From a565d8384e559d0e4e39527926cba0dcabfeafe2 Mon Sep 17 00:00:00 2001 From: LegrandNico Date: Thu, 21 Sep 2023 19:06:24 +0200 Subject: [PATCH] paper notebook --- docs/source/notebooks/paper.ipynb | 560 ++++++++++++++++++++++++++++++ 1 file changed, 560 insertions(+) create mode 100644 docs/source/notebooks/paper.ipynb diff --git a/docs/source/notebooks/paper.ipynb b/docs/source/notebooks/paper.ipynb new file mode 100644 index 000000000..b3b51d620 --- /dev/null +++ b/docs/source/notebooks/paper.ipynb @@ -0,0 +1,560 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "34b60def-e6a1-496f-8f8a-b7195eecfb34", + "metadata": {}, + "outputs": [], + "source": [ + "import pymc as pm\n", + "from pyhgf import load_data\n", + "import arviz as az\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "from pyhgf.model import HGF\n", + "import matplotlib.pyplot as plt\n", + "import jax.numpy as jnp\n", + "from pyhgf.distribution import HGFDistribution\n", + "from pyhgf.response import first_level_binary_surprise, first_level_gaussian_surprise\n", + "import seaborn as sns\n", + "from math import log\n", + "\n", + "u, y = load_data(\"binary\")\n", + "continuous_timeseries = load_data(\"continuous\")" + ] + }, + { + "cell_type": "markdown", + "id": "3a064219-a3d1-4dd9-a90f-97a67cdd220d", + "metadata": {}, + "source": [ + "## Binary" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "ad276539-627e-408d-abbf-412e29dc399f", + "metadata": {}, + "outputs": [], + "source": [ + "hgf_logp_op = HGFDistribution(\n", + " n_levels=2,\n", + " model_type=\"binary\",\n", + " input_data=[u],\n", + " response_function=first_level_binary_surprise,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "bd46e401-568e-49d4-9d93-448c72d33298", + "metadata": {}, + "outputs": [], + "source": [ + "with pm.Model() as two_levels_binary_hgf:\n", + "\n", + " omega_2 = pm.Normal(\"omega_2\", -1.5, 1.0)\n", + " mu_2 = pm.Normal(\"mu_2\", 0.0, 1.0)\n", + "\n", + " pm.Potential(\n", + " \"hgf_loglike\",\n", + " hgf_logp_op(\n", + " omega_1=jnp.inf,\n", + " omega_2=omega_2,\n", + " binary_precision=jnp.inf,\n", + " continuous_precision=jnp.inf,\n", + " rho_1=0.0,\n", + " rho_2=0.0,\n", + " pi_1=0.0,\n", + " pi_2=1e4,\n", + " mu_1=jnp.inf,\n", + " mu_2=mu_2,\n", + " kappa_1=1.0,\n", + " omega_3=jnp.nan,\n", + " rho_3=jnp.nan,\n", + " pi_3=jnp.nan,\n", + " mu_3=jnp.nan,\n", + " kappa_2=jnp.nan\n", + " ),\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "d7414c79-e52f-4892-9501-393872c06783", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Auto-assigning NUTS sampler...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "No GPU/TPU found, falling back to CPU. (Set TF_CPP_MIN_LOG_LEVEL=0 and rerun for more info.)\n", + "Multiprocess sampling (4 chains in 4 jobs)\n", + "NUTS: [omega_2, mu_2]\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + "
\n", + " \n", + " 100.00% [8000/8000 00:13<00:00 Sampling 4 chains, 0 divergences]\n", + "
\n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 14 seconds.\n" + ] + } + ], + "source": [ + "with two_levels_binary_hgf:\n", + " two_level_hgf_idata = pm.sample(chains=4)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "6038a3bb-8d3d-46d5-8ff8-93fdf2809a0c", + "metadata": {}, + "outputs": [], + "source": [ + "omega_2 = az.summary(two_level_hgf_idata)[\"mean\"][\"omega_2\"]\n", + "mu_2 = az.summary(two_level_hgf_idata)[\"mean\"][\"mu_2\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "f69b5ee8-f8f7-40bb-89a3-d0f601245ca6", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Creating a binary Hierarchical Gaussian Filter with 2 levels.\n", + "... Create the update sequence from the network structure.\n", + "... Create the belief propagation function.\n", + "... Cache the belief propagation function.\n", + "Adding 320 new observations.\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "hgf_mcmc = HGF(\n", + " n_levels=2,\n", + " model_type=\"binary\",\n", + " initial_mu={\"1\": jnp.nan, \"2\": mu_2},\n", + " initial_pi={\"1\": 0.0, \"2\": 1e4},\n", + " omega={\"1\": jnp.nan, \"2\": omega_2}).input_data(\n", + " input_data=u\n", + " )\n", + "hgf_mcmc.plot_trajectories(figsize=(12, 7));\n", + "sns.despine()\n", + "plt.tight_layout()\n", + "plt.savefig(\"binary_trajectories.svg\", dpi=600)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "71afbc37-9911-4a8a-9f38-7a1433277a21", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "_, axs = plt.subplots(nrows=2, figsize=(5, 2), sharex=True)\n", + "for i, st in zip(range(4), ['-', '--', ':', '-.']):\n", + " axs[0].plot(two_level_hgf_idata[\"posterior\"][\"omega_2\"][i], linewidth=.2, color='#1f77b4', linestyle=st)\n", + " axs[1].plot(two_level_hgf_idata[\"posterior\"][\"mu_2\"][i], linewidth=.2, color='#1f77b4', linestyle=st)\n", + "\n", + "axs[0].grid(color='grey', linestyle=\"dotted\", zorder=3)\n", + "axs[1].grid(color='grey', linestyle=\"dotted\", zorder=3)\n", + "\n", + "axs[0].set_ylabel(r\"$\\omega_2$\", size=10)\n", + "axs[1].set_ylabel(r\"$\\mu_2$\", size=10)\n", + "axs[1].set_xlabel(\"Samples\", size=10)\n", + "sns.despine()\n", + "plt.tight_layout()\n", + "plt.savefig(\"binary_traces.svg\", dpi=600)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "c049febd-e0c7-4fd2-872c-6b132ee199e7", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = az.plot_kde(\n", + " two_level_hgf_idata[\"posterior\"][\"omega_2\"],\n", + " two_level_hgf_idata[\"posterior\"][\"mu_2\"],\n", + " contourf_kwargs={\"cmap\": \"Blues\"},\n", + " figsize=(5, 5)\n", + ")\n", + "plt.grid(color='grey', linestyle=\"dotted\", zorder=3)\n", + "ax.set_xlabel(r\"$\\omega_2$\", size=15)\n", + "ax.set_ylabel(r\"$\\mu_2$\", size=15)\n", + "sns.despine()\n", + "plt.savefig(\"binary_posterior.svg\", dpi=600)" + ] + }, + { + "cell_type": "markdown", + "id": "5813d20c-563a-450b-9eb7-c497616f0c75", + "metadata": {}, + "source": [ + "## Continuous" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "3d46c198-9991-4833-8b97-8225eefe8a0a", + "metadata": {}, + "outputs": [], + "source": [ + "hgf_logp_op = HGFDistribution(\n", + " n_levels=2,\n", + " model_type=\"continuous\",\n", + " input_data=[continuous_timeseries],\n", + " response_function=first_level_gaussian_surprise,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "8b55b801-c1b1-4cf2-83bd-1974990ef2f2", + "metadata": {}, + "outputs": [], + "source": [ + "with pm.Model() as three_level_hgf:\n", + "\n", + " omega_1 = pm.Normal(\"omega_1\", -4, 2.0)\n", + " mu_1 = pm.Normal(\"mu_1\", -4, 2.0)\n", + "\n", + " pm.Potential(\n", + " \"hgf_loglike\",\n", + " hgf_logp_op(\n", + " omega_1=omega_1,\n", + " omega_2=-2.0,\n", + " omega_3=np.nan,\n", + " continuous_precision=1e4,\n", + " binary_precision=np.nan,\n", + " rho_1=0.0,\n", + " rho_2=0.0,\n", + " rho_3=np.nan,\n", + " pi_1=1e4,\n", + " pi_2=1e1,\n", + " pi_3=np.nan,\n", + " mu_1=mu_1,\n", + " mu_2=-2.0,\n", + " mu_3=np.nan,\n", + " kappa_1=1.0,\n", + " kappa_2=np.nan,\n", + " ),\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "a793c8aa-22d4-458d-86e6-37122f7f966a", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Auto-assigning NUTS sampler...\n", + "Initializing NUTS using jitter+adapt_diag...\n", + "Multiprocess sampling (4 chains in 4 jobs)\n", + "NUTS: [omega_1, mu_1]\n" + ] + }, + { + "data": { + "text/html": [ + "\n", + "\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "text/html": [ + "\n", + "
\n", + " \n", + " 100.00% [8000/8000 00:16<00:00 Sampling 4 chains, 0 divergences]\n", + "
\n", + " " + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "Sampling 4 chains for 1_000 tune and 1_000 draw iterations (4_000 + 4_000 draws total) took 17 seconds.\n" + ] + } + ], + "source": [ + "with three_level_hgf:\n", + " three_level_hgf_idata = pm.sample()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "3c86b927-e094-41d2-95ef-b9f88248206f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "_, axs = plt.subplots(nrows=2, figsize=(5, 2), sharex=True)\n", + "for i, st in zip(range(4), ['-', '--', ':', '-.']):\n", + " axs[0].plot(three_level_hgf_idata[\"posterior\"][\"omega_1\"][i], linewidth=.2, color='#1f77b4', linestyle=st)\n", + " axs[1].plot(three_level_hgf_idata[\"posterior\"][\"mu_1\"][i], linewidth=.2, color='#1f77b4', linestyle=st)\n", + "\n", + "axs[0].grid(color='grey', linestyle=\"dotted\", zorder=3)\n", + "axs[1].grid(color='grey', linestyle=\"dotted\", zorder=3)\n", + "\n", + "axs[0].set_ylabel(r\"$\\omega_1$\", size=10)\n", + "axs[1].set_ylabel(r\"$\\mu_1$\", size=10)\n", + "axs[1].set_xlabel(\"Samples\", size=10)\n", + "sns.despine()\n", + "plt.tight_layout()\n", + "plt.savefig(\"continuous_traces.svg\", dpi=600)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "b1b9c93e-8a89-4adb-9ea0-856cc5f96a42", + "metadata": {}, + "outputs": [], + "source": [ + "omega_1 = az.summary(three_level_hgf_idata)[\"mean\"][\"omega_1\"]\n", + "mu_1 = az.summary(three_level_hgf_idata)[\"mean\"][\"mu_1\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "7fb4214c-8cf1-48eb-a4f7-65e6cca777c5", + "metadata": { + "tags": [] + }, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ax = az.plot_kde(\n", + " three_level_hgf_idata[\"posterior\"][\"omega_1\"],\n", + " three_level_hgf_idata[\"posterior\"][\"mu_1\"],\n", + " contourf_kwargs={\"cmap\": \"Blues\"},\n", + " figsize=(5, 5)\n", + ")\n", + "plt.grid(color='grey', linestyle=\"dotted\", zorder=3)\n", + "ax.set_xlabel(r\"$\\omega_1$\", size=15)\n", + "ax.set_ylabel(r\"$\\mu_1$\", size=15)\n", + "sns.despine()\n", + "plt.savefig(\"continuous_posterior.svg\", dpi=600)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "3bb518af-1153-4bbc-8d56-872f4a4d0b49", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Creating a continuous Hierarchical Gaussian Filter with 2 levels.\n", + "... Create the update sequence from the network structure.\n", + "... Create the belief propagation function.\n", + "... Cache the belief propagation function.\n", + "Adding 614 new observations.\n" + ] + }, + { + "data": { + "image/png": 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s2LFs27aNZ555hjlz5jBp0qR27cf48eO5+OKLGTZsGJ6enhw5coSPP/6YiRMn4uTkBMDbb7/NnDlzmDVrFgsXLiQ4OJiCggKOHDnC3r17+fLLL+3r69u3L0CLvlKLFy/m008/ZcaMGTzyyCOEhoZy8OBBnnnmGfz9/et5Zw0fPpzrr7+eQYMG4eDgwM6dO3nppZcICAjgoYcesi+XkJDA9OnTAXj22WdJTEy0pyGC8AGzRfVt3ryZadOm8cQTT/DEE08A4OHhwVNPPcWyZctYuHAhf/vb38jKyuLxxx8nLCzMnq7o4eHRqAjo4eGB2WzuEIFQIpFIJBKJRCKRSCTdmK71We991K2+dzrXXnutAjSoLFZZWak8/PDDSnh4uKLT6ZTAwEDlzjvvVAoLC+stV11drTzwwAOKn5+f4uDgoEyYMEGJjY1VwsPD61XfUxRFyc3NVZYsWaL06dNH0el0ipeXlzJ69Gjl0UcfVcrKyppsv63KXVOv07dzprz99tvKvHnzlMjISMXJyUnR6/VKVFSUcscddyipqan1li0uLlZuvfVWxd/fX3F2dlYuueQS5eTJk01W38vNzW2wvZtuuklxdnZW9u/fr8TExCiOjo6Kl5eXcueddzb4XQBl8eLFjbb79G0+8sgjypgxYxRPT0/FYDAokZGRytKlS5W8vLx634uPj1euuuoqxc/PT9HpdEpAQIBy4YUXKm+99Va95cLDw5Xw8PBW/IKKsnfvXuWKK65QQkJC7Nu+9dZblZSUlHrLXXPNNUrfvn0VZ2dnRafTKeHh4codd9xRrxqeotSew0296lZA/OOPPxr8FjbeffddZejQoYper1e8vb2V6667rsExbQxZfU8ikUgkEolEIpFIzg1UiqIonaqCSSRdyMKFC/nqq68oKyvr6qZIJBKJRCKRSCQSiURyTiOr70kkEolEIpFIJBKJRCKRSDodKUpJJBKJRCKRSCQSiUQikUg6HZm+J5FIJBKJRCKRSCQSiUQi6XRkpJREIpFIJBKJRCKRSCQSiaTTkaKURCKRSCQSiUQikUgkEomk05GilEQikUgkEolEIpFIJBKJpNORolQHYbVaSUtLw2q1dnVTJBKJRCKRSCQSiUQikUi6PVKU6iAyMjIIDQ0lIyOjq5sikUgkEolEIpFIJBKJRNLtkaKURCKRSCQSiUQikUgkEomk05GilEQikUgkEolEIpFIJBKJpNORopREIpFIJBKJRCKRSCQSiaTTkaKURCKRSCQSiUQikUgkEomk05GilKQWRQFzdVe3QiLpFsiiBRKJRCKRSCQSiURydtF2dQPONSwWCyaTqaub0ZDsQ5ARB+Yq8IqCgKHg7NPVrepUdDodGo2mq5sh6QacPHmSG264gdWrV9O3b9+ubo5EIpFIJBKJRNLr6bZj5Q5EjjkbolIURenqRvQG0tLSCA0NJTU1lZCQkAafK4pCVlYWRUVFnd+41mCqEIKUSgOKVfyrdwL1uaVbenh4EBAQgEql6uqmSLqQ1157jaCgILZs2cLLL7+MwWDo6iZJJBKJRCKRSCS9km4/Vu5g5JizPueW4tCF2C4yPz8/nJycut8JWFUihCmNAVDAYgS1BgzuoNV3devOOoqiUFFRQU5ODgCBgYFd3CJJV2G1Wjl48CDXXHMN+fn5/Pzzz1x88cXd75qVSCQSiUQikUh6Ad1+rNxByDFn40hRqhOwWCz2i8zb27urm9M4ShWojKDV1byhr4mcqga9sxCoejmOjo4A5OTk4OfnJ8Mqz1F2797NsGHDUKvVzJw5k7fffpvZs2ej0+la/rJEIpFIJBKJRCJpNT1irNyByDFnQ6TReSdgy4t1cnLq4pa0EY0BTFVQXdbVLek0bMeot+cyS5rm119/5fzzz0er1eLj40NZWRkVFRVd3SyJRCKRSCQSiaTX0WPHymeAHHPWR4pSnUi3DkO0GBu+p1KBRgemchE1dQ7QrY+RpFNIS0sjKCjIPmsxbNgwduzYgbTfk0gkEolEIpFIzg7n0jjsXNrX1iBFKQlUFUNJOpgqG36m1grj8+oy8a9E0osxm82oVKp6D4rJkyezbds2zGZzF7ZMIpFIJBKJRCKRSHofUpSSgMFNGJoby6CysOHnmhp/qcZEqy4gIiKCV199taubIemFnDhxgvDw8Hq53SEhIeTk5EhRSiKRSCQSiUTSK/nkk0/YuXOnzAw4QwoLC1m5ciWZmZld3ZQeRa8SpU6ePMktt9xCnz59cHR0JCoqiieffBKjsZHUtDosXLjQHh1he02YMKGTWt0NUKnAyQv0LkKYMtZ6SOXk5HL7kgcJGzoeg6sXAQEBzJo1i9jY2C5r7q5du7jtttu6bPuS3svBgwfp378/anX9W6Ovry/p6eld1CqJRCKRSCQSieTsoCgK69evZ/369XIS9gxZsmQJu3bt4s477+zqpvQoepUodfToUaxWK2+//TaHDh3iX//6F2+99Rb/+Mc/Wvzu7NmzyczMtL/Wr1/fCS3uZugchTBVWWj3mJp/3c3EHzzEh2//H8d2b2LtV/8jJiaGgoKCdm1CUZR23+xs4qKvr+85ZYQn6TwOHjxIVFRUgyoYgwYN4sCBA1itMoVVIpFIJBKJRNJ72L9/P6NHjyY7O7vFYA5J06xdu5aysjJ++OEHPDw8+PTTT7u6ST2GXiVKzZ49m9WrVzNz5kwiIyO59NJLWbZsGd98802L3zUYDAQEBNhfXl5endDiboijB6h1UFlAUVERf8Xu4IWnHmfqlMmEh0cwbvgglj/0IBdddBEnT55EpVIRFxdn/3pRUREqlYpNmzYBsGnTJlQqFT/99BNjxozBYDDw559/smLFCkaMGMHbb79NaGgoTk5OLFiwgKKiIvu6Fi5cyOWXX86qVasICgqif//+QMP0vRUrVhAWFobBYCAoKIglS5bYPzMajTz00EMEBwfj7OzM+PHj7W2TSE4nMzMTPz+/BuaDQ4cO5fDhw1gsli5qmUQikUgkEolE0vF8//33xMTEMHDgQPbu3StT+NrJpZdeyrfffgvABx98wHXXXdfFLeo59CpRqjGKi4tbJTBt2rQJPz8/+vfvz6JFi8jJyemE1nVHalL5LCZcdAouLs5898MGqqurQaMFqwlMFW1e60MPPcSqVas4cuQIw4YNAyApKYkvvviCdevWsXHjRuLi4li8eHG97/32228cOXKEX375hR9++KHBer/66iv+9a9/8fbbb5OYmMh3331HdHS0/fObb76ZrVu38vnnn7N//34WLFjA7NmzSUxMbPM+SHo3JpMJrVbb6GdhYWFkZGRIUUoikUgkEolE0mswm82kpaUREhLClClT2LJli+zvSjqdxkdgvYTjx4/z73//m1deeaXZ5ebMmcOCBQsIDw8nOTmZxx9/nAsvvJA9e/ZgMBga/U51dbUQamooLS3t0LZ3KRo96F3QGiv44K3XWXTPA7z13w8ZNSKaKedP4Jp5lzFs/AVtWuVTTz3FjBkz6r1XVVXFhx9+SEhICAD//ve/ueiii3jllVcICAgAwNnZmffeew+9Xt/oelNSUggICGD69OnodDrCwsIYN24cII7///73P9LS0ggKCgJg2bJlbNy4kdWrV/Pcc8+1aR8kvZujR48SGRnZIHXPhl6vp7y8HAcHh05umUQikUgkEsm5QU5ODo8++ijz5s1j9uzZDaLXJR3LoUOHGDp0KBqNhsjISNLS0pqdqJVIzgY94mxbsWIFK1eubHaZXbt2MWbMGPvfGRkZzJ49mwULFnDrrbc2+92rr77a/v+hQ4cyZswYwsPD+fHHH5k3b16j31m1alWLbWqJp556iuzs7DNaR1vw9/fniSeeaPxDlRqoE6rp4AbGcubPnsJFiQf4c9t2YnfsZuOvv/Piq2/y3puvEzNzbqu3XffY2AgLC7MLUgATJ07EarWSkJBgF6Wio6ObFKQAFixYwKuvvkpkZCSzZ89m7ty5XHLJJWi1Wnv4qS3tz0Z1dTXe3t6tbrvk3CAuLo6BAwc2MDm30a9fPw4dOsTkyZNlB0kikUh6COXl5ezZs4dRo0bh4uLS1c2RSCRNkJGRwbfffktcXBy33XYb7777LiNGjCAwMLCrm9ar2bZtG8OHD7dPyoaEhJCUlFQv80TSPH/99RdTp06lrKzMHtCSnJxMZGQkJ0+eJDw8vItb2P3pEaLU3XffzTXXXNPsMhEREfb/Z2RkMHXqVCZOnMg777zT5u0FBgYSHh7ebIrX8uXLuf/+++1/p6enM3jw4DZtp0mBqCvQOYKxXKTnqXWg0gjT8+pSHNxcmXFhDDMujOGJ5cu49a57efKZ5/hzxkyAennHJpOp0dU7Ozu32ATbQL/ugL+l74WGhpKQkMAvv/zCr7/+yl133cVLL73E5s2bsVqtaDQa9uzZ0yD6RXZMJaezf/9+7rjjjiYjpSZMmMB3333Heeed1+jsUVFREW5ubk2KWhKJRCLpXL7++mt+/fVXRowYweeff05MTAxXXnmlvE9LJF1MfHw8p06dYvTo0VRVVbFhwwaSkpK47LLLmD9/PjqdjltuuYU33niDFStWyKids8jBgwe59NJL7ffFsWPHsmPHDgYPHtxkn1hSn7i4OAYNGlQvwyouLg4PDw8pSLWSHnGF+/j44OPj06pl09PTmTp1KqNHj2b16tXt6njk5+eTmprarDJvMBjqnXglJSVt3k63QqMTIlRVEai1gAocXMFYBtWl4OBuX3TwoIF898MGfN1FBbzMzExGjhwJUM/0vCVSUlLIyMiwp9bFxsaiVqsbRDa1hKOjI5deeimXXnopixcvZuDAgRw4cICRI0disVjIyclh8uTJbVqn5NyjtLQUFxeXJqOg+vbti9ls5vDhw3ZfNBtWq5XbbruNm2++WYaaSyQSSTdg165dxMbG8uSTT6LT6bjyyit58sknGTt2LH369Onq5vVYjh07xiuvvMLAgQO55pprZBSLpE0oisKDDz6Ir68v4eHhvPPOOzg5OREdHc2VV16JTqdDq9WiUqkYNGgQn3/+OXl5efYMCknHUlFRgVarRafT2fuuI0aM4Mcff8RsNktRqpXEx8fbx8I24uLiGD58eBe1qOfRI0Sp1pKRkUFMTAxhYWG8/PLL5Obm2j+rezMbOHAgq1at4oorrqCsrIwVK1Ywf/58AgMDOXnyJP/4xz/w8fHhiiuu6Ird6Dr0TmAqB4sZNDryC4pZcN2d/P2qixk29jxcXd3YvTeOF//1by67aDaOGoUJ48fx/PPPExERQV5eHo899lirN+fg4MBNN93Eyy+/TElJCUuWLOGqq65q04Pngw8+wGKxMH78eJycnPj4449xdHQkPDwcb29vrrvuOm688UZeeeUVRo4cSV5eHr///jvR0dHMndv69ENJ7yY3Nxdvb+8WRewbb7yRt956i5deegmdTmd/f8OGDYwZM4bff//d7m8mkUhaR3V1NZmZmYSHh0tBV9IhlJeX85///IcnnngCg8FgH1jdcsstvPnmmzz33HPodDr27NlDSUkJgwcPbrTyqqQ+ubm5PP/88zzyyCNkZ2fzxBNPcNdddzUYjEkkTfHbb78RFRXFvHnz0Ov1zJgxA0VRUKvVaDSaBtfg+eefzx9//MHVV18tIxzPAnv27LH7SdmweafWTUXrMowVkHes87fr01+Mi1tJXFwc1157bb339u3bJ0WpNtCrRKmff/6ZpKQkkpKS6nkVQf0Us4SEBIqLiwHQaDQcOHCAjz76iKKiIgIDA5k6dSpr1qzB1dW1U9vf5ahrUvaqCgEtLi7OjB83ln+9+ynHH3sBk9lCaHAQixbewD8evA+A9//vFf5+zzLGjBnDgAEDePHFF5k5c2arNte3b1/mzZvH3LlzKSgoYO7cubz55pttarKHhwfPP/88999/PxaLhejoaNatW2f3jFq9ejXPPPMMDzzwAOnp6Xh7ezNx4kQpSEnqsW/fvmb9pGwEBQURGBjI1q1bmTJlCiqVCpPJxDfffMPKlSv517/+RU5ODsHBwZ3Ucomk52K1Wnn55ZdJSUnBx8eHrKwspk+fTnh4OHv37iU7O5tbbrlFXk+SNvPxxx8zf/58XFxc6g22oqKiGDRoEKtWreK8885jw4YNREdH88cff5Cdnc24ceNYuHChjA5ogueee4577rkHLy8vAgICePTRR3nllVeYP3++/ZkokTSFxWJhzZo1PP744xgMBrsQ1RyTJk3iueeeY/78+c16zEraRlZWFu+//z779+/nwQcfbND/jY6OZs+ePcyYMaNrr+u8Y/DOlM7f7m2bIWhEqxa1WCwcOnSogTi/d+/ecy/A5QxQKXXVGkm7SUtLIzQ0lNTU1AaCWFVVFcnJyfTp06f7V+6yWqA8FxRFpPSBSOmrLgO3oBpD9BoUBSxVYHAXxuhtYMWKFXz33XdtSvfrDHrUsZJ0GM8//zzTpk2jX79+LQpTxcXFPPvss7z66qs4ODiwbt06ioqKmD17NrGxseTl5bFw4UI5oyeRNIOiKDz66KMMHz6cmJgYNBoNpaWldjFqwIABODk58dlnnzF27Fiuv/56eU11I3bs2MHnn3/OhAkTmDt3bpsn8RITEzEYDHh4eHDw4EGio6M7bCKwqKiIRx55hJUrV+Lg4NBgQGW1Wvnll1/YvXs3S5YssT/rrVYr69at48iRIzz99NOyD3AaBw8e5LvvvuO2226r99uUl5fz0ksvcckllxATEyOFqS6gvLwci8WCm1vb+uKdzU8//URqaiqXXXZZmyJwnnnmGRYvXiy9eTqI48eP8+yzz3L77bcTEhKCTqdrcL+Li4vj8OHD3HrrrZ3i59Xk+KsHREodPnyYIUOGkJCQYLegiY2N5bzzzrMX2WgMOeasT6+KlJJ0AGoN6J2FEEWNt5TBVYhSp3lLoVIJ/yljOegcQCNnMCQ9j1OnTpGWlkZYWFirBr3u7u6MGjWKtWvXcuWVV/LDDz/w6KOPotfrOe+881i5ciXXXXdd14c8SyTdmB9//JHQ0FBiYmLswoG3tzfTp0/HYrEAIpJ5xYoVfPPNN9xzzz1MmzaNmTNnykIVXUxaWhrvvfceDzzwAAcPHmTZsmWMHz+eG2+8sVWDl4MHD/J///d/BAUFUVpaSlRUFKtXr2bWrFlcccUVDSIn9u/fz2+//YaDgwPXXnst7u7uTaxZ8Oabb3LNNdfYfWlOR61WM3PmTGJiYtBqtfW2N3/+fDZt2sQzzzwjzZVP47///S+33XZbg/R0Z2dnHnroIZ588kn69OlTr/CQ5Oxy/PhxXnrpJZydnVGr1ZSVlTFo0CCGDx+Ov78//fv371Zi/oYNG1iyZEmbLQ5iYmL46aefuPXWW7vV/vREFEXhhRdeYPny5Xh6ejYZfRYaGsovv/yC1Wqt935mZia///4718y9AE1eAvSbfnYbrHdqdcRSV2ELsPj3v//NkiVLSEpKYsmSJYCwJ5C0Dvm0lTRE6wiqMhE1pdbWVOJzFqbnBjchRtlQ68BcJUQrR8/6n0kk3QBFUTh8+LDdKNPf3x93d3dUKhUVFRWsWrWqzZ2kefPm8eyzz1JUVERUVJR9UK3X61Gr1VRUVEhRSiJpgpKSEr799lueeuopDAZDPeFApVLVEwJ0Oh0LFizgwgsvZNeuXSxdupRZs2Yxb948OTjpAhRF4emnn2bp0qX4+voyY8YMYmJiWL9+Pffffz9Lly5t1kQ8Pz+ff/7znzz22GO4ubnZvWSuuOIKfvzxRxYvXswVV1xBTEwMpaWlvPHGG6hUKmbMmEFhYSEPPfQQw4cP5/rrr280KiQuLo7KykoGDRrUrKCkUqkavUerVCpiYmIoKSnhkUceYdmyZdJgGSEi+/n54e3t3Wi6lZOTE/fccw/PPfccK1assBewOZsYjUY+/fRTEhMTmThxIhdddNE5c0+wWCx88803/PHHHyxduhRPT0/UajVms5nExESSkpLYvn07J06cYNGiRYwZM6arm0xRURFqtRoXF5c2H6cJEyawfPlybrzxRhlRcoZs376d6Oho3N3dm02H9Pb2prCwsIEodfLkSQ4dOoTlvCg02QchdFybs2V6G3FxccyYMYPk5GSGDh3K4MGDef755/n73//OG2+8wcSJE7u6iT0Cmb7XQfSa9D0blcVgLAVtTXutZijNBAcPETlVF8UKFmPNZz17BrtHHitJkxw5coSXXnqJwYMH4+PjQ35+Pnl5efZqmQaDgZkzZzJq1Kg2H++ysjKefvpp7rnnHgIDA+0d9Q8//JARI0bIio8SSRM89dRTTJkyhaFDh7ZJDFYUhcrKStauXcuhQ4e4+OKLUalU/PXXX+Tm5qLVarnmmmuYMGHCOZ1CZDKZSExMxNfXFx8fnw79LX799VcSExOZP39+vXumoiicOHGCzz77DCcnJ6ZNm8b48ePrCT9Wq5WlS5dy4403Eh4e3mBAZLVayc/PZ9OmTcTFxeHm5saFF17I0KFD7YK/2Wxm+/btrF27lhEjRrBgwQJ8fHyorKxk+/btfPTRRzz22GN4eXmdkS+UoigkJCTwwQcfMGzYMG644QacnZ3bvb6upqqqio0bN1JVVUVkZCRjxoxpVBgoLS1l/fr1bN++HV9fX0JCQiguLiY7O5u77roLR0fHZn/XxMRE3n77bW644QYmTZp01q7DoqIi/vGPfzBt2jSGDh3Kl19+iZeXF7fffnuv9wPbvXs3b7/9NpMnT2b69OkYDIYG91GLxYKiKBQWFvLGG29w4YUXctFFF3XpfXHNmjUYDAYmT57crmIw7733HuPGjWPSpElnoXXnDvfeey933303vr6+LYqDjz76KC+88AJOTrVpbGvXrmXjxo38c8k8HE79DqNuAt8B4sPKQhHYoGv7+Kknj79mzZrFqFGjWLVqVZu+15H7vGXLFl566SX27NlDZmYm3377LZdffnmTy2/atImpU6c2eP/IkSMMHDjwjNrSXqQo1UH0OlHKbISKPJHOp6p5wFcUiKgot0DgtAebxQQo4OQN2p4bIdIjj5WkAeXl5WzcuJHffvuNBx54ADc3NzQaDYqi1HuBSBFqKs2jJcxmMxaLpd7Aa+/evRw+fPic6BxLJG1l//79fPXVVyxevBhHR8d2rcNqtZKcnMzBgwcB7Kkq5eXlfPbZZ5SWlrJo0SL69u3bkU0/KxiNRlJSUigoKMDDw4PIyMh2pYxVVFTwzTffcOLECVJSUhgwYAClpaXk5eVhMBi44IILmDFjRoPUx8rKSnbs2MFff/1FdnY2KpWKyMhIxo0bx5gxY+oJR1arldtuu43HH38cd3f3Rgc0ZrOZkydPsnv3bvbv349er2fkyJH06dOHvXv34ubmxty5c5t9vlqtVsxmsz2K6vT7s6IomEwmdu7cye+//05ZWRkODg4MHz6cCRMm4OPj02GRqiaTiT///JOff/6ZF154oUcWwPn999/57LPPmD59Om5ubhw7dowjR45w9dVXExMTYz+OcXFxvP7661xyySWMHDmSwsJCcnNzURSF4cOH16ti2BxlZWW89tprDB06lOuuu67Do5eMRiNLlixh4cKF9r6aoih8/fXXJCQk2KPwugulpaWsW7eOffv2UVlZiZOTE7Nnz+aCCy5ocK031qewkZaWxmuvvYaHhwfXXnstzs7OdrG2Oaqqqvi///s/TCYTs2bNYvLkyV3SN1m8eDGPPPIIbm5u7epvpaen88knn7BixQpZ4bidxMbGsnHjRhYvXtyqMc6qVatYvHhxvXHte++9xx9//MF7D1yBY8pvEH21iJY6sRky48C3Pwy+Atp43ffk8VdAQAD/+te/+Nvf/tam73XkPm/YsIGtW7cyatQo5s+f32pRKiEhod790tfXt8vGLlKU6iB6nSilKFBZAKbKOtFSJijNAkcvkc53OuYq4Svl5C3ErB5IjzxW5zCKohAbG8uRI0dIS0uzd6D1ej3jx49n0qRJODk5daovSGVlJc8//zzPP/+8TOGTSOpgMpm46667eOSRR844kgVqowHUarV9YGaxWEhOTuaLL75Ar9dz6623EhYW1hHN73CKi4u59957GTx4MB4eHhQVFXH8+HECAwOZMWMG48ePb9W9q6qqigceeIBp06YRFRVFQECAvbS61WqltLSU7du3Exsbi1arxcPDA4vFQl5eHlqtlpEjRzJq1Cj8/PywWq2kpKSwb98+jhw5gtVqRaPREBYWxvHjx5k0aRIzZ85s8d5msViwWCyUlpZy+PBhcnJy0Ov1TJ8+vVHz8fagKIp9EA9igkGj0XS4CKIoCjt37mT9+vU8++yz9aIGujvfffcd27dv55577sFgMKDValEUhdLSUr766iuOHDlCUFAQOTk5BAQEcNNNN+Hi4oJOp0OlUtkncFQqVZuOmcVi4b333sPR0ZG77rqrQ4/JypUrGTt2LGPGjGkQrbdnzx4+//xzHnzwQfr169dh22wPiqLw+eef88cff3DRRRcRHR2Ns7MzxcXF/Pbbb+zZs4dZs2YRExNDQkICH330kT0SraqqCrVaja+vLyaTiYKCAlxdXbnmmmsICgpCr9e36f5psVjIyMhg8+bN7Nu3j5kzZ3LFFVc0eX9RFIXExET27dtHnz59GDt27Blds3Fxcfz4448sWrTojPrWK1as4L777uu29/SOxmw2c+DAAeLi4tBoNIwcOZLo6Og2rUNRFLKysvj111+Ji4vjnnvuwd3dvVXnz8cff8zw4cM5//zz7cf/ueeeIy4ujg/unY5T9h4IGQuefSBxg8iYMVbA8KshcHib2tlTx19ZWVkEBgZy8OBBhgwZ0qbvnq19VqlUrRalCgsL8fDw6LBtnwlSlOogWiNKhYeH96jODKZKqMgHjaHWK6o8T4hTrgE0iJZCAVOVSO9zcO+R/lIVFRWcOnWqx90UzzUURWHfvn3897//pV+/fgwfPhw/Pz+8vLzsnV+tVtvuCKgzZfny5bz44os9Ot1DIulo3nzzTfz9/bngggvOumBrNptJSkrif//7H8HBwSxatKhFg+wzYfPmzfz+++/k5eUBYrYxJiaGiRMnNrqviqLw4IMPMm/ePPr27WsXCxRFIS0tjb/++ou4uDgmTpzIrFmz7P0K2wC1qqqKqqoqEhIS+P777/nb3/7GsGHDGnh01d2e2WymtLSU8vJytFqtPdrJFo1UVziwiUpWqxWj0Uh6ejrBwcHo9fomt9EUiqJgtVobCIg9CUVR2LJlC7///jvPPPNMj7i3f/vtt8TFxXHnnXc2GuVktVqprq6moKAAFxcXexpYR82SW61WPvnkE3JycrjzzjsJDAw843UeOXKENWvWcOeddzYpbmZkZPD6669z6aWXMnPmzC4538xmM6tWrcLLy4v58+ej0+nq9UesVivl5eX269zLy4sFCxbg5OSEWq1GURSMRiNFRUXo9Xp7JINtPe3FarVSVVXFhg0biI2N5ZJLLrGLzOXl5WRlZZGTk8Nnn31GQEAAQ4cO5cSJExw6dIhRo0Zx+eWXt9kvTFEU7r77bu69994zjsKIi4tj586dLF26tNdHoh84cIDXX3+d6OhohgwZgsVi4a+//kKtVnPPPffg7e3d4jrS09N54YUX8PDwIDo6msmTJ6PX61t9Dv3xxx9UVFRw1VVX2X/v+++/n/KyMl65si8ulgIx5lMBKh24+ELhKWHlMuQK8I5q9f72VFHqTGhpn6urqxsYpRsMhhb7T20RpSIiIqiqqmLw4ME89thjjab0dRZSlOogmhOlrFYriYmJaDQafH190ev1PcPvwmoV0VKKVRiagxCkKvKEGq5tJPVCsQiDdIMb6NuXmtEV2DoAubm5WCwW+vXr1yM7zr0Js9mM0Wi0d8wyMzPJzs4mMTGRxMRE+vbty6WXXmqvHqJWq7vNdfWf//yH6dOnM3r06K5uikRy1igvL2fdunX8+eefeHp6EhkZSb9+/RgwYAC+vr71BmC7du3iyy+/ZNmyZTg6OnbatWo2m9mxYwdr164lLCyM8PBwEhISSEtLw8/Pj/nz55+xCfCuXbtYs2YNt956K56enoCYPd2xYwf79+8HxDPG0dGRYcOGMWDAAL744guGDx/O7NmzG+2MWiwWjEYje/bsITY2loKCAruo4+Pjg16vR6/XExwczMSJE3FycmqzWNQWbF3F7nKP7QoURWH79u189913LF++vFtGa5SVlfHTTz+xe/dudDodd911V6vT7s4GVquVAwcO8NVXXxEUFMTf//53fH19272+FStWcNlllxEREdHsPlVVVfHWW29hMBhYvHhxp1bsLCsr49FHH2Xq1Kl2Ubqp/qRNLLZareh0uk7rdyqKYo/Yio+Px2Qy4eDggJ+fH25ubkyZMgUfHx+7kGYymYiPj+f333+ntLSUUaNGMXLkSPr379+iQLtx40YOHz7Mdddd1+6U7bosX76cFStWnNF51N3ZunUrX3zxBUuWLMHV1dV+blgsFg4cOMBnn33GeeedxxVXXNFkqurOnTt57733uPvuu+3Rs22dqD1x4gS//PIL9913nz1lcvHixTg7OfDAZFf8PVxEBo1KDb4DRTCCYoWCE8LKZeBFENy6frAUpRru84oVK1i5cmW995588klWrFjR7HpbI0olJCSwZcsWRo8eTXV1NR9//DFvvfUWmzZt4oILLmjP7pwxUpTqIJoTpUDkwGdmZlJRUdEFrTsDzFUiYkpdJ3+7uhRQhPDUGIoZUIHepcel8Tk5OREYGNhsRQpJx7N3714+/fRTqqqq7GkCGo0GnU6HTqfDzc0Nb29vu/FqSEgIarW6Q2d1O5Ldu3dz9OhR6Ssl6bVUVVVx3333MX36dCZMmEB5eTkpKSmkpKRw6tQp8vPz6y0fFhbG/Pnz8fLy6tR0Wqgd+J04cYKcnByCgoIICgoiLy+P77//npycHBYsWMDEiRNbHBQeOXKEHTt2oFarGTVqFBkZGaxZs8bus1T3erd5I9nSyyoqKjh8+DBJSUlMnTqVgICAFj1hFEXBYrFgNpvtf9tS82x0VUTouYiiKJw8eZL//Oc/TJ06lfnz57f7fLZarcTHxxMbG0tJSQkVFRVUVFRQVVUFgLOzMy4uLpSXl1NUVISzszNDhgwhNDSUnJwcjh8/TklJCZWVlfZ12qoHRkdH4+Hh0eY0r7OFTdT49ttvCQwM5KabbiI4OLhN6ygtLWX58uU8/vjjrRI3rFYr27Zt45tvvsHBwQGNRkNISAhjx45tMoLxTNmyZQurV6/m73//OwMGDDirQnFHUNe/zSZ6q1Qq1Gp1g/PGdh+13ceOHTtGSkpKg3GNq6sr7u7uKIpCeno6YWFhXH311Xh4eHSI6LZ161YSExNZvHhxtzi3O5qEhAReffVVHn300SbtJ6qqqvjzzz/ZtGkTGo2G6OhoxowZw5AhQ1CpVHz//fds2rSJZcuW4ezs3G4PLqPRyHPPPceqVavs18vixYsJ8vXkisgqBvfrA8ZyMd7TnXZNFqeJCu6jbgT3lq91KUp1bqRUY1xyySWoVCrWrl3bpu91FFKU6iBaEqWgof9Bj6A8H/Z/IW42tpKfhSch/jNhbtdYaKaiQGEyePWB/nNA3zNSFs/E8FrSPIqiUF1dTVlZGWVlZZSXl5OcnMzOnTvJzs4mKiqKyy67DA8PjwbeFbb/2zpKtn+7MyaTiSeeeIJ//vOf0ldK0m2wWCysWbOGP/74wy686/V6AgMDcXV1pbq6mszMTMrKyup9z8PDA39/f/sselVVFb/++itXXnklQ4cOtQ+8bGlatlddPxrbIKerBxF1B18gfpPs7Gx+/vlnDh48SFRUFNHR0URFRdGnTx/0er09Qubjjz8mNDSU0aNHYzQaOXbsGH5+fowZMwZfX99WdfxtIpNNeJf0TKqqqvjxxx/Ztm0bF198MbNnz27TvT4zM5MVK1YwaNAgRo8ejaurKw4ODjg6OtqNuysrK6moqECn0+Hh4UFZWRlJSUlkZ2fj7e1NeHg4Li4u9QYztvOqO/ZlbH3gw4cP8/3336PX67nwwgs577zzWmVt8d///hdvb+82VW+zmeJbLBZMJhMZGRnExcURHx+Pm5sbw4cPp0+fPowYMaJdz+pDhw7x448/curUKQD69u3LvHnz7JGLvZWm7vUgImhLSkpQq9W4ubnh5OTUoROIiqLw6KOPsmzZMiIiIjpknd2Ju+66i6VLl+Ll5dXseW67nsrKykhISODw4cMkJiZSVVXF5MmTmTFjBo6Ojmc8CfToo4/y4osv4ujoaE/FHBgRxGjHNCaOHYVK08T6FQXyjgnj82HXtDgWlKJU53pKNcazzz7LJ598wpEjRzqsLW1BilIdRGtEqR7L/i8gfW9tyU+Ara+JCKoLHmw8GspihLxECD8PBl0KTd20JL2avLw8/vvf/5KUlIS7uztOTk44OTnh6OhIQEAA0dHReHt72z1NetMg7dlnn2Xx4sXdMsVDcu6Rn5/P448/zsSJE5k+fbq9GqXRaCQnJ4fKykp0Oh0+Pj72VBeb0FRcXExeXh6FhYWUlZXh6OhIWFgYQUFB3T4SoLVYrVZMJhPJycn2Cnbp6emYzWaqq6sZNmwYc+bMwc3NzT7Ashmtnw1zbUn3R1EUSkpK+OOPP9ixYwfOzs4MGDCA/v37N0hhrcuWLVv46KOPuPfee/H397en5rTmOrKJAUC3SllvKyaTiczMTHbt2sW+fftQqVT079+fQYMGMXjw4HreQ5WVlbz//vvk5uZy22234ezsfEb7bbVasVgs5ObmkpSUREpKCocPH64noDs6OtoFQlufxfZ/Z2dnsrKy2Lt3L97e3lx00UWEhoYC2CO45f3g7GLz0luxYkWnR96eTXbs2MGWLVu46aab2iRS2CY7bM8klUrVYVYxTz/9NEuXLiUoKIiSkhJWrVrFwFAvfEoTmHPheaib24ZtLBg6TowFdU3vkxSlul6UuvLKKykoKOD333/vsLa0hd5zJUvOHgHDIGMfmKtFjjDA0Cvhz5fhxB/Qd3rD72j04BkOKTuE91S/GVKYOkcoLS1l27Zt/PLLL1itVi677DIWLlxo70CfHvnUWztv48ePZ+vWrfZUQ4mkq4iNjeXdd9/l7rvvJiQkpJ6Q5OjoaE+1gMY9gxwdHfH39683G94TIhbbglqtxmAwMHDgQPr3798gCqCxwWZvGgxJ2o5KpcLd3Z3LLruMuXPnUlRUxMmTJzl27Bg///wzBQUF9uVcXFzQ6/UUFhYSEBDAk08+aY8gaes2e8PkjU6nIywsjJCQEC655BIqKyvtgvDmzZspLCy0X3s6nY5JkyZx5ZVXdshA29bvCAoKIjAw0C5S2bZn83OrrKykurqaqqoq+/+rq6spLi4mKCiIyZMn2/1+esMx6UkMGDAAJycnfv75Z+bMmdNjxdm6KIrChx9+yP3339+u+4KtuE9HM2TIEOLi4ggMDCQnJwdPT088nXQU5VSjKDSseVUXjV5kzaTtApUGBl0CWmmPcjawRdLaSE5OthdRCAsLY/ny5aSnp/PRRx8B8OqrrxIREcGQIUMwGo188sknfP3113z99dddtQtSlJK0Aq9IcAuGshzwELNBuAdD5BQ4thGCR4GjV8Pv6V3ALRCSNwEK9JsphaleQnl5Od9//z0pKSnk5eXZPS1UKpXdzHfRokV4eHig1Wrbnc/ekxk/fjwvvvgi8+fPlx5lkrOO2Wxm8+bNxMXF2SuzVVZWUlJSQnh4OE8++STOzs5NnostderbWhK+J9ObxXJJx2OLSvDz88PX15fRo0c3SGuyiRoGgwFHR8du4/XU1ajVartp//Dhw4mOjm40JczmMdnR9yCbyNfSsbC1pW5ySU+OVOsNLFq0iCeeeIK+ffvSv3//rm7OGZGZmckLL7zApEmTcHV17Vb3huHDh/PTTz8xc+ZMcnJy8Pb2xsOhkrQKM63KtdI5gUc4pG4XVjD9ZzXrN3wuJXB15L7u3r27XuW8+++/H4CbbrqJDz74gMzMTFJSUuyfG41Gli1bRnp6Oo6OjgwZMoQff/yRuXPndlib2opUCCQto9UL4enQt6Kqgqqms95/DqTvgcPrYPRNjX/XoaYE94nNIr+4/0zQnHsCRU+nqqqKnJwcUlJS2LFjB0ePHuWiiy5i9uzZeHh42E1HbQNXm3/MuTywc3V1JTQ0lPXr13PZZZfJzqvkrJCZmclXX31FfHw8EyZMICYmxm6EaXupVCo5my+RdAJNiRwdUXWst9NagagrOJdE+Z6CwWDg3nvv5aWXXuLhhx+mb9++Xd2kFjGbzZw8eZKjR49y9OhRTp06hcViwcPDg+uvv56wsLDu40VmqoS0XUSGjCE1NRWz2WwXpbw4RXGlBYWWQqVq0DuL4IbkLaB1gKipolJfHWyT1xUVFefM/dJWJKAjJu5jYmKaFbk++OCDen8/9NBDPPTQQ2e83ePHj7N69WqOHz/Oa6+9hp+fHxs3biQ0NJQhQ4a0aV1SlJK0Dp8B4OgBlYXg5C3e0xpg4CXC9LzgAhGi2RgO7oAKkjeDYoH+s2X4ZjckNzeXX3/9lZSUFAoKCuqZHTs4OODl5YWfnx+TJk3iuuuus0dAyY5a09x888088cQTDB48uMfP5Em6jvLycvbt28exY8fIzMzEZDJhNpvtFblmz57NVVddZTc4PpfFYIlEIpGcGwQFBbFs2TJeeOEFbrnlFiZMmNBlbTEajezZs4f4+HiOHz9ORUWF3ZfRhlqtJiQkhMjISKZMmUJQUJD9mW1LEe82FJyAtN2oDK4YDAaKi4vJzc2lf//+eJQlUlxpwdqWQB8Hd7BaIOlXkTUTPgnq9FU0Gg0eHh7k5OQAohp6bx1fKIpCRUUFOTk5eHh4dEshvjVs3ryZOXPmcP7557NlyxaeffZZ/Pz82L9/P++99x5fffVVm9Ynjc47iF5tdG7j4DeQugN8B9a+pyjw1z+F39Tk+4UC3hTVpVCcCmETYcDcZg3vJGeO1Wrl5MmTdhNxnU6HVqvFbDZTXl5OeXk5hYWFpKWlsW3bNpycnJg8eTIhISF4eHjUq4ZT1w+qsVLBkqY5uD+e7X9sYMnSB9C6eHd1cyQ9BEVRiI2N5ZtvvsFsNjNkyBAiIyPx9fW1p/4YDAYcHBzOmpeERCKRSCTdneLiYt588038/f1ZtGgRzs7OnbLdjIwM/vzzT7Zv347RaCQ6OppBgwYRFhZmF1VsxuN1jfTrvrotB7+FtB3g3Z8vkhwICY9g7969XDwjhvCcX3nsi328dMfFOOjauA/luVBZBBGToe+0ekEKiqKQlZVFUVFRh+5Kd8XDw4OAgIAeK75NnDiRBQsWcP/99+Pq6kp8fDyRkZHs2rWLyy+/nPT09DatT/ZiJa0nIFqk65mqagUllQpG3ihMz+PXNJ3GB2BwFXnFKdvAXCUM7wyundP2cwCLxUJxcTFpaWns3r2brVu3EhkZiUajwWw2YzabsVgsaDQaHB0dcXJywtXVFR8fH5YtW4aTk1O3LSXdo6gsAqsZHNxAo2dIkAufHD6AedcHaAfPBv+2hbNKzg3MZjOJiYkcOXKEhIQEjh8/zvDhw+t5s9k6sfL6lEgkEolE4O7uzkMPPcSff/7Jvffey5QpU7j88stxdW3/GMNqtRIXF0d8fDzZ2dlUVVWRn59vr36pUqnw8vJi9OjRLFmyBCcnp97znK7Ih6JT4BkBpZlMGXI+r6/5kcTERG6YMwGVuRxUGtoV1eLsKwzQT/wOxlIYeJFI70P8poGBgfj5+WEymTpyj7odvcFS4cCBA3z22WcN3vf19SU/P7/N65OilKT1ePYBjzAoyRA3KhsuvjDib7DnA0gZAGHNhM/qncEzCtL3gbFcREy5+EmfqTOgrKyM999/n/379xMQEICfnx8DBw7kqaeeQq/X22di6gZF1q2AZ5u56dEP0O6CqRIOr4WKPPHgHXI5quJTeDqpyMjIJFK9HlwDwamRwgDdEJPJxKuvvkpxcTEPPvgg7u7uXd2kHo2iKGRkZJCVlUVxcTElJSUUFxeTnp7OyZMnGTBgAJGRkcyePZuAgAB7hGO3nk2VSCQSiaSL0Wg0TJkyhXHjxvHXX3/x+OOPYzKZ6qXQhYWFMWDAAIKDgwkICMDf3x+tVktFRQVpaWmkpaWRmppKamoqKSkpDBs2jCFDhjBy5EgMBgPu7u5oNJp6HmM2H7Re1YfOSwRjGbgGgLEC/+okVix/kPS8IvRlh2q8heunJpKbAEd/hNE3gpNP8+t3cAe1DlJ3in7zoEvq9Yu7q7ecpD4eHh5kZmbSp099+559+/YRHBzc5vVJUUrSejRaCB4N+UkiL7hu9YTAERA6Hg59Az59m78h6RzAp5+46ZWuFqGbeldR2S/8vB4zYO8OJCUlsWrVKq666iquvvrqBmHBveoh2RPI2g/FKeAaJGaZ0vdC3jHGDQwlNs1ChEcO6uQ/YfClDUweuxvFxcU88sgjzJkzBzc3N5YtW2bPF5e0jczMTN5//31SUlIIDg7Gz88PZ2dnXF1dCQkJITo6muDgYHtxgF7XwZVIJBKJ5CyjUqlwcnJixowZTJ061V7FEUQ2gW0CaM+ePeTl5ZGfn4/ZbMbBwYHAwEACAgIICwtjzJgx+Pn52e0vzpn+tNUCJ7eKtD0HD9FPdQ2EgiR0uQeICB0Lu9eDwQ1QaqLGNCKyas8HYK6EXath0r0iGqo59E7g3ReyDooghUEXi8AHSY/h2muv5eGHH+bLL79EpVJhtVrZunUry5Yt48Ybb2zz+qSnVAdxTnhKgfCF2v4fceNyDaj/mbkKNr8oFPDz7qmt0tcUihWqSkSqk7kKqopFBNbAi5o2TZfY2bhxI+vWrePee+/F09MTvV5/bjw0uyuVBbCvJozVxRfKcsUDvaqYUn0A//xmO6uuH4++ulBEFvoN6tr2NkNhYSEPPfQQixYtIiIiAoPBwOHDh/n6669ZtWpV9zLj7KYoikJpaSnff/8927dv5/rrrycyMrKeYHz6SyKRSCQSydnDarXaxSrbCxpmDpyTEcpFKbD/cyFIOdSJjK8oEBFNPgMgez+4h/Lse9+y5IqJBIf1ga2vQXUJjLgWdrwN7iEw7Gpw8W95m1aLCHZwcId+MyFoZD0DdEn3xWQysXDhQj7//HMURUGr1WKxWLj22mv54IMP2hztJiOlJG3D4ApBoyDxJ3GzqTuQ0jrAyBtg2+uQ9Bv0m9H8ulRqUdHPhmugqPYQ9ylETYOQsSI6SwKIQW5KSgo7duxg69atBAYG8o9//ANHR0dpctwdKE4Xwqp3lPjb2Uc8aFVqXF2dMZktlFgN+KBA4i/ifK97/ncjXnvtNW6++Wb69OljL088ZMgQ4uLi+Oqrr+xReRJBUVERx48fJykpiePHj5Oeno6iKLi5uTF8+HAef/xxdDqdFPMkEolEIulCur3BeFdSXQoWU31BCkQGS3keZMUJuxWVhmBLGin7NxPsrofCZBhzK3hFwbjbIP5zEaQw8S7xXnOoNeDTH0rS4eBXYl2RMaIPLenW6HQ6Pv30U55++mn27t2L1Wpl5MiR9OvXr13rkyNZSdsJHAap26GysGGqnVcfUU3h2AbwHdC2UEy1RqT1lWbB4e9EGlTfGedsOp/FYiEhIYHdu3cTHx9PeXk5ISEhDB06lPvuuw9nZ+d6nlGSLqY8H1TUCrUqlYj8q4kYHDsghL8OnOLS8X1R5x0TwtSQy7udn1p2djYlJSVERUXZBSkbV199NU888QQjR45k4MCBTayhd2I2m0lOTiYlJYXk5GTi4+Pthqdubm6EhYURGhrKRRddhL+/f73ZVlk8QCKRSCQSSbfGWNb0Z84+tUJRZRGRrkaSUrIYd+wnNHpX8B8sPvPuC1Mehh3/gb0fw5SHQOfU9HpB9JfdQ8T2U3aICd2IyRA8CnSOHbNvkrNGZGQkkZGRWCwWDhw4QGFhIZ6enm1ejxSlJG3HxQ/8o+HU1sYFo/5zhF/U7vfhgmWgd2nb+l0DRL5y6i4RfRJ1IQQM6/XhnFVVVRw8eJDdu3dz6NAhrFYrkZGRDB06lLvvvhsnJye734z0nOmGlGaA9rSHZx3B6YLhEfz7m+3MHd8fvWc4pO0CR08h4najY/n+++8zf/78RqPvtFot99xzD//617945ZVXOq3sclehKAo///wzGzZswGQyERYWRlBQEH369GH27Nn2yKe6ApSchZVIJBKJRNLjqCgAVStSrqqL6edu5PNkZ6zZh9BETqlv2aLRicyZzS9C3Gcw5u8tW7qAGC/6DYSyHBGckBkvxC7FCu5h4BXZ9FjQYhIphnqXXj9e7C7cd999REdHc8stt2CxWJgyZQrbtm3DycmJH374gZiYmDatr9eJUhEREZw6dareew8//DDPP/98k99RFIWVK1fyzjvvUFhYyPjx43njjTcYMkSWbm+S4JGQGSduYKcLU2oNjL4Z/nwZdn8A429vezSI3kl47hSnwf4vRFWHPpPBLaij9qBbUF1dzc8//8zGjRvRarUMHDiQwYMHc/HFF9urbslIiy7EXA35ieK8c2wmYs9UKSIH9U3PBnm6OmG2WCgqq8LP3VmIr8d/F35qYRPB2fss7EDbSEtLIysri759+zaZahYYGMgll1zCc889x8qVK3tt6mhiYiJvvPEG/fr1495778XZ2bmeH9Q5Y3wqkUgkEomk91NRAFpDy8tVlRDoaCHH6oGFTHRh4xsu4+gJo26Ane9C/BoYfk3rJmBVatE/dvKBklQoPCVEKa1BRGo5eojABWdfCBkjIqmqy+DAFyLTxuAuqsAHRItCWpKzxldffcX1118PwLp16zhx4gRHjx7lo48+4tFHH2Xr1q1tWl+vMzqPiIjglltuYdGiRfb3XFxccHFpOlrnhRde4Nlnn+WDDz6gf//+PPPMM2zZsoWEhARcXV1btd1zxui8Lkc3wPHfwHdg/Up8NgpOwI63RErfmFvbn6ZkLIeiVDC4iIipgKEiLbCbpT21BqvVypEjR4iNjSU+Ph6VSsW4ceOYPHkyDg4O9igoOeDtJhz/A1K2ieqQfSYJP7XGKMmAuE/AJbDZh+CGHQkoClw1ZTBqlQoqi0SElaMHuARA+PlilqgLUBSFe++9l1tvvZXg4OCGolRJhjBzdwtGcfDgm2++ITU1lfvvv7/Z+2vd9b/zzjvEx8ejVcN9t99MZN9+3cpXKzMzkx9//JGdO3cSHh7O3LlzCQ4OlmmyEolEIpF0BWU5QngwtG48JmknFiPseg9QtWybkvwnnPyLRxOH89zFwbhGjm562fQ9sO9j6DMFhlzR/vaZKqCyGCzVokCWxSi8qAJHQOEJSNstvFqrSkQVQJ9+Yps+7fM3krSMg4MDSUlJhISEcNttt+Hk5MSrr75KcnIyw4cPp6SkpE3r65VT3K6urgQEBLS8IGKg9Oqrr/Loo48yb948AD788EP8/f357LPPuP32289mU3s2EedB3lFhTteYd5RXpDC82/E27P4vjLmlfUKS3lkM1CsLhUCQtlOo6AHDxIDWagG3YJFW2A2FnIyMDLZu3crOnTspKysjKiqKkSNH2tN/NBoNOp1OilDdjZzD4lxz9hPmj2m7wXdQ4/ntlQVgNrU4KzN1RCSPv/8Ll0wcgLNBK85fBzdhkF5wQlxL/WdD8JhODT+uqqri/fffZ9CgQQQEBDQUpNL3QPJforqKoweq0HHMu+Jy/tq6jfvuu4+oqCgCAwNJTU0lIiKCK664ooFQ9e677wLw5AN3kbv7W15ZtYLLxkUy49IrUYWOB51DZ+2undLSUrZt28b+/ftJTk7G3d2dmJgYLrroIjQaDVqtttdGgkkkEolE0m2xmIS/UPoeUdF4wNxuNYnV66guA1OViHBqcdlScHAjwMeDVE04g5tbNni0yCY4+JXwluo/q33t0znV96ayGKHwpLCLQREerjon0X5zNeQfF+bsY2+VpulnCX9/fw4fPkxgYCAbN27kzTffBKCioqLNlfegl0ZKVVdXYzQaCQ0NZcGCBTz44IPo9Y0PFk+cOEFUVBR79+5l5MiR9vcvu+wyPDw8+PDDDxv9XnV1NdXV1fa/09PTGTx48LkVKQWQtkeETHr2aTrkM+8Y7HxHKNpj/g7qMxzkmauhPFfcFFEBioii8h0o0qA8Qs9s/R1ARkYGf/75J5s2bcLX15dRo0YRHR2Ni4uLPRqqPRespBOJ/xyKU4XgarVAQTIMuQz8hzZc9sQWOPWnMHhsge/+Ooxeo+aqmCEiWqoupZmiYxA+UVSgbCYdsCNQFIXvv/+edevWMWfOHM4//3wcHR3rRwUVpYoUWlvodEU+VBVB8BiUiMkYFQ2pqank5uYSGBhIYmIimzdvxmKxEBQUREhICPv378ff358br7och+SfUZekUqkP4JWv/2RimBOXz52OatAlZz2FsaKigq1bt5KUlMTBgwfR6/WMGjWKwYMHExgYiFartYtRUiSWSCQSiaSLyDoIR9eKdKyKQvCOhMGXiYlqScdTeAriPwOP8MazX+oS9z+wWlhvHIuDXsulE/s37M+eTuIvkPAjRC8QWQFnG3MVlGTChDt6nfVLd2HFihW8+uqrBAYGUlFRwbFjxzAYDLz//vu8++67xMbGtml9vW4K+N5772XUqFF4enqyc+dOli9fTnJyMu+9916jy2dlZQFC7auLv79/A2+quqxatYqVK1d2XMN7KgHRkLFX3My8myj76dMfxi6CXe8K8/MzFaa0BlGlwYaiiAiO9D2QexSCRkPY+E5Txq1WK6mpqezfv59du3aRk5ODn58fo0aN4h//+AcGg0EOdHsapkohvtjCxdUaEQWVdbAmXfW087c0vaHJeRNcNH4Ay9/7iVnj+uLpfFp0kGsg6ErgxGbxMO07renrqo0cOXKENWvWkJeXh6IoqFQqTCYTY8eO5emnn0av1zcesZe1X4RLe9Rcc84+oHWC1J2oqkswREymb9++REZGolKpCA8LJSYmBrPZTGZmJhkZGdx55524urhgOPk76iJxr3BUa3j4+ln8++u/KPn2J26oLETd5wKRntsaT4MWUBSFkpISTp06RVJSEkePHuXkyZNMnjyZIUOGcMkll6DX6+ulzEokEolEIuliFAVyDoJaJ/ocDh6Qf0JYKgyY07JoImk7xlLh3dSa37a6GFyD6OvrzZb4E1hb87V+M0R1vQNfiqyZkHEd0mxJ17FixQqGDh1KamoqCxYssFfs1mg0PPLII21eX4+IlFqxYkWLAtCuXbsYM2ZMg/e//vprrrzySvLy8vD2bjgLv23bNs4//3wyMjIIDAy0v79o0SJSU1PZuHFjo9uTkVJ1yD4McZ+KNCcHt6aXyz0KO98D3wE1wtRZeKhUFAijOycvkQIVMBQc3EWIp2IV7XMLPuNtV1ZW8vHHHxMXF4dKpSIoKIj+/fszZMgQvL29UalUUojqyRSni3PatY5HlKkSitLAK0KEI/sNEu8XnhIPWUdvMLQusmnnkXT+jD/OEzdORaNu5PywmMQ5qzWIfPmw8SJltR0oisK3337Lpk2buO222/Dx8bGfkyqVCpVKZTfVb0BpppgRc3Br6OdgNkJRikhn9IoU6bPluVCWJf52DQK9C4qDBxhcUeUlwJG14j5RJwLMYrHy4cY9pKans2BsIKOHDUEXNhqr3g21e5BYbwv79+uvv7JhwwaMRiN1H2murq4EBwcTGhpKaGgoISEh9a5LeW1KJBKJRNLNKE4X0epOXrX9BWOF8LaMjIGIToi0OddI2Q5Jv4FPyxH/bH4RwsZjCp3MUx/9xou3zcKgbcXEnqLAgTViWwMvhr7Tz7zdTVBUVEh1QSb+s5fKSKkeQo+IlLr77ru55pprml0mIiKi0fcnTJgAQFJSUqOilM17Kisrq54olZOT0yB6qi4Gg8GuCAJtNvPqVfgOhNDxcHIL6Po37RvlOxDG3iKM9PZ8AKNu7HizcicvkXNeng9JP0NqLGgdhFilKGKQ7xoIQSOEONaSmV8dFEXhxIkT/Pjjj+zfv5/LLruMyy67DMBelUtGXPQSKgvAeppHlM4RPMOF6HlkrRBsgsdARhxYja0WpADGDgwiLimDLzcd4uqpQxqKIxqdMGesLIJTf0H2AbGtkLGtTnFTFIWkpCT+85//EBkZyfLlyzEYDK33SLIYIWWnMJd0D274uVYvOi/VpSJFN/uQEHt1zpC6UyyjUqPSO4PGINJuVdoGKYkajZqFc8aQUTCQX3Ye4ZPYX1Es67EqoNXpGTduLOOmX0GffoPQ6/WYzWbKysooLS2lsLCQd955h+joaBYvXoyLiwsqlcoeCVa3Sp7tGpVIJBKJRNKNyUsU6Vd1+wt6J9H/SYkV0VO+A7qufb2RysLWTdhbzGAqBwd3dFo1FosVi8UKrRGlVCoYdg0YPODoD6KPO3SeqLjXwfwRdxK1qYKLrVZkXF3H8frrr3Pbbbfh4ODA66+/3uyyS5YsadO6e0Sk1Jnwww8/cMkll3Dq1CnCwhqacSuKQlBQEEuXLuWhhx4CwGg04ufnxwsvvNBqo/NzsvpeXYzlEPcZFBwHnxYeFDmHRRqfRxgM/xs4eZ+VGxIgDKTN1UJ8UmvFALs8T4SQOnqJiJegkcJEsREyMjLYvn07u3btoqCggLCwMCZNmsTAgQOlQXlv5vgfouPTVOpcdakQpZy8xbnv6NMmUQrAaLTw4c/7yC4oYvbYfoyICsDLrQmvhPI8KM8R52zIWAgc3ug5m5ubS2xsLLGxsRQUFBAREcHMmTMJDQ1tWwU5RRGVNVN2gHso6NqZTme1iN/HYhTXuKNns8UILFYFi1XBqoAKhYrCbA4mpnAw10pmhQaTyoBOp8PJyQlnZ2dcXFyIiYkhMDBQVsiTSCQSiaSnk5cIR9aJicDGJo6L0kHvKCq5tTOCXHIaFiPs/VAYnbcQnU5FPmx7HUbdBF6R/OvLv7jmwmgGBLfREzQlVviVBkTDyBs6PEjh2Y9+4fJRgQy49D60Xl3vNdxb6NOnD7t378bb25s+ffo0uZxKpeLEiRNtWnevEqViY2PZvn07U6dOxd3dnV27drF06VLGjBnD999/b19u4MCBrFq1iiuuEKUpX3jhBVatWsXq1avp168fzz33HJs2bSIhIQFX19aVID3nRSkQqTx7PqwxRG5c5LFTkCw8pkwVImfcIxzCxnVejrFiFdFUFbnCRNFvEAQOR/GMYG9cPD/++CPp6ekEBAQwfPhwhg4diru7uz0aSqPRSDGqN7P3Y6jIaz7kV1GEWKRY2t0xsloVkjILOXA8g52HUzh/SDh/uzAajaYRcUWxiu1V5IlowIBhEDCMXJMje/ftY/369RgMBsaOHUt0dDSenp7287XNFeQKTooCBk7eoohAF6KYTViKM7AqoHj1hcBh4B6CqiYCSqVSyQp5EolEIpH0dMpy4ODXYjKrqaJFiiImwN3DhPF5c7YhktZRcEIIRO4hLYtDhSdhz2qYuAScvdmwIwGdVsPl5w1AXVUMGi3oW9lvzD4oxo0eoaJCewea2N/1z695+qqRuF9wmxSlegi9qidvMBhYs2YNK1eupLq6mvDwcBYtWmSPgLKRkJBAcXGx/e+HHnqIyspK7rrrLgoLCxk/fjw///xzqwUpSQ0eYRA+CY6tFz5OmsYrHgLg1QemPiqErLIsyD0mIq0KT9WEcp7lYEuVGlx8UZy8yc7K4NCGtcSnfsLh7CqGDhrAJRdcQFDfv6F28pAi1LlGdZmoLtfSw1GlajLCrrWo1Sr6B3sRFejJJRMHsW77Ue54dS1D+/gybmAIQV5u9vPOaDJTVFZNao6VU+mHSM3aTIVJhbePFwOGjODu2xbi7hvcMV5meUfBau5yQQpApdWh9Q4XfhKFR6E4CTzDhNeWV5ToAEkkEolEIum5mKvhxO/CPsGrmQIvKpWo+F1wAhJ/gv5zukVfpUdTeFJEtrcmWqmqZvxcIwYODPNhw45ELKZI1KWZgEpM6LZGLPQfChMXiwrt216H8beLjIAzxGK1olKrsSLHbWcLk8nEgAED+OGHHxg8eHCHrLPdkVKVlZUUFBQQHFzfa+TQoUMMGTKkQxrXk5CRUjWYqmDfx+Jh4dO/bd9NiYUDX4mHzZibO7zs66msQvYlZnA8M5+U7GLMViso4OvhQlSIL30D3Ij00qA2l6NTgdrRFdzDhWmze3Cb/KckPZiiFFEW1y200wUPRVGoNlk5mpLLoZNZFJZUAuIWrdNpcHXU4+/pSqCPB4FerjiozairClBbqtE4uqF28hJRh+7B4tWcMNwUlYXiGtboRbpdd8NYCeXZogPlGgjefWs7SY4e4nqVppYSiUQikfQMFAWS/xTetJ4RrRNHzEYhpvj2g36zxfNf0nZMlSJ1z2ppXdXy5M1wKhZiRHU1q1XhsdW/8MrVQzC4+YgAhVPbhJ+vW2Dr+qFlObDjLdGW6CuFtcoZkJSex9ebD/D3CyLwvGCRjJQ6SwQHB/Prr78yaNCgDllfu0ZcX331FUuXLsXLywtFUXj33XcZP348ADfccAN79+7tkMZJeiA6B+g/S6Q/lWWDS9Nm8Q0ImyiW3/0+/PmyyFf2jDjjJp3KLuSF/23C192N4f2DmTJyAIHeriLlRwVqFahVKjQqEbkCiAdkdQnkHhHhpXpn8AgB7wHiXwePZr1xJD2YyuKaGaMOFKRsqX4tRFapVCoc9BpG9A0gOtIfa4M5AxWqOucsGMDZGaxWcb6WZYtOmlotOhde/USnQLGIdNWiFNEGj3BxbWlP84pSFMg5AlUlQuzpjugdQR8hKhSW54pOrLqmA2s2CpN1zz7gP7jxfZRIJJLTqSyC4jRxn3ZwFWksbem/nGtU5EPWQcg/UfN7BYt0qsaKYkgkzVFZKKqxZewT1h+t9RbS6kXWRd5xqP4GoqaKvyWtp+A4ZOyHsjwxodca8k+Ia70GtVqFyqpQXVmBYch4UUjKNQDSdkN+kvAZbslA3cUPLlgmUjf3fQxZByB6QbuDEw4lZxMV0gqBTXJG3HPPPbzwwgu89957HWKj0a41PPPMM+zduxdfX192797NTTfdxKOPPsq1115LL7KokrQXjzCInCKMCvUubbupeEXC5AdEjvG212HQpaL8azs5mJzFv77ayoN/m4anuxM6tQq12jagbwaVSqQgOriLgbqxTNyIcxLEPjm4iZfeVeRCe4Q3qCom6aFU5ENHhvzmJMCxDVBVKEz1B13WKkFTo1ahaW071GoxS2ibKbSYoKIQTm2tv5zOEYpOic6Cix/4DRHRRuZKka5XkgGZcS0akncLNLrGI6KqyyE/QQjKLr5iHz0jxH52932SSCRnh8JTkJcgBsAhY2sHYOV5cPIvKE6BqlJx61cU8WwPGiHuHc6+8vleF2M5HFoLpemiP1RZALlHQeckftuwCR1fWVnS+zBWwInNUJAIlSXgFtzmgjFodOJaLkmFQ9+K8y9kjOjrSJqnKBWO/Cgq6bkFg6YVtimmStGHHHhxvbdDPPUkluoZ7T9EHJPQcaI64t6PoTC5dZOcOidheO4/BPZ/CZueF2b23lFgcG1TQaxDp3KYM64/YGz1dyRtZ8eOHfz222/8/PPPREdH4+xcf7z/zTfftGl97RKlTCYTvr5ixn/MmDFs2bKFefPmkZSUJH13JILQCWKAm7pL3JhaU2bUhqMnnH8PHPkBDn8nKnEMv0bclJpBURQy80s4lJxD7JEU0nKLCfbz5B83zMDD1QFdY+bRrUGlEts2uNYKVNWlUFEAViOk7wIHT3HT9QyvebDK/PYeS2mWCDvuKI79KCLrgseIinbVFTBswdnttGt04OonXo1hMQvx7fhv4kGvKDWDMcQMV08+fw3OYOhTZx//EMfTxR98okDnLKLIXAPOXtVPScdQWSjOTYNL+1JRJRIQET3HfxN+gSoVlOVC32lCcEr6VfQxXP3B269WuK4oEGJVyjYhULn4QOhE8Yw/10nbA6Vp4NVXTIjYqCwUqT0FyRAwGHwGds6zpCQDilPFxIN7qJx86AmYKuHYRsg+LPopPn7tP25qtZgYrnv+hU8QfXL5jG8cYwUkbxLFplobIQUi8glFjOvqMDLYibhMMyM0BuyjPQd36D8b4v8nolDdW2ltEzRKeIod/Ar2fSTe07tC3wuFB5WTT4NzpbC0gn9/G0tpRTWuTgYOJ+dw8+zRUJnf+n2TtBkPDw/mz5/fYetrl6fU1KlTee211xg2bJj9PaPRyE033cSXX36J2WzusAb2FKSnVCNUFgnz8qIU8OnXvodD9kGI/1xUHht0qVDf66ynoKSCtVsPs/tYOooCvl6uRAX5MKxvEAFebqhUoNWo0KrPYifFahVRMJVFgCKq+bkFis6rk29NVJWH7Cj1BEyVsHt1TeRRB/gpFaXB7ndh9M1iAJSXBPs/FwLJiOu6x+y71Vp/YNEbMVaIyDFzpRDfNAZRWdAtEFwCRCSEqz+opWl6l2ExiuOkcxDehHkJIhXTYhJCo3d/ccw0WnD2E/+ve08tzRKDEhATA7IikwSEv+Wh70S/wS1QvFeUDopZ/F14UqT7NjVJYDGLiajKAtA6Qp9JEDiybRNtvYmSDNi/RkSiNPaMNBtFWrWxXNxTQ8ZDYPTZEQcUK5z4EzL2iGOkcxT9roDhIrpC3s+7L8d/h5Nba1LsO3DCwWIREXxWizgH/AaJ57uDh0zlr0vqDjj2c02xmBbuZRZT7f3xwJdism/8HbWfKwoVmcd4YXMxL/zrDfT6045n+l6ROaPWtt3vszhdFB7K2i/6Ayhigso1CPpcAMGjSMkuYsX7P3LrcA1BXq6UOwVRbggi3NcJdUWe9JTqQbRLlEpLS0Or1RIQ0LAM+tatWzn//PM7pHE9CSlKNUFJphiEl+XWzFq0Q5gxlomw3PQ9YiYsahpK0Ah+3ZPMmk37mR8zgmFRgei0GlRqVUN/qM7EaoXqYhFJZTaKwb7WQTwQbSKVkxc4e3dsNI6kYyjNgn2fiEGvrgM6MAkbIfsATF5We+4Xp0PcJ6B1glHXd08z8d6OsVJ4cJnKRedVaxDHwT0MnDzF9ap3FgPP6jIhZmn0IlXF0VOmBnQkigI5h0T0RWWB+J0tRjGodfQUIf3GcnFfBRHNp3ME9yDwHSLeyD8uxAdzlRAdDe5CmPKKFPddaYB7bmKqFMVTSjMa+lMaK4QHn7Nv66N5yvPEAClgGERMPjfPq4T1wvunpXQcq1X8vqYKCIgWKVWugR3XDkURkWwnt4jICUcPcUzLc8Q93SNcbNOn/7kxIWiuEn0LxVorAJpqCqW4BrbOwLqzqCwU/Sy19uwVEDJVivPPYhJiss5RROr4DRIWI+eyQGWuKUhlrBAR402RvEUYlpsrxaSQRwgk/wXh50NUjPhtjWWiWrqpkkfXpfLMqhdxd3dvuK70PXDoe9GHam/VamM5FKehFKexa/9RinPTSVWFsKfAibv7ZePjpsOgEkECinsESuRUTIrmnBGltmzZwksvvcSePXvIzMzk22+/5fLLL2/2O5s3b+b+++/n0KFDBAUF8dBDD3HHHXc0+53GyMnJISEhAZVKRf/+/fHzayJLowXaJEqlpqYSGtr7D2x7kKJUMxSegv1fiApZ3s2UeW2JolMUx2/gfzsz2FPoxrB+wcyb2BcHzyC0bn7dM3XUahGz/sZScUNFETMOehcxaHIPER0qQ433lhSqupbco8Jo0Suq/R1ZxSpmk1QaMQvvNxgGzq2/TEW+yLU3lkPIaPAdKCJ2dPL4dwmmajHYNJWLwRSAVgdowFKNrQIiGr0QSVz9wdkfDG4i2sLZ99wY+JwNUraLlAuVVohQViOo9WIQ0VgEn6LURL7liU6xCnGtOfsLPxLbxEBViRC3HNyF0ar/YHHPlcfp3CH5TzixqXXRAK3FWAEl6eKaD5soBrnnin9SaSbE/U9YGbQ2EtFYIaKrdI4iIi1gqDCjPtMopox9cOwnIWo4nDYINhuhLEs8iwOGQdj4Dikz3y1RFMiMh7SdQjTltCGdgojI9h8CYed1j9T8U7Einba9E9VtQVGECGOqFGMQxSoEOp+B4jx0Czr3oh5zDovoUY+I5u+LW14Cl0CR6ZK2S/x+XpEw6BJxHpVkCtHZVAGBw/hgTwWjRo1i0qRJja8v+U8hajv7tUvQVxSFbQdP8emv++gb6keArhyn4gQmehai9QhCN+Ia0YfOS4TEn7GW52LyHIDn9R+g9Q5reQM9nA0bNrB161ZGjRrF/PnzWxSlkpOTGTp0KIsWLeL2229n69at3HXXXfzvf/9rdUpeSUkJixcv5vPPP8disQCg0Wi4+uqreeONNxoXKJuhTaKUWq3G09OT4cOHM3z4cEaMGMHw4cOprq7mjTfe4KOPPmrTxnsTUpRqgbwkMVA3V7W5op6iKBw4kcW3fx4ip7icS8eEMUJ3EnXuYXRKJWoUEeHQd3rP8HswG4VIVV1WExarEYMwrYMY7HqEiZu2NFftfFK2Q9Jv4HMGlecSNorQaL2zOM5jbhVm+KdjrBB+Jam7wFIFKh30nylSVCVdi6II43erVaQW2DrOZqMQrqrLwFwjVumchJjiGSFmHZ19xSDpXBmongmZ+0URAIPb2ZkxVxQhNpbni/urZ6gYGKu1UHASsIJ3PzFZ0s4qP5JuSnme8DJRa0SqZ0eiKEKgMVWI8yl4dO9PF1OskPiLGJz69Gv796vLRBQTgFsIBI4A337tm4grSBZ+o2pd81EX1eUiSs7BQ4iHOseaaFcPET3U0+/R5mrRZ0mJFb+js19DkUFRROR+WbYobuIZIfqY7mFd0780VgifIItJtKezsZiFX1x1iZh4cg4Av4G1z+7uFgVtNYtI4MJT4vpRAP+B7fdrqyqBY+uhMKX58VJZNmx/U1RBt3lOKUp9EbHwlJhYryyCsHEcKDCwe/duFi9e3HglNqsVEn8WgqRHeKufuYdPZvO/3+LILiwnOiqIORMH4+bsgE6jQgE0lipUpx83RcGauhtTWT6eV756TkRK1UWlUrUoSj388MOsXbuWI0eO2N+74447iI+PJzY2tlXbueqqq4iLi+Pf//43EydORKVSsW3bNu69916GDRvGF1980aZ2t+kJeuLECeLi4oiLi2Pfvn189dVXZGRkAODmJv0bJM3g0xcGXyaiUFpheGcyW4hLTOeXvUkkZxYxIMyPSy4YRrCvB1o1aNVDUakuEQ+YvASRm77nfVFpq/+shjNn3QmtHrTetR1li0VEY5irRApKzlERIWBwE8t4hNVUVvMSA7fTDX+rSkTHq7pUPDQc3MVAWaUWYbc6J/Hw780d5o6iNOvM/A3ykiA1FgZcJCrtlaQ3LkiB6BD2nQ5RF4pBc+p2SPgRchNExZHuMKN5NjFWiA5gd4xcUanEgOX0SUStXrzqplwaK0QHN2VbbWqZ3lEMENxDxKysqVJcn6YqMZNncK31RTrXZmltlOfCyT9FasXZSuFQqcSxcvQUx6ngJOQmis9sA9Kco2JgGzRSCFRnmpJlEzTVmtb76FQW1ppw20TO7nhd1KWqWAwwzEZhVOwRIQY5rTWkN1VCabY4DhUFQpj3imr6XLCaxe/k6NW6ayZjL1QWn9kEQ1OoVCLCwmwU/ZnCk+I57R8NXhHdt/9RUSCuO5Va3JeaSh2vLhPPLlOVuJepNaKKbOa+5tN9msPgIl5mI5TlwNG1kBYIQcPEoLe1kUwWo0grshhb9qcxOIO+r9jv1O3i/qyiNm3MZ6AQEzurf1RZVBut4+DWfrHUaoGC42Lyq/CU8KhsKnJNpaqpFO0ihNq03UJYdPIWwqD/kOaLCJmra3z9Oqg/UnBCRIp7tsFcuyPRaGuLwJiqRMRt4i/ifb0LOHqLPptjTT8aRUTx6p1af+/pKIrT4dSf4jdTEO1RrHA0GVz2iCj71ohTpsqa371AREmV5Yr7VXPkHxcTpe51ljv9mWQ1icICUVPB0ZPBATpWr15NZWUlrq6NnFNqtSgwYSwX12MLwlRmfgnfbDlIcnYRf79oIt4ezqhV1FRRr9MWdSNCokolvOyKc5vfz25OdXU11dXV9d4zGAwYDGeefhobG8vMmTPrvTdr1iz++9//YjKZ0OlaFu1//PFHfvrpp3rRcbNmzeLdd99l9uzZbW5Tm+7CERERRERE1FPeYmNjuemmm3jhhRfavHHJOYb/YCG+HP5ehH3aTEeB4vIq4hMzOJVdxN6kDIwmCwP7BDBz3BBC/TxQ15iVa073idJoxUPVb7Awwkv8Gba+LvweIs7vGTNhGg1onMRDz9Yht5hFlE1xung4gMiB1zuJNC/XAPF3cZoo61rXb0VFzYNTJTryGoN4wHpGikGya0D37TR3JeYqIe7pziBiInUHuAbXRju1JipQpRaD4kGXgO8gOPwtxP6fqFoSNKL9bemuZB2ApF9E51znIjoOERf03KhAvVNt2xVFdABNlWI2P+dobVVDFdj/sIlXDm5iIO8SWDsw0DuLTmbdCAKLSZwnHdEhVqwincZiruloe3b+fdJqEd4UlUVnltLdFvROoG9kZthqFQP1Yz+Bww7wGyCqirkGtG3WPP+4MFyuKATFIsQZr77gGSYGz41FhCiKSC/LjK9JE0V8z8lXRJG4h7bdGFaximvL5i9jM6R28uo4s2lztYgozU0Q52vRSRHx6REBYeOEyNDctkyVNQL8MSEGWEw1A3V3kcrsN1CkWqqFVwkZcZBzEKpKxX4ERIuUzKYGY4WnRMU91zOo6NUatHpx/ZqNQmArPCmuafcw8Ru4B7csPBjLa4UKtRa7ka/OqeOiNqpLhTdMztEaDxjEANwrEgKH11asM1WK+3PablG8BepkgynimJzpfVqrF940FguUZ0NCTaSkd5Q4ph6hzUdP5SXWTPa0Mh1HpRIens51joPZKO49JzaLZ7ajuxBEvft2fLSMxQR5x4S3ZEm2iLS1Rdi6h4hqYl59xD6X5wrBzmKunbxw8q71PzKWQ2GyiDAtShGDfM8+oh/cEmp1TTVeP3H/Lc8XYkz6XtEGt0Cx31aLuHaNpZB9SAgYilUICH4Dzzz1MveIiHDrDsVVdA7iGoVaf6TSDCg8XruMgmirxgAOruAaIipxOniIY3O2JhDyj4vqhFXF4vqsO1lqe2YlbISUnWL84xkh9qXus1xRhAiVulPsF4gqdj6tSJvMT6qZZGjhWOud7F5xGmD27Nl88MEHLF68GHVjx1ijq7GzUMS15x5aTxQ9lVXIz7uPsedYOt7uLkwa3pcrLxyNTqc+uwWruimrVq1i5cqV9d578sknWbFixRmvOysrC39//3rv+fv7YzabycvLIzCwZQ9Ab2/vRlP03N3d8fRsu19uu4zOT2fDhg089thj7Nmz50xX1WOR6XttIHWXqMSgc6BI5cGHP+3haEoe4waHE+jjwcAwXxwNejRq0DQmRDWHuVoYX56MFTfL0PHiAWgqF7NhXlE9d/BrqhKdElO56FTZZvwc3BtW97NaxANJrRG/SVUJGEvEZ3rX2jBuF18xM3QuGraeTuEpYcrvFty+QXpVMfz1LyEuBY9ufzuMFSKlKWt/TVrqtDanvHY4pioxCK0qEh3XkNGik9pWsg6IMr++g4SYXJwuIhpUaugzBYJH9T4D0saqG9rEq+oy0fm3hcWrVKLzq3UQg0YUEUFitYjP1Pra1BMXP+FHpzUIQdVYUbuszlksV3cW0jY4yowXgzqLSWzL4CQ62h7BYnCodRDHQ6MTUUxnI2IvbZeo/OMe0n181BRFROJUFNREqrqL686rj/i9VWrxeXmOuA6sihCMXPzEzH/iLyKdy+AqlrWYxLFVacTvqnMUEwruwWLgrTFAVjwc/0MMbAxugEocy6oisS6to4i8sQ06mhssVxaKQXZZlvBIs4kPUBON5iMGlZ7hIrLi9H2vKhbfgdoUp6Y4sUX4gHmG116vFpM4r1BEW/2GiuN7+nqsZnHs0/eIe4haXTvIrSoSv6VGL9rr4CainUozxO+jd6n9bZy8xWDat3/9/aksEoVRynM6/76pKCJqsrKwVvR1rzHcd/YX54rt9yrPE5FHucfE/ihWca6giH+1BvGsdvWvnaxS68W505bIwqJUUemsKFWIEoaaiJrqEtEGjV5EgDi4ioFuRUHtgLszhAPbb1aeJ/528hLilGeYqLBV95y3WkTlv7aIUi1hrBTnfVVxrd+no2fN715TmMbFr319grJsEdWVlyi+7+gp7s0qldhmRb7YJydPcb4Xp4n7uO261ejF8jZBwlQlJiA1enHOn+mz0moVxSUqi2r7k4pVtM9qEX1nWwRW3cqmfoPEteXcRsPq0ixRkdvBQ0SxdXdsz2WrteYZWyauVYtZ/F46p5p9cRG/lUpVEyntLP41uIvzp63FbIpSRXqquVrcQ5sSkOoeP41GnK82YVexCo/UzHjRNtfA1vvqWcywaZWI5A+f2PRyeUkw9ArxfKpBURSefvpppkyZwqxZsxpW4rNhNsKxjWTH/8rODIU9J/LJLCwj0NudScOiGBThh16nEWNAFe3yDLaaqjAV5/Zoo/P2Rkq1Jn2vf//+3HzzzSxfvtz+3tatW5k0aRKZmZmNFrM7nXfeeYcvv/ySjz76yC5iZWVlcdNNNzFv3jxuv/32FtdRr91tEaWaCudKSkpi6NChVFVVtWnjvQkpSrWOyspKdu/ezb7N68lI2k9xpZkrLxzH0L7BaLWicp66nTeg+hsqEB3nzHhALULQjaWAVkRmhI5r+wx0b8BqremAlYiHrFpV0+lxEA8uFPGvW4DoRDv7iIdqd8uzPxuk7hQDy/ame5zYJKoBXfBgxwgr+cdFRFFpppgNjZouZpg7m+pS2PuROGc8I8TApTJfREX0ndH6NhWehD0fiJSBwZfVdrSqy+D4r5ARLzrF/oNr0zma65D1NhSl1pTVUi0GILboKJUaUMRAwVwtXipVTYVArUhlsZhEOL2CGADZOszuQSL9ID9JCBYavbiutQ61YpaxTHwXxPpUKqBmYOzqXyNgB4j/103PsgldlYWAStw3Th9Ink5RChz8RrSxO1WEqovFLAbKVcXiN7fN5JorhahiiwKyWsXvqJjFb9zYtWAxiWvIYqo10je4iuNaWVQzIG0imsZeTcwsBjZuIWKgg0VsV+co/jVViOiJknRx3WhrKkWqVLUCaGWRmNTQ15wXju415061EH6M5bXRWlqH2mgtl4Aa0axGnCxOhwNf1EZgnY6psibawygEEPdgMRnkFigmUE5tE0bHbkFNTxCZqsQ5ZbWI88TJp/6AymoVA/qqInGee4SKf6tKoboQyvJrPJ66MBpDUcR1VVkkrleNTgg/zjUd/aJT4rxw9qk5VmoxkARxvG33AHNlbfEFFHHNuwTU3BsRz2utQbyvrymYYiwX36soEL+3qbJWADwdY0WNv6VR9JMM7q2LvDkbWGpSNKuKRVsd3MEtVNxXAIrSIPeweK8jquOejtlYIzxUinujoohryeAqJojcgmv6Rr4NIwHr+u1UFkL2YRE5WVVaU+2ticG5xSz211ReM8FYJ+rAXC2OpVUYCKPVi+jijjLtP739tigpW2jv6eeL2Sie/8ZycZ65Bwt/MZea36Ql4e7EFjFp3B5Psu6GreCGsVRE/WHF/oy2HS+VqnaCyCNciMJOPs1HJ5urhc1JUYqYEGktZmNNGnipuH6tFtEel8C2C4A5R2H//2DC3U17timKSAkcfq2YOKlDWVkZ69evZ+fOnQwePJiRI0diNpsxmUwYjUYqKio4fPgwOdnZ+OirGeZtZeigKLx9A1CpQKtpvxBVl94gSrWX1ohSF1xwASNHjuS1116zv/ftt99y1VVXUVFR0ar0vZEjR5KUlER1dTVhYWKiICUlBYPBQL9+9a/zvXv3ttzutohSer3efoKNGDGCkSNHEhQUxL///W+Sk5NZu3Zta1fV65CiVOOUlZWxd+9edu/eTVJSEnq9nqFDhzJkyBB8VYW45sWjNZWgxYrKUJOa1pEdSXO1GESpVKLjlbEP0muqSHiEi+iMzkof6Y5YrTWRV9Xi/6qalD9TBXaBSu8iwpVdg4VApXcRDz1ThViHg4d49XRvnPjPxYCrvcLPX/8SnYjBl3dos8g5Kowhy3NEWd6oC+ulvp51dr8vBjejbhIdFEURQkTir1CRI469LZKk8JS4ft1rBs8OHrXCw6FvxPdHLWxcaKouFdETmQegsmbW3DkA+l4IvgM6aWd7ELZrV7EKQUSrrxWULCZxfRrLa8uC612E+NHcwME2MLF1ri01UZZ1B9Xu4bWCQtZ+EelhS0lUq8Qx96pJFXYJENu0He/yXDi8Dipyuz76r7XYjIJBCDGnp0eYjWL/WutFZ4sMUawiEqY1AoDVUiMq2cRDW05o7T9oDTUpby08P6vLawQoI/bBp9ZQK3CBEDQqS8BcUSNwOtemfhedEn42Xi08N237WVUszh+dk4iKqywSkSfN+di0heoyMQmlKOL81zqIc/BsDNzPBLOxxleuXLTV0bMmqq4NAy+70FUijhHURtUoiHNQo6/xqDSJNx082l+CvSuxiTXVJbWDfI1O3E8602/RXC2OW3Wp6BvpnGrSuILFPdVYKiKAbGK1RidE3uoS0VYnr943saIo4h5SWSB+H62DED5cQ0T/ycW/oU9XfhIcXivuM2fLQ7C7YXtGV5fVXPeI/dc5iHu/kw841/SpbcJ0wQnhtegZ0f60eosJULf/Hrhntbj+xi1qehlTteiTjrqhYeQtYLVaMZvNHDhwgFOnTqHT6dBqteh0OvR6PZGRkXh7e6NSFDSp29Ck70Tt4tOh1iJSlGrZ6HzdunUcPnzY/t6dd95JXFxcq43OT08tbI4nn3yyxWXaJEr99ddfxMfHEx8fT1xcHIcOHaKyUjwYZ86cyejRoxk2bBjDhg1j0KBBrW5ob+BcFaWMRiM6nY7i4mIOHz7M4cOHOXbsGOXl5ahUKhwcHBg8eDBDhgwhLCwMjUZjf6nVavFgK8sV0SA5h2uiQiLOrseJoggvjOQtUJouZt0iY86OIWpPxzZzaEsNUhAPOpW2zqy6o+iQuASJSArbrLpKIzpqtvRBlVqEgjt6tr6cdGdRVQx7P6wZ0LTjoVhZCFtfFbNGZ0NAURTIPghJf0BVvgiXjpp29iNNbDNmI28Qfhunt6nguDDArcgX0SIeoSKtqTQdqspEJINiFss7eMC421uXPmsxQUkaHN8k/GrcgoUYd3obJJ2H2SgGWjZBBcT9wCO0TgqXRRzz6mLRIdc51giT3mIAXpQqUlS8IruHp4ikZSymGt+jotqBt1tI2wtCGCuEkKJ17Lkp9N0dc7UQGzWGMyvYIWkaW2SpqaKmoIEWtE5iUk6xivcMLrWRiucCtnRhY01EqNZBRGK6hwphzmoWkZzVpU0XfjkXsEWtmqtqrtVq8dvYfKtsad82MbMrKM2CHf+BoVcK776mqC4Vz4XRN7fYn7dYLNikBpVKVe8FiOsm+S9RLMbgVt//7Qw410SpsrIykpKSABHB9M9//pOpU6fi5eVFWFgYy5cvJz09nY8++giA5ORkhg4dyu23386iRYuIjY3ljjvu4H//+x/z589vcXsWi4W//vqLYcOGtcs/qjHOyFPKarWSkJBgr8hnE6xycnKwWCwd0sCewrkkSp06dYodO3awefNm1Go1iqLg7OxMVFQUffv2JTw8HBcXMZOlUqnsApSmJdW+slCYzeYlioeZvhNSxvKS4MQfYgDsGig8bfyGyk5zUyiKGGwqllrh0FRZE5FRUWPITE2Kjxqw1Mza1KBS1xg5e4gweFv6ka10e3VZrSmvg+3fMxCwbCHG5TmijY413g1OXrUz9YpVGC4m/d7+wXLGPuEBMGX52fXIURTIjBOpglVFQpwKO//spPVZLbDtDXDygFE3tm8dNq8abFEh7RCbC04IP6uSNBHdGDWt+VLGks7h9PLQjX1urInWslSJ+4BaK+7tUpCSSCSS3ondL7GsTuphjan4uSLUtRWrVfRFuyp11sah78Rk46SlzRerqMgX/467rWMqVyqK8JpM/hNQ1dgOyPS9trBp0yamTp3a4P2bbrqJDz74gIULF3Ly5Ek2bdpk/2zz5s0sXbqUQ4cOERQUxMMPP8wdd9zR6m06ODhw5MgR+vRpQ6ppM3SI0fnpZGdnN3B07+2cK6LUp59+yr59+5g0aRIjRozAycnJrnbbhKd6CnhbMVaIVKXM/SL8t7MiagpOwMltUCBUZjwjIXikMGTu6odET0NRaqopKTWzP5raQajVIgapNs8Lu1cGYqZRrROzR7bv6pyFeOQSILxXDC614oa1xvelNFNUvDK4ivNF5ygiuawm4UGRd7TGmLIm5UWlrjEz9RKRRsZyYQhpi+hoD4e+E+2YcOcZ/nitxGoRBuEnY0XklFtoTXngAR0jqFrMwlA2/wSMv01EwHU1eYmQ9KvwRfIIFxU2vVtRRUYikUgkEolE0jxbXhJVn/vOaH650iwxcTy6nROWTZGbIAozVBTUVP9rf9bMuSZKdQVjx47l+eefZ9q0aR2yvrMy2j7XBKlzhXXr1pGYmMiDDz6ITqezC1Adit4J+s8WIZwpscLo09WvY7fRGF6R4mWsgJxDtVXCtI7CmDl4dM/0ZegKmvNXUWuEcNQasdFqEdFX1aWiik1d80i1VkRr2XywNA6gmIRQVa8taiFo1RVqLBaR31+WA8WpYhnXwDMTcwqThYDZWag1EDIWgscIT5/UbSJSC7XwtQoYJqKo2pvCcfg7IdSOvLZ7CFIgzFG9+woB8eRfEPcJOPmJqnEqnTBa9Y7qsNBviUQikUgkknMCW3Sba3DLy1pMHer/ZMd3gMhoOPG7yGRx8Ts725F0CM8++yzLli3j6aefZvTo0Tg71zfVd3NrW2CJDAGRtIqCggLWrVvHU089hcFgEH5QZwuNDiKniMiVE5tE1S73sM5J+dA7icF+yFgoz68xXo6D1FjRhuDRohxubytb3x1Ra0T00+mGuLb0QVtlsrai0YCmlcJYa6gsEql0XWHcrFKB3wDxqi4TlYmyD8Hhb+HojxAwVBgSaw1C4FPrhHDT3PlbeAqyD8CQed2vCIBKJa4/v0HCcPlUrPCksxjFtYpF7G/YRBlFJZFIJBJJT0axikrEpkoR3d4VFYjPFUozxb+tKaRjMZ49scjFTxQMOrUd0ndDeV6dQi1StuhOzJ49G4BLL720XpCKoiioVKo2WznJoytpFa+//joLFy5Ep9OdXUGqLkHDRSnVpN9E5Q6P0OZLjXc0zt7Qfyb0nQ65RyBtjxjsH14LnmGiEpFnpIjgkIPfzkOtRvhVdRMKjot/PcK6th0GFwgZJ16VRUJMzdgn0vzqoRGiTujYhkKaosCxjWKmLGBY57S7vXiEi5cNq0UIcimxIorKwQvCJkDg8LPr8yWRSCQSiaTjObwWMvfV/u3gCX2nNW/CLWkfpRki68CxFabViiIKHJ0ttA4QFSNEyPwTIquh8KQYAzp6St/fbsIff/zRoeuTopSkRY4fP47JZCIqKgqd7ixWxWsMz3AYOg9ObIacg8JPyMWvc0UgtRr8h4hXZZHIeS44ATlHxABY7ypysINGCiVfcu5gMUHyZvDu370eko4eoqJkZExNpRejKGVtLBNVLtN2i7K/Tn7CUFJjEBGKeceEKfyYv/c8oVWtgcBh4lWUJqIbj22ExF8gYIiIcnQP7Xn7JZFIJBLJuUbyn0KQGnIF+A2BknTR5z74lejDDLxIjAckHUNJpihA1BpUCHuTs413X/EyV4u+a+Z+YbJekiGiptxCaqOnrBbx0uhkP6+TmDJlSoeuT4pSkhb54osvuPTSSztfkLLh6AGDLhLRSadiRdRUV+UZO3pA2HjxAnFjTN8Hqbvg5J/gESEGxb6DupdIIWk/Racg4SchPHpFCX8rEH5NOUeguhxGz+nSJjaL1kG8QJy/4eeJV8EJEUlVWShC4y1G4b818KL6EUg9EY8Q8FgA/ctEpFj6XhE5pjEIYSpwuPAukGm4EolEIpF0L6pL4fgfEH6+8HUFEdntGSHGAEfXw/Y3IWi0iKg53eZB0nZKM0UUfUvYvFw7c4yjNYiJ/8ARYuK0LEd4/xacEGNBlQYqC0S/3GwUfV4Hj85r3znKli1bmv38ggsuaNP6pCglaRaj0UhycjIRERFotV14uqi14obkGS5EoKz9UJ4rcsz1Lu03dD5T3ILEq/8skeKXvgeOrBMvr0jwHSjS+1oTDivpfhScgLjPxDmW8GPjy0RNE+dhS5TlQlWxiLxz8u5680abuX9vxuACfS4QlfqKUoTAmJ8Eh74GNELo9hkAfgPlNSqRSCQSSXfg1FYR8dKnkUGtd1+YuBhSd0DyFsiMFxPF4efLyeD2YqoU3qhurTA5ry4Ggzu4dEERHJVKbNfFX5wHabvF2MtcBZEXgleEiKTKiBP+qCpp3XA2iYmJafBeXW+pc9pTatOmTUydOrXRz3bu3MnYsWMb/WzhwoV8+OGH9d4bP34827dv7/A29jR+/fVXJk2ahEbTDkPps4Gjl8gn9x8sBKDCFJEHbTWDS+DZzXFuDo1W5LgHRIvImdxDwt8mYYMQM5x8hDjlO1B4D6m6kSeSpHEsJjjwNbiHwIjrRURRdTG4BonPrSZhuN4aQaq6TFT8Cz8PzJWQmwilOSJUWs7wnX1UKiFoe4aLTm5loTgGeQmQ+CskbhSdMc8IUdDAPQwMsnMrkUgkEkmnYqwQYkPYxNoo79NRa0R/KngUnNomXik7hBdt2HmyCm9bsZmcu7bC5LyySKRT6rtovGVD5wh9JgtB0lheO7HoFiTGWllHIPuwFCrPIoWFhfX+NplM7Nu3j8cff5xnn322zetTKYqidFTjuhqj0UhBQUG99x5//HF+/fVXTpw4UU+9q8vChQvJzs5m9erV9vf0ej1eXq0YbNaQlpZGaGgoqamphIT0nuoQ9957L/fddx+enp6dZ3DeFsxVUJIlqoXlHgGFmhzjbiKimauESV/+MchLFJ4+Ggfw6Stumt59O9e8XdJ6Tm6FpF/h/HtaJzw1hdUqonPCxkO/meK98lyRUpZ1UJwjWgcR7efg0XVRf+cqFhPkHhWpmEUpYCwV7zt41njEKaJSo7OfEKvcgjqnEqhEIpFIJOcSiiI8o3IT4Pz7Wz85ZKyA9F1CmDKVg1c/IVh5RcpCJ63h0Heinzr5geb9mBRFVEMcdCkEdm+zeavVislkwtPTs2szfc5BtmzZwtKlS9mzZ0+bvterjpJerycgoNakzWQysXbtWu6+++4mBSkbBoOh3nclUFVVhaIoODs7d09BCsRg3itCvPwGidmSwhNiMOl0BkJCR6F1EFFd/oPFzbwkQ4hTeUfFgxeViNBwC65Np5KiRNdjrhYeYUGjzkyQAhGV4+wtZu9sOPuKlE//oaKqSHEKVJWI/2sdxGxVd73mehsaXW2UI4gUy6IUKE4T/wcR1ZZ5EBQTqLTgHix8t7z6iOgqGfkokUgkEsmZceIPyD4I0Ve1LVpZ7wR9pkDY+cLeI203HFgjPnMOqI2U9uwjI2dOp6pYpED2m9GyQbixXPx+7kGd0zZJj8TX15eEhIQ2f69XiVKns3btWvLy8li4cGGLy27atAk/Pz88PDyYMmUKzz77LH5+TVd1qK6uprq62v53aWlpRzS5W7Fz506GDRvWfQWp0/HuK8SdtN2Qvluo/m4h3WeWRKUSg1n3YGHMWF0qIjSKUkTVs7Qd1Prc9AfvfuDi29WtPjfJrolgimybSV+jVBdB8Bjhb3Q6tvOBCSIFNecIpO4U566zt6zm2BU4uNcXqWwoVlGdpigVik6KSLeTW2Tko0QikUgkZ0pGnKhmHDVDVLtuDxqtiJAKHiWMrwtToPBknT62Skwo+Q0WXpJd7e3ZHUj+CzR6UaG4OaxWKM0C70jZN5UAsH///np/K4pCZmYmzz//PMOHD2/z+npV+t7pzJ07F4D169c3u9yaNWtwcXEhPDyc5ORkHn/8ccxmM3v27MFgaLw604oVK1i5cmWD93tT+t5zzz3H7NmziYyM7DnClI2SDGGUmJ8kBpNqrShf6uDWfQeNFfmQlyQiqQqTQTGLB6Z3P/DuL6IyZBRV5xD3P+H9NObvZ7Yeq0V0iKIXCE+x1mAsF2b+GXuFcOka0LigJel6SjJEZzf3aI0ng0pEuXmGg2ekiKKS16xE0v0pyRBCc3kOmKrA2Uf0F9Ra8XL0FFV15fVcS1Gq6KtUFAh/RQcPMaHm7NN9+1mS7klOAuxfIzyhBl92drZRXSqe19mHoSAZsIjntd8g8Bkoqnq3FCnUmyjLhaM/iEm2qAtFpFlTmI2iUIxbMAyY3TrvqS5Gpu+dfdRqNSqVitOlpAkTJvD+++8zcODANq2vR4hSTQlAddm1axdjxoyx/52WlkZ4eDhffPEF8+fPb9P2MjMzCQ8P5/PPP2fevHmNLnN6pFR6ejqDBw/uVaLUbbfdxtNPP42jYw/tXChWIfAUp4DZJAzRKwvFzdXFt3vPkFjMtbM7eYlQVYCIogoX4oZHuBAqzFUi1cxUBZZq0Sl08W3aHFLSMhYzbHoeImOgz6QzW1d5PqiA0Te3vZNelgNpuyDnKFiqhMF6bwk7rygQLxC/j1orZt70Lj23U2jr8BaeFB1eYymgAVc/Ua5YrQGNQfztESGuYTnAlUi6lqwDYgKrNBMMbiK9R6MTvn/V5WJyyGoR17NaDwFDRBl6j9CubnnXUVkEh78XVgkaBxHVq9aKZ5a5UiyjdxGivP8w8O1/9u7rZbmQslUcK2dv4f3n4i+8/3rqs+RcwlgBx/+A9J1CGBp+deekw5urRN8654h4bltN4lx2DxHFiNxDasRVZxF91dsoz4fd/xX90r4zRNRYU1SVQFm2WCZqWo+pVCxFqbPPqVOn6v2tVqvx9fXFwaF9Y9AecZTuvvturrnmmmaXiYiIqPf36tWr8fb25tJLL23z9gIDAwkPDycxMbHJZQwGQ70oqpKSkjZvpzuTlpZGUFBQz4uQqotKDb4DxAtEx7IkXTyEco4KnxhXv+4pTmm0IiXIp6/42x5FdQySfhMd5eYwuAlhSucoOs+efYRJsxwEt0xhsvAOau4h3RosJqjIg7AJ7Zs1dvGDgRdBwDBRaTIvAcoR4lRPPo7F6eLf8Imi42eqFhGNRSdFaLjWUHP+Oor97CkDC4OrCH+3hcBX5ItOb1kOYBWecsZKyIiHk38BGnFtekeCZ5TwwOstomNHYK6CglNgqQS1TpwXpkpAJX5rZ1/xXnke5BwSQmB5LuicRLVTZy8hdLr4iTRudTcpfiHpGvKThG+KsUKk5nqG1aYLefWD4deJCZ+m7jeVRZAZBxn7xMvRB4JGQtCIcyuS1VQF+z4W6ebD/lb/OakoQtyrLBSTgHlJsP8zcU169hHR3l4dlPqjKHD8d5FCbXADZ3/Rr6uKFZ9rDCKlOnC42GZPeY6cSyT/Ka4/gP5zRTGYzkLrUJumbzGLyeviVChMFd60lqraZR08RMS6R7h4uQX2bB9JYwXs/UAIbmNubr7foShQmi36a30uEIK95Jxnx44dFBQUMGfOHPt7H330EU8++STl5eVcfvnl/Pvf/24y26wpekSkVFtRFIWoqCjmzZvHyy+/3Obv5+fnExwczDvvvMONN97Yqu/0tup733//PSaTiQsvvLB3KszluaJjmXVQDHR6UoqU1So6fqZKIXZoDeIBq9GJzmBZDpRni+gwY5kIuTWWYTdV94wQHUSPUPFdSX2OrBPVRSbd1/51mI1CZPHuJyrunanpvqJAwQlI2ykG3xqDOGc7ewZPUaCqSEQhavSiU9Na4VpRaozcDdBvVq1YbKMiX6SDFBwX3k3mKnGOG1yFsNCbRIXyfLGf+cfFcbUaxfsaBzHD7x4kZvx1zuIa1zuLV2/uEFqtYKoQ97DCE3AqtjbqoiU0DsLPy9VPCH8V+eI3rioAFFDpxOy3VzgY3MV2yvPETLhHuIyq6M2Yq+DwOsg5CE5+YgBWdLL286gZbYuIVRQxcZGxD7IOAxaRXh8wVJyDvVlYVhTY+5FIdRx3m4hMaomSDDERWJAMJWmAAo7eIs3Pt7+IGm3r5KexAg58Je4TURdC+KTadVjMon+Ufxwy90NVPuhdRVu1DqKqqlug6P+caRGT7obFLO5txgoR2VeeL/oItvtcd7nHKVY49K0wJA+bCBEXdK/rRlHEM6SyqOZ3zBUT2kXptcVOXANEf9q9plCRk/fZ/X0tJnEv+3/27jxOrrJK/P/n1r53Ve97d/YVQhaWALKIgKAigoJfRoURGR1xGEQUGBSCPxFRVNRRlhkVUHHDUQSRRZSogAKBhJCQQJZOd3pfat/r3vv746nqTpOEbJ3ect6vV72SruXep6puVd177jnnsToOfb99w29VAHfllapE+e1kYqqlxNKPqO1oCpFMqcPnnHPO4bTTTuO6664DYP369SxbtozLLruMBQsW8I1vfINPfvKTrFq16oCWOy2DUk8//TTvete72LhxIwsWLNjt9vnz53PbbbfxgQ98gEQiwapVq7jwwgupq6ujra2N//qv/6K9vZ3XX38dv9+/X+ucbkGpr371q5xzzjnMmDFjamdL7Uupj0T/ZnVmxFd/YDN+TBXJQbUDF25Tlz0FqQL16gB4suy4TJS/fROqF6m6+YMV2alq7hd/YGx7axgFta3ufEnNDmf3gL9mfAI2qSG1o+YKgtU6EvQ0TXVAoFlVCjxA6VfFYlFZLharCjC5gup1LZ/59uvKJVU5XLRDZSfEe1VQxjdOz3U8mcXmoekIpPrVd1K0s1j+9xYOH/hqR2YRCjRM/VkaU4Nqpsuu9UAxA1SzQd0xMOMkFUTSc6pM2e5W21s2DoketaPuCaks0D1tF6ahtp3wdhjcprYnPaO2SXe5aoRr5NXrWjlf9RYpnzH9trEjVS4Fa36sDqwWvE8FjkCVesW71QF7qPXgl59PQ+966FwL8WIGqL8BKmap5Qabp1cgeetfVGbLso/t+zt8TwpZFZwaeENdcnF1gqVitjpJUTFn38GJ5CC8cr/67B/1oX2PI9qp3qNsXL1fqYgKVIEKVgWb1XtVOXtqBqnyaej4J/RsgFTf6Ns0m+r1hameaylLLVCvspQnqu/X1mdg+zOw+IMjn8mpwDDU73Ns50iQqrQtoamqC1dQnYT01qjXOFB/8L/R8R6VzTm4Re0bAGApToY0T132JzBcUsiq4503H4eF56tMz30Z3Ap1R8P89x7EE5hYEpQ6fOrq6njkkUeG2ybdeOONrF69mr///e8A/PrXv+bmm29m48aNB7Tcafku/fCHP+TEE0/cY0AKYPPmzUSjaqpvq9XK+vXreeCBB4hEItTV1XH66afzy1/+cr8DUtNRZ2cndXV10zsgBeoHI1CvUrw716gv4HiXOtBxl0+fAI23Ql0aj1V/JwfVgVq4TZU07Ph78Y5WFeQIFqfPDbZMrjNYh1usB7Kx/W9KviemqTI8ahaM/U6fxaZmpamYrc4+d65RO/mHOziVjqhpg2eertLdHV61k5/sV5ktmYjKDnMGVL8BvdjrrJBVt+UzYLND4/Fqu9qXUmaQvxZqFqtG4p1rVFaR3aOCU9Olz4NmGfke2tXwWe8k5JPqADs1oLLItv8Ntj4NaCrAYrWr10OzqYxPf706g+uvGzmDm44UyxPa1XKcPvUd56tWgS7PBHzfdb4Mmx9TGQyzTlHjcAbUtrxreYTFPfqzZHft38ykmkVlRQTqoOVEdZ1eUJ8TTStm77WPlHR3vaT6BoVaRy77m0VVavhcKAZmvRUqaLiv7898Rn1G9JwK7LpDR9Z37uFSyMArD6jPz3FXjD7L7/SCc/ahr8Puhsbj1CWbgKEt0P+m+q5q+ytgUdtAeQsE35KdnM+o399MVAVYHG5Vsuxwg82jMkQny3ZgGGpG4+3PqMykgwlIgXru1fNHSv5iXTD4pjrRsuH/1HWBJqiaow64/bWjH1/IwroH1Xfeisv3r/XC8Ay3u8il1EmdSJv6Ptz8OGzWi1lU9ep7s/TvWL4Hpd9EzXLomfm5lMrWa/ubOllVswhaT1IBdrtbLd8ZAEz1m9G9TgViB94oZqBa1G9x1QIVRHWXjw6e5FKq6X8uqQItY5VNGu1U29HM06ZWQArU6xNsVJeSfFq9rqkh9T2eDqu/u18tttmwQbAByprUyZNg0763qdQgvPEkDGwCu0+VobaepAKLmTD0vwFvPg1vPqHe44pZUF687LrsQg76X1e/b/FuFZzHgLql+xeQKuTUe1698CBeLDGdhcNhampqhv9evXo17373yIn8Y489lo6OjgNe7rTMlJoI0ylTyjAM/uM//oObbrpp6jY5P1ixLrWD1LdR/chMx9KhPUkOqkaG2XjxDNAO9QMLqj/LcJCqSe24TZdg3VttX62mxz3thoM/u5WJqgOipR8Dd3BMh7ebfFptr51riv2YHOr9Gssd6VxKBWpbTz30xu+HIp9WwamutWo8wyWM0ygTYX+ZpvquinepA1qjoC56Xu14xjrVziuoAzjDAHT1t7tCBXTyafW5zyfU9ZodfJXgCKhsUYdXBYnKGg9PY9M3n1QNpuuXwbxzJ8f7mOhXO/FD21UAz8irIFWgHjCLGXzF18sVVFlVrjLV7y28XV1vsav3p9T3z1WuAiJOv9pey5rUv6YJO/4GW1cz/N6UDPcwmaEC5AdyNhxU4C0bVZ8Rh/fwfF9nUxDdUTzALlPP8WACxaaptlW7d+zKyU0DXvmpOgBe8XEV5BxvyQGVnTy0QwWf8sXsZH+tOthLF0tLsaptf9ceNiU2twoqO/3qPt7qYn/I+v3vaWOaqrdd72sqqF/IqhKgQL0KLlXOLZaXm6r0v+dVGGor9sIz1YkQ01AlxnVL1cxoh2V7SowEqAa3qvU5/Grfo9RIfXCr+t47/pNjW0pUyKplR9rVd2qse6Sk2hVUgcVSPyF/zf4//0JW7UsOvKFK03fNfrW5VZCiYvZI0CxSzOTUNPXcnf6RfzHVvsXQ1mIPxg5Ag/qjYda7DizIlR5S/b76N6n3Gp1RJzg0y+6ZulbXSE+w0Iz9OynwVnoB/nEX2J1w7Cemdl+mfTENtR1FOtSJj0j7yGvqrlAZesEmlVnpqx7Z3wy3wSs/U8Hp2WeqYOOeXic9r+47WGwDUMqS89WqkzC59EhrgECj2n93B1Wwd3/76JYm6jn2E+o7Y4qRTKnDp6WlhZ/85Ceccsop5HI5gsEgjzzyCGeccQagyvlOPfVUhoaGDmi5EpQaI9MpKLVt2zZ++ctfcsUVV+BwTL0vojGRiaodie61qiG6zaGyM46kHkyZqPohHWpT/5Z+9Cx2daBjsalmw6Usj+kwO9wL96of7KMvPvhlDG1Tzcnnv2fsxrUv+bTaUe3boEoH9ax6b5yBQzuAMM1i+vZRKn17MuxEFrLqIKvrFRU40CzqgNbhVdvfdA2YHqjSGdx4j/qsuoIqwPTWz2g2Bcke9T2X7FWlTfmkyhjMFifwsPvUY8sa1Y50oEEtM9KmHqfnVFZBsHHfM38aBmx6BLpehrnnqIkAJiPDUMG98DZVAmixjmxnoM5mh9uKmQQBmPtudYBZ2v7SYZWNEe0snkWPqsxCdBXoKpW6tp6sshVszpHJEUoBx/BOoKBOBJS3grdWHdDZ3GqdrqB6XDauZuoc3KICHpkwIzW0mrpf6SAo2KqCEHs60WIY6t99BeQHtsCG36hMvmFWddBaPW/fBz4DW9RZ/tLssXpWjdNXow7UQ83FKcc1Fezr26heExg5QRJqVfd56+ddL8Drv1ez6i376MFn9Yy1Ugl9tFN9RnzVamylExemWeyjlxrJnksNqMflEiroHOsqBkrtaptweNTFFVTf994qdfBoFNT3YqQd2v+heqt5a1SJmsOvMmUixaxJCqgjz+L2YnOrQJW/tliSXVAH2FXzDy4QcTAMvTiL6VY1znRYjcNVpmb/qpp7eNdvmuozG+9S3wHR4gVdBWeCzcU+pP7ia21V3wvO4uyxqfBIgM0oqEB0qKXYJ9Cjrov3qG070g4UP3eaXWWBmvpbPlu7sDiKwcRZUL340Pe5Chk1ltSg+iwaefX6e4qZnnaP2g5LwY9Ypxqv3VssfZyhPou+6n3/9m79szrpd8K/j9+2NJlkIiOfu2i7OhFcCkx7q1RAMNatvv+WfPjAjjeycfV5GWpTpe2l96f+mIOfzCnSDuWzVRuKKUiCUofPJz/5SdavX8/tt9/O7373O+6//366urqGYwY/+9nPuPPOO3nxxRcPaLkSlBoj0yko9cgjj5DNZqdvk/MDkU+PNMyMtqt9N2/N1A++HIxcSu0UJ/vUDpOeVz9+se7iQQXFM/zF1Hdfrdqh0TR1Kf3oTlbZJPzt67DoAlXOeTAMQx14LP7g7o28x4NpqgPhvo2qHCkbB3eZymSwH0RANbJTbetLLp58/Tb0vNoJG3hTZbhkoypAUDrgO5ICyIdLqcwl2lG8dBYzCDT12c4nVcmgZhm53lcs/w02qe+BXWfaSofhtf9Ty1n0/oP/nE1Vhq5ex0hHcWbUZrWt7o2eL/bgeRNiHRDvZ7jv1ltZHOqsut2jys89Ferx2ZgKbER2qCBlKfhgLU6OYRrFbLt88TZNZVv6a4tn3WtHn3DY+QJs+oOasW7Be1VwMh1RfVb6N0F4B2CogHhZY7FspZgdpudVhlz3K8XJNppVgMVfpz6/kQ51IJQe3OWJacUD3xb1/RZpU99LZmEkeyNQr24zcirglRiAxeerUuPpZDj7YofKiMwXM/fS4ZHMyFE0tU00rRxdclRSyKntMT2kPsPu0ME1Hj8S6IViFnmb2saT/eq1t9jU5/qt2Y7+OtWjru6Ytw8K6AUVnDDN0RlwhqEya7IJddFQgYYDyZI7HErbTLhNbYeRnQwH68oa1We6rEH9f9cTFANvwtqfq2zrWe+cqNFPLoWceu9LJ49MQwWpW98xOaozBrbAnDOh6biJHslBkaDU4dPf388FF1zAs88+i8/n4/777+cDHxgJXp5xxhmccMIJ3HrrrQe0XAlKjZHpFJS6/fbbOeuss6Z/k/MDYejqrFb3WnUmopBVO92ugzzYn05MU+3UxopnFePdowNVwzR1oOSvBV+dOtjx1an+HpPBzhdh06NwynUHH3TMRNW2sezSfc9qcrglB1Rgqn8DZOLq/TBNdSbdU14sCdgL01Q7nQ4fzD1LnTmfzEyzmJnSCT3rVCAF1JnpybJ9TQdmscQnWsxeqJqvgk9QzBzaoYIK4faRBrBWlyp5sXtUvx2nB466eM8HyWLfTFMFCzMR9X1j5IrBmdZ9Z6kVcir7Ix1RB7pGASyaCmhZbcUysoLKDEv0qAOlUhmTp0oF0qLt0HSCygzbU2ZEPqN+K6MdxYBml5qxClQA02KDuWdDw7K9jzOXUll7pQDZW0uTDF0FwQa3q8B0ok+N32JTv8vzzlUlLEcSvaCCeXqhGCgpZhZNlVmFp7p8Rp0UMQ31utuOkCoDvaAC5pF2CHeMTCYBarZLf4363hncrGapPPri6dMPcjozDPU9fvTFqmfVFCRBqcMvGo3i8/mwWkcHUYeGhvD5fAdcbSVBqTEynYJSV155JV/84hfxeuVgbjelXi6DW2DwDZXibejFniGHWCo1nZimKjnIp4v9KPTiGaGekbNCpYMdbCqwVzpLVDpD7y9e9nWgNVbjfe6/VU+dJf/v4JcT3qFKeBZfMHZjO1R6TgUMsgl1sDe0Re1AZpMqi8pTOfrMeGnKc2+1Ongsm2LfZ6XSj+5X1fPIp1Qw1D2Ne6FNRqVeZLFOFTTIJlS2S+s7JnfGpBhROuEQ3VksC86okp4DKbkszS6Z7FPB8fpj3j4gLoSYukqlj9FioCo1oDK7qhZA8/ETPTqxv7JJlb26/LLD01NyHEhQauqRd0ns0VujnqJI00Zmc2k9qTjd8IZiCVGfOkP21oP8I5GmqQOPXQ8+dp0Bp3SwEy82Vy+dWUuFi9Pg7jI9vCukznr761QZia8UALSo5eTT6gz+oQQc+jdDegAWHWLtvJ6bPD1MSqyO4mtX/Lt+idpW+9+AvteKDZpN1RfD6lQlIZ4KmHfO7jPCTQUWqzqzVzFLBZD7irPPDL6pMr/coYmbCvtI4vCoAG3FGMxyJiaGVsxu9VQcfKnl3maXFEJMP5o2Mttz/TETPRpxsHIJ1fbBFZzokYgjiASlxCiJRAKPx4MmGQX7ZrEVG662jJRK9RVnuDkcs6BNJ7se7OyJaaqeDaVSwEQ3tD37lhmKdmnOiqYCgq6gCjo4/SrIEu8uppPnVCDCV6fSyX01KgvL4VPBsa1/LvbBOYSsoFxKlShNhbIRX7W6NCwrThUcVv1qMmH1nlTNnx4HkaWD4YblKijV85r6rBayKivPHZocvRuEEEIIISaDfBKq50t2uRhXEpQSo7S3t9PQ0CC9pA6Ut1I1cGxYpnpc9L6msqhinSpY4i6XOvoDoWkjgZNdz9CnhyA5pJr3mroKPNlcqkQrE1G9UpIDKvvH0FXvpMZj1X1yiWIW1iu7T3fsDMCC8w5tzOmICkR636Zx8WTj8EzZfgEHxB1U20H9MrUNDLwJ/RvVdqJZitOuS/mtEEIIIY5whqFO4goxjuQoWYzS1tZGfX29ZEodLIdHzfhTs1j14RjaBgOb1SwlmqYyM1xBOfg9WO7ysZkFrtRIN5dSs7SVzzr09ySfguoT5b2dzCzWkfLbpuNU0+b+N1RwKtGnMt3cIclwFEIIIcSRJ5dSJ3L9U+gEqwDgBz/4Ad/4xjfo7u5m0aJF3HnnnbzjHe/Y432feeYZTj/99N2uf/3115k/f/7hHuoeSVBKjLJjxw6OOuooyZQ6VJqmZqUKNqmmsJF2FZwa2g6DW1V5n7tSzUQlxp/DA44ZY7e8fFoFt8qaxm6Z4vByeFSZYtV8lYE3uFWV4Cb6VIajzQPugApUSYmfEEIIIaa7bFxll3sqJ3ok4gD88pe/5Oqrr+YHP/gBJ510Evfccw/nnHMOGzdupLm5ea+P27x5M4HAyGzhVVVV4zHcPZKglBilo6ODM888UzKlxpLNCZVz1CUdUQGq/o1qqux4p+p/5AqpGejE1JQOg7dK9akSU4+7HBrLoWFFsQ/ZThjYovqaJfvVDGKaRZX4OQNHznTfQgghxGSg51X5fSGrWoqCaitqtauTRw7voU96I1R7i9rFcjJuivnWt77F5Zdfzic+8QkA7rzzTp544gnuuusubrvttr0+rrq6mmAwOE6jfHsSlBKjRKNR/H6/BKUOF3dQXWqPgkQPDLWpmcGSPVDIqcbbngo56J1KTFNNn9t8ggpciKlL00aaozcdp4LImaj6N96lynDjXaAX1M6vK6A+s/J9KYQQQhwemRgketWENDUL1e+ukVelZoletT+dDqsZdzVNnTxyBdRJYbH/zOLkQX7pJzUZZLNZstnsqOucTidO5+jtOpfLsWbNGq6//vpR15911lk899xzb7uOpUuXkslkWLhwIV/84hf3WNI3XiQoJcRE0DT1pe+vg6Zj1dmfSIcKUMU7QddldrCpItqppj+umDPRIxFjrRREDrUAS9QsjvEe9Z4PbSvOENmjdnxdweKsjxKgEkIIIcZENqXK6ltOhpaVew40Gboqwy+V34e3q0CVngc0sLnB6QWHH6Q9yd7lkirrzF8z0SMRwG233cYtt9wy6rqbb76ZVatWjbpuYGAAXdepqRn9vtXU1NDT07PHZdfV1XHvvfeyfPlystksP/nJTzjjjDN45plnOOWUU8b0eewvCUqJYfF4HK/XK/2kxpvFBmWN6tK4Qh3whrdB/yYIt6n7lBqky3szeRg6xHvV/2e9U83AKKY3qwOCzerSshJSQyqYPPSm+twm+tQsm64ycJbJ51UIIYQ4WIYBsZ0qc3nGyWp/eU8sVtVCwVsFNYtUMCrRq36jUwMQ6y7O3jygsoGcPpVNJZOajJaJgq9mbCYUEofshhtu4Jprrhl13VuzpHb11ion0zT3Wvk0b9485s2bN/z3ypUr6ejo4I477pCglJh47e3tNDQ0SFBqIlntUN6qLs0rVf+pwa3qrE94myoPc4fkgHcimaYKPmRjqodU43FQNW/fjxPTj6dcXeqXqNKByE4Y2qp6UoW3AZoKJju86uyuZFEJIYQQ+yfeDYFaaDlp7wGpPbHaR072lmRikOxT/VyHtqqAVaxTzTTnKlMlgUf6fnU+DZWzJ3oUomhPpXp7UllZidVq3S0rqq+vb7fsqbdzwgkn8NOf/vSAxzlWJCglhu3YsYO6ujrpJzVZ2N0q2FE1D7IJiHaoH9KhNlU6pBVTkm1O9QNstasfV3n/Dh9dVwFCTwjmnQPVC9X7JIQ7pC51R6nPa6wTwjtgaIs6O6tnVFNWm0Pt/DoDKqtKCCGEEKMVclBIQ+OZKrPpULmKfaYqZqusq0Sv6kE1tBViPSpgBarEz+k/8pqmF3Jqn8RfP9EjEQfI4XCwfPlynnrqKT7wgQ8MX//UU0/x/ve/f7+X88orr1BXN3H9xGSPWAzr7e2lublZMqUmI6cPqheoSyamDnhjnZDoh2xUzUaSiakDXwCrCxxu9a/dLWd/xoJegKHtUDET5pwl5Xpi75y+kYBy4RSVEp+JQSaiyvxiXRBtVyWgDm8xm0rKCIQQQghA7eNWzIKaBWO/bM0y0te1YbmazKSURRXePtI0HdSJX4d3+p9IykRVD02ZRXpKuuaaa/joRz/KihUrWLlyJffeey/t7e186lOfAlQpYGdnJw888ACgZudrbW1l0aJF5HI5fvrTn/Kb3/yG3/zmNxP2HKbxp0scqIGBAZYsWSKZUpNd6WxPdfGH2jQgn4FcQh30JvpVDX5qUAWsEj2AqZoXOsvUwa+8xwfGNCHSBpWzYP571Vk0IfaHzQU+l+rTANB4rEqRH26YvqVYRtClprl2+IuXI+wsrRBCCAGQjYPFDk0rD6xs72CVJjWpnAvmKeo3OdlfDE4VTwBH21WPK5tzpCfVdJqIKBOF5uNV1YWYci6++GIGBwf58pe/THd3N4sXL+axxx6jpaUFgO7ubtrb24fvn8vluPbaa+ns7MTtdrNo0SL+8Ic/cO65507UU0AzzdL8j+JQ7Ny5k6amJjo6OmhsbNz3Ayah66+/nn/7t3+jslIyQKYFPa8CVckBdQA8tF01fMynVeaUs0wFt+QHaN8iO8Hlh0UXSIaUGFumqc7QJvrVv+Edakc4n1ZBKqtTZTvaPUdeOYEQk4Whq/Jbi0U+g0IcToauWlQ0Hgdzz5ro0Sj5tOolmuxTmVTxPsjFwDCLM/t5wO5V5flTUToM2SQsvgDKZ0z0aMaEYRjk83lCoRA2m+TgTAXyLolhiUQCr9c70cMQY8VqH+lzUzkHWk9W2VPxbjVjWKRN9akyDPWj6vKpA18JUo2m66BnoeVsCUiJsadpKouqlEllmupzmuhVJQXxbhVMToch3lXsS+VSQVKHb3qdqRViMtDzKlMjl4JCqSTeCmhgFNTfJqqUx+ZW2cd2j3wWTVMdvOtZ1Z/G0FVg3WJXr43Vrv5/uCZ9MM3ieovvkaapoL71CH9fphLTVCdQgy0qa2eysLsh1KIujcdCLqmqEGI9aj86NQiJbijk1XZn96hsKodv8gexcyl18nrGadMmICWmJglKiWGSNDfNaZoKqngrofYotbMd6ykGqXaoH6V0WO3QaVaVmiyZVCog4KtSzTGFONx2/ZyWGLoqzU0NqZ3fyI5iZlUbYKr+GFanClbZjtA+coYO+ZTqr6fnVbAdA9DUa2GxqyCCxa5eL1NXj7PYZIIIoWSi6ndQs6jfv1CTavrrDqmSbc2itq18apcs5F7IxVWpj2Gobc3uLQaqvNP/c2ia6rspPTQSMLe51OtlcwOGOoA3iq9bIT8y6UNpshaHR/XsOZh9DT2vXvtcaiQIZbEAxc+4kVf9IDUNtVLU/o2t9H3pBrt8/icFw4DIdtXTaN671Yx4k5XDC+Wz1AVUMDYdHin7i3SovxO96na7t9g+YxJlOxuGKk008lB79OQKAoojkgSlhDhS2VxQ3qouLSvVjmNqqNjfZqc68I11qh06m1MFqBz+6b+TvSvTHKmzt7kmejTiSGWxgqdCXZgDzSeoGf6SvbvsCA9BNjzSR8401UGewzuSAalZisdlplrmZNk53l96XgXTC1kVhDIKoJcyMrTicy1O721zgGYHDHX/UsAqn1XXacXsCaOgZngCQFMBPYe3OLPpFC3FEPvPNEc+Qw6PanpcOQcC9fv/nZ+JQioMmXCxp2Onmtgg0aeWb3OobcrhU7+l00Umqp6jMwD1y9QBeimA99bnqedHPoe5BGTikB6EWPdI3x6jAGjFnnq+tz+AzyYh1a8++/46aDlJBfIdPrA61OMMXe3X5BLqe0PPq++LbFy939moCqbFi59/zTpSJm13ywm58VTIQaRdfe7mnQPeqoke0YEpbTOBXWauS0dUUCreq2b4K2U7WyzF7du3fyX5wxmA+eJJY8vIyZSD3R/PJtVY/PVq/79qnlquEBNoSgWlbr31Vv7whz+wdu1aHA4HkUhkt/u0t7dz5ZVX8uc//xm3280ll1zCHXfcgcOx953LbDbLtddey89//nPS6TRnnHEGP/jBD6Zsb6iDkcvlsNvtMvPekczhVZdgE9QvUTuQiV51GdpWrKcfAEywutUOo92jDgKnq0xUHeBWzpnokQgxmtO3+zTZRkEdcKWLweVoFyS6RjIgMUfft/Snxap2jm1ONWOnzTk5gs/ZFGQj6kAWijvixWCRw6eyItxl6mDUUwmecnWAvLed/EJG7dyb+kjz3EJGvWaZmMpCi3UVZ0uMFEsxUN9zNlcxsGdVj7XYJsdrJA5OPgv5hArmuoPQciLULBwpoz0QrrJiVker+rt0MiM9CMlBiO5UgeJErwqKlLKEStupZgHNtkuJm00FVqyOyTnbl15QTZ+tTvW61S0pBszfhtWuLk4fUD36tlxKffZSQ+o1irYXA3yl2c9KQSKH2i9JD6nPZPlMleFRPnPvASRP+d7HVMhCNqYu6YjqE5ToUUGsdFgFsbTi+kv7R1MlUGXoKnunFIzTNPXdVdruLMX3Y6KzREvl6ukwVM6G2Wfue1uaKkrN06vmwYx3qKz7eK8KBkV2qO29kAGLBnZ/8WSIU22Xubj63TOL2b5Wx8h3g2mMnKDBLGYoOoqfE8/umdKmWcweLmYOZmLq34blKpjrCkzIyyPEW03CX7u9y+VyfOhDH2LlypX88Ic/3O12Xdd5z3veQ1VVFX//+98ZHBzk0ksvxTRNvve97+11uVdffTWPPPIIv/jFL6ioqOBzn/sc733ve1mzZg3WI6QWfXBwkGAwKDPviRE2JwSb1aXx2OKZ314VnIp2qB3DZL/qH6FZ1NlNp396BalSg1B3DLjfZsdWiMnCYhvpI1c+CxoZ6Y9TyBR3cAE0dXBcylooHQzmkpAbUp9po3hfm6O4ozsOjdZNUx2gZqPqX7tbBZvql4MnBK6g2sl3eA/urG6ptGhXTv/uZ+VzqZFyyeSACirkYup6o1A8KMip8ZZ65hh51B9vKYO3Oop9bWzFEkvn6ANb0yw20TaKj9Uk4HW45FJqOzd09T7Y3SpLoGHp2H7Ha9rIAWn5LGg6Th1opgaLs+LG1N8lhdJnMQmFlAr65FPFLMBde1jZiwESt/p3IgJW6WI2WPksmHGy2j84VA6PugSb1N+mUVxPcQKIWBdkhtR3lcUGLSdD9fxDn7re5gRb1e6f/2yiGJgOq6BlrLMYsO5U36cWWzHLxQt258T3EjMM9dpk4yoQBer7w+YBh0sF6jGL31m62v4LWbVPp2dGljMccLeq/5u6+n5CK257pZLHMcogzaXUa+oqg9nvgoZl6vtyOtI0tZ15q6B2sXoPUoNqG493qSyxbBRS2eLJlpCaYdtbWSz72yXj2dCLJ1MSKniVjY1MlJKNqt5WJaUAeOmEitWugn5NK6B60dTLlhbT2pScfe++++7j6quv3i1T6o9//CPvfe976ejooL5epVD+4he/4LLLLqOvr49AYPdocDQapaqqip/85CdcfPHFAHR1ddHU1MRjjz3G2WefvV9jmuqz77366qusXr2aSy65BLt9ipwJEhOrdMYyMQDxTnXmJ1M8+LXYij+i3qnb30bPq+DbURdBxayJHo0Qh18+XQxMJUcOcuK9kOxR6f6F9EjfGIdbBWNKPa0sjmLJ3AHu5JpmMVNhSE0qYHerneaK2VAxE3y1k2PHWc+r18csFIMIGXXgmo2q18lVPHAoBaaMAuTS6sA2HVavXT6nAn56fvSyrbaRcsLSYw1DLQpU9prdXTwgdE7O7JnJrJBTB78WK1TMVd/n3goV5LS7J3p0u8un1faSTUK++Hks9awpBY8LmWKvJFBBA5c6IVQKVlntI58bPa9eAz2rHmPqu5QAOYqBCDvDjdyNYplbKYhtmiNBbIdXleo1HTe+r51e/Mxplt0zRMdDLqUyXVIDquQw1jnyPpQC+BaLeh9Kr71pqNfbyKtLKUCwa+C69N1ZClSXXnOLtXixF7PoNIb7ZJm6ej8LmZHSY0cxuB5oUAENV2Akg++t359GoZiNk1RBjUyiuJ0l1HdWPqleb6tDjcEw1f0KmeJ2lxsJku56wmJ/9/NMUwUa9RxUL1SB4alWrjfWTEOdCMkmVYDWXX4Qv6XFZZRm7zVMsNmL3w3OkRMkE/H5mQAy+97UM63epeeff57FixcPB6QAzj77bLLZLGvWrOH000/f7TFr1qwhn89z1lkj047W19ezePFinnvuub0GpbLZLNnsyJmueDw+hs9k/PX39xMKhSRTSuw/m1P1cvDXQd1RIw1HS2c24zvVwWayd2RHy+ZWmQkO78SfXdyX5AB4a8bmTLAQU0GpL8ZbZ5k0dLWjmy42Wo/uVJ/1Qnakd4se3WWmMlvxQOVtgtKFrCptyifVd0LlAlW+4atRQanJ9ltUKj86WEZBHQRmEypQlU+rgzOnX2UylHp8mcZIACGXUtkMyZ5ihk0UUrldghGMHLRqqIO80gGvaQwnXqkMiFK5Tilzq1gKMtle57FkGGoij0JaBaIaT1A9FCe70udwT9lbpdLAbHwkkFDqX5UJq3LXUq+1Eou9mKVX7DFntRU/sxm1jel5FWyFkWwKS2n7KF7nKVf9Z6rmju6bM15K5YwTxeEBRzFzvB71+mWjxWyV0vsQgcSgKgs1iiXCHm9xFja/CuSXMlZMQ33Gs8VSwWy8+Dkt3ZYDI1fsn5dQ77tpFkvvbOq99NerbLFAnfp3fxuDW2zgKJ44fGsp5d6YZvH7q1jumImqExaJ3pE+hqUTFHZfsdzRs/v3Szap9g99VdByliqZlV5G6jVwlx9axuZYLEOICTStglI9PT3U1IzuBxAKhXA4HPT09Oz1MQ6Hg1AoNOr6mpqavT4G4LbbbuOWW2459EFPEgMDA1K+Jw6N1a52VgP1qieVaRRT4GMjjUV3LfsrNWIunWmzuSbP1M2mqcbccuLU6SEhxOFise4+I6BeCo5oxUyMtPqsZyLFg5XukVICk+IMeI5i1oCuPle+aqg5WZUCvV3vl+nAYhvJXChrOPDHl/qF5VK7ZNEkVIPtfAowi8Etmzo4sTlQmS+GCj6U+mblU5ALj2TE7KaYyWGxqyBAqc+YfZemunqheHAaH+lXs2v2RykAVgok2JwjzadBjSmfVJkvpXEYuwRFSgfnpewxPTey3cAusynaGVUeqVnVcy9kitkCKXXSpPFMqFkw0kdsKtu1NPCtSttIPq2CGYVM8fV37bknUqkRuJ4dKSe0lALKrulbSjUWLNbDHwAoldmVyjhNo9hvrLjfNJ4n9jRtlz6GuwQlS/t56UgxKNerehnuOuGGpZiVV8ip76WGZSo7yh3ay8qEEEeiCf+FXrVq1T6DOy+++CIrVqzYr+XtKahimuYBB1v29ZgbbriBa665Zvjvzs5OFi5ceEDrmEwGBgZoamqSoJQYO5plpL/NrrJxlYWUGoB4j9pxycbUTDqlDACrG5yeYjPjCQgKJQdUeUfV/PFftxBTwa6ZC3Y3EBjdJHr4YGVIHbCkhyAdLfZwqgBvtSo1mewZk5PFrv3CDkWpNCyXHglGlHpamcUZDfOZYk+tcLGMMwLJzEj2lcWi+pxUzVfvpdWhvu8NXT22lE2RjReDldHRWVxoKovO4QFrsczI6UPNlJhTY8ynR8ocXTXFUjuPWkYho0qOsnEVmMtGi8+h+DxKPVlmnQ6V89R6jgQHuo1YrNLkeDKzWIvb7iTefve0n2eaKmsvVcyuTYfV9423AgKNUyNbUQgx7iY8KPWZz3yGD3/4w297n9bW1v1aVm1tLf/85z9HXRcOh8nn87tlUO36mFwuRzgcHpUt1dfXx4knnrjXdTmdTpzOkSlvY7HYfo1xsiplSsnse+KwcxYbopfPUH+bxkg2VbZ4xi26c6Sx6PA00b6RZo+Hczs1ik1W55wpO+xCHKy9BaXFxBouDdvP++u5YmlSXP2r58AVAn/NvnsKmcYuPcqKpYsALn8xyyR4KM+kOL78yLhK/ZLsHpV5J2VBQow/Tdsli0z6cQoh9s+EB6UqKyuprKzc9x33w8qVK7n11lvp7u6mrq4OgCeffBKn08ny5cv3+Jjly5djt9t56qmnuOiiiwDo7u7mtdde4+tf//qYjGsqGBoaoqxsP+vRhRhLmmWXcoSmkevz6WJG1ZDqSxXtVGfcE70M9y6wuYq9MhxjNxtRrAsCtVCz+NCXJYQQU5nVcfBlSppl5CTE4WK1S+BTCCGEmOImPCh1INrb2xkaGqK9vR1d11m7di0As2fPxufzcdZZZ7Fw4UI++tGP8o1vfIOhoSGuvfZarrjiiuGZ9zo7OznjjDN44IEHOO644ygrK+Pyyy/nc5/7HBUVFZSXl3Pttddy1FFH8a53vWsCn+34KhQKMuuemFzsbjVF9PA00cUGr+lBlcmUGlJN1XMxdRY+NbhL+Z9D9UGx2dWBkWYbmWno7UpUk4Pq9hmnHTEzlAghhBBCCCHERJlSQambbrqJ+++/f/jvpUuXAvCXv/yF0047DavVyh/+8Ac+/elPc9JJJ+F2u7nkkku44447hh+Tz+fZvHkzqVRq+Lpvf/vb2Gw2LrroItLpNGeccQb33Xcf1snSdHmcmKZJoVCY6GEIsXd2n7oEWkauM3TVNDdT7GOSjqoAVWpQ9R4x82CkRmYbKnlrA950VAWwZrwDgjNAPgtCCCGEEEJMKaZp7vtOYlLRTHnXxsTOnTtpamqio6ODxsbGiR7OAXvllVdobm6e6GEIMXZMc2TWGkNXAapcSvUfycVVllU6XAxcFWeuaj4eymdO72nShRBCCCGEmMYsFguBQOCISzKZqqZUppQ4fI455hiJKosjj2mq3lWYI9OKCyGEEEIIIaY0mcBr6pAjMAGApmlokh0ijkRW6R0lhBBCCCGEEBNBwodCCCGEEEIIIYQQYtxJUEoIIYQQQgghhBBCjDsp3xsjhmEA0N3dPcEjEUIIIYQQQgghxFRVX19/xPTFkqDUGOnt7QXguOOOm+CRCCGEEEIIIYQQYqrq6OigsbFxoocxLjRTplwbE4VCgVdeeYWampopFdGMx+MsXLiQjRs34vf7J3o4YhqTbU2MF9nWxHiRbU2MF9nWxHiRbU2MF9nW3t6RlCklQakjXCwWo6ysjGg0SiAQmOjhiGlMtjUxXmRbE+NFtjUxXmRbE+NFtjUxXmRbEyVHRuhNCCGEEEIIIYQQQkwqEpQSQgghhBBCCCGEEONOglJHOKfTyc0334zT6ZzooYhpTrY1MV5kWxPjRbY1MV5kWxPjRbY1MV5kWxMl0lNKCCGEEEIIIYQQQow7yZQSQgghhBBCCCGEEONOglJCCCGEEEIIIYQQYtxJUEoIIYQQQgghhBBCjDsJSgkhhBBCCCGEEEKIcSdBKSGEEEIIIYQQQggx7iQoJYQQQgghhBBCCCHGnQSlhBBCCCGEEEIIIcS4k6CUEEIIIYQQQgghhBh3EpQSQgghhBBCCCGEEONOglJCCCGEEEIIIYQQYtxJUEoIIYQQQgghhBBCjDsJSgkhhBBCCCGEEEKIcSdBKSGEEEIIIYQQQggx7iQoNcbuu+8+NE3D5XKxY8eO3W4/7bTTWLx48Zius7W1lcsuu2zMlvf3v/+dT3ziEyxfvhyn04mmabS1tY3Z8t/qiSee4KyzzqK+vh6n00l9fT2nnXYaX/va1w7bOg+VpmmsWrVqoofxtu68804uuOACZsyYgaZpnHbaaXu8386dO7n66qs59dRTCQaDaJrGfffdt8f7ZrNZvvGNb7B48WK8Xi81NTWcc845PPfcc287lj/96U9omoamaQwMDOzX+F955RXOP/986uvr8Xg8zJ8/ny9/+cukUqlR9xvv7VUIIYQQQgghxNiQoNRhks1m+eIXvzjRwzgoTz/9NH/6059obm7mxBNPPKzruvvuu3n3u99NIBDgv//7v3niiSe4/fbbWbBgAQ899NBhXfeheP755/nEJz4x0cN4W3fffTc7duzgne98J1VVVXu935YtW/jZz36Gw+Hg3HPPfdtlXnHFFVx//fWcf/75PPLII3z/+9+nv7+fU089lRdeeGGPj0kkElxxxRXU19fv99g3btzIiSeeSFtbG3feeSePPvooH/7wh/nyl7/M//t//2/UfcdzexVCCCGEEEIIMXZsEz2A6erd7343Dz74INdeey1LliyZ6OEckC996UvcfPPNANxxxx0888wzh21dt912G6eccspuAaiPfvSjGIYxZutJpVJ4PJ5DWoZpmmQyGdxuNyeccMIYjezw2bhxIxaLiju/XXbeKaecQn9/PwAvvfQSP//5z/d4v2w2y4MPPsgll1zCV77yleHrTzrpJOrr6/nZz37Gcccdt9vjrr/+ekKhEO95z3tGPe7tPPjgg2QyGX7zm98wa9YsAN75znfS3d3NvffeSzgcJhQKAeO7vQohhBBCCCGEGDuSKXWYfOELX6CiooLrrrtun/fNZDLccMMNzJgxA4fDQUNDA1deeSWRSGTU/fL5PF/4wheora3F4/Fw8skn7zU7paenh09+8pM0NjbicDiYMWMGt9xyC4VCYZ/jKQUyxsPg4CB1dXX7HEdbW9tey8reWkq3atUqNE3j5Zdf5oMf/CChUGg4sHHZZZfh8/nYsGEDZ5xxBl6vl6qqKj7zmc/sVhamaRqf+cxnuPvuu1mwYAFOp5P7779/j+tMpVJce+21zJgxA5fLRXl5OStWrNgtwPPSSy9x3nnnUV5ejsvlYunSpfzqV786kJdsv+3v+3gg97NYLJSVlY26PhAIYLFYcLlcuz3mb3/7G/feey//+7//i9Vq3a/1ANjtdoDd1hUMBrFYLDgcjgMevxBCCCGEEEKIyUWO5g4Tv9/PF7/4RZ544gn+/Oc/7/V+pmly/vnnc8cdd/DRj36UP/zhD1xzzTXcf//9vPOd7ySbzQ7f94orruCOO+7gYx/7GA8//DAXXnghF1xwAeFweNQye3p6OO6443jiiSe46aab+OMf/8jll1/ObbfdxhVXXHHYnvPBWLlyJb/5zW9YtWoV69atQ9f1MVv2BRdcwOzZs/n1r3/N3XffPXx9Pp/n3HPP5YwzzuB3v/sdn/nMZ7jnnnu4+OKLd1vG7373O+666y5uuukmnnjiCd7xjnfscV3XXHMNd911F1dddRWPP/44P/nJT/jQhz7E4ODg8H3+8pe/cNJJJxGJRLj77rt5+OGHOeaYY7j44ot3C7a1trbS2to6Jq/DWLHb7Xz605/m/vvv53e/+x2xWIy2tjauuOIKysrKdtu20uk0l19+OVdffTXLli07oHVdeumlBINB/v3f/51t27YRj8d59NFHueeee7jyyivxer1j+dSEEEIIIYQQQkwAKd87jD71qU/xne98h+uuu44XXngBTdN2u8+TTz7JE088wde//nU+//nPA3DmmWfS1NTExRdfzAMPPMAVV1zBpk2buP/++/nsZz/L17/+9eH71dTU8C//8i+jlrlq1SrC4TAbNmygubkZgDPOOAO32821117L5z//eRYuXHiYn/3+ufvuuzn//PO55ZZbuOWWW3C73Zx44ol84AMf4N/+7d+GM2YOxqWXXsott9yy2/W5XI7Pfe5zXHXVVYB6He12OzfeeCPPPvssJ5100vB9E4kE69evHy4V25tnn32Ws846i89+9rPD173nPe8ZdZ9Pf/rTLFq0iD//+c/YbOqjd/bZZzMwMMB//dd/8bGPfWw466d0+2Tz7W9/m7KyMi688MLh8srm5mb+/Oc/M3v27FH3/dKXvoSu63t8D/altbWV559/ng984APDWW4AV111FXfeeechPQchhBBCCCGEEJODZEodRg6Hg6985Su89NJLey3RKmVRvXX2vA996EN4vV6efvppQGXZALsFoC666KLdAhiPPvoop59+OvX19RQKheHLOeecA8Dq1asP+bntjWEYo9a5r8ynWbNmsW7dOlavXs0tt9zCu971Ll588UU+85nPsHLlSjKZzEGP5cILL9zrbW99HS+55BJg5HUueec737nPgBTAcccdxx//+Eeuv/56nnnmGdLp9Kjbt2zZwqZNm4bXu+trdO6559Ld3c3mzZtH3X/Lli37XO+uyykUCpimuc/HHIpbb72VO+64g1WrVvGXv/yFhx9+mHnz5nHmmWfyyiuvDN/vhRde4M477+See+7B7XYf8Hra2tp43/veR0VFBQ899BCrV6/m61//Ovfdd9+kbzAvhBBCCCGEEGL/SFDqMPvwhz/MsmXLuPHGG8nn87vdPjg4iM1m2212NE3TqK2tHS7/Kv1bW1s76n42m42KiopR1/X29vLII49gt9tHXRYtWgTAwMDAmD2/t/r4xz8+ap1nnHHGPh9jsVg45ZRTuOmmm/j9739PV1cXF198MWvWrOFHP/rRQY9lb72q9vSalV7XXcvt3m4Zb/Xd736X6667jt/97necfvrplJeXc/755/Pmm28C6j0BuPbaa3d7Xz796U8DB/e+vHVZpZ5Xh8Prr7/OTTfdxC233MKXvvQlTjvtNM477zz+8Ic/EAwGueaaa4bv+/GPf5wLLriAFStWEIlEiEQiwwHGWCxGPB5/23Vdf/31xGIxnnjiCS688EJOOeUUPv/5z3PnnXfyox/96LAGVoUQQgghhBBCjI/JWSM0jWiaxu23386ZZ57Jvffeu9vtFRUVFAoF+vv7RwWmTNOkp6eHY489dvh+oPpFNTQ0DN+vUCjsFkiprKzk6KOP5tZbb93jmOrr6w/5ee3NqlWr+MxnPjP8t9/vP+BleL1ebrjhBn75y1/y2muvAQw30d61xxbsHkTa1Z7KJWHkNds1MNXT0wOwW7Bqb8vY05hLJYi9vb3DWVPve9/72LRpE5WVlQDccMMNXHDBBXtcxrx58/ZrXbt68cUXR/09Y8aMA17G/lq3bh2maQ5vkyV2u50lS5aMChRt2LCBDRs28Otf/3q35cyaNYslS5awdu3ava5r7dq1LFy4cLfeUaV1v/baa5x66qmH8GyEEEIIIYQQQkw0CUqNg3e9612ceeaZfPnLX6apqWnUbWeccQZf//rX+elPfzqqH9FvfvMbksnkcKbRaaedBsDPfvYzli9fPny/X/3qV7vNqPfe976Xxx57jFmzZu1X6dlYOtAG3d3d3XvMRnr99deBkQBaTU0NLpeLV199ddT9Hn744YMa589+9rPhnlIADz74IDDyOh+KmpoaLrvsMtatW8edd95JKpVi3rx5zJkzh3Xr1vHVr371kNdRsmLFijFb1r6U3ot//OMfowJC2WyWl19+mcbGxuHr3loGCXDfffcNN0nfNbC6t3W99tprJBIJfD7f8PXPP/88wKh1CSGEEEIIIYSYmiQoNU5uv/12li9fTl9f33AZHagm22effTbXXXcdsViMk046iVdffZWbb76ZpUuX8tGPfhSABQsW8JGPfIQ777wTu93Ou971Ll577TXuuOMOAoHAqHV9+ctf5qmnnuLEE0/kqquuYt68eWQyGdra2njssce4++673/agvr+/fzjrZf369QD88Y9/pKqqiqqqqjHNUFm0aBFnnHEG55xzDrNmzSKTyfDPf/6Tb37zm9TU1HD55ZcDKmPpIx/5CD/60Y+GM21eeOGF4WDSgXA4HHzzm98kkUhw7LHH8txzz/GVr3yFc845h5NPPvmgnsfxxx/Pe9/7Xo4++mhCoRCvv/46P/nJT1i5ciUejweAe+65h3POOYezzz6byy67jIaGBoaGhnj99dd5+eWXR2UVlZqG709fqb156aWXaGtrA1TJnGmaPPTQQ4DKOGppaRm+b+n6bdu2DT+2FAz64Ac/CMDJJ5/Msccey6pVq0ilUpxyyilEo1G+973vsX37dn7yk58ML29Pwb1nnnkGgJNOOmk4cwzU9vrlL3+Zp59+enjbuvrqqzn//PM588wz+exnP0tlZSX/+Mc/uO2221i4cOFwfzQY3+1VCCGEEEIIIcQYMsWY+vGPf2wC5osvvrjbbZdccokJmIsWLRp1fTqdNq+77jqzpaXFtNvtZl1dnfnv//7vZjgcHnW/bDZrfu5znzOrq6tNl8tlnnDCCebzzz9vtrS0mJdeeumo+/b395tXXXWVOWPGDNNut5vl5eXm8uXLzRtvvNFMJBJv+xz+8pe/mMAeL6eeeurBvCx7dc8995gXXHCBOXPmTNPj8ZgOh8OcNWuW+alPfcrs6OgYdd9oNGp+4hOfMGtqakyv12u+733vM9va2kzAvPnmm4fvd/PNN5uA2d/fv9v6Lr30UtPr9Zqvvvqqedppp5lut9ssLy83//3f/3231wUwr7zyyj2O+63rvP76680VK1aYoVDIdDqd5syZM83Pfvaz5sDAwKjHrVu3zrzooovM6upq0263m7W1teY73/lO8+677x51v5aWFrOlpWU/XsG9u/TSS/f6Pv74xz/e7fns7bKrSCRi3njjjeaCBQtMj8djVldXm6eddpr52GOP7XM8e3tfStf/5S9/GXX9n//8Z/Oss84ya2trTbfbbc6dO9f83Oc+t9trOp7bqxBCCCGEEEKIsaOZ5mGerkuISeSyyy7joYceIpFITPRQhBBCCCGEEEKII5rMvieEEEIIIYQQQgghxp0EpYQQQgghhBBCCCHEuJPyPSGEEEIIIYQQQggx7iRTSgghhBBCCCGEEEKMOwlKCSGEEEIIIYQQQohxJ0EpIYQQQgghhBBCCDHuJCg1RgzDYOfOnRiGMdFDEUIIIYQQQgghhJj0JCg1Rrq6umhqaqKrq2uihyKEEEIIIYQQQggx6UlQSgghhBBCCCGEEEKMOwlKCSGEEEIIIYQQQohxJ0EpIYQQQgghhBBCCDHuJCglhBBCCCGEEEIIIcadBKWEEEe83/3ud4TD4YkexiEzDJOhZI4tfXHWdkR4rTNKdzSNaZoTPTQhhBBCCCGE2I1togcghBAT7fnnn6e6upqVK1eiadq4r183TF7vjtEfz5LKFwi5HXicNmwWjcFElr54lkg6j9dhxWLRSGULOGxWytx2qv1OHDYL6ZzOxu4Ym3vi9ETTpPI6AZed1govC+sDLG8JMaPSOyHPTwghhBBCjA9d18nn8xM9jIOi6zqFQmGih3FYud1uHA7HmCzrrrvu4q677qKtrQ2ARYsWcdNNN3HOOecAYJomt9xyC/feey/hcJjjjz+e73//+yxatGhM1j9WJCglhDjiFQoF2traOP7447FareO67t5Yhr+/OcBzWweIpPJYLRpOmwWXw0oyW6A/niWeKaAbJk6bhXRep2CYOKwWfE4bXqcV3YDuaJrOSJq8rrKiHFaNnG5itfQzr8bPq51RjmsNMb82QJXfictuxWmzSJBKCCGEEGIaME2Tnp4eIpHIRA/loOi6jmEYEz2Mw840TdxuN7Nnz8ZiObTCtcbGRr72ta8xe/ZsAO6//37e//7388orr7Bo0SK+/vWv861vfYv77ruPuXPn8pWvfIUzzzyTzZs34/f7x+LpjAnNlLqOMbFz506ampro6OigsbFxoocjhDgA//mf/0ldXR2f+9znsNvth3VdmbxOTzTDYDJLXyzLi21DPLGhh85IZo/3t1k1qv1OFZDK6bgdVpw2K5m8zkAiSyKrA1BX5mJxfYAZlV7KPHZ0wySRLbC5O84LbWF0w2BerZ+mcg81ARc+pw2X3UqV38mSxiCzqrzYrFLRLYQQQggxFXV3dxOJRKiursbj8UypE4+5XA7DMLDZbIccqJnMTNMkmUzS29uL0+lk7ty5Y76O8vJyvvGNb/Dxj3+c+vp6rr76aq677joAstksNTU13H777Xzyk58c83UfLMmUEkIc8XRdp7u7+7CenUnndF7rivJS2xCDiRzJXIEtvQnW7YzgsFm5+NgmZlR4QYNEpkA8k8fjsFITcJHTTTJ5HYumYZom2YKBpoHVomG3atisFnJ5g3AqR043SWZ13HYrXqeNebUB6kNu3uxNsKErxvrO2PCY7BZoCHlYXB9gWUuIpc0hFtWX4bBN350BIYQQQojpRtf14YBURUXFRA/ngJimiWma2O12bLbpH57wer2ACiLmcrkxK+XTdZ1f//rXJJNJVq5cyfbt2+np6eGss84avo/T6eTUU0/lueeek6CUEEJMNoczZTiRLfDoui6e3TpA+2CK9qEU4VQeTYNjW8s5Y14V0UyBnlgaDQ000DSNVE5nx2AKbzGryTANNDTKvSqbK503yOR1zJyBw2ZhRWs5LRUeqvxOgm4HhmnSG8uwvjNK0ONgcUMZhmGSNwxyBYN4psDL7WEeXd/DP9vCLG0q453za3jngmqq/a7D8loIIYQQQoixVeoh5fF4JngkB65UuDWdM6TeyutVfV7T6fQeg1LZbJZsNjvqOqfTidPp3O2+69evZ+XKlWQyGXw+H7/97W9ZuHAhzz33HAA1NTWj7l9TU8OOHTvG8NkcOglKCSEE4HA4SKVSuN3uMV1uJq/zf2s6+PFzbWwfSOF32lhQH6C1wkNLhRe71UJnOEVd0M1JsyvxOm3kdYN8wcAwodLvoMrnpMxtRzdNNLThTCbdMElkCpiYOG1W3I7d+2G1VHhpqfBydEOQNTvC7BhKksrqFOwmAZed2oCTcDrPuo4IT27sY/tAkqFkjg8sa6CubGxfCyGEEEIIcfhMpZK9I9m+3qfbbruNW265ZdR1N998M6tWrdrtvvPmzWPt2rVEIhF+85vfcOmll7J69eq9rss0zUm3nUhQSgghgIaGBrZt2zbmKc9PbezlO09vIZ7Jc/4xDSxvCaIbEEvnGUrmsGiwrCXEqXOrCHrePn33rV/YVotGmWf/emA1V3horvCQzBaIpPNk8zp53WQgkWFte5QKr4Nt/Un+vmWAn7/QjmGYvPuoOmZX+w7ymQshhBBCCDE1tba2cvXVV3P11VeP+7pvuOEGrrnmmlHX7SlLCtSJ9VKj8xUrVvDiiy/yne98Z7iPVE9PD3V1dcP37+vr2y17aqJJUEoIIVCzV+zYsYPly5ePWfrwxq4oX3l0I8lcgX87ZRZ+l41t/UksFo2g286i+gBHNZQxq8qHxTI+Zyy8Thte58hX/zz8HNMUYktfgpd2DGG3avxlUz8/f7GDcDrHmQtrOa61fNzGJ4QQQgghjix9fX3ceuutPP744/T29hIKhViyZAmrVq1i5cqVEzKmF198cbj/0/4qFAr09fVRWVl5SL2i9laqtz9M0ySbzTJjxgxqa2t56qmnWLp0KaAayq9evZrbb7/9oMd2OEhQSgghUEGpF154AcMwDjkolc7pPLd1gP/+yxb64ln+7ZQZ5HSDoVSOY5qDLKovozHkxmXfvdxuInidNpY0BZld7aMp5MFmtbD6jX4eWtNJLF0gm9c5aXalzM4nhBBCCCHG3CWXXIKu69x///3MnDmT3t5enn76aYaGhg5qeaZpouv6QTVOLzUfr6qqOuDHtre3o+s6qVRqOHvpcPqv//ovzjnnHJqamojH4/ziF7/gmWee4fHHH0fTNK6++mq++tWvMmfOHObMmcNXv/pVPB4Pl1xyyWEf24GQIwwhhABqa2vp6+s75GbniWyBX73Yzjee2Mwr7RHOWlhDTjcJuu18aHkT5y2pZ3a1b9IEpHblddo4Y0ENH1zWyHuPqsOiwWOvdfO7tV08tr6bRLYw0UMUQgghhBDTSCQS4bnnnuO2227j9NNPp6WlheOOO44bbriB97znPbS1taFpGmvXrh31GE3TeOaZZwB45pln0DSNJ554ghUrVuB0Ovnb3/7GqlWrOOaYY7jnnntoamrC4/HwoQ99iEgkMrysyy67jPPPP5/bbruN+vp65s6dC6jyvTvvvHP4fqtWraK5uRmn00l9fT1XXXXV8G25XI6rrrqKE088kWOOOYYPfvCDPPzww4fzZQOgt7eXj370o8ybN48zzjiDf/7znzz++OOceeaZAHzhC1/g6quv5tOf/jQrVqygs7OTJ598Er/ff9jHdiAkU0oIccTTNA2n00k2mx2eAeRgxDN5/uev2/ifv21DN0zOXlRLU8hFVcDFeUvqp0TjcKtF4/T51VitFhx2C4+v7+Hx17pJ5gr0J7KcPLuKOdXjV24ohBBCCCGmL5/Ph8/n4+GHH+bEE0886LI1UEGYO+64g5kzZxIMBlm9ejVbtmzhV7/6FY888gixWIzLL7+cK6+8kp/97GfDj3v66acJBAI89dRTezwWeOihh/j2t7/NL37xCxYtWkRPTw/r1q0bvv1f//VfaWtr49e//jX19fX89re/5eKLL2b9+vXMmTPnoJ/Pvvzwhz9829s1TWPVqlV7bJA+mUhQSghxxDNNE7vdTj6fP+igVCJb4NtPvckDz22nMuDk0hNaSWR1LBY4e2HtlAhIldisFk6fV0WZ24bDauFPr/fx1IZehpJZOsNp5tb4OaqxjNYK76j+VEIIIYQQQhwIm83Gvffey5VXXsk999zDsmXLOPXUU/nwhz/M0UcffUDL+vKXvzycJVSSyWS4//77aWxsBOB73/se73nPe/jmN79JbW0tAF6vl//93//dax+o9vZ2amtrede73oXdbqe5uZnjjjsOgK1bt/Lzn/+cnTt3Ul9fD8C1117L448/zo9//GO++tWvHtBzOBJJ+Z4QQhQd7PSombzOLb/fwI+e3c6MKh//cnwLPbEMdpvGmQtraK08sCaJk4GmaSxvKed9S+p596JalreEWLMjwsNrO3lsfTe/eKGDH/59O3/e1MdAIjvRwxVCCCGEEFPU+eefz86dO/n973/P2WefzTPPPMOyZcu47777Dmg5K1as2O265ubm4YAUwMqVKzEMg82bNw9fd9RRR71tY/IPfehDpNNpZs6cyRVXXMFvf/tbCgXV1uLll1/GNE3mzp07nPXl8/lYvXo1W7duPaDxH6nkFLcQQqCCMKZpHnCmVCpX4OaHN/DrNTtZ3hLixJnlRFI5jp9ZwcqZFYS8Bz/zxmSwvKUci6bhsltpKffwWleUv745gH3rADOrfGzuibOuI8JxM0Isay7H7Zh8vbKEEEIIIY5UX/7yl+nt7R239dXU1HDTTTcd8ONcLhdnnnkmZ555JjfddBOf+MQnuPnmm/nb3/4GMGofPZ/P73EZ+zNbXukk9K4no/f1uKamJjZv3sxTTz3Fn/70Jz796U/zjW98g9WrV5NMJrFarbz44ovY7XZA9ZjavHkzy5Yt2+d4hASlhBBi2IFkShmGSftQkq8+toknN/ayoiXEkqYgaBrnHlXP0qbgtOm7tLQ5hM9p4+lNfXhdNt4xp4odg0nW7IiwubebmVVeOoZSbO1LcsbCGhqCU6dUUQghhBBiOjuYANFksHDhQn73u98Nz4LX3d3N0qVLAUY1Pd+X9vZ2urq6hkvrnn/+eSwWy3BD8/3ldrs577zzOO+887jyyiuZP38+69evZ968eei6zsDAAO94xzsACIfDZLNZWlpaDmgdRyoJSgkhxC72lSmVyets6Uvw2GvdPLqui/ahNCfNrmB2lY/aMhdnL6ylucIzTqMdP3Nq/FQHXDy/dYANXTHqg25mVnrpjWf5y+Y+Hl7bSXc0TV8iy9KmIEubQ5RP8SwxIYQQQghxeA0ODvKhD32Ij3/84xxzzDH4/X5eeuklvv71r/P+978ft9vNCSecwNe+9jVaW1sZGBjgi1/84n4v3+Vycemll3LHHXcQi8W46qqruOiii4b7Se2P++67D13XOf744/F4PPzkJz/B7XbT0tJCPB7n/e9/Px/72Mf45je/ydKlS9m4cSN/+ctf6O7u5txzzz2Yl+WIIkEpIYTYxZ6CUoZh0p/IsrUvwc9fbOcfWwfpT+QIuG1ctKIRl93K7Gof7zm6floHYsrcdt69uI4VreVs7UuwuSeOAbz/mAY2dEZ5ftsQXZEMOwaTrO+McvyMco5pCklJnxBCCCGE2COfz8exxx7Ld77zHbZu3Uo+n6epqYlPfOITXPP560jnCvzg7nv51CevYMWKFcyZO5dbv/o13veec8jmddK5Atm8DkA6V8CZKwwvO68bzJw1i/ee937OOfdcwkNDnP3uc/jmnd8lXbyfbhjohjn8t9Nm3a3aIRgM8rWvfY1rrrkGXdc56qijeOSRR6ioqKC3t5f//u//5n/+53/43Oc+R2dnJ8FgkGXLlnHppZeO06s4tWnmocx/Lobt3LmTpqYmOjo6RjVSE0JMfp/5zGe4+eab+cpXvsKtt96Kz+cDVDBqSzEQ9fKOMJt742TyBjMqPRzXWk65z0kmr7OkMcg7F1QTcNkn+JmML8MwaRtMsmZHmE3dcbqiaf65bZChVJ75tX4W1QeYV+vnhJkVLKwLYLPK3BpCCCGEEGMtk8mwfft2ZsyYgcvlmujhHBDDMMhmszidTiyWkX3FdK7Am32JQ1r2Xd/6Gn954g/86om/7fdj5lT7cDv2L3fHNE1eeeUV5syZg9/vH75+3bp1NDQ0UFlZucfHpVIptmzZQktLC2VlZfs9tulKMqWEEEe0XePyuzY6bx9M8v1ntvL4a91E0wW8TitHNZRxVEMZGoAG5V4Hy5pDLGksOyIDLhaLxswqHy0VXl7vjvHM5j4q/U76Yhme3TLIGz1xFtWXsWMwxZKmIGcuqJnyjd+FEEIIIcTh57RZmVPtO6RllHsdOGyWA1qO07b/Gf6ZTAbDMIYbnAMkEgny+Txut/RY3V8SlBJCHNF0XcdqVT8+mqaRyuT4n+c38+Nn24hnC8yp8XLeknrcDhvZvI7HYWN2tY8FdQFmVHpx2I68YNRbWS0aixvKqAm4+PubA2zqjVHtd9IRTvH81iG29MfpCKfI5HTOO6aeoEcCU0IIIYQQYu8sFm2/M5b2xm61YNEOfTl7k0qlAOjr66O6uppsNkt7ezuw7z61YoQEpYQQR7RCoYDNpr4KMwZ8/Mf/YMMQzKjw8L4ldditFvxuO40hNy3lXmZVeakOTK206PFS5Xdy/tJ62oeC/HP7EA6blcagh5fbw/z1jQHyBfXj/J6j66jwOSd4tEIIIYQQYjpbtWoVq1atOmzLT6fTBAIBstksGzZswO1209jYSFtbG319fcMtQcTbk6CUEAcpkS3QE00DGjaLhtWiYbNq6IZJKqeTzBaIpPK0DSZw2qxU+ZxU+J0E3XZ8Tht5wySb18nrJiGvnQqvE+tbmuqJw69QKGCxWLh79TZe7kiiu6OcuWgu9UEXNQEXS5rKmFcboFKCKPtF0zRaKrw0hjy80Rvnxe1DWIufj+e3DaJpkDcM3r24joagpDULIYQQQoipKZVK4fF4duspHQqFJmhEU5MEpYTYg0xeZyCRJZLKM5jIEssUCHkceJxWLJrGzqEUf9ncR080g6aBzWrBbtWwaBrJbIFoKk88W6A/niWZ0/E7rQTcdgJuO0G3A6fNQjJXIJXVsVk1Wio81ARcVPqcw2mmHocFl92Gx2nF77RhsWgUdBObVcNtt1LmtlNX5joiexkdDMMwyRR0MnmDTF4FDduHUvx1fRt/2xomae2gwu3kmNkh5jYHOX5mOQvrymTmuINktWgsqAswq8rH+s4I5V4HBd3kua0qMBVLF3jHnEoWN5ThsstrLIQQQgghppZ0Ok1FRcVED2PKk6CUOKIYhkl3LEN3JE1vPINV0wi47YQ8qgleIlNg+0CSN3rjbB9I0hvLMJjMYrVYcNuteBxWYuk8O8Mpkjljr+spc9ko9zlY2hwk6HEQSeUYSOToi2d5vTsOgMtuweuwkszprNsZ3eNyrBq4HFbcdit53QAT7DYLPpeN+oCLE2dXcvzMCuZU+6RPzx6Ek1me3TLI397sZ0t/kkgqRzxTIJ4pkC5OHatl4tRYLLxjTiXhuJ+ja91ceEILZe4jaya9w8Vhs7C8pZwKrxPTBE2DZ7cMEkvnGUxmWbczwtGNQRpDbmoDLjRNsgWFEEIIIQ6G9DEaP/l8nnw+j8fjOeDHyvs0mgSlxBEhrxts7omzZkeYjd1RtvcnyesGFouFgMuGz6k+Cp2RNJ3hNL3xLABOm4X6oAvTMOmJZohm8pS57BzVGOSohgB+lx3dMDEMMDAxDBOnzUJeh0xBRzdMrBaNar+LOdUGoGGxaDisGiYaed2goBtkC+rfnK5mfzNM9WVVMEyS2QLpfEHNBKFBNqczlMrz/LYh/rFtiMZyD8c0lXH6vGpmVfso9zqo9DknXfaJYZhkCyOBPIvlwGa3eLvlxrMFEtkC0VSObf1JXu+OsXZnhA2dMSLpPBoQ9Njxu+xU+ZzMqPTid9pwO6yYKRc9KR9HN4Xo6S3nqDovAZd8NY611kov711Sh2GaVPicPLd1kB2DSY5uDLKpO06lz0FLhZejG4PMrvZJA3khhBBCiP1Umv0tlUrJrG/jxG63s2LFioN6bCqVwjTN4b62Rzp5FQQA2weSvNkbJ1swWDmrYlr1z+mPZ/nja9384dVu3uyNM5TKY9U0fC4r2bxBZpdAic0Cc2v8nDi7kpZyNy67lURWJ1cwsNtUiZ5pQjyTp/Qwm9WCaQETFfG2ahbKvTaq/E7KvQ6q/Oq1TGQLhJM5BpM5ouk8boeVMpcdt93KznCaoVROZUMVmSYYpolumuSKK7NqGiagGybpvE5nOM0bvTF+v66bJzf2Ul/mojboZkaFlxWtIeZU+6n0OfE6rThtVqwWbTgyb9FUgEytyySWLtAXzzCYyNEbz5DJq6CaaYLDpuGyq2WUue0EPQ5qAs69ZmeZpkkiW2AgnmV9Z5S/vTlAVzRNNj/y/LwOG43lbhbXlzGnxke130WV3/m25XKlAF4iW6AznOaFtkFeaguzfSBJXyxLIlugdN7B47DSXO7mxNkVlHsc2KwWnDYLdqsFm1XDbrHgc1lxZuGVHQHOW1LPw1v95HK5/d+4xAGZXe3nvUvq0TSN2oCLzT0xnt0yiAk0h9zMrvGzqSdGc7mXlbMqmFfjH95GhRBCCCHEnlmtVoLBIH19fQB4PJ4pk31uGAa5XA7TNLFYpvdJSdM0SaVS9Pf3o2na8AzgRzoJSgkANnXHeOaNfhw2C72xDMfNKKdgmMyq8k36MibTNOmOZuiJZUhkCtgsGk67FafNQiyd57ev7OSx9T0kczpHNZRx7lFlzKjyUtBNDEyyeYNc3sDUoMxtJ54pkMjkiWYKFEwo89ip8DqIZfIkszoaML+1nNZKL60VXuxWDaMYQAKwWbSD6vOULfY7Kv1+GIbKlCroJslcAQ01ralhqoDUUDLHhs4Y82p8DCRydEZSdEcz/GPLIM9tGeQ3L++kIegm6LFT5nbgc1qxahbABA00NJx2C36Xnd5ohh1DKbojaYaSOfLG3lNK3XYLlcVso9oyF0G3HcME3VSZYnndpCuSpn0oRU8sQyqnyuQ8dgt2mxVMFcBL5QoU3lTLdNk06kMeagMuKrwO3A4rNouGpmkYpsoWG0rmiKYKxLJ5ouk8kVS++HpDTcDFnBq1rXqdNjwOGx6HFZfdQm3AxdwaP1V+J16nDbfdWgywWbBYNLZtM9nhc+O0WXA6nWQyGUzTnDI/5FPN3Bo/9qUW/rSxF7fDyilzq+mJZXipbYg/b+rD57SyuL6M9qEUrRUeWiq8OG2W4fcjksoRyxRw2S2UFUtv59X6J11moBBCCCHEeKqtrQUYDkxNFaZpDs+GfaTsf/v9fuLx+EQPY9KQoJQAwAT8ThstFV52DCb5v5c7MUyThqCb0+dXM7fGP9FD3KP+eJa/vznApp4Y3dE0Od3EadNw2qxkCwZb+xO81hljVpWX9x5dh91qZSiZZWc4jddpQ0Nl32TyBiYqEFTtd3LCzHLqylxUeJ2Uue2jMooMk8MyS57TZj3gcrZjW8tpG1Dlatv6k0QzefK6QTSVpyuapiuSpieaIVkMDL2doNtOfdDNvFo/AbcdDaD4NM1iOWFeN4mk8/RE0vz9zQH21lXLbtWoK3NxVEMZ1QEnAbcd+y5nPjTU8uJZnUgqRySVpyuaYs2O8KgSv115HVZ8Ths+l42Wcg/Lm9Vy/S5Vhue2WXE5rIQ8dmoC6r2r9Duo8bveNtum9CMIKg03m83u87USh2ZGpZcPrWjkH9sGea0zhtdh5cyFteiGwas7o/yzbYhNPXFaKzy4dsmcy+Z1IqkCYGK3WnA7LDSVe1jaHGJ5Szlzqn14nYf2s1bK8tM0bbisVwghhBBistM0jbq6Oqqrq8nn8xM9nP2WzWbZuXMnDQ0NOJ3Tp1pnb+x2O/l8nkQiMdFDmTRkj1uMYrVozKzyAapEbGc4xe/XdfG+o+uZVzt5AlPpnM7m3jiPre/ir28MsKUvzp5iGVZN44z51SxrDtIXzxL0aCxvCTGr2kdtQAUrMjmdWKaAaZq47Fbqg+69Bp00TcM6iQL4dquFOTV+5tT4iWXy9MUyDCVVI/b2oRTRdB5QPa8KhlkMBqn+V5gMZ3h5HKpflc1iwee04bBacNgtWC0aFoplhKrPOtm8Tqo4e10mr2OYJhaVeoWGhqaZuGxW0DRVoui2M7PSO1yaZymeAdGNkRK/rkiacCpPMlegYJTGZg43xrZZLcX4mInNasFls+ItBqcaQ26q/S78LpUddaBnWPL5/HBQyul0DqcPi8Mr6HHw7sV1LGsO0RFOs6Uvzo7BFIvqA8yv9bO+M0rbYHEbVpsXTruV2oATm8VCKq/TGUmzbmeM17vjvLwjzJxqP26nFU9x1kqH1YLNouGwqW3ZbbfSWO6hzG3HME2GEjnCqRypnI7VohFP51m3M8KOwRS1ZS4W1Zcxv87PzErpcSWEEEKIqcFqtU65sjCLRVUsuFyuiR7KuJhKQcPxIEEpsVdWi0ZLhZf2oRSPvtrFph4VyFnUUDZhGQQDiSybe2KsbY/yQtsgz20dxGbROGVuNbOrfHhdVtI5nXRex2ax0Bhy0xvLEssWOHl2Jctbyyn3ju6DFHDZqQ5MyNMZUwGXnYBLlVoeN6OcZLbAznCaaDpPIpMnldPRTROrpmG1aBio0sB0Tsdhs9AQdFPld1Lpd+Jz2PaaXZQrGERSOXpiGaLpPMliVonVomEr9qmyWy0EPXYqfI7hfk5vxzRNhpI5hpI5EtkCed3EMFUQzWLRsGgqk8xlt+C0WfG7bPhd9jHJWCsUCsM/3C6Xi1QqdcjLFPuvOuCiOuAaDhxv7omzbmcEq0XjtHnV+Jw2NG2kx1o6p5MtqDJXi6axpS/OP7YN8of1SRzW3uHSXatFU/eh+K9Fo9LrpLXSi99lI1qcRXMgniNvqIj2YCI3KlOv2u9kQZ2fZc0hFjeU0RByU+VT2ZMHU6IbSeXoj2eJpPMkM3n64ln6E1lSWZ2ZVV5aK31UeB3DTfkPR0amEEIIIcRkdCSdFD6Snuv+kKCU2Kfmcg998QyvdcZYsyPMy+1hZlX5qPI7WdIYHLNGxEPJHJGUCkokMgUMU83Q5rJbyeR02sMpdg6meb0nxqaeGJ2RDEc1lHH+MfWk8ypQEk7m0DQNDQ3dMNgxmKLa7+SMBTWTKtNrPHidtsPynB02y3AgYaxomkaFz0nFBDTYz+fzWK0qw8rlchGJROSHYgJomkZNwEVNwMWSxiAv7VAlfOGUajyvoaFZwGO3UlvmQjdMkjmdOcV+YclcgWRGJ1MwyOR1crqBYahyW8MwyeoGr3VFeaUjMrxOh1WjIeQm5HSgmybza/zUBFx4nDa6wmk29cZY/cYAf3tjgKqAk4agm6ZyD80hD3Nr/dSWuTAMk0RGzf7ocVgJFCcCCLhV/7KCYdI+mOLxDd281BamK5ImnimQzuvs2rrNbtGoCjip9jlpCHmYUelhcUMZTeUe6svchLx7nlRACCGEEGIqOxJnDiydBC899yOdBKXEfqn2u8CvSq764hn+sW0ITTPJ5HVWzqo8pGWbpskrHRFWb+4nnilgmCpTQfU0UrPdpXIFOobSvNEbZzCZozHk5pLjmmmp8NA+lCLocXBUYxm1ARdWi0ZeNykYBiGPg6aQhzKPfODFnu2aKVVqdC4mVpnHzhkLajh1bhWRtEpvtmgaVk3D67SOylLqj2dZs2OI17vjRNP5YlZVKdozOmB+8uzK4RkufU4bdqtGKmcMT1KAaeJ0WPE5bJS5bdQFXSxvyRMulsSu3xnh5fYIACGPHZtFI1XMzARw26343XaCbjvlXgdOm4XBZI43e+KkCwY+p5Xmco8qM3SMNNwvmCa90TT98Rxv9sVZuzMKqMkBasrczKz0sqSpjCWNQSp8TgIuOy6HBafVutvrIYQQQggxlUzlmQMPVGn2vb6+PoLB4JQps9y6dSs//vGP2bp1K9/5zneorq7m8ccfp6mpiUWLFh3y8iUoJQ6I1aJRV6Yi2APxLKvfUNNZLqoP4HcdeODHNE3+sW2QR1/tpjeWIZkt0BPNEEnnyesmdqtGQTeJZwtYNZhX6+fCZY00lLvoi+Xoi2c5YWYFx84op3ICsmzE1FcoFIbPUkhPqcnFZrXs83Nd5Xfy7sV1nDCzgo6hNJmCTl430A3Vk8yE4dkUw8kcbYNJcgUDi6ZR5rGzuMFNyOPAMMHtsKoSVp8Dw4Cd4RQbumJsG0jQXO7hhJkV5HWDSCpPdzQDGviddjwOK4ZpksrpDCYy9CdUGaKJatB/dFOQWVVeXHYrhqlm6HTarNhtGnaL6t82s8JLPFMgp+skdpkAoDOS5ulNfTy9qQ+33ULI68DjsOF1qDLWuTV+TpxVQXOFl/qgW5qzCyGEEGLKmaozBx6sYDA4/JwPxW233cb//d//sWnTJtxuNyeeeCK333478+bNG76PaZrccsst3HvvvYTDYY4//ni+//3v73cwafXq1ZxzzjmcdNJJ/PWvf+XWW2+lurqaV199lf/93//loYceOuTnIXuvAlC9WjrCKaxWjZZyL+1DSfpiWeqDbuqCLjR2j1ZX+p30xkwef62bdR0Rzj2qjqZyz36vM5ktsK4jwkMv7+Tx17pJ5QwqfQ7qytw0lXtVQMowsWhQV+ZmZpUXu9VCTzTD9v4UNQEn71pQPaYlhOLIs+vsew6HQ2bfm6KCHgdBz75L3FK5AumcjqZpBHeZWXNPSpMIRFI5OiNpuqMZOooTCNSH3Oi6gYnqp+awWdANk7zuGw5q2qwWDEN9vwY9quF/c4WXco8Dr9OKx2HDabOoCRfyuuo3lcoTTefpi2fYGU4RTRdIZQsMFYNUkWJj9qFklmg6z9+3DPLzF9ppDHqYW+tjeUs5c2t8BD2O4dkqAy67NGoXQgghxKQ1VWcOPBh2u33MMqRWr17NlVdeybHHHkuhUODGG2/krLPOYuPGjXi9XgC+/vWv861vfYv77ruPuXPn8pWvfIUzzzyTzZs34/fvu9XL9ddfz1e+8hWuueaaUfc//fTT+c53vjMmz0OCUoI1O8KsengDA0nVu6U24KQnNnJgPqPCw/LWcjqGUriLPVPCyRwLagO0Vnqp9DlpG0zy6KtdnL2olpYK76gGvbmCQUc4RWc4xUAiRzSdJ1swyOR0tg4keGpjL0GPg/88o3U428owTfK6QbH/MKmcyqDSDZP6kJtjW8uZV6NKYIQ4FKXyPU3TcLvdkik1zXkcNjyOA/vpKwW8FtWXAWr2T9WwPIfdasHjsOJ2WCnoJslsgWg6TyydH57VrzHkobXS87bZpC67laZyD03lI9elczrd0TRdkTQ7BlP0x7OkcvpwCaJhmvTFs/TFM+wYTPGH9T38YX0Pdos2qoxwfp2fd86rZna1n8aQW4L4QgghhJiUpuLMgRPp8ccfH/X3j3/8Y6qrq1mzZg2nnHIKpmly5513cuONN3LBBRcAcP/991NTU8ODDz7IJz/5yX2uY/369Tz44IO7XV9VVcXg4OCYPA8JSgmaQm5mVvlYOduJ12FjzY4wJ82uZHFDGdsHkvxhfTcPrdlJpc9BNm8MN/R9bssg/3JCM/NrA8yo9NI2kOQXL3ZQG3BRH3QNzwS3oTtGTzRDwTBw2azYrRY0DfpiWZ7a0EuFz8llJ7aQLZjsGEySLagsBrvVgrV47OR2WFlQF2B+nZ9ZVT5cdvmyEmMjn88PZ0o5nU7JlBL75HZYaa7w0Mz+Z4Ye7HpmVvmYWeXj5DkquzScypHM6mTyKjjVG8vQNpAinMoRSeeIZwqkcjqxdJ5wKseGrigv7Qjz+7VdzK/zc+rcalbOqqAp5KHc65AZ/oQQQgghJplsNrvbMYnT6cTpfPu2FtGo6ktaXq7Ocm7fvp2enh7OOuusUcs59dRTee655/YrKBUMBunu7mbGjBmjrn/llVdoaGjYr+ezLxKUElQHXFx2Uisv7wgzs8rH0Y3B4dvm1waYXe0jndNHspgMAwP4xQvtPPD8Dqp8DlbOruSEGRWkczqDSVXqoma+MvE6bdisGu2DaboiGQZTOYYSWXK6SXO5m0tXttIdy+C2W5ld7aMx5KHKr/qm2KwamBBw2yUQJQ6L0ux7MBKUkkwpMRl5nTa8e+gZlcnr9EQzdEXTbO9PMpjMkcnrZAsGBcOgO5Jhx1CKNTvCvLA9TF2Zk4agmuFvSVOQmVU+Ai6VVVXhc+C0yXetEEIIIcREue2227jllltGXXfzzTezatWqvT7GNE2uueYaTj75ZBYvXgxAT08PADU1NaPuW1NTw44dO/ZrLJdccgnXXXcdv/71r9E0DcMwePbZZ7n22mv52Mc+dgDPau8kKCX2yWax4HeN9COxWCxYgEuOa2Zjd5zXuqL8fm0X/bEs75hbSUNQNUI3TZPNvXEeXttFZySNy2ahPuSmudzDMY1BmsrdNIbctA+mqPA5ee/R9TRXHN7MAyHeateeUk6nc9rXsYvpx2W30lrppbXSy4mzKskWdOKZAolMgUS2QF88y6buGJ3FMsCd4RSvFTOofr2mE5fdQrnXQZXPSUuFh+NmVDC/1k+514HXaUM3zGJmliqrNk3wu2xUB5wHXAophBBCCCHe3g033MA111wz6rp9ZUl95jOf4dVXX+Xvf//7bre9dTbD0iRA++PWW2/lsssuo6GhAdM0WbhwIbquc8kll/DFL35xv5axL7I3KQ6axWJhcUMZixvKaK0Y4JFXu3l+2yBWDYzirFcArRUePnpCC/NqfFgsI8Et3VDlehU+J+cdU09jSAJSYvzl83kcDgeapuFwOKSnlJjynDYrTp911MyFJ86qYPtAko3dMbb3J4ln8yQyBWLpPNFMgaFklu0DCdbtjPL7dd2UuW2Uue247VYyxR6AmYJOrmDgsFop99lZ1hzi/Uvqaa30UeV3So8/IYQQQogxsD+lerv6j//4D37/+9/z17/+lcbGxuHrSzP89fT0UFdXN3x9X1/fbtlTe2O32/nZz37G//f//X+8/PLLGIbB0qVLmTNnzn6Pb1+mZVDqr3/9K9/4xjdYs2YN3d3d/Pa3v+X8889/28esXr2aa665hg0bNlBfX88XvvAFPvWpT43PgKegaDpPKleg2u/CatE4YWYlRzWU0TaYIpbOY7FoWDWNcq+DGVVeNDTyukE4kSWRLQz3jar2qwwpCUiJiaLr+nCmFCABKTEtueyqL9+CugADiSw90Qz98Sxd0TRDyRzpnE46rxPP5BlK5hhMqP5UiWwBt92KP+DEZbPitFlI53U6wml+83Inf3yth+ZyDzUBF16nFd0wcdqtBF12gh47VX5nsSTbSaXPSU3Aud9n5oQQQgghxN6Zpsl//Md/8Nvf/pZnnnlmt75PM2bMoLa2lqeeeoqlS5cCkMvlWL16NbfffvsBrWvmzJnMnDkTXddZv3494XCYUCg0Js9jWgalkskkS5Ys4V//9V+58MIL93n/7du3c+6553LFFVfw05/+lGeffZZPf/rTVFVV7dfjjxSxdJ6+eBbdNPA57PhcVt7si1PudeCwWihz24dnp9pVJq/TFU2jGyYhj505NX7qylxU+Z3UB9349tAjRYjxUpp9b1cSmBLTWaXPOSqLKlcwiGXyhJM5BhI52gaT9MYypHIqM8pq0bBZNewWC1aLhgZkCjptA0m6Ihl2RtK82RtHf5uPTdBjZ3aVj/cvbeAdsytpqfBIcEoIIYQQ4hBceeWVPPjggzz88MP4/f7hHlJlZWW43W40TePqq6/mq1/9KnPmzGHOnDl89atfxePxcMkll+zXOq6++mqOOuooLr/8cnRdH26S7vF4ePTRRznttNMO+XlMy2jAOeecwznnnLPf97/77rtpbm7mzjvvBGDBggW89NJL3HHHHUd0UCqcyhFO5dB1VXNqtcDS5iC1ZS6aQh7cDiurN/fRMZQmldfpj2doDHmxWTUKujnc1yRT0Jld7WNZc4jWCq+UeIhJ5a1BKTlQFkcah80yHKiaUwMrZ1WQyhWIpPKkcjo2i4bbYcVhtWC3WbBoEM8U2D6Q5NWdUQYSWXIFHRPQgLyuelBl8wY5XSdTMBiMZ1nbEebljjALagNcsKyBM+bXSHBKCCGEEOIg3XXXXQC7BYZ+/OMfc9lllwHwhS98gXQ6zac//WnC4TDHH388Tz75JH6/f7/W8dBDD/GRj3wEgEceeYRt27axadMmHnjgAW688UaeffbZQ34e0zIodaCef/75UdMkApx99tn88Ic/JJ/PY7fbJ2hkE2dnOAXAwroA5V4H0VSeubV+5tf6Rx1AnHeManjWHc3w9Ou9dEbSFHQTu1XDabNS6XeyvCXE4voANqtlb6sTYsKUGp2XtmtN0yRTShzxPA7b2zYx9zhs1ARcLG8J0RPNFANYBSwW9TnKFwwKhkkyW2AwkWMolWNZS4j1nVFe747zlUdf5xcvdHDeMfWcvaiW1govDpv8RkxWed3AqmnD768QQgghJt7+HLNomsaqVavedua+tzMwMDDcm+qxxx7joosuYu7cuVx++eV897vfPahlvpUEpVCNv/Y0TWKhUGBgYGBUU7CSbDZLNpsd/jsejx/2cR5usUyeTT0xNMDvsnPuUXUsrA/s83GaplEfdHPRsU1EUnlyBQOn3YLXYcPjsMpZcDGp5fP5UZlSpmlKUEqI/WS3Wmgq99BU/vb3yxZ0OsNp1nZEeK0zymtdUTZ2xfjmk2/wq5c6OH1eFWcuqKGp3Et90C0BqglQ0A0GEjmGkll641k6w2le747RHU2TKxjUB92cNKuCFTMqhmfZFUIIIcT0VlNTw8aNG6mrq+Pxxx/nBz/4AQCpVGq3FigHS4JSRXuaJnFP15fcdttt3HLLLYd9XOPFokFjyM2JsyrRNAh6HMyq8h3QMpw2KzUBKc0TU8ueekoJIcaW02ZlZpWPGZVeljWHWLNjiI1dcd7oi7GhM8YDz7fzu1e6mFXlY3lLiNPmVTGvNkCVf/9nnhEHLp7J0zaY5C+b+vn7mwO0DSYZSuYoGCOBeZsFLJpGTjf57cudHNMc5MPHNnH8zArqy9ySPSWEEEJMY//6r//KRRddRF1dHZqmceaZZwLwz3/+k/nz54/JOiQohZoqsdQUrKSvrw+bzUZFRcUeH3PDDTdwzTXXDP/d2dnJwoULD+s4D6fjZlRwbGs5FT45ABBHllL53q4Mw5ig0QgxvWmaRmull+ZyD8c0J3l5R5iFdWVs7U/QGUmzoSvKKx0Rfre2k2XNQU6ZU8WihjLqg26qfE4JgBykgm6QzKoZFqPpHOt2Rlm9uZ+NXVE6wmkKhonbbmVGpYf5tQE8TgtumxW304rDakXDJJou8GZfnJd3hFnbHmFRQ4D5tQFOnFVBc4UXu1VDQ8Nhs+BxWPE6bficNqzyngkhhBBT1qpVq1i8eDEdHR186EMfwulU8QKr1cr1118/JuuQoBSwcuVKHnnkkVHXPfnkk6xYsWKv/aScTufwGwIQi8UO6xgPt3KvY6KHIMSEeGtPKZDZ94Q43CwWjVlVPmZWetkZTrO5J8br3XEGklk6BtO82RfnyY19/GljH3VBF7Or/Bw7I8SxreXUB93UBFxS4vc2IqkcPbEMGzqjPL9tkPahNEOJnu8a2gABAABJREFULEOpPLF0noJhDmdIr5xVQXXAic9hw2614HXa8DitlLnsVHgdhLwOXHYr6bzO1r4E6zujrO2IsLknztqOKL94sQNvcQITFZCy4XNaKfM4qPI5qA+6mVnlpbXCS22Zm5ZyjwQXhTjC/Pa3v+W8886TzHQhpqgPfvCDu1136aWXjtnyp2VQKpFIsGXLluG/t2/fztq1aykvL6e5uZkbbriBzs5OHnjgAQA+9alP8d///d9cc801XHHFFTz//PP88Ic/5Oc///lEPQUhxDh5a08pu91OLpebwBEJceTQNK3Yk8rDyXOq6BhK8WZfgs09cTqGUvTFs7QPJVn9Zj+r3+ynyudgRpWXOdV+jm0NMbcmwIzKyT2ra65g0J/IEknlSGQKWC0afped5nLPmI57MJFlc2+cP23s5cW2IdoGUsSzBQB8TivlXgctFR6CbjuB4sWqafhcNuoCLmZX+6gtc1Hhc+LdSz/I5c0hljaHWFg/xPZ+VeoXTuVI5XQ0DTJ5g2Q2TyxdoCOcIpUbyTq1WzXm1vg5b0k9p82rZmaVF7tMgCLEEeHBBx/k3e9+N2639KMTYir47ne/y7/927/hcrn22cz8qquuOuT1Tcug1EsvvcTpp58+/HepzO7SSy/lvvvuo7u7m/b29uHbZ8yYwWOPPcZnP/tZvv/971NfX893v/tdLrzwwnEfuxBifL21fM/hcJDJZCZwREIcmVx2K3Nq/Myp8XPCzAo298TY2BWjLxEgkszTF8/QGU7x8o4wL2wP85uXdzKn2sfKmRWcOq+K2dV+qv3OCZ1cI1cw6Ilm2DGUZENXjNe7Y7QPpeiJphlM5CjoJg6bhfqgi6XNIT6wtIFF9WWEDjJbOZEtsLUvwYP/3MHqN/vpjWYxgaDbPhxkKvc6sFs1QMNm0XDZrQTcdlorPNQH3dQH3YQ89v163SwWjXm1fmZX+2gfStEdSbNjMEV/IoNejD/phkmuYJDXDXKGQTxdIJUrEE7mea0rytf+uIlfr9nJsuYgJ8+uZG6tn4agG5/TJhOjCDENZTIZ+vv7pTWCEFPIt7/9bf7lX/4Fl8vFt7/97b3eT9O0MQlKaabUqYyJnTt30tTUREdHB42NjRM9HCHEfvrSl77ERz/60eGpTr/1rW/xkY98hNmzZ0/wyIQQBd2gN56lK5JmU3eMrmiGRCZPJJ2nYzDN691RsrpJbZmToxqCnDirgoV1AerK3NSUOXHaDn8GlWmabB9I8vhrPTyzuY83ehNE0vnh20MeOzUBJ1V+F3arRjKrs6UvwWAyR6XPweKGMk6eXcHS5hDVfhcVPgcex+7nDAu6wWAyx85wmjU7hljbHuGN3gRtg0kKhsnMSi8zq7yUe514HFZ8Thshr52mkIcKn0OV5dlt+F02ytz2MS2hy+R1dMPERAXmUrkCyaxOIlsgndOJpHL0xjN0RTK8ujPCpu448WxhuISwudxDTcDFjEovc6p9VAVcVHqd4/YeCiEOn76+Ps455xz+9Kc/EQqFJno4QohJaEpkSq1Zs4bly5dP9DCEENPQWzOlnE6nZEoJMUnYrBYagm4agm6WN4foT2TpjKTZOZSiYyjN0U1ltA0k2TaQ5KmNvTy1sZcqv5PGoJu5NT6ObS2nqdxDyOsg6LFT7nFgO8SSsUxepz+eJVsw6Aqn+dWaDp5+vY90XsdttzC3xscJZeUEXA48TitgomkaXocNp82CCSxtDrKlL8GmnjjPbO7nmc39hDx26spc1JS5aCn3UO13kdMNMnmdwUSO9qEU7UMpemMZDBMsQG2Zk5Uzy2kIeXDbrZR5VFng3Br/AWVAHSqXfZfAkXPPfSpN02RnOM26nRFe74rRGU2rrLLBJP/cNkh+lyQKn9NKQ9DNooYy3nNUHfNq/dSVuaVpuhBTUCwWw2KxEA6HJSglxBSTz+eZN28ejz766GGd1G1KBKU+8IEPjCq3E0KIsZLP57FYRg5SnU4n2Wx2AkckhNgTi0WjJuCiJuBiWXOITF5nx2CK17qibOlL0BtNM5TK0xPL8HpPjFc6Ivx6zU6Cbjshr5OagJP5tX5OmFnO3JoAjSH3fgeoktkCbYNJnnyth7++OUBfPEsyVyCSymOB4kx0fjwOGzarBb/LRsBlp9rvpMLnpMrvpNzrwO+yYZowmMyyrT/By+0RusJpeuIZeqMZ+uNZXu+Os6cUdo/dSmPIxfy5VZR7VTaV1aKCXfUhF0sag7RWevE5J+eu3a79w1a0lLNjUAUTO8NpEtk86ZxOvJhZFU7l2TGYZPPLnTz2ajdzavwc3VjG/Fo/Myq9+Fx2nDYLLrsVp81CebEZ++FgGCYDySyxdIFsQVfPBQ2rRaMUI9M0cFiteJwqQ+1wjWWs5AoGyWwB3TTxOKx7zMwTYqxEIhFsNhuRSGSihyKEOEB2u51sNnvYT3BNml+hiy66aI/Xm6bJ0NDQOI9GCHGkeGumlNvtJpPJYJqm9DcRYhJz2a3Mq/Uzt8ZHTyzDGz1xNvXGCSdzpFvLiabzRFJ5Iqkc/fEs/9iW4Lmtg/z6pZ0sqAswv87Povoyqv0OnMXgRqnxdn88y0Aiy1Ayx86hFC93RNjalyCnm/icVprLvdSWuajyOajwOnHYLdSXqeysxnIPtQEX3rcJDtWVuakrc7O4Ici2/gRb+xPsHEoTyxTIGwbxdB6LpmG1qGCO3arGZtHA77JT4XPQHPJQ6XdSE3BR6XNMqe+r2jIXtWUujp9ZwUAiS080QzxTIJLKMZjIEU7nSGQLdIbTxeb3cdZ3Rocf77FbcdotuOwWAi47M6t9vGN2JYvqy2it9FLm3vPMyfvLMEwGElne6E3w8NpONvXEiaRyGMWOFxpgooJTAE67Ba/Dht9tI+RxUOVzYrdqWCwa9UEXDWUevC5bsaTSQV3ANa4zEJqmSU8sw5q2MH97s5/tgymSuQIaUON3cUxzGSfMrKSlQmXoCTGWYrEY9fX1hMNhDMMYdSJQCDH5/cd//Ae33347//u//zvqmGksTZqg1J/+9Cd+8pOf4PP5Rl1vmiZ//etfJ2hUQojpTtf1UV+wLpeLdDotQSkhpghN04aDPCfNrqQ/kaU7mqFjMEVHOE0yVyCT18nrBgPxHDsGk7y0Y4gX2kZOeDlsFhxWC3arRiqnky2Mbshb4XVwbGs5DSE3brsVm9WCzarhtlmpKXNxdGMZc6r9OGwHdrBV5raztDijXTyTpz+eJZzKEU7lCSdzWC0aDqsFp81CmcdBuddOTcCF33VoQZfJpNLnpNLnHHVdacbCnUMp1ndG6YqkCadyZAsG2bxBKqeTyavLQDLH5vU9/HF9D1U+ByfMrOBDyxtZ0hw6oOCUaZr0xrKs6wjz2Gs9vLozQvtgCt2EkNdOhccx6v01hx8HqVyBjqEUsUwefQ9pbhbA47TiddhoqfTyjjmVnDS7ktnVPgKH8b3M5HXWdUT4yfM7eHbrAOGU6nXmc6rsKMM0ea0zxtOb+ij3trGwLsDZi2pZ3lJOU7l7Wm1nYuLEYjEaGhqIRqNIK2Mhpp5//vOfPP300zz55JMcddRReL3eUbf/3//93yGvY9IEpU477TR8Ph+nnnrqbrctXbp0AkYkhDgSvDX4tGumlBBiarFZLcMBqmXNIXIFg0g6RySVJ5rO01Hsy7S8JUQskydXMCgYJjndIF8wyRV0fC4bXqcNh1XDZrXisGk4rCqTqibgYn6tn9oyFx6HDa/TOmYH7n6XXYIARQ7bSC+xZS0hlTEVTtETzTCUypHNGxQMg4JuUtBNoukc3dEM2waSPPJqN397c4BT51by/45rYVFD4G1f14JusL0/yW9e2cmTG3rZNpAEoK7MxWnzqmkqd6vfCLOUHcVIqtQu/1d/mmQLBrmCgd1iIacbpPM66ZxOKqcTTed5eccQL2wf4qf/2MHRjWW8a0EN82sD1Ja5qPQ5D7lvVrag0xvN8Nc3B/jli+1s7IphmjCnxs/Jsysp8ziwWbThp5DXDbqjGdqHkjy3ZZDntgzSVO5hbq2PFS3lLG0O0RByU1/mkhM14qCUglKRSET2rYSYgoLBIBdeeOFhXcekCUq9XYTt8ccfH8eRCCGOZG63m3Q6PdHDEEKMAYfNQrXfNVySdGxrObFMnq19CdqHUnRFM+QLOroBumFSMAw0TcNtt+CwWXHbrfhdNurK3DSG3NQHpdn2eLNbLbRWemmtHDkzmysYZAsqoy1bMOiPZ2kfTNI2mGRjV5z1nREeXtfN6jcHeMecSi5c2siC+gDVfudwYEU3TNa0hfnRs9t4fusg0UyBCq+DsxfV0BTyoBsmmgYVXidza3xU+p24Hdbhkr1SKZ+luLx8MQAVT+cJp/PkCwZWi0YyVyCZ0ckbKli1ojVE+1CKtsEkT23s4+mNfVT6HTSEPMyr8XPS7ApaK3xU+Bz77JVV0A3CxRLVrmiaf2wd5J/bh9janyCaLuBz2lg5q4KmkAe3w0rI46C1UpWe+pw2bBaNRLZAVyTD1v44XZEMOwZTbB9QY3tqYx9lbhsL6gKcu7iOd8ytorXCI8EpcUBKQanBwUEJSgkxBf34xz8+7OuY8KBUR0cHTU1NEz0MIcQR7K2ZUpJiLsT0FXCNlMyZpsqSyhUM8roKSpXuM9mbVR/JHDYLDpsFf/HvhqCbY5qCJLMFNvXEeLEtzNqOCBs6ozyyrpu/vjHAMY1BTplbybzaAPFMnofW7GT1m/0Yusn8+gBn1QXwOKw4bBbKfU5mFwNhTeWeQ94WDENlUCWyBfriGTb3xNnWn6Q7pmYgHEhkeaMnxivtEX7xYgcVXgf1QRUIXdwQYFlzOVV+Bw6rlZyu0xXJ8NzWAdZ1ROiKqMcnc6oJu99lY1aVj+ZyN2VuB2VuO7OrfSyoC9BSsefnsrQZktkqtvUnea0rSsdQiqFkjt5Yhp5ohhe2DbGmLcyK1hAfPraZE2ZVUBOQ3lNi/8RiMRYsWMDWrVtl30qIKayvr4/NmzejaRpz586lurp6zJY94UGplpYWQqEQS5YsYcmSJRxzzDEsWbKEbDbL97//fR544IGJHqIQYhozTXPUTpLL5SKTyUzgiIQQ40XTNJw2K06bBKCmA6/TxvKWcubXBjiqIcBLO8Js6oqxqTfO6jf7Wf1mPw6bhVzBwAIsbw2xsC4AQMjrYHFDGXOqfTQE939mxv1hsWi4HVbcDitVfieL6svoi2fY3p9kU0+M/niORCZPLKtmdOyNZdgxlGR9Z5Q/vtaDz2nD77Jh0SCeLRBLFwBw2y3UlblY3FBGyGsn6Lar7dlupcxt56gGNWNh9X4EkLxOG0c1lrG4IUBfPEtnRDWZ3zGYYklTkFd3Rnh+2xCvdcY4eXYl711Sz8L6AE0HMIulODLF43Hq6+uJx+MSlBJiCorFYlx55ZX84he/QNfVCRCr1crFF1/M97//fcrKyg55HRMelNq2bRtr165l7dq1vPLKKzz00EN0dXUBEAgEJnh0QogjTal8T3achBBiavI6bZw0u4pF9WWs64iwbmeEjqE0Q8ks6bxBhddOyOPEatVoCnlY0lTG7Gr/Ic/adyBKZaXHzSgnnMrTE82wM6yCQNF0XjXoz+kMJLL0x3PkdAPdMKgrc1PhcxDyOHDaLCrgZVeNy6v8DmZW+agNuKgJuA648T6oQG1N8fHLmkOkczrbBhKs7Sjjxe1DrNkR5o8bevjrm/3Mr/Vz0uxKjp9ZTnO5lyq/UzIMxW4SiQShUIhsNiv7VkJMQZ/4xCdYu3Ytjz76KCtXrkTTNJ577jn+8z//kyuuuIJf/epXh7yOCQ9Ktba20trayvnnnz983fPPP8+ll17K7bffPnEDE0IcETRNk0bnQggxDQU9Dk6dV83SlhBb+hK8tjPKUDKHgUml18nRTUEW1gUOKngzVjRNo9yr+kctrA9gGCaRdJ7BRJahZI6eWIb2wRSJXAHdMLFZNFx2K3VlLprLvVT6HIS8DoJu+2HJWHI7rCyqL2NujZ+FdQHm1vh5rSvKjsEUr+6MsKY9Qu1LLlorPbRWelneHGJ2tY+agIuQx4HLbhmTHlR9fX1UVFRgtUrQa6oxDAOLRW0Hsm8lxNTzhz/8gSeeeIKTTz55+Lqzzz6b//mf/+Hd7373mKxjwoNSe7Jy5Uq+853v8MUvfpEPfOADEz0cIcQRRBqdCyHE9BJw2VnWHGJZc4hktoBumgQm6UyHFstIkKokk1cz9+UKBk6bBZ/LhscxvrvwdquFpc0hZlX7WNseYW1HmCWNZXRGMrQPpXhx+xD/2DbEb9bspCbgpCnkpcrvoMLrZFFDgKaQh5DXQcBlx+2wohvmcMP6vG6iGyaGaWLRNCyaeh0cVgs+p42gx85dd93FBz/4QRYtWjSuz1scul2Dkkaxb58QYuqoqKjYY4leWVkZoVBoTNYx4UGpfD6P3b77jsGcOXPYsGHDBIxICHGk2fXMndvtlhRzIYSYprzOCd/1PWAuu3XSlMUFXHZOmVvFMc1B3uxNsKEzSmc0TTJTIJ4tMJDI0hlO8c9tg5TCDxYNQh4VaAt5HdgsGrmCscskAwYF3SBvmBiGORyQctosVPmdLKgro6M/Slt3PwsXmjL73xRkmup9KxQKEz0UIcQB+uIXv8g111zDAw88QF1dHQA9PT18/vOf50tf+tKYrGPCf5m9Xi8LFy5k6dKlHHPMMSxdupT6+nq+973vcdZZZ0308IQQRxhpdC6EEEK8vYDLzvKWEEubgnTHMnQMpegIp+gMp5lX40c3VPZTMqcTSeUYSuboi2foCKcwDBO7TQWdHFZ1sdssuB0aNouFgmGQ001imQJv9iX4+5ZBglt7ia9+HW/DfI6bVTnumWLi0GiahtfrJRaLjUlTZCHE+LnrrrvYsmULLS0tNDc3A9De3o7T6aS/v5977rln+L4vv/zyQa1jwr/R//znP7Nu3TrWrVvHz372M/7rv/5ruHTmrLPO4sYbb+Too4/m6KOPZsGCBRM8WiHEdLTrWVebzUahUJBMKSGE2EUsFiOTyYzpFNBi6rNYNBqCbhqCbk6ggkS2QHckTX88S38iSyxdIJzKkszpZPMGmlbMmkGj9CurFZdjLf4Wm5iYJsXAlkFPLMva9Qab2nu58bfreffR9Zx7VB0L68pwO8Y2gyxXMIikc8TSBRLZAoOJLF2RNNF0Hkwo89ppKHNTHXBR5XdS5XNisUjm1t5kMhmcTieaplFWVkY4HKapqWmihyV2YZoma9euZcmSJVgsMpOm2N2uvb8PlwkPSp188smjmmYZhsHmzZuHZ+Rbs2YNP/rRj+jr6xueglAIIYQQQoyff/zjH7S1tXH55ZdLs2mxVz6njTk1fubU+Ievy+R1wqkc/z979x0fRb31D/yzvSRb0nsPaUCoAQRp0kVFQfRnR7EgXBW96rUDinqt13bRB7uCDRVR4YJIkSJSE0pICJDe6+5mS7bO74/cmbub3U02IRXO+/XyuQ/JZnZmdnZmvmfOOV+N0Qq92Qaz1QGhgAeJkA+ZWACRgA8Rnw+B4L9BKaY1KGWxO6BvsaFKa0LpTzzIVAIUWmz4eF8xfs+rxcyMMExPD0NquAJqudjbKrlwOBg0t9igt9hgMNvQZLDAZLWjrtmM3AotztXrUa01o15vhsFsg9Xu/oCKzwMC/cSIC5RjcJQKE5ODERUgR5C/GMH+EggoSMXR6XRQKBTg8XhQq9XQaDRcKR/pHxoaGrB27Vq89dZbkEgkfb06pAv27NmD1157DUePHkVVVRU2btzoEkhiGAarVq3C2rVr0dTUhLFjx+Lf//63Tz367HY7pkyZgszMzG7rH+VJnwel2uLz+UhPT0d6ejpuuukm7uc1NTV9uFaEkEsJzRBDCCGuWlpaUFdXB4fDQUEp0imtswXKEKGSdenvh8Wo8bkUiA8WYfyYOGSX6XCyXIMP9xbhP6eqMTxGjVFxAUiPUCJUIUGIQgLFfxvZs7MZVjQZcaS4EdllGlRqTKjXt5YUNrfY4Hy1Fwl4CFNIkRTiD4VECLmYD4lQ0HpfAMBss6PZZEOd3ozcKh2Olmqw/mAJgvzEiAqQY2xCICanhCIp1A+hCumF77wBTqfTwc/Pj8uUoqBU/1NRUQGj0Uj3vQOYwWDAsGHDcOedd2LBggVuv3/11Vfx5ptv4rPPPkNKSgpWr16NGTNm4MyZM1AoFB6W+D8CgQCzZs1CXl7epRWU8iYsLKyvV4EQcgmhizMhhPyPyWTiglKE9Dab1Qo/vg03ZcUgLUKHIZFK5FbpcKaqGb+eqMKvJ6oQ7C9GpFqGmAAZ1HIxeOChyWhGUb0BxQ1GGC2tFRf+EgFClVJkRCqhlArB4/EgFQrgLxVCJOAB4EEk4EEqEkAs5MNPLIC/VMQ1aG8229DcYkWzyYZ6gxkN/w1w5VXpkF2qwbeHy5ARqcTsIREYEx+IuCB5v2lU39s0Gg036FUoFGhsbKT7Kw8YhsGxY8cwcuTIHgvYWa1WGAwGqNVql59XVlaipaWFPpcBbM6cOZgzZ47H3zEMg7feegtPP/005s+fDwD4/PPPERYWhq+++gr33Xdfh8sfOnQoCgsLkZCQ0K3r7WzABKUIIaSneLoBoIszIYT8j8ViQX19fb8/N+7cuRNhYWE+lSWQgUOhUECv1yPEX4yrMiMxLDoAR0uacKZGh9rmFjQZbKjWmVBYq8eJcq3L3wb6iZEZrUKkWgalVAQGrT2t+Dwe5GIBxEIe+Dw+gvzEiFRLEeQvgUomglIqglzSWl7ojGFam7DX6FpQ3mRCcb0eTUYrmlusKG00oqTBiAPnGnDgXAPiguXIig/EzIwwJIb4I1Itu6QCVM6ZUmq1GiUlJf3+HNIXDAYD1q5di3feeafHSuiOHz+OvXv34oEHHoBQ+L8QQEVFBc063Q+ZzWaYzWaXn0kkkk4fH0VFRaiurnaZQE4ikWDy5Mn4888/fQpKvfjii3j00UfxwgsvYNSoUfDz83P5vVKp7NQ6eUJBKUIIaYPK9wghxJXJZEJTU1O/z5TauXMnUlNTkZaWRmWGFxGZTMaVGPF4PMQGyRETKEOFJgBnqptxrk7f2h/KYofZZgd4PPDBg0TEB8MwEPD5UMmEiFC1NmVXykSQiwUIkIshlwgg4PEgFPjW5JnH40ElE0ElEyElTAGGCYGuxYZ6vRllDUacrtKhrMmIwlo9Cmr1+O5IOX7KqURsoBxp4QpkRqmQGq6Av1QIuVgItVyEUIX0ouxF5dxTSqlUorm5me6vPDCZTNBoND16fm1ubvZ4Dq+srIRMJqPPpZ95+eWXsWrVKpefrVixAitXruzUcqqrqwG4V52FhYWhpKTEp2XMnj0bAHDNNde4PMhnz8fd0febglKEkEuW3W73miZNEysQQsj/mM1mCAQCmM1myOXyvl4dr86fPw9/f3/qfdWNLBYLSktLkZSU1Ge9gDy9L4/HQ3SAHNEBckxOCUG93oLa5hbUaFvQYLTAYWcgFQsQ5CdGdKAckSpZt8/Wx64HG6RKCvHHuKQgFNYZcKpSi6I6PUoajajRtaC43siVGvJ5rU3h/SRChCulmJAchEkpoYgKkCHEXwKx8OKYBU2n0yEyMpLrKUVBKc+MRiO0Wm2P7pvm5maup5ezuro6BAYG0ufSzzz55JN45JFHXH52IVl0bc+hnenttmvXri6/r68oKEUIuWTZbDaIRCK3n4vFYrS0tEClUvXBWhFy8WppaYFUSs1/B6KWlhZERESgtra2R5udXgiLxYKAgABUV1f3+4yugaSwsBCffPIJVq9eDbHYt1nueoq3gbNQwEe4SopwlRSI7uWVakMqEiAjUon0CAWqdS0orNPjdFUz6prN0BgtaG6xwmCxw2i2QWey4nSlFtllGnxxoATRATIMCvXH6PhADApTIEQhQbhSCj/JwByy6fV6yOVy8Hg8rgSTgh/uTCYTtFptr2RKtd3/bACfHsb2L10p1fMkPDwcQGvGVEREBPfz2tpan3t2T548+YLXoyMD8wxHCCHdwGazQSAQuD0pkMlkMJlMfbRWhFycNBoNFi5ciKuvvhr33nsvBacGmJaWFkRGRqKmpgYpKSn9cvass2fPYtCgQSgqKqKgVDdqampCRUVFn+1Tq9UKoVAIh8MxoD5XHo/HzTo4NiEIVdoWVGpMqNKaUKMzw2yzw2JjoGuxorzRiHqDBWWNRpyuasam41VQSoUIVUgxKNwfU1JCMDhShYRgvwEVoDIYDNy5ng18UFDKncFggM1mg0ajgb+/f4+8h16vh06nc/kOsZ8FWx5LD2MvPgkJCQgPD8f27dsxYsQIAK0PcP744w+88sorPi1jz5497f5+0qRJF7yeA+esRggh3Yy90W1LIpHAaDT2wRoRcvHas2cP7r77btTW1mLbtm24+uqrwedfHCUqlwKz2Yz4+HhuBr7+WBp3+vRpJCUlobi4GBaLBTKZrK9X6aLQ2NiIqqoq2Gy2Pnl/NsPSaDQO2GwOoYCPmEA5YgL/V/pqttlhMNvRaDDjbI0eZ2uboTW1Zk81GCxo1FtQqTXhPyer8VtuNWIC5BgWo8acweFIj1QiOkDeK32oLDYHrPbWQIZEyPe59xbQWpYmlUq5IDb17PTMZDJBIpGgsbER0dE9k+rX3NwMHo/nEpTSaDRQq9UQCoX0MHYA0+v1OHfuHPfvoqIi5OTkIDAwELGxsVi+fDleeuklDBo0CIMGDcJLL70EuVyOm2++2aflT5kyxe1nzg+mqKcUIYRcAG/le5QpRUj327NnD+677z7U1NTgxIkTcDgcFJQaQNhMqbKysn47qDx9+jQWLFiA48ePo6Kigp76d5OmpiaIxWI0NTX1WBZHe9igFMMwMBgM3TLTU38gEQogEQoQ6CdGcqgCUyyhqNSaUNdsRnmTCTXaFujMVtTrzChrMqGoQY9NOZX4LbcaaRFKXJEagsmpoRgUqujWXlkOB4MKjQkHztfjUHEjarRmWOwOiAQ8+EtEUMqECJCJEaKQIOK/sxXKxa3bAoCb3VAuFqBZb3ALDg+kbLfeYjKZEBYWxpXX9UQmql6vR1BQEAwGA/c9rqioQFhYGAwGAz2MHcCOHDmCqVOncv9me1Hdcccd+Oyzz/D444/DZDJh6dKlaGpqwtixY/Hbb79BoVD4tPympiaXf1utVmRnZ+PZZ5/Fiy++2C3bQEEpQsgly2azeRwUy2QytLS09NiNASGXGovFAqPRCKVSCZFIhG3bttHAZICxWCyIiIhAdnZ2vw1K1dTUICQkBNHR0SgvL0d6ejqdw7tBU1MT0tPTUVpaiujo6F7fpyaTCWKxGAKBADqdzqUvysVEJhYgKcQfSSGtAQOr3YG6ZjOqtC04X6dHaYMRxfUGFDYYkFuhRXapBhuOlOOypCDMHhKOhGB/RKplXWqS3mK1o1JjwoHCBmw7VY0T5RpoTK2ZcWIBDyIBH1a7Axa7+3dfxOdBKuL/NwuqNSglFvKhkorgOFeN7WcaMSGtdbZEgCaS8cRkMiE8PLzHg1JRUVFoaGjgeglVVFQgJCQEdrudHsYOYFOmTGn3uszj8bBy5cpOz9zH8vSAZ8aMGZBIJHj44Ydx9OjRLi3XGQWlCCGXLJvNBqFQ6Hbxl0qlMJlMFJQipJscOXIEmZmZEAgECAwM9DgtNenfHA4HQkJCUF9f3y8/O+cb8qioKK4HUn8sMxxoGhsbkZaW1mf7lM2U4vF40Ol0vfrefUkk4CNSLUOkWoZRcQGoazajsE6PUxValDQaca5Wj4LqZnx7pBybT1UjMcgPmdFqTEkNQWKIH6ID5C4BKovNgSajBTqTFeb/luQ16C04WNyAQ4WNOFurh9Fih0TIR0qYP6aE+EMhFUHA54HHAxim9TxgsjpgtjlgsdlhsTOw2Bww2+zgAQAP4IMHk9WOer0ZGn0L3t9TiG1nNLhuZBQEYil0Ot1Fk+3WXYxGI8LCwqDRaHosi7ilpQVxcXHcDHw8Hg+VlZWIjY2FVquF0WikDGbSKSEhIThz5ky3LIuCUoSQSxYblGqLLd/rr9kAhAw0R48exahRo7jBbNu+FmRgEIvFsFqt/fLcaDabIZfLwefzERMTg0OHDlFQqptoNBpMmjQJOTk5ffLZs/12JBIJ16j5Uhw4hygkCFFIMDIuACUNBpws16GgRofCegMqmkw4X9eMExVa/HCsDHFBfsiMVuHy5GAIBTwUVDcjp1yL0kbjf4NSdlisDpj/m/mkkAoxJEqJhCA/yP/bSD1ALkZCsB+C/SWQilr3t9nmgM3OwGKzw2ixQ9dihfa/QS67o3VZ/P8+zLPYHfj9iAwBof7Iq9Hh9W16xDTZsP90Ma4KCR9QDdt7GpsppdVqe/Q7plar0djYyAWlqqqqMHLkSJSXl6OlpaXH3pcMbCdOnHD5N8MwqKqqwj//+U8MGzasW96DzgaEkEsWO/teW2z5HiGkezQ3N8Pf35/7vkkkEm6qcDJwsAOZrgQU//3vf2PatGlIS0vrgTVrPcb8/PzA4/EQHh6O2tpaCnx2E4vFgvj4eGzZsqVP9ilbvqdQKNDc3Nwvg6K9SSTgIzlUgeRQBSo0gThT3YzcCi0ajRbUaFtQpWst98uvbsZ3R8q5vxPwgUiVDLEBckhEfIiFAvhJBFDLRBAJ+RDw+FDKhIgL9ENahALxQX4+9apiGKY1c8ruAA+tQSkGgNFiQ973MswaEYNBNUYcLmpE+Vng3a2nkK1TYO6wSKSEKRCmpJlYjUYjYmJicOzYsR49vlUqFVciCLQGnJVKJTf73qX+3SKeDR8+3OMkBePGjcMnn3zSLe9BQSlCyCXL26BYJpP1+NMqQi4lJpOJmxYcACIiIlBeXo7Q0NA+XCvSWTweDzwer0uzsGVnZ+PMmTNYsGABJk2a1O2l0c3NzZDL5eDxeBAIBGAYhoJS3Ugul8NkMvXJPmXL9xQKBRoaGuja7CRKLUOUWobLEoNQ2mhEUb0eZ2v0GB6tRqPBAr3ZBqlIAH+JEDIRH+ABQj4fQgGP+99APzHiAuWIDpQjQiWFXNy54SGPx4NUJIBU5BrA8pcI4S8V4oq0EAyLAwaF+uPn6hBUmQ349kgZduTXYkxCIKamhWJYtBoJwX6dmtnvYmIymRAaGgqdTtdjxzfDMFCr1SgpKeGySA0GA+RyOWQyGZqbm3vkfcnAV1RU5PJvPp+PkJAQl/u6C0VBKULIJYsNSrUdHFGmFCHdy2g0uszAFBkZiYqKCgwfPvySLMMZqBiGgUQigclk6nRPGKlUihtvvBFHjhzB+PHjPc58eiF0Op3LzHACgQAtLS1uM3+RrutqQPJCOQeliouLe/39BwKZWIDUcAVSwxWYlGJDyX+bohc3GGCzM5CKBYgLlCNMKUWAXAypiA+xkA+JUNCtM/d5wuPxEB0oRYgyEppzMThfrYUhMhh5NXpsPlmNP883YFiMGtPTQjEuKQiJwf7g8y+tfp4mkwn+/v6wWCw9GnQNCAhweejK3v/K5XLU1tZSwJe4OHjwIBobGzFnzhzuZ1988QVWrFgBg8GAa6+9Fu+++y4kEskFvxcFpQghlyy9Xg+ZTNZuo/OOWCwWnD17FhkZGdQUnRAvzGYzxGIx9++oqCjk5eVdsr1hjhw5gpKSElx33XUDavt5PB78/Pyg1+u52Zs6Q6FQwGAw9MjAx7l8DwDCwsJQXl6OgICAbn+vS4nD4eAy5JRKJRobG12Cf72BLd9TqVRUvucDuViI9Agl0iOUsNkdYNBa8tdX2O+kRMhHZmIkBFYjBo+Nw4nKZuRV63C6UofdZ+pwpLgRo+ICMXdoOMYnByM64NIp72aziT2VSHUHtl2FSqXyWAngPOs0IayVK1diypQpXFDq5MmTWLx4MRYtWoT09HS89tpriIyM7PKsfs4Gzp0QIYR0M4PBAD8/P7efd+biXFBQgM8//xxWq7UnVpGQi4Zz0DY6OhpVVVWXbHlVRUUFysvLB+TU6HK5vNNlHuy51N/fHwaDoSdWyy0oFRkZibKyskv2GOsuOp0OCoUCPB4PISEhqKmp6fV1aGlpgUQi4Y4fGjj7Tijg91lAymKxuGVEqlQqWE16TEwJxp0TEnD3xETcOi4OV2dGIFQpxR8Fdfjn1ny8veMs/jhTC7259zPz+oJziXtPnLP0ej38/Py4Mlzn7xCPx+N+ToiznJwcTJs2jfv3N998g7Fjx+LDDz/EI488gnfeeQffffddt7wXZUoRQi5Zer0eUVFRbhlOnbk4FxcXo7GxkQY+hHTA+SY4ODgY9fX1A/57o9PpUFdXh6SkpE79XWNjIzct90DgXOrhHBjwNTvUYrFAIpH0aDNdtpk+KyYmBufPn79ks/G6i0ajgUqlAo/HQ2BgIOrq6np9n7IzkymVSpcmzaR/Y8u2nc8TKpWK65ukkouRFR+IIZEqnK7S4mBhI05UaHGkpBEbjpQjt1KH2YPDcVlSEFJCFVDJu17ya7E5YDDbYLDYYLLYYbY54GAY8Hk8+EuEUMlEUMlEfVY2aLVaIRKJuLJjTw9MLwQblALAZWOxQUM2KHUxZUqx/e+6ez9eapqamlyyov/44w/Mnj2b+3dWVhbKysq65b0oKEUIuWR56ykllUphNpt9ujiXlJQMqMFlR06fPo20tDQaxJEe11NlCr3p5MmTOHjwIB588EEIhb7fUmk0Guj1+gGz/VarlSu/ZMv3OhOUYgenIpEINputx4JSYWFh3DpFR0djz549A2Yf91cNDQ1cUCo4OLhPGo2bTCZIJBKIRCKIxWI0NDQgMjKyV9eBdJ7RaHRrhKxUKt2y3WRiAUbFBSI5VIHU4kYkBMlxqLgR2aUalDYasf9cPUbHBSI9UoGEYD+EKqRQSIUQ8nmwORiYrQ602Oyw2Bzg83kQCXiQCAXQmayo0ppwqKgRxfVGNBrMaDJaoWuxwmxzgGHQOvugXIxQhQTRATIkhfgjUi1DsL8EkWopFNLOB8L0Zhv0LTZYbA6IhK0N5fk8cGWU/hIhBG2CX+z5VK1Wo6mpCUFBQV3a5960zSR1OBxobm7mvtsymcznthUDwYEDB1BTU4MbbrjB4yzbxDdhYWEoKipCTEwMLBYLjh07hlWrVnG/b25u7rb+kBSUIoRclEpKShAYGAiFQuH1NWxPqbakUqnPjc5LS0uhUCgGfMYHANjtdjz33HNYt25dt86oQQgAj8FfrVY7oBtR63Q66HS6Tn//m5qaBtQMn2z5lHNPqc6se9tG9z2x3WwmgHNPqYaGhovi3NyX2Cnj2fK9goICbuau3tLS0sIFRSdMmIBdu3bhpptuoocn/ZzRaHR78MfeX3k6B6hkIkxLD0NKmAJhSiliAuU4XanDwaJGZJc2IS7ID5FqKaID5FDJWgfCLVY7jFZ7a/aT1Q6bg+HKFYvqDShtMMJo/V+ZtL9EgAC5CP6S1r/XmqworNPD9t/ThEjAQ4BchBCFBMmhCoyOC0ByqAIKqRBKqQgquQgKiZDLqLLZHajXW1Db3IIz1c04WNiAogYjdCYrbA4HxAIBxML/BqUYwF8qRIi/GDGBciQG+yNc1Rr4MlntsNpbZ8draGhAcnJyt34WOp2OyxoSCASwWCxoamrivtsX2wQ/7P39QLnG9lezZ8/GE088gVdeeQU//fQT5HI5Jk6cyP3+xIkTnc4U94aCUoSQi9KPP/6IIUOGYNq0aV5vXNmpcNsOloVCIaxWq08XM71ej4CAAJhMpgGfJqzRaFBdXd0nsyuRS09MTAyKiooQHh7e16vSZTqdrkuZkhqNBkKhsFtumDdt2oSZM2f2aHCPDUoBrZlS9fX1nVp3g8HgUsbTEwMFnU7ncj53zgjwpDOZXpeyxsZGLpsiJCQEjY2NvT7Qcw6Kjh8/Hi+++CIWLlzoMnkC6X/Y770n3o4hs9mMc8cP4vrLLkd0gAzhSimGRatRpW1BfrUOZ2v1Pr9/oJ8Iw2PViA2QQSYRQizgw+ZgYHc4wMP/vvsOMDD/t7xPZ7Sh3mBGaYMBuZXN+CWnEgF+YihlQqjlYoQoJIhQShGqlMBsdSC3UoviBiOqtC0wWlqDX0qJECq5CEIBD81mK6yG1lJBANCZrLA6nZJEfB4UMiEklTq8t7MAIbIAnC8sQlZWVrcGXZ0rA4KDg1FVVcX1iwMAsVjsc4XAQGAwGBAcHNzXqzHgrV69GvPnz8fkyZPh7++Pzz//3OW8+8knn2DmzJnd8l4UlCKEXJSampo6HDixQSlPfCktYhgGDPO/J1sD/QJYX18Ps9nsNrU6IW0VFxcjLi7Op0E923+m7Wvj4uJQUlKCMWPGDNj0eq1W26WglN1u77ag1E8//YTBgwd3+5N1Z2ymCo/Hg0KhQElJSaf+vu3gtCczpZwJhUK3LC0AqKysxOeff47HHnusU2WXA0V9fT1OnjyJyy677IKzXtmeImxpUV+Uq5vNZi4oKpfLIZPJUFVVhbi4uF5dD9I5bPmep+uEt2PoyJEjWL9+PcaPH4/pGeFIClXgSHEjztXpkRTiBz6fB7PVAYvNDqGADwGfBz4P4IEHHh8Q8wVgwIAHgM/nocXmgFTEh0LS2jMq2F8MlVwEubi1/M/uYGCw2NCgt6Ba1wKDubXnVEtcAPRmGxoNFjQZrWgymFFQ3YzsUo3L+vIBRKplGBajQoi/hOtL5Rz04nH/p3W7W6yO1gwvix0Giw06kxXlNgZbTlZDzechoukoUsZOQ0Z0AOTi7jk/OZfvhYWFoaqqChaLhcuUAtyzmQcyvV6PmJiYvl6NAS8kJAR79+6FVquFv7+/273ahg0bum28cPFdiQkhBK1PdzsKSrWdpt4Zj8frcGYstgFsQEAA12djIF/Ua2tr4efnh+rqaurXQdr11FNP4ZNPPvFpwOs81bWz+Ph4bNu2rddLgbqTTqfrUm+ojrJ4OqOhoYFrtt5T55+Wlhbus+5K+Z7BYOCOAV/OrV3hPHsVKyIiAmVlZW79Werq6lBYWMgFBy82f/31F3bv3o2PPvoIa9euvaAs3qamJm72PfZhTW+XRJpMJpdr9ciRI5GdnY2YmJhLtoRvIDRy9vbgTyaTQaPRcL+zWq2ora1FVFQU/vzzT5eS6IRgP8QHyVHeZEJhnR4FtXpojVZYbA44wEDIb+0fJRbwIZcIwANgsTOw2hwI9BcjOdQfUWoZQhQSn2YhNFnsaDRaUNdsRkm9AaVNRujNNlisDjAArHYHWix2ONBa6ucnaX24IBYK4C8RIkwpQUyAHEqZCBIhH1Y7AwfDgGEAHq/17/VmGzRGK5oMFjS32NBis2PHPgmiEgKRXWHA+dJyPPLtMYxNDsfcoeFIDlMgUiW7oCbser0eoaGh4PF4iIiIQFVVFQQCAdRqtct1o6PzukajwalTpzB+/Ph+/d1r76Ez6TyVSuXx54GBgd32HhfflZgQQtCaweBLPxFvgzi1Wo3a2tp2nwAUFxcjKioKAQEBXEnDQA5K1dfXY9CgQaipqaEZq4hXVqsVpaWlPpd5sn1F2oqOjkZVVdWA7vnT3NwMqVTa6W1gGAYSiQRGo/GCnzI2NDT0+PnHOSjgPPuer5wzJmQyGQwGA5RKZbeuI8MwbuesqKgolJWVITMz0+V3Wq2WO89djBobGzF79mxkZ2cjLy8Po0eP7vKynHtKsXp7vzmXjwJAcnIy9uzZ02+vUy0tLaioqOi2XiuerF27FnK5HHfddVe/Dep7y5SKj4/HuXPnEBERAR6Phx07duDLL7/EJ598wv3cbDZzGY48Hg8xgXLEBMoxcVAINCYrTFY7HA4GEiEfMrEAfmKhS9DG4WC6FMSRiQWIEssQpZZheIwaZpsdTQYr9GYbmlus0BitqNOboTNZYXcwCFdJER0gQ6hCihCFBFJR5z4Lh4OB3mLD6e9lmD8yGilRRmzLE0NvNmPD0XJsy63GoDB/XJYYhPHJwQiQi+EnFkIk5EEqFEAmFvj0ns3NzYiPjwePx0NkZCTOnDkDmUyGmJgYl0ypjs7rOTk52L17N8aMGdOvy2fZckUycFBQihByUfLz8+uwzKC934WHh6OqqgoJCQleB3olJSWIjIyEXC5HbW3tgK/Fr6+vR2pqKurq6gb8tpCeo9frYTKZfC7zbNtPiMXOxDaQAwM6nQ5qtRpms9nnjAWr1QqhUAh/f39oNBqEhoZ2+f0NBgN4PF6P9/lpW77XlaAUO0CQyWRobm5GREREt69n23WKj49Hdna2W/BCq9Wirq4OFotlQDfa96axsRFpaWlIT09HXl4eRowY0eXABVv2wxIIBJ063rtD24BjQkIC1q1b128z3dasWYOioiK88cYbPTJwt9vtOHr0KCIiImC32/t1UIrtR+YsPj4excXFmDBhAgQCAXbs2IHExERs27YNQUFBkMvlqKyshFqtdlsmn89DoF/H+/RCsoqcSYQChKt6bv/y+TzIBIBCLsHo+ECkRQeibH8i/CIdaJBGoKzJhJPlWhwt0eCzAyVQSYWQi4WQiQSQSwRQSIUI9pcgQilDmFKCMFVrcCwuyA/+kv99N5qbm7lzcGRkJGpqahAQEMBlQQL/a0nRnrNnzw6ImWPb62dG+qf+dyYnhJBuIBQKYbfbfeoL5UloaCiXxeHtho/thyMUCpGfnz+gy5CA1qDU4MGD+2R2JTJw6HQ68Pl81NTU+FTmyZZueeKt589AYbVaERwcDI1G43Mau1arhUqlglKphFarvaD3r6+vR1JSEpqamnr0O9vS0sJ9RuwsTZ0t3wsODnYJanUkOzsbIpEIQ4YM6fJ6JyUl4aeffnILfGq1Wu7Bg7eyhIGssbERSqUSwcHB+PTTTy/o2GibgRcYGIi6urpuLdvwhfM69OeAdmFhISorK8Hj8WAwGHokKLV//36MHz8eubm5PVIK210MBoPHiSySkpJw6NAhOBwOWCwWGI1G3HXXXVi+fDnuueceNDU1oaqqCunp6QM6+9xXziXuQX5iTL9sBKrrNZiZNQ6nKptR29yCSk0LtCYLdCYbTFYbGgxmmCx2mKyu3wE+HwjTn0NqZBBuuXo6hkSrEK6UusxOKpfLYTQawefzXYJSQMfle4WFhTAajRSUIt2OglKEkIsOe4G3WCzt3rSyPTI8iYyMRHZ2drsX3rKyMsybNw8Oh6NPmr92t4aGBiQlJeHPP/8c8NtCeo5Go0FAQABqa2t9Kp/xlikFtJbwFRcXu/X8GUgUCgUaGxuRmJjo0+vZabiVSiXXO6WrJUi1tbVITk5GU1NTj2dKiUQil75CncGW8QCt5X/Nzc0dlhvu378fFosFaWlpPmfDtF2eXC6HyWRyG7hrtVoMGjQIFRUVSE1NvegGvuwx5u/vj8bGRtjtdohEonb/ZsWKFXjmmWc6fF1wcDDq6uqQkpLSa/vN0zGnVCpRW1vb75qdv//++7jrrruwd+9eHDt2DFdccUW376dffvkFd999N86fPw+dTtdvB9/eyvciIiJQV1cHu92OvXv3YsyYMQgJCcG8efOQmZmJs2fPorKy8pJ5ONa2H15aWhqOffUV7rwtCGMSg1FUb8C5Wj2KGwwwWuyw2OzAf1up2x0MWmx2mG0OWGwOaE1W5P3nFxwvaEK2KRAZUYGYNTgMFXVNsPP/FyBlg6bOGY98Pr/DIKdWq+22STq6wuFgkF2mQXZpE+wOBukRSoxJCHQrYbxUjp2LSf8rxO4ma9asQUJCAqRSKUaNGoW9e/e2+/r169dj2LBhkMvliIiIwJ133omGhoZeWltCSHdib8h5PB6sVqvH17AX1PaCUuyg2xuTyQSZTIaAgICLIihlMpkQHBwMvV4Ph8OB48eP98sn0aRv6XQ6JCQk+Fyy2l4mVGxsLIqLi12Os7y8PJ/7VfU1hmGgUqmg1Wp9/q40NDRwQakLPW/U1dUhMTGxx88/zo3OAd96jzhzDkzK5XKfyj8qKipQUFDgUyaI3W73OMMj0JpVYzKZXH6m1WqRnJw84HuaeeNwOLhAnlQq7TAjr66uDr/++isqKipcfs4Olp2DpkFBQR1OItIT2n62iYmJOHv2bL+67jIMA71ej6CgIIwdOxaHDx/u9kymQ4cOQSaTQa1WIzExEXl5ef1qHzhznuCgLXbCg23btmHcuHEQCoW4+eabERgYiKioKFRXV1+U301P2k4GEh4ejtraWtjtdvhJhBgSpcK1I6Jwz8RE3DE+HreOi8eNWTGYNyIKs4eGY2pqKC5PDsbYxEBMHBSMcFELosJCEc404mBhA57/5TRyiuvw/t5i7MyvRaPBArFYjJaWFpf1YPscesOeZ4GemUG1I80tVmw5VYWP9xVi39l65JRp8PvpGvxwrBx6s/s9Q3/9XhDPLsqg1Lfffovly5fj6aefRnZ2NiZOnIg5c+agtLTU4+v37duH22+/HYsXL0Zubi42bNiAw4cP4+677+7lNSeEdIeGhgao1Wqo1WqvweWOSobY5uW+NEoXCASw2WwXzQWQx+OhqakJS5cuhV6v7+vVIf0M2zDVl4kEgPYzpeLi4lBaWuqynFWrVqGwsLBb17knKZXKTmUqsbN2qlQq6HS6Cw5KhYeH9/j5xzlTCvCt94gz54wJf39/n8o/dDpdh4MklnNpSltxcXE4d+6c27KTkpL6rNl5T18rnPfDoEGDcPr06XbfMy8vD2lpaThy5IjL/qitrUVQUJDL8oKDg33+7nentuufnJyM8+fP96vytbKyMkRGRoLP5yMxMbFTE0L4QqPR4IMPPsDixYshFouRkpLCldv3R+yDO0+Cg4OxY8cOKBQKqNVq8Pl88Pl8iMViREREXNQTEbTlqcRdrVajsrLS5Wd+EiGi1DIkh/ojPUKJ4TFqjE8KxpyhEVg4OgaLxifgvklJiFLLcMP8axBSl40bRkViXFIQeAyDvQUNeGlLHtbsOge+nwpNGo3Ld1smk7kF8J2Vl5dzvQB7837XZncgv1qH9QdL8e6Oc9hyshq7C+rwn1PV2FVQi6PFTfj9dA2sdtfj5WK5J79UXJRBqTfffBOLFy/G3XffjfT0dLz11luIiYnB+++/7/H1f/31F+Lj4/Hggw8iISEBl19+Oe677z4cOXKkl9ecENIdGhsbERAQgICAANTV1Xl8DZu27C1Tynnw5Unbn/P5/IviBootz9m+fTsCAwNRVlbW16tELpDFYsHBgwe77QZNp9NxQSlfltleT6nY2FiUl5dz3x29Xo/z58+jqKio33+fHA4HeDwe1Go1tFqtz/u3sbGR6ynVHUEptpFwTwelnGc/Azo3A5vz4FShUHDlex0ZNGgQTp482eFr2zbjdpaQkOAWvDAYDEhMTER1dXWvD1zy8vLw/PPP91o2YHp6OvLz89sN3uTl5WH+/Pk4ceKEy+uqq6u5XmAsNijV15lSycnJKCws7FfniePHjyM9PZ0rGwoNDUVxcXG7f9PY2Oj1oTmLYRh8+OGHePTRR7FkyRL4+flBIBAgJSWl3wXmnBmNRrfzBisuLg4ffvghbrvtNre+W13pWzeQtS3fA4AxY8bgr7/+6vTxbTDoEahSYM744fCHCQuGh2PGIDUig1WYmBIMmUiAX05U4Ui1A0aHCKcqtWhuaT0XSaVSNDc3Y9euXR7ft6CggJvBr7fOX3XNZnx3pAwf7y3C2j2FOFvbjGuGR2L1tUNw98QENJts2F1Qi4OFDdh+ugYGDxlTZGC46IJSFosFR48excyZM11+PnPmTPz5558e/2b8+PEoLy/Hli1bwDAMampq8P3332Pu3Lle38dsNkOn03H/NTc3d+t2EEK6ji2PYcsMPF1cm5ubvWZvsHg8HiwWi8ffabXaPp8muzs5p48HBARg27ZtuO6663D+/PkBvV2ktdzjmWeewYkTJ7pleTqdDpGRkT6XjLFZiZ6+a3K5HGazmTvGjh07hjFjxqC8vLzfD0j0ej38/f2hVqs7VT7Hlher1WqfgzPeNDQ0ICAgAAB6dGBqNpu52feA1iB8ZwYlbXtKdTR7n8VigUgkwuDBg3Hy5MkOt625uRn+/v4ej7Hk5GS3ElGGYeDn5weTydTr57cffvgBZ8+e7bFBXdtSoOTk5A6DvAUFBRg9ejTq6+td1qu2thaBgYEu+zU0NLTXy/c8vZdSqYTBYOhX16cTJ04gOTmZK3GaNGkStm/f3u7xu3//fnz33XftHg9VVVU4f/48XnzxRSQmJnJBHJVKxZXb90dty36djRw5EnfeeScUCoXH3j88Hq/fbld389R7a/To0Th27FinzxNFRUWIiYkBn89HfFwsxMZaZMi0mDxmKOaNiML1o6IwKi4AOr4CtWY+Xtt6Bh/uLcSpSi2kUhnefPNN/N///R/MZrPbss+ePYu4uDhuBtXOsNodqNG1oK7ZDLOt42tVc4sVuZVafHWwBF8fKsVP2eXgAVg6JRkpoQqcq9XD7mBw5dBwGFps+KuoAfvP1WPDkTLkVmrhcPTv+4ee0NnWRf3NRReUqq+vh91uR1hYmMvPw8LCUF1d7fFvxo8fj/Xr1+PGG2+EWCxGeHg41Go13n33Xa/v8/LLL3Pp9yqVChkZGd26HYSQrmMzEYKDg71Olc4OKNsTGBiI2tpaj7+rra1FcHAwd/Pp7++PpqamC1/5PsIObnk8HoKDgxETE+PTYIb0f3/88QeeeuopvPfee93yAEWr1XLfHV+ODW/NblnsFPMAcPToUcyePdsle6o9Op2uE2vevXQ6Hfz9/REQENCpjKfGxkauZOVCM6XYdZDJZNDr9dizZw80Gk2Xl+eNyWRyyXhg+0L5ymKxcANpPz8/GAwGaLVar0/kq6qqEBISgtTUVJ/6Sul0Osjlco/HWFRUFNc0ua3eHvhaLBaUlpZyQd2ewF7/2H2hUChgNBo77I8olUoRGhqKkpIS7uc1NTUu1zmg9fPT6/W9lp3DZiR660vUn/rPseVN7P4aOXIkcnNzvfa2BFqzHc+ePdvu/szJycGIESMgFArdsor8/f1RX1/fPRsA4J///GeH2V2+YhjG6yQOCQkJmDRpktdMKrlc3mPfkf6GPb86H+NKpRJms9mn8mVn586dQ0xMDHg8HoYOHYoTJ07g1KlTGD44A6Pig7FgVAxuGB2N6aMzEBIcBE2LDd8fLcOaXefQLFJj5uwrERYW5vGBbGFhIaKjo7nJKnzaNosdf56rx0d7C/Hp/iJ8ur8In/1ZjGOlTdAa//e9sNkdaDJYcKpCi59zKvDxviLuv7wqHS5LCsHSKUmw2h0wmK24PDkYswaHIybIDxNTQlDSYMSu/FqcrtJhw6FiVDdbcKJc41bSd7HqbOui/uiiC0qx2l682pvl5fTp03jwwQfx3HPP4ejRo9i6dSuKioqwZMkSr8t/8sknodVquf9Onz7dretPCGnfoUOH8MUXX3i8kXMOSnnrfaHX670OYljslOGeBo3V1dUuT5CjoqJQVFTk8prNmzf327T6tpyfiA8fPhxXXnklkpKSUFZWdsGDtlOnTuGdd94ZMPviYsIwDEpKSpCRkYERI0Z0OKOkL5wDup3pKeVNeHg4VyZ67tw5jBw50muGozO73Y758+f32U2XTqeDQqHodBkem2XJzgzXHRknbKnymjVrcPTo0W7PYmmbKdXZoJTzPRgbJGHvtzwFFcrKyhAREQGJRAKHw9HhuaO9hwzsoNjTMqRSKc6ePes1I7a77d69G5dddhkSEhKQm5vbI9lG9fX1UKvVLtc2oVDotVeMwWDgroXDhw9HdnY2992rqalxy5QCWpudt+1301Pay7bx9/fvN4GLlpYWt4AR21vq5MmTXv+urq6Oe6DuTU5ODlJSUjxmFGVkZCAnJ6fbjqVjx47h999/77brdXvr5XxOaSsiIuKSaR/grfdWenp6p6/ZhYWFXKbU0KFDcerUKeTl5SExMRF8Ph/+EiGmpIbi9ukjccPNd2BWRgQSgv1xtESDw+ZIGAJTIfZToaamxm3ZRqMRcrmcK8FuT16VDj8cK8fnB4qxLbcaJosDIf5SBPqJoTPa8HNOJT7aV4i1ewrxf3vO44M/CvHx/iJsOFKGHXm12Hu2DpuPV0Is5GP59FRMSQ1BaaMRKpkI142MxvSMMIxLDMLNY2IxJTUEc4dGwGS1Y8ORchwsqILJIcShwgY0GXrn3N7XOtu6qD+66IJSwcHBEAgEbllRtbW1btlTrJdffhkTJkzAY489hszMTMyaNQtr1qzBJ598gqqqKo9/I5FIuNlzlEolFApFt28LIcS73377DefOnfN448SWx4SEhLSbKdVR+R6bYelpcNy2AWxmZqZLPw6LxYI33njDYwp0f1RfX89lSmVmZiIjIwP+/v4wm80XfHN6+vRpbN68uVuf5hLfnD9/HnFxceDz+YiJiemWIKNOp4Ofn5/PKfwdZUrFxsaiqKgIJpMJIpGImzWso/U8ceIEIiMj8euvv/ZJwFOr1cLPzw8ikahTjcbbDrIvZDDJZpAEBgZy08P3RI+ZtplSbLZMZ7DbyZbv5ebmen1oUFFRgdDQUPD5fAgEArdZotpij0lvx5hIJILBYADwv+OKx+Ph6quvxpYtW/DYY4+1m83SXX7//XdMnDgRaWlpPs8s2FmNjY1uQano6GicP3/e4+vz8/ORmJgIgUCA1NRUl+tqXV2dx6DU0KFDXYJXPYn9vnj6bMPCwtxmDOwr+fn5SEpKcgscTZs2Ddu3b/d6fDU0NCAxMbHdIJ9zA/W2hg4ditzc3G45lhwOBwICAnD8+PFuy0Br7x6rPXFxcW5ltxcrtvdW2301fvx4/Pnnn536bMvKyhAeHg4+n8+ViDsHnlkxgTLMH5uM68fEYcHIaIyMVeNcnQHfZleh2iLC9iN5aLH+7xhgMxaB//UF9PbZlDYYseVkFU5X6qBvsUFjtOKXExV4ffsZvLPjLA4VN0IhEUImEkBvtkFrtKJaZ8KJ0ib8eqISm45X4kx1M0bFB+LeiYlobrGiQmPC4CgVbsyKQUrY/8bcKpkIMweHIz1CiXnDIzE3MxzVDRpUGR3Ynl+Lft4FoFt0pXVRf3TRBaXEYjFGjRqF7du3u/x8+/btGD9+vMe/MRqNbid69qLS33taEHIpYhgGpaWlaGpq8tovqqNeL+xFuj0RERE+B6XS09NRUFDA3chVVVVBq9V6Lf/rb5yDUjwej3uCKRQKO50+3lZRURHmz5+PjRs3XhI3mP3J7t27MXbsWAgEAsTGxnotY+oMq9UKkUiE4OBgr2XxztqbgQn43wx8u3fvxrBhwyAQCCAWizsMeO3cuRNLlizB8ePHfc502bFjBw4dOtTpa7tGo3ELjDiXMXam0bjz6y6kQblz9lJAQAB+++03LFiwACUlJT5/xnq9HgUFBR2+zmKxuASl/P39u9zLRiwWw2w2o6ioCCKRyOP2l5eXcwOrkJCQDo+z9mbfA1ofWLLnYoPBwH1uw4YNw7333guhUIjGxsZOb0tnGQwGKBQKpKen91i/vrble0BrqZS3puD5+flISEgAn89HZGQkampquEEw+11va9iwYTh16lSvBIObm5u9ZkqFh4d7vUb3tnPnziE+Pt5tPDFo0CCUlZV5DawajUYMGTIE+fn5HreDnWTA27HNZjR3x2dRWVmJqKgoyOVyr5PEdFZXz2+JiYkoKiq6JDKsPTU6B1r3QVlZWacC5jabjXuwA7T2gGNnN2yLxwNiA+WYmxmBm8bEYtKgYDQaLMjXCvDnyUL8mlOBBn3rg9WamhqEhIS0Zlv9t3zP02db29yC305Xw2C2QSzg4ZfjrUEmAZ+PicnBGBajRl6VDu/uOod//V6A//vjPNbsPo91f5Xir6JGxAT6YdH4eDwxOw2zBoejQmtCkL8YC0ZGY/6IKAT5u5d7hiqkuCozElEBcgT6SXDtkCCkx4QiLUzp837rj9r2r9bpdB4fdHeldVF/dNEFpQDgkUcewUcffYRPPvkEeXl5ePjhh1FaWsqV4z355JO4/fbbuddfffXV+PHHH/H++++jsLAQ+/fvx4MPPogxY8YgMjKyrzaDEOLF+fPnkZCQ0OGAjs/ng2EYr4Grjsr3IiIiUFtb6/nCW1vLBXGA1oEWwzDcjSc7qDp//vyACG5XVFRwNxzOYmNjvT5h78yyr7rqKmRnZ19wgIt0zsmTJ5GWlgaBQICoqChUVVV12wAuJCQEtbW1HS6vvRmYACA+Ph4lJSXYuHEjpk2bBqFQiKioKJfeNp6cOXMGSUlJGDp0KPbv3+/T92zv3r3Iycnp1ECHYRg89thj+Oabb1y2lQ1KseeAruxXhmG6nJHgHEgOCgpCTk4OpkyZAq1W69O62O12PP300/jXv/7VYVCvbWlSZ8v3APeMCYfDAZFI5PGzYHtK8Xg8hIaGdjhLXns9pQBwgS2GYaDRaKBQKLgAvEgkwvDhw7s001VXsaWbPTHgbmhocAtKsf0BPb3f2bNnuWAKu0+cB8Ge9il7beyNgMG5c+cQGxvrdT1qamr6RVCqqKgIUVFRHkvshg0bhr/++svrMczOEOlpO06dOoWUlBSvvZnYY5gN4ldWVmLPnj1duu84f/48YmNjkZWVhb1793bLfu1qplR3PUQZCDz1lGIlJCT43CLGarVCKBS6LGfkyJEYOnSo1+MHACRCPiYkB+PqYZGYmREGoSIAZ0srsPtMLb4+VIqcMg3OnT+PqKgo8Hg8r0Gp0gYjfjhWgezSJqz/qwTv/1EIXYsV905KxF0TEjAlNRRzhkTgsVmpuHN8PGZkhOGKtFBcPyoa901OxFNz03HD6BhEqKQobjCiuMGA5BB/zB8ZjYxIJYQC79sQGyTHDaNicFliEPR6PfgiMaICPAezB4q2/atVKhVefvllr6/vTOui/uiiDErdeOONeOutt/D8889j+PDh2LNnD7Zs2YK4uDgArTc7zj0oFi1ahDfffBPvvfcehgwZgoULFyI1NRU//vhjX20CIR2qra3F4sWLOz0w6G9MJhMKCws79Te7du3CmDFjAMCnAZ2nG2dfekoFBARAo9F4vCnyVCKRnJzM3TyUl5cjKysLpaWlA+Kmqri4GJGRkW77IzEx8YLLgex2O4RCITIyMrptBjjiG5vNxmXTiMViWCyWbjseQ0NDUVNT0+Hgh2EYjwM1llKpRH5+PsaMGQOZTAY+n4/o6Oh2m52XlJRwx+vUqVNx4MABn84FhYWFqKio6NQ++OOPPzBo0CAcPnzYZbDuPOObn58fysvLO1wWm/XADhAyMjLaHay2p6KiAmFhYVxQKiUlhVsfXzLH3nnnHUyaNAkhISFu/fDacm5UDrRmShmNRp/Xu+15pa6uDjExMV57AjmXOIaGhrYb/CwrK8PRo0cRERHh9f1DQ0NRV1cHh8PhEpRijRs3DocPH+7RIIvFYnEZMKrV6m59in306FEcP37cY6ZUTEyM1+O+7Qx7ERERKCkpgd1ub3cgq1arvba46E5sJpenc0hERES3Bto74+eff3Y5XtgHUZ7uKa644grs2rXL6zkqISEBxcXFHo+/7OxspKamtnsOTUlJwalTp1BdXY1nnnkG3333XZf6pLH9iMaOHdulmd+cseeGrg6KBQIBHA7HgLh/ulDeMqUAYMKECdi3b59P56a6ujoEBQW5fG8nT56MadOmtXv8AICAz8OE5GBMSwvDpKGDILI047fTVTha0oRN2eXYtPc4AkJas1eVSqXb2MNmd2BHfg3KG43Yd7YeIUop7puciIdnpCA+yA8tVjvKm4woqjegStuCqAAZLk8OwcRBIRgeo0aIvwSNBivOVOugMVmREq7A9aOicf2oGAR7yI7yRCUXYc7QCExKUGBIXCiSQhXwkwo7/sN+qm3/aq1WiyeffNLtdV1pXdQfXZRBKQBYunQpiouLYTabcfToUUyaNIn73WeffYbdu3e7vP6BBx5Abm4ujEYjKisrsW7dOkRFRfXyWhPiG4PBgKeffhpJSUnYsWNHv83E+eGHH3Du3Ll2X7N792589tlnnUpPzsnJQVpaGgICAtzK4xiGcXk6oFQqPZZldNR8meVtdia73e52kc/MzOSyMCoqKjBmzJhOldL0FTabzNNNC9srq6vbwE7tzuPxMGrUKBw+fLhfzZZ0MWPPC23Lxbpj//N4PERHR3fbk+zZs2dj9uzZXKmQc/8rhmFw8uRJl+3Yt28fsrKyIBQKERMTg+rq6g5v2s1mM9RqNRobG31eZ4ZhsG7dOtxwww0ICgpyCaA79zG6+eabsXbt2g7PY+xsZuz5afbs2di2bVuXPpOTJ08iKSmJ6xd27733QiAQcEGF9tTV1aGkpASXX345pk6diq1bt7a7/9peY9jyPV+uPZ5mTxOLxUhJSUFQUJDHwIzzcsPCwlBXV+fxvUwmE5577jk89thjboEmZ2xQimEYaLVat9eGhYWhoaGhR/tKtR0wZmVlYd++fd12fdi5cyfef/99NDU1eWx07mmA7+lJenJyMs6cOcNl4nkLTE2ZMgUbN27s8WwpNnvH03qEhoaioaGh1++BNBoNnn/+eZdANJul4kl4eDiam5uh1Wpdfs4GqaVSqcf+jQzD4NChQ0hLS2s3QHjZZZfhm2++wUsvvYTly5eDz+d3KSuZzfZSKpUwmUwXdGyyvT0vhEKhuCR6UWo0Gq/lx0OGDHFpDdGeyspKhIaGuiyHx+NxD3s6IuDzMC4pCNeMS0GgyIqMcCV2nanDHwX1yDt7Hmf1QlTrzFAoFG7n/+IGI0oaDPjrfAMsdgY3jYlFXKAf+DweiusNqNCYEKqQYFi0CtEBUtTpzSioacbZmmacq9WjwWCBTMTHFWmhuG1cHBaOisbgSBVk4vaDaT/++KNbJhnfbsagyCBMSwuFv2TgBqXa9q9WKpUes8670rqoP7pog1KEXMx+/vlnzJkzB//v//0/7Ny5s1catHaW3W7H2rVrkZOT0+6NzaFDh1BRUeHzja3FYgGfz4dQKPRY1lFYWOiS8RMeHu4xg8FT40dP+Hw+d7PY0U3B4MGDcebMGdjtdlRWVmLw4MEdzqrTH1RWVnIZF20FBQVBo9F0eXaq0tJSborswYMHdzj1Nek+7CxvzjejQUFBF5Td4BxgYPvP+DJw6eh7dtNNN7ncOCcmJnLfpf379+Ohhx5CU1MT9/rjx49zZYkAIJPJ3AZ8bRUUFCApKclroNmTxsZGREREQC6XY8qUKS6zUul0Oi4zKS4uDhEREdi9e3e7A+S2QamgoCAIBAKfsqzays3NRXJyMnc+zMjIgEgkarcUiPXll1/i2muvhVAoxIgRI5CXl9ep6wjb6NaXYICnLAC5XI7k5GQEBwdzGUystsGb0NBQr7MxFhYWYvjw4QgODnab+cwZG7xwOBweg1JAa++fnszkrKqqchkwjhs3DocOHeq2IH1paSkiIyNx+vRpjw9cFAqFW58gtkzS+RyRkpKCc+fOoaSkxKVvYltjx45FaWkpiouLu2X9vWEDN560V6Lfk06ePInhw4dj586dcDgcbllwnowYMQJHjhxx+c7U1dVxJbjx8fFux99ff/2FzMzMdmepA1rPly+88AKeffZZREVFITk5Gbm5uZ3eroaGBpfekhdyb1lUVMTNAtdV8fHxOHv2bL998NpdNBoN1Gq1x9/x+XyIRCKfgozOZc8XYmiUGgF+YoyMVeO6EZFoMJhRWl6BihYRdp2pA08ig16vh9Vq5Xo0HitpwtZT1ShpMuKmMbFQSkVo0JtxtqYZQf5i3DA6BreOi8NVwyJx85g43H5ZPG4YHYNrR0Th1nGxuHNCPO6emIjJqaGIVLc/CZGz7du3Y+/evS73lexERpeSjloXDQQUlCJkADp79iz3lNnPz6/Dp+Ld6cCBA9i3b1+HNwl79+7FsGHDOixfq6yshFwu9/nGPD8/H8nJyRAIBAgLC0NVVZXLuuzcuRPjxo3jBqsREREeszl8zZQKCgpCbW0tfvjhB6xevRp2u517Itr2ZksqlcJut8NsNnMDsc4MgPtKbm4uBg0a5PXmMSkpCXl5eV1atvONKdvAur9M4d3TtFotDhw40KM31Nu2bcMvv/zi8RhzbhbNioqKQllZWZfXyWAwwM/PD0DrUzxfywE7ej+BQODSUFkmkyE+Ph5HjhzBhg0bcMstt7hsp3PpHACkpaXh+PHj7b7PqVOnkJycDIlE4tOsgUDr8RsZGQmBQICRI0ciPz+fG6g1Nzdz+wJoDaxt3bq13YFcTU2N20B/1qxZPs0g2DZj0fkcA4DrCZSYmNjurFVsc/O0tDSIRCLw+XwkJCR06juelJSEgoICnz57dhpx522+6667EBoaipCQENTX17t8brm5udz05UDrOdjbLKps2XFHpSlBQUFcRk3bXmCsiRMnYs+ePT2WyVlVVeUSkJTL5ZDJZKipqUFLS4vHfXnmzBn8/vvvPu1nh8OB+fPne90XKSkpyM3NddmPBQUFXJNzVlxcHPLy8vB///d/mDFjRru9jO644w58+umnPbbP2Ot0RwPU3n7QcerUKdx00004evQorFYrysvLvc6Oxxo8eDDy8vJc1tV5wpSZM2e6ZU1+9913mDVrlsdm821JJBJIJBKIRCJkZmbi5MmTPu+Xt99+2y2r3VsWo6/Y7+aFBKU6OpddDHy5FkdHR/vU5qKystJjb9CuUMskGJ+oQphSivkjoyET8rD/XBNOlGtxqsaK5ubW68ijjz6KA9kn8FN2BWp1Ztw1IQGJIX44V6eHAwzGJgZh4egYpIYruJ5QfD4PUWoZMiKVGBajRnKoAqEKKUTt9IzyxOFwwGw2Iz8/3+V748tERhebjloXDQQUlCIXNXYK6IuN89P2adOm4bfffnO5+Xjuued6LFC1bds2/PXXXx3ehG7atAm33347Kisrvd4YsdNNBwUFtTsdsrPjx48jNTUVfD4fYWFhbr1GsrOzXTIowsPDPWZztJ3i3Jvw8HBUVlbi0KFDaGxsRF5enkuD4bbaDu7UanWfzsBns9nw/PPPt5vpdPr0aW5KcE/GjBmDv/76y+vn2NjYiFWrVnk8JthBPXuTNGzYMLenxf1RbW0tTp48eUHLOHz4MFatWoXDhw9301q5Wrt2LQ4dOoTCwkKP+7+8vNwtA66jXk0dcc4OAloHpr4MfLry5HbBggVYu3YtVCoVZs+ejT///BNmsxnV1dVuN96ZmZkdzgaWl5eHpKQkREZGuvSVbA+bfcLj8biMJHb2G7PZ7HIOUSgUMJlM7Z4b2aCU87qPHDkSeXl57f6dyWTCPffcg5ycHG453gYfCQkJKCgo8Lov1q9fj6uvvtploMuW1nr7m7bfV7FYDKVSiYqKCq/rzDIajS7BMwBITU2FTCZDWFiYWxYU+zmx29ZeI3m2t1hHgzD292ymlKegVGpqKgoLC2G1WpGbm4tVq1bh9ddf77aACxuUcl7Xyy+/HJ988gkWLVqEjz76yG0bN23ahL1797qsQ0tLi9vnwZaShoWF4dVXX/X4fUtPT0d+fr7LZ3z27Fm30jiBQICUlBQ88sgjCA0NbTfgl5SUBK1W22O9Ldkm7O2tg6cy/rbL8DRj1YXIz89HSkoK1Go1ysrKUFhYiOjo6HaPQ0/N5uvq6rhSy8TERFRXV3P3raWlpZDL5V5nTmtPRkYGzpw549Ox29TUhNOnT+Pll192Kddkz5NdvVazpYAXEiBJSkry2mvrYuEpW7Gt+Ph4FBUVdXjd7q5MKQAIDAxAgp8D146IQrBMgEClHCEqKbJLm5BfZ4TGYMKJEydw9913Y8177+FkaT2GxagQH+SHiiYTwhQS3DI2DlcOjUCgn/cs1gtRUlKCpKQk2Gw2l3vcSzFTCmi/ddFAQEEpclF78MEHOyynGGjYnknOg3znpwTV1dX4448/kJ2d3SNPlyoqKrheL94UFhZCKpUiNDTU6xNgoHXQPmzYMMTGxvp0wQVaswVSUlK43inOQan6+nooFAquhxHQmhniKSjl6zHBZmMZDAYsXrwYb7/9Nl5++WWkpaV5vPBnZmbiwIEDkMvlXK+XvpyB7/PPP0d2drbHLAj2Rq+9nh1A6xPetk+inH3wwQc4e/asx/5hxcXFiI6O5vZVVlZWt5WsWK3WHtuvX3zxBd56660uly0CrYOhhx9+GB9++GGnptc2m8344osvcO+993rtyWY0GnH8+HHcc889uO2222CxWNwCBGVlZQgLC3P5XGNiYrz2gfryyy+5VHxv2gal1Gq1T9vWlZvk4OBgjB49GvPmzYNMJsOoUaOwbds2HDt2DBkZGS7bNWjQIBQWFrY7eGFLZaKionwOzLUNeoSHh3MBf09/HxkZ6VLO1HZfesqUEggECA4ObjdQlpOTg2uuuYbrv+ccnG9LKpUiJSXFY7/B5uZmHD16FKNHj3bpf5OZmYnTp097/F6aTCaP5UOXX345du3a1eF+9DRAYMuDgoOD3XoCFRQUIC4uzi0Q4emzLSsrc8sGbI9zUMqTxMREZGdn44033sD8+fNRU1PTbc3Iq6urXTKlgNYSOB6PhxdffBHHjx93eS+GYXDu3Dmu7JD1j3/8A2+++aZbcInNeAoPD/fYNHnQoEFuQRFv5/4lS5YgPDy83ZJI1uDBg3Hs2LEeORefOXOGm2nXG08Z085ee+01/Pvf/+62wAbDMDCbzRCLxZg9eza++uorFBYWdhiAEYlEYBjGJZOyvr7epcn8mDFj8Mcff4BhGKxfvx5XXXWV1z5V7ZFKpbDZbD6V323btg1z5szBE088gXnz5nHbEBsbe0EPMNjrz4UESIKDg1FdXc3NanwxOnfuHOLi4to9dtiMsY6O4YaGBrd+cl3Ffq9SwxQYH84gKS4WQ6LUMJhtyK3QQme04vjJUxgz9jLY1LFgKo5jfHIwGg0W2B0MpqSG+tygvKuys7ORnp6O+Ph45Ofncz9nJzIiAwsFpQiA1pucZcuW4cknn8Tbb7+Nbdu2obKyckAHc9gmjT/++GO/7LnUVQ0NDS43MWKxGEKhkHtSuWHDBtx1111uT0Tbc/bsWezatavDz7uurg4hISEdzojyzjvv4JZbbuFK3Lzt/0OHDmHw4MGIj4/3OUVbr9dzDSGDg4Ndyjp2796NsWPHugxm2NIP52XX1ta6PbH2JjIyEgcPHkRCQgIiIyNx++2344EHHsDUqVM9Pr0dMmQI9u7dy/UOGTlyZLtZRj2pvLwc2dnZuPfee3HkyBG3dXj66afx97//neuH4Y1IJIJSqfQ4Q1dpaSkaGxtx77334pdffnEZ1NbV1aGqqsqlf0t0dDQ0Gk23ZI+99NJL+PTTT7s9+GqxWFBQUIBBgwbhyJEjXV7O+fPnkZqaitmzZ2Pr1q0+r+cvv/wCg8GApUuX4o033oDJZHJ7TV5eHtdDSCgUYtSoUThw4IDLezjPzsaKiIjwGFTesWMHioqKsHPnznYHcG0bskZGRqK8vNzruYNtdN9Vt912G2JjYyEUCnHddddhy5Yt2L9/v0s2JNAa2FEoFHjkkUfwwgsvuJ1zamtruRnJYmJifB5stQ3ssU+sDQaDW/YP0DpAP378OLfs119/HVu2bOH2T9uZzljjxo1rd4alI0eOYMqUKYiJicE333yDnJycdmfkuummm7Bx40a3UtkvvvgCCxYscOt/I5VK4XA4PB5rzgEPZ2PGjEF2dnaH11ej0ei1BEutVkOr1bp8Fm0z0ADAz8/PY88wNkjqC6lUCr1e7zVTCgAmTZqEF198EfPmzUN4eDgGDx7s1mS/q5z7B7FkMhmWLVuGwMBA3HzzzVizZg23P8+fP4+4uDiXyQnYchWpVIp3332X22/nzp1r98EC0Hoet9vtLsdY2zJYllAo9Pl7O2bMGBw6dAjNzc1YtGhRpwLwHWlv5j3WkCFDsHHjRo+Z8Q6HA0KhEHV1dRd0LndWXV3NnROGDh0Km82GnTt3epy9tq3o6GicP3+e+zd7TLCf24wZM/DLL7+gpKQEZWVlSExM7FJQCmgtwzxz5gyA1mwob9lie/bswahRoxAaGopBgwZxn/uFBqXYmV8v1NSpU/Hzzz/3agnfhg0bcPjwYZ++9xf6gK2jh4JA62fpy2fhcDi6pXQPaA2EHT16FA6HA1s2/YjrZk7E1PRwpEcokV/VDJPVjsraRjRa+ShXZkDdmAe5AGgymjFxUDDSIxTdsh7tOXHiBFJTUzF06FBkZ2dz5zZf23OQ/oWCUgQA8Oyzz+KZZ57B4sWLkZWVhbq6OqxduxbLli3DQw89hPfeew979+6FTqfrtvc8c+YMNm/e3KXBaUNDA5YtW9Zued6RI0cwfvx4RERE4OjRoxeyqv2Kp3T7jIwMHDt2DBaLBcePH8fMmTN9vpnQaDR4+eWX8cMPP3SYFXLkyBFkZmZCLpejoaHB42v27duHmJgYhIaGQigUIiwszGMT36NHj0Kj0SA0NBRJSUk+zVLXtgGuc5NTh8OB3377DSNHjnS7iePxeC43F6dOnWq3h5KziIgIHDlyBMOHD4dAIEBmZiZCQkK8zmYil8vh5+fHPb1PSUlBZWWl1+/OuXPneixo+vXXX+OWW27B0KFD3Uqb2KnRb775ZsydO7fDfXHDDTfgiy++cLkBM5vNePnll3HbbbdhyJAhKCws5N5zxYoV+Mc//oGHHnrIbUAxd+5c/PDDDx4H4GyWX0c3gwzDoKKiAidOnHB5QtYddu/ejcsuuwzXXHMNNm7c2OXPx2QyQS6XY9KkSThw4IDH5TAMg9WrV7s8Cd67dy/mzJmDhIQETJ06FWvWrHH7bjg3uQZaB4Ztp/Bmy2OdB0oikQhxcXHYv38/t4+NRiPWr1+Pu+66C/fccw9yc3O9bjM7iGV569nGysnJQUxMTJef3PL5fC5AIZFIcOONN+Lw4cNc83xnjz32GJ577jnExMS4DNiB1kAfG0huL1usLTYAwGID6GwftrbH9tChQ7m+MXa7HXl5edi8eTO3P202m8fB/ujRo9udgj0/Px/x8fFYtGgRrFYrcnJy2s3MkMlkmD17NjZt2sRtp81mQ05ODoYPH+5xoJuWloacnBy3715eXp5LjyeWRCKBn58fampqPK4Diw1KecIeF+x7egsYhYaGXlCDfqA166K8vBw1NTVeA1kZGRm49tprMW7cOIjFYgwZMsStD1BXsQGStkQiEQQCAYYOHYrU1FQsX74cJ0+e5PojOpe3nzt3DgkJCVi4cCGEQiH+/e9/w+FweLwv8CQyMpJ7uGA2mztszu2L5ORklJSUYN26dUhPT8cHH3zQbQ9hKisr3bLL2ho+fDhmzpyJxx57zG2m3cLCQsTGxuLuu+/Gxx9/3KUZ6do6efIkUlJSuB5uixcvBsMwPmWopKen49SpUy7Z3c6BSqVSibvuugvLli3DzJkzuxyQAlrPRSdOnIDdbse//vUvvPzyy26fS01NDVQqFSQSCVeizIqIiPB5Iou27Ha724ybXTVr1izs2bOn19pxGAwGbN26FWvXrvV6nwu0PnB57733cNttt+Hdd9/t8jF//vz5Dks/RSIRbDZbu58Few7tjn0OtD4oqa6uxocffgir1YqhQ4ZgbGIwpqaFgsdvvb9p4cuwNbcGDS18hIWG4NyZfIyNUWJs/IVnazEMg5deeol7GGG1WnH27FmXVh9sK5O2PdT0er3HbFHSv1FQinAEAgFCQ0MxZMgQXHXVVXjwwQfx/PPP47HHHkNmZiby8/PxwgsvYNmyZVi2bBkef/xxfP/99/jiiy+wa9euTg3czGYzXnnlFeh0Ojz55JOdnnno3XffRUJCAj788EOvF4IDBw5gxIgRWLhwIT7//HOfG9t2RKPRdGsqeGd5eqoyatQoHDt2DGvXruWmVefxeB6ferf10ksv4b777oOfn1+HAcJDhw4hIyMDCQkJOHfunMfAwYYNG7BgwQLuCVl0dLRbwKm0tBT/93//h+XLl0MkEiEgIAA6na7Dm5/Dhw+7le0ArRfHn3/+GZdddpnHGfXYGfRYubm5SEpK6rA5LtB6k+jn54f09HQIBAK3GzdPhg8fjoiICG49Jk+ejC1btrht3+bNm/Hoo4+6DBy7i91uR0FBARITE6FUKmG1Wl2OhzNnziAxMRGxsbG4/PLLO3yimZiYCABcAMhqteLpp5/GggULEBERAaFQiOnTp8NkMuGNN97AvHnz8NhjjyEqKspt2WPHjsXp06fdMh9ycnLw7bffciVK7SkqKkJcXBzuvfdevP/++xdUZueMYRhs3LgRkyZNQmRkJNRqNTZv3tzpTAnn7DOJRILQ0FDuqbWzvLw8HD58GN988w0cDgeam5vB5/O543jWrFmw2Wzc71mnT5926bujVqthMBjcnoZ7ujG8/fbb8fXXX3M3+W+88QZuvvlmSKVSiEQihISEeC0la1u+FxUV1W6AZ926dZg7d65P3zVfjB49Gq+88orH7RIKhZDJZLjuuutgtVrx/fffw+FwgGEYbhYroVAIpVLp0/nG0+8TExNRXl7uMjB1xs4UZ7fbcfDgQWRlZSEmJgbZ2dncazwdS1KpFDKZDMePH3f7HTvjqEgkgkQiwfz58/H22293mMkyefJkHDhwgPtuHDp0CCNHjuTOY22x1xG73Q6LxYK1a9dygTVvPedGjBiBw4cPt7svq6urPc5254z9+7y8PG4iC2fBwcFu/QPZWfR8zQwICQnBN998gyuuuKLd4/H666/nyhWTkpI6LAvtTtdccw3uv/9+bNq0Cdu3b0daWprLbIqHDh3C0KFDIRQKceutt4LH4+H111/nGhx3NBBMTU3F6dOn4XA4cPToUQwZMqRbMitCQ0Nx8uRJLFq0CCaTqVtmMayqqvKp/IvH42Hs2LG49dZb8fTTT7tkB7KZFAEBAbj88svx448/tnus+nId+fPPPzFkyBDuGAoICMB7773n034cMmQIN6so8L9j2NngwYPx2GOPISsr64KDUqdPn4bdbkdNTQ2kUim2bt3qcv7ZsmULJk2a5PH7IBAIujyzYUVFRafKatsjFAoxc+ZMfPHFF51al5MnT+LBBx/kyiF9tWHDBlxzzTW45ZZb8Pbbb3t9ULB9+3YIhUK89dZbEIvF+Pvf/45NmzZ1+l6ksbHRp4BmRzPM6nS6Ds+zncHj8fDAAw/gzJkzuOOOOyAWiyEVCXD5oBAkhvjD4OAjNikZ2eU6KKRCpI+9AnnbvsQ376zC448/dsFBxN9++w21tbX417/+heLiYtxzzz3YuHEjVq5cyfWWZO9F5HI54uLi8J///AcMw3h9+EP6NwpKEY/Yhq5sM9Phw4fj+uuvxxNPPIEVK1bgueeew1133QWBQIDIyEicPXsWy5cvx9KlS/HUU0/hnXfewerVq7Fq1Sp89tln+OOPP1BWVsZdiD/55BPMmzcP06dPx5IlS9o98bPOnTuHb775Bhs3boTdbsdtt92GiooKHDx40OPrz58/z2XsLFiwAKtXr273YuFLUM1iseCpp57CyZMnL7gJMtA6wO9sLwZPafrJycnIzs5GbW0tJk6cCJFIhPj4eK/9aFgVFRUQCASIj4/HuHHjsGfPHq8XfTYzJSwsDElJSR57QBkMBu4C4dyXoG250IYNG7Bo0SIoFArupsuX6Ye3bdvmVp43b948PP744/j5558xc+ZMj8GVkJAQl6crvpQ6OHviiSe4J4m+uP32211u9qdOnYrdu3e79Jr5/vvvcejQIbz99tvYvn37BTVira6udms0e+jQIQwbNoxbh9TUVJw4cYI71v766y+MGDECAoHA56fl7E3aoUOH8Oijj2Ly5MnIzMzkMlmmT5+O6667DlKpFMnJyYiIiPDYTJ7H4+HGG2/Eyy+/zJXKvfTSS/jwww/x+OOPIyAgoMOZwPbu3YvRo0cjPDwckZGRXANoTxiGwZIlS3D69OkOt/HLL7/EqFGjuMHufffdhz///JMrwTpw4AAeffTRDs9XbC8tdv+zWStt/27Hjh145JFHcPDgQVRWVrqVoPJ4PNx7773Izs52yfj0dAOamprKBTXae1Lt5+eHefPm4amnnsL3338PoVCIoUOHcjdxY8eOxf79+z0OxOvq6lzeNyoqyms/l9OnTyM4OBhqtbrbglJsQ+D2Jilg99nhw4exefNmHD58mAt0sOvt5+fX4eQKtbW1bgN9mUwGk8mE/Px8j9lDQGuA8MiRI/jPf/6DSZMmYd68efjxxx/R0tLiNSAEAH/729+wbt06t4EjO7B2zhCVSCQdBpLFYjFSU1O5sqVt27bh8ssv9zrQTUtLw5kzZ9Dc3IxNmzbhhx9+QGlpKZeh6mm9R44ciePHj3sN2litVvz2228YPXq01/OtVCpFU1MTGIbBrl27XIKtrNjYWLfZ/nxtcs4KCQlBfn4+pk6d2u6+EwgE3PHKfl6+POBpD5st1tG68ng8xMbGYtmyZfj3v/8NiUSCxMRE7nqbk5PDla7y+XzceuutiI6O5gKXHcnIyEBubi7sdjv27dvHXQMu1NVXX4277roLQqEQixYtwvr162G1WpGXl4enn366SxOvsGVlvqwfj8fD0KFDcd111+H999/njkfnHpRXX3019u7di/r6egCtM/Wy93FHjx7Fvffei2XLluGVV17xmlFlsVhQXV3tFnBhZ77rSHBwMOrq6qDT6cAwDCwWi8fv1YgRI1zKpLtCoVDAYDBwDzJvu+02/PTTTy73CgcPHuSC9Z4IhcIuHftte0leqBkzZqC4uBjHjh3z6fUFBQX44IMPcMcdd+C7777zOVDU3NyMvXv3YsyYMRgxYgT4fD5OnTrl8bW7du3C9OnTuQze++67D8XFxVi3bp3PwTOGYXzeR7Gxse3OwFdVVYXQ0NBuK98DAH9/fzzzzDNQKpXc9zA+SI5pqaGw8WUosQWguN6E0XEB4KvDcdt9f8PLL72IOXPmYOnSpVi6dCmWLFmC//u//8OhQ4dw5swZ/PbbbygsLGx33GOz2fDdd9/h73//OyQSCZ577jk88cQTuPPOOzF8+HDs2LEDb7/9Nm644QZuvRYtWoRt27Zh3759F/VsjRezrofgySWHvVFjBy4ymQzh4eEAWp9ez58/H3a7HTqdDnV1dVAqlQBaT5SFhYXYs2cPamtrwTAMgoODMX/+fO6mOSoqCg899BBUKhXCw8MREhICuVwOm82G8vJynD59GhERERg1ahTq6+tx++23QywWY/ny5XjllVdQV1eH2bNnQyKRgGEYHD9+3CUlesyYMdDpdFi2bBmGDRuGu+66y6UJ3smTJ/Hyyy9DoVAgPT2da6wrEokQFBQEoPXm+plnnsHVV1+NkJAQbNy4EUOGDPF4MddqtfjnP/+JGTNmYOrUqTAYDNxUvSyLxYLXX38dPB4Pr776KgICAnz6HLwNEG688UaMHj2ae8KbmpqKvLy8dm86f/jhB2664XHjxuHVV1/FwoULPd6wHzx4EOnp6eDxeEhOTsbevXtht9tdlr1//363m8j4+HiXZrgMwyA/Px+33nqry/5IS0vD/v37MWvWLI8X6YqKCsjlcrcn41lZWUhNTUVTUxMkEonHC3J4eDgKCgq49bdarZ16ijJy5EifXwu0plo7L18ikWDZsmV47733uKwZjUaD+++/HxKJBKNGjcLmzZtx9dVXQyKRwOFwIC8vDwzDcBla3lRXV+PJJ5+EUCjE7Nmzcc0110AkEuE///kPFi5cyK3HhAkT8OWXXyIrKwtSqRTZ2dmYMWNGpwYkMTEx+Mc//oHPPvsM8+fPR3p6ukuwjsfjudyYt3dzNHLkSNTU1OCOO+5Aamoq5s6dy/UOmj9/Pr755huuZ5InR44cweOPPw6BQIBrr70Wn3/+OUaMGOHx9Tt37kRoaCg+/vhj/POf/8S6deu4wIxEIkFlZSWeeeYZqFQqCAQCPPbYY9x2iMViPProo/j3v/+N48ePo6SkBFFRUfjrr78wYcIEl/Kj/fv3Y8iQIVCr1W5TrWdkZODXX3/FoUOHMH78eG7dTp06heuvvx733HMPXnrpJVRVVeH11193Oa8IBALcf//9eO2115CZmQmbzeaxR8+0adPw9ttvo7CwEDKZrN2+aRMnTkR4eDh++uknLFmyxOVzHD16NF588UXcfPPNLseHxWLB4cOHcc0113Cv9ff3h9Fo9HgTuHbtWtx9993d/sTSl5t4gUCARx55BD/88AP27duHm2++2WU9rrrqKmzcuBHLly932cZvv/0WkydPRnh4uNcpzQUCAXQ6ncesTKC1SfTHH3/MlRbIZDIIBAIcPHgQgYGBXj8TtVrNldJfdtllUKlUAFozKmfNmtWl4MHcuXPx/vvvIzMzE9XV1e0OWng8Hq688kp8/fXXOHr0KB544AH8+uuv7X6Pw8PDUVdXxz2Z1uv1eP/99wG0fserq6sxY8aMdoP6V199NVatWgW5XI6MjAyP2TsjRozADz/8wM22BPwvKOXroG7w4MF44IEHPDZtb09CQgLOnj2LrKwsn/+mLV8zmVjOgbH4+Hj8+uuvsNvtLj0VgdZz7Ny5czF9+nSfjo/o6GjU19ejsbER58+fxx133NEtQamUlBTYbDYIhUKEh4dDLpcjPz8fa9aswfXXX48333wTw4cPxx133OHzoPngwYN44IEHOpUtNHbsWGzatAkajQZBQUEuzeUFAgHuuOMOrF69Gg899BDWr18PlUqFV155BZ9++imeeOIJ+Pv749ChQ3j44YexevVqhISEuCx/z549bg/GOmvu3Ln49ttvER0djWHDhnk8Jrqr9C0iIgLff/89srKyIJPJMHHiRPz222+47rrruEkC2nsoFRsbi1OnTnmdxctbD6PumHnPGY/Hw9/+9jesXr0aYWFhiImJaff1H374IZYsWYKoqCgkJibi4MGDmDhxosftPHr0KHbu3ImrrroK//rXv7B48WKu2uCmm27CRx99BH9/f7z99tsYNGgQFixYgMDAQLS0tLjcj0ZFReH222/Hk08+iXnz5nFjBxbDMPjwww+RmZmJMWPGgM/nY/PmzT4H1hMTE3Hq1Cmvx19nzzG+8nT9HpsYhANTr0eFxgihUIDYQD9IRTxMHpUJmax1PMGOjxwOB3Jzc3HkyBHo9XquT6vzpA5siw32f+12O6688kpIpVLcc8890Ol0UCqVEIvFuO666/DII48gPT0dsbGx3PqJxWI88sgj2LJlCwIDA7t1H5DeQUEpckGcT6RsIEMmkyE0NBQAuKayo0eP5vr+sNFx5xnSFi1aBL1eD6PRiIaGBjQ2NqKlpQVisRhZWVlcNNz54sk2tn3mmWewYcMGPPbYY7Db7XA4HEhISMCtt97qkoUzffp0rrfLgw8+CKlUCqvVCoVCAZ1Oh5deeglyuRynT5/G559/DqD16abZbEZKSgoKCgowffp0jBw5ElKpFFqtFvn5+YiIiIBYLEZNTQ2OHDmCuro65OTkYNGiRfjPf/6DH3/8kTvRymQyXHXVVUhPT8fXX3+NK6+8EkqlEm+99RaefPJJlxpoq9WKX3/9FfHx8RgxYgSA1qCPt4axV1xxBRwOB3exGjx4MF588UVMmjQJcXFxbq+32Ww4ceIEbrzxRggEAvj5+YHP5+PMmTMYOnSo2+u//vprLFu2rDWFVyp1mxEIaL1hu+WWW9wajVdUVECv1yMwMBAnTpxAenq620X4uuuuw/PPP4+pU6e6BDby8vLQ1NSEQ4cOYfbs2R77RalUKiiVSq8X4yuuuIIrM502bZrPTc5Z3XFjlZSUhGeeeQZ1dXUoKirCsGHDIJFIuCe4H374Ifbt2webzQa73c5lC3zwwQdwOBzcTapKpYLNZkNTUxMUCgU0Gg0efvhhBAUFYfv27bj//vshFAoRGxvrMgBNTk7GhAkT8MILL+Caa66Bw+Ho9OAMaC3TeOSRR+BwOFy+w53F4/EwZ84cLrNPKBRyn218fDzi4uLwt7/9jZvlkJ3eOiMjg2swzQ50o6Ki4HA48OuvvyIwMBB+fn7w8/ODXC6HVCrFV199hWeffRbr16/HU089hYSEBC5QuGDBAvz444945JFHIJfLIRaL3faLVCrF8uXL8fvvv+OGG24Aj8fDW2+9Bblcjj///BOXX345Nm7cCJlMhg0bNiA2NhZA6+xkzsfO/fffj5UrV0IikWDEiBFcw1yBQIDk5GS88MILKCsr85iCHxwcjKysLHz99dfIyMjwWOIUExODF154Afv374fVasX111/v9fPh8XhISUnBww8/7FaSKpPJoFAo8M477+Caa65BamoqgNbp6adPn+62fxQKBY4fP46xY8dyP9uxYwd3DHZXllRn+fn54ZZbbuGuO87rMXz4cHz99ddobm6GWq0GAPz+++84dOgQ9u7di9dff91rJk5kZCS0Wm27waXly5ejpaWFO6ZvvPFGvPTSS14HRiyJRIJp06bhp59+wm233YbCwkKYTKYOmz17ExERgcmTJ+P+++/H5MmTO1zGlClT8NBDD2HChAnIysrCl19+yZX8ecMG8AYNGoSnn34ac+fORWBgIA4fPoy8vDw8+eST7WYmDRs2DIMGDUJ1dTUiIyM9BrB4PB7uvvtuvPvuu1xZcElJCUaOHOnz+bmrWXvDhw/Hzz//jGHDhnncDoZhsHv3bvzwww9wOByYPHkyFi5ciKKiIpw9exZhYWF49913cf/993fpWqJSqdDc3Iz169d7LBnl8Xid6p8ye/ZsfPTRR90+gHW+Ni9YsACrVq3CFVdcgaFDh2LEiBH4/vvv8Y9//ANPPfUU1+Ce/e61ZbFYYDabvQZ+veHxeJg2bRp+/vlnLFy40G0ygiFDhuDyyy/HAw88gNdeew3fffcdfv75Z4SFhcHf3x9SqRQTJ05EaGgonnzySYwYMQJjx47FqFGjwOPxsHXrVixZsuSCyuomTpyIJ554Ajk5OVixYkW3NAP3ZujQoXjrrbe44OOsWbOwYsUKXHXVVdiyZQt3/fXmuuuuwz//+U9kZWVx2Xnstm/atAnfffcdwsLCcOedd3L3jRaLBfv378ejjz7arVk7AQEBeOCBB/D888/jtttuQ0xMDGpra2EwGBAdHY2oqCj4+fnhzJkzkMvlXF/T+fPnY8WKFTh27Biio6ORlpaGwYMHw26349tvv8WxY8dw9dVXY926dVi0aBGSk5O5zyQyMhIKhQKvvfYali9fjurqaqxcuRLTpk3DmDFj3M4l7EOyDz74AH//+99dvpc///wzdDod9u/fjy+++AJmsxmDBw/GokWLfDqeLrvsMjz77LM4d+4ckpKSsHHjRvz000/IzMzE8uXLUVVV1SNBKU+iA2QYnRyG8UI+ZCIByptMGBkbDKWs9Vji8XguZalZWVkYNWoUdy8LgBuvOfd8bbvu7L1GcHAw9zM/Pz/ceuutSE1NdfvuhIaG4rbbbuMyxSljamDhMQN5erV+pLy8HDExMSgrK0N0dHRfr06nsQGh/tIYzjmrxpcePg6Hg2sCyDAMd+H0dPPJMAyMRiPsdjvEYjF0Oh1EIhH8/f25izO7LB6Ph+bmZpSVlUEkEnFlIzweD/n5+fjPf/4Du90Os9kMlUqFzMxMBAcHczc47KwvKpUKfD4fDQ0N2LlzJ2praxEeHs6VOv3yyy/Yt2+fS8mO0WjEFVdcgfLychQVFUEikUAmk+GBBx6AXC736SJ25swZfPXVVxAIBBg2bBiXfdbU1IQTJ05g3LhxmDNnDhcEqqurw2uvvYYrr7ySKwlg/9u3bx+WLl3KHSNffPEF6urqcNddd3E3fs899xxWrVrl1tQ2JycHmzZtwssvv4w33ngDM2fO9NijZN26dQgPD8e8efMgEAiQnZ2NtWvXIi0tDYWFhXjqqac8znjlC7vdjvr6emzZsgWpqanIysrqs5pzTxdgtjEywzDccS8QCOBwOLgLLMMw3GBYoVCgubkZRqORmwLc4XDAarVyxy7bQNf5fQ8cOICSkhLuxqwnb4gvhMPhgMFg4Br2s1lUBQUFXCBKqVRynyEbFDabzWhpaXH5b/To0Rg7diyMRiP27NnDlXkaDAZ8//33GDZsGAYPHtzh+Y/tryEQCPDtt9+ioaEBY8eOxaFDh5Ceno6xY8dCKBRix44d+OCDD/DFF19wGaOskpISbN++HYWFhdDpdLj99ts9Nuf3xGaz4dNPP8XevXvxwAMPeA0WOPcB6WpAyGazITc3F7t27UJFRQUiIiJQXFyMF1980a0RtU6nw6pVqzB//nyUlJTAz88Pu3btwvPPPw9/f/9uHZh0px07duCXX36BWq2GQqFAVVUVVqxYgT///BO//PIL+Hw+Hn/8cURFRbls7/bt22E0GnHllVd26hzywgsvYOTIkZg1a1a7n7fNZuNKFb744gs88MADXEZDVzhf83z5PCoqKuDv7w+FQoHPPvsMcXFxmDx5stf33717N06fPo2qqipMmjQJEydOdDkfsf2wfFnPjs7te/fuxcGDB7kZVf/xj3/4nGXcVQzDYOvWrdi7dy8yMjK4wTmfz4dOp0NeXh7S09Nx3XXXQSaT4bPPPkNFRQWEQiFGjBiB0tJSXH/99QgMDPSpxMuT1157DYMGDcLMmTMhlUov6DvlcDhw99134+abb8bkyZN77Dq4YcMGzJo1izvmGIZBTk4OvvzySwCt/RotFgvS09OhVqsRGBgIuVwOs9mMzZs3Y9y4cZgxY0anr1FWqxWPPPIIRCIRFi5ciNGjR7tsI8Mw3H1ZVVUVli1bhjVr1iA6OtrlfKnValFUVITff/8dAQEBYBgGGo0Gy5Ytu+CZvfLz87nWCT15H9LQ0IA333wTzz77LHd9++ijj3D+/Hm0tLTgxRdf9Pqgk7Vx40auwTSfz+f6YmVkZGDhwoVoamrC+++/j5kzZ2L8+PF45513MGbMGIwePbpHxhQVFRXYu3cvGhoaEBQUBJlMhpqaGtTU1MBoNEIoFOK+++5zOWc2NDSgtrYW1dXVOHv2LM6cOQOHw4GpU6dyD1oAcA/rnJlMJlitVq56gg20v//++y4zs7IYhsHPP/+MvXv3Ii4uDmPGjIFEIsG6deuwcuVKSKVSl4CMWCz2+ftcUVGBl19+GWKxGFOmTMEVV1yBgwcPYuvWrRCJRPjb3/7m0s+0J205VYWCaj3UchHMNjsWjopBoF/v3E8634t5w15/AgICLiiITHoPBaW6ycUQlNLr9f128NAftL1h9tYAkp2RxRvnbDE24Oa8rLbvwbJYLFx5YmcGmna7Hc3NzTh//jwsFgsEAgGUSiViY2O5AI/ze7I19ezFXSKRQKfTYdq0aQgICODem03J3b9/P7dN7NMQT+u3e/du7NmzB8HBwViyZInHY81gMOCrr75CVVUV9/T3b3/7m8tNwoVmXTgHLnvjwt3TOtOTgH09e6wNlH3QNojn7ama83erLXZb7Xa7y3Z39Xjw9P1nl8EGAaRSqcfjtW3/nc68NxukZAfFPf35scFSnU7HnTs8bVN5eTlycnKQnJwMk8mE0NBQhIeH91mWlC/Yz9BqtXI9f9gBgtVqhVAo9Hi+ZbN+2+sP5UljYyOX4dvRtfbkyZM4e/YsBg0axAVCehN7XrFarVyA3Nu26vV6/PDDD5g9ezaXhdpTx6Wn711v7BuGYVBTU8M1yGfXQyaTcZnI7PXc4XCgrKwMMTExLuejC1lP9pzRXfs2Ly8PsbGxnc5E6gxPGYpA6yCfvaYbjUZuv2o0Gq7v2pgxY6BUKru8veysdkDH++zs2bNeG/kDrfv+wIEDCAoKQmpqaqfvwbxp2/6gp7CBYfa9bDYbLBYLpFKpT9tis9mwb98+TJgwAQ6HA4WFhdxEMey+bWlpwYYNG9DU1ITMzExMmjSp20oQPWnvWs9q74FN23vwzq6nTqeDn5+f133HlqBVVlYiLy8PFosFo0eP7pbMYY1GA6VSyd23AK6TcvTWteJcXTP2nKlHc4sVI2IDMCklpOM/6kXs/qGg1MBBQaluMtCDUlartcPGvWRgYzNw2MFGezcMzqWWzq9pe2JnZ7lw5q0/gfNreTye14sE+wSJ1d5rCSG9p6MAqM1mcxmYD5SgZ2/yNYjMni87Cgj1F87rejFzvmVm/39PAcbunp69u/mSadCb6+L8HwAu6N5b7w+0/1mxQYaB8F3sCc4PsrztL+d7N18nT7kUsPfTF9v5kWEYVGpaUNvcgtggOYL8upYF2tO89Zol/Q+N9AgA98bMhBBCCCGEEEJIW8lyOZL7eiXIRYNCh4QQQgghhBBCCCGk11FQihBCCCGEEEIIIYT0Oirf6yZsHXVVVVUfrwkhhBBCCCGEEEIGqsjIyEumJxYFpbpJTU0NAGDMmDF9vCaEEEIIIYQQQggZqAbqBGpdQbPvdRObzYbs7GyEhYUNqIhmc3MzMjIycPr0aSgUir5eHXIRo2ON9BY61khvoWON9BY61khvoWON9BY61tp3KWVKUVDqEqfT6aBSqaDVaqFUKvt6dchFjI410lvoWCO9hY410lvoWCO9hY410lvoWCOsSyP0RgghhBBCCCGEEEL6FQpKEUIIIYQQQgghhJBeR0GpS5xEIsGKFSsgkUj6elXIRY6ONdJb6FgjvYWONdJb6FgjvYWONdJb6FgjLOopRQghhBBCCCGEEEJ6HWVKEUIIIYQQQgghhJBeR0EpQgghhBBCCCGEENLrKChFCCGEEEIIIYQQQnodBaUIIYQQQgghhBBCSK+joBQhhBBCCCGEEEII6XUUlCKEEEIIIYQQQgghvY6CUoQQQgghhBBCCCGk11FQihBCCCGEEEIIIYT0OgpKEUIIIYQQQgghhJBeR0EpQgghhBBCCCGEENLrKChFCCGEEEIIIYQQQnodBaUIIYQQQgghhBBCSK+joBQhhBBCCCGEEEII6XUUlOohJ06cwJ133omEhARIpVL4+/tj5MiRePXVV9HY2Nhj71tZWYmVK1ciJyfH7XcrV64Ej8frsffub4qLi8Hj8fD666/39apwvvrqK7z11ls+v37KlCng8XiYPXu22+96Yvt2794NHo+H3bt3d9syAeDdd99FWloaJBIJEhISsGrVKlit1m59D0IIIYQQQgghAwsFpXrAhx9+iFGjRuHw4cN47LHHsHXrVmzcuBELFy7EBx98gMWLF/fYe1dWVmLVqlUeg1J33303Dhw40GPvTTrW2aAUa9u2bdi5c2f3r1AvePHFF/HQQw9h/vz52LZtG5YuXYqXXnoJy5Yt6+tVI4QQQgghhBDSh4R9vQIXmwMHDuD+++/HjBkz8NNPP0EikXC/mzFjBv7+979j69atfbJu0dHRiI6O7pP3Jl2XkpICm82Gxx9/HIcPHx5Q2W4NDQ1YvXo17rnnHrz00ksAWrO/rFYrnnnmGSxfvhwZGRl9vJaEEEIIIYQQQvoCZUp1s5deegk8Hg9r1651CUixxGIxrrnmGu7fDocDr776KlfaFBoaittvvx3l5eUufzdlyhQMGTIEhw8fxsSJEyGXy5GYmIh//vOfcDgcAFpLr7KysgAAd955J3g8Hng8HlauXAnAc/lefHw8rrrqKmzduhUjR46ETCZDWloaPvnkE5fXeSv9++yzz8Dj8VBcXNzpbYqPj8eiRYvcljllyhRMmTLFZXmrV69GamoqZDIZ1Go1MjMz8fbbb7v9bUfY9d21axfuv/9+BAcHIygoCPPnz0dlZaXHfbNx40ZkZmZCKpUiMTER77zzTof7AHAvhZsyZQo2b96MkpIS7rPxJcAkEonw4osv4ujRo/j22287fP2pU6cwb948BAQEQCqVYvjw4fj888/dXpefn4/Zs2dDLpcjODgYS5YsQXNzs8dl/v7775g2bRqUSiXkcjkmTJiAHTt2dLguW7duRUtLC+68806Xn995551gGAY//fRTh8sghBBCCCGEEHJxoqBUN7Lb7di5cydGjRqFmJgYn/7m/vvvxz/+8Q/MmDEDP//8M1544QVs3boV48ePR319vctrq6urccstt+DWW2/Fzz//jDlz5uDJJ5/EunXrAAAjR47Ep59+CgB45plncODAARw4cAB33313u+tw/Phx/P3vf8fDDz+MTZs2ITMzE4sXL8aePXu6sBc6t02+ePXVV7Fy5UrcdNNN2Lx5M7799lssXrwYGo2mS+sHtJYyikQifPXVV3j11Vexe/du3HrrrW6vy8nJwfLly/Hwww9j48aNGD9+PB566KEu9XFas2YNJkyYgPDwcO6z8bWc8sYbb8SoUaPwzDPPtNuL6cyZMxg/fjxyc3Pxzjvv4Mcff0RGRgYWLVqEV199lXtdTU0NJk+ejFOnTmHNmjX48ssvodfr8be//c1tmevWrcPMmTOhVCrx+eef47vvvkNgYCBmzZrVYWDq1KlTAIChQ4e6/DwiIgLBwcHc7wkhhBBCCCGEXHqofK8b1dfXw2g0IiEhwafX5+fnY+3atVi6dCneffdd7ucjRozA2LFj8a9//Qsvvvgi9/OGhgZs2bIFY8aMAQBMnz4du3fvxldffYXbb78dSqUSQ4YMAQAkJSVh3LhxPq/3/v37ERsbCwCYNGkSduzYga+++gqTJk3yaRld3SZf7N+/H0OHDuUyvgBg1qxZnVpGW7Nnz3bJeGpsbMTjjz+O6upqhIeHcz+vrKxEdnY2hg0bBgCYM2cOamtr8cILL2Dp0qWQy+U+v2dGRgbUajUkEonPnw2Lx+PhlVdewfTp0/F///d/HoNHQGtGm8Viwa5du7jA6JVXXgmNRoNVq1bhvvvug0qlwr/+9S/U1dW5bdvMmTNRWlrKLc9oNOKhhx7iMsZYV155JUaOHImnnnoKBw8e9LreDQ0NkEgk8PPzc/tdYGAgGhoaOrUfCCGEEEIIIYRcPChTqg/t2rULANxK2MaMGYP09HS3LJTw8HAuIMXKzMxESUnJBa3H8OHDuYAUAEilUqSkpHRpuZ3dJl+MGTMGx48fx9KlS7Ft2zbodLpOL6Mt5xJKoHU/AnDb5sGDB3NBG9bNN98MnU6HY8eOXfB6dMa0adMwc+ZMPP/8817L7Hbu3Ilp06a5ZeotWrQIRqORy8zatWuX121z9ueff6KxsRF33HEHbDYb95/D4cDs2bNx+PBhGAyGdte7vRLFgdQfixBCCCGEEEJI96KgVDcKDg6GXC5HUVGRT69ns0QiIiLcfhcZGemWRRIUFOT2OolEApPJ1IW17ZnldnabfPHkk0/i9ddfx19//YU5c+YgKCgI06ZNw5EjRzq9LFbbbWb7f7XdZuesqbY/64ssn1deeQX19fVeywcbGhq87nv29+z/trdtrJqaGgDA9ddfD5FI5PLfK6+8AoZh0NjY6HV9g4KC0NLSAqPR6Pa7xsZGBAYGev1bQgghhBBCCCEXNwpKdSOBQIBp06bh6NGjbk29PWEDI1VVVW6/q6ysRHBwcLevY1dJpVIAgNlsdvl52x5RndkmqVTqtjxPyxQKhXjkkUdw7NgxNDY24uuvv0ZZWRlmzZrlMdjRnaqrq73+jN1WX/dNdxg+fDhuuukmvPnmm1zAyFlQUJDXfQ+A2/9BQUHtbhuLff27776Lw4cPe/wvLCzM6/qyvaROnjzp9j719fVcuSkhhBBCCCGEkEsPBaW62ZNPPgmGYXDPPffAYrG4/d5qteKXX34BAFxxxRUAwDUqZx0+fBh5eXmYNm1ap9/fW8bPhYqPjwcAnDhxwuXn7LawOrNN8fHxbssrKCjAmTNnvK6HWq3G9ddfj2XLlqGxsdFtxrvulpubi+PHj7v87KuvvoJCocDIkSMBeN83P//8s9vyuiOzbfXq1bBYLFi1apXb76ZNm4adO3e6zST4xRdfQC6Xc72spk6d6nXbnE2YMAFqtRqnT5/G6NGjPf4nFou9ruvs2bMhlUrx2WefufycnbHw2muv7cSWE0IIIYQQQgi5mFCj82522WWX4f3338fSpUsxatQo3H///Rg8eDCsViuys7Oxdu1aDBkyBFdffTVSU1Nx77334t133wWfz8ecOXNQXFyMZ599FjExMXj44Yc7/f5JSUmQyWRYv3490tPT4e/vj8jISK58q6uuvPJKBAYGYvHixXj++echFArx2WefoayszOV1ndmm2267DbfeeiuWLl2KBQsWoKSkBK+++ipCQkJclnn11VdjyJAhGD16NEJCQlBSUoK33noLcXFxGDRo0AVtV0ciIyNxzTXXYOXKlYiIiMC6deuwfft2vPLKK1yT86ysLKSmpuLRRx+FzWZDQEAANm7ciH379rktb+jQofjxxx/x/vvvY9SoUeDz+Rg9enSn1ikhIQH3338/3n77bbffrVixAr/++iumTp2K5557DoGBgVi/fj02b96MV199FSqVCgCwfPlyfPLJJ5g7dy5Wr16NsLAwrF+/Hvn5+S7L8/f3x7vvvos77rgDjY2NuP766xEaGoq6ujocP34cdXV1eP/9972ua2BgIJ555hk8++yzCAwMxMyZM3H48GGsXLkSd999NzIyMjq17YQQQgghhBBCLiIM6RE5OTnMHXfcwcTGxjJisZjx8/NjRowYwTz33HNMbW0t9zq73c688sorTEpKCiMSiZjg4GDm1ltvZcrKylyWN3nyZGbw4MFu73PHHXcwcXFxLj/7+uuvmbS0NEYkEjEAmBUrVjAMwzArVqxg2n7kcXFxzNy5c92WO3nyZGby5MkuPzt06BAzfvx4xs/Pj4mKimJWrFjBfPTRRwwApqioqNPb5HA4mFdffZVJTExkpFIpM3r0aGbnzp1u7/3GG28w48ePZ4KDgxmxWMzExsYyixcvZoqLi93W21lRUREDgHnttde4n3366acMAObw4cMur921axcDgNm1a5fbvvn++++ZwYMHM2KxmImPj2fefPNNt/cqKChgZs6cySiVSiYkJIR54IEHmM2bN7sts7Gxkbn++usZtVrN8Hg8t8+jLW+fe11dHaNUKt22j2EY5uTJk8zVV1/NqFQqRiwWM8OGDWM+/fRTt2WcPn2amTFjBiOVSpnAwEBm8eLFzKZNm9zWmWEY5o8//mDmzp3LBAYGMiKRiImKimLmzp3LbNiwod31Z7399ttMSkoK9/mtWLGCsVgsPv0tIYQQQgghhJCLE49hGKavAmKE9Gfx8fEYMmQIfv31175eFUIIIYQQQggh5KJDPaUIIYQQQgghhBBCSK+joBQhhBBCCCGEEEII6XVUvkcIIYQQQgghhBBCeh1lShFCCCGEEEIIIYSQXkdBKUIIIYQQQgghhBDS6ygoRQghhBBCCCGEEEJ6HQWlugnDMNDpdKAWXYQQQgghhBBCCCEdo6BUN2luboZKpUJzc3NfrwohhBBCCCGEEEJIv0dBKUIIIYQQQgghhBDS6ygoRQghhBBCCCGEEEJ6HQWlCCGEEEIIIYQQQkivE/b1ChBCyKVMq9WisrISkZGRUKlUXV5GQUEBACA8PBx6vf6ClkcIIYQQQgghvYGCUoQQ0ke0Wi0+/vhjlJWVISYmBosXL+YCSWywyt/fnwsyAXALYGm1WqxZswb79u2D3W6HQqFAWFgYEhMTXZZHCCGEEEIIIf0NBaUIIaQPaLVa7N+/H4WFhQgJCUFubi4KCgqQlZXFBasKCwvR0NAApVIJpVIJPz8/1NfXQ6VSYcmSJVAqldi/fz/y8/PhcDhgsVhQXV2NqKgol+URQgghhBByIex2O6xWa1+vxoAnEokgEAj6ejX6FQpKEUJID/CU6eSc3cQGnWpqanD+/Hnw+Xxs3rwZBoMB9fX1KCwshFwux8mTJ6HX65GbmwuJRAK1Wo3c3FwYDAaIRCLodDoYjUYAgFgshlqtxpkzZ8Dn8/H7778jJSWFsqUIIYQQQkiXMAyD6upqaDSavl6Vi4ZarUZ4eDh4PF5fr0q/QEEpQgjpZm0znYKCghAVFYXLLrsMfn5+MBgMyM3NRWxsLJqbmyEQCJCUlIS//voL+/btg1AohEKhQGBgIAICAqDRaBAWFgaNRoPa2lqEhobi5MmTsFgsiIiIQGBgIG688UbExcXBYDDgyy+/RGxsLCoqKrB//35MmDABALggWXV1NQBQwIoQQgghhLSLDUiFhoZCLpdTIOUCMAwDo9GI2tpaAEBEREQfr1H/QEEpQgjpZpWVlSgrK4NcLkdubi7CwsLwxx9/YMeOHRAKhZDL5TCZTKiurkZWVhYkEgnOnTsHm83GpfPK5XLMmzcP8fHxWL9+PbRaLYYOHQqDwYDa2loYDAao1WrU1dVh0KBBmDFjBlQqFbRaLY4dO8YFxLZs2YJDhw7BYDBAp9OhsbERer0efD4fl19+OZYuXUqBKUIIIYQQ4sZut3MBqaCgoL5enYuCTCYDAO5BM5XyUVCKEEK6XWRkJGJiYlBYWIjw8HA0NTVxASeLxQKDwYBRo0ahubkZc+fORUpKCgoKCrB582YcPnwYAJCWloYJEyZApVLh8ccf5xqcA0BBQQF+//13VFRUIC0tDUuWLOECSyqVCosXL8b+/fuxZcsWhISEYO/evTCbzVCr1WhqaoJEIoFIJEJ+fj6XSUWBKUIIIYQQ4oztISWXy/t4TS4u7P60Wq0UlALAYxiG6euVuBjodDouS0GpVPb16hBC+gDbR8p5pjy2XI4NOLU3Q55Wq0VBQQGAjkvrnN/L0+vYEsLc3FxUVFRwTdKVSiVsNhsYhuFKBIODg7FkyRLExMT0wF4hhBBCCCEDUUtLC4qKipCQkACpVNrXq3PRoP3qioJS3YSCUoRcmtjgEMMwXJldVFQUpk+f7hJYcg44hYeHuzU/76l1c86qUqlUuOWWW2AwGFBSUoLt27ejqakJdXV1GD9+PB5//HHKmCKEEEIIIQAoeNJTaL+6ovI9QgjpIueG5uXl5dBoNAgKCsL58+dx7tw5DB48mMuEUqlUyMrK6tX1Y98zJSXFLasqJSUF2dnZKCgoQEhICOrr66mUjxBCCCGEENKr+H29AoQQMlAVFBQgNzcXQqEQTU1NUCgUqKmpgc1mQ2xsLMrKylBZWdnXqwmVSoX09HSXYJNKpcKSJUswfvx4BAQEQKfTYcuWLfj444+h1Wr7cG0JIYQQQgi5MIsWLcK1117bq+/52WefQa1W9+p7XgwoU4oQQrpAq9Xi999/R3V1NSoqKhAaGorAwECkpaXBz88PGo0GMTExXH+p/igmJgaPP/441xQ9OjqaC6RRthQhhBBCCCGkp1FQihBCuqCyshK1tbUYM2YMSktLcdtttyEsLMylyXlP94zqDiqVChMmTEB+fj4KCwuhUqnAMAzy8vIGxPoTQgghhBDSnilTpiAzMxNSqRQfffQRxGIxlixZgpUrV3Kv4fF4WLNmDX7++Wfs3r0b4eHhePXVV7Fw4UIAwO7duzF16lQ0NTVx2VA5OTkYMWIEioqKUFxcjDvvvJNbFgCsWLHC5T2IZ1S+RwghaM18ysvL86l0TavVQq/XIzQ0FBqNBoMHD8aIESO4EjlP5XL9mUqlwsKFC6FSqVBfX48XXngB//73v6mUjxBCCCGEXBQ+//xz+Pn54eDBg3j11Vfx/PPPY/v27S6vefbZZ7FgwQIcP34ct956K2666Sbk5eX5tPzx48fjrbfeglKpRFVVFaqqqvDoo4/2xKZcdChTihByySsrK8MHH3zgdeY8wPssezfffLPbawcivV4Po9EIlUqFgoICREdHo7CwkJqfE0IIIYSQC8beS/dVJn5mZiZWrFgBABg0aBDee+897NixAzNmzOBes3DhQtx9990AgBdeeAHbt2/Hu+++izVr1nS4fLFYDJVKBR6Ph/Dw8J7ZiIsUBaUIIZc0rVaLDz74AH/++ScCAwNx/vx55OfnIzo6Grfccgt4PB78/f2xYcMGl1n2QkNDAQD+/v4XRcAmMjISMTExKCwsRHh4OHQ6HXQ6HTZt2oT9+/fjlltugcFgAACEh4dDr9dTeR8hhBBCCOkQO2N1WVkZYmJiuNmpe1NmZqbLvyMiIlBbW+vys8suu8zt3zk5OT29apc8CkoRQi5plZWV0Gq1CAkJQWVlJSQSCfR6Pfbt24fc3FyEhYVBKBTCZrNBpVKhqakJSqUSdXV1GDRoUL9uZN4ZKpUKixcvRmVlJfz9/XHy5Els2rQJTU1NyM/Px4kTJ2Cz2cAwDBQKBQIDAxEcHIwlS5YgJiamr1efEEIIIYT0U5WVlSgrK0NYWFifTaojEolc/s3j8eBwODr8O7Y/FJ/f2vmIYRjud1artRvX8NJFQSlCyCUtMjISiYmJAIC4uDhYrVYcP34cSqUSjY2NsNvt0Ol0CAgI4F6vVCq5gMzFlCnE9sMCAKVSif3796OgoABKpRJNTU2QSCRgGAaVlZVoaWlBQUEBLBYLbrjhhouihJEQQgghhHQ/NiOfzZTqrw91//rrL9x+++0u/x4xYgQAICQkBABQVVXFjQvaZlGJxWLY7fbeWdmLCAWlCCGXLLa2feHChVw5mk6nwwcffID6+noIBAJoNBqEhYUhICAA8+bNw9ChQy+J0jWVSoUlS5YAAOrr6yGVSqHX68EwDPz8/NDc3IygoCCcOnUKjY2NGDx4cJ+kYhNCCCGEkP7NOSO/P99Db9iwAaNHj8bll1+O9evX49ChQ/j4448BAMnJyYiJicHKlSuxevVqnD17Fm+88YbL38fHx0Ov12PHjh0YNmwY5HI55HJ5X2zKgEJBKULIJclbbbtKpcLjjz/u1tQ8MTHxkmv4HRMTw+0Lf39/VFdXAwD8/Pywfv16lJeXo6WlBeHh4cjNzUV2djbCwsL69c0GIYQQQgjpfc4Z+f3VqlWr8M0332Dp0qUIDw/H+vXrkZGRAaC1/O/rr7/G/fffj2HDhiErKwurV6/GwoULub8fP348lixZghtvvBENDQ1YsWIFVq5c2UdbM3DwGOeiSNJlOp0OKpUKWq0WSqWyr1eHkEteRzN85OXlYe3atQgLC0NNTQ3uvfdepKend3o5lyqtVouCggJs3rwZhw8fht1up15ThBBCCCEXkZaWFhQVFSEhIQFSqbSvV6dH8Xg8bNy4Eddee22Pv9eltF99QZlShHSSr0EKCmb0HTYLqrCwkCtDaxsg8ff3h1wuR3l5ORITE73Wtg+Epzp9QaVSISsrCwBQVlYGhUKB7Oxs6jVFCCGEEEII8RkFpQjphLKyMnzwwQdcOVfbHjps9ojBYMCBAwdQW1vrNu0p+xoANGDvAVqtFvv378eZM2fQ1NSE3NxctwCJVqvFhg0boNVqoVKpsHDhQvocuiglJQWDBw9GYWEhAgICoNFoXHpNJScnY/r06XSsE0IIIYQQQtxQUIqQ/3IOFoWHh3P9c5wDGR988AH+/PNPhISEwGq1Yv/+/Rg6dCiqq6thMBiwe/duHD58GGazGSKRCCNHjkRubi4KCgqQlZUFrVaLNWvWYN++fQCAyy+/HEuXLuWW7ymzaiBnXPXkuntaNhs0rK+vR01NjccAyWWXXYb6+noUFhYiOjoaNTU10Ov13bpulxLnxpVsDy7nXlP79u3DuXPnqBE6IYQQQgjpt6irUd+hoBS5qHUUaHJ+HRssstvtkMvlMJlM4PP5yMrKwpQpU1BfX4/6+nqEhISgpqYGFosFmzZtwqeffgq9Xg+r1QqGYSD8/+zdeVhTZ/o38G8SQoAQwh52BAvuRRTcrbbuWmunrXW62M0ujp3FOjO2jp2p7czUX22n0+li7WJr96ptndali1o3xFrcUFHcsOwBIpCQBLKR9w/fnCEkIGhYAt/PdeVSDifnPCfLIefOfd+Pjw/EYjFMJhMOHjwImUyGrVu3wmAwQKPRID8/H42NjbDb7cjPz8f+/fvRp08foaF2bGwsRo8eDblcLjSUdizvqIwTTwePHI/7jh073GaLXaumGWuOxwsAtm7dikOHDiEiIgJhYWGIjY2FXq8XAiR79uzBzp074ePjA4VCAQCtlu5R2zQtcVy6dKnw3J8/fx4AkJCQgOLiYpSVlTEoRUREREREAjY69xA2Ou9+rhRomjVrFlJTUwEA+/fvx/r161FZWQmTyYT6+noEBARAIpHAarVCLBYLgYzQ0FD4+PjAarVCqVQiOzsbMpnMaV2ZTIaUlBTU1NQgLi4Ohw8fhtVqhY+PjzAOu90ubK9pVo9er4fNZoOPjw+kUinq6uoQFhYGo9GIyMhIxMXFebSJdPMAz7UGvhzbKykpgUajwdChQ6FWq7Fw4UKhB9HVcgS7NmzYgEOHDiE0NFR4vABAIpEgMDAQ1dXVwuwXarVaCJAUFhZCIpFAJBJBpVJh3rx5vW5Gvc7SNDBZWlraYm8vIiIiIuqe2JC7Y/BxdcZMKeqxysrKcP78eTQ2NsJsNkOr1QqBpqysLFy8eBGRkZGQy+XQaDQwGo0AAF9fXwQHB6O+vh4WiwUikQgSiQQAEBAQgDlz5mDIkCHYuHEjCgoKEB0dDb1eD7FYjDFjxmDixImQy+WIiorCxo0bkZeXB6vVKmxDoVDg7rvvBgDs3r0bAQEByM/PR1BQECoqKuDj4wOZTAaz2Yy6ujohaCWTyaDX65GdnQ3gckbKtQZTmpYkhoaG4sKFC8jPz0dcXBzuueceGAwGAJezzPR6fZuauzfdntVqdcoWa8+2mm6zaZ+u8+fPo7S0VHhcHI+X3W6HzWZDYGAg+vfvLwRA4uPjkZqa6jRTHAD079+fAakO5GiEHhUVJQQ9P/74YyELsLXMRSIiIiLqPhobG7t6CD0KH09nDEqRV3KUmwUGBkKv1wv/OgIdWq0Wer0e8fHxUKvVLoEmiUQCvV6PCxcuwN/fH+PGjQMAzJs3D4mJicIFc9M+UYBzIMPRRycwMLDFi+sFCxa4DYZMmTIFAFBUVISCggLExMQgKCgI/fv3h1QqRW5uLkQiEcLCwhAaGor+/fvDYrEgNzcXERER0Gg02L9/v1NQpbWeVC2VMJaVlUGr1SIiIgJlZWVC4CsrKwvHjx+H1WoVMrpUKpVLc/emz4NarUZhYaFQ4lhVVYXU1FQ0NDQgLi4OOTk5uHjxIsxmM8LCwlpsFN90ey316VKr1QgMDERycrLweAFwyoBrul1HgMQRnHL3XFHH0Ov1MBqNiIiIcCqfbClzsaXnxJt7qxERERF5I19fX4jFYpSVlSEiIgK+vr4QiURdPSyvZbfbYTabUVVVBbFYDF9f364eUrfA8j0PYfle59FqtVi7di0KCgpw6dIlBAUFQafTISgoCOHh4ZgzZw6+/vprl/5MTQNNjt5DoaGhMBqNiImJabERsydmy2tpG82Da47eRk2DSI7lOp1OaOKt0+mEnkmOfkoHDhxwKpMKCgpyCoi11CvLcT9/f38h8BUYGIiamhohA8lisWD48OGoq6sTyvCaNhWvrq6GXq93KkkMDw/HPffcg++++w55eXlQq9VISUlBbm4u0tLSUFdXh/nz50OlUrkcn2N7Tft02e12NDY2IjEx0WlGt6aPFwNN3Y/j/ZqXlyeUT1osFqcS2cbGRsTGxrqUpjreH44G6s3f0556vt29D/k6IiIiIgLMZjPKy8uFqhK6dgEBAYiOjmZQ6v9jUMpDGJTqPDk5OVizZg0UCgVyc3ORmpoqlL/pdDoh8BIZGYnIyEg8/vjjGDBggNM2PN1HqbNotVrs378f27ZtQ0REBA4cOACr1QrAuZ9SWloapFIpKisrUVpa2mIgoHmAx11gyG63uw1mOQJ7TQNYUqnUpVdT895CjtnumgawgoKC3AbEmvfpaktGDXU/jteAuwCpI3PR8drNyMjAnXfeKTT5bz6ToqOHmEwmc5q98mrGA0Aos3UEuVvK4rva426eTdne8lUiIiKirma322G1WoU+rnT1JBIJfHx8mHHWBMv3yGs0vbBVq9UoLS1FeHg4ACAkJAS1tbUICgqCVquFUqlEVVUVUlJS3M6sFh8fj6VLl3pdOZBSqcTYsWORn5/v1KvKbrejoaFBaIZ+4sQJmM1mREZGQiKRwGazuZQwSqVSJCQkoLKyEoGBgcIMao7HpemFtMFgwEcffYSoqCjk5OQgPz8ftbW1CA0NhUajQUhIiBA8at6rqWnpXFlZGSoqKvDRRx9BoVDg6NGjaGhoQF5eHmQymdvtNe3TxWCUd3JXPtlS5uLJkydRWVkJrVaL2tpaKBQK4T3dtIeYzWbD+fPnhRn9mgeaHGW9TctVAbiU0zomJAgJCYFarUZcXFybZwpsraSwaUanu0CsI5NQJBJ51TmIiIiIeh+RSASpVAqpVNrVQ6EeiEEp6lJt7RPT0oxujvIvR3mPRqNBYGCgUMq3cOHCFrfbdBp7b+LoZ9X84jojIwMWiwWVlZUwGAwIDg4WMk9mzZrlUsJ44MABVFZWIj4+3ilw1/RxaVpGdeTIEeTl5QEA+vbti2PHjglNxZs2RW8pcOTYbkxMDI4cOYKCggIhmKhSqWA0Gtu1PfI+juCUg+P11bdvX+H93dDQgJCQEPzyyy9C9mNoaChUKpVTzzXH/SsqKlBRUSH0HrPZbELgx5Ht58jwk8lkTrMw2u12HD9+HGKxGBUVFQgPD0d9fT1iY2Oh1+uFYJg7TbMt3WVWlZWVobi4GAEBASgvLxdKYcvKytDQ0CAEluPi4jyWmUVERERE5G1YvuchLN9rP0cmQXFxMSIjIzF58mSXRtzA5cyGDRs2XLEHVG/sC9O8VxUAp1I5R38px8V/8/u2J1OsaRleZWWl8JxdTdCopV5B3lJGSZ7XvMzT0S+ueUYRAGE2xqZN8B29xywWCywWCwYOHChk4EmlUigUCkgkEvTt2xeHDx8Wyl6bNs+fP38+5HK50/vH3SyUgYGBwiyTERERCAkJwZw5c5wyBFvquSaVSlFXVweFQoG6ujoMHTrUqb9abzp/ERERERExKOUhDEq1n6M3VFRUFI4dO4bw8HAYjUYhsyEtLU3I/KmoqIBcLnfqOcPgRcs6cqYyT2+bs6pRU20NLp8+fRovvfQSysrKYLPZhHJPHx8fl0yplvqiAXDKGHTMqPnGG28I552goCCnWShDQ0Ph4+ODhoYG1NXVoaKiAiEhIYiLi2tx4oGmga2mvbLcTRDQdNKG5gHl3hh4JyIiIqKejeV75BIUcJd94+mggVarxY4dO6BWq1FYWAipVIqQkBBcuHBBaHC9f/9+NDY2IjIyEiKRSCjtainzh/6nI0sTPb1tby2jpI7R1tdDTEwMrrvuOqjVapfeY817ShUWFmL37t2IiIhAUVERZs2aJZQRpqenu5zflEol8vLyEBQU5DQLpaP0TqfTISQkBCqVChEREbBarYiIiMCePXuwc+dOAJczsEaNGoXa2lqIRCKnskVH37am/dVyc3MRGhqKsrIy6PV6nD17FmazWSi9bRrMcsy+ybI/IiIiIvJ2DEr1cs1L6EaPHi2UxAAQspUcfVY8NRV7WVkZKisrMWLECBQUFCAyMhL19fWIjo6GXq+HxWKBn5+fy4xczI4iIuBy4GjRokWYPHkygJZ7j8XHxyM1NRVFRUUoLi7GoEGDhGC7YztN7+coeQUAjUYDPz8/IZtJLpejrq4OKpVKKNkbMmQINm7c6DLxgMViQVFREQYNGuQy2YK7/mpRUVEA/jdpQ1hYGI4fP46jR4/Cx8fHpexPpVIhLy8PZ8+edQp4ERERERF5E5bveYi3lu+dPn0ab7/9NoKDg/Hzzz9DoVBAo9EIF1Ymk0nIVrraqdibz4rlrtH23LlznTIbHL+/Ul8kIqK2uJoeas1noXRkKzVvbt50ZlBHQD8zMxOzZs26YiC9eUmeo89aSUkJSktLIZFIYLFYYDKZnMr7HOWKjv007cfXvDcfA/lERERE1F0xKOUh3hqUcmRK5eXlQa1WY+jQoU5NgCUSCQIDA52mYheJRFCpVJg9ezYSExNbvOhpfqFms9lc+rq0dtHGXkNE1N20dl5qXvp8tectd+dOR8+p8PBwjBkzBl999ZXbfnzN+2e15wsEIiIiIqLOxqCUh3hrUApwP6ta82a9/v7+wlTs7oJLzXu5tPRtf319PQICAiCVShEbG4s//elPGDBgQBc/AkRE3U/zLFNHc3MATl8mpKSk4NChQ0Lvq6bnWZVKhXnz5jnNDNie/TfPFmPmFRERERF5EoNSHuLNQSkHdxkATZcBl6diLywsxObNm1FZWdnirFcVFRVCXxRH2Z+Pjw+/wSci8oCmXyaUlpaioqLCJVOq6ax+jtn8goKCXAJNTQNeTc/9a9euRUFBgbDt1s7bzGwlIiIioqvBRuckcDfrVfNlmZmZSE1Nxblz56DRaGCxWCASiSCRSGA2m6FWqxEaGoqamhoEBQUJTcodM0ix1wkR0bVTKpXC+dhdkMkx6+D27dtRU1ODs2fPwmAwQCqVQqfTobq6WghiKRQKqFQqp8ksDAYD8vLyoFAoUF5eDplMBqlUivz8fOzfv98p88rdhBmemBCDiIiIiHq+HpkptXfvXrz44os4fPgwysvLsWnTJtx6662t3mfPnj1YsmQJ8vLyEBMTg6VLlwozMLVFT8iUag/Ht/QGg0GYra9p3xNHM17Ht/NsUk5E1Lm0Wi1WrVqF7OxshIaGora2FmazGcHBwaipqRHK/SwWC4YPH478/HxYrVanrFZ3mVcqlcqp0XtOTg7WrFmDqKgooSehTCZrc7N3IiIiIuq9emSmlMFgQFpaGh588EHcfvvtV1z/4sWLmDlzJh555BF8/PHH2L9/PxYtWoSIiIg23b83cnxLDwDp6ekufU8cM0mxlIOIqGs4Zi4FgJKSEhgMBgQHB0Oj0SAkJARWqxV2ux1hYWGoqamB1WoVsl4NBgOGDx+Ouro6zJ8/H3K5HIWFhdi9ezfi4uJQXFwsnPe3bt0qZGbZ7Xb4+PjAYrEgKysLFy9eRFxcHL+c6Kaaz/7o+JvNckwiIiLqLD0yU6opkUh0xUypJ598Et988w1Onz4tLFu4cCFyc3Nx4MCBNu2nt2VKERGRd2jef0qpVOKee+6BwWAA8L9yv+az/TXPiGraZ8rf3x9yuRzFxcXCzK0lJSUICQnBuXPnYDKZhNlbq6urMWbMGCxdupQBjm7AEXByTEii0WicspvnzJmDr7/+GlqtFrGxsZg8eTKz3YiIiKjD9MhMqfY6cOAApk6d6rRs2rRpWLt2LSwWC6RSqct9TCYTTCaT8LNOp+vwcRIREbVX8/5T7rJf4uPjkZqa6na2P8e6SqUSc+fOxZo1a1BSUgKNRoOhQ4dCrVZDrVYjLS0Nc+fOhVqthsFgwNatW3Ho0CFEREQIgRAGNjrWlTKciouLsWbNGmg0GmFCEoVCAa1WC71ej/z8fBw5cgT19fUICwvDhQsXcP78eQwaNEgIThIRERF5EoNSANRqNVQqldMylUoFq9UKjUaD6Ohol/usXLkSzz77bGcNkYiI6Jq4m8yi+e8dZdkt0ev1MBqNSE5OhkajgVqtxrhx45yyaRxlen379sWaNWug1WqRnJwszOJKntW0x+OBAwfcZsOlpqYCANasWYPs7GwEBgZCq9VCqVRCp9NBLpejrq4OQUFBwvKKigr4+/sjISEBxcXFDCoSERFRh2BQ6v8TiUROPzuqGpsvd1i2bBmWLFki/KzT6dgvg4iIerSYmBjEx8ejuLjYJRjVXHx8PJYuXSr0LCorKwOAHhXYuFJmUkf2ZnIEoxxll01LJk+cOIHjx4/DarVCLBYjMzMTgwcPhkajQUREBCoqKhAaGgqVSoXrr79eKNnTaDQIDAxEUFAQ+vfvD7lcjqqqKiiVSgQGBl7VY0BERETUGgal8L9+Gk1VVlbCx8cHYWFhbu8jk8kgk8k6Y3hERETdglKpxIIFC9ochHD83tGLypHBIxKJhMwpd422vYGjx1ZxcTEiIyMxevRoyOVyIUjXtAeXo+m8p768cmw7Ly8PhYWFkEgkEIvFaGhogNFodJphUSKRCE3nzWYzQkJCkJKS4vQ8KJVK9OvXz+W50Ol0Qrbbxo0bXUr4mj8G7D9FRERE7cWgFIDRo0dj8+bNTst++OEHZGRkuO0nRURE1FtdqQywubKyMhQUFKCyshInTpxAXl4eVCoVgoKCIJfLodFocOnSJaHRtrfM1FdWVobi4mIEBwdjz5492LlzJ2QyGTIzMzFx4kRoNBqcOXMGNTU1yMvLA4CrbvbefJa8iooK5OXlISoqCqWlpbBarZDJZMjIyIDFYoFOp4Ofnx/0er3QGzM5ORlVVVWYOXMmxo4d6zIOd89rWVkZjEajMOOio4TPMZ6m48jKykJ+fj7i4uJcSgcZpCIiIqKW9MiglF6vx/nz54WfL168iGPHjiE0NBQJCQlYtmwZSktL8eGHHwK4PNPe66+/jiVLluCRRx7BgQMHsHbtWnz22WdddQhEREQ9giMTJy8vD0FBQaiurobNZkNeXh78/f0xaNAglJWVQa/X4+zZszCbzZg1axbkcrnbhutdwVEqB/wvyBIYGIiAgAAUFBTAarVCIpHAYrFg7969yMrKgo+PD6RSKerq6hAZGQmNRoP9+/e7DQi1pmlzcscsedXV1dDr9VCr1Rg1ahQmTpwoZGkB/8s+czSdP3DgACorK5GcnNyu/Tct14yPj0dMTIxTBlhFRQX0er2QraXX65GVleVSOjhr1iwGp4iIiMgtkd3RPKkH2b17N2688UaX5ffffz/WrVuHBx54AL/88gt2794t/G7Pnj144oknkJeXh5iYGDz55JNYuHBhm/ep0+mEbw+DgoI8cRhEREQ9grtZ38LCwmA0GhEZGQmtViss0+v1sNls8PHxgUKhQGhoKMLDw7sk+6Z53yYAGDduHO69915s3LgRBQUF8Pf3h1QqRW5uLkwmE+x2O3x8fCASiRAWFobg4GBYrVbodDqEhYUhOTm5zTPZabVarFq1SmhOXldXh379+uHs2bNIS0tDXV0dFi5ceMUG9dfS98ldltZHH30EhUKB3NxcpKWloaamBn5+fjh79iwCAwOdSgcbGxuRmJjolTP4eXu/rKbB1O4S4CUiImquRwalugKDUkRERC1zXODb7XZ88skn0Gq1iI2NxeTJkyGXy/HJJ5+gpKQEpaWlQtaRyWRCaGiokCHUmdk37vo2iUQiqFQqjBs3Drm5uYiLi0NFRQXuvvtuAIDBYMDu3btdAlgnTpzAtm3bhPUfffRRDBgwoNV9nz17FoWFhdi+fTtqampQUVGBkJAQqFSqqwpweeKxaJodZbfboVAooFKpkJycjOnTp+OTTz6BRqMRMrkcpYOjRo1CbW2tcNxNgz0AXLLQuprj8d+xY4cwm6G3lJUCrsFUm83mFOD1pmMhIqKer0eW7xEREVH30rRnkWNWvqZZG0uXLnW6kBaJRJDL5airq0NQUJBL4+7i4mKn7BtPZLU0zSwxGAwufZt8fHxgNBpx6NAh6HQ6AEBycrJTMCU9Pd0lyBIUFIT8/HyhIbher4dWq3VpGn727FmnwFbTYELT5uSd3Rje0T8rICAAGo1GyNKaP38+VCqVMI6msy02Lx10HHdxcTE2btwoPBYmk0kI4nVWqV/T7C/HRDeOSW8cYz5//jxKS0shl8uRl5cHs9mMO++806mRfXfMonIXTLVYLCgrK0NDQ4NQItv0WIiIiLoSM6U8hJlSRERE165pYMiRQdVS9k1VVRUmTpyI8PBwHDhwQMhqaVrq19ayJa1Wi9WrVyMrKws2mw0BAQGor68XMrMczct3796NuLg4lJSUtNg0vLXj2rFjByorKxEfH4+5c+cKgRBHIKp5CaBKpcK8efPa3YvKk5pmSl26dKldWVrNs47sdjusVitiYmJw+vRp2Gw2oWSzsbERsbGxiIuLc8rmaSmIdDWBuZayvhzPt+P1NWzYMBw8eBAmkwmRkZFCqWlcXBzmzJmDr7/+2inbr6uDVU2bz3/00UeIiorC4cOHhWCqo7+Zo2w2JibGK0sqiYio52GmFBEREXUbSqXSqUdSS9k3paWlqKiowNq1a2GxWCCRSBAYGIgTJ04IjbYdJWbuypaaBzoKCwuRn5+PxsZGmM1mGAwGDB8+HHV1dZg1axYyMzOh1WpRVFSE4uLidjcNdzRHr6ysRHBwMHJzc1FUVIRz5845BaLEYjGsVitsNhtkMhn69+/fpQEpx9gXLFjg1FuqrUEXx3GXlpaisrISFRUVCAoKQlFRkRAMAoDGxkahWXp2djaAy889gCuWDrYnsNI066u8vBwymQx2ux1arRYBAQFCZpFarca4ceNgMBhQWVkJg8EgNHI/cuQI6uvrERYWhgsXLgizDroLVjkysICOK090F2hr3gS/aYlsQ0MDEhISnGZUJCIi6ioMShEREVG31bTszxFQSk9Px/79+7F+/Xro9XqIxWI0NDTAaDQiODhYKPWz2+1OZUvA5UCHTqcTGq87MrCaBkh8fX0RFhYGq9WKQYMGCbPaNQ3OXE0mTExMDCIjI5GVlQWTyYSSkhK3gagxY8Y4zajXHYIGTZ+H9mo6A6NKpYJUKoXNZsOAAQOcst22bt2KQ4cOISIiQpitMCAgAHl5eVAoFE5BJLVajdjYWOTl5eHs2bNXbPbu4Jg1UaPRIDo6Wnjug4ODnTLjHGWEwOWeVxs2bMChQ4cQFBQklF5WVFRAJpO1GqwyGo3Ca3TcuHFYtGjRNT2fzZuXOwKqBQUFLuWVjmCqg6NEtmmvrMDAwKseCxERkScwKEVEREReRalUYuzYscjNzYVGo4FYLEZGRgYsFgt0Oh38/PyEYIOjL1VkZCQ0Gg22b9+OgwcP4tChQ04zxUmlUigUCtx9991ITExssTzsWoIzSqUSkydPxvnz553Kq7prIMpTHI3CAQhZRABQWVmJ5ORkTJkyBUqlEn379hWChTqdDl9//bVT0DAyMhL19fVCEOnMmTMQi8XYunUrgCtnImm1WmzcuBFarRbh4eH4wx/+4FTm2VJGU2ZmJqKiooSxBQYGIigoCP3794fFYkFubq5LsMrf3x8hISG4cOGC8Po6f/78VWcmuWte7ig5bJoRGBUV5RJMbfo8ND0WrVaLjz/+2Kn8kIiIqLOxp5SHsKcUERFR52qaNeK4AG/ee6hpXyqdTgdfX19UVFRALpdDo9E4zerniUyWtox57dq1QqPv0aNH98hAlDvNZ91zl3Gm1Wqxf/9+bNu2DQEBAcjJyXFqrC6XywFcbkTv6J107NgxREVFXbFH0unTp/H2229DpVK1aRbElsbftISxadadY5bIoKAg4fXlKKe7llkjW2peXl9fj4CAAEilUqH32JAhQ65YXul4HIKDg/Hzzz8jPDzcqY9Xd23iTkREPRMzpYiIiMgrNe8/5VgGwGnK+6VLlwqBDkdpWGBgIPr37+/UFL0zAkPXWgLozZpnmbk7dkcWXH5+PgoKCpwyf9LT04X7aLVaHDlyBHl5eQDQph5JMTExiI+PR3FxMeLj44Xg2NWO37Gsad8zR0AIgNteaB988IHbZvzNG7g33dbZs2ddZoL09fV1KjlsT+8xx+OQl5cnNJrPzs6G2WzGrFmznCYNaNqHjYiIqCMwU8pDmClFRETUfTXPUGLJUvfmLiup+XPVfGa/1oIobdleRzp9+jTeeOMNp2bvjmb87srwdDodwsLCEBsbC5PJhJycHAAQZoKUy+XX1ETd8dg5emWFhobCaDRCqVSitrYWcrkc1dXVGDNmDJYuXcr3CRERdRgGpTyEQSkiIqLujWVJPVNxcbHQIyk2NlYoiXRkHdntdnzyySfQarXtnq3PU7RaLVatWoXs7GynXmZ2u10ow7Pb7bBYLBg4cCDOnj2LtLQ0qNVqyGQyJCcno6ioCAsXLmxzU/e2cDx2JSUl0Gg0GDp0KA4ePAiTyYTo6GiEhIRgzpw5XT4DJBER9Vws3yMiIqJe4VqalFP3pdfrYTQaERERgT179mDnzp3w8fERso4qKipQW1uLyMhIALjqZuPXommzd41G49SM31GGZ7fbERYWBgAIDw/HmTNnhOypqqoqt83Lr1V8fLzTrHyVlZUYN24cDAYDdDoddDodtm3bhvz8/BaDee6CvS0FgN3NHuj4f/OyRb5XiYh6BwaliIiIiMhrNe2RZLVaIZFIYDaboVarERoaipqaGgQFBaGqqgopKSnt7iXlKY4AUPNm/O6CMxUVFfjoo4+QkJCAqqoqzJw5s8OylRy92VJTU50a0Tftw5aXl4ejR48KjeYdY3b0yqqsrBQa9wMQlsXHxwvBLK1Wi9WrVyMrK6vF2QMdzeLDw8PZz4qIqJdg+Z6HsHyPiIiIqGs4MnC2bt2KnJwc2Gw2rw50NO2B1jSw09ljaCmI5Pi/xWKBVCrFsGHDcPjwYVitVgAQlqnVamHWxMLCQmzevBmVlZUwmUxuyxbz8/MRFBQEvV7faf2smvYbcxcoZO85IqKOxaCUhzAoRURERNS1mpeHeXNJWHfogZaTk4M1a9ZAoVDg0KFDLn2wJBIJGhsbER4eDo1GA4lEArvdDqvVCrFYDB8fH7fBrJYavDcttfREP6u2lAtu3LgRBQUFqKioEEoqHWMTi8XIzMzErFmzGJwiIuogDEp5CINSRERERNSTODK2rhS0mThxInbv3i3MEpiSkoKamhqEhIQIwSypVAqVSoXZs2cjMTHRbZDI0ZReo9Fcc4ZbW8oFfXx8YLVaoVQqkZ2d3WLQLTY2FnFxcV6TaUdE5E0YlPIQBqWIiIiIqKdpa3lb86yk5hlIYrEY48aNw6JFi1rNONJqtdi/fz++/vpr1NTUoKqqqt2lfI5trF+/3m25oMlkEko7Q0JCoFKpUF1d7RJ0s1gskEgkCAwMRHV1NTIyMnDnnXcya4qIyIMYlPIQBqWIiIiIiC5zF8xqazBHq9Vi1apVyM7ORkREBCIjI/H4449jwIABV7xvcXEx1qxZA41G4zbQZLfbIZVKUVdX51QmOGTIEJegm8FgwNatW3Ho0CGEhobCaDQiMjIScXFxuOeeeyASiby2PJSIqLtgUMpDGJQiIiIiIvIMR3BJq9UiOTkZc+fOdQn+NA98NQ0iRUREICQkBFOmTHEpF5TL5fjkk0+EbbfWSN4xjpKSElRUVEAul0Oj0QgZVjqdDmFhYVfcDhERuceglIcwKEVERERE5DmOoJOj15RWq0VsbCxGjx4NADhw4ABKS0uFEsHm5Xatlf21p5G8ozRxw4YNOHToEAIDA1FXV4d+/frh7NmzSEtLQ11dHRYuXIjMzMwOeSyIiHoqBqU8hEEpIiIiIiLPalrKFxoaCr1eD5vNBgCQSqXo16+f0Ey9oxuTNy0NdDRid5QIXmmmvqZZXSz3IyL6H5+uHgAREREREZE7ZWVl0Gq1iIiIQFlZGXx8fIRZ8iwWC2pqahAdHd2mwNC1io+Px9KlS52CSxUVFfjoo48QFRWFnJwcXLx4Ueg5ZTAYAPyvXNARzAoLC0NsbCwmT57crZqmN21W353GRUQ9G4NSRERERETULcXExCA5ORkAkJiYCKlUitzcXAAQAlDuZgPsKEql0mn7MTExOHLkCPLy8mCz2aDX65GVlYXjx4/DarU6NVZXKBSoq6uDSqVCVlYWzp8/j0GDBnWLXlRarRarV69GVlYWAHRocI+IqCmW73kIy/eIiIiIiDyvaf8nAN0um8ddz6mamhoho8tkMiE0NBQ6nQ4hISFQKpXQaDQYOnQo1Go15s+fD7lcDuDyzH+dWd7nGHthYSE2b96MyspK2Gy2Di2DJCJqikEpD2FQioiIiIio92rac8rRa8put0OhUCA0NBTh4eFCWd/WrVuRk5MDm82GgIAA1NfXu6zbkcEgRzDK3TiaN4zPyMjArFmzIJfL3QbNWPZHRNeCQSkPYVCKiIiIiKh3a9rQ3FFS6C6Qk5OTgzVr1kChUAiN2ptmVen1emRkZODOO++8pkCPu4CRI3hWUlKC0tJSSCQSiEQiqFQqzJ49G+Hh4di6dSsOHTrk1Fzex8cHCoUCKpXKaRbE3bt3IycnBwDL/oio/RiU8hAGpYiIiIiIqC20Wi3Wrl2LgoICVFRUCFlVjv5TYWFhMBqNiIyMFBqni0SiNpf1Nc+EAi4HjCZOnOg24CSTyTBu3DgsWrSoxcCVxWKBxWLB8OHDkZ+fD6vVCgCw2+3w8fGB3W5HY2MjEhMTu02vLCLq/hiU8hAGpYiIiIiIqK3cZVU5ZuorKSlBRUUF5HI5NBoNQkJCoFKp2lTW5wh45eXlobCwEBKJRAgYhYeHo7a2FnK53KU0r3l2k7sSP4VCgYCAACFQZbfbYbVaIRaLAQBSqRTDhg2DWq3GwoULkZmZ2bEPIhF5Pc6+R0RERERE1MmazuTXNMi0dOlSp8bpQUFBqK6uhs1mw9mzZ2E2m3HnnXe2OOtgWVkZiouLkZCQgNLSUiGjSSqVom/fvjh27BgCAwPRv3//VgNcSqUSmZmZSE1NFUoAHftsmoE1ZswYTJw4EYBzKd+OHTtYxkdEV8SgFBERERERUTfhCAZFRUUJjdMlEglqa2sRFhaGkydPorKyEkajEXq9HmKxWCjNk8vlkMvlCAgIQFVVFSZMmCD0fjpw4AAqKysxbtw4TJ48uc0BI8d4HOLj450CVU23I5fLhYBYZWUlysrKGJQiolaxfM9DWL5HRERERESe5Cjxs9vtQlmfRqNBSkqK0CBdIpEIJXSOZuTuZvBzbKutfamudrxr165FcXExIiMj2xX8IqLeiUEpD2FQioiIiIiIOoqjx9OOHTtQWloqNEi3WCxCs3FHM/JRo0bBarXi0UcfxYABA7psnJWVlYiPj2fTcyJqEcv3iIiIiIiIurmmPZ6aNkg3GAxCLyeRSISwsDDU19cjOTkZMTExXTLOwMBAVFZWIjg4GHl5eTh69ChUKpVTU/eOzKDqjKwwIvIMZkp5CDOliIiIiIioKziyk4DLzcj1en2XBmS0Wi1Wr16NrKwsYda+0NBQVFdXO/XBmjVrlkeDU82zyZRKJe655x6IRCKPB8SaP+adEWwj6okYlPIQBqWIiIiIiIguy8nJwZo1a6BQKJCbm4vU1FTk5eUJfbAaGxsRGxuLuLi4VmcBdMeRCRUYGCgE4ABg7dq1yMvLQ2lpKeRyOTQaDUJCQqBSqTwWEHMEoxwzENpsNgQEBKC+vh5isRjjxo3DokWLhGtDZmwRtY7le0RERERERORRqampGDRoEAoKChAVFQUAiI6OFvpgSSQS6PV6ZGdnw2w2484772w1SNS86btGo4FOp0NQUBDCw8MxZswY5OXlISoqCoWFhUL5YG1tLVQqFcrLy4WAWFZWFi5evIi4uDghk6otgSNHI/e8vDwUFhZCIpHAYrFAq9UiICAAUqkU+fn52L59O8LDw4UZD9lXi6hlzJTyEGZKERERERER/U/zjKamfbC2bt2KQ4cOITQ0FEajETExMRg0aBDmzp0rlMI5yuIMBgMOHDiA0tJSlJSUoLa2FgqFAlqtFkqlUghOOWYhTEtLg8VigU6nE37nyJRyBMQCAwOdMqnaMluhI/srKioKhw8fhtVqhY+Pj5ApZbfbhf9bLBZIpVKMGjUKVVVVmDhxIhITE1nqR9QMg1IewqAUERERERFR2xQXF2PNmjUoKSmBRqPB0KFDUVJSgpCQEJw7d86pLM4R4OnXrx+OHj2KoKAg6HQ64fcKhQJ1dXUYOnQo6urqsHDhQqeG8C0FxAIDA4XAll6vR0ZGBmbNmgUAQpZTZGQkRo8eDQBCQ3kAyMzMxMSJEyGXy4VAU2FhITZv3ozKykrYbDahRNFoNEKv1zsFrZqX+hH1VgxKeQiDUkRERERERG3XvD+TyWSC3W6Hj48PLBYL6uvrERAQ4NSDymw2CyV7c+bMwddffy2U8oWFhSE5OfmKpXKOgJhGo0FFRQVqa2sRFhYGvV4Pm80GAJBKpRg2bJiQEdV0mVqtxsKFC5GZmelyPI4G78DlwNXgwYOFQJXJZBKOSSqVQqVSYd68eRg7diwDU9RrMSjlIQxKERERERERtd+VyuKaNidvPrugu6bnbQnwNO9RVVJSgtLSUkgkEtjtdjQ2NiI8PBwajcZpWWJiIgYNGtRi4KvprHypqakA4DQTYdNSP4VCAZVK1aZAGrUNm8t7HwalPIRBKSIiIiIiovZzNBAvLi4WyuWalsUBHdt/qXnGFvC/8rzmJXtXM2tf00BV01K/3bt3Iy4uDhUVFXj00UcxYMAAt/d1BN2aPhYAGHxppunriM3lvQeDUh7CoBQREREREdHV6Q4ZLs2znBzXd82XeWpfTQMoTRu8N9332rVrUVBQgIqKCuj1eqdG7vX19YiNjcXkyZN7dNP0tr42Tp8+jbfffhsqlarVQB91LwxKeQiDUkRERERERNRWjoCXwWBwm5FlMBjw0UcfQaFQ4NChQ5DJZJBIJDCZTGhsbERkZKTTzIU9MTPI0f9Lq9VeMQDHTCnv1GODUqtXr8aLL76I8vJyDBo0CK+88grGjx/f4vqffPIJVq1ahXPnzkGpVGL69Ol46aWXEBYW1qb9MShFREREREREbeUIouTl5aGwsNCpd1VLs/ZZLBZIJBIEBgaioqIC/v7+GDFiRIvN172ZVqvFqlWrkJ2djdDQ0DYF4LpDxh21j09XD6AjrF+/HosXL8bq1asxduxYvPXWW5gxYwZOnTqFhIQEl/WzsrJw33334d///jdmz56N0tJSLFy4EA8//DA2bdrUBUdAREREREREPVlZWRmKi4uRkJCA0tJSp1n+QkJCUFRUhLS0NNTV1WH+/PmQy+UwGAw4cOAASktLkZycDKlUimPHjgEAduzY0SPK+BwZZIWFhdBoNIiIiEBZWRn8/f2RkJCA4uJilJWVuT1OpVLp9cff2/TIoNTLL7+MBQsW4OGHHwYAvPLKK/j+++/x5ptvYuXKlS7r//TTT+jTpw9+//vfAwCSkpLw2GOPYdWqVZ06biIiIiIiIuodYmJiEB8fj+LiYkyYMAGjR48GACHoFBUVBavVikGDBiE9PV0ItqSnpwvZQGfPnkVFRYUQ2Nq+fTsSExNdZin0Flqt1mm2QoVCgdDQUCQmJkIul6OqqgpKpRKBgYFdPVTykB4XlDKbzTh8+DCeeuopp+VTp05Fdna22/uMGTMGy5cvx7Zt2zBjxgxUVlbiiy++wKxZszpjyERERERERNTLKJVKLFiwwKXczBF0CgwMdBtYapoNlJqaikGDBgnN0NeuXQu73Q6FQgGVSuVVjdC1Wi3279+P/Px8NDY2AgACAgIwZ84cjB07FjqdTugvtXHjRvaM6iF6XFBKo9HAZrNBpVI5LVepVMJsBs2NGTMGn3zyCebNm4eGhgZYrVbccssteO2111rcj8lkgslkEn7W6XSeOQAiIiIiIiLqFdyVm7WnBM0R2Nq/fz/Wr18PvV4Ps9kMtVqN2NhYZGVl4fz5813SCL0t/Z2aNnt3ZIgZjUYAgEQiQf/+/TF27FgolUqUlZXBaDQiLi6u1RI+8i49LijlIBKJnH622+0uyxxOnTqF3//+9/jb3/6GadOmoby8HH/+85+xcOFCrF271u19Vq5ciWeffdbj4yYiIiIiIiJqK6VSibFjxyI3NxcajQa+vr4ICwtDTU0NAFyxD5OnOQJNO3bsQGlpKZRKJRYuXIj4+HiXdbZu3YqcnByYTCZIpVKMGjUKADBv3jwkJiY6ZXg1LXeMj49HYGAgTp8+3WJGGXmHHjf7ntlsRkBAADZu3Ihf/epXwvI//OEPOHbsGPbs2eNyn/nz56OhoQEbN24UlmVlZWH8+PEoKytDdHS0y33cZUrFx8dz9j0iIiIiIiLqdI5ADwBERUVBrVY7BYbuueceGAwGAPB4OV/zjKfz58+jtLQUcrkc1dXVyMjIwKxZsyCXyyGXy/HJJ5+gpKQEpaWlTrMOJiYmtml2Pbvdjk8++QQajQY6nQ5hYWFeVapI/9PjMqV8fX0xfPhwbN++3SkotX37dsyZM8ftfYxGI3x8nB8KiUQC4HKGlTsymQwymcxDoyYiIiIiIiK6ekqlEpmZmcLP8fHxiIqKwpo1a6DRaPDMM89Ar9dDLBZj3LhxWLRokUeCN02bkzsynoYNG4bCwkJUVlYiMjISx48fx9GjR+Hj4wOpVIq6ujqEhYVBIpHAZrNBJpMhMzMTs2bNajWo5Fi+atUqZGdnIzAwEHV1dVCpVF1aqkhXr8cFpQBgyZIlmD9/PjIyMjB69Gi8/fbbKCoqwsKFCwEAy5YtQ2lpKT788EMAwOzZs/HII4/gzTffFMr3Fi9ejBEjRiAmJqYrD4WIiIiIiIjoquj1ehiNRiiVSuTl5UEmk0EqlSI/Px/79+8X+jVdDUd2VGFhodCcXCwWw2KxQK1WY9y4cTAYDKisrIRWq4VEIoHZbEZdXR1CQ0NdMqjamuFUVlYGrVaLiIgIVFRUICQkpMtKFena9cig1Lx583Dp0iU899xzKC8vx+DBg7Ft2zYkJiYCAMrLy1FUVCSs/8ADD6Curg6vv/46/vjHPyI4OBg33XQTXnjhha46BCIiIiIiIqJr4ujDVFBQgOjoaOj1etjtdhiNRmzbtg35+flXlVXUNDvKZrMhICAAACCVSp0yngA49Y4SiUQICwtDaGgowsPDXXpNtfWYkpOTAQApKSlCWeKOHTtQWVmJ+Ph4Jpd4kR7XU6qr6HQ6KJVK9pQiIiIiIiKibsPRhykwMBBqtRqFhYXYvXs34uLiUFFRgbvvvhuBgYHtahR++vRpvPTSS0J/J5VKhdmzZ7s0J286hqb9rq61Mbm7mf3aMtsfdT89MlOKiIiIiIiIiC73YXIEaeLj45GamoqioiIUFBTA398fW7duhUajEZqhi0SiVme002q10Ov1iI+Ph1qtBgD0798fU6ZMabUXVNN+V548ptaWUffHTCkPYaYUEREREREReYPi4mKsWbMGJSUlqKiogFwuh0ajQUhICFQqlTCjXXJyslN5n1arxdq1a1FcXIzIyEiMHj26Xf2giJoTd/UAiIiIiIiIiKjzOBqgJycnw2q1orKyEkFBQaitrQUAqNVq+Pj4IC8vTyi7Ay43GS8uLoZKpUJlZSVUKhUyMzMZkKKrxvI9IiIiIiIiol7E0QC9uLhYmCVPp9NBp9MBAMLDw3HmzBmIxWLs2LFDyIRqej82FCdPYPmeh7B8j4iIiIiIiLxF08bgAIRm6Hq9HhUVFfjoo4+QkJCA2tpaPProoxgwYIDL/ZghRdeKmVJEREREREREvUzzxuBN/x8TE4MjR464zYhiQ3HyJGZKeQgzpYiIiIiIiKincGREtTYTH9G1YqYUERERERERETlxBKAcs+3Fx8dj7ty5DFCRRzEoRUREREREREQums62V1BQgDVr1sBoNCI+Ph4LFixgYIqumbirB0BERERERERE3Y9jtr2KigqhXY1KpUJxcTHKysq6enjUAzBTioiIiIiIiIhcKJVKLFiwQOgttXHjRrfNz4muFhudewgbnRMREREREVFPxKbn1FGYKUVEREREREREbmm1Wqdm5+wlRZ7EnlJERERERERE5FbTZufsJUWexqAUEREREREREbnVtNk5e0mRp7GnlIewpxQRERERERH1RI6eUuwlRZ7GnlJERERERERE1CKlUslgFHUIlu8REREREREREVGnY6aUhziqIHU6XRePhIiIiIiIiIi8lUKhgEgk6uphdAoGpTykrq4OABAfH9/FIyEiIiIiIiIib9WbelWz0bmHNDY2oqyszOsimjqdDvHx8SguLu41L3rqGnytUWfha406C19r1Fn4WqPOwtcadRa+1lrnbXGFa8FMKQ8Ri8WIi4vr6mFctaCgIJ4MqFPwtUadha816ix8rVFn4WuNOgtfa9RZ+FojNjonIiIiIiIiIqJOx6AUERERERERERF1OgalejmZTIZnnnkGMpmsq4dCPRxfa9RZ+FqjzsLXGnUWvtaos/C1Rp2FrzVyYKNzIiIiIiIiIiLqdMyUIiIiIiIiIiKiTsegFBERERERERERdToGpYiIiIiIiIiIqNMxKEVERERERERERJ2OQSkiIiIiIiIiIup0DEoREREREREREVGnY1CKiIiIiIiIiIg6HYNSRERERERERETU6RiUIiIiIiIiIiKiTsegFBERERERERERdToGpYiIiIiIiIiIqNMxKEVERERERERERJ2OQSkiIiIiIiIiIup0DEp5kEgkatNt9+7dV9zW888/j//+97/XPJ4VK1Zc0za6m3Xr1kEkEuGXX37p6qG0aMeOHZgyZQpiYmIgk8kQGRmJm266Cdu2bXNZd/ny5UhPT0doaCj8/PyQnJyMRx99FIWFhU7rHT58GI8//jiGDBkChUIBlUqFyZMn48cff2zTmOrq6rB06VJMnToVERERrb42Wnvt9u/fv92PBxEREREREZE7Pl09gJ7kwIEDTj///e9/x65du1wCBwMHDrzitp5//nnccccduPXWWz05RK83a9YsHDhwANHR0V09lBZdunQJgwYNwsMPP4yoqChUV1djzZo1mDVrFj766CPce++9wrq1tbW46667MGDAACgUCpw6dQr/+Mc/8M033yAvLw9hYWEAgM8++ww///wzHnroIaSlpcFgMGDNmjWYNGkSPvjgA9x3331XHNPbb7+NtLQ03HrrrXj33XdbXLf56xgADh48iMWLF+NXv/rVVT4qRERERERERM5Edrvd3tWD6KkeeOABfPHFF9Dr9e2+b2BgIO644w6sW7fuqvcvEonwzDPPdHm2VH19Pfz9/a95G35+fhCJRB4aVeeyWCxISkpCcnIy9u7d2+q63377LWbOnIm1a9fioYceAgBUVlYiMjLSaT2bzYZhw4bBYDDg/PnzrW7T8TYXiUTQaDSIiIho12vjwQcfxAcffICzZ8/iuuuua9N9iIiIiIiIiFrD8r1OVl1djUWLFiE2Nha+vr5ITk7G8uXLYTKZhHVEIhEMBgM++OADoWxq4sSJAICqqiosWrQIAwcORGBgoFAatm/fvqse05tvvom0tDQEBgZCoVCgf//++Mtf/iL8fsWKFW6DQe5K6fr06YObb74ZX331FdLT0+Hn54dnn31WOK7f/va3eOutt5CamgqZTIaBAwfi888/d7vdH374AQ899BAiIiIQEBAAk8nkdp9Hjx7FzTffjMjISMhkMsTExGDWrFkoKSkR1rHb7Vi9ejWGDh0Kf39/hISE4I477kBBQcFVP27tIZVKERwcDB+fKycnRkREAIDTus0DUgAgkUgwfPhwFBcXX3GbjtfR1airq8PGjRsxYcIEBqSIiIiIiIjIY1i+14kaGhpw44034sKFC3j22Wdx/fXXY9++fVi5ciWOHTuGrVu3ArhcPnXTTTfhxhtvxF//+lcAQFBQEIDLQS0AeOaZZxAVFQW9Xo9NmzZh4sSJ2LlzpxC8aqvPP/8cixYtwu9+9zu89NJLEIvFOH/+PE6dOnXVx3nkyBGcPn0aTz/9NJKSkiCXy4XfffPNN9i1axeee+45yOVyrF69GnfddRd8fHxwxx13OG3noYceEkreDAYDpFKpy74MBgOmTJmCpKQkvPHGG1CpVFCr1di1axfq6uqE9R577DGsW7cOv//97/HCCy+guroazz33HMaMGYPc3FyoVCoAwO7du3HjjTd6JMOssbERjY2NqKysxFtvvYWzZ8/ihRdecLuu1WqFxWJBfn4+Fi9ejNTUVNx2222tbt9qtWLfvn0YNGjQNY3zSj7//HMYDAY8/PDDHbofIiIiIiIi6l0YlOpEH3zwAY4fP44NGzZg7ty5AIApU6YgMDAQTz75JLZv344pU6Zg1KhREIvFiIiIwKhRo5y20a9fP6xevVr42WazYdq0afjll1/w6quvtjsotX//fgQHB+PVV18Vlk2aNOnqDxKXS81OnTqF1NRUl99pNBrk5OQIQaCZM2di8ODBWLZsmUtQatKkSXjrrbda3Vd+fj4uXbqEtWvXYs6cOcLyO++8U/j/Tz/9hHfeeQf/+te/sGTJEmH5+PHjkZqaipdfflkIFolEIkgkEojF155EOHPmTHz//fcALgcV169fj1mzZrmsp1arnXpkjRw5Ert27UJgYGCr21+xYgXOnz9/zQ3xr2Tt2rUIDg7G7bff3qH7ISIiIiIiot6F5Xud6Mcff4RcLncJvjzwwAMAgJ07d7ZpO2vWrMGwYcPg5+cHHx8fSKVS7Ny5E6dPn273mEaMGCE02/7666+h0WjavY3mrr/+ercBKeByoMkRkAIul6DNmzcP58+fdyq3A9CmIMh1112HkJAQPPnkk1izZo3bDK8tW7ZAJBLh3nvvhdVqFW5RUVFIS0tzmg1xwoQJsFqt+Nvf/tbqfu12u9O2rFaryzqvvfYafv75Z3z99deYNm0a5s2bh88++8xlvfDwcOTk5CArKwvvvPMOqqurceONN6K8vLzF/b/77rv45z//iT/+8Y9OwThPy8vLw8GDB3HPPffAz8+vw/ZDREREREREvQ+DUp3o0qVLiIqKcuntExkZCR8fH1y6dOmK23j55Zfxm9/8BiNHjsSXX36Jn376CTk5OZg+fTrq6+vbPab58+fjvffeQ2FhIW6//XZERkZi5MiR2L59e7u35dDazHhRUVEtLmt+/G2ZYU+pVGLPnj0YOnQo/vKXv2DQoEGIiYnBM888A4vFAgCoqKiA3W6HSqWCVCp1uv30009XFYj74IMPXLbVXEpKCjIzM3HLLbdgw4YNmDRpEh5//HE0NjY6refj44OMjAyMHTsWDz/8MH788UcUFBTg//7v/9zu+/3338djjz2GRx99FC+++GK7x94ea9euBQCW7hEREREREZHHsXyvE4WFheHgwYOw2+1OganKykpYrVaEh4dfcRsff/wxJk6ciDfffNNpedP+Se314IMP4sEHH4TBYMDevXvxzDPP4Oabb8bZs2eRmJgoZMiYTCbIZDLhfi0Fc1prqK1Wq1tcFhYW1ubtNDVkyBB8/vnnsNvtOH78ONatW4fnnnsO/v7+eOqppxAeHg6RSIR9+/Y5jd/B3bIrmT17NnJyctp1nxEjRuC7775DVVWVU7ZYc3FxcYiJicHZs2ddfvf+++/j4Ycfxv333481a9Z06GyEZrMZH330EYYPH46hQ4d22H6IiIiIiIiod2KmVCeaNGkS9Hq9Sw+gDz/8UPi9g0wmc5v5JBKJXIIox48fx4EDB655fHK5HDNmzMDy5cthNpuRl5cH4PKMeo79NLV58+Z272Pnzp2oqKgQfrbZbFi/fj369u2LuLi4qx88Lj82aWlp+Pe//43g4GAcOXIEAHDzzTfDbrejtLQUGRkZLrchQ4a0e19hYWEu22mN3W7Hnj17EBwc7BJ8a85Ryth8prt169bh4Ycfxr333ot33323QwNSwOWm9BqNBgsWLOjQ/RAREREREVHvxEypTnTffffhjTfewP33349ffvkFQ4YMQVZWFp5//nnMnDkTkydPFtYdMmQIdu/ejc2bNyM6OhoKhQL9+vXDzTffjL///e945plnMGHCBJw5cwbPPfcckpKS3PY1upJHHnkE/v7+GDt2LKKjo6FWq7Fy5UoolUpkZmYCuNywOzQ0FAsWLMBzzz0HHx8frFu3DsXFxe3eX3h4OG666Sb89a9/FWbfy8/Px+eff97ubQGX+0WtXr0at956K5KTk2G32/HVV1+htrYWU6ZMAQCMHTsWjz76KB588EEcOnQIN9xwA+RyOcrLy5GVlYUhQ4bgN7/5DQBgz549mDRpEv72t79dsa9US+bMmYO0tDQMHToUYWFhKCsrw7p167Bnzx688cYb8PG5/LY7fvw4nnjiCdxxxx1ITk6GWCzGiRMn8O9//xthYWH405/+JGxz48aNWLBgAYYOHYrHHnsMP//8s9M+09PThWDlc889h+eeew47d+7EhAkThHW+/fZbGAwGIavu1KlT+OKLLwBcfo4DAgKctrl27Vr4+/vj7rvvvqrHgYiIiIiIiKg1DEp1Ij8/P+zatQvLly/Hiy++iKqqKsTGxuJPf/oTnnnmGad1//Of/+Dxxx/Hr3/9axiNRkyYMAG7d+/G8uXLYTQasXbtWqxatQoDBw7EmjVrsGnTJqeG3W01fvx4rFu3Dhs2bEBNTQ3Cw8Mxbtw4fPjhh4iIiABweea47777DosXL8a9996L4OBgPPzww5gxY0a7ew3dcsstGDRoEJ5++mkUFRWhb9+++OSTTzBv3rx2jx243LcpODgYq1atQllZGXx9fdGvXz+sW7cO999/v7DeW2+9hVGjRuGtt97C6tWr0djYiJiYGIwdOxYjRowQ1rPb7bDZbC59n9pj7Nix+OKLL/D6669Dp9MhODgYGRkZ2LJli9PseyqVCjExMfjXv/6F8vJyWK1WxMXF4eabb8Zf/vIXxMfHC+tu3boVjY2NOHLkCMaOHeuyz4sXLwoZbY2NjbDZbLDb7U7r/OY3v0FhYaHw88aNG7Fx40aX+wNAcXExfvjhB9x7771QKpVX/VgQERERERERtURkb37lStRBRCIRHn/8cbz++utdPRQiIiIiIiIi6mLsKUVERERERERERJ2OQSkiIiIiIiIiIup0XheU2rt3L2bPno2YmBiIRCKXmezc2bNnD4YPHw4/Pz8kJydjzZo1Lut8+eWXGDhwIGQyGQYOHIhNmzZ1wOh7N7vdztI9IiIiIiIiIgLghUEpg8GAtLS0Ngc3Ll68iJkzZ2L8+PE4evQo/vKXv+D3v/89vvzyS2GdAwcOYN68eZg/fz5yc3Mxf/583HnnnTh48GBHHQYRERERERERUa/m1Y3ORSIRNm3ahFtvvbXFdZ588kl88803OH36tLBs4cKFyM3NxYEDBwAA8+bNg06nw7fffiusM336dISEhOCzzz7rsPETEREREREREfVWXpcp1V4HDhzA1KlTnZZNmzYNhw4dgsViaXWd7OzsThsnEREREREREVFv4tPVA+hoarUaKpXKaZlKpYLVaoVGo0F0dHSL66jV6ha3azKZYDKZhJ8bGxtRXV2NPn36QCzu8bE+IiIiIiIiIqJr0iuiJyKRyOlnR8Vi0+Xu1mm+rKmVK1dCqVQKt5CQEPTt2xdlZWUeHDkRERERERERUc/U44NSUVFRLhlPlZWV8PHxQVhYWKvrNM+eamrZsmXQarXC7dSpU54fPBERERERERFRD9Xjg1KjR4/G9u3bnZb98MMPyMjIgFQqbXWdMWPGtLhdmUyGoKAg4aZQKDw/eCIiIiIiIiKiHsrrekrp9XqcP39e+PnixYs4duwYQkNDkZCQgGXLlqG0tBQffvghgMsz7b3++utYsmQJHnnkERw4cABr1651mlXvD3/4A2644Qa88MILmDNnDr7++mvs2LEDWVlZnX58RERERERERES9gddlSh06dAjp6elIT08HACxZsgTp6en429/+BgAoLy9HUVGRsH5SUhK2bduG3bt3Y+jQofj73/+OV199FbfffruwzpgxY/D555/j/fffx/XXX49169Zh/fr1GDlyZOceHBERERERERFRLyGyO7p+0zUpKSlBfHw8iouLERcX19XDIaJ2eOONN3DHHXe02keOiIiIiIiIPMvrMqWIiDztiy++wLFjx8AYPRERERERUefxup5SRESe9s9//hNKpRJWq1WYAIGIiIiIiIg6FjOliKjXe/fdd7F//35YrdauHgoREREREVGvwaAUEfV6/v7+OHXqFINSREREREREnYhBKSLq9ebOnSuU7xEREREREVHnYFCKiHo9jUaDX/3qVzAajV09FCIiIiIioit68803cf311yMoKAhBQUEYPXo0vv32W+H3drsdK1asQExMDPz9/TFx4kTk5eV14YjdY1CKiHq9PXv24Mcff0R+fj5n4CMiIiIiom4vLi4O//d//4dDhw7h0KFDuOmmmzBnzhwh8LRq1Sq8/PLLeP3115GTk4OoqChMmTIFdXV1XTxyZwxKEREBUKlUKCkpYQkfERERERF1e7Nnz8bMmTORmpqK1NRU/POf/0RgYCB++ukn2O12vPLKK1i+fDluu+02DB48GB988AGMRiM+/fTTrh66EwaliKjXW758OZKSkhAeHs6gFBEREREReRWbzYbPP/8cBoMBo0ePxsWLF6FWqzF16lRhHZlMhgkTJiA7O7sLR+qKQSki6vXeeustKJVKmEwmBqWIiIiIiKjLmEwm6HQ6p5vJZHK77okTJxAYGAiZTIaFCxdi06ZNGDhwINRqNYDL1SBNqVQq4XfdBYNSRNTraTQa2O12ZGVlsacUERERERF1mZUrV0KpVDrdVq5c6Xbdfv364dixY/jpp5/wm9/8Bvfffz9OnTol/F4kEjmtb7fbXZZ1NZ+uHgARUVfr27cvJBIJ7HY7g1JERERERNRlli1bhiVLljgtk8lkbtf19fXFddddBwDIyMhATk4O/vOf/+DJJ58EAKjVakRHRwvrV1ZWumRPdTVmShFRrzdt2jSIRCLceeedDEoREREREVGXkclkCAoKcrq1FJRqzm63w2QyISkpCVFRUdi+fbvwO7PZjD179mDMmDEdNfSrwqAUEfV6b775JgCwfI+IiIiIiLzCX/7yF+zbtw+//PILTpw4geXLl2P37t245557IBKJsHjxYjz//PPYtGkTTp48iQceeAABAQG4++67u3roTli+R0T0/5WVlTEoRURERERE3V5FRQXmz5+P8vJyKJVKXH/99fjuu+8wZcoUAMDSpUtRX1+PRYsWoaamBiNHjsQPP/wAhULRxSN3JrLzCswjSkpKEB8fj+LiYsTFxXX1cIioHb799lskJydj/fr1ePzxxxEWFtbVQyIiIiIiIurxWL5HRL2e0WgEAMyZMweNjY1dPBoiIiIiIqLegUEpIur19u7dC5FIhHXr1jEoRURERERE1EkYlCIi+v/sdjt7ShEREREREXUSBqWIqNf77W9/CwDIyMiAzWbr4tEQERERERH1DgxKEVGvZjabsWnTJohEIoSEhMBisXT1kIiIiIiIiHoFrwxKrV69GklJSfDz88Pw4cOxb9++Ftd94IEHIBKJXG6DBg0S1lm3bp3bdRoaGjrjcIioC5nNZly6dAkAcPDgQdTV1XXxiIiIiIiIiHoHrwtKrV+/HosXL8by5ctx9OhRjB8/HjNmzEBRUZHb9f/zn/+gvLxcuBUXFyM0NBRz5851Wi8oKMhpvfLycvj5+XXGIRFRF4uJiYFIJIKvry+D0URERERERJ3E64JSL7/8MhYsWICHH34YAwYMwCuvvIL4+Hi8+eabbtdXKpWIiooSbocOHUJNTQ0efPBBp/VEIpHTelFRUZ1xOETUxfz8/DBlyhQAwIwZMxAcHNy1AyIiIiIiIuolvCooZTabcfjwYUydOtVp+dSpU5Gdnd2mbaxduxaTJ09GYmKi03K9Xo/ExETExcXh5ptvxtGjRz02biLqvqqqqrBhwwYAwLlz56DRaNDY2NjFoyIiIiIiIur5fLp6AO2h0Whgs9mgUqmclqtUKqjV6ivev7y8HN9++y0+/fRTp+X9+/fHunXrMGTIEOh0OvznP//B2LFjkZubi5SUFLfbMplMMJlMws/sQ0PknaxWK3x8fCASiVBdXY3g4GDY7fauHhYREREREVGP51VBKQeRSOT0s91ud1nmzrp16xAcHIxbb73VafmoUaMwatQo4eexY8di2LBheO211/Dqq6+63dbKlSvx7LPPtn/wRNStBAUFYfjw4cL/iYiIiIiIqHN4VfleeHg4JBKJS1ZUZWWlS/ZUc3a7He+99x7mz58PX1/fVtcVi8XIzMzEuXPnWlxn2bJl0Gq1wu3UqVNtPxAi6jZsNhskEglEIhHGjBmD5ORkZkoRERERERF1Aq8KSvn6+mL48OHYvn270/Lt27djzJgxrd53z549OH/+PBYsWHDF/djtdhw7dgzR0dEtriOTyRAUFCTcFApF2w6CiLqV8vJynDx5EgCQk5ODn3/+mUEpIiIiIiKiTuB15XtLlizB/PnzkZGRgdGjR+Ptt99GUVERFi5cCOByBlNpaSk+/PBDp/utXbsWI0eOxODBg122+eyzz2LUqFFISUmBTqfDq6++imPHjuGNN97olGMioq5jtVohkUgAXA58G41GBqWIiIiIiIg6gdcFpebNm4dLly7hueeeQ3l5OQYPHoxt27YJs+mVl5ejqKjI6T5arRZffvkl/vOf/7jdZm1tLR599FGo1WoolUqkp6dj7969GDFiRIcfDxF1rdTUVKF8LyYmBv7+/gxKERERERERdQKRnVdfHlFSUoL4+HgUFxcjLi6uq4dDRG108uRJnDx5EiNHjkRDQwMqKiowatQo+Pn5dfXQiIiIiIiIutSFCxfw/vvv48KFC/jPf/6DyMhIfPfdd4iPj8egQYOuefte1VOKiMjTamtrodPpIBKJoNFocOTIEWZKERERERFRr7dnzx4MGTIEBw8exFdffQW9Xg8AOH78OJ555hmP7INBKSLq1WQyGZRKJYDLPaXMZjODUkRERERE1Os99dRT+Mc//oHt27fD19dXWH7jjTfiwIEDHtmH1/WUIiLypIEDB0KhUEAkEkGlUmHcuHEMShERERERUa934sQJfPrppy7LIyIicOnSJY/sg5lSRNSr7dmzBzk5OQAuz8SXl5fHoBQREREREfV6wcHBKC8vd1l+9OhRxMbGemQfDEoRUa9msVggFoshEokgEolQUFDAoBQREREREfV6d999N5588kmo1WqIRCI0NjZi//79+NOf/oT77rvPI/tgUIqIerXrrrtOmDFTJpNBKpUyKEVERERERN3aypUrkZmZCYVCgcjISNx66604c+aM0zp2ux0rVqxATEwM/P39MXHiROTl5bV5H//85z+RkJCA2NhY6PV6DBw4EDfccAPGjBmDp59+2iPHwaAUEfVqYrEYMplM+P8999zDoBQREREREXVre/bsweOPP46ffvoJ27dvh9VqxdSpU2EwGIR1Vq1ahZdffhmvv/46cnJyEBUVhSlTpqCurq5N+5BKpfjkk09w7tw5bNiwAR9//DHy8/Px0UcfQSKReOQ4RHZefXlESUkJ4uPjUVxcLGRdEFH398knnyAgIAAZGRmQSCR48cUX8cwzzyA4OLirh0ZERERERNQmVVVViIyMxJ49e3DDDTfAbrcjJiYGixcvxpNPPgkAMJlMUKlUeOGFF/DYY4+1ex82mw0nTpxAYmIiQkJCPDJuZkoRUa9mtVohFv/vVGi325kpRUREREREXcJkMkGn0zndTCbTFe+n1WoBAKGhoQCAixcvQq1WY+rUqcI6MpkMEyZMQHZ2dpvGsnjxYqxduxbA5YDUhAkTMGzYMMTHx2P37t3tPDL3GJQiol5t+vTpSEpKgkgkAgAMHjyYQSkiIiIiIuoSK1euhFKpdLqtXLmy1fvY7XYsWbIE48aNw+DBgwEAarUaAKBSqZzWValUwu+u5IsvvkBaWhoAYPPmzSgoKEB+fj4WL16M5cuXt/fQ3PLxyFaIiLzUwYMHERQUJHyjEBsby6AUERERERF1iWXLlmHJkiVOyxw9cFvy29/+FsePH0dWVpbL7xxfvjvY7XaXZS3RaDSIiooCAGzbtg133nknUlNTsWDBArz66qtt2saVMFOKiHq1oqIip3TY77//Ho2NjV04IiIiIiIi6q1kMhmCgoKcbq0FpX73u9/hm2++wa5du5z6WzuCSc2zoiorK12yp1qiUqlw6tQp2Gw2fPfdd5g8eTIAwGg0eqzROYNSRNSrKRQKyGQy4dsCkUjEoBQREREREXVrdrsdv/3tb/HVV1/hxx9/RFJSktPvk5KSEBUVhe3btwvLzGYz9uzZgzFjxrRpHw8++CDuvPNODB48GCKRCFOmTAFwudqkf//+HjkOlu8RUa82Z84clJWVCT/fcsstDEoREREREVG39vjjj+PTTz/F119/DYVCIWREKZVK+Pv7QyQSYfHixXj++eeRkpKClJQUPP/88wgICMDdd9/dpn2sWLECgwcPRnFxMebOnStkbEkkEjz11FMeOQ6Rnc1TPKKkpATx8fEoLi52Spkjou7thRdewOjRo3HdddcBuNzAb8aMGUhISOjikRERERF5P6vVCpFI5LFSHyK6rKW+UO+//z4eeOABAJezqZ599lm89dZbqKmpwciRI/HGG28IzdC7A2ZKEVGvZrVanT4kXbx4EQ0NDV04IiIiIqKe44477sD777+PkJCQrh4KUY/SlvwikUiEFStWYMWKFW3e7quvvopHH30Ufn5+V2xm/vvf/77N220Jg1JE1KsNHz4c/v7+ws+BgYEwm81dOCIiIiKinsFsNqOyshJWq7Wrh0JEbfTvf/8b99xzD/z8/PDvf/+7xfVEIhGDUkRE10qpVMLH53+nwrvuuovp5UREREQeYLFYIJFI+IUfkRe5ePGi2/93FM6+R0S92jfffOP0Qenrr79GSUlJF46IiIiIqOf44x//yEwpIi9ksViQnJyMU6dOdeh+GJQiol7NZrM5ZUpJJBI0NDRwBj4iIiKia3TmzBls2rQJGo2mq4dCRO0klUphMplabKjuKQxKEVGv9tBDD0EqlQo/JyUlwd/fv02NA4mIiIioZVqtFiaTCWq1ml/4EXmh3/3ud3jhhRc6NNvRK4NSq1evRlJSEvz8/DB8+HDs27evxXV3794NkUjkcsvPz3da78svv8TAgQMhk8kwcOBAbNq0qaMPg4i6Acc5wiE+Ph5+fn4MShERERFdo379+mH8+PGor69nUIrICx08eBBfffUVEhISMG3aNNx2221ON0/wuqDU+vXrsXjxYixfvhxHjx7F+PHjMWPGDBQVFbV6vzNnzqC8vFy4paSkCL87cOAA5s2bh/nz5yM3Nxfz58/HnXfeiYMHD3b04RBRF8vLy3MKSp05cwZnzpxhUIqIiIjoGhUUFCAtLQ1paWmw2WxdPRwiaqfg4GDcfvvtmDZtGmJiYqBUKp1uniCye9mV18iRIzFs2DC8+eabwrIBAwbg1ltvxcqVK13W3717N2688UbU1NQgODjY7TbnzZsHnU6Hb7/9Vlg2ffp0hISE4LPPPmvTuEpKShAfH4/i4mLExcW176CIqMs8/fTTuOeee4ST6s8//4zq6mrce++98PX17eLREREREXmv119/HQEBAdBqtVi4cCH8/f27ekhE1M14VaaU2WzG4cOHMXXqVKflU6dORXZ2dqv3TU9PR3R0NCZNmoRdu3Y5/e7AgQMu25w2bVqr2zSZTNDpdMKtrq6unUdDRN3Bn/70J6efU1JSMHDgQKaYExEREV0jo9GIsLAwaLVafrYi8mKVlZXYt28fsrKyUFlZ6dFte1VQSqPRwGazQaVSOS1XqVRQq9Vu7xMdHY23334bX375Jb766iv069cPkyZNwt69e4V11Gp1u7YJACtXrnRKWxs4cOA1HBkRdZWnn37a6Wez2Yzi4mKW7xERERFdo0WLFiEpKQkJCQkMShF5IZ1Oh/nz5yM2NhYTJkzADTfcgNjYWNx7773QarUe2YdXBaUcmk9JaLfbW5ymsF+/fnjkkUcwbNgwjB49GqtXr8asWbPw0ksvXfU2AWDZsmXQarXC7dSpU1d5NETUlZq/z00mEy5cuMCgFBEREdE1ev755yGRSBAdHc2gFJEXevjhh3Hw4EFs2bIFtbW10Gq12LJlCw4dOoRHHnnEI/vwqqBUeHg4JBKJSwZTZWWlS6ZTa0aNGoVz584JP0dFRbV7mzKZDEFBQcJNoVC0ef9E1H2MGjXK6Wd/f39YrVYGpYiIiIiuUV1dHcRiMb7//nsGpYi80NatW/Hee+9h2rRpQtxj2rRpeOedd7B161aP7MOrglK+vr4YPnw4tm/f7rR8+/btGDNmTJu3c/ToUURHRws/jx492mWbP/zwQ7u2SUTeKTEx0enniIgI3H777QxKERERdRPnzp1DVVVVVw+DrsKQIUOE/1ut1i4cCRFdjbCwMLez7CmVSoSEhHhkH14VlAKAJUuW4N1338V7772H06dP44knnkBRUREWLlwI4HJZ3X333Ses/8orr+C///0vzp07h7y8PCxbtgxffvklfvvb3wrr/OEPf8APP/yAF154Afn5+XjhhRewY8cOLF68uLMPj4g62YYNG5x+tlgs+PjjjxmUIiIi6ibmzZuHn3/+mX+bvVBGRgZEIhFmz54Nm83W1cMhonZ6+umnsWTJEpSXlwvL1Go1/vznP+Ovf/2rR/bh45GtdKJ58+bh0qVLeO6551BeXo7Bgwdj27ZtQrZDeXk5ioqKhPXNZjP+9Kc/obS0FP7+/hg0aBC2bt2KmTNnCuuMGTMGn3/+OZ5++mn89a9/Rd++fbF+/XqMHDmy04+PiDpf075SPj4+MBgMTDEnIiLqJkQiEerr69HY2AiJRNLVw6F2WLduHR5//HGUlJQgNjYWUVFRXT0kImqHN998E+fPn0diYiISEhIAAEVFRZDJZKiqqsJbb70lrHvkyJGr2ofXBaWAy7M4LFq0yO3v1q1b5/Tz0qVLsXTp0itu84477sAdd9zhieERkRdpmlkJXP7gm5KSwm9jiYiaqK+vh8ViQVBQUFcPhXqhRx55BAqFgkEpL2M2myGRSCASiaBWq3Hp0qWuHhI1YzabMWfOHPz3v/+FTCbr6uFQN3Trrbd2+D68MihFROQpR44cwQ033OC0rH///gxKERE18dFHH+HYsWP4z3/+A6lU2tXDoV7Gx8cHERERzGL2QrfccgvEYjFCQkJgNBrR2NgIsdjrOsj0WDU1NZBKpWhoaGBQilzYbDZMnDgR119/vcf6R7nDMwIR9WonT550Kt8DgM2bNzMoRUTUxA033ICkpCRYLJauHgr1Qhs2bMC+ffv4t9nLOKaPF4lEmDp1KpKSkhhY7GYUCgV+97vf8b1FbkkkEkybNg21tbUduh8GpYioV/P393dZJhKJ+KGJiKiJ48ePo2/fvmxUTF0iKCiI/R69UGlpKYqLiyESiXDy5Ens2bOHz2ELOvrcarVaodfrXZZv3boVzz//PJ8XatGQIUNQUFDQoftgUIqIerUnnnjCJVNq6tSpvPAiImqioaEB77zzTre/cHn//ffx/fff81v/HubVV19Fenp6t3/9kTOdTgd/f3+IxWIEBASgrq6Oz6EbDQ0NGDVqFOrr6ztsH9988w3uuusumEwmp+VlZWUICwvjOZNa9M9//hN/+tOfsGXLFpSXl0On0zndPIFBKSLq1VatWuWyrKysjB+aiIia6NevHyIiImC1Wrt6KK2KiIhAcXExywx7mNdffx0VFRX82+xlxowZgwkTJkAkEiEyMhJRUVF8Dt3w8/PDqFGjXAJGnjRo0CDcfPPNLufwIUOG4P777+fz4sX27t2L2bNnIyYmBiKRCP/973+dfm+327FixQrExMTA398fEydORF5eXpu3P336dOTm5uKWW25BXFwcQkJCEBISguDgYI/1mWKjcyLqtRobG91mRJ09exY33XRTF4yIiKh78vX1RUZGRrcP9nz00Ue49dZbYbVa4evr29XD6RLp3VQAAHJ3SURBVBGMRiOOHz+OkSNHumQWd5a6ujrk5uZ2yixQ5Dn//e9/ERAQgCFDhiA4OBihoaEMfrhRXl6OsLCwDn1szGYzbDabyz7MZjNKS0tZIeDFDAYD0tLS8OCDD+L22293+f2qVavw8ssvY926dUhNTcU//vEPTJkyBWfOnIFCobji9nft2tURw3bCoBQR9VqNjY0YOnSoy4dsmUwGo9HYRaMiIup+duzYgfj4eGi1WkRFRXX1cNxqaGhATEwMwsLCeIHlQadPn8Yf//hH/PDDD5DL5V0yhv79++PChQssMfIyGo0GSUlJwmx73377LUaNGtXFo+p+DAYDdu3ahUWLFnXYPnJzc/Hll1/i7rvvdlq+ZcsW+Pv7w2w2d9i+qWPNmDEDM2bMcPs7u92OV155BcuXL8dtt90GAPjggw+gUqnw6aef4rHHHrvi9idMmODR8brDoBQR9Vp2ux2pqakuy++77z5OeU7kYQaDAadOnUJOTg7uv//+Lru4pavT0NCA/Px8BAcHIyUlpVtO6W4ymTBlyhR8++23yMzM7Orh9Bj9+vXDCy+80GVZco2NjRg5ciRGjRrFYKOXiYmJQVBQEEQiEUQiEex2OzOl3HB85tTr9YiMjOyQfej1esjlcqfH32azQSKRQC6X88vYHurixYtQq9WYOnWqsEwmk2HChAnIzs5uU1Bq7969rf7+hhtuuOZxMihFRL2WwWDA1q1b8dBDDzkt/+677zB06FAkJiZ20ciIep59+/ahvLwcZrMZW7duxe233w6JRNLVw6I2uvvuu7Fv3z5UV1ejsbGxWwalLly4gIiICEgkEhgMBo/1uujtcnNz8d577+GFF17okv3X19djw4YNCAgIwMKFC7tkDHR1BgwYAJPJJGSkz5w5k0EpN5RKJaZPn+52djxPueuuu5CWlubUU0okEuGxxx6D1WpFQEBAh+2b2s9kMrn0GJPJZJDJZO3ajlqtBgCoVCqn5SqVCoWFhW3axsSJE12WNa0y8cSXBd3vEwURUSexWq3w8XGNzTc2NqK+vp4fnIg8aO/evRg4cCBGjhwJmUzW7Rtmk7MdO3agX79+SE1N7bbZKt988w0sFgtmz57NUhQPunDhAnQ6HSoqKrpk/w0NDfDz80N9fT2zObzMunXrnC6sCwoKuu35oysdPnwYISEhkMlkHVai+tFHH2Hnzp2oq6sTlp06dQq5ubnYsWMHioqKOmS/dHVWrlwJpVLpdFu5cuVVb695qxK73d7mHoE1NTVOt8rKSnz33XfIzMzEDz/8cNVjaopBKSLqtRQKBaZNm+ayPCEhAb6+vuxdQeRBd911FxQKBeLi4uDn58eglJc5deoUfHx8kJub220vKquqqhAcHAyz2YwLFy5023F6G7vdjuHDh0Or1XbJlzUBAQG48cYb0adPHzQ0NHT6/unq1dfXO2V2nD17lgFjN+rr63H06FGcPHmyw95jRUVFMJvNqK6uFpY5+rRJJBI0NDTwy9huZNmyZdBqtU63ZcuWtXs7jh6Qjowph8rKSpfsqZY0D46Fh4djypQpWLVqFZYuXdruMbnDoBQR9VoGgwElJSUu3xT07dsXSqWSQSkiDzlx4gTy8/MhlUohFovx7bffMijlZYKDg+Hn54dTp05122DPk08+CbFYDJvNhrNnz/I15iFz5szBrFmzIJfLu+S51+v1qKurQ3p6ercsG6WW3XbbbU4Z6UqlEjqdrgtH1D0NHDgQw4YNg06n67D3WExMDOLj412CT5GRkUhMTISfnx8/93YjMpkMQUFBTrf2lu4BQFJSEqKiorB9+3Zhmdlsxp49ezBmzJhrGmNERATOnDlzTdtwYE8pIuq1dDodCgoKkJGR4bT89OnTMJvNGDRoUBeNjKhnycrKQp8+feDr6ysEgRkw8C6/+93vUFVVBZlM1i2DUg0NDfj0009x2223ITY2FseOHeuW4/RGzz77LKZPn46jR4+iX79+nT4RiFqtRkFBAYqLi9GnTx+kpqYyOOUlysrKEB4eLvx87733spegG1VVVYiNjYVMJuuwbKVZs2bBYDDA19dX6As4YsQI1NTUwGw2o7GxkUEpL6XX63H+/Hnh54sXL+LYsWMIDQ1FQkICFi9ejOeffx4pKSlISUnB888/j4CAAJeZGFty/Phxp5/tdjvKy8vxf//3f0hLS/PIMfCMTkS9ls1mg1QqdcmU8vPzYxozkQcFBARAqVQK35jPmTPHpYEndW/PPvssgMsXlVcT7Hnrrbdw4cIFTw9LUFdXh4aGBojFYoSFheGWW25h4NNDLBYLoqOjodFouiTQV19fD19fX8jlcuj1ev5t9iJZWVlOP2/fvh1nzpzhc9jM0aNHYbPZYDQaO+yxee2113D27FlkZ2cL+/jXv/4Fi8WCs2fP4tSpUwxKealDhw4hPT0d6enpAIAlS5YgPT0df/vb3wAAS5cuxeLFi7Fo0SJkZGSgtLQUP/zwAxQKRZu2P3ToUKSnp2Po0KHC/2fOnAmz2Yy1a9d65BiYKUVEvVZSUhJuu+02t8uDg4P5x5nIQ6ZMmYLa2lohAKzRaODn54eYmJguHhm119tvv42nnnqq3fc7dOgQ0tLSUF9fj4EDB3o808VmsyExMVF4jb377rt4+umnPbqP3uqGG26AVCrF6NGjuyTQl56ejuDgYGHmRwY0vJefnx/q6uq67QyeXaW+vh5SqRR79uzBpEmTOmQfdrsdCoUCpaWlwnvIZDLB19cXfn5+0Ol0fG95qYkTJ7Z6zSISibBixQqsWLHiqrZ/8eJFp5/FYjEiIiLg5+d3Vdtzh2cDIuq1fvrpJ+zdu9flg5HdbodGo2FQishD/v3vfzs1tzWbzSgsLGQmixcZM2YMRCIRZDLZVU1bftttt6G2thbff/99h2TJKRQKZGRkCEEpqVQKrVbr8f30RqGhoRCJRKivr++SDMf9+/fj2LFjkEqluHTpEi+cvchf/vIXp2z0xMREKBQKPofNPPTQQ+jTpw9MJlOHZSPOnDkTkZGRSE5OFvYxffp0AJd7qQ4YMICfe8nJwYMH8e233yIxMVG47dmzBzfccAMSEhLw6KOPeuxvAoNSRNRrabVaSCQSl/K9hoYGnD17tk1/nGtra/H222+zdwlRKxoaGuDr6yv8HBMT06ENXbs7g8GAiooKr7owc8zgk5aWdlXPW319PQIDA1FfX98hx33o0CH89NNPwpcMmZmZVxU8I2eNjY3YvHkzxGIxzp8/j/Ly8k4fQ21tLRobG9HQ0IBTp0551fumt1uzZo3TZ6yYmBjI5XI+h828++67MBqNuPvuuzvksXGUBgYGBsJisQj7aPpvWVkZg1LkZMWKFU79pE6cOIEFCxZg8uTJeOqpp7B582asXLnSI/tiUIqIeq3Q0FCoVCqXoJS/vz8aGhra9MdZJpMhPz8fRqOxo4ZJ5PWmTZvm9D5LTU3F2LFje22m1Mcff4x//OMfXtVXa9OmTRCJRIiLi2v382a327Fr1y4EBwdj1KhRHXLhU1dXh4CAAOF11rdvX+j1+l77GvMUnU6HwMBAiEQihISEdEkWcXBwMEJDQ6FQKGA0Gnnh7CWsVit0Op3Tub+mpgb79+9nUKoZtVoNiUSCnTt3dsiXNXq9HocPH4ZYLEZWVpbQ1PyHH36AWCyGyWTCuXPn+N4iJ8eOHXMqJ/38888xcuRIvPPOO1iyZAleffVVbNiwwSP7YlCKiHotlUqFyMhIl6BUaGgo5s6d26YPTWzaSXRlzUtkRSIR3n33Xa8PGJjN5qsqEaupqUFVVZXXnDfsdjvsdjtEIhFyc3NRUlLSrrGbzWb4+vpCKpWioKCgQ447NTUVSUlJwvm8pqYGBw8e7LXZeJ4SEBCA2267DWKxGDNmzEBiYmKnP6apqamIjo6GUqnE7bff7jXvm97OarUiNTXV6TNWUFAQDAYDgx/NJCYmQiaTobKy0qnU3VP0er0QtBeJRLDZbKivr4e/vz9EIhH8/f2FGfiIHGpqaqBSqYSf9+zZI5R8ApczkouLiz2yLwaliKjX2rJlC6qqqlyCUna7HRs3bmzTh6aCggL88Y9/5IUPUSu2bdvmsqyxsdHrg1JbtmzBwoUL230RMXbsWCQkJHjVBcD9998PAJDL5e0uwfP19cVjjz0GiUTSYTM8VVdXO5Vjx8TEoLKy0utfY13t4sWLuHjxIkQiEUpKSpxm7uosX3/9NcrKyiCRSPDVV1/h0qVLnbp/ujpisVjoReegUCgwfvx4rzr3dYbJkydDJBIhMTERdXV1Ht++SqXC7bffDrFYjHnz5sFms8HPzw8PPPAAxGIxQkJCMG/ePAYLyYlKpRKanJvNZhw5cgSjR48Wfl9XVwepVOqRfXllUGr16tVISkqCn58fhg8fjn379rW47ldffYUpU6YgIiICQUFBGD16NL7//nunddatWydEjpveGhoaOvpQiKiDnD9/HtXV1a2uYzAYIJPJXIJSYrEYtbW1bfrjHBYWhk2bNvWYC5/33nuvxxwLdR+Ov6tNZWZmwmAwdNGIPGP48OFIS0uDxWJp1/0sFgvuvfder7kwMxqNOHbsGEQiEYYPH44+ffq06+KloqICO3bsAAD4+Ph0yHFnZ2fDYDAIr7OgoCBMnz6d57NrVFRUBL1eD7FYDH9/f6jV6k7/EqahoQFSqRQikQgpKSnYvXs3vwjyAsXFxfjuu++czv0SiQQXLlxo9RzQGwMjr7/+OoDLM9U2/1vpCadOncLhw4chEolw4MABGAwGXLhwAYcOHYJYLIbdbsfHH3/cYx77xsZGaDQanv+v0fTp0/HUU09h3759WLZsGQICAjB+/Hjh98ePH0ffvn09si+vC0qtX78eixcvxvLly3H06FGMHz8eM2bMQFFRkdv19+7diylTpmDbtm04fPgwbrzxRsyePRtHjx51Wi8oKAjl5eVON09Oc0hEnWvz5s1XrM2fNm0agoOD3X4ASExMbNOF0+DBgxEQENAh32x1NqvViu+++65HHAt1L48//rjL+yw5ORmVlZVe/SH44MGDSE1NbXeQZfPmzXj77bc9cuyff/55hwf3DAYDSkpKIBKJUFdXh4sXL7brmHU6HYxGI8RiMRYsWNBhPaX8/PycSkUPHTrU4kWJN7/uOpPFYkFwcLAwBbhCoej0gND48eMREhICkUiEkSNHCjMBUvfW0hd/rbU8KC8vx+uvv97rEgMcj9GhQ4dw9OhRj7/HKisrYbFYhKQLtVoNtVoNk8kkfGnUk8oqd+3ahZ9++onB62v0j3/8AxKJBBMmTMA777yDd955x2nSmvfeew9Tp071yL68Lij18ssvY8GCBXj44YcxYMAAvPLKK4iPj8ebb77pdv1XXnkFS5cuRWZmJlJSUvD8888jJSUFmzdvdlpPJBIhKirK6UZE3uv06dOorq5u9cLp9OnTLr1uHDIyMq5YkmO32/Hee+9h8ODBPeIDVF1dHcrKyjqknwH1LO15jdjtdmzevNnlwqSyshK5uble/U2mTqfDunXr2h2UslqtkEqlHskYys/PF9LrO4rVakVQUBBEIhFMJhOKi4vbdfEiEomEvhQffvhhhzznCxcuhFKpdFqm0Wig0Whc1q2ursa6det6bGCjrq4Op0+f9si2xo8fjwEDBkAkEiEgIADXX399p2f4NS2zDwgIgEqlQmlpaaeOgdovKioK6enpLud+qVTa4jkgKysLBQUFPeIzVXvccsstAICUlBRcvHix3dm3V+Ln54fw8HChRNAxM2lERITwObhv3749JijlTT0bu7OIiAjs27cPNTU1qKmpwa9+9Sun32/cuBHPPPOMR/blVUEps9mMw4cPu0Tkpk6diuzs7DZto7GxEXV1dQgNDXVartfrkZiYiLi4ONx8880umVRE5H1GjRrV6rck2dnZLQalduzYgcrKyla3r9FoEBISgoSEhB7RIFKhUGDChAlXLHskGjNmTJsz6oxGo9vebfHx8SgvL/fqoFRqairCwsLa/d5fsmQJBg8e7JELj61bt6KqqqpDLyaio6Pxq1/9CiKRCAqFAo2Nje065qioKAwbNgxisRgNDQ0d8pyvXbvW5Xzep08ft4/NxYsX8d577/XYAPy+ffvw9ddf48cff7yqRvxNvfHGG6isrBQe2y+++KLTsw/27Nnj9BxqNJoOySbxJrW1td2+t1ZNTQ1sNpvLuf+RRx5xmnlUo9Hg/fffh81mQ1VVFfR6fa97brVaLUQiERISEpCSkuLxoFS/fv2QnJwMkUiEUaNGITIyEqmpqU6N6AcNGnTF8/qFCxewcuXKbv93W6FQICQkpKuH0WMolUpIJBKX5aGhoU6ZU9fCq4JSGo0GNpvNqQs8cLkJl1qtbtM2/vWvf8FgMODOO+8UlvXv3x/r1q3DN998g88++wx+fn4YO3Yszp071+J2TCYTdDqdcGO5C1H34ufnh6ysrFY/2IjF4hZr98PCwqBWq1v9A+3v749p06ahsLCwR8zAl5WVJfTi6inflpHnNTY2YuTIkU4XFa2xWCyIjY11ea+pVCpMmjSp23+4bY1MJkNGRka7j2HDhg0IDw9v82PYmuuvvx7R0dEdev45fvy4kGEeFxeHadOmtescsX//fhw6dAgAMGDAAI8cd3Pl5eUur7HJkycjJCTE5fnRarWQSCQ99sK3oaEBgwcPRk5ODk6ePHlN26qtrYVcLnd6bDv7PevoKeWQlJSEwsJCj1+4e4rFYkFFRUWH7uOdd97BuXPnunVg9cyZM1Cr1S7vy+zsbOTk5AjnrMDAQBw8eBAVFRWYNGkSwsPDe92XY3v37oVIJIJYLIbRaPR4ptjGjRtRXFwMsViMqqoqbNu2DevXr0dZWZkQcP7mm2+ueF6vq6vDiRMnOuQc7klDhw5FTExMVw+D2sGrglIO7mbKaktTuM8++wwrVqzA+vXrERkZKSwfNWoU7r33XqSlpWH8+PHYsGEDUlNT8dprr7W4rZUrV0KpVAq3gQMHXv0BEZHHPf3001dsptlayunIkSMREhLS6kWLo/QoNDQUtbW1Xn+Bo9FocNtttyEsLMzrj4U6jmM6aZ1O16b15XI5pk+f7nZCgX379nl1UOqLL74QMiXbymazoby8HEePHr3mCy+bzYaoqCjk5uZ26Hu2vr5eaDTd0NCADz/8sF1BMKPRCJlMBrFYjMGDB3fIc+6u+bpGo8HXX3/tsr9hw4Zh6dKl3fqC/lpMnz4d1113Hfr27YszZ85c0+M9fPhw+Pv7Cz9PmjSp0x+3ZcuWwcfHR/g5MTERkydP7rZBqX379uGRRx6B0WjskO1bLBbk5+dj8+bN3fo17HjfNz/3R0dHo6SkRHj+/vznP2P8+PH4+uuvsXnzZsydO9djM3p5g8bGRqfJQIqLi3HhwgWP7sNgMMDPz08opb506RK0Wi0CAgKcnp8r/R0xmUx46KGHuv2XsB988EG3zyQkZ14VlAoPD4dEInHJiqqsrHTJnmpu/fr1WLBgATZs2IDJkye3uq5YLEZmZmarmVLLli2DVqsVbqdOnWr7gRBRh/vnP/+J4ODgVv/Avvjiiy0GtP39/VFcXNzq/Q8ePAibzYaUlJQu6bPhabGxsdDr9ZzZiFqlVquRn5+PqqqqNq1/7tw5bNmyxe17rbq62qs/ODY0NODnn39GTU1Nm+9TX1+PpKQkyOVyaLXaa8pKNBqN6N+/P8rLyzv0/BMWFoY+ffpAJBJBJpOhoaGhXePu168fEhISAFzOkigrK7vifb788kts3ry5zfu55ZZbXF5jMTExqKqqcgnKZGVl4dSpU20ahzdatWoVamtrkZaWhiFDhlxT4CIsLMzpObDb7W1+73vK22+/7fSzWCzGtm3bumVQqqKiAhERERgxYkSHBaXq6+sxb948GAyGbvkYOMyaNQsDBw50eV8mJSUJGYzl5eUICgrCsGHDUF5ejgEDBuDChQs4cuSIV39h0R4ikQi/+93vhMcpKSkJ58+fv+rjP3LkCPLy8pzet6NGjRIm9vH19cXw4cORnp6OwMBAYb9Tpky54t+RLVu24Keffur2n3cNBoNTMJ26P68KSjneRNu3b3davn37dowZM6bF+3322Wd44IEH8Omnn2LWrFlX3I/dbsexY8cQHR3d4joymQxBQUHCTaFQtP1AiKhDOb7Vnz59eqvBlabThzcnEomumH1w6dIlhIaGQiaT4cSJE14fyJFIJEhMTER1dbXXHwt1nEuXLqFfv34Qi8Vt+mDa9Bva5lJSUjq8H1JHWrhwIQIDA9vVt8fX1xfTpk3DuHHjEBERcU0f7s+cOYPCwkL4+vp26HvW398fYWFhwrf5AwYMaNe4HedksViMgIAA1NfXX/H+1dXV2LVrV5vLRF577TW32XgjRoxwCcqcP38edXV1KCoq6pHnOkfJnVwux+7du9sUuFi+fLnbIMqmTZucenWVlZWhpKSkUy9K3fV3NJvNKC8v77QxtNUbb7yB6upq3HzzzVCr1R1ybvvvf/+LhIQEDBo0qMNn3rwWmzZtQkVFhcv7Ui6XQ6lUwmKxoL6+HpMmTYKfnx8mTZqE+Ph4BAUFoaysrEe+N92pra11+uJmzJgxyMjIuOqAY3Z2NtavX+9UAqjX652yz0QikTDhhkN1dfUVz7c1NTW4dOlSt/+bPWnSJMhksq4eBrWDVwWlgMvNQd9991289957OH36NJ544gkUFRVh4cKFAC5nMN13333C+p999hnuu+8+/Otf/8KoUaOEKTCbfoB89tln8f3336OgoADHjh3DggULcOzYMWGbRORdbDYbMjMzXf4oN2W329G/f/8Wg1IhISHQ6XStfihaunQpZDIZpFIp8vPzu/03R1fy+eefIzQ0FH369PH6Y6GOdf3116OhoaFNFw0RERHo16+f2/fahAkTEBgY6LSdN954w2v6NO7evRsjRoyAUqls83smNzcXO3fuRHV1NS5evHhN77WqqiokJiZi2LBhHfqePXToEAoKCoTnMCEhoV0XJfv27RPKPYcPH47IyMgrjnfo0KF46KGH2pTlY7VaW+wRGBQU5DIDn5+fH5KSkqDVanvkhe+IESOEcreqqqorlolWVVWhoqLCZUY7o9EIf39/p6BUSEiI0MC6syQnJ7ssGzRoEC5dutTt/lZdunQJERERqKurw5YtWzxeXrd3714UFxcDuFyGeqXel13J0U/K3fty165d0Ol0OHjwIKKjo+Hr64vrrrsOoaGhiI2Nhb+/f498b7qj1+uh1+uFx0kqlWLdunVXHZSaP38+7rzzTqeMxq1btzo9D8eOHcOWLVuc7nfmzJkrBjmfeOIJyOXybvuac9Dr9W4bc1P35XVBqXnz5uGVV17Bc889h6FDh2Lv3r3Ytm0bEhMTAVxudFlUVCSs/9Zbb8FqteLxxx9HdHS0cPvDH/4grFNbW4tHH30UAwYMwNSpU1FaWoq9e/dixIgRnX58RHTtTCYTEhISoFAo3E4HDly+iBkxYkSLQSmxWIwFCxa0mj797LPPArj8jZOfn5/Xf4CyWCzw9/eHv78/rFYrfv3rX/fYKdPp6iUkJCAxMRGHDx9u02vearXC39/f7Xvt0qVL2LJli9P77KuvvkJeXp5Hx9xR8vPzYTQaUVJS0ub3/6VLlxAYGAiLxYLS0tJr+nCflpaGQYMG4fPPP+/Qi4Tmjaa///77dmdKOXrLmM3mNk3X/cEHH+Crr75qU2lkY2MjpkyZ4vY1VlJSgrNnzzrt71e/+hVGjBiBESNGeP152524uDjh/4MGDbpiZlNFRQVkMhlycnKcHg+pVIp58+Y5BaVGjhyJzMzMTn3cZs6c6bIsMzMTMpms25WvPfHEE/Dx8UFycjJKS0s93rD65MmTmD17NgICAnDp0iVkZ2d3u8fAQaVStXjuj4qKwttvvw2r1QqJRCIEr8RiMUJDQ3Hdddf1mvI9sViMuLg4p8dJLBZfdXnxX//6VxQXF+Pjjz8WgqLN+y9HRES4lOH6+fm1GpSqqanBtm3bcMcdd3T78+b27du7fTYXOfO6oBQALFq0CL/88gtMJhMOHz6MG264QfjdunXrsHv3buHn3bt3w263u9zWrVsnrPPvf/8bhYWFMJlMqKysxPfff4/Ro0d34hERkScdP34cp06dQnp6OgC4/cNUXV3dYp8bh08++aTFVObGxkbh23kAuO+++7r9H+kreeyxxwBcnn77zJkziIqKuubpxKl78GTm0bfffgu1Wt3m5v5Hjx5FWVmZ2/dadHQ0qqqqhIuq2tpaPPTQQx1ejuYJdrsdwcHBMJlMKCoqanOQpk+fPujbty9CQkJgt9uvKZh08OBB4cKtIx+vsWPHCtOJO7TngvHBBx8U+pnU1dXhl19+ueIFg0gkQmhoKE6cOHHFx8hoNLaYKZWQkICioiKn8f7973+HzWbDe++91+kXvsXFxVixYkWHBhI2btwoPBaObMTWjjM8PBz33Xcf8vLynP7mnTlzBkVFRU5BKb1ejy1btnRqpsQbb7zhssxut+Orr77qVgGZH3/8Ebm5ufDx8YFIJMLMmTOv2FeqtrZWyHxqid1ux5o1a/DWW29h6tSpkMvlQuCruLi4Wz0GTY0fPx6BgYFufzd16lSIxWIMGzYMAQEBLr/ftGlTt/8b4CkhISHIyMhwWjZ+/HhUVVW1+zFwlEonJyejrKxMCDL98Y9/dDo/zpgxA8uXL3d6b//6179GaWkpvv/+e7fBqQsXLkAkEuHDDz/s9gFDx/U+eQ+vDEoREbWmuroaCoUC4eHhMBgMbj8819XVtfgNnoNUKm0x08psNiMzM1P4g/7+++97fVbRrl27IBKJIJFI4Ovri4EDB+Ls2bP8w+7lTp8+jXvuucdjU2zX1dUhKioKkydPbtMHZoPB4HYGJgDw8fHB6NGjhQ+42dnZqKmpcQkidFePPvoogoOD0dDQ0OaLdJ1OB39/fyQnJ2Ps2LHXdHH/888/QywWY8yYMR36eJ0+fdqpB9/s2bPbNe7PP/9cOI+0tafU3XffjQEDBsBisVzxorusrAynT592usByGDBgAMaOHeuyDR8fH1gslk6/8N26dSsGDx7cYU2wTSYTfH19hcfCYrHg888/b7WM7KWXXoJMJsOUKVOc1jt//jxMJpNTGYxCoeiSfj/Nzx8BAQEwmUzd6jxx+PBhhIWFCVmFUVFR+OGHH1p9/X7//fdYsWJFq718HFUg48ePh0gkEho4BwQEYNasWd02KPXKK6+0+PkhPDwcc+fOdSkPdXDM9NkbHD16FPv373d6HIYMGYJLly61uaeeQ0NDA8aMGQOJRIIZM2agtrYWR48eRXZ2tlO2a3l5uctkP99++y22bNmC48ePu/08W19fj8TERMhksm5fYv/HP/6Rn129DINSRNTjjBo1SmigfOrUKbcfnsPDwzFmzJhWg1IDBw5s8eKpoaEBqampwocIuVzeYgDLGxgMBhQXF0MsFmPevHnYtWsXgoKCrmkGGOoeqqqqsHDhQly4cMEjH/KHDBkClUqFn3/+uU2BienTpwszt7kjEomEfkM5OTlISUlBTk5Om1535eXlXfbBs7y8HO+//z4SEhLaNGuRw44dO1BfXw+TyYSPP/74msZvt9shl8shlUqh1+tx8OBBVFRUXPX2WnLq1Cmn105RUVG7LkoKCgqEwMZ1112H6dOnw263Q6fTuX2eHc20ExMT4e/vf8W+PO6mNnfw9fXFN99843ThftNNNwG43Butsy/oo6KikJ+fD71e3yHbl0gk+PWvf+30t+lKwRtHeeUvv/yC8+fPC8vNZjNCQkKcLpalUikSExM93iupNdOmTXP73E6ePLlbBWQUCgUiIiKE13p4eDhycnJaDUAOGzbsio9naGgofv3rXwvl9U1duHABJSUlnjkAXM469NSMqI2NjW4DTsDl8rSQkBD4+fm5/f2MGTN6TVDKaDS6NOUWi8XYs2cPamtr27WtS5cuISkpCT4+PoiIiEBeXh6OHDkCpVIp9JkDLmdnJSYmOj0/N998MxYvXgyNRuM2S96R5ZuWltbte0p9+umnXT0EaicGpYjIK9XX1+PMmTNuP2hnZ2fDarUiPDy8xYaslZWVQslHSwYNGgSRSOT2/kePHsXJkyeF+w8bNgwmk8npD3VFRYXXfFNTV1eHmJgYiMVi7Nu3D4WFhYiPj4fRaGRQysv5+/ujT58+2LlzJw4ePHjNr0nHBWxbs5l27drl1MS1ucLCQly8eBEA8MADDyA+Ph4Gg+GK27bb7bjllltw6tSp9h+EBzgCIY2NjVi3bl2bP6TX1NQgMDAQ/v7+7cqwcufJJ5+ESCRCfn4+KisrsWPHDuTk5Hj8gsExjbjjOSwpKWlXaW9sbKxwrjQYDPjiiy+wZcsW3H777W4vPM+dOwetVguJRILvvvvuigGQtLQ0jBs3rsXXWPNZpRwBrISEBGzcuBG5ubmdcq4+c+YMwsPD4efnhzNnznTIPouKilBYWOj0t238+PEtZlzY7XbMmjULYrEYgYGBOHHihPDemzJlisuFK3C5nLOzZr4zm82wWCxun1uj0eixDNBr5ehT2fSxkkgk6NevHy5evNjic71p0yakp6e3+hpft24dzGazU1DBwdOz/06cOBGbNm3yyN/9W265pdXft/b5SywWo7CwsNsHPzwhOTkZ1113nctrvH///u3+m71161ZUV1dDIpEgICAA2dnZEIlEiImJcXr9qFQqLFy4EL6+vsIymUyG0NBQxMfHu31fvfTSS7DZbIiNje1WweDmGhsb3c7YSd0bg1JE5JVWrlyJ119/3e0H7cOHD0MikSA+Ph4TJ050+6HmwoULqKysbDVTqqKiAgcOHHD7Ya+iogJKpVL4RnTQoEGorq4WPlg2NjZi9uzZXtOTKSwsDLNnz4ZYLMbkyZNx1113IT4+3m3ZS3sdOHAADzzwQKd+s06XVVdX48svv4RYLEafPn3a1ZC7JVu3bkVjYyPCw8PbVIJ07tw5lyarTcXGxqKkpAQajQabNm2CRCLBww8/fMWLIqPRiJUrV+LChQtd8gFZLpejf//+kEqlLgHp1vz2t78VAjzX+o3zihUrAABKpRIXL15ETk4OfvnlF48Hkh9++GFEREQIz2FQUBDq6+vbfLF01113Cev6+fmhpqYG586dQ3h4uNvXY01NDcLDw4VS4iudR/fv349ffvmlxYvcvn37CpldVqsV3333HcRiMWJiYhAbG4svv/yyU8pR1q9fj8bGRqF8ryMC/kVFRaitrXV6LAIDA50mAWqqoKAAMpkMPj4+6Nu3L4xGo3CufvbZZ90GhNRqNfbt29cp7zuj0YicnBy35w9HRl13+PLn3Llz+PHHH51KpIDLgRmDwdBiUFCj0WDfvn2tNrU+ceIEAgIC3M4mNnDgQNTW1nrk72tjYyPS09Nx8uRJj2QpGY3GVj9jtcZisSAvL69XfCnmKI1u/ljdeOONSE1NbVcJX1FRkXDuDA0NhdlsxuDBg91mkgYEBLgNdE6fPh0KhcLl3Gyz2eDj44OTJ0+2q49iZzObzW5n7KTujUEpIvJKFRUVkEgkbi9oxGIx/P39IZVK8eOPP7pdR6/XX7GnlEqlQnV1tdv7jxo1CsnJycIHf5lM5vSNfmNjIx566CGvST/fsWOH0NMgIiICsbGx8PHxwfvvv3/NH3Z/+eUXTJ8+vdt8o92b7N27F9dffz18fX0xePBgJCYmXvOH/IaGBvj6+uKOO+5o07YCAwNbLNEALk9fP2zYMHz11VeIi4uDVCrFli1bXGYGau61116Dj48PfHx8hPK/K9m1axeOHTvW7otYm83mch+RSCQEagYMGNDmD+jr168Xzjvh4eFX/cHebDZDLBZDLBbjpptugsFgwG233Yb09PQ2BwuMRmOb1n3xxRedGt/Onj0bcXFxbR77Sy+9JPxfKpWiT58+iIyMxI033uj2/DplyhT0798fYrEYc+bMueJ+ysrKWg183nDDDbBarbDb7airq0NgYCBEIhGCg4ORkZGBuXPneqxkqTUajQbh4eEYNGgQ5HJ5hwTq6+vrhabyDlqtFqdPn24xs1in08HHxwcqlQqZmZnCa8Jqtbq9aO3fvz8KCgra3e/mahiNRqdsjqYcM4h1h4bYZ86cEf5uNiWVSvHZZ5+1GFi97bbbkJKS4jJDpENjYyOuu+66FgOuUVFRGD58uEdeSyaTCTfeeCNGjhzpkZ5nO3fuvOr79unTBxUVFd06I8dTDh8+jEuXLrmcvwIDA7F+/fp29StdsGCBUyngr3/9a+HLnrbKy8tDVlaWy/tq1qxZkEgkCAwMhNFo7LZBKYlEgilTpnT1MKidGJQiIq9jNBoxZsyYFi9o/vznPwv/Ly8vd7vO7NmzMXjw4FaDUsHBwU5NmJvKzs4WpjEG/lfe4pi+/OLFi9Dr9SguLu4W3+JeiUajQVBQkPDB1/EBJjg4+JrLNCZPnozAwEB8/PHHveIDZncyfPhwDBw4EL6+vlAqlcjPz7/moNQTTzwBkUiEPXv24NSpU1f8YHrvvfe6nV3JQSqVYsOGDRCLxRg4cCBkMhkCAgJQVFTU4nvHbrfjl19+QWRkJIqKirB37942fUDetWsXNBpNu1+H+/btw/r1653OJQcPHhRmJktKSmrz41pcXCycN3bu3HnVF5NmsxkjR46EWCxGRUUFamtrcf311+Pnn39u01isViueeuop7Nix44r9jfR6vVMGSHZ2No4cOdKuc1vTc+2AAQMwYMAAxMTEuA1s/O1vfxOCbrW1tVf8Vl4ul0OhULR4Pj9y5AhOnjyJxsZGBAYGYu7cucK5TiQS4ezZs9i5c2eHZ2U888wzwmQS//3vfzvkfDhx4kRcf/31TkGMxMRElJSUuN3fhQsXEB0dLZzzP/vsM+EieMKECW73ERAQgOnTp3dK9qtKpXJ6vpoaN24c0tPTu0VQKi0tDampqS1mM/30009uX8Nnz55F//79ER4e7vb5qa2txdSpU90GBx02bdoklCsdPnwYu3btuqrXskajQXJyMuLj4/Hzzz9f8+N6tVlSwOXsz7vuuqtXZEo5SuLdPV4KhQK5ublt2k5jYyO2b9/utJ2cnBxhtsa2ioyMhEajcXr+Hf0bJRIJ0tPTcd1113XboFRhYSG2bNnS1cPodKtXr0ZSUhL8/PwwfPhw7Nu3r6uH1C4MShF5sWudTry7aG/QpqCgABkZGdBoNG4/FD/zzDPC/8PDw91+qPn000+hVqtb/dAkFotx8eJFtx/MDhw4AKlU6nT/u+++W8ioOHnyJMrLy3HmzJlu8YH5Svr06YOoqCiXD/7jxo2D1Wq9ptfZ+++/j759+6KwsLBTshHof7788kthJi6JRIKTJ09e8+vxyy+/BHC55LP5B1d3nnvuuVZ/L5FIkJWVhbFjxwofzFNTU9HY2NjiBYnVasUtt9wCHx8fjBo1Crm5uW3K2jhz5gyysrLadaFz+vRpFBQUICcnxynz0TGLnkgkwo8//gi1Wn3FbdlsNsTFxQnvs5SUlBYvVq9Ep9Ohb9++EIvF8PHxwfbt24VeX+6m827u9ddfx7hx43Dw4EGcPXu21XWHDBnilK3i5+fX4sym7tx0001O58o333wTP//8M3JyctxOEGEymYQgWENDAwoLC1t8nZ07dw59+/ZFZGRki+fzsLAwIeu1oKAAp0+fdlr3+uuvx+nTpzs0s7WxsRH/+te/hOfe39/fo+fDEydO4Pz583jttdeg/n/tvXdcFNf+//9adpddFnaXpbMgRRRBUBSNDbGhXAvqtfckaryaXDXGm2j8xNSb2FKuJpZ7jUZjxdiiYgsqYkNFQDqISFWQJp3t8/vD386XcQsLrqjJeT4ePB46Ozt75sx7znmf93mX0lLGWO7m5oZx48bplfulS5cyNiScnZ3peU8sFhv00CkvL0d6errZ2m+Io0ePorS0VK+xp7GxEYcPH34photnDfKxsbGwsrLS284hQ4bA2dlZr3zFx8fDwcEBeXl5eo1SR44cQV5enk5YYHM6deqE5ORkJCYm4pdffoFSqWyTp9PFixdRWloKiUSCq1evPvf7sGzZMqN5o1ri119/fWFVKl8lpk6dCjc3N73jV9++fVFbW2uSAbiiogJPnjxhyODYsWMxYcIEg96G+nBxcUHHjh0ZY25KSgrKy8vBZrNRX1+P+/fvv7IbrtpIiL8Shw4dwrJly/DJJ58gKSkJoaGhGDVqlMGw7VcRYpQiEF5T/vjjD+zatQu5ubkvuykGiY2NxcOHD42eU15eju+++65Vys///vc/qNVqFBYW6oT4UBQFiqJoRWj8+PF6F2hlZWWwsLBocScvKytLrzKgLz5fo9HQ5Z8rKyvRrVs3lJaWvhY7fQqFQu8CxMPDAwUFBc+1o6+dFEePHo2qqqo/hSH1dSE3N5chp2w2+7m9GwoLC8FisdCpUyc4OjqaRb4//PBDaDQaOsyvS5cuEAgEtEF0//79jN+5ceMGnJycYGlpCScnJ5O9NjZu3Ijq6upWtXnLli0IDAyEt7c3I+/Q8OHD4e7uDhaLhYiICERGRrY4jqnVavz973+n37MRI0agY8eObVr8nTt3jl6se3h4YOXKleByufD29m7RQKZSqTB58mQEBgaif//+iImJMdp/AQEBjP+7urpCIpGYtCjRaDSMJOnAU+8PLy8viMVilJWV6VynX79+9PlOTk5obGzUa5RqaGjAunXraNkxNJ77+PjQi6xHjx6hoaGBMdZZW1sjNDS0VWEyraWyshIcDof+3YiICCgUCrNtWpw7dw4FBQWorq6mwxO1WFhY4ODBgzrPmKIofPfdd4xzQ0JCwOFw8PjxY9ojWB++vr74/fffX2ifAU+LiohEIr2eHkKh0CTDuLlpamrCBx98QHtGA8CdO3cMyp+trS1u3bqlY4CVy+W0ISsxMVHv84mPj4enp6dRT5c+ffrA3t4eBQUFeOeddxAdHc1om6nk5eXByckJtra2dIL5tlJbW4vff/+9zd8HnnpLFRQUPNc1XgeOHDlC55V6Fh8fH7DZbJPmiOrqari7uzPeWW2Vw9YYB3k8nk56DK1nMpvNhkqleqWT0GtDpP9K/PDDD5g/fz7eeecd+Pv7Y+PGjejQoQO2bdv2sptmMsQoRSC8huTk5ODUqVOwtbXF6dOnX9mQqDVr1qCsrMyownjw4EEkJyebvFDWLia5XC7s7e1RWlrKWNA0NTUhJCSEnoAvX76Me/fu6Sx63NzcDJYQb45EIkFFRQVkMhkjse+HH36o810nJyfaiDV9+nT06dMHo0ePfmWfjxaNRmNQebSysmpxwWoMtVoNDw8PWFhYoGPHjkhJSXnl++PPglKphIuLC0NBXbhw4XMbpbQedY6OjpDJZC0uCIcMGdLiNQMDAyEWi+l3isvlIjIyEo2NjZDL5bh9+zYePHhAn3/q1Cmw2WzaeyAuLg6PHz82+huZmZk4duwYQkNDTTZKqVQqBAcHQyQSYdiwYUhLS6O/q/W40sr2lClT6NxGhkhJSUF0dDQ9PtnY2ODcuXOMezOVjIwMOocNm82Gr68vrKysMGbMGAgEAqPPZePGjcjJyQGfz0dAQAC6d+9u1Ljw66+/Mv4vlUphZWVl0qKkqakJV65cYYyX8+bNg5eXFwYPHgwnJydGW6urq9GxY0dabn18fAyGapeVlaF///4QiURG85aJRCI6lJuiKNjZ2emM3yKRCImJiS9soaVQKNC1a1f6vjw8PHDu3DmzeWc9fPgQsbGxsLa21uslYGFhoROKXVJSAktLS4bBw8XFBQ8ePEBBQYHRxayLiwu6dOnywhONu7q6wtraWu9cbWFhAR8fn3Y3SmVkZKBnz550IRSKogy2UYuNjQ0SEhIY8sXj8bB48WJYWFigQ4cOyMrKYvSlRqOhcwQZu7aDgwO8vLwQFBQEOzs7eHt7IzU1tdWyPHPmTHocXrBgwXPN1Xl5ebSHblsJCgqCUql8LbzNn4f09HRYW1vr/UzriWtKIQapVIpBgwY9l3ealqtXrzLmyRkzZtC6nEgkemUiNR4+fKgTfm4sD92fEYVCgYSEBISHhzOOh4eH48aNGy+pVa2HGKUIhNcQlUqFWbNmISgoCPfu3WuXqkFaioqK6PLtxqirq0N4eHiLlaAyMzPRu3dvk5UfFouFefPmgcvlIiIiAl5eXgyFJS0tDYGBgfRi1cnJCWVlZTpt6N27t0EloDlz5syBtbU1tmzZgi1btqCurg4ymQwbNmzQmfg5HA7c3Nwgk8mwevVqsFgs7N2795X3lCoqKoKzs7PenVgulwsej9fmMBO5XI5x48aBzWbD2toaN27caJfkuH8VjCmGFEVh2rRpDDm9fPky0tLS2ryIVKvVmDp1Kl0p6FnFVR+2trYtXlebsLv5/3v16oWzZ89i2bJlGDx4MK5fv06PE0qlkrFQE4lELS7CUlJS4OTkhKamJpPHTG2eJi6XC4FAgKioKNp4c/fuXcY7Y2Njg//+979Gw020oTHN77V79+6Ijo5u0Vh4//59xv3NmzePUaxB6/n56NEjREVFGRxT6+rqkJeXB2dnZ/B4PFhYWKCyshJpaWktd8j/D5fLxcmTJ00ycDY0NOgUlejXrx+srKwgl8uRnZ3NuK/4+Hjcu3eP7luKorBjxw69C1M7OzuEhoYaDW0CnnoIJiQkQK1Wo1evXvD399cZv+3s7BAbG/vCxic2m00nbweezhcPHz5ERUWFwfexoKAASUlJJi3+lixZgmHDhuH+/ft6Pw8ODkZ1dTXjWg0NDQgKCmIYDqysrHDq1Cm4uLggNDTUqIfOyJEjkZSUZFK4aFtQKpUYOnSoUYNMYGBguxcU6datG6ZMmYKYmBj6t5csWWLUAOPn56cThnX37l2cP38eFhYWmDx5MsRiMUP+1q9fD5FIZFIoEo/HA5/PB5fLRUhICFxcXEzWqzZv3oz6+nqcOXOGPnby5MnnyifZ1NTEMC63BV9f3+f22Hod8PT0NNpPzs7OJm1cREZGIicnxyxGKQ6Hw3ivv/32W3qOcXBwwJgxY6BUKnH79u2XapyaMWMG9u/frxNq+Ly5UF8F5HI5amtrGX/65iett6izszPjuLOzs0lpBV4ViFGKQHgNyc7OpneG33nnHdTX1zMmhYSEhBemJH722WfYvHlzi4uR1NRUhIWFIT4+3uCiVVt+uEePHqiurjbp98+dO4fq6mpwOBwUFxcjOjqaMRnt2rULLBaLXqT4+vrC2dlZZ0GzZcsWkxbmiYmJiIuLQ25uLvh8Ps6cOYOSkhKDuTbCw8MZ3mFKpdLkymAvCycnJzo/jz7mz58PjUbTJsUjNjYWt2/fBpvNhoWFBYRCIZ2Q9c/O/fv38e67776wZMD379/Hv/71L8TExODUqVM6z+f69euIjY1lKLv29vYoKSlps6G0rKwMBw4cYCwSW1ownDhxok0Jb4cNGwYOhwM/Pz8EBASgW7duqK6uBkVR+PDDDxnyGhAQgKamJqN9bW1tDU9PTzx69MjkPAs3btxAdnY22Gw2vfOqNUpxOBzGbqxAIIBMJjNq1PD09IS3tzdj7AgICIBQKDS6sJbL5Zg/fz6d+6m8vBxxcXF6FzIeHh7Iy8sz2BeNjY2YPHkyw6gnFov1hg9pmTVrFuP/LBYLUqnUpJxCEokEEydOZMiAlZUV7ZGRm5vLGJ8zMjIYISgsFgsajUavUWrPnj0oKCgweeGrVquxe/duFBcX6/V0BZ72z507d/Dee+/h448/Nlt42rlz51BUVMR49m+88QauX7+OuXPn4sCBAzr3ePz4ceTn57dodGloaEBUVBRcXV0xd+5cve9b9+7doVQqGc+Yoih07tyZ8S5pCw5UV1fD1tbWqFGKw+EgMTHxhS0A8/LycPbsWaNtiI2NNeol+SKq861btw5cLhdCoRDV1dW4cuUKoqOjjcqht7c3OnfuzBgvS0pKaMMwj8fDjh07aF0oPz8fTU1NbfI2cnBwwPXr102ae6qrq5GTk4Nz587RYx3wdEwoKipqs8FBKpWic+fOz2WU4nA4OHPmzCu/sfc8KBQKuqqdIcLDw2FnZ9diP5SUlMDW1va5+lzLjBkz6GdPURSqq6vpcUW7UZCdnc2Q2ZfBrl274ObmxpD1+vp6RgXC15W1a9dCLBYz/tauXWvw/GfHfWMVaV9FiFGKQHgN0VbXYLFY4PP5OHDgAL0QUqvVWL16NeLi4l6IS/3SpUtbdOuuqanBgQMHYGlpicbGRoMTaXFxMfr164f09HRkZmaapPxcu3YNQqEQHA4Htra2ePz4Ma1wlpeXQyKRMKri2dvbo7q6mqGUavvFlMHazs4O5eXlGDFiBEJDQ5Gamoq6ujoEBQXpNUo9evQIly5dQq9evcBms+nd6ZfJqlWrjHpvHDp0CI2NjQYVf5VKhb179xpdbH/zzTd6f6N5HgIA9ILpVXfH15aOf54dwOTkZPTp0wfJycmtVqqbmpoQExNjsM81Gg3+/e9/Y+bMmXB2dsb58+d1dsSKi4thb2/PUFC9vb1hY2Ojtz3afDvGqK2thbW1NS37s2bNMmnh0xbFiMfjwcbGBgMGDICVlRWysrJw9OhRHDt2DLdu3WJ4x3h4eMDDw8NoWxwcHCAUCuHi4oJHjx6ZJIMFBQVwdHSk+3DWrFn0M1m+fLnOfQ0aNMioF1ZlZSUEAgHjmbDZbHh7e6OoqMjg9xobG/Gvf/0L9fX1aGpqQnJyMp3g/Fm4XC5GjhyJyspKHfmtqanByZMn4ezszAh38/f3R0NDg155a2pqwr1793TGu7Fjx9K5Z4xRWFiIlJQUvTLg6OioE54zbtw4uLi4MO4tMDBQ75xTVFQEe3t7kzwD5s+fT28SPOu5peXtt99Gfn4+XF1dsXjxYowcObJNuXn08fjxY53NjJCQEEgkEixYsABeXl46spOZmYnLly8z3tdPP/0UBw8eZPSZNukwh8OBj48PhEKhzu9bWlrixIkTjH7csWMH5HK5ziJ29uzZkEgkRkMitXTt2hV37tyBWq02uwE+MzMT7u7uRo1STk5OKC0tNThWf/bZZ9i5c6dZ55zS0lJwOBy8+eabKCoqQm5uLhwcHFqscPbbb78x5kmRSAQ3NzdaJgICAhAbGwuNRoP8/HyEhYWZ9AyehcViIT8/v8WqmsBTI3BoaCjc3NwwceJE+h66dOkCCwuLNhuENm3apFe2WoOlpSXYbPZrlay5taSlpeHChQtG+4nNZuPmzZstPosePXowwuCfh/z8fNo7VyaTMTwqtRsF9+/fx/Dhw7F9+/aX4gFfV1eH3bt3o66ujvH7ERER6NixY7u3x9ysWrUKNTU1jL9Vq1bpnOfg4AA2m62jA5aVlel4T73KEKMU4U9NeXl5u4a2tQdqtZphdLG1tcXDhw/pnVQWi4Wvv/4aHh4eJrs8K5VKkwwnMpkM8fHx2Lt3r9Fr7969G2PGjAGPx8OCBQsMKqoHDx5EVVUVPDw8UFxcbJLyI5FIIBAIYGFhATs7Ozg5OdHfk0gkmD17NsN7gc1m4/r164xrq9VqTJo0ySRlydXVFTU1NZBKpRAKhXj77bdp7w19MetdunRBeno6HaYRHByMJ0+evLSdvuLiYlhbWyMlJUXnM7lcDoqikJCQABsbG4P9IZFIUF5ebtCwtXv3bqhUKty9e1fns6CgIDg7O9PXViqVZlNgXmQekw0bNuDjjz9GTU1Nm68RFBSEoKAgREVF4c6dOyZ/j6IorFu3jvZ00ic7LBYLH330EUQiEezs7DBw4EAUFxczFmY+Pj6QSqWMRbCLiwusrKx0FmhpaWmIiYnB999/r+MK3xyRSITu3bvT48+9e/eMVuGhKMqg54Yp9OjRgw4tHTx4ML1Id3d31wnZunbtGlavXo1Dhw7pyFdlZSWOHj0KFouF0NBQ9OzZ06R3csSIEYyqlCUlJUhJSYFMJsM333yjc19eXl64d+8efe1vv/2WYXA/efKk3gIL9fX1uHLlisFxNT09HV5eXoiOjsbx48dRWVkJb29vg2FrPXv2xJEjR3QKTezevZsO22veBktLSwwfPlzvIjY7OxtVVVU644NEIsFvv/3WoidRRUUF6urq9MqAQCDAxIkTGfJ27Ngxnd/y9vbW63E6ePBgk3IDAsD58+dRVlaGXr16QSgU6v1OfX09Vq9ejezsbPB4PDQ2NiIxMdEsBo0RI0bohG5aWFigc+fOcHV1hVKpxH//+1+GDHzwwQcAwJhDORwOvL29kZycTMtVbW0tvL29ad1A371p+7T582poaNDbf896ARojNDQUQUFBKCkpwdixY5GVlWXS90zBz88Pvr6+Rufq4OBguLq6GvTAnTBhArp169ZizjlTUSqV6NGjB+09efjwYSgUCp38ffqQSqWMSpf29vZwcnKiZWLw4MGwsbGhKwNrizm0BV9fX+Tn59NjsyEZdnJyQmBgIDp06AA/Pz/aw6Rjx47g8Xhtln25XG6WvD5z5swxS4GO1lBVVdVuRpacnBy4uroalR2RSISMjIwWdXptgnJz4OjoiMuXL0OhUCA3NxcDBw5kXDswMBCDBg1Ct27dIJPJ9Op/L5qUlBS4ubkhPT2dMddFRUX9KdZ+PB4PIpGI8afPA8zS0hK9evVCdHQ043h0dDQGDBjQXs19bohRivCnRaPRYPHixfjpp5/+VDls2Gw2li1bxtiRCwoKQlVVFQDgiy++AJvNxoEDB0w2Sq1ZswYbNmxoMUTg7t27UCqVkMvlBnfg6urqMGXKFHh6eoLP5+P06dN6Xfurqqrw4MEDODk5wc/PD/7+/i0uEmUyGSZMmEBPjBYWFvD19YVarYZarcZHH30EiqIYipBW2W6uWN29e5cR4mcMsVhMewlYWlrC2toatra2DG+R5vD5fPj4+CAtLY1WWo8ePfrCKxTp4/Hjx1izZg26d++OiooKHXn45JNPsGHDBnTo0KFFRWbQoEF6d6MzMzPx4MEDhISEIDc3F3K5nH7fiouLkZ+fz6iKJRaLwWazDeY9aQ3btm3DL7/8Ynavq/r6ehQXFyMgIAAXLlxos7fUlStXYGVlhbCwMFy4cMHgOPRssv6YmBhMnz4d06dPB5/Px61bt3SMPhcvXkRBQQEtw/369UN1dTVDca+rq4ONjY2OnN68eRPJycn0/1UqFX766SfaY6OoqMigAbKpqYmxiGWz2SgqKjL4DNLT058rx4X2vdP+1rx589CjRw9GCXstM2fOxHvvvQd/f3/s27ePIe9RUVHo168fLC0toVKp8Ntvv5lklLpy5Qq4XC59v3w+Hw8ePEB6ejo8PDx0PCO4XC6uXr1KV1W7f/8+EhIS6PdfoVDoHXeCgoKQnZ1tcAyOjIwEi8XClClTUFFRAYFAwDD26us3Hx8fnDx5Uuc+O3XqpNf74vbt2zqJmIGnnk76qn+xWCxYWFggJydHbxuat0UikRg0HP3888/0b5aXl+uUNAeeLj4KCwsZ7wFFUVCr1SYbPNlsNnJycsBmsw16tLi4uGDZsmVwdXWFlZUVbG1tkZqaapacNmlpaXp/VyAQgM/no1OnTuDxePjuu+8gl8sRGRmJhw8fYsiQIXQ4fmNjI958802IxWKcOXMG+/btg0ajgZeXF7p06dKip86kSZMY7/acOXOe26uCx+Nh3759KC8vx4IFC1BfX2+2HE83b97U8Sx8Fg8PD8hkMnzxxRc6ldq0oco8Hg/r1q0zS1qDiooK9O3bF1wuFxYWFpg2bRpSU1N1Kh7qIzQ0FHw+n5anvXv3QiaT0WOZtbU1vL298eGHH6K8vLxNXlJaRo0aBWtrayiVSpw7dw5bt27VmYPKysqwY8cOAKA9L5uP7VFRUW3eUBs/frxZchvZ2dlh//79Rj1Jzc3ChQtx7dq1Ft/7srIybN269bkMIP7+/vDy8jL67mpDRVt6FqdOnTJbuJaPjw/c3d2RmZmJzZs3Q6lUMuYuqVSKb7/9FgDwt7/9DaWlpe2+1mKz2fD394evry9SUlJoPSQvL++1ClszB8uXL8eOHTvwyy+/IDMzEx988AEKCwuxaNGil900kyFGKcJrida7w9hi8d69e7SXiimJuV8XYmJicOfOHYaSFhISgkePHiEzMxNqtRo8Hg9PnjwxaWdJrVZj0KBBCA8PNxriBTxdnPj6+qJ79+4GE1+vX78ehYWF9MJVJBKhsLCQ8ayqqqpQV1eHxYsXg8/nw9ra2qRdoCtXruDq1auMiTEqKgq1tbU4fvw4unXrRiuKzXnzzTcZfaF1j29JgdfSqVMnvYt7Q9TX14PP54PNZoPP58PZ2dlgEmFjSW6fl4MHD2LcuHEICAigkwo3RyqVYvTo0UbzSWnp378/4uPjdYyRcXFxiIiIQOfOndGhQwf8+OOP2LdvH2JiYvDll1/Cx8dHZxEeERGBuro6vfIZFxeH5ORkk/pEGxqXmZnZ4rmtobS0lA7XpCiqxffCEImJiQCeys/QoUP1Xqeurg7Tpk2jPdkoisKhQ4dAURQEAgEcHR2xf/9+ZGdnM74XHx8PoVBI96028XTzxaAhBXXy5Mk4efIkvUBLSUnB4MGDIRQKIRKJMHz4cIPvd1JSEh4+fEi/Cx06dIBarTaoLO/evRuenp4mGYBNwdHRkS5Z/yyWlpa051hNTQ3D4yssLAxdunQBj8eDQCBAeXl5iwo+RVFITU1l9KGnpydUKhVYLBZ69Oih0w5HR0fU1NRAoVCgoqICoaGhyM/PR1JSEoCnVTv1YWlpiblz5+qtZKZUKukFo0AgwIQJE+Dr69tin77xxhsAQMtdYWEhhg8fDktLS4M5h1JTU6FQKNDU1ITly5dDLpdj6NCh8Pf319vnvXv3RkVFhdG+dHd3R+/evQ0uEiiKoseCx48fw8/PT+e37O3tUVlZyTB+PnnyBLdu3TJ5XPbx8aGrNhpb7GtzfAFPDR4ajcYsXhrx8fFGP2exWJg8eTLGjBmDS5cu4bfffoOTkxNsbW3pOTQqKgrx8fHg8/mYM2cOioqKkJGRgQ0bNtCVII2h0WiQmJgIlUqFhIQEOj+jObh+/ToCAgKQmZmJa9euPfe8VlNTg9TUVJOeb4cOHTBr1iz873//Yxiebt++jSdPnkAikcDX1xdRUVHPnZT54MGDKCsro/vN3d0d77zzjkmLYKlUirS0NFrX0YZDN8fW1hZz585leC21BY1Gg19//RUymYwO2zx27Bjj/s+ePYs+ffro9Whis9nQaDRtMkppKxabw2tH693666+/tvo9TE9Pb3X4bVFREYKCgqBSqRAdHW1QXnJycrB69Wr4+voiNjYWFy5caNM4kZ2dbXCTszmTJ082qotoC0qYwxAIPO330aNH4+TJk3TBn+bPc8+ePbQXs6enJ4Cnz709UalUcHJywsCBAxEUFET3v62t7Z8ip1RrmDZtGjZu3IivvvoKPXr0wJUrV3DmzBn62bwOEKMUAcBTpTAjIwOHDx9GbW0tVq5ciRUrVuDo0aNITU3FgQMHcPXqVZPi003l1KlTOHLkCGpra1vt6XDhwgXs37/f6IKez+cjJCQEo0aNMqsFv76+Hjt37nxp1UAyMzMhEol0cpKcPHkSRUVFmDBhAqysrODv799igm2FQoHVq1fDxcUF5eXliI+PN6pIhoSEwN3dHb169UJTU5OOsqJSqVBVVQWRSEQrOV26dAGLxWKce/jwYaSkpIDP59OLg+zs7Bb79Ny5c3QlLC3h4eHYsWMHbGxs0KdPHwgEAp3v3blzh5GT4PHjx4w8Ry0xd+5cvdc1xOzZs9GjRw9aOZg0aRIkEomODGo0Gqxfvx4nT558IdVLxowZAw8PD/D5fJw6dYqxm1dVVYWRI0eCz+dDIBC0WN2HzWajsbERp0+fhkajQXV1NX766ScMHjwYtra24HK5qK2tRYcOHdC/f39YW1tj4cKFsLe31+k7Ly8vZGVl6ex8ajQaREdH48CBAy16lhUUFCAqKgozZ86k22YMUxdICoUC2dnZ6Ny5MyQSCXx8fLB161Za2aEoCuXl5S1ep6GhgY7zB556gFy6dEnnObNYLKxcuRJqtRqNjY3IysqCj48PveARi8WYO3curl27xhh/+Xw+HBwcaBnThnpoPdC0CS4N5fF5++23ERMTg1u3btEGFu1zysnJQWxsrN5xuaamhpGPx9PTE35+fnrPVSgU6NSpE8RisdmMUsDTUAYbGxuDn2srWTU1NaGgoAAJCQk4e/Ys7fHEYrHQuXPnFr056urq4OzszFDyhUIhQkJCUFJSAhcXF733tWDBAhQUFCAvLw9vvPEGwsLCcO3aNTQ0NCAyMtLgokEkEmH37t04fvw4Q044HA4WL15M/xabzYZQKGxxTGKz2XjjjTfoaovbt29HXV2dwZAab29vOmH8sWPHIBKJ8OTJE6xatQoUReltd/fu3cHhcAzOrzKZDJ999pnRBWpwcDAaGxshk8lQXV2Nvn376hhKevXqhY4dOzLmkby8PJ3cU8bw8/ODl5cXpFKp0QVL80qQFhYWCA8Pf24PG5VKRW9UGIPNZsPBwQF+fn748ssvwePxIJPJkJKSApVKhcTERHTs2BFcLhdcLhdz5sxBQ0MDHjx4YNJ8JpFIcOfOHSgUCvzxxx+wsrIyS4jVrFmz6Pk3ODgYp0+fRmNjIxobG/HVV1/peDCZQlpaGrp3725y+3x8fPDWW2/h9u3b9HidmZlJG8VHjx4NR0dHeh5MTU1Ffn4+gKf5c1asWEFvihjSSTUaDbKysuDm5sbob2dnZ4hEohbbyOVykZycTM8hM2fO1DtGd+3aFba2ts/l7aH1yMrMzIS3tzdGjhyJmpoahl7Ys2dPdO7c2WAfR0REtEl3zs7OxqNHj8wWSta1a1f06NEDlZWVJs3lcrkcjx8/xoULF/Dzzz+3Sl/ncrmYMmUKvLy8EBUVZdDQos075+3tDS8vL6SkpODTTz/Fo0ePWmWQjY2NNem8S5cuISMjw+C1eTweZs+ebTajFPB07pk1axYcHR11DPmWlpbo2bMnPS9VV1fj0qVLqK6uRm5u7nP/dk1NDY4ePUrfc1RUFFasWIEdO3ZAqVRCo9EgMjISwFNZP3jwIF2hcMqUKWbVOV4X3nvvPeTn50MulyMhIQGDBg162U1qFcQoRQDw1IX45MmTsLa2xsOHDzF9+nTMnDkTvr6+dFy4Ngxj06ZNWLJkCb744gs8fPgQX375JXbu3NmqilplZWU4d+4cunTpgu3bt+Py5cutGsRv3LiBt99+G5s3b6bD1p7l5s2bcHBwQJcuXaBSqbBnzx6zhPkUFxcjPj7eLPHT58+fp8tUm4pQKNQxqNjY2KC4uBhubm60QWjAgAEoKyszauy4cOECOnXqBC6XCw8PD8TFxRlUQB49eoQff/wRwNMF98WLF3UmeoVCgUmTJjEmg44dO0IgEDAWE1rFuvmiytPTEw8ePDAqB5MmTdLZrQkKCsJbb71FG1/0TchsNptOxEpRFFasWNEqZUm7ADAVgUAAOzs7ui1isRhHjhzBsWPH6Gd98uRJHDhwALNmzcLt27fb7I0D/L/cUM1JSkrC7du3aXf8jh07IiUlhT7v6NGjePDgAbhcLjgcjkmKzN/+9jfk5+fj7t27+PDDDxEYGAiVSkUbCHr16oU+ffpALBbD3d0drq6uBhfOnTt3xqZNm1BTU4OMjAysWbMGx48fx9SpUzFjxgyD77WWq1evIjAwEE5OTjh79iwSEhIMnktRFObPn2/UU0HbL9999x29gLawsICzszPEYjHWrFkDhUKBrVu34vz58y266/P5fLz11lu0nPn5+dEKW3P27dsHT09PZGVl4ccff4RIJEJERARj0ezm5oYBAwbQuUvUajVGjhyps2AZN24cNBoN7t27h4aGBixatMjgcxUKhVAoFNi5cyftlaU9Nzg4GKmpqTpGG4qiMGbMGHh6etK/bWFhgYMHD+rdTY+JiUFYWJhJ5czNDYfDwejRo5GVlYVDhw7B39+foVSHh4cjPj5eZwy7du0avWgTCASYNWuWjtHj4MGDOH36tMHKNgKBAEePHsWuXbugVqvh6emJMWPGIDMzkxGq8yw8Hg8LFy7E9evXGXLy/fffo7y8vE1KtlZZf/ToEZ48eQKRSGTQiMNiseDq6orIyEgEBQVhxIgROHPmDCOH4bNYWFjg1KlTjPHr22+/xUcffYTjx49j//79GD58OF1hTB+hoaG4ePEi/vGPf6CqqgoqlUpnfLa1tUVcXBxj48Tf3x9Dhw41eRFmbW2NSZMmmZyDSsv169dpw15bYbPZWLp0qclt5fF4sLe3h42NDby8vPDo0SMolUoMGzaM8a5yOBxIpVKsWbPGJPlwcHCAtbU17anq6OhoFk8piUQCqVQKLpcLiUSCwMBAlJeX4/bt2xg0aBB++OEH3L59u1W6TteuXdGnT59Wyb1QKMSJEyfohL+LFi2iE+FrvbK1Y/z27dvxyy+/QCaT4ZdffsG4ceNga2uLa9eu4bPPPtO7CUtRFN59911GmFtrCQsLw/Xr13Hs2DGD44E2NPZ5GT58OCQSCcaMGQOBQIC+ffvi1q1bUKvVKCwsRFpaml7vci319fVIT09vtezn5+cbDS9uLSwWC71798bOnTtbDBcGnm58Xrp0CSNGjACfzzc6X2s0GtrofObMGezcuRMajQZCoRBDhw5FamoqVCoVGhsbafmlKArr168Hh8MBn8+HnZ0dJk+ejHfeeQdXr141qM8VFBQwdHKZTEanNGgJDw8PZGdnG/RcS0pKQm5urtn6XItAINC7CbRgwQJIpVJ6/AgJCUFKSgrKysrw3XffISMjAwqFos2FfrTFCX766Sfcu3cP9vb2mDZtGoKCglBdXY2zZ8/SmyLA08Ib27ZtQ01NDdavX/+XC9/7M0CMUgQAwMiRIzF27FgEBARAJBLB2dkZTk5OsLe3h1QqRb9+/TBq1CiIxWKMHj0aS5YswbRp01BdXY0RI0bQSfj27duHJUuW4P3330dVVRU++eQTrFixAsePH0d5eTkSExNx79491NfXY/bs2bC2tkZERASOHj1qMFxErVZDqVRi48aNeO+99/DDDz/grbfegpWVFXr37o2vvvpKxz1XLpfj+vXrAJ5OZr6+vnj8+DHWrl2LpqYmnQm2rKwMhYWF+P7773Hs2DHU19fruC1rNBp8+eWXqK+vp3/fkAGnvLwc//znP5GRkQGNRoOCggKdRXZNTQ2OHDmCyspKRuJLY1AUha5du+qtHPT111+DzWbTruDV1dW4ePGiUXdijUaD4OBg8Pl8dOjQAdbW1ga9B/bs2YPhw4eDz+dDKpXqzVF09uxZODg4MBbUbDYbv/32G31diqLwj3/8Q0epmzhxIj3xP0tlZSUiIyPB5XJ1dmtYLBYEAgHEYrFBA8iQIUNgb2+PtLQ0bNq0Cdu3bzdbyIKpzJw5E2VlZTh06BBtjOzRowednL15QlLgqbJiiit4fX09Vq5ciaysLFy9epWRUFlrqAP+Xx9olbOUlBR4eHi0SuG3srLCzJkz6Wfo7u7OqPKkrQapfa7GlAJtSFtWVhbOnTuHAQMGwN/fH5aWliYlQ+/bty8dwjRo0CCcOXPGoHdVZmYmHcLY2NiIhoYG/O9//6N3QDMzM/Huu++ioKAAlpaW8Pf3p98jCwsLjBkzBgMHDkRMTAzq6upgZ2eH33//XWeBtXPnTkRGRqK2thaRkZFITk6m5UwkEmHkyJEoKCig3xuFQoG0tDSwWCwMHDgQfn5++PnnnwFARz7FYjFycnKQlJSEvLw8nDhxQufZOTo6Qq1WY+/evVizZg1qamqM5hzq27cvPvroI4jFYsZOuVAoxPDhw5GSksIYty5cuIDo6Ggd4y+fz0dGRgbj+loDgkqlMosnRlvgcrkIDAzEwoULdbyaBAIBzp07x1CYNRoNMjIysG7dOsjlcpw4cQK3b9/WWbAJBAI0NjYa7Fs+n4/58+fT4cnA0/F4x44d8PLyMrpo4PP5WLRoEYqLi6FWq5Gbm4uysjJIJJI2jVkODg4YPnw4/vjjD7zzzjstPgtXV1dER0fj/v37cHBwwLVr1zBo0CCjv+3m5obMzEw0NDTgxIkTmDBhAmbOnAkbGxsEBQUhMDDQqGGSx+Nh+PDhWLlyJfz8/CASiXTGDhaLhSFDhuDAgQMoKChAbW0t9u/fb1TGn4XFYsHOzq7V8titWzejOeGApzrEt99+i3//+9/0zn5jYyOamprQ0NCAjz76CCkpKW0yNIjFYkyfPh0XLlygK+w1h81mw9HR0WRvXm0OpNmzZ5t1Adv83sLCwrBp0yZkZWXBxcUFS5YsgZWVFTZv3mySx71Go8Enn3wCjUbT6jaGhITgzJkzaGxs1FmcajdLtm7divfffx9jx45FeXk57dUrFosxbtw4dO/eHbdu3cLt27cZG64//fQTPc+1leDgYDg4OCAqKgpOTk464XvmpEOHDli1ahWdQ1MsFuPUqVNoaGjA6dOnDSZO1tK5c2ccO3YMdXV1UKlUjDnv0qVLiImJweHDhxk5IjUaDcLCwlpMUN9aOBwOwsLC8J///Ic2OuoLL2xqasKVK1fQrVs3iEQihIeH4/Lly3p1y4aGBqxYsQJr1qxBYmIirl69ivHjx9PPpH///pDJZPj8888RFRWFvXv34j//+Q+ysrJgZWXF0GM5HA6sra1RUlKiNxfl/fv3sWnTJiQmJmL9+vXYvn07MjMzMX36dJPG9uDgYLi5udFVgRUKBdasWYNt27ZBqVTSlfLMbZQyhJeXF4RCIf3eCwQCLFq0CCwWC/PmzcORI0dQVFSEr7/+GkuXLsXNmzdx7do1fPXVV/j1118hl8tRW1sLhUJBe99fu3YNFy9eRElJCerq6hAYGIiIiAhcvnwZYrEYTk5OUCqV2LJlC4KCgujKvMDTd3vixIkoKCgw2aOO8GrBoshTMwvFxcXo0KEDioqK4O7u/rKb02rKysrw5MkTvWWEjdFcfORyOT1paTQaeqBqamqiy8LGxcVBoVCgf//+tAIAPA0XcXFxwbZt26BWq9G3b1/4+PjgwIEDoCgKb775JqysrBg7ttrqOVrlWZt/ITg4GI8fP4ZSqUTPnj1pRU0bWlZXV4dTp07B1dUV48ePR2ZmJo4fP465c+fSHmEqlQr+/v44cOAA7O3t8Y9//AMHDx6Eq6srgoODIRKJsHfvXoSHh8PPzw9sNhu5ubm4efMmJk2ahDVr1mDcuHEQCATYvn07XFxcEBYWhpycHFAUhW7duqGpqQkymQx8Ph+HDx/Ge++9h65du9J5ISwsLPD111/D2toa06ZNg6OjI9asWQOpVIrQ0NAWXcU1Gg1++eUXvPHGGwgICICrqyu9KGtoaKDz3Tg6OtLXamhowKVLlzB16lRIJBLG9W7evAmRSESXm83IyICrqyv8/f3pZ71o0SIsXboUtra2jO9evnwZVVVVWLhwIfbv3w9/f384OzvrLA4OHDgAf39/jB49GiwWC1lZWfTCODk5GYsXL26zS7tarUZDQwMSEhLg4OAAX1/fdo8517ahoqICEokEQqEQHA4HNTU12LFjBxQKBaZMmYL8/Hy6It7777+Pbdu2QSwWo1u3bvDy8sKlS5eQnp6OJUuWYOfOnRg6dCgkEgkuXbqEvLw8rFixAufPn8egQYMYzyIlJQWXLl3CyJEjaUOe9h1sDRqNBmq1+rndoymKoo1kVlZWjOsdPnwYTU1NmDFjBi5cuIDU1FRMmzYNSqUSRUVFePLkCcLCwuj2x8bGwtvbm64m1bdvXxQUFIDNZqOmpgYcDgcxMTFIS0vDjBkz8PjxY8TExGDmzJnYs2cPFi5cCIFAAI1GAxsbGx0lkaIoPHr0CFZWVhAIBFi3bh1WrlxJ5+hwc3NDcHAwEhISUFZWhvr6eowYMQIeHh70+6HNhRcTE4MePXogICAAKSkpGDRoEAQCASiKglwuZyT3bs7jx49x48YN2NjYgMfj0Ym7n0WhUECpVNKLp7YshOVyORITE3Hjxg04OTlh3rx5WLVqFRYvXgx7e3uG4ltVVYXGxkYolUrk5eUhODgYkZGRmDhxIuzs7NrdAGwqFy9eBPB0B1qbSHv+/PmIi4tDUFAQvvvuOyxatAgdO3Zk9GFWVhZYLBZdzMFUNmzYgOnTp8PFxcWoYUSlUmHdunWYOnUqxGIx5HJ5i98xBkVRaGpqgkKhgFAobHHRUl5eThtwDh8+jJ49e8LLy8vg75eVlSEtLQ2XL1/GlClT4O3tDRsbG7qUeGsqubVEbm4uxGIxbty4geLiYkyZMgWOjo5mubYhKIqiw7ySkpJgZWWF0aNHIz8/H4WFhXj8+DHGjRuH3NxccDgcSCQSJCQk4Pr16/jggw9w+PBh9OvXD56ennoNbqawdu1a+Pj4ICwsDCKR6LnGXo1Gg9WrVyMiIgK9evV6YfPg6dOn0a9fP9ja2oLNZkOtVuPWrVuIjo7GypUr6ZxvI0eORNeuXVFVVQWhUAihUIhjx47h4cOHGDduXKuNNiqVCoWFhbSOFhQUxDDYaY29zs7OqKqqwpo1a7By5Up4eHjQckpRFGpra5GUlITr169j/Pjx4PF4OHLkCN59910dHae15OXlgaIoSKXS5zJwtUR9fT2++eYbfPzxx/RceejQIfTs2RPx8fEYPXp0izpVTEwMbG1tcfz4cbDZbKxevRrbtm2DUChEREQEysvLcfToUUydOhWhoaH4z3/+gw4dOqB79+4mhTS2ltzcXNjZ2eHYsWOorKyEp6cnRowYgV27dsHJyQlDhgwBh8OhNyo1Gg0OHTqER48eYcyYMaisrASHw4GHhwesrKzoQg4URYGiKNjY2DDer+TkZMjlclpnPHr0KGQyGQYOHIiOHTvqjG0NDQ3YtWsXli1bhuLiYtqbZ9myZZg5cyaEQiFKSkpQU1ODTp06mZQ+QUtTUxO2bNmC+vp6TJs2DVKpFFevXoWdnR2ePHlCV1E0ZwhfW5HJZPR6Rutlpl0nlpWVoXv37ti3bx9qamrg5+eH3r17IyEhARwOB4GBgXTYP4/HQ1NTE11ZkKIofP/99wgPD6f7TwtFUaivr0dtbS1dUdrT0/Mvl1/qdYUYpczEn8Eo1Txx44tApVJBo9HQhqxnXYaf3YXUfqbdbTBWMUcmk6G+vh719fWQSCSwsbGhd+ifnWxVKhUeP34MjUYDV1dXPHjwAHZ2dhAKheDxeNBoNAwPoJqaGkgkEtTU1NDKIIvFQl5eHhISEhAcHAyVSoV79+7Bz88P3t7edFUgDodDLw6195KTkwOZTIYBAwagqakJXC4XeXl5kMvlsLGxoXP2TJs2Dba2trh//z69mKitraWNYKZMOto+T05Oxp07dyASibBgwQJs3rwZHh4e6N27NwQCAUMRy87OxsWLFxESEgJbW1ucOXMGarUac+fOpScI4OnC98qVK3QOnMGDB+PKlSsYOnSozgRAURRkMhliY2Px4MED2lPqWerq6nD8+HGMHTsWd+/eRVZWFiMECsBzTy4URUGpVL407w1tG56VS638a932m78rdXV1kMlktAt1eXk5OnToAA6Hg/Lyctjb29NVxWQyGX1vz1YYpCgKOTk5ePLkCfr3709P9K8iWg9JiqJQVFREVwgsLCyEUqmklfnm8vjo0SM6zCU8PBxRUVGoqalBYGAgvL296d3EgIAAusS0hYUF2Gw2XaHJVHJycmBnZweRSISHDx9CIpGAz+fD0tISCoUCcXFxGDhwoI6cq9Vq1NfXo6ioiH6XW7O7KZfLUV5eDltbW0YYz4tAm4Bao9GAxWKhoqICjo6OevupoqICiYmJcHd3h1Qqhb29PRobG19Z+QJAj/UKhQJPnjyBWCwGn88Hl8ulK3rqMxBqv8fhcFq1K11eXg4Oh6OTE1AfOTk5KCoqQlhYGGQy2UvrR5VKRb8bxhaulZWVEAqFoCjqhbf1WY+N9ugbiqJQWVmJhoYGKJVKeHh40FUqvby8wOfz6cqvTU1NSElJQVBQEKPPnqed2vmhtTJniOLiYtjb2zM8W82NRqPRW1CkqqqKDqEsLy+HUqmEvb09Lly4gKamJgwdOhRisZiWubbcr3YjVK1W69UDm8/Bd+7cQVBQkF5Dn0qlglwuh0wmo0O6WCyWWWROpVK1i8Feu9GhvT/t+6PVM1q6F+0mlFZ3srKyoo9p5VGro+Tm5kImk9HFKF6UbCkUCr0FIerr6yEWi8HhcBi/37wYh1wup0MS+/fvD4VCQfeBoZBsuVxOn6NUKul7N/T85HI51Go1YmJiUFBQgGHDhiEgIIAxJ2rn1db2kdaBoPnGYPM1y6s852rlDgCt3zXn2f4wZHzXPn9j90pRFDFKvWYQo5SZeN2NUg0NDc+V0+ZVQSvOpgzyarWatrprJxhDNJ+Am1/7WUOa1ghg7Pe1C71nz9U3ybJYLFhaWjJ+x1DlJGNokwI+S3NFpTmGwhSe/W3tRN/82LOGkObnNo/HNzRJNDfOsFgsk5SmvwJa2aAoijZisFgsusS8qTKhVSy1C6hXPe5ee78WFhZgsVj0+9o8GbGWZw3fzdHeq1KpZBh1tQaGtsiYQqGgDRbNvUOB/yfHhq7bXNFvrYHUlDHL3Gh/01h+IblcTi8itQrzqy5fzTG0IDEn2j40pS3a8N3X4T1Vq9Vmy4PzKqP1pmj+p2+TSLsAflW9BAHTZfFF86yRUUt7yb0pz0rbRnMZBV83mr/fWl3yWZlvrsO+6v3U1o0FLSqVChRFteix+Kxebyx/F8H8WFhY0J6ahFefV3e2NMLWrVvx7bffoqSkBAEBAdi4cSNCQ0MNnh8bG4vly5cjPT0dUqkUK1aswKJFixjnHD16FJ9++ilyc3Ph4+ODb775BhMmTHjRt/LKYG1t/ULj2gkEAoFAIBAIBAKBQCAQmvPamWsPHTqEZcuW4ZNPPkFSUhJCQ0MxatQoRrn35uTl5WH06NEIDQ1FUlIS/u///g9Lly7F0aNH6XPi4uIwbdo0zJkzB8nJyZgzZw6mTp2KW7dutddtEQgEAoFAIBAIBAKBQCD8pXjtwvf69u2L4OBgbNu2jT7m7++Pv//971i7dq3O+StXrsTJkyeRmZlJH1u0aBGSk5MRFxcH4GklktraWpw9e5Y+Z+TIkZBIJDh48KBJ7Xrdw/cIBAKBQCAQCAQCgUAgENqT1yp8T6FQICEhAR9//DHjeHh4OG7cuKH3O3FxcQgPD2cc+9vf/oadO3dCqVSCy+UiLi4OH3zwgc45GzduNNgWuVzOyLtTU1MDACgpKWnNLREIBAKBQCAQCAQCgUAg0Eil0r9MHrLXyihVUVEBtVoNZ2dnxnFnZ2eUlpbq/U5paane81UqFSoqKuDq6mrwHEPXBJ6W5/3yyy91jvfp08fU2yEQCAQCgUAgEAgEAoFAYPBXisB6rYxSWoyVdjX1/GePt/aaq1atwvLly+n/q1QqZGZmokOHDq+VRbOurg5du3ZFRkYGhELhy24O4U8MkTVCe0FkjdBeEFkjtBdE1gjtBZE1QntBZM04Uqn0ZTeh3XitjFIODg5gs9k6HkxlZWU6nk5aXFxc9J7P4XBgb29v9BxD1wSelvl+ttR3SEiIyffyqlBbWwsAcHNzg0gkesmtIfyZIbJGaC+IrBHaCyJrhPaCyBqhvSCyRmgviKwRtLw+Lj0ALC0t0atXL0RHRzOOR0dHY8CAAXq/079/f53z//jjD/Tu3RtcLtfoOYauSSAQCAQCgUAgEAgEAoFAeD5eK08pAFi+fDnmzJmD3r17o3///ti+fTsKCwuxaNEiAE/D6h4+fIg9e/YAeFppb/PmzVi+fDkWLFiAuLg47Ny5k1FV7/3338egQYOwfv16jB8/HidOnMCFCxdw7dq1l3KPBAKBQCAQCAQCgUAgEAh/dl47o9S0adNQWVmJr776CiUlJQgMDMSZM2fg6ekJ4Gn1u8LCQvp8b29vnDlzBh988AG2bNkCqVSKH3/8EZMmTaLPGTBgACIjI7F69Wp8+umn8PHxwaFDh9C3b992v7/2hsfj4fPPP9cJRSQQzA2RNUJ7QWSN0F4QWSO0F0TWCO0FkTVCe0FkjaCFRWmzfhMIBAKBQCAQCAQCgUAgEAjtxGuVU4pAIBAIBAKBQCAQCAQCgfDngBilCAQCgUAgEAgEAoFAIBAI7Q4xShEIBAKBQCAQCAQCgUAgENodYpQiEAgEAoFAIBAIBAKBQCC0O8Qo9Rdm69at8Pb2Bp/PR69evXD16tWX3STCa8aVK1cwduxYSKVSsFgs/P7774zPKYrCF198AalUCisrKwwZMgTp6emMc+RyOZYsWQIHBwdYW1tj3LhxKC4ubse7ILwOrF27Fm+88QaEQiGcnJzw97//HdnZ2YxziLwRzMG2bdvQvXt3iEQiiEQi9O/fH2fPnqU/J3JGeFGsXbsWLBYLy5Yto48ReSOYgy+++AIsFovx5+LiQn9O5IxgTh4+fIjZs2fD3t4eAoEAPXr0QEJCAv05kTfCsxCj1F+UQ4cOYdmyZfjkk0+QlJSE0NBQjBo1CoWFhS+7aYTXiIaGBgQFBWHz5s16P9+wYQN++OEHbN68GfHx8XBxccGIESNQV1dHn7Ns2TIcP34ckZGRuHbtGurr6xEREQG1Wt1et0F4DYiNjcU///lP3Lx5E9HR0VCpVAgPD0dDQwN9DpE3gjlwd3fHunXrcOfOHdy5cwfDhg3D+PHjaYWZyBnhRRAfH4/t27eje/fujONE3gjmIiAgACUlJfRfamoq/RmRM4K5ePLkCUJCQsDlcnH27FlkZGTg+++/h62tLX0OkTeCDhThL0mfPn2oRYsWMY75+flRH3/88UtqEeF1BwB1/Phx+v8ajYZycXGh1q1bRx+TyWSUWCym/vvf/1IURVHV1dUUl8ulIiMj6XMePnxIWVhYUOfOnWu3thNeP8rKyigAVGxsLEVRRN4ILxaJRELt2LGDyBnhhVBXV0d17tyZio6OpgYPHky9//77FEWRcY1gPj7//HMqKChI72dEzgjmZOXKldTAgQMNfk7kjaAP4in1F0ShUCAhIQHh4eGM4+Hh4bhx48ZLahXhz0ZeXh5KS0sZcsbj8TB48GBazhISEqBUKhnnSKVSBAYGElkkGKWmpgYAYGdnB4DIG+HFoFarERkZiYaGBvTv35/IGeGF8M9//hNjxozB8OHDGceJvBHMSU5ODqRSKby9vTF9+nQ8ePAAAJEzgnk5efIkevfujSlTpsDJyQk9e/bEzz//TH9O5I2gD2KU+gtSUVEBtVoNZ2dnxnFnZ2eUlpa+pFYR/mxoZcmYnJWWlsLS0hISicTgOQTCs1AUheXLl2PgwIEIDAwEQOSNYF5SU1NhY2MDHo+HRYsW4fjx4+jatSuRM4LZiYyMRGJiItauXavzGZE3grno27cv9uzZg/Pnz+Pnn39GaWkpBgwYgMrKSiJnBLPy4MEDbNu2DZ07d8b58+exaNEiLF26FHv27AFAxjWCfjgvuwGElweLxWL8n6IonWMEwvPSFjkjskgwxuLFi5GSkoJr167pfEbkjWAOunTpgrt376K6uhpHjx7FW2+9hdjYWPpzImcEc1BUVIT3338ff/zxB/h8vsHziLwRnpdRo0bR/+7WrRv69+8PHx8f/Prrr+jXrx8AImcE86DRaNC7d2+sWbMGANCzZ0+kp6dj27ZtePPNN+nziLwRmkM8pf6CODg4gM1m61iay8rKdKzWBEJb0VZ1MSZnLi4uUCgUePLkicFzCITmLFmyBCdPnkRMTAzc3d3p40TeCObE0tISnTp1Qu/evbF27VoEBQVh06ZNRM4IZiUhIQFlZWXo1asXOBwOOBwOYmNj8eOPP4LD4dDyQuSNYG6sra3RrVs35OTkkHGNYFZcXV3RtWtXxjF/f3+6mBaRN4I+iFHqL4ilpSV69eqF6OhoxvHo6GgMGDDgJbWK8GfD29sbLi4uDDlTKBSIjY2l5axXr17gcrmMc0pKSpCWlkZkkcCAoigsXrwYx44dw6VLl+Dt7c34nMgb4UVCURTkcjmRM4JZCQsLQ2pqKu7evUv/9e7dG7NmzcLdu3fRsWNHIm+EF4JcLkdmZiZcXV3JuEYwKyEhIcjOzmYcu3fvHjw9PQEQfY1ggPbPrU54FYiMjKS4XC61c+dOKiMjg1q2bBllbW1N5efnv+ymEV4j6urqqKSkJCopKYkCQP3www9UUlISVVBQQFEURa1bt44Si8XUsWPHqNTUVGrGjBmUq6srVVtbS19j0aJFlLu7O3XhwgUqMTGRGjZsGBUUFESpVKqXdVuEV5B3332XEovF1OXLl6mSkhL6r7GxkT6HyBvBHKxatYq6cuUKlZeXR6WkpFD/93//R1lYWFB//PEHRVFEzggvlubV9yiKyBvBPPzrX/+iLl++TD148IC6efMmFRERQQmFQlrvJ3JGMBe3b9+mOBwO9c0331A5OTnU/v37KYFAQO3bt48+h8gb4VmIUeovzJYtWyhPT0/K0tKSCg4OpkurEwimEhMTQwHQ+Xvrrbcoinpa9vXzzz+nXFxcKB6PRw0aNIhKTU1lXKOpqYlavHgxZWdnR1lZWVERERFUYWHhS7gbwquMPjkDQO3atYs+h8gbwRzMmzePnhsdHR2psLAw2iBFUUTOCC+WZ41SRN4I5mDatGmUq6srxeVyKalUSk2cOJFKT0+nPydyRjAnp06dogIDAykej0f5+flR27dvZ3xO5I3wLCyKoqiX46NFIBAIBAKBQCAQCAQCgUD4q0JyShEIBAKBQCAQCAQCgUAgENodYpQiEAgEAoFAIBAIBAKBQCC0O8QoRSAQCAQCgUAgEAgEAoFAaHeIUYpAIBAIBAKBQCAQCAQCgdDuEKMUgUAgEAgEAoFAIBAIBAKh3SFGKQKBQCAQCAQCgUAgEAgEQrtDjFIEAoFAIBAIBAKBQCAQCIR2hxilCAQCgUAgEAgEAoFAIBAI7Q4xShEIBAKBQCAQCAQCgUAgENodYpQiEAgEAoFAIBAIBAKBQCC0O8QoRSAQCAQCgUAgEAgEAoFAaHeIUYpAIBAIBAKBQCAQCAQCgdDu/H/PKW7RUILFAQAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "hgf_mcmc = HGF(\n", + " n_levels=2,\n", + " model_type=\"continuous\",\n", + " initial_mu={\"1\": mu_1, \"2\": -2.0},\n", + " initial_pi={\"1\": 1e4, \"2\": 1e1, \"3\": 1e1},\n", + " omega={\"1\": omega_1, \"2\": -2.0}).input_data(\n", + " input_data=continuous_timeseries\n", + " )\n", + "hgf_mcmc.plot_trajectories(figsize=(12, 7));\n", + "sns.despine()\n", + "plt.tight_layout()\n", + "plt.savefig(\"continuous_trajectories.svg\", dpi=600)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f9ce8c10-93c9-4ce5-bc7e-34e73793339a", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.16" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}