{
"cells": [
{
"cell_type": "markdown",
"id": "442ef7e2-9591-40be-aae1-0160131b4bfb",
"metadata": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"source": [
"(example_2)=\n",
"# Example 2: Estimating the mean and precision of a time-varying Gaussian distributions"
]
},
{
"cell_type": "markdown",
"id": "a433e73e-e20e-459e-9744-6193ae31898c",
"metadata": {
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"slide_type": ""
},
"tags": []
},
"source": [
"[](https://colab.research.google.com/github/ComputationalPsychiatry/pyhgf/blob/master/docs/source/notebooks/Example_2_Input_node_volatility_coupling.ipynb)"
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "bc2f0d67-9f24-4e44-ad7b-c04c22cff638",
"metadata": {
"editable": true,
"execution": {
"iopub.execute_input": "2025-01-10T13:58:47.937536Z",
"iopub.status.busy": "2025-01-10T13:58:47.937121Z",
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"shell.execute_reply": "2025-01-10T13:58:47.942762Z"
},
"slideshow": {
"slide_type": ""
},
"tags": [
"hide-cell"
]
},
"outputs": [],
"source": [
"import sys\n",
"\n",
"from IPython.utils import io\n",
"\n",
"if 'google.colab' in sys.modules:\n",
"\n",
" with io.capture_output() as captured:\n",
" ! pip install pyhgf watermark"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "edfee021-57f2-434a-9841-990ddeb4ee00",
"metadata": {
"editable": true,
"execution": {
"iopub.execute_input": "2025-01-10T13:58:47.946046Z",
"iopub.status.busy": "2025-01-10T13:58:47.945815Z",
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"shell.execute_reply": "2025-01-10T13:58:49.077129Z"
},
"slideshow": {
"slide_type": ""
},
"tags": []
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"An NVIDIA GPU may be present on this machine, but a CUDA-enabled jaxlib is not installed. Falling back to cpu.\n"
]
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import seaborn as sns\n",
"from scipy.stats import norm\n",
"\n",
"from pyhgf.model import Network"
]
},
{
"cell_type": "markdown",
"id": "56e7df28-7d15-4add-99fe-c322cde28353",
"metadata": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"source": [
"Where the standard continuous HGF assumes a known precision in the input node (usually set to something high), this assumption can be relaxed and the filter can also try to estimate this quantity from the data. In this notebook, we demonstrate how we can infer the value of the mean, of the precision, or both value at the same time, using the appropriate value and volatility coupling parents."
]
},
{
"cell_type": "markdown",
"id": "34dff83a-1035-43c6-b89b-85ddd2acdebe",
"metadata": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"source": [
"## Unkown mean, known precision"
]
},
{
"cell_type": "markdown",
"id": "9d82a1e1-8956-4884-a5e7-fa003629b596",
"metadata": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"source": [
"```{hint}\n",
"The {ref}`continuous_hgf` is an example of a model assuming a continuous input with known precision and unknown mean. It is further assumed that the mean is changing overtime, and we want the model to track this rate of change by adding a volatility node on the top of the value parent (two-level continuous HGF), and event track the rate of change of this rate of change by adding another volatility parent (three-level continuous HGF).\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "ea041ab8-e945-47a6-9791-91267b39a1ba",
"metadata": {
"editable": true,
"execution": {
"iopub.execute_input": "2025-01-10T13:58:49.080934Z",
"iopub.status.busy": "2025-01-10T13:58:49.079932Z",
"iopub.status.idle": "2025-01-10T13:58:49.083955Z",
"shell.execute_reply": "2025-01-10T13:58:49.083210Z"
},
"slideshow": {
"slide_type": ""
},
"tags": []
},
"outputs": [],
"source": [
"np.random.seed(123)\n",
"dist_mean, dist_std = 5, 1\n",
"input_data = np.random.normal(loc=dist_mean, scale=dist_std, size=1000)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "0ec605f8-b95e-48a8-856d-d8e1b04f4852",
"metadata": {
"editable": true,
"execution": {
"iopub.execute_input": "2025-01-10T13:58:49.085942Z",
"iopub.status.busy": "2025-01-10T13:58:49.085696Z",
"iopub.status.idle": "2025-01-10T13:58:49.304030Z",
"shell.execute_reply": "2025-01-10T13:58:49.303272Z"
},
"scrolled": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"outputs": [],
"source": [
"mean_hgf = (\n",
" Network()\n",
" .add_nodes(precision=1.0, autoconnection_strength=0)\n",
" .add_nodes(value_children=0, tonic_volatility=-8.0)\n",
" .input_data(input_data)\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "46448a61-2ba1-4b2c-a629-716469c5bda2",
"metadata": {
"execution": {
"iopub.execute_input": "2025-01-10T13:58:49.306189Z",
"iopub.status.busy": "2025-01-10T13:58:49.305982Z",
"iopub.status.idle": "2025-01-10T13:58:49.331171Z",
"shell.execute_reply": "2025-01-10T13:58:49.330428Z"
}
},
"outputs": [
{
"data": {
"image/svg+xml": [
"\n",
"\n",
"\n",
"\n",
"\n"
],
"text/plain": [
""
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mean_hgf.plot_network()"
]
},
{
"cell_type": "markdown",
"id": "567d21ef-e37a-4f74-bea5-e52db864429b",
"metadata": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"source": [
"```{note}\n",
"We are setting the tonic volatility to something low for visualization purposes, but changing this value can make the model learn in fewer iterations.\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "3cd8a2e6-6df5-48f2-9873-1715d3823eb0",
"metadata": {
"editable": true,
"execution": {
"iopub.execute_input": "2025-01-10T13:58:49.333278Z",
"iopub.status.busy": "2025-01-10T13:58:49.333097Z",
"iopub.status.idle": "2025-01-10T13:58:49.553420Z",
"shell.execute_reply": "2025-01-10T13:58:49.552661Z"
},
"slideshow": {
"slide_type": ""
},
"tags": [
"hide-input"
]
},
"outputs": [
{
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7u5v58+frQXzOvFx+/9s/8Mp//Zkf/uBHbN1yAzk5OSxYOJ9Nl18FwDe+8Q2+9a1vBXVeQXgRz6bQ+PDDD3nrrbdITk7Wf1asWAFAbW2tvt/69evHvfbNN9/kuuuuY/78+aSkpPDFL36R8+fPT/isUVWVwcHBcTXoVVVVLFy4UA/iAUpLS0lPT9fLHcAX/GtBPEB+fr6+ytratWu57rrrWL16NbfffjvPPvvspJlB4STqrvUPPfQQzz77LM8//zxVVVXce++9DA0NsW3bNgDuuusuvvnNbwK+0duysrIxP+np6aSkpFBWVobdbkeSJB588EEee+wx/vSnP3Hs2DHuuusuCgoKxq03b3ZkWWb+/PnIctRlFEyB0MkcCJ2Mj9DIOLjdbn3GIyEhgXnz5umpmv46WSwW5s2bR2JiIgDd3d2TpuALZpfZvJ5aW1v12t4lS5awZMmSCc+bmprKunXrSExMZGRkhBMnTuhpxpPR1NTEm2++Cfi+TH/84x/Xs0L8SU9P5/bbb2fBggV4PB7+9Kc/6ebGGvX19fzmN79BVVWuvPJK7r///jFf3DWysrL4p3/6J8rKynC5XDz99NN6rWygdHR08NWvfpXBwUHKysqoqa7h/PnzLCkq4Y8v/Yl1a9eBJJE3L5+v3v9P3PSxm5FlGYdriDtuuxPwmT//7ne/m9F5BeFHPJtCY3BwkI9//ONjJmqPHDlCdXU1V111lb5fUlLSmNc1NDRwyy23sGbNGv7nf/6HyspKnnrqKYApS72C5eLXamWY4CuDeOONN/jrX/9KaWkpP//5z1m+fLleZx8pov6Ju+OOO/jhD3/Io48+Snl5OUeOHOG1117Tzeqampp0M4dA+frXv84//MM/8Hd/93ds2LCBwcFBXnvttZBSF4yILMssXrxY3DgMjtDJHAidjI/QyBgoiqKn09vtdrKyssZocrFOkiSRmZk5ZmZ+uuBMEHlm63rq7+/XjbsWL17MggULptw/Pj6e1atXY7PZGBwc5MyZM5PuOzQ0xF//+lcURWHZsmVcffXVU9aWxsXFccstt5CVlYXD4WDHjh36F/H+/n5+8Ytf4PF4WLt2LXfdddeYUs6JjnXvvfeyePFihoaG+MUvfhHwIJXb7ebhhx+mq6uL4uJierp7OH3mNNlZ83j+l78lN8f3HViWZDJTs7BarPztF/8PV162Ca/XS0tnM5/71N8AcM899/Dhhx8GdF5BZBDPpsCx2+3j7v+XXHIJJ06coLCwkJKSkjE/Fwfv/lRWVqIoCj/60Y+47LLLWLZsmW50N9H5JEkiLi5u3D1i5cqVnD17Vh9sBF9qfW9vL6WlpQH3TZIkrrzySr7zne9w+PBh7HY7//u//xvw64PBEJ+4Bx54gMbGRkZGRti/fz8bN27U//b222+zffv2SV+7ffv2cevDS5LEd7/7Xdra2nA6nbz55pssW7YsQq2PHh6Ph71794pUHoMjdDIHQifjIzQyBn19fXg8HiwWC9nZ2eO+FE2kk2ZqpBk8TWbkJZg9ZuN6UhSF06dPo6oqWVlZAdWOgi+YX7VqFZIk0dHRMeFst6qq7Nq1C6fTSXZ2Nh/72McCMoiKi4vjE5/4BHFxcbS3t/PBBx8A8NJLL9Hb20t+fj533313QEGZ3W7nvvvuIzU1lebmZv785z8H1L/nn3+eY8eOkZKSwtVXXc2rO17FarXyy58/S37eBaNmRfFS03wGRfEiSRL3/58HKC4sZmBwgLhEO5etv5zh4WG+8IUvTGoeKIg84tkUOIWFhezfv5+Ghga6urpQFEX3iLjzzjs5ePAgtbW17Ny5k23btk056FtSUoLb7ebnP/85dXV1/Pa3v+WZZ54Zd77BwUF27dpFZ2cn7e3t41Lrt2zZwurVq/n85z/PoUOHOHDgAHfddRdXX301l156aUD92r9/P//2b//GBx98QFNTE3/4wx/o7Oxk5cqVM3+TZoAhAnlBcMiyPGl6msA4CJ3MgdDJ+AiNos/IyAiDg4MAZGZmTjhjOZlOsiyTmZkJ+JbqmckSO4LwMxvXU1NTEw6HA5vNxvLlywN2YgbGLAc8kct9VVUV9fX1WCwWtm7dqpd2BEJqaiqbN28GfF/A9+zZw8GDB5FlmbvvvntGpoyZmZncddddgG8ZqcbGxin3r6+v55e//CUAf//3f8+3v/1tAB74u39g7eryMftKksy89BwkyadRXFwc//iVr2K1Wvnw+BFu//RnSU/L4Pjx4/zwhz8MuM2C8CKeTYHz8MMPY7FYKC0tZd68eTQ1NVFQUMB7772H1+vl+uuvZ/Xq1Tz44IOkp6dP+Z6uXbuWJ598kieeeIKysjJ+97vf8fjjj4/Z54orruArX/kKd9xxBzk5Ofz7v//7uONIksQrr7xCRkYGV111FVu2bKG4uHjClc4mIzU1lb1793LTTTexbNkyHnnkEX70ox/pq6xFiqi61hsV4VovEAgEAsFYVFXV18RNTEwkKysrqOP09PQwODiIxWIhPz9/RsGdwDw4HA4++OADVFXVv7TPFEVRqKysxOFwkJ+fr2dXulwunn/+eRwOB1dccQUbNmyY8bFVVeXVV1+lurqa2tpaRkZGuOGGG/j0pz8942MB/PKXv+TgwYMsXryYf/7nf54wAFFVlXvuuYfKykquvPJK+nr7ePF3L7Jy2Ur+96U/BVy/+9+v/J7//O/fkZKcwlUbN/P/+9H3iIuL48SJEyE56AsEwRAuB/a5REy41gtCQ1tfUaTyGBuhkzkQOhkfoVF0GRoawu12I8sy6enpk+43nU5paWnIsozX69Vn9wWzT6Svp/r6elRVJTMzk+zs7KCOIcsyS5cuBXyGeZoT9QcffIDD4SAtLY1LLrkkqGNLksRVV11Fd3c3IyMjpKWl8fGPfzyoYwF87nOfIyEhgcbGRg4ePDjhPu+88w6VlZXExcVx66238rv/8BnVPfatf5swiPcqXs40ncKrjE0v/uTNt7GgYAEDgwPY4q18ZN1GRkZG+Jd/+Zeg2y8IHvFsMgeqqtLf3z8utd7MiEDexMiyTFlZmUjlMThCJ3MgdDI+QqPooSiK7vCdmpo6pQnYdDrJskxaWhrgy4DTzMYEs0skr6f+/n59VYPi4uKQsi7S09P17I+6ujoGBgb0taQ3bdo05WdxOmRZ5vx537rsubm5IR0rNTWVrVu3AvDKK6+MC+q8Xi8///nPAbjzzjv5/uPfR1VVbvzYTZSvWTdx+ySZ/OwCZGmsRlarlS/c4Uvn3/HGq/zd334FgJdffpnDhw8H3QdBcIhnk3mYSdmMGRCfOBMjyzI5OTnixmFwhE7mQOhkfIRG0WNwcBCv14vFYiE5OXnKfQPRKSkpCavViqIoDAwMhLu5ggCI5PVUV1cHQF5e3pSu04FSVFQEwPnz53n//ffxer3Mnz+f4uLikI7717/+FbfbTUJCAjabbUqH/EDYsmULaWlpdHZ28s4774z5244dO6ipqSElJYWSkhJ2v7Ubq9XK1776jUmPJ0kSKYmpEw6EXLpuAyuWrcTlcnG6rorrr/ENIohZ+dlHPJvMgSRJ2Gy2mCrnEp84E+N2u9m5c6dwKjU4QidzIHQyPkKj6KCqqh5sp6ZOHFT4E4hOkiTps/IDAwNiVj4KROp66uvro6+vD0mSAnapn46kpCRyc3Nxu92cPn0agI0bN4b0hXxoaIg9e/YA6MvWaTX9wRIXF8fNN98MwGuvvabPyiuKwm9+8xsAvvzlL/PjJ38CwKc/8RkWL5z8PfIqXqoaToxLrQffNfT5z34BgLfe2c22L96N1WLlr3/9q+7EL5gdxLPJHCiKQl9fX0w9b0Qgb2IsFgsbNmwIKRVMEHmETuZA6GR8hEbRYWhoCEVRsFgsAc2uBqpTQkICVqsVVVUZGhoKV3MFARKp60lbizk3NzesxlcLFy6ks7MTRVHIycmZdj366Xj77bcZGRlhwYIF3Hzzzdjtdrq7u6mtrQ3puFdeeSUpKSl0d3frAfXevXupr68nOTmZZcuWsWv3m8iyzN//n3unPJYsySzKKxyXWq9RunwVy5euwOPxcLq2ii2brwcQDvazjHg2mQNJkkhKShIz8gJjoC3lI1J5jI3QyRwInYyP0Gj28Z+NT0lJCegLUKA6SZJESkoK4JuVjyUDIjMQievJ4XDoNefa0nHhwmaz6cdesGBBSF/GXS4Xu3btAmDr1q3Ex8ezdu1agJBns+12O9dddx0AO3fuRFVVnn/+eQA+85nP8JMf/xSAm66/ecrZeBgNPOKnDjxuu+VTALy+eyefv+OLAPz+97+nvr4+pH4IAkc8m8yBJElYrVYRyAuMgdvt5tVXXxWpPAZH6GQOhE7GR2g0+zidTjwejz6TEQgz0SkpKUl3sNccyQWzQySup+bmZgCysrJITEwM23HBt2681+slLi4ORVFwuVxBH2v//v0MDAyQlZWlL11XXl6OxWKhvb2dtra2kNq6efNm4uLiaG5u5k9/+hNHjhzBZrNxzTXX8MdX/heAr0wzGw++1PoTdUcnTK3XWF9+KQvmL8Qx7KCrt4OPXLIRRVH48Y9/HFIfBIEjnk3mQFEUent7RWq9wBhYrVY2bdqE1WqNdlMEUyB0MgdCJ+MjNJp9tOXhkpOTA55tmolOkiTp5nliKbrZJdzXk8fjob29HSDktPeLUVWVDz/8cMyxgw22VVXl7bffBuCaa67R06ETExP1pe6OHj0aUnuTkpK44oorAPjd73xLzG3dupWXX3oZr9fLpes2sHJ56bTHkSWZJQuWTppaD77Z4JuvvwXwzcp/+W+2AfD888+LkpVZQjybzIGWBSZm5AWGQJKkgIyHBNFF6GQOhE7GR2g0u3g8HpxOJ8C0TvX+zFQn7dgulyukWVbBzAj39dTe3o6iKCQmJupGhuHi7Nmz9PT0YLfb9RT4lpaWoMoxGhoaaGpqwmq1cuWVV475m3bsM2fOMDw8HFKbr776ajweDzU1NQB88pOf5Ne//jUAX/ybuwI6hiRJxNsTptVo0xVXkRCfQGtbC9m581hQsJD+/n5eeumlkPogCAzxbDIHkiRhsVhiSicRyJsYt9vNK6+8IlJ5DI7QyRwInYyP0Gh20WbI4+PjZzTTNFOdLBaLvravmJWfPcJ5PamqSmtrKwAFBQVh/6J87NgxAFasWEFBQQFWq5WRkRG6u7tnfCxtNv7SSy8dN0CVm5tLTk4OXq+XEydOhNTm+fPnI0kSqqqSl5dH9Zlq2jvaycrM4vrrtgZ0DK/i5VjtkSlT6wES4hO4+srNAOza8wa33fJpAP6//+//C6kPgsAQzyZzMFVq/VNPPUVhYSHx8fFs3LiRAwcORKGFM0cE8ibGarVy/fXXi1QegyN0MgdCJ+MjNJo9/J3kZ7oOeDA6aQGVw+GIqfpFIxPO66m/v5+hoSFkWSY3NzcMrbvA8PCwvi796tWrsVgs+jm0wYNAcTgcHDx4EPDVsV+MJEmsXr0agJMnT4ZkwKiqKi0tLQBkZGTwy18+C8BnP/057DZ7QMeQJZkVi0unTK3X2HrdDQAcPHSAGz52A1arlYMHD3L48OEgeyAIFPFsMgeTZU68/PLLPPTQQ3zrW9/i0KFDrF27lq1bt9LR0RGllgaOCORNjrhpmAOhkzkQOhkfodHs4HQ6URQFWZb12fKZMFOd4uLisFgsqKoackqzIHDCdT1ptfHz5s0L+zV6+vRpfcm57OxsAPLz8wHo7u6eUTlGZWUlbreb/Px8iouLJ9xn6dKlWK1Wenp69H4Fw/Hjx2lvb0eWZRRFYc/etwH4zCdvn9FxZDmwJc0WLVzMspLlKIpCdf0ZNl95LQDPPffcjM4nCA7xbDIvTz75JPfccw/btm2jtLSUZ555hsTERFNcOyKQNzEej4cdO3bg8Xii3RTBFAidzIHQyfgIjWYPbTY+MTFxxmnSwejk74ov3Otnh3BdT4qi6DNX4Z6NB9/MOEBp6QVzuKSkJFJSUlBVlc7OzoCP9f777wNwxRVXTPq5jouLo6SkZMy5g+Evf/kL4CsHqKurQ1EULll7CYWLCgM+hqIqnKw/hqIGlqWipdfvee8tPvVx37J0L730kkj5jjDi2TQeVVVRFCUqP5Nl0qiqSn9//5i/u1wuKisr2bJli/47WZbZsmWLfr8wMmL4yMRYrVZuuukmMQpocIRO5kDoZHyERrODoij6rPhM0+oheJ2SkpLo7+/H6XTi9Xp1N3FBZAjX9XT+/Hl9Wbj09PTwNG6Uzs5OOjs7sVgsLFu2bMzfcnNzGRgYoL29nfnz5wd0rOrqaiRJYuPGjVPuu3LlSk6dOsXp06e56qqrZvweud1udu7cCcBtt93GPffcA8Ctt9w2o+PIkkxp0eqAUusBrrzso/zmd7+mvrGe4m1LyMzIoquri507d3LLLbfM6NyCwBHPpvGoqsq5c+eicm7Nn+JiJkqt7+rqwuv1jhuEzM3N5dSpUxFva6iIGXmTI0b/zIHQyRwInYyP0CjyaDPiNpsNuz2wWt6LCUYnq9Wqn08smzU7hON60tLPc3Jywm5yd+bMGQAKCwvHlXjMmzcPSZIYGBgI6POyb98+wBekZ2RkTLnvwoULSU5OxuVy0dDQMON2v/vuu/T19ZGdnc2CBQvo7e3FYrFQsrRkxsdSpjG68yclOYVL120AoGL/u2y9xlc3/+KLL874vIKZIZ5NgmggAnkT4/F4eP3118XNw+AIncyB0Mn4CI1mBy2QT0xMDOr1oegk0utnj3BcT263W3eOD3davaqqVFdXA7B8+fJxf7fb7WRmZgJMa0qlqqruQj3dbDz4Zu60DACtDTNhx44dANx0003810u/B2DRokU0NNXP6DiKqnCq8WTAqfVwIb3+vf3vcuvNnwTglVdeob+/f0bnFgSOeDaNR5Ik5s+fH5WfyQYUJ0qtz87OxmKxjPPDaG9vJy8vL6LvUTgQgbyJsdls3Hrrrdhstmg3RTAFQidzIHQyPkKjyOP1ehkZGQGCD+RD0UmbdXW73eJLcYQJx/V0/vx5VFUlKSkpqDKMqejo6KCvrw+r1UphYeGE+8ybNw/wpcdORUtLC21tbVitVsrLywM6/9KlSwGor6+f0WdxeHiYd999F4Drr7+eP/zv/wBQVFREY3MDw87AzRwtsoXVS8qxBGh4B1C+eh0J8Qmc7z5PSnoKhQuLcDqdes2+IPyIZ9N4JElCluWo/EwWyMuyTHp6OrJ8Ify12+2sX7+eXbt26b9TFIVdu3Zx+eWXR/x9ChURyJuYiUaWBMZD6GQOhE7GR2gUebTaeLvdHnS9Zyg6WSwW4uLiADErH2nCcT1pRnOam3w40WbCi4qKJg2QsrKykCQJh8MxZXr9oUOHAJ9hXqADVLm5uaSkpOB2u2eUXl9RUYHT6aSgoADHkIPGpkbi7HGsW3uJz1G+7kzAx1JVFadreEYa2e12Pb1+f+U+rt10HQD/8z//E/AxBDNDPJvMgaqqeL3ecTo99NBDPPvsszz//PNUVVVx7733MjQ0xLZt26LU0sARgbyJ8Xg8vPPOO2LWwuAIncyB0Mn4CI0ijxY8B7PknEaoOmmBlliGLrKEqpPH46Gnpwe4MDMeLvzT6rWZ8YmwWq16vftU7vWVlZUArF+/PuA2SJKkn3sm6fXazN51113Hyy+9DMDVH93MmlVrADhdE7iBlqIq1DZXzyi1HuDyj1wBwL4DFdxw/Y0A/PWvfxXeExFCPJvMgaqqDAwMjAvk77jjDn74wx/y6KOPUl5ezpEjR3jttdcisgpHuBGBvImx2WzcfPPNIpXH4AidzIHQyfgIjSJLONLqIXSdtEEEl8slvhhHkFB10tLqExMTI5JW39/fP2VavcZ06fVtbW2cO3cOi8XC2rVrZ9SOmabXu1wu9u7dC/gC+f/5wx8AuOmGm1lestJ3rKY6/TqbDotsYVXxmhml1oMvvT7OHkdHVwcpaakU5M1neHiY1157bUbHEQSGeDaZg4lS6zUeeOABGhsbGRkZYf/+/QF5aRgBEcibGEVR6O7uRlFmNlIrmF2ETuZA6GR8hEaRRZsBt9lsIS2jFKpO/un1YlY+coSqkxY4RyutXkNLrx8aGpqwHEObjV+5cuWMBxxmml6/b98+hoaGyMnJweP20NBYj91u55qrriU7M5usjCy8Xi819YHN8KuqypBzaMYp23FxcVxS7ss+OFC5j2s2XQvAH0YHFgThRTybzIGqqng8npgqgRCBvInxer0cPHgQrzfwpUkEs4/QyRwInYyP0CiyaEFzKLPxEB6dtFl5UScfOULRyev16m71kUirr6mpAaZOq9ew2Wz6+vUTpddr9fGXXHLJjNsy0/T6idLqr7ryapKTkpEkieUlK4DA0+sVVaGprWHGqfVwIb3+/YMV3LDFl17/l7/8JeBsAEHgiGeTOVBVlaGhmQ+MGRkRyJsYm83G1q1bRSqPwRE6mQOhk/ERGkUORVFwOp1AaPXxEB6dRHp95AlFJ232MT4+Puxp9d3d3fT19WGxWKZNq9eYLL2+s7OTpqYmZFkO2K3+YkpKfGu/NzQ0TBmoud1u3n77bcAXyL/ypz8BcNP1N+v7rFjqS6+vbazB5XZNe26LbGFl4aoZp9YDXLJ2PXabnbb2VnJy5zEvax79/f28+eabMz6WYGrEs8kcyLJMWlrahKn1ZiV2ejIHURSFjo4OkcpjcIRO5kDoZHyERpFDm423Wq0hfxkNh05WqxW73Q6gDzAIwksoOvmn1U+21FOw1Nf71lpfsGBBwJ/FrKwsAAYHB8fMOH/44YeAb2Y/JSUlqPbk5uaSkJCAy+WitbV10v0OHz5Mf38/mZmZpKamcqb6NBaLhc2brtH3ycnOJT0tHY/HE9Ca8qqqMuAIzg09IT6BtavLAThy7DDXfFSk10cK8WwyB6qq4na7xYy8wBgoisLx48fFjcPgCJ3MgdDJ+AiNIke4ZuMhfDrFx8cDok4+UgSrk6qqelq9FkCHEy2QLyoqCvg1drtdD9S1tgEcO3YMgDVr1gTdHlmW9cwArW0T8c477wCwadMm/vynPwOwbu0lpKWl6ftIkkRJkS9Vv7ahZtpzK6pCa1dLUKn1AOvLLwWg8sNKtlx7PQA7duwQ99AwI55N5iHWnicikDcxVquVa6+9NiRTIkHkETqZA6GT8REaRQZVVfVAXgueQyFcOmmDCiMjIzE1g2IUgtWpv78fj8eD1WodE6SGA6fTqc96zySQhwuDCufPn9ePdeaMb8321atXh9QurS1TBfLvvvsuAFdeeSV/+curAFx79XXj9ltS6EvVr22omfZzbZEtLFu0IqjUevCl1wNU156hrHQViQmJtLW1ceTIkaCOJ5gY8WwyB5IkkZqaGvYsomgiAnkToygK586dEyOABkfoZA6ETsZHaBQZXC4XiqIgSZLuFh8K4dLJZrMhyzKqqgqDrggQrE7ajHdGRkbYvxA3NDSgqipZWVmkpqbO6LWZmZkA9PT0oCgKp06dwuPxMG/ePPLy8kJq16JFi5BlmZ6eHnp7e8f9/ezZszQ0NGC1Wlm9ejXvVfiC+okC+UXzF2Oz2hgYHKCjq2PK86qqSt9gb9ADWVmZWRQtLkJVVapqqtiwzrek1o4dO4I6nmBixLPJHKiqisvliqmBYRHImxhFUaitrRU3DoMjdDIHQifjIzSKDP6z8eEIzMKlkyRJ+qx8rKVDGoFgdZqNtPri4uIZvzY5ORm73Y6iKPT29nL06FHANxsf6uc6Li6OgoKCMW30R5uNLy8v571338PlcjE/fz4lxSXj9rVarRQu8s3w106zDJ2qKnT2dqAGmVoPsG50Vv7Qh4e46sqrAXj11VeDPp5gPOLZZB5ibVBYBPImxmq1ctVVV4lUHoMjdDIHQifjIzSKDFqQHI76eAivTlqqv9PpjKlZFCMQjE4jIyMMDg4Cvhn5cOL1emlsbARmnlYPvoEfbVb+/Pnzen18qGn1GlOl12uBvH99/LVXXzfpAMKSwiUA1ExTJy/LFkoWLEMOMrUeYP1aX538kaOHuHrTZgD2798/zuFfEDzi2WQOJEkiJSVFpNYLjIGiKDQ2NooRQIMjdDIHQifjIzQKPx6PB7fbDYSnPh7Cq5PWJo/HI5ahCzPB6KTNxqekpOirCoSL1tZWRkZGSEhIIDc3N6hjaFkC1dXV9Pb2YrfbWb58eVjapwXy586dGzOrNzw8zAcffADAFVdcwc7XXwfgmquvnfRYWp18S9s5HMOOSfdTVIXu/vNBm90BLC1ZSkpyCkOOIYZdQ5QUL0VVVXbu3Bn0MQVjEc8mc6CVacXSoLAI5E2MqMkxB0IncyB0Mj5Co/CjpdXb7XYsluBn/fwJp06yLOt1+2IZuvASjE5aIK/NfIcTbTZ+8eLFQa/znJ6ejiRJ+qz5ypUrw7a2d0ZGBunp6SiKwtmzZ/XfHzhwAJfLRUFBAX29fbS1txIfn8BlGy6b9FipKWnMy8pBVVXqG+smP+lojTwhBB4W2cK6NZcAUHmkkk0bNwGiTj6ciGeTedAGrjUef/xxNmzYQEpKCjk5OXzyk5/k9OnTUWrdzDFEIP/UU09RWFhIfHw8Gzdu5MCBA5Pu+4c//IFLL72U9PR0kpKSKC8v57e//e2Yfb785S8jSdKYnxtuuCHS3Zh1rFYrV1xxhUjlMThCJ3MgdDI+QqPwE063eo1w6yTq5CPDTHVSFIWenh4gMvXxTU1NgC+QDxbNSf/cuXNA+NLqNbS2aW2FC2n1H/3oR9nxqi84vnzDZcTFTX1NlRT5ZuVrGiavk5dlC0UFS0JKrQe4pFyrk69k81W+TIHXXnsNr9cb0nEFPsSzyRxIkkRycvKY1Po9e/Zw//33s2/fPt544w3cbjfXX389Q0NDUWxp4EQ9kH/55Zd56KGH+Na3vsWhQ4dYu3YtW7dupaNjYifPzMxM/uVf/oX333+fo0ePsm3bNrZt2zYuReiGG26gtbVV//nP//zP2ejOrOL1eqmpqRE3YoMjdDIHQifjIzQKL+Fedk4j3DppbRsZGREzXmFkpjr19/fj9Xqx2WwkJyeHtS3Dw8P6976FCxeGdKykpCS9/nvVqlUht82fRYsWAWMD+X379gG+ZefefPNNADaNmspNRfFonXxDU/2kqb7KqNldKKn1AGvLypEkiaazjSxd6ku17+7u5uDBgyEdV+BDPJvMgfbM87/eXnvtNb785S+zatUq1q5dy/bt22lqaqKysjKKLQ2cqAfyTz75JPfccw/btm2jtLSUZ555hsTERJ577rkJ99+8eTO33XYbK1euZMmSJfzjP/4ja9as0UdENeLi4sjLy9N/wm3KYgRUVaWnpyemaj1iEaGTORA6GR+hUXjRluGRJCms9c7h1slqtepp/y6XKyzHFMxcJ202PhLLzmmp6llZWSQlJYV0rK6uLlRVJSUlJewlAPPnz0eSJPr6+ujv76e5uZnm5masViulpaXsOzAa1F/+0emPlbcAm82GY9hB52TL0KngcA5BiJdSakoqRYt9Nf5nak+xofwjAPrAgyA0xLNpPKqq4vV6o/IzlQ7TDbb09fUBkSkfigRRzQFxuVxUVlbyzW9+U/+dLMts2bKF999/f9rXq6rK7t27OX36NE888cSYv7399tvk5OSQkZHBtddey2OPPTZpKtjIyMgY45L+/n7ggtjavxaLZcy2x+NBkiR9W5ZlZFmedNvtdmOxWPRtq9WKJEn6NvgMffy3bTYbqqrq24qi6CPisiyzbt06rFYriqKgKMq4be0DrW1P1A8j9Wmyfpi5T0Inc/RJ6GSOPq1fv16flY2VPkVLJ4fDZ7IVHx+Px+MxtE5xcXE4HA6Gh4f19s4VnYxyPWmBvLa+ezj7pNXHL1iwQB9cCrZPdXW+mvO8vDz6+vpISUkJm07aJFFraytNTU1UVVUBvhT+fe/vw+VykTsvl8LFhXo/vIoXWZLHbAMgwcKCRdQ11lLXVEfOvFxUVUVRFSyyBVVVUVFZnOdbB96reC/8XlWQZYtvpl5V/bZ936PHbI/qu2bVWuoa6jhy/AgbN1zO7nd38eabb/LII4+I6ynEPqmqyoYNG1AURd/f7H0KRidA/1dRlHGTrLPFFVdcofdJVVVkWda3k5KS9G1JkvT2SpKE1+vlwQcf5Morr2TVqlUT7hOube1zA0yoU6CDpVGdke/q6sLr9Y5zJ83NzaWtrW3S1/X19enrhd588838/Oc/52Mf+5j+9xtuuIEXXniBXbt28cQTT7Bnzx5uvPHGSUdhHn/8cdLS0vQfLa3r+PHjAFRVVek366NHj1Jd7atnOnz4sG6ocuDAAX1EuaKigtbWVgD27t2rp3jt3r2b3t5eAF5//XUGBgYAn+GI0+nE4/GwY8cOPB4PTqdTNyIZGBjg9VEX1N7eXnbv3g1Ae3s7b7zxBl6vl9bWVioqKgDfyLbmM1BfX8/hw4cBn4urtq6qUfvU1dXF3r17AWKmT0Inc/RJ6GT8Pnm9Xg4fPsyePXtipk/R1ElLZY6Pjze8Tlp6vTbQPpd0MsL1dOjQIf1c2vezcPVp165deiDf0dERsk4nTpwAID8/n7Nnz4ZdJ+0LdlNTE3/9618B2LhxI7990efXdMXlH6X67GkcI76BslMNJxhx+0pYTtYfw+N1o6gKJ+uPsXhhIQDHT/vOP+J2cqrB137HiIMzTado725lwNFPbbOvLf1DfdS11Pr6PdBDY1sDAOf7ujjb4XsfO3vaaelq9unV3UpbdytrVq0F4MixI2y64qO6Jg6HQ1xPYejTqVOnaG9vj6k+BapTc3Ozni3ldDqj7meiPScURRkzOTswMMDw8DBut1t/X9xut76k5r333suxY8d46aWXGBkZ0Qe7/fvkdDr1krTh4WF92+Fw6JPCQ0ND+vsxODioG+wNDAzg8Xj0fbRAfiKdAkVSo5gH0tLSwvz586moqODyyy/Xf//1r3+dPXv2sH///glfpygKdXV1DA4OsmvXLr73ve/xxz/+kc2bN0+4f11dHUuWLOHNN9/kuuuuG/f3iWbkFy5cSHd3NxkZGYYdJXO73Rw9epTy8nJ9dGcujfyZpU9CJ3P0Sehk/D7JssyHH37IqlWriIuLi4k+RUsnQDcEy8vL019nVJ3A950BoKCgQJ9liXWdjHI9dXV1cerUKeLj47n00kvD2qfOzk7+4z/+A4vFwt/+7d+SkJAQdJ+Ghob42te+BsDtt9/OvHnzWL16dVh1Onv2LH/4wx+Ii4vjpZdeoq+vj9/85jfc9YW7OHbiGE8+/hNuuenj42bhL56RV1SFrvOdPPcfv8JmtfHVrzysz6ZrM+8er4f27lbys+aDREgz8m6Pmy995Qu43W5+8v2f87m7bqeto42dO3dy7bXXiusphD653W5OnjxJWVkZkiTFRJ9motPQ0BCNjY0UFxfrq4zAhaydcMxea+blE20D+uy59hqLRbtWxs7IO51O4uPj9WNo5/mHf/gHXnnlFfbs2UNxcXFEZuH9tx0OBw0NDRQXF2OxWIKekY9qan12djYWi4X29vYxv29vb9e/WEyELMuUlPjcPsvLy6mqquLxxx+fNJAvLi4mOzubmpqaCQP5uLi4MR88DYvFMubfi7e1iyDQbf8lUGayLUmSvq1dqNrf169fr++v/d5/n8nabtQ+BbJttj4JnczRJ6GTOfp0ySWX6PvGSp+ioZM2u+D/BSKcfYqETtqA28jICImJidP2NRZ0inSfAtVJmy3KzMwM+3cjbYAmPz9/jK7B9OnkyZOAz5QuLi5On42bqE8TtT2QPs2fPx+73U5LSwt9fX0kJiaSk5PD8ZO+LM4rL7sSi5/L/KTbkoWc7FwSE5JwDA9xrq2ZRfMXY5EsF/pntbEgZxH++AIQ3z6yJMPopTvp9mif4+xxrFi6gmMnj3H85DE2rNvIn3e+wptvvsn1118/YV/F9RRYn+Li4li3bh3+mL1PM9XJP4ieqF2hEMj7NBFasO6/7X+P0fiHf/gH/vd//5e3336b4uJifX//44R7W5Zl/f+TaRMIUU2tt9vtrF+/nl27dum/UxSFXbt2jZmhnw5FUcbMqF9Mc3Mz58+fJz8/P6T2Gg2v18vx48cnLRkQGAOhkzkQOhkfoVH40J6Z2sxEOImUTmI9+fAyE520+vj09PSwt0NzgNcc4UNBS01etWqVvmyhlmYcLmRZZsGCBXpa8/r169m96y1UVWVZyXKys+cFfCxJkigcTa9vaKof93dFUWjpCt/65Fp6/YfHj3DFxisAxnwHFwSHeDaZA1VVGR4eHmOGd//99/Piiy/yH//xH6SkpNDW1kZbW1vUywMCJequ9Q899BDPPvsszz//PFVVVdx7770MDQ2xbds2AO66664xZniPP/44b7zxBnV1dVRVVfGjH/2I3/72t3zhC18AfLUIX/va19i3bx8NDQ3s2rWLW2+9lZKSErZu3RqVPgoEAoFAYCS0YHiibDSj4r8MnWD28K8VDXcgrygKzc2+Wu5QA3lVVfVAfuXKlfpqReEO5MHXVi2TYOPGjbwxWlv80Sumd6u/mMJFPjf5hrMNYWvfZKwpKwfgRNVxrrjsSsBXg63VVwsEc42nn36avr4+Nm/eTH5+vv7z8ssvR7tpARHV1HqAO+64g87OTh599FHa2tooLy/ntdde0w3wmpqa9NQN8JkD3HfffTQ3N5OQkMCKFSt48cUXueOOOwBfmsXRo0d5/vnn6e3tpaCggOuvv57vfe97pvrCEggWi4WysrJoN0MwDUIncyB0Mj5Co/Dg9Xp1851wrh+vESmdtGe4x+MZU+MpCI5AddJm41NSUmac9jkdnZ2duFwu4uLimDcv8JnsiWhtbaWvrw+bzUZJSQm9vb20tLTo7Q8nubm5elno+vXr+edv/jMAV14WRCC/0BfIt7SdwzniJD7uwjUpyzIF2fPD0GIfRYVFJCclMzg0yJBzkCWFJdQ21PDWW29x++23h+08cw3xbDIHkiTpmToaZl8yMOoz8gAPPPAAjY2NjIyMsH//fjZu3Kj/7e2332b79u36/x977DGqq6sZHh6mu7ubiooKPYgHSEhIYOfOnXR0dOByuWhoaOCXv/zlOGf8WEBznBWpPMZG6GQOhE7GR2gUHrQZbZvNNm2NYTBESidZlvX17kV6fegEqpM2ox2JtHrNcLGgoGDMpE0wnDp1CoCSkhJsNpveXofDoTtIh4vm5ma8Xi/x8fH09vbSdLYJi8XCpZdsmPGx0lLTyEjLQFVVzp5rGvM3RVFo7mgKW2q9RbawaqUv4DxedYyPXOL7vi3S60NDPJvMgaqqOBwO0wfv/hgikBcEz8UjSwJjInQyB0In4yM0Ch0tkI9kllqkdBLp9eElEJ0iGchrafULFiwI+VhnzpwBYPny5YBvoCo5ORkIf3p9ZWUl4DPo2/Gqb/muVStWkZyUHNTxtGXompobx/5BApvVphvXhYOy0UD+xKkTep28ttSYIHjEs8kchNsTJtqIQN7EWCwWVqxYEZEZFUH4EDqZA6GT8REahYdIB/KR1ElrswjkQycQnZxOp/5ep6WlhfX8iqLoM/Lz54eWPq6qqh7IL126VP+91ua+vr6Qjn8xhw4dAnwp9u+99x4AH7l041QvmZKF833+AE0XzcjLkkxuZr6+ZF04KF3hC+RPnznF+vUbkCSJ6upq3bxPMHPEs8kcaKn1sRTMi0DexHg8Hg4ePIjH44l2UwRTIHQyB0In4yM0Ch3/+vhIBfKR1ElLrfd6veJzECKB6KQFwCkpKWEPUrq6unC5XNjt9pDr49vb2xkYGMBqtVJUVKT/XssiCOeMvNvt5ujRo4AvkD92/BgAGzdcFvQxF81fDEB7Z9uYQSpFUWhsqw9baj3AogWLSE5OwTnipG+gl2VLfBkMe/fuDds55hri2WQOVFVlaGhIpNYLjIEkSWRkZMTUyFIsInQyB0In4yM0Ch2tVthqtUZs9iiSOvnXyYtZ+dAIRCctAA73bDxcqI/Pz88PuT5em40vLi4eY8intTucdfInT57E6XSSnp5OYmIinZ2dSJLEpesuDfqYqSmppKelo6oqza1nL/xBgsT4pLCm1suyzMplKwE4eeo469ZcAsCePXvCd5I5hng2mYdYy5oQgbyJsVgslJSUxNyHMtYQOpkDoZPxERqFzmwsOxdpnUR6fXgIRCdtRj6SRnfhrI9ftmzZmN/bbDaSkpKA8KXXa2n1l1xyCV2dvmXbiguLSU0NbbBDm5Vvar6QXi9LMvPSc8KaWg+waoVmeHecjet9JQFiRj54xLPJHEiSRHx8fEwNuIhA3sR4PB4qKipEKo/BETqZA6GT8REahc5sGN1FWiet7cK5PjSm08nlcjE8PAxAampqWM+tqmpE6uMvDuQh/HXy/oF8TU0tACVLS0I+7oU6+QuGd4ripb6lFkUJrxv6qpWrADh1pooNl34EgBMnToj15INEPJvMgaqqDA4OitR6gTGQZZn58+eHnJImiCxCJ3MgdDI+QqPQUBQl4vXxEHmdtLaLOvnQmE4nLfBNSkoK+/rxXV1dOJ1ObDYbOTk5IR+rp6cHi8VCcXHxuL+Hs07e6/Vy5MgRwLd+/NGjHwKwYOFCvCEG24sW+Gbk2zpacblHywAkibTkdAjzDOLiRYUkJiYy7BxmyDlE8eIlgJiVDxbxbDIP4b6XRRvxiTMxsiyzePFiceMwOEIncyB0Mj5Co9DQZuMtFgtWqzVi54m0TqJOPjxMp9NsrB+fn58fcjpydXU1AIsXL55wgEqbkR8aGtIHsoLlzJkzDA4OkpycTFpaGrV1vhn5oqJCevt6Qjp2emo6qSmpPjf/Ft+yfLIkk5maFfbUeotsYeWyUsBXJ3/JmvWACOSDRTybzIEkScTFxYnUeoEx8Hg87N27V8xIGByhkzkQOhkfoVFoaEGvthZ7pJgNnUSdfOhMp5M2Ix9Jo7tQ0+ph8vp4DbvdTmJiIhB6er2WVl9eXs6et31B74L5C0hOTqa7rzukY4Nfnfxoer2ieKlpPhP21Hq4UCd/4tQJPb1eGN4Fh3g2mQNVVRkYGBCp9QJjIMsyS5YsESOABkfoZA6ETsZHaBQas1EfD7OjkwjkQ2cqndxuN0NDQ0D4A3n/+vhIGt35o/Uh1PR6LZBfv349b7/1NgDryn2u792950M6NsCii9aTl0bN7qQwz8jDhTr5qtMn9aXzPvzwQ3p6QsssmIuIZ5N5uPj59+1vfxtJksb8rFixIkqtmzniE2diRE2OORA6mQOhk/ERGgWPoij68luzEchHWietDx6PB683/LOVc4GpdNJmrhMTE/UyhnDR3d3N8PAwVquV3NzckI7V09OjL/+2ZMmSSffTAvn+/v6gz6Uoyhiju3fefQeAKzZe6WtLX3fIM30LR2fkW9tb8Hg8SKM18pFIBS5cVEScPY4hxxAqXhYtWIyqqrz33nthP1esI55N5kCSJOx2+7jradWqVbS2tuo/7777bpRaOHPEJ87EeDwedu/eLVJ5DI7QyRwInYyP0Ch4tCDeYrFEfImk2dBJlmW9zj9c64PPNabSKZJp9S0tLQDk5eWF/FnUZuMXLlyop89PhOa6Pzg4GPTAT319Pb29vcTHx5OXl0fVqZMAXH3lZiyyBbfHzeDQQFDH1shIzyAxIRGv10tbZxtexcuZplMhG+lNhNVqZekSXxbDqepTrF1VDkBFRUXYzxXriGeTOVBVlf7+/nEDblarlby8PP0nOzs7Si2cOSKQNzGyLFNWViZGAA2O0MkcCJ2Mj9AoePzT6iNt9DNbOon0+tCYSqdIBvKtra0AFBQUhHysQNLqwecLYbfb9RrZYKisrARg7dq1VLxXgaqqLF5YSG5OLulpGQAh18lLksT8fF+5wbmWs8iSTH52QdjN7jRWLPOlEJ+uPsW6tb4SATEjP3PEs2k8qqridruj8jNVZkxCQsK431VXV1NQUEBxcTGf//znaWpqiuRbE1YiZ1sriDiyLIe8bIsg8gidzIHQyfgIjYJnturjYfZ0iouLY2hoSATyQTKZTl6vVw92Izkjn5+fH/Kxamt9rvFLly6dcj9JkkhNTaWrq4v+/v6gnPgPHz4MwLp163j3HV+we+klGwDITMvkfE8X3b3nWTy/cMbH9mdBwUKq687Q3NrMRkkiJTE1pONNxYplKwHfjPwDd/8DAAcOHMDlcoW9pCKWEc+m8Xg8Hn7xi19E5dz33XffhMvMSZI07vcbN25k+/btLF++nNbWVr7zne+wadMmjh8/TkpKymw1OWjE0JGJcbvd7Ny5M+TlVASRRehkDoROxkdoFByqqurp57Px5Xy2dNL64nK5YsqFeLaYTCetjjwuLi7sKxwMDQ3ps/2hBvIOh0MfFCgpKZl2f21QIljn+g8/9K0Zv27dOt7f9z4A69f5lm3LTM8CoLsvdMO7BaMz8s0tzXi8HqoaTkQktR5g2ZJlSJJEW3sr83JySU1Jw+l0cuTIkYicL1YRzyZzoCgKfX19KIqi/+7GG2/k9ttvZ82aNWzdupUdO3bQ29vLf/3Xf0WxpYEjZuRNjMViYcOGDRGvdxSEhtDJHAidjI/QKDi0VMOJZiMiwWzpZLVakWVZN/KbjWyDWGIynbRAXqsrDydtbW0AZGVlhaxXXV0dqqoyb968gNqq7aPVyM6kxKSjo4PW1lZkWWb58uUcPjJqelfuC+Qz0jIBcAw7cI44iY8LfgAkLycfi8WCY3iI/v4+FuUVRiy1PikpmYXzF9LU3ERtfTVrStfw7v53eO+99/jIRz4SkXPGIuLZNB6r1cp9990XtXNPhCRJJCUlTXntp6ens2zZMmpqaiLVvLAiZuRNjCzLZGZmipocgyN0MgdCJ+MjNAqO2ayPh9nTSZIkUScfApPppAXyZkmrn8qt3p/k5GRkWcbj8eBwOGZ0Lm02funSpZw6dZrh4WFSU1JZUuQ7t81qIzXZN1AQ6qy81WolL8f3/jS3NpMUP3XgESp6ev2ZKsrXrAOE4d1MEc+m8WgDx9H4mex6kSQJq9U65fU0ODhIbW1tWO5Rs4H4xJkYt9vNq6++KlJ5DI7QyRwInYyP0Cg4ZjOtHmZXJ//0esHMmEgnzdUZIjMjH06ju7q6OiDwQF6WZb3mdabL0GmB/Nq1a3lnz14AytesGxO4ZaT50ut7ekMzvANfnTxAc8tZTtQdjVhqPcDypT7Du1PVp/Sa//fee0+Uq8wA8WwyB4qi0NvbOya1/uGHH2bPnj00NDRQUVHBbbfdhsVi4c4774xiSwNHBPImxmq1smnTpklTSATGQOhkDoROxkdoFByzaXQHs6uT/4y8CDxmxkQ6ORwOPB4PsiyTlJQU1vN5PB46OjqA0GfkFUWZcSAPwdfJHz16FIA1a9ZQUaHVx186Zp/MdF96fajO9XChTv5c6zmWLFgasdR6uDAjX1dfy6pVq7BYrLS2ttLY2Bixc8Ya4tlkDiRJIiUlZcyMfHNzM3feeSfLly/ns5/9LFlZWezbt4958+ZFsaWBIz5xJkZzYRUYG6GTORA6GR+h0czxer36utmzNSM/mzppfVIUBY/HMyseALHCRDppM9UpKSlhTxPu7OzE6/WSkJAQctp+S0sLTqeTuLg45s+fH/Dr/OvkA2VkZISqqirANyN/4OB+4ILRnUbm6Ix830AvHq8HqyX4r9jaEnRd3Z2oChFNrc+d51s+r7evh/aONlaUrODE6eO89957FBYWRuy8sYR4NpkDSZLG+Ri89NJLUWpNeBAz8ibG7XbzyiuviFQegyN0MgdCJ+MjNJo52my8zWabtfrN2dRJkiSRXh8kE+kUybR6rT6+oKAg5MBUM6IqLi6e0eda69fw8HDAn5eqqio8Hg9ZWVl4vV7OtZzDYrGwpmztmP0S4hOIj4tHVVV6+3sCbtNEJCUmkTE6w19x+J2IptZLkqSvJ3+q+hRry8p95xV18gEjnk3mYKLUerMjAnkTY7Vauf7660Uqj8EROpkDoZPxERrNnNmuj4fZ10kY3gXHRDrNRn18NIzuNGw2G4mJiUDgs/L+afXv7n0X8NWVJyWOLT2QJEmfle8OR5386Ky87LVENLUe/Orkz1RxSfklgK9OXhAY4tlkDrTMidkwfZ0tRCBvcsRNwxwIncyB0Mn4CI1mxmzXx2vMpk4ikA8ef53cbrfu5h5ux3pVVcMayAdTH68x0zp5f6O7d9/1BfIXp9VraLPoPeGoky8YrZNvOxfysaZjxVJfnfzp6lNsWO8zvDt27NiMTQHnMuLZJIgGIpA3MR6Phx07duDxeKLdFMEUCJ3MgdDJ+AiNZoaqqlGZkZ9tnbS+eTwe3Q9AMD0X66QFbQkJCWH3Gujr68PhcGCxWMjJyQnpWP39/bppXnFx8YxfP5M6eVVVxwTy+/bvAy6sH38xmWkXAvlQzRcX5Puc61vazuH2RDZlu6iwCLvNzsDgAFgk8nMLUBSF/fv3R/S8sYJ4NpkDbVWOWDJGFYG8ibFardx0001iFNDgCJ3MgdDJ+AiNZoYWxMuyPKvv2WzrZLFY9HOJOvnAuVin2Uirz8nJCflzoc3GFxQU6GnyM0GbkR8YGJi2VralpYXz589jtVpZvHgxx08cB2D9JIF8anIasizj9rgZGh6acdv8ycrMJj4uHq/XS9f5zpCONR02q42S4qUAnKk5zdrR+n9RJx8Y4tlkDkRqvcBwiNE/cyB0MgdCJ+MjNAoc/7T62f7iMts6CcO74PDXySz18ZrRXTBp9QDx8fFYrVZUVWVwcHDKfbXZ+JUrV3L40GE8Hg8583IoyJ/YKV+WZdJS0oHQ0+slSaIgrwCAlraWkI4VCEuX+AL56tozrFvtq5MXgXzgiGeTIBqIQN7EeDweXn/9dXHzMDhCJ3MgdDI+QqOZEY20eoiOTiKQnzn+OmkppxD++ngIbyAfSn08jF0qbGBgYMp9tUB+zZo1vDNqdHfJ2vVTDoxlpGUA0NsXmnM9QF6uFshHvk5+ackyYDSQL18HwIEDB2LK4TtSiGeTORCp9QJDYbPZuPXWW8W6uQZH6GQOhE7GR2gUOKqqRs3oLho6+RvexdKXtEjir9Pg4CCKomCxWIJKV58Kt9vN+fPnAcjLywvpWB6Ph4aGBiD4QB4gJSUFmL5OXnOsX7t2Lfv2vQ9MXh+vkZE6WiffHz7n+tb2yM/IL1viC+QbzzZSsnQZcfY4ent7qa6ujvi5zY54NpkDWZZJT0+ftaVYZ4PY6ckcJBZHlmIRoZM5EDoZH6FR4Hi9Xn0mbba/XEZDJ5vNhiRJqKoqZsUCxF8n/7T6cJdhdHR0oKoqycnJJCcnh3Ss5uZm3G43SUlJ5ObmBn2cQGbkHQ4HZ86cAWD16tVUHqoEYO2a8imPnT46I98/2I/HG9pnMT/Hl8HQ3dvNsHM4pGNNR1ZmNpkZmSiKwrnWsywv8S1JJwzvpkc8m8yBqqp4vd6Y0kkE8ibG4/HwzjvviC8tBkfoZA6ETsZHaBQ4Woq5zWab9dmHaOgkSZI+YCHS6wPDXyctoI1EfXxbWxtASIG3Rn19PQBFRUUhDThoM/LDw8O43RM7wldVVaEoCjk5OTidTjq7OrFYLJStLJvy2AlxCcTZ41FVlb6BwJa4m4y4+HiSknzr1c/GrPzS0Vn56ppqylauBnzp9YKpEc8mc6CqKgMDAyKQFxgDm83GzTffLFJ5DI7QyRwInYyP0ChwolUfD9HTSdTJzwx/nbRAXgtww0l7ezsQelo9XAjkCwsLQzqOzWYjISEBmDy9/sSJEwCUlZVR8a7P9G1ZyXLi4+OnPLYkSX518qGl11tkC4ULioBZqpNfcqFOvnw080DMyE+PeDaZg4lS6/fu3cvHP/5xCgoKkCSJP/7xj2Neo6oqjz76KPn5+SQkJLBlyxZDlZuIQN7EKIpCd3e3MCIxOEIncyB0Mj5Co8DRgtnZro+H6OnkXycvmB5NJ5fLhcPhACITyGsz8uEM5INZP/5ipkuvP37ct9RcWVkZ7+/zrR+/bs26gI6dkeoL5Hv6QzO8U1WV7OxsYJad6+vOcMk6nxfAhx9+iNPpjPi5zYx4NpkDrfTKf0Z+aGiItWvX8tRTT034mh/84Af87Gc/45lnnmH//v0kJSWxdetWw1wTIpA3MV6vl4MHD+L1eqPdFMEUCJ3MgdDJ+AiNAkNV1ajOyEdLJ62vbrc7plInI4WmU1+fL/07Pj4+7J+XoaEhPVDOyckJ6VgOh0MfFAh1Rh6mN7w7duwY4AvkP/jgAwDWrl4b0LHT00YN70J0rldUBSy+z3JL27mIf66XFJUgSzJd57tITUshIz0Dt9vN4cOHI3pesyOeTeZAVVWGhobGXEc33ngjjz32GLfddtuE+//kJz/hkUce4dZbb2XNmjW88MILtLS0jJu5jxaGCOSfeuopCgsLiY+PZ+PGjVPW4/zhD3/g0ksvJT09naSkJMrLy/ntb387Zh+jp0GEC5vNxtatW0Uqj8EROpkDoZPxERoFhhbISpKE1Wqd9fNHSyeLxaKnTIr0+unRdIrkbLyWVp+VlRXyIIHmVp+dnR2WtvrPyF8cIHd1ddHW1oYkSSxbtowPjx4BYG2AM/LpqekAOEeGQzKps8gWPrL6ciwWC8PO4bAsaTcVCfEJLFiwEICauhpWrfDVyYv0+qkRz6bxaCunRONnsgEvWZZJS0sL2Demvr6etrY2tmzZov8uLS2NjRs38v7774flfQqV2X/CX8TLL7/MQw89xDPPPMPGjRv5yU9+wtatWzl9+vSEo7eZmZn8y7/8CytWrMBut/OXv/yFbdu2kZOTw9atW4ELaRDPP/88RUVF/Ou//itbt27l5MmT09Y2mQlFUejq6iI7OzumllKINYRO5kDoZHyERoHhPxsfbgfyQIiWTpIkYbfbcTqduFyuqJQVmAlNp0jWx0cirb6oqCjkYwEkJSUhSRIej4fh4eExy+5p9fHFxcXU1tQxPDxMUmISxYWBpfRbLVZSk1PpH+ynt7+HhPiEoNqoqirDLgc52bm0trfQ0tZCRnpmUMcKlGVLltF0tpHq2mrWlK7h3X17heHdNIhn03hcLhcPPPBAVM797//+7xPe/7XUeqvVGtCzcTKjztzcXP1v0Sbqn7Ynn3ySe+65h23btlFaWsozzzxDYmIizz333IT7b968mdtuu42VK1eyZMkS/vEf/5E1a9bw7rvvAuZIgwgXiqJw/PhxUZNjcIRO5kDoZHyERoERzbR6iK5O2pc3MSM/PZpO/kvPhZtIOdaHA1mW9cGLi+vk/evjK97zGd2tXrUGi8US8PEz9PT64A3vFFWhtauF/FzfMnQts+lcX3uG8rXlgJiRnw7xbDIPw8ORXcZxtonqjLzL5aKyspJvfvOb+u9kWWbLli0BpSyoqsru3bs5ffo0TzzxBDB9GsTnPve5ccfRUjE0tIeaVuui/WuxWMZsezweJEnSt2VZRpblSbfdbree+ud2u/URIW0b0EeKtG2bzaaPINlsNhRFwev16ksKXXXVVVitVhRFQVGUcdvaeona9kT9MFKfJuuHmfskdDJHn4RO5ujT5s2b9S9LsdKncOukBbH+558rOmmB1sjIiOF1MsJn7/LLL9dnWxMTE/XXhqNPsiyPcawPpU9ut1sP5Bcu9KV+h0OnlJQU+vv76evrIzc3V++HFsiXlpbylz/9BYC1a9aOfp69IEnIkoyieJEkGUmS8CpeZL/t9JR0GoHuvm691EXbB3xBuv+2RbagquqYbYBli1bgGnJz6GilXievqgqybPHV0Kuq37bve/SY7dHrUN+WGG27//aFPi0pWgJATX019/+ffwCgrq6OlpYW8vLyxPU0QZ9UVeXaa69FUZQJryEz9ikYnbTrEnwDyT//+c8BX7aU9vtgthVFQZKkSbe182rbWt9814qKLMv6dmpqqr598Xn826+qqj4A2dbWRl5enr5/e3s75eXlIfdJ+/9EOgWaTRfVGfmuri68Xu+MUxb6+vpITk7Gbrdz88038/Of/5yPfexjQHBpEI8//jhpaWn6j/aQ0G7kVVVVVFVVAXD06FG93v7w4cP6g+XAgQOcPXsWgIqKClpbWwHfsgZdXV0A7N69m97eXgBef/11fQR4x44dOJ1OPB4PO3bswOPx4HQ62bFjB+AbKX799dcB6O3tZffu3QB0dHSwa9cuFEWhtbWVigrfqPHZs2f1B3N9fb1uUlJdXc3Ro0cN3aeuri727t0LEDN9EjqZo09CJ+P3SVEUTp06xZ49e2KmT5HQSVsXW3vmzSWdDh48CPgG4Pfs2WNonQLtU6R1AkhOTqajoyOsferp6cHlcmGxWMjKygqpT3/4wx/o7+9HlmVOnjwZNp20LARtwKGqqooTJ07oqfUpKSm60V1RsS8ToLGtgd4BX616XUst/UM+s8Da5moGh31tP9N0ivjR5e16+3sYdvl8CE7WH8PjdaOoCifrj6GoCh6vm5P1PmO9EbeTUw2+cztGHJxpOkXfYC+paaPt7Gyjp7+bupZa37EHemhsawDgfF8XZzsaAejsaaelqxmAtu5W2rp973tLVzOdPb6+nu1o5Hxf17g+uSUXcXHxOJ1OTjWeZNHCxQD86le/EtfTFH06d+4cHR0dMdWnQHVqbm7WB5CdTifDw8N64KqqKnFxcXrgGhcXpw9UxMXF6QMVcXFxuN1uZFkmLi5Ov3do21arlbi4OEZGRrDZbPq23W7HbreP2db6rCjKmMnZgYEBXC4XHo9H38ftdjM4OIiG5kY/MjJCbm4ueXl57Ny5U5/J7+joYP/+/Vx++eUMDw/r+zscDn1SeGhoSH8/BgcH9WfywMAAHo9H30cL5CfSKVAkNYrWri0tLcyfP5+Kigouv/xy/fdf//rX2bNnz6SpPIqiUFdXx+DgILt27eJ73/sef/zjH9m8eTMVFRVceeWVtLS0kJ+fr7/ms5/9LJIk8fLLL4873kQz8gsXLqS7u5uMjAzDjpK5XC7ef/99rrzySn2kdS6N/JmlT0Inc/RJ6GT8PkmSxHvvvcfGjRuJj4+PiT6FW6eRkRHOnz+PLMvk5eXNSZ06OzvxeDy6Ka4RdTLCZ0/TCSA/P5+SkpKw9un06dO88cYbFBQUcPvtt4fUpwMHDvCrX/2KhQsX8s1vfjNsOrndbg4cOIAkSXz0ox9FVVUaGhr4zGc+Q1xcHK+++io5OTkoisK7b75Pfm5+wDPyEhI73/EFTJs2bCY9NX3GM/Ier5vGtgYK84r491//jGHnMF+6Yxt5OXkRm5FXFC/f/v63OFF1nK/87b386U9/Zsebf+Gf//mf+d73vieupwn65HK5OHDgAJdddhmyLMdEn2ai09DQEI2NjRQXF+vlTaHOwocyI3/xLLz/9tDQkO6PIUkSAwMD1NTUIEkS69at40c/+hHXXnstGRkZLFq0iB/84Ad8//vfZ/v27RQXF/Ov//qvHD16lJMnT4bUV4fDQUNDA8XFxVgslqBn5KOaWp+dnY3FYtFHQjXa29unNEaRZZmSkhIAysvLqaqq4vHHH2fz5s3669rb28cE8loaxETExcVNaIqgpehp/168rV0EgW77u1nOZFuSJH1bu1DBl7Zy9dVX6/trv/ffZ7K2G7VPgWybrU9CJ3P0Sehkjj5drFEs9CmcOmmj/XFxcfrf5ppOdrsdj8eDoij6uYym00z7FGjbZ9qntLQ0+vr6SElJCXufLja6C6VP2ixkcXFxWHWyWCzYbDbcbjcDAwOkpaXps6IrV67k8KEjKIpC7rxcvU5dli/01X/bMsF2ekoGXT2d9A30kp6aPnYfafy2JEljtm1WOyULfDXr+bkF1DXW0tLeQkHefN/5JRlGv+9Pui1fSL6dfHtsn5YuWcaJquPU1NWwdnU5O978C5WVleJ6mqRP8fHxXHXVVfhj9j7NVCct8PQPQMO1HchneKLXasG6//bFpp6VlZVcc801+v//6Z/+CYAvfelLbN++na9//esMDQ3x93//9/T29vLRj36U1157bZx5ejB90v4/mTaBENXUervdzvr169m1a5f+O0VR2LVr15gZ+ulQFEWfUS8qKiIvL2/MMfv7+/U0iFhCURQaGxv10VaBMRE6mQOhk/ERGk1PtI3uIPo6aQPz/pl2gvF4vd6IGt3518eHSriN7jT8v9hrqa1aWeWqVavYV+Hza1q7pjyo42vL0PX2B7dsnKIqdPefR1EVPXhvaTsX1LFmwjLd8K6adWt9S+4dOHAg4uvYm5Vo3/MEgaEtief/Od68ebM+W+//s337dsB3j/jud79LW1sbTqeTN998k2XLlkWpB+OJumv9Qw89xLPPPsvzzz9PVVUV9957L0NDQ2zbtg2Au+66a4wZ3uOPP84bb7xBXV0dVVVV/OhHP+K3v/0tX/jCFwDfG/7ggw/y2GOP8ac//Yljx45x1113UVBQwCc/+clodDFiKIrCuXPnxI3D4AidzIHQyfgIjabHKIF8NHXS+u5yuUTgMQWDg4N62qn/0mvhwOPx6DW7oTrWe71efQ35cAfycGEQQxvU0Orjy8rK2D9aA1y+ujyoY6fpgXxvcI1TVfoGe0FV/QL52XOuP9vcxJKSJcTZ4+jp6dHrtgVjifY9TxA4Wr16rBD1deTvuOMOOjs7efTRR2lra6O8vJzXXntNv/E3NTWNSZ0YGhrivvvuo7m5mYSEBFasWMGLL77IHXfcoe+jpUH83d/93ZRpEGbHarVyxRVXRLsZgmkQOpkDoZPxERpNjdfr1WsroxnIR1snm82m1yNqNZ+C8TgcPgO2lJSUgOsxA6WjowNFUUhMTAx5ffrW1lZcLhfx8fFhmd2/GP8ZeZfLxenTpwFfIH/ocCUQyox8hu/YQ/14vd4xKdOBIMsWigp8LvIFeQUA9PR2M+wcDnpt+kDIzMgkKzOL893nOdfSzPKSFRw9+SH79+831GykUYj2PU8QGJIkkZycHO1mhJWoz8gDPPDAAzQ2NjIyMsL+/fvZuHGj/re3335bT28AeOyxx6iurmZ4eJju7m4qKirGBPFg/DSIcOH1eqmpqdG/uAmMidDJHAidjI/QaGr8l53zHwCfbaKtk3+tp1hPfnK0GehIfLH1r48PdZBAS6tfvHhxRD7X2oy80+nkxIkTuN1u0tPTkSSJltYWJEmirHR1UMdOiEvAbotDVVX6B/tm/HpFVejs7UBRFRLiE8hI961NPxuz8iXFSwHfevJlK339F+vJT0y073mCwFBVFafTGVOZWoYI5AXBoaoqPT09MfWBjEWETuZA6GR8hEZTowWtE5m3ziZG0El7D0QgPzlaTXgkAnmtPj7UtHq4EMgXFxeHfKyJsFqtJIwuFXfo0CHANxtf8Z6vPr6keCnJScG9R5IkhVYnr4LDOQSjl5I2K9/aPnt18jX1NaxZvRYQgfxkGOGeJwiMWBtsEYG8ibFarWzYsGGMW6XAeAidzIHQyfgIjaZGM3eLZlo9GEMn/zp5wXi8Xi9DQ0MApKenh/34FzvWh4IWyBcWFoZ8rMnQ0uuPHfOt515WVsa+9/cBsDbI+niN9BDq5GVZZnFekZ6JkJ+rBfKtIbUpEJYU+VaHqq2r4ZK1lwDw4YcfChPJCTDCPU8wPZIk6UvPxQoikDcxXq+XU6dOxdzoUqwhdDIHQifjIzSaHFVVDWF0B8bQyT+1XsySjWdwcBDwBYrhDj6Gh4f1tP1QZ+RHRkY4d843+xwJozsNLZD3r48/+MFBAMqDrI/X0Orkg5mRV1SF9u5W37rwQH6Obwm8to7IB/LFRb7a/I6uDjKzs0hLTcftduuDHYILGOGeJ5geVVUZHh6OqWeCCORNzvDwcLSbIAgAoZM5EDoZH6HRxHg8HlRVHVMfHk2irZPVatVnXWLNpTgcaIG2/1rG4aKjowPwzfSHWubR2NiIqqqkp6eTkZERjuZNSEpKCg6HQ88kWLlyJUc+PALAmrI1IR1bC+QHHYO4PTP8LKr4XjMad+TO83kODA4NMjDYH1K7piMpMUlP5W9oqmflspUAfPDBBxE9r1mJ9j1PEBixFMSDCORNjcViYd26dTN2QRXMLkIncyB0Mj5Co8nRZuM1x/ZoYgSdJEkS6fVToNXHL1iwIOw6afXxOTk5IR9LW3Yukmn14PMJOHv2LOB7Tzo7OhkY6Mdut7OsZHlIx46zx+kO830DvTN6rSzLLMhZpKfW22w2sjPnAbOdXl9N6fIyQATyE2GEe55geiRJIjExMerPyHAiAnkT4/V6OX78uEjlMThCJ3MgdDI+QqPJMUpaPRhHJxHIT46WWn/+/Pmw66TNyIfD6K6xsRGIfCBvsVj02fiSkhK9Pn7F0hVhyXBJS0kHZl4nrygKLV1j1yfPz/Wl17fOQnq9FsjX1NewpsznXC8C+fEY5Z4nmBqRWi8QCAQCgcBwaOnjRgjkjYII5CfG4/HoacCRMOcKp2O9FsgvXrw45GNNh1aLv2jRIj1YXR1iWr1GKHXyF6MZ3rXNwox8SfHojHx9LWtHvQKOHz+Ow+GI+LkFAsH0iEDexFgsFsrKykQqj8EROpkDoZPxERpNjJGM7sA4OmnvhdvtjqkZmFDR0urj4+NZs2ZNWHUaGhrSZ/vnzZsX0rEcDoc+KDAbgbyWxl9QUEDl6DJ0a1aFO5DvndHrZFmmIHu+nloPkDdqeNfa3hLxz3Xh4iJkSaa75zxJyYlkZmTh9Xr58MMPI3pes2GUe55gaiRJIiEhYUxq/be//W0kSRrzs2LFCv3vTqeT+++/n6ysLJKTk/n0pz+t35eMgAjkTYzX6+Xw4cMilcfgCJ3MgdDJ+AiNJsbf6M4Iyx8ZRSeLxaIHQGJW/gJaIJ+UlBR2nbS0+szMzJAHlbSa9aysLN1VPlL09PSMafvRY0cBKCtdHZbjp6ekATDsdDDiCnz5NkVRaO5oGpNan5OdgyzLDDuH6RvoC0v7JiMhPoH5BQsAqGuoE4Z3k2CUe55galRVxeFwjBsAW7VqFa2trfrPu+++q//tq1/9Kn/+85/5/e9/z549e2hpaeFTn/rUbDd9UkQgb3ISEhKi3QRBAAidzIHQyfgIjcZjJKM7DSPoJAzvJkabMU9OTg67TlowHE6ju9mYja+qqgJ8WQRtbW0MDQ0SZ4+jZMnSsBzfZrOTlJgMzNDwTgKb1QZ+l7XVaiUn21e2MNvp9WUrRZ38ZBjhnieYnomekVarlby8PP0nOzsbgL6+Pn7961/z5JNPcu2117J+/Xp+85vfUFFRwb59+2a76RMiAnkTY7FYWLFihUjlMThCJ3MgdDI+QqOJMVJaPRhLJxHIj0ebkU9NTQ27TuEM5GezPl4L5IuKivS15EtXlIY1wyVdN7wLvE5elmRyM/ORpbFf1/P90usjje5cX1+jlxqIQH4sRrrnGQXNWC4aP5OVnEyUWg9QXV1NQUEBxcXFfP7zn6epqQmAyspK3G43W7Zs0fddsWIFixYt4v3334/cmzcDop+DJwgaj8fD4cOHWbdunSHSKQUTI3QyB0In4yM0mhijBfJG0sm/Tl7gex+cTifgm0E8ePBgWHWKhNFdpB3rAU6ePAnAsmXL2L9/PwBlYaqP10hPTedce/OM6uQVReFsRyMLcxaPrZPPzYfjs7sEXU1dDV++827AN/AxODhIcnJyxM9vBox0zzMKTqeTK664IirnrqiomDBDQkut91+CbuPGjWzfvp3ly5fT2trKd77zHTZt2sTx48dpa2vDbreTnp4+5ji5ubn6KhfRRnzaTIwkSWRkZBgmlVIwMUIncyB0Mj5Co/Goqmo4x3oj6eQfyCuKMiYYmotoafXx8fHY7faw6jQ4OMjQ0BCSJIXF6E6b3V+0aFE4mjclWiC/evVqXnjhBd/2qvDUx2v4O9drnhbTIkFifNKY1Hq4sARdW0dr4McKksJFhVgsFvoH+rDZfWn9HV3tHDp0iKuuuipi5zUTRrrnCabm4qyJG2+8Ud9es2YNGzduZPHixfzXf/2XKcolRCBvYiwWCyUlJdFuhmAahE7mQOhkfIRG4zGa0R0YSyeLxYLFYsHr9eJ2u4mLi4t2k6KKllafkpISdp38zeJCXXtdm43Pzs6O+Kxvd3e3PrtWVlZGdXW1b3tlWVjPkzpqeDfiGsE54iQhfvogQZZk5qWPL1PIzpyH1WJlxDVCT28PmRmZYW2rP3a7nUULFlPfWEddQy0rl5XS0dXOBx98IAL5UYx0zzMK8fHxVFRURO3cEyFJ0qR/00hPT2fZsmXU1NTwsY99DJfLRW9v75hZ+fb2dvLy8sLZ5KCZ20PTJsfj8VBRUYHH44l2UwRTIHQyB0In4yM0Go9/Wr1RZoOMppMWVIo6+QuBfHJycth10tLqzVofX1hYSGdnF8PDw8THx7MozOe2WqykJKcC0DsQWJ28onipb6lFUca6oVssFnLm+coXZqdOfgngq5NftXIVIOrk/THaPc8IaPXo0fiZ7FmoqiqDg4NTLts4ODhIbW0t+fn5rF+/HpvNxq5du/S/nz59mqamJi6//PKwv2fBIAJ5EyPLMvPnz5/zqYJGR+hkDoROxkdoNB5/x3qjYDSdhOHdBbTU+pSUlLDrpM3Ih7M+fjYCeS2tfuXKlRzcfxCAkpISFMK/lNgFw7vewF4gSaQlp8MEgYmWXt/aMbt18mtWrQVEIO+P0e55gsm5+Fn58MMPs2fPHhoaGqioqOC2227DYrFw5513kpaWxt13381DDz3EW2+9RWVlJdu2bePyyy/nsssui1IPxmKMPDxBUMiyPCsPOUFoCJ3MgdDJ+AiNxmM0ozswnk4ikPfhb3SXnJwcVp1UVY2IY/1sGN1pM/KlpaW8u/c9AJYvX47L4yIpzJUY6akZnG1tCti5XpZkMlOzJvxb3qhzfdsszMiXFPuW4autr+Hev70f8Dl9X5xyPFcx2j1PMDGSJI0rr2pububOO+/k/PnzzJs3j49+9KPs27dP9/n48Y9/jCzLfPrTn2ZkZIStW7fyi1/8IhrNnxAxdGRiPB4Pe/fuFak8BkfoZA6ETsZHaDQWIxrdgfF00t4bj8eDoihRbk300NLq4+PjsdlsYdVpcHAQh8MRFqO7oaEhOjs7gdkxutMC+ZUrV3Lo8CHAF8i7PSNhP5dmeNfX3ztleq+GonipaT4zLrUeoCC3AIC2zraIf64XLliIzWZjyDGEonopyJsPwKFDhyJ6XrNgtHueYGJUVWVgYGDMtffSSy/R0tLCyMgIzc3NvPTSSyxZskT/e3x8PE899RTd3d0MDQ3xhz/8wTD18SACeVMjyzJLliwRqTwGR+hkDoROxkdoNBa32204ozswnk6a4R3M7Vl5/7R6CK9O2mx8VlZWyJ9FbTZ+3rx5JCUlhdy2qdCM7iRJYunSpRw/fgy4MCMfSLA9E1KTU5ElGbfHjWN4aNr9pVGzO0kar1FmRhY2mw232835nvNhbefF2Kw2ChcWAlBb7zO8Azh48GBEz2sWjHbPE0xOrBmeik+ciRE1OeZA6GQOhE7GR2g0Fv/ZeKMY3YExdRLp9WMd6yG8OpnV6E6rjy8sLKS+roFh5zAJCYksXLAQFRWP1x3W88myTGqKZnjXO+3+0miN/ETXtyzL5M3zzQzOiuHdaHp9TV01q0Yd/UWdvA8j3vME45EkyXDPy1ARnzgT4/F42L17t0jlMThCJ3MgdDI+QqOxGNHoDoypkwjkL8zIa8u5hVOnSBjdzUZ9vL/R3f59+wBYtWIVCXG+peFcnvB/XtJSLqTXT4dX8XKm6RTeCVLrAfK09PpZMby74Fy/tmwNIAJ5DSPe8wTjUVWV/v7+sGfaRBMRyJsYWZYpKysTI4AGR+hkDoROxkdoNBYjGt2BMXWa64G8v9Gd/4x8OHQKt9FdQ0MDMLtLz5WWlvLBB5UArClbg83qS791eSNRJ58OBOZcL0sy+dkFyBOk1oOfc3175AP5klHn+tqGWsrKVgM+rbq6uiJ+bqNjxHueYGISEhKi3YSwIj5xJkaWZXJycsSNw+AIncyB0Mn4CI0uYFSjOzCmTtp75PV68XrDv6yY0dHS6hMSEvQa9nDpNDAwwPDwMLIsk52dHdKxBgcHOX/eV+89G0Z3/jPymtFdWelq7NbRgZ8IzMhrS9D1DUxveCdJEimJqZOmAufn+Gbk2zvbIv65nj9/AXH2OJxOJ86RYRYt8A20VFZWRvS8ZsCI9zzBeCRJwmazidR6gTFwu93s3LlT/zInMCZCJ3MgdDI+QqMLGNXoDoypkyzL+vtkpHbNFlogr6XVQ/h00urjw2l0l5OTQ2JiYkjHmo6uri46OjqQJImSkhJOnDwOwOpVq7GPzsi7I2B4l5yUgizLeLwehhyDU+7rVbxUNZyYNLU+Iz2DOHscXq+Xru7OsLbzYiyyheLCYgBq6mt0wzuRXm/Me55gPIqi0NfXF1Orl4hA3sRYLBY2bNigu/EKjInQyRwInYyP0OgC/mn1RptdMKpOczm9/mLHegifTuGsj49GWn1hYSG1NbU4nU6SEpMoXFyEVbYiSRIqKm5veD8vsiyTNjorP53hnSzJLMornDS1XpKkWU2vX6Kl19fV6IZ3wrneuPc8wVgkSSIpKclwz8xQEIG8iZFlmczMTJHKY3CETuZA6GR8hEYXMGpaPRhXp7kcyF/sWA/h0ymc9fFNTU3A7BrdlZaWsn/ffgBWrfTVOUuShN0yWicfwfT66erkJUkiKX7qwCNvNL1+Vpzr/erkNcM7Ecgb954nGIuWwSYCeYEhcLvdvPrqqyKVx+AIncyB0Mn4CI0uYFSjOzCuTpq7/1wL5F0uFyMjPtO2i1PrQ9VJVVU9td5sM/L+gbxmdLd6NDgFIlonnzZqeDedc71X8XKi7uikqfUAebm+JejaOtrC1bxJWVLsC+TrG+soLV2FJEm0tLTQ1hb5cxsZo97zBGNRFIXe3l6RWi8wBlarlU2bNhmuPlIwFqGTORA6GR+hkQ9VVQ279BwYV6e5aninpdX7G91BeHTq7+9nZGQEi8VCVlZWSO0cGBigu7sbmB2jO3/H+sOjRnerV63W/67Vybs8EXCuD9DwTpZklixYOmlqPUB+ji+1vqOrPeLLn+Xn5pMQn4DL5WJwaIDCRUWAMLwz6j1PMBZJkkhJSREz8gJjIEkSqamTu5kKjIHQyRwInYyP0MiHNutjRKM7MK5O/oZ3c2lWfqK0egiPTv5Gd6HWB2tGd3l5eRFfIqqzs5POzk5kWaa4uJjjo0Z3ZaX+gbxv4MftjYzhncViwat4GRwamHQ/SZKItydMqVFaajrx8QkoikLn+cga3smyPMbwbsXSlYAwvDPqPU8wFkmSsFgsY3T69re/jSRJY35WrFih/93pdHL//feTlZVFcnIyn/70p/X7nkZTUxM333wziYmJ5OTk8LWvfS3ig2oaIpA3MW63m1deeUWk8hgcoZM5EDoZH6GRDyMb3YGxdZqLdfITOdZDeHSKhNHdbM7GFxUVUX2mGpfLRUpyCosXXkjpt8hWfSY83IZ3kiQFZHjnVbwcqz0yZWq9JEnk5Wjp9bNXJ1/XUEvZSt/Ax1wP5I18zxNcYLLU+lWrVtHa2qr/vPvuu/rfvvrVr/LnP/+Z3//+9+zZs4eWlhY+9alP6X/3er3cfPPNuFwuKioqeP7559m+fTuPPvrorPRJBPImxmq1cv311xtyRkZwAaGTORA6GR+hkQ8j18eDsXWai4H8RI71EB6dtJmpcBjdaTPys2l0t3LlSvbvOwDAqtKyMWZlkiRhm4X15Hv7eybdR5ZkViwunTK1Hi6k18+Gc31x0RIAautrWTPqKSBS6417zxNcYLLMCavVSl5env6TnZ0NQF9fH7/+9a958sknufbaa1m/fj2/+c1vqKioYN++fQC8/vrrnDx5khdffJHy8nJuvPFGvve97/HUU0/NynNGBPImR9w0zIHQyRwInYyP0MjYjvUaRtVJe8/myszZZEZ3GqHopKpqWGfktUB+Npee8xnd+WaTV69aM26/C8714a+TD9TwTpanL1nIz/U518+K4d3ojHxDYz2lpaXIskxraystLZHPBjAyRr3nRQtVVRkaGorKz0xLYaqrqykoKKC4uJjPf/7z+uoZlZWVuN1utmzZou+7YsUKFi1axPvvvw/A+++/z+rVq8fcA7du3Up/fz8nTpwIwzs5NSKQNzEej4cdO3bMWh2GIDiETuZA6GR8hEZjje6MGsgbWSfNHHCuGN5pafUXG91B6Dr19vbicrmwWCxkZmaG1M7+/n56enqQJGlWUuv9Z+R1ozu/+niNSDrXp6dmANA32Depi7aiKpysP4aiTu2yraXWd57viPh1l5eTR2JCIi63i97+XooW+Wrm53J6vZHvedHC4XCQnJwclR+HwzFhm1RVpb+/f0ygv3HjRrZv385rr73G008/TX19PZs2bWJgYIC2tjbsdjvp6eljjpObm6uv1NDW1jZuIFP7/2ys5mCIQP6pp56isLCQ+Ph4Nm7cyIEDBybd99lnn2XTpk1kZGSQkZHBli1bxu3/5S9/eZxxwQ033BDpbsw6VquVm266SYwCGhyhkzkQOhkfodFYo7tQzcUihZF1mmuGd5Ol1UPoOmmz8fPmzQur0V18fHxIx5qOjo4Ourq6kGWZoqIiTlT5gvoJZ+QjaHiXlJCE1WJFURQGJjG8kyWZ0qLV06bWp6akkZCQiKIodHS1T7lvqPgM77T0+hpWLisF5nZ6vZHveYILTJRaf+ONN3L77bezZs0atm7dyo4dO+jt7eW//uu/otjSwIl6IP/yyy/z0EMP8a1vfYtDhw6xdu1atm7dqj8gLubtt9/mzjvv5K233uL9999n4cKFXH/99Zw7d27MfjfccMMY44L//M//nI3uzDpi9M8cCJ3MgdDJ+Mx1jYxudKdhZJ3mUp38ZI71GqHoFM76+GisH19cXMyZ02dwu12kpqaxcMHCcftG3PBOS6+fwvBOmcLozv9YWp387KTXXwjkS1esAub2jDwY+54XDRITExkcHIzKT2JiYtDtTk9PZ9myZdTU1JCXl4fL5aK3t3fMPu3t7eTl+bJg8vLyxrnYa//X9okkUQ/kn3zySe655x62bdtGaWkpzzzzDImJiTz33HMT7v+73/2O++67j/LyclasWMGvfvUrFEVh165dY/aLi4sbY1yQkZExG92ZVTweD6+//rq4eRgcoZM5EDoZH6GR8Y3uwPg6zcVAfqL6+FB1ioX6eM3ormxl2YQDY5Ik+aXXR249+d5J6uQVVeFU48lpU+vhQnp9a/ssOtfX17J2tS+T4YMPPgh71oJZMPo9LxpIkkRSUlJUfiYb5J4otf5iBgcHqa2tJT8/n/Xr12Oz2cbEmKdPn6apqYnLL78cgMsvv5xjx46NmYB+4403SE1NpbS0NEzv5uRENZB3uVxUVlaOMRGQZZktW7boJgLT4XA4cLvd4+qz3n77bXJycli+fDn33nsv58+fn/QYIyMj9Pf3j/kB9Po5/1o6/22PxzNmW6txmmzb7XaP2dY+SNq2qqrjtoEx24qi6NsWi4Wbb74Zm82Goij6DcR/2+v1jtk2ep8m64eZ+yR0MkefhE7G75PNZuPjH/+4/pCOhT7NVCct+NRSOI3YJ6PrpDmTu1yumL6eRkZG9M9LcnJyWHXyN7rLyckJuU9aID9//vyIX0/ajPzy5cv54IODAJSVlun7aO1SFAVFVbBZfYZ3I6OBvKJ49cBaUbx6e70z2FZVFa/ivbAE3ahzvfZ7bRtg9ZJyZEke83ttll5RFX07V1+CrnX09379uKhP47dn1qfCxUUANJxtYOnSZVhkCx0dHTQ0NMTs9TRVnwBuvfVWLBZLzPRppjpp59GOG85tRVGm3PZdE2O3tWP4b4Nvxl2SJP3///RP/8Tbb79NQ0MD7733HrfddhsWi4XPfe5zpKamcvfdd/PQQw+xe/duKisr2bZtG5dffjmXXXYZqqrysY99jNLSUr74xS9y5MgRdu7cySOPPMJ9991HXFxcQH2aSKdAiWog39XVhdfrndAkIFCDgG984xsUFBSMGQy44YYbeOGFF9i1axdPPPEEe/bs4cYbb5zU2Obxxx8nLS1N/1m40Jdedfz4ccA3equN4B49epTq6moADh8+TH19PQAHDhzg7NmzAFRUVNDa6lsCZO/evXR1dQGwe/duPT3j9ddf10fKd+zYgdPpxOO5YJbhdDrZsWMH4BtRf/311wGfuczu3bsB6Ozs5K233kJVVVpbW6moqADg7Nmzum9AfX09hw8fBnyujEePHjV0n7q6uti7dy9AzPRJ6GSOPgmdjN8nVVVpbGyMqT7NVCfty1Vtba1h+2R0nbTZFUVReOONN2L2euru7gZ8Ka4OhyOsOvX09OB2u5FlmczMzJD69Oqrr9Lb24skSZw5cyai19P+/ft1HWRZ5vARX7/mL5wPQFt3K23dvja2dDXT2dOO3eKbkR8e8RloNbY10DvgC7zrWmrpH+oDoLa5msFhX9vPNJ3CMbr/qYYTjLidAJysP4bH69ZN7FJTUgFfar2iKIy4nZxq8DldO0YcnGk6hdM1zICjn9pm3/vbP9RHXYvv+u8d6KGxrQGAuATfgEPn+U5aO8/R0tU8aZ8AznY0cr6vK6g+9Ti6SExMwu12U1l1gKLRwP6Xv/xlzF5P0/Wpv7+fzs7OmOpToDo1Nzfrg4ZOp5Ph4WF92+n0ffaHh4f1bYfDoa+mMTQ0pL92cHBQf8YNDAzoAwUDAwN6DNff368H59rsuqqq47bBd4/3n5zVjuPxePT35ezZs9x5550sX76cO+64g7S0NPbt20dqaioOh4Mf//jH3HDDDXzmM5/hqquuYt68efzud7/T++R2u/nLX/4CwBVXXMEXvvAFPve5z/HII49M2Sd/d/2JdAoUSZ1J2B9mWlpamD9/PhUVFXqKAsDXv/519uzZw/79+6d8/fe//31+8IMf8Pbbb7NmzXiTEo26ujqWLFnCm2++yXXXXTfu7yMjI/oHCnwfjIULF9Ld3U1GRob+4bFYLGO2PR6Pbjjk8XiQZRlZlifddrvdWCwWfdtqtSJJkr4NvlE1/22bzYaqqvq2oih4vV5sNhsjIyO88cYbbN26FYvFgqIoWK1WffTVarXqo2Ta9kT9MFKf/Ns+2bbZ+iR0MkefhE7G7xPAzp07ue6660hISIiJPs1EJ5fLRVdXF5IkkZeXN2X/hE5T96mrqwuPx0N6erqedh5r11NjYyONjY3k5OSwYsWKsOpUXV3Nzp07ycvL44477gipT4cOHeLpp5+moKCARx55JKLXU2trK7fccgsWi4WdO3eSn5eP2+PmrR17WbRwkR4gyLLs25Z8wUBrry8oXpC5yPflW5KQJRlF8SJJMpIk4VW8yAFug282XULi9Xf+itvjZtOGzaSlpKGoChbZ4psh9bqpbjrF8sWlvvd09PeqqiDLFt8suqoiyxa8ipd//9VPcQw7+MLtX2J+3vwL/bioT762+297Z9yn7z3xHY6dPMrfb7uXHTt28Oedr/D//r//L//2b/8Wk9fTVH0aGRlh9+7dbNmyBYvFEhN9molOQ0NDNDY2UlxcTFycb0DJf9Y71G1FUXTz8om2wTfb7b8ty7Ie2Ptv9/f364Z34WzjTLcdDgcNDQ0UFxfrnxl/nQL1wImqvWJ2djYWi2VCk4DpDAJ++MMf8v3vf58333xzyiAefIYm2dnZ1NTUTBjIx8XF6R88fzQXVn83Vv9tf3fKQLa1ZW9mui1Jkr6tXahau2+55RZ9f+33/vtM1naj9imQbbP1Sehkjj4JnczRp4s1ioU+BaqT9uXObrfr7TFqn4yuk91ux+PxjPkiGGvXk79jfbh10r63aRmVofSpudkXJC9evDji19OZM2cA3/fCmuoa3B43aX5Gd9q+/tuSPBrgqgouj5s4W5zfPn7vzUy3Jd92Wmo6Xd2d9A30kp6arv9eq89fVTz2O64vAPHtI0sySBeOnZ9bQG1DDR2d7SwsmLxP47ctE25P1Y8lxSUcO3mU+sY6ykpX8+edr3DkyJGYvZ6m6lNCQgI333wz/pi9TzPVSdPdPwAN13Ygn+GJXqsF6/7bFy8lF4n2Btqni6+Vi7cDIaqp9Xa7nfXr148xEVAUn3Gd/wz9xfzgBz/ge9/7Hq+99hqXXnrptOdpbm7m/Pnz5Ofnh6XdRkFRFLq7u/XRVoExETqZA6GT8ZnrGpnB6A7ModNcMLybzrE+FJ3ManSn1cf7G92tLl0z5eyXL6D2Be8ubyQM73xmzFqdvD+qqjLkvJCCOx2zaninL0FXy5pVq4G5a3hnhnueAD3rIJY+o1F3rX/ooYd49tlnef7556mqquLee+9laGiIbdu2AXDXXXfxzW9+U9//iSee4F//9V957rnnKCwspK2tjba2Nn3keXBwkK997Wvs27ePhoYGdu3axa233kpJSQlbt26NSh8jhdfr5eDBg5PW/guMgdDJHAidjM9c18gsgbwZdPIP5GPpS53GxUZ3ExGsToqijDG6CwWtTh9m17F+5cqV+nJpq1dPndUJfuvJe8I/8JOWmgZA7wRL0CmqQlNbQ0Cu9QD5uQWAz/Au0mjO9Y1NDSxbthyLxUpXVxdNTU0RP7fRMMM9TzA6MDYU+MCYGYh6IH/HHXfwwx/+kEcffZTy8nKOHDnCa6+9po/yNjU16WYOAE8//TQul4vPfOYz5Ofn6z8//OEPAV96x9GjR/nEJz7BsmXLuPvuu1m/fj3vvPPOhOnzZsZms7F169YZp2EIZhehkzkQOhmfuayRv6Ow0QN5M+iktc2/XjyW0CY3EhMTx6Tp+hOsTj09PXotbahL+/b29tLX14ckSbrRcKRQVXXM0nOa0d3q0tXTvtYW0SXofO/hwGD/uM+iRbawsnDVmLT2qcgbXUu+q7tLv19Eipx5OSQnp+Dxejjf20XJaGBfWVkZ0fMaETPc8wS+dPa0tLQxKflmJ6o18hoPPPAADzzwwIR/e/vtt8f8v6GhYcpjJSQksHPnzjC1zNgoikJXVxfZ2dkx9aGMNYRO5kDoZHzmskbal3JZlicNzIyCGXSSZRmbzYbb7cblco2pMY0Fpkurh+B10mbj582bF7K+2mx8QUFBxCdb2tvb6e7uxmKxsHDhQk6d9gX1q1dNH8jbLb62uUcd5zXDunCQEJ+A3WbH5XbRP9hPRtqFwRFVVRkcHiA5ISUg86uU5BSSEpMZcgzS3tnGgoLIDY5IksSSwmI+PP4htfW1rFi6ktM1p/jggw/41Kc+FbHzGhEz3PMEF1LrZ2ImZ3TEp83EKIrC8ePHRU2OwRE6mQOhk/GZyxr5p9Ub/QuIWXTSMhsiPXMZDbRAfrK0eghep3Cl1cPs1sdrs/FLliyhquoUHo+HzIxM8vMKpn2tRbbowXu40+slSSItNR2AvoGxdfKKqtDa1RJwaj1Afq5vVr51FtPra+trWLWyDEAvWZhLmOWeF2nM0H9tabxoE673KraGoOcYVquVa6+9NtrNEEyD0MkcCJ2Mz1zWSAvkzZC6aRadtPcyFg3v/B3rJyNYnTTH+nAG8oWFhSEfazo0o7uVK1ey/33f8sarVpYFNDCmGd453cO4PC7ibPFhbVt6Sjqd5zvo7e8d83uLbGHZohUzOlZeTj419dWzUidfXHTB8O5zn/wbwJda778U2FzALPe8SGG325FlmZaWFubNm2foAWe73T5myfHZRlVVXC4XnZ2dyLIccqmcCORNjLYman5+vkjlMTBCJ3MgdDI+c1kjsxjdgXl0utjwzqhfPGdKIEZ3EJxOiqLQ2dkJhO5Yr6qqXi65aNGikI4VCP6O9X/6458BWFO2NuDX2612XyAfCef61FHn+osM71RVpX+oj9SktIA/n1qdfFv77M3In21uoqSkBKvVSnd3Nw0NDRQVFUX8/EbBLPe8SCHLMkVFRbS2ttLSEvkVE4JFVVW8Xu+Y5fKiRWJiIosWLQr58yICeROjKAq1tbXk5ubOyRuHWRA6mQOhk/GZqxqZyegOzKOT9l5qhnexUievpdVPZXQHwenkb3R38XrMM6Wnp4eBgQFkWZ4Vozv/QP473/4uAGWlZQEfQ1uCLiLO9SnpgM/wzuP1YLX4PouqqtDZ20FKYoq+dvx05Of6lqDr6u7C5XJF9J4xL2seqSmp9A/009XdSUnRUk5VV/HBBx/MuUDeDPe8SGK321m0aBEej8ewBqIej4fDhw+zbt26qN7vLRZL2Or0Y+OpNUexWq1cddVV0W6GYBqETuZA6GR85qpG2uyqGYzuwDw6SZIUk4Z3gaTVQ3A6RcroLtIDVG1tbfT29mK1WlmwYAFnqk8DsHrV9EvPaehL0EXA8C4+Lp44exwjrhH6B/rITM8CQJYtlCxYNqNjJSelkJKcwsDgAO2dbSycH7lsB0mSKC5cwpFjh6mpq2HlslJOVVdRWVnJ7bffHrHzGg2z3PMijXZPNXIJ2KZNm6LdhLAyN4eNYgRFUWhsbDSFucRcRuhkDoROxmeuauQ/Gx/tdMBAMJNO/un1sUIgjvUQnE5mNbrTZuOXLFnCiRMnR43ussgbnb0OBItsRR6dFY+E4V36qOGdf3q9oip095+fkdkdXEivn03Du7qGWsrmqOGdme55c5lY1EkE8iZGURTOnTsXUx/IWEToZA6ETsZnrmpkpvp4MJdOseZcr6pqQI71EJxOmtFdqPXxEB3H+tLSUg7uPwD40upnOjBm19eTj0R6va9Ovs/f8E5V6RvsBVWd0bH0OvlZCeQ1w7sa1pT5Mhw0w7u5gpnueXOZWNRJBPImxmq1csUVV8RMOmCsInQyB0In4zNXNTKTYz2YS6eLDe/Mjsvl0gclpgvkZ6qTv9FdqDPyqqpGzbH+4EHfbPFMjO40tDp5lycShnfpAGOc62XZQlHBEmR5ZiU12hJ0s2N45wvkm5qbWLKkGLvNTm9vL3V1dRE/t1Ew0z1vLhOLOolA3sR4vV5qamoMayoh8CF0MgdCJ+MzFzVSFMVURndgLp20wRHN8M7saLPxSUlJ0/opzFSncBrddXd3MzAwgMViYcGCBSEdazpUVR0zI3/kyGFgZkZ3GvqMvDdyhneDjgE8Ht81r4ya3QWbWn++5zwjrsgutZWVmU1aahqKotDe1cnSYl9N/1xKrzfTPW8uE4s6iUDexKiqSk9PT0zMIsQyQidzIHQyPnNRIy2IN4vRHZhLJ82cCWKjTj7QtHqYuU6RMrqLdKZJa2vrGKO700EY3Wlogbxn1PAunMTHxRMflwBA30Cf75cqOJxDMMNLKSkxidTkVADaO9vC2cxxaIZ34EuvX7FsJTC3Ankz3fPmMrGokwjkTYzVamXDhg0xlSISiwidzIHQyfjMRY386+PNYHQH5tMplgzvAnWsh5nrpNXHm9XorqSkhGPHjuP1esnKzCY3Z+Z1/hbZikWOjOEdMM7wTpZlFucVBTVwkjeb6fXFFwzvVo0a3lVWVkb8vEbBbPe8uUos6iQCeRPj9Xo5depUTKWIxCJCJ3MgdDI+c1Ejs6XVg/l0ipVA3t/oLpBAfqY6aTPyZjO686+PP7BvPwCrS1cHPTBmt2iGd+FPWdfS6zXDO0VVaO9uDWr2X3eun4VAvmTUub6mvkb3HqisrIwpU7GpMNs9b64SizqJQN7kDA8PR7sJggAQOpkDoZPxmWsamc2xXsNMOsWK4d3IyIg+8JOUlBTQawLVKVJGd7MZyK9atYoPRmeJV5etDvp4Nt3wLvIz8qjg9rhnnFoPfoZ3s+Bcr6XWNzefpbioiDh7HP39/dTU1ET83EbBTPe8uUys6SQCeRNjsVhYt26daeom5ypCJ3MgdDI+c00jf6M7szjWg/l00t5bVVVNPVOjpdUHYnQHM9Opu7tbN7rLyMgIqZ3d3d0MDg5Gx+jusGZ0F3wgPxuGd0OOQdweN7IssyBnUXCp9aMz8t293ThHnOFs5jgyMzJJT8tAURXaOltZusRneDdX0uvNds+bq8SiTkEF8nNpSQkj4/V6OX78uKm/eMwFhE7mQOhkfOaaRmY0ugPz6SRJUkyk188krR5mppOWVp+TkxOyV0NDQwMA8+fPj/gA1blz5+jv78dms1FQUBCS0Z2GtgSdx+sOe+p4nD2OhPhEwJderygKLV3BrXudmJBIWkoaAO0dkTe8819PfuWyUmDuGN6Z7Z43V4lFnYIK5EtKSrjmmmt48cUXcTojO8onEAgEAsFcxIxGd2YlFpzrZxrIzwT/QD5UopFWv3TpUo4ePYaiKGRnzQvK6E7DIlt0w7tIzMqPS68PgbxZTK+/EMjXsmqFz/BurgTyAkG0CCqQP3ToEGvWrOGhhx4iLy+Pv//7v+fAgQPhbptgGiwWC2VlZaaaqZmLCJ3MgdDJ+Mw1jcxaH29Gncw+Iz9TozuYmU5mD+RLS0s5sM/3PXV1CGn1GtqsvDsChnfpfoZ3sixTkD0/6OX+dMO7WQnkfYZ3tfW1rCnzZTwcOnRoThjemfGeNxeJRZ2CujOUl5fz05/+lJaWFp577jlaW1v56Ec/SllZGU8++aRuiCKILF6vl8OHD8dUikgsInQyB0In4zPXNDJrIG9GncxueDcyMoLH40GSpICN7gLVyd/oLlTH+mgZ3ZWWluqzw6EY3WlccK6PQJ18qs+DoHegB0VRaO5oCjoYzp9F53ptRv5cSzOLFy8iPj6ewcFBzpw5E/FzRxsz3vPmIrGoU0hmd1arlU996lP8/ve/54knnqCmpoaHH36YhQsXctddd9HaGvkbx1wnISEh2k0QBIDQyRwInYzPXNFIURQ8Hg9gvkAezKeTv+Gd9r6bCW02PikpaUazt4HopBnd2e120tPTg20iAF1dXQwNDWGxWJg/f35Ix5oORVHGGN0dPnIICK0+XuOCc30klqDz1bU7hh24PC5sVhsEWVmjpdb39vUw7IysW3dGeiaZGZkoqkJrRyvLipcDcye93mz3vLlKrOkUUiD/wQcfcN9995Gfn8+TTz7Jww8/TG1tLW+88QYtLS3ceuut4WqnYAIsFgsrVqyIqRSRWEToZA6ETsZnLmmkGd1ZLBbT9deMOvkb3mnvvZkIpj4+UJ20tPp58+aF7NXQ1NQEzI7R3dmzZxkcHCQuLo7c3Fyqa6qB0BzrNTTneo/iCXvquN1mJzHBl1UxMNBPbmY+shTc1/WE+AS95j7Shnfgl17fUKsb3s0F53oz3vPmIrGoU1B3hieffJLVq1dzxRVX0NLSwgsvvEBjYyOPPfYYRUVFbNq0ie3bt3Po0KFwt1fgh8fj4eDBg6acPZhLCJ3MgdDJ+MwljcyaVg/m1cnMdfLBBPKB6hTO+njNsb6wsDDkY02Hlla/bNkyPvzwKIqikDMvh5x5ofdjrOFd5Orke/p7aGyrD2mwYDYN77T15Gvra1hVOncM78x6z5trxKJOQQXyTz/9NH/zN39DY2Mjf/zjH7nlllvGpXLl5OTw61//OiyNFEyMJElkZGQIN2ODI3QyB0In4zOXNNKCSTOtH69hVp3M6lyvqqq+hnxycnLArwtUp1gwuju4/yAAq1aGPhuvYdfT6yPnXN830EtifFLQqfXgVyc/y871a/0M72KpJnkizHrPm2vEok7WYF70xhtvsGjRonHBu6qqnD17lkWLFmG32/nSl74UlkYKJsZisVBSUhLtZgimQehkDoROxmcuaWTmGXmz6nSx4Z1Zvuw5nc4ZG91BYDrFitHdf7z4nwCsCYPRnYbdamfY5YhMnbxfID8vPbQBFM25vm1WDO98n6eW1nMsWLCQhPgEHA4Hp0+fprS0NOLnjxZmvefNNWJRp6Bm5JcsWUJXV9e433d3d1NUVBRyowSB4fF4qKioiKkUkVhE6GQOhE7GZ65oZHajO7PqZLPZkCTJdIZ3Wlp9cnLyjIzuAtEp3EZ3DocDq9U6K0Z3p06dAsJvdKdht2hL0EXAuX40tX7YOUx102kUJfgZ7dycPAB6+3sjbniXnpZOVmYWqqpyrv0cy0tWALGfXm/We95cIxZ1CiqQn2xplsHBQeLj40NqkCBwZFlm/vzg1xcVzA5CJ3MgdDI+c0UjbTbejEZ3YF6dJEkyZXp9MPXxEJhO4TS602bj58+fj9UaVELojM7lcDiIj48nOzubmtoaAMpG67bDgW2M4V14U8dtVhtJib4yCRkZQnjvE+ITyEjzLWk3m7PydfW1rFi2Eoj9QN6s97y5RizqNKM76UMPPQT4HnaPPvooiYmJ+t+8Xi/79++nvLw8rA0UTI4sy7OSniYIDaGTORA6GZ+5opGZ0+rB3DrZ7XZcLhcul2tGaerRJJj6eAhMp/b2diD0tHq4YHQ3m2n1y5cv58iRD1EUhdx5uczLDr3OX8NneGfFq3hweV3Ey+Fd1io9NZ0hxyBerzdo13qNvNx8evp6aO1opWhxcZhaODFLCpdwoHI/tfU1lI16EsS6c72Z73lziVjUaUZ3hsOHD3P48GFUVeXYsWP6/w8fPsypU6dYu3Yt27dvj1BTBRfj8XjYu3dvTKWIxCJCJ3MgdDI+c0UjbfkzswbyZtbJbEvQqaoa9Ix8IDqF0+hOW3puNh3rS0tLObD/AACrwrDs3MVoy9BFxPBuNL3+XEdzyDP+muHdbDjXLykeXYKuvoa1q9cCvvjBjPeDQDHzPW8uEYs6zWhG/q233gJg27Zt/PSnPyU1NTUijRIEhizLLFmyJKZSRGIRoZM5EDoZn7miUSzMyJtVJ7MZ3g0PD/tmbGV5xhkE0+nkb3QXaiAfTaO7F57/LQBrysJXH69ht8ZF0PDOlw7vGnEhhTojP4uGd9oSdC1tLRTMLyApMYkhxxBVVVWsXh3+wRQjYOZ73lwiFnUKqie/+c1vRBBvAGKx1iMWETqZA6GT8ZkLGvkb3Zlx6Tkwt05Wq9VUhndaWn1SUtKMBx2m0+n8+fN4vd6wGN11dnbqRncFBQUhHWs6vF7vGKO7I0cOA1Bmshn5tOQ037HdLkZcoQ0UaIZ3fQN9OIYdIbdtKtJS08jOmgdAc+tZ3fAultPrzXzPm0vEok4B9+RTn/oU/f39+vZUP4LZwePxsHv3blN82ZjLCJ3MgdDJ+MwFjcxudAfm1slshnfBptXD9Dr5p9WHy+huwYIFETe6a2howOl0kpiYSGZmpm50tzqMRncadosvkPcqHrxhNryzWq0kJ/l07e7rDulY8XHxZKZnArOUXq+tJ19Xy8plvmXnYtnwzsz3vLlELOoUcCCflpam38jT0tKm/BHMDrIsU1ZWFlMjS7GI0MkcCJ2Mz1zQyOxp9WB+nfzT641OKIH8dDqFsz5+NtPqT5w4AYwa3R06gqqq5OXkkZ09L+znkmULVtk3MBGJZei0Ovn+gb6Qj6Wl17fOinP9aCDfUMuqlb4BlFgO5M1+z5srxKJOAQ+L/uY3v5lwWxA9ZFkOywNWEFmETuZA6GR85oJGsRLIm1knswTyqqrqqfXBBvJT6RTOQD4ajvWlpaUcOKAZ3YV/Nl7DZrXjcXlweUeIJ9zO9Rk0t52lb6A35GPl5+Zz8syJWZqRv2B4d9O1NwPw4Ycf4na7TVsyNBVmv+fNFWJRp6CGJIaHh3E4LtTYNDY28pOf/ITXX389bA0TTI/b7Wbnzp2mcdedqwidzIHQyfjMBY1iIZA3u07+zvWqqka5NZPjcDh0ozv/5YADZSqdwml0pyiK7lg/m4H8qlWrODg6C7ymbG3Ezme3xgGRqZNPSfb5UfUO9Ib8WczLnT3DuyWjhndt7a3k5uWRnJSC0+nUtYk1zH7PmyvEok5BBfK33norL7zwAgC9vb185CMf4Uc/+hG33norTz/99IyP99RTT1FYWEh8fDwbN27UR1An4tlnn2XTpk1kZGSQkZHBli1bxu2vqiqPPvoo+fn5JCQksGXLFqqrq2fcLqNjsVjYsGGDaeso5wpCJ3MgdDI+sa6R1+vF6/XV2Zo5kDe7TmYxvPNfPz6YGvapdAq30d3w8PCsGN253W7OnDkDXGx0F7kZ+QuGd+F3rk9PSUdCwuUawTniDOlYufN8hnf9g/0MOYbC0bxJSUlJJSfbNwDU3NLE8pLlQOym15v9njdXiEWdggrkDx06xKZNmwD47//+b/Ly8mhsbOSFF17gZz/72YyO9fLLL/PQQw/xrW99i0OHDrF27Vq2bt2qp3RdzNtvv82dd97JW2+9xfvvv8/ChQu5/vrrOXfunL7PD37wA372s5/xzDPPsH//fpKSkti6dStOZ2g3QaMhyzKZmZkxVesRiwidzIHQyfjEukbaLIHVajV1H82ukyRJpkivD6U+HqbWqb29HQiv0d3ChQsjbnRXV1fHyMgIycnJpKenU1tXC0TGsV7DbvHNyHsVb0QM71KSffr2DvSEdKw4exxZGVnAbBneXUivL12+Cohd53qz3/PmCrGoU1A9cTgc+oPj9ddf51Of+hSyLHPZZZfpN+xAefLJJ7nnnnvYtm0bpaWlPPPMMyQmJvLcc89NuP/vfvc77rvvPsrLy1mxYgW/+tWvUBSFXbt2Ab7Z+J/85Cc88sgj3HrrraxZs4YXXniBlpYW/vjHPwbTXcPidrt59dVXYypFJBYROpkDoZPxiXWNYiGtHmJDJzM414cayE+lkxbI5+bmBt/AUWbT6K6qqgqAFStWcPDAQZ/RXW4+2VnZETunLMu64V240+u9ihcVX0p9X39vyMfT0utnw/Cu2M/wrizGDe9i4Z43F4hFnYIK5EtKSvjjH//I2bNn2blzJ9dffz3gM0aZyfryLpeLyspKtmzZcqFBssyWLVt4//33AzqGw+HA7XaTmelbVqO+vp62trYxx0xLS2Pjxo2THnNkZIT+/v4xP4Ce4uif7ui/7fF4xmwrijLlttvtHrOt1Ttp26qqjtsGxmwriqJvy7LM5ZdfjtVqHbP2sP+21+sds230Pk3WDzP3Sehkjj4JnYzfJ6vVypVXXolGLPTJv+3+S8+ZuU+xoJOmgcvlMuT1dLHRXbh1amtrAyAvLy/kPtXX1wO+GflIf/a0GuwVK1aw7/39AKwpW+PbR1VQRmfMfdvK+G3lom11om3vmG1VVf3q5H3p9d7R30+2rarquG2tT/7bqqoyP28hAD39Pfrvx/Yj8D5p6fVtHa3T9imQfkzVp6LCIsA3I1+2yhfIf/jhhwwNDentMsr1pG0H+9kD2LRpE7Isx0yfjHjfm0s6BUpQgfyjjz7Kww8/TGFhIRs3buTyyy8HfLPz69atC/g4XV1deL3ecSO+ubm5+kNkOr7xjW9QUFCgB+7a62ZyzMcff3zM8nkLF/pumsePHwd8I7zaKO/Ro0f1evvDhw/rD6gDBw5w9uxZACoqKmht9Y127t27l66uLoD/P3tnHh/HWd//98zsqfu2LFu2fNvyfdtJnJs4CZAEQi5aAoFASxt+pSlHw+8HtKU0pASaUmjS0gKBFhICJAHiOE7iOHbiM74v+ZBlybLuY3WstNfM/P4YzUSyJUvanZV2RvN+vfzKE2n1zPPoM/tov/O92Lp1K4FAANB+V/rT9E2bNhEKhYjFYmzatIlYLEYoFGLTpk2A9tRdLyQYCATYunUroOWwHTp0CEEQqK+vZ+fOnQBcuHDBqBtQVVXFwYNajtiZM2c4cuRISu+ppaWF7du3A9hmT45O1tiTo1Pq70kQBCKRCDt27LDNnvrrpBvyeo6vVfdkB5327NGMwEgkkpLvp56eHhRFQRRF/H6/qTrFYjFaW1sB7bNTInvavXu3UbE+EAgk/d7rX0xt3z5Nk9Lp2me6QFc71Q3aWlo7WrjQpEUKNLc3UtdSC0BDWz0Nbdoa61pqaW7XIhMuNFXT2qGtt7rhvBHmfq6uks5gh5En3xvWjNTTNRX0hLWi0BXnjxOOaqmdJ6qOEpOjKKrCiaqjKKpCTI5youooAOFoiIrzWvu8nnAPZy6cojBXa5vXHmhDVVU6gx2cq6uMa09ur/aAqqGpftg9AVTWnqG7tyuuPUUF7aFGY1MjnbEAmRmZRCIRfvaznwGp9X6CxO+9rKwsWltbbbUnR6fx29NIEdQ4y2A2NDRQX1/P0qVLjVyDvXv3kpWVxfz580c0R11dHVOmTGHnzp3GwwCAr3zlK7z99tvGH9Kh+M53vsM///M/s23bNpYs0Z647ty5k6uvvpq6ujomT55svPbee+9FEASef/75y+YJh8OEw+8XKens7KS0tJS2tjZyc3ONJyySJA0Yx2IxBEEwxqIoGk95BhtHo1EkSTLGekEdfQza05r+Y7fbbRTccbvdKIqCLMu43W7C4TCbN2/m9ttvR5IkFEUxvIn6WJa1p6P6eLB9pNKe+q99qLHV9uToZI09OTql/p5A+yN3yy234Pf7bbEnfRyNRo3aMJMmTcLj8Vh2T3bQSddDVVXy8/NJS0tLqfdTU1MTp06dIjs7m2XLlpmqU1NTEy+88AJpaWk8/PDDRgRAPHuqrq7mH//xH/F6vXz/+9836j8k494LhUJcf/31RKNRXnzxRTZcs4Hai7X84sf/w1XrrtE8zqqKKEp9Yy0Sa8C4z0NmjAUQhUvHMgiCMRYEkXAsTHNnA5IoUZJbiqzIiIKIIAiDjkHzmvcfS6Kkedv7jaNylIrzx6mpqUFVVW666gP4fWmoqtJvHyPfUygU4qn//B6qqvKXn/4/ZGRkDLmnodY+mj194ct/QWNTI//vK9/gn7/7BHsP7uHpp5/mz//8z1Pq/ZTovRcOh9myZQu33norkiTZYk92/BxhJZ1GWpsk7qojxcXFFBcXD/jamjVrRjVHQUEBkiQZuVg6jY2Nl819KU8++STf+c53eOONNwwjXl+XPkd/Q76xsZFly5YNOpfX68Xr9V72dT20rn91w/7j/kVbRjLu3ztzNGNBEIyxfgOAlkd5yy23GILrX+//mqHWnqp7GsnYantydLLGnhydUn9Pqqpyyy234PP5bLMnfax/2Ha5XEaOvFX3ZAedPB4PHo+HcDg8wBBKlffTpfnxZurUPz9e/2Aa7550r9T06dMH1H5Ixr1XXV1NNBolMzMTr9dL7cVaBEFgcV/rOVEQoe+z8ZBj8f1A1aHH0mVj3SOvF7yT+r1myLFw+VgQhAFjt+RmQdlCAm0BOro6CHQGSPOnI/S9ZrR78vl85Ofm09LWQmNzI1mZWUPu6YprH+GeZs2YTWNTI1Xnq5g/dwF7D+4xvJyp9H4a7fjSe8/n83HLLbfg8XgMA8zqe7Lj5wir6TQS4gqtDwaDfP3rX+eqq65i9uzZzJw5c8C/keLxeFi5cqVRqA60/IQ333xzgIf+Uv75n/+Zb33rW2zevJlVq1YN+N6MGTMoLi4eMGdnZyd79uy54pxWpf9N4ZC6ODpZA0en1MeuGtml0J2OHXTq308+1dAN+YyMjITmGUwnMwvd6aGmM2bMSHiu4dDD6hcsWMDuXbu165bNNKq+JxNREHFJfQUSTW5DJ4oS2Zk5AHR0BRKez+gnP8aV6xcv1Jxudq1cb4czbyJgN53iMuQffvhh/vu//5sNGzbwyCOP8Fd/9VcD/o2GRx99lB//+Mc8++yznDx5ks9//vMEg0EeeughAB588EEee+wx4/VPPPEEX//61/nJT35CWVkZDQ0NNDQ0GEVfBEHgi1/8Iv/4j//I73//e44ePcqDDz5ISUkJd911VzzbTVn654Q4pC6OTtbA0Sn1sbNGdjLk7aJTqragUxTF+MwzmgLDlzKUTrohP1xk5EjQ8+PHwpDX6xotWrSIPbu1PNeli5Yl/bo6HknvJ2/e/aLnnWdlZgMQMKFy/eSiEmCMDPkyrXL9uapKli7WIiOOHDkyIJ3VDtjlzLM7dtQprscSr776Kq+88sqAaqfxct9999Hc3Mw3vvENGhoaWLZsGZs3bzaeBNfU1AwIC3r66aeJRCJ87GMfGzDPN7/5Tf7u7/4O0HLsg8Egn/vc5wgEAlxzzTVs3rzZCB+zCy6Xi9tvv912T5fshqOTNXB0Sn3sqpGqqrYy5O2ikx7iGIlEUFU14X7qZhEMBo3czUQ+1wymUygUMgowFRUVJbTOaDTKxYsXASgrK0torpFw/LhWJG7RokW89OLLAIbxOBZ4XB56IkGiJnrkRUGkfMZiurq1bkqBrvaE78XiIu0BzZi0oCvTonSbWprIzc8jOzObjq4Ojh49ellErZWxy5lnd+yoU1w7yc3NNdq9mcEjjzzCI488Muj3tm3bNuD/9ae7V0IQBP7hH/6Bf/iHfzBhdalN/+IODqmLo5M1cHRKfeyokSzLRh62HQx5sIdOer0MvfhdqmjTPz8+0YcLl+qke+Ozs7Px+/0JzV1TU4Msy2RmZpr6mXEwenp6qKzUKrmXl5dz8OABYKwN+b4WdLK5ERyKIpOZnmUUy+rpDZKeFn9KxaTCYgRBINjTTVd3V1JTD9LTMyieNJmGxnqqL5xn/twF7Nm/m/3799vKkAd7nHkTAbvpFFdo/be+9S2+8Y1v0NPTY/Z6HEZBLBZjy5YttgoRsSOOTtbA0Sn1satGujfe7XanjNc3Eeyik170DlIrvL6zU/PO6oXu4mUwnczMj+8fVp/s+/rkyZMoikJRURHd3d20B9pxuVzMmzuyLkpm4B5Q8M6ce19RFSqqT4AAWRnmhNe73W4K8gqAsc2TP3f+LOXzFgLw3nvvJf26Y4ldzjy7Y0ed4nok8b3vfY/KykomTZpEWVnZZRX2Dhw4YMriHK6M2+3mzjvvHO9lOAyDo5M1cHRKfeyqkZ3C6sFeOumV61PJkNc98onkx8PgOiWj0N1Yh9Xv2qkVulswdwFez+UdiZKFXvAuJkeJxCL4PYl7/SRRYvGsZQDkZOYQ6Gwn0BVgSvHUhOYtLppMc2sz9Y31zJk5N+F1XonZM2bx7u4dVFZVsqh8EWA/Q95OZ56dsaNOcZ0ydisaZ1VUVaWrq8uU8DqH5OHoZA0cnVIfu2pkN0PeTjqlmkc+FosZ0ZCJeuQH0ylZHvlkoxvyCxcuZM9uzZBfMoZh9Toel6efIZ+W8HyqqhKOhvC6fWRn5cBF6OhsT3jeyZNKOHryyJh45GfO0AreVVad5Z477ge0woShUMg2tavsdObZGTvqFJch/81vftPsdTjEQSwWY8eOHdxyyy2j7jvoMHY4OlkDR6fUx44a9S905/WOnfcwmdhJp/4t6FKh4J3ujfd6vQk/+LlUp+7uboLBIIIgJFzorqenx3goMH369ITmGgn9K9b/+D9+DMDSxcuSft1L8Uheegia1oJOURUqa88wv2whOVk5AHR0dZha8C7Z9/XMvsr1La0tZOdkkZuTS3ugnSNHjrBmzZqkXXcssdOZZ2fsqFNcOfIAgUCA//qv/+Kxxx6jra0N0ELq9QqlDsnH7XbzwQ9+0DY3o11xdLIGjk6pjx016m8g2qUAj510kiTJ6JyTCv3kzQqrh8t10g3vvLy8hLXTvfGFhYUJRw4MR1tbG3V1dQiCwJw5czh89DAwToa8S29BF0ZV1YTnk0SJhTOXIIkSGWmZiKJETI4R7OlOaN6iwkmIokhPb5DOrs6E13kl0vxplEyeAkBV9Tnmz14A2Cu83k5nnp2xo05xGfJHjhxh7ty5PPHEEzz55JNGq5Lf/e53A3q+OyQXRVFoa2szqh07pCaOTtbA0Sn1saNG/cPqx9vbaxZ20ql/wbtU6H3dv2J9olyqk5n948cjP76srIya6hp6e3tJT0s3Wp+NJbohr6iKKQXvVFUlGNLaDYqiSLbeT74rkNC8bpebwnwt6qKuMfkOuLmztDz805WnWbhAy5Pfu3dv0q87VtjpzLMzdtQpLkP+0Ucf5VOf+hRnzpwZkN9y++23s337dtMW53BlZFlm3759yLI83ktxuAKOTtbA0Sn1saNGdsuPB/vplEp58mYa8pfq1NDQAJibHz8WhrweVr9w4UJ2vrsLgEXli41IirFEEETcku6VT/x+UVSFmobzKKpmeORk5gCJV64HKCkuAaC+oS7huYZjzqw5AJypPG1ESuzZsyfp1x0r7Hbm2RU76hTXKbdv3z7+7M/+7LKvT5kyxfhD4JB83G43GzdutFWIiB1xdLIGjk6pjx01sqMhbzedUsWQD4fDRlSAGYZ8f51UVaWpqQmwbqG7RYsWsWevZhyOZf/4S/H29ZMPm5AnL4kSC8oWIokSgFbwDugwxZDXwt3rGpLvkZ/T55E/W3mG5UuXA1BRUWFE9Fodu515dsWOOsVlyHu9XqOPaX9Onz5NYWFhwotyGBmKotDU1GSrEBE74uhkDRydUh+7aaQoipF3bSdD3m466drEYrFx3ZPujU9PT0eSpITn669TIBAgHA4jSRL5+fkJzdve3k4gEEAURaZNm5bwOq+EqqoDDPn9+/cD45Mfr+Nxa4a8GQXvVFWlq6fTyLfPycoFoKMrkHAOvm7INzQ1JP2+nl5ahsftIdgTREY2rr1v376kXnessNuZZ1fsqFNchvwdd9zBP/zDPxgfQARBoKamhq9+9avcfffdpi7QYWgUReHYsWO2uiHtiKOTNXB0Sn3sppH+N1QURVMMs1TBbjpJkmQUIhxPr7yZYfUwUCc9P76wsDDhe1H3xpeUlCS9E8PFixcJBAK43W6mTp3KyYoTACxZtCSp170Snj6PfDQWSdjYVlSF+pY6I7Q+Iy0DSXIhKzLdwa6E5s7Pzcfr8RKNRWlubUporuFwuVzM6KtZcPbcGRbN1/Lk7RJeb7czz67YUae4DPnvfe97dHd3U1hYSG9vL9dddx2zZ88mMzOTb3/722av0WEIXC4XN954o20qHdsVRydr4OiU+thNIzsWugP76QSkRME7sw35/jolo9DdWITV6/nx8+bN48iRo8iyTH5eAZP78r/HA5foQhBEVFSicmIPfiRRYu60+UZovSAIphW8EwSByZO039OYhNfP1PPkz7B4ofagxS6GvB3PPDtiR53iMuSzs7N5/fXXeeWVV/jBD37AI488wqZNm3j77bdJT083e40OQ6AoChcvXrTVkyU74uhkDRydUh+7aWTH/Hiwn04w/nnyqqomxSOv66Qb8lYudLd7524AlixcMq4PxgRBwNuvDV0iqKpKR/fAMHq9n3ygsz2hueH9gnd1Y1LwTsuTP1N52siT37Nnjylt+sYbO555dsSOOo3akFcUhZ/85Cd86EMf4s/+7M94+umneeedd6irq7PFm9FKKIpCZWWlrW5IO+LoZA0cnVIfu2lkZ0PeTjrBQEN+PD7r9Pb2EovFEEXRNIeJrlM0GjWt0J2iKGNqyPfPj9+7T2tntnTJsqRfdzg8JhW8U1WF5kATqvr+eyknsy9P3qIF76przjN//gJcLhfNzc3G/WJl7Hjm2RE76jQqQ15VVe644w4efvhhLl68yOLFi1m4cCHV1dV86lOf4iMf+Uiy1ukwCC6Xi2uvvdZWISJ2xNHJGjg6pT520kiWZWIxrc+03Qx5O+mko2ukKMq4tC7SvfEZGRmmtVXTdero6ECWZTweDzk5OQnN2dTURG9vLx6Ph5KS5Ia3x2IxKioqgIGF7sYzP15HN+QTbUEnihKzp85FFN+vW2BUru/uSNggKekLrW9pa0l62khRYRFZmdnE5BhNLY3MmakZ9nYIr7fjmWdH7KjTqP4a/OxnP2P79u28+eabHDx4kF/96lc899xzHD58mDfeeIOtW7fy85//PFlrdbgERVGorq621ZMlO+LoZA0cnVIfO2mkF7pzuVy2KnQH9tJJRxCEcc2TNzusHt7Xqb6+HtC88YmGpOve1dLS0qR/WK6srCQUCpGRkUFmZiZV588BsGTR+LWe09EN+ZgcRVHif/CjqAptna1GsTuAdH86LpcLRVHoCl7eQWo0pKdnGDn39U3JDa8XBGFAP/lF8xcD9jDk7Xjm2RE76jQqQ/5Xv/oVX/va17jhhhsu+96NN97I3/7t3/K///u/pi3O4crYMdfDjjg6WQNHp9THThrpxqDdvPFgL536M5558nrL36ysLNPm1HVqaGgAYPLkyQnPOZaF7vSw+vLycnbt0vLjS6eUkpuTm/RrD4ckSkhiX6eDRLzyfTny9EvnEATBaEPX3mFGnrweXp/8PPm5ep78uTMsWaw9cLGLIW/HM89u2FGnURnyR44c4dZbbx3y+7fddhuHDx9OeFEOI8PlcnHVVVfZKkTEjjg6WQNHp9THThrZNT8e7KVTf8bLkFcUhe7ubsBcj7yuk27Im1Gx/tw5zSs+FvnxR48eBbSw+p3v7ARg+dIVSb/uSPG6Eu8nL4oSM0pmDQitB8jLzgOgvaMt/gX28X7Bu+Tnyc/u55FfsUzT6sCBA+Pa1tEM7Hrm2Q076jQqQ76tre2KhVAmTZpEe3viTwcdRoYsy5w9e3Zc8vUcRo6jkzVwdEp97KKRqqq2NuTtotOljFfBu+7ublRVxe124/P5TJtXlmVOnDhBIBAAEjfkI5EIFy5cAGDWrFmJLm9Yjhw5AsDixYvZvUfzyKeSIe/pq1yfSME7pa/YXf/QeoCcLDMN+fc98sm+r/UWdI1NjRQVFZGVmUU4HDa0tCp2PfPshh11GpUhL8vyFZ9iSJJkFO9xSD6qqtLe3u50C0hxHJ2sgaNT6mMXjWKxmBHaZ0dD3i46XYrL5TIKzek1DsYCPaw+MzPT1LZqqqpSW1sLQE5ODn6/P6H5qqurkWWZ7Oxs8vPzzVjikHR1dRne/0WLFrH/gFboLrUM+fc98nG/F1ToCQXhkh/PzdZC64O9QSLRxLzZk4qKEUWRYE83nV2J5dwPR3p6BiWTtQcHVTXnKJ+3ELB+eL1dzzy7YUedRhVboKoqn/rUp/B6vYN+fzwKwExkXC4Xq1evHu9lOAyDo5M1cHRKfeyiUX9v/Hj2u04WdtHpUvSCd6FQiHA4PGYPYZKRHw+aTnqovhn58bphPWPGjKTf13r/+NLSUhobG+ns7MDn9TF/7vykXnc0uPs88oqqICsxXJJ71HOIosj04svrDXjcHtLTMgj2dNPe0cakgvijKdwuN0UFRTQ0NVDXeJHsrOy45xoJc2fNpa7+IqcrT7N4wWJ2v7eLPXv28Jd/+ZdJvW4yseuZZzfsqNOoPPKf/OQnKSoqIjs7e9B/RUVFPPjgg8laq8MlyLJMRUWFrUJE7IijkzVwdEp97KKRnQvdgX10GozxyJNPliEvyzKVlZWAufnxYxlWv2TJEt7d8S4Ai8oX4XaP3lhOFqIg4pb67pc4C94pqkJjW/1lofXwvlfejPD6yZM0L3n9GBS80yvXn608w7IlywHre+TtfObZCTvqNCqP/E9/+tNkrcMhTnp7e8d7CQ4jwNHJGjg6pT520Eg3AoeKbrMDdtBpMMbakA+Hw8aDH7MNeVVVTcuPV1XVeCgwc+bMRJc2LP3z41995VUAVixbmfTrjhavy0tUjhCOhUnzpo9+AhWisagWWn9JkENuVh619Rdo7zSjcn0JB4/uH5OCd3P6KtefPXeGzz74ZwCcPn2a9vZ2cnPHv+NAvNj1zLMbdtNpVB55h9RCkiSWL19uux7EdsPRyRo4OqU+dtBIURQjv9quHnk76DQUumb96xwkE90bn56ebvrvs6Ojw6h9VFBQkNBcbW1tdHR0IEkS06dPN2mFg6MoygCP/N59ewFYtnR5Uq8bDx53YpXrRVFkatE0ozZDf3L7KtcHOhLP+Z3SV/Cuoakh6ff1tNLpuN1uuoPdyEqMqSWlAOzduzep100mdj7z7IQddXIMeQsjyzLHjh2zVYiIHXF0sgaOTqmPHTTSPbmSJNmqBU5/7KDTUPTXbSzqAiUrrB6grk4Loy4qKhrUUBwNelj91KlTkx5pUlVVRXd3Nz6fj0mTJlFxqgKA5UtSp9Cdjl7wLhqLr9OBoijUtQze9zozPVMrMi3H6Ap2JbTOvNx8vB4v0ViU5tamhOYaDrfLzczpWtTGmXNnWDh/EWDt8Ho7n3l2wo46OYa8g4ODg4PDGGHntnMThbEMr0+mIW9m//ixDKvX+8eXl5fz3t73UFWVkuISigqLkn7t0eISXYiCiIpKRDb3fhFFkZwsc/LkBUFgcl8/+Yv1yQ+vnztnHgCnzpxiycKlgLUNeQeH8cIx5C2MJEksWrTIViEidsTRyRo4OqU+dtBI9+LaOT/eDjpdCV27ZHvkFUWhq0vztCbDkG9sbASgpKQk4bnGq9DdO++8A6RW27n+CILwfhu66OjvF1EUKSmYMmTERK6J/eSnTp4KQG39hYTnGo55c7TuAqfOVLBiuVbbYPfu3WOSrpIM7H7m2QU76uQY8hZGlmUOHjxoqxARO+LoZA0cnVIfq2ukquqE8MhbXafh6O+RT2Y/4u7ublRVxeVyJdzj/VLC4TCtra2AFlqfCNFolJqaGmBsC90tWbKE3X1e3OXLUtOQB63gHUA4Fhr1zyqKQm1TzZAGrlG53oSCd1P6DPmL9bUJzzUc8/sM+ZraambPnoXX66OtrY1Tp04l/drJwO5nnl2wo06OIW9xzP7j7pAcHJ2sgaNT6mNljWRZNj6Q29mQB2vrNBxutxtBEFBV1ShcmAz6h9Wb3Zdd98b7/X7S0tISmqu6uhpZlsnMzEy4aN5wdHV1Gd7/xYsX8957+wBYkaIeeUiw4J2g5ZRfWrFeRy941x3sIhpNLHR/SrFmyAc6AnQHuxOaazhyc/IoKpyEqqpcqK1h4byFAOzcuTOp100mdj7z7ITddHIMeQsjSRLz58+3VYiIHXF0sgaOTqmP1TXq3z/ebMMslbC6TsMhCMKY5MmPRX58aWlpwjr1D6tP9n19/PhxVFVlypQptLW10R5ox+PxsGB+eVKvmwh6aL2syMTk2Kh+VhREJuVNRhQG/7ju9XhJ82sPYto7Awmt0+v1UlSgRWeMpVf+1JkKI0/eqoa83c88u2BHnRxD3sLEYjH27dtHLDa6PwwOY4ujkzVwdEp9rK7RRAirB+vrNBLGIk8+mYZ8fX09oIXFJ6qTbsiPRVj94cOHAS2sfsfbOwBYOH8RHnfqvqdEQcQt9T34GaVXXlEUqhuqrpg7/n4busTz5KcYefLJN+Tn9RW8qzhbwYplWp78u+++m/TrJoOJcObZATvq5BjyFkYQBHJzc23t2bEDjk7WwNEp9bG6RhOh0B1YX6eRkGyPfDgcNu6XzMxMU+dWVdXwyJeUlCSs01hWrO+fH79z1y4Ali9Lvf7xl+J1x5knL0CaL33I0Hp4v+BdW6d5hvxYeOT1gndnzp5m5XItNeLUqVO0tLQk/dpmMxHOPDtgR50cQ97CSJLE7NmzbRUiYkccnayBo1PqY2WNFEUx8qnt7pG3sk4jRX8YE4vFklI4Sa9Wn56ebvStN4tAIEAoFEKSJJYvX56QTm1tbQQCAURRpKyszLxFDoKiKEbruSVLlrC3r9DdiqUrk3pdM/C6fACER1m5XhRECnOKhgyth/4e+faEiy/qlesbmuqT7rWcNnU6Pp+Pnt4eQtEwZaUzAK16vdWYCGeeHbCjTuNuyP/oRz+irKwMn8/H2rVr2bt375CvPX78OHfffTdlZWUIgsBTTz112Wv+7u/+DkEQBvybP39+EncwfsRiMXbu3GmrEBE74uhkDRydUh8ra6R7biVJMt0wSzWsrNNIEUURt9sNJCe8vqOjA0hufnxhYSF79uxJSCc9rH7q1KlJjzSprq6mq6sLn89HSUkJJypOAKnbeq4/ep58VI6gqCNvsaYoMlV1lSjK0A+LsjKyEEWRaCxKsCexInU52bmkp6UjyzINTfUJzTUckiQxZ9ZcAE6fPcXihUsAa4bXT4Qzzw7YUadxNeSff/55Hn30Ub75zW9y4MABli5dysaNG2lqahr09T09PcycOZPvfOc7FBcXDznvwoULqa+vN/7pfUbthiiKTJkydH9Rh9TA0ckaODqlPlbWaKLkx4O1dRoNyQyvT2Z+fF1dHQCTJ09OWKfxCKtfsGAB+/ftR1EUiouKKZ409OfBVMEluZBEzQs4qjx5QSA7IweuEAosiiI5mVoburYE8+QFQRiX8PqK0ydZvkSLrLBiwbuJcuZZHTvqNK47+f73v89nP/tZHnroIcrLy3nmmWdIS0vjJz/5yaCvX716Nd/97ne5//77r/jk1+VyUVxcbPxLdjuU8UIURaZPn26rG9KOODpZA0en1MfKGk00Q96qOo2GZBW8UxSF7m7Ns5rMQndTpkxJWKf+FeuTjW7IL126lB07NAeNFbzxOrpXPjKK8HpREMnLyr9iaD1AXo4WXt9uQsG7qWNY8K5/5frVK1YBsHfv3qS2dUwGE+XMszp21GncdhKJRNi/fz8333zz+4sRRW6++WZ29RUwiZczZ85QUlLCzJkz+ZM/+RNqamoSXW5KEovF2L59u61CROyIo5M1cHRKfayqkaqqE6bQHVhXp9HS3yOfaG5yf7q7u1EUBZfLZXrP41AoRGtrK6CF1ieiUyQSobq6Ghhbj/zixYuN8OtVK1cn/bpmYeTJj8IjrygyZ2tPXzG0HiAvJx+A1kBr/Avsw6hcX1dr6n09GHP7QusbmhoonFREdmY2oVCIQ4cOJfW6ZjNRzjyrY0edxs2Qb2lpQZZlJk2aNODrkyZNMvK34mHt2rX87Gc/Y/PmzTz99NNUVVWxYcMGo3DMYITDYTo7Owf8A4wCNrIsDzruX+QmFosZ7UGGGkej0QFj/YDUx6qqXjYGBoz7F0wCKCsrQxRFFEUxbsz+Y1mWB4xTfU9D7cPKe3J0ssaeHJ1Sf0+iKDJz5kxjPqvsKRQKGa/Xq+U6OllrT4PtAzA8O729vabtqX9YvSAIpu5J98bn5OSQkZGRkE7nzp1DlmWys7PJy8tLqk4tLS2cPXsW0ELr9+zrK3S3bIWxP7nP2L10rBvBiqpcMlYuHyuXjNXBxvKAsb5eeZixp69yfSQWRlEU4+tXXLuqUphTBAhX3JNe8C7Y0004Ek5oT0UFRUiiRE9vkNZA64j3p699uD31H/v8fkqnTAOgsuo0i8u1PPnt27drc1vkjFAUxYhKsdNZfqV9WHFPVtJppNgntqCP2267jXvuuYclS5awceNGNm3aRCAQ4Ne//vWQP/P444+TnZ1t/CstLQXg2LFjAJw8eZKTJ08C2hPhM2fOAHDw4EGqqqoALRTowoULgJbfo/+x3L59u9FKY+vWrQQCAQC2bNliPFzYtGkToVCIWCzGpk2biMVihEIhNm3aBGjVa7ds2QJo1Wa3bt0KaNViz549iyiK1NfXG3lFFy5cMIoGVlVVcfDgQUCLVNCfaKfqnlpaWowD3C57cnSyxp4cnVJ/T6Io4vF4jLonVtnT/v37Aa240+uvv+7oZME9DabTrl27jAgLPVfcjD3phe70hz5m7knPj1dVNWGd9OjJ2bNnc/To0aTqpKdcTps2jV//+td0dXWS5k8Dj/ZBuCfcw+maCgC6e7uorNXW0hns4Fydpk2gq53qhvMAtHa0cKFJiyZobm+krkULI29oq6ehTVtjXUstze2N2u+jqZrWDm291Q3nCXS1A3CurpLOoKZXZe0Zunu1tZ+uqaAn3ANAxfnjhKMhPJKnzzhXiMgRTlQdRVEVYnKUE1VaNf5wNETF+ePGns5cOEV2Rg7BUPcV9+Rxe/D7tOiN9o62hPZU01RNQUGhpuXx/VfcE8CJqqPE5CiKqoxoT5fqNH+uFl6/99Aeli5ebmgP1jkj3nrrLaZMmUJbW5utznKw198nK+k0UgQ12XEzQxCJREhLS+M3v/kNd911l/H1T37ykwQCAV5++eUr/nxZWRlf/OIX+eIXvzjstVavXs3NN9/M448/Puj3+/drBa3ITGlpKW1tbeTm5hpPWCRJGjCOxWIIgmCMRVFEFMUhx9FoFEmSjLHL5UIQBGMM2tOa/mO3242qqsZYURRkWcbtdhOJRNixYwfXXXed4UV0uVzGUyeXy4Usa09H9fFg+0ilPfVf+1Bjq+3J0ckae3J0Sv09CYLA22+/zdVXX43P57PMnlpbW+nt7SUzM5P09HRHJwvuaSidenp66OjowOfzUVhYmPCeBEFgz549RKNRli5dSk5Ojql7eumll6irq+OGG26gvLw8IZ2eeuopjh8/zv3338/111+fVJ2eeuopfv7zn3PXXXeRmZHF33zpUa5aezU/+8+fI4mSYSAPNlZVBVGUNI+zqvYbaxEVA8b9Ii0URQFBy1MfOJZBEIyxIIgIguYxF4cZN3bUE4mFyU3Px+9JM3Lfh1p7VI5yvu4cM6fM1n6nV9jT4ZMHqamrZta02cyfXZ7Qnt569y32HtjNskXLufXG20e0P30fw+3p0vH2d9/mh//5A+bNmc/G627j0498kpKSEmpra1EUxRJnRCQSYefOnVxzzTWIomibs9xuf5+spNNIe92PWw8cj8fDypUrefPNNw1DXlEU3nzzTR555BHTrtPd3U1lZSWf+MQnhnyN1+sdNG9R7zPYv99g/3H/FkIjGeutakY7FgTBGOs3gD734sWLja/pX+8/HmrtqbqnkYyttidHJ2vsydEp9fekKAqLFy82cpOtsic9tM/r9To6WXRPQ431zw56nnyie+rp6SEajSIIglHozqw9CYJAY6PmjS0tLUUUxbh1UhTFKHR3aV/mZOike8OWL1/OL579BQBrVq4xKsELgoAkDD4W+saiIELfZ+Mhx+L7gapDj6VBx9IIxl6Xj0gsTCQWJsOX+f5rhli7W3IzuaAESZSMD/ZD7SkvJ5+aumraAq0J72nq5KnsBS7WXzSuO5L96Wu/0p4uHeuV68+dr2TRXy7GJbmoq6ujpqaG6dOnvz9fCp8RHo+HRYsW4XK5bHWWj3RslT1ZTaeRMK6h9Y8++ig//vGPefbZZzl58iSf//znCQaDPPTQQwA8+OCDPPbYY8brI5EIhw4d4tChQ0QiES5evMihQ4eMvCmAL33pS7z99tucP3+enTt38pGPfARJknjggQfGfH/JRhRFioqKBhzGDqmHo5M1cHRKfayoUf88u4lQ6A6sqVO86Eaw7sFKlP79483+/TU1NSHLMn6/n5ycnIR0qquro7e3F6/Xy9SpU01d56WEw2GOH9dCs5ctW8au3VpI/8oV1il0p+Pty5MfacE7QRDITMsakXcuv6/gXaArQExOrJiXXvCuubWJUHjkYb7xMHnSZLIys4hGo7S2NzN39jzAWm3oJtKZZ2XsqNO47uS+++7jySef5Bvf+AbLli3j0KFDbN682SiAV1NTY+QVgPaHY/ny5Sxfvpz6+nqefPJJli9fzsMPP2y8pra2lgceeIB58+Zx7733kp+fz+7duyksLBzz/SWbaDTKa6+9NqBYl0Pq4ehkDRydUh8raqSnbbndblt9eLgSVtQpXgRBMIx5M9rQ6YXusrOzE57rUvTPUyUlJUYIZ7w66Xmhs2bNGuCVSgbHjx8nGo2Sn5+PoihcrLuIJEksW7wsqddNBnoLupgcNYq+XQlZkTl5/viIXuv3peH1+FBVlUBnIKF1ZqRnkJOdA0Bdw8WE5hoOQRDe7yd/poIl5UsBaxnyE+nMszJ21GncQut1HnnkkSFD6bdt2zbg/8vKyoat5Pfcc8+ZtbSUR5IkVq9enfQ/og6J4ehkDRydUh8rajSR2s7pWFGnRPB4PEQiEcLhMOnp6QnN1d8jbzZ6obuSkhIgMZ30SMjZs2ebt8Ah0AtOLV++nO1v7wCgfF45aWlpSb+22UiihEt0EVNiRGJh/J4r70EURKYVlw3bRx40gzgvJ4/6pjraO1opyC1IaK1TJk8l0BGgtq6WmdNnJTTXcMybM599B/Zy8tQJVixbwXMv/tJoMWgFJtqZZ1XsqNPEcA/YFFEUycvLmzBeHqvi6GQNHJ1SHytqNBENeSvqlAi6tol65CORiNHGzmyPvKqqlxnyieg0loa83lN8+fLl7OirNL1q5ZqkXzdZeN19/eSjw4esC4JAui99xIWv9H7ybYG2+BfYR2mJ1hautq4m4bmGo3xeOQAnT51gdZ+2hw8fvmLr6FRiop15VsWOOtlnJxOQaDTKK6+8YqsQETvi6GQNHJ1SH6tp1L8Xrx5+PRGwmk6JohvysVgsoTx53Rufnp4+oCiSGbS3txMKhXC5XEaqYbw6tba20tbWhiiKzJw509R1Xoosy4Yhv2zZMnbu0sKtV1swP17HMORjwxvysiJz/NyREYXWA+Rl9xnyHa3DRrAOx7S+/u4X6y+aUv/hSsycMQuPx0NXdxdIUFI8BUVRLBNeP9HOPKtiR50cQ97CuFwuNmzYYPoffAdzcXSyBo5OqY/VNIpEIoAWzmeVNZuB1XRKlP76JuKV1w35ZOTH69744uJiI6w0Xp30/Php06YlPdKksrKS7u5u/H4/RUVFnKzQ+jevXLYyqddNJl6XZshHYhGtfdwVEAWRWVPnjCi0HiArIwtJchGLxejq7kxonXm5+aT504jJMeob6xKaazjcLjfz+orcnTx1ghVLVgDw9ttvJ/W6ZjHRzjyrYkedHEPewujtaUYacuUwPjg6WQNHp9THahpNxLB6sJ5OZmBGeP1YGPKTJ082vhavTuMRVr9kyRJ27tyFqqpML51OQYF1Cxi7JJfRsi0SvfL9IggCPo9/xBqJokhudi6geeUTQRAESvu88hcujkV4/UIATpw6zqrlWsTF9r5UilRnIp55VsSOOjmGvIWJRqO8/PLLtgoRsSOOTtbA0Sn1sZpGE9WQt5pOZuDz9YVLx2nIx2Ixuru7geQa8np+PMSvk27Iz5kzx7wFDsHAQnd9+fEWDqvX0b3yw4XXy4rM0cpDIw6th37h9WbkyfcZ8jVjYMgvmN9nyFecYM3qdQDs3bvXqBuRykzEM8+K2FEnx5C3MC6Xi1tuucVWISJ2xNHJGjg6pT5W0khVVSO0fqIZ8lbSySz0GgjRaBRFuXK49GDoRb28Xq/p90tXVxcdHR0IgjDAIx+PTsFgkIsXtXZkyfbIq6o6wJB/9513AIxiaFZmpAXvREFk/vTyEYfWw/sF71oDLablydfWX4jrvh4Nc2fNxSW5aGtvJTMrg6KCIqLRKLt3707qdc1gIp55VsSOOjmGvMWx081oZxydrIGjU+pjFY0ikQiqqiKKomXWbCYTbc8ulyuhPPlkhtXrhndhYeFlDwlGq5PujS8qKkpKi7z+1NfX09jYiCRJzJ49mwMHDwA28cgbBe/Cwxrboji6Vlm52bkIgkAoHKKntyfuNQIU5hfh9XiJRCI0NjcmNNdweL1eZs3UHg5VnDnJssVanrxVwusn2plnVeymk2PIW5hYLMamTZuIxWLjvRSHK+DoZA0cnVIfK2nUP6zeTvl4I8FKOplJInnygUAASK4hP3Xq1AFfj0en06dPAzBv3jzzFjgE+/fvB2DBggUceO8AkWiEosIiyqaVJf3aycYlugwveyQ29P2iqAonqo4OWxRvwNySi9ysPABaA80JrVMURaaWlAJjmyd/8tQJVi1bBVjDkJ+oZ57VsKNOjiFvYVwuF7fffrvtni7ZDUcna+DolPpYSaOJmh8P1tLJTOI15BVFobNTqzCek5Nj9rKora0FYMqUKQO+Ho9Op06dAsbGkH/vvfcAWLVqFVu3bgVg7ap1tngwJgjCiMLrRUGkfMbiUYXWA+Tn9oXXtydW8A7eD6+/MBb95Odr/eRPVBxn3Zr1AOzatctIU0pVJuqZZzXsqJNjyFscOz1VsjOOTtbA0Sn1sYJGqqpOaEMerKGT2ehaRyKRUeUTd3Z2oqoqHo8Hv99v6pq6u7sJBAIIgnCZIQ+j06mnp4eaGs2Ymzt3rmlrHIr+hrzehkw37uzASAveKaModKeTn1sAQEt74nny/SvXJzrXcMybMx9REGloaqBwUiE52Tn09vYa90IqMxHPPCtiN50cQ97CxGIxtmzZYrub0m44OlkDR6fUxyoa9c+Pd7vd472cMccqOpmNJElGj/bReBD1sPqcnBzTvc1Xyo8frU5nzpxBVVWKiorIzc01dZ2XUldXR11dHZIkMX/+fN47oIXZr121NqnXHUve98gPnSevqAoV1SdGFVoPkJud15cn30tPKLE8+eKiybhdbnpDvbS0tSQ013Ckp6VTNr0MgNNnT1kmT36innlWw446OYa8hXG73dx5550T8oOilXB0sgaOTqmPVTSayPnxYB2dzEYQhLjC6/sb8mYzVFg9jF6nscyP1z2w5eXlHDp4iEgkTGFBIWXTZyT92mOFW3IjCAIqKlF58Ac/kiixeNYyo+/8SHFJLnKytIctre2JGd+SJDFlsnb/jHk/+WVaYUM9IiNVmahnntWwo06OIW9hVFU1QvIcUhdHJ2vg6JT6WEWjiR5WbxWdksFoDXlZlo38+LEsdAej12ks8+P1QnerVq3izTfeBOyTH68jCML74fVD5Mmrqkoo0hvXe0kPr0/UkIf+/eSrE55rOMrnv1/wbt0arZ/8u+++m9Je1Il85lkJO+rkGPIWJhaLsWPHjpQ+3BwcnayCo1PqYwWNnPx4a+iULPrnyY/kw2Iy8+ODwSDt7e0AlJSUXPb90eg0rvnxfWHVdsqP19HD60NDGPKKqlBZe2bUofUABTl9hnzAPEN+LPLkF8zTCt7V1NZQWlpKRnoGXV1dHD58OKnXTYSJfOZZCTvq5BjyFsbtdvPBD37QViEidsTRyRo4OqU+VtBooufHgzV0ShYulwtRFAc80LkSY5Uf7/P5Lvv+aHQa1/z4/ZpRv271uqRedzzwud8veDeYgSyJEgtnLhl1aD1Abo6WJ98b6qWnN5jQOqcUT0WSJLqD3bSZUAn/SmRlZjG9tAyAU5UVLFu0HIC33norqddNhIl85lkJO+rkGPIWRlEU2traRlUd12HscXSyBo5OqY8VNJro+fFgDZ2ShSAIhtE8EkO+o6MDGPv8eBidTnp+/Pz5881b4BD0z48/eOAgkUiYgvwCW+XH67glD4KgPfiJxC7Pk1dVlWAoGJcX3Mw8eZfLxdTJWj/58xfOJzTXSFhcvhiAYyeOsnqFVuBQb0GYikzkM89K2FEnx5C3MLIss2/fPmR59K1JHMYORydr4OiU+lhBo4keVg/W0CmZ6NqHQlduK9Y/Pz4ZhvyV8uP1649UJz0/fizD6levXm3b/HgdQRDwGW3oei/7vqIq1DScjyu0HiDfCK9P3Ite1uclrx4DQ35RnyF/5PgRrr7qGkCrXJ+q/eQn+plnFeyok2PIWxi3283GjRttFSJiRxydrIGjU+qT6ho5+fEaqa5TstE98sP1k++fHz9Y6HsiBINB2tragKE98iPVqX9+/FhWrF+1apXRdsyO+fE6V8qTl0SJBWUL4wqtB8jPzQe0fvKJooe7V9eeT3qe/MIFixBFkYbGeoqLJ5GTnUMwGGTfvn1JvW68TPQzzyrYUSfHkLcwiqLQ1NRkqxARO+LoZA0cnVKfVNfIyY/XSHWdko3L5TL6yV8pvH4s8uMLCgqGfEgwUp30/PhJkyYlJXKgP3V1ddTX1+NyuZg3bx779muGmx3z43X0PPnIIP3kVVWlqyf+Ktt52fl9efI9CefJT55UgsfjIRQO0djckNBcw5HmT2PWjNkAVJw5abShe/PNN5N63XiZ6GeeVbCjTo4hb2EUReHYsWO2uiHtiKOTNXB0Sn1SXSMnP14j1XUaC0aSJ5/M/vG6B720tHTI14xUp7FsO9c/P/7AeweIRCIU5Bcwo2xm0q89XrgkN6IgoqISjg30yiuqQn1LXdyh9S7X+3nyLe3NCa1TFEWmTZkOjE14vZ4nf/T4Edas1B7kpLIhP9HPPCtgR50cQ97CuFwubrzxRlwu13gvxeEKODpZA0en1CfVNdJzoidyWD2kvk5jwXB58rIs09XVBZhvyKuqahjy06ZNG/J1I9Xp5MmTwNjkx+/duxfQwuo3b94MwFVrr7b1gzFBEPC5tdaDl/aTl0SJudPmxx1aD1CYVwhAc1tihjy8H14/JgXvFi4B4OiJo1yz7moAdu3aRTCYWGRBMnDOPGtgR50cQ97CKIrCxYsXbfVkyY44OlkDR6fUJ5U1UhTF8L6ane9sNVJZp7FCvwei0eighZUCgQCqquLz+Uy/Xzo6Oujq6kIUxUH7x+uMRKfOzk6j+v2CBQtMXeelqKrKnj17AFi3bp3hfb3mqg1JvW4qMFSevKqqdHQHEspJL8grAqClrTnh3PayqWUAXKirSXrBsHlz5uN2u2lrbyUtM53ioslEo1HefffdpF43HpwzzxrYUSfHkLcwiqJQWVlpqxvSjjg6WQNHp9QnlTXSqylLkmSrp/3xkMo6jRX974PBwuvb29sByM3NNd3brHvjJ0+ejMfjGfJ1I9FJ98aXlpaSlZVl6jov5ezZs7S0tODz+SgtLeXw0cMAXL3umqReNxUw8uRj4QFh9Kqq0BxoQo0ztB4gNysXSXIRiUbo7O5IaJ2FBUX4/WlEo1HqGi4mNNdweD1e5s3W2h0erzjG6uVrgNQMr3fOPGtgR50cQ97CuFwurr322gn/oTHVcXSyBo5OqU8qa9Q/rN7OYcAjIZV1GkuulCff35A3mwsXLgBXDquHkel04sQJQMtZTza7d+8GYMWKFWx7axuqqjKzbBbFk4qTfu3xxiW5kcS+Bz/9vPKiKDF76lzEBELrRVGkoK96faLh9YIgGF75se4nv3aV1k8+FQ1558yzBnbUyTHkLYyiKFRXV9vqyZIdcXSyBo5OqU8qa6Qb8hM9rB5SW6exZKg8+XA4TE9PD2B+fryiKIYhf6VCd/prr6STqqrjYsivW7eOLVteByZGWL2O7pXvb8grqkJbZ2vcxe50CnLfD69PlOmlfQXvas8nPNdwLCrX8uSPnTzKVX158gcOHDAehKUKzplnDeyok2PIWxg75nrYEUcna+DolPqkqkayLBONRgHHkIfU1Wms0e+FWCw2IJ9YN0IyMzNNb1PY1NREOBzG4/EwadKkK752OJ0aGhoIBAK4XC5mz55t6jovJRKJcODAAUAz5Ldu1byuGyaQIT9onnxfjjwJ5rbrBe9aAy0J57ZPL50BwMX6WiLRSEJzDcfsmbPx+Xx0dXchIzNj2gxUVWXbtm1Jve5occ48a2BHnRxD3sK4XC6uuuoqW4WI2BFHJ2vg6JT6pKpGeui02+02+odPZFJVp7FGFEXDUO/vldcN+WS0ndO98VOnTkUUr/wRbziddG/8nDlzrphrbwaHDx8mFApRUFCAIAhU11Tjklys6QunngjoHvmoHEFWNGNbFCVmlMxKKLQeICM9E6/Hh6IotHe0JTRXbnYuWRlZKIpCbd2FhOYaDpfLRfm8hQAcOX44ZfPknTPPGthRJ8eQtzCyLHP27NmkVw51SAxHJ2vg6JT6pKpGTtu5gaSqTuOB7pXX7xFVVY3+8cnIjx9J2zmd4XQaj7D6tWvX8trm1wBYungpGekZSb92qiCJLtxS34OfaC+ghdY3B5oSDq0XBMG0NnSCIDBj+kwAzlWfS2iukbBs8XIADh09yPq1Wnj966+/nvTrjgbnzLMGdtTJMeQtjKqqtLe3J9xOxCG5ODpZA0en1CcVNVJV1cmPv4RU1Gm86G/Iq6pKMBgkEokgiiLZ2dmmXisajVJfXw+MzJC/kk6xWIxTp04BY2/I6/nxV6+fOGH1Ono/ed2QR4WeUBBMeCsVGIZ8U8JzvW/IVyY813AsW6IZ8idPnWDVylW4JBenT5+mqqoq6dceKc6ZZw3sqJNjyFsYl8vF6tWrbRUiYkccnayBo1Pqk4oa9c9/djzyGqmo03ihdzFQFIVoNGqE1WdnZw8b+j5a6urqkGWZjIyMEYXtX0mnqqoqwuEwmZmZTJ061dR1XkogEDDa3K1atYrtO94GJlahOx2fp8+Qj/SiqiqiKDK9eIYp94ruke/oCiSc215WOgNBEGhta6GjM7GWdsNRUlxCUUERsViM+qY6FvcVwHvttdeSet3R4Jx51sCOOjmGvIWRZZmKigpbhYjYEUcna+DolPqkokb9w+rNNsysSirqNF4IgjDAKz8WbedKS0tH1ALxSjrpYfXz589P+n29b98+VFVl1qxZXKi5QCAQID0tnaWLlib1uqmI1+VDQEBRFaJyBEVVaGyrTzi0HsDn9ZORngkkXr3e7/NTUjwFgKqa5HrlBUFg2ZIVABw8coCr1mjh9a+++mpSrzsanDPPGthRJ+dTh8Xp7e0d7yU4jABHJ2vg6JT6pJpGTlj94KSaTuOJfm8Eg0E6OjTvZTIM+fPnzwMjC6vXGUon3UM+FmH1u3btArRq9a9u0oyztavX28prNlIEQehXvb4XVIjGoqaE1gP98uQTD6+fOX0WAOfOj0We/DIADh09xHXXXA9oBe8ikeRWzR8NzplnDeymk2PIWxhJkli+fLlTJTnFcXSyBo5OqU+qaaSqqlGx3jHk3yfVdBpv9Hujq6sLRVHweDykp6ebeo2uri5aW1sBmD59+oh+Ziidenp6jPzjBQsWmLrOS1FVdUB+/Oa+cOlrr742qddNZfqH14uiyNSiaaZFRRTlay0Jm1obE84T1g358xeqku7hXLxwCZIkUd9QR9HkSeTl5hMMBnn33XeTet2R4px51sCOOo27If+jH/2IsrIyfD4fa9euZe/evUO+9vjx49x9992UlZUhCAJPPfVUwnNaGVmWOXbsmK1CROyIo5M1cHRKfVJNo3A4bOSxmt0P3Mqkmk7jjcvlwuVy0dPTA2je+JGEvo8G3Rs/efJk/H7/iH5mKJ2OHz+OoihMnjyZ/Px8U9d5KefOnaO+vh63282sWbPY9572ee36DTck9bqpjL+v4F04FiYmx6hrMa/vdX5OAaIoEQqH6OruTGiu4qJi/D4/4UiYuoaLpqxvKNL8acybPR+A4yePsG7legA2b96c1OuOFOfMswZ21GlcDfnnn3+eRx99lG9+85scOHCApUuXsnHjRpqaBg/56enpYebMmXznO9+huLjYlDkdHBwcHBzioX9YvdmGmYO98Pl8hiGfl5dn+vy6IV9WVpbwXEePHgVgyZIlCc81HLpHddWqVWx7axuyLDOzbBalU0uTfu1UxSW5cYlaWkE4GjJ1bkmSKMwrAKCxtTGhuURRZMa0satev3yJ3obuENf0dTRIFUPewWG8GFdD/vvf/z6f/exneeihhygvL+eZZ54hLS2Nn/zkJ4O+fvXq1Xz3u9/l/vvvH7I68GjntDKSJLFo0SJbhYjYEUcna+DolPqkmkZ6rt1IPaAThVTTKRUQBIFoNAqYnx8fi8WMQnejMeQH00lRFI4dOwbA4sWLTV3nYOzYsQOAa665hj/84Y8A3HDdjUm/bqrj6+eVLymYYmrBwaJ8zRHWlKAhDzCzrC9Pfiz6yfcVvDt6/AjXXLUBQRA4cuQIdXV1Sb/2cDhnnjWwo07jZshHIhH279/PzTff/P5iRJGbb77ZKHwyVnOGw2E6OzsH/AOM0AtZlgcd9287FIvFjNCnocbRaHTAWM9P0seqql42BgaM9RY2+s/t378fWZZRFIVYLGa8Rh/LsjxgnOp7GmofVt6To5M19uTolPp7kmWZAwcOGHnp47mnSCRiXEN/sOzolHo6pcr7qaurC9A882bvqa6ujmg0SlpaGgUFBQnpVFlZSVdXF36/33gokCydOjo6OHToEADr16/n9de3AO+H1cuKbOzj0rG+p5GMlb6xoiqXjJXLx8olY3WwsTxgrN9X8ijGw+3p/Tz5Hi40VWu/X5P2pPeTb+9oIxwJJbQn3SPf0FRPd7A7qTpNK51GdlY2oXCIlkAT5fMWAlr1+vE+I8LhMAcPHiQajdrqLL/SPqy4JyvpNFLGzZBvaWlBlmUmTZo04OuTJk2ioaFhTOd8/PHHyc7ONv6VlmohXfpT6ZMnTxoVXI8cOcKZM2cAOHjwoFEQZu/evcYT8Z07d1JfXw/A9u3baWlpAWDr1q0EAgEAtmzZYvxh37RpE6FQiFgsxqZNm4jFYoRCITZt2gRoHwC2bNH+wAUCAbZu3WrsV08ZqK+vZ+fOnYDWgkavC1BVVcXBgwcBOHPmDEeOHEn5PW3fvt12e3J0ssaeHJ1Sf0+qqvLOO++M+570NmLd3d0Eg0FHpxTVKVXeT/pa09LSqKqqMnVPelj91KlTkWU5IZ30ll5lZWXs378/qTq9/vrrxGIxCgsLOXPmDK1trfj9fhYvWgTAiaqjxOQoiqpwouooiqoQk6OcqNJC/8PREBXnjwPQE+7hdE0FAN29XVTWamvpDHZwrk4L+w50tVPdoP2uWjtauNBUDUBzeyN1LbUANLTV09CmrbGupZbmds1rfaGpmtYOTYPqhvMEurT3/7m6SjqDWieCytozdPdq99jpmgp6wloqRcX540aI/Ej3pFeul1UZt+QiGOo2bU/BUBcZ6Zmoqsq52nMJ7SkjPYOsrCzt56ork6pTa0czc+fM1e6lfe+yYoXmoX/++efH/YzYtm0bfr/flme5nfZkJZ1GiqAmWrYyTurq6pgyZQo7d+5k/fr1xte/8pWv8Pbbb7Nnz54r/nxZWRlf/OIX+eIXv5jwnOFw2HgiDdDZ2UlpaSltbW3k5uYaT1gkSRowjsViCIJgjEVRRBTFIcfRaBRJkoyxy+Uywu30NiuxWGzA2O12o6qqMVYUBVmWjbGiKLhcriHHsqw9HdXHg+3D2ZOzJ2dPzp6cPY1uT+3t7YTDYTIyMsjJybHFnuyoUyrsCbRccFVVmTp1KhkZGRQUFJi2p1/84he0t7dz2223MWfOnIT29O1vf5uamho++clPsm7duqTq9Pd///f88Y9/5OMf/zhtre1854nH+cCNG3n6qWcQBAFZkREFzd+kqMqAsSRKmhd3BGNVVRBFSfM4q2q/sRa1OWDc5yEzxgKIwqVjGQTBGAuCOGC9IxmPZE9NHQ2EYyFy0nLJ8GWZuqeKsyeorDnLlOKprFi4KqE9bX3nTfbs30X5vIV86JY7kqrTjp3b+cEzT1E6dRr3fvg+PvFnf0Jubi719fV4vV7LnhF2PPecPSW2p5HW3Rm3Jp36H7HGxoE5Oo2NjUMWskvWnF6vd9Ccez2Hon8uRf9x/x6nIxn3r2o8mrEgCMZYvwFACwE5ePAgy5cvx+VyGV/v/5qh1p6qexrJ2Gp7cnSyxp4cnVJ/T7FYzNBoPPckSZLx8DcjI8P4g+volFo6pcr7qbW1FVVV8Xq9uN1uIpGIcc8kuqeOjg7a29sRBIHp06cPWPtwe7pUp87OTmpqagCt0J1+3WToJIqi4QW77rrr+PPP/TkAN19/k/G7kcR+8wuXjwVBGNFY6BuLggh9n42HHIvvB6oOPZYGHUujHQ+zJ7/HTzgWor27jXRvpvGzZuypKH8SlTVnaW5tQu0zmuPd05wZc9izfxfnzleCCoIoDLmnRHVasXQloihyobaGadOnk52ZTXt7O3v37mXDhg3jdkYoisK+ffuMzw/61yfyuZeKe7KaTiNh3ELrPR4PK1eu5M033zS+pigKb7755gBv+njPmcoIgpCUNjYO5uLoZA0cnVKfVNFIN+IlSRrwh9lBI1V0ShX0/u75+fnGh7TRhE5eCT2svqSkZMgiwENxqU56OmFZWZkRLp0sTpw4QVtbG+np6ZSUlHDwsBbCet2G65N6XSvh96QBmmGs56+bRV5OPi7JRSQaoaMrkNBcUyZPxe/zEwqHqK2/YM4ChyAzI5MFcxcAcPjYIdavuRqA3//+90m97nA4Z541sKNO41q1/tFHH+XHP/4xzz77LCdPnuTzn/88wWCQhx56CIAHH3yQxx57zHh9JBLh0KFDHDp0iEgkwsWLFzl06BBnz54d8Zx2QpIkZs+ePeCJkEPq4ehkDRydUp9U0ah/tXo7fSAwi1TRKRVQVZW2tjZAazundzjQ76FESaTt3KU66W3nxrJa/bp169j86msALJy/kMKCoqRf2yq4JDcuSXvwE46Z24ZOFEWj6F1jS+Jt6GbPmAPAmXNnEl7bcKxasQaAfQf3cuN1WnHr8TbknTPPGthRp3E15O+77z6efPJJvvGNb7Bs2TIOHTrE5s2bjWJ1NTU1RoEA0HLgly9fzvLly6mvr+fJJ59k+fLlPPzwwyOe007EYjF27txJLBYb76U4XAFHJ2vg6JT6pIJGqqoO6B/vcDmpoFOqEAwGCYfDiKJITk7OAEM+0RJF0Wg0rrZzOv11isVinDhxAhhbQ37Dhg388Y9O27mh8PUVvesNB02fe1KB9rm4qTW+AtP9mTNTK0J35typhO/r4Vi1fDUAJyqOs27NWtxuN6dPn6aioiKp170SzplnDeyo07jHBD7yyCM88sgjg35v27ZtA/6/rKxsRAfElea0E6IoMmWKuf1FHczH0ckaODqlPqmgkd62SxCEUYcyTxRSQadUQffG5+TkGIWN9FzNcDic0MOgmpoaZFkmMzOT/Pz8Uf98f51OnTpFKBQiKyuL6dOnx72mkdDc3GxUfV69ejUPfuJB4P22cw7v4/ek0R3qIhQLoaqqqRFAej/5QGeA3lAvfp8/7rlmTJuJJEkEOgK0tLVQmF9o1jIvo6S4hKklU6mtq6Wq5hyrlq5m13s7efnll5k/f37SrnslnDPPGthRJ/vsZAIiiiLTp0+31Q1pRxydrIGjU+qTChrp3niv1+vcK0OQCjqlCv3z40HL0TQrvL6yUmvXNWvWrLgMvP46HT58GIBFixYlXTe93d2CBQs4cvgInV2d5Ofls3TxsqRe14p4XT5EQURVVaOFnVn4vD5ys3IBaGypH+bVV8bj8VBWOgOAM+dOJ7y24egfXn/d1doDoPEMr3fOPGtgR53ss5MJSCwWY/v27bYKEbEjjk7WwNEp9UkFjXp6tD7KujHmcDmpoFMqEIlE6OzsBBjgMde98ImE1yuKYvQsnjVrVlxz6DpFo1GjX7JewT6ZvPXWWwBcf/31/OaF3wBw8w232OrDtVmoqkI0GgWgN9pj+vzFRSUA1DcnZsgDzJmp58kn35BfvVwz5A8c3s+NN94EwK5duy7rWjVWOGeeNbCjTs6paWFEUWTWrFnOH78Ux9HJGjg6pT7jrVEsFjM+VDuG/NCMt06pQktLCwCZmZkD0jB0Q16WZeN+Gi319fWEQiF8Ph8lJSVxzaHrdPHiRdra2vB4PJSXl8c110gJBoPs3r0b0Az5Vza9AsAtN92S1OtaFUEQyfBpHQR6Iz2m558XF04GoLW9hUg0ktBcs2doefJ1DRfpDnYnvLYrMWf2HLIys+np6SHY28WCueWoqmrUWxhrnDPPGthRJ/vsZAJix1wPO+LoZA0cnVKf8dZID4X2eDy2qnprNuOtU6qgG/IFBQUDvi6KomHMx9uGTg+rnzFjRty/Z12nQ4cOAVpYvcfjiWuukfLuu+8SjUYpLS2lpbmFhsYG0tPSWb/2qqRe16oIgkBeVj4CArIiE5Xje/AzFBlpGWSmZ6KqKk0JVq/PzMhk8iTtodLZquRWr5dEiVXLVwHw3sF9XHvVdcD4hdc7Z541sKNO9tnJBCQWi7F161ZbhYjYEUcna+DolPqMt0a6IZ+WljYu17cK461TKhCLxQgEAsDlhjyQUJ68qqqGIT9z5syE1rh161YOHDgAjE1Y/datWwG48cYb+e1vfwfAdddcj9fjFI4cDFmROXvhNF639vvpjSQhvL7PK1/fXJfwXGMZXq9Xr9+3fy8fuEGL6Hj99deN9KexxDnzrIEddXIMeQsjiuKYFKZxSAxHJ2vg6JT6jKdGsiwTDocBJ6x+OJz3klbkTlVV0tLSBn3wo99DkUgEWZZHNXdLSwudnZ1IkpRQhXlRFCkuLqa+vh5JkpLedi4SiRiF7m688Ub+8AfNe3rLzRuTel0rIwoikwtK8Hu0eyg5hrzmRW9ubRr1vXgpc2bOA+B8TVXCofrDsXTRMjxuD00tTWTlZDJ50mR6e3t5/fXXk3rdwXDOPGtgR53ss5MJiCiKFBUV2eqGtCOOTtbA0Sn1GU+N9BBot9uNyzXunVtTGue9NHRYvY4kSUYY+2g9iOfOnQNg+vTpuN3uuNcoiiI1NTUAzJs3j/T09LjnGgl79+4lGAxSUFCAJEmcOXsGl8vF9ddcn9TrWhlBEMhMy8Lv0bSJyhFiJofXZ2dm4/f5kRWZ5ramhOYqzC8kJzuHmByj8vxZk1Y4OD6fz+h0sPfAHq5dfz0AL774YlKvOxjOmWcN7KiTfXYyAYlGo7z22mtxF8txGBscnayBo1PqM54a6SHQjjd+eCb6e0mWZaN//FCGPLyfojHa8PozZ7T843ir1etEo1GjgvxYVqu/4YYb+M0LvwVg/ZqryMzMSvq1rYqsyJw8fxzQWtEB9JjslRcEwbTwekEQmD97AQAVZ04mvLbhuGrN1QDs3LuTWz9wGwAvvfQSkUhyowEuZaKfeVbBjjo5hryFkSSJ1atXO0WXUhxHJ2vg6JT6jJdGiqIYHnnHkB+eif5eam9vR1EUvF4vGRkZQ75Ov5fC4fCIQ5rb2tpobW01qi8nQkdHB21tbQiCwLJlyxKaazhisZhhyN9444385jcvABjGl8PgiILItOIyREEkzdv34CccNP06enh9Y3MDiqIkNNf8OZohX1l1NukG08rlq3C5XNTVX2TK1CkU5BfQ0dEx5uH1E/3Mswp21Mkx5C2MKIrk5eXZKkTEjjg6WQNHp9RnvDTS+327XK6EQpknChP9vdTc3Axo3nhBEIZ8ncvlGnV4ve6NnzZt2oCWdvGgF7mbPXs2OTk5Cc01HO+99x7t7e3k5OSQkZHBsePHcEkuNt58a1Kva3UEQSDdl44gCEZ4fSQJ4fX5Ofl43B6isSitgdaE5ioumkx2VjbRWDTp4fXpaeksW6xFk+w7uJcbrtF6yr/wwgtJve6lTPQzzyrYUSf77GQCEo1GeeWVV2wVImJHHJ2sgaNT6jNeGulGVlpa2hUNMweNifxekmXZyI8vKioa9vWjrV6vG/Jz586Nc4Xvs2/fPgBWrFiR8FzDsWXLFgBuuukmXvi1ZmStX3sVuTm5Sb+2lZEVmePnjiArMpIojUl4fV1jbcJzzZ9TDoxNeP36NVrrwl173+X2Wz4IaOH1enHSsWAin3lWwo46OYa8hXG5XGzYsMEpvJTiODpZA0en1Gc8NOofVu+0nRsZE/m91NbWhqIo+Hw+MjMzh329fk+NJLy+tbWV1tZWJElKqO0caFED58+fRxAEVq1aldBcwxGNRo22c7fccothyH/o1g8l9bp2QBREZk2dgyhoH9f9enh9xPzw+imTpgJQ31SXeHh9X5782aozSTeaVq9Yg0tyUVtXy9TS98Pr33jjjaRetz8T+cyzEnbUyTHkLYwgCGRlZTkeohTH0ckaODqlPuOhke4pdcLqR85Efi81NWlVvwsLC0e0//7h9cN55c0Mq3/vvfcAzbOf7LD63bt309HRQX5+Pj6fj5OnTuJyufjAjU7bueEQBAGfx2/cS2l9begisQgx2dxe2Pm5BXg9XqKxaMLV6ydPGtvwer16/XiF10/kM89K2FEnx5C3MNFolJdfftlWISJ2xNHJGjg6pT7joVH/sHqHkTFR30v9q9UXFhaO+Of08Prh8uR1Q37OnDlxrvB9dEPe4/EkXSc9rP7mm2/m18/9GoCr111DdnZ2Uq9rB2RF5mjlIWRFi9aQRBdel/YQp8dkr7wgCJQUTQHgohnh9X1e+ZNnTiS8tuG4aq1Wvf6d3e+MS3j9RD3zrIYddXIMeQvjcrm45ZZbbBUiYkccnayBo1PqM9YaybLshNXHwUR9L7W2tqIoCn6//4rV6i+lf3h9LDa4l7W5uZm2tjZTwuqbmpqoqalBFEUeeOCBpOoUDofZtm0bAB/4wAf4dZ+X9MO335G0a9oJURCZP73cCK0HSPNq91ZPuNv065UUa+H1Dc0NI+6kMBTl8xYCcPbcGULhUMJruxJrVq7F4/ZQV3+RSZMnUZhfSEdHB6+++mpSr6szUc88q2FHnRxD3uLY6Wa0M45O1sDRKfUZS430UGe32+2E1Y+SifheGm1YvY7L5TJC5YfyyldUVABQVlaWcFj93r17AZg/f37Sw+p37txJd3c3RUVFKIrCmbOn8Xg83Hz9zUm9rp0QxYGtsvTw+qgcJRIzt196blYufp8fWY7R2NqQ0FyTCovJzysgJsc4fbbCpBUOTpo/jVUrVgOwc887bLxRa2v4i1/8IqnX7c9EPPOsiN10cgx5CxOLxdi0adOQT/AdUgNHJ2vg6JT6jLVGwaAWuup440fHRHwvRaNRI6x+JNXqL0W/xwYz5BVF4dSpUwAsWLAggVWCqqrs3r0bgFWrViVdp1deeQXQitw9+7OfA3DjdTeRmZmVtGvaCUVVOFF1FEV9v/icKEr43X33i8leeUEQKOkrelfXcDHhuRbNWwTAsYpjCa9tOK696jpAC6+/84N3AfDHP/6R9vb2pF97Ip55VsSOOjmGvIVxuVzcfvvttnu6ZDccnayBo1PqM5YaxWIxIhHN2+UY8qNjIr6XmpqaUFWVjIwM0tPTR/3z+j0WjUaN+06ntraWYDCI1+tl+vTpCa2zqqqKxsZGPB4Pq1atSqpOHR0dbN++HYBbb72VX//6eQA+esfdSbmeHREFkfIZiweE1gOkebV7rCcSRFVVU685ZZKWJ9/Y0kAkmpjHv3y+ZshX156nq7sz4bVdiWVLlpORkUmgox3BLTB7xhwikQi/+c1vknpdmJhnnhWxo06OIW9x7PRUyc44OlkDR6fUZ6y98V6v11Z/9MeKifZeamxsBGDSpElx/bwoikMWvdPD6ufOnZvwvbhr1y5A6x3v8/mSqtOWLVuIRqPMmTOHqqoqmluayc3J5dqrr0vaNe2Iolyeq+7vq2QvKzLhmLkF3bIyssnKyEJRFeoaE/PK52TlMLWkFIATp46bsbwhcbvcXLWmr+jdru3cdvPtAPzP//xPUq+rM9HOPKtiN50cQ97CxGIxtmzZYrub0m44OlkDR6fUZ6w0UlXVMOTj8a5OdCbaeykYDNLV1YUgCHGF1ev0D6/XvazRaJSzZ7X2XfPnz09ondFolH379gGwfv36pOv0xz/+EYAPfehDPPvTZ7XxbXc49SZGgaIqVFSfGBBaDyAIImmePq98EsLrp06eBsCF+pqE51vU55U/fir54fXX9T0k2v3eLm7b+EEEQWD79u1UV1cn9boT7cyzKnbUyTHkLYzb7ebOO+90/iimOI5O1sDRKfUZK40ikQiyLCMIguEldRg5E+29pHvj8/LyjJ7w8eD393lZZdlom1VZWUk0GiU7O5vJkycntM6jR48SDAbJyclh/vz5SdWpurqaI0eOIIoiGzZs4A+v/AGAj97xUdOvZWckUWLxrGVIlxS8g4Hh9Zca+okyddJUBEEg0NlOd7ArobnmzylHFEUamxtpakmsP/1wzJszn6KCIkKhEA0tdaxYshKA//3f/03qdSfamWdV7KiTY8hbGFVV6ezsND0/ysFcHJ2sgaNT6jNWGuneeL/fjyg6fyZHy0R6L6mqalSrjzesXkcQBMMrr9+DJ0+eBGDevHmjqoQ/GHqRu7Vr1yKKYlJ10ovcrV+/njdef4NwOMyM6TNYvHCJ6deyM6qqEor0DqqR1+VDEl2oqkpvZPBuB/Hi9fooyteiSy7UX0hoLr/Pz5yZcwE4fPxQoku7IoIgcMOGGwHY+vabfOhWrc3hT3/606SeRxPpzLMydtTJ+YRiYWKxGDt27LBViIgdcXSyBo5Oqc9YaKQoipGj7ITVx8dEei8FAgHC4TAul4v8/PyE59P7z/f09NDe3k5NjRbaXF5entC8XV1dHDlyBNCMa0ieToqiGIb8hz70If77v/4bgI/ccXfCDyMmGoqqUFl7ZlCPuyAIpPf1lA+GzO8pP7VYC6+vbbiQsOGzdOEyAI5VHE36uXDDtTchCALHTh5l7Zq1pPnTOHv2rFF4MRlMpDPPythRJ8eQtzBut5sPfvCDtgoRsSOOTtbA0Sn1GQuNens175ckSQn3656oTKT3Un19PaD1jjcjesPj8Ri/N93wLi0tJTs7O6F5d+7ciSzLTJ8+nSlTtKrkydJpz5491NXVkZGRQWFhIXv27UESJT521z2mXmciIIkSC2cuGTS0HjAM+XAsREyOmnrtSYXFuF1uQuFemtuaE5prxrSZZGZkEgr1cvrcKZNWODiFBYUsWbQUgP2H3+MD128E4L/+67+Sds2JdOZZGTvq5BjyFkZRFNra2lAUc3OjHMzF0ckaODqlPmOhUXe35tnKyMhwvIdxMlHeS5FIhJaWFgBKSkpMmzc9PR1VVY3e8YsWLUpoPlVV2bFjBwDXXfd+xfhk6fTb3/4W0LzxP/vpz7TrXnM9k4oSSz2YiKiqSjA0dIs5l+TC59bqeHSbXPROEiWmFGs95Wvqzic0lyiKLCnXjOvDxw4luLLhuem6mwF4a8ebfOzOjwHwm9/8Jmk95SfKmWd17KiTY8hbGFmW2bdvH7J8eWsSh9TB0ckaODqlPsnWqH8PbyesPn4mynupsbERVVXJzMw0QuLNID09ncbGRnp7e/H5fMycOTOh+U6fPk1jYyNer5fVq1cbX0+GTi0tLbz99tsAfPCDH+R/f6kVGfv4fX9i2jUmEoqqUNNw/orF7HSvfE+o2/Tc3+lTygBoaK4nFA4lNJduyJ+/UEWgM5Dgyq7MmhVryczIpK29DZfXxewZcwiFQvzyl79MyvUmyplndeyok2PIWxi3283GjRttFSJiRxydrIGjU+qTbI10b7zf70eSBg9ldRieifBeUlXVCKtPtJr8pYiiyIULWoGxGTNmJNw7Xs8NXrt2LT6fz/h6MnT6/e9/TywWY8mSJRw6eIj29nYmFRU7vePjRBIlFpQtHDK0HsDvSUMURGRVJhTtNfX6WRnZ5GbnoaoqNXWJtXDLyc6lrLQMgCNJLnrndru57urrAXjrna3cdftHAPjxj3+clEJnE+HMswN21Mkx5C2Moig0NTXZKkTEjjg6WQNHp9QnmRqpquoUuTOJifBeCgQC9Pb2IklSQr3jByMYDFJbWwvA1KlTE/o9dnd3c+DAAQCuvfbaAd8zWydFUXjxxRcBuPvuu/mP//hPAO656x7nwVicqKpKV8+Vq2z3L3rXHUqsVdxg6F75mrrzJhS9Ww7AoWOHku4Vven6DwDw3oF93HD9jXg8Hg4fPsy+fftMv9ZEOPPsgB11cgx5C6MoCseOHbPVDWlHHJ2sgaNT6pNMjXp6elAUBUmSBngtHUbPRHgv6d74oqIi043Uo0ePoqoqBQUFZGZmGq3o4mHnzp3EYjGmTZvG9OnTB3zPbJ327t1LbW0tGRkZTJs2jXfe3YEgCNz3sftNmX8ioqgK9S11w/aJz/BlAhCK9hI1uehdSdEU3C43vaFemlobE5pr3uz5pKdlEOzp5lRlhUkrHJxpU6excMEiFFVh/9H3uOlazbD/4Q9/aPq1JsKZZwfsqJNjyFsYl8vFjTfemHDYnUNycXSyBo5OqU8yNdLD6tPT050idwli9/dSOBw2ityZHVYvyzJHjx4F3i9y190dX+6zoihs27YNGFjkTsdsnZ577jlAy41/+t+fBuD6a26gZPIUU+afiEiixNxp868YWg/gktzvF70z2SsvSRKlk7VWdNUXzyc81/LFmld+/+H3El3asNz2gdsBeOOt13ng7gcAeP7552lqajL1OnY/8+yCHXVyDHkLoygKFy9etNWTJTvi6GQNHJ1Sn2RpFA6HjSJ3ZhYtm6jY/b1UV1eHqqpkZWWRmZlp6txnzpyhp6eH9PR0ysvLEQSBWCxGOBwe9VxHjhyhubmZtLQ01q5de9n3zdTpwoULRi7+7bffzv/87/8A8NCDn0l47omMqqp0dAdG9CBH98oHw13DevBHix5e39jSQLA3/ggRgGWLViCKIrV1F2hsbjBhdUOzZsVa8vPy6ezqIKpGWTR/EZFIhP/8z/809Tp2P/Psgh11cgx5C6MoCpWVlba6Ie2Io5M1cHRKfZKlke6NT0tLc3J5TcDO7yVFUYyw+qlTp5o+/+HDhwFYsmQJbrfbqNfQ1TV6L+ubb74JwIYNG/B6vZd930ydnnvuOVRV5eqrr+a1za/R09PD7BmzuWrtVQnPPZFRVYXmQBPqCAxzn9uPS3Rp9T7CiRnbl5KRnklhvlYLoupCZUJzZWZkMm/2fCD5XnlJkrjlBq2P/OY3X+W+j34cgKeffppo1LwUBDufeXbCjjo5hryFcblcXHvttbYKEbEjjk7WwNEp9UmGRrFYzChyZ7Z3daJi5/dSU1MT0WgUr9dLQUGBqXM3NDTQ0NCAJElGWL0eIRIKhYjFYiOeq7a2loqKCkRR5IYbbhj0NWbp1N3dzcsvvwzAfffdx4/+/d8B+NQnHnLSVBJEFCVmT52LOExoPWhF73SvfHfoygXy4mFm6WwAaupqiMYSM4JXLlkFwPFTx+gNmVtp/1JuvuEWXJKLM5WnWbxkEXk5edTV1RmFGc3AzmeenbCjTilhyP/oRz+irKwMn8/H2rVr2bt37xVf/8ILLzB//nx8Ph+LFy9m06ZNA77/qU99CkEQBvy79dZbk7mFcUFRFKqrq231ZMmOODpZA0en1CcZGuneeK/Xi8fjMW3eiYxd30uqqhrV5EtKSkw3Ug8dOgTAnDlzSEtLA7R2SXrxxdF45XVv/PLly8nPzx/0NWbp9Pvf/55gMMiMGTNoaW6huvo8WZlZ3PWhjyY0r4NW7K6ts3XEofLp3gwEBKJylFA0sb7vl1KYV0hmeiayHKMmwVz5qSWlTCosJhaLcfDIfnMWOAQ52Tlcve4aAF5/awsf+eDdAPzLv/yLaQ877Hrm2Q076jTuhvzzzz/Po48+yje/+U0OHDjA0qVL2bhx45CFKHbu3MkDDzzAZz7zGQ4ePMhdd93FXXfdxbFjxwa87tZbb6W+vt7496tf/WostjOm2DHXw444OlkDR6fUx2yNFEUxKoI7ufHmYdf3UiAQIBgMIoqi6UXuOjs7OX36NADLli0b8D09UiQYDI6oZVdnZyd79uwB4KabbhrydWboJMuyUeTugQce4MknnwTgvrvvx+/3xz2vQx99OfKM0OAURYn0Pq98V2+HqUsRBIEZpbMAqKo9l9B9IwgCa1esA2DfoX0Je/iH447b7wJg196d3Hbrbbjdbnbv3s0777xjyvx2PfPshh11GndD/vvf/z6f/exneeihhygvL+eZZ54hLS2Nn/zkJ4O+/l//9V+59dZb+fKXv8yCBQv41re+xYoVKy5rJ+H1eikuLjb+5ebmjsV2xhSXy8VVV11lqxARO+LoZA0cnVIfszUKBoNGyznH6DAPu76XLly4AEBxcTFut9vUuQ8cOICqqpSWljJp0qQB3/N6vbjdblRVNSJIrsSbb75JNBpl+vTpzJ49e8jXmaHTG2+8wYULF8jOziYvL4+du3bicrn45J88FPecDu8jihIzSmaNKLReJ9OXBUA4FiISG32RxCsxtbgUj9tDb6iXhub6hOaaP2cB2ZnZ9PQGOXbyiEkrHJyyaWUsX7ICRVV47/B73H7zhwB44oknTJnfrmee3bCjTuNqyEciEfbv38/NN99sfE0URW6++WZ27do16M/s2rVrwOsBNm7ceNnrt23bRlFREfPmzePzn/88ra2tQ64jHA7T2dk54B9gPPmWZXnQcSwWGzDWn/AMNY5GowPGekiPPlZV9bIxMGCsKIoxjkajnDp1ClmWURTFyJ/rP5ZlecA41fc01D6svCdHJ2vsydEp9fckyzJnzpwxKngnsqdYLGaEKqenpw+7D0en8dEpVfbU1dVFe3s7oBW5M3NP3d3dHD9+HICVK1detg9Zlo2Ika6uLmP+wfYUDAZ56623AK16vP7aZOgUi8X47//+bwDuv/9+nvzu9wC484N3GQ8jFEU2wsIVRTbWK49irKrqZWN9TyMZK31jRVUuGSuXj5VLxupg47HbU1SO0hxoQlbkEe/JJbnwe7TUjM7eDlP3JIoiZVNnAHDm/KlB9zFSnURRZNXy1QDs2b+bWJ9XPlk63dnnld+6/Q3uu/sBBEHglVde4cgR7SFCImdEOBzm7NmzRKNRW53lV9qHFfdkJZ1Gyrga8i0tLciyfNnT50mTJtHQMHhLioaGhmFff+utt/Lzn/+cN998kyeeeIK3336b2267bciQtMcff5zs7GzjX2lpKYARrn/y5ElOnjwJaO1czpw5A8DBgwepqqoCYO/evcbT+p07dxpVbbdv3270m926dSuBQACALVu2GB8iN23aZBSy2bRpE7FYjFAoZOT+d3V1sWXLFkAL7du6davx+zt79iyqqlJfX8/OnTsBzWug1xmoqqri4MGDgNbWRj+wUnlPegsbO+3J0ckae3J0Su09qapKQ0ODEQ6ZyJ5Onz6NLGsfTE+fPu3olKI6pcqeampqAO2Dnt/vN3VPb7/9NrFYjLS0NOMD3KV7CgaDSJKEqqqGY2KwPb311lv09vZSXFzMvHnzkqrTc889x5kzZ0hLS8Pv97P5tVcRBIE77rqD1g5Ng+qG8wS6tAcg5+oq6Qxq4d6VtWfo7tXWfrqmgp6wVnCy4vxxwn253SeqjhKToyiqwomqoyiqQkyOcqLqKADhaIiK89oDkJ5wD6drKis6rrgAAE4RSURBVADo7u2islb7/XYGOzhXp1VZD3S1U91wHoDWjhYuNFUD0NzeSF2LVvugoa2ehjbt917XUktze6P2+2iqHpc9nb1wmp5QkGBP96j2FI1oxktvpIf6tjpT9zSjdBaCINDZ3UlTa2NCOmVkZ+Dz+WnvaOed/TuSqlPptFJmzZhNJBLhVNUJrr/6RgC+/e1vA4mdEdu2baO9vd12ZznY6++TlXQaKYJqVqWHOKirq2PKlCns3LmT9evXG1//yle+wttvv23kePXH4/Hw7LPP8sADDxhf+/d//3f+/u//nsbGxkGvc+7cOWbNmsUbb7wxaL5YOBwe0KO1s7OT0tJS2trayM3NNR4ASJI0YByLxRAEwRiLoogoikOOo9EokiQZY5fLhSAIxhi0pzX9x3o4nT5WFAVZlo2xoii4XK4hx7KsPR3Vx4Ptw9mTsydnT86eJtKeRFGkvr4eWZbJzs4mLS3N8nuyo06psqeuri6jEN3y5cvJysoybU89PT38/Oc/JxwOs3HjRubOnTvknoLBIIFAAEmSmDx5srF2fU+KovDYY4/R1dXFQw89xPr165OmkyiKfOpTn+LIkSN88pOfZNe7u/j1b37Nxptu5Yff/3cQQBREzbMqCMZYEEQEQdC8uyMcg+aN7T+WRO2hxkjGqqogipLmnVXVfmNtHwPGfR4yY2zsQ7Hcnlo6mwjHQqR50slNzzd1T8fPHOVcTSU5WbmsX3E1Ul/ofzx7enfPDt7d+w6TCot56IHPoKImTaede9/l+z98koz0DD79wMN8+pFP4XK5OHPmDFOmTHHOPWdPKbOnkRZTHVePfEFBAZIkXWaANzY2UlxcPOjPFBcXj+r1ADNnzqSgoICzZ88O+n2v10tWVtaAf4DRT1iSpEHHLpdrwFgUxSuO3W73gLEukj4WBOGyMTBgLIqiMVZVlbNnzxpeJf0G7j+WJGnAONX3NNQ+rLwnRydr7MnRKfX3JMsyp0+fNuaId0+9vb2GzhkZGY5OKapTquxJ96bk5+cbnw/M2tPx48cJh8Pk5OQYRvxQe0pPT0cURWRZJhgMXrannTt30tXVRX5+PmvWrEmqTvv37+fIkSN4PB6uuuoqfvvibwH4i889on1Q7TPmRFEaMNavJY1iLAjCZWN9TyMZ6/nloiBeMhYvH4uXjIXBxmO3J0EQaGyrR0Ud9Z6y03IA6IkEUdT3H8CYsafZ0+YgiiKBznbaO9oS0mnVsjV43B4amxs4c+50UnVat3o9U0qm0h3sprGtkdXL1xCLxfj2t7+d0BkhiiIVFRWG4ad/3crnnh3/PllJp5Eyroa8x+Nh5cqVRpsU0MLW3nzzzQEe+v6sX79+wOsBXn/99SFfD1o/1dbWVtOrzKYCvb3J7b/pYA6OTtbA0Sn1SVQjVVXp6NDCRjMyMow/pA7mYpf3Uk9Pj+E8mDZtmqlzh8Nh9u/fD8DatWuHvRdFUTQeJHR2DuwTHolEjHDSjRs3Gh9AhyMenVRV5ZlnngHgjjvu4F++9y/Issw16zewqHzRqOdzuAIqWkX3OGJnvW4fPrfWurDT5Ar2Xq+P6SVlAJyuOpXQXGn+NFYt03Lld+zePqr84NEiiRL33nUfAH/Y/DKf+cTDAPz0pz+lsrIyobntcubZHbvpNO6fYB599FF+/OMf8+yzz3Ly5Ek+//nPEwwGeeghreLpgw8+yGOPPWa8/q/+6q/YvHkz3/ve96ioqODv/u7veO+993jkkUcArSfwl7/8ZXbv3s358+d58803ufPOO5k9ezYbN24clz0mC0mSWL58ufEEyCE1cXSyBo5OqY8ZGvX09BghcHpbLwdzsdN76fz58wDk5eUZRrRZHDx4kHA4TF5eHnPnzh3Rz6SnpxshnXrrRNAK/AYCAfLy8rjmmmtGNFe8Ou3evZv9+/fjdru55ppreP6F5wH40l99ZVTzOAyPKIpMLZoW9wPHLH8OAMFwNzHZ3BZvs6bPQRRE2gKtNLcO3jJ6pKxZsQ6Px0NTSyOnzlaYtMLBWb/2KkqnTKOnp4fWzlbWrVyPLMt861vfintOO515dsaOOo27IX/ffffx5JNP8o1vfINly5Zx6NAhNm/ebBS0q6mpMcLaAK666ip++ctf8p//+Z8sXbqU3/zmN7z00kssWqQ9BZYkiSNHjnDHHXcwd+5cPvOZz7By5Up27NiB1+sdlz0mC1mWOXbs2JBF/BxSA0cna+DolPokqlF/b3xWVpbjjU8SdnkvdXd309zcDMCMGTNMnbu3t9copLRu3boR34uiKBoPoHSvfG9vL6+++ioAH/7wh41Q0uGIRydVVfm3f/s3AO69916+/73vo6oqN1//ARYvXDzieRxGhqIo1LXE3/da88prrTU7egMmrgz8Pj/Tp5YBcLLyREKedL/Pz+plawHYsWcMvPIf0bzyr7z2Bx5+8LMA/OIXv+DUqfiiC+xy5tkdO+qUEo30HnnkEcOjfinbtm277Gv33HMP99xzz6Cv9/v9vPbaa2Yuz8HBwcHBBgSDwQG58Q4OV0KvQFxYWGj6/XLgwAEikQgFBQVX7PU+GBkZGXR1dSHLMt3d3Wzbto3u7m4mTZp0xTRDM9i6dSsnT54kLS2NFStW8OUvfxlBEPibv/pyUq/rED9Z/hxC0V56wkGyfNm4XR7T5p5TNo+auho6ugLUN9VRMmlK3HOtWbGW9w7tpaW1meOnjrFofvIeDK1bvZ5ppdOpuVBNTWMNG9Zdy47d2/nmN7/Jc889l7TrOjiYjeOOsDCSJLFo0SJbhYjYEUcna+DolPokopGiKHR2dgKONz7Z2OG91NHRQVtbGwBlZWWmzt3Z2Wl449evXz+qwkagFXDSw/zr6+uN9kp33nnnqH7no9UpFovxox/9CICPf/zj/OO3tLZdH7r1w8ydPbLUAIfRIYoiJQVTEjqvvG6v0Vc+0NNu1tK0uT1eZk3THkRVVJ6IO3IAwOf1sW7VVQC8/e5bWm2AJCGKIn967ycA2LTlj3zi/gcRBIHnn39+0I5Zw2GHM28iYEednE8yFkaWZQ4ePGirEBE74uhkDRydUp9ENNI9mJIkOd74JGP195Kqqkbhq+LiYtLS0kydf+fOnciyzJQpU+IO2U9PT8ftdrN161ZCoRClpaWsXLlyVHOMVqff/e53VFVVkZ2dTUFBAW9t24rL5eKvv/A38WzBYQQoikJtU01CBjJAdlouAKFoL6GIucW+Zk2bhcftIdgbpKauOqG5Vi9fQ1ZmFp3dnew7MHqDejSsWLqSxQuXEIvFOFxxiA/e8mEA/vqv/3rUof1WP/MmCnbUyTHkLY7f7x/vJTiMAEcna+DolPrEo1EsFqOrqwuAnJycUXtAHUaPld9LjY2NdHV1IUmS6bnxDQ0NRh7utddeG/e9KAgCwWCQAwcOAHD33XfH5bUdqU4dHR08/fTTAHz2s5/l/37t/wLwyY8/xPTS6aO+rsMIEcDtckOCR5ZbcpPh06I4Aj1tpuagu1xu5s6YB0DFuZNEopG453K73Fx/1Y0A7HpvJ8FgtylrHAxBEPjkA59CEATe3f0OH73jo/j9fnbt2sULL7ww6vmsfOZNJOymk2PIWxhJkpg/f76tQkTsiKOTNXB0Sn3i1SgQCKCqKl6v13Z/xFMRK7+XYrGYkRs/bdo0PB7z8olVVeXtt98GYMGCBRQVFSU014svvoiqqpSXl8c112h0euaZZwgEAsyaNYuLtRepPFdJXm4eX/j8/4ln+Q4jRBREJuVNNvqhJ0KWPxtBEInKUYJhcw3k6VNmkJmeSTQa4dS5kwnNVT5vIZMnlRCJRti++22TVjg4M6bP5PprbgDgtbde5RP3fBKAr371q4RCoRHPY+UzbyJhR50cQ97CxGIx9u3bRywWG++lOFwBRydr4OiU+sSjUTgcNvrGOt74scHK76WamhoikQh+v5+pU6eaOndFRQUNDQ243W6uuuqqhOY6ePAgp06dwuVycfPNNxMKhUbdH3mkOlVWVhoeyocffphv/5OWG/83X/gymRlOC8dkoigK1Q1VCYfWg1atPdufDUBHTzuyYl54sSiKLJq7BIDztVV0dMXft14QBG7acDMAh44d5GLDRVPWOBQPfOxP8Hl9nDp7ivJFCykqKOL8+fM88cQTI57DymfeRMKOOjmGvIURBIHc3Fzng2mK4+hkDRydUp/RaqSqKu3tWnGn9PR0U72rDkNj1fdSMBiktrYWgJkzZ5paELG3t5cdO3YAsHr16oTqNIRCIaOy9saNGyktLQWgvb19VAbfSHRSFIXHH38cWZa54YYbePZnz9LZ2cn8OfO556P3xr0HhxEiQJovPeHQep0MXxZuyY2iKqYXvivIK2RyUQkAx04fSSh8v3TKNBYt0KrWv7Z1kykPMoYiPy+f+z56PwC/+f2v+YtPa120/umf/mnE7eiseuZNNOyok2PIWxhJkpg9e7atQkTsiKOTNXB0Sn1Gq1FnZyfRaBRRFMnOzk7y6hx0rPheUlWV06dPo6oqeXl55Ofnmzr/jh076O3tJT8/nxUrViQ01+9+9zva29spKCjgtttuIysrC0mSkGXZ6MwwEkai04svvsj+/fvx+XysWLGC555/DlEUefwfnrCUvlZFFEQKc4pMCa2HPkMmXbu3e8LdhKIjDx8fCeVzFiGKEm2B1oQL3910zc34fH4amxt579Bek1Y4OLff8iGml5bR3d1Fe7CN9auvJhKJ8Od//ucjeiBhxTNvImJHnRxD3sLEYjF27txpqxARO+LoZA0cnVKf0WgUjUYNoyYnJ8dWf7hTHSu+l+rq6ujs7ESSJObMmWOqx+bChQucPKnlDd90000J3Ytnz55l27ZtAHziE5/A6/UiiiK5uVpV8q6uLiKRkRUbG06npqYmnnrqKQA+85nPGAXuPnHfgyxZtDTuPTiMHEWRqaqrRDExDN7r9pHu1SJC2oOtpha+S/OlMX/WAgBOnDlGbyj+CvlpaenceLVW+G777rfp6Iw/XH84XC4Xf/7pzyMIAm+/u42P3/MAPq+Pbdu28eyzzw7781Y88yYidtTJMeQtjCiKTJmSWH9Rh+Tj6GQNHJ1Sn5FqpKqq0QPc5/OZ3j7M4cpY7b0UCoWMAnczZszA5/OZNnckEuHNN98EYPHixUyePDnuuaLRKD//+c9RVZWrrrqK8vJy43t+v98o5NjWNrKq5FfSSVVVvvOd79Dd3c3ChQs5cvgINRdqmFxcwt988ctx78FhlAgC2Rk5YHIocE5aLqIgEpOjdJgcYj+zdBY5WbnE5BhHKg4l9KBgycJlTC0pJRqN8srrfzD1ocOlzJ09jw/csBGAP2z5PZ984NMAPProo1y8eOU8faudeRMVO+pkn51MQERRZPr06ba6Ie2Io5M1cHRKfUaqke6VtGM+nBWw0ntJVVVOnTqFLMtkZWVRUlJi6vw7duygo6ODjIwMrr766oTmeumll6ivryczM5N77rnnsu/n5uYiiiLRaJSOjuG9l1fS6ZVXXuGtt97C5XLxgQ98gB/+6IcAfOvr/0h6WnpC+3AYOaIgkpeVb1povTGvKJGXUQBAV6iTsIkh9oIgsGzBckRBpKm1kdqGCwnNdfvNH8LlclFde573Du0zbZ2D8Yn7H6SooIimlia8aR4WzC2nvb2dhx566Ip5+lY68yYydtTJPjuZgMRiMbZv326rEBE74uhkDRydUp+RaBSJRAwjJicnB5fLNVbLc+jDSu+lCxcuEAgEEEWRefPmmfrQ59y5cxw7dgyAW265Ba/XG/dcJ06cYMuWLQA8+OCDgxbLkyRpQIh9OBy+4pxD6XThwgUef/xxAD7+8Y/z2GNfQ1VV7v3Ifdxw7Y1x78Fh9CiKzNna06aG1uv4PWlGiH1rdwuKal5BucyMLOb09ZY/duoIwZ5g3HPl5+Zz04YPALDt3a20tLWYssbBSPOn8cjn/g+CILB95zY++cCn8Hl9vP766/zoRz8a8uesdOZNZOyok2PIWxhRFJk1a5atnizZEUcna+DolPoMp5GiKLS2tgJaqHF6uuM5HA+s8l7q6uri/PnzAMyePdvUFIxgMMgbb7wBwIoVK4zK8vHQ1dXFT37yEwCuvfZali1bNuRr09LSjH20trYO60W8VKdoNMr//b//l56eHpYtW8b27Tuor69jemkZX//bb8a9B4f4EPqK3Qkme+R1ctLykEQJWYmZni8/e/oc8nLyickxDhzfl1Dl+eWLVzBz+ixicozfb34pqYbYwgWL+PCtdwDw6luv8PCffg6Ar3zlKxw/fnzQn7HKmTfRsaNO9tnJBMSOuR52xNHJGjg6pT7D5fQGAgFisZjhmXRC6scHK7yXYrEYJ0+eRFVVCgoKKC4uNm1uRVHYvHmzUaV+/fr1Cc317LPP0tHRQXFxMffeO3zLt9zcXKOK/ZXy5QfT6emnn+bo0aNkZGQwb948XnrpRSTJxb9+9wdOrYlxQOjLkU/WWSaKInkZhQD0hIMEw92mzr1i4UrcLjeBzgAVlSfinksPsff7/DQ2N/D626+Zts7BeOBjf8K00ul0dHbQ3NHE2pXrCIVC3H333YN2hrDCmedgT53ss5MJSCwWY+vWrbYKEbEjjk7WwNEp9bmSRsFgkGBQC9/My8tzqtSPI6n+XlJVlYqKCnp7e/F6vcydO9dUQ+ndd9+ltrYWt9vN7bffnlB6xyuvvMLhw4dxuVx89rOfHVF4viiKRvu83t5eurq6Bn3dpTq98cYb/PSnPwXg7rvv5hvf+AYAjz7yNyxeuCTuPTjEj6zInK6pQE5CaL2Oz+0jOy0H0KrYR2JXTskYDX5fGkvLlwNQWXOW+qa6uOfKzMjkjlvvAuDQsYMcOXHYjCUOisfj4ctf+Ap+n59TZytYt2YdRQVFnDp1ik9/+tOXPRxL9TPPQcOOOjmGvIURRZFFixbZ6smSHXF0sgaOTqnPUBqFw2Ha27XKy9nZ2aZWHXcYPan+Xqqurqa1tRVBECgvL8ftdps295kzZzhw4AAAH/jAB8jLy4t7rsOHD/P73/8egD/90z9l2rRpI/5Zr9dr5Mt3dHQQCl1ezKy/TmfPnjUM9w9/+MM88Z0niEaj3HLjRv7sM38e9x4cEkMURCYXlJhe7O5SMn3Z+Nxa14OWrmZTHxxMLixhRuksAA6e2E9nd/xt5GZOn8WGddcC8NrWV2loajBljYNRMnkKj3zu/wDw9q5tPPSnn8HlcvHb3/6W733vewNem+pnnoOGHXWyz04mIKIoUlRUZKsb0o44OlkDR6fUZzCNYrEYLS1a8SO/309mZuZ4Lc+hj1R+LzU3N1NdXQ3A3LlzycrKMm3uxsZGoyDdypUrmTNnTtxz1dXV8d///d8A3HDDDXFVvE9PTzfC4VtaWohGowO+r+vU2dnJo48+Sm9vLytWrOC1za/R0NjAzLJZfPefvuekqIwjgiCQmZaVdA0EQSA/owBJdCErMVq6mlBNLH5XPnshBXmFyLLM3sN7CEfi9/pfvWaDkS//mz88T2fX5aHuZrFu9XruuO1OAN56900+ce8nAfjqV7/Kyy+/bLwulc88h/exo0722ckEJBqN8tprr132x9khtXB0sgaOTqnPpRrJskxzczOKouB2u8nLy3OMjhQgVd9LHR0dVFRUADBlyhRT8+I7Ojp4+eWXicViTJs2jauuuiruudra2vjXf/1Xent7mTNnzojy4gdDb7/o8XhQVZXm5mZk+X1PazQa5Q9/+ANf+MIXuHDhAsXFxdTX1bN3314yMzL5z3/7MRnpl1fHdxg7ZEXm5PnjSQ2t1xFFicLMIgRBIBIL09ZtXvE7URRZuWg1af50ekM97Duyh5gcX3izIAjcedtHKMgroKu7ixd+/9ywHRoS4U/ve5CVy1YRiUY4W3OajTfchqIoPPDAA+zduxdI3TPPYSB21Mkx5C2MJEmsXr3ayQVNcRydrIGjU+rTXyNFUWhpaTGK2xUUFNjqKbuVScX3UjAY5NixYyiKQl5eHrNmzTJt7t7eXl566SV6e3spLCzkgx/8YNz3YjAY5Ac/+AFtbW0UFxfzF3/xFwnl2IuiSEFBgVH8rqWlxagerqoqmzZt4tixY2RmZpKbk8urm1/F4/bwHz/4MTPKZsZ9XQdzEAWRacVlSQ+t13G7PBRkFgHQEwnS0dNumjHvcXtYs2Qtbpeb9o429h+Nv5K9z+vjnjvvJz0tnaaWJl7c9Nuk5T1LksRf/+XfMGP6TLq6uxDcKquXr6G3t5cPf/jDVFZWpuSZ53A5dtTJ+dRjYURRJC8vz/nwmuI4OlkDR6fUR9dIEARaW1uJRCIIgkBBQYHTLz6FSLX3Um9vL0eOHCEWi5GVlUV5eblpkRuhUIgXX3yRQCBAZmYmd9xxBx6PJ+65fvjDH3Lx4kWys7P54he/OGi/+NEiSRKFhYWIokgkEjHC7L/1rW+xe/duPB4Ps2fP5lfP/QpBEPjeP/0La1evS/i6DokjCALpvvQxjTTyuf3kpRcA0BXqpLM3YNrcmRlZrFm6DlGUaGpt5NDJA3E/KMjJyuGeO+7D7XJTVXOOFzf9dkDEiZn4fX6+9jf/j4L8AhqaGigoKmD2zDk0NTVxww03UF1dnVJnnsPgpNrfJjOwz04mINFolFdeecVWISJ2xNHJGjg6pT7RaJRNmzbR3NxMKBRCEAQKCwvjNpwckkMqvZd6eno4dOgQkUiEtLQ0Fi1aZJo3JhQK8bvf/Y7m5mb8fj933XVX3IZ3b28vTz31FGfPnsXv9/PFL37RqDxvBm63m8LCQgRBoKenh8cee4w//vGPCILAjBkzjGr1/+8r3+D2Wz9o2nUdEkNWZI6fOzImofX9SfdlkJOmFWrs7O2gsydg2tx5OfmsWrwaQRC42FDLwRP74/bMT55Uwsc+fC8uycXZqjO8/OqLSTPm83Lz+OZX/56c7FzqG+uYPXs2pVOmceHCBW644QZ++tOfpsSZ5zA0qfS3ySwE1ayYGRvR2dlJdnY2HR0dphbCMRtVVenq6iIzM9PJC01hHJ2sgaNT6iPLMk1NTcRiMcMT71SoTz1S5b3U09PD4cOHDSN+6dKlpj30CQaD/P73v6epqQm/38/dd98dt+EdDAb513/9V6qqqkhLS+PRRx9l+vTppqxzsGt97WtfY/v27YiiyLRp03jppZcA+NqX/h+f+eTDSbmuQ3yoqko4GsLr9o3Le6mzt4OOHq0jSKY/m2y/eT3t6xovcuD4e6iqyuTCElYsWhW3p/RcdSW/+cOvkWWZ2TPmcNdtHzW1G0V/Lly8wDe+/f/o7OqgqKCI48dPcLG+ltLSUrZs2cL8+fOTcl2HxEmVv01m4hjyg2AVQ97BwcFhoqDn9/YPp3eMeIehCAQCHD9+nFgsRnp6OkuWLDHNiG9vb+fll1+mo6MDv9/PRz/6UQoKCuKaq6WlhR/84AfU19eTnp7Oo48+Oqo2c6Ohq6uLr3zlK+zevRtRFElPT2fHjh0A/N8vfZ1Pf/IzSbmug7Xpb8ynezPITc83zQhqaK7XcuVVhcK8IlYuXo3bFZ8BfrbqDC++8lticowpk6dyzx334ff5TVnnpVRfOM8/PPF3BDoCZKZnUXmukrr6i+Tn5/PKK6+wdu3apFzXweFSnNB6CxONRnn55ZdtFSJiRxydrIGjU+oSjUZpbGwkEokQi8XIzc11jPgUZrzfS01NTUZOfGZmpqme+Lq6Ol544QU6OjrIzs7mnnvuiduIP3/+PI8//jj19fXk5OTwpS99KWlGfH19PZ/+9KfZvXs3LpcLRVHYsWMHkiTxz0/8M59+yDHiUxFZkTlaeWjMQ+v7k+XPJjddizYJhrtp6WpCMWk9xYWTWb10LaIo0dzWxLvvbaenNxjXXLNnzOH+j3wcn9fHxfpafvHrn9HW3mbKOi9lemkZ3/7GdyguKqYr2Elp6VSmTZtGa2srN9xwA7/73e+Scl2HxBjvv03JwPHID4JVPPKqqhIKhfD5xifkymFkODpZA0en1KSnp4e2tjZUVUWSJDIzM8nIyHA0SmHG672kKApVVVXU1tYCUFBQwPz5803JiVdVlcOHD7Njxw4URaGoqIg77riD9PT0uOZ65513+NWvfkU0GmXq1Kl84QtfIC8vL+F1Dsbu3bv52te+Rnt7Ox6Ph4sXL3Lx4kXS/Gn8+9NPc+ONN6CqKnKvimqfz7e2QFVVYnIUl+Qe9zOvN9JDa1czKiou0UVBZhFulzkPyAKdAfYe3k04EsLj9rBi0WoK8wrjmqu5pYnnX/4VXd1deD1ePrzxLubMnGPKOi8l0BHgn773LSqrKlFVld5giNNnTwHwt3/7t/zjP/6jrSqkWx07fs5zDPlBsJIhH4vFcLlctrkh7YijkzVwdEotVFUlEAjQ3d0NgMfjIT8/H1VVHY1SnPF4L4XDYU6cOEFnZycAU6dOZebMmaZcPxwOs3XrVk6fPg3AnDlzuPnmm+Py8ofDYX75y1+yc+dOABYvXsxnP/tZ/H7zQ4BlWea//uu/+I//+A8URcHlcnH06FEikQiTi0t4+qn/oLy8HE+6C9Gt/Z7ksIoScj4WpgqqqqKoCqIgpsSZF4mFaelqQlZkBARy0vNI95rzYLU31Mvew7vp7O4AYO6MecydMT+uubuDXbz4ym+prdce6q1fdRUb1l2XFKM6HA7z7//9I97ZtV17IBZVOHbiKAA33XQTzz77LFOmTDH9ug6jx46f85zQegsTi8XYtGlT0npnOpiDo5M1cHRKHSKRCI2NjYYRn5mZSVFRkdH32tEotRnL95KqqjQ0NPDee+/R2dmJJEmUl5cza9YsUz6o1dTU8D//8z+cPn0aQRDYsGEDt912W1xG/OnTp/n7v/97du7ciSAIfOQjH+GRRx5JihF//vx5Pv3pT/PMM88QiUTo7e1l//79RCIRNqy/jj/+ZhPlC8o5ce4oke4Ycp/xLnkFXBkCguNETAkUVeFE1VEUNb6q7mbjcXmZlF2C1+1DRaU92Eprd7Mpof9+n5+rV21gWolW6PF01Sne3b+D7mDXqOfKSM/k43d/ghVLVgGw672dPPv8T2lpbU54nZfi9Xr5wp/9HzZu3IgkSbg8EuULFuL1eHnzzTdZvHgxzz33nOnXdRg9dvyc53jkB8HxyDuYiaOTNXB0Gn8URaGrq8vwquo9X3VDx9HIGoyVTr29vZw9e5a2Ni0PNjMzkwULFphiGPf29vLuu+9y/PhxALKzs7nlllsoKSkZ9Vw9PT289NJLbNu2DVVVycvL49Of/jTz5s1LeJ2XEo1G+Z//+R/+4z/+g1AoRHd3Nw0NDQSDQdxuN1/43F/x+c/9BaIoXubtFSSQ0gQEUdC+F8Hxzo8zqeaR11FVla5Qp1EETxREstNyTfPO1zZc4EjFYWQ5hiiKzJ0xn1nTZsdV1b7izEk2b91Eb6gXSZJYt3I961dfHXdRvcHQdTp77iw/eOYpGhrrCYVCtLa00tyiPTy48847eeqppygrKzPtug6jw46fIRxDfhCsZMjbLdfDjjg6WQNHp/FDVVV6e3sJBAJGD2C/309ubu6AUEhHI2uQbJ1kWaampoYLFy6gqiqCIFBWVkZpaWnC15NlmWPHjrFr1y7C4TCghb9fc801o/bCK4rCO++8w4svvmhEl2zYsIGPfexjpKWlJbTOS1FVlR07dvC9732PmpoagsEggfaAYUQsmFvOk//0PebPWzDgZy7LvxZA8gmIHu3/VUVFDjm58+NFKuXID0YkFqatu4WorN0gHpeXnLRcvO7Ei5H29PZw5NQhmlubAEj3p1M+ZxGTCopH/bvoDnax6Y1XqDx/FoCcrBxuuOYm5s2OL3T/UvrrFA6HefZXP2PL1s2oqkpbaxsX6y6iKAp+v5/HHnuMv/7rvyYjIyPh6zqMDjt+hnAM+UGwiiEfjUbZtGkTt99+e9L6ZTokjqOTNXB0Gnv0P6odHR1GFVlJksjJyRnU0HE0sgbJ0kmWZerq6rhw4YJxv+Tk5DB79uy4is5dOvfJkyfZt2+fERFSUFDA9ddfP+r8VlmW2bdvH6+88goNDQ0ATJ48mfvvv5/y8vKE1nkpqqqyb98+nnnmGQ4ePEgwGKStrY3W1lYA0tMyeOSzj/DQJz9zmRayInOi6ijlMxYjiQNj6QWXZtALUp9BL6vIYcegH2uupFGqoHvnO3sCqGgmhd+dRlZaDp4Ei+GpqkptwwVOnj1OOKI9WMvLzmfOjLkU5hWNyhhTVZVTZyt4Y/sWurq1cP1JhZPYsO56Zs+YnZBhN5hOp85U8J8/e4bzNefp7e2lqbGJ9oAWwVBYWMhXv/pVPv/5z5v+UM9haOz4GcIx5AfBKoa8g4ODgxVRVZWenh66uroMg0wQBDIzM8nMzIwrfNLBvkQiEerq6qirqzPuF5/Px6xZs8jPT6yndTgcpqKigoMHD9LRoRXZSktLY82aNSxevHhU92I4HGbv3r1s3ryZpqYmY64Pf/jDXH/99bhcrrjXeSnRaJS33nqLX/3qVxw8eJCuri5aW1uNPUiixIdvvZOv/s1XKSqaFPd1RA+IXi3cHhyD3mFoYnKMzt4AwXC38TWf20emLxuvOzEPaCwW5cz5M5y7cBZF0eoFZGfmMKdsLpMKikf1Po1EIuzev4t9B/cQiUYAKC6azOrla5g/e4Gp71NZlnn9rS288NKvaQ+0EQgEaGpqore3V7tucTGPPPIIDz/8MJMmxf8+dZi4OIb8IFjFkFdVla6uLjIzM20TImJHHJ2sgaNT8olGowSDQYLBoPFhTBAEMjIyyMzMHLaisKORNTBDJ71rQUNDA83NzegfVXw+H9OmTWPSpElxP/BRVZXm5maOHTtGRUWF8XDA7/ezatUqFi9ePCpvTW1tLdu3b2f37t3GB/SMjAxuueUWrr/+elOL2V28eJE//vGP/Pa3v6Wuro729nZaW1uNNABJlPjgLR/iC5//K2bOnHnFuVRVJRwNjcjIEr19Bn3f64wc+ogKqVGHzZaMRqNUIRqL0NEboDfSY3zNLblJ92aQ5k1HEuM3lHtDvVTWnKX64nmjl73P66N08jSmlUwnzT/yyJye3h727N/Fe4f3GcXP0vzpLFu0jMULlpKXO/J2kMPpFAqF2PT6K/zh1d/T0Rmgra2NpqYm433rdru55557+NznPseGDRuch9lJwo6fIRxDfhCsYshHo1G2bNnCLbfcYpsQETvi6GQNHJ2SQzQapbe3l56eHsNgAi2EPiMjg/T09BG3BHI0sgbx6qSqKp2dnTQ3N9Pc3EwkEjG+l5WVxZQpUygoKIjrQ66qqrS2tnLmzBlOnz5NIBAwvpeXl8eSJUsoLy8f0XpVVaWuro79+/fz3nvvUV9fb3yvsLCQ66+/nmuvvRafL/E8YYD6+nreeustNm/ezMGDBwkEAgNaM4IWQv+hjR/msw99jhkzZoxoXlmRqTh/nPllC0ccti16QPS8H3IPmpdeiaooURyj3mTi0ShViMlRukKdBEPdRsg9gM/tx+9Jw+9Ji3tP4UiYqguVVF88b3jVAXKz85hcVMLkwskjNuqDPUEOHTvAwaMHjJB70Lz05fMWMm/WPHKyc684x0h1CkfCbH/3bf6w+fdcqK0hEAjQ0tJCT8/7Dz2mTJnCvffey7333suaNWsco95E7PgZwjHkB8EqhryDg4NDqiHLMpFIhFAoRCgUuqzNi8/nIz09Hb/fb5sn4g7xoddICAQCtLe3097ePuB+cblcFBYWMnnyZDIzM0c9fzAY5OLFi1RXV1NTUzPA8JUkiZkzZ7JkyRKmTJky7L3Y1dVFRUUFJ0+e5MSJE0YOuj7X0qVLue6665g/f37CH7y7uro4cuQIu3fvZvv27Rw/fpyuri66uroMj7/Ogrnl3PuR+/joXXePafEswdVn0LsY8LtTFc2gV2Mqqgw4nzAnPIoi0xMJEgwHicTCA77ncXnwuf14XT48bi+iMLr3jqIoNDTXU113npa2ga3lsjKyKMgtpCCvkLyc/GGr1MuyzJlzpzl0/CDna6robx7l5eQxs2wWM6bNZMrkqfh9iUXZKIrC0eNH2PbuW+zZt5v2QDstLS0EAgEjWg0gNzeXjRs3cuutt3LttddSVlbm/N10GEBKGPI/+tGP+O53v0tDQwNLly7l3/7t31izZs2Qr3/hhRf4+te/zvnz55kzZw5PPPEEt99+u/F9VVX55je/yY9//GMCgQBXX301Tz/9NHPmzBnReqxiyCuKQiAQICcnx3lil8I4OlkDR6fRI8sy0WiUaDRKJBIhEokM2p/V6/WSlpaG3+8fsfd9MByNrMFgOqmqSjgcJhgM0t3dTWdnJ52dnZfdLy6Xi7y8PIqKisjNzR2RznrNBT1ctaGhgYaGhgGGO2gG9/Tp05kzZw4zZ84ctAq9qqp0d3dTV1dHdXU1VVVVnD9/npaWlsvWuXDhQlasWMGyZcviLljV1dVFZWUllZWV7N+/n127dlFZWUlPTw89PT2XGe4A82bPZ+NNt/Kh2z7MrFmz4rou9P3ewj2kedMSMg4EN4juy4160Ax7NaZ57VUZVAXHuB8FZmmUKkTlKD3hIL2RHqJy5LLvuyUPXrcXt+TB7fLgltwjNu57Q700NNdT31xHa3vLZd/PTM8iOyubnMxccrJyyEzPxDWEcd/TE6TibAUnTx/nQt0FLjWV8nLyKJk8hZJJUygqKCI/rwBVUOPSqbe3lz37d7N3/x4OHN5PS0sL7e3tdHZ2DjDqQSvuuXbtWjZs2MDKlSspLy83pVvHRMGOnyHG3ZB//vnnefDBB3nmmWdYu3YtTz31FC+88AKnTp2iqKjostfv3LmTa6+9lscff5wPfehD/PKXv+SJJ57gwIEDLFq0CIAnnniCxx9/nGeffZYZM2bw9a9/naNHj3LixIkRhbpZxZCPRqNs3bqVG2+80TYhInbE0ckaODpdjqqqyLJMLBa77L/RaPSyDxk6LpcLr9eL3+/H6/Wa9gfT0Sh10e8V3Vg/cuQIZWVlRmpF/7oI/dGLHObk5JCXl0dWVtagH0pjsZjhldb/dXZ2Egho+aZ6rumlc+fn5zNt2jSmTZvGlClTcLlcRCIR2tvbaWtro62tjfZ2zRvW2NhIfX09wWBw0D1OmTKFBQsWUF5ezpw5c0b0eSIajdLa2kp9fT21tbVUVFRw5swZqqqqqK6upr29nXA4TCgUGpB60p/83HzWrFjH1euu5tprr2NKyeiq6A+FrMicrqlg7rT5poVtCy4QXAKiCxAvN+yhz7hXAOXSMY6RfwnJ0ChVkJUYvZFewtEQ4VgIuS/n/VJcoguX5EIS3bgkl/H/oiAhidKg91g4Eqa1vYXmtmZa25sJ9g7+nvZ6fGSkZZCRnkGaPx2/14/P68Pv8+Pz+hFFkVA4RPWF85yrrqTmYg1t7a2Dz+X1MqmwmNzsXLKzssnKzCY7K5vszGzS0zJGVEQvEolwvOI4h44e5PiJoxyvOE5HR4cRjTOYyeb1epk2bRqzZ89m9uzZzJkzhzlz5jB9+nRKS0tJT093DP0+7PgZYtwN+bVr17J69Wp++MMfAtrTktLSUr7whS/wt3/7t5e9/r777iMYDPLHP/7R+Nq6detYtmwZzzzzDKqqUlJSwt/8zd/wpS99CYCOjg4mTZrEz372M+6///5h1/T/27vz4CjK/H/g76fnykUSQo5JOEI4BAUCWYSYWOKVBZFyZddCZClRFs/Fg9X1wPpqBA8QWbWkXI8qDW6pKFgruiurxmDwSAyIZBEMLPALiYEkiJALQubo5/fHzHRmMjMhiSQznbxfVQPPPPN0z9P96SfdT/fTPXrpyBMRef6ESyl90h3/V1VVK9Pxvaqq2svpdGrpruweDAYDTCYTzGYzzGbzOe2407nlHf9A24Hn5XQ6tZdnm/B+7zmR4/2y2WwB599xu/RsJ56XwWDwGdnR1tamXYn2vE6fPg2HwxGw7p76q6qqnTyKjIzUfie4tbUVLS0taGlp0UYDdOz0d1x2KSViYmKQlJSEpKQkJCYmIjY2Fna7HS0tLWhsbNQOrpuamtDc3OwzysBzouHUqVNoa2vzOQl2NjHRMRidMQaTJ0zB5EmTkTVlKoYPH6bbNiUM7s69QUAoCNq59yalBKRXx14C0v2/6433+/b/ZYf3fmkKaw6nAzbHGbQ5bLA7bbA7bFDl2R+6IIQCg1BgUAxQFAMUoUAIBYoQ7v8V2O02NLc0o7mlGU0tTWhqbvS5tz4Yk9EEs8kMs8kMk/t/SKCpuQkNjQ042XASTc2NOHU68IkCb2azGZERUYiKbH9ZLBEwm0wwmy2u7zGbvb7PBIfDieoj1ag8/P9wuKoS+/+3DzVHa3Dq1Cnt9rWzMRgMiIqK0n4VJj4+HvHx8Rg0aBDi4uK0fM/7uLg4REdHIzo6GlFRUYiJidFOykdFRcFisWh/u3mCIPTO3W8s9IDNZsPOnTuxfPlyLU9RFOTl5aG0tDTgNKWlpbjvvvt88mbNmoXNmzcDACorK1FXV4e8vDzt87i4OGRnZ6O0tDRgR76trc1nx+75DVnPTtfzv+eAw5N2OBwQQmhpRVGgKErQtN1uh8Fg0NJGoxFCCC0NuK46eKdNJhOklFrac1BlMpmQnp7uN9yvu8Lgzoqww3Xij+vEH9eJP64Tf1wnXROq9RToRFhvUoSCQYMGYUjCEKQmpyF9+EiMyhiFsaPPw+jRo5GUnAyjwQBVdUIIBUIIOFXXyQVPWvHK75gGAFWqPmmDYnCd7OiQVoSC5tNNiIqIhtFgdK8DFYpicHWgpPRKu47PfNLuERZaWriWzzvttDsBh3Dnu5fJICAV1XVsZBCQQkJRhNbJF0IAAgg8orrnHYdO43u20Ev/pHCnhVf+OU9LCVVK7USO5zu7lJaAEO0nOLS0cJc5x+lACyJEh7p0kjZIEyKEySff4X7mitPhgN1hh8PhgMPp8DkxJqUKh1ThUP1v6/ImzEBswiDEJgwCMBQOh0M7/m9ra4PNZtNOStrtdkgpYXfYYXfYA17RV0wCQ5ISMCQpQRuN1NbW5jMPz0tKqd1+1tjU0Gk9gzFHmjBp8iRMmDQBra2taGtrQ2trq8/DL1tbW7XvsdlsWp/Bc3LxXPPuyHvSwf4/22fd/b6e1jUuLg7V1dUAXKMHPSeEO6Y9J3U9acC/H9ibfcKuLmtIO/LHjx+H0+n0++3ElJQU7Nu3L+A0dXV1AcvX1dVpn3vygpXpaNWqVVixYoVf/p49e3DJJZegoqICADBx4kTs3r0bkZGRGD9+PHbt2oXBgwdjzJgx2L59O4YOHYr09HSUlJRg9OjRGDp0KL788ktMnDgRycnJ2Lp1K6ZNm4aEhAR89tlnuOSSSxAbG4stW7Zg5syZMBqN2LJlC66++mo4HA589tlnuPbaa9Hc3IyvvvoKc+bMQUNDA3bs2IFZs2ahqanJ50mXREREdO4pQoFQBBRFcQ3vNRlhNBoRYY6A0WyC2WRCdNQgRESYERUVDWtiKgbFxSAhIQEjU0fDFKUgdlAshiWORLOjAQZhQKw5HifafoZZsSDGFItfzhyD/agd0cYY/HymDjHGWEQao3CstRax5nhEGCJR13oECeZEmA0W1J7+CYkRKTApZhw9XY2UiDQIoaCutQbWyGGQUkX9maNIixoBu2rD8TP1SI0aDpuzDSdsx5EckYpjrbVQhEByZBpaHafR4mhCUoQVpxwtOOM4jSERyWixN8GmtiHBkoQmWwNU6US8ZQgabScBAHHmwWho+wVKkGWKMEZ1eZnqzxxBcrQVZpMFDc5fkBCZCIPRgNNqC2LMsRACsKENUaZoQJFwwgmz0QJAQgrZPvxcwG8UQ6cHxt3oH4g+TQt0PJ/Rt9/fvXQgv2Z+JoMRJnPgropnJI73iCHPqKGOI80CjTwyGAwwm82IiYnxO8njGZ1jt9sD3l7mPXIt0Ii2QCOHHA5Hl+fjmZenLt6jpxRF0a6YA65bfrx53/525swZnDp1Cq2trdoVfM9JC0+ZjuvP04ENtM4CxSBQOpwpioKff/4ZFRUVuOKKK1BbW4tDhw5hxowZ+Omnn3DkyBHk5uaisrISJ0+exLRp03DgwAG0trYiKyurz/qEXf3Z0pAOrT969CiGDh2KkpIS5OTkaPkPPvggtm3bhrKyMr9pzGYz3nzzTSxYsEDL+/vf/44VK1agvr4eJSUluPjii3H06FGkpqZqZa6//noIIfDee+/5zTPQFfnhw4fjxIkTGDx4cNhekX/yySdRU1MDVZUBTrl2JS0gBCCk+89mh1O60n1GFPBN+5xxdWcqEFDd2QLQ0h2L+32N91lZRbjzJQSE9nMlHdPelRSB5nq25RbtCygUV42l+ztd3y6huHed3vmBzplrZ+TdCZ+0EFCENjIQCvzTgZYpYFoEzhdCcdcRXsvhmqd3PLz/9buaECDG3kunpYWn7v7x8F0bZ1kOdzyEoriuMnmWw5MvhCst3LGX0l0vV1rRfsfYXd9OttXO0gbPQ7i0tRM4HWyJ4Llq1Mm2Gjztjo0AIEW36y48E7vfuNYZ2re3YGl42qqrLgp825wmWBtSBKC6tixX/FT3ulAA6fldeM/WHbiteK/L9hKiQ2xc9VIlYHDX3S+tuMpKCSiKgOoejqsoAqoKCCEDb1fudHsb8o+Td3tSROC/EcK39oB7/oG3JQFFEe6DIVcdAekOn2d7ltq686QlXAsohKLVqP2Ppvtvpiq1dOd/99xXRSGhuOujurcNT9sSnmWVaoA0tDKe7c1gaO9iKIpBi6zR4NW2hAHaGGmvtGIwuusuIRTFXQ8FRqNB246M7gcjCkWBQfGKpWfbcw+fVbW/e4r7SrPrnQrV9bdcCEjphIDirrsTRqMJBoMRRqNBGzZqNlsQHR0Fs9kCg1FBhDkCBqMRQoH7oVhSu0Lj2WYMBoN2wNtZ2nP/r0FxHUcI4Top0JW0w+k+jhDuYwpDe9ozvNWTBlwH8t5po9GodUyMRiNUqUJ1qu1pVYXRYOzScuhpmQxKe30Vg9Je9w75UlVd7dKgtC+TUOBUVW179x194HRtbR3STtW9fMK9rEp7WlHcIyfcacB1K6l32mAwaB0og0GBKiWkO98nrXo6okqX0k533Q2KAqdTdcdAdDHtdLdP/7SiGCAEtLRrOXzTrmVqT4frMgl4Rt8K90gABxThiYerDKRn+Vyx0dKqazkU75gp7uWT0lVHd+cckHA6VKhShYQK1eHaDoUi4FRV9/GnK+3Za6qq57jVnVZdI2rsdrt7vk6oThVSAEK6lkO6Dk9cy+TeBzidrr+BElLbbiGlNprHdbzgWk9Sle59qoTd7oDT6YBTlXDYbbDZbXDYHWiz2aA6nXA4nK46qKqrPg4nnGr7bVkdT0SoUF3L4ZSuuniOTmT7PlQCrh291kfwukXL/d77mNezb/VM3P5zh+4Dc69jsOSUJKxcuTLgVXheke+mxMREGAwG1NfX++TX19fDarUGnMZqtXZa3vN/fX29T0e+vr4eU6ZMCThPi8UCi8Xil+/ZaXg/Zdk77f3giq6kvR+s0J20EEJLezYAAHjkkUdQW1uL1NRU3d4/NxCoqso46QDjFP4YI31gnPSBcQp/jJE+eOI0LDWNcQpjnjgB7f0z736VdzpY368v+4RdEdKtzWw2Y+rUqSgqKtLyVFVFUVGRzxV6bzk5OT7lAaCwsFArn5GRAavV6lOmqakJZWVlQeepV6qq4tChQ0GfHE3hgXHSB8Yp/DFG+sA46QPjFP4YI31gnPShP8Yp5E+tf++993DTTTfh1VdfxfTp0/HCCy9g48aN2LdvH1JSUrBo0SIMHToUq1atAuD6+blLL70Uq1evxpw5c/Duu+/i6aef9vv5udWrV/v8/Nzu3bv73c/PERERERER0cAT8vEf8+fPx9q1a/HYY49hypQpKC8vxyeffKI9rK66ulobBgEAubm5eOedd/Daa69h8uTJeP/997F582atEw+47rG/++67cdttt2HatGloaWnBJ5980qVOvJ6oqoqqqqp+dWapP2Kc9IFxCn+MkT4wTvrAOIU/xkgfGCd96I9xCvkV+XCklyvyDocD27dvx/Tp033uu6DwwjjpA+MU/hgjfWCc9IFxCn+MkT4wTvrQH+PEjnwAeunIExERERER0cAT8qH11HNOpxMHDx7Ufv6AwhPjpA+MU/hjjPSBcdIHxin8MUb6wDjpQ3+MEzvyOialxMmTJ8FBFeGNcdIHxin8MUb6wDjpA+MU/hgjfWCc9KE/xolD6wPg0HoiIiIiIiIKV7wir2NOpxP79u3rV0NE+iPGSR8Yp/DHGOkD46QPjFP4Y4z0gXHSh/4YJ3bkda61tTXUVaAuYJz0gXEKf4yRPjBO+sA4hT/GSB8YJ33ob3Hi0PoAOLSeiIiIiIiIwhWvyOuY0+nEnj17+tUQkf6IcdIHxin8MUb6wDjpA+MU/hgjfWCc9KE/xokdeSIiIiIiIiId4dD6ADi0noiIiIiIiMKVMdQVCEeecxtNTU0hrknnPENEJk6cCIPBEOrqUBCMkz4wTuGPMdIHxkkfGKfwxxjpA+OkD3qL06BBgyCE6LQMO/IBNDc3AwCGDx8e4poQERERERHRQNKVkeEcWh+Aqqo4evRol86EhFJTUxOGDx+On376ibcAhDHGSR8Yp/DHGOkD46QPjFP4Y4z0gXHSB73FiVfke0hRFAwbNizU1eiy2NhYXWyQAx3jpA+MU/hjjPSBcdIHxin8MUb6wDjpQ3+KE59aT0RERERERKQj7MgTERERERER6Qg78jpmsViQn58Pi8US6qpQJxgnfWCcwh9jpA+Mkz4wTuGPMdIHxkkf+mOc+LA7IiIiIiIiIh3hFXkiIiIiIiIiHWFHnoiIiIiIiEhH2JEnIiIiIiIi0hF25ImIiIiIiIh0hB35MPfUU08hNzcXUVFRiI+PD1imuroac+bMQVRUFJKTk/HAAw/A4XB0Ot8TJ05g4cKFiI2NRXx8PJYsWYKWlpZeWIKBp7i4GEKIgK8dO3YEne6yyy7zK3/HHXf0Yc0HlpEjR/qt79WrV3c6zZkzZ7B06VIMGTIEMTExuO6661BfX99HNR54Dh8+jCVLliAjIwORkZEYPXo08vPzYbPZOp2Oban3vfTSSxg5ciQiIiKQnZ2N7du3d1p+06ZNGD9+PCIiIjBp0iRs2bKlj2o6MK1atQrTpk3DoEGDkJycjLlz52L//v2dTrN+/Xq/dhMREdFHNR6YHn/8cb91Pn78+E6nYVvqW4GOFYQQWLp0acDybEd948svv8Q111yDtLQ0CCGwefNmn8+llHjssceQmpqKyMhI5OXl4cCBA2edb3f3baHGjnyYs9lsmDdvHu68886AnzudTsyZMwc2mw0lJSV48803sX79ejz22GOdznfhwoXYu3cvCgsL8e9//xtffvklbrvttt5YhAEnNzcXtbW1Pq9bbrkFGRkZuPDCCzud9tZbb/WZbs2aNX1U64Fp5cqVPuv77rvv7rT8X/7yF/zrX//Cpk2bsG3bNhw9ehR/+MMf+qi2A8++ffugqipeffVV7N27F88//zxeeeUVPPLII2edlm2p97z33nu47777kJ+fj++//x6TJ0/GrFmzcOzYsYDlS0pKsGDBAixZsgS7du3C3LlzMXfuXOzZs6ePaz5wbNu2DUuXLsW3336LwsJC2O12zJw5E6dOnep0utjYWJ92U1VV1Uc1HrgmTJjgs86//vrroGXZlvrejh07fOJTWFgIAJg3b17QadiOet+pU6cwefJkvPTSSwE/X7NmDV588UW88sorKCsrQ3R0NGbNmoUzZ84EnWd3921hQZIuFBQUyLi4OL/8LVu2SEVRZF1dnZb38ssvy9jYWNnW1hZwXj/++KMEIHfs2KHl/ec//5FCCHnkyJFzXveBzmazyaSkJLly5cpOy1166aXy3nvv7ZtKkUxPT5fPP/98l8s3NDRIk8kkN23apOVVVFRIALK0tLQXakiBrFmzRmZkZHRahm2pd02fPl0uXbpUe+90OmVaWppctWpVwPLXX3+9nDNnjk9edna2vP3223u1ntTu2LFjEoDctm1b0DLBjjOo9+Tn58vJkyd3uTzbUujde++9cvTo0VJV1YCfsx31PQDygw8+0N6rqiqtVqt89tlntbyGhgZpsVjkhg0bgs6nu/u2cMAr8jpXWlqKSZMmISUlRcubNWsWmpqasHfv3qDTxMfH+1wdzsvLg6IoKCsr6/U6DzQfffQRfvnlFyxevPisZd9++20kJiZi4sSJWL58OU6fPt0HNRy4Vq9ejSFDhiArKwvPPvtsp7ek7Ny5E3a7HXl5eVre+PHjMWLECJSWlvZFdQlAY2MjEhISzlqObal32Gw27Ny506cdKIqCvLy8oO2gtLTUpzzg2k+x3fSdxsZGADhr22lpaUF6ejqGDx+Oa6+9NuhxBJ07Bw4cQFpaGkaNGoWFCxeiuro6aFm2pdCy2Wx466238Kc//QlCiKDl2I5Cq7KyEnV1dT5tJS4uDtnZ2UHbSk/2beHAGOoK0K9TV1fn04kHoL2vq6sLOk1ycrJPntFoREJCQtBpqOdef/11zJo1C8OGDeu03B//+Eekp6cjLS0Nu3fvxkMPPYT9+/fjn//8Zx/VdGC555578Jvf/AYJCQkoKSnB8uXLUVtbi+eeey5g+bq6OpjNZr9nVaSkpLDd9JGDBw9i3bp1WLt2bafl2JZ6z/Hjx+F0OgPud/bt2xdwmmD7KbabvqGqKpYtW4aLL74YEydODFpu3LhxeOONN5CZmYnGxkasXbsWubm52Lt371n3X9Qz2dnZWL9+PcaNG4fa2lqsWLECl1xyCfbs2YNBgwb5lWdbCq3NmzejoaEBN998c9AybEeh52kP3WkrPdm3hQN25EPg4YcfxjPPPNNpmYqKirM+8IT6Vk/iVlNTg08//RQbN2486/y9n1EwadIkpKam4sorr8ShQ4cwevTonld8AOlOjO677z4tLzMzE2azGbfffjtWrVoFi8XS21Ud0HrSlo4cOYKrrroK8+bNw6233trptGxLRO2WLl2KPXv2dHrvNQDk5OQgJydHe5+bm4vzzz8fr776Kp544oneruaANHv2bC2dmZmJ7OxspKenY+PGjViyZEkIa0aBvP7665g9ezbS0tKClmE7or7EjnwI3H///Z2ezQOAUaNGdWleVqvV74mKnqdoW63WoNN0fHCDw+HAiRMngk5DPYtbQUEBhgwZgt/97nfd/r7s7GwArquQ7Hx0za9pW9nZ2XA4HDh8+DDGjRvn97nVaoXNZkNDQ4PPVfn6+nq2m27qbpyOHj2Kyy+/HLm5uXjttde6/X1sS+dOYmIiDAaD3681dNYOrFZrt8rTuXPXXXdpD7Tt7tVAk8mErKwsHDx4sJdqRx3Fx8fjvPPOC7rO2ZZCp6qqCp9//nm3R3axHfU9T3uor69Hamqqll9fX48pU6YEnKYn+7ZwwI58CCQlJSEpKemczCsnJwdPPfUUjh07pg2XLywsRGxsLC644IKg0zQ0NGDnzp2YOnUqAGDr1q1QVVU74CV/3Y2blBIFBQVYtGgRTCZTt7+vvLwcAHz+CFHnfk3bKi8vh6IofredeEydOhUmkwlFRUW47rrrAAD79+9HdXW1z9l3OrvuxOnIkSO4/PLLMXXqVBQUFEBRuv9oF7alc8dsNmPq1KkoKirC3LlzAbiGbhcVFeGuu+4KOE1OTg6KioqwbNkyLa+wsJDtphdJKXH33Xfjgw8+QHFxMTIyMro9D6fTiR9++AFXX311L9SQAmlpacGhQ4dw4403BvycbSl0CgoKkJycjDlz5nRrOrajvpeRkQGr1YqioiKt497U1ISysrKgvwLWk31bWAj10/aoc1VVVXLXrl1yxYoVMiYmRu7atUvu2rVLNjc3SymldDgccuLEiXLmzJmyvLxcfvLJJzIpKUkuX75cm0dZWZkcN26crKmp0fKuuuoqmZWVJcvKyuTXX38tx44dKxcsWNDny9efff755xKArKio8PuspqZGjhs3TpaVlUkppTx48KBcuXKl/O6772RlZaX88MMP5ahRo+SMGTP6utoDQklJiXz++edleXm5PHTokHzrrbdkUlKSXLRokVamY4yklPKOO+6QI0aMkFu3bpXfffedzMnJkTk5OaFYhAGhpqZGjhkzRl555ZWypqZG1tbWai/vMmxLfevdd9+VFotFrl+/Xv7444/ytttuk/Hx8dqvp9x4443y4Ycf1sp/88030mg0yrVr18qKigqZn58vTSaT/OGHH0K1CP3enXfeKePi4mRxcbFPuzl9+rRWpmOcVqxYIT/99FN56NAhuXPnTnnDDTfIiIgIuXfv3lAswoBw//33y+LiYllZWSm/+eYbmZeXJxMTE+WxY8eklGxL4cLpdMoRI0bIhx56yO8ztqPQaG5u1vpEAORzzz0nd+3aJauqqqSUUq5evVrGx8fLDz/8UO7evVtee+21MiMjQ7a2tmrzuOKKK+S6deu092fbt4UjduTD3E033SQB+L2++OILrczhw4fl7NmzZWRkpExMTJT333+/tNvt2udffPGFBCArKyu1vF9++UUuWLBAxsTEyNjYWLl48WLt5ACdGwsWLJC5ubkBP6usrPSJY3V1tZwxY4ZMSEiQFotFjhkzRj7wwAOysbGxD2s8cOzcuVNmZ2fLuLg4GRERIc8//3z59NNPyzNnzmhlOsZISilbW1vln//8Zzl48GAZFRUlf//73/t0KuncKigoCPj3z/scNNtSaKxbt06OGDFCms1mOX36dPntt99qn1166aXypptu8im/ceNGed5550mz2SwnTJggP/744z6u8cASrN0UFBRoZTrGadmyZVpMU1JS5NVXXy2///77vq/8ADJ//nyZmpoqzWazHDp0qJw/f748ePCg9jnbUnj49NNPJQC5f/9+v8/YjkLD07fp+PLEQlVV+eijj8qUlBRpsVjklVde6Re/9PR0mZ+f75PX2b4tHAkppeyTS/9ERERERERE9Kvxd+SJiIiIiIiIdIQdeSIiIiIiIiIdYUeeiIiIiIiISEfYkSciIiIiIiLSEXbkiYiIiIiIiHSEHXkiIiIiIiIiHWFHnoiIiIiIiEhH2JEnIiKikJsxYwbeeeedLpf/8ccfMWzYMJw6daoXa0VERBSe2JEnIiLqx26++WbMnTu3z793/fr1iI+P71LZjz76CPX19bjhhhu6PP8LLrgAF110EZ577rke1pCIiEi/2JEnIiKikHrxxRexePFiKEr3DksWL16Ml19+GQ6Ho5dqRkREFJ7YkSciIhpALrvsMtxzzz148MEHkZCQAKvViscff9ynjBACL7/8MmbPno3IyEiMGjUK77//vvZ5cXExhBBoaGjQ8srLyyGEwOHDh1FcXIzFixejsbERQggIIfy+w+Pnn3/G1q1bcc0112h5hw8fhhAC5eXlWl5DQwOEECguLtbyfvvb3+LEiRPYtm3br1klREREusOOPBER0QDz5ptvIjo6GmVlZVizZg1WrlyJwsJCnzKPPvoorrvuOvz3v//FwoULccMNN6CioqJL88/NzcULL7yA2NhY1NbWora2Fn/9618Dlv36668RFRWF888/v9vLYTabMWXKFHz11VfdnpaIiEjP2JEnIiIaYDIzM5Gfn4+xY8di0aJFuPDCC1FUVORTZt68ebjllltw3nnn4YknnsCFF16IdevWdWn+ZrMZcXFxEELAarXCarUiJiYmYNmqqiqkpKR0e1i9R1paGqqqqno0LRERkV6xI09ERDTAZGZm+rxPTU3FsWPHfPJycnL83nf1inx3tLa2IiIiosfTR0ZG4vTp0+ewRkREROGPHXkiIqIBxmQy+bwXQkBV1S5P77l6LqXU8ux2e4/qkpiYiJMnT/Z4/idOnEBSUlKPvpuIiEiv2JEnIiIiP99++63fe8997J6Oc21trfa594PpANfweqfTedbvycrKQl1dnU9nvivz99izZw+ysrLO+j1ERET9CTvyRERE5GfTpk1444038L///Q/5+fnYvn077rrrLgDAmDFjMHz4cDz++OM4cOAAPv74Y/ztb3/zmX7kyJFoaWlBUVERjh8/HnT4e1ZWFhITE/HNN99oeZGRkbjooouwevVqVFRUYNu2bfi///s/v2kPHz6MI0eOIC8v7xwuORERUfhjR56IiIj8rFixAu+++y4yMzPxj3/8Axs2bMAFF1wAwDU0f8OGDdi3bx8yMzPxzDPP4Mknn/SZPjc3F3fccQfmz5+PpKQkrFmzJuD3GAwGLF68GG+//bZP/htvvAGHw4GpU6di2bJlfvMHgA0bNmDmzJlIT08/R0tNRESkD0J634BGREREA54QAh988AHmzp3bJ99XV1eHCRMm4Pvvv+9yp9xms2Hs2LF45513cPHFF/dyDYmIiMILr8gTERFRSFmtVrz++uuorq7u8jTV1dV45JFH2IknIqIByRjqChARERF19+r/mDFjMGbMmN6pDBERUZhjR56IiIh88K47IiKi8Mah9UREREREREQ6wo48ERERERERkY6wI09ERERERESkI+zIExEREREREekIO/JEREREREREOsKOPBEREREREZGOsCNPREREREREpCPsyBMRERERERHpCDvyRERERERERDry/wGrGFcBZ65bVgAAAABJRU5ErkJggg==",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# get the nodes trajectories\n",
"fig, ax = plt.subplots(figsize=(12, 5))\n",
"\n",
"x = np.linspace(-10, 10, 1000)\n",
"for i, color in zip([0, 2, 5, 10, 50, 500], plt.cm.Greys(np.linspace(0.2, 1, 6))):\n",
"\n",
" # extract the sufficient statistics from the input node (and parents)\n",
" mean = mean_hgf.node_trajectories[0][\"expected_mean\"][i]\n",
" std = np.sqrt(1 / (mean_hgf.attributes[0][\"expected_precision\"]))\n",
"\n",
" # the model expectations\n",
" ax.plot(x, norm(mean, std).pdf(x), color=color, label=i)\n",
"\n",
"# the sampling distribution\n",
"ax.fill_between(x, norm(dist_mean, dist_std).pdf(x), color=\"#582766\", alpha=0.2)\n",
"\n",
"ax.legend(title=\"Iterations\")\n",
"ax.set_xlabel(\"Input (u)\")\n",
"ax.set_ylabel(\"Density\")\n",
"plt.grid(linestyle=\":\")\n",
"sns.despine()"
]
},
{
"cell_type": "markdown",
"id": "3efcf2a3-72fb-4706-b412-1366a781b234",
"metadata": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"source": [
"## Kown mean, unknown precision"
]
},
{
"cell_type": "markdown",
"id": "97141a28-777e-4adc-9ca7-60d565579e54",
"metadata": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"source": [
"## Unkown mean, unknown precision"
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "7442662d-a760-4f89-baed-9bcd4cc5162a",
"metadata": {
"editable": true,
"execution": {
"iopub.execute_input": "2025-01-10T13:58:49.555431Z",
"iopub.status.busy": "2025-01-10T13:58:49.555038Z",
"iopub.status.idle": "2025-01-10T13:58:49.558726Z",
"shell.execute_reply": "2025-01-10T13:58:49.558106Z"
},
"slideshow": {
"slide_type": ""
},
"tags": []
},
"outputs": [],
"source": [
"np.random.seed(123)\n",
"dist_mean, dist_std = 5, 1\n",
"input_data = np.random.normal(loc=dist_mean, scale=dist_std, size=1000)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "ae086ae0-fa93-4511-9a07-e190f72ee680",
"metadata": {
"editable": true,
"execution": {
"iopub.execute_input": "2025-01-10T13:58:49.561024Z",
"iopub.status.busy": "2025-01-10T13:58:49.560415Z",
"iopub.status.idle": "2025-01-10T13:58:49.949047Z",
"shell.execute_reply": "2025-01-10T13:58:49.948202Z"
},
"scrolled": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"outputs": [
{
"data": {
"image/svg+xml": [
"\n",
"\n",
"\n",
"\n",
"\n"
],
"text/plain": [
""
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mean_precision_hgf = (\n",
" Network()\n",
" .add_nodes(precision=1e4)\n",
" .add_nodes(value_children=0, tonic_volatility=-6.0)\n",
" .add_nodes(volatility_children=0, mean=6.0, tonic_volatility=-8.0)\n",
").input_data(input_data)\n",
"mean_precision_hgf.plot_network()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "b502f49e-f78d-44f4-8f7a-a715e3bf611f",
"metadata": {
"editable": true,
"execution": {
"iopub.execute_input": "2025-01-10T13:58:49.951225Z",
"iopub.status.busy": "2025-01-10T13:58:49.951023Z",
"iopub.status.idle": "2025-01-10T13:58:50.163886Z",
"shell.execute_reply": "2025-01-10T13:58:50.163062Z"
},
"scrolled": true,
"slideshow": {
"slide_type": ""
},
"tags": [
"hide-input"
]
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(figsize=(12, 5))\n",
"\n",
"x = np.linspace(-10, 10, 1000)\n",
"for i, color in zip(range(0, 250, 25), plt.cm.Greys(np.linspace(0.2, 1, 10))):\n",
"\n",
" # extract the sufficient statistics from the input node (and parents)\n",
" mean = mean_precision_hgf.node_trajectories[0][\"expected_mean\"][i]\n",
" std = np.sqrt(1 / mean_precision_hgf.node_trajectories[0][\"expected_precision\"][i])\n",
"\n",
" # the model expectations\n",
" ax.plot(x, norm(mean, std).pdf(x), color=color, label=i)\n",
"\n",
"# the sampling distribution\n",
"ax.fill_between(x, norm(dist_mean, dist_std).pdf(x), color=\"#582766\", alpha=0.2)\n",
"\n",
"ax.legend(title=\"Iterations\")\n",
"ax.set_xlabel(\"Input (u)\")\n",
"ax.set_ylabel(\"Density\")\n",
"plt.grid(linestyle=\":\")\n",
"sns.despine()"
]
},
{
"cell_type": "markdown",
"id": "6da1aaa4-5bbe-4579-ad79-1601d79dd09b",
"metadata": {
"editable": true,
"slideshow": {
"slide_type": ""
},
"tags": []
},
"source": [
"## System configuration"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "3738137f-7eaf-49b3-a87a-c542ad949b7c",
"metadata": {
"editable": true,
"execution": {
"iopub.execute_input": "2025-01-10T13:58:50.166028Z",
"iopub.status.busy": "2025-01-10T13:58:50.165837Z",
"iopub.status.idle": "2025-01-10T13:58:50.179765Z",
"shell.execute_reply": "2025-01-10T13:58:50.178942Z"
},
"slideshow": {
"slide_type": ""
},
"tags": []
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Last updated: Fri Jan 10 2025\n",
"\n",
"Python implementation: CPython\n",
"Python version : 3.12.3\n",
"IPython version : 8.31.0\n",
"\n",
"pyhgf : 0.2.1.post4.dev0+d49aafe9\n",
"jax : 0.4.31\n",
"jaxlib: 0.4.31\n",
"\n",
"numpy : 1.26.0\n",
"seaborn : 0.13.2\n",
"sys : 3.12.3 | packaged by conda-forge | (main, Apr 15 2024, 18:38:13) [GCC 12.3.0]\n",
"IPython : 8.31.0\n",
"matplotlib: 3.10.0\n",
"pyhgf : 0.2.1.post4.dev0+d49aafe9\n",
"\n",
"Watermark: 2.5.0\n",
"\n"
]
}
],
"source": [
"%load_ext watermark\n",
"%watermark -n -u -v -iv -w -p pyhgf,jax,jaxlib"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "0d0ad867-dee9-4221-bb45-5b286231983b",
"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": "3.12.3"
}
},
"nbformat": 4,
"nbformat_minor": 5
}