"
]
},
"metadata": {
"needs_background": "dark"
},
"output_type": "display_data"
}
],
"source": [
"num_photons = 500\n",
"num_pixels = 256\n",
"mu_p = num_photons * np.ones((num_pixels, num_pixels))\n",
"\n",
"fig, ax = plt.subplots()\n",
"img = ax.imshow(mu_p, vmin=400, vmax=600)\n",
"ax.set_xticks([])\n",
"ax.set_yticks([])\n",
"ax.set_title('No noise')\n",
"\n",
"cb = plt.colorbar(img)\n",
"cb.set_label('Photons')\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"[Photon shot noise](https://en.wikipedia.org/wiki/Shot_noise) arises from the fact that the incident number of photons is not deterministic but rather a random process whose statistics are Poissonian. In a Poisson process, the variance of the noise \\\\( \\sigma_p^2 \\\\) is equal to the mean number of photons \\\\( \\mu_p \\\\).\n",
"\n",
"Poisson random numbers are easy to generate with NumPy. First, we set a seed so that we can reproducibly generate the same random numbers each time and initialize a [RandomState](https://docs.scipy.org/doc/numpy/reference/generated/numpy.random.RandomState.html#numpy.random.RandomState) instance with it. Using this RandomState instance, we call the `poisson` method with a mean of `num_photons` and a size `(num_pixels, num_pixels)`. Finally, we plot the image and compare it to the one where no shot noise is present."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"

"
]
},
"metadata": {
"needs_background": "dark"
},
"output_type": "display_data"
}
],
"source": [
"seed = 42\n",
"rs = np.random.RandomState(seed)\n",
"shot_noise = rs.poisson(num_photons, (num_pixels, num_pixels))\n",
"\n",
"fig, (ax0, ax1) = plt.subplots(ncols=2)\n",
"img0 = ax0.imshow(mu_p, vmin=400, vmax=600)\n",
"ax0.set_xticks([])\n",
"ax0.set_yticks([])\n",
"ax0.set_title('No shot noise')\n",
"\n",
"divider = make_axes_locatable(ax0)\n",
"cax = divider.append_axes(\"right\", size=\"5%\", pad=0.05)\n",
"cb0 = plt.colorbar(img0, cax=cax)\n",
"cb0.set_ticks([])\n",
"\n",
"img1 = ax1.imshow(shot_noise, vmin=400, vmax=600)\n",
"ax1.set_xticks([])\n",
"ax1.set_yticks([])\n",
"ax1.set_title('Shot noise')\n",
"\n",
"divider = make_axes_locatable(ax1)\n",
"cax = divider.append_axes(\"right\", size=\"5%\", pad=0.05)\n",
"cb1 = plt.colorbar(img1, cax=cax)\n",
"cb1.set_label('Photons')\n",
"\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"

"
]
},
"metadata": {
"needs_background": "dark"
},
"output_type": "display_data"
}
],
"source": [
"# It's also interesting to look at the distribution of photons hitting each pixel.\n",
"plt.hist(shot_noise.ravel(), bins=np.arange(350, 650))\n",
"plt.xlabel('Number of photons per pixel')\n",
"plt.ylabel('Frequency')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Step 2: Compute the number of photoelectrons\n",
"\n",
"At this point we're going to need some numbers for our camera. For this example, I chose a camera using the popular Sony IMX264 CMOS chip, the [FLIR Chamleon 3](https://www.ptgrey.com/chameleon3-50-mp-mono-usb3-vision-sonyimx264) (part number CM3-U3-50S5M-CS). Here are some of the key [specs](https://www.ptgrey.com/support/downloads/10430) for our modeling:\n",
"\n",
"\n",
"\n",
" \n",
" \n",
"\n",
"\n",
"\n",
" \n",
" \n",
"\n",
"\n",
"\n",
" \n",
" \n",
"\n",
"\n",
"\n",
" \n",
" \n",
"\n",
"\n",
"\n",
" \n",
" \n",
"\n",
"\n",
"\n",
" \n",
" \n",
"\n",
"

\n",
"\n",
"Assuming our light has a wavelength of 525 nm, then the number of photoelectrons is simply the product of the quantum efficiency with the realization of the field."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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kjBUj6Ra1Xppqqs2/WXo/UaxYape5MbfB2eoWUaxxKrvNfLPKDblNHquf4vuPfYGK0+WR3TsAuLu0hKP7/O78WwginU/vnOZtE4tUrDaO7jOb3eXTK6cwVchNzipP7c/wrolL9AOThpfixeYYW90cVafNTLbGOysXKZg9fvDkE6T0gKV2mYabohnYjBab1P00J3M7jDsNdBXR8lKcG17hxfooH92+i15o8u9XHsKLdKJY8djuCW7MbjBu15nO7XN37grPNGa4b3iR8XSDu6rLdEKLl1sjTOXqTGQbPLZ9ghfrozzbmuae4iKz2RoAf9a4nZnsHndkl8kYHlOZfcZSDX7s+Cex9YCfOPMJdrwcd0yu8tGlO8gYLsPZNn+8cAsZw6UXmmz1cnx6+SQX9idYqFfo+war/SJPNmaJYsXF+jC3lNY5ld/hc7VTDKdaFMweq16JnNEna7oiDWk+Kc1n2tnj7SOXmc3u4hg+bmRwc2Gd0VSLF/fG+PCx51juyRR2y80zYjZfMYZiIPoy/94oaIF4tEFKyGhAZJk1+VKnavKevZdslxHCDZPSo8BR6K4Qdn5BPEezHePnhJBA9jFbMUHikbanZP/Urhxj4AXnF+U5pGox3RGNyEzIKi1kgybHsvdjuiNCgJovxGn0YkJbEaQV/YoYi+aMRqzJfemekJyXFRL0s4rAkevTfPG8rUZMelNIN3s1kV4QTznICOEHGYVXALMFvaoidBT9suxjtmL8jMJPy0zDasRYTfCKsh+AXZNr9PMQG/L8Qhtax+VeG6c0dA+6wzrZ1fjg/nPL0YG8pLsxmfUIuxFjtcQw6H2wGkAMVlNmVH5OZlViqGQWFJlC+povkkysiafeH5LrivTEu88nhq0R05rS0JOSLs2D9rXNH/iqx/UmIsWcSV4/BLwEPIK0eib5+8fJ/x8Bvh8RCe9Bqui/rGwD10n0YayopDqkDB+Auyoyczle3ONie4Ss5XKqvMuthTWCWGOtX+TR2inO701yX+EKK60ip4s7FM0uQayhqZhbSuu83B7lRHaXvNHjydoMSsWs9kqcyy/zHy6+A4DFZpn7Clf4w6u3Mlcf4YfPPs5WP8dEusFqt0jNy/Jya4Q/v3QTQ9kOUax4qnWCyXSdjy+fxdBCNBXjRQaVVIetXo4nt4/x33ZuZL1X4DcX38pOL8P/OftHfHjyPE3P4XRhmydWZ9h2c9R9Bz/SeUd1HlNFVJ02moo5vz+JoUm8IJ3o5Nt+jkbgMOHU+XcX382pzDbDVouy2eH5/XEyuseFtXFGU00+MPQ8adMjZ7kstcrs+iL7bPTzPFObpheafLE1A0DR7HHK2eKPa7fTDiyuukPMNUYomD0+fOw5hs0WVafNqaFdam6GjV6B24urKAWTmTqTuTqmHpE1PAwtZKE7xO2VVRbaQxhaSN7ss9Su8GJ9jKvdMjOpGl6k8x2jz/DE3iytMMWOl6NkdlhqV7D0gLn6KI/vzOLHGndWl6n5GapWmxGnxaSzz7aff8UYigE/jl5zecMQCYENtGK3LH/9rEgnkSmeo59P5Jy+EK1dj/GKYHbiA6mFWDR0r6Aw20KmkTmQQUBzwctDcV7u12rFeAXIrkZYjZjGCQ2jL1KM3hPDYrZi8sshviPntxoQOorMRiRfdeS8oS0yUKoWk9oVDze3HGP0oXlKpBnNl2vNbEborhA8sRA2CoKUOpBtUOLFR0YSW0gMRZCCwnxEkBmQJlgNIeT0TkRoQ78qxBpa8nw0oQx5dnUhZrPJgUcfpCG1o1CBbGO2xPvvTCQyk63olxS6JwbNK8g1+WmFn0liG4bMLoyuGE6jGxMrmS0YXTHWRk9mYyqE3qjC3o/lnK5cr9EVecdqyTMkmUXpHkSWXEdkQ2b5lTr+12Bc/yjw20i65O1IS4l/BbwHSa98d/IapPX5ApJe+Z+R5oxfEddF9FnT5creELV+BkOLeGL3OMVUj1o/w1Yvx243w7PLhzOKMbtB2vBxDAm86irm6fVp1npFmv0UXmjw+MYsTT9F2ehQ99PM5mpkTRc/1miFKSYLDWYyNW4sbdGKUmgKfvL4x/jM7hlO5nZ4YnWGotVlz0sznGrzgdMvYqiIv1i+kV5oMt+s8q7JS9yU36AbWNxTWuRSrUrG8Hh4fI5eYLLdzXGmvM3N5Q1+dfsdfKZ2Gi/SeW53gr9z6lluza1hqoilboWan+HF+ig5w+W2/Apd3ySIND5UeY4rjQogAdKsLh51p2sz3xlmxGzwcmuEgtVjo5fnh29+nM+tz/Kx2s28u/oy250sY2nxfucaIzi6T850KVtdltplCmaPZ2rTXGhP8ezGFHnD5Wq/zO2lVe7ILjPfHeazO6eYcOpEKEpWj/cMzbHcKzOSb/Hi3ii3FNbJWF4SUI7Y6ua41BzmA9Xn2e7nOJdfxot0zuS3GbI6LPUrtH2bT+zfyI9P/SUvNsZY7+XphjY7vQwfGHqem4vr3FTcZNxuMG3v0YssPrd5gvVOgbTm4Uevkm6I8Ylec3mjEBsDOULIzd4T2UZ3hTiNPmQ2D6fgAxkjSoglVpDejjB6so+K4kT3FrKSWUASQI2EZLycws8o3IJ4wrFSNE/Iuf2MEHFkKjQPwpSiOa2Dgsx6BJEQYWdMw8/J/m5JYdflfN1RhRaC0RfN3i0o0uuieatIjFRzRsPPAQkx6l5C1gZ4OZGaiKE/JN4xyLaxIfdguPGBETRbyfPqx+yf0klvR6R2xUM2ehzMGsymGIPIENI0OyJr2fsxVgucXZGq9J7MhPy8SFPObkzgiLQVWopeclw/LffsJzGQWAGa6PxmO6Y/JDMtP5d46DmVXKfM4uwatGfE2Or9GBWD0Zd7dgtirEMnMQyJtGf0JCj8V6Sbr35cn0d0/FuRzqT7yI+8PISkUb4baVUhp4N/gDSluwX5EZeviOv06DXODG1zKi96+9url6nabW4prTOd3eeO6ipT1X3uzCxStrp8sHCenV6WrOnyy1fezsNjL/E9J5/hVHabW4fW+abh57h/bIGOb/FyZ5T5RpX1boHT2W22ezk+vXWarOnSCy2e3Z7gyf3j3D+2wM8uvQ9DC7G1gH9006foBhbLrRLHnR0uNYeJUKQskRkmM3XW+uLx73SyzHeH+eFTn2cmW+NL9Sl0LeJMcYu3FhbZ6uVpeCn2emnGnCbfOvUczSDFlW6VnNlnONWiGThUUh0eKF7iD5bv4FsmLxBGGhe609xaWadsd3l2b4rPbJ+iF1qcHd/ixuwG/2XlXtbaBcYdCSC/1B7nx09/kptz63yhfpyfPvOHXNgaZ6lbIWe6VK02/dCgGdhEseL2zDLT2X02+zkK6R67XoY7ssu4kcmvzD+ARsxMrkYnsOn4FiN2k0/unmW5VeL7Jr/A+yde4rn6JLYeMGHXudgcppLqMJur8Qcb54hQPFo7xd+beIzVbpGq1aIXWry7+jJ+pPPp1o2MpFoEsU7Nz9Dq23yufhpH97k7d4W59ijHrF0WWhXuG11kcbvCk/szaOqVA108n/g1lzcSblFIk1gkjNAWHTzIiCzRL2l4OSE0t5J84U1FfjGmO6poHNcIMqIN94YlmKgCmRFYzRi9J5qw7ooRiJJsFacWYddjelVFbpEDTXz/jIYWxBjd+EBSgsOAr58RstN8MHpynsasRpAWqSFWYky8vMgcmi9yVOAo8ewDIdTIEMOlAvnrFiGzHtMZV6gYzI4YkcgS79fZFm+8V9Hws4mu3xVj5OVlFtM4KUbEqkP9LKT2Ioxu4v1bHARmQUh4EOgNbTFsfk6CtfkFmbH4ableFUJki6xldGI6E4ruqBIDosn1m634QF5Kb8ozs/diOpOg92LCJOjbH5L7s+ryWatIZiy6G4v8o3EgT4UpOV9vSJHal88rMl85ft6s43qA6yJ6Lcm1utgYxo901t0CNTfDcqfMudwyW708YaTxx7U7uCG9we/t381ao0AUK7K2y1P7M/ze4h20A5uxVIO/2L2ZCXufD46+wHPb49xc3mC9neeF5jiaihnNNBm22zy+cpzbq+u0vBQtP0XLtSmYfT61dpqXuuOcyO5i6iF/tn4LTTeFqYXcMbQm3vfeKI7us9ot8v3Hn+SW7Bqfrp2m5ac4ldsmjDRe2BvjL7ZvoheYdHyb4XQLNzK43B3mQn2CK80hVrtFPr1yimNOjY1Onsv9EWYKe/zW/N3krD5pzSOIdMqWkKehRez0s9xRXKHmZzhd2EZXMdtull03y8v7w/zayv2YKuR0dpuP1u7mrnHxqA0tpO6n+ZGpz3JX/ip+qPOrS2/D0gIMLeJ0cYdj6T1e7o2x56X55pnn2ernWGgN4eges7kaUay4u7TEuaEVPrF3IxGKXmAy4rT49M5pTC0kpQc4mkfXN+kHJpPpOqNGnbzV42J7hOPOLp/fn2Wnl2U/SHM6s0XVbrPrZvnW4xdYapdZ6xd5sTdJN7D49fX7eWj4ZQAeOH6FcaeJetUYigEvjl9zeaNhtsTj1fugeUKyXi7JionA2VH4aUhtSyaIijjwSHPL4mlHtnh+oQ29EUVqL8IrKsyuHB+EbCMbMpsR/bJ2QGK6J9pxelO8ZT8jMkp6S6SPWBNZSfNE/og1Ia/WtMLPQWrvMHtHxWA3kplFKB56mBICNbrivVuJrp/ZjAgdMRhGX/YvLEYH2UQqEgnGy4lcorsinajg8D3NTWYFzZjMihiaIAvOlqJX1UTrV2KY2lMiX6kQsssDnVwMReDI9WkedCY0dDcWz19PnkcsWTJuSZHaEy9fC8XQpGrxQXpqpJM815jQGWTaiCEKHfnM9H4shiUjkozuSjDc7MToPQkga0FMZk2MP0B7QidMqYN0ywHezOMarpPou4Gk0zX7KaqDrJJeBi/SeWTzVhpeiuF0i61ejnFzn2d3p7h3Yon5/SrfNn5edGzbI0Tjo3PnaHgOK/0yF7sjfGT2aXbdDJO5Oh8Ze4JvGT1P3XXY89L8o5s+xWqnyHimQSe0+KHZx7mvcBmlYnqhXFPG9Bhy2jw4Os9stkbO6PP4xnFmCzU0Yuquw+f2T3K5N4yhRbiRwfP1cRzD57bEE5/O7jOd3ceLDNq+TdnqcCa/zTtHLhFEOn//9KNsugUqTpcLjQmaXoqZ8h4502WxN0TDT/HU9jHmG1VKdpcfHP8cvzv3FoatFm/JXeVUcYe2b3NTdp2JbINz5RWe2JvlhcY4S60KYawkhmB3WO0W+fmF9zBi1imnunz71LPY2mEH2F5ostnPM5Xe52J7hKab4nsnnuREapuT6W3O1yf5v5+7j7n6KEGs0Q5sbi2t8c7iHGcLW0xl9iXV1XBp9W3uLi3RC01+cePddAOL91ZeZL47zLH0HiPpJi/Wx2iFKcZSDYZTLb5Un8IPdQpmj7nmKGdyW0xn9vli4xgtP8X7ys8zbtdfMx8s+jLLGwUVxgeplKEtMo7RF4IbZJMEKfE6I1uyMrrDGlYzpjOmhFhM8QoLCyGaL8cyOtA6pqG5QibdMfFANV8Ipn5aSzx28VhbxyQr5CDFkSQjxYZ+VWYXkS6GxM+KEdA9yUQxeiS5+UK2kX7oiftpWcSTllmJn5OZBzE0Tmji7afEAGh+jFuQe9J7oPnxQUA6tBSdCbnPyBSv189KCqafFa3dLYn3bzaFpAc1BaElcYf8wkDvlmdyLWlKoBUh/M6A8CXjKUjL9ZVfDrCSrB0ViszilpPgclodSDi6J6meKoTMilxjvyLHDdISiLaacWIo5HqsRpKXn6TDejk5ptUUw9GvyHNSrzFg32zj+lpcF9EbWsR9pSs8OD7PhFPnvWNz6CrmbZUrZAyPiUyDbmAxk91jrj9OMdXjhswGYzmREWw9wNJlBN8zs8hYuoGj+7T8FLP2Nv3Q5N7yAo/s3sF/uXoPeavPRjfPo/uned+IpANudXNc6Q/zXGeK7zr2RW7OrHPK2eLWwhq35NcZs+rUfYfn6+NkLB9bD3hXaQ5TDxlNNSkaXaJYcTYrP37jRTpL7TKX9qs8XxvjpuwaZbvDZLrOY1uzuJHBjpfj3vICf7p9K/PNKu8ZmiNv9slbfaqpNsvtElWrxWS6zp3VFXQt4lh6j19cfoizY9u0whR+rKMRczq+ZtOBAAAgAElEQVS/zZpbJGe6pHWPO0tXqdgdvEjnC0vHGXPkmcxka0zn9vno1l1Mput8oT7LbZnDGom67/Bg6SLP18d5sHSRu4au8nxnkimrxpeaUwyl2pRLHXQtYqVVZNbZYcvN8XjzFNv9HM/tTjDj1Nh087xldBU/1tno5XlL4Sr3lRb4bP0MS60yc81Rjqdr6CqiF5o8sXucrO6y3cmiqZizzgZ5s8+LjTFGrCZNL8VCq8KLvUn8WH9Nj96P1WsubxRiJVkh3RHxKHsjQhb9iujwQVoKc4KMwuiqRBpIAoi1JK89+Sa1x3QCRyWFUhA4MSoSrdzZkeBoZEh6nlWXFEUQzVdPJJj2pDogzUH6YGiJN2w1D/P23bL8DVMiwahYMmMg0dE7SbZQPcmYsSRDxtmRIKPuCik724mmXVGElhB8aB+mmAaOkgC1kmvKXYXukIYWJkVhWkL2yYwETbzu0E6ydzbCg2cSpCXlMr0pnrbVkKD3AJoPbknu0y3JZyDprJK9E9oKN6cTK9H4A0fuw9qXv/a+3Kvm8Yo6BS8/MECyn9mKpeZBE2Nh1yQ+ofc5uM/IFEMQ2mLszHaM2eEgnfYVY4g337i+Ftcn3RCz6+d4sTFGJ7R5an+G9VoBNzY4kRVvdSazR87oY2s+Y06DLT/PmNMAYG5vhG+feJbtfo6xVJNL+8MU9B5lq8uaXyJteDzXnOKl3RHeOTrPWwrLtF2bjW6epxozDNstwkjjBmed9V6By71hHtm8lT9YP8dSt8K6W+CJ+gnuLCzxtsoVJrN1/Ehnyy9wa3GNucYoT9Zm6AYWL7XGeGtliX8w9SluKkhm0p3VFZ5vTfJPxz6GoYXcU11i33PY7Od4un4MP5TA4pON4wDkDJfldon1/QJuZNALTeq+g6WFpHWP//XYxziT26IXmuz6OTqhRVrzmG8Pk9E92oHNZ3dOEaE4V17h+HDtoNJ4zGqw1CzzrcPy2+UTqTqrXpmlRplnNyWL6TeW7iVteDzZnCVv9KmYHf7ZC9+Ko/tMO/ucKW9LxW2ksdCr0vQcjqX2uC2/ymyhxm88fR+mksraz+/Okrf6PF47yfnWJFcaQ1SdNrcU17nSqXJTYYP59jAPj75IWvP44eOPkTY9vtSeZshu8xPTf8mLrTFuyG8ykWlgqpC59ihFs/uKMRQBHtprLm8YlHjUA+/O3o9JNSK0gQwSxAdpd7ESstH8wyCj1RBNW3eFdAdkLAFd8fjNNtj7Eb1hSU0UbV304DAFxEIuRk8yQ9JbMZl10b8HaYNeXogvSCcpkZ4ELQepn5LeKCTbnhYjASL3GB1oH4sODJjuiXRh1+MD79RuJAVNhhgJu3XojasgMWaapEH6WQURSa2AxBWslhg9IknHHOT990vawQwltCXe0BtJ0k4dmZWY7RhnN5IMpBU5jtVMMmkMKL8k74VOUpyVFDXpfSHh0JHn42cVQxf8RCaSmUhkJjOMlpwnSOIJRldmNkZHCtIiXWZVkSEGN7SgNSPZQX7i2UuqqjgF1+JNOa6vwXUHYzf6BRpuis1ejlPZbW6e2GCxW2GuOYqhhZxMb3GlPUQjSOPoPuf3JtnoFajYHW4ob/HLFx+g6adY6xX53mNP88jqLWz2cyz0qlyqVdlz09w2vM4Tu8fZ9iQb5obCFv3A5Ln9Ce4dXuSqO8Sx9B5+pGNqIR3foh3YOLrPbfkVGkGaz+6cYqOb5/Pzs/zZ5s00A4fvGP8ib69ePijV33TzzLujXGyNcNvQOr3Q5K78Ih95/gdYaldwI5O04XE8U6Nk9Wj7FjcX1xmy28yka9yTv4KphRQyPebbw2R1Fy/S2e87PFmbYcWvsOdl2PMzLPfKNL0Un1g/Q9NNUfcd6n4aWw+Y2xvhnw5/ju+ffIKNbp5tN8fzrQm+bfI8P/fye9j1JMtpvjPMu8YuMZZv8kJnkgdGr6CpmJ1+lm5k8WfrN/GPz34SP9K53KmSMVxqnTTnqqs8vXuM8XSDRujw+N4JIhQ3nFin7jtoKsIxfMpWl61ulslUnRtKm1hayONbsyy3SrRDaXnxxN4sV7pVnu9OMpRqE0Q6OhEfrd1NPzTJG33avs0fLN6OF+p0Q+sVYyiOFX6svebyhiGODzRmvS/T9c6w5E1bTdGWAydJEwyF1Oy6EGVkCWkUrkRogaQ0ticVmXVZb/TArkfobky/rB3k4nsFlWTMSK55vyKGIkgLgQ48TWk5cFix6eyKrp5fDnC2Dyta+1UxVigxAEZXUgT7iXTh56DynKQZqkiCun5GPPhB4VFoJbOIgtyjnxRgxfphDMGqx2iu7KN7HEg7gziCCuR9IeqY9nREZ0KC0LoLVkvkmsJ8hObJ9Zptmdl4WYXZkVTPWMk+KoT0Zkz9lAaxyC5xklnjlkWXDx2JF9j7IhS2Jg0J9iqpwo0sDtIqvYLMLAYB3UEVsF0Xo2q2xZATy/vOtrRsiAyRvbIrESqSLKFXDqE34bi+BtcdjM2Zfe6pLtENLObbkuGy1KzwXWNPAfDY3km8yOCJ3ePsull2u2kerFyi5mbwI507x1YwVMSI3eSze6e4s7rCiewun98+ztvGF0gbHrflVnjvyByO7nNjdoNtN8v9lcsU7R6dwBbSDBwuN6Vi/tsmzzOZrjNktvmty3ez4+W4b2gBgKGhFgWrRy80+eX5B2gGKX719G/zrUPPEsUa3dBmzGnw2YWTLLXLfGb/DPeOXiVl+NyZW2TPzZDWPUwtZCpX54H8JUpGl+VeiT/buQU/0nFMH42YC3X5/e9Sqsex7B5/sn0bGcNlbm+EotllJrvHj538FD9+/ONcaVSkniDSyFgeP7n2Pn5v806mMnWiWLHTy/KZ2mlSlk/ddfj48lkc3WfLzXMyt4uhhcy3hrk9v0re7PPo5gneP/4S/+/6XSy3Skw5+wBMF+o8sz3FvcOLWFrAU7vHOJWVArvZbA0n6e1TsTts9nLcWNqiHqS5N3+FjW4e2wg4N7RCFGvkTJeC1ed0Zoths0XdSwMwk6pxMr2NpQV8qT7FHcUVbqpucrVRInjVQJcprv6ayxuGpHdMvyKkaLUk1c5sx3THkyKfpFrS3osTgzAIjAq59Kpa4u1LUNQti0SR2pXCp1gXsu1VE2kjJwFMtyRSiRYKGalAzg9CiEFaAon5Jcl7HwQF3YJ+0H6gcEUqXfdujukNH1acBilFbi0U73xfMk1iXUmA2Yvl269JkNMtJimSPYkBDPr0xEpmLJAUSzki9cT6YTpmkFE0ZxXN4yQ6PkkPIMhf0XA2pS6A+DDPf9CbJrMeSeDUS1JQlTx3Py/GyNmWrKb0hkgngSMfmZcTku8PyT6pvSRuQXKcQRDZltiKV1BJdXKSK5/EMAa9iiJTqoMjSwyXikWLDxykrqAhx3BLGmZbrvdavCnH9TW4LqK3NZ9eaDLXHKXlSRrf/eUrjGaaPNM+Tjew+M6Rp/nJqT+nYPUoWx1OlXe52B0hQlE0e1zYGWM6s8cL9XHShkcntPhg4Tw3lrY4X5ukYnf4k41b2QsyXO5UWewNMe40+FztFDnDZdRusNXPkTFcbipuckN+k2cax1jvFni2PsVdoytoKhJdfWiRD0+fZ71dEM/bkcZdP7H0YX7m4sPckNngpfYYDd+hXOgQRhqGiqhaLd5Tfok/372FjVaO+fYwvdCk1s/wxzWp0J1M1aXlgdPizsoyPzD+OJOZOrV+hnuGFnF0n6zpkjf6FOw+eaPPS/uj/Pylh/i5hfeRt1wc3ee9w3P4oU4ntNjrp0Uq6uSln00vTRhpnM5v830nnqJqtTiR3uHe/GWGzDaGFvKHy7fxUHmOjmsRxhqzuRr3Di/yvaUv4Og+J7I7/NDs4/RCk6V2hZLdpe6nMVTEXGOEstUB4MLuOP3Q5NmtSeabVX537W7eWlnizsoy0/Ye9xfmmduTnkqmCjnfnOTu0hJPb04x1x3j8dpJDC2iYnf4Yn2aPTfN/WOLf0WjB0X4ZZY3CgNSMFuHzcX6ZQnWmU153R1VtGcG5friARsdkTpiQ1IIg7S0NRikTroV0ebtfUkddLakZ4vRIUlJFIIapDgOWhcMvH2rIVk1ViM+MCQDsm9PiPQAhx5o4ZKieEk0aquVtF3IiE49SD/sV6Qa1+jKdaiQJOVTjiF6v+jr/bKiO55U/nqHPWxiQ1o2XFsslb9yGGRFS9IXo8HxOSh0UmFSeBWLzNI6pkkcIJlJRBZSL7AmgVM9adgWZKTatz88mOEoWseSvj7dgY4u92m24oO8+kEmUqoWYbZiMmtihN2SBHi9YjJrSzx4synSl7MTYXaT3kKaBLWtRozmSSrsX3XU33zj+lpcV1OzGEVWF3IDKNtdHt87cRBAtLSQX1h4iHeOztPxbS63qsxmazQDmzuKK4yZdXpVk0vNYR6oXubT26fpeBa/HL6T9U6Bd45e4rGdE9w7tEg7tBmyOlxuDZE1XdKGx4PFl/nU/g1YWsBSu8JDQy/zp5u3cCK/y0Y3z71Di2gqpu6n6YUmtuaz62eZzu+T0T1OF7aZSe0ybLa4txyx7JY5m93kpL3Fn6rbWG6VeHvpEk82ZjFVyPFMDS80uLNwlUfWb6Vo93hncY4vtE4CEEQ6Y6kGu16W39+5kygJvDQCh9VukdsLq7TCFCfyu3QjixtLEgA+lqrxcmeUS+1holhxbmiFPS/Nd0w+y69cfBtnq1sUTGl2d1d+kT/dvpVtNycplZ0RnqlP83D1xYMisN9auYcfOPkkzzan+VDlOX5h4V08uzfFDYVNnt6dwRiRLCMv0jmdr3GpOcyY0+Tt1cvMd4Z5sHKJp4wZbs2tkRvu8xfbN+GGBn6s83x9nGEnT9Vqc2d1hbnGCDU3w1uKy3RDi7FcCzc0uLe8wON7JwBIGx7ze0OkDQ/rmkwhGUPgx9c17P5WIGSrgPggZzy01UGgNb8oOq7mx5hJYFYl/WskN1s7CGimduIktU+Crv2kQZdbkX0ii4MGY5Gh8Epg7yWSRFeOkd4WD9VqJF58kpqoQkCX//sZIVwvr5KsESEwvS9ST+BI2qLZlsCmXRfyC9Ji2LyCyCKhJYFdS0Jp4gmnRIIxtq/p+BhwUJWqAtGtB88ABi0kJC1RxWIYBtJSYSHCLYrnDKKnOzsxuiuetNkGrS4e+kDSyq5KYZfZkiKm/EKMXU/23RXClW6bQvzi8YtBMLoy47p2JjWYqQxaJIS2zJbcssJsJZJa0pxt0OBukEEEMhuy2tGBobkWb9ZxPcB1e/QrvRL3Fq4AEMQaHxq+gKki1npFHq6+AMAn1s/QC0zGnCbzzSqX9od5eu8Yj2zdxqSzTz8w+dj6jUxn95kt1LizcJUbS5u0A5vddgZdRSy0h8gYLvdWFnlHeZ5+YPIrS29ntVNkpVmimmrjxzpnClvM1UcoWH26kcVav8hSp8znlmaZa45yS3qFfTdN0eyy0pEeLB/fvIEn9maZSe1yvjHJI7u3s+emSZseFb3NleYQV7pV6r7DTLbG5/dn+cHpx8iaLs+0j3M6vUnO6PPBoQtsuVLi/8zqlGjlvolOREoPMFXIlfYQX9qd4ERqm6LRRSPmueYkl+pVLu8N0Q0spu09pp19NrwCD05d5lh6jwgl+f9emSs7Q9ycW+fW9AqnM9sUrD5RrPj87ixFq8dkts5ekMHRfX5n863cWNriVH6HPS9DveOw52XoBDZtT5qzfOfYMzi6z8nUFkN2m+fbE6y2ijy1P8NvLLyVrm9xe2mVjX4BSw/ph1Id8tT2NCNOi45vsR+kudQe5q7KVRZaFfqRyUtro/QDk6aX4tbqBpqK6b1ao0fhxfprLm8YtEHZ/MFF0k8kFqN32CjL2RLvMHDUQU8cqy5FRGFKPGhnKz7ILPEKCQlGYHaFLQc54W5p0B8mJns1Tqo5haxVLNKE1Tgs8NH7YgSy6yFWU3rm6J54rkZy7PSWpH6GSZqksy3eemRCbBxmjWi+xALs/Zj2tJCv2RTDEBnSvmAgTaS3o6TgiqSYSx1kvNh70vAtSvjNaorsZDci1CBlMQm2dkelmGvQKln3ILUfJwVTskSGOpDHREoRuSXWIL0hsyM/pw4C2ZqXBIOT9grdMfnMQmdQsSvPxqrH5JbF+LpF6UI5iIGA6PWDALuWBIbdknzGKoLMdnTQU6hf0oiVOqwWPhgyb8JxfQ2uywS1gxQPlC6T13qU7S4TTp1P7Z3lpZ0RKpkuj7i3cd/wIoudCov1Mo7u8/7RF9jwiuT0Pq0wRTuwRf8uL3OhMcFKvYgX6RxL7zGV2uOHTn2enN5jJ50jiDTme8PMpGvMJI2+Njs5yo7MWV9sj7PcKTGRabDTy1IyurT8FJYW8I7jVyhbHX5p4UFuqWyw0S/wT6Y/xv+1+h5uLm3wxOYxNvJFDC3i4l6VoXQXL9L5hcWHePvI5QMCHzZbrFLkUn+MEbtJO7Rphymudsus9YoEsUbXMxkutGm5NjOFPfb8DBNOnZV+mc1Onr878wRPN4+jqYi80afWr1J1OrQMm4l04yD9cq45StHqstuvMOK02OznWO0W+dCJF3hs9wRXMxU0FfHFzUmWWmXury6w1i9yLrfMXHeMKFbckN/k2b0pzpVXqHsO75y+jKYiNnp5Hhq9yJhV57fX3krB6nFen2auPsqp/A73jyxwtVvmwfHLfGLlDPP2MF6oM5Fu8NbCAh/fvZE7qqs0fEfSZ+uj9AKTgtnnHx77NL+w+BD3zCwRxBpZ5dLybSp2h6zRf8UYilH4vDkG/wAqEJKPdembHqTEw07tR5Lj7kmLXLMjRUZoUvmqeUlLgDCp2jTEI7QacUISEvCMLGgc14gN0PwknbIrhCQZNEkPlqRJmtkWgvIzCqOftAJO+se3JkSbzy0K8el9yYLJXhVP29mJ8LNK+rUkqYEqgtyiGC/NBZJYgtGT6xi0CFZRIun0SLJtYrzMYQM0yTSSoiq9Lxkqg1lAZILpShWvpovspZJWxIP8e8ONCZN6BL0HzWkJTgeOzFic3Qizo6R1QV/iGIOkLT8r7Q7cosLwoDMuUpbWTzJmLJF7IhMMXe7dz8mxjC50RyC7HkkQNZYCK7cos4pBp8sgI8FnFRxm3OQWY1oT+kFxnBaIUfCcV3v0b75xfS2uOxg73xvmZ+Ye5vzmhHQuzK1zurLDbK7GZivHYqfCWrvArdUNFtoV1twSV9pDvNwe5Wq3zIRdJ214/OGVWzmT2+K90y8TRDpX2lUaQZor/SrPdyaFwO06TT/FnyzdzGq3yIjT5J6RJa7WSkSxYquf46biBpfrQzxQvUw3shhLNTiV22GrL43IAF7aHyFn9vkXl/8HUoaPpiI0BZ3AZr1dQFPwQPUy3z35NA+PvUTdT9MKbHqhybONKb65ep5n9qaZa47y3O7EQR/2fmhwQ3aTU7kd/tmJP6frmWx28uy7aS42R9BUxMPjL/GLLz9IEGsstSp8fvs4D1Qvc7k2RMHqsdwusdovcX5vEksLGEs1KdtdeqFJEOnUXYdhq8lQqsPcvsgmpys7jKWbbLl5yWxqTVE2O0QoHt+a5Vx5hU5gM79f5Ux6E1sLWGsUmO8M8wfr51ipFTmW3uNia4TxTIO67zBiNrnaLElsIeVyQ36Trm+x0Krw/yy/lSDSqZgdjqX3aPgpbi6uU051qbkZWlGKm8sbmFpIEGlEseLdlTk2egViXnuK+1rLGwYl5Fa6GJGqRUlflKTfSU4I3uxIVka/pGF0xJs0O/Gh3m6LocgtR5K1MyZZImY7TvqsHxJ4ZIk3nl2NDjpO9isKO/ESdVcaj1nN+CBAHNki1eiueKZAEg+AwqVDTztWSWA38fL7Q4r2pKI3knisSRWuXZcUR6suOeX2/qGsoUIpfvKziuZJ0cnFg5ZtYyW1BsX5SILW3RhnV2SXVD0+6GMzaP42iA9E1iH5SxXwYYGa7gqJB44YI0nX5CDgnKrJei0Uw+GnOejKaXZEgrKbYhytlhgPFSQGqC2B5zDJkNJ8eS+7Er+iqdqg4dsgXqJChZd0H1XJD8FI/5744AdZBnhTjutrcF1E70c6E3adSqbLu6Yvsd4rMGw2MbSIotnlI7NP85HRL3C2tM2Y3cDSQgpG72D/S7UqF7sjVFNtvv3keZ7dm+L3LpzjjqIUAn2pPsXDhee50q5ye3GVi90RHqjMc1N1k3eU56labUwV8u2nzxOhGHOatPwUGcsjrXlcaQ9xg7POWq/Iqew2lxrD/Mjso6SMgO1+jo4npf4Tdp3vnnmGZ3amKKe6jOWafG7nJE80TnChNcGul2HI6mCqiMl0nd9eu4ei3WMmu8e7xy/yUnOUlO7z/qEX2PLy1H2Hl/oTvGfqIuWUBDdXmgXqvkM/MjlV2WHYbjGTq/G2kQWe2T/GWKHJOyuXWK0XKFsd7hlapB+aPFObJog1HixdpOXL7GfNLZExXMpOl4LZ562lRXLJD7Qcd3ZY7pRIax4v1kb5wPiL/NGlW3F0j2qmzSd3z/LJ1dPcVN0kiDUmM3Vmq9J3v2J36ATSF+fF9jjfM/0Mf3jlVrKmx6S1z2imyTeNPc9oRpqtXWhMcLVbZqOTpxdZnMlv8T1jX+CjG3cmg0lG/weHLvDI1m3cXVqiE9ivGENR/Cac4kZJf5SUELTeF49Ofv1Jqls744da+KBT4gB2XXq5hJaiNa1h12NK88EBSViNWPrjdJJe5l0O+uf0y9IOIdakpbCKOKiUHRRGmR2RSAbtCaxmfJDvrbtCxCqUe2hPSTwgtA8Luuy6yBha0oEx1kR+yqwmEklGDIGZpFL2qtKtUfrdyzM5mG0k0s/gx0ZCW3rR9KpiNLysSFJWOz7QvweN1Ihl5jS4N92Vaxm0JxANX+SfIJUYRV0MWm9EUVgKiXSZVaRqMZkNaSFBLPfTL8rMYNDbXnL2Jd01txwddNMMHKlQPqiDaMYHM5lB87PumGT6wGExXL8q0pxbknt95RB6E47ra3BdRB/HipV+mZF0i9syK8zXqkSxomxJI69P7Z7hpy9+AIBm4GDpAecbk6QNj35ocLayzUJriFlnl+fqk9w7tEih2GXLy7OwX2YyXeffXn0v4+kGFxoTjNsNPr1zhgjFr12+l/fnn8PWArbcPL3QpBXYzDeqnCls8/n9Wb59+IvM9cb/P+beNEaS9Mzv+8WZkRl5Z1Vl3V3Vd89MH5yrZzjHDo9ZXrtcLqnVDa0lS7IhQ7AhWIAAf7G/GAYsS4YlyCsJlsEVJEraU1zu8phdkjMccu7pa3p6+qquuyor7zuujPCHJzKryRl5MVob7AAK1VWdlRkZFfW8z/t//gen0/tU3Cyfn32f7zdP03Eszme3+dUjV3lx+n2udBa51ltgOdvkycI6z5Vus93KsdkrMGX2WUo2WeuV2O7nWU40qA1SnMvs0PBSbA4LeKHOSfuA9wfzHE8eMG32uN6bZ8/JsdfP8mRhnc8u3uKrU+/yXlvYLDc6szxi73KjM0s52SFnDnm5cYJPLd/htYNVrnfm6Psmy+kmRXPAXUd84hdSbRpeihtNgXU+mbvDxnCKU6kKOdOh6dss202mjC5/8cg7XO0u8F89/CozZoe9TpZfm32bzy/d4PnCLZ7MrbMzyDEKVSqupHWt2gKJvVi4TkL1CUOVE9kqLzdO8HBmj4qf5Uxmn0JiwHOlO7xYfJ9PlHbYHuR5ee84rZHNl8tXMNWAckJCV75dP8ujhS3OWLsfGsYChJH6kR8/r0NBimiQjBOM2tKphqawNqx6RP6WPFYwY4FnQl1k9W5eBrFBShwa3aKClxZbgURHeN6Ze8RKUMHQrboUiux6iFuUjlN1pdCoQezrnhUcfTAbi3vScp6Dsig8tdjyuLeo4kyJTN/oxnTJeAYgRWyscJUhsNGXc9Bjxaga8+GVMPbN78d4vRknXDmH1r+DWYXhjNgbTPzn0/cNNw25Zv05FasWTYacY5qo5owXTGWi9B2ZAqOME5xGZqwqTsmwubeoYHSheVJgK6MfMZxV6M+ruAUZKo/dJ1Uvfh8pYfY4JSauoWNvej9+z0FadhlOUcEpHVobT4zbYoV0aMqOyaoJNBek5Hf6s8eDdl/ff3ysfUU6ZoIkNZ/v1h9mKd/i9/Y+wbwtvi1bwwLnpnZRlYj5RIv1fpEVu8Hl+gLVdprV6Tpfm3uX71QfYSVd5436Cl86cp3eKIECXG/N8hcW3uaHzVOkdA9NCRmFKr82/TY/sY7z7c55Gr5NVhfIYzndnETX/fnyW/xu9TH2+1myCTnPa90Fzme3KCe6fP/gFF6o8Whxi2cKd/hu9WGyhsN73XkWki2OTdV5qnCPo4kD3hsuAjBvt/md7QscK9S5PZhhJtHlRnuWhBbwZnOF/V6G+bR0uynd41S6wka3wLZbIK8P+EdrL/LE1AY7Tp6k5vPPbz5LOdtljxx93yShBbyyc5SLc5sMRwbnizu8vH2cmXSPE9kqr+0f4WtHrtAeJTltV9h18/ykfZyTdgVDGVEd2qi5iLVuSbJyQw1b83i3s0w50eFvnvgxFT/HIDR5fzCPoYgn/1yqjRvqPJ1f4+ZAhG6/ufs0pjrir5x6S3YHrVlecYVddCp3QD8wudUvUzPTPGJvMxwZlK0uP2yc4nx2m30nS9EUQLVo9ql6af5Z7QWenPvpe2g8tHqQjnE+aqQJ9dCLo+iCOFBjPKiNFGGWWAMZuJqtiEQ3ZFhUGcwJ2yZISUfdX1AnDo1mW5wWEw3uy1KFYTliZKkkGjE1UAdtEOHHwSG6I7TO5IEMH8dzbaMnC9IoccgkcYoKbkEUqWK7LMXaKQj8IIIv+fkgJYIuN6vGA2ApuJLgFKdMiUSCSBPDNKMvhTjUIbsmnboWDzXzd0O89CGsFKmQqkiMoToSR8xUJZSFNCPagt6i7FoCW4RiiZb4AUVKvHPJCrwy9u8JdVnEQhM6q6oU9GRCWYUAACAASURBVJEsRONa6qeUyesZcfKVvSPQUfuoBLCYbblGcMgaGjtr+jYQyozGqhM7f8aFXokxehfSdTm/+48H8b6+//hYy03Pt7hUX+Dd/UVmrQ5zyTblVIez6R1udGYJQnm6bpDgO3sP8Vhhk3PpLR4u7vE3HnqNo5k6216RJwvraIScye1zJrnLBXuTJ+c2+Uz5JrUgw1Y3z1Y3z8vVE5RTHb5ReZI9R2wGOr5Fb5Tguek7dIMEq4kqAP/03qdZbxf52sIl0rrLL81cJWs4XOsuMGVItqqpjng0vcHbnRU+PfUBCTVgKtEjoQb8jflXuTec4pXOKfacHCvpBo9n1zG1kQiYnDQlo4+te8wlOzyW3+STs/c4n9/mL86+yYzV5UZvlqVMiwMnzRv1FZYzTe71S+hKyEyiy6eXbxFGCoupFr82/w7FxIAXFu9Qd1OcsA8o6AMeLW9TGwg9dCnbZsMp0vBsPuiX6Y9MimafteEU73aXOZmvUtT7lKw+b+8vMW32aPsWPT9Bxc2y7kzxf99+ioQa8FZ1WYJe8rtUnAyDwMCPNKbNLjU3zaOFLUwtwAkNbvTnMNURlU6GrpvAHeksJZtU3TR7To63OqtkDEfmCJFKI7D56vQ7dHyL5wu36AYWlWEW2/B+NmdZhlYPGJapjgSjTtbCCU1RipIUQCV2IFQDwYK9nIiOvKxC84Q2KVZuQaADLyuUQT8Dg2k1pmUywfrHGa+pvdhbZZynGgiVUg1kUAuQWZfB7tg8bTgjXe7YC344I5zuIC1FzC0qE0wcFfoL0q0nWvJagS3WxZEqFEjNk24/1AUycgvi9+5nBb4Q6994PuDETBtbOl8UYdb05gVyGiXlZ0JToT+ronnS7YcmDKdkh0MoBVUfxgrePpPhpz4Q5o6XUSbagmQtnMw0xlbLmiNJXJEquwcQdpPuCISljENYPOnAI1WJvX9i7D9O2yLu/HVHntfoHnb/4zzb4Qwx7ZLYrC6aBJzcfzyI9/X9x8c6C1UN8UcaX129wivV47SGFo+Xt0hrDlNWj3Kiy9awgKkGnMhVaQdJfrB/kjOFfa735vBCnXeri3x67hZvVFfoOAm6sxZTZo+tfp5X1o+xPNXka4uXAfhhXfzOW16KY+kax6wD0prL7947z8vecZ5eXudSbxkAJ9CZT3f4t5uPs5Bu8073CHXXJmO4XOos4Y00NDXk3+xe5Gx+lzuDMhcyW/xJ7TT9wORya5GOa3Fxep2Ob+GGOj+on6KQEFz8r86+zj9ae5HlTJNz6W3e7S6znGxQ99L80eAsmhLxWG6DP66cYaed4+L8BnljwFKuwaze5n+7/SKfW7whSVK9IjXX5rnCHfY8oTC+01rmq+V3Kep9qm6aqpvGG2mcSlW4M5whqw+puFkK+oC3akeYtTs4gUHDsvFCnSfnNtgaypBaV0c8mt3k7fYRVosNUqrHl+av82ZzhccLGwwDgwtT23xj/XGO5Bqs2nV6I/G9f78zy7TV40x+n2PZGlfq8wBxYLlKdZgml5DwlMYwRaNtM5gzZbHIbvJK8yRZw8FOtTiarH7oHhorCB+kI0L+uLtLAjdonnTIY279mKESqYddYHormvivK6FQAocz0s3rbsQwUKV4DSMyOyFOXpXwbeSxkQZKbJEbpKSbz2yGqAH0yypGR4qJOpLuOr0dxe6NSkyrlK5dCaVjTe2Os0yFrWLVpbs222K57JQUtJiKKHRCwcWH0xHZNeHs+2kZgI6s+HE14oVLeOtGT1w7o/uuS+6OhHSPYm2A6srOQvNiiCse+oZxmLnmRhNoRR/eh9XrYMYMHGUUoQZCtRxOHUb4jc9FfH9kwRvMxrOBfMzpLymkt+Jhcqx1UCLxuRklZLjup+NkqegwYUt3IkaGgjqMrRp6IcMpFdWXhdFsyTmOdNkdac6H76EH7b6+//hYhT6lecymu1zrzFOy+lJEq4s0vRTOyMALdarDNMvpJqoSccyq0s4lCUKNrO6yPUgyn26z7eRZzLQIbJXNXoE3Wkd4qLzPi0dvstYrcaM/h6qEpHWXumtTSvTZc7LktCG3+zMs5Vscz0gRmTPbNGLLPmeks5BuY2kBT2fvMq83+UbtKc5ldni9ucqZ7P6koN3szHC7M80j+V1u92Y4k93HDfXJL6vhpjiT3WeEShBq/Obe08ykuti6yxvtVRJqwO3eDHNWm6SmsjPIE9oq83abT06t8e2dhzg/tcP13gL/pvokF6Z3+OH+CV6YvY0b6rx2sMq/6z2G4+v8F0ff4OZglmt9iSUsWyJI2xnk+IO9sxzN1LnZnkFVIrKGw2K6RXWYRlNDUqrHRrPAXLKNNxKL459srbJq17ndnOaRqT0utZZYSde5U5/i+dJtHs7vsdaf4tzULknN52pzgUW7xQfVMhfnN+gHCZ7P3eIffvAij89ucTx1wA+qJ3m6dI9OYDFjdrkzmCGle5wpVljvFknaPinVJW8M+cHmcY5N1emPTH5l9NO3mHiCPFh/EJEmPvOHOHOE1YxQfSVmWwgsESQFsw2SoAbKRBWrDqUIa47AIiNLil6qItS97pKGHjN0xq+nudHEA12YIYepU8BE6elllUlAeagreHnpkJP7smNINJmkTBEJZm70hDFk9KSAj0VFgmHLAjX+2t6Vwj4xEVOZhJ+jSgH0bWUiRBrz2fV4sXOKAlk506IXsOoRxkBgle6ygjGQxXBsBgey+KX25dyM2EtozJvXXGH1RKrMNwbTsdeMKalbvi1zBzcvBT5ICdPHLUoilN4/zN9NjP8/tpVWRtKZ525LER8Pq8dWxqJJUIi0CC+ricVyKraC0JHhb15BGcl5/tQ99ADe1/cfH5t1o8cqA2dkMG31mLF72LpHEKpMmX1aQ4uk5nMuvU0tSNP1E7R9i9lEG1ML6PsJTtoHLFhiF/CL5RucnqnQ9pKC+yalmB5N1lhJ1TmSamBrHi0vxbzZZDnZ4JPFNdq+PP5Wv0zNFZ/Tnp+g6aaoDtPcccr8fvMx/FDj9eYq04kef3DrLEesBjl9yKLdmuTaLqeaXG4s8nZ1mQ/aZYJI5Wx+F10NudJYYHeY5fH8Jrfr07T9JC0vyZzVphck2HHyfKlwhYdze1zvzTEcGTSDFGeKFRGSDXI8URYMfirZnzBXsgmxRjhTOuD2cIbP5q/z48pRglAlbwxYtJrMJTusZBrUXZuVdIMT2Sqv7x2ZLKZhpLDr5vnq6hUMJcTSfSpOhlMzB1xtLvDiwgcUjT6/PHOFH+8dpZztsuPmCSOVpVSTYylZLIeBwcXcGl9avU5CC9gbZPmt/cc5VqxRTnT4ceMYXyqLGO5mt4wTx+uczlRQiYgihd1hlnvuNE9m7rJaauDFXvWGOvqpeygCRqgf+fHzOpRY/g7SIQt0c7iND00peJEuA1HNFyqe6ktnHKljHnasKHUFUhnzs5U4GENsescfsZWxL9zvICm7CDU45LNrsWhpbBugxyZpVi0OFonVu9n1kZxvHLRNFJt4JYV7nmhKN04UO1oqh6ZsXk5sG8SkLCJMMDFnc6bu27XE5+DlxkKyaGJzMErIEHqMdY9MJrsLpyhQlRLTGEeWXAuxNY53EhmF5EGI5sh8AuQadpdVUA8XxmFR3s9gVga7wxmZUXixRbISyXUMUofXzc3LTi3ShMWT3I/zfWNPonFW7tjfCGThHOP+miPXwsvJ4jmeFwTWh2nDD9p9ff/xsc5CUcQPfq+f5Wi6RtVJ81zpDrv9HLoasmQ1OFGscSa1x+/vnWffzfKXymJ29n53Dm+kk9R9PujNoqshpjrijw9O898tvsTD+T2Smo8fanR9i7XhFHf60xOl62P5Tf7l+rNcbonP+cXsGpWhsG+KZp/NbgFVibANj4zp0PJTvFtd5K/OvEbWcLh0sMC5xR2udhe4N5ii6abwRxovFG5yqb6AO9KptiW3temkWE1UOZPc5TPlmyzbTf7k4BRnZ+QcL+S3CSOFIFRZsFpseNMAPJu/wyOZXdZ6U6hEvLZ/hAv5bRYTTR7NbhKisJySAt10kqhKRGWYQVUi1r2pidhqbIZUcTL4ocaThXUuV+d5ZesYz86vUbL6ItTyTWqezQ8PTtDyk+SMIct2k2W7wXSyx+ZQEqCuDRZ5ceEDjmbq3OuXcEOdc6kt7g6m2R1muTi9zh8dnCWI07bmUh3ankUp0cdQhBv/3epDAFiazw8PTsgwPFGn6qaZtTs8lN1HI+Tf7l7kVKZC1nT43r3TE8rl+BAs88Ezf9KH8jHuKp2i8KWJB7BuTsVPxWlPHgziIbPRZeJuOB4MRqoIcXpHYohBg3FIhj6UjnmsdPXyCplN8bNRongA6AjsMoZDQIr4OH820YgYzAl8Y9XDOAQlTmbyo1i6z4Qbb/ZC2T14wrYJklIkg6QMRp2iDCq9nDIxRBtZoDnytZcnHsjKuSSroVg/JOI81kgWFSUS2ANF3oNc13FRP9xVaO6YaqmQrIfYeyGDsjpRBY8VqmN3znEmwDgsRB/GAeI9gW58W7QOhDKr0Iby+k5JTNGUUFw3R0mhjY7MOJwkEkiK2AsoeRBhxNGN44B2PyMFPbUri1KoK6R3xAbh/uNBva/Hx8eCbvq+ScrwebS4xc1OmXKyw61+GUWJSOkeCdXH1jxebpxgr5Wl6yZY75YoWX3qjs3nyu/zk+ZRVCWk4dmcK+wQRgq/sfcp8rHDZBCpVPt5Fu0W3kjnizPX+NbBOf7jxlmm7T5fLl/hWwfnyJtDQhTe3DhCNj3DyVKVv1H+Ef++dpHVVI3ByGQ52+Tf154kjBSOFupxcpRGPbJ5OL/HF2eu8b3aQzLUNPpc1+cw1YC/svA699wZXqkeZyXd4HZ7mi/Nv8etfpnlZIO3mkd4orCBqY44mqzyr+4+jW36vDw6zqzdZTnVJG8MaOct1gcl9gZZzhZ2WauXOJPdp+mW+criVX574xOs5uus90qTXUnOGHK5vsgjhT12O1nyU0MO/Ay26fPC/B1GqGQMh/lEm6abwlQDoZEenKKlJan0Mji+zmqxwXKqydXGPOvtIp9buIGqhJQSEjb+B8F5dCUkZzocsw54u76MroYUrQGGOuJk7gBDCdl1c8wlO2z381xqLXE+v82umafiZPit3cd4duqusHo6s4SRStpwWUi0OJXaF1FZ+DPQDQ/eFlcJpFC7BSXOHBW73EiNWTJKzMhpiDJW/NPH8XMxNt8UyGHsEQ9gb/2M6jQuHkooUIdVhfSWmKGNu9OxF0x6b4SfVHDzKoP5iGRFBrzKSLDnZIVJhy7mYRGKK18708IsGVsPh7p0tP0FYcpYcUKV2ZHueEynTLRi4zJVvs6uh4zi5KwgVvGGhkBMwjuPJn74XlbBiH1t0ttR/JhoogQODXl+L4aUwkLs328o9GcPO+WRJdcwUoVGmqxFqLFFhRpE8aA7Fnr1mPjaj0wp9mog5x8aSmwaR8xQkuf0MrIj0RzZWegDWWT9+FppruQAOCVlYnQ3tm0YaxOUSJlk+I6PB/G+vv/4WIVeU0OW7SZXmgvkE0PmE21CFC5ktqS4e0IjPJaq8mhuiw2nyGOZDb6+8RRfW7zMtd4CbS/JyfQBz2du8lu1J8jElM0r9XlyCYdnS3d5aXCa5WSDjOHw9Y2nKCUHfGbxFgk14Hu1hxgGBit2g71BlqXpJqY6wlQDbnuz1F0bVYnYG2ZZtptkdId+kMANdZpekuVUk5pnk9Zc3uqs8mhuizebK+wNsqQNlyu1BW61Z8iYLkndZ7Nf4C8vvcml3jJVN003FgBtDos8X7rNujPFqWKVIFI5mT5gyuhyZ1DmcmsRd6SzaLeYTvbYHeZQVfEEery0yZzR5InyJr3AxNY9ikafTiBw1Kl8heOpCslFEYEFhkbXSTAMTW53pjmaqdEJLGpDm35gYighGdNh1hKDMS0Vcia7z+3uNMuZJgk1YBSptP0k3kgjCFVOpStcai2RNRy+3zjN8WyNAzdDdWijqyMOBlMUrQFtz0JVItE86APeaQt09Hhpk1crR7nenaPtJnlu+g4p1cMJDa71FhiODDbaxY9OmAofDCbC5Iites12NCkQY78ZqyHFKtLASwkOrDnSyaa3JHDE6MYmY2nw8lKUx28x0RybhinoB7ECU5eB4SiBKGhVwYqVEYQpMBxw8upkd6ANBebQFGGWBCl5fjUAwnGnfmjJYHSkOzdbAjuMaZNmh9j3Rrrz/qJ43GhuhBLEkMnwkDrp5mIxUjoOIxkeRu0FKYEv9OG4c48tlxOxc2UAkX6YjKWEcj2DpLxnox+hRHLu6kiJ+fhxaLkrRR0lHohb8ZwieahUFpuH+NcXHCpXA1tgpEgXOquXkQVFdyBQ5HqMGTmRAm5JBsVmfB3cgiy4RlegLGfq0PJ4DGEZvUN4aHw8kPf1fcfHgm5szeNibk2Cu60O204BJzR4uXGCINToBhY/2DzOrpunqPd4xN7l/cE808k+TmgwHBlkDIdbvRn+6fanAVjvlfBCjS8vXKOc7PLb6xfouQm+t3ea9V6J6WQfN5DUpT0nh6pE+CONktnjq/OXGPoGK5k6y8kmv73zKF6oYesuF/LbuPEgcL1fpO1bfLZ0g/lEi+cKt3mlcpw39pZpj5KsNYuY2ojtbp75dJuEFvBM8S4rdoNyssu/236Ctp/kv1/6DueyOxzPVPnl0mU23SJbwwJ1x8Yb6fyl/Ju83V5he5BnIdXiaKaGqQYsJZscDDKcLAkmvjEo8oPWGc6k9qg5aZ7N3WY20eb9ZpnhyCCp+VzrLvKj/WOcyFTJ6kNSCY9nsrf5ytxlKsOsdN/JAZ+avkWIwl+b/QlLVoMvzV4jnxhyubHIdjdP3hgyZ7Vp+SmmzD6fKt3izy28S9NP8WRBvGk2OwWKZp9RpPCVxSus2nVO5Kr81ws/JIoUzhZ2yWgOVzpLzCS66ErIleYCo1AlCFUSuugKftI8ytXuAsdSVY7bVS6WNz6UGTseWj1IW9xQEwMyiIuAA0QxdS+SQmLvih98qMf0wP5hdujYB8XoRaQ35Xkk4ENokaOEQnpLPONT+1GcE8sk2Ul15fN4IDiYPXRQHCXB3j30h/dyh4NX6ZiFkjlKCFxjVSNS1VCCONoCPekDJuZjTvEQArF3BCLqrgov3LcV3JIUQ304ZshEDKfjwjeUdCY/9o0fxewTNy9f6wNI1IUlJJYGcScfLw6RJtdtnHkb6tJ5ezl5z5oTTZSyzpTARv15uc7DGTFfS7TE8iDSxRZC9ePHFxX68zHzJi8/a/Rl/gHQn5Pz9jMK/SX5npeTIj/WEox954mEqRPqAvmM06mClCwk43O7/3gQ7+v7j483jI00fmv3MXpegq5voSohNTfNkVSD/3H5m2wP8nzmyC1KZo8/qp7lam+Ra815ni/d5sDP0HRSPJTdZzHVIghVtvt52p7F2ewu3ZFF10/w+aUbXCxv8KX569SGNh9UZjiRrfLS1in6I5Oc4fDE1AavHBzn3c4R/t7xl1jvlljrT1Gy+qR0j65vMRwZ3G5PszUQ7P5Cdpvv1R5iwynyzb3znCnss1JoMhwZrBSanEgfsJxtst3Nc76ww46bp+UnubS3QEILeCSzy+82H+dWf4aU6vFm7yjbgzxTZj/e6TT4+/e+hqGOWGsW2eoXuNWeIan5PJreYCrZY6NdZBAYLFgtKsMMl7tLpHSPr28+zQe9OXIJB02J2OwX2O7nySRcam6aW70Zzpd2+b2DT3C9v0DacOkHCTquxdXuAl0/wY97J+mOLIkqbEwRRCozdo+E6uNHGpuDAu/UFvn9vfO4ocGM2eVqZwFdCVnJNXg+84G4jLZWWE40eG17hX9fe5K/deRHvLR+ig/6s2x2C+w7WaaTPc4Xdpixe6zadV6cukHeHJAxXKrDNO9353BDnf7IxFA/HI8cRspHfvy8DmGfRIc2wLHvu28rdI9KQe0tqKL6rAlkYMYKWNWTzs/PKPcNQgXe8bIi4FGDiP68qFf7c9JhJuOgjPRuGOPxkstq1aTz7hxVJl46Yx8dZYQ4YXZlKAtSoK26mISNOf5uDOd4WcHHBcOWrzVXeOupg3Bi4WsdKBOOudGVLn1ilZBSyN2W10q0xfNmnDrlZwRqMXryHiW/VdKXIk12PGINQewnJBh4aPy0S2SyIsU7NJSJG6XRlec0O3INQ52JY2QQZ70SyuKTaAiLZzw4Nzryen5awcvHLqNtuY6pSkhyX6G3LFi70ZPz0BwmEYMjS373TkkWl1CXRcjoymuOh+s/ezxo9/X9x8faawwDYcU03BSqEtEPEpywD+gEFv+q/iwqESeSB1ztie1B1Unzlbkr/Kh5nFmrg6aGLJoN5o0mn89dw4s0ftQ9xSPJbV7unOKJ/Aa/vfEJ5jIdjiarLGZa2IZHy0/yxOwWa90S7aHFpxZukzMd+iOTba/EiWyVS/UFvrJ4hfd784QovFU7wvPlO7xWWyWhBXxz+yyur9NNW9i6x1a/QG1g0ximWMy02BgUeTS3RRgpvFk7QsZ0OZE+4MRUglPZCk0/RRBqfNAoU5yVgPFZq8vmoMCnpm/yO5ufYCUn8YYrhSafyG9R99Ks90qkNUlmWpy9Rzew0NWQL8xc57vVh/BHGr++/Bo/aR9HVSLeq83xK8tXxevdbPNy4wSmOkIloutZFMwhv1S6wn4gXjqb3QLVTpp7VhFVgV9dvsJcRuiZC6kWe05uskNpZIWG6kcaB16GqUSfjO5w4Gb4dvM8X168xr986znaK0meWbrHj7dWOW2Lh/6bO8t8avmOGNW1c1w8cY8gLayC11pHqQwzVDoZfu3YJV7aO00vSLDVyhM+9BEufw9IlzM+xrDAmDKnjKRzUwJI7itEihQxo3fIABnbEIysmDpowigb4ZaAUPjugR1htsTDJb0dCWc+qUyk/UoggiqzK6Ze/Tn10JbYZcL37s8pk1Bqq37obz+27x0X2VCXRUl3pOAGKcGg3bwMOa1GNMHYnYIS5+HKQpdoRwzj+cAYu3ZKoqAde6+7ORFSqX6c0hQnMw2nD62Ch9OCqyuj2HenhbB8mqIOVkZyrayGBHqA7JhGoXjOa644fOr9CDN2C40UMWYbwyWBdajKdQsibBsPkVVPOv1wbIVcVxjMwdQ1n56v059VhaaZVkGBVDWkPydGdWYror2q4hH787TkOhr9iO4RdRIcY/TE9uL+40G8r+8/PlahT+o+m90CF6fXMZQRd/rT3OjNcqNa5lNLt2m5STLakJ1BjkovzbnpPV5rHaXjWRTMASnd49XWCarDNLbh8qnSLU4n9/iNrV+gZAnDQ1NDvlp+lz9uPMRSssmU2cePVOquTcdJUEgNGYaSxlRpZTiT3metV+JkvsprjaPs9nL8lSNv0XRTvNee50uz73Gtt4Cl+bS9JAPf4OG8hIEv2QZPZ+/yzYPzLKZa7HtZMoY7GXJW3CwtV/zcs/qQ/sjk8Zkt0porlgXpe9j6Ik3f5vzUDmGkik2v7lL30viRSiEx4LvbZ3hmbo0L9ibfqT/CzU6ZHSPPst3kiFXnUu8I5USH2+1p/u7x7/Ot2nk+XfyARpDmWLrGzU6ZumOT0ANs3eXVzkn2nQx1x2Y+3WboG1wsb/Dy9jHebK6wbDfxQ429YY69bhZNDVlJ1pkyurzTPgIpcEOdO51pYSrpHl1V5hh/7fHXUInwI41fO3GJb+89zGK+Tc832XcyLNlC+7zrTLM9yNP1LObtNuVkl5LVZ3NY5OHiHnvDHF86cp1R9LOF/sETlkh4dzQJ+ND70lFazTBWeMawQ9yROgWVREs6znA05mwLjBEaY3gE0puHkECkEg9txz4ywjvXPFGnBpZ0rpoLie4IPy3cey+jTPJMe4uxwrYjA2BRckaoXhyTF4eBB0mhAyar4wVMhsqqJ4uD7kgRHPlMLJCdkiw+hDJrEB+fw8GyEsl1Un15TGgKp344LYXWqkkB1J0YGrJi8VWsrO0cU7AOwC3JAuenBZc3urF52+QaRpPsXDUQmCS1H8p1i/N0pfjGOw5bibt9COBwgKrEPvkKECrUHzYmWHv3iEqqEtMyA3lN0T8oMfsqmoS/jxKSq6sPxpRRsbf4WVOzB/G+vv/4WNCNO9IpWgNudst0giQFc0DPT3BmusKN1iyKEvGvt5/i0cIWv3rkKl8oXqUXJPhbiz/iVnuGC7ltimafr82/SyE29fp27REW7RYdz8INDRYzLa4PFjhhH7AxKHKpvsB7jTn+9tzLnJveo++ZJFWPp2fu8bWTl3FDnYvFda7XZ3k0v8WvLl2hO7I4la1wLF3l+7VTVJ00qhLxmZmbPFSokNOH3GjN4oU6GdXhF6fepxtYPJu9RdNNEUYKT+Q3OGEfsJxp8O7BApebi6wk67yQu8Eb9RVu92b4Vu08G4Mi3987ya32DAk14K/P/IhT6Qp+pHKltoCpBkzbPd6qLvP1radZsFrcqU+hKiG6MuJSZ4nNQYG05vLE1AbfrF5g1a7z+/sXOPAzWKrPMDAoWAOmEzLUPXDT6Go4CSAppfq8snOUv37idbLmkPVekaLZZ8Wu8yvLV5lPt1kflvBjQdv3d+R8z+QqnMvv8GRhHV0NudOZ4mavPAlw6QUJLk6v03YtBq7JIDDZ6he43Y7ppMU7aGpIzhhSd2zuNktU3TQ3mrN0XIs7/ekP3UNRpBCE2kd+/LyOsfOj0ZOObew77hTUCVxg7woVUgzE5Gf6i8K/HqdM9eelw7UakRTZlCRSTZSgA9kp6HFEXaItz+EUVHldTQpbe1X8z92icNy9XIw/x0lKflryUrU4r9aZVnBzUqjNTozn6zJIlCDywxxUN6/g2zFzpx6SaIoYy80LbdPoRVgHco7Jg7H/Pgzmo0nnnGhFE2aO1RC735EFVisWOynEdM+YzVRU4kAWcX8cUzDVYKywlQ5ddUWTMM6cDZKQozHwnQAAIABJREFU2g/prKqEhnT5Ejuo0F+QxXQsQtMcEaiZHWHQuHklZhCJbfEkNtE5XNhU/5COqg/EgA2YMI9CQxbiRCdE9YSdI46eH76HHsT7+v7jYxV6S/OxdJ+vlt/ldmeaMFJpOkmu7s1P1LDPT99hrT/Frf4M36x9gmFg8PW9T/LM9Bo1P00YqVzuLdMfmcwn2+z1s1zMrnE2v0t/ZHIwEE97S5VowvOlXY7lanyrdYEps8evLl3h3cYSf3jvYW71Zni/M0cnsPjU/O3Jeb5cPcGV5gILiRYrdgNL8zkYZNj3smz18+zHoSIZ3eEfr32WHzZPcSJ1wO9WH2Mx1SJnOvybu2K92/GSnJveo9az+ZP9U/x+9VFOZQ9wA52c4bDeLpJJuOy3spyxd/mf1r7M+rDEm3tHsE2PabPHKFSx9ABvpPGTg1WemN/kR++f5E53mgWrxVOFewxCkz0nx8Egw3BkcDxTY85sU/fSPJLfBeB2expL86kO03Q8i8VUi3PZHb4yexlNiXizvcKz+Tscz1SpuWlutGd5s7lCGKmctve5O5jm8dImv7T0HmcLu/iRys1umV/KXuFmbYZyqkvTSfHawSo3GmUavs2ek+XLi9d4fHaLYmLAE8UNHp3a4lZnhj/cP8ufn3ubrh939ekephrwfPkOQah+pHOldD7qR378vI5IO/SRGf+xa674rPhx0LQzJTi23pfuVQ3A3pHvj8U6ZpdJApU+FE78eHiqOTIcjGKqplsQBkmiLoPU/rwsEOntUDzW4wCMQflwR5SsSSEbF7sopgmqXtyFxgVUgkkkPCWwIXkgPPeRCdkNmZmM05KMYUSyImlUfibGw+PBcmiIL4xvQ/bOeJAqdr+hyYQSqYQyuxjMqOTXfIyeFH6nGO9S4qASYcUoE9XveLcwNlTTnViEllTws4c+PmY75vKnZXcyTvYikt2HEath+/NS4IlkAXaLEYlWOIHlrFpcrONw9/68wnBKJTTF+G2cKjUOJFdGAhP5KdnpOdPKhHP/oXuIP/N9vQ5cAy4Db8ffKwIvAbfjz+MMNAX4P4A7wFXg0T/tyT/WX5euhPT8BLtegd2OFMu04XFxcYM7nSm+MndFzs4cMG32uNcpkjOH6MqIot6n61ucS29xPHlA0RxwpzvNZ+du8lZnlSvNBequzXKmSSnR5zv7D6EqIaNIoeak+QvFN7jaXGDPy1FIDMinhlzIbeOFksz0auUof1I5xfcPTnGhuI0fauy4eWqezXY3L347rTl6XgIv1CeBGyvZBgtWi1frxwhClX0nw0q6zhOzW/ykdpT9fobT9j4LuTZ9TwLC+yOTIFLZ6ueZtbskdZ8z5X3e7RzhTK7C3iDL47NbTCd7VL00Sd1HV0L+7uoPSJselWGG//KJV9lu52j4Nn+4+/DEOO1Ersrl+iJrvRK/s3mBlp/kbm+ajmfx946+xJ+bepu5VIfjmSo32mW6I4tLvWU+vXiLWavDO90jbPaLzFltvlC+zqenPuBUtsL3KmcIUYSN4xTI6g7HUwf0fZP/eeeL/MLiHXLGkCBSeXrmHl6gsWC1CCOV3ihBN0iQN4bUvTT7TpYpq8ezU3f5o9pZ1ntF6q5Nz0vQ8xP8uCoK30FgkhrLO+MjQnng7FwjRTr4sfEYxOyXGcHPx8U2NGOnx3H4tBoXutFhRqtY+x5CK2Zb8Hc/LRBAqhJv+WPhkDMTiUrVZeKJ78UKTLMjO4PkgXweKzNVLy7uMZxgdqIJhTGwDtOSgqR06UoYTeCJwbSKVY8dKtMcwheuLCyEsmiMlcHDknjq+JlYMzClCpXTPYwQ7KwKv15zImpnDcyuFFN7L5q8Tz8j8wa9H5HekdcyelLYO0dhOBMLlGJIRwkE8hl74RvxDmEUM3DcYqyorcprJNoxlVSPLSp8yKwrDMqqnGcUL8pBNDGMUwMOd3A+8e9AhrBWTe4FUUDL79iqRbGNdDTJGpjcQ//f3NefAi4Aj8df/wPgT4AT8ed/EH//C/H3TgB/G/g//7Qn/ngdverzuen3eb25ytmZPSpOhlxiyLFUlZ6b4Fv7Z7ndn6Hm2TR8G0sP6PkJcqbDu51lbrZmeKN9lBv9OfL6AEvzSaker24cZSHVJqV7FM0+Sc3nM+WbNFwx7NLVkD9sX+BEtsrb1WUGgYmhjfjG7cdoOklGoUopOeBopk5CDwhCFdvwuNxc5LHcBs+U1/BCnc/M3OSL89e5Wp1jFCkYSoihjnhl7zimOiJjuFhaQD9IsDfMEkQqeWvId/YfYhSqnJveQ4tZJOPH7vcznMnu8xdn30RVIh7P3OPh3B4JNeBMep+8MaSQGDBvt/mjxllKVp9iYsAHvVkuzm1Sd21Wsw3WBlP4I43hyODzc+9zMnvAl5eu4Yx0HsruMWX1+Bfbz/Ob+59kxupytbGAG+hsDIpcqS3wYu46GqEsYinJd0upLj+sneLbG2c4k6twInVAOdXhxcJ7tPwUGhFnC+IZX3PTVIZZDHXE0+k7PDW3wXGrwnqnyNpgipwx5MBNkzcGHLerrKbqbDsFHsttktAC3EBnOdNkvVbk4fw+s3aXjOF+6B56EDt6VIkKtBqiEh0bXAW2FIBURbb+wrARiEWiA6UIjlkdev8Qbw41yOyMGFnC2giNuHDOCHd8HA2YqCuTIjhm/GTvCZVz7MI4piLCISfey8Z89ZF8HpYVrGbMcIrhk1QlmoiHQl2JlblSGIWBEk0CRCKVyW4girNyvaz4z0exmZgfi438jDxu7E9j1Q4hGKMnC6QW2xvog5iCOopVrGnpvNVAir9QT2PPnYTAQmMFcaIV4RUEbx+rbyfXIN79+Bn5PQWWgltkkm07fk8Tx0kN/EzEcEaNQ8xjywZdIKPQiC0sYsqol5ProMY0VysWe8nQ+8NMmv+f7utfAb4e//vrwFfu+/5vxi/7OpAH5j700/cdH+ssBqHJG+1VUrp0aY1hiuN2laaf4khOZPfjIJJ+YFKy+hzP1Cgafe51ivy5pXfpj0zO2HusDaYwtRFfv3mRJ5aEfDwITLqBxWa/wDduP8anp27y2cL7nMnuT8JGLpR2eLp0j4zpcqTY5DNzt1jJ1MXsK9mkbHVJ6y4qIvI58LL8uHKUfmAyCE1erp7A0ELSusej2Q2mzB626fHFmWvcbU+xkGyJkjZd52xhl7Th8mL5A05kq3yheJXGMMVrmyuoSsipbIWVXIOcNuT/2noOW3d5uXWKhBrw2v4RDGXEH9x9hLZncdreZ6snUX2P59Y5n92iGyR4srAOQBCqWLpP3hzy2+sXaPtJTlp7bHYKXG0vsJqqMwwMbhyUSagB+cSQ5UyT96tlVnIN3ncWuNGZxQ81Wl6Sot7nH176RRpOiheXblIyexz4GbxQ56XmI0yb4nuz72RZa09xOr3PF2euMZfq8E82Ps32IM+2V+QzczeZSXS5VF0kCFWuthfIaA5VL0MQqTihIXz6SOVuu8RXT1zhcn2BUqJP1098yKb1gcQyQ0i0D/+AVe+QdSOdujKh7ikxrhzEWbBGT9wbx0wdfSA4c24tpD+r/dRuQR9GZO+FOCUFtxRDJbFd7hg6CA1htwzLcd5sLOAaJaTIjkU+4i4ZTVS3Vj0i1ASn97JxdF9sY2x0pROG2KY4JwPkQVmJc1Wlm7X3Q6Elxg6PoS6umVJYpfCNvdwzW6EUazuGpOIFwMtIl+wWZIEY20OE5qE759gb3+xId60GYxZOnACVkkXLTyvofWWiTlU9Kcyl6yM0V3Jjx1RNcRCNQ0u8sUVCRGDLNRhZCulNoWNqnsAwo4QElCuRBKmEWizuig4/iHdWnSMygA1NZeIFdP/xp9zXUwgcM/742x9xF0bA94B37vv/MrAX/3s//hpgAdi672e34+/9J4+PVei7vsXNxgxTcdc9a3e41ZvhO+tnGASS17qUatLyklSHaX5p6gqqEvLS1inShsdvXH+OBavFH1dPk9FdBoHJl45ep+Nb6OqIo+kaV6tztL0kD5f3+ebuOf71zlPsDPMsJxusdUtcb80yZ0ru7NF0nU4gnHkQtWpS87jWFopl1ZMh7DPlNZ7K3+ODbplq3+aZ8hpHrDqXu8tU3AxFq0/Nz/BXl9/gbm+Ktm/hRyoftMus2nV23TwJ1ec/VJ5gPt3mkbk9gkjj1cpRkprPhlOkZPUZjgzmEu1JfOLtwQyF9ICCOaQ7sliw29xuTbM2nObrt55iwWrxQW+WhBowY/U4mT3AVAOOFuqsJOtYio+mhqQNl3aQpOcmODNT4dXKUXR1hK17zGc7fL70HmnNoZzsCqNJF4Xqf3vh+8ykutzuzfCMfYuub3Ek1cBQR7zRWOGsvc1OL8ffXHmVN5sr3HVm8EONuZRkDdzqz/BY6h53utOs5Br0/QRZw+HrNy8ybXapDDNcaS+gqSFPT93j14+8TsHok9ADElpAxnBJqt6H7qMgZif97MfP61B9wW4lSWjMDY/IbIeTSLogdWgs5sxIwbV3Q0ID8nfEx96qRbFiNaK7pKIE0o36thQu1YdhSSW1H5HajQPBLYGCzHZsHazLIqLE2a7ARN06nh+MBVbDaXGzNLoiwhpOC9vF6DKBglRfaI5GLx7eRvLeJHhcdh6pfRmUDkuCQSer0aSrn8TyWYdQjT6QxS80BIMPUsqEi55dDw+pqOqhgVl0n09/pMmsItTlfaq+4PnJ2iFbxkvLAjS2itadaALB1M9oE4dQLxfFaVSAymS4bAwiekuiDh7vKkaW7CD0PnhZGTyPoatIl8V5DEGZ7WiyqPaWlUmsY6TJTsZPf/g++n+5r2sIHDP++BcfcRs+i2DtXwD+G+D5n/n/mED6n3mPf5wHJ3WPJ8qbrPeLdIMElhZgqiP+/sMvAXC1ucBj9j2ezq+xkmnwg9YZ1npTPDRd4ZNTazwyt8cwNAkjhZ1BDjfQMZQRi6kWn0hvktZcXpi/gxPo7PRyzNodnp+6I8ye5A7eSOPpqXvcdWZ4oXCTmmdTMvpcyGwD8NbuMoYy4mAgcErVSbNoNklqPm+2V3g0t8XzC3e50ZnlUmcJQx1Rc2RA/FLlNK+2jrPXz3Ik1aAfJDiSbvDD3ROoSkhvlOBgkOHx/CbvV2Z5LL+JpcuwMQg1KsMMXd+i4ma51FlCVeC0vY+hhqymanxv5/TEyfFz+Ws8NCMWyNVhmrZvcaMli/W+kyUINV7aO80/Xn+RgjXk86X3ZHCbadPzE5zMVzmdqRBEKpYW8FrnGL+z+yi7/Ry5xJCH0ztsOEV+UD/JfLLNr8xc5l9VnmM52WBjUKThpViym3iRjqZEfKt6jlKiT9no0PMT7PRz9IMEi1aL/1B9Ej/UUJWIlUydjm/xy8feY3NYxA81TmcqTFk9powuqhLxh7tnyRhCP60MMx9pavagdfSRrsiwdSDYcKQJW6N5Uv48Ei3xN3fjgWCiLl2sU5TM12HsiwLStSshEsoRRxNGOvRnhVljDKKJ5a8SSFFSQmGB6AMEfoiDs/2MLCjJahgbhcVYuRdNgkXMtuD0g7IwhMyOfH9sHJaqRCSaUrR9W5lE9KUqsTePf6hutRrRRC2KIuc1To2SIai8R98ei6lkkRiv0W5RBrxKGNMkY6YKyM8TCesmuyaLkDMl19G3ZVHzMrLDUOKBp9kWtpM+PITS9KF0/0FShuepXYFT9EG8ExvDOwoT7yDZiUWxWlkWrdS+Mvk9+bawo7rL6iRS0U/LojBe3FIVmcsoMR3zo0zN/oz39U78+QD4PeBJoMIhJDMX/9/4sUv3/ezifT//kcd/lk1x2epyt1kiqfm8ULxJxc9xJruPoY24MVzgpdoZNnsFzme2OJ6pMmX2uTuY4rOlG1xIbzLwTU5mD0jqPu935ugFJu1RikWzQdVLczp/wOm8WBm/3lxFV0d8u3EOSw94rbbKjc4sb3VWubS9yN3BFDcHZZyRzgtLd7jXL03CrB/Pb/Ld6kO8UV/hqfwaP6ieZK03xcO5PdZaJW62ZxgGhgRkp7osWi2WMi3+ztQrGOqIz+Tf55eW3qPh2QShBJe8153n3NwuzSDFdLLHcrIRx/N1qDs2Sc3HCQyKyQEJ1ecXyrf5j5vnKFhDlpMNljNN1twyj+U2eSi1y19f/DEFc4g30tgd5ngmf5eVdJ1icoCpjignu7zWOQbAfKrN+cIOJ1IHtHxJofrizDW2+gWCSOWz5RscDDLc6M/x+u4KqhKx72T5bv1h6o5NRnPY72cZBJJJ943tJ5hJdel6Fu/uL/K72xcAhCHl2Pz+3XP0/ATLdpP3KmLBbKoBJ619NnsFbN1jEMpzHXhZ/rh+BkWJsHSfE6kDtlp5DpzMT91DEQ9eR6+E0cQvPdEJCTUmeO/YfVIfCOtFHwjN0I+hG30gGLmXGfvdxLL6eKA4FghprkAybozzJprSvVo16aqtunSYRgfsykhMw/qyOxjMqpNBJJEU9mRNFKFeLlbr9sXwy+zGOa3xoDFIHio9h3NhLDISxslkTh7TISVoI+58YyHYmLEiytz4HBR5z/aO+PiMrNj1cyh2BoEtu4iRGSc7DcUOYZwbG6lyrc2WvPwoKXDSeCaijARa0QeySAynpaPXB6LoBVmcrNoh/q4Po9gfR+CmcXhKsh5OQr6dKXkvmc0QJZBdjdUIJ/OSICnPMx6wQ+wWKrHKkluQlh1Y/vZPK77/jPe1DWTu+/cvAu8B3wR+Pf7+rwP/Mf73N4G/Jr8JngLaHEI8H3l8rL+ulOZxub7Idj/Pc/NrBJHKP/ngBQxlNPFdrnhZnine5eH8Hpbi88rOMfxIpWgOeKV5kn9+51m+uniJD9plPpHfouuLSdilzhLv9Re5kNmm7gqz5by9GdP0RuSMoUjvizt0XIuH07skEj5JzRdTL8Mlqw+xtID5ZJsbnVluD2bQlZBHi1u0g5Qod9MH7AzzPDd7F4BfnrtGrWdjqgG3ejNUBhm+0X6cnDHk3+49NcGir9bmOZOvUHXSOIHBF3NXGAQmiTgYNKn5JHWfmmfTcpN8tnyD11tHuduf5kiuwd3KFFUvwyAwudxd4niiwtc3nuLVzkmCSGUh3SZnOAxCk9crK3xu+jq5xBBdCdGUiFOZCm9VlrnRmeUH1ZOs94t0PIurvSX+/NzbTCd7vNM+gqaGhJHKiVKVQWCS0V3+cvkNMobD2+0jfGHuukBk9XmW0k3REpgOq4UGF6fXOZausufk+MzMBzwyu0fLTfLjzVVeWLrD3iDHYqpFLciQ0AJCFLYHeabNHu915rlZm+HJqQ1u1mawVJ+lfIuk4f/0TfSfkIn/PKXioRYzQoZxQEUIuTvhpKsFJqlT48KfqoQiHDIEG86thQzmBMLwcspEKWp2BI/2M4fdcZCW541UJfZoF1qgFs8GRkZsbTwZpMpjg2TMCY/zUN384U7CywilczAj8MtgVsQ9kRoPHocRVlUYKKm9OEovVst6OSmAyijCLcnncSM6ZhaNB9HDKUUGz3FYebIRxsVZrA9GSeHVJ1qCcfupw4Jv1QVeGpnx8FeNB50xbdSKF1LVjyYWxKOEMglEIYo94ceeQHMxBbQdzxts+T36tjLxH3Kzsnvy08LVd0oKw5KI4NJ7oSyiQ9khqP4hdXJsA2F0I6yWzFUSLbknvIzCsPgzpfPPdl+XgVeBK8CbwB8C3wH+F+BFhF752fhrgD8C1hB65b8E/s6f9gIfq9D3gwR5a4gdb837gckvLN7l3c4yc2abFbtBRnf4va3zlIw+r7ZOkDKlGL9eWeGRzC7npvf44+oZPl++zjutZY5nq6x3StiaR8nscbm7SNuzeKFwk7tumWdLdzlq16i5aapDsRRYzdYZofC55Q+YNnt8Ir1B002R1lx6QYLH0/dwA53T9j7LtsAwGc1hOd3knfoyS6kmP64cxR9pvNleIZd0qAwEMplO9hhFKpfrizxTukNC9TmaqvHphVucSe3xi+X3Seke//vWi3xu+rrk2iY6XK4u8In8FuvtIinD49/de4xZq0PDTTGfbHOsXCOpevQDk6aX5H+984s8UtzjdmeazV6BdzdEW/CD6kmO5uq82znCcbvKSXuftw+WGKEyl+nQ9RIs2i2xdQ7EKO61zjGOpBqintUCVCWk7tgs2aJt+B+u/grOyGAp1eT7B6cIQo3nZ++y2S3yTPEuO70clUGaR9Mb3O7N4Ecqf3Jwmis7CxzL1nh6eR1dHXGhsM16r8SPG8fImg4tR3hq77XmCUKVY0X5PT1a3ubrdy5yJruPqnxE5xObof3sx8/rUIMxPh5bCo9gMKvG8XNxJ6oJjBCakuo0MqUYW3Xp8J2C0BadKSWGeqToC6Yb4+aedNMC0UgHq3myAOgDKVBEiK+OGQ82vcNu2s/GsIIdK0fjTlQ601iQFIeFi7eLdMJEh0EZP2VFnIqZMCnpmiNNIb0hnW+yFk3COSbWwroMYUcJOa8gKQUv1GKqoh+RvXuYbqX3I9J7Ixm21uNr0pXFbJzuRCTvZ6JENZXYlVPew9g/Z8wK+n+Ye9Mgy+7zvO939rvvt2/v3TPTsy/AYCcJghBJEZBI0aJkLVHsSImUUllxnCrFLsep5EMWO3HJlZTjOLajSCWVXZZNixZNCSJFgBtWAhgCmAWYvaf37tu3776ee7Z8eM+5PVycCsofOP+q+wGY7tvnnPu/7/v+n/d5nyeamgUovh8qacbD+w7C5nM/mJi668PQTzds6MbqAcl9j3FaoV9RJwlTHwShRIRw9SFU6vTlfjRbTjyZNWH6RGJp0foP3NerwEPh6yzwd8P/Xwc+hdAoPw007vtz/wVwDDjPIe/+37/H//9cRbTiuiMBNF3lTqfMB/vT+ChUh2kabjLkfJeYT7e42pklqdssppssWg2Wsw3WRwWuHcxQ7aW52hWPVkPx+e2jL6IqAd9rLrI/TPNQYZvX28fIaqLFvjYoUjD75K0BQ9dgp5/lg94sr+wd4+XqCn//vee4mNvkO7XjJPQxv7/xNM9VPuCl/VOcSewQ18a8sHeOO50SDxe3+LfXH+bXlt/gQmGHTxZukLOGKErAxdwmI89gx87y6ekbfHHtUd4+WGLOEpPvu6My23aesa9RivVYG5V4uLBFz7MoxAf4KBw00xSsAR+buYfraywkm7zfmqGS6DD0TS7ktnEDjZXcAdVhhnHY/PzcqatUB2l+buZdBq6JqgR4qKwPSyQMh7YT5zdmX+bZqdts9PLcbRc5m9sjbYy4mNpge5jDDxTuHRRZSezzS3OXuNWeYrVb5OLMNqcze1xuztFzTB5L32N7mONkrsrlzjwZ02b/IMMf7T7B8dQ+RxJ1fnb6PUrZHs1xnILR5736PH6gUI4Js+pXpr7LVKLL2NcxQgP1ojWg70ki++zS+7zXnP8hHvGDCN0EmjKh0Rn9gHhDkpPAAYLLGv3IszWYGGF4MSaVYiRTYPRCip8qqpCBcsilt3NSDUcVciT4JZO4ocRCT4JWrBZQ/MBjnJOKN9AUUhtSEcdrwibxtcPpVTunkF316C2Gwz8Fee9AEahH9aRZOpwS3R2rIclN70dKlUzctSLMXhhGoRZO18c3FTnxBHL/ZjushL3D00XEt1c8gWTaRzT0ofjGKt5hv0YfHRqp9OfkuvShVPYRK8hJy8+BTN26cdHUNzuhf21ZFbiqE4QSEIe0ULMjTJ9Y2yOxK1ISXlz068cpdWKKbrUiM3FJHoOZQ4gswuGjhrQ2FnE7sy1/7/v2EA/evr5/fbirCCBtypPfa6d5buk6dzsl/ECRJp+dYCnRYLsnR/xrjRl8FFaHZU6n9nB9jZl0hycr6zTHcX5r+Vv0PZNXOieojVJUYl2hDVoNdgdZVodljser5IwhhuKJuYnuMpts80ult8haIwzN4wunLvOVjXMkDZuncquU4j2u92d4OL/Fn9fO815zHlUJMFWPsa/zV86+xbX+PCcTe7zcPEHR6pMKOd9jT6M6zPBOa4HPLVwjrjt8efdhfrp0la1Bjld2jqIqAWWzx6vVoxzYKS7VFllMNRn5BuVCh5Gn88beEU4nd1jtlng4L83iy/VZ1gcFFhNNbjamOJfdoZIQkbi3a4v80twlNuwiy6k679XmeOtgiQupTS4Utnk6e5u//d7Pc7k9R9IYcyq/L4NbvsZXqg/hBipZc0gh3ecPbj7FjeEMe60Mi6kmOWNIw0lyKlvlt458h3d6SyR1ud/6KCnqm9MNcuaQ79aWebe1wMvNE5zJVzmWOuCbWyfIWUNe2TvG9iBLwepTczNkjRHbnQy64nMqW8VSXUpmn48UVrnRrbCSqTFyfxS98sGq6OGQUWJ2A7rz6sRYQh+EAz9JZcI2sVqHGuxOiklVKpIDAd0lCQxG59AbNqJJ6sMgdLKSAE/IPomSx3D6kP3TXtZIbodCZFkmgdnOiU9rdB2BJsG4taJh9EQm2GqKHs2kaRgcskn6c0LDTOwFjEpyTfGaiId5liQazWYCg+CDnVZRPPk5JylwUDQ0ZDWDMBEqExMPNy7aOrGGaPZHlXisERCrB4zThDIFULoaslzuk2FWAkliBGFjOqGQveej92Va103KPUTib91lZaKbA0y8Z4cFDc+UE4rZDrAaoThbUjR0PFPuVx8GcpoYK6GJiSRJJyW0Vt+U640YS5OZhejxPqD7Olof6ipM1eWR7CZv1pcpp/tca83ycGGLX5j9HgPX5OniXdYHBYJAYcZss5RuktTGEx9VgN+a+5YIhDkWf//mc3Qdi/VBgaIllM2VZI1L7SUezm9xNF7j32w9ysYgz+Ywz1+f/gZHUwfMxVr8QfVj/PzsO/zMzBW2hzkWMm36jsXlUPp3NtbiYJziYm6TuO7wcH6LoWugKx7vd2doOXG+cXCKnmPx7v4cx1IHfHntAjMJaeTOJ1psjfJ8onybRwqbXOoeYSnRYC7TYezp7I6ydIcxqqM0AWD7GjfHOqOhAAAgAElEQVQ7FR4vb9BzLJ6bv84L1fOkDbE1XIw36QxjpA2bstllKdvgRrdCWrexPZ2nK6v84fpTNJwkeX3ATLpD1hzx/6x+jLf2l6g6WY6U6hwMU6gENO0Ep5J7OIHKk4U1dnqi1X+xuM3njr5PXh+QTQ5pj2O8vrtM005wtTnLH2x9FDfQuNaYYezrLKfr6KrPT89cQ1V8Pj93FVN16TgxCqaIeizlmvxk+QOWsw3O53aoWF3e6h7BR6GUkJPMrc4Uj6XvcTBOsj/OMBvv0BwnKFiDH9pHnq/+yNePawWqfImjwGa1ZQp1MC2c6VFRmUzMelbYiA1hngiL7y8wMQPJ3glx5r4E+UATuMJsy99xQ415fSDywv35YHJCSOzI3x1OKaFU8qFsr6+LsYdmgxP2CqLKO1CYGKDE6gGKGxCri4RDasufVKxuXEEbClZt5xTMbmTTJxW9PgTdlhOIEkSGG6HjkgeDGbHnixgoXgit+HpoLZgSXDuSRhiWxGQl0o13E3LSyKxJwFcdGOVCNUpFICEniSSX/GFD1s4rdOcF0nLiklDj+/6EGpvckuuNBq6cpMgWRFPN/ZlwgMo91Kgfp4VtNU6F8sSW9FSiQTUlpKIKhMakUa060Fn64f36oO3r+9eHuoq6neRSa5G8NeBkTiiT28McX6k+xPHUPlqIxxbiA6525xiEeHTNTuH6GrvDDP/9jb/ElfYclu7yf5z9V8Q0OQO1nRhxbcyM2UJXPa405/iL6hl+onKLZ4u3WEnW+FLrcW51pvigM82z+Zt8/eAMaXXEqdTeJKA7vkZcc8KbCzgR2+MvVy4xY7aZTbWJaw6n03tYqsvY11hv5Tmar7M9zFFJd9nq55hPtNi30/xC8S1erR/jcnOO13eX2RzmKVs9PlW6wVSsy189/hblWI+nK6tkdJuLOZlhOJ/b4b3WPE8W1hh5BjljwBsHR3hiZoONXp6v754iprnMJ1rMxlqczO5T0Pt8auYWXqBws1dBJSBjDnE9lelkl5cPVkgZNobmsd7K80R+jW/VTpAzhrxRP8LPzl1mHGrAX27O4QQaccMhoTucKNYY+xqOpxHXHUzVJR8bohJwMlEloY85cNKcSla50Z+m54jE8Bey32M5dsDz5WvsjgUaSmsj3j5YYneYZaef5dcXXmGzlcNUPb5WP0fJ7JPQxuzbKUaeMTESj5bMoCg/8vXjWpot1bFvhFZ8hVAzfv9QohdCJcae4OXa+DAY6sOA3A0ZrPE1aJ49HL7SxvL/vJBtYrVF0mA4JU1CNylm35G+jV045OO7ydAcQ2dCOQRACfH1GeVQ90YTLDoIFRrNbjDRn3eSAot4oZLlaEqgG7MjwVIbCoYfGZi0j6h4piK4vR56yRJCIm3R4Vc8oY1ajYBhWRqaiT0J+G5cElKEZQ8rSqijL8HcNyLHqHDQSw81bbpySojVo16IDKNFfrsTwTZN4DY7px4av+iEzKlI1fJQgdNNHrpDmd2AUSnU4ilJA1wJxPg91pDKXg85+EZPegOxuiQpVJlhUD1Rz7x/PYj7+v71oQJ93hqQ0B2R8h0n2LGzLMYbfKJ0m7cPlvja3hn2B2ky5oiNbp7/cv4lTM2jbPXYt1MsJJv85NwNYpoEm7/x/i8zcA2eLtzh+n6FS/VFkqrN2dQu+diAp0r3eP3gKAnV5ka3wgv3zvKLM5fwA5V/+P4nOZWu8o3GaRLqmOu9aYauwcjTOZfcoTZOE9ccrgwW+HrjHN9tHWGzmwPg9YOjMtwU7zCXbbOUaFCyenxq6kZo02exkqzxT3ee5eHcFk8W13hoaoe2HWcx3uC11jEuN+b4yvZ5qsM082aTotnj3dYCO8Msc1aT/X6KF3dPcT63w/YoR9qwSeo2acOmkhC9+K4TY2uY5+3qIm03zmq/RFxzmIu36DoWT+fusJxrcC67Q8YcsT9Icz6/w9jV2HfSmJpwwM5md/nmwUnKVo+5WIuz2V2utWcxVQ9D9ZiOdXiysIam+vyVmTe41ZniqcI9MWMPNPb6GWxf5532AkltTCnW5+eOXObPOg+zNirxe6sf453mAj9Vusa9QYkny2tUYl1mk22+2rjA2fIeHyve4UJ6m7g25nJrniPJOrriYak/wLpBeeAqH2msKqGUbzhsFJOq12qIKqJIEMuXv7cUsmBCzRc3EUoFhA3D/PtSOdp5hVgzmEx9OqnvNxiJGDGpLZ/BtAS0/E1p9sXqhP8uY/iKJ1x+1ZFAp/eE9me2DvV5rEbUnBSWSeTxGrFOlDDoJbckeI9zCqOCOjENt1pSESd3JYlF/QMzNBzxTYGr4tVgYqno64cvN9SQUTwJiLEDwbIjU5NIg8bOh6YoGXnm+ihkKrlSOUexcZyRoO9ZYT8krYhNoHoY1O18WLmHjCc7L1BLZACjeHL9gS5QVndBJdaQa0+vizjasByecgrymboJef52Xp3o3fuayEO7980QfP968Pb1/etD6dEHgcLTudts2EVKqR6rwzJX2nP4gYKm+ow9jacrq7i+SnOU4Iv1Jxi4JnOxFqoSYKkuG8MC07EuH8nc4U6mwtXOLN8+OEkuOcTSXN7rL9J24kzHOniBynyyRdtL8F/P/wVfz57nldYJKvEOZ1Z22R1lubo/Q3UodL9zuR1e2jyJrvp8snCDP1x/iqcrq9xqlrlY3qKuJ1kfFKjEu1iqS3WUJmOMOJnY45/deZpKqjeRd/ADhaw5wvZ1nECj75rMJtu8uHuK47kapupRjPUxVY9v1U8w8kQK4Na9BYoX+ixmmsQ00ZBpjhIsp+u8V5/neLYWOi95rPUK9McmS9kG39w9wSPlLbpOjLqdZOTq9LwYfqCyPcqxEG8CMPZ1zk/vklDHfLx4m6Nmjb9383l+7eibDHwTL1B5ubrCbKpNyrC53hCJhMuDOR4qbPPF6uP82txrvNk9xs3OFKriM53scL01zWyyjar4xDWH671pNrs5Hi1t8mRlnaPxGvfsMtuDLDOxNu/V5phLt1lMNrjZrvCl1kX+7sk/4c3+CuutPEPXYOxr9EOP3cM9xAOz+e9fdk4CvG+E3qgdwYcjiuWwLM1GbSxmJGL2EQ7nRFOkMeGRj7OEeLDozPv6YZPWCx+Hk5SquLcETlr07b2YQmdJkkes4aPZkjzGGYXkrk+gKoyKkN4IGJYEYhoVFHw7bOzGhB0kU6QiR5y5dyhQBuAF0i9QfAmWUWKI74v2jHDcJZHFwsShBJDadmlahgxLaVFCDCbmKE5amWj1iBhYSL/cPzwB6IMgdNxCegbDKGDKkNSwJCbmo4KCFw/I3obuYmh+HohNoptQcA35fJyU9EvsnEJiT3oPRlego0A5pKO6cZnMjWwDI1bOqBQOW40kKYwtueeI1WR2ApJdaJ0SIxmzG4RJlx/Wo39A93W0Ppweva/zevsYt3pTvN6UqrgS6/LZylUqiS6fnX2f651prrRkLH53mOX69jRVWwTCvr21wtM58Uf9av08bzeXAGiPY/y3K39OwRowY7YnIltv15eojtJ8be8M/2j309zsVUjqQu1MaGPqdpLHZjYpxvo8kt8krjlMpUUq9832UR4vb3A6voOheXwkc5dfnX+dny5e4cr+DA+Hw1xHkwdo+Pz80mVy5pDpWJesMaJk9HgkvYHtG1zvTPNU7h4Ax3M1nHB46pHsJh0nxjPF2/iBwnOVDzh9bIecMZTK3eoQ1xwu5Le5mNpg6AiMETVo/qull/jFxXf4TOkDTM1DD6c0fBQ0JeDb9RP4KJxPbbM9yjH2dC4kN6kNU2wMC7TdBH/WeIiThRr/6MqzbI4KvLBzlsV0kymrS8Hsc764i+urxHWHRavBwDX5J+vPcrNb4aCXxPZ15mItTuf2OJ/a5np7mqv1GT6Wu0vWGnEmscNCrMH1/gzvNBfojS1erq6gqT6/vfAXbPQLpM0RZwt7/M768+yNM8xl23y0tErWHJHSv1/YLAA8X/mRrx/XiuiIRi+YiIt5luDkblyqdaN7OBav2QHxAx99JAEouetj50JRrno4DIUkhfaKnAQiSEEbS+Wth/rpyU1lIoYW+apOVCJD+dxAk2ZkoErVHRmbSBKA/oLCqCzJwUlJEnHFTIzefNQIliajOEzdB+/IIVcqfv+wXxGdSECSXHdeFyEzXWQWCH/OCbVt5DnKfXeXhR0zLCuT6jvSjgmU8OQRhKyaofyekwqnaUdygonVBDcv3PTQR9I4lmnVkB+fUyY6Ol5Mnl16XRhI0XSyGw+nbVOSGCQpRHo64kWr9yVoq44kkkCF3nKopW/IySd9T04aTkpgPc9k8myi9SDu6/vXh6roXV/j6v4sf/PUi3yzeZq6naRo9fn9ux/hQnmXHTuHqbrUnQT/+fKbXB/OAmCoHqbq8lNL17kxnOF6a1qkfTN7lIweWW3A725/Al316HoxUprNeq/ApyvX+fLWQ3x+7ir74zTrgwJdN0Z1kCGuOYx9jY1eHj9QUJUgVMoccipZ5Rv7J+Wkgc8nKne42p+n4STlmpMDXmmuAKAqAS0nwcE4ycA1+e6dIxgxl2olTTnW4/X1I3xu5Rov7J2jGOuTNUbMJVocS9bwUUjoY3bHObxApevFOJ3Z4zu7K0wlezTtBB8prDLyDb60+wjPzNzhSmuOnyjf4t6wxFv9Y9TGKe50yvzs3GVGvsGLzVOcyO7zS9Nv81rnOB80p/nixiOcLewx9jTKepdKvEvHifH17VPMpjocT++zVcjhBKLieadV4pHyiIrZYcO1mI51yehDVodlPlG6zRfXLvJYcYNqL82l6gKPVTap20mut6Y5mdmn5cT5x+8/wyNzW7zbW+Ro/IC6neBsdpfNYZ60bvMzhXf557WPURsmebqyiu3rjNwSr2wf4yOza3yvtYgfKHRd6wdk9RS8B4RyFi0lCIg1fNrHVayGNAQ9SyGz5gu0cZ9RRndJAvMAVYKYCr15FX0QyhdrElx8QzDs5JZEONUTvFsdClSQ3BWLwEgaWXXDASctnCYdSDBEUSYNxKhCFrxeAqmwgpi4VFnN6KbkBKGOBfbJrnp4pkA1nqmQ2vXoLGnE94NJAvAsICHVtR+6SUUY+DgjVf8h/CI/l9gNbRVbMkOgDRGfV/tQ8C0yKxlnFMYzklTNdkByW6pxzQffCPBiIu9gtYU55KQU7LQazgEc+vR6lpwGvPC0pIfN5fSmfF4yxeyHg1EyyOWkBbrK3/YZlNWJ2bc2luvSh6F5eikgvitw0rAkn4XhyoDccEqolUrIx/+BXfTA7ev714e6sqwx4Ei+zp1RhWOJGh8prKKrHr+58mqI96qcz+yQMBy+sv8Qb9aWOZkWffZL1QW2hzneOVggadicy+7QchIk1DEv1U/zfPkaMc3lRrfC8XiVgjWgrHf56NQ9rnbnuNaaRVUC5mItPlpaJaOPmIl3+LnZd8MbCZhLtKiPklzpioRv0hjT8yyutMUh6p09UWBcuzfF6fQeuuLzt2a/xvV2hYFr8mhug1OLe5yf3eHh3Bam6vLQ3DaqEvC3l79K3hzweOYeaW2Epbi8157neq3CE8lVkvqYq51Ztkc5zhd3ubE7RcuO83ZriSPWPge9JB4CRX197zR+oHCtPYuluiynGrxcP05B73E0Xads9li3S3xn4xgJY8xzc9e50Zpi7Ov8m9pjbPVyLCaaTCV7dB2LN2vLFGIDcsaQ+USL+XSLvWGaupOkZqd4efsoPc+ibHZ5o3GU44UDXtk7RtIcc7JQw1B88aONDWg5cXqOxd86/yIfya2yktjHC1TyptArn83fpDpK87+v/SR+oBDTXd5vz9B3LX55/m0em96kNY7Td0x+auraRN8nWkHw4Jko+7pUj9pQWC4R7ts+KlACYaDzdQm0sdDYWxuFlf1QqnhfZ+KpGik9jkqCQxvd0Nc11F4ZloTxYrVDWmPYExCsW5EAGS43FhluMJn4VJ3DKjVe9yGA1I6LmwIU6C2G5iVe6FBV0RiW1AlHvT8lyprdIyF9MSPQhq9JEI41fZy03JNg9FJFJw58OZW0ggldVKpnSQQgWLYwjUJv2yj5mYLdJ3fFvGRYEfhJ8SFeFYaNm1AmyUTw+VDYLC6nGG0UTGCjRNWfSExYzQA7q4b6NmBnVWmeOtIXidykGqfUUI4hZNeYMpdg5wXyytyL9oQkbsULTyclVZg3rpxwItguWg/ivr5/fegUFNNcbveneLF6im/un+RTuQ9oukmOxGusdku82VgW/fV4h61anoNxihOZfR6rCCOlO7JQlYB3mgtcSG3xF7UzHEsdkNZGPJLZYCnR4Hfvfgw3UPmj7Se43Z0iZwz5RPk2I8/gneYCMdXh/bZw9F9rrtAZWXScGEWjLyeFlBha/6ezrzH2dU5n9vjU1E2eX7rOicw+f/Ppr/G95iI+Cv9n9VPMJDr8dPkq77YWUJWAotXnWnuWm60KP126yuYwz99f+ynGIUn3Vr/C642jfLp4nb905Cp/uPtRni9fk/vQbS4fzHJiukbKtHkku8mN4Swfn7vL2Ndp2glmk8L+6ToWa/0i7+7P4aNwe1ihZPVYGxTZsXM8vbBKwRpQG6eJ6S4xzWHsaYw9jevtCo/n14nrDr+x9Ap5a8Cl+iKnE7uMfZ35RIsziR0S+phfPvoOj6VkB/vI5nusLPz8M+ldNgZ5Pl6+w5TV5Xhyn75r8mLjDH+2d547gym+UzvOsUSNpDnma7VzdMcWlubS90TnJmcO+aBZoe2J/k7PtVhONXixdoax98OHRt9XfuTrx7kCVbjTiWow+eKrjlSSRl8gHc8UCCTW9Cf87WFJpisjWz8zFECLHwhVM9AFonATCul1wf2TO8HEwWlUFAjCDO35ImaJ1ZT3VF1pgvo6E8XE/pwEqXFaqvrenIqTUqg+ZkxExJLbEoxGZWHKoEhQMzrCthH+PKRXD2UejL4wT0Ylhd6CSmJHmCkRnTTWDBgW1Ql0ovdhUJEBKtUJexZhcDX6Qu9UgtBLN9QF0kfQr6h4lgTfSBVS8YOJ36udk+fWW1LwzXDSOIFU9nGBpQJNobOk4oj/kZx+Apk4jiAlbSj3IpTYUA65HvoLDMJEEpqqxw6CyfVEUJRnhonIjTT1g1B/P5g0wO9fD+K+jtaHCvQ+KhezG1SsDj83+x5x3eF3bj3H16un+dLGReaTLYauIROUZpfPnLjOlNXljb0j5IwhquLzyflbMjgV7/Bvdx6mOYqzb6dxAo0X9s6xO8pyvHDATi9LPjYgbw241pzhWneWR3MbPJLfZHUowmR91yRtjPj5pcuUYz2utOdYSdd49eAYccPhX+8/Tm2UYneUpaD3+Hz2Hb5+7xRvtI5xNHXAZjdHWh/xWHaNtztH+IXpSzyeX2cp1iBvDchYI75WP0dtmCJt2NRGKdZGJSxNgu7/desZnECjPkzgobI9zFEbpThb3CNnDplLtNh30mwMC+zbaXL6gHKsx+1mmbV+gXK8x3KyTiZmY7s6HTdO141hqS6v7RzhZKLKmdQuz2Ru8puL38H1Na5Xp/nc/DV+YuoWL9dWcDyNAzfD8cQ+jxU3+MbBKR7NbXCnW6briyzx3UGZL+49DsC5zA6362X27RRdN8aBkyKl23zQneHATjHwTU5m9rmY2eSvLX6b3WGW+WSLP7r7KKezVR7Lr/MzM1dxfA0/UHi6fBdLdTmV2+dWv8LY13i2eIuhZ/BM8fZkMCtawQPKThhnJKj3ZySoZe8IDTK5E05/ugLxeCZ0lrXJYFE0oDOYVieBSFgr36/YqI0IIYIIKpEAbHRFi36cUyZTnWJqIpCQaL0EE5/YQJNmsGYH6KF8sV0MSG37mG3B541+eLpIizPTcFq07t2EME98QwKeZgcTX9RICjlQQ50f/3AqVe5FArBvKJMTRjRRG0kJm50gFF+T5OBZoSOWw8QTN77v4yaZqIH2FkJp5LrAPKOS3Kfihbh4eMKK1YV6afQk8Eaa9oldSWLjjILV9oX+GEJWgaZMJJsVT+CbcQZ6i3I/blwhve7jZOT5R/aBUcJACeUcQr/ZqKlsF4Q5df96UPd1tD7UVQTAtp2n5STYGuepxDv8+tHXOJ2t0hmIs0FrEJ8cV84mt7lUX2Qu3eZSfZG45nC7N0V1IE5FPdsiZYxJamN+d+1pRq7OuzvzdMYx/sbRb1Ay+zySFmGznmvx+sFRvrp5mjd2lklpomdfNnu0vThXajN8tLDKvp3mkcImR9MHvLOxwN9ZfIHtfpaqk+Wd4RGWiw2OJ/c5sFPUO9KMvN6fYaOfp+vFeLu5xPqowO1WmZw5YC7WomtbxHQHx9PYGBbYGuQoWn3+uzN/zvXONCdyNXbHOTa6eS7mNrnVKpMzhpTNHqu9EsuJOp8s3EBVAprjOD85d4PH8+uUzD4LsQbzqRbL6TpDz2DWahHXHArJAVUnw41+hZc7J/lG6ww+CunEiB07x3cbR9AVn+OZGtt2jtuDKTYHebqOxasHx/h0+Qa2b+D6KovxBg/ntrB9nVf3j6GqvvQ1CPjqnTOkjRElq0drHGd3lKHlxPnq7ln+Xf0iOXNAXHN4qLLDM9kbvNNa4Oagwmcq15mNt7nanmWtV2AYzgtMWT3+onqGgWvyevMowQ/yiIMHsPIJIpw7olbKpKWTCbViCGV/w+Uko6nR0ChbE210fSi4/KRS1aVBqHqQqMlwT3dZIIxxhpAfLoNDyR2fRNUn0ISn7VuhfV3Dx85LYLXzQpNM7Xl0j4QsFhf0bqiKmZTrNwaR4bVU1opHKNomFbNnCjyihcEwcnTSB9KbaJ4SC8VxWnjmkVCb2ZHE4FuEMIuofBKeaAbTUk1HlotuQpkIjEWyym5MGDtGL6RzNqQaj5JH1MiOTFmMfihB7BxCYUr4UbiJw0laoasqwolXIbPhTfoOqiOJV3Glmo8dSMIKNBgVBcox2+IiJiYlhxr/kdWgb4X9Ee+wYf+De+iB29f3rQ8V6L3QjGMx3sBQPN5vzPBub5ErjVk+e/R9luN1EtaYY6kDCnofDR/b1TmX3WEm0WGtWyRjjPiN5de41prlQmmHT07dJK6NOZJpsJBu8fmVq5zO7PF69zi66vFKU6iCzxZvkbWGLGTa/I9n/5TaWJqltq9zxKpxJCeV61KiQVobYSg+nzh6hz+qf4Tnpz/g2/vH+creBWIhdTCpj/nt89/g/cYMN1sVTmb2+f17H+U/mnmLzX6es4VdDkYp7vbKfHb+faqDNJbu8ovlt8gYIzb7ee7ZUywmmuz0s2yPcsym2nzxzkV+YlqMyq+1Z4lpDqv9En+09fjEIGVtUOR7LREx8wOVhp2gNkqxnKizPiwC8Kmpm7ScOHHNIa2PeH37CNudDOeLu6gEPJzbYjldx/Z1ep5F006w08/iBwoP57f40tbD/NnWOdYHBa52ZkmoY15YP8unpm9yurjPkWSd8+kt/vq573CzVSGl2WRMEXfb7meZT4mGbGuc4Fxyi91BhjujaRK6Q3WYIa/32RtlKMd6LKaaPJZd5+XdFTquxU9NX2PsayT08eSe718PGpYZTUBG5hVmW+SCzZYYiIhcwSGEAaG4WDjqb/RFDKu7JMHQzgukEjVmnWQIM6RF6yZQBJpx41IZeoZMZzbOSGD1TBkw8iz5fW3IIUVSgc6CRryqMKgILp6oBqExiSSYxqlIm15oj+l1qZb1QTREJdBRfyZqAMOgIglAH0h17yYkyQkFUhrTwyn5jITLLtBNcjuASIt/EE6mhtCHGg6VeXFpnoIE0qiH4esiO2z0g4lR+DgryQw/FEobhyyaQOCi5E5AYlegE7Mtze/Uts+wEkI2IeOocVKbmI77htyLaN+HLmKOJGotlKTw9VCOOZRV8Ezh04+zYYB35dplOOvQRP7+9aDt6/vXhw70pVifL69doOdZJI2xCHN5GrujLB03xs5mkd1RlhcPTrM1LpA0xqz2S2z3syymmpxJ7fKlvUfoOSaW5vJuZ4GWk8BQPX6y8AG3u2U2h3mezdzgTGKHE6l9FuJN/qJ6hqdy91hMNvjHGz/B1iDHRi9P1U7zaus4G508FatDTHW41Fxib5SmZqc4mdjjRn+amUSHJ4tr/GLlEnOxFnc6JWLKGFUJOJY5YGOQ52xxj3+29gxziTa7QwmauuqhKT4PFbaZT7T4B6vPYageR1N18nqfC6lNfufYH1Mdpnkiu8bzy9cpGV2eyd7g5v4Ua+0Cy4k6adOm4ST5aH6VnmtNqJT/+t4jOL7Gp0o3ALiQ2mLWanF7MEXftTgal/7FpxZvsZBpc7tdBqDlJLiY2mApLmLZ95rCyT+f3+Fncu9Sjvf5wsJlkRUepninvcDxYo03G8vMxVvc6xc5cNLcHZVpD2Ps2lnOpXdYTsv7/U9zf8a9jiSdV1vHRebCF/5/xhxye1ghrjmsdktUh6KBf6G0w8gz+Fr1LJ6v8rniZcwfbMYi8xg/6vXjXOJd6ofGI6FZti9fetWFRNVFHwn2ro2lWtf7oXFGQih8ib1gMtBkdpj4l46Kkki0IYxzMnTjpkQ+IF4TiqNg+GHgGUgFaraloo2mMs2WmHzrI8Gsjf5hshhMKxO3quhb7aQUtKEE0dR6MNGWB7muyFvVTShkVuW/3eQhBbN1Qp7DOAvdBZE4tnMQbwSiNxPKGYgqp0y7RkNj6Q1/Yqgi1xL2O8IBMHGaEvPvceowcEb8+8jA2wqNz+2cgl0MBF6bVcJ7CdU4s8pEpE0YTBGsJM8x8g8A6B71JzpGZhsGs4cGJL4hSTXQ5H20kVT5o8LhqUEJxDAlUtCM1oO6r6P1oeiVTihSbegel2qLPDt9mxvdCp+YuUPLidNwkpw/sUnPsShbPa61Z/mp6Wu03QSW5vLZwmX+19vPM5tqU8r22BlkOZmpUtD7vNY4xhd3HmM5XSeuOXy9dY6C0Wd3lOXh9CZOVuPl+nGqgxQzya11M8IAACAASURBVA5NO0ExJu5SJb3DRvfjvLB+lkemt/BRyBojdNVjbSQGKVv9HLrq8cL6WX515bv0shb/tvooz898wI6dw3Z11sYF4rpDRh+yUtjnwEnx7Z3jjH2d46l9Hk2t8ebeIk07QVe12BqcpzFK8C94kmcqd3ipdgrH11g3C3yicJtPLd/CCVS+cu88R4t1VALeai9juzotN07eHFJO9plPtvjq/jkcT6Ntx/hYZZWC0eftgyVKVo+rzVnO5nZxA5WEMWYh1uC1xjFaTpzdQYZyvMenF26KC5ad5v/ee5b1Vh5TWyRrjEgYY/YHaVQlwA8UEuqYe63C5L4Wci2ezKzyducID6c3mbY6/J2tz/PR8ipfuXeev37q21zrzzNrtTBVl7jmULXTNOwky6kGa70CZ1PbXO4u4AcKK+kD1voFrg/n+MgPup8FEDwgx9nJ8iNxMBn+GZUl8ETVp2ib6CiuQBtGJ5gMUAWqBKDM3RBKSEtwdVIhFt4ISO5I0A1UsJpKaFcnwZRAglQkdBZZADppQk/asGItSvT2TGUi1yuGKFJdJ7d9uksq47RCfE/UIjVbgqoWyiUHOtgJZWJ4Lvx1hXFKTDzUseDd8RB7BzEAiR0EE7bPqCDNX3xIbfmMM/JZmm1JiBELxo1LdR2vBRNNoFFJYB2rIacHsy2QkBIKl7kxeV6qI8/Qiyn0Z1RxdbJFB8js+hMdf1+X54jCRG0ykiN2UnIyGGck6Y7T0p/I3AmHzjZ9WitiZu7GQA2pshFVNep1TOQTAhFS0wfSyP0hZYMHcV/ftz608YihemIrl2ngBBrnMzu8sX8EEPONjDFi6BqsdouCawcal9tzdB2Lm6MZVnIHFK0BA9dkOVXH9VVe2j9FQh/z8fIdQKQB3j2Y406/LO5S+2cpGn0ey6/z5NQ6j+U2KMb6JPQx320d4Z+tPcPjpXWeX7rOqeQex1P72L7OrNVme5TjM7lrVOJdNCXgiZl1vlY9S1xzWE7V+druGQDmky08X+Wp0j101afrxXDCccLtTgbbN/h3+w/zmyuvMp9oMR3rMnQNDM1jMd2kYnTImCPy1oCfKN7kSm+evmeSM4Y8u3CHo6kDtgdZmqME+diAuO5wKrXLfLJF2hiJwYjqczRbZ85qcTReA+BYrMZiqsmL905RiXU5m93ltcaxCfb+MzNX6DkWRaOP62v0HAtD9SgkB+TNAW6g0hgmMDSPI5k6j5Q2Gfgmv7j87gR/3++n+L3Vj9F2Ynx59yH2bHGhutKeYybboepkWe0V2XfSVIcZDMVjo1sgZw7xA4W8NaDtJvAChbuNElcas3y+cpnb/SncH/Rc40fjmD9OLDPQJHgGYUUb0SkjI+zo+K+6hBrz0kAUudoAbSgWeF5oHO2GXHRp1kqDESQQWg2pEgM1/HdTmrGjorgsRb6xZgvSa8Ib782qUhFHeHdMKlY7L8EQBYZlNZQzlmozXg2x7oQyaS4GSiinMGHZSABPVAM6RxS8uLCKVDfSi1HwjHDgy5RrjDRjfFMa0E5SaKaRSmegh8NIof5OoBDKP8i9RTIJbjw8xWz5uDGht8YaQdjQFurl/QJkkXuUG5MgH522ove28/JsugsqviHsn0jmQHUE3lJteR+zE3rFOtJb0ezQHlBlAsNF1MuoOWt2QrmEKWnOqt/PMeBB3Nf3rw/dEp6xRBzsVrPM9c40rx4c41cW3uJaY4acPphoMMd1B9dXyWrC7QbYtmUMT1V8ssaIW50prrTmcH2Vc+kd/mT9AjljyMurK/wvJ/4EkJH/Jwtr1MZp9uwseX3AvaFIIx+MUnTGMT47+z6qEnCzU+Gf336Cay3Rwu95Fn6gcHmwSMNOoCs+RaNPzhryzsECXSdGyrSxfZ2kbvPbR1/k1dox0tqIK+05jserVFJd/urRt/gbU9+cDEcdjJN8JneVfGzAk8U15uItyrqYdCf1MX947ykM1ePl2yvYvs6dbomX1k8S01yOZQ44ndqjHO/xQU9MzG+0KxxL1Xi8sI6luTTcJDcH05wr7PLiwWmhZObbnEhWeaexwOemrgilsTPD7jjHclK0/m+2pvhESRgveUuC+PVGhY9VVkkaY643Kqz1ilxtzZLX+3xvZ4GNYZ6HStv8+tHXiGkuxVif9xszHE/tMxPv8NHSKmltxEKySdeJcTG3yfqgwG8tf4uK1WHoGdRHSV6urVAdZDhWOGAx3WR3nJMBttAofbLCyudHvX6cKzIANzsyXRmrB/TnhdoXKTEShBOsvgSgiEut3fel90xhhkSmFU6aidRwatujdUp+LmJvROwc3zzEscWJSjD0QJHkkr3nC+asSlORAPSBSAGLUJgE5KhR6BtAKADWOQpWXfBnoxOEgRi6iyr9eT/Ep4WpMipKwLYL0rD1TYGeAk2kF1Ahs+FKA7cfkNoRe0InnED1LEkGExPyVDjdq4aa+wNJbPEDCcB2aBgea0gQ9Q05TalOZE8on0kEn0QSzmZ4qgoinv8gxOwNaXxrw1DxcknmGDxT+ifjtLCG7IIySYqqK70BfSADcW44aauNQ9erkfQ2nDA5KK7QU79vPaD7OlofCroZ+gbvteb5ROk2s/ECOWPA57Pv8L/tPEc+NuTtxhKW5jKT6GCoHl8ofo9/uf8Ucc3hC1PvsjUucL09TdqQNF2Jd1mMN3hp9yRNJ4Hradi+zidXbnJ3PMXFzCav1Fd4MrPKV7fPMJ9uMW21sX2NxWSTW50pgkDhRr9C2ezxRH6NotUnbYxY6xVZc4t0xhYbnTxZa8TrW8vkk0NO5vb57Ow1vrl/Ek31URWfo/Ea206ez05fo+pkOJfZ4YXqeZ4u3uVfrT/GV61zDF2DS+uLnJnb448PHiOuOdzqTTFwTYaewb4tto+G5uH4Gs+dus5GP89UvMuTxTUut+bpuSZrvWX2uml+feV1Nuwijq9xrTXLudwOQ8/AUDwMxWOtX2Qm3iZnDOm7Fl9cu8hcpsMHg1mS+limYzdOsZBrcfegyKOzm7xWXyGmi5DYgZ3iPzvyOn+09Tgnsvvs91PcaxY4Xa6yYRf56SMfsDvKci65Q9tLcCq1N1Gb3B7leCK7xsv14/go3D0oMp9rs9YrcD6/w+9tfpzFVJOOE6PaSXO0WKc+THAsc4CpuixZB8xMteh5Fvd/JwIevCOu4kmQGBUF5xZ+e0BqI5Q1aB5WygDDSkBiV6rJYUWmQM1OgBJWn54lJhfxfQlYqhegeArdBU1w+kzo3JRTSOyGWHdIRXTjIYXQF8jAsyQw+mY4BToIMEIj7Ai/T1Z9nLhUxYNpgUsirNyLgWYrDCsh/p1WJvozye2AeE1MylO7MjEaryoTsTVx2zp0XApUwIf2EV1oopZCd1GgLMUFqy8Nz84RFW0ESnCoRRNp66CC3gs1gEwJ/ulNn3HqUApCdyG54zNOK8RaYjAin0HUSJWAnNoKm8ujAKsjxuT6CLrz6kTiWfFEyE1OMSGFNSsnK5DZgHFGgvw4I+/pJOQ0YfQF/9dHIfSmCCwlswnfv4cexH19//pQFX3Z6PF08S7fOTjOrNXiWnuWv7fxOXTFZzHZpDGIczqzR8Hs03Us/ocb8m8zVps3u0f52t4Z5pMt+o7Fmcwe1WGa+jjFR6fu0XCS/OrKm3zl/Qtcb07zp/sP8W5ngUqsS9XJkrVGNO0E77Xn0ZSArUGOSrzL6dwehuJTtTO8Wj/GTKzN5cYcvzz9FnHd4a8d+Q6fmLnDdjvL88vX+cmZG3Rdi6w2IB8bYHu6yC+3l7k5mCaljagYHZZjB5zO7HF3UOapyhqfnLrJ6fweF+bFs/ZY4oDFeINTaZnivdMts9MTaOY3l1/GDxRWu0Xy5pDOOE5CHRPTHW41p1hINrk4tc236id562CJ6jDNF2beJW8MWEnWeLm2QstJcDy1T9+12B1lSOo2n56/RUIf88rOUQpmn3Ksx68ce5vVepEvHLvC/jDNcqrOwDUxVY+tXo5pvcXpXJWVxD7/8ZJMro5cg2vtWRrjJAejJAW9x+44y0t7p1gbFFlrFyiZfb5dF1OWvV6aX1x5Fx+Fx4obvLJzlE9XrlMbpTiZrlJIDkjoY2K6S1wds9Yrcms4zT+59QzGD/HQHrzKxzeluo4mMY1OQPoeoRywBLpI1kB1A3I3mQRRoyPQhxti35HDkurI9Ks6hs6ySu6uixlKFJudkGYYarSrYyaDTnqITY8zh1i81YjUJYU942vQPSLMHrMrrkcTNot2mDQ0W/6WPojgJ7nmKLCNigrDkhJOzqphFS2NUCctycXohc3hsVBDQSp5mTYV1kugSbXsJhRGRbFUjDWkmTmYCeGcpAwoiS9ueH0j4db3p1UCTZlMtUoCUYm1ArqLqnDeE1GzN2Q5mYLvu3HR8xmWxBjFCJu3mh0QGEzkprWhGJZMegSWgjGAzhGZf7Dz8veHoYF4VPmLqqlcpz6QXkpm1RcXqh9YD9q+vn99qEA/9A2+2zyC56uciW8DcG1rlpwxpOPEMHWP211hi4x9nbghPKuBb/J+a4a5ZJtTyT1O5/bYHuXY7WS42ZniYJzCVF3OxLaZKnU4nq1RjvUYuQZxzWHHzpI2RxODE13x+U+mX+dUco92SEG0wnE2Q/E4mq5TczOkDJt/ufMkNzsVfuHYu7ScBAW9T9uOc3c0JW5IpXukDZu45nCnW+bmYJq2F2ffyXA+ucUn89dZ7ZVou3GWYg3KsR67zQzf3j/On2+e5VJjkY4TI2XYPD/zAcczNf64+hg5Y8CpbJU3tpYZ+xqvNY5xOrXH6UKVc8kd3t2f40atgqoEVOJdbg8rHDgy3PV0+S4VSwxQSlaPG40KQ8/grYMlTqaqPDm9QUHvc3l/lj/fPUfCGlO1M6ykxbM1wt6PZQ74h+uf5kp9ltfqK4wCnZLVYzbRpjpIcSxRI2OO+JP9i+T1AdPJDkndZioptNVfmn6bvmeykjvgem+as7ldjlg1GdJy0qQMm+/WluX3tLHo59gZjqf32bWzLOWaDMLp2ckK/j9eP6al+CHk4YOTDCdL9/2J1MD3Vbj+oYtRpJEufHEmMgpGX+QHtHGEdQeMclpobhFa6oUYsq+LxK4S+r/2Zw/NRiI6JYQCZiG3PNAVEuF0bWdJnfD2o8GnKHH5uhIqNkqgE19XCbp24ZCh4sUkuFodn3hN6ItmS8xLfF1OCU5KmryiuaOQ3BNWTawhnrnjrDyDWN2X2QJV5hH08PShjZjo1ERQUyR/EGtI03NUioa5fBLVMJnYkhi0MRPuu5NSSK8JCyn63DxLZBIm7l269Cn8sDEcySTjywCZ6srzNLpMTEdUN5yONQRain7PzimTSego6UeJebIewH19//rQGH3fMVlO1/kHdz/D0DX43Kmr2L7OcqLOZ+feB+Cd6jyLiSY/N/8eOWM4qb4N1eNWv0LXiclE6vQmjxfW8QKFK/VZfmftOT45c4tjiRq1kcx7R8L9PcfiX24+wafLN+i7Jntujhd2zk2u63x6Cz9QWBsWqdtJvlU/wbFkDdvT+bXZ17jdn+JsaofvNI7Td0wMxePd+hzf2jtOUhtzszVFxhxxt1dma5jnvfY8f1a7wMvtE6gE9DyLthen7cQ5PV1FV316Q4uY5vKXpt7jbHqXmOqw2ivyRH4NEBG4jy3cI2cO+bnKO1zvTWOqLmujIiuFA85M7fFM+Q4NO4GlurxdW+RUapcv3X140vTeG2V4qrLG0XiNSqLLwDNpjBMcOCkuTm1T7yf4zNwNTiT3yBkD7raLrHWK5IwBM7E2xVifQlwq7n9x5wkMxSOnDziTr7LvpPnNmW8z9nXqThKVgJwx5OPFOzyeuUfDTbHeyeOjUB8ludqc5eXmCcopmZHwA4VfXvgej+fWaDsxvrp+GjdQeWH1LMcT+2TMH8DnoxUoP/r1Y1yRK1FmVQJie1kD/9DgA0Qoy02IDo3IGYcNSJXJ9KRviNyunT8U80qvCgdbWDXBD/3d5LYMAqkuaGOR3I0CfCR7oPfldyMTcNWFwaxU606KiaQwikBN8X3B5GXISSpz1ebwVNFkIlMcsWIGJRFq00Mz7uGUIhIDilTxkXWgEkgV7hvC5Y8MRTRbNGZGeVXuZxwad4TSv+kNf3JfYrYtUJkbD3nzoYvTsCRGJoNpZWK5aHQlsXlmmJjMMGloCpl1P7RklISj2eLapYTvCaFgWUF48YrDhGIpp54Aqxk2rkNZ6t6c/KzqyNSx4gvEFM1U/Mj1AO7raH1omeLz+R3imhM2+Gws1cVSXV7aOcml5hJD1yAdEynhCO/9XPkKj2XXOZ7Y553qPLrqsdEv8Mb2Mt/cPcF8rMVCusXAMbBUly9vXiBl2JzJ7LIUq3MyUcX2dB4ubnFzUGG9m+fLew/zTOUOdTuJrnosmwcsJFsktTG66lGO9Xi/M0PWHLFqT5ExRrS9OPOJ1oQWerG4zYlcjbV+AVU5/AJ+0KxwKl2laSfIGUNShs3ReI31QYH6KMlisoHt6hwp1TmT2eVP9x+ioPclgKdreIFKXHM4GCe5WhdNni/uPkbWGGKpLu8153kqd4+RZ3CzV+HJwhq7dpanymsk1DEXKjtc707z9sESKgGNcZKBJ2YoX107w2Y3x81uBYBfW3mThpPkW7WT1MYpTuX3OZ6tsT3KTcxHAI4mD/iVY5fouKIOOvQMLtUW+W+u/zwXstvyN1yTxjhJ14vxamuFu6Myp/Iih7CYbPLZ6WssJ+r8wuz36LhxfBS+sneBN5tHxANg4TZr7QJnKnv88drDpEJt/+9fCvj/ntePaUXqjDIpGSpPaoAq8gVmS6ZbIxZGxFoZTkkwiCpZkON9suqLKmRMkkfEYkltBwS6MHTcGJOAbeeVCSc/XhV6Z+R56sXCylLnUK+mKwFPG4WKmC4TXZvIfEPgmcOEAZJ0nPQhZBTooY9t6Isr8IhY+0VYvq9JNe6kJHGhSvCM/GrFVUqel9WSmQDVE2kHuyAGH6OiPNthUUXvSeAHJuqYblIopEZfGuFKIJBKJGymjsMTQ1oq9kg0TQnkdztL6mT+IZoCzl8Pg36o3im9EhlUE5xeqJdOUpkk4cGMMtG5SVSD8GQiFE+jJw3h1KZPEDp+/cAueuD29f3rQwX6nmPRduJcbszRdy3KsR5ZbcjQMzhb2COmO/z87DtMJzt0XYtv7J/kjT3xO92wC1zpzvGzy1coGn0u5jYZDkymkj1UJeC54vtcKO4QUx0+Pn2Xv1y+hKoEdL0Y/2r9UTxf5ZsbJ7h8MMeJXI1KvCvql/qYl9ZPcnM0w7O5G9zplrjbKNEOVRifyK/hBBrfWjvOS7sn+bXCa6Q1cWt6syqBFODR4gYj12A+0eLR0hZrgyIziQ6ur3I+vc2f7l5gKdGgEhftnv/5+J+Q0McMfJPZRJu3O0v4gcqf3zzHy7UVLjUWud0oMZXs8Wz+Jp6vcjJR5Vxym2fKd+h6MRYTTZ7J3+Ld1gKX92fZHOb5pzc/jq56LMSbHMsc8FBmi9Y4ztd2z7AxzPPJxVukjDHLSZFMWLH2KJtd/EAhZww5n9rman2GkWvgo/Bk9h6brRzvteZ5rXGMM4kdjlr7rHfzZKwR50q7rPZLk4TWd00S6piGneT91gym6vKdg+OsdovcHFSYMdsU9B6NcQI/UEjqY8a+zk4vy1qvSNIc89H8KsXkAC9QUH7wGxFA4P/o149rqY4EAuu+gO7rgC/H9kAT+MKNi9Rt7EDYGBEkYXagtyB+plJRSpBHkeEaOy9V/7CsMJyS4Kt6kNoSOmFqR+COcVqZeJL6upiNaEOFcV4qarMTTLjq45wE3tS2JJXh9GFQjmihEA37iI2gXVAmBiUEwi2PV0VV040LRt0+cRgwvbgy8VDNrnnE6pL0rLZg1HbhMFC7yUig7f9l7s2DJLmv+85PnnXfV9/dc89gMAeOwUkAJAVSpChRtGRqbdE2bcl2eMOx6whv2Gvv/rGxsbG7od1weFe7ki3bUliWbFGyRJEURNIUSBwkCIIABhgMZjBnT9/d1XVfWZWV1/7xsqqHJGQFwtrQZERHTHdVV1dm5bzf+733fZ+v9DXsnJRWok1RwGRu+1NnpnHInNHGsrBpQxmc8vUDQxY3fiCtnCCaxQ9WFoJxmqm6abLLEf5N8APQNcFFK1PWjjYOpuqlaCPk11tM3bTUMVN1lSibgimb3s6F1MqAA1vHyXEP3td3Hx8o0KdMm7wxwPNVbnZLjH2d77UOUbOFXbPezfEr159h5BnkTItPzbzLsXyd/XGK1X6Rm80ihuLxBzfOc6kzzydPXCVtjPjm7nEuWws8lFqnF3Y5fnvvMVYHRW4NxB1qJtHlwtwGPz4voLTOOMr1bhld8TlZqnK5N8+tUYXHC3f41PIVzqa2MTWPq/1ZvrD6ELruYag+f++9z+EEGivpJmeLO/x4/jIriSZVO00uYvF3Sy+xZWVZicuE6Gu1FS735llJNtkeZrkvucuJ/D5fbj1IfZhk1uxwPL7HrpUB4LFDdziarnE6s8uJfE1UQNoIRQn4XvsQ36jfx9Yox/V+hacz1/hO+xhR3eFnVi6R0m1++tBl0rrNy7tHyRoWSW1E1hxyvrDFZj9H24mRMkf4gcovLz3Hr25+JEQ0d9i0cngoxA0HN1A5ltwXSFlxn2o/RSXa4zvtY+y5GWYTXUzVoxzpkdDHPJ6+xbHEPpZr4qNQifZIGSPS+ohKrMffXvoO7zZnudhb4iv1B9BVj5wp0LndXpqlVItStI/lGHy/s8LHK1e5P7HzI5OxIDXx9/v6izom6OCJJHBSN55Av4x+QOa2L7JKM8zk0yEHJgzAAJk7HmY3oLuiSZ23GmD0RWI5uQzxXSnDTCYu3ZiCVVYZViS7Vh2p70+mVo2+yC7tvMJgXhVGjiKKnNSGL81QVewLleBAUz4qTDAGMig0mAvQhsHUAi/aCN9bclJ/lr8XrSvToS03JuUpgN68JkNIKQU7o05NzwNV7AyjdekPGD1CdoyUVfqLQrvsL6oEumTKQbgD8Ex5rxNHKt+Qc+ic8Ehu8AN1/qm0NTgwSbGzwp53owqRtpSD3BhTlywp5ci5TRYIL3IwbOVFFPpLogwyuxCrye/6plwzYzDR/8via3ZksXYSB9Lau4977b6++/hAgd7xBXXwC8uvcCxdo+dEOJvZ5kSqyp1BgXY/zl87+n3i+pi1XoHvd1Y4ldzjzqDA/iDJqcI+66M8nz/1Gp8qXeZ6t8xbu/Msp1skNVssCo0eTSdBVBPz7gfSgjc2VY/5aBsvEG2+G4jEcq2bpz5MkjWG7NgZLnfF7OSl2jHOZraZj7U5kq8TNVwWkm2y0SEtR0oyMc3hO93jDD2DW+0i5UiPP+w8yNOFm6JKseOcyO5zvVlmtVeg70RoOAkSuuAMjqTrvN5e5nc3HuKzc2/SdmJ8JHeNtV6Bi81FTiSr9JwIbw+WeLp4i1OpPR7N3WGtn6c6TPEv1j/Me40yjVGCb9dCzf2gxMAz+R9PfJXrvQpf2T03JUB2RxG64xh/qfwWh2M1fmH1Z9lsZXm1cYieG8FyTeqO2CqeSu9RtdN8a/8E89E2f//oi6z2ChQjfV6si91iZxzl1f1DrPXz/Lutx9kY5llJNrgxKDPwTN7ZmufOoMBspMO6XaQQs6blp2dzV7lUn+dKY4bHZ+6gKj6G6vFAcZuHMutciN3hlfYRuvb7yRP+lK+/qCNE6fYXQ620G0yZK8YgwBhK0zPQJhp5CR4TLoydlSZs65jGMJyqjdV9keTpB4THCVFR8QMJ2IQBL7xEkyzSSSjTQZ4gnP6cNP9itQO1yTj0XHXjYTPRYRpEzY5k5UZPlETRumT0RjdADc02Im3JaFUnbBxrEwSBPJbYFtXMxOd1gmt2UrIg6X1ZgNxwkZhgA1LrQYhyDqZTtfpA9P/t47JwxveCqb3hhBU/rMh55a6oREIrRsU9KL1MuPaaLdfBi0L3sDKt3UeaUmrRxuFCNpBz0K1w0Qv7KImqlIm8qFzbiWtVoIJdkNJPJPSSlTco5zlOg5MOiLSFqf9+99E9dV/fdXzgydi+G+Fif5nVfoGMMeJDyRuoSsDPVi7y9PItSroYXw8ck0s78/S9CB8vXiUTGTH2NeYiHb6w+iB/0ryPzihKOd0npdusWQXaTpyL3SXe3FvgJwuXsFyTzVGektlHVXwqRpevbZ7ihdpx/nLlDQCqzTTleI/6OMFqr0h9mCSjW5zNbbM6KJLSRqhKwKFsg5V4A9vTud6rsDdK4aMwH2kz8EyssejXa+MUI9+gFO2jqz6H4nWenr2FqXpEdYd1K0/WGPLm3gKnkzuoSkDSHPPbG4+SNka80DqJoXmYqsfXtsUs3fZ1/nDjHJc7c1hehP/z8O8T0x0agzgn8jUsx+Cx4h1qwyRnU6Jm+n/WP8rRVI2/tfAKM5EuG4M8x/J1ek6Ef7/zKJf78/TGEaKmw+OFOyT0MT8/+z3qdpIniqsUjT6PZ28zdA2+vnaKVzrHWEk2cX2Nf7T4NR7JrLGYbBHTHYGk5be4WF1g7OucT20BcHSmxtjXebu9wAu14zyZv03dlu7gF6sP8ddXXuMjczfZt1MsRNuk9BGrvQJ7dobf2P8Q89E2mciPDkzda7XMQBPFhdE/kA6OM5JVDysK/Vl1WkZQQhKl4h2oRKTMAel1X/C/Y2nsie495LP3QtejkjxfD9UxAJ4huN1YLWA4I1OZka5/QHoMg76vHZQkZOpUERlgWOs3+hJoQYLXZOhH6JKE6hRpOHox2ZkEoTxyUp6QBUpe2zfEIUtQDhIIA03eqzaS10tshwYnAVL20cXAw86o0n/ICzhtshNJrctC1l9UQka9LDqqiyiJegdmIXZOFkprVoL3pH9iZ+Xckls+ZjvM8AOxAJSeiTJVLNlZZcrFd2TMBauohvaRshCN8vL6ALG9gP6iP63ThwAAIABJREFUglVWpibxvi73heoIhsGNIRiIH7iJuOfu67uPDxToB66JHyi0nRinM7tsDbJ8vXOG51ZP0/OivLJ1mF+78xR6aDj92OIaN3tlvlI9h6b6mKpHdZzmrxy+yLvVWZ6auU1zECetDwWM1amQNy0iuseX6g+QNoVXM/QMLu4ucrG3xCcX38NyDG7bFa40Z/jvzv8JGWNEdxzl2fI1llJNblki2ey7EUa+wRO525xK7bE6KKIqARdy69xpC1q36SYomgM+ufwer9TEB/faQOSMUc0hro55YfsYc4kObTuGrvpcas2TjY24blW4kF0D4Fimxo6V4UhCyjYx3cEaG8wlxWTk6dlbDJwIL+4f43faj7KSaPLo7Abn0lvMJrrcHpQwNI8Fs8HfKn+bw6kGdTvJy90TXOnO8khujbGn0R5GMVWPtV6ec/ltHp9Z53q/wp1ugd+rXmCtn+fmoMxL9WNc7C6Tj1o8Mr9BWh9Ss5N8d3eFX9n9Ma7057BckwsFMS+51Jrn8bk1bE/nxcZxTNVFVQJmYx1aoxiG6vH8/km6jqSfHytdZcMucLNXIqY5NJwEt/tFzuW2aTqJcHEOGL0PvRL/T/n6CzoU96A5OE4rGFZApKEImCvMAFPrE8mgKE6MvtSXJ8FPs2XSNNbwxeJvFJIQRxIIJ36rsf1QJqjIOcdrPmbvoBGoWxKAmqe0UN4ZhOWC0DZwLIuS4iMwtCRTpIKdFV29EsoofVOY9tF6iC0eSAnJ16RnEN/zhbXvSCZsdgLcSDg8JJXIUDIqJZ9xWuSamhNMEQfDsrzv2H5AdF92F1ZJSkxu7C4NfwSsWWHIiENVaDKSkx2OfheCwM4KNsLoH2T/+kAW4mhDFgMvIqYnsmMKiO37U/9d1ZWBsIlb1rCsSpO2GUxr6xMs8gRFoTpyD4yK8nNjIM9VJ5jmsFQ3MXefqHZ+4Pgvv6814C3gufD7Q8BrwC3gd4GJVjkSfn8rfHzlz3rhD8ijV4hqDhd3F/nyjTMcS9fYsrKcKlf53e2HOVmqUon3GXk6Y1/nwdQGP1N5k6jm8GzpGlv9LLYnWN0PL95CVQLOlHfxUPlQ8TYJY4wfKBzJ1XF9lb9ZeYUb3TJPpW9wslTlSLzGjX6ZBwrb3LEKrGSa/O72w1QiXebjHV6qH2PXynC9XeHd+ix/e+5lKYdYFY5EqhxO1Pn8wnfDLF9KUXl9wOFYjbqdJGMKl/3RzB1utYs8lNng5cYxMrGRMOIjFmNPY6udJWnafDx7hY4bpzOK0nGiuIHKnp1m35bdwv2lPR7KrHMoUuO97gynsnvoqs/AjfBWYx43UPnK9hlOpqpkjSH5yICqm+Eb3TPkzYHQMxWP3li4Ow9nN3h24QZPF24y9jRe2jrKx7OX+XD+Oh8q35bXHgtf58HcJscTVU6kq9xol2g6CUzV5WOL14lpDjHNQVd9Xtg7xo8VhZUfU8e8snEI29XpOxGeKd7kbHKLR8vrLCZanM9t4foq19tltu0cACPPCFn0Qy5k17nSmSWlj3ivO4P/fs1Y7s1aZqBKNptZ83CSkoWOwunRUS60t5sE2JRosQNNAoMxEFSv4klTMVBEYUJwYA8IoamIH2DNiVTQSYevHUfKILnQzjApOF4/IrXgaENQvWZPSif9RcBnqhl3EzBYUKZZPoSQsNgEuStf44wE18lk6KTO7huhy1W4INl5aUprY9kRKIGwXaags5wEci8Svl4qRByEihfFh8SuKHx8g6kePtI66IUESqi6CaSBPZhVxdjDF3/WUSHAzsv1DVRlyoUfZ+V6OSkZ0lLHgAKDOWnmokKgimJoQs70NUjs+aiefIajgjhQjQqyMNlhY9voBdNznM5MGAcLqB/KVcXL90fvoT+H+/ofAO/d9f0vAf8cOAq0gF8Mf/6L4fdHw8d/6c964Q8U6PXQsOJwocEnjr6HE6g8mNmkEBnwM3NvMxPtEdUdLmTXOZys8+/XL/Cl/QdEtucm+CsLr7MQa3GxtcjeKMX5xAZ5c8CtXol4eIXnI210xSeuj/l65wwADTeJrvp8u3aUlG7zVmMeTQl4KneThDHmm7vHWe0JUtfxNPa7SZIRm9+rPcIbjSXq4wS7To7XG8vsOjkudpd4tLJOexzjpfoxfv364/gonEhX+X59md+88xjlRJ/X28sArKSafK7wXXatNIcSDUqpPp6v8qsbH+aLt85JszjaoxLtcXF/kYFr0hjGOZfe4oXaCf7t2uMsJlq8XluiEusx9AweK61xoy3I4aFn0BzH+cvFN9gc5bnYWmTgRmjacb6/v8xD+Q1abpyXasd4o7HEN/ZPYdkmR/J1fmXjo3xp7zxOII5P54rbHI7VGHoGb3XFdnE4lmCsKgHDMDC/05wjYwypxHu83l2mEuvhofKpI1dImSPmYl2aboINu0BzHGcx2mJzmKM5jKMqATf6ZVLaiM/NvYYfKNzslVgdFvnJ8jv4gUpUc7jdL5HQfkhieS8OloTBcZxW6C5pokjJSBNuMCtKmEA74J0ntySbVzwpmQzmFPyIZI/aKMBNhtrvMCuUJmDY6NMVIo1Qj+5KEIuGHJqJ6Yadk9+PVQ8s6xT/QFES3xMAmDomDKChRr4bZqRjYfVkViWddFLy/NSGKGwm0kgnoTCsyCLiJEJVUQDJdUit+4zycu5eRH5fcaXkNE5LZp3cFOlntBlMtfCjggRFYKqNH5ZD7HI7CIe25P3ZOSlNRetSj4+G/JtxWpDNsaosoAQhTjkceDK7iHLJCUK0gjL9LMyQTeTG5Hle9C7Ymc4U2qaFTlQTQNwkwBsh6dOaC4N/aCgzLMu1mZjMTPj50+O//L5eAD4F/JvJXQl8FPj98PvfBD4T/vunw+8JH/8x3nfpOTg+UKDXFJ+WHee/mnmdoWcycCNcG1RwfY1ls8ZMpMOHc9dRFZ8b3TKZyIhPlK7gBSovV4/SdJNktCHz8Q69cZR/u/UEPTdKaxTjan8O29X51v4J+k6EtG5zPrHB8fQ+f1w7Q8YYciRdpzpK8Q8PP09nHOW31h5lPt7mp+bf5Xxui09VLqOpPrPZLodTDbYHGQ6nGjyZFWxDaxQTc+zEPgndZugafLJ8Bd9XZWiqW6ES7/HUzG1mYx2eLbzH2NeoDlO8PjyM42n0vQgx3WG/n0RXfH7qyLsYis+ncxe5kL7D3zz8KmNP575clZfqx0ibI2KGw+FYnXOFHfpOhIFncjhW43i2xmyiy7qVx3JNfr/+MIbioas+q/0C53LbzCU7PJa8xcCNMHQNKrEepuZxuiS+uCupBtV+ksuhebqmBHxp+xweKhljyNYwx0Kmw41GiYwxYuDK3vNCcZ2BG2HkGXw0d41ypMdKtA5AxhAPuTcaS9Ks7RZQCahaKR4ubXIkUydnDrltlRj4kRAJ7TP0DF5snaDrRmShGMV/5D5XkMD3fl9/YUc47DOZUFXdsHnoi47di4ROSkgg8E2mmOJoLXQhuiuIJLYmY/hMaY8TiFcQer86SWVqRSjKl4DuYck4k5vCghnMCZ5gWJZSzzhE7+qWZNF2NsQK2AeOV34ojZxilDVCY3KpO3tRKYtMEAlGVwLaZLp2or3vLaqhPDTk0S9L1m9nZGGaTKm6cdmJqE4Q6vllwZxIHRUvILYvfYFADQevMkpYCgqmA1teVHYFo7yEJCchmnmzG84CqNIbmGTZgnlWiLT9aZ8EZKFRvQk0LpyYjRJO40osnCwqk/KLPpRSj5NUQvMVIPw7k0Uk0pRmshc9YP/80C30n7uvi8Abd3393fe5C/8v4B9zUOwpAG0gVPazBcyH/54HNsN/u0AnfP6fenygQG8oHvvdJM+37mOjn6PvRGiP48Q0h1+6/Qm+sXuKppvkX779NKfSe2iqz+9sXSChjzE0j6/unGZ1WOJMaotc1MIPFG53ijxTucWj6VUUJaBuxcVXtVvi2+3jlI0eny5fYibSpWT2aI1i/PPVZ5mLdTmeExbMxc4iTSdBVrN4uLBBKdYna1hkzBHVUYr/VLuPZ4o3eWrmNuvtHF/bvg9D8fjM7CXqbpLHFtfouhE+VrqK66vYvkFSs6m7KY6n9+VcCDiWrXE4VufZ0jUM3WMh0SauiovSHzQfZmucp+9F6Yyj+IFCJdajNkxOfSP3R0kKkQGPZNZ4p79A3hhwPrPFcrzJI7k1ns1d5XqvwolUlU+Wr3BnUEBVAp7vnKY1jnEiuw9AexRjq5/ler3MrW6Jp+ZWSRo2q+0Cf6PwCmfzO/ScKJoSsBRr0hjGmUn1yBrWlDb5en2Z9liYsb+z/QjXuxW+sX8fr9eXqdlJum6EwdhkKdXCCxScQONn5t7GCVS2BllOJXaZj7a5PSoz9AyOJ/dp2glqwySWa3KlPcNSqjWt6f/AcY81rSa14UgjDE6usF0CDTK3JbNUHchf83BSEnSTW8HU2DpWlazPSYa8+FCmOSzJQFWgHkzRTlQ7E5mmHyo+NBtSd5hybhQ/1PWHSho7zK6lFCINz1hdyhBWWbLo+J6gFayKguZIL0FxCQO7lGN8/UBZM07LuThhQ3dUlJ2LGw8HtHyI7itTz9XJ5syLCEhssoprowDflHM1+mGJJSO7HzunYBcOSJbDktTRQUo5WqgAAqa18Ug7mF4/X5dzsyoymau6CIMoJrsLJzFhEIWTw42DentiR/oj0Xr483HYv3BD3k6YcQ9mlbAUJiiGSZav+NIDEbSEEEXNjpxHvPp+Nfo/9b6uAw/f9fWvfug3fxLYB97887qnf/j4YMYjgcbfOfkKa6Mi+eyAgjFgy86hKj4ns/sMPYOv7pzmgeXNKXvmVLZK3hhQtdNkDYuuG+Vb9ZPYrs7I1fns4kWer53i7WCBYnSA42v03Agpc8TuMM3xRJVfu/MUY1fjw3O3iOrSJJyJdFCVFIdjNb7XPowXKPzHvYdZSjQxVZfv1VY4lG6KN6oScKU/y/fWDnHf3B5LiSav1A4zn+hwp5snExlxONngm/WTxHWH690yK8mm8GKiNV7rHGIl2iChjblllQH4/KHv8e3WMf5k9yTleI+qleLjs9e4MajwU7OXaboJMrrFhzI3+e2tR+m4MfatFJZpoqseY1/nSj9Pw0pwIr9PWh/xhd1Hpubq36yf5CfKl/lW8ySqEjD2dVZ7BU5k9vnw0nXWRkWsgsmNbpnPZC/yW84TzCR7/Nr+h2X3E2nzhdUH+ejiTRZTYhjy/OYJysk+wNSE5FR6D9s3SOiCa87pFpe7c2wPsvz1lddwAtnRvNZcYaOV42ihLn683SVBUvvqdIL4Qm6dL945x5mcOE0Z76OhJziYLL1XDsWHzhEhLtqhzlofSRY4MeuOVQOBb4Wp0TgTBhibKRNnamrtSTkn2pBgODXJDjN/fSjNzNRagOrJ607q+F4EVEWCjdmRRSO2FzY/wyEfJ6kQhHViow/JHQ+rpOLGhaHvJCQ4eqYEtGgjmNrfOQkFX72rtBEJyxGW/P3ekkKkJec7CXhWRTTl1szB4JGdkxKW6kp2PQGOiVdtMJ0+dXRR00wmTqMNwRFHw/LVFGecVhiEk7SKJwviqBQQ31Vw4pDYDhe5uMwPDEIWfqCK1NGNKUxcswhk8ZpwiSZoCrMrZar+4gFULdIKyZdZyejNLuE9Gky5QnZOGvODjIri/ylbz/+y+/pJ4NPATwBRIA3830AWidEuUtrZDp+/DSwiWb4OZIDGf+4PfGDWTceNs2VlebOxxPdbK+xYGep2ku/vLvF4dpX/7fgX+auV73O1O4upepiqS14f8HZN+O7r/TztkQz9FGIW23YOU3WpxHpEVJdPzbzLelcafVHNYXec4RNz7/G5Q29wX3yHlGFTifW4YxXZsrJ8LPEefSfCyUSVpUSTnitkyQ9VVolpDvOxNrVhktPJXe6b2yNp2PiBymKyxaXqHIWYha76bFlZDiUajDydv7P4shh2OAkMxaUY6fNE/CZOoFIbJUnrQ9ZGRY4marStGJZrUon3mDXb6KrHlf4cR6NVOm4cy4/wU7OX2Rjm+QeHvknaHFEwBjTsBPPxDv/LyS+TNYYcjVbZaOV4srQqcwS6w8ut49SGSXpOlKcKN2UH1C3yleo5qnaaS815ZmNdfrP2JCljxMAx2RlkyOhDblplKqk+HSfGTLSL62ucr2yTiQw5ld1jJiFGKbZv8F6ngu3r7I3SdN0ohxINlpItbg4rEtB9lZ+bfYP7K7tUYl3mIh0s1+Bj+aucSe9wOrvL3ihF34vw8MwmG4McJ1JVbneK+P773GL3mOoG5D+pPpQpy0hLhotEr+1jZ0U6aM1KGSRQw1KAznQqUx9KYJgaUo8PBn4m3JhJqWCi0rFmhdIoEC5pvOpWWErISQbpJJmSMd0EUy9aNyaZtJMEq6ROzTKchCJMnqj8fS1cVFT3IMCpDqCGE6dpWYwmw2HaSP6OPpJFa8KkDxQpZ7kxpqURa0YCc+9QOHQWqoS8qEL7JFNaptkLwt4BoYsXYYYcWhCGwT62H0ztAd2YQnxXGtmqy1TFpFsiXVWdUELqS7nHM0OpaUwJm8uCSlA8pjsSJyG7Fd0SuaviyzkMCzIA5kVlwRoVQkRCRnYuinvA33GS8jlq4z9X1c0/RQL5CvBXgG8BnwNeAP5y+JzPA18O//2V8HvCx7/Fn9EN+ECBPqMNea8/w5FknZGr80B2k+v7ZZ7O3WAu3eX17jL/cvcjfLt3nPowwf2ZHTYGOSzfZDbV5eu105zLbfN05RYPZjb5mcpFPpN9k+YoAQhL58XGcRZTbU6mqvScKNc6FVqu6OujqnDW/1LxIgPPJK47fLl7HlUJuG2V2BmKJuxyd459O0Ul0uW7+4fQVJ/VYZGha7DRyxFRHU4mqsxnOgwck7g+ZruX4fX6Mj9Zeod/t/MER+I1VAK+Uj0npZn2w7xRXSRp2FNFyTd3j3NhboNidMCZzA7P7Z9l6Bnc7hZ5rnaW7VGWjhfjYneJmObw/65/hAfSm6xZBf7a7Kus9gr8bv0RdNXjy7XzJKM2bUcMUjZ7WY4l9jmd3WXoGTi+TiUurlbz8TYXqws8UlxnrZ/ndqfIrV6Jx4t30FSfPTtNw05wOFVHRRqw1WGKoWfg+ipblrDmdcUnpo3pjqIMPUP487tHaY4TJLQxrq/RHsfJmCOeb96H5Zo07ASvNVeYi3X5ws4F1oYF0vqIjDHidr9IzU6yEG/joZKNDokbP8y7eX9lwl/oZKwukj0nqUzxArGmqD6chGR5iS0Fsx1OkaZFlSO0y4MhplFJGrbWjIJdDBUcgQTGaEOy6QlrxujLwmD0mP4vHJVC0xBdIdIMTUcG4XSqEjZ7bZEqxuqy4OjWgYZeSJkh5dKRoGoMpCY9LImSx5X/atJM9mWQKlb38Q1lOuEbqwYMSyq+ecC8UXwJ2BPkr+rJew9USK1Jg1a3ZPES6am8/+h+qLpxCM9H3sM4o0zr6hO0hBsVzfsoL69h9EIm/MQdyxa7w4kt46TPoPigBJKtT0plgjsIcREZmcidDIUpQbggmTIfoHgSuAUHLddJt6Rk5pnh5O44mOIPvAhTa8eD4/+X+/q/B/4hIqMsAL8e/vzXw+9vhY//kz/rhT5QoN+106y2C6xbec4UdnmzvcRHVm7yh7sPkDJHbPZz9F3h4TxducXL1aMUIhaboxy9saCL7wwKVIwuFzuLrNtFrtgLRDSXZ7LX8QOF3V6aq/sz3BqUyJhDspEhl1tznElt8461yP2ZHV7qnmDkSmlAU3yOJffRVY9/uvBVqsMUny69zX3JHZpOgk/PXwZgvS/dtM8vvcq77Tn+YP0cHTvKdjNDxhjycytvciRT59vt4/x46Sp3rCJ6aAJeMvs8t36ahyubbPWzLCZaPL95gifKd1AJ2LXSeIHK0DXImxb5qNj6nUtt8tzW/SzFmmxbGWK6w+vtZR7IbLA1LlCIDtAVn41Bjo4d47858gJOoAprPjbger/ClpXlF2dexvJNbjRKDMYGfqDy80deZ3uYJWXYrKQbmKpLXB3TsaMUjAH3p3cAWO0VeGXrMIdTDR5IbzIX67Icb6IqPrVhku/uH+JCZYPFaAuAZMSm40RxAhUnUFmIt3kgu0kl0mV/kOR4cp9nijexfZ3DqToD12R7lKVhJ7jTKvBY7g6v7B5i6BmsNgqMvR+qDt6DqhvNZso8sbOCLO7Pq8R3g6l6RnUlAx0VFaI1GarShgeDSPpABp8ibQnG+iBE3OYImSkQa/pT/opvKGG9V37XSctCongHF2IS0HorkgEPK8oUYTwIiZqTRaC/KIE6sR1mxaFUsr8gwdrsCC1St5haJvpm6EdbVCUAxxSSOzIHECiyG4CD0ocXISyLSGNUSjvSq4i0ZShqgk8IFHlMGwf0DkmA9M3QILwnjw0WpG8QaftoYV1d+PMTvo2cf6DKdfZNKcmAfF7xqo+TkIlVL6pMDcCn/YuiMjUZn+w2ZLBJOD7jrMDl9FDSOipIrd5JyMKjjQ7oluNs6H/rC155ooaaHn9+9/WLSM0eYBV4BJFRfhaYtIFH4fdHw8dX/6wX/UA1egUoxgcUzQH1cYKfLL/D2qhITHc4lGhQiAxY78sgkhNoPFjc5Jsbx1nMtvmxynX27AxOoPJq+zBP5FZZMBv89u7j/NdLL/I/XfkpPrJ4E73gSRZpDJmLdLjUmeezc2/SdJPc7heJ6wLcOpqq0XOi/OHmOUzNI2na/KH5EKfSe9wYzbJmSRP6128/zk8cu8rF+iK/sPwKX6o+wNjX+OTie2iKz1vtRRp2gqE3T9YY8uPZy7zcO0nDltRHVz3y+oDZVI+xr/Oh8m0qRpfxjE7VTtO049iuzis1CaaC71WpDROU9B4PlzYpGn02WjmKyQHz8Q5vdZaIaC5RzSWmjfGDJG6g8i/uPEPMcOjZEZ6ZvUVUdXitscL/fOvTXCiu81Bli1vdIhf35/mpk2/xqnuYQmSA7es8nl/l63uneaZyi1WrSEq38QOFlVST45l9qsM0q70CpVifojngcm+Bs7ltkqGE4LZVYugZnMpWUQl4pzlHOjLiaKpG1xUd/0KqTVwb85XtM9yf38UIi5LzUTEXj1Ycnqud5cnZO7y0dZRH59ZJhgqeH7iP7rEaPUgAmpiADMvKlBXvJAQvoFvB1D/UzglwbJwSRcwkc4+05TEvIo3A/iLkrkk92c6GTPVQnWN2A6y5g+ze15WpKbXiye8HYXkl2hDdt24d1NJzmx7dJU0WpSVlKvecIJW9TpjtespUG2+2BR0MyrT05IQmIKOi+MMOfXFpUseTjF8y6EntWx/BcMK7NyDSFUemcQhAm0zaBhrTQJdcD6Z4hWFJgZCPk7khyphhUZXdQsOnVRRuzaSvYWdlRzEsySJ1N+9mHJq8GP0Q1GaCOgA7czAZq1uTrD5cINqimpoEcyVEUQeaaP/tjDJNfycmLcNyaEpSEg7/sKROmUF3H/fifT05PhgCQR/z6col/mT1BDPRLu/0F6mNU6iKT9eNsjnI8XB+g7OpbeYjLd6oLXGuskNcH/Nub45P5y5Oh3VUxef39x9GJeBfbT3NkXydr926j/1hilKkT8+JsjYskDFHvDtY4Bt7p3i28B67VoZStE/dTpI3B5zO73EsU8NyTJxA4532PB9PX+ZvVb5N047zV0+9Sc+Jcja/wyudY6TNIYXogNo4yazRRkWmN/OmRc+N8svrz2L7OnF9jO3rbA5yrA5LfHLmXVL6iO1Rll+7/iG8QGHk6Xi+ytnCDj8z9zYAL+4c5Vx2iwulDf79zqOUzB6X+/P8+PJ7PDtzjYVoi58rv47t6Yx9jbVBgY+VrhLRXIoxsUGcSfTYHmapjVPMxrs8Xbkl5t+BykqqycOVTf6o+QB+2Bk8mdzjX771NCNX5+nUdQAOxeq0xjHmo22Smk1tmMB2dZ7KSa9BgGm2LHROAsfX2OlL6Ws5VucXll9hKdGi48TIGRaPplbZHaTpeVEOpZs8krpDyRQgWm2c5PXuId4eLPFEbpX3OjPkE5bsVEJlz92H4r//11/UEWgKw4pCcsuTIaA+00EcmVaVjM5JyWIQaQUMi2ooXRQJomjk5fViVcloE1sSdFKb3tQ8ezL9Kox4poM9+jDcJYzvUq2kQpVJOK5v5wIG81JG6BzWxDwjK0bivhHybsIBqUA5GPhRHUEPiNxSmfYj9GFY89cFnDbR3SveZPJWme4c4lUfJ60wyovpyeQ69RbE3cqLgjUTLoa+XDNR8RywZCZKGamvS6nLM+V9OUlxiYrWlWkW7Cag8J6L6sE4G6IdYpM+ANOmueIf7JwmiGmzI6UxJXwvIIt5f0mZ9jwCHZx0qLDxQqpmJtyR6HItjZ6cp50LXbSiIm+N773fIOC9dV/ffXwwhylXDDvOzW/Tc6Su++LtY1yvlVntFcmagizesbPUnRQLKWmELsSFE/8b1adk8jVeY8Ws81TuFrrqkTRsWnacDy3LDqQS6RLTHJ7NXeVMcpuhZ3AsU+OrtTOczW7TsuM07ThxbczuMM3tbpGZUI+ei1h8ofEY//jqz/JM8SaPJG6z2iuwYeVwA5UnMrenk6hv9ZdYSogy57t7hzBVl5VUgz9ZO0FEc0Uq6JhsWVk6bpyLdcn+n12+zjPZG9xuFvmr89/H8TW+tn8a29d5duEGX908Tc+Jciq9x1vtRfLGgJjm8L3mIU5Ed9kcF3gyd4uUblOIDLgymCdrDsWOT3MZugafLr7FpcYc1WGKV+uHKBq98AMLiGkOH85e40iyxu1ukTdayxyb3ydl2vzy5o+RMYasj/KstaVcNRPpMJ/s4Poq7w3m8AOV+UibDyWvcyJdpWAMuC+5y2cXLgrgzSrzRk/KL9daZV7YP84f1c+xmGrz9fVTNO04f1h9gKjqMBvpiHGJnWA+0uLlxjEezG/yE7PvspBok/ihGr0S3Hv/IRS3qeWmAAAgAElEQVRP2O9WSZsGqtSWR7QlMj/fkC29ZofSvLggDtyYBMn4TphFx8CNBRJ0FKam2/05oXdNiIp2YUJUlOAyqfGrjgRxcZ+Sv+2GrkmeqRDbV8hdFa34OB1Mbf6UQHAIk0lUox/62wYHtXwnoZDcFlSwmI9LaWbCb1edQKZTc6JOGczLOU/KFYNZKWUpnmS5Zltq3Kjy+25c+Ph2ToKkb0h/QPT2B9Otw5I8X7ODqWE5yMIUqDDOSVnJ7AkSeVDW8EwZ4po0iye9BN+QxqwMkzEtD42zsguZ4I0Hc5K9iy6fqTNYtBYQrR1cG80OhK6phI3esEntRaTPYefEaMWNyYL3A/fQPXhf3318oEAf0RwuDRbFyamfxwlUPnPyEh9buY6heow8ndfry7zVmGfoGSzHmwwcMc62fZ1TyT3ebixg+SZ/1DiPobhcyK7zUGaD+USHmp3knyx/jb4XIWtY/HH9LIYiTks9N0JcH7M7ypA2hzxTvMnrzWWimsOhdIOxp5ExhiT0MV6gcLa0y+XePC92T/H5xVcxVZeWHefN3goVo8vbzQWyxpC9URrPV3m4vMk7jTludMp87tgbbPRzjH2NfFREv5Zvcr6wzceK79Ecx/lu5yiL2TbPN+9j6Bnoqs/I0/m9tx9iOdOk50a43qvwSG6N670KV7szlKJ9Xu8f4rm9M1zsLqMqAY6vkdJH3Jfa5fHsKovxFran8461xBPlO8zHO3x27k3+xY2nadgJOk6Ul7eP8K3WKZ7fPMGRdB1V8ZmNd5mNd/F8lcVoi4dS6/z9Yy/xtc1TXO3PUY70+ejsDR5O3SFvDoirNq8OjnEkus+OneFiZ5G3e4vMR9t8Z/MwzXGc250ihurz2bk3iWkOZ1PbLOdamKpHexTjcm+eN5tL2J6Oqbk8Xz1FITLgSHSfq/051np5vB8Bd3PP1eiFSikNvQmmuHNIoz+nhk0/0WFHWjKp6cYIqYrSlHRSB6P/0boyhWlNAFuaHdA7JM8PdIjWmJoPieQyLBUZUic221LqkLJKqNcPyZZ2TsHsgdlW6C+E6IFxgNENewQdef4EOjYqTDC8AZ3D6rQENWG2TDL3UUEJmfySXUcbIVpZkYUw/56Lk5Rs3AwZNWYvCE1QpGwT3w+mblMQloZSAiFz40wD8rAY4plnFdKrfkjPlJq72WJaFkMJjdbDMo4XldfrHJFFx+hLY1qw0aE6SBVZqhc7oH6aPVmEE7t+2ACXxc+alevnpDjAOIzB7IWfpxfiFOoyJ+BFZRGdYJV/9Eb6U77ugeMD1eh9VJrjBM/kb7Jh57nZKzP2dW40SgSBwoOVLXLmkEqky2uNFVKGjeurGIrPrXaRph1nLtnh5epRllItvtM+Rt+JkIuI7d2xxD5fbD3E2qBAYxjHUH2MnEtaH/Kx3Lu8OTjEpdY8xeiA11orVGI95qNthp5Bz4mw3s8T1VxWW3kuzGzStOPToNZ3IjxdvMVNq8zr3WX6jknF6PJc9TQ/ffgyL1WP8kBxm9vdIg0nwdF0jYEbYauf5XxhizcaS5RifYbeIt1xjM9U3mLRaPAfao8T0VxW4g2udmeoVDocT+5zrVcR/nvjCGlzxEfz1/hn7zzL50+9xjOlmxiqS0Yb0nITXO7NY6geN9slnqys8rPzb2EoLl+pniOqOfxW61Een1tjb5jiZKqKqXr8dOEiWcPiWKzK1jjPrUGJ+WibM5Vtfuv2I+QTFvOJNudLO6SMEc1xnLca83zLP85Moscrw8OspJvsmyludMps17PcN7fHW/vz/KPTf8K/3XiCzy+9iofKV/fPsNNPcya5jR8opM0RlZhINpeSLWLamNV+kYjushBr8WZvmZYdpxAd4LyPvPJeyXKmRzgZOsqHQKt+gOLL1CVIDXnSjIy0JJAqPqCC0ZYSgRuXJq0gfhG/1dDuTh47oFAG6kGN285LecDsSmkn0hblhxdFEAKulFkCVerhVkkV/oypTA1CRgVZqMzuAcwstukLZK0mqhWjH0zNyxXvAB4WaYWDXH4IUCtLkIztyfm5cdHfDwvaVFroRQ6mY+085K55tI9qDIsHnB1ZEMJhtJ6UpwazErxj+7KQRbZgWFZFJpqSrH9UCgh0VWSdY2Uq6XRSCql10ctPMupJ3T/WkiarG4NoXXYEnikLUqTjY5XEsLx1QiW5FcpMA5lqNqyDBm+gK4zDBdAPCZgTjMXECF51JMP/YUtIuAfv67uODzgZ67JrpXlu7wz1cZL1do6Y5vDfHn+Bjy7c4Hvby+TNARHV5eHCBueyWzxSXudmt0RUd/F8lZFrkI9KR8lQPca+xrH4Prav843dk8yY4ur0C8vf5aHCBht2gYjq8q83n+Z2v8jhVIOY5jDyDAauyVfW7p/q62fjXX6ifJmfO/wWlxuz4TCQzu9VL/BwfoOGk6BhJ6haaTKRkfiuzm7zcvUoJ8Op00pcTLn9QOVkco8PlW8zcCN8ZvYSRxM1tgZZOuMov7H+JP967xlmox2ud8pcbC3iByqn83tcDS0MF2ItLMekaA74jzsPcW5+mxdqx7F8k6/vnebmsILlm2z0csxH2zxZWeVSa54v7Z7jqjXH4WSDQsTioeImKX3ETj+DHyiUoz3+zc7T9L0IVUd+ttXLoqs+V/pzfHzpGrrii/9r9gY3umVOJ3dZTLXxfJWfn/0ej5bWsFyDfTvFqWyVw5U6puYyl+5yxZonHRnxH3cf4ne2LjAX7/DzK6/zxa3zYtIyTJHUbGajHeywz7DRzjL2NF7eP4qh+Oiqx0K8jfY+DlP3WuYzmVydSPDMngSizhGVwaxKYs+XundIiHTSkgEb4fMUX7LeyXZ/Uh+fZLHx0KSaQAaS7Jxk8CiQ3AxCyWEoGfRkt5Cc+JPqyrSe3VtSibaC6TBQfC+cFnVkelMfSTlFmp5CrbTDJqQbPZgEnRhxK54MQ7kJMCw59+RmQGJLJnaNsHwyYc0YPWkae9FwJ2KK+sYqaUKA9KTUo1uyG9BD5vuoKPXt+F7Ihk8IamCUP0A5T2SLiS2m9M2JwxOhhn8wK+FK4GaTaduDhrI1K8x9xZMFdZwRjXygTtAR0r+I74k6yYvJrii+K7MGWqjV9yOT3YeA3ghC1y6VcCpX+VHf2Hvwvr77+GBQM8XnEzNXOJ/fIqWP+PjSNVp2nN9Yf5Kb/TIPzW1StWWKsm4naTlxNgZ5EobNJ2evsJRscX9mh7EvNctdK03XjrJl5/jWxnGhUg6LOL7GH+w9iO0b3OiXebV+CJWAR3N32LEy2L7GbKyL5Zo8NLPFL1//CF6gMPQMnts/y8X2Ig+XN3kmfY3WOE59mGR1UERXfT5WfI/9fpIL+XVuDUq4gYqheTTsBM1xnLGv03biJHSbPTsjGvRRiqqT5qsb91GK9TmcauAFCieS1akMtDmM89mZN+g4UY4ka8xGOsTVMeV4D9vXeaZ0k3Kkz4P5TW4NSnykfIObvTJJbcTZ/A6v1g9Rt5M8XbzF+dwWOcOiYPbpuRFudMt8v77M55Zfx/JN6naSSrSH62tUx2kuthZ5unKLfTuFE6hcas1zobBOWh/R82JENYcr/Vk+UXiXj87f4M3BIQAy5ojbrSK3u0V+YeE7ANiezvObJ2gMRVbwE7Pvsj9K8uWdc7i+yoaVYynRIqK6VIwuad0mqjnMpbs8XbzFubz0VI4k6ww9A3MyEnnXcc/VMhVpSto5CTyDORV1LMwZsxdgldUpT0Z1JBBN+O1WRWR9TogtEJPsA9ZNYtefUiknwVnxJUhFGxIFxLgkCMsTCqonOvbsLX96vaI1Gb8fFRTsbGhjaEsARJlIJyXw62G9msl7CZuSE1/VyQCRPgrQHEhsC/t+wnV3E0xloJotpE4t1K97UdGou9EQYlaURWHieyt4YbE1HGcVIk0JuqPCAV9+giyYXIP+gjJFLHgReQ/aWMouo6IyLUOZ3VBTrx+ci9GHUUEGn4z+ZJBNFhajH/YakPNN7ProoQjMqkhgn3weunUwfewZYZ9BUxiHsks7K+9x4m7l/qjG4N67r+86PlCg77pRvr53mrqdpO3EuNkrMRfv8Ghpjd5Y3I8MxefR/Bpr/TwxzaEzjqIqAb+39gAdJ8o7nXkxw7bSlGM9TuWqXGrM8U9Pfz0kLPrYrs5iosXL24d5Ji9IXtvT+Q+3L5A2h9RHSZxARVd8dgYZPrV8hbVugYwxpD2KkTOH7A1T/MrGR7mQXSMbGfJwZh3b16m7SR6ZXec/bZ9CVQK64yjHM/v4KPzNyiu0RnFsX8f1NW52S+yOMvx0+W2cQONovo6hyqLw15de43q/QkIb8zdmX2Ul0+Q/NU+jqz666vP8zgn2xylqwySrvQLfqR9BVXyWIqJ5tzyTqpWk7ogxCcC1dpl3evO0nTheoOIFKpu9LJZjMhvv8lLzGE+kboZerbYYoysex9P7RFSXd+uz+IFKNjLkVGyHvD7g9qjEQrzN2Nf5zc3HudSa52JzkflIm7wx4P7iLhcK6/yH3cdI6GNUAp6cu8OHKqvE9TEdN07KEAnmM7O3eCi7ga56/NHa/URUh/c6FVK6TVRzWR/liagu21aG33/3gfAGu/fVCap7MJU5kTt6sYO6tfDamdreBdoB9yUZAsxEFSPB1osIRybSCmifUKfTkeKFqgiGN0TyKn5oCWhILX+C8NWHouUX6WXoUmUooYOTDAFN0MOKB1qYxceqkgFPKJAA1pw0P1VPdhxGT4xDrIoEazsjADN1LEFXHxAueKHbVENq1SiyO1EdWSSMvgwZTZqXkx2JPmSqFgIJ0JOy0uSY1Lkn9MtxBjl3Td5HoBzo6Ce0Td9QplPE+jActPLlMzA70kPxTXkvdk4WlvhuMJVaDsuqzAhoIZc/zMqH5XARUsTMBDU0IA9ZRroVavlHAbmb7vR9/vBxr93Xdx8fKNDHNPmk7NCFyA9U6naCL149z+FUA1Xx+f7u0rTG/fH0ZWK6Q8YYcSxf50p1hqFr8GZ7ic16lvooSWscI2mM+YPqg8Kb75R5sLiJpgScLe/yx9X7AYgbY8rJPjHN4ZniTaqWeLGdz2+xa2dYSrU4Ea9yIrtPTHOYifXYamd4pXGU5ijOG51lLjXnGfkGMc3hk/NX6TsRHs2v8W5zlrOZbX51+yMsJSVb3beTFKID8qbFdztHWTBb5EyL+Wib9XaOXSfL2dQ2WcPixe5J5qNSpjgcr7Ngtvj4/DW2R1nRpSsBy8kmK9EG/+yNj5E1hrzdXiBuOLSdGJVIlzO5HTQl4GiiRsoYsWYVeLl6lE/OXeVCcZ3qMEXKsPlu7xjtcYyL9UVGnk7PlQGpK71ZfnLxXR7N3GGtk+d39y7wYuP4lFa5HBc9/cP5DWxX5/nayalNoBNoxPUx5UiPv7v4Mvt2klOxHYHC2WnKEVH8LEUaWL7JC7ePc6xQ40t752lZ8v4/O/MGy9EmdTvJR0o3ULSAS/V5LM/8wZvoHlQn+JoEMcUPXYgCkdZlb3tTDXl835/CwOycBF/PlIAea4pBidkJiHZEvaGNgylq2IsdNDBRZKoyVguDV4g+CFSmMksIs3xb/p6bEKWL2A4qmP0Q02CLZWAkLK8E6oRHI5lvpC0MmcQmUy6Maoe+qab8rheREswEVaCN5Rr4hkDHJpmrG5eFxZpRphwbFFm4vCgUL7vCk+kE0xq9H2EKTnMTTJk60Vog08N5JUQvyECX6gTTpvakNGT0YDCvTM3A47uhxaB38L7GaRl+UjwpsRgDKaMRykm9KPQX5dzdmGT8qn3QkPYiskNIbXmi26+GZbCI7GZE0imfT6CGze3Oj5Yk77X7+u7jAzVjk6rNmdwOHSfGi43jfKz4Hhd7S/zi2e9y0yoT1x3+xrHX+NLWOY5na/wfa58kortUIl3i2piiOWBvlEJXfR5bXiNvWnScGO/uzqKqAXOxLpV4D0Px+Gj2Kr+x8xSOr3Eo3cQIXZWeztyg6SaZS3SwPZ1Zs83uKM2Z1DbXrQqXG7PMJTvEdYcfW76B7evoqkc52qM2SjJwRdGzY4tmfG1YoBQbYCgeQ9fgaHyfP965n4Vkm61+FjUV0LTjXGs/xMnsPrujDKdLezTGSTasHCoBScMma4hl3q1BCSfQeKOxxOnsHqv9Ah+vXGV9WCSjSW9i305R7Sf58Nwtmk6CV2qHUZWAdGTE7ihDTHMwVI8jmTrv9oQbfypTFScuO83pzC5DzyRrWBiKR9eNstHNoYb18Mcqa8yaHb61f4Lt0LRcV31cX6XjxCjHe1zZm+UvHb3EtV6FjDmiMUqQNYf80s0fZybZ4/f3HkJXfJqjOI+X71CIDtiwC/iBwk+feIfdUYa47jAb67JqFUlqNnHNZrVXIKY5PLayxkYvRxAoP3oj3SM3/+QItAM7u2gjYFgUZUvrhBZmtwrdFYXEruCB06sStHxT1By+KQ3FQFXoz2rT0kSs4Uu2G1WmwdzOBCS2Q7VL2AQ0BgHjHCjOQZY6kRJOJmcj7WBas+/PiWMSyqQxyNSYY4LQ1QeiG58oe+yclI2E9RLgKjI8FelIoFRtYcaozsFErG+EFMuwRk5AmH2Lp604aR3MD2i21PqtirxOtC6ZuW9KkCVkBDkpBaM3UeUo0x3LOK2EmTZTYxJjEDDxCxgVpLktkk95jxMUgu9IQI81xN93OoRmS1M8c0ukr/HqpLwWDolF5DqDKK00G7iLOzQ1QO8FoCr05zSxFfzRiuQ9d1/ffXwwK8HQ5DJjDHkkt8Zze2eIaQ63rRLH4vtkjSG/fesR/vfjX+TR9CorqQaHk3Wu9Sp84dZD/K+zL3KzUaI1inMkXqdsiGrm753+Nqoa8MqO1I6Hnsn3B0f4H5ae4+HCBivxBrWR4H7/uH6Wm8My89E27XGMvhdlo5fnre6ivLfIiLGvE1FdXt07hKH45MwhOd3CCG0Jz8Y32LaytEYxYpqDj8Ll7hxLiRbXBjOcze9QjvY4lqnxYHqD/jiCZZvU7CQX0nd4NHOHV/eWsV2dI8kaW/0sMW3MSqyBqXo8mbrJI8V16uMEs7EuL9ROoKseG+MCh+bqpHSbxXSH3VEGx9f4xMxVPjN7ifPZLbatDHORNmeS2zTsBH6gkDWGtJ0Ylm9SHaWYNTskdJvtUZavbd/H0DcpJ2TidQJBe6l+jCeKgi/u2FEOJ+tcyK/zVO4mrq9xYWGdG/0yM7Ee1WGKXNRCJSCqu8T1MaVoH1NzOV/Y4jvVw8xEe+T1gUhCQ5OTyUyEqbrctkq80VkhY45wApVKpMujpTX0HyJYKnDP8egVL1SL6LLlj4eqEN2SQBvo4gfbPnngSeokpBadXvPpHfaIdKQ84sYPMuT2UTVUmUgEUD0wewq9/4+6N4+VLD3P+35nq6pTp/a6dfe99+l19ukhZ8gZkdTQkrU61GIzCmQoiu0AQQLbgBMggAPDsAEDWezYjhTQsWVasmjK4mZS5Gg4HM7CmZ7p2Xp6u923b9+9bu37qbPmj/dU3eZopGCiAOp8wEXXrdt16pxTX73f+z3v8z7PStRBa0aerqFQLvXBYUPQuBgYmWwEUWPRyPoOVXYUI0qhiHZFsgORqbgSCmziJQW/dnIS2Ny0ZMgjWEobiuG3k5HgrEZYtNETrN1LAqoIoNkFMQsZOV+FijQt9Sc0Al0080eYen9KdH+cbNQQFpfdwgiiGmX+IjwmsEugSeAdYecjUTXp8pWFWFy7pLnMS0o2P2qY6k1JkBfdeIHRQI47KmyHqkA1YjAu7KfRjm7045sRXDOQXYUfFdP9eORMZX6IR8/9N6/vHR8r0A8DAydavr++dZYnJu7QdhNc2l9grS+65Oendvhftj9L3UtRsVNMGh3mk01+/fhr/MPKRX5u5T2enFinoPfoBzG6fpyqm2Yq0yGdGFIZiDpkxUnxT3aeYxjofHvrFCfSZU7l94lrHh80Z/j+/jF0NaDqpjiRKwMCLdUHSdrDBDmjz0y6jak5qErAtp1nxmyTM/rUvRQZw+bR0iabvTxN2ySpO9SGFotmfazk+FTuJm+0ljF1l88tXmfo6Xzz4Bzf3D/LudIexzIVun6cvit9AjOxJqbm8h8qj9B0TbY6OSx9yILV4EflZVqeScnsUrbTJHUHS3eYiHdJqg57TpYdO8dqusZX757ncnsRx9dYsWrsDHIEocJivM5Plq5y3rzLS/tHaDkJVrM1rjWn8AKVV3bFBrAyTLFgNfjW9mn2exn+5soP6HlxNgcF9pwcTqBxIb1NyzFxAw030LhamWK9W+RYtgKIP/BvzrzIrU6JX5x/h7YXp+5ZpDWbAzvNXj/DnNnke+WTzCTaVIYpbF+E7k5Ze9ztF3gqfYPhR2jd3G9bXCU4/EJau5GPqSfKlUYXCARuSd2NdM8dCVqeqdBaVbHuanTnVSlM6oeFT9WTwOfHosxSF5526u5I5iA41IWPujnNg0Ov0hHGLvhwpIipMzYYQZFA5JnKmG0T6MJm0fuRmqYumbsfuTNpQ+G1x1pyrN6sGGWblZDkgVy7m5LdjRpJBASGvJ95oIyz7FA7DPYjQw7dDgk1JYK1DjVqRBFTbBlHMsBekrF0hJ+QYrKbDsf+rW5KtICUQBbK0WLgJWVnpQ9COstREdc+1Bxy01EtIJpTiUaA3gvHFErFg958VKiNGqlEAC4qbg/Ehcs8OKRRqt6hWYreD3Gy4bhpazzuw3l97/jYMsW64uMFGknDpevF8UKVc5N7vFeZYbuXw1ACbN+g5Zs0hkn6QYyHUnfZc7K8XF6l5ZloSsCXbl1kvTdBdZhix84xZzWZttrMWU1eq0om/nB2k6TqsJBp8Xplmb1BFpWQo5kKT5Q2WE1VWYzX6XlxGnaSuOrx7NxNHpoQ85VjKYFaDCXAUH3ShkgE/8e9BwlQ2OgWqfatMd2z58WwAxFLazsJ/rD8IOV+Gi9UudaeZirZZtmq8/npK2MbwFvtEp+bu85yosaV3hyb3Tx32lKIXkg3OW9t0XJNThf2OZvcxtIcHstvcK06xa32BB80Z9iwi7zTnOeBlKh9PjIl51+I9/EClfIgTVzz+O7BKV5rrvJPtz9D0exTjPdFZC3VYMrsEIQKF4o77HfTbPUENvnN5Zf4R1d/kr1Bhs1unlu9ErnYgMvtRT5VWqPhmPzczDs8u7BGpZdiJVnF1Fx+dep1/u7VX+Txwgbvd+eYSbR57WCFq50ZlpM1iokebS/BQ4UtbrSn+KXpS/xM6R3aXoKqm6bjJPi35YvEtI/QpA/+lJ+/wBEqEuxH+uXSbKSSaAQY/fCQ+hjJ3krWK8HXrEqwA8hsiHCZQCCMed+joIgiu4JQk0UgXo+MsSNIY+RjKpK5sqiEkZnIqGAojlQwcl4S31fGbfl6X4qtIwxa9RAWjioZvHkggZKIyeIl5D0HpUMFS6MrOLqfENjG6Idjmz3XUuTavUiqIUUk4Ca9B7GOBEKpIYjzld6XTHzk9KSEUX+AFlkJNqX71U8QuTyJ7o8f0UKdnILRj+iWIXSXFHI3AnRbjMP1qAv3XjvF/rRCb1ode+uGGgymQwpXZUEzOvJ+I8NxLxlJTHuMFTQH0yKPMVr4VBfRyE/9KZDkfTavR+NjBXo/VDAUn1Wzwicnb/NKeRVLc5hJtAD4+Zm32eln+R+WvklasymZXS7Vlth18nzQmgHgZnuSO/0Jnp2/yWSiw2Ynz14/gxPo7PcyZPQh2ZhN0xU/1xf2jtNx46xmq3y6eJOWm+CMtUvR6NFyTQp6l7f35jiRLTMMdH6wd5RrzWl27ByX6wtcq01yqzPBwDe4XF3gjLlFwzbxApXb9SLz6SafLV0lCFVKiS7Pbx8nrYuYVyY24LNT17mQ3yamepiaSzHW5Y3mCtm4zZJZ5UT2gKOJMobic8w8oOvG+PWlV3m/Idj6W91l2k6CzV6et7tLrHeKVN0UT83d5lfmL/HkxDpr3UkqvRQ3e9PUBklhzhgDCrE+L+4eZTVdHXu+bndznMiUeXbiBl6oMmF22erm6bhxlvIN6k6S1VyNGbPNsXyFO8MSn1u8zqmM7IbmEk0u5tYpxHrc7E3iBRrvdBbZtzOcKBxw4KR5KL3JK51jJAyPtGZTMHoMfINfmH+bG/USV9szbLbz5IwBPir5eJ/L3SX+Q/kR1rqTlIcZvFBlKVn/SBrx/bbFVUIJwJ4ZqVNWI9/RBISKEhUgQzqrEiy8REQbdPixwKgNhOstOjDhWEJXH4SR5O2hQYl5EI6Lu3ZxJGh2CGcEuhSAnYgzb1bCyDhDcPJ4UwLcSMLAS4ZRVhsSb4VjxyjxqxURtpFtYWCIUJeTO1SHlEKqnKOXiFynIozfi4qRnUVZCAJDmqFUVyQYYp1D2eX+lEpvThk3aekDgcA0GykY6xH/PlKeHBVV9X44XuiUKMsXZo7URVRHahojBy7Nlt2Ikx4VqWWn4scO6wlGZ7SDGb0ejLbAPiMNnpEQXLwVRLLIci+UAIKYLAbJPbnXarQDkf6Ij2CT3Wfz+t7x8SQQVI+80edye5HNQZ4vLr9O2U7z3c2TfH7hGl+68yQpY8g/3fsMVTfFVifHdjPLbKxBUnd4tLTJaqqGrvrc6RXZ7OU5lq0w9HXROu8mKcU6PJbfACSjfaS0xU9M3mCnl+PLdx7hSKrK660V0pqNSsg/fOc5nlm8xcu7q9xsTzKR7PFwYZNnC9c5nj3A0AJy8QHX6lPUukl+v/IYqhKS0Dx+duV9VCXkW+WztN0Eq1aVY4UqO4McTdeUxcfJ8HplmeuVKdY7E7Q8k7gmRimv1I5Sd5I0/SQ3+tO801ngmek1fvvOJ8eNXVfqM6ymaswkW7xxsMivzF8iiAqULzWO03CTnMrs818deYlT1h7PTK/xfk0Wxel4i6dm1/ECjY1WQVyvdJfXDlZ4vnKSvX6GabPDJ0rr7Pcy1AZJ0obNUatCJ9ptfW3zHDo+YYoAACAASURBVN/bOkFeF4OVQRBjcyg0SNs3OJKq0HBM/lLxPQCutaa50Z/mxd1j/OriJd5oLbNj54irHl++8xhzmTaqEnB+Ypf5WIMDO82yWSOj2zxVXOOJ/B1e3lzl4sQd8nr/I83B77ctbqgqkQORZOHdBYEhUrsB/RmFdKS+aG1JwBg10ozcmeyCgmcdFlb1wWFxV/FDjIE0MjmRoXQQk0BolyRzTW9K0Iu3DiGZ4lWf3qxKshxEmLNkzHbxsF1/JHVs9MWXNVSEZdJdUAmVSEfeE/33YVYyW9WVe606ot8Sb4aRfSJjo5R4IzIe98DoC1d9MCn3YcTeiTWlyWu0U+nOH2a4saZAJG5aob0irKHBpDKmSfpx6E+qY8MRz5Kib6Iqtn+aHY69bUUqOGInWXJcQrB2Qqzd4Mfw9VHX8Yjvrjkhdik6p7Z0wSbLcq6xltREQlWaxJyIXWXnBQbThoypnHZBFsXUXsCwGHU0f4Q5+P02r+8dHw+j9w1+WDnKcrLGtdo0/SCG62s8s7CGoficLe7hBDoNO0nLNXkgX+bh2S2+UztDzbZwAp3dQYa3K/McS1coJbqcTu1yOrfPfLLJf3/mO1zrTvPv1x8iCJVI6dLhq3fPM2V2eGp2ncv1BZxA4/9cexJTc3lscZONXoHzk7v4gcpUosOE0eV3tx/lVrvE6cI+v1B6i2zcZjLTpTJI8VBpm64bp+vHCUJlDJHc6pUiyuQAQwmwNAdD8fnszHV8X27VK3uruIGGHyrjrHUYGLy4dZSGY/LHe8dp9UxOWXvsDrI8OnEXNxQZiNWc0BMvVRY5Zh7w08V3yRt93qwt8v3GSX772ieouRaPlLa4mLkl5ttenNrQ4vzEDjm9j6m7XJy8Q0JzmUj0aDombqjxeGmDJ0ob3GqXWO9NMJ1ocy6zw4nCAQ9Pb/OjxgoDz8APFS7XF3j1YIWabXG3XyCm+vyva89SGQildL1b5KHJLb6xf46JmMhSq0rIT85fY8ZskY3ZHE0e8M39s8yZTd5uLrA7zHKrP8nuMMcXT7xBxUnxg8ox6sOP0HO9zzoIFV8ad7yksFtG0M3IOnCYOzTTVj35vT+pkqhGzUehcKwTjQhuiCljcw3fVGicVDG6wpcnjAqDmgQrPyHHijcFSsneCQg16M5oAncU1HFWHhjCGTcig+3BZCTsZcnCNCwoKJ4EbSUUtokSRHr3EWUShUNe+ZSwXIAx3ZMoC/WS8ji5H6A5IWZZFizPkux8WFDGTVlO+pCxJLsiydzj9ZBEHXK3RGNmWBD9n5F0sOqIDEOgy/0YqV0GMVlQCeQ1gwkpDOu9SO8mE3W9llQSI6plKDsbsyo7KZEuUMjeCiKqpDCF7IIsgEFMdhYgGb3cX8HhkwdyHbGRt8BAPufmERV1KFBdevMjIvh9Nq/vHR8buvlbiy/w4v4xnp27yc4wz3K6RnWY4qXKUX5w+xgx1WPWalEepCnbaY4kq/S9GKdz++iKz243Sz4x4I3qElfqM1xuL7Ldz1EdWvSCOJVBilOlMuVBmiBUuNGZ4ifnr9P3Yqx3J6h2LU6n95hI9ag7SbxQZcZsUxtaFBM9ynaar++eYyHV4ET2gNrQ4p/deZZTuX1UJeRIpspGt4CqiOEHiFpm14mzYDa43FrgSmOGuObhRiqPbqjxxMIGKiE5c4AXqry9P8/p7B6vHazghyqldJcVq8ZfnrvCzxx9nz0ny2Y7z1u1RXpenI1ugff2ZnmztcxcqsXvbT3M9xqn6XpxHilucnl3nicX7nCrXaIY6/JC4xRZYyCm4JkyO/0ceaPHiUyZCaPD35p7gUKsJybh7SmutacBmEm2KcT61B2Lb26foevGKRg9nsjf4Ytzr1EbWvzczLucKewR18R/19RcfnnlLU5ky0zEerSHCTK6zdDXKcU6nEtt0fPizMSazMZbxFSPjp/gU6U11jqTPJiTv19rTOOGKl+58yBFoyfm6X/CYeo+zHxC6Cwd8ru1oQTPEUUwveWLe1PUJq/bsigovgTcMNI9F8cigU6MjtAU1SFRETTEzgsNEw4xcMUPI4/VEDcT2eRFhUUvoUROSFLMTe7f41LlhKQ3wkOD75QEMqJmKxAIRpqSInGvVjjWiR/Z8PWmJASMfjerAhclqtExTMHv+zMK7SV1vKOJN2TR03shZjUg1pbFIbUTEq/LNQuzJaA7E9EdDYg1JEseddrqdvhjNMvuQgS/RDUBoyPqnJ4pDCPNEShF8WSXZBcUevNyf/rTyliLPlTk386CwDvBqFgdUV/9uEA5qi/vN2LZqL4Uho3uoRl5rCV1gfRmIFr2SQX7TzhM3Yfz+p7xsfXof7/yGP/t6vMsxmukNPFfPWYd0OibfPHM68RUn2PJA9rDBMtWnWtdaZLK6AMeSd3hp+evUDK7TCU7/Mbyy7yzP0fHjaMrAX+4fwHLcGg7Cf6z2bdYSVb5ROE2398/xnKqxkEvha4F1FyLs/ld1hol2k6Ca40pDnopAhThtMcHbHXzbPbyLKdqHMtWWO9OcCG/DcCnJtY4m91l1mzzt+f+iK1BnsdLG7zXmKPvxfjM9HViqsdJq8zl9iLf3jqFHyosphpihm0nOTFxQHWYYuAavNOe5yembnClOcuPGivc7k4wYXT5/NxVPjW1RtW2OJUtk0/12etnyMcGnMwdsNnL0/Xj7AxynJneA0Rm4qWDo8Q1j2vNac5mdrnbL9BzY7zdWuR2d4JhYPBmf5Vv3zzNmcIexXiPlDHk1YMVjlgVirEuj2fvMG11OJEps9ad5EpnFk0JmUx0+aPKA7RcU2A0JeDRzB12hnk2ewWarollOEzG2pwv7PCd3VO81VniYJjidzcf5eXqEY4mD+j6cd5oLPNI/i5rvUmm4m0W0w1+vnCZp+Zus94XaYUPj/tRzjXUFZL7QnscaZGPNGH0QUjjuEaoSranuozpiiOzbzcTZYURX76zKPZ8qgcoUiQVAa5Q/p8ZBcGDiNc+EPhoxLSJtQWbHmHyEFEDYxE0FLXrOxmBfob5Q565G+HYnSVZfOyiQrwlWe9gcrQoCEyV3JNgPtKK0Ybh2CBFApy8JtaWwD4K1v1pgVVURxqyPFMkHPyYBFoj4plrw3ss95RDvZhYJ+LiR1BSrB0JyYVgdBQyd/2ICip4eqIqrKHAgGH2UORMir5yeD8hKpOqJwyfUdFbG8qiMdKfH8Euyb1QmrSGsrNKVMOxKmm8IUHe6Eb1ipSIrfWnVPR+xKn/0Lgf5/W942MF+oTqkjMG/LBznCBU2bFzVOwU39w6w2SqS1qzmUx0GIY6E6YU8O6285zO7TEMdH5r42nOmZscsw5YTVZ5s7PCs4s3AcjFBswlW+RifRasBld681zpzHK9N83T07e52Z4EQFMDNnpFOm6CqVSHxwsbPFLa5H86/rXIA9XlwdwW2ZhNECrsDrKstUoU4z0yus1UrI0fqmwP8mz28/zz8jNsdXK0vQT1QVLeuzMLwFfuPMgRq0IhOeBCeluMPKwWs1aLjpMgbdg8PSO68knVYTHVYCrR4aCf5qK1xh9unGN7kCcR7Q7+zpHvciJ7wI3mJFcbU8xbTR5O38X2dfKx/rjz+HRun3drs2Tj8i1/LLvBVLJDIdbn5yffxg01Xjg4wcWVddxA49HMHW7VJ3hmeo39YYbNQYEv3brIolXn+e3j/LWZ15iId/ndvcd48e5RTmf3aA5Ntvs5arbFtlPgcnWB5lC6XE/l9vl3tx9l387wudnrAEwn2lycvIOlO+wM8yRVh+dKVzhwZOf1/NYJbF/nH995jmutaZaSdR4ubqJ/xEy/374Q42JkU+AIbSBBz9qJMGntMOMddVwa3UhiIBQHJdcaGXlLobI3ozK2zzMjOCcpGu0jM4sfMwxXo4DkyTFGLfyt44zhFienjPncI1120XuPeN5I4NIGIdaOMpYZ0OyRCqX8n/RmMGaYuGnGzlaeqYwLwf0pZSwB4CYVvITg5W4mJLUdoNnyN0Jor0ZWiO0wauyKePpeJOYWRRknG6llGnLfnOxhpj6YOiw6d2c1CGQBjbcCBpNKdF3CavKSCsl9oUf6cVmwrN0g8sodGbuHY30i0dARiCm9GcgCNBV5CCSIePkRxq+BXYqgoxBSuwGqF5K5HTGUzEMXsQ+P+21e3zs+VqC3A4Oma6IR8O2D0zyTu0Yx3iOme+TiA16onuDATvOj6gqLVp1Fs86Tk3fGxce/NPsB32qc51p3mppr0fNjxFWPn5q+wtDXWTGreIGGpoTs22m6bpxjyQN2BjlWUzX6jsHfXH2RTxRucza9zVyyyeagQMs1+Wr9EfqewadyN8Ym4o8W7vIPFr7OZLLDSWuf75eP8/XNM/ynXTEJUQl5/2CWGavNg6lNSlaXp7M3mUs02egWWcg1yes9pswO/SCGrgZ03TjX6lMUEz02umJX+KOdJeqexWY3j6UP+fWlV/hXB0/xucXrpA2bjhvH1Fz+r91P0PVimLrLT8zcxA009pyc6OwPsry2v8RUss0bB4sspJtYusOXrz5KP4iRNQbcaE/yUus47zbn+ZW5N7iQ3ubywRwtP0nR6vNOc56MbjMZ73BhaocHkrv84tK7vNcX+MgLVM5M73EwTPNTU1fIx/scyVS50prlXGGXpOEQVz02ukX+/gNf51RqHzsweOnuUQzFZ2sgGv3VYYryMEPZzXIiuU/FTqFrPneaBf7K3GW+OPca79TnmYx1CLn/i1Yj3vuoGWlYFJxYaItSbBwFDS8pGbkdSfIqoQSNRFUCqeocHmswJawS34yuTxEsX40KpPpAss+Rr6pw2AWyGenFJCoC7wxzjHXenZxC50ggeHVKzjm1E4ybjAASdQnmbkYyYCcXOTz1I1MO/bALN1SV8Q7CjytjR6bkQRAVZGVH0l1QSO4q9GZU6Qlw5TqTu4xFxgZT0WI5lF2IPhhly8rYID3URV5ixNEXlUzRl+nNiZOXWQvEMNxUxrIKfkK6d72kyCIYPcb4/KCoojmRY5YhOxsj8noN9MOFtHFSjk8Aqb0ggrqiYq4jn5/ITkdNXJrsHHqzAhHFI8MV5cOs4ftwXt87PpYEQlYfEFc9tgZ5Hi3cpah3+aA+jRVz2O7k6NhxVvJ1Hi3eFfngUhnbM3iudIV/t/UY+/UMP3/yXQwloOpYTMR6nE7u8Pt7jxBTfTpenIl4j5jqEVN9nineoOFZGKrPerfITLpDJxDDi6ptUYj36XsiDtbuJ/jC0bf5g/JDJHUHJ9DYHBQgB6oSsmUXmLVaOKboulTtFGdzu/zc1Nv8k6ufRVVEyuCD/hw+Kg/mtngwucEL7Qd4ILXH5dYCK1aNppvkRKbMlNHm/e4cx8wy9TmLS7Ul7lQKnMrt8y/Xn+aJqQ1udydIG0N+ae5NbtuT2L6OY6fQ1ICLqTXWexMYik+5n2HWarE43WDfTvO3j32XP24+gBPoFLI9qq5INxQTPW62Jjmakd1QMdbl8elN3m4vsF3PUUj3eLO2iKqELKfqXGqv0PNjpPUhG90CJ7IHDHyDS7uLbGbynMqWORimuNMosNPJkjMHXKovYekOVwYL/O6Nh/nMyk1++sgV3FBjKVnnLgV2elnmrBbXutPMJRKspqsUEyZBqPBHldMU4z2eKt3i9cYyv7z8pxiP3Ecj0CNsu08UGGRbLxK6IfowZJiRTC61FUiB1BdlRWsnJN4OaK1qwlOPTKy9ZATZqGB4ovAoLkrCnFGjxUDvSeBVPMnyR9ovih9RE4ch7WU10nCPIJaoZT9URILAM5XIvUqw6pHPaW4tiK5PhMqUQK7PtULiDYGmhOeuoLqyyAQxMLqRNeCkKgXVZoCT1kjfFS680RN5gf7sYResNpRrdTIhyZ4wc3R7xNGXBa51RCHeiM7DUsfMHj8uuwEnLTz4wBCBtlj70JM2UT8UOhu5RAW6QFluWu5f8iBA74mSqDqU1wa9H/cRMHoK2fWA7pxKe1GaxaQRShlDYmo3godSUeYeRl20MYGs4s3wT8oUw303r+8dHyuj3+7naTgmH5Sn2R7k+Rfbz3B+YofHixssZ+roms+DuS0qToqn59Zp2EnWGwUutVf41YU3eGhxi5/KvsMw0NntZqk6Fm92RPagMrB4IicyxCfNPWq2xdpgij8un+Bni2/TdeIcy1TYHBbZ7uaYS7Z4JHuXB3NbHMtV+MLRt1mKV8lE9MIps4OuBPybxhOsWDVWzQoBCkndwdRc/EBlZ5DjD8sP8pmlG0wmugShws3uJD8qL5PWbP7BzZ/iUmWRHzXkHNc6k2x0C6zEK3xj7yzvlOe41F5hItZl1mrxV0+9yYGdZjbV4r8ovMJnitfoeTG+W31ArrFnsdfO8IWZN3mjd4RCrM+E0SGf6HM2tcNStKP5d3tPcLdbYC7R5HRhH42As+kdHF/DMhxKsQ6lWIdL9SViqnDjDUM6dhZSDc7md8eF1k/nb3CtMcXRTIXncu9RHqRZLdZ4vLjBqllh1mzxq0fe5NGpTVxfY95qMmW2mY01sMwhpViH8jDNvp3BC1RqtkU+3mfObNKwk9zpFZmOt2k7CdL6kE8Xb2JqLvOxOn0vhql+uBgrOiUf9fMXNfR+1EhUD1CHkNqKoJOCMlZQdCIudn9aFRu8qODam1PoTWsMi8KaGXWkxiKYRLclm9YGkd2eI5rsYnh9yKXXhhK0/IQwU5ysYPDtZRU/Fik3WhIUQwXMsmS2I9GxQFfGui/aUI7fm1GjhqNwLAkcqpBbi4rGjcPCsBFpxyf3QxI1Ka76EezUPKqN6YaD6XCsZT8q2OoDOff+jEKsLVBMYEjjk5sWnJsw4qP35X1GomhOWjjpgcFYeTLWjBQxI0lkkDqCExl3h4oYtsTaYdSHIFDNMCufmWfKa9tL0q0swVxqF34sKr5GGkGj7tyRZaCXYMzakQKunJtdlJ3IiHvvpj48i+6/eX3v+Hh69JrPyXSZzy7fYCbRkqadQKMfxHg6fxNVgbWoCedaS+CNkxOiJplQXbLGgO+0zuGFKidyB+hRZj9jtrFdnReqJ3ACjav9WRq2yc32JKvpGv9o7TkuFLfJGX1+sHeUT07epja02BwWOGXu8EF1mu+Xj/NK6xjnM1tcac3yeGadhmOyGK9xt1/gK1sPYnsGf630GgBPTqzzydwauupTHcqnNp9skjVsvrB4mc1hgfMTu8xYbdF0SVVxAo1nSjd5vb1KMdHjU/O3uN6cxFB8ssaAgt6jPEjzeH6Df1H5NAnV5XjqgI6T4KX9IyxlG5wu7fMH5Ye40Z2i6Zq8UD/JY9kNNuwiN3vTPJbfIGUM2WmJJMKF9BbHTJF4eCCzz9F0hdPJHSpOmqGvc7m6wI3OFMv5Bn/nyHfpezGut6YY+joPpzd4tXWEvmNQG1p8q3Geo+kKKX2Ij0pSHZLShnx95yyz8SZuoHKnXaQU6/KD5gkemtwRfZ1+hlOpfXxUVtNVZs0219rT/Ofzr6GrAS9XjnA0XeGdyizvd+d4fX+R//3WpwlDhd7/D9QrQ02CbXdWJYi0TJRAvtBOTjJnoyvnbkTwhp1XD7tSdYjX5DVO5tCSzjNFSTJRG2meM3awctIitDXMC23SPAjHBU7B1KV93zyQ3YWbkvd2socSDPpAComKHzKYloBiT8hCgXIoCzyqEfTmJAO384eqlCN9dTEHiTjuU6o0gimH8geaLYXa5K5cnxfZCpoHUpsY5kUiWe8JjJOoRcVQW65brlNgEG0gAX58DmnRDvKsQ638UfF3mFVoHRG83+hKUdnNCFdfcyTAJypKBEcJbBRqUni19sJxbcXohpGxu8A8iic7DjctfxetfamZ9OYVQkUhXpOFxKyJFIZZCcisy2cZa314Et1/8/re8TE9Yz1udifZ7ud4pbLKl+88wlO5m2x0i3zz4BxL2ToPpKTwWjK7FGJ9GsMkGX3Al3ceJ2cMeLWyynYvx7nUNstJ0WY/kqxwrrRHxrDJxGyCUMWKOXxu8ioAj5SEvvf87gn+5uqLNN0kxXiPm+1J/vnGM1wo7bKYrvP63iIJxSNlDPnq3kPMmi1eahwnawww1IAps81v7X2KnhfnUmOJf37zaeaTTe60C/ihQss9dBNoRfLBjWGShOayM5BdxLd2TzOXaDKd6HCtOc3xXIXXa8vcbE/yg/oxHilu8q3dM9SGFr+/9wjXO1PkE33+3tFv4wQ6e/0My1aNT+dvMGc2AdgcFvhk5iafzl3nzeYiQajwzMIaAFd6s7zcPDbWwomrHl+rXGDgG5zIHvBLC2+y2cyxmGzw7cZZ9nsZTmbLpA2b2/YkVTvFg5M7nM3sYigBPyovY+kOP9g7ylf3HqKg9/ip2Q94tbZKNm4zn2qyZ4vi5Y3mJHd6RT4/fYW3mwsMfGOs05/URVpaVUIsw+FGa4qZdAdLc/j07C2O5KvkE32yI6eHaCjcf18I8YwNx3hyejNgmJPsXOwBI7kDX9gdQvMTKMDakYwvUYsokqlDqp6XFEw50JVx23+gH+L7w4LQ98yyYPRiAyjnkr4bMiiquJZCsiKm3sIOErw71oxUHqMmJ2tb7mG8EZJdF8u9kTvSvTrwqifywapzqKHjmXJcPxHJIHfCsZ6+0Q1JRMbYyX0JrMm9yCs2rtA6Gu0iBgJ7DPOH0guaLcHeyUf9CUFUpFbEOzbWirLqqLCbOCAqwsqiFGuLL0CiFhWCo9rCqFg+mFDHWb4ZdTObFTm/QIfejHQw+7GILhvJRsTasqsalMSfVwmQRbwr8NhI0z/UhWEzKsj3p1ScTOT4VfzxOXQ/zut7x8cK9GGo8FB2i3xM2CCnJ/b5+sF5llM1MobNF6YusTvMcTK1T9tJUHUsTmX3RS/eatDz4kyYXfZaGf64epLNQZ6NdpE3m4ts93IsJBt8tnCVpmvyS3NvsmELPa/pmtSGFqcL+/ygeZK6I+YgSV1ggWGgk9IdcqbNtf4MXqjyeHGDlDbkocwm5UEGx9coD0TDfqMtdMWLsxt03ARzqRZvlhfGXZxVN0UjavRJG0PWaiW6bpzTqR2W0g2udyQbN3V3zN+vD5JMJzqsdUosphvcrElL3kE/TdYYcM2eIxcbMJNs81Z1gVdbR5iPNWjYSQ7sNP/H5qd4oXGKIFTpenG+d+dk5NGqkjFsfri7ylyiyY32FFYEP+32s7zeWuF4sYKlD3ECnclkByfQqQ5TXGtP80zpBhvdAq9WV/nu7RPENJ+yneavLl3imdJNXqwdp+ZafGpijaGvU7UtpuJtls0aFyfvMGu2+Pb+GY6kKpRiXTZ7eSxjKBz/YZLHshtkDJt5q8lTxVtjVc1z6R0szWE/uueHk+g+/EKEQrnzYxFNMS968V5SAvSYW5+SrfyIBilwhjQd+XGIRfCINpCgEW9GVEhTXJAUj3FWDfL7qGkoXmfM9BiZWqiRmbgXF50XQlkcQi1iy9hhhNkfQjCqG3Wd+sKWSdREfgEitUpH/m8QGYmrrhSGXUusAhVPMnjVGfH3JfgbvZEfrrxes0c1jFGjkeDoI437EesltRUSa8i5q15IejsQ2COSQxAFyVGQBVRZNGItxs1Uii9QzNh5KvKgHcFR6S1fdh1D6Xq1J+S6RxryoxqCMKAieeKEvLdnycItdQcOJZOzApe5ycjyMFLVdNPy+RSuf2jC3o/z+p7xMRumVHaHObxQJa55FGJ9/seFb+IFIlv7Xl+an16tSffog5kthoHOQ+lNApRISTJkJtvGCTRyxoBUbMhDuS0WrQZ7dobv1R/gbHqHl5vHWIzX+eHGKk6gsZyqMZNojXV1DNXnyfw6fddgIt5lKVHjXGEXlRBLc2i6SV4qH+Wr2xd4urjGY5N3GXgG1UGKT0+vMZXscC61Tc+PYekOP7N4hbYXJ23YvLB3nGK8x0a/SMtJ8Asr73KrNsG7nQUey93h8fwdHspsMmW2yRg2jq8T03xeLy/xeH6DnDFgOd+g3E1xKr/PrXaJ671p6sMkc2aT47kKT2Zvc7mzSDY+4M3NRS7kt9FVX2ighs2Ds9u8351DVQJyep/Hpzdpuklmky0uZm+Pm8UWzQbFeI/3m7PUhpaYo3eKnE3voCsB36+coDlIABCL+UyYPWbMFjf601zpzJLUHequNZZ5Pp3dY8LoktSGvFJeZb07gReq3O6W+MqNyDVKCTmRLJON2VzrzRBX5T1fq68yZbSZTrR5qXqUq40prNjwT8yj+w3LVMIQ3WaccQcGdFYOudFGT4JPvB5G8EwE60QmJUHUoOOkDrXkAyMS/LIkWCZqEX+9KUErveOPHaeCuDw3GsO8ZPoj3ZmRdMLIDDtRDUVlsxC5YEVCa3ZJKJIjwbFQk4VlxIgRRUaxNdQcaSZKNEORMM5Gfrhpxl2iSiCYfqIqi1GowzDivzsZCf5GN1oUEkJfdLJSn/BjCta+Lxk3slMJDIV+SRWap3K4u1Fd8E3ZDaiO3HfflGPEosUoVKUhzEkLRp+oSZGccCQ/LOdt9Im07uW+j3j2bloZ74BG5iQEUgzPrh9SaDzrUC8n0CKD8Xucq+J1aTzrTX9Uw9T9Na/vHR+PR6+5uKHKWrPEyWyZ57Lv8w+2fwpd9dFVn+udKc5kd9nvpLlbyfN+Z469gWSdbqCxGK+zYtVo2QlOZfbZ7BV4pnSD691prjamsH2DT+dv8I2ds3TdOD9qrvDM6hpP5m9zrTnNldYsSdWh6wld8UZ/iscmN7lgbfL8wUm+v3mUuOqyaNaZjrc4XRBD7N+5/Rh1x8IJNKatNrd6JbY6Oapumo2WFD03BwWCUOVscptHSlu03AQZw+avzF1mrTfJz6y8j64E9P04W3aBdzrzY937u808i+kGf331FbJanw+a0xKwE0PKg8w40J7K7PNOfZ6OG+ft7iLvVWbIx/oslBoSxOMtBr7Bxdxt+l6MZbPGY+k7pLQhm708cVWyr8kfHAAAIABJREFU+CBUuNvJ4/qywG50iviBStM2OZ/Z5tfnX8YPVU5kyhzPHHCutMcXZt/kzNQeR1IVcsYASx+iKiGnUvsMfIO1+gQPFbZ4q7ZI3bP4nVuPkYoN2etkMHWXup3kk0vrfHLiNgnN41v7Z3gwJ/fpQnqLvzQjdE031Kg7SSbNDj8xcxPjT/DQuO/EnwJNLPWMjmStw2JI+s6IJRM9HwW2RFPwWt2+p1knLgFC3JmUsVLjyDBE8Q+NP1RXqISdeQ0nF2mwtEX3XfEl+x41OrlpyTqtvUB04c2IDx4tIOm7wVjP3TPl/UbNSmKHGMkNhLLIDAtC5RR5YqEndhZUoW1GlEijI/9/ZLbhWQqdJQnysVYYBWzJkPVoJ+GmJdMXHD1iuBhg5wQL9005x2FOrlEcs4g0/8NI9/1Qg38MpUSPxZQkWrRCgXDclIJdUOnNigG4iLUxplK6qQjKagWyY4o6eTMboo+j92VHoQ2hM6dJsTWCbUaG625K+gmCmDKGwPy4qFl+JI/+//28TgBvAO8CHwB/P3p+BXgduAX8e2BU8IpHv9+K/r78//QGH4teafsGRaNHJi57Tzs0hFfenOZIpkrbMbnSmsWMucR0XwxDnBQpbUjTTfKt8hkmEj0SusdyosZyokbHT7DTy5I0XGbNFl/ZfZjZVIsVq8abtUUcX6fjJojrHgldwMZlqzZ2U+q4CT7ozxGECg/PbmFqLl+++igpy2Yx2yRlDHl2/iaXqkt8buYafT/GMNBpOwkx7Z65xbnkJk33JLrq8x/LD5Ix7AjT9un6CT5TuErdS6EqIa/WV3mysI6puVSHKXJGn7936ttohHytdoHTqT2yMZu5RJOY6nGrXSJn2riBRtNN0nVjZOOipXOiUOETmTUGvsHAN3i1uspyusbX985jaD6v1VZYsPJ0vDgzZnvcDPZ6exVDDXh28gY3e1P8jcUX+WH7OLe7Jd7vzFH3LLKaFIe/s/8Ay+k6X91/iHI3RWzC41ptGtNwKST61FwLS3P44uobvN+Z51NTa7zbnOfh6W3Op7fo+gnu9Cdo2CYf1KdRiyEZw8bKDLnWneZ46oB/duVT/P0L3+A6M7zVWqTrxjmV2Wc+VqdhJ5m/V+4m/AgO8l/wUP1wzBQBRMvcj/DZlAKuFEIDQ8HRhUc/0l3XHAnGQUyJTLOFBz8KWoHOmM0icgIc2uW5Ubu+FplyJyPKXuQKpffk135JCr+5Wz5eQpGWfkP47IlaOObryzEZd8G61j1c97JQIkfFYsUHu8C4e3eEw4805EMdmsdVUEbFzoitkhCKqNEV6iSMDEyQRiglsvbLgxLIzsSoCUVy1CEcr4dRoVruVajJ4hVrRf0HE+Lu1FmCWEve695O5NCQ63FTcsxRZ3G8Gd3v+OG97SyKzpA9Ibz6QUkdLwJSHBeIbZiLFgpN+iG8FBRu+FTPatIN2xLoyU1LkC9c+9Ak/vPN6yHwLNAFDOBl4NvAfwf8z8DvAf8S+OvAv4j+bQBHgV8G/jHwS3/mHP84Z2PpQ9b7E6hKSFJ1+L2Dx/iN+R8ya7XoejGOpCokdJeS2eNorsorlVU+n3+fV8qrvLolFMW46lFuptl28rihxsu1Izw9eYtfX3iFB5K73C0X2elm2epLxrpo1dnrZ3g4t8lSss5af5K6Y7GcqHIkUWEq3hYP2/w2puaKfn2pwcNT2yR1B9vXudsv8PTULSZ0ETz7T+unOZqucKm+xBvVJb7XOMMZa5uGk6Rhm7TdBIbiM2F0OHDSfKd2hi/dvEhas9ls5qi5FvOxBmnDZjLW4ff2H+N39i5SiPX51q7g2bd6JfYGWRZTDSpdi51eltrQ4jeWX2bFEgVPVQn5YDBPSne428nzVOkWH9RneHbyBl6gktA8Go5JIdanEOvxR9uneKlyFJWQJ0vr5PUeAQrPN0/zTmOeTEwy9SlD6JF37SJTyQ7LZo3PTV7lM/M3aTpJLk7f4bkZKXRXhykKsR5f2z2Prvpc60zzXOkK71VmqLppGm6S7V6OVt/kaK7KVi9H14vRck10RUzQf/Xkm/xh9UEupLfY72VYTtXxUSm7WTTtx0HK+7FoFegSWEYdqMl9hd58FLCjlvpQE9leJyMt+cOCmGRY+3LioQqxbjAWOUvUhEXTW5AgadZE137UnCPSBxJchcctAdZPHGbuSiABMIxE0OycymBCJdSEzWP0QuySMoaK0ltiZBJvCHYdr4tJieqM7AbDqKgr75WoQXY9GEMUkrEyNg5J7ockdw+17j1Ldg16VHg1+nIOqhPSWRLWzGgXpHflfYye7G5ibbEeHHnbas6hsFhy75D6OaIxKiEk6kq0Oxg1r8nPqHdgJMXcn5adyqAkj0Gud3QNoSLnY5cOM3vFi3okbCk864NwbBYTqlIgbx7RMA8iO8eBXD+h3E83+eOh8885r0MkyIMEeiN67lngP0TP/2vg56LHPxv9TvT3n4hO4U8dHyvQd704250c7WECI5K9+1e7n6AxTKIpIcuJGkGojD1UszGbVzrHeKS0xVKxTt+NcTq1y3yxSVYb8JWtBynE+1ScNF/a+gQxxeMnjl3nZO6AiXiX52auciK5z1+eeZ+13mR0wiET8S7XejO8150nqw/4oDmDjyrqmMMcf3nmPVQloBDrczJd5sn8On+0fYrX26u8353jZ46+zwubx8fXNZtosufmADhT2MMLVLJ6n3+7+Ti3uyWeK17hoZkttuwC5yb3aHsmf7B7gXdq8+wMcxxLV3gsv0EQKhzLVrjWnkYlZL+b5npjkql0l7+x9CLvrs9zbTDLwTBNXPVouwleO1hhu5/jN5ZfBiAVG3KpucRMss3AE0cvlZDXK8v8/OK7XJy4w8t3V7nSnmXDnmDZrPFefZaS2aXtmJyxdql7Ft+pnWGjW+Cx7Abf2zvJi9UTvHawguNrZHSbB8wdmkOTmUSLlDbkE6V1tnp5PihPc7U/y6dnb/HVtQsMghiKEnK0WOVzhSvk4gN2ejl0JWC7m2M+3eS7eye5UZ3kleYRfnP5JUxVOmwrTpqk7v74JArvPyxT9cIx/330dbF2pPCKcsgDD3VlrCtvtCOp4Xu2+cOsKrS+HcHCVResbTlGe1FjmJVssD8tQao/HdE2kQA5woaNrgTbWDscZ4q6fdi2H8QELhnmDzVbjK7wxq29w8gSxCWgg2Dro0KvtS366vaE7BZ0+5ByaO1JhjsSdhvVB5yMFGtBaJ2xlmTpnSWF9LaP3juUEFBdCdx6P6SzGJ2zITCWn1AOjVCQBXGkX5/a9TE6h/TS2Oj/u6LVr0a0Tb0nNFOzLHWTRDUcF3d9MxwvmGFUA9AH0iOh92Snk9kIpNCtgp1TpBPaiIzZFVmcvKTsGuLNgHhTjE5G2v2aIxTVHxt/9ryeAN685+e//IhpqAHvAAfA94DbQBMYudNuA3PR4zlgK3rsAS3gQzygD83xP+uPHx4KYGg+FyfvsNad5Jcn30BVQioDi5jq8c19wdYB1rtFYprH3X4BN1QJQ4XJZId3OvPMJNvc7pdYydT5oDLNpfIiG/tFXmkdozzIYOlDBn6Mq90ZvnT7Is9XTvJ49g7VYQpTc4mrHtca0xiqz/XeNKeyZR5N3aE2tCjFOmzZBWpDi7jqoikBf1R+gAulHXZ7WR7JbDBltDk3tcuTE+uczu2TVB3iijQYtVyTSbPDDxvHOJE7IKG7/Outizybv852P8cDqT12+llUJWQ+1eSMtcObtUV2hzludUocSVbYaubE+LxrUjT7tOwEv731NF+48BZrnRIXs7dZiVd4OLdJIdFnPtmk45u82VgiDBVikRH656ev8NOT77E7yKBEsJGh+Pz00Ssc9FIkNYeKk2Yx3WAiJtn9H+xeYBjo2J7B44UNvnTzIo+UNtnvpflvVv6YhOaxY+f4N3sX+dz0NSpOioqTpjzM0HdjPLd8jY6X4G6/wD++8FWqQwvbMziRKfNmd4V3d+eYSbaxI4vAhObxyal1npq7zXPFK/zHAynYJlSXthdn4Bl/ch7dZxl9CKBEQaEH/YiTrtsSgJMHgj+HigSZUI12AFGx1k8Iti3iXoIhJ+oBiWqIWQuE8z0U2EIgIUjflQA1zEZsmyiIxNoi/GV0I3555pA3rzqHjlMQce8j20AnI8HULqiRHLAylkMeQUF+XDpTxbpQIbUVMiwIPj7KWkOVMac93gjHvH/flKw/iIE+EPkFzRFWTf2kjtETmQY/fuhN6yUFUoo1wwj3j1ybJqVzd8QWijfk3raXNIFhIlu/ESNGCWUBEkhNdkHZ9YBhXgrDnZVDqmhyT4L5eBcTGad35sWwXO+HVM8q4+fdlILRhmRFKKmKH2kPaeK41Z9SsYuyqIB8ToonjKUPjz9jXleBR+75+a2PmIY+cAGYBx4DTv65J/Y942NbCS6n61xrT3Mmvcu7/UXOZXdIGi5OoPPExB1OZfb5TOEqE4ku04k2C2aDgS9f9pPpMsctMRH/0c4Su70sU+kOmYTNr5x5k3OpbbbaWZ5M3yKuehiqz5F8jU8Wb/Plu4+K1G99ltvdCXKJAesdWcTW2iUud5dYTVX54/0T3O0X6DgJ9uwsX1l7kHyiz2s7yyymGrzXnecbe2fFrHsgao3f2j0DwFGrwhO5dQqxPtOJNpY+5O3tef7G0ovcsqeoDCxqrkUmZtPom3y++D7/+u4TpI0hOaNPe5jgcmuBXznyFtv9HL/+wGucSJcJQ4UTmQOutac5lq6wYU/w9fJ5NCXACTQ2ugXWBpMkdJd5q0nXi3M8e8DzlVMApIwh5ws7PDtxg41Bkbprcba4x/cPjtPzY9SHSRYSdTKGzZzV4nRyh44rHrGPzm6iEbCcrfNbW0/TceNMxjvENB9D9QhClaZrMgw0/rfjv0d5mGHo6ywl63yt9hBpfcjnZz6goPfY7BU4Pb2HqgTEVJ/PTV8bw2WbvQK/vfFJlpJ1un6cmpNiJtEmG1Fxf2yE4Uf//AUNBQlusbY00Bi9KFBG/q/DvGDbwhEXap7IFMuL3XQEW+hglQPh01sS7JrHNGl26gmzZRTQnXSUxUb68rHIAMSPy2ICUcdqR87NLIeHqpA2pO8G4hwVOTUZ3UPJBc2OLO/2I4lfa0QXZGyWkjzw6SxJoNTtkYRvBCcVJYCPoBLVlQy+s6SiDUKaRzWctOwQ3LQEb9eSY5kHcu5KxGiRwC00RdUTmCRRiyieusIwJ8yhEXQ1zAk0NqKeeomI5mhF6qHR9fcn1ajoqpDaZAw7haoy1gQamaw0Tsk1KkF0LysCd/WnlKgwGzIojvx5ZREKtEN9nPRmOF60Ru8zgoh+bPx/M6+bwPeBi0COwzrqPLATPd4BFqLHOpAFan/WQT9WoDdUn4FvsGyJgcY3t87wem2ZE5kDfr74Fj8oH+Ot2iK/s/0EGX3IcqKGj0rfi3Eqt8/mIM+d/gRVx+LBmR0mkx2Gvk7PibE5yHO5s8hfXXmTf7N7kWutKY4lD5iI9/hB5Rim4bKYanAidyBF4XgPN9BQCXl28gZz8SaXKotk4jZ9L8aFwjafLtzg1068TttJcLRYHZuZFBM9Tqf2eCYngepItsow1Gl7Cb62e57rrSmqQyki/9dnfsBbvRUmjA5nCnvs2VlqtsWZ0h7PNx7gk1Pr2L7O0USZCbNHTPUZhjoXC+tcai5xrT1NyeqyHxmC7wxyzMUbbLeyvNOa5zOl63SdOLuDLKbm8mjmDl4gH4uuBPz7nUcwlIBJo4MbiuGJqbkMfINnJm/SiQqfzx+cZKeXZaNd4He2n2Am2ebJ7C3mEk2abpKJWI+47rGYarDWKRFTPV6pHeWhzCZXq1McSVb5u+u/SMaw8UKVS9UljiQr3G5P8I2ds7Q8k3I/xXqjSDyqLxy4olz5UuUoAB07zonkPjdbk2z0Cgx8A9v/UEZ/H/KNQ1UZBwElEOglXpfC22BKMu9EXSiNYVRcVQKBfJx0RFccSMbdL6miIx/5i2oDyeC7C6KLY7QFFgjiQvMbmWw7mYiaGVPGC8hgQhaLRF0yacUnavOH1qqK6obYOWXMkvHjI3aNZPKjrlfFk6A/4tmHOjSOaxEN8ZAyqQ3F6CRek/dWgsN6wegeiS9sOFZy1CJDcD3yqI11hH44ok2OdwkZ+ewJZZdk7cjzQaTGCbIAjbp0R4VPsxKOtemtHSniOln5DKTBTF4n0tFyzHhDFux4Q4TdsmtRoT2qnYjCqOj7q14ERbWjnZIS7bBgvCBpTvSatpyLLGIfnkR/rnldQoI6gAl8FriGBPy/Ej3/a8DXosdfj34n+vsLh3fxo8fHU6/0dU6kymz0ilxuLPD41F28QDLCup/imambHMtWMHVXnvMsOm4CXQ3Y7udwAp1L+wvYnsGc2eSD8jTZmI2mBjyevQPAq41VPjWxxq/NvwrAZi/PvNXkkeImPS/GeqdIxrA5ae2zmGoAcNcu8mLtONm4jReoFOJ9VuIVbvSn+ermBVZTNYIIfA1ChclElz/cPsf3m6c4ndphs5vn1eoq1WGKT5TWeby4wU4vy9c3ztDxEzRdk+8ePICpuZzPbOMFKl6gUR6kebksPQM/bB7nizOvcT6zzY3uFB0/wUE/zanMPgtWg/VGkSBUmDObfH3vPA+UyuRjA761f4YjWdG4OZY84PnaqTHckTKGLKYatNwEDS+Jofjcbk0QUz2ajsl77TmmEx10NWDK7OAHKpPJDsupOm/tLPCNg/O815pju5cjrrpkDJv3KjMEoUrbMUnoLpfbi6TiDlPG/83cm8dKdp7nnb+z1151a7n71rd39kKy2SRFipJFWZYseSw7VuLYjp3xeBI4yCQxEgRIMpgJMMDMZEGQAcYDY5wdWRTF423kRYokSiRFsskmxaX39fbdt9rXc06dbf54T9VtUQoGnPlD/QEXRJO3b1Wde/h+33ne5/09bZYyDS7tLPOF8lUKCZu9YY6nShvMZ1u83VhCUyIeK+9ztT5DWnd5vz7Pr02+ynKmwWyqzcpEg/+0fRGAJwpbXNo7MnZHPbyUIPqhXz+qNbL86QM5WY/4KOImifNV42zSUcNOmnZxEy8UoJYSyIk82QgFGxwz0UGKj1OS5iwwDr92ilLYR6AwL804llB3GE92CvJYHD+aLQEfo+8bnWCDhEJ6J8KqH7L0rYbIL05Z9HajH5HZFI1a9Q83m2HusDBpriQ1KaH4/gez8t/1vgxxyeCQDEmN+gh+QjRtp6gSmPIE4o1O/Rl5HTVWm0cDVtowDlVXpPBGihRVoyOfRXg38jOChFyX9L5gIYxONA5tD8x4kCuS/kAUO2eC2ArqJxWSByFOhbEEJk1wac5GqkheI9eO1YqwZ+KnsqSCm1NI7cj9OczL5jMaavvwffT/8b6eQYr6FeBtRKP/Y+DvIM6be4gG/y/j7/+X8Z/vxf/97/6/vcBHsldaWsBLuyc5U9zlqew67SDJaq/E/XaJpHacfSfLQT/D6eI+aW0oMkAoL/H8xCqX28v8xMJt1gdFbnamWZhosdfP8onp+/z+zpNYmlArt90Ct/rTFI0+M8kOfd+k4ycII4Ws4fJT5Sv8h51nuX9QZrbYppToczK7T8tL8eOFG+z5eV5unqRqZzhT2uOVraN8dvEWLS/FRr/IhDUgbzmUzR7fqp5mszrBz59+F0MJ+F5rkd2uBGXnTYcHdpldO8eJ3AFXm7Mcn92n3k8xk+oQhCpPlTe5161Qtnp8t3uCb62f5InpbXqBxV4jxzV9ltl0mxfn7lIdZrADg4mEZKneaE7R6Kb58cnb3KfCjd4Mp7L72CmD+z1h6IcoDHyTdxsL6MocPcfig8YcJ/IHVEwJX//05G22KfC3Vr7JVw6e4X6nTML02OnleHH2Li0vybTVJqc70iR1MyQ0j2GgUR1myFkO1/rzhJHKJ+bu84f7T/LLM5d4rXOChpcmqXmk9SG2ZzCTaFNLpDmZ2qfvW7zSO82U1WHXzbPdzfNXjr7Kvpfn/qDChcnNHzjRj4aQHqUVqQqJqoRheNnYkdEX/3yoSQqSjPNLsVfdw8/gTogtsD+rxkHZEW5OTsh2RRnLKZEa+9Tj8OnRqR9FBrZCHZwKpHakcejm1PiELidjtyh/32o8xJ3ZC+nPivasDcTiKYNDchpNNEPaR7VxxqvIR3Emqh2zXjIylDSYkU3LT8oTghOHe484/ZmdkEFFGrZWJyTSVPyUWDy1+HoEMdrZinNsnYqCjoLZHW0MIucElrzGiGlD7MKxWtI/CE3Z4OyKAo7w7lN78n4CQ3JsB1PxoJUpTyUoyhgrrISyucnEq/yeBlPC4hnMyO9L9RhzirR4sln6CqD6MWLClE3N6EPniASy6AO5NuaHNPr/n/f1FeDJH/LvVxG9/sPLAf7cR3mBj3Si90OVnOVweXeJS+2jfPn+01yY2GQu02Z7kKfjJjhT3GOrX2AlWaXtJZiyOjyTX+Mr60/xZG6TAJUwUphJtjnoZbhY2eR+r0wl2eN0bo8nC5t0/QSm6vN89h7/48x/ZuCbDEOdZyce8Fxxlbe6KyQ0jy8ev8ovzr/Nn538Ht/YkN7Fa50TtP0UuhLyyco97MDg8akdLNXniewmGcMlqXlcLG5wJiWS10KlyaXaEf548yxnczvMZdu8ULhLSh/iRypzqRYaIRdLG6zaFZ6a3pJJX92jZPTHkkxjmOJUZR8n0LnVnmKh0mQ5W8cLNezQpGgOxtfy8u4iT5U3+ZtnX+KBXcaLVJFM6kuySfSzNIdJup7FSqbOyfwBecvmN8//R4aBRsXs4YY6ectm2y3QcFP8q50XKJt9NDXks4u3mM50OZHYQ1Mi3m4tx0z9gNO5PcJI4bHcHp+duslGq8D11jSXtpd5ffcIIQr/6PbnuJBZp++bpLUhJavPycIBdmByInfAql3BCXRCFN5uLGEHBp+bv8l3mqcoG10szWcY6ujqh83Fjx7lT4mkoCWr0jjNboQMC3FhskXucAvKGGegevHEal4yXIcjWQI5PRp9mVo14qLmZUXzVz05fQ/zEb1leQJQQvnZ7oQ0BSMN2ssavXmxCmZ2pHpYLSkkkSo2QSVArJaqTOhGujIOJ/HT8l6cCcEMp7ejGBwmg1sj3LGfECeJOyFYBrss5SCMrYyjpqjqictkBBZzJtSxLKQGD80fINfQKSo0TqloNmO5xmrK6V23pagLekGQwoGhUD83kq6AeNPQXNHpM1uxRKMKK8cbUTsV8bePrsswK6ROLyuN1JGMlN4PSValX1G4KwiG0bRwYIlspsaB4rrN+BQ+mncYzEgTOzAP5aWHJ5llPXr39cPrIxX6WbPFSqZOPikDU9mESy+wmE+1aDpJniptcCazw9PFdbpBgrv1Ci0vxfvdeVYKdVbtMjU3QxipnE3vkLGG7Ng5jqTr9DyLjp/kameWnym9B8BvbXyKf9Z4Dj3uDbxeP0bDT4+fEhatBt/rLvGvtz7On1t5j7aXQFVC3qitkDMcXto7yf1mmf91/o8l2s6pULUzvHOwwBGryvXBHCuZGv2hya/Mv8n5smwIm508326cYt/Ocr9dJqO5HE/uYygBt7tTfHAwy8+W3+Nsfoe8PmAyIaHjAFd3ZplPtZhJdZhJdTCUkKqd4X6nzIQ+GA9rPT61Q8noc2MwS1qXzeeZ/Bqz6TZhpHKsUCOlexzN1LjSmOWdgwV6nsXX2+f57MwtDCUgjBR6noWhBCQ0j8VUk61BgWO5Kl9bP42p+vyr9ecB+EzpJuuDIi8/OM76oMi53A5epLHpFHl2ZoO5dJtjpRrPTm+w2SqwlG9yqXOUI+k679fnWO2WuN6Yxg4MVCXibqfCsxMPuD+oUEr0+aXJN0mpQ3KGw4GXo+MlUImIoh/WtPovfP2Ilky2CqwKpMiMQi80N37MT8s/lUCmLVVPnDbDbKxvx5waLx0XKSdmm8dh3WYnwqmIfS+zDqldgXuNTrWqfzhwE1gyup/ZjOguquMNIlGTHkFyXzTy7kqIPmCsryfq0rzU+4eZt/05kYfE5y+yjuZIwRY7IuN4v0QjxJ4UqFikiWwyyp9N1sKYey+Ux1GIyogKKY3KCKekSphIT4pipMZJUvFwlZcVx4+XEaBYoi6OJquhSKqVIqdj1Y/Gcw1+SqIKvbRCZjsEBbIb8r6cspyyM9vBGM1AJLLXoCJQOKcg/JsRNdTsxCz+ljyBjYLZQRrgsqnLJjCYkanl0ezBSGr6oaf3R+y+fnh9pEJvRyarvRIFy2arX2A20+Zet8LPTbzD2eIeNzvT/N7WE6wOyrzdXGKp0GStJ2iBvb7ArcJIwdR8vlM/QTExIGMIMtdUfe62KxzN1PjKwTO8e7DAhDXAUALu1Custkr81blvk1A9qk6GL029ixPp1N00n568Tc3LcDq7R1Lz+OLMBxSNPoYWcKRQ52fe+0uoRNzpTNLzTFxP5/+48yludqbJ6Q7nSrt8o36GrX6Bu/1JjhdrTFo98qbNZKrL9+qL3LWn2HYKhJFCJd2n6seANKdMUh2iqaGQIucll7bqZDDUgNowzYODEsdzVd5qLFMxe6hKxL6d5YP2HKu9Mq9uH2Up0eDV+nGWk3X2nSy/OPkm+3YWPxSk8/PTDziT3+Vev8J7rQWqwyzTVpswUtDVcOxX3+zkOZ3e5bHKPil9yEy6wzPZVf7T9kUmrS7PL0kvpDrMsj4oUjG7/Erldf6bqe8yn2rxnbXjPDe7Rkr3+GT+Dldbs3xh9jo/MXWLXzvyBqcyu3xn8zh5y2bdLnO/XWbgm3zl4Fn2hjlWuyW8SGN3kONMZgcv/JCYGT2CGn0oHJXAfGgYqB/hTMr/9EZXGrH6QPTbYfYwAlC3o8Mmoypgr1EIyGg4aERATO6L42R0OrXaUmj6C0jhHEbjSD3NFelCHcqUZqSJ02PEaxlmFSrvyPsfNVlVPyJ/PxS9Wx85WEb9kacvAAAgAElEQVQ5s+LzD62Y+56I7ZN2HGQST+aOGpGaw9h5orkRg0n5PWpD0dLVISRa8YBWIyK0GBd/syMOodS+NEOtRhQjiCMG05HYKiMpynY5zr7ti7NHGx7GIkaqPH2AbFJ++pAG6ielbyAzC9CfGb2/OKjdEnb+YFYImJntEHtS/u6wIK9lT0n/pbskT2/pvZDAkMay0ZV7MrUrm73eH6GmYyvq4cN5/GYfvfv64fWRCv0gNCVQWg04U9hlIdnki1Mf8Pfu/Bx2YDCXavPZmVtU7Qy73SxTyQ5Zw6VqZ1jMNlhKNKg6GR60SqhKxGO5XYrmIIaiqUynO1yuLaESYeo+TxfWudmb5icWbvNrR97gpe4ZUuqQF0t3uD6YY90u80LxHrvDPLfaU9ztTfLa/gobbok7PRmwerqwhqqG7NtZXijdZyrVZS7f5mixxmarwLd2TrLvZOn5Fp+busG+naXppMakxzO5Xb44e4WOn2TS6nIid8DJ/D5XevO821xgGOpkdJfe0OLCxCadYYLVXpmM4bLTz9N0Unzm2G3swKDtJrjTmySheSR1j5qd4WR2n1J6wOXmMtvdPBt2kacKG/zv659BJeKP7pyjOUwyaXTp+AkSmsePl2+R1Ib8i+sfB+B8ahM/UtkaFJjK9LjanWcu0WLK6rLbz/H1+lkWM02+sXqKuUSLTxdv0RimWG2VuN6d4XcbT3PDmadgDHhqbpOK2eWxzC6/ef9FVjJ1vrl/ipcOThJGCh90FiimB2z38niRyhOlLZbTdYrmgG8+OMUny/d4r7XAT89c4eX6iTFh9OH1qD3iKsFDgdI5KSL2pELhVjzFmoynL51oLMeEBmMb5Sh2bhQaPQJoKfEG4CdlAwAp2LJ5QG9WpbukYLbEzucU48lTJ5ZTYg+73hfMgubKhCcwZs5rbjQO2xhmpGia3UjY8E7Mqp+Uk7nmCukxUkVOGkwf6txeRok3sEPfO6rINsJ+icYN49HP6i5oKEFcXHujwhzjibMCWLOa0hsYpXdl1+T95x8Eh/MBsYzilOQ6FO7Jo42fluun2TKcpfcPXUC6DYmabE7ZrTDOfiUOfZGGbqKqoPdiK+WkPGn4acg+ENkoeSCOKiUSZ5SfkGlfwsNmbWhCdivEjXV5e0o2Nqf4g0+qj9p9/fD6yPTK661p/FDjzf1l3m/O8/u7T/J0ZYOqLSfYb+6ewvF1DC2k6mRI6cMx2+XV2jGyhsOzU+uoSkTdS3OvW2FjMMFqs0jLTVJJyok3bzl0gwRziRbbToH3eoscuFne6yxwqbUyzpz9/a0nSalDgkhlIdXkRKHKgZtl0upxMn/At/bFi/7ZqZtc686iKhHnCjs4gcHH5x7wC0vviKUwVBmEJm0nQc8z+WdP/3sGvsn9foX/8OAihhpwv1fGUn1e3z3Cpe1lUvqQPTtLWe/xbGWNebPBZyq3qFg9srrL8+VVJhIDSc3K7LKUbRJGCudyO8ynWmhqSBgp+KFK1U5zsnhAPzD5d9efwY9UdrtZfvXMm9SdNO+0FtnsT1A0B9weTHOlOcfPnrjCz06/z5XBAn6oUrL6rGTETrvr5KkNMxhqyHSiw91Whb917iV2nTyX2kcpmDYJ3WchKc6l3WGea+1ZcoZDRnP4vfXHSRoeN9tTZE2XUqLPe71FVCXkl+ff4mOVNdZ7Rbp+gjudSVpekpOTB7zfmeevzn2HN1srzKdaVPTu999Ej+BkLJGc8Eb2O6slhdIpSiOWeCReDYSFog3F2RGYsjkk6jHEqyyBFepwdIqOsDqxHh3LHYEpurafjJOZOowpi1brkFWT2o3GerCfirHIjtgyvZw4P0AavqPQ75FFczCl0p+T9zd20sSxfQdPqai+nOSzG6EMZ/XltZLViNRBGBdraXw6JWnwOmWRbUbESaFgysSqlxZtfJiX4ohy2JzUHdnYlAAm7kgBN/oRzROSWjVCOYdxk9VqR3SWNNmc+nKvhKZy6ESy4wnc2E5q9CKaJ1WJDowbqKEWS1LI5xZOkfz79LZ8VqMTxWlTcv0iBUEcl2QjG4HhVA/sovRPeovSEwiSCoO56AfuoUfuvn5ofaRCrxGSNx2GocaPzdzjTGGXi8UNJo0umhqyZ2d5trLGwDVp95M4gcHuIMdCsknXtziROyCMVHQ1YMIckNQ8dCWkYA44P7lLIo6/2x3k+EzlFmuDEnZospKqYQcGR1NV/FDlenWaYajLv8vX2LCLpPUhX713jp1+Xvz1Ssj9TpnZdJvPzAtFsTVM0h0msAMDU/U5ljxAIyKtuyxnGlxuLlNMiiPn31WfZybZ5i9Ovs5Svsnp1C7ncjvU3AxeoLFcbDCfavHj5VtsDScA+OOD8xiKkDxvNKd4aU+cP2fzO/zO2lNsdCcY+CavVo/RGiYpJfqsD4p8vLLK05UNDDVgKdWgXOjx15e+zc+vvEdWc8iaLpVEjxO5A2puhssHi5QSfbbtAqoS4YcqB4Msd9sV+oFJc5gkazgsJ6XoD0Odk4UDvrz5DHfbFXb6eVQitg8K3OxM89L6CTp+kozhohLxf61foJB0eKa8TlL3eKqwwXSiw/nMFmudEv/3wRO0vBTPlWQaOWO4pHWXnGnzRG6L3/jenydv2FTMLmv2909mKzyCj7hxAVZCOckPc8p4ujOK5QinFJ9qbaFR6nE0oBJPV4784SNftyANhLA48mdrjlg3NTsu9qnDQq6E4pJRAin0XlYZM99z6zKEpcSvYfTEHdOfFp1f9WKNP25K+knGzBk/LVq4n4jZL7sKfkLBnhYJykuJE0fyW6P4iUYK3gifkDyIxj/PassmqLlC9Mxsxd7yOFpQHcYn7oF8Vqcohd9PgZtV6S5Bd0muiQxwiV4v7B1h4OtOfKNEseulG8VPDuJOGjWblXhgK70tctG4n9AUlEJmW8LNR/mumVjmcYqCshgWlHHAutGLSB5IP8UtKuNJZsFWi3e//H44xliXPog+fAs9evf1Q+ujYYpVbzyo1PUTvFNdpBdYXOnOcSJ3wMA3eXnnGEcm6jw1t0k50ePxolgNVSVixxZT8YzZZinRAKCS6PF0bp3HMrvYvmCKzxR2eae9BMCBk2F1UOZCboP32/PkDYeL05vU3TRNJ0XXsxiGGgnd42MLaxzN1TDUgL5vMZEY8O7ePLc7U1zvzbKSqZPUPSaMAXnTYcMtcnMwQ0Zz2bOzrGRqZAyXE7kDsobDjxdu8A8efIEwUrnvVHj54Di3W5P8b+d+h2PZquB97SkSqifTuqbNVzafwg4MXphaJYgU/vsjf8KU0eHoRI2ThQOKloh7Z7Nyqg8jhderK2iEpLUhB26W+WyLrzXPSXC4l6PvmeR0h2Go85niDbKWS4g0Yr9Rewwv0vjZuQ9I6h5HU1UmTJs77Ulu96YoJvrcbk+y1S/wVGmD0xN7zKdb9AOTJ5c3qQ3S/JmjV1hICDxutVfiE9P3eaFyH0MJmEu1ePngOBv9Iu92lvjpuStstgps9Qt8fec0OcNhOiFHyieyW9wdTPJrj11iIdGkOsyiqx/uWv0Xpgd/hJOxcjqMXST+oUPE7MRDR4Hot8OcwmBSJbBkonNkjxwVmMA6jMcTNwdjNrxblBO32ZYCpTmim3vZGP9rKNhlVeLxYleKEohG3Z9Sx9m1wqkfxdsJ1dFPK+OGYWjIBmEMpCCNmsKjuMRQl/eSuy+/itE0q9mJqJ+XCVQlYAx5M/pSfDPbUez0EWtkZwUCQz6TEB1Hk7IiVUHcPH5IzvFTkKhJw1XzZJMMY4CZUzrU5hU/llRix4s0ZGM+fVemhQNLNgB9IEiEYV42KMWH3oyG7siG4idieFk/YjAp08ioI2+9/H2zI/0Psyu20NSufOaRh1+mpaF1TCMYua6SH5ZuHr37+uH1kQp900ux72R5sXIHL2a7W6pP3hCwWH2QJm2KU8QJdAa+yUZ/gl07T9EcsNGRk+9368e41Z/izf1lur7FK43jhCgcz1Vp+Blut6ewNB8/Uvn5qbcBKGgD7tQrqEpEPzD52MQDjueqOIHBQrKJroT0fZOfnfgeXqjx61PfoWgOhEmTatH2xA/1eGGLGUMi/Npekrf3F3nQLxHGGnfJ6jNnNcloLi+1BPHb9Swm4u6Lpfv89u6nWE7UaHtJhqHOZ7NXubY9ix+pZIwhFbPHgZtlIdvij1pP8krjOL8weZmk5uEEOouZJu935jGUgNlkhzOFPRpemrPpLb57/xh1J03VyfB64yir/TKfrNwjjBRUIn7z7qfYrBXGksuEabPWL/Ene2eZT7f4bvUYM4k2aWNI1nDIm+KQOuhlaHkpDCWkbPU4ld5jwrQ5V9rlncYiq3aZ0/l93ECn4ye536/QCywymkutJ4HgU1aHP9o+TzbhslYrcrxQpWpn6PgWs1abP9x+HFP1+er2OR4MysxbzR+8iR7BR1zVEz3bKQuXXlC8UijlpCgIXimC4hLRbfl62KudaEjhFScJY13ey0oBMrvx9GV0OEI/GtCJYgeOO6GMrYt+ikOkcDmO4puLm7mKSAiqF79GThkXytEglNGP4mIufYXAks3AasT+fP/QGhmpkN6UE67qS/F1iyLljMJUghiS5qUVEjXpO9hTcvJV/biJ3WEcbzjMHyZzZbcDiQ0cypSx3j+MVATIrQrrf7xRmtIQTx7Iz03UpeE7Ys6Pmt0j+yvK4WRwYCo4E/Ikow/k2owG4DT7cIPRbdlgA0smh2XwKvw+mmWQiGU0VXg7mh1D7j68HsH7+uH1kQp91nCYS7W40pXko3O5HUCY8E8X15nJdshZDnZgMp9qoashfqSR0V3swCCh+7SHCT5dvs3+IMc/PvW7NJ0URzM13qivcCy1z7+/8zS2b9B0U/xk6RpvdI9z+f4yD9wKi4UWad3lbqPMa/Wj6GrAsWyVXmBxIbdB3Unzcvc0DTfFv6l9gsYwxYWpLezA4C9Ov8HWoMDN7jT/Zu05tvoFvFDjkzP3OJXdp5Lo4QQGBcPme+0lVvtlFhJNikafxUyTHTfPz8zKqXnS6uGGBnOJFufTm/z2/qf41TNv4ocqtm9wvT0DQN6wyWguA99kc1hCVUIGvslcosWEOeB6e4ZZq0VjmGLGavOn1XNM5PskdY/ZZIe9XpatXoH7gzLrgyI7do6FXJsvHL9BYyjFtzlMMpNs8yvzbzKTaPNjlbtca8/yfHEVgJuNKf783Dv8D6f/lFutSQrGgJqb4et7j5HTbYkk7OT4oDbH1+88xoQ14InsBmGk0PUSHE/u84XlG7xYuElel0SwcrLHr595jWGo86XZd3k+f5+3m0ssZpskNY9fX36VqpvhWnd2TDn9vhVEP/zrR7TExaGMk4+GOYVRuLY7If7zcKytK2McQKjL6TfUYqJhrO+2TktB89JKzF4XHLDixxbEsmi92S0f3RlBxmRTsRpS9L20FGIvGzd6WxIcntoTmcUpSVxgf1aalXpP7Jj6QIr7YEo2jNGTitAwxXop6U2xbdGVTSfSRf+X5rHYRFPbCs0TmhSs2CIq10s2DCUA1VXGm1SQlOtkdkQqUmOKZPIgYphWYzZ/zNcZSBE2+uLC8dJC+Bwxd7Sh9DX6c7L52DFPftQENTtCvWydlOlcCUOR6dxIRyyjcZxjbj0gNBgHgY+iCXvzqpArYzkmSAibaPQkMczLJuyn5WmquyySjhlP7v7AesTu64fXR5qMHQ0uASQ1jw/aczxXXGVXzbHvSuh1GKncbE+x28qRtIZ8fuEmdmDI1Or0be72J1m1K1SSPX6/eZGfn32Hf/jeT/LpY7fpBQlOVKrkTJthqFP1Bef7/LFVNuwitUGaxXSTz8zfwQ117nQmMdWAjXaBD/Q5Pja1xqJVp5VJ0RgK3+Vup8ITxS2u2Ivs9bM8Xt5mstJjIdHgiHXAHWeGIFI5ljrgSLLGG40VKokeQaTwQvoO/2DtCzxfXsWLNO4Npui4CTqWRV4b8I3maZKax2Kyyd4wxzDUSeoeCc1nd5BjKdPgXr/CidwBf7j7OM+W1vhM5RZ/sicQNS/QSGnizmkNkyQ0D9fX0NWQ661pfmr+Onf7k4SRNFrtwOB7Owucze/Q9pJ8vniF31p7EScw+A/dZyWf18+T0oe8217gM6WbtL0k/3rtOQw15LMzt5g3G3wx/y6/vv8rUAQ7MFiZaDBhDbiw9DZXevPcHkxTNAdsDQq83DwJQEod8lZjmWeLa7yQuc22N0HLTfLP77/AyeLBmM8zZzUp6T22Ozl+7eilHyz0ESjhozUaOxpcAsYESbegjKdZ/ZTIFUYnwoynRfuzKsSnRHtqxGmPHTYH0J+B0vWA7rwUDmdiFM8nBTDSoLugj+2NfkqKsxIyZraYXXG5OKUYpOZLkQ/NQ7+30R9x7cG1hJkfJOS9iGWScZ7rSF4Z5iNyq6JVK7F8ow5BifsLVlWcPEFSPv8IASzANDlh6315Kkjti3TilEUKGTFfRpLWaAJVWPjiXOnPxo3WiHHDOFUN6eZkc3PKkF2XE7KxLRuh7oqMZbXifomvkF2X6zSIE5+cUkTpSkSkxFyenKRD9eY1SQUbxNOudoTqK+Pft9WUzzvMib1T9SKya9K7GPVexDIrv//O8mHu73g9gvf1w+sjFfq8ISfArmfxqdwt/lXvBd5qHqFk9WX4pzPDk4VNvJzKcqZB17fYsCfwYy9100/xZyvv8E9Xf4JhoNFJJ2gMUzy7vDbeQDKGy9tbS3xh5To3erOkNQkPcQKdi5VNFhINtt0ChiKn+ffr8zw+ucNOXyyWi1aDnm/yZG4TL9Lwsiq7To6akmEy3WPfzvHJ0l0ut5e55K8AcHVjlkqpy+niPk9PrPOd/RP81OxVfuPqnydlDXmjtsJsus2k1aWYGDBldfny5jOcL+6w7RToehbncjssl+o4ocEr1eN8buoGDT/NrCUZt4uZJquDMrtans9O3eRWf5oL2Q1eqp3i2coaADNmi0qix83mNLOZNh0/gRPonMgccK0j+a7npnd5u75E1nT4z41zzGdafL50lXd7AlCzfYNhoPFkaZsbg1n+8vQrbJcm+N39i9zuTfHVxlk+NXuPT8/fYX1QpOdZDDyTlD7km7XT6EqAriZou0n+xtK3+LtXf46fXr7GlNGm2s+wk87zz3s/xrF0lYFnomsBHS9BSh/yN2a+yX93/S9wvjzD8WKNr+4+zufmPowpfnROOaMVxcEWqhcxLIgUY7XkUT40RQseFhSII+zGEsBocxiCU5H4wREITPUU+jPa4ffowmnpLKoY/XjCMohQkOafn4iLqsI4PMQpqWOgVxCHoAxzsW0zlGIzar5qThRbAEFpyvXN7AU4eU3ImwVx6gymFEpXIwJDir+fkE1khABIb8tn1ey4OZtXcOPErEQ99vb78r3SZJXhokiLHUA9eY+J+uHpW/JWpcj7KWXs+fcyMqMQaRIHaDVj1kxD3DtOWYbSjO5hs9mdkNfrz0VoQ4Xknshl6R2xkQ6mRfIZkSYjLYaTKRApCpoX0V2C4vWQ3rwaY5fBdyDdlcG4USqXcHOgPx9RvCYbo5uXze0H5wAfvfv64fWRCn3Hl/SlI+k63+2cIKF51J00e/0crUGSJ6a32XHztL0kaW1I1c5wIn9A0hwwaXRpB0m+cvAMv7z4FmGksOGW6PhJ7nXLnMrvoxLx+dJVbjcm2XWkcbtvZ3misMUr+8eYMG28SON2e4rlbJ3Lu0tkEy4bvQnSxpC+Z3K9N8uZzC4NP40fqlypz9K1E0zluhzLVVlINNn3cpzPbnN/UOFGc4rnjj4Yh45/0J7jfHGbt1vLzOXbLKSbzFptbvameTF7k3mzySuN4zi+TsEY0PKSJDSfV6vHOJ3fJ627VJI97tmT9HyTz0zc4Ov1cyyn6mQ0N34ymGQ5Weet9hFS+pB36oucm9jhZl+AY4WEzcA38SKNc7kdsppDRncZhhpP5Le47C9jqgHzySZ5zeaf3PoJdC0kY7lMpbpMJzpkNJe1QYmrzgKfTt/icuooJ1N79HyLlpditVviF+ff5j9uPc1spo2l+ZzN7nDgZWl7SWaTbbKqw/FSlVvdKS7VjnC+vEPft9jpyXzAhfImGiElo887rUX+542fJml4cRC8x0/OXSalfchHHwly4FFaSpw45KWlUIoUI5KC7kTSJHUOo+xGqUShwXgqNLkvqVTA+Hu1fhxFCLFcI7KFfE80BmQFMXPd7IpfPFkLxX0yiMYgNTlBMy54Vkuatl4qlmiSciof5gSzbLYjuvP6WE8ePaWYbfHb+ykltifCsCCbWqIRjZEGuifSVKIq7hqJSYwRAT64JUhU4z6Chujlg3jitHN4+h7mDtn9gRXjBSLR70cDUUoo10JpydBZaIGvQ/5uKH+OwWSjHoNmg9FTcCcizKQ4h0aF3eiJpJPejpvQamxNjfnzw4RCpMdPQ72IRJ0xWE4fyInenRDpLjSkUZ59wBhZHWmStzv6PY7XI3hfP7w+kkZvqR4Fw6Y2zNDxk/ihiqX5LGabfPHIVSzVp+6mmUu0KBgDSok+K8kaa70SWU286nUnzZc3n+Gr+4+PefAzqQ41N8PeMMd/bpxhJtvh4xP3mEm0adgpBqFJQhf03bXuLKcLe9xsTvPx2Qf814uX+PHJ2/yl2VexNJ/PFa/y7YOTnE7u8IXCB9SaWc5O7XKxtMFat4QTGuQ1m7uDSepuml9afIeak6YxTKMqEU5gkNQ8TmQOqA3SPJe7Py5cf9x8glcax2m6KVYKdV6vrvBC4S7Xq9PyGYZpLteWuHIww/n0JoYS8krrFEVT0AdfvneRstHlRnOKupfmQm6DnX6emVSHPSdHRpNexlOFDRZTTV7ZOsbXth/DCQ3OZncYhjr3BxVmkm1u1qZ4u7HE/3n1E/zK0ct8fGaVvOng+AYaIdfas7SGScJI5e+v/wwrySp/uPs4H5t4wL6T5edm3+et9gpnCnt8uniLF/J3mTIknDytDbnZmuYfrn+Be40yL5buYHtyMl9O1ZlOd3i+vMqfm7hMTndYd4qkdI+UPmQ2I08+12ozvNM98oOYYoAw/OFfP6I1jtdz46IfiSTgpxR68+p4OjRIHDYl/aQUhjAucporTJnkfjTmwQcJsQ2qQ7DqjFkzQXx6H+n7cIhTMDsR9qRKb0HkkN58PGRVhGRN9H6nFGH2QgkZmVDGIdqRLoVbHUb05kXTH+2zSpyo5GeI+wKM8cajxqrqyXtI1CREJNEIpeE7lMZysiacmEgFsxlvcqGw8UNDrJfqULRw3ZanEM2VIqkGMVAtqZDeC0ntynseUTP1fhyM0goxWxETdwK6Syp2RZrMSiC/E6MjGxyIc8hPMpaPNDeiH0PLhjHO2Z2Q39moSJudiOyqbJSjAg/SX/CTYgd1JmPN35bNLtLijTGeJjY7jNO2vm89Yvf1w+sjFXov0tgYTOAGOjeaU1wsbGD7Bs8UHvC9xiK3W5OcywnDZcKQiVdL9agkeny3eYwAlZVsjclUl4V0Ez8Ged1pVeh4CbYGksxkqj5fOzhLw0tzobKFoQScm9ghp9tc259hx84zmerS8pK81j5OL7D4e1f+DJ+fvM7vHlzkL85foh9a/M2rP8//cvEPeCa/xre2TnC6sIcb6tzozRDEz1537UleKN+n6mZwQx1TDVgfFHm7vkQ+4fCntXNs2EV2+nks1WO9XSRtDFlINvnpmau811vkmZl1ylaPvGHzhZlreJ5OUe+NnT6W6rHtFHh6doNBKNaIvm/xRnOFL829hx+pLKUaXGnNYak+bqhzvTXN6co+ihJxdzDJm80jZHR3/Hf/0ZnfIwhVnljY4mJqlWGoM2ENOJqpApAzbT5XucFXd84zlexwub1MGCmS/OQmuO9UuN6Y5kpjll6Q4LfufZIHboWk5nG3U4l/hsN/tXSdu/Ykj5e3UZWIt+tLLKUaeJHGP9r8AinNxVBCLNVnJVXjbHaHzcEEn567w9ag8EM1+ketaTUabVdCKVYj6+SoGWd25GQamFJMiYhdHgK7UkKRW/xEbPEL5XvMToQSO3RCQ/5OsirF0I35M8O8NEKT9RDNOeSsWy0pzqXrIpck94Vbo4RQuhZRO68xzEuRG+bELTSKJQSRI0Z+8JG/XrelUAWmTJVqjjydROphfKGfjCMOu2BX1DEdcjAl4C8JRBdPfxjbJu2KOi6YI3ZPf0YZN3atlmyISignZGcizlvoE8s18v+iGkDzMekb9Cc1vFz8OvHAlBIR21CFCipy0GFPQB0exhyaLZFvcg8iSQpTD4tzaMgGrtsyzAUxpiElm19mTXT5UUiMn4o3r4FcGy3exL5vPYL39cPro7FuPJO/NPsqSc0jYwjDfCVb52p3ntOFPZZzDd6orfB+Z54rnTls32DNKRNGCmGksNYrca8jFsmM5nJ1b4ay2ecvL7/GSqaGqQW8visTlabqYwcGO4M8jaFw7RcSDfIpm6zust4uUrZ6pLUh3949wTNzoncvJJtc6hzjSm+e52bX+O2NH+Pl+gmeqOxwNFFFVSKGoUbNybDaLPJ89h5f23kMU/U5cLI8M7HGwDfJWzaL6SafK13nVHqPSrLH4+kNzpd3WMnUeNAvsWpXOJY6IKl53GpPkdFcwkjlb559iVfbp8gbDmWrR8NLs5RqcK02w+OJDUrJAX9r+pvkDYd3u4sAvN+YZz7d4kxmh9cOjjKT6lA2+zw2sY8dGLi+zkyizbnMNvdaZV7qnuH58io9z+J3G0+TVIc03RS9IJZm2mV+b/tJ/srSK7Q98aw9U17HUALOF3fQCPn5xXf5ufn3eLl+Ai/Q2HXyhJHCj1XuYvtysr9UO0JjKHbPupvi05O3sVSfK22Jr3yldoLaUKaUv7bxGDe6M4QoXG/P8NfnvzXuvRyuCCUMf+jXj2qpQURv4dB9ERoxybAvJ1wvI/Y+sy2TrCMmuxI/rneuTV4AACAASURBVOuDSIpI/LifrIWEJjFDRVw6yWoUO3biSVU7Gk+rBpbIIiMY2IiSmDyIGEyqMkiUZJwNO6ioZDYFCOZOKGOSIzEjx+pIpuo4ccqNMQZ+NLaJOmV5wvATgmZ2isqY8aPbh9bOEfwMoHlSxWpJAzUw40Z1Uoq1n4mZM/MiA5kd+TtWWz63nxbLp5+UvodbOJxb8JOxV70r7iKnKO81cRDPDsTc+pE0k96VMPIR394pifNnWBDJpT+nMJhRxsC0UePUjqmfoR5bYD3Gcwt2Rfz1ZjuKg8mjeIgM0jvhePrY7ET0FuX39/3r0buvH14fSaMvWz3+/v5zHEtXuVKb5b4zyXyyyVv1ZS4W29y0p0kbLj3PwlQDZtNtPmjMsZxtcCa3ixMa+KFKL7DYd3McL9dY7ZV4fecIF6a25DRf2mOtV2IYalwsbNALLN5uLPFC+T5tP8VMuiOo3dIeNTfDs/kH3LZEhjnoZ3ACnZlUh1PpPa5253B8nazhcqs1SYjC3VaFT03fJaUOeVM9QitIsZRt8kzhAd84eAw30plPtZi1WtzqTfPArbA2KFEwbL7ROIuqhLx1sMRUqoelerzXXuRmbYpfWPkef7h1npThMZPqcCG3wbxZ543ucS5kN/jK5lM8O7XO7zUusphq8k/3fgKAU+k9vlM9QdZ02Lez5I0iz1bWsFSfb+2c5EJli3PZLf5o9zz7bk64Oo5Fy0vyfneeo7kaO3aeg0EWL1TZ7OS5OLXJSr5GTnf5tzvP8XRxnavtWbbtArc7U6T0IUVzwBvNFfxQ46nCBjnDIWs4+KHGV7fO0XMs2ikJjTHUgAlTnjS+sX8a19f55NQ9Jow+bzWPUDb7pHWX7LRLxezihjq5jMPfv/sz/O7UD2r0BI/GzT9agamQ2pFipDXkVBgkhPkyLCjoXTmRi3NEHvGtltgnR+EaRFIUdEccNnrsAbfL6riwjZ4a3IIwz61mHHISHGJ33YLIPW5e5BzNlUKlhDHyOCNcFtUXHVssj9LUdCoKoRYXRy8O984TDx99vy6vOyJNRLqc7iMlthImR84jsFoh3UWV9E4U2w9lCCywZNMZ5mTa1CkrY70+E0dWe5kYDaHLZwgNcQ+NcBKSawvJ/bgJrYLuRqiebDaCDB59drFhOkXZdEcB7MMYOKc5h03d0IwZ95Fo7aGhjIey0jtS1EdzEsDYCZWsRvG8gjKebQjNkWdfHSdhRbpC4U70g1GCj+B9/fD6aKwbVE5kDth3JZjjTk+mLx+f2OZGZ5rPTd2gPUzyREGyXzd6E+hqSNNN8erBMbp+gm2nwK6dl1O1nWajOcFnF2+R1DzWekWOpmrU7DT7vQwvHZzk7cYSp/N7zJgtDCXg+YlV2l6Szd4EVTuDE+msZGucz28zme5xLFuj6mRo+Gkey+yiKRFdz+LJ0jYXshsYWsAfrp6n7qWxfYPXWsfpeAnc0OBMfpe7vUn27CxBpHIxvzY+5e45WY6nD/hr0y+RMsR5FKAymejy8dkHXGqsoCoRi5kmTqDzJ3tncUKDrpeg5md4YWqV53L3xtey7qY5kd7nYJjlk+V73G+UeaF0H42Qp9JrXKod4UJli+9urTBrNFnMNNnoTvBa9SjF9EDQybkqjWGKmwdT/NLCZZ4qb/HpubvMWm1qTgZL9bB9g5vdaZzAQFVCPlW+zaeKt7nXLQtHv5vnZm+aQZxqda05w2S6x/909o9YSjU4U9jl8ewm71dncQKxj/7to98gQKXmZZlNtikYA662ZjmWOuBo4oCc7hCicCTXoPsD0yXRI6ll+pk4eShu0ul9aeIZ3dhp4onMYvbkBD9yZYySk3RbGqxyqpbGan9WlQLWH9EbwRhEJKsRVvOwoTtiwqveoa98JAcN88o4XUkbRnGgtRRm1Y/zbLOAApnNcPyUYLZj1G/EmA55SI08DE/RHKEx9uelKKse48apPSlOmJG7RgliTEC8qWme+NtHKVogp28vHee/FqXn4MYYBC8LVl3+nNoLx3hooxdh1SO8pBRZLxP3BZrSWHWLgjAWu6fIQKovILWRZOQWFZySXOtQVzD6slGOEARmWwp887RseDLRK30IJZCmd/dI/BliRPWoGevH/PsRe8jLKIdh4eP1aN7Xo/WRCr1KyK4j1MKy1WPgm+wPstzsTGNqAffsSRYzTeqeTMh+snKPFyt3qNlpfnn+LbxQI6u79D2TvOHwRGmbqVyXbbvApb0lLkxsMghNLlY2uDi1yU9OX8dQA+asFpfaR7ncXGbKaLPaKvHTM1dZztb5oLPArNXmWnuWjO7yXn2OT5Tu4Ycqr9WPYmgBaWPInpPl7c4Sn5y8x0qpzre3TvBsSU7OGcPlandOJmQR7O/Xth/jGwePMZNoczEvELbqMMs/2f5JTuf3mbAGtL0kfd/i5c1jzKdanChU2eoX+Hz5GnnT5k/r52l7Ca53Zuj7Fv926znePVig5SUJUWj4ad5tLLDjFrgwtcUgNLnWmuU77VNYms9ar8jzcw+450yT1Dyem3zAJyv3eLayxt3eJP3AZNLq8sLCKq+1jvPN1ZPYgcmaXcJUA06m9igl+kwnOrxYuc18osVrjWO81V5hKdOgM0ySNDze356jZmf4oDHHkVydpwob/GnjPNtOgTudSS63jvAbx79N3UnzfHGVL+8/y/qgSF6zKRl9fufmBcoJEYjfaB/jameWsi6M/orZ/cEbKYx++NePcI0KX2gwZtnIJKsy9sernkzIOiUJttBcAWERDySNJk2HBZFHNEdO08MY6uVOiI3QrihjKJfZjnVqUzaHwXTMau/KU4XRkcJlNWO7YiR6cqTGerkjzUGnHFv/9sJxYQ11sTsacdh4pIi2najJlOkwH1sOXcisSwhIaDJm46d3pRkrzhnZ8EJD3DaqJ3KVGkB6KxpLIaNNwGrGEYYlVbT5ToTVlGIpOAJxMkWavHenLNfV6MUTqRb0p0UqymwFqDGWYaSZBxYxsfKhJmk7Ri17smmlqtL3sFryhOBOKFj1GBHRk+9vH1PHmQPJvUOraGhCfjUYZxSYbfkMQYyV6C7/kIGpR/C+Hq2PVOjbvsCyNCWibAhky/YkqNtUfa41Zpi0ulzeXeLZyhq3e1PcHUzyqem7fLPxGFNWh5xuc6G4SdHsUxumeba0Rs5wuDi1yfnUBn3f4miiyq6d505/mp+dfp9v7J9mOVnnV2df5w8OnuT56Qd8bf8Mm/0JFpMN3mst0B4m8COVs0WRiCaMAWfyu5zO7/OgUSSh+VzIbfC1rceoWD0+PX+HKaND20tQNvsMfIPpRJfVlmS7KjHl8mubp3mjuYKpBlw+WGQ22eZup8Kp7D7HUwe4ocb5qR0O3AxXqjNYmk9J71FJ9CiaA87ldhj4JhWzS22Qwg9kk/x48T4tT8BmW4MC1xvTvLp/jKTusd4r8qXpd7F9g307x7vtBXq+yYzZ4jv7J9i2C+z1smR1B1WJOJna54vl9zg9LXp+ECn8wvRlXm6cZDrRZSHR4Lv149zqTrGUarBr52gOUyRihv3ZmV2KiQGOL6C46jDL+9VZJq0uzxbXGIYa/2L9E3iBxh9sPM6Z7C7TiQ4vHZzk5YPjHJuusjvIszvMsz3IcyJzQMNPs9vNYocfct1EQBj88K8f0VL9wwzQ0Dzk2wSmMo7hCxJxelIpLp49SXpK1BmP5ruFuFDGFr1Il0LkpQ+1aM2Nxk29ZFVOi4NZkTPs8iF/xU/K644CTdxRCLge82VyClY7zpnNMm5ODqZVAkMKsRRtaRya3Whs/xvmFdI7oeSlxj7zICEa+SiJSgnBLsVUyPj7QiNGNJvyM5Q4gk93ZNQ/MEXrV70Yl2BLwlOiKqdwfSAbmerHvYSWFHVJ95LewIjRA1LQ7Yq8DyWQ6yDau8hIo+B0oxcPcdlRPIwmRdiOyZsjUJzmMs4LcIti68ysy1NOejvCi2WpRDWW3YpqjGSOkdQZaUgb/ej7Gt/AI3lfP7w+kkYfhCofNOb4eGWVGaPFm40jfHH+KvcHFSYTXVrDFC0vycdnH2Cp4stuB0nebS7wNxZe4p3BEVLqkC/fu8jiRJOpZJeOnySIFDKay6vtU9iBwbvdRc7nt3m3ucBq9yKfnbrJ9d4M1WEWJzC+T7YIUDmZ2+dut0LPs0hoHvcHZd7bm0dVIpKmxxeWb/Da/gpzyRaGFuCGOr3A4t3u4hi6dS6/w9X2LL9x7NvctCUlSiNkKd8ka7gEkcKXFt/nd9ae5EihwaXaESzNp2Gn0NWQpOHxRGWHxWSDf7/3MZ6fWOXbtZMcOBkKpo0b6nx+4Sa9wKLvW+ySZ9fOU7dT/J2jX+eVzinu9iZ5srDJa7WjfKcpuOePV8RHn1KHfO3gDCcL+xQMm61egTf3l1kp1BmGOi/XTzCTbI8br/9y6wWeL6/yp5tn2MhOCLBNc6kOM8wkO5xI7/MnO2fpOhZBpOB4Ol9a+oD3O/PiltFCun6C660ZkrrHhfImfqgxa7W4O5hkLtHiiYkt7vYmmUp0yek2LS/FwDPZsGUQ62+f+iZO+N9+6C6KHj0tM4rtdmVpMlrNeHoznqSUkHCRMlDjUfpACnFvCYyuDFzl1kKGWYFhqT4QWx5HDhqzK9wVsyWFwp6UTUNzpehEunBx1FFaVVaBXhRvRCK/JGuSsBQYCr05lWRNim+kxrF+SuxjVw8TnYxuRGdFPs+IJTPMKmO3S29OIbsp7330tDBCAUca44ZvekcmcBN10c5DQ4kxDJIlOyqmo+LYPiqzA0ZPfPKJekSiEdM5Y29+pEqRH8lY+kBspBILKK81epoCwTy4RYXU7iEiOdLliSxIyCaV2otiZ5A0dXvzquCg7WjcvzA70fizKZHwa4ye2CyHBWWcbRvph79/sc1GtE6qP1y6edTu64fWR5NulAhL8yX1yZnGCzReqR5nrVfkg+YcOcOh71tUzC67Tp66l6bmZrgwsclrvRNc685SNrokTY/TuT1+rHCbu50KzWGK+70KSW3IifQ+p9J7Y3TAmcIurzeO0hkmJVgj0WVtUCKIFHQl5NvbJ3i/MU/fs1jONPjMxA3utipcnNnkxYW7nCnukVKHfKyyxu3OFAndZzlVZ7Vb5lR6j85Q3Dxb9gTDUGffy3OpdoRvrZ9kEJosppvU3TQVs8e2W+C56fXxdcgYLr+6fInJVBcv0LjdmqQ6zAKw4RbRY7aNqkR0/CRX2nM0himKZh+NkJPZfc4Wd/mD+lO8unuMT5XucLUzy3KmQdkSLv/v33uc3WGeJbNKOZ6avdmZ5sXpO5yYqKIrIfNWk5WMQNaSmsfdRpmfmr7K1fYsJ4sHnM9LNu6V9hzbgwL3O2Wc0ODp8jpfOvI+u/sF0qbHN/ZOcz63zXY3zxfnr9J0UzxXfsATBeEFXWnMMghN7rfLvF5d4a+VXyWjuzSHSb6+dpqy1aOYEPjb0UyVf7f9HOqHs9QiHkktM9RF99YH8QBUVaBgZjsi0g9Pr2rstVeHUhDMtlgRBbalxFOo8TSnF2vGGnFRYowOGOZFjlG9SOx61uFgEYrYJq2WaPJ+WsEtSXGyKyr9aVUQDXFYh9GT1/BTIkl4GWIG/qEkJV7+iPRuGDd/lXHwh+aKRTJSlFgSUugtiiSihPJZRn58zWHMthnRNM12FDNqGKdfuXmF5EGMSIi1ei8dg9cU8d5rLgSJaDw1K3GLypg15CcOIxEldDyUzbEbB7nnZKMyOjLYZvSimISp0FtQSTQDAkOekrycTDwPZkTakWawMt6w1UCuXaIW0Z8PieLcgcxWKNx6Sz6/n1ZIbx1aQsfrEb2vR+sjnehVJWK7naeeS5PTHWbTMk1qBwYnM/vc7U1iaT6D0CRrOOw6ebZ6BdxQ5/L6Ekcm67zVXqGQtNl2CrxZFW/3bLqNqkS8U1/EVAM+N3WD6YSQMWfMFjU3w8nMPq/VjgrlMiOWRoDjE9Uxl+XAyUAWokghrQ35oDHHc+UH7Lh5/FDj6sYspWKPe/0Kz5bWaPhpXqzcpuZludGc4tnJdd7vzlNK9GUQzGrwTnuJ5XSda61ZZtNtvFAjjBTKiR5TVpc32pKrqioRecOhNkxzqzpFftZBVULWG2WOLVXZsfMczxyIi0UJeL81T9Z02OhMsJhr8heOXKbmZcc/a31QxNQC/p/2zizIsfu87r97gYuLfWs00N3ojbMvXIfbcFNIa6VsSbYsSxUnXqSynHL5QSnrIS5XlqrkxXlRJalUnMSVspTELmuxHcmSJZqkKW6iSJFDipx9pnume3pDA419uRd3y8N3L7pFk1LGsotTDE4VajBodAON+c93///zne+c3zjyPZ6oSvC5rjpMJdqkwiYtO4btqWS0AdtWiofT5/kPO+/D9RRKyS7netPcl1/mT5buxi0ofLTwGrpqM6/v0LLj/OnyCVJRk5OTV5mdanAwUyUWsjjdmeE905cJKS735K7y5PZh5pMNIr6WrWnFaQ2i/NahZ/j9yvupDFJ8Zu55Vts/w7aZ4nC6wqaRZqk7ya+UX0BTf/tNq8gD58Y4zgbwFH8q1Vd02HFl5Nli+8UZlVGgdGDKZScUEpsORl4l0lJGyUexmjfSkKPIMFJgEeDoUgzdiOzkrZTw+OBP0frulkOfLw8N/Oi9jO/NEmLk9xLIBpNbDmY6RLgnlIRq4/vB7D5XrH2DLFjhnK2E4ittlJFUNHC5jDTl6yCKGXW4awuBIrLJblnokmFK8Q3ZpX/galJUrQR053xztj3BIZ4Krf2q/3srIyWTq8lnjOf3H0wwcx7pK/JYkDJlZhUJTfFUBkU5vQSum6lVmSo2JhQG+ZCfUSuN2UFxV4YZSD0Dyk61RPXT2qeSXJE0sd6cNHVD5m4+QLjn0ZvdDXvZs4puuHW9F9e1o4+oNh+YP8/V3gQDR2O1m+PUlsTWxdUhdTNORhuwPsjSsmKoisc/nX9RbAFyHe4vLJOP9JiI9tgxEiS1ITfnt+hYOnOxBgfSNRKaycutBTpWVE4O/SkuNwtcHUxQ78cYOiFiIYujMZkUPZba9J0xLYrRLqd6izw0tcRCrMaBdA0HlTtTK1SMFL9317d5aGqJs9UST20dxHZVVgYFNo00Hymf5lRtjjO1KQp6j1uyQjsVox0utosczW7xqcJLnEivElZdhm6YU/U58pE+xUiHSzuT/EzuHFPRNh9cOEfPiWB7IW6b2mBjkGEq2uF0c4aS1qZuJUhoJp+efo58rE/X0vnLzVsBWOoW/MEtm3sKK6ybWe7NX+Xl6jwdW+f29BrzsTqPXz3MA9klBo5GJjzgb1pH2Z+uoYdt9iV36Nk6lhvmgZkrqIrHH157iPVBlpqVIqS4HJuscFO6TllvMp9qcG9mmdpQPP7LepPzvSku9Yuk/DCSU9tzaCGH+jDOVKrDdxuHqRpJDqSrlMMNbits4HgKz2zt5/bUGsuNPOm/5fyEL0X03vr2TkFV6M2oI4+UcN8jtiOWua7vgRMUHtWWQtWbFephmFIlAs8P0RApIf7QlXDtQpNIcVUcRIkzkItLuB9w3PJ4EEYS0ENeSKggrS0XCjsqPw/ASsv3Vm8N0y8qRBvuyFgsbMjuuzcjJ4dow5UGbHrXq0brCmUymPIYphm5cupNbzRPoLc8zLw8v1tWhZLyYFBQR9OvwfODXX2vLLtxsYaQf9fR9K4qPH7QAA2C0YcZoU2SGy5mltGkr97wJZUh2U0rrjR8B0XVVxoJTRQEqBs51Xft9E9CWTnNhEw5vQSxhq5v0hbd8W2Wh3Ih0RvyXPHY9zBy8lnHtj1RDbU83NBbeN3ciOt6D66z0Dt8v7rIYmKHc+0pDme2OTG1RsVM07JjvLd4HtsNcaFe5Ep7guloi/92+UEADmWrXOiWuDNxlaYpTcjDmQpVI8mRVEVCtyMdrrVzVI0kBb3LbKROKmxwKFdlqVWgEO9z8VoJ11P4i+07cDyF890pPjZxiqlom20jyeXOJNcGOQ7q4jvz9OYBXuksMJ9o8IWz7+VwfIt/sv9lDCvMhCb676w2YGuY5sHiEkcntqkP42ybKf7iyq1cbBfpDHXW+lm+WHmAxyrH2Ohm+PjkK+T0Pi9uL/BH504ylerwROMYyZDJSj/Pr5eepzPU6do6h5Lb6Kp4wPz19lG2jSTRkM0fbT5IXhfPfE11eG57P61hjMevHmY62uZaP8dD6Yu07Sj/8sC3qA6S9N0IP2yVOVle4fHaUZLhITvDJIvRHUw3zP2FZSYjHQwnzIqRl9f1aa7paItUyOCF+j4q/RTVQZJzvWku1It8ef0ubk2t89DkZZYHk6TCBseSGzTNGPdmlvnEwqt8qvwyesimFG/zUO4SAK6n8l82H+FCs4imuKQjJl9ZPcGD5Sv8u/MfRmy79sLDc5y3vL1TCP7DWwll1JAcFFTCvmeNMSE7Xr3pG4zpkL4iR3KRYEphVi3ZEQ9TyqhYQOA2yegi4Phxd2ZGXs+OKiQqDnh7CmMXBkWfWvGzamWQyRsNU2ltOX3kLro4MWgvSNNy5NnuW/caBQUzq/oFD5JrEloSGgqfHt+QxnC47zEoyvdFdzyyS67s+nd8e4WehG2HhiJbtJLKyMIhWpOTh6cqJNYZpTp5IT95yoLkujty1hxmpMC3D8jvpzpCAQUDYgE3HtBHZl7x82XFEz7w9Q986L2Q9FbC/gkoCBtPbEiBNgqinnLDjOSfVlpUU70Z/0ISUzBzwaIQf/5Ie3cQLrHu0Z9SyV3YdTvds4puuHW9F9dV6D3gWK5Cx45yS3aDUkQGk7qWLn40is2+WJWfmzvNv9r/l/xO4Vk+OHuec40pCpEuc/EGhqehKh4/X3iVNxozLCZ3WDey6KrN+U6J/bka9X6MpW6B073ZkcPifcUrDGyNWxfX2TQzdIZRjiQq3JJa5yvVezgYq3B3doXz61MUIj2+Vr2LEC77MjusdPNcaBX57JHn+U71OC82Fnl45jKnWnM8sXaI5zZEA3+6PcNifIew4pLXenz24Pd4tHiGuydXyWgGGW3A3RMrfGbheZ5sHsN2Q5STLQ6VquSifdHpKw47RoLP//ATTMfb2K7K15dv4XB8i1Ksw3sKl1mI11np5DAcjZRm8LOlN7DcEPW+dMqK6S5xVYaa/vWZj1DWm3yx8gAfKEkz1/VU9serMk2s2lxqT/LdnUMcS27y1NYhUiGDsOqSDhs4SHTjb81/l8dWj/BaZ5aZeEuSv6wIumpzOL+N6ymcas3x1PYhTDfMzYl1Qnj8+vz3+NLKSX7QXOCVzgI9O0I6bPLla3cxFetQMVJEQxaOJ35Avzr7AjHN4qZYlZuydZS34ugd961v7xQ8KbqqxcjqwEpI0tHIIyYmE5etg9CfdelNqyK3i8jXgv/4g6I/eBT3qRVld+cc9gu25lsaize98MTd6dDoxGAlYZgSozQ7LqeDeFWmbWP+tGgwUKS1hW6I1oTT75dkhx3f8ohX5E1F2t5o0tXRoXWTSDyN/O5AkZlT6M4p6HX5POy4DH45ERmS8hS5SEy87o1sHlLX3JFHjJkXSWmwc3c1oUoCqSr4jVNfupg7Lxex+IYiz/NPClZCLl6eIr2B6I70HKJVP63KNznDk9+nMy+nAK0jQSyj5C91d/o20hLuHZ+Kw8+HTV6TzyzS8mk5fxBLPHp8QzkP38HSvxj4J6qA8tm7hm64db0H11XoFaBj66h4dOwoXUdnc5ghp/cJ4fJi6yb+dOVOznWn+I9r7+drneP03Qj3Fa+waWTo2TpP1I+x2U7zWONmPj7zGgD3ZZZ4unIA11N5KHeJcrrNBwpn2TJSnMwuYzhhzrWncDyFz8w8y+naNLlon20rxeYwQ0lv8382b6duJyhNtJjSW3QtnUvdIsVoh/smrgDwB6ffw/ntEps94ZAX4nVOFNe5rbhBx4oSUW1KWptyrInlhfj29nGeb+7n+5VF9seraIrLupHljd4sdyRX6ViyW1+qTXAgUWVtmKM6TPGp8st8aPEcsZDFb84+wz3lVWpWioLe5VK/SN1KoKkuTSPGSjdP14nyoakzpKImvzL7fQaWRklrMRnpkIqaPFY5xh3pa2wOM/ygOs/hdIWz3WlsN0QIl81OisXEjjRT8xusmnkOJKq07SgbgwzzsQb/e+skH5w/T3soDqSL0RqleIeFWI21bpa5ZIMTmWukNJP3Zs/y1Y07qVlJ/tfaSeZSTYp+I/h8rchyd4L7ildYiO4QD0ui1iNTlzjTnAJgOt7mcr9IMdqla+k/uog8n8t8q9s7BWWXklH3SPFcn4+OtCG5JhF2qaugV2XnbExIvqnqSGqT1vOI1hCfF4SOiFWDKU186wHFd67cbXQqntAd4kMjtIa8vihIVAvMtCo7Wmv3VBHo5XMXHUlt6jOSGhp5ZRRO4qkS+xfsjmNVD73pK1rigOpns/b8k4mfg6u3/EGvodx6M+IR44ahNytWDIE8MtyX54hlAaMc2UFRwk96ZWV02nB0Pw6xKpRRIHsM5gcUf6eu9eWUFdv2rZMNKdSqLe/XiUFiA7ozqkQv+olQdsxX0fQ8fzp4N0IxvimfZ2LDbw5HZdcebbiEe9LPsKOMpmwHRWkUg1zQZGp6N5x9hBtxXe/B9enorSgZTfw5B47Gs1v7yYXFhKxpxblQL/JLC6eYizW4M7vKkjHJdKSF7aoYTpgZvUnf1iilOqTCBl9dO0EmPKBmpfjZmTMkNZNLgxLr7TRlrc6RVIWvXjvB8cwm8fCQ+4tXeLp9hBPFawydELYbomYmeWzlKDFfE74/U2M+UsNF4eGJi7xcneeN9gy/XH6J28rrTGfbTMZ7vLdwXnJSB2k6lmTaHk9v8sXle3mjOcOFVokTuWvEQhb/9tDX+auN42wZKa528jx+7TCa4pCJDHh8/QgnyyukQgY1M0ksNORPrt3DYnSH2ViDZbMIwNnuNPN6nXK0oLEtowAAC2pJREFUyUYvwy/PvcRiuk4x1uF8bwrXUzk5eZU/r5xgNtXkueZB8uEe0bDNo1OneaG+j4GjMRnrkQ/3MJwwB+IVHFQeXThHx44ykxD3ydVejuowyantOVJhk+er+zAcjbYd5ebMBiW9zXP1A/xi6RQ1K8X+dI3JSJcntw/TsyM81riZkOLSdyNsNDJ0LZ1tI8kjUxc5kK9R6SYZOBp1O4GKx3c3DjBwND48fZovrt1P24oyGenywsbiW2TGcsMdcQMOHnYVN4GCRAzGpPFox3w/9MGuCkNxvBGlYCVkt5nYEOpBsUUv72rKKE3J0YXSSWx4frKUmHTpTWkgKq4/eWqJx0rwvkS2KffNvOIPCIkMtFcMjb5u+NrxsOHtxgymFFKr8vyI763vqdA6hO+26fkeMu4oQjG+5dErqWJcZgrVlFgXJY+rQ8hQ/NOKFFehZGSS1U5IcQ8iFgMTMjsuTV7XD90eTMrvoThSmGVYTfoaeH4B96dUg5OB6oeIuxqjXFnVZjTspTc8BiVl5MQZ6OIlXpFRNKPeDnxwROljZn0LZv/ngdBjiiOGbok1eb6cqty3jBO80db1XlxXoY+HLHq2znRUCspsqonphkmGTA4lKhyd2OKvK8e40pvgTGcaXbVlF1pbIBqyeXL7MPfmrnIovc2FVomZZItCuMuOlWDFyPPRwqskQyY/N3+Gr9Xu5vnqPt43fQFV8fjs1NN8/eItVMw0IcUjHrZ4vT7DseQm986skNYMzrRkl/ty9yYm9S6n2vMUYj0u7UzyXOsgqbBJSjM5mbvCa505QniU403+cPEbnK7LbnQhIzmnpXibeX2He9PL/Purj3IwW+V8tcRiqk4+PmDJKNIaxvjw3BmyWp9ndw5wqTXJppHhvuIVTnXmeaUxTzJkEAtZ/EbpGZYHk7y4s0gqYvCd6nFsTyWkeLwvd5Z1M8ulbpGb0xvYbgjbU3m8dpQD6SpXjQJJzeSO5CoTeo83OmUezF+mZqXYGGTYNNIAdG2d+Vh9FF5yoniNqplkItqjZ0Ukh7a6jwudEkM3zJl+mecq+9gxE2waGcqJJg8Wlnhf7izHM5uEcHlk8RL355dZbef4QX2B/ckahXifg7Ftvrl8nJVOjkfnzpEOG9wdu8K+VI3tXpK2HSWf6OO9uWvlvc304Ds4QeiFfGdGf7gmaIh6viwyCO3QesKLe37xk0ZeYOvrT7S2ZUftaLvaa6MgtEBvRiW2Lc8fFOVz6ZU9MledUeiIFxKdvZ3wJY9hf9jJFUM1Rw8UNNIY1Bvys92wNDm1rtAsdkyhedRFb/rFPim/q+0PGg2zkLoiF4FgcjTwm1eHIkN0NX8gqSMOkEZBzMoiLaE1vBD0Z6R3oNflYhn1FUcosoMO7CCG6V0lU9APCbT4Mqgku3kzp4x27CExa/XzaOUUEGl5fjPXv8Ba0vuI1uRihYc/b+DJcNoAP8REJKpWSi5y3bIqn1dP5JVWQhnZT6euudKPmPYtGdKB945cvO2YrJcfXUQ/1bqeA54CzgJngM/5j+eBx4FL/p9BB0EB/hNwGXgdOPGTXuC6Cn3fiVA34wAU9Q5HUrKjNF2No9F16maCUqxDLiK7/vVBlo4VJRkxeX17GtMO8+3N45xrTXEwXaVpxjjVmedCp8TA0ahYWQBebc4RVlw+Pfc8LTuGrto82T7OwmQDTXWw3BAFvUs2OiCkuJhumE9OvsRios7hZIUJrUfVTFLS2zwwcZmjkxUuNie52s0TVh2W+pMkwiYdJ0pjGOfTy7/A5/b9Dfv1CgD3TyzzwfwZzvZnUBWPfzb/NMeSG9w+tc7+eJWsPuBse5oD6SqWG6Lr6Cwm6iQjJuVYk6YVG02tvtJZYKld4PNnP0FtmMD1C9+RVIXl5gSmE6bjRLnam2AxscOR2AaLyR02uhkenrhILGSRC/elhzGYxnTD6KpNzUqhKQ7/ZvabXGpOciSxxcHkNi/WFzkcr4wGnEpR0YFNRHtkIgblRItyvImKh67aHMtVSGomt6XX+EfZi3QdnS9v3U3b/9xP16c53ytxT3GVcrzF7YlVFlM7PFk7wiPzl5mM9Vg3snxr7ThfWPsAU3qbe4qrXO5M8rmFJ4iFh29eRjfczkdxPFTf49zRGTVRJaA7MMISvhp850qfhhCvFNG9R9qyW1ctj0hHCpziSOEEv0Aq0J33OWlVVCVGVhUVh8tIs+2JspH+lFw4rGTQXJVdpZlTMHKqKHd60jAMxvdV/zWzZ1Xa+4TnBzkJmBNSCD1FpI9WQmwKpJD607FJKcqqJUVSgj/kZwZTq1pbaKLcWUYDXoBPv3ijadSAPrETQRqVaNhl0lZ22OGevOdAl++p0LnJ/zwTjAa57MTugFNgTSARf9IfsGO7DWAzIyepYVpoM8WG2JbQOyiMhtaMCfk+O+mHnu949KZVSfwyJBA8uSI0WjCz0FmUn/9m/BTr2gY+DxwDTgK/7d//XeBJ4KD/5+/6z3/Uf+wg8JvAH/ykF7iuQp8MG7ieQj7c4/V6mb9aPcZSt0BW6/Otxm0MbA3bUzHdkKRODWPsmAkWk3WmUx2SEZOsLheBLSNFVh9QGaT4x9MvYTiacOLVfby/IDmzL3X2U9C6nG7N0HV0DqarvFYpMxttsNwtsN1LUrOSbPbTdNwYYdXhOxtHWR3kqfYTlPUmlhvmUr2A46rsSwmnnNIMNgYZ/mzlNta70mP4XucATzeP0LN0XmossmIW+FDmDZaMIt+o3cH57jTT0Rbnu1PMJ+okNZMJrUfFTKOrNunwgLvzK/ywUeaj+VdJhw16VoT70kuEVJd8fEDDiKOHbDKagemGOZCtoYdsKlaGk7krrPbytJwE9WGcW/MbvNaZpWXFeHLrMAW9y8DROJFeZa2XpaB1+Oa1m/mdpV/i/uIVLC80okn++MpdrPZymG4YVXH5ZOkHdIZRytEmhhNmIVrnI8UfcqlXpDGMUY41SYYMnmocoefoTOiiRgrksc1hnNd2yizEdvj2zi0sdwoA9JwIHy+9QkYb4HkK7y+c43hsjaYV4978Vf7r2sPE1Te7V9546oRg+CVwLUysiypF6IHdRqHi+lOfQ9kt2gllRNc4EjNAyBDdeciQHWFABUVrYnEgzUFfidOWgmilFAn58HlladQKz63a0piMb8nje2kjveVKAzOp+AEZ8v4S6x5a38ONiF97pLHrP6OaYE4Inx+r+qlQUSm2UtR9/b4pBdMNB4NhHsakNwoFH2YZZakGjcsg/3WYUkZcvUT/eSj+dKk4Tsr7iW17o1CQYdoPcvEbotmLcoJQ9myIk9dEVRNcVPpTvt1CLLB6EE493GPXpTIE0bo/NRzxm6j+RU61xLfeiUkwTOAJpDgwmJLdPN4eGwtLLpbJVell/Ah+unW9CZzy73eAc0AZ+BjwJf/xLwE/79//GPA/5d3xfSALTP+4F1C869N5VoGV6/mGMf6/xwIwuefv3wEKb/PcGvChf/B39LcxXtdj/F2wd23/uHUdBfYOlfx3//ZWWASeAW4GVpEiDkLXNPy/fxP4feA5/2tPAv8CePnt3uh1Tcbyo/9hxxjj74J3opD/JIzX9Rg/Lf4+1nUS+DPgnwPtN33Ngzdrlf/fcV3UzRhjjDHGGP8g0JAi/8fAn/uPVdilZKaBbf/+OtLADTDrP/a2GBf6McYYY4x3FgrwPxBu/gt7Hv8G8Gv+/V8Dvr7n8V/1v+8k0EJ4/rd/gevk6McYY4wxxvj7xYPAs8AbQDB48nvAi8BXgHmkh/RJoI4U+P+M0EV94NP8GH4exoV+jDHGGONdjzF1M8YYY4zxLse40I8xxhhjvMsxLvRjjDHGGO9yjAv9GGOMMca7HONCP8YYY4zxLse40I8xxhhjvMsxLvRjjDHGGO9y/F831KXk8yAiZgAAAABJRU5ErkJggg==\n",
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Spec | Value |
---|---|

Quantum efficiency (at 525 nm) | 0.69 |

Sensitivity | 5.88 ADU / e- |

Temporal dark noise | 2.29 e- |

Pixel size | 3.45 microns |

Analog-to-digital converter (ADC) | 12-bit |