqtnoVnDkMWESYOAkGbIt2gSMI4M90vcXLZpJvWsF0NCSqIzxI1XTbqIDQD3CpZ2EFLEzS/STayh7Q0iH7oc8iFRwiExG0dP31dAjBP3E5cm0S6NYRTQ8YeojQCjSPqiNYMwq0im8fBratJ7Dk5Od9WokgNRl1aUWtXHMPiMhyfXvMRPpNTPvjFkhqws6YKlkQxDA8q1XDOBcxZxU4AuouINEamEbg1SBOE11C+g6kPaEphlEQcXVjhi1/5J6y0g60Jlv0MT6vwgle+gV3RPaws9tA0HV1GpLJIJ3YpjY4Qdly6cZlFf5ggM4kDHdtKkUkGUcZKIPBsHaMsCLoxodQRJnhxBAUIbnoP5n1/g3niy+uKmxoxzsG/J2ocI915E1llDM1f7Q9EnUHYJbTCANngTuTQTjSvwVXPfS63fv7zmE/4XDZqULYMWmHC798d8MVjEb/3wXehkwL6t+/3kpNzAdNsqk6XblfFcLYNd9117nHVcl8Tkanul21bVceLocHmKSX2aStbWISQNJvQ7YFlqXPWc1XwhUHSH+YthBoCfsorOOwihEZmV1QxNEvQuovQeBzCrkoiRB3ll29XkaVxhMxA15HlKYxEUNeOsqCVafomrUaK2TmBzHYQZhYSDdcM0bSUlXCQQiFgyF5lNRqjmQzSEpMkZhVMi7A4TrnYJQljMglJZmNqITW7jb18hOR4G29ikvKmTUjdUjnC9iwkMTSPow3sILWK6OVxZHMaYZjQPIZ+0iHdegPZwHa0xFddPN0F6C4jrQqiUIFOCEEDbXG/6pox3Sf/eeZ8y3xTyeBXv/rVTykZnJNzoSGlxPdhbhaOHFNKqWSDYTpXXwUSCHy1UajkXsE55+NUoKwZqn1o9Qm1QZCx2kxYRaUGRii/RKOA8JrQnMZI1htVR+NXq/Zad5h0ZC8VDbonjxOgUxgYYKazTLWWAi4CCHAAjRQbzztMlvpYTpVORxUvALWx0U1lTaGbaiJuhvKKij202EfzVsicKunFr0UvjMCJu4i9Jma8ViUx4hbJ8dthz8shi1UiuD0HTgX8tjI5ai+gGQWy6uZcHZyT8x3A9yFNJe2WCmYBHrgffE+10p5NraYGx1mmaoU9pQpuNJUqeHQUSqX8c3zBkqXri519RHdJrXNunUwYaFFTKWvDVl9FrEOWcXJmnk//25fYN2Ry7ZRNxTGY7yb8/aM9uPevGJx0mBb78ISDoScEkY0xsI/qWBFxosRMY4KYGoae4AVg2hrN2KQXuRQ9nWbQoTwc0Y4NeqaBW6+Q+S0CbR6nKImf+59Jh3dj3//XaNlaNUQA9vx9JO0Z4l0vQTqDCL+l/P0bxxDFOppZJqtNkQ3tYtvlHV6WRtx+530ce7TDrsEUP4ZKucIHf+ud3PSSlyKjnjLdzsnJeUbx/Qw/UEXPrqe2ub4Pjx5af5zjKDXwKWFnrarWuCCEUgF274EgUHkU21YJ5jBU7meVgjrWsvL174JgXdFTIpIQkkh56QoDiv2gyltVdkitOaUIjnt9qwgB1XGEVYSo17fS0ykGR8gsDVvzkKHN0lzASKFFwfToRiXizKIbFfiX6ZuZ3FnH3a3h+ibyYYtQwsJFe6g5PnGzS89cwql0cIiIPUg69wDgGhGCjKzXofvgFyiXboCpq8nkMJpZVIXO1hy0ptGG95AZFlp1HNmZQwgDlh5DM12yqavJwoYajOctQ9xD+CtQGgFDvS7RXoDFx2Dyiu/M7+kC4JtKBr///e9/pq4jJ+c/JGEIcSx54EFYXVUFvWbz3OMuv1zlsTRNJYJHRnJVcM55OOWfZDqQZWitaVVR1QvIqIso1JRvsLekErKagQibWGcobwEyBNngVrDrpIM70QyDgeQJulqZLhX23XAV7ic+DqlPptv0cAGbJA7R9Bivew/1usPkxHaWV9Sk5LWTZxB1lULYLiOjHiKNEFaRTNPQwh5a0CYzHNJtN6IXBkkMA/3wv6wzsreXDxAMbkOOXq4KkYYL7qBKBidSJQPcOqweUxsnq/hM/uRzcnLO4NRg1KUVZQ8Rx9BYhSNHN7ZCsm2lCB7oW0Ns2rSmCo4TpQoeGjz3+3IuIE4FyLqpip0AQRst6EDcgcqU6o7prkBvSamrBMoWKYu5/Z4H2FzVedVe97S9wrYBi/92rXlazFK2O0SBi6VFiMEdiIpNpgv0gRHkYgGDBImg0bWhVEAKg0Lo47UCGksJo7sFxw2XduxSMSB2qnRMC1ufVZey7QaCygTWA3+N0VjfQ254C2gPfpxw14uhsklNWw9asPAYuENgF5CD28i8JTbtu4ofmppkaW6aqNemamU8f2wL2eUXQRr3X3ak7KFycnKeMZpNJeZpt9S/LRPuuO/c46oVlaNLM3BM2LJVxX2mrgamlorKcxhA0yStFqftlWwb6gPfxheV851jnS++veYVnPgIzSCzCmqQWj/GE43jKuGb9CCO1PHFUaQzhMhi0A0kGvgtHD2kG/lUsxVmemPMpeNsKz1OQQvxtCKrfpW/PfLTLMvN6G2YzKA2oJbbOILGisfUti7SSvHNCVadAoNOk+XJN1NoDVI88WlMLaNi9TjZrdNoWWy5+y+Iequw+yVkpRG09pxak5snEU4Vhi5Ctk4iCiNIbwkhM8TifoTpwvBepLeKKE1C8yj4LWShhrAKkPkQttAWD5INbFfDyXOedvJsU07OM4gfwNIyHH5CDQfYSBV80Z6+91SgNgPl3Cs453ycPXm2OYMIu8igDTJFmI5KFms6pIlqq4m60DiKnq0374yGLwGnSja4Fc1yoTlDsVYkKwzhuVtwHY2bbriINGsQxiYZajyylBB4J8jSNj/0xteg64LVVQiCTFWr23NoK4fQWtNonXm0lcch7CBlBoAwXDJH7Zi1JECkAenwbth9M+HQJeuuUQDmka8gghZSplAZReoGFEcg6SrvrO4cWuMoorei5Bg5OTnfFk7ZQLSaqpgpBdz3AHS6qpX2bAYHYNPUmip4cABaLcnKqlIFj+Wq4AuetQB5vUUEiY80i0jDRoRtaM8oSyQEMpOQRiystjg83+L5W6x1PrvAuq7GgumRaQJz5zXYtQKhLOKZ44xtKQMaXlpgJRykm1aIYo0sUYF6pwerXZOsMIDpuERBhvDnMTonCZeWkUIj85vqugyH6OJXE01dq+yTzkAjwjn8L6qIW+xPDe4tIuYeQussqDV8eC+yPAmWw/DoBJObt1OqliHy0KbvRIZ92X20gfw+JyfnaSOKMno9WF5UMZ1EKX0PP77+OMcB01QWqJpQNkijo6pIapiwZw+E4XpVcBCq4wsuVOvg2Pn6d0Fwap3TdNCtNe/gU/GdXVZ/eyvQnAZ/VQ0GDzxVQNQtcOuI0hAkIdIogAait4QuA5zlBymHx4kym1ZSR2g6th4SaxU+cfwNLMvNACwsQirBddV7UMiA7vIqBT0Ay6Id15BWFc+cpCuG8He8Au8570DqLiOFJRJMlqMBwljgHvx7jDv/DG31KFTGVZI7TWB+PywfRpZGQNMQVlUlrkMPbf4haJ5Ejl0OlUEVsyYBorOqqiqaC0mI6MwhlvarLqCcp538rpOT8wwRRZI4ktz/oNpERPHGquDnPlclgyWqqjw2lgfEOefh9ORZS2VfmkchaCMMUyWENROsEnRXQbdU4Nyaw26erQo2kWP7kNVJNLsKvQUoDKBVx7CGxkAziDodKq5HJpv0qAAmAKblUjAcDGsYkFhGQthcIZx9Aq1xDM1vQJYhNQNpWCAlWtjpD/tZUIPfJGRODSl0NYk2i0hrE3DZa4i18rprNeIWHPtSX24RIUrjasOg25Bk0F4Er6nUwac2VDk5Oc8oWSYJQlhdlQiU+qnTVMN0og1UwYahLJCGBqFeg6lNEMeChUVVJK1UYHj42/wicr67SCMV8MJaMjhL0HpLqjXWHULK/v87C0oVrAlEv9DZjpQib6jw5E2PJcsn3fP9aJUhpGYTUCfKilSrBpg2vaSkglVC0thXS08qCSOTlU6VONUpOBF6dwbZbaOlHpHnkYUBmlMFw0LoJsIskk5eQbDvNWTY665BANYT/w5o4FYh8qF1AhYPoPmrSLuCHNmjJq6Tqj/OgNoDLB9CtGZUkJzG6ueWk5PzjNBsSbwAWn2vYMuE++4/+yiJaTTo9hpIJIYB27eq7lDLhPExtcadWhs1TdJuKyslw1CJ5MHcK/jC4UyLiCRUQpY0QjuV7HSqkGWIpUcRfgMZdsBrqHVQJuAOICujSn1rWBD5iF4Dwi7G4/8X25/DNmOCzEEgmffGcEeHCCavZynZfPoygkB1c8UxDNYiqsYKcRgTZDaBNkwiXOIYUmHQ0acI9RrR0GX4L/t1ykMVXC0AqdOJlWLXmr8f876/RLZnTid/iXuI5jG0ziLSLoAM1bA5TUDQQVs6CEGDrDIFtU1KwBR3kbEHtrImJPLRFh5VyfGcp51vyibibP7wD//wGz5WCMHb3/72p/J0OTnfUwSBSv4eOqTagJL43GOGBmaZmfYZH99OoSByVXDOk7I2edaBNFatON4KoKkBAmmkrBJkAnYdgiZi9TAa6yXp4cjFSASiNI4M21AYAreKdOtU6ibtToQfdPjql/8BTb4MxPpqrOYU2GRU+fJnPsbVb6sRdSXd1Yx6SVftTXYVrIIaXpcE/TbfJgJdJXSbx8kMB+wyGTqaTNGyjKwySXLZD2A88NfrBvDYi48Q1ncgxy9F2BbSLiLKY7DyBGgl6M6jNY6RDWxFmgWVOM7JyXnGCAJAwsqq8khMYnjoEdUCu5EqeGgIxsfVpPXBQRgaUF7Bqw01UX1sBAqFvAh6QROfESCfuod3lxFJiMxScCoIvwGNE5D4KosS9IAM7AJGpcBoCVpBgmttbJ3Q9DNmdtyM5Y5h9nT0QpUkKuLFBrWSoDhQZqkrMQkwCQh6BrYjiBITPzZpdaDb8BjWZjmRCTqeQXW0RpTodA2olAVUJ9Wa112AbhVhVQiv34554B8wGmtyQj3pYRz/Msnm65X1UdBGLDyKLI8hdAs5sJ2su4DWmYfeMkhdBdCRj3biDrLyGJRs1ZGTewfn5DztZJmk1ZSsLitRZpKpWVePP7H+ON9foNtdBCS6vsiObRXGx8fptFUR9OJ9Z3kFt1WiWGZQKCoVsePk698FQZau7/A8NTgujRFCqBhKM1SXZWsaojYiDFUyOEtAd6E0hCgMqaRyHCIMAZ0FzEf/FSPrYukWflCkavaIM5uV0jWMXnYN5eUxdMMgSdYuZ2EeNo3FbKudpDNrEIYG871RLNfCiJUavuBAaDl49mbKeLhSQ1z3FoZ697B4ssVqWGe02FAvqTeP9uDHCPf9INQ3w9JRpW62K4jh3VAcVYPA40BtHEWGJgyy2pQaDutUIfIQQRuMMTALamCet4SYewi544V5jPc085STwUII5Hlk26fasqSUeTI454IiSSRRBA8/AvPzatFvtdcfk2U+Dz9yCw896FGpTfC6117HNVdfkauCczYmjdZsEAwbVo6o5HDcVX1mhg2WC32FsDSLiMVHsTrT608jHKiMIoYvIpP9wWyGg3QqYDiUyynCb3Lo6HEOz07zwj097lxt4WOh41HRO9TsFUbMHidXNZrz+ymUtrPYKjDlVBCaoa7VVxIIaRWhPEZWGlWbnqCJJnRE1EV0F5FCqIFAhomwSsixywiHLsFZfuT0NWuAcexLxNUtSKeEqGxSE3ctF2IPeosQTMDq0dw7OCfnGUZKSRBApyNJEtWk0OnCwcfWrCPOxDDWhsPVazA1pVTBi0uSNFXJ4dHRb/vLyPluYp2HorP2td4SJB44VWTqoYVN6Myq9lMplTrYdqA4zNaqxXC1ysEln9GyPGfgddPP+N37NX7x9S/g+JygLStYlRIsmySxJLMqbN2UMHfCRxMgpKQbGZSlg5SCJIXuapf2yVkmdiSc0Et0qTBkSeJUtZJXSv3ndCpkhoXoD7YT3UXiS1+PuPsv0P2F09dkdk6SrDwG1U3QnVM+yMfuQhQGVGFz+CJozYDfVENi3SE1aKd5DFrHwCn2vYNjNbg1JyfnaaPdkfhByvIqtLtgG3D7neuPkVINWS64uwijGCmXuP/Bz7B92/XsuegShkeUR/6ZXsGdFvR85RJgO2cMYM75j8+ZvvjItcTwaYuIvi/u3AOQZWS9Jlrag6ChbBNKdaUMlpkSzaQhhG2s/Z9Cl+rcthGhC8GAvUS7eikrpa1sKtcxvRqjozAzs3Y5ywsRVjhPvRIiNIuVcIS5ZYtdu0D4EIcQpyAjj7DdIbZj0H2MJKB8+fXMpEssLnbYmpzANVSWWYu6OA/8JcHe10N5SHXyNI4hy8PI8riyJWgcg3QZOosQ+mhJSGZV0GqbYP4RSDyyuIfmlNUeIPTRlg+RDu+D6tgz+zu6wHhKyeD3ve99G349yzLm5ua4/fbbue+++/jRH/1RLrnkkg2Pzcn5j8ipQPngAaWSijdQBadpwOjozxNGS/i9L/ORP/sd9uz6Mfbsufnbf8E53/2crZpqHFU+UsKE1FPV0wwgUe2k/hLa8mNoZzkWRiN71UaiUEO4A6BbZJarjPwRFJJFLD2m0Yk5uir5z7VVTnrzGOYyjuYRZSYZEjDwk1EWA5Phgc2sehlhnGGf6oYVmhr0E/XUkBu7rKq+bo0sCcBvIVrTaLGPLmOk3x84p1vIS36Q5MtHMDLv9HWbYZPk6BeQl75WDc8pjajp8sExSGzozKnhefWtyHquDs7JeaaIImVzurSsPBKjCPbvR7W9bqAKHhhQyd5KWQW9gwOwvNxXBTswMZaroi54Tg1GFZpqewXljxu2kXEA1c1IvwWrJ1TQrGtKKWVoSKOIsCsQNHnW1Vcw/cgd5ySCV7yUX/z3Dm/4qV9AMyzKNQf8KsWiBcsQyCKhD1smPe4SGRkGPUqARRAq9bqeNZF+i1YDhFXEdky0zjyGl2EHysIeBzTtjPeyboJdAF8Db4lo1wtxHvo/6zpfnPn7CewKGGUIm4j2NPL4XWhWiawyTja4oz8odl5lj4QGUYB2/Gtk1U1QtJV3sFt7Bn9BOTkXFlJKmg01/DsK1XCtLIMjR84+UsN1qwC4rouUJbptk89//jb27r2YfXvFOlXw6qoSCGUJuAVlD5ivfxcOax2e7trgOCRalqi4xanA8uPovVXwW2ipmsWC6ajukMIw2BWkpiPCAIIW9oF/WNcBamjgGAkDV1/L9Mw4niwRF4fRDdgytZYMdnQfPVwh8kNExSSyBkkDm4U52LcXdB0CP6Eaz1DWPZK2IB6rEpkxZrZERW9gjO6mWZ2g3TiBy+za60TiHPw4wXPeoRLg3RXE4mMIq4isTiCFQGvp0JxVPvuNo2iVTUhhIYqDELTQzALSKqkhdN0F8BqI6XuQlZvVOpjztPCUksGvec1rnvTxn/mZn+EjH/kIH/7wh3nDG97wVJ4qJ+d7hlNeio8dhuMzG6uCpZSYpjKIct3NOM6PEIYH+I3f+GVe97qXoev6d+DKc75rkRKR9oNlw4HIQ+8tgreqzKYRamFMAjBcMruCNv8QVnd23WkSrQiFQRjcqYJUwyYzHIRVAiGQQRc97FAp24jBHWToxPEcFw88yoy/lVga9OISzajGsWyEFc/DqE2BU2LFE7QzjaGisZaIjQNE1FGVb28VaZeV36/hQNlBlkdJO/NkzVke3b8ff3macrnG7j3b4eIfRH/4r9bbRSw9TDizEyYuheIwdObALKpEeW8ZEXSQjaNQGsrVwTk5zxC+D14g8QOwDNVGeOCg+vrZfWKGoRJp42NQq8LEOCTJelVw7hWcQ39ImzTdta915yENEcJAoqMHTaUKBtUNk4RglhHlQUh9RBKyZdMUm4MqsOaj2/Qz/tfdOq//L+/ihuueDUBxoIa+WsQ0U4RpEaYucdTCsaE+YDCzUob+6uP7GRWnjZEERKHGYrdCEEVUrSZNXxBmBaQpSDMIJDjWWYVIpwxODW3xIMIzCbfciHP8ttMPC8Cae4Bo03Mg1iHxEAuPIItDCM1E1rdD7Rj4DWUJURxS3TCtGVh4DDaXVJdmrg7OyXna8DxJrwcLywnttip83vaV9cdImSHOSkoJoVGqvJhm469oNB9jcOAiev05j1mmztn1VKItVwVfYJzZ4ambahgqnFYFZ2ZB+eTPPwxpRhq00XtNtT4WR5QtnuEi7QJakkDzBM6hf+Js6Yu0Spgv+E8U/RpGo0QQVllYtigXYdMW4E4oGl0KegdX85lesHGGalTqBRot9f6UGYgso5rNoqU9MinoRDa1VJIUBjC1iGK5iWt2WbJ2c/yKv2Lo4NvRVx87fR0CsB/4GMHVP4ngoIpZGzOg22i1zcgsQ2RSxXJBEzQL6VQRpTFYfBSiDjKpqGKvVYKwg7b6BOnKCRja+sz+ri4gnvG0+lvf+lZGR0f54Ac/+Ew/VU7OdwVBAEEgeeAB6HXU4LizOVu1IoRGtfY6pqePc8cdd3x7LjTne4ckVC2xp1RTq0ch9NXGIu6CZimZgSaUOqg3h7746DkbhHhkN9QmyZwSFEbINBNhlwCQUqD3A+3S2Dh7LrmaHVNTPDg/Q91eIUokj7b2cTzYTSsbIUgqaM4WxjdfgeFYhLHJaktfr8g1HaQ70G+HAhF2+u2u2elDPvvFu7n2VT/OG3/ml/mND/4pf/j7v8Ovvfvd3DPjE46s7yjRAOPIF5ChDyJTw3WcimqTij3oziNaM4jOUj51NifnGSCOlTXE8hLYphr+dugxaDQ5HfCeycAADAyu/T08DM2mZGVVqYInJ3JV1AXP2R6KoLzlgyYy8pFujSxqQrtvD6Fp0FsB3SYrVFVwnCSARDSeoHBGIhigsekF/Ooff5IbbrwRMol06tgDA5QKKZYtSM0SyIAwkNi2YHByLREMCWa8jE5InGh0Iwvpd/FXG5TtgJgiy+Ew+tAmotIW2uYWqG8998/U1WR7X4Uc2oWcei5xddu6a9SjFvrqE2DX1FoedhEnvopYOQ5Ckg3tUIVc3VBrm2argUOz90DQUmtq7JGTk/P0sNpQc1/8nlrn/ACOnzjrIJlu9K3Y9gggceyjRNEZXsEtJRBCgmmrbpncK/8C4swOz1MCH01fs0hyqjC/HxF5yKiNHnWULZBZBOFCoQpOCWlXwV/BPvKFc+K8rDCK//IPYA8PYrglnJpDpNVYWgS3CJWiZMd4i4Leo6B38ROXI/N1OkmZkRHUvLZY7ekq2gKu5hEHEWFqkvgpSZgQS41sYDva6G7KI4PI0KPj2TR+8GPEO1+27nq0cBXriVuRlXHVwdo6CWhksYcY3IYsT4JdVB+yzgJaliAjD9xh8NtofgtSqWJboYPfREx/bV0cmfPU+LbcgXbv3s2999777XiqnJzvOEEAR47CsRNq89BurX/8fB7btrMbgIWFhQ0fz7mAOXPyLCBaJ1RSVTP6j2VqYdQtpFtGW34cM1hcfwqzqoLJ+lZEcRjIEHbx9HlF4yhISVoYoLppHD3t8uY3vo6Zlsf9cy2WvDKhXFPb+rHFyMh25hcE1Ypqn1tcVDZB69B0cOvKOxgQaYTwViGJ+OxnP8ub3/xmdlur/J/XVvn0D9f579cWmHJ6/O1H/5x74h0kwl13OjNuIg5/Dqk5amNkl9QGIw5UMjhoQfvkaaVZTk7O04cfQBRJOl2Vk/I85Y0f+OfWX06pgqcmlSp485SyTFpYUPeLSkUNlsu5wDnTQ1Hrd0X5bbTIhywGu6qGyXQXIEsh9JR/rmaiuQOQxAgExAH28qPrTp06Qwy/7L+ha6DFPjhlZGkEIVNKZcCu4joZxDGhL9Bsl+1bVHit4TNszOAKD5GmGCJgRJ8m667QXA0pjg4irQJ+J8SIVhCpv6FNymncCtnma5FOieSSV5OJwrqHrcYTELehPK4SBb0G4ol/R2tOI0vjMLC93xnkg1tXP5vuAswfgFgpo8mS8zx5Tk7ON0oYKg/whRXoeimGAffcs/4YmUUE4cYFmChaIk0W2bmzdtomME0lvtf3CtZUMXRw4Bl+ITnfPZzpi286p+0ipASRREpIIzP05nGIPUTkKQ/5JFCiF8sGo0BWHEUETbQTd6El699/aW07wSs/CE6Ngi3AKeAODoOm0Wip2Q1lu8fUWIglAry4SC8tML1YwPcE1ZJSrGcZtOYa1MwGOj4tz1TdOELiJUU65hay+nbE+B4qgwUsI8FbbeA1PMKbP0A6vHfddRkLD6AHHdUlk0aIuYcRToXMrSPHLkYO7FDdnGkAvSU1EN00IZMQdZFRE8ySSpanPtrqMZjf/234pV0YfFuSwSdPniRJ8g1Kzn98wlAShJL771VJ4Cg+t202SVobf2+ggpjRfJJOzpnIDJH2lU6mA14DzWtAsKpaizRDBY6GCcUhZGMGfeHAumqxBOLBnVDfRuYOgFXsB96GGlLTnlXm/YYFAzvRkzYVq8Nz9k7wuh/+CY50JIea69VWrusgxCCry2qDoWnQam48QApQz+nWVbAvM7LeCh/4tXdx806Lv3tDlWdPWRQtjb0jFj/7nAI7Bgy+8C//QLjvNed8huylh2D2AaQwoTLV30SESi3dXUI0TiB6y7k6OCfnaSRNJVHY9wrWIYxV4XNlVXnjn83goPozNAiDQ+rfrRasNM5QBdu5KupCZ52HIiilcG8RskglP7MArbMEYQBCQncRhIUsDapumL5Hrz7/EOJsj/yr34zQNDS/gbSKZOUJRF/NVx4sICyLit0DAWmWYveOs7X4GLvrD3NR5RGG7EVc3cfMOgxZSwiZ0ujanPS3kllVrJJDnGokicBIO2S9BoEXnv/FFmpk45eCVSK88ofOXdum7wFSKIyoNa15AnH0SwhvlWxwu/KLNEyQCegOpAnazD3QXVKJ8mgDeX5OTs43RaPvFdzrQBRpdHvnqoKjaBWZLSHPUihKmeF7X6VSnuOqK58LKFVwo6H2x0KqPFe5RD4w/EIiWVMCI1H3a1AdnvQtIpoz4LeRYRf8JYjafVWwBm5VxTrOAKJxHGvxwXWnT8uTBK/8XdAtSAOEU8Kq1hkYKWLqkMSQJglG1mHn2AyGbKMREWQWEp3FJbW0uA5YoodsLWLqIVmm040qxKJIXJykrU0SU1BFDsOhODGBXXAIexHthQZEPYIf+EOksd6qz9r/8f76ZUPnJCwcUN0stQmyHS+C6oSyEQwaqjEnjcAqgN9GBG1k1FUWSboDcRft+FfVi8p5yjyjd6FWq8X73/9+Dh48yGWXXfZMPlVOzncFvg+zM3D4ib4q+Byv4Jhu59YNNw8rSx9iamoL11577bfxinO+6zmlmtIMlfhtHFO+gcmpwE8DhPJasspoy49hhivrT2EPQHkIObgdURpWQaZTR+oWBB303rJ6joFdEHcRsc+ANkdmOOy94jp+6hd+icsu3QKcWdQTeB6srKjirW2pacnek3Wq6qayjTBd7r33XhpLC7znxgLaWbYpmhC8YrfJzFKDY42QaHB9lVkDjMdvhbCnKuZuTSXKox50FxBBC9E4lquDc3KeRoJAJYRbTRXPxDE89BD0vI29gm0LJiehXodNU5AkMDenajS5KjgHgOQMD0WjP300UV7zMgrAqZH5LfBWgEQNjQOwXIRVUbYPlgu9eczWsfWnru8h2/wcRG8RaTpklQmVOJYSqRlUBotYmkfJyShkCwylT1AKjzCcHeQ54/vZXDjJVPEEO6qPMWYcw6ZNJ7A44W1hsT2AT5VyvUio1WgFBRxLoGUxwUpDDcQ5XzFyZC9paQQqk0TbXrjuIY0Uc/ohcJXPMFLC7INos/cizQJycBtYbl8dPKAKwl4T5vZD1MvVwTk5T5EkyWi1YXEJvB7oQrJRc/PIqEWStgj84/h+izT18f2jNFY/jud9jV/5lf+HLFNpliiSykIwVJ3ujqOKpDkXEKd88Q3ntKWPNF1E3C/g6TZadxa8FUTsqe7POAGrrAaFOxWy2iaEt4R56PPnCH6iG/4bIJAyOS30cQZHKBShWFTHtGcWGEkfZcKeZefYCpuK01xS3s+u0kNkS4fROsfZUj3OJusxvG4XkQQEepVY2HjGBIlWIAjV3u+U4r1QK1IcHSASLs2lLmm7gTRdgpd/YN3LF4B9/9+QlcZAMxFzDyLa82rei10m3fZ8cOpqEPqpzlfdBBmpgeNRR52oOKQKxp0FOJHbaj4dPKUBci9+8YvP+5jneTSbTaSUOI7DO9/5zqfyVDk53/XEsSSKJPc/oLx2ovDcWKBWbTE/+xANmeIWrsGyRgmDg6ws/R7dzr/xh39wSz48Lmc9p6rJpgMyQ2udVINkNE0pp6RQ1eJCHdk6ibmw/5xNQjKwE2o7kIUaQggSrcC999zD7FKDXUWPfXsvgtomhMhUtbq7SLluMtN28KxJagM6WzcPMTML0RkC4SSBpRX1fjdtlQxeXPo6SR4hwC4zvdolk3DR0MbL0HjJIMqg2+uQ7X0p6eoRdLmmuDLjJq37Psnj+h7qJY0tegmiJQjb0F2FxklEbTOytgWEIE1T7rjjDhYWFhgdHeXaa6/NP2s5Od8gavBNxq23Psj0TI9SpY6l72VxWWyoCh4YgJEhGBlW94OhQVU4arRUIDw1mauCc1hvgSSEaqXtLSOSGJklYJUQy0eUWsjvKqWU4SLdIWVPb9qQZpjT956z7oVX/ygiaoNmkBWHwSoiTilnnQo6UDNWkckJmkIiSOl6gmqpgFuzaM2aFOwuQkiSJCWOy8S6SSU9gbWaEh/JGCzZLPsDdMJJKgM2WdTF90PqsQ9JiLRKau2GdWvQeL3M9XUdNl9HsnoU44xEthEuka48QVbbqRLlYQeO34VW2QS1LbB6HKIAUl+pxrIYbeEBsrG9SkkV9VQ7bU5OzjdNq6VUvM22apfv9mJOTq8/plKBanmAbDJjcXGVOHqE1aVPoZsjVMsOP/+zr+ElL3khcQymJVleVsVUmYFlQbWSq4IvKM70xdfMtXVIyjWLiDhAtBeUB3wcQBwpqa5hgVuBQh3sOuLIpzH89XaS8dYXkA3vASQi7IJTRZbHKCIwdKhWIV09SjJ7AmvEQzoV7GoJvyExiLGFj99MMfyMK4emeaKjo5EQNzTKIkaKCTJfJ3EGVQNKBEEoKZWEUrkPVZmfTfHiFG9pkYptkG6+huiKH8d64KOnr1NLO9gz9xAP7QSvgTh5t7JusoowvAM5erH62cS+WudFhjCL6mfiFZFWAVEYQIYeImqhT99DOnE1OPnA8KfCU0oGz8zMnP/EhsH4+DjXXHMNb33rW9m5c+dTeaqcnO96/ACWl+HRQ0od2dkgQH75y4a49JIf5HP/9lVWFn+PIHiQKDzA1NQW/vAPbuGVr3zlt//Cc757yZL1g3W6S4igoxbGLAKpQRqyuJoyt3SYzclJxqP1NiSxMwiVIbKhXQh3kNu//H/5ld/7Ew6dWGTfkEbR0ihUB/ixd/wPXvqSm8BbRQiNYtmE8gRaqiOkSuhUq7C0tP4Sez1YWIQd25Q1yuISXLQnQ9OefKM7PDbFYi/j4FLCsyatcx5/bCXhSCPFrQ0DKdHOl+Ec/szpgF8AbvMI9z34EEdb8NwtNa7bO0pdmNCbR5QGoXECWRzhs5+7lf/xy7/EienZ0+ffPDXB//zN9+WfuZycb4C///t/5dd//XdZbQ6CjBGiyPDIm6nWnwWU1x1rGOBYMDEF9RpMTSgVySlVcL0Gw7kqOOcsD0VAFT/9JjKNlB980ETzVyAOVaFP18GqIBwXkMjiGOLYlzC8s4LjqWuhugkhU9LiABRHVWIYkHZFqY7mH2EkOYkvoejYLPs1QiYwCjrpmMnCQx5GGoFIWfFrlDKTshtipz7dDrSaGcP1LtUsJFgMYGQbqVWlm0YkWQdDyxBhG5n4/OPnv8R73vOedWvQ8/eN8pv/+Qe4dO8PoN35p2hyzWPJWj5A4FT6HokJRE3EzD2k21+INrQTESyroqddg948BB3EzL3IwgBCM1QiXXtKIV5OzgVHmmY0mmofGwVKa3HH185V+Ff6czIq5SHqtUGqlQKVyo9gmXUuu3QrN98s8PuNaWGg/gSByvk5jrJMyrmAONMXv28LIXXztEI4MxxEZw7ac/1hoP1KhKbs/HCqUN+MWJ3BfvzWdafOMIiv/gnVruUtg1Uks8vgVHAAU4/YZBxCJAv0Ug0KVXpyH8lIhf0PGQgibM3D1EIu75xgZNhGI6QRDrDc9KmPW7hhB6PVQrc8zIFNeL56T2eZRNME5bLErg3Q6cZ004Bqew50k+iGn0Wfvgd9+eDp6zWWHiGtbCIzbOgtIGYfUV1Buk02eSW6twSLhyDuIQxHqYOFhN4iwnTAcBHFIQhbEHTg+Fdhz0u/Pb/H/6A8pZ3Co48++vUPysm5ADjlpXjvfbC0qLyCz56jNTEOpTJs2XopP/9zl+B7B6mUH2fTpqFcpZizMX1VsNRN5Rm1elRtHmQGUYe5+TkOP/Y4D8+1kTLjxy9zEBXn9LdLIB3chazvhmKd2277Ir/0q7/BFaMmH/6xGnsGDY40Ez70tTY//3P/ld//3d/ipuufpZRUpVHKdZdoVZ1ocEgNuzg7GdzuqCLIvovUoPN23yqiVHryl3bttdeyaWqC3/zqKn/3enOdVUQmJb93p09cGGH7ZdeqDdLAJqLqNuzW0dPHlVyDt15T5cRqzN0zPR48eIRr9m6m6LjQa0DzJLfe+wRv/i+/wM07LT725joXjxjsX0x4/+2rvPnNb+aWW27hJ37iJ57a7ykn5z8wn/nMZ3n723+RYuUVjI6/BduaIozmAYN2W+Kun/HIwIAqHg0Pqz9DQ+q+sdKEYt8r2LJyVdQFz6lEsKYrn0OAqIcWdZFpDIUBst4SurcCcU8NTDNcKNRAgiwNQeJhHf/autNmaERX/gh6liBNB6qTiEhV56XhKL/dk3ejdxYoWQHSHiMsTdJrp5iRjRAhQ8U21bLGcqvErDdBikXPA1+HjgaRnzEeeuyuNygU5ghbLYKZRzFHdhNj0ZMDVKwAEfX493/9J37x536e66aMs9agFr/+B/+bX33HT3Lxvlfg7v/kumKnPX0v4fYbkICQBiwfRq9OIQd3qknrgQ9pD8wKpB5i8SBy7LK+OthTFko5OTnfMM0mrDZgtanmZXW7cOLk+mOqFfX5lKqRgVJR8MLnT7HanMJ1YM9FkCTqk6wbkuaysocA5RVcq0GhkK9/FxKni566vWYLYRYQ3X5AlUm09iyEDeW7l6aQelAcUUPXSsNgOhgHPoPGehug6JLXIZ2aGs6dpapTtDyuHvRb1DqHyJweC05GJxikbY9BbDM0aFAogOdZBJmFqy8xv1pm03jInNzGQlSl3TC5fk9K2ujS85vUozlEJ8GzthBFGnGs/LDLJSgVYdkfZtULGR+IEO1ZhNAJXvUh3I++Fu3U6wasJ/6FYO9rVGJ85RCUBhBmEVkaJRvYieY31fA8ISDNQHchC6Azr9TBpXFkYRDhL6PPP0Q6dTUU8wrLt8p35d1oYWGBW265hbe85S284AUv4JJLLuH666/nHe94Bw8++OCG39Ptdnnf+97HC1/4Qi655BJe9KIX8YEPfIBeLx+mkPPM4/vQaEoOHIBuT7XLn811z+X0Rn+gLnjJS/bxwz/8am644YY8EZyzIesG66QxWmcW/FUQGstz0zz6yIPomccb9jn8zHMqjJ2RCAaICyNQGkKO7CUzXP6/f/phrhg1+fNXVbhi3MK1NC4esfjTV5Z50TaLP//D3yaVkLl1KAxQ7Xeapolq8x6onzpzCkQIfOJewOqSj550cbQOfqOFt7QCnXnwNx6WCKDrOv/zN9/HPx8Oed0n2tw5HdENM+6djfixT7X55IGQd/7iexDDe5DlYTBt0q3PY+WsW7qlC3YOW/zQ5QVMU+PE7AoEnqo4+03+/iO/xav3qCF1z5myKFkaz5my+LvXV7h5l82vvOfdpGn6tPy+cnL+o5GmKb/8y++jUHo+4xP/C9fdjaYXcN3tOM4UzlnteYYBtgmTU+p+ccoreGFBrX/VWq6KyulzpkUEQBoj/FVklgEZGA5ae0G1zAZ9ayRhgF1UrbOVSbQjX0RP1y8K0Z6bEXYFhCArDa/5Ems6eKtosw+idxeRSYAztol0cA/VUkaiGTiygSZDLBMKgxVOeptJUYnqU8NRUwleoNHoleiYm3And5NJQdj2KbYfgiSk4yn7psSu8hv/6328eKvJx1577hpUtnX+9u//AQZ3Ek9cs+51aMSY8/sRuq1eexrCwgFkdxE5uBXckhqgYxeAFEIPceIupRJOgrUBRTk5OV+XU6rg5cX+LUPCPfece1y5oj5amQRDh6kpQFMfUdeF7dvW/FSDoN9SH6jbj+sqYUXOBUQard2L+1ZICE11fmYJyFRZIzSn1frmraj7um6rYWmFIaRTh/n9mAsPrTt1Yg+R7XwRwnQR/gqYBbLSiFofW9NoC49gmz6WGZOUNtPRR1ltGhRLJoWi2p9BRtVYYcKdJWysEIeS4WqAQOJ5OrqmEVs1Eq0ESYDuLyKWDxOHCWGoVPO2LSiXAU2jJ8boJUXV1eqtIp0a4Uv+57q5EgKwD/+7KljGPgsP3Mqd//q33Pe1L5GM7oPquOoMSjP1WnRLVV+SANGZh6CJKA6on1fYQxy7PR8Y/hR42pPBrVaLVquFfAq/lI9+9KO8733v4+TJk1x//fX85E/+JFdffTW33norb3zjG/nnf/7ndcd7nseP/diPccstt7B9+3be/OY3s23bNv7iL/6CN73pTYThk0z2zcl5iqSpJAjhoUdUu3wYnqsKHh6CSk0pJitlqNWVZ2JOznlJzxqs055H+D3wOxD22H/wCMMFjRftcNlct3DN9bdzP4C0vg05fBnCLfPwgw/w2MklfuYad8OBbT/7bIe5hWXu238ISqMAp5PBRtqmFuxnZ+EBrhy5n13lR9hWPMQm5xijznGM9jGimUMMpodwukdoH30cfflx9PmHYfXYeV/iK1/5Sm655RYe9ga48ZYGEx9c4rUfb3E8GeCjf/ERXvoDrwfDQg5sR5bGOLm4yv890ibbYH3RhGDngM5K18PvNsBf5uQTBykmTd51/cZD6n7xOpfjJ2e47bbbvslfTk7OhcHtt9/B/MIqA4M/jRDr7zFCaAixvpBZrysl8PgojI4olXCjASsNKDgqcM5VwTnnWCCB8gkM22oAmlVG9lYQ4SokngqOs0wFiDJD1rYgO4vY03etO22qF0ku/kG0NEIaNthlRBpB7CFXj6K3phFxj0wAg7ugvpVKNcW2Mqp6E6ELslQQO6OUJyc4O0xKM1UcjWPVBdPpgDNUQw7uJIhNsijGWX0Ev6EUAXfceTcPPTHHf7l643X3vz7b5V8fXuKJ4ydJdzyP1B1dd4zhLSLC5f7/TGjPoLWn1UChwpBSgSU9NWRIpoiVw9CaUV1F8ZNNc83JyTmTVkv52q801NyuXhdm59YfU60C/VweUnV7XnqJUhTbFuzYAWmqPueaJul01+whTEOtj7lX/gVGfEbR81QB1HQhULZFGRqiuwDegqqcZ4kaoGZXwa1CcQgpBNzzN+f44sf7fgDpVCFoguGQWQVlHbRwAH31GEJKnJJNUt+LW3FJcVhu6lQLIVVzlR2jy4w48+yqHKJmLpNEMcvtAvUhE4lNGEoCDwxdEtnDtNiEnrTR/GXE4gGCtlpjLEsVOmwbuqFFkzGlfPZXEUGLdOeLiS95/bofi5Z08B67nc/821d44Cuf547P/AXve9c7ePkrX82dj/dfv2n2bSIAdECon01nDpIA6Q4oz/ylQ9A968Oa8w3ztBhK3XrrrXzsYx/j/vvvJ+iXzh3H4corr+RHfuRHuOmmm76p81122WV89KMf5dnPfva6r99zzz28+c1v5td+7de46aabsCxVrf/zP/9zDh48yFvf+lZ+4Rd+4fTxv/M7v8NHPvIRbrnlFn7qp37qKb7KnJyNCQLodSUPPQjt7sZewTfcAGSqsDVQgy2b8oA45+twyiKiHyiL5jGIOiCgsXCSJOyxedA8J8A8xYm2j+XpDE/sRTNsmitLNAPYfZ6BbbvqBnEmOdZMuLrv92tZGhWmifxZ/FRQrWhUyxk9X6CRkQmdVGp0upKFVZOtU5JG12K5Y7PdSDCTLnprmjQJYXCn8ns8i1e+8pXcfPPNpwfrTAxVeM4Vl6DrOhKQdlm15NU2sehpPLwEr0oltnHu6x4tGHyhE3BpnOEGXWQvpG4L9gxu/JovHlZfn5ub4/LLL3+y30ZOzgXJ9PQyAg3b3vZ1jzVNcG3YvEkVPDdvVqqouTkVDFdr+QT1nD5nWiBpOsgMEXbQIl9NQzer0DsBXht8FTSTpVAYVMGvO4T54J8gWF95jy5/I0I3IE3I7BoiTaA1jfCbaLqFlCnSrCAqFaRdQVoFBuxZlkVI0Qnx0yqLyTgVu8zAQH9O6xlPEYZg6ipZ1G6pAaqjo+DWyrTlHsLsEAY9rJUDeMt7WFhQXsb7Rs6/Bj3eyJjxNHbqLtHem3Hu/xhCrk1qtZcfIxh7lrJ+0A1YfhysIrIwgug1oDuvprBHXdVBdPIusvIowrDVYB6R7zVzcp4MKSUrDVhahjACXYO77j33uEoZkr7I0zRg6yZAgibAsmHnjjVVsOcrhXEUq/tIoZB3xVxwnOmLr+mI6JRHvotozajBcjJV8V0qVeEzkypWckrIvj2Efvx2dZ8/g6i2i2T0Yu5/6AD+0glKI1Nc8pwXYczdj9ZPQKeVcSy7jOmlVGo6+vGYoCOxdA1TlwwPxkwWZhEk2HrI0e5WrGWXLfvGCIVOmukcXtBRY79CVkINp7aHAXmUcHWFRO+QVvahVwapVCSOowqkvaRCYlcxsgi6CwirQPSCd6EtPIyxtGYxOyiX2VHy2Vwzefkulx+5JOFDd7d5yy//Hp9470+wb8Q+XQBGJuB1VCdM2IHmDKIyidQNRNRDnLgbedHNKnmc803xlHYIUkp+6Zd+iZ/5mZ/h9ttvx/d9yuUy5XIZ3/e5/fbbecc73sG73vWub0op/NKXvvScRDDAs571LJ7znOfQarV47LHHTl/DJz7xCQqFAm9729vWHf+2t72NQqHAJz7xiafyMnNyzkuWSfwADj4G0zPg985VBdfrUKsqVXC9BgODMDHxHbncnO8VztxAGA7EPlp3HqIWZJAEPQxdUHE3DjAzKTm4nHEsHUbTLEgjysMTSODoarLh9zzeUAPbRsf7kvU0hYUDDHICQ0+JtDLu5ovoVvZxuLOPJ3oXc9zfy0ywi0OrF/FE71LSscvwyxcxJ/fRq11GOrAVAL23BAsPnx6ccDa6rnPDDTfwute9jmuf/xI0q58AD1pg2ErhVRrFHN5GK8hY6Gz8GhZ6CbNtqTy2spia8HEtmD3P8fuX1NfHx8c3fDwn50JGSkmtNo6uDxFG5x8YrEip1dT6NjYK42PKR67RgJXWmirYMPLEVA5ra4Fhq79jH4I2EgEIFSR35lQCNOwoSa7lqkBvcBc0j2IurbeNSwoTpLtejJb4as0QGiw8gtZdQugWqV0mK44i3ArSsJDFIQjaVAsRLm3scpleUqQVlNE05W89MrL+sn1f7fGiUAW9C/PKGqVSgRibprMXCiWEhPjko2yqqTV6/+L516AMMCYvB7cOxRGCnS9ed4wA7MVH1BMhwW8gOgvKQ7lQUbYZcVspqWQGzeOw9ERfHew/td9TTs4FQKMhWVmG5RXVbd5sqiLmmdSr/Q5/oT6TpRJccimsrKpC6M4dcNoMUEi8nrpfSKker9dzEdAFR7/oqWwhVBVBGjbEvrKIyGJVMWieAN1CBj2I2mCWwK4gCnWE38Z+7J/WnTYTFgeSSd70tv/Ge3/xv/Kbv/W7/Lef+6/8zBtexF1f+QKZbpGOXQKFAQBcR1IvZ5RMnwyDZltHuhWqrkd9xEbXMo53ttJO6jw8s4VUc3FciyzTWV4CxwTDtOllVQJrlHbxIsLMJfED5LGvwfITFAtqz5dJle/wjL46OImgp4bPhC/9X2q43RlcPeUwUla2hVsHLH7vpSVevMPhQ3/zr0irBHEPWR5Tg/QMA+JIzRBIQvCW1HA9GaOtHIHGydwu4lvgKd2V/vIv/5JPfepTDA8P82u/9mvcc8893HXXXdx1113cc889vPe972V4eJh/+Id/4C//8i+flgs2DGPd38eOHWNxcZGrrrqKQqGw7thCocBVV13FyZMnmTv7rp6T8zTg+0oVfO89KjDobGBRfeN1anugG31V8BbQ9XxDkPMkpNGar5RhKS+pIEAGHYg7GKYKoFf9jQPMbpByrJliTewD3UBmKZc/9wVsnhjms4ejc2wWMin57Tt8RscnufbaayHqIubuR/dWqRRTQneSsLybct2lUHKRWKiWHYUfwPyCaluyLPX/VhuoTpGO7EMKgR52EXMPKfXS18Oprm2egjbYFTAs9j33xbT1Grceize0ipAyxShUqU5eBEgqRZPdI1W+ejLd8DV/4HafLZsmufHGG7/+NeXkXGD4Plx11bMYHbuMdvPvkDI777GmoWFbsHkKBkdg0yalopydAz1XBeeciczWLCJ0tZaJ2EdEbZAxWAVksIoI2mq9kAmIFErDyEIVrBLWw393TstsdMWPIGSmvIKtEqJ5FC3ykE6JtL4NSsNoqMdlZRJkiha0cGUTq1ykUtXpiFHSWKn/HBcmz7LzSlOVl84kdD1V7AhDcAtgGeDHBml9H6lTx/fh2Vtr3HjRKO+/3d9wDfqTewO2bprgmue/nHRwOzglGNlLNHLpumO1LED3V0Gm/WzVCUTQAb2oEgdpCoaLlCmkCdr8A+AtI2IvD45zcp6EU6rg+QWVZwK4575zjyuV1Wdfpiq5u2NH30dcqPb43bv6qmABvqf+nSR9VbCbq4IvSNJTHTDWmsDnlEWEzJBZhrbyhLKSiCMEKaQ+FAeQ5XGk0DAO/fM5HTCz5iS//9FPsclq8QffV+Zff7TOLT9QZYfT5d3/87f5zH0nlfo4jUFCwfRxRJtCRScVBvPtKgNWg4rts2mwyWo4iJe5rETDNBoaPU8VLzIJjaZaX01DJQ2DzMbXRmk4lxHbdaJAoC8exFq6l4LhYRlS5UYCi6w4DFYB4S0hghZyeBfBDe9c7x+8gX3SO65x+L/7FzjSiCGTiDRFlsfVzy4LARPCJkQ9RJIgjQKEXbSZ+yDKZ4V9szyljNTHP/5xXNflYx/7GG984xspnTE+vlQq8UM/9EN87GMfw3EcPv7xjz/li52dneX2229neHiY3bt3A3D8+HEAtm7duuH3nPr6sWPHnvLz5+ScySlV8P5H4dgJ6HnnqoJrNRgcVkPlBvpeimOjeSI45+vQV/NIw1EKqfY0RG2EpkPUo16vEIsC98/H53RdSCl5eCFmf6fCZVdcpRLLdgVd13nPz/00+5cSfuWLHe6cjuiFGQ/NR/znf2zziQMhv/4b/wvdW0KbfRAtDsh0C2f7pWQVNSVZ6Op9XN1gSHmjAY1VNVE2SWC5PySX4gDZxOVkuoUWB2jzDyvPpydDaKoVGNb8Hu0KeqHCG/7TO/jc4YiPPeThR+s/cGMFm++/4Qooj6kEchJx3aVbONKI+JO7Pe6fi+iEGV+bjnjdJ9r88+H+a84HOObkrENKtaFvtgQ//hM/hu/dz/LSH+P7LbIsPuvohFpdMDgIE5PKL7jg9u8JfVXw5k25KjinzymLCM1QFhFJCGFPmfGeGpzjraigLmyraroQyhe3sgUx9wBG84l1p4zre8imnoUW91XBUU9ZTpgu2diVYLlqQrkQZOVxNdW97ztIllCt28jSKIZpEKeqEGIYqqhxNnGkcq9RqGzBlpfV+90tqBbzWGpEtd149gRxpvOen30LxxoJr/tEm69Nr61Bb/lMhy8ei3jfe9+DrmkwsBVZngCrSLrlBlJ3/aQpszOtFuE0Vn7A3qKqyRqW8pYMGwi7poqo7RnE8jGVZEhydXBOzvloNCSL87C6irJha8Ls7Ppjqn1VsCbUrahYgksuVmucacCe3XBKFSwztXb6/dyfZarYL1//LjCkRJxSBvcL6VIzQLfQwpZKFMsMGsfAcEjTQN3XdRecOsKtIVYPYy7tX3fayBnin+86ymhR44Mvq7BvxKJgaewdsfiV5xcZKxv8yq/+KpnXVM8Z9yiYAYahUaiVSUSZ3nKLmt3EpYVeqeMnLovhOKfcY0+eXOuKCQJlganrqjHH60IQQWoW6NWvou3uBE3D8Raodh+kkK3itT26XamG39kltW71liDskO19FYcLVz7pj25H3aDiahyNqlAchHAVCqOqe8YsKPV0EkPkQ9ztW0MkiNYJRPOE8l3O+YZ5Sp7B09PTXH/99WzaaLfUZ9OmTTz3uc/lq1/96lN5KuI45v/9f/9foijiF37hF04H752OGtJwZiL6TE59vds9vxqtWq2iaRfeTbper3+nL+F7ml5PousxDz/coecpi4izecELNExTp1LWmJw0uOJyk3o9TzydSf4+XI/MMjAikC4Uh8gijwwPRASmBUIlfy++6mruuf3L51RVj60GfPlEzA//zHup1avIOECrbyZNU77vxqsYMn+O//47t/CZR5ewDY1ulJFVJvnk3/4uP/C8S6E9pzK6Tg3GLkY3LSbbMcuLGT0vY/OWlNHRUCl/z6DdgdWmziUX23Q6GZ6vUy5b/Q1wnXRgFGYfUAG+dwKKDnr1ye0ZZFwGv6X+41agXOT73/CTlE3Bp/7371N7oscr9xZPH++6Gpfo01C8EYa2wfzDTNVc3vyqF/PJ/3sP7/r3Fe6cSfAS2LZlE5/85Id47WtfC+Tvw5zvDr5b3oeeJ6lUJCdORrzspS/CsS3+4n8/AbQQorjuWMsycF24aI9g05TNJRdbpKmg2U6oliVTkzq7dhkX5D7re5Vn8n0oPcDRwC4h7BLSWyULIStXEbGJNC1Ie2rNk7EKmItDUBmCoUn46u+ddUYN64b/B7tSRESSzKkiGsehVEBOXYXhushOR3k5lIbRKmNknUUyx1Sm1qPbmKxVmU3HGRoO6bQFUSgYGxGMDGWUS/G6WRBhDEVU8T8MdaLIZmzMwQ9iTk5naEKnPiQJy5eiuYO8+KYSH3Zdfvv3/5jn3bLWpbhz6xR/9pFf5+bv+z4wBKIwTmpdSTatgSHh4pvhnr86fbwA3M4s1DYDEsIG6KNQGYZWpBRlbkH97AwNVh9FbLsMvWBBsXbOXuF7ge+W+2HOf0yklMwvxHS9CMOQuDrceuu5dmb1uurml6iOgcsvgySyKZagXtN4znNsej2BENDppDguxEmGQDAwINi2Tc+TwRcYMglVLCc0VUHIUnAqyCxBFgtkIobuMmT9+3bUVv8ujcHQZjAzOPBP55x31d3E/tnH+ckrzz8Y+/s+NsdjB/fznKsvA81EuBVacoTNdpXpuTZW0sFMI4Rdx6kNYA5USGec0+dZWIDLLlMFUSnhoYfmGKovIsUw4+NbcB2NSkVDFzrG+NW49U2IpUeYoEe7M81CugU7NrCdQZxNe5FLj4PfAEuiVaocvPwnufuTX+OaSXvDn13DT5goagzvvBJ3xIdj90DWhpHtYGqwcgxsF5IuaFXQMnBLIDJoH0PfdBFaMV87vlGeUjJ4YGAA0/z6Rs2maT6lBT3LMt71rndx991384Y3vIFXv/rV3/K5NqLVaj2t5/teoF6v02g0vtOX8T1LlklWG3DH1ySPH4ZOG6KzClHlMtSrGavLGZNTUC6FGIZG/mNfI38fbkAcIMI2aDoytRHz+9Eay8jWsvp6HIEQjE9t4SWXjgGd09/q+SkHmi5X/+Dbee6zn02nsYK0ytBqIVtz6K0me6+6nk//4xt45J7bWVpt4Uzu49prnoXeeJzezGEA0uoUlLYqSTs9DC3D85UVSrUM9YFzL7vVgpMnU3bv8IgT5bc2Pd2jWj1jA1zcDt5BdL8J7XvU8/R9hc9LGCFiX72GwgCEIVe+4Pu54qIdHLvvy3TnP0OJNaWi9JcJZh+FygRoRYg6jBVs3v7TP83LF1scDgcpbLmMa6+9Fl3XaTQa+fsw57uC75b3oZSSRgMWFiXdrkpCDY5cwUV7L+f4iYCzt46lkrJAGhyUDNQDPC9gehpmZqFWUT7CrVYeCH+v8Iy+D6VE9FTbiHQ16PqI7jJaYwaZpaBZyNWjaM0FaC2r9S6Jwary+EwT45EPstdbWnfKYOLZJPYE+sq8UgI3j6BHPqlbh1AiWicRcQ9pl5GxDktzaKtHobei/Lv8AGqTBHGPoguzMyr/3K4BAkaG1w8GDkM1QM73YXkl5dBhj127PNL+11ZWVfwfhZAkRfT6JJdffiV/9Wcf5uHHjvJE12ZoYpNag0hptZrq59HuKtWTVkI3qmBU0MeuxJq//4wXu4KfjACaSiQsL6hkcJqCMKG1CIYLfhfio8gj9yNTC+klYDp8L/Hdcj/M+Y9Ls5lx+LCa+ZJlML8imZ5Zn2AbHFC3oSxTa2GhqIaAz8yEOA5s2QxLSwFxDGkqabWUTVqagmMrS4lOJ1//LjjCDiL2kUI7bV8kEwvas2jdZWTso518COKELPXQei3VVmnXkMJGP/B57LC57pTBwEWseBpPNFJ2Pclg7IotmDlykM72KYRMkXaF2DTR8CjLGZKgxexMj6w4QWoWGJoocOSMsRAzs9DrQRgscnK6zSOPHKLb/gdMY5habRs3f/9VXH/9lYRBf3CwY1Os7CJsHoC0h9l4lFV7nEKxzcDkICQGWpjBzGFkL2b3s57PO37V5vcHMmru+s9GJiWPraS88KJBLt42RldKdOMxaM7BQBmkDfaAEi4ZBbVPKGZIo4AQEuYfIyttQQ5tV7YSFzjfSP71Kd2dbrrpJu68884nTaY2m02+9rWvcdNNN31Lz5FlGe9+97v5x3/8R171qlfx3ve+d93j5bIyoj6f8vfU18+nHM7J+VYIAui0JfffB63O+kDhFNc9V02RdVzVYnQeJ5OcnPWc9piylcVDe1Z5+OpG3z8x7RvmS2pnJIIBErfO89/401z38tcCUnkUOmWklGhdpUiSlUnMNODKK67kptf8BDdcfRnm0sPoYRep66TDe85J0FaVYwO6phb+Uqk/y+YM4li11kkBjqPUU43mWa9N12HsEtKKUgTrrWlYfEztms+HVVIT5+kPlLNLaijBwGa2X3EN+rbnr/efAowTXwMk1DYBKQQ96M6yc2qYl193KTdcc2VuDZGTcx7CEJJEsrioPu9RAg89CM2mANZvrk1Tfd63bFGewBNTKoiYnlEeqsNDaoBqTg6wNjhOaKq1M/bVgBjRt4vQDeg1IPSUUipNaHZCPv7Zf+P9H/ozxlbuXX863SG79NUIXfVvZ5GPHvtKiVXbjEjCfiK4gnTraghNZ149bxqAXSErjaGbJvUKVMqqASfJlGjYdWBqI6uIWCmmul1VCO101efAddT+8NSS5vuQOINko5egmRZX7N3Ja567gxuefbVag3QLaSvfJRF7av2vb0UWBqEwSDpxBZlYn8S1lw/3f3YJtGcgDsEdUAaPEtBMpIxBpojFh6G3rNqPc3JyTiOlZGERFhbVZ/3wY/v5u08dX3dMlvXIZIMkVT7ipgV7L1L2R4apRD/bt615Bfc8tfc9NfKjVFKq4pwLj9MWEX3/SGm4ICVa1FH2PUEXeougWcrbN2yBVWB6pcej93wJ4/ht609oVpADm9Fr4xxvZsyfZzD2o8sJg65gaHAIITNVBC3UKRTAEl0G3QZm0mOuM4JVK2OVKowOn3uee+87waOPfQ2wcN3rmNr0IWoDbyGI6vz1xz7Jvffcr973qIFxuDW0qSuxq0U0yyBrHMdreAi/oTp7rAKQgb+Cnni84m3v5b1f6pBk660O20GGn0he+8LnordnoDBEVt+mhs325snKY6pT1CwAUq3lUYDIAvWzTiPE4n41cyB7ktgy5zRPKRn8cz/3c0xNTfGmN72JO+6445zHv/a1r/GWt7yFTZs28fM///Pf9PmzLOOXfumX+NSnPsUrXvEK3v/+95/TZrhlyxbg/J7Ap75+Pk/hnJxvllNeig8+DMdPqptgctY9uVCAsTEIPBgcgk2TrFdI5uRshJTKIxeUD2DQRvOW1bCBOFaBdJaBaSOWDp0zQMfcfAVsuRYti9SC2PfdpT2HSBMyt6qCbSnJrAJ4y+iLBxBpSmoVyMaugNK5uwLL0iiXwHZU/Dk8qLyDz6bRgKUlNVE2idS/N2RwB2k/4az3lmBx/1qS4GyEWD9QLuyq4NmtI506bH0uiVVb9y1G2oGlQ0i3pnwmZYRoHlcX35oFb/k8F5aTk+N5fXWjUB+ZmVk4doxzrGFABcMjQ7B5sxq2pWuqxTAIlK/i5s3k9hA5a/QD5EQYfOW22/jnT/8dD911G2kG6Bb4q2j+MgQdiGK6rVXuOvAEVtrl92+uUj9LRXTU3EVWmVAKrAy0oAES0uokwlTewdKuKFWsWQC/iRZ01RpQGCSziuDWAJW00Q2V0JWZaowxdDYMlJOkbxMRKT/FpUVwXUGxpB4LfFX7hFOBcpVs7Aoy00FLI1g6uJYxNh2kpaxXRNgB3SKrTEF5DGmXibZdv+65NRL0sAWmrfwSe8tqv2AWVJI4bCGcuvIWbs6grR5DRL21yfY5OTm025L5RTXr4sjhg3z2H+/HtLauOyYMO0yfnKbXXcE0VGFzx3ZV/DF05RscRmonHkeSJFaf/SwDx1Jewfn6dwGSRmoRyRLEKbmK6ULkqURwGqG1T0CWIg0TkQT0Vhf50tcO8Od/83fYT/wbZ8pVJMCWZ4NVYuKSa3n27mG+cp7B2B97JGTT+AiXXX0N0qmoJKrhUiiAmywwXFohEkWWvRpmeQDDVHu1s4sWB/f30IXEcaZw3Rqa7uIWtlOrvxrXvYy/+7t/IpVqdpLXt6U3iy7G1MXohRK9uEC2cpzIjxBhh6wwDGYR4TcQYYebX/EDvOCnfpNPHl6vxK+5Os/du5ltYyUV5/bmkRNXqFkwYQdNZkinBoUhVdCVibKLSGIkEtIA0VlQsV64XjCVszFPySbibW97G6Zpsn//ft7ylrdQrVaZmJgAYG5ujmazCcDll1/O2972tnXfK4TgL//yL8977lOJ4E9/+tPcfPPN/NZv/daGSq6tW7cyMjLCfffdh+d5FAqF0495nsd9993H1NQU4+NP7k2Zk/ON4vtqE/HA/So43kiUfu1zlFijWIR6DTZv+bZfZs73IukpSYFQPk/NE+qNlAQQNZXyx3RBtzEaR9d/q3CQU89SZvtJQAbKj1Fyhip4Ci3s9BXHHfT+IKi0PAr17WvR6wYMDCpf4CiB8TE1GXnxrGRvswmzc3DJPpDzKqEURRmWtcFmuDpFahTQlg6iB22yuYeQIxeBtUEXR3+gnPAbiDRC6ibSLiFqU+CtkOy8CePAJ08nxwVgzt5NPLAVKlOwtB/8LrI9gzB1tNbs6Sm3OTk5a4ShJEmUYsqx1Sb/4YehuUEDmKkrNeTWbaqVfnwM2m2YmwfLUsnhcjkPhHPWEGnI5z//b/zSe9/H3NwcdVtj54DOxOgAP/aT/5nrLppEBD2ImyATFpYbOKbGKy9yzvFHnG/H/MEXHuZ/3pyhA2nYQhdCFTpLo2sFRt1E2mWQKVp3HoKWai81XahOnj7fwIBK8JTKSt3e6yplu+2qv5fOqCH6Prg2hAG0mzC/oLq/KiWVGI4iZQNJCp2esivGcpEjFyPnH0CPPNLGERjapU5oFZFZikgCRNBElkbI/BW0+jZk2CEpjGJ4C6ef32weJR29WnkkdmbUuu9WVXI4bINVQcoEgQWzD6puH7ukEgM5ORc4Ukrm5mFhHqJYcuutt1Kp/ug5xznOCL4fsLTcZHBggL17BCsNsE3VMbdpk7pXZFLS7SlVcJb1VcFlqNXy9e+CJFFrj0Tlu6RuqWGpYQtiHxmHiNas6gxBp3HsAIvT06QJ/Ny1FcYr69Nz84wwbjrg1NAqE7zth76Pv/n//R9+/nMRP3yJy8XDBgeWEv76kZA7p2P+x6//AppdBiTSLIAQaGGHYrbMYCkisaoEokqzqTq43IJ6L5/pyiO0UZxCGSHWv4eF0HAL17GydBePH3qUcnEvBVd1kxmGoFIzmR/chuw9ShDH+EszWJu2IIRGZhVVMbS7gDBdXvzaN8E1l9D91M9RSldPP8dgtkwQNJWlxsoR0s3PJR3chd5bhu4cVDapxLq/ooqqSaQsFjUDUkDzEMuPQXkEabr5uvd1eEp3qbvuuosHHngAUDfWZrPJgQMHOHDgAI1GAyklUkoeeOAB7rrrrnP+nI9T1hCf/vSnefnLX85v//Zvn7elVwjB61//ejzP48Mf/vC6xz784Q/jeR5veMMbnsrLzMk5zZmq4JMzamjc2apg14GJCaUYGRqGrVugWMg3BDnfAGdaRCQBdOeVQkrT1OA1mSiVrN/CyNa3fSYDW8k2PRstDZUquN96SnsWkaZkdrk/cRWy7hJ6FiOFIB3aqQLSr2ObMFBXOWqj3/o2uIFvcKcLi/Oqlc40VTC9URLpNMUBstFLyHQLLQ7Q5h9eGxh3NqcCelAqJ6GDUyWrTMDoPqLSxLrDDVKYfwTsMpglSENE8xjEmWqt9Vae9PXm5FyIeB4sraip6VGkul+OH1dJ3rMpV1SSbOtmmOx//OZmlcVrpQxTE+d+T84FTBrx+X/7HD/7X3+ei+xVbv3xOo+8bZAPvqzE7kKX3/rAB3j0vtsh7kDo47XbrHZ8LhnWz0kEAyRS8sCxZR595H5k2EOXCSCgOonQdLWGWkWk4SjVcXcJogDiHjg1stKYso3oUyppOAUYrKu6a5z0Fe4FGB1b/9xZBmn/mJ6nWs3jWGJa4LoQhJwuTq4bLmy5ZIN7ANBPqZdOYZfXLJGiDrK6WSm7ikPEW647xw7J7E73J6sHsHoUnIpa64wC+EsIp6IKzJ1ptJWjiKBz/g6cnJwLiHZbMj8HzVWYnz9GlGzBtM5tdxNCQ4gBsiQCscLW7UoAZBpw2aXg+31VcH/Ope/1h8zZam3MuTAR/VhOnFLuGg5kGZq/ikhiRPskZLGyjoh9lmZOIAR8327nnERwz8/4/IFFMAtkpTFEd5Z9e3bzmh99K/80X+N5tzSY/OASP/7pFieiKr/667/BC1/5+vWKZEB05imwCoU65cEKEoOFRXCL6v06edZ+zbIHsK3BDV+fZQ2BNFld6RBGSsPkeer5DAPcsk1S3YofmITtALwWyAxhFkC3lS2Gt6ri2rG9aM97+7nr2+rj4DVg9QkljBrdp4q8SYBIffW6CoNArNa5OFLdL5oBcQ/hNVX8G7bVhzPnvDwlZfCtt976dF3HOv7oj/6IT33qUxQKBbZu3cof//Efn3PMTTfdxN69ewH4T//pP3HrrbfykY98hIMHD7Jv3z4OHDjAV77yFS699FLe9KY3PSPXmXPhcUoVfO+9ShW8kVfw9dcpz8VSRSXQNm/gN5eTsxGnPaYMG3qraF5T+SZGQX9wnAaGhT69f933SSCbfI5KFCceGUKpgjOJ1lHBpqxuQgvb0F1CFxpSCLLRS5Sa6BvAsjRq1YwgUJvhWl0Fvb6/dkyWwfySKtKWy0oRtbSoVIPnxa0ixy4lXTqIHnmIpceQk1eo4P1sTBeZJYjYR4RtpQ6uTCI7c2R7Xk5271+sq3Bay48QDe+C8gSsPAZhB9k+2VcHz5GVhtUmLScnhzCUxLFkaUm1uHY68PBDbDj01NTBtlXL7MgojIyo4xaWlJJy02ZwnLwImrNGGvr81vvfx42bTT76msrpBO8loxb7Rkx02eNrX/gc+15xPaQRaRaw0M141nkmjtcdA4GgsbwCW4bAcMlKIyoZmsagmWrNtIoQ9dD8BvSWlD2EUz5tD3Emo8PQ7aiANqOfDC7C5kl45JH1xyb9BFCnpz4rKytKLVgswGpLCQI0odZFz8sonBIFFAdIq1PorWm0xtG+VUV1zRLJbyhLJE0jKw6jJx6yu0w8ehnWwkOnn9/oLRAXx5QFht+A9iyyPIyIu9BtgdSQMkVkhlIHD25VCWN3g7U1J+cCYm4e5haUD3Cr7VOqvOC8x1qWiRdHDNSnWVwaomCrLoKxMaEsYJB4PQgioN/YV6lApZKvfxckWaLu32m8Vmw0bGVZEHWRYRfhraiFwS6x8sQDyMRnorxx0bMTp4jI4/hyh6GxIlpvFXSTK17xZu790V/hzq98kebccSbqLpdfeRWiOgn9rk+lCtbAbyK6i9gWSHeA0nAVvaW6ObduU8ngSll1egXB2nMnaYilnzuELYqW0TSXQqlO3K8v9vodMJalrAIbxSqtcJSBeAa6i2C5YFhI3ULoNsJbBruELA6RbbmOeOsLsI598fRzGGGTpDWDdMpoq0+QVUZJR/aieyvQXUCWN6vh4kFDqYPTDiQW6D4IQ3UArR6F8jiEXbX25WzIU0oGT05Ofv2DvgVmZtRIQ8/z+JM/+ZPzPvepZHChUOCv//qv+YM/+AP+7d/+jTvvvJPh4WHe8pa38Pa3vx3HyYP9nKfOaVXwQ3ByWiXEzvI9p1qBkTHweio22bGdjVvkc3LOJo3XqpdCU5XjyFeLerCqHrOKIAyM3vS6b43tQbJNz0JLvLO8gmcRWUbmlJTyNwhUNbY0TFad+oYTwaeo1mC1oYLcsVHlMXVmMhigsQIrDbUpaDRguaG6PZ7UN81yYewSspkH0NKIdPFRGL/sPMeWVEI4jZVPpF2G2lZE7BMN7sFZeez0oTogZu5Hjl+mvIODDqJxFMpTajBfbXJdm3BOzoVCmqbccccdLCwsMDo6yrXXXovnayytqGA2iuHoCZieXvODO5NyRSWAt2xSdhBJotZFgbJGmsiduXLO4t47v8rM3AIf+sHqOUGvJgSv22fxr4+3aK3MUzUzDMNhyUvpxZLCBvnLI80ExxSMljWEbpOZDriDqpAYe31VsA0IRGdOqYx0A+yiChA3YGgIjh5T61erqRK91aoq7p8dKEd9C//IV8r5+UUYHhaUy5KVVWUhUSipma/dnpolcZqBraRRF91vri+AnmmJlCVIt4b0VxHVSdIsJFs4iEZ8+jT20iHCqWepTpf2DMIdVFPV7Qr4Kwi3ptRSvRm0laNkhSGkXVqniM7JuZBotzNmZ6DZUJ/p+fkxDKN83uOjKCZJ5tm6dTO+pxJdl16yti76/blVUaAKSG6uCr6w6Yt6pMyURYRhq02Vt6K6NDtziDjoq4JDtO4yYQoVZ+N7ctXW8dOMppcwHPQgS5BDO6G2CR3J9VdfCtF2QIJTReqmGkYKSj2bZYjWDCJoYVdqYIwzKDSOHVfCtW5HzXqwLDUI+LG1EAqZpf3XsRa/SZnhe1+hXh9lcmInaEoYp8bRKKsI15U4Nqzak3TjNp7XwrUWEJUpdY1RV52zt4QwbGRliviKN2LM3IcWr7WhWY3DhKVhWD0OlXEY3otcfRyx/AQi6anYsTACrWn14TNCSDVwihC20HoNstY0wtiOTBzlrZ9zDt+VWar3v//9PPbYY0/657Wvfe267ymXy7z73e/mi1/8Io888ghf+MIX+MVf/EVKpQ38J3NyvgWCAJotyT13P4lX8LUqAKhXVaJsIm+TzflG6bdvSt1Sm4n2gooyJRD0LSKsErSOn3PjTscuhvoUABlCBcFSKn9EQNY2oUU9aB5HOBVSuwT1b97IeqA/YEfToFLdeLDOSkMNnKqUVf653dy4xfwcdAs5vAcpBHrQhpUnNj7u7IFyZFAZR7p15O6Xk7Le7sJqH4M0UxsGgaoQt08ieotonfm8bTbnguOzn/0sV1xxNa961at461vfyqte9SquuOJa/vmfPs/SovKQ6/bgoYdgdfXc77csNUxy1w4YH4eBmlJFrjZUt8C2bWAY35Xby5zvFGnM8uICEtg3snHQO1U2GLB1ZNADkeIOjBObFQrGuWqpTEr+zyMBOycG2LVtq/JjLE+pRUdmpy2RMF0VhAdd5ddYGCQrjpw3KKxWNWwbhuqqIBKFKsYsujA6uv7YMFKCpDhVVhHzc6BpEtNUn5EwXrOK6G2wX2R4t7JISiNYOrT2dc1A9gu6Aknm1KAyCUaBaPsN606hSR+tuwB2DUIPGsegPNJvS05ASmQSqxcx94BSRkfrLaZyci4kpmeUMjiTavjj7NwG05D7SJkh5SK28QiVykUUXBgehsFBARKSVA3QCvqt8pqmRBOlUr7+XbD0Y4rTNg2nLCL6NkXCW1b3ZreOCJoUTGgFGUEsNzxdI0hY7UGxVkHIGGmXyEb2qoJe2FFxUKbiQ2mVVCEUlFeupkPQRPQWVDdoeYxCrUzRVUV7KdUez3HU3u3sIr5l12ms/jO+3yZNfXx/juXFPycMHuF5L3gRIBACuh6kCUSReg2OI3ALYFoaTXMnvdBEj31k2FZBZGEQshQtaCtrwCxEDu8hvGq9b7dGhrF8CLxltJXDiLBJNnKxEjL1FkEv9u2RHDBM1UmbAEFTFVd7i9A6qfyEo456wTnn8LTcrZaXl/nTP/3T00HFqQDjz/7sz1hezqe253zvc0oV/NBDcHJWKX/PZmJM+agmsdos7NwJup5vCHK+Qc6wiBDesrJ0iFpqGIyMQbPAcDAXD6/7thSTbMv1aDJTquB+66vozCGyVHkOoivDfkCaDgzt/JYu0bI0qmXVBquhrCLOptdTQzk0TU2o9QPVOv4N4VbJBncAoLfnoDO/8XFC678uEGmMNG1kfRu4VaLRK9YdqgHa9L3glMAsquENzWNKcd2eUZPYc3IuED772c/y5je/mXZnL1t3/CsXXXyMrTv+lW7vCn7hv3+Au++5mziGE8fUUKwgPPccpZJSPm3ZooaORJFSEOuGUlZu5Ceec4GTRgwPDxMmkgOLyYaHLHkJFVdgmfQzsKPcfOMVFO31+6iZVsR7bu3ywHzKm37wVWhuiaw4pKa/GY4KwXVL+e9K0LxllQR162ROBQpP/gYdHFTFTk1TdUTfU1YR42PnHhvHyje404JWSxU+bRsKrkokx/HacVF0lm/hmQVQvwmrx9Y/1vf9F04ZaZgwsA1Z2UTqjqw7jdU4hNR1FQz7DYTfBsNVxePeMsIuqoRBZw6tcRThN/uF1JycC4t2O2N2Vqn+XRduvx3WSjYgZXJG4qtDEJwgDA7x6le/kDAW6Dpcftlah4DXU8r/OFbJZduGkVwVfOGSpcoPN436nR5C/R001fDr9nGEzJCajtAt6MzhloqEWhFngy7iTEoeXkypVSrs3LlbdZAObAe3DrGnniv2VCJYV7ZIIu0vOqdVwdOI0FO2SJVx3IJaKqpVZWPUWAXHVQXMwYH142PUsLgygX8PQXCUKHiMojvND//QG7loz26CSGmWkv5T9vq5kVNWEboBXmjTtreTZaB3F5BSKnsIu6JUx90FVawtDpFuex7JyL51PwPTX1SdnM05xMoRqG1GlsdUojvpqMJuYVRVZoUGSRckyExC4qO1FqE1089Wb5C8yXnqyeDPfe5zvOxlL+NDH/oQt912G4cOHeLQoUPcdtttfPCDH+TlL385n/vc556Oa83J+Y4RBNBoSu6+W234exsIK579HPX1oUHVPjs6cu4xOTkbkqWI7FSALKA9B3Ggdpl+q+8tVYY0Qk876741rm5CDqkEaiZ05asrE0R3EYQgq4yjeSuI9hzYFbL6FhUkfosMDKgqchjByKBSAJ/N4hJ4AdQqqg1pdVlZRXxDlMdIK6o8ra08AdFGkipUsGyqvluRJsp3qjQMO55HwnqPKyuYU8n2wiAIEGEXGicRnQW07hLZqZ1MTs5/YNI05d3v/h+Uyi9lastHKRSfhaaXKBSfxcSmD1Ou3szf/PUtNFqSBx9Rat+zcR31+d+zB8YnlTf40rJSWBUd2L6NJ7eEybkwSUKuvvpqhkfH+P27fbKzFDqZlDyylFIvFik4llL6lIfZHs+sO+54I+Rdt3Y5Hpf5H//1LVxyxVVkZhGKI8onEIE4ZUFhuNCZVX66mlDBcPnrt2uNDKuYsuAokbHXU04t/2wAAQAASURBVEmesQ2cJcJIWaR4PrQ7sLAAti0olVRsGsUqHwBKbX8ObpWsvg0AvTUNvTOk+KaDtIpKKVwYgOIQmC7RtuedM2zHWn1CqYNlwuqJ/Rw+uchKO+gPFEiQaaT+PfewSozHuTo458LjxElV5ESD2XmYnVv/eBScJI4fx+s9gcwWgB6v/oHtjE1cRdFVlkilkvpAR5EkSdQ9QBfqnjFYZ80bPOfC49QQcJkp0YrhqAWgu6DiuM6SSui6Q6pL0W+C4XD1rklc88yihGSmFfGZR332L8bceOO1ygO/OExWGVeiobDb95Y3VGL0TFWwYauvBw1EdwGp6WSVTWAVKBXBMqFWVYf4IQS+Gvpt27B58/qXNDX5PG64cSdjo+Ps2HkF7/zv7+WyKy9F11XB0wv6FskpfQ9tlQx2XLWGJhl0s0F6pmqt0VYfR+oOlIZVojzsKAVv2IH6NuIrfwJ5VoenvbBfJdSXDyN6S2rejVNT1k+mDcWy+lvoyER11IqoC7oNvTmlDg67pwf75aznKd2xHn74Yd75znfi+z4veclL+MM//EM+/elP8+lPf5o/+qM/4iUveQme5/HOd76Thx9++Om65pycbytnqoKn5zZOBO/aofzgBCoRvCtXBed8M5zaQOgmZDGiM68W9TSGU60thou28vgZGoZ+nLf5OjSn1vcKroCUiO4yIomUskgKaB4D0yUtDUN16ild6sAAWH0LrHJFKQHPZnGpP0ynpi5ytbmxrcp5GdxB6lQQUiIWHz2/lYNVVDvw/saL+g5wa8Tbr1t3mAD0k/eo1qL+9F6aR/p2HLk6OOfC4I477mBm5gSDwz+/zgMOlAKkXPl+lldafOlLJ5ibW1M1nkmpBMODsGUzbJpQgcD0tNr8j0/kQ3NyNqBf7NR1nV/+td/kthMx//3zHR6ej+iFGY8uRvzNQz7dULJr8wggwa1AlqJH69tK4pFLedu7fpM//f/8Npfv3QV2ASqTiCRQyVNNU2uB0CAJ1BBWr6HsIUrnt4c4k3pdBcsDA6qY2fPUWuta6rEzCU75hUbQaasEk65LbFt9JpJobbbEhlYRANUJ0qLyXNJWHlNSq1NYRbUvcOpkmg5Du8F0iQf3rjuF0Ztl6cQT3HbHgzz60L3ce8cX+fcv3cZX7z1Ie/4oQrf76uAZtOXDCL+RT1jPuaBotzNmZpWdkWWdUgWv56K9W9myZQejYxNMTIxw43X7uPGGy4gT1Xhw8b5TXuGSbk8lwCSq6OO6G++Hcy4gklDFYKeKnYYNSYzmrULzJEImyvLPLqsEsUzBcBiX69e5xxdDPny3Rycr8P0vexHbL7ocdBNZ36xELaHy3pMyVQIg3QQh1oaQmwVlTbF6FBGHqhumrJKxlqXhuFAq98U8ElZa/QSuc65VxMqqYM/OzVRrdRy3xskZgaGrIcMyU7PNM5Qq2AuU8EcIsWYVoavHOsY2UquASFNoHEEWh5GlUTVMrjWNCNpgWKTDFxHte+W6a9BkhLZwUHW6rBxFuMNk5fH+8NQOCBOK/3/2/jxMsvQs74R/79kiTuwRuS9VWXv1qt60dIsGhFELI7s1g7AF9hjU6DPjGYFsYD7GRhjGIIsZ2ywG7wj7axnEfAMWMmqxIyShprvVLam71Xt17ZVZuWdk7BFne+eP50RlRmaWumvtqurzu666qirjnMiIyDznfd/nvZ/7HocoQCkTuk0wDHQsQjLWz0CnKpurCdu4pFn7r//6rxOGIb/6q7/Kr/3ar/Hud7+bm266iZtuuonv/M7v5Nd+7df41V/9VYIg4BOf+MTles0JCVeVXk9UwU88Ka1FWwOzAO65R3bERoallXBoKFkQJ1wA/QHcdFCNZZTXhk4dunVZwNmilLLXTw6e5hSJJm4XBTDIpCAKUM1FSSLPjWKsn0R5XVEWDR285JdqmgalglhFZDJSGNpKtSphUrmcHNPt7qwy/KaM3iR+in4Xll7e+RilNlppIx/tloiKkzB5B749GI5nh3VJl02XYx/mBqyfgdpZouaSFN4TEm5gFhcXAUinb9rxcceZxlBFTp1KsbqDV3AuJ17BN98MU5PgZmBxXqxgcjkpECckbGPTZueD7/3r/Oq//hXmowL/6I8bfP/vrfNLj7foqAz33XUzhVxG7s+FKazl5weeJkIx+c73c8cthzBby/EG57gklFsOGNa5zVJtu+LN2FqGdJHILcsi+nVgmgZDQ9LlFQTxH09+x0e3dHxFkWyaBIGEza2syZzRcSDlyGN9FW+n9006ZIYObCyUl1+SKlOfVF48K3JjojTLlgl3vQ09sDUMqdpxzKjNneMW339bhgf2uxhRm1dfPcHK4ll0GL+YxZck3d3fYTKbkHCDcvqMjFeWAcdPbM+yGB+HMFTYdpFstkKpVOCuuxXzi2L7sns3pNJyzXU6iGdwIHatptnvmkvWfm9adLTJIkIsGzAdsejTmmj9lChX3YoEvDXmwbRQQQuDLYKX6Tv5e3/37/C3vvd72L17Gp3OQHFKArNNR76P1qh+EKidOecFr01Hvn9rGdVcQps2UWlmYCM0lxUl8FBFhD3VFRmvUqmdu5pXVsU3P4piSzBDxMiaeEMkjAMVow11cMqRdaJpyxyx2TVg5NBGLsz6GXR5hsgtoiwbVo+ieg0o7iK86W8QZgdN+p36SWgsodaOoNrz6NFbIFWULADDBDcvVoAAYRcCH+W1RFHdq8HyK5LymLCNS7prfe1rX+Ouu+7igQceOO8xDzzwAHfffTdf/epXL+VbJSS8IWitabfh2Wdhfm7nNr/bbwVlaJYWznDyxFMsLX+FcPNEPiHhm6H1hseTMqC1GC/SfGlvjUKwctBewGDw9yoYuRVVmRFVsJ0BHaLaayi/J0VSv41qLEIqQzRyWJJXLwOVikyOwxBKWzymQIq/C4syUS6X5f+v2ze4z9ZAuc1+ipuxnDgxHpmRlPei3RLBnu2ttNbc10UdbKfA70H1BCrooquya5yQcCMzFidgdbs7b670emdIpW+m2c7tmLORyYg3/p49Eo7abIqHftqB3dNJe2zCedi02UnQ5YFvv5//9ImH+Rcf+6f86Id/hH/04Q/x997/XoaLOVAaUll0Kou1OFgM9suH0NkJWJ8FIMpUULlRlN8By0WbqQ21a+ijmkuo0ItVUReW5jsyLB0wpinK3nY3/v3fwSrC74lasN2GVk02PlMpRSYrfsK+H+fWRN+kQ8Y0JSndNDG9Nqwe3XjMsETRlC6I539xLxpNb+bbBp5irGDxHftdhrIOrmMwVXJ41z4X24LVM6dQKBm0G/MYK0dR7dUkUCfhTUGjEXFmFqp10VY89vjg40rFPt+xrYvjSHE44wKRFM5uuklsR31f0+nJ/BbknFx2Z2FEwpuIIC7oRoHcsy3xGVKtZWguYYQ9ySpxSyL0CTtgWDjLJwefxsox/Zb7mRnJy5rGKYA7jJEuojMVCUIDtGHKmtEwZSM0iAudTgaiAGPtOEQROjMMucEKbz4PtiXKYAW0OuKP7zjx7/6WsNQTJ2F0DIhgfT3+3TfEE7jXk2yJftmjHe8x2jZkslJg9n3pjOnqzEYuTG0Weg308CG0lRHhz/ppUJqouAvv7g9uW8PZZ78uqt+VYyi3SFScEG/kXv3chimEUq0O2nIxRwFEGqM2i1p+5WJ/ujc0lzRzbzQaTEzsMDPawsTEBI1G4zWPS0i41uirgr/yJKw35P9bcdMv819+4//P7/63f8u//48f5e/+nb/BnXfewyOPPHL1X3DC9UffAsEwZdBqrsjA1uvGO70K0hmsxaMDp0UYRHvul53hoAupAjrwZeJh2kROAXP1GCiDsLwP8juk31wklQqkM9IaVC5KKu1WFmLFYLEgE+j1KnS7F9iWujlQrjYLzfNUlFN5aZHSEdpy0ZX9MH4YPzP4nm08eQ6nKEX2bl0KC9XTqNZaEqqTcENz3333MTW1m9XlXxFPu01oHdGsf5F86R20Wttb6Yp5WRjfdlusCk7D3KysVYol8VJMSNhGXy0FYNpSnO01MC2bWw/v59vefif7J4bFDinqSnEyN4ZVm91miRTuuRelA1SvJl0wQwcg9NBWSoqkWu7f2nahtQqdGjqVJ8qPvS57iM1UKqJo6m9mtjuyeO5bSGzG88ELRC1Yb4lVhGVpMq4sln2PcxlVrR0EBedwXKKhw/JRtZahdnbTY7FdRGESbZmowgR6aD9harAv3VBq2/93FUxavQ6N6qrMFYhg4UUJaA0SdXDCjc/xk7CwAI4FTz+zUcjtMzkpGzr9qyedgjtvh6UVcF3F3r1gW/JoqyXFkyCUcxxbQsOdHQLAEt5EhL14M7LvWZ+CXgvlt9Erx8BKEzkFyYdpLMigFnQxGPSe9IcPScKb35Suz+wwKjsCqaz44muN3tIF0+/y0KYdq5GXUO01tGmjh/ZKoXQTjmPgZiRELp8DIlhbFUsHx5Fg4M3MnZUCsTJlPJudl3qrZUgRuNWIQ1L9jTHOMBQpR5HPyvK23YmtkvLj52yR1PIRMC2iyl60k8FoLqIaS5CbIBq7FX/6voHXYQUN1PKrqLUTqPoseuQWSBfFVjFSkHJlfadj2X7oyWa0acvPp3bq0n7GNyiXdOcaGRnhpZdees3jXn75ZUZGRi7lWyUkvCF0OvDVr8HcnPjBbWVqco7Pfe5P6HoO5aEfZt/+z7Bn/x9Tb9zMQw89lBSEE16beDdXmylUZ108DjsNmQgQyARAKyx/sG/bz0+hx24BHYpqKPJRnYZMPNI5URgHPSK3BGM3b/u2l4JpGlRKMmHO57b7KAIsxuEcubz4ULU74iV8wWwOlFs5snOgnDLQcSie0gG6OE2UGSXc9y626p6clRcgU469vHqwekwmbI25RB2ccENjmia/8Asfo9n4U2ZP/QDt1tcJwyadzhGWF34ZpQxKpZtgS/u5ZYolxL59sHsXTE+JOmRxSa7tPXuShXDCeQg2b3bGm21+J1YLm+juuoTo9BqykjRtyI1inXpy8GlSw+jCjCiHrDRhcQbVb5e1XbBdKTQDaI3RWpTNwcyQWANdII5jUC6ILYTnSUE4CGUTZHjLcqbVlrWn70nr+ZK4sWDbUijyA855RXzTYjBAtkIY+/ob1RMSINsnlQcng3ZLkJ9AE+Ed/I7XfC/ltEW1ExH58TcPA2guYKyeRDVXEnVwwg1LGIb8yZ88zmc+/RQvvnyGMNB8Y0uEUToNKVtuP2Eo7e179kg9zlCQzhgc3C8t8p2OJgyh50vdL4gkO2OnOXDCmwitxa+3bxFhmLL52VpBNddR3joAKlOCTgvaS6BMnPXBBMMQG0YPo1tVlI4D6Ep7RQXsllBRf2M1NuxVCsyU2E6A2CREgYRva01UGJfOmB3I50QlXywDCqo1+Z3PZLaHpUaRjHOZtAxls7NgWXKtoGRs1Fo6X3wPfF/EBo4D2awUmdvtTd3VQweI7DRG6IkNYG5MFMxKoepz4DXQ5d2Eb/k+oi2B56mlZ6HXQC28jDJsotIuyY/x6lKtdoeRBDktm51RKJ+VlUanBu0DE4RLmr3ff//9nDhxgl/+5V/esS1ea82v/MqvcPz4ce6///5L+VYJCVedXk+zVtU8+RSs1+MJ/SZMU3Pk5c+RSh+iVP4eMpkD55LZp2d+k1z+Pfz0T/9sYhmR8E05t4BVCupnIepIwECnKqOumUFVT21XSe2+FyOdkd1OJy9WEZ0lMFPiYdZckiLp5F0ycbjMVCoyyJs2TIxtf7zehFMnpWBcKoqqfvlic9peT6BcP0QBpHVq5CCUZ/BK+wYOM4mkoJAuywynW4fqaQl3aK0m6uCEG5oHH3yQhx9+mEL+KLOnfpDZ0z/K4tmfxc143HzL/0ivl992Tj4vfqm33bKhGDl9RsQmQ5XtLYUJCec45xecko1Pr40yTGhXUTpCdTvi5e61wQRSOVSviaEHvf2Cqbvl+ChAp3IwvB/lt0T5lCqc83zXprOhCnYy6ML4NlXU62V4WNpoDRUPFT3I5mCnhkjPAz+ERgNqdVhbk2JwNiOLYy+Q54giaLdfo0OmsofQLcl4t/zKpu6h2C4iN4FWBqqwC+wca843l+WvdwPqvQDLSol62o/NHRefi9XBScJ6wo3HI488wp133sNDP/TP+M3f/lP+++/9Dv/1t76x7bjRUSnuKi1uLdkc3H0nrK5JN8zBAwaGqYgivbGZE0HPk/nt2CgYF3mPSbhB6He/hLKhqa203Ld7NVg/CsohMlPSKtKtyTrD72CGgyozf2g/GDaqswamiS5MY9gpWWjF6xttZ8RuAtCWuyEoMizpgKnNoTo1tGVLqPZ5yOY2ul1QInhThmyOZFyxPtnMyVPxsTre8NSxS4Uh+4tBsBE63Ipr044jxWUnJWNkrQZBEMl7Gzq4YQNYE/9gnSqhujVU/Sy4ZcLCGL1b/seB16HQWGeehNaiqIPj4HAiT4q+KQdSpfjnEYCKRESULqLcZNdmJy7p7vXhD3+YYrHIJz7xCR544AH+1b/6V/z2b/82v/3bv80v/uIv8sADD/Drv/7rlEolPvzhD1+u15yQcFVot+Gpp2B+QVRQW7n50CLtToSTvnXHZPahkR9jdvYUjz/++PaTExJAJgtaSyFYa2itgN+CXlP+1gaksthrxwZPs7JEu+4FjI0QGb+L8tpo00U15+S48gwULp89xGb6xWC0tBq5W+yIPQ/mY6uIcln+X10Fz7vIBPPNgXLLR3Y+JiWFLKUjdHaEqDBBNHM/0dagnfrx2Ds4LROppVdR7TqqsSATtYSEG5gHH3yQL37xCX75lz/Fh//Xf8A//sf/B+//np+i29newWXboh65+bB4KI6OiCdqdR3SrqiFk4Vwwo701VIAhikqXq8p6h0dyjjXXZMwTx3ILmduHHtxULoXkEKPHUa1l8BOE43cjOorfpyMqIL7YWjKkFbTKJTAuItQBfcZGZHiUC4n41czVkaN7dDoGPiyEO50RR21vCzXjuuKgioKxFYJds6e2P7ND8l4F3qD452TlSJ3bgzcPNq0cG95D43z1HMjrTleDclki2SHxqVYEYVx4t0ixsoJCdlLSLiBeOSRR3jooYdoNN/G5K5/y9jYT1Ao/R3s1O0Dx5VKMv32fQi1+JseOijFLMuSwtjB/QbEqkfDiAMjQ0CJRVo+n4x/b3qCrtxX+zY9Vhp6bfFlby6B5aDcCqrbhOYiKAO7tTTwFBGIxV13DQxLxrbhfRIGbmcwDFMUx1Zqw3pp89hnZyDwMGK/+ai4C9KDqtrNpFMGrguVsmxaKiT82zSkG2zv3sHjT56UrjCNbIyuVuV6MAzo+jI+evE41I7HONNUOI6iWJDCcbu9yTffLRKVZ+S49TOgI6L8ONpKodrLErBX3gsz30pQOTDwWuzWPNRmUUsvYpgmUXEG7Jx00hgWZIflhZkG9FryojvrEiyXsI1LuoONj4/zyU9+kgMHDnD27Fn+83/+z3zsYx/jYx/7GL/xG7/B7OwsBw8e5JOf/CTj41emIJGQcCXo9TSra7EqeH3747ks2M4aaEXK2dkCJRUntvcT3BMSthG30Gozheo1MLo16DTjwSuSyUCvhok/cJo/fBhV3iW7w04ego4kp1tpovYyRuiLSnbqniv20k3TYHhYJszZnEwotrK4KG2zuby0yzZbkkp7cd9wU6BcZ33nQLm+cgpQOoThQ1DahTdyy+BhgKqekGAGkElC4yzUTqP6oX0JCTco3a7G8xST03dw//33USzezLETimZ7+7GFvBSAb7oJ9szIQvjMGbnux0ahUkkWwgnnYXMwat8nwe+C30FpLVZIvar4BYeRBHsqhdmYHXgaf+SgeCUaSiwSitMor4U2LLRbGVRG9RrQraEdlyg/cdGqYADXNSgUYXhILMO67bhtPC0boJvpdESE5PVEHbywIHUB25bWWy9WHkLsm/habB3vqpu8DtMFyI+C5aLyE6AiqoXD255ivRXw9bku617IbbfdCqkcaCU/D68OaFh5AVWfT9TBCTcMYRjy0Y/+DLn8e5ja/R9w3f0YpovrTm4R7mhKxY2AR8eR6/r2W6Uolk7BgQOglIUXh8aFoVxCnicbPaNJV0wCoMLYIsJwZO2lFKqzhqqekl8aKy2q4E4TghYEPczYOqKPX5iR4zwPLIeouAtl2tIFYovaRqfym/yBnQ0LBKXE+q56GuV1JFR7aN/Wl7mNfpBcuYJYRazLBqiblsLvZtpt+d1POXK9nDkl3zaVkjVVty2bJJ2ujIc6th/qq4NtEzrtLVZJxWnC2MZCLR8RS4vMMMrrYLRWQIeE+TH8O74fjTXwelKnnoDOGtRmoTQNbkUq2n433skpSfprX3TltdBm+vX9QN9kXPIs/vDhwzzyyCM8/PDDfOQjH+EDH/gAH/jAB/jIRz7CJz/5ST772c9y6NChy/FaExKuClpr2m346ldhYUmKWVt5571gWEU8/wzd7vEdn6cXJ7b3E9wTErai4hZalCG7oF5L/vSqMojZGcy1EwPnREC0910yqQ26YKakKOy1IPAwfVlpRhN3yOL6CjJckQlxOi0qqq0sLMKpUzKpLvStIi5FhPR6AuWcrBQFAJ3KEZV3oWfeScigVYbTnJVdc9MRX6nVo6jWuqiDeztc9AkJNwD98e3sWVF/tFrw6jGYndt+bDot7X233grT01AoyDVdb0LWhf2vvdZIeDPTt4jo+7N7HZRhyOabBt1pyMZn0AU0uBWs2umBp4gAPfoWVChjXTR0M6or/vk6XQArvaGMMm2M2pyoptyKKIMvkZEh2eiMwtgqoitK4ZHB3DZ6ntSzPV+KwatVOda2Ie2IcjiINlppX1eHjFskKos8y6jNghe/T8NCpwpS7E5l0XaGkdu/nQaDC13HMFj1XG6/+XamRotSLHAKMl/QkWxG1xcwlo+eP5w1IeE64/HHH2du7jRDIz+5rWtzM9lskyiSaxMNaRvueIvYQ6RSUsCa2S3HNppSzAoisX0xTdkMTaeSzdA3Pf1iY98v2IotkbpVdG0O7DShW0aFbeiugg4xm4vbrP+ioQMyZpqGbNxlKigdb3I6WREHGRYq3vzEyZwLABVbCh+zGquCK/uksPwa5HIyRpWKstHZaspy1M3KfM/Z4jB48oR4ZAPML0p9W+lYMR/IsNJuSf2729soBmez8rfnw+o6RNGm8W/4wEYXTP0sUW5ENn07VYzWMpSm0eU9ePvfNfBaDDyMs8+hll5CaYjK0/I5+S3AlGKwYYBhQ7cKmKje69mJffNx2e5i9957Lz/yIz/CT/zET/ATP/ETfPjDH+Yd73jH5Xr6hISrRrcLq2uax58U37etjA6L0nH/3kmK+YDV5X+xYzL76vK/Znp6hvvuu2/7kyQkRMGGAlVraR3yOjK4+10wHDBT2O2FgdOC7Dh68s6N4Liwh2qvowDdWgYMdG4Uhs/vFXW5qFRkMmFZOwdoNBpwZlYmAEMVWTBX12LPqIslP06Ylw2W8wbK9e0i0Oih/VCcxpt8y8AhBmCsnYp3j5FW5dppWE/UwQk3Lp0ONFuaak0m//OLcPy4iFG2ksvCxDgcOiAqkXZXVMGplBSHc7lkIZxwfs5ZRKjYIsJvicI38sBriUd7J/ZPVLJ4s5ZfHHgOPzshgaihL9Y++WGU35VAncyQFJn7yiivDZ0q2k4RFacuSRXcZ3RU7FBSaSnidrsSprhTs6PnSWGp1hi0ishkAUOKyf0u4kbjdb6A4iRhKidK6uqmjWFbrCJ0Ko/KDkPkY9364MCpGdfgXXfsZWR0CFDSIutm5d/KlqI8Eay+LKE9O3nxJyRcZ0g3pkE6fX4hmu+t49gdOh1RMzopGB2HqSm5Nm0LRMemaHciongTR2n5O5eXjoGEBAJP1nNKxQrdtNj21eZQXgssF8OwRA3TrUHoY3cHWyT99IjYPIQ9uTenyigrjdaBrFGUIeuavirYsOLCcDzGWmlYeQWCAJ3KQGXmdb30dNognZYNTzstm5X1ugQqaiQweDMnT8PUpAy5rVbsM2yJe0UQQqe3ka/Ut4qwLIVtK4rF2K2htUUdbDroEblWzfZaXI0uSSdNu4rqrBEVJolu+puEmdGB1+OsvSw2HNWTkB2X8DhlylzDNOJsGB0nvDahtoPqIeHyFIM///nP86EPfYi77rqLe++9l3vvvZe7776bD33oQ/z5n//55fgWCQlXhSgS1dRXviIG6c0d6kxvfZuEDYxPKP7hP/oumo0/ipPZnyIMG7RbTzF76gdoNv6Uj3/85zFN8+q/kYRrn6AfrGOjvDZGZ11aN/uLY8tGNc9u2z0Opu/FcFKycLMyskj2mtBeQekIrBTR2G3im3SFMU2DsXGZOOdcaTkaeIshzJ2FZiMOmzNEYbGT9coFUd63sUBePiLb0AMvzJaQBYjTZvfA7rcTGoPGxk5nHhxXTFGDLqweRzVWUI2lnYvMCQnXMVGkaXdgbk5a/To9ePlluUa3ksmIov+uO6Xw66TgzGnZ2CkWYPfrW2skvFkJ4zAX2Pg76ILXRKEkWKe3LmNepCGdxeisbFdLjdyGYWgwbMLSflRPqqg6XRYVVl8ZZaYx6mek6JwunzdB/ULJ5QyyORgqy0ZKuwtuSrxCrS1DbKcTq4O7sqBeWIytIuLU9WBTrbVxIcNLrA4222vQihUKSoFbRBemxCrKciFXwS8NbgI7jRMi34oCqVSrWGUW+oCS4kJjUdLnE3Vwwg3A2NgYtnOQnnf+3+eedxalUtKAZ0tb/N13irVZyhFxQ79Nvl7X9Jdx7Y5Yno0noXEJMSrsyc29bxERhRKCtnYSFOh0FhX5MubpEKM+vz0QfPgmRJViQiqDdvMoy4kLo0Wxh4BN/sBbguNCH3Ndumqi4cMXtP7LF2SuV4wVv7WaDC/plFiDbaZalc1R25ax7uy8bJBYlizDOq0NYcHmgm8qtSEcard2qK24JcKCJLMa6yeJ0iV0pgLdOqpTBztH5Jbxbv4f+oZT8nkA9vG/ks5OIqLyLkhlZVxTloyNfa8mv3NuXZgwyCXdybTW/NRP/RQ/+qM/ymOPPUan0yGfz5PP5+l0Ojz22GN85CMf4Z/8k39yzjskIeFaptOBxSXNV56Cter2x3dPg2XAUAkmx+CDP/jX4mT2lzh57Lt55YW9nDz23RQLL/Pwww/z4IMPbn+ShATYUOEoQ1TBvTZ0GnHAjgLLxdrsEwiERhp94NtAmfGAGIHfRPViewnLQVf2Qn5nH+srwfioFIrcjCiFB4k4fnSNU6c1GVf82LpdWLzUNadpwtgtaNPE9NpQO7P9GCcrn61S6PIudGEKb/LugUMUYKydgHQFiYeuQe2UqIPbiTo44cai3Yb1qmx4KgWzZ+DECVGDbMV1Ye+MhIhMToiif35+Y4GQtMcmfFP6fvhWKl4sd6UIHCep605N1DtRBETglrHPDqqCAzuPzg3LGjmVh/wIKvRE8ZsdgtDbCNIJu9BaBcsiKu++rJuhoyMwPCwbIf3wqFRa2sQ304s9Rb0A6g1YWtrwIrVsaTFH3i1eD7rd19kh4xbPdcOo6vGNzU/TRheniHLDkBtCBz7Bnm/Ztli2Vk9IwR0lBYRUXqRchgnduvysFl/GqJ7e8HlOSLhOueuu+5ic+Ha6nW9s69oE8HprmGaAaRTk+rRhzx7ZAO315Fq9+SbQWrFe0xhKrvkwksJdqQylUjL+JbDR4Rn2xB7Ciou0zVVor4k4x0xL12e3DkEHuzMYHBdYBRlQQk9s/5wS2s6igy46Oyo2S33riXP+wOkNn3c7DUsvQaSJ3CLkJy7oLeSy8js/VBHBTq0m41Yut9OaDk6fksA5NMzNy2anZUrNtd2RMbLZkk7QINjBKiKQovI2SnuI7DQqDKG1hnZyYoXRXUf5TQlNnboTf+KugdMsfw21ckzEPNkhdHZcPsfeuswV3EqcSZCG7OXZJL7RuKS72Sc/+Uk+85nPMDIywj/7Z/+Mr371qzz55JM8+eSTfPWrX+Xnfu7nGBkZ4fd///f55Cc/eblec0LCFSEMNa225gtfEEXHQBtDzFvukMnA2BjcfLMoIx988EGeeeZrfPazn+UTn/gEn/3sZ3n66a8mheCE86OjjUUsClpLsUVEW5ROcdq6FQ7+EgZD+6EwFQfHZSHwUJ2aTDow0LkxotKuq6IK7lOOk2izWfFX3MhMBzA4PdvkY//8/8df/MWXKJVk13h5eYtn1MVgOuf8FM3arCiqN6MUOlWI/2lISu+utxJY2YHDnN5KHFyUFjO4tVOo+gKquSJtxwkJNwBBoGl3NGfPyoR8vQbPvyjKjq3kclDIwd33iGdiGErR2DBgeERaaRMSvhnn/PAxZLHstWRc63sHd6tiUxAFstANexh0Bp4jKO5BWSlRV5VnpBAMRJlhKWSea5l1UOtnUIGPTpUumyq4z+iodL0YSjZOuh1ZQO+e3i5y6XU3Wm2bTVhZkTbZjAtEUhDuq8Lqr9cqAqA8gzZNDL8L9U0Be3YGXdoFqSLKyoCdwR8f3PS0O4vyTaPYHBUlXUU6AhT11UXmjz3Dsaf+jLC2ww0hIeE64thxxQPf9QP4/jE67ee3Pd7zZhkdmSZCYdsSgHz3nWKZlE5LJ8zQkCIINJ3ORv5lpyOboRM7WMQkvEkJerFFhAhPMB2U30GtHZfxyXQxtRJv/MhHNea3Fd6C4f3IfdmQorBjYZi2dL5kSuds7/rrEW1nQIcba0ivh9kQO0E9cviC7ZEyGYOMK7kvhgV+KEXdVBpQ260iTpyAoWHZX6ytQ9eL3z4y9ulI1nk6gmZTxkjLUliWoliQ/d9GE9rtLWtA00QPHZR/9mpopcQ7OeihunWU5RCm8jzj7aI2OFWgc+TLHP/a5yH00MVpyYMJfHlhZir2wOih1nYQDiVcWjH4d37nd3Bdl0996lN8//d/P7lc7txjuVyO7/u+7+NTn/oU6XSa3/md37nkF5uQcCVpteHVo/CNF3betTq4X25uY6Owdw8MDW1cPqZpcv/99/O93/u93H///Yk1RMI3p28REXs+GZ018OviWxuGYFqYrcFFmQbCg98VB8f1xFM48lHNJVFFOTnZEc4M7/ANrxymaTAxIQWmev0UnS1FWcseIYhu4md/7v/i2We/jEYWybXazs93QeTHN5JoV1/dbhdhObKrrhQ6P0ZUnMafets25RTLRyBTABXF6bRnoHYS1VndaHFOSLiOaXdEqRiGUps7dhyOn9h+nGHIgvfwYdg1I8Eic/OwXhfl1KGDSXtswmuw2Q8/vtvqoAe9pnjmdqsy1vnd2CKiiF0dXKSFGOjiBDhpcHJEuUmxQVIGuJLods4vUfviP2wootLlVQUDlIoGbkY6WzptsYo4efJZ/uILn6bTGfR+rNVbBL4UjhpxMRilcWzpoPE9KSrDBfgGg2x+FqVndyBMTinIjRFlRyBXgdAj3PVW9JblnbN8RORehpLVeDrH+lqN555/ldOvvsAr33iWL/3uf+Qf/O3v4nOf/e8X90ElJLzB1GoRx47D2PjNvOc978XN3DLwuO+dZWb3JOl0BSIJd7zpsARnGUqKwYcPyiVSrYpqWGtROSpDCmbpdDL+JcQEPfljpmStEcpmJ+unZDxKl4EQgjoEXZz64LouMNKQHhINjZ0GK4dWaVAGOjsidkjKENVwv/hruzJ2Atp0YPUV0JowNwS5Le0qr5NcLrZHKcn/+77BlgH7DwweW12HYl4UwX4g4h6tpWEziqSWEsbdZpvtIBwH8jk5rt0S9fA23CJhcRoAo7NKZDjgZNBeE/wWf/GVb/Cxf/NJvrE0WA2uuLDw9Od57kufRaVz6OyECKa66/IN3TIoC60Sl4KduKQ72uzsLPfeey+7du067zG7du3i3nvvZXZ29rzHJCS80QSBptnUfOlLsLys6XQ62445dEh2yiYm4eDBN+BFJtw49Bexhik+fV4bOnXo1eO+TgerPnjP9NPD6Ik7QEfSeht5qHYt9rZV6OI0UW7ksoTmXCiTE2AYmmeefgy2qLts26VQuJd8/kF+/T/9O1xX0+tJYeqyMHxgQzG1fnL746k8KLWhDp6+i8ApDh7jrcdtsylpmV07gaovQLsqO/oJCdcxvq9pNTVLSyI2WViEV16RSfxWCnkoV+DOu2DXpEzsT52WRfLuXVAsJAvhhNdgsx9+6EHQxdAaelWIInS3IWNdFBcnlYHVGjSu9vPTYGfFUqI8Leo8IMqUB1XBpg31BVTQQ6dLkL0ym6Ejw9L50unBSy8e4VO/9Zt4Xg7TGNz4D0ODWr2G74ny9+yCLJRtW6x7/SAujxuyYN6mjvpmnC9MzrTRw/shVZLiuQZv97cMnGr667FncwfQzM7P840jx8hZHQ5ULN61N80HbnP51tEmP/0P/z6PPPLIRX5SCQlvDFprXnwJFuchk4YzZw6h1OaNoYj9+ydIu8OEsdVLuSIBqatV2QQ9dBCclKLb0wSBFLeiSON5kHXFMiYhAZANySiQ8c5yYuuGLjQWpGPTTMnGpNeWYm9jDoNBwYpf2gtRDywLbacg5aJME0wLnR+XAjFsjHeWFIpV7BdM6GM2V+Tfw4cv+q1kszJGVSob2S5BKF+fmtwIPu0zezZWDkdwZk7OMU2IFDRa0In3ebseeN6GVUQmA048DlbXzvNiKnsInYzYRfhNsDMYUUTUqvGLv/RL3Dpq8i2709tO+5ZdKV788ucIu03ZSE7nRMwT9NDKYH69xVPPHeHRRx8l3CocepNzSbP6SqWCbduveZxt25R3ippPSLhGaLXgmWfhia8sc+rUOjAYNDUxtkAYwviYTBxcN1kQJ1wkWp9rd0VraC3GFhHdWPFrgtfednMOd70dw3Zkh9hOo3WErp+Rvpx0CfKjkq7+BjA8DAsLr9JozqK2XDsgNg35wt9kcXGelaWX6HZheeUyfXPTIarI1rVZn48T0jd/c0O8pwCVLROVZgim387W/WFr5SjYeSAS243qKVT1lLQzJ+rghOuYVgsWFmSfqNeDV4/BiZPbjzNNUS/e8Rbxx3ddaQmMAigVxFcxIeE12eyHryOxiDBs8HsQ9lC9mhSDjRCcHNYWdW0E6PwUKjMEhkWUm0ah41SbkoyhcXAcUYTRXAIVq4It54q8pZERKRzpSPPYX32FlPsWCqX34KRKA8eZpsvaWhPP06ytSgdMpw22rXDF8QLfA/Ni1MGwc5gcgFshKk5BdgyCHtH4bURq0BIptXKE2C+CV158hYyjuGk0TTnr4DoGozmH//WtWb7/tjT/7Gd+KlkwJ1xXLCxoTpyCVgdOnobVLcWmobK08vd6MhamHLj1VlhZlc3OQl4sItAScpxKyb2o1ZKxcXwcLCtZ+yXEhD0Z6wxD1m3KEOuG1SMyaUrlMbQvBc1eB2db94slnZzKACOFsrOyDnQLRG5po8tzcxeM7co6se8dXJNN1DBzaaGpuZxBKgXDFXk5na50k2Wz4rawb8/g8SdOSKgqwPJS7JARX1Ne7J3v+/IxtFr9YrDCthXFomyE1urQ7Z1nbTVyCK0UZuARRQHaTvH8c09TW13mA7ekMbZWpwE3ZXBbocPpr38Rw3bR+UlI5Zg79jK/9du/w2/+t0f4t//xE7zvfe/jnrvuSDY8N3FJd7V3v/vdfOUrX6H2Tfp919fXeeKJJ3j3u999Kd8qIeGK0etp1tY0/8/vnmJuroljD+44+f46z33jj1hZOcLUFOze/Qa90IQbgy0LZdVeg14DOlWIPFA2dmNx8BRsooMPSJsLxEE8DYxuDbSPLu8iSpfeEFUwiFWE1gtEURvH2b5jC+A4I6BcWu0lwlAWwfX6ZSqy5kYIsyLZUKtHt9tF2K4oyJSBLu+FidsJ0oMTJ0t3ZEQ0bPkZVU+iamfEizjxDk64Tun1NPWmZnVVbjln5+DosZ2LUPmcbHjefitMTEiL+/KKFIUPHADHSRbCCa/BZj/8ODhahx70amLz0FqFVlVWmEEItotVPTbwFEGqgk65YBjih2uZoDXazsZBOp3Y8sCE5iLK76DTBciNXbG3NTqicDPQbC7QbAdkMt8ulk074tJsNWi3odmApWXQaGxb1FGbAxsbjQv0zz9fmJxS6OGD0g6bzkPo0Tv4roFTjaiL0a1TXz5Lp9PkQNnctqg2lOJDd6bwq/M8/vjjr/91JSS8gQRBxEsvw8qyhGH91WODjxuGBL+1W3LJpFIwNi4ByJ2ubIIevhlMQ1Gva0xDjgsD+VMsSj5GQsI5+hYRhoM2U/Lvbl1sfBREqaJUQ4MutOYxo+7A6X5xF5haVMB2BlI5tGGBmUYXdsn4BudUwfR9hGNVsMbAaMYdNaW9l/x2Cnkp/lZKQAS1KrhpUcfv3zd4bL0h80KtJFh1cSlu8kHGt1Znwymq2RLVPsj4VyyKYLrdFnuWHXFyRH27iG4dsKivreCYmsPD57eBunMyjbl+HN2tofPjvHJqgceeeIIJp81Dd2T4r+8v8+WHytyeWeOhhx5KCsIxlzSz/7Ef+zGmp6f54Ac/uOOk4YknnuBDH/oQu3bt4sd//Mcv5VslJFwx2m147AnN8883QI1hWoPKRssqYKd28Zdf+n+4+SaNaSYL4oRL4JxfsIlqraC6DVGidhugxYXfDOoDp/hD+6EwDlrCdnQYoNZOSh9OKiuL4MwbO1Pdv98FQnq9nTcHPa+D7exmYrJELiMT8MumDgYY2ktkOmIXUT2+/fE4hEG5RaLyXoLd79yeul49BU4R0NBakTC56ilUp7rJAzMh4fqh3Ya5WVkgN+rw4stw6tT24/otfPfcAzMzsgA+dlx84SbGYWwsGfcSXgf98U2ZqMiHwMPQQLcGaLGI8GqywrQdjG6NzeVIDYT5CZQb92MXdp0rumpXxjjVb5nVYMQejFFx+oqpggGUUoyNgDLWMM0C6fT5vRlTKZeep89ZRSytyBuzbfnj+efq5OKxeKFOROcNk3MJh/ZDdlw2NEu7CdODBXJn7Qie52EaBkV350X1ZNZiT9licf7sjo8nJFxrnDoNp0/L9fSVr2x/fHoyVirG12EmA2+5TezKMmmYGBMbGM/XtNqiBFaGeH87aRkDE6/8hHPoCBV40uVpOWCmpFtl/bRYyzlpMB0p5EZgrw2uSSIUOjcpOw5WBpUugu+hUnnxHu57/27ugnGy8feNVcKtJVQYEjkZKE1e8lvK5cB2oDIkSt9GE0ItBeHJKbkmNrOyKtYqUQjzZ+VYOx5SWg3oxo2uvZ4EysHGPNM25WtrO+QznaM8I7ZIhkXUq1EcGqWUNnl1NTjvKbapmOqchOppdKT41Oe+SN5R/I2bXGYqDlnH4B3TDp/+2wXeezDFz/7TjyYdMFxiMfjDH/4wtm3z8ssv86EPfYh7772X97///bz//e/nvvvu44d+6Id46aWXsG2bD3/4w/zgD/7guT8f/OAHL9d7SEi4aDodzfy85o//eAUYIp3eucXdSR3i7PzjHHklUUokXBrnUta1gvqihL+FXVE7mSZGt7l9cXzwuweD48IutFcg7KFL+2UyYO2syL1avPe730oxn6bb/Sp6R1uFDiMj93DbbXdQLMkEYeVyFoNNBz0U20U0FgdbaAEMC+1kZZZT2QOjt+BnBhfKFl2ZnBmOfNbVk6jqKVEH+4k6OOH6otuVrpeW2Ipz7Liogn1/+7GZjBSBbzksISJnZmXDJpeDQxdvRZfwZuOcH74hFc+gLVUVvwN+F9Vai33ufbBd7Nrc4OmGi3Yy4JYk9NNOo7SWBXIqG6e3x4u3zqqoglMZKExc8bc2PAwT4w4oh553PsNDMAyXKLTo+RJCtboSi6DjYrChZCHcX1zXz6eOOh9bw+T63UYApRmiwgi4Q+B18A58x8CpiohM2CGfgmZ350V1ww+4eUixu5K6wBeWkHD16XYjXnhJCkvrNTg92I1PpSLK31ZLisWOA7tnNsLhUmnJgVFKsR6HxqEkNA4FYyOKXC4pBCdsIvDkvqsMKfoqIAwlyDoKwCljaE/WDZ1VTG994HQ/OwZKy7rNcaWgHHTALREVpsRgHkQFrLVYUNjpQVXwuvyi6/LMZXlL2axcG0MlQInfb6cDmZyoffdtER+fPAX5vAz1i8tiE2EoER60O6IIVkqG62ZzQxls2YpiSZZa1aqo+s/L8GGxi1Amtx7ay/hIhU9+o0uk9XlPyVNDLb/Iq994kpfm1rhzwtqxA+Yfv9Pl1Jm5pAOGSywGP/nkkzzzzDOASMDX19d58cUXefHFF6lWq2it0VrzzDPP8OSTT277k5DwRqK1ptnS/MUXYXnZAEqoHXxoABxnGK/7DIuLizs+npDwugi9eGBXoENUZxk6DQkq05IsY7e3pM2myujJtwAKbVooHaLWTqC0Qlu27Ai7F+8VdblIpUz+p//pO+l1v0Gj/jxab604Zbj9tr9OGCgKRSlIVavQ7lxGP95sZaOFdke7iIxM3tIFwqEZwpnt6mC7eRKcjFThW8tSEF4/g+qsJ+rghOsGrTWNpmZuTibny8tw9DjsNIRlM1DMwdveBtO7pXV9bk5aafftg3QqWQgnvA4G/PDlvq4DD7oNsYjoVKG3LitLrUBHGNHgJluQG0W5RVARFKbPBddotxQXleV4raxzi+GosOuqbIaOjMDttx3ATRv0us+dZ9NT8PyM2CE1RR28FtsiW5aor/xgw9VJilQXOA4WJyVkR2tYObrxddNEDx2E/BgQglvELw8mHldYIeVkOFYNty2qI61ZbIS8Y6bMW/eUkzEv4ZrnyKuiTAT48pe3Pz48LEWtMIzb1Atw281SPHZd2DMDuayi0dCi2I+LWt2OqCInJsztT5rw5iboQuihzZSEuvlt6K6jGsugDKJUHnpt8HtYy69sE/hEhWmxBTQctDsMoQ92StYopelzx6r+eGfHQjU/tproVFGBJ7YSxV2X5S0ZhkGhiPyJ41PW1kQQEPgyF9xMsynKYK2l+LteAwxxdfJ86HU3FMEyxmmUUji2XIOGKZ1rzW+2Geq4ROUZMAzM0OeDD/19XloJ+V8+1+BrZz1avYgTax71LetI5+RjBGsnURrGsjt3wNw6Il9P6jpwfuON18HnP//5y/U6EhKuOp0OvPoqPP0MNNsZXHe7KrhPr/sq4DE2duU86RLeBAQyMmplojpVVKcu7bO9emwRoTEYHNSCqXswnJSEFdguOvBQzUWZSAwfkslAuvBGvJttfM/738FKNcef/Oki3e4arrtxvbhuGsspM78AM7slsKPXk/CBmcuzsS2U9xG1qxihR7h6FEY3yRqVQqfyqG4NVd6PHjmDNztNqrHRamsR4ns98aYMe7B6AlU6Jt6Vbumc3URCwrVMpyM2LJ4vE/JXjsCRI9uPMwwp+h6+CQ4flKTn516R/aqxEdg1vf2chIQdOadQVagoFIuIKITuOkQa3a2jvIYUip30Dt74SkI889PgltGpHMowZYxzchAFG37EnTWU10E7aShfnsXwa+E4BqMjEffde4i/+MLTrK19mkzmrTjOOEHQJZXasGrSWsmC2IN6TawihoclYCdMy8LZD0UdHIayIC5c6DBe2Q8Lz2G21wg76zI+ARQmCAuTmM1laK8Q7P0WrOqr5woSCrh9d4anXm3z+KkuMyWTIdeiGwYs1ENaPrzr7r1Y6ycJmweviuo6IeFiWF+PeOWIbLocORKreTcxs0v2M/oq35QDB/bJ9WbbkM3BzB4IAk29LsXhlCNda8oQewjHMS7cyiXhxkVrVNBDhR46VQDDkqLt2kkpCttpkcn6XQh7WK1BgY+fHgZlgwE6nUM5LrRXITdK5FY21hiBt7EZZ7tiDxhJN4dqLgAQlS6vPVIhB8sWDA1JiGKzKcVdOwV7dstm5mbP++p6vLnpwcKiFI5NS+aV9brMPfM5uf56Pbm+HCc+LraKqNWgVPomL6o4TdhewwTuvftmfvInf5J/++u/wft/Z5lSGu4Ys/j+O8q8d1Ox2gzb7NLzjGcMTq0H3Dy6/TN6YVneSFLXucRi8NTU1OV6HQkJV5Uw1NRqmi98QTyj4PyqEq0jVpf/JdPTM9x3331X7TUm3HhsWEQAzSUp6Pbq0kJrgNkZ9NuNMIgOfDdK2Wjto1Do9VlUJMIqyjPnfBSvBcbG4I633EomfQtPPFVnMFvUZWkRzpyWYnC5KMqM5ZXLXAw2TfTIIVh4HrO1TNgagewm5bSVQpsOyoFoaD9q9zvhhd8ZeAqnM4dX3AOt2I6jegq1fgbcogQ9GIlSJOHaJYo09bpmYV4m8qfn4ejRnb1Jc1kJ1nnb22Thu7Agk/NcDg4cTHwSEy6Ac37B0gFL0JFdhaAFYScOS22BDkG5WL1Bw0A/VQE3B3YKXZqU+6zWUgi2UtAVL31tmGKPAET5q6MK7jM2BvfcfZBaPcOLz/0Jq8v/DsfeA4bFyOiHUGpj0dnpiHKq3hBlfnhQFsK9niyE/Z4IwcJQrrkLLga7RcLsCGZrGdaOw9TdG48NH0Y3F1HdNTBt/Mm34Zx96tzDZdrcdtMhXjg6y1fONOkGXWbKNinHZd/uYfJ5BxZfwhjaT5Qbe8PCaRMSvhmvHIH5BVEYvvjS4GPZLLhZ2YwJfREgVIZg14xYtxSKcOgApGzF4qImlZLrstMRW5dCQYpiCQkDhLFFBEoKvzqEoIdaPwk6QqfKGF4bwg7mDqrgsDABugtWBfITUkCOQshU0Js3NjergvtWS4Du1GWtqBSULm+ifTYrliojozJn7PTkesjlwOuJVcSRVzeOn5uD6Skp6i4syPWEEk/gdle6P/N52f9ttTSuq8QqwlLk85q1VVhcgV27om8+1xw6iF54BtN0uO+uW3jHJ/4jXzu+wsJanX2ZLjePpQi//knM9tK5U0ZbR7ljpsRnXm5yeMQesIqItOZfPNZhZtdUUtfhEovBCQnXK+02PPsNeOkV2dli4HYN3e4ytp3D8xZYWfqXNBt/yr/9Nw9jbnVQT0h4vUTBxi6v0rIT3GvGqqkQDBPb37I4Lu6C4qhYSJgOhB6qPivHl2Zk5voGB8dtJpsxqAxFFEuKqcnilmIwrNcl5MP3ZSK+sCRtSEEQYVmXcbHplgjzY5iNRdTqUXT6Tvn8+qRy0F5DlWckgb1yANY2Wm1NgG5XtsNDCaRTK7tFHZwuXjNK7ISEnWi3YX5e6mj1Jrx6FE6c3H5cKiV+iXe+BfbOSJHq1GkpWO2ZgVIxKQAlvH7ObXbG6NBDeU1UGIkVUqcm4yBg9tYHjwW0W4HMqHgD23mwHLRholP5ODin3yJbQ/WaYpN0lVTBfUZGoFiC6ckpbn/LD9FtHqda72CoPM+/YNPa5HrRaUu77VpVVFKNhiigDBMyblwsjhvSOp2LHAeH9qK7a5hem7A2C3ECO5kiUXk3ZmsFanOEk3ehz34VtckYaSxap3zvXVSbPrVeSMnyKWVtmV9ooHYGtfIqVPYl6uCEa46zZyOOvirt6E/sEBo3PiZWD34gU+W0C7feKgUq14WhilzPjYaWPMvY03t1TYKwpiaTzdCEHQh6EHTRloO20hJo2l5HNRYlmySVk9Bpr4O9fmzwVKcEphSQteOCW4b6HKSy6HRRvN4h7oKJZe7nLCLiILn2MgBhfvSyr0UMw6CQjygXJUei24PqGkxMwuzZ7cXgdgfcjCiIGw1oteXasm0RNndjqwhDiRihVNJYlsK2NUNlsU/qNGXOmst9kxfmuETlvZgrR6HdwjBTvPXmGXR5D8prYsw9i7f3ftwXfm/jvRDxt986ycceeZGPf7nF9xx02FOxeH454F881uEPX+3x8MO/kNR1uETP4ISE65Eg0Kyva/7887C0vP1xr3ecZuOPWF74Vc7OfoRi/kkefvhhHnzwwav/YhNuHM6ppgxUt4nRrErIWa8uC6/A37IlAeHed6NMW3adDQtdW0BFAdrQUJ4hcnJgXFt7erumZFBPu+JFuhmtYXFJ1Pi5nLQcdXt9df5lpryPyE5jhN6gpyJshMlZKfTIQdj3rWx1bHR6C1IM1oZ4B68eF+/gbi3xUUy4ZgkCzdq6ZmVVhCOnTsErO9hng0z2p6fgrfeIAurEaVk4l4qwf9/24xMSzksQ++Gjxcc2CsQiol0FNLpbA78RK33T2K1BiwjfzEp/aW4CsuNo25XnMdOivuoXglEY9VgVXJgSf/erSDZrUKnI+NVpKnbt2c+977iNyckZpiYHR3CNXE+dtthCVNch0tKG7qTAC8SLsd9oUm9cxAsyHaLYM9KonRkMk6scQOfHZWWuA7x9f23wVN1EBV3KlQJ7Jkcojc/IqlAjP89eExZfRq0dl+SthIRrBN+PeOklsV+ZnZPNls1MTMQq3660tdsOTIxBIQtoKVgdPCBj5Pq6bIy6GSkUa8TSpVBISiQJ21FBR+yKDAdQEAZyj/S7YLmgzFgpfHrbmi7IT4offioD+QlUrw6RD+kSUX5sw/KhrwI2HVnjBT2R13odjHYcXlrakuh2mSgUZDOkUpGlTq0ha7V0SmxXbHvw+Ho9fokBrKxKE4kypUOo0YBWU3Ir+pZlIIKDTFaet+fFfsOvRX6c0C2h0nlor2F0W6h2FZ0uEhXGYPgwwRZ//NHwLD/yt7+L+SDHj/95g4lfXubbHq7yfGcoqets4tqqIiQkXAVaLfjLR+HkadmN2spf/669NJsOpdIc97/z2/j2b78v2TlKuHT6izSloLkgilOvIYO+Aqs9qAoOVQq9950oZUgBOQpQzTkZYTPDsluceeOD47YyPiahG5WSKC9aW66xswuiPty1S4pOrZa00E5OXuYXYprooQNiF9FeI2wuQ25k43E7I599cTeMHcIrHyZdfWXjdJBtbdORn9X6KdTyy4k6OOGapt2GhXlRYiyviCp4p82WfB7yWXjnvaICrlZhZSleJB/i8ir1E258YlWw1kpC3/yOFH79DnhtVHtV/h36KK23t85mhiA3BG4Gnc7Jfdcw0em8rDT7FhHdOkanLivOypVZDL8WE2OyUD5xSlSJw2Up6B48BEe27Du221JoqtclvHHXNKRSip6ncWwpCOfT4IWycK5cTKNPcZqwuYTptWH1xIZPfipLNLRfvIPXTxFVDhCd/ApGtJHY46weoWffId0yygQrB1EDsOXnt34aY/lVwsp+KIxf9GeWkHA5OTMLx0/J/PJrXx98LJUS+6NOW7rQHEcKXLfcLEWnbFbmm5WyYj62h7AsuVa7PdkkHU9+1RN2IvSk6KuU2DeEHngtqM2CkqBTo1eHsIe9PBjSENh5Wbf5XXCHoTAF9TNyn82PQS7+pdORqI1B1ikgm6GpNLq5hKE1UboAueEr8hYzmXjzZFI6OVttKfRmUmL9sGeP5C31mTsL09PQ8qUjbdeUFJOJ5Pj1BpSHpJbdbGoyGbGKcGyxiqjVZA04/XqcZ0cOob0Gykqje3VUO4VOl9DlPdBaxZ+5F3OLP/5BNcsv/tP/jReWfY63HIrTh7nvvqSus5lktp/wpsLzNGfPah59TG4+Wzl4ACxH8fa3TfNDH3wHf+2v3Z/cMBIuHR1tBN/o2CLC70J77VxLpqU7A6f4w4dQdkomG6aNbiyiAg+UWEREVgqc7BvwZr45+by0wpZLUNxhYVurwelZaUkvFOIQubWLSFN/Pbgl8ecCjLWjg6qpOEwO04Tx29C730bE4LWe8pbAtEUd3FmGtROiDu7Vz7U7JyRcK/i+ZmVFs74uKoxjx+DlV7YfZ1mQduDmW+CWW0S1ceyYXAqTUzA+mkwNEy4MFfQtIsSGQIc98FqoyBcrpG5sEWFY2N3VgXNDDFkkZ8cgM4Q2UlIIttKitAr9bcE5YWHyDRv/xsbEZzsMJTgniGRjxXYgt0Wo3OmI+rdWl0JUryee3qYhGy9ed0N02+tCt3eR42BFpPxmaxk66xtfL+9Bl6ZFQR169A6/e+A0gxCjsy4vMuxAuiw7SUrJz8trwcLzqLVjsfI7IeGNpd2JeO45mUs+88z2xycm5Jrqxu3pji1rO42McbmsbIA2m5ookPHQceT5TFM2bBwnGQMTdiDwIOyJYtdOiZVDewXVWQHTQds58cpvLmFGg0oYPzcOhGC56GxF7AIjH1J5dHZERCawYQdhmKIU1hEq6BEFHkZsEaHLe67YW7Qsg0Iehofk2ytELJDLS6fLgf2Dx3ueXEMK6X7xfPHcth3xGe514ux0JeOh72tMU2HG6uMwEF/vbvd1jH2mQ1Q5AKkCymugulVUewXsLFF+HCp78SfuHjjFas6hll/itn3T/M1vvZP770/qOltJ7nYJbyoaDc2f/QWcObO9bdYwJMhqbBgOHIBdu5LLI+Eysdkiwu9iNNfE98lrggYV+tuVUje9VyYXYYACVGMeNGinAG5BvKauQSzLYHwc8gWZdGfc7ccszMtmTD7PuQnC6ur24y4LpT1EdhoVhtvtIqwU2rSxKruIhg/SG7l54GEDUF4bDFsKyeunUcsvifell8RLJ1xbtFpwdl6CrM/Miid+u7P9uExGvBLvvRfGRmFuVhQcuTwcOrj9+ISEb0roi+xHRzKORQFGGKK6VfFF6NbFciAMwVSYweC9009XwE6jy3slLC6VFW9b25XguNgiQncbqM66VHgq+7e9jKtFoaAoVyQlfT1uTy8UgQimdrAwDkKor0NtHRqxKNdxxC4iCKUI3G+9bV6MVQTIxmc27nxZO77xdcshGjogqrOgC9kxQnfQ/9epHRdlt1Lyc7QK8hn3/VJrsxiLL0vobULCG0gYhnz608/y559/iRdfXGZh0G2GkWG5tpoNKTLZDoxPwK7d0q6ezcHu3dLyvroqoXLZnPxbI3ZJpVKy9kvYGeW1UGGc4RJFEHio6ikR95hpKfAGPawta40OUOtEIlVP5aC8F9VcEjFQbowoO3rufttXBevNqmAgqs+joki8houXu5VykEJBwoeHyzIkVKti/eemYGpCrrHNtFri8uT7sLIiymDTlCGlVpfOGMcWS4hevG+ccsRuyYy/vr7+Ol9cboQwNwyZErqzhuqsofwWunIA7VYIp99GpAZDZZ0TXyJqL4uaO2EbyR0v4U1Dt6s5ckRaina66bz1rbJI3r0bbr3lqr+8hBuZc6opoLUCUQ86a+daaa3u2sDhoZWXVk8dyoja7KuCtUwCLAfSpav7Hi6AqSlp1SuXYXhk++PzC5JCa5kSsONdKd9giO0ipMJlttegsTD4eCovM5ax22DqrYQMznIcfy1OtTekgL9yAlU9jeo1EnVwwjVDt6uZX9R02lJwOnkKTpzYflw2IxPwe98Bh/ZLC+DsWfEwPbAP3HQyLUy4QOKOC621dFwEngTk9Jrgt8QbP/QhCjG9wd0JDaKIygyj0gW0acsmqOWeW7idC45rzKO0JsyNQTp/Fd/gIIahGB+RsavdFnuHXGx5fGAHr+12W1SK67FVRKTBNBXKkKKU53Mu1q1xscVgkDA50xS7iNrsxteLk+jyjFgbhV28A98xcJoCzMZCHHLbk81mw5JHIh+8Nix8A7X8qlQGEhLeAB555BHuvPPd/Oz/8X/zZ3/+BC++uN3psliU0LggkqlzPge3HIZGXYpZpZJYRCzHhWDLhnZL7CHctITGJSTsSOiL6hfQTk66Xnp1aC0CJjpTFouIoI3VPDNw6vGFDt/4xjd4/vkXOLHcjO0iOqAMdH4KsrHlX98bWCmw4oKm35V7c7wZFxV2X/GsmFxONijHxqTAW6/Lei3tyli1Z2bw+IUFUQeHASwsShOJFQcytjsy9mkFaFHka63PWUXksvKcizt0a5+X4QNot4xStnTYNhfBNMU/vzSNN3PvwOFm0MKcexqcN27ecC2TzPoT3hRorak3NH/yZzA/t/3xkREoFmQicNut4LrJpZFwmdB6IxVWaxm0/Da042Ki1pj4A6cEY7eiYm8ppQxorsji2i6AWyFKlzZUO9cgGVcUFpWitAFtpVqVYpUfynXX88Tf9IrhFgnjlHWjemLQLsKwxJcrN0w0fAhv7LaBUw3A8LugbZnp1E6hFl9I1MEJ1wxRpFmvaebPyr7FqdPw3PM7H5tKwaEDcM89ogQ+cUIm4iPD4uOdkHDBbLGIIOhBryXWDt0a9GqiojJMrM7gjd5XaTBs9PABsDOSxK6Q0DgrHS+ONXhtjG5NFslDB67q29uJySkZ4zxPFIemJYUn09qeit5PVK+uS8BOEIBGY1uQSstjCsCQhffrapfdifOFyRkW0fBBKE5JQcPJ4W8J2rFbZ6VwrwEdyKLZMEEZUpxonMVYfFHmIgkJV5lHHnmEhx76EF3/u6gM/0OGhv4elj3YHbdrWn59O7H1SioNe/bKOBdFIvbZOyPTON+TQlU6LdelYYiIIbGHSDgvoQeBJxuWhiGq3sYiqrkqVn5WGvwuxurxgU7PSGv2VVK8bcpGhR1+8/c/z/Nf+4qIfTIVdLa4YXnki7WEttxzVj0qCmJrQQ9t2VB6Pea6l4ZlGRQKYrlimBABa+uy6RmEsH+LXX+/09pQsr7z45p2OiVDeLslQ49SG+OhZSlMU9aIQSDdM573Osc+0yHKT0KmgurWMFrrqM4aDO9Hp4voybcQpgc9lVPHvwAL55kYv8lJ7noJbwo6HXj6aXjxZWmH3cpNhyU99vChxB4i4TKzqfCoAh+jswatVfBqoEOMqLODRcTfAAxZWjeXpJhs2ig3J95/7rUXHLeZTEbaz9NubBWxQ+D7/IJYRRSKMqdqtWF9/Qqqjoq7CJ2M2EWsbpFMpnKy6J24FSbvINzSYmQHVdn21kBnVbyDE3VwwjVCsyVWD1EIi0vwyqsyId9KPi8FrPu/RSb5Z+fEJzGbgVtuAuMa3mBKuEaJQlmsRqFsXEYRRthDdWviQ9utyqZZ2AMVYTB4jw/TRXByqMIutGlIQdhKiSejaW8osZrLqH5wjlt6A97oIJWyolSGTBrqTZljlopS1J3Zvf1434NmXQpPjdhawnGkIBVFoh7uW0XUL0UdXJzeeZzLjhBV9oJbhLBLsPf+c2pkkNdtr8+B9uXFWhmxR1IGqEjadxafQy2/kqiDE64qYRjy0Y/+DKXKQ4yO/X9x3UmUYQ8c43tzOClNqxF34qfE8m//XrFncV3Z8KxUpI0940qQ3Mqq7DUNVWCokox/CedHeU0Z68yU3AO9plg9hD44WZQOIfSwll8dOM9QCtcxKGcd7p5KM54zePzzn5MKam4SnR2VA6NwI1vG3qwKjlD1BZQBUW5c1oBXgUJBrB1KJalbr66AmxF7h4kdrCJ6InSm09U88/xpnvvGVzl5+hVQmnpdOrIdRzphej0ZfRxH1PyGIZs4O81bz/8Cp4lSBXCy6O6qKKeDHtHQIciN0tuiDlaEOM//3iV9JjcqyZ0v4YYnDDVr1VgVPL/98ZsPyyR+z0xiD5FwBej7BaOgvSItl61VWeSGGqtXHzzcKaOKUxB6KK3jkLkArAzarRA5WbGJuIYxDIOxUVFIDY/IJHwrc3NSjLLiQI9eTwpZVwzTHAzZaW1Ycyil0E4O3BLRxO14k3cNvh/A9OqgLflZrJ9GLTyXqIMT3nA8T7OyrFmrQhjBiVPw8svbj0ulZFPmnrvh5pvEp/T4KZmM79sDhUIyHUy4CML++BZJy2vYky4WryljX3NNisIK7E5t8FQUpPNExWmwU9I6a9qiCLbTG4vjKMDoiKn8lQzOuRAsSzE2Kpsr9YYUnDI52TOc3qHVvNWSDc/auviTRpGMO5Yp6kTfFxcouESrCNg5TM4w0OW96NIMEIECf+Ktg++puyLezgDaEwslwwRlAhoaCxhnv56ogxOuKo8//jjz801KlR+WDactaB3S6ZylsV7D86WwlMvB4ZtkD8OyoJCTNd5aVcY8x5E5Z7cjCuLJKy+2TLieiQLw+hYRGRmXug1Uc1HCTu2siENqZ7cFx23GUIrv2pei26wzu7iCzo1s5L/0vYJNWzoWtUYFHQlgDTrytdLVa9/KxaGoE6Oi3F1d3QhgDKPt6uCVVWg1Vzl27AR//Mdf4b/+5v/Nf/x3/4Zf/0+/wtPPvsTaOrLrqKHZZNAqIidam/mF7a/jvJgmurxbNji9NkanhmouQ3GSKDuKGr2JoDTo22SffhRV3cE/7U1OMvtPuOFpNuFLX4JXj24PQ3ZsaQ2amoY735LYQyRcflS8WEZr8Zz1u+IXHIqvorlFKRXsejs4riyqezUJK1CGtAelC+AOvQHv4sLJ56UQXMzJzvJWquvSzh5GsVVED1YuxDPqYnBLhPkxAFT1+GCKpJ2WSdjoTTB+K4E96C1lR624X0rJz696ArV2UiaA/d38hISriNaaRkMzOysL4Pmz8PJL0oK3lXQa9u6Bb3mnqKReOSK//pUy7N27/fiEhNdFvNmp+pOr0AOvjQq74NXFUzHyxQ4paA6c6ttZMCzU2G2ARqdLIi0yrNgiIg6Oay2jwgBtp6Bw7VRtxsfjFldfVE1EslB20lAqDB7b8+RPsymWSL4v9i6OI9dmL05gNwxpY282L0F9u3mcWz26Mc5lh9CVvZI3EIYEU3eitywDneXjQCjVatORPyh5c34Hll5CLb6cqIMTrhrz84s47u2knJ2vfa19dBTRaAVEWrx/d0/LvLPXk2Lv9K64ANyV6y2VhrU1ud1MT0E6laz9Er4JQQ/CHtq0NuwbGovQqYLhSNib38NaPfqaTzVTtLBMWO1ClK2IuKdf+AWxrYN4jaihcRalFWSGrmpWjOMY5HNSIzEM8b1fXRHFMAbs3uIbHIRwZnYWcMhmv5PJqX9OZfTHaHfLfPb3/5DHH3uWXleWUf0gOdtWGIZ0kkahqIcvaOzLjxO6FVSqiO6uodor0G2gR24Bdwh/+h3bOmCcx/7NJX82NxrJ3S/hhqbX08zNab705Z3bD95yR2wPcQCmppLLIeEy0x/M0Sg0RntVvJ+8piyOw8GqTQRE+98TnxtI0VEHccJ6Dp3KQTq37dtci+RyivFRmXRXKtKSt5W5s7C6Jm1CUSghA/XGFV5klmeITEd8gGuDIQ+k8uBkiSbvxJ+6c9skwvLXJUgu8qF6KlEHJ7yhdDowO7dRZDp6Ek6c3H6c60KlBN9+P0xOyDm1uthD3Hqr+MMlJFwwOjqn3EWZoDWG30F1YouI1qosoqMQI/C22SHpdJkoN4bKFGSFaKbBdtFWCpRxLlVdNWSXMCpOX1Ne+RPjokDM5mC9JurfUlkKTFPT24/vdsV3ca0qthAoWQw7jowvna4or+AyqIPLM2jTlHGuvhEmp8t70JX90nocaXp7/9rAaSZtVHsVmY2EYG/yDlYaWqsYs09Bc/USX2BCwutDqd246bvoefUdH+/12phWBk0ax5Y13f4DIjhIpWF0WIpNK6tiD5HPw9qqCBFKRRgeunbuKQnXKH4bFYVgpWRN163JWi7wIOViRB3wGtuC43ZiuRUQRJAa3g19i4i+N74y5HuAbL51G6heS8a9oX1XffwrFsUaYngYiODsQtxlloLJcfn3ZixriHR6EtetYJgurnuAyvAHsVMzfPb3v8haVZNy+t74G1YRhXxsIeFdYJAcQHkPpIsov4fq1FCtZUjnCUvTMLQXf/zOgcPNM09d7Mdxw5LcARNuWPqhOp/9HJzcoStgbBRGR2D3Hrjttu2PJyRcMn2LCK3E7qHbhsaSuOtHYAVbLCKyU6jiMHgtVK+OQhOZlizG3DK63050HaCUeCqWS6I+3ClIbu6sqBkdRyYcgQ9Li1f4hZmOtBYBRn1OCvN9DEt2+EcOo0duJXAGP28LXxIStBGrg4+hVk+gvGaiDk64qgSBZnVVs7QEaCkCf/3r248zDCn63nkX3HIrNFqiyHccOHgASqVkGphwkfTHtyiUVtnQg8hHe3XpgOnWxH9Whdjdwd34AAcsF1U5AFoTpUpSCTUdsYsIPFGfdmoYfkfUWKWZHV7EG4fjKCYmxG+03oBmWwJzbFOUiVvpdCRsrlaX4nHgi7rfNEXN6PegXzFvtSCKLmFj1HSIivJ5GbXZcy3OpAtEw3shNyw/q+F9hNagjNlZe1U++yAE05AivdYSB99rwfLLEqIahVu/a0LCZaVWizCsuymVDmKZ9rbHtY7Q0QqmlcN1s2QycGC/TMfsvj3EXrme+pYsPQ/aHfHo3p2Epia8FlEoBVlAm2mUjqC9KhYRpi1jl9/BWH51YMPTCzXRlnbkSGueXAhIZQscuPN+SBflgb43vu3K/3UkWTHNeVQUoFN5jNwOfntXmHxerqPpaWkWWatCtyeboEG43R8/7Q5ts3JRysB130q96fHUU6+IyEaLbVIYSneMZSmG4jXi4iIEwQWMfW6JMDcM2Qq6u4rqrIq1xsgt6Oww4eQ9RNZGp2c0dc9FfRY3MskqIOGGpdWCr30Nvv70zqFxhw/D1CTcc0diD5FwZVD9lHVFbG7fhd66+CxGvW034HDP/VKs9NpiPxCEGE5WKjqpwsbE4TqhkIeRkdgyYoc6drUKJ09JF2u5KC18Z3fw9b7s5McJ3ZK0Nq9saetysmIZsesegl13bw/Z8asimtIRVGdRC88m6uCEq06zKUVdBczOi09wfQfhVC4nKevv+lZRRR09Il8fHxMPxYSEi6ZvEdG/SwY9sYgIxOKI7jqoAMIQg8GgzSC+z1KOfwnTebGGMOKCcH9x3FgApQhzI1ctOOf1opRi9644OE5LMFwUSReMaclG6GY8T9S/jbpYRXiejH0pRyyT/UAagkxLnqd1qUNKcZIwlZNxbu3YxtcL0+jKQUkFCgO8w+8ZOM0AzNpZeVMRYLlg2XKzMRR01zFOPZ6ogxOuKEEQ8fIrcPqMYvfMA9jOoKLA99q0WkeIdEixWCGdUuzeDcNDUrDKZMQLOJ2S4m86LV9bWQZUbA+RTtZ+Ca9BuNkiwpAxrlMHryEqXkNBr429fGTgtNn1Hi8tdal2PDq9iOOrHg9/vc2xNZ/7Hngfqjgpa7so2AiOs+LguKALQRfVroJhExV3YbwBWTGOY5DNyXwxlZbxamkJcnkZp7ZajBmGe57nGQUszi626XXFx9vr9a0iZK+3MiQfR7sp/sQXRHk3OlVEYaDa67GXs5LQ1NIUvVv+B7zd30rvrh+g+10fv6jP4kYmuQsm3JB4nmZ2VvO5P9i5uHTTTTA2IgnqiT1EwhUh9KVgqCOURryMWqvQa4AOsbzBkIEIg+jAuyD0UZ11UUtZNmiFdstEblm8FK8jXFcxPCwT8OFhKUxt5cystPOVyxBpUU4tLF4FP8LKfrRSmL0m4fpGGy39MLnKPvToLfjZwTQgCx0vkg3oVmHtOGr5SKwO3sGsNSHhMtPtambnNO22qAxPnIQXXtx+XDotGzLf9m3i+3byJLQ6kM9JN4xxDbXcJ1xnaC3KpQGLiC7Ka6C9jgSXhT54AZa/dawD3CJRbgJlWWjHlUWwlUJbaRkzgx4EHkZvXU66RoLjtjI6Kp0vhYJci81WvKhVcs1tpdMRVfDKUl/9C6apSDkiwm21N6widtrcuWCGDwBgdtahGfffOlmiyh4o7ILQQ2eHCPKDO0N284wU5HUob8bqK9aUhMytHkPNf01+/gkJV4C5szKunZ2D5ZXBQnCns0Sn8zymGTJUmaRQKDI0BPv3Q70pSvvhili5LK9s2EOsrm3kVAxffaFlwvWI1xKLCMNBEclGZ6cqrR22i+G3oXkWg0HVmTu0l1bg8uJiyL/8qzof+3KLtpHlu9/7Pm5/+7dBNs5/ORcc58hmKEhnTXNZujdSGciPXs13PEC5JMXbiXFAS03FsSGTlg7rdPq1n8Pz5kEHpOwSK6vSmeYH0O1plFLYDmRcRT4n68CzZy/wRTo5ovw4ZMrQrUqYXHsNKnvR+THIlgn33o9/y/tE8JMwQLISSLjh6Ifq/MEfwfEd7CGyWdi7W3a0EnuIhCtGXBjUAN11lNeC1oIM8jrEYrBw6Ff2o1J5ouYqx195ga89/TQvH58lCnrglmSQu85QSsmke0hsIoZ3yL6bOwvz87LLXCyKl9Tsa9tuXTqOKx6UAKsnBwu5dhptu+jptxNO3cnW0rQT1qVtNopg/Yy0zCbq4ISrQBRp1tY084ui0jh5Cp7+OgMK9j4ZF267Be6+SxbB8wvgpODmm8FNFFEJl0L/fhn6YNroMISwi+7WUTqQ+2EQgBFi+YNVTd9wQdmo4YOAQqfLGz6JtruxOG7Mo7QiSuUg98Ythr8Ztm0wPSWbmc0GdFpiE2GnYGJs+/GdDtSqUjhercp4F4Ya2xLl1ebwx1bnAttld8LJERYmAFBrJzbC5EqT6OEDYJoo38M/+B3bu2Cqp4ndneXnY6ZlI1QZ0KthnHoCahcS/56Q8Pqo1yOe+4YUhb66zf4oZHJcsf/AASYnbsHNFHFdCUglkk2VQlECrmp1aXPPZGS61myKXcTuXclmaMLrQEebLCJssYxoxRYRhikbmYGPvfTywGkhDqWhMre/5TB7bn0r733f9/Bj//BH+aEf+iEO3nQrujAlnS5an/PG3wiO81FeG6OxgFIWUXbsDS1g5mI/38lJGQ28rgh4CnHWy8wWqxW9xRpD64hG/c/JFxSVyl5qtf4DMh4GgcaNC8rliuw3XnCQHEBpFzolHUa6sw7NRYgCoqGDkBsTa4/GlU4pvz5J7oQJNxydDnz1a/Dkk6LS2MotN8tN7e67EnuIhCuHCvq7xGrDIqK9LsaAQTDgLQUQHniALz/6V3zsoz/Of/j1/8R/+eRv8ku/9Iv85M/8PJ9//OmN9qHrjHx+QxVcOY9VxOnTotYYGZb2vtW1S0xTf70UpgmdjATCbbOLyEFxGj12O15hsBfKBJQOIdDSCr16LFYHtxJ1cMIVpRV7/uoQzpyGl16WifkgHrmcZnwcvuNdshg+flxa8PbsgqnJZNxLuET6Fkj9EmLYA6+L8rvQqoJXB+1LqMum0zQQpYuQKqByFel2SRdEFWw6EhwXj52qtSTn9DftrlFmZqBUEruHWhN6vqjvTUuKxJvxPGj3oF6Tdls/kCKV48ifKJIx0DSBuHh1yZT2SGhq6G2EplppovIMFHaLOlil8McHvRSt3tq5sFsiJQVhpQAFXhvW51CnnxB/54SEy0QQRBx5FY6dhGeeHdwgAdg1bVKujKCiCmGkcGzYNSUZMB1P5prjY6Jm9H1IZ2QeurQEKFn/ZTLJGJjwOghiiwjDFNVutyF//DY4GXRkQnsFszkoZQ0KU9IZGkFl5mZuu+ttHJoewzDj/Jd4g47+OtEwoW8DEfSgW0UHHVEF9499g0inDIpFGdNKBQi1ZL1kM2A7Mv5tRilFp1MlDDt0OqusrnwSr/ccD77v3RhKUV2TAFXbFqsIz5MgVdMUy6WULePi/IXmx5gOUXEXZMqobhWj00A1lyA7RlSYguI0ONfnOvpKk9wNE24ogkCzuKh55A8k9XIru3dJsMdtt8H0dPLrn3CFiALZMtWRLIRbK9Ly06sBAVYwuMILSfHYmS6/8i8/zn63xU/cm+HfvLfEz78rR1k1+NCP/iSPPPLIG/FOLplUSlEpS1veaOwfvJVTp2G9KiFyaRe84CLahC4G04TKPvlnew1aa5ses9GpLHrX29FTdxFtKd87uiULYw3UTqMWnk/UwQlXFM/TzM9r6g0pAJ84BS+/sv24TqfG8vKrlAvPsXcfHDsBni+FqcOHr/rLTrgBUWFPVMHKEosIr4Hq1dFeE3pVMb/1fexeY+C8EAtsVwqRlkOUzm8UGW1XNtOiEOqLGGGINgwo7T7Pq7g2yOUU42NQKImiqdWS8c5xdraK6IfIra6KmtgP5O1nXFE1dttSyAJoNLaff8GYJroiG5oDoamFcfTIAbDTKO0T7LoHzWBIl7N8NFYDA4Yj6jUdyQvuVDHOfh3Wr0YrT8KbhbMLYg9x5AgsbCkIlYrgutJ04IWy0VkZgn375brLpCXQcXhY5pQZF0aGYGlZAq/yORjbQbGfkLAjvdgiwnRQKOjVUZ14fDNsDL+FsfLq9g1P25XddzsV572UiII2GAqdG9luEdEX+2iN8hqo+oIEsaUrkC5dzXe8I5WybHZOTgIaVuKuFjcjuTDuVqtgvU63cxzfexU3bfLBD/7P3HPXnZiW+Hcvb7KKaLdlQzmdBsNQVOKPZmnpIjpjchNEqQKkCujumhSDwy66sgeyoyI7TthGUg1LuKGoNzSf/Ry8cmT7Y+kUHD4kybK33Xr1X1vCm4h+yrrW4LUxeg2oL4oqOIywthgPeKOH+Q+f+C+894DD378nw/6KQ9YxODDk8LF35bh/JsXP/tOPEvZbPK8jlFLk8zA0AsUSDO2gDj4zB4tLYk1YLkkA/dmFy9Ai+3pwS+d23lX1+EYbLUhrVn6EaOpueuWbBk4zAEP3RB3ca8DqUdTiy6IOTpRSCZcZrTXr65rZObmNnDkFX39mh+MiD8jQ7czxX//rj/KZzzzK2qoskm+9VQJBEhIuidATtWjogeWgowCCLrpXRwWxRUQUgvYxt9oh2S5YLqowBZiQKsbFYEP+9kUppduLoAyi4tSGYuoaxTAUM7vFo7TXg05b6gCOI9kUW2nFXt/1OEguDGSzxrLExqXny8cL0unmeZdhHMyNEKYLEia3ejx+4RZRaTdU9kDoobSit+/bB04z6aCaq4DkH2A4InlWpqja6mdRJx49V9RISLgUGo2IF5+H48fg2W9sf3xsXK6NfrhiKg3798hehWmJd/fklGyipNNQLMu11WiI+HLPTGIPkfA60VqyQECUwWEP1VqTbkDDFh/10NsWHBekhmJVcAjZEXDzEPQwQrl/RqUZ6YgJPVTfc92Oq6mhB511VK+BtjNE/ZC5N5hcTqxW+op7HcrYVSrIvuDWTU83M87U1DD79t7Mu77jB7jt1regtWzGNFuwtgr9Cnq3B76vSaXka5WSvOXWxQTJmSa6NCNh614b1Wui6vOQGSIc3o8e2n/pH8YNyBv/G5aQcJnodjXPPgOPPiYT6K3c8Ra5Yb3tnsQeIuEKc84qQENzQRZNnTVJhw22t82+og6xsrzK3zzkYKjBnUtDKf7xO11OnZnj8ccfv1rv4LKSy8lCuVTaObSjbxUBcZBcKN6Ly1fL3qmyT9po/e5GGy2AMtBOHqbuhKl7CBksSjh4YMTewbVZ1PyzUgjxE3VwwuWl05FrxPPg9Cw8+/zGgngzynBw3Syl8reTdt/Kb/znv0AZmgMHYHgoGfcSLgNBb6NaCRB0xA6i14ZuTSwEQg/TG+yA0SCLtMwQKlMSa4hMRe6zVloW30EXuk3MbuwzXN7Sg3qNMjoqY1cuC7WaFKDyeWmjHdrile950GhCow4LC1JAjkJplXXTQFzssuPh5rKogwGG9kloarcOjbh1LjsqquF0AbRHNHyQ0C4NnOasH42T7oxYwZ2OVeEmdNYx5p9FLR4d/J1ISLhAgiDi6HER82z3CYZ9e+NCcFtUibYFU5MwNCwKw3xeilWGkj/5POSzMBfnA0+OJ/YQCRdA6In9kWFK8bdbA78pG1+pDFr7sH5MRCGbCLLDsrmJguww2Dl02JMCcaayYfvQ3/i00vHxiBK5sQhEIlRxS1fr3X5TDMNgeFg2OCsVCXlbWpJOzpQj1+YgLpXKGI5TpNFQEtyoZS2okBDVRl2ez+vJGGgYEqSaTivyBXmWi+oQzY0QuiWUW0Z3q6jOqvzsitOQ22F3NiEpBifcGESRZnFJ85nPShjVVg7sg+kpeMvtiT1EwhUmClGhH1tEKGgsQWNZErh1iKUHk9VDM89CmGNvSTGRs3Z8yltH5OuLixdqonRtkEoZ5AuyWB4dkwnBVk6elEW0ZW8EyZ25St2npu3s3EYLEiaXqRDtfive+GDipALMqAuhEnXw2jHUwguiDvYHk4UTEi6EMAx59NFH+fSnP82XvvQoc3MRq1VYWxfbhxMnv/n5ShlUhv8X1tdrrK68yP5EEJFwmVBBT3zWjdgioteEXhPtN2TTU0cQbbdD8o0UGCnx9XPSROkiyozHPDu94Z/YmAPDIcyUr4kW2deD6xpMTslCuVYTr99UWlLXJ3ewfGw3oVoTu5f1+kaQXDotyqteb6M+0LgcvsEgiesFkXCp6mnpgjEMotIe9PBBCS6KIryD3zlwmgGYtbnYHsIE5chArZCCSbsKJ78kc5yEhItkcRGeew6+/qwo5zczOirXReBDtysq4FIR9u2TYlI6JV1n+QJ0O5DJSfv6qdNiD5HLwcQba72acL3Ra6KiEI0hTjntNVRvXWwADRsVhNgrrw6cEqq4ywUN6Tykimi3gO41wTLQuTFI5WV92B/v7NgiIgpRnTVUtwZmmig3fk1lxZRKYgcxPSnK4HZbCrrZjGx4pre81FpdLHp7PVnLRYE489kp6Z5ZXpFCchBAp6vRWp97jqGKbB5X1y8yP6a8B5wcKvRR3aYU2IPea572ZiWpiiXcEDRb8Id/KD5TW8lm4dAhOHAAbr9t++MJCZeVsG8REYHflYVyeylWSwWYWw4Ppu6mODTCSNZgvhns+JQvLMvXx65js7N8TlTBlYoM9Fs5PQtz84CWILmedwkTgYuhv5us9fYwuVQexm6G6bsJrMFKtk0onophAI25c97Bym8lSqmEi+KRRx7hzjvv4X3vex8//MM/zN/6Wx/kAx/433jiia9z6hR87Wuv73mc1DRRWCfjHk1aYxMuD/FGJ0EPTAcd+mIR0V2XTdBePfY9aG1bYIROToLj8sOgbLQ7BIYlKe2GJcXgIEC14t7Q0vWhCu6zZzeUyiKebXfAMmWxu1UZDNBoib9woynq4EhLQbgfJOcHsuAGKXZ1e5dpHCzuIrLTEiZXje0iskNExd2QG5UwudwYQXFQ6mW3z4r9kUHsgZE7VxShs4qxcgQ1/5z8biQkXCCNRsQLL8DzL8CxY4OPWZYIBEDWejqSwtO+/XKN9QvDQyPScu66ModcXpGClWPD/n2JPUTCBaA1qic7Etp0wG9ArwW9tvzCGbYExzUGpat+blz+EQXgDkM6i/J6GGFPLCIq++X+2fcKNiww+8FxXWivoYMu2i1BZoc2yjcQyzIol8XuL5sTpe/ysvxfIZlMm1ldlU6ZXk+6PzsdKfwWctBuwcqqFHwNQzZ4zgXJWVDIg5uS4+d2EPi9Jm6JMDcMbgXdXUV111HtlWRNdh6SO2PCdY/naZ59TvP5L8pNZyt33QG7puHtb0vsIRKuAv3dR62hMS/F4eYyhD2MoLvNIiLc/53ctnecYqHEHx31ibYMVpHW/IvHOszsmuK+++67am/jcpPLKcpFKBd3DvCoVmF2Vib+rivBBF5w9dTBAFT2Sxttrwm1TZM8wxJ18NQ78CfuYPNPSAGWboE2ZbK4fAS18IIU/4PERzHhwnjkkUd46KGHqDduZs/+P+amW0+ye+/v0+7u47d+6wt88YtVgi17RuF5fs88b55O5xlmZpLWuITLRN8vWGupevodlO+heg3oNMDrgN/D3qISDVHiwZ4bRrlDaMdFuXGaqOVCFEgxuTmPQhFZKShMvgFv8OIplWB0WHxLq2tiFZHLS3F3ZMu63vNkvlpvwPxCvBj2ZWGcie0j603ERxHxF74smCa6HIemNhbF1gigMoMu7xfFmg7x937btnHOrp2OvT60KIStdByWG0BzDXXqMVEJJyRcAEEQcfKUWB99bQd7iL17AC12KZ4nc8SpKbEeC3xR/ZbLYg3hmFAekuOXlwEFU9OQTidrv4QLIPRlLacMlGlCtw7dhszrrSw67GKuvLxtPaedvIyLpgOZMqSKRFFsB5EZgvwowHZVMKI8NlorKNNG54YhvUML5RvMUEU2YoaHpTloeWVjzNqzZ/vxQShC6VYHzs5LM0o2J1+r1SXk0XHi8TB2V0yn4iC5WDR0UUFyAOW96FQOZViozjo0FpM12XlI7o4J1zVaa5aXNZ/5PVFXbOWWm2B6l8aynubRRz/Do48+el2GcCVcJ+hIFrRRiFJKisDNZfBaoH0stnhLpUdQwzOYzXm+670P8hcnevzSYy1eXfVo9iKemPX43t+t84ev9vj5f/4LmOZWXfH1g20rsjlJfp4Y39kq4ugxabHVyOTe92B+8SoFyQE4LlFxGgCjdmqT9zNSyBg9ANP34KcHpV7S6BzG6uCzqLmnobUmdhHJTnTC6yQMQz760Z8hl38P0zO/SSb7Vgwzh5u5heHRD5POfCvN1mBscxR18Py2dCJsQuuIWvVTjI9F1/UmUsI1RtCT+6LpgAbDa4DXkDGuuwoRoLuYetAmx7ey4hGcH5PQObciamClBoPjGotgmOjS9DURnHMh2LbBzG5ZMLc7EoBjxpubUzvUtVstWF2GZl1UUlEki+JUWlwYPE/aagHqNYiiyzQOZiuEmXilXT0hfztZoqG9UoD3O+Bk8cfuHDjN6q5JQcSMf252RrpiDBuCOmrtBGrua1IcTkh4nSwtSVjcU09uF/SMjwNKNko6XVECV4Zg74yo59NpsYfIFWSqlctDMS/2EFrDyBCMjlxf95GEa4BeE6UjNAqiCKO9jvLq0q5hGqjQx1odtIjwU0Og480xt4ROl9DpnGy4GSZRfhqcjHRYRHEdwtoUHNdeA6+FdkvSNXMNkskYFEuiAlby0bC4FG/IlGSs28x6VYq7va6EgutI1ncpV8bH5RUpBocBdDuaKIqtIpR0kRrGhqXEBeO4RPlxyAxBt4bRaaBaF/NENz7JHTLhuqbdhj/6E3hmh9TZYhEs+xi/8Z8+wo98+AF++Id/mPe9733ceec9PPLII1f/xSbc+JxTBYfgdzB6cVBLrwmBt90iYvfbwOuiwh63veUO/sE/+t9Z0zn+9z9rcujfLfNtD1d5vjPEww8/zIMPPnjV387lppAXhVS5IgqqrZw8CSeOywSgXBI1Uq+z80bPFaM8Q+hkUGE4aBehFDpdIpq5j3Dyru2qKTqgDQjasPYqav4ZWVT7bRISXg9f/vKXmZs7zdDIj6PU4PRMKYN87naUGjRmMwyNjtapVv+YdusZwrBJp3OClcVfpbr67/n4x3/+ut5ESriGiEJJPw96UtCNRD2lu1X5mtcGfIxua7tiys5CegTlluNOC1ns6tgTUQUdaFcxwy5aqevOIqLPxISopmxHWtotQ9rUC8Xtx9brYhPRasHcXFwMDuT4lCP1As8H25bHqpdTdFveu70LpjAlaeumAzok3PU2NIM5Bk715IY6GBOcvKzkw0DC5E5/BWpXc8BOuJ5pNCJeegm+8pQUizbjpqXIFAXiwa0UZLJw80GZI5qWqPELBSCSx6Ym4fQZsVzJZGD37jfiXSVc7ygvtoiwbOjV0H5HbBxMCyIFq8fE+mETYWZYOibQEpLq5lCehxFbKjEUW+/EawJtu/JLDVJ8bq/I5lq6JKria5SRIdmwrAyLVcTqioh3bFO6sDezsCgbNH58Da+sybhWLMjGz+KSbNoYpiiDez1QSoLkHEfJtQ3MX0yQHEBpl3zOThbtt9BeEu69EzunFSUkXMOEYcjjjz/O2bNLNFt7+aM/fguep7YdNzZymj/8g3+Njurs2f/HpNM30e2+zOryr/DQQw/dMAW2hGuIuBisUajGgrTMtlYg6GGG/sChEaD3fSesnwbTJUwXuf9tY9x/08/yjYUOr7TyjE1McN99990wxZxMRpHLaoYqMDEJx08OPl5dF0XHrbfKHKlQkN3j2VmYnt7pGa8Qlf2EZ5/hpaf+kqPtpyhP7pefg51GF3ejp9+Gt/giqdbGDMUCfEIITWgsoeaeQU/chjJTUvAwboyfYcKVYz5OP02nb9rxccN0t32tVMqwa1eKF579LebOLJHJ3gm6Rz73Cg8//BvJGJdw+Qh7caeDlj5Pr44KfGjXxSvYa4PvYfnrA6cFypEkmXQBsiNE6Tyq3x5rpTesJ+qz4quYHREF1XVILic2SOWSWEWMDEtRKp2G8TFZHPfRiIJ4ZRVKyxLGUyiCTksoT6slX5uYEH/hahXK5ejyeJ/GXTDm+hmM2imi3DBYDtHQXsz6WVh9Few8vX33kz7+xXOnmVEb1VgQhTeBqLqtlmyEejWoz6POPCltznb6vN8+IcHzIk6chqe+Cs88vf3xqUmxflhvyl6Dk5LAuGxe2s+LBfErtWxRH06Mw+qa2EkYJuyZEZ/ThIQLIvTiThWN0iaq10B1q/I124XAx15+afAUnHiOH4ra1y2gUxV0r46hlGx+FsbigPG449CO53NaoxoLqG4dncoR5caka+YapViEfBYmxmBpEZpKPIDTWdl8OTIomKbZkOuz25FsmKGK2AAqJdfq2pqs9TxP7JJcV/70euK3X12Xsa9ejygULvB6Nh2i4i5MvwetZTDty/Y53Ehcu79tCQk78Mgjj/DRj/4Mc3OnMc0xKqM/T6V8CNMaXCTfdpvmycd+D61DpmcePqeyymTfipv5TWZP/QA//dM/y3vf+94bptCW8AajtQzyUSiqqOYKNJfAq8cWEd7A4UF+N7hFWDsa7yIPoVoLkMpy2/3v4rbCjRd9bFmKbFYzPCTK4FxOdos3c+KUKDt275JJQ7Uae0utR5RKV2di/8if/yUP/8v/HaO9RsePeGw2ZPf0JB/7+P/Jg3/ju9G730a09CLRy78/0F7j0MMjI75U1RNw5qtweEhaqNOFq/LaE65fJuK48273ZTLZt77m8dmMBOf84N+b5sD+T/GZ//4q6+sNDt9k8ne+745kbEu4vGy2iEBj9BrQXQe/BZ11UUX5ze0dME4W7Dw6N4Sy0ujsKEqpODzHlnMDD9WpyXOX9l31t3a5MAyDmd0RR49K+3u9ATlXCsJTU5qFRR9wzh1fr8FaTlTEi0uQz8siOJWSlviuBygRpIUBrNegcrlEY+UZwvYqpteG1RMwehhy4+ihfajGWQg9ouGbCc88jenXzp3m1E/Sy49I8SPSYOahV5UCRmcFY+FZwrHbYOzQZXqhCTcaURRxdh6e/jo8+hgDnVYAu3aJ+rfZ2rBLmZqC6QkpBLsp8R7NuHKdDA1J4Xh+HlCwawry+aQQnHAR9FqbLCI8VLsWb1gGoGzw1rBaiwOn+DnxAiaKIFdBpypgp1Drq2BYRJW9cn+MlannQlNBNlHba2IfUZgA99pVBYOMccPDEatrUtTVkfjej47IfHTrum5+QYrE6+uwtiIKYNOScLlWCxaWYHS0HyKn4/FPYVqafC62meiJZWDhYpZRuQmixgKGYQHbhYMJiU1EwnXEYLDOn3LwpicpFd+7rRA8Ngql3GnmF36foeEP7dhuOzTyY8zOnuLxxx+/mm8h4Uamv9sbSbq6WETMi8de4G1PVp/5FmgsoOwUkZ0GUxJmtVuG9A49pTcI+by0FI2OweT49sePn5A/piWtSNk4SG5u7uq8vv59JuOt84sP5Pijv1vhyf9Pmdszazz00EM88gd/hC7uIpp+K15hMHHdBJQOIYigtYQx+3XU2hmU3058FBNek2/91m9lamo31dVf3+YBPIgmlZJr6du+FW65GY4cVezZe4gHHriH7//AnUkhOOHy0vfDD7pgOujAg6BH1K5K22vYgcjD6g0mnUUgSqnsKCo3DJaFckvyoO1uKKXqZ1DKIErnoHBtpahfKJWKLG4zGSn2KhNOnzrCo1/+E9rtwUTUMIpotcRbce6sBOz0Q7LSaUDLIroc1wcuq1UEQCUOk2stS1HeMIjKe9CVPRB6KGXg7XvXwCkGYFbnztlJoAyRZwJ0xXbCmP2K2GMlJOzAyiq8+BL85V/KBsdmigXZDOn50OlI+aZcgQP7IYzAtqToVMiKpUq+INfciZPSYFAuwvh4Ut5IuDhUPIZpM7aICFpi+Wal0drHPDvoS3kuOE4juxaZEipTQHXrqDCQDolh2RhTfhxgtrlu0V7B6KyDZRNlro+umMqQqHfHhsWSZbUK2Sxk0nKdbqbdlo1Mhfh+z52VYaNckXOXFmXMS6fl73b8EblpCZIbutQgOdNEx7ZTqrV68W/6Bia5WyZcF2wP1rkbw8xiO1vbZjX33A2F0iy97nPnbbdNxV9fXFzc8fGEhAsmTofVKPEJ9lrQWYOghxUNWkSEgN59L6oxB2YGnR3HaK1Im2Z+9LqYDFws6bQi48rkfXxs++P1OszNwuIioKUN0PekvdbzrmyQXBiG/MxP/xTvPeDw6Q8UuXXUwXUM7pxw+PTfLvDegyl+9p9+lNBMw/Q96D33EW4ZRh168sL9DtROw5kn5d/JwjjhNTBNk5/7uY/j+WdZWfr3tNtn0NrfdpxhyDV0y83wngfgxAmxU8nl4O67ktbYhCtA0IvTXyJRhHpNVBigOhJ6gy+FYisc9Ej3rQw4riSjZ0cluKxvmWOlZdyMIglaNSx0Ydcb8OYuL5mMwcS4KHgbLfjGcy/wh3/0aTzfQakieiBU1GB1rc3yqoSnrlWlIOz7srgGUVm5riglw0DaZS8bbokwOwKAWj0ax70PEVUOim+l3yUq7SYo7hk4zW6f3fDQVICRjUORFHTWUEsvoZZeSQJUE7bRaIhy/st/Ba+8uv3xkRG5zTSbgJbr4OZD4p2tlBR/0+6G/cr0lIgFPE+KyHv2XO13lHDDEPoyX9chSiuMbl2Kw2EXlIMKfOzVIwOn+HYFqQQHEqrpjqDdIaJeDUwDnRuDVH5jDO2HpgJEAaolIeM6MwzZazM4bivplMHwkNj9BaFoXRaX5LrcszveyNzE2Xl5rOeJ7V+kN3JImy3Z5EyloNuDwNd4nggeUFJ4Vv0gueWLfMG5EcLKPvTQgUt96zckyYoh4brg8ccfP2+wTh+tffbvX+Wmw3Dv26UVoNt9ecdje/HXx8Z2qEYlJFwo5ywiApRSqObiRkFY+1gMqkKDoZvPKYm17aDcPPSa6FQe4oXZjYplKbI58VIcGRX/qUFCjp3QHD8um+zFoqw1vZ60G11JHn/8cU7PnuWffEsGQw22ExlK8Y/f6XLqzByPP/EEujBJNH0v3vDNg8cBBh5EBnSqqIXnUEuviCIgGLQKSUjYTBBo3nLHd/OjP/JzZNIhgb+AUts9zrJxUM77HoTVVVhalkTmO26HXC6Z1iVcAYKe/DFTaBCLiE4V5bWgU4dQo9rVbcFxkZ0HuwRuSZSkWZlzaSsNSsl9sb2CEQVo04TS9V8MBmlpHx0BIs1ffuHrWOZeCsV34brDqC1ji9aKel3TbMCpWDjc6cqC2rYkfKdWk7AskILxZWVoL9o0Mfwu1OIXUJmRMDkdYkQB/sw7t4emrh2PW50jWdnbrjzgd6CxhDH/dclMSEiI8byI02fgscfhiR0aM2fi3MhWEwJfghj37pX28CiSTZF8DvJFGfOmpkRAsFaVgtHeveA4yRiYcJF4fYsIIOiivQ4EOu7s06i1o6gt67kwV4nvgwrcCmTyKA1GtwaGTTR0SHby+sFx1qbguNY6RmtNguPcCqSuHzu5fvfLUEU6gFZWxfPetrarg1st6XbxfSn+Lq/IxmY+J9f62QWwbYVjS0G405EguXQKHFtRLsnznL3YIDmA4iRkK5fwBDcuyR0z4bqgr+A9n9IXoN16meHyAvfdB9/+7fcxNbWb1eVf2dZuq3XE6vK/Znp6hvvuu++Kvu6ENwmhLwqYOF1d9dpQm4NOAwJ/m0tRuOddqMY82BmiwqT4C6sIMkOSJHuDk8uKinF6ClLO0hb1o8mRV9d47LGjNOIE6XJJUtVnZ6/s6+rfZ24d3dlO/9YRa+M4K4WevA1230tIauA4hxCIpIJdnxN1cK8FXqIOTtgZrTUrqwGnT8PMnnv4zu/6hxSKd287Lp2WFtn3PCBF4VOnRGh56FDSGptwhehvdoY98fgNuqjQJ2oty6Zm1AUVYPcG+71DbLAcyJchN0bkpFD9rhc7LZtjOpIOCmUT5Sfk+BuAYlEWy53OHK2uSSZ773mFDEq5VNe6LC7D8pL4BPuejH1uFogT2wsFwJBhpdm8jOpg0yEqi+WRUZ+TccrJEg0dgPwoBB20W8EfH7wfWb01scGyUjL/sVLy88SQrqiVY6ill+KvJbzZiaKI+QX46lPw+S/IJsdmKhUpJHW64hFqmLKhMjEBfggpWzrF3DS4jlxfjrNhITY5AcULDZhKSNiE6vbHMBPl1cUPP+yAmUXjYy++MHB8gA2YoAIpCKcK4A6ju1XQWgQ+w3tFKNQPEd8cHNc8C70G2q1IiOflCAe9ShQKBsWiBKZ2u2LvYBgyZu3eJWKezawsQ8qRILnZOdnsGYqtIqTzU5NOb3gHB4E+pzCulGVzeX39MnfGJABJMTjhOmFsbAylHHq90zs+HoYd2s0vc889PhPjBqZp8gu/8DGajT9l9tQP0G49RRg2aLeeYvbUD9Bs/Ckf//jPJ76KCZeHsAfEHZGNBUlW761D1MPW3cFDsWFoRhZcdgblljG662CmifKT19Vk4GJJpxXZDJw4/hQvvfBndLuDn5FpZnj0sVl+/7PPgha/xCCQtsG1tSs3Eeh3CrywtLO/7+lagGNu6ijIjRDteSfexFsGjlOASU/+1VtHLb6AWnwOFXTjlOKEhEHabTjyakStLt6HTzwhv0WbcSzIZeCt98Add8DRozJBnp6Ew4du/PtGwhtEPxg1iqQY3BPZnmquQLcufaLdBuYWxZRvZ8ByRQWcHUFn4vumYYpKOOiA18TwOlL5jH39bgQcx2B6GkyzimnmSae/eRdaECrW1kQ1NX8WGTp6opyyLGh1JIyuFHfSrK5d5hecHydMF1Baw+px+VphCl3ZD8pCRQEvtws0tgxf3dPPsbCwGhvmG2BmQMumOPUljPnnobrzvD3hzcXKKjz/AvzBn0CjMfhYOhXP80LodURpWMhtKAwdWzxG047YROTjzZbjJ8RHuFiUYnBCwkUTBdLVEHpAhOq1UF4bgjYYCtWqYraXBk4JsnGQZhhBKofOj6LTWSkGWzZRcVrskOJ5vwTHxfM6vy0etmFPhEDu9adanZyA4WEp8hKJH7Cbkev5psODx1bX5ToOArEB9ALx07cdUQcvr0jnqG2J+Kfdkf9bFhQKCjctH/N84u552UlWDwnXBe94x31MTd1NGPpb/NZEUdVsPo3rHuH7PnDnua8/+OCDPPzwwxTyL3Hy2Hfzygt7OXnsuykWXubhhx/mwQcfvMrvIuFGRQW92CLCRLWWoDYvQSqRty1Z3Zu8HTpVsNNE2RGR+fSD494kLSymqUilNZ/61L8Hwyadzg487jguafd2/uAPX6Dna2xb1MReAGeuoDr4vvvuY/f0JP/XYx2iLfeZSGt+90WP99w+vtFRYFjo8Vth5j58KzdwvC2xEnFf1CLq9BPQraO85jkfxTAMefTRR/n0pz/No48+ShiGV+7NJVyzeJ7m+EnN6krAqVPSQrsT6Qzs3Q/v/W44elw8EstlKQwnJFwxgh6EPbTloLWOLSLWUGFXNjW1xuwMBrNoEO/77DAqM4w2jHN+iNp2JZAu6MH6LCiDMFMWj9obiJFhmJpOoaMuPe+1vB3SVNclSG52TvJkW21ZPOeyIq5dWoRCHjCg14V2+zJvjA4dRCuF2a1D7axkGAwfgOIEx488z2//t//ONxY7A6eUM1A7/RxLa+uxEaQtK3wArwqrr2IsvnwuUyHhzUmjEXHsODzyuZ1bvaemNnyC/VA6YA4dkiKTYUpYqmlKl1jfl3R2TlSEtiU+wcabQEiRcAXpNTcsIvwu2u9I1yegoxBz4fmBwyNAOxn5xVQmpMuodBkV9DC6dfnFHTkkCuAgvm/am/JgGvOoXh1tZ4myw9dlV8zQkFhFjI7GdkbrsonjpGBm9/bjq+syN+j1YPaMqINzOVELnzwlNjDptHQHeD0Iw0F1MMDCwkUGySWcl+TOmXBd0Gop3n7vr2Jah7b5rXU7r9Ko/R4/808f2Kb0ffDBB3nmma/x2c9+lk984hN89rOf5emnv5oUghMuH2Hc6hp44jfVa0F9FroNdNAZsIjwQs0v/revc/S5J8FMo3PjqNaC7CDnxmQH+U3Ciy98haWlE2Sy9+zYPus4GdqdCl/8wkvoTUFyy8vQ7V6ZiYBpmnzs4/8nf/hqj+/93TpPzHo0ehFPzHr8nd+T/3/kf/4hzPamFINUgWj3fQTTb9vmqejQBQxppV16FXX6qdh7s8MjjzzCPXfdwfve9z5++Id/mPe9733cc9cdPPLII1fkvSVcm0SRZmFJc/YsnD4d8dRXxR90K9mMFJe+533iE9ysy6L47rsSj8SEK4sKezK+GQ6EvdgiYlEKfGEcHOfXB87xlQtmClIZyI8TZcsoM/a/PhccF4fnGDaUdlg5XucUCop33nsQN+Xje8d2sCwb3HBst2FxGaprks6u473EQgEsU4rD7Q7k473T6uX2DnZcUbIBRu2UzG1y4wSlffzZFx7ljgmb+3Zvn6PcPJbmxJHjMugpQKVlTuT1oLmKWnoZVo5d5hebcL3geREnTsEf/qEog7dy4ACg5Hfb96S2NrNbVPAaGftSsTI4lYJ9e6RovLIi5+3dK4FWCQmXRK8hN12tMYIuqlsXiwhlo/wO9uorA4cHdhkwZU5v2JDOQ2aEqLUGpoN2K/y/7L15mBxXebZ/n6ru6n2bfZ/RLlmyJXmXbWxWGwwyBAcCCYuSwBdCQgJ8BIKNDQFswh5+BJIPEhAhJCHGbGJxMBDAsmXjHW/apRnNvk/vS1Wd3x9vj6SeGdkGa7TWfV2+POo+1eoeVdep857nfR7iHdXgOC2dE4eD4xxUelRyZSINEDo9guPm4vMZNDfJZk6lIvmj2bwUiKMRWLWydvzklKj7K2XoOyTjk0k5dmxMhBE+v8JQUK5oCgX5zqujguRKxWrAuMdxw7t6epzyFIuaH/4Y9u5fRigUqnmuUBhCOz/jox+5muuvX7jAa5omV1xxBddffz1XXHGFZw3hcXw5HAqmITsKuQkoTmOXMziFUs3QSllT78vwve99j/t396E0qFIW7Y9A/OzqcZucHMLVeQLWwp/bNEMEg6vYf0DK6dGoqKUqZUmmXSxmOwoey9dx5dYp6j85xpVbp3goW89f3Hgrl16yCWPqwOEAQJRCN61C92yiPKcV2AQU1ajd3JgUg9Nj3PmD7/LHW7ZwbmiCu7akmHxvI3dtSXFueJItW7Z4BeGziOlpzYEDcnP76ONlehfoqLYsiMbgRS8UZeDIiLSOrz8XkgnvNs5jEXHK4FRQ2hHlUikDThkjOwbl6uK5MDlvMeEEo5Kg7otIC2xYglG1LwDKkOC49CBKSYgq8fYT/9kWGdNUdHYqrn7pehxnkumpH1IoHMJxChQKA+Tz8wukYyOiiurvB7QE6fh8EszjuvLdTyRlbC63CBuj8Q4cK4xyHBjfC4bBfQcmeeTgJM/r8M8LVgUI+BRL4yWms4VqslxVzokDlQxM7MWc2AuF6eP7Xj1OeWZ9gu+6C3551/znu7uPBAQXpBtfFPVtUggOBqSwFEtAJASdVS/Svuo82dIMqZQ3B3o8R1xHwlBnxT3FTFXkUwRlosb3ojhyrdWAE05Wg+MMCERxE+1on0IVp8HwiQ+7YYgdEtWOmFmyo2IP6POjo40QrO0sPJ1obREf73gMHC1zVDwGfj8s6Zk/PpsTO5hMRoQNSomSOJ+D/fvlOx8Kilq4WK2jB+YEyQ0t4hrwbMS7gnqcdJ6uVdq2NY8+qvnPb4rPTC0FLrvU5Wtfextv+KOXntD37OExi3LEIgJlogrjkB2GQppSrkws5K8ZGwkZvO2iKB1xH5/9l/9C58YAF6INp1WK7PGgpaUZ15mhVO495hjDaCKTTTI6WhskNzgoi4zFYvPmzTz48KM1HQUPPPQIL3jVltqF8ixWCLfzUtyey5j7rizKgBYf6en9uL07+NwnPsqrV1vc/toEl3RYRC2DSzosbn9NnGtXBLj5Azd4lhFnAcWiZv9+mBiD3bvgvvvmjzFNCYpbfx5ceL74CSsDVqyAjg7vFs5jkbFFFaxNC62R9tfMsPgcVvKAiz9fa2DrYIr6N5SCWDOuz0IFqma3vtBhD2LSQxIcl+g8Y73ykwl4wQvWcuklGwgGKkxPfoPx0X8iM/19DJ4Eam0XMjkJxBoalkVwsSRF4ERcNkOzWSmcRWIyfuJ4q4NNE+qWyo/5SchNMjBV4PFxh/rIwsGqAF2pADo3CRhS0VMB+blShOI0jO1Gje2UD+Nx1jA+AY88Ct//wfx/+uYmUQm6WlTvVAMTV66Q+z2/JfYQlgWphBR+6+sVBw5IMSkShs6Ok/KxPM40ylWLiGqXp65kZZ4yLLCL+EcfqxnuEBA1MMjGVyiJEapHFfKoSlGOa1gpG6mzwXFHdX6q9CCUc+hQvVgEnsZEowapFLS1V+2LcvLdDYfl+9vZWTt+YlKmmUoFDvTJmq6uTua63XsANH6/QmuwK5pikcNWEQ31XpDcYnBm3n15nDZs27aNDRsuqGmV3rDhArZt24bWmuERzRe/JF/8uVx8YYhXXdfOues8pa/HScK1ZVFri++vKszAdD/l/Aw+VVjwEEMpruj0sXdglH2P3ye+fPGOM3YxfCw2bdpES0s905Nb57XPzhIMBshkWth3QNQjyaT8unM5mDzeATpzWLCjYIGF8mHql+B2X0qpfnXN6xiASUV+yo2RfuJOSI/xnk3heSorQyned1mI3kMD7NhxDONYjzMC29b09WmGhmHnbrjrnoXHhcPQ0Q7XXA37DsjCubkFzllzdl0vPE4OquoXLIFvOZTr4KaHq0ViuxocN6cDxh+VhbIVhEgzOtJYtQ8wRF1cKUBuEsMuoE0fxDsX/svPACIRRUsLnHduNy95ye/x+9e/jpe/4mpe+apX8JrXbKalOTTvmKFhyGaOdMAUi3J7kEhW1cGjUF+tH+Qy0oZ/XAklcWLS5aKm9tPc0MDeSZfe6YWDVWdJMSpVANcFvwnKBzjiKz2+D2PyEEwfOr7v1eOUJZNx2bMb/u3f5Z7taCIRuZ9TSp5zHPH+XbZETiHTJ+GJAC1N4k3a1gYHDmqyObFNWbbM8wn2OE4U07K4cGwMuyybWKWsVB7Tg5jl2sTDSrSx+pMDviA6nIJwErdUDY6LN4nIp+qVrn2BI8Fx+RmMwpQUm8P1Z4RXfnubFGrN6tdxbEyCHgPWkRDIo7FtCYMbHYVKSQIgTVMs0vYfEKXwrHdwoSDP+XwQjSrCIbkPHvDUwccN7yrqcdLYtm0bW7ZsIZ1ZQ8+yO1i99iA9y+4gnVnDli1buO22O/jXr8C+BazGVq6ASy+BSy898e/bw+MwdnURrKsWEflJKGUwKRNQgWMe1hbzkQqY5KYn0aEkRBqPOfZMxTRNbrnlRnKZnzE6fCuFwgCOU0DrI4pYpXyMjikOHoR0WhbE0ajsJC9mkNzTcvRCeWKvrGJAwuQ6L4auS7FVra+i6AdcqBSxckO8cKmPVQ0Lq6zWNsrjI54p1hmL1pqJCU1vH/T2wa8fOHIaHU0kDHVJ2PxySM+IIjARhws2nOh37HE2Mdut9e1v/Tf333s3rl0R/99CGipFjMKEtNG6YGaHa3zxNaCtCFgJsYkIJ2TBy5zguPQAGH4JUT2NW2SfCcNQNDZARwdoFPWNPWzcsI6enk6UoehZKGRnStRTff1SIMsX5BYjmZDFdjojqqpZ17Tj7h0MkFqKa1oYlSKb1rTR0NLG5+6fH6x6NCHAnDokGwcOsqI3fNImXcnA+E6Mqb1VRbnHmUy57HKwD77+nwv7e7a3yf+LpepmhxLf0fp6UFru8zCgtV0KRd3dEhw16xPc3Q2hkFfC8DgOaBejnD1sEaHLGRQadAW0xj/6ZM3wAlAoVo4Ud60IOtENjo0qToLhR9ctl+C4SlUU5DvaImIIShl0MCnBccaxOy5OF5qaZD5qapZC78SEWEVEIhL81thQO358XOa0chH6+jW7du5hcOAR9u0/xFM7NT5TEwgoHEeEE8XikfmuvpqzPjLqBckdL07/M9DjtMRxHG644Saisavp6P764QCpcORCQuGv09/7x9xy6z3EklcDteq5hga48grxT4xEvJsBj5OIXbWIMHyo/Jgko+dmMLGf9kZ194RNZ1wRTSRxo22nZYrs8eC66zZTKPi59dZ/Z2L0Y0Tj1xEIXkToqLYprUURue+geKQmkpAZkJuNfN4lHD4J14DUUtz8FIZTxpk+CPXVre9YM27XZVQm9mD23X34yqUAP2UqBAhT4JJ2iwOTNuta5v+7PzEm6qvm5uZ5z3mcGeRymj17JUDjwYerC9w5hIPiE/y8K+WcHx4S37TzN0Iw6M17HovDtm3b+OBNN3Kwr5+opWiNGnS0NvK2d72fa85fBjMDVQWVLJznBceZYTD9EIpCpBE3GEfNhub4gqIKLueloOwLQ7L7JHzKE0sqCc3N8n3OZqXdPRiEclkKXXUpCdaZRSPXhpYW8VWMRGRsICBqq+lpUQ+3tYpqaiYD9fUuPt9xvC6YJrpuCYztwsqNcOuHb+aP3/rntISz/MnGAA0hHwMZm6DfoCNxZCnpzw3iRJpFaqQN+Q8HChlID6CmBiG4G9o3HL/36nFKMesT/J3vwOOPz39+xbKqT3AF0mlNqZQjaOXw+0tot5NwVGEY0NwIyRgsXSbn/MCgHN/RBg0N3hzocZyYDY6zSxiugy7nj4TCZUYxM7XdDL0jBTLlg7hqhK4lHSQbVmGE69CFKZTjQjAM9UsPewVjmEfWeE4ZIzsi82B9q1gpnQEYhkFri8vUpNj4+SzxBo5EYCYNK1fC2FH3uRqxZJ5JT/Odb+9iauq7VMoDBEMX8rOfWkxNnsPrX3cVwYBsFvn9kExqlFLU1UnXTLkaJNd+5sUNnHC8q6nHSWHHjh0MDPRR3/iuw4XgWZQyqG/6v5jW/2FuIdjngxc8XwrB9fXe6etxEnEdlGtXLSJyqOxU1Usxj59jq2dcrfnqo0WWtNaxbNU6SJzdM9mrXnUNt9/+NW644c+47LIltLYYMOf3NzwEe/bI4iEYlBuDSlluOk4KpomuXy4/poegMCOPK4XuvAC6LqMSrFV7y3LZwcBlaX2YfZOVeSorV2s+fk+B7s52Nm3atPifw+OEUy5r9u6DwQF44ik5r+diWRAKw4b1ogIeGZb1xNq1UFfnzXsei8Nst9ba4Bh3bUnR984G/vPVcZZYM9z4N+/mvnvvxs0MyJznOJAdmR8c549J0TcYhmgLOtIg10VTQsWUXayqgn24wYQkqZ/hBAKKxkZoa5EF7PSMqHx9fmmH715AHTw6CrksHOyTjphCAUCRiEtr/Uy1Bh8IAm5tMfm4EW3ECSUBuPbilfzLV7Zy52iMT9+b4zP3ZfnCAzl+2Ovj6KYGBVgTu6v+mK5sDBgmuCVRw40+iZkdhozX43umMdtR8G9f/zFf+7d93PnT+ffBnR3iFuNoGBqaYmBwkJGhA+za/UN+/KM7+K///Ff27XuSREw2SZYulXu9gwelXlffAO3t3hzocRwpZsCpoF0b7KLkwJSzoF3MiX01VQjH1XSnAixPmsT8BR57ag9PDWXQPj/kp8Hvx4m3QSAqVhOAPsormMwwqpgBfwA32gxW+IR+1MWkrQ3CESkAaxf6ByBVJ39urIf4nFicsfEso6PjYDSRqv8zOrv/mXjylRTLbXziE9/lzjt/RCAg6z7b1lQqimAQfD5FslpD7+tb3PyYswXviupxUphtgQ4GVy/4fCCwgnB4fpHsRS+Aq18CnZ3eqetxkql6QaFdyIxDYVxuBnR5XsvFWNqmUHLZP1nmr+/IcGDa5rpXvhJizRA8u4Lj5mJZEIkqLrrwXF5x7Qq6uxLM3QSq2DLp9x2ShXBdUm4QhoZPYptQpA4nXO1Xmtx3pM/fCuN0X47TvWlemFwAG9C01vtJBAw+sT3Lg4NlMiWXe/vLXH9bmh/tKfHhj94qHsUeZxSuqxka0vQdgid3wq9/PX+MUuITvHoNXP1iUUBoYGkPLOnx5j2PxcFxHG668f1cu9zi9tccCbY8r8Xii9fGeMXKAN/82lcw8tNQzoEGf762/9vBB/4ABBNgJdCROpRVnd/8IbDLYJdQmWFQfnTyzA2OOxqlFA31ovT1W+IHjIJQoBqOtcBC2XHg0CEpCrtabHhLJY3PJ+pg1xFVVF11UTw9s0hzYd0ytFKYpSybr9zID7f/hte+4yNc+/LNvO3Nf8Qfvv1dOG0X1BxiOjlUYUr+bU0fKFMqgIU0KjcGk/swxvfK+eBxRjCb//KqV72BGz/wH/zghyn0nPu4piYIVlu9BwbGmZrKoF0Hf6CRhobXE42/nEIpxu23/zu9vfeypEc2//fuE3/RWEzmQQ+P44bWGOUMuBJqqstHWdhUCvjGdtYMNw1FyDJIxSxWNwUJ+jTf2PZz3LKIgjD80LAKnLKIhUDmvioqM1INjqs7Y1TBs0SjBqk6aG0TS7NsVr63iZjMe6tWzjsCTZhgsJtQqAfDDBMKdZNMvYJQ5DI+/OGvYRiaYABKJcjnpTsGoEn2mMlkT6Io6AzizL8L8zglmW2BLhZ3Lvi8MZvSeRQXXggveTGsWeWdth6nAE4ZnIpYRBTGYOYQlNOYTrFmWKEIWx/N8en7svzNT7LsKsS58a/ewrkbL0InvChkpRSRiCIYksVyV+d8fykQj+Bdu2RRHI2KSiSfF7uIk0bDcrRpYpbzkD7KxLhpJW7X5ZTrVtUMlzA5GxPYsKyepY0x3vTdNKu+MM6VW6d4vFDP1q1b2bx58wn9GB4nhulpze69sri96+6Fx0Qi4i/6qs0wPin+a02NcO65J/a9epxd7Nixg77+Qf728oWDLd+8PkDImWJsZFiKeKUMPmoDxSqBmChBgxEIN6CDKZG/KgN8AWmbTQ+hcNFWAJJnz/wXiymaGsXmLJeTeSscFWWv3yeWD3M52CeBOqOjsiF0tHewUjA1LcE6fj/gytjjjhXCTYmVhzHVi6ltznvxa1h16dV0dbRh2g5O5+W41AbhWdN7pRAMoH2AKQWXcg7G96CyozC5fxHesMeJ5kj+y7l0Ld1Gz9KvYgXqasaEgnLeahcyWc3kZBkwCYU7CIVaMMwQoVA7qfrXYJh1fPUrHyOR0NIRVpZNk2VLvcA4j+NMKVPdactizPqbl3LgatTkfgyOvWFlKMWSuI8Dg5McePzXKEAHE5DoFBsIqqrg2e7n3ARGfgpwINIMgTNPCNTRBi2NEvCogIMHxOYsGpXg4+CcKB3LSi3YHR4MbSKTaeXhh+8jEBBvcdvWEjTph3BY5lOAA72LEKJ6luFdVT1OCps2baK9vYuJsc+ide2XWGuNUrXaymXL4GXXwEUXnsh36eFxDLSLciqSsl7OoTITkBkFpzRPFWykWrju+j/g5ddexzv/7lN869+/xvq156ADMYg2nZS3f6oRsCQsy/LDunVSFJ5LoQAHeyU0wDBEJVKuSMjOSWsTMi3cRHWhPNMvrWUgbdFLLkP3PA+HWl/g2TC5ADabL13BN259B5/71Cf44Xdu44GHHvEKwWcohYLLnj2wfx/suFeUDnOJRKCxEV59nRSMinl5bONGbxHssbjMdmutbVo4SmRJwseypI9yMQcozHStHEcDOhgXH2AzBMl2dLVz4nBwXLkA6UFQPtxY+xkRnPNssSxFQwN0dkp9fGpKwuCCASmUNTTMXyiXSjLfDQ5JwJZjy2M+U64LTlUdnKoKzKamFmkuTHTgBKIoraULJpTEbVkHgTDKLuKaFqVVL645xAB8E/1VdXBVIYxfLJXy0zC2GzPdD4Xp4/9+PU4YR/JfXkpH91cJh9fOW7859jRtbaITLuZhZiaPxHBZCxaCYvFr6O+/m+9+92GyOTnfVyyHQMCbAz2OM6U0uBV0tSCs0FIQdhz8w0894+GpiA+/T1FKj4PPwk32gM+UkFQA/1EWEdlhscoJpXAjdWdkV0xDgyISkzVcuSI+wY4rYXIBP6xcUTveNIMLvo5l1WFaLezZm8bnUwQsKQgXCtItANJpYAWgkJc50uN358w7Ez1OC0zT5NZbP0I28xP6e99IPnc/jpPFtvOoOaqUuhS84uXwgqvANL1T1uMUYHaidx3IjkF+HHLTEkAwZ6jbvJaurm5WXfoiNl5yBWZhDEwDN9F+1gbHzcWyJCk2EBCFVFubqEjm0nsQdu8VVVQqJSqTqenaYIITTqINJxiXhfLEUUqnaANOz+WUOy+scUCWMDkHcCE3xirfINdeeQmXXXAupqHwOPOoVDQHDsKeffDgQzC0wI1rMChJ6i+7Rr4PMzPy2EUXQtQLSvVYZGa7tZ4YtRd8vm/GJh5QRHwuuA5+Z05wnD8GygfBqBQLw42o2fbY2eC44jRGJY/2Bc6K4Li51KVE5d/UIIvaqUlRBgcC1bmvbf4xu3fD2BiUyjLv5XLy+GwBeHJSrhemTwRu04uhDgZILQHALEzLPU+qC910DmgXwymg61dgx2rNj33lMemeQok6zvQDDpSyMNUHmVHU2B4J4fU4LTmS//LeeYVdAO2WyeX2ki9MkS9ALi8F5GLxEAEruuBrBoI9+Hxd9B7Kg4IlS6QF3cPjuOK6GKWMBJpqF13JyvVKmZAdxKw8sxH7wIxNwIRk2AemBQ3LjqiCjepjAJUCZmZU7AXDjRCqe5pXPX3x+xUNdRLq5vdJztOBgxKiGglL19vRq5y59Z5ZyuVRDBUmX+zBsjSBAJSK0imnlEYp+btaqjnbvQehWPLUwb8r3tXV46SxefNmtm7dSjz2FH0HXk8+fxCfr9ZMXSnYvBmueTFYlne6epwi2EWxiTD8qNw4TPeCncFPpWaYgwnJLlAaUktRpQJGcUaUU/HOk/TmTz2UUgSDikhEFrUb1i+8ME5n4MB+WfD6/RBLSMfygQMn0TsYoH6F+CoW0zBzlGKuYyO650oqgVpvMNHN2OIxNn0I9v9KbkJLmRP5rj1OAI6j6evT7N4DTzwhXsFz8ftFOfGC50NHO0xMymMbN3hBqR4nhk2bNtHV0cbf31NYMNjygaEy4UiUZCKGyg4xdwnnBOKg/GDFJDgulALDRFcDxFSlIPOk6ceNNknR+CwjElGkkrIg9pkwnQafks6YcFgKxf45Yul0RuxiDvWJJYTjVNPVfaIOth0YH69VBy8KoQROXLws1OQBUH7cxlUQaZLNcdehsvyF8zY+rfG98sbxyf+NAJQzUMmihx/HKIzBzMAivWmPxWZkZASf1U0wuHzB513toKiQzVbIZMAF4nGbSmknpfLCOxel4l6swFJSySSdHV5oqsciUUqLT3ApDYYlF9dSFtwyvvHaG7V8wV1wXvzWzjKr2lK0d/Tghuog3iYhqVDjFUxmWP4+K4wbbTyjhUDtbbK52dwMdkU2LCsOJBKycblyjnewnvN71dolPf1NYvEU0cgKRkclNM7nh1JZUyyqw+rgupQUmUtl6O09QR/wDMS7wnqcVDZv3sx99z3IK667i1jsnHnPv/xauO7lEI97p6rHKYLWVYuIMlRyqMwoZMbALjI38quSXAZ+PzraiA4lIDcKgBtrhtCZ5xf1XAiFRAnp90nidFurLHbncmA/7Nsn3oktVc+odBoGTmabkBXCrfo/GzO9cm4A+AK4Pc/DWXLlAmFyABqy4xj9v4axA9Ja5oXqnDForRkc0jy1C5566tg+wbEIrF8P69f5GBuTmsn686CtzZv3PE4MpmnykVs+xo/2lPiT72d4dLhMtuTyyFCZj/wyR9mGC85bA46BP1t7sbWxwB+RZPRACJ1oR80We33V4LhCGqMwjTYtSPWc+A94CuDziVVEfb38VyzC1IyE6wQDMv81LeAc9eST0NsPZVuuDdncEe9gEOVwKCRdx44N6fQibYwme3BNC8Mpw9R+iDSJXYTpRzkldKiOcsclNYeYVDAKmeoOqFEtCJuQn5KN9MlDGJP7xUvY47QjEOwkkXg1yggs+Hy5XMRxXRw7jAaiEVh/XopYLEkhf+8CNoEumfSPaGxo4nlXrqWt1ZsDPRaJ4rTcq2uNLmfE2tetoIsZfNMHa4YO5UrsmygylilTKLmMZcv88wM5nhyv8IqrrwLLQjcslbnOrYZJ+6oVS9fGSA9LcFykAUL1J/JTnnCiUfHzbWoUZbCpZN2WSMo81T2nKUgpRbmcw3EKFApjTIz9M4X8g7zwhedTLimeeFKOCwUlg6dcBp9fgwLDULRWhUODA5DPe+rg3wXvKutxUqlUNLd9S7F3fytzT8eLL4LXvQaam73T1OMUwi5JQdi1ITsO6SEoTGK4pRq1lAZ08xrQClI9aENh5MbAV01R96jB51OEQopoVDoC1p8HrQt4B4+Ow1O75IbAdSFVJwvgvt6T3CaU6saxwijHgbHdRx5vXIqz9CrKqdrtcAMwsMWfbHoA9v4EKgVUOSMrfY/TnokJzVM7YdfuYxeC43FYuhwuuxQmp/woE845B7q7vXnP48SyefNmvvbVf+WQk+It2zKs/uIE7/yfDGkV5arLL6WlIQF2FhOn5rhKKCGmtqE4BBLocEoWwkpJcFwlD5lBqVYG42dsi+yzIZlUpFLiHWwaovxVSha6kQiHQ3GOZnhYNjz37xO3hVl1cCAA4dARdXAyKeMnF0sdbJroelGAmpkR8b9sWolO9YBbQdklnI5LcMzaXVwrc0BuiAwFriGBcraEyemxXah8GjWxTyZ0j9OGySmXmZkLaGp598IWEdrFtfsJBFvxW1ECFqxYBuGQ4rJNF2DbB5ma/G8KhT04ToZ87n5Ghz9KsfAwf/7nr2f5Us82y2ORcCoY5bxYF5kBsPNQKYMGc3znvLVcvKGdTCXE/f1lHhoq8Z2nijyRifKOP93CyuVLwQxDaqnMdVR98mctEPKTqMK0dMqcBV0xPp+ivV02N1taZBNzJiPrtGRKHu+eswQ2DEW50IdjDxAOGrz97e/lpVefQ7kCwyMwPqExfQpTQbmiKZcU4arwOhYV1XHFlnBmj9+esye9weOUw3E0v/iV5stfmf/ckiXwpjdAT4+3IPY4xbCLsnts+FG5UcgOQjmHn9oCnm0lIdaIDsXRsRZUfhKcMjpYD7EFqpwehMOy8+v3wZIeaac91D8/bOtgL+zdK2FzTQ0wPS0ejIf6ZbFx0qhbBsOPYRamcTLDR/6duy5FjzyJ8+ABzKOsRCygiAvFSYyxneje+9DLrpQbSmsBWbTHaUM67fL4E7B7F9x7nxRz5hIOS0vdC6+CTAbCETl/V67w5j2Pk8MrrnkRr3vJRfzqrrsZnsywJFrhnNC4bGQWcvhmDtWMdwGCCWn/t0IQb0cHEyhloH3V4LhSFiM7LNYCqZ4zMjjn2RIIKBrqNVNTEhY5PAwzaVFMRsIQDUNDPYxP1B735FNiJdPVJbYSmYwsqhNJyBdgbBRWr4bJaSiXIJNxicUW4fccqcMJ12HmJ1ETe9CtG3Fbz8PMDkMxg1ZhyquuIfTktw8fogDf9BB2ql0q4MoA14L8BMoXRI/twgiGcKJN3r3RaUIm43L33fDlryiUCtU857plSqU8rt2PoxV1yUZMU9HdLUUbw4Qly1dwnXUNP/3pv3HowMew7UECwY20NC/nXX/9Lv74jy/3QlM9Fo/iDDgVdKWIMvwoV4tSuJzHP1JrEWGbUaKxFKsb2mjP5Kk4Ng0Xn8MfXvASjOmDYJfE+iGUQOWrF+6jLCJUZhjKWXQoiT5LNkJjMUVrq6ZYDUG1y7D/ICxdApMTsHQp9B51K+HzhYnUtxAJQ1Pjetaco7D8IpYoFsRi7XlXQCUoaz3LgkRcVz2HFa0tmpmMbIpOT7skk96147fB+215nBS01jz1lOajt85/Lh6HP94CG9Z7p6fHKYZ2UU5Z1MHlHGpmBGZGwCnOu5jajavkh2Q32gyIZ9RscNxZlKL+22CainBIEYvJenHDMdTBg4OwZz+4WlRRzU2yKzxwstuEQgmcWbuIqQNQliAJwimcJVdR7rponqeiDwfcCswMofb/L2QnUOXckVYzj9OOYtHlsSdg50647/5jBMYFoLEBXvwiCcXQwNIlJmvnuyV5eJwwVDmLicsFF2/i2hddwbqVyzHyk6Kacm18du2uhu2PS+BOQGwi3EQHKhCTJ/1B2TzNjsgGaiAK8QXM4M8ykklFXUrskEwTclnxPLQCEAxDS+v8Y/bvk6Lx/v0iOHOBfF6UwcGQzH9TU0esIyYmF/EDNCxHmyZGpQjTByHZgW5aA4DhVtDJbrHIOgp/eRwqJemUMqr+wRooplEzvZAZw5jYL+eLxylNsehy/4PwD5+XuetoCoVxspmHKZefxDAVDQ3dhMMx2lqgtVXOW42ct89/4Rq2/eBWbr/9n7jl1v/iox/9DP/8/77Ali2X4/d76z+PxUMVZ6CSR2Ggy3nAARRM7sOg1qrNDoqln7KCxBMx6rtW0rnmQsxKEVXOg2mh65cdvnaJT351jVdMY+TGQVckOC5cmx9yphIIKFqaJQempRnKDmQzslEZj8nmZzWz9jClUoJwOEE2r3jyKchkpYOmVJa13fSMxu8XtbVd0ZTLinA1ZiochrqkXI/27QfX6zL5rfCuth4nhd4+zbv/Rtrd5rLlzXDVFSf+PXl4PCOVQrWFX0NuAjJDUJrENy84DkitQFthdF03qpLHKKbBDECy5yS88dOHcFgS1v1+WLYUujrk56NxXdi7B/r75c+JuKiJSyVRDZ9UEp1H7CImj+pZat+Iu+T52FbtzaB8NAfKaZjshZ13eGFypzG2rXlypxSC739QkpTnYprSLve8y0Tlp4GONrjgfL+nhvI4edhlqBQBAx2IYhSnYbpPNqbsAio7PK991gklwfCLOjjcDKGELI6rC2JVyqHSA2AGcOPeRijIQrm+AerqRB1cqUCpINeFWEIUwvFY7TGuhj27ZCN0Jg2WD7JZuYdOVQvAo+OyyMaQRffk1CItiE0Lt65qF5EeglIWt3kdOtEO2ganjL3s+XN6pSAwuV8mamXIfZRpiRqvlBW7iOI0TJ3sCdzj6SiXXR5+FD7+yfkdW36fprvbYOnSJfR0raa55RzC4RiNDbLx4TpVN5mgdHStPxc6O0yWLLmM889/EevOXcfKlYpw2JsDPRaRSkECTfMTKH8IrW3ZqLLL+Cd21wx18FUtjyxAgQk62oCKNKILadAu+GNQt1ReE8Qnf5bMkKiQrZgEp55F8184LN/7upRs/mhXujdTdWAFYfmS+cc4johkdu0SC6VQUDI1CgV44vHqhmnVO7hQBMvS1UYjRWuLNB1NT83vrPF4erwrrsdxxXEctm/fzu2338727dtxFqj2Tk66/PW7pbVtLq9+tQTGmaZ3anqceii7KIEDhh+VGYKZfigX5vnt2NFOCFqQ7JYCcHYEtMaNNEEwtuBrewiGoYiEFbGqd/C6cxf2URwYhKeq3Vy2fUQdPDK8iAE6zwbThMaVaKUwC9MwM3j4cb30+Qsuki1cwIX8BMbgQzCyq6pA98LkTidcV7Nnr+bxx6UQvGv3wuMSCTh/AzS3yM1vQwNs3Ag+nzfveZxEKnmZ4/wBqJRQdgU9dUAKd9rEn6m1iHAIgBmUYrAVglQnBOJVr+CgdNAUxlGlLNoMQqrrJH2wU49kQpFMiO2DaVYXtwUIWRAJiYpyLrv3STL7gd6qOljLMeGwdBqUSzAzIzYTIAvicnmR5sJoI05YWp7VxF4IxHHbNoDpQzlldDBOqefKmkMMyhjZcXnzhg8MDaZPijLZUfRUP0Z6APLeSv5UYO56rlJx2LkTPvb3kJuT96eArk5FKlVHLNqEq+tQSrq8lnRL84DW4nPd2AgbN0BHh2J01GWgeovU1QEpr73bY7EpTIuKV9tQzmNoBeU8ZIbw5cdqhlZCKUBJ9dKugBVDx7uACthZ8Adxku1ShdTuEZ98gHIOIzeGrhTR4QYInx0WEbMEApBKKpJJ6GiHilvtginKZmeq7ojP/Sxj47JXWCrDo7+BTBo6u+XPh/ohk9VYlsJxwLE1pZI6HDQeDCoa6sFx4eABsG1PHfxs8a66HseNbdu2sWHDBVx33XW89a1v5brrrmPDhgvYtm3b4TGFgstfvQsmFrjXe/5V8JYtEAx6p6XHKYhTEWmDU4ZiFpUegewIhi7OU0u5reeBGUDXLUErE5UeluC4VPexXt3jKEIhUQdbAVi9SnaX51Isim/w2Hi17TAMoYCEFew/cJLbhKwo7kJ2EalOnKUvoJSobaE1mQ2TK0J6ELXrx1DKoUppL0zuNEFrTW+v5pFH4aGH4fHHFx6XSMA5q2DVimoAYhIuuhAsy5v3PE4iWqNK1fBKfwhKaShlUMW0XJeK05jUXlMrwYQsgkMptC/KIwcn+NHPfsmvf/1rHOWXTpqpQ+Dz48aaPR/0owgEFHX1oppqahQXjkJBFsLJFESjHG6BncV14ZHHYGRIvIEDVjWYxxF7NYDhUVloB4KAC2Njc//m40jDclzTOmIXUdeDblghdlqVIm7r+Tj+RM0hVvaQ3Ev5fFXLCEs2DUppGN+Nys1gTB7wNkJPMgut5y648DW878b0ggGF3T3g88s5OpMBlJy/y5bIZofjSHGovgHO3wjd3YqJCX24k6upEVpbvTnQY5HRGqM4g8pPoMwQrlMGtwxaY449VTsU0P4Iogg2ABuCDRjRJihmRAlsWlC35EhwnO+o4LjsGCo/jfIHcaMNYM25oJ/hKKUIhSQXIxGHeBRsV4Q8qZRcL5YtrT3GtmVjyVDQexDGJyEUrubJFGDXU9IpGgrKGjBfkKnE9MmtS2urNJ+k0zIXejw7vCuvx3Fh27ZtbNmyhXRmDT3L7mD12oP0LLuDdGYNW7ZsYdu2bVQqmhtuWriN+9JL4B1vh3jcOyU9TlHsouz8oiE3AukBKEzimxscp8IQbUDHO8EfRqVHUE4FbUUhvoDcx2MehqGIRqrqYEQ12biAOnj/AWnHV8hucHOz3ExMTCyyZ+KzIdWNE4iitIaJPUce79mEu+LF0n52FBYADhSmUGO7UHv/F1z78E2mx6nNyKjm4UekEPzAgwuPicehpwvWrwcURKJw8cUQDnnznsdJxi7Jf4aJ649i5MdhfA+gwangm+mrGe4ChJKgTPpHx7n1i1/nz9/1Pt7z3r/lNX/0Zi66YD2/+MF/YxSmxDPf2widRzKhiMehq1sKZpVKVR0clA3RhdTBw8MwOAz79okyGCCbk+Kx3y/q4InJqh+jIQrOReuUMS10nfT6mukhqBRxWzdAMFndPK9QXnn1PJ98a/JgVRVsVfuCA5CbQJXT6Ml9qPw4ZAYX5z17PCMLr+d+hhX8JJlMfN74rk4p9IIEG7qOBDx1d8t5bNtVj/xGyYFY0qOYmtbsrzYd1NfBkiXeHOhxAihlwC6iy1np8DQN2YjKT+Of3l8ztGLVye6cPyQXW18Yt64D/EF0cUaSEINxiLegnKpV4GxwnF3EyI5COYMO10FkgQXMWUAwCNGoKHY7O+Ryn6165CdisgkUDNYec6hf6umOhkcegfS0hIkXqzaA2ZwmEFA4LriOJpcTayUA06dobJZ/rkOHFrEz5gzDu/p6PGccx+GGG24iGruaju6vE45ciGFGCUcupKP760RjV3PjjR/i0591uf+B+cdv2AB/825obvZOR49TFK2lfdYugrJQ2WHxd7WLmHOG2g2rZJGT6qoGxx2S4Lhk11nlF/VcCQaPKITXrIYlPfPH5HJSDB4aArQoiaMRWVT39p4CbUINy8UuopgWSxGAQBR32Qsod1xUM1QBfhzAhdwo6uBdMNlXDZOz5720x6nD5KTLQw/DI4/CjnsXHhOLQVsbbDxfFsrBIFxyEUSj3rzncQpQzkp7vxmA0jTKddHT/VKtcV18TrZmeMVKgDIZmSpw5y/vwaxk+Op1CZ58ez0/en2SC2JTfOFjN/Hob34DoRScJSnqvw2BgCySk4nqRmYFctUmkrqkzH+JxPzj7r8fJsZF9Ru0JJjHto+Exw0Pg+WX1wAYHV3EuTDaiFMtdKiJvRBqwG07D5Qhm+CxdirN62sOMXUBMzOJKO5MkYFpB7ITMN2Hzk5iTPfj5heQoHosKsdez60nGJpv8tnWKuepz4DpGVHrmT5RA6biR4IRG+rFI3jVSkU6rdm3Ty4tqRQsXbrAG/HwWAyKMyK4UH60U0A5LrguavzJ+X74Vrhq++CXza1gCqItUMmKSMO0cJLdIodnNjiuuiLMjqPyE+ALoMP1snF6FnJYHdwhG5Z1Kfl1DQ3KfOXzwaqVtce4btVGVMvG5+CgrOtCIVnz7dsn15hIWK4vZRF24/PJMY31cs3JpGFggfBmj/l4qxCP58yOHTsYGOijvvFdKFV7SillUN/4TqbTL+AHP5p/M7pqJdz4t14h2OMUxy7JbGOXoZxDzQxDdnhecJwL0LQKHW9Fh+tR2XGMYgbMCNR5d7y/DYahCFe9gzVw7jnSUj+XXXvg4UfBduR+raVFlCmT04vcIvtssKK4VUWcMdV7xC6iZR3uipdQmRMm5wMUFbnRnOmHXT/ywuROcQoFlwceFEXwz3+x8JhIBFqb4dKLJezJsuDCCyCV8uY9j1MA10GVpdirAxFUdgwyQyi3LJ6K0/3zrZCCSVCah57cT8yv+ODzo2xss4hYBhd3WHzj9+K8bEWQb337O1TiXeAFIy5IIiGeil3dsph1bSkIR6Oy2G2ol7bXoymW4Imn4OBBmfdmFcDRKPhMKchNTkpAnb/aur+oc2H9kiN2ETMH0c1r0ckOKfA6JZzuK3CMaM0h/vwgOCWxidCOhC6VZlDFaZyJvex+9D7u+M//x/Zf/WLB7BGPxeHp1nO1VGhurirSfTAxJYFypiGF4KYmKFVkrqtLwdpzYM0aRTar2TNbCE7C8mV4oakeJwbHxiimUYUp8IXQrgvlDLgu1vic4DgzKuId0xI7G58PYk0YVlzsk7QL/jCklqDs6n29vypPtcvSWVNKQzCJPss7QoNBCFiK1la5Nti2dLOUyhCJQXurbAodzfi4/F8pWd/NTIvvcLEEe/dBuaQxTYXW4FTVweGw9KCYpqKt+isf7Idi0VMHPxPeFdjjOTMyMgJAMLh6wecDwTW0dXwI5mgou7vhgzdBa4t3Gnqc4tgF8Qo2LWlfnOqDUnZecFwl3AKBMCS6ZZc43Q+GIQEDZ5lf1PEgFJL/ggE4Z61cM+YyNSWL4p3VezmlIJ6QGmpv3ynQJpToOGIXMb5LHjNN9JLnYy9/EXPfnXRbVsPkhp+EvvtQdlk2JDxOKSoVKQQ/+hjc+dOFx0Qi0NIMV1wui1/TL7Yn3gaoxymDXYRKEW36pNJbysJscBwG/kJty75NCKww09kiozNZLmr3YyhVM8ZQipev8LF3cIodTxw4cZ/lNCMQUNSlpGDW0iqtsbmctLnWpcQvsbF+/nFPPAkjo6KaCljSeus4EKt28Q8MShG4uVn+nMlAPr+IdhH1y+XHzAhUSrgdF4IVRLllXMOgfM5L59tFTB0E5UoAIYDpJzu4n//9zn/ytS98ki/8/c389Zbf54KN62uyRzwWj2dazwE4ToFgIEsiLorgsQkJhTIMsTZpbhG7EgOor4c1a2D9ekWxqNm9V9zW4nFYvtwrBHucQIozUqB1HLRbxlCmCC/GnsKwaxMRK4GYXKTMAOgyBGK4iS5Ao0t5UAodqYdgQuZJZRwJjitMSgimYaJDKVEUn8UYhqiDW5ohkYSmFuneHBkVdbBhwMb1848bHZN/gqkp2L1HNp4CQQmh27Vb8+BD9/Hzn/2Y7Xc/RKXiUi4rLPHbI5mQuTOXF7sIj6fHuwp7PGeaq3ebxeLOBZ9Xyo/PV1sIa26GWz4MXZ3eKehxiuM64gdVKQIKNdULEwdQCwXHtZyHjjSgY82oYgajMAk+C+qWHePFPZ4OpRSRiCIek06t9edBLDp/3N798MRjkMmBY0NjgxSF09mqhcTJpmGV2EWUskfsIpKtOMtfQGlOC+1huwi3AtlBjH0/h9zUkXAnj1MCrTWPPAIPPwJ33CGFmLmEQqKQuvxSafc2TDhvLXS0e/OexynErNLJF4D8FG6lgE6PSidMcXreQsEOxgGDguMnU3LpTC5sf9QW8XFwymZkbIHEYI/DJBKKWEzUwZYpl/l8XgpmoYAEyiXmW7Vyz73ir1guSy0inZHwOL9f1MGDgxAOG4etJkZGFjFYNVKHE5O1gJrYC7E2dIMUFA2ngk50UWnZWHOISQUzOyE7ZGhmZvKMDvfTGSrwnssi/Merk3z7NQk2JScPZ494LC5H1nO7F3xea5dSaZBEQs6z6bSca8qQ7pf2drE7wYDGJli5DC66UFGpaHbtlkJwNAYrV3iFYI8TiyrOoLLjYEXkOljKgOnHP/pkzTgXQ9Zthl/UwUpBsB4j0gDFGZRdAl8IN9kp4XOAnvUKdm2M3BgqPwlWTIJTvfOcYFD8fNtaob0FlJYNTLsC4ZgIfs7fUHtMpSLdBoYBT+6S4nBbG+zcuY93vvPzvP51r+O9730Pb//zP+UlL7mO72+7E8uSNZJhKFqrvvnDw5DNeurgp8M7Qz2eM5s2baK9vYuJsc+ide0XTmuNYQRqHkul4OO3QE+3d/p5nAbYRfEdwIX8KCo3AfkJ/HM0nQ4WxJokKMcXgKyoqZxoC4STJ/59nyEEg5IkGwzAunXQ0zN/zMyMBAs89LDct2kklMQuQ9+p0CZkhebYRVT9N7s2oZe8UPw3j0LsImwoZmB8H2r3T0TqXM7hcfLRWvPUTs2DD8MPfyTtbnMJBWVT4vwNkqBu+iQ8Z+lSb97zOIVwbfElB7Q/ilEYh5Gd0smgXXwTtYm/DkBIKpNmNMn+aZc9Ewt7mvembQ7OuIcLTB4LM6sOTiWhrV2KwdmsbAzWN0AwJHYRc2sKY2PSMjswIB7B2VxVDdwkz4+MQjrjUl8v159KBcYXsy6fWip2EU4Zpg7itl+AjjbKxqZr4/RcPt8uojgCTgFMPyMjo/gMWN8WpD1hEbYM1jZbfO2Vca5bFeDmD9zgWUY8BxzHYfv27dx+++1s3759wd+lrOfWoHVh3nNaa4rFMZTKUFefZHIKCnmxfW5pFP9g20Z8O+vEC3jTJoXjanbukg3TSBRWrwTT9OZBjxNIpSj2EOUsaBfTNCVELjOKma3tfKkE6wEDjCDgSHBcoh1MH9opipdPIA6x1iPBcb5qClp+CgpToF10OAnhhhP5KU9ZDEMRCso8VlcnRd1yGcZGIRkHZUJnJySTtceNjct6LpuVfJhdOx/kpz/7EaVKDz3LfsjyVffR0b2VbH4l73rnu/je9+48HGYZj8vmaKEIfZ46+GnxrsYezxnTNLn11o+QzfyE/t43ks/dj+NkcJwcak7rYDAoheDly71Tz+P0QILjSmAGJVBnYj/Y2XnBcZX6ZRBqQMda0HYZlR2tqoI9r+DnwtHqYMsH566TwvBcDg3A3r2ilHIduREwTFms9A+c+Pc9j0QHTjBetYvYK49ZIdxVL8Jeeiy7CFvC5Prug/HdqEreC5M7Bdi9W3PfffDj/5E2tLkEAtDQIK1vXZ0ifDt/o5eY7nEKUs5Xg+P88nOlAhMHQdvgKny61q/cDiRB+SAQoaljGVlfki8+WMSd07Xgas1XHinR2NrOpk2bTtznOU1JJBTxKHR0QtAvC+BMVjoKQmFpe21coK5w333SBlsqiV9wOi3F42RSCsN9fTKuqRpmPz21iJujpnnELiI3BlrjtpwPhokq53EDccrnXDvPLiIw3Us2m6dcLtAcNRe0HLnxihC9hwbYsWPH4rz3M5xt27axYcMFXHfddbz1rW/luuuuY8OGC+aprTNZxbkbv0Ukevm81ygWp7DLfXR3NjEzrcjlEAVwgxR3bEcKvvV1Yul12aWg0Tz1lDweDsGqFV4h2OMkUJqB/Dj4AjjaBbuC8gUwD903v8PTioj5tc+S++1gAuKtEhxXLoHpl1A4n6iBtWnJYsN1UfkJEQwFY7iRJnkND0DqP4apaGuDjg6xYc7kpSgcCsi67XlXzD9uakoyRvfu03zrtl8CQZKpVxCOrMEwo4TC62lt/ySR2NXceuunRPWtpADd3CSbqKOjMD3tqYOPhXdF9jgubN68ma1btxKPPcXBfa+ikB/CNCM1YwwDPvExOOcc77TzOE1wyjJD2UWo5DFnhmGqF1PX+rdKcNw6dKoDrAgqO4RyHNxgSm4iPJ4TgUBVHRySROqFvIOLRdi/X9TB5Qo4rngt2o74J2Yyp8CNQP2KI3YRU1XFXf0ynBXHsotw5RzM9KOe+BFUSl6Y3Elm926Xu3dIIXhiAZWdZclieN1aUUb5Lbhwo2eJ5HFqooozoDXaiqDy4zBzAJwy2q1gTOyfv1AOJGVlFkxApJHXv/Wv+Mm+Mm/8bpp7+8tkSy57J8v8w715vv6bAh/+6K2Y5tytU4+5BAKKVArqEqIONpXYHoG03vv94r8aqb2tplSGBx6Soq9pijq4WBB/Rr9f/IeHhiEWMw4fOzK6iB9krl1EQzc6tRTQGMVpdGoJ5Zbzaw4xcPCVxijYEPAtbDmyIuWjJWoc9rT1eHZKX5BC8JYtW0hn1tCz7A5Wrz1Iz7I7SGfW1NhvjI+7vO/90NdXq+TX2qVQGAb6WbqsHZ+/jVxO6mWNDaIILpXF57qhflYRLHPfrqoiOBSCVavA7/fmQY8TjNao7AQqPwWGT4Q8xUmoFPHPCY6r+BKyi6aCgA0+PzrWjBGsBsc5JfBHcFM9ErAKR4LjitOowgzYJbSVhKjXEXM0pqkIBmRjs65O5rVKWcLi4nHZY7b8cu98NIWCBMfNpLOUKj1E4y+cF26plEGq7k0MD49y9z0PYPllyzEakQ3VclkyZBbNJuk0x7sqexw3Nm/ezP33P8hlV/yGaGzlvOc/9lE4f6N3ynmcRlRmVcF+8Xqd7oPiFP45w2yrDmIN6HgH2gWVHgCfD92w4qS87TONWXVwIi67y+edO39RDOIptW8f7Nx1JKTE8kmheFYhdVKxQripJQAYM/1H7CK6L0cvfTEV/zHsIgrTqLEnYN/PJUyuUjzBb9wDYM9el+33SFjc4AJe1H6f3OSuXSueiJYFF10IHR3evOdxCmKXoVIQbx0URjkH4xIcp4wQ/kJtb6XtC4M/AoYFoRRuspOrXvwy/uEfPssD6RQv+foUr71tis/syPNwOsJnvvgVNm/efHI+22lIIqGIxUUdbFVvMtIzEPBBU6sU1Brq5h/35FOw/6D4DPv9MD0jBbjZRPXhEdkMbWwEDAn7mpxaxEVxaimuPyh2ETNDuF0XQzAum5mujdtzOY4vVnNIkgIxC0r2wp0v/Rmb9phBa31iwefPNp6t0tdxHG644Saisavp6P464ciFGGaUcORCOrq/TjR2NTfeeDP9/Q7veo8EE9bi4vfn6WgPct555xIMSiFYGVL4bW6SzXfDhKYGCYW75BJpz961S6xJAgFYvQosy5sHPU4C5SwqNwJarE5QBqBQ/fehqN1AccIJ2ez0B2QRYcXRyS6wi2jHlo6ZSBJCSTnAMA+rf1VhEpUblbC5SJ0XGr4AoZCs51pbpBgcDMqGpe1AXVKuJauWH5n/ZpmaAse28ftXEbDaFnxtK7AMpQKMjoxLPV/J39XSLBulkxMLCzg8vGKwx3GkXHb50z9TTKfnRx/ffCNcfpl3unmcRmhdtYgogvKjpvthbBeqkkPNGeq0roN4G4SSqMwwyq6g/TFIdJyUt34mEgwqUQeHYcMGaG+t1jDmcKAXfvMbmEnLbnBDg/jYjY0v8gL42ZJowwklxS5irKpKsEK4K1+MveLqY9hFVCA3jrH3FzAziCpn5EbV44Sxe4/LL34JP/iRWJHMxTQl6GnlcjhntSjZL70EWluMZ63g8vA4oZSyKNdGmwFJWp8ZkrT1cgGyE/OD4/wJue4EExCIQqIF/EFe/LLN/Pqh3/D9/9rK+9/xJ7zt7X/FP/7HHWx+5StPysc6XQkEZMMzlZSCsM8QdbBSUJ+ShXRdSv6by//+QuwilCHK4FxOrkGJuDQ39R2SttyG6u35+ITcsy8Kc+wiHEfz0LifnXv2MrD3MSr+COU18+0iltSFGEw7C1qO/GhXiQ1L6tm0pkOUe2cxz1bpC7Bjxw4GBvqob3zXgmq6+sZ3Mjrq421/UeDAwfl/Vzxu0NYWpb4+ST6rSKcBJedgU6MUcQxTisIrV8nmZzwmG/LlMgQsWLPaKwR7nEQKMxLoZlb95UozoA38g7+pGWabYcAAfwhwxMg2mMIIJeU1ygXwhXBi7YcLwHrWK7iYRhWm0aWs+AnH20/YxzudME1FIADRqGwetbfLhtHYuAgpohGo2HD5fJcayhU/ps+iVF7Amw0oFffgugXiiWZsW2GaMo+EQvLaFVu6RD3m412dPY4L5bLLH74JenvnP/eed8HVL/FONY/TjGpwnNIu5EdQ04cgN46PSu0wfNL+n+xAmyZkB8A0cBuWeSmyx5lIRJGIQSQE687VRCJpoDbopFCAffvhwYdkzWgFxauuVBJ18CnRJlS3DG2amOU8TB6Ux+p7cJYfyy5CQyUH6UOop34gvVWeXcQJY89eKQR//wfiPTYXw5DWt2VLYeMGiFQLwY2NxrNWcHl4nFC0RpWm5UdfGKMwCVP7AQMCIfzjT9UMdwCCMVFNRVK40RYI1Uv10R/CVJqLV7Zy4fpzWX7eRZgJzx7pdyGZVEQj4jUeDEghOJ0BNHR2yLWmsZ7DITmzTEyKXUQ6DYEgTE/LXNjSIl7C2RwMDUFdyiAQBFwJoFs0QkmceCv33reDt73mRVz75v/Lx7/6Hb71rW/xL5/9ex7rz1BuvaD2s4cg4oNdw0Wm8mUKJZfpfJn7+4vYruYNf/BazMIkZBZoyzhLeLZK39kNx1lbjWBw9YKvFwiuoWvJ7UzPzFcxJqrt3JGQqM6zVUVwMimWJY4Gn1825levggs2SpF41x4pBPv9sHIlBALefbDHScK1MWYGoFJEKxfls6Tbc+wxzEq6ZmglmJCdMzMonie+IG6qB5SJtougKxAW6z81m93hF99g8hOQH0NZUdxgQuZKjwU5rA5ug4422bTMZmFqWrzHTR/EYlIoPppyOYJSfiCLniOG0dplYvxztLa2sHHDRmxb4ziglAYUTU1yPfMcqxbGu0J7PGcKBZfXvh6Gh+c/9/Y/g1e90jvNPE5DqqpgbQbQk70wtgfKWeY62tnJbnSsCR1pQOXGMMoFtD8MVTsAj+NHIKAIR+CBB+/ia195J70Hf0WhkJ43bmAQntoFff3g2FV1cEWz/Z6n+NrXfnTy1ZlH20WkB6AwI493XYpe8VLxLTuKw3YRuXHU0GMw+AjKLnl2EceJp1Pu7t/vcufP4dvfkVa1uShEfbdsGVxwvliTXHY51Ncbv5WCy8PjhFIpyjVEGeAUUblJyA3LvOcYmM6chXKgDnwB8UcMRCDZCb6ABM+ZlvgpZgZlIzTR6QXn/I4EAopEQhaunV3gN6WwGwiKZ35dg3TH1C1gF7H9btnw1FpqGem0dMW0tgJavIPzeZfmZsAQ9XA6vXibo9vueowP3/pJVoUz3PXHKf7luiSvWxekK1jgm//5HzyRT+H44jXHdDWE0GaIvRMODw4V2D/pELBC/N6LLmHj8jZUbgIjOwrF+fP+2cCzUfr29/ceDtprbhbf0mJx54KvZ6gAVmB+B1syKf9FQhJkmM4ASs7LhpRsSvj90NEKq1fKJmgsLpYlpaJYJq1eBeGwt/7zOIkU05AbAdOHiyGdL4aFv/eemmEupsxtfn+15VBDIImK1Ivq1y7LfBeqBysKVFXByoByDqMwA4U0BCNoLyfmafH5FFYAggEJk+usNnsMDYpiuLlJ/rzxvLlHKkKhZnCL5LI7KRT24Tg5CoVBpia/STa9gxtv/L9Eo4pCEbQ+0jpqmprhoQd46KEfnvz13ynIwk79Hh7PkmxWCsHpBURqb/kT+MPXezcCHqchro2yyyi7iLZdzKleSB/C1LUqVA3o9ovEDsIMwMxOUEp2k73F8KLwy1/8mA998GZi8VcST64hYMWx7QK+arLvLAcPwMOPSCvSgw/9in/+p9uYmi5RccYo5u6nvb2JW2/9yHHztHQchx07djAyMkJzczObNm16+uCkWAtObhyzMI2a2INu3ShF4uUvwJ7cj/nkbTW7tQGgqMuQHcDYfQdusgeVUFKMMbzt7t+Vbdu2ccMNNzEwcMRUur29i1tv/Qhr176cH98B3/6eKMtrcYESgaDNkp4oF12oqK+Diy+GZMKYp+CaXbiHIxcSCn+d/t43cuONN3Pttdd6AVseJ55SNTjOH0IVJmFyn5zSyoThJ+YFx+lgHKhAuB0dSEC0Rbz0/WHQLmr6EKqUQwcTkPTskZ4LyaRiZkbT1QED/VK0HRkVi4e2VpiZEX9FKeYeOU5r+Mmd0N0DjXWQzXO4JTcag2xGQnRWrZTjJyel0yEcdvH5ju+9uuM43HTzB7g0ZnLzVVGMqqdT1LLoTmqUgtt/8FPWvO21BJ/478PnmwJWNcGkbznKKaJ9AaIBE8I+mNiPDiVR+TEMfxDXFzzr7rOeWem7umbcpk2baG/vYmLss4TCX68pIGutUcbcBAxIpWRTMxaDXAYyGWkIiMdl49P0iSK4qxNWrYDzzhO131NPScu33werVnuFYI+Tj8qMoIoZUAamZaEzU6ipPnyFyZpx5VAjOBUIpsAtgz+Em2jBCETQmSGUW4FgPW5dj/wM4K9aROTGJTzOtNCBOITnW2V61BIOQbkkHQY9PdA/KNkue/fIn6dnZBPq/I0SCn6EEPFEO+nMMJn0r8hnf0YovJF4vJ6/fuc3ue66DeRyimBAUyhqQkHF//zkTj7+959gcHA3ris5LbP3+F6mgeBdqT1+Z6anXV71+wsXgv/qL2HLm7zTy+M0xS5JorphQrofJvZDMTcvOK7ii0KyTXaCi2nZHfYHILXspLztMx3Hcbj55hsJhc+nqfUGQuFlGGYIny8kwRBHkc6Ib923v/MYH/nIx8jkEzQ0/w09Pf9RVWeuPW7qzG3btnHBxvU1VgAXbFz/zK/duBJtmhiVIkzslcfqunFWXk2p6dyaoQrwoUXpML4Ltfd/wK6I0sHjd+LplLtvecuH+Mz/t5vbvj2/EKx1gUIhTSE/wuDADrb/6pP0HXyAS6qFYPjtFVweHicM7aKq1w1tmBi5SZjuB9eWgLipOQnrZhh8s8FxSXSiQ8JxDFPUwqWchKYqhRtvA2uBdE+PZ82sOjiZhO5u8FswPSW2D6YP2tvA8EnRbq5v/t598PhjUhgO+KX1tlSCxgYwDZkXR0dFWez3iwJrMewiduzYQV//IO+4JHy4EDyLoRQXt5tEdJq9Uy7l9otrnjeBhMrR0NhKNByUtu3CDGSHUeN70aUC5CYhc/YZQD6T0rdUfXx2nGma3HrrR8hmfkJ/7xvJ5+7HcfJo7aIWCF1IpcSzOh6DbFqKMsqASFSKw4GAeE8vXwZrVkkh2PQdKQQHA3DOORDxCsEeJ5tKCZU+BErhGCbYZZTfwt93V80wF9CBqOx4KBO0kk3OWAdU8lIkNkx0JAVhacnQhk86YuwiRimLyo1DKIEba/XsAZ8FPp/CsiBgKVpaYGmPzGVjE5BJyxzn94nNUaK2eYSKHaWzcxnnrnslb3zTX/GXf/EyXveHb6ahaQNP7RTbCb9f4TjwP/9zJ+9+17vJ5FbQtfR7XnfeMfDOWI/fiYkJl1deLzs5c/nQTfDa3/dOLY/TF1UpHAmOm9gPE/sw3Mw8tZTTthE9u/hNS/K6E++AYPSkvO8zndkCW6r+/yxQYJu/sOk9qPnJT0cJhZ9HS+uHCYVWYJghwpF1dHR/bZ6/3u/CbEHx3NAEd21JMfneRu7akuLc8OQz32yYFm79KvkxNwaZqtdO10XoVddim7XnkWxG2JCdQPXdB333opyK3LB6/FY8k/diQ8vf8eCDLcwNt3ecAsViGfATCDQTCq8gm/fxiU9dz69+9cPD435bBZeHxwmjnEU5tmx2lnIweQBcG43GmNw7b7gTTMoPgSRYAQnH8QXEDkm7qJlDqMKULKjrPHuk40EyqQiFpRjc0iIF4cFBQHPYRiIeg8bG+cd+/wei+rUsQInNBFTHahgYEE/Xar2QTEa6/I4ns9e1tU0LN6DWh3z4TSjMTOB2XozjT9Y8b1WmoVI40rKtEF/O9BBkRiA/jpGflMfOIo5W+i7omzn2D3R0dLNp06bDj2/evJmtW7cSjz3F1MR/YBjWvPsnOBJOGIlIEXhmRu5zo2GIRUX96zNh9WpYvhTOPVfsSHbvAceV4845B4JBb/3ncQqQn5QirXYxzQCU0zDVjzlnE6kSbhWvYF8YnLLsboQbMIJxKM6gKmXwR3DjnfO9gnMTUJgGw0CbQYg1n9jPeBoTqv4KZ23WmpvF1mjfQbD8ohpWSixo5jIzozDMOlz3YtauPYfmRkUhL92gmYzG54OApfnEJ75IOPo82jo+Tzi8/mn91c9mvCu2x2/N0LAUghf6/nz2U/DiF3mnlcdpjF0GpyyTfnoYNdkLxSnmLpWmckX+v9vv4q5H96ErBVFX+QNQt/ykvO2zgSMFtlULPq91beVOo3DdHhKpNx1Dnfke+vt7ueuuWqXAs8VxHG668f1cu9zi9tcmuKTDImoZXNJhcftr4ly7IsDNH7jh6W82InU4CWmrNib2QTkLvgDuyhdRWVmbuA5iF4FbgvQAxt6fwtQhVCkrqj6PZ80zKXcTiRdjmrWSBNctUC6XCAZjhEIRDDNEKLSExuZ3Eo1cUXNj+dsquDw8ThhVv1XtC2EUp2G6T4q6VgT/+OM1Q20ssGKAC9EmCY6LNoj6yRcUVfD0IUCho20QSp7oT3NGEggo4jEpsK1eJaGUWosfvmlCd6cofVMJGXM0MzPw/R9BqQyhIBRLUvCNROQ/2xG7iGBQisog6mDbPn4F4dnr2hOjC89LuyZssmWoj4DrD1Bedc28uY6pfWK/5VbACEKlBLkR1OR+8bzOjWFkRmXj/ixhYaVvhnzufvp730g28xNuueXD86yHXvGKV/DOdz9Ie9dnUaq2QG8YUgRO1UmBZnJKVMFaSaEmGoNIUBTB686FJT2w/jw5rw4cBLQEqK5eBX6/t/7zOAXQLmpqP7gaFwWmiXYVvoO/mifqcQMxUf+aQVCOBMclu0G5aKckoyJ1EGkE7YpU3hcEu4xRSkNuDAJx3FiztGx4PCv8foXfD5alaG6SsMlwEPJZ2HdAbJGi1Tlr+Zxm20pFOmX6B+Chh6C1WZTEmQzsuA8CAc3DjzzA8PAh6ur/zOvOewa8q7bHb0Vvn8trXrfwc1/6J7joQu+U8jjNsQtgl9C+AHp6P4zvQVfShOaOc01CTo533PAR7r/zO6A1TrgRop5f1GLxTAW2YrGI49T6Ovv9bQSshf9NAsGVGEaUoaHfLZ18thX2by9fuBX2fZeF6D008Mw3G3U9OIEoSmsY2y07bYlOnFUvodSwtvZ1AR+OFHTG9qCe+iGU81BawK/H45g8k3LXMOZ6URYplbKA71ndWP4uCi4Pj0XHqWDMXivskhTWyhlwSqiJ/nmLgkooJQahgTBYQYh3gC8oqmA4ogr2R9D1PSf0o5zpJFPS8hqJwMb1EiBXyEuxzu+rJq8bYicxl7vugiceFyehUEgKxMUi1NfJMdMzMD4h6ivTJ4vrgUFw3eNTEN60aRNdHW38/T0F3DkWTq7WfObXBfpKcVrbejCyE7jxDsptF817HV96AHwhuS/zBaCYEbuIyYPoclGUeTMD4ndxlnC00vfgvpex64klHNz3MhLxnWzdunWeD2ahoHn/BzRf/dr87imfKRsCqTqxFZmYgHwOMKA+JcGF0YjYo64/D7o6YP168aru7wc0NDXCypXquPtOe3j8zlTyGNVOO2X6JQSuNIVv+kDtsFCr7LJZYcAG5YNAHBVtgsIMynHAH8SJNKF80pun/SGRrBYmoZhBaVuKw15w3G/NrDo4EpVNpqVLpQtmdEzmueZW6XBZ2iMuHkczPQPlitgB7jsInZ3y54EBeGonzEwPo3WBQGBh20avO+8I3pXb41mzZ6/LH71p/uM+H3zj3+CcNd7p5HGao11UpYiyi1DKYY7vhewQqjB/aF3Mz19eEuZFSyzuvP1ruMqABs8reDF5pgJbqfAI5XKtSsgKhHCOsU4sl4fwBVbS2Pi73cQ9Uyvs2kZfzbinpWEV2jQxy3mY2i+PdV+Mu/aV2Gat9EtuSSvSBjfwCOzfjqqUoJz7nT7H2cgzbSzMx0HrKQLWwmFvc28sf1cFl4fHolLKSHCc6UeVMjCxD9Dgj+Efq1UFOwCBqHQdhFvFBiLRIeonf0iuN+kBUUvFWyR8x+O4EQwYxKIStlPfIGFdAQvGRqFiQ10DRGJSrEst8Kv/9/+C0XHpgLYsWVwbhvgFz9pF2E7Vg9iAUhF+x33ReZimyUdu+Rg/2lPi+tvS3NtfJlNyeWSozId/mWMk43Dt226GZDtoF6Ocxem8ZJ5dhL8ygyqnpUIgUYaQHxM1e3YEChMYxRnIjR6fN36asHnzZh555EG+//3v8+Uvf5nvf//7PPzwA/MKwQd7Xbb8qWb73fNfw++XjYS6OvAbMDkN+QKgROnr94sVid8vmxEd7WINMTEpgYYg586SJcaCNl0eHieNiQNQKaKdMioQRTsVzP3zVcFOOAG6IlZ/TgX8Fm68A2Wa4JTk4hlKSWCq60gR2B8G18YoTEF+FKwYTjglj3v8VliWwucT8Ux9ndjMNLfIr/lgL5hKPMz9Fpx/wfzj02nI5eHhh8Ubv74ecll45DcQjTeitU2pNN/6CrzuvKPxqncez4rHn3D547fMfzyZhG/9l6K7yzuVPM4A7KJ4RikDpvpgbC+6Mn1493IuhlL8xYVBZmameap3RBbKHovGwgW2LIX8Y4wO30I6/e+0t1XmHefzBRYsHmfS22hrXk9Hx6W/kyLqmVphnxiza8Y9LVboiH9wZkT8g00Ld/mLn94uIj+MceAXMLYbVc7JDa3HM/J0Gwu1aAIWRMIu2cz/UiovXC1Z6Mbyt1VweXgsNqo4A4BWBsZMr6ib7ArkZzAp14wth1qk6Kv8EI6jE+0QiIgyCoVKD2LkJ9FWBDfR7QXnLAKJhOaJJx/mV3f9gmLhERqbNKYPDvXLQrmjQ37tyaQU7Y5mchL+5V8hnRU1sOvA1JQojYNB8Q3uPyQer21tgAG5HAwNHR+V7ez177F8HVdunaL+k2Nc/K9TPJmL8f73vYeXbVqLu+z5EIxBJY82/ZRXvnT+XJcbFM8C1wb8cr5mhyXPwSmhcqMY2fGzbjPUNE2uuOIKrr/+eq644op5G4s/+19Ztw0skLMXDHA4pFABUzNQLMh5kohJ8SUaF2X6xReLCn3dWhgZgckJKdYs6YGODu8773GK4dpV6yLQviCUMqhyAf/4kzXDKuEmwBQ1sFKy7vOHUfF28dK3y+APoEN1h0NRtT8sY/NTUC5CKS/Pxb213+/K7Pra1Yq2Nlh/rlybSiXYv1+uQ7E4NNZLEOrR5HKyoZlOwz33QkOddLrMTIFtX0JLS5zJiS953XnPgHcV93haHMfha//2G972F/OLHc1N8O9bFQ0N3o6wxxlCpQh2Aa0VanyX+LHOd7KrYWnSh+vCofzctnKPxWB+gW0Zhw6+nkhoD3/zf9/IS17SNK9tVikDu1KiUBjHcfIU8o8zOPBu8plf8Aev+wMO9f9uierP1Ar78XsKdHe2P/ubjUgdTrXVTPyDC5BoxVn9UkqN59QMNQA/DpSyMLEfY+ePJeyilJa2N4+nZXZjwbYz5HKPoxf8nRUIWIq6enjJS6KEg71Mjn3yt7qxfLYKLg+PRadSkHBUkE6C8QOSAOWzsAYfqhnqghTptIZQHZgWKtEtrfr+kFjTTPdJhTHWBNEFksw8nhPbtm3j4osv4G1/dj233PJB3ve+9/PPX9zC5OR+7LKoeCMhuRf3GeKxOJeDvfCf/yn+wVZAVFT5gqhBlYKJKQmEDocNWo8KlBsfP34F4QcffrTm+vflH+zgkksvwyymwangtJ0Pph8jP4GbaqPUeVnNayjAmt4n550jwb6UcpDtR01U7SIKk6iZAc87H7Btzee/4PLBvxP7j7mEQtKWnUyKu8bUlPj/+vyiMg+GIB4RS5HLLpHgwXPWwPAIZKsbC8uWQlOTV0LwOAXJjIhq1y5g+MNou4h58K75quBgktzMFKPTRbLTo2D60eEmVCgClQxoB6w4bqINpar3h/4QuC5GYQLyY6hgFCcQhVDiZHzSM4JAQGH6kAYln6KnG9augVBYrk2T43It8vth7Tnzjx8ZEQukyUnxC+7sknlucFDxf/7ss2TTdzDY/w7yud943XnHwHO69jgm27Zt4+YP/S+hyEcx5piid3XBl/9JEYl4hWCPMwTXRtlFSVnPjqGGd0Jper5X8ByGcjbpkibUtrD3qMfxZ/PmzVx77bXs2LGDkZERUqlWVq68hNFRRbkMA4fgnvtqbQT9Vgi7kGFsdCuF3J00NoR5103vZOXqCykVJQglFHKJx2WB4zjO4ddvbm5m06ZN824aZltht2zZwvW3pXnfZSHWNvp4Yszm4/cU+NGeElu33vrb3Wwke3BKGcxSFsaegpb10HUh7jnXY2/vxeccUT/5AIcKbn4SRn6D2vVz9LmbRSEViD6H3/CZj227+PwvZ/3Gy0lnkguMKBAMhGiohyuugPPOVXS1X8Wf//kbcN009Y3vJBBcTam4k4mxfyCb+Qn/+PmtC/5bzyq4PDxOKtXgONe0MCYOQHZIumFcMHWtqrIcboVqR4WKN+NGGiDSiPYFwPChsr0YhSm0L4SbXOKpgo8z27ZtY8uWLURjV9O15F0Eg6splXuZmb6N73//Zl760ltw6CYShtYWsYBwEeXU2Hjtaz34MDQ0wuZrJVBuelp8XmMxUVT19UMs5hKLGTiOy+ioLKwN06Uu9dz/XRe6/rn1yzDH92LO9OPUL0dP96Mm92IUZnDbN1KZ6sef7TvyGmh8M4PY8SZRBmsXctMw1YcOptizZycDeT/R5iVseMErz9oF/tSU5sabNb95bOHn43HxBk4koVKGbAZsV7yDI2GIRqVY3N4G69aJTcSKFWIpUi6LLeDKFRCLed93j1MQrVGT+wBwlImpXZRbwT/8SM2wGcLseXw3lVKe0bymOaIoGWFC65o5r72MrpTEaziUgIAUesUr2Kh209gyn0aaINZ2oj/lGUc0Ir72pRLEq2GUY2OwZ7+ExEWj0NAgv/bVq2HnHHe3sXFASRdEKikbpOPj0Nx6OZ/97P/jE5/4OP29f4jrZnHdLB0d3fzj573uvFm8YrDHgnzve9t43/t30dD0qXnPZTO/4vdflSMSeflJeGceHotEpQh2EW36xUcxfRA/pZohWusabzRXa/5nn03Gl2LT86460e/4rGbuAjOd0di2ZnxCineDw7C/NiuCUKiBpsbXctHF1/Dyly4lmVT4fTAzoxgbh337Yc1qlzvv/CE33HATAwNHFqPt7V3ceutH5t08zCqVb7rx/Vy59Ug/ZndnO1u33vrb32yYpvgHDz+CWc7jTB+E+mW4y19AZWIPxuP/VdPSYwFFSpAdQx34JbqhB9W+Ee2zcDCfsaB9NpLNudx2O3z936FcTi4wQhMKhWhphquugg3nycI4GHgZodBWbrjhJg7ue9nh0d6Npccpj9aoklhE4FZQE3vEUsYw8Q/PrxzpSAoME2WGwfShkl1SCPaHZK6c7JXjk+0QbZh3vMfvjuM43HDDTURjV9PR/fXDgZWh0FqCwTWMDN7MAw/8F9e+7L0MDis6O6GzA3bvgVjVXn5uQfh/fiLK4cs2gWFKQThZJ9YA5ZLYTixbCsmkgW27TE7C+Bj4zCMbpMeVWAtOYQYzN4aa7sPtuQyzMA65CbQ/gr3qJfh/802oZA8f4ncyOMUI2vSB4YdKganeJ/nptp/x871T5GzNwWmNL/YB/uqmj5911+PHn9DceJNmYnL+cwFLiryhsFg/FAtQKEDZFsVdOCyt2MGAFFuW9kBdPXR3Ql+ftGIHLFi1CkIhrxDscYpSyWOkh8AuYVphqGQx+u5FUdvpsOvQBFE/NDX42BjwUbRtHh4q8E9bv8k7fCbnLOuGYAIn3ib+wXDYE1gVJqEwgfKHcK2g1xVzHPD7FaGQplCAQl7R3KwPB1UODcOBPrkmxWLQ3SFq4Kmp2teYGJeQuad2yjzn88tjK5a9mO3bX8T27Q8wMTHKkiUpby00B68Y7DGP6WmHWz+epKHp3fOe01ozNfEvfOhDT/DKV77U+zJ5nBlojarkUXYJXSlhDD0B2Unmnt0DM0WKjklL1MfeSZt7+20eGCzzR+/8jPddOMlEI6J0KRShvR0uvkiSsWfSR48yyGQbGBluoO+Q3DjU1UFzs8HUFIxNwAP//iv+9n1/QjT2YnqWfYlgcDXF4k4mxj7Lli1bFvR6natUfs6FVyuEW7ccc2wXZnoIJxAXu4hVL6U03Uuwf8fhljeF+AeX7BykD2Hs/DFurI077/wpf/PBW+jrP+Jx29XRxkdu+dhZt0g+mtExl3/5V/jRHcceEwopujqkEHzRhbBqJRhV5eNx/7f28DgRlLIoR1roVX4GZvqlpd7wY5bmeOSEWgADHLGA0IEYOtGO9gfBtGDmIEZxUlTBdT0SKOdx3NixYwcDA330LPvS4ULwLEoZJOpez0Df23Gc1wNdDI9Ae6uE54yMit+iYcqC+Wi+8Z9iDbBurSiwCjlIpmB0VELBAgGXjnaDhgZRCM/MwPAoGIZLNLoIBcD65bjlDEaliFOYxOnYhLnvZxjFCdxoO6x7Bfrh/6pp7w4UhinGu6FcIFssMz44wLoUXHVVhMaoj95pmy8/nOYv/88W+NLZsUGnteZbt2s+/8XabqhZImEp+Eaicp+UzUoh2HbEOzoUEsVwJALnnQetTdDVKQq9A70iwg5HJMDQsrxCsMcpzPg+cGy0W0H5QuhcFn/fAzVDhtMQtWBNUxCjKu4JWRbPX6p5bMzhZ3f8mDV/8eeoUELC46h6DxsmFNMouwz5CQg1oKPVtDOP50w4DOUKODZUKorOTs1550E2D+kZGB2W0NRiQe7Ld+yAzJG9QlwN4xOip/n1/XDJpTA4CL2HYNcexYtedDFKSWidRy3eVd2jhr37NK94VQm/dfmCzyulqG98B/39vezYseMEvzsPj0XCKUu7LMjNRPoAPjdXswgpA//TG+JDv8yx4UsTfPzuHIOVMK/78/fx8t+7/mS8a4+jMAxFPK5IJeXP528Uf6mF7tP27Ydf/kqS1ienIBRWpOoBR/PFL3yPROr1dHR/nXDkQgwzSjhyIR3dXycau5obb7wZx3HmveYzhbn81kQbj/gHT+6FcgGn9Tx2mquYIFn72QE/rrStjT7Bru9/nve/56+5JD7FXVtSTL63kbu2pDg3PMmWLVvYtm3bc3tvpyl797l86MPPVAiGZUvgmmvghc+HNauNw4XgWY77v7WHx2JTnAbAVSZq7EmZ77SLb/iJeV6KxJvFGzgQgVAM4m0QiIsyyi6hpnqhUoJoE0Q8VfDxZqRaxQ0GF7aesqweDCNIc9M+kklZHE9OifVDwJKCYHOzFIXn8oV/gt5esCyYnjkSPqdd8SCeDY9rbjaIRABXumyKxePjIVyDaaKbVqOVEv/gSAK3YTlgYBSmoXEVpa5aewkFBNK9YAUYHZkkEYQN7UG66yzClsGaJotPXR3lDeeF+PDNf7vgXH0mUSho/u4jms/948KF4HgMAgHZ9I5GxA+6UJCiS8CCcLUQHI/BpRdCWwssXyb3TYcOyXmRSsLqlV4h2OMUx7Expw6CWwFfEOw8xtCjGLq2w3MwU6Alah4uBM9iKMXLV1rkc1McGBjBCTei/FWjQEtUweTGoDiNMiy0zwex1hPwwc4OlFLEooASr/NQULF06ey1B0bG5fpV1yDhqZs2yWbW0TiOdMVksvCbR6A+JfYTjzwK09PaKwQfA+/K7nGYn/1cs+VPNRB82nGB6g3qyFzZgYfH6UqlAJUiGoUx+jhMDs5vmzATvO4dN/K2Gz/OJz/yQW5499t53wc+xGXXvflkvGOPBfD7FbGYoq4OLD887wpYsmT+uGIR9u2Dn/9CbhRGRlxSSegffIzJqWlS9W9fUJFV3/jOE7sRluzBCURRjsPd3/1XLrjwfK75y4/z8TsOMpKpvcH1AQZlyE5Q2XsXb1kf4Ou/F+eSDouoZXBJh8Xtr4lz7YoAN3/ghjN+kXw0ruty330u73kvx/RSBFFQrV4Fr3gFvORFXlK6xxmCa2OUs9IBU85J0rpdBsOPL9dfM7TiS0lClAbCzeCzoG4JWCEpEGeGMfLjaH8IN9Ujz3scV5qbJcmtWNy54POl4j60LtPaWseFF8gG1uQkVBxoaREBm1OGni5RW83ls5+D0THwW3JcJAKplBQT+wdhbEyqiq2tEAgCLvT3Q7m8CAVhK4qbkknanBlEt22EcL3YQ1Rs3I4LKce7aw4xANKDuG6BRGDhos5b1gcwsyPsuPvu4/+eTxEO9Wve+jbNT38+/zmfTzYDLEvCl0xTWq4LBajYcs6EQ+Id3NQImy6B+gZYsRzSGdkoUEq6rFasUPj93lzocYoz3QflLNouoQJxdLmE1XdfzZAsPioOhP0Ld7O0R3xo12Cy4Mp1CNCmJd0vhWkMuwS5SQhEccON4kXgcdzw+RSR2bp7XnyCV6+Gzk6Z18YnwC7JdcvywZVXyu3K0VQqMDYqG6RDQ2KNMzYC9967SHPYGYB3dffAtjX/+EWXD3742SXQl6o3qLM3rB4epzXaFYsI15bW2eEnMZ2Z+cmzSy5HBaNsvPwlXH3xKpYvXYZOtEE4dbLeuccChMOQiCticWhrhUsulsXuXDJZ2LULfvFLKOTLTE5BuTSM42QIWJ0LvvYJ3wir+gfffd/9fO4TH+Waxmm2vT7FB18Yp+woCoXaGxsLQBdoChR487mBBRfJ77ssRO+hgeNW0HYch+3bt3P77bezffv2U67IXC673P5t+NsPyI3kQpimFEM2bIBXvwpe9AJIHYfgJA+PUwEnM8rDDz/EnT/7OXvvvQMKM+A6mKN7589z8WYw/GgzAMEIbrgBHW1C+8Ngl6WQXCnKQtnzSlwUNm3aRHt7FxNjn0Xr2mu81i4TY5+muamJ9eedx/KlsHy5XMMmJmRDq7VJQsEcDUuXysbo0ZTK8Nn/T+wCFLIhGo+JZYTriEfsxKSLYRi0t4EVkELxwIAEbx53Em044ToAVHYEp/tS8IUhP4g2wzjLr8bx1QaihqgQ9EHgGEWdZSkfEZ9BdnDX8X+/JxnX1Xz7uyLeOdg7//lQUFTA4ZAUgsu2eETnC/IdD1pyn1RXJ0rgSy6CxkYJBh8dEwsRy5KN0Y52oyYnw8PjlMSxMUZ3guOgDRN0BTX6JIadqRlWMZI4riZXtBd8mZGsTcHRBOtaUYGYPGiFwXVR2VEo5VFKSbZMon2xP9VZSSik8PsBDYWCorNDrI2a6qGQF0sjKwChKIQDkhEzl1IZhoclHLVYBFvDnn3w6NOIQc5mTlmjr+9973s8+OCDPP744+zevZtKpcLHPvYxXv3qVy84PpvN8vnPf56f/OQnjI2N0dTUxDXXXMNf/uVfElmoEuABiGz+gx/WPPjQ/OdKpb1Y1tIahZzciP4DHR3dbNq06QS+Uw+PRaJSgEoBrUzU4OMw3c/cvV6bIHRuRKe60KU8Zn68WqhbcVLessexUUoRjWpKZWmfXX8u9B2Eu++dP3Z6Gh57HBKJSrVo3IxdGaZUPkQotHLe+JOxEeaYFjd8+ktc2+bj5quihwu8UcvC1RrH1ZiGPDa7ZEsGIXiMRfLaRnn8eBS0t23bxk03vp++/iPBeaeSL3E26/KFf4JtPzz2mIAlXpuXXgIvfhGcswZ8Pq8Q7HFmsO173+XfP3MDo6PjlGyHN6wLcaAlxrnr1rK0tL9mrK3CEsxlGKhQE/hMVP0S8Qr2BWH6EEZuFO0P4Ka6PFXwImGaJrfe+hG2bNlCf+8bqW98J4HgakrFnUyM/QPZzE/45Ce+gd+vqFTgsksleX1wUArCzc3inzg2KoLupUth127QR+k9pqbgC1+Ed/2VeMfmcpCMi410OgO9B8E0XJJJg7ZWl0P9orjqH4CuTneedc5zpmEV7tDD4h/sC+F0bICxRzEyh3AT3ZRXXUPwidtrNi+6UkFKFZvQArqmQzM2rTFFayos/p5Vld+piuM4z8qH/mCv5mMf1zzx5MKvE4uBzxB/YCsAMxlpAihV5JY1EpY5L5mScLi16yCVgHBUzh0QW4ieHs8WwuM0YuYQqjSDdosYgRS6kiNw4K6aIQ5+gokU2jfO42MFrozpGsGEqzV391cwI0lWXnCl2NiYfvHJz0+IYKgwAVYMHUwcsY7wOO7EYjJHOTbgVyxbqpmcErVwOgOmDzo6pINBAxdfDL/+de1rFEvim28YsHwp5PPwxONw0QUn4xOd2pyyV/rPfe5zfPOb32RwcJCmpqanHZvP53nDG97A1q1bWbp0KVu2bGHJkiV85Stf4c1vfjOlUulpjz9b2blL8wd/tHAheP25fRzYcxX9vW8kn7sfx8mQz91Pf+8byWZ+wi23fNjzSfQ4I1CVPMopQ24SNfwIRmVqnlrK7r4U7QtDtBmV6QdX44YbIPL01yaPk4PPp0jEFfX14pd35ZWwpGfhsROTcN+vXR58GDq7zqO5uYPpyX87hiLrxG+E7dixg0f2jfB7qxZW+uZKtUrcEBA0jOpd1HyeGJPHn2tBe9u2bWzZsoVzQxOnpC/x0LDLe9739IXgYFDOi1e/Cv7o9XDeuYZXCPY4Y9i2bRvv/cu3sCo4w79sjrHjTxt403kBGq0CvU8+MH+ei7dIgde0IBRBhxrR8Xa0FQXXRs30Q7kA4QaIe16Ji8nmzZvZunUr8dhTHNz3MnY9sYSD+15GIr6TrVu38trXvpRoVOwAtAsveL4U+oplKey2tkKyHop56WRetnT+39F3CL76dXl+1ks2mZLXqdhw4ABkMi6WZdDeLovqckkUwu5CBrXPBdNE168Q/+DSDCR7oGkVaI2RHcRNraTYfWXNIQGfwoeBq2u7Gl2t+Vlvhc6mOs5b3oWRGYFy7vi+3+PItm3b2LDhAq677jre+ta3ct1117FhwwU1c2ilovnq1zRv/pNjF4KTSfD7IDVrCzED5aKo5AIBiEVFAV7fAGtWSVhcXUrsQvK5WlsIrxDscdrgOBhju8B10coCZaDGdmNWpmuGVSKNoHx09fQwknd4YrjIeK5MruSyd6LMfz6W58kxm5f93uvxRaRTAX8EXBcjNyaqYO2AYUhXqMeiYRiKaLUZpFCQ4vDKFeJn7vdLV8v4BHR2iQ1ESxOsWzf/dXI52RTtPSTdEEmvkXdBTlll8Ec/+lG6u7tpb2/nS1/6Ep/+9KePOfZf/uVfeOqpp3jrW9/Ke97znsOPf+pTn+LLX/4yW7du5c/+7M9OxNs+bfju94vceNPCthDvfY/iulf08NKrv8QNN9zEwX0vO/xcR0c3//j5syOh1+MswC5BOS+Smcm9MNmLn9rvhYMJXZvQqW50OY+ZGQHTQNevkNWRxylJMKiIJyRgBWDTpZDNiYJqLsMjcPc9EI8p3vimd/GpT72b0aFbiKdeh2W1UyruZWLsk2QzP+EfP7/1hG6EzSp4l9UvPF37DIOhdInWeODwY6FQgEKhiKvnKx8+fk+B7s72Yxa0n41CyXEcbrrx/Vy73OL21yYO/x3iS+zn+tvS3PyBG7j22mtP+Kahbbs8+ij83S3ih3ks4nFpPdv8cqq+m9532ePMQb6j7+PVqwN86urY4e9oxLJoimvyxbnzXEAC4gwg2gL4oK4HgnHwhyA9iJEdQfss3GSnKIU9FpXNmzdz7bXXHvN63NwMhWrubV0SLr4IfrkdpqbFHqCzDeyKdMCEI+Kff+BA7d/xm9/AF/9plHPXPU4y0cimS9dRV6+wHbEL2H8Qli1xiUYN2tpc+gdlcT40Au3Hez8glMBNdWNOHsTIDkPPFTA+AJkRDGMa3XYB5ZkBrOl9hw8Jh0ym8hX8SmMaPsquTe+UQ8V2+MPXXo9ZSoMVQs0MoOuXivfnKcTspmo0djU9y75EMLiaYnEnE2OfZcuWLWzdupUlS1/Bxz+pOXBw4dew/FIQ8ZsQS0grdaksSm4TDm8apFJSDF69GjraZSzIOMuCpUsgkfDmQY/TjHQ/qjCN1jaGFUE7Baz922uGuJhoKwSGQUPHUi53bXr7+rn7yTT3Ddg0hA3aG5Jc9webWXvlS8EfRBs+2RzNjkmhuTiB8kdxgwkIelXFxSYQUJTLmlIJcjlFR7tmalLUwTt3QTYjVhBdndDbJ50OhYLkwRzNTFqub7EoXPeKk/NZTnVOrVnxKC677LJnNU5rzW233UY4HObtb397zXNvf/vb+cY3vsFtt93mFYOrVCqaz39B8+3vzt8lDwbhHz6tWLdWFg3PdCPq4XHaU8mDXUS7DkbfA6jCxLx2iUrb+ehACGLNqPG94NjoWDMkF/aV9Th1iEagnBLPqHXrIJOGHb+G8fH5Y4eH4Wc/h82bL+I9f/Np/m3rJxkaeAi/L4XWFepSJf7hsyd+I2xWwfvEqM0lHfPbsp8ct/nf/UXe8bxATfSnFQhQKBZxMPEZPvZM2Xz2viI/3lPiq1tvXfA6/mxtH3bs2EFf/yDf2JI6pi/xlVvFl/iKhQy9FolMxmXrv8E3bzv2GNOExnrxGfu9V0FnB8e/5dnD4ySzY8cOchPDvOWlC39Ho6HaxyrxVvBZaOWDUBTti6OjrehATHz1pw7Jxmm8FWItJ/KjnNWYpnnMa6hpGrQ0uwwMSIr6hvXQe0jz8CMT3HtfnrY2h/bWHmxbkcuJh2xHu1g9HM2TTzXxq1/sZmbmIzQ39fCOv3oz11z9fEbGxGpp/wFYvswlHDZoa3EZHIRcBg7ZLq2tx9lWJ9GBU5jGLExjZAZweq7C3H0HlKbR/lacJS/AeXwUs3LECzQV9nNgokC25OAAfn+I669cTV1nQn4xmWGU6UNPH4Jk9ymzie84DjfccBPR2NV0dH/9sCVfOHIhofDXGeh7Cx++JU0g6AIL+/bWVYP/gkFR/6Zn5CPbtsx1gaAo4lJJqKuHc9dCNCZKO7ToIJIJ2Sjw1MAepx2uizG6B1wHrUGZftTYbnzF0Zph5XAD4AN/EFyH+mSC+tZ2YrqLdfkijQGXzs5uVH03bqha6PWHJXy1MAGlHAYKbZroZKfI6D0WnWhUrmWOA6WyYuVKzdSMdLKMjsHUhNjgdHfAgT5YsUwKwoODta8zNi4bYnf+HFbOdwA86zlli8HPloMHDzI6OsoVV1xBeE5sbjgc5vzzz2f79u0MDQ3R2np2t7Vprfm7j2h+8av5z513LnzkQ4r6+toL3NPdiHp4nNbYZVQpi3Id9GQvTO3FT6VmiAOw7Cp0shtdzGFmhsE0cZvWnDILCo9jYxiKRALKZU2xBJdeKjcEv7r7iD/e0fQdgh/fAb//exfzj//43wwNP8zgUIaAv4kVK1fT3q4oFl2CwRP3b79p0ya6Otr4+3smuf01/nlK31vuLuALJdCdV6APbT+8ZDQNhUGIol1gX9rmtidLjOg6vvGvn+aaBQraswqla5dbfGNLirVNPp4Ytfn7eyYPK5RmC8KzauW1TYvvS/xssG2Xx5+Ej38SDh069jjLgu4ueNUrJSQuGvW+wx5nJiPDwzRFDJbVPfNtvo0PrCgohYo0VRMVuyFaLwvi7Kh4BZs+3EQHWF4Ox6lCJGKQTLpMT8OdP/0VX/nyP1KsvAzL38rDjzgErJ9x8SUvJBRaKu22cWi1YWjE5WinwPqmPyOWfAWT41/g5ps/gdbwkhc/n5ERWVwfOADLlolCuKXFZXhUHj94EFpa3ON7LW1ciTvwiKzyHXA6LsU8+EuM3DBuvJ3yymsIPvGtmvJod32IKaJAkHAsWI2e34kOxSHeAZlRDMOPmxs9ZTYzduzYwcBAHz3LvlSTzQKglEFb5z9hGIEFj41GIVgN9guHASVemo4jDlGBgNh9RKvWEF1LYNXyI0Vj5BDa2qCtTWEYXnHL4zRkph9VnETbRYxgAu2WsXrnqoIRmz+/Bf44FMdFTh9vZVn3xRjZcShOQiiCG4xBKCHXD38QMsPgurjFKUx/GB1MQjBxUj7q2YhSilhMMz0tFkXRqGLNKk0+J774mSzoDBzshc526NOwdrXMTVNTta81NCydMB7zOe1XQr29EqXa09Oz4POzjx88ePDEvKFTmP0HWLAQfP3vwec+M78Q7OFxRlPJ4RYzPPjoY+z92X+hp3uZq5Us15+DDsQh1oKa6QPXwY00Q+zs3lg6nfD7FYmEor5OWikvvhiuuFwUNQuxfz98/weQLyi6us/n9155Fc973hr8fsXgIOzeIwrUE4Vpmnzklo/xoz0lrr8tzb39ZTIllydHy3z4lznu7S/x6nf9Pe55r6GcXFJzbCgE4ViIZe0x3v3yc7ntM+/npVdeCqVszbi5tg+XdFhELaNq+xDn2hUBbv7ADTiO+BMfrVZeiOPlS/xsyGRcPv9F+Mu/evpCcDQCF5wvgUmbX+4Vgj3ObNobYlimwd7Jhb+jR1OJNEkii2lCKAaRRnSsXeY+QM0cEs/VcAPEPK/EU43GRsXd9/yCD33og+QKS4jFLiaeuJJQeBOaDfz8Zz/Ctg/i94uHbDSmKRRq/SKUUgQCHbS03UoofCH/+PmvUSxqZiNbsjlZQxRLLvG4QVeneDe6rqiwxseP45xoWuiWc0AZmKUshOI4resBAyMzgpvopthV6x9sACmyhKMBUCZUipAZRw09hspPgluB/ARGfhIK08fvvT4HZjdLg8HVCz6/UCHYNKGpUX73pinF3krVJ9q2q8XhiNggJVLQ2Ajnny8ewZGo3BMYhmyMrloJHR2GVwj2OD1xbYzxPeBUROJuWpAbw5ypvbZVgo0yv/kCgCubTGYA3bQWwy6CU0AbfgjEIdIAgPaHwS5jFKaglMNEoZVCJ9o9VfAJxudTzGo9szloapJQ1K4OaKiTInG+APt7obVZ7G82ngdz9KEA7NwJ4+MLW6SezZz2yuBMRlqForNO03OYfTybzS74PEAikTgr2kTb2hxguuaxWz8a5ZWbF9559vA4EaRSJ957Sdtl7rjjv/n8xz/M9NgIH7oyCO0WhGrb8ENrN0PHORAwgDzEk6iVm/AlTu1kao9akklNKOQSDLpkc5qrX2zj9xf4318srBDeuQt+cie89veDFIo+unsUqZTL6Kgil9UMDRtEIj7q60/MvPGmN72JaDTK/33XX3Pl1n4Azmkw2bismdu/8H6u+IPfB8PEdWbgfz4GunD42BAQwgGVhwP/Cw2tGKl6jGgQ5Q8B8Itf/OJZ2T48/vjPubTNAACriElEQVTjPP/5z+faa6+lp6uDv79nfEG18sfvKbCku3NRPYNd1+WBB8p84IM5BgaPPc5Q0NAIL70GtrwxQnPzqe11ejKuhx5nHi++dAOfb2ni/z00yedf5p/3vT6aUKROqkuJdghGIdVJvH0ZKt6Kmx3BdbIQjaE6z8HX6tkjnWo4jsM/fPYGQuGraGm75bDKNBQKo3USFDz88D1c98oe+vtgJpOhVBzCNJuxrNq1k1KKppa/pb/37Tzx1D4uu/R8lizRDA+7aNdgalKxfLlJKmXQ3OQyNOQyMyO+s9PT0N5uHCe7gRROJEREPwaUcJdsAAowvkv+v+IyyI/C+M7DRxhAKDcB8SawQuDkRQU4tQdSl4JpoywwVA4irRjWyZ0Lli9fDkCxuJNw5MJnHJ9KSWeTq8XmQWnI5qUIrPWR4nAkLMXgzg6T9ev9+AOKWFhh+WUuTtUZLFumCAY8y79nizcvn3rY4wfRRhF8DsSaxNv+0V/MGxcIxSEYg3Ad5EZkjmtcAvVtkJ8EywQrBslmVMsyTL8FkQb0dD/Eojj2JEZdI0QaMVp7UCexGHy2noepFExNuVQqcqty0YUQCVfYvdchFnU4NOjIxuSwYkmXot+vuWyTw6/u0pTLR17HceGfvuTnM5+MnbwPcwpy2heDjwczMzMn+y2cEEJBeP/7NF/5aoFYLMfLrhnk8k3nMTWVP9lvzeMsJZVKMTW3l+ME8D/f/Sa3/O07uLzTz6dfGac97iPkr13AFBPLcK0omgj0PYaRz+KmutBucH7/iccpj+tq/JZG5aSN8oLzIZeF7XdLq9Fcfv0A+ANFXn6NBBC0NouqplCU1tipaVjSA02NJ6Yg/IIXvID7H3z4iId7QwNXLItiVgpkdt2Nbt8AHVdhnLuP4G++VtP2o4FiaRLG98PDt+PaQWhajo42gOFj7969wDPbPuzdu5f169cD8HcfuYUtW7Zw/W1p3ndZiLWNPp4Ys/n4PQV+tKfE1q0fJZ1OL8rvIp12+dKX4bvbnn6czyfqgTe8AV74fPD5CkxNFZ7+oJPIyboeepxhlDIYMxO87c//glv/7mZ+uLvIRS0miZCP0JxCXTHUjFamSApVAHwRQvVLmSlpmJpEDTyGMTWMjjTiEvHmvlOQ7du3c+jQbnqWfWFBuwHTXEKxOMHQQD/1qQ6GR8soZeI7xkadYYTp6P4Cd93Vx/JlaQKWWBKMjEEmJ/Pl0iXiFRwOi03P8Kj4OI6PS7BdLPbc58VUqoEpfwPm5EHI7MGpOwdzchAyY+gKqO7LsdJDmOWj1nC6SDk7iRNIgGlAZlwqAASgdR06V4BkOzpXQKd6Tmqg3Lp162hv7yKX/QWh8AXHLDL5/ZpUUlGxZXPT74dCFsrVIrDtyL9PKCyF4FgUVq+Ezk4Hu+wQDHC4INLeBg0NikJeUfCWfs8Kb14+BXFtjAMPoaan0JUCykigpw4RGn6sxj6mbNXjaEArKBWhlIdgCp1YjpoZh9K0eKv4LFyCkM2irQgUhjEm+qCUQZVL6DK4saWy43WSONvPQ8fRzKQBLarf1lawbU2pCM1l6OuXS/5Tu8T+JpuBjRvg17+mJhb+/vvLZ9Xv8dlsIJz2cthYTKr7x1L+zj5+LOXw2cS2bdv42/dewP/+tIvvf2cNf/62F7FhwwVs2/YMK2oPjzMIp1zk8x//O57f7edzL42xvN6aVwjOF8BZ+gJ0vA1dSmMUptA+C9205iS9a4/nis+nSCYUqZT4JkbDYhex6VJZPC3E3XfDPfdKG9KhAfD5obFBxs9Mw769MDDk4roujuOwfft2br/9drZv337YUuF4Muvhfv3113PFVVdB67m4poXhlGHkSYjU4667jlLXlTU3PwoIABQmYGwPavcPIT2IKs6Adn8n24fNmzez9f9n77/D5LjOM238PpU6p8l5kCNBgpkgIVKRkihRli3L39prreGgtb3en9dery2LsuzvJ1mybNmWvZJlW3KALGsdKForQVSgqMAIJoAJOWOAyaFzqq6q8/1xBgAHMyAAEmEwOPd19QWy+3RP1Ux1narnPO/zbt7My5Um7tycpfnT49y5OcuOavOMfOELSRAEPP1MwH/5hbMJwZJwqEhXxwHedc9zvOVN8sI2OdJo5jNlVe7whje9hb/4rZ+hEkT45oEag/mZmfgBqAxEISDSCraDTHVjxltVVnA5i1EcBWO6PDacvPT7ojkrp+IGls/5uuNEEEimcgbShKaMj2mGqbu1M36mYcR4dttq/u4fVRZtIKGtRekp2RwcPapEYOBkbIQznWE7PAxj42pefN2kevATat4xKuP4izaAE0fUpgisOO7yt3P6T3H8EoZXgoavNqhWgMl9yNwgECBLowi3BvnBWT/uUiGlZNt2g1XXfJ/W9v81pxDs+1UcJ0cyIfB9lfXr+6pU2vXU30QIiE3HQiQTatH6ttugrUNVxqczSjxua4Vr1gra2nQshGYBUBhW8S9uERFOIJFYB74/QwiWgB+OKddvOAG1STDCyFQP0omCW0cGgbqwt8MqIkKI6Zz8cQACt6hia6LN6nM0lw3TFCfv1SqVabNHn+DadUoYXrRIne7dBhw7Ds3NkErBdetnfs5dd13qLZ//XPHO4P7+fuDMmcAnnj9TpvDVwonmQPHE3Sxa+gXC4VXUanuYHP/MrOZAGs1C5tknHyE/Nc7PbUyesXT2YK5KMFln2TWtiIl9ICVBqvdknpTmysS2Bek0gMQw1HXfG+9S+Xk//BGU53DKPPht9e+tt6qb3KYmaG5RuXv5Ahw6CA9994f8+Z/9NoODR06+r7u7j09+8uMX97w6na0oh17ErJfwJw9A+2qCa38Kt3CMUO5UdpoBOHi4pekcxUgLwZp3gjDP2qTuj5+s0t/bzYYNG2b8+HvvvZd77rnnlFu5vZ0NGzZc0GgI3/fZunUrhw9P8PRzN/HCi52cqbO6okK1sptjh/+J7c/+O9/5VoM//Pgl+FtoNPMBt4LRqID0EYUp1vSkWfNj72J8aJi+0vYZQxtOBiwHDFs1kIs0I1M9iEgaSlVE7ii4BWS0GZnUWcHzlROLdGeKG6jX9+HW9hOJ3EgxD01NbZjWXgiySJma5SZ+Jdu3q0qYX/4lWLxYLYaOjsO4VFprT5dqHhcOGfT1BoyPQz4Puaxq4tPZEbz+2IjMEvxGFbNWQHgN/J4bMY88gVEbJ4i1Ul/yZsKHfjBjVnDcPLWQCSICjTqUJxCjL0I4pq7jKhMYhkFQHLnkDeW2Py/5u3+QvPQywNyurUZ9nGTaJhxOY1lK2KpUgGkBWKLE4VAIQg4kYrBosapWMkzVEyEcUrER3V2QSonLWt6u0ZwvJ679Zl1bBh7G5CFwS+pS0IpAPY898vyM9zecjJrbTEutfHp1FRXRshzDr6s4NTMEdgQ/lEE4MZUV3Khi1ItQLWAKA2kYyFSXzgqeB4RCgrorcetQKkE6rRpgWrbE3qucwYcPQ62q7team9UC2jVrYWAAOrvgN39d/x1P54q3yixatIi2tja2b99OpTLzTr5SqbB9+3Z6enro7Lx6Gz75vs99932UeOJuevq/TDR2E4YZJxq7iZ7+LxNP3M1HPvL7F8XJptHMKwKP3MgAliFY1jz3WpiUkgf3uYxUQdYKGLU80g5D64pLvLGai4FlCdJpQSqpVo1TSXjLWyPcfPPcDQekVILwlm+q8tjJCSgUVHOWdBqeeGIb/+8fbKZSfQuLln6HVWuPsGjpdygUV7Np06aLX3nhxAlalWPdLI9DbgC55A141/1nPCIzhpqATR1KI3DkMYyBZxDlCUy/NmeTuqeOu7zv/gLf2l/nY3/4yTlF3hlu5Y0bL6gQvGXLFtavv5mf/s9/xV98bj0vvNjFqwnBtpVjZOQfmBjbTHPbB1i1dv+l/VtoNJebinIFB5gw+jJ4NaTl0ClHZwyTQBBrVqtakQyEYshUNzLRiXCiUM1ilEYBgUx0QyR9yXdFc25s2LCB7u4+Jsc/g5QzfbJSBkyNf5ZI+NvceF0L4TDUaoLly5ZQbxylWj1MtTqF71epVieoVqdmff7UFPzRn8BDD73CIVyH7CQcPHzKBWwYBu3tBp2d6rCq19QN+OtuuGqa0LaKwA6rKphQAr9tNUgw6kWCltXUO26c8RYBhOtT4FWnG8pVoDSBHHoJ0SirJqq1vGooV5mjccBF4OUdkv/xPwN+/TdPCMFzUSUez9PW0UIkkkYIValWLp8acSIbOB6DaBiam+C666C/D0KR6SZKcejrhVUrBem0oYVgzRXFli1buPH663jPe97DBz/4Qd7znvdw4/XXqWu4wjCiMgH1MjgJpCGwd30d8Yp6OAn4TgxCMeX0rY6BGUYmupChmFogkgKBACeGiE8bfewIlMfUZzTKYDjISJN2Bc8j4jE1v/i+iiZyHGhrFVx7jVoMW7wYwmG1GDk6BqmEEoVXrIQVy9GVEXNwxYvBQgje//73U6lU+PznPz/jtc9//vNUKhV+6qd+6jJt3fxg69atDA4O0Nz6m3PmiTW3/gbHjx9l69atl2kLNZpLhFuhoylBICUjxblL4ku1gEP5gGhzH6I4pFzB6T61oqxZEJwUhFOCVBqa0xZvfRPccpNy05yOlPDMs/ClL8PAoBKDp6YgEpH8y7/8DeHoDXR0/9HlW2iLNeGnVWMnM3cMannkqnfgXv/Ts0poLcD0y0oQ3v/QdLf1Se5959sveezDq/F//+8WfuVXv4Ad+Sf6Fv0zkUjfGceGQrBunWRi9Hdp1LbS0/+XetFTc/XRqClHU+AhimMYhUGQAcL1sMozS+IbVkp1Vxcm2HGIppCpHginkYGPmBqAegEZyShXlGbeYpomn/zkxykVH+L40Q9QKT+L7xepVF5iZOj3qNf385GP/Drv/QnB0qUqWzaZ7GHVylUIkaPhHqZUfI5adRuwm0hk7jzFr34NPvtX6ga8sx0QKkLz2ICKjajV1WyTSBj09UEofCo2YnT0dcZGmA6ybRXSNDEbVcgsRia7IXAxGmWC7vXUm1bOeMtJQThwlauvlkUUB2BkHyLwoZoHr66iUKq5175tZ2H3Hslv/U7Ar/53ybbtc48xTWhvg/bWCLaZQghBo6Ea84FyvBmG+p1GY2rOS6ZgyRJYf53676YmaG9VlUurV0Fnp4FpauFDc2VxopJ5XWSSxzZlmPqdVh7blGFddIpf2LSJZ779r0oIxgc7ipg4hD2+e8ZnlAhPu4LDgFCuYCcMLSuUKzioIQ0LnAh+OAmxZuUKrlcw3ArUihjGCVdwr3YFzyMMQ5BIAEJloRcKShDOZAQrV6hzX/8iZfapVmEqq7LUU0nVQ0Qzm3kbE3H//fezbds2APbt23fyuWeeeQaAG2+8kfe///0A/NIv/RLf//73+eIXv8ju3btZs2YNu3bt4vHHH2fdunX83M/93OXZiXnCqTyxVXO+Hpp+/sQ4jWZBEviIWp7rrlnLyu4WJitVljTJGY4JKSU/PFzHDWe4bvVSjOwhlS3VOvd3R3PlYlmCVOrE39+gXIE3vREaHjy3TTmfTmdoCL70T/COt8H69fDSS7sYHztGR/eZF9qOHHwnW7duZePGjRd3hzL9+I0aZnkcY2IfQdd1BNf8OPXKBOG935hZQgvUG3mCqQHE3m8hQ0mEMLn3Xe+86LEPZ8P3A156WfKJT6VYtPQBhJh9mSJlgFurE4qEaW0RvOc90NmxlX/7yldZtPQ7l/9vodFcDk64goMAY+xF8BtIYWNN7pidpRhTzSOJZCAcQ8a7VC6w5RDkhzHKwyCkiocIpy/H3mjOgxMZ7vfd91GOHHzn9LMWvb238bsf+kNuuOlOUgl474+pKpf9ByAIOrl+fQe5fBbX9YiEDZqbmjFMweSkyl08nZ274GOfhP/6S7D+Wsjl1c2224BaDTo7A9JpA8cx6O0JmJhUkRH5vBKRM5mAVIrXluHuxAmaV2KO7cJslPE7r8V0c1AtQihJsOhOGo0KdvHYybcIIFQbpx5uU4JOOQvsRkaS0LJUfWdirRjFYQJhQfjC9JfxfZ8H/uNFvvmtdg4dPnNlqmFAS5PKWz4RU+UF4LnTFfCWin0wTSUAW5ZyvbW3waJ+1fsgEoG2dtULobcb0mmh3W+aKxLf9/noRz7MPcscHvip1MnIslt7HB54v80vbynwrX/9B2777V9FhNMEhiC8+2szPqNaCziSzZIfqNG11KIzVQLTgUQPOBFwq+CDMAWE4oj4dEyMHYHcAAQBslFCmKHprOA5SgY1lxXbFiQTkkJRLZjl8krsTacFCIkTUudM04KRUTWmpUllC2tmM2/F4G3btvG1r838gm/fvp3t208tq54Qg6PRKP/8z//MZz/7WR566CGefvppWltb+YVf+AV+7dd+jXA4fEm3fb5x1jyx2p4Z4zSaBUmjqrKgTIPf/uk3Ej/0bWoeROxTQ8ZKDR486PL+D/4OVkUtjgRNi1XzAc2CwzQFyaRECINCQd0rvv1tgIRnt53qwP1KajXVvOzwUWjOlLDsNsLhRXN+/iVfaGtehu9VMeslxMguZNd1+GvfQ62WJ3z0kVmCcM2dhIlDiN3fQYYTYIYwY82XRSwNAsnefZK/+wd4+hlJKHzmbajX6vjBFNev8vlfv9XHiuUGDzygFz01VzG+i1HLg99A5IYRxXHlEDYEdnb/jKENYmCHQBgQSkK0Cdm0CMIp8F2C/FGoFpCxNmRiuuZfM++ZK8P95ls2MDYqqFZhfEJFCrzn3fDgd2DPbsjlBYl4E46tMoBrNdVPKZNRbqtjx2fPg4UC/Omfw1veBO++BzraVXzS6BjUXWitBnS2g2EYtLVCJBwwNg6+B5OTMJmFVCKY/hnneWzFmvCbFmFOHcH0avi9t2EeehThFgninXjL34rY+XWs+qm4CwNwamO44Q6lslYmEcMvQjiBTLQjy5OIeCtG4RiB0f+6xJ9qVfIXf/k8X9/SwLJvftWxLS1K4K2U1e9eALXpRWjLAkMoMcOywLHBttTfpbdHvdcJQ2uz+pu2tEJXp8C2tQisuXLZunUrA8eH+MqmzKyeLoYQ/MZtEf7muRwDAwP0r+nAPLwVszIxc5wFi9ImeyaqPPPc87x5/WISnb3IthUI34XARVoOIhTFD2cQ0QzSCoNbxmhUwS1iGJZyBSd7tCt4nuI4gnRKks+ruSWfV400M2mBEJKQA7YBCBgdhvEpOHoE0A3kZjFvxeBPfepTfOpTnzrn8YlEgvvuu4/77rvvIm7Vlckr88Qi0S/PcE1JGTA5/hf09PTPag6k0SwYZICoZhGBhyxMsCqchZbIjETVQEoeH3T4fz74y9x6+3WIqaPIUBxadFbwQsY0VVxEvqAuIAwBd79N5VG98JK6OZ6LF1+CcHgthtFF3R0iElk2a4zrHsN2FpPJXKKFNtOE9jUEwy9hNGr4Y7uh+2YCt0K9lic8+sLJoQIIA7XKMGJ8B2J/mmD1u5GWrUShS0QQSI4ckfzdP8Kjj5149tUFAtuB4cP38eY3vpcVyxcBetFTc5VTUeKX9F3E1D51w+uEsQ9vne0KjjYplSmcVIJYvBOZ7gHThokDUBpBmhYy2QnR5suyO5rXxokM91fS2SkZHZWUyzA5pfIT3/UOJS6+9LK6iQ6kEh3duhJ/Gw1VWtvfB+Pjynl1Ot//oXrcdgu88+3KmTo2rubMahm6ugKiUYNEwiAWCyiVpl3EdfUz83mIJQKaMxAOn4conOpRDeWKoxhS4ndeh3n8OYzyKH6iC1a8E7H7a5jeqT4yJmDXJmiEM6rxVHEEOfwywomDDUFlHCPWjpEfIMgsUY0VzxEpJTt3wYPfknz3ew1cdz2WfabRNZoyYUIOVGvqOgMxHQcRqDgIYai/DUKJxaYB8YRytXW0QSwBzRnVzC+Tga5OiMV0gzjNlc+Jxfq1bXPLU4tTFs0Rg1ylQW/gEznw3VljQpZByHK4sUcSdWocHxpn1YoNKjbCb4AIlL5rxxDxNvUmJ4rIHlGuYK+OMCxktEW7guc5Jyo8CwV1Ls3lVDxEJi0wBNx4k8RywBIwMQVSnyLnZN6KwZoLx4k8sU2bNnH86Adobv0NQuFV1Gt7mBz/C0rFh/jcZzdf0lJgjeaSMu0KlkEAA1shd5TT6wWqwuAd//VD0HEtInsIhCBoXqYvBq4CDEM1lBMoQVgIuPtudVO2Zw9kc3O/r1aL09n9EQqFxwiHl8xaaCsVvk931xvIZDYwOhrQ3Pway2PPhxPZikMvYtZL+NnDyCV34Teq1LdmCRWOnhwqgBCSemEYjj6NEcoQWA7StFXTjYuI70uGhyV/vxm+9/D5vbde20218iA9Pb988jm96Km5avE9jGoWfBfyg4jyOPgBojaJXRmeMdQjBOGoygp2UsoVnOlTURD1AkZ+EPwiJDpUhrB2BV/xWJagowNGRyWlEkxMKEH4zW8CJOzYpdypdVetJwaBEofLFYhGVA5tJALDI3N//lPPqMfKlfC2NyvxslaDchV6ugKamw0MwyCZVM6tUikgm1V5juWiekQiyikcj5/j8dayXAnCtQIilCJoWYYxsR+zNIqf6sRd9U5CO/4D4xVNpSw8gloBP5wBt4jIHkWGk4jOdRgNQVCewIi3IvIDyMwiZTF8FSYmJd99CL71bcnRgRPPzq0CSympVYdAlGkklhMESpWo18GcdgBjKjewlGDb0+s1DrS0KSG4KaWa1ra3Q1ubcmTHYjoSQrNwOLFYv3PM49ae2QsyQyUPISWxVAv2vm9jyDnK96YxhKAnabJ9sMqBgs3yNhfpN8C0EeEEQaQJwkmkHYFaAeG50ChiCEFgWCqTXC+wzHtOCsJF5RDO5SGZUKIwCG65WRIOwYGDYGmZa060GHyVMHeeGPT09PO5z1765kAazSVDylOu4PwIxvFnsd3cLLeUsfityEwfsp5HNGrIUEJlymmuCgzjlRnCkp4uFRnR3wdbn4KREXWzfDqmlSCVfguV0l4My8FxOnHdIxRyX6VSeZFf+qUPMT4hKJUhMwGdHeqm17iYIosTJ2hdrbIVy+P4dhi54m68Wgnjqc9j1091TzcAhzpucQSOPooRbyYwHGS697zcUeeClBLXhfEJyT9/Bb75rVcb26BW8wiHQ3MIu382S9jVi56aq5bqJEiJbNQwJg8qV7BpEzrwzIxhEvDiHcoBHEpCJImMtyKbFoMQiKkjiOokJFIEyR7lHNYsCExT0N4OhqFcVJOTquHYW98CsZgShPNZKFXAa6i1AhlAoagE4URSCcXj43PPgwB796pHexvc+QZYuQJqVahUAtrbT0VCxOMG8TjUagGTWSUGV6vq4YQCmjKQTJ7D/Ni26lQVTKqPoOFi5I5gFsfwk73Ul7+D8P5vnxaPVKfeKBDYMajnEON7kIaN6FiDISWyYqmy8dwxSPfPWgxpNCRPPqVcwE8/Df459sQTQoBIAz5eo4gvkpjT8Q+IUw3iENNCsIB0Brq6VBREZvq/OzvV71eLwJqFyIYNG+jr6eJTT07xwPvtGVERgZQ8N+RhxVIs7m7Ffur/nPXzHMNi71SN6yolCAIEAYgQ0olDYlrstSKIwrBaBXNran6Mt0IodjF3VXMBMU1BKqnmNs9T81YirgRhIQTr10va26C17XJv6fxEi8FXEa/MEyuVSsTj8UveHEijueQ0KuBWVHnQ0cchd2zWic+1M9BzI9JOIHKHlSu4dSVYV3fe+NWGECpDmGmHsGmdcuI88wzs3jN3uaxhhIglVlOtjjM6/Gm8xiGam5L8j1//TW666RZcDxp1GBqBUkndhHe0B+d2w/taeWW2Yu4YvhVCrnkXbqOEePLzWJzqkGcCtl+kMTUAe7+DCKXAcpCJaeHoddJoSOp12LlL8s1vwSOPquvuV0MIjyCYIp89iBNqJhTuO6uwqxc9NVcdMsCo5pQrODsA1SnwfIzCMUxZnTHUtZtUAx3DBGc6KzizRIm+pUmMwrDqup7uhVjH5dkfzUXDNAVtbSCEJD8tCDc3wR23Q0cH7NgJBw9BucxJl5VlQbGkmpYlp1snFEsqN1jKuX/O6Bjc/wDEY3DrLbBhg3pPR0dAOnVqITQcNujuBLdZOYXzRRUhMTIC4xMBfb0BjUZAOHyGxdMTVTAjL2P6Pn77WmTQQBQGMcs5gvQyav13Ej766AxBOORXqEpTrY6UpxBjO5FWCNGyHOolsGwMIMgPQKoP1xPs3AWPP6GcwHNdA7wSKeWckQ2OY+DWLao1n3RazYGGqURgc7pJHCjxvbUFurrVv50dsHgxtLVCNKpFYM3CxTRNPv6JP2LTpk287/4CH7o9wtpWi6M5j63HGoyWPN76E+8lvPNrM77TgZSzMoYBqr7HjgmfN8TjyKABho2IxJHRJnDCSCcG9bwyC9VLGIZFYNrIuJ7/rjROGHqKRRV1VCxCfFoQJi/o65M6U/0MaDH4KuNEnlgmkyGbzV7uzdFoLi6vcAWTPYYx/CKOX5wxJACC5XcpJ2RlAuG5yGgamhZflk3WXF5OCMJCnMoQvnaduinr7oGtW1V3Wt+f/d5IpJVIz3309U7xkz/RRjwh8DyIRaAmQHhKDC6V1A1lW2swfYN3kUThV2QrmhMH8FtXIte+F7dWQmz/Iq+UUi1ANrJ4Ewdhz7dUhpoQ0w2kzn/B0POUCzifl3z7u/Dw92Hg2NnfBxCNwtrVETo7j/DlL/0WRw4ePvna2YTduZoo6UVPzYKlkoXAR9YKGFOH1aInEBp7YcYwHwiSLYAFdhxiKWS8Ddm8RGXqZ49ANYuMNmFmeiHQC6ELEcMQtLaCMCS5nMoQbsrA9evVImVvL7zwApijap4qFFUjuUoFXEt1bAcl9NbqkM+BN8dcCFAqq0zhRx6DG26AuzbCsmVq3stkTkUmOY5Bezs0Nwfkcir30fdgYiKgWAQMCDkBsagSpaPRV4jDTpxG00r2/uh+stkpEk3tXJduxqhMYrgQtK6hXi8RHtk+Y9vCQZGatNTiR3kCMfIS0nQQzUtwi1mOjBvsPiDZtnuQR17qnrOZ7GyqVMojCKOJSGR27r7regTSJeQkQaqSZdNQTmBhqHzgRBx6u6G1Hbo71e+ro12LwJqrhxOL+h/9yIe5c/MQ3QmD27ot7liS4Z0/8Q7W9ESxXhqY8Z6j2Tr9mdAsJ/Ezxxt0ZDIs7utBIMGadgUnu9R1rRnGyA2oZqt+Q+W0xNu0K/gKRd2/QbGoDCilkpovUikoFgWWVj3nRP9aNBrNwsWrTruC63DkScTUQU6XhNxYH7RfC46DkZ+YdgWvvuAl8porByEEiYQShG1bUqlCd7e6oOiZFoR37VJup9nYDBxr58//UkVMvP1u5SyORZXjpyxVs5ipSVUem52CpuaARELdYJ93d/Wz0bIc329gVqYwJvYRtK4mWPcT1N0i4R3/OqNVmw0E9XGCiX1w4GGkcTcCA5nsUHerZ8H31QVY3YVduyTf+Kb6XQVncJCdTiQM16yFn3gv3HwzhMNv4Ld+85nzFnbnaqKk0Sw4pERUp5QrODcAbh4CD3N4B6fLRm58seqeYpsqHzjWgmxeDKEE5AYwSqNIIZCJbkh0qO5emgWJYQhamsEQkmxWNXVLp2D5MkFzk6StVWXlv7xTCZRTU2rx0w+gkYNETJlqwyElzlarUCqC25j753meqqx55hn1eYv6YflyuPH6gFtvORUJYVkGLS3Q1BRQKKhLsHJZOWjrNfU4QSgcEInAIz/6Lh/72Efw80dY26qqWCLJJv7gZ9/Eir52RABB943U6yVC2X0n3y8A4WapkiCMxB0fYXxoG89mLXYO9FCsTpJ1m6n7kqQwmeDMTsF4XP0ekGGOVW2ghpSJWfFGUMUwTCLRmMoJtpUb2HaUEN/ZpuIgOntg9Qro7RHTrmgtAmuuLk4u6j/xGAw8TY9VZElHEySaCT3+v2eMrQJDBUnVrdEUNUmFLNzA40jO57sHG/zsz7wDAg/pRBGhGDLaqqoKnARUJlTTuEYFwzRUVnCi8/LstOaCkUgITFNSqaiFzCCAdFqfR8+EFoM1Gs3CREpENadWeycPI0ZexGHm3YoPyGXTWcHlLMJrIOPNkOq5PNusmTcoQVi5oiwL6nXVWG71KtXRu7cXnnoKBgfhTFrn0QH4wt8pEfkNd8C110IiASFbdRKv1qA2opxQ0RhEopBKBsRjTP/sCyQMt6zEH9+NWc1hjO8maF9LcN1/ol7JET70nZkltECtOABDIYThECyf7m4Ta5lTEK67Pk88/jRDQ5NEIh2MT97A974vmG4KfU6Ew7BmDfzke+GWW2Z2ltfCrkZzBqp5Nb9VpjByx5Sd0q1il2da8D3CEImBNMCKQiyDjLYgm5dDo4YxdRTqBUj1ItM9FzfPXDMvMAxBc7OKjMhmVaVKvS5JpQVr10gSCejugue2q9N/PqdcwiFHNVRNp9R8JUwVu+nYahGwUlFN0c5EvQ5796nHNx9Uz/X3B1y/Hm64XrBuLbS2GqTTkMlYxKMGtXpAraoa0tWq6jCv1+Chhx7lD/7gU0Sid5Nq/2nq6Rh94Sco5h/kNz/7A/7kl9/K0r4OsAzMnjcQVIvYlWFO9HANA0G1yGDWRog6VW+CROVlzEYCQzRjiipeECZhFqmZDiW/6eR+eI1JYnGLZDKF7ynBGwTpdJLs1AS1WgDEcRxr2lVcIAiKNDe1YBkC01ZN+Zqb1fVEc7OqPFrUC4sXaxFYozFNk43XLsNsq8DoLgjHMY48jeFXZowTmaUsNwq8eHCchw8VuLnLxLYNDhQi/Oeffi9rVq+czmRxVLO4RBfSdIAAozI57Qp2AUO5gm1dFbMQiEZVdWe5rBqaBlKSiDNnhM/VjhaDNRrNwsSrg1tS7uCDj2Hmj3D6La7buh7ZuQowMNwSGAZB6xrtCtacJBQSOI6kUhFYtqRWVWWdd25ULuFHHlFZwrXamT8jn1fN0r75LeV4veM2VQZqWeC5UHWVMByMK+dUPH6itCkgEYdYHMKh1yHQmCa0rsYf24lZK2CM7iRouwb/pp+lVp0iPPzMaYKwpJZV0QyGaRKAcg1GmvF8QaOhbn4f/Nb3+KNP/gnZXCfJzM+STK7GNM/9QisUghXL4Wf+H7j9djBNLUJpNOeElKrZW6OGzB5GuEWQAfaxbbOaozZalirFzjBUPnCshSCzGJw4Ymw3ojqJdGIEyS6IpC/TDmkuNUIImprANCX5vHL41huSRAx6eyCThlQaDh6Ebc+DMwZTOQh8KJbB9cC2pmOQppufmYZaQPV9JdyeS1XI0aPq8X+/rga3tkquuxZWrqgAkkhYEApPO5EjYJkS35d87q/+D/HE22ht/12EMJhqgGWE6G1ZihN5ks98XfKTt4QJ6nXyVZNa5Z3c1f5D0nYBKQwkEiklBhaTtTSGgIRZYkVyN9snbyQiwpSoUPczJKwCVV/iBQlq9RrIGrkpFxlIorE0wbRzOhJJQpMklysBOep1ELggHJozLSRTaeIRaGqFznbo7ILF/bBsKTQ1CRxHixUaDQBeDSN/DAojyojg+zhHfzhjiC+iSGGRaO7kjmUbWDZ0nHjpMCKUYNV1P4ZpCqTXQNgRCMWU69c0IRSH3DGQksCrYwqTwHS0K3iBEYkIDGM6R7gORU5l32tOocVgjUazIBE15fRl8iBi5GVsZnas8rBg6Z2Q7ETmhxGBj4y3QarrMm2xZr4ihCAWU+JlyQLHkTgWOCFoaYYXtsPj01nCZ+PZZ9Vj8WIlKK9YDhFL5S42XKg3YGxcdXJ3HIgnIBmHdEY5huOJ1ygMmya0rcUffRmzXsKY2KUcwrf8Iu6juVkltGEaVLPH8eR2Gm6MatHBS1kE4RRHBuArX9nPD38UJ5r8D5JN8fPalGgUFi9SIvDGjVoE1mjOm3oR0ahBYWS68ZsH+SGsYGYmfsNuUjfSwgQnAfE2ZDQDbaugOoUoDEGjCs1LIalvhK82hBCk04JwWJLPKxdVPq8a8ESjSqRMJlTU0fbnYd8BGB9Vc5Xvq9xby1JRB1ET6oY63BoNNY9I1NiGd+7bND6uMuYf/n71VUYJEqm/IXFaNO9YvRtLNuiK3Q7AN19osL71ZQw83CDEj0bewsa2R7AMD7CQwsOSHnGrQtGLE7cLdEaGWZncw0ulmwg1Bsm7ZWosIUyZcgPAIRRuo17Pki9UiERSSnSS6mtoWSlaW5N4jQqB9DANk2QqRiQkaG1XmcCL+mH5CiUE6zxgjWYOiqOIchaqkxBKYu357qyFTjfdq/4nnEZEmugIHQC7GZqXgwEIVdGHHSVwEhBrR9pRqOUxGlWQPkYQqG6YsVbtCl6AhELKIVwoqoVMzWy0GKzRaBYeXh3qRWhUEAcexaoMznZL9d6ObF+BDHyMRhlpWARtq8HQp0XN3FiWIJ1WLmDLglBIEg6pDMWefnjsMdi3X5XKztVg7pUcPqwe6RTcdCMsWazcWPEI+CF1U3kiW3h8TP28REK5hFPJgFBIOZTDIfWaZYFlq3LdM5Z5mya0rzspCIvhnTQ6rsW98ZdxH/kMVnUUpI+UEhlYVH1J2S1QmNzHnu0ZnhqM8uxBi0ItBiwnmVp+lt+YhOlvnm1DS4uKy3jH22HpEi0CazSvFVGZBK8ChWPglsFzCY0+P2NMAPiZ7ul4iDBEmiDWTNC0AqwQYnQnojKJjDQRpPvAiV6endFcdsJhgT0dXVAsSuUSdlXWfWsrxGIqz7a/D7Zth+ERFRtRd9VCZt1VwrDtKDHYNJVruFYDaStHr2kqkdn3VL6wPMcs+fNlyF2EaQV0RkbAsNhXWMbazG4iRh3XM9k+eSN3tf8IkNT8MNUghGM0cESDih9BCoiHPdq9QUZzHcSjDuVKlkCahJwKjVqEWlUijBhSelSrFSwzhjDVPqr9EkRjMRxL/e6aW2DpYli2XEVNdXUKLEsLwBrNnFRzapGzOKQWMitT2FO7Zwzxwi2AB6EkpDrVXOhVwIkjM4sRMlAX4k4MnAgkO9SFsmFi5McACBCY0iOww8jEmXPBNVc2jqPy8DVzo1UPjUaz8KhmEZ4LozthZAf2aS83jAQsvh1CaSgNq+XCVLfqMKvRnIVwWEVHlMsCy5KEHJV725SGI0dh1244fASyWc7ahTyXh4d/cOL/JC0tgo526OuDJYtUlmDDU4dooag+8ziqEbJlgWWoVBPbOuXQioQCzGlhOOSozEffUyW7vi/w3TUYE7sRbh3/yCHqyY0Y3QbRF7+E7Zeo+QJPGviBRT1wGCmZHCjkGM9P0qg1oywXkTPuk+9VcRtKWIjHIqxZDT/+Xthw26kO8hqN5rXhV3LseOYJ3KE99IkJulpjGJP7Z8Ug1aNd6sRhOyrzO5ZBRlLQvhIKQxilMZV3nuqCeOtl2BPNfMI0VSf2UEgJwpWKapLaaKh84I4O1eSzpRUOHoCB40oUzmWhVge/oeYqy1LzjguEwmBOxwo1pouz7GlxWKCiFXxfPV4ta/h8OVZZggwC2sITNBpJXp5YxZr0PiwhyNeTPDz8NlYldpJzE4zX2yl4KaJWBUOoxno+FhGqdMcnGCiFaAt71OtJMAJiwmCqEafq+QhhEcgA0wSmk1gsC8IOJJKqcmj5MrhmHSxbAk1Nev7TaF6VwMPIDyJKY8rUY0dxXn5gxhAJeJGMEoojTeqJ3FGwItC8FGEY6gQTWGDFCJy4qopx4lAcUfEQhoFRr6rVm7h2BS90dPzOmdFisEajWVh4LqJegFoBcehJnPrYjJcl4K94C7J1BUG9hFkrIS2boHWlupLXaM4Bw1AN5sJhKJVVdEQ4ohxAK1fA6Cjs2gP798Pg0KtnCp9CMDEBExOwY+epZ1tboadbZRT39qhMYQACcH2o1FWsROCraFBhgmMpl5JpKuH4RJc7CZQrFlPjqzAm91Ev1cmXDrM3dwu9Dbg+9hgRs0rWjWMjMQyo+Q6mYRC187Tawww0TiyvnEEQFuDWX+BNdxn8wUdvJZHQ3yuN5kLwzW98nX/89Idx8xPc1m2wtMmiM53g7UtnjvMAIim1EhROTbuCmwhaVoEUiOxRqOUh0UGQ6tEVMZqThELKJeyEoFpRonA+r1zC6QzYIWhrgfU1OHIEDhyCgWMwOT7dFLUGXkOtQTiO0mRMS+UJ113Vy6k+PWch1XxlGKry5YSzVsrp14X61/PVc75/olnbqaqT05FS0nDHOexKevs6iJtTlCsejw5m6EtZQAhRDThUXELULFNsJEAILKNOa3iCkKgTNio4BkRMmyanSFl2IEIwWc8gDGgONZgUFlVX7Vc4pATzeFJlLXd1wopl0LfoRBSEngM1mnOiNA6VMWRpBGFaiIl9mPWpGUPceLdyN8STyGgHYmqveiGSQjYtQ3g1kD6EEkrkTfchDQsaFRUPIQQEEtGoEjgxZKz9MuyoRjM/0Fd/Go1mYVGbdgUPvwQjL2Ge9rIb7kD23QLCwqgqV7BsXgZxfTGgOX9sW5BOSapVgWlBLCpJJ1VJbV8v3HC9ao7z8stwbBAKefCDKl4DLPvM7tpXMj6uHs+/MPN5Q6gbdiGUG8mx1c20ZauS3RP/HQRQLEKh8EpR2gaW0B4ewiDAC3Lsd+9gMJZmWeIATaEsni9JOkVMQ2IaDeJWiahVpZMxhhud0/fjs/ehXtvJ4MC9vPc939BCsEZzgdiyZQsf+rVf5CfXhPiVjQl6Uxa5qoeULhanmp5KoJFcAlKAGULGWhGhKDLaDO2rIXsEozyOtMMEqV6INl2+ndLMSwxDkEwoh69tQ60mKVdUBUo8CtEI1GsQj6nFz8Fh2LdPVcaMj6sF0mpVybWhsPocbzo6yfPV53g+IFVkROCrRqqBVOKqaan5TTI9v5mncvQNoZ503Ryjo8MYIoRppXGcCK5bI/CLSAJSqQ62HUnQ6hhEzShVP86uKUkmXMcUKqfCMRs4Rp2qF8Y0AyaqLcTtCoYhEUJQ82wCI0LYrxGYBs3hCXLVBLbp0ROuMOA2aGmN0N+nFmuXLVMO4O5uiGkBWKM5P9yycgXnhlWWvWER2v/QjCE+NoETVQuY0Q5EZQLKUyrmqOtGhFdVJwvDBDtCEMlANANmCCM/AEBgWBiVCaRhIJNd2hWsuarRYrBGo1k4eC6ilofyFOLIVkJefsbLARCsegeke5HFMQy3iow2IdtXa1ew5jUjhCAaVRnC1arqCB6NStwkpNPQ0Q6rVsGxAXh5l+QHPzgMtGJaIYR47cddIM/VcXwmIozWumgPjeAYHs32OHvLq6m6ETpjQ8TsCkOVgM7oOPFQmfbYJIZpMlFrEKlPMVDrxKOdVzqEpQyYHP8MPT39bNiw4fVsnEajmcb3fT7++x/iJ1aH+NO7ExjTJY8Rx5k1tkFMrQLZNkTbEGYIQkmCjuugUcXIHVc32pnFumGq5lVRLmEViWTbklpNuYSjMdX4LByRNFzlAu7rgamsqobZvRdGx1R+vluXFAolkA3CIZNkMolEEPjTTaDqKl7CdU+4fqejI1ALmXK6v9PsxMc0yWSIarUBCFzXA0wMM0MkYuH7EXwfBt1ump0RHNOi4TaYrFskbBeBT86NEbIaRC2fshvGMKAaRMk4ecKGS9LKkbKn8KVFtRGmJiP0hI7jCZu0M8lU4TA3Lc/xE//lbro6IRLR15EazWsiCBD544jiMJQnwQphDjyFYGYDDjfVrU4GkQzYcZjcC6aNbFoM0TSiMjW9chQHKwSpHqQVgsq4iocQJoZbQvg+QawVYs2XZ381mnmCFoM1Gs3CQEpEeRzh1mDoRYzhF2dnKGaWIbtuIKgVMd0i0rQJ2taoBgMazevENMXJCAfXVaWw4TAkEpKWZmhtAbexk/v/9Ys0t31oTiG44VbxfIhELJiVdn0xiDBab6PDGSRsurQZkwzUl1Itx+gIj5AJ5ci7KZrCYyxN7cfO1MGw8SIm//Hko+wvLmXM/DCGcw312h4mx/+CUvEhPvfZzZjm6b58jUbzWtj65JME+TF+8W2pk0LwXLiAn+wATHCSyGgSEWsiyPRD0yLE6A5EdQoZThFk+vTcpzkrJyKRQiFVbeI4EteFQlWqnHobmjKCel39fyIJa1bD8UHY8uAhDuwfx/ccJCaGYWGYk7S0ZEgmVOSCE1LOYRFXDmHXUzETQpwSgU/ERgTTURHIE9ERESwrjOepVVEBGGYY0xAIQzmKDcPEMztJmIMYooJbd6kLl4jlETJ8XN/GsSWZ0CRuwyBulUmYefpTQzjUSDsFGlhUvQg5L0XCrLE4cYha/SDfe3E/d2/4M5a2TUJE525rNK+ZyiSiNALFYTAFBHXswadnDPHMpMqVsaMQ74X8QQgaKgap52ZERcUCStNB2BGCWBuEk+DVMdyKOqkgEW5FNY1L64gkjUZ/AzQazcLALams4GoWcfgxHGZ2I/EBVr8bwnGMwiD4HrJpKaR7L8vmahY2jqMcwlJKXFdQdyESlQg5SK32HCEnPef7DBOCxiiCZgzTVje+F50oY6UOOqKjhO06raFRxuttJMiyOnGI9c076Y3sozc5QtxR1851K83KH1/K539wkB/s+XF2T3h4AfT09PO5z27m3nvvvRQbrtFcFWSHD5MIqYzgV6NEmIip8mNkrAXhJJChNLLnFihPqLkv8CDdDQkdjaQ5dxxHkMkol7BpQUSC7ythuFKVmIZyDCcSKiZi27bHeOg7nyGWeBPxxHsJOS3U3TK+N8zocBZDLCYaa0L60/Oep7Qa04BwQkVCvNIZLIRqOAdK9JXyRB6+wBCRk/nCgZx++OpfAHyD8VIEu3qEZKRBQhiEzDqWI/FlFd/3SEQ80vEcgYSkVcQRNbojQ8SdHK2hLLbhErbLNDl1TEvy6Scq9LVnuHbdtRjlcQIkxNsu019Ho7mC8WoY+QFEfhDcKthR7F1bZqSCS6ARawZhKzdvowKlMeX+7boJ6gUVjRQ0EJEY0o5Bqg9p2BilEQACK4xRGlULTMkuvRiq0aDFYI1GsxAIPER5HLw6DD6PObFrVmsRt+tWZPtaZG0Sw6sjI0lkxxodD6G5qAghCIWUq0rGYcmSFJ43Sq2+n2j0ulnjXXeIfO5fuPXWTTh2glwOypXpcltXldTOLpd9JZJatYYEwuHwjA66UgbUanXAIxaNY5oCwwQZlJgqHieQGZY3jxC1C0StIsfLndxuSG5tf5Tm6MyfEvJydNiCj/3sG/iA382hRoZI37XcdscbtCNYo7mQ+A160g4tEcFQ3mNZ6+xoCIBitUGQ7AAzBLEWhB2BSJKg8zqwQ4jRl6GaQ8baVFawdkRpzpMgCHjhha2MjIzS3NzB9dffhmUZM4ThagNA8vnP/wm2s4yW1l87WQUTiUSQsons1NcYGz3AnXf+FNWqoFRRlTS+x3QD0umoiGkX8AkxWKIyg4WhBGF/WvCdNvyddBE3Gqca0YF6cmKyRoQ+2uOj2GaNgDBQoSNapOHnkUGZno4off5zxKwsrZEJMs4EyRDU3QApfYRhUqh7bHmpzsvjPr/xKz+DCBpgmhjlCQIZQKLjkv9dNJormsIwojgKpQkwLUR+ACu3f8aQRrhlulFGFBltQ4y8qO7f0r3IdDuiMoVEghNFOFFkoh1CUajlVDyEaWPUigjfI4g26YUbjWYafSWo0WiufCpTCLcK+WHEoUexT8uYahBGrnqXKhWqFcGwCFpXq/IhjeYSIYTgzjtvpbMjyeTYp4n0/9OMqAgpA7KTnyMRG+JXPthNtaaavuVzMDGpGvOMjUOtOi0IT9/s+tPuqQAoFnIczR/HcvoRpzV3Uz+rSKnwA95w+21cc80imlthz67t/Plnfo/lK77N8UqEdZndZJw6Kdvjm8PvwzAb/Jelf01L/JQIZQChRpb6yC6W94RZvnIVQVsGiQ+z2jZqNJrXTHmc9auWs66viRfHKyxpseeMihgq2fR1JsCJIZ0kIt5MkO6F9pUwdQijNIY0bVUaG9U5iZrzY8uWLdx330cZHBw4+Vx3dx+f+MTHecc73o3rCmwbIgE89dSzjI6N0t33R7PikIQwiERWMjz0+yxadC2ZzGpyOchmoVhSj8p0RbfvTc9v8tTD90E2TjmA4ZQj+MTXQjWZU1qRbUO9XsBzx+lu9ggZdTpjI0StCklrikWxY6Tsgzw3OMDNqzayuLMNZ8+zmHgntzkSNqhWYbJcp+DCkrYEv/HGN7H2+uuRpVGCRCeG5WBUpgikhGTnRf5raDQLhGoOozgE2WPqwtarE9r51RlDAsAPJ9VCZ7wDkRuARk2VEHTfhChPgmEgDBsMB2lFVFaw38BoVNWJQQiEWyQwbaReDNVoTqK/CRqN5srGrSKqWVUidGwr9tTuWaVF3vI3Q6oT8oMQBMhMLzQtukwbrLmaMU2TT37y42zatInjRz9Ac+tvEAqvms7b/d+USz/k03/8dyxbapx0RjUaJ0pxoVhQzXYQqgz2hPPphHPq8Sd2sv3Zv6Jv8d/N+fMdJ8LE2G9z+4bP8v73L0YIweNNNp/+k93UanswzJvYkVvLmvROYlaFJanj3H9wBWOjNf7gbodXyssGEHInqR9/AYSBIX0Cz1OOeycy58/3fZ+tW7cyOjpKe3s7GzZs0E5ijeZM1IsY1SwUB/mZd7+ZJx7+Bo8cqvHGJTNd/+OFGpnWbrBDEG1BhJPIcAbZdZO62c4dg3oJMv3IRM9l3CHNlciWLVvYtGkT8cTdLFr6BcLhVdRqe5gc/ww///Ob2Lz5VDRQoyEpFEcI/ALh0OI5P88JLSbwR4mEjvOGO1bj+coNPDEFI8MwPgkyMCgWAzxPOX09XzWYO+EG9n0VLeFPR0IYQjWyCzkQDkEsofKL4xHYf+AgL27/Ar92Z0BHuEAyNEUmlKMpXEYIKNUDXhoqg1sgcLpwV96Ds/dbMwXhiEFLJEKGEIsjGQhPEYzvw2hZjlEcIoh3YNhhjGpWOYRT3Zfkb6PRXLEEHkbuGCJ7TDU1tUxCz311VmVnPd4NGBBKgrCgNAymgey8DuHVp40RApwIwgwhU70qHqI6pX6ME8UojoCUyGQ3hOKXfFc1mvmKFoM1Gs2Vi5SIyjjCrcDwbsSBx2ad1Bp2E3L5W5CVKQzpI0Nxgo5r9Kqw5rJx7733snnzZu6776McOfjOk8+rvN2/5d5775kx/oQbyvenMxSnBeBpswOvNAl6DZM/qf6IWm0P0diNs352vbYHKat0dbWdFJM2bNhAd3cfk+OfIRL9MhU/yUuT61mT2UnYrNAm/5ZHckm8W/47/jN/jfkK570ShMepH38RZIDheQRBDdl5vSrRewVncpZ98pMfP2PGsBaPNVctgY8ojUNpFFEeY2VvE6G77iI1sm3Gd77qAcl2EplmCGcgkoRYhqBznSqZHXkZUZlARtKqkVxY3whrzh3f97nvvo8ST9xNT/+XTzp9o7GbiES/zPGjH+AjH/l97rnnHkzTxLYFfb3N+P4EtdpuorGbZn2mW99P4Ofp7k4Tjap5LYhAKgV9PZLnn3+eSqVCd1eUG66/HtNUB7wfnJoHT8yJJ5q1IlVmcTIB8QREwgLLUk3vnnqqxl//1VdpNjPc0D47ZuVY3uNw1iMSi2H4dQInirvyXTh7H5whCIcBSZ1aLQuAcfRJfN/FbF+LURohiLVjOBGMWl4JwronhUZzZgrDiMIgFIbBtLAP/AjDy84Y4oZalCPYiUCyGyb2qoyYeCdk+qCaRQoBoQTCNNS4RBe4xel4iBCiXkZ4DYJISmXlv0oTVo3makOrIRqN5sqllkfUS1AYYuKpf6O1PMIrrYvVGuyPrGSZGcKoTIEwCVpXQSR92TZZowElCN9zzz3nJHQKoW5qrXOYsd/whtvo7upkcvzPiUS/PCuGYnL8L+jp6WfDhg0nn5/LreyHV/H08Tp95p9hetv4w//124i176Fm2oS3/hUm7sn3G0CoPkL9uAd+DUO6BL6H7LleOTl4dWfZpk0znWUn2LJlCx/9yIcZOD508rm+ni4+/ok/0g3qNAuf6hSimkUURqAwAgiWhMuEUjOHCStMPNUMThgZa0ZEmwiSXdC2GjG2B6M4qrIUUz0Q103jNOfH1q1bGRwcYNHSL8wZ+dDc+hscOfhOtm7dysaNG4HZC4ynz0MTY39OR0eCN77xJoQQJwXe73znIT7xiT9hZGT4xGg6Orq4777f4e3vuBvB9ALodGawEKfaPpimeljWbKFnw4YN9PV08aknp3jg/TNjVgIp+bddLnkzQ/PyG6E0ghE0COzwnIKwACKyTr06QSB9zOPP4CMx21YrQTjeiWGHMOpFguxRSPXq3hQazenUSqqh6dQhVVk2vg9rYteMIb4Vx4+kVNO4cFo1jGtUwApD1/WIygQIC2HHVRmoFSNoWooMXAzPPdmR0ijlCAwLmeoH074su6vRzFf07KTRaK5M/IZqGlfNcfSRfyGU3UvktMr048UqH/7ig7z05MOAUA0FmuYuW9RoLjWmabJx40be9773sXHjxrM6Xn3f5/HHH+eBBx7g8ccfx/f9WWNOCLul4kMcP/oBKuVn8f0ilfKzHD/6AUrFh/jEJz4262edcCsnE7s5cvCd7N25mIMHf4z9laP8+u98lNtvvRUzdxS54m5qt/93fGa6qwwg7E7AwItw6EmMib2Io89AJTvLWRaN3YRhxonGbqKn/8vEE3fzkY/8/oz9OSEer4tM8timDFO/08pjmzKsi06xadMmtmzZ8tp/8RrNfKdRUzmI+WNQHAXfhewgTnbPjGEBIGOt6gY33oEIpZDRJmTvLZA/jlEcVA6p1CLlCrbmbj6n0ZyJ0dFRAMLhVXO+Hpp+/sQ4OJd56Nt84hO/RyxmEo0KEgnBo49+k//2336GfKGNnv7NLFv5FD39XyJfaOPXfu1nePyxb5JOC1IpQTKh3hOPC6JR9QiFxJxC8Int+fgn/ohv7a/zvvsLPHXcpVgPeOq4y/vuL/DV3XV+9ud+AbttBUG6DwxbxR4JE3flPXhzeKdCeFi1CShNYB59Cn/oZYTvYpSGCbw6IDDcMmQPg+fO3iiN5molCBD5AcTUEZX9W53AOfTwjCESgZtepEReO4S0UioeQhjIllWAACnAMJGGBeE4QaINwkkMt6R+jBPHKI2rUPFEh8oY1mg0MxBSnuy1etWSzWbPPmiBkclkrsr91swvXtdxWBjGKI4QHHmGoQf/gqVNEtOYeSMQSMlntpYpiDi//dE/hCV3Qrz1Amy5ZiFxJZwPzzdiYa7xPT39fOITH3tVV+2csQwAE3sxKyp/zY+1Ig4/RviJz2FSn/F+CdSxkR3roe8mZMtStg7DO9/3ARYt/c6cJcOV8rMcOfhOvvGNb7Bx40Z83+fG669jXWSSB34qNcvF9b77C+yoNvPc9hcWVGTElXAcai4BMkDkjyMm9iMmDkFuAOpFQge/O8PBIYGak4FIBmJNkFoEzX34XTdA82KMoZcQxSFkvJOgbdU5N7XSx6HmlTz++OO85z3vOefz9ys513nI933Wr7+RQnH1jCgKUE7i40c/QCq5h+eff+51nfPnqjbp7+3mY3/4Se7deC1m7hgEHsHkEYzcUZANAt/HCCTWoR9ge8VZn+kDrpWBeDN+942Y3dcizRBBshPDjqhcJ8MgSPWCE3vN2665POjz4UWgOIo59CKM7gDfJfTSVzH88smXJVBrvUYtopi2qmopDkGtCJEW5NI3Itw80rQhlEQ4MWQkhWy7BukWMAKfwI5Ao45ZmSBwYsiOtWBeuYuh+jjUvBYymcxZx+iYCI1Gc+XhljFqOSgMUXr+G/TGPMw5MoANIXjvSoc/fzrHC0NV1l+rhWDNlcdriVg4nxiKV3LCrTyL9jX4kwcxC8OY5XH8vg3UhE348c/MEIQFEKaBO/IsfuAipI91ZILuhDhnZ9nWrVsZOD7EVzZlZgjBoL7TH7o9wp2bB2eUJWs0C4ZaAVEcQ+QH1Q1w4GMffWJWKV8DB5y4usGNtkG8iSDWDs2rEGMvqZzgcIog06fjITSvmbNFPswVPXSCc52HXksUxWvhbNvjWyHMiQMYzYsIpMTID2AYIGUDb8XbCA5vxakOz2hwZQIhL0u9pCIjAq+O0X8zZn4IP9kN4TiG38DIDRDE2yHaNGu7dDa+5qrBq2HkjkP2IEiJffhHM4RggEZqsapi8X2wI8o9XC+BaUHPjQgvBwiwogjDRtoRZGYxMmhgBP50foyFWR1GGgYy3XdFC8EazcVEi8EajebKQgaI0iiUp+DAYyTdQ0QiZz6VdcUtBgsBh4sm6y/dVmo0F4Tzbd7zSs4o7L5WmpfiGxZm7hhmLYvfcx21jf8T56nPY3v5GUMdwBt7kUbg0WV08sY+h2PGw0zwY3Bar+h6TZW+t7crweqEKLy2be7v9dpWa8Y4jWbB4LuI8hgifxTKE+DXMQe3Y3mlGcM8wI+1qRvc2HTjuHAG2XMLIn8QozSGBMj068xSzetirkz5UHgV9doeJsf/glLxIT732c1nFC/PZR56LVEUr5VX3Z5EB77hYIzvxmhZQmAIjNxRBCADSbB4I7XhFwhn98+YxQwg7BWoFTyM4AWCwGd/PUOu9DROSz/X3HInlvRUNZvvqpL1aXQ2vuaqIjeAmDwAbhVz5AWs3NEZL3uhDH6kGRp1sMMQaYGpA4CE9BIwDeUYdmKqkYYTRSY7kU4Uo6auQwMniVEaARkg4x1zLsBoNBqFvjrUaDRXFpUpRC2PGHoZceD7RM8y/HjRY/uIT2un7uqsufI44Zhqbv3NMzqmjh8/ytatWy/NBmX68ZuWAGDWS8iu1bhv+l3cRN+soRbgTOykp7qf2xanWRv7PEuiu1FFgIq5nGUnROGdY96szwTYOe7NGKfRLAikRJQnEdkjUBxTYnB2ALs482Y5ABqJ/uluWRHl+k204LetAr+KkR8CtwypfoJUn84J1rxu5sqUP3LwnaSSe+asTDlfTpzLa7U9c75++oLhRSXWRNC+Fmk7GM1LCJoWgRlCmNNd67rXU+u4geC0twkgLCsExSMceXILT9//v/n7v/8if/Wp3+PXP/BjPPzokwCqmXH2CASezsbXXF2UJzGyx6EwCIVB7MHnZrwcYNLILAavDJYNyS6oDEPgq2bErSvArYKwkE4UYccIImlIdiGqeZBSxUN4FUSjSmCHlStYzJ0lrtFotBis0WiuJLw6ojwB2eOw99uE5Uy31OkR6IGU/O32OqFM+5wljBrNfOdSOqbOmVQXfutKpBCYjToy003jTR+m1r6e05sQmECocpSfWB9lRWIXi8RvsMT+VwI/f8amdqc6v1cJ5vhO//GTVfp7u/V3WrOwcMsqK7gwrBrl1EuEh7fNcCBKoB7rVk5fw1I5wNE0Mt4K6T6M7BGoTCFT3QSZXggnL9POaBYa9957Ly+8sI1vfOMbfPGLX+Qb3/gGzz//3AVxr74yikLKmTLr2aIoLgqRNEHHOgIrjJFZjGzqA8NRiq/XQGYWUe+/C5+ZbmgBxIC+eJ2fvjbK374rxf97Z4x1iTL/9Gcf5aEfPQFCYLgV5MRBPv7RD3HPMocHfirFrT0Occfg1h6HB96f5J7lIX7/9+6bs1GsRnPFEXgYuQHExF41t+3//uy5rW2NWsi0wmpeMy2oF8EU0LJWicSGRIYSCNOBUBTSi5DVPAKpGsmF4pjlCaQQSgjWi6EazauixWCNRnPlUBpTYvD+h7Fz+zh9rXf/RI2dYy7lesDBKZc/frzE3z9f5WN/+Cmdv6a5IplXjqlXEm9V7inTxGzUwXLwN/5PaovfPEsQNoAWKvynW1u5oXOQbvm/aMqtYODQ3M6ys3V+/9b+Oh/7w0/q77Rm4RB4iOIoIncUiiNQr+McemzWHOeaSbBCYNgQbVaN46LNBB3XIKaOIMoTyEiGIN0HsbbLsiuahcuJiIX3ve99bNy48YKdg09EUZSKD3H86AeolJ/F94tnXDC8JDhxZMc6/FAckVmCbFmBDMXBspXwFEnjLnkLDSMy662JSIhkxCHqGCxvcfjNDVE29Nj84J//nIYfIA2Ll55/jnB1nPvuiJ4xG//oscFLV/Wj0VxMcscQkwehXsA5+H2EnNl82E0vBa+u5jYrhGxajZjYB34A8Q6IJMBvgB1HmDY4cYJUH9KrYEgfDAOZ6sLIHoPAR0abIdZymXZWo7ly0JnBGo3myqBewChPII5txzj06KyTVwn4p30R9g5l6YpDpSHYXUvz+b/7a527prlieT3Ney460+4pMbILw3eR1PFv+gWq8TbCL//rjNVmATTh8r41Ee68ZT1DRhtW21KWv+W/YMbSsz76RFnyRz/yYe7cPLPz++bNn9Tfac3CoppDTOyH4jhUspjHnsGkNmOIh0EQbwbDVI7fVA/EWvCblyEaVYzyKFIIlROc7NY5wZorihPn/Pvu+yhHDr7z5PM9Pf187rOvP4riNeFEoOMa/NFdmKIbnBgyewhRySKCOtIO4S1+C3LgCZxG9owfYwjBj6+0+egjWQ49/R2W3/oWRidymIbQ2fiahU/uGObUYWRuAOvYs5iVsRkve04TgeWAL8AOQef1iMHnpnODI9C6CrwSmCGkFUJEEgSxNqRhqYZxhkGQ6oXyGKJRITBtZLofhJ4DNZqzocVgjUYz/wl8RGEEkRuA3V/HOe0mOQCMa36aD927kSMvPEaxWIS21ax9+3/BtO3Ls80azQXg9Tbvueg4cWT3evzxfZjVHKZXxV9xD9VIG+FnvjBD0BJAhCqdpRdo7X8jtIWRh39I0HMTpGdnep9rJ3qN5oqmUVGu3tIoFI7D1BGc6siMIQHQiHUqgXe6NJZIHBlvh0gTRmFAdVxvXa5zgjVXLK8855dKJeLx+OU/55sOtK/DnzyACQhnNcHUQYz8MAIBQR2//zbGDjxJ0ssRtubOJ+2MW6xvMyhMjGNmj9OVsCjUAg5OeazrmP191dn4mgVBcRQjOwBjexC5ozjjO2e8HODQSHaBXwUnCe1rkWO7ENUJMAS0rVQN4wwD6SQQ4QTSjkMkjeE3wDAJEp3QqGIW1Lwp031qIUej0ZwVLQZrNJr5T3kcUR5D7thCqDw0O2eq40ZYfAdmaYxlS5Yi460E/XeAFoI1C4B56Zh6Jaaj3FNTRzDzxzGDOn73ddTe+lGcx/8SuzbTBWID4uiPcGtFRP/NmI0aftsa6Fo3y8lxLp3oNZorFs9FFEYwsoegMAzlMcJjL84YIoF6qG06HiIMLauUeyrWRpBZrFxWlRwy1aPiIcLxy7MvGs0F4MQ5P5PJkM2e2W17STFNaFuJn09gZA9jNK8kMMKI3DF1PdqoUU0u5cBLT3BzbxjbnEMQDiR3L3VIyCNQWce6JR3csbKVzz2T56/vtWdERehsfM2CoDKJkTuKGN8JtTzhA9+f8bIE6s3LoFGBcArSfQSlCYyCqgaTrWsQkQzUyxBqRjgxMKPIeBvCd8G0CWKtIAyMyQMQ+ASxZkjoBRSN5lzRYrBGo5nfuFWMwgji8BOYg09yuj+k4WSQ1/4klEYRMkBGMwSd1+obYs2C4opwyTYtwg8lMSb3Yvo+MtGK+6YPEzz1V4SyB2YMtQBjdBv1wjgs3oDpuwTVSWT/BlUWqNEsdPwGojyGGN0BpSkojuIcfWpWTnDdSqjvhGVDy1L1b7QFP9WD4dehNK5ygjN9ENc5wRrNRSPVReDEEON7MZqXIO0wcuooQgja2jp43o3wwkiVm7rCiNNygCMRkxVEwB2Egw8j+m/nFz/wn/jff/U3/Oq3Cvy3GyMsy1gcyHp8emuVb+2vs3mzzsbXXKFUcxhTRxBju8Ct4ex5EMHMZoj1zLQQ7MQhmkEaNsbYHgg8ZMtKRKoHypMQjiGdMCIUJ4g2IZBKCI5kwIpgTOxF+B5BOIFsXqrjITSa80CLwRqNZv4iJaI0gpjcDzu/jnNaayof8G78OfCqCN9DRpIE7WtVh3WNZoFxRbhkY00E9nqY2ItZLyGcCI07/gfyhf9D6PjWGUKXAYSrA7i7xgmWbMTw6gS1ohKEE1rU0ixgAh9RnkQMvYioFpD549jHnsPEmzGsgUCGkkoATvZBKK4axiW6wIkjSiNI00JmFqsMYY1Gc3GJpE5FIyHAjiAnDiL8Kdasu5bnn32SRqPG9e0OkchMITcSAVmfoDFYwHfLrO+9mV//1f/Kv/37v/NzXxujIQVR26CrvZV//8Jv85Z3vfMMG3H++L4/vxeTNQuHWgkje1g1gKvksfc+iFmbnDGk4TQjAx+sMIQSEG1HDD8PQQOZ7Ea0roLKGFgm0o4gwmm1EOM4YIUJnBiEUxjjexCNKoETQ7auUpVqGo3mnNFisEajmb+UxxGTR+DFfyfkziwXlIC79B3IUAKjUUeGEwTt10K677JsqkajmcaJqIzF7CHM4iimMPCu/2lktJXQvm/MaiwXoop/6HvUKxMYfbdCo4zfeR20rwExd/6iRnPFIiVUs4iRlxCVHOSOYUzsxXYnZgzzAS/WDnZYlb3GWyCcQia6kKlOlY/o16FpJTLTC4a+pNdoLgknopGyRzGFQHRGkBP76F0GWCZ7X3ieLQdKXNNqsjgVIhI5NesJwMHFH38Zt5pnffcNrP/Y/5/9Rwc4XhBEu5Zx85olmKaJnDyETHS97kq3LVu28NGPfJiB46easfb1dPHxT/zR5Y+Z0iws3ApG9hBi4iAUhrH3PohVHJoxxMfBizWBDMCJqaanoy+C70I4A93roZ6HIIBwChFOqnnQjoAVJbBCEGvFmDiAcCsEdgTZslxFKWk0mvNCXzlqNJr5SXkSIzeA2P9d7PEdnF7048YWE/TcgDHddCBoXwNNi3QHdY1mPmCa0LIcP5TAmDyIKSIEq95OLdZC6PmvYFKfORyIjDxPbWoQVrwZ02/gVyahb4NyRWo0C4VqDjH8EqI4BvljUBwhNL5jxhAJuKEmMEMQTkJKZQHLZLfKCS6PQi2HzPQRNPepG2qNRnNpyfTjh1MY47sRbauRZpSexSa93b1MjBzFrVUpUMN2j2MRzHirCYRLA9QPFQiqWVb2387KFU0EoQQy0oQMqgjPReQHCBpNEGt7Tde3W7ZsYdOmTdyzzOErmzKsbbPYOebxqSen2LRpE5s3z4O+A5qFgediTB1GZI9A9ijO7m9iVmY2Q63WAnZlXfqYIN7eD8lemNgDbk0Jvr3XI9wyNKoQbQLTAidFYNiIcAppOpDqRkwcRNQLBFZIRUOEdDSgRvNaEFJKefZhC5t506DgEjKvGjNorlrOeBxWsxiTBxEDTyG2fZlwozDjZQ8Ld8OvISwL7BhB+1pk+xrtjNK8JvT58CJTzSMm92M0akjfReaHsF/4P9j5w7PyUQEamHhL3wxd6wii7ci+DZBoveSbfanRx+FVQK2AGH5JdVfPDUB1itDeb2OcFg9RM2LIaDOEE9C6CqJJSPXjtyzFrJegOIKMNhO0rlCuqguIPg4184Er6jh0qyoaqZKD4rCKjagVgQDplhB+HWNkF46XP/Oc134tsv8NiKZepGEQNC0FJ4ZRV9e/gRWCRCc40XPeLN/3ufH661gXmeSBn0rNalL3vvsL7Kg289z2F3RkxBm4oo7Dy0ngISYPYkweRo7tILTj65i1mdUuUkpyVY9c1WOgIOlYeQu9LWFEZQoMEzpvUY2/vQrEO5CWg4ikCQCRWQShGEGqB3KDmOVxAsNCti6HaPNl2eVLiT4ONa+FTCZz1jHaQqfRaOYXtQLG5AHE4Sdh14OEThOCJdBY+WMI0wRTlQbJ1hVaCNZo5iuRFLLzWvxIGmE6GOke3Nt+ldqSt5/mlVLY+IQOfg92fhcjewTj0MMwvu+Sb7ZGc0Fxy6rxVPYoZAdUw7i9350lBLsYyEhalbw2LQU7CvEu/FQ3Zr0ApVFktAnZvBhS3ZdnXzQazSmcCHStx8/0QqoH0X0tMtUGloWIpsGOEnSspZZceuY5b/R5xO6v4Q8+j2jUMCf2Q/6oapJlGBheHSN3FErj57xZW7duZeD4EL97R3SGEAxgCMGHbo9w9NggW7dufX37r7m6CQKYOoLIDSLHXib08tdmCcEAQggyUZv+pjCGEOzfuQNRngQpkK1rIBQCtwTRZmQ4hoikkH4DEW8HJ0oQ64LCCGZlEmkYyKZ+iDRdhh3WaBYOWj3RaBYoV2SziHoJY2QX4thW2PcwTuHILBdFrW09NHWB5SCblxC0rVENCDQazfzllRmLuWOYkTRyzT1UW1fhvPBl7PrUjOEGEJ7aifvscYJr7sFsuPiFQei95awl8VfkuU+zsGnUEBP7Mcb3QX4QioOEDj2CQWPGMB/wI61qTmtaBOEYpDrx422YgQvFMWSsCZlehEz16EVQjWY+0bwUP5TEmDqAMB1kfgjyxxBhCYaDjAfUw3Gs8T3YcmZUkgGEi8do7Pi/ePljiN7bMAFZe1FVAFgmhlvGKI8TNMqQUNfBr8bo6CgAa9vmPk+sbbVmjNNozpsggNwARmEYhp4n9PJ/YLq5V32LIQRLkibD5Sq1cplw73WIcGpaCG5BRtMIJwZ+Q4m9kTRBohNqUxjlcSQSmV4E8XbdV0KjeZ3oq0iNZgFyRTaLqJcxhncgDj0CB3+EUzzC6fJNw0pB321gRZCZxQTt686rZE6j0VxmpjMWxeQBDCEQHStw7/gN/J1fJzS6bcbijwBCMo/38r/Q6L8LM/CQpTGCzuuhbcWcH39Fnvs0CxvfRUwdxBjdBbnjkDtC6MhjGPgzhgWAa6fBDqmGcdFmSHbhx1owLeuUENy0BJnqO6sQpNFoLgPxVgInDuO7MU0HIknk1FGEHEcYLVDN4rVfg5c7Rrg2NmvOc2QFa+Ax6uOHCJa9EaNzLebILvxEO0GqD6M2heFWIHuIIN4BkfQZN6W9vR2AnWMet/bMPl/sHPdmjNNozpvCoBKCjz1H+OX7Mdz8jJcDKWe50gGaYhbjNZ+pIEZXvB0aZQgnkdEkwo6C7yNDaUh2EsTblFmoOAwyQKa6kIkOELrAXaN5vehvkUazwDjRLGJdZJLHNmWY+p1WHtuUYV1UNYvYsmXL5d7E2TSqGEMvIQ7+EPY/RGgOITgAvFVvh3BUNc3puPZ1d1jWaDSXgUga2Xk9fqoHDAcj2U5w/U9TveZn8JndDdoCwkcfgZe/hpg6ijnwJOx7CCoz89OuyHOfZl7j+z6PP/44DzzwAI8//ji+75/9Ta8k8BDZoxhDLyoheHw/oSM/mlMIrltxCMUg2gbJbki044fTmFZUZQTHmrUQrNFcCTgR6LgOv3kpMtGJ6FiLbFqGDIUh3qLmwHQPtcyy00JiFAYQqQ4SevlfkDv+A8oTmMVRxMjLBE6CwI5AEGAUhiB7FLzanJuxYcMG+nq6+NSTVYLTWgQFUvLHT1bp7+1mw4YNF/53cJXwuueIK5niCEZhGHHsacIv/cssIThf8cmWG3O+1Q08xss+pHrAr0I4gYy3IOw4NGrIUBJS3QRRFQNhFAcRvo+MdyCTPSpjWKPRvG50Azl0AznNwuFKaxaRyWTIjg8jjm/DOPAjOPA9QpXRWatUEqh13QaLbkOm+wn6br4qGgZoLg36fHgZqeZh6iCmWwGvTpA7jv3Cv2AXj87ZaMcDGn13Qe/1SCdB0H4NdF17xZ375kIfh/OL1+0yl4ESgo8/C5NHYHQn4aFnZh3XAVC3k2DHVEls63JIdRJEMhiJNihPImNtBE2LVbO4ixwNoY9DzXxgwRyHbgkmDmBWslCZRE4dQpQnwPOgMgaNOkb2CI5fmnPOk0DDTuEtfzui53owLPzmxRBpxqhlQUoQQmULx9rAmHkFfWKR9J7lIT50e4S1rRY7xz3++Mkq39pfZ/Pmzbpq5lV4tePwqq5EKo1j5I8jjjxOaNs/YXilGS/7WDw64NEVqbK8JTzrmmzHSI3nJyL81Pt/XAnB0VZEOAaei4x3QKqLINEOhokxdRjRqBHEWpFNi6/KxdAFcz7UXFJ0AzmN5irjSmsWEXiuEoL3PQx7v014DiE4AGqt10LPemSym6DrOi0EazQLhUgKum/AT/ci7TBG0yK8236Z2pK752y0YwHhgUcwn/oSYnw/5tB22P1NnnvkO1fUuU8zv3ndLnMpoTCCGNoOU0dg+KU5hWAfqIcy4CRUFnamD+LNSCeBEc4oITjRfsmEYI1Gc4Fx4qq5XOtyZLIT0XktMrNEuYQTnRDJEKT7qcV65nQJC8Bp5Anv+nfEs5uhOII5eRgxsYcgkiFwoiAlRmUKMXkAqrkZ77/33nvZvHkzL1eauHNzluZPj3Pn5iw7qs1aCH4dXNWVSMURjMIg4uhWQs9uniUEB9i4HddxTX8L2QpsG6xxZMqlUg8oVF32jtd4dshjw603gh1CRpsQdggaVWS8DdLdBOleMB2M7FElBEebkBldFaPRXGj0VaVGs4C4oppF+A38g09i7P0uYu93CHnFuW+Uu25FtK1GJroJutZDsvMybKxGo7moZPoJYm0wuR/TMGHNPVSbFuO8+G/YjdyMoQJw/CzBjn/FbV6LueQuooePcnu3fWWc+zQXhIvVKND3fT76kQ9zzzJnhsv81h6HB95v8777C/z+793HPffcc+afVxrHOPYMYvwgDG4nPPbinPObG8qAnQArBJklqou6k0RE0lAvIBNtBOnFkFk0y/Gn0WiuIFI9BJE0TB7CNENq0Wd8v+p/ZYfAMGiEkzTKw4Rq2VnGCAMIZ/fiPXEYd9nbMJZsRB7fRtC0hCDWgahOIAIPURgiqGZVc63pnhr33nsv99xzj26seoG4IHPElUgQQP4YRjWLOLKV0DNfwAhmNkL0cXDb10B1kngqTefyNN99+gBtoRL9KZ+GD8P1CBvfcD29S5YjY20IywGvhkz3QqaPIN0PgY+RPYxwKwSRFDLTD3bkMu24RrNw0WKwRrOAuGKaRfgeYuBpOPh9zF3fxJHVWUM8wO1/E6J1CSS7CXpugHTPpd9WjUZzaXAi0Hktfn4II38Uo3s9XqINf/eDOCPb5745ntyJN7mL7uQN3NBpMFzwWN4yj899mgvCxSzPPVFh85VNmTO6zO/crFzmGzdunP0BlUmMgacR4/vh+LOEx3fMEoI9oBHKgJOESBzSS8COQjiJiDYhGzVIdBA0LYF0nxaCNZqFgBM/NcdlHUQohpw8CrmjiFQP1PJgGNRDTZj5AWwas84dFi7mgQdpDG/Hv/anMaUkKAwiW1chLQejMonRqEL2iIqOiLeCYWGa5tznK81587rniCsRz1VCcHkSDj6G8fw/zsq+9wnhtiyHWg4MGxIdtLVm+EAmRS07SN318MMZ1vWuBNtBxloQpgFeA5nqQTYvQaYXQS2HURhC1EsEoQQy3a8qZzQazQVHi8EazQLiVLOIKR54vz0ro2leNIvwPTj8JMauLXDgezjUZw1p4OAtfTOieTEkOvA71ytnlEajWfikugjiLSpnUZjIG/4ztfGbsXZtwS4PzXFzLOktbOOXb0qzbbjK0mY5P899mgvCyQzMZQ5f2ZRhbZvFzjGPTz2pynNfb+nza66wkQFBfogDj/w7YmQ3ve4RmhvH5xaCnabpjOC0ygjGhkgSYhmk34BEO0HzUkj1aiFYo1lopLqUUDu5H9OMQLwFOboHYZgQSkJpFN9cil8vYJeHZt2sC8ApDxNs/XPczlsxVt4DjRfw480EmaXg1zHqRYxqFup5glirjle7gFxRVZgXAreCyB1DlMcY+86f01Xag3Oa4bmCQGSWqoxsw4Z4B9KOInKHoVEmnMgQjjZBKAWmjYy3I4SEQCIzvQRtq1Xj1NIoRnn8lCM41QOhxOXZb43mKkCLwRrNAsI0TT7+iT9i06ZNvO/+whmaRXzy8pUtBQEcfgJzxwPYh74Pc6SCumYSf+VbIN6Nn+pi24jPkX0v0t45psvaNJornHMu7TcdaF+DXxpHTB3G6Irip3rwjm3D2fddrNOqCQSwsgU6Yw7PD9bIRE06Yhb7sx4fe3QenPs0F4RLUZ77mipsAo8fffUf+OH/+QyZoMhbl1hkesIIY6YUfMoRHJ9uFrcEzDCEE9M3vAYk2rQQrNEsdE5UwhRHMKYOIZwoZI8j84NqAcmvQcGk4URp5EcIBaW5q2OGnyYYfha3byPmqrcjy1ME6T6CZA/UpjC8OkZxlKCag0SHdlheAK6YKswLQa2gGsWN7aX+8KdZJLNw2tQ6VfbYNdFgJaPE002Q7EH6PiJ3HLwqhGIQ7wbHBgQy1oQIfDAdZLqXoHM9JNogO4BRmUB4rmoWl+xU86I4fUlVo9FcKISUUl7ujbjcXI3dGc+1K+XFyuTTXFzmKqHt7+3mY3/4ycvXLMKtIo48ifHS/TgDj5x+LYEE6k4bcsWbIdHBM4cnue8vv8yz+0+trF81XXo1lxTdpffS8JpL+30fckcwiiMIvw5Tx+DAw4SGnztjF9yRvMs39tXZM+ljRtO86Wf+f9z5k78yr8U1fRyenccff5z3vOc9PLYpM+dN+FPHXe7cnOUb3/jGay7P9X2fG6+/jnXRKR54f3KWy/x99xfYUW3mue0vqOsht8oT//G3bPm7P+Etiy3euChEJjLba9EAPCcDobgSZVL9EI6pqIhQAkxTNYtrWQ7Jnst2rOrjUDMfuKqOQ99VlTDFMajnYeoosjiEaNRUdERlCho1zNIgNv6saoMTBNi4S96IXPZmZChC0LISnDhGZUKZMYDAiUGs9WSesObVmes4PO854kqlNK7iGvZ9i9D2f8GgMeewQEoOTdQoBRFW3nyXWsio5EB6ygkcbYZITLmAIxmEEGDHkU39BH23gh1F5AYQtSxIiUx0IOPteuHiFVxV50PNBSOTyZx1jHYGX424ZaRMn3XYxczk01xc5l2ziOIY7Pk2heceIF3dP6cQXIv1wpK7INnGE4dyfOC3/4zbehweuwhlwBqN5tLyukr7TROalxIkuiB7GNNwINlObfRGrL3fxC4Ozro57kg5fPBmhwIhnDXvhpYocufXCTrXQdOSeS0Ka87MpSjPPa8Km0oOjj3Ltq//Le9e5vD25WF1o3sahSrYqWlHcLJH5d+HYkg7yb6hccqlIzgt/ay44w7MdN9r3naNRnMFcqISJtkFuQFMO4ZIdsDkQUAJZ9Qm8E0Dv1bCrk/MeQNv0CB86HsEh36Iu/RtiKVVglgTQfNKkB5GLY/hlsEta1H4dTDvqzBfL0EAxWGM/AD2E3+FPbztVYcbQtAcN3luf4mOkWOkYiZIHyIZiDYpUVdYyGgaIV2wU0oIXnwXEGBMHUTUigSGCeluZKwNrNmLvRqN5sKjncFcXc5g55FPY2//EiIUx133ftwbf16dqE/jlTfuv3tH9BU37icmOS3Gac4BGcDITg5/87Nw4DGWJQMikZkijARqTWtg0S0Qa8Fru4Y7fvznWWpnZ5QBwwJbcdfMG/SK+8XlpIsmMnlhvtPVvBKFa0UoTSGPbcXZ+10sanMOl4Bnp/FWvhWalhLE2pCd6yDde4H28MKgj8OzcymcwSd41Qqbd78b8scwh19i4PkfsvdH9/O2pVEi9mwhuFr1GSq5NLf3EOpZDYl2cBLsPDjI1771PYYmcgzkAg7lfcxUx2VfcNfHoWY+cFUfh+UpyA9gFkeUmWLqgHrOrUJlEhpVKE3gUJllrnglAQ7uqrcj++/AT/VAZjE0yhj14qkxTnRaFNYuzLl4teNwXlZhvl4CD3LHMAeeIvT4X2K4+XN6W7Ue8PRgjdVLekmmMhBJqSgkJwJOHBlOIrwKOCmClqXIpXdBragiKNwygR2BdA8y2gyG9iqezlV9PtS8Zs7FGazFYK4eMVhMHSK2+V0znpNA48ZfoHHTzyNjLcBFuHHXXJ3Uq4iD32fwR/9EcuQZOtKRWUMqVZ+JSD+tN90DiVb8jht4fP8Y73nvT1ySm32NBvRF1sXmogl4pXFE7ihGvQSFYdjzbULDz54xOgJUmX5jxVuhaQlBsgvZeZ0S5+YB+jg8O5e6PHfOqCwZwPhuzNFdML6P0svfJu1nsc25i7er9YA94zVivdfSu+paCCXYfXSYv/vnf2dRyuSdy0Isbpo/C+76ONTMB/RxiBKAs4eUKJwbhOxBqBWhWoBqFrw6VHLnJgqvfCfBkjcQtCxTMTW1ghaFz4GzHYcLKk7RqyGyR7G2fQln19fmjCOpVAOikdlXWVNll4GcT8+ipcSaO5TRzI5ApBkpAoThgBPDb1kKi++C8jhGcRjRqKlGcYluiGZ0PvAZ0OdDzWtBx0RoZmKFZj0lAGfbP2Bv+wcaN/wcjZt/ka3P72Xg+BBf2ZSZcaMFqhTkQ7dHuHPzIFu3btVinGZu8oOI3Q9i7HuI3uxOInMIwVJKnht22TZ1nA++uRv6boF0H6NP7gauoi69Gs0C56KV9sdbkZEm/NIwhh1C3PRz1Mc2YOz4Gk752Jw3MpabxdpxP56dobH8zVAYwW/qg/Z1ENPd1i8n53JTfanLc03TnHmdUy8jhl/AGN8Dx5/HOfwYrbhwBiEYoOZ77M1Kbr2mFUIp/HCC+7/xJdrjJv/rjvhFaYKn0WgWALEmiDWpRqrRAxiJVpgagOxhsB1wy2CFcBt1qE7g4M4pChu4hPd+nWDfQ7jL7yZYcjtB8zKCZCe4len4iAq4R5VDM9oK4fgl390rkVlzxJVKrYQx/ALOjz6FlT0462UJvDwCMqizLhyetRCbrfn4IkKsuRui6WlHcALZqCGiKQjF8LtuhI5rIH8MozyO8D3VKC7VrbL0NRrNJUeLwVcRMtlN/c7fxnn007NukgXgbP8S9vYv0ZfYQGfc0GKc5vyRARx7FmPPd7H2fge7kUXM1oEBEELQlzH56+1TXDcZ5pb1i4CrrEuvRnMVcFG/06YJqR6CeBvkjmHYYYKWRdQGX8Tc9xB2ZXhuUbiRxdr1AJ7VBCveCvkh/HQPtK6BeMv5b8ersKCcQxeJ8+lRcO+997J582Y++pEPc+fmmeW5mzdfxPLc4ijG0AuI8f2Igw8Tmtx7xkZOJwik5KVhn8CM0bFoJcQy7B/KsfXgFH92d1wvuGs0mrMTb0XGW/GLI4hYK0aiQwnChUGVJ1wvg2XhNlyoTeDgzS0KyyrhfV9H7ttCo+smvOVvIui6kSDVA14No5bDaFQhP0BQ0aLwVUHgQWkcc883CT/5OUTgzhri4+A2LaGdCQaHjrF3vEYmZJIKW9QDj6mKz0hB0rtsMcQzYIaQloUwDUSkCT/ZBv13QTSByB7CqGSRMiBIdSETXWCHL8OOazQa0GLwVUfjpl/AW/pm4i/8I8Hz/z6nKLymuJW9/72FXC0gPkd+uxbjNHNSzSL2/wBj14M4Q1tftWTtBK1Ri+8fafCOXINbpp/bsGEDfT1dfOrJKR54vz1r9fmPn6zS39vNhg0bLspuaDSaC8sl+U6bzswmc3YMv+Ma/NFdGHu+i1MdmlsU9qawdv073r4UrLwbJo8SpDqQzctVk6/XmV2nG7GendfSXPCSN0kd3485sgOGtmHveQjLL84a4gWSar2OhQGGRa3h8dKYz55Jjw1vfQMk2yHZzbGDu3hhpMHKFr3grtFozoNEBzLait80ihhrxSgMQf44FIehHoVKAWwHt1GF2hQO/pzX4oIAZ+gZnKFn8OI9eMvfiL/sbQTpRRB4GPX8KVG4HFKNwMJp3Xh1oVGZwhjchr3tn7CHnpv1sgQaoSb8aBv4dZKpBL6xhJf3DzOcr5CK+FgmNIIIvcuX0Nq7BLBA2IhQEzKSJOhcD703q1iS8QOIep5AmJBZhIy3gWlf6r3WaDSvQGcGc/VkBr+STCZD7vCLOE//LdbO/ziju0VKOaMzts4M1szJ2B6M/T/A3PEATnlu0WUunjnusnGOrNCT4sDy0BnKgHUDQ82FQ2dxXXwu+Xe6mofiCEZlHFErwMhujN0P4lTndgqfwCdCo+8mZN/NyHgHQfNSaF4C1vk7V863EevVeBzO+x4FtSJM7MEc2QsHvkto6Lk5M6kDoIbJZM4nV60yWvaZrIIr4lx3x10sv+lNyFQXQaqXx18+Mq9z8a/G41Az/9DH4VnwfSgOIcb3YZRGVaZw8bia+6plaBTBLUI9f0ZR+JUEOHiLbsdb+2MEXTecFIU5IRMIQRBOQzgFTvRi790F4UJU5SzI49AtI44/h/PsP2INPj3nNVEA1OPd6trHb6ioSTuqFGK/TrWYw2vUwI6SaO6GUAwsByJpiLYQJNuRi98IkSQURjAqk4hGlcAOIzP9EG0GoRcXzpUFeRxqLjq6gdw5cjV+uV55UhH54zjPfAHr5ftfVRSerAZ85qkqf7q1osU4jaJWgmNPY+75Ns7+72LizRri+jBVrNKWmp0x9Wo3+guyS69mXqIvsi4Nl+U77VahOIRRGkVUczC6B2P3t3Aqg68qCkugkVmG37sB2lfgpxdBywp1Y3MOvBaR82o8Di9ac8HXS6MKU4cwpo4gxvdj7XgAuzYx91DAM2NKIAmnmapb1LwAYm10LluDaFmBTHYQZBZBtOmSN8E7X67G41Az/9DH4XlQHIGJA5j5QSgOQe44VCbUNXqtCPUCeCVs/LOWBEvAzyyjsfoe/JXvAtNGNMoI71R8QGDNf7fwharKWVDHYeAhjj2H89zfYx19/IzXQA0jihdrBaRq6Cac6b5DAQQN9bDCIA0VI2LZYMdUM95oC377Wui5BWqTGMURhFtBIpGRjIqFiKR0o7jzZEEdh5pLhhaDz5Gr8cs110lFFAZxnvki1kv/9qo3yXmjmfBdv0Jj9XsgfG43xpoFRr0CU/sxhnZgvHw/oam5sxN9YJQW/unRQ7TGTTb02PSmzt0RqLM2NZcCfZF16bhs32nfh9IwojCMUR6Hsb0Yu7+FXT4+p9NzxltFjMaiDci+Wwgyi5AtKyDe+qo3wa9F5Hw9x+GVeq584IEH+OAHP8jU77QSd2b/Pov1gOZPj/PFL36R973vfRd/gwIPsgMYUwcQE0fg6OOEhp49oxu4jg1OXD2izapxTjgFVgTSndC0Aj/dCen+Ge7y+Vz9os+HmvmAPg5fA+UpmNiLmT8GhVHIH4PimBKEa3lwS+BVMGlgw9kzz40I3oq30VjzY8jWFdCoYLjlOd3CvhmaN3PQ+VblvBoL4jgMAsTw86oa+MhjZzZ+AXUngwwlgQCMEAhz+pUApK+is4QNTggwlEgcyUC6C5nsIei/A8IJRO44ws0jfF81JUx0IGMtczaz15ydBXEcai45Wgw+R67GL9ernVREcRj7mS9iv/gvZ3VOeat+jMYN/5mgY91F2U7NPKNegcl9GKN7EUPPYe99GIvarGESaGDjL3kjtK1i+8FR/vAL/85ju0dxAzWmv7ebP/+L/82b3vSmS7oLGs3p6Iusq4zSOOSPY5ZGYWIvxo5vnpMoLIFG02r8JRuRnesImpZAqnvOCInXInK+1uPwSs4lnjfO4CCA4jDGxH7ExAHEge9jj76ESTDncA9omFGwIxBugVgaIk0QiiOjaUS6H5noJGheArG2ORcO5mv1iz4fauYD+jh8HVRzMHEIM3cICmNQOA75IahloVGHRhlqJQQ1bDinHh9+tBV/8V14q95JkFmCaJROuoUfffQR/vQvPsuOwyNMTd8SXK456EJHD13px6EY3YnzxGexjjzyqiJww0rg23HVlNcwIRBgm4CpYiIIwAyr182Q6tNgORBvg0wffstK6FgH9TxGeRzhuQSGBbFWZLJDRUxoN/Br5ko/DjWXBy0GnyNX45frXE4qojiK/dzfYz//5bOuHvtNS2nc+HN4K+8BJ3bhNlQzP6gXYfIg5sQ+OPIU1pHHsLzSq+RM9cKyt0Kmh6B5ObJ1Bb4Tn+UaaGlpuSq/f5r5hb7Iukqp5qAwhJk/DlMHYd8PsSdexuTsjinPzuD13YpcdCt+qhcy/Ur0s5SgeamcwRfSAXU5uOyRCUEA1UmM8X2IsT0Y+7+LPfryGRcGJFDHQNpxCMUh0grRJogkkJFmRKYfUl0EkSZk06KzXg/NR0e3Ph9q5gP6OLwAVPOQO4I5eQjK45AfhPIYFKdUnnCjArUCyDomwTm5hQGCcBPe0rfgLX8L39t+iE/8/u+ysdfi568Ls7TJYu+Ex58+VeWruy/9HHShFxiv1ONQjO/H2fqXWAe+fxYROIYfSivHb+CfEmxNCzBAumA4KirCFKrqJRRTsRDJDkj343ddD+EERmkY4VaRMB0J0akqiI35X6U037lSj0PN5UWLwefI1fjlOq+TSjWLvevr2I/8DQb5Vx0qgcY1P4l3/QcIWle8/g3VXF7cEowfwJzcD0eewD7wyJxO4BM0EHj9b4bu9cjmfoL2ayDefsZyaj25aeYD+ji8yjmRK5w7jiiPw+DzmPt/hOVNnZNb2Iv34HddR9B7i3KCpvvxQ0luvPHG8xI5z/c4nPfN186RyxaZUMkipg5hDL+kIkMmdrzq39sHXBFWN8HhDMRbIJpGRpsQTYsh069E4GTnvM7SPBv6fKiZD+jj8ALiViF7BGPiAKI2BeVJKI1AYUQtilaL6no/qCLwz9ktDDBahu1Ddd6+zJk1B/3WQyVeLKX42kOPYkZSSnC8yFzo6KEr6jhsVDD3P4y9+5uYR189DqJhRvGd5PQCtgQs8Otq3jJslQuMoRzAAHYYwgkVg5TsgGQPQaobmVmCcIsY9QIEKhJCJjsh1nLqvZrXzRV1HGrmDeciBl/8s7LmyieSoXHjJho3/BzmsaexXvo3rH3fmXOSEYCz46s4O76Kn1mMt+LteKvehWxedqm3WvN6cEuqGcXEATj4I5zDj2HinnF4ANTDHbDm3dCyRDUPaF5ySS78NBqN5nXhRKB5KUHzUpW52L4aueRO/OxR2Psw9uTLZ7xYEoBdOo697zhy34P44U68nusw+u/gs/f9Kpt+6/d53/2FM4icn3xdIu3WrVsZOD7EVzZlZtyEAxhC8KHbI9y5eZCtW7de2uZr58m9997L5s2b+ehHPsydm2dGJmzefBEiE2olyB7CPL4Nc8fXsLP7X9UN56MWOqUZUw0EY21K7I01QfNSRHoxQaIVmepRndQ1Go1mPuFEoH01QctSKI5CbgCzMAzVKZUpXBxWwnC9hHRLuG4JcDFRQsGrLWu1x+Cdy2fnwBpC8PPXhfjFLePsePw7XH/9DQR2FEKJabfoxbk/aG9vB2DnmDenM3jnuDdj3BVPo4J58EfTAvCTiKB+xqESaBgRfDsBtqOynwXgSxAN9ZzvgeeCaat3WLZyAodSkOpRi57JTmSyF6SPURpC+J6KhEh2KSHYjlyqvddoNK8TrdRozh0h8Ptuw++7Dbd8H9aO/8B+4i8xmNtcbmYPYz79N4Se/huCWAfe8rvx1r6HoG2Nzg2ar1TzkD2inMD7H8Y58gQm3hmHe0AdmIpdS9MN70a2r4K2VWr1WKPRaK40Yk0QayJoWQWVcei9GSYP0xjchrnne9iyeEbhUABWbRjrwDDywHd4W6iVp37vzXz+uzv44DfGGSwFlNwLJ3KOjo4CsLZt7ku5ta3WjHGXmvOJQLj33nu55557Ll5kgudCLY8oDmEcew7r5f/Ayh86qwjsYqomOpajsoHjzap5YPMSaFlOkOhAprpVAx2NRqOZz5gOpHsh3YvvlqAwjMgexSiMQj0PuQEVJVGahHoRv1HGl3UgOCdh+P9r787Do6ry/I+/760lqaosJCEJkA0R2VRUBAFBnUGmcYIw2rjMI62TdnDp1unf088PFbu1u1UUbcd2lEFRHE1ro9L8aLsRl8YVZQBBoV1YbZUtbIFAtspWde/vj5tEIokkIUkVVZ/X8+QJ3ErCt4qTe+p8zznf812nZ3n46UgfnpJPYMgATNuG+mqo3IflbUwMe5Obyyt1hbFjx5Kf248HV5Wx5ErPMauVH1pVQ0FeDmPHjj3me1vrs6JSQxD31ytwb3kN1zcfYlhtL9aBpnNcEgh7k8DjBsuEsAWGDWHDSfhaIairA9MAt8v57E0FX6pTBiv9VOzkTKykPmC4MevKMBrqsA0Dy5+OnZLjjP2Mk3NHjEi8UpkIVCbihFhhXNtX4llbjGvPmvbVmnKnEBoyidDgyVh5I1VLKNLqq6DygDNIrtyHse1NvDv+93vf8NUC5ZWwalcVq3eF2VIW4oCZwf+567cdSnBo24tEA7XD+HbcpGW4HqoOwOGduA5sxdjyJu6Dn7WrtjA4A7Egfg4k5FOVeTYF51+O2auvM3A66vC5jrbDqDl8rRVRcaidZUFdBVSVYpZuwdz2V9x7PsVVe/B7/99COCuBcfnA3bSSLRWS0iD9NOgzjHBqLqTkOgPlGKP7oUQDtcPv16X1xqvLoGIXZtkOjGCZU1+47OvG1cIVUF/n1BemBqBTiWGAcK98wtlnYGUOwc46nZA3mc8+/4zSsnJSs3IYMWZ8l5ST6Ezpobb6rEcfmxsdB13XV+P+ZgXubX/F9dX7x00Aw1GHeXuSnIS7jbMaGJwEsMvtrAS2w86BcSbONW8K+FMhvT9knIYdSMdKTMNweTFCQYxwGADLG3AOhwtkaidoN9P9UDpDNYPbKR5/ubrjpmJUlOD5/P/h/mh+u98gWHgJD55IaMhkwv3Hq75QT6kph+AhjMq9mNVH4MAXuHasxl229Xv/7yygGjevflpGeY3JP5zqJS+18wcWqXOTaKB2GL86nLSsr4KKfRhl32Du3oDx9/dwV21vd2IYwMIknD6QcN8zCeeNxu5zBvgzSM3Oo7z8++vyHy3ih6+1IeKH2tVWQc1hzL2f4tr6Jq69G3DVln3v/4+NkwQOYYLL75x87kttrJHYC1L6Qd+zCGecErNJ4Ca6H0o0UDtsW7dNtoXrobLUKSNRvtspI1FVCuW7oPIQ1B+BmioI1+LsC6QxPxzG5+t4H7O9Aj7eXcPGAyG+LAsR9KZx409+xgUT/gnbE3DKDSQkdSrR2NprVJCXw72zj92V05N9VruT+HWVuPZ97vRjez/FtWN1uxPAYUxCeLA9PmfBlYGzAthlgyvBKQtBA1g2uFzO15imM/mZlAFpp0Dvwdi+FCxvEqbpxbBDYNvYpomdkIodyHTKInXhqm5pm+6H0hlKBrdTPP5ydetNxQrhKlmPa9ty3J8ubHdi2AbCWWcQzh1FuGAcVv4oJYe7Uk05VJdiVB/ArCqDPRucGtBHvjru/5EF1JtphE8bz91Pv4q3voIHJiafcPJBnZtEA7XD+HTCA8D6KmfFcHkJZskXmFvfwl2+uUOJYQCLBEKZp+E9dSxV2SMha3Dj9ll/+59DTx++1oaIHWoXqoXaCoxd63BvfgP3PicBfDzfJoHdziDZk+ysiPL1ajwpfQB2en+stFxIyYuLEki6H0o0UDtsXY8lLuuroGI/RsUuzKqDUFsO1QedxPCR/VBbBjWVhO1KwsEavAaAB0+CCwNwmR0vBxi2bLYfCePrN5SMwaOwehU01qjth+1N6nByuD2J157ss9pK4s+ePZupYwY7id99n+Ha+xlG2dcYbZRh/C4nAQwhErA9ic7rY1tOshcDXKZTviEccq6bbmcFsGE4u5O8AafUUUpf6H0adkIStseP4Q00v5exPIngS3eSwF6/dvX2MN0PpTOUDG6nePrlauoYq6qqSEpK6tqafK2xLcx9X+D+cjnuj4sxCbf/W4Fw5jDCuSMJF5yPlXMeJKgofYc0JYAr92HWlMOuj3DvXI2rcne7kvRhoCGxH/bgf8Ludxaf7DzClOtu4a/Tu2Zbsjo3iQZqh/GnyweA4TDUHoHyXRh7vsDc8jruA5/ixupQYtgGLDNAuE9j35c/DtJynQGw2+es3vmOjqyA6m49VrrCsqA+CKGgkwDetAz33g246tu3srpxXRRh3M7r6k52ykAk94G0AZA5ACulADs1G/zpLcp5xDrdDyUaqB0eK2KTbfU1ECyDyr2YFSUYNeVQexjKdkH5bqpLd1B35Ages4YEF7hNMPGBDzzQ4QnS77I9Aay0AkKpeeyqcrO3zosncyBDx/4TLn+qc3/u5ArVnuqzmpL4U07zctcFfgb3dnO41uZwrU3/VBcBb8deoW8TwF5sTwJO4Q7bKQNhGs7qX4/72wSwjZMEdrvB9DQmgHtBIBvS8yAxA9vt9IdG4wF/tmE4ieFANvjTwH3sQYHSM3Q/lM5oTzJYBV7iSERq+BkmVt/h1PcdTv0F/xfz0JfOiuE1z+Oi8vu/FXCXbsJdugk2PO90fBmDCeeNJJw3BitnlLOCRxzheif5W1/tbJGtPYJRU4mx6yNcu9fgrtzT7jdjYaA++RQYXIiVfy52Wj4Esvh601KCDdF7YJGISHusXr2anbv3sLAorcWAGpxT0O8438eFxSWsXr26fQNAlwsCGRDIwO53NuHh0whXlFC3fzOuz/+Me89aXE4Rgu9lAC6rGteedbBnHax9EgsTKyUXq1cBVvYQrKzTsbLPcAZyCYHuP3ytA7rtULtQPTRUYxz8GnP3Osz9X+A6+DVmxR5M2j49/WjfDp7BxuMkgX3pjQfCnQoZp2FlDsBOzYVA77hKAItI9Ovyfqu9vD7w5kCvHKzwOY2rhPdjlJdgVh4gEDxI4Mgejuz4nLq6MkwaMBuPmG7AmXgDpyStBVBn4Utof8Vho6Ea14FNuA5sYiAwEKAMrC0PU2f68Pbqhx3IxErOwk7ui53SFys1Dzs1Dzu5D7g8bf7sLu2zbAsjWIZRudcpw1e5D6NyL1TsZeiqv7Ln571J9xkYjf93Pg/068Bmk5BlE6wzcPvAcCcBBoRCzmQ0YTBczirgsO0kgOtqnQlk0+Nk6JvKHwX6Qmo/SOoN7gQs0+OsAk7wg+nFcnnAl4adnA3eJK0CFolhSgbHiaO3FS0sSjtqW1EZRUVFPbOV1DCweg/C6j2IhvNvxTiyE/e25bhX/h4XB4//7YD70Fbch7bC3xY6K6h8WVi9T8XqfRpW5hCsPqdjp+Q5b1xiXU051FdCbRVG3RHMukooL8HYvxXz0DZch3Zh2pUdqGPpbJUNpw/FPuMyrNyznDcLib2crURAdnY2ABsPhFqdQd9YGmrxdSIi0ajbkpZNvD7oPRB6DyQ8pJBw8CCU7cD4+/u4v3ofV9V2XNjtuj+bWJgVO6FiJ+z8EGhcQexOwkrrj5V5Gq7sYVxQMBR75ETwJDnJ6Qjosj6itgqjdBvm3o9x7d2IeehLzCO7MZvTCu3zbRkIADeY3sYBcTpkFEDWEKzMYdgZA8CfAQmBDv18EZGe0u39Vnu4XBBIh0A6dtZQwvU1Tl3hihJS80ZiBA8645OqUqjcB8FSqK2AhiqsxjsxVh01DQn4PB09gq4l0wCfXQOHv3I+WmEDdkIKeP3Ybh94fE4tXU8A2+vn4upKHp2UTEWtTVIri4uP1Frc949JXFT7Pt53NmKE6yFcjxFyPjt/rsWoKsWo2osRbr2POjsTOnrkXn3YJlwfBgwMj4HdECIcChMsh0CqiRuvk6i1LOfFsMLOSmCXq7EWcIJzUJw32Un8puZCYrpT7sgwwZcCCanYppuNm7dwoDxIIOsURlz4A1wJxy9TJSInP5WJIPbLRERsW1FH1BzGVfIJrm3v49ryJi6qO/2jLNxY6f2xMk7FyhyM1dv5wJ/qnA4eqefYGeFw45uNOqcmYn011FViBsswKvdglP4dc/9WXEd2YDYc7vA2LGcuOZFw37OwB1yI3WcodnJfZ6us59hVUV19YJG2vUg0UDuMPyeyNbRLTnGvPgyV+zA3vYbrq3dwVW7vktl5G7BdSdhJvbECWdi9+mIl93NWSKXmY6XlObUBTXfzJF9Xancf8ckGXHVHMA7vxDyyC6OyxFlNVXUQ8/B2XOU7MZw1ZB3WMgHscRLAib2c1b7J2dArHytrEHbWYEju55TgkGa6H0o0UDs8Vo+V4emscNhZpBI8CFUHMapKMav3QXUZBA9DxV5q935NZdkuevtc+H3HPoeamhDQAD4fiZxYeYmTTQ3OKr0QBrU1NqZdQ7Iv8Zh+9HBVLSHbR0pK4+tnNCZ/3QmA6ayE9iSAOwkCfSA1y1kR7PE5/X9iCrh9WC4PH3z0CQ88MpfPv9lPbcgpM9ztu4alw3Q/lM5QzeB2ivVfrqh/89CapuTw5rdwffkOJtUnVm8KsBPSsQK9sZOysJIysZOysZP7YKX0xU7JdQriuxOdQ2Rc3p5JGofDEK5x6nGF6yD07YfRUINZc8Q5zTdYhhE8hFm2HfPQN7jqSjv1etg0rgD29CacNxL7tIuh9wBsf5YzQ+zyHDdB0JUHFqlzk2igdhh/Ojux1W3llkK1JNnVBFe9gHvzm7iCOzDpnoGwDdjeNKykLGx/b+zEFEhMcg7o8SZj+5KdPyckO/UCvUngTcL2Bpw6g5YzSWmE65zyDaF6sOqdFVO1Qdas+pCn5z3Gef08TBniJS/FxZEam5LKMKYBg/ql4acOo2mVWBdwdrbQeCpBorO1NZABvfpBSgHh3gMhoz8k9YVAmjMollbpfijRQO3wWF29IKNHhOudRHD1Aag8gFGxh2cffYCBSTVMOu3YRGewthYDH+bRt+iaGsCDzxebG5prahqoI0SC79snXVtdQ6LpwtdKwjxYU095bZhAWjqehCRwu5xJT3cCeAIQyARfMiSkOOWk/GlO356Ygu3xO32+L53X3n6f6348o/sPI5QTpvuhdIaSwe0U679cS5Ys4YYbbqDs9kySvMduUamss8h4uJQFCxYwbdq0CETYDjVHcO3+GNfmN3H9/V1Marp8kGzhwvZlYPvSnbpTSb2dwa87Edvjb95a5Jxo63cK9nsCTvLYbDyp1bac7Tp2uLFgf9OHjRGqBSvkJHqtEFgNGMFyqCnDqDmEWXEAo+YgRtUhjGAZJnVd8hyb6yT6crFOm4B96oXY6QWQmOas/u1ELaiuOrBInZtEA7XD+NTRia3uPsW9RTu0bajcj/n1Wszt72Hu+Qyzdg8mHd1oGnuaJjXDjZ9tTDD8EOgFyXlYWQOxs4Y6dYBTcsHfq9WD96R1uh9KNFA7bF1XLsiIlNf/9Ed+/X9/wrTTE7juTB85KW4OBUNsKg1TXWcx9swC0hJMqKvAoharpga3KwFfK2PYmgbLWUTj8+HGmUBtmkiN1Kpi+6iPpr7KrgGoISHx2AR4dW0tlu3D21iZIQzUV9bgS2jjOddZ7DhSR0Z2DklZec54LqkXJKSCO+As7vH6wJOElZQJCUnYvl6Q0MtZMWyYJ8euYWmm+6F0hpLB7RTrv1wn5crg46mrxDy4DVfJ3zC3fYh54HNMghHp+O3mz4k0nVH+3e2tPRmX1fgR9mRgpQ/AGvQD7ILRkJLlrIYyj7/6tz26Yqu0OjeJBmqH8au9E1s9MXBqVzu0LTi0C3Pbm5jffIi5/0tMKk74tPZo1TSZ2dSv2bjAFXAOf/OnYydnYaUVQOYg6DMMkvPAp7IPJ0L3Q4kGaodt66oFGZH03edgGjDi1Gx+OfM/uGjkmRAsw6w6QMnWDax9eymTTk2gd0prZSXqgTD4jr/bwzjOZ6DFfhU34IEWlert7/nz8RIqDcEaTANcuJxSTVaIMGFCNiT4fThpbBcWFuWHq+iV2HopjX0V9fxpSy0XT55G/pDh4PaDx4+VkAz+dMKml/Ubt7HnUBXp/QoYe/64Y96XxGRuIIbpfiidoWRwO8X6L9dJua2oM2wL48hOzJLPcO1Yi7ljHbW1O4nlYWHTANnyZBPuMwQ7fzR27gjs5ExITHXebLg8zqrlKKTOTaKB2mF8a8/EVk8MnE6oHVphjJINGLvWYZRsxDz0d4zggeZdNEd/RJujV1A1/bm53IOvF7Y/AystH1LynFIPqQWQ2tfZCuuOzW3DkaT7oUQDtcPv1yW16yPsuM/BtgnXBfnHcSMZ26ucuYXHjmE//CaI2xVgxJB+EApCQx1QB52sOf9dPpxavl2lIQi2XeNsJDXAMnwkBty43D5wucHwgtvFlr/vwQ7XcHa/Y1cS/251NRurknjsmUWY/hTngDiPDzxeXn3tjXaVsoqJXcNxRPdD6Yz2JIP1LjoOuFwu7rt/DkVFRUxbXNHGtqIHTpo3EW2+eTBM7LT+hNP6Ez5javNWqmlDvPzyggCnprs4WG2xtyJMwITcnASSic7B8XdZOG9tGoA6UgmcMhr7lAuwc8+BpEynxrHp6rZDgUREYpXL5TpuAjcqTnH/PqYLO28kdt5IoCmZ2si2ndJFlQcw9nyKUfIZ7PucqgPbcFOJG0iEFjWKj/7c3h7leCumvk32urDxOqWXEgLOaeaJvZw6hsmZ4M+E9IGQcYpz8I372MNMRUTiWXv6rWh33OdgGLgSA9z2m99SVFTEnupvx7CbSkM8+lENK7bXM+/x+wlPuAijpryxPvEhqNiDUbELqvZDbTnU12BYdRAOQX0tWA04o6pw2/9+pzT1mi7nw2i85naDYeJJcFFfFyKEge1OJCk92ynfkJAC/lSnrm9CEsHEr3j0iWc4PbOBaUMTGZDmZuvBEP+5poZXt9Wx4H/mYeYOb/EvH13KamFR2lGlrMooKipqUUIkOzsbgI0HQq1OcG8sDbX4OhGJTVoZTOyvDG4SrduKOjK73d7Dezq0pTdUg1m+C+PQ3zFKv8HctwXjyA6MqgMY1OKc6+ro6pVVdosPL5Y3FTuQid0rDzujP1b6abz7+U7ueeRxvtl9gJBl02BBv359ue/+B0+a7WBt0UynRAO1QzmeqF8Z3AGt96N9mT37AS6dXAjYTgK5vhbqq6BsF5Tvxirfzb6vNlJVGSQxJZnc3FxMj89ZyWSajXV5DWdC0miq3IgzyE3NguS+znbWxGSnnqE7enetxDPdDyUaqB3K0do9hrUt55BTK+xMgoZDznktWBiW5fzZCh3Vx1VD1V4niVx5AKrLoL4CQg2ARcDrorqmjuYpznADBjZYFoZhNw7gQk4tXlfjOSzN58okOP2jJ9F5zOvDdjUe9OZOxPalOfV9E1Odg97cXsBsPofm1WWvc/ddv2jXuL2jpaziZtdwjND9UDpDZSLaKZ5+uZoSr1VVVSQlJUV8W1FHTmbvyOE93TZwt23noIKGaoyqI1B/GKP6CEZDNdQeBgzweMF0Y5tu53RXV+PfXW4wExtLN7iw3R5ISHMGxi7Pt4fQHTU47u4DiyJNnZtEA7VDOZ6eGDj1RDvsbJ/Skb5aTm66H0o0UDuU7+rS0hi2/e0h300ToM1//1avXr048n3tsPGQ8BaToKar8e+uxnGd0eldm+19zp0Z98bCYYTxQvdD6Qwlg9spHn+5ouGm0pFBaUdnPGOhFlI8nPQaDe1QRO1Q2qO7B07d3Q4726fE+qSktKT7oUQDtcPIioWaxF3hZGmHnR33RuuuYWnpZGmHEl3akwzW/jyJiHA4zN2/vJPCgV6WXJXK6FwvSV6T0blellyZQuFpCfzqrl8QDju1nFavXs3O3XuYNc7fYgALYBoGd5zvY8euElavXg20rIXUmpOhFlJHn7OIiHSfKVOmUFxczOfBdC4sPkzGw6VcWHyYL2oyToqEaGf6lI721SIicnJ79dVXOfecs5g6dSo33HADU6dO5dxzzuLVV1+NdGjShs6Oe6dMmcInGz5l6dKlLFiwgKVLl/Lx+r9F/fsZEekaOkBOulR7Z5KbBqULi9LaHJReWOwMSsePH9/hw3vGjh1Lfm4/HlxVxpIrPcesgHpoVQ0FeTmMHTu2S553R7XndYr6A4tEROLMlClTKCwsPClXTHWmT+loXx3ttNpNRKRtHTmETKLHiYx7Y+EwQhHpHCWDpct0pKZgRwelHT311OVycd/9cygqKmLa4oo2tvQ+EJFBYHtfJ530KiISfU7WgVNn+pRYmpRU3WMRkbZ9dydIU0LR2QniYdriCn511y8oLCzUJFqUieZxr4hEL5WJkC7RNJN8pu8QHxalUXZ7Jh8WpXGm35lJ/u7Woo5uZ/l2xrMG6ztlrtua8YzGLb0deZ0685xPRDgcZuXKlSxZsoSVK1dq26+ISAzpTJ8SCyWXoOPvUURE4o3K053conHcKyLRTQfIoQPkTlRnDqXpzMnsnT28J1q2hXbmdeqpk14jtWJKBfElGqgdSjToiXbY0T6lM311tImHw1i7ku6HEg3UDnteLBy+3dVOxnYYLeNe6TonYzuUyNMBctIjOjOT3LSd5fUv65i2uII1u+uprLNYs7ueaYsreP3LOu6d3XI7S2dnPJu29E6bNo3x48cft0PsrhWynXmdemKWVyumRETiQ0f7lM701dFGq91ERI4vVnaCxLuOjntFJH6pZrCcsM7WFGwalN79yzu5sPjbFakFeTkUFz/QaqKzuw/v6c4VsifyOnXXc1Z9MBGR+NLRPqUzfXU0iaW6xyIi3SXaD98WEZGupWSwnLATOeisM4nO7jq8p7tP0D2R16m7nnOsnRQvIiLH19E+pbsnYruTDmMVETk+HUImIhJfVDMY1Qw+Uaop2MF/I4pep0jXB1MNJIkGaocSDdQOu0c09r3RTO1QooHaYeS0tkuyIC+He2dH/06QrqZ2KNFA7VA6QzWDpUeopmD7ROPrpPpgIiISy6Kx7xURiVZTpkzhkw2fsnTpUhYsWMDSpUv5eP3f4i4RLCIS61QmQrqEagq2T7S9TqoPJiIisS7a+l4RkWjWXeXpREQkeigZLF1GNQXbJ5peJ9UHExGReBBNfa+IiIiISCSpZjCqGSwnXlMwHA6f1APMSNUHUzuUaKB2KNFA7VCigdqhRAO1Q4kGaocSDdQOpTPaUzNYK4NFOLEVsq0lUvNz+3Hf/XNOmq2nWjElIiIiIiIiIhL7lAwWadSZmoKvvvoqRUVFFA70srAojdOz3Gw8EOLBVWUUFRVRXFx80iSEVR9MRERERERERCS2qUwEKhMhLbW35ENzaQnfIZZcldrh0hKidijRQe1QooHaoUQDtUOJBmqHEg3UDiUaqB1KZ6hMhEgntHeF7OrVq9m5ew8Li9JaJIIBTMPgjvN9XFhcwurVq7XiVkRE2u1kr0MvIiIiIiLRS8lgkU7av38/AKdntf5rdHqmu8XXiYiIHE8s1KEXEREREZHoZUY6AJGTVXZ2NgAbD4RafXxjaajF14mIiHyfpjr0Z/oO8WFRGmW3Z/JhURpn+p069K+++mqkQxQRERERkZOcksEinTR27Fjyc/vx4KoarO+U3rZsm4dW1VCQl8PYsWMjFKGIiJwswuEwd//yTgoHellyVSqjc70keU1G53pZcmUKhacl8Ku7fkE4HI50qCIiIiIichJTMlikk1wuF/fdP4fXv6xj2uIK1uyup7LOYs3ueqYtruD1L+u4d/YDqvMoIiLH9eGHH7Jz9x5mjfO3WYd+xy6nDr2IiIiIiEhnKRkscgKmTJlCcXExnwfTubD4MBkPl3Jh8WG+qMmguLhY9R1FRKRd9u7dC6gOvYiIiIiIdC8dICdygqZMmUJhYaFOfhcRkU7r27cv4NShH53rPeZx1aEXEREREZGuoGSwSBdwuVyMHz8+0mGIiMhJ6oILLmisQ1/Gkis9LUpFqA69iIiIiIh0FZWJEBEREYkw1aEXEREREZGeoGSwiIiISBRQHXoREREREeluMVUm4rPPPmPu3Lls2LCBUCjEoEGDKCoqorCwMNKhiYiIiByX6tCLiIiIiEh3iplk8Jo1a5gxYwZer5fJkycTCARYvnw5P//5z9m3bx/XX399pEMUEREROS7VoRcRERERke4SE8ngUCjE3XffjWEYLFy4kKFDhwJwyy23cMUVV/C73/2OSZMmkZOTE+FIRURERERERERERCIjJmoGr1mzhp07d3LppZc2J4IBkpOTufnmm2loaOCVV16JYIQiIiIiIiIiIiIikRUTyeC1a9cCtLqlsunaunXrejQmERERERERERERkWgSE8ng7du3A1BQUHDMY5mZmfj9fnbs2NHDUYmIiIiIiIiIiIhEj5ioGVxVVQU4ZSFak5SURGVlZZvfn5qaimnGRF68Q9LS0iIdgojaoUQFtUOJBmqHEg3UDiUaqB1KNFA7lGigdijdISaSwSeqvLw80iH0uLS0NA4fPhzpMCTOqR1KNFA7lGigdijRQO1QooHaoUQDtUOJBmqH0hntmUCIieWwSUlJAG2u/q2qqmpz1bCIiIiIiIiIiIhIPIiJZHD//v0BWq0LXFpaSjAYbLWesIiIiIiIiIiIiEi8iIlk8KhRowBYuXLlMY81XWv6GhEREREREREREZF4FBPJ4LFjx5KXl8eyZcvYvHlz8/XKykrmz5+Px+Phsssui1yAIiIiIiIiIiIiIhEWEwfIud1uZs+ezYwZM5g+fTqTJ08mEAiwfPlySkpKuOOOO8jNzY10mCIiIiIiIiIiIiIRExPJYIAxY8bw4osv8vjjj/P6668TCoUYNGgQM2fOpLCwMNLhiYiIiIiIiIiIiERUzCSDAYYPH84zzzwT6TBEREREREREREREok5M1AwWERERERERERERke+nZLCIiIiIiIiIiIhIHFAyWERERERERERERCQOKBksIiIiIiIiIiIiEgeUDBYRERERERERERGJA4Zt23akgxARERERERERERGR7qWVwSIiIiIiIiIiIiJxQMlgERERERERERERkTigZLCIiIiIiIiIiIhIHFAyWERERERERERERCQOKBksIiIiIiIiIiIiEgfckQ5Aes5nn33G3Llz2bBhA6FQiEGDBlFUVERhYWGkQ5M4sH//ft544w0++OADvv76aw4ePEhqaiojRoxgxowZnHXWWZEOUeLY008/zSOPPALAokWLOPvssyMbkMSNt956ixdffJFNmzYRDAbJzMzk7LPP5rbbbqNv376RDk9inG3bvPXWW7zwwgt88803VFZW0qdPH0aPHs0NN9xAXl5epEOUGPKXv/yFTz75hC+++IJt27bR0NDAnDlz+OEPf9jq11dVVTF37lyWL19OaWkpWVlZTJo0iVtvvZVAINDD0UusaG87bGho4N133+Xdd9/ls88+Y9++fQAMHDiQyy+/nKuvvhqXyxWJpyAxoKP3w6Pt2rWLqVOnEgwGufrqq7n33nt7IGKJNUoGx4k1a9YwY8YMvF4vkydPJhAIsHz5cn7+85+zb98+rr/++kiHKDHuhRdeYMGCBeTn5zNu3DjS09PZsWMHb7/9Nm+//TaPPPKIJiYkIrZt28bcuXPx+/0Eg8FIhyNxwrZtfv3rX7No0SLy8/MpLCwkEAhw4MAB1q1bR0lJiZLB0u0eeughnnvuOTIzM7n44otJSkpiy5Yt/PGPf2TZsmW8/PLLDBo0KNJhSox47LHHKCkpIS0tjaysLEpKStr82mAwyI9+9CM2b97M+PHjmTx5Mps3b+bZZ59l3bp1LFy4kISEhB6MXmJFe9vhzp07+dnPfobf72fs2LFMmDCByspK3nvvPe655x4++OADnnzySQzD6OFnILGgI/fDo1mWxaxZs7o5OokHSgbHgVAoxN13341hGCxcuJChQ4cCcMstt3DFFVfwu9/9jkmTJpGTkxPhSCWWDR8+nBdeeIHzzjuvxfWPP/6YoqIifvOb3zBx4kS8Xm+EIpR41NDQwKxZsxg6dCgFBQUsXbo00iFJnHj++edZtGgR11xzDXfdddcxq4tCoVCEIpN4UVpayu9//3tycnL4y1/+QnJycvNjxcXFzJkzh+eee445c+ZEMEqJJbNnz6agoICcnJwWO3Ja88wzz7B582ZuuOEGZs6c2Xz9P//zP1mwYAHFxcXcdNNNPRG2xJj2tsOkpCR+9atfcfnll+P3+5uvB4NBrr32Wt577z3efPNN/vmf/7mnQpcY0pH74dGKi4v529/+xm233ab+WU6IagbHgTVr1rBz504uvfTS5kQwQHJyMjfffDMNDQ288sorEYxQ4sEPfvCDYxLBACNHjmT06NGUl5ezdevWCEQm8Wz+/Pl8+eWXPPDAA9rqJz2mtraWefPmkZeXxy9/+ctW257brfl66V4lJSVYlsU555zTIhEM8A//8A8AHD58OAKRSaw6//zz27X4xLZtFi9ejN/v56c//WmLx37605/i9/tZvHhxd4UpMa697TA7O5vp06e3SAQD+P1+fvzjHwOwbt26bolRYl972+HRvvrqK/7rv/6LG2+8sUVeR6QzlAyOA2vXrgVg/PjxxzzWdE0dmURSU9JDyQ/pSRs3bmT+/PnceuutDBw4MNLhSBxZuXIl5eXlTJw4EcuyWL58OU8//TQvvfQSO3bsiHR4EicKCgrweDxs2LCBqqqqFo+9//77AIwZMyYCkUm82759OwcOHGDEiBGtJuJGjBjBrl272Lt3b4QilHjXNGbRQgLpKeFwmFmzZlFQUMBPfvKTSIcjMUCZlziwfft2wHnT/12ZmZn4/X4NPiVi9uzZw6pVq8jMzFRdQukx9fX13HHHHQwZMoQZM2ZEOhyJMxs3bgTANE2mTJnS3E83XSsqKuKOO+6IUHQSL9LS0pg5cyYPPvggl1xySYuawR999BHXXHMNP/rRjyIdpsShpnFJ//79W328f//+rFy5ku3bt6u2ukTEkiVLgNYXW4l0h6eeeopNmzaxaNEilVWULqFkcBxoWu3x3S2ATZKSkqisrOzJkEQAp17r7bffTn19PTNnztTsuvSYxx57jO3bt/OnP/1J7U563KFDhwCn7tuwYcNYvHgxp556Kps3b+buu+/m2WefJS8vj2uuuSbCkUqsKyoqIisri7vuuouXX365+fq5557LpZdeqh07EhFN45KkpKRWH2+6/t0V7SI9YdGiRXzwwQeMGTOGiy66KNLhSBzYsmULTzzxBP/+7//OGWecEelwJEaoTISIRETTSajr1q3jqquu4rLLLot0SBInNmzYwLPPPstPfvITrUaXiLBtGwCPx8O8efMYPnw4gUCAkSNH8thjj2GaJs8991yEo5R48N///d/cfvvt3HzzzaxYsYL169ezcOFC6urquO6663jnnXciHaKISNR47733uO+++8jJyeHhhx+OdDgSB5p2M+bn53PrrbdGOhyJIUoGx4Gm2fO2Vv9WVVW1uWpYpDtYlsUvfvELli1bxtSpU7nnnnsiHZLEiVAoxKxZsxg8eDA33nhjpMORONXUL59xxhlkZ2e3eGzQoEHk5eWxc+dOKioqIhGexIlVq1Yxd+5cpk+fzo033kifPn2aJyXmz5+P2+3moYceinSYEoeaxiVtrfxtut7WymGR7rBixQp+9rOfkZGRwe9//3uysrIiHZLEgaeffppt27YxZ84clYeQLqW9X3Ggqd7Wjh07jtlWUFpaSjAYZPjw4RGITOKRZVnceeed/PnPf+bSSy/lwQcfxDQ1LyU9IxgMNtdnbWub1dVXXw3AvHnzmDhxYk+FJnFkwIABQNvlm5qu19bWkpKS0mNxSXz54IMPABg9evQxj2VmZjJgwAA2bdpEdXU1gUCgp8OTONZ0zsnR9dSP1nS9rZrCIl3t/fff5z/+4z9IS0vj+eefJy8vL9IhSZzYtGkTlmVx1VVXtfr4okWLWLRoERdffDFPPPFED0cnJzMlg+PAqFGjeOqpp1i5ciWTJ09u8djKlSubv0akux2dCC4sLOS3v/2t6rVKj/J6vVxxxRWtPvbxxx+zfft2JkyYQHp6Ojk5OT0cncSLpuTb119/fcxjDQ0N7Ny5E7/fT3p6ek+HJnGkoaEBgLKyslYfLysrwzRNPB5PT4YlQv/+/cnKymL9+vUEg0H8fn/zY8FgkPXr15Obm6vD46RHNCWCU1NTef7551s9lF2ku4wbN460tLRjrpeWlrJixQoGDBjAiBEjGDZsWASik5OZksFxYOzYseTl5bFs2TKuu+46hg4dCjhlI+bPn4/H41G9Vul2TaUh/vznP3PJJZfw8MMPKxEsPS4xMZH777+/1cdmzZrF9u3buemmmzj77LN7NjCJK/n5+YwfP56VK1eyePFirrzyyubHnn76aSoqKpg6daoO75JuNWLECP7whz9QXFzMpEmTWqxUf+mll9i3bx8jRozQtlTpcYZhcOWVVzJv3jyeeOIJZs6c2fzYE088QTAY5Oabb45ghBIvVqxY0SIRrNXo0tOmT5/e6vWPPvqIFStWMGrUKO69994ejkpigUYZccDtdjN79mxmzJjB9OnTmTx5MoFAgOXLl1NSUsIdd9xBbm5upMOUGDdv3jxeeeUV/H4//fv358knnzzmayZOnNg8WSEiEst+/etf86//+q/cddddvP32281b8tesWUNOTg633357pEOUGHfJJZfw0ksvsW7dOiZNmsSECRNITk5uboeJiYnceeedkQ5TYsjixYv55JNPANi2bVvztbVr1wJw7rnnNk+OzZgxg3feeYcFCxawefNmhg0bxqZNm1i5ciVnnnkm//Zv/xaZJyEnvfa2w6+++opbb72V+vp6zjvvPF577bVjflZOTg4//OEPey54iRkduR+KdAclg+PEmDFjePHFF3n88cd5/fXXCYVCDBo0iJkzZ1JYWBjp8CQOlJSUAM72vvnz57f6NTk5OUoGi0hcyM/PZ8mSJTz++ON8+OGH/O///i+9e/dm+vTp3HLLLWRkZEQ6RIlxLpeLZ599luLiYt544w2WLVtGQ0MDGRkZTJ06lZtvvplTTz010mFKDPnkk0945ZVXWlxbv34969evb/57U/LD7/fzhz/8gblz57J8+XI++ugjMjMzuf7667nllltITEzs0dgldrS3HR48eJD6+nqAVhPBAOedd56SwdIpHbkfinQHw7ZtO9JBiIiIiIiIiIiIiEj3MiMdgIiIiIiIiIiIiIh0PyWDRUREREREREREROKAksEiIiIiIiIiIiIicUDJYBEREREREREREZE4oGSwiIiIiIiIiIiISBxQMlhEREREREREREQkDigZLCIiIiIiIiIiIhIHlAwWERERERERERERiQNKBouIiIiIiIiIiIjEASWDRURERETaacKECQwePDjSYYiIiIiIdIqSwSIiIiIijXbv3s3gwYO59tprIx2KiIiIiEiXc0c6ABERERGRk0VxcTENDQ2RDkNEREREpFOUDBYRERERaaf8/PxIhyAiIiIi0mkqEyEiIiIiAsydO5eLL74YgLVr1zJ48ODmj1mzZgGt1ww+urREMBhkzpw5XHTRRQwfPpzLL7+cd999t/lr33jjDa688krOPvtszj//fGbPnk1tbW2r8dTU1PDUU09x2WWXcc4553DOOedw1VVX8corr3TTKyAiIiIisU4rg0VEREREgKFDhzJp0iT++te/0rt3by644ILmx84999zjfn9DQwNFRUXs3r2bkSNHcvjwYT7++GNuvfVWnnnmGbZt28bDDz/MqFGjGD9+POvWreOFF17g8OHDPPLIIy1+1qFDh/jxj3/M1q1byczMZNSoUdi2zYYNG5g1axZffPEFd999d5e/BiIiIiIS2wzbtu1IByEiIiIiEg12797NxRdfzHnnnccLL7xwzOMTJkygpKSErVu3HvM9AGPGjOHJJ5/E7/cD8Kc//Yk777yTgoICjhw5wv/8z/9w5plnArB//34uv/xyDh06xNtvv01eXl7zz7zxxhtZsWIF1113HbfddhterxeAgwcPctNNN/HFF1+wYMECLrzwwm57LUREREQk9qhMhIiIiIhIFzBNk9/85jfNiWCAyy67jLS0NHbs2ME111zTnAgGyM7OZsqUKQCsW7e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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot results\n", "_, ax = plt.subplots(figsize=(14, 6))\n", "posterior = idata_lv.posterior.stack(samples=(\"draw\", \"chain\"))\n", "ax.plot(t, observed[:, 0], \"o\", label=\"prey\", c=\"C0\", mec=\"k\")\n", "ax.plot(t, observed[:, 1], \"o\", label=\"predator\", c=\"C1\", mec=\"k\")\n", "ax.plot(t, competition_model(None, posterior[\"a\"].mean(), posterior[\"b\"].mean()), linewidth=3)\n", "for i in np.random.randint(0, size, 75):\n", " sim = competition_model(None, posterior[\"a\"][i], posterior[\"b\"][i])\n", " ax.plot(t, sim[:, 0], alpha=0.1, c=\"C0\")\n", " ax.plot(t, sim[:, 1], alpha=0.1, c=\"C1\")\n", "ax.set_xlabel(\"time\")\n", "ax.set_ylabel(\"population\")\n", "ax.legend();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## References\n", "\n", ":::{bibliography}\n", ":filter: docname in docnames\n", "\n", "martin2021bayesian\n", ":::" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Last updated: Fri Nov 17 2023\n", "\n", "Python implementation: CPython\n", "Python version : 3.11.5\n", "IPython version : 8.17.1\n", "\n", "numpy : 1.25.2\n", "pymc : 5.9.1\n", "matplotlib: 3.8.0\n", "arviz : 0.16.1\n", "\n", "Watermark: 2.4.3\n", "\n" ] } ], "source": [ "%watermark -n -u -v -iv -w" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ ":::{include} ../page_footer.md\n", ":::" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "interpreter": { "hash": "d4ca51fc2fdee62b1a00ff5126f64ae66836e25d3ba6f45d8551026256283997" }, "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": "3.11.5" } }, "nbformat": 4, "nbformat_minor": 4 }