ism-transceiver-915mhz/sim/low_noise.ipynb

1269 lines
2.4 MiB

{
"cells": [
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"2-Port Network: 'BFU520_03V3_005mA_NF_SP', 0.4-2.0 GHz, 1001 pts, z0=[ 50.+0.j 50.+0.j]"
]
},
"execution_count": 48,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import numpy as np\n",
"\n",
"import skrf\n",
"from skrf.media import DistributedCircuit\n",
"import skrf.frequency as freq\n",
"import skrf.network as net\n",
"import skrf.util\n",
"\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline\n",
"plt.rcParams['figure.figsize'] = [10, 10]\n",
"\n",
"f = freq.Frequency(0.4, 2, 1001)\n",
"tem = DistributedCircuit(f, z0=50)\n",
"\n",
"bjt = net.Network('BFU520_Spar_NF_400MHz-2GHz/BFU520_03V3_005mA_NF_SP.s2p').interpolate(f)\n",
"\n",
"bjt"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f3073797cf8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"bjt.plot_s_smith()"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(2.9580917447631938, (1.2432679422469759+3.3675063614328802j))"
]
},
"execution_count": 50,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# calculate the stability circles for the source and load impedances\n",
"\n",
"idx_900mhz = skrf.util.find_nearest_index(bjt.f, 915.e+6)\n",
"\n",
"sqabs = lambda x: np.square(np.absolute(x))\n",
"\n",
"delta = bjt.s11.s*bjt.s22.s - bjt.s12.s*bjt.s21.s\n",
"rl = np.absolute((bjt.s12.s * bjt.s21.s)/(sqabs(bjt.s22.s) - sqabs(delta)))\n",
"cl = np.conj(bjt.s22.s - delta*np.conj(bjt.s11.s))/(sqabs(bjt.s22.s) - sqabs(delta))\n",
"\n",
"rl_900mhz = rl[idx_900mhz][0, 0]\n",
"cl_900mhz = cl[idx_900mhz][0, 0]\n",
"\n",
"rl_900mhz, cl_900mhz"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f30735f0240>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"def calc_circle(c, r):\n",
" theta = np.linspace(0, 2*np.pi, 1000)\n",
" return c + r*np.exp(1.0j*theta)\n",
"\n",
"def plot_smith(pts):\n",
" n = net.Network(s=pts)\n",
" n.plot_s_smith()\n",
" \n",
"cl_points = calc_circle(cl_900mhz, rl_900mhz)\n",
"plot_smith(cl_points)"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(3.0024614405316727, (-2.914568780972254+2.1685483287786806j))"
]
},
"execution_count": 52,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"rs = np.absolute((bjt.s12.s * bjt.s21.s)/(sqabs(bjt.s11.s) - sqabs(delta)))\n",
"cs = np.conj(bjt.s11.s - delta*np.conj(bjt.s22.s))/(sqabs(bjt.s11.s) - sqabs(delta))\n",
"\n",
"rs_900mhz = rs[idx_900mhz][0, 0]\n",
"cs_900mhz = cs[idx_900mhz][0, 0]\n",
"\n",
"rs_900mhz, cs_900mhz"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f3073a85898>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cs_points = calc_circle(cs_900mhz, rs_900mhz)\n",
"plot_smith(cs_points)"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f30738dc080>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# let's plot all of them\n",
"# output stability first\n",
"\n",
"for i, f in enumerate(bjt.f):\n",
" # decimate it a little\n",
" if i % 100 != 0:\n",
" continue\n",
" n = net.Network(name=str(f/1.e+9), s=calc_circle(cl[i][0, 0], rl[i][0, 0]))\n",
" n.plot_s_smith()"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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t2bMItr0EfWbC+FftZsYOv54q559fHUXfauKdm/sy8Qrzdoa2mqFxdPQkKGgKJSVfExPzGE7KzjfLEYOwsDBkMhkFBQXSNzQOclDIbMTQaAFbNTRaXD2U+IaqxJZyXkwmE0VFRWRmZpKZmcmJEydIS0sjMzOTysrKDoPi7u6Ol5cXQUFBTHd0RC6TMertt3lg2FB8LJSsLZfLMRqN5zU0SqWS0NBQQkNDL+ncVVVVpKenc/z4cbKyssjPzyc9PR2dTtdhfurq6vD19SUuLo7k5GQSEhKIi4vDM8yTBYcWkBKQwqyEWZf7Mu20c+Bj+Hk+JE6CiYvgb5xobgdajSbe3JzJe9uy6Rnoznsz+xHtZ/7rqFUTAcLDbqW4eAXFxauIjnrQmkt3GScnJwIDA22n0slJganFBgxNdVuUw9aSgk0mgcKTVUQl+Yperm0ymcjKyuLQoUOkpaWRlpZGRkYGhYWFKJVKvLy8UKvVhIeHM2zYMJ566imGDRuGq6vrWecx6nScHjkK9wkTSJh0o0U1y2QyjEbL/H36+PgwdOhQhg4desHn1NfXs3PnTvbs2cPRo0fZuXMn2iotznOccQp3YufrO7l+0fUkJyeTnJzMlVdeSWxsrOi5PTbJ71/ChkehxzUw6UOQ22a/KTvmQVPbzANfHGF/bhU3XxXGc9cnmm2L6VysamhcXaNQq4dRUvwlkRH3IZf4XnVYWBhHjhy54J2llJApFQh66ZfF11VW4OjkjJObbQ11LM+vpaWhlfBE6xqxM83Lvn372LVrF8ePH8fR0RF/f3/CwsJISkrilltuYcSIEQQHdz6EW7ViJUJjI+o7LT9F2pKGpjOoVCrGjx/P+PHjOx5bcWIFCw4s4JGER3B61Il9+/axd+9eVq9eTXl5OQaDgcTERFJTUxkwYIDd5HSGE+th3X0QdTVMXw4O9i7Lf2d2nq7g4S+P0qg38taMK5jU99KisJ3F6qUaISEzSUu7m8rKX/D3v8bay3eJ0NBQ9u/fT0VFBYGBgWLLuShthkb6EZraynI8/PxFj3J0lYLjVSCDsF6Wy5/5K/MSGxvLlClTWLlyJfHx8Ze1lrG+garPP0c1ciTOl3muziC2oTmXnJoc3j78NsNCh3Fbym3I+suYOXPmWc85deoUa9euZdu2bfzwww92k/NXZP4Ma+6AkBS46Qtw7F6dtO10HqNJYOGWTBb9mkUPfxVfzexHrL+7xde1uqHxVQ/H2SmY4uKVNmFoAIqKiqRvaGxky6mmos3Q2BoFx7UERHrgrDJfVFEQBE6cOMG2bdv48ccf2bFjBzKZjICAAGJiYsxmXs6H7ssvMNXU4HvvPWY/9/mQyWTo9XqrrPVXGEwGnt75NC4OLvxn8H8uaK7j4+N56qmneOqppzoeazc527dvZ8OGDWg0GgRBYNiwYYwfP57hw4eTkJBgc4b9ssnaCl/NgoAEmLkanKSZZ2bH8pTXNfPQF0f5LUfL1CtDeeGGRFyV1rEaVjc0MpmC4JCbyMl5k8bGXFxdo6wtodN4e3vj5uZGYWEhKSkpYsu5KHKlHMEGDE1dRTnBcb3EltElGmv1aPJq6X/d5f2tCoJARkYGv/76Kxs3bmT79u1tjSfDwkhNTWXLli0MGDDATKovjKm5Ge0nn+I2ZAguydaZVaRUKtHpdPj5db2dublZemwpx7XHeX3Y6/i6dK044XwmZ9++fXzyySe8//77PP300wAMHTqUa6+9luHDh9OzZ8/ubXBytsOXt4BvHMxeBy5eYiuyIxI7T1fwyFe/U99i4LWpyUxLCbPq+qJ0BwsOmk5u7jsUFa8irsczYkjoFDKZjNDQUIqKisSW8pfIlApMjS1iy7goLY2NNDfU42ljEZr8dC0IEJXctQ8/QRDIzMzsMDDbtm1DEATCwsIYMmQIGzduZMiQIRZSfWF0q9dg1GqtFp0BcHFxoaqqymrrXYjj2uN8+PuHXBt1LddEmidCPGDAgLOM6O7du1m+fDnvvvsuTz75JADDhw9n/PjxjBgxgri4uO5jcPL3wBc3gXcUzFkHrrbX0sDO5WP4o4rpg+3ZxPqpWHnnAOIDLb/FdC6iGBonJz/8/MZSWvoNMdGPolA4iyGjU4SGhnLq1CkaGxv/VCUiJWROCkwSz6GprSwHsLktp7xjlbh5OeEb9tdhdIPBwK5du1i7di1r1qyhvr6e8PBwBg0axIYNG0hNTbWC4gtj0uvRfvwxLilX4tq/v9XWdXZ2pvqPpopi0dzazDM7n8HH2YenBzxtsXWGDBlyllHdtWsXn376KYsWLeKxxx5DpVIxdepUJk+eTGpqKo6O0i6OuCCF+2HlNPAMhbnfgZu0W3HYsQyFVY08+OURjhTouPmqMP49IREXpThFNKL1bw8NmUl5+Y9oyn8gOEi6U1fb82iKi4vp0aOHyGoujNxR+lVOtRUawLYMjdFgovBEFXFXBVzwrlqn07Fp0yZWr17Npk2bcHNzIzk5mYULFzJ16lRJJYzWrFtHa1kZQS++aNV1XVxc0Ol0Vl3zXF4/+DrZNdksGbMETydPq62bmpraYWRNJhNr1qzhww8/ZMaMGTQ0NDBu3DimT5/OuHHj8PS0nq7LovgQrJgCKn+Y813bVzt/OzYeK+Xxb9JAgEU39+V6MzfK6yqiXWm9vAbg6hpLcdFKsSR0ipCQEGQyGYWFhWJLuTgOMjBK3dD8EaHxtZ2LX3FmNYYWI5HnbDfl5uaycOFCBg0aREBAAE8++SQuLi7s3LmT8vJytmzZwvTp0yVlZoTWVrQfLcW5d2/cUq271eXq6kpNTY1V1zyT7YXb+erUV8xJmMPg4MGi6ZDL5UyfPp0tW7ZQXl7O9u3bcXZ25oknnsDf359BgwaxcOFCcnNzRdP4l5T+Dp9PAhdvmPs9eASJrciOlWk2GHnm22Pct/Iw0X4qNjx4tehmBkQ0NDKZjNCQW6itS6O29phYMv4SpVKJv78/JSUlYku5KDKFHMEgbUNTU1GOg6MSV0/bSRrMS6vEQSknNN6bzMxM5s+fT3R0NImJiXz00UcMHz6cwsJC8vLyWLFiBf369RNb8gWp/fFHDIWF+N53r9VzOMSM0FQ2VfLs7meJ947noX4PiaLhQqSkpLBy5Ury8vIoLCxk+PDhfPTRRyQmJhIdHc38+fPJzMwUW+b/0ByHz24EJ482M+Np2b4idqRHVnkdNy7ezcp9BdwzNJrV9wwiXC2NdAxRbx+DgiYjl7tQXLxKTBl/SVBQECUlJQiCILaUCyJzkCNIPEJTV2FbPWgEQSDraDl6ZTXJfZLo27cvP/30E4899hg6nY709HRefvll/P2lH3ESTCYql3yIU48eqEZYf+K9m5sbdXV1Vl/XJJiYv2s+ja2NLBi6AKVCuo3e/P39efnllzvGNjz22GP89NNP9O3bl4SEBBYuXIhGoxFPYHkGLJ8IDs5tOTPeEeJpsWN1BEHg6wOFTFi0i4q6Fj69rT9PXdsLpYN0otCiKnFwcCcgYAKa8h9obW0QU8pFCQ4OprGxkdraWrGlXBCZgwxMIJika7pspQdNQ0MDK1eu5IZrZtBUY+DXQ98ze/ZstFotBw4c4L777rvgEEapUrd5C/rsbNT33oNMhG0wlUolyvtn1clV7C7ZzWMpjxHjZTtT0pVKJffddx8HDhxAq9Uyc+ZMPvjgAyIiIhg2bBgrV66kocGK18zKLPhsYtsYg7nfg499iOffibpmAw99eZTHv0mjX7g3Gx+6muHx0ruWi26tgoOmYjQ2Ul6+UWwpF6S9nbykt53+cMlCqzSjNIIgoNOU4Bkgzf321tZWNm3axLRp0/D19eXpp5+mb8zVAHy+7n2eeuopnJ2lW413MQRBoHLJBygjIvAYN04UDSqVyuoRmlNVp3jz0JsMDx3O9PjpVl3bnDg7O/PMM89w8uRJCgoK6N27N08//TS+vr5MmzaNTZs20draajkBVTmw/HowGdvMjK+0h/XaMS9pRTque2cXG46V8q+xcXx+xwD8PaR5LRTd0Hh6XomraxSlpWvElnJBAgLaKlykbGhk7WE/iRqa5vo6Whoa8A6UlqE5ceIE999/P2q1mrlz5yIIAgcPHiQ/P5/eEYPwj/TAzdNJbJmXRcOOHbScOIn67ruRiTSTzN3d3aqGprm1mSd3PomnkyfPD3neZrY5/wp/f38WL15Mfn4+Bw8eRBAE5s6di1qt5v777+fkyZPmXVCbDZ9OgNbmtm0mP8uPybAjDUwmgaU7c5jy/h5ajSa+unsg94/sgUIu3feS6IZGJpMRFDQNXc0BGhulmdnfPkuntLRUbCkXRObQ9kcmGKW55VRd2mYGvQLFz4Q3GAysXr2aAQMG0L9/f9LS0lizZg0ajYY1a9aQmJhIQ00L5Xm1RCXb1lTwcxEEgYpF7+IYEoLn9RNE0+Hu7m7VLZI3D71Jli6L/w75Lz7O3bPZW2Ji4ll/t2lpaaSkpDBw4EDWrFmDwWC4vAXazYyhqS0yE5BoHuF2JI+2voXblx/gvxtOMiLenx8fupqUSOm/j0Q3NABBgTcCckpKvxFbygWRemKwTCHtLSedps0MeokYoSkuLmb+/Pn4+/vz4IMPMnDgQDQaDTt27GDMmDFnPTc/XQvwp3JtW6N+2zaa09PxnXcfMhHzfjw9Pamvr7fKWjuKdvBFxhfM6jWLISHW78QsBmPGjGHHjh1oNBoGDBjAAw88QEBAAP/+978pLi7u+gnbzYyxpc3MBPY2v2g7kmTX6UrGL9zJnmwtL9yQyJLZV+Llahs5g5IwNE5OAajVwygrXYsgSLPbbXtisJi9NC6GzFHahqa6tASZTI6nv3WHfAqCwC+//MKECROIjY1lw4YNLFu2jNLSUhYuXIhKdf7uvzlHK3BXO6MOsd0he4IgULnoXRzDwvCcOFFULcHBwVYZfdBeoh3nHcfDVz5s8fWkhkqlYuHChZSWlvLxxx/z/fffExsby4QJE/jll186d0N2ppmZ853dzPxN0LeaeOnHk8z6eB/uzg58O28wcwZF2tR2rSQMDUBw0DRa9Bq0VTvFlnJe2hODJbvt1L6vKdEqJ11ZCe6+fjhYqc27Tqdj4cKFhIeHM3XqVNzd3cnOzubIkSNMmjTpot+rb2ql8GQVMX39bOrNfC71v/xC84kT+M6bh0zk9vqRkZEWNzSCIPDs7mdpMDSw4OoFOClsO/fpcpk0aRJHjhwhOzsbd3d3pk6dSkREBAsXLrxwTyB7ZOZvSVZ5PZPe282HO3KYOSCcHx64msRgG+lafQaSMTS+viNwdPShtESaycHtvUZE7QNxMdo/d6XpZ9BpSq2y3VRQUMC8efMICgpi8eLFPPHEE1RWVvLFF190mNK/Ii+9ElOrQHRf6ZUldhbBZKJi0bsoIyJEzZ1pJyYmxuLRzVUZq9hVvItHUx4l1tteidNOcHAwX3zxBZWVlTz++OMsXryYoKAg5s2bd3YHdG02fHrd/8yMPWem2yMIAqv2FTBh0U5KdE0smX0l/zcpSbRZTJeLZAyNXK4kMPAGKiq3oNeLP5X3XJRKJWq1mrKyMrGlnJf2SIJU+9DoSkvwtmBCcEZGBjNnziQ+Pp7Dhw+ze/duMjMzuf/++7s8fiDncAWunkoCozwspNby1G3eQktGBr7/mIfMQbSRbR2EhISg1+st1ovmdPVp3jz4JkNDh3JT/E0WWcPWkcvl3H///WRmZrJ7924OHz5MXFwcM2fOJPvAz3+YGb3dzPxNqG7Qc++KQzz97TGujPBm08NDuSbRuikB5kYyhgbatp0EwUCZZr3YUs5LQECAhCM0f4RoJOhnmurraG6ot0iE5uDBg1x33XX069cPjUZDeno6e/fuveQRBAa9kfzjWqL7+CGTcHnixRBMJirffRdlVBQe110nthyg7cPUw8ODnJwcs5+7ubWZx3c8jrvSnRcGv2DT24TWol+/fuzdu5f09HQcavJx+XIqNVUVHO//qt3M/A3Yk9WW+PtLRjlPX9uTz28fQIBEe8t0BUkZGpUqHnf33pSVrRNbynkJCAigurqalpYWsaX8mfbfpASrsHRmLtluT/RNTU1l+PDhODk5kZeXx5YtW4iJubxusIXHq2jVm4ju62cWrWIQAP6mAAAgAElEQVRQ99NPtJw+je/9/xCt78z58Pb2tsjQxQUHFpCly+L/Uv8PtYttl9lbmxhPgeUjKgn0V/PvnH4MuP5WUlNTO59AbMem0LeaeHnjSWZ+vA9XpYJv5w3h7qExyG305u1cJGVoAAIDbqCuLp2GBvPfyV0ugYFt4bjy8nKRlZwHCW85VZe1GZrL3XIymUysW7eO5ORkJk+eTFxcHGVlZaxdu9Zs85Syj5bj5OZAcA/bGaB5JoLRSMXixShjY0TrCnwh1Go1eXl5Zj3nxtyNrMlcwx297/jblGibjcosWD4BjAbkt25g4RebKSsro0ePHkyePJnk5GTWr1+PySTNykk7XSOnop4p7+9hyfYcbuofxg8PptI7xPYSfy+G5AxNQMB1gAyN5juxpfyJgIAAAEnm0XRsj0jPz1BVXIhMLscr8NL2ZwVB4NtvvyU2Npa77rqLcePGUV5ezrJlyy5Ydn0pGFtN5KVpiUr2RaGQ3FujU9Ru3IQ+Kxu/+++XVHQG2t4/RUVFZjtfQW0Bz//2PH38+vCPvv8w23n/FpRnwKfXgtHwR85MAtBW9v3JJ59QXl7O2LFjueOOO4iNjeXbb7+1R2xsFEEQ+OpAAde9s4vC6kY+mHUlL09OxlUpfm6duZHcK3JyCsDbexBlmu+IinpIUvvhnp6eODk5STOPpqPKSXoXHW1RAd6BwSgcul46vG3bNh588EGKi4t56KGHmD9/fpeTfDtL0alq9E2txNhodZNgNFK5eDFOcXG4jx0rtpw/ERgY2KnxIQaDgebmZvR6PS0tLej1+j/9u765njdL3sRkNDFWP5aNP2xEEISOA9oS5c885HI5SqWy43Bycrrgv52dnXGQQDK1RShLh89uaBs0eesG8O/5p6colUreeOMNXnvtNV588UXuvPNOnnvuOd555x2GDx9ufc12Lgldo56n1h5jY3oZg6LVvDnjCoI8XcSWZTEk+Y4NDJjIyYwnqa1Lw9PjCrHldCCTySSbGNw+8kDQSy88rC0uQh0S1qXvOXLkCA8//DBHjhxh9uzZLFy40OIfMDlHKnB0UhDay9ui61iK2g0b0OfmEvLOQlEmav8VAQEBZGZmkpeXR11dHXV1ddTX15/1ta6uDpPJhLOz8wXNh1Kp5IeGHyhqLeKB0AdI8Er4k3kBzjI4JpMJk8nUYYhqampoaWnBYDCc1zQ1Nzfj4OCAu7t7x6FSqc762v5vm5q8XnIUPr8RHFw6NWhSLpfz3HPP8cwzz/DQQw8xceJE+vXrx1tvvUXfvn2tJNrOpfBbtpZ/fn2UiroWnhjXk7uHRkt6DpM5kKSh8fcfx6nMf6Mp+05ShgbaLsppaWkIgiCp6JGhqG3wX0t+Lc5x0vlANrYa0JWVEDegc/kNWVlZPP744/z0009MmDCBkpISs24rXQiTSSD39woiktQ4OEprq6YzCAYDFYsX49SrF+6jR4umQ6/XU1VVRWVlJVqtlqqqKrRaLVqtloKCAkpKSvj111/PMgaBgYFnmQQnJ6eLvre2Fmxl+6/bmdVrFndfdbdFXocgCDQ3N3eYrHbTVV1dTWFh4VmPt7d0OPfw8fHBUeSGhmdRdAhWTAInj7ZBkz7Rnf5WBwcHFi9ezIIFC7j99ttJTU1l3LhxvPrqq5ediG/HvLS0Gnlr82mW7MgmUu3G2nmDSQ61zZzAriJJQ+Pg4I5aPQJN+Q/Exj6FXC4dmX5+frS0tFBXV4eHh3T6lDj4tYURHf2lFU6sLi1BMJlQh4Re9HllZWU8++yzrFy5ktTUVLKzszuSsK1B6WkdTXUGovvYZnWT7ttvMeQXEPree1aJzjQ1NVFaWopGo+kwLFqtlqamJnx8fDo+0KOiokhJScHHx4fffvuNrVu3ctttt13yuiX1JTy7+1kS1Yn888p/mvEVnY1MJsPFxQUXF5eLJpwLgkBDQ8NZP4O0tDS0Wi3V1dWoVKqzTE5AQABBQUE4OVm5i3HBPlgxBdzUbZEZr/BLOo1KpeLrr7+mrKyM2bNnk5SUxKxZs3jhhRes+n61c35OldXx8FdHOVlay039w3h2QgJuTtL5/LQ0kn2lgQE3UFHxE9W6vah9UsWW04GfX9sHXkVFhaQMjdytLeytcJdW+LuquK0Tqc8Ftpxqamp45ZVXWLhwIb179+bIkSPEx8dbUyIApw+V46CUE5lke8MoTc3NVL67GJe+fVGNGG7287ebl5KSEkpLSyktLaWhoYHAwEACAgLw9/enV69eqNVqPDw8LpjjlJSURGVlJSaT6ZLyoAwmA4/teAxBEHht6Gs4KsSPfshkMlQqFSqVioiIiLP+n8lkQqfTdRidiooK0tPT0Wg0eHh4EBwcTFBQUMdhMZOTtwtWTgePoLbZTJ4hl33KwMBANm/ezMmTJ5k7dy4xMTE8+OCDPPnkk3h6dq/KGVvAZBJYtjuXV386hbuTAx/NSWFMQoDYsqyOZA2NWj0cBwd3NGXrJWtopBVqbU8Gls42GIC2qBBkMnzOidCYTCY+/fRT/vnPfxIcHMzWrVsZNGiQKBqNRhPZh8uJTPbF0cn2tpuqV66ktbyckDffuOxtUIPBQFFREcXFxX8yL0FBQcTHxzN8+HDUanWXTUlAQABKpZLMzEx69vxzIupfsejIItIq0nht2GuEeXQtJ0sM5HI5Pj4++Pj40KNHj47HTSYTFRUVHQbxxIkTfzI5ISEhBAcHX37eWPav8MXN4B0Bc9aDu3mjKL169WL//v3s3r2bu+66i/fff5+33nqLuXPnWix5387ZlOia+Nfq39mTrWV0L39emZKMr+rvOcdMsoZGoXDCz28c5eUbiTe+iEIhjS6Gbm5uODs7U1lZKbaUs2n3MxK7hmiLC/Hw9cfR6X+/v8OHD3P77bdTXFzMO++8w5w5c0RUCMUZ1TTXG+iRYnt3NMbaWio//Ai3oVfjmpLS5e9vNzB5eXnk5eVRWlpKQEAAISEhxMfHM2LECHx8fMz24RQSEsLhw4e7bGh2Fu3kk/RPmB43nXGR0uqv01XkcjkBAQEEBAR0JNa2m5z2SFh6ejqVlZWEhIQQGRlJZGQkISEhKLpSin96M3w5E9SxbWZGZbnt1CFDhnDixAmWL1/Ov/71L9555x2WLVtmTxy2MOuPFjN/XTpGk8Ark5OY0T9MUrmd1kayhgYgMOB6SktXo9Vuw99fGhcxmUyGn58fFRUVYks5i46GehLLYq8qKkAd2nY3XV1dzRNPPMGKFSuYNm0aBw8elERp7OlD5SidFYQn+ogtpctoly3DVFOD/yOPdOr5ra2tFBUVkZubS35+PiUlJQQEBBAZGcnQoUMJCwuzaNVOeHg46enpXfoeTYOGZ3Y9Q5x3HI/1f8xCysTlTJPTp08fAJqbmykoKCAvL49Nmzah1WoJDQ0lIiKCqKgogoODL2xwMn6E1XPBvxfMXgeu1vnbnjt3LjNnzuSOO+4gNTWVmTNnsmDBAry9pVOo0B3QNep5dv1xvv+9hH7hXrw1ow8RajexZYmO+J8mF8HLawCOjj6UV2ySjKGBtm2njIwMsWWczR9l21KaP2QyGakqLSY8qQ9Lly7l0UcfJSoqimPHjklmu85oMJFzpILoPn42V93UWlFB1fLP8LjuOpx79TrvcwRBoLKyklOnTpGdnU1xcTH+/v5ERkaSmppKeHi4VcuOe/TowalTpzr9/FZTK0/sfIJmYzOvDXsNZwdpRGqtgbOzM3FxccTFxQFtBic/P5+8vDx+/PFHqqqqCA0NJTY2lvj4eHx8/jAtx9fBN3dA0BUway24WLfCxcHBgeXLl/Pvf/+bKVOmEBkZyZtvvsltt91m34YyA7tOV/Kv1b9TWd/Cv8bGce+wGBxstBGouZG0oZHLHfDzHY2m/EdMphbkcmnsC/r6+tLY2EhDQwNubhJxxRKM0NRoyjAaDLzz0cfsOpXNe++9x8yZM8WWdRYFJ7Tom1qJtcHtpsr3P0AwGPB78IGzHjcajRQWFnLq1ClOnTqF0WgkPj6ewYMHEx4ebv0KmzNISEhgz549nX7+krQlHNIc4qXUl4j27HyZcXfE2dmZ+Pj4jqT5pqYm8vPzO6Znu7q6MtSrhMTT70HIlchmfQPO4hUuxMTEcPToUVasWME///lPFi5cyCeffMKVV14pmiZbptlg5JWNGXy6J48YPzc+mjOEpFB7AvaZSNrQQFtPmpLSr6mq2o2v70ix5QD/SwyurKyUjKFp33KSKaRhaLRaLS8++ThhQFBMD0p+3SmJ7aVzOX2wbXaTrTXT0xcWUv3113hNnYIyIoLm5maysrLIzMzk9OnT+Pj4EBcXx/Tp0wkICJDMvnqfPn0oLi7u1HN/K/mNJb8v4YaYG7g+5noLK7M9XFxc6NmzJz179kQQBHSb38B7zyKKlDF8Uz2CyJ9+JT4+nujoaFGb/82aNYubbrqJu+++m6FDh3LzzTfz6quv/i+iZOcvSS+u4eGvjpJVXs+tgyN5cnxPnG0somwNpPcJcw7e3oNwcHCnvHyjZAyNr29baW9lZeWfSjVFQyIRGkEQ+OKLL7jvvvuY1L8PYb4evP3hR5I0Mwa9kdy0SuKuCrC52U0VixYhc1BQPHgwWz7/nKKiIiIiIoiLi2P06NGSailwJv369aO6uprm5macnS+8fVTWUMYTO54gxiuGpwc8bUWFtolszzt473kR4sYTOu1T5tQ3kZmZyf79+/n222+JiIggISGBXr16iRKhc3BwYNmyZTz77LNMmTKFqKgoPvjgA2666SbJmG0pYjQJfLA9m7c2Z6JWKfns9qsYGmebvbKsgfQ+Zc5BLlfi6zuaisqtmEwG5HLxe094enqiUCioqqoSW0oHHREaEQ2NRqPh9ttvZ8+ePbzzzjt4lhdSXVKEo1IaW4Xnkn9MS2uL0aaqmwwGA5k//4zsu+/J6t0bQ10dKSkpzJgxwyZa8Lu4uODl5cXvv//OgAEDzvscg9HAo9sfpcXYwpvD38TV0dXKKm0IQYBfX4Idr0LiZJj8ISgc8fZ2ZsCAAQwYMIDm5mZOnz7N8ePH2bRpE7GxsSQlJREbG9u1qikzEBUVxeHDh1m+fDnz5s1j5cqVfPzxxx2Df+38jwJtI498fZRD+dVclxzE/93YGy9X6b/HxUTyhgbA328cZWXfUl29F7X6arHlIJfL8fb2lpShETNC0x6Vuffee0lOTiY3NxcvLy+WPnAHgTFxVtfTWU4f1ODqoSS4h7TbgptMJvLy8jh27BgZGRkM3bkLTzc3Rr//Hq5+tne31l66fSFD8/rB10mrSOONYW8Q5RllZXU2hCDAT0/D3veg7yy4/p22gZPn4OzsTFJSEklJSTQ1NXH8+HH27NnDd999R0JCAsnJyYSGhlo1UjJ37lxuuOEGJkyYQFxcnD1acwaCILByXwEv/XgShVzG2zP6cEOfYPvPphPYhKHx8bkahcKN8oqNkjA0AD4+PpIyNGJFaM6MyixatIi5c+cC0NLYSE25hqSR11hVT2fRN7WSf0xLwtXByCWUSN2OIAhoNBrS0tJIT09HpVKRlJTEELWaik8+xe+RR2zSzABERkZy4sSJ8/6/jbkbWZWxitkJsxkbKb2J4ZLBZIQfHobDn8GAe+Gal6ETFUQuLi6kpKSQkpKCTqfj2LFjfPfdd7S2tpKUlERycnLHlrql8fLyYteuXfZozRmU6Jp44ps0dp6uJDXWlwVTkwnxktY4GyljE4ZGoXBCrR5ORcVmesa/iEwmfjKUj48Pubm50hlSabRuhEYQBL788kvuvfdekpKSOqIy7VQW5AHgGx5pFT1dJedoBcZWk+S2m/R6PWlpaRw8eJDm5maSkpKYPXs2fn5+CIJA/sxZKPx88Zk9S2ypl0x8fDxHjx790+PZumye2/Mcff378siVneur87fEaIBv74X0NXD1v2DkfLiEa5CXlxdXX301qamplJWVkZaWxvLly/Hy8iIlJYXExESr5L6dG61ZsmQJM2bMkMZ11UoIgsA3h4t5/vvjGE0CL97Ym1kDwv9WPwNzYBOGBtqqncrLN6DTHcDbe6DYcvDx8cFgMEhmSKXQagJA5mD55NZzc2XaozJnUvGHofGLkOaWwal9ZXj4OhMYLf7vDtpGaRw4cIBjx44RGRnJ2LFjiYqKOuuCVrd5M02HDxP4/PPIXW03ryQlJYXVq1ef9ViDoYFHtj2Ci4MLrw97HUcJ5MpJEkMzrLkNTv0Io/8DqZdv/GQyWcc8qTFjxnD69GkOHDjAzz//TJ8+fUhJSbF4Y7wzozX33XcfK1as+NtEa8rrmnl6bTpbTmq4KtKH16Yl25vkXSI2Y2jUPsOQy50pr9gkGUMDUFVVJS1D42g5Q/NXUZkzqcjPwcnNDXe19IY91lc3U3Sqmv7XRop6B2Q0GsnIyODgwYNUVlbSr18/7r333vMO9xP0esrfeANlbAxeUyaLoNZ8jBo1iqKioo5KJ0EQ+M+e/5Bfm89HYz7C3/XC063/1ugb2uYy5W6Ha1+Hq+4y+xJyubyj101VVRUHDx7ko48+IjQ0lJSUFGJjYy3aHO98uTU333yzxdYTmx/SSnh2XToNeiPzr+vFbUOiUEhwC9xWsBlD4+Dgho9PKpWVvxDX4znRQ3FqtRpoMzSRkZGiagEQDKa2uZQW6kNTX1/PnXfeyaZNmy4YlTmTioI8/CKiRP89nY/M/RoQIG6AeQf1dZba2loOHTrE4cOHUavV9O/fn549e1604qT6y68w5BcQtuQDZBIsge8K7QMbd+/ezahRo1iVsYpNeZt4qN9DXBV0ldjypElzTdvE7KL9cOP70OcWiy/p4+PD2LFjGTFiBMePH2f79u1s3LiRK6+8kr59+1qsB9e50Zr169ezdOlSVCqVRdYTg+oGPc+uT+eHtFKuCPXkjelXEOvvLrYsm8emroy+6hFUVm6hoSETlSpeVC0eHh7I5XK0Wq2oOtoRDCZkDnKLGIijR48yceJEPDw8yMzMxN//4nfQgslEZUE+vYePNruWy0UQBE7tKyMw2gMvf+tu25SWlrJ7926ys7Pp3bs3s2fP/sufJfwxgHLxYlwHDcRt6FArKLU8PXv2ZMeOHaiT1Lx+4HWGhw3n9t63iy1LmtSXw4rJUJ4BUz+BxButuryjoyN9+vTpaIp48OBBFi1aRK9evRgyZIjFkojnzp3L+PHjGTlyJAkJCXz//fdcccUVFlnLmmw5oeHJtceoadLz2DXx3DM02j66wEzYlqHxHQGnoLLyF9ENjUKhwMvLC51OJ6qOdgSDyezbTYIgsHjxYp544gluvfVWFi9e3Knvqy4rxdDchF+k9PJnKgvrqSppYNjN1iknFwSBgoICdu3ahUajYeDAgVx//fVdam5WuWQJxtpaAh5/XJIRr0uhT58+7D+2n13bdxHoFsj/pf4fcpn9ov4nqvPh8xuhrgxu+RJixb1JCAkJISQkhDFjxrB//34++eQTIiIiSE1NJTg42Ozr+fv7k56ezrx58xg8eDCvvvoq8+bNs8n3QW2zgRe+P8GaQ0X0CvLgs9uvIiFY/HSF7oRNGRonpwDc3XtTqf2FyMj7xJbTrQ2NTqdj9uzZ7Nmzh3Xr1jFmzJhOf68m5zQAAVGxZtNjLk7tK0OukBF7pWWTDQVB6Jix09DQwODBg5kxY0aXq0b0RcVUf/Y5njfccMEBlLbIoMGD+NnzZ1xbXFlx7Qo8lPYL+58oz2gzM4bGtonZ4efv2yMGrq6uDB8+nMGDB3P48GG++uorfH19SU1NJTLS/Llp7733HjfccAM333wzmzZt4vPPP79g/p4U2Xm6gsfXpFFe18IDI2N5YGQPlFYo4Pi7YVOGBsBXPZLcvEXo9VUoleLOAvHy8urS5GBLIrSakJlptse+ffuYM2cOKpWK3NzcLic9a3KycHBUog4NN4sec2Eymsg8oCGitxpnlWWqaEwmE+np6ezevRu5XE5qaiq9evW65ETKirfeArkcv4cfMrNScSkILUDRpODxfo/T06enVdYUBIGmpiYaGhpoaWlBr9d3fD3fv41GI4IgnHXIZLI/HQqFAicnJ5RKJUqlsuPf5z6mUqlwcnLq3Id90UFYORUUSrhtIwQkWv4HdAkolUoGDhxI//79SUtLY8OGDTg7O5Oamkp8fLxZjc0111xDTk4Oo0aN4qqrrmLFihVcdZW0c64aWlp5eeNJVuwtIMbPjbX3DeaKMNsxYraG7Rka3xHk5r2DVrudoKBJomrx9PSkoaEBg8GAo6O4ZabtOTSXg8lk4rXXXuPFF19kypQp3HnnnZdUwaXJzcIvIgqFxJJXCzOqaarV03NgkNnP3draytGjR9m9ezeenp6MGTOGmJiYy7qgN6WlUbthA+p778ExUJwEZkuwo2gHn53+jKb9TahD1ZBw+efU6/VUV1dTW1tLXV0d9fX1Z32tq6ujoaEBpVKJq6vreU1H+397enqiVCpxcHBAJpMhl5+dm3auyTEYDB1GqL6+nqqqqj+ZpJaWFurr6zGZTLi7u6NSqc771cPDA5/q31GsngMqv7bIjI/0tm7PRaFQ0LdvX6644goyMjLYsWMHv/zyC0OGDCEpKclslVFeXl4sWbKEhQsXMnLkSJ577jkeffRRi1ZeXSp7c7Q8viaNwupG7ro6ikfHxtsHSloYaX3idAJ3994olf5Uan8R3dC0hzxramqs1l3zQrRFaC79TV1RUcGMGTM4duwYP/30E0lJSXz44YdEREQQHt75SItgMlGem02vq6UxSPRMTu0tw8nVgYjearOd02QycezYMX799Vf8/PyYPHkyYWFhl31eQRDQvPoqCrUa9Z3mL88Vi4LaAp7c+SQ9fXqiOalhx44djBo1qlPfazKZqK6uRqvVdhxVVVVUVlbS1NSEt7c3Hh4eHQbB19eXqKgo3N3dOx4Te0iqXq//k9Gqr6+nvLyc+vp6fMv3MLb+ayoVvmz3ugfXfRmo1RX4+vqiVqvx8PCQdP6IXC7vGIKZk5PDjh072LVrFyNHjqRnz56XrV2n0/Hrr7/y5ptvcs899zB58mQ2bdrUseUlBRpaWnllYwaf780nQu3K1/cMon+kfbK4NbA5QyOTyfFVD0dT/qPowyrbDY1OpxP9zSTojZdsaA4ePMj48eOJi4sjPz8f1z+atk2cOJFvvvmGe+65p+Oxv6K6rAR9UxOB0dLKn9E3t5J7tIL4QUEozJBrJAgCp0+fZuvWrTg5OTF58uQuGb+/on7rVpoOHiLwP8+hUHWPJlsNhgYe+vUhFDIFb494m1e3vMrBgwfP+9zGxkZKSkooLS2lpKSEiooKdDod7u7uqNVq1Go1/v7+9OrVq+ODXop36eeiVCo79P+JQ8sh9yuE0BTk45eQ1NBKZWUlGo2GkydPotVqaWpqwsfHh4CAgI5meEFBQaJM0L4YMpmMmJgYoqOjycrKYuvWrezevZvRo0dfcpsLQRD47rvvGDx4MH5+fvj5+ZGXl8fo0aPp1asXGzduJCUlxbwvpIvsOl3JE9+kUVLTxB2pUfxrbDwuSntUxlrYnKEB8PUdSUnp1+h0B/DxGSyajjMNjdgILUbkXl2/qK1atYq77rqL+++/nwULFpz1/+Li4sjNzWX9+vWdHhynyckCIEBihib7cAWtBhPxZug9U1BQwJYtW2hubmbUqFHExcWZ9a5ZMBgof+11lNHReE2darbziokgCMzfNZ+cmhyWjFlCiCqE1NRUvv/++7PMS7uBaW5u7viwTkhIICAgAB8fH9EjLBZj19uw5TmIHY1s+mf4KN3woe09eCYtLS1UVVVRVlZGaWkpJ06cQKPR4OHhQXBwMEFBQQQHBxMYGCgJkyOTyejRowexsbGkp6ezfv16fH19GTlyJEFBXdv6PXToEHq9nkGDBnU85urqyp49e3jiiScYNmwYS5cuFaURX22zgZd/PMkX+wuJ9nVjzb2DuDLCHpWxNjZ5dfD2HoxcrqRS+6uohsbd3R25XC4JQ2NqMeLo1Pk7AZPJxJNPPskHH3zAZ599xpQpU877vNGjR7Ns2TL27dvHwIF/3aFZk3NakgnBGb+V4unnclmjDjQaDb/88gsajYYRI0aYNTfgTKq/+hp9fj6h779n80302vno2EdsKdjCYymPEe8cz5EjR2hubqaoqIg33niD8PBwgoKC6NWrF6NGjcLHx0fSWytmQxDajMzuhdB7alvTPAflBZ/u5OTUYfT69u0LtL2XKyoqOkxhu8nx9PQkIiKCyMhIIiMjRW1MJ5PJSEpKIiEhgUOHDrFq1SoiIyMZMWJER9f1i9G+1XTrrbee9z23YMEC+vfvz2233cbRo0d5+eWXrRax23aqnKfWHkNT28w9Q6N5ZEycPVdGJGzyaung4IaX1wC02m3Q4xnRdMjlcjw8PKipqRFNQztCixGZc+d+nbW1tUyZMoVjx45x4MAB4uMv3NNHoVAwdepUli5dSnh4+F/2mtDkZOMXGYX8Il1vrY1O00jJaR0Db4y+pA9JnU7Htm3byMrKIjU1lWnTplksUmDU6ah8911cBwxANXy4RdawNj9m/Mi7R94l2TEZ7WYty4zLiIyM7Ii8JCYmMnmybY9zuCSMrbDhkbaJ2f3vhPGvdWpi9rnI5XICAgIICAg4y+RoNBry8/NJT09nw4YNqFSqDnMTEREhisFRKBRcddVV9OnTh99++42lS5eSmJjIsGHDLqjn3K2mCzF16lQSExMZMWIER48eZfXq1RYdS1PTaODFDW19ZXr4q3jvvsH0DbfszCs7F8cmDQ2A2mcop7P+j+bmEpydzd/QqbN4enpSW1sr2vrtmFpakXciQpOVlcWYMWPw9PQkJyenU7kx3t7eXHvttaxZs4a7774bZ2fn8z5PMJnQ5GaTOExaCcEnfytFJqPL1U0Gg4Hdu3ezf/9++vfvzwMPPGDxMH7F4vfamug99aJJVL8AACAASURBVKTNRiiamprIysoiOzub3wt+Z737egIcApgXO4/4sfGo1eqO19a/f382bdr09zM0hiZYcwec2gBDH4MRz1zSxOwLIZfLOyI5AwcO7DA4eXl5pKWl8cMPP+Du7k5ERASxsbFER0dbtVJTqVQybNgwUlJS2LlzJ++//z5XX301V1111Z8iK+fbaroQ7cnIgwcPpk+fPmzevJmYmBiz699yQsPT3x5D26DnHyNieHBUD5wcpHMT93elS4ZGbzKhlEjinY/PEACqqnYTHDxNNB3u7u4UFxeLtj78MZiyVUDmfPE31NatW5k0aRITJkxg1apVXVojMTGR/Px8vvnmG26++ebzhnOrSooxNDdJqqGeyWgi47dSwnurcetCjlFmZiabNm0iMDCQe+6557wDI81Ny+nTVK9ahdf0aTj3tE5vFnNRVVVFZmYmp06doqSkhMjISEKiQjhgPIDKoGL5hOUEq/584zFmzJhOd6DuNjRVtw2ZLNjbFpUZcLfFlzzT4AwaNAiTyURZWRm5ubns3buXtWvXEhUVRVxcHHFxcVaL3ri5uTFu3DhSUlLYuHEjR44c4dprryUiIgL4662m8+Hq6srRo0e55ZZb6Nu3L99++22nK+n+iuoGPc9/f5x1R0voGejOslv70zvE8tcGO52jS4ZmTVk1twSbr+T1cnBzi0Op9Keqapfohqaurq6j6ZYYmFqMAMgvkE0vCAILFy7kmWee4aWXXuKhhy6tSds111zDihUr2Lp163k7B5dmtTUZDOoh7liKMyk4XkVjjZ6EwZ2L4lVXV7Np0ya0Wi3XXXedRe7uzocgCGhefgW5mxt+l/j7sSYmk4ni4mJOnTpFZmYmjY2NxMXFMXDgQKKjo1E4KHj414cpaijio7EfndfMAEyaNImHH36YpqYmXFxcrPwqRKCmGFZMgapsmLoMeosTmZLL5QQHBxMcHMyQIUNoamri9OnTZGZm8vPPP+Pn50dcXBzx8fH4+flZ/Nrm6+vLrFmzOHnyJGvXriUiIoLRo0d3aqvpQqxatYq3336biRMn8tJLL/Hggw9e1uvYlF7K/HXH0TXqeXh0D+YNj7V3+5UYXTI0iwvKmRHkg0ICoXCZTIaPz2C02h0IggmZSHNgPDw8aG1tpbm5WbQLsvCHoTlfDo1er+fOO+/k+++/Z+PGjQy9jOGGCoWCadOmsXTp/7N33mFRnen/vmeG3nsTC1IUFWygsWHvil2w925MdjfJbtomm93k+0vbJBp7i4ooxBIbNgRjNMWCNEXAgqDS+9Bn5vz+ILAxdJhCDPd1eSXXnDPnfYCZ93zOU3dha2uLp6fnc8dTE+6ha2CIhYNjs9dQNnE/pqJvrE1Hz/qF+G/DSwMHDlRpnkxtSMPDKfrxR2zfegst89YZhxcEgcePHxMTE0N8fDyGhoa4ubnh6+tLu3btnrtZbI3aSnhKOH/3/jvedt51XtPOzg47OztCQkLqTEx/YciMhwPTKydnzz8KTq1n0Ki+vj6enp54enoil8tJSkoiISGBwMBARCIR7u7ueHp6YmtrqzJxIxKJ6NatGy4uLly5coWvv/4afX39FlUtvfrqq/Tp04cpU6YQERHBzp070dGpO+m6NrKlZfzz5B3ORKfS3aFtBlNrpkk79oOSMkIy85ls0zpaN1tYDCEt7TsKpXcxMe6hERuMjStHvhcUFGhM0ChKZQA1cmgKCwuZMGECKSkpxMXFYaeEbrMGBgb4+/uzb98+LC0tadeuXfWx1MR72Lm4IWolYcnignKSorPwHOGIpI5ptlUzl86dO4eDg4Pawku/RVFeTvr/+xgdF2fM5/irde3GkJGRQXR0NDExMejr6+Ph4cGyZcswr0N4hSeHsyVyC77Ovsxzn9fg9avCDS+0oEm5DoGzfx1lEAL2ng2/R0NIJBKcnZ1xdnZm3LhxpKenc+fOHQ4fPoyOjg4eHh54eHiobJZS1TiFW7duYWpqys6dO5kwYUKz+9f4+Phw584dBgwYwMiRIwkJCanet+tDEAROR6fy3sk7SEtlvDbGjVVDndFum4zdammSoOmsr8um5HQmWZu2ioRFC/P/5dFoWtAUFhZia6vagYd1Ue2h+Y2gqSot1tbWJiEhoclPJfVhY2PD5MmTCQoKYsWKFRgbG1NeUkxWSjL9vRtO3FMX8T+noVAIuA+qPdyRn5/PmTNnyMnJYfLkyXTu3FnNFlaSs28fFcnJtN+9C5GGR2hUUVBQQExMDDExMZSUlODh4cHcuXMb/Iw/zH/Im1ffpJtlN9596d1G7RNjxoxh48aNyjK99RF/Dr5dDCb2sOA4mHfStEWNRiQSVXvRRowYQUpKCtHR0ezYsQMbG5vqUmxlP8xduXKFnj17MnbsWO7du8d3331Hhw4dGDduXKObfP4WBwcHEhMT8fLy4qWXXiI8PBwbG5s6z0/NL+Hd72IJjcugp6Mpn87qiZttwyKoDc3SJEGzroMNf4tP4UqulKEWmv/j6upaY2TYhZycq3TquEojNlSVBWqy0klR8quH5teQ04MHD/Dx8aFLly6EhoaqpB9D165dycjIICgoiMWLF5P2IBFBUODg1jqSWQVBIO7HZ9h1NsHC3rDGsdu3b3Pp0iX69euHn58fEg2VmVdkZJC9dRtGI0ZgNGiQRmyotqWigjt37hAVFUVaWhru7u6MGzeOjh07NkqYFJYX8krYK+hKdPlq+FfoadVeDfd7pk6dyoYNGygqKsLQ8MXoilxNxAE49UqlR2but5Xzmf6giEQiOnToUC0s7t+/T0xMDBcvXsTJyYmePXvi5ubW4v0mNzeX2NhY1q1bVx3ucnFxITw8nK1btzJ+/Hi6dWv6ADAdHR0iIyMZNWoUffr04cqVKzUeYhQKgYPXk/n47D1kCgVvT3BnyaBOaLV5Zf4QNEnQzLQz59NHaWx8nN4qBA2AhcVgUp4cQC4vQSJRf8inqhqgsLBQ7WtXUS1oDLS4ffs2I0eOZPz48Rw8eFCl6w4ZMoSMjAxOnTqFvVAOgL1L60gITn9UQG5aMcPnPy+w8vPzOX36NFKplIULF2rMq1ZF5hdfIlRUYPv3NzRmQ05ODjdu3CAqKgpHR0f69euHq6trk3KIFIKCN394kyeFlUnAdoaND29WtfEPCQlh1izNJfgrFUGAHz6HsH+D8wiYfQB0NdfYTtloaWnRtWtXunbtSmlpKXFxcVy7do2zZ8/St29f+vTp0+xKqfDwcPr37/+cuNXW1mbMmDG4u7tz4sQJ7t69y4QJE5rsrRGLxYSFhTF37ly8vLwICwujV69eANzPkPKPo9HcfJzLYBcrPprmQQfLpnuD2tAcTZKdumIxq9pbcy1PSkR+kapsahIWFoMRhHLy8m5oZH1tbW309fU1K2iKKwC4evMnfHx8WLZsmcrFDFQ+sU2ZMoWMjAzuXv8JCwdH9DTYjfS3xF17hpauBBevSreyIAhERESwY8cOHB0dWb58ucbFTEl0NPnHj2OxeBE6v5apqguFQsG9e/cICAhg9+7dSCQSVqxYwdy5c3F3d29yQvTmyM18/+R7Xvd+HS+7ps/TqepH80KgkMPZNyrFjMdsmBP0QomZ36Onp0fv3r1ZtmwZ/v7+5Ofns3nzZo4ePcrjx48RBKHR10pLS+Phw4d1diVv3749q1atwtjYmK1bt3L37t1m2RwYGMiSJUsYMmQIFy+FselSIhO++oHEDCmfzerJgWX92sTMH5Aml3EscLDkq8fpbErOYK+H5sfam5l5IxLpkJNzFUtLzVQNGBkZUVSkOYGnKJYhIDBx+uQWlWU3B21tbfz8/Ni9bgntPXqrbd36KC+VkXgzA5c+1ujoabU6rwxUNiFM+/BDJNZWWK5arbZ1pVIpERER3Lp1CxMTE7y8vPD3929RRVfIwxB2RO9gmss05nRtXkXK6NGj+eqrr5ptQ6uhohSOr4K738GA9TD6383q/vtHxd7ensmTJzN69GiioqI4deoUEokELy8vPD09G2xMGRYWxpAhQ+o9T1tbm7Fjx9KtW7cWeWs+//xztG1dWHLoHlpWJUzytOe9yd2xNtb8DKw2mkeTdzEjLQlLHa34b1I68UWldDFsXJxcVUgk+pia9iY37xeN2WBgYKBRQRP1SwRmJTrs3buX2bNnq319obQYZBU8zsklKytL45PHE66nU1Emp9tgByIiIqpzZQYPHqyxXJnfU3D6NKVR0dh/9JFapmlnZGRw7do1EhIScHd3x9/fv8nDAWsjJjOGd6+9Sx+bPo1OAq6NadOm8fLLL5Ofn6/2KjOlUZwDh+dB8o+VQmbQBk1bpDH09PTo378//fr149GjR9y8eZOwsDB69uzJgAEDav0bP378mMzMzEbvYVXemrCwsCbn1hSVyfj8QgJBuR2wtFeQcvwTurSbibVxnyb9nG20LiTvv/9+U85/H6CroT57n2ZRIJMz3lrzm09JSTIZGSF0aL8EsVj96joxMZHc3Fz69++v1nUFQeDNN99EEVdA185uDF47Qa3rV/Ho9k3uX/+J/jPmcOnKD3h4eKi1jfpvEQSB8IB76Blp8bDoF5KSkvDz86N79+5qG1bXEHJpEU/WrUenc2fs3n1HpRWDKSkphISEcO3aNdzc3Jg2bRo9evRoVNlqQ6QVpbH8wnJMdE3YOWYnRjrND6sYGhpy6NAhDAwM8Pauu29NqyX3Mez3hYy7MGMneC3RtEWtApFIhLm5Od27d8fT05OnT59y+vRpsrOzsbKyqvaqCILA0aNHGTRoUJOEtkQiwcXFhfbt23Pu3DlSUlLo3LlzvR7H7xMyWbz3BlcSM1nwUkd2L32JYb1cWbFiBYWFhYwYMaJVVPG28Rz/asxJzdrhLXW08Le34Hh6LhllFc25hFIxN+sHKMjPj9DI+oaGhmr30CgUClavXs2uXbsYPWQkRlaaE5bP4u+irafPoNFjcHZ25ujRoygUCo3Ykv6ogOwnUjJk8djb27WKXJnfk7V5M7KMDOzefkslPXsEQeD+/ft88803HDt2DBcXFzZs2MDgwYOVVl5bXFHMhrANlMhK+HrE11joNTwxuSHGjBnD8ePHlWCdmnkWCbtHgzQdFnwHPV7gfjotwMTEhDFjxrBhwwbMzMzYu3cvwcHBPHv2jPj4eCoqKvDw8GjWtau8NXp6euzYsaPWcTQ5ReX8NSiSRXuuo6ct5tvVA/j31B4Y62nj4+PDjz/+yPbt21m9enWT8n7aaD00O3C+wtGab55m8c2zLN5warnruiWYmvZGJNIiN+86lpZD1b6+oaEhpaWlyGQytXSXVSgUrFixglOnThEREYHud1mI9TU3Z/RJ3B3adXFHLJYwduxYDh48SGhoKGPGjFGrHQqFgtDgWwgiOePnDKSLu6ta128MpQkJ5Ozfj9msmej/Wl2hLBQKBXFxcVy9ehWFQsGgQYPo0aOH0j1TCkHBO9feIT43nk0jNuFirpzZXQsWLGDYsGHI5fJWExpskMSLELwIDCxg4UmwaR1tC1oz+vr6DB06lAEDBhAREcHhw4cpLS1lyJAhLbqutrY2EydO5M6dOwQGBjJ48ODq5OKTUc/416m7FJRUsGGEC2uHu6Cn/fxnrHv37ty+fRsvLy/kcjk7duxoNV7dNhpHs++CnQ10GW1pwr6n2WzoYIueBuv0JRIDTIw9yMu7rpH1q8oLi4uLVTquHipvWosXL+b8+fNERkbi4OBAanEa2naa6d9RUlhA9pNk3AcPAyrLImfOnMmuXbuwsbGpLolUNQUFBRwJOk5JsiNdXrJvlWJGEATSP/g3EiMjrP/6V6VdV6FQEBMTw5UrVzAwMGDYsGG4ubmpzG2+JXILFx9f5DWv1/BxVF4ift++fTE2NiYkJITJkycr7boq49Y+OP0XsO0O874F45Z34v4zUdURWFtbmx9//JHIyEji4+MZNmwYzs7Ozf78du/eHQcHB44cOUJkwmN+qujIlfs59GxvxsczPOhqV/ce3aFDByIjI+nduzdLlixh7969baLmD0SL/lIr21uTXSHjWEausuxpNmZm/SgoiEEuL1H72r8VNKpELpczf/58Lly4QFRUFA4OlR1wFcUyxAaayVl5eq+ybLJd1/8l4+nr6+Pv78/Fixd58uSJym1ISEhgx44dmAkdQSGi90j1lkA3loKTJym+eRPrv/1VKfOaqsY2bN++nVu3bjF58mSWLl1Kly5dVCZmQh6GsD16O9NcprGw20KlX3/o0KEcPnxY6ddVKoIAYR/CqQ3QeVjlKIM2MdMsBEHg559/ZtKkSaxbt44BAwZw7tw59u/f36K9w9jEFLqM4MsEY368n8XLg+w5tmZgvWKmCgcHB6Kiojh//jwLFixALpc324421EuLBM0gMyO6GeqxMyVT4zFHMzNvBKGC/Pzbal+7StCoMo9GLpczb948Ll++THR0dPVcJqFCjlAuR2yoGUHz5N4dJNra2Dm7Pfe6tbU1vr6+BAcHq6yLslwu5/z585w5c4ZZs2ZR8lQPu84mWDm2jqaPv0VeUED6J5+i19MTs5kzW3y95ORk9u7dS2hoKCNGjGDJkiV06tRJpcmMVRVNfW37tqiiqT78/Py4fPmy0q+rNGTl8N1auPIJ9J4Pc4NAt/V93v4oJCUlIRKJ6NSpE2KxmO7du7N27Vo8PDwIDg4mODiYrKysJl0z+kkeUzZf48OQewx0sWbPrM4I8WH8eO1qo+9TdnZ2REdHEx4ezrx589pEzR+EFgkakUjEyvbWxBWV8kOuVFk2NQszMy9ArJEGe1WZ+qoSNAqFggULFnDlyhWio6Ofm0EiL6xMypYYa8hDExeLnbMbWrXMiurSpQv9+vUjKCiIigrlJo/n5uayZ88ecnJyWLVqFZISY/LSi+nu067hN2uAzK82Is/Nxe6f/2xRInB6ejqHDh3i2LFj9OnTh9WrV6vUI1NFWlEaG8I3YG1gzRfDvkBboprP28SJEykoKCAyMlIl128RpQUQOAuiAmHYm+D7Najo9/Bn4caNG3h7ez/3+RWLxfTp04eXX36Zdu3asXfvXk6ePNngg1FhaQXvn7zD1M3XyCwsY8u8PuxZ7I1P3+6sXLmS+/fvExAQgFTauHuVjY0N0dHRXLlyhYULF2qs0KGNxtPi4OA0W3OsdbTYnpKpDHuajZaWMcbG7hrJo6mqHCkpUX64qypnJiwsjOjo6Bo9XuTSypEDYiPlDZ9sLOWlJaQ/eoCje92DQQcNGoSFhQWnTp1Smhfv0aNH7N69mx49euDv74+BgQGxV56ha6CFS5+6B85pitK7d8k9dAhzf3/0u3dv1jXy8vI4fvw4Bw4cwMnJifXr19OrVy+1xPd/X9FkrtfycFldaGtr079/f/bv36+yNZpFwTPYOx6SrsKUzTDsH9BW2tsiCgoKePToEZ6etU8e19bWZtCgQaxfvx4DAwO2bdvGhQsXaoT2BUHgXGwao/97hX0/JTH/pY6E/m0oEzzsq4WSiYkJixYtwsHBgV27dpGamtooG62srIiMjOTSpUssWbKkTdS0clq8G+qKxSx2sOJSTgGJRaXKsKnZmJn1I7/gNgpFmVrXrRI0paXK/fkVCgXLly+vTgCurWGdospDY6T+J8VnCfcQFAocu9bdzEokEuHr60tWVhZXr15t0XqCIHD9+nWOHj3KjBkzGDBgACKRiKL8Mh5FZtJ1oD1aOq2rOkZQKEj71wdIzMywfrXpHZwrKioICwurzBEyM+Pll1/mpZdeUks1HTxf0fSJzydKq2iqj2nTpnH+/HmVr9No0mJg1yjITYK5wZWhpjZaTEREBD169Giwe7C+vj6jRo1izZo1lJWVsXnzZm7cuIFCoeBpXgkr9t9idcAtzA11OL52EB9M6YGJXs39UCwWM3LkSMaMGUNAQACxsbGNstPGxobIyEjOnj3LihUrNJ5e0UbdKOXxbmE7S3TFInY+0ayXxszMG4WijILCxn1QlYVEIkFbW1upHhpBEFizZg2nT5/m9u3b1Tkzv6fKQyMxVr+H5um9O4hEYhy6uNd7nra2Nv7+/ty6davZoQS5XM7p06e5efMmS5cuxcnpf2M34q6lolAIdB/s0Kxrq5L8Y8coiYrC5vXXkTShAk4QBO7du8eWLVvIyclh9erVDB8+vMHNX9lUVTT9re/flFrRVB9z587lwYMHpKWlqWW9ekm4AHvGVSYCLzkLLiM1bdELgVwuJyIioklNFI2NjZk8eTILFy4kOiaWFZ8dZtTnl7l2P4u3J7hzav0gerU3a/A63bp1Y8GCBYSGhnLp0qVGCRQ7OzsiIyM5depUW5+aVoxSBI21jjZTbcw5kp5LoUxzyVOmJpVtqwvyo9S+tr6+vlI9NG+//TZHjhzh5s2b1dVMtaEorAo5qd9D8yQuFhsnZ3T0G56hYmJiwvz58wkNDSUhIaFJ6xQVFbF//36KiopYtmwZFhb/a+Imlyu488NTHLuaY66h0vW6kOXmkvHZ5+j37Yvp1CmNfl92djaBgYFcunSJyZMnM3PmTJW3A6iNqoqm6a7TWdBtgdrWNTc3x93dnX379qltzVq5vhMO+YFFZ1hxCexrD4200XTi4+OxsLB4Lh+wsaSV63K00IVLOabYigp4w6OMuX1t0WpC6xA7OztWrFhBcnIyQUFBlJU17NV3cHDg5s2bHDlyhHfeeafJdrehepQWgF/UzpJiuYIj6Zor4dbVtUZPrx35BeqvdNLT01Oah2bjxo1s3ryZK1eu0KFDh3rPlUsrEBtoIVJzHyBZRQVpiQk4ujdudgpUxqP9/f05ceJEo0sy09LS2LlzJx07dsTPz6+Gh+JRZBbS3DI8hzs2yX51kPnFl8gLCysTgRuRb1FeXs6lS5fYvXs3Tk5OrF69ms6dO6vB0ppEpEfwzrV38LL14p3+qh3PUBu+vr4cPXpUrWtWo5DDubcg5DVwHVPpmTFpfd6/PzI3btzAy6tpU9mrk363XCNLWsbWeX0499YUHEz12LJlC9evX29SjouhoSELFy7EyMiI3bt3k5OT0+B7OnTowJUrV9i0aRObNm1qkv1tqB6l3QV7GxvgaazPN0+zNOqOMzHpSUG++isklOWhCQoK4q233uLUqVN0b0QCqaKwXCMJwamJ95BVlOPo3rRW5Y6OjkydOpXDhw+TmVl/iPLu3bscOHCAUaNG1TlfJTo8BRMrPTp6aHYg5u8piY4m79tvsZg/H70ubvWeKwgCcXFxbNmyhby8PFavXs3AgQM11i33ccFjNoRvoJ1RO74c/qXKKprqY+3atURHR9fawl6llBdB0Hz4eTP0Xw3+gaDb/BlVbdQkMzOTrKws3N3rD1VXUZn0m8qo/37Pvp+SWPhr0u94D3v09PQYO3YsixYt4u7du+zcuZOUlJRG2yKRSJg0aRLe3t7s2bOHhw8fNvie7t27c/r0ad58802Cg4MbvVYbqkdpgkYkErHYwYr4olJ+ydfc5GlTk96Ulj2jrCxDresqw0MTFhbG0qVL2bNnDz4+jctXkEsrNJIQnBwbjUgkxrFb3RVOdeHq6sro0aM5ePBgraWYgiBw+fJlLly4wPz58+nRo/Y1MpMLSb2fj8cwR8Ti1lNxIshkpL73PlpWVli9vL7ec6VSKcHBwYSFhTFlyhRmzJihkfBSFTmlOawJXYNEJGHLqC2Y6mpmRpitrS29e/dmy5Yt6lu0ILWykinhHIz/BMZ/DOLWlWT+InDz5k169+7dKMFemfR7k9UBEVgY6nJ87SD+VUvSr42NDYsWLWLgwIF8++23hISEUF5e3mibvL29mTFjBseOHeP69YYrZX18fNi9ezdLliwhPDy80eu0oVqUGqeYYmuGiZaYfU+b1ghJmZiY9gSgoEC9Xho9Pb0WeWhu377NlClT+Oijj5g9e3aj3yeXliPWQEJwcmwUts4u6Bk27+m1Z8+eeHt7ExAQ8JwQVCgUnDx5ksTERJYvX17v5N3o8BS0dMS4D9TsLLHfk7NvP2Vxcdi++w4So9p/P4IgEBMTw7Zt27CysmLVqlXPJTprglJZKRvCNpBRnMHGERtpb9xeo/bMnz9ffWGntFjYNRKy7oP/Iei/Sj3r/skoLy8nOjqavn371n+eTMHWyw8Y9fn3XLufzTsTG076FYlEeHh4sGbNGsrLy9m2bRtJSUmNts3JyYlly5Zx48YNQkNDG4w0+Pn58eGHH+Lr68vt2+pPc2ijJkqt/TSUSJhtZ8G+p9l8UF6BtY76PQfGRt0RibTJz4/E2lp9wxFbEnJ68OABI0aMYPXq1bzySuNLewVBQJ5fjqS7egVNeWkJaffj8Zo8vUXXGThwIFKplEOHDrFgQWXS6ZEjR5DL5SxatAidWpr1VVFSWE7ijQzcB9qjq6GxD7VR/uQJmZs2YTRiBMajR9d6jlQq5cyZM2RnZzN37tx6k77VhUJQ8PbVt4nOjObzYZ/T07qnpk1i6dKlvPHGG0RHR9fZq0QpJIbCt4sqO/4uPQv2qv3ZBUGguLgYqVRKYWEhZWVllJWVUV5eTnl5+XP/X15ejkKhQBCE6v+KRKLn/mlpaaGjo/PcP11d3er/19fXx9jYGGNjY3R0dNSeD/Vb7t27R/v27TE1rdvz9+ODLP554g73M6SM6WbLPyd3w9G84cKDKvT19Zk6dSrx8fEcO3aMrl27MmrUqHr3kyrMzc1ZsmQJgYGBnDx5kkmTJtXrSXr11VdJSUlh5MiR3Lx5U2M5b21UovRmFoscrNj1JIvDqTm83NFW2ZdvEIlED2Mjd/LV7KHR0dGhvLy8esNpLOnp6fj4+DBhwgQ+/fTTJq2pKJaBTIHERL2lvE/j7qCQy+nQvWUbv0gkYsyYMRw/fpzg4GBKS0uxsLDA19e3QXf0navPkMsUeAxrPcnAgiCQ9q8PEInF2L1bM5FWEARiY2M5f/48vXv3ZsaMGWrrJ9MQY0tuVQAAIABJREFUX0Z8yYXHF3jN6zVGd6xdiKmbqqnMmzdvZvv27apZ5MYuCHm9csDknCAwbXmn6fLycnJycsjOziY7O5vCwkIKCwurBYxUKkVXVxdjY2OMjIzQ09N7Tozo6+tjampaLUokEkm1eKlCEITqfzKZ7DkhVFZWRkFBQbUgKikpqbYBqF636r+mpqZYWlpiaWmJmZmZSnO3EhIS6Nq19onkGQWlfBgSx4nIZ7S30GfPYi9GdG3+PaRLly506NCB8+fPs23bNnx9fenUqVOD7zMwMGDhwoV8++23BAUFMWvWLLS1635o+vzzz0lNTcXHx4eIiIhmVW61oRyUvpu6GuoxyMyIfc+yWNvBBokGngZMTHuSmnoUQZAjEqknBl6l/isqKhr1JABQWFjI8OHD6dq1KwcPHmzymvL8ylJDial6Bc3j2CgkWlo4dG1cUl99iEQihg8fztatWzE3N2fKlCkNdr+VyxXEfv+U9u7mWDi0nlLtgjMhFP3wA7ZvvYX270JlrdErU0VwfDB7Y/fi18VPJQMnW8KyZctYv349W7duVW5XZIUcLrxbmfzrOhZm7m7yTKbCwkLS0tLIysqqFi/Z2dmUlJRgYWGBpaUlFhYWWFtb07lz5+dEhKaEbFlZWbWwqhJXeXl5PHz4kOzsbAoKCjAzM6u23dLSEmtra+zs7FrcA0kul/PgwQPGjRv33OsyuYL9Pz3mi4sJlMkUbBjpytphzuhpt3zvbq63RkdHB39/f06dOsX+/fuZM2dO9Yib2ggMDGTEiBEMHz6cn3/+GWPjtvlemkAl36pF7axYeSeJsOwCRlupP6nQ1KQ3T54cQFqUiLFR7U8DyqbqC1JeXt4oQVNeXs6ECRPQ1tbm4sWLzVqzStBomalX0CTHRuHg5o62TsvXzczM5ODBgwwePJj4+HguX77MiBEj6n3Pw9uZFOWVMWxulxavryzkeXmk/9//oefhgfm8uc8di4uL48yZM63OKwPww5Mf+OiXj/Bx9OEf/f6h0XBEbUybNo2VK1cSFhbGqFGjlHPR0gI4ugwSL0C/VTD2I5DU/zcpLCwkNTWVZ8+ekZqaSmpqKjKZDHt7e6ysrLCxscHd3R1LS0tMTU1b3e+xCl1dXXR1dbG0tKz1uEwmIzc3t1qcPXv2jMjISDIyMjA1NcXe3h57e3scHByaLHIeP36MlZUVRr/JK7v1OJd3voslLrUAHzdr/uXbHScr5T+k/N5bM336dBwd6/fuSiQSpkyZQmhoKHv37mX+/Pn1hspCQ0Pp1asXEyZM4NKlS41+sG1DeahkZx1vZYqNjhYBqdkaETQmJpWhkPz8CI0ImoYQBIHly5eTkpJCQkJCs5885fm/dgk2Vd8Xp6SwgMykhwya3fL27ykpKQQFBTF69Gh69uxJ37592bNnD4aGhvTv37/O98WEP8HEWp+OPWrflDVB+mefIc/Lo8PuXYh+ddnLZDIuXLhAYmIi/v7+DW6g6uZezj1e+/413Mzd+NTnU7TErUdoVSEWixk/fjzbtm1TjqDJTYJAf8hKgImfg/fyGqcoFArS09NJSkri8ePHPHv2rFq8ODg40LNnT8aPH9+qhUtz0dLSwtraGmtr6+deVygUZGZmVgu6O3fukJGRgYmJCY6OjnTq1IlOnTphZlZ30m58fDxubpUtDHKKyvn47D2CbqZgZ6LHlnl9GN/DTqW/zypvTVxcHIcPH2bgwIHV41PqQiQSMXr0aIyMjNizZw/z5s2rM6QkFou5efMmrq6urFixgm+++eaF+3y0dlSyg2mLRcyys2BbSgYZZRXY6Ko3aVNfvyNaWmYUFsSAmoYvN0XQbNy4kVOnThEXF9ciFS/PLwOxegdTptyJBqCDR8vyZxISEjhx4gRTp07F1dUVqGx0tWDBAvbs2YORkVGtfXgyHheQ+iCfwbNcEbWSUu2i69fJP3IUy+XL0Ps1PyA7O5sjR45gYWHBqlWr0NPT07CVz5NWlMa60HUY6xjz9civMdBufNKlulmzZg0TJkygoqKi3lyGBnn8EwTNA4UM5h8F5+FA5QNGeno6jx494vHjxzx+/BgjIyM6duxIjx49GDdu3AspXpqCWCzG1ta2upwe/idyUlJSuH//PqGhoWhra9OpUyc6duyIk5NTtUdDEATi4+PxnzOHwF+S+eT8PaSlMlb5dGbDSFcMddUnpt3d3bG3t+fo0aM8evSIqVOnYmhYv1dowIABGBoasn//fmbPnl1nw1MdHR1++eUX3N3d2bRpExs2bFDFj9BGHajsU+RvZ8Hm5AyOpOeytoN6k6REIhHGxu4USuPUtmZjBU1oaChvvfUWZ8+erXM+U2OR55chMdZV6409OTYKbT19bDu7Nvsad+7c4ezZs8yZM6eG18LMzIx58+axf/9+9PX1a1QNRIc9QUtXQtdWUqqtKC8n7b330XZ0xGrdOgCio6M5f/48w4cPp2/fvq3uRigtl7Lu0jqKZEXsH78fG4PWncQ4aNAgzMzMOHz4cHU1XJOJDIRTr4Bpe5gbTLGBAwmRkSQkJJCUlISBgQGdOnWiR48eTJo06bmwSBu181uR4+XlhSAIZGVlkZSURGJiIhcvXkRHRwdnZ2dsbGzIkOmx+sh9IlPy6OdkwX+m9sDNVjO5JmZmZixevJjw8HB27NjBtGnTGkwY9vT0xMDAgKCgIGbMmFFnRZOdnR0nTpxg/PjxdO/enZEj2+Z/qQuVCRpXQz28TQw5lJrNmvbWat/UjY268eTpARSKCsRi1XuIGiNo7t+/z/Tp0/nwww8b3TivPuT5ZUjUnD/zOCaS9t16IGlmHkhMTEx1w7y6BJ2trS2zZs3i22+/Zf78+dW9aKS5pSTeSKfHsHbo6reO8Ej29h2UP3pE+507kUkknD1xgpSUFBYsWNBiwaoKKhQVvPb9azzMe8jmUZtxM6+/i3FrYdq0aezatavpgkahgEv/gmtfUu44kAiXV4g79QPp6el07twZNzc3xo8f35bEqQREIlF1uMrb2xtBEMjMzCTybjwfnkskutgRQ60cXulvyYrRHhoXjRKJhFGjRtGpUyeOHj2Kl5cXQ4YMqTcFwMXFhdmzZxMcHMz06dNxdnau9TwfHx8+/PBDpk+fTkRERJ3ntaFcVDoAyN/egsTiMm4XFKtymVoxNu6OQlFOcXHDrayVQUOCpqCggNGjRzN58mReffVVpawpzy9Xa/5MXloqeWmpdPTs06z3R0dHc+HChUbd7Dt16sSkSZMIDAysnrESHf4EQRDoOUKzDd+qKHvwgKwdOzCZNIniLm7s3LkTQRBYuXJlqxQzgiDw0S8fce3ZNd4d8C4DHQZq2qRG8/rrr3P9+vUmNUoTygop2TcDrn1JjG4/tuSPIEsqY/Dgwbz22mvMnj2bXr16tYkZFXL1STlvXS0jutiUSV1N2T7FkXYVT/j666/Zs2cP165dIy8vT6M2uri4sHLlSpKSkjhw4EB1eXtdVM2VO3bsGImJiXWe9+qrrzJx4kRGjRpVa0f0NpSPSgWNr40Z+mIxh9IaHvqlbIyMK4cmFhbeUct69QkauVzOjBkzMDU1bVZ5dm1UNtUrU2sPmqSoCACcejVd0ERGRhIaGsrChQsb3afB3d2doUOHEhAQQE5WPneuPMW5rw0mVvpNXl/ZCAoFqe+9h9jAgJypU9i3bx+DBg1i6tSprba6YXv0do4kHGGFxwqmu7asKaK6adeuHYMGDeLjjz9u8Nzs7Gx+OvctWZ94ofs4nASXFVgt2scrf32NSZMm4erq2qoqzV5EYp/mM2vbT/w1OAp7Ex1mGD/gywUDGeTdm9mzZ/Paa6/h4+NDbm4uO3bsYO/evdy8eVNpA36birGxMQsWLKBTp07s2LGD5OTkes/v0KED/v7+fPfdd8THx9d5XmBgIKampsyaNatJgzPbaB4q/VYba0mYbGPK8fRc/uXSDgM1ToQ2NOiMWKxHofQu9qh+865qRiWXy2sce/PNN4mNjeXBgwdKW08hrUCoUKBlob5k00dRtzC1scXMrmk9VKKioggLC2PhwoVYWTVtiKSXlxdSqZSgredQlFrTa1T908fVRV5wMCU3b5E7by43bt1i4cKF2Nqqv5FkYzmScITNkZvxdfbl5d4va9qcZvG3v/2N+fPns3HjxhrJwUVFRcTGxhITE4N+diwzZcfQFssR+R/BzVVJ5d5tNEhuUTmfXYgn8HoyFgY6fDzDg86iDJIfOz7XsE9LSwsXFxdcXFwYP3489+/fJyYmhtDQUJycnPDw8MDNzU2twlMsFjN06FDatWtHcHAwI0aMoE+fuh/e2rdvz9y5cwkMDGTKlCnVFVy/5+rVq7i4uPDmm282SpC30XxU/mmZY29JcFouIZl5zLSzUPVy1YhEEoyMulJYeFct61V98WQy2XOvBwYGsm3bNm7cuFFvY6amIsupHLMgUZOgkcsqSImNpptP7VOv6yI6OppLly41S8xUMWTwEO6dCEdiUoalo+arcSqePSP9k08pdHIiwdGRFX5+Sv3bKpvw5HD+/fO/GdxuMO8PfL/VJSk3lvHjx2NiYsLevXtZuXIlCoWCxMREbt26RXJyMl26dGFSxxJsUwMRmdjD3GCwbj29il5k5AqBwOvJfH4hnsJSGYsGdOIvo90w1dfm0KFrdQ6YhcqHwS5dutClSxdKS0uJi4vj5s2bnDp1im7duuHt7a3WEK6LiwtLlizh0KFDpKenM3bs2Drzatq1a8ecOXM4dOgQ06ZNw8XFpcY5RkZGhIeH069fP3r27MncuXNruVIbykDlLpOXTA3ppK/DoVT1h52Mjbshld5tcMiYMqhN0Ny8eZMVK1awZ88eunRR7sYq/1XQqMtD8/ReHBVlpXTqVf9Qud8SGxvLxYsXmT9/frPFDMDD21nIS8QYO5UTHBxcQzSqE0EQSP7Hm1RUVJA7dw4LFi5s1WImMiOS16+8TjeLbnw+9HO01ZAgr0qWLFnCli1b+OGHH9i4cSM//PAD3bp146+vvsI0o0jsrr2DyNEbVoS3iRk1cSMph8mbrvLud7F0tTMmZMMQ3vftjqm+NoIgkJKS0qiRA1A55Ld3794sXLiQNWvWYGpqyqFDh9i9ezfR0dFq++5bWlqyfPlycnJyCAgIoLi47jxQR0dH/P39OX78OA8f1p6z6e7uzt69e1mxYgW3bt1Sldl/elQuaEQiEf52FlzLk/K4pEzVyz2HkZE7MlkhpaVPVL7W70NOmZmZjB8/nvXr1zNz5kylr1flodEyV08OTVLULcQSLTp092jU+XFxcZw7d4758+e3aLaJIAjcvpiMma0BfssnoqWlxbfffltraE8d3N++g/Lr15HPmcPYBQtUOvempTzIe8C6S+uwM7Rj86jNrbrXTEMIgkBycjLOzs4kJiYSFRWFn58fy5cvp1dXJ3SOLoRrX4LXUlhwHAzU5w3+s5JeUMqrh28za9tP5BaX8/Xc3hxa8RJd7P6XZJ2fn49EImlW4rWJiQk+Pj688sorDBo0iOjoaL744gtCQ0PJzc1V5o9SK3p6esyZMwc7Ozt27dpFRkZGnee2b9+e2bNnV/e2qY2ZM2eyfv16xo0bR1ZWlqrM/lOjlqSWqlDT8XTVfwh/i7FxZWM2dYSdJL/pDqtQKPDz88PNzU1lMVNZbiliY21ESph30hiSIm/Rrms3dPQbvik+evSIM2fOMG/evBbnlTxLzCMzuZBeo9qjpa3FjBkzEIlE1VO51YUgCFw/d46SLVsQe/Sg5z/+rra1m0NaURqrQ1ejI9Fh26htWOj9MW/wcrmc27dvs23bNk6ePImzszNjx47lhx9+qCznz7oPO0fCgzCY+F+Y9AVotc6k7BeFcpmCbd8/YMRnlwmJSWP9cBcu/W0okzwdaoQznz171uK5ZWKxmK5duzJ//nyWLl2KXC5n586dBAYGkpSUpFIPvFgsZsyYMQwdOpR9+/bVmwDcsWNHZs6cyZEjR0hNTa31nI8//hhXV1f8/f3bkoRVgFoyrhz1dHjJ1JCj6bm80tFWbTF8I8MuiEQSCqV3sLEZq9K1RCIRWlpayGQyPvvsM2JjY5tUYtpU5DmlaJmrJ9wkzckmMzmJIXMXN3huamoqR44cYdasWdX9Y1pC5MVk9I216dK/MoYukUiYNWsWwcHBHDt2jBkzZih3aGEtKBQKzpw+jdnWbRiLRDh99hkiFa/ZEvLL8lkTuobC8kL2jt2Lo3HrGrnQGMrLy4mIiOCnn37CysqKMWPG0LlzZ0QiEW+99RbDhg2jJOYU+qfXVc5hWngSOg3StNkvPJfjM/jg1F0eZhUxyt2Gdyd1o6Nl3V12U1NTlbIPVGFpacnYsWMZMWIEMTExnD59Gn19fQYPHoybm5vK7i09e/bE0tKS4OBgsrOzGTiw9pYHTk5OTJo0iUOHDrF48WIsLGo+SISGhtKpUyc+//xzXn/9dZXY+2dFbbvydFtzEovLuCNVX1meRKKHvn4niorq7hWg3PUkPH36lH/9618cP35cpbkVspxStSUEV5Vrd+pZf7l2Tk4OgYGBTJo0qdEx83qvl1pEUkw2PYY6oqXzP09UlagpLy/n+PHjKn3SqaioIDg4GPG1H7F69AibV19Fp2NHla3XUkplpWwI20BSQRJfDf8Kd8uWT0RXJyUlJXz//fd89dVXJCcn4+fnx4IFC3B2dq6+WXn17csHYy3RPboAzDrAysttYkbFJGcXs3zfTRbvvYEA7F3iza5F3vWKGVC+oKlCW1ubPn36sHbtWl566SUuX77M1q1biY6OVtl+4OjoyPLly4mMjOT8+fN1eobc3d3x8fEhICAAqVRa47iBgQHHjh3j/fff5/r16yqx9c+K2gTNJBsztERwVM1hJ0NDF7UKmpCQENavX8+gQarbYAW5Anl+mdo8NElRERiamWPd0anOc6RSKQEBAQwdOhR3d+XcRKNCk5Foi/EYWnMgl5aWFn5+fhQXF/Pdd9+pZBMrKSkhICAAvbIyXC5fRr9nTywWNrP1vhqQK+T844d/EJERwf8N/j/629c94LO1UVhYyIULF9i4cSN5eXksWbKE2bNn1wxXVJTA8VX81SOPs0nasOx8pahpQyWUlMv5/EI8o774nh8fZPH3cV059+oQhndpOC9OEASlhJzqQywW0717d1auXMnYsWOJiIhg06ZN3LhxQyUJxCYmJixZsoSnT59y/PjxOsPeXl5eeHp6cvDgQcrKauaODh48mHXr1jFlyhSNNxZ8kVCboLHQ1mK4hQnfZeShUEPVURWGhq4UFz9GoVBtQrIgCOTl5WFsbKzyXgPyvDIQ1FPhJJfJSIqKoFOvumcSlZWVcfDgQTw9PfHy8lLKutLcMu79nIb7QHv0jWvPidDS0sLf3x+pVMrJkyeVGksvKCjgm2++wd7eHq+ICITiYuw/+rB6knZro6oL8KXkS/zd+++McxqnaZMaRUlJCaGhoWzduhW5XM7q1auZMmVK7VVxBc9g73iIDkI+9C0WnJRx+kK4+o3+EyAIAiejnjHy88tsCrvP+B52hP1tGGuGOaOr1bjvQEsSgpuKSCTC2dmZxYsXM336dO7fv8+mTZu4ffu20h929PX1WbBgAWVlZRw6dKjO7vBVPW2CgoJqFVeffPIJ9vb2LFy4UC2VuH8G1JoIMMPWnNSyCn7Kq+mGUxWGhi6AguLiJJWus3nzZkpLSxk7VrW5OgCybPX1oHl67w5lxUU49+1Xuy0yGUFBQbRr146hQ4cqbd3I0GQEAXqPrv/pW1tbG39/f/Ly8jh16pRSNoasrCz27NmDp6cnA4DC8xewWr8e3VY8j2V79HaCE4JZ2mMp87vN17Q5DVJRUcHVq1f5+uuvKS4uZvXq1YwfP756OnMNUq7DjmGQlQj+h5AM/zuLFy/hgw8+UKvdfwaiUvKYue0nNhy6jZmBDsGrBvCVf2/sTJu23zx79kwl4aaGaN++PXPmzGHmzJlERUWxdetW4uLilCoatLW18fPzw9jYmH379lFUVFTjHJFIxIQJE9DT0+O7776rdf2wsDCuXbvGli1blGbbnxm1CprRViYYSMQcT1efi83QsHIqtCrDTpGRkfz973/H2tq6RgdTVSDLqsxD0rZWfRnug1vXkWhr09Gzd41jgiDw3Xffoaenx4QJE5SWkFciLefOD09x87Zt1JgDHR0d5s6dS3Z2NqdPn27RxvXkyRO++eYbhg0bRv9u3Uj/93/Q694dy2VLm31NVXM04Wh1F+BX+yhnTpiqUCgU3Lp1i02bNvHs2TOWLFmCr68vJiYmdb/pdgB8MxG0DWB5KHSdAMB7771HXFwc165dU5P1LzbpBaX8NTiSKZuv8Ti7iI9neHDq5cH0c2pehVxqaqpKw00N0b59exYtWsSYMWP4/vvv2b17t1ILNcRiMb6+vnTu3Jm9e/fWGjoSi8VMnz4dqVTK2bNna+xNZmZmBAYG8sYbbxAVFaU02/6sqFXQGEokTLAy5VRmHmVqKlkzNHACxEhVJGikUim+vr4sXrwYAwMDtbgOZVkliHQkiI1VK54EQeDhret06O6Jjp5+jWPnzp1DKpUyffp0pVYaRYc/QVauoM/YxiffVomarKysZoefEhMTOXToEL6+vvTq1Yv0j/4PeX5+Zaiplc7+CU8O54OfP2BQu0GtuguwIAjExcWxZcsWYmNj8fPzY/bs2fU3XJSVw5nX4MQ66DgQVoSBzf/ys0xNTfHz8+Pdd99Vw0/w4lJaIefrsESGf3aZ01GprBramfDXhuHn3QGJuPmfJ1UlBDcFkUiEq6srq1atol+/fpw4cYKAgADS09OVdv2RI0fi7e3Nnj17ar1uVWg8OTmZq1ev1jg+duxYFi1axOTJk2tNIm6j8ai99nSarTn5Mjnh2fVPNFUWYrEuBgYdKSq6r/RrC4LAsmXLMDExYfPmzYjFYrUImoqsErSs9VV+88p5+oS89FQ6962ZXHrz5k0ePXqEv7+/UuetlJfKiAl/Qude1lg41F9B8Xt0dXWZN28eeXl5nDhxokmx87i4OE6cOIG/vz9ubm4UXrpEwalTWK1ahZ6Suzwri+up13nt+9foZtGN/w79b6vtApyVlUVAQADh4eGMGzeOhQsX0q5dzUTv5yhMh/2+cGMnDHwZ5h2ttVneBx98wC+//EJsbKyKrH9xEQSB09HPGPn593x2IYEhrlZc/KsPb453x1ivZZ8ldSQENwWRSISnpyfr16/H1dWV/fv3c/bsWUpLS5Vy/f79+zNmzBgOHDjAs2fPahzX09Nj3rx53Lp1i7t3a/ZF27JlC8bGxqxYsUIp9vxZUbug8TE3xkJbwvEM9VU7GRq4qETQHD58mPPnzxMWFgZUfmnU5aHRUsPE6Qe3fgGgcx/v515/9OgR33//Pf7+/ujpKTePJ/bKU8qKZfQZ17zS6CpPTUFBQaOrn+7cuVPdCLB9+/bIsrNJffef6Lq7Y7VqZbPsUDWxWbG8HPYy7Y3bs3XU1lbZBbi8vJyLFy+yZ8+e6qdkFxeXhoV4ynXYMRRSo2DGbhjzn8peM7Xg4ODAxIkTefvtt1XwE7y4xD7Nx2/7z6wPvI2xnhaBK/qzfYFXg2XYjaWgoACxWKyWhOCmIJFI6N+/P+vWraOiooLNmzcTGRmplH27R48eTJo0icDAQJ4+fVrjuLGxMX5+fpw5c4a0tLQax8PDwzl79ixBQUEttuXPitoFjbZYxAQrM0KzCyiVqynsZOhCSUkSCkXt2ejNIT09nVWrVvHVV19Vt/YXiUQq7/4oyBTIc0vVImgeRlzHulNnTKysq1/Lzc3l6NGjzJgxo9amUS1BViEnKjQFx67m2HaqJ6eiAbS1tZkzZw7FxcUcO3as3r9JTExM9YgGe3t7BEEg7f33URQW4vDx/0Ok0/q6zj7Ie8Dq0NWY65mzffR2zPTMNG3ScwiCQGxsLJs3b0YqlbJmzRpeeumlxo2JuLkX9k4ALV1YdhE8Gh4b8uGHH3Lx4kWVNrJ8UcgoLOWNI1FM/voqDzKlfDTNgzMbhjDQufmz1mojPz8fc3NzpV5TmRgYGODr64u/vz83btxg7969tYqMptK1a1d8fX0JDAwkJSWlxnF7e3smTJjA4cOHayQS29jY8MUXX7By5UqlhcT+bGik3elEa1OK5Aq+z1VP2MnQ0A1BkCmt0kkQBJYuXYqnpyeLFi2qfl0dHhpZdgkIoK1iQVNSWMCz+HvPVTdVlSn6+Pjg5FR3T5rmcu+nNIoLyuk7vlOLr1VV/VRWVsbRo0dr7RcRExPDhQsXWLBgQfU034KTJym8GIr1q6+g5+bWYjuUzZPCJ6y8sBJtsTY7R+/E1rBloyWUTVZWFgcOHODq1atMnz6dadOmNe4pXVYGJ1+G069C56GVwyXt6p7Q/FtcXV0ZOnRoWy5NPZRWyNly+T7DP73M8dtPWT7YifDXhzG3f8vyZOqisLCw1XlnaqNdu3YsW7aMnj17EhAQQEhISIvDUG5ubkydOpXDhw/XKmq6d++Op6cnwcHBNfalJUuW4OHhwbJly9pKuZuBRgTNYHNjzLQknM5UT7VTZek2FBUrJ+x0+PBhfvzxR0JCQp57PSMjg3v37illjbqQZVZWOGlZq1bQPLp9E0FQ4NynUtAIgsDx48dp37493t7eDby76SjkCm5feIytkwnt3JTjcahqvieTyWrMfoqNja0WM1UetorUVNL+8yH6fftisXixUmxQJpnFmay4sIJSeSk7Ru+gvUl7TZtUjUKh4OrVq+zdu5cuXbqwcuVKOja2o3L+08r+MhH7YchrMDe4ycMl//Of/3D8+HEyMzObYf2LiyAInItNZfQX3/PJuXgGOFtx4S9DeXtiN0xamCdTH4WFhRgZGans+spELBbTt29f1q5di1wuZ+vWrSQmtqyIxNXVlWnTpnH48GGePKk5HHn48OHR79bHAAAgAElEQVTo6+sTEhJSQ7icPn2aa9euERwc3CIb/oxoRNBoi0WMsTLhfFY+5WqodtLXr9xYS4oft/haVaGmL7/8sv5SUxVR8WvJtqpDTg9uXcfQzBzbzpViMDw8nJKSEqWWZ/+WxJsZFGSV0ndcR6VeX0tLi9mzZyMIAsHBwchkMu7evVtjErigUJD69tsIcjkO//dRq2ugl1+Wz8qLK8kuzWbrqK24mrtq2qRqMjMz2bNnD48ePWLFihX079+/8VVvSdcq82Uy48EvAEa+C+Km/+779u1L7969ef/995v83heVO8/ymbPzZ1YHRKCvLeHAsn7sWuSFk5Vy8mTq44/iofktBgYGTJ48malTpxISEsKJEyda5K1xcXFh6tSpHDp0qEaisEgkYtq0aaSkpHDjxo3njpmZmfHf//63LfTUDDQ2YW+StRkFMgVXc1VfpqalZYiOjjXFJS0TNHWFmqqwtbWli4orYmSZJYiNtBHrqa6MWFZRQVLULTr38UYkFhMbG0t0dDSzZ89uXB5EExEUAhHnH2PhYEgnD+XG8uF/s58kEgl79uzhzJkzzJ8//7lJ4LmHDlH040/YvvEGOh1aVyv94opi1oau5XHBYzaO2IintaemTQL+55X55ptv6NWrF/Pnz8fMrJHeNUGAn7dVVjLpmVWWZLtPbpE9H3zwQZ3zc/5MpOaX8LfgKCZtukp8WiH/ntKdkA1DGOJq3fCblYRUKv3DeGh+j5OTE6tXr0ZLS6vF3hpXV9fqnJrfT+DW1dVlzpw5XLlyhUePHj13rC301Dw0Jmh8zI0xlIg5o6awk75+R0pKklt0jbpCTepEllGMto1qK1qSYyIpLynBtd9AUlNTOXv2LP7+/hgaqubJ7mFkJjnPiiq9MyqI50OlqOnbty8ZGRmYmpo+l7BY9ugRGZ9+huGQIZj5zVbJ+s2lTF7GhvAN3Mm+w6dDP+Ul+5c0bRJQ0yvj5eXVeM9aRQkcXw3n/g6uY2DFJbBu+YPA8OHDcXZ25r333mvxtf6ISMtkfH4hnuGfXeZU1DNWDunM5deHs2BAJ7Qk6t3qpVLpH85D81t0dXWZOHGiUrw1Xbp0YeLEiQQGBpKdnf3cMXNzc2bMmMHRo0fJycl57lhb6KnpaEzQ6EnEjLE04WxWPjKF6hWogX4HSlrgoWlMqEkQBJX2hhEEgYqMYrRsVStoEn65ho6+AdYubgQFBTFx4sTqpFllIygEbpx5hJmtAS5eqktwTU1N5dixY8ydO5d27drxzTffIJVKEWQyUv/xJiJdXez/8+9W1ZhOppDxxvdv8EvqL3ww6ANGdhipaZMQBIGffvqpeV4ZgJyHsGs0RAfB8LfB7yDo1THuoBl88skn7Ny5s8bN4UVGJlcQ+Esywz6tnLs0upsdl/42lDcnuGOqr5neRH/EkFNt/N5b09xKOnd3d4YPH05AQACFhc8Xwzg5OeHj40NQUBAVFRXVr7eFnpqOxgQNwERrM3Iq5Pycr3oXsb5+R8rK0pDLm66yGwo1VaFQKJTaMff3yPPLEMrkaKtQ0Cjkch7c/IXOfftx+kwIXbt2pVu3bipb72FUJtlPi/Ca0Amxirwzubm5HDp0iIkTJ9K5c2cmTJhA165d2bNnD0++/pqSqCjs3n0XbdvWUzGkEBS89+N7hKWE8Y9+/8DX2VfTJlFcXMzhw4e5c+cOy5cvb5pXBuBeCGwfBvkplYm/Q98AJX9fRo0aRa9evXj99deVet3WiCAIhMdnMGHjD7x1PIZOlgYcXzuQTXN6095Cs32JXhRBA//z1kyePJmjR49y+fLlZrXn6NOnD7179+bgwYM1vD3e3t7Y2Nhw/vz5515vCz01DY0KmuGWxuiLRZzOzFf5WvoGvyYGNyPs1NhQk6oFTUV6MQDaNqpL6ku5G0OptBDMrSksLGT06NEqW0tQCNw4nYSZrQGu3qoRE1KplICAAHx8fKqFmUgkYujQoQx2dKRgx060hw7FZOIElazfHARB4NMbn3LywUnW9lrLPPd5mjaJx48fs337diwtLVmyZEnTeozIZRD6Lzg8ByycYNUVcBujMlu/+OILDh8+/EL3pbn7rICFe66zZO8NymUKts3vw7erB9C7g+Z7v1RUVFBRUYG+vup7ZakTFxcXVq5cSXJyMgcOHKjhaWkMQ4YMoUOHDjUmcItEIiZNmsTDhw+5c+fOc+9pCz01Ho0KGkOJhOEWJlzIyle5+jSoqnRqYtgpJyeH1atXN6qqSaFQqCRptgrZr4JGlSGnxOs/IdHR4e6TVGbMmKHSn6fSOyNVmXemrKyMwMBAevTogZeX13PHFOXlmH2zD7GpKacd29VIytMk26K2ERAXwIJuC1jtuVqjtigUCq5cucK3337LpEmTGDNmTNM+E9JMCJgGV/8LfRfD0vNg3rwu0I2lb9++jBgxgr/85S8qXUcTpBdUNsabuOkHYp7m889J3bjwl6GM62HfasKlUqn0/7N33lFRnF0cfnbpXekgiIiKvTcEFbFX7C32mkQ/YzTGNGNiqonRWJJYMZaoiSUixgaIFMUGiAqIIiJNQUGkswu73x8EIqGzs4Ca5xzP8czOvnNn2Z25c9sPHR2demOPkOjp6TFt2jSaNGnC9u3biYqq3igQkUjEkCFD0NbWLjX0U0NDg/Hjx3Pq1KkSKdMXU0+vUyq1JtSpQwMwwFifxDwp4VnCaGqUR1HrdnU7nd5//33s7OwqTDUVURsRGrGuGio6ysmLy2Uy7l29hEyvAcNGjhR8EnDJY8m59tff0ZmupoKvn5+fz++//46FhQXOzs6lXn+ycSN5d+9i9c3XjJkxg2PHjtULPaC9YXv5OfRnRjcbzYquK+r0plAU3YqOjmbBggU0b17NVvHYK7Ctd6GUgevPMHIjqAkrlVEeGzdu5Ny5c9y8ebNWjqdssvLy2eB5F+fvL3A8JJF5Trb4vtePOU62qKvW+WW8BC97QXBliMVi+vbty/jx4/Hw8MDT07PMwZ0VvX/MmDHk5uaWmkNjaWlJnz59Sg0DnT17Nk2bNmXlypWCnsurRp3/EgYaFUY9zj1VbtpJTc0AVdUG1Uo5BQUFcfDgQY4ePVql/ZXv0GQptX4m8e4dstOeYd6qHW3atFHacQAehD4lJT6TrkNtEAvcgSGXyzl+/Hhx7vvfTkFWYCCpu9xoMGkSes7O2NjYMH36dDw9Pbly5YqgtlSHQ3cO8f317xloM5DVDqvr1JmJi4tj+/btWFtbM2PGjOrNXCpqyf71BQmDTrWbNmvatCljx45l6dKltXpcoSmQyfn9Wiz91l1go/c9XFqZ4rWscDCegXb9FCN9lepnKsLGxoYFCxbw5MkT9uzZU61xAUVDPxMSEvDz8yvxWvfu3dHT08PLy6vE9mPHjnHgwAGCg4MFsf9VpM4dGhN1NTrpaeOZkq70Y2lrNa7ycD2ZTMbs2bOZNGlSlcf8K9OhkcvkhS3bZsqrn7l48jiIxIyaMUdpx4BCh+PaqQcYmGoppXbGy8uLjIwMxo0bV+rvkf/sGYkrP0Dd1hazD/552jEzM2P27Nlcu3YNLy+vWi/AO3bvGF9d+Qpna2fW9lmLqlh5c4YqIyQkhEOHDjFy5Ej69etXve90XiYcmVPYkt1sICzwBYu6mZuzfv16rl27hq+vb50cX1H87j5h+CZ/Vh69hVVDLY6+1YufpnamsVH9EyJ9EalUino91EBTBjo6OkyZMgVbW1t27txZatZMRWhoaPDGG28QGhrKjRs3ireLRCJcXV2JiIggMjKyeLutrS0TJ05kzpw5StcMfFmpc4cGYKCxPiHp2TyRSCvfWQG0tBpXOUKze/duHj16xPbt26u8vjIdmoK0POQSmdLqZ5KSkogNDaZR67boGgjXRlsWD0Kf8jTu79oZgaMzN2/eJDw8nEmTJqGqWtIpkMvlPP70U/KfPaPRD+sQ/6tosUGDBsyZM4eYmBhOnDhRaxcNj/sefHbpMxwbOfJD3x9QE9fNk7dMJuPs2bMEBAQwa9as6qeYnkTCDhcIPw79P4XJB0Cr7oQzTUxMmDNnDsuXL68zG2rCrfjnTNt5hRluV8mWFPDzG505+lYvutjUfcFvVVB2pLq+IRKJ6NevHwMHDmT//v2linorQldXl8mTJ+Pp6VlCIkFLS4tx48bh4eHB8+f/ZC927NhBYmIiv/76q5Cn8MpQL751A430kQPeSo7SaGpakpv3GLm84htVamoqy5Yt48cffyx1U6wImUymtDSBNKlQmVUZKSepVMrhX90QSXJp4+Qs+PovIpcXzp0xMNGihcDRmYSEBM6ePcuUKVPQ1i79OaUdPkyGpxemS5eiWU4rura2NjNmzCAzM7PUXAhlcCbmDJ9c/ITu5t350flH1FXq5sk2JyeH3377jeTkZObNm4eJSTWnyt4+VujMZKfA9D+h93LBW7JrwldffUV0dHSV08Z1ycOULP53MISRWwIIf5TO6pGt8VzWh2Ht6k/Bb1V43RyaItq0acO0adPw9PTk/PnzVY7ympqaMmrUKP744w/S0/+5B1pbW9OzZ88SxcOqqqqsX7+ed999l2fPninlPF5m6sW3rq2uFhYaakpPO2loWiCXS5BIK64U/+CDD7C1teWNN6qX98/Pz6+WA1QdpIl/OzQWwqecvLy80MxOR6yiQrNuyp1Eq6zoTEZGBn/88QcjR44s1md6kbzoByR98y3aDj0xnD2rwrXU1dWZPHkympqa7N27l5ycHMHsfBHvWG8+8PuAjiYd2eSyCU3V2imY/TdPnjxh586dmJqa8sYbb1Sv3TY/D/56D47MBtNWhS3ZTZ2VZWq10dXVZenSpXz44Yf1Nkz/NDOPz06EMWC9L17hSSxxaYbvCmdmO9qioVq/NMWqwuvq0ABYWFgwf/58YmJi+P3338nLy6vS++zt7enevXuphyhHR0dUVVW5ePFi8bZp06Zha2vLBx98ILj9Lzv14lsnEokYaKTPhdQMpYpVampYAJCXm1juPiEhIfz222/VfqKTyWTIZDLlOTSPMlE10kSsIez6Dx8+JDw8HNmTx9i074SWnvIEN+UyOVc9ogujM92Fi84UdTR16dKFli1blj6uRELiihWI1dWx/PZbRFW42KqoqDB69GgaN26Mm5tbibCvEPjF+/Ge73u0MW7DzwN+RlutbuoioqOj+fXXX3FycmLw4MHVuxGlPoBdg+DaDnBYDLNOgUEj5RlbQz788EOys7NZv359XZtSgqy8fDZ63aPvdz7su/yQiV2t8V3hzLJB9ugpUQlb2bzODg0U1tXMnDkTbW1t3NzcSkRdKsLR0RFDQ0M8PDyKozsikYhRo0Zx+fJlkpOTi/c9evQo+/fvL1F78x9Qd5WH/2KAkT57E1MITMuir6FyKuQ1NAsdmtzcR+jrly5UlMlkzJkzh/Hjx2NnZ1ettYu8ajU15VyIJI+yULcUVuxNIpHg7u6OY4d2XLzqg+OkaYKu/2/uBSWRkpDFwLmtBYvOyOVyPDw8aNCgAb179y5znyebNpEbFobVls3VmgYsEokYOHAgOjo6uLm5MW3atOqnYsogMDGQd33epUXDFvwy4Bd01JSvflwWt2/f5vTp00yYMIEmTZpU780RHnB8UeH/J/0GrUYIbp9QqKmpsXHjRubNm8ecOXOUOo6gKkgLZBy6FsdGr3s8zcxjaFtz3htsj51J/RZzzM3N5cGDB9y/f5+HDx8SGxtLZmYm+fn5SKVS8vPzyc/PJy0tjfz8fPbt24eqqmqJf3p6elhZWWFjY0OTJk2ws7NTmkZcXaKiosLIkSO5ePFi8bXD2Lhi4d0i52X37t1cunQJR0dHAAwMDHBxccHd3Z25c+ciFouxs7Nj3LhxzJ49m6CgoNfagXyReuPQODXUQ1MswjPludIcmqIITW5e2RGaPXv2EB8fX0rOvSoUTX1URoRGlptPQUoual2ErTnx9vbG2tqanPgYVNTUlJpuKiiQcfXEA4wa6dBcwPMIDAwkOTmZOXPmlFlnkHX5Mim73GgwcSJ6AwbU6Bi9evVCV1eXPXv2MGnSJKytrWts77XH11hyfglNDJqwbcA29NWVFxGriCtXrnDx4kVmzJhRQnW8UvIl4LUaLv8Mlp1gwq/QsImyzBSMcePGsXnzZt566y1+//33OrFBLpdz6tZjvj97h5iUbLrbGrJ9Rhc614Ppvjk5Ofj7+xMZGUl8fDwJCQk8fvyYJ0+ekJqayrNnz8jJyUFXV5cGDRpgbGyMiYkJenp6xc6KmpoampqayOVyCgoK0NXVLXZycnJyyM/PJyYmhvPnz/P06VPS0tLIyMhAQ0ODBg0aYGRkhLGxMebm5lhYWGBtbU3z5s3p27fvS6ncLRKJcHJyQldXl19//ZXJkydjZWVV4XvU1NSYPHkyO3fuxMTEhBYtWgCFsgnh4eFcvHix+MHNzc0NCwsL9u7dy6xZs5R9Oi8F9cah0VYR49BAF9/U6o+TripqaoaIxRrk5ZZurXv+/DnvvvsumzZtqpFToswIjfTx3/UzAkZoHj58SEREBAsXLmDf8rex7dgVDW3lPSlFBj7m+ZMchr3VTjBF7aioKAIDA5k3b16Zn3txi3aTJiVatGtC+/bt0dbW5tChQ4waNQp7++qrQ99IvsEi70VY6lqyfeB2GmjWfgeQXC7n/PnzhIeHV1/CIC0WDs+ChCDovhAGfVE4Z+YlYdeuXXTo0IHAwEAcHBxq9diB91P49nQEofHPsTfTw21WV/rZm9ZJsW9OTg5+fn74+/sTFBREREQEiYmJGBsbY2lpiampKebm5jg4OGBtbY2NjQ3NmjWjcePGVbq+XblyhdTUVIYOHVrpvgUFBcTGxhIdHc2DBw+Ii4sjMTGRyMhI/P39efToEUlJSZiZmWFvb0+XLl3o3bs3zs7OL42T07FjR7S1tTl48CCjR4+utHtQX1+fCRMmcOjQIWbNmoWJiUlx9Gb79u3Y29tjamqKqqoq69at45133mHMmDEYKLk79WWg3jg0AH0b6vHZ/UQSciU00hS+20MkEqGhYU5uXmmH5ttvv8XS0pIZM2bUaG1lRmiKCoLVBSoILko1DR8+nNSHD8h6lkpLxz6CrF0W+dICrv31ADNbfZq0rzjsWlXS09M5fvw4EyZMKPOHXNiivZr81FSa/PwT4jK6nqpLs2bNmDp1KocOHSI7O5tOnTpV+b1hT8N4y+stTLVN2TloJ0ZaRgrbU11kMhkeHh7FEa1qhfojT8Ofb4JcBhP2QJvRyjNUSdjZ2TFv3jzmz5/PzZs3ayVMH/EonbVn7nAh8gkWBpp8P749YztboaIkIdZ/U57zYmJigr29PZ06dWLBggU4OztXz7mtALFYXOUCbBUVFWxtbSuc9ZWZmYmvry8BAQFcv36dgwcP8vjx45fKyWnRogWTJ0/m999/Z+DAgXTo0KHC/a2trenfvz9HjhwpfmArK/U0c+ZM1q5dy9q1a/n6669r6WzqL/XLoTHUg/vg+yyDqRbKueBralqWitA8evSIjRs34unpWeN1iyI0ynBoJImZiHVUEesL4+QVpZrs7e3x2vkTqhoaNO3UTZC1yyLML5HMZ3m4zGwlyBOpTCbj6NGj9OjRAxubsnWB0o4cIcPTE9MV76El4NTjRo0aMXPmTH777TfS09Pp06dPped0J/UOCzwXYKBhwM5BOzHRVrwOp7pIpVKOHDlCQUEBM2fOrPrgswIpeK+BS5vAvH1hismoevVl9YnvvvsOW1tbNm7cqFStp7jUbDZ43uXPGwnoa6rx0bCWzHBogqaacruWZDIZV65cYd++fXh5eRETE6NU56UsxGJxtaQAKkNXV5fhw4czfPjw4m3lOTlWVlb069ePqVOnVn8opJKxtrYuvnZkZmYW18iUR6dOnYiJieHMmTOMHDkSKDv1tGPHDgYNGsSSJUswNzdX+nnUZ6r11370XDntq0W01NHEVF0VPyWmnTQ1LEpFaFavXk3btm0r/YJVRFGERikpp0dZqFnoCuIMxMTEEBERwZAhQyjIz+fu5YvYdemBmqZyWoYlufkEnYmhkX1DrFsKU4zp6+uLqqoqTk5OZb6eFxVF0tffoN2zJ4azZwtyzBcxNjZmzpw53Lt3j6NHjyKRSMrdN+pZFAvOLUBbTZtdg3dhrlP7FxypVMrBgwdRV1dnypQpVXdmnsfDr8MLnZmucwslDF5iZwYKW/I3bNjAmjVrlCL0l5yRy2r327j8cIGTtx6xoE9T/Fb0Y0EfO6U5MxKJhEOHDjF+/HjMzc0ZNmwYsbGxfPDBByQlJZGQkMD58+f54YcfGDNmjFKdGSh0aJQ9abvIyfnmm2/w9PQkNjaW1NRUvvzyS549e8akSZMwNjZm5MiR7NmzR2mjF6pL0bDHGzducOHChQo/J5FIxPDhw4mJiSnWmSur68nR0ZHWrVuzevXqWjmH+ky1HJo9l6on7FhdRCIRfRrq4fcsA5mSfhAamhbk5SUjkxU6IFFRUezfv599+/YptK6yIjTyAlmhhpOl4ukmiUTCiRMnGD58OFpaWsTdDiUnI52WvZSXbrp5Pp6cDCk9XZsKst6DBw8ICQlhzJgxZTp4spwcEt5dhlhLC8vv1lapRbsm6OnpMWvWLFRVVdm9e3eZbd33nt1j7rm5qIpV2TloJ410a7+lWSKRcODAAfT09BgzZkzVlbLvnoOtvSEpDMbtghHra01YUtlMnDiRdu3asWjRIsHWfJ4t5bszd+j73QX2X4llwt8t2B8ObaUUzaUnT56wfv364mjLypUr0dPTY//+/aSkpHDy5EnmzJmjdOelLKqTchISXV1dpk6dyrFjx0hOTubEiRM0atSIL774AkNDQxwcHPj6669JSEioddteRF9fn5kzZxIeHo6Pj0+FTk2RAvfp06eLHfAXU09Fn/PevXvZu3cv9+/fr5VzqK9U62p/8Gos2ZJ8ZdkCFKadUqUFhGUqx6PW0DAHZEikTwFYuXIlvXr1qlGR54sUPaULrWEiTcqGfLkgLdt+fn40atSo+FzvXPJHXUubJh27KLx2WeRmSQnxjKVJe2PMmypesJaZmcmff/7J6NGjy82VJ339DXn37mG5di1qZQzYExJVVVVcXV1p3749O3fuJDb2H1mNu8/uMvfsXFRFqrgNdsNGv+zUmDIpcmYaNGiAq6tr1cLv+RI4+zEcmAD6loVaTO3GK9/YWmbnzp2cOHGCy5cvK7ROVl4+P/lE4fTdeX7xvc+gNmZ4L+vL12PaYWFQjQGFVSAuLo4VK1bQrl07rK2t2bt3Lw4ODly/fp2HDx+ye/duBg0aVOdpFnV19SoPlFMWYrEYJycntm7dSlRUFOHh4QwePJjjx49jZ2dHy5Yt+d///se9e/fqxD5dXV1mzpxJZGQk3t7eFTo1FhYW9OnThyNHjhRnAjp37oyGhgZXr14FoFWrVvTq1eu1V+Ou1jf/eY6Uo8HK9W77NCxs2b6gpLSThnphUapE8pSQkBCCgoIYPHgw4eHhCoVJixwaDQ1huz4k8YWfg7qVYq3sT58+JTg4mEGDBgEgleRx7+olmnfvhaqSZueEeMYiycmnxyjFozNFCtodO3akadOy13t+8i/SDh/GaP58dHuXnY4SGpFIhIODA66urvzxxx8EBwcTmRrJ3LNzUVNRw22IG00MmtSKLS9S5MwYGhoyatSoqt3kUqPBbRAEboFu82GeNxg3U76xdUCLFi2YO3cuCxYsqFE0IS+/gN0XH9D3ex++PxtJD1sjTi3pzcbJnWhiLFy3oEwm4+TJk7i4uNCiRQuuXLnC/PnziY+P58aNG3zzzTe0atVKsOMJgZ6eHhkZyisbqAm2trZ89tlnXL16leTkZJYtW8adO3do3749Dg4OHDp0qNajSkUD+KKioiqVSujevTsGBgbFCtwikYihQ4fi7+9PZmYm8fHxjB07lpCQkNd62F61HJoOVgbsDniATKa8/KiZhhotdTTxe6acH4T6Cw7N0qVL6d69O2PGjMHf35+dO3fy4MGDGq1b9EQitEMjjc9EpKWKilHNw/1yuZwzZ87Qu3dv9PQKHaP7168gycmmdZ9+Qplagux0CTfPx9G8mxnGVopHly5evIhUKsXZ2bnM1yUxMTz+9FO0OnXCZMn/FD5edWnWrBmzZs3ixOUTzDg5Aw0VDXYP3l0nkZmimpmGDRsycuTIqtVe3ToCW/sUOjWT9sPwda9Miqk8vvvuO54+fcr3339f5ffkF8j443ocLut8+dwjnOamehx7uxc7Z3allYVwM4WeP3/O6tWrsbW1ZdasWbRq1YrIyEj8/PxYsmRJpUPa6hJdXd1659C8iL6+PgsWLMDT05OYmBicnJx49913adSoEStWrODJkye1Zou2tjbTp08nMjKyQlX4otqZO3fuFCtwm5iY0Lp1a3bt2sXhw4dxcHCgc+fOLF26tLbMr3dUy6GZ42RL9NMsLtxNrnxnBehrqMfV51lkFwjvMaupFXZP3QwNICQkBDc3N5o1a8aCBQtwcHDAw8ODffv2kZhYvjxCWSjLoZHEZaBupVhB8J07d0hPT6d79+7F28L9zqNrZIx163ZCmFmKaycfIMuX031E+e2YVSU+Pp7Lly8zduzYMiMNMomEhGXLQU2NRj+sQ6SkiFNlPBE9wauhFypyFUbljMJErfa7mfLz8zl06BD6+vpVc2YkWeC+CI7OBbPW8GYAtBpZO8bWMZqammzfvp0vv/yS6OjoCveVyeT8dfMRg3704/0jNzHWVWf/3B4cmN9D0MF4V65cYezYsVhaWuLh4cGqVatISkrip59+onHjxoIdR5no6uqSlZWl9MJgITAzM+P7778nISGBDRs2cPHiRWxsbBg2bBg+Pj61YoOOjg4zZswgLCwMPz+/cvd7UYE7PT2dsLAwIiIiyMrKwtXVlc6dO7N7926Cg4O5cIlFZ4cAACAASURBVOFCrdhe36iWQzOsnQUWBprsCqhZFKOq9G2oR55MztXnmYKvXRShcXffz/Tp04trMUQiEW3btmXRokW0bNmSgwcPcuTIEVJSUqq0bl5eHiKRSNAuJ7m0AGlSlkLpJolEwtmzZxk2bFhxQWhW2jNiQoNp5eSslKLZZ4+zCAtIpE1vSxooqA4ulUo5fvw4w4YNK3dwVPL368gND8fym69Rs7RU6Hg1JTwlnHnn5qGtps2h0Ydoad6SHTt21OrTnkwm488//0RDQ6NqNTNJYbC9H4T8Br3fK9RiavBy3DSFYsSIEYwYMYLJkyeXmXKQy+X4RCYzcksAiw4EoyoWsW16F44vcsSpubEgnYcSiYQtW7bQrl07BgwYgIaGBoGBgQQHBzNv3ryqF3LXE1RVVdHQ0CArK6uuTakyYrGYyZMnc+nSJUJDQ7GwsGDMmDG0aNGCtWvXKv1cdHV1mTFjBjdu3CAoKKjc/aytrenQoQM7duzAx8eHyZMnM2rUKM6dO4dMJkNXV5dp06axZMmSl8KhFJpq3c3UVMTMcGjCxagUIh4pTxm7h4EOKiK4nCb8l0hFRRu5XA2ROIONGzeW8boK3bp143//+x+mpqbs2rWLkydPVhpCzcvLQ0NDQ9DJn5LELJCBugIpG39/f6ytrUto9URe8kMuk9G6t3LSTZePR6OqJqbrcMWjMz4+Ppibm9O6desyX8/w8uLZvn0YzpyBnouLwserCWEpYcw7Nw9dNV3cBrvR2KAxgwYNom/fvvz666/cvXtX6TYUpRWzs7PLjWS9sDNc21XozOSmwYzj0H8VqNSrsVS1xo4dO4iLi+OHH34osf3qg1QmbbvM7N3XSM+Vsn5iB06/04fBbcwF+Z3n5OSwYsUKzMzM2LhxI1OnTuXx48ccPHiQ9u1La829TOjp6ZGZKfwDaW3QvHlzdu3aRXJyMosXL2bv3r2Ym5vz5ptvCi5S+yJ6enpMmzaNCxcuEBERUeY+ERERhIaGIpfL6dmzJ1ZWVrRp0wYtLa1iyZ5NmzYRHx+Pu7u70mytr1T78XxKd2s01cTsDYwR3pq/0VFVob2uNoFpwv8g5HI5T59K6NG9dYUt1urq6vTp04fFixejrq7OL7/8gqenZ7meukQiqXcFwSkpKQQFBTFw4MAS28P9fTC1tcPYWvj6jkdRaUTfeELnwY3RVnAQYFxcHLdu3Sp3hLo0IYHEjz5Gs21bTJcvV+hYNeX209vMPzcffXV93Ia4YaX3j1ZLhw4dmDJlCidPniQgIECpT0z+/v7ExsYyadKkikcH5DyDP2bAX8ugiRO8eRGaOivNrpcBXV1dduzYwZo1a4iOjuZmfBqzdl9l4rZAYlKy+GJ0W7yXOQs24begoIBvv/0Wa2trPD09OXjwIPfu3ePDDz98ZYQa62NhcHVRV1dnyZIlhIWFcfr0aUJDQ7GxseHjjz8mNzdXKcc0NDQsvmY8fPjPmJQiyZKzZ88yadIkpk2bho+PD+np6cUFwn5+fmRmZqKqqso777zDsmXL6qR9vi6ptkPTQFudUR0sOR6SSHquVBk2AeDQQJeQ9GxyBK6jOXHiBGlpBdi3tKjS/tra2gwaNIiFCxcikUj46aef8PLyIjs7u8R+eXl5wrdsx2ci1lNHxaD6jlLRE7uTkxP6+v8UK6bEx5EUHUXr3sJHM+RyOZeORaFtoE6H/oqlLqRSKe7u7gwdOrTMi7xcKi2sm5HJaLT+B0QCf/ZV4eaTmyw4t6DQmRnsVuacGSsrK+bNm0dERATHjh0rnlckJMHBwYSEhPDGG2+gWdGAxLirhYW/kadg4Bp44wjo1n6dT31kxIgR9BsznSFf/cmoLRe5EZfGh0Nb4ruiH9N72qCuqnhqViaTsXPnTpo0acL27dvZsmULN27cYMiQIQKcQf2ivhcGVxcnJycCAwP57bffOH78ODY2Nqxfv14pDoOlpSXjxo3j8OHDJCUlkZeXx++//05MTAzz5s3D2toac3NzunfvjoeHB3K5HFNTU9q3b4+3tzcAq1atIj09HQ8PD8Htq8/U6Fc6vWcTcqQF/KnEFu6eDXSQyOUEpwuXdpLL5axatQp9fSuk0qrVxhRhYGDA8OHDWbhwIbm5uWzZsgVvb+9ix6Yo5SQkkviMGqebIiMjSUtLo0ePHiW2h/ufRyQWK0W7KfrGEx5Hp9N9hC1qGorl/StLNT3ZuJGc0FAsvliDeh0US4Y+CWWh50IMNAzYPXg3lrrl1+7o6+sza9YsRCIRu3fvJj1duHTtnTt38PHxYdq0acUdbKWQFYDv9+A2BETAnLPg+A7Uo7Hwdcmdx+m8uS+Im5bDydO3podWMv7v92NhXzu01IWpXzl+/DitW7dm1apVrFy5kqioKCZPnizI2vWRlznlVBHDhw8nLCyM7777jo0bN2Jra6vwUNayaNq0KUOGDGHfvn3s2LEDbW1tZsyYUWL+lpOTE5mZmcVt2s7Ozty/f5+4uDjEYjEzZsxg1apVr1UtTY2uaO2sDOhgZcD+yw+V9mH1MNBBhLB1ND4+PsTFxdGhvRMSSfUcmiIMDAwYMWIECxYsIDs7u9ixycrKQktLuEFaspx88p/k1CjdVFBQwLlz5xg6dGiJgkK5TEZEwAWatO+ETgNhJ4gWFMi4fDyahubatOpVtehXeVSWasr08yNl5y4aTJqEfhUUfYXmRvINFnoupKFmQ3YP2Y2FbuXnq6amxpgxY2jTpg07d+4kLi5OYTtiY2Px8PBgypQpGBmVo32WFge/jgCfLwsFJRf6g1VXhY/9KnAvKYNFB4IZ8qM/F6Oe8k7/5nzfV5tT65bwJFHxvw9AQEAA3bp1Y/bs2UyaNImHDx+yePHiOh9+p2xetQjNv5k5cybR0dEsWbKE5cuX07ZtW06fPi3oMfT19ZFKpeTk5NC/f/9SqWQVFRVcXV3x8vIiPT0dDQ0NBgwYwJkzZ5DL5Xz77bfExsa+Vh1PNf5VvdHThnvJmVx5ILweCoCBmiptdLW4LGCn06effsqYMWPQ1DRFKk1FLq95uLBBgwaMHDmy2LFJTk7m+fPngmmGSGILn+LVbao/2yIoKAgjI6NSA+jiI26T8fQJrfoIn26KCEgkLSkbh7HNEKvU/GJdWapJEp9A4or30bC3x+zDDxQxuUYUOTNGmka4DXarljaTSCTC0dGRESNGcOjQIYUGYKWlpXH48GHGjBmDZXmdXbePwVZHeHwTRm8tlDDQalDjY74q3H+SyTuHQhj0ox8X7iSzuF8z/Ff2492BLZg4uuKup6py+/Zt+vfvz5AhQ+jZsydxcXF8/vnngqel6yuvaoTmRVRUVFi+fDmxsbGMGjWKyZMn4+DgwJUrVxRe+8GDB/z+++9MmDCBDh06FAvL/pt/p57atWuHTCYjIiICdXV1Ro8ezaeffqqwPS8LNb7zjGxvib6mKvsvK0/fqWcDHa4/z0IiQJ7y+vXr3Lhxg82bN6OmbohcXkB+vuIV60WOjZqaGnK5nM2bN+Pj46OwY5P3MB1EoG5dvQiNRCLB39+f/v37l3otzNcbdS0tmnXtUcY7a44kN5+rJx9g2bwBTdopppJeUapJJpGQsHQp8oICrDZtRKwkQc3yuProKgs8F2CibVJtZ+ZFWrRowaxZs/D39+fs2bPVvnEWiRH26tWLZs3KmOSblwHH34Yjs8GoObzpDx2ngIAdeC8jMU+zWPbHDQau9+VcWBIL+9jhv9KF9wbb00D7H0ejKIL2766nqiCVSlm6dCk9evTA3Nyc+/fvs3nz5nKlOl5VXoWi4KqiqanJ119/TWxsLB06dKB///7Mnj27xveAqKgojhw5woQJE2jWrBkDBgxAVVWVs2fPlrl/UeopNDQUkUhE//79OX/+PDKZjC1bthRPxH8dqLFDo6Wuwvgu1pwNe8yTDOXodjg00CVHJudmhuJRj9WrVzNw4EB0dXVRUy2MeuTnC/ODKygoQCKR0LZtW+bPn096enqxY1PTanhJbAZqFjqIq1mLEhgYSJMmTUrJyOdlZxN5OYCWvfqipiGsIxDiGUtOhpReY5sp1M6anJxMaGhouammpK+/Jvf2bSzXfou6Te1O4PWL9+Nt77dppNuI3YN3Y6ZjptB6JiYmzJs3j+TkZA4cOFDli59cLsfd3R1zc3N69uxZeof4oEJRydCD0GcFzDkDhsIIg76sxKVm8/6RUPqv9+Wvm4+Y62SL/8p+fDC0JYY6pSMmOjo67Ny5kzVr1hAWFlbl41y9epXWrVtz+vRpfH19+e233zAzU+x78rLSoEEDUlNTX6v6DQMDA7Zu3Vr88NyiRYtiqYKqEh0dzZ9//snkyZOLR22IxWLGjRtHdHR0mY6JiooKo0aNwsvLi5ycHOzs7NDT0yMkJARdXV0GDBjw2ihxK5TIfaNnY6QFcv64Lky++d/0MCh8qlG0fbuocHLbtm0AqP7t0EjzhSnOLLoZaWlp0bBhQ1xdXZk3bx7p6els2rSJCxcuVMuxkRfIkcRmVDvdlJ2dzZUrV+jXr/R8mchLfuTn5dHWZWAZ76w5WWl53PCMpVkXU8xsaz76XS6Xc+rUKfr27Vtmqint+HHSDv2O0by56JURfVImng89ecfnHZoaNMVtsBsm2sJ0BmlpafHGG29gYmLCtm3biI+Pr/Q9fn5+pKenM2LEiJLOo6wA/H8o1GKS5cOsv8DlE1Cpm6nJ9YGEtBw+PHaLfusucPxGIjMcbPB/vx8fD2+NsW7FBfzDhw9n6tSpjBkzplinrTykUinvvPMO/fr1Y8SIEYSHh9O16+tdp6Srq4tYLFbq3Jb6SsuWLQkKCmL+/PmMHj26ytGahw8fcvToUSZOnIi1tXWJ1zQ1NZkyZQo+Pj4l2rmLsLCwoFWrVpw/f744SuPr64tUKmXr1q2cP3+eO3fuCHaO9RWFHBo7E10cmxlx4EosBUrQdzJWV6W5tobChcFffPEFDg4OmP6tvlzk0ORLhXdoijA0NCx2bNLS0ti8eTO+vr5VcmykSVnIJQVoVNOh8ff3p02bNhgaGpZ67baPJ0ZWjTG3a1GtNSvjsvt9ZAVyeo5WLApw+/Zt8vLyyrwR5Ebe5fFnn6PdrRsmtaxT4nHfg/d836OtUVt2Dd5FQ01hi6nFYjGDBw9myJAhHDp0iIsXL5b7VBsREUFwcDATJ04sWSD4PB72jALvNdBqVKF8gU0vQe18mXj8PJdVx2/j/L0PR4LimNqjMX4r+rF6ZBtM9asenfz555/R0NBg7ty55e5TFJU5c+YMvr6+bNiw4aWb7KsMRCIRlpaWPHr0qK5NqRPEYjGffvpplaM1KSkpHD58mLFjx2JTTvTZyMiI0aNHc+TIEdLS0kq97uLiQkREBI8ePcLKyopGjRpx9epVzM3NcXBw4MsvvxTs/OorCpfav9HDhoS0HAKingphTym6GugQklFzXZDY2FiOHTvG9u3bi7epCpxyKmrd1tYuPebf0NCQ0aNHM2fOHJ49e8bmzZvx8/Mr1n4qC8nD6hcEp6WlERoaSt++fUu99jTuIY+iImnnMkjQScbJD9O5E/iYDi7WGJjUXOIgLy8PT09Phg0bVqr7oyAjg4QlS1DR0yucN1PR0DiBOXz3MB8HfEw3s25sG7gNPXXFFM8romXLlsyfP5/IyEgOHDhQaoBjUlISJ0+eZNKkSSXbs8Pd4RdHSAyB0b/AeLfXtvA3IS2HVcdv0+c7Hw5ejWVCV2surOjHGte2mBtUP82qoqKCu7s7J06cKNWa+19UpnIsLCyqrYn3qlGVaE1ubi6HDh3C2dkZOzu7Ctdr1qwZvXr14tChQ6Uih1paWri4uHDq1CnkcjkuLi5cunSJnJwctm/fztGjRwXprqzPKOzQ9G9lSkNtNaWlnbro65AqLSAmp+Kwb3l8++23dOjQocQXRU2tUBNIiKJgKDtC82+KvOs5c+aQkpLCpk2bynVs8h6mI9ZXR6VB1efa+Pr60rVr1zKLD2/7nEOsokorAaUO5HI5AYfvoaWnRpdhTRRay9fXl6ZNm5YKs8rlch599DGS+HgabViPqkntDYHbG7aXNYFr6G3Vmy39t6CtppgmVVUwMDBg5syZmJubs23bNmJiYoBCh++PP/5g8ODB/3Q05WWA++LCqb+GTf8u/J36Whb+xqVm8+GxWzh/X+jIjOvSCJ/3nPl6TDsaNVBslELTpk3ZsmULixcvLhaw/C8qUzVe5wjNi1QUrZHJZBw7dowmTZpU2SHu2bMn5ubmnDp1qtRrnTp1Qi6Xc+PGDUxMTLC3t+fixYvY2dnRvn171q5dK+i51TcUdmg0VFUY3akRnmFJPMuqmdNREZ31C28kQTUYsJeWlsbu3bv5+eefS2xXVS18wlVGDU1lGBkZMWbMGGbPns3Tp0+La2xenDwseZiOho1+laMpycnJ3Lt3j169SqcZCvKlhPv5YNe1O9r6ZYs71oT7wU94FPWcHqOaoqFV86jJkydPCA0NZcCAAaVeS939Kxmenpi+9x7atfT0K5fL2Ra6je+vf89Am4H86Pwjmqq1102loqJC//79cXV15ejRo/j4+ODh4UGTJk3+0feJvQJbneDGb9B7Ocw9B0YVP9m9ijxMyeL9I6H0W3eBo0HxTOpmzYUVznwztj3WhsI5oNOnT2fUqFGMGjXqv6hMNbCwsODRo0evVWFwRZQVrTl79ixSqbRa06JFIhHDhg0jISGh1OiHote8vb3Jycmhb9++BAcHk5GRwU8//cSuXbte6bomQaY7TehijaRAhvsN4ScH2+tooq0iJjg9u/Kd/8WePXuwtramc+fOJbarqOgAYvIFcmiK5i1UR4fF2NiYsWPHMmfOHNLT09myZQtnz54lLSGFgmd5qDeuerrJx8cHR0fHMsfe3w+6Sk5GOu36DaryepWRLy3g0tEojBrp0sqx5urWcrmc06dP06dPn1KRpexr10j+4Qf0Bg3CcNZMRU2usj0bgzey5cYWRtmN4rs+36FWR0W1dnZ2LFiwgPDwcO7evYujoyPkSwrrZHYPKRSYnHUK+n/62hX+Rj/JZPkfobj84MvxG4lM62mD7/vOfDm6HVYNlRNJW79+PTExMezZs+e/qEwV0dPTQyQSvdI30OryYrQmMDCQJUuW4OTkVO3vkrq6OuPHj8fT05OnT0uWe1haWtKyZUt8fHwwMDCgY8eOxRF8Kysr9uzZI+Qp1SsEcWhaW+rTtpE+h4Mq79KoLioiEZ30tKsdoZHL5axbt44lS5aUek0kEqOqqieoQ6Ourl6joVlGRkaMGjWKN998E4Azbn8CkNuwak81ycnJxMfHl/ukePv8OXQNjbDp0KnatpVHqHccGam5OE1sjlgBsb7w8HCys7Pp1q1bie3S5GTily1D3coKi6+/ErTupzxkchnfXv2WXbd3MbHFRL5w/AJVcd2qT+fk5JCVlUWnTp04vnMtuT/3Luxk6jgV3roINg51al9tE5WcwdJDIQxY78tftxKZ1asJAe/347NRbbAwEG5K978JCwujS5cutGnThoKCgjK7TP6jNK97YXBFWFpaMmvWLOzt7enVqxeXL1+u9hpmZma4uLhw5MiRUhpxLi4uhIeH8/jxY5ycnAgLCyMjI4MlS5awbt26VzZqJtj87YldrQlLTOd2gvDeeGd9bcIyc6olVOnj40NWVhZvv/12ma+rquqTLxWmKDgrK0vhwVn6+voMHjyY/q2ckKnI2XPqIIcPH670YhAQEECPHj1QUyv9lJ6R8pSY0BDa9B2AWCzM02TW8zyCTj/EtoMxVvY17/jJz8/H09OToUOHligElufnk7hsObKMTBpt2oRKLQwkK5AV8Nmlzzhw5wAzW8/kk56fIBbV7Wh6qVTKkSNHGDigP0MbPmRW3m5kz2K50fJ9CkZsAg3lFSjXNyIfZ7D4QDADN/hxNiyJ+b2b4v++C6tGtK5W11JNOHr0KL169cLV1ZXAwEDWrVvHvHnzXvniSqH4rzC4NHK5HA8PDxwcHDh58iRvvvkmAwYMYOfOndVeq3PnzhgbG5cauqetrY2zszPnzp1DW1ub9u3bExgYyKJFi8jMzHxl5RAEu2qP6mCJuoqYI0qI0nTR1yFfDrczqz5gb/369QwePLhczRQ1VX1BIzRCTQItiM1Cy86QJUvfwcrKioMHD7J//35iYmJKedXPnj0jKiqq/OjMBU/kchltnUvXp9SUy+7RFOTLcBxfxoTaanD9+nXMzMxKtSgmf7+O7OvXsfj8MzTthW0xLwupTMqH/h/yZ9SfvNXhLZZ3XV4rEaHKOH36NLbGmnS8/QWcWYm4qTO8fZlwmS27d+8us23zVSM8MZ239gcx+Ec/fO4k81ZfOwJW9uPDYa0w0RNWCLYsVq9ezcyZM/nhhx/YvHkzYrGYhQsX4uLiwujRo5WitPyq8V+EpjShoaFkZmbi5OQEwOeff86ePXtYvnw5ixcvrtb3SiQSMXLkSKKjo0sNgezUqRPPnz/n/v379OrVi5CQEPLy8hg0aBDr168X9JzqC4I5NA201RnUxozjNxLIyy+tOaEIRYXBVVXeTkhIwNvbu8LR5SqquuQXCKM1kpmZWa36mfIoyJSQn5yNRlMD1NXVcXBwYMmSJbRu3RoPDw/c3NyIjIwsdmwuXbpEly5dyqydkRUUcNP7LDbtO9HAXDGxyCIK27QfCdKmHRAQgItLSU2p5+7upO7ZQ8Np0zBwdVXU3MrtKMhj2YVlnI45zbIuy3i749v1wpkJCwtD/e5JhkR/jijuCoz4Eab+jraJDVOmTKFNmzbs2LGDiIiIujZVKdyKf878vdcZtsmfgHtPWeLSjICVLrw/pCVGlQzEEwKJRIKrqytbt27Fy8uLefPmlXh9//79PHv2jIULFyrdlped/wqDS5Keno6npyeurq4l6mbGjRvHpUuX8PDwwMXFpVo6WBoaGowfP55Tp06VeNBRUVHBxcUFb29v9PX1admyJVevXmXdunV4eXm9kpEzQePqE7tak5YtxTM8SchlMdVQw0pTjaAqFgZv27aNli1bli/aB6iINZAV1EyW4N8IFaHJe1CYrtOw/acbSVVVlc6dO7No0SJ69uzJhQsX2Lp1K1evXuXWrVtlj78HHty4TmbKUzoMEEaNurhNW1fxNu1Lly5hZ2dXYix8TlgYjz5djXa3bpitfF9BaysnU5LJ215vcyHuAh/3+JjZbWcr/ZhVIfNpAqI/FzAk83dERs0Kh+R1nV3cji0SiXBwcGDq1KmcO3eOU6dOkZ+fX8dWC0PQw1Rm777KyC0BXIlOYemA5gSsdGHZIHsaliFRoAwSEhLo3LkzDx48IDQ0tMzfl5aWFmfOnOHw4cP89NNPtWLXy8p/hcH/IJfLOXnyJN27dy8lTQPQpk0bbt68iVQqpX379ty9e7fKa1taWuLg4FAsUllEkSZeeHg4jo6OXL16FVNTU+zt7dm6daviJ1XPENShcWxmjLm+JsdDhO926qyvQ0gVHBqpVMqWLVsqVRgVq2hRIFNcIyo/P5/c3FxhHJro54jUxKhblV5LLBbTpk0bFixYwMCBA4snyoaHh5cqCAMIPXcK3YaGNO3SXWG7AKKCkgVp087KyuLatWs4OzsXb8tPSSF+8f9QMTSk0Y8bEJVRDyQkqbmpzD03l+CkYL7p/Q2TW05W6vGqijz6AuKtjrTMD4d+H8Ocs+W2Yzdq1IiFCxeSlZXFrl27SElJqWVrhUEul+N39wmTtgUy7pdAbsSlsXxgCwI+cGHpgBYYaNdeB1dAQACdOnUqbq8t66ZTRIsWLdi/fz8rV67E19e31mx82RCJRDRu3Lh4ptLrzP3790lNTS1ONZWFgYEB/v7+DBgwgO7du3Py5Mkqr9+rVy/y8vJK6D29KFbZsGFDbGxsCA4OZtWqVWzZsqXMe8fLjKAOjYpYxMgOFlyIfCL4TJp2ulrE5UpIk1b8NOru7o6GhgZjxoypcD8VsRYFAkRoiia6CpFykjx4jnoTfUQq5f9ZRCIRVlZWSKVSRo8eTVRUFJs2bSIgIKBYVuF58mMehAbT1mUwKgJM1pXk5nPpaBTG1oq1aUOhFlG7du1o2LCwoFgulZKw9F0KUlOx2rwZVSPF1LorIzEzkZmnZxKdFs1Gl42MaDpCqcerEpIsOLUC0V5X8uQqyOachb7vg0rFfztNTU3Gjx9Ply5dcHNz4+bNm7VksOLIZHLO3H7EqC0XmeF2lYcp2awa0ZqLH7jwv/7N0des3Vb0X3/9lSFDhrB48WKOHDlSZpH9vxkxYgQfffQR48aN+69IuALs7e2rFW14FZHL5Xh7e+Pi4lJpi7ZYLGb79u189dVXTJ48mXXr1lXpGGKxGFdXV3x8fEqknuzs7DAwMCAkJAQnJycCAwMZPXo0GhoanDhxQqHzqm8I3srh2rER+TI5p28/FnTddnqFbZmVFQavW7eOiRMnVrqeWEUDmUxxh6Yo16lohKYgS4r0cXaJdFN5XLt2jebNm9OqVSumTJnCtGnTSE5OZtOmTXh7exN05iQiRLRzEWb2TNDph2Q+y6PvFHuF2rSfPXvGrVu36NOnT/G2pO++J/vaNSzWfI5W2zZCmFsu99PuM/30dFJyU9g+aDt9rPpU/iZlUzQk7+p2gtS6kzPjLKqNqx5VE4lEdO3alenTp+Pn54e7u3ulYop1ibRAxtGgeAb96Meb+4NJz5Xy7dh2+L7vzFwnW7TVa79V/pdffmHx4sXs2bOn0sjuv/noo49wcXFh8ODB1RKgfZ1o3rw50dHRr0xqtCaEhYUhFotp1apVld+zaNEiPDw8+OKLL1izZk2V3mNiYoKDgwMnTpwokXrq378/fn5+mJiYYGxszM2bN5kwYUKVnaWXBcEdmjaW+tiZ6HBc4CF7bXT/dmgyyndoIiIiuHXrFl999VWl6xVGaBRPOaWnF3ZK6evXlSgs7AAAIABJREFUXGkaQBLzd/1M04odGqlUypUrVwoHrf2NmZkZY8eOZf78+eRkZRF89i90rBojFaD1OC0pmxtesbR0MMe8Etsq48KFC3Tv3r04mpV27E+e7duH4cwZSi8CDn0SyswzM5HL5ewevJtOpsLN5akR0lw4twrcBiOX5XO+8XLSen6ApU3NusfMzc1ZsGABcrmcHTt2kJAgfNpXEXKlBey7/JB+6y6w/HAoqmIRm6Z0wntZXyZ3b4yGat0MqduwYQPvv/8+hw8fZty4cTVa47fffkNdXZ0JEyYIbN2rgba2NmZmZjx48KCuTakTCgoKOH/+PAMGDKh200G/fv04c+YMGzZs4KOPPqrSe3r16oVEIimRemrUqBHW1tZcuXIFJycnLl68yJdffsnNmzdfqeYCwR0akUjE6I6NuPoglcQ0xR2GIkzU1TBXV6swQvPTTz/RpUuXKkVLxCqayGTlC0RWFaEcmrzo56AqRt2q4vkioaGhWFlZFSuHv0jDhg1pZtwAUb4Us7adcHNz4+DBg2W2fFcFuVyO/+93UVVXwWGMYm3aycnJ3L9/HweHwmFwObdu8fizz9Du0QPTFSsUWrsyLiZcZP65+eir67Nn6B7sDe2VerxKSQyB7X3h0iboMpOIvju5k2tcprBodVBXV2f06NH07duXgwcP4uXlVedPxZl5+WzzvY/TWh9WHb+NiZ4Gu2Z25fQ7vRnVwRLVCtKryuabb75h9erVHD9+nKFDa148r6amxtmzZ7l69Soff/yxgBa+OrRo0YLIyMi6NqNOCA4OxtDQEFtb2xq938HBAS8vL7Zu3cq7775b6f7lpZ5cXFwIDAzE3NwcTU1NEhMT6dy5cylpoJcZpVxNRnUsrLM4ESpsW1hbPS1ulePQ5Ofns2/fPlatWlWltVTEmsjlUmQyxYqinj9/joqKSplK29UhNyoNDVt9RKrl/0nkcjnXrl2je/fyUxI3PU+jb2KG64zZLF26lObNm/PXX3+xfft2QkNDKSioekv9gxtPiQ1PpftIW7T1FesyCQgIoGfPnmhoaJD/9Cnx/1uCqrExjTasV6qC9pkHZ1h8fjGN9Rqzd+herPWsK3+TssiXgM/XsKM/5KbDG0fJ7v8Np7z9cXV1RVWgz6Ft27a89dZbpKamsm3btjqJ1jzLkrDe8y69vvHmm9N3aGWhx8H5PTn2Vi/6tzKr8/b41atXs3btWk6dOkX//v0VXs/MzIwTJ06wceNGDh8+LICFrxZFdTSvW/u2TCYjICCAfv0UEwbu0qULFy5cYP/+/bz11luV7l+Uejp58mTxZ25kZESzZs24fv063bt359q1a3zyySfs3bu3zh98hEIpDo2NkQ6dGjfA/YawDk07XS2isnPLnBjs5eWFpqYmAwcOrNJaYpXCFJaidTTp6eno6+uXO8CvKhSk55GflI1ms4on78bFxVFQUFCup5+SEEdc+C3aDxiCSCxGTU2Nrl278vbbb+Pi4sLNmzf58ccf8ff3LyGGWRZSSQH+h+9i1EiHdn0b1fjcoOQAQLlEQvzSpRSkpWG1ZTOqhoYKrV0Rh+4c4n2/92lv3B63IW4Yaxkr7ViVkhQGO/uD71poNwHevgTNB3D+/Hlat25No0aKfcb/RkdHhwkTJtR6tObx81y+PBmO49rzbPK+h4OdEe6LHNk3twcOdkZ17sgArFmzhk2bNnH27NkKO06qS48ePdi8eTNz5859qQq0awNjY2PU1dVfuyF7d+/excDAQJDfd/v27fH39+fo0aMsXry40v0dHBxIT0/nzp07xdscHR25cuUKzZs3Jykpia5du6KhoYG3t7fC9tUHlBbvde1gScSjdO4mCSMvAIURmgI5RGSVjtLs2rWL3r17V3ktFXHhMLoCBdNORQ6NIuRGFYYFNZo1qHC/a9eu0bVr13JvCqGepxCrqNKuX0mnTiQS0bx5c6ZPn860adNITU1l8+bNnDx5spSwWRHBZx6SmZpHn8ktECuYFnhxAGDSt2vJuR6ExRdfoPn3jAShkcvl/BL6C19d+Yq+Vn3ZNnAb+uqK/Y1qTEE++K+H7c6Q8Qgm/QZjt4FWQxITE4mMjCw1YFAoRCJRrUVrop9k8uGxm/T5zofdl2IY3Macc+/2Ydv0rnSwrvh7XZusW7eOH374gVOnTtGjRw/B1589ezazZ89m2LBhJCUJO4/rZed1TDsVXbOFomXLlvj6+nLo0CFWVJKqV1FRYejQocWK3gCmpqZYWVlx69YtOnbsyPXr1+nduze7du0SzMa6RGkOzfD2lqiIRYIqcLctpzA4MzOTkydP8vnnn1d5LbFKoUMjU7AwWAiHJu9eGmIdVdQsym/9zszMJCoqio4dO5a9RnY2YRe8sO/VG22D8m8gZmZmuLq6smjRInR0dPj11185cOAA0dHRxaHJ50+yCTkXS4vuZlg2r7leU5Hdt2/fpmfPnjw7fJhnBw5gOHs2BiOV0y5dJDL5842fGWU3ig39NqCpqly9n3J5eq9QGdv7c2gxBN6+DK0Kz1sul3Pq1ClcXFzKnPQsJMqM1oTEPuPNfUH0X+/L0eAExne1wme5MxsmdaSFWf3Sm9q8eTOff/457u7uxbVcymDDhg107NgRZ2fnak18fdV53dq3U1JSSEpKKh5uJxStWrXi/Pnz7Nq1q9ISC1tbW6ysrPD39y/e5uTkxKVLl+jUqROhoaF88skneHh4FI8geZlRWvGCiZ4GveyMOHXrMe8Nshck1NxYUx0DVZVShcHu7u6YmprSpk3V237FosKaEJms5i2uMpmMjIwMhRwauVxeWD9j1wBRBS3RwcHBtGrVqtybX5ivN5KcHDoPGVml4+rq6tKvXz+cnJy4desWZ86cQSwW07NnT+L8QawiotdYxQqBAS5fvky7du0gLIzHn69Bx9ER0+XLFF63LKQFUj65+AmnHpxiRusZLO+6vG5EJmUFEPgT+HwFqpowbhe0HVc87RcgJCQEkUhUroMqNEXRmiZNmnDq1Cm2bdvG6NGjaxQKl8nkXLibzFbfaK4+SEVfU5VFzs2Y2atJrWgs1YQdO3bw0UcfceTIkRJDHZWBWCzmzz//pE+fPgwcOBA/P78qzbV51bG2tub58+c8f/4cAwPFOiZfBq5fv07Hjh0Fq417kfbt23PmzBkGDRqEpqZmhcXogwYNYuvWrXTs2BFDQ0OsrKxo2LAh8fHxWFtbI5fLMTU1xd3dnalTpwpua22i1KEPQ9qa8/Gft4lMyqClueIhf5FIRGtdTcL+5dBs376dESOq98QvEhW2icrlNdedys7OpqCgQCGHJj85G1mGBM0KIiEymYygoCAmTy57oq1cJuPGWQ8smttj3qx6go5qamp07tyZTp06cf/+ffxPhZAdboR5RxGo5QM1v0Hl5uYSHBzMnGHDSJg3H3Vra6UVAWdLs1nuu5yAhADe6fwOc9vOrZt6jeQ74P42JASB/XAYsR70Sk6czcnJ4fz587zxxhu1bqOuri4TJkwgLCyMgwcPFkcSqnLRleTLOBGayHa/+9xNysTSQJNVI1ozqZs1uhq1Pz+mqpw4cYJ3332XAwcOMHjw4Fo5ppqaGp6ennTr1o2xY8fi7u6uUJ3dq4BYLKZ58+bcvXuXbt261coxpVIpGRkZZGRkkJubi0wmQyaTFTdHiMXi4n+qqqro6uqip6eHtra2Qr9NqVRKaGgoCxYsEOpUSlE0SXjYsGGYmpoyf/78MvfT19fH0dGR06dPM3XqVEQiEU5OTpw9e5YBAwbg4+PDsGHD2L59+38OTUUMam3OquO3OX3rsSAODUBLHS2OPE5FLpcjEolISkriypUr1e4sKHZoqLlibpE+iSJPG7n3Kq+fuXv3Lvr6+lhYlC0yGRMazLNHiQxbUvP2Z5FIhE1jWy4lJaNnIkfVPIUtW7bQunVrevbsiYmJSbXXvHbtGvbW1jxf+QFyuRzrrb+gomB6riye5jxlsfdiIlIjWO2wmvEtxgt+jEopyIeLPxYW/arrlhmV+T975x0fVZm+/e/MpPce0nshhPQQQgKhJ0hvCkgRC4qo66qr7q7rz3Vd19VFUUCpIgYVAelFICGhhASSQEhCOhAIKaSSXiYz8/4Rk1ckZWZScff6h89nZp5znhPOec713Pd1X3c7zpw5w/Dhw7v8/+xv/DZas2XLFmbPnt1ltKauuZXdl++w/cItiqubcDPX5dPHvZnpbYnqIJZdy4PMzEyWLVvG2rVrmTVr1oCeW0dHh9jYWAICAli1ahXbtm0b0PMPRbi5uZGUlNRnhEYikVBaWkpRUREVFRXU1dVRW1vb8a9EIukgKZqamg8QGIFA0EFwpFIpYrG4Y1xzczM6OjodY3V0dNDX12fYsGFYWlr26Ax/69YtzMzMMDDoX/1YaGgoO3fuZNmyZXh4eDzgT/ZrjB49mpSUFLKzs3F3d8fR0REVFRWkUilNTU2sXr2aUaNGUVpa2qklyKOCfiU0prrqBNobcSK9mD9OUSxy0BVctTWolUgpaRFjoa7G7t27cXBwUPg/QdCeiuhFhKaqqgqgVzdtc959VIw1UDHsWkeRlJTUrbDsys9H0DY0wjVojNLzAEg6dovaiibmvu6LpYshk+snkZSUxLfffou5uTnBwcE4OjrKtXMRi8Vcio9nzvUMWm7fxnbbNtTs7Ho1v86QX53P6qjVlDeW8/mEzxlvM77Pz9EjStLbojLF18BjNjz2H9Dp/H4sLS0lIyNDriqF/kZP0ZrS2ia+icsnMuE2tU2tjHY04sN5IxnvajokqpV6Qk1NDRERESxevHjQOmObm5tz5swZgoODGTZsGB988MGgzGOowNXVlWPHjlFRUYGxgm1Ofk1eioqKKC4upqysDENDQywtLTExMcHc3BxdXd0OEqKhoaHUvdra2kpdXV0HwamtreX+/fvEx8dTXFyMmpoaFhYWWFhYYGlp+RDJyc7Oxs1tYPyu5s6dy+uvv87cuXNJSUnptCmzSCQiIiKCY8eO4eLigkgkIjQ0lAsXLuDv78/Nmzext7dn9+7dvPLKKwMy7/5Av8eJp3kO470jGdwoq8PJtPcNHF212lIgOfXNWKirsXnzZpYuXarwcQSCtkvvTcqp3bSovS+RopBJpDTfrEbLr2syVlFRQXFxcZfppsqiQvJTkhnz+JOIVJTP01cU1pFyuoDhYyw6hMDa2tqEhYUREhJCWloap06dQiaTERAQgLe3N+rqXaejrl27xqiMTMSXLjHsvffQHt33FSXXyq7xUvRLCBCwPXw7XqZefX6ObtHaAhc+hXP/AQ19WLgTRszpdkh0dDShoaFoamoO0CS7R2fRGt9x4RzOqeen5ELEUikRI4bxfJgTPkOoWqknSKVSZsyYga2t7aAbh7m4uHD8+HEmT56MhYUFa9asGdT5DCZUVFTw9fUlKSlJrvRfZWUlOTk5ZGdnc/fu3Q7yYmFhgY+PD+bm5qip9X0ndhUVFQwMDDrdrMpkMqqqqiguLqaoqKiD5GhoaODi4oKrqys5OTmMGdO7DaYi+Pvf/861a9cIDw8nOTm507+Jk5MTRkZGJCcnM2rUKNzd3YmOjsbMzIy4uDgWLVrE5s2b/0doukOEpwXvHcng5/QS1kzovcjUVbstkpFd34hFeTG3b9/m9ddfV/xAv0RoekNoqqqq0NTU7PbF3h1abtcga5Gg0U266cqVK90Ky1JOHkWkooLXpAil5gAgk8qI/S4bNS2VToXA7YuQj48P+fn5JCUlERMTw4gRIwgMDMTc3PzB48lk3N2xA7eEBAyXLcNw0RNKz60rxNyJ4c1zb2KqZcpXk7/CTq/voz/doigFDq2Be+nguQCmfQza3e8479y5Q0lJyZC0yNfR0cE5aAoHj6bw8a5MVIQCFvpbsyrMGQeT3jdeHWisWbOG27dvk5aWNiS0K6NGjeLHH39k4cKFmJmZDcl7YKDg7+/P1q1bmThx4kNiaalUSmFhIdnZ2eTk5NDQ0ICrqyujR4/GwcGhX8iLohAIBBgZGWFkZNRRiCKTySgrKyMnJ4fTp09TX1/PmTNncHNzw8XFZUA2MHv27MHPz49Fixaxf//+Tn8zadIkvv/+e3x8fFBTUyMwMJC0tDRcXV0xMjLik08+ITc3FxcXl36fb3+g3wnNMH0N/GwNOJ5W3CeExkRVBSNVETn1zdzZ9S0eHh5Klb0K6L0ouKqqSunoDEBjdhWIBKi7dE5oZDIZ6enpPPnkk51+39zQQHpsFG5jxqFtoPw8MuKKKLlZzaQVw9HQ6TrKIxAIcHBwwMHBgdraWq5cucJ3332HoaEhAQEBDB8+HBUVFfKPHsUlJhbt0FDM33pT6Xl1hT3Ze/jnpX/iYeTBhkkbMNbs3w7dD6C1Gc5+DBc+A20TWPQ9uE/vcVh7t115BbgDBYlURnTmPbadv8Xl/LaKpVUhdphVZ9JyLw61ZhPg0SI0mzdv5vvvvychIaHXlgp9iWnTprFx40aefvppzMzMet3q4lGFoaEh1tbWpKen4+vr27YBunuXq1evkpOTg7a2Nq6ursyaNQsrK6tHIr0pEAgwMzPDzMyMlpYW7OzssLCwICMjg2PHjmFhYYGnpycjR45UegPcE9TU1Dh58iS+vr689957vPfeew/9xsLCAjs7OxISEhg3bhw+Pj7ExsYyc+ZM4uLi8PDwIDIyUu5mmEMNA7KyTvO04J/HM7lT0YCtce9aBAgEAly1NMhpaCL9++97NBfq+jjtERrlRcH379/vlbCzKasSdXs9hF1UiNy+fRtNTc0u9UHXz0YhbmrEb5ryYseGmhbiD9zAytUAt9HDeh7wC3R1dQkLCyM0NJScnBwSExM5efIkAdbWGP/7YwTm5n1e0SSTyVh/dT1b07Yyznocn4z7BC3V3t1PCuFucltUpiwTvJdAxIegKR+RzM3NpbGxEW9v736epHxoaGllX/Jdvr5wi/yKBqwMNHln+nAWjbJFR10FmczzAW1NWFjYI1F6fOHCBV5//XV27dqlUGfjgcKKFSsoKSlhzpw5nDlzBl/fQW6SOkgIDAzkzJkzSKVSkpKSaGlpwd/fn7Fjx/ZqkzgUkJuby7Rp07C1tcXX1xexWMytW7dISUkhOjqakSNHEhAQ0C/iWysrKw4cOEB4eDg+Pj7MmfNwCnzixIls27aNgIAAtLS08PDwoLy8nNraWpYsWcKGDRv+R2i6Q4TnMP55PJOfrxezapxTr4/nqq3BgZJKSkpKeOaZZ5Q6RoeGBuUiNFKplPv37yu9aLbeb2t3oO3fdcOy1NRUvLw614VIpRKunjiChas75o7KR77i9uUibpEQtkQ5ryCRSMTw4cMZPnw4pfn5FC1fgUQiIW/eXDTu3cNJR6dPdlhiiZj34t/j8I3DzHeZzzuj30FFOECRjpZ6OPNPuPQV6AyDJXvBdarcw6VSKdHR0UycOHHQ0x/3aprYeTGf7y7dobpRjLeNARvC3YgYMeyBRpG/1tb8/PPPfPnll4SHh+Pm1jeeUv2BwsJC5s2bx5tvvtnpQj5U8NZbb1FdXc2kSZOIjY3t8hn/vaK8vJzc3Fzu3btHamoqkydPlrvYYKhDLBZTXl7+gDBXVVUVV1dXXF1dqamp4cqVK0RGRmJsbNwR2RaJ+q7bfEhICJ9++ikrVqwgISHhoXdUe6rs/PnzhIeHExgYyO7du/H09ASguLiY/Px87O3t+2xOA4UBeSPYGGkxwlKPqIzSPiM0tVIZ9t6+SudUe+tDU1tbi1QqVXo30ZRdCYCGW+fjW1tbyczM7LIR2Y3ES9y/V8zYJSuUOj9AQUYlOZfvETDdHsNhvUsryFpbafrnh6hVlFPw9NM4jBlDdHQ0x48fJyAgAF9fX6XzyHUtdbwW+xrxxfGs8VnD817PD9zilxcNR1+F+3cg4GmY/F6bAFgBpKeno6amNmBVD53helE128/f4khqEa1SGeEew3h2rAP+dobd/i11dHRYsGABN2/e5MSJEyQnJxMREaFwhUp/o6WlhfDwcEJDQ3n33XcHezo94sMPP0QsFjNx4kRiY2M7Xia/V8hkMvLy8oiPj6e0tBQ/Pz9CQkKoq6vDyan374ShgpKSEkxNTbtMK+vp6TF+/HjGjh1LdnZ2R2Tbz8+P0aNH95nWZtWqVVy9epWIiAhSU1MfshYZN24cX331FaNHj8bCwgI9PT309PS4fPkyDg4OHD58+JEUBw9YMn+SuxkbYvK439CCgVbvhF1uWm2amcB5yvuN1DfcAOD+/USMjRRvUNfbku2m7CpEBuqomHWeMsnJyem40TpD0tED6JuZ4zxKOQv3VrGEsz9ko2+miX9E7wW19z7+mPrz57k+diyhS5ZgYWGBn58fd+/eJSkpic8//5zhw4cTEBCgkDttaUMpa6LXkFuVy/tj3meuy9xez1UuNFTCyb/Cte/B2BlWngA7xasWpFIpsbGxzJo1a8B3oO2OvtvO3+LijQq01EQ8GWTHyhB77IwVI7COjo688MILJCQksH379o70wFAQaQIsWrQIoVDI7t27B3sqcuOTTz5BLBYzfvx4zp49q5DT+aOEgoICoqOjqa+vZ9y4cXh4eCASiWhoaGD9+vVMmTIFLa0BTB33I4qLi+WSIYhEIjw8PPDw8KCsrIz4+Hg2bNjAmDFjGDVqVJ+kdzdu3Mj48eOZOXMmsbGxD0SHdXV18ff359y5c8ycOZPAwECuXbuGqqoqU6ZMeWTLtweM0Ewcbs4XZ/KIzS5jjm/vOo+aS9raFfjNUD6s3B6hEQqUu3EqK9siLMpEaGStUprz7qPl27WfR2pqalvLgE5QmJ1JUU4mE1c+j1CoXKgy+cRtqssamfUHH1RUexfurPw2kqpvI2HmTGrc3ToeaIFAgI2NDTY2NtTX13P16lX27duHlpYWAQEBeHp6dvvg3rx/kxeiXqC6uZqNkzYSYtW5aVSfQiaD9J/gxFvQdB/GvgHj/gSqyvVbun79Onp6egMavm0SS9h/pZDtF25yo6yeYXoavD3NncWBtuhrKb9QikQiQkJCGDlyJKdPn+5IQ7m7uw9quiAyMpKYmBiuX78+ZAiWvFi3bh0SiYQJEyZw7tw53N3dB3tKfYaysjKio6MpLi5m/PjxeHt7P/BS1dLSwtXVlZSUlAEtce5PFBcXY21trdAYU1NTZs2aRXl5OWfOnGH9+vWEhYXh6+vbqxS1UCjk6NGjuLm5sXbt2of0psHBwaxfv57x48fj4eHByZMn8fLywtDQkK+++uqRbFExYITGy0ofEx11orNKe01orpyJAn07KlQUd69th5amPQD6+sqJ8ioqKhAKhUpFaJrzfynXdjPq9PvGxkby8/O71AEkHz2AhrYOnuOndPp9T6gsrufKydu4BpljM7zzOciL2uho7v3rX+hMnsQ5r5EEdKEH0NbWJjQ0lDFjxpCXl0dSUhKnT5/G29ubgICAh1IYV+5d4eUzL6MmUmNHxA48jPunM/cDqL4Lx16HnJ/B0hdmHYRhnZNKeSCTybhw4QJTpij3/6QoSmub2BV/m12X7lBZ34KnlR6fL/LhsZEWferoq6enx/z587l161ZHGmratGmDkoYqLy/nD3/4A5988kmnhmKPAtavX09rayvjxo3j7NmzQ1LMrAiqq6uJjY0lJyeHkJAQFixY0GUKJjAwkP379xMcHPy70NAUFRUp7YJsYmLC448/TmFhIVFRUcTHxzNx4kSGDx+u9N9GT0+PrVu3snjxYubPn4+jo2PHd1paWnh7exMfH8/UqVPx9fWlsbGRgoICLCwsOHnyJI8//rhS5x0sDJhCUSgUMNHdlLPZpYglylcWAezdsweduhpuNTYrfQyZ7Jduw0o2L6yoqMDIyEgpMVdTdmVbubZT52To+vXrODk5dVqOfr+kmNzEeLynPoaqEuXqUqmMmMhMVDVEhMzvnddAY1oaha+/gYanJzrvvENhcXGPYXOhUIirqytLlizhueeeQygU8vXXXxMZGcn169dpbW3l+M3jPHfqOYw0jNj12K7+JzNSKVzeChtHw61zEP4hPBvdKzIDbdUOQqGw3zUC2SW1vLnvGqEfxbA+Jg8/W0N2rxrNkZdCme1j1W/tCRwcHHj++edxcnJi+/btREVF0dKifLNXZbB8+XL8/Px49tlnB/S8fY2vvvqKxx9/nLFjx5Kenj7Y01EKra2tREdHs3nzZnR1dXn55ZcZM2ZMtzYFVlZWqKurk5ubO4Az7R+0trZSWVnZ6+olKysrli9fTkREBOfPn2f79u2UlJQofbwZM2YwY8YMFi1ahFT64Lt3zJgxpKSk0NjYiL+/P5mZmZiYmDBq1Cj27NnTq+sYDAyoIcZEd3P2JN0lKb+KYCfldnNisZiff/6Z8FffIb9XhKZNDNzuR6MolLHubkdTViXqDvoI1Ts/d1paWpch2OTjBxGJRPiEK9aMsx3pZ+9ScrOGySs90NJTPjzfcreQgtUvomJsjM1XXxKfmYmHh4dCHiuGhoZMmTKFCRMmkJGRQWJSIh/FfkSKTgpehl5snLoRA41+dqcty4bDL0PBJXCcADPXgaF9rw/bHp0JDQ3tl52nRCrjTFYpO+La9DEaqkIeD7Tm6RAHHPvAkVteiEQigoOD8fT05PTp02zcuJGpU6fi4eHR7zvuyMhI4uPjyczM7NfzDBQ2bNiAiooK48eP58yZM49U9VNhYSEHDx7E1NSU1atXo6urK9c4gUDA2LFjiY2NxcXF5ZGO0tTV1aGlpdUnPlMCgQBnZ2ecnJxISUkhMjKSwMBAxo4dq9Qmetu2bTg7Oz+UetLT08PNzY3Lly8TFhaGqakpZmZmjBkzhr/+9a+IxeJHwq6hHQNaQzrWxQQ1kZAzWfeUPsaFCxfQ1tbGx8Kc240tSGQypY7T7j8jUCJCI5VKqaysVIrQiMsaaC1rRLOLVE9NTQ1lZWXBi+GTAAAgAElEQVQ4Oz9cit1YW0N6TBTuoePRMVQ8VVRT3kj8wZvYjjDGdZR5zwO6gKSmhoIXnkfW0oLNls2IjI1JS0tTegFWUVHBfYQ7OY45pOikEKgViE+eD3sj95KUlERTU5PSc+0Src0Q+2/YFArlOTBnEyw70CdkBtpcgevr6/s8fVDdKGbb+ZtM+E8sz32bxK3yet6McCP+7Ul8MGfkgJKZX0NXV5d58+Yxd+5czp07x65duygvL++38/061TRsmPz+SUMd69atY+XKlYwfP56rV68O9nR6RGtrK1FRUfzwww+EhYWxcOFCuclMO9pTKtevX++nWQ4MamtrFb72niAQCPD19eX555+nqKiIrVu3KhWt0dbWZuvWrbz//vvcvHnzge9CQkK4fPkyLS0tjBw5ktraWhobG9HR0SEuLq6vLmVAMKARGm11FUY7GROdVcpfpyuXRti/fz9eXl44aKnRIpNR3CzGWkPxSEO7/0y7H40iqK6uRiKRKEVomjJ+Kdf26HxsdnZ2R/Ow3+LaqeO0tjQTMEPxSh+ZTEbs99kIgPFPKu8lImtp4e4rf6Dl9h1st25F3cmJkpISxGIxNjY2Sh2zqqmKV2Ne5UrpFV72fZnnRj6HTCbjxo0bXL16laioKNzd3fH19cXW1rb3u7j8uLZS7PIcGDEPpv27y2aSyuLChQuEhIT0me/MjbI6dl7MZ1/yXRpaJATYGfJWhDtTR5gPqY7X9vb2rFq1isTERL7++mt8fX0JCwvrc7HusmXLfhepps7wySefoKKiwsSJEzl48OCQdRT+dVTmhRdeQEdHOTItEAiYNGkSx44d63NPloFEfxCadujp6bF48WKuXbumdLTm16mnhISEjrXJxMQEe3t7rly5gre3N1FRUVhaWuLp6cn+/fsZP358v1xTf2DAV8JJ7mbcLKvnVnm9wmNlMhl79+5l1apV2Gu02Ucrm3bqSDkpEaGpqKgAUIrQNGZUoGqh3WV37ZycHFxdH+5M3trSwtWTR7H38cfERvEy6+yEEgoyKgme64SukXIVOzKZjOJ3/4+GhAQs/vF+R8PJ1NRUPD09lSIat6pv8eTxJ0kvT+eTcZ+wymsVAoEAoVCIi4sLjz/+OC+//DJmZmYcPXqUDRs2cP78eWpraxW/gIbKNqffbx6D1iZ4ch8s3NHnZKakpIR79+71OmUglcqIyS5lxdeXmbT2LLsvFzDN04IjL4Wyb/UYpnv1rdi3ryASiRg9ejSrV6+mrq6OjRs3kp6ejkzJaOpvERkZSUJCArt27eqT4w1F/Otf/+Ltt99mxowZ7N27d7Cn8wA6i8ooS2ba4ejoiIGBwSMRleoKdXV1vf47dAeBQICPj09HtGbbtm0KR2u2bdtGQUEBa9eufeDz0NBQ4uPjUVNTw97eHh0dHcaOHcvevXv77LkdCAz4ajjRve3lcTa7VOGxOTk51NfXs2DBAuy12gmNkiLEDkKj+G5AWUIjqWuh5U5Nl9GZ5uZm7ty502m6KeP8GRqq7xMwXfHoTH11Mxf25mLhrI/nOOUrzMq//JLqgwcxeeklDH6pwJJKpaSnpyv18k4sSWTp8aXUi+vZHr6dCIfOG2xqa2szZswYXnzxRebOnUtVVRVffvklP/zwA1lZWUgkPZgjymRwbTdsCICUHyDkVXjxErj0T/XR5cuXCQwMVDqXXtfcys6L+Uz+9CwrdySSUVzDa1NciXt7Imsf92ak9aNRSqmrq8vcuXOZN28e58+fJzIykrKysl4d8/eaauoMb731Fhs2bGDlypVs3LhxsKcDtL20d+7cSXl5OS+88ILSG5nOMGnSJM6ePTvgwvK+Qn9GaH6N9mhNUFAQkZGRpKWlyT22q9SThYUFhoaGZGdn4+XlRXV1NVpaWtTV1T1Sgu0B75JnY6SFnbEWF/LKeSqka9v/zhATE4OtrS1CoRBLdVVUBQKlK506ejgpSWjU1NQUZuNNWZUgA80uCM2NGzewsbF5qHmZVCIh8dBPmDu6YDtS8V5A53fn0NoiZcJSdwRC5Raf+wcPUr5+A/qzZ2Oy5sWOz/Pz89HR0cHUVLES+oN5B/l7/N+x1bVl46SNWOv27N0gEAiwtrbG2tqaiIgIrl+/Tnx8PEePHsXb2xtfX19MTEweHFSeB8f+2Fa9ZB0IM9bBsP5zZW1qaiIzM5M1a9YoPPZ2RT07L95mb1IBtc2teNsY8PkiH6Z5WqCmMvQiMfLCzs6O559/nsTERL755hu8vb0JCwtTqknf7znV1BlWrFiBmZkZTzzxBMXFxXzwwQeDNpeioiJ+/PFH/Pz8GDduXJ8LeC0tLbGzs+PSpUuMHTu2T489EKirq1M67a4o2qM1FhYW7N69m3v37sndWqWr1FNAQACJiYk8+eSTHDlyBB0dHezt7YmJiek0azAUMSirZKizCQk3KxUu3z5x4gTBwW3OuCKBADtNtT5IOSlOaMrKyjAxMVH4gW7MqESkr46qZecurV2lm3ISLnD/XjFBcxYqfM4bV0q5cbWMwBnKtzeov3SZ4r+9i1ZQEBb/eP+BOaSlpXVpANgZpDIpX1z5gr/F/Y1A80AiH4uUi8z8Fmpqavj6+rJy5UqeeuopAHbu3MnXX3/N1atXaWmobeuK/dUYKLoG0z+Fp0/1K5kBSElJwdnZWW6yK5PJuJBbzrM7Exn/n1i+jc9ngrsZB14cw6E1Icz2sXqkyUw7hEIhQUFBrF69moaGBjZs2EBiYmLP0bVf4b8h1dQZpk2bRlRUFJs2beKZZ555qPR2IJCens53331HREQEYWFh/VaNNGHCBBISEmhsbOyX4/cnWltbB7wiyNzcnOeee47CwkJ2795Nc7N878POUk/Dhw+nvLycqqoq3N3d0dXVZcSIEfz888/9Nf0+x6CslGNdTKhrbiWl4L7cY2QyGbGxsR0vLwA7DXVuK5ly6k3ZdmlpqcJeA9IWCc25VWh4GHW6GEilUnJych7q9yOTybh8cC9GltY4B45W6JxN9WLO7s7BxEYHnym2Co1tR3NuLndffhk1W1us13+B4FfiTrFYTFZWltx9aJpam/jT2T+xNW0rC1wXsHHyRvTUOm/toAhMTEyYMmUKr776KmPGjKHy6hFqP/GCmH/SYDsB2ZpLEPgM9HNjSJlMRlJSklzGWnXNrUQm3CZ83TmWbr/E1Tv3eWmCM3FvT+SLxb742j7aHYe7go6ODnPmzGHx4sVkZWXJra8Ri8W8/fbbvP/++7/7VFNnGDVqFJcuXeLUqVPMmjULsVg8IOeVyWRER0cTHR3N8uXL+930z9jYmOHDh3P+/Pl+PU9/QCqVDkrzWS0tLZYuXYq+vj7btm3rcLHvDtra2mzYsIEPP/yQuro6oE375uvrS1JSEl5eXtTU1ODq6sqZM2ceGR3NoBCaYCcThAI4nyN/Pj0rKwtoEy+1w0pDlcIm5QiNVNo2TihUrPqioaGB+vp6hQlNc959ZGJpl+mmgoIC9PX1H7KavnU1ibI7+YyasxCBgg9L3E95NNWJmbhsOCIlxKPi4mLuPLcKgboaNps3I/pNX6m8vDwsLCzkyhuXN5bzzMlnOH37NG8EvMG7o99FVdi3uxlRczXuWeuZdGcthno6pPv8na9rx7Lx2584e/ZsR/+t/sKtW7cQiUTdhp1z79Xy7qF0Rn8Yzd8OpqMqEvLJAi/i3p7I61PdMNdTTrD9qMHS0pJly5YxY8YM4uPj2bJlC3l5eV0unB9//DFaWlpKpfJ+L3ByciIpKYkbN24wbty4jhdRf6G5uZndu3dTUFDAs88+i7m58lYPiiAsLIyUlBRqamoG5Hx9BalUOmg+OiKRiOnTpxMUFMTXX3/9UGl2Z5g/fz7Ozs78+c9/7vjM39+f1NRULC0taWlpQVdXF5FIRHZ2dn9Ov88w4BoaAH1NVbysDTifV85rU+XrQBwbG/tQjwwrdTWqWiU0SKRoKfjClkrbvE1EIsVeIKWlbWJmRTUjjRkVCNRFqDt0LujsLN0kk8m4dGAPeqZmuIcoVrp5O72CrIvF+EXYYWqruFBNUl3NneeeQ1pXh92uSNSsHxYTZ2dny9V7Jq8qjzXRa6hqruKzCZ8xyXaSwvPpFlJpWxPJ0+9CUzWE/hHhuDfxVNNihExGYWEhqampbNu2DSMjI7y8vBgxYkSfN8Rrj878dlETS6SczrjHt/H5JNysRE0kZIaXBUuD7fC1MXikzcR6C0dHRxwcHMjIyODEiRPo6ekxadKkB571+vp6Pv30UzZt2jQoO+ChBHNzcxITE5kyZQqBgYHExsb2C9FoaGggMjISKysrHn/88QEtpW5vnNje1PVRwVB4jgMCAjA1NWXv3r2Eh4f3KAdYu3Ytjz32GO+88w7m5ubo6+tjb29Peno6Dg4O5Ofn4+zsTGxs7CPRZ2zQVoexLiZcK7hPdaN8odPjx48TEvJgc0IrjbYdflGz4lEaibQtRysUKkZo2qs0FInQyCRSmjIq0BhuhKALPUR2dvZD6abCzOsU5WQSMHMeIgUqZprqxcREZmJkqc2o6YoJrwGkTU0UvLgG8e07WG/YgEYnN7JUKiU3N7dHsdj5u+dZdmIZYqmYHRE7+p7MlKTDjmlt5djGzvD8OZj8Hqi1kZV2IfFjjz3Ga6+9xtixY7lz5w5ffPEFP/zwA+np6X0Svq+pqeHWrVsPLCClNU2si8oh9N9nePG7KxRUNvJWhDvxf57Ip0/44GdrOCQWwcGGQCBgxIgRvPjii3h6erJnzx727NnTYcz3t7/9DVtbWxYuXDjIMx0a0NHR4dy5czg5OXXsqPsS7ZVMzs7OTJ8+fVB8YUJCQsjJyaGwsHDAz60shELhoOibfgs7OzuWL1/O6dOneyyDHzduHEFBQbz++utA2yba1taW06dPk5mZSUtLCzY2Nhw/fnwgpt5rDEqEBtqEwevP5BF/o4IIz+5z4jKZjLNnz3LixIkHPrdUb0sXFTWJcdZSjJhIJG0RGkUJTWlpKerq6ujpya/9aL5ZjbShFa2RJp1+X1FRQXNz80Nt5y8d3IOWvgGeExQrLz6/J4eGWjGPveiFSFUxziprbaXw9TdovHIFq0/XdnjN/BZ3795FV1e3y+acMpmMndd38mnyp7gbufPFxC8Ypt2H2oemGoj9F1zaDJoGMHsjeC/pVicjEolwdXXF1dWV5uZmsrKySElJ4dixY7i5ueHl5YW9vb1SUYBr164xYsQI1NTUSLhZQWT8bU5eL6FVKiPM1ZQP59ox3s0MkZJVZv8NEIlE+Pv74+XlxaVLl9ixYwfW1tZs3bqVw4cPD/b0hhRUVVU5fPgwf/zjHwkNDWX79u19Qvhqamr49ttvGTly5KAa+mloaBAeHs6hQ4dYtWpVn7QT6G8IhUKFRO79CTMzM1asWMG3335La2trt7q+zz//nKCgIA4cOEBxcTEymQyhUMiCBQvYt28fDg4ObNu2DZlMNuQ3YIN2l/jaGqKtJuJCXlmPhCYjIwOBQNBlhKZQiQiNVNqEQKCKUKjYn6C0tBRTU1OF/mMb08oRqAnRcO1c6Hnz5k2cnJweOOa9m3nkX7tC6OIVqKrJX956M6WMnEv3CJhuj5mdYoJbmUxGyfv/oC46GvO//hW9adO6/G1nEaV2NEua+fvFv3Pk5hHC7cP5R8g/0FTRVGgu3UwS0n+Ck3+Funvg/xRMehe0FGsFoa6ujre3N97e3tTW1pKenk5UVBS1tbV4enri5eXFsGHD5Pp/lslkJKWkIXQKJnzdOXLu1aGvqcrKEHueDLLD3kS56rL/VqiqqhIaGoq/vz+LFi3CycmJ1tZWGhsb0dTso/vodwChUMjnn3+Oj48PTz/9NNeuXetVWXdtbS07d+7E19f3Aa3iYMHT05OMjAzOnj3LpEl9HNntB2hqag6p6ixjY2Oeeuopdu7ciVAoxN/fv9PfaWpq4ufnx6effkpkZCR2dnbExsaSl5eHo6Mjenp6qKurk/lLv76hjEEjNGoqQoIcjbmYV9Hjb2NjYzsVWg5T/yXl1KR4ykAiaVRYPwNtKaeuXuSdQSaR0Xi9Ag13IwSqnYdub9++/ZCZ3uWDe1HX0sZn6mNyn6uxroXY77IwsdEhYJq93OPaUf7ll9zfswfj557DaNnSbn+bnZ3NvHnzHvq8tKGUV2NeJa08raONQZ+x+vJcOPY63DoLFt6w6Huw7vwhVQS6uroEBwcTHBxMWVkZaWlp7NmzB1VVVUaOHMnIkSO7jETl3KtlU3QGR4psEBcWMdJKn48XeDHTyxJNtUfTwn2ooKSkhKioKE6dOkVlZSXr168nODiY0aNHP1IN8/obK1euxMPDg1mzZnHt2jX27t2LhoZia1t9fT2RkZF4e3sPCTIDbanI6dOns2nTJtzd3bGyUt4UdCCgq6urnIN5P8LQ0JDly5ezc+fOtqbGPj4d3zU3N3Pq1Cny8vL417/+RXh4OOXl5djb2+Pl5cU333zDhAkTKC8vx8rKitjY2CFPaAZVYRfkYMTN8npKa7tvPnj8+PFOHzJ1oRBTNRXlIjSSRoRCxXZ7dXV1NDQ0KKSfac6vRlovRrOLdJNMJiM/Px97e/uOzyru3iHn8kV8wqejriX/7v7s9zk0N7Qy+SkPRAp6l1T9uKfNOG/OHExf+2O3v62oqKClpeWhFFl6eTqLjy4m734e6yas62hj0Gu0NEDU3+HLYChKgcf+A8/F9AmZ+S1MTU2ZOHEir7zyCjNmzKC6upotW7awY8cOkpOTaWxspKVVytHUIhZtiWfqZ+c4nF5O4DBVDq4J4fBLITweYPM/MtMHePXVV5k8eTIhISHMnDmTp59+mpKSEtavX09SUtKQCe8PBQQFBZGamkpBQQF+fn4UFBTIPbaxsZFdu3bh7u7OuHHj+nGWikNHR6cj9dTa2jrY0+kWurq6/V55pgyMjIxYtmwZ0dHRpKenA20mrl999RUymYzVq1cTGhrK4sWLefXVV4G26E57ZKa6uhonJ6dHQkczqInJIMe2EubLtyqZ4WXZ6W+kUinnzp0jKiqq0++t1NWUitBIpc2IFNTP3LvX1iVckaqCxrRyBKpCNNw6T4mUl5ejqqr6QAQg/qfdqKpr4PfYbLnPk5t0jxtXShk9xxFjK8UcjGujoyn5+9/RDhv3kHFeZ2hvoPnr3x29eZT/i/s/TLVM2TVlF66GfeQsmXUcTrwF1XfAezFMeb/Pey91BoFAgK2tLba2tkybNo28vDzOJKbxj8Op5ElMqGsVYm2gyVsRblQkHuWFJ5diYtJ5FOd/UBypqalERUU9YOtuYmLCwoULKSwsJDo6mvj4eCZMmMCIESOGfG5/INBeAbV06VJ8fX356aefetTBSCQS9u7di62tLRMmTBigmSqGRyX1pKOjM+QiNO0wMTFh6dKlfPvtt2RnZ3Pnzh1mzpz5QGbg448/xt7enlOnTjF16lS8vLzIycnBzMwMOzu7R0JHM6gRmhGWemipibh8q2sjoLy8PAQCAUFBnYtTrTRUlYrQSKSNCBVMObU3ApPX2EsmldGYXo6GuxHCLnbsnUVnsuPP4xs+HS09+Xr21Fc3c/aHbMzs9fBV0ECv4coVCl97HQ1PT6w/+wyBHKH8XxsASqQSPkv+jD+f/zNepl78MP2HviEzVfnw/ROwezGoacNTx2HupgEhM7+GWCLlZEYp/zh/n3+na5LWYs4Icy2W2dYwg0R0CuLRUxd2mZL6H5TDK6+8woIFC3B0dHzoOysrK5YvX85jjz3GxYsX2bp1Kzdu3BiEWQ49qKqq8uOPP/Laa68xffr0HntAnTp1CpFIRHh4+JB9UbWnnq5evTqkq56GYsrp1zA1NcXCwoKMjAyWLFnykMzByMiI559/njfeeAOAESNGdGxeraysUFNTIy8vbzCmLjcGNUKjKhLib2fYLaFJTk7uNiJiqa5KbKXiN5FU0qRwhKakpAR9fX25/Uta8muQ1onR9Ow83QRthObXpc8J+39EVU0d/xnyNaGUyWTEfpdNa4uUyU8NR6iAH09zbi4Fq19E1cICm82bEMpxXY2NjRQXF+Pg4EBdSx1vnX+Lc3fP8bjr47wd9HbvzfJaGuDCZxD3OQhVYOoHEPQCiAZWM1FQ2cAPl++wJ+ku5XXNWBlo8toUV54ItOkwv6upqeHHH39EJpOxdu1aXF1d8fDwwMnJ6ZGoyhiqiIuLIzk5uccu005OTjg6OpKRkcHx48fR19dn3Lhx2NnZDdmX80DhL3/5C15eXixdupSUlBQ2b978UPVecnIyN27c4Nlnnx3y/j6/Tj0N1aqndkIzFKMYUqmU/fv3I5VKCQsL4+DBgzz99NMPadHef/99duzYwd69e1m4cCE2NjaoqKjQ3NyMubk5ycnJuLi4DNJV9IxBvyuCHIz4z6kcqupbMNR+2LX30qVLODk5dTneTE2VeolUYXM9ibRJqQiNIrbrjenloCJEw73z6qZ2/cyUKW1l2RV3C8i6eI7AWfPljs5kXyohP7WckAXOCvVqEhcWtrkAq6lis20rKobyWe3fvn0bGxsbihuLefnMy9ypucM7Qe/whPsTcp+7U8hkkHEITr0D1QXguaAtvaQ/cEJAsURKdOY9vrt0hwt55QiAie7mPBlkyzhX04dKrjU1NamsrGTNmjXIZDIyMzOJj4/nwIEDD5Cb/wlYFcNHH33E3Llz5TKvbPewcXd359q1axw5cgQtLS1CQ0NxdXUdci+WgcSMGTO4fPkyERERBAYGcvDgwY7iijt37hATE8PKlSsVFhAPFoZ66klDQwORSERtba1Cth79DZlMxpEjR2hsbGTJkiWIRCIqKio4dOgQ8+fPf+AZ0dTUZOXKlXz66acsXLiQkSNHkp6ejkgkwtzcnISEBBYtWjSIV9M9Bp/Q/KKjScyvZOqIh8nChQsXmD9/fpfjjdXaLqG8RYytpvzlza2tdWhoWPT8w18gFospLy+XW+Utk8poSC1Dw80QoXrnf+aysjLU1NQ60hUJ+3ejqqZOgJzRmdrKJs7/mIuFsz5eE+Xv8tpaXs7tp59G2tCAXeS3qFnL3xwyPz+fRtNGFh9bjFAgZPOUzYyyGCX3+E5RmgUn3myrXjL3hLmbwT6k53F9hLtVDey+XMCepAJKa5ux0NfgD5NceCLQBgv9roXjt27dwtzcvKMR5ahRoxg1ahS1tbVkZWVx6dIlDh48iIuLCx4eHjg7O/+P3PSA8vJyoqOjSU5OVmicSCTCz88PHx8fMjIyiImJ4cyZM4SEhODp6TnkIxD9BVdXV65fv86yZcvw8vJi27ZtTJ48mb179zJnzhyMjTtvxTIUMdSrngQCAZaWlhQVFQ0pQhMVFUV5eTnLli3riGzNnDmTb775hgsXLjzU2fyNN95gw4YNHe71x44dw8nJCUtLSy5evDgYlyA3Bp3QeFnro6Yi5NKthwmNVCrl+vXr/PDDD12ON1VtJzStChKaGlRU5Nd6lJaWIpPJ5I7QNN+4j7ROjJZP17vMX+tnKgoVi85IpTKidmQgk8qYtMIDoZyGbZLqau48+xytpWXYfr0dDUVK0GUyDhUc4qL6RRz1Hfli4hfY6MpPpB5CUzXEftRmjqeu01a95L8SRP1/W7ZKpERnlfLD5TuczSlDAIx3M2PJKFvGu5miIke0Lzs7u1OnZF1dXQIDAwkMDKSuro6srCwSExM5dOgQzs7OeHh44OLi8j9y0wnWrl3LyJEjlW6CKBQK8fT0ZMSIEeTl5XHhwgViYmIYM2YMvr6+QzJV0d/Q1NRk3759bNmyhaeeeoqxY8fyl7/85SENxaMAHR0dIiIiOHDgAM8+++yQiy5ZWFhQXFz8QJsAmUxGc3MztbW11NbWUldXh1gs7nAVFgqFCIVCtLW10dXVRUdHB21t7T4h4Xl5eVy/fp3nn38etV81FlZRUeGJJ55g69atmJqaPjBfc3NzJkyYwEcffcTXX3+NtbU12traODo6cvTo0UFrwikPBv3pVlcR4Wtj0KmOJi8vD1VV1W5zdiZqbS+FMrFiJX1thEZ+Fq2oILjhWhkCdRGa7l0bvt2+fbvjhZjw025U1NTkjs6kRN2hKPc+E5cPR99UvvJzaUMDBc+/QMuNG1hv+gotX1+5xkGbWd57F97jgtoFxluN56NxH6GtqqRhXHvvpaj3oL4c/FfAxHdBu/93iwWVDexNKuDHpALu1TRjrqfOyxPbojFWBvKX8ctkMnJych7o/t4ZdHR0CAgIICAggPr6ejIzM0lOTubw4cM4OTl1kJtfLzb/rZBKpXz77bd89NFHvT6WQCDAxcUFFxcX7ty5Q1xcHOfOnSMoKIjAwEDU1eXf/PxesGrVKqRSKR9//DEvvPAChw4d6jadP1Th6elJQUEBP/30E4sXLx5SL1czMzMSEhLQ1NSkuLiY4uJiqqqqEIlE6OjodBAWVVXVjnnLZDIkEgn19fXU1dVRW1tLY2Mj2traDBs2DAsLCywtLTsaAcubRm1qauLIkSPMmjWrU0NKXV1dnnjiCb7//nuGDRv2QGHDn/70J+bOncuXX36Jm5sbt27dQl1dHW1tbW7cuDFkdTSDTmigLe204Uwudc2t6PwqPZOcnNyj54up2v+P0MgLmUxKa2utwoRGXV1drmoWWauUxvRyNEcYd2mmB2157MmTJ1NRWED2xfMEzJwrV3SmrKCWS4du4uRrinuwfARL2tLC3ZdfoTE1Fat1n6ETIn9Kp7iumFdjXyWjIoMxgjF8PvFzhAIlF5HCZDj+JhQmgfUoeHIvWMpPrJRBk1jCqYx77EksIO5GW3+gMFdT/jHblonuZnJFY36L4uJiNDQ0FArZa2trP0BusrKyuHr1KkeOHMHR0REPDw9cXV3/a8nNgQMHaG1t5cknn+zT47aX39+7d4+4uDg+//xz/P39GT16NNra/z0uzrm5uTQ3N5Oamsrq1dnlkyIAACAASURBVKvx8/Njw4YNLFu2bLCnpjDCw8PZtWsXUVFRTJ06ddDmIZPJKC0tJTs7m5ycHO7du4dUKmXYsGHY2dkRHByMkZGRws+0RCKhtraW4uJiioqKSExMpLi4GBUVFVxdXXFzc8Pe3r7biOOpU6dwdnbulrRaWVkRHBzM4cOHWbZsWQdZmjBhAmZmZmzZsoXly5dz9uxZVFRUMDU1HdLC4CFBaPxsDZDKIPXufcY4/f+KoEuXLvUYFjX5JeVU1iK/F01rax0gQ1VFPuEttL3A5LXCb8quRNYkQcu763RTbW0tEokEAwMDTuzajkhNlYCZDzvvPjT3Fgmnt19HQ0eV8U+6y2fNL5FQ9Kc3qY+Lw+Kf/0RPgQUgoTiBN8++iVgqZoX+CkabjFaOzNSXt0Vkru4CbVOYswm8nui291JvkVlcw4+JBRxMKeR+gxgrA01eneTKggBrhaIxnaGrdJO80NbWxt/fH39/fxoaGsjKyuLatWscPXoUBweHjsjNUAup9yfWrVvHkiVL+m3HbW5uzrx586iqqiIuLo4NGzYwcuRIxowZ87svu29qauLo0aPMmTMHHR0dIiMjiYyM5KWXXuLkyZN8/fXXjxSRbu81tG3bNszNzfH29h7Q85eWlnLlyhWys7OBNq3SxIkTsbW1Zd26dYwdOxZ9ffnfL7+FSCTCwMAAAwODjvSrTCajvLyc7Oxszp07x759+3B0dMTLywtXV9cHnpu8vDxu3rzJ6tWrezzXmDFjyMrKIjk5mYCAgI7Pn3nmGTZv3swrr7yCrq4uWlpaGBkZDWlh8JAgND42bYvJ1TsPEpqeBMEAGiIhuiIh5QqknFpbawDkjtBIJBJKSkq6bfD1azSklCHUVkXduetFsqioCEtLSyru3iEz7iwBM+SLzlw8cIOqkgZmvuKNhk7PGgyZTEbxu+9Se/Ik5n9+G4P5PZOm9nHfXP+GdVfW4aDnwLoJ6zjx/QnsA+zlGt+B1hZI3AZnP4KWegheA2FvgUb/iOZqmsQcTiliT1IBqXerURMJmTrCnCcCbQhxMpFba9QTsrOzeewx+dtSdActLS38/Pzw8/OjsbGRrKws0tLSOHr0KFZWVri5ueHq6oqhnJVojyJu3rxJUlJSj6XafQFDQ0NmzJhBWFgYCQkJbNmyBRcXF0JDQ+WqrHoUcfLkSVxdXXFwcOj4bNmyZYSEhDB79mw8PT05dOiQ0tqlwYCWlhaLFi1i586dGBsbY61AcYMykEgkZGZmkpiYSGVlJX5+fixatAgzM7MHNpYODg7k5eV12TtJWQgEAkxNTTE1NSU0NJT6+npycnKIi4vjxIkT+Pv74+fnh6qqakeqSZ7UqlAoZPbs2XzzzTc4Ozt3kPuXXnqJDz74gPj4eNzc3CgqKsLKyoqEhIQ+va6+xJAgNAZaajiaaJNScL/jM3kEwe0wVVOlTIGUUwehUdWV6/elpaW0trZiadm5m/GvIW1upTGzEu0AcwTdpDKKioqwsLAg7sddqGloMGr2gh6Pfft6BWkxd/GaaI2tR8+pDplMRum/P6b6p/2YvPgiRitW9DgGoF5cz7tx73Lq9imm2k3lHyH/ADFUV1fL9Tf45eSQewpO/gUq8sBpIkR8BKbyi5DlhUwm49KtSvYkFnA8vZgmsRT3Ybr830wP5vhYdWoH0Bvcv3+f2trafllANTU18fX1xdfXl5aWFm7evNmxI9PR0cHNzQ03NzcsLS1/VyXJH330EWPHjlXIFqG30NXVZcqUKYSGhpKYmMjOnTuxtrYmNDS031+OA4mcnBzy8/M73a07OjqSkpLCmjVrGDVqFO+88w5/+tOfhpQupTuYmZkxa9Ys9uzZw7PPPtsv1UUtLS1cunSJy5cvY2pqSlBQEG5ubohEncsJXF1dSU9P73NC81toa2t3rBUlJSUkJiayceNGDA0NMTMzU0gfZWpq+lDqSVtbm1mzZvHvf/+bL7/8krS0NCwtLTl+/PiQFQYPCUID4GNrwLmc8g5TInkEwe0wUVNRSEOjaISm3Z1SnjLBxusV0CrttroJ2lJY9qbGpCTGM2bhk2jqdj+XxroWzuzMxMhSm+A58t2oFZs2UfnNNxguXYrJyy/JNSa/Op9XY17lVs0tXvd/nRUjViAQCMjMy8TGxka+m7g0q43I3IgGY2dYsgdcpkIfv4BLa5rYd+Uue5Pucqu8Hl11Feb5WfNEgA1e1vr99sLPzc3F2dm53x9oNTU13N3dcXd3RyqVUlhYSHZ2NocOHaKxsREXFxfc3NxwdHR8pCumxGIxe/fuZffu3YNyfk1NTcaNG0dwcDBXrlxh3759GBkZERoaioODwyNNHBsbGzl69Chz587tMqUkEonYtGkTM2fO5Nlnn+Wnn35i9+7dnbo0D0W4ublRWlrKjz/+yFNPPdVnz4JEIuHq1aucO3cOW1tbli9fLlcEz9nZmaNHjyIWiwfsuRw2bBgzZ85k8uTJrF+/noqKCo4ePUpYWBi6uvJt3DtLPb311lsEBwejoaGBWCxGT08PHR2dISsMHjKExtfGgP1XCrlb1YiNkZZcguB2mKqpkFvfLPe52gmNqpyEpqioCE1NTblC/o3XyhAZqKNm2/2xi4uLEeamoaGr12PPJplMRkxkFk0NYma+4o2KHI0PK3d9R9nnX6A/ezbmf/mzXItyzJ0Y/nLhL6gKVdkyZQtBFv+/3URBQUGnHc8fQEMlxP4LEre3lWGH/wsCnwWVvouQtEqkxGSX8WPiHWKyy5BIZYyyN+KlCc48NtJiQJpC5ufnD/jDLBQKsbGxwcbGhsmTJ1NZWUl2djYJCQns378fBwcHXF1dcXV17fDFeVSwbds2jIyMCA8PH9R5qKqqEhQUREBAAGlpaZw4cQI1NTVCQkJwd3cfkjvSnnDq1Cnc3NweSDV1henTp5Obm8tzzz2Ht7f3IxWtCQ0NpbS0lCNHjjB37txek9DMzEyioqIwMDBg0aJF8kemaSPIlpaW3Lx5s6NFzEChuLgYXV1dli9fTlxcHF999RX+/v6MHTu2R41Ue+ppx44dHaknLy8vhg8fzmeffYavry/FxcUYGRkNWWHw0CE0tm1kIaXgPjZGWqSmpvb8Av0FBioiqhXoxCpWIkIjT4hfUttCU24VumOtEXSj1aitrUVyv4LCnDTClj6Neg8tBzIvFnPrWjlj5jljYt0z264+dIh7H3yAzuRJWPzzAwQ9LEgSqYQvr33JltQtjDAewWfjP8NC50HTweLiYkK6qoySiCHpa4j5EJpr2rxkJvy1T8uwc+/Vsu/KXfZfKaSsthlTXXWeG+vI4wHWOJoO3Av8t+7OgwUjIyOCg4MJDg6msbGR3NxccnJyOH36NMbGxh2pKVNT0yEfYdi0aRMrV64c7Gl0QCQS4ePjg7e3N1lZWcTHx3Py5MkOnZO8O97Bxt27d7lx4wYvvSRfdBbabAZ++OEHjh079khFawQCAbNmzWLHjh1cvHix67WqB9TX13P8+HFKS0uZPn260tft5uZGdnb2gBOapKQkAgMD0dbWZurUqQQFBREVFcXmzZuZNWsWdnZ23Y5vT6mdPn2ahQsXArBmzRree+895syZQ1lZGXp6eqSmpg5JYfCQITRuw3TRUBVy9c59ZnpbkpqaysiRI+Uaq6cioqZVIve5WsXyE5qWlhZKS0vlujEbUkpBClp+3UeWCgsL0SgrQt3QCO/w6d3+9v69Bs7vycXKzQCfyT0TvJoTJyj681/QCh6N1dq1CHowEqturuat828RVxjHXOe5/HX0X1EXPSgkk8lkFBcXY2HRibNyblRbeqk8GxzHt0VlzOVzU+4JVfUtHEkt4qfku1y7W41IKGCCmylPBLaZ36kqUW7dW/zW3XkoQFNTEy8vL7y8vJBIJNy+fZvs7Gy+//57BAJBh6jYzs6uy7z/YKGkpITs7GzWrFkz2FN5CAKBgOHDhzN8+PAOjcKXX36Jk5MTAQEBQ7pnlEwmIyoqivHjxytVvfQoRmtUVVV54okn2L59OyYmJgqTievXr3PixAm8vb2ZO3dur0wY3dzcOH/+PBKJZMCeuZqaGm7dusXs2f8/4q+vr8/8+fPJyspi3759jBgxgkmTJnWbCgsODmb9+vUdhStLly7llVdeob6+npqaGoyNjUlLSxuIS1IYQ4bQqIqEjLTSJ6WgCoCsrCyWLFki11h9FRGNUhnNUinqcjxwLeJKBAIVVFR63mmVlJQgk8nkCjk2JJeiaq2Dqnn33hbZly4irion7Nk1qKp1rUKXiKWc3JaOSEXApBUe3UZ9AGqjoih8409o+vlis3Ejwh4U7tmV2bwa8yolDSW8G/wuC1wWdLpAV1VVoaGh8aBnR3luG5HJPQVGjrDoB3Cb1mudjFgi5VxOGfuS7xKVeQ+xRMZwCz3emT6c2T5WmOoOriHab7ujDzWIRCIcHR1xdHQkIiKiwyPjzJkzVFRU4OzsjKurK05OTnI3We1PREZGMnz48CFfwdWuUZgyZQrXrl3j2LFjCAQCAgIC8Pb2HnJGfTdu3KC+vh4fHx+lj/EoRmv09fU7zOLmzZsnlzC2paWFI0eOUFJSwqJFi/pEEN4uzM3MzMTT07PXx5MH165dw9PTs9N70d3dHTs7O06cOMGmTZtYuHBhlwJ8NTU1wsLCiI6OZtmyZR2p2IMHD2JtbY2xsTEXLlzo78tRCkOG0EBb2umbuHyaWlopKChgwoQJco3TU2ljwDWtEkzV5CA0LeWoqhohkMNPpaioCOhZENxSVIe4pB6D2d0/QDKplPy4GDQNjfCc0H3aIv7ADcoL6pj2wkh0jbr3I6k7e5a7f3wNTU9PbDZt7rFz9rGbx3jv4nvoqenxTcQ3eJt27ePQXpEFtOlkzn4MiVtBVautG/ao53utk8ksrmFf8l0OpRRSXteCsbYay0bbM9/fihGWyvs59DXy8/MHPIysLAQCAebm5pibmzNu3Dhqa2vJyckhPT2dY8eOYWJigpOTE05OTlhbWw/K7vvw4cN9Vv4+ENDQ0CAoKIhRo0aRn59PUlISMTExeHp6EhAQgLm5+WBPEZlMRnR0NBMn/j/2zjs+qgLt/t/pmWTSG+mNdBJaINSAEpQiSFNA/YGo4Lq6lnVfdXdd13W7r7vuur6ggoINQZAisiid0CEJhBIgvc6QNikzk+kzvz+yGYmpQAJhzfl88iHM5M7ce+fOvec+z3nOubtXPtM7rVoTFBTEgw8+yJdffskDDzzQ5Q1IQ0MDGzZsICAggCeffLJXozFGjRrFqVOnbhmhqaio6NKPRy6XM2/ePM6fP8+nn37KzJkzO80mHD58OMePH6eoqIjIyEjmzJnDqlWr+P3vf09DQwONjY39ctKpXxGapCB3TFYbR84XIpVKeyzEcv8PoWm0WPGVdq8qN5vqkEp9uv07aDlI3Nzcuu2bN2dVgUiAPLlrFXzeyaNYGusZv+wniLr48pScqyVnfzlJdwUT2c3ElO7YMSp+9ixOMTGErP4AkaLzCpHJauLN02+y8cpGRvqP5K1Jb+Ej73pfqFQqAv194Ni/ION/waiBEUvgrldBceO+HXVaI9vPKtmcVUGuqgmJSMCUOH/mjwy+bS2lrmC32yktLb3t4tUbhaurq8PMz2JpuWkoLCxk165dNDQ0EBER4SA4t6KlZjAYyMrK4sMPP+zz9+ptCAQCIiIiiIiIoKmpiezsbD7//HM8PT0ZNWoU8fHxt62915qOfG0+z83i2mrN8uXL+eyzz1i9ejVjxozptffoTYSFhbFgwQI2bdrEokWLOtRjlpaWsnnzZsaPH09qamqvtw9jY2P59ttvqa6u7vGAy81ApVIxffr0bv8uKSkJb29vNm7cSHV1NZMmTWq37SKRiLvuuot9+/YRERHBww8/zC9+8Qvc3Nxwd3fHxcWFysrKHutcbxX6FaFJDGzRtBy5WHJdJ1T3/7gFN5l7pqMxmWqRSnsmWO3JdI/daqP5bA3yOC9ELp0TKqvFwpENn2JzkjN86rRO/05bb2Tfx5fwDlYwbl7XFR/dqVOU//RppBERhKxZjagLH4YKTQUvHnqR3LpcHk18lGdHPItE2A0BtNuR5H3DGP0e0FbC4Kkw9Y0b1smYLDb2X67mq+wKDlyuxmKzkxzszu9mJzJ7aGCve8b0JmpqapDJZDflANpfIBaLHRfk9PR0tFothYWFFBYWsn//fuRyOVFRUQwePJjw8PA+GT/96quv8Pf3vynH5f4ANzc3Jk+ezMSJE7ly5QqZmZl8++23jBgxgpEjR97S48VqtXLgwAFmzZrVJ/qemTNnUlRUxEsvvcSUKVOYNWsWK1euxMur88y624WIiAjmzp3Lhg0bePjhh9vcIJ89e5a9e/cyd+7cPsuzak2AP336NDNndq2VvFloNBosFkuPj7XAwECWL1/Oxo0bqamp6VAzlJiYyLFjx8jNzSUxMZH4+HiOHz+OWCxGoVCQl5fX7whNv7oFDvd2wUUq4lyZ+roycq6t0PQEPSU0jY2NNDY2dvuhGa7UY9OZcR7Zdbn5woHdNFxV4hw9BFEnidI2m509H13EYrFx7xOJiLvIgmrOPkP5T55CEhxE6EcfIu5Ch3Cg7AAPfvMg5Zpy/nnXP3kx5cXuyUzZSewfTmVyzTqEcnf4f1vhkc3XTWbsdjsXKht5/euLpP5pLz/5LIuc8gYenxDB7hfS+PqZCSwdF96vyQy0ZG91NyVwp0KhUDB06FDmzZvHL37xC+bNm4dCoeDo0aO89dZbfPrppxw7doyqqirsdnuvvOemTZuYMmVKr7xWf4BIJCIhIYElS5awdOlSjEYj77//Phs2bKCwsLDX9ltXyM7OxsvLq0dj2jcKJycn3nnnHc6ePYtKpSIqKoq///3vjvTo/oTBgwcze/Zs1q9f7/ATO336NAcOHODRRx/t83DOESNGcOHCBYzGntuK3Ahahzauh8QqFAqWLl2K3W5n48aNmM1t44MEAgFTpkxh//79WK1WZsyYwe7duxGJRMhkMvLy8np7M24a/apCIxQKiA9wo6iohtDQ0B4v53YdhMZut2My96zlVFFRAdAtoWnOrkLoIsEptnNCYdI3c2zTejxCwnGL7ZwQZO0qQZnfwJSl8XgO6rx1pD9/nvIVK5D4+hL60UeIOyGAZpuZd7LfYd3FdSR4J/C3SX8j2LUb0Zu6CPb+DnK3YXfxY4/8fu55ai0Ir6+EXq5u5uscJVvPVFJQrUUqFnJPQktLaeJgnxsKhbydaKMl+i+GQCAgMDCQwMBAJk6ciNFopLi4mMLCQjZu3IjFYnG0piIjI29IXGyz2Thy5MgtiTq4HfD19WX69OlMmTKF8+fPs2fPHsxmMykpKQwbNqzD9OObRes+XbhwYa+/dkeIjo7m0KFDfPnll7zwwgt8+OGHfPDBBzc8Mt1XiI2NRSAQsH79epKSkrhy5QqPPvroLRGiu7m5MXjwYE6ePElaWlqfvc+NnpvEYjELFixg69atbNiwgcWLF7ep1ERGRuLq6kpubi5Lly7l7bff5vHHH0ehUJCbm9ubm9Ar6FeEBlraTllFLswY2nN1vvs1ouDuYLVqsdmMPSI05eXliMXiLu3Ybc1m9JfUKMYEdBl1kPnNVpobGwi5ewYuPh2/tzK/gdPfFBMz2p/YMZ2/p+HSJcoefwKRhwehH69D0kl/9qruKi9lvMSZ6jMsjF3IS6NeQirqogrSrIaMt+DUByCSwORfctkznfrLhT0mM43NZnaeV7HtTCWnStQAjA734o9zh3BfUiDuzneuo61KpWLEiBG3ezVuOWQymcOxGECtVlNQUODIm/L29na0p3oqLj5y5Ag2m41Jkyb19erfVkilUkfGTkVFBZmZmbzzzjvExcUxatSo676r7gp5eXm4u7tflwlcb+DBBx9kzpw5vPzyy9x7773MmDGDlStX4tPJee52ICYmhuTkZE6ePMncuXNv6VTdXXfdxZo1a0hJSemzycLq6upOBb7dQSgUMnfuXLZs2cKXX37JwoULHfovgUBAamoqJ06cYNmyZfj5+VFeXo63t/cAoekJEgLdsItkRA8f2+NlrqdCYzLVAiCVdN9yKi8vJygoqEtxX3NODVjtOI/ovN2ka6gnc8dWYsZMwCiREdpBNcWgM7Pno4u4+ciZ9FBspyc5Q14eZcseQ+jiQui6dUg6IVvHKo/xyuFXMFqNvJn2JtMjuhCLWUwtU0uH3gRDIwx/pMUYzy2AmkOHuj0xGcxWDlyuZtvZSg5crsFktTHYT8H/3BvL7KGBhHjd/vHgm4XFYqG2trZfTLHcbnh5eTF69GhGjx6N1WqlrKysjbg4LCyM8PBwwsPD8ff37/BY/vzzzxk/fny/m5LoKwgEAofTs06n48yZM2zatAmpVEpSUhJJSUk3rbU5ffp0m7TkWwmpVMrbb7/NM888wxNPPMHgwYN59dVX+fnPf94vPuP8/HwuXLjAnDlz+Pbbb5HL5QwePPiWvLeXlxcJCQkcOXKEe+65p0/ew2g03lTVr5XUbNq0iW+++YbZs2c7vrexsbHs2rWLqqoqpkyZwvHjx4mOjubcuXO9tfq9hn5HaKJ9Wj4URWjP2aZcKEAANFu77+GaTHUA3VZozGYzKpWKcePGdfo3drsd3amrSAJdkAZ17lZ7fPN6rBYzExYv4cvtO9pNBtjtdvZ/conmJhPzXxqJ1Knjj8VYVEzZY48jkEoJW7cWaXD7UXKrzcp7597j/Zz3ifKI4u+T/06Eeyf9dLsdLm6FfW9AfTFE3tUyhj3o+zFDtVrdYT/eZrNzqkTNtjOV7DyvQmOw4OsqY8nYMOYMDyIx0K3fmo7dCKqqqvD29r6jM5P6AiKRqJ24uKSkhOLiYjIzM2lubm5DcFqTiffu3ctrr712u1f/tsDFxYUJEyYwfvx4ysrKOHfuHO+//z5+fn4kJSWRkJBw3Renuro6qqqqbvguvbcQFRXFgQMH+Oqrr3juuef44IMP+POf/8z8+fNv2zrV1taybds2Fi5cSGhoKJ6enmzcuJGpU6d2Oebcm5g0aRKrVq0iNTW1T0TiFovlpkfORSIR8+bN46OPPuLkyZOO65RQKGTkyJGcPn2ahx56iAcffJCRI0diMBgwmUw3ZNzYV+h3hEakq8FutVBQZ+jxMgKBALlISHMPRGk9JTRKpRKbzdalfsZcqcWs0uHRRVhkXWU55/Z9x7B7ZuLhH0BdXV07wfP5gxUU59QyfsFg/MI6nlIyFhVTtnQp2O2ErluLtANxaq2+llcyXuHk1ZPcH3U/vx7za+TiTk6MxRmw5zVQngG/BHj4K4hOb7/+dXVt7vquXNWw9UwlX5+tRNlowEUq4t4hg5g7PIhxUT6IujH/u1PRqVPyANpAoVAwZMgQh/dGU1MTpaWllJSUcOrUKfR6PQqFAqVSyeTJkx1htD9GCAQCwsLCCAsLY/r06RQUFHDu3Dn27NlDZGQkSUlJREdH9+hClZmZybBhw3rVR+VmMH/+fGbPns2f//xnli9fzp/+9Cf+/ve/3/IWo16v54svviA9Pd2hywwJCWHJkiVs2LCBqqoq0tPT+7yK1GqZcPDgwTZOvr0Fi8XSKzYBUqmURYsW8eGHH+Lr6+sQTY8YMYKVK1eyfPlybDYb9fX1eHh4UFhYSHx8/E2/b2+hfxz910BVUQZNKi4qr+/i4SQUYOhRheY/LaduppzKysoAunSN1J26ikAixHlY5x4DR774GIlMxpj5i9BqtUilUpycvjfJu1rcyNHNBYQneTN0SsfkyVhURNnSR7HbbIStW4usA6fOzKuZvJTxEk2mJt4Y9wZzo+d2vEJXz8Pe16FgL7gFw5xVkLywQ42M3W6ntrYWi0TBBxmFbD2j5JKqCZFQwKQYX16ZEc/UeP9bEgh5u/FjEQT3Ntzc3BwtFWghOG+88QYxMTFs374do9HYpoJzJ2RP9QXEYrFDp2QwGMjNzeXUqVPs2LGD+Ph4kpOTCQ0N7XDfmM1mcnJyWLFixW1Y884hkUh47bXX+PnPf86rr77KfffdR0pKCv/85z9JTk7u8/e32Wx89dVXREdHM3z48DbP+fn5sXz5cjZt2sQXX3zB/Pnz25yX+wLjx4/n3XffpbKysluj1uuFSCTqtSkzDw8Ph4fPY489hpeXF01NTchkMlatWkVCQgLFxcWIRCLKysoGCE1XUCqVSLRVXFY1XddycqEQfQ8+UINRhUAg7rZCU1paiq+vb1u7/2tgM1pbvGeSfBB20iKquHyRgtMnmLBoCc5u7pSUlLSpzhi0Zr5bfQEXdxlTHk3o8GRlLCyk9NFHwQ5hH69D9oO+r81u46MLH/GvM/8i1DWUVemriPXqwMm2vhQO/BHOfQlO7jD19zB6BUg6/hI3NJvYnl3KDm0E7//zGHY7DAvx4HezE5mZHICPon9Zvfc1fqyC4N6Gm5sbBQUFjBs3jmeffZbGxkZKS0spLi7mxIkTGI1GB7kJDw/Hx8fnR0dwnJycHEGYjY2NXLhwgX//+98YjUaGDBlCcnJyG6O2CxcuEBIS0q/yxa6FQqHgH//4B7/+9a958cUXGTt2LPfccw9vv/12n8aInDx5ErPZ3KluRS6X88gjj/Ddd9+xZs0aFi1a1KdCZicnJ6ZNm8b27dtZsWJFr1bTxGIxlusIaO4OYWFhTJw4kc2bN+Pl5UVFRQWDBw+muLiYqVOn8s033yCRSBxO+v0F/Y7QqFQqnM2NVGuMNDabezwV4ywSord27/NgNKiQSf0QCDqvKrQKHbu6i9Cfq8FusuIyumNRrt1uJ+PztSg8vRgxYzbQ0sttNaCy2+zsXZdLc5OJeb8YiVMHhnzGggJKH21JIQ77eB2yH3gm1BvqefXoq2RUZDAtfBq/HftbFNIfaHlaJ5dOrwaBEMY/BxOeB3l7lb/WaGFP7lV25KjIyKvBYrPjki8X2gAAIABJREFUJXHi2bujmTM8iAifrjOq/lths9kGBMG9iNzcXIemwt3d3RGsCS3eTyUlJZSUlHDs2DHMZjPh4eGOKs6PjeC4u7szfvx4xo8fT1VVFefOneOzzz7D2dmZ5ORkhgwZQlZW1h0xLebr68snn3zC66+/znPPPUdiYiILFy7kzTff7HUiUVdXx5EjR3j88ce7bCcJhUKmT59OdnY2a9euZe7cuX0qFk5MTOTixYscOnSo1zyYrFYrVquVvLw81Go1FosFu92OWCxGLBbj6elJQEDAdeeNubu7U11djUQi4emnn0YsFrNy5UoSEhJYuXIlcXFxqFSqXtmG3kK/IzRlZWX4OclpAgpqNIwM65kDpZNQiKGHFRqZU9etg6tXr2Iymbq8e9CdvorYV460E81L3okjqPIuc8+TzyKRtVRB1Gq1g9Bk7y6l9EIdaYti8A9v/xrG/PwWMiMUEPbxx+3aTKdUp3jl8Cs0GBv4VeqvWBS7qO2J3tQMJ1fBkX+ASQvDHoLJvwT3ti201gmlr3OU7L9cjdFiI9DdiccnRBAta0LUpGLu1DvbyfVm0djYiIuLy4AguBdgNpspLS3t9GTu7u7O0KFDHWLNhoYGSkpKKC0t5ejRo1gsFkJCQggODiYkJITAwMB+oxvpa/j7+zN16lTS09MpLS3l3LlzrFy5ErPZjEajwWAw9HnbpDcQGRnJjh07OHPmDM899xwRERGsWLGC3/3udygUnQ9X9BQ2m43t27eTlpbWYwfjESNG4OPjw6ZNmxg7dixjx47tE+IsEAiYOXMm7733HnFxcTfUempqaiI/Px+lUolKpaKmpgaJRILBYMBsNiMWixEIBFgsFiwWC9nZ2VRVVeHq6kpgYCABAQFERER02ULPzs7m4MGDzJ07l507d9LY2IiPjw9DhgxBq9XS0NCATCZzSDP6C/rdmaC0tJTBiSMpAPKqtD0mNHKREH0PNDRGgwo3t677tyUlJQCdusKaq3SYyjS4z4jouKdtMnLos4/wDY8kcfL3J26tVou/vz8VV+o5ub2I6BQ/hkxqf0Ab8vIoe3QZApGI0I8/Rhb5/ZSRxWZh5dmVrDm/hjC3MFamryTO65rMFqsFzn4GB/8CGhXEzoApr4Hf931Ok8XGkYIaduSo2H3xKjqTFR+FjMWjQ5k1NIDhIZ4IhQL27NmDzLv/WZrfanQk5B7AjeHUqVOOE2tP4OHhwbBhwxyp0Q0NDZSXl1NRUcG3335LbW0tfn5+jpHokJCQbnPX7nQIBII2U2OXL18mPz+f3bt3ExUVRXJyMoMHD75tWVI9xfDhw8nIyGDv3r289NJLrFmzhocffpjf/e53+PreeEbcyZMnEQqFjB49+rqWCw0N5YknnmDDhg1UV1dz33339QlZVigU1916stvtjsnB4uJioqOjCQoKYtiwYfj7+5OXl8fFixeZNWtWh8u3VpmVSiVKpZKNGzeiUChISUkhMTGxzc1aTk4Ohw4d4tFHH8XLywudTsf27dtZtmwZsbGxfPnll4SEhGCxWAZaTt2hoqKCOXPmcqhSRH6VtsfLyYVCtNaufWjsdhsG41X8nDrPUQIcWpfOToy6U1dBJMB5RMdi4KxvtqGprWH6T19AeI3YVqPRIBHI2f3hRdz9nJn8SFw7QmS4kkfZo48ikEgI/XgdsmtGppVaJS9nvMzZmrPMHTyXV0a/grPEuXXj4NLXsP8PUJsHwaNhwUcQ1jJ2brXZOVlUx9c5SnZduEqj3oy7XMKsoYHMGhpIaoRXO+detVp9y5Ji+zPq6ur6ZVbNnYhDhw4RHR19w8t7eHjg4eHhEBmbTCaUSiXl5eXk5OTwzTffIJVK21Rx/P39+/3F/UZRWFjIqFGjSExMRK/Xk5uby7Fjx9i+fTuDBw8mNjaWqKiofl25SU9PJzs7mwMHDvDaa68RHh7O3Llz+cMf/nDdGhudTsfhw4d5/PHHb6jC4u7uzrJly9i+fTvr1q1j4cKFfUKQExMTyc3NZffu3V2mzZtMJrKzs8nMzEQkEpGSksL999/frn0UGBjI3r17O30doVCIn58ffn5+DBs2jGnTplFQUMDp06fZs2cPQ4cOZfTo0ZhMJnbv3u0gM9CSGn7+/HnOnz9PcnIyNpuNmJgY1Gp1v4u76HeEpsVLIZ7BZiH51ZoeL+ckElBr7nrnmsxq7HZTly0nm81GWVlZpxdyu9lK85lq5AneiBTt5++16jpObdtE9OhxhCS2rQRpNVou/FuNWW/h/ueGtfObMVy+3FKZkckI+3gd0mu+zHtK9/DbY7/FZrfx14l/ZUbkf74EdjsU7oN9vwfVWfCJhYWfQ9xMbHY4U6pmR46Kb86pqNUacZGKmJrgz+xhgUwY7ItU3Hl/ub6+/pY6avZX1NbW9ivX0zsZp0+fdlRbegNSqdRRrYCWO1m1Wk15eTnl5eVkZWXR0NBAYGCgo4ITHBzcZ46ttxJGo5GysjIWLFgAtIhcW9PUm5qayMvLIycnh6+//prg4GBiYmKIjY3tt+Lhu+66i8OHD5OVlcWrr75KQkICU6dO5Y9//GOPb6wOHz7MkCFDbqqiKpVKWbBgAYcPH+b999/n3nvvZciQIb3aghIIBMyePZs1a9aQnZ3d4cBBSUkJX3/9NYMGDWLWrFmdTrkBeHp6YjAY0Ol0nQ6yXAuhUEhMTIyDmGRmZvL+++8jlUq5++6721TIBAIBU6dOZcuWLSQmJhITE8OVK1coLi6+Jflk14N+RWjsdjv19fUkJycTrSrheFFdj5eVC7sXBRsNLeUxJ1nnhObq1auOUdKO0HyuFluzBZcxHb/GkQ2fYrNaSHt4Wfv3L3enprGZKUvj8f6BEZ/h0iXKlj2GwMmphcz85/31Fj1vnn6TzXmbSfJJ4q9pfyXE9T/j3WUnWkzxSo+CeyjMWYU96UFylFp27brMN+dUVDbokYqFTInzY9bQQO6K9evxmLVWq/2vL9/3BGq1mtjYDibHBnDdyM3NZd68eX32+gKBAG9vb7y9vR3EyWAwUFFRQXl5OSdPnmTLli0oFIo2VZw7cVy8sLCQkJCQDsWebm5upKSkkJKSgslkorCwkLy8PDIyMnB1dXWQm8DAwH633SNHjmTXrl3k5+fz6quvkpqaSmpqKr///e+7zIlqaGjg3Llz/PSnP73pdRAIBKSlpREVFcX27dvJzc1l5syZvaLxaYWTkxOLFi1i7dq1+Pj4OHxyTCYTe/fu5fLly8ycObNH5x6BQEBAQAAqleq6Rc1eXl7cc889CAQCsrKyOH/+PJGRkW1uZkNDQ/H39yczM5PY2FiOHTtGbW0tcrm8X3lJ9StCo1arEYvFeHh4MNhfwZYzlTQZzLg5dS/GlAoFGLspfxmMLYrsrio0rfqZzkqd2hMqxL5yZJHt3R6rigq4eGgvo2bPx2NQ2/coPFOFrDGQ+HEBxI1t+5whN7eFzDg7t5CZ/xzY+fX5vJTxEgUNBSwbsoyfDfsZEpEEVDktraX83eDih336/3LWbzY7L6rZ9W0GlQ16xEIBE6J9ePGeGKYm+OPag314LaxWK3q9vkds/78dAxqa3kF3guC+gpOTE4MHD3ac6G02GzU1NY4qzrFjx9DpdAQHBxMUFOQQTrq6uvabE3VHyMvLIyame8G+VColPj6e+Ph4bDYblZWVXLlyhW3btmEwGBzkJiIiol8J36Ojo9m4cSNKpZLf/va3TJs2jfj4eF577TXuu+++dn9/8OBBRo0a1aukIygoiBUrVnDw4EHee++9Xq/W+Pj4OCIHnnjiCRoaGti+fTshISE89dRT1+UYHRgYSFlZ2Q1NadlsNi5cuMCSJUsoKSlh9erVTJ48mVGjRjm29e677+bTTz91rFdTU4u1Sn19fb9pyfcrQqNUKh0X0Gi/lspAQbWWEaHdtz1EAgHddfOMhhZC01WFpqSkBC8vL9zc2k8emSo0mMs1eMyKbHdA2+129q/7AGd3D1Lntk27barVs/+Ty9hletIWtT0B6c+fp+yJ5QhdnAn7+GOkISHY7XY25W3izdNvopAoeD/9fcYFjYPaAjjwB7i4FbuTB5UjX+ZT673s2N+AsjELiUjAxGhfXpgaw9R4/5sKgtTpdDg7O/eLHJbbCbPZjE6n6xO78h8bTp06hUKhuOXhiT+EUCjE398ff39/hwu2TqejvLycyspKTp8+jUqlcqSOBwQE9DuSY7PZyMvL46677rqu5YRCoaP1lp6eTl1dHXl5eRw/fpwtW7YQHh5ObGws0dHRvUoMbgaBgYGsXr2at956izfeeIMlS5bg4eHBY489xvPPP49CoaC+vp68vDyeffbZXn9/sVhMeno68fHxfVKtGTx4MOPGjWPt2rWYzWZmz559QxXhpKQkvvjiCyZPnnzd5+1rg00DAwOJiYnhq6++ora2lunTpyMQCPD39ycyMpKzZ88SExNDQECAQxg8QGg6gEqlcvS2o/1aDpaCqh4SGgRYu+nnGYwqhEIZEknHO99qtVJSUtKp/4z2uAqBVIjzyPZ+JHknjqC8ksvUFc8gu6Y/bzZZ+fd757Hb7TjF1iG+pt3TnJlJ+ZM/QeTp2RJnEBxMo7GR14+9zt6yvYwPHM8fJvwBH6Metj+D/ex6bCIZRwct5Y26dAqOipCKqkmL8eEX98YyJd4fd3nv3GFpNJqBdhMtZWx3d/cfPbHrDdysILgv4eLi0iZR3G6309TU5JgK6W8kR6VS4erqetNE29vb2zGmrNfryc/PJy8vj927d+Pj4+Oo3vSHlpy7uzt/+9vf+Mtf/sKaNWt47733+Mtf/sKMGTMcuUx9KX7uy2qNVCqlubkZPz8/R9zA9WLQoEG4u7uTl5fnOI57irNnzzJy5EjH/318fFi6dClffPEF27Zt4/7770coFJKamsrmzZtJS0sjNDQUlUqFSqXqN8Mj/YrQKJVKx0U02FOOWCigpE7Xo2WFAujOV89gUCKTDer0AKysrMRkMhHZQbSArdlMc04NLiP92jkDm01GMj5fi29oOEPumup43G63c/Czy9RVakm6z4Oruu+/bNqjR6l4+hkkgYGErv0Iib8/2VXZvHz4ZWqba3lx5IssCZsOB/8X2+mPsNntbBJM42/a+2gyeDIpxpdnkgKYEu933e2knkCr1fabO7TbiQEdUe+htwXBfQmBQIC7uzvu7u4Oa/f+RHKUSmWv2+fL5XKHyWHrzV1eXh7r1693iEhjY2MJDQ29rVNjEomEp556iqeeeoqsrCz+/Oc/8/zzzxMVFUVJSQmPPfZYn7XOrq3WbNu2rVeqNefOnSMjI4Ply5eTkZHBl19+ycKFC29oH6ekpHD69OnrIjR2u52KigqmT5/e5nEnJyceeeQRNmzYwI4dO5g9ezZBQUE4OztjtVoJCAigoKCgX41u9ytCU1NT47h4iEVCgj3llNY192hZkUCArZsKjV5firO8Y7EvQFFREdCxfkaXVQUWGy6p7dtVWTu20lRTzQO/+VObMe1z+yvIO1XF6FkRWL2rUAhaDnrN/v1UPvc80shIQj/6EDzdeS/nPVblrCLQJZB1k9/F++TXmLe8gthmZLMljfeYT2xsIr9JGsSUeH8Usr796AYqNC3QaDQDxK6XUFhY2OWIan9HdyRHpVLdMpKjVCr7tHUnEomIiooiKiqKadOmUV1dzZUrV9i7dy9qtZrQ0FDHdJm/v/9tq2COHDmS3/zmN0ybNg2lUslf//pXfvnLX/Lggw/y8ssvE3GN7UVvIigoiCeffNJRrUlPTyc5OfmGWj27d+9m6dKl+Pr6MmfOHDZv3syXX37JAw88cN0+OAkJCezevfu6JjM1mpZp4o5kFhKJhIULF/Lpp5+yZ88e7rnnHlJSUrh06RK+vr7odDpqamquax37Ev2K0Gg0mjYiqDBvF0rVPavQiAVg6YLQ2O129Poy3N06z+MpKioiMDCw3Uin3WZHe0KFNMwNaWDbi1tTTTUnt20iOnUcoUO+b1VV5tVz9KsCwpN9SJkezt59Bbi6utK4cyfKl17GKSGB0NUfoBRp+NW3z3O25iyjPCeyoAIGfzQPud3ILvtYMiNWMHJkKt/E+uHSxyTmWgxcyFswQOx6D3V1dR1WP+9k9ITkZGZmolQqEQgEDBo0yOEH4ufnh6+v7w1VE1QqlUP/09do1U/4+/uTlpaGVqt1JKhnZ2ej1WodqeERERH4+/vf0vZUVlYWEyZMIC4ujtdee41du3bxt7/9jYSEBEaNGsXy5ctZtGhRr1dtrq3WfPvtt5w4cYK7776b6OjoHm2/RqNh+/btLF682DEmLRKJWLBgAVu2bOGLL7647vUWi8UMGzaMzMxMpk3r2m+tFVVVVV1+ZlKplIceeogPPviA8PBwhgwZwp49ewgNDcVgMDjEwf0B/YrQNDQ0tLl4hHs7k11a36OxMKFAQFe2emZzPRaLBrlzxxUao9FIRUUF48aNa/9cQQPWOgPuU9sve/CTNQBMXvKE4zFtvYHvVl/A3VdO+rIEBEJBS3/0/HmUq9cgHzmC4FWr2Fyxmzcz/4rNBlOqonijaAtuAj3Ziklox7zIXaPHM1N6ez4ijUZz28Wb/QEajabDO5cBXD8aGhpuWB9wJ6ErklNVVUV1dTVFRUWcOHGCuro63Nzc8Pf3b0N0vLy8Or3bN5vN1NXV3bZsMYVCQWJiIomJiUBLW7Y1fysrKwudTtcmQb0vCU5TUxM1NTVttFnTp09n+vTpVFZW8tZbb/Hqq6/yzDPPkJ6ezpNPPkl6enqvVpSCgoJ47LHHuHLlCnv27OHo0aOkp6cTEhLS6TJ2u51vvvmGkSNHEhzcNo5GJBIxf/58tm/fzieffMLChQuv6+Zy1KhRvP/++6SkpPSoSmMymbrVHsnlcu6//362bNnCU089RVxcHEqlEovFQm1tbY/Xra/R7wjNtRePMG8XNEYLap0J727SnUV03XLS60sBOm05lZSUYLPZOryD1B5TInSRIB/S9uAoyckm/9Qxxi/8f7j5tLgGW802vv3gAhaTjTkvJCGTt+xiRcZhpDt3Ih0zloxHn2bNVz+jXpCFf7Mr/1dbTqz1CtXB6cimv8aI4KFdbuutgE6nG6hM0HKy7m2two8ROp0Oo9HY5Un+vxnXkpxrR62tVitqtdpBdM6dO0d1dTUajQYfH592RMfV1ZWqqip8fHz6TYaVQqFgyJAhDmGoRqNxJKhnZmbS3NzchuD4+fn1GsHJy8sjOjq6Q71JUFAQb7/9Nm+//TbHjx9n5cqVLF68GKlUyqxZs3jmmWe6DCC+HggEAuLi4oiJiSEnJ4fNmzcTEBDA3Xff3SYZvRXnz5+noaGBBx54oMPXEwqFzJkzh0OHDrF69WoWLVrUZfbStXB3d2fSpEmOuILOyFtzczNKpZLLly9TXV3Nvn37kEql+Pv7O1qk16J1Am7jxo3o9XpqamqQSqWo1eoerdetQP/4RvwHTU1NbS4eYd4trZ9SdXP3hKYbUbBe3xKiJZeHdvh8UVERYrG43QnXXKvHcEWN610hCK5x1bVazOxf9wEegwJImfW9UVjGxjyqipuYtmIIXoEtI+hF76wicOdOLoYn85uIBESFzyAS6XimXs8TDWUIou+Fu36JX+DwLrfxVkKv1/dru/RbhQFRcO+gsLAQV1fX/9oIghuFSCTC19e3XXaRyWSiurra8VNQUEBVVRU2mw25XI5IJCIzM9NBdPrTd9XV1bUdwWmt4Jw6dQq9Xu9IUI+IiLipCaq8vLwekZLWSS6bzcbWrVv56KOPGDt2LMHBwcyfP5+nn366V25chEIhw4cPJykpidOnT/Pxxx8THR3N5MmTHQ7NGo2G7777jocffrhLUioQCJg8eTJ+fn589tlnTJ8+vcfTRKNHj+bSpUucPHmSsWPHOh43GAzk5OSQlZVFU1OTI4XbZrM5Ai5PnTqFUqnEycmJESNGMHz4cFxcXLBYLGi1WioqKkhJSUGtViOXyx0anP6AfkVoGhsbHRkt0FKhASit03U7un1IrcFst3fanmrWlwICnJw6vkMsKioiLCysXb9Sd0wJQgGKMW3bL1k7t1OvrGDeK68j/s8yFw9XkntEyfB7Q7EFyXl3Xx72tR+QnrmTg8HJfDbTFbHbx0SZbfxFWUVc6CRY8CsIHkl/g8lkuu64+f9GDGiJegdFRUUDMRrXAalUSnBwcLt2hE6nY+vWrUilUpRKJWfPnqW6uhq5XI6fnx8+Pj4Op+TWPLrbPW7t6upKUlKS49ze1NTkIDgnT550OLO3VnB6SnBMJhOlpaXX5TwtFAqZP38+8+fPR6/Xs27dOj799FP+/ve/k5yczPz581m6dCmDBg264e2FFi3L2LFjGT58OMeOHeODDz5g6NChTJw4kb179zJixIget/QTEhLw8vJiw4YNVFVVcffdd3e7f66NVoiOjsbLy4ujR49y7NgxoqKimDFjBmFhYQgEAurr61m7di1paWmO5e12u0Pk/u677zJ06FDq6+sRi8UsXryYr7/+moiICJydndFqe5652NfoV4SmqampzUkvxEuOQAAltd1POl3SGbp8Xq8vxUkWgEjU/iLd2NhITU1Nu5FSm96CLvMqzsm+iNy+z23S1NVy4qsNRKWkEjG8RZinKmzg0IY8LL4yXi0op+jEZZZf2MG8wgxKUkexZUIuTVIjjzQ28Zx7Mk6PfAShqd1u1+2C0WhEKm2fVfVjQ0+zUQbQNcrKygbclnsBLi4u6PV6hw8IfB8ZU11dTV1dHUqlkgsXLlBbW4vJZGpDcK79uV1VHTc3N8d4OLScf1tbVCdOnKC5uZmAgIA2E2JeXl7tLuIlJSUEBgbe8HbI5XLH+HdVVRWrVq1i48aN/Pa3vyUqKop77rmHJUuWMHz4jVfOnZycuPvuuxk1ahQZGRn861//wmw289hjj13X6wwaNIjly5ezadMmPv74Y+6///5ubxC8vLyYNGkSmzdvRiAQ4OLiwpNPPtkuy8vDwwOz2dzGqqN1Su/+++8nPT2dzz//nJqaGh5++GHCw8Px9PTE1dUVFxcXTCbT9e2UPkS/IjRarbaNiEkmFhHoLqe0B140z4T68Y/Sqk6Zq765tFNBcH5+PkA70y9d5lXsJhuK8W2Z9KFPP8RuszHuocfZd6mK/WeUeBxRY8LOF+ZGhrt78nrB1/gWZqCcMIhfj8/C02ZjpcmXibNXQfiEbrfndsNkMv3oCY3dbh+oVPUSysvLO9QSDOD68UOhukAgwMvLq0O3VoPBgFqtpq6ujtraWvLz8x1iZIlEgre3N15eXnh7ezuqO56enrdUn+Pu7t6G4Oh0OlQqFUqlkosXL7J3714MBkM7klNZWdlr+jZ/f39ef/11Xn/9derr61m/fj3btm0jLS0NNzc3Jk+ezMKFC5k5c+YNtU1dXV2ZOXMmEomEwsJCPv/8cwICAhg1ahTR0dE9Eim7uLiwZMkSTpw40WE0QWfbVVNTQ1BQEA899FCH7yMQCAgKCqKsrIyEhIR2zzs7O2MymZg4cSKbNm1i5syZpKSkcPz4cVxdXTEYui4m3Er0K0Kj0Wja9ZKDPeVU1Ou7XdZOi7leZ2jWl+LrO7XD5/Lz83F3d2/z3nabHe0xJdJwN6TB32sozp3O5Mrxw9RETybtvRwsJhsP6WTIEBI6N5wjKf5oX30JzaEDHEuFf0yoYapAwZDqYQx/+m9wh7QvBi7kYLFYEIlEAy7BvQClUnnTZfwBtJBsnU7X4zaok5OTw87+h6+j1Wqpq6tz/Jw5c4a6ujrHtKmPj4+D7LT+uLm59fn3wcXFpU32FnRMcjQaDd7e3thsti4rOdcLT09Pnn76aZ5++mmsVis7d+5kw4YN/OQnP0Gj0TBmzBjmzZvHQw89dF1OzTabjYsXL7Jo0SJ8fX25ePEiR44cYdeuXYwcOZIRI0Z0Ww0WCoWMGzeOmJgYRwxDZ9WaiooKNm3axIMPPsjhw4fZu3cvU6dO7XD/JCUlkZ2d3SGhKS4uRiQSMXHiRKKjo/n888+57777aGpqwtXVdcCHpjM0Nze3G0UM9JBzqrh7FbXNbkdIxweyxaLBbFZ3OOFksVgoLi4mOTm5zQdtyK3DWm/EfUYEl1RN7LtUxd6LKhJOrkYsduWocxILEwKJKTHTcLmB6T9JIizEQsWjs2m+ouKLuwXsThXzx7hHmTX6Bf70pz/dMQTBZrNhtVr7zRTF7cJA2633UFVV1aElwgCuD83Nzchkspv+bgoEAlxdXXF1dW1nJGq1WmloaHAQnerqai5dukRdXR3Nzc24ubnh7u6Oh4dHmx93d/c+IzwdkZy33nqL8ePH09jY2GElp7WaczMkRyQSMXv2bGbPng3AmTNn+OSTT3j33Xcd7sRjxoxh+vTpzJgxo0tCkp+fj6urq2NaaejQoQwdOrSNViU6OpqUlBRCQkK6XGcfHx+WLVvmqNaMHTuWMWPGODSger2eL7/8kvvvv5+YmBhCQ0NZt24dQqGQKVOmtHvtxMREdu/e3WEQb0FBAYmJiY5E78WLF7N+/XoSExM5cuQIFRUVN7Rv+wL96oql1+vblaUDPZy42mTAarMj6qIEY4NO6Aw0N5cAIJeHt3uurKwMk8nUpt1kstio2FuCRSZk0TfnqWhsqRDN5BLe5npGPvEiv0ufzJndZRy/XEjq9ABCy1dS/Mx6jHUCVt4nQjshlq/S/0WQIuiOIwitF/LbLSa83Rhou/Ueqqurf7Qj272JW2H0KBKJHBWZH8JisdDU1ERDQ4Pjp6ioyPF7q93DtSTnWtLTW4RHo9Fgs9na3Yi2VnJUKhW5ubns27evHcnx9fXFy8vrhr7bw4cPd2hqampq2LZtG3v27OF//ud/eOSRRxg8eDBjxoxhxowZzJgxo41RbE5OTpu8pFYEBAQwe/Zspk6dSk5ODl9//TVisZiUlBSGDBkKDf95AAAgAElEQVTSqUaotVoTGxvL/v37+de//kVaWhrDhw/nu+++c4yRQ4teaOnSpXz++efs3LmTGTNmtPkcxGIxI0eO5MCBAyxYsABo8Tu6cuUKpaWluLm5cebMGWJiYggKCmLs2LGOQMuBllMHsNlsmEymdmXpAHc5VpudGo2RQe6di79s9s5bTjpdi0bGxaV9MF5+fj4ikQhPvyC2ZFew71I1FZdr+T+znFVCI3GRHjwzZTCjvO188/pHhI8ay+Spd1F8rpbj2woZHFJL8sllXNonw6YT8c4CMWMffI5licsQ/ScG4U4jCAMX8hYMtN16D2q1mrCwzmNHBtAz3G7narFY3KleB1qqO42NjTQ2NjpITnFxcRvCo1AoOiU8rq6uPbrxq62t7dDPpqt2lUql4tKlSxw+fJj6+nqcnZ0dGqJrp8M8PDx6RLp8fX1Zvnw5y5cvB1qqkNu3b2f37t38/Oc/56GHHnIkaU+bNo2SkhLS09M7fT25XM6YMWNITU11ePjs2bOH4OBgR47WDwW90BIw+sADD6BUKtm7dy8ZGRlYrdZ2yePOzs4sWbKEDRs2sH79embPnt1GizVx4kTee+89srKyqK2tJScnh8DAQKxWK0ajkcLCQr777jtiYmJITU3l0qVL+Pj4YDKZsNls/aI1328IjcFgQCQStTuYAz1aSIyyUd8loTHZbUg7YTQ6XQECgaSNB43dbievSsupnFwaRR6MefMQNjv4ucr4k5sbtkYLv/qfibi4y7Db7Wz9y+sIhELuXvYkdYWV7PngIr6ScobW/YZzhz3BZOOL5eG89P/+QaxX2+j3O40gDFzIWzDQcuo9aDSagQpNL+B2E5ruIBKJuiU8P6zwlJaWkpOTQ0NDA1qtFqlUiqurKwqFos2/1/7+Q1f5rtARybHZbDQ1NVFbW+torRUUFFBXV4dGo8HDw6OdhsjHxwcXF5dOb0z9/f1ZsWIFK1asAODq1ats3bqVvXv38sILL3D16lVWrVpFQkICI0eOJC0tjQkTJrSrwAgEAiIjI4mMjMRkMlFUVMSVK1fIyMhAoVAQGxtLbGwsgYGBbdYlMDCQJUuW8OGHH6LRaFi7di2jRo0iKSnJcR6TyWQ88sgjHDlyhPfff5/09HSGDRuGQCBAIpEwduxYdu7cyfDhw1m+fDmenp4cPXoUtVrNrFmz0Ov1nD17li+++IKkpCRUKhVmsxmDwdAuMuh2oN8QGqvV2iHDC3BvKdmpGgzQsSceACabHamgY4aoay7A2TkCvRmOFVZx4Eo1By9X09TUyAJZI3XyaJ65azBT4v2Jd5FR/VYWirEBuLi3XNTzThyl+GwWkxc+iOTov9j2XRxiuxT/4F1UbPTALLSR98Yi/nLfr5CI2uduWCyWO6bdBHceAesrDOyH3oPVam1Tfh/AjeHa0do7ESKRCE9Pz05Hjlsy9/RoNBrHT6t4ubS01PFYU1MTQqGQlStXdkl8XF1dO8xCEgqFjqrQtUQHWlot9fX1DqJTUVFBTk4OdXV1WCyWTsfgf3gTOGjQIMdYeH5+Pvv27cPX15fDhw+TkZHB6tWrqaurIygoqFOSI5VKiYuLIy4uDpvNRmVlJVeuXGHbtm0YDAaio6OJjY0lMjISiURCY2MjtbW1PP/881RUVJCZmcm+fftISkoiJSUFX19fRCIRkyZNIi4uzpEY3kpWDhw4wNChQykrK3Oc+5KTk1m5ciVTp05FLpczduxYoqOj+eSTTxAKhdjtdmw2W28cHjeNfnOVtdlsHTLfwFZC09j1pJPJZu+wQlNUo0VVe4kKbShL3tiDyWrDRSpiQrQPw2RmqnLhfx+/1zEu3vBNEWBHMbFlHNDYrOPA2pX4eUlJPv8SO+t+idbmgy3i37h9epFmVwkeq95m6dApna6b3W7vF+W4nqK/lA9vN8xm8wCh6SVYrdaBfdkL0Ol0/9UGhQKBAGdnZ5ydnbvMqtq1axdyuZyEhIQ25Ke+vp6ysjK0Wq3jMbFY7CA3Li4uyOVy5HI5zs7OHf4rk8kcDsw/hF6vbzMZdvnyZerq6lCr1chkMsck2A/JVUFBAeHh4UybNo358+c7Xk+tVnPgwAGOHDnShuQEBwcTHR1NdHQ0iYmJDB8+nKFDhxISEkJISAjp6emo1WquXLnCiRMn2LJli6OlGxgYiMVicaSlNzY2kpWVxSeffIKPjw9JSUnExMTg7+/PE0884ajWiMVi0tLSSE1N5eDBg6xdu5bFixfj7e1NVFQUOTk5pKa2eKf5+PiwePFi1qxpyTIcIDQ/QGeExk0uxlkqQtnQtfDIbG8hNAazlZPFag5crubglWqU9Q383xQV5ZrRLB0Xxl2xfqSEeyEVC/n000+x/KeUCGBrNqM7dRXnoX6IPZyg6iJH3vkdzY065kRd5Lj0j1SaIqh1+4p56/ajD/Zm+CcbcR7UtRdCT8I1+xPutPXtKwwQu96DzWbrV/b8dyqsVutAfAQtxC44OLhT4tEKu92OwWBwkBudToder6e5uZm6ujrH79f+a7FYuiU9zs7OREVFkZSUhFwux8nJCZ1O52hZaTQaGhoaqKioQKvVolKpsNlsnDlzpl07LSAggMcee8zxf7PZzNGjRzl9+jR5eXkcPXqUyspK6uvr8fT0JCgoiIiICGJjYxkyZAijR48mNDSUkpISDh06hN1u591330UqlTrG2UNCQkhJSaG8vJzLly+zZ88evL29iYmJIS4uDi8vL3bs2MHBgwe5evUqo0aNQqFQ8OGHHzJx4kTGjh3L+vXrCQkJcVgABAQEODSvA4TmB+iM0AgEAgLcnbqs0JSrm8mv0VJrMDHsjd0YzDacJELGRfnw5DgLQqOdn05Nx9/v+xl7g8FAcXExY8aMcTymPXkVu8mKIrYRvliM6mwGZ0uGMTzBF2Xqds5vq6NBtJcFO/ZDUhwj13yMqAdJzHcaQbjT1revMLAfeg82m22gQtMLGCDZLTAajT0iyAKBwEFOemrsaLFY0Ov1HZIdnU5HbW1tu8f1ej1SqRS5XI5UKkUmkyGVSpFKpXh5eVFfX09YWJijuma1WrFYLBiNRjQaDQaDwfF6Ol2LkWxwcDDx8fEO8iORSLh69SpFRUUUFxdz6tQptmzZgkqlwmg04u3tjYuLi2Nc3dfXl9raWgoKChCJRFgsFsfzqampCAQCampqyMrKQq/X4+npSVxcHBqNho0bN+Lq6srYsWO5cOECFy5cIDk5mfXr1zN37lyioqIAGD9+/EDLqSN0RmigRUejavy+QmO0WMksqedQXg0HLleTX63FNNwLiYuER0aFMjnWlzGR3jhJRFy9up2LueDi0rZPWlBQgM1mIza2RcBrN1nRZhQjcylGuu1ZbDIP9mgnoPCQYpr4KEc31WCxXWLuwW04p00k9J//RNhDTcCddmG809a3rzCwH3oPA4Smd3Cnta/7Cn1J7K5tUfUUrZUgvV6PyWTCZDJhNBodvxcXFyOVSrHZbG0e/+HfGY1GLBYL8H1CvVqtdmxrazhpfHw8sbGxDksQnU5HfX09Wq0WnU6HWq1upznSaDRIJJI2rTCZTIZEIkEikeDk5MR3332HVCpFLBYjl8vJzs5GLBYjk8koK2sJeP7kk0+Qy+XExsYydOhQx3r1B/QrQmO32ztM7vRwEpJX1cyqfZc5WqQms7QRg8WGWCggJcydOemR7FKASQAvJrSEuZkNzZgNoK6/gEAgxmrxbvPaFy5cQC6X4+Huhv7MZix7j2PTz0HhtgXDhN+QVeNHzdkvMaaF0by5GSeLmsnHPsRl1n14/uqX6CwW6GHKaCsD70+ppF1Bo9E4hHk/Zmi12oH90Euw2Wzo9XqMRuPtXpU7Gq0tkx/7ManT6Whubu53+6GVHPzQYO/QoUPExcX1yC3bbrdjNBrR6XSOc1BrJchgMGAymbBarY4qj8ViwWq1EhQURGVlJR4eHo7nWqsnNpsNs9lMQ0MDVVVVqNVqmpqa0Gq1bUiVxWLBbDY7XtNqtTquzZ1BIBBgtVpvet/1BvoNofkh227UmzlR0sCxwnr259XRbLLy1z2FhHvJmTtsEOMjPRkV5oGztKWfvOdKZUv+wQ+g1xchk4UiFH6vdLdarRQXFRHjK0Hx6b0Ia/O4almDyF2P+cnVaBu1nPrwRer8hbhfHoWz2czoU/+H57L/h9uK5dd9136n3eXfaevbVxjYD70HgUCAxWIZqNLcJIRCYb+5G76d6G/74doKjdlsdhCE1t8NBgPZ2dk4OTk5Hm8lEj/83Wg0OsaoRSIRIpHIcS66lqAADsKh1WppbGxEq9XS3NzsqNS0kpbWaTGpVOpoYbXqgdzc3JBIJMhkMpycnJBIJI4KjUwmQyQS4eTk5PjuCoVC5HI5cXFxJCcnk5qa2m90Xf2G0NgQIAmIZfUJFRl5NZyraMBmB1cnMcGecvKqtHz3/ERiB3WsWbEKRMjFgnZlQqOxBDfX+O8fN2oo3P0RRpOJxMpNiPyc0I/+GOthL7xmxGFXOPP5X36O1WbEVXA/bgZXhp37J+G/fgHPBx+8oW3T6/XIZLJ+7R9xLVxdXXFycrpj1revoFAoBvZDL0EkEiGTye7okeP+gNaL0I/9mHRxccHZ2blP9kOrhuaHOpnm5uY2mplrHzcYDA4NzbX6mWt/F4vFuLm5OQhJazXEaDRiNBrbaWhaW0Ot7SGpVEplZSUlJSUUFxdTWlpKeXk5KpUKk8mEj48Pzs7ODiGwr68v7u7uyOVyRCIRZrMZhUJBYGAg/v7+Dg1NeXk5er0eLy8v4uLiaGpqorCwEFdXV+Li4rh8+TJ2u53Q0FDOnz/fRkOTm5uLQCDoN23Q20poytXNZOTXkJFXw9H8Wrwe/CPv7s9naIgHP7s7mrQYH4YGe7DtrJJfbMrBSdI5CzTabLiJ2/oNWCw69PpSBg26HzRVcPI9OP0hV4zDEQuGEvngn7HH3oNm1TlEniZyvPNZ/c7vSSwVIfFLRWIYzJCCdST89WVcJ0++4e0UCARdluz6G+609e0rDOyH3oNQKMRkMt3u1bjj0d8qE7cLMpmsR5b7HU05dSTovfaxVs+kjiabFAoFfn5+7R6XyWSOKacfVkXq6uowGAzk5uYikUjajXT7+vq2ecxkMnHkyBEyMzO5cuUKJSUlVFZW0tDQ4JhyioyMJDU1lccff5wRI0YQEhJCSUkJBw8edASPymQyB7kJDAzEz8+P8vJyLl26xMmTJ/H29iY2Npa0tDSqqqrYsWMHJ0+eJD4+noULF6JUKtm/fz9paWmEhISwfv16Hn744TZBp0ePHv3xEpomg5mTRWoO59dwOL+W4toWJhro7sQ98T58+MdfUHpqNx7ObcvS3oqW/9dqjYR5dxz+pbPaiBC33ala3WXAjuulo5D1B7CasMfN4krFECIDQ5DGT8OQX4+pXENGUi7/2LmKeWeDcXIdhN00gRjVLlL++RLypKSb2u477cJ4p61vX2Hg4tF7EAqF/Srz5U6FSCTqN3qF2wkXFxfq6uqoqqpyEIdrjfiu/f1aEtHqQ+Ps7OyoaPyQnHQVU9PqQ1NbW0tlZSVqtdrhSePk5OTwoWnNswoJCcHV1dVRyZg2bVqb11Or1ezbt4+jR49y9uxZLl++jFqtdvjQxMTEcO+99zJixAiGDh3aZrKrrq6OvLw8Tpw4wdatWwkPD8fT0xObzcayZcscOp5WH5pt27bh6+tLUlIS06ZNQ6FQYLVaOXLkCKdOnUIulzNu3DiHD82FCxd4/PHH8fb2ZvPmzaSlpbUhMyqViqtXrwLtJSO3C31KaAxmK9ml9RwtrOVoQZ2jjSSXiBgT6cWSsWFMjPYlytcFrVbLu0uPtSMzAL6KFgfGWm3nd3haqxUX0TU7tSITbdYr4Aqu5w/CsIdg3M9QGeU0fvABk+LiACjdlYNRouNt82oWV4wAax02wXTC/j975x3X1L3//2cSNoS9wt5UGS7AXRfurddqq62t1avea293b+9tb+/63ttfb6e9ba1d1lbrrBVXHXUrDhBEBAQEQWSEHRJIyPz9QcmVggrKCNXn4+GjJTnjfbI+r/Oe8lQe/u8zWHbC/BmBQNCrFsYHC3kT5ubmD7wKnYRIJHrwWnYCtra2xpDErxGDwWBM9r1ZmNz8t0KhMHYKzszMbOHtcHFxwd/fv8VjbXUKvh0ajaaFULn5n06nM859cnZ2pk+fPsb/v924GLVazeHDh9m2bRunTp3i4sWLZGdnG8VL3759GTVqFH/5y18YPnx4myXper2e69evk52dTU5ODiqVirCwMIYNG0ZgYKCxU/Cnn36KmZkZeXl5JCUlcf36daKioli8eDFubm7G45WVlZGQkICdnR3Lly9HqVTyzTffUFZWRnFxsVEUyeVy8vLymDZtmnHfiooKNm3aZBR+v0pBo9MbSC+WcfpqJYl5lSQX1NCo1SMSCujn48Dvx4QwLNiVgf6OWJq1DB+JRKJbLqKuRkFz6woJhU6PnUgIOQfh9GooPIX8IWfM7Kyx/F0iiJu6Tmb+9BNCoRA3fzf+s+OfPFYymkOBF3nL52VSf/wWM6vheOjlTFr9FBZurafN3g1mZmbGUrzegIWFxYPFhwevQ2ciEolQKm/f7fsBd8bOzo6ioqKeNuOuaWuWU21trXGYpVwuN+Yb3tyAztXVlcDAQOPj165dIz8/v0XX3Y6g1+uRyWRtihaFQoGTk5NxpIGfnx8DBgww9nlpb7FA8yynQ4cOkZycTFlZmXHMwejRo3njjTduKV6aUavV5OXlkZOTQ05ODmKxmLCwMGbNmtVqlhOAg4MDrq6urFmzBisrK2JjY5kzZ06LZPybvTI3z3Kyt7dnzJgx7Nu3jwEDBqBWq7G1teXSpUv07dsXKysrGhoauHjxIomJiURFRXHu3LlfT8jJYDCQV6Hg9NUqTl+t5Gx+FXWqpoX7IU8xCwf7MzzEhbhAZ8RWt1fJVlZWxlKzX849crZtejOqbuGh0WtU1Ov02Kauh8z/gL0PTHwTufBHxBaOCH4WMwaDgczMTGw8bJh/YD5/zF+M2lLLE7N/yzfPL0codMXRKpQZ/28iFk6dl2zW2xZGCwuLB+W1NMXpe9P7ZsqIxWKKioro06dPT5vSqxGLxSZXqnwzWq22lWC5efL2L6dtOzo6EhgYaJy63d5p246Oju1+HZqnbZeUlFBWVkZlZWWLadvN/0JDQzs0bfuXSKVSdu7cycGDB40CJjQ0lGHDhrF69Wpyc3NZunTpLQd3NmMwGLh27RpJSUnk5+fj4+NDeHg4o0aNanPadjPFxcUcPnyYuro6tFotK1eubOU1amxsZPPmzYhEIpYvX95i2rZGo+HMmTNMnTqVyspKPv/8c7y8vFAoFNjY2LB9+3auXr1KeHg4jz76KPv27aOurs7Yw8YU6LCgKalV/uyBqSIxrxJpXdPC5+NkzeRICcNCXBgW7IqbuGPTmoVCIRYWFpSVleHj49PiOQszIQ7W5q09NPVVkPwlyuRvYeC32OkbYfZaiJyLXgCK4//F1+UJ4+Zp+WlUV1dzweUCo82HMkjRF3G8D/v/+CKNWg12DmOZ/c9JWDl1biVG88LYWxq19TYB1lU8EHadh7OzM4WFhT1tRq+npwWNVqttIVB+KVgaGhqM+SOOjo44ODgQGBho/Nve3r5T7uZdXV0pLy9v9Zt6s3hp/m9jYyMSiQSJREKfPn1wc3PDxcWlw6GoX1JRUWH0wJw/f56ysjJCQkIYOnQo7733HlOmTGkxkHXr1q0UFhbeUtAolUrS0tJITk7GzMyMmJgYZs6ceUexUFVVxZEjRygqKmLUqFH079+f3bt3c/jwYaZMmWLcrqGhgY0bNyKRSJgyZUqr9+HkyZNIJBIGDRoEwNixY8nJySExMRFLS0uCg4OZPHkytra2nDp1CpFIRGVlJRYWFr3TQzP2nWPk/5zI62JrwdBgF4aHuDI82BU/l3sfHW5tbU15eXkrQQNNXpqaBk3THxU5cPYTSNsEWhWKsNkA2I14BnyaYoT1iisYDGrEdhHo9Do2ZG3g4E8HCSGERx9+lAmX+tNoWUPGur9TpK3G3DqW2a/Pwt6988tKhUKhsfX0vX6JuoPeJsC6igfCrvNorrB4wL3RHYJGp9NRW1trTH5tHr5YVVVFQ0MD9vb2RrHi6OhIcHCwUbCIxeJuWdyaz5OWlkZdXV2b4iUiIoLx48fj5OTUab9jFy5c4Ntvv+XgwYPk5eUREhLCkCFDeO+995g0aVKrhno3069fP06ePMmAAQNaPF5aWkpSUhJZWVmEhoYyc+ZMfHx87mizXq/nzJkznD59mqFDhzJr1izj+jJx4kTWrFlDSEgIYWFhKJVK1q9fT2hoKOPGjWt1bK1Wy4ULF1iyZInxMXNzcyIiIiguLsbKyspod3FxMWfOnCEiIgKZTGYy3hnooKAJcLXlscF+DA9xJdxDjLCN6db3go2NDVKptM3n7K3MqKuWwnfzIWc/iCyh3wIY8jsUdgFw7gp2N+XlKOQZAFQZbHh+3yIuV15mpmomPn4+zPOciXRTCqrSU5zX1iMQOjH9hd/i7nfnuUx3S/Pdfm8QNL1NgHUVD0JOnYeHhwfFxcU9bUavx8bGxtgevz2hmVvR3JW9rRwSmUyGvb29MRTj6elJREQELi4u3SZYfkl9fb3R69IsXpRKJYmJiYSEhHSJeIGmMMzevXvZsmULx44dQ6FQMHToUJ555hkee+wxHBwc2n2s0NBQfvzxR0pKSnB3dycjI4OkpCQUCgUxMTGsWrXqtoLoZiorK0lISEAkErFs2bJWE9itra155JFH2LRpEzNmzODkyZMEBwe3KWYAMjIykEgkuLi0zhsNCQnhwIEDjBw5krKyMjZt2sT06dPZu3cvNTU1t02G7m469I346snYrrIDaFLdFRUVLR/UqiHjB+wrK6hr1EJ9Moz+E8Q8DXZN3hiFvAGghaCprUtHjxmPH3oJsaUDf4v+G+m70ukf1Z+a7RcxaBs5oS5Gh4phjzxLYLSkS6+tt93t9yYB1lWYmZkZO3Gaiku1t+Ll5UVmZmZPm9HrEQgE2No2VYXeLp+iGZVK1aZoqaqqwsLCokUOib+/Py4uLjg5Od2TWLpX2hIvbXle0tLS0Ol0xMfHd+r5a2pq2LhxIzt37uTcuXPGZNnPPvuMKVOm3HVXXKFQSN++fUlISEChUODl5cXIkSMJDQ1t9+/LzV6Z0aNHExsbe0sB5+Pjw7x58/j222/x9vYmPj7+ltump6czcODANp8LDAxEp9Nx8uRJzp07x7Rp09Bqtdjb2yOXy02q+7fJdAqGpgz+ysrKpj8aquHC13D+M5CXYi94jRK7cHg+A8xburgU2qa+DM1l22dKzpBT+D1anZ4JgZP4Y+wfuXjmIgCemddpvO5KSf0NavQF+EaOZ+jsEV1+bb3tbr+3CbCuQCAQGIWddTsHkT6gbXx9fTl27FhPm/GrQCwWU1dXZxQ0BoOBmpoaysvLW4kWtVqNi4sLrq6uODs7ExYWZhQwphIqkMlkFBQUGP8plcp2hY28vb05c+ZMp9gglUr55JNP2LVrF1lZWQQHBzNx4kTeeecd+vfvf8/Hl8vlnDhxgsuXL6PRaFiyZEmLni7tob6+nm3btgG06ZVpC6lUiru7OxqNho0bNzJ9+vRWQthgMFBcXMysWbPaPEZDQwMWFhacPHmShQsXEhAQwNdff42npydyubxNr05PYVKCxt7eHrOaPNjzQlN+jKYBgsbAjI+wv+SOLKu8lZiBpqZ6AFqtnFdP/ot9+Xv4fz6N2LiM5ulB/w+DwUBGRgZeIhHag9cQebuQJDuKldiT2X9c2S3X1tsSTHubAOsqmvt+PBA094afnx9VVVU9bUavR6FQYG1tzdmzZ0lNTaW8vJyKigpsbGxwc3PD1dUVLy8voqKicHV1xc7OzuTy4Orq6loImMbGRgICAvD392fo0KG4ubm1y+aAgAC+//57VCrVXYkzpVLJV199xYYNG0hNTSU6OpoFCxawePHidg2RbA8qlYrTp09z4cIF+vXrxzPPPMOBAwfIysrqkKApKytj8+bNREdHM2bMmHa9PtXV1Rw/fpynn34aJycnTp8+zdq1awkODiYmJgZ/f38EAgG1tbXG5oPNGAwGY27PlStX6N+/P2KxmKSkJHQ6HTU1NVhYWFBfX49E0rXRjY5gGoJGr4erh3hvwDUGiFIg1RKi5sHQ34FHBAD2V7OoU2na3L1K3fT4y0eXo228waqIR7CsW0+YZAIApdevU1lZSUx6LmYhy8lWXKVRV8Njr76LeTe5y3qbx6O3CbCuQiwWo1AocHV17WlTejVBQUHU1NT0tBm9BrVaTXl5OeXl5UilUuP/6/V6bGxsEAqFDB48mAEDBuDu7m4y3pa2uFnAFBYWolKp8Pf3JyAggCFDhrRbwPwSCwsL/P39uXr1KpGRke3aR6fTsXPnTr788kuOHz+Or68vc+fOZfv27Xh7e3fYhluh1Wo5f/48p0+fJiwsjOXLlxvzbeLj4/n000/p06dPu0RNRkYG+/btY/Lkye2+ToPBwK5duxg5cqTRgzJy5EhiY2O5dOmSseTa09MTS0tLzM3NOXHiBCqVCqlUSmlpKVZWVgwcONCY26PVavn+++/ZtGkTMTExXLhwgYaGBpOaz9azgkZVBxe/g/NroToffxsrtlSGM/+tfWDbcgGxtzJHrdWj0uhazHTKrs7m48v7wHwMDzl48/chq7FqSCGrDuwd+qOtrCTx7bcRODsTHLUArVJPVvWPxM2ahyQktNsu1dLSslcJBGtr6wet6mkKg5py34/eQnBwMHK5HJ1OZzKTeU0BnU5HVVVVK+GiUChwc3PD3d0dd3d3QkND8fDwwM7OjuLiYvbu3UtMTExPm98mcrm8VQip2QMzePBg3N3dO81rFBYWRk5OzjrYlB0AACAASURBVB0X+tOnT7NmzRp+/PFHLCwsmDFjBmfOnCE6OrpT7GhGr9eTlpbGsWPHkEgkLF68GHd39xbbiMViJk6cSEJCAsuWLbtlvpLBYODYsWNcvHiRRYsWdcgTcv78efR6PYMHD27xuJWVFXFxccTFxdHQ0EBpaSkXL15EKBSi0WiwtrZm8ODBSCSSVoM/zczMsLOzw8fHh4KCAnQ6HUql0qQGpfaMoKnKa8qNSd0Iajn4xMHY1/nHZ0fJKyxkvm3ru2F766bk1DqVBitzEQ2aBtakreHbzG9ROz+G0NzA+vGfIBQKuVK2DpHIDtENHddWzic/ZhDedi7YVTlwpe4C9t6eDJu3oFsvubd5aJpbXt/vPBA0nYOtrS2WlpYUFRUREBDQ0+Z0OwaDgbq6OqRSKVKplIqKCqRSKdXV1Tg4OBiFS79+/fDw8MDJyemWiaIeHh5UVlbec6VTZyGXyyksLDQKmPr6egICAggICCAuLq5TBcwvCQsL4/Dhw20K5eLiYt5++21++OEHamtrGT9+PFu2bGHs2LGdnuRvMBi4cuUKR44cwcbGht/85jf4+vrecvuoqCgyMzM5ceIEY8eObfW8Xq8nISGB6upqli1b1iEviEwmM4aabnedNjY2BAcHo1Kp0Ov1jBs37rbHvXbtGtnZ2axcuZJDhw4BTZ7EOzUK7E6679tgMEDeETi3FnIPgtAMIufA4OXg3dTIx94xDbn8cpu721s1mVqn1JJZe4x/n/s3pfWlzA2dS5XDHI7Vqoxvnkx2EVu9P9cXPk6FpwcNNjaE10rQGrRky88y/09vITLr3uodGxubXjWDpacbeJkKzSGnB9w7jo6O5OXl/eoFjcFgQCaTtWjwVlpailAoxMPDA3d3d4KCghg6dCiurq4driQ0NzfHxcUFqVTaqWGS9qJQKFqEkBQKhTGEFBMTg4eHR7fl7djb2+Pm5kZubi4P/Tyf78cff+Tdd9/l9OnTxMXF8X//938sWLCgyyo2i4uL2b9/PxqNhgkTJhASEnLH6xcIBEydOpVPP/2U0NDQFuJHp9OxY8cOGhsbeeKJJzpsd1JSEtHR0e1O1rWwsLijN16pVLJr1y6mTZuGmZkZV65cwWAwYGZmZlLh+K4XNI0KuLS5SchU5oCtO4z6I8QsMc5XakYsFt9y3ov9z6MT/nH6bVLrdhDiGML6SesZ6DGQpy9fw+nnOxWtth6FPAu7AyLMvftQMf9RBNnZROndyJGdI3buXNz8Arr0kttCLBZTXV3d7ee9W8RiMaWlpT1tRo8jFouNE2UfcG+4uLiQn59/xzvB3sTtxItEIsHLy4vY2Fi8vLw61TUvkUgoKSnpFkFjMBiQSqXGoYjV1dX4+/vj7+/PoEGD8PDw6NG2BoMGDeLUqVNs3bqVdevWIZPJmD9/Pl988UWXimetVmsMCcXHx9OvX78OCTmxWMzMmTPZsmULTzzxBO7u7uh0OrZv345er2fBggUd9sBptVouXrzIk08+2e59PDw8kEqlt2ykqlar+e677+jTpw9hYWGkpqbi4+PD6dOnsbKyajE+oafpOkFTkQNJXzRVKzXWgaR/01iCiNlg1nYjHjc3tza9Alq9lhMlPwEOpEmzeG74czzR9wnMRU0ip0qtxdlchF6tpuDD52GgAXtxNO6ffcblNWvw1DqDXketSw3jZ9zdMLN7RSwWc/369R45990gFovJycnpaTN6nAcems4jODiYlJSUnjbjrmlLvJSUlCASibpUvLSFl5dXl95w6HQ6CgoKjCJGKBQSHh7O+PHj8fX1NZk8qOTkZN588032799PSEgIf/rTn3jqqae6vH9WcXExO3fuxNXVlRUrVtx1YmxYWBgTJkxg48aNLFq0iOPHj6PT6Zg/f/5dvcaZmZl4eHh0yGvS/Fmtq6tr1ShQo9GwZcsWXF1dGT9+PND0mg8YMICdO3dia2vbYoJ3T9O5gkanhex9kPQ5XDsBQnOImAWxy8A3Du6gXr28vFoJmvSKdP5x9h9kFCuAVfw57m/Mj+rbYpsarY5AkYDrTz5FjXMSDAT/5z/m+zXn0KEm0uDFVUUK41//A8Ie+iLa2dn1qoWxt9nbVTzIoek8YmNj2b17d0+b0S6axcsvG7z1hHhpCy8vL5KTkzv1mEqlktzcXLKzs8nLy8PNzY3w8HAWLlyIq6uryZR/azQavvjiC9asWUN+fj5Tp07lgw8+wM/Pj4kTJ3bpuW/2ykyaNImIiIh7fl2io6PRaDR8/vnnuLu78+STT961YExOTmbYsGEd2kcgEBgTffv162d8XKVSsWnTJhwdHZk+fToCgYDi4mIaGhoQiUSUlpZia2vb4X46XUnnCBq5FFLWQ/I6kJc0Tbse+xcYuNjYzbc9SCQSGhqauv5Wq6pZnbKaHbk7cLd25+W4V/h7gRY7s9bNhKqVKkKTz6LKyED4TiTWVjUc3yjlRmU+5tYi3DQ2iKdH4ezV/fHmZnpbTkpvs7ercHR0RCaTPegW3AmMGjWK9957r6fNaJP6+nqKioooLi42OfHSFhKJBIVCgUwm61D7/V9SVVVl9MKUlZURGBhIWFgYU6ZMaXcb/u5CJpPx97//na+//honJyeWLFnCs88+i52dHTU1NXz++eeMGjWqy0rYi4uLSUhIwMXF5Z68Mm2hVquxtbWlpqaGvLw8wsPDO3yMsrIyZDIZYWFhHd63f//+JCYmGgVNZWUl33//Pb6+vkyePNko2s6dO0dMTAxXr17l+vXr2Nvb/0r60BgMcP1MU1gpcxfoNU1N8Ka+A6ETQdTxQ3t5eVGvrGfTlU38N/W/KDVKFvddzIp+K6iWC/k7R1FqdC32ke0/QLWZCw71Cvw3biS5dhnq6ofIu1iG1rOKEI0HVXalDJn05F1famfQLBB6y8BHW1tbGhoa7vuF3NzcHFtbW2QyWbs6cz7g1sTFxaFQKCgpKenRuzq9Xk95eTlFRUXcuHGDoqIilEolPj4+Jile2kIoFBIaGkp2djZxcXHt3k+v13Pjxg2jiFGpVISFhTFs2DACAwNNctRJSUkJb7zxBlu2bKFv37588803TJs2rcU2Tk5OhIWFcebMGcaMGdOp5+8Kr8zNXL16lcTERJYuXUptbS0JCQlkZmYyadKkDjX0TE9Pp1+/fnf1ex0WFmacM3Xt2rU2RytIpVLy8/OZOHEix44do7S0FGdn517uoWlUQPpWOP8FlGeApQPELWuareQack/GFGgK8P2TL/8+928GSwbzp7g/EewYDECDRVMWtupnQWPQ66n86GMKv1qH7v2vCJw3B0GgNepEKdIrY/AYpKXyhg4/rSPRz916hkV3YW5ujpmZGSqVqld0nRWJRFhbW1NfX2/SP+zdgYuLC1VVVQ8EzT1ibm6Ov78/hw8f5vHHH++286pUKqNwuXHjBsXFxdjZ2eHr64u/vz/Dhw+/6+ZuPUlYWBgpKSl3FDRqtZq8vDyys7PJzc1FLBYTHh7O7NmzkUgkJnvdubm5vPbaa+zdu5chQ4awf/9+hg8ffsvtR48ezWeffUZsbGyneU+60isDTZ6QH374gfnz5+Pg4ICDgwMrVqzg8OHDrFmzhqlTp7bbW1NSUnLb1+d2CIVCIiMj+eabb/D09GxztMKRI0cYMWIEZWVlKJVKYzKwKf0udkzQ7Hvlf0m+HlEwfXVTR1+Le3NNVjRU8N6F99iTvwdzsTlPuz/Ns+OfbfFFa26mp9Lo0NfXU/Lqn5AfOoR64RMAeDo5cvHkbhCBxC+Oy7np2Out8Rrog62radTJN3tpeoOggf/lj9zvgsbZ2ZmqqipCQu5NsD8A+vbtS2JiYpcJGoPBQFVVFUVFRUYBI5PJ8PLywsfHh8GDB+Pj44ONjU2XnL87CQ4OJiEhgcbGxlYTj+vq6sjJySE7O5vr16/j4+NDeHg4o0ePbtdQy57kwoULvPbaa5w4cYLx48dz7ty5dnXIdXR0JDo6mhMnTjBlypR7ssFgMHDy5EnOnz/fJV4ZaBLamzdvZty4cfj5+Rkft7CwYPLkyfTp04ddu3Zx8eJFhgwZgp+f3y1taB5VcDfhn+rqapKTk0lNTcXS0pKoqKhWIuX69etIpVLmzZvHwYMHqaqqMrYcMCVB3DFBc2Ed9J3Z7iTfO6HRa/gu6zvWpK1BrVOzLGoZnz39GdYrrFu9SNY/CxpFZQ0Fj71AY24u7q/+kaoZcyEtD1VuHTfyT+IYbIWrtyNVmQ30w4+AuUPvycbOpDnR9pedI00VJycnampqTMql2BO4urr+b2jqA+6Jzk4MVqvVFBcXt/DAWFhY4Ovri6+vL7GxsT1eVtxVWFpa4ufnx9WrV4mIiECpVJKRkUF6ejoVFRWEhobSv39/fvOb37QSPKbI4cOH+etf/0pqaipz5swhMzOzw2XXI0eO5OOPP2bw4MF3PTRRrVaTkJCATCZj+fLlXXJD1zyaICgo6JZTrgMCAlixYgWpqans3r0bkUhETEwM0dHRrd7PmpoarKys2p33pNfryc3NJTk5mZKSEvr168fy5ctRq9WsX78ePz8/Y/WSwWDg0KFDjBkzBpFIRE5ODgUFBTg4OJjcyI2OCZoXslqNJLhbzpae5c1zb5Ivy2ek90hejXsVP3s/9nnsa7Nc2FwkxEwA0q3foykpwXftWuxGjkBa1tTbJX93AUNH5+Ho0J8z24+DNcROGI5AZDrqsbcl2jZ7Ju53XFxcHpSwdxL3khjcXHl0s/elsrISDw8PfHx86N+/P9OnT7+vPIrBwcGcP3+e9PR0CgoKCAkJYdiwYYSEhJhMafWd+Omnn3jllVfIy8tj0aJF/PDDD3ddCmxra8vIkSPZvXs3ixcv7rD3QCaTsXnzZjw8PHjyySe7rBNzRkYGlZWVzJkz57bbWVhYMHjwYOLi4igoKCApKYkjR44QGhqKt7c3EokET09PSkpKbuud0ev1VFRUGKv2cnJysLOzIzY2lkceeaRF7tSECRPYsGEDTzzxBC4uLiQlJQFN3Y2lUilCoZCcnBz8/PxM7rvWsXerE8RMWX0Zbye9zcHCg/jY+fDR2I8Y5TvK+Ly/vz+FhYUt9jEYDNRs2oS52pJGGzsCtm7BMjAQgCuFMgCCJQKEVtepzHFHbmmORGSD97COZ3t3JXZ2dtTV1fW0Ge3G1dW11XtxP9KcQ/OAeycuLg65XN7uxODa2toWc4G0Wq3R+xIVFYVEIjGJ9v/dicFgoKCggEuXLpGVlYVGo2HatGnMnj27V3himrlw4QLPPfccaWlpLFu2jBMnTnRKjsrgwYPJysri/PnzrWYZ3Y7r16+zbds2hg0bxpAhQ7oslKJQKNi/fz+PPfZYuz+7AoGAwMBAAgMDqaurIzc3l9LSUi5dukR5eTnm5uaIxWJ2796NmZkZAoEArVaLVqulqqoKqVRqrEjy8vJi/vz5txRA/fr1Q6fTsX79emMC8JIlSxAKhWRnZxMcHExRURFBQUEm573vtl8CtU7N+oz1fJ7+OXqDnt/3/z1PRT6FpajlF9DPz4/Ll/83/kCvUlH2t78j27kTixn/wnriJKOYKbpSTVKaFIsgS0bPU3IlB+TZzsiFjYyMfRiB0HS8M9Dk8SguLu5pM9qNi4tLr26E1lk4ODhQX1+PRqMxySqQ3sSdEoObBUzzbCCNRmOcCzRixAhcXFxMKmbfnUilUi5dukR6ejq2trZERUUxZswYtm7dip2dXa8RM/n5+Tz77LMcOXKEBQsWkJCQ0KnzgIRCITNnzuTLL78kNDS0XcdOSUnhyJEjzJo1q0tz5QwGA3v37mXAgAF3LQbs7e0ZNGiQ8W+dTsc333yDRCLBzc0NrVaLXq83FqL0798fiUTSoc/HwIEDsbW1Zdu2bXh7e+Pg4IDBYODy5cu4ubnh6OhIY2Nji9wfU6DLBY3BYOBk8UneOv8W1+XXifeL56XYl/C2a7snjEQioba2FgD1jWJu/OEZGjOzcP397zGXidH/PIOp9Got+z65ROMIMd42llRVHEevE6AhAjNBDdGjB7V5/J7E1dWV9PT0njaj3TzwTDQhFApxdXVFKpXi4+PT0+b0em5ODJbJZC08MGq12ihghg0bZlIN3XoCmUxGeno66enpNDY2EhUVxaJFi1rk4Q0aNIjk5GRCQ0N70NI7U1FRwQsvvMCOHTuYOHEiGRkZXTaawMXFhZEjR5KQkMDixYtvmUOl0+k4ePAgeXl5PPXUU3edd9NeMjIyqKqqYu7czutYLxKJEIlEhIWFERQU1GnHra2txd3dHbFYzMcff0xISAgGg4HMzEz8/PzQaDQm1YMGuljQXK25ytvJb5NYkkiAfQBr49cyzPv2XQybuwUrTp+m5IUXMej1+Kz5BPGYMYj+/RN6vYHywjp2f5SGnZMVZoF2eAgFFBccwFwj4ZqghoeCw00uWQl6n0CwsbFBr9fT0NDwq6gKuReaZ+c8EDT3Rl1dHcHBwfz00098+OGHNDY2EhAQgL+//wMB8zMqlYrMzExjOKFPnz5MmTLlllUukZGRHDp0iNraWpOsYFIoFLz22mt89dVXxMbGcubMGaKjo7v8vIMHDyYvL4+DBw8yadKkVs83NDSwfft2RCIRS5cu7fI1Q6VSdTjU1F46e/J6QUEBJ0+eZMmSJcbIwrZt26ivr+fQoUN4eHhQUVFxf4ScqlXVfHLxE7blbMPW3JY/xv6R+eHzjbOXboe/nx+zdHqKlv0Wy+BgfD76Lxb+/gCIBAIa6tXs+vAiVrbmzHi2P//NyUcivYG5WIagcBAagY6YEe1vNNWd2NnZoVarUalUJim4folAIMDV1ZWqqqr7XtB4eXn1qnChqVBXV9diMrNSqSQkJIRPPvmEmTNn3rYU9X5Cq9WSm5tLeno6+fn5BAUFMXjwYEJDQ++4UJmbm9OvXz+Sk5OJj4/vJovvjEaj4c033+SDDz4gKCiIPXv2MGrUqDvv2EkIhULmzp3LF198gbu7e4tqovLycjZv3kyfPn0YN25ct1TBnT59mtDQ0C4RATqdrtOuoba2lu+//57Zs2cbw3X29vY0NjaycuVK3nnnHRYuXEhZWdmvO+Sk0Wn47sp3rE1bS4O2gQXhC1jZbyWOVu27a9Ap6rH5+BNWisXYxMfj++a/Ed5UhiYwQGFGNYPMbZn53ADsnCwpVTbiJc1AEAg36sQ4Ozrj/7MAMjUEAoHRS9MdU3I7g2Z7bx5vfz8ikUg6fXbOrxGFQsG1a9eMIkapVOLv709AQACDBw/G3d0dgUDAO++8w7Fjx1i8eHFPm9xjGAwGrl+/bkzu9fDwICoqihkzZnT4hicmJoZ169YxevRok0iS3rZtG88//zw2NjZ8/vnnnRpi6QjW1tY8+uijrFu3DldXV/z8/CgqKmLLli2MHz++xeyirkQul3PhwgWWL1/eJcc3MzNDp9PdecM7oFar2bx5M8OHDyc4ONj4eEpKChEREaSmpiISiXBycqK2trbFNqZAp3zyDQYDR4uO8m7yu1yXX2eE9whejnmZIMf2x/Ma8/O5seoZ1IWFfKJsYMqkifjfJGbqKpUo69ToETLzuf44uFlzQyqlEQE+9mrQCymUWzNu3CCTvuNr9nj0FkHzoHS7CQ8PD6qqqh4kBv8CrVZLUVERV69eJS8vD5lMZhQwcXFxRgHzS+Lj49m+fft9KWjq6+tJTU3lwoULWFhYEBUVxfLly+9pJpOLiwseHh5kZmZ2SzjnVuTl5fH000+TlpbG66+/zvPPP9/jPYBcXV2ZNWsW27ZtY/z48Rw4cIDZs2d3a6PM48eP079//3t6j2+HmZkZWq32no6h0+nYsWMHEomkRXWYTqfjwoULLFy4kD//+c/ExcVRV1eHlZUVFhYW92p6p3LPgia7Opv/JP2H82XnCXIIYk38GkZ4j+jQMeoOHaL01T8hsLTE78svSXvlZRzPnGHyz90eFTUqdr6fisAAkjAnnDxt0et0bFn/FcROxs+uEq1CAlh2m+K+W3qbQHB1dW1RdXa/YmZm9iAxmKabl+rqavLy8sjLy6OgoAA3NzeCg4OZMmUKPj4+7VrAFi5cyKxZs+6bWWEGg4EbN26QlJREbm4uDz30EPPmzevU8ENsbCyJiYk9ImjUajWvvPIKX3zxBVOnTiUvL69TK5fuldDQUCIiIti5c2eXVzL9kqqqKjIzM1m1alWXncPS0hKlUnnX++v1en744Qf0ej3Tpk1rcROSk5ODk5MTHh4eHD58mKeffprMzEw8PT07w/RO5a4FTaWyko9SP2JH7g4cLB348+A/My9sHmbC9h/SoNNRsfpDqj77DKuoKHw+XI25REJ0dDQXL14EoL62kYQPLqKq12AvscLMqqlZ1Nkdm8n9WRjYm1+motKV8PDwTp+10dn0tiZtEomEQ4cO9bQZJsH9mhjc2NjItWvXjF4YnU5HcHAwUVFRzJw5867yq0aMGIFQKOT48eOdPkzQlFCr1aSnp5OUlIRGoyEmJobJkyd3yfiTmwcMdmey5tatW3n++edxcnLi0KFDDB1qOt3Zm8nJySE9PZ3Bgwdz9OhRfH19u20G0bFjxxgyZEiX5iG6u7tTVlbWrhERv0Sn07Fz506USiWPPvpoi4aMBoPBOGE7JyeH8vJyfH19OXnyJH379u3MS+gUOixoGnWNbMjcwOfpn9OobWRR30Usj16Og2XHXGnaqipKXn6F+sREHOfNw+P11xD+XCfft29fTp48Sb2skZ3vp1Jf28j0Z/rx7y9OIxAJKMpM5+z3W7Ce2dTHwl1YyrWqwUyfZnql2r+kt1U6OTk5oVKpqK+vb3db7V8r90ticPNcmGYBU1ZWho+PD8HBwcTFxXXKIEehUMiIESPYuHHjr1LQVFRUkJycTHp6Ov7+/owfP56goKAuDYc3v6ZHjhxh0aJFXXaeZnJycli6dCnp6em88cYbPPvssybpbbty5Qp79uzhsccew9vbG2dnZ77++msef/xxXF07p/P9rairq+Pq1autpoN3Nl5eXpw7d67D+2m1Wnbs2IFGo2HBggWt8q/y8/NRKBRERETwl7/8hUGDBlFeXo5Coej9guZQ4SHeTX6XYkUxo31H8+KgFwlwCOjwSRuSkyl+4UV0tbV4/vMfOM2b1+L5sLAwVAotO99LRVHbyIxn+iEJaUoszq+sZ++HX+HoKaHMKxIrrQIbgxIBoZ1ag99VNAsag8Fg0rk+zQgEAiQSCaWlpff9cEY/Pz8SExN72owuQS6XG8NI+fn52NjYEBwczMiRI/H39++SvKF58+bx+uuvd/pxewqdTkd2djZJSUlUVlYyYMCAe86N6SgDBw7kzJkzXLt2jcCfG5B2NiqVipdffpmvvvqKGTNmkJCQYFITl28mNzeX3bt3s3DhQqPXKjY2FgsLC77++mtmz57dpYmtKSkpREZGdnnTw+bf6I6sKwqFgi1btmBvb8/8+fNbiRmDwcDhw4cZM2YMQqGQffv2MWfOHHQ6HY2NjYSFmVYnfuigoHnh2AuEOoXy+YTPGSIZ0uGTGfR6qr/6ivL3P8Dcx5uAtZux6tOn1XZ+XkEsiHsFxc+emWYxA+AsUNFYX8+cF//GwbQaXJ0qkNW6079/jEneHfwSKysrLC0tkclkJtkzoi28vLwoKSm57wWNm5sbjY2NyGSybl2kuoK2knkDAwMJDg4mPj6+W65v7ty5LFu2jJycHJP8cWwvdXV1pKSkkJKSgrOzMzExMfTp06dHZimJRCLGjBljzHXo7JumPXv28Nvf/hZXV1cOHz7MkCEdXwe6i/z8fHbu3MmCBQtaheD69euHo6Mj27dv77JRBzqdjpSUlG7xlonFYszMzNq9rpSUlLBlyxYGDhzIww8/3Oa1Z2RkIBAI6Nu3LzU1NWRlZTF06FDS0tJQKBQm+Z3tkKB5Y+gbzAmZg0jY8S+qrraWkj/9GcXRo4gnTkTyr/9D1Ea+S0OdmqQt5TjYuDJ0gTdeN4kZHystllUljHt6JRbZcMNSh5ughNpaLyZOaHtiqSnSnIvRWwSNRCIhIyOjp83ocQQCAf7+/hQUFJh88nlbyOVycnJyjNNym5N5p06dire3d7ffEFhZWTFo0CDWr1/Pv/71r249973SPE8pKSmJa9euERkZ2aqDb08RGRlJYmIiV65coU8bN4x3g0KhYNmyZezZs4fXX3+dl19+2aRvIAsLC/n++++ZN2/eLVtO+Pv78/TTT7N582akUinTpk3r1JL37OxsnJ2du+0z0d51JT09nf379zNt2rRbfj50Oh1Hjx5l6tSpCAQCNm7cSHBwMHV1dchkMurr602yUrdD7968sHl33qgNlOnpFD/7HJqKCjxeew2nRQvbVIQNdWp2vpeCoraRnRf/i0f+40QPbfIKXEtNpr6uDnc3d8L7DqPsgxRK460Iohxnp+HY29vflW09gZeXF6WlpSYZg2wLLy8vfvrpp542wyQICAjoNYLGYDAglUrJzs4mJyeH6upqQkJCiIyMZNasWV2SmNpRZsyYwXfffddrBI1KpSItLY3k5GQEAgGxsbHMnDnTpOYoCQQCxo0bx/79+wkPD79n4bFnzx6WLVuGr68vaWlpJh/aLy4uZuvWrcydO/eOoxUcHR1ZsmQJu3fvZu3atcycObPTkv6TkpKIiYnplGO1Bx8fH65du3bLdaWhoYH9+/dTXFzM448/ftsqpdTUVBwdHY3v9c6dO5k4cSIFBQVIpVIcHBxMUtB2qUUGg4HqDRspeGwhBgwEbPgW58cX3VrMvJ+KvFrF9FXRiD1FxiSnuspy9n30LiJzCyRBwcj25iO3EVIvMMNZW8OAAV2bcNXZNMc7ews3Jwbf7zQLGlNFp9ORl5fHvn37WL16NVu2bEGpVBIfH89LL73E3LlziYqKMgkxA/D444+TlZVFTU1NT5tyW8rKyti9ezerV6+mqKiIadOmsXLlRmB7+AAAIABJREFUSmJjY01KzDQTHByMWCw2VoveDQqFgkcffZRHH32UF154gbNnz5q8mJHJZGzZsoUZM2a021YLCwvmzp3L6NGj2bx5M4cOHbrnni41NTVUVFR0moesPfTr14/Lly/T2NjY6rkrV67w6aefYmNjw4oVK24rZtRqNcePH2fcuHFAU8fnc+fOMWvWLHQ6HVVVVSb7OeiylpI6hYLSv/wF+Y/7sRs1Cq+3/h+iW7jCjGKmSsm0Vf3wCnUiOjqas2fPotNq2PP+W+h1WqwdnaFei+paDbLJPqCXIW4UdFnyW1fRnJPyIDG49+Hm5oZarTapuTlKpZLc3FxycnK4evUqbm5uhIWF8dhjj3VKRVJX4unpSXh4OB9//LHJJQgbDAauXLlCYmIidXV1DBo0iN///vcm3xoC/uel2bp1KxERER0WXb3NKwNNC++WLVsYPHgw4eHhHd4/IiKCgIAA9u3bx9q1a5k8efJdX3d2djZhYWHdmkdlb29PYGAg6enpRs+QTCbjp59+oqSkhLlz57ari/6ZM2fw8/Mz5h1t2LABZ2dnbG1tsbe3p6qqyiRL86GLBI0qO5viPzyL+sYN3F96EeclSxDcwj2llKtJ+OBnMfP7fniHNWXLR0dHs23bNk5sWEfp1WymP/8q246r0ZbUY+bmQIbjDagWE+oYbNI/2G0hFosRiUS9KjG4OT57vwsagUBg9NL079+/x+yorq4mOzub7OxsSktLCQwMJDw8nEmTJvWKBfdmVqxYwTvvvGMygkan05Gens7p06exsLBg+PDhPPTQQybpYr8dzaX2P/30E1OnTm3XPjfnyrzxxhu8+OKLveK6DQYDCQkJuLm5MWzY7Qcg3w5bW1vmzZtHVlYWe/fuxdHRkXHjxnW4r092dnaPJEzHxMRw4MAB+vTpw+nTp7l48SKDBg1ixowZ7apUrKio4Ny5c/z2t781Pvbxxx/zxBNPUFhYiFarpa6urke7Ud+OThU0BoMB2Y4dlP3jn4js7fH/eh02sbG33L5e1tQ0T16pZOqqfniH/6/0b9CgQbgI9aT8uIsBk6cTNmQE2gMHETSCw7QgUgt3gHkM8ZGtp6j2BnpbYrCvry8pKSk9bYZJEBAQwLVr17pV0Oj1eoqLi40iRqVSERYWxrBhwwgMDOzV4xiWLl3Ka6+9xoEDB5g4cWKP2aHRaEhJSSExMREXFxcmT55MYGBgr7thupmJEyeyZs0a+vbte0dP9t69e1m6dGmv8so0c+rUKWpqanjyySc75f3q06cPYWFhpKamsnnzZnx9fRk9ejRubm533FepVFJSUtIjr59EIkGhUPDhhx8SHR3NypUrEYvF7dpXr9ezc+dOxo4da1yXmueMHTx4kHXr1qFWq6murmbQINPs+dZpgkanUFD2t79Tt2cPNkOH4P3OO5i5uNxye3m1ioQPUqmXqZn2zP88M8242FozIzIMRx8/Ri1agk6uplGpxdrBFvysKbmmwcEgw8up5+6S74XmEE5vSQz29/cnISHhvmlVfztCQ0M5duxYl78WarWavLw8Y2WSWCwmLCyMWbNm4eXl1asX2psxNzfnN7/5De+++26PCBqlUklSUhLnz5/H19eXRx55xCQrOO4GKysrpk2bxq5du1i5cmWbs3d0Oh2/+93v+O6773qVV6aZ5t4/S5cu7VRhLxKJiImJoV+/fpw7d45vvvkGV1dXYmJieOihh24ZTrp69SoBAQHdepNRWlpKcnIymZmZODk5YWtr226vXDOJiYlYWlq2ECtvvfUW48ePR6VSYW5uTmVlJQqFwuSGUjbTKYJGmZ5O8YsvoblxA9c/PIPr8uUIbhM7rKtUsvP9VBrrNcz4Q38kwS17XqiVDex+700EQiHl9m6IzMyp3p+DGrALciAl5TSVFk74m6s7w/wewcvLi6SkpJ42o93Y2Njg4OBwX7b+/yWOjo6IxWJu3LiBn59fpx5bqVRy5coVsrKyKCwsxMfHh7CwMEaNGtVrvHl3w6uvvkpERARlZWXdNiNGLpdz9uxZUlJSCA8PZ/Hixe26A+9thIaGEhAQwKFDh1otcvn5+cycORO1Ws358+e7NYm1MygvL2fXrl08+uijXVbpam5uzogRIxg6dChZWVkkJSWxf/9+BgwYQERERKsBrN3VV6m+vp7s7GxSU1Nb5HiZm5vzySefkJeX127hUVFRwZkzZ1i2bJnxWurr69m1axeHDh0iOzsbFxcXLly4QHBwsMkK3nsSNAa9nup1X1P+/vuYubvhv+FbbAbevh9MrbSBhA9S0TTqmPn8ANz9W34IDQYDB9asprr4BjI3H9LOnOOFAhkNF6RohGBtZ0F2zg+U+s9nskPvyhW4md6WGAz/q/C53wUNQHh4ONnZ2Z0iaBoaGrhy5QqZmZncuHGDoKAgoqKimDNnDlZWVp1grekTFBRETEwMb731Fu+//36Xnqu6uprExEQyMjKIjo5m+fLlv2qxCG2Hnr799ltWrVrFjBkz+PLLL01ucvKdaGhoYPPmzUyYMKFbfpNEIhGRkZFERkZSXl5OSkoKmzdvxmAwEB4eTnh4OH5+fuTn5xMfH9/p5zcYDFRWVhrbMJSXlxMcHMzw4cMJCwtrITKmT5/O7t27Wbly5R0TwptDTWPGjGnxPfjoo4/w8/NjyJAhxgqp4uJik26meNeCRltZScmrf6L+1CnE48cj+b9/IrpDd9HqknoSPkjFYDAw64UBuPq0ju0l7fqenHOneXjREq4qGtn501+p3ZmH0N6CRrkBuawGN+sbKAT29HU0vWmf7aU5Mbi2ttZk24b/koCAAFJSUhgxomPT1H+NhIeH88MPPzB+/Pi72r++vt4oYoqLiwkODmbAgAE88sgjvW5h6Syee+45fve73/Huu+92yR2gVCrl1KlT5OXlERMTw6pVq+6b+WQ3h56efvppVqxYwe7du/noo494/PHHe9q8DqPT6di+fTsPPfRQj/SEcnd3Z9KkSUycOJGKigqys7M5cuQIUqkUvV7PiRMn8Pb2RiKR4OLi0uHvtE6no66ujrKyMkpKSigtLaWkpAQLCwujx9bf3/+WjQBDQkIICgri4MGDTJ8+/bbnSkxMNDa5vJkvv/ySVatWUVtbi1wuRy6XU11d/esTNIrTpyn546vo5XI8//ZXHOfPv6OXofKGnIQPLiIUCZj13ECcvVr/kBRcSuXUpm8IGzqSmGmzccjNZZxHHJqyeuwWhGPYXIm0pAjvfk3nCrYxjV4ad4ufnx/Xr1/vNYLG39+fnTt3otPpeqStuykhkUhQqVRUVVXhcptcsZupr68nKyuLzMxMY8XYwIEDmT9//n0rYm5m9uzZ/OEPf2Djxo2dushev36dU6dOUVpaypAhQ5g2bZpJ9o7pakJDQ7G0tCQ6OhpbW1tSU1N7VeLvzRw8eBCRSNQlnpCOIBAIcHd3x93dnZEjR3L58mXOnj2Lm5sbhYWFnD17lpqaGoRCIWKxGDs7O8RiMebm5kbRrtfr0ev11NfXG4WDSqXCzs4OT09PJBIJsbGxeHl5tTvBF/7nlbtd6Km4uLhVqAng6NGjlJeXs2LFCi5evGj0PFVUVJhsQjB0UNAYNBoqVq+m6osvsQgJxu+rL7FqR6ywvLCOXasvYm4pYuZzA3D0aD1GXVYuZe/q/+Di48vEFX9AIBAQ6O7HH2IXofO2QBje5ApTq4ooFzVNSA2x6d3u+N7WRt/GxgYnJydKS0vv+7CTQCAgLCyM7Ozs25aJKhQKo4gpLS0lNDSUmJgYQkNDe3VlUlcgFAp54oknOsVrYDAYuHr1KqdOnaKuro7hw4fzyCOPdGpr+97G2rVrefnllxk5ciR//vOfe62YuXz5Mnl5eSxdutTkcjmaw0A3ezEMBgONjY3I5XIUCgVyuRytVoter8dgMCAUChGJRNjY2CAWixGLxdjY2NzztVlaWjJt2jR2797N8uXLWzXTlMvlxiaEvwy5vv3228yZMwcLCwvjCIfGxkbq6+tNNiEYOihoChYtQpV2Ccf58/F49Y8I29FttDRPxp7/XsTKzpyZzw3A3rX1Php1I7ve/TcGvZ4ZL72GhVXTNvL9BViaW7JblsgCXVM1k6NdDaX4YC4AP6vefVcbEBDAmTNnetqMDtFcsny/CxpoCjslJia2EjRyudwoYsrKyggLCyMuLo6QkJAHIuYOvPjii6xevZqsrKy7SlDV6/VkZmZy6tQpDAYDI0aMICIiwuQWvu5EqVSyaNEijh49ytdff018fDxffPEFnp6eva6vlEKhYP/+/Tz22GMmmV9WWlrayoMhEAiwsrLCysqq25POQ0JCiIiI4LvvvuPxxx83eoK1Wi1btmwhNja2VRNCqVTK0aNHSUtLQ6VScePGDSwtLcnPzyckJMSkv0sdEjTqawV4f/AB9pPaV1pZnF3Dnk8uYetgwcznBiB2bv0BNBgM/PTZR5QX5jP7lTdw8mxqYKTKq6XhYgXJ+lz2nDrAhCebJpa6OteSZj6aAAtLzIS9I5n2Vphi19k7ERAQQHJyMiNHjuxpU3qcwMBAfvjhBxQKBQaDgczMTDIzMykvLyc0NJQhQ4YQEhJyX3sFOoqrqyvjxo3jzTff5Jtvvmn3fjqdjrS0NE6dOoWdnR1jx44lNDS01yTcdxU5OTlMmjQJJycn0tLSjIMa582bx9atW3nqqafaHTLtaQwGA3v37mXAgAEdbnTXHRgMBkpKSu6Ys9LdxMfHs3v3brZs2cKjjz6KSCRi9+7dODo6tpkP+c4779C/f3/CwsK4dOkS/v7+FBYWUlJSck9NC7uDDv3SBu7YgYVP+/ozXEur4MDnGdi7WTPzuf7YOrQds754YA+ZJ48ybN5CggY2NeEz6PTUJuQhcrZC7y0mLyGPCxcvAWAhqqBU4MtDNr0/Bt7cdbawsLDXCBp/f39++OEHNBrNfe9tUCqVODs78+WXX7ZodBccHPxAxNwDr776KpMmTaKiouKOd7QGg4GMjAyOHj2Kg4MDM2fOxM/P774XMtA0vmDRokU88sgjfPrppy3urP38/Bg7diybNm1i6dKlJunt+CWXL1+mqqqKuXPn9rQpbaJSqdDpdB3Kc+kOBAIB06ZNY8eOHXz33XcEBARQXl7OkiVLWn1PlEol69atY82aNUDTZO7AwECuX7+OVCpl6dKlPXEJ7aZDvqP2ipnss6X8uPYyLj52zHlx4C3FzPXLlzj2zRcEDYpjyJz5xscVp0rQljfgOD2IAbGDqKysJDU9EwCRSM8NrTVhvTx/phlTH3b4S6ytrZFIJFy7dq2nTekRVCoVqamprF+/njVr1mBlZYVAIODFF19k9uzZhIeHPxAz98jw4cMZNGgQL7300i23MRgM5OXl8fnnn5OYmMjUqVN54okn8Pf3fyBmgH/9618sWLCAf/3rX3z22WdthgkGDhxIcHAw33//PXq9vgesbD8KhYIDBw4wa9Ysk/1+yeVyxGKxSX7+hEIhc+bMQSgUcvz4cWbNmtXmDekbb7yBl5cX8+bNQ6FQUFRUhFarxdLSEqlUatIJwdAFs5wuHS3i5JZcvMOdmLIyCgurtk9RKy1j9/tv4iTxZsqql4yznrTVKup+KsSqrwvWfVwI0TvRp08fZA1NTfTU1v5oDdDXrndXODUTEBBAYmJiT5vRIZqTYbujeZQpoNPpyM3NJT09nby8PAIDA4mLiyM0NBShUMj7779PbW0trq6uPW3qr4YPP/yQoUOH8te//rVV8mpxcTGHDx9GJpMxduxY+vbta5KLSE+g0WhYuHAhR44cYe/evYwaNeq220+cOJENGzZw4MABJk2aZJKvo6mHmpppFjSmSkVFBSUlJcacmunTp7fIoaqurmbt2rVs374dgIyMDMLDw8nNzaW4uBi1Wm3yOVedJmgMBgPJ+wo4v/sagf1cmbA0AjPztkt7Gxsa2Pmff4DBwKyX/4KljY3xGDU7r4JAgOPM/2VSjxw5knKDBgC1uKlx30N2vw4PjaurKxqNplfl0YSHh7N+/fpe1RSwoxgMBoqKirh06RKZmZm4u7sTFRXFtGnTWlULREZGcunSJcaOHdtD1v76iI6OJj4+nueff56EhAQAKisrOXr0KEVFRTz88MMMGDDgvm8fcDNlZWVMmjQJtVpNamqqMV/mdgiFQubNm8c333zD0aNHTfIzbOqhpmYUCoXJCprKyko2bNjAlClTiIyMJD8/n127dhEUFMSECROwsrLilVdeITo6mgkTJgBNc5yGDRvGrl27KCwsZMSIESb/e98pgsagN3B6+1XSjhTx0BBPxjz+EEJR29EsvV7Hvo/eobrkBr957Z84ekqMzynTKmjMqcFxehBmP4epsrOzsba2pk6RD2ZRyKzDsGgUEGz96xA0pjK9uSM0N4oqLS016Tumu6GiooJLly5x+fJlzM3NiYqK4re//e1txWZ0dDRbt25lzJgxJv+F70188MEHREZGGgcPZmVlMWzYsFu6y+9nzp07x4wZM4iLi2Pbtm0dyomxtrZm0aJFrF+/HjMzMx5++OEutLRjNIeaHnvsMZMNNTUjl8tNctJ9dXU13377LfHx8URGRgJNnblXrlzJwYMHWbNmDbGxsWzatInjx48DUFVVRV1dHY2NjTg4OBjL5E2de/6E6HV6jm64wpUzZUSP9WHEb0IR3Kb66PSWDeRfOM/YJSvwi/xf/xV9g4ba3fmY+4qxHdq0SBoMBk6fPo2trS2WNIAKSoQOhNmCeS+vcLqZ5n40vUXQwP9a//8aBI1cLufy5cukp6ejUCiIjIxk/vz5eHh4tEugeHp6Ym5uTlFRUafPdrqf8fT0JD4+nlWrVvH222/zzDPPtPKOPQDWrVvHM8888//ZO++4pu7uj38S9t5LhqhsZAqIispSEEXcRVu31IVtbe3T8TzV2tphW2vrqHtbtVUUKAoqQxHZMitLQPYMKwlhJbm/P/gRSwk7IQn6fr34g9zvvffc5I5zzznfz8EHH3yAAwcOjGgbcnJyWLduHS5evAgymSwUauCikmrqgUajCZ1IamNjIy5fvow5c+b00TuTkpKCr68viouLsX79etjb20NNTQ0EQSArKwuWlpYoLCwE0J3mdXV1FcARDI9ROTTMLhYenH2Ol5kUOPlOgoOP4YAPgNy4R0gOvglrT2/Yzu/dJK353kuw27qgvsyK4xCVlZWhoqIC3t5uKM8oAkqAFx1dmK0unGG9kTJ58mTExsaKVArH1NQU9+7dg5ubm6BNGREdHR3Izc1FdnY2qqqqYGZmBk9PTxgaGg5bZ4FEIsHKygpZWVlvHBoe0NXVhaSkJCQkJMDf3x/vvvsuxMXF3zgz/4LNZuODDz7AxYsXceHCBaxcuXJU25OXl8e6detw+fJlsFgszJkzR6D3I1FJNfXQ1tYmVI4XhULBlStX4OLiMmAxL4PBQFpaGq5du4bw8HAQBIHW1lYsW7YMt27dAoVCQUdHh0g0Lh2xQ9PZzkT4yWxU5DXBZZUxbNwHztfWFBbgwckj0DOfCveNW3tdKO1FzWCk1kJhrh4kdV61RIiPj4eMjAz0DVrQlSENMlioZTHHTUFwD2pqapCSkhKpFI6enh5oNJpI1f6wWCwUFRUhOzsbL168wMSJE2Fvbw9/f/9RpzBsbGxw4sQJzJs377WU1ecFLBYL6enpiI2NhZ6eHjZu3Ah1dXWkpKTgww8/RHp6uqBNFBq6urqwZMkSjvaOtbU1T7arqKiIDRs24MqVK2AymXB3dxeIU9Pe3i4yqaYe2Gy20NR01dXV4erVq3Bzc4Odnd2AY99//30sXboUfn5+IAgCiYmJePz4Mf7880+IiYnh5cuXAnduh8qIzhQGtRN3j2eivpwOzw3mMHXWGXA8vbEBwT8dgKyyCnw//Axi4q8eHkQXG813CiGmKg0Fj1dvtz0Nv+bOnYvGxjto7VIEm9k908linBQE/xNRS+GQyWQYGxujoKAATk5OgjanXwiCQEVFBbKzs/H8+XOoqanBysoKCxYsgKxs3xYcI0VRURGTJk1CdnY2HBwceLbd14EeUcLo6GgoKirirbfegq7uK4mIr7/+GgYGBvjzzz+xatUqAVoqHNDpdHh6eoJKpSI9PZ3n6rPy8vJYv349rly5AgaDAR8fnzF/UD99+hQmJiYicz8Euh0aYVDRLSkpwa1bt+Dl5QUrK6sBx8bGxiIpKQlFRUUAuqPNZWVlmDdvHsrKylBSUoKysjJs3rx5LEwfNcP+9lvqGQj68Rkaq1rhs81qUGemq6MdIT8dQCeDgSUf/w+yir07clMflYNJaYPKEiOQJV9dNPHx8RAXF4eDgw0aGh6BSZoIFsEEAJjLja8IDdA9FbqgoEDQZgwLU1NT5OXlCdoMrtBoNMTFxeHYsWMICQmBvLw8tmzZgk2bNsHR0ZGnzkwPDg4OSElJAUEQPN/2eKW4uBhnzpxBXFwcfHx8sG7dul7ODNBd3/Hhhx/i888/F3q9FH5TW1sLR0dHkEgkpKSk8E1KX1ZWFhs2bACdTseVK1fQ2trKl/1wg0aj4dmzZyJRs/FPhOG6T01Nxa1bt7Bs2bJBnRmgu9XIxo0boaWlBQBoaWlBaWkppk6dipcvX4LJZKKoqEhkfothRWjqSqkIO5YJgg347baD9mSlAccTbDbCj/+MmuJC+H30X2hMnNRreWd1K2gx5ZC11YC0yatiqubmZmRmZmLatGlob08Di9UKkqQ+IEGDIghoSopGCHI46Ovro6WlBS0tLVBSGvh7FRaMjIwQGhoqNPoLPXox6enpKCsrg7m5OZYuXQpdXd0xCZdOmjQJLBbrTXHwEKiqqkJUVBSam5vh5uYGS0vLAX+j//znP/jtt99w/Phx7Nq1awwtFR5evHgBd3d32Nra4vbt23yf6SUlJQV/f3/ExMTg7Nmz8Pf35zz4+Mnjx49ha2sLRUVFvu+Ll5DJZIE5NSwWCxERESgpKcGmTZugqqo66DpBQUEoLCxETEwM57Nnz57BysoKVVVVkJSURF1dHdhsdp9+T8LKsCI0wT+nQ1xCDMs+th/UmQGAJ9cv4UVSPFzXboaRo3OvZQSLQNOtApBlxaHk27t7Z4/Q3KxZs1BXHw5xcSXQO+UgpiALyeoKkcjlDRcymcwRrBMVJCQkYGZmhr///lugdlAoFDx8+BCHDx9GfHw8zMzMsHv3bixevBh6enpjdr6QSCROlOYN3KHT6QgODsb169dhbm6OHTt2YOrUqYP+RhISEvj++++xd+9e1NTUjJG1wkNycjJmzJgBLy8vhISEjNm0dRKJBHd3d3h4eODy5cvIzc3l6/4aGhqQm5srkr3iyGSyQCKIDAYDV69eRUtLC7Zs2TIkZ4ZOpyMwMBCff/45Z6p5Tw2bg4MDsrKyoKioiIKCApGSoxiWQ6OoIYPl/5kGFW25QcdmRUUgJTQINvN8YO/j12c57UkFuirpUPabAjG5VxcnjUZDWloabGxsoKgoCwolChrqnmho7QJLThr07PFbGCiKaScrKytkZ2eP+X57xMPOnz+PS5cuAQA2bNiATZs2wc7OjtNVdqyxtbVFYWEh6HS6QPYvrLDZbCQmJuLEiROQlZVFYGAgHBwchlWbsXbtWjg7O+Odd97ho6XCR3h4ODw9PbF9+3acPXtWIHUaU6dOxdtvv42IiAg8evSIb5GImJgYODs7i+SMNnFxcXR1dY3pPmtra3HmzBno6urC399/yBMSAgICoK+vj48++ojzWW5uLtTV1aGiooK8vDzQaDQ8f/4c3t7e/DKf5wwrd7P0I3tIyQy+SmlWBiLP/gZD22l9ZjQBQFcdA9SHpZCxUoesVe8ccEJCAlgsFlxcXNDY+BRMJg2amt6gtHaCUJBG87MkoSm+4jVTpkxBSEgIOjo6RGamjKGhIeh0+pAaCY6WngLf9PR05ObmwsDAADNnzoSxsbHQzC6QlpaGubk50tPTRfItkx+Ulpbi3r17kJOTw4YNG0Z1nly5cgUmJiY4e/asSAh9jZZLly5h586dOHjwIHbu3ClQWyZMmICAgAD88ccfqKmpwaJFi3gqJFdVVYWysjIsXryYZ9scS+Tl5cfsRYYgCGRmZuLhw4fw9vYeUr1MD2FhYQgLC0NmZmav52hqaiqcnJxQUFAADQ0NUCgUlJSUiJQ0x7C8gqE4Mw0VZfjr8HdQ0zPAovc/AflfDxqC/f+pJikxKC/unWpiMBhISUnB1KlToaamhtravyAurgQ5hRlo72SBkBSDdFU5p9fEeENKSgoGBgYcMSNRgEwmc6T/+UVrayvi4+Px22+/ITg4GKqqqtixYwdWr14NMzMzoXFmenByckJKSgqYTKagTREoNBoNt2/fxu3btzFnzhysXbt21E6vuro6fv31V3z88cfjPvV08OBBBAYGcpwaYaBnBpSGhgZOnjyJv//+m2fRmqioKMyZM0dg0dXRoqCgABqNxvf9UKlUXL9+HUlJSVi7du2wnBk6nY6AgADs3bu3V4+0qqoqNDU1wdTUFFlZWVBSUgKDwYC8vDyMjY35cRh8gadhjtbmJtz+fj/EJCSw9JO9nB5N/4T+tAqdZTQo+06BmELvEzcpKQldXV2YPXs2WCwG6ikPoam5AE1t3cvlZMSxwm0uTp8+zUuzhQpRTDtZW1vz9MYGdKcoCgoK8Mcff+Do0aOoq6vDokWLEBgYCBcXF6EoQu4PbW1taGlp8dXJE2ZYLBYSEhJw4sQJKCoqYufOnYMW/Q6H1yH19Nlnn+H7779HWFiY0AnLiYuLw8PDA6tXr8bjx49x8+bNUUcmiouL0dzcPKhmijDD7wgNQRBIT0/HqVOnoKuriy1btkBbW3tY2+CWagK6p8nPmDEDnZ2dKCkpAZ1Ox5MnT7By5UqRqZ8BeNicsquzAyE/HgCjpRlv7fsOiuqafcYwKW2gPiiBtLkqZGyBTNr5AAAgAElEQVR7v6m1t7cjKSkJZmZm0NTURE1NKFgsBrS1/FDZ2q0/M0lJBsuXLcNbb73FK7OFDlNTU8TExIDFYgld5KE/tLS0eCb939jYiPT0dGRmZkJRURF2dnZYsmSJyKTgenBxcUFoaChsbW3HZXq0P0pKSnDv3j0oKChg06ZNfOtAPp5TTx9//DHOnTuH6OhooX7A6+rqYuvWrXj06BFOnjwJb2/vETmuBEEgKioKbm5uInPP4wY/IzRUKhVhYWGg0WhYu3btsB0ZoP9UU09qyc/PD1lZWTA0NMTLly/x999/44svvuDlYfAdHjWnZCPi+GFUFxVg8e7PoG1kwmUMgcagAkCMBJUlRn1O+pSUFLS3t3Mao9XUhkJKSgfKyg5Iqa0HAFioysHF0RKtra1IS0uDvb09L8wXKhQVFaGhoYHCwkKRmSo3Wul/JpOJ58+fIz09HfX19bC2tsY777wDTc2+TrGoYGBgADk5OeTm5sLS0lLQ5vAdGo2GBw8eoKysDF5eXjA3N+frm11P6um9997DokWLRnSDF0Y++OADXL16FY8ePeKZ+i8/ERcXh6enJ8zNzREcHIycnBwsWLBgWBHU3NxcEAQh8tcJPxwagiCQkZGByMhIODo6Yvbs2SNy+vpLNQHd0RknJydISkoiOzsbmpqakJGRAZ1Ox6xZs3h1KGMCT14dH189j4LEOMx5eyOMp8/kOoaeUIXOl1QoL5wMMaXeb9vt7e2Ij4+HsbExJkyYgM7ORjQ2PoG2li9IJDKyKN1hPDt1eUhISMDb2xs///wzL0wXSnqcA1HCysoKOTk5w6obaWpq4ky3zs7OhpOTEz788EN4eXmJtDMDdDt5Li4uiIuLEwrBLX7BYrEQHx+PEydOQFlZGTt37oSFhcWYhKnXrl2LGTNmjJvUU2BgIH7//XeRcWb+SU+0Rk1NDSdOnEBUVBTa29sHXY8gCDx58gSurq4ildrghry8PBgMBk9q5wiCQGFhIU6fPo1nz55h7dq1cHV1HXEEKyAgAAYGBn1STVQqFfn5+XByckJTUxMoFApqa2sRHx+PBQsWiFxX+1FHaJ7dDcazu8GwW+ALh0VLuY7pqmOgJbwE0maqkHXoK8yUnJyMtrY2jhphXV04CIIJLa3uave8JgYAYLpGt/bNqlWr8Mknn4zWdKHF0tISkZGRaG9vh7S0aLR5UFZWhq6uLp4/f96nq+s/YbPZKCwsREpKCiorK2Fra4vNmzcPSTtB1DA2NkZUVBSKiopgZGQkaHN4zsuXLxEeHg5FRUVs3rwZampqY27D5cuXYWJigjNnziAgIGDM988rtm/fjqCgIMTGxopEE0Bu9NTWODg44NGjRzh69ChmzZoFJyenfvsxVVZWoqOjQ6QKT/tDXFwcqqqqqKurG1XLhoqKCkRFRYFGo8HDwwNmZmajcvb6SzUB3Zpvtra2kJGRwdOnT2FmZobc3FwkJyfjhx9+GPE+BcWoHJr8hCd4dPksjKfPhOu6LVy/dIJFoPHPfJAlyVBZZtxnTE90xsTEhCN5XlMbCjk5Y8jLmwEAXjYzABJgrNStTeDt7Y1169ahrq5O5N/kuSEjIwNDQ0Pk5uYKdQ793zg4OCAuLo6rQ9Pa2or09HSkpqZCTk4Ojo6OWLVqlci9AQyHf0ZpxpNDQ6VS8eDBA1RUVMDLy2vUN9zR8M/U08KFC0Wq908PgYGBHGfGzMxM0OaMGiUlJfj5+aG+vh7R0dFISkqCq6srbGxs+jxQU1JS4ODgIPLRmR4mTJgw4ibDPd9XZWUlXF1deVJ/R6VS+001MRgMZGZmYseOHWAymUhPT4e1tTX09fVRXV0NLy+vUe1bEIz42yrPyUb4sUPQNbOET+AekMncQ2G0R+XoqqBDeYkRxBT7TsdLTExEe3s7JzrT1laJlpZUaGst5pzklS1tkJaVAJnc/b+SkhLs7e1x+PDhkZov9FhbWwtEsG40GBsbg0ajobq6GkB32LS8vBy3b9/G0aNH0dDQgJUrVyIgIAC2trbj2pnpwdLSElQqFSUlJYI2ZdSwWCw8ffoUJ0+ehKqqKnbu3Mn3WpmhsHbtWri5ucHLywudnZ0CtWW4fPDBB/jjjz/w+PHjceHM/BMNDQ289dZbWLFiBTIzM3HixAlkZ2dzUjIMBgMFBQWwtbUVsKW8Q0dHB1VVVcNap76+HiEhIbh48SL09PSwa9cu2Nvbj9qZYbPZWLRoEYyNjfukmoBuzTcLCwsoKCggJycH2traKCwsRFJSEqZNmyYyLXj+yYgiNJSyEoT8eABKWjrw+/h/EO9HN6Czkg5qVBlkbDQga91Xf6KtrQ0JCQkwMzPjeLS1tX8BALS0fAEAdR1daG3tgoFC77obf39/nDlzBt99991IDkHoMTExwV9//QUqlSoyPU3IZDKmTZuGxMREGBgYICUlBV1dXXBwcMCCBQtEUv1ztJDJZLi6uiIqKgqbNm0S+MN/pBQXFyM8PBzKysoCSy8NxI0bN2Bvbw9/f3/cvn1b0OYMiY8//phTACyqaaahoK+vj/Xr16OwsBAJCQm4f/8+J/JsZmbGl0axgkJHRwcZGRmDjmOxWMjLy0NqaiooFArs7e2xa9cunpYY7Ny5E6WlpcjKyurjHPU0AN26dSuA7kiZhYUFkpOT8fDhQ87nosawHRpaAwVB338JCSkpLP98P2TkuVezE13s7lSTnARU/KZwHZOYmIiOjg5OdIYgCNTUBkNJyR4yMvoAgOSWVpA6WJio3fthuHjxYnz22Wfo7OwUWSGmgRAXF4e5uTn+/vtvzJzJvdBa2KBQKGhqakJWVhYYDAbmzZuHyZMni+xDnFdMnToVT58+RX5+vsi9hdPpdERERKCyshJeXl4wNTUVyt9TUlKS86D86quvsHfvXkGbNCCfffYZzp07h0ePHmHq1KmCNofvkEgkGBsbw9jYGBQKBSkpKUhJSYG+vj4KCwsxZcoUoTyvhou2tjbq6+vBZDK51g1RqVQ8e/YMaWlpUFdXh4ODA1/EQU+dOoVr164hMTGRa6QlNjYWNjY2UFJSQnV1NahUKqhUKszMzFBcXCyyas3DcmjaW+m4/d0+dDJa8daXB7lqzfTQ8rAEzFoG1DZagizbN7XAYDCQmJgIc3NzzpRLGi0bra0vYGr6NWdccjMd5HY2TNV694+aNGkStLW1ce7cOWzfvn04hyEyWFtbIyIiQqgdGhaLhfz8fKSmpqKurg729vYwMTHBpEmTMGUKd0f2dYNMJsPDwwORkZEwMTERCV0agiDw999/4/79+7C1tYWfn5/Qpwh1dXVx584deHl5wdraGkuWLBG0SVw5ePAgTp48iejoaJGbzcQL1NXVYWRkhLKyMtjY2CAqKgrh4eGwt7eHhYUFVFRUBG3iiJGQkIC6ujqqqqo4EhZdXV0oLi5GZmYmXr58CSsrK6xdu5Zv9Z9Pnz7FRx99hKtXr3KN/DU2NuL58+cIDAwE0B2dsbe3R2pqKshkMiZMmABDQ0O+2MZvhuXQhB76Fo1VlVj22ZfQNJzc77iOly2gP6mE3HRtyJhyn72SkJDQKzoDAFXVt0AmS0H7/9NNAJBIoQFsArpKfdMVa9aswfnz58etQzNx4kS0tbUJZfFzT8gyLS0NKioqcHR0hLm5OcTExFBWVoaQkBBMnz59XLx18QJjY2M8ffoUmZmZQl/oTafTcffuXTQ0NGD16tWcYn1RYNasWTh06BDWr1/PeWESJi5evIgDBw4gLCxM6M8DfpKSkgInJyfY2dnBzs4OlZWVSEtLw7lz5yArKwtTU1OYmppCV1dX5O4hxsbG+Pvvv0GhUFBQUICXL19CR0cHU6dOhZ+fH19FQisrK7F06VLs2bOnX4c+Ojoazs7OkJWVRXt7O3JycuDr6wsFBQWcOXMGb7/9Nt/s4zfDcmjKn2fBZ9ceTLTqv4iL3c5E45/5EFORhpIPd6eHTqcjMTERlpaW0NLqnsbNYrWjtjYUmhreEBfvTmMxWGzkNNAhDkBbqW9ucd26dTh8+LBITW8eDiQSCVOnTkVmZibmzZsnaHNAEARKSkqQmpqK4uJiTgfent+wB319fYiLi+Ply5d9KutfV0gkEjw8PBAUFAQrK6t+p7EKkn9HZZYvXy6Udg7G1q1bkZGRAW9vb2RnZwtNDdrdu3cRGBiICxcuYO7cuYI2R2A0NTWhoqICK1euBNB9bejp6UFPTw8EQaCyshL5+fn466+/0NraCmNjY5iammLy5MlCW15AEATq6+uRn5+P/Px81NfXw8LCAhYWFvDz8xuT+sHOzk54eXnBxcUFX375Jdcx1dXVKC0t5aSUMjIyYGxsjIKCApiamiInJwfXrl3ju638Ylh3K7f1ATB3cR1wTHNwIVgtHdDYagOyFPe8YGxsLJhMJtzd3Tmf1dc/AJNJg47OCs5nGVQG2G0sAIAOF4fGxMQEEydOxKFDh/Df//53OIciMtjb2+P8+fNwc3MT2MOFyWQiOzsbiYmJIAgCjo6OWLx4cb9vGiQSCY6OjkhOTn7j0PwDAwMDaGtrIyUlBTNmzBC0Ob2g0+m4d+8eKBSKyEVluHH8+HG4urpi4cKFePz4scDTfMnJyVi9ejUOHjzIeZC/rjx79gw2NjZcU5j/dG48PDzQ1NSE/Px8JCUlISgoCCoqKpgwYQJ0dHSgo6MDbW3tMXdyCIJAU1MTqqqqUF1dzfmTlpaGiYkJ5s2bh5CQELi5uY1p8fyqVatAJpNx48aNfsdERUVh9uzZkJSUBJvNRkpKCry8vHDnzh20tbXB0NBQpDWBhvWEtPfxG3A5I70OjIx6KHoaQGoi97eipqYmpKamwt7evtePXVV9E9LSelBRceZ8lvL/BcEAoKXIPQKzdetWnDx5ctw6NGpqatDR0RlUsI4ftLa2IiUlBampqdDR0cH8+fOHXORrY2ODR48eCWW6TJB4eHjg0qVLHDErQUMQBJ4/f46IiAjY2tpi2bJlIhmV+TdkMhlhYWGwtrbGjh07cPLkSYHZ8uLFC/j4+OD9998Xmq7ZgqJH72TTpk1DGq+iogJnZ2c4OzuDxWKhrq6O40hkZWWhrq6O4+Soq6tDQUEB8vLyUFBQgIKCAqSlpUeUsmIymaDT6aDRaKDRaKDT6WhubkZNTQ2qq6shKSnJcaxmzJiBCRMmQE7uVZ1nT5PhsXpx2bdvH+Lj45GRkdGvg1dUVITGxkZMmzYNAJCXlwcZGRnU1dXB1NQUn376KXbs2DEm9vILnt25mI3taAouhORERSi49d/PJyYmBmQyuVfIta2tAk1NCZg06X2QSK/epJJbWqHGAmgkQFOBu0Pj7++PTz75ZFw/OB0cHPD06dMxc2jq6uqQmJiI3NxcWFhYYP369dDQ6DvtfiAkJCQwffp0PH36FEuXcleQfh3R1NSEhYUFoqOjsXDhQoHaMt6iMv9GUVER4eHhcHZ2hp2dnUCmotbW1sLd3R1LlizB119/PfgK45yCggJoaWmNKHIhJibGicz00OPkVFdXg0KhoK6urpcjwmQyOU6OjIwMxMTEQCaTQSaTQSKRwGazOX9dXV0c56WzsxNycnIcx0heXh6KiopcnRdumJqaIj4+fkwcmqCgIBw6dAj379/vV9CPxWIhPDwc8+fPh5iYGAiCQFxcHObMmYP79+9j7ty5KCkpgb+/P9/t5Se8aU7JItD4Rz4AQPUtU5DEuHvEtbW1yMrKwqxZs3rltatrunUjdLSXcT5jEwSeUVuh2QXIKUpDUpx7yFhLSwvTp0/H/v37cfz4cV4cjtBhYmKC8PBwVFdX97qYeQlBECgqKkJiYiJqa2vh6OiIwMDAQS/cgXB0dMSRI0fQ3NwMZWVlHlor2ri7u+P48eOwt7fn2+85EOM1KsMNc3NzXLlyBWvWrIGOjs6YTkel0+kcxdfTp0+P2X6Fmfz8fJ4WanNzcv5JV1cXx8Fpa2vr5cAQBMFxbshkMsTFxTnOi6ys7KiKkSdNmoTg4GC+3/vi4uKwceNGHD58eMBGkomJiVBRUeE0PC4uLgaTyQSZTIaMjAxOnToFZ2dnkQ8K8OQuRospQ2cpFar+phBX7b84NyoqClJSUr2+eIJgo7r6FlRVZkJG5tUbYg69Dc1MFnTaWNBWHVh46d1338Xnn38+bh2aHsG6lJQUnt+Qu7q6kJWVhaSkJJDJZDg7O8Pf358nDzhpaWnY29sjPj4ePj4+PLB2fCAjIwN3d3fcu3dvzMX2eqIy9fX14zIqw43Fixfj8OHDePvtt3Hr1q0xkXTv6urCvHnzoKysjNu3bwu8hkcYYLPZePHiRa/aSX4jISEBFRWVMZ8KLiEhARsbG6SmpsLT05Mv+0hOTsbChQvx6aefDtjHjEql4unTp9iy5VV7ori4OMyaNQvPnj2Dg4MDvvnmm3EhUjvqq6yjlApqdBlk7TQha9u/d1dWVoaCggLMmjWrlzJkU1MC2tsrexUDA0BcU3eHbRqtEwaDODRLlixBXV0dnj9/PoojEW7s7e2Rm5s7pA62Q4FOpyMmJga//vor8vPzsWDBAmzduhW2trY8fVt3dnZGdnY26HQ6z7Y5HrCzswNBEENSFeUFPTOYetoWbN269bVwZnoICAjAd999hxUrVuDRo0d83RebzcbSpUvR0tKCyMhIodfvGSvKy8uhpKQkkpL6I8HBwQEZGRk86b79bzIyMuDl5YX33nsPn3/++YBjHzx4AAcHB04D4IqKCjQ1NUFPTw/l5eUgkUioq6uDn9/ANbKiwKgcGnY7E41/5ENMSQrK/agBA90308jISMjJycHZ2bnXsqrqWxAXV4SGxvxen8c10zFZUgIUWsegDo2cnBwWLVqEffv2jfxghBx5eXkYGRmN+gFYW1uLkJAQHD9+HAwGAxs2bMCaNWswadIkvkQK5OXlMXXqVCQlJfF826IMiUSCj48PoqKi0NbWxtd90el03Lx5E48fP8bq1avh6ek5blNMAxEYGIh9+/bBz88PCQkJfNvP7t27kZGRgZiYmFGlbMcb+fn5MDExEbQZY4aamhq0tLSQk5PD0+0+f/4cnp6e2LJly6B1WS9fvkRFRQVmz57N+SwuLg4zZ85Eeno6bGxscODAAfj6+o6Lc3XEDg1BEGi6UwhWUztU/c1Alu7/Bpmfn4+ysjK4urr2qsDu7GxEXV0EtLX8ICb2KlXFZBNIbKbDWrx77GAODQBs3rwZT548GenhiASOjo5ITU0FQRDDWo8gCLx48QKXL1/G77//DlVVVezatQsLFy6Euro6n6x9xcyZM/Hs2TOeRZfGCxMmTICZmRliYmL4sv3XPSrDjT179uDjjz+Gj48PX5zsCxcu4MKFC7h3714ffabXnR6tk9eJnns2r8jLy4ObmxtWr16NH3/8ccCxPYXAXl5enChhXV0dKioqYGVlhYyMDDg4OODJkyfYvHkzz2wUJCN+TWOk1qItsx6KXhP7naINdH+pDx8+hLq6Ouzt7Xstq66+BYLohK7uml6fZ9EYoLPYmEh069joD8Gh8fT0RHt7Ox4+fCgUInT8QF9fH2JiYkMWrOvq6kJmZiYSExMhISGBGTNmwNLSkud9QwZDRUUFRkZGSE1NhYuLy5juW9hxd3fHb7/9BhsbG546G69jrcxQ+d///oeuri7Mnz8fd+/e5dk5mZSUhF27duHChQuvZUuDgaBQKOjs7BRIEbwg6ZnQUVlZOeprMCsrCx4eHlixYgWOHj066PiEhAQoKir26h/39OlTTJ8+HS9evICWlhZSU1PR0dEBDw+PUdkmLIwoQtNV04rm0CJIGStDYa7+gGOfPXuGhoYGzJs3r9eDlCDYqKy8DmVlJ8jL9w5DxjV311sodHZHIoYSoREXF8fatWvH9dTIfwrWDQSdTkd0dDR++eUXFBYWYtGiRXj33XdhbW095s5MDy4uLpxmpG94haysLLy9vRESEsKzXPubqMzg7N+/H59++ikn7TdaamtrsXjxYnzwwQevvXAeN3rSTaLWxmC0kMlkuLi4jDoK++zZM7i6uuKdd97BiRMnBh1fX1+PhIQELFq0iPOdUygUFBYWwsHBAcnJyXB0dMSBAwewbt26cZOCHrZDw+5koeFaHkhSYlBdZQoSuf8TtL29HY8ePYKhoWGf3Glj4xO0tZf1ic4AQFwTDRZy0mhs6YCMhBjU5YemBLlz5048e/ZsXBeg2tjYoKKiAnV1dX2WNTU1ISwsDMePH0d7ezs2bdoEf39/GBoaCvxGoqmpiSlTpvC1dkFUsbS0hLq6Oh4/fjyq7XR2duLOnTuvfa3MUPnss8+wf/9+LFmyBHfv3h3xdrq6uuDl5QUnJyccOHCAhxaOH17HdFMP9vb2aGxsxMuXL0e0fkJCAjw9PbFt2zYcPnx40PFsNhvBwcFwc3PrNWU8JiYGM2bMQE1NDdrb2zFhwgSkpaWNK7HHYTs0zaFFYNYzoOpvCjGFgR2NuLg4MBgMzJ8/v88DtaLyGiQk1KCp0XsKZQebjZSWVsxSkUdZIwMGqkPXAzA3N4eVldW4VQ0GegvW9VBbW4vbt2/jzJkzkJGRQWBgIHx8fMZUdnsouLq6Ijk5Ga2trYI2RajoKRBOT09HZWXliLZRU1OD06dPg0wmIyAg4E1UZojs3r0bP/zwA9566y0EBQWNaBtvv/02urq6cPPmTR5bNz5gMBiora3FpEmTBG2KQBATE4O7uzsiIyOHXf8YExMDb29v7N69G99+++2Q1omPj4eUlBRHERjoblpZXl6O6dOnc6Zs/+9//4O1tXWvlJSoMyyHpjW9DozUWii46UPaaOB5/c3NzUhISIC1tXUf9cL29ipQKNGYMGEVyOTeTlEalYE2NgEXFQWUNLRiotrg6aZ/smfPHvz555/DWkfUcHR0xIsXL5CTk4Pr16/j6tWr0NTUxPvvvw8PDw+hrVZXUVGBlZUVYmNjBW2K0CEvLz+i1BNBEEhJScGVK1cwZ84c+Pn5CW0DP2Fl+/btOHbsGNavX4+vvvpqWOt+8803iI6ORkRExLhskMsLXrx4gcmTJ7/W0UJLS0uw2Wzk5uYOeZ3jx4/D19cXX3zxBfbu3TukdXpSTYsXL+4VCIiKisKcOXNQX18PCoUCa2tr3Lx5E3v27Bn2sQgzw3Jomu+8gKShIhQ9Jg46Njo6GiQSiauIUmXVDQAEdCes7rPsSRMNZADT5GVQQmmFkab8cEyEn58fOjo6cOfOnWGtJyoQBIGKigpISEggNDQURkZGeP/99+Hi4sLXtvS8Ys6cOcjOzkZTU5OgTRE6hpt6am9vx82bN5GWloZNmza9KUQdBRs2bEBERASOHTuG5cuXo7Ozc9B1wsLC8N133yEoKAj6+gPXEr7OvG7TtblBIpHg4eGB6OhosFisAcey2WwEBATgf//7H27cuDFkp6O/VFNRURFaWlpgZ2eHuLg4zJgxA8HBwejo6BhT5eyxYFgODUmcDNXVZv22NuihsrISWVlZcHZ27iP7zGZ3oqrqT6irufVSBu4hpoEGe0VZNFM7wWQTmKIxPIdGQkICgYGBw37TEnbYbDaeP3+O06dP4+HDh5yZGebm5iL15iMnJwdHR0e+i5uJIsNJPVVWVuLUqVOQl5fH5s2bhS69KIq4uLggPT0d+fn5cHBwQFVVVb9jCwoK8M477+DHH3/s1ZfuDb0hCAJlZWUwNDQUtCkCZ8qUKVBVVUVcXFy/Y1paWjB79mxERUUhKSkJixYtGvL24+PjIS0t3SvVRBAEoqKi4O7ujqamJpSWlsLe3h5ff/01AgMDx53o47AcGpVVphBXGjgKQBAEwsPDIScnx3U6ZH39Q3R21nMtBqZ0MpFBY8BdTRFF9d2FvcON0ADdHbjz8vIGvCGJCkwmE2lpaTh+/DiSkpLg5uaGbdu2wdHREVZWViIpWDdz5kwUFRWhtrZW0KYIHfLy8liwYAFu377NdUYYQRCIj4/HtWvXMH/+fPj4+IiUQyvs6OrqIi0tDZMnT4adnR0SExP7jGlra4O3tzdWrlyJ7du3C8BK0YFGo4EgiNdGHXggSCQSFi1ahOTkZNTU1PRZ/vz5c1hZWUFCQgJZWVnDimpVVVUhISEBvr6+vVJNPaJ+FhYWePr0KZycnFBXV4f8/Hxs27Zt9AclZAzLoZExUx10TFZWFioqKuDp6ck1p1xR+TukpfWgpjanz7LHjVQQANxVFVFY1+3QTBmBQ6OrqwsPDw989NFHw15XWOjs7ERCQgKOHDmC3NxcLF68GBs3buw19VFUBeukpKTg4uKC6OhoQZsilFhaWmLixIm4e/duryJCBoOB69evIycnBwEBATxt8veGV0hKSiI4OBjbtm2Dp6cnzp4922v5O++8AxUVFZw6dUpAFooOPQ11BT3LUlhQVFTEvHnzEBIS0iv1FBQUhJkzZ8LPzw/R0dGQlx/6c6+9vR23bt2Cj49Pr4wIi8VCdHQ0PDw8QKVSkZeXBycnJ+zZsweenp79duYWZXjaMa2jowORkZGYMGECbGxs+iyn0fPQ3JwEXd01IJH66qFEN9KgJiEOawUZFNXRoa0oDXmpkb19fvjhh7h//z7YbPaI1hcUDAYDjx49wq+//orKykqsXr0ab7/9NiZOnNjnpvBPwTpRw8HBAbW1tSgtLRW0KULJggULUFNTw2l1UVJSglOnTkFDQwMbN2580718DNi/fz8uXbqEjz76CIGBgWCz2Th16hSio6MRHBz8puHkEKiqqnrtxPQGw8bGBgoKCpzU0759+7B+/XocOnQIR48eHdZ5RRAEwsLCMHnyZFhaWvZalp6eDiUlJUyZMgXx8fGws7ODlJQUHjx4gA8//JCnxyQs8PSKjIuLA41Gw4IFC7j+KOXlF0Amy0B3gn+fZWyCQEwjFW6qCiCTSCiqp48o3dSDm5sb5OTk8Ntvv414G2MJlUrF/fv3cY3OB/cAACAASURBVPToUVCpVGzatAkrVqwY9Gbg4uKCpKQkdHV1jZGlvEFcXBzz5s1DeHi4yDmdY4GEhARWrFiBhw8f4t69ewgKCsKiRYv6CFS+gb8sX74c8fHx+Ouvv+Ds7Iw9e/bg7Nmzb4qAh0h1dfW4jASMhp7UU0JCAnx8fHDy5ElERkZiy5Ytw95WWloaKBRKnw7yPS/G8+fPB4PBQFZWFmbMmIHjx49DXl4erq6uPDoa4YJnyffGxkbEx8fDysqK68Xe0UlBTU0oJkxYBQmJvvnUTFobGrtYcFdTBEEQKKpvxYppeiO2h0QiYc+ePThy5AgCAwNHvB1+09DQgKdPnyIvLw82NjbYvn07FBX7byXxbzQ1NaGnp4fU1FTMmDGDj5byHgsLCzx79gwpKSmYPn26oM0ROmRkZCArK4uMjAxs27aN0y3333R1daGiokLkUo/ChrS0NPT09PoUSlpaWiI1NRWGhoaQkJDAxImDz/J8Q3f0oKqqCj4+PoI2ReioqqrCxYsXwWazER8fjylT+m/u3B+1tbWIjo7Gxo0b+5yz0dHRsLCwgLa2Nh48eABLS0soKCjgyJEj2LNnz7hNAfLMoXn48CHIZDI8PT25Lq+s+B0E0QkD/Q1cl0c3UEECMFdFAbXUDtA7mJiiMTo9lfXr1+PTTz9FWlpanz5SgoZCoSA2NhZFRUVwdHREYGAgZGWHp7nTg5ubGy5fvgw7OzuR0sIgkUhYsGABLl68CEtLy2Hljcc7hYWFCAkJwbRp00ChUPD06VP4+vpyHVtRUQEFBQWhUIQWVQiCQENDAyoqKrgKwH344YeYNGkSPDw8MHfuXLz77rv46aef3kTLBuBNQXBf2Gw2vvrqK/z0009YuXIlVq1ahbi4OBgaGg7rXOrs7MStW7cwb968Pg2Gq6qqkJ+fj507d6KlpQUZGRnYvn07UlNTUVFRgfXr1/P6sIQGnqSciouLkZubi9mzZ3M9eVmsDlRUXoW6mjtkZbmrRUY3UmGrIAs1SXG8qKMBGFlB8D9RVlbGxo0bsWPHjlFth5c0NDTg9u3buHDhAjQ0NPDee+/B1dV1xM4M0B2lMTY2Rnx8PA8tHRs0NDRgY2ODyMhIQZsiFLBYLERGRiI0NBTLly+Hq6srfH19UVJSgqysLK7rtLe3Q01N7Y0zMwpIJBLU1NS4RrmuXLmC0NBQhIaG4tdff0VMTAzCwsJgbm4ukvVrY8WbguDe5OXlYdq0aTh//jxCQkJw4cIFTifsiIiIIW+HIAjcu3cPurq6sLW15brM3d0d0tLSePz4Mezt7aGgoICdO3di8+bN49rBHLVD09OiXFlZud+UR23tX+jqaoR+P9GZxi4m0qgMuKspAAByq6kAAHPtoade+uPTTz9FZmYmioqKRr2t0dDQ0IA7d+7g/PnzUFdXx3vvvYfZs2fzTAxv7ty5SE1NFck+VnPnzkVxcTHKy8sFbYpAaW5uxsWLF1FbW4utW7dytDukpKSwatUq3L9/v18pgjcPjdHD7TssLi5GYGAgjh07xulw7+TkhJycHPj4+GDu3LnYvXv3oGJpryNvCoK7YbPZ+PLLL+Hg4ABbW1sUFBRwuluTyWQsW7YMJSUlQ3aOExMTUVNTwzWVl56eDhKJBFtbW9TX1yM/Px+zZs3CixcvkJWVhU8++YSnxyZsjNqhSUxMRH19Pby9vbmK9BAEgfLy85CXN4OKykyu24hpeDVdGwByqqjQUZKGitzoJdwNDAywbNkybN26ddTbGgmNjY0IDg7G+fPnoaqqil27dmHOnDk8V/VVVlaGjY3NqBscCgIpKSnMmzcP9+7de20LhPPy8nD27FmYmZlhzZo1fdpXaGlpYdGiRfjjjz9Ao9EEZGX/REREwNTUFEZGRvj+++8HHHvr1i2QSKQh3cC/+eYbWFpawtraGra2thzdpWPHjsHIyAgkEgkUCoUzPi8vDzNmzICUlBR++umnUR0Ti8WCn58fFi9ejLVr1/ZaJiEhgV9++eVNtGYA3hQEc4/K/LssQFpaGv7+/nj06NGgL96FhYWIj4+Hv79/nxYnbW1tiI6Oho+PD0gkEqKjozFz5kzIyMhg27ZtWL58+bgvZh+VQ9PS0oJHjx7BxMSk3wZXTU3xoLfmQ19vY79vkREUKjQlxWGn2J12ya2mwVxn9NGZHr744gvEx8dz7VDNLxobGxESEoJz585BRUUFu3btwty5c/la4zJ79mw8f/4cjY2NfNsHv5g6dSqkpKReu4cCm83G/fv3cf/+ffj7+2PWrFn9Xifm5uawt7fHH3/8Max+T/yGxWJh586dCA8P5/QX6xH0+jc0Gg1HjhwZUhF4QkICwsLCkJaWhqysLERGRnJuyLNmzUJkZGSfAl1VVVVO4eNo2bFjBzo7O3Hu3Ll+x7yJ1nCnpyD4dY3QDBSV4YaamhpWrlyJ27dvo6SkhOuYhoYGBAcHY+XKlVxlG6Kjo2Fubg4dHR1UVFSgsrISTk5OqKmpQUJCAr744gteHZ7QMiqH5v79+yAIAgsWLOh3TFn5BUhIqEFLi3tBYwebjehGKrzUlUAmkdDBZKGong5zHYXRmNYLMzMzuLm5jUmUpqmpCSEhITh79iyUlJTGxJHpQVZWFtOnT0dMTAzf98VremT/Hz9+/Np0425ra8Pvv/+O+vp6vPvuu9DTG3xW35w5c6CkpISwsLBhd+7lF8nJyTAyMsLkyZMhKSkJf39/hISEcB37xRdf4D//+c+Qrofq6mqoq6tzopnq6uqcN347OzuucvqamppwdHQctaT73bt3ce3aNQQHBw/a7PNNtKYvdDodbDZ7XNdr9MdQojLcmDhxIpYvX46bN2/2Sb+3t7fj+vXrcHNzg4GBQZ91q6urkZubC3d3d067g7lz50JCQgLbtm2Du7s7TE1NeXaMwsqIHZrCwkLk5ORg9uzZUFHh3nm7tbUYDQ0x0NN7B2Ji3FMscU10tLLY8FbvPvFf1NLBZBM8jdAA3SJZDx8+5FuNSY8jc+bMGSgqKmLXrl1wdXUd81lHM2bMQElJCVdpbWFHU1MTNjY2CA8PF7QpfKe+vh5nz56FlpYW1qxZAxkZmSGtRyKR4Ofnh5qaGq6y/IKgsrKyVyhbT0+Pay+q9PR0lJeXD7k/zfz581FeXg4TExPs2LFjzNKpdDodW7Zswd69e4elxtwTrVm4cCHmzp2LNWvWiOR1yAuam5uhqqr6WtV2NTU1YevWrUOOynBj8uTJWLp0KW7cuMGJ1LDZbAQFBWHy5Mm9+jT1wGKxEBoaCk9PT8jIyKCoqAg0Gg12dnagUqmIjIzE/v37eXGIQs+Ipm0zmUzcu3cPqqqqmDmTe10MAJSVnQGZLAU9Ln2beoigtEBOjAwXle4ZTZyCYB47ND0n2a5du3DhwgWebbe5uRmxsbHIy8uDo6Mjdu3aNeSHEz+QlJTkNDd7++23BWbHSHFzc8OpU6eQk5MDCwsLQZvDFwoKChASEoJ58+b1maUwFHqiIOfOnYOGhkavZfv/eo6cKiqvTAUAWExQxD5fy36Xc4sU/ftBxmazsXv3bly8eHHI+5WXl8ezZ8/w5MkTxMTE4K233sL333+PDRs2DHkbIyEgIAD6+vojap0iISGBw4cPY/Pmzfjggw9gZGSEDRs24Ntvvx2WvpSoQ6PRoKDAuyi7MNPe3o79+/fjt99+g6WlJaKiokalq2VkZIQVK1bg5s2bWLp0KYqLi8FisfqI5/UQFxcHeXl52NjY9GpGSSaT8d5778HOzo6rIzQeGVGEJj4+Ho2NjfDx8ek3tNveUYPqmjvQ0VkJSUl1rmPYBIEISgvcVRUh9f/KwjnVVEhLkGGoNjoNGm589dVXuHPnDjo7O0e9rebmZvz11184ffo05OXlsWvXLri5uQnUmelh2rRpaGhoQHFxsaBNGTYSEhLw8/NDeHj4uEs9EQSBuLg4hIWFYfXq1SNyZnpQVlbGypUrcefOHYHX0+jp6fUKkVdUVPQpBqXRaPj777/h6uoKQ0NDJCYmYvHixYOmZsTExODq6or9+/fj2LFjCAoK4ssx9NDW1oawsDDcuHFjVK0Npk6disjISERERCA5ORkTJ07E3r17eXLvEQVoNNq415VisVj46aefYGBgwDln4uPjeSISOmnSJLz11lu4efMmMjMzsXz5cq46NTU1NUhOTuY0pczOzgaZTIa5uTk6Oztx584dfPXVV6O2R1QYdoSmqakJsbGxMDc3h5GRUb/jysvOA2BjokH/cs5pVAbqO5lYoPEqz5pbTYWptiLEyLwPVbq5uUFfXx+fffYZDh06NKJttLS0IDY2Frm5uZg2bdqoBPH4hZiYGObPn4/w8HBs27ZN5MS/9PX1YWVlhfDwcKxYsULQ5vCErq4u/PXXX6BQKNiyZQtP3tYNDAzg6+uLlpYWMJlMiIuLDxhJ4ReOjo548eIFXr58CV1dXdy4cQPXrl3rNUZJSanXbCRXV1f89NNPcHBwQGVlJdatW4eoqKhe6+Tn54NMJsPY2BgAkJGRwVeVXhaLhYaGBuzdu5czRXu0uLi4IDk5GaGhofjPf/6DM2fO4PPPP8fOnTvHdS8oOp0+biM0bDYbly9fxr59+0AikXDo0KE+s+B4AZVKhaSkJKSkpBAVFQUfHx+Ii796ZLNYLISEhMDT0xOKioqcXoorV64EiUTCp59+iokTJ47bNgfcGNYVRRAE7t69CzKZDG9v737HdXU1o7LqOrQ0F0FGpv9pYhGUFoiTAA9VBc72c6tpsOBhQfA/IZFI+Prrr3H58uVhTw9uaWlBWFgYTp06BRkZGQQGBsLDw0PonJkeTE1NoayszJnmKmq4ubmhpqam39kyogSVSuWkWjZu3MjT1IOZmRmkpaXR0NAgsNk14uLiOHbsGLy8vGBubo5Vq1ZxGuXt3bsXoaGhA65fXV3d60bdA51Ox/r162FhYQFra2vk5OTgyy+/BAAcOXIEenp6qKiogLW1NacPTk1NDfT09PDzzz/jwIED0NPTA5U6tBRcaWkpxMTERpRqGozFixcjJycH33zzDX744QcYGRnhxo0bPN+PsDBeIzR3796FlZUVPvnkE3zwwQcoLi7mizNTVFSEiIgIvPPOOwgICEBbWxsuX77cqwa0J9XUE+l99OgRpkyZAn19fY7T9fXXX79WdUwgCGLIf1lZWcS+ffuIhIQEYiCKi48QkVGTCRotb8BxsxJziJXpLzj/l1JaiYmfhBG/J5YOuN5oYLFYxKRJk4gvv/xySONbW1uJiIgI4uDBg8SDBw8IOp3ON9t4DYVCIQ4ePEi0tLQI2pQRUVZWRvz0008i9Z3/m/LycuLQoUPEkydPCDabzZd95OTkEFQqlaitrSVYLBZf9sFPjh49SoSEhAjUhqamJuLZs2dEVlYW3/fFZDKJ77//nlBTUyOsra2J8PBwvu9zrLly5QpRUFAgaDN4xpMnTwhnZ2dCSUmJ+O9//0t0dHTwbV+VlZXEDz/8QJSUlHA+Y7PZRHR0NHH48GGirKyMqK6uJn744QfOvb22tpb44YcfOPfKL7/8kpg0aZJI3g/6YUg+yrAiNBEREZgwYQKcnJz6HcNiMVBecQnqau6Ql+9/mtiL1nYUMjo4s5sAIKOiGQBgo8+/qX5kMhmHDh3CkSNHBqw96OzsRGxsLI4dOwYmk4nt27dj3rx5fQTPhBk1NTVMmzYNDx8+FLQpI+KfqSdRJCMjA9evX8eiRYvg4uLC1zcleXl5SElJobGxUWimcw+VwMBALF68WGD7Z7FYKC0txYQJE7hGiniNmJgYPvnkE5SXl2P+/PlYvXo1jIyM8O2334qk0jc3xkNRcGdnJ3755RdYWlpiwYIFsLW1RWlpKQ4cODDoVP6R0tDQgOvXr8PX17dXepVEIsHNzQ3e3t74888/ceXKFbi5uUFRsbuZc3h4OObMmQM5OTkwmUz8+uuv+Pnnn8d1WpMbwzpaBoMBX1/fAb+kyqo/0NXVhImG2wbcVlh9t/PyT4cms7wZ0hJkmGjx90JYsmQJdHV18f777/dZxmKxkJKSgqNHj6Kurg5btmzBwoULRfbinD17NsrLy/Hy5UtBmzIiRDH11COWFxsbiw0bNsDExITv+ySRSFBUVASZTEZTU5PIOTWCpLS0FJKSktDS0hrT/crIyODHH39EbW0tdu/ejRs3bkBbWxv+/v7IyMgYU1t4jSinnAoKCrBp0yZoamrixIkT2LBhA+rq6nDixAm+6urQaDT8/vvvcHV17Veo1szMDNbW1iCTyUhMTERFRQWeP3+OtrY2ODo6AgDee+896Ovrw8/Pj2+2CivDcmhmzJgxoPIjm92JsrJzUFZyhLLSwNPEQuqa4aQkhwnSrzzdzPJmWE5QgoQYf71KEomEI0eO4MqVK5w3IoIgkJ2djePHjyM/Px9r1qzBihUroKqqyldb+I2kpCS8vLwQHh4ukgqmEhISWLJkCe7du4eWlhZBmzMo7e3tuHbtGurq6hAQENBnWjU/IZFIUFFRAUEQaG5ufuPUDIHm5mY0Nzdj8uTJAqs1kJSUxM6dO5GVlYXo6Gh0dXVh1qxZsLOzw5kzZ9DV1SUQu0YKk8lER0eHSEWz2Ww2bty4gRkzZsDW1ha1tbUIDg5Gfn4+Pv74Y77PXqXT6bh8+fKgU6zLy8uRmZmJgIAAuLu748aNGwgNDcX8+fNBJpNBp9Nx9epVHDly5PWqnfl/huU5DFYtXVMbio6O6kGjM/mt7chrbcdizVfyzV0sNv6uaoGNXl9JZ37g6uoKOzs7bNq0CYWFhTh9+jSSkpLg6+uLd955Z1xJdpuZmUFRURHJycmCNmVE6OnpwdnZGUFBQULd64lCoeDs2bNQV1fH22+/LZAp/D1ODYvFeuPUDAKbzUZpaSl0dHR43lttpDg5OSEoKAhVVVXw8/PDgQMHoKOjgx07dqCsrEzQ5g0JOp0OOTk5kXig1tbW4qOPPoKuri52796NOXPmoLS0FHfv3h2z2UGtra24fPkyLC0tMXv27H7HtbW1ISgoCL6+vlBUVISFhQXMzc0hJyeHkJAQpKWlYePGjbC3t8fcuXPHxHZhY1gOzUB5Q4JgobT0NOTlzaGmOvCXGVLXBBIAX41XzktBLQ3tXWy+1s/8m19++QXJycm4c+cOZs+ejc2bN2PSpEljtv+xgkQiYcGCBXjy5IlQNjYcCrNmzYKkpCQePXokaFO48uLFC1y8eBGzZs2Ct7e3QHPXZDIZqqqqYLFYaGlpeePU9ENFRQXExcWhra0taFP6oKSkhC+//BKlpaW4dOkS8vPzYWpqijlz5uCXX37pNQVe2BD2KdtUKhWnTp2Cp6cnDA0NkZCQgF9//RWVlZU4ePDgmEZVGQwGLl++DDMzswGdEIIgEBoaCjMzM04Lg/r6euTk5GDz5s1YuXIlEhMTkZaWhl9++WWszBc6eHbXra27BwajCIYTtw/omRMEgb/qmjFDWR5aUq9E+TLLu9MJtvpjE6EBwAnv3b9/HxYWFiLxRjFS1NTUYG9vjwcPHgjalBFBIpGwdOlSZGRkCJVgIEEQiI+PR2hoKFatWgU7OztBmwTglVPDZDLfODVcaG9vB4VCwcSJE4X+ul+4cCGioqJQUFCA6dOn4/z589DT04ONjQ0++eQT5ObmCtrEXghjQXBxcTH27dsHR0dHaGpq4vDhwzA3N0dWVhbi4+OxatWqMX8JaW1txaVLl2BsbAw3N7cBz8Pk5GS0tLTA09MTADiFwLNnz4a8vDz09PQQFBQEOzu7UQl2ijo8+QUJgoWXL49BTs4Ympr9N6oEgNzWdrxgdMBPs7fjklneDGVZCRiojq2uy8GDBxEfH4/8/Pwx3a8gmDNnDiorK0X2WOXk5LB06VLcuXNHKGaDMJlMBAcHIzs7G1u2bOHaNE6Q/NOp4Xf6KSIiAqampjAyMsL333/PdczFixehoaEBW1tb2Nra4uzZs5xlZWVlmD9/PszNzWFhYdFvx+Ee8vPz4erqCltbW5ibm+Pdd98F0D1LxM3NDfLy8ggMDOy1zn//+1/o6+tDXl4eJSUlUFZWFqnCVX19ffz444/IyspCeXk5NmzYgKSkJDg4OMDAwAAbNmzA/fv3BZ6W7ezsFHgKj81mIzY2Flu3bsWUKVNgaWmJhw8fYtmyZSgqKkJeXh6OHj3KEW0ca+h0Oi5dugRTU1N4eHgM6MxUV1cjNjYWK1as4MzCS0tLQ0dHB2fGcW5uLuLj43Hw4MExsV9oGer87v//40p1dQgRGTWZqKm9O+hk8m+Lqgid6HSirqOz1+dehx8T684lDbo+PwgICCAcHR0Fsu+xpqSkhDh06BDBYDAEbcqIiY6OJi5fvsw3XZehQKVSiTNnzhA3b94kOjs7B1+Bj+Tk5Ay4nMViERQKhWhsbOTLd8ZkMonJkycTRUVFREdHB2FtbU08f/68z7gLFy4QO3fu5LqNuXPnEg8ePCAIgiBoNBrR2to64D7nz59PBAcHc/7v0Y+h0+nEkydPiBMnTvTZV0JCAlFVVUXIyckRaWlpRFdXV5/tDvZdCiMdHR3EH3/8QaxYsYLQ0NAglJWVCR8fH+LMmTNEY2PjmNuTlpbW67cZK2g0GnH16lViyZIlxP+xd95xTeXp/v8kQCAQEOlVqiBI07EXpIgFFRGUYqWI67TrtJ3Zvfub3bn3zt2ZnV4cBzsialDUQUHARnFsCIqCUpUqvSahpH5/f7jkytAhkAB5v16+Zsj5nnOehHDOc57yebS1tcn06dOJj48PiY6OlqnrXVtbG9m/fz9JS0sbdG1XVxf56aefSG5urvi1lpYW8tVXX5G6ujrxa/PmzSN79uwZE3tlBMnr0PTtEAlRWrYfamo20NPtXz2423mKr2/BsukM6NL+L93E6uKjsI49rumm1/nv//5v5OXl4fbt21I5/3hiZmYGOzs7JCcnS9uUEbNixQoIhUL8/vvvUjl/Y2Mjjh07hpkzZ8Lf37/feWayApVKFXc/NTc3S/wJPjMzE9bW1rC0tBQPzoyPjx/y/s+ePYNAIICXlxeAV5o6gylw19TUwMTERPyzo6MjgFdRvGXLlvU55X7RokXQ19eHSCQaN82Z8YBGoyEgIADnzp1DfX09kpKSYG5ujq+//hr6+vowMjKCu7s7PvjgA5w/fx4tLS1jao9IJBrzNB6Hw0FCQgI++eQTeHl5wdTUFFpaWvj000+hra2Nc+fOobGxEfHx8dixY4dMzNgDXtW9HDt2DC4uLoMW7hJCkJCQAHNzczg4OIhfu3z5MhYtWgQ9PT0AwO3bt/Hs2bMpM1F7IEb9F11Xl4iOjudwcNgPCmVg/+gJpxNlnTy8O6On3sPD8hYQAiywkE6LtIGBAfbt24eIiIgJpXcyUjw9PREZGSkuNJxoUKlU+Pn54dChQ5gxY8aYzvf5Iy9fvgSTyYSHh4fM1MsMhW6npq2tDU1NTdDS0pLYjK+XL1/C1PT/RpyYmJj0O3Lj/PnzyMjIgI2NDb7//nuYmpqiqKgImpqa8PPzQ2lpKVauXIkvv/xyQPvef/99eHh4YMmSJVi1ahVCQ0OhqTn4A1FVVRUAiG8Gk5FFixZh0aJFAF51xty6dQu3bt1CdnY2Lly4gOrqaujo6MDW1hZz5szB0qVL4eHhgenTp0vk/CKRSKLz4zgcDtLS0sTvobCwEHV1dTAwMICtrS3mzp2Lffv2wc3NTaZTiJWVlYiNjYWXlxecnZ0HXf/o0SOxFlo3Dx8+RFdXF5YuXSp+LSIiAvv27ZPJ4vbxZlQOzavozM9gqNlCT7fv0eavE1/XCkUKegyjBIAHZc1QoFKkFqEBgL/85S/49ddfER0djZ07d0rNjvGARqNh48aNOH/+PGbMmCEzTy/DQUNDA76+voiLi8Pu3bvHVPCqm5KSEly8eBEbN24cF7G8EZH0F6A2t89NFADTQCAUCiEUiUBVVBrak7SBI7C277oYAH3W5vR13A0bNiA4OBjKysqIjIzErl27cPPmTQgEAty6dQuPHj3CjBkzEBgYiKioKISHh/d7ztDQUKxevRrJycmIj4/HwYMH8fjx4wFrN7oLgalUqswXAksKOp2OVatWYdWqVeLX+nNytLW1YWRkBD09PRgYGMDY2BimpqYwMzODlZUVzM3NhxSNFIlEQy6w7VZpfvHiBUpLS1FZWYnq6mrU1NSgoaEBNTU1PZyXN954A++9957MOy9/pKioCPHx8fD19R1S3U5lZSVu3LiB0NBQ8Wfe2tqKmzdvYteuXeLP98SJE6iursYnn3wypvZPFEbl0NTVJaCj4wUcHX4ZNDojJAQX6lrgoaUBLaWep31Q2gIHIw2oKUsvBDxt2jR8//33+PDDD7F169ZJE47uj9dTT5s2bZK2OSPC2toaixcvBpPJRFhY2Jimfh4/foxr164hKCioRzRiokEBBYoKihBCCD6fD0UlRVAH+dsdDBMTE1RWVop/rqqqgpGRUa912tra4v+PiIgQX4RNTEwwZ84c8YRrX19f3Lt3b0CHBgCMjIwQFhaGsLAwODg4IC8vb0BRsvLy8nFxfGWd/pyc27dvo6CgQOxU3L9/HwkJCWhubkZLSws6OjrAYDCgqakJbW1t6OrqQl1dHYqKilBUVISSkhIUFRXB4XDA5/Nx4cIFCAQCCAQC8Pl8CAQCtLe3o6GhAY2NjWhtbQWHw4GKigo0NTWhpaUFXV1dGBgYwN7eHqamppg5c6a4k2eikpOTg+vXryM4OLhHmrQ/WCwWzp07h40bN0JHRwdA36kmgUCAjz76CD/88IP8e/1vRnzXFokEr6IzjFnQ1V016PpbLWzU8vj4HwPjHq9zBULkVLVi56LxSxv0x65du/DTTz8hPDwcJ06ckLY5Y85ETz0Br9Sr6+vrER8fD39//zF58r5z5w4yMzOxa9eucdWoGBEDRFJeSWBNGgAAIABJREFURwEAr7MTzW1tmD59+qi6UubPn4/i4mKUlpbC2NgYTCYTp0+f7rWupqZGLFh56dIl2NnZifdvaWlBQ0MDdHV1cfPmTcybNw8A8Ne//hULFizo5XQnJyfD09MTSkpKqK2tRVNTE4yNe15bXqf7htxdayOnJ3Q6HStXrhS3BfdFV1cXysrK8Pz5c1RUVKCiogJsNruHw9LR0YG2tjYIhUIoKytDUVERNBoNqqqqUFRUBIPBEEd9LCwsYGVlNSEjxEOBEILbt28jKysLISEhYudkIPh8PphMJhYuXNgjCtxXqiksLAwmJiaTPqMwLIZaPUz+0OVUXXORXL9hSerqkodUovzW0zJik/GEdAp6Tv98UNpEzD5JIMl5NcMseh4bHj58SFRVVUlJSYm0TRkXJkPXE5/PJ4cPHybp6ekSPa5IJCIpKSnkl19+Ia2trRI9tiQZTWdOV1cXqampGbSraDASExPJzJkziaWlJfn888/Fr3/66afiSdp/+ctfiL29PXFyciJubm4kPz9fvO7q1avE0dGRODg4kF27domnGa9bt47cuXOn1/nef/99YmNjQ5ycnIiTkxM5efKkeJuZmRmZPn06UVNTI8bGxiQ3N5fk5OSQt956ixgbGxMKhUKMjY3JP/7xj17HnYhdTrLGvXv3yJUrV6RthlTh8/kkPj6eHDhwQDwRezBEIhGJi4sj58+f79GN2FdXU0lJCVFVVSWPHj2SuO0yypB8FAoZnjYFAQCRiI9799dAQYGOBfMvDZpu4giEcLydhy0GWvjKtme4/kBaCb5KLkT2/1sJbYZsyI/v2bMHmZmZE35A3FBJSkpCZ2cnNm3aNGFrC9hsNo4cOYK1a9f2O9htOAiFQly6dAktLS0IDg6W6afI/Px8cbRjJPD5fDQ3N0NFRQUaGhoy9R1YvXo1UlJSRnWM6upqNDU1wcHBYdD3NtrPUg7w4MED1NfXY926ddI2RSq0t7cjNjYWampq8PX1HXL08/fff0d+fj5CQkLE6XNCCGJiYmBubt5jLIKLiwsWLlyIgwcPjsl7kEGGdFEaUfK8uuYcOjvLYGn5/qDODPBqsnaniCDAoHcXU1ZZC6x01WTGmQFeie2VlpYiJiZG2qaMCytXrkRtbS0eP34sbVNGjLq6OgICAnD58mXU1dWN6lg8Hg9MJhNdXV0y1fI5VigpKUFXVxcCgWBM2rpHw2idGaFQiLq6OpiYmMiUozaZoVKpMvUdGk9qampw+PBhWFhYICAgYMjOTGFhITIzMxEYGNijFvD27dsQCAQ9Uk0xMTEoLS3tV8ByKjNsh0Yo7ERp6c+YNu0N6Gh7DGmfc7UtsKDT8IZGT20JkYggq6xZau3a/TF9+nR89913+OCDDyAQCKRtzpijpKSEzZs349q1a2hoaJC2OSPG2NgYq1evBpPJREdHx4iO0T1bhcFg9Lq4TGa6VYUVFRXR0NAw4SY898fLly+hrKwssZZkOYMzVR2ap0+fIiYmBl5eXoOOMnid+vp68egUDQ0N8euVlZW4d+8e/P39xV1NAoEAH3zwAb7//nv5d7oPhu3QVFaeAI9XD2urj4f0C6vs4uF2KwdbDLR6rc+vZYHVJcB8c9lyaIBXbaEGBgZiSfXJjp6eHjw9PREXFzehb2ZOTk6wt7dHbGzssN9Ha2srjh07BgsLC/j4+Eh1wKQ0oFAomDZtGtTV1dHU1ISuri5pmzQq+Hw+GhsbJ3RX2kRkqjk0hBCkpqbi2rVr2L59O2bPnj3kfTkcDphMJry8vHp0QP1xsnY3ERERMDIyQkhIiCTfwqRhWFdsPr8V5RWR0NH2gKbmvCHtc6H2lSqlv35vb/JOSRMAYInV4NXf4w2VSsXx48cRGxuL0tJSaZszLsyZMwd6enqjDvNLm5UrV0JdXR0XLlwY8oW1rq4Ox48fx/z58wedrTLZUVVVhZaWFlpbW8FisSbsYMvKykqoqanJ3KDEyY6SkhJ4PJ60zRgX2tvbcfr0aZSWlmL37t3iLr6hwOVycerUKTg7O/cYKEkIQXx8POzs7Hp0nz5//hxnz57FsWPHptzD1lAZ1qdSVh4JgYADK6uPhrSeEIJzdc1YNE0NZvTeucTfSxphpasGg2m9ZcplgTfeeAPBwcHw9/eXtinjAoVCwfr161FaWoq8vDxpmzNiKBQKfH19wePxkJiYOOgNuby8HCdPnoSXlxcWLlw4TlbKNjQaDbq6uuDxeGhqaoJQKJS2ScOCy+WitbVVHp2RAurq6mCz2dI2Y8wpKyvDoUOHoKenh127dg1LK0cgEIDJZMLExASurq49tmVmZoLNZvdqod+8eTO2bt2KuXPnSsT+yciwHJqqqmgYGGwEgzE0zZIsVgdKOrh9FgPzBCJkljZjmbXsRWde56uvvsLz58+nhC4NACgrK2Pz5s1ISkpCc3OztM0ZMYqKiggICEBNTQ3S0tL6XVdQUICzZ8/Cz89PPC9FzisUFBSgra0NZWVlNDQ0TKgUVEVFBTQ0NAadCSVH8jAYjEnt0IhEIqSnp4tTQl5eXsMa9SASiXDx4kXQ6XSsXbu2RzS4uroaGRkZ8Pf373HM48eP48WLF/Jp2oMwLIeGEAJLi/eHvP5kdSPUFKjYqNd7pMGjihZ08oVYIuMOjZaWFiIjI/Hee++htbVV2uaMC4aGhnB1dUVcXNyELopWVlbGtm3bkJeXhwcPHvTanp2djcTERGzfvl2sUiunJxQKBerq6uI5UG1tbX1GvJKTk2Frawtra+t+uy/ef/99uLi4wMXFBTY2NuLZSzk5OVi8eDFmz54NJycnxMbGDmpXYWEh3Nzc4OLiAjs7O3GtW1NTE1xdXeHs7Ixvv/22xz5/+9vfYGpqOqFVZycC6urq4HA4EzZVORBsNhsnT55EWVkZ9uzZA2tr62HtTwhBcnIyOjo64Ofn1yN1xOVyERcXB29vb2hp/V8QoLW1Fe+//z4OHTrU43U5fTBUwRpCCAoL/3vIKjitPD4xT8shHxVU9Ln926uFxOIvCaS1gzfkY0oLkUhEvL29ydKlS6VtyrghEonImTNnSFJSkrRNGTXNzc3k22+/JU+fPiWEvHpvaWlp5McffyRNTU1Stm70jJcYnEAgII2NjaS+vp7w+fwer1taWpLnz58TLpdLnJycxJ91f/z0008kNDSUEEJIYWEhKSoqIoQQ8vLlS2JgYEBaWloG3H/VqlXkt99+E//85MkTQgghHA6HxMTEkM8//5y8/fbbPfa5e/cuqa6uJmpqav0eVy6sJxm+/PLLUYs1yhrFxcXkm2++IWlpaUQoFA6+Qx+kp6eTX3/9lXR2dvZ4vVtU7/Lly732Wbp0KVm3bl0Psb0pyJB8lGFFaMzN3xry2gv1r7Rnthtp97n9dkkjHE00MY0u+22xFAoFx44dQ25u7pRJPVEoFGzcuBEFBQUTfgL59OnTERwcjMTERLx48QJXrlxBQUEBwsLC5E88w0BBQQFaWlqg0+lobGxEe3s7CCHIzMyEtbU1LC0tQaPREBQUhPj4+AGPdebMGQQHBwMAbGxsxAP7uocjDiYfUFNT06MrpHukgVAohJ2dXZ+ThxctWjSsok05I2cy1dFwuVwkJCTg8uXL8Pf3x4oVK0ZUlPvw4UM8evQI27Ztg4pKz7rRbjHC1at7Dnk+fvw4cnNzcfTo0SndqDBUhvVbodH6dk7+CCEEMdWNcGTQ4azeO4fN7uIjp7IVy6yHdjxZQF9ff8qlnuh0OgIDA5GYmIja2lppmzMqDA0N4efnh9OnT6O6uhohISHy1MMIoFAoYDAY0NbWRkdHB5qamlBRUdGj+NbExAQvX77s9xjl5eUoLS2Fh0dvHavMzEzweDxYWVkNaMf7778PDw8PrF27Ft9//734b7Kqqgq6urrDqmmQI3kmi0NTWlqKyMhICIVCvPnmmzA3Nx/RcfLz85Gamort27f36rorLS1FRkZGL92r11NN+vr6o3kbU4YxGSmdw+7EU04X/mXT92TRzNJmCEUES2WwXXsggoKCEBMTg/Xr1+P333+XtjnjgqGhIby9vcFkMhEREQE1NTVpmzQihEIhsrOzoaenh9bWVrS0tPT5FD/R+Vfmv1DQXCDRY87SmoVPFnzS4zUlJSXo6OiAw+GAxWJBIBC8mqXy76fIgZ4mmUwmNm/e3MvpqKmpwY4dO3DixIlBn4BDQ0OxevVqJCcnIz4+HgcPHsStW7fA5XIn7KDVycRELwzmcrm4du0aiouLsWHDhmHXyrxOQUEBEhMTsW3bth4T54FXQ1PPnz8Pf3//XtHi9evXY9myZQgICBjxuacaY9LMHlPdCDqVCr8+tGeAV+3ayopUzDWbWEqHUzH1BEBcrHn27NkJ174LvHJmzp07B5FIhLCwMKxbtw4xMTGjHpEw1ekuGJ41axbKy8vR1NQEgUCAqqoqGBkZ9bsfk8kUp5u6YbFYWLduHT7//HMsWrRoSOc3MjJCWFgY4uPjoaioiIyMDGhpacmjMzIAg8EAh8ORthkj4o9RmdE4M0VFRbh8+TK2bt3aK93J5XJx5swZuLq6wsLCosc2eappZEg8QsMRCHGxvhUb9TShrtj3hSWtsAGLrbShojTxLjzdqae33noLGzduFHdqTHbc3d0RGxuLxMREbNiwYcL8kQkEApw7dw5UKlUcFbC3t4dIJEJMTAx27NgBPT09aZspMf4YSRkPFi9ejPLyctTU1KCjowOnT5/GmTNn+lxbWFiIlpYWLF68WPwaj8fDpk2bsHPnTmzZsqXH+r/+9a9YsGABNm3a1OP15ORkeHp6QklJCbW1tWhsbIS6uvqAjpSc8UNdXX3CyT50dHTgxo0bKCkpGXVUBgBKSkoQHx+P4ODgXt9LQgguXrwIU1NTzJ8/v8c2eapp5Eg8QvNbfSs6hCLs6KcYuLSxHaWN7fCYNXFvIkFBQViyZAnWr18vbVPGDQqFgk2bNqGqqqrPFmhZRCAQIDY2FoqKir1SHA4ODli1ahVOnjyJ+vp6KVo58VFUVMT+/fvh7+8Pd3d3bNiwAXp6euByufj73/+OS5cuideeOXMGQUFBPRzis2fPIiMjA1FRUeK27u5J97m5uX2mBq9evQoHBwc4Oztj9erV+PDDD2FtbQ0lJSWYm5vjgw8+QFRUFExMTMRF7R9//DFMTEzQ0dEBExMTfPbZZ2P7wUxhulu3JwIikQhZWVk4cOAAFBUVRx2VAYDi4mJcvHgRQUFBPYrXu0lNTUVnZye8vb17PRyuX78ey5cvl6eaRsJQ26H+/W9ARCIR8XpQQFbcz++3xezorRfE7JMEUtE0sVv6amtriYaGBomKipK2KeNKc3Mz+frrr8mLFy+kbcqA8Hg8Eh0dTeLi4gZssczNzSXffPMNqampGUfrJIustRqLRCLS0dFBamtrSXNzMxEIBCM+1qpVqwZd09nZSbKzs0lXV9eIz9ONrH2WE5Xy8nJy5MgRaZsxKJWVleTgwYPk6NGjErsGFBYWkq+++opUVPQtWZKbm0u+//57wuFwem07duwY0dDQILW1tRKxZRIh+bbtwXjI6sATdid2Gev0m5JILayHtR4DploTW8GzO/W0b9++KfWEP336dPj7++P8+fMyG1Lm8/k4c+YM1NTUsGnTpgELTB0cHLBmzRrExMSgpqZmHK2cvFAoFNDpdHG3UUNDw4iF1oYyV+zly5fQ0NCAsnLv8SpypMO0adPQ0tIibTP6pb29HZcuXUJsbCwWLlwoHkY8WgoKCnDp0iVs3bq1z7EbNTU1SEpKQlBQUK8Gi/r6enmqaZRI1KE5+rIR6gpUBPRTDNzOFeD+i2a42+pK8rRSIygoCGvWrOmz/XQyY2FhgRUrVoDJZMqcHD6Px8OpU6egoaEBX1/fIelFzJ49G+vWrcOpU6dQWVk5DlZODahUKjQ0NKCtrQ0ulysenzASx6Y/eDwe2traYGxsLLFjyhk9GhoaEIlEMtfpJBQKcf/+fRw4cAA0Gg1vv/02nJ2dJVITmJeXh4SEBGzdurXP7yObzUZsbCzWrVvXp/Pk7u6OtWvXIjAwcNS2TFUk5tDUc/m4XN+KIEMtqPVTDHy7pBE8oQjuthO3fuZ1KBQKjhw5AhaLhbfeGrro4GRg3rx5sLCwAJPJlJnxCN3Ta7W0tLBx48ZhiV/Z2dlh48aNYDKZKCoqGkMrpx5KSkrQ0tKCuro6WCwWmpqaJDaNubq6GmpqaqDT6RI5nhzJQKFQYGRkhOrqammbAuBVacWTJ0+wf/9+lJSUYOfOnVizZk0vgbuRcv/+fVy7dg07duzoszC9q6sLp06dwhtvvAF7e/te2998802w2WwcPnxYIvZMVSTm0ERXN4FPCEKN+4++pBY2gKGsiHnmk0edlcFg4NKlSzhx4gSuXbsmbXPGDQqFgjVr1oDBYOD8+fMQiURStYfH4+H06dPQ0dEZcRfWzJkzERwcjEuXLomLUuVIhtfTUHQ6Hc3NzWhubgafzx/xMQUCAZqbm+XRGRnF0NBQ6mlcQgiKi4tx8OBBZGZmYuPGjdi2bZvEUjqEENy4cQMPHjxAaGhon8ftnqxtZmaGZcuW9dqekpKC6OhoXL58WS72OUok4tDwRCJEVzfCQ0sdlqp957EJIUgrrMcyax3QFMdE/kZquLi44F//+hcCAwOnjIow8Oom5evrCy6XiytXrkhtGF23M6OtrY3169ePKnxsYmKCkJAQpKWl4ffff5+UA/akCYVCgZqaGvT09ECj0dDU1ITW1tYR6RvV1NSATqfLbwIyiqGhoVQjNJWVlYiKisLVq1fh5uaG8PDwESv99oVIJMKlS5dQWlqK0NDQPiU8RCIRLly4AAaDgTVr1vS6NrW2tmLr1q346quv4OzsLDHbpioS8SwSG9pQzxMg3KT/6Ex+DRs1bV1wnzU56mf+yNtvv42lS5fC09NT2qaMK4qKiggMDER1dTXS09PH/fx8Ph9MJhOampoS08fR0dFBWFgYcnNzkZKSIndqxgAqlQoGgwE9PT1QqVQ0NDSgra1tyOlLkUiExsZG+WwmGcbIyEgqEZrKykqcOXMGcXFxcHFxwZtvvolZs2ZJVDuLz+cjNjYWbDYbO3fu7FNBnRCCK1euoKurC76+vn2e38PDA0uXLp1yJQtjhUQcmqNVDbCkK8NdS73fNVef1YJCATxmTc7qbQqFgpMnT+Lly5f45JPxFzeTJsrKyti6dSuePHmCrKyscTtvdyiXwWDAx8dHohcsDQ0NhISEoKamBhcuXJiQCsnjSXJyMmxtbWFtbY0vv/yyzzUVFRVwd3fHnDlz4OTkhCtXroBKpYJOp+Pjjz/GkiVLYGdnh7///e+DpqJOnz6NrVu3YsWKFbC3t8fBgwcBABkZGZg7dy4UFRURFxfXY581a9ZAU1NzSulHSZNp06ZBKBSOS2EwIQQlJSWIiorChQsXYG1tjXfffRdz5swZ0SDJgejs7MTJkyehoqKC4OBg0Gi0Ptelp6ejuroagYGBUFTsrWH78ccfo6amBtHR0RNGqFTmGWp/N+lHhyaH1U70bz4ihyrqB2wiX/19Otny652RdaBPIO7du0dUVVXJrVu3pG3KuNPU1ES+/fZb8vTp0zE/F5/PJzExMYPqzIwWHo9Hzpw5Q6KjoyWiczIWSFs7RSAQEEtLS/L8+XPC5XKJk5NTn9+BiIgIcuDAAUIIIU+fPiVmZmaEEEJOnTpFAgMDCSGEsNlsMmPGDJKZmUmampoIl8vtdRwej0d0dXVJVlYWIYSQrq4uUlBQQAghpLS0lDx+/Jjs2LGDnDt3rsd+169fJ5cuXSLr1q3r971I+7OcbJw8eVL8uxkLhEIhycvLI5GRkeTAgQPk8ePHY3o9aG1tJb/88gtJSUnpV2uNEEIePHhAfvzxR8Jms/vcfuvWLaKqqkru378/VqZONsZHh+ZoVQNUFagINOy/0Le8qR0FtWysmj05ozOvs3DhQvzjH/+An58fOjo6pG3OuKKlpYXg4GAkJiairKxszM4jEAhw9uxZ0Gi0QXVmRouSkhICAgKgqamJY8eOybS2hrTIzMyEtbU1LC0tQaPREBQUhPj4+F7rKBQKWCwWAKCtrU3cDUKhUNDe3g6BQAAulwtlZWVYWFiARqOhpaUFTU1NPdq9a2trIRAIxEMolZWVxf9vbm4OJyenPr8Tnp6evSYdyxlbxqowmM/n4+HDh/jll19w7949uLm5Ye/evf3+7iVBVVUVjh49ChcXF6xatarfqEp+fj4yMjKwffv2Puu7Ojo64Ofnh88++wwLFiwYE1unKqP6zddy+bhY14pAAy1o9NOqDQApT2sBAKtnT77pxn3x0UcfwdHREV5eXtI2ZdwxNDTE5s2bERcXNyYXMqFQiLi4OCgoKMDPz29MnZluqFQq1q9fj7lz5+Lo0aNj6qxNRF6+fNlDRMzExAQvX77ste6zzz5DTEwMTExM4O3tjZ9//hkAsHnzZqipqcHQ0BAzZszARx99BB0dHXGNDZ1OB4vFEgv0cblcrFy5EpaWlggODsapU6ek3mUnp28k7dA0NTUhJSUF33//PQoKCrBhwwaEhYXB1tZ2TNM2jx8/xpkzZ7Bu3TosWbKk33WlpaVISEhAcHBwr+nZ3Xh5ecHJyQkffvjhWJk7ZRnVcMqjVQ0QEoK9pgMX+qY8rcNsI40Jrw48VKhUKmJjY2FnZ4dPPvkE//rXv6Rt0rhiYWEhFqrbsWOHxFokhUIhzp8/D0IItmzZMq5TlSkUChYuXAhdXV3ExcVhxYoVvYbKyQK1//wnuPkFEj2mst0sGPznf/a7nfRRNN3XzeXMmTMICQnBhx9+iLt372LHjh3Iy8tDZmYmFBQUUF1djZaWFixfvlzssFAoFKiqqoJOp4PH44HD4YDFYmH//v2oqqpCeno6vvnmG1y7dg1RUVGSfNtyJICRkRGSkpJGdQyRSISioiI8ePAAtbW1mDNnDiIiIjB9et8CrpJEJBLh+vXrKCgoQEhICHR1+7/XlZeXIy4uDlu2bOm3WP3jjz9GUVER8vPzx+VhbKoxYoeGIxDiRHUj1ulqwozev+R4PasL2eUt+MDLZqSnmpDo6OggKSlJfOPbvHmztE0aV+zs7CAUCiU20VokEuHixYsQCAQICAgYV2fmdSwtLREWFgYmk4m6ujqsXbtWarbICiYmJj0UlquqqvoUFzt69CiSk5MBvJrQ3dXVhcbGRpw+fRpr1qyBkpIS9PT0sHTpUmRlZcHS0lK8L4VCgbKyMpqamqCsrAw6nQ5jY2Ns374d/v7+mD17ttyhkUFeLwwebrqPxWIhJycH2dnZmDZtGubNm4fg4OA+C2zHgq6uLpw/fx5CoRAREREDijdWVlbi7Nmz8Pf377c1/OzZs/jll1+QkZEBHR2dMbJ6ajPib8apmiawBCK8OWOQ6MyzOgDAGoepkW56nXnz5uHw4cMIDQ2Fo6OjOM8/VXBwcAAhBDExMdi5c+eI/4jJv9sfOzo6sHXr1nG7oPWHlpYWwsPDceHCBZw8eRJbtmzps21TGgwUSRkr5s+fj+LiYpSWlsLY2BhMJhOnT5/utW7GjBm4ceMGQkJCkJ+fj66uLujq6mLGjBm4efMmtm/fjo6ODty7dw/vvfcegFd1L9HR0WLxvMbGRqirqyM7OxsrVqwAl8vFrVu3YGxsjJaWFtDpdPlMJxmCQqHA1NQUZWVlcHR0HHR9V1cX8vPz8eTJE9TW1sLe3h7BwcESmbM0HBobG8FkMmFlZYXVq1cPGE2pqqoCk8nEpk2bejjhr5Ofn4/w8HAcOXIEb7zxxliZLWeo1cPktS4nnlBE5t7OIxuziwYtTd5+5B5x+zp1wIrwyc6f//xnoq+vT9rbJ/aE8ZGSk5NDvv32W9LQ0DCi/VNTU0lkZKTMdRkJhUJy/fp18sMPP0h1Oq4sdOYkJiaSmTNnEktLS/L555+LX//0009JfHw8IeRVZ9OSJUuIk5MTcXZ2JikpKYSQV51NmzdvJvb29sTOzo589dVXhJBXn++MGTNIR0cHIYSQlpYW8ujRI9La2krWrl1LbGxsiLOzM1myZAm5d+8e4XA4JCUlhRgaGhJVVVWipaVF7O3txbYsW7aM6OjoEBUVFWJsbEySk5N7vQ9Z+CwnG1lZWSQuLq7f7QKBgOTn55OzZ8+SL774gjCZTPL06VPC5/PH0cr/o7i4mHz99dckOzt70LVVVVXkq6++IkVF/d8L2Ww20dfXJx9//LEkzZxqDMlHoZDhiYYRALhQ14K3npUj2tECq3Sm9bu4tYOHeZ9fx+7llvjL2lmjdL0mLiKRCGvWrEF9ff2UldTPycnBzZs3sWPHjgHz0H8kKysLd+7cQVhYmMwqwubm5iI5ORleXl5wcXEZ9/Pn5+fDzs5u3M871uTl5eHYsWP47rvvAACFhYVQUVGBmZnZgPsJBAJ0dnaKuwzpdDpUVFSgpKQ0aOHoZP0spQmbzcaBAwfw0UcfidOzAoEApaWlKCgoQH5+PnR1deHk5AR7e3upzeUSiUTIyMhAdnY2tmzZghkzZgy4vrKyEkwmEz4+PgNG311cXKCvr4+kpCR53czIGVLF97Bj94QQHKiox0xVZazU1hhwbXJeLQQiAm/HqZdueh0qlYq4uDg4Oztj69atfYbjJzsuLi6gUqmIjo4eck1Nfn4+0tPTERoaKrPODAA4OjpCX18fcXFxKC0txbp16/oV25IzdBwcHMTOTHdB8FCk6xUVFaGurg4GgwE+n4/Ozk60trZCJBJBRUUFKioqUFZWlouZjRPq6urQ0tJCUVERuFwuioqK8OLFC+jr68PGxgZ79uzpc2zAeMJms3HhwgVQKBTs2bNn0HqfiooKxMbGwtfXFzNnzux33datW8Fms5GRkSF3ZsaBYTs0v7dwkMfpxHe2pqAOckG49Lga5tqqcDTuP4oC30PrAAAgAElEQVQzVdDQ0MD169cxZ84c/PDDD+IagalEt0bEyZMnsW3btgHz4mVlZUhISMD27dv7bX+UJfT09LB7924kJSXh0KFD2Lx587jn/ScztbW1UFNTG1Z9DIVCAY1GEzuXfD4fXC4XHA4HLS0tUFZWFjs3U72weywghKChoQHFxcXgcDg4f/48bGxsYGNjg3Xr1slM3VlJSQni4+Mxb948LF++fFDHo7y8HGfPnoWfnx+srKz6Xffdd98hMTERDx8+hIbGwA//ciTDsB2aA5X10KMpwt9g4Ja5elYX7r5owrvu1vInoX9jZWWFixcvwsfHB3PnzoWrq6u0TRp3HBwcQKFQEBMTg6CgIJiYmPRaU1tbi3PnzmHz5s0TalYPjUbDxo0b8eTJE5w8eRJubm6YN2+e/PsvAVpbW0c9VVtJSQlKSkpgMBgQCoXgcrno6uoCi8USd1HxeLwRdeTIeeXANDY2orS0FOXl5SgrK4OysjIsLS2xbNky3LlzB1u2bJGZvwehUIibN28iLy9vwO6k1ykpKcHFixfh7+/fbwEwAKSlpeHTTz/FpUuXBnR65EiWYTk0T9gdSG1m4z8tDaE8iBebmFsDQoANzr3bN6cynp6e+Oc//wlfX188e/ZsSj7Fz549G0pKSjhz5kyvkG1LSwtOnz4Nb29vWFhYSNHKkePk5ARjY2NxCsrHxwcqKirSNmvCwuFwIBQKJao7oqCgAFVVVaiqqoIQIlYp5vP5OHDgANTU1GBubg5zc3MYGxtDU1NTZm7EsoJQKERDQwMqKyvFDoySkhLMzc1hY2ODVatWYdq0V9F5Qghu376NhoaGUUs4SILW1lacP38edDode/bsGVK06MmTJ7h69SoCAwMHrK+prq7Gpk2b8MUXX0y5YcXSZlhFwWG5peR2KwcPFtsPqAwMAJsO3EYnT4jk96ZeFGIwCCEICQlBeno6ioqKpmy9RWVlJWJjY+Hl5QVnZ2e0t7fj2LFjWLBgARYuXCht80aNQCDA1atXUVxcDH9//z6jUZJgsheyvnjxAoSQcXnSzc/Ph62tLerq6lBWVoby8nJUV1dDIBDA0NAQhoaGMDIygqGh4ZRycrqdl5qaGlRXV6Ompgb19fWYNm0ajI2Nxc7fQLUwSUlJYDAYWL58+Tha3pv8/HwkJCRg6dKlWLx48ZB+h3fv3sW9e/ewbdu2AR0yHo+HmTNnwt3dHcePH58y349xYEgf5LAcGoPUHPKBuT4+thg4DVDZ3IHlX6Xi4zW2eMvNesjHn0rweDx4enqira0NOTk5U7ZgrKGhAadOncLcuXNRWFgIKysreHh4SNssiZKfn4/ExETMmTMHK1askLiOzmR2aAghePz4MSwtLcelDqG/z5LD4Yhv5N039W4nR0dHB9ra2uJ/06ZNm7A3MoFAIJ6f1djYiKamJjQ0NIidl25nztDQEAYGBsOqaXrx4gVSU1MRHh4+hu+gfzo7O5GcnIzKykr4+fkN6QGDEILr16+jqKgI27dvF0ec+kIkEsHFxQXTpk3DjRs3puyD6hgh+S4nNQUqIkwGb7m9/KQaALDBSZ5u6g8ajYYrV65g0aJF8PLywo0bN6RtklTQ1dXFrl278Ouvv0JTUxNubm7SNkni2NnZwdTUFImJiTh06BB8fX37VNKdyISFhSEhIQF6enrIy8vrcw0hBPv27cOVK1egqqqKqKgozJ07V7ydxWLBzs4OmzZtwv79+wG8Sg1QKJReNS337t3Dvn37wOVyweVyERgYiM8++wwFBQUIDQ3Fw4cP8b//+7/46KOPhmVjfzAYDHFBazccDgc1NTXim35BQQGamprQ0dEBLS0taGtrQ0tLCxoaGmAwGFBXVxd3X0lDHJIQIq4RYrPZ4HA4YLPZaGtrQ1NTE5qamsBms6GpqSl2zkxMTODi4jJs56UvzMzM0NjYCA6HM+5di4WFhUhMTMSsWbOwd+/eITkbQqEQly5dQnNzM8LCwgZtJ1+5ciWEQiGuXLkid2akxLD+qkKNdTBdafBdLuVUY84MzSkzu2mkqKurIzU1FXPnzp2y7dyEEKSmpsLMzAxdXV347bffsHHjxknXdcJgMBAQEIC8vDycPn16zKI10iIkJATvvPMOdu7c2e+apKQkFBcXo7i4GPfv38ebb76J+/fvi7d/+umnWLFiRY99Ghsb+0zt7Nq1C2fPnoWzszOEQiEKCwsBvFJx/umnn/Dbb7+NyMbhwGAwMHPmzF5tuzweD83NzWInoaGhAaWlpWIngsPhQElJSezcdHdaKSkpQVlZGTQaTfxfGo0GBQUFUCgU8T+gpyBqd/0Pj8cDj8fr9f+dnZ1i5wVAD8dKXV0dmpqasLKygra2NqZPnz5m0WIFBQVYWVmhqKiohyM7lvwxKjOUwl/g1e/w3LlzoFAo2LlzJ5SUlAZcHxwcjKKiIjx8+FBeUC5FhnU1/dMgQygBoLiOjYJaNv6xwX7ERk0l9PT0kJ6ejnnz5uHPf/4zvv76a2mbNG4QQnD16lW0tbVh+/btAIC4uDicOXMGAQEBk+4ph0KhwNHRERYWFpMuWuPq6jroFPL4+Hjs3LkTFAoFixYtQmtrK2pqamBoaIjs7GzU1dVhzZo1yMrKAvAqhM9mszFrVm9Rzvr6enEHnIKCAuztX11v9PT0oKenh8TExBHZKAloNBoMDAz6LfgnhKCzs1Ps4HR1dfVwQLhcLthstvhnkUgkdl5EIlEP54ZCoUBRUVHs/HTPuZo2bZrYKaLT6WIHRtpjIWxsbJCXlzcuDs1IojIA0NHRgdOnT0NXVxfr168f9OHqww8/REpKCrKysmSi4HkqMyyHRpc2sJcKAHEPq6BApWC9PN00ZKysrHDz5k24urrC2Nh4ymjU3LlzB8+fP0doaKj4CSgwMBCXL1/GiRMnEBwcLNOCeiNlskdr+uPly5cwNTUV/2xiYoKXL19CX18fH374IU6ePNkj9drY2AgajQZV1d6R3vfffx+2trZwc3PDmjVrsGvXrgnTSdY9QVxVVVVik+gnCrNmzUJycjLa2toGrEcZDSONygD/12Vpa2sLT0/PQWuhfvjhBxw6dAi3bt0asI1bzvgg0SuoQCjCxYcv4W6rC111+YC44TBnzhzEx8djw4YNMDIyQkBAgLRNGlMeP36MBw8e9MpNU6lU+Pj4ID09HYcPH0ZQUNCE0qIZKn+M1hw8eFAireq3zhahsZIjIStfoWPKwPIAm8EXDkJfDQgUCgUHDhyAt7d3D2cHAJqamvpt1f773/+Obdu24erVqzh9+jTOnDmDtLS0UdsoZ2yh0WhwdHREdna2xIv/CSHIy8vDtWvXhh2VAYDS0lKcP38erq6uWLBgwaDrY2Nj8be//Q0JCQlSGXkipzcSdWhulTSins3F5jfGpj11suPh4YHjx48jLCwMBgYGk1Z4r7i4GNeuXcOuXbv67FyhUChwc3ODnp4eYmJisHbtWjg4OEjB0rGnO1pTUFCA+Ph4mJqawsvLa1Iqi5qYmKCyslL8c1VVFYyMjHD37l3cunULBw4cAIfDAY/HA51OR1BQ0ICt2lZWVnjzzTcREREBXV1dNDU1QVtbezzeipxRMG/ePERHR2PFihUSq5Wrr6/HlStXwOVysWXLll7O8UAQQpCVlYX09HT4+/sP6aEiLS0N4eHhiIqKgru7+2hMlyNBJOrQnM+uwnRVJXjMmlphVEkSEBCA2tpabNiwAXfu3MHs2bOlbZJEqaqqwm+//Ybg4OBBh1Ta29tDS0sLTCYTdXV18PDwmLDtsANBoVBgZ2cHa2tr3Lp1C5GRkVi6dCkWLVo07Au+JCIpY4WPjw/279+PoKAg3L9/H9OmTYOhoSFOnTolXhMVFYWsrCy89957YLFY2L17N955551eT8yJiYnw9vYGhUJBcXExFBQUpD4PSM7Q0NXVhY6ODvLz80f9oNLV1YW0tDTk5ubCzc0Nb7zxxrCKmru7kiorKxEeHj4k8canT5/Cx8cHX375JbZs2TIa8+VIGImVs7d18HH1WR02uhiDpjg1NVUkxX/8x3/g7bffhqurKyoqKqRtjsRoaGgAk8mEr6/vkEXmDAwMEBERgYqKCjCZTHC53DG2UnooKSnBw8MD4eHhKCsrQ2RkJF68eCFts4ZEcHAwFi9ejMLCQpiYmODo0aMAgMjISERGRgIAvL29YWlpCWtra0RERODAgQP9Hq+trQ2ampp48uRJnynHkydPwtbWFi4uLtixYwdOnToFBQUF1NbWwsTEBN999x0+//xzmJiYgMViDWijnPFn/vz54uLvkUAIwZMnT/DLL7+Ax+Phrbfewvz584flzLS3tyM6Ohrt7e1DdmYqKirg6uqKd999F++8886I7ZczNgxLWA9Av4tj7pXj//2Wh4R3l8FBPoxy1BBCsHfvXly8eBE5OTkTvhOGxWLh2LFjcHNzG1G++fUnqaCgoAkxsHI0EEJQWFiIlJQUGBkZYfXq1f2moSabsJ5AIMDjx49hbm6OvXv34ty5c+N27sn2WcoqQqEQP/74I7Zv3z7szqC6ujpcuXIFfD4f3t7eI1Lgrq2tBZPJhJOTE9zd3YcU+a2qqsKcOXPg5+eHyMjISRktlmEkrxSMARwa319uo4svRNK+5fJftIQQiUSIiIhAQkICHj9+PGHnPvH5fBw/fhx2dnajkj1/Pdft5+c3JboK+Hw+fv/9dzx48ADz5s3D0qVLe7XeTrabcH19Perr66VSNzXZPktZJi0tDe3t7Vi3bt2Q1rNYLKSnp6OgoADu7u6YO3fuiDRznj17hsTExGHV5tXW1sLZ2RkbNmzA4cOH5fe48WdIH7hEckMl9WzkVLZi8xsm8l+0BKFSqTh8+DBWr14NFxcX1NfXS9ukYUMIwaVLl6Cjo4Nly5aN6lgUCgXz58+Hv78/Lly4gLt37/bZOTOZUFJSgru7O/bs2QMWi4Wff/4Zd+/ehUAgkLZpY0ZLS8uYtfTKkR3mzp2LvLy8QdPInZ2duH79OiIjI6GiooJ33nkH8+bNG7YzIxKJcOPGDVy9ehXbt28fsjNTX18PFxcXrFmzBocOHZLf42QYiTg057Jfac9sdDGWxOHkvAaVSkVUVBQ8PT3h4uKCxsZGaZs0LG7fvo3m5mZs2LBBYhcCCwsLhIeH4+nTp2Aymejo6JDIcWUZTU1N+Pr6YufOnSgrK8P+/fuRk5MDkUgkbdMkikgkQnt7u7xbaQqgoaEBCwsLPHnypM/t3dHJ/fv3o6OjA3v37oWXl9egIwj6gsVi4cSJE6iursbu3buHLAXR2NgIFxcXeHp64vjx41N25t5EYdS/HZ5AhLisKnjO0pNrz4wRVCoV0dHRcHV1hZOT04SJ1BQWFiIzMxOBgYGDSocPl+nTpyM0NBTa2to4ePAgysvLJXp8WUVPTw/BwcHw8/PDo0ePEBkZCT6fP2kiVW1tbVBQUOhTTE/O5GP+/Pl48OBBj++vSCRCdnY2fv75Z1RXVyM0NBQ+Pj4jljIoKirCoUOHYG1tje3btw9ZrLO+vh6Ojo5wdXVFdHS03JmZAIy6bTvlaS2a2nnYtshMEvbI6QcFBQWcOnUKO3bsgJOTE3JycmS6pqahoQGXLl1CcHDwmGmqKCgoYNWqVTA3N8e5c+ewYMECLFu2bEpceGbMmIGQkBAUFxejtbUVTU1NUFdXB41Gm9Ah8ZaWFvksnCmEubk5CCEoKyuDmZkZ8vPzkZqaCnV1dQQGBsLYeORRf6FQiOvXr+PZs2cICAjAjBkzhrxvbW2tODITHR096WbLTVZGXRQcdOguXrZ2Iv0jd1CpE/dCOlEQiUQICQlBSkoKHj16JJPdT52dnTh8+DBcXV3HTUGTxWLhwoULoFKp8PPzm5QjE/rj2bNnMDc3B5vNBpVKhbq6OpSVlSekY/P48WOYmZlJTVNGXhQ8/mRnZ+POnTsAADqdDnd3d1haWo7q+9vS0oK4uDgwGAxs3LhxWBG/6upquLi4YO3atfI0k+ww9kXBzxs4uPeiGUHzZ8idmXGiu6Zm/fr1cHFxkTmdGpFIhHPnzmHWrFnjKgeuoaGBnTt3wtTUFAcPHsTz58/H7dzSpns2kJ6eHhgMBthsNhoaGtDR0TFuqaiwsDDo6ekNWGh56tQpODk5wcnJCUuWLMHjx497bG9vb4dQKOxREJyQkIA5c+bA2dkZ9vb2OHjwIAAgIyMDc+fOhaKiIuLi4nocZ82aNdDU1MT69esl+A7lSBoej4d79+4hPT0dbDYbLi4uCA8Ph5WV1aicmadPn+LIkSNwdHREUFDQsJyZiooKODs7w8fHR+7MTEBGlXI6c78CilQKAuYNXWZazuihUqk4cuQI9u7dizlz5iAjI0NmFIVTUlJApVKxcuXKcT83lUqFu7s7zM3NcfHiRTg7O8PNzW3KhIspFArodDpUVFTA5XLB4XDAZrPBYDBAp9PH9OIcEhKCd955Bzt37ux3jYWFBdLT0zF9+nQkJSVhz549uH//vnh7U1MTGAyG+GbG5/OxZ88eZGZmwsTEBFwuVzwte8aMGYiKisI333zT6zx//vOf0dHRIXZ+5MgWnZ2duH//Ph48eAAzMzMEBQWBxWIhNTV1VJ2QfD4fKSkpePHiBbZt2zbs6PXTp0/h6uqKLVu24Ndff52QEc6pzoivcF18IeIeVmH1bAN5MbAUoFAoiIyMxJ/+9CcsWbIEGRkZ0jYJDx8+xPPnz7F582apPtlYWFhgz549qK2txZEjR1BXVyc1W6QBhUKBiooKdHR0MH36dHR1daG+vh5sNnvMuqJcXV0HFTtcsmSJWI110aJFqKqq6rGdxWL1SDWx2WwIBAJxx5OysjJsbW0BvKq9cHJy6vN75unpKa/DkUFYLBZSUlLw008/oa2tDaGhoQgICICRkRFsbW1Bo9GQm5s7omNXVFQgMjISXC4Xe/bsGbYzk5aWhsWLF2Pv3r1yZ2YCM+IITVJeDVo7+Ni6cOiFVnIkC4VCwT//+U8YGhrC29sbx44dk9qU7oqKCty4cQOhoaFQUVGRig2vw2AwsHXrVuTk5CA6OlpcMDxVojXd0Gg0aGtrg8/ng8PhoK6uDnQ6HaqqqsOaRCxpjh49irVr14p/5vP54HK5PZwiLS0t+Pj4wMzMDJ6enli/fj2Cg4PlaYAJBCEEpaWlePDgAcrKyuDs7Iy9e/f20hmiUChYuXIlfvvtN9jb20NRcWi3Jj6fj5s3byIvLw/e3t4jqn+KjY1FeHg4vvzyS/k4gwnOiB2a0/crYKGjhsWWcr0IafPuu+9CX18foaGhqK6uxnvvvTeu529ra8O5c+fg6+sLHR2dcT33QFAoFMyZMweWlpZISEjAkSNH4OvrC339yTs8NTXqEOrL+5//RAggEgohFIlAwatOMSqVOmDJnZ6ZJdxD9kjOxtRUHD16FL///rv4tdbWVigrK/e6kR05cgS5ubm4fv06vvnmG1y7dg1RUVESs0XO2NDV1YWcnBxkZWVBQUEB8+fPh6+vby+V69cxMzODrq4usrOzsXDhwkHPUVFRgfj4eBgZGeHNN98cUav/Dz/8gL/97W+IioqSD5qcBIzIoSmoZeFBWQv+03uWvBhYRggICICuri58fHzw8uVLfP311+NyXj6fDyaTicWLF2PmzJnjcs7hMm3aNHm05t9QKICCogIUiAJERAShUASBUAAFqgKoCtQxD7U/efIEu3fvRlJSUg/xPBaL1W9nmqOjIxwdHbFjxw5YWFjIHRoZpqamBg8ePEB+fj6sra3h4+MDU1PTIX+vPDw8EBMTAxcXl36dH0lEZQDgww8/xKFDh5CQkAB3d/cRHUOObDEihybqdhlUlKjyYmAZw93dHRkZGfD09MTLly9x+vTpMT0fIQTx8fHQ09PD4sWLx/Rco2WqRGtGEkkRCARob29HZ2cnlJSUoKqqChUVFYk7NxUVFfDz88PJkydhY2PTY9vWrVt7Tb/mcDjIysqCm5sbACAnJwdmZnK9K1mjq6sLz549w6NHj8BisTBv3jy8/fbbI5JOMDAwgKWlJe7du4cVK1b02i6JqAzwavJ6SkoKbt26Na7dmHLGlmHr0DS387D4ixvwm2uCL/wcx8ouOaPgxYsXcHV1hY2NDa5fvz5mNQcZGRkoKipCSEjIkHPesgAhBDk5Obh+/fqkiNZISjtFJBKhq6sLHR0d4PP5oNPpoNPpQxLrCw4ORlpaGhobG6Gvr4//+q//Qnh4OCIjIwEAe/fuxe7du3H+/HmxU6KoqIisrCxwuVyYm5ujuLi4x02QzWYjMDAQz58/B51Oh5qaGn788UfMmzcPDx48wKZNm9DS0gIVFRUYGBjg6dOnAIDly5ejoKAAHA4H2traOHr0KFavXj2kz0CuQzM0BAIBSkpK8OTJE7x48QKWlpZwdnbGzJkzR329aWlpweHDh/H2229DTU0NwKsW79TU1FFHZUQiETw9PVFcXIyMjIwpMeB2kjA207Z/SS3B1ymFuPq+K2z05Z0EskpdXR3c3d3FNw1JF4AWFBTgypUriIiImLAdJSwWC4mJiWhqasLatWthZWUlbZNGxFjchIVCITo7O8VaNt3OjaRHWACvHOMjR44gOjpa4sceLnKHpn8IIaioqMCTJ0+Qn58PPT09ODo6wt7efkTzlQbiypUroFKpWL16NfLz83H16lXMmDEDa9asGXFUpqurCwsWLIBQKERqair09PQkarOcMUXyDg1fKCLL/5UKaz0GYnYPXrQlR7qw2Wx4e3ujoqIC9+/fl9iohPr6epw4cQJbt24dlTS5rFBYWIjk5GQYGRlh1apVE27S81jfhPl8Pjo7O9HZ2SnWuqHT6RKLypWUlEBRURHm5uYSOd5okDs0PSGEoK6uDk+fPkVubi5oNBqcnJzg6Og4pn8nHA4Hv/zyC3R0dMDlcuHt7T2q70d1dTUWL14MMzMzJCYmTtiHsCnMkByaYV2RkvNqUcvqwv9uGtrYdTnSRV1dHTdu3EBERATs7e3x22+/wdXVdVTH7OjoAJPJxOrVqyeFMwMAtra2sLS0xO3bt3Hw4EEsXrwYixcvnlBptLFESUkJSkpKUFdXB4/HQ2dnJxobG0GlUqGiogIVFRUoKSmNuOamo6MDpqbyejxZQSgUoqysDIWFhSgqKgKFQoGdnR2CgoKgr68/5oXj3QrCQqEQLBYL77zzzqgigxkZGdi4cSN8fHxw+PBhqcoVyBlbFD777LMhL/7rhSefKStS8dmG2XLhoQmCgoICfH19QafTERYWBjU1NSxatGhExxIKhWAymbC0tMSSJUskbKl0UVBQgLm5Oezt7fHw4UPcunUL2trag4rFyQKNjY3Q1dUd8/NQKBQoKipCRUUFampqoNFoEAgE4HA44HA4EAgEIIRAQUFhyNcHPp+PmpoamJuby8Q1Zbw+S1mjs7MT+fn5yMjIQEJCAhoaGmBkZAR3d3d4eHjA2tq6h4rzWEAIwbNnz8BkMkGn0xEUFISKigp0dnYOa7Dk63z33XcIDw/H559/ji+++EL+kDJx+a+hLBrWb/dhRSv+scFe3qo9waBQKNi3bx8cHBywadMmZGZmjqgDKiUlBUpKSvD09BwDK2WD6dOnIzg4GEVFRUhMTISBgQFWr1494dJQYw2FQgGNRgONRoOGhgYEAgG6urrQ3t6O1tZW0Gg0qKiogEajQVFRsd8bYXdRr1wsb3wRiUSora1FaWkpiouLUVNTAwsLC9ja2mLt2rXjPty1oaEBSUlJaG9vh5+fn7hwvDuqYmNjM2xHMzg4GFeuXMHly5fh4eExFmbLkTGG5dAwlBWx+Q2TsbJFzhjj6emJR48eYeXKlXBxccGdO3eGXGD39OlTlJSUYM+ePVPi5mNjY9MjDTV//nwsWbJkQGGwqYyioiIYDAYYDIa4W4rH44HD4YAQAhqNBmVl5V4ODovFEneyyBk7uh2YsrIylJeXo7y8HBoaGjAzM8OSJUtgYWExJgXfg9He3o5bt24hNzcXy5cvx4IFC3pcXzQ1NeHu7o74+HiEhYUN6drD4XCwbNkysFgsPHz4cMIW+8sZPsMqCv6vy0/JPzbIxhBEOSOHxWJhy5YtePz4MVJTUwctgmxpacGRI0dGNPBtMtDa2oq0tDSUlJRg6dKlmD9/vkyFrmW9kFUgEIDH44HL5YLH44EQInZunj9/DlNTU/GMJ2kj65/lUBEKhaivr0dZWRnKyspQUVEBBoMBc3Nz8T9pOpI8Hg93797F/fv34eDgAFdX136jQoQQnDx5ElZWVli6dOmAx83Pz4e7uzucnZ1x7tw5aGhojIX5csYfyXc5VbV0EJPpI2uZkyNbiEQi/PWvf8WBAwdw/PhxbN68uc91QqEQx44dg6Oj44hrbyYL9fX1uHHjBurq6uDm5tbvcMTxRhZuwmFhYUhISICenh7y8vL6XBMfH49PP/0UFAoFCgoK+J//+R8YGBjA0NAQ9fX1+OCDD1BdXQ0qlYrExERYWFj0e77CwkL86U9/QmtrK7hcLpYvX45Dhw6hqakJm/9/e/ceF2Wd////McOAyEEQBDkpoKJyRgGtj0cWC0XL4+bxg4qVii4luW7uftrKDptlWUqblmmpa2qautmmFspNxEwxT4giknhAEGGlGBGYw/X7o+/MTxIVFYTR1/12mxszzDXX9b4ukevJ+zhqFAcOHGDSpEmkpqaaP/O3v/2NlStXcuXKFbRabZ37bQ7X8k4ZDAYuX75MUVERFy9epKioiJKSEpycnPD19cXf3x9fX9/73ox0s7IePHiQjIwM/P39iYmJqVeYLS8v55NPPmHSpEk3bXrasGEDkydPZsaMGbz55pvN4v+maDCNMw/N3ZVFNFdr1qzh2WefZcaMGcyfP/+G97dv386VK1cYPXp0s+i02RyYFuK8du0asbGxdO7cuUmvTXO4Ce/evRsHB6megw4AACAASURBVAcSEhJuGmi0Wi329vaoVCqOHj3KyJEj+eqrrwgKCiImJoYXXniBPn36UF5ejqIoODk5mUdYWVtb///rTgFxcXEkJSUxdOhQAI4dO0ZoaChXr17l0KFDZGdnk52dXSvQ7Nu3D19fXwICAiw20FRXV1NWVsalS5duCC+enp54enri5eWFh4dHs2oeVRSFY8eOsWvXLtq0aUNsbOwdTyORlZXF4cOH62x6mjNnDh9++CHLli1j7NixDVl00Tw0/LBt8eAZN24cnTt3ZtCgQWRkZPD999+b+9WcOnWKnJwcpk6dKmHmOu3bt2fSpEnk5eWRlpZGZmYmsbGxD/W0/H379qWgoOCW21xfQ3D16lUURcHW1pbc3FyMRqM5nLi4uGAwGNDpdOh0OqqqqsyjqKysrNBoNFy4cAEXFxeqqqrQaDSEhPw2lYS9vT29e/fm9OnTNxzfUmoYDQYDV65coays7IZHVVUVLi4utG3bFk9PT0JCQppdeLmeoiicPn2atLQ0rK2tGTp06F3PJxMZGUlOTg4//PCDuempsrKSAQMGmGf+jYyMbMDSC0sjgUYQFRVFTk4OY8aMwdfXl02bNhEWFsa///1vnnrqqbuemfNBplKp6Ny5M506deLYsWNs3ryZNm3a0KdPn7seYvow2LRpE3PnzqWkpIQPP/wQOzs7Dhw4gLOzMyNGjODMmTMMGDCAt956yzzHjYmiKBgMBvR6PTNnzmTw4MFER0fTr18/nnrqKVxcXMy1ONeuXTNPCKhWq7Gysrqj4eSNpaamhoqKCioqKtBqtTc8//XXX/nll19o1aoVrq6uuLq64uHhQXBwMK6urrRq1arJz6E+FEUhPz+fjIwMKisriY2NpUuXLvdUdpVKVWvUU25uLiNGjCAsLIwTJ07Qpk2bBjwDYYkk0AgA3Nzc+O6773j33XeJi4tj1KhRPP3003Jzvg21Wk14eDjBwcEcPnyYTZs20apVK3r37k2nTp3u+82n/Ot8ai5ebdB92njZ4/xEw4wUGT58OMOHD2f37t3MmTOHwYMHo9frycjI4NChQ7Rv357Ro0fz2WefMWXKlFqfNc2Do9FomD59OkOHDmXbtm1s2bKFNWvWkJWVhUajwWg0olKpMBqNXLt2DYPBgNFoxGAwoFKpUBSFy5cvo1KpUKlUqNVq8/Oqqip++OGHWqOxrn/Abzfr6x86na5Wp2fT4/rX1dXVaLVajEYjjo6OODo64uDgYP7atm1bHB0dadWqFc7Ozs2q0/mdMBqNnDhxgszMTPR6Pb169SI0NLTB+rOYRj2lpKSwadMmXnnlFVJSUqS/jAAk0IjrqNVq/vznP9O3b18mTpxIdnY2aWlpODs7N3XRmj2NRkNUVBTdu3fn+PHjfP/99+zcuZNevXoRFBQkv3B/59FHH+X8+fNUVVXh4+NjXgkdYNiwYezbt++GQPN7Xl5eJCYmkpiYSEhICLm5ueYmB1tbW1q0aFFrYkRFUcxhx8nJyfz6+nAC8Msvv1BTU4PBYKj1numzv39oNBrzsHRHR8daQ9Svf+7g4ECLFi0sooblThkMBo4cOcLevXtp2bIl/fr1a5S+ZeXl5Tz77LNotVp27txJjx49GnT/wrJJoBE36NmzJ/v27SMhIYEOHTrwxRdf1Hu14oedWq0mNDSUkJAQ8vLy2LNnjznYhIeHN/pf3g1Vk9IYTp8+TceOHVGpVOzZswe9Xo+bmxuurq5cuXKFy5cv4+bmxs6dO4mKigJg7ty59OjRg+HDh9fa17Zt24iNjcXa2pri4mLKyspuuxSHaXQVcNPp721tbRk4cGADnO3DoaamhoMHD7Jv3z7c3NwYMmQIvr6+jRLatm/fzrhx4+jVqxcrV66UP7TEjX5ffXqbh3iIGI1GJTU1VbGzs1OmT5/e1MWxWAUFBcrq1auVd999V8nMzFSqqqoadP85OTkNur+7MWbMGMXDw0PRaDSKt7e3smzZMkVRFOWjjz5SPvroI0VRFOWtt95SgoKClPDwcKVbt27KmjVrzJ/fsWOHEhoaqoSEhCgTJ05UqqurFUVRlMGDByt79+694XizZs1SOnfurISFhSlhYWHKqlWrzO/5+voqrVu3Vuzt7RVvb2/l+PHjiqIoyp///GfF29tbUalUire3t/Lyyy/fsN/mcC0twdWrV5Vdu3Ypb7/9trJ+/XqlsLCwUY83bdo0xc7OTvnwww8Vo9HYqMcSzVK9MooM2xa3deTIEZ544gkcHR3ZtWsX7u7uTV0ki1RcXMyePXvIz88nJCSE6OjoBrmWzX2ocV1yc3NxcHC4ba1KXFwc27dvv0+lssxreT8VFhZy4MABTp48SWBgIL169WrUzrglJSXExMRQUVHB119/TXh4eKMdSzRrMg+NaDharZann36abdu2sXDhQiZPntzURbJYpinZDx48iKurK1FRUQQGBpqbQ+6UJd6Ejxw5gr+/f7ObydUSr2Vj0+l0ZGdnk5WVRWVlJVFRUURERDT6TMMrVqxg1qxZDBo0iE8++aRZTAwomowEGtHw1q5dy9SpUwkNDWXr1q3Sjn0PDAYDubm5HDhwgNLSUrp160ZkZOQdL4RpaTdhnU7H0aNH6datW7PrLG1p17IxlZWVkZWVxZEjR/Dx8SE6OpqOHTs2+r9ZeXk5Q4YM4dixY3z88ceMHj26UY8nLEK9Ak3z+m0imr0xY8Zw6tQpnJ2d8ff3Z8WKFU1dJItlZWVFUFAQEydOJCEhgerqapYuXcq6devIz8/nDv/YsBgVFRXY2Ng0uzAjfht2ffLkSVavXs3y5cuxsrLimWeeYdy4cQQEBDT6v9mKFSvw9/endevW5OXlSZgRd0RqaMRdURSFdevWSW1NA6upqeHYsWMcOHCAqqoqQkNDCQsLu+n6NWB5tQoXLlygsrKSzp07N3VRbmBp17IhKIpCcXExR48eJTs7G2dnZ6KjowkKCrpv8+H8vlbmqaeeeiCHt4u7Jk1OovFdunSJKVOmkJmZyXvvvSd9axqIoihcunTJfJOxt7cnNDSU0NBQHB0da21raTfh06dPY2Nj0ywnbbS0a3kvrly5wrFjxzh27Bh6vZ6wsDBCQ0Pv+4y7K1asICUlhd69e/Ppp5/KoANRFwk04v5QFMXctyYsLExqaxqY0Wjk7NmzHD16lJMnT+Ll5UVoaCiBgYG0aNHC4m7Cx48fx83NrVneuCztWt6pyspKcnJyOHr0KGVlZQQFBREWFoaPj8/9n9VaamVE/UkfGnF/qFQqxo4dS15eHk5OTtK3poGp1Wr8/f0ZOnQoKSkpdO/enZMnT7Jw4UI2bNiATqfDaDQ2aRkTExNxd3c3LxJZl/T0dJycnBgxYgQDBgxg3rx5AJw/f56YmBgCAwMJDg7mgw8+uO3xLl26xJAhQwgPDycoKIj4+HjzewMHDsTZ2ZkhQ4bU+kxqaqp5OYrS0tK7PFPLU1VVxbFjx1i7di2LFi2ioKCA3r17k5KSwuDBg2nXrt19DxKmvjLOzs6cOnWK0aNHS5gR90xqaESDMtXWTJs2jQ4dOvDVV1/h7+/f1MV6IJn+2lYUBR8fH2xsbMwLOt7tEPC7tXv3bhwcHEhISCA7O7vObdLT03nnnXeYN29erRFORUVFFBUV0b17dyoqKoiMjGTz5s0EBQXd9HhTp04lKCiI5557DoCjR48SFhYGQFpaGpWVlSxdupStW7eaP3Po0CFat25N//79ycrKqrNp5UGpobly5Qq5ubmcOnWKwsJC/Pz8CAwMNNfqNZUzZ84wYsQIfv75Z6mVEXeiXj8ksvSBaFCm2pq4uDjmzJlDSEgIo0eP5uOPP7bYBfeaKzs7O6Kiojhx4gRt27alurqaqqoqKioqsLKyMq9nZG1t3eg3jb59+1JQUHDb7QwGg3lFbBNPT088PT0BcHR0JDAwkMLCwlsGmqKiIh5//HHza1OYAYiNjSU9Pf2Gz3Tr1q0eZ2KZFEWhsLCQ3NxccnNzzZ2ue/bsSYcOHbC2tm7S8un1ep555hnWr1/PuHHjSEtLq7XOlhANQe4wolG4uLiwbNkypk+fzuTJk/Hy8uK9995jwoQJTV20B5JaraZly5a0bNkSRVGoqamhqqqKK1euANCiRQtsbW2bfLj0/v37GT16NB06dGDBggUEBwfXer+goIBDhw7Rs2fPW+5nxowZjB49mtTUVAYMGGD+GXuYXLt2jYKCAvLy8jh16hR2dnZ06dKFJ598Em9v72ZT87F69WpSUlLw8vIiIyOD7t27N3WRxANKAo1oVJGRkRw+fJgVK1YwY8YMFixYwMaNG+nYsfkuomjJvv32W4qLi2t9T/l/K0WbVpZWqVSo1Wrz19vx8PBg0KBB91y27t27s2fPHmxsbDh16hTDhg0jLy/P/L5Wq2XkyJG8//77t51BOC4ujp9//plt27bx7bff0q1bN7Kzs285vN3SXbt2jXPnzlFQUEBBQQH//e9/adeuHZ06daJ3797NrsYjLy+PUaNGUVBQwMKFC5k0aZLMPSQalQQa0ejUajVTpkxhxIgRvPjii4SFhTFy5EiWL18uzVD3gWmVaVO/GlPAMRgM6PX6Ow44d6tVq1ZoNBpsbW2Jj48nKSmJ0tJS2rRpg06nY+TIkYwfP54RI0bUa38uLi6MGzeOcePGMWTIEHbv3s3IkSMbrfz3W1VVFefOnePMmTOcPXuWsrIyfHx88PPzIz4+Hi8vr/veV6o+9Ho9iYmJbNy4kQkTJpCenk7r1q2buljiISB3E3HftG7dmqVLlzJt2jQSExPx9PRkwYIFTJw4samL9sC405oUo9GITqejurqampoadDodGo0GGxsbrK2tsba2brDQWVxcTHV1Na6uruzfvx+j0YirqyuKojBlyhQCAwNJSUmp9ZnU1FQAZs6cWev7O3fu5JFHHsHOzo6Kigry8/Ob5bw29WU0Grl8+TIXL16kqKiICxcuUFZWhre3N35+fgwcOBBvb+9mGWCu9/nnnzN79mx8fHzIzMwkIiKiqYskHiISaMR9161bNw4ePMjnn3/Oc889x/z58/nkk0/o1atXUxftoaNWq2nRooV55Isp4Oh0OnMHY6PRaA4314ec6/tojB07lvT0dEpLS/Hx8eHVV19lypQpLFmyBIBp06axYcMGFi5ciL29PXZ2dqxduxaVSsWePXtYtWoVoaGh5hvgm2++SXx8PCdPnqzz5+LgwYPMnDkTjUaD0Wjk6aefJjo6GoA+ffpw8uRJtFotPj4+fPrpp8TFxbFo0SLefvttiouLCQsLIz4+nmXLljX2Jb6BwWDg8uXLFBUVmQNMSUkJrVq1wsvLC09PT0JCQvDy8rKYGszMzEyeeeYZLl68yPvvv09CQoI0L4n7ToZtiyb1yy+/MH/+fD744AOCgoJYvXo1Xbp0aepiWZTGHmp8fcgx1eJcH3KsrKzQaDRoNBqsrKxu2hnVtChl9+7d691hdciQIXz11VfY2Ng05CndVENeS6PRSHl5OWVlZZSVlVFaWkpxcTElJSU4OTmZR3d5eXnh4eHRpMOp79aJEydISEggJyeH5557jr/85S93vLiqEPUgMwULy1FcXMzf//53Vq9eTa9evVi1ahUeHh5NXSyL0BRzp1wfcvR6PXq9HoPBgNForBVwTCFHo9Fw9epVzpw5Q3h4+H0t652402upKApXr16ltLTUHFz++9//UlpaSnl5OY6Ojri6uuLi4oKrqyseHh4WG16uV1xczIQJE8jMzCQhIYFXX31V/r+KxiTz0AjL4eHhwccff8xf/vIX5syZQ8eOHRk8eDDLly/HwcGhqYsnfuf3TVUm13c21uv1VFdXm59XVVWhVqspLS1FrVab56MxdVg2PVepVE0+5FhRFK5du0ZFRQVarZaKigrzw/Ta9NXGxoY2bdrg6uqKq6sr7dq1w9XVldatWzf5/C8NTavVkpiYyDfffMOgQYPIzs6WEYui2ZBAI5qVjh07snHjRg4fPszzzz+Pl5cXEyZMYNGiRRbTn+BhplarUavVdd7ICwsLsba2xtHR0Rx8TOHHVLtjMBgAzKHGNPrqVq+v9/sg9PsaaNPQddPj+tdGo5Fff/2Vd955h+rqanNZHRwczF9dXFzw9fU1f8/R0fGBCy110ev1JCcns3r1aiIjI6XDr2iWpMlJNGvp6ekkJydTWFhIcnIyL730knQ2/B1Lma6/oKAAo9FIhw4dbrnd70PGzQKI6fXvmX6n1VXLc6uApFarOXXqFL6+vtja2kqA5rd/i9dee40PPviAdu3asWjRIvr169fUxRIPH2lyEpavf//+HDlyhC1btpCSkkJqaioJCQn84x//uG8dRUXD0Ol02Nra3na7pgysarVamjiBmpoaXnzxRVauXEmrVq1Yvnw5Q4cObfKmQCFuRf7UFc2eSqVi2LBhnD59mmXLlvHdd9/h7u7O5MmT0Wq1TV08UU96vV5CaDOn1WqZNGkS7u7ufP/99yxfvpzTp08zbNgwCTOi2ZNAIyyGWq1m6NChHDlyhE2bNnH69Gk8PT0ZPnw4JSUlTV28h1piYiLu7u6EhITcdBu9Xs/+/fuJiIggODi4VtPFwoULCQ4OJiQkhLFjx1JVVXXL4+Xm5tK/f38iIiIIDAzk2WefBaCsrIyYmBgcHBxumIzvb3/7G+3atZMamDoUFxczbNgwPD09yc/PZ9OmTRw5coQnn3xSmniFxZCfVGFxVCoVMTExZGRksGvXLnQ6HX5+fsTGxpKfn9/UxXsoTZo0iW3btt1ymytXrjBnzhz+/e9/c/z4cb788kvgt87CixYtIisri+zsbAwGA2vXrr3lvpKTk5k1axaHDx/mxIkT/OlPfwLA1taW1157jQULFtzwmSeeeIL9+/ff5Rk+mPLz84mNjaVDhw4YDAbS09PJyMggJiZGamSExZFAIyxaVFQUW7du5aeffjLPsNqzZ0+ysrKaumgPlb59+95ycURFUfjmm28YPny4eYkCd3d38/t6vZ5r166h1+uprKy87crZRUVF+Pj4mF+HhoYCYG9vT+/evevsq/PII4/g6el5R+f1oMrKyqJnz56EhITg6enJoUOH+Prrr4mMjGzqoglx1yTQiAdC165dWb16NadOnSI6Opo+ffoQEBDA4sWL6xwJI+4vnU7H+fPn+eWXX+jfvz+RkZGsXLkSAG9vb2bPnk379u3x9PTEycmJxx9//Jb7mzVrFn/4wx8YNGgQCxcupLy8/H6chkUzGo0sXryYgIAA+vTpQ3R0NKdOnZLZucUDQ0Y5iQdKu3btSE1N5Y033uDzzz/nnXfe4eWXX+bxxx9nwYIFtf6qfxCdOvUaFdoTDbpPR4dAOnd+6Z72UV1djdFo5ODBg6SlpXHt2jUeffRRHnnkEdzc3NiyZQtnzpzB2dmZP/7xj6xevZoJEybcdH+TJ08mLi6Obdu2sWXLFpYuXcqRI0csfgbexnDhwgVmz57Njh07cHBwYPbs2UycOFGWKBAPHKmhEQ8kJycnkpOTOXv2LBs3buTq1asEBAQQERHBpk2bmrp4D53q6mo8PDwYOHAg9vb2tGnThr59+3LkyBG+//57/P39cXNzw9ramhEjRrB3797b7tPLy4vExES2bNmCRqMhOzv7PpyJ5di4cSMREREEBARw9epVNm7cyNmzZ0lOTpYwIx5IUkMjHmimDsQxMTEUFhaydOlSEhMTSUpK4o9//CNvvvnmAzXq5V5rUhqLTqfjscce47333kOv11NTU8OPP/7IrFmzuHr1Kvv27aOyspKWLVuSlpZGVFQUAHPnzqVHjx4MHz681v62bdtGbGws1tbWFBcXU1ZWhre3d1OcWrOi1Wr561//ypdffkl1dTUzZ85k6tSpcm3EQ0FqaMRDw9vbm3nz5lFSUsLixYvZv38/bdu2pU+fPmzfvr2pi2fRxo4dy6OPPkpubi4+Pj58+umnACxZsoQlS5ZgMBgICAhg4MCBhIWF0aNHD55++mlzJ+5Ro0bRvXt3QkNDMRqN5mHYx44dq3PRwx07dhASEkJ4eDhxcXG888475u38/PxISUnhs88+w8fHh5ycHADmzJmDj48PlZWV+Pj48Morr9yfi3MfbN++nT59+tC2bVsOHDhAamoqly5dYt68eRJmxENDlj4QD7UTJ07wz3/+k5UrV2Jra0vv3r2ZN28ewcHBTV20erOEpQ/Onj2LXq+/44UM4+Li7mvYtIRraZKdnc3LL79MRkYG1dXVJCQkkJSUZDHlF+IO1GsOAamhEQ+1wMBAFi9eTFlZGStXrsTKyoqoqCh8fX1JSkqSCfsaiMFguKsJ2qTmrLaSkhKSkpJo37490dHRWFlZsWrVKsrKyli8eLGEGfFQk0AjBKDRaIiLi2P9+vWUlpbyj3/8g5ycHNq3b0/Xrl154403bjt7rbg5o9GIlZVVUxfDIlVVVfH666/TtWtX2rdvT05ODm+99RalpaWsX7+euLg4WUhTCCTQCHEDe3t7xo0bR3p6OufOnSMpKYk1a9bg6upKdHQ0H330ETU1NU1dTIsigebO1NTU8NFHHxEdHY2rqytffPEFSUlJnDt3jvT0dMaNG4e9vX1TF1OIZkX60AhRT6ZJyP71r39RVFSEv78/Q4YMYdasWXV2XL1fLKHfx4kTJ3B2dm72M/U25bUsLi5m4cKFbN26lTNnzuDp6cn48eP53//9XwICApqkTEI0E9KHRoiG1LlzZ+bNm0d+fj45OTlMnTqVjIwMfH198fPzY/z48bLkwk0oiiLNInXIyspi3Lhx+Pn54evrS0ZGBlOnTiUnJ4f8/HzmzZsnYUaIepJAI8Rd8PPzIzk5mb1791JSUsL8+fOprq6mX79+uLu7Exsby7p162TZhf9Hmpx+YzQaWbduHbGxsbi7u9OvXz9qamp4++23KSkpYe/evSQnJ+Pn59fURRXC4kigEeIeOTk5MXr0aDZs2EB5eTnr168nODiY559/HicnJ4KCgkhMTGTPnj1NXdRGk5iYiLu7OyEhIXW+bzQa0Wq1PPHEE4SHhxMcHMyKFStqbfPrr7/i7e3NzJkzb3u8ffv20bNnTyIiIggMDDTPKXPy5EkeffRRWrRoccOK27crY2PZvXs3iYmJBAUF4eTkxPPPP09wcDDr16+nvLycDRs28NRTT8nsvULcI+lDI0QjURSFvLw8du3axbZt29i5cyeKouDj40OvXr2YNGkSvXr1uufjNIc+NLt378bBwYGEhIQ6lyA4fPgwmzZtoqqqivnz53P58mW6dOlCcXExNjY2ADz33HNcvnwZFxcXUlNTb3m8Ll26sH79esLDwzEYDOTm5hIUFERJSQlnz55l8+bNtG7dmtmzZ9e7jNAw1zIzM5PPPvuMzMxMLly4gEql4g9/+AMDBw4kJiaGgIAAVKp6dQkQQvymXv9hpFFbiEaiUqno3LkznTt3ZurUqSiKQm5uLrt27eLbb78lPj4e+G1Bzf/5n/9hypQp9OzZs4lLfXf69u1LQUHBTd83Go1oNBoqKipQFAWtVouLi4u5X83Bgwe5dOkSAwcOrFc/pJKSEnMHYysrK4KCggBwd3fH3d2db7755o7LeLd++OEHVqxYwd69ezl37hwqlYp+/fqRnJxM//796dKliwQYIe4DCTRC3CcqlYquXbvStWtXpk+fjqIonDhxgvT0dP7zn/8wYMAAVCoV7u7udOzYkb59+zJq1Ci6dOnS1EW/Z4qiMGPGDEaOHImXlxcVFRWsW7cOtVqN0WjkhRdeYNWqVaSlpdVrf7NmzaJLly7079+fgQMHMnHiRGxtbRv5LCA3N5cNGzawe/du8vPzzRMv9uvXj6SkJPr3709gYKAEGCGagAQaIZqISqUiKCiIoKAgkpKSUBSF06dPc/DgQfbt28fmzZt5/fXXsba2rnfIeSnvAtnaaw1azhCHlrwW4HPP+/nuu++IiIhg586d5Ofn89hjj9GnTx9WrlxJfHw87dq1q/e+/v73vzN+/Hh27NjBmjVr+OKLL0hPT7/nMl7PFF7S09M5c+YMJSUl6HQ6QkJC6NWrF5MnTyYyMpJOnTpJgBGiGZBAI0QzoVKpCAgIICAggDFjxgC/NdXk5+ffNOS0a9eO119/nbKyMhwdHZv4DG7t888/Z+7cuahUKjp16oS/vz8nT57khx9+ICMjg3/+859otVpqampwcHDgrbfeuuX+OnbsyPTp03nmmWdwc3OjrKwMV1fXOy5XTU0NFRUVXL16lUuXLvHEE0/cEF6mTJlCZGQkHTt2vKslHIQQjU8CjRDNmFqtvmXIOXr0KHq9nosXL1JTU8NwlYpRVlZoNBpsbGyws7PDwcEBBweHJh02rSgK7du3Jy0tjT59+nDp0iVyc3Pp0KED//rXv8zbffbZZ2RlZZnDTEJCAjNnzqRHjx619vfNN98QHx+PSqUiLy8PKysrnJ2db3p8g8GAVquluLiYmpoajh8/jl6vx2AwoCgKNjY22NraYmNjw+uvvy7hRQgLJKOchLBwppE5iqKg0+moqqoyPyorK6murkan02FlZYWVlRVqtRorKyusra1p0aIFLVq0oGXLlrRs2fKuJ78bO3Ys6enplJaW0rZtW1599VWmTJnCkiVLAIiKisLDw4PExESKiopQFIUXX3yRCRMm1NqPKdCYRjlFRETw9ddf39AcNWbMGH766Sfs7OywsrLi//7v/+jVqxfnz59n8ODBaLVa1Go1LVu2ZMOGDbRs2ZKXXnqJrKwsysvLcXNz469//SvPPvss1tbW5iaj5jBiTAhxg3q16UqgEcLC1ecmbDQaqa6upqamBp1Oh06no6amxhx2dDoder0elUplDj2m4GP6numh0WjMX62trdFoNObnN6vRyMrKIjIyss6+Jkaj0Xx8vV5vfl5eXs4LL7zA4sWLMRgM5toUg8GA0WjEaDSav2c6vimk+tVacgAABHZJREFU2djYmF/b2NjQokWLetW2SKARolmSQCPEw6ChbsKmsHB94DE1y9T1MAUKU7gw/S6pK7SYRjPVdUzTZ64PUaavdT1MzWmmwGIKXQ1BAo0QzZLMQyOEqD+VSmWubWnZsuUdf15RlFqhxRRWrv+jyRQ8rg8garVaRgkJIe6ZBBohRIMwNU0JIURTkC78QgghhLB4EmiEEEIIYfEk0AghhBDC4kmgEULck/PnzxMTE0NgYCDBwcF88MEHdW6nKArJycl06tSJsLAwfvrpp9vue/ny5YSGhhIWFkZISAhbtmwB4MsvvyQ4OBi1Wl1rMcuysjJiYmJwcHBg5syZDXOCQgiLIJ2ChRD3RKPR8O6779K9e3cqKiqIjIzkscceM6+AbfLtt9+Sl5dHXl4eP/74I9OnT+fHH3+86X4vXLjAG2+8wU8//YSTkxNarZbLly8DEBISwldffcXUqVNrfcbW1pbXXnuN7OxssrOzG/5khRDNltTQCCHuiaenJ927dwfA0dGRwMBACgsLb9huy5YtJCQkoFKpeOSRRygvL6eoqOim+y0pKcHR0REHBwcAHBwc8Pf3ByAwMLDOBTrt7e3p3bv3fVl5WwjRvEigEUI0mIKCAg4dOkTPnj1veK+wsLDWEgY+Pj51Bh+T8PBw2rZti7+/P5MnT+brr79ulDILIR4M0uQkxAPk1a+Pk3Px1wbdZ5BXK15+Ivi222m1WkaOHMn7779Pq1atbni/rlnJbzWhnpWVFdu2bePAgQOkpaUxa9YsDh48yCuvvHJH5RdCPBykhkYIcc90Oh0jR45k/PjxjBgxos5tfHx8OH/+vPn1hQsX8PLyuuV+VSoVPXr0YO7cuaxdu5aNGzc2aLmFEA8OqaER4gFSn5qUhqYoClOmTCEwMJCUlJSbbvfkk0+SmprKmDFj+PHHH3FycsLT0xOArl27cvLkyVrbX7x4keLiYnP/nMOHD+Pr69t4JyKEsGgSaIQQ9yQzM5NVq1YRGhpKREQEAG+++Sbx8fEsWbIEgGnTphEfH89//vMfOnXqhJ2dHStWrACgtLS0zuYonU7H7NmzuXjxIra2tri5uZn3t2nTJv70pz9x+fJlBg8eTEREBNu3bwfAz8+PX3/9lZqaGjZv3syOHTtuGHElhHjwyGrbQlg4S18heuvWrfz8888kJyc3dVEs/loK8YCS1baFEM3fkCFDmroIQogHgHQKFkIIIYTFk0AjhBBCCIsngUaIB8Ad9oUTdZBrKIRlk0AjhIWztbWlrKxMbsj3QFEUysrKZMkEISyYjHISwsLpdDouXLhAVVVVUxfFotna2uLj44O1tXVTF0UIUVu9RjlJoBFCCCFEc1avQCNNTkIIIYSweBJohBBCCGHxJNAIIYQQwuLd6UzB9WrHEkIIIYS4n6SGRgghhBAWTwKNEEIIISyeBBohhBBCWDwJNEIIIYSweBJohBBCCGHxJNAIIYQQwuJJoBFCCCGExZNAI4QQQgiLJ4FGCCGEEBZPAo0QQgghLN7/B0WOQsIVbJ4jAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f307386e5c0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# input stability\n",
"for i, f in enumerate(bjt.f):\n",
" if i % 100 != 0:\n",
" continue\n",
" n = net.Network(name=str(f/1.e+9), s=calc_circle(cs[i][0, 0], rs[i][0, 0]))\n",
" n.plot_s_smith()"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"the optimum source reflection coefficient is (0.087278897277+0.149115719672j)\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f3073676780>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# let's draw some constant noise circles\n",
"# first we grab the noise parameters for our target frequency from the network model\n",
"idx_915mhz = skrf.util.find_nearest_index(bjt.f, 915.e+6)\n",
"\n",
"# we need the normalized equivalent noise and optimum source coefficient to calculate the constant noise circles\n",
"rn = bjt.rn[idx_915mhz]/50\n",
"gamma_opt = bjt.g_opt[idx_915mhz]\n",
"fmin = bjt.nfmin[idx_915mhz]\n",
"\n",
"for nf_added in [0, 0.05, 0.1, 0.2, 0.3]:\n",
" nf = 10**(nf_added/10) * fmin\n",
" \n",
" N = (nf - fmin)*abs(1+gamma_opt)**2/(4*rn)\n",
" c_n = gamma_opt/(1+N)\n",
" r_n = 1/(1-N)*np.sqrt(N**2 + N*(1-abs(gamma_opt)**2))\n",
" \n",
" n = net.Network(name=str(nf_added), s=calc_circle(c_n, r_n))\n",
" n.plot_s_smith()\n",
"\n",
"print(\"the optimum source reflection coefficient is \", gamma_opt)"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(0.087278897277004358+0.14911571967162124j)"
]
},
"execution_count": 57,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gamma_s = bjt.g_opt[idx_900mhz]\n",
"gamma_s"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"((0.40368792779274587+0.4094872772482992j), True)"
]
},
"execution_count": 58,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# so I need to calculate the load reflection coefficient to get a conjugate match when the input sees 50 ohms\n",
"gamma_l = np.conj(bjt.s22.s - bjt.s21.s*gamma_s*bjt.s12.s/(1-bjt.s11.s*gamma_s))\n",
"is_gamma_l_stable = np.absolute(gamma_l[idx_900mhz, 0, 0] - cl_900mhz) > rl_900mhz\n",
"\n",
"gamma_l = gamma_l[idx_900mhz, 0, 0]\n",
"gamma_l, is_gamma_l_stable"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"((63.95922663128475+78.255758361282744j),\n",
" -619.6484445486951j,\n",
" 74.06320245900419j)"
]
},
"execution_count": 59,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"def calc_matching_network_vals(z1, z2):\n",
" flipped = ((abs(np.imag(z2)) < 1e-6 and np.real(z1) < np.real(z2)) or\n",
" (abs(np.imag(z2)) > 1e-6 and np.real(z1) < np.real(1/(1/z2-1/(1.j*np.imag(z2))))))\n",
" if flipped:\n",
" z2, z1 = z1, z2\n",
" \n",
" # cancel out the imaginary parts of both input and output impedances \n",
" z1_par = 1e+10\n",
" if abs(np.imag(z1)) > 1e-6:\n",
" # parallel something to cancel out the imaginary part of\n",
" # z1's impedance\n",
" z1_par = 1/(-1j*np.imag(1/z1))\n",
" z1 = 1/(1./z1 + 1/z1_par)\n",
" z2_ser = 0.0\n",
" if abs(np.imag(z2)) > 1e-6:\n",
" z2_ser = -1j*np.imag(z2)\n",
" z2 = z2 + z2_ser\n",
" \n",
" Q = np.sqrt((np.real(z1) - np.real(z2))/np.real(z2))\n",
" x1 = -1.j * np.real(z1)/Q\n",
" x2 = 1.j * np.real(z2)*Q\n",
" \n",
" x1_tot = 1/(1/z1_par + 1/x1)\n",
" x2_tot = z2_ser + x2\n",
" if flipped:\n",
" return x2_tot, x1_tot\n",
" else:\n",
" return x1_tot, x2_tot\n",
"\n",
"z_l = net.s2z(np.array([[[gamma_l]]]))[0,0,0]\n",
"# note that we're matching against the conjugate;\n",
"# this is because we want to see z_l from the BJT side\n",
"# if we plugged in z the matching network would make\n",
"# the 50 ohms look like np.conj(z) to match against it, so\n",
"# we use np.conj(z_l) so that it'll look like z_l from the BJT's side\n",
"z_par, z_ser = calc_matching_network_vals(np.conj(z_l), 50)\n",
"z_l, z_par, z_ser"
]
},
{
"cell_type": "code",
"execution_count": 60,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(2.8070727853180874e-13, 1.2882540735045174e-08)"
]
},
"execution_count": 60,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# let's calculate what the component values are\n",
"c_par = np.real(1/(2j*np.pi*915e+6*z_par))\n",
"l_ser = np.real(z_ser/(2j*np.pi*915e+6))\n",
"\n",
"c_par, l_ser"
]
},
{
"cell_type": "code",
"execution_count": 93,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f305c0c9630>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# the capacitance is kind of low but the inductance seems reasonable\n",
"# let's test it out\n",
"\n",
"output_network = tem.inductor(l_ser) ** tem.shunt_capacitor(c_par)\n",
"\n",
"amplifier = tem.inductor(1.3e-9) ** bjt ** output_network\n",
"\n",
"amplifier.plot_s_smith()"
]
},
{
"cell_type": "code",
"execution_count": 94,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"0.77997948391045657"
]
},
"execution_count": 94,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f3073868630>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"amplifier.s11.plot_s_db()\n",
"amplifier.s22.plot_s_db()\n",
"10*np.log10(amplifier.nf(50.)[idx_900mhz])"
]
},
{
"cell_type": "code",
"execution_count": 95,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f30736155f8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"amplifier.s21.plot_s_db()"
]
},
{
"cell_type": "code",
"execution_count": 91,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f305c0c94e0>]"
]
},
"execution_count": 91,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f305c024f60>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# that's probably good enough for the first stage\n",
"# for the second stage let's stabilize the transistor by adding some parallel resistance\n",
"# and then simultaneous conjugate matching so that both the input and output are matched to 50 ohms\n",
"\n",
"# let's calculate the stability factor to see where it's unstable\n",
"sqabs = lambda x: np.square(np.absolute(x))\n",
"delta = bjt.s11.s*bjt.s22.s - bjt.s12.s*bjt.s21.s\n",
"K = ((1 - sqabs(bjt.s11.s) - sqabs(bjt.s22.s) + sqabs(delta))/(2*np.absolute(bjt.s12.s*bjt.s21.s)))[:,0,0]\n",
"\n",
"plt.plot(bjt.f, K)"
]
},
{
"cell_type": "code",
"execution_count": 64,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f30739a04a8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#so it's basically always unstable\n",
"#let's add a 250 ohm shunt to the output and see how much that improves it\n",
"\n",
"bjt_comp = bjt ** tem.shunt(tem.resistor(250) ** tem.short())\n",
"bjt_comp.plot_s_smith()"
]
},
{
"cell_type": "code",
"execution_count": 65,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f30736c25c0>]"
]
},
"execution_count": 65,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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uSg2JaqEZCbFq1jDE9iTgDxFWAACv9Oq3G/XsZ2t1Vs9IvTp6iBqEBtueBBwTYQUA8CqO4+jvn67V699v0uUD2+p/rxuo0Hqcpg7fQFgBALxGdY1LD727Ugsztmvs0I564vK+CgriNHX4DsIKAOAVyqtqdNeCZfps9W7dcU433X1+Dy5RA59DWAEArDtYUa3JszL088a9euTSPko6vbPtScAJIawAAFbtK6lU4sw0rdp5QP+4bqCuGdLe9iTghBFWAABrdhWVaeyMNG0rLNVrY4bo/D6tbU8CTgphBQCwYlP+QY2dkaaisirNmhCnoV1a2p4EnDTCCgDgcat2FCkhOU2StGDyUPVr18zyIsA9CCsAgEct2bRXE1Mz1LRBiGYlxalrZGPbkwC3IawAAB7zVfYe3Tpvqdq3aKDZSfFq27yB7UmAWxFWAACPeDdru+59c4X6tm2qlPFxCm8UansS4HaEFQCgzs38abOe+DBbp3VtqanjYtS4Pj9+4J/4nQ0AqDOO4+ifX23QS19v0AV9WuvlkdEKC+FiyvBfhBUAoE64XI6e+HC1Un/Zqutj2uuvV/VXvWAupgz/RlgBANyuvKpG9yxcpk9W7takMzrroYt7c90/BATCCgDgVvtLKzVpVobSt+zTw5f01sQzutieBHgMYQUAcJvcwlIlzkxTbmGZ/jUqWpcOaGt7EuBRhBUAwC1W7SjS+JR0VVTVaHZSnOK5RA0CEGEFADhp363P1y1zMtW8YajmTYxX99ZNbE8CrCCsAAAn5c2MXD34zkr1aN1EKeNj1bppmO1JgDWEFQDghDiOoymLcvTCl+t1RvcIvTJ6sJqEhdieBVhFWAEAjlt1jUuPvL9K89NydfXgdvr71QMUWo8zqgDCCgBwXEoqqnXbvKX6Zl2+bj+nm+45vwdnVAGHEFYAgFrLL65QUmq6Vu0o0jNX9dPo+I62JwFehbACANTKpvyDSpiZpoLiSk0bF6Nze7e2PQnwOoQVAOCYMrfu08TUdAUZo/mTh2pQh+a2JwFeibACAPyhz1fv1h3zs3RKszClTohTx5aNbE8CvBZhBQA4qlm/bNFjH6zWwPbNNSMhRi0b17c9CfBqhBUA4HdcLkfPfb5Or323Uef1bq0pI6PVIDTY9izA6xFWAID/UlFdo/vfWqH3l+3UmKFReuLyfgoO4jgFoDYIKwDAfxwor9KNszL1y6a9un94T918ZlfOqAKOA2EFAJAk5RWXKyE5XTl5xXrxhoG6Krq97UmAzyGsAADatrdUY5OXKO9AhWYkxOpPPSJtTwJ8EmEFAAFuza4DGpecpqoal+ZOitfgqBa2JwE+i7ACgACWsaVQE1LS1TC0nubdeKq6t25iexLg0wgrAAhQP24o0MRZ6WrbrIFmJcWpfYuGticBPo+wAoAAtGjtHt00Z6m6RDTSnInxiuDgT8AtCCsACDCfrdqt2+cvVa82TTU7KU7NG4bangT4jSDbAwAAnvPB8p26dd5S9W/XTHMnxRNVgJvxiBUABIi3Mrfr/reWK6ZTuJITY9W4Pj8CAHfjTxUABIB5S7bpoXdX6ozuEZo6Nobr/gF1hLACAD8386fNeuLDbJ3Tq5VeGT1YYSFEFVBXCCsA8GOvfbdRf/90rS7s21pTRg5WaD1eWgvUJcIKAPyQ4zh6+escvfjVel02sK1euH6gQoKJKqCuEVYA4Gccx9Fzn6/Tq99u1LVD2uvZawYoOMjYngUEBMIKAPyIy+Xo6Y/XKPmnzRoVH6Wnr+inIKIK8BjCCgD8RGW1Sw+8vULvZu3Q+GGd9OilfWQMUQV4EmEFAH6guLxKN89Zqh9zCnTfhT11y1ldiSrAAsIKAHzcngPlSpyZrg17ivX8tQN0XUwH25OAgEVYAYAPy8krVkJyuvaVVmpGYqzO7BFpexIQ0AgrAPBR6VsKNTE1QyHBQVp446nq166Z7UlAwCOsAMAHfbpyl+58Y5naN2+g1Alx6hDe0PYkACKsAMDnpPy0WU98lK3oDs01PSFW4Y1CbU8CcAhhBQA+wuVy9Oxna/X695t0QZ/WemlENBdTBrwMYQUAPqCy2qX73lqu95ft1NihHfX45X05TR3wQoQVAHi5A+VVuml2pn7euJczqgAvR1gBgBfbXVSuxJlpysk7qBeuH6irB7e3PQnAHyCsAMBLbdhTrITkNBWVVWnm+Fid0Z0zqgBvR1gBgBdasmmvJs3KUP2QYL3BGVWAzyCsAMDL/N8ZVR1aNFDKeM6oAnwJYQUAXiT15y16/MPVGhzVQtPHxagFZ1QBPoWwAgAv4DiOnvt8nV79dqPO79NaU0ZGKyyEM6oAX0NYAYBl1TUuPfD2Sr29dLtGxUfpycv7ql5wkO1ZAE4AYQUAFlVU1+jO+cv02erduuu87rrz3O6cUQX4MMIKACwpq6zRjXMy9f36fD1yaR8lnd7Z9iQAJ4mwAgALisurlJSSofSthXr2mv66ITbK9iQAbkBYAYCH7SupVMLMNGXvPKCXR0TrsoFtbU8C4CaEFQB4UN6Bco2ZsURb9pbqtTFDdF6f1rYnAXAjwgoAPGT7vlKNmb5EecUVmpkYq2HdImxPAuBmhBUAeMCm/IMaM32JiiuqNTspXkM6trA9CUAdIKwAoI6t2XVAY2ekyXEcLZg8VH3bct0/wF8RVgBQh5bl7ldCcpoahARrzsSh6taqse1JAOoQYQUAdWTxpr1KSklXeONQzZs4lIspAwGAsAKAOvDNujzdNDtTHcIbak5SvNo0C7M9CYAHEFYA4GafrNylOxdkqUfrJpo1IU4tG9e3PQmAhxBWAOBGb2Vu1/1vLVd0VAslJ8aqWYMQ25MAeBBhBQBu8lbmdt375nIN69ZS08bFqGEo32KBQMOfegBwgw+X79T9by3X6d0iND0hRmEhwbYnAbAgyPYAAPB1P+UU6J6FyxTTMVzTxhFVQCAjrADgJKzeWaQbZ2eqS0RjTUuIUYNQogoIZIQVAJyg3MJSJc5MV9OwekqZwAvVAdQirIwxycaYPGPMqqN83hhjXjbG5BhjVhhjBrt/JgB4l8KSSo1LTlNltUupE+J0SrMGticB8AK1ecQqRdLwP/j8RZK6H/prsqRXT34WAHiv0spqTUhJ1879ZZqREKPurZvYngTASxwzrBzH+V5S4R/c5ApJs5xfLZbU3BhzirsGAoA3qa5x6bZ5WVqxfb9eHhmtmE7hticB8CLueI1VO0m5h328/dA/AwC/4jiOHnp3pRatzdOTV/TThX3b2J4EwMu4I6zMEf6Zc8QbGjPZGJNhjMnIz893w5cGAM958cv1WpixXXec001jhna0PQeAF3JHWG2X1OGwj9tL2nmkGzqOM9VxnBjHcWIiIyPd8KUBwDPmLN6qlxfl6IaYDrr7/B625wDwUu4Iqw8kjTv07sChkoocx9nlhl8XALzC56t369H3V+ncXq30zFX9ZMyRHqgHgFpc0sYYM1/SWZIijDHbJT0mKUSSHMd5TdInki6WlCOpVNL4uhoLAJ6WvqVQd8zP0oD2zTVlVLTqBXP8H4CjO2ZYOY4z8hifdyTd6rZFAOAlNuwpVlJKuto1b6DkxFguqgzgmPi/XgBwBLuKypSQnKb6IcFKnRCn8EahticB8AGEFQD8RlFZlRKT03WgvFop42PVIbyh7UkAfARhBQCHKa+q0aRZGdpUcFBTxw5R37bNbE8C4EN4wQAAHFJWWaPJszOUtrlQL4+M1mndImxPAuBjCCsA0K/X/0tKydDizXv1/LUDdPnAtrYnAfBBhBWAgHew4teLKmdsKdSL1w/SldFclQvAiSGsAAS04vIqJc5M17Lc/XppRLQu45EqACeBsAIQsIrKqjQuOU2rdxTpXyOjdVH/U2xPAuDjCCsAAWl/aaXGzkjT2t0H9MrowbqgbxvbkwD4AcIKQMApLKnU6OlLtDH/oKaOjdHZvVrZngTATxBWAAJKwcEKjZm+RJsLSjR9XIz+1CPS9iQAfoSwAhAw8g6Ua9T0Jdqxr0wzE2M5pwqA2xFWAALC7qJyjZq2WLsPlCtlfKziu7S0PQmAHyKsAPi9HfvLNGraYu09WKlZE+IU0ync9iQAfoqwAuDXcgtLNXLaYhWVVWl2Upyio1rYngTAjxFWAPzW1r0lGjVtiQ5WVGvuxHgNaN/c9iQAfo6wAuCXNheUaOTUxaqortG8SfHq27aZ7UkAAgBhBcDvbMw/qJFTF6vG5Wj+5KHq1aap7UkAAgRhBcCv5OQd1Khpi+Vyfo2qHq2b2J4EIIAQVgD8Rk7eQY2ctliOI82fNFTdiSoAHkZYAfALOXnFGjF1iSRpweR4dWtFVAHwvCDbAwDgZG3YU6wRUxfLGGnB5KFEFQBreMQKgE/LySvWyGmLFWSM5k8eqq6RjW1PAhDAeMQKgM/aUvDrOVUSUQXAOxBWAHzS9n2lGj19iapqXJo3KZ6oAuAVCCsAPufXCyovUXF5lWYnxXOkAgCvwWusAPiU/OIKjZq+WIUllZqdFKd+7ThRHYD34BErAD5jX0mlxs5Yol37y5WcGMsFlQF4HR6xAuATisqqNDZ5iTYVlGhmYqziOofbngQAv8MjVgC83sGKaiXOTNO63cV6fcwQDesWYXsSABwRj1gB8GpllTWakJKuFduL9O9Rg3V2r1a2JwHAUfGIFQCvVV5Vo8mzM5S+pVAvXD9Qw/u1sT0JAP4QYQXAK1VWu3Tr3KX6YUOBnrtmgK4Y1M72JAA4JsIKgNeprnHprjey9PXaPD11ZT9dF9PB9iQAqBXCCoBXcRxHD727Up+s3K2HL+mtsUM72p4EALVGWAHwKs9+tk4LM7brjnO6aeIZXWzPAYDjQlgB8BrTvt+k177bqNHxUbr7/B625wDAcSOsAHiFtzO365lP1uji/m305BX9ZIyxPQkAjhthBcC6r9fs0f1vr9Cwbi314g2DFBxEVAHwTYQVAKvStxTqlrlL1eeUpnp9bIzq1wu2PQkAThhhBcCatbsPKCklXe2aN1DK+Fg1rs/FIAD4NsIKgBU79pcpITlNDUKDNSspTi0b17c9CQBOGmEFwOOKSquUmJym0ooapU6IU/sWDW1PAgC34HF3AB5VUf3r9f+27C1R6vg49WrT1PYkAHAbwgqAx7hcju59c4WWbC7USyMG6bRuEbYnAYBb8VQgAI959vO1+nD5Tt0/vCcXVQbglwgrAB6R+vMWvf7dJo0ZGqWbz+xqew4A1AnCCkCd+3z1bj3+4Wqd17u1nricU9UB+C/CCkCdyty6T3fMz9LA9s01ZWQ0p6oD8GuEFYA6syn/oCampqtNszDNSIhRg1BOVQfg3wgrAHWi4GCFEmemyxij1PEcAAogMBBWANyutLJaSSnpyisu14yEGHWKaGR7EgB4BGEFwK2qa1y6fV6WVu4o0ssjohUd1cL2JADwGA4IBeA2Lpej/3l3lb5em6cnr+irC/q2sT0JADyKR6wAuIXjOHrq42y9kZGr28/ppnGndrI9CQA8jrAC4BYvfLleM3/aognDOuue83vYngMAVhBWAE7avxZt0JRFORoR20GPXNqbA0ABBCzCCsBJef27jfrfL9br6uh2euaq/kQVgIBGWAE4Yck/btbfPl2rywa21fPXDeRUdQABj7ACcEJm/7JFT36UreF92+iF64kqAJAIKwAnYEHaNj3y/mqd17uVXh4ZrZBgvpUAgERYAThOb2Vu11/eXakze0Tq36MHK7Qe30YA4P/wHRFArb2/bIfuf2u5hnWN0Otjh6h+PS6qDACHI6wA1MonK3fpnoXLFdc5XNPGxSgshKgCgN8irAAc0xerd+uO+VmK7tBcMxJi1SCUqAKAIyGsAPyhb9bm6dZ5S9WvXTPNHB+rRvW5xCgAHA1hBeCovl+frxvnZKpXm6ZKnRCnJmEhticBgFcjrAAc0c85BZo0K0NdIxtrdlKcmjUgqgDgWAgrAL+TtrlQSakZ6tSykeZOjFfzhqG2JwGATyCsAPyXlduLNH5mmto2D9OcifEKb0RUAUBtEVYA/iO3sFTjU9LVvGGo5k0aqsgm9W1PAgCfwtt7AEiSikqrlDgzTZXVNVowOV6tm4bZngQAPoewAqCK6hpNmp2h3MIyzU6PzhRtAAAgAElEQVSKU7dWTWxPAgCfRFgBAc7lcnTvmyuUtrlQL40YpPguLW1PAgCfxWusgAD3/Bfr9OHynXpgeC9dMaid7TkA4NMIKyCAzV2yVa9+u1Gj46N005ldbM8BAJ9HWAEB6ocN+Xr0/dU6u2eknri8r4wxticBgM8jrIAAlJN3ULfMXarurRpryqjBqhfMtwIAcAe+mwIBZl9JpSampqt+vSBNT4hRYy6qDABuw3dUIIBUVrt089xM7dxfrvmT49W+RUPbkwDArxBWQIBwHEePfbBKizcV6p83DNKQjuG2JwGA3+GpQCBAzPhxs+an5eq2s7vpymiOVQCAukBYAQFg0do9+usna3RRvza65/wetucAgN8irAA/t253se6Yv0x92jbVP64fqKAgjlUAgLpCWAF+rOBghSakpKthaLCmj4tVw1BeVgkAdYnvsoCfqqiu0Y2zM7W3pEILbzxVbZqF2Z4EAH6PsAL8kOM4+svbK5W5dZ/+PWqwBrRvbnsSAAQEngoE/NC/FuXonawduuf8HrpkwCm25wBAwCCsAD/zZkau/vHlel0d3U63n9PN9hwACCiEFeBHvlufr7+8s1Knd4vQ368ZwIWVAcDDCCvAT6zaUaSb52SqR+smenXMYIXW4483AHga33kBP5BbWKrEmelq0TBUM8fHqklYiO1JABCQeFcg4OMKSyqVkJymqhqXFkyOV+umHKsAALYQVoAPK6us0cTUdG3fX6Z5E+PVrVUT25MAIKDxVCDgo6prXLp9fpaycvfrpRsGKaZTuO1JABDwCCvABzmOo0c/WK2v1uzR45f11UX9OasKALwBYQX4oH8tytG8Jdt081ldlXBaJ9tzAACHEFaAj1mY/v8PAL3/wp625wAADkNYAT7km7V5+su7K3VG9wg9ey0HgAKAtyGsAB+xLHe/bpm7VL1PaaJXxwxRSDB/fAHA2/CdGfABmwtKNCElXRFNQpWcGKvG9TkpBQC8EWEFeLn84golJKdJklLHx6lVEw4ABQBvRVgBXqykoloTUtKVV1yuGQkx6hLZ2PYkAMAf4PkEwEtV1bh089ylyt51QFPHDlF0VAvbkwAAx8AjVoAXchxHD7y9Qt+vz9czV/bTub1b254EAKgFwgrwQn//bK3eWbpDd5/XQyPiomzPAQDUEmEFeJnpP2zS699t0pihUbrj3G625wAAjgNhBXiR97J26OmP1+iifm30xOX9OAAUAHwMYQV4ie/W5+veN5draJdwvXjDIAUHEVUA4GtqFVbGmOHGmHXGmBxjzINH+HyUMeYbY0yWMWaFMeZi908F/FfWtn26aXamurduoqnjYhQWEmx7EgDgBBwzrIwxwZL+LekiSX0kjTTG9PnNzR6WtNBxnGhJIyS94u6hgL/asKdY41PSFdmkvlInxKppWIjtSQCAE1SbR6ziJOU4jrPJcZxKSQskXfGb2ziSmh76+2aSdrpvIuC/duwv07jkNNULCtLsJE5VBwBfV5uwaicp97CPtx/6Z4d7XNIYY8x2SZ9Iuv1Iv5AxZrIxJsMYk5Gfn38CcwH/sfdghcbOWKKDFdWaNSFOHVs2sj0JAHCSahNWR3oFrfObj0dKSnEcp72kiyXNNsb87td2HGeq4zgxjuPEREZGHv9awE8crKjW+JR07dhXphkJserTtumx/yUAgNerTVhtl9ThsI/b6/dP9SVJWihJjuP8IilMUoQ7BgL+pqK6RjfNztTqnQf071GDFdc53PYkAICb1Cas0iV1N8Z0NsaE6tcXp3/wm9tsk3SuJBljeuvXsOK5PuA3alyO7nljuX7MKdCz1wzQeX24VA0A+JNjhpXjONWSbpP0uaQ1+vXdf6uNMU8aYy4/dLM/S5pkjFkuab6kRMdxfvt0IRDQHMfRo++v0scrd+l/Lu6ta4e0tz0JAOBm9WpzI8dxPtGvL0o//J89etjfZ0sa5t5pgH958cv1mrtkm246s6sm/amL7TkAgDrAyeuAB8z+ZYteXpSjG2I66IHhPW3PAQDUEcIKqGOfrdqtRz9YrfN6t9YzV3H9PwDwZ4QVUIcythTqzgVZGtShuaaMjFa9YP7IAYA/47s8UEdy8oqVlJqhts0baEZCrBqEcv0/APB3hBVQB/YcKFdCcrpCgoOUOj5O4Y1CbU8CAHgAYQW4WXF5lRJnpmtfaaVmJsYqqmVD25MAAB5CWAFuVFXj0i1zl2rDnmK9Mnqw+rdvZnsSAMCDanWOFYBjcxxHj3+wWj9sKNBz1w7QWT1b2Z4EAPAwHrEC3GTWL1s1d8k23XhmF10f0+HY/wIAwO8QVoAbfL8+X09+lK3zerfW/Rf2sj0HAGAJYQWcpJy8g7p13lJ1b9VY/xwxSMFBHAAKAIGKsAJOwr6SSiWlpqt+vSBNT4hR4/q8bBEAAhk/BYATVFnt0s1zM7Vrf7nmTx6q9i04VgEAAh1hBZwAx3H02AertHhToV68YaCGdGxhexIAwAvwVCBwAmb+tEXz03J1y1lddVV0e9tzAABegrACjtOPGwr09MfZuqBPa917QU/bcwAAXoSwAo7Dtr2lum3+UnVv1UQv3jBIQbwDEABwGMIKqKXSympNnp0hx5GmjhuiRrwDEADwG4QVUAuO4+i+N1do/Z5iTRkZrY4tG9meBADwQoQVUAuvfrdRH6/cpQeG99KfekTangMA8FKEFXAM36zL0/Ofr9NlA9tq8p+62J4DAPBihBXwBzYXlOiO+Vnq3aapnrtmgIzhxeoAgKMjrICjOFhRrUmzMlQvyOj1sUPUIDTY9iQAgJfjbU3AEbhcju55Y5k2F5Ro9oQ4dQjncjUAgGPjESvgCF76eoO+yN6jhy7urdO6RdieAwDwEYQV8BvvZe3QS19v0DWD22vCsE625wAAfAhhBRwmfUuh7n9rheI7h+tvV/fnxeoAgONCWAGH5OQVa2Jqhtq3aKDXxw5RaD3+eAAAjg8/OQBJew6UKyE5XSHBQUoZH6fmDUNtTwIA+CDCCgHvQHmVEpLTtL+0UinjYxXVkncAAgBODMctIKBVVrt00+xM5eQdVHJirPq1a2Z7EgDAhxFWCFgul6P73lqunzfu1QvXD+QagACAk8ZTgQhYz362Vu8v26n7h/fU1YPb254DAPADhBUCUvKPm/X695s07tSOuvnMrrbnAAD8BGGFgPPZql166uNsDe/bRo9d1pezqgAAbkNYIaAsz92vu95YpugOzfXPEYMUHERUAQDch7BCwNixv0wTZ2UoonF9TR0Xo7CQYNuTAAB+hncFIiAUl1cpKSVd5VU1mjcxXhGN69ueBADwQ4QV/F51jUu3z8/ShryDSh0fp+6tm9ieBADwUzwVCL/31EfZ+nZdvp6+sp9O7x5hew4AwI8RVvBrKT9tVuovWzX5T100Mi7K9hwAgJ8jrOC3Fq3doyc/ytYFfVrrgeG9bM8BAAQAwgp+afXOIt0+L0t92zbjWAUAgMcQVvA7uYWlSpyZrmYNQjQ9IUYNQ3mPBgDAMwgr+JXCkkolJKepstql1Alxat00zPYkAEAAIazgN0orq5WUmq4d+8s0PSGGYxUAAB5HWMEvVNW4dPOcpVqeu18vjYhWbKdw25MAAAGIF5/A57lcju57c7m+W5+vv1/dX8P7tbE9CQAQoHjECj7NcRw99XG23lu2U/dd2FMjOKsKAGARYQWf9sq3GzXzpy2aMKyzbjmrq+05AIAAR1jBZy1I26bnP1+nKwe11cOX9JYxnFUFALCLsIJP+nz1bj307kqd1TNSz183UEEcAAoA8AKEFXxOxpZC3T4/SwM7NNcrowcrJJjfxgAA78BPJPiUzQUlmjQrQ+2aN1ByQiynqgMAvAphBZ9RWFKp8TPTZIxRyvhYtWgUansSAAD/hbCCTyivqtHE1HTtKirX9IQYdWzZyPYkAAB+h+dR4PVcLkd3v7FMWbn79cqowRoc1cL2JAAAjohHrOD1/vbpGn26arf+5+Leuqj/KbbnAABwVIQVvNqsX7Zo2g+blXBqRyWd3tn2HAAA/hBhBa/1VfYePf7Bap3Xu7UevawvB4ACALweYQWvtCx3v26bv1T92jXTyyMHKZgDQAEAPoCwgtfZurdESSnpimxSXzM4qwoA4EMIK3iVwpJKJc5MV43jKGV8nCKb1Lc9CQCAWuOhAHiNsspfz6rasb9M8ybGq2tkY9uTAAA4LjxiBa9QXePS7fOzlJW7Xy+PGKSYTuG2JwEAcNwIK1jnOI4eeX+1vlqzR09c3lfD+3FWFQDANxFWsG7KohzNT9umW87qqnGndrI9BwCAE0ZYwao30rfphS/X6+rB7XTfhT1tzwEA4KQQVrBm0do9eujdVfpTj0g9e80ADgAFAPg8wgpWrNi+X7fOzVKfU5rqldGDFRLMb0UAgO/jpxk8bldRmSamZii8UaiSE2PVuD6nfgAA/AM/0eBRpZXVmpiaodLKGr19czwHgAIA/AqPWMFjXC5Hdy1YpjW7DmjKyGj1bNPE9iQAANyKsILHPPf5On2RvUcPX9JHZ/dqZXsOAABuR1jBIxZm5Oq17zZqdHyUxg/rZHsOAAB1grBCnVu8aa/+592VOr1bhB6/vC/HKgAA/BZhhTq1paBEN83JVFR4Q/2bYxUAAH6On3KoM0WlVZqQmi4jKTkxVs0ahNieBABAneK4BdSJqhqXbp23VLmFpZqTFK+OLRvZngQAQJ0jrOB2juPosQ9W68ecAj1/7QDFd2lpexIAAB7BU4Fwu5k/bdG8Jdt005lddV1MB9tzAADwGMIKbrVo7R49/XG2LujTWvdf2NP2HAAAPIqwgtus3X1At8/LUu9TmuqfIwYpKIhjFQAAgYWwglvkF1coKSVDjcPqaUZCrBqG8vI9AEDg4acfTlp5VY0mz87Q3pIKvXnjaWrTLMz2JAAArCCscFIcx9EDb69Q1rb9enX0YPVv38z2JAAArOGpQJyU17/fpPeX7dS9F/TQRf1PsT0HAACrCCucsG/W5enZz9bqkgGn6Nazu9meAwCAdYQVTsim/IO6Y36WerVpquevHcCFlQEAEGGFE1BcXqXJszMVEhykqWOH8A5AAAAO4ScijovL5ejuN5Zpc0GJ5iTFq0N4Q9uTAADwGjxihePy4lfr9dWaPD1ySW+d2pVrAAIAcDjCCrX29Zo9mrIoR9cNaa+E0zrZngMAgNchrFAruYWluvuNZerbtqmeurIfL1YHAOAICCscU0V1jW6Zu1SOpFdHD1FYSLDtSQAAeCVevI5jeuqjbK3cUaRp42IU1ZIXqwMAcDQ8YoU/9F7WDs1ZvE03ntlF5/dpbXsOAABejbDCUW3YU6y/vLNScZ3Ddd8FPW3PAQDA6xFWOKKSimrdNCdTjerX079GRqteML9VAAA4Fn5a4ncqq126fX6WNheU6OWRg9SqaZjtSQAA+ARevI7/Ul3j0p0LsrRobZ7+elV/ndY1wvYkAAB8Bo9Y4T9qXI7+/OZyfbpqtx65tI9GxUfZngQAgE8hrCDp12sA3v/WCr2/bKfuu7Cnkk7vbHsSAAA+h7CCXC5Hf3lnpd5eul13n9dDt57dzfYkAAB8EmEV4BzH0SPvr9IbGbm67exuuuNcogoAgBNFWAUwx3H0xIfZmrvk1wNA/3xBD64BCADASSCsAtgLX65Xys9blHR6Zz04vBdRBQDASSKsAtTMnzZryqIc3RDTQQ9f0puoAgDADWoVVsaY4caYdcaYHGPMg0e5zfXGmGxjzGpjzDz3zoQ7vb9sh574MFsX9GmtZ67qR1QBAOAmxzwg1BgTLOnfks6XtF1SujHmA8dxsg+7TXdJf5E0zHGcfcaYVnU1GCfnm3V5+vPC5RraJVwvc6kaAADcqjY/VeMk5TiOs8lxnEpJCyRd8ZvbTJL0b8dx9kmS4zh57p0Jd8jcuk83z8lUzzZNNG1cjMJCgm1PAgDAr9QmrNpJyj3s4+2H/tnhekjqYYz5yRiz2Bgz/Ei/kDFmsjEmwxiTkZ+ff2KLcUK2FJRoYmq62jQNU8r4ODUJC7E9CQAAv1ObsDrSC3Cc33xcT1J3SWdJGilpujGm+e/+JceZ6jhOjOM4MZGRkce7FSdoX0mlxqekS5JSxscpskl9y4sAAPBPtQmr7ZI6HPZxe0k7j3Cb9x3HqXIcZ7Okdfo1tGBZRXWNbpyTqR37yjRtXIw6RTSyPQkAAL9Vm7BKl9TdGNPZGBMqaYSkD35zm/cknS1JxpgI/frU4CZ3DsXxcxxHD769UmmbC/X8dQMU0ync9iQAAPzaMcPKcZxqSbdJ+lzSGkkLHcdZbYx50hhz+aGbfS5przEmW9I3ku5zHGdvXY1G7fzzqw16N2uH7r2gh64Y9NuXxQEAAHczjvPbl0t5RkxMjJORkWHlaweCNzNydd9bK3TtkPZ6/toBnFUFAMBJMMZkOo4Tc6zbHfMcK/gWx3H0yrcb9fzn6zSsW0v99ar+RBUAAB5CWPmRGpejxz5YpTmLt+nygW313LUDFFqPA0ABAPAUwspPlFfV6M4FWfp89R7deGYXPXBhLwUF8UgVAACeRFj5gf2llZqYmqHMbfv02GV9NH5YZ9uTAAAISISVj8srLteY6Uu0paBUU0ZG69IBbW1PAgAgYBFWPmx3UblGTVusXUXlShkfq9O6RdieBABAQCOsfNSO/WUaNW2xCoorNCspTrEc/gkAgHWElQ/KLSzVyGmLVVRWpdkT4zU4qoXtSQAAQISVz9mxv0wjpi7WwYpqzZ0YrwHtf3etawAAYAlh5UP+74XqB8qrNH/SUPVr18z2JAAAcBhOj/QR+0srNW5GmvYc+PWF6kQVAADeh7DyAQcrqpUwM12b8ks0bVyMhnTkheoAAHgjngr0cuVVNZqYmq5VO4r02pghGsaRCgAAeC0esfJi1TUu3TE/S0s2F+qF6wfq/D6tbU8CAAB/gLDyUo7j6OH3VumL7D167NI+umJQO9uTAADAMRBWXup/v1inBem5uv2cbkrk2n8AAPgEwsoLzfhxs/79zUaNjIvSPef3sD0HAADUEmHlZd5ftkNPfZSt4X3b6Okr+8kYY3sSAACoJcLKi/yUU6B731yuuM7h+ueIQQoOIqoAAPAlhJWXWL2zSDfOzlTniEaaNjZGYSHBticBAIDjRFh5gdzCUiXOTFeTsHpKnRCnZg1DbE8CAAAngLCy7GBFtZJS01VRVaPUCXE6pVkD25MAAMAJ4uR1i1wuR3e/sUwb80uUOj5OPVo3sT0JAACcBB6xsujFr9bry+w9eviS3jq9O5eqAQDA1xFWlny4fKemLMrRDTEdlHhaJ9tzAACAGxBWFqzZdUD3vbVcMR1b6Mkr+3JWFQAAfoKw8rCDFdW6de5SNQkL0StjBqt+PY5VAADAXxBWHuQ4jv7yzkpt2VuiKSOj1apJmO1JAADAjQgrD5qzZJs+XL5Tf76gp4Z2aWl7DgAAcDPCykNW7SjSUx9m68wekbr5zK625wAAgDpAWHlASUW1bpu3VOGNQvXiDYMUxDUAAQDwSxwQ6gFPf7xGWwtLNXdivMIbhdqeAwAA6giPWNWxL7P3aH7aNk0+o4tO68ohoAAA+DPCqg7lF1fowbdXqPcpTXXPBT1szwEAAHWMpwLriOM4euDtFSquqNb8EYM4rwoAgADAI1Z15MUv12vR2jw9OLwXF1cGACBAEFZ1IPXnLXp5UY6uj2mv8cM62Z4DAAA8hLBys49W7NTjH67Web1b669X9ec6gAAABBDCyo1+2bhXd7+xTDEdW+hfo6JVL5j/vAAABBJ+8rtJTl6xbpydoU4tG2l6QqzCQnixOgAAgYawcoOCgxUan5Ku0HrBSk6MVbMGIbYnAQAACwirk1RWWaOJqRnKL67QjIQYdQhvaHsSAACwhHOsTkJ5VY0mzcrQ8u379eroIRrYobntSQAAwCIesTpB5VW/PlL108YCPX/tQA3v18b2JAAAYBlhdQL+75Gq/4uqa4e0tz0JAAB4AcLqOFVWu3TL3KX6YUOBnr1mAFEFAAD+g7A6DlU1Lt02b6kWrc3TX6/qr+tjOtieBAAAvAhhVUtVNS7dtWCZvsjeo8cv66NR8VG2JwEAAC/DuwJrobyqRrfOXaqv1+bp4Ut6K3FYZ9uTAACAFyKsjqGkolqTZmXol0179fSV/TRmaEfbkwAAgJcirP5AUWmVElPStGJ7kV64fqCuiuaF6gAA4OgIq6PYe7BCY2akaWPeQf171GDOqQIAAMdEWB1BwcEKjZ62RFv2lmh6Qoz+1CPS9iQAAOADCKvfyC+u0Khpi5W7r1QzE2N1WrcI25MAAICPIKwOk5NXrMmzM7Vrf7lmJsbp1K4tbU8CAAA+hLA65N2s7XronVVqGBqsWUlxiu0UbnsSAADwMQEfVjUuR09/nK2ZP21RXKdwTRkVrdZNw2zPAgAAPiigw6rG5ejeN5fr3awdGj+sk/7n4t6qF8xh9AAA4MQEbFgdHlX3XdhTt57dzfYkAADg4wLy4Zkal6P7DkXVvRf0IKoAAIBbBNwjVkVlVbrvzeX6InuP/nx+D912TnfbkwAAgJ8IqLBataNIt8xdqp37y/TIpX2UdDoXUwYAAO4TEGHlOI4WpOfqsQ9WK6JRqN648VQN6djC9iwAAOBn/D6sqmpceuS9VVqQnqszukfopRHRCm8UansWAADwQ34dVgcrqnXL3KX6fn2+bj27q+45v6eCg4ztWQAAwE/5bVjtOVCu8TPTtW5Psf5+dX+NiIuyPQkAAPg5vw2rgxXVKiqr0vSEGJ3ds5XtOQAAIAD4bVh1jWysb+49S6H1AvKoLgAAYIFfVwdRBQAAPInyAAAAcBPCCgAAwE0IKwAAADchrAAAANyEsAIAAHATwgoAAMBNCCsAAAA3IawAAADchLACAABwE8IKAADATQgrAAAANyGsAAAA3ISwAgAAcBPCCgAAwE0IKwAAADchrAAAANyEsAIAAHATwgoAAMBNCCsAAAA3IawAAADchLACAABwE8IKAADATYzjOHa+sDH5krZ64EtFSCrwwNfxRtz3wBXI9z+Q77sU2Pef+x64PHH/OzqOE3msG1kLK08xxmQ4jhNje4cN3PfAvO9SYN//QL7vUmDff+57YN53ybvuP08FAgAAuAlhBQAA4CaBEFZTbQ+wiPseuAL5/gfyfZcC+/5z3wOX19x/v3+NFQAAgKcEwiNWAAAAHuEXYWWMGW6MWWeMyTHGPPgHt7vWGOMYY7zinQPuUpv7b4y53hiTbYxZbYyZ5+mNdeVY990YE2WM+cYYk2WMWWGMudjGzrpgjEk2xuQZY1Yd5fPGGPPyof82K4wxgz29sa7U4r6PPnSfVxhjfjbGDPT0xrp0rPt/2O1ijTE1xphrPbWtrtXmvhtjzjLGLDv0/e47T+6ra7X4vd/MGPOhMWb5ofs/3tMb64oxpsOh7+drDt23O49wG/vf9xzH8em/JAVL2iipi6RQScsl9TnC7ZpI+l7SYkkxtnd78v5L6i4pS1KLQx+3sr3bg/d9qqSbD/19H0lbbO924/3/k6TBklYd5fMXS/pUkpE0VNIS25s9eN9PO+z3+0X+dN9rc/8P3SZY0iJJn0i61vZmD/5v31xStqSo/9fe/YXYUd5hHP8+ElMtxraYIiFqI9KkStBai639A/4BK140tVporQkpwRtpsKISzEVbIlKUVnthRTSGYBGl1aDBi0gJhoY2kUYxhjQYghHdKqitRlFEE59evLPpdlmzc2DOTHbO87nZOee8zPn9ztl99zfvvDNv9bgX/d0A+a8Gbq+2vwj8B5jdddwN5T4P+Fq1PQfYO0Wf33m/14cRq/OBfbZfsv0R8AiwZIp2twJ3AB+2GVwL6uR/LfAH228D2H6j5RiHpU7uBk6stj8HvNZifENl+6+UTvPTLAEedLEd+Lykee1EN1zT5W777+O/75SDqVNaCawlNb57gJXAY0Bf/t6BWrlfDWyw/UrVftTyNzBHkoATqrYH24ht2Gy/bvu5avs9YA8wf1Kzzvu9PhRW84FXJzweY9IHLelc4FTbT7YZWEumzR9YCCyU9DdJ2yVd1lp0w1Un918D10gaoxy5r2wntKNCnc9nFKygHMGODEnzgSuAe7uOpQMLgS9I2iLpWUnLug6oZXcDZ1IOIncB19v+pNuQmidpAXAu8Myklzrv92a1+WZDoimeO3ypo6RjgLuA5W0F1LIj5l+ZRTkdeCHlyH2rpMW23xlybMNWJ/efAOtt/07SBcAfq9x719FMoc7n02uSLqIUVt/pOpaW/R5YZftQGbgYKbOA84BLgOOBbZK2297bbVit+R7wPHAxcAbwF0lbbb/bbVjNkXQCZTT2F1Pk1Xm/14cRqzHg1AmPT+H/T/fMARYDWyS9TDnnurFHE9iny3+8zRO2P7a9H3iRUmjNdHVyXwH8CcD2NuA4yppSo6DO59Nbks4G1gJLbP+763ha9nXgkarPuwq4R9IPug2pNWPAJtvv236LMre2VxcvTONnlFOhtr0P2A98peOYGiPpWEpR9ZDtDVM06bzf60Nh9Q/gy5JOlzQb+DGwcfxF2wdsz7W9wPYCynyL79ve0U24jTti/pXHgYsAJM2lDJW/1GqUw1En91coR65IOpNSWL3ZapTd2Qgsq66S+SZwwPbrXQfVBkmnARuApSM0UnGY7dMn9HmPAtfZfrzjsNryBPBdSbMkfRb4BmUuzqiY2OedDCyiH/091byxB4A9tu/8lGad93sz/lSg7YOSfg48RbkKZp3t3ZLWADtsT/5H2ys1838KuFTSP4FDwM19OIKvmfuNwP2SbqAMBy93denITCfpYcrp3bnVHLJfAccC2L6XMqfscmAf8AHlSLYXauT+S+AkykgNwEEfJQu0NqFG/r01Xe6290jaBLwAfAKstX3E21LMJDW++1uB9ZJ2UU6LrapG7vrg28BSYDes+gcAAAF9SURBVJek56vnVgOnwdHT7+XO6xEREREN6cOpwIiIiIijQgqriIiIiIaksIqIiIhoSAqriIiIiIaksIqIiIjeqrtoedX2S5I2Vws4b5E08HJYKawiIiKiz9YDdZdy+y1lrcGzgTXAbwZ9sxRWERER0VtTLVwt6QxJm6r1JLdKGr87/VnA5mr7acqizgNJYRURERGj5j5gpe3zgJuAe6rndwJXVttXAHMknTTIjmf8ndcjIiIi6qoWcf4W8OcJi5R/pvp5E3C3pOWUdSb/BRwcZP8prCIiImKUHAO8Y/urk1+w/RrwQzhcgF1p+8CgO4+IiIgYCbbfBfZL+hGUxZ0lnVNtz5U0XhvdAqwbdP8prCIiIqK3qoWrtwGLJI1JWgH8FFghaSewm/9NUr8QeFHSXuBk4LaB3y+LMEdEREQ0IyNWEREREQ1JYRURERHRkBRWEREREQ1JYRURERHRkBRWEREREQ1JYRURERHRkBRWEREREQ1JYRURERHRkP8CddL2tOGhxggAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f30736201d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# let's calculate K again\n",
"delta2 = bjt_comp.s11.s*bjt_comp.s22.s - bjt_comp.s12.s*bjt_comp.s21.s\n",
"K2 = ((1 - sqabs(bjt_comp.s11.s) - sqabs(bjt_comp.s22.s) + sqabs(delta2))/(2*np.absolute(bjt_comp.s12.s*bjt_comp.s21.s)))[:,0,0]\n",
"\n",
"plt.plot(bjt_comp.f, K2)"
]
},
{
"cell_type": "code",
"execution_count": 66,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f30739fd668>]"
]
},
"execution_count": 66,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f3073676940>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# that's a pretty nice improvement! let's check the delta to be sure, and\n",
"# find the new source stability circles to see if we need to add some series resistance there\n",
"\n",
"# K > 1 and |delta| < 1 for stability\n",
"plt.plot(bjt_comp.f, np.absolute(delta2[:,0,0]))"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f305c18df28>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"rs2 = np.absolute((bjt_comp.s12.s * bjt_comp.s21.s)/(sqabs(bjt_comp.s11.s) - sqabs(delta2)))\n",
"cs2 = np.conj(bjt_comp.s11.s - delta2*np.conj(bjt_comp.s22.s))/(sqabs(bjt_comp.s11.s) - sqabs(delta2))\n",
"\n",
"# input stability\n",
"for i, f in enumerate(bjt_comp.f):\n",
" if i % 100 != 0:\n",
" continue\n",
" n = net.Network(name=str(f/1.e+9), s=calc_circle(cs2[i][0, 0], rs2[i][0, 0]))\n",
" n.plot_s_smith()"
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"((9.4205547521026507e-15+38.020469196561926j),\n",
" (-1.2560739669470201e-14+123.33562619268822j))"
]
},
"execution_count": 68,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# that doesn't look too bad, so let's move forward and try to conjugate match\n",
"delta2 = bjt_comp.s11.s*bjt_comp.s22.s - bjt_comp.s12.s*bjt_comp.s21.s\n",
"\n",
"B1 = 1 + sqabs(bjt_comp.s11.s) - sqabs(bjt_comp.s22.s) - sqabs(delta2)\n",
"B2 = 1 + sqabs(bjt_comp.s22.s) - sqabs(bjt_comp.s11.s) - sqabs(delta2)\n",
"C1 = bjt_comp.s11.s - delta2*np.conj(bjt_comp.s22.s)\n",
"C2 = bjt_comp.s22.s - delta2*np.conj(bjt_comp.s11.s)\n",
"\n",
"gamma_s_all = (B1 - np.sqrt(np.square(B1) - 4*sqabs(C1) + 0j))/(2*C1)\n",
"gamma_l_all = (B2 - np.sqrt(np.square(B2) - 4*sqabs(C2) + 0j))/(2*C2)\n",
"\n",
"gamma_s = gamma_s_all[idx_900mhz, 0, 0]\n",
"gamma_l = gamma_l_all[idx_900mhz, 0, 0]\n",
"\n",
"z_s = net.s2z(np.array([[[gamma_s]]]))[0,0,0]\n",
"z_l = net.s2z(np.array([[[gamma_l]]]))[0,0,0]\n",
"\n",
"# this section broke when I switched to a lower bias current so just ignore this\n",
"z_s, z_l"
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/usr/lib/python3/dist-packages/ipykernel_launcher.py:19: RuntimeWarning: invalid value encountered in sqrt\n"
]
},
{
"data": {
"text/plain": [
"(38.02046988287653j,\n",
" (4.710277376051326e-23-6.863146054144066e-07j),\n",
" (nan+nanj),\n",
" (nan+nanj))"
]
},
"execution_count": 69,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"x_s_1, x_s_2 = calc_matching_network_vals(np.conj(z_s), 50)\n",
"x_l_1, x_l_2 = calc_matching_network_vals(np.conj(z_l), 50)\n",
"\n",
"x_s_1, x_s_2, x_l_1, x_l_2"
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(-4.574899496286098e-12, -1.1937744477362458e-16, nan, nan)"
]
},
"execution_count": 70,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"c_s_shunt = np.real(1/(2j*np.pi*915e+6*x_s_1))\n",
"c_s_ser = np.real(1/(2j*np.pi*915e+6*x_s_2))\n",
"l_s_ser = np.real(x_s_2/(2j*np.pi*915e+6))\n",
"c_l_shunt = np.real(1/(2j*np.pi*915e+6*x_l_1))\n",
"l_l_ser = np.real(x_l_2/(2j*np.pi*915e+6))\n",
"\n",
"c_s_shunt2 = np.real(1/(2j*np.pi*915e+6*x_s_2))\n",
"l_s_ser2 = np.real(x_s_1/(2j*np.pi*915e+6))\n",
"\n",
"c_l_shunt2 = np.real(1/(2j*np.pi*915e+6*x_l_2))\n",
"l_l_ser2 = np.real(x_l_1/(2j*np.pi*915e+6))\n",
"\n",
"#c_s_shunt, c_s_ser, c_l_shunt, l_l_ser\n",
"c_s_shunt, l_s_ser, c_l_shunt, l_l_ser"
]
},
{
"cell_type": "code",
"execution_count": 71,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/kelvin/.local/lib/python3.6/site-packages/scikit_rf-0.14.8-py3.6.egg/skrf/network.py:4713: RuntimeWarning: invalid value encountered in true_divide\n",
" ((z01.conj() + s[:,0,0]*z01)*(1 - s[:,1,1]) + s[:,0,1]*s[:,1,0]*z01) / denom,\n",
"/home/kelvin/.local/lib/python3.6/site-packages/scikit_rf-0.14.8-py3.6.egg/skrf/network.py:4714: RuntimeWarning: divide by zero encountered in true_divide\n",
" ((1 - s[:,0,0])*(1 - s[:,1,1]) - s[:,0,1]*s[:,1,0]) / denom,\n",
"/home/kelvin/.local/lib/python3.6/site-packages/scikit_rf-0.14.8-py3.6.egg/skrf/network.py:4717: RuntimeWarning: invalid value encountered in true_divide\n",
" ((z01.conj() + s[:,0,0]*z01)*(z02.conj() + s[:,1,1]*z02) - s[:,0,1]*s[:,1,0]*z01*z02) / denom,\n",
"/home/kelvin/.local/lib/python3.6/site-packages/scikit_rf-0.14.8-py3.6.egg/skrf/network.py:4718: RuntimeWarning: divide by zero encountered in true_divide\n",
" ((1 - s[:,0,0])*(z02.conj() + s[:,1,1]*z02) + s[:,0,1]*s[:,1,0]*z02) / denom,\n",
"/home/kelvin/.local/lib/python3.6/site-packages/scipy-1.3.0-py3.6-linux-x86_64.egg/scipy/interpolate/interpolate.py:609: RuntimeWarning: invalid value encountered in subtract\n",
" slope = (y_hi - y_lo) / (x_hi - x_lo)[:, None]\n",
"/home/kelvin/.local/lib/python3.6/site-packages/scipy-1.3.0-py3.6-linux-x86_64.egg/scipy/interpolate/interpolate.py:612: RuntimeWarning: invalid value encountered in add\n",
" y_new = slope*(x_new - x_lo)[:, None] + y_lo\n",
"/home/kelvin/.local/lib/python3.6/site-packages/scikit_rf-0.14.8-py3.6.egg/skrf/network.py:3282: RuntimeWarning: invalid value encountered in multiply\n",
" a = a_real(noise_freq.f) + 1.j * a_imag(noise_freq.f)\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f3073a781d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#input_network2 = tem.capacitor(c_s_ser) ** tem.shunt_capacitor(c_s_shunt)\n",
"#input_network2 = tem.inductor(l_s_ser) ** tem.shunt_capacitor(c_s_shunt)\n",
"input_network2 = tem.shunt_capacitor(c_s_shunt2) ** tem.inductor(l_s_ser2)\n",
"\n",
"#output_network2 = tem.shunt_capacitor(c_l_shunt) ** tem.inductor(l_l_ser)\n",
"output_network2 = tem.inductor(l_l_ser2) ** tem.shunt_capacitor(c_l_shunt2)\n",
"\n",
"amplifier2 = input_network2 ** bjt_comp ** output_network2\n",
"#amplifier2 = input_network2 ** bjt #** output_network2\n",
"\n",
"amplifier2.plot_s_smith()"
]
},
{
"cell_type": "code",
"execution_count": 72,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f30736ba240>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"amplifier2.s21.plot_s_db()"
]
},
{
"cell_type": "code",
"execution_count": 73,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f30736617b8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"amplifier2.s11.plot_s_db()"
]
},
{
"cell_type": "code",
"execution_count": 74,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f305c1cf2b0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"amplifier2.s22.plot_s_db()"
]
},
{
"cell_type": "code",
"execution_count": 75,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"153.2299538314351"
]
},
"execution_count": 75,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"10*np.log10(amplifier2.nf(50.)[idx_900mhz])"
]
},
{
"cell_type": "code",
"execution_count": 76,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f305c20bda0>]"
]
},
"execution_count": 76,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f30980f69e8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# check stability again\n",
"delta2 = amplifier2.s11.s*amplifier2.s22.s - amplifier2.s12.s*amplifier2.s21.s\n",
"K2 = ((1 - sqabs(amplifier2.s11.s) - sqabs(amplifier2.s22.s) + sqabs(delta2))/(2*np.absolute(amplifier2.s12.s*amplifier2.s21.s)))[:,0,0]\n",
"\n",
"plt.plot(amplifier2.f, K2)"
]
},
{
"cell_type": "code",
"execution_count": 77,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"((16.221499138301905+24.689163340981278j),\n",
" (31.8441752257032+52.299573751504738j))"
]
},
"execution_count": 77,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f30739cd9b0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# of course, it matches the other one since all we did was transform the impedances at the input and output\n",
"# let's try again with 10 ohms of resistance in series with the base to stabilize that side\n",
"\n",
"bjt_comp2 = tem.resistor(10) ** bjt_comp\n",
"\n",
"delta3 = bjt_comp2.s11.s*bjt_comp2.s22.s - bjt_comp2.s12.s*bjt_comp2.s21.s\n",
"\n",
"B1 = 1 + sqabs(bjt_comp2.s11.s) - sqabs(bjt_comp2.s22.s) - sqabs(delta3)\n",
"B2 = 1 + sqabs(bjt_comp2.s22.s) - sqabs(bjt_comp2.s11.s) - sqabs(delta3)\n",
"C1 = bjt_comp2.s11.s - delta3*np.conj(bjt_comp2.s22.s)\n",
"C2 = bjt_comp2.s22.s - delta3*np.conj(bjt_comp2.s11.s)\n",
"\n",
"gamma_s_all = (B1 - np.sqrt(np.square(B1) - 4*sqabs(C1) + 0j))/(2*C1)\n",
"gamma_l_all = (B2 - np.sqrt(np.square(B2) - 4*sqabs(C2) + 0j))/(2*C2)\n",
"\n",
"gamma_s = gamma_s_all[idx_900mhz, 0, 0]\n",
"gamma_l = gamma_l_all[idx_900mhz, 0, 0]\n",
"\n",
"z_s = net.s2z(np.array([[[gamma_s]]]))[0,0,0]\n",
"z_l = net.s2z(np.array([[[gamma_l]]]))[0,0,0]\n",
"\n",
"bjt_comp2.plot_s_smith()\n",
"z_s, z_l"
]
},
{
"cell_type": "code",
"execution_count": 78,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f307359ebe0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"n = net.Network(name=\"g_ms\", s=gamma_s_all)\n",
"n.plot_s_smith()\n",
"n = net.Network(name=\"g_ml\", s=gamma_l_all)\n",
"n.plot_s_smith()"
]
},
{
"cell_type": "code",
"execution_count": 79,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f307360f160>]"
]
},
"execution_count": 79,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f305c204668>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"K3 = ((1 - sqabs(bjt_comp2.s11.s) - sqabs(bjt_comp2.s22.s) + sqabs(delta3))/(2*np.absolute(bjt_comp2.s12.s*bjt_comp2.s21.s)))[:,0,0]\n",
"\n",
"plt.plot(bjt_comp2.f, K3)"
]
},
{
"cell_type": "code",
"execution_count": 80,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(48.097237217769305j,\n",
" (1.2005786761170096e-07-34.64936761496535j),\n",
" 76.3444747802025j,\n",
" (4.3848428288954676e-07-66.21814576757241j))"
]
},
"execution_count": 80,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"x_s_1, x_s_2 = calc_matching_network_vals(np.conj(z_s), 50)\n",
"x_l_1, x_l_2 = calc_matching_network_vals(np.conj(z_l), 50)\n",
"\n",
"x_s_1, x_s_2, x_l_1, x_l_2"
]
},
{
"cell_type": "code",
"execution_count": 81,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(5.020000089138901e-12,\n",
" 8.366025193739305e-09,\n",
" 2.626769845327086e-12,\n",
" 1.3279344851392096e-08)"
]
},
"execution_count": 81,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"c_s_shunt = np.real(1/(2j*np.pi*915e+6*x_s_2))\n",
"l_s_ser = np.real(x_s_1/(2j*np.pi*915e+6))\n",
"\n",
"l_l_ser = np.real(x_l_1/(2j*np.pi*915e+6))\n",
"c_l_shunt = np.real(1/(2j*np.pi*915e+6*x_l_2))\n",
"\n",
"#c_s_shunt, c_s_ser, c_l_shunt, l_l_ser\n",
"c_s_shunt, l_s_ser, c_l_shunt, l_l_ser"
]
},
{
"cell_type": "code",
"execution_count": 82,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f30739ec048>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"input_network3 = tem.shunt_capacitor(c_s_shunt) ** tem.inductor(l_s_ser)\n",
"output_network3 = tem.inductor(l_l_ser) ** tem.shunt_capacitor(c_l_shunt)\n",
"\n",
"amplifier3 = input_network3 ** tem.resistor(10.) ** bjt_comp ** output_network3\n",
"\n",
"amplifier3.plot_s_smith()"
]
},
{
"cell_type": "code",
"execution_count": 83,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f305c14ceb8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"amplifier3.s21.plot_s_db()"
]
},
{
"cell_type": "code",
"execution_count": 84,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1.4853529861561126"
]
},
"execution_count": 84,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"10*np.log10(amplifier3.nf(50.)[idx_900mhz])"
]
},
{
"cell_type": "code",
"execution_count": 85,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f305c055390>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"amplifier3.s11.plot_s_db()\n",
"amplifier3.s22.plot_s_db()"
]
},
{
"cell_type": "code",
"execution_count": 86,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f307390d748>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# let's see how it works cascaded\n",
"\n",
"cascaded = amplifier3 ** amplifier3\n",
"cascaded.plot_s_smith()"
]
},
{
"cell_type": "code",
"execution_count": 87,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f305c1cfa58>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cascaded.s21.plot_s_db()"
]
},
{
"cell_type": "code",
"execution_count": 88,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1.5114710750219467"
]
},
"execution_count": 88,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f305c1f7c88>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"cascaded.s11.plot_s_db()\n",
"cascaded.s22.plot_s_db()\n",
"10*np.log10(cascaded.nf(50.)[idx_900mhz])"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.8"
}
},
"nbformat": 4,
"nbformat_minor": 2
}