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@brandondube
Created September 11, 2020 18:00
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{
"cells": [
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"from prysm import FringeZernike, PSF, sample_files, Convolvable\n",
"\n",
"from imageio import imread\n",
"\n",
"import numpy as np\n",
"\n",
"SAMPLES = 1024"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(<Figure size 432x288 with 2 Axes>,\n",
" <matplotlib.axes._subplots.AxesSubplot at 0x7fba71c13220>)"
]
},
"execution_count": 53,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# the scene we're looking at\n",
"\n",
"y, x = [np.arange(s)*1.14 for s in im.shape] # 1.14um pixels\n",
"truth = Convolvable.from_file(sample_files('mountain.png'), 1.14)\n",
"truth.plot2d()"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"# case 1, how good the optics are\n",
"phase_map = np.zeros((SAMPLES, SAMPLES))\n",
"for i in range(6):\n",
" coefs = np.random.rand(8)\n",
" coefs[:2] = 0 # these move the PSF around without changing it, irrelevant to us\n",
" z = FringeZernike(coefs, samples=SAMPLES, dia=4) # units of nm coefs/mm diameter\n",
" p = z.phase\n",
" pv = z.pv\n",
" p /= (pv) # now unit PV, can scale to whatever we want\n",
" p *= 8 # 8 nm pv\n",
" phase_map += p\n",
"\n",
"z.phase = phase_map\n",
"ps = PSF.from_pupil(z, efl=4*1.8, Q=4)"
]
},
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [],
"source": [
"y, x = [np.arange(s)*1.14 for s in im.shape] # 1.14um pixels\n",
"truth = Convolvable.from_file(sample_files('mountain.png'), 1.14)\n",
"\n",
"realistic_cellphone_aerial_image = truth.conv(ps)"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(<Figure size 432x288 with 2 Axes>,\n",
" <matplotlib.axes._subplots.AxesSubplot at 0x7fbc32f808b0>)"
]
},
"execution_count": 54,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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X8W/2g0nrgUAAnU4H8XgcPp8PlUpFLEDeUzKZRK1Ww/r6OlKpFG7evIlQKIRKpYJAIIB6vY47d+4gm82iUChIErktGErPffN56+eh56lpvZvvjH4fXPdJIBSflX722hdrUpn6ePbHBFz9TtroUhuVqY95UfJtA7DnkXMJcuYks/nhKObCpyegLQzanKTm9zZrUfdDW2P6etMAiguqDYTNYA6bTLN0nnWuqRAQJHR1FPabbfE7mz9u2njp76aBjaaIzhpfcww1yPK5se8mPautXR1V22q1UKvVkEgk4PV60el05Lhms4l4PI5+v494PC7KEsP7dWmvYDCIUCgk7ZMK9Hq9YjERJGu1GgaDAY6OjjA3N4d8Po9qtQrXddHpdAREGQjCKip60XYcB+12GzMzMwgGg/D7/QgGg6jVaqjX6+j3+3I9/VwZcKIXfdMXyTGkPzIQCCAajWJ7extzc3MTkaekare3t9FqtfDWW29hdnZWrqfpQvM9mBbEYVpMFK0smXNC+/nMz8w5ac5VPlebEquvOy21gG2a0ZvnEZB+HXIuQQ6YHgE1TfMzwcP8/CwaUi/SthfFpBp1//iyTaNLNMDZXrKzrM9p0V6a+jE152lt8NomRWk7blpb+r5M8KdFbZ6rx0v7QmygPW0cOU460tQcTz3GeqG8f//+RMi+FtKE4/GTZHDHOfV9tdttjMdj+Hw+yZsLh8MS0MHrBQIBhEIhVKtVZDIZNJtNdDodtNttsbB4fQaYjMdjAVsGpNBy7Xa7cF1Xrr+9vY3Lly+LNUj6lEWlWWA6Ho8DgOTO8X5brRYcx0E0GkW9XpdITB0kFYvFxMpcW1tDMpmU/4PBINLpNJrNJqrVKiqVCi5dugRg0rdsU0L5nExwsD1bk43Qc+tZbAevz++14qv7pi062xzSypRpren7nLY2vQg5j8B5LkHO1PSmURk8lmKCmz5mGpiYE9d8oWygYL4gZ1lUtjZNSs08Tl/rWS+5baEHnuSJEQyp5Zvaqx5DfS2zXd1XvvBmgrNeHHSb04Rjrxci23jYrG/zM96rjiy8c+cOVldXBWy63S6AU58ZqT4WXR6NRlKHkuBGnxfrUTIyst/vSyJ4MBhEJBLByckJ2u22FHdutVoIhULSPhPP+/2++GA5ZqRCdRksDfobGxu4dOkS/H4/Go0GHOfU38ZnwCCSaDQqOXBzc3MolUpwHAe1Wg3JZBI+n08sUIIh+8hcO+C0jma73ZadEarVKmZmZtDtdrG6uoper4e5uTmhLm0LP+cIn4sNIPT84HdmFLCey3qu2pQ7fX0qptrvZgPIaX9rcDbXGt2eOS8v5FeXcxt4ojU5YBKobJSWGTjB783jzAmtF2XzPO0A1+3r86eBp+3a5gtx1sthu1/ze77k0+5Nj99Z9Iq+P/P6OojDFsjC/7mQM0eLP+ZYUKhRm9QUFzm2ZwblaBDnOXpsmYu1vr6OX/ziFxIGD5w+z1AoJP1isnYmk5nw7aTTaQnV17UpGYrf7XbR6/XEAmKQCGnF8XiMUCiEXq+HaDQqQR8MVnHd06TtTCYjFCiBrtFoSOBJq9WSBbtUKolfjeMWjUbR7XYFXFmFJRaLoVwuSz+bzSb6/T4SiYQEyhB06/U66vU6arWaBJgQiAnAtVoNW1tbMicODg5w584d1Ot1K/uh3x89V/m3ppZNhc1MQTH/1pYYz5uWasLzbMqcaXnqc83338ZGaEXkQr6enEtLzgQec2ID9sAKG41wVpCICR6m9ajbOetzUzudZskQGLT2awaM8BxSf7Z7svVdn6sXCrMP+ji2PY1q1UqASeNoy9AcT309TT3p73T7XHi5+NA60UDLNuh/0sfr9um72traQrPZlJqOjuMIALHMlfYrAU/KkbE/DCLR0Xj8jONMa4dltEjxkT70eDwSzOLxeJDJZMSn12g0kEwmEY/HJZmb1uFoNBJ6dDAYoN1uC226vLwseXatVgvtdhvpdFr+5vWi0aikNWSzWdTrdUSjUdRqNQCQgJnhcIhkMgm/3z8R2DIcDiUoh2A5NzeHTqcj95DL5YTyJSjwmegkej2Pbe+yfic41/U6oK0qreDp98amRE1L1zHfWf2ZzWrUyqKedy/SkjtLEf02yzdGTXAcZ9FxnJ84jvPAcZzPHcf5l19+nnEc5+8cx3n05e+0OufPHcf5wnGcVcdx/r3nvI7VgrFZGabYgGYaKOkJrdvyeCbTAsy+mX2xtf2riAYk/tgsK1s/zP81cJr9134I2w/b0dc2x1wD43A4FCqIv3ldLi4EI1p7Xq9XLD0NwNpKtN23fk4+nw+BQEDa0flujuNgc3MTP/3pT7G3t4doNCpJzvo+dD1Hx3HEfxWPxwW0gFNAjcfjE/vIBQKBCapxPD6tdEIwKJfL6HQ6CIfDkjM3GAwwPz8Pr9eLRqMxEbQSCATQarXEAuX2N4lEYmLMuSUPAZB9TqfTiEajUj6s3+8LdcpUBlp7e3t78Hg8SCQSUvWl0WhgNBrJZ6lUSmhNbstDCzgYDKJcLsv4PHz4EPfu3QMASYTXVrNpOdneYT1vOD9sx+i5YipnNrbCVLhsVDq/NxVRzTCYSq5u+0WBmxZ93bN+vk3yTbLkhgD+G9d1P3YcJw7gI8dx/g7Afw7g/3Fd9984jvNnAP4MwL9yHOcWgH8K4DaAeQD/t+M4113XHU1pH8DTlhPwtCPb1KBsFIe58D9rQrLds8KjbeeY5z/rWFNjNdsx79k8ZhqgagAyFwYea+uvOV62z01L0sxTs/XXZvVq/6DZRw1i5j3YxtaMqvP7/QJwnU5HKEMCCykyx3HE0mEEIat/MCAjHo/D6/VKxCUjLXUdSwCYn59Hr9eD67pCT/Z6PWSzWblPWly6GgzHhZYw97HTfkO92BPYotEoBoMBNjc3kcvlxAeXSqXg8ZyWEev1enKPBwcHyGQyAE7z45iuEI/HcXJygmAwiFKpJGkU9DPSaiRlHI1G4TjORGCN657W4vz8889xcHCAubk5AMD169efsrxs88L2/tqeq81S0nPZRpfqACfgSbQtZRooapbCBphmG9qqu5CvLt8YkHNd9wDAwZd/NxzHeQDgEoD/CMAPvzzsfwLw7wD8qy8//19d1+0B2HQc5wsAbwN493mvaQMCTj5tNQCwWgCq79bvTFDQQGfmhU3rzzSwMqlGfgZMbihp81uY/0+zYk26Rt+vbTymAZ15Dds55qKkK/ibL7pN2dDH2bRsfayt3zyPFiL/Bp745+7fvy+lq3TVD0YUso6jpidJtdGiYwg+75ERibTO+MwIxqQVtQ+u2WzC5/MhmUzK1jd+v19Akzl47XZbgllYhYX9YqUVJq9z4aX1x5qTsVgMlUpFrEO+H9VqVdIeyuWyWMqhUAiRSATAaQpBMpmU6FKmTtCSOzk5Qb1eRzqdlvHL5/NCa3Isdnd3sbW1hXg8jmaziVdeeUWsZD4nnkPrVOe2MrUBmNwnUdON5jtqowxN69Ck7fX7wX6Yc0zPxWkWo56zplL8deU8AuY3BuS0OI6zDOA7AN4HMPMlAMJ13QPHcQpfHnYJwHvqtN0vP3ue9vFle9b/+fe0PBxbe/olOWtxNy1A/flZgHDWZ/qlM7l9iqnlT+u7+cKZQMfIQH0P0ywjbV2YybTmfduASS++/GyaPMuStokGT16X1CbHstvtIhqNYnNzE5ubmxiNRigWixO0JqlN/fy50NJS0z62ZrOJWCwmJbQACO3J4BPmuLFqCgCpH1mv1xGJRAQE9YLOcXfd0x0ACNq0JDW9ys9Z+BmA9Gl2dlaKLTMKlIEyenEmuHEDWPr9otEoAoEA9vf3kc1m4TiO+OC4Fx370e120Ww2ZV88AmEqlZJ7oUW7tbWFhYUFFAoFVKtVoV1J+VI490y/LuejjfE4C4Rsa4aphNkYhWkBTOa81X5g039+IV9PvnEg5zhODMD/DuC/cl23fsbiZfvCugo6jvMvAPwLAEilUvzsKT+SFrPahRmAotp+ykKwUSY2y83Sz4nf5t82jdEmz+PvM8/VC6StPd6nBh2ep3/0mOq+mEBme9n1/7o6CkXvIadBfJoiofv/LKVDCxenfr+PWCyG3d1dfPzxxxI4EgwGEQ6H4fV6pawWF9RutyvBKawO0mq1JihUfs/rEygprutKqSxusEoQ4HX4m2kJuiwXc9cItKRWGSjCbXL4PVMeFhcXxVoMBALY3d1Ft9uF4zhCVbIuJkGz0WggkUgIxXh4eChRoYVCAaFQCCcnJ0gmk1LlBIAEn7DtYDAoFmOz2UQ0GkUymUQ+n0ckEsHBwYH4CO/fv49Hjx6h0WhgaWkJt2/flnthm/q5m/Q1QdF8X03FzrToeK6pGNmsPdv80gqIqfCZkdamwv2i5MKS+w2L4zh+nALc/+K67v/x5cdHjuPMfWnFzQE4/vLzXQCL6vQFAPu2dl3X/UsAfwkACwsLrk1b+/I4+VxrfLaIPf7P86ZNbLM9YHoyuen34rG6L/p888XT/dRt6GuY19Ginfm637bPbOBl0rw2qkUvENOAxzyHx2q/17Rxtn2ux8RckNi+jXoKBoPY3t7GO++8g52dHYl6dF1XaL52uy0V/Cn8nJ9FIhEJ1GCoPS2sQCAgVUUImppupp+OgSEM2GDQBy0rBqwAkAoneuzoF2OCOv2JOheRFGi73RZQ4Zi3222xNug/dF0X5XIZw+EQmUwGPp8PR0dHcF1XAk8CgYAAIfPfmE5AAKZvj8BJ+rZWq2E4HGJmZgbRaBQ7OztSZ5N06tHREbrdLm7fvo1kMjlBRXIums+b90q2gFQn8ES50nPYNsf4nPXn+j3ke8MxNilUwO4f/1WUsa8i5xHkvjG2sHP6FP9HAA9c1/3v1Vf/F4B/9uXf/wzA/6k+/6eO4wQdx7kCYAXAL5/jOqItmQu96WfSPq5pCyfleSaPjY4wgUpreHwJdWTkNOtF35vte9vLoxd5PR4mtWIuECZIm6BqAwwz1P8sgLPdx7Tf5n1rC9BmrZp91v1jiD6rgjx69Ah/9Vd/hXq9jlgsJr400mkMudfJ3txJgO0HAgEkEgnJh4vH40IjcvscbWmxj4lEQnLS6CPjtZj7FovF4DgOKpUKqtWq+L1YjDkYDEo/WZcSgNCn3JVgPB7j8uXLmJmZQTwelyRugi4pVJ00TT8kAbdSqUhfSTsyyAQ43Zi1VCpN7C5OYI5EImIh1+t1ATDSxdvb2+j1enjppZcwHA5Rr9eRTCbF91cul7G6uopGoyHjzzHSNL1tLgOnvkNej/SvnsM63YTKCRURvfmsBli+uyaFqeei+X5NswIvKMuvJ98kS+4fAfjPANxzHOeTLz/77wD8GwD/1nGcfw5gG8B/DACu637uOM6/BXAfp5GZ/4X7jMhKip5gekG3BYTYIv1M7dCWLGoDT23F6Altapo2wLRZkObkNy02W5/MF9xWf9PWpj7GBAuzT5rm1QENmv4x+2bSnNN8GGY/ze/MZ2FaxbZj+R37EYlE8ODBA/z1X/+1WFm8F1pOHDtGDAJPwtwd55QyTKVSUpA4GAyi3W4jkUgIMHBB1aDo8XgkUEIHojCfLR6PS51K7S8jeFarVcTjcdTr9Yktc/icCQDsJwEjm83Kc/J4PGKpcWsdr9cr0ZPM6+OzjMfjaLfbODo6QqFQQK1Wkxqbb7zxBo6OjrC3t4dkMol6vQ7HcZDP53F8fCxjz4LRHJdOp4PHjx+LAhGPx4W+pLVIi87n86FareLu3bsIh8PiklheXpaSZ5yTnDukhz/88EN88cUXePvtt5HJZEQB4LZAlUoFg8EA2Wx2Yusjx3Gwu7uLw8ND5PN5zM7Oynl+v39CYeU8o5Kh3w3bvJ72rn5dsSl+50G+MSDnuu7PYfezAcA/nnLOvwbwr7/CtazUgubfzUAOMxmV7ZjWADBJ+7muO+FLMhdfTTNO66eN9rO9ANriNP1eZ1Ek+nieo88379NGuZht6kVlmhWmIxFt9Ke+no0i1seb1pnN4jO1afNapCF3dnbwySefIBwOC4iQcmI0I/vUbDalOj+LExMswuGwRA32ej0Jt2d7rvukWDP9eczlazQaAqgEFxZNJgg2m00sLCwgEomIVfPLX/5yYtC0M4wAACAASURBVE7RquK9a0qQIBkIBKQOJUP6GWjS6/WQTCbx+PFjGaNeryeUKwNgkskkut2utLm8vIxGo4FKpSKAn81mUa1WEY1GMR6Psbi4iGKxiEqlgkgkImMxHA5Rq9WQTqdlpwNagvl8Hq+//jpKpZJYqtztnGO2vb0N13Wxs7ODGzduyA4H9JGOx6c1OxlM5DgO/vZv/xa3bt3Ca6+9htXVVbTbbYkAZRBMNBqF67oy1hsbG+j3+3j8+DEuXbqE5eVlZDIZHBwcSMkzr9eLaDSKRCKBcDg8Medt7745H1800J1H+caA3G9CpoGMpgWBp8N4TSvQBlz6f7ZBENKaO49jO6bFp3+blpONjrNZWeYxJmVqUif6nsy2poEd29X91WNnA032wVQs9HPQ1zQj6KaNte2ez7JSSVUGg0H89Kc/xc9//nOxBpgCwGRqx3Fk525+DkAoRQIa75s+tkAggFgsJsEhBCu99Q6twkajIYuy67ri9wOeACQX+GQyie985ztotVpYX18Xq4i+N1oV7CfpQo5tNptFo9GQaiUzMzMIh8O4fPkyHj58KIA2Pz+Pvb09RCIROI4z4V86OTnBpUuX4Loudnd34fP5kM/n0e/3sbe3h+vXr6NUKgnlOR6PEYvFkM/n4fF40Gw2JXm+Xq8jm82i2Wzi5OQEqVRKrEded3FxEZlMBoeHhxJwQ2uV1tJoNMLh4SHW19dx6dIlXLt2DfPz82g2m9jZ2cHq6ipc15XKK4FAAI8fP0alUsHh4SHC4TAikYhY8oeHhwAgQMnd2al8bGxsYH9/H5lMRkqUcc5lMhmEw2G8/PLLyOVyMl+Zn8h7s+U6As8XtPa8cmHJnROxUVn6c/2/ptpMSs4EEu1zs/Hr/H/adjTTrCwtJiDqSLBpWqDuE/D01h9mP03LjX3VoGQDQ32MeZxJC9uuY55jKhdaC+aCyedj9t28d5syo/PXQqEQNjY2sLm5iZmZGYkcjEQiaDabAJ4UHWaYPc9zXVfAg0EMsVhMrk+/DrfB0ZY+UxH0Vj0EEo4N0w3G47HsCs57Oj4+xoMHD+C6p4WWCbSk27LZrJTkqtVqUkaMdSsZwcmqKJcvXxZKkxbexsYGbt26hfF4jGKxKNYbcAq6V69eheu6KBaLUnKMe+WxYko4HMb29rYA0cHBATweD1KpFBYXF7G+vi7gMRgMMDs7i2azOZHvmc/nkUwmcXh4KBu+0vpkxCgVEVqwyWQSlUoF77zzjkSXhsNh8R0SYHhOsVjE7Oys5BwyH5Lzi6XQPB6PFAXg82i1WqIsUBnhGIZCIWxtbUmptN3dXRQKBSwsLCCRSMjc1u+afg8u5KvLuQU5G8DpaLNp2j/w9CJvW8DN6+jF16QzSUlOowBN6u9ZFIa+ntYOKabFdZaVY4oOddZAQtGOeXMMbSBus2j133pHbTP4wRQzGo73rp+p2T7HqdVq4bPPPkOn04Hf75cFioBFa4xgQAuM1iWtAuBJmgr9bfyeuw3Q30bLjQEg5XJZcu8Yqk+Km3ReJpMRStDv92NxcRGFQgEejwfJZBKPHj1CIBDAzs4OXn31VaysrIi18vjxY/zsZz+TgI/BYICDgwMMh0OpdkK/HwGvXq9LNKbeUSEYDCIajUqyeqVSEUq/UCigXq/LuK6uruL69euYm5tDuVxGu91GpVJBPB5HOBzG4uIifD4f1tfXJcG91WqJ5dvr9QSMarUaarUa5ufnZWxZ0o0J5MCTYteBQECS93u9noyvfo46iCSVSsF1n5QjY1WWwWCAfr+PZrMpSghFB6zQL8sUDUa51mo1OI4jUavtdht3797F9vY2ZmdnsbS0hEKh8FRU7IumK88jYJ5bkDPpRk6qaZaYPte0FqZRh+Z3mtKbZrXZrmkGv5jgYlqBfOnMtswAGD0O065L4OaCq6kuE6h5ba/XK4EL2vrTv22iwdw2Ptp3arZFKkuPi0n7UvTzY7mpd999V7bN4WLJCERGCLKCSDAYnKDIqLgw2pHA7DiORES6ritVSZgDFovFcPfuXQES9lNXIWEu3MrKCo6PjyWhezwe4/XXX8dLL70k95VIJFAoFOA4Dl555RWJ6GQprlwuh6WlJezs7Ig/rVQqwXVdyYfzer2SbJ7P54WmZfWSVquFTCYjfrTFxUVJJKcVNR6PJ0qaUXEYj8eoVCpiKdP31u12kcvlMBwOsbu7i0QiIYEo3NmAoNlut+X5BAIBDAYD1Ot1XLp0CeVyWaJWqRRxxwPSxIwK5Q4Ren7xPrLZLILBIE5OTiZo0mg0KqXONH1MX5sO7qHvk/PBdV0pdcZ2qBx8/vnnqFQquHHjBubm5p6pzF3IrybnEuSAp3Oj9GJvhsjr3zweeHrBNv12tCTMyap3ANDX1fSoGYZvA1INPpqC1GCgf5v3pMfBpPg0BWgm2Op7tCkMXPjNmn762hpozHE3aU4N7Bp0bbSmzkvS17T5EqlxHx0d4eHDh7KgkRbk5qa2ceFz1NY/a1gy3D+bzQoQ3rp1C+l0WnxzvMYbb7whfqylpSV8/PHHomwdHR0hGo2iUChI9GOr1cLBwQGuXLkiIfWaxqUwJw+A+OUSiQR++MMfolar4YMPPpDE7X6/j0gkglarJRYZowq134kLNADxSXEbHpYdu3LlCkajkUSAckGv1WoSgOE4DhYWFrC7uwvXdXF0dISVlRVcuXIFgUAA9+/fRzKZlPcgGAyiUChgOBxKNRUAQv8OBgNUq1UBG8dxJnYlp7+T1na32xWLjfl/HCsAE3U1GdXKNvg8aXExUIZJ9dFoFK1WS6rIMIqTvlr+sB1ahc1mE/fu3UO5XMbi4qIk5PP5vgixuQfOg5xbkLMBnAkoJjDoRdWk7PR5JkiZgKUXSlv6gZlTBjztP9Tt6t82gNb3ZfrDbBYTP9cgaRs/TbvaKFptYU6zdM/629avs7Rb06Ll/Zo+UH3c4eEhPvvsMwlt9/v94mshcDBAgCHujKRkX/g9oywDgYAkJgcCAbz55psCeBw7Wnnz8/PIZrMClq+++qokRr/77rvyd61Ww3e/+12Mx2OJ6ByPn5RY0+3yb35nhrB3Oh0pV1apVKRfjOzMZDKSb8eI0lQqhU6nI1GYjDDkYn3//v2JLXxoRTGVod1u49q1a7hy5QoePHiAmzdvip/Q4/Fgc3MTfr8fyWQSS0tLePz4MQ4PD7G0tAS/34/j42OhMjVrEA6HJbyfYOz3+yWghsWgCYAEGQATm9hSWSSYN5tNSWKngtBoNACcWsyVSmVifupo2VAoJGklVPqofJLh4LOgxce59ujRI6ytrWFmZgavvfYaUqmUWJgvQi5A7hwIXw5tDdgWTxvFZVvAbYs8MFmr0aT3dF+mLdp6sTJL/pjbjZi0HTBZC4+fm+Csrb6z+qRztTSI2IDrLFDTdDDH2KR+p72EZuSl7gvpQF5HgxjPNYHdcRwUi0X83d/9HVqtlgRr0OcUDodlR2yONyMtgdOkbl6Li1Q4HJbzOO6vvfaaVO5YXl6eyKPifTARmZYgt7X5wQ9+IAuyz+eT58WgFlMzp4Jlfmcqb2traxKoQWuBuXCVSkVKcLFKSSaTmfBrMnAjGAxKzUoduRiNRmXsmIZw9epVSQXIZDIYj08T0Le3t1Gr1ZDP5+Vec7kc8vk81tfXcXh4iHQ6LQEn4XAYpVIJ1WoVhUJBdjA/PDwUUI9Go5ifn0cmk8Hx8bGAxP7+aUEk7WNlTUzmMXq9XklfoFXOvfCy2Sx6vR5KpZLkMDIdgxYiFQTSvHxv6OdlsJJ+h13Xlbb4vLhL+uzsLJaXl63vxG9aHMfxAvgQwJ7ruv/EcZwMgP8NwDKALQD/ieu6lS+P/XMA/xzACMB/6bru3/xD9fPcgZz2E1FsFtk08HvWYqyPoZiAqYGQ3LsGB1030xRbrpcGj7OoP7PfJjDrKETdJw0ouj2C31lAbdKOz9Ofs8Z2muVpjo0JdLr/BLP33ntPIvg6nQ58Pp9ETtJSy2QyyGazODw8FAuP6QMMSKC2zor/BN2rV6+iWCyi0+ngxo0bMl56DOh3Y+ku/RyZbG76PM30D3M89NibYLq7u4uTkxN4vV6xCOmbc5zT8mDclocUXLlclshFlhVjigJz+7izAEGPdB+t30ajIeDFPfG8Xi9mZmZkHMvlsvi+Zmdn8fLLL2Nvbw+bm5vin+O2Qq57uhMC6cB2uy1VWur1Ou7cuYPFxUXk83msrKyg3+9L9RQGlNBapwVORafT6Uxs7EoQYjUWx3FkbEg7O44j4EkKFcBEyTD2Vc/LXq8nz5SgqOn2ra2tFxos8oIDT/4lgAcAEl/+/2d4gduivSg5dyDHBcnmo5lmlWnRPhgNRtOoQtv1bfSc/kxTmLbvuYjaFnwTSMxUAdOPZlo8+jgzUlGPF/sBwLp48zitqdr6pxd7Xk+Dv2n52f42+297kblYARD6q1qtwnGciRqQ4/FYogtTqRTS6TTi8bgEMLB0FaktUn2O44hV4PF4MD8/L/UXf/CDH8i92BQX+or0/duei34O2irXio7NgiMb0Gw2sba2Js+Wiy7vLZ/PC/3X7/dxfHyMfD6PTCYj9Bvz1hhos7+/LzQi+82kd24jxDSEUCiEmzdvotfrYW9vD7Ozs4jFYgiHw/D7/djZ2RE6+N69ewiHw5idnZWIVNKGx8fHYvUWi0XE43GJZmTCea1WQyKRwMnJCVzXxeXLl/Hqq68iHo/j7t27AtIslK3HNxKJiCKjE/c5VgyoIThq0KzX6zK2DMBh4r051wmYOghGux5o2d2/f1/G/+vKi6IrHcdZAPAf4LQYx3/95ce/tm3Rvo6cO5CjTAtysIXu6s/MoA6KWbbKRtfpBUlP6GlBEjYQM/uszzF9YKaPSltT5rkadHTU5rRrsP9mMIatbVvwjXlv0wJnbBatHmvTp2mOPa0iLug+nw9bW1v42c9+Jv4avccZaUeGycfjccmXcxxHih/funULjuOg0WgIEJKOYjSmx+PB3NycaPhnBRFNo4FtpZ9s0b+mAmNTVD777DPZJgiAVHOhddvpdJDL5aSddDqNnZ0dxONxFAoFlMtlodoYbJFOp+H3+2UcGo0GhsMhLl26JJGbrutKybH9/X3EYjFkMhl4vU82fSWgbWxsiHJBcAgGg5ifn8doNBKrst1uYzAYSCBLNBpFLBZDp9NBp9MRqzgcDqNerws4NZtN2SFCjzGfDcGK+wYyb5HfM6KTKRccX01dss8EKQKpx+MRfyifD8GNYxoIBNBsNuWeCG66v98Q+R8A/LcA4uqzF74t2ouQcwtywPRkcHMBsdGWtsAVHmu2N0304k1t20ZH2a59Fk3I80xANSksbQGYfdJWhf5fHzONajRpRx4/zZrT92W2YRMTBGxKBS1BXvODDz5Ao9FAKBTC3bt3hU6iZe84jgROMHhgd3cXHs9pwvLx8TE8Hg9mZmZks1RuAxOJRFCr1bCxsYH5+XksLi5ibm5OFkxG52lqWo+hzf877X9afZrSslHYFFqP3KaG2+cQ9ElB6pD8nZ0dOI6DmZkZpNNpGSvSkuPxGHt7e0in0wgGg5JkzsLQ1WoVyWQShUIBOzs78Hg8sht6t9tFIpHA9evX8fDhQ/FjMS9waWkJDx48wI0bN5DJZFCtVoXKTCQSEvAyHo+lzBbHBICkeDDtgcn8d+/exeuvvy6sAqMlGXxCS7zT6SCVSqHX68lzI71N5YXXJ6iRBeBcI/3K8ddBSqSguQsDz+EzZepEt9uVxHJSu19XbO/JGZJzHOdD9f9fuqe7ucBxnH8C4Nh13Y8cx/nhc7Rle5n/wSJgzh3I2cDIdgwBwaTsbFSYaSFpsNRAQ/rO1sY0H5q+ti0PjH/r4q8azExAelZfzwIzm/XwLGvUDC7h33xpzdB3gg4XAH0NPTa0jPRiz4WGltv+/j4++eQT5HI5rK2tSTWQTCYjFT+83tP93rgY0fdDn8vs7Kz44ljJgonHtCgODg4QiURw6dIleDynZaoqlYrUK9TPjmOsn40ZFWk+E5NV0JGT+rlOC6bieNy8eRPhcBgffvih9IELMANpuGNBIBCQgsvcwJW+NhZB9vv9UpsynU4jk8kIMHCLIOYOckeFwWCAo6MjjMdjFAoFlEolHB8fCy0ZDAYlgZ374tEvSctQb+NDAGJFmfF4jGQyiUajIcWimYS/v78v4MZnSEuW1pvP55MoSo/HI35F13WlH0zm5jNk8QO+h3r+U2lijiTf5VAoJHv78Tl4vV5JyYjFYvK5fr+/rvwKIFdyXfe7U777RwD+Q8dx/n0AIQAJx3H+Z7yAbdF+HXLu9nCw0Wampszf2vqZBk76PJvVZfphzDam0W2mNm6jAXV/zyptpc8zAY5tk3bU4GTSnXpcbJaTCVg8Xy8C+r718ea4m6K/J5DxfF5bWxylUgmffPIJxuPT/cq4EDJMPRaLIRgMCgXp8XgkKpB5TMlkEuvr6zg+Ppaw8I2NDZTLZfh8PhwfH6PVauH4+FhyzarVKlZXV3H37l3Za83j8SAQCCAUComVwYAFJkX3+31JTSBAcAdt/uaY6flBetdUYkwFhSB+7do1FAoFmTPhcFhyshqNhlhOlUoFtVpNrBuWyarVapID1263US6XJa+MvtlCoSB1KP1+P1KpFJLJJEajkdTmJBheunRJ9orTc61YLAroRSIR2WiWflFGMdbrddTrdaEEa7Ua+v0+stmsJO8fHh5iMBgIldlutwXIuAEutzbiPCc9TeuUFhvHzXwH+BxZUcUEJ9c9TbjXG8/q90M/U85TWpQc+2+KuK77567rLriuu4zTgJL/13Xd/xQveFu0FyXnzpLTYvONTKPJplFp0463aeb6fE5y3a7pDzQtF7MN/k3RQKe/02Cm71svgDYLTlfVN316+hpaAdC/+fJO85fZ7sEEafaNmrceJ5uV02w2cXR0hKOjIwyHQywtLU04+ff393Ht2jXs7e2hXq+j0Wig2WxK/UD2X+8d5/F4UC6X4ff7kUgksLKyIjURo9EoLl26JNQYk4xTqZSEt5s0OBdCHQ1LoNbzwRwXnaxuPm9zHHTgDgAJXV9dXRW/VrVaFTqPwQ9MZGfid7fblZ2+GRTCOp29Xg8zMzMylxnIE41G4fF4xALUSiIjEovFolgr8XgcruuiXq+LMkIrWdOABHS/34+lpSVsbm4CeOInG4/HSKVSKBaLExZaqVSSHc9nZ2eRy+VQq9VQLBbhuq5UL+H9UqkgVcl7YHt8Tnq/Pr4nnDfsr+M4E1V0mKIQCoWkDiYVH22ljkYjUTJeBFVJecHRlaa88G3RXoScW5DTC4/+PQ1stKV2VhSfeQ0TWMzztZWnr6G/s13HBAgbONpA3DzfPNe8tklv8hjmARFAdLCKuVCbC7AeB2q6NmDXY2Qu7BocCCRffPEFHj58KJU6MpkMlpaWUK/XhWIKBoP47LPPkEwmcevWLUSjUbz77ruS3MsFnGHkBItoNAqv14tkMik7CxAYaUXws263KxQZaUVTOdDzwLwvLo5c7LgbAfAkAEEngXNc9d96zKgk8G9uIcMgE9aujMVisiOAx+NBsVhEIpGQ6EuG0Luui0qlIpGIuVwOJycnaLVamJ+fl8hThvN7vafbzZDuY1k0pl8wUpK+J9K+rVZLyonxnvgzGo0wPz+Pzz//HH6/X4B7aWlJCiGzCks8Hpc97wBgfn4e8Xgc+XweDx8+RLlcRi6XEyZgYWEBtVpNKGf6Lzk/aOkzz46KC58PgTASiUzMI10Cjs+cbQwGA6mIw+Adn88n9/+i5FegK5+3vX+H0yhKuK57ghe8LdqLkHMLcsDTEX42y8JcmIDJoBOzDfN8/bmufKA/43E2wKKYvpZpfTfv41n3ZOujtvBs48TvtLVg0qvAE/8EP5tG1eq2eZwJrPq+ufgzxwwA7t27h/X1dSl/RWpoOBxia2sLa2trSCaTsoCHw2Hs7e1haWkJr776Kur1uuSQcVNTVsfQdCOpOFYDoe+I2j+LEzNQhYEptmeq740/mt7SFijnDiM/9TOgxWxu4aSFx77yyisoFAp4/Pix7LuWSqUk6CmXy6FQKCAcDuOXv/wlPB4PDg4OEAqFZByY3F6tVpHNZuE4jkSV0nJhCgbpTIKz3omBUYTMb2NtTBZvJpDTh0X/KZ8r/YVffPGF+PxyuRxCoZD0sdlsSrAMq5i8//77cN3TnSNu3bqF0WiERqMhCdv00dLCYmQmfXT6HaFFS+uOhbdpHes0I9d1BRQZpcpKLbxXHUDDd77RaLxwcDpPcq5BzhYlaIrNh8eJawKF6V8zxSy6qqksG2Wn+2iCoBnoYevPtPuygbMZAWmmBdiA03b/+h6nWWRmG7oPOgLTjOzU4MaovnK5jFqthu3tbeRyOQnTZtLyxsYGut0uksmkLDDhcBjNZhPhcFgotvn5eczOzqJSqaDT6WBzc1Oi25jHRVqL1B8j5NgmK4YwsMG04qcJx4D3xv3TtB+IlVJoRepxMvfYM5+bnue9Xg9HR0eoVqsTyeukQwHIfniZTAbtdlsq67daLYRCIbFgWQmE10wkEqjVapidnUUkEsHu7q4oB4xsBZ4kbjMB21zoaXVTOWAhZ+alua4rtTYXFhbEd1UqlbC/vy/vB4M46vU6UqmUKCQzMzM4OjrCzMwMisUiotGoVH0Zj09z3Vi9hpYvN29lIAktdQACjjoNgHOZygdTT2jNuq4rPkL9fFiw2nEcSXcwn+tXFZMCPy9yLkHOnDC2/200HYAJqsF2nl60zXZMgAMmrUKKBjNNNZn91X4CG/1qs/h4LdPHSBCyAS/bOStS06YMTKMgTYC2jS9FKw6kuhqNBg4PD7G9vS37fWUyGdkV2nFOAwaGwyH29/elziOFiwi19EQiIRbHlStXJDjl888/F4ttYWEBHo8He3t7OD4+xuuvv45kMikgSWqu2+1KYIfH86Tc1PLyslUB0PNL5//pqD5aCdrqN6kvbeWyXc4N/iYV9vDhQ7iui1gsJgs7t5kBgGKxKHQvdwDIZrOo1+uyuelwOEQul0MkEpE0AFYyYQ6bVnwSiYRYNx6PR3Y6YAQq93ZjbhkDbQqFAra3t8WipUXFYwgi0WhU9phrNBo4Pj6WMWJaw9LSkoAp9+/TEbOsVckAINKqDE4h4DEHr9lsinVLKlxTk/pdoPA+qEgQuKkgeb1eiW7lDhYvUi5A7pyIjng0F2BT27FRedMsJg1wbMtsx+aP00BBzVtTUvo7s+1pluDzWJamtWgCqi1YxQRY8751/21+TA1wwNPWLS0aArE5XhsbG1hfXxctl9QjLRxu0rm3twcAoqXTj1IulxGPx5FMJqXqhuu6klfFxOFgMIhE4rRa0czMjOzUvby8LO1Fo1GkUimJlOR+c8w7c5zTXLNKpYKDgwPMzc095WM0n6H5nPm33glCKzDm3/qZkRrXn8diMbzxxhtwXVfAo91uS75Yv99HLpcTK0gHVvDzra0t5PN5iZCklXXlyhUcHR1J2D4BqNfroVarTVBxTM9oNpuIxWJSyYTPPx6PCyBEIhHZHYE7EDC9gPfICiTA6UapMzMzcl8AJEcvmUxKgArboAW7sLAgBbpLpZLMT507Sd8sI0ppHZtBXwRIjuNwOJRaoJxfZmCW3imBY8+AlRcFThcgdw5EL7hm+SRO+GlWjxbbZJlm1WghkJhFhXWb2ic1LThl2mSdZqWaC6cGEZMKfda9mEBnAhcwmUSur6V/U9M2LUt9DW3pfvTRR+J/YdAKF0XmQPV6PaEcGRzD/C4AEt2nNfxWq4W5uTkcHR1JseHDw0M0m01cuXJF9lVzXVeAks+vXC5L6gH9P6zByKLHS0tLEszCShpcrG33bIptfG3PVP9tzg9+7/V6cePGDXi9Xuzt7UllF1pOpOkKhYL4qXZ2diTisVgsCvXHGphcnKPRKG7fvo3NzU1UKhWh7xiVyQCTSCQim7+mUimxZhjZeXJyIpYOMFkxpFaryTNkQWVGwDL1IpvN4uWXX0alUsHa2pr4Gx3ntL4kLbZEIoFSqSRRlZFIBNvb28hkMsjlcmi1Wmg0GvB6vUin00KhEuDoI6RFra1ujrnf75cfpozwefK+PR6PRFXyOTFalKkp0+bAryrnEeTOXZ4c8DQdyEmp87Y0yGgxAcEMjtDH6d/T+qDb1Fq8GWhi87WY/dJ9MnPWtNWmr6H9O/zObEtfYxq1a/aJ46pfTvN/HRpuRgfqHDjXdXHnzh2sr69LEeV2uy3Rd9TESYfptpnEzIWOlfNJLzmOg5OTE7FGuAsAN/t03dMgFvaLe4VVq1Wh5UhbcTxZSmo4HKJSqaDf7yOdTosWX6/XUSwWUSqVJKKPY6gVHdNSto3/NKHyoKM2eQ/My1teXpaUB1p6DKFPJpMCIjoCkHUqueP2aDSSXDLmI/7oRz9CJpORVAQqFCzszEopOsJS31symZTAEVKL6XR6wsondcr6laSKY7EYotGo9P3GjRsSGMLcN+6yQB8rc9I8ntNthnZ2djA7O4u33noLP/rRj/DjH/8Yf/iHf4jFxUWhMbkrut/vF58iqVRa3Rw7JsfrICL65AiWejsdRnByTsXj8RcKcs/z822Scwdy+kGS0yco2PxvphWlFyF+RtHAZkYI6vBnGzjaqEPdpm3Bs92b7ovNUiT48Md1J6uP6ELGJuDZfuvjzBfR5nfU4GcCIMGK/eKC1mw2sbm5KZY2N/Lk4tXpdGSRaDabYp0BwOzsLG7fvg0AEzlPjChkJfvRaISZmRncvHkTh4eHePz4MfL5PBqNhiQUb29vi/+n3+/Lliztdhvr6+sChtFoFPF4HJ1OR7bF6XQ6CIfDODg4ED8YAUUDEp8bt+vRz8oc72cBn+M4Qn2R/vJ6vRIscv36dVy/fl2iF+lLYsUXKkBzc3PyrFKplCRwU2lgIFY0GsXWXtC2nwAAIABJREFU1hYCgQD+5E/+BCsrKxPKIsPu+/0+ms2m9KnRaIh1xPJZ3OVcz7V2uy1WM605Wlukr9PptMxjj+e0YPOVK1cmynMx+Zu+V44TQWtxcREff/wxut0url69irm5OcTjcczNzQE4XRdOTk6kzil9qJwrFKZ/cJcCRgMzl47BKEzRYGUcbtdEK/hCvp6cO7oSmKyqYVucTatE02naCtK/zfPM36a1QjEtQ13fEHjaD0itW/vq9LFm2+YCqAMReF+lUgmJREIoEx5jozJNKsy03mzjYtLCNmvS/JwLJwsqE0CoJTO6UY8bK1PkcjnMzMxgZWUFnU4Hn3zyiVh2pL4GgwEajQYcx5EIv36/jwcPHmB1dVUCGBhBmMlkJq5L6+Tg4ADhcBjdbldypBjOzsAKXTVjZWUFn332mZSyqlarEk05Gp1uM+P3+yVghQu9ptLPopAp5njzM13rkxGUXIxZlgs4VRYKhQL29vaQzWYxMzODWq2GWq0mSsbCwoJYSOPxaS3HWCwmVO73v/99fO9738P777+Pg4MDqWLiuk8CiDqdDubm5lCv19FqtQT4mF8XDocl7YM0KSvMcL6lUikJILp27ZrsFE5gffPNN/Hpp5+i1+uh0Wggn8/DdV3Z/ZzPrt/vo9PpIJ/P49q1a3jw4AGA0z0BB4OB1ColCzAYDGQLH8dxJNeO9DiVNI653n6Hz4xFpvk/FS6CNSl4m8vkV5Vvo5X2PHJuQc5G/1GTsoERF2AbuNisJtPXZLbJxcq06MxgFBsAmFSgLYjBRnHqfgcCAVQqFfzyl7+U85eWlhCLxSQEnNq1rT1TCdCf8z7YT22hmOOg+24GTQQCAdTrdalswfD6Uqn0VE4YtfvRaIRr167hrbfeQqvVwp07d4TGOjk5ESqU1Fc8HhcfWbVaxcHBgSQXt9tteDynlTyA0808d3d3xRdDbRuA5HiR6uz3+5ibm5M51Wq1EI/HkUgkcPPmTTx48ACPHz9Gp9MR6otU6XA4xMnJiQQr+Hw+3Lx5UwJXzHSRX1W05V0oFPD7v//7uHv3LprNJgCgXC5jcXFRIgsHgwGy2SxGo9MdvmOxGNrtNorFogTskIqsVqsolUpYWlqSZ/QHf/AHWF1dxU9+8hOpzl+pVBCLxXD58mWx6tiu3+9HKBQSoGLwUL1eBwAJxQcgx2cyGbHyHMeRfLpbt25hMBhIOgIDS5gzyaTxo6MjJJNJ5PN5CcKJxWI4OjpCpVJBPp9HMBjE22+/jXv37ok/cjw+reLCwCcAkkunqWhW1dFb+ACQ3R84d9kmA2b0Zy9CLkDunMg035IZ6cfPzwIz4Ow8MhNQbZaeSWuyH2bEFr83LSszClL3i8DAyujk+xnxViwWZeE5OTmB4zhYWFjAysoKCoWClXrV96KtPVpeuq/mfZtjNs365MvNFAEGR9CaYjFeAAiFQlLdwuM5zd/a39/Hw4cPZVNU7v6tg05owZycnGBlZWViR2dG/FFLr1QqaDQaQiXpMPNqtSrh9My/Y38Ypq+p8Xw+j1KphK2tLeRyOamc7zhPCiTTgmH+V6vVwvLyMmZnZ5HJZKxUtDmOtvHW/1NRunHjBlZWVjAYDLC2tob9/X2xkDqdjqRJfO9738Ph4aHkJ3L86fMEgHA4jFqtBo/HM1Emi+NGAGN06ng8FjDgws77Zp6e45xuXksw9fl8ktqRSCSwu7uLQqEwsTUNlbharQa/3y8h+bSICSw6j47gyHkbCoVko1lSm7Ozs4hGo1hbW8Pq6qooJ9VqFdFoFIlEArlcDtvb2/B4PBM1LQlwOkWEtDTdJfTj8W9Sry9KLkDunIm2Lkz/kC3B1vZ7moVG0aHfFNsCxb/NHJtpFpTttwY97dfy+Xyy6LOYbbValdBovlj8f319XbTxmzdvIh6PT2wfosFNX5djpkFXBz6YtKWuAGOOEc/TlCR9RJoOIr3l8Zwmgb/22mvIZrP4yU9+IonDBHcGSrCwcDweR6/XE6Dx+/3I5XLIZrO4d++e+NwAyILMvi0uLuL4+BjJZFJyrZLJpPho6H+jlcg+UmlYXl5GMBiUkHtW1+CC3Gw2ZYHL5/NC0x0eHqJQKODWrVtnKhGmmMwAqTHXdaViSzwexyuvvIJbt27JYjw/P49PP/1UAP3GjRv47LPPBGgrlQpCoRAqlYrsv8Y95jyeJzlkCwsLeOWVV/Do0SMMh0MpVbW/vy8+QQITfeGkL6mgMBGdSfqBQEAStJmKwAR/KjfNZhOXL1+WoBPOVVrbjF5k0A0DYzR92uv1cP/+fczOzuL69evIZDJ44403sLi4iN3dXdRqNfzO7/wO0um0gC8TvZkADzwp1kwrj+PDLX/0MyQgxuNx1Ov1FwZOFyB3TsS0zEwf1TTLyFxINLWoxbT4poGcBrdpNN40P95ZlhXbpn/o3XffxccffyyUEi0RAoyumO44DhKJBBqNBnZ2dnB4eIhYLIaXXnpJEqJNCtK0EswxoSJh9ldX7WAbmpJ1XRfFYlE0Ydd1JZCDf9Npz/tOJpPY2NgQ4AAwsX8aKVhWKGG04M7ODpaXl5HNZlGpVGR3aGrYHo9nYk8zhpz3ej2piMKk82g0ioWFBcTjcUlSpoJApYNlqQqFgpS6ajabogyQsmK1j1AohMuXL6NaraLb7eK9997DpUuXsLy8PDGnzhIqIgy/Pz4+xtbWForFogRpfP/7359IRE+n03j99dexu7uL8XiMRqOBq1evAjit+M8ctWw2i2vXriGZTOLKlSsTzzwWi6FSqcB1XSwtLUkQDi2oZrMp/jAWg2YtSyoftIaPj4+RyWSkgg2jKEmrHh0dSYoA75cgeXJygpmZGZycnEhOHYNwWDpLlxKjH5X+3o2NDRwfH+Pll19GLBbDwsICFhYWZK62222Ew2E4joNbt24hFotha2tLqG3ORQbsmIotlSMCNPf6e5FyAXLnREzfmkkHmlaSFu3XMgGR59sAkufyc9OfRF+gBhHdpj6fwGIDRjP37ec//zm++OILZLNZCVlmTb9IJCIbPrIPXASZNMtq6J988gm++OILvPHGGygUClJ2ymZJan+hja61WZzaT8TIuEqlItRZt9tFu92WBUBTOqRjZ2dn4fV68fnnn0vpJT2+pAzZPsFuf39fLItisSgLKsel2WyKdULLMhaLYWZmRiIlU6mURMMVCgWkUil0u1288847eOWVV5BKpcS3ePv2bamgwcof5XJZql2wbBh3subzZumyXC6Ho6MjPH78GLVaDYuLi1LE+CwZDofY3NzEnTt3hEpz3dMSWRzH7e1trKysTMzpo6Mj8Tdy3G7duiWRjZ9++ilmZ2dx48YNxGIxGV89H2Kx2IQCQSBqNBpiSY9GI9mZoNFoIBqNwnEcqUOaTqdxeHgodB8Bbm5uTsphcax4X8xb5Nj4fD6k02nJWaQVx5QJlvdif/hOMDipXq/jww8/FAWAFGUsFpNdJ0ajEWZnZ5FOpxGLxbCxsSE+OLap32/OS1qNOgGcc/tCvrqcS5ADpic9T/NlENRM64WApPPSzoq41IuH6U8zw8V1npOt39oSIrBQc+10Orhz5w4ePnwoW8EAT6ILNd3H4rfat6LLC1EajQbu3LmD+fl5XL16VcLH9X1Oo1dNDdIWuQk8yYvz+/04OjpCqVSShUgXRuaiQasnHo/jrbfeQr1el8WPkW/lchnpdFoooVgshm63Kxt+xmIxAbBEIoGZmRkMBgNsb29LyDeVA96zx3Oaq3VycoKlpSWMRiNUKhUsLy/j8ePHsjC9/PLLkq5w8+ZNWbjoj+RizbEmvafD/bnwh8NhJJNJlMtlhEIh7O/vo9lsotvtYnFxUaIdp1n5DMQhHa/rIg4GA9ko1XVdrKysyJy8ceOGzDfONc6L+/fv48qVK8hms5IYbStI7fP58Pbbb6NYLAq9+Mknn0jFFG5jRJqSKQ3cBy4Wi8HrPd2rjvU3dQ4aq7HQn1mtVpHJZCYoWYKpx3NaiJqKEn2iXq8XpVJJAl4IcMBptCnpUSa6A6dKEZWSTCaDbDaLVCqFcDgM13VRKBRQqVTw6aefCjiTMmfxbs0Y6B0n6Du0xQp8FeG6dd7kXIKcDvI4K5Bk2oR4Ft1ophvwWO2T0d/zM9JEplVE/p5+FNKL+iUHgHq9jsPDQ9y/fx+1Wk0i4fg9c7O4gPL6BAzuj8VFgRQaC86yuvqjR48wGo3w+uuvYzAYTBTp1WNnKhB6LEyANs8hjUpfCbVfAgwL5rZaLUSjUVy/fh3pdBq1Wk3KLjEvjsm/tByp8WtATyaTcF0XBwcHuHr1Kl5++WVcv34d7733nuRVLSwsYG1tDZVKRZ4Vc6Y8ntPtZZhXxjJimUxmImwfgDxD/Tx01ZFsNotmsynUZ6PRQDqdRiKREF9qOp3GSy+9JFYoLYSz5nwkEsEPfvADfPjhhxKMw2CdcDgs1f8PDw8RDAZx5coVscpsz+i9997D8fExOp0Otre3kc1m8dJLL4nVReHxBCPgNFKVydj37t1DsVhEu92WXLjRaIRqtSo+s/F4LGBEK5i+LfreWFLNcRxRiJjuwMourusKrXz9+nUcHx9LhRwqaAz6IdAxv04nx7N0Gy1Xvn9HR0eybdHc3BwymQxeffVVsZLp9+M8IJgz4R6ApA/QV/kiwekC5M6B8KW2AREAoQ21T4EvugY0PVm0Q99MAbAt8DxfJ2SHQiEUi0VsbGzIS8C9upijBZwuCAcHB/je976HYrEoL/6jR4/QbrdlXzS9sNJxzcRp5uVw4fF4PFK1gZqkvg8u3sznSiQSWF1dhcfjwZtvvjlRUcS0kLWcFTSjj+GCVK/XZRFg5J3jOHIPDIx48803MT8/L6Bfq9Uk9J61BvUCxWhSBitwt+pUKiV5aZVKBVevXsWPf/xjoXRjsRhu3ryJ/f190dy3t7fx2WefAThdtPb29sRXRjCj5cbx4PGFQgF3795Fu90WCpIpCBr06AtLJpMT2674fD7MzMygXC7LYqvLxZni8/mwuLiIarWKO3fuTFjwVAKq1SrC4TDW19fh8XjESjXpfW4/c+3aNRweHor/kMEWNpraZDzm5+fhui5mZ2dRLpdxcHCAL774Qp4jIyW73a5UqqFSRxqZlUb4PDlerERDZY598Xq9iMVisl8cGZBOpyOpJnQbEByBJ1vf8L0glUqFZzwey3s1HA5RLpdRLBaRTqeRTCZx+/ZtrKys4IMPPhB/8Wg0kso66XQaS0tLyOfz2N7exsnJicx9MgEvQl5UKsL/n+TcgdxgMMDBwYG8YLaACE58+p3op6LVon1iBA/TR8Zz2R6ApzRtDYT7+/u4e/cuHj16JImtwWAQ8Xgc3/nOd2RfNFJotVpNqCqWqSIdwioafGE7nY4s6HTWk65kmHS3252IKiV9xWN1nT2G73/66adotVr47ne/+xSda/odtaWnfXIcK4ou58WFh6HeHG9ab1evXsX169fF99btdiUlQvv6uP0NFw0AUv2efWR4ObVn4DRf7NKlS/JsR6MRksmklOhaW1tDs9nEd7/7Xdy/f18iOLlIraysIBaLCUjqnCdWSLl06RJGo9Pam6ySf3x8DACyHQ0tl1qtJkCnAxUIgvQPTfPNsQ+3bt2SsmIcA1p2LDINAKurq/D5fNJHjj+t4N/+7d/Gw4cPhQpstVpYXV3Fq6++OgGKps+a80BXuMlkMsjn87hx4wZGoxFWV1fx/vvvS6ARI2TJQgyHQ7z00ktot9solUoTbgOtPDKnju8IKdlEIiFRpblcDrOzs2L50/erfZVUckk1Mj+OVXPC4TDa7TZc90m1GipcpIDpAydNTKs0k8lgeXlZLEAyKOzPycnJhSX3NeTcgZzjPNnmQlOIwNP7ljGHRlenz2QymJ2dfarAsg0sSbeRPgGehAaPx2P84he/kICJv//7v5dNObkA0AL5+OOP0Wg00Gg0JCGYVRei0ajkZrGmI++L59N6ZR4Ynf0cC1atKJVKQq/p8dIvLseG0Zl37txBv9/H22+/LQumOd5c2G3KhKYtSXvSb8FAGT6TbreLdDqN73znO7h8+bJskDoej7G3t4f33ntPErcptAAZvMJnRYCn8sKk7Hg8jsFgIAEhpuW9tbWF3d3diQonnU4HuVwOBwcHGI1GUkVkbW1NFrvZ2VkZm3Q6jd/6rd+S8S+XyxLtySRjv9+PWq2GfD6PUCgkxZSz2SyOjo6ktNbx8bFU3uAO3eFwGLFYbCIAyHweKysr2NnZmcjR4jNpNBrweE6LBq+uriIajUogkrbw6QsNh8OSgsLF2VRwbIsr2yKzMhwOJbBne3sbpVJpImqVEac8/vj4WK7PnESyCiyGTFBkrUtNczNlplar4fHjx1Ip59VXX4XP58Onn346oZTRf8cdCSqVykT0I+czlQDS5kyqr9VqMs9SqRRGoxFeeuklLC8vS21LUrRMKPf5fAL0X1cufHJTxHGczHO0M3Zdt/rsw74Zks1m5W9dpYDgQt5+d3dXKtMTSOh/WFpamqhlpwMn+BllNBpJdYtwOIyFhQW8++672NvbQyQSwcbGhhzPcGP6augcZzkp+pxI51Cr9Hq9QqFQuMD3ej2puD4cDqXeIvtJ6oTWAf079BXwOqbV57ouMpkMHj9+jP39ffze7/0elpaWhALVY2wueKQkaSU3Gg3Z+sXv96NUKsmCH41Gkc1mcfXqVVy6dEn8jLu7u6hUKjg5OZGakLwurUomI3s8p1XqSf3Sf8NtWWgBsJ9MDt7b24PrulhdXcXBwYFYLDdu3EC325WQdUbtcXz8fj/i8Tgcx8HBwQH29vbEWmShY/aVzweABEe4rot4PI7NzU3JvxsMBlhaWkK325UcPcdxhNbd2tqSivU3b96UsdWifXfMBwMgeXrj8Vhy1mjR3bt3D7dv3xbw1lHACwsLCAQC+Pzzz/HGG2/IJrM2ulIvsDYLjwA8HA7xyiuvYHFxER999JHkKxIweF6/38fBwQEASC4nN1P1er1IpVKIRCJCX7OwQCAQECUiHo/Lvm31eh2lUglffPEFFhcXcfXqVWxsbEhQDOcnnxlp3k6nI+MIQICJfjsAAnT0+ZFqb7Va+Ju/+RvpT6PREOo3EolMRDlfyFeT57Hk9r/8OSu8xwvg8gvp0a9ZqGFxETSj/+iXqlQq2NzcRCqVQr1enziW4e2VSgXz8/MSUg9g4kVdW1sT7Wx/fx/j8Rizs7MolUrY3NwUapGhw8CT6EJuwEjqgtojXwAuIqyywcWNAM3wcPqlyuWy0C6tVkvoUC7QtObYPv07HBsCL4CJxZp5at1uF/v7+1hYWJBz9CJHKomRYoFAAMViUcBpd3dXxj4ej+P111/HH//xHyMajcpYlMtlfPTRR1IV5PDwUMZcFzTmIkOqj1YhrbGlpSU4jiO0VSKREGWBycgAhFKkBUDLi9RxKBSScl3NZhPxeFzoXY5PvV5HOp0WK4iRg5VKRdIWer0ejo+PhSZl+a9msyk+sX6/L6Wobt68iZdffhmPHj1CqVRCoVBAq9XC9va2VOR45513/j/23jw2zjw9E3u+YrHIIlms+65iFYunRN1qjVrdmukeTxsewJPxdAYbZG3Ai8UG+0/gBAgQ7AYLrL0GDGyMxP9tDBhBkN1FvL6QmQzcM9lu92h6prvVuiVKJCWyeFQV677vg8X68kfpefWxPdPdsjie7nh+gCCpWKzjO37v+z7v8zwvfD4fQqHQkYSjUqlIT5DBHYD0gcnmI2IADJPCXC6HbrcLr9d7xJGn1WqhWq2KTOJnwZQ8Tz8r0Gn/Pjg4gNVqlSr2+9//vlR1vPZILKGsgdCjFq5vNBpiAUfEot/vi3MN71m6qNDhptfrIZlMSo/UYrEglUqJ8QD3CS2ETicanqtGoyFIg8FgwNTUlLjiGAwGkTek02nE43FEo1FBMAwGw5FgSpj2ONYvK7mfvjZUVT3/SU9QFOXecXwYRVH+DwDfAJBTVfXU08dsAP4cQBjAHoD/SlXV8tOf/U8A/hmAQwD/naqq//nT3qPT6eDevXs4f/78EZsnsrRisRjS6TQURRFadKfTgclkwsTEhFRjZNNxgKfBYJCNYXx8HNvb29ja2pLAQPihVCrJ5sz3JhRDcgQAsUDSMgsZfLRuIBQiq6oqUOXTYyN9FkVRxDmfdHQGMTLOeHMBkNchrZqbNuFEBmJ+rsPDobFwLBZDKBSC3+8Xuj43PK2Gr9Pp4MMPP0QsFhN4i1WdwWDAyy+/DKfTiWq1ir29PajqUCMWj8eFKcr+BckBhNiYkHDD6/f7CIfDmJqawtzcnJgQb2xsyHRoSg3Y6wIgM+FY3Wip5OzNET6lnyZF6263W84dp3GTAEGNotfrxf7+Pux2u1QfJEoQTmd/yGQyCZqwubmJw8NDXLx4EWfOnBHI2263o9/vy3SA6elppFIp1Go1nDt3Tq41mg/v7e3JbLZEIoG5uTkhLRGW0+rRarUaotEoTp48iUgkIpUvySc8x9rk5u8S6LQtg263i0AggN/4jd/ArVu3jrQNRkZGpOql7ZuWQdvtdo9Yv/F6IImDJKRer3ekwtMSwdSnbNt8Pi/XCoAjPTUAOH36NFZWVmC32+W9+RkpQ+A9REYo4UmXy4XTp0+jVCqhXq/LfU2pAivj41r/EIknyqdFdkVRxlVV7bzocz7Th1GUrwBoAPgPmiD3hwBKqqr+W0VR/iUAq6qq/0JRlJMA/hOALwHwAfgbAIuqqn5iXW80GtUrV67AZrPh5ZdflgGciqIgn89jc3NTMkFm04Q+AIjRKuEvbVO6Wq1iZmYGwWAQ9+/fRzablUy5VqvJJs4NAoBobNgzYyCYnp4WViMZcNq+n6oOBbNa2yAAAm8SUmKzvdFoiOM5N2ztTc0+EADkcjmMjY0JpKbdvCYnJ+X5/BzaWVhTU1P41V/9VYHftK8/MjKC/f193L59G/l8Xh5jwGQFw+qOkBnp/dyUWJ2yanI4HBgfH4fJZBKDXTLW+v0+ZmZmhFrOrJnHqFKpyHFg/4bHlTIAs9ks/TuyTz0ej7D/9Ho9stksvF6vJEvc4JxOJzqdDmq1mgR6BiJeW+zH0eGfFllms1nEyRaLBfV6Xfwci8UiLly4AKPRiEwmI8Jy/j7Zeg8fPhQ7KgYRwpik3d++fVsqUfqacjI3XT8ajQb8fj/q9TpOnDghmjyuj1fu2vXT9hjtY+wVafucRE4IawNDnWYqlUI+nxdHHr1eD5PJJGL8arUq9xrhQm1QIpmKQnBWd0xAiJjwZ9rPyAqQkwgURYHH48Hly5flfGtJVVoSjE6nkySS9xSP6w9/+EMUCgXUajWEQiEAkASHvdUPP/wQ7Xb7hcRyKysr6p/+6Z9+pueeO3fujqqqL73I+31e1qdWcp8leB1HgHv6Oj9WFCX8sYd/A8DrT//97wH8CMC/ePr4n6mq2gWwqyhKFMOAd/2T3oM9DL1ejx/96Efi1NDtdsVXj7ABn0dvQgACC9KJwmAwoNPpIB6Po1arwWAwIBqNSoNar9fLpsNsXhvktM1qZrUMNqzitFAhyR1kYBIeMRqN0pNiZcdAzYBBk1j2BQBIFQU8c/mnh2Kj0ZDBl2yGEyJSVVUCDSsXh8OBarUqr8W+4vj4OEqlEjY2NrC1tYXBYCD9TUIxPKb1el02hdHRUbjdbqGlE6aiFRePv9frFReRg4MDtFotYZ32+33cuHED5XJZTIX5OuzLORwO9Pt9qda17DxtJctAx/4NKwn2NbPZrGicaABcr9fRbDaPVAuEBIkUkAZP2JT9PPoysuImHGo0GmG1WhGPx+F2u+Hz+cQ1pVQq4dKlS0gmk1hbW4PNZkO1WsUHH3yAS5cuCXpByjudZAhxd7tdgVRZqfJa4jXQbDaRTCbhcDik0v1pxCvtPfdpyTTRBW1g4b3RbDYlKQmHw4hEIjg4OBB7LiajqVRKpppPT08LM1Gn04lrC5MQisrHxsbQbrdhMBhQrVaFkMVzz3uQ8D79LMmynZmZQbfbFdSAgZ6JxGAwkB6gVifL3mIsFpOeKu9JJqgkQTGZe9H1S+LJpyxFUV4C8K8AhJ7+ngJAVVX1zM/ps3G5VVVNY/hmaUVRXE8f9wP4SPO8/aeP/a2lKMo/B/DPgeEFtLe3J8w0NqkbjYa4ELDHwxsLgMB7zMZUVZV+j6qqMsk4n8+LCz03U8IQ1D3xRubmpSWIMBhls1mhs7PKYtWjZTwSWtHr9dIDYF8NeEa9ZgAjBEmRLTNZ4Bn5gJ+f0CgJJ/QRZMbrcrngcDiEWcmNgYGXI2v29vYQi8UEfuFzyDzkBvr0XEmQ1UKFDFj8/hwJRJg1l8thf39ftFI8Hvl8HqVSSSphwkXlchmdTufIhOdyuSz9TQZEVVVFgsCAR/eTXC4nI3yMRqMEECZG7XYbpVJJxtSwD6P1TgQg+sZgMChV2vj4uEgSSAQhFX4wGEivaW9vD5lMBuPj4wiFQjhx4gQGg6FLSb/fF/eNx48f4/79+wiHwzAYDLBYLEKfP3PmDO7duyfBk9eE2+2W412pVATB4OYcj8dx8eJFqUz+LoGO9wNRkY+bBPB1WRnxPA4GAxGWU5S9srIiBA8GkkePHiGbzcLn84lTycHBgcydo+UXdYhM+GgCDUAgTR4f3ruZTAalUgkTExOwWCyoVqvodrtwOp0S7DgCSMvAZlVHSJUJHxM9IgRa55jjCk6/DHKfvP4vAP8jgIcAPg/A7k8r3X/qGVRV9U8A/AkAjI2NqSdPnhRmIyn4hGZY7XDzpDCVMJNWq8OLlfZOrDqmp6dFC+XxeGAymQQqYtN+YmJCPoO2N6QoisApDF5amyrSpelsz8BIXR83AFZsH2d+spfIfpbWL4+wKXBU/sDqjZml2WyGzWZDJBJBJBKRvgjwbOyKwWDA5uYmrl+/LnZZZrMZ1WpV4EEA8nmwqYJ+AAAgAElEQVQYJPi+DOJaAS6TDwY59jY5YJNOGzwGJIeQnMMEgMeQfUBm0sy0qSnUEizIpmPAdblcwrj1eDxoNpuwWq2o1+vSuyQMazQa4Xa7oSiK9PqYvLC6t9lsUq1rSQesNCjY17q0aHvDzWYT169fx/z8PHw+H6ampnDu3Dkkk0ns7e1JP3d1dRVut1sCr6qqOHHiBAwGA9577z1JlPhenFhBQgdJNoQ0V1dXhXLPKvln3INH/vAxBlRes7yOAAjx6uPGBNpEg+/HPhjt2KrVKjKZDDKZjAQom80m+rZsNguPx4O5uTkUi0UUi0WpDrXXPc8/r//Dw6GXK8lpJpMJ+Xwe0WhUPsfOzs4Rtio/K6FTnU4Hq9Uqx5ZQqba32Gw2USqVEAgEZK85jvXLIPfJK6+q6vd+bp/kZ6+soijep1WcF0Du6eP7AIKa5wUwZIF+6pqYmMDMzAz29/ePWCKRccUqhGxDQk9sXgPDG65er8ucKqPRiGg0CovFIuJZQh3cdNmP07InB4MB0um0ZOsARL/T7XYlcGqFs+zfaSs0bpjMdNmP07Iruclz4+AGyQ2TGw6hFQY+bnBTU1MIBoM4f/68EDhoUMzAT+bq7u6u+PWZzWZMT0+jVCrJaw8GQ1Nj2lZRJ8XPp5V28DPZbDbs7e2h2+2iVqvh8PAQ8Xgco6OjWFxclJ4dzxPfi0Qafj46hJDV6HA4MBgMhD1HtimrSgACNU5NTcFqtUJRFPh8PnQ6Hcm8uYlpB2JSrgBA/rbb7dJv5XtyVhq9NAmt6XTDuWxkfZpMJhgMBszOzmJnZweqqsLhcKDX68HlcqFQKGBrawuzs7Pw+XzI5/MiIqdXJ4PKyZMn5dxGIhHY7XZkMhns7e0J2YTflfZobrcb+XwesVgMZ8+ehV6vx7Vr1/D666/L9awNdKzMGNCY7PE52qSGAY5BoVgsIplMis6T2khC/kwQWAX2ej3cuHHjyIxEm82G2dlZkd8AzwJiNpsViNvr9WJpaQnVahXRaFSuIy4GorGxMTidTiH59Pt90VSSFUqEgvcTvzN7htw7GEzZ9+RYHb1eL5B8Pp+XEUXHsX4Z5D55/a6iKP87gHcBdPmgqqr/97F/qqPrewD+CYB/+/Tv/0fz+J8qivJHGBJPFgDc/LQXU1UV09PTSCQSR+A6vV5/xNKKTL3R0VGZJca+gZY1CDxzB+E8rI2NDZw6dQorKyvyOxwEyWqrXq9LECXri7PdJicn0Ww2UalUZF6XdmwMJx0zEDAocMOdmpqSHk+lUhHJQL1eP8Lw4qbPTU87joaBDxjqqS5cuICRkRHZ9NgnYZbJSjMej8sUACYOhN6YzSqKIplsp9OBzWZDvV4Xiy32OYEhkYVapnQ6Le+3s7MjgZNZdiqVQrfbFaGtxWJBqVQSITA3WvZK6/X6ERiSDFUAAquyujAajbBYLFBVVSBRLQWdkCmzd/bdWq2WHDP+n6/Pa4pkkXa7jUKhIPAgKf4MoqVSCeVyGTMzMxgfH4fP5xNpCKdcT0xMSCAqFosikiYsWygUMDU1hXQ6jVgshitXrsDlcgkpyWazIRgM4oMPPjjCsmQ/klBqMBhEuVyG3W5Hq9XCu+++i1dffVXcZ7RsS27yH2dPanWJFH3HYjGRh9RqNbm2GPTsdjump6fh9/tFUsNgpNfr4fP5MD4+jkgkglwuB7vdDp1Oh83NTUFiKJthEmE0GrG7u4tarYZwOIyLFy+iWCwiFovJdUPXIAByvXBv0AZvVp8k9jB5ZAXJHrn2+mOgY+DknsR7Rzsk90XXL4PcJ69/CmAZwCiewZUqgGMLcoqi/CcMSSYORVH2AfwuhsHtLxRF+WcA4gD+EQCoqrqmKMpfAFgH0Afw334asxJ4NieKjLft7W1EIhEhmwwGA4GxOOGYNj98nG4jzMBzuZxckOyvEEIjMzMej6PRaMDhcIjkgJk1acKcxJzL5ZDP5zE6OioVH6GMXq8nAyNp5QU8c1KhsFubSXIjJ2mGc9BYFXIz1zbGSRjRiuMtFsuR3hkwrE7Y1N/b2xOqOyE7EjOAZxuZ2WyW0STsj9HtgtUv3fZZsTJAdzod3Lw5zGXsdjs6nQ5WVlbEkJpQcKFQkEDOYMxqiP0yCuMZgNhnpJciKetWqxVer1fMg0ulEiwWixhWM8jxe+p0OvFHJOmAUCyPK9/PYDCgUqlgZGREYF/2YqrVKqampjAxMYFUKiXs00KhgFgsBrvdLuxawu1ku5rNZoyMjCCfzwu5RKfTwWazSTW6ubmJd999F5cuXcL8/LwkSmNjY/ja176GtbU1bG1tQVVVMb9mr5lVB6fJNxoNrK6u4stf/rIkMtretpbM8/HV7/cRi8Xw6NEjlEoleT3eE4Rla7UaksmkyGDoiMMkqlarydihXq+HUCgk3qJk89IliEkmE1T2SpPJJCwWCzweD+x2O7a3t6WyJFTKJIYwJvtrdCbhfaVNXPk4z71WVM/7m4kl2xOEq+/fvy9J34usXxJPPn2dVVX19M/tkwBQVfUf/4wffe1nPP8PAPzB87zH4eEhVldXBUvP5XKYm5sTsgRht2azCZfLJfZAZPsRYmLvjMawuVxOgiKNagmZtdttxGIxmUdVKBRgMpmkv3N4eIh0Oo2XXnpJKsyVlRUkEglh1GkJJFoqO6svwj1aoTv7h4RJtRULs0dmtFqCCb8DN/BkMon33nsPv/IrvyIkmHa7jWQyKf0Psv7IDGRVyQ3PZrNJP40b2GAwQCKRkOM4MjIi+jO+NzeDRqMhcBMJAP1+XyYMsKpicOAgztHRUYEa6RXIgBoIBOS4MYBduHABCwsLUjUlEgnU63WBpLgB8ZjZbLYjdO9yuSyJAwem8jGeN/Yfi8UipqenxdmEuimDwYB4PA6DwSBVvdPplCpwenpayB+RSAR6/dComUEegAQgQog8N4SwWd33ej3cuXMHsVgM58+fh91ul8qIvqD379+H1WqFw+FArVYTO63FxUWMjIwgl8shnU4L2eXjUhfeD1ppANEQBv54PI6trS15f6PRCL1ej0QiAYvFIsnRl7/8ZTkWg8EAzWYTGxsbyGQyYigAQFx5mMiQ6cprjUkHyTwUaHe7XaTTaWxvb0uCB0CqMA5/ZdWvHZTKBIP2f3w9thN4TxEGZ1LJAKo1WeAxajabWFhYwN27d59nm/uZ64sQ5JRjdtl6niD3kaIoJ1VVXX+O3/ncLTZ9ybKiawU3A2ZZhMhIWKCDBvs91WpVNrpAICAehFpKP7P7ZrOJRCKBs2fPyqadzWalN8Oe0+bmJrxeLxwOB3K5nEgXGCwASPObQmNt856QIXVY/MMehKqq0k+gfx91Qfzu3LBJlqAoNRAIyIa7urqKer0un41wK30FaRxNuJM6M+1nZXDTEjx6vd7fmuhN+Ibn4fDwEDMzM9ja2oLf74fVaoXFYsFgMIDb7YZer0ehUJD30WqVxsbGkMlkpL9Ur9fhdDqxuLiIXq+H+fl5eL1erK+vIxaLodPpSL+Ux0ibubdaLbTbbXg8HqnGqK9j5aHX60UrR+gPgFS7rEbo5kG4jxIRDgl1uVwwGo2oVquIx+PiBFOr1eR7HxwcCEmElQSvL0pMCIWSScjn53I5/OAHP8DKygpOnTolSd3s7Kxc36xIkskkRkdHEQ6HcXh4CJ/Ph5WVFYFqubih8viTlPRxlvC9e/ekj0b/T0KBrNhYeT98+FAqYLKZOX6IlTWAI4xGynn6/b6QvDh7zuFwoF6vI5lMIvzUJJnwINsVwLPpBSdPnkS328X169elUqNLT6/Xw8WLFzEzMyPHnWYRg8FwEDGrzPX19SP+oiaTSeD7drstQ1zZNz6u9UUIcjhml63nCXJXAfwTRVF2MezJ/X1JCI516XQ6+P1+bG5uwm63w2azCfuKfSneZPSJBHBkPhlFt9y0OKSUeDyrCwDyml6vF6VSCZOTk1haWsLDhw8FUopGo0KR5nvzRtYSFAjXcTNhoGZFRjIGIQ/gWf9AK0hls5wbjTaznZ6eFljzpZdegsFgkHlq8XgcDx48QKFQEH0S9VwMSIQ4eZNqGYAMzKyytIJdAGKhROj04+xP9qcsFgsWFxdx8+ZNXLlyBYPBAKVSSTRzFLPb7fYjx7DZbOLMmTPS58hkMrh8+bJslvV6HWtraygUCvL+hMwcDodo7Ugs4qZEHRUrELI5SWqizyQzey0xhkmRwWBAIpGA1+sVhw0mVaxoR0dHEQwGJbhR61WtVlEsFgWFYMB1OBwolUoAINUtLcb4nmazWXpdnU4HDx48QCKRwMrKCoLBoFQUhEV1Oh3m5+elauGiLERLOtHqzdiz5nEFhhvud7/7XaytrUlFxfPM+4rQIMk4nD1HNGBmZuYI+5UmDSRcJRIJ+P1+CZIMfKzqPR4PqtWqTJtgYqCtzMlMVVUVe3t7WFhYwLlz5xCNRkVmQf9Rj8cjRCCygHmfss9LadG9e0OjKJ4LfnebzYZeryfXLS36jmN9QYLcsbpsPU+Q+/pzPPdzuw4Ph+7wOzs7sFqtSCQSkjXS4orOD7wpuEGyl8ZmMfsoVqsVi4uLaLVa2N3dxeHhIXZ3d8UXsdvtwufzoVqtwmazHYFUAGB2dhaZTEYCmDZrJ52bcBcAaXATFgOGfQ0SaThjTsvmZBXEoMJskSJTq9Uq1azD4YDX68XExIRkx3fv3pWRISaTSXo7brcbfr9f9EmJRAJmsxmZTAb1el1kB8zeWWVRHnB4OByO6ff7pXeo7Uv0ej0Ui0WYzWZsb2+LUe/Y2Bj8fj86nY48rtMNPUUJxU5MTMBut+PkyZOinSLUV6/X8corr+DOnTu4devWkSnZwDPDblZZFJjzs7FvCUCSHlrAsZozm814/PgxPB6PWHtxIyOrjwkLK81qtSrUdZ53Po/kG84oYz+3UqlI1chrwmQyidkvq2u6p5BRyWMFQCpyeoR+8MEHmJycxNmzZxEMBo+443AD5+/yHiFp6+O9NwbySqUiLvuZTAblchk3b95EMBhEo9FAqVQ6QgDyer0yLYBtg8nJSYRCIeTzefGBZMJEqHRpaQm9Xg9bW1vwer2wWq0iqqbelNU4zxl7s+zVWSwWMTHodDoSxEKhELa2tnDq1Ck4nU5xJ8rn85iZmREomPcb+5IM7gxcHo8HL7/8MorFIprNJrxeL/r9Ph48eACPx4Px8XGsr6+Li462Qn6R9QUJcleO6TkAniPIqaoa+/hjiqLMftbf/7wsin5tNpuY23K8TLfbFdai1l+OVkO8qbSsOq2QmBcj6ck2mw12ux0bGxtIp9Pwer1HnDx4AxAuZa+I9GJCG4RNuKmQ+EIMv9vtStDVBkAAwgbkZk3YSevaTk0UCQajo6PY2dlBPB6XzazT6cDlcklmyu9nsVgEjt3f30c+nxeBPTVFJpNJBMwAhEBDMs3i4qKYD5MSn8/nJcBVKhVx5WDgY58rmUwiEolI8sGAQ9skQoysRMhOHR8fRyqVwuPHj6Xiom0WSTl0sM9ms+Joz+PNSp3QF48/s3BgOMkgEAhIZUpiRKVSkaDLzZPfhZIREktIGCIjkJMP+N14vZlMJiSTSZjNZoTDYUEHtM4vAMTJhNc0YVNtECNhqFKpCKmKmkibzXZkWjXhRHqHMtCRDFIul/Hw4UO0222kUilkMhnRlh4eHgqhheeP5C1KJXgd0bChUCgIu5Lu/xx2uri4iGAwiKmpKXzve98TLShF2rVaTQJTvV5Hp9MRnZp2Vp/Wg1I7sDWTySAej2N5eRntdhsLCwtQlOG8Qq2RNo8DAwqTZd6/2n2j1+vhpZdekv6gx+PBYDCQ9sjGxsaROYgvsr4oxBP1qYOWoij/+mf8/PfV53DZeh7Hk4+/4QiA3wbwhQt0J06cQDweBzDccAOBwBF2GpvkvLAoyAWe6X54A1ssFrRaLeTz+SOTuZ1Op8yGc7lcmJycxPb2Ng4ODmRsSb/fRzabRTqdht1uR6FQQKVSgdfrFSNaZuxayrp2sreWAclsV0s2GAwGctOyb8eNlT/XNrsrlQqKxSImJiZkugIDM5382YeJRCKIxWJYXV0VyAWAkFMoy2CWT90d/QYVZWgYTNiPtkpaXdfGxgZOnDiBUqmEYDAo58NisSCZTMLj8cjms7CwgEePHuF3fud3EIlEhOCh1RlyI2WmzwCupbjzM+r1eoGzWc0TzgUgMgn2dbUi8k6nA7vdjkAgIGJsVoQARHLgdrsxPj4udPJqtSpQJmFH7Zw+9ou0WjwGVVbInU5HztP09DRisZjAd7w+2aut1WowmUxyjBg4a7WaeIY2m03cuXMHN2/elMGmtKnjdyFVnn3sXC4nvU2+dqvVkhFGAI7Idigu11bQh4eHYtbA657HlvZutGQjqlCtVnH9+nVh6PJa63Q6cLvd8hqcPUfjBcKjIyMjyGazUunx2I6Pj8vIo62tLaytrSEajSIUCsn9xQBCQgnvSULbvMcoFUin09jb20MwGBSCGdGXRqOBCxcuSL+UvdoXXV+EIKdZTc2/xzE079943hd5HrhS+4ajAL4C4C+e9w1/0YtEhHg8DrPZLJi8dlQNAOlz8QYkjk94iUawJFcsLS0JVHT79m0ZOcM+1K1bt1AqlcTrjvAWCS6JROKI8XMoFEIsNiye2ZSm/yEp0KxAuCFTtE4SQqPREMEqNyBqyChYZf+BFSw3B1Z2nJ/GytJgMMDn80Gn0+Gjjz7C1tYWpqamjkgu6HtJ55fR0VFpxieTSej1elQqFSHR1Go1TE9PIxgMSn/TbrdL0GC23mg0JLHY3d1FtVrF4uIikskk/H6/fF+yV/kYg0a320UqlUIul0OpVMLjx48laen1ekdcQFjt8dyz0uDYHbvdfiTwkyCj7Suxt+Z0OmE0GpFMJgX62tvbk+Qik8lIr6hYLMJisUhlq7Vsq9frAksDEF/J0dHhcN/Z2Vlks1n0+32EQiHcu3cPTqdTzJ0HgwG2traOTFonY5LkDq0lHaUSrNxYKV+7dk3gdFZRPp9PEidO8mDCpapD82X2uwjBFwoFqdRYBTEA0CaO+tLBYDig1W63S1+z0WjI/bK7u4u7d++KBpLowejoqJCNrFarkMLIkFUURQIfzyGTRCZEpVIJ6XRaEhxC4/V6HXfu3IHT6UQkEpHRSYSxx8bG8OMf/1j8cVmtjY+Po91u4969e0ilUjIcl4k0ofZGo4GNjQ04HI4jNnAvsr5IQU5V1f9V+39FUf4XDPXRz7WeB678+Bv+IYBbz/uGv+jF7NPr9UqWRj86rdWSTqdDtVqVG8VoNKJUKmF6ehrJZFLICsvLy8LUAoBIJIKzZ8+KDRg9MZlZZ7NZtFotzM/PS9+JVaTX6xUIhdUNe1A0eSYLkYGEPRCyDwljse/Cm8Pr9UqWzayTuiG+JvtMhA1JueZxIxsxkUhgbW0NOp1O5uMBz/qCdGygke3s7KwIjJnZspJjwCWDlD3BbreLq1evwmaz4d1338WpU6dkJA3hpU6nI9Rq9m+sViv29vbE15DQ2OrqqswAZMCjU43WfLvVaqFer8soHy3xo1KpCAyczWZlaKkW3iQMxU2S0oNQKHRELD49PS0wqslkwvb2trAAbTabUOgJ32mJLeVyWRi4NpsNpVJJ+lKcOt1ut+FyDW1e6dJPITUZjIRo+/2+aAgJn9OImT1YztMzGo1iU0eGZr/fx+7urthRKYoCl8slPS7apnEShtVqhdFoxOnTp7GxsSGepjwP2mPNIGmzDVnlFKNXq1VJyLQJHQA5J6yMXn31Vezt7Unvll6ywDAQTUxMyLnQ6XTy3kwc2UOjOQODoM/nE3j63r17iEQigjb0ej3cunUL9+/fx7e+9S3RtgJAOp3GkydPkEwmcfLkSfj9fuj1+iO2bYeHh9jZ2cHNmzfx+uuvH8fWB+CLFeR+ypoAEHneX3oRa2srgMwL/P4vbLFyoAch4QX627HHEY1GMTc3d2RUx4MHD+SGmpmZwePHj+FwOOByuTAYDIRWfnh4KOa8qVRKAp7NZkMgEIDf78fu7q6QAjit22AwSF+Gr0cIjFUGs02tByUb5mNjY9Kzo2Cds+QIGREC02rquPFrPRJJeOBmTRcITiPgfD3emPyOVqtVPCMtFgsajQa+//3vY3x8HE6nE+VyWQIIYUBCr4RtaH4MDAPY9PQ0wuEwnE4n/vIv//KI44qiKEJEuHDhAhwOh/hM3rp1C48fPxZiBuFa9o7oPqH1ptRq51iN8tjzOLPyp86R/SP2swgxshIaHx+H3+8X6JA9Gk4XcLvdRyAz7fw/Vm5OpxP5fF56PAaDAcVi8chIGRqCE3rc39+XyqJQKEhfmTICwpOsMvi6ZApTx0b4jddPoVAQuLvT6Qg0SBcf4JlzDgNcsVgUJCORSODUqVPw+/2CAHDxPZk0kIULQFAUTsDI5/OSiNTrdRHCkxH66quvYn5+XqzKAEgSRgef5eVlFAoFIaHRiICfwel0yhDUsbExTE9PI5fLybR3nsN4PI5EIgEAMnVjcXFR9K6EWHd2drC7uwu/34+9vT0sLS3JWCWeN1VVEY1GEQgE4HK58PDhw2PZ+44ryCmKMg7gxwDGMIwjf6Wq6u8qxzj/U1GUh3jmRzwCwAng95/3sz5PT077hgqGX6LIx78oUoJut4tkMnmEIcjGttPpRCgUQr8/nOZNViSrMafTCavVKoGRTX8twYHYP0d38GahBkdRFASDQdGDsUfCwEoyCPtVfA+PxyPO+QxsJBaQOKBlfRLCJNTEcSDsnxAq4/fg5sYKkBsCGaD8flovR7LdWFWSgq0VXLNym52dRbvdxv7+PoxGIyYnJ2Vzo+3U5OQk7HY7lpaWkM1m8cEHHyAajcLj8SCXy4m1E9mjTCYYuAgds+r+yU9+gvX1dRHE0/SaGzolIVrGI2ExJgUkVVBwrZ0O0Ol0pIdI8hCrKCYhPHbZbBYOhwOqOhwAS1szEiM4PDWdTmMwGMBqtYp/Jb8XXTu0cCMAMYhOJBICM4fDYeh0OuRyOcTjcbmm2I9i/5WwIKtYwuf0WKR3KK8ZHkfaU/H4a1EJCv5Z/dESi36hJFZsbm6KlRgdgqgPZALEQEzhNdsIJGex10rJDwN6q9WC3W5HuVzG22+/jR/96Efw+/2SXGkJQ7FYTLxdmWSwkiWJi7C2wWBAKpUSqdD09DRqtZrYy/FaXFtbk2v68ePHMinCZDKhUCjAbDZjd3cXoVAImUxGrPjo5mIwGGC32+FyuUSP96KLPedjWl0Av6KqakNRlFEA7yuK8gMA/yWAd9Vn8z//JQDO//yvAazg6fxPRVE+bf7nNzT/7gPIqqraf94P+jyV3Dc+/Smf/0Vojl6J3W4XJ0+elGGihChSqRQqlQr29/cRCoVkkGcymYTBYMDc3JyYBjNj5U1ObZJerxfojVMD1tbWsLa2BqfTCZPJJBe4Xq9HqVQSpicrCM4tO3/+PAqFgvSSjEajMBSZRZP8MT09LZ+DcA9vVgY1Zv3sxQDPNH0kZrBaYZ+DYnLabwHD6oABRnlqCUaqdqfTwf3794XKTyiLvT06voTDYRiNRtHfAcDCwgKCwSDeeecdJJNJvPzyyxgdHcUf//EfSzLB70ObqVarhbW1NZGAcJPmENTx8XEhWjDwM+CxmiPLVSuu5gBT+mLq9XrkcjmRkGgHrHID5xBSJjaUQYRCIakGSXghvZ82UzynwLPMm1Cnz+cTecHm5qYQiyjwJ3TO/nAoFBIbOxoWsAJl5cqNj8FDa2RAvR8rewr9C4WC+FYy0SNNnoQWwo3s3xEK5WejtZ1WHkPRNZ1UeO4YTMlI7vV64sLCCQImk0kCEuH19fV1gRj5uNZPkhMF+H0ZaLXQLft2rCg54omkJR4vElYmJycRiUQk8fP7/WIUEY1GJWEmyrK1tYVMJiNjecgNePLkiQjHGcxfdB2j3k7FcMA1MORojGJYBB3b/M+fxuj/u6xPDXKKotxVVfXCJ72hoih3AVw4jg/0817UilFCwMyJvZJkMolUKiUDPdvtNubm5sQw1u12Y319XSZWezwehMNhfPTRR3A4HAgGg9Dr9bh37x4uXboEr9crFZ3f78fa2poEQbPZLLALhbUUQ7OfRmeU0dFRzM3Nwev1ig/j3t4eAAjDjJUcXT8ymYzc1BaLBeVyWapDikxJqSccSvE2NxL22DiFmeJXLdMSGGbS9Gsk2YUkGW5sZOQRKuZGUq1WxdWhWCwiHo/jzJkzYnHldrvFXisUCol5tRb2s1qtKJfLMieMlSfnrmklC81mE/V6XYgI3Fi5kbTbbdHt7e/vS5LAAagU+bJaJZGAx57sQPpeMrvntXfq1CmB2WZnZ5HL5YROT1o5KysGTgBSBTKzZ5XE6pqbqqqquH37tlD5Cc1SvF+pVKQ3xgSH4mqiGNrBuOVyGXq9HlarFT6fTwJELpcT3aNWpkA4n9UQkYJmsynkHSZpvH54PU1MTKBSqcj3BXCEaGK32wWFKZVK0jcndM3Bxby+MpkMcrmc9CQnJiYwNTWFer2OYrEoxCYycSuVijBIyRr2eDwC3TscDkFQWGlSjzg7O4tarYZ8Pi+SGSaFTIQ9Hg/29/ext7eH5eVlPHr0SJjWm5ubQvChbR4dio6xAju2pSjKCIA7AOYB/DtVVW8oinIc8z//h096X1VV/+h5PudnqeROKIqy+gk/VwCYn+dNf5FrbGzsiOs9+y+EMCjkphuCzWbD9va2eE1ms1msrKwgHo8jmUwK4+ry5cuIRqMCAS4sLEh/ZGpqCnfu3MHJkyelIlheXsb29jZyuRwikQgOD4cO8XRRmZycRCaTkaY49UGTk5M4d+4c3n33XWE/Mntkw539Mmqv6JKxubkp2T0d+rWCVfYRT58+LWQZbqDVahUej0eqNm3lWSqVJFASLuMG02q1cPr0aSwsLEh/pVwuI0Qum5oAACAASURBVJ1Ow+12w+FwYHd3V96fQvW7d+8KpFoul/Ho0SN4vV689tpr2N7eFhd/uknkcjkJ7jabTajmrGDJTOVyuVxyrNkXpFcp4VD2wljVsQKiBo+kGVLcSXYIBAIoFovo9/tIp9Pw+XzIZrPQ6/WYn5/HxMQE5ubmMDIyNFAmTNzr9eD3+0W7Rb/PVColXpejo6MyCZv9UxoJECbl5+ex+TihiOeP1l80hKZ+UWv3pigKHA4H5ufnMTMzI4SiaDSKJ0+eSEXPAKGF/kmi4mcg1E6nF0pf2I8dGRkREo3X6xVSCSFQv98vVXu325UeHCtIEmaYBGqTHRKM6NBDQwH2JHktLC4uYnFxEXt7e8jlcrhw4QI8Hg9qtRpSqZQYXYdCIYGuSdoiIYykqPHxcVitVtHnca+x2Wzi0UpYsl6vC/uUPW7yBDKZzC9CDO5QFOW25v9/og7ncmpf6xDAOUVRLAC+oyjKqU94vc88/xMA9RJLAC7hGaPyv8CwD/hc67MEueXP8JwXVyr+PS1mi5wpFo/HEY/H8Vu/9VtyswHA7u4u2u02bty4IWJcZqEcZpjJZLC5uQmDwYCFhQXk83mpurrdrmSFtAdrNBriwMChqVNTUwKBEPpjv4TQKqnuoVAIDocD9+/fx87ODsLhsEBq1PS4XC4RalOaYLPZhLiRz+cRCoXkGHBTpPiaLExuutqeFen+PA4AxNmD1Q4z6JdffllE3G63G5lMRgxq8/m8BKlisSh/k0lIOJW9TpvNhi996UsiWVhZWcH169dhNBqleiFFnY4gHo/nCAxLj0iSJ7TOMOx3pNNp6Q/q9XpMTU0hFAohm83KuaIdFPVslHswETIYDNJ/ocUXk5Z+v48nT57g9OnTkpTYbDa89NJLQlMnVEf4khAwCUBMyJgAABDLNG7ahLwajYYkHbR1I7xKHdjy8jKKxSKCwSBOnTqF733ve6LDVBQFbrcbX/nKV8RmjGYFW1tbSKVS4jTC3jLPxcbGhsCLTA7ofkPkwmQyScXPJIls1Gw2e8Qm7sKFC1AUBTs7O8hkMhJY+LkAyHFOJpPyGPvEWs9QyhBILuJ0B1ZjqVQKH330EUwmE/b396WPzCkRfr8fS0tL2N7eRiwWk4SD7imsOvn7dIghXB2Px7G/vw+bzXbE5xJ45k3LBCufzwN4xgp/0b3vOYJlQVXVlz7j61YURfkRhq5YLzz/U1XVfwMAiqK8DeCCqqr1p///PQB/+Vm/ANenBrnjwkU/L4t6MZvNhmg0ipWVFRSLRXznO9/BN7/5TdlYo9GoTLOu1WrIZrNyYzabTfh8PoTDYdy9exf5fB5+vx9msxn7+/uYnZ0VZiUwJELQBNhiseDGjRtiqeR2uxEOh9Hv9+F0OqXH1+l04PP55GLPZDJwOBy4deuWMC7j8bhsiqwqKOau1WoSAGw2G3S64dDJjY0NNJtN5PN5rK6uwmAwYHl5GXt7e4jFYmi1WvD5fIjFYsI0ZY+KmxNvFjLuxsfHcfnyZZmy4Ha7BeLZ3t7GzZs3xbGFFQKrp8FgIBtku92WPhaDPDen6elpuN1u/OQnP0Gn05FM+t69e9IT6XQ6oqViX5D9De1mSGiNvSAKkNn4LxQKkpiQQs+qaTAYoFKpSCDhRsl5bLFYTFh7fP2RkeG4JRJ/EokEZmZmpILjeB9q6RwOh1yjdrsdDx48wObmpmjRisWijB6idIDQLWFZrZ6PUPbKyoo4eUSjURgMBpw7dw6JRAKxWAwGgwGnT5/G3t4eer0efD4fXn/9dUkEeM6vXbuGJ0+eSCLEyoz3F//N57OS1FZe4+PjAjkDkD4f4VROs2i323A4HLh9+zYMBoOwFKkJZYVI5IG6SO2MObJHqcFjouZ0OpFMJjE/Py+TxN99911kMhmRFXHEEVsBhUIBp0+fxu3bt/Ho0SOEQiEh+JD9yrFcDMYHBwfw+XwytYOsUR4jQuF6vR7T09NotVqoVCpYWlpCJpMRKPw41jGyK50ADp4GOCOANwD8zzje+Z8zAHqa//cwJDw+13oRCcEXcpFWraqqbACzs7Ni/MoNhNUK9UPa0R4Oh0OcSQKBgPg+TkxMYGdnB51OR6jR7XZbiBqdTgelUgmlUkl6U7RucjqdKJVKKBaL4mpRKpVkgyXswyqImTxZa6y6pqenpc/g9XoxPz8vN3Y8HpeN++DgQFxNLBYLrFarCHhJHiGtnSzNer0uriRkR87MzEhlmEwmkUwm0Ww20Ww2sb29jWw2K7RrQlM0KuaGyA1Ir9eLtIGCca0TTTgcBgA8efJEeora11heXkY6nZZNhKxEwr4MnoSWqKuiHRddSEgd58BVUuqZXLTbbelvsfomq5IVIBMPACIHYF+nVCphc3MTZ86ckQBPlmEul5Nqq1wuw2QywWw24+TJk8hmsxKUSaohZMt/M3jrdDrpr9I9hb6RtVoNV65cwf3794XyTsr9G2+8IbP0+DgD9cjICN577z08efIES0tLoj9kkCUESMcV9r4owWGAI7mDJCNOIed1Rhanw+GQ85DJZGC328WAu9frHZkSQmYkEQA+xvuHPTRWz7ynzWYzGo0G7ty5g3q9jlOnTolkRjvAlMkDA1m9XpfrkW0PYJhA8fcmJyfh9/uxv7+PRCIhw2lZpc/Ozoo+0OFwiIEAAEFlGo0GgsEgbt/WIocvtv8d0/IC+PdP+3I6AH+hqupfK4pyHcc3//M/AripKMp3MIQ23wTwH573g/6DC3K84K1WK1KpFEqlkuievvvd70qfgEHO6XRib28P3W5XNi8tWWJpaQkTExNYXV1Fs9lEJBJBvV4XF4VsNotcLgefzyeVC/tYtLSiro1O90ajEU6nU2DHQqGAJ0+eYGZmBg6HA6lUCk+ePMHJkyelB8HPwwAbDAalL8bg3Gq1EIvF4PF44HQ64Xa74fV6kclk5KbkZm82m0XvxQqEzhylUkkC2Pz8PA4PD4XpVygUoKqqeBOGw2EEAgGsr6/LJqwdbcQeTKVSgc/nEwICvQXHx8cFylRVVWQU7NOQCWowGAQaZvBjQCbjlCJg0ubpjMFqV1VVGa3D55D8oaqqaBnJxmw2m5iYmBD9IbVOuVxOmJI0uk6n0wL3ARDHE7qUsKohOYVIgF6vx+zsLDY2NmA2m7GwsICtrS0hfJAtSq2k1uOw2+1KVTE6OoqbN2+K1de1a9cwNjYcyEk4bWNjQwI5iVKs1KihtFqt+NKXvoRms4lcLicQM9mS7PmpqipyFlZVY2NjAuuReUn4kxUpK3D2s3kO2Ebg6CEmYgzwvH4BSILDyp2Jh1YqQYkEpzgwYVxfX4fT6ZTr3ePxSNJjtVpx584dPHjwAGfOnJE+58HBgYwRIuxMZyFOG9/a2hISVTwel6QkHo/D7XYjEokIbN5qtbC/v4/bt29LUn1cQ1OPsbe3CuBvTQpQVbWIY5r/qarqHzyVJXz56UP/VFXVzzx9gOsfXJADIFogAALlPXr0CC6XC263G9vb2zKZYGtrSyjI3PRJuhgdHRW2os/nkw2RUAchFYpfCU31esM5VsT/6/U6lpeXBZogRX57exsulwutVguzs7NS2fR6PYTDYaF3Mwtk3yuRSMgsOGavwWBQPATJYCNEwipqYWEBdrtdhm2SVGM0GrGxsSEuMFarVYgLu7u7wsLTkjgsFgv6/T4ymYxYTZHFSIq5dnwLK0P2nfj8aDQqFQ03QbLV+Pts9q+trQm7lT1CVgWNRkOIB6T0cwAodWaEhPb390UKYLfbxcfR4XBgc3MTNpsN7XZbRqeQqLGzs4P9/X3RNHKjY6Kh0+kkIK2srMiwT/b5qJP0er1HiCvhcBiDwQB7e3sYDAawWCxYXl4WT0OyPtn7UhRFTL1JygAAt9stlYnWzJsQ5qNHj2R4r8vlOkIkoqZzb28P+XxezpXb7RbiEWn43W5X2MmscLjBkljBQFQul4X0wetHVVUsLi5KUOJ5JsTJRInsUp/PJxWy1jyd0hcA0i9jAsbkzeFwiNYtmUxK5Xn69GnpWUciEVy9ehUffPABGo0GFhcXjzBKE4mE3EN6vR6hUEj65LVaDc1mE6FQSK5V+t3G43GB6wOBgFTcLpdLgqDWaP041nG9zt/j2sUwTo0DMCmK8hVVVZ+LfKL7tCcoivJ9RVHCf6eP9zlc1EdNTk7C6XSiXq+L4zstukgnTqfTYlllMBgEHmk0GtIgZ8DjzUVNC0fBhEIhhMNhPHnyBEajEfF4HKVSCeFwWPRWtJvy+XywWq0iOj958uSRMRu3b98W42VmeOyLARDaOv3x2KdTVRW7u7ui8WLPidUAoadWqyUBk/IIp9MJh8OBixcvIhwOy2tXKhU0m02BXAjHdrtdGRUyMjKCmZkZcVZnr4RVAXtZtKIiI5CQLnts1WoV29vbePDgAUqlEhRFEbE66eyqqooYmtAUq1z+nJ9Pp9MhEAjA6/XC4/FI5bS1tYWdnR1h5LlcLoyPj8Pj8cDj8WBtbU1E0NwM0+m0SBgY0Fk9aoOI2WyG3W6H1WpFNBqF0WjEN77xDZTLZeTzecTjcezu7qJSqYi588mTJ3Hp0iWMjIzgzJkz+Na3voVIJIKpqSlBAbRDdEk1p6B5YmICJpNJnGPYryUUeXh4iGQyiXK5LA41lUoFd+/eFXEzg9Pf/M3f4Ac/+IFUeMvLy3LtcRgoF51aKBUhS5DjrGgnR8hcy3Lk67EXzWuXA0TZn+I9wX4WAAne7LEy6FJv2uv1kE6n5X4l7BuLxRCPx2E0GsW4OZ1Ow2g0olgsIhAIQKfTIZFIiP8pKzdFUTA/P48rV67A5XLB5XJheXn5iPco7fpY8VHvSnSl1WqJ4UShUMC9e/eQTqcF2j1OCQFh3E/783lYiqL8NxiyKf8zgH/z9O/fe97X+SyV3P8J4G1FUf49gD9UVfXgU57/uV8jIyPY39+H0+mUTZb4OeETPo8XGjF/wlEAhC1HeIx2XVpzXrPZDKvVivPnz6NYLMoGl0wmBWJxOp0oFAqwWq1SBWqF5HRpIIS4tbWFwWCAQCAAi8WCWq0mJq+0J7Jardjf3xemHDVR1BadPz9EGujGQS9Avo+qqigWi0JzzmQy0lSnAJiEgkqlgvX1daysrIg4mzTqhYUFHBwciCsEq2FuaHQjIVTDQN1qtWQgJlmNVqtV4FDtRu7xeCSAcYyS1mKKmx+rj7GxMdnM2BMh87NUKqHb7WJubg4TExNIpVKYmprC1taWkCH0er24vHQ6HczNzUk/lJPUGehJdKLIfmtrCwBQLpcRDAbx5ptv4smTJ4hGo5JQsQ/FY0nfw4mJCdhsNnznO98B8KwCnpqaEniOmzz7nAxEDPg8xp1OB06nE4FAQAgea2trQozhfTA9PY1UKoWHDx+K5yhhdQZA6gFZ7VE/SXE66fK0EiO6Qe/LfD4v9xmZrZxYsLOzIyxYLeGHECWnXWj7cWTV8r5tNBpCyqHxAo8nqzjq2NgD9ng82NzclIpsbGwMoVAIP/7xj9FsNrGwsIDTp09Lr3ptbU30fIRqmRCR1bqwsCBVLKv1w8NDsfGjvCeXy+Hu3buYnJyUz7i/v38se9/nJYB9xvXfYygh+EhV1a8qirKMYbB7rvVZ2JV/oSjKWwD+NYDbiqL8RwADzc+fS5j3i16EK5SnvoGEahqNBt577z04nU6BuNhToP/ixzVlyWQS+XxeRLwAYLfbkc/nodfr8dZbb+HrX/86kskkAoEA8vk8zp49i1gsBp/PJxk+ncZpzFypVGC1WpHNZmG1WsWxv9vtiqZM69huMBhExE43F855czgcYhXGuXKLi4tCxmAwosFws9nEiRMnsL29jWq1CgDw+Xzo9XqIxWIiruZkbvbSaGqbyWQwPz8vrvfJZFKExqlUSqAlEgfofMLgSRcIbpD9fh8WiwX5fB5erxf1eh31el3gVIPBIGNWOMqILiX8GRmQ3CRbrRb8fj8mJiZE6KylwOdyOcm6W62WwJIUFB8eDkeh0OmEbNilpSWhlJNZCEAyevZLX3vtNQAQS7OXX34Zy8vLkixQW0nCx+PHj0UfFg6HsbKyggcPHmBiYgKJREL6cNzU+X1MJpMIvLXT4gmJXr58WVx33nrrrb8Fa2azWZFPjI+PC7Pz2rVrUuXG43GRypDFSrcekmkuXbqEnZ0d3Lp1S0gfrGZOnDiBQqEgA3nZJqDjCQMfnXfIwCVrkoGblSDdTJg0EWplRdfv94Xslc/npW/Gc8VhwlevXkWv1xMWKTDUVhI+PXfuHCKRCPr9Pmw2G/b29lAoFJDP52E2mxEMBgWO5OSD9fV1BINBOJ1O1Go1+b4cLcXgPzIygkgkgpGREfG9/LyxK/+eVkdV1c5Tw4cxVVUfK4qy9Lwv8ll7cgcYjtoZw1Co9/mT33/GRbiSvRHaEBEPZ6+NAYEMy3A4LNAGszVmzJlMRgTX1WoVyWQSX/3qV2EymaTBn8vloNPp8Nprr+HcuXOIx+Oo1Wp48uSJBNqpqSmUy2WYzWYZJMmLMplMiiFyoVA4Mt2Zo2Ta7TacTidmZmaQzWblZqIXodvtRjAYRDqdlh6jyWTC3Nwc9vf3Ybfb0W63ZVKC3W6XAHj58mW43W689dZbiEQi4mz/+PFjmdJAnR0tlEg4YGCpVCpiiaQdAptMJqU61OrWyMbjeSCrkr/L/ofVakWpVEIul4PdbsfMzIyYTFMPd3h4KPPmyFik9VkwGMTe3p5MM7969arYQvl8PtHjORwOGUu0urqKxcVFhMNhtNttoeTzukilUqjVavjGN74hx3BmZgbT09My+ZvXIwO+1WrFlStX8OjRI2EbWiwW+Hw+YfkmEgnY7Xb82q/9Gm7evCnfndUPB3CSdEGI+p133pGqzmKx4KWXXpIAyPdmQHG73bh48SIODw9Fu/f48WO0221sb2/DaDQiGAzKDED2vi5fviwBqt/vC0oyGAxw+vRpWK1WPHjwQIhMGxsb+PVf/3WMjo7i7bffRrfbFQYpGcKEz8gmJiu5WCwK0aTbHQ47pq8pf5+/y9715OSkWPaRXEX4ku/B/uydO3ckgUkkEpKQvPnmm1hdXZX+NuUQX/va1zA2NoZr164JW3l7e1s0bzabDS6XC51OB+VyGY1GQ/qeFNETWSJRqFAoCEFHa2D9Inuflpj0BVj7T4Xm3wXwjqIoZfwMbd0nrc9i6/V1AH+Eoc7hgqqqred9k8/bGhsbE8iLQURrVkyBqM/nkyyKcBOnE3AG3WAwEI3U2toa5ubmoNfr8fjxY3i9Xuzu7goD8PLly1CU4STh+fl5CVJra2uYnZ0Vl/y9p6NiSEsnfEpHDTIxKSSv1+tSrdntdpjNZqyvryOVSmFubg46nQ7ZbBaKMhyBwh4KPRltNptUTrS6mpiYkP4hxdnvv/++GBjfvn1bZA6pVEr6mR6PB9PT01hfX0ckEhGRNMkC1JsVi0Xo9Xrs7+9LkOZzOHOM7v4Wi0XkF9Ra9ft9rK2tSVDr9/sCmdEii/6WtVoNsVhMNn96OFL7SC/JV199Fffu3ROmJjBkQQYCARmhwiqOJtBjY2PY2tqCx+M5Ikq+f/8+FhcXJckYDAbY2NjA5OSkTFinJRkAIcdMTEzglVdekb4f+4Val5BoNCrXncPhEKKLz+dDMBgU0wGKxhVFwbe+9S2RqITDYenTAcNA+M1vfhPAMOF4++23MT4+jmg0ilqtBo/Hg8XFRdy4cUMGvZZKJezv70t/r1Qq4eHDh5iZmcGlS5eENctzpaoqQqEQDg4OEI/HEQ6HMTIygr/+678WkfXBwQHcbrcEF63OkUxWBgkmfLw36YhCH0tC4gzAhHIpBaCsgwFEfWp95vV65RiXy2V0u10hnKRSKaRSKSwsLECv12NnZ0eYpZVKBbdv3xZJCy26KESnOwo1eAzA1CaOjY0hmUzixIkTSCaT0pOmHOE4ghzwxarkVFV98+k/f09RlGsYOmv9v8/7Op+lkvtXAP6Rqqprz/vin8fFC58bKVldhGq4KTQaDaTTaaRSKVy9ehWLi4tYX1+HoigC31HXw37H9PQ0dnZ2ZLNmgCClnPRlShK8Xi9+8zd/E9///vfRarWQzWaRyWTgcrmkKiTjjl6Lo6OjmJ+fh8lkQiKRQCKREHiEcI7ZbBZGWqFQwNjYmIiRM5kMbt26ha997Wtwu91oNpswGo1YWFhAs9kUKv3o6CjC4TDeeustsZai0JZuMUajUQx9t7e3sby8jIcPH8Lj8chNWa/XhWlH/ZXb7ZYqiwzWdrstEyG0k7BJAiqXyyLoJvRKAg3NiYPBIJLJJM6dOydwl7ZiPzw8FCeUu3fvYnZ2FuVyWeQfFy9exPnz57GxsSESCLJBCXNPT0/jzp07MtuP06HpiUmbJ3oO3rhxAy6XC3Nzc6jVaohGo5iYmMC5c+cQCARk8yXLltMLPB4PXC6X9LjIDuWxZH+RvV+fzycM3Lfffhvf/va3RWtHs4JAICAQL/uUhPFY5Xk8Hvz2b/820uk0Go0GLl68iEAggFu3buGjjz4SQgU1pTQ4qNfrSKfT4l06NzcnvpqsRsbGxuDxeGC324WFvLq6is3NTSFy0D2E9miVSkX6ubQfy+fzAvczGeD3cjqdEiT7/eHEcEKdRD9oaM6gR6j98PBQJCqcO9fr9cQUXVGGxtgPHjzAzs6OsFlpwUcDAxp00/v0/PnzODg4EJE9q3T2tNkzDIVC0hJhYjAyMiJav+NYX6Qgp12qqr73d/3dz9KT+/KnPeeLtrQQCCnLzOa0LCY2sN9++214PB643W7cvXtXmILM6hkwyQRkRcQbhdO1Hz58iK985SvodDrIZDKwWCwYGRnBG2+8gT//8z8Xwfnq6ipCoZBsQnRWWV5eFtzeYDBIj4CSCLqFqKoqg1sJHZZKJayvr8NqteL111/H5OQkUqkU3n//fbz22msYHx+H2+0GANF+BQIBXL58GVtbW2i1WgiHw3jw4IHAioQSHz16JJ6KhGR4fGKxmBjxHhwcoNlsYnV1VcYVUSMWDAaF9k46tk43nPpMgTzNeCn2JvWevburV69ibm5OxO96vR7JZBIulwuqqoowv9vtYmZmRiZQ05D71q1bWFlZEZE3qwUOyjUYDMjn8zJqhtZMnM9GLdWHH36Ifr8vkhQyP6l7SyaTuHPnjnghGgwGsbWi40o0GpXvPzIyIp6nvOaIPKTTaQDAhQsXsL29LZZWpVIJrVYLu7u72NjYwJtvvimz7RRFEciUlQwZidxMg8EgZmdnJQgvLS3h29/+Nh48eCDEKrfbLU75dLvxer3wer1CnAIgfqfFYhHVahWzs7PI5/NYW1uDy+VCIpFAsVgUZ6B0Oi19zMFgIPA6K2hVVQXKYw+OelPeGySwMIibTCbUajW4XC75LAz2NpsNmUwG09PT0Ol0KJVKWFhYQL1ex+7ursCjWrYsk0aKxtkjZ7DkxAtalJ04cQJerxfpdBrZbFaYy/SP5SDlWq0mNnTBYBDFYvHYvCuPUyf381zK06EAL/ocrn9wOjmtVZSWfk8mGzN+PodU4z/7sz+TvgWJDRxpQl0SgyYdEwBgaWnpiOsExZ+FQkEcKMxmMy5duoREInEEhiLpwmg04qtf/aoQBgipkiTD/iHdUA4ODsQ2igxAVnfMThcWFkSyQDcQ9lD4eQFgdnYWhUIBk5OT2N7elsyafTiOiWE2r52Jd/fu3SPHqtfrIZvNwu/3i+E0NVaEZRmki8Ui5ufnhYVKRxb6cZI0RNeYU6dOiXnw2NiY9Dymp6fx6NEjDAYDzM7O4sMPP4Tf75cRMExERkdHcf78eXS7XanSWH1EIhGZR0biAXt06XQaqqoiGAxidHQUxWIRb7zxhvR6FEVBIpEQIgL1c/V6HQ8fPoTNZhOGYKvVQrlcFkiVukQmO8zsWbmNjo7ixIkTMqJlY2MDqVQKFosFN2/exP7+PiYmJsSwgNc0qwUGfj5OTZn2ZxTIX79+HeVyGZcuXcJHH30kGzJ7inSGIXzJYDgzMyPft1arYWFhAY1GQ4gzHPdDwTkdcwAcGVXEDVorDOc1S+idhDAta5P9Xa3+lBPk6eDDhJfVlcViQbFYFBkFjayLxaKQyjjZIJVKic0fkz/2SGlITqYqH+M1Ojk5KZ/RarXixo0bAotztE8wGBT963GsL0gld6xDAf7BBTkuuoMDOAIPcCMh5Zg/I7WajEu6dhweHuLUqVOCtdPaibDJ4uIiHj9+jJGRERSLRdy/fx9XrlxBIBCAz+cTejL97zweD86fPw+9fjjXjsMwL168KA7uFLKSTUb7H6vVKkMyLRaLkEsIeSwvL6Pf7+Phw4d47733cPXqVczPzyOTyWBnZwenT58GAAny3DA4mZgBn9kzm+rUELJyIPxEh45oNCo/pyyB0MzU1BSsVisGgwFcLhe63S6azSbm5uaEbOHxeJBKpWA0Go+M2CGky5lj9BjsdDoIBAICfZHMQRgwlUrh/PnzmJqaQjQaFVi5UChgdnZW+ixLS0vo9XrIZDKIxWKoVCqYnp4W4Xaz2ZRJ55RysCKitm1nZweKMhyAW6lUhJSxvr4u353BhEJnBj5WxNw8Sew5ceKEQHaspu/fv48HDx4Iyebu3bvSqyyXy0ilUgg/HaRK8gGvZfYSTSaT3B+E7SnInp+fh9frRTKZlH4k4Tnq3/r9Ph4/foxz587hzp07SKfTeOONN/D666/j/fffx/Xr1/H666/LlHkAYijNSp0VsU6nQz6fF5cd9qcpJ6BvaK/Xw/z8PNrttvimEtIlsYY6M7oVJRIJeR/tqCI60rBSJYzIQMUxQ9TKEnGgm83c3Bzi8bgEN+4nOp0Oe3t7Io3hua3VapIcM0EMBAI4PDzEzs4O0um0cAGOKzh9ESo5HPNQgOeZDK4A+C0AEVVVf19RlBkAHlVVP81k83O1dDqdGCdTPVpC9QAAIABJREFURwQMMxwKmDmyg5kt9TWs4rhR8AaKxWIIBoPI5/MIBAIAICJvbqy5XA4ulwuXLl1Cv9+H2WzG3bt3MTExcWSAIvsLADAzM4N6vY5cLodMJiOV2+joKCKRiFDk6ThyeDgcEzQ7OyuOIwCwubkp2fxgMMDy8rL4Ch4cHEgGe/v2bTGcdTqd4urR7/dx584dmM1mrKysCL2e40yYZd+8eVPGobDHpSgKHj16JP6PZrNZxO6El2ZnZ9FsNlEsFgUK5Cwyq9UqPSAOuOQGzGqHLEmLxYJCoYB+vy9wIgko7L/R+Hh1dRVf//rXYbVaEY/H0Wg0cP/+fRwcHMhGs7u7i8PDQ9hsNnm/druNYrEoshOr1Yq5uTlh7UajUUxOTkrf57XXXkOr1ZKNkGxPQtPlclk0Xhy1RJYjkw0mU9zYo9EoHjx4gMnJSTQaDbz22mv44IMPpCfmcDikF8lrQ8si1l7zvCe04134OB+bmJhAOBzGO++8gx/+8IcoFosYGRkRb0yTyST9tHa7jbfeeguHh4eYm5uTxIev+1d/9VcIP/V8JAxIrRqJUK1WC/l8Hrdv34bNZhPTBl4bDodDSCO8R1mZs5eqrfRZKZ07d05MkrXTO3gMKKyvVCqw2+1yDtjSIAuSe8L4+LgwYGnjxmvC7XZjb29PSDVTU1MIBALSQ+52u0LcIWzqcrlw9+5dOJ1OjI6OykBZGqa/6Po8Cb0/aanHPBTgebqZ/xuAKwD+8dP/1wH8u+P8MH8fi/Rl3nTav4mp2+12ceCghRVhFS1JhRtPtVrF+vq6zFezWq3S+CZZgpAbBaPXrl3DvXv3sL6+LkxFitInJibgcDjg9/sFUmNTnDcQAOlF8YYnW5ObISuehYUF6XWxX3Hu3DmcPXtWaNhOpxPNZlMMeAm3scdhNpsRiUQwMzMDl8uFhYUF8X3U6/U4deoUPB6PVGqvvPIK/H4/pqam8KUvfQlGo1E2IRI/arUapqamZB4aRbLUWfn9fqkkvF7vERiV54obd7FYxP7+PmZmZjAzMyOmvvV6XTRtFosFAMSd5f79+6I9o5tLsVhEoVCQ/pDRaMRPfvITcRjR2lKRDRiPx6Uy4bmqVCpieJ1IJERz6PV60W63US6Xpf9K8hMlHWSWqqoqNmZ0h0mlUtjZ2YHBYECtVsP6+joePnyIVColqABt6HZ3d+W6peAaOLrZsVKhWbL2nlCfuo288847eOedd3D37l0UCgWBuckcpGcmzRLGxsbg9XqlF/zuu+/i/fffR6VSwdmzZ49oF/1+v1yDrEIZhFllsjfO6oi+q2Si0nmIn4HQJ6tmvV6PEydOiKTGbrcjEokcmXgOQI4fyU8kx7CFQT0ktam8x91utxBwpqampMqnds9kMmFpaQkzMzPyHrwGAMDj8UhyTHj2lVdeEckDEZTjWPxMn/bn/0/reeDKy6qqXlAU5R4AqKpaVhTF8HP6XD+3NTk5iUKhIBDAwcEBpqamYLPZcO7cOfT7fXg8HiSTSdy6dUswefYcmD1r53SRBNDtdrG9vS3OF51ORyZ7RyIRYVza7XacOXNGtHFTU1NIJBKwWCwIh8OyqW1vb4t+LBgMChuRru6EPUiTNhgM+PKXv4zt7W3s7u4iEAig1WpJFUIRLA2mdTqdwDvtdhuzs7M4deoUCoUC4vG4uDJ4PB589atflQ280WgI25F9JJ1OJ5MXqLvi8Fkea9pQud1uVCoVWCwWYSGS5fbkyRNxTDl58iQmJydlkvqJEyckoHDD46LV1Pb2Ns6cOSMGzSTEhEIhmRHY7/dRq9WQyWRw4cIFEdNT9E9/UQbNjz76SM51pVLBwsKCiPhTqRR0Oh3u3bsn7iONRgP1eh1erxfb29sIBAJot9twuVyo1Wp49OgRJicnhYxCLRq9LkkwYULGQM7A0+v1kMvlhCjxgx/8QJIvQn38eT6fx9jYGF599VWh4XPzJ1zJikg70YAoBaHK/4+8Nw1u/D7PBJ8/QYK4AeIkQYIAeJ/NFvuU1K3LSttyZW0rPmrjrcSTjCuVqk0lU7sfZnZrPmRSlU2+TCozsztVSUWOHds55MrIY9mR7W6ppT7U6ptNskmCB0CAOIiDIMATIEH+9wP6eQUqtiNaTKyu/KtU6maTxP173/d5n4MCd0pT2IjQzJm2XbR7s1gsiMViCAaDIixvaWlBNpuVHTCJOuVyWaDq/v5+ZDIZFAoFmZ5q0woAHEj1TiQS4vnKFYKqqgLtp1Ip8Ze8ffu2oAK0FGPzQXcS9ZGtmMfjgdFoFNegeDwuRKC1tTVZaQAQmRBQFdKzYa6vr5dGeX19XYoap01KXnifOXUaDAYxJLDZbEgkElKIP+r1OExyR30dpsjtKtVYBRWQPKHHruQTDmpqahIzYgBiw0NsnDBTPB7HiRMnMDk5KfAYDwe+YQiZcIqjO3t7e7scjDabDcPDw8hmswJHWa1WzM3NYWhoCH6/X2DKhoYG6Qh5UAcCARHWMniSxA/6BGo0GjidTty9e1fslMg6IwuQVH2r1Sr6O4qtGT/i8/kOdMQkhHC60mq1+MY3voHV1VURFdNdvqurCx6PB8ViEW1tbbDb7cKeI+07HA5L9A49IOkXSQ/GQqEgDEOfzyf7KoaDspDu7u6iqalJ2KtbW1tCdXc6nfK4QqGQ/F7ClmxEfD4f3G63CIDv3LkjkzydVsxmMyYmJgC8P+1wL0MItLu7G7lcDuFwWPRhDLHd2dmBxWLB9evXAUC0f5zQCYcT6qXDidvtlqJP70myFDnJc/rRaKqJ2IODg2ITx4IVCoUQCATEy5K2VmyYqM8sFosYGRmRqZl6zMbGRoTDYQwMDGBubk5QAcJ3jBvK5XKym6SrPxmddHHh91NSEY/HpUkLhULweDxwuVxobW3F5uYmQqEQVFWV6KRYLCaT0sTEhKAtTP5gM0VtpdlsFgIWxeq5XE4s0PiaGgwGeL1euN1uzM/Pyy6bTRqt7PiccCfJveTCwgLK5bIk0/N3cxVBU3CdTgeHwyFuRB6PBw8ePBBSl8fjQUNDA7xeL/L5vAjUj+J6nIrcUa3IDlPk/iuA1wB4FEX5QwBfAPAfD3NjH4erVCrhiSeewOnTpwFU5QFMCPjud7+Lzs5OdHR0YGZmBr29veIrSHseoNr1EVrhAa2qKpxOJ9bX1+F2u9HS0oJYLCbBp2RLkb5NWjDTC9ra2oQ2zY69loTAolMrcN3d3YXdbofBYBAISFVVpNNphEIhbG9v4+mnnxYzZu7htra2hEpN5lgqlRIH9IWFBXR0dEh3WygUkM1msba2hkKhIIbN7C71er0UNrIO5+fnZQFfa1I7Pj4umicK2f1+P1pbW2GxWDAwMIBCoYC+vj40NzeLNqmxsREzMzPY2tqSKYIsto6ODqyuroq/X1NTE3w+H/b39zE5OYnjx49jY2MD0WgUmUxGmJP0ptRqtfD5fDh+/Dj+9m//VoootYlDQ0P47ne/KwWThJ+uri7Mzs4in8+jpaVFum7uq9rb20WgTI2Wx+MRsoHdbpdJmg4ypJDX7m24X6M2zWazoVgsinC+paVFtHycIphAT0kBYUW3240nn3wSFotFCiMTBJaWlhAKhTA4OCjQ+LVr13D37l10dHRIphn1d0wcYEHhro6Ni8lkkvcmD3f6j3Z1dSESiYgTD1Cd0NLptHg6kul76tQpTE5Oyp6Pgm96fTY2Noq4nHls/GyePn1a4oiYqsDb46RI6FBRFASDQRSLRSwuLsLlcqGlpQXpdFrkCi0tLdDr9ZJIkcvlMDAwIBmRnA6JGDgcDrF/IyOaHrKE+mujlnQ6nZC02traxP7sKGy9HpedXM3131EdpF4A8Aeorsj+HlU/yw99fegip6rqtxVFuYv3s4I+p6rq9GFu7ONwcYqan59HV1cXPvWpT6FcLgsxgJAYrbMI//CDTKEp8P4Ex0O+v79fMqjMZjMmJyfR2toqxIi2tjaUSiXE43H09fVhaWlJQk7JrKR2i3odq9UqUCglB7QNoqsFAOkcuYeyWCyoVCr4/ve/j5GREelyuasYGxuDy+USZ4++vj6x6CLs6HQ6sba2Jl6YjEXh9MTd3/b2NuLxuHhOAhDIkMw4OuU/+eST+NGPfiTMstbWVgwMDIiPJyn3bCr4upw6dQq3b98WY2XCaTqdDlNTUyJgJ3FodnYWg4ODYt7scrlw584dEfByat7e3sbMzAzu3LmDc+fO4dixY7h9+zbK5TJ6e3tFLE7CSSAQEO2j3W7Hw4cP5b5MTEyIOD8QCIjDv8vlQjgcFk0lzaMNBgOeffZZjI+Pi6sMYVbqCJl3ptPpJHUiHo9jZWVFdmzUvLHpYRDq0tKS2ETlcjmsrKxgeHgYWq0WQ0NDYiO1v7+P5eVlpFIphEIhXLp0CaOjo7h27Rq+/e1vw+PxyGNjs8XXmVMhs91WVlbE/owsWqC6JqA1GM3FT58+LTBxIBDA3bt3cfHiRbhcLrz44ovY2NiQot7R0YGpqSksLi6KpIIw5tzcnBQl7pYbGhoQDAZF/0qBPxMxGPw7PDyMcDgsu+JwOAyj0SjMVLKliWrk83n4/X6k02kx5bbb7TLlsdkkYkL4ktpaMizZxNJggAYILpdLmNqZTAb7+/sieziK6zGz9TqSFdlh2JWNAEZR1SfUA/jiowX1Hxz2Rn+RFyGIYDCIBw8e4KWXXhJzZIYrut1uTE9PC1TY3d0NvV6Pd999VyjBNFSlLx11Uq2trQJV9fX1yb6OjK36+noMDAzA6/XC5XJJNAwlCyRUANXiSesiRqEQGuOByEObgtvp6WmkUinZx+n1esTjcQQCAYkK4QSRTCah0+lQqVSwsrKC7u5uZDIZsTKan59Hb2+vQLmlUgkTExMYHx/HU089Jd1xW1ubmPpubW1Jp8rmgMQCp9MpMUELCwtSpMbHxyUAdmpqCleuXJEpwG63IxaLHSBOcDIhIYiTFwsFJwISeEiIaG5uhtfrxezsLLa3t8XVhrf1xhtvyFReLpdx48YNOWScTiecTqdMoXfu3IHL5cLOzg7sdruE5TJ9wOFw4Pbt20JeIImE2WFarRbXr1+H2WxGJBKRdAUelrOzs2hvbxeZBhMV9vb2xPMwk8mgoaFBdlUUpZP5y+djZ2cHwWAQHR0dyOfzuHnzpjCJNRoNIpEIvvnNb0Kr1SKVSuHmzZvw+/3SOOztVTPxVFWVYFtKVJxOp6RfzM7OoqenR6DE5uZmRCIRIXiQmEG0Ym5uTuQeLLL0Ut3d3RWYkRMop0ASmOrr62G1WpFOp6HT6WAymbC5uSm+pNyX2u129Pb2YnJyErlcTnaDlUoFgUAAw8PD0pDdu3dPmgJebOa0Wq3s8FZWVqCqqtiA0eGEXysWi3A4HLIuWFtbk4aUxCXa1tEEvFgsIhwOy3PudDpRLBZF4vJRr8dwkjuSFdlh4Mr/CaAI4C6A8mFv6ONyMRzSYrFgcXERly5dEor4yMgISqUS5ufn8dprr+H06dPQarW4ceMGzGazsDIZamgwGIRuzl0eoQymA1PrQrssFqjt7W0hg2xsbEBVVXGOZ5wPCSwU3ZI+DbyvYyKJoLGxEXfu3EE4HAZQlTC0tbVhbW0NNpsN9+/fx7Fjx2R/t7u7C4fDIYcvWVWEWc1mMzKZDNbW1jA0NISOjg7cvHkTra2tIqjm4+DhR6KETqeTrxOyIfMtn8/jueeew/DwMJaXl3HixAlkMhnMzs5Cp9MhGAyivb0dt27dwubmJtra2jA/P49IJCKHPQkS7NIJ5+zv74sPpaIoCIVCsFgsSKfTIkfY2NiQXVcqlZL7tLm5KfZMhP0IM+7v7yObzSIYDApjkabbLChjY2M4e/YsPB6PxK7wvcJpnbscwncnT54U2K+jo0OmNTZGjLxRlGo4KH0qVVUVayyyU1lgrFYrZmZmRINHaYxOp8PIyIhIOra3t6XYcWJnl18oFHD37l3ZKaZSKTQ3N+PUqVNIpVJ4+PAh0uk0NjY28KUvfQl+vx9jY2Pymmu1WrS0tCAajQo8St3Z3t6eGB7HYjGBSDs6OuD1etHc3CzvV71eL5E3TBLQaDTCWq1UKuKGsra2JvtuOvdT2rC0tASn03kgdQQAhoeHsbu7i7GxMXHd+cxnPiNpG4uLi/L6kBTS3Nwst0+2K5NIdDodrFbrAYNpsqTpiOTz+TAzM4NisSiFmlAyAGkcAUgEENmlR3E9ZkWOKzL3R1mRHabItamq+qnD3sA/96VUDaT/CwANgL9QVfWP/4nvRzabxauvvgq9Xo/bt2+L3yOx/mQyiaamJomu4SFFqy6+eelLSXstkgPYJW9sbEi2mc1mk1ytzc1NoR0T1mFsDmn7JpNJNDY8OAhJUdfEyWZ3dxcNDQ1IJBJYXFyUwsX4HZ1Oh56eHiFckM3IkEySHmjsC1T3js8884zsiEhqWF9fx5NPPonr16/jS1/6EjKZjFge6XQ62a2VSiVh5PE5IdORrvyEA7e2tnDu3DmBos6dO4eWlhZMTExAr9djaGhIgiptNhueeuopVCoVvPPOOzAajZKJVhs/xOelpaUFPT09WFhYgKIomJ6eFs/DdDqNXC4n3o0MnOUkzkOVz3s8HpcGplwuw+fzoa2tTYTmqVQK6+vrQr2nqwUdSkh8Iezc3t4uJCBKFCgnYCI1yUTpdFqg9mKxKE0OiSRkKu7s7KCtrU1SAJqamuD1erGxsYF79+6hp6cH7e3tmJiYgNFolKSJpqYmcVd55plnEIlEZFKkbyYz4JiMTiLR1atXsbu7i9/8zd/E7Ows5ufnRf/V2NiI8fFxpFIpgayZCsB9IGFCvq+z2azYrSWTSfh8Pjx8+FCKPi/qVenawugm7nFr7femp6cxODiIVColO7pIJCJF7MUXX4TVapU4pmg0Krs1ALIfNJlMqFQqEnRK+UI4HJbVBMkjJG1xTcA0Du7XKDFikDBZrmRxU0pSK1v6qNfjVOQ+sCJT8HOuyA5T5N5VFGVYVdWJw97IP9f1aJT9/wD8EoA4gNuKonxPVdWpn/YzHNkJ8TU2NsouaHq6+vxR50NWWW9vLxYWFqDRaMTseH+/Gk1PxwpCMbT74QeNzgtcPpOqzeBVLthrad0kcDgcDpTLZXg8HvkAsMjVPh7u75hpRTf15eVlMbtloCh1U3SJIEuU7hBMLd/d3cX8/DwGBwextbWFpaUl2O123L59G+3t7dDpdHK/9/erwZkUwjY1NYkrCycGRVFw+vRpFItF2WNsbm6Ku0M0GhWx7F/+5V/K4WM2m9HV1SU6sp6eHmkient7xa6MVGyGc9psNiGK8L4UCgW0traiXC6Lb2A0GsXU1BTS6bRkq1EEzWRpvm6MayFUmsvlMDw8DIfDIYVncXFRDtha78X29nbcv38fdrsd6+vrIlQnvEvqOMXnNPnm60kmcDqdlvcsfRTpc5jJZCRDkPsqykfIPqSzPqUxbrcbU1NTBx4fv+f8+fPi3cm4n4aGBoyOjqKxsVFgRhZJFlUiF3xNhoeHce/ePdk7T05OAoAkagDVhiSRSAjhhnstGpqzWHEPTlhfq9WKvIIWeEQ9amFVk8kEr9cLnU4nhJ1MJoN4PI6vfvWrMJvNePPNN0XMT5kB1wF831Jj2dTUJIQl5tKl02l5zpPJJPx+P9xutyANlBHQ0JuNGxEJi8UiBhA0YGdyBx/3R70eNw2cqqozAGY+yu84zDN3DsC/URQlgipcqVTvg3rso9yBj3idBjCvqmoYABRF+VsAnwXwU4sctSu0i6ITPBfGuVwOfr9fIECr1Yp8Po8nnngCV65ckdRojUYjH0IWLqYHE7YhPKLX60VISiYcIQnuTkhJJqwBQN74FotFikpdXR1WVlYECtrf34fdbsfY2Bjm5+flfvOimwTdO9g189ArFouw2+0AIHqdnZ0djIyM4I033kAqlZJAz3w+D61Wi8nJSbk/nZ2dKBQKmJiYgM/nQzqdRqlUEtozvSXffvttnDhx4kBYpdPpxN7enjAzS6USTCYTenp6xG5JURQh0wAQSKq1tVU6eWqKLBaLaN1yuZzAtZFIBB0dHairq5Np1mq1wu/3o7+/Hy+88ALeffddXLp0CTabTYgBdNGgPkpVVbmP7LZv3bolB21zczPsdjsWFhZw/PhxAFVSBANwPR4PLBYLjEajFFUSNijmrq+vl0Ici8XQ2NgIh8MhtmYAsLCwAKvVKsLy+vp65PN5tLa2Ynt7G4VCAR6PR1xDOjs7hZTB3bPb7YZWq8XY2Bhu374tRt/cKbe0tMguk/ss/sz6+roE+G5tbWFgYACNjY1IpVKYnp4W7ZqiKNDr9RI2S41ma2urFArqKbkXZrH1er2IxWKyvyLDmA0jd2h0CyEqoqrVJAXGKGk0GomSymQyojMlu5YZjm+++SYaGxvxqU99Cm+99ZaQkzhNceKkxpZyFtrakWzGvSxZnlwFuFwuIRIlEgk5Lzi910YDKYoiLOJcLieT4Ee9HrednKIo3wDwe6qqFh79vQnAf1ZV9TcP83sOU+ReOswv/he6WgEs1fw9DuDMz/oBrVaLs2fPYnNzU3ZUP/zhD9Hb2wuz2Yzr16+jt7cXlUoF9+/fF1cHxoQUi0WBBynGNRqN0Ol0yGQyMhWStUaogVAMXRysVqsw7dil8kNHmJOsvZWVFTF95hKbpIBKpSIxJ4FAAPX19QItNTY2orW1VQ5aHpKrq6u4desWRkZGJOHZaDRKUSELjKnNZKU5nU48++yzMJlMGBsbQ0NDA6xWKyKRCIxGI0qlEkKhEPx+v+jMVldXReA7PT2N06dPY2trS+yNKpWKxMREIhGh4/OQd7lc6OzsRFNTExYXF4Xan8vlhGTAfSefi87OTkxPTwtEND4+Do1GA5/PJ68VSSulUglmsxm/8iu/gubmZvzd3/0djEaj/Cz3VZSI1Hpwut1uJBIJCS6lSwbTCuhfSgs0v98vv3dkZARarRYLCwvo7u7G2traARiaImjaktUGowKA1WqVQkLT4mg0KntSTt79/f2Ym5sT2G9+fh4WiwVNTU2Ym5uTZofTPpPoiSSYzWaEw2Ekk0nE43Gxh6MDy9bWFvx+v+yKjx8/Lk43lHRotVpJdVhfXxcCTG1EFVmXlCLwPUlzZ+4yiZwQWubhz5gm+lkS9iWxK5fLwW63Y3V1FQ6HQ9AUs9mMRCKBjo4OOBwOhEIheX7r6+vFF5WRUoSXLRYLCoWCpJfz8RuNRiGVra2twe/3C2wPAIODg9jY2MDc3JwwKol40O2Ejil8biuViuzaP+r1mE1yx1jgAGFXPnHYX3IYCcGR+okd0fWTxCP/qFVRFOW3APwWAAkwpe/izZs35QPAxGTS3gcHB2Gz2cT0uLe3FxcvXpRukAeWoihIJBLCpDKbzULdptciu7hsNiu4PtlVJEzwsGGXSgIHRbbT09Oi9Tl79izMZjOmp6fR1NQEu90uIl0A0n0uLS3BYDCIxoe+k/l8Hj/84Q/xiU98AkNDQ7IfoaUTD7+FhQXJSXv66aeh0+nw/e9/X7RDtMoiDMRiyawsOmH4/X68+uqr6Onpgclkgs/nQ6VSQTqdFgJHa2sr3njjDUxOTuKpp54Sj0NOyzabDTdu3JAGpaOjA2tra2J7RAPd+vp6OBwOLCws4IUXXkBbWxsymQx6e3vFz9BisSAajcoUns/n8fTTT6OhoQGvvPKK7Fb4epAYpNVqxTSACQm02RobG8PW1pbsQ/l9m5ubByy32DCk02kpcCwCq6urAo1rNBoUi0VEIhGYzWaJbQEge2NVVeHxeOBwOGTfSKkBnTI6OjpgNBpx8eJF8fBMJpPo6enB/Pw8crmcHK43btxAe3s76uvrsbm5CZ/Ph1/6pV/C0tISHj58iJGREWg0GrS1tYkIent7W/R4Ozs7YhhA3SebGbPZLASOcrmMlZUVodgbjUaJWyLRprOzE3Nzc2IU3tnZidnZWTGs5mvC15zQu8FgkAgbMiPJvGRMEQs4vTXZXBoMBvh8PoEXSWJxOBxS1LlWINxcayhNgktDQ4OE49IhhQbie3vVFHAKzhmZRJNwemDSwoyG6EdxPWZFrk5RlCZVVVcBQFEUO36OUIFD/cCjcbEbgI5fU1X1ymFv9AivOABfzd/b8BPi0VVV/XMAfw4AdrtdJUZfX1+PU6dOYWNjQxzmBwYGsL29fSCwlJqauro69Pb2olAoIJfLwWw2y56MRsm1NHfuZUjqIKmBMEelUkGxWITL5YLdbpdDkbtAEjRoR7T4KHQRgNglyQNva8P4+Dii0agY3TJXjG7rpLBzD6AoCgqFAqLRKLq6ugDgQMSQXq9HNps9kLxNvSBhNKPRiGAwiLt37x6YAilbAKpFKplM4oUXXkAsFkNfXx+y2azIIRwOB+7evYtCoYDh4WFcvHgRb7/9Ns6dO4dgMIhoNCqTIRf54+PjaG9vF10Rs+W4B/X7/YhGo5iZmUFnZycuXbqEQqEg0yr3H2x2yNo7deoUVFXFK6+8IoQgpiVwV7SzsyMQK5mYDDyl6JeTJU299/b2EAqFJDyWu0LatSmKIvFLZETSEYM+mDabTWBUOuavra0hFosJgSSXy8l0S5JDMBiETqfD6OgoHj58KFNHQ0MDfvmXf1k0YkajEVevXkU0GhUbOk4rZHXWMli7u7uxsrIijFXKGUhQYuGpVCryHtdoNLh27ZpMZO3t7airq8O9e/cwNTUl03A2mz3g/F+pVITW39HRITtQavLS6bTkDVJbqT5Kg/B6vWhvbxeno62tLczOziIejwvqQtNtuqDQ0aWnp0ecUGr1mXwPES7l1EWHGmYnkgiVzWaRzWYFtqUZQK17D/WhTJ6g7ILBuR/1etzgSgD/GcANRVG+8+jvXwTw/xz2lxxGJ/dVAL+HaiEZA3AWwA1U1ei/qOs2gG5FUYIAEgD+VwBf/lk/wAMmSxFCAAAgAElEQVRrb29PQhBJstjc3MTo6Kjs1LhX4oeaAZcMkyyVSvJmpP5LURSxaaJ+hina3BvR61FRFNn7sSOu7RBDoZDkWm1vb0uC98LCgoRsMvvM5XLB7/djcXERVqtVLMFqxeKrq6viHrK0tCTRNYy5ofAcgHxQh4aGJN17a2sLNpsNFotFrJP29vYwODiIeDyOmZkZEZevrKxIR6zVajE9PY3Pf/7zyOfz0sGvr6/L5Hj+/HlkMhmh8/f39+P27dsoFAro7++XNGyGUQLA5cuXcfr0aVy4cEF2icFgULw/BwcH8eDBA5w4cQI+nw/5fB79/f0Sn9PW1iZp4szSy2azGB0dRSwWw3e/+12Z9CiCN5lMACDfSxq40+mE1WpFKpVCXV0dSqWS2FnxteIhU1dXh+PHjyOdTiMajQrrkM0HnTNIvqC7DgsgWYvpdFo0ffRWZaFdX18Xsk4oFEI8Hsfo6Cj6+vqg0+nQ3d0tEw0jn7a3tzE8PCyQ+PPPP4+uri786Z/+Ka5fvy5wPSHS1tZWWK1WxONxscwixGcwGCQhvr6+Hmtra0gkEgLhRqNR+P1+rK+vY2pqCtFoVNxTGDmzuroqXqE0z6Y5M3Prurq6oNVqcefOHSl6AOQzxwnMYDAgkUigpaUFzz//PJ5//nmMj4/jrbfeEhcU7soNBgMAiEtQX18fzGazwKiEVemZyc+O2+0WtxaaEFCaQwJMsViU3TdJOiS1DAwMCGzc2dkpzRt3wEdxPU5FTlXVv1IU5Q7erzG/8rNIhT/tOswk93uo2qm8p6rq84qi9AH4T4e9waO8VFWtKIryOwB+hKqE4Guqqj78WT9DBqHb7UaxWBSt2+zsLNra2oR+/vDhQ8Tjceh0OiFd0BSY0wJtn8gSJIRJkgLZeez+6N1HUTRdEQhLplIp2dm9++67otXp6OgQY2NCT6VSCdvb26JLq1QqGBwcRCQSwfLyskAx7KYZa0JSSq0o22KxoLOzEwaD4UAemkajQU9Pj+ykGHL57LPPykRJQXd7eztu3ryJWCwmUgJOkzs7O3C73TCbzWhvb8eDBw/Q3NwsUA0PEJvNhrNnz2JpaQnLy8u4cOECvva1ryGXy+Gpp56C2+3Gr//6r+PWrVu4f/++SBfm5ubw5JNPyi5Np9PJRMBdGXeVZrNZOuN4PI7u7m60tbWJcJhNzblz5/D222+L+JhQIvc+ExMT8hw1NjbCbrdjYGBAopdo8swd2gct2Eju8Hg8GB8fF4i4XC5LBA+twDgtkqBEITEt4jhdkShDAhVhvIaGBnFdaW5uxtraGsbHx9Hb2yv2Y9wzhsNhLC0toaWlRfRnX/nKV1AqlYTaXywWUS6Xkcvl0NfXh9OnT2N1dRVLS0u4c+eO5BJOT0/D5XLB6XQik8kgFAqJXydhyf7+fgnWJbWeelDu8DY2NmA0GjEwMIDJyUkRhy8uLkosDwAMDAygpaVFXhfufim3IFw/NTWFU6dO4TOf+QzOnz+P27dv49KlS1KYaEzNKZHvaSIVRqNRiDzj4+NIJpNCbOEukQ0cpRxsaNkIMC+SCAl/lgxhoiHcLf5rlBA8MiA5DsCCaq36ws9jQHKYIldSVbX06A3TqKrqjKIovYe5sX+OS1XVfwDwDx/2+0ngMJvNYpFEl/raWBav1ytdGSFJWmUBVYPd2pDF2mRim80m9lIWi0Wc30lBZsHgf/X19ULFzuVymJiYOEBT9ng8Mv3R3cHtdssHpVaq4HK5YDQaZXFNuIx6PkKNqqqir69P9jEABLLl4+KUy6IHABsbG3C5XOjt7RWXeT4e5uKtra1J7hwTq7u7uw/ct4mJCfT1VbMRqXFaXV1FpVLBZz/7Wbz99ttC737llVdgNBrx4osvYnt7Gy+99BL6+/vx2muv4d1338Xly5eRy+XwpS99SRiU7IDtdrsYZ5tMJgk5JdRLZwoWPzYldrsdTz/9NF5//XXs7+/L5EAtXm0uG/cxU1NTQsjg3omQZV1dHfb39yUTr1wuIxAIIJfLwe12Y3V1FdlsFkNDQ1BVVbw/a+njtTZTRBV4H0gqIjuPIabcByeTVRSfdmpPPPGE6EIp5o9Go5ienhbLs8nJSXg8HmxtbR3QTFIusLy8jFu3bgmk9vDhQ9nlchdpMBgwPj6Ojo4O9Pb2IpVKIZlMQlVVJJNJ8R6NxWIipYhEItBoNDJ57+/vY3p6Gm1tbQgGg0ilUmhsbJT3faVSQVdXlxgn0OlnbW0NxWIRx48fF50jrbYIJxsMBnz6059GV1cXvva1rwmLl0zMlpYWkXZw/8zXwWAwYHh4GGNjY4hEItjf34fBYIDD4ZB0DUpgMpmMTLhslmlNxgQOmprncjmZ1q3WagA2C/lHvR6zndyRGJAcpsjFFUWxAfgugEuKouTxE/ZfH/eLdkNra2tCm25vb4fVasX8/DwSiQR6e3uFXk/MfXNzU9iTkUhEjJMZnkgaMPVmBoNBDI21Wi1WV1elq+aug5NVW1ub6Nju3LmDjo4OcceglVRzczP0ej2WlpbEdszj8aC5uVnEsLu7u3j22WcRCoVw9+5d9Pf3C4mBEB2thpiCwK+pqoqNjQ2Z/jhF0FWFlH7u944dO4alpSU5bHn4kl3W09Mju6VisYi5uTk888wz4oBy7949nDx5UqY96rDu3bsHr9eL0dFRJBIJDA0N4dd+7dfwZ3/2Zzh27JhMHcePH4fRaMTXv/51lMtlfPOb34TBYMAXv/hFYbWSmk+KORsDt9stBBFKOFjc+bqR+EB2H7+PExQnNDYzNOHmJMnkaYvFgo2NDdTX12N1dVUs5Njpp1IpkUNQjMz0CLr5k3pfqVRkL0Z0gDAoXx8mT/N7eV+ps6wlxFALlkql4PV6cfHiRZk+3G43Hjx4gK6uLiGlcK9Gl/ytrS0UCgXR+jGr7a233kK5XBZXnGPHjklzQ+NtHvgkZA0ODuLmzZvQarWw2WxCEkkkEkL3506Lf6a0xOl0QqPRYG5uToJbuS/1+XxwOp2IxWKIRCICoVLfyWl4eHgYJ0+exOuvvy4EEYb78r6vra3JWgGo5sA5HA584hOfQCKRwHvvvSdwO4lQ+/v7iMVicjYQ2aC8gs83AOTzednbk4jGWKKjYFc+hju5IzEgOQy78uVHf/x9RVEuozpC/vCj3oF/6Ut5ZABsMpnQ0tIih4fX68Xy8jL29vag0+kkM43wAmnHdH2w2WxCuc7lcjLZkZY8NzeH+/fvixkvC4PPV+XJrK+vI5/Pw+l0Ynl5GUtLS6hUKmhvb0djY6Po+fR6veD/drsdVqtV5AOhUAgajUamKb1eLxAjCS30SKT7OT/cZE7W19fDbDZLYSDsxQU5F+fcPxJW0+v1sFgsB3wsmejd09MjTYCqqhgcHMT169exvr6OnZ0d+P1+vPfee+K4wcJhsVjQ1tYmQZPd3d0wGo0YHR2FwWDA0tISzp49K5ll/f39+I3f+A38xV/8BVRVxbe+9S243W6cP38eAITgwz/XZqDx/jMHjALmWjF4Z2fnAehJo9EgEAgIgcLhcMhzTm0eJ2hquUiNJ0wdDAYlRJUhu+l0Gmtra+jp6UGpVMLs7Kw0GLRDY+dPtIAHJQDZAdIC7IOaKk6StUVvZmYGfX19Eodz+/ZtocMz885qteLhw4fynqIPZC6XE0E9A4Z1Op1MhXzMDGutjVAiwYaHOfPkqD/jPpqp3bFYTEwHuJukLIN6NzZqhCh3d3dhtVrls0PiElMhNjc3sby8jK6uLtmp7+zs4NixY7h+/bpo2BiOSjIIzwVOy7FYDJlMRtjLJ06cwO3bt6UhJiGGkD4/I9zL6/V6MXeemZnB/v4+otEoAoGANIhkih7V9ZgVuSMxIPkni5yiKOt4n5av/IQ/Wz7KHfiXvriUd7lcSCaT8Hq98kFkBwdAdEIkRvDQMpvNsFqt2NvbQywWg1arhd/vF92XyWTC5OSk+D9SCGs0GgUu1Gq1Ig7lwcQJkPR7Tme8zUwmA1VVD9iPARDrK2p4eJA89dRTmJmZEXeKu3fvQq/XS6dfX1+PpqYmxONxIeGQHEMCjdvtFjIMAOk4GSLr9XoxNzeHO3fuSMp4d3c3+vr60NDQILsETnaXL1/GqVOnDqQn8P7y95L4QjiQhzYPLBbY+vp6IaUMDw/j+vXrUFUVr776Krq7u4U0RP9CTlw87DmtUmxcOy0RynQ4HDh16hReffVV8RQlBHbu3DkMDg6KoLn238bGxnD9+nUhyPCicTClCLT5slqtKJfL4t/Jg+iD0BKLG0lLtRez3djE1E6zfMwkwHA3PDU1JYkT6XRa8s/q6uokAicajcr9oBaUzy8ZlKqqIhQKCfGGgaaTk5MiK2GzoSjVHD4+Vy0tLaJ50+l0WFhYEGiQXqhMpGhsbMTy8rI0QzQ4Z4PX1tZ2IAgVqMKOV65cwfPPPw+fzycRVySPUaNaLpfh9/sxOjqKeDwOVVXFso4SB2pi+f6hFIMmy5SXMIsvl8vJRLm1tSW7ezZw+XxeHG24jyWCtLOzIyG0JKMcxfWYFbkjMSD5J4ucqqrmn+/+fTwv4t/d3d1ixkzNVnd3NxoaGpDP5wWi5ETF5bjVapXDMp/Pw2azwev1yjR09epVidUBIJE03K8ZDAaBpVKplOwHaOzKPR73NpwmV1dXEQwG5YDn3snhcGBsbAwnTpyQaYNTALtG4vzxeByJRAJ1dXXwer0CiVAHx8mNkCozwCgL4JRa65kZCATw7rvvore3Fz6fD/39/aLr4eHIgyiRSOCrX/0qCoUCzp8/L/ZnHzywAQjsR6ixvr4eU1NT4utJog+d8En5TiaTGBsbwyc/+UksLy9LEjW9QAnDshtnwaA/J/08Ka/w+/2yu6SbyN7eHr73ve+JwTQPZZ/Ph87OTpw8eRJnzpzBf/tv/01CeWlM3NTUBAASWtvY2CjvNwDizcipi1etPKU2JZrwJf/MqYFeiNSccSqkbowBwHq9HmfOnMGPfvQjOBwOiVZqaGjA5OSk6LpCoZAEg25vb8PhcIisolKphrLu7OzA5XIhFoshlUrJZ4ekHUK8nIr4makVclNszb0jyRic0Ah3kkVJFinh+tq0egYP7+7uin6P+3EA8tozRodavYcPHwqLFqjuw2i0zsRwfg6pv6NLEbWQNPrm54USAQbebmxsoLm5WYhrdDfhecGEDO74KKz/qNdjVuSOxICk7p/6BkVRdIqi/DtFUf5fRVF+S1GUozFR+wVdqlpNo/7rv/5rGAwGvPTSS1AURUTPdMQwGAwSGUJhJunk7Jbn5uZw8eJFsSW6desW0uk0Ojo6hNrvdrvR09Mj/o48iICDkTHcZxHmIbzCg250dFSKBS3JyJBcX1+XhTshRcoLSDM/ceKEkB94uJDZBUCgRFLSCU+SLs3UZhJgKBbu6elBpVLB1NQUzp49KxRrAFI0S6USRkZG0NTUhOXlZZhMJhw7duwAeYOHOndMJFLU1dUhk8kglUrJ7pM7FUoh7t+/LxN4sVjE/Py8QLOMOKmlYfODzmmK+qpsNivdNwDZRfF3s+AzPmhqago//vGPMTk5ifHxcUxMTOD+/fuYmZnB008/jXPnzh1g2SqKIiy6lpaWA/uhD05nfJxsAvjzDQ0N4sVZa9LN6W1/f1+spGpZvXS751THPxcKBdlJ107xNCangfDe3h7y+Tx2d3cRDoelSbhx4wYaGhpw8uRJdHR0iO9rS0vLARYxyUUejwddXV1oaWmRzxkZwA0NDcJeJDTZ2toKj8cDr9eLZ599Fp/97GdFUsIdE+ORgGrz0NXVJShEIpHAmTNn0NDQgPHxcUQiEXkf8eLzqqoq2tvbxQ0ln89jYWEBKysrQjJh1pzRaBRta3NzM3Z2dpDNZhEOh4X6TwRnf39fJsLGxkYMDAxIJFE8Hkc8HpedPaUcnBgZQXQUYnA+Vx/mv4/D9ciAZA2AB4C/5r9DXR+mYH0DwC6AqwA+DWAQVTnBY3mxWK2vr+M73/kOfud3fgdPPvkkQqEQNjY2kMlk4HA44Ha7JX6ES/JoNCq7rTt37qC7u1t2cfyejo4O6Rx9Pp90lOzU2CUT1kilUhgcHITJZMLW1pYs0QnVEPJj1ls4HBZKe+3BlU6nxVy5FjKhKbFGo0F7e7vYhaVSKdk3kYhA+rqiKCIiZ9Ei5EQbKxIG0uk0HA4Hbty4gdOnT8vOiMQHyhxOnDiBW7duSZ5XLSWat8nDl4xWHlwkw/Bw5+HW0NCA+/fvy9TAw46wG3WQ/D2rq6tStPlviUQC09PTYmFGYbDNZpN95LFjx9DX1ydm19lsFoqiiFP/zZs3ZUfIKYQ7QEbi8D5oNBqYTCZhGLK5IRzLYk9zYOr/PqiTIuSs1WpFdMxphpMpJ2AyQvmccOfE9y1JL/F4XFx7dDqdZMoRquU+jVA0WYDvvfeeBNcycaI2hqlWAkGRNydlQoG1EU3hcBhWqxXNzc0ol8vwer0wmUyiTTQYDBgcHBQLMDYqZFX6fD6Rlxw/fhwTExOor69HZ2enQJ4UyPM9Q3/MWmnM9va2sDYZbBqJRAAALpdLjB7oubm1tSUTP5uQnZ0dbG5uyuNbX19HqVTC8ePH0dPTg8XFRSQSCUEJmFDBnSJF8P8aHU+OSpv9YYrcgKqqw49u9BUAtw53Vz9eVy2kUygUEA6HJfRydnZWzIszmYyITl0uFyKRCJLJpCRJ0yswFouhvb1dYAmbzSYiYQqj2aWxm+WE2N/fj/HxcVy/fl0cJigDIBnD4/FIIjl/r1arlawzj8cj0Se836Qf63Q6uFwuTE1NYXBwEOvr6wiHwwgEAsjn88hms7IEJyTJSCAy9MrlsjDp3G43FhYWJBVAq9ViamoK586dwzvvvIPJyUmMjo4CACKRCLRaLdrb26Xo094IeN8MmpNKLWxZCydtb29jcHAQIyMjYiVGZ4q1tTW89957coDyQOWUR4gWgBQeFlQA4imZy+Xw5ptviuO+1WoVchJTxWnltrW1JZrJ7u5uKQxk2YbDYTidTly+fBkejwcvv/wy8vm8pLwTwmO2GndClHtEIhEUCgWRefDPjKZpbGyUGChGMXGPS+NxHmSc3Nm8fFDozwQMv9+PkydPyvuaHT9jmFiEyERkfA7f2wwQ5evC29rf3xeKP7V9ZPFyz01tH6eYUqkEvV4Pr9crwb8kvFBXRhlC7fucjEYWG4/HIyJtp9MJj8eD7u5umSDtdrvcT8qA+JwxKoeSD71ej3A4DJfLhebmZmxsbMi0tra2Js0TYX+Kz3d2dkQfyabH5XKJlZ3BYEAwGEQgEEAsFkMoFJLdOAsv0yVo53YU599jdB2JNvvDFDlZADwSXx/2Nj5WFycG0sGXl5cPZLYRmqJwmOwrflDD4TD6+vqEkMDwzHQ6LblyhCa4XKcImOQUHhhWqxUvvPAC3nzzTeTzeUnXrqurBma2tbWJtRMPF3aI7e3t0qGXy2WZPAuFgnyQvF4vOjs7sb29jeXlZfT29uLdd99FIBAQSIgfJu5eSPTgpEPROf0mJycnRXNnMpnQ1dWFzc1NnDx5Erdu3UIwGBSXiY2NDbS3twOAEB8AiMMH/8zpi1MLGwK+JjSCZqI3SSOEaVn46uvrxWKrdkLY399Ha2srstmsWK3RPSWRSOAf/uEfJLRzd3cXuVwOkUgETqdTrJYIOfIgbW1thV6vx+joqEDMZDx2dXXJbnR4eBgNDQ0i9OfETBiXLhgdHR3CWOR7lEWYJsEkTvDxr62tCbuXhY9NDg3C2UhQ68n7Sqh4c3MT3/72t2G32+V5pCtONpuVfLxAIABFUcTIvFgsyjTKTETS4QmD83UlHMmiwv0vU8a3t7cFumQm3vr6Oqanp+FwOFCpVKQ54PSUTCahKIqYbTPOSK/XY2NjA11dXVheXka5XBYbubfeegsXLlzAE09UPX5Z9IkgsDnY2NgQJmw8Hkcul5Pnj7Z8yWRS/C75GSEKwdeWRgdutxvpdFpE/iS9kFXKRAy+7uFwWDIu2Riy8fuo12NW5I5Em/1hityIoiikiSkA9I/+TqbLY8Wu5AeeHT2ZgW63G36/H/F4XAglGxsbCAaDuHbtGqampoTNRTum4eFhRKNRbG5uIhaLyU6JHoeLi4tiKmwymdDf3y8dJ2EJQi90JadPJg2ACTFOTk6iWCyitbUVy8vL8qHgNEBrMcJXhUJB2J2dnZ1Ip9MwmUz48pe/jCtXriAej4vhr8vlkmmAlHrudvh4NjY20NHRIWnnnZ2dAnXOzs5KWOqtW7dw4cIFYXKurKzA4XAIhMNIIx5c0WhUInJ4ILPAAZDJjDRyFjJ2yO3t7Uin0/J17jE2NzcRCATEqJq/i5M83U3q6+uFUUeYcnNzEysrK1hZWRF5AIX70WhU2KGKosjz6vF4AECgWGbm5fP5A9NjLd2ezwOT5lm06NpBKzUAkoDNQz+RSIi3oc/nw87ODgYGBnDnzh1xKtFqtaLJIxTH5520eABYWlpCKpWSKJ39/X1YrVbRERqNRlQqFcmwI4OSzyufezYDjAriFMmCSgidpuOEtAOBgECHbHIMBoNo3kqlkgjAybJkjFI4HBYKP/P6tFotvF4vnnjiCdnpulwuEXWzoLGoEbXgc6KqKqLRqDRXer0eiUQCKysrElUEAOl0WtyC7t+//49gTzYqWq1WGt1SqYRwOAydTicEMya5M72eCfbpdFqa7KPayT1mRa5Wm31RUZRV/Bza7A/DrjyaFuJjcrH7I7ONru/M4goEAlhdXcX09DT0er0kK+dyOensY7GY+BWyG9RoNAiHw/B4PFheXpYJsXanwAnog6Ji7kRCoZCkPDMHjp20y+XC+vo6bDab+Ghy8qFbiEajEZYm5QBcYg8ODmJpaQmBQADlchkzMzPirl4qlZBOpyXihgJmQmmcSjKZDOx2O6ampnDmzBkpGH6/H8lkEmfPnsWVK1eQy+WQTqfxJ3/yJzh9+jR++7d/W5Kk3W63PF+17uwk+HCSrv1ActqjGXEwGISiVMNlFxYW5Pt5gMfjcaRSKVgsFikYhOZ41UJpHo8HExMTSKfTEmiZzWZFK9XU1ITV1VUAVVnB+Pg4nn32WXR2dkpjQPkBi2G5XEY+n5funoc0HS5sNpvQ0nnwMl+MhyO/xl1tpVKRx5bP57G1tYWFhQXs7+/D6/WiublZQjyZmJ5Op7GxsYFisYjm5mY0NDSgsbERbrcbhUJBMtu4h+OETYiUji2E39bW1qQ5czqdWFxclKl5dXVVpn6SeVhYmMO3s7Mj0CUTJBYXF8XkmDtdq9UKj8cj6e3cY+t0ugP3k+kMZIsyMHfxUXitw+FAc3MzVldXYbfb4XK5ZKKsbaQ4zVFzx0bUYDBgenpado2M7uHUura2hgcPHsj07HQ6pUHs7e1FIBDAjRs3xN7LYrFg8VG4cUNDg4T7Eo1RlGq4MC296Fv7cbP1UhTFB+CvADQD2Afw56qq/helmhTwdwACABYBfEl9P0Xg/wLwbwHsAfhdVVV/9E/c1w9qs634ObTZjzVT8ue5uDsgYYOdXqlUkmgQk8kkYarxeBzDw8PY3t7G/Pw8RkZGxFSXEwVhEu58yuUyfD6fFCFmSJGdVvshASBi81wuJ9lTpVLpgN6M0Bt/dmNjQ6A8ADLJEc7jB5CFisSXTCaDkZERfPKTn8T9+/extrYmBr8Up9LPk679fJ7o1QkAiUQCra2t0ll7vV4Jj7x79y6OHz8Ol8uF2dlZVCoVJJNJ6dInJyfR1tYmH3q+Lnz+a/drnBDsdjuKxSLC4bAUl7W1NVnq83lraGhAOp3G5OQknnvuuQNC86amJrFC4xRy584d2dHUhq62t7cjmUxiZWVFmgAmFyiKgrGxMeTzeZw8eVIKrKqqQg8nUYSFnLAcpRE0u6brB2HJjo4OmaC4w6Xf6vb2tux9OO23tLQgFouJ8JzhqnTN6evrE6YwiQ3cKZHOziaCcBxz7jg1cgpjs8NJtFAoyOFNRmdzczNyuZxMoNQ4MhS0sbERHo8HJpNJoNd8Pi+kG7IrHQ6H/H7asZGQRJJGNpsVCzaz2SzM6WKxiNOnTwtMSIeUvb092cVx6gfeJ2Ps7u5ifHxc3lPlchnNzc3yHqXWks8HYXVOgixY3PFVKhWcOnUKdrsdr7/+ujRwnPT29/exuLgok+H29jaGhobQ2toKr9eL3t5eXLp0CRaLRdLUP+p1hMSTCoD/U1XVe4qimAHcVRTlIoB/A+BNVVX/WFGU/wDgPwD494qiDKBqoD8IwIuqa1aPqqofakRVVfWdn/eO/qsrcrUX4RtGc3C/RWeLcrksuH5vby/u3buHfD4Ps9ksGLzP50OhUMDy8jIAwO/3C8RhtVqRzWYP0O55yFitVjQ1NYksgPg97bcI+dAYdm1tTaAY7lUIrxFi4VXLMOQifWtrC8FgUNhdTz31FCwWCyYmJiTCJ5fLob+/HzMzMzh16pRAKBqNBqurqyiXyxKNwziW2kiTnZ0d9PT04MaNG2hsbMRXv/pV/NEf/RGWlpbk+VZVVXSFtV0xs93I/uTFDyUTlAkT8gAKBoOYmpo6ABEpioKbN2+KpIFQT62eTKvVIp1OIxAIiJCXpt39/f3iJzo3N4d8Pi/TfyqVkiDV27dvY3l5Gc888wz0er2QQpaXl2X3WigUBG7N5XKYmpqSScjn86GlpUUmvPX1dYRCIXGnp8aNhCamgVNEnkwm0dnZCbPZjHg8LllxfI5isZi42mSzWUmkJpLAYkwolYLy2jDfuro6GAwGZDIZkTLQ5oyEGT6/ZOmyKeF7lgWlWCyK5IXsYQAS08NdHWU82WwW+XwePp9PnGS4A6QBOX1WOzs7RUtXX1+PpaUlkfLQjktRFCE8ffDzUl9fj3A4jBs3boh7TKlUws2bN2UfxoLPHaNGo0G5XIaqVl196P4yOTkpTUQ4HGqKtT8AACAASURBVEYwGMQTTzwhk25LS4tM4zabDXt7exK0GgwG0draitnZWVy9ehU+nw9tbW2Ym5s7kjPvqCY5VVVTAFKP/ryuKMo0qiHWnwXw3KNv+waAtwH8+0df/1tVVcsAIoqizAM4jSpb8sClKMo1VVXPKe8bkSi1/z/siuxfXZFjsWHnrdPpEIlEMDMzg+HhYSkshOu8Xi82Nzfh8Xhw4cIFfOtb3xJ2ZDAYBAAsLCzA7XajublZluNk4FGcSgIJ6cYkKTA3jlZTmUwGTU1NcoCwYyclmz+3v78vXowUbpPqXVdXJ/l2GxsbAqmyIBYKBRiNRnR1dWF7exuNjY0IhUIS7rm/v49QKIT+/n4AkNulA8Pg4CDeeOMNOBwOBINBER7v7VVDYH0+H27evIkLFy6gt7cX165dg8/nQ09Pj7hCcJ9IyLahoUEed22nXRu8+UHRs8ViwfPPP4+pqSn5Og/xXC6HVColZrm1v5NekwsLC/D5fLDb7bh69SrW19fx+uuv4/d///cPWC7V19djcHAQi4uLYnBM5tzCwgJWV1dhtVpx/PhxSTFn40RTbpvNhmKxiEwmI03J9vY2MpmMaK0oZudBz6BVkng4LZhMJnFK2dzcRDabxcrKCt555x3Z/8zMzCCbzcokRe9KEhpqw3spzeAkx6KXyWSkSaplR9bV1ck+yePxSHo5J3+yIomaAJDJjk1brQVZrYsLi3s8HpfPDz1kqW+rtWIjhDo7OyupBSdPnpR9HCFaxgqRNcoplY1TQ0MD7t69KxFJfN4I5XLXxqaA9zcQCKC/vx+BQED2pD09PbLfvHPnDu7evStNQUdHh3xGbt26haGhIVitVni9Xmg0GkxOTuLKlStobGzEE088IdDsUerkjvpSFCUA4AkANwF4HhVAqKqaUhTF/ejbWgG8V/Nj8Udf+0n389yj/x+JEcm/yiJHeIEf2vr6ely6dAltbW3ijEERJztDwpJOp1Mc5CuVCiYnJ6HX66Wjox8fuzxOEtxtcd/GQ47fR8YdtXEsPtTJ1BJKOjo6pKumryR3eEwv4LRHuQQ7dMbCcNqjFVK5XMbS0hIePHiAkZERcY0g2692giLTcmpq6kCRA6rTWldXlzi6fOELX8DNmzeRTCbxyU9+8gAUyWt5eVkOOAZ9UpBMQgz1SzzsSdk+fvw4Ojo6EAqF5PFqNNVEbdpncRploatlJ0YiEXz5y18WAg4lD2yChoaG0NzcjOXlZXz605+GoiiSkv3ee+9JsOzKygo2NzcRDodx8uRJdHZ2SjElvExrNpPJBJPJJNO7RqPB0tISXC4XAoEACoWCQKqEvfb3q96XMzMzWFpaEkgwEokIlLyzswO73Y5YLCZTGJ8zTjDM5TMajaLFI/zHXS4JJCSg0JKLMgfue+laUigUxPCcZKNisShoAj9rtf6ZnOL5PuT7njZ4FHuzIeK+rK6uDg6HQyQ1LpdLGkUaiFOo/8wzz6BUKkniCOUFnGS5+2xoaEAymRQ5Su19rVQq4iVLuQN3vI2NjRLOG41GRTNHdIYSos3NTSGpzc/PC7za1NQkr9/8/Dz6+/sllqi7u1tkI9zfHcV1iEnOqVSz3Hj9uVoNnz5wKYpiAvD3AP6dqqprP4N9/5P+4SfeGUVR/o+fdcdUVf2Tn/XvH7wOE5qqAPjfAHSoqvoHiqK0A2hWVfWx0s2RJMDsN9pY5XI5zM7O4syZM+IWsbGxIR9IoIrJP/fcc3jnnXcEUqI1Epf5/GCQGGA0GmGz2aRjZBfKgsHisLq6Ks4JKysrAv0wDZu7iUqlgqWlJZEb0GCZQaEsuOxIaSMGQETFZJdpNBr4fD5YrVZYLBb84Ac/QLlcxsrKingK8hBua2tDOBwW7VZXVxdu3bolBzG7cUakBAIB3L9/H+fOnRMmJNOVCcMB1Q/d0tISOjs7ZU/B/RILQm0u2vj4OJ577jmZVB0OB/r6+jA7OytSj9oiZzabkUgkhMG4ubkpDcTW1hYsFgtisRg6OjqkCXE6nVIY9vb28M4770gR/tVf/VU888wzyOVyeOONN/D3f//3B5ieFOu3trbCZrPJrlZRFLS1tYlA3G63C0Wf7MRisYjt7W0JEDUYDMjlclJwOfnSAJnpDywU1J2xcHGXymkQAJxOp0yhdJXZ29sTElVtukJfXx8aGxsRi8VgsVjg9XrlNUkmk9jb20M8HpdJb2NjQ9iALKhsaHhI1+7CaGpQ6wDEPTan+rm5OdlRM95mcXFR7jMF3gAkH/D06dP45je/KRIdiqvHx8dRKpXQ09NzoJgVCgW8+uqrct9JCKolz3AaJgGFieWzs7Mycc7NzYmrkcfjgd/vF33mxMSE+IYSuu7t7ZWcPrPZjKtXr8pzsbCwINmRDofjyM6/QxS5nKqqJ3/WNyiK0oBqgfu2qqr/49GX04qitDya4loAZB59PQ7AV/PjbfjpTElOcL2o6uS+9+jv/wuAKx/2AfA6zCT331Fl0bwA4A8ArKP6AE8d9kZ/kZderxfnBH4YgeqLz8wq7n+Y98R/12g08Pv9aGlpESd8phSUy2VxESFMAlQTsulbCUA6Qu7GGDVDiyZ2gqTnM5qD7Der1Yo33ngD58+fl0Rnumiw42Ux3djYECkBk8VrA11Z4Mlae+GFF3DlyhXcuHEDTz75pGj5mATe0tIi06DFYoHRaMStW7dw/vx5zM7OisUXXU6am5tx7949nD59WvwZaycTo9GIaDQqnp7FYlGeS04MPCQJO2UyGZnsuCM5efIkLl68KAc7IcvLly/j05/+tDjbNzU1CSR19uxZbG1tIZOpfgZJwb98+TJCoRCKxaKwbx8+fAi/34/bt2+jv78fJ06cgFarxVe+8hU0NzfjlVdegU6nE3iSUCBZfGTJMqMsnU6LmHliYkKKUK2nJLVotZ6OdrsdACQ0lHspeh3m83nZO9VON3q9Xp4Xvj/NZvOBicxkMsnj5YTGiYUpF4QLNzc34XK55DBnJmEtY5JyD95GLpeDRqORZmJ+fh5WqxXFYlES7DUaDVpbWyUSiNPnysoKjEajFGLKcCqVCsLhMFpbW1EqlaDRaHDq1Cm0traiu7tbYGUSPG7duoVCoQAAskYAgL/5m7+Ros3zgGiLzWaTRomNHNEIp9MJn88Hs9kshuyMWyIEXFdXh1OnTqFcLiMUCknhI0GFSIvX64VOp0MoFJIpkVBsrQzmo15HyK5UALwCYPoDk9X3AHwFwB8/+v//rPn6XyuK8ieoEk+68VOMRVRV/U+PbuPHAEZVVV1/9PffB/Cdw97XwxS5M6qqjiqKcv/RHVlVFOVoMtn/Ba/9/X2cOXMG0WgUy8vLyOfz0Gg0wr6zWCxySBOy4RuMrLbu7m689dZb0Gg0cLvdWF9flwmqWCyiq6sLqqoin89jdXUVNptNunkWOH5wSUqhFyDDHvkmByDsQR54xPtrE7t5P0m73t7eFiZkKpVCqVRCb2+vTIbc0RAapNvH0NAQvve972FxcRGDg4O4d+8ePve5zwn5grtBrVaLkZERvPXWWzh+/LiIkSn+LhQKaGlpgaIoksOXSCTk0KU7x/z8PNra2mRa4YTJg4CHACn1nJJ54C0vL8NqtWJkZATXrl07IJolY7ZUKsmOJxqNwmAw4M6dO7Jzovs/89W+/vWvo6+vD263G5cvXxbWXC6XQyKRwMjICGw2GwqFAi5cuICFhQUkk0nY7Xa43W7cunULe3t78vjz+bzE8iwsLIjuTK/Xo6WlRajzbCAoA6lNf+frz+JTC82x+ydFn9MBzZHZzLD4NDY2SiNgMBjg8XjkPci4JO5G2TxxAqYRca1DCJsxwsJut/uAtIY7Z0ozyGbmfeJOkpAnCx6JJW63W3bdnL7Ios3n81IMXn75ZZl+9Ho9+vv7UalUkM1msbi4iHfeeQetra34q7/6K5EH0aaPjS0na5fLJb6dbATcbjf0ej1WVlZgNpvFqN1kMqGjo0NClblnprPNwsKCkIaoWyQM2tTUBI/HI6uKoaEhcS6qVCry/jiK4nTEO7mnAfwagAlFUcYefe3/RrW4vaooyr8FEAPwxUe3/VBRlFcBTKHKzPzfPwSzsh3ATs3fd1CVJhzqOkyR21UURYNHOKqiKC5UJ7vH6qKmyO/3CwV9b28P169fh1arFcYT6ch0UOCerVKpwOfzCS17fX1dCB90a6D9FvPqmAXHA5tJ0JubmwCqprLsENfX1w+45TOQkrsfwnbs/Emlp4EvoRvaUNGNZX9/H8vLy2hra5PlOacuvV4vhzYjenjgXLlyBV1dXejt7UW5XD6Q52UymdDT04Mf/OAH+PznP48HDx6gUqmI7dfKygoCgYDAPjwYSJuneTR3IjabTcgR3MkB1emXdkz5fB6xWExYafl8Xg6mDzpYEFoiOWNjYwOzs7NySJVKJbjdbly6dAkXLlwQFisP9/n5eSEqMDX97t27sFgsort7+umnAVQDLwcHB5FMJhEIBOByuZBIJJBIJCSeiRl/1CNGo1HZZ/EACgaD6OjoEIZuXV3VwX59fV12l8888wwikQju3bsnsCWneL1eL+xFTtyE5e12u0yYdNDnrlKr1QqqQCkMHXaIDjDMkxo1vp9tNhuWl5fFxZ+Wc5lMRvSCFMfz/UkXF9rDkfkbjUbh8Xgkb48TKxuAlZUVkWC43W4JUh0YGIDZbBahu9vtFsYvJRzFYlEeC+FHrVaL0dFRJJNJ5HI5yaXj55KTFEXpAA4I/Snr4fvBbDYjEokgl8shn8+joaFBwl+Zss7GxWw2w2w2w+l0SqGlppD5lpxUj6o4HSG78hp+8p4NAD7xU37mDwH84SFu5psAbimK8hqqdedlVLV5h7oOU+T+K4DXAHgURflDAF8A8B8Pe4O/6KtW90XR89jYmHgW7u7uIhKJwGw2i0EsDwPi606nU2LvHQ6HdG21wZylUgltbW1oamqSuBWz2QyPx4NMJiM6OvrsMXeKsCUnP0JL/GBzB0bmJO/X6uoq/H6/3BdOMHa7HclkEg8fPoTL5RIPRUIuFJMbjUYEAgFotVqcOXMG3/nOd7C0tIT6+np861vfwu/+7u/KfonP0/7+Pvr6+rC/v4/x8XH09/fj9u3bIsKmjVGt9ZTFYhGh9tjYGBKJhLAYgfdlHbUuGTyYmpqaMD8/j2QyKY+FU87i4uKB15lyDU5OP/7xj2E2mzEwMCCFbm9vT4x9k8kkrFYrXnzxRVy6dAkLCwsHPDHZlft8Puj1erz66qvweDwYHR3FiRMncPXqVcRiMZlokskk9vf3RUh+7do1ITnRkFdVq2kLg4ODACCMUOYU2u12gboHBwdx7NgxBINBNDc3Y2BgAIFAAD/+8Y/l/UWInfszk8kkDRGbN8Lr1JVxh0dIrNZAvJYQVauP47TFfy8Wi6IvpPvMysoKEomETDtML+DukExdCuDv3r0Lm80mUD2F+Lu7uxJJRYcXPo/0FqXNmt/vF9G6z+cTp51oNIrp6WkRqbP4bW9vi20bCyTh8lAohEAgICblZJAScSEbmO+LdDoNn8+HSCSCqampA8kl3MuTC9DU1CSTLXWhFM2vra0JzEsbt7W1NWG8ftTrqIrcv8SlquofKoryBoDzj770G6qq3j/s7zlMMvi3FUW5i/er9OdUVZ0+7A3+oi9OMIQUXn/9dej1epw+fRrlclnCDZeXl+HxeEQTwwkKqO71hoeHMTExIZZPfEOTJBEMBgXm5EKfsBep1eyCM5mMkAoIxWxtbQkTkzs5wpKNjY1ipms2m2USWF5eRnd3t9wHMiKDwaBEdpBtyI7V7XZjc3NTSCn19fVob29Hd3c3stkszp07h9deew2XL1/GJz7xCSHO1PpAdnZ2IhqNSrd6//59WCwWEauzYC8tLaG/vx8bGxvY3NzE5OQkhoaGoNfrpavlpMgUglqvQ7/fj4WFBczPz+PUqVPo7OwUiDeZTIpLBA/sp556SlIA9Hq9UNdrDa0BCEOVUUJ8PXm/yYBlA0KB8czMjBzkPMAWFhbkNeTBXl9fLzs77hgVRRFTbx6ItWkCQHWfS+j5ypUr+NznPocnn3xSmLyjo6MIh8OIRCIIBoMyXZMRzGmVxZSkHkbqAJB8Ne4OSViqfR45XRgMBplM6O5Cf9a9vT1ks1mBScke5fO3s7MDp9MpTE36VLJYsvlkw0cHkGw2C1VVkUqlJA+OVmOpVArFYhFLS0vY29vD5OQkenp68OyzzyKTyeD+/fuoVCqYnZ2Vqao2aYBkHko3aKbA4s9CSASDmkG6GZGQwmJ85coViagisYoIDV/b4eFhbG5uSvyRoigYHx9HS0uLZNiRWFSpVOB0OrG6uir3+aNej1ORe3RFUK1TOgBmRVGeUVX1UOSTw7ArP0jrfElRlKcA3FVVdewn/czH8SIteXt7Gzdu3MDu7i46OztFBEwoji79XNCTgqzX66VTZCJ1V1eXBDvabDaBNtfW1uRDzxBFGv2azWaYTCasrKyIASypztRIUZAKQHZ++/v7aGtrQyqVkumITLx4PC7uEJwsuW/zer2YmZlBY2OjOKlzv1JL1iD1+eWXX8bly5dRX19NEJ+dnUVvby9cLhesViscDgdWVlYENqJ5dX9/P7a3txEKhTA4OCi7HXoWxuNxtLe3Y2ZmBuPj42htbcXQ0JBMCyQb0LyWBZvJ50BVv8UdGQ/giYmJf3SABYNBgcjOnz8vThbd3d3CziTMywaGJBuPx4NkMgmfz4cHDx4gFouhrq4ODx48gNPpFDusWCyGy5cvCxydy+VEfkLyDck2hGKZFUaNGHWLnF4JIdJGinvXeDyOhYUFaaDW19dx9uxZzM3NCYmBejAaGwAQQgQAaXwIGwIQsgt3ZGSmulwuccNZX19HLBY74P9Yu1tiwjxTzumdSWYvn1s+Nk5MJpNJTLZpHUddIG+HBZdkMepJCSFzBeFwOHDt2jX8/+y9aWyc+X3n+X2KV/GsYp1k8SYlSpTUaqm73e6k5badrN1Z25txgsxiACN7wMDsLAaYfbWYGcyLLLAYYLAv5s0usNhgsZmdQTyeOLB7HKydxHbccSK7bx3dEimR4lVkkaxiXSySxavq2Relz09/Mm3HbTHtNNQPIEjiUcdTz/M7vr/v9/v70Y9+ZNcHVm58Bi4ywHyTTh2SVWtrq0ZGRmw8sbS0pJWVFYVCIZMTTE9PK5lMWje7v7+vw8NDg3ghBEkyaQYJlbEGBKHh4WGD3YFmkc/EYjErnk4j9n2Ukpz3Ia7a4Xju4Z8/efj/L0p6U9I/8TzvG77v/28f5Il/WQezj3fffVe5XE6f+MQnjBwBRIPlVDqd1rlz547p6hBp+76viYkJ3blzx27cjo4OW8sCY4zKdXh4WDdu3DDqcXt7uzY3N7W+vm6GtZLMfisWi9lrhaK8s7Njf0iUQ0NDdgNA6MDrrru726CfpqbGotWZmRnF43GtrKzYzjACE3MBPPWuXr2qpaUlJRIJpdNp8yn0PM8qcQJQf3+/enp6lM1m1d/fr/X1dc3NzenixYsWzMPhsFWtbW1tpiu7cOGCBV6qYGBIz/M0NDR0zAaNuSef56uvvqqZmRkLwMxUVlZWbDvD4eGh3njjDUsiWEtFIhErIPBVJAF+5jOf0ejoqDnpnzlzxjoU1ue0tbXpk5/8pF555RWtr68rFotpc3NT8Xhc3d3disfj2tra0vr6upEtmHu5ThqIzumYSN50n+wzu379ukZHRyXJrptIJKJ3333XriESFo9fKpVMHyc9ElEjzN/d3TULOLo+umO6Pmani4uLhiCEQiErPJhbIdyWZNAefzhIbPh5sl4HWQ3vQZLNJmFtFgoF+6zcHXzAncy1YVpOT08b2ebw8NC2mTNXKxaLtsYGCJsZeWdnp7a3t3Xp0iWbpfPaE4mEnn76aYOoKSKYm1OQEjeeffZZu5/RnTJPZ70WBhSQ0/AOpfA6rfj3ETo+tFU7HFE16JzbkuR53u9J+mNJL0l6W9JHIsnVajX92Z/9mQKBgF5++WV1dnZqfX1d6XRar7/+us0Mrl27pmw2q6WlJdOfgcnHYjEdHh4qHo/r+eef18zMjMLhsDGyqtWqGfpGIhGtr6+rvb3dGGRnz55VsVi0wNHU1GT4fqlU0t27d/XMM8+ora3NggbuFXREy8vLCoVCyufzthYI7V6xWFQymTRNGw7y0WhU8/Pzeuedd3Tu3DnNzMwYSw9Hh3K5rL29PQ0PD2t0dNS6grm5OXN2oRulAsaclveay+V06dIlfec739H+/r6uXLlitPNMJqNXXnlFX/nKV/SFL3xBN2/eNEd7qmTmOMgvFhYWjgVJ3/dVLBZtNgk7ERiaG/n69es6ODjQxMSEzZ7S6bS5yvO+h4aGNDw8rJ2dHa2urpoN1OLiovlkfvKTnzRSitQI4BMTE7p06ZKuX79uTiblctm2YsdiMdNlUljMzc2ZZIKOBX0bsLPrPyrJJBcbGxuamJgwfSUJu7e3V+l02qBWZs2QIXC1h2iBDo2kKjW6PYgtyCqgsmMldnBwoHg8rsHBQYOVQStIHoVCwSztuH4R+O/u7mp/f98ILolEwhYJc7+0traaNhKvTJdpium4JDt/gUBjgWupVNLly5eVSCTU09NjZKTLly8bvD8+Pm5QNM4mzMjq9brC4bChAsyP+/r6bP7b1dWlK1eu6M0339RPfvIT9fT06Omnn9bm5qb29vbMJWhnZ8e2wJ87d05jY2NGyCExI7SnaE0mk1bM4sy0t7d3qjO503BO+RCPD23VDsdJOuehpBHf96ue5+1/0Cf+ZR3ofZ5++mnz41tfX7eAgNM7pslvvPGG7fnq6elRV1eXVar5fF59fX12s0E6kB7pbND0QLp46623jGaPXyLVGoP9nZ0dkzSggSMI0DUxA8Rq6urVq4pEIqpUKsbyYikqTLVLly7p6aef1r179wxeZcUKQdfzGhubfd83s+YXXnhBy8vLWlhYsKoYJxK6WsgsAwMD+v73v6+trS299NJLunnzpm7fvm2Q5OjoqHy/scrk13/91zU9Pa3vfve7VslLsrkG53lnZ0fBYNAcL7Dfam1tVTgctr1mzLqY7YRCIVWrVc3OzpptWjAYtGqZDg2mK76BdLhnz5611TVAXNihjYyMGHT94x//2Lrbw8NDDQ4OKpFIGMO1u7tbh4eH2traMho83qW+79tM5+bNm9bRkeAgkxwcHGh5eVlf+tKXjNIPu5RVSMyYkCOwKWN/f9/mhlxDCM5937dt1m1tbVYkAM+TCFwDgTt37tgcdX9/X+Fw2JIFBJR6vW4SGumR7yPkChKTu6SVBM9nRUeEDu/o6MhgX+QhJ8Xl6XRaiURCo6OjymazCofD1rHyfiBttbW1aWJiQnt7e+rs7DQWKBZiLDdljru+vm4GD6zcGRwcNG0rEg9IL0h1sFFj91wsFrNVRuziQy5zdHRk8D8zyzt37pzKFoKPGlypD2vVjnN8TdJrnuch7vuvJP1Hz/M61dA+fCSO5uZmc94Ab2dFBt57vu8bDDk4OGj0fQSbbAtGh9bV1WUehlRhgUBAS0tLVtHiMtHS0qLr16/r4sWLtkma4E6CQZPkdo9QrZnrsNE7kUgom81qe3vbvDOxVgL+SCQSWl1dVTqd1sjIiBYXF7W8vKypqSndunVLow+XqL733nvyfV9nz541qn4kElEsFtOXv/xlfe9739PCwoKxDAkg3KzxeFyBQEDDw8N68803VSgUNDg4qLffftscNBje40Lx8ssv69vf/rbJMEj0bGUPh8OmT9rb2zPvT5ikOzs7pnGi00XoToFABxaNRo2xBmS1tbVlQmA6Esg4d+/eVaVSUS6Xs/VKn/zkJyU1Ornr16/rG9/4hhYXF42SXq/X9fbbb+sLX/iCJBltnS5raGjIfg6dW0dHh+7fv29SEMhJrmkxchF8FPf29kyOAdPQFRkjA3j77bePrTBi/9nBwYEymYzB6dhY0f2gpaPTlxrepxBDSErNzc2qVCpGUEmn0wYX+o7rCc9BoYGbDAEeyQPvFUIObFvev6u/g/0qyRJkMpk0tmqtVtPw8LChIEh/JFkCOzg4MCu3zc1NHRwc2PtJp9M2b8N0en19XYuLiwZ3MvukMy0Wi9re3ja7rhdeeMEg0+7ubpNVsBqLAjaXyymZTJq0oqmpydYonTlzRjdvng7t4aOS5B6Kzf+Z7/slfVirdnzf/189z/uOpGtq6CP+ie/7eJt95YM+8S/zmJyctN1kXV1d6unpMSutTKZRKBAEu7q6tLCwoFQqZcN4uhc3cJBsoOTjBYk2SpItQb13755u376tCxcumNXU7OysLl26ZHRsVuUwv+nt7dXS0pIk2YbuQCCgq1ev6vDwUNPT0xoYaPidYkmGE/q1a9cUDodNszUyMmL78i5duqRAIKC33npLuVxO/f39ymazisVitnmbVT3suZqenlYul9Pk5KRZDuVyOetmYrGYXnrpJf3hH/6hbt++rZdeeknvvPOOisWinn76ae3s7NgOv46ODn3pS1+yCplghfURtHLPa7jqM6OkMyyVSrpx44Z1MhAA6GoI8J2dnRofH9fExIRtVICx19bWptXVVeu8IVTs7u4anNjT06Nz584pHA7rD/7gD4xhR7cJHR2m6uLiopFwEEQ3NTUpHo8b7f3g4EDlctm8D0k0kkyQzf8h5Lz++us248LzMp1OG5TGa3ZZqtDV8/m8VlZWbO4HmYfZHcmxt7fX5k+dnZ1G2uB9kUiZ8ZEMSSZAjK5onQSGawtw5O7urgYGBuy5+CxcE3W6IJK49Mge7OTGis3NTd2+fdtg70KhYNfCvXv3NDQ0pFqtpp2dHTPh5n4fHR01aHlpaclkNalUSqFQSCsrK9rf39fFixft//fv39fh4aEt0mXZKrKNH/zgB7arEQkQS26ZS+NlSae7uLioVCqlhYUF+NKqBgAAIABJREFUS9h04Y97fFSSnO/7vud5r0h69uH/P7RVO/OSmtSgc3b8InTOX/ZBAiAYVKtVu3HPnz8v3/d1//59qzTX1tYMDioWi8Ym3NzcNOLC0dGR4vG4ESnOnj1rRI69vT1zqecx+vr6VC6XdfPmTWNRIlHY2Ngw4S8kiHK5bB3H4eGhVlZWDBplIWO1WtWtW7fMe4+VK4VCQdPT09a1fO973zNX/ps3b+pXf/VXtby8rNu3b2toaMgC1+zsrPb39xWNRlWr1WzFztDQkFW3y8vLNk8A3snn8zbzIZn+yZ/8ic22lpeXNTw8bB0rCRTBK5olCBAE2KamJvv5RCKhSCSinZ0dg36++93vqlQqWVfc0tKiX/3VX7UCIxAI6Dd/8zdVr9fN6eTGjRvHIOe2trZjWwsymYzm5+fNUurChQtqbW3Vr//6r2tvb08/+MEPjlX6JCWgwkqlov39fS0sLJhmzvM8bW5umo2ZJDNXlmRJ3CVs4PTieZ65g2SzWX3rW98y1if71pj3MQ9CDoAYHDGyaw7OOSMxuRu53fkrcyKKOrw6K5WKyWRgP2JkjPAfPVmpVDK4Pp/Pq62tzbZ2M1fr7u625bEkWT5H2JQ4/LijgmAwaKbbnEcS8MHBgYrFotbW1iTJtJ7oS3kOtm1cvHjRRg+QxQYGBky32NraqmeffdY6N6DIYDCoeDxuxJfFxUWl02ljjcKWpPCh8JMaXT8z8IWFBSUSCZMq0ME+7vFRSXIPj9c8z/uE7/tvPs6DfBAJwanQOX/Zx9HRke7cuaP19XXDwakSV1dXjUG5s7Ojcrms1dVVw9Tb29u1s7Nj++CoRrmZE4mEZmZmND8/b0GLrd24a8zNzcnzPPX29tpzSDKyCnqlcrlscCqdDEGe98FqEbR8MAyx9iK4LC0t6eDgQGfPnpXv+6YrkqRXX31V0WjUGGbhcFizs7O2H+/8+fMKhUL65je/qYGBASPKUHkWi0UtLCwco/in02ldvHhRyWRS09PTKhaLun37ts6fPy+pYUY9NDSk1157TclkUv39/SoWixodHbW1OpJsFgYDELbl8PCwBULP8zQyMqKenh6zaKPCz2aztvQSGBkIjXkcLMlyuWysupWVFdumTafGjAk4KxAIKBaLqa+vz2zbWGO0u7uroaEhW0pbKpUMovR932zOisWiwc/MhOlUgOHcWZgkPffcczpz5owRgKanpzU7O2sEI+C+aDRqQmvgMQgsgUDg2HJaIFHIR+hFCcRoAEOhkLq7u1UsFm1rwe7uriXpWCymZDJpRQq6QFiEuVzONiWcOXPGChh0aMhdDg8PbYZ2dHSk4eHhY7Dk9va2dX2e52lubs6gU7oo5ltud0zS9v3GbjvP8yxB9vf3a3NzUwMDA6pUKse0o4wPkGd4nqfFxUX19vaqvb3dRO08B6OMUChkewtxEJIaWzdaWlqUTCaNSOZCn+vr61as4k+Kz+bjHHwWH6Hjs5L+B8/zliTt6NE+ucsf5EE+SCd3KnTOX/bBAJ/AAy7OhQWjDKgHSCUQCOj27dvq7u5WOp3W+fPnbdkm8xWo1el02uAmZieIQZuamrS4uGidHtUotGIsrYA9ECEza4OCLD2qyqjIuWEwMQ4EAkokEspkMvb4rhidIFOpVBSNRjU3N6d4PK5isWhzRCjdwWDQFnBCOujs7NTAwID6+vq0uLhoK4Hy+bxmZmaUSCQ0MTGhmzdv6vDwUO+++64RQnZ2dlQsFrW8vKxYLGZEGwgGBGK6I7ppBPQkm2AwaF2hG9ACgYBmZ2c1NjamsbEx7e7uanFx0apw3/ctUVKkwHZDiMw5p9goFAo2tyVg9fT0mByhXq/bGhucWYDvCKYELQgQWLgBXwFZuRorDACwfWIjxbPPPmti/T/+4z82zRqyDuBC2I5AnCwpZYULSZT5LwmV8yTJUI3Z2VlLSJyHgYEBI2tIshVHnZ2dtqOws7PTOuTx8XHF43HFYjFJjVVA7OnjM9/a2tKZM2cUCoVMt+o/tNojYWC7dfHiRRNt4wlLJ4dOL5/Pa3p6WoeHh3adEPALhYK2trbMdJru3N1GgI0XzibYxbW3t9tmCealiMqz2ay6u7s1PDysWq2mSqWiWCxmsgKSWCAQ0Orqqukc8/m8zp07Z+zodDptLNjHPT5indx/eRoP8kGS3KnQOX/ZB8EDGAc3AuY3BAiIDmhd6MhgdiGMnZubU39/v3UcV69e1auvvmpzCeZ3VMwInukI6TqYPbAUtVqtHjPu5TWS4KBnSzpmP0UgcB03EKMuLi7awld3iE+ACYVCWl5eNg9HqTFHnJmZsXMGPFMqldTR0WHMMliqGM0yYCeoEEhxlEAD1NXVpb6+Pj3zzDPm4YdTBr6A7e3tRgJJpVIaHh62gFqpVCy4uOxKIFMYqq6vJXNQ9EfRaFSlUkkzMzMGdfGeIP1Uq1WjkcPQDYfDx2ZgBwcHymaz2tzctARHRyHJtieQECigeM0UFJIs0RCMcXxZW1vTCy+8YAgEBAm6LbfwqVarBqPxmiORiMFyQH8kMLohkiVdCtcyzEYYiKFQyIhYeKky/2ppaTHvVxLrwMCAQZ74wZLUSMbch5C8gGLRuaHFA37F0Ybr4eDgQOvr60qlUqZ7LRQKtmcPOj4FAxAvr2lmZkapVMrQhZaWFhtF4AWKxRmdF10uXduDBw9MLtTS0mLvG7s+SaafRMNZLpe1tram0dFRXblyRYlEY9doPp83ecppHB+VJPeQeFL3fT/9uI/1QZLcqdA5f9kHjuVAF9vb21a90pkx/yAoEezcFSAsYyyVSsae29zcNOd3l+IMPMbvIaKWZC4czFvY8o0WzzVu5TWRFKnCCbwEU/RfJDeqXITMLvMNUa0k04dxQ0M2QI5AApMedY/JZPIYvNTa2qrNzU2NjY2pXC5rZWVF9XrdKPM4rkgyPdnw8LDZI3G+8BGk01pbWzNnCzYQwARkoO9qiTzPUyqVsscJBoPmF1qpVMxZhip7YGBA7777rkHGzc3NymQyBk1y3jHNdkkNk5OT5sKxtrZmRQaJDzq+53kmiseJg2uMmRdoAokNezOS3tjYmCWzSCSitbU1W1vjeZ6taOrq6rLu1pUGZLNZFQoFSTJvTGzqjo6OtLa2pubmxnLRcrlsdmQ49FBMUHyBRuDDuL+/r0qlYj8Ti8XMZJkkxs+T4LlmgVpZgYTBeXNzsxKJhH3GmKavrKzozJkztqECEwOKsN3dXaP6+75vJKa9vT1Da9DF0j273fTg4KCxfSuVihlBAAfjY7qysqLl5WVJMmJRS0uLFb/MfaPRqBmh9/b2KhqN6pVXXlEikVBfX59efPFF291HgZ3L5cxm7jSOj0qSO0k8eZzjg7Arf+vhPx+Lzvn34aAroqMBtoC+LekYPEA1TXKBMgxtmuRWLpfV1dVl2iQo2nSC0JjZdkCgdatfoDN0Qp2dnebEgQgWphU3PfCKOytD/IsLO/DSyQqW5EpiQZBNwoxGo+ro6DAjZb4H1Dc2NmYQJkkR1uT9+/fV09NjGsPh4WGzikLKwcoZ13LJdafnvRSLRdXrdUuIDPk7Ozv17rvvGtnD9QvFWYVzxlxTklX/VPy+72t8fNy6hHA4rLW1NX3ta1+zwOyu8XGLhHv37ll3iEsJQZ6kwO9SlLgWZK4LBiQRrke+t7W1pcnJST3zzDM2T+3p6dF3vvMd63xg5kJ86OzstGsmHA6bTAYbrtXVVfNNDYfDCofDVqTF43HrVgqFgsGfmUzmmDMO5xUC1UmfRRjCzz33nO3I4zVBFKHjZZv40NCQdZDAtK60gPU0W1tbxsqlKGhra9Po6Kgt9O3o6DA/T6BFyDd0YW6iw9IN2QmPkUqlDALl9UBcOTw8tL1zjDaam5sViUSOaSIxWgemLRQKmp+fN/u4SqWic+fOmTaPlUFcU6dxfFSS3MPjwyWeuMfj0Dl/2Yfnecd2QTEbIUhKj1hmbmJz9UOIQ3G6Z4FoNBq1RaZUkX19faYPQhg+OzuroaGhY4GRG4m53/DwsM3gCHyLi4tGtU6n0+ro6DCnCm4koK9wOHxM5IzoFD88nCnYksxKD6CclZUVtba2GrT1xS9+UbFYzDRjw8PDtrkBgkZfX5/5N6bTaV24cEH9/f2q1RpbnEdHR03cOzExoebmZq2trRkjD+cUuhlgJAbv7e3tSiaTCgaDVtGvra2ZWJb3zvPFYjETYgeDQRNv08UDVeJsT8B1Z4Hvx2pz6e2SzDoNyMztuiF40GmgE4PdiGaQ7gwNGWbIFFJ9fX22s4y9bgsLC/a5URTgQIONWz6f18DAgBUrTU1N5tGYz+cNFq9Wq5aQAoHGjrRUKqXu7m57LXSW+CwWCgUrTLhvSMAuY3NpaUltbW165plnlEwmrbt1u7Z4PK61tTXF43HF43Fzj2F0EI1GjyUyXHwoWpjj7e3taWhoSFNTU7pz547B6PjKsl0cyBWYFmE+zjLctxiQM2smyS0sLGhnZ0eTk5OSHs0vo9Gozd8lmWwEhuTy8rL29vYUDoc1Nzeno6Mj2+xx584dFYtFQwa4niORyKmwKz+CYvDPqmEbuagPg3jied5zkv6VpBH39z7oE/6yD5e04QZT3/dNNuBW01TjJEeIC1DYR0dH1d7ebhAacyE0QcBWYPYzMzO6fPmywuGwPM/T/fv3FY1GFQqF1NfXpzt37hhz7/DwUKurq1ZRk1jq9brpv4C4+vv7NTAwYF54nucZo3NqakrT09Pq7e3VxMSEMpmMjo6ONDU1ZXMrOkrcWcbHx81pBOgLxxMWikoyKBJbsdXVVc3NzWliYsJIHB0dHerr65Pv++bvyBqYUqlk3ozMHQiCBGuKhkgkosHBQUvE9Xpd9+/fVyaTMX9RPt+xsTHzVsRhQ3pka8TN3tnZacGbxwXWRT7C9eAyJKVH812e191qAAwpyboqZAT8Lt0d3YokswHDEozPm11kMzMz6u/vVy6X0+uvv67W1lYNDw8brMpKFzp62LbA5bCCQ6GQnVs0ZUhRkMRwLvb391UqlawTYpYKrEZH5SZ+uln+f//+fa2trenChQu6cuWKoRnAfLVazRI+K4d2d3cVjUaVyWQM/sca7OjoyKzJJNm1srm5aQUTUDoHHeD6+rq2t7cVi8VUq9WUyWTMIAC4cnV11c4fXpX4S2KkzIqopqbGeiDGA+62EIoPDAe43ldXV/UXf/EXlsS3trb08ssv63vf+54kmQlFOBy2+fhpHB8xduVv6NHOul84O3+QTu4PJf3Pkt7VKS9L9TzvH0r6XyRNSXreEZnL87x/KemrkmpqKOD/7OHXn5X07yS1S/qOpP/J/znKlJaWFk1MTGhjY0OlUsmgO/ZsweIjWDY1NdmCw2Qyqb29PZ05c0ae52lqasqgIQxkoezjKUgVj2/i5OSk6eSAPyRZx4R1VEdHhwqFgm0NrlQqFnBYqSI1nBuwEmKWgHsIlHzYaBMTEzo8PNTGxobOnz9vsykgR+QSdDKYAi8uLpqv55UrVyzZszKEIH1wcKB0Oq3Rh56XMNFYMspSSiyxqKBhGzLvY15F4QGJYnBw0FYPMVt788037cYFUmMex9wDTSMkEDcQA7nxGBAc2tvbTasI/CQ98pGUZG4jJAq2R/T29pqYnN+na+vt7TVjYqBLrhu6ejxJoeK3tLRoZWVF7e3tKpfLWlhYsA4MaJzPC4stujrMrl3JANAoXSXaRO4PGMcIzPlsYQgygx4cHDR2qNTYh8dxMpjCUnz99de1sLCgvr4+dXR0qFqtKhqNmvkCpCNYlVilMR9samqshwL+Z8bZ1NTYGHDr1i29/fbbBrfGYjErAt3NH5BGfN9XMpm0lVfMX+kqd3Z29M477ygUCunzn/+8XY+Yms/Pz9sKoY6ODpsJ7u/vq6+vzzbOQ/7h7zfffFPFYlHhcFipVEoDAwOKRCJ66aWXdOfOHZO/NDc328qv0zg+Cp2c53kVvX9S8x5+veeDPN4HOXM53/e//UEe/AMc70n6bUn/l/tFz/MuSPpHki5KSkn6vud5k35jbfr/KekfS3pNjST3G5K++7c9UVtbm86fP283bVtbm3K5nLGdoKW3tLTYKo6joyPrthCyQkFnZxfmxQR8WIdAZVj7IPAk6TEEB76KxWIGdZZKJXV1dRlFnmQBzJRKpax7ZGZFhwpVGXbnwMCAfN/XG2+8oampKSPdnD9/3t7r+Pi4QU4E4QcPHuhP//RP1dbWpqtXryoUChlcR2GA1gu9D8Sb0dHRY76N7e3txxIchAZ3Hx/bsCk+mIf5vm8yDbqqd955RysrKzbTBN7Bu5INAyQD6Pc8JvvFKCLoIJuamgyWlWQQqitRoMtxZ4kQHDh3FDpuh88sGMgVLSAzWOA46ZEDP+ebhLi6umodA7Atcz4gNmAwugmSDp0kM0Vmopx7/mbeyfzJTVqwPJmBvvXWW6b//Gmdgqv1Y7dhS0uLurq6zP5tZGTEuk2XyEKxAhEIElU4HLYFtcFgUPfu3bOZKsULDNhQKHTMvBzyUEtLi7kZdXZ2KpFIKBaLGcS5t7enlZUVxeNxpdNpu+bp5iYnJ3X//n273+r1usHJdKXMICkC7t69a0ULTO1YLKZ0Om3bNYaGhuyeJxmfxvFRSHK+73ef5uN9kCT3e57n/d+SfiDJuM6+73/zcV+E/3D56vsMV/+BpK/7vr8vacHzvDlJzz/EaHt83//Jw9/795K+rJ8jyUmPDH8JEizrZNaGgwVwSKFQUCwW08jIiMGXBOadnR1NT09bUsO9vFarmdM99lNTU1Pa3Ny0GV5vb68KhYJV8MBm2IvhCxmNRo1RBs2cgN7d3a1CoWBrZdiY7QZNLLrm5+dt/cvu7q4mJiYMdoTEAjGlWq1qdXVV7777rur1xgbw4eFh6/ToKKm83XnW0dGRzTRcuIgiAHjPfT6G63iHkqzRkuExyPNJDQjMhSh5vqGhIbM4Q7sG0cNdhOnSzguFgjHafN+3ZaUkKBfuJKE1NzfbpmkqbWZvEItY40PhgFaSZAO0yDXJhmqISK5kgesVWIxzQdGErkuSMUFJ2hQCONVsb2/r6aeftkINdiyJh9+jW3X1ZW1tbUokEgYPfvOb3zwmb3EPYEs+C+mRPILPBoefBw8e6PLly2arJslYvV1dXbp586aWlpbMqgyNJM9BcQFzEpYlxRIkkUwmo9dee02BQMAKMliXd+7cUUtLi65du6ZEIqGlpSW7Z5nXcT/ev3/f5tDz8/NmbRcIBDQ1NaWZmRmbyW1vbyuTyWhra0uLD1dWUTyh4fuVX/kVdXd3m0UYkLKLPjzO8RGcyZ3K8UGS3H8v6bykFj2CK31Jj53kfsYxoEanxrHy8GuHD/998ut/60HHAYtqY2PDjIyptllXD7MK4SrblRng7+zs6P79+2azBV2Z+Q7i0kKhoFQqZVAJ9OuOjo5jTgaY+EIE4PkgwNAx0AlBZ+bxSL5suqb7wPHC931dvnzZbtJkMmkuGzi3QMCYm5tTsVhUJpPRwMCALly4YF0XQciFdpg97O/vGxFiZ2fHoFMYbMxTGMS7jDXOv+tu0dbWZloiRMd0Kega3eBZr9f17LPPWocNFAm8B3RE14X1mcu4hSXo+/4x5qerQQOi5gCu3NnZsdkRhRDyDpIXXQozYKBFKO1A5HR50qO5Xa1WMxKUC4PfuXNHkUhEV69eVTgctp+TdCw5sRWCwP/5z3/ekhzMWsgrvDauI64lWK/BYFC3bt1SNpu11+8mNT7Dkwefl0tO8TxP+XxeP/zhD40YUy6Xze6LJcEQcdxZKdcN54/zX6/XbW8in4HneVpZWbEii3sIzR4SmFdffVUXLlxQPB7Xc889p8XFRdXrde3v7x/rWu/fv29zXhCI5uZm/eVf/qUxOUdHR9Xb22t+udzTnCu0gQjZsVSjAAIiPo3j4yT3s4+nfd9/6hd9Is/zvi+p732+9a983//P7/N16dHQ0T38n/H1n/bc/1gNaNNEqjAl3UoVksTk5KR6e3t179490xExb6Fa9n1f09PTWlpasgBydHSkfD6vvb09nT171ijGwEkkCDaB+76vrq4uW0CJtRcyBRiFVKAsVOVmpdPjPTDwhkVIh7GxsaHDw0OdO3fOZizAUViaAVMtLy/rRz/6kfr6+lQsFuV5nl588UXF43HT7bnkmqWlJXV0dGhwcNDmSR0dHdre3j42A9vY2ND4+LjNQtgpVqvVrKMiGbricWY53d3dtmXbFYvTQUAi6unp0djYmEFHJC+6tUKhYAUNxJBSqWR6r3q94VmZyWRsToVon86Zc00gpTPh3Dy85uwP8ySKFRI6M0j3HMAwdYslSSY45nN17csmJiYUCoUUDocNlqMDhEVMAfLMM89YwL148aIxZN0kRxK1G+tE0sIP8ujoyBisJwuOn+c4+bh8rsB0MDFxMmG+zXO4iYLrB7jXdfSBHIM2j719bleO/VooFFIikVC5XNbMzIyWl5c1NjamYDBoBtxugce94EpVJJleMBAI6P79+8Z2dtmnJErQouXlZY2MjGhlZUWXL1829qm7YPdxj4+T3M8+XvM874Lv+7/QWh3f9/+LX+DXViQNOf8fVEOAvvLw3ye//tOe+/cl/b4kRaNRnyWNkB6YkaCxyefzBjmQQIBumI2srKxocXHRugFW3rtegdhcUWWSnHAy8X3/GOZOUEIfA2MNHRvOGsChJGlJisVixpB0RbyVSkXlclnnzp0zajavaW9vz2465lSvv/66stmsLl++rLm5Of3ar/2ahoeHjXUH0QCiyt7enkE2blJypRf48R0cHFilDXzo0s55DJiKwG1Q9GH2/bRACuNuYGDApAKFQsEMh1taWo7N7Xy/sUuNROj7vvL5vNma8TmgQ+T3kB6QPHnfvBd+ls6SjoiETPKH0EGXx8yOpOQyMN0ukkTDNdnU1KRwOGy/x3nneqQDlBraupdeesmSQygUUigUUmdn5zFXDQIwHR9FBIkDaHByclK/9mu/pm984xsmr3ETz8nO7mcdJC2uTRAWig9IG+/3+ZNsYGEC81EEorXkayeh1dbWVit0sD3b2dkxaU6tVtPZs2e1sLBg0gkXceC1c28zj+c6A/p2u12KFc47M9JKpaIHDx6YGTTw8WkcHzF25akcHyTJXZP033meN6/GTO4X0ix8wOPbkr7med6/VYN4clbSG77v1zzPq3ie94Kk1yX9N5L+95/nAQOBxr6ztbU1zczMGP0dd/3m5mZls1mNjIxY0gA6gmywvb2tW7dumfCTroDkgRMKe9e4+aj0IVIEg0Fzn3AhrUAgYMlvf3/ftEAkBlaXUP2iJ+Nm2NnZsRuJvW19fX222JTzQEV6eHioUqmk1dXVY7qryclJjY6OWgIkGdfrDcPd7e1tTU1N2WNBxJAeBUl0hMwd6VikRwJtXhPQIsnh8PDQtnXzngm4VMBAgJxDbJ7YmE4xsL+/bzZL7swG6zEs2/gdGHvu6+Ia6OzsVGdnp7FdCeLAVdhZ4TzDzzObbW9vN2cSl5Diduh0tLxfNzHjHMJr4lxQqLkB3+1029vbTatXr9fV1dVl5BbeK8/JLJVulwDM17l29vb29Bu/8RtaWlrSG2+8YcnwpITg5MFrdA9X3rO5uWkFT1NTkxV4J3/HnZeSaCgimHsxLz7ZffH6WDHk+75tKOH95XI5vfbaa0bQ4frncVyo1C1q3Bmue02754POlHOaz+ftus3n8xocHFRvb68V1497fDyT+9uPl/WIwnmqh+d5v6VGkopL+v88z7vp+/7Lvu/f8Tzvj9RYynok6Z/6DWalJP2PeiQh+K5+TtIJyWViYkJvvvmmCTOhGeNdR5IhaOAU39HRYcNoqn+0LvwsVSBUeC7QfD5v30eQ6vobIgqmQwPexOaLbgotT2dnp62JkWR6Gzc49PX1mYCchEA3wPlgtjg3N6f29nadO3dOnucZ0YMEjSEtcoDBwUF1d3fbsJ9EzUwpm82aoByoBnKDe4MD8RB4CFSSlM1mtbq6qqmpKet+gbVSqZRu3bp1rFugywUuBY7F+gsJAokaey7mfkDPMORYJcR7YlkmcgBIMW4w4zG6urrsdcGaRee1tbVl2+Ahq0iyTpvkRWdBd0CnxjlyXW6g/SM2x9eTc4vOjdkT7MmT55/rgs/chQVJer7vm/YvFArps5/9rN566y37jPidk/cef/+0zoROziWAQcKR/mYncrJT5PfplNx5s8vAdbtGCE9cnzgFARPChOWcuvfPSTINx8nHh9XL/0+eExJnb2+vzT2BVqVHxcbjHh8nufc5vFPWLLzf4fv+tyR966d8719L+tfv8/W3JF36BZ7LEl1/f79BFHRx7MoKBoN2kVNdQ7LAxsslg+DrByEFGMK9sAlKPE8ymTS4zJ218DMEW6Ck7e1tex5E3IFAwGYMuMjjqyk19Hcw0VxXEKpKZg+zs7PyvIb2Dx0cQ3AgXezJ8vm8gsGgEomEVbiSzJuzqalJ5XJZ09PT+uxnP2tef+45cm92N/ESIIElV1dXVSqVlEqlDN6jo4E4QxfmehcSZHDEd+c9nOPt7W3t7Oxod3dX6+vrVjywNojAyrwUUTfQlqRjkDGzHb7W3d1tLE7P80zDRmcBoxJY0u3aeGzOEbIWPj8SIYmU6w34EncbunueA1avS1xx7wu0mmzPoOOlA6bzBkLkuS5duqSnnnpKN27csHvFvefc42SgP8nARDLBfeBCn0CmJx+fx3M1je65ch+nVCrZ77rSD5Jpe3u76VWZ8VFguoXZSWMBXi/XHkmzXq+b9nVjY+MY8cZFAbju6vW6EomESqWSicx5rsc9Pk5y73P4p6xZ+GUfR0eNhYSbm5sWTCuVisGV/f395nUXCAQs+fh+Y0vAvXv37AZgp5ZrA0UV7+q7SIhAla7+iIqNNTLuDYcVFUP+o6OHrdqLAAAgAElEQVQjc/zAOJZKmy6QIEcAg2DiBgqG8dlsVouLi5qfn5fUcFlAW+be9KzwQbC8vr6uixcvHhMYuzTnzs5O3b3bGN2GQiHNzc0Ze40kyLkicLvzDZetBpuOgMB5IHBwvjjPQJXunI3P0Z0nQQzY3Nw0jSEQIe+BBZoUFZIMNpUa3RmfjSQTLwOb4u+JeB+aP1AcyZcELT1ibnIuIMnwnltbW+3z4dwQmCk2JFkXSmIHlYhGoyoWi7YqyS0okHLA7mV+5ZI4KDDi8bjB81LD7PnatWt65513/sY95yY1t5vjs6Grh9ADtEvHLTWKtc3NTetsSDLudcO1xHOBMEgyIfnR0dExY3USJOeiVqspl8uZ4BsnH9iOMCax6aNg41zz2mA9U7TxucHolmQaxoODA8XjcaVSKdPtbWxs2JjiNBPTx0nuCTiq1aree++9Y7OFnp5GM8pN5wZVKuDt7W3dvn3bHPrD4bAFIIJ2c3OzGTtTyUGc4GaisgaqdAkKzOIYliNGhzwSi8UsIQAnFQoFY8bt7u6ahRPVrDuTQWMHbX52dlYrKyva2dmx5aV0kFT07lzI8zzb7JxIJKw74jy5VmPhcNjgvGw2q0QiId9vuOBLMvGspGNdjPTI1guIDu0h3yOBseIF+BOHFiyhgP44x+772d/fN/eQWq1mnRtVOsm9Xm+YQrNzkNeAwBiDX/ccSbKEQ6Dk84hGo0aqcGdkbvdCYJZ0LAlynbgen2xu4Dwh8kcYDUpAUlpeXlY6nVYsFlMqlbLnozsDlnfhNhIwc0aQEL7H6+rv7zc4mHvA7bK4bqHGc8/xGfX29iocDhuzF5/TeDyus2fPmo0Z55t7hdkjC4RJXsxseX28XrpfPm82v29vb6tQKCgcDuvMmTOKxWLKZDIm9oYA1tfXZx0sesxMJmPLdyUZaaRSqaivr099fX1GRIO01d3dbXvoWO+zubmpQCCgkZERc0Tp6enRvXv3Hjv2uQXkk3Q8cUkOrQsBT5KRM9xAQ8dDwCmXy9rY2LANAcAqbmJkFsQgmoG+Sy6oVqsmpHUFwujvdnd3DV5EErC2tiZJRno5PDxULpczk1kCHHMxSDAEhKamJgtetVpNy8vLWlpa0vr6ulWvaOcIINwQJF933oYjO10A721vb0+xWEytra1mwLz4cIddLBbTwcGBVlZWFAqFzMEfMo0LRbkwHkVFJBKxbd3FYlFbW1u6e/eusSabmpp09uxZ7e3tWVeLHRvnxPf9Y4k+m81aUGIlkfRoGwWfMyxL4CheK58JkBisPbpK5q7AVhCVmJGyegjYj86Ia4FCzNVwunsQubZcmPsnP/mJXn31VduSfu7cOT399NM2471586aOjo40Pj5uj8+1zqZ6umUS8/b29rFC0IXxkEFIDZeOzs5OW1nlXkewY5kjo5lcfLhh+9KlS1YkYXK8vr5uszkc+re2toxJKslMGHp7e7W0tKTZ2Vk7f1KjmNrZ2TF4f3NzU8PDw1pYWDDWLfA2CRcbtWKxqGq1qlKpZEtfmbMzh0dXd/78eYO8JdkyWRi4bBVgTswogJk1Qn+KJvYVhkKhjzu5xzyeuCTnBm8CBz534OLAJCS7fD5v7hpUhawfYU7hUsjR0pB0eCy6nEAgYISFer2ufD6voaEhM30GdiEIobUDn6crcwMccKdLx8dcuV6vm6xgZWVFr7/+ugX8YDBo25MlGc2ZBEZgDwaDWlhYsGRIQoIx6s4ZqMwDgYbJMUGxUCgok8kcSxQke3w0of3jY7ixsWHw3NramgqFglZXV5XJZLS6umpJmMKAc0SH4+71I4EwZ9rZ2TEIimSEjpBAn0wmjdixtbVl8CAJhnMOfIyukW4aIgMzX0k282T2QzJ1uyaXqLC7u2tJhkCIawvXY3t7u374wx/qP/yH/2AFEh0OSTUcDuvKlSv62te+ZnpCWK9AbBsbG0aGwp9RkjFB2QvHbJLj8PBQ0WhUX/7yl/X1r3/dNghAfmK3H1A6RcbW1paq1aomJiY0ODhoWyHQpy4uLtp9A2zOTkiKw5GRETU1NWlsbEzz8/M2x6ZYcRMta27wXgVm5/OkKOLzOn/+vElkRkdHbYkv9/bOzo5B03Tcra2tpm0dHBw0JjLFjtTYpZhOp7WxsaG2tjatra1pYmLCGMD8DHKk04x/T9rxRCY5d8FmJBLRU089dYyKTeCo1xti4pmZGW1sbKi5ubG8kYrfrdghdgCh1euNTQGSjIGIywe/60J8rEIBhmMOBCmGQEtwRI8ENET150IyQGaQHHK5nG7fvm1EAph5uPXjJsLjcT7QisF64/wBFdEBMyPkfVQqFdPckYBIZtls1ip+dy/X9va2VldX1dfXp0qlovv37yuRSJiQO5PJaGNjw4Jle3u7BgYGNDU1ZdsgXF9HGI0HBwe21Zxzx+wV6AlPRLqMcDis0dFRm0tJjU3pu7u71o1zntzdcFKjWIhEIoYQHBwcGOMTP0W6YJewQIfA58BMmGuKRM0McXFxUe+9955aWlo0MzNjCZpC7saNG5qcnNSzzz5r7NhPfepT5qMIlOtKV9bW1mxuS8GCV2RPT4/NfU9CX7VaTS+//LLOnz+vGzduKJfLqVwuq7e31yDIXC5nhgbZbNaS0PT0tBkiSw2476WXXjKfWc4HgX95edkS397enhU3Tz31lO11w1yArhbZxq1bt+x89vX1qVqt6syZM2ZZ50oE2tradO7cOTU3NxvjliKP+wdpTFdXl2kTMWfHl5KtEsz/9vf3dfbsWY2MjGhnZ0d9fX1WwLD2JxKJmPYTH9XTiH9P2vFEJjmO1tZWPf/880omk5Ie6Vaq1aoFnbm5OfPPo8LEQaS5uVmDgw1NOpVzLpczQgAJiS6OChCmXLlc1vb2tgnOSVruhmwehyBJZ8ZBRVkul214DsGBuR1zsWw2a99n1kOF6xIfXLcNXu/a2pq6uroMngNuJIiVy2UzysUVBigRGK5QKFjXmMlkjhFQ9vf3lcvltLKyYhZHzCf6+vo0Pz+vfD5v8A+zzXg8bt0lHTmdRjQaNWKISxDgMyIora+vm6MGHSZQEV1EW1ubueEDKXPAZPR93wqCaDRqTvt0+/l83pLW5uamKpWKsVjx1XSJSsFg0EgjrCIisK6urur27dt65513jsGLiOiDwaCSyaTy+bwt5YzH48rlcrasNpvNamJiwpAId1sExVtra6ui0agGBgaOEabcAzgOKLm5uVlTU1O2AmhjY0PlctkMugcHB21vGrO3/f193b9/3+DJrq6uY7Parq4u65Q6Ojp0/vx568CQOkiyc8bSU4gdGJ5TZEYiEWO8jo2NGdOa+w6rs3K5rHw+r1QqpUgkonw+r3K5rFQqJamxSxAo/ujoyJIWnyOoQTgctq0LuB9RRHR2dlqR3Nvbay41ICQuoehxY9/HSe4JOZihJZNJI0DQwTFXIaBtb29bYGlubrYNAHQ1kUjEWHUIu7u6umzOR+Jx2V3cvIVCwSpGuj7XtYKOo6enx8xfgYiAqhhcS7IZIdAZEFu5XNby8rJ1XC6MSqfmzoMQdgP7kVhYqsrvbm9va319XT09PVpaWjKokZkd74dOcnd31ypf5nEIZ/f29nTr1i3l8/lj5AX+nc1mVSgUFIlETHNGZ5TP5w3C6+joMP0jENiNGzc0MTFh4vbR0VFtbGwYoSWZTNr73trasllMV1eX7TgLBAKKRqNaWWlYprqfEd0QDMajoyPbfQfBgfNRLpet26bIAFWgqECLhZk0UDgM1/fee0+vvPKKlpeX7fFdVAAmsPSI4HPv3j2trKxoc3PTUASudWZckI3ojlpaWoyQBDzpziN3dna0sbGhhYUFpdNpK1DoIkm2zLQQxrMih6DLslM6RhI1jFiE9+wldAsZ6ZGMg5l1KBTS5OSkMR4hCmE9B0TNKp5QKKRCoWCf6fb2tm3x3tzctOuPoolrl/PI88PqhYVaKBRsBu8WRu7WDRYbw8Z0WcTA2SS80zg+TnJP0OH7vkZGRkwMC02aG79ardoiRWCGrq6uY5qs0Yf72lhXjyGxJBu0Iwynym9tbVUul7PZEPvAJB0juhSLRaOeE+xaW1tVLpePscYKhYIFOphb6NUCgYAqlYqmp6fNacO133I7NZ6fRIoIlvUkeCO6C0339/dt6zhzI9ccF80gFXS9XjfYle6DAqNWq9m5kx5pnCSZp2it1nCSBwpsb29XLpezLQySDApEIkE3ee/ePX3rW99SNBrVhQsXNDIyong8brAqnwNEF4IMHS+vZ3Bw0DZm8xkwv0Ei8fzzz9tCTT5/ZnkEyu7ubptnMsNhmSxFEZ38SR1YoVBQV1eXPvGJT5hchc9jdXVVly9fVi6XUzqdVrVaVTwe19HRkb7zne8Y27NSqdiqGncO6XkNkT0mCYODgwoGgzazJslVKhV9/etf19zcnDY2NozaT+BnHsrXTlL730/UzX1IAqCY2t/fV6FQMP/IYDCooaEhWyXEPjfmrED9zI3RExYKBUvirPCBHLKwsGCdWGdnp7a2toxE444EgJc5f7VaTevr68bYpKOUZImLpb3oWU/KHejQMYTHbhA4Hij2NI7TepyP0vFEJrl6va54PG5UYCq+er1ulTyQTHNzswUfqmv2k2Eh1dbWZvMFnNCh9UMMISju7ze2LHd0dNgsDLwfWrTneeafCFwDJOLOE6VHM8axsbFj+ingrnQ6rWw2a4HD1exJDT0YUgXmPFTtJL+9vT319vZaR0InShd0/fp1Y5+xeRqoqKOjwyp5Zl2lUsmgyMHBQY2Pj5sDyPr6um7dumVyDOZraJcIWL29vbZaCDcVznG5XLZddfhdDgwM2PyRABOJRCzp8v6BDjm3zAphEtKd8biu/INraGdnx6DIcrmsQCCgUCikra0tq+YpGEgOm5ubtlQ2m81qfHzcVq5ks1nTbVFcBQIBlUolRaNReV5jk/XOzo6uXbumZ555RsFgUBsbG5qdnVU8Hld/f7+uXLmiWq2xAorHbGpqsjkbBtDAhclk0rrCvb09K0o6Ojo0Ozurv/qrv7IZq0tPd68v/uYcAQm7s2mOk2xP/s3v0dUwb2NkkMvlTI/o3hegIqVSSfF43KB7Scb+DAaDOn/+vIaGhkykz/gAwheSIR6LZAYSAfTO9U0RyHumAOT+Ze4HMxOYn9EGnTz6TTZbPO7hEsSepOOJTHKBQEBXr15VNBo10SssuUKhYIQIoELP845RyLu7uzU2NmYQF9okhujcjIeHhyaChlXlLmt1dWJAYmjqEJNns9ljllwkMB6DzeT4UvL8wD2ZTMY6DQIxkAvBmk6FAIaUAKjRJaUQOFyDa1YEMXzHB5DOYG1tTYODg8bGBN47OjpSKpVSOBxWW1ubyuWyNjc3NTk5qf7+fj148EALCwu2NblWqymdTqu3t9do/deuXbNgwVofgkMkEjERNzsD6aYJkpxPulvWCEECISEikoZsAtTM+aBD4GcpdkKhkJFdsDrjemL2i4SD1xoOh42shAi7Xq+byfXIyIjOnj2ru3fvam1tzWzGgAHffPNN21owOjqqtbU1PXjwQKFQyJK253lKJpNWnE1OTto1QJJPp9Oam5vTW2+9Jd/3rUNH2sF2BiBndGf832UwS480mz9rNsT3OdzA7Ha4FD3cszwHMCIFJvNm4EySK+t3lpeXDbpmfyTvlXkZRK+TxLJsNmszN9/3bdEpBBWSPl0m1x3XEYmRbg1tJ4UPYwiu0dM4PoYrn5BjYGDAKjt33Ytb5UkyOMoVKft+w80CmIqkyA1OoCEJcaOVSiXTRTF43tjYMCkCsBRJDkgFsgmdTVtbm23Z7u3ttS4MlmClUpHU8Hx88OCB/d+dt7lQKTcj7EwgT2Y0kgy24/npbMLhsDH6IpGIBRECPTOz0dFRmyklk0kj+jAvuXfvnpaWlswcen5+XktLSxocHNSzzz6reDyuubk5TU1NaWBgQPV6XTMzMxZso9Go4vG4MpmMFRZu0OXcARm5psqIvt3ZGKQjFzajCqcbJ+ETdCFAQJIgcKGPwukFgXypVDpGMmIOjMYSowAINVTzmPd2dnYaGQIrt0QioXq9bvPKdDqtcrmsra0t5XI5E/tL0oULF2w9zvz8vL1Oup1QKGREoGKxqMHBQa2urhpszrmi8JMaS3G3t7etUHARBxfqdGeQJDy+xudyUkjO15lTS7Ik4nYn/JzLEm5vb9fS0pKhEEDqFGLAicViUYlEwhIV9wEICJZx+NcGg0GVy2Wtr69b0SY1khoMafSRoBBcI7VazRa6FotFu9fm5uZseS/njfvoNI6PO7kn4AgEAjpz5oyx//A2ZG7BDI4k5nZNkmyuwgUKfZxhNoGKQAnOTtCEpdne3m7wUKVS0f7+vm315jUgVKb6cxNPIpEw1xGq+GKxqMXFRUWjUc3MzKhYLBrLknkXSZv1NYiRoYW79kYEXITlu7u7JuxGrLyzs2OWRHSckGhIpGNjY3aT+76vd955R0tLS3YO8/m8KpWKgsGgZmZmLIEsLCxobGxML774ohKJhBUjwWDQyDjAnyQiSccMl6vVqjY2NjQxMaELFy5Y5UwAhWnqOqnAgJRks1SCsdvhwXykKyCRFwoFI9i464wQ6QM9uRAbs2GCo0vKQNwOdL2ysiLf97W+vm6byX3f1+TkpHWAe3t76unp0eDgoM1M8/m81tfXVa1WFQ6HlclkND4+ru7ubq2vr1t3mUgkrIt58cUXbSbkmkxvb28fO98HBweamJhQLpfT8vKyJV6SG5Zd+Xze9HfcNyd1q5x3/naTpRukucdcuJh7nHNLYUCn7hZ6wO8tLS2KxWIGowNbM7uElQyjl+0TyWRSzc3NBi9mMpljc2vuA6BjxhLM6yUZEgJ86ZJ/eP8u/Ps4x2myKz3P+38kfUlS1vf9Sw+/FpH0nySNSlqU9F/7vl98+L1/KemrkmqS/pnv+392Ki/k5zieuCQHfIHrSaFQUH9/v+Hs4XBYsVjM6OoEIcgXYOx0dVScwJps9MYmCP0blTmQHkNrOouurq5jyxwZYLvwH7/L/AR2GfT7paUlFYtFra2tHZsZ0D3SIdD9uT6X2FoRkF3CA8k6n89ra2tLfX19JluQZMJdYFupkZgRyRKI6vW6Xn31VV2/ft3eP8QAvBalR+yzYDCoe/fu6e7du/rMZz5jwYrgGIvF7DUQDPb3G4tt+/v7bZUOfp8Ib6F283lQqEBJd6UNkG8oeOjsSFQk10AgYDMrtjYAy/J9OmgSKx0gTFU6DDpBdqCRMNbW1tTR0WFuIMDFoVDISDQzMzNqbW1VKBQyJiEw5MzMjMHKBwcHunr1qmZmZuzz7u3tVTQaNd1iIpEw2DUYDKqvr8+kLL7va35+3uA1rpEzZ86ora1NDx48sARGJ8vclCIG2BZRfnd3tz0Wh9vZnewM6dQ53O7RdTVyjRpgaHZ0dJjWjqWv7tZ7rgXISBBI3Fnd9va2sWgXFhZsqfH+/r7Gx8dtloykgSKnWq3aImA+W5e04na8SF9O6zjFTu7fSfo/JP1752v/QtIPfN//N57n/YuH///nnuddkPSPJF1UY2Xa9z3Pm/QfbZT5Oz2euCRH9VcqlZTNZtXS0mIyAMTeUuPmGhsb08rKilV7dAZcdAQ9LsZarWYdIbu9XEq0y4qE1QjjMBKJGNTERmFeKw4WkASoKFmd8vbbb6tUKtmchJkB5BHmOsxKYP3RrUQikWMWUczi0JJhUYbn53PPPWdJC2sxEhzrSA4ODkzgyrna2trSgwcPjLTBrBD2KWQBF/6r1Wr61re+pfPnzxtc1N7ebloxgnBzc7OtKaE7rtfr1iEBPUqyOSwwJufqZFfgirT57F13Ev5QDBFQCUyusJuCgQLG9aMEimQ2yfwvm83q7t27am1tNbZfX1+fent7NTg4qECgsaCWzwC5gKuVZP6aSqX0uc99TtVq1Tr3ZDJpbjm8vpGREUMW6PLZII9v6eDgoNlxpVIpmzlWq1UFg0E988wzOjo60srKikGurkQGUlA4HLZN7bCCKUC4B/nMOIfQ6RkpUMRdvnzZ7i3WU/X09KipqUm5XE6+76ujo0PhcFiXL19WNptVIBBQOp22a8bdd4j5smv1RtdOEdDZ2alcLmezZliWzMORzcAIpoDkHHDtueQcDubEpwVTcpxWkvN9/0ee542e+PI/kPSZh//+fyW9KumfP/z6133f35e04HnenKTnJf3kVF7M33I8cUlOklWP5XJZZ8+eVVNTk4l8meckk0m1t7draGhIi4uLRsRwBabcbPjRAQvGYjG7gAnkBEl3NxVJZWpqSi0tLeYQ0d3dbXM9N4D29fWZmS+zIbYIRCIR7e7uWiIDUiO5ujZZLqQKs45OCPkBmiu3y3zw4IGGh4cNTkHQSmIEasMCChILFfaNGzdsqO4aWXPjcbO7Sbq1tVWFQkF//ud/rq9+9atqb2832URHR4feeustXbt2TR0dHUY+KZVKymQyZpvW3d2tVCplQmECFUGTP0dHRzYjo8igs6NgocJmI4Nr6SU1oKn19XXzSHQ7ZohDJA//oc6O6+T27dsGKfb09GhoaEjj4+PHltGis8Nj0Q2Yvu/r4sWLxtaDJIOvKaxPiDE4ggwNDcn3fRUKBZNkRKNRLS0tKZFIKJ1Oa3FxURcuXDD3EJivdJcgBZy3T3/607p7966Ojo7U39+v6elpzczMKJFImIa0v79fi4uLBtdVKhWNj49rcXHRZlckPu47rlkkAb7va3R01EYQkDXovpubmzUwMHDMbIF7R5JefPFFzczMaHV19ZgMh6TN5ys1ukOSHh077ieYmrM1fG1tzXwx+XkXknWJWdyzLunmNLs3jg+BXZn0fX/t4XOteZ6XePj1AUmvOT+38vBrH8rxxCU5cPjd3V319/ebngZmXLVa1cjIiJE/uKkJaBAE3HUrs7Ozx0Ta8XhcW1tbWl1dVTKZtMq4q6vL5AokFxJSNBo1GGd1dfUYFMcsI5VKmWsCN/7CwoJtGHeTTq1Ws9U5S0tLx6BUxMqJRMLIIiRtZgyFQkHj4+NqbW3VxsaGKpWKIpGIwuGw2SgVCgXl83ljeCaTSbv5gfqorAOBgDKZjAUEbm6gPDcJ1Go1888k0b/22mt6/vnndfHiRaVSKSMLfO5zn9Py8rJ2d3dNGI/WCAH01NSUksmk7ty5o2q1qhdeeEFDQ0OqVCr2s8xC3GWZdNFo4Jg30qmR+OiIKSp6e3stgbgbA1zyhSSbFzGXBLomuNfrdQ0MDBijD3ZjJpOxrfN022yhuHfvnkGsJEeSyMHBgXXDoVDIrmWes6enR1tbW0okErZeZm5uztZP0XEDAzY1NSkSiWhtbc2uL3fOe+3aNZPLDAwM6KmnnjIJBc+bTCZtOSgJMRaL6d69e/J93zZjBwIBXbhw4dgevUKhoPfee8+W+0KwaWpq0sDAgMkbYNHyHg8PD9Xf328uPr/zO7+jO3fu6N69e2pqalI2mzVSEK8VuzcSF842kszqzx035PN5K5bcbgzE4v1g2J8luzitWdoHeJyY53lvOf//fd/3f/8XfNr3y9gfGs3ziUxysVhM2WxWzzzzjHzft2G4q8fBwgirHZzQ8ZmEGo5pLzR74AsqyYODAyNpMBMA00czAz25u7tb8XjcOrX+/n5LPi77kep8fX3ddrvVajWtra1ZdQlMOjo6qnQ6bZ6SEF7i8bg5XdDVAA1BlqlWq0aeaGtr0xe/+EUj6wB5uQtEgaboTGDioSWCGcq8jwTvzuykxjqaVCqlyclJo1nDTF1dXT0WPIDQfvzjH+uNN97Qyy+/bLZgHR0dmpycVDQatc+4paVF8/PzNoutVCpKJBLWbW1vb2tubs6IB5KOwY2QA9x/c61Ij9YG4fkIrCzJOjegYYgIQOYdHR2Kx+NmM4Ym88GDB1pfX7cOGjsyNga89957+tSnPqVSqWQieQhS7e3tevDggW0hgKDE83Pd9/T0GHTI68xmswYDs/QTLSmFCt0uVmDMjbl28P0Mh8OKx+MGL0ejUSOvIMQHGo/H4+ZIwrkDNpUeaedaWlqs8APx4P3gguOyNNkCwO9PTU2ZlnFsbExXr17V4eGhpqendfv27WOwKSMIpCBup0gXyufN/XSSTMP7OJnU+Lfb5YFwnDbl/wN0cpu+7z/3AR9+w/O8/oddXL+k7MOvr0gacn5uUFLmAz72L3w8cUkuEAhodHRUnufZoFuSVeXQ+Ds7Oy0Jkaio5ukySH5Upb29vQalHB4eKhQKmf0Q8GNPT8+xGR/JERilXm+YxuJEIUmpVErLy8u2MYAOh47i5s2b+u3f/m0NDQ3pBz/4gS5dumTaOW5mV2yMsz6JkNfD/Ka5udk6tqamJnOQB54lyDPjWF1dNVhmd3f3WHDiPG9ubprxbDgcliTNzs7q3LlzxuzDwf/s2bP6rd/6LTvfEET29/e1u7trBsLd3d3G8Pz0pz+teDyu+fl5DQ8Pa2BgwHwr5+bmrANAgE1Hf3h4qLW1NesooYtDBGBWhCyCeS7nn60KbEoHsoOV2dnZaY8Dm9b3fZOvUNDQ9bW0NDbA032vra1pbW1N6+vrRqZhWW+93rBlw6FjdHTUZq8ufIutFIUJuxBrtZqtPaL76u7utvOGWL6lpUW7u7sqFAq2soYO9ODgQMlkUp7X8AUdHR3V1taWwd6Hh4dW0LkFDckC4g7XKvOtUChkSZUutFwumx8shRJMUMT3FKowhVlVc3BwYHA1rjYUo3S2UqOg+cQnPqHBwUHNzMxod3fXxPCHh4dGLqlUKnae0MAhBHe79ZO6Pzfhnfye9DdZpSAKp3GcJrvypxzflvTfSvo3D//+z87Xv+Z53r9Vg3hyVtIbf5cvxD2eyCR3dHRkUA/yAW4Klpkyz6hWqxoaGjK2nCSrqLe2tsyhHBIBM7OmpiYlEjj1cmkAACAASURBVAkTbAOPBINBxeNxSbIVGyMjIzZ34+ZzvQKbmhrrSiCAEFyi0aiee+45g1RHRkZsPsUsKRAIKBaLmRcn7EOSMwkTnRTdAa+bJHHmzBmzGCMYSzI9EVsD3F1uzIKq1ar6+vqOiaVZGDk2NqZIJKJ0Om3vfW9vT8vLy8csw1pbW9Xb22vnlWSRTCbtvE1OTmpgYMBg0vX1dbW2tupTn/qU8vm8zSfr9bpSqZTR70maBCAYrBwEReaEg4ODRl7B4gqY6+jo6NjyTmZhu7u7NlOlA+X8h8Nh82/c3t7W9PS0stmsLly4YBu8gcAHBgaOsSs7OzuVSCRMpyjJrmc8GElufOZ0NK7LDcVHT0+PqtWq5ufn7bUeHh4aUzUYDBpDEgITCZlzgEcqiZD7DoiXxHxwcGCFgOc1FvJyjZCQmGdLj7ogdzaOfCMWi9ljI32BRYxF2+7ursLhsPmgslaLVUTsgiwWi0qlUkqlUiZRyWazmp6etuKW65IuDmLKyeP9ksrJ7s6NTScT0WnP0Pg8HvfwPO8/qkEyiXmetyLp99RIbn/ked5XJS1L+oeS5Pv+Hc/z/kjSXUlHkv7ph8WslCTv7ziz/707UqmU/7u/+7umB2O2Q0UH1OM6wnPTIiTlYu7s7LTEgLEuWD0/S7fETcTeN6yJgK6AbZqamkwTx1wGwgND8a2tLUtidFBAcfg2EqCYnUB64d9IDEjmBGuCAx2GWyWzXYDiwO1IeV0EKKrytrY2g6UQxwKdQrl3Zx/AaECAEGBIQkA4EBIICq2traZT4jWy9iSfzyscDhubleJlf3//mEchHU+5XFZXV5fi8fixmQndBwUB7EnmLzy2m8QODw8t6UHIgbmI0Bf4MZ/Py/cbe/MODxtO+CMjI+rr69Py8rIymYxaWlrU39+v+fl5XbhwQbFYTEtLSyYDQc5BxwLMyPtw/TDpTGC+bm5uqlwua3x8XMvLy+rv71c0GlWtVtODBw+M9IINWy6XUzQatUWmGBwwX6abJXFxTdElIp1ghonukHOEDRrEJ7Zs01HjrwkC47oOxWIxE2Jvbm7afQVBBMSBa41zAJO1vb3dNoy4W+krlYquX7+u2dlZY/D+tET2s46fluhcyFJ61Pk9fJ7HYqN0d3f7V65c+bl+9q//+q/f/gXgyr+XxxPXycFkcudIBCdIAsyWYCFCwYd96EJoVLPAd4FAwFwoXCswIBS6HCAZIDS+R7fgeZ5CoZAymQZ0DZsR2K6lpcVE0AQMqlukBdVq1ZIp8wT2YdF9MjtwrcFcJwlmksBzBHGSM271fI/HYitDU1OTbQ/gfLrzHBzceU/8jHteoJhD2qGIwE6M7hBoypVw+L6v/v5+69TL5bIFpkgkYixNIMeOjg77ejabNU0iTDuuAxI6hAa3MwJ+Y9M7hQ8sVrqzo6Mjc9hgfUwmk1E8HldbW5uKxaJtABgfH9fk5KQVQEdHjYWuJHXmcQRF162DAsRleTI3BfLEo5HVRSAXBNympiZbOIo3qKs3pIuMxWJGQCqXy/acFD+cD64Trm1XlkEScq3ksMwiSYJ2AGlyP0KAIYEGAgH19vbaVgaei88UgwPmiGhX3333Xd2/f99YmyTe4eFhXb582YTic3Nzxiqm63LlJdL7C9vdBHdyFuf+Oc1O7kNgV/69PJ7ITu4rX/mKWltbzb4HzzrP8wyqcwMaARDYxGXMEejpXGBZMujG0gdoBJivWCya4zyWX3wWVJk4q1AR1+t1I5W4bEDYdPV63aQJMN1cWjVUaF4zQcGdTbjJmJ/jteNawUwOaBGGpnsT0ylAJtjZ2bG5Bc/n6pJ4ffwcyc7dpcWGCIIr3SqkD5Iy0BldF4kAOJDg6fu+zXmYKdG5dHR0WMdMYUHnBssOti2JwoXcKIbonEkYrhAcHSPyEjpxEj7kBrSbzHzYfUciA1LEDYbn5bWwxYLfoVjC4MDdTkFSLBQKxozEp9MVykOMASbE6QNGMObO7mwKFi/FBHCte81AauI8kZwg5nA/MS+mWCKBUgRxHdBxQ4TiffN8zNQo+vgccNwB2XALLB4fHR4sTrpF/riGCiSx9+vgTsZgN8nxvYeP9VidXFdXl3/58uWf62d/8pOffNzJfZSPer1ueilgIlZ2eJ53DMpgDkeFyYXKvIOhPUGLToeZBZ0i9H3pOCXZhSMhrOAegkuEK2EgIFIRNzc3WzCD8g5kQ/ArlUpGxHATF3MYXi9zKFhjJBmXJUbFjC4QqNPtiHmPQLS4tkATByqGjk+FSSKgY5ZkFb30SBxMt8t5Z+M1XThJFG3S1taWQajMyWDD4TpB8iL40pHTPUDKINCRiIGa6dZ4HNdUlwREIHQ1l7xGqQGHsbiUa46EzmewtbVlK51gK0oyBqx7+L5vW8MTiYSy2ax5tgaDQZv70kFzbdOJU/RQAPCa6KCYp1Hk8JkUCgVLoFz3yGAQoMMWpiCDhYthOOQeCgpmoHTgXMuBQMAKI8YLLhzPuW9ubjbdJJ+x60fK/c09yrbuxcVFLS8vWzGQzWZt9ry+vq6WlhY7H3TpaG2Pjo6Uy+Xsuuf+Ocmq5LyenMW9HzHlcY8nramRntAkB7QA3OXeCDiaUKETiPgZhv74RnKT0eFIDXPk/v7+Y4HQrU4lHZvNQCpxaeUEbi52KNlAS5g38xzMDkmcwHvRaNSSJZ0dEBBQX6lUst8niMIWRafmwq6SzHzaXR8DAw0pArM8Zp1ApxA+KpWKzRJx/SgWixY46B5dQ2DXIJjAB/uV4T/zPHc+iXTBnan5vm9rgHhcPgMSFD8nPSJPkKwoOiD40Nnx+2xHIHkBzwGR4jxPN0oyAWYkyLP+xmV8FgoFI6FIMvIKUCkFCBusuUZwQSH5uImNgmR7e9sKPeQFmCdAEqlWq7ZOig6Xe4bzzfyZxMc15J4n3pck++xJvHSd7iJWijc+VxLU9va2JRuQC6Bjrle0fvjHMtc7ODjQ5uam3XOMGbi/tre3DXrd3d09ZiV2cHBgInAORgvRaFSDg4M27+Q+PAlb/qzE835yg1/0eFLhyicuyQH94ULe1tZmHRnVd61W0/b29jGmF9ALNzFJguAM9MRNJx3f8g18wXPQUQB7wSJzq3fgPUnWuTFP5Lna29tVLpcNqoJsQHeF4Na9uLH6WlpaUiwWM2iMzsb1uSTJkSDpSvka3R83OTcw34dZGI/HDSoCHmMGCBmAShsYsVarGdRIJezq9/b3982HUNIxog2vk8BeLpeNbMJ5hE3rnntmkp7nWbLFlgmWXm9vrwmjJVlghsRBECSY5vN5ra2tqa+vT5FIxBiYyCAg13AO6GrockiqWH5VKhWNjY0ZtMd8zYWsIVSADpTLZSUSCQvgQIVAjxzA9yx13dvbM8h8amrKOqBQKGTngUREJ8Nr5Vrm38CVzFslWaLhPXLfkTylR6bi3FtsgO/q6tL8/LxBmKFQyETuSDQowOr1hrAeVxcKCdyFcCnZ29vT+fPnVa1WtfjQ7Hx/f1/Ly8vHxN4nySEuBFmr1VQul22XIDGEJMtndhLedyFN92uneZwWu/KjdDxxSc4d5jKvQCtH8HPZeVygzHHwjSSwMrORHmH87iJUOi1W2rhBTJIxMoF66IKAV4CggJaamprM4/Dw8NAMbV1aP50OXUupVFIqldLR0ZHNZtyETCAOh8PGoMzlctYp0W1AwS4UCtaldHR0KJVK2XOhH/K8hqtLJpOxuab73HR9wGwkRqA+z/PMTYQumMQZDAbNUYSfdyE/4FuSvjuPcS2UJBkdHNeQzc1NYzDS0RDYmpubbR7GuXZnJiRiV/dIR53L5QwWB7Ii2EHJd1mjXIMnHTM6OzvV1NR0jPBEcqeQ4vXQBSN5AfbmmkW/KOnYlg38MCl0KAhIynxOJGI+S5KT7/s2i5UeLUPltXHNQrzq6upSpVKxx2Ne7Z5DEgCzOGaO3BcUF/V63aj9JE5IWKAMEJ24B3Z3d02KgdE5c0vg7OXlZSMY/W0zNeKMm7SY6blIAJ//yd87CWGeZqL7GK58Ag7f9y0puWvl8asjqREcI5GI6WAIDiRD6RFs9/+39+4xkp7Zed/z9v1al67qS/Wtpi8cznC45PCCXS4YOdElNrVxJDt2ECEJJEBBhAQJFP2hQNps4iQwBFhRLojhRMrGMSABipUEtiM5iZVdSbHsFZZackkOl8O5sLun7911r+7qe3fVlz+qfmfeas6Qw50h2ez+DjCY7qqu+t766vvec85znvMcnA4bDhsyUTOSUGQah4eH2traMriOG5UbnQ3Kl3mixkV9h02lv79f/f39tjGWSiX7nZucG586JPJNbCpQpyUZROarOxB547Bu3LihRCIhSTbFnH4yIno28M3NTesDGx8fV1dXlzWEr62tqVQqKZlM2iZGdkemCCUe4khPT09TzQ3GKuQSaiAbGxtN1P1SqdR0zlGVoSk8mUyqWCxqcXFRHR0dWlxcNLiP+hLOWlKTskepVDKpNjI+gpKenh6jtAOt+jAY2SrXFFk1kDZZEJMnGG3jy8tBOOJ9gNl9soPPfqUmihPh2DhLkAbO8cjIiAVnXM/A1YzOQZbMOdfUTkPgBit1a2tLw8PDFvTs7++rr6/PMimyRb5PaorFYtFqZaVSyWTAGG90cHCg1dVVSXX4FtIPgSxOOxqN2v1AUFEoFAydYR/AsScSCV26dElra2tNUCX2MMjRfwxHxX5DoOU3e39Ufe5JWAhXXhAjesKZoULBjcYNDszjN7RSwwGaQaWBrI7itQ+zEAnj/IBF/YzN/1tf/YK6il8HQNkfuAXHSLbDJGPWu7u7q3K5bK+Jx+PmBJDvYtwHrDE2aI4Jmw21++PjY83MzKivr09bW1tNc9hGRkZUq9W0vLysoaEhq0XgrL773e/q2rVrpmc4ODhoLEtYqECaZHg4Wr8eA7OO+iPOnEibzZhNTJIxKdngJVndiZlhkIv4btiQYVxSn8R5EEiQWZKFMu+OQMRnAgLJcQx69dj0YK8y0qmzsz7lm3omSh4cE3gdoQAalslECZIIQCBfAIdyrQChIeYNKxRCFjA6tVkCRgK0wcFBc/xkjiAiEK0I4Kg/cr6AG8vlstXUQEx8BKS/v98yXtiMOCSU/zs7OzU8PGy1V8hdPpTNPYLWJT2LBEWSDN6OxWKmZ7u+vm7Z/cOc0sMe43H2If/308/7JQ/O45OwMJO7AEa9B1IHU3dxRpAE2Iy40fwMjN4xbnhuEgrOkpoayP0eoMPDQ9Pl4yYHdmKT5DhAUQgjQ0AAWgMO8iFY6X7vH3U9n3kGXBWNRs0RUHOirgd5xSe1kA22tLSYTiGNxVDHufFhlEG6yeVyikQiGh4eNkJCIpHQysqKNRyfDhAwvhtuTuBKWKbVatUkw3A+HR0dKpfLljnhKCYnJ03SC3o+0GI8HpdU7/MaGhpSNBpVJBJRJpMxp8nm7ROTCFLi8bgFEhAU2traDIojmIKQQgaOE4TxC0xHXx/OIpfLNbFVY7GYQXyS7Hka2IFri8WiotGowXI+5AjxieyFUU3UCUEk2traLKtsaWkxyTfQCuBJrideB3LAawlOcKK+k0Mejc/M+3I/UfvjuNybBHn+VHrqm+iuMuuRa6NWq5lQdalUsno3QRXXDOcnn88rFotpZmbGNGJxxNKDMy2/xvYge1At7mF/Fzq5x7ML5+SkOkkimUwqGo3qe9+rS6hdvnxZuVxOfX19Js80NjamcrmsSCRijDTo6WwU9DXhBDs6OmwzkWTTliFVUK+Dnu1DQmyaQIdEqzhQCBKwvsg6yECAuVBggRHKJASyBV9nj7oH7w90B1wYBIGxJH1aNsoWiBmXSiW99NJLWl1d1dbWltLptH3mzs5OPfPMM1pbW1M6nTZ40Tmn73znO3rxxRfV1lYfRsnQTupSODXqg75cGJAdGyWRNxu8JGs4h81JwILEFa/1VflbW1utBkOjuC/bBDRKCwSbKw4PIgk/A9Mh+Mx3zPn14W2yODZvrqN79+5pbGxMU1NTqlarymQydr3iCH0tSNCAZDJpjevUOAkcyJgJfPi87e3tlr2SzfkkqKOjI4PNfWUToGYcHmgD9TvYlMVi0Wpp9MERiBBsQTAig4tGo3YtFItFKy/QlyfJMneINmSjsEchaNHInclkrJ+Rthyg+mq1an2q1JmpP0Ni8u3j4MqH2enMjdf57QY+uvA4Rm35otmFc3ItLXWFcuAcGrahFrNxVKtVffDBB5qYmNDGxobp+kn3m5YhmfjEio6ODmWzWY2NjZlUFrJDZAK7u7vG/Gpvb1c+n7eolRsVBiISW9RY2Dg4FhsW2QBQmc9mm5+flyRdvXq1qUGYGgv1MJhuwLRBEJgUGVAo54zsplKpKJVK6emnnzaYcmRkxKDRbDarcrmszc1N0zVMp9PmWMbGxpTNZpVOpy2YgNwDTIcKBRkYDoRxMM65D82no/8PMkJHR4fJTdHnR9bh1xyBwNj4gWhbW1ttg/O1NGlToAYpqakdAKYrx+RayWazVjfFIVPPw2ECi7W11bVBcVBApiicVKtVpdNpc3JBEGh5ebmpT5MMk4yHQAt2Jd9HW1ubTWbAOeH8Tivn+HU3etWof/EzpA7aNMgKKRFIMiECNuHTSkBM/5DUVCdub283hCGfz8s5p1QqZaOJEomEWlvreprcT3t7e6Y7i+B0NBpVNpu17BsVFQhLaL1ubW1pZGRES0tLds6kJ5sdEazwHREoPkgX84exsCZ3AQxKO/USpoPPz88rnU5ra2tLly5dUqVSsc3dl6HyJxBUKhXFYjHb0KgrDQ4OGnQDdEWGQb0Pajjir36vFxs3KijU8IhKyVqoK/T29hpLEYeH0yuXyx9SyAdmJJtjA+a90JoEaqJ+BI2bjZL36e7u1sDAgM206+np0fLyspLJpDY3N7WxsWEbbSqV0srKip5//nndvn1bOzs7GhkZMSiP2hsZIxsoBAW+B/rUJJniC32ERO4+rZ5sh2Z0nAeU+lKpJOecksmkwbEEI367B60P9FjyHl1dXdre3rZsG8UaegL9doDFxUXduXNH6XTa+tASiUTT+J+9vT2NjY3p6OhIi4uLeuqpp2zD8yN7v+2DTNuHdyHqHB4eanNzU2NjYwYjQv5IJpP2WUulkjn8SCRicB9BDvVXn/bPP34HqvcheK6vIAisfkbwQNZF3dM5Zw38ZLpMoCAo8MUWEomE9fEhQk7DOdfd/v6+sYx3dnaUy+WaShQMlCXYJLDq7e1VLBbT/v6+VldX1dPTox/5kR/R66+/rtXV1Q/Jn31S4/Pxs98XCmJ0cnKibDb7Me/06Me7aHbhnJxzzjaeeDyu2dlZFYtFFYtFzc3NqbW1Phtrf39fQ0NDKhQKVieBtYgCPM3SwEts1PxODQKRXvQboT7XajVzslzsvvLHysqKwWgU67nRYcExYQBSBjRyMjyiXepPvp4mNQtqE52dnbZhUzOBiXZ61BCswLGxMRv/wueiGXl3d1fDw8Pq6enRxMSEstms9aZBxY9EIpqcnNTCwoL1gVE7YbMmg/VFotkY/FlijEdi8xoYGDBY2G9VoGEcx9jZ2dk0PgZ4lKia1gtfT5HeymKxqHw+bz1oKysrFvjgcIHEWPva2pru3LmjaDSqQqGgK1euGKv27bff1osvvmi9dLVaTSsrK+rp6bEA5ODgQMPDwyqXy0omk+Ys+OwQW9ra2uzvyuWyUqmUQXn9/f3myJmdBwxIQAVjEgTi4OBAk5OTBjGSZQFJEijAXiXgwskR9Elqks8jSAGO5ruHRAIrEqgdWJE2Fp99nM/njTxSKBQsUHXO2VQBgiDgUbJH2jwIRsnCGcpL4Hh8fKzr169rcHBQ9+7d08bGhu0tn9S4jqmFU98EseCa4+8ex3yyzEWyC+fkJJkILfADk6EPDg6UTCaVy+VMQQK2oXQ/Cmpra1Mmk2lqNEWHkgyuVqtpYmLCFEF47cHBgTE5aSiOx+MWiQN7tbfXR5g8++yzTVCn319FvcbvPeNGI8uS7jcrc5H78l1AnIxyyWazTfWIiYkJqyVRx4K4A1zL+BI2ka2tLct0iaa3t7cNFo1Go7Yxca5gjVKTgnEJOxSojOZ06mk0ekPUAMZlgyKiJ0v0+6XIwMlCIBuQUUBx5++Aq/3zy7FQ5Kdmy3dN3a1QKKi7u1uxWEyXLl1ST0+PZmdndefOHTuXMFBXV1dtInZ3d7e+9rWv6fbt23rrrbf0/PPPa29vT6urqybrxQYJu5Jzt7q6qsPDQyWTSYNlUdORZNkNkCwMSOq0sA2Xl5eNup/P583RtLTcFzInoGNMEoESxySLhZDiK38QxLS0tFg2TOacyWSaapg4G5invb29TVO49/f3ra2A+Y7ZbLYpIPV754BMgUSZOk+90Ln6TL/Ozk5dvXpVS0tL5rSLxaKmpqY0NDSklZUVCzD5bP6e8SAHiONCCoyaLHqgsKpBMp6EXUS48vHDgydgzrnfcM7dds6965z7R865mPfc151zc865O865v+Q9/pJz7geN5/62e8QwCuiDm2l1ddWEeCcnJzU+Pq65uTlTNwC7p8BOplGpVJTNZi0rIlIli8pkMsZaJIon20skEnYRA4cQIbLxwCYDBkU2iQI40R6Fd4gvkCzYYDA2CijYlUrFivB9fX0mgAusx6bFgE4eJ6vzJzfj1MiGqP+MjIyor69P/f391tsHPNre3q5oNGoKIJLMEUPOaW9vt1EtHJNiPDU7plTjAKnJFQoFbW9vW8uHfx7ISqTmnjS/57Grq8tU9/msQFLASgQVqK7A0kMajbqt37e2sLCgZDKpyclJlctlXblyRWNjYzaYluuEsTf7+/sqFApKpVKanJw059LT06ObN29qc3PTHJsPK29tbZmzoD4KDDY1NaVcLqfFxUUbL8Q6IZFw7iECFYtFdXbWJ7NDYoKFHIvFLAMrl8u6e/eubdClUsn6+oA6yeB8wpUkQ0IQxOazJpNJG0ZMlsztTnsM1wZwJ207OL3Dw0NVKhU7P0DIpVJJt2/fZk/RD37wAy0sLKhcLuvOnTsqFot66qmn7L0ikYhlfYuLi7p586a2t7c1MTGhkZERQ0OQHEPgwV8z/9PCFI/HNTAwoM7OTk1PTyuVSkmSXfNcl0/CuH4/7t95srOSyX1b0teDIDhxzv26pK9L+hXn3DOSfkbSNdUnyv6Rc+5yUB+495uSfkHS65L+H0mvSfonH3egjo4ODQwM2Cbyla98xTYtMqzr169bJkLWUSgUbMQIUObGxob1ZsGMpCWAuhzwZWdnp/U08a+np0f9/f0GiSI3xs06NjZmlGlufGav0ad0cHCgvb09gzWB52B14oA5PpsKdQ0ia/qvgOqgWhPl+9JfMOQY8UPGcXx8bFAVcklkkSsrK00TFIi6BwcHlc1mTZHEH3HU0dFhJACgLhp8ceSwN6vVapOINaQFqZ6B+s3sqFgw/gZVEp/yDhGCzZDjkV36fYo4QCA0sspsNms1VVoEUOSoVCoWwCA4cHR0pP7+fm1sbGh6elo7OztaXl62gCWZTNqsOZw55B8ycTIxaqPUnE5OTpqGqE5NTWllZcXgV5rtYWTSLM2UiampKbW3t9t3Xq1WrRYM9OijDL4OJvJtOzs7lknT+uHLrpHtSrJsMplM2nVEAAJky/cCUgAKsLCwoJmZGYN7W1tbjQ3tZ+a0IdAOgDNubW3V0tKSfdcEfAsLC03jrkBftra27Pvx94DTyIt0X5zdlwxE53Ztbc3mW3LdcM6BiB/HWMtFszPh5IIg+Jb36+uS/nrj55+W9HtBEBxKuuecm5P0ZefcoqRIEATflSTn3O9I+it6BCcnyRTRmTCNMvvh4aHy+bwNL/XhFQrlXPBBEJjEVT6f187Ojr70pS8Zow9KNQQJiAl7e3tGz6ZG5sNnXIT04EHKoN+JKBDCAXUf6NZ+gzibL5uMz8REneU0BEQUKsmcFREwJAk2b2SuqB/5jcA+7Rz404/SoYzjkHEEwIb0wrFOH4YF5vHrUJIMcqbnifomsHA0GrWNjb/H2XN+kF/CeVO38hU+/KyenjJqgz4hh947sjsc6O7urmZmZgzeok7oN5OzEXPOIRBRg41Go9aOwetQsyEDR1mG8w57F/3OWCxm1zHHYkMGDgRRYIP0iT3cKzhRvvuZmRnLpGFftre3a3Z21u4VoH7qjNRQJVkrArVd7kPuJ65FsjXYmhBzMpmMMU6LxaIqlYoSiYSy2axKpZKuXbsmqZ5JoZF67949Y876EGxbW5vW1taaxJrX1taaJkO0tdVFpzc3N63+B/kFJyvJgkWyToKKYrFoMCoN/2RTkIaeVHZ13rK0R7Ez4eRO2c9L+t8aP4+p7vSw1cZjx42fTz/+sVatVjU7O6tYLKbbt2+btqNzzijdUl1uyp8yHYlENDIyYvWp4eFh3bx502oezJzCgQRBYDDXycn9gatMjIbJ1d/fr7W1NfX391vNB1IJJBGgL+pLZIHUDsiK2IRg3+GM/dlxXORErGRAbJSolmxsbNjmgcMHbiVTwVGxaQF3sh7Wyc3sk3Ik2QZYq9WaSAFsgH4PFpsvRATaAmhT4LmOjvpYHiBH1st78TnZ8IGuCExwZEB7BBsw/vb395VOp1Uqlaxnq1qtamZmxjZ5oG4yOwINNuaOjg5rG+B5HM7Ozo6Gh4dVLBYVBIHGxsaaehx5HZkk9TU+t88ORMGHzFeSbbpcNzh03geNUzJcjkHGQ50TjdCWlhZr82A4KZ8TuLZUKmlsbMyy3FqtZr2qvmONRCKWpfk1UaYgMOnDb6inXitJmUzG2KDz8/OKRqPa3t7W/Py8sX+RUuMcAtPCzCQQJEDC0be3t9t4Jl7H+ea9fEjRh7ap03LeYIBCjpHUpMQCKYjgaHNz0+D1x7Uwk/sUzTn3R5JGHvDUN4Ig+P3G33xD8jCwYgAAIABJREFU0omk3+VlD/j74CMef9ixf0F1aFOdnZ1GOIFVGI1GjUafz+c1MTGhwcFB7e3taWJiwjYJis0zMzPGUOPGTyQSRrRgo+7u7rZNEMZXJBKx5mpJdpMCI9GAixKFJNvkgcDQ3zs6OmqCOnEuflMrNRUieG4mHCH1DL/PCXUFMqPW1lZz1uhMHh0daW5uTpcvX26CQnGmOEx6fIAU2ZjIJNbW1pTJZPTMM88YC5HomgkK9BSur68rlUoZLEtzLxE2xB1J1lBPFoHqPzATa6ZHDoiIPjayPca8wKYEvpZkBAYcN5BmJBKxDJTMkoADOBk4mECCz47TAcajPUCSZVt812TOwJV8V9TU8vl8U4bFXDcIFcvLyxoeHtbExIRds2TtfHcgAjApyRKHhoY0NjZm78/5GhkZ0Y0bN4xNnM1mTVAcFnMul9PQ0JBqtZpWV1cNlsa5+DPdIBNRa8MJtrS0qFgsKpFIGKy4u7urVCqlN954Q62trXr77bcN6vZ1J9fX1yXJIEN67WBwkl375Bjgbh/y9FEVAgZe59eOYXACgfNehULBrhlqp1yfBFFktz8Mc/NBFmZyn6IFQfATH/W8c+7nJP1lST8e3P8mViVNeH82Lmm98fj4Ax5/2LG/KembktTf3x/kcjmbfEyEDx2baKulpcWia5hekrS4uKhcLmeMKLK0bDZrFzQsOzZIanhIYCWTyaYa0sDAgMFYpVLJGllxELVazaBJSVpdXVVXV5fVRA4ODiyjoc4DvFKpVLS1tWXw2+DgYBOrzZf9gk3HOskKUSPp6OiwTR3STKFQUKFQ0PHxsWKxmNURSqWS0fSJ+KktBEGg0dFRqzcODQ1Z060kGwFETai9vd1IAIgbM4+NbJHmaSjkPT09Wl9fV7FY1MjIiEGzZFE0NzNRYXt722A5svnDw0OVy2X7H/IGOpGcR0gWZLF8b/7oHf6nhkb2SMTPZkzrAexQ4EeEoNELpVcR5i5Ztl/T4nOwUXJMiFZTU1O26XId04vJOYWhSz8kWT0tMGR5ZFkQlUA2qN0CyUEAoSWCDAj5tOPjYw0ODhpj0q+74Vz4brhvgQCZr8frIdT4LOTGXmNZmiS7dxt7RdP/p38mCOE9Tmdr1NsJWLge/O+a75h1gRbR28m1RFbMdfm4dh5JJY9iZ4Vd+ZqkX5H0U0EQ7HlP/YGkn3HOdTrnpiQ9Jel7QRBsSKo4515psCp/VtLvP8qxqtWqcrmcKpWKUYO58Oi52dvbs9oNzbGojszMzGhkZESDg4N2ASMSC56OLFWhUDCa8/7+vrEtOR6KDDTiEkGiREJkCeRERpNMJlWpVCxDYsNhZhXagvv7+9re3tbAwIBtysgp+Y3MbAQ4yGKxaISRUqlk2QebBgy78fHxJtiMpt5yuWy1q0wmY0NmUTIJgub5ekTA/uBK55xN5oawMj4+bpkL9R5634DyyHrX19eNFUp2So2NiQhs7uVyWaVSSfPz81paWtLm5mbT2BrOKdmEJPsuuZ7K5bLBycDV0PNpZCeSp9eQ1gYILf4GSrbNkF6yQuqtOF5J1jogychGXAv+AFCu61QqpUgkYoN/ub7IdqhHlUolO4Ykg5wHBgYsGKQeenBwYO0n4+PjGhoaknNOly9ftmsMGTFaeDgHnGNE0anHkSFtbW1ZoLS9vW3kDAJR6r7xeNwyzGQyqb6+PgvifKP+iuPEST0Ky5B718/4+FvfEfvsUa4HjkVQAiRKoEEdFIKOc05ra2tWOngSdhHZlWfCyUn6O5L6JX3bOfeOc+63JCkIgpuS/ndJ70v6Q0n/QYNZKUn/vqS/K2lO0rwekXRCppVMJjUyMqKtrS0tLCxYlAskRGYVBIGKxWKTQ0GlH/o4m10QBMpms7p3754WFhaMBs3IFxhrbHqVSsV0/BgXAquKloTT6g1sAqj7A7lBPADipNdGqm8gIyMjmpiYMKfCZ6RRmGwTNQhaLID47t27p+HhYWObOedULBZNTcVXfunv7zfCTEtLi7785S/b5yIb7Ojo0Pr6ugqFgjE6ae0oFAo6ODiwWWc05lKfo+0AZZbu7m6Tk0Jxhs0dB4CCBfVBv8bEuoIgMHUWgohEImGfDbIFmwDtHgMDA5YNEuRAxiHTAZJ0zhkLD9jNVwsh6PIdgCQLcDo6OpROp42ERIACVZ3eQyBKYGJ6xsgKaFNoaWmxHrGhoSGr/ezv7+uDDz7Q/Py81ZqBQU+rx9BKAGyPwx4eHjb1nb6+Pk1MTKinp8cc09bWlvL5vLUHHB0dGXS6t7dnMCKBHe0IkrSxsWHqRdQscb5jY2N6/vnnbXrCRzks//9HMb8G5wesPrzp/w3w5un34HWwfP3XwdCkt9O/Dh7X2H8+7t95sjNBPAmCYPYjnvs1Sb/2gMfflPTsJz0W+DcRO9Hu97//fY2Ojhq1Grq2dF/kl9ljRFxcpJLsZp+amjLtv0qlYlkNUTywkj9FgKgNGAgVCSJAmHmxWMwIKdSAgIP8fhxaEZAFI0Pb3d01ujoMR2j01F9KpZLW1ta0urqqr3zlK9YbBdPtdMPwwcGBotFoEy2/u7vbNr5EImGEDeBCWJfcwJVKxTZsyA7UdCAJFItFCy6CILAaKE5LksGX9MXR+wgDFCo+hKAgCExMmuGusVjMVG1co/UDWBfnwXnwNUk57/Qf0gfIZ6JWC4Gkt7fX3luSQcXUP9kw0VOkJYOWENo9gEoh2ECK8Ak+XL9A1mTmfg2QOmVXV5c5vXK5rFdffVVSndV67949RaNRDQ8P6/Dw0OqUbW1tyuVyVksEzuX6DBoMTsg+OE3g+nw+b/B/JpMxJMTPend3d5XJZCyTJVNcXV01uTHupePjY6VSKT333HMWpNJiQMbr7SPmcE4//qA6GI/5jsCvu/E72SGZ3WlHCgp02in6QYufET4JI5u8aHYmnNxnafTrQDOW6iw+ok6IIkSgyF299957mpubsyZbhJjb29v11FNP6ebNm5qenrZs6datW5qfn1csFjNprN7eXoOe6Dfyo0mmPre3txs0CGUbMgnPk9kAbRLNwhb0lVPi8bhpZEKG4SakBwlCThAEunTpkp5++mlJ9Rv21Vdf1fr6ug0/JYqF5r+1tWXZFeuDIQfkRtO8X1fxNR0jkYgRXdjAIAUAtVGz8xuXoZvzWeln3NnZ0QsvvGCDYCE2tLW16c0339T4+LjVM5eWliyTPzmpz0VDZR9YlM+WSqUMQvv+97+v6elpDQ0NKZvNqrOzU7FYTLdu3VKtVldxoWWE1gnqNQQ69DNyDRwfH5uIMLAhGTGtIBBfYAQiJgA56eTkxNaNgLhPWQd2ZMODxHT69dPT0ya1RqsN5Cfg7KGhIfv+ofkzYBYyhU9AQu+VOhQICfVWNvajoyMNDAw0KZXwvgh5EzBA+kCqr1KpKJfLqVQq6cd+7Md09+5dvfHGGxZknnY6H+XM+F58w0FxXJwZDota6IPqfDx22iGyN/FarhMfUn0Sdt6gyEexC+fkqtWq3VCZTMboz0TCQF++Ssb+/r6Wl5eNKk8kf3BwoEKhYNH7O++8o8XFRRWLRdVqNRtQKt1XzIdBdXR0pJWVFcXjcWPJra2t2eBJmG/MSqN2RPbjR+KIy0INp7bIphkEgRYWFrSxsaHW1lZtbGxoZmbGImk2IJxdT0+PotGotra2DGrDwfT09Bg7UpJF2kxvoPaEXiZCxTTvcqOTUff29lq9BYcuyepV1Br5HVo5Gz+ZREtLizFNI5GI8vm8kSCi0ai95+3bty1TAA4FXovH41pfX9fc3JxtNmTBnEteixMhC8YxAT/6xKP19XXLkHD4EEh8Qd5KpWISc35tF3jYOWeMQL5/MjAyQT4nMwEhc0D9JzBBis3XMQVSBSbk2Hx3ZBeQoy5duqRbt24pn8/rueees0yR4IYard8uwffI+YzH47ZOYH1EGQiUgJk5X8Vi0VistK5w7mq1mrF/9/b2lMlkNDo6akxeHMdHbfa+M3rQ3/nZoF+Pk+4TUwg2T2d8/nuedra8F9eP35f4pCx0chfAgJX8JmBUBRinc3x8rPX1dbW0tCiXyxlERC2CRlt6wdLptGkRZjIZPf300+bQoPRvbm5qfHxclUrFlMuRPWLD5gZhxMrh4aFt7GREw8PDBlkS7ZXLZYsggYPIXFpbW7W+vq75+XkNDQ0ZffzNN99UX1+fZmdn1dJSn4zd09NjEGcul7NNb3d3V8lk0uo8RNJAcszcommatZNxkKlAp6eORlSN8DMbw97envb29kwxnkwBgg79SpwrtBRpC4jFYlbjoQaFWgwagXx3TCIfHBy09Q8ODtpgTBwkmqbUBan9kAHTUrKysmLTxDlfBABkuc45m/lHza6jo0ODg4NWQ4OdyUbY3t7eNKeORn1fbODg4MCYi/wNEOvpcTVspnzHMB2BAwcHB1UqlSx4qtVq1rKBKs/+/r6y2azR+Rm8OjY21gSFEqRQDyc4jEajpnYCrA6CQnsMcOzW1pbdO8C5Q0ND6uzsVC6XM8i2UChodnbW5MbouXz11Vf1+uuvm4IM9+dpe5Q6nQ9H+vVtSU0/48x9p/agY/Ec70vmTZ0zzOQez84K8eQzM4q4aB5K9yWyisWiMpnMh5hvExMTSiQSktQkAJxMJnXp0iUtLCxYU2dfX5+mp6d17do1o8+T7dC3RjZJwy5ZyNDQkPL5vEGakEmAB2HJtbe3mywRN0F/f7+x7+j52d3d1XvvvacbN25YRLm/v693333X+qhgbh0fH6tQKGhpaUmLi4vWekDdkKJ/JpMxOjtkj46ODqs/4ZDR++TcMu3AZwnSk9XZ2alEImHQq3PO+hTp58tkMtrd3VUulzPG5fHxsfr7+7W6umpwGrVJpmST9R4dHenmzZtqbW01vUCcIDBvd3e3RkdH1dnZabqbMD1xWNSV+vv7zVEGQWD9fNQ2uYb29vaUSqXseyLz5H8yJDZcYECODQO2vb3d2LZk18xAI7MA+uX753MzI5AAglosDojskqyQBv5oNGrkjfb2dgscpqamND09rcPDQ125ckWTk5OSpHQ6rXw+39QywdqBQv0+Phi9Q0NDptO4tLRkrRMQichoCJBWVlbMAVNni8fjFvjlcjnt7e3Z1A9quK+88oqi0ah9Nuq7vnF++fn0cx/lGP3fH1bnO/1+DzuOzwB9kg4uJJ5cAAuCQCsrK6baQXZG7xn1iN7e3ib1h6mpKRUKBevnIUK8cuWKbt++bdAicMrm5qY6Ojp07do1c0gUlakbkKGgX7m4uGh1OBq0kVwiGt7f39fAwIBF7hSpgRDJUoATy+WyhoeHLYN58803lUwmjflZKpWMocbnhVUJu5Tj4pSR8OKGBwKjhkZW5UtV+VAtTgKozK9xQPUHwqTfjwZbnApEg76+Puspy+Vydg5omh8aGjI5NknWy7S+vq50Oq2uri7l83n19fU1NazjRO/du2eb8OHhobVB9Pf3K5VKNTFAmTiBk0Brk43Wr8PEYrEmQomkph663t5eQxAwCCwEHtJ9sWECMpi6nEuky8iCaTfByVSrVZXLZe3t7VlfKMQYHCNBHX1xQXC/qZ3mbPQYyYxRW0EwAQdFPTKRSNhYG3oBe3t7bW4eYt8EibA2pXoTdT6f1/LysmXnQKX+nMeDgwPlcjkNDg4atPulL33JMmgyUj97IwOlcdyvu512XqfrdrBk+Z2/PQ1J+sa1f3qP4nrwne6TsPPmwB7FLqSTY1Om34oNemJiQvl8XsPDw7p+/bpF1GzAnZ2dmpmZUTqd1snJiW7evKmTkxPNzs5aTeDg4MBGnHR1ddm4GqLok5MTLS0tma4hjeUTExO6e/euYrH6AIa+vj7LZugtIrKNRCK6c+eOJBnjc2trS6Ojo00izETabE6STLh2enpapVLJYDnGqKCeAa2ZdoZCoaDJyUkjYxDV46D9eibn2S+ak73QxwWsSj0KB+rXTGj85m/ZsGmEJxPjXM/NzRn0F41G7TXUR2meRiiZjRXHxnns7u62zXVkZMQ2/9bWVhMRJrDwlW+SyaR6enpsHA0bP6QiyCvJZNIgTn++GjJY1MJgUBIs+OxcmKI4Tiancz4lNUGGOO1qtWrtB0CvwHfUj2kb8dEBMsRoNKpEIqF79+7ZeCT0ISHt4FzpA4XIc/PmTc3OzppwM8gFE8YTiYTJokn367IECBMTE1Zj7enpUalUMvUfmLbUWm/cuKHp6Wn19fWpWq1qcXHRsrurV69qeXlZh4eHVu+kLgj8yzmkpohwAde2b35TuL/PYB9V33uY+Y7tSTq5iwhXXjgnR7QJRHbz5k0T2f3ggw8syn3rrbc0NTWlRCJh9H8mBDNb7MUXX9Ty8rLi8bhlZUTL1IJaW1ubpkNL0vj4uN5//3319fWpWCyahl13d7fS6bTVTzo6OpTJZGzUBkMrW1tbm3rWGOJ6dHRkrDZqhvSTIW00OjpqNy3OjNcEQV1L089a0O1jQjFwFKK3KL1TJ5GkWCxmPVjoB6K+Qp8UGQKbC2tACQb2KZsxMKN0n+yys7OjeDxuKh7PPPOMSaYB7flqGbD6yExR5UetAhiUY5DZd3V1aWFhwepWtVrNIEDIHqi90M+GE6X1w9cI9SdElEolxWIxC5DIfHHsu7u7RtAAKsXx81mocQJPUrdi4ycwIJslAPHHNznnrLZLNu+zWdEHbWlpMWQB4lYsFrPMCd1M+gn39va0tram4eFhm0COQDEIBxmrD8f6WRXjnHBozz33nEqlkvUz0us3PDxs1ww1X+69TCaj7u5uZbNZbW1taXBwUB0dHZqfnzdHRxC0vb1ta+js7LRr5HQmB5JBPdzP1n07XZPzM8ePeo7HH/SeP6xdRCd34WpyUr0GFIlENDc3Z71hQEhkCfTl5HI5ffDBBza8EbiKLAHlk3g8bs4EhwTBhf4uIu/29nZ99atftQ2C2srKyora29s1Pj5ubQezs7Nyzun999+3jZT6FJJUiDxL9wV4JVkdY3h42OohNFqzKV6+fFnPP/+8Xn75ZV2+fNl0OxGrRlORLAuySD6ft0nKTFNAK9EXwQXupC+M8wv8SD8dahc4NJwntTAyGRwJDDxIKsCe9CRCxqDGBBPy4OBAKysramlp0cjIiGU+1P6CILA2CVQ/jo6OFIlE7D2hxaMqg2IIsB+1VGjw9Nbh3GHywi5FjoxNnmsUggq9XwRgZDIEP2Rk1LrIXk5vnOh8UntjaCiM1OHhYTlXFzhIJBJ23iBmRSIR01T0N/jj42Pdvn1bfX19evfdd419yfkn2xsbG5NzzhRlaKWhb5GAgb7E0838OFlKCU8//XTTrDWIWCMjI0qn05Lqkl0HBwcaGxuz2Y04rZGREb3wwguanp62z0Ig4AdhIAWsz6f8++zK09kbtXQgz4cRUHzDyX9UbfCHNdb6KP/Ok124TK6trc20/GZnZ40k4MMqOzs7pi/JhgIMx6ZJ1Fat1udq+U3hnZ2dNgV7e3vbetYWFhYsU3LOaXJysomQUKvVjMKeSqWa4LRUKqXd3V2tr69bS8Hk5KSNB0LyCq1Gf6wLEf7R0ZFmZ2ett4y+Jgr0QFo4AMg5zjlTI6EgTv0I2apMJqOOjg5TsfA3HsbzkJ3m83mDFdkAcHBkEtD0YbPiACDgsKkUCgXbsOm7Ojk5sbojmQM1K8SwyaLI6oAFcVypVMoo8MCD1WrV4EkyEJTr+V6l+029XCe0ntD8DTxORgibEAdIxnZ8fGyjdbj+kGfj3GJ8n2R2NBBTPyTDAdIELeCz+e8LOQu4kGODUhDwVSoVJZNJra2tWdtNKpWyzBCnCqEJyJZ6Xy6X09jYmAVQtAlQZyVjPz4+tr5QEAOcM4o1wNc4Quq/Q0NDkurEqaWlJWM+A1HTe+d/b1wrvFe1WjXhbwKo09Ckn4FxTfvP+z/7DuxBdbvTFsKVj2cXzslJ9TE5XFxg8BTrYT8CcbW0tDTNCpNkzo1epJaWFttIyCio0UUiEYMBL126ZBHs+vq6RfFkNMfHxyqXyxofH7e+PGjW9PkAJVJ0hyUHTR3nls1mDQIKgrog8ujoqG0+EA0Qws1ms4rH40YGod7GpkzUTx8UUI4kc0J9fX3mjLq6urS6umpOob293TJB6m5+HQ9HzOM4PhwY5wKlGTIMNrRaraa5uTmb5EzQAQGG+ij0+LffflsDAwO2UZLR8/3hmGq1mubn59XT06NEImF1ICYi0PDN9eGTFMj6qWmR3RBkABeWSiVj7TrnbMyMLwwOIWd9fd36GCVZgEbWDeRZq9XsOy0UCk1qOWzKfr8lr0e1pq2tTZubmyZpRkM+sO/CwoJdD21t94eb7u7uWi0SyLS7u1u9vb2an5+3KfQtLS3KZDIql8uKRqM6Pj5WOp3W5uamnaPx8XGtra3JOWcZMY7cZ6cifgBrmXM1MTFhtehIJKJ4PK4bN25od3fX+mNLpZJd037bC84Ap7e3t2fkKdAM6cO1M65Fv2/utD2Ijfkw+zgH+EntSUKfXxS7cE4OEobPOMtkMlpZWVFvb6+effZZra7WR9Xt7OwokUhofHzcIn2i1mq1asNPJZnYrc8i87MVyAc0ru7u7lrzKyQJNhsiR+oB9LqhJPKnf/qnev75540g4M9UY4OGBbe3t6fJyUm7iX3CAvAXkb+vlE4EzYZL3Y9sY2BgwMa2tLa2anR01DQ+gdAQ7Z2YmFA6nbZIn+PBmvRFomm2h0iBw2AILVn4rVu3dOnSJRu6SaZJDZU5f3yG3t5e5fN5LSwsKJfLmWg1ZA/eh4i9VCpZXxhBQVdXlymw8LmoXe3t7SmRSKilpUX5fN6gSZRTqPswzujo6MgIIKiW5HI560GkrQA6PnU8ZJ4IAAgKEAnnOiVIWF5e1sTERFMPJr2P1GHRiaTfEfh+amrKEAY2a7K6aDRqjrBcLuvy5cuqVCra29uzPk3W1NPTo/HxcZXLZcViMWUyGcViMV25ckVBEOhP/uRPNDQ0pEQiYQotOzs7Bv/G43HLAnd3d41ExMDRgYEBtbW1aXt72wYh53I5Kz+0t7drdXVVk5OTGhkZ0RtvvGGfPx6PW28kkLM/A1KSkW/47KfhRAJmmNpkuY/roHxH+iQc3XmEIh/FLpyTw7hJlpeXLZvr7e3V8vKyKpWK0um0bdJdXV2anp62HrZqtWoNyCMjI7bZUECn5w1NRTKYlpa6Qj9isoeHh5qYmLBRH9VqfexOMpnUysqKjo+P9cEHH5icUj6fN5mok5MTbWxs2OuAPrPZrB13b29Pg4ODkurZVi6X08TEhBFJyIaIZMlMgyAwMgNN1CMjI0aaWF1dtQI9NTW/bYLscmtrSzMzMwYJx+NxbW5uSpKNCWJj8Jl+Uj0DQ6qM6Bmn3NHRoStXrjRpiJ6cnOjZZ59VrVbT2tqa9ePFYjG1t7drc3NT2WxWm5ubOjo6Ml1D6PEwRiElLS4umoM/OjrSlStXtLa2ZtPAX3rpJe3u7lrm3dvbayoxOCfqlc45a1QnI2asUjqd1vDwsMGWCHpz/nkNrQXAepKsLQSIliAGKB0yy8rKitLptDUYk5ngwFkTpBYmAFBnpRUCqJnJFtVq1Zqr6V27cuWKkbF6enrU399vKEckEjEInnMXi8V0/fp1q+PBrPSHBvvN27FYTOVy2VALapsEQSAsZGq0anD+q9WqRkdHDWqFxcroJRRXnHMPlKHzmZi+E+K9gZv91gTfHgWa9KHPJwlV8p4XzS6ck/PhRyCM1tZWvfDCCwaBMApEkvWlSTJo6YUXXpAkg8R8ajHiypAhkLdCvYBGarI1mmQpmvf09GhoaMhmtNF31N3drbGxMRWLRXMK2WzWaOaw9MiCUPFA87GtrU2zs7MaGBiQc84asU/DhshUcWxqPel0WhsbG6aED7Gko6NDm5ub5pBQup+fn7dN4f3337cCPvqJfAZ6pKhJMXiWTYwaHMzEWq1m8Fsmk1GpVNL4+Lgp3e/u7mpmZsYkvY6OjrSxsWE0fHrjeP7q1as2dYENn01qe3tbt2/fVm9vryYnJ9XR0WEOoVqtz7Hb2NgwRQ4o90B3i4uLNjcvlUpZg3OxWLTrjuNCEkIXEgiZ/jT6wHBwBwcH5tRwxP48QDZv6oAHBwfGGCXDIksj4CDIobaIvibXdktLi2VNZGg43dbW1iZpOO417ptarWaO5vj4uIlMRNM7CAm1PJR/yHBRxaG3ENIR9VBIKAQsZC5cW3y/rJdyBQQY6nuQyFgP8Dj3LYGcT+5hziD7wcOauD/OyTxu68HHWejkLohBNCArogiNWKzfpwWUxkbDDQ4xgzoFNS42R+oRwB/xeLwJ8oFc4RfOoTqzcczNzen69etWb0COCc0+6jr08NEMDYQGgaCnp0cDAwNW+7l06ZLi8bj1qeHogiCwJmw2DWCitbU1OweM1kHWKZFIqLu721iLqVTKGJfU/KhpkDlls1mDsEZHR7W7u6t79+4plUopCOrqMzQ/12o1I4ngRMkmkPny2YpIlLW01Gelzc3NSapnPowU2traMrgUmJOMqFgsam9vT3fv3tWP/uiPan9/Xzdv3jTGHs66t7fXCELb29uqVCrK5/O2ybHxHR4e2mxBAhkycOpeBBXDw8NG8EETVZLBtrRW0KKBk4CcQpZGfxmZOkEUG7E/MUGSsYK7u7tNVYceMYI/vj+yb2q81P6uXbumu3fv6uTkxFpfaBQHiiegYWQS3zXjigjS/Hobmqh8v+h+wjT1p6xzLwDBUj9jOvnx8bEuX74s55w5re3tbZuksby8rJmZGf35n/+5Nd7D6ASKR56NfYGWDo5Pbflh5JNPYrznk6qlhU7uAhjQEQ4L+AaohgvKOafR0VGLdmF2DQ8Pa2VlRf39/U20eqjOOD2aUoFCuSm50WD9+XPD5ubmTHV9dHRUhULBBpiurq6qp6dHly5dsigXej83oc/E50FJAAAN8ElEQVSKg2YPdR4af7lcthaCSCSijY0Ng4gODw8Vi8VsI8O5UAdCNgu1/UQiYWK5V69etTaGzc1NY1L60xOAf2AOEiSgQOGPS4GcsL29raWlJQ0PD9uYmN3dXZv1Bht0aGjINgQmgePgaLy/e/euZRzVan32mc/SAx6KRCJ644031N/fr2KxqGvXrunmzZtWt+X75vidnZ2anZ01ckapVDKtT2b8tba2GnmCGYJkT2zgqOLQhzg1NWUtDGTVzPULgsBqhmSB5XJZ6+vrFhQRlAC/sTmjjkOmxTnc3d21NZPhBEFgwcfQ0JA2NzcN2uvu7lYqlTJBAL/P7NlnnzWokKyX6xI1n5OTEwtcWE8ymWxyclzPEHtqtZrV6oDPqZ/hmAleJBkkTW9esVjU/v6+OUd6LXt7e42ZDJEmm80qlUrZnsEIod7eXquR4+TIjlnjaQf3oIZxIE9fheQ0POn31z4JC53cBTGfoMHFB1WeG5ubnuI8Nwu6gJJMkshnZG5vb1tGBPzD+wCR8ZrW1laVSiXTUlxaWrINCwHfYrGoK1euWK0kGo1alAyzMBqNmrzS2NiY5ufndfnyZZVKJauBMIyUDSefzxst+9atW3rxxRdVKBTMifq1JSAson4c0sDAgF5++WUtLS1pf39fr7zyiubn55vko3xR5mq1aoM5GYpaqVTMga+urioSidj0cpQ0otGo1Y9YD71pOArqgAyBTSaT6u/vb2rhQLGFGs3q6qoRZ4AIgeBeffVV+96Qa6OWWSqVdHBwoDt37uiZZ54xh8MIIzIFsl2CBo4bi8Waon1IE0CyZPhk1f5ryEDpH4ShSaBCbyYkCTZh1GK4tqX7EncQZmAuElRA2tjc3NTm5qamp6eNKUztGagQJ5tOp63FhfNKINjX12cZrSRDUPh7HE48HjeBaLJJYExgWWq+QOzAoPSsgR5wzeIoCTpxiozM4p7o7++35nbuYVjDoC0vvPCCzYnk2vOJVKfbAggY/EZ3307X4fzH+U4JAB/HqNVeNLtwzeD+hQYhgggMjUWcGFPC2ZDIYlCOr1Qqxt6T7uvCEXXmcjkbb8MxEZZFgQSFDWoBUp3Zt7u7qytXrpiEGFna1taWOSr6iQ4ODqxQv7Ozo4mJCav5UUvwG2vX1tZUqVS0s7OjWCym1157TW1tbXrnnXdMTZ6aCULHzjmrRRWLRd27d8+mOyeTSWMTHh4eGuxULpdtA/KjcIIMRtr40l5ra2v2v18nW15etqGZECiOjo7sGMvLy8rlcsrn8/rud7+r999/Xy0tLZqdnW3SyGR4Z29vrzXdo4LBEFDOJ5R8xKU7OjpMSBgq/fHxsVZWVrS9vW09X1Dj+d4PDw+NrYkwdaVSMUicOqAfuAD1wYSkrokOI0xDspL29nZtbW1ZDRUHsre3Z04IOBOiRXd3t65evWoOn1E2sVjMmvEzmYwFIe+8847ef/997ezs6M/+7M9048YNZTIZra+va3t72/pJOzs7NTg42ASDoz5SrVa1urqqu3fvmvQZ0noM2MVhoY8K8kIA6euk3r59W+vr63r33XdVKBRMk5W+RLItBuqig0md/fDwUKlUSl1dXSaR9+6776q3t1dPP/200um0BThjY2MaGxtTT0+PJicnNTo6arD4zMyMOderV69avZHAOZVK2XVDkCGpaW84vU/VajUlEgkbWPwk7GHN36f/nSdz5+0DfZw553KSlp7w2yYl5Z/we36a9kVab7jWT8e+SGuVvljr/TTWmg6CYPBx3sA594eqr+1RLB8EwWuPc7yzYhfOyX0a5px7MwiClz/vdTyqfZHWG67107Ev0lqlL9Z6v0hrvQh24eDK0EILLbTQLo6FTi600EILLbRza6GTezL2zc97AZ/QvkjrDdf66dgXaa3SF2u9X6S1nnsLa3KhhRZaaKGdWwszudBCCy200M6thU7uE5pz7m865951zr3jnPuWc27Ue+7rzrk559wd59xf8h5/yTn3g8Zzf9s9adXVh6/1N5xztxvr/UfOudgZXuu/7py76ZyrOedePvXcmVrraXPOvdZY25xz7lc/jzWcNufc33POZZ1z73mPDTjnvu2c+6Dxf9x77oHn+DNa64Rz7v9zzt1qXAP/0Vldr3Ouyzn3PefcjcZa/8uzutbQGvaozYHhP2uSjHg//6Kk32r8/IykG5I6JU1JmpfU2njue5K+KslJ+ieSfvIzWutflNTW+PnXJf36GV7rVUlPS/qnkl72Hj9zaz217tbGmqYldTTW+swZuE7/gqQXJb3nPfZfSfrVxs+/+ijXw2e01pSkFxs/90u621jTmVtv41rra/zcLunPJb1yFtca/qv/CzO5T2hBEGx7v/ZKoqj505J+LwiCwyAI7kmak/Rl51xKdcf43aB+1f+OpL/yGa31W0EQnDR+fV3S+Ble660gCO484Kkzt9ZT9mVJc0EQLARBcCTp9xpr/lwtCIJ/Jql46uGflvTbjZ9/W/fP1wPP8WeyUElBEGwEQfBW4+eKpFuSxs7ieoO67TR+bW/8C87iWkOrW+jkfghzzv2ac25F0r8l6W80Hh6TtOL92WrjsbHGz6cf/6zt51XPdqSzv1bfzvpaH7a+s2jDQRBsSHXHImmo8fiZ+QzOuUuSXlA9QzqT63XOtTrn3pGUlfTtIAjO7FpDC53cA80590fOufce8O+nJSkIgm8EQTAh6Xcl/Ye87AFvFXzE45/JWht/8w1JJ431num1PuhlD1nTp7rWT2BnZR2PY2fiMzjn+iT9A0m/dAox+dCfPuCxz2y9QRBUgyC4rjoy8mXn3LMf8edn4txeZLuQUwg+zoIg+IlH/NP/VdL/Lek/Vz1Cm/CeG5e03nh8/AGPPxH7uLU6535O0l+W9OMNWE9nda0Psc9lrZ/AHra+s2gZ51wqCIKNBtybbTz+uX8G51y76g7ud4Mg+IeNh8/seiUpCIKyc+6fSnpNZ3ytF9nCTO4TmnPuKe/Xn5J0u/HzH0j6Gedcp3NuStJTkr7XgC4qzrlXGuy/n5X0+5/RWl+T9CuSfioIgj3vqTO31o+ws77WNyQ95Zybcs51SPqZxprPov2BpJ9r/Pxzun++HniOP6tFNb6//0XSrSAI/tuzvF7n3KBrsJSdc92SfkL1PeDMrTW0hn3ezJcv2j/Vo833JL0r6R9LGvOe+4bq7Kk78ph+kl5uvGZe0t9Rown/M1jrnOr1gHca/37rDK/1r6oe9R5Kykj6f8/qWh+w9q+pzgicl/SNz/sabazp70vakHTcOK//jqSEpD+W9EHj/4GPO8ef0Vr/BdUhvHe9a/VrZ3G9kp6T9HZjre9J+huNx8/cWsN/9X+h4klooYUWWmjn1kK4MrTQQgsttHNroZMLLbTQQgvt3Fro5EILLbTQQju3Fjq50EILLbTQzq2FTi600EILLbRza6GTCy200EIL7dxa6ORCCy200EI7txY6udDOjDnndj7+rz59c85VXX1e4HvOuf/DOdfTePxTW19jpto959xA4/d44/f0qb+75JzbbwgEP4njdjc+65FzLvkk3jO00M6ShU4utNA+bPtBEFwPguBZSUeS/r1P+4BBEKxI+k1Jf6vx0N+S9M0gCJYe8OfzQV0g+Ekcd7/xXqGeYmjn0kInF9qZskamcts593cbmdTvOud+wjn3Z42py1/2/vb/dM59vzGh+Re8x/+zxnt82zn3951zv9x4/N9uTHV+xzn3PznnWh9hSf9c0uypNT7suJdcfbr1/9x47lsNfcNHPfZ/J+kV59wvqS519d884vnyp3//snPuv/ik5zK00M6rhU4utLNos5L+e9V1Aq9I+jdV3/R/WdJ/4v3dzwdB8JLqGpa/6JxLOOdelvTXVJ9J9q81npNz7qqkf0PSq43Mpar6PMCHmnOuTdJPSvrBqac+dFzvuack/Q9BEFyTVJb01x712EEQHEv6j1V3dr8U1IewPq496rkMLbRzaeGondDOot0LguAHkuScuynpj4MgCJxzP5B0yfu7X3TO/dXGzxOqO5hXJP1+EAT7jdf/48bzPy7pJUlv1EXv1a3741BOW7dX8/rnqivk+/ag4xa8tfPa7zfWG/sEx/5J1YWVn5X07Yf8zSexRz2XoYV2Li10cqGdRTv0fq55v9fUuGadc/+S6mNOvhoEwV5jrleXHjykUo3HfzsIgq8/wvH3H1bz+ojjPmjtVdUd2iMd2zl3XdK/rLqj/o5z7veCxrTpjzH/M7efeu5jz2VooZ1nC+HK0L6oFpVUajiaK6o7Bkn6jqR/1TnX5eqTpv+VxuN/LOmvO+eGJMk5N3CaufiYx/0o+9hjN2aq/abqMOWypN+Q9F8/4prSjTlnLZL+gqRHqTWGFtqFsNDJhfZFtT+U1Oace1fS35T0uiQFQfCG6oMqb0j6h5LelLQVBMH7kv5TSd9qvObbklJP6rgfZY947H9X0nIQBECU/6OkK865f/ER1lSQ9Duqw6PvSfpZ59zMo3yY0EI77xbOkwvt3Jlzri8Igp1Gf9s/k/QLQRC89Xmv60mYc+6SpP+r0d7wod8f430XJb0cBEH+8VYYWmhny8JMLrTzaN9sEEfekvQPzouDa1hVUvRJN4OrXsurPYn3DC20s2RhJhdaaKGFFtq5tTCTCy200EIL7dxa6ORCCy200EI7txY6udBCCy200M6thU4utNBCCy20c2uhkwsttNBCC+3cWujkQgsttNBCO7cWOrnQQgsttNDOrYVOLrTQQgsttHNr/z/L47Oe/S/l7wAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# the whole scene for a realistic set of tolerances\n",
"realistic_cellphone_aerial_image.plot2d(xlim=(-350,350), ylim=(-250,250))"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(<Figure size 432x288 with 2 Axes>,\n",
" <matplotlib.axes._subplots.AxesSubplot at 0x7fba72b3f910>)"
]
},
"execution_count": 55,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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zQNtlnIApGvlwONRoNDK21uv1NJvN9PTpUx0cHGhra8tC71gspkQioWKxaDouMlC9Xle73VY2m1UikVAqlbLvSyaT5jJwJRFYNGG1JJMvOMe4IqrVqu13KpXSa6+9pn6/r1qtprOzM02nU+VyOW1uburg4MDkh3g8btvCVTMajSyC6nQ6JrfAMoPBoLrdroFeoVAwvXd1dVW+7+v09NSSe4BvqVTSq6++qm63q48//ljhcNjeEwgElE6n1ev1NBwOFQ6HLfpDziB5xzXs9/vq9/smbQDm2WzWJikmEoDavbekCxsots4XAcafpf//LI+XDoyliwexUqloOp3qxo0bWl9fX2KFrkvBDduli4d8d3dXiURCjx49Ur/fVz6fXwrf+/2+JpPJkk1oOBxa2J9KpcxeFAqFLImUTqcNJEi4IFmk02ktFgtj87/zO7+jjY0Nvfrqq6Zruoz46n5zPOwPrxFGA0hXbWnueYDdugz8eZLIdDpdkjEajYbK5bKBxWg0MrY5HA6NgbqFA77vWxKNCSCfzyuVSqnf7y/Zp7LZrEqlkk1gz9uvq68BKP1+X57naXV1VcViUcPhUL7vm16MPn/r1i298sorBkxorzs7O2o0GqrVajo/P1cwGNTt27eVTqd1dHRkERTfhz5N7oHjJdlHLgD2Op1OdXp6qk6no3Q6rcFgoFwup+9+97t23+zs7Gg8HqvRaJhLBJsaQM/1xU0B2WAbgCke5fF4bNIUEg86ezAYNEcFkz7fcXWi/iLjGox/xgcaWzQa1eHhoU5OTvTtb39bu7u7Jk+4mqarKwNCwWBQ6+vrZkUbj8c6OTnRbDaz5B5MA50wnU5rNpup3+8rGo2apEGIPRwOFYvFlMvlNBwOVa/XDVzG47GGw6GFt6lUSp1OR0dHR1pbW1M6nV6SAj4LJN0Jx51ceL9b8OBGC1fPH+9zhwv+hL6dTkdPnjxRuVxWp9MxB8BgMLBts30SUNlsVuFw2ACBxB2sFuaL3EDSqlgsGtC454DjQTMFYGDLTJBooFxrAAtJIxaLWXFPr9ezxNvDhw91fn5u/uJAIKAPP/xQ4/FYN27c0KuvvmoT6nQ6Vb/f1+rqqqbTqTFXIhy0bVity/L7/b46nY7C4bA6nY4k2STG/VWtVnVwcKDT01NjqQByr9czyYEohWOVLisEYdbSJWPmuiUSCbvfAV4ki1AoZA6Ma5niJxsvHRgzs/MQtlotffTRR/J937yfzO4wzueVvgaDQatEarfbevfdd3V4eKg333xT+Xxe7XZbgUDAtOLxeKxKpWIhKswHvZYHYTQamXl+sVhofX3dHBc4OKLRqEqlklqtlhUXXC1WAHBcmeJq8ozzwf+83y2OcN/HdmBTbBuZwLWINZtNnZyc6PDw0JJxbC+RSBhAXLX+4b2VLoCX743FYhoMBgbki8VCiUTCnAck+9DdmWQk2QR7tQJNuiiakGRSSrvdNuYNY85ms1osFjo4ONAnn3xibPrx48eq1+uWAEOCIJkrSRsbG1osFhoMBlahyX1D0pGJB1aMM4GBjxkXUL/ft3sJtkvVHPIP5y+ZTFoUIsl81LDZZDJpcgnnbjabWUGTJJusOK/cG4ByMBg0/ZjI7UWMa2b8Mz64wMPhUMViUclkUt1uV/fu3VOtVtPu7q42NjYskSJdggL/CMn6/b5psFtbW2ZdevLkic7Pz7W2tqZisWim/GAwqIODAwMdtOhms6lIJGJSBO8nTM7n84rFYqpUKhYi9no9YySDwUCZTGYJQF2wdF0FLmOGOboOAz4L03UnLpcRuyDvVr3V63W9//77evz4sSSZn5gkJQlRwLFQKCgajVqFWbVa1XA4NPB2wRjWGIvFtLGxoXw+r5WVFWUyGdtnV4ZhuFoxSaher6dyuaxWq2WODulCV0U37Xa7evr0qVWuzWYzHRwcmO0tGAzq1VdftXsBtptMJlUoFEyeSafT5sudz+dWRcfngsGgotGoxuOxMpmMUqmUJeKwpmE9Izna6XR0cnKiaDSqYrFoBSPufYR9DgcRCb1sNmu+YFdmQGfv9XpL5dJMcrBpJmPXbxwMBu1ev2bGP9l46cAY20632zU/aCqV0mQy0SeffKJ2u20lq+vr60sAhC5LSIeuGwqF9J3vfMfYknQBVs1mU4eHh9rb21M8HlehULAkzmQyUb1etwx8p9NRPB7X5uamIpGIhYDs43g8Vrfb1enpqSaTiTY3N7W5ualcLvepggcXfJ+nm7oFD5RuXz3Gq0wbvZC/uX0dYNM4IUajkTKZjAKBgE5PLyrUOZ5er2f+6VKpZA8v0lGj0VCn07EEIPpstVpVJpPR+vq6ksmk6fbsG/vCPsK2mbwouKjVavK8y7LeR48emRaPxr+2tqbFYmE2s16vp3g8rlwup2QyqY2NDdNMZ7OZTaaAdqfTUblcNkvaYDAwyYFEK4lZ3/eVSqWMJSMjuAk9Kv3q9box7lAoZOcCeQ3WS24A4M7lcorH45Y0xvsuaUnicu9rWLckK1CJRqN2HEysaNlYEF2S8UXHNTP+GR+hUEixWMxAg0QNYdfZ2ZnOz89VLBZ19+5dbW5uLiU9uPGl5T4MsMjt7W3duHFDnU5H3//+9618loTe+vq6heZuiE7oCDOSZEyHktq1tTW9/fbbikQi+s53vmMgjOPDBdKrkoTrpuB/V3aAPV61qV0tuybByHCTgNFoVGtrawaq+/v7lrkHKJgMKHUmmbWysrKkmbbbbQPr8Xhsiavd3V0DFyIRV+N2GT0sGNB49OiRDg8PLXSfTqe6c+eOJpOJgRxWRc5LIpFQMplUIBAw3R5bHVEMEgEADZNnEgWciGJceYYk3ng8ViKRsOQvxSIkOBOJhElXOBvYXxoH8R2wbldSwgaYyWQ0Go3Ubrc1n89Vr9dNl+90OkveaApIiFCm06lpwq510fM8dbtddTodbW5uvrBn9RqMf8YH+hz6LA+x7/vml6QS6uDgQG+++aa+9a1vmcbHe696egFBwtdSqaQ/8Sf+hDzvolsXmqQkYzFbW1vq9/t6+PChNR/COuQWMLDNbDar7373u5bRd5mvWyHH+KwkngvMroMB+xe/u5VzV7d7tahDkuml9Xpd+/v7Oj4+tkRPv983HRIgQCOVLuQNWCCTC84U6UJnrlarGgwG2t3d1fr6ulKplBUmwNCly05r0+lUBwcHOjo6Mj2Y0BoWDCNHN3VdGgAY4Ab7h3kCtHx+PB4bq0fqqlQqNikkEgmbBDjuwWBgjoXFYqFer2f3ablcNg+wqzHzjx4o7BdEA5BE2ul2u0qlUtZ5LpPJ6I//8T+uxWKher1u5wxWT2IRds29TTc6WH0sFtPKyopisZgKhYJKpZKKxaI++OCDH++hvB6SXkIwRldMJBLWhyASiVgVE4UBsK5KpaJ/8k/+idbW1qzTFo4IssyuLgswSNLa2tqnzPOwKUAQbU6SOQKkZSYLK/F9X9ls1hgkD6ULylf3xQXOq0k9BpKAy+Dc97N9mBEsOhQK2WvHx8f6vd/7PatWBACwr+EkSSQSGgwGGo/HSqVSBhIwRbdFo+ddNgsiSVSr1dRsNnV2dmYZfJgfx8v5Gg6HZhdDg6bBD55kvMDT6VTVatV85JLMw4y/lmQf0sl0OtVoNLLCnmQyaUmt8XisZDKp7e1tszVKsn2hORL5CKKHbrdrCdxEImElydyT9OfALTGfz7W6umoaMZ3dkHhwWriRQ7fbValU0vr6ujY3NzWbzbS/v69ms2kNiZhwAF4iL46B+y8UCqnValmRTLFYNP/89fjxxksHxgAYsznJEUBSkoHt1taWKpWKHj58aPaklZUV7ezsWOIPFgZguEwbDc4N69yKN7TXW7duLSXT3H3lM0gjAKPbZNz1//J3Vz92ZQVeI2kE2PB5HkB+Z1958JikpAs2dXx8bOW7Dx48sAeVkJj+vkxS6I8wOCx9VJ1h1eK8oQeHw2Gl02mVSiUrma7X63r48KEikYiKxaJtmwmNTnqbm5sGegAnE0KhUFAwGFS73bZGTEQjnNtUKmWlvrSIRHMtlUomPUiyCbrb7Wo4HKpUKhnLpJ8F+8f7+b5kMmmSCb0q6KkBEMdiMeXzeVWrVS0WC7sPR6OR2e8ymYxNSOxvNBrVysqK8vm8Op2O9vf31e/3LYmdz+dVr9dVqVRMH+/3+0omk1pdXTV7JdeDSS0cDpt18fbt20qlUi9EM76a73gZxksHxq4VC0/r+flFi+Rut7tk6p/NZtbPtd/v6/79+zo5OdHBwYF2dnZ069atpW5VricZAIWtSfoUKLI/3LxuKS9/u1otx7ZdFnjV1eBKClc/576fCQIWCjt2dWPYFBIG/9jOkydP9E//6T9VOBw2Rusm89A6J5OJisWiMWAAieNDD6VYAX2ZB16S9QRJJpP2GtfS9cYGg0FjviS+SJoSjhO+oy3THIfvZ3v0xSBRV6vVDNyYeKgclGS9LrA1RqNR64oGIHJdWKAA7zvJvPX1dZuYOQ+wXPIXLE6wurqqyWSiwWBgyeHV1VXNZjOTg0jcAaacl6dPnyqVSmljY8MmJZg3Mh6RnXThtR4Oh1adiE2zUChobW1NhULBemJcjx9/vJRg3O127WEIhUKm5WIJ8jxPuVzOgActDnby/vvv6/z83IAiGo1aFR5sFSBzJQN3H656gl1GezXp5lrSnvez9Omqu6t+Yrbjsg232s3t0ub6X5EqCKX5HIUu5XLZquOu/h0QKBQKFn7DAolGKCuHGUajUSt6kGSSAVpys9m00uBQKGQVcE+fPpXnXbaazGQyKhQKSiQSxrTRbolI1tbWrFcEpb+4ESiwQE4YDodLevKtW7e0tra2JHPM5xerbsCicRhIMndEPB635PHKysrSfVar1dRut7W+vm6TwXg8VrvdtnL4RCKhdrutlZUVTSYTjUYj7e3tKRQK6fj4WKenp7p//77JcdlsVqurq5a0o+f2bDazohz07HQ6rT/yR/6IDg8PdXR0ZBOT53nK5/Pyfd8mJjR3Ws5ubGxYV70XNa6Z8c/48H3fWl3CVlzHApVQJCxokAJrDAQC2t7elu/7+t3f/V0DlNdff10bGxsmC7jui6vf7/4vffYKHS7Qft52XA+0K0+4f5eWq+T4HQsTwOta+cjEU8WGbECC8+2339bHH39s0QOsF7cATghed10nSBRu+bd0wWwHg4Gm06lV3iEhkLAD6GFmJEcp1MALOxgMTJOG3bNaC/KUm6STZJMLrhYkDe6VZDKpRCKhtbU1ra+vq1arWfUgNritrS3NZjPVajXTybPZrNrttlVqxuNxtdttu24ANJGWazNj3zg2QB2pAhljZWXFPMiwe/qaUFp+9+5dbWxsKBwO29JGjx8/Nn37u9/9ru7evatkMqmDgwN1Oh29/vrrVmQUiUR0cHCgarWqGzduaG1tTYlEYum5eVEgeg3GL8GgLwR2HOmCubRaLVvBgFA8lUpZQQKJIkI+QtR2u63f+q3f0iuvvKJvf/vbFnJKsmo9FzAZV+1mgLj7d8DTbVYEs6EQ42qizrW1uRMCkwkTEWE7Dz9tGFlhBP2P80RHs1AoZEsEtdttkxcAJEAcixfNj1ZWVpbeQ1KNJBMtRdE8SR6hXZfL5aViF5gqa8txDtH/KWig+Q/Nm1x5xu3JG4vFtLe3p2w2q62tLQUCAd27d08PHjwwp0exWNRkMtHh4aE5D2DE1WpVnU7HrIrBYNB85LBMSTaxn52dWWUl558EMXIKFW7BYFCNRkPHx8dWNo5tkBaeJKGxVtI5DqCczWb66KOPNJ/P9fM///NaXV1d6jLXbrf14MEDvfbaa7p9+7ZZ6PC+kxe5efOm1tfXTZZA2mI/rxKH6/GjjZcOjGGDbtjKTT+ZTNRqtcyaRigHYJHwIvSkPHk8HqtWqy21s5SkN954Q6urq3azwjClyx4ProfXrXxjAKzozXh0r+rTLjNxLWlulZW7KgT7Q2k2rRhPT091enpqiSvf982uhnyA1FAsFq0LHZNEPp9XJBJRq9WyRCNAB9DAapERkEXYbiaTWZJOkBqoSiMRFgwGrfoOfy3ngMY5ACHsl2iHznt00yNxuLKyojt37lhT/3K5bCyTpB4TNbJdgHAAACAASURBVHKXJCsiki4mvUKhYL0u0H9ZvNZl9oPBwHRYrgmuGxKItFQliiHR51rlAPhGo6Fms7l0H7I9mtTXajV1Oh2bYN566y298cYbOjo6Mj94JBLR7u6uacdEHbg30JLdPAXl8K4k90XGNTP+GR88TITSKysrlk0nCRUMBk2bJJmBVkb4SKYabfHWrVu2hBJA0mq1tLOzY2EtyRo+7zJalwExXB0ZXZF9gGW7+h0/04GL/ee4GVSWNZtNKz0ejUY6OjoyIJZk2XsSP/TZwEGCK4IkFbooXcB4YK+ye0mW9UdX5W80OOc9HFMkErGCBXTdaDSqZrNpSSnYp1sMk06n1Wq1dHJyYpIIK3J7nmeVdzgm0L4/+eQT/eZv/qYmk4m2trZsXwaDwdIkhBbO9aR6bmVlxV4Ph8NqtVo6Pz+3Ne3chkeLxcJsgCQSSZwiNTQaDWtoT9MpQBrNPhAImLtla2tLN27cUKPRUKVSMSvcrVu3tFgsdHp6aonrfr+vmzdvqlQq2fFzrNKlA0mSlYmTb+AexG1ztSjoevzo4ysBxp7nvSrpbzsv3Zb030rKSfqPJVWfvf7f+L7/G5+3LRr88HAQflWrVQujkSVc7yjsi2wzGiihPWZ/z/OsKfy7776rf/7P/7lu376tvb09rays2EORSqWslFXSp3TVqxY1vtet+nMBFqBeLBYW5rruCBJNs9lMlUpFT58+1fHxsWazmSWD6JkgyYoBXN0SRwErDWOfovUiwITLADdELpcz2UGSSRqSzMOLUwBmJsnsZwBTPB63UnYmMECZIgxADukARwIaNdd3sVhoc3PT3A0bGxsmQdRqNUsI3rhxw7rwEUlwbgKBgB0L2iz2P9eWRrELicrRaGQ9NgAvV/Om1zGSEqycCAp7Hh3U0I/p+4wfGr2aexQHCqw8nU5rZWVFrVZLv/3bv607d+5oa2vLzrPrOebYmfi59u7965ajv4hxzYy/hMP3/fuSviFJnucFJZ1I+juS/kNJ/6vv+//zj7M9EjuDwUBPnz61MDgQCKjRaMjzPHuQpctOV2Si3fXTAAMeHEDT8zyVSiV53sVqHh988IGF6el0Wl/72tf0xhtvLFX/EZaybQYPJm0e+R6KJNzSXDfphx46HA51fHxs4Wm327VeypLMM0vozYQF0wHUKWRYWVmx3wEems9QlssxxONxFYtFxWIxW2WZxjl4c+nBy8+s6zYajZaq3yQtlSYjzyAfoMniIkAWeuWVV8xmRpP41dVV3bx501wwVJ+dnp7q5OREp6enSiaTdkzkD9yIBHmFc7FYLJTJZJTJZMzHTuIsmUxamTuTKoUpAKwkm/Si0ein1pQD3NHcKVKC5VOYgQ7c6XSUy+UsEUlExtJJmUxmKTH58OFDffjhhwqFQnrrrbf0h/7QH7Jz++w5XMpruK6hFw3G1z7jr8b4U5Ie+77/9CdJFCwWC1WrVc3n86WG5kgIPCiUB8N4SSYxXJsTeqUbtrqLRrKoo7t23oMHD6ykdD6fa3t7W5ubm0veYpJMsFs0YLdU1ZUA+ByFG5VKRaenp6pWqzo/Pzenwmw2M7cAhRiEmjBz2CqhN+DHqiZuP1w8r5lMZmlS4eHs9/uaz+emTdPPAVkBICWk5x/bRxaBCfIawOT7F8U4XE9YscuYacpUKpWUzWa1srJiydfxeKx+v6+nT5/aMkos98REhQcZRolUQMQhXdrv0KaZkNkn95phUaPU+erky/0WCoXU6/XU6/VsguG9RCVEQpxjXCPRaFSTycQ6xzFR7uzsmFWNxvUktbE6fvTRRxoMBsbKS6WSNTTimrlyBPLdtcf4Jx9fRTD+85L+pvP7f+p53n8g6V1J/6Xv+83P+zD6K41oNjc3lyqeYF0AXLlcVj6fNxZBhRWgwAN2fn5uLBCr1mAwUKvVUjgcNrYEu+73+9rf3zcwrlarun//vum8sBFCRc/zVCwWtb29beW2lO7ynkAgoPPzc927d8+cE+Vy2RrJuK4NNGhJNmHgJ8WeJl1MXq1Wy7y65+fnlvBCR6XkmRWxcZtgV+MzSBGSTOrhwW632/Yg83MwGLSEKkwd0EZjdb3QMGN0fiaqfr+vcrmscrls+u+TJ0+Wkmiz2Uz1et2A3ZVaqD6TpFwuZ2XsnBPOKVESExLXiOhBkvUUcVm8yzZdmQVAZwLjvqViDrmGSYm+xjhh8P26Ze4cC04MQLlarSoSiWhtbU3z+Vzn5+c6OTkx61+9XreWpZwDpKKrk++1TPGTja8UGHueF5H0ZyT90rOX/g9J/4Mk/9n//4uk/+g5n/tFSb8oyTyRmPxJVpCUyGazikajtkwQmmK1WrUm4iRgOp2OrceGrEHIy1p49LVtNBr2IEoyVkijcrLqrVZLnU7HGoLDEheLhXZ2dnTnzh1jXrShlC6TbU+fPtU777xjx9Lr9QzYaPpCcQvfg/YZDodNj6QYgw5mz86jPfCSVKlU7BhpkkNYLsl6L3B+AWs+D3i5TJuJBjBEiqnX64rH49a3mbJslqqSZF34OF8kt+imR1KV5kHz+VxbW1uSpFarZWsRnp2d2Rp7o9HIAIv9p7gFXzHXgxwCkwRRBzIMsgkNkjjX4XDY9F0q+CRZslSSrSBOtR6yCbmCUqlk+jWMOZVKWVSEO0aSDg4O9PjxY3OUpNNpbW1tWcLR8zytra1Zw3jAGitfp9Mx3zdyCxGVu3rI9fjxxlftzP0bkn7g+35FkvhfkjzP+zVJ/+/zPuT7/q9K+lVJKhQKPjM4iSdYIAkQHohwOLxUMYW/1QUwFpoktOXhQGfEd+lKCejL2NTQFDOZjEqlkhVa4APmgRyPx3r33XctTI7H4yqXy9YsJx6P6/z83LppsW8kcXhQADxKhFmJg4QS/lv040KhIEmmU87nc2OvhLXIKLgZEomEms2mRqORNR13V5JgkoD5SRdgSkkv34duyvmgwGEymdjk2Gg0DCAbjYaBNcUegArNhjqdjskYAJhb9EKnOPIDLJAai8VsNY1YLKZqtap+v6+VlRXTsmHbTAI06eEaAtRozGi9yWRSxWLR2CarjXOfYcXk/nIbRVGIwqREcq/RaKher1s5OhMHJer0lnaZu9s3JBKJLNk+Q6GQTbjT6dRyIvRKxrlzzYx/svFVA+O/IEei8Dxvw/f9s2e//juSPvxhG5jP56rVasZCAFpuQFY0oLMbRSHceMgIZM3T6bTpciwZRMMapArpEgB5aPDesoyO64yAyaL98iAziZDMY19hXOiEgEs8HteNGzc+1dGsVquZXp1KpYzZEyr3ej2dnp7K9y9WKSZBhxOBlUVYA7DValkCCu2d36VLxoq7YrFYqFwuL1Xt5XI5C6kzmYwloIrFohU4kEis1+tWrcZ+E/afnp5qsVhYA3iOyS1EgdHhFAHsGo2G7QsWulAopEePHimZTGpvb0/SRZS0s7Oj73znO1ZwQUSA1k1zfSZWHDDuShlra2u27+5KKPRQZrLB4cLkxrXHq03ExfehHdM6FBbL/cSkSjFPu91WtVpVNBrV7du37f5027S6PujxeGxd3rD5kSjk3nwR4xqMv6TD87yEpH9V0n/ivPw/ep73DV3IFAdX/vbcwQOBQR7Zwi2ioOMW4SdgB1Plb4Tybhm1JHMgkI3HD0p4DtgzXAYHyw0Gg0sJlat9D0j6uO4F2LjvX6x0kc/nbbKgvwHsCjcDS7/DesrlshUtlEoljUYj7e/va319XSsrK+r3+0qlUtrd3VW5XNbHH39s6/ChH9KgplAoqNfrWR8PLHYAJPolExWASmhM1EKjJiaGZrNpwIBe6SY86fDGxJnJZKxxu7s4aLvdViwWMy9vt9u1CAJrV71eNwBCPkin07p9+7ZeffVVq6R7++23dXR0pO3tbWPINCRyy8ldZwiDxGytVlM8HtfGxobZHJmMAWZyFpABCl3cSIuob2dnx+53tPrT01OraoQVM2nNZjOdn59b1EUVIMAcCASsUyFSEhME/Vm4F7/ouHZTfImH7/sDScUrr/37P+52QqGQSQHolG7xBMUeZKIB7kqlYg8oRQY0/h6PxxqNRgbMhMx0gWPAzBaLhbkAYH1XeyuwUCRFJZIMRGlMk0wml/oQk/TJ5XJmCeO43FJpbF48kAC66xOOxWLGmHFl0Hz95s2bpjVS0YXeSktMd7JxQQSGiBRBoslt44mn2F32yk1osTqGK3mgidLFrN1um9ea69Pr9SxSgcV1Oh0L+QnJJdl1wc6HnEASdWdnx4Bqb2/PzmG73bbKxUajoXQ6bW4Yrh2TLR5rEsPb29s26R0fH+vw8NCsZxSmxONxzedzlUol0+klLa0ETUKQKIyELFEA0hdLSIXDYe3u7qpWq1lxDF3gNjY2TDvnuxOJhPL5vCV3Jens7EwPHjyw5O2LGNdg/DM+ACXKaLGhUfnlNu7u9/vKZrNWlccDS4UUDwpuBAAIOYACDQAZJoYPFCZIsokqNj7rAju+YNj6aDRSOp1WJpOxBAq9bWFfdEkjHMcnS3IwnU6bhQr5gUiBRuORSMQkBEnWg+Hx48fa29vTzs6OKpWK6bhUK8J68WxjuwPUkFFYOcJlkUyUsVjMei8AjDgFKFVnu2jujUZD0mWRDPZEwnc0Z/RTLF+cM3pjNJtN67tB+J/L5fTWW29pb2/PWPhoNNL5+bkV1LBcvXS5dpx7fOjB6Low83w+r93dXcViMbVaLVvU1HX2uCQAH3mtVrPObLyXc1ar1UzaQkNPJBJKpVKqVCpW2UfpNjo1UhiJZTfBjf+ZZC+RUr1e19nZmeny1+PHHy8lGFMGTCjJQ05fBPpQEAKSvJMuew6zkkUymbR+ufhApctSXgCBRFgikTCWBPtA+8XSBtjgJIA1E6Izut2u+UODwaCBF/uYTCY1HA7NljSfz83njEQhyR46tzUlCa5Go2Gg7ibPHj16ZB3Qbty4oVqtZll8tssxXgVlwI9iGoBUkpVSz2azpdaUTHySzBssyaQjOpNRsUeiiu9Hc3adGjhZYNzuCiej0cjAnqIgLGv0bvB9X+fn5/rggw/0wQcfqNfrqVAoLAEtvTdgqq72DaAXi0VbA7DRaNi5pFMayUdkFoAdlk+yjnNEkhWP89nZmUVu/H19fV2dTkeRSESNRsMKj9bX1+1eLBaLdp1osITjghL2bDZr55ho7EWNF8mMnxWLvSvpxPf9P+15XkEXVb03dSFx/rvYYj3P+yVJf0nSXNJ/5vv+339hO/I546UDYzcEozdCt9s1fygsCsaFQ2JtbU3ZbNZuVFgWHcxgVLBDgIMQnZJg9++uaZ5ld9B7aenpJt/o44D3k+y1q7lSBEASqdVqWdUfmfB8Pq/ZbGYtEaVLnVaSJZkI9YkmeBhhTfV63dg7PmCiC8po3S5qkmyywm0gyYpCAHuYOItz8hn2FVYfjUZtQsJr6ya7XF2ZzwPGoVBIlUrF9q/f7yufzxuwYz/Duse1Ozk5USQS0cbGhiqViu7du6d79+5pPB5bkpPEIiCKtOW6NLjHBoOBKpWK+ZZ93zcdlgQpEw4RF1EYDJVtApwUrqD7klBFKqJ6MJvN2qRGZCRdWhjZNt5x99y5TgyIDdHclzSB959Luicp8+z3vyrpH/q+/yue5/3VZ7//Fc/z3tBFLcObkjYl/X+e5931ff/FNWr+jPHSgbEk66uAXED4z00aDofV6XQ0GAxUKpWWVuPFUSFdFjOgHUqX3loXeN2KKno1kARhBINBkxEAY+QI6dIfTbtFtDsmDT4DeEWjUT19+lSdTkcrKysaj8cql8vmg8XZAfiQdIzFYvI8T61Wyzy7MDseZqxS6XTaGDaFABQ6uE2VAAWScYTCaKHsC+dPkh1fLBYzkCDR5HarY5JCMqAaECsd5wJwZ99ws7hRAQDJcRIdINHQ6YwinY8++kgHBwfmTpBkEx/yEc4VkqG4FjhXWAupCGXCJapi4kbLj0Qilmgk8cu1A/DpREj1KPcw9xHHiubLfVWv120/uG9djzTRUblcVjweN7mD5B2Njpg8v+h4UWDsed62pH9L0i9L+i+evfxnJf3Cs5//uqTvS/orz17/W77vjyXte573SNLPSfqdF7IznzNeSjDmZqEAAl8ww7WuAdaUmHKD8CBTHgqb4saVZDc8YIZNCb0N6UG6bJ6D9YoHdzQaKZvNWgUgzJxw3PWgwsRIcCFp8H70XLfii2ORZNsDHHO5nD2E+FR5OGFHVxOMHEc0erGaB93xCJEzmYySyaQxQDdBRoIJxwV+ZxJ/ZPXdCsFwOGxtMHkfTg6iBJwwWAipVkTfxJKIxEPhBFFJrVbT5uamSU9INw8fPrTJhQVSKajhePEKo9mTYCOCwNroumGQQJrNprLZrE0QbjIWvRbZjUiPHiFETRTSkIQjmsOtkcvlrHoSOx1SEkUsTFJEb0gdAHy/31ej0TC30ItoofljuilKnue96/z+q89qCxj/m6T/WlLaeW0NW6zv+2ee560+e31L0tvO+46fvfb7Pl46MHa7nhF2wUJTqZSazaZVZnW7XbMb5XI5A4RUKmXLvrMWGOBJ9RIhNY18uLkAdbeYAnZbLpdVqVQssUQbRmxp6XTawAPbGNYlV9bAo4t/lUo/GBZlsIChy+LRn2ezmTVlxw+Mdcq16AHsgKPbMxh91GWnAD5yCdYwdHoedJgj14mEH+E2DhRK0GGOnuep3W5rNBoplUopn8+r0WhYYQPnAU3YbeWJ0wGQ4XglmT0tFoup0+lYmXsgEDApqFQq2X1CM6qVlZVPFfgwOSIzNBoNk5Zg+EyI7uSOFMFkzrVB3mAyYttYz2gyD+OlqpJ7gYQl8heAywSP2wUL282bN63PCREflrcXqRv/GGBc833/28/7g+d5f1rSue/773me9ws/wrae58v7qdg6XjowDgQCBmowNoDAra+HCbhZfkJrsuM0/kkkEtrc3NT5+bl6vZ41EcfTiuYH4yGJxg1OM53T01NFo1GrWOMhK5fLZvfCGhcIBAxoORbCVZrBo9/BXPFVu3o2oTIJNrcMGX3YlRV4WGkZiZ7oAg2sjaKSXC5n7goSP5PJRDdu3NBsNtPR0dGSXkrVI8lMFitl0pJkpdBELUgrbjEN7B9vOD086HpGD2Ppsp8F+4l+jETBPhYKBbueTHxM5JxnGva7hTTo+m5DevYtnU6bPowUkk6nDdhbrZa11eTYiWay2axu3rxpkzaVfUwAAKt0WdEoyYo4fN+3nhNEMTiHOJZ6vW7eayIMtGL2V5J975fMkvbHJP0Zz/P+TUkxSRnP8/4fSRWKxjzP25B0/uz9x5J2nM9vSzr9aezoSwnGkiwExQ7Eg06RBBVosDcYJIwPyQFQRTdLJBKq1+s6Ojqy6qRWq6V2u720WgTMFRtSq9VSLpfT1772Na2urqpcLuv4+NgYMd+NPEF7RLTRUChk2iegDHAHg0Fjf5TOuqtl8GAD3jBSgJtEGXY6miORyHQfeBgyDevdBuSFQsE07/F4rA8++GDJAUDLTPZZulydGTuXq2FiR0O6cVuZUoZ8fn5u14dj43tIuFL15oIr+n4mkzE2nUwmrR+FK5cEgxcrw7hLLJEQli4lKO49zi/JYXpfcC6lCxAkkUcyD8sj0VwoFLK+IJVKxXT56XRqssHq6upSgyhJ1i8ln8+bTk0jKQpJOGez2Uynp6f2eSZ/ABtmzUTIcbyI8SJA3ff9X9KzXjbPmPF/5fv+v+d53v8k6S9K+pVn///dZx/5e5L+hud5f00XCbw7kn73C+/IjzBeOjDmQXeXrEG7Y4YnGUaSBJaI24H6fbe3AuG9Cxbu2nn4i0OhixWN6UNwNbScTqc6PDxUu902CxW+WPYb1udm2V1W7LLD1dULKYyGN7BEJA2SQLxeq9XsGJg40A+JCGDS6I2AG/5SCjKy2azZ8mhS0+l0DKiwGHJe0OkBDY4D3zHnFD9spVLRcDi0pZJyuZxOTk60v79vTL1Wq5l0RBVdPB43yYYEGm4SNNZOp2NgvVgsrOk6+mqj0bDQnH10fcs0ACK5iI6MzAHAS7JiFIoxmBwBZkqsYe7ShW3x1q1bKhQKev/993V2dtEVgD4dSFH5fF7n5+dmraNJvqSlHigk+2h4BdhS1DKfz3VwcGDMmVLoqxOj6775ouP3mWH/iqRf9zzvL0k6lPTnnn3nR57n/bqkjyXNJP3ln4aTQnoJwZgHDkbgP+uiRVko2e+9vT0DQTydkUjEDPIuiBMSwlKz2azC4bDu37+vZrOp1dVV5XI53bhxw6qXNjY2lsCUbPgHH3ygw8ND1Wo1CwWxEdFjgIcJ7ynSASALA97c3FQsFlOv17NllpAdSFLxcLulykwqmUxG3W7X/LOAE6wePVeS2ZvcJXsAEB7ubrerer2uRCJhywKxLhtJN9wVMLN4PK6TkxM1m82lZGsikdCdO3fUbDaVy+VULBZVqVTU7Xb1xhtvqFqt6vj42FwOMGCAA4BnIoNpklwEUEiuNZtNnZycGGNvtVoajUZWoi5JtVrNAImJmlJ5yte55yaTiSXbiM6QZrh/SOaxr9VqVfV6Xd/4xjd09+5d7e7uLjUc2t7e1t7e3lIxDb1Czs7ObDVu1wFE0cf6+roxc+Qs3Dx37tyx/Ea9Xl+aEJC1OCa3a9+LeFZf5PB9//u6cE3I9/26LnqjP+99v6wL58VPdbx0YMwMTlKo3W5bU3T0ZMLdcrmsQqGg1dVVa7kIEMEI3NUWeABhT3t7e9ra2rLS4rW1Nat6u6q19ft9PXnyRNVq1UpoMfnDlmAv6LywUSYFSnELhYJVf+HB5Zj4TqrLmJx4nT4HbJ/EDw9eu91esnhJsu1TgAKI0BDd8zwr26XwBCYYj8e1vb1tDhbpAtQCgYBNBq41kFVGOOatrS1LqD59+lTr6+t2LWHcACHyAUks6bISM5VKqVQqaTAYWJEPLUZDoZCBmXTZRB73B8lat3KQZvQk/bCF+b5vVjNcHFjEKGN33SIsUgDAbm9v65VXXlGpVLKVUyj4YN/y+bzW1tbMuYHLggiAewqZiqRhMBi0VZ+JCNDliRS5fm53Okmmobs6+RcZ170pXoIBU5tMJsrn8yoUChZKwpjQad0lf2CKWIkAH7fpjQsAGxsbeu2114xxEHrDlgAedFf0NpwTdIxDm+ZhJqmGQ4JSVfoWwPSm06nK5bKxPnRN9G8kD1aRQNZwK/hILLoWKliua/4npIXpo73jBkAKAORxQ1SrVVUqFe3t7Zmdiocc/y9abj6f1+3bt00aqVarevDggQqFgtLptJrNpoHIP/7H/9g0bzrMcY1winBNkYNczzPRxmQyMb81LJ8kr3v/wBRXVlaWupaRnAPMmEhbrdZSsyqSyOyby4iRhtbW1rS5uWnnFN/4Rx99pG63q0wmY57nu3fvmtWPe9utGMQJhN+YhGk2m9X29rZ1HqQ6sdFo6PHjx6rVaiahwKJxpdBBjonpRYxrMP4ZHzgR6LP7ta99zRIfJE0ikYi+/vWvKxgM6vHjxyqXy6bvwRIBIbehEKF/oVDQa6+9ZiWurtXnqu3H7eRF2I/lbDgcWmhO6Tb9HSRZ6F4qldRut03uODk5sWq2x48fL3UOo7CE/YUto5njk0W+oXctPuNw+GKFYklWrYh+Lcm0eGxTsDwXqN2JqdPp6Pj42EALlwQ9KrAivv766/rmN7+pSqViYIbuC2vN5/MG6HjESR7CiLGz5XI5a5budiWjIhOAxosMyLhFLbDHq26cVqulhw8fam1tTW+99ZbZyLjvTk9PjelyrVOplCVZpcsVRUieEWGhP9frdR0eHpr0hF+b4qWjoyOzHSK5sERUMBi0hCc6fLFY1MbGhvmtmZjq9bpOT0/V6/VMIiKXgGeZiYVimBc1rsH4Z3y4Nyb/yuWyOp2OAoGAarWaVldXzRlB2Ir0AHBJl3YoGguhe7722msqFApLrgBJSw8Hn+Wm7vf71oeAUBJ7G68BDoBlIBCwUJekkFu155YB8x1MDkgqJJ6KxeKnGtnDaGF7yBJUutFjo9lsGoi6RSm1Ws2KYmClaI9nZ2eKRCLmHSYKQRbggR8Oh9rZ2dHm5qZOTk507949nZ2dWc9fHCQwd5KWOCLQRpk40XmJHpATpAtJoNFoLDVw51zBfjlvMNR6vW7XtNlsqlQqWYKVe4Dk4Hx+0dVvc3PTdHWKQehlQQFJLpdTJBIxqYFJgSTrkydP9PjxYwNolhFDSnCdGe7CAtxTSGwAeaFQ0NramiTZkmBnZ2dLBUYUAXFuIAVMAjD/F5XAe9nGSwfGsJ/d3V3t7e0tsZ9er2dNbZjxW62Wjo6O1Ov1jFUuFgtLNiExzGYzra6u6s6dO9rZ2TFGxsMrXepgbhlvt9vVgwcP1Ov11O12rYBAuqycg7HyQKN305jo8PBQoVDImrmQjKMQBF0QfZMwW7pc4ZcHCOAECLB44dNdLBaWyIIJwvh83zdARwcneUX47TZPckNeklho2chCtIo8ODhQv9/X8fGxsXlXLqG6cDAY6Pz83PpNS5eTEVopPm+uAdIEPTLc/aLYhHPFBOo2fceDzfmJxWLa3d1VPB638nRXigCMKfagMpHrTRN7CkkikYjOzs5Ur9et+u7w8FDSZZm8JPNwuyyePhMkrbk+RDo0DSqVSorFYup2u3r69KmePHmi8Xi8tBAriWKsgDBoN4HXbre/dOXQX5Xx0oGx510s7Hnz5k298sorCofDWl9f1+npqcrlsvb29szrSkXR7u6uRqORLWETj8d1dnamaDRqLKxYLOrNN9808JBkmh0gBRDTG2EwGGh/f1/379/X/v6+9eNl7TKcHO6Dis4Hm4MBkawjocd3wTbRatFg6/W6NUhCg3QtboT2gDk/T6dTtVotcxxQocUkwQPvaqEAPyyMB5ieDRQT4EtmomEdtvv37yubzeqVV14xQJBkxOTV7gAAIABJREFUa8ihfSPFkGzE1YBEwrlC0nELcJjAaMjfarXs/DGREEkwoeMeIWJw3S0s0eT6k7kGTKruecDTzAKzx8fHVo25WFw07MetgUYO6BIRuWXUAGkkElGtVjNPOlWbJycnqlar2tvb0+bmpj0blUpF77zzjobDoW7dumW5AI4ZYlGr1cxiiK0TLf/L6qb4so+XDozdCi4e3tlspo2NDW1sbOjBgwc6Pj6WJN2+fVtf//rX9c1vflPValU/+MEPTD92Gwatrq7q7t271m0Mtu2GcljO3Aql09NT3b9/3/RrwFa67H0BmCBLwNrdLm94ePH8IkXQ9pHG4ovFQtVq1RZdBVhcBguYI6/AmAE3QlZJSzYwEoA0BSLExz7GJICmK8nez8SSyWRMAllfX1c0Gl1q1Xl8fGyTBMUblPjCxEl+uVELDJFMP5McA2aHNRG9nEnOLWWnqQ5OHEk2kXCuiBo4xzhHuCa4LtwqxmazqVQqpe3tbbVaLR0fH1ulIM4LksFMljTmYWJHm8YjTSSEo4NjjUQiWllZUSqVUiQS0dHRkZU8P3r0SIvFwlZ/4TxxTomcrvaIphOiW/n4RZ/TazD+GR+h0MWaZul0Wnfu3DHdFZBst9v6+OOPtVgstL6+boCRy+X0rW99S2dnZ0omkyqVSnr48KFarZZ2dnZUKpWMsbn6Kgk+AIN92N/f1/7+vlXV7e7uajqd6vT01Pyu2LlIOrmZeUCOEBlbGaBNyMr+cHPPZjOrIMvn81bSCtADdoT4bBN9nX4QyWTSqvDciaJWq5nXFH1b0lIjeyYmmCYN0tGFYXquNtlut9Xv91UoFFQoFJRKpQyUWSoKJg6zZp035BrOl3TpqmFi4bPY9nCBuFEGA4CDUTPpuQ2nJpOJlYG7TXcANKrncIzg+Dg/P7cSaI5LunBq7OzsmM0RuYIybJj+fD63xvTkIVxHz/b2tvWq2NvbsySk7/s6ODjQ2dmZ8vm8OW/cc8T59jxPGxsb5tTABkg5eK1WeyHP6jUY/4wPmsB3u12rVqKnbDwe1+bmpn7+53/ePJ+E2YvFwpJ6FE7cuHFDhULBVlV2bVMwQ0n2QAEuo9FIDx8+1EcffWRLG7XbbW1sbOjWrVumU7sN55E6CG/ddpJMAi7QhEIhcwGkUinTZNGV2RfpMgFDoQYhJ8eENizJFm5lP0g8MZG5rBOdGkCNx+PKZDJmW5Nk2jvd3GiyROFJLpczCx9slMbxyCRuwySuMSzcdalg1cPf7EYpJLZI7FGyTHjOtgEccgFMNlRaXl3qiOsCYNKIHR37qm3u4OBAjUbDrhcWNZpWse1ms6lgMLhEAHBKRCIRY96uBxpWXavVdHZ2psFgoK9//evK5XI6OzuT53l67bXX7By5rQMgGOj4rruGRC4FLC+CGUvXYPylHZ7nHUjq6qL7/sz3/W97n9Ot/7PGfD7X5uamAoGA7t27Z9VVs9lMxWLRmGEul7Osu8uCABe6XCFNwAJhEsgI2Kyky6biyBGuc6PRaBgA9Xo904bRAnEC4G4AKN0qODL/yAYAK02FsHIx0Il5kNi2228DyxbnjnOBnc/VktFf2QdA3C1nRpuVpI2NDQMRNzN/fn6uw8ND69sBoyVpFo1GVavVrMCCBBthO42gmFDwXjOQRphMOHeANAU9JOqQeLiW7raw46EVuwk+t9pNWraWucUv0sWkNJ/PdXx8bP0lKD1nP+l/0mw2bZWOg4ODpTJ8SdZjgpwFfUyki4ZHm5ub2tjY0Ntvv612u63V1VV1Oh3dunVrKVlJkhNpCkmEexs2TPKuXC4vtZm9Hj/e+MqA8bPxr/i+78ZAz+3W/3kbwKSeSqXMxE7YRxUXftTV1VWtra1ZQggGiMuiUqmoVCpZ/wce2F6vZ4xHuizsQAMm2x6NRq1iDFb5e7/3e7bc/Gw2s5sdEHUbxrjv4WceFAoOcHrAENkfAAYrHAyL9pgkGV0tVrpc0BQ/rdsdjLDWPRdshyIVKuKYTBqNhi0LRHMhkl1uP2S0SCYmXCeRSESZTEbhcNh6VYTDYesmR0N5/NOuzUvSUsMnt88GiTmuO72hiXry+bxJA66zAnDnmGHElDPzWZwqNHdnAQA+zzUm5CeRxiTnuhyYpInmqCjE98sEgJeYCGVnZ0cffvihDg4ObDUS7G3kRZBDAN5YLKZarWbl5Z7naXNzU8FgUL1ez5ZwehHjZQP1rxoYXx2f1a3/MwcsBm8lMz+h4s7OjrG1/f19u8ndlXTL5bKePn1qiTfAD6DB++lqjbBWnAWbm5sWohMuNxoNy8BLMnaER1i6dGgA7K7WS9kvMorrNYVhojlLsrDS7XhGBzUsTISsRAWUagOygDrlxbA+gJxzIl2Gu5T8EhmgwbZaLc3nc62trZn/uFqtGoiPRiN1u10DVq4dUQQhuuuU6Pf7tuQVUUSj0TCwicfjVlYOSOMHdivpaP7DuWw0GpZIdRv7kDQjagoGg2q322Zjc9uW0iSJAhWkL9wq5+fnprFzH3Ge6SfBhPPw4UNrwkQHv3A4rJWVFZPSmATeeecd07TpkUJkADEhT4HWzT1GroDiJs7pZDIxnzSJzS86rsH4yzt8Sb/leZ4v6f/0Lzr5f1a3/qXhed4vSvpFSQZS0WhUhUJB9Xpd5+fn5uckq40dCctbJpMx9nN4eKhMJqPXX3/dZAseZEJYsuduKEzryXK5rLOzM7XbbUtMAZTc+NJltReAA7sMBi9XGHaTKsVi0ZqJA5r00mCbgDOgzn4Rmrv9dpEBaLkoXSa6KNKgR+9kMrHJAKAGING1SdgxcaVSKRWLRWtT2ev1lEwmlUqlNJlMrNT56OjIpBfpci07JCUYGWwcdshEQgLP9Sbz3lAoZIvCcj6QaTheJlD2ne2zXfeao7sjC+BgoaVlPB63iZljdYtpYJqVSsWsfm7TJNeCyGRM0yL2j8mHJPQbb7yx5HypVqt699137Zx7nqfd3V0tFgsdHR0pn8/bc4IsQdVfs9k0KW2xWHzKtscK5V90XLspvtzjj/m+f/oMcP+B53mf/KgffAbcvypJxWLRx3rGSrulUon3WeaeQoDJZKJUKmWdr9bX121J9Ww2a5qoJLt53XBduszcwzZPTk50cnJi4IfliRsarRAWCVC7fl4SSFfbdfJ5VmFIJBJqt9tLpduAACElTB4mSCk2n4Ep8nBQyov3utVqLSU6AV20XleuwL2Sz+e1s7NjmXj6fcC0OYZWq2XN19k3FlZl+XjXdoWdDv8x+zUcDlUqlbS+vi7pwrVQqVSWEq1Y7gBr9h+Gj1TA+SNRSiP/6fRihRMmpZOTE5uEXD832jryCQyTibtSqejo6MiaPTE5UOkYDF60sKT7XqVSMTsbXf3m84uVm9PptPL5vN3v+LDT6bTq9brtA/cZCyZks1mLxkajkfb39w2IWV+PpDOJSpoXEQl90XENxl/S4fv+6bP/zz3P+zu6WCTws7r1f+aAfVLp5YZdmO6Hw6FV29HKcj6fq1KpaHNzU6urq1athxeTrlXSZTbf7UeLGZ/2mNIFS+dBqdfrKpfLzwV5So0Ji2n2gp0NZn58fKz5fG4Mip4LMH16C1Nd53bt4sZ3G5fHYjHztLpl3W4VIKDC66627JZRu5VhgPVsdtEE/vz8XNVqVXfv3rXoIxgM6tGjRwY64XDY1oODBbL8EOux0YsCMGaCI3E6GAysjzSSjMt63cpI121BQ3zOA3a/YrEoSRZNkBRk0qEijSSndOmooSET58b3fbO3AbqAtzsR4VBhUvrDf/gPa319Xf/oH/0jRSIRra+vq91uKxAI6MaNG9rd3bXeIYPBQPfv39fbb7+t8fhiNetisWgWvGg0qtdee03D4dCiF5LEKysr5tMmkplMJioWi1Zwg5xytf/KTzquwfhLODzPS0oK+L7fffbzvybpv9dFV/7ndev/zLFYLCzjO51erN7barWstBONkQEDhHl9/PHH+uijj5RMJq2cGl0UNwKJoFgspv39fct4ozXyP72NG42GAoGAvvnNb6rf79taem5W300WuaEgDzOgjhMDsJFkDWhILJJscxNpADoMELZJE3qYOkwTGYCEJCE2w7W/uck9t50k9jvP83T79m3l83m12+2logbsYLgDYNZs33UQuEAKw+Y1z7tobXp0dGQ5AaIVwBkg4Thhyjgm+F5sjjRSgo0C7BwzJez0z+C8rK+v22TNSjLcYzhekLjYd5q+SzJvcT6ft4QiTanK5bLC4bA2Nja0trambDZrSWfuA7rvkYxz7Yi7u7vKZrMmfeFZ53ixs1EdSfP+zc1N+44X1SzoGoy/nGNN0t959rCHJP0N3/d/0/O8d/Scbv2fN2AhGPCDwYsG3ADYzZs3FQqF1Gg0TKLAXkRRRqVSUbFYNHM9DzzFBpKMtb733nv64IMPlvrXBgIBlUolbW9vG/DdvHlTu7u7+hf/4l+oWq2a3QzmC0i4Lgnpch07bFeUI8PGeB9aOH2RYT1Uh7nNjnjAKb0loZTP502zdFkugOr6UwE4QJwG7GTyt7a2VCqVVKlUJF30WGD1DGxbMPhMJqN0Om2eYnorkEQCsJGIAE9AzZ1gqFSjB3W32zW9HfbLJAEQuiuukOz0/YtVRFhVGbcK552JHYYpydhnMpk01wjVidJFLuLx48fmduH6kq+AEPR6PeXzeQ0GA/3Gb/yGUqmUbty4oSdPnuj4+NgiK5aCokIzFotpc3NT6+vrKpfLGg6HqlQq9n3Id9zvuVzOCn7IO+zu7ppmTyWiJFuvz42yvshg0nuZxlcCjH3ffyLp6895/TO79X/WwB7FTYeVazwe62tf+5pKpZLu37+/pLHCeGB+aJjcpIRvPCxYkg4PDzWZTKxayW0aUygUtLGxYas6BAIBPXjwQB9++KElrwA+km14U3mgKR7I5/Mql8tWxEKITXac7bDGG4mvZ+fQNEk8rwApVYAADGDC/rKKBJl7WLpbgUhYTRKI3sjRaNQYWjQaVaVSMX83WjrN3fkcTgnCdTRSvMs0qXGta57nWdLNjQCY6JjkYIF8D+ebyIDvRf+t1+umy9PUH/mLCcltMoQjZGVlxfRZVpvBkUEhBxER5xLtGPaNTl2r1ZRKpbS5ualOp2NtS2ezma2Jx2TMvUsDpdPTUwNY9hXppF6vK5/PG0lZWVlRPp+3bXHv0AcbiY1rcT1+svFDwfhZYcUPGwvf91svYH9+KgPjfjab1c7OjjURT6VSlplHFyVJhBWKh2E6ner4+HiJCUkyne/g4MB8zLAgt6z04OBA1WpVb731lm7cuKFGo6GnT59qMploZWVFoVDIvK2AEz0leCh4HT0QAMZ9QUUZ5boUW2AF29raMi2V8l+SXoSxAB+JJxrsD4dD5XI5q15kP5B/GK4zBNlAukigRaNRbWxsWH/hfr+ver1uMg/boaDCbXjktuJkNW5Wq4DRkhx0lzjiGmHJgg2SrGJy4hoDlq7uDUi7K6ogfSBVMWGir9K6U5Jp28FgUHt7e8pmszo/P9fq6qp1nSMCCAaDdgz43OPxuDqdjkqlkr73ve+p2Wzq+9//vhWF9Pt9iyaICqSLSZYGTPfu3bNVt5FKIpGI9vb2tL29bavf8DnkpXfeeUf1el0rKyu2rBjuCoZbFPNFxrVM8elx+uzf59U4BiXtvpA9+n0eoVBIb7zxhvmBC4WChsOhJfSwFBGyAsLc1OiduAgCgYDee+89VatVffe739XKyoqOjo7UarWMbbr9hdGYWeUCJkLov7m5aaW0aIY4B6LRqNbW1gzwYcePHj1SIBAwcPR935KIsK6rZczRaFTf/va3NRqN9N5771kHNLRMV3sFPAh3z8/Plc/nVSwWzdngrufnasKAMyybZaGkS8kinU5rPB7r8ePHtv80b0IuSaVSxkYpOea8AmycD0AfcC4WiyYfwZQBbe6Jqw4KJhYiGtcZQsThrgaN8wOnCZV8FGDgwZVkK4yPRiOzpVUqFa2trdkSX24VH8wde1skEtHu7q5+7ud+Tjdu3FAwGLS+Hlj72E/OjSvP0SCIiAjpJZvNKpPJaHd3d4m1Ex16nqf19XUNBgO9++67Ojw8NN0aiyZWzBcxrsH40+Oe7/vf/Lw3eJ73/gvan9/3EYvFdPfuXQtFx+OLtb1WV1d1cnJiRRCEu9yw3NCuSyAUCun8/Fzdblerq6saj8d6+PChHj9+rNlsZib7/5+9d4+NLD+zw86vXmS93y8WWWTx2c1+90g7imak3ZE2wApQ1lnDG9gJYsd2ogUSI7vIIrDjDez1GhtsDO8GdpAEkO0ga2MDRxtHWcHr6LGSVtrZkaa7p3umu4fdZJEs1vv9YD1YrCKLN38Uz8fLljRDqjnSNKQfMJgmWY9bt+79ft93vnPOZzKZZBw7Myuv1wuPx4NOpyMTPYg9M/PkIjyRz+cBjF3i2Ijr9/uYmpoS9gczWDZlWKrqvQTi8TgikQgSiYQ0ob75zW/KpkOzGQYpNvOGw6HgpJxtFwqFhKtbKBRESceOPJkFFIzoceRSqSS47/r6Omq1Gq5duyasEwByzki/o4KOwh2n0wmXy4Xd3d1THs7AeBIJA6N+SjeDrZ4lMjExIWwTQiosufUYLm1CKYzw+/2StTPI6SXqxKapCjw8PBQM3mazIZfLwWg0wuv1otvtijOdvtznhkaIamJiAolEQr73xcVFNJtNbGxsSPNOb/LDoKy3SmWFRw9jq9WK+fl5MdjnNdBqtYRxc3BwgCtXrsDv96PVasmgWm5c9Xr91ICC510/Dcbfu/69C3rMh2Ixy2DWxJ/7/T52dnZQLpcliySFiXgjbwZ2rnmxJxIJzM3N4c6dO0in00gkEhgOhyJ/ZcOHNwQzRz0flvg0b15KrrvdrmQcbGjxfTnfjTcEgwPVW3plmMfjgdPphNlsxsLCwikM0O/34/r166dUavqSmhk6j40Z3d7enmCWHJ6qt5IETihjDE4UjJAWxokflcqYlcgBoWSn8N97e3toNpunKH/k5ZJdoIdCyJumVJiZIjNCHhdfj3g5M2a9mT8xY2a33LAYLGgqpIc8eA7Z2CRW22q1UK1WRb0JQGYXPnnyBOl0WgyKGAQByKZGWGR7e/vU3EKlFAKBgDAcOIKK1xSZI8PhEKFQCPF4HMlkEgDkNTweDxYXF0/BU0w++HxWhzdv3kQ4HMa3v/1tweSBE7n+RayfBuNnlqZp+xfxmA/LYkYLQHZ7Xvg0biHjoNFoIBQKCV3N4XDICCDelMAJBh0Oh6FpGhYXF7G/v48vf/nLovcnrMGbvFKpCNeTrm/6MfccTMogxHH0LI+BsdHO1NSUPJ7Bwuv1YmFhQbDs3d1dmUxN/1xCEaPRCNFoVGwWM5kMMpmMBFoAQifjxnJ0dCRCD9LzCFtwDJGeYUI8ndkpAExPT8Pj8SCXy2Fzc1Nu6FKpJEHYaDQKntrpdCRTpxCDGWU0GsXu7i6q1aoEH717GgNpp9NBr9dDLBZDr9eTjJDQiN/vl39zo2YDjwGX2DpxZTI/GPAASEUFQBzn9Ob2FGJw46PlKI2NAJyCR/QeGfzOUqkUlFJYWFhAo9FArVZDMBhEsVgU8VGn05Geh154cunSJXg8HnzjG9/A1taWjIcqFArI5/OIRqPyGfh+bOQajePxS2RwuN1uvPHGG0LVvCjXtp+yKd5jKaU+AuA3AMweP08B0DRNu/4BHdsHtnhhkjXAm29lZQWTk5PY2toS32JSnqxWK2ZnZxGNRuF0OiWoMjCw6+xwOIQvywYP/R6AcRaVz+cli2M2yayVmwINZMgg2N3dlaYbLSc59FTPS6XLGHm/mqYhGo0CgAgL+Dc+h/Q9QgbValWMzxmMDAYD0uk0yuWyGBOVSiUsLS0hGo0KP9tsHs94Gw6H2NrakvNN5gc3sFwuB5/PJyZL9GagSpF4LZ3z6DxHKIFBSr+56Q2FAAi0QdYEISLSsKigYzY/GAzku2Zpz+YWsVU9A4FwCxuk3HzY/GP5fnR0dMo6MxKJSLVgt9tlurLL5ZLNmAFc77fB7LXdbgOAXJvseZAhEQgEYDQaUS6XMT09DbPZLNM+/H6/XG+vvPIKFhYWZNJ2s9nE9vY2hsMh4vG4fFd6bF1vTHV0dIREIoFerycmTevr60JXfN7108z4B68/APDfAngE4IXesoinMQjTfyASicDr9SIUCmFhYUEm9pIvWqlUcOfOHSQSCcTj8VMmKqlUCqVSCW63G91uV+hOzKR8Ph+8Xi+ePn0qZu688fRDH8mVJSZMfJGNN5L22aShMXswGJTmFj8PmRV6aASAZHgUibAyYPbHDj9H+xAznZubkyGjVqsV5XIZ5XIZs7Oz6Ha7qFQqQskCTioPbgoMdAaDQXBJcmg7nc4pSpiexzw/Py9ZLc8XPY1Ho7HtJE1y2NijKQ8bkG63G9FoFI1GA5VKRRgcektL4uzknDOj51gnHg8DMhuhDOKsHgh9MWARFuFmW6lURL3GYEts3OFwyLkgVk/cm+ZAuVwOrVYLtVoNb731FoLBoGTy5CHv7+8jnU4jFArB7Xbj4cOHaLfbePXVV9HpdLC2toZQKASn0ym0tFdeeUVMhRhw9U1YZvaEgrLZLB4+fCjOedlsVq61i1g/DcY/eFU1TfvSB3YkP6LFrEaPF5JTyyCwsLCAxcVFyZqHwyGy2SwePHiAO3fuIJlM4pVXXsHt27clG8hkMqhUKqKuKhaLiMVi8Hq9KBaLclPm83m0220ZR09urcFgQLPZlIBA3mi328Xe3p6oqarVqhzr2tqaBO9YLIZLly5JUCBNj3io3W6H2+2WklgfqAGIk5pSSrBNZvUMxg6HA8vLyzKFgl31arWKo6MjmSZM43IGJeKZxDuJ/c7NzcFgMEhTkI0+BgGLxSI+IWwKOZ3OU2b6zOxZPZC2x42JGxkd6nq9nohXgLGfAs81vyOyCxh8iL2zmuA5ZsWgp8FRJKF3eONjKXUntEHaGoN4s9mUa44wDJWcfr9fAqSejslp0rlcTuxTm82mOAKmUilpTtpsNtTrdaTTabzxxhsyvabb7WJqagqLi4unYBvS/XhOiW0z069Wq9je3hbh1Pb2tvQ2frrOv84TjP++UuqfA/g6AOGuaJr2/1z4UX2Ai7stmyR6mEFfyj6b0ZnNZiwtLQk5n0Fne3sbpVJJAjoAyYRnZmbERrFYLCKfz0vmxAyDDQ/egOSXMggTqwMgLAkeEzPXer2Ow8NDwfCY6RKH5g3OjEmPAev5xFarFfF4HHt7e7BarVLucjxTv99HPB7H0tISNjY2sLW1hV6vh7fffluyagYEGquzsWUymTAzM4PDw0PJoIjrMsvnxBFmzxwbREjHbrdLYCSUQ2k2/6+n9FHYA4xHAeltTnluOMapUCjI56YwyGq1CpSkZ5qwQcjPSXyVz22327LZEapg1k4/DjZcSTVjU1SPTfN7Il+41+sJtU3TNAQCAQQCAZRKJaFHAhCGCEUoT548gcvlwtLSEqrVKh4/fiybwdHREVwuF9LpNO7duyewjFJK5PNUgVKGz002n8/L90RWEsU0F3mv/qSs8wTjvw7gEgAzTmAKDcALFYxZQulNWvQ+DsQS9b645Fdy8CgDyNramvhI0MjG4/GI7JR4rsFgQLVaRTKZFHoZS3ar1YpMJoNOp4PZ2VnJkHjDEZekys3pdKJaraLT6UiJz5vgyZMn8Hq9mJ+fP2UTqTfyYcBgwGZwprUj6V7Xr19HvV6Xkr1QKMBoNCIej0uANhgMKBaL8Pl8UjoDkNdghnl0dCSqLgYlk8mETCYjXtEsfU0mk7iY0YhJL3/Ww0rMFBkUKCDpdDoydojfJznJmqah0+mI4IXnkX4kpL2RG00KG9+LGzMxXf10ER4XAMGICZUAJ37HpAkGAgHJ6PWKPH7n/M56vR6KxaKwJ/L5vDSX8/k8TCYTpqamkEqlpM/AyTGEvAaDAdLptNi1sgrY3d1Fq9VCOp1Gp9NBOBwWYU+hUBBmCRlEqVQKHo8H4XBYvKZZubAiuAhqG6uMn6R1nmB8Q9O0ax/YkfyIFr9kYsbASSbBzIIBmEuvt/f7/RLcaBRULpfhdrsxOzsL4GTqMVcmk8Gbb755Sk7Mm5IqKDZ/yPYgZmgwGARjpnCBohTaFXJkTzqdRrPZRDQaFQEImy48fmaEzMDYICNLgUyGbrcrQZfnZGJiAi6XC7lcDjs7O8JNBSCj5Al1sMxmgD88PMTOzg6AE9e33d1d2O12MZhnNaDnx1LZR+61XsBAfJKydrqeUfFG7JqVAXFbKsaI+dfrdTFb1ws4RqORZO3MzpnlE3rp9XpoNpsSkCjeYWbLwa/7+/vCBqE3CDNlsnXoEayH0YATxV4wGJQNhBUNzyc/J4BTgiVab1LC7fF4EI/HBbZwOBwolUpyXdFUnhNEuJxOpyQbw+EQ6XRaDJBIC2QP5KJYEC8Cm+IiFcrnCcbfVUqtapq2do7nfOgWMUGllJShvLn1ZTZwQrZnJsTgwouPBvORSES4s+zck/zO0ews+RicyBCYnJyUjKhSqUh5z5KUQRMYY3exWOwUjMHMnlOlb926JUYxVE/pm1Fs3LG0pusaFXNmsxn5fB7FYlEsFpVS8Pl8sFgsKBaLePLkCQqFgmST5LPyHOpxeTa7yFCgmo7BJBwOiw8Hm1vMyJmh6k2MaAJPO01OqyZmzbJazxzRT7KwWCwyNor8X07G4LGymcbj5eQT+mHQhpRNVm4CAOT6ODw8RDAYFBoiABkMy02hWCzKNUdaJZk+TBhsNptURDabTaTnrCK8Xi92dnZQr9elGlFqbLnKaSn65mi73YbRaBRXN0q4KQChiKdarUozm8IPTrEuFotCIyR9kE0/ClsuYr0gmfGFKZTPE4xfBfDXlFIpjDHjF5baxouIGRMbLCwfmXXpCf96rJkijXa7LRm4y2FZAAAgAElEQVQL6UUMasT7AODSpUv47Gc/i9dffx2pVErez+v1IpFIoFQqIZVKSTnI8pg4LV2yGDw6nQ729vYQCATgcrkkEwoGg2JlSGMaNsOIHfNvvOmZKTIzz+fzqNfrcLlccLlcp8YT2e12bG9vo9VqCZ5crVZlagpvUACyEfFczB274dXrdeHXulwuDIdD5HI5+Sz0ZWi1WiKUoByXwZjHzYDEY2cmx02Tk6gJaTCQ6zNoUghNJpN8f8Tb9V7V+vdkNdFsNtHpdKQxZzAYxMLUZrMhFotBKSV2p7VaTfoS5KXzNWKxGKLRqIxaYs+CMAMZKAyqzGLp/qdpGsrl8qmqjypOs9kssmtCLpz8wT4Cm5N6cyz2R7rdrlQB/N4Iz/F1AMh3c1FB9AUJxhemUD5PMP6Fczz2Q73oT8DSm2U/tf+8Abn0ZSD5oWReMLPWy2wJcTBTDIfD+MQnPoFwOIyNjQ2BFAqFgtygbOJYrVbcunULa2tr2NzcFF4os7RisSh4L8e3W61WXLlyBXNzc5KNssnCzO/g4EAaVMSjiY2zHORnDgQC0lwj22I4HKLZbKJSqchNTLoYpx4DJ5OJeX4IgRBrp88Gz3+320WtVoOmaYjH4wiFQtIM4ww+Gh/prSjZsOJ/lAkPh0MZKqpvVupZDTSsZ+VB2ISlPZuIbOwS9yanlzDMaDQS6IhBkk5mwWBQ/EUYoNrttlipclNvt9viX6HHXum1YTSO7UeJO3N4rX66ycrKCgwGAzY3NwGcTCrhRms0GjEzMwOLxSL+xaRNUl1qsVjEx9hutyORSIgTHtkvoVDoezZBJiomkwlOp1PUjs+7XiDM+MIUymcOxpqmpZ/9nVIqcdbnf5gWszWWqvwdb7Jn6W/MGgBIJs2sU/84/UXIzGQ4HMooG4vFgpWVFWESUFzB+XsARChCzq5ezbW3t4dOpyPiCHJfvV6vNIp4IxLeIIbLz0dGgd5Ck4uNRwZuYs3MzIkVUzgBnIwqYjDSS7/1WCLlu51OR8Y9URLscrng9XrhdDolmB0cHEiQJsZOqIMwDwMDAOFJ03OBjToAp6iLbGryOfQEIe7MYw8EAjJXz+v1Ip/PC9WPAZwVB7m9vAb4OYlxk2/u8/kExuB1t7u7i06ng2w2K01BXpvkU5MeyGGfdGU7ODiQIbZU2nED5SbMJuLCwgI0bezBzGuBuP3BwQFCoZBQ4Xw+H4LB4Cn4p1qtwmw2iwVoLBYTmiazcZfLJVXNT8rSjtXHSqm/9wP+/lvaGRXK51HgPftmRgB/FcALFZD1AgpmD7w5GSAILwAnXhb65+szI+CkccK/8UIvlUrY3t5GMpkU4xuqlpaWlnDr1i1sbGygWq2i2+3ipZdewvz8PL797W+Lt4SeJsT3pKVkKBSS7CmTycBsNsPv94vQoVgsIpvNytw+BiK9KRExZwZ6Up4ASGm+t7eHfD4vuDSnM+upckopMSMnC4IQycHBAdbW1k5NUAEgG0okEkE0GoXFYkE2m8XW1pY0yihJZnWgh5EAfI/XhMlkgtVqFXYDNyx98OdoIp4LGg6RXUKOMTddwgbMHjmJhPQv4MQnw+VyCVZPZsfu7i7i8bhk79PT06J4o+ScPQU2DAm9sIJhtqz3ceYIqTfffFMqJFYRLpdLNiyyeVjBsFfA46ZCkpvHwcEByuWyGPqz8mPw9/l8YhRVLBbR7Xbh8XhO8bcvYr0IDTzd0vP5JgF8FsCT87zAeWAK/ZuZAXwSwBfO82YflsVynBkyL0CWwlRK6RkXDLLAiW6epjL65hgbhK1WC+VyWcq8breL2dlZZLNZ3L17F8vLy4jH41hbW5N5djMzMzJ9grg0PSLIm2X5z/KYpTxn9c3Pz8Pv92N3dxe5XA7JZFIwwGazienpaVy5ckVgAjb3crkc7t+/j3A4jKtXr0ogZKBOp9PIZrOYnp7G4eGh+DPrTZSYCesFEwBkE+h0OhJIOQKITScGNWa3DKZscDHbZ9Alw4KPITVMLxihn4XRaESj0YDX68XVq1dPQRm0OOUmR6Wb3qOCpTvViIQquOnyGqAzHTc5ellTLkxV4M2bNxEMBlGtViWbZVDU888BSOJA+EnPxXa5XMhkMshms4J16+XYvD739/dlI2X1YrfbxZyJ02EoOSezhfxiViL0QKlWq3C73YjH4xgOh6jX6/KdZrPZC7tPXxCYAgCgadrv6n9WSv1jjMfCnXmdB6Z49s3+EYC753mzD8MiJ5gXbr/fh91ux8TEhNCZ9M0u3hx6kQSfr3fuYuOKeCB5r6FQCKurq5I9NBoNfOc735FsaXV1FXfv3oWmaaIg4xw0Zu0MvvS7YLBot9tyo3LqNJuS29vbcrM/evQIqVRKTH2IxzGjX1tbw927d7G5uYmpqSn4/X7E43G0Wi20Wi2BNmw2m0AuzJB5vhqNhsxKGwwGgm3roR8GXAZgjpTn5sbf6W0Z+X1NT0+f8nWmaIKZInBC6To8PBQjJmaIfr8fS0tLcDgcYmxP2hwwxmIXFhbQ7XYFUyZrgkGYdEIeJx3heF253W4xfid2SnYMxxsppZBMJgUqYAOUGwkfQ4yar0/++t7eHmq1mgRsTndhs02fXJA+SQojLUjJTKHIhBuz0WgUrxRy4FmZES/XU0N9Pp/QHff394UdclHrRQrG32fZAMyf5wnPM3bJC6D0HM8/81JKzQD4lwAiGAtOPq9p2j9RSv0mgP8CACcg/l1N0/7d+7yWBGJ1bL6it17UG+4w42FGTIySQVyvw9d74JICxJur0+mI89rs7CyGwyG2t7exubkpVLj9/X08efIEPp9P6FDMInlDkDpEwxoGR/rojkYjmcBRLBaRTqfFfJwz4siB1hsJZTIZpNNpMfy5c+eONMiYHTED1Mt3u90urFYrisUiDg8PceXKFfR6PeRyOYRCoe/BTn0+H+x2OzKZDHZ3d4Umtre3J4bzjUZDmBHExlkpsAIh7YzVAstZZst6PjC/P7PZLBO9q9WqGA4xSNEjuFqtYm1tTeTqg8EAgUBANgYGYariCGNRrEHpOemKbH6xsUmRBzdDfgYeK3ACRzFTpZzZ4XCcMi1i1WQwGIQtwfPBvgAN9202mxg5cRKNXg3IrNxgMEh2z80ll8uJ0Enf7OT540TpVColGfnzrotq4CmlJgF8G8AExvHu/9Y07e8f84P/LwBzAHYA/EeapjWPn/PfAfibAEYA/mtN075yhvd5hLEIDhhDuEGMhyafeZ0HM9a/mcL4Q9T5+w+Y4nYI4Nc1TbuvlHICeEsp9bXjv/1Pmqb947O+EDMOlnDEuKiwYhnM/4i58bkM2swugBMPXGbS+mGWxDaZyTIQPnnyROwOmWUnk0mxV3Q6nWg2m1LyApCR6pzTpjflIfVrc3NTZpKx4aQ3Cd/d3ZVRRYQXIpEIfu7nfg6DwQB3797FkydPkM/n4XA4EIlEYLFY5FiIazKo7O3tidorkUhgfX0dvV4Pi4uLIlDgOU0kErBarSJNzufzspndv39fAh39l/WBtl6vn2p6HRwcSLAgT1Yvr6YYg8wMSoNp3MRgThZDq9XCgwcP5DPxuWyscgPQj9/ipu31egW6IVZMWpy+eqLZjp5xwsyc2SizfoPBIFUYs3RWQhSJ6DcZ4t78vclkQqfTkY292+2KPweDtsFgEM4yG5OkMfJ6mZmZEVYFNzi9xSk52M/eTxexLigzHgD4lKZpXaWUGcDrSqn/D8BfBPB1TdN+Ryn1dwD8HQB/Wym1CuAvA7gCYArAnyilljVNG73P+3xW9+9DAGVN085FKzlPZvzZ93/IB7M0TSsCKB7/u6OUegIg9sO8ll4dps+09F15ZinE2JhpMPgRR2QQJe7HG4s3oX6KrsFgwMOHD9HpdFAoFFAsFk/dnOrYD4Fafz2M4HA4MD09DZvNJo5tTqcT5XIZg8EA1WoVjUYDHo8HqVQKr7/+OnZ3dxEKhVAoFIRqxXI7k8lgdnZWZvHRw5nvy42o3W6j1+thdnZWOuX8mx6CCAQCGI1G4loXjUZlBBADls1mQyaTwf7+vqjfyJSgTy+zdavVikgkIkHT7XbLZsbzy+9lcnJS3p+TLPjduVwuofGxwdTv9wXyoEhEn/XT4Y0B0+v1iiUkAzeHppL3TcgkFArh8uXLACDmPeR089rgNQWcMFH4mfh3ZqrEaT0eD4LBIGq1mqgxee5ZDXg8HphMJoGHaKhEdzwAco12Oh34fD54PJ5THhpms1kwYAZqNpLb7TZ2d3dF4KSXylOeT9UpWSzPuy4iGGvjF+GAPvPxfxqAvwDg545///sA/hTA3z7+/b/WNG0AIKWU2gTwMwC+8z7v8z1ss/Ouswwkva9p2u33ejOl1H0At5/3YM6ylFJzAG4BeBPAKwD+llLqrwK4h3H23Pw+z/kcgM8BYw6tPsDqTbTJt9QT15mZ8ibiTcBMmDQk4CTrZvOK0tDhcIiNjQ289dZb4l0LnPBB2czSjwx6NpviRAtmanrBBI+dbmWj0djnl5zdYDAoEzSodnvnnXeQSCSg1NgKkY5rPC6TaTzJmEpC0rdIMVPHKi/KpekJTJiBFYXD4RBqF5tlxDFZjVAhNxwOxSfCbDYLxAGc2J4CEB8QcqaJ99Pq1Gg0YnFxUWbfdbtdpNNpyQAJ8TDL46bp8XiQSCRwdHQkzS1uwPppH8RnJycn4XK5xCXtYx/7GBYWFtDpdE7xcRuNBqrVKkwmE8LhsPiPADhV0rOqAiCsFhrv8Lwzw+U1Gg6HBSOnSpBOgPTH4IQabib1el0k0np+POmRJpNJXP9omcpK4ODgQFSgzWYT4XAYZrNZ/DW4mV/EOkcwDiil7ul+/rymaZ/nD0opI4C3ACwC+F80TXtTKRU+TvKgaVpRKRU6fngMwHd1r5XDeyR+Sqn/5n0+w++d9UOcJTO+rJR6+B5/VwDcZ33D51lKKQeAfwPg1zRNayul/jcA/xDjne4fAvhdAH/j2ecdfzGfB4D5+XlNz5QgqZ/MBWJ/zFKpgCKexoDAqQYAhHpEmKJWq2F7exv9fh8+nw/tdhuVSkVuXOKYvEF4kzQaDdjtdsTjcVQqFeG5shtO4n2r1cLGxobwnJmBstlDaCESieDo6EhEFizVc7kc1tfX8fGPf1xUYGxqMcAAkGNrNpuCczJ4knXCmxsY852bzSaKxaLYWpK+NhwOxb9jb28PhUJBVIIUo8RiMQwGAwmEnU5Hsjaj0Si8Vy5CA3a7HVNTU/IZgPHQVLfbLX6+lUpFAigHqDJT5CbbarVkbh43VE3TZPAoZ+zRG4KTXYLBIG7fvo3Z2VnJsOntoZSSDYYcagBCC3zWDpQZOTdg9i5MJpNg+oQlCBm1Wi0xpCLlkYwebk70Keb1R4UnN2i6/5G9oqc9Wq1WOBwOuV7ZJGQ/IRKJSEbO6up5F6+1M66apmkfeY/XGgG4qZTyAPiiUurqe7zW99tJ3usDUe++AuCjOGFQ/AcYY9VnXmcJxpfO8Jj3w1Oeex3jPf8GwB9ox7admqaVdX//ZwD+7RleB5qmCUOApRWzWGYkbN6xlOQFyDLy2YGh9KZNJpPiBczMtd1uIxqNYn5+Ht/85jexvr4uwYWqJV7UlCG3222hHDEzY1ZE5RYzbIoDYrEYpqamBAckJsxpzsAYb3U6nVhZWcHW1hbW19dRKBREGEGntWg0KiyNo6PxiHce5+HhIdLpNEwmE2ZnZ6Vs7XQ6mJ+fRyQSwcbGBhqNhuCabrdbNj9mgzwHbDCZzWbZhDjVgqb5hB7oNcFAzkoiFoshEAgI1YuMB4fDcQpbJ0Vta2sLR0dHgsfyXLXbbUxPT2NmZka+O4fDIco5vq/er8LtdqPX68kg2kajgY2NDfT7faF9ra6uCj1vdnb2FB+YUAGzSv1mp2maYMnM4tmgpHDIZrNhZmYGpVJJ8Hlenw6HQ84f+wq0KNVDJ3oBDTcU4t96Myn6Y/Bz8Voh1t7tdoVT/7zrotkUmqa1lFJ/irGauKyUih5nxVEAleOH5QDM6J42jbH3xA96zX8AAEqprwK4rWla5/jn3wTwh+c5vrPMwHtuLOR5lxpfJf8CYx347+l+H2WpAeCXADw+y+vxxlbqxBmLBH8GMWKaVHNxpyaWR0YBPQRYKtKfIRKJYDAYoFwuy42raRq8Xq9QhgqFgjRKjo6O4HQ6Ua/XUalUxCWr0+mIvJkquEgkIhk3cVQGHmZau7u7UrLSI6FYLGJ2dhbXrl1DLpcT3I/Hwzl6zL48Ho9Ya+otN0ejEYLBoHg22+12FAoFmWBht9sRjUZFpGG32zE9PY1AIIBkMolisSjnkRVFp9NBMpkUaIPeEl6vF1tbW4JJ6v2Bw+GwyNeZRWcyGfT7fTHjPzoa20Sm02lxuKOZ/cTEhGSZDMgU0rBK4nsxg+d8vV6vh3q9LsY49L3odruSGbtcLrjdbhSLRbzzzjun6GAMgKy6gBOBkV6Wz4YcG7d6wyrCZ+R+0xTo8PBQfEXIuuBsQgpH9MG5VCpJL4AycmbazWZT/Ds0TRPOOwMlKym73Y58Pi+f7SLWBbEpggAOjgOxFcDPA/gfMc5g/xqA3zn+/x8dP+VLAP5PpdTvYdzAWwJw5wxvFQcw1P08xJjkcOZ1MWftg1+vAPhPATxSSr19/Lu/C+CvKKVuYlxG7AD4lfd7Id5gDI7Efckr1gdoPVviWVk0qV0MNgaDAdPT0wiFQuK+pR/qWalUkEqlZAIFb3a9oXmj0ZAblANJ9dkjM0huJk6nU3DSdrstXgN683GllDSgiONmMhns7OxAO/ZH4GtYrVZcvnwZo9F4lBEbMbxJ9UZKNLZpt9uSkRmNRpHOUiXGqSakVi0sLAicQnMlfabMJtxoNEK5XBbaHAMdj4dBhyb42WxW/HVJ5SPuzcyY3GJumKyS2D/gHLtSqQSLxSJZoV4mTTiJgVDP0eU5oMqNTA82+/j4er0uGb7+OmP26fF4Tg0N0E8y11dvExMTMlCAmD8rOlZU+snYhH/I8NDTORn4eO6ZKRMqIKxH4Q7X/v4+6vX6KaP8YrGIi1gXlBlHAfz+MW5sAPAFTdP+rVLqOwC+oJT6mwAyAH75+D3fVUp9AcAaxqyI/+oMTAoA+FcA7iilvohxPPoljOm4Z14vRDDWNO11fH8s5z05xT9o8eancYyeQUDRBDC+AEknejYjYAajlBJaEjMxdqmHwyGCwSCOjo4Qj8cRDofxxhtvyKgadtXZ/SbnFIBIcNkUJEeYzTG/3y83ADMo3lQHBweIRqPw+/0oFovIZDJwOBwStIgNO51OpNNpGQNEmXOn0xHhCTmzZJMwYDYaDeG2EsrgzUoHNvKQKVQhx3l6ehoAkM/npdkVCARgtVpRr9dFyUemAEU2+qaqXkFIfJS+HQww3W5XZMds2FFEQ5hKb5pEahizTR4Dm4mEaOjWR64xN142ubhIlSTrQzvmHbtcrlOOcGT2sFGqlDoFDTCTJQbOxl6r1UIulxMqJM8Xs3RKvRl8eT3pmUM8V3TYI32Q7B5KrPXGT2RROJ3OU9O9A4HAKcvQ51l6Sudzvs5DjBv+z/6+DuDTP+A5vw3gt8/5Pr99TJn7xPGv/rqmaWdya+N6IYLxRS+at/ALZxeZ9CoGSUp8W60Wdnd3EYvFJJNmecruM7MfPbOCGRdvdv4tHA6jVquhWh1rVfQXHTMaSl4psmDGyA2iXq8LRMLX9nq98Hg8Yus4HA5l1NNoNJLJDeFw+BQrg8c6Go3EwlLTxgZBoVBIeK0Oh+MUdsymoKZpSKfTIuBgac1qo91uI5PJwOv1ys3OYANAMmYGJWaNbMbpMWMKLcgYcbvdIkBghUBv3Y2NDezu7kqjk1aXtKTUswSIsUajUWkU0gQ+EomI0x6NgNjIZADkRHA6ojGIEuYhvn90dIRWqyWwDzNU/SQRvfyalRMwhtc4fJTeGvl8HqFQCKFQSKoXt9sNs9ksvG02JNkDYXWoZ6gMh0OEQqFTVqhsWNOLg9e73W6H0+kU5V2r1ZLvjU3ni1gXjRn/CFYK45g6CcCplPqkpmlnbuKdhdr27wD8l5qm7fzQh/ghWnq8lzaF+sySmc5wOBSBRLPZhNfrRTwel9KTCi7SjICTG41NEmbOLBEfPnyIVCqFW7duwWg04t69e+IrwABEnJalLhtUzGoYSPSBn5JdymeHw6GwFdiYo6KMWS+bYHrzHafTKYZChFHY8TcYDEJzYrnO7JNUKd7gxWIRvV5PXMYajcapEpwVhMlkEvoZKwVm4oPBAP1+XzJYVi8MoGwWtVotYSgQRmEw4KZmMplkokilUsHu7q4MSNU0TWbzUSxDqttoNEI0GpXX8Xq9qNVqQlkjf5kNV/pT8Pvn+QEglDoAaLVaslkBkGuFk7pJt6T/BOl0hK2MRiN2jqemuFwupFIp4a07nU5RM3Lx87CaIA7OeyAUCglkFQqFxKaTsAozdZfLhVarJRWPfsPWe05f1HqRgrFS6j8H8KsYN/zeBvAxjLnJnzrra5wlM/4/AHxVKfX7AP6RpmnPP+Dqx7h4I/FGeJY2xWaKpo3dx3Z2dpDJZLC0tCSqMuAko6QPADHKra0tpFIpOBwOgR7I1WUmkc/nsbq6KubnpKcx6+MGQZyRN4bH4zkVhDudDhwOB0KhkGB3nMdGjDkQCIiAQs8jps+BPjPSq684fp1BllggRyuRMcJzRZiCJTmDPaebcBHa0MM75N3y85P+ViqVZCwVs1tSxUjVYlDmd2Gz2QTnZcZMEyZajfp8PjFLH41GMrGZDmtOp1MYAkajUQzf2SDldzYcDhGNRqUvwMx+NBrJBke/5+FwKNUYWSU8Dyz/CV2wWafnW+/v7yMej8Pn80lQrdfrwsbp9/uyydVqNamQGo3GKb9ui8WC/f19MZoiK4Ln3GAwyCQU3gNsSM/Pz6NQKEiFUK/XxXieVM9nXQ6fZ71IwRjjQPxRAN/VNO01pdQlAP/gPC9wFjbFF5RSfwzg7wG4p5T6VzgZSHouUvOHZREnIx5IVzE2LNgA2t3dRb/fx/b2tiitiM3RcpL4HTPY/f19mXfHZliz2YTf75eM5+HDh0IFYvOH2SaDHX0bOFaIGDWbe3t7e4IhVyoVUXoRdyTdqlAoiCk4O/wUfpDxQRtEmqGTgkUjmsPDQ3g8HqysrCAajWJjY0OgEx4vS279jchjAU7L0Fli85wxiJpMJinzZ2ZmEI/H8c4776BSqYiTGEc12e124UjzeCwWi/j9EscejUaitnM6nbh06RLm5+fFYOjw8BDValVMmDgtxeVyoVaricqR3xPxcFYKpLdNT09LcDUYDOLtYbfb4ff75Tshn73RaEhlQi42r0NWDd1u91RTmZ4n2WxWmqu8BiORiLBT2FzW+xwDkIGm9ENOJBLY3NwUDxJujFSPVqtVgcby+Tx8Pp9Yd7pcLjQajVPXJHsKTGieZ52TZ/xhWPuapu0f954mNE17qpRaOc8LnBUzPsDYQnMCY5LzC3WW9IsddL2MmXgaG0X6CQnMEDnFgbxVlsP8t8lkQrlcxs7ODrrdLmw2G6ampjAxMYFSqYRqtYqtrS2hDOVyOfEwACCevSwNGRj7/f4pWS+bOez+00WNxw1AGlN6CTfLzImJCRGDFAoFtNtt+Hw+zM3NoVKp4MmTJ1hZWcHk5CQqlQqy2SzMZjOuXbsmkILf75ey+/Hjx5icnITf7xdmCSGW4XCIN998UyS8dHjjTaafwE1qGodcGgwGBAIBrK6uShbNz5PL5YSTzA2IAgm9Z++zG53BYMD6+jp2dnak+cbp2pxIXS6Xkcvl4HK5JNN1u92C1fKYk8mkjEviMTEj1QtnOOyTpT/n4rlcLkQiEayvryObzcox6isMimqo0FxfX4fL5RI2Bs8dr6GjoyNEo1H4fD4JxGyo0dBeX1XRzjOdHrNX2Q+YnJyE3W4/5V5HzJtJAd35XC4XpqamcHh4iGg0imAwiK9+9asXcq++YJlx7lhU8v8C+JpSqon34Cd/v3UWzPgXAPwexvy725qm7f0wR/phWWymcTFwsnyj7y+pS+Ru5nI53Lt3T262qakpaR4VCgVsbGwglUqhWq1KGfr06VNRzNFbV980YdYJQDJK3mDEFSl7Jf5cq9WEptVqtaTRdXR0JJkUb3ya5jDAUUW1v78vNxHL0UAgIMGXTRsqzigi0A/3ZEURDAYlqLlcLvj9fuEjA2M4Z21tTSAUTdMQCoUQDAbh9XrFL4O4JgMATZGi0aiYtHe7XWSzWcFnCQXw86ljuTIZFcTQ6X8BQAIZqxnCP2yS7e/vo9lsIp1Ow+v1YmVlRQQz+gDPTHx/fx/ZbBaVSkUENgy2bHISLqGjG68b4tWEpdg8pbScSQNViM1mE0+fPgUAYcPQa6JWq4lCjhsXRTwAhMLI62V3dxd3794V6Iznu1AoCM0RgLBEWDXwc/DeIVQ2Ozt7Sq5+EetFyow1Tful43/+plLqmxirkr98ntc4S2b8GwB+WdO0d895fB/KxWDMrIEXLLFMu92ORqOBXC6HarWKp0+fSjb76NEjrKysiHCATIKDgwNsbm7i0aNHCAQCEsx4UxeLRaGOkcLEcT0MIHQqI55NZRabXrSS9Hq90p0nFanVaklDic08lsDlclnEBn6/H1NTU+LDGwgEAADb29vIZDKSBZbLZRmzw7L5jTfewM2bN2XyNFV+BoNBOK6rq6vS4PN6vadm3R0enoxxj0ajuHr1KhYXFwFAmmaj0QiZTEZ4tJxAzeyzVqvB4XCIwTmzaavVKhsL58OxVI7FYtjf35fJ21QwksJIv49WqwWXy4WVlXFlmc/npflGcyP9xhiNRiVLZQZHf2dgjMGzcUnuuMvlEp+Q9fV1FItF3Lp1C7dv38bh4SGy2SzS6bQETCobS6USzGYz5ubmYLVasbOzg1AohOvXr8vcO24MuVwO6Tnn6HsAACAASURBVHRa4BQ2o/WYNI9Jzy9nksGGq9/vh9lsFsMhfl7CIvqBpPTZoB/3Rd2nL1Iw1i9N0771wzzvLJjxJ97vMS/SIo4IjKlrNCs3Go2o1+vY2dlBKpXC1taWPN7tdmNychKlUgmxWAwvvfQSgsGgXDAca8QOd7VahcPhwCc/+Un0+338yZ/8CZrNppTrzByHw6Ho/kejkXTmSSNjeej3+8U0h7xPi8UiTl4MeGyYTU1NycQFn88Hm80ms8vI3NjZ2RFjGh4HcWPCDsRDKQVmtsX3J0RCHHp5eVnwR2BsWv/GG28Ie8Pn88FsNgt9b29vT7JWUgi73S78fj+AcZVALwQ28kjxY1PKarUiGAwiGAyiWCyi0+kIPt/tdjE9PS3MCNKzlFIiz56ensbc3BwKhYJsFlRKkj/MZmowGJSAxXMQCoUECqBPMnFUHj+fQzEQeesOh0OUjz6fD5FIRHoZFHT0+318+ctfhqZpmJ+fF5m1zWbDu+++i2KxiEAgIF4gvI6Hw6GY0A+HQ6kc9I1QBttAIICZmZlTsuyDgwMEg0EYDAZxaxsMBtJMbrfbsrmnUikUCgXxR76ozPhFgCnUsZHa8z4G+AnkGbM5RcMX0nFarRbefvtt3L9/H+VyGW63GwsLC7BarchkMhJ40+k0tre35Wb0er2i0V9eXpYLlfLjTCaDSqUiyim/3w9N06RTb7FYhAfKwE+fC2bTgUBALDCNRqMMsKxWq2ICwxuAzSP63hoMBhkuubm5KawFZrAWi0W8F0grI75cr9clkFssFoTDYSilTmXNNC+i0q3X66FSqaBWqyGXy2F+fh61Wg3FYhE+nw+rq6siAW40GhJs2XxiBUCjI7vdDgBi8FMul2WKB3mwBwcHKJVKAtPs7u7C7XaL85jFYpEpKxyqSaVku93G2tqaBGLyiBlYSM8jw4H0RaPRiFgsJnANDejZPOT7UkLNzbVSqWBrawuxWAyrq6ti5M5mmMfjwe7urlyrsVgMV65cwYMHD1AqlcQylBsnYSeqL8PhMEKhkFhePmvdyckjzJBp8l+tVr9nCC6FR8SzKf4gO4b3kMFgEJ6zyWRCLpe7kHv1RQjGuEAjtZ+4YGwwGE4JG8LhsDit5fN5ZDIZyb4ymYyQ98ln3dvbw+uvvw6v14uXX34ZLpcL29vbUpLSQN5kMuHevXsy346ZCOW7SimUSiWBDJhNEism5er69evCG9VTtsxmM54+fSpZ1vLyMsLhsCjqiMMS0iAtzev1YnZ2VgLB9va2NCB5IwKQTNTj8cBms0lziTdzs9lELpfD5OSkeP7mcjmRPtP3lvQucrE5M29zcxOHh4dCi2Lm7ff7v0diyzHzhBjo70DnsG63K4GDMBBVd3pMmpkoN2Eq1fRKSJoUkfXAzYvZLh9HiIgNQnKSAWB9fV040vQI4SZL1gu9N4LBIEqlEkqlkrBeqtUqyuWyVA965syNGzcwGo3w8OFD+P1+UcF1Oh2BrFwuFxYWFjA1NYWtrS2pwshjZxBlf6Ldbp/yEdEPWSVls9frSQVAE316fBCnZ1LwEyb6uDAjtfNM+lAA/hMA85qm/ZZSKg4gomnaWUw0PjTr6OgIGxsbUt6RCzw1NYXLly9L5lWtVlGtViUrJMbo8/lE+NFsNpFMJvHo0SOk02n4fD553GAwgNvtFpyP5WmhUIDRaITb7cbm5qYEBAZtqrPY0CIHmpMcmHESTuj3+4JfcxrG1NSUfFYqwziJeGZmRtgh5B9TIk1RCMtVZsm9Xk9KbGaNpVIJnU4HrVYLb7zxhjA1LBYLZmZmREhAK0k25RwOh/BTS6US3n33XSwuLmJ6elo40qwqyuWymNBwdp/NZgNwIvAg/Y9ZGzcMYAxDkUFA5sr+/r6MlwdOGmHkepN1QDiFzUlWEaR3tdttGcoai8Vk/BSDIjCGiAiX9Pt9ef7y8rK8Z61WQzqdlhmC4XAYAGQIrNFoxMLCAq5cuSIUQ9LgCIsw0yfUYjKZ0Gw25Xsk3Y3caHLK2UegwAmABGMGdcJXxOwbjQYASMO22WyK38rOzo7Ytz7vIh/7w760CzRSO09m/L9iTGn7FMaznToYW1p+9KIO5kexOO5nbW0NP/uzP3tKnEA4IJPJiKSW/q9seCUSCTSbTQmiZDQEg0GEw2EMBgOUSiXxm6X5+40bN+D1emXwZLPZFLyWHXZmGMQ1GcApHHj06BHu37+PdDotIhKa7ZTLZQkcXq8XExMTqFQqyGQyAmdwnhnHJAGQoEIYhTgiXzuTyaBer8tAVJr0EHYYDofY2tqCyWSS4JPJZDA1NYVQKCQS5kAgIJxbjhIyGAx49913T5ngUNnFcpwZpM/nk6GebDLRUJ6fhdkzsz5mflS3MfNnhsu/swnHv+mnbXAk/e7urvCViT/rhwiQQ8xMk70BMkjsdvspxzRK8pm50wC/Wq3C4/HA6XQKg2RqagqTk5MyQ/D+/fuIRCK4ceOGwGW7u7vY3NwUOC2Xy8kGxcycjUpS7AizcDApIRpSBGnPSQMo0jldLhdCoRAikYgM72UWXi6XLyyIXqSa70VY5wnGL2uadlsp9QAANE1rKqWefwv8ES+Wah/96EfR7/fxx3/8x1haWsLt27eleUF6kMPhEPZBqVQSdoLJZBJuZbfbhdPplKyW8+MMBgPcbrcEMaqlgsEgWq0WKpWKKLqIMXO2HU1lWGoCYxpRoVBAt9sVi8qlpSXZGBg4eay8mU0mE0KhkBii05ktFovJphGPx9HpdMTHQl+OcqS9xWJBuVyG0WjE3NycGJorpcRljKwTys15gzudTjEh4nnkZ2Xz7P79+3A4HIhGo3A6nZiamkKr1UI0GkW/38c777wDk8mEUqkkJTwzZTbmSAEjO4XNOE7apgUnqVn0q+D3wHKeggqj0ShqPOLhZEbwu1dKSYCLx+Pw+/2naIAmk0l6AhxnRHiCfOBmsylBv1QqoVariVVnJpPB1tYW7HY7PvOZzyAWi2FyclIgnYmJCeTzeayvrwvlkfRAq9Uq47hCoRBqtZoo7Gj4Q3gpGAzCbreL4xrxdjrGsdHKDZvXtFIK09PT4o1Cm8+LWC9CZnyR6zzB+ODYhk4DxCf0heOeMFNwuVzS9GEA46QIjuohdYfqJ2A8zeL69euo1Wr4sz/7M2xtbWFiYkIy30AgIDcuO88TExOSXUajUWmq0RCcwatWqyEcDiMcDiOXy8Hj8QAAnjx5glqthlarJZne4uIirl+/Lg2cVCoFACgUCshkMlhYWJBJzHxfMjLS6TSazaZk3rTAJDSyvr4uuKqmaWI80+12RV5L/ql+hh3L+cPDQ1GuxeNxcXkj5Y/+usB4DBaHprbbbXzjG98Q/+NoNAqz2YxcLif2o2zc8YbXGzARWiC8o7c+ZSZL7J5eGMR2iQnrJ7ww6NFsiHg7seVGoyFewAaDAZubm5ifn8fNmzeRTCZl1BJ5zTT/CYVC6PV6+NKXviTPJ+WN4pPLly8Lw8LlcuHJkyfivcxmbDabFRYJjfz1dqMMZr1eD8ViUTYrQi7AGEohjMPzeHBwICIjip6YXXe7XeTzealGCBGtrq5C0zRRZD7velFgCq6LgHHPE4z/KYAvAggrpX4bwF8C8N+f54A/DEvTNDx48ADXrl3DRz/6Udy4cQOapknXmUM4WdqmUilRvk1PT+PKlSuYm5vDzs6ONPVY2gNjzizL7G63C5/Ph3g8LsIQzhdjs4fmLiyJeUN6vV6MRiPcuXNHRChsNnk8HinhKfYYDAb4yEc+gsFggD//8z+XKSLJZBL7+/uYnp6WoMlM0mazCWxB9oXH45FsPJ1OCzOB3sl0EaNUmpUEb/BQKCQ2kwxulGyzIcfSXtM0CUZkMpCf3e/3kc1mJVgOh0PJdklx00uvCR0AJ0NneTOzYabnrtLUh7jo5OSkWHDy+zAajfIZnU6nTPAwm80iPGHQoHCGfGc935hqTjJeKODI5/OiYqtWqxiNRrh58yai0ShCoZAYBBHLf/fdd0UItLq6ina7jY2NDdTrddl4yJhgICVLhUIQ/ufz+eSczMzMCORG1gfPpcvlEh8PvZpR/3nIsEmn02I1ehHrBeMZPzeMe+ZgrGnaHyil3sKJB+h/qGnak7Mf64djERdjycqRRbxRyZ0lbmgwGDAzMyMXKM3T3377bRwcHOCll17C/Py83Myrq6uoVCpotVpwOp34yEc+IsT5UqkkI44Gg4HwfhmkWM7SBKfVasHj8WBnZwf5fB5Xr15FsViU4ZoMciwfKfwgHunz+YSNweyPPNBYLCaOXRsbG3jnnXeEG0uznVqtJhuAUkpUVmRBcNoFO+0seyl53t3dPWWSTytGZsoMiPpp2Jw3V61WT92M+pufmDpLZjI9GISJY5JTzgyeGDGDkNlsFuYHDdppjER8lueUAZUBOxwOo1wuywalaRqWl5fFgpKwDBkwnOBNOiMbYGSDeL1eXL58GQsLCzK0lBNCHjx4IHar+/v70hwlhsusngGUHiA8H5Tw7+3tSeUXiUTQaDRE7k6XOf11SBUnIbharSY0QcIwtAlghcnv4yLWi5QZ4wJg3POwKSYwngDtPn7eLx9f3L91njf8cS+TyYSZmRnJvNicWFtbg6Zp8Pv94sRVq9VQq9VEIDAajWSaxOTkJC5duoTZ2VlpZF25cgW3bt1COp1Gq9USClCv14PX68XU1BSOjo6wtbWFSCSCcDiMbrcrZvF8/5mZGWnK2Ww2MeehbDeVSuHx48fCTqAXBeXY7HDTt/jg4AB2u/1UcOr3+5ibm4PL5RL8+vLly4jH47LxWK1WbG1toVKp4PLlywgEAigWiyL9NRqNmJmZQbPZFLhF7+vB8pdBlWW/x+MRifHh4aHweGnOBJwY7rNTz8GoDKIApIHGf/P1eWxsWpJRQh43FXiUbJMbzIyPm5HZbJbroNfrYWFhQVRspNbRv5kTMIxGI+bn53FwcICHDx9K5ksmzOHhIebm5lAqlQRaovJvYWEBR0fjCdv1eh3vvvsuOp2OQBiECFKplGTuzIQBiLCDdEZu0oTNAIidK6ekE34g3k+1I5OScDiM+fl5YdmwmUmf58PDQ7GYjcViKBTOZcfwA9cLqMB7bhj3PDDFHwHYxXjk9cVsfT+GRawsEomg0+nIEEm/349qtYrt7W2Ew2HxBJ6fn5dsx+VyyQijlZUVUVixUfLFL34RtVoNkUhElFehUEiyUkqtE4mE2F6SFcGgWa/XUa1WMTExIWWoyWTC9vY26vU6lpaW8NJLLwm9ikKDtbU1JJNJaTA9fPgQtVoNiURCbhAq265du4ZwOCw3+quvvopwOIynT5/i9ddfx+XLl+HxeATfNhqN8Pv9wqagfPfp06cwGo1YWVkRbnCz2RQBCbm8pMTZbDZsbW2hXq/D7/ej0WiIGx4pfWwWdjodabQx4LGC4QQSMhRY0dDkhuecMma3241r166hWCxif39fgqtSSmblkS3BrJDUOqUUFhYWMBwO8frrr4sIx2QyoV6vw2w2IxKJiGKRFVM8Hj9l2/n2228jlUphampK3N9effVVlEol5HI5Ud0NBgM8evQI3/rWt2RIwP7+vmDHbMJyeCohJw5JYEZM9gTd48iQIOPj4cOH4t+xt7cHj8eDfr+Px48fS3WklJKEwGq1ynw8ZtG04WQPQN/AvYj1gmXGhHFDPyyMq876gZVSjzVNe68R1z+WdWxk9E8AGAH8c03Tfue9Hh+LxbRf/dVfRaVSQaVSgdFoxPb2NpLJpAzj5Nidcrksun1N03DlyhVomobNzU0hysfjcUSjUcmKSHFrt9tYX1/H/fv30Wq1EA6HcePGDbl52BhiVlEoFFAul3Hjxg04HA7xFCa1i80nu92OnZ0dwXLJLgAgnFBmReS2smxkee50OhGJRHD79m1Eo1F885vfxPb2Nl599VU4HA5sbW1JlpVOp9HtdhEMBoWXTAz79u3bODo6wre+9S2hPNHvgF4JTqcTXq8X/X5fyn+KJujlUC6XJZunNJsy616vJ8ouvYE9G4f0XgCA6elpmQVIdsJgMMDc3BwajQaKxSKMRqP4e/CzWCwWaXJarVaEw2FomoYnT57Id7S/vy/QjsFgwPXr12GxWOSYKM7gpsvvl9xpGgvF43HYbDY8ffoUxWIRDodDmm/xeFw+P8+91WrF1atXBcfP5XL4+te/jnq9LuIUMjY4m89ut4sARj9rT29GRWUjPUEODw9lcyM3ud/vY2FhATdu3BA4qtVqIZlMwu/34+bNm2i1WuKCx6nlxWIR/X7/uUyN5+bmtN/4jd8402M/97nPvaVp2kee5/0uYqmxh/GnMVbdff28MO55gvHnAfzPmqY9OvdRfkDruCzYAPDvYzxi+y6Av6Jp2toPek4wGNQ+/elPC8XszTffRKfTQTgcxu7uLvb392X8fDqdxuzsLKLRqMhJ6TvBG4zTHGjkTa9gAKdEBhxtv7q6CrvdjkqlIpxiZs5s9lAayy66z+fDJz7xCfj9fvj9fkxOTqLZbKJcLqNQKIj/gN6is1arYX9/HysrK9jb20M2mxWZ88LCAkKhEB48eIB2u41PfvKTmJiYwPr6OgaDgTQQeTxsXlWrVfj9fjFK2t7eFiEJy+rRaCTTq3O5nEw+4fmgsb3FYsH09PQpKhdhAyr6TKbxRGZWDhR47O3tCc4LQBzPyKag2TuDCqctM9Oju9ne3h6MRqMMKqU4xWazye8IMXFz8ng8KBaLskEPBgPEYjEAQLlcFniDDJWVlRU4HA5kMplTohaHw4H5+XmhQ05PT8Pj8YiZ/c7Ojmwk165dw97ennCHAcjEbDb0mBGzd0E4qNFoiExcz+MGIOpSpcZDBfg3TdOQz+fRbDaxuroqjBej0Yj79+/LZJJms4mFhQVMTEygUCjIsWxubqLT6TxXMJ6dnT1zMP6VX/mVD0Uwft51HpjiVQD/mVIqhTFMoQBomqZd/0CO7GzrZwBsapq2DQBKqX8N4C9gPNn1+65er4enT5/i0aNHIi/NZDISwChqIMbI0TRmsxlerxc+nw+FQkHoPfRmoEz32rVrMgljc3MT9XpdLC5pwH1wcCDPISZar9eRTCbx8ssv4+rVq1hbW8P29jYCgQAuXbqEw8NDZDIZpNNpuN1uxONxCQycd+bz+aTrHovFZMwQTYWYgZXLZfh8Prz22muiNtQ0DbOzs4jFYshkMqLAI7ZO7LxQKCCbzWJyclLm1tGc/dq1a6IyJCPCYDCIUCaTyWBmZkZ8LBjkaIZUKpVkFt3R0ZEwOEwmE7xer/j+MugajUYx4aE/BNkPPp/vlK8xy2s2pCKRCKrVqng6HBwcwOv1YmFhQSALvdNet9tFNBoVuCCRSGAwGEi5D4xdyzjPz2w2I5vNYm9vD8ViEcFgEKurqzLPr1qt4q233oLP58PS0pJsVMTh5+fn5RgY7BiMOXqLvskcZMtGIoBT1D+eT70PN1+XjWx+3+wh8PU5165Wq4n6lJ4Zly9fRjqdRqFQwPLyMtxut3hMX8R6kWAKNZ6E9KuaprWOf/YC+F1N0/7GWV/jPMH4M+c8vh/FigHI6n7OAXj52QcppT4H4HMAxDSdNxobbbFYTIIjqVo0rSFGSf8KZsCzs7NwuVyCc2YyGdy5c0c8CB4+fChTKYhFEgslB5e/93g8mJubQ7VahcFgQDweRyQSQaFQkJltfr9fMsTHjx8LznhwcCA0O7vdjpWVFRwcHGBqagof+9jHUKvVcP/+fQSDQczNzcHtdsPr9crw1eXlZRkHRayVbJLBYCAjp9bX1xEKhRAIBIQdoJRCLBZDIpEQ+tPc3JwYuY9GI9y6dUuM2FutlmwgyWRS1F9kRzidTiQSCWiaJnJomp5zmsZgMEAoFJJSm0GX0BHPEcfUky3ATZEbwHA4FOUcnfRyuZxASVSn0Uzq2SGy3FiJP1M8om/yWiwWLC8vS2arV3wuLy9jOBzK+aBhPjDuafB3AMQ9jpsHPYnZTKTUmQ51DJw08jGbzSI4IazCDW00GmFqagpzc3PY3d0VTr3eu5rXDHAiRWdF4/F4ZOAsvU0uYr1IwRjAdQZiQNgU3zOV+r3WeahtF6bBvsD1/bbg7/kGNU37PIDPA4DX69Xm5+exs7MjgY56fgoTqEJi6UZvWgZii8WCnZ0dJJNJuN1uvPbaa/B6vQiFQvj4xz+OTqeD9fV1HB0dIZlMSqY4GAyQTqdx5coV+P1+pFIpmM1mJBIJkWOTAlar1WC1WoVlQXtOp9Mpo20Ig5Db7HQ6BT+em5sTpVQqlRJlXaVSETyVnNBHjx5hNBqJPwQFBh6PB0tLSygUClLukk43MTEhFCsG5UajIZkbJdA0AiJXmBaf9FygqnEwGMgoIh4PsXiv1wubzYZSqYRoNAq3242d49mEep6vx+ORCoRc36OjIxGwcEoHndf4WL05PUU3mUxGDIhYIZFTTVc9SoZLpZJMkNa7nLVaLVitVmn+sglmMBgEe6VJFDNjmjM5HA5ks1nhpDMLZuZ6cHCA+fl52O12zMzMYDgc4p133pGslOOrSPsbDAbC02aQJ6ZsMBjw9OlTbG9vy/xCKkvZZKb8n3P2OAl7OBwKdNZqtZBIJC7Mm+IFk0MblFJeTdOaAKCU8uGcRmznevBx6r2E8ShqAIB2jlHUH8DKAZjR/TyN9xl1wgyMjRbSqjgBgs0jfQd+c3MTU1NT8Pv9iMfjUvqRyVCpVGTU+dHREcLhMGKxGN566y2RKLOLrdTYI5flOkUUExMTCIfDMiOO9DJekIFAAOFwGBMTE6jVaqjX65IVUalGhRhxU1p+EhOfnJyUaRoMPuTQkqfMLBiANAjX19eFP9poNIQayDHxVHWRUcDAYbPZBFvNZrMolUoCJRgMBvj9fgneoVAIDocDyWRSoBuOgI9Go6csNemsFovFJBMkNY3BUh9I6TR3dHQk2TKpU/w9G4Gcqk2sn9+B0TieHO5yucSQh+o04rGccsLNanJyEuVyGV6vF8FgEADExyIajUqzlaIJTtkwGAzwer0y145eKYuLi0JZ5Bw9crvZOOWGyU2bcANxYX5OXsOUOzPDpbUoVYVMEMrl8imMnZRBAGIaNTk5KUMKLmK9YJnx7wL4jlLqD49//mUA/8N5XuA8POPnHkX9Aay7AJaUUgkAeQB/GcB//F5P4MX3i7/4i+h0Ovja174mZR5LN3pU0L+20+ngyZMnMJlMWFhYgMfjkeBaLpcxPz+Po6Mj/NEf/RGWlpbwyiuvYHJyEnNzc/jMZz6Db33rW3JTE+LgDVIoFJBKpQRrpPIPOOl0s6Gnl/5GIhH5POQOE6+z2WxoNBpShvMGJAOBqi7+jkGEPg+0AZ2fnxeHtdXVVSQSCSSTSQmAFAiwEcRzNhwOxZyo2WzKe/zMz/yM2IzeuXMHyWQSsVgMkUhEAgmpfszcJyYmkE6nMTExgVgsJtJe0v/IG+ZGYbPZMDc3J40kGtxYLBYJunpuMnB6LiLpgoRpCHvoA7V+PP3+/j4WFxcxOTmJnZ0d8Ui22WxYXl6Wc7+1tSW+IhwoQBP8fr8v3yfd29566y1xeSOswQZfLBaToaPkX1NizyzfbDYLtBEKhRCNRgXmoH8EzwNVebQMtdvtCAaD4h/NbJvXiN/vlwYy4R1K2MPhsMz9e971IgVjTdP+pVLqHk7i4V98LyLB91vnyYyfexT1RS9N0w6VUn8LwFcwprb979r7jIdiRtDpdBAIBPDZz35WLlDezFRmTUxMYGdnB6VSSXBf7vqlUgler1eyFI/Hg0996lOYnZ0VzJMYJo19mGk2m01ks1nMzMwgGo1KdhOJRDAzMyPS6snJSdRqNQQCAfFSphy43W7LfDi6hJFbSu4oNxLSzg4PD8UYnaIHBg+Xy4XXXnsNR0dHuHPnDlZXV9HtdvH48WNUq1XJltrttjimkRFAvFxv6M7gyCYUDXxoRH/jxg0UCgWZTadv6DUaDdjtdsRisVM8bIPBALvdjqmpKXQ6HZEB0x+a5kj5fF78NObn58VkSQ8F6H0sWMqzOtAb41CizddnEORjaV40OTkpE1/sdjv29vbw9OlTJJNJKDUeQ0VnPo/Hg3a7jddff13YKDSPosKPA1HZMOR1s7+/j0KhIMGZdLR2u41qtSq+zXt7e/D5fFhcXBQFJQO/2Ww+Je6hoITTw2kYNDExgatXr8JkMiGZTMrmVyqV0G63xe5TKYWVlRU5Pz9hfsYARBR3E4AL47j6l84rijsPte2upmkfVUq9jbH0b6CUelvTtJs/zMH/uJbZbNauXLmCGzdu4OjoCDabDQsLC7DZbCgWizKPjUqyfr8vcmTOk+MQzuXlZblRYrGYNLYAnMqQaJM5MTEhzATKcAeDAVKpFGZmZrC4uCicVwYmBj829sh17Xa7sFqt0pBpNpviHczxRaFQSKSsLCPZ5JuYmECj0YDVakUoFBIDGr7O1atXUa/X8ad/+qdS6nJKBrnBVqsVi4uLIiZptVp48OCBGLJz9BOzLovFIgZMNptNBBmsMpaWloSjq5RCLpcTulWlUhHRB1+TjSfyauv1OtLpNJxOJ9xuNzqdjuC0hIf4+Wq1moyxUkqdwpgJYVDNxhH23JDYDPN6vUgkEuLVzJFHlJnznKljNzaeG5b5FHlQqannJ7NpTD9kveUmBTTMcEmxJNzAxiYbw5Tj87zRBoDfmdFoFHc8Gkjx++JcRqXUqSqsWq3KhkluMhuwX/nKV1CtVp+LUhGPx7Vf//VfP9Njf+3Xfu3HTm1TSn0ZJ6I4Abs1Tfvds77GeTJj/SjqP1FKNXDOUdQfhuVwOPDSSy/JhR4Oh9Hr9ZDJZOB0OhEKhTAajeQmZgZCzwT6GzOY8eafmZkRatj29rYoruhqFQ6HcenSJTidTimjDw8PUa/X5aI3Go0CH9TrdcFA6S42PT0tE6vp6SSexAAAIABJREFUXMabm/BGMplEs9mUhhKpa+QHW61WGbuztLQEi8Uingx+vx+JRAIAJMPM5/MoFotwuVxYXFwUfNNms0k2VK1WZbpIr9dDOp1Gv98XJzj95uL3+0VJlkgkoJQSTLTT6SCVSsFgMAgsQiOheDyOTCaDfr8Pn88ngZJTp0nvIo+XFDabzSbOcWSlcIoLjXoIV9APmY5lDDzMVi9duiTZtd7UiewZ0tbIg15aWpLv7/Lly0gkEsjlcjLqaWtrS4YbABD8empqCl6vV0Qw8XgcAMSvut1uy8gl/o54Pa0sLRYLcrkc9vb2ZAOlgIh2ruybmM1mud6i0ahwu5mFBwIBgXnI/uF0b7fbfWou4UUZBbEp+wKtaU3TfuF5XuA8bIpnR1G7cM5R1B+GZbfbMT8/D2A8rYCd99nZWQyHQwm0pKEVCgUUi0XU63VcunQJFotFCO4OhwPhcBgLCwtYXV2FzWaT1yTljLLdwWCA+/fvizsalV7MZNfX19Hr9eD3+yXbYTlLxRuxxVarhXq9jng8Lhcsx90QtyPbwuVyCecYGNPASNciTYqZdT6flxKYPr8f//jHce/ePZEmEwv2er1IpVKiYkwmk/JvemhwenOz2YTH4xH8mtgjALGX5I1Pi8xcLneKvnZwcIBIJCKz2ZjlWywWBAIB9Pt9odKRpUF4Rh9s2ewjNsvJFMRQyY3WBxk6l3HG4cHBgYxUIobM5hYz9na7jUwmg1gsJr7Di4uLmJ+fx+HhIRKJBO7duycjwADIhGayMgKBAJrNpvgd072N3sN6fJ4e2lQqxuNxEZwwsHNQKTcccpRHoxFcLpcMiKUUnxtVtVqF2+2WIbxUkPKzsql3cHCAbDYrWfjzrhfMm+INpdS15xHFvW8wVkp1cEIXU9/n364f9s1/HGswGMjId8pqp6amxLWLbmEMUul0Go8fPxYLTa/Xi/X1dTx+/BjXr1/Hz//8z2NlZUWw2omJCVy6dElYBQyydNniDcOBnKQckeO6vLyMl19+GbFYDF6vV8bn9Ho9bG9vYzQaodlsSrZGdshwOBTsl+UqcVE25hiEWW7SPIYUJeLPBwcHCIfD8Pl88Pl8iMVi0kSj8T6l1r1eT55jMBhEHkymAjFYBmWW+RzpRLEMoQNm/O12G16vV4yGyIJg05BBKhKJCOwRiUSwsbGBXC6H1dVVYVGQN6wfz8RgzvFTHo9HGlzcbPSqNGb6xF7144uYofK1acNKjw5CGmx2Ujo/NzeHdDotKtBAICANW37vpJ9R4k5JO135CDcQ2qCjXaFQECk6ANkoOIaKZkCsXghTcBOjuxy/Y2LkbKra7XZ5P0JlFBdtbGxcyL36gmXGzy2Ke99grGma84c/vg/fIseU0AGbbZ1OR8baA5Bx9fQqzmQyuHv3roy4YQnJpla73Ybdbhfu7e3bt+H3+/GHf/iH+O53vwtgDJHcuHFDlHLA2DOYuPX29jba7baMe5+cnJQmXSwWQ7vdRjabhef/Z+/NYyPP0/O+50cWjyJZ9827z7l2V6PVzkoabTZWZCB2YkMxkDgJDEeWhcgLOBCCGIEky4AcCQsoTuwggZEAmziIHEi25PiQEjiwpYUsrXZmdncu9fQxy2528yqyWPfNIlmsX/4ofl5+q3dG25zmjrrT8wUa3WSTVb/6He/3fZ/3eZ43GtXzzz+vw8NDbWxsGD+XKb0YlBcKBeO0NhoNTU9Pa3Fx0cb4dDod7e/vm6eBNOQxMwIIeTXBZW1tTcFgUNKwEfqpT31Kq6urWl9fN59fMiykuf6pGT5cXcb1xONxTU5OqlQqmaCD5hBjicC+M5mM5ufnjQ+OGINpz8FgUJFIxKTfa2trVpKDr7rNym63q4WFhRHfDmlotJ7L5QwvPjk5Mdoahklk5mCqsCDgEjPxBCri1taWtre39eqrrxpkwSSSSCRiLn2dTke3bt3S66+/bopDGnnPP/+8qQK73a7xlxOJhCkcuTfYeMbHx7W7u6tWq2WWl2SxbEZUKTQ7SUBcuMKltO3t7anZbNqQWj4PNgI0JzGef5z1FLq2PbYo7lEy42lJX5J0VdINDRkLF0Mk/BNY8GE9z9PBwYH29/eVyWTMiQt+KQbm3Hh7e3smvAiHw2YivrW1Zc2Y/f19FQoFc1QLBAJ65ZVXjBqEEADVH6WmNPRjgMHQarX07rvv6tq1a8aceP7557W6uqpYLGZMhl6vZzPuoJohV8XmEIYBVLBwOGxUNnBeYI0333zT8FaX4iXJYBICbiwWM9tEOM842FHGgiMSzGZmZiyzwpoS0UGpVLIsf3FxUcFgUGtrayZzPjk5sQnLxWLRAgZY8OzsrBm8EywJMMAAkgzXbjabGh8fN6+QSqVixur48jYajZGp0mziZPuS7Fg4b65pPQZJTKT+IN8P7DrBu5lxV6vVDFuv1+uamJhQPB430YUkbWxs2GbHfUTDmOkxsDDYVJiPyDgtOMSBQMBognw++gH5fN4EOIwJowoDg/ZPTep5zYtYT1Nm7Pv+5gfpMCQ9sljuUTDjX5V0LOlrkv49SS9pSHN7ahfZgfsHtgElPn4Rb731ln7/93/fHlbwzWq1an4GeBUHg0Fz0KrVaqbky2QyKpfLSqVSNtk3FApZqX90dKR3331X8/PzVrK3Wi0LDgRC90Fgft3+/r56vZ7JsyORiI6Pj41Kt7u7q0qlYiKMZrOp1157zYQoYJGSTIhwdHRkWKtbjmNSjvy3UChoMBjoxo0bikaj+vznP69isWiKOmTVlNOYBuGPkEgkLOOFs4rMd2ZmRi+++KLy+bxKpZLa7baSyaTS6bQikYjh/ggOMAAKBAJKpVIjU0bYoDBHX11dNZwUvJlpzfQN2Miw5ySr9n3fTIqmpqYMS4/H4zboFIEHIiKmrkgynjMbNJCB53m6fv26FhYWlMvldO/ePe3s7JgSE4HP7OysWq2W/cFcHqENEIYkk40DK6VSKTsXXAfUcq4ZPwIfzxtOkKaZB86MRQD9BxIWBgZcVBB9moLxRegwHiUYv+j7/qdP3/AfSHrkmU5P4vI8T9vb2wZH7O7uGn0JrNjzPAvQZJ5Mrzg6OrLyLBQKKRAIWFaXyWTU6/V0587QOQ9slIA7Pz+vbDZr1oiZTEZjY2MqFou6f/++PfwElp2dHeO7vv322zZpot1uW2Nlf39fx8fHqtVqBmnwUKEkOzg4sOnC+Nq2222jeeHpG41GVSgU1Ol0jHuKz0K/37eMjHl43/jGNzQzM6PBYKDr169bMIPDio8yDSmyZzLvubk5E1JgKv/iiy9qbm7O5u+R9ZVKJaOjMRqJKRwIXFwf3VarZZkx44ioEsA2aaweHx9bJgnmC08XnJiR9gRqSdbkjMfjkobBt9FoGP6L4CUajY7QzxCSSDKsnQbsxMSEXn75ZS0sLOj111/X17/+dTN253y4jTac5HhtYJxEImHYr386m44Niqy42+2q0+lYMO33+yqXyyZMOTo6so1na2vLRmd1Oh1rcFarVTUaDYNwgsHghU36eMpgisfWYTxKMLbW6KnI4nyH+ISt4+Nj7e3tmUH2wcGBGaIkk0lJspL41q1bevDggXWcGVvkeZ6SyaSWloZKbBpT8EY3NjYUDAa1vLxsJisY9ORyOT148EDlclnf933fp5mZGfM6pqGCQZAkoxQ9ePBAR0dHisfj2tvbMzN2bB+ZjsykiJ2dHVOySTKK1uTkpBm6wANG6MIUFDJzMPPt7W1jOcDp5fMxjQMqFQ8mDTfP80xZh2uaNHzQtra2TJrOZwdq2NnZ0c2bNy1oDQYD8zyenp5WMplULpdTrVZTuVzWysqKpCF2i9UmQZLNDcEMTTGqDRp7rnl9MBi0TQjoBR+QXq+n69evW9MqGAyqXC5rY2ND+/v7NoMOsQ8wBOdZkuG6wBtkpmTBuVxOP/IjP6KjoyO99tprkoaWlyQLLs0M459Wq6X5+XmFw2ET2WBLCjQ3NjZmknHek2krMCTIglFURqNRXb161YaWgj2zUTFZZWZmxs7p466nkNrW832/53mePM+b8n3/fc/znjvPCzxKMP4+z/Oap//2JAVPv6Zb+FSxKSQZxpVKpTQ2Nma8SxgR+FPcv3/fJh0wt0wadq5DoZDi8bi63a5u375tOCNdevBoWA2NRsPGG62ejt2B5oaHA+UrRu6wLCYmJvT888+bBBUoZG1tzcrmYDCoyclJbW9vq1KpqFAoqFQqaWVlxTrfNCNhOeRyOcOQma7B8bs2jZStZLi1Ws2OGWiAse2pVMqyVEYpSbLsFJYBTmxglAQ1z/NsjBOzCPv9viYnJ7W0tGQBifOFcg86GawSOv31et2yxePjY2OIQAnDwB+cGbtN1G6SzFOEDWNlZcWy0Gg0qkqlou3tbe3v78v3fVOxsdnTMKT5CYeZYOhmzKj+GN907949a7axWczOzhrDgg2Ye1QaVi5cA6oYMnOyTYI5lQMcaX6H+xLHutnZWV26dEnJZNL6HnDCOWaqp2cRptCoDuN3PM+r6Zw6jEdhU1wMGv8ELR7OnZ0dTU1NWaZYr9eNgra3t6etrS3jUhK04Q5Xq1Xt7+8rFAqpVqtZJkujA+5uIBAwCTB4LHguvgXQrnhYYR3w8IfDYbM/DAaD6vV6ikQiZhhE2Qrdi4ZZt9tVqVQy0j9NPuTblLcTExM2nBKHNDJWHMhcbjCYbLPZNGwbvDQcDmtubk7+6YDRtbU1k9lS9hNQCaDAKqgdmUGISVAwGNTdu3dHzNThDCMxBqcmAOI2RtcfzJvPDFuCTA7lHNnf/v6+mbQTjLm+iG84JzBjwGFhK7AYHMAmSG8CvxKk3kAVLH5ekvmkUMWRmaJ6S6VSI8EYeCwQCCgYDKrRaJiwA8gKi1iUpozVCofDdo3Jvql+UqmUotGoVYO3bt0yY6tOp2Pn+iLWRQVjz/OWJP1DSVkN59J9xff9//HUWe03JK1K2pD0Fx3XtZ+X9FMaqul+xvf9f/VdjvVhHUZE59RhXJz56FOy+v2++c7SgGu329rZ2bFsqlqt6uDgwDrl0plggAyuVqtpbW1NV69eNTzUHYhJZgIeCkzBuJ9QKGTl5cTEhDVEUqmUUZ8Qn0iyqROwBYBC8B6APwyuury8rMnJSa2vr5u14cHBgba2tuyhicfjVv4TUMD8dnd3TbkGWwOqGM0qRACuBzLS5+3tbRWLRVM5Pvfcc0ax4sEl8yIrwzq00WjYiKfd3V3z74C5EgwGTRkGZow8m2bk4uKibUqcMyAIRiBNTk6auAEbUEmWfaLAdKeIw6zJ5XI2tgkFJpABeL3rQZ3P521eHgGW+YCwMNgkCKr9fl/PP/+8vvCFL+irX/2qBXm8Mtg8MpnMCL8cJot0ZoIEDEVQlWR4vYs9w9JhkweaGwwGarfbZgE6NTWlpaUlazLv7u5qbW3NeMoXsS4wM+5L+hu+77/teV5I0lue5/2OpL+i4XikX/E87+ck/Zykn/U870UNTcdekjSvoeL4uu/7jyQt9H3/9z/KQT5zwRhlXTKZ1KVLl7S5ualer2cdcAzkgQyg6cBJpfSGj1ksFi3bY9BluVxWrVbT4uKide4fPHhg8lwaWWDMGPvA2ST7A3sk44vH4wZbJJNJ3b9/33yUCWosuMxgiPBnaVgeHh6qUCgYloqTHIbjx8fH2tnZMdMZ10lNkgUqfAsk2WeBxgUtjIy6UqmYKRO8aEkjWSMeCK6SCxwWDJig2mw2DZOmikApxgYFBlsqldRqtUzVd3JyYu5mMEeq1apVOIgzcFdDrTg+Pq719XXVajU9//zzdi1RAnqeZ0ZHq6urSiQSqlQqZoqUyWTMr4JjlEbZDJzPfr+vbDZrY8DYoKGdwV5ACAQezb2FNPvg4MA+B/dSo9EwD+zBYGAiHNfRjWCM0yHZOBANSkWOm4kgF7UuEO7Yk7R3+u+W53l3NBxM8eOS/tTpj/2qpH8j6WdPv/+Pfd8/lPTA87x7Gk4Vev3h1/Y87w993/+CI47z3L/PA+M+k8EYAxUMssfGxkz1RIYGx5asAmxOktHCMCiHHnX//n0rz8k4U6mUZTySzJQco3OXywtsQQnLQ0fmSeA5OTnR5cuXNTMzo52dHcvClpeXTcRCxiqdBS/GKeHghlqu1WoZZs4DduXKFRUKBd25c8fww+3tbVWrVRWLRQWDQV25ckWhUMjsO+Hu0uCkSYhBDyo2skd3s0MNB5yAuAamC5sEwZquPrQ7dx4hEy8Yr9RoNCxAwuYAYuDns9msYrGYQVepVEr5fN4qAknGDUaVVi6XTTThn9qpzszM2HQSLES5R6B94ZhHhslygx33KiwQYCtgJvjM0WjUqqLp6Wm1223F4/ER6iSbLPeg53mGAeN7QiKwu7trPibg78j02WioAqnoSE6YCF6r1R77OeUeecSV9Ib2layv+MOBEt+xPM9blfT9kr4hKXMaqOX7/p7neenTH1uQ9Ibzazun3/ug4/zC6d+PLY575oKx7/tqt9t6//331e/3lU6nbSYZDRvoQAQOV8bMIuAOBgNdvnxZExMTevvtt1UqlUbsFxFbSLISeXx8OJH66OjIlFpkG2CKZG5QqdD+u5MsFhcXJUlra2t2/DRR8Mw9ODhQqVTS7du3Va1WFQ6HVSqVDEaBU8zECYQGZHkTExO6cuWKDg8P9e1vf9v8cvv9vvkwg1e7UzEIvARFxhyBi7r+zFDEgIJozHEO3YkVSMldni4VBD9LczKRSBhrZnZ21gQPKOwymYxhvlQ38/Pz5ldMPwAJNApAmBb37983Dwnc78DDJenmzZt2LEA77meSZNx0WA3Q3sCkx8fHlUgkbN4cuHStVtPc3JzBFtDy+v2+CoWCNk4HmtKfQIGI7/Hc3NwIn5hmZCgUsmx5d3fXpshQ7VCZkbXyDNBb+BNq4JX9R3Bt8zxvTtI/lfRf+r7f/GOw7UeaIHT6mv/VH/eevu//ve92XKzzmMt7kv6SpMu+7/+S53nLkrK+7z9VvGOoX41GQ8fHx7py5YpWV1dNxAD+C/eUbj5/828yHAaPosgDyqAxhM8BQWxhYcGMvxl9QwAhSyEwkKVLsjE4iCLefvttxWIxXb9+Xel0Wm+//ba5efm+b0EILijTMWjg4ECHG1uv1zOzHzDAarVqmDFZKI52OJUhbCAYSjJ5LZuCe+7Jfpn0AZWKIE7DlIqEa8FG5eK6ZOxkfsi9UZKBydNUYhMAFsH6cmpqymYTjo+Pq1wua3NzU5OTk2YP2u12TVLMCKnDw0Mz2//c5z6nF154Qevr6zbwlYkbx8fHKhQKunr1qhnhQy3js0hnmTHMFRgcs7Ozunr1qtrttvL5vEKhkGXEjGCam5uzCdfQIScmJmxWIVPLkaoj5+e9SCAwwmq32+r1ehbEkZ4jEmIKittQxcEOsdPjrotkU3ieN6FhIP413/f/2em39z3Py51mxTlJxdPvn2eCEBnxcxryjH/79Os/L+lcU5DOkxn/zxp2Iv8dSb8kqaXhh3vlPG/4J73YyROJhIrFovk/4DULLkiZR2MDjI0ZYdwoJycnunPnjra3t0fsF6FLbW5umvTZ94cj0MvlsgKBgPF48ZSgLANLdEcGgceWSiW9//77unnzptLptDXFKFtR6fHzkqy5hpDl8uXLWlxcNP+GZrOpzc1NHR8fG2+Y0Uz9fl+bm5sjXhPgwa5BzsNYIo0k6GaSLAhznijlO52OQUTYiQKlcH7coZ9wqrEOXVlZUTqdNsiAjQbPZ2AaaGzAFDAqCNLAQ5IsC6RaGhsbs3P98CSWSqVivGywXcZgITQB4gJCcjnGwFXAFghBaOwx7YPPsbCwYEZXwFGhUMiM/JFvk82zkRJ8y+WyHQObk+/7JtOuVquShrh5PB63TZOKZTAYGFaMHwv3gssAeZx1kTzj00TyH0i681Cm+tuSfkLSr5z+/VvO93/d87y/p2ED75o+ROzm+/5/c/oe/1rSZ33fb51+/bcl/ZMP+p0PW+c5az/o+/5nPc975/Qgap7nPf7kwY95kVnRJe50OpqYmNCrr76qr3/962o0GtZ0CgQCVj6D1RIkXc6of2pqwv/zfbJomiK4mlF+YmlIhheLxex14ITi5ZDL5VStVrW+vq7NzU2trKxoenpa77//voLBoJLJpL032Yx0Zq1JpknzrlqtWiCEIuc2lMj+aQaRqYEr82DyNXgqOCO4JhM0XF6rey6Y7AwbgAwY6TECBjJZ3gfFYCwWM79dFpsDUBLKNTYSsmQCB/g97390dKRYLGYZsCSDQsCHsRKdm5tTKpWycVBMa3GngdAAI+vnvLmKQQIyQVmSVWlstDQjMeah8QaMAC2NY3Gl14hWgMCQ0OOfQWYbCAQ0Pz8vScYuwiIURgiG8mTXwWBQ09PT2tvbG+mBPO66wMz4RyT9ZUnvecPhGJL0NzUMwr/ped5PSdrScG6dfN+/5Xneb0q6rSET468/ApNiWdKR8/WRhpS5R17nOWvHnueN6xQ78TwvpWGm/NQtmhVjY2M2744xQN/85jeNVC/JOvEETRcfk2R4H9kMElt4o2SnZEJ8zXsjP00mkzZwE9od0ldwOvwSVldXrexkJNTCwoKV2jA/3KwPjBY+Kc024BD4xjAMwD3BOjEzp/lEI5TP6D44ZHQEB4I+wgXOGZk3gYDhnvBW2Uimp6cVDAZtvFQmkzFjc7wa7t69q6WlJRtP5XmeNf5gHHC9yN5pfHHMHBcsFyqA2dlZG3AqybLSfr+vxcXFEZYHw1aRGGPe3u/3baABTUeXzuafqvnczJJNn43oB37gB1QqlfTWW2+NsHyCwaBNA0E9yeZBExRuPfcimDhQDdOfydQ5J9Dems2mpqamlM1mrdk6Njam3d1dGw3GZ3nSeMa+7/+hPhgHlqQf+5Df+bKkL5/jbf5PSd/0PO+faxgj/4KG3OZHXucJxv+TpH8uKeN53pcl/YeS/tZ53uyjLM/z/jsN8ZcjSeuSftL3/fppV/SOpG+f/ugbvu9/6VFekwYTZbcky7R4iBGBEIjJWh7GLKUzDT3BigDv3kxkWPwuQd0/lZyS7ZAdA5EgMU4kEspkMnrhhRfMYB4bRgxcDg8Plc1mlUwmtbGxYUGTxpMrFCBAgfdRcoJZ0ohyzdQJvK6ogYccbwngBUxo+H0MjHq9nsnIm82mwT4E4GQyaZiz53na29sb2eguX76shYUFGy+EVWSj0RgJulwDKozDw0MTfHDt4XwDndDIikQi9tko9XGag3XjecPpI5/+9KfNSCgej1vzjKkg+CzDpMD17eFgzH3B3xwLmyXUOXi+riMcEBKqQq6r29ykjxCJROz+DgQCtlmwcQYCZ2OeXFXg0tKS3ZcMrMWFzpVds0lfxHqavCl83/+y53n/r6R/6/RbP+n7/jvneY3zTPr4Nc/z3tLZTvIf+L5/5zxv9hHX70j6eX/oi/HfSvp5DbmAkrTun3MGH+UoWSqNCqYKM/5dkmHFPECUjbAteKAmJye1srKiQCCgra2tEeI7xj0EY25y6UyxRakO2R6c88aNG/rqV7+qxcVFffGLXzS1mSQLrhgYEQT4moeDwEumyoNHxkMW7XpA4A4GzMAECunMUwGzH0nWmQfCcYULrVbLGlkcG41BfKE5tzSrotHoiCAG3D6bzSqdTpuqDpMiqGRAL3xmslCyzqOjI2O2VCoVo4aBm+IL0mw2zbsZ9z7+HwtO3/eVy+U0PT2tfD6vdrs9ssHdunVLnU5HuVxOxWLR/Juh1CGDBjKh6pJGoS+UhPx7ampKq6urSqVSKpfLJlahyqFXQDMXQ59AIKDLly9bb4LNGuolEApNZ2xhuf+BN7i21WrVPjOfgSDuJh4fdV0kZvwxrgcaxtRpSSHP877o+/4jN/HOw6Z4mMLxZz3Pe1XSW77vv/tBv3MRy/f9f+18+YaGGfljLbIlRAKdTkdvvfWW6vW6wuGw1tbWzGeBGxnsjSzSdTDzvOHk4Gw2a+IDNP4IHMg6oWe5Xg3RaNR4uTxUW1tbarVayuVyunLlisrlsu7cuWOS50KhYMZG5XJZ9XrdsmkeXmAJMlTYGQRUMFjoVDSUkFzjecAx0wxCYUjAcN+LAErgoVnHcUxNTdncv8FgYHQrBBFTU8OhrTBH8M/wTwUKGMtLGvl80Mvgas/OzhrWSbYI5kqjj8YW7Ja5uTnNz8+b/wL4/sTEhJrNpjVx5+bmTHm2vb1tbJP19XWDdTY2NgxCIDjNzc1ZgxGescv95TwSiIAV2NhgwTAhBkEHMBH4eiAQUDabVbfbNX4zXhfj40P/Ykna29vTxMSEXnzxRethUCERlNnQ4OPzeQjE3N8uXEUT9HHX0xSMvY/JQpP1udM///fp1/++pG9J+pLnef/E9/2/c47X+qjrr2qoJWddOm0oNiX9Ld/3v/ZBv+R53k9L+unTf6vdbhs+CG7Y7XZtegLNHrrmKJMo0SVZMKP8dgM0bIxUKqXDw0PDp3koGbnEfDy8MQ4ODmzU0v7+vnK5nFZXVzU2NqZ8Pq8bN24Y3sgMNwIkrxsMBhWPx82fgYyQDJ4G2uHhobENyIKg30HiD4fD5kFBiUr2R+YtydzgJI1wopGbI5CBywx3++TkxHx+JdkQ1bt379rMOVgowBDg9ZgIIe1mvJELoUBVw+ksm81asxJvEK4PwhdGP127dk29Xk97e3va2dlRIpHQZz7zGduEWq2W1tfXDfoJBoN67rnnjNM7Pj5uvhruMdNQZIOURstx/t8VxSAEwsAIlSZVFfAH53Nubs42d9eRkHsdSInJKolEQrFYzJp6TPlgkjdBvlqt2sTzhYUF28j39/dVr9ctM7+oIPo0wRT6mCw0WQkNqRttSfI87xcl/V+SvqjheOqPHIw9z/tdDU08Hl6/4Pv+b53+zC9o2Nn8tdP/25O07Pt+xfO8H5D0LzzPe8n3/ebDL+JLKqxrAAAgAElEQVQP1ThfOX0d38USaR5duXLFxtjcuHHDeJrIf8HPyGYo4Snp3Flh3NDhcNimNPT7fXNIe//9941PjF8BDaL5+XmjnGEP6fu+TQ7B2B74AwhAkklz+ToQGA4kLRaLI57EMAigb4HxsqkQ9LBl5POT2cKGoFkDLQy2hCvFBZYhC6fU9n1fMzMzunr1qj3EZIzLy8taWlpSJpMxShYKQaoKPC4qlYqZ+3M88JW5xrFYzBqP+ABDN6OkZzIH9EFk0gxqfeWVV/TZz35Wc3NzarfbunnzphkljY+PK5vNKpvNmqCCewN5OHJkF6IgS2cTQQTDteN7znNiDIpIJGKbJNDQ9PS0lpeX7d4IBoMqlUrqdrsKhULmow0mjvUnBv3dbleRSMQsRWkoQqFjQkooFFImk9H09LRxkjk+lz/9uOtpyoz1MVlosh6mbhxLWvF9/8DzvMdyk/Z9/0//cf/ved5PSPpzkn7MP71C/lA3fnj677c8z1uXdF3Smx/6QmfvZyUhDxCNrGg0aq5sPPRuKUnTjYzl+PhY0WjUMoPFxUWVy2XL/Dqdjt2sBEfoPwzjJKiMjY3p3r17lqUWi0ULhjRNCJZupx8GBWpCMmVKbCS0PFgP/3GDMli460UA1gzPlSABvgzZn6wOVzkyTSTgMCSAHFZWVow655qhY+PJOWceHAIZt8F1cnIywpulCYVvBfALVpLAEc1m05qznCskvlRBDPlMp9MjjVUUe4FAwEZP4TlC5ZJMJq2qYNZdLBYbadg9fF9JZ3Q2YB7uG9geMF6wCeVcNRoN44yXSiXjIicSCZXLZe3s7FgDUBpWe/V63dR2MCUw8o/FYvJ93yTfGB4h9KGPAo2R7Jzs/3EXz+hTtL73FprO+nVJb3ieBzH6z0v6R57nzWrIx/ueLM/z/oyGDbt/2/f9rvP9lKSq7/snnudd1pCYff9RXhN4IhAIqFgsqlwuW0YQCoX04osv6mtf+9qIhSKBht2azIWSkQaGJDNugfp0eHhocuWNjQ0TZUB1unfvnkKhkGZmZixAMPgxGo0qn89bsCQLc6cpYJQOzstnBA4hiBKcXL40mC5NSRpuZDfhcNgyZs4DUAevgbrP8zxTDBKseHhhLbjKwkKhYFkWuDXWpsViUVeuXLFNwVXUAQtAzSqXyyMVBFxqJOHwa93J1jMzMwYjIUGnsYgFJRJhgnixWDSFHlg/zUMCPv0FDPVpSAJXUJlIo7J7/o++Atmo6xEMRIY/Mb7JYLxUI0jTm82m0um0ms2mqS1pEpN8uI5xQDZQIRuNhra3t0doiLwPJv68J1xujv8i1tOSGXvDnfRnfN+v6+Ow0PR9/5c9z/uXGo6k9iR9yfd9stC/dJ43Pef6+5KmNNxtpDMK2xcl/ZLneX0NPUe/5Pt+9bu9GLQgqEiJRMKcuhg/xKBLlsv9pKmB//Dx8bHy+bySyaQNtqTph5IpmUwqlUqZkm56elorKysjGShcWkkjNC0eVLid0PI6nY5lWQ835waDgWHWrVZLvV7PcD8yN0pZt3sO9OBSo/CUcBs6VBDwbl12yNTUlAUJ8Nd0Om3BCk4skmDf91WpVAzGgZPMLECyXdeongCAyo9GFxsiGy3HT38AiKJcLltVQgnPRoSIotvtmiMeGSGZZDweHzHoIcASWPlc0Mmg0blybj4HTVN4y5Lsc1G9uWZICG4419xDCwsLdq9yHxaLRVUqFVWrVU1OTppzHapJTJP29/eNcXNyMjSSr9VqSiaTWl1d1c7Ojvb29qxyoOkqyTY2Nlkqo4tYT0sw9n3f9zzvX0j6gdOvPxYLzfuSxjWkbsycl7rxUZbv+1c/5Pv/VEM59rmWS+fCuKXdbuvevXsqFou6dOnSCP2NoORybDGLocGF8Tfc40KhIEmGgeL8BTzhNu1csQGddCAMSZZ1kN0SXBl1Q0ZKRibJvgejAF9h3o8uP/4C8KPJAClbwQxheCAjRnVGR92FQfgcOJ8BofBzNORisZgSiYSq1erI+CUy2lAopP39fTtXdPqZ6gFrg82JgEZgdvm8bGpAR4y1X1xctHIeLBTTfuAnDHIw+OG1oIzx+aiy7ty5o9XVVb388svWDGazAtvlep3ex3Zfuhkx/6Y/wfUFOqGyoD/Bpo66UhqyMBYWFux+pxJLJBLW/A2FQnYfRSIRbW5umiiIpie0xWazaT0QKIL4PkvDRu5F0NpYT0swPl1veJ73iu/73/qoL3AeattjUzeelEXzqN1u69133zXKzsnJifL5vOGT/qnunwcDyhZ8X7A72AHQrPiDA5ZL0EcUQROOjALRhySb+Iyazw3IZGHBYNDkzWSuBCKCerFYNJzT3SzgCAMdEFBcxZXrAgaWiySXDjowxP7+vmVq4N3Hx8c2jRiWxsHBgWq1mjUjmYTiKtoo58fGxuxcMYV6amrKNiGCA5kY5TFZNxnzycmJNdnAmrvdrvb29qzJxfmZnJw0o32akagAPe/MF6NcLtu9wPQMvK3z+by543F9eV8+l3st3XsS1aZblfE7JBHua5JJw5AIh8P2p9vt2uDWk5MTFYtFE8mgZJRkA16RS3PegClqtZqq1ar1AaA9ojL1TtV5+Hrw3FzEM/qUBeMflfTXPM/blNTRmZ/xZx71Bc6TGT82deNJWGR3Li+Wrrfv+9rc3LQby6VrgWfSzJiZmVE+nx/JYiQZJMAMOx5smm7wiwl4m5ubBi/A14Toj2INZzIaNjSlGACJZDiZTFpAIiOjadZoNIyW5XozU/a61QDv1263LYi7nhVsIARY6E8EUJSMYJFUEDxgnE8y2oWFBaPohUIhaw4+LKPms5FFcu5dY3rXhWxnZ8f4sWDSWH6C5b/22mtKJBJaXFw0CqDv+8asicViBh/xdzabNSUf2Tab4cLCgu7cuaPbt29rcXFR6XR6ZBP8oPtRksEbH7SANkgauJ8kGb7OFJZ+fzgTMBaLmYVqoVCwQM+8Po4JNoa7MVBBUQni1fHqq6/K9329/vrr1osAMmHTkC5Uxnwhr/MxrT/7uC9wnmD82NSNJ2GB62HOQxMIOAKZZ7FYtCaJJMsAqtXqyCyxlZUVDQYD5fN5C2Y0QsgQobstLCwYpY1ym5uYxpokG7aJxwEBCgzVFV+AWY6Pj6teryuZTCoej1tj0YUvUPbxeWBkQOEjk2RSMHQ2NjDm4wF5NBoN+2xkxWR14Opk35zbcDisZDJp2KwkY5GwOcKdHQwGxmuFu4zzGEwR8G5m72GX2W63tbu7a2b6bBxkl3Nzc6rX68YG2NzctM/A0FRMhaLR6MgoJJdWmE6njeWCLBo3vlgsNmJgRMBjM3Hl9NwHD0MVrm0rgRHuMBsxI7So7FBN4rvcbrc1PT2tcrmsvb09w9URLHGPslnyjFCJzM7O6rOf/aymp6e1ublpmTPYPKwbMO2LEn08LWyK0wbewPf97cd5nfME48embjwJiyyObA2eKeYqZBDMUwNXLpVK1owiiJKNcPO7M9PAmAn6lLXQmwaDgSqViqQh+Z4MDpy3VqvZ+2xvD68xklQCErxZIBIwVzJkGBy8NiIAskhKZkyJYByQPZP1EOzZbFC0ESRohNFRZ0ySC+80m03DF6kYxsfHtbi4aBuDJPPO5UHEXhNc3V1sNJx3cEyu8+Liokmkk8mkZZ/uiKpMJmNQBlgwxkh3795VpVJRMplULpcbEZW4zUz33IZCIcNpwdyBfvgMBDxYK3zNNeF7WIjS6OO+4b2np6cVCoUMzqGaCwQCarVaNgWm1Wqp0WjYdaMR50IjkkwVyObJ9Ts+Ptbm5qbee+89a1DTVHSrSDL7D8vwz7uelsz44QbeR13nYVM89vTTJ2HNzc3p2rVrqtVqJl0GA/N93yZzYAJer9c1OTmp7e1tBYNBsw+EB8vDhsqL4DM7OyvpjAjfbDa1u7trE4oZZ+N53shIIpddgQQXvJAsiODmCgR44MliUd5JMggBLu7U1JRlwWDCYOZg2d1u16Zl87OFQsHmxQEH9Ho9FQoFBQIB7e7umriDJhMQCtMpxsfHRza+7e1tM3AH/pBksA1Sabr8TK7me7iJMfWCTQT8m/NCk4ljh15Ixo+dKq83GAy0s7Njo6moIFyDfkyaKOndZiz3hSuCAA7ivqCK4Do+DHm5kFK/31c+n1ej0dD09LTxqQm0VAeYAO3v76tQKBjF0FX7kYlDE6TCcDcC6J8kLO+///4IfMFn5f7jfNPUfNz1FGLGH18Dz10flbrxJCweqFarZRlcJpOxEp4pzAg0aKDxUBeLRct28UQG2yWj6vf7xjNFfUbmWSgUTI7qqsMkGYsgk8koEAhoY2NDOzs79vuHh4eWyTHCCW4zGR/ig3q9bngmngbc3HzNlAhp6G8BgwJclk2ArAt4wfXqPTw8NGoUTR8383OFMy6bgAwTGhfndzAYjPCSmWIBXkv2Sxk9Pz//HZh8uVw2aAeMmkGsiUTCNjs2BZq00BFnZmZ05coVTUxMKJVKaX5+3tg3wA6U+C6/XBpygOEfk0ETEF3sl/PuZsUEcBgbzJhjrNWDBw9sDh7N0fX1dTuf1WpV165ds/MTiUQMB+c4OIdQJcmGCfjupu4GcJeuxzVwBTgTExNmMl8sFnUR6ykLxj+qoTXEhr7XDTzP8z4n6Rckrbi/d543exIWDQ2MZfL5/HdMxnD5uKjZKOXIbk5OTtRut1Wr1UYMYej2u7Pe3AyCDA0WQLvdtrlzNOgODg7stX3fV71etyYjJjuSbKPAt4DXaDabpryDHeCaqsNmAIYgOM/OziqRSNhDQGZJg3F5eVntdlvlctkEAFDPSqWSNfMof8koJRnPl3IWx7CrV6+aEb37u25Dizl9BFwyPfBzssxarWaBBf7r4eGhGfS7gc6dMsKAUzK+VCplMEM6nTZlGoGXLFCSarWaSqWSZmdn5XmecZUJ1tKows4NMK5Ah79d0YRb6SDTZrMgEEIxrFQqSqfT+tSnPmUJxtjYmDY3N3Xr1i2rArjO7uu7jVVgB7fJDEZMoxTo5GEuPpDQM9rA+zM680z+SAd+nsz41yT915Le01NqKi/J5ruhmkJA4DYeeLh5cOFpSmeWmGRw4+PjWl5eNiXd2NiYjdpxS2L4u26gYUYZLmQEuvv379tkEcpHlylAE42fuXr1qrLZrAqFgsEvZCsEAT4bIgI4qC43mcYNP0dGl81mTRTS7XYtO69WqyaCkGQ+vy7fmNeH90yAzOVyWllZUaPR0M7OjkEoZHFQsmhEEUCgaIXDYVWrVRUKBfPbxaVtbGzMBCfg0wwfpSHoDgeA2kcgzOfzOjo60rVr10ZgHCqEnZ0d8xGBQSKdGSZBVcSeU5Jl+m6Gynlx2SMupkxWOxgMVK/XtbGxoUKhoGg0qlqtZsERJWSn09Gbb745QjNDHQmUhlnT8fGxbYI03lysmEyegOhurC77hp9rt9tqNBojw0ofdz0NDTzP81r64ODrnX4//KivdZ5gXPJ9/7e/+489+avZbJrmnmDlZrPcZAQGsgbP84zTyyI7oxsNayAQCGhvb88yZTr4lO40CWnAgWsGAgGlUimNjY3Z4FRwU3jI0N+YjgGbAbkrDT6oSWDIBAGwRWTGnU7HqEo8jAQEjId4WMlwCegzMzMmksjlcoYNU0ng0kYWBQUMrwM+Dx1+srJYLGZNVq4L7mrg2BjcUGpns1m1Wi3V63XDQ8lS+T0EMS6UhNAkGo2acU6327VmLdNWUGzu7+8bb5yyHa4z9wH3ENk2gdgNcA/DF1QCZKQc7/7+vm7evKlCoWCsHioEzpnnDQcR3L9/fySbpmlM0sEf+Mw0Id3X4Rhd+hv3KMfMPYW3izT0iG6321ZNPs56WjBj3/dD3/2nHm2dJxj/oud5/5ukr+rUoOf0YP7Zh//Kk7coBcHEuOjQpghElHTACdyYrnyYnRteLw2o6elppdNpy1ZokNB0omTkIZRkxyCdTZhwHxQCGqwF1IFTU1O6f/++jo6ODOIgMElnvhWDwcB8DOAQ1+t1w/lcLwSXY429KA82543s1+XmEgTgBDMlwqU88T04zJLMd4L3ByYaGxuzLI5zSWYJzQ8c9/Dw0GhdBBWwdZqTQDWSlEqldHR0ZBUM049RGE5OTprBDt/jM/K73EcIIIBSwH5pBLpycZcR4dIM+bcrmuCc7+3t6Y033lClUjF8HMUijThoing+U735vm/n2q30OH4ocvQHXDiFwMvnhO43Pj6uVCql6elpJRIJsw/IZrMqlUrG/nnc9TQE44tc5wnGPynpeUkTOoMpfElPXTDmQYU6RjdYOsP3eNAp+Xl4CFJkQNDdXN4u2RQlKmUmlC18AXgQCP48JGtrayO+EdDvKIHJtsl2CMw0ytwJ10dHR9rd3TXBA1aULrYK9IGs2Z2bxgYF5c4VT0ARA5JA8cfG4tK5JI107glalMs8+HTypTNMHL4yo5YotQliBAgELmT9BBSaijQKCWJkcOCm/DsWi+mll16ySqbT6ZhznNu8JcPmOgMLUQlxn7n3FItjexhLdmELSSaBZuAo9xMZPlAFm5RrLETgd/nsLoeZ3+PfbBKuxJ57hGOcnJxUKpXSyy+/LM/zdP/+fa2trWlpaUnLy8uKxWL6+te/fiHP6ifB+MPX9/m+/+nv2ZF8TMvtFLsZMHQh3/dHxr2DF5LZEWh4uI+OjrSzs2Nsh8FgYNQeOMFkfDTQyMJd2hPiAihk0hlzgIyFDrgrEuBBg3qFXBvaHo0oz/NM3kqQJmsmSOLCxUPosil83x8pP93AQjbKAkZwqVrAD2wE0AkRVJD1EkjZgFAcwlaBWkZj1FWPuQ0/6Hg03lic33q9bsEHaIYsNxaLaWVlxfjfwEfuVBdpiJFzXJxn3N7YrGGmRKPR7zgOzpWkkWtJMKUBd+/ePfm+bzi6u9lxndxsmnvj4aEHbIRcHyoGSdYUdCsdkhQaluPjQ8P8z33uc0qlUgbNFAoFm83HhncR65Ng/OHrDc/zXvR9/3tml/lxLR4uDMbR5RMEwOMITm5TgxvV8zxTwHU6nRH7QMp1ArjneYpEIhaUXINx6WyuHAGUmzoSiZi6CoMdoAr8AJiyMD8/r/n5+RF+Kxgz9qD8YbnZD0wFqGQ8tHhLuB7JbDCS7DO5uLobTAjKfEYCFdkwIhlJhg+754TymMoBGIiHnyx7MBjOwsP/gnN7fHysUCg0knGCEfPeLi1OkuHuQCzuhsaGQnDk3zRMwWKBXdypKZwzKiBXBIJIyP08Y2Nj2tjY0Le+9S0dHh7afUNGzEZCIJ+enlY8Hlen07FqgU2f94Uu525kY2NjVm1R4XE/SsMew0svvWTUxkwmYxvT6uqq4fI42z2jbIrHXucJxl+Q9Fc8z7uvIWZ8bh7dk7BcJRPZHOU2vFDUbzwYZIguSwBxhpsRug8uWBsYLkHGbYAQyLiZKW+l4Y3IyCK64TSNmM9Gc40sB6ZHtVo1X2L3mN2Bpq68WJJtEq51JuU7DBEyWH6f1yeguVmtJJv7d3JyYk1DzmUoFFK1WrWgAtZMYKDxxHWCP01gr1QqNtl4MBiYGAT8Ey8Ozgsew1QiiDukM9N/PreLnYLNuk05oJlQKKREImEyaDYTsnLXAwSogmDqYrrca1QyJAIEcyAZft5tFnPfuY02rgv3lHQGxVA1kMECldEEdeG3SCSicDisq1evamlpyZ4TMnXuN9z/+Lfrtf1RlwtXPSvrPMH439UZXeOpXvBrybbc5gkPBA8Lpjm+71v2ANUM2IDvz8zM2Ew5Sl6yMrIxmmGUnCcnJ0omk8bUIGMDPhkMhpOfcQaDS8uEBjLmfD5vA1WZAkFAAVfkAeS1wJ/d7ru7UVHqsoG5TBLK/8FgYNxhNh0X8+T/cTGTzmAXMmNwSrBuN5hAxXP5xWDaXBfMf1zxBRUA3G5GDLHJSGdlO5uVNFRorq6uqt/va21tTeFwWEtLSwqFQnbOuF/AU8GZXUqaqwB08WA3q3V51fwO1clgMNDt27d148YN+0xUTrBwHs5wXa9hYJHj42MTjlCpgWcD9fR6PaXTaWOPMBH66tWrlgVXKhVtbW3ZZkXGzfti74qa8iLWJ5nxQ+sieXRPwnLxYnBASbazg9u5pScPB2Wy2wQMBIbTIKDG4RkryShuZHbAAkyLdgedSjLyPpmwdAYLUNYTOBF1VKtVE4X0ej2bCEIw5Q9ddwKGy3V2S1REJC6n1KW6ua9HVsr3yfilsypB0ogV6PLysv1MLpdTr9ez0VI0PiUpnU7buaKxWK/X7XgQHlDNIBsHvwXXxewJ6AVnOCCNUqlkm3C/39fq6qoymYza7bbefPNNzc7O6kd/9EeNKcGmSXYJnCLJ7hlXeYj4xA34kkb42GSBXIPx8eE0kRs3bmhjY2PESxm7S9djGQiNrJjjYkMMh8MjXGLuIRbMG6Av7mEoirVaTXt7eyOVBJJ+mtHQ/4D+LmJ9EowfWhfJo3sSFuWepJGHiaDsUsxcOhVsApRuLqeY6cQ8dIg8eGAJ0q6hfTgctrE/zNsjgw2FQsYHBWMNBoNG9Ic5QDOLrJGy1W3iELg4Xn6GktYtTbn5eU8wcD6vdGZBSoZIMCQQuWUxgR6fXLBit8GExy7m8YPBwOhmBOHBYDCikiObAyvFm5ksEahgYmJCyWRSsVhMnucZd5nry+fAyc3zPK2srGhxcVHdblc3btzQ+vq6FhcXFYlEdOXKFduIyDIxiiLLh1sejUaNu83GQEDmXLsBkabm7Oys8vm8/uAP/kDlcllXr141q1auAc1WkgL3+lKhQOMDami32/JPeePAZ4PBwBqolUrFzi33FYIkl8roQnT4JmNGjwrvIgzmP4EpnoH1MJ0NDA7Mjv9jwi+wAEILGnGYs8zPzysSiVhQIcC5UmcyXSwNgSMI1mS1CASy2azd1Lwm5SvmLWNjY0bZ4thp4rgMCEmWKbs0Kpda5dK0+D2adJwjNwMGZuBhJ2iCJz+cHfq+r/n5eTPZByqo1+sWKOnmI9hwZcdMqWbTcEvjer1uAZX3YoxSJBIxP2I3gMN4mZycNIe7bDarSCSieDxu1qovvfSSarWabt++rXQ6rcuXL1sWiiGSy2qZmprS9va2tra29P3f//1WIU1PT9sGQBBnA3OvBZziP/zDP9Trr7+uRCJhUAz8a9geBFU2cTZkNguCtCQzw8cHBWy91WoZMygYDGp1ddW4xAcHB5qbm7OGMBBILBazZ0CSKUyBUNyM/HHXJ5nxE7Y8z/vbkv5zSaXTb/1N3/f/5en//bykn9JwBt7P+L7/r77b62FoAtOA2XAIN2AwUKqVSiXl83n1+31r8oyNjWl5eVkzMzM24l2S8XwZ145W38WSKY9pzrjHhUcFWHUymRwZZYMYgRs+mUxacI9EIob1uq5lroSagA9floeZoA/W7fJuwTyx7ISmhRcH0l9m5bkZmiTj4TabTUlDr2aCC2INmlU82JT2BB9JlrHxumRr+CYQzGhCSlIoFFK/31e9XrdS2lWk1et1G+4JZupmr2ysY2NjarVaarVaNukEOICNh4y/1+upXq9rfX1d3W5X0WhUuVzOKhped2pqyjaeYDCoyclJNRoNvf7663r77bc1OztrZlYPc71JDhKJhG1INAzZnCcmJszEivfmerFRnpwMDaVofjJklWDLBnJwcKDj42Ndv35dwWBQ9XpdxWLRXO4wqAoGg2o0GmaE9bjrk2D8ZK7/wff9/979hud5L0r6TyS9JGle0u96nnfd9/2TD3oB1sTE2eRfVxkFy4AGCBhxIBAwFkA8HjdjoMuXL0uS+cX6vm/l+OzsrILBoMlEacodHx+b7JYAxgM0Nzdnrwc8MT8/r0ajYRkndp5sCEz+LRQK1nEHhpmbm7OMl4BFw5GsqlarmYexa5SUSCRsOCi+E8Vi0SZec14kmZLPxZjZMMiAqTw4PkmGLZKJkU3F43GNj4/b+CSuA5WE+1pcs36/b5aiZM5jY2M2tj4QCFiTdDAYaH9/X81m0/6srq4qm80ahJFIJEZYCUtLS5qenlaxWDTmCxNYyI4jkYh2d3dVLBZt0vQ777yjV155xaAXfjefz9s8QBgahUJBr732mt555x1JZxm0JNuQ+LzANlA0YagQ1Gn+4plxdHSker1ufsZUZPRGaMThLeI6EtIIJOACBSGBj8fjdl8vLi7q3r171gN43PUJTPH0rB+X9I993z+U9MDzvHuSPq/hXL4PXa4ElswL20oaWJIMF0P6KcmgBlcJ5d7Y7gh7MGRkp+122wQC/Cw4L9kKDACCJlkonXw2Bt5vfHzoDYxfMRk3fFICFg8qUzDczAiGAA/+7OysZfZsMvg6u7xr5LAwRIAwpLMKAdvL6elpLS4ujpwfMluXosVygy2VBfQ03/etGYqfhXRmjTo2NmZCCwI0GDwe0f1+X6FQyIL0pz71Kdt8+P7ExISef/557ezsWDXBtQsGg2a1im3q/v6+bt++rZs3b5olK9Svt99+W+12W6urqwoEhtaoMzMzyuVympyc1NbWlr72ta/pm9/8plVPzWbTmnokDUBfkgxCcBty7ngrmCfw4Hu9nlU+VHPM65uZmbEGJ9UJAiSauzw7+EbDjJmenja4KZVKmVnV4y4XI39W1tMSjP8Lz/P+M0lvSvobvu/XJC1IesP5mZ3T733H8jzvpyX9tCTrwiNrnZmZ0fz8vI0th4bmyoWhUYHVAhMQVAiq3DwEGDBe/B1CoZAZrdMwwkeZ5gnBniyVoAlsAryCuoyHLJVKGR4rycQbKAlDoZBmZmashCQQtVot7e3taWJiwiAaaHf9ft9sG2u1mgU+XOkY/QTmTRbMMQGT8KCDW8MEoSoggCK+IQsDqwQLBSLgfLi4N1xr/HSZJMJ5Gh8fN3tQpmCPjY3p+vXrWlxctI0Kw3hXMTg7O2vlOzABdMPnnntO1UpnP5oAACAASURBVGpV3/jGN3Tv3j01Gg1Vq1Wj1G1tbendd9+15h7TWaampvTgwQMz8t/e3jYDpkajYeeKDc6lodGchAtMEAWLdhMGzt34+NBfA1n33NycwuGw9vb2rLkJVAEk0mg0dHx8bNeK/kCtVtPMzIzi8bj6/eHoKQb8AolcxPokGP8JLM/zfldS9gP+6xck/S+SfllDGt0vS/q7kv6qzrxD3fWBV8/3/a9I+ookhcNhn6YRsmBubDJTtztNFgYeS/ZM4CbokmUSGGlCkckiUKDbDVXt4S61O3UkEomMPGSNRkPFYtFKdjrY3W5XtVpNkUhEyWTSRAMEdzYDslL4y5OTk8rlcpJkAekb3/iGNjY2LJs8Pj42rJlzFovFbBYg3GDgj0wmY9xW2BiSjI8ryRgS8FUJtFQsCGdOr52Oj4/V6XSUSCQ0NzenYrFowYXKAwiDioGACn4NEwUhSbvdViqV0sLCgmWUQDkzMzMqlUra2tqSJF27dk3ZbNYyde4Hd0ZeIpFQpVIx/xEw+r29PfvM+/v7ks5oe61WS9lsVouLi3r11Vd179493bp1y9R/kUhEExMTtoH2+0O7y/n5eYMjEomEEomEQS40oDHOh01BlcK9StMuHo9btTA7O2vBnc2NyqrT6di/XdvURqMxYrG6tLRk48Qed30SjP8Elu/7f/pRfs7zvP9V0v9z+uWOpCXnvxf1CDP5aLxIsmkYh4eHphZzswpueDC/VqtlDwilKzc3TRAaGQRfmkaowghaZNatVmska3bxQYKoNMQQp6enlc1mrQyFxUBA5lgIuv3+0M+22+3aHD4UV3S/wbKlIV6bTqcNS+50Ojb7jwwLHDeXy9nD3Ov1tLu7q1QqpUuXLlnpfHR0pHw+b1lqIBAYKbOpQpjfRyCh2YlowcU/cU8rFotm4+liqzT1gCQIsu122yiEYKrxeFzJZNJEPvDPuQYEZ7JjKiOOk8/EdSsWiwZ7LSwsKJ/Pq1arKZlMqlarmY8z53txcdE+59zcnJLJpFZXV40rDe/alea746OwP52dnbU5hGTONO4YDMA97Tb3Wq2WTXthI0wmkyqVSmq1WpZF87mBfZLJpCSZypFMGojnvffee5TH+buuT4LxE7Y8z8v5vr93+uVfkHTz9N+/LenXPc/7exo28K5J+uZ3ez0eHjJRbiLKZfwKgB+wwISWxQNLoCZbAePq9/uq1WpWMtPUAxcFgoB365oBwaRgs5CGvhIcNxLkRqOhXq9nWRwPbqlUMipeOBw25gKDMqVhww0qEiq92dlZ3b59W+122xzLksmkcaXZFJg0PBgMtLKyIt8fzgx0ze47nY5SqZQymYxJt5k0QpDGxrNQKFg33g2QqPI4v/CzEZnQQJycnLRA6Pu+2WCmUilVq1XDgQlokUhEq6urajQaWl9fV7PZHGGYuJTH2dlZzc/Pa21tTeVy2ZpmyKAxU0fMUqlUVCwWDW65e/eu+R3XajWbuM0GiGBja2tLY2NjWlxc1NTUlC5fvqyDgwOVy2U7d5IMmsDk3veHI8LIamnKch4jkYhxs4GUfN+3ymV3d9fc2brdrrLZrJaXlw0DbrVaVhWi0IMSyDAEKhze+6I4xtIZ1PcsrSc+GEv6O57nvawhBLEh6a9Jku/7tzzP+01JtyX1Jf3178akkIZBL5FImGMY2S1wASUvnW+XUsVNCBZMFzsSiSgQCFiHGdMUgg/kfCALMhboZWQ7BFlwSTJsMlLw42azqf39fYVCIV2+fNkUVpTXeC1IMo/jSqVizRzXjIiM++DgQDdu3DCOLTgrGxUNJShtDx48MGiGZmWn09Ht27eVTCbVbDaNYYLyDQgCTJEAR4YLp9aVF7sNVaqFUqlkcIvr5UvW3Ov1TDHHhtLvD2f4/fAP/7B839cf/dEfGTxF5svxcN6Wlpb0wgsvSBpm3Zj9IM7gc9EEY2Yi4gdeB/zZ8zyrhDgvsHSgxhEMqUCmpqYsUOM3AgzTarVsk5Fk9EZpyOCh8cmsQeiZiURCrVZLExMTyuVyikajxpdnHFYsFlMikVCv11OxWLR7HeoarzcxMaFoNGpJCvDURaxP2BRP2PJ9/y//Mf/3ZUlfPs/ruZp8qEAuL5bx50idXU8CAjVZsttAIsslSJNR8KDSpKIsJiOjMXhycqJEIiHP86y0dJkBZIS8/2AwsIew2WxaFsjnKJfLpgSsVCqWHfIwu6o5xBLQ1OjI8znwpHDlvARJ2BmoDMFJu92u+QEj1mg0GtbMk2QWlQg8CMzSmcpMkjKZjMFFVB/tdts2SjI2eLXwlMGsI5HIiJ9EJBLR5z//eWOZuF4arn/18fGxlpeXLfByPqgGYrGYOp2O7t69q5s3b6rX61n5D6MEnjX/5vvQwqieqtWqiYpoKrdaLVWr1ZHBBTMzM1ZpuA5+3LMuZg49LZfLqd/v2yxA7qOxsTH7vJJsfuLBwYHJrsG/2XjZVCVZxcL7oca7iGD8CZviGVgQ5sECUWzRoAPDY5IEVB+CEpmdS00DWwW+kGTwAGIOaZQaR2lHue2a84yNjY04x/FwQ9OKRqO6fPmyjo6OdPv2bbVaLcXjccumaL6RpfF9Hi4gA7JNt5HIQydppKNPmQwNzpUcu42zdDptJTGYL9kZZa0kY2EQDAk2qBTv379vrAPOISyKVCplWKZ0hhVD8wOTh/MMVa3dbmt7e1v379+X7/v69Kc/bQpAaIfAPkwO6fV6ikajIyo63/dVLpetSQYnGvaGpJHAyGdGkUizGJEMGx3slXA4bFk2fQ2SAqoomDM4+C0sLFiGCk8b3BfBB4NupbOkpFAoGP/4pZdeUiwWMy8UxC9IpkulkuH83B+ueOTdd99VpVJ54jJjz/P+d0l/TlLR9/1PnX4vLuk3JK1qWHH/xVOW1kcSk13EeuaCMdlsqVQy5RWZAdlFp9OxoEMg5MaDV9vr9ZRMJkeyRVdQ0e/3FYvFDB8mGwcDJZCTdbuTpsGqadJhwAJ2S8BoNBqG+wI9EPh4KHkvpK/S6EQKuKQuNY9NADwZ4j9ZNQGa9yBzdvFxMjNXck3gcwO+JAusNB6hVyF53traUjKZNNMaSUZDOzo6siGjBA8CJ7anVAjNZlPvvfeestmswRcTExPGDCDw8xmj0ajBCsAovN/GxoY2NjZsk4CrS2VEY5MNyPUz4d5qt9uWpfL/eHnwObln6BVsb28rkUhoamrKGmjSsDqCD1+r1ax5OTk5qf39/ZHxW7B0wOqhq21tbSkWi1ngRxTC5g0Nk/4B1dX+/r69Hk3ki3pWL2j9H5L+vqR/6Hzv5yR91ff9X/E87+dOv/7Zjyomu4j1zAXjo6Mj44jCfqCJAZ5LYKNhQ6bk+gqg5KKcIuC2220bcxSLxezByGazI4yBw8NDo74dHBzYyCIwWh4EXNQymcyIfBoDcahrkuw48b4gMBI0ycBojKEwczFN4BvYIL7vW0aPLJbsjNcLh8MGpSArJ0iR3QDJIC2u1WpGpUJqDYUN2hriGHwUksmkbRpUE2Sz4KO8Fo1KYBBpmEFvbm4qEAhocXFR1WpVv/d7v6dUKmUUs6WlJdtsotGoDg8PbYI1zbdisahCoaCTkxPt7OzYNZ6bm7NNgc3bvW9cUyYahq5RFXg54hYojyQFExMTymQyFrSpSDCewmyJICmdmf9LMk9qKhy4xvV6XZ1OR3fu3FEqldK1a9d0dHSk/f19RSIRHR8fKxKJGIwGtg6Gvba2Zps7kNdFrAt8nT/wPG/1oW//uKQ/dfrvX5X0byT9rD6imOwi1jMXjCWZ2QpMARordJDj8bjGxsZUqVR0cHCgUCikSCQiz/OscZbL5UayC8r/VqulSqVibIZOp2OiC2l09A2Qxfj4uGXZZDfYE/Kw4uI2Pj5umwCYIiUl5SlqLF6bUpjME0EFwVySMTOAbSiTYQK4DU82Hh50slFJxgZBoozcGp4yvwdHmiDF5iHJGpYwWghOwCBk9JT7VAIEwFqtpmq1avAMvG6CV6VS0fXr19XtdvXOO+8Y5vncc8/ph37oh5TNZjU2Nhx5lM/n1W63de/ePfV6PWUymZEsnuoEOAlOMNcObBZut8uqgedOFor3RK1WsyzW9fsIBIaTw2lgLi4uGoSEFwpBlmOD8sj7oZZEsu/SHKVhE5k+BRDEYDCczM2xcV0LhYKKxaJdd+4jKs3HWR8DmyIDS8v3/T3P89Kn339kMdlFr2cuGAcCAcViMZvMwEPCyHtYCWSKhULB6Du+7xsG53oAE4DItq9du2YZSzwetweLYAMGDTYMFcktAd2RTkAbblbiPiw0UQhiZJg84K5lKJLWeDyuUqlkn40ATRYF1izJMuGxsTGbLAJs0Gg0VCqVzAgIHJgMDfYFeC+bC17MbAiY8LfbbftMD/OSqV7gQFNCcx3L5bJtoARfYB7ob5OTk1pYWLAmKLzffr+v9fV1bW5u6sUXX1QikdCtW7esGoEyuLe3Z4q0arVqmS4BD160qzjk3FGN0MB1qWpcWzZW7j+SAxR8d+/eNbVkKpXS1NSUybIXFhbMxwSTd8Qug8FAlUrFGDIuw8VVKrbbbd2+fdsqQ5qhx8fHqtVqhmFPT08b7Y7PHQwGFYvFLkz0cQ7MOOl53pvO1185FXp9lPXIYrKLXs9cMKbshioGQR5qFE5ZZIoMXnQN3o+Ojowfikk8ZSdl5v7+/ogblsv3PDk5GXF6Gx8fN0I93rAELeksi4IyRyDmYSWDwCuCQEVAw8sCehZQiHQmt+YY+R4BzjW0Aed04RqCbLfbNSMdaGWSzOISKIhpzwQphA2IcfhZWAZ08weDobd0pVKxpqckyzpbrZZKpdJ3OIaRuRMAPcez4jOf+YxSqZSJXB48eKBbt27pW9/6lr0/59/NatlEgJJcPJgg6hokSbLsHqMdmoauK52LMYPJM4cPRR42lslk0uhlkozNAqPl4ODAIAbYF9JwY41Go5KGGDmMl0KhMELx5E+z2TS/DKA1SUZdxKYT8Q30z8dd52RTlH3f/9w532IfDYPneTlJxdPvfyQx2UWsZy4Yk31wo9MYoRx0B2VSwtOFJoAjHSWbZMou1KXNzU11u13F43Er8VBo4Rnhjj8nsyJLgaEAm4DAc3R0pFgsZgGUDJRsmADqZriHh4cjUyno/vPgwfpwndiw6uTB4jzgTwEW6nmecVKlYdCCWUKziwCFAASc1A2osCL6/b75CRPUut2uXRsCXq/X09zcnDm+5fN5STI7UTByTIVounEOtre3TfBB+V8qlVQqlcyTAbEP50mSwRl8Vvc9JNmm4l5HrjFqPVY0GlUsFjNc262eyAhpjrJ5zM3NKZ1O22vAEXcd+th42NCmpqa0ubkp3/eVzWYNnnDpemTP9AwikYheeuklTU5O6tatW9re3rbr2G63jbfMlBrERfV63ZKLi1jfY2rbb0v6CUm/cvr3bznfP7eY7CLWMxeMT05ObIQM9n+lUslkuQ9npK4dJJQjaegvMDk5qWq1almwJPOfBc4AZ0SOfHJyou3tbZVKJeveU7q6Ad59mFzJL5kwWRrsCoKq6+3Az0Cjgk8LXk0QdDNt18sZXJoAhxUjTSkwSDJxgpOrYATvBj9lo6DRxudlgyAYITAB84T1QnPOxTXr9boFPpcP7vox0BQlK93d3VU+n1e5XFYwGFSpVLINTdKIQ9ulS5c0OTmp7e1tC1zIgIEseA82DM6va7oPRY9BpplMRtVqVVtbWzo4OLDZfrFYzJR9XHeyeoJ6PB63oQaIkgjqYPg0SCcmJlQul60X0O/3DWdfX1/X7u4w8SOIZzIZJRIJa/iFw+GRxurk5KQxULiOWAXwvYtYF0ht+0caNuuSnuftSPpFDYPwb3qe91OStiT9R9JHF5NdxHrmgjG4HfifK4vG0NvlnBK8YrHYyHBSsmi8cSHrT01NaWlpSYFAwDwXKDPj8bh1qWmCuVaEiUTCvgarJKgTwFw3slqtNtJ8odkCr5ZS13Xucj2X3ZudAAscQ1MIj99+v69oNGq4NMIQgqUb5MfHx81Yn2xKOnPMcw3PqUzAmMFLyY65ZgRbMm5p6IlMNgezgw0AFgbZ/cN83rW1Nds4OPZcLjfC7sAvJJlMmh8D2XQikbDNAm8Gd/RTMBg0STkTWdLptBKJhGq1mlVaNMagIYKD8z5kx4hHOF4EH+C1TJRBmAEUROU2PT1t3ijcZ4FAQIlEwhgwNPeoFGgIwjbh+gDr4fucz+etcTc2Nmbqw8ddF8im+E8/5L9+7EN+/txisotYz1wwhg4VCAQMDyOQupnj8fHxSAZGZlipVNRsNm2emnQ2cBPnNOmsG0zJS+ZJhpZOpzU7O6tkMmkyVJfSxvcYmIknAMIPN1vGSpNgAE+U7Aj3Lh4yHiioSWDjgUDAJjiQPeHqxrBKxu6Mj4+rUCgYRxmYBZyVRXB0RS0EXkmWDboVARaj4N6StLu7a6U02T+UN2l0tmE0GjX8HxiCBxuMl5lwLo0NJksoFLIy3vd9o7Fx//R6Pb300ktaWVnRe++9Z2pAqhuacDTyQqGQbcosWCWcCzi6bLSoJMnyc7mcxsfHVSqVjJNeKBSscYwNLOcEnjQ8ayo2N5v2fV9Xr17Viy++qGKxqJs3b6rT6RgLA3GL53man5+3huHR0ZFBPbwe4h1JunPnzmM/px8Dm+KJW89cMCZDpfkFt9OdQTcYDKxzTOOG7KXRaKjVatl8O4IoDAtUYJFIxOhPfE1jheCDvSHZIOYznU7HqGnu2B0wVTrwZJaU92QuYIFk95LsxvZPvRXAQwkCvAaUM4Ie6ixodXgx4H2AOxrlM4IN6Uwq7Z3KiMFceWjdLB68nfeq1Wom8WY8EhsV1wwsGejB5Toj1EEI4nqEuKpCqIs/+IM/KEm6e/euVlZWFA6HzedjcXFRvu8bpYyNmSB57949gwdopGHYw88GAsNpy4PBQKlUyq4LPsBk957nKZvNKhAI2ASXpaUlLS8vq9ls2oRs7lm422DebN7z8/Pa3d21z9jr9RSPxxWNRk1QAj/ZHeUEzRNmEOcNCidso8FgoPv371sTMJ1OG73xIqht3KvP0nrmgjFBi7E/PPgYeksyxoTb/ZZkWRsNLNgHUOPI5hKJhFKplGHEZH24bDFzr1qtWmeeAOpOepiamlI6nR4xX0GtRdDl4cc8nuDEz4B7w1s+OjoaYYZIMvYHkAYNNvjAYLVk1AQXRkXxOV2OsaSRbJSACDPElQ4TnNkoO52OCoWCbXLdbtdEKAQWmBaIQ7ieYKdcLzcAu7gxFQHYLiOl2CgPDw+VyWSUzWZ1fHxshvUYAtErwF6S13Tx+Gw2q5OTE7P7RJV5cnKiQqFgAQzuN5j6wsKCYd7dblfLy8sGwYTDYYM9ut2uksmk0um0VW3gtxMTEyqVSmb0D63w7t27di4YxsrED+iMLhUQa08+C8MCFhcXLSt3+wSu98jjLO7jZ2k9c8G42+3q5s2bIw+s282WZEHDLZX4m3KUzrj7IIEV4trl+tBCHeOB5wEmoJCVgEWCi5L5wJpoNBrGMw2FQgZJUOrSvKlWq5ah5fP5EVoeuC8ZIu8DHMPDBZuB/6MxA+zAGHfwS+msvCTzdgMh55XsqlKpWPcfbJNA7nme4c5sVGwmNLM4VmhkBGiycBeHdpWTHFOj0VAikVC/39fNmzet8UkwAUOmbJfORDswLNiAXdzWbdjBeKDxSDOsVqtpfn7ergVVF9no5ORwcjVOgC5DZmlpSb7vm9cIzBAsXtn8XQwZW9Fer6dsNqtCoSDP87S0tGRJBRWKmwWTHFClxWIx20CAZehJkHg8JWyKJ249c8H48PDQpi8QFJg4IclucLfM5KbgJnNlrdKZFzH0LbIFmivQ1Mh8yFZd1RLBz/WbYNgpxwixfnJy0lzZmNRA9snvYiTjjsORZBadNOCg5FHOk+GS5bpBXpI16zhu3tMNckAcrniB3+E8uYGSUp6KAfUdAcflBpOxc63AWXkt6WxDcDNz3psSmusDE4ONq91ua25uTtevXzcMPRKJ6NKlSzo8PNT+/r457zEhBHXlwsKCeWsgxuD4of+BJafTabu/YEOAWXOeMX8/OjpSMpk0VSfnFTMoFIf9ft/8TeB9ZzIZTUxMqFKpKJfLWYOQBIDAy/1BkkF1xEglLFRRPXJ9q9Wq4vG4yf2j0eiFwRSfZMb/P18utoizF9kaWZakETMbHmyCqytp5UHnBoTTSzZHpgVNLZ1OK5VKWUaOEIKOPE0eTFl4KIAwwFRp5KFkg98JPY/sFl9lgrnLUODnXPHCw/irm3kC29D5JyNyg/nDwga33IQChqoLmp7LiSZT5veRC0ujTR2OkevmBnuuhRsUOD6We3ySLPu8dOmS4vG40Rir1ary+bwxYjKZjNLptFEiud6MI4pGo1byu77F2Wx2xG/apQHWajXlcjlls1nV63UTrpANV6tVRSIRw2TBdHFTexhPp4/R6XR06dIlLSws6M6dOyZS2tnZMVXdt7/9bbXbbe3t7RkThuwayIH7GBUkmymsFxIEju0iMtpPGnjPyALXBHdzMT9JI9AE/0+H2yXku6wAOKfhcNhmnFE2ugGE33c9ZWnwoXAia8XNDIgDyfDx8XB8/OrqqmVCNNbcYIQnMMfufj4CrYulun+kM7gGw3mOn2yK7JXP6GadBH0XCnEXQdnNylw4hOvj4s38m+NwX/fhTfHhn3/4bzYR2DSHh4eKx+P6zGc+Y4E0Go3aGCICK595d3fXBBAIN8bHhzPpotGo8vm8iSyKxaIODg60vr6uYrFoLAec9BjwORgMVK1WjeuNnLvVapkvxM7OjkES165dUy6XGxHU0Cg+ORlO8G6328rn8yPCnNnZWTPLcmXvBNxgMKh0Om29AJrBbIw8NzMzMzY5pFwu6+joSNVq1QRNj7s+gSmegQUUwYPrmrmThaLCY7nkerinZA0upYsmC74MPFS8F+bbBH9wZjIcd6IG3GKXT0z2y3w11H2U+dJ3Ns5c6fLDcAKLgIfIhMxIkr0umxIwBwwUt9x1NxIeYsQ1VBvwhvk8fG5KaBpQNCldYyA3Y3cblRw/ZvNg4y6LwqUu8n+SDP6YmjqbB+j7vg1/xVBnd3dX4+PjZilaLpeN5ifJ+La5XM6sR6mAuD/AvE9OhmOKQqGQCYiojMC8MYM/OjrSzs6ODT5gw2KitMs+QRDEfYLyMxaLGT48Pj6ueDxucF0ymVQikbD7m8qG8UtUa2DeLkWPZiL3gyu9ftz1STB+BhbcVGg5+Oy65jLuuHQaQwQbMGYMbtxBotzIZBDNZtOCMVkkD71L0SKo0nBBQYeXg6QRjwxJhpOS7fE7ZOIP+ye4lC6OBUk4n43zQoMQ9R6bRzAYNBc2SdbMBHIgi8ZYaXx83EyQwIt5wMGio9GoeQ7Pzs4qm82aR4iLE7uZLpQ4ghdlLRskjUWuBcHXhTzYqNggqTrginOcOJThi4FiDkYN7nsTExOq1+u2YZdKJUnDpjFGVNAKZ2dnjU1xcnJi5xvYAryZDR3Igvut2Wwqn89rc3NT9XrdNjKw7EwmYwEegU+329Xu7q6mpqaUyWRsE2RCNucBbjU+yGDbBGg2H8RNJA3w791g/VHXJ2yKJ3B5nvcbkp47/TIqqe77/sve0J/0jqRvn/7fG77vf+lRXhNuJQKJRCJhuC3YLvaXYK4Ea4IdOF0kErHXQljhcljdib2SjFlxcHAwwvUF9gBHJviTJRFskNPCC4afSzPLzfyks+wCFgBYL8ZDuJoBs3CsEP7xJqbpg3R5MBjYnDpJpmKMRqOGg8MEgblycnJiVqUE6ng8bg8wDIBUKmXwSqfTUSgUGpE5Y2TvQkucL3caCcwAlwqISx9ZO+eLYzs5OdH+/v6IJBvGCkKbu3fvGrbt+74xZ2BWMKUFxz/f9w0KYTH8lWvjeZ62t7dtcy6Xy7p06ZJVEJcuXTIaZDgcNijh/v37GgwGZukaj8eVy+UMz41Go8aGQLxCww9sGbc1TPk5T+FwWN1u11SpMIZOTk4Uj8dNBOKO+Dp9Zs/9nH/Q+iQzfsKW7/v/Mf/2PO/vSnJtudZ933/5PK+HGs0tmzH2IbOklOPG4+YEznDHkqNYkjSSNdBhJzD3+30zVYdD7LqUuUyNaDQ6EoAJPIyWPzg40P7+vnlakEGQ7bEoOSWZGg9YYXZ2VgcHBzo4ONDc3JwdC0HPdXxzvTrcKQ80P12LTRqFBEp3QyHDZwIKTUiqD0kWgPkcSHalsyYbnF2XmYE3NUGIDHp2dnakEfRwY4jNFZgKNSGYNQHUbfpybG62znHTsCPTBhppNpvWQAPf393dVTQa1fLyso6Pj1WpVJRMJtVqtbSzs6P5+XnNzMxoe3tbu7u7hnMT+ILBoFZWVoyXDFSFuo/rwH0bDof1wgsvaHf3/2vvXGMjPa/7/n+GHHLImeUMZ8jhVbviSqurUbuRIThomxati8YpitRJL+kFCdCgQooWjj+oQFynhdt+SS9p0Q+tESUp6hSBjRYJkvQWRTZqxCkcJXJirdZZRfLuasnlba4kd0gub/P0w7y/w2dmyV1ql9JyyPcABMl33nnv73nO+Z//+T8Lmpubs5Ztsj0yoZ6eHp0/f16STCp0YWGhrT2b+xZmmeHgdxwWR8Yn1FxruP0bkv78w2yHF4OXj4eHCITlOCVeqFByk/Qu/H6z2VSpVLKqcnTMFgHyEpPCMhEpnXi0Y/PDrBpLS0sWeSUSLcF76F+0SYdFRRwnvF2cOmwMHD1UOl5WoBrS70QiYYXI9fV10zeo1+uWloPL4vRR7ZqcnFSz2bRGkkwmY8dMC/je3p4qlYo5aOecYfG7u7taWFiwaBcHByY5ODioJ554Qtls1ma3GB8fV7Va1dzcnE2fxWwrSJdub29bOzGYNMp3DFLwlaHbQdsLG1QSiYTpIVM0IEG0wQAAIABJREFU5dmS9uc/JENhOcU/ngsoh0x2kMlkbODt7+/X7OyspqenlcvlTMwqmUyqUCior681OzQFN+Q3gbKKxaLR4NDFRgsll8tZA0pvb69qtZoVExkgpf1aQTabNWcbcuar1WobtY/vxk0fD2Zd44wl/RlJy977d4NlM865P5S0JumnvfffOMqGwMHC6ZRwrFK7fi2FLqAKXjIeelLj8CWT9nV0WU7raTabteIckIgk6+0PC4iSDBeF4tRZfMSpsn2cNm3WRHZEkzidTolQnCzOAd3iS5cu2SSVxWJRQ0NDunHjhnWq4QRGR0cN85Rkhbzd3ZYGcqVSsWvLjNmDg4M26A0MDGhsbEzDw8Mql8s6d+6cifMwSNJyDFcb7Wc0eVOplC5cuGAZDhAQ899lMhmNj48be4FBEJ2NlZUVyxZCKhxOCtwUhxTS63heOOdOxgpRdygfyn2mCJZMJo05MT09rfX1dZVKJRUKhTa5VkltRVRghFKpZIMfx5dMJu25SSQSmp+fl3PO9DcYtLz31orPOcDt5lkD30bjgudKUhv7J46MH8xOhDN2zn1V0vgBH33ee4/O6N+S9OXgs0VJ5733VefcC5J+zTn3vPd+7YDtvyTppehvc6YUHqR9fjApc1iJhytMBExRJ4yIqPZLaqu4kyqHmCWRMYW7er3elvqCL4eVcRwA+2G90dFR9fT0WEMA0TddcWyDYyANDZtZBgcHtb6+rkql0qYctrKyohs3bpjwDtEK8A7XBw0LNBeQI0XEH/w4hFxIdaHuEZ2urKxobm7O2oARYQIv5x4mEgktLy9bkwzXkEgtdJBra2uqVCqGdYbQCOtUq1Vzilx74BUGRga+3t5eU5pjuigyJHBTnp+weYXfoYA7z9XGxoaWlpYMQkK4aXNzU3Nzc7aM4+Y5YHAI+eg0f9y8edPwd7LBnZ0djYyMGNYNnsx9QuWOOgot8Kurqwbvlctl40WTSeHsw0ztYe2sYcauG07YOdcraV7SC977W4es83VJL3vv3zjoc6yvr88j0A0rglQ55A3DNCA1BC/lxaOzjheWiFWSOV3aXIk4cRIIvFDJxyl479uOhWgvHASIaojUmbaeaBC1Nv4Gz8zlchoYGLDW13DWaZpDYHSQZjNwIDZ+7tw5W5/oj/1S/CLaJftggMLRNptNm0UlZD4wuDCIUEQF/tnb27MpkojMQtofBacQmwX2uHPnjk2hRHSKA/TeW6GR45bURi0MG3m4npwb3NtwMA5TbLaDA42e1bsgDDIkWtypEdAZODExYYMAEXg4czWFzKGhobZthtQ/nkew9t7eXo2MjNg1p3gMXJNOp00ms1KpWDZIJjMxMaFUKqWFhQUbDJ1zunbtmtbW1h6qipdKpfz09PSR1r127dq3/Puf6ePE2YmIjI9gn5T0duiInXOjkmre+z3n3EW1FPmv329DMAmazaaR79FfJWKELQFeiCRhqMcbRod0y4UMB9gSvBjOOePSEpUTKR1UgAN6IAoEVkkmkzYnGnoIaGBwjNDzeHGk/ZZtYAgKh0SrvHw4DTQJpqamNDMzo6GhIXnvLULm5ee4Ee9ByAcckQLf4uKiDVJAO+C9Tz31lKRWNJnP5y0TIeoqFApaXV219L7RaKhcLhtGDsUP5gCYMDBUMpnUzMyMlpeXrdkEZTyoXzRf9Pb2mrrZ4uKiNduErd048DACLJVKhm2HDSkUcMm2QiiL6yPJip2wRZhzj0GaFuxkMql6vW4i90zDBB2QZgwGTAaGTCZjOhtLS0uSZGwO2u0pwDF4EHgw6APjjIyMtDXOcB69va35JWdnZ+/7Qt/POovRZ8G6xRn/iNohCkn6Pkn/wjm3K2lP0k947++rar23t2cz2oZCN3BlSfMQ4wYjJmKGn0thhJcJni8OMUxvKaQx66+0P8192JQQRubSfkdaKHRPmkqnHjQxUmZJ1hlG9AY8QQQHlxU+MfukgYDK++joqM2GjFMJldN4iYkmiWZxznRl8V3gDgY4PtvdbUmDplKpNp2PSqVi3/O+Na1PqLK2s7NjWCpwBFg0TScLCwva3NxUPp/XxYsXlUqlTHSeaJQ0fHV1VcViUU8//bQNWuCgwEz8T5TIjBdE8KET5HnBwJw76wust7e3Z5xh2DdsD0obWQv3i2Oj+MpASOQ8Pj5uz33IJCEbAnpA94RCKfzsxcVFFYtFZTIZFQoFY9BQxOU6UjTNZrMHdlw+iJ01Z9wVMMVxWl9fn0cvlrSNec/g4Pb2tqZE39zctPbUsHgXYrnADaTs4Uwa9Xrdok5pv4jWac3mvigPNDMiOhx72DiCE5P257gLqWPAKCFrI5yhJBxIeMFwbJJMCCaTyWhsbMwiNuh8IaeXwSukmDEDyurqqukeE3UxkwmOa2xszMTyoaTBdYVP7L03vBzIh+iN6ZJgIMzMzKhQKFjxslarGc8XnjQDIVkR0XqpVFK9Xlcmk9Ho6Kg5RTQayKoSiYQ1BTE4oXE9OztrSmtcbzjJ0v4gzAAaQltE1FxjsiGak7iv+XxeY2NjxoQgK9rd3bWWfIrLDLR098GE8N7b/QzhC3B3WDZ8lyi5p6fHJlYIsxfqH81mU6+//rrq9fpDwRT9/f2egeR+Njs7G8MU3Wj9/f26dOlSW8GH5bVazfSGQ8oSTjpMS8EocS6IzoNBhy3KFHeIoomuebiJFsPPSLlpvuAYgE6gGgGVEEmFWgthwS3UggDrpDhGBDg6OtqGO4Ppgpky0CBQRMdaOBCBw4bHHzJMKHiRcoNZQtkrFAo2IPX391vECoc5kUi0Cd7Dt5ZkUTRNJMlk0uh5HBsYPgPo2NiYFURDJgvnPzAwoEKhYJg6AxvYLXQx7gfXA/hKUhs7I+QeA2OBRYdFUWALICUGp2az2TbIMQUWgwxQGgMr7fUcK9KXsHoQyWc+x2q1agOOJHtOoSKOjY1pZGTEaibDw8NaWFgwnQsKhQ9rMUxxBgxKFoUKItuJiQlNTEzo+vXrlsrTknqQMw6LIlCEiOJwfKGQDvsmIgN6CGdO4CVkf6GFJH5JNv9ZKFgEnU2SRXshBY4Ii0iKqYDAp4EPSH+ZVQKHxQsInj44ONiWejMAUKGHB40zwlEgapNOp01gh8wDdktYFMtms2o2m23zz8GNhf9MEZX24CeffNKoa8AmdEqC0xMp4/D6+vpsxmnSb5oicHTocXCswFtbW1u6du2a8aDD4ikDX8jIAT4CPqAuwCDHehRFmQaMQYoImvNn4FpbW7O59mCgbG9vt00uAD5M2z33kMCCZ4ZniYYhsiEGIqk10CC8D3R0XBY741NuOE3SPEnW9pxOpzUzM2OObm1tzfiaPMg8oMzmyxQ2PKghV7iTzkYUCq5JhBZKSkqtaISXL8QXgR5CNoW0X72HHxyKhYd836mpKQ0PDxtNCawVQZtms2kYLBEa2ghkDLzIpLJ8H64reDoDD1Ezx1cul3X9+nX19PRYRZ9onkGNKJXoiJmMQ9iAZg3Opbe3V5VKxWb8mJ+fN3paGAmCF4dTOjFAE92Xy2Wtra2Z/i8NI2hs0EpMIwuQSCqVaps1HK42EAHPAYMK0BTXiLZkZviA8xvqfJA14YCJyCUZ5k77OM8lGSDNHxRa4Rc3Gg0NDg5a40lYQwDqIGipVComhgX7AlgPts577713LO9q7IxPuW1tbWlpaUmZTMaiLmhrvBBwi2k9hgzfbDaNG7u8vGyRABhnqMML95OXcWxsTHfu3FGtVjMnCicz5J8SscJ2IMWW9qdcIrImqqLowhxrrENURnNCpVIxrJViDfvDaUOvI8Wv1WqqVCpGR+PYiWDBn8Ed0dwNi0WhY5+amjI9g42NDZsWPowQOdewmYZ7wjUgRQYzDweW4eFhra+v27rAM/zurAGE+C2wDIMNxayFhQVtbGwon8/boMoxcg+BJRjUGEDC+wDzhsg51AmRZNlEOPhzf4BQyLyIrvk8k8lYbYFZu6Hy7e3t2cQD7KOzM7RSqejcuXNWhEMDg3XAvqHChRE++89ms7p8+fKxvKuxMz7l1my2WlihMaEH7FxrZg2ExcHpePhI7ymQDA4OamZmpm0+OXDJECfGKpWKRkZG9Nxzz9kM07xYvNQUfajUk9qHjA2cCpzdsF07VGkLRfClfeyP5oxisWhpNo6fFx7+NbDJzs6O6XGwPIRNuAbJZNKuE1MP4YzANnO5nDU2wA8O03fOM3RwFC1J/4kkySB2dnY0PDysc+fOqV6v69y5c0YlGxoaamtMyGazGh8fN0cSTu7qoy6yiYkJNRoNzc3NqdFoKJfLGbOA2VVo++3kC+NoJRkvO4SdcIjAI0BENL+Uy2XLBsLZWcL7v7W1ZbKrzKv42GOP2bWn+Lqzs6P19XVrwkkkEioUCga3bG5uGoZPRoHTzWQyBl2RBQBTzc/Pq9lsampqSt576/wrFov2rD6shYP5WbEz54yJDHB01WrVIlCiRvjCPIAUOsJCGTMj7+7umpPiRWBOMjjLOAyq2GC8YaMG2B/ND0ScRKk4uFB6kghvbW3NXnLS/HA/OFWibAYbnAEvGQ7j3LlzNk8b+gUUJ6GWZTIZ42NLahtEYDvA8w3TZOhpNNXwMqdSKXO8OLmQtZFIJGzmaq67996Ki6lUSpOTk4Ztkq3Q/Qf3VpJpKiAtCf4PZCLJJoKFZZNIJKybDcx4c3NTuVzOImBajIlKm839iWoZ4FD7A2sm+iOy5x7ncjlrlV5aWrIIenJy0rIXZgUhs2o0GvY8k0XQWccyaGijo6M2iKysrLRpVUgyTRIU+sLW6I2NDZPy5BpSSIWOeRwWR8ZnwHi5aV0NlcDq9bpWVlaUy+UkyV440meq+JVKxehYREm8dJlMxh5wSYZZ3r59W++99562trYsoiQSoTgD9siLSgMEzpRiC9VxHEPYPAIsESrBSfvzmq2ururq1asaGhrS9PS0hoeHTQ6TSIookVZasHPar6nSh5j25uam4Y8wP3DW4Lo9PT3WEBJWzBkU2CaFzRAGIdptNpuq1+tqNBrWpQY9sFAoGJWNyBDHjkOjRsAgEabiwAXFYlHNZlPVatXw22w2a5rEFGi5H3fu3DHWR4jVc90pxMEGoTmDcwc2mJycNIYP9xjYCfwWKAG1QPSgy+WyOXqyBSAyHG3IToGPPTw8rEKhYNcRiAR1OHRPGNSZ+y+TybTN5UdwEPOMH8zOnDPu6emx6jxUKyI4qV27AidJpAwcQOQXprgUV9ge0R9p5d7enhV3FhcXrf2UaKPRaNi2oGwR8YVNKaSOq6urdmyhoBEWRnxhgwHnEL7g09PTRpkDLuFlo3BHJIUDRUg9mUxa4YYCEZFaqVQywfFms9lWiEun0xZdhm3EGJE616+npzVhJ+yMZDKp4eFhu9YU2bg+nE84hVI4GMCUoYAWYv5sP5fLqVQqGUOkr6/PshdqAQgLgaHyfQppSGM2m01NTk7aOaDrTCaEJGaxWLQMLZ1OW4dl2ESECP/k5KTy+bztO5vNWsZQKBRMuS3MumioQfqyUChY3SQ8DzSP0+m0OeB0Oq1araZUKqXh4WElEgm7jvl83pgWx2WxMz7l1tfXZ8Lx4+PjVgyBXkZRK0zjKcDwouFMiAYRH+fFWl9f18bGxl1to6R30MPC9uFGo2F8Tgp5QBjg0ZLMgYMX88CG+DTLDnqYWQacsbS0pNdff13j4+OanJy0lzOVShm2S4QOFs21IPUHg6fYxXGBYxPx4vQ4jjDK5d7QOcc+wwGFYwaSwaFDtQOLBQ5KpVKGXYea0pIMRtnd3dXy8rJxnnFmHMvo6Khu3bpluO/KyooajYZBV7VazaLe0dFRU5CDb43OBhmOJHOyzjnbNp2V7IcOt6WlJUv/YbaAX09MTJiWBfeiWq0qm82aEyb6RoKT6FuSPYu0h1Oo3tzc1NLSkrLZrM6fP288ZHjXFFbDWWBCHZPjktCMnfEpN6hmvEDQwMKCBxEjBSMwZqCFUDMANTSiZ7ZBy3FIzQJLZF412AeNRsPm1Lt586ZBAuyLAhawBw8p+KZ08EzVncvChxunubXVmiONQtLu7q4V2To7sHB29XpdS0tLxjyYm5vT7u6u8VQpEEkyChQSnDg8cEypFa1D+SLd3t3d1dNPP23RJteWKBr8eGdnxyJMCrE4B+hr6+vrWlxctCYPUnHglI2NDePoTk1NaWJiws7n4sWL2tjYsDno6ARksgEkL0NdbOiBpVLJBmWuLZ16U1NTmpyc1NbWlmk3I1uJQP/KyopBRqurq+YMwyYRJsDt7++3guP4+LhBWKVSyaiIBBoMQmRnYPnoZvNOTExMWEbE9YHTvbq6agwkYD4El47LwgDjLNiZc8ZEWUQMTPPjnGsTTge3RaKRlwV+L63GvBy06oZdV0RHRNYMApLsZQYrHhwcVKPRUDqdNjF2nEW9XrfoJFQdk9RGoQurzxTCWC/EkyW1pb3OOWurJY1/5plnLC3n+/39/SZgDr0PiIYXOGzlhe8K5xicPoyoKFCNjIxobGysDbcmwiVKpQBJBB5i4ZIsSi0UCm0NDnCJ6ezDoXAd4PFS4IPV0tvbmmdvenraaH3IbeKQmZKKSH9xcVHee4s+0bCmPkHHIRKq+XxejUbDhJDIjELnTsYmyQqAPEurq6s2cSo4fl9fn/F+nWup/OVyOW1v70+GymwjZBg8a7BHYIygfQK0xTFxPDxDzWbTWEXHFdHGzviUW9h5htgOzQYURkKaEsUgWAw8fEy6GfIs+/r6lM/n5b23CAh60vb2tmG/PMhAJEwGWa1WDavkRZJkug40JeCkgFLCFwLsmB8ia86H9RiUJNlgQ0SOXOKzzz5rCnd8d3t7W7dv37bzhn8tqU1+kwGmVqupr69PhULBtD7gB1Mcq1artm+aYVDUY7BCEQ2GQ9j0QmRK9Mdgdfv2bbveoZg9nGccHhh4T0+PtcEPDAxYdyBFPdgRUASLxaIGBgZULpdtbkL0KrLZrAn/QEMks8pms9rc3NStW7fkvW8TV+J+h9lQmJWwDe4936tWqzYAX7t2Tbdu3TLB/rGxMcseKLrh+NkGzR7Q7GiQAQOGpQLsRCdg+GySUR5HdBzDFGfAeOGJeqD+JJNJEy9H5ezOnTumygWxnkIferk4RQj36PTS0QQtSpIVfohMQmEeeJo4bwppId8YFgjfJyIM5RpDI0rphC3CYh8RXfjd3d1dzc3NmZMONSYoWpbLZWtr7u9vzTYMRokEJC8312lvb88w4bC5ZWZmxtgXVPHpRKNRAwcAzBQyJIaGhgxnpxBFlJvL5cwx0n4Op5b/E4nWdFZ0Bl64cEG9vb02uzPt87u7u5qenrYOSI4fDjYRNxQ3iqVvv/224fzoW4QzdjCYhSI/QF1AMTAygALIYjAgIhw5GUSj0dC1a9fU39+vixcvWtGR+8I94ZqOjo6qr6/PIDVgoGazaZ1/cM/haQNXhdnKcVjsjM+A4ZCIDkIlMgoppOgsw5FCOQPDRKGNqIT/KRjxPV4gXsp0Oq1sNqtyuaxKpaLh4WEbFPL5vImkQxeCbUH0S0TXGeVyfvcq4oXXIHTKnbhypVLRN7/5TWM2EGVR3OP6kTXgoIB0tra2dP78eaP64WzgVRN9MqMEWCezDYcDE/ciFNKBApZKpayLj3tFoY6omXQdDQecJhzaq1evanZ2VufPn9f8/LwNltQNJFkdAAcKXxmmDXxs6JAUtYaHh3Xr1i3rwIN2SEaG/jJ4LsfZ39+aiTvE9CkW0wEI/p1Op412V6lU2p5RjHuFI+dZ515SmCOKhtlDtsAAGkI20OEk2ewkMc/4wezMOeMQCyRqDfv7qWQT2QBl9PT0mMNhHXBcmhWIFHBIRArACESNzWZrmnsKZETIVN6JsnE4AwMDWlpaMoiAKA2nGzrRziJeCFN0XgfWY8DghQu/DxZM0WZubs6KVETJFJrQbhgcHFQ+nzcsG7gBx0iUj7oYQjPg9GNjY6b+FepVcC05VqJh2A1g5GhXgK+vrq6qVqsZHY6oDm7wwsKCsS6gDMIDfv755zU0NKSlpSW73hS8yuWyCoWCcrlc23MATY7na2ZmxjBb7pX3XvV6XaVSyWAN8HQGDuZFBPogakU2lPOjoIcTx3kC5fC8r62tqdFoWPSNet7y8rImJiYkySZayOVyNgehpDaWyvj4uG2bgITnoVPg6mEsxoxPuSUSiTYReJwxQj44VKCBsMWT9SH1h9ABn0MBA+uTZNrBFM1wznCScWZwZEk5KSRtb29biy8dYZ3RR4gX46BD5yrttxnzIuEUwv/ZBi3SRPsUccBZQ3GdUFAGHJJCJAVGXvyw8w6stlgsGpSwuLjYNmkrovPwmIl+Q3Uzojmuexhdkl0goESEDYNicXFRKysrSqVSNjuzJGM23Lx50yYx3dnZ0fj4uM2hh+MuFosGK3FPyQxwemQ7OPlw8IeznMvlTFzIOWcDLw5VajnFqakpc6j1et14zJLMiQN9kXWEx0xUTSTLwEw9AspgOp02LZG1tTXD1JeXl01oiyh7Z2dHi4uLd7XhP6jFmPEZMAoyPDA0LYTtqaHqGgW9ra0to3yFeq1EQpLsJSJ6JioEn4NrK8lakMGe4c/CRMBpo+ngnNOVK1dMDIj9EYF3Qgx8HkIYnVE0jhcHx/qhw6a6z//hetAAKe7U63V70dfW1ixq5FpQmGOAwXnDuYXHOz8/r5GREY2MjFiXGIwUMH641845g3gkGTMCnRCoaDAp4CTT0VcqlUwUHacYdpolEgnNzs7Ke281A64jWCv3k2PkB+ZDKpXSxsaG3nnnHW1tbSmTybRFwM45ZTIZgxq2t7dVKpXa+NQUyJxzxnaQWpnL0tKSyuWyGo2GRkdHNTw83Mb5zmazmpyctAYYBIEY5EIaJUViFADHx8fN8QPpwaygBRvoBgH9mE3xYHbmnDFFKHDA0JGChYJR8lL19PRYKirtC7awPvhaSJliPaJmvsPLy4uyvb2toaGhu4pbpORIFC4uLqparbaJ+4TR62FQxEFc49A5h5ExkWbnZ2wfRx1uk0IR50kELLVoXZcuXVI+n7cIjMIjtD+iauAbClSVSsVm7FhbWzMsdnV1VbOzsyZjmUgkrNWXQiKRHQ6KQRD8nQlhaVzAiRJ94pRwtsBJkkznGEyambVpB8ZpdbJs5ubmND8/b5E3+G0owDQ0NKSRkRGtrq5qfn5eOzs7hj3T+FGr1VSr1Yy6NjIyoscff1zValWVSsWcN+fHswJrCB7z1taWbt68aSwUnDNNIGQpt2/f1oULF+S9t1lT0F/p6enR9evXtbvb0gMnmKF4+rAWR8an3KhMS7IUm1EdpxRquEpqo/x0OtvQwbItjKgZbI/9hdhhyBnFGbCcaGVpaUlvvvmmcVFDhkYISYTtyveraocOmu92dvF1Qh2dy0KnzHepwEuydudisaiZmZm2ppVqtapMJtM2o/PW1pbNzee9t4ktgSpmZ2f17rvvql6vGx5NFMl15m/wYxwL64eDb7PZNCdERI9ADqpysB9gJpw/f96odmQAODGuPYVWmDU4Vxw115EIk+h9dHTUZpvhuatUKm2ZCwP/7OysJicn9cQTTyiXy+mpp57S6OioqtWqdnZ2jJ4YQklSC+bIZrO2TwZEnnUyOYqEdI3CZEG3mucrnK0a9g8DzsNa7IwfgTnn/rqkL0h6VtKL3vs3gs8+J+nH1Zp09DPe+1ej5S9I+i+SBiT9b0k/6Y9w99AUZmZcMExeRGAMIjlmg8AhgaHiPCiuhI4QJx0dpxVQcAawEHDKIf84fOmAR9bW1uyhD/cV4r7S3cW7cNlhdhjrgpftILZG6Jz5P/w+69NFBg82nU6rWCxa16FzrUab+fl509Ct1WoaGhoy2cr5+XkbyNbX11WtVtuKVhiRNYVNcHV4sUBGnBsDEGwIUni4tEASyEwSOYORwsIYGBiwyBZoAGElotP5+Xlzqtxj9g8vmiCBzAEne/36ddVqNZMpDR052Zwk3b592xgaFJDfeecdo7FB1dzc3LQGGp5/SVa3QBgImCWZTKpSqVgbNnKZNCMxAQJMIeocD2tkYWfJToQzlnRF0g9J+rlwoXPuObVmhn5e0qSkrzrnnvLe70n6oqSXJP2uWs74+yX9n/vtaHd3V5cvX9YLL7ygfD5vhbxQjCek+eAIQlYEaSxFGyyMRnnZcOphhAxFK6TY8Tf74biq1apu3rxpRTPvvbESwgi4MxLudI6dn4WO/CAq0kHFvc7vYqTl4b5C3DnsNCS9JYOo1WrmsKF2NRoNmw+PaHloaMg66RjIQtyfc8BphtxcnHQIxfAbiEFq8b0ZXHF8rMN5wdnl2qTTacO5cYI4Np4n4C6OofO609WGg4VpgbYy2cbU1JQV7GhRnpubMwbF3t6edc6dP39eiURCb7/9tjY2NlQqlawDkqaZEKqjqYbjYTClaMf6iBShfMc5cK0Pet4e1OLI+BGY9/6qpIOcwg9K+or3fkvSDefcdyW96Jx7T9KQ9/6b0fd+SdJf1RGcMdhXrVazghxQAxEtTpF0N5wnDKeN8wlbjol6cZpglThj8DtSupDbHDIYcMhEYojJsDwssoWRayekcK8CHp+zTqdDDR0XL0UnRNMZLbNeSJPjN7M6k4IPDg4qm81Kkmk24BTpMkNQPpPJqFwu25xtsCoYDEN+Mde38zjCwYpjDVvLvfcGRdHwEE4/hfOnWYNOOlgXg4ODVoCFGYJaWjh9VudzTlEO6IPP5+fntbKy0lZMhhlB5Arck81mTQOETIBi6Uc/+lHTOYZxQjBAkZNIGzEg4LGDmoa4Xwwg4PMc+3HqU8SR8cmyKbUiX+xWtGwn+rtz+YHmnHtJrShakrYqlcqVV1999ZgP9cO3DgrRiKRKZ8Taaff6vBMzvs/+DrVOPQxJbUUwqeXMVlZW7vpuKMEYqbmNSKqGrPbiAAAHyElEQVQctB+O57DjOsrxhut0HiNazIcd39zc3H23fx+zcwsZOhjc53vZzs6O3nrrrYc9Dkl3n//9jE7B0CKn/PQxHM6ral2fo9iBz0e32YfmjJ1zX5U0fsBHn/fe//phXztgmb/H8gPNe/+KpFei43jDe//x+xxu11l8Xt1np/XcnHNv3H+te5v3/vuP41i6yT40Z+y9/+QDfO2WpMeC/6clLUTLpw9YHltsscXWlXZ8qh4fjP2GpB9xzvU752YkXZL0e977RUm3nXOfcC0g60clHRZdxxZbbLGdeDsRztg592nn3C1J3yvpfznnXpUk7/13JP03SX8k6Tcl/cOISSFJ/0DSL0j6rqRrOkLxLrJXjvPYT5DF59V9dlrP7bSe1wdq7qzRR2KLLbbYTqKdiMg4tthii+2sW+yMY4sttthOgJ0qZ+yc+8/OuZJz7kqwLO+ce8059270ezj47HPOue865/7YOfeXHs1RH80OObcvOOfmnXPfjn5+IPisK87NOfeYc+7/OueuOue+45z7yWh5V9+3e5xXV98z51zKOfd7zrk3o/P659Hyrr5fJ8LoxjoNP5K+T9L3SLoSLPvXkn4q+vunJP2r6O/nJL0pqV/SjFpFwJ5HfQ7v89y+IOnlA9btmnOTNCHpe6K/z0l6Jzr+rr5v9zivrr5nanH8M9HfSUmvS/pEt9+vk/BzqiJj7/1vS6p1LP5BSV+K/v6SWm3TLP+K937Le39DLVbGix/KgT6AHXJuh1nXnJv3ftF7/wfR37clXVWrm7Kr79s9zusw65bz8t57WhOT0Y9Xl9+vk2CnyhkfYmO+xUtW9LsYLZ+SFPaz3rOl+gTbP3LOXY5gDFLDrjw359zjkv6kWtHWqblvHecldfk9c871OOe+Lakk6TXv/am6X4/KzoIzPszeV0v1CbUvSnpC0sckLUr62Wh5152bcy4j6VckfdZ7v3avVQ9YdmLP7YDz6vp75r3f895/TK3O1xedcx+5x+pdc16P2s6CM152zk1IUvS7FC0/rNW6a8x7vxy9GE1JP6/99K+rzs05l1TLYf2y9/5Xo8Vdf98OOq/Tcs8kyXu/IunrasnXdv39etR2Fpzxb0j6sejvH9N+2/SBrdaP4Pge2Hj4I/u0WrrQUhedW9TO/ouSrnrv/13wUVfft8POq9vvmXNu1DmXi/4ekPRJSW+ry+/XibBHXUE8zh9JX1Yr9UNi88clFSR9TdK70e98sP7n1aru/rGkTz3q43+Ac/uvkt6SdFmth36i285N0p9WK229LOnb0c8PdPt9u8d5dfU9k/QnJP1hdPxXJP2zaHlX36+T8BO3Q8cWW2yxnQA7CzBFbLHFFtuJt9gZxxZbbLGdAIudcWyxxRbbCbDYGccWW2yxnQCLnXFsscUW2wmw2BnHFltssZ0Ai51xbLHFFtsJsNgZnwFzzjXuv9YHb865vUjD94pz7r875waj5R/Y8UW6wjecc/no/+Ho/wsd6z3unNuMBHCOY78D0bluO+dGjmObsZ1ui51xbB+mbXrvP+a9/4ikbUk/8UHv0Hs/p5Y4z89Ei35G0ive+5sHrH7NtwRwjmO/m9G2Yh2G2I5ksTM+IxZFfm87534hikx/2Tn3Sefc/4tmZ3gxWPfXnHPfimZyeClY/k+jbbzmnPuyc+7laPnfjWZ/+LZz7ueccz1HOKRvSHqy4xgP2+/j0YwZPx999luRLsJR9/3vJX3COfdZtdqUf/aAdQ66XuGsKi87577wfq9lbLEd1WJnfLbsSUn/QS19gWck/W21nNPLkv5JsN7f896/IOnjkj7jnCs45z4u6YfV0uX9oegzOeeelfQ3Jf2pKBLck/R37nUQzrleSZ9SS6MhtLv2G3x2SdJ/9N4/L2lF0g8fdd/e+x1J/1gtp/xZ7/32vY7viHbUaxlbbEey3kd9ALF9qHbDe/+WJDnnviPpa95775x7S9LjwXqfcc59Ovr7MbUc4Sck/br3fjP6/v+IPv8Lkl6Q9PstoTINaF8+sdMGAkz2G2qpmoV20H6rwbHz3W9Fx5t7H/v+lFpCSx+R9Noh67wfO+q1jC22I1nsjM+WbQV/N4P/m4qeBefcn1NLFvF7vfcbzrmvS0rpYJFwRcu/5L3/3BH2v3kYJnuP/R507HtqOd4j7ds59zFJf1GtAeV3nHNf8dGsFPex8JyTHZ/d91rGFtv7sRimiK3TspLqkUN8Ri0HJkm/I+mvuNbswBlJfzla/jVJf805V5RsluALd231wfd7L7vvviNd4S+qBU/MSvo3kv7tEY/pQqTfm1BrQtijYOGxxfZAFjvj2DrtNyX1OucuS/qXkn5Xkrz3v6+W/u6bkn5V0huSVr33fyTppyX9VvSd19SaGflY9nsvO+K+/76kWe890MR/kvSMc+7PHuGYqpJ+SS1Y5IqkH3XOPXGUk4kttvdrsZ5xbEc251zGe9+I+MG/LeklH82A3O3mWpOG/s+IdnfX/w+x3fckfdx7X3m4I4zttFscGcf2fuyVqAD3B5J+5bQ44sj2JGWPu+lDLay5eRzbjO10WxwZxxZbbLGdAIsj49hiiy22E2CxM44ttthiOwEWO+PYYostthNgsTOOLbbYYjsBFjvj2GKLLbYTYLEzji222GI7ARY749hiiy22E2D/H+2zgaE5veQQAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# a detail / punch in\n",
"realistic_cellphone_aerial_image.plot2d(xlim=(100,300), ylim=(-100,100))"
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {},
"outputs": [],
"source": [
"# case 2, how good the optics are not made\n",
"phase_map = np.zeros((SAMPLES, SAMPLES))\n",
"for i in range(6):\n",
" coefs = np.random.rand(8)\n",
" coefs[:2] = 0 # these move the PSF around without changing it, irrelevant to us\n",
" z = FringeZernike(coefs, samples=SAMPLES, dia=4) # units of nm coefs/mm diameter\n",
" p = z.phase\n",
" pv = z.pv\n",
" p /= (pv) # now unit PV, can scale to whatever we want\n",
" p *= 2000 # 8 nm pv\n",
" phase_map += p\n",
"\n",
"z.phase = phase_map\n",
"ps = PSF.from_pupil(z, efl=4*1.8, Q=4)"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [],
"source": [
"y, x = [np.arange(s)*1.14 for s in im.shape] # 1.14um pixels\n",
"truth = Convolvable.from_file(sample_files('mountain.png'), 1.14)\n",
"\n",
"unrealistic_cellphone_aerial_image = truth.conv(ps)"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(<Figure size 432x288 with 2 Axes>,\n",
" <matplotlib.axes._subplots.AxesSubplot at 0x7fba72d28d60>)"
]
},
"execution_count": 58,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# the whole scene for the unrealistic tolerances\n",
"unrealistic_cellphone_aerial_image.plot2d(xlim=(-350,350), ylim=(-250,250))"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(<Figure size 432x288 with 2 Axes>,\n",
" <matplotlib.axes._subplots.AxesSubplot at 0x7fba72dc0bb0>)"
]
},
"execution_count": 59,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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OwJ8M4KWT+O8E8OqIiDwLFXEgADwiHgHgHXTpoQB+HcB3AvgXAL4+uf6rmXn9UHp9bLPFdl2na6WhQDPEivrYFE8UufRYV85/qLO76311wsDlwFv93PxfYfTfgX3lAWCHr1WFr7cMMAMvA7gaHR4drK+vTxmrFmjrNaePY7XMzN2bDTktrn82/HVPw7cMtzMwHE7rvtWGOL1i3KxL36hhrIzAv/tExI10fk1mXtMXISJ+FsCXM/P/kfp6ADqGXXJycm1tcqzXK86XJjqvR8TfArg3gNtmLcBu5UAAeGZ+FsD3A0BEHAfwZQDvAvAcAK/KzN8dk55jCjzM7VvdoB2qrikLceHdNnoFTwfELl3H/vl6n7QYtt5z5S0g5J+COB8zaKt7Qtk3PwcWtytQR00MhFwHzLgVtFVnzV+BU58RM3OtzxaQqktN82rFbYV3Rk5JgrYZFWXeeszp8E9XzgyNiMZIy3g05LbMfOysgSPi7gBeDOCfuttOnZ7rfXHOuBwIABd5IoDPZ+bf7LbB9HWWoQ08JdyJ+dzFUQDUzsbHfWVyDN4BbiuNWRh26x4DmbJVdY0UqNd/AXdNCjrA7xulFFi0nlUf4BXLLxeJc6Ews61jPW+l28eMWwCubFkBlttJ/VrG2j1bVxeOWDhpEQk2mC3XCa/N3+fyXwF4CIBi3+cD+FhEPA4ds34ghT0fwFcm188310FxTkbEEoDvAHD7mSxAyUEE8GcAeBud/0pEPAvAjQD+dWbeMZQAuyW0YQMe4BmMuXMr0HB4x7h45p/z0vwco+oD+z5QZ2mxvj5Wrm4IZt4F1HyvfMmrq6tbwL26umrjMIA7YKjNJsqwI3ZOoGk5mXlXnlpuLpvzwXN+upTQgX3L0PeVz+nP19TYcHvoe9Z9bcIZDhevwrmPNugoCJj9u62zyAgGPjbdTwC4X51H599+bGbeFhHXAXhrRLwS3STmhQA+kpkbEXFnRDwewIcBPAvA70+SuA7AswF8CMDTAPx5ninlRQ4UgEfECQA/C+CqyaXXAvhNdMOV3wTwCgDPNfEuRzd7jPvf//47ALGPsSprUsB1jF3ZZF8eHF7zc35U19laoMFpaz4szrfrmLeya/VvK9suAK/rujRPWSwDG+8Q1G3zQ75x1l8NjhrLlhHRiWVdicJps1EeAkKelK77s7rsXPk0r7ru3ucyC6a4etVnwoZVJzTPEm6Nkoh4G4AfQ+crPwngJZn5Ohc2Mz8ZEdcC+BSAdQAvyG4FCgA8H9vLCN8z+QHA6wC8OboJz9vRkcyzIgcKwAH8NICPZeZXAaD+ASAi/h2Af+8iZTehcQ0AfM/3fE9Wh61GSWlUeAt8fMydX8+1MWuncMNYTauv47Xi6/VWGbiMajw0PoNbgZgycAZrBmxl3w5I3QikhuIMZktLSzuAzh1r2XSFi3N1qDEudq8GR1m6m3hlcZtzGOx1KV5db40qVNhoaDwuW40ehoxeK18GbmXkVc5ZdR4j8zIGmfnMgfsXyPnVAK424W4EcLG5fhrA0/em5e7koAH4M0Huk4g4LzNvnZw+FcBfDyWQ2a1AUHan7+52zNv5avm43tCmHZHFgS/gVzNUnrqU0DFsx376WFv9u0m4FgC6ZYGnT5+eAm8G7XKjaDxOW4GGy8Fsr8/NUuXQMjPoMti68rrwPNpQnRnIXV1zOfhLTBy22oy6UXh/gMZrsfH6d23FGXrOi4XbG5elNQJSl8mQkRgj+5HN7zc5MAAe3czxTwL4Zbr82xHx/ehcKLfIvaZwB1RXhYbT8HpPQUevu8btgLqVb6tDtnR1ZXUjir4fsPOFVfUrQFtdXcXp06exsrIyBdgM4nVeaanLxK1+4LriDwqUcdQ6ca6LOnYTjY6Fczl1+aO6Xdwz0ufjRlutZ1VlKJ1qxNVaDeN04bz4ngPpVrusfNzO0CI79c5wB+J95d2N9JVzIdtyYAA8M/8e3dpKvvbPd5HOlKuCd0C6hq1sixt7q6O6cMrmFYgdIDh/6ayNusW2+Z6WrcVeGbzX1tawsrKClZUVnD59egqsi3HzxhidrKxz1YP1VPeIe25a97wL0+nO5w4My6C0lhdq3eqxAleLoWo9O2PELpVWvk64nfTNE5RxdG1Ywxd4F4C3mLhzRe5VFgA+LAcGwOcl1VGrAdaxrkxpTfpoh24Bel3j4xYjqn8GE9alD+j7yjn0c6sn9D67E1ZXV7GysjL1z8sDdamgWxeu+Wr+ygDdih8F+GLo6u5xa7w1T06fdVS9Wvo6Y8Nh2a3mnrkzVNoeSnfX9pR8uFUgrTbUmiTneHxe7hW+rv7xhZxdOZIAvrKyMrXKQd/fwC+30nekuKG0smu+zuEyc8pHzmmXMWEduGPxpJ6m2SqnMmwGAMdEWXfnNuHlgQziuuabfd26Rpx14voC/JDf1anWLevofPZqHDlP9W9rnu685X5wIMaGeOieMxb8PPhcQXcIQPmDDUoMnF5OP11KyB+C4L6yYOBnT44kgK+urm6taqgvm3PjY4be14j6hv7MjPRenWtajsnxfc2vr8M7oGyBdgvAi5UWKLPf+9SpU1sMnN0rLTDVnyu3MkKep+Cwykx5HTobCi1Lqy71uO856LN0zJWFGbGShFY+LZeLXm+xf2bjHH5zc3MHkLNxYNLA/+X7rrjVd44dO4bl5eXmaHGvsgDwYTlyAA50DWNtbW3qzWqtr287ltJiTXXP/esx61L3FKzYX+zi9AE5A5dzCyigszCD5WWCp06d2vJ/r6ys2A09fQDOzF7LDnTfs2QdW0CgZdFyOtdQlUvT0PTU4LbAk6V1L2LaNefK4JiwK3dLFw3jfNatOncuGE6/wJq/3nPixImpNeAF4K262YssAHxYjhyAF3gDmAJwdpnUhAyDeTVy3rhQx8x0dKKNOwWDJ5+3JhKd64DvtcK6n8uj5RPmtd41aVnMmycqOZxukWd/cqWrBknBhBm3GifnolJj1bqv0ufy6gNjBV1Oi5+rTu4pC6+fbrbhtN01PmcdmXE7Y1GA7kBcWTqXSd0jy8vLU1+tL3BnHZ2rbzfS9/wWsi1HDsABbK29zex8tOo2KeZSS6YATHU4YLqj1b2Kz2kB20vDGGi4wWvHquMWw+67x2E0bQXzqgt2l7DvmJl3uUvYpaIMnMHb5ddyidQx1xvrXvWok3gOYLlu+BqH0zRUjxKdh+gDUnZL1HELvFXUSDldND9l7gyeTCrYZaI+8MpDRx1qBAq8y+et39NUfeYlCwAfliMJ4MA2cAHTk5bAdqMvoGeGqKDMw01l5M73qozcAaz+WNw9xzpb/m4GU7dSo4xagTcz7wJ1BWtm38q6Z2XHCuRcXmfgKk7FU3eQA29Xj5yOnrd2wTq23uf+0OfmRgDKovtWnHCa/K+TiGwU+acG0Y0Wi8QcP358C7zZneJcLmrgFnLm5cgBOANCib4oyblT1L/IafCKFmbivHzMDYsV8FjHPvDWOByO2TSDuQKrblLh9drlJilf9+rq6lYabmu5+rmVgfeBzizPyx1zXTpmr2HV1cHXW2FnASY22C193cjA/ZTxs6juQ+yc64J3HjtDVayapcIuLS3tAO6678rJfWmvsjAGw3LkAByY/qSUdgh1pxRY6U40ZuvAtlumGnqBSuWjbIfBtPKflXkPrS5Rl4Wux1YfNbtNeOKymLf7+EErP+drVyOm17mMJQqejr1ymi4PF1bZaundN/TvA2W9z/prus6It/RrPX+nc8slpaCv8zd1rVaVcJ7q5+b6Avz3NbVt7lUWAD4sRw7AGTRby9lKdD1yvdaUWTa7VXgVBQ9TqzMAO4f9fT5q7cwKkgCmmLYyafVp6/Zwvsc/3llZ4F36an7qJmF9lU22GHTrObXYcSsfBnkFnArHIyX9QLHmo89A83DlUuF3nWjZOG7VPeft6k91Yj2ZlKih5FVW7n09fFzhmXGXjlzfyrbdRPVeZAHgw3LkABxof89QGwyDU7FxbtjcKZaWlraAkTuAgjyLY88OwDmsc1PUfXWDuM+d6ZfWWy4QNQRcH8q69NyV0x0D/SzcMVaXtgKr1h27J/jdKlW2FoPVPNzE6izi4qjRYz1LD1efGkfrgtMuUG8ZSzZ0fE0NYrUFnuNxI4R5Arg+w4V4OXIAriympLXCQf/ZP66rJtiFUg2d1+Kqj5YbvIIy68dAyZOvda/OeTKRV4qw+0O/rq7/6p5xjHuofrWuS4Z8yQrYrbRbvm4OU/XPE27l/uLljy19nWuDfe3MRjW86sptR0G8L74b1XA8jVt5tSZANS3VhdOtNIu08EjRERK3iWqvsgDwYTlyAA5Mf5Eb2Nl4XcdpdW72eSuA1y5PZoCsAwO4MmUHLI6dszuEt7TXPwOzMxhaRi2r6uAYLteJA2l33hq6c/gW4Gv+qj+7CnTVkC57ZB3U2Lj6d+KMjitfS5w7Zpb8Wvpqvm6k0ediAnaCu778SvPj9jsvWQD4sBxJAHdsWIeNdY+F/d+aXnWKYiwVv4BE82QmrMCtzLfiKENX37Yu6VPAV/cLMLzcjuuoD5g5DDPOPoZc9aPs29U/D+35moJvhdMVF86d5MrMxliNEuvc8mvrr69OW/eZ6bu60zrp+3Gatfu42qOWQyclC7T5+fCqLNbpTDDwhQzLkQNwbqAlbkioTMJ1Wk6PwbWG6Qzq3OD7AFvBtuLUr/Vl9XoPiU6McjrawdxEnf6rj77icflLL03LAX+L2bt7nBeHaYGjApbWJ5ffGaRZGL/qo5PTfeBdz7kmu/m6G31oGL3uRnZsdJzrhI0Du5dq5KlrvLn8uvdBy7VwoZx9OXIADnRsDNjpn3QdqYQnorRTOPdI3WPWUh2I3RvsQuF82c3DAKTrsPWLMcqAOV0HRC3fPx87IHCgqK4nPVeg5vX0CgoKQMy2Nb1Z5i9cXXC+6l7gc+cW4HAOtFvGiFeAtMDapaPpc55qTDhuC4wBTM3h8AaiYunVPnXJreZb4dy8wl5kAeDDciQBXDt4i3lxmAqnMjRMBrYNBrNVx6SdbsC0v1xdJC2my6tHVF+N02J7yqYrXdaLwdyBvCuPpsXg3AJBpwuXtXVfWXifcP66G9SFZekzNAqSzGhbLh9nYFqsvu8ZchqtNl7tUMkGz+/wPSUxzL7X1tbmArzuOe9WIuL1AJ4E4GuZefHk2u8A+BkAqwA+D+A5mfnNyb2rAFwGYAPACzPzvZPrl2D7o8bXA7giMzMizgHwJgCXAPgGgJ/PzFvmovyAzL4W6pCI6+itxtJiSCXK3upYd7VxHrqET90otYVd37nNPx2uttixE2XNXE6nL4OzMi53X5k5Gyg+bqXL4K7XW3k5pu3ydwbPXWeDqox/Fv821ymH5efN6Siwq/Fz+bXuO8Opz7zPYDNB0A1fPLKsH0+Y12sX5jWR6eqjVUcD8gYAl8q19wO4ODO/D8D/C+AqAIiIi9B9Vf5RkziviYjq0K8FcDmACye/SvMyAHdk5sMAvArAb+2yyKPlSDPwIeFO1WLf3Al52WCrk5dPXPVxQAPAgqDq3zeC4PI6YO9jZzWk1o6vbpM+UKy0tbO5bePqWnD6u/Atn7+L6+Y7csKG2U3GbgRXvxWHQVTzdUsGtW3osYJyi3VrXL1f+Tk3VautcLzM7ZUnPFLQkUm1y/o26n50oWTmByPiArn2Pjq9AcDTJsdPBvD2zFwBcHNEfA7A4yLiFgD3zMwPAUBEvAnAUwC8ZxLnpZP47wTw6oiInFcBeuTAAPikAu9EN6xZz8zHRsS9ALwDwAXoPmr8c5l5x1BaDEZVx60ND9y5dIKnBd68FItBhsGG82L/LHdijtMCbi4DH7cAlDu/xlW9OM1WWg6wVY+WD9np0ccO+Vh14fpSPVhH9vOWlIuA68C990OfgT5LbRecbl1jA6/lVmOhOnGevAzQMXCWWXaCOqJS+vcZ5Y2Nja03Vda8zl0g94mIG+n8msy8ZkT856LDEQB4ADpALzk5ubY2OdbrFedLAJCZ6xHxt+i+33vbCB12JQcGwCfy45nJlXIlgA9k5ssj4srJ+YtmTaw1DFY2xuFdh+Rz1/m50bNPUY1Dyy2huraAuzqgbr4pUQBy7gGXbsXVa32gqsccl8syZFCGrn6qSTQAACAASURBVLWMS4m6LFSYvetrUp1bgvVvsWjV043OVAdXfmfUFeRVKn1l/K7Ohth91Z/Wc52Xi4XfDz9PAB+R1m2Z+djd5BERLwawDuAtdcmp0nO9L84Zl4MG4CpPBvBjk+M3AvgLjABwYJr5cKfVF9XXMbNrDc/vSlYAADxjY2blANuBrAKVOy/hvFt+XQWHOu5jtPpjcdf1eAg8tCx9Ole5HENu6cCuAHVtMAhubm5OrfTRZ6eArHXJ783hdBlg9dm6enGMXfNVI+/Ae1YpgO4jC1U39fKzIeMyVs40m4+IZ6Ob3Hxibmd2EsADKdj5AL4yuX6+uc5xTkbEEoDvAHD7GVR9Sw7SJGYCeF9E3BQRl0+unZuZtwLA5P9+LmJEXB4RN0bEjd/+9rd3NO5i0vyio7pena/eRKhMqt6DwuDN3wwkHXyhBOhYh773pzC4Mjtm0GqF4XQcg3YTpDxkd6Ct94ZAXuOo3lxvQ+DdF5/zGbrG6fNbGXnpJi/7ZN1dnbX01bj1rxPcrt6c0ZiljG7JoxoANiosqi/vZmXXSZ9uY2WoLQ21qyGJiEvRkb2fzcy/p1vXAXhGRJwTEQ9BN1n5kQm+3BkRj4+ugM8C8G6K8+zJ8dMA/HnuVrGRcpAY+A9n5lci4n4A3h8Rn5k1Ynb+sGsA4MEPfnBqQ9MlXsDOjqI78xj09b9+5WvlTsTXa+jMa3DV/aFg4UDHnTvwcGH4mgPzWUGxpR+zfjeqaKXp9OVjHlGM7cituqjnwS/vKvB2rjT1pTv2yQahxZhbbY8Zbf0qv0rPkRH95zRYV/7nYwVy1x65rbpnNg+ZV3oR8TZ0I/X7RMRJAC9Bt+rkHHRYAgA3ZObzMvOTEXEtgE+hc628IDNruPZ8bC8jfM/kBwCvA/Dm6CY8b0e3iuWsyIEB8Mz8yuT/axHxLgCPA/DViDgvM2+NiPMAfG2WtBwo17m6GXTrcF0rAOfPr6n/tLYsVweuhs9bmfl94twZ1efcB3YK/hqeO1gLPFtgrOzWxWst+XM6tJhjlaEMmpZfgUzBmwFQV3+UtJa3qbGteiyWWXH5mTIwarlYJ54IVIDkeG7eRcvM+rp61GfLk68apmVMW3q2DBP/tE72KnNM55nm8ut6wl8N4Gpz/UYAF5vrpwE8fS867lYOBIBHxD8EcCwz75wc/1MAL8P20OXlk/93t1PZFjeZpCtIJvlOuUqqk+ukFLtQCsiB7Qks9tEWkOsX2LnzcqdnPSo8CzM8t1KlBaQuLY3Derm4zsfcl2aVxR0zWDA4K4PkenLplLAroiUKsvXlmorPLwOrPCu/agNsPHTVSenExrmE21YZC9XLudC4PbaMIdeBc2v0gXarPl3747qZN3hrXgvxciAAHMC5AN41aURLAN6amX8aER8FcG1EXAbgi5jRCmqj1o+zAtvgy9d5Jxp/qYS/1M0dm9Pjhr60tLQFuLzWWFeo6I63Eh3K1rVKX1mbA/FW53D+WWWX6qNtsXOO445bevMz4mt94M1hnPHpy58NUZW1tZKHX1bG4RUk+/J1bN3dcyuhND2dr6ljNn7allRPN5LgfsD14PzzTue9Suv5LWRaDgSAZ+YXADzaXP8GgCeOSYsbtTIZBtHWhpwW4+afYyNlAJhxVSfQTSMtNqPMWMHbSWsyrOK1mH0rXwVtDdPSU9ct83GFVdapAMrGUJmvllVHDn1g7gycjgJ49VFJC7C5PK37XB+VloImEwg1XnW/NQrh9q36ulGQey6ujvjXZ4gWcnZkEMCj2ywzJJs5eY/AQRD2Vdc5g0GLeVen4CWDPJxmt0pJZk4xdV6SVkw+c+fnqVqg2XIN9LHuWRhwSd8wuJWHu8a+f2D7jY99LNWxcMfyOC92PbjlhM6txGm4etR4zLjLuHNYrTM9VpbeMs5KLDjPPlBlxs11qWzayZCLqe+ePus+o7UbWRiEYZmFgX9l8ut7MscBPGguGp0lcezbsfL6igszMQZvBnReQshS4MVgBmxvq28BgU5MtsAI2Mkyh9hyn89S8+pj3I65OoNU5dM0WnnqSMnpwRtHlDVX/XEcNzE6FF7dWspyNa0+aRlPTYcnyZ2+FUeXBmq9tfJ1bjcdEXBaSgSqrnkU6dxte5UFgA/LLAD+6cz8gb4AEfFXc9LnjIsCbkRMdVAAUyyajxmwq9EvLy9jaWlpyq3CDK3ATAGm0uRXcGoHUdbNDZonR4fAtM6rDFofLC1Gqvm46zw60PtaJ5w3jyjUddUapmvZuC4cEDsjyTqX6AafWcQZA07DAXVLtN21JmIdeLM+zhBquZWs9JVZGTe3adVxXsC7APBhmQXA/+s5hdkXEhE4ceLEFhDzSgJgmp1WeGbgvPLkxIkTW37w+lfG2AeIbsKQlxvyK2fZGGhaCqoOXKss+q9hS6+xUjo68O4Dwoqju1db5asfL+/rY9CcPqfJW8R1ZFQ6qz/eMVE1TlpuNXaA9zvr6K70qQ91VLuqsrh0Wzpwm1T3oG7Qcjryc9KfvrxqwcDPrgwCeHZrHPccZr8I+6yXl5d3NLjatNHyhTPrXl5etlvogZ3DdWYutYONwbnuDYG3A+fWEsLSW4/7QDUzd5RhqCM5gOX4XJ8to8F11zJyDLTu+4suHvvFOVwfgLtVHyyVv9OXzznPPpdG5cnuN/5EnsaPiKl5FL7P9Vk6uNGke8Y6SlHwdu2U82y55HYjjvwsZKfMvAolIh4L4MUAHjyJFwAyu/fpHig5fvw4Tpw4MbWcr6TWZ+sGHmbeBeA6mam+WgUQ/iCD+56lA21ltn2/EgUL5zZxQDrkY28xUC1rlVfjcz7ANoioO0v14npxaeioxIE266Uf0NA8eaKSdWcGrOXXss7qL9e4biRWpKOO19fXtwiFuv+YqXPezkD2gWTLiGp5W8fzkAUDH5YxywjfAuDfAPgEgANrGsuFUu4PYOd2bx5a8jUGfvWj8/BfO0i9L6L+C0T4PRvOp+hYTws0lKG17isI8/EsDKoF3q3hfMtP63y4DKali3sPuvqsOW+3moeP+9Iakhb49hk9YDa3QrWTisfl0olUjsMrn5yP3a0Tr/bE4p4R31NDrW1Rycs8ZAHgwzIGwL+emdedMU3OolSDZODmf+54znXCwO06TaXNL0OqL+vUef20IyhYt9wFs0yI9ZVNy+mOCzha4Nw6ditQgG3A0brjYX7FV79yMW3H0CsNzqfu8XMeAlqVlvHRfB0D1nT0WEcRXC4GQQfefE+fndNT66BIhK7CahmkIZ93pT9P//dCZpMxAP6SiPgDAB8AsFIXM/OP567VGRZu1OUWqQbNnYr9heXvVubYYmTqIuG3txUT53jsYlH/LdC/1phFO3prIq3CDglP8rryttKtOG4DDEvVla4IAnZOjLKxUyZaaan7Seuqz83DZXYbj1xaff5ybg9cf6Uf+961HjlfN1LhtFoun8zpDUP84WHd5atGVHVRcNe2457LXmXBwIdlDIA/B8AjASxj24WSAA4cgAPbfk6dYNP3efOmn6GNKMD0ML2+abmysjI1cVnheKKq5Wds+b5VWiCjw1vHyLXjtUYiGobTcjsLuU5bzFT91aWLgiuDnLJ1Nr4M3rtxkwyx7ZY7owX0rr5boyp9Vur+4GfPebl2ySBf5zo6aoFxa9TG5XajhXmD9wLAh2UMgD86M7/3jGlyFsWxDXWXMAC1AKziM+AU4y7wPnXq1JTPsfKouMq02QAMLdHqY+EtUHbHfUahNRlZ9VMvalLA4J2pfUA0VJa6x5uelEU75l3puVUcQ/n2uUA0rk7IarrazpgJ83u0W/mq0Vbg1Ofh9FaXUh23DLAaIp1A5rTVkM9TxhjegyIx553tYwD8hoi4KDM/NSLOvpNWh2WmqIzRgb1zZ+jkZE1KVZrMghhs2NXStySQ82oB+xCTHqoXHVqz7lxXFUfrqJbDAZhaFqfxqr6cfhWHWSqvzmgN9Vn0Gc0irXqs/NUdwe4Lva/xuBy84siNWErUwKs7q+I5gsF69LFZNqpuVKHtvPU7E3JIGfhcd7aPAfAnAHh2RNyMzgd+YJcRAsM+5GqYjtU4JsPMSjsld3gFeOdGYR0dQ1d93LEL48rsgFnXEBeIu0lfjuPmD5TRab5aNmaNQx1YJ/40PdXX6aO6sf/b3S/Adga8jEvrVQrqPuHRgtOj8lJ9dZQzSx255+yk1VaUePBv3syb8zyEMted7WMA/NIRYfe1VEer4XUN9ZUhu5143GAZNJhNu+Fz+cB5IkmXY/Gx+ziD63yzALgb9rpyaRzH7HQXoP7X/dZ7OlSXqnddkeGE/d2su6btRifsu+4TZ8jqmJ8n32N9+SMeDOY8guB4zoDpfAzfc8+k4nBd6giv4rdeVcBl4x/rrUaVDfu82fiZZPZ3scx1Z/vMAJ6Zf6PXIuIhs8bfT1KNlXfjzQKELC3fMN+vH3830H29mzvZkO9bmW0Blw6/dTUHx9U0GEC1I3P53Lp5ndRTdu4YIrNRB+q8ZJDzb/m7h1jo0H0VNdKtY9aLy6XP1m2gcQDFYVuuKo1Tr3Co1zhwWkoQ+Fnz6JDzcCMLFtd26vohBdy5Sk52rUfErzfuvyxH7GwfsxNTMzyO7sOeBwrEFbx5Io4BpAU+fekW6OjHcMvfqeDtwMh1bmdQ1HfJ4kDHsW+XHofTlSHsOigd+ybvdDkeG5r6+g0zd1cnwPbEsDJ/51rqY/DOUOgkpIKQq68C2jK0bCg5vNsvoKBZ+TN71rbnVvjUP7+Lh59Zq/y84qoF0Nr2lP2rMeB2ME93yrwmMSPi9ei+Pv+1zLx4cu1eAN4B4AIAtwD4ucy8Y3LvKgCXAdgA8MLMfO/k+iXY/ibm9QCuyMyMiHMAvAnAJQC+AeDnM/OWAbX+jo7vNtHv02PLNoaa/B39VgH8IIBrx2a4H0RBo4af+k4TN9TkTsSNlVcW8Iad1dXVqV2YlYZ+8YXZZaXPorpwJ3b61jVdBqnlrLCtVwNwegUY+vFmzruVD/9c/fGzYfbYmh8ocf5qB34tMGit3FAdeZURj5TciEkB0Lk8nPtEdVLQrHtVz7o3QeuvVV7XZlSHOlaXoGsTY0c4s4q6c1q/GeQN2OkCvhLABzLzQnR7W64EgIi4CN1HiR81ifOaiKhF9q8FcDm6L9VfSGleBuCOzHwYgFcB+K0ZyvYK+l2N7qPLD5ilMCxjXCiv4POI+G0AHx2b4X4Q947vFqAAO1klX+OOXEBdAM4TlI55c1xOn0cEjhEy62P9nb7ORcHldmyfmaC+E6biMSNWBqYdnNOrOtP8tF407VZnbS3j42sto1j3+kCc645XkrQmOhVo9XrFr3Kxbo69c71y29MlmjyKY9B1I4UK3xrBqYuryl6jBF46qmHnKfNyyWTmByPiArn8ZHSgCQBvBPAXAF40uf72zFwBcHN0X5p/XETcAuCemfkhAIiINwF4Crov0z8ZwEsnab0TwKsjInJcAe4O4KFjygXs7ZNq3wXgv+wh/swSEQ9EN0S5P7pNRNdk5u9FxEsB/AsAX58E/dXMvH4gLZxzzjm24zimpACoLIUnJWuFia5Gyez8x3zd5esYlwKnG2IPsXVNi4/dxBSDS+XH9bW5uf1R5tr27kYFajD4uMWkGIgU9PgNgI5hOtZY4sDcDf15VDaLDK0U0bLzGwZZN0cklGS49Ljs/GtNlmo7ahEZbqO6lr6MOgM56zsPGcGudyvnZuatk7xujYj7Ta4/AMANFO7k5Nra5FivV5wvTdJaj4i/BXBvALe1Mo+ITwCoAh4HcF90H2ofJWN84JxhoPMdfaOu55ldTrgO4F9n5sci4h4AboqI90/uvSozf3fWhGro6Sb2HCgqk+ROzyy6gFtn/SO2t+q33ADAdAcs1sS6OH+t6skgwjorI24NrzmNYpkFpuX+4Ylfx9RUpxZga5kZtBVkdVWQ099NFjJIj2GHLZ9zSemoPn41Ahq36pH1d7oxCLNxcOBdYbWOKz/HyEsvbhfsUtH0VTdl8kNte7cyIr37RMSNdH5NZl6zy2xdQ8me631x+uRJdLwO4KuZud4K3JIxDPxJw0HOjEwsZVnLOyPi09iFvwjYnvhpDR8dEE3ynQJ5Zd78zhPuRAxyyph0ss4x4RL3/mfthNrRFdSr3H2rbzhfZUFupKDXtQ61PFoXDmz0uqsPBkl2bXB+eswjC74+NJphcXXmGDS3My4Pn6srxrlmCli1zpxeFadlMDmuzo2wMVLfvDJxAFNkZR8A+G2Z+diRyX81Is6bsO/zAHxtcv0kgAdSuPPRbbw5OTnW6xznZEQsAfgOALf3ZZ5mVd9uZJaPGn8sMx/Tl2FEfAzAY+ah0Az6XADgBwB8GMAPA/iViHgWgBvRsfQ7TJzL0U0+4Nxzz90CVQdejqlxI65zZYEMpLw8ThmmglSLfSqwc6cD/GSUC6tD3LrnDEeFZfatDLvKp3XogL2u8zHn5eqQ9dFnAAxPRrKLSf2yzMhb+XL5dUTDaTP4DxlSVxb1p6sh4OWBzLK5rllnl74Cd8VV0Hb+et2rUCNNrafWqGAeMm+DIHIdgGcDePnk/910/a0R8UoA341usvIjmbkREXdGxOPRYc+zAPy+pPUhAE8D8OfZUD4i/lWfUpn5yjGFmIWBf09E/Oee+4HO4pxxiYh/BOCPAPxPmfmtiHgtgN9EN1z5TQCvAPBcjTcZTl0DAI985CMTmP7S+CTtCrvjvI6506lPsXzCDDDMTPS9F8y+eWiteXGn1Vl/7Yzsj61VJWpsXGfTtlZsq0C22KQaMmDn604dYFU+jqUpcDjQUZeDil7TMle9tV5z2wcUXN+qM7NW9zbAvnK1fOz8PPVla1z/OoJzJIHfdlhp1usNdETDenI6rQ+NcJn03jzEkaTdSkS8Dd2E5X0i4iSAl6AD7msj4jIAXwTw9Em+n4yIawF8Cp1r4wWZWQ3n+dheRvieyQ8AXgfgzdFNeN6ObhVLS+4x+X8EupV89YrunwHwwbFlmwXAHzlDGN8z5igRsYwOvN+Sk1fYZuZX6f6/A/DvR6SHSRpTncIBlIJMARp3LL5fog1ez93HCjgNZoylB6880Gs8JF5eXt7q/AxcPBxndq06qx5cR6ybq1MVx9bcKEVHJ6xLxeP1+yrO19vyzytzZN155Q0D8yxA7tLm+tQNSi2XiRrrittK09U1h3Mjo77RgYK4e3sih58X2Grac0rnmY1bT2yEvxrA1eb6jQAuNtdPY2IAZtDlNwAgIt4H4DGZeefk/KUA/nCWNFhm+SbmXHw1e5HoWtrr0L1H4JV0/byczCQDeCqAv95F2lOA2Jrwag0T3cuVWuxBGRJ3kD6XDH8sWf2W6kZh9l3igId96o5VAdtAxq4Droti6AVYFd+5JJywIWuxNy5HjWLYNaT+2orD4Fr32P+t9dHnB2+FY3GgrP58nsDkelIfdAtY9bjaj3OpaBpVV9pe2YhznSqIK8mo8I59z5OFH2J5ELr9NCWr6BaGjJK9LCM8m/LDAP45gE9ExMcn134VwDMj4vvRuVBuAfDLsyTGbFs7jy4JY1bObg1+ORWzSmUsmbnjzXMKWi2mpF+61yGw82OqEWJQUMDjYTnfU7ZaOvByMuf64PK1htfKrPuEAbfq042QKp++EYBz+yhoO+DjPFqiIxMnrL9j3fyMVfcKpyOlWlbpJnTZoFb+mq6bU9E2qe1Wy8ltfsyznUUOOYC/GcBHIuJd6PDrqeiWSo+SAwHgmfmf4Jfq9K75bgl3FmWv+pvkv9Xg61xBzugMYHq2ns85XdZJ3Sasc4E3r7tmgHf5s46cx7Fj0xs8OL4yYn4TIevdAu0WkGv8Ep0QZWPCx0NAquIAQN1PWkcuXN13YKouNC0jx6s65zzZWOsOWS0D16XWn4Z1BIENdWZuzdtUXAbwmpdRMqJGnvc26I7UvUild1glM6+OiPcA+JHJpedk5sxvISw5EAA+b2EA1M5SDVknpRSUGFQcu2FhtqLshgFejUKFV3dIy8BwPA7v9HJ+dwVgBlE1PG6Y3UqnNaxXnbRuuQzON6/l6ANkFWf03KjF3Xdpl878rBi8NQ0GdQfeOirS8nMYbQs8CuS8tH6ZKPBI0m1M47jVbzKnR5fzBtxDzsAB4GZ0GHw3APeIiB/NzFETmbMsI7wewP+Ywy9nORDCw1RmucqGGcR0Jxqnw66VCs9ArSDrOpH6ENl1wD7qEmVUDCwK8AqcypwdGC0tLU2xLgZw1r+18sCVnf8rXzYAbCC4/Fq3vKKEwafSZzDTcnPearx1cnTIteGMjI506riA0rHvcpO1DLPq74yhxtGdwBWm6ozrmfWr+OwWUb89l58BvDUS2YscZgCPiF8CcAW69eQfB/B4dMsQf2JMOrMw8DcAeF9EvBHAb2fm2jhVD4ZwJ2Umq++RcJ1FwbKGpmtrazsAkxt9CwCdQQC2J8H41aHOkLT8qAzatbXf1YEDbeffd6sdlKm18ufy8QeeS9xwXN0eOqzncvcBri4h5fDaDrgtsL/dTQw714cbFZUODoS5LSmw1n8dc9urH7s++sro2jTnwaxaDWS51JxrhXXdqxxmAEcH3j8I4IbM/PGIeCSA3xibyCyrUK6NiP8LwK8DuDEi3oztjxojRy48v6ulxWD4X6U6p1suxky90mU2BWz7vZnN6DsxlFEXQFZ+FbbAhyefdOKKAa3F4DWOxlf2XR9kZmamrJw7vta1ApMDf9ZNffT8fByj59GLc4/oZ+H4WW1ubu5wffSJMwCAfy+Kk5arx7lX2DA7A6h1wCMZfha1Ld+BIjNxbgOVnsZRn3fLSO1F1CgcQjmdmacnbfWczPxMRDxibCKz+sDX0L1G9hx0C9EPdM3ykI87hRu6uolODlMNjVm1shZ2EzjQcWnyvc3NzS0AZRBUXflexeNrzKiqDpxBYoDWEQP/WmDs6lTT1xd7aZkco1OgaBlh3gDj0lCG7RhpPXsFe21DakA5rgMgzpvXmyvoqxuGhetM67bvmatBzcwtNu1GnQ5EdT6GXzA2z0nMKtMhlpMR8Z0A/gTA+yPiDmxvzZ9ZZvGBXwrgleh2DD0mM/9+bCb7TRRsWj7Haui6NK/uD/mAHSPVHZktUGfmxDqUcMdi/RU8q5NWvtVBechdcfl9LuXW0MlK3ZnnfK0OYF06ri7dZKgKLwPkUUqxX3U7KEA6BsvP2oGpukxaTLvqm89bhnqIqasOFVdHM5ymM4S8xK/K4toX4F+A5VYhVVh1Mc2TNR9mBp6ZT50cvjQi/gO63ex/OjadWRj4iwE8PTM/OTbx/SoMMNVQnU+T/4HtzsONG9h+wyFvhy/Q7BuKqq/bdUbHGLnjVLgqQw2T2X2iDNqxzczceod5se9iWPyyLv2uJ6fF5VAgd0y7wruyK8NU4YlozoefIwOP82uz9G18chOWmreGd2u93X331R7Ni+uzvmSkowYWfemUG0GUXoBfsqfPiK/zKKPuz5stO/Z/WCUz/3K3cWfxgf/IUJiDJDrU5EboOoMynz7XQYFmTRBWGH2FqI4AHCPl/JkdasPWzsOAVaDEBkSH2ZVu+bnZdcJA7fzdymoZnLXzMWt0fnL3nLj+OQ/HoFsgyGDH6VX9KMBz3aibidPWVSeso3surEPFdStPtL50pKRuGpc+sL1r1Y0O2YWo0jIiTlwaCxdKv8Tk5YB7DVNyJNeBcwNmNqQdTofoDDq8TpY/meYm+HSCsz63xm4INiA8TK7z8oOXbspUuZMD09/6ZOBmqfvFuldXV6dGCszaXXnqnhsNOCPE9/kel1FdQwraLfDWX8vIVHgHggpsCpAuPgu3GX1OGq4F2HzMk5jszuCycTtoufQ2NzenjBW/IkHL6OqKz7k9ufBj3EJDchgBHHN+OeCRA3BlidXhWixKJzuZMTPwse/YNXAGJma0Lf24oyhrZYZY5zyacD7YcpEA2Fp3zOUpA+TYsQK6GgStGwfCfNzq/MBOl0j99y3hK9HPkLlRQN9ORwdm6tqp+DyqUan0nYtJ9dH64fgO5J3h1nKw1MiQ02YXELDtclEDxCM41o/Lyc9j3i6PQwrgc3054Jgv8gSAXwDw0Mx8WUQ8CMD9M/Mjs6axX4QbHU/olTD7Aab9fuzTVtdCiQO0cqW0drepa0IBW0GQJ6e4wzNjYqZcxoVfC1vl4bJU3NbQm8FcDQ2XXfWte1pPCqBucpKfjfqqK1zlw5/7UrcIg9cQEOqIpVwuytCdq0TL1gfyXEcK6G40o3XbGu3USM8ZD3Xn9QGvtiudQ9Hn3RqdjBVX7sMgOeeXA45h4K9Bt3zwJ9B9u+1OdK93/cF5KnSmRYf+fYzQDcULvB3AVicvl8rKysoWWDN4M7Dqul0GCPbPVh5lcCpNHdLW5+L4E2iVL+fJLFH921wPXN4SdRGwngqaZUi0U7tNRJWGY9nMDJWN8yoh3qDkJgu5DG49NxsQzZ+ZawuUgWlQVEPEhoQBu491V5runK9xWpWvrjJx4uqc65PbGE+qan23JnV3K/Pemn8YZQyA/1BmPiYi/goAMvOOiDhxhvQ6o6K+Wx3CA9ONhzuN+oNVeLVGfZ2+XCw6UcgTnZWWy5c3YVQHqfiOEbLvm1eVlBTwV3g3EVqdX3WpY62zSk9dK+qOKcPCIMysWQ1ma6JPXQPATnZe9xxQ67UW2+OysVHSOPysNL4DxorDYF5puvIy2eD64dGSgmsB7BDDrrrU6/rVe73X13/mIYeRgc9bxgD4WkQcB7qPdUbEfXFAN/S4yTe+V51Kh4sApkCXmfXGxgZOnTqFU6dOYXV1FSsrK1hdXd0CcV1+x5ODrSEpgx+zSvW/KvNjIGdQZGBXMHTuGseo1J2j11q+cQUaBkSdOFVGysZLAazS43I5tq7Pl+uKdVfA5vpk/7kaTW4rPLpRHdTd1WLcWt9udFTilgAqY2eGrQbSGR01ut+7KgAAIABJREFUIlxmBe96PvNkzIfVhVISXQXu2SU9BsD/LYB3ATg3Iq5G9+23XxuT2X4QBjMVZpEO0Oq6m8RcXV3FqVOncPr0aayurm79VxiOw+kUYDEwOXAdatCcjo4QapKSgVSBQYFpaCjsGCHr1/L/1ntilJmX6ARbhdGJUd6049ijc+/Uv5ZNdXRuIX5joCuzuo/YSJVOrJtzp2g4vu7Sce1Y66p0UzcKjxh0tNP3OgA1OhHbcy3u/Tp7kXlPiu4zmYtLemYAz8y3RMRN2P4M0VMy89NjMtsvUpshdBKKOxS/a6SkOkwxanaLnD59GisrK1P3dYKQQUtXdCho87EyWR32VqdRd0zd40lTZWGOobm89dwNm3Uor/XqAF7TUlcCg4qy5gJUFTZmrck3vs6iBkTB2wGbgprmWeXi8mj5lfEyC9ZnpYaYRwGcpr77hPMt4FX9nVtEDZYzBi7eXuUwM3DMySU9ZhXKOei+PP8dk3hPnzzQl43N9K4UZb/c8HlCrITBoICZl9ypv3tlZQWnT5+2W+Sd62Sog7VGAzoqALZ929XBKj/Oi8FAO5uyygKBSlt1cCy79HaA4FwBylp50o2BgsGDRwz8nFhvBns3X8HXGJida0WBVw2vGmEHxvysmChwOTVe1T+3wVZbUVbPK4pUdOTAZdS24J63Pkst1zzEjSR2KxHxPwP4JXTu308AeA6AuwN4B7rPmN0C4Ocy845J+KsAXIZuOd8LM/O9k+uXYPujxtcDuCJ3b2Xm4pIe40J5N4C/BXATgJWxGe0n4WGeuhqWlpYsMBWAF1AXOPKmnZLqQDxpqa+Qdek7ACrhzqGMnK/x0JgNhgMYjafgob7lApOWe4RZHV9zxobTLkB28xLOyLgVJAzG5arSZ1v5uvQZsNxkaBng+uc2pODr+rQDaQfknCZ/rFrnS3hEw3WuozQtJ2/iceKMUP2qzLw+nMvhRmd7kXkw8Ih4AIAXArgoM09F98X5ZwC4CMAHMvPlEXElgCsBvCgiLprcfxSA7wbwZxHx8Oy+TP9aAJcDuAEdgF+K7S/Tj5VySd8v9uCSHgPg52fmpWMzONMS3cu2fg/AcQB/kJkvH4rDE4LKwGuttA6Zebclb9gp/zLf03eKcMfn5WU8GqDyTIEe+z6ZGSooKhvkUYa6MpRBaVoFYhWWdVUGzTpXGppWnbs8Kz4DMKej90s3NTAVhw0l158TTkOFdeT06jlyfNWX09c6UtatTH+IjWvdsb6uXkvUZaSEQcNzHD3vM1Iund3KHH3gSwD+QUSsoWPeXwFwFYAfm9x/I4C/APAiAE8G8PbMXAFwc0R8DsDjIuIWAPfMzA8BQES8CcBTsEsAz2mXdGCXLukxAP5/R8T3ZuYnxmZypmQyBPnfAfwkgJMAPhoR12Xmp1pxqpNXA+YXNxXbYWbD7Et/5VZQAOFVJ44JMpvi+K3hrupfOvFqCj6fBWR1UgyYfj8Ig62uE2dWriDDeTuQUF8461d6LS8vT7FhLmOlUXXJxoo373CZKqzbhdnn92fG2QdKVZetD2LrhKvWG7c9vV/1xaM6V/ecZ6XpgJZB2JXbjRDUmPLz57RaxmU34tpwj9wnIm6k82sy85pJOl+OiN8F8EUApwC8LzPfFxHnZuatkzC3RsT9JnEfgI5hl5ycXFubHOv1XUtmfgbAZ/aSxhgAfwKAX4yIm9G5UKLTIb9vLwrsUR4H4HOZ+QUAiIi3o7OgMwF4dXru/Ovr61tuFGag7O9WAFY/uAI/x2EGpMvtJmXY4R7gVQ3K+tyv0uF/N0zn4XiFjYiprfYMGA5AtW7ZMCjQVxwd8ju/KRsBBQVdCqig5baw60ae0pHL5uIxOLHrxDH30qfqVN/3rWyawdq5V7QeOF82eC1RA9Ri4WpMWCeWllFgfeYpI9K7LTMf625ExHehw4SHAPgmgD+MiP+hJy1ngbLn+q4kui+cXZGZ3yQ9X5GZzx2TzhgA/+kxCZ8leQCAL9H5SQA/pIEi4nJ0vivc+9733lpSx+CqDLyAvBomu07UD8z+Zl71UcsLnQuClxBOdNwxnG6xKf7XCToG0Bazb4Erd3AeXeiKGRZl28zYlO3VfU2vwqvhYjDmnaeVlgMNtz5ey1Y6cJ68mUjL5/zdTnQCvMrbt4KlwLwAndscPz8tU6XN5eKRUhli1plHbpWGMmlnQFgPDqv9YJ4MvNKcg/wTADdn5tcBICL+GMA/BvDViDhvwr7PA/C1SfiTAB5I8c9H53I5OTnW67uV7yvwBrZWofzA2ETGLCP8m7GJnwWZySpOhlPXAMAFF1yQBVDr6+tYWVlBZm59XLYAi/2NPFnJK1CAruMU8+b3ZVfj447VNwHI19TPXfccMwP8xBMz1EqTOzz7cVnXus+GrAXeyrxYf2V3GsaxttZoovRpuU5KFEC5/tSNxUCsrjBlxJwGx+VRDevMz0DdJmzU+GPGrK8+N9Wp7vOrf9kF455T6aEGSZk3Pwd9zlUHWi9c//MS1XMP8kUAj4+Iu6NzoTwRwI3ovjD2bAAvn/y/exL+OgBvjYhXopvEvBDARzJzIyLujIjHA/gwgGcB+P096HUsIr4rt1e+3Au7eLngqAgTmn8hgLvVtcz84NhM5ygta9mUzNzaYFO+amWydb60tDTls+at8dyRmZ3z5GW9C6UF2sxaqwO2OgfHZ4BW1qQg0GIx6ibQCdvSjd0+OjpQANU0lbEB0+DeykPTUQOofuBZgUPBuPRpgX6JrkrRkQXroUa0NSHJ4F7Mu37V3tw8CRvJeu+OAm/VjRoQTUcNjtZBXWdW79qnIxXzkHmkl5kfjoh3AvgYgHUAf4WOzP0jANdGxGXoQP7pk/CfjG6lyqcm4V+Q3QoUAHg+tpcRvge7X4ECAK8A8KGI+MPJ+dMB/G9jExmzDvyX0H1J+XwAHwfweAAfAvATYzOdo3wUwIUR8RAAX0a3/Oe/H4rEW+ALrLizVCNlBlBgX1vkq+PoUkJ2pwDbSwoVTF0nZkbaAkCW1nBeWXhdY5BWlsz5uw0g3Jm5w/KopcQZDgZ9TlOH3srInSjjVfBnF4HTicvLow6No8ZQ2b4bRXBcnZh019lw14hHja8aKd64Vf9FBFQ/Loerd9fetB3qaIT1c226RUDGyrwMQma+BMBL5PIKtjclavirAVxtrt8I4OI56fSm6CZeCz//u+xZfNGSMQz8CnTbPG/IzB+PiEcC+I2xGc5TMnM9In4FwHvRLSN8fQ58+q06STHklZVuSXv5RavR8Fd1NjY2cPr0aZw+fXrLReJApOIzqLs1w6pPi8Gp6BAa2Ans+r4OBkfunLX8EcAWCCsA8oRcGQAuA0/uOoZYeTKD45EDh1XQb7H0MpJcdvXp8rNwoMLDc/dhYfaRA/4FY1xWjh+x7RpxDFyXQGo9c7srfzhPnHLd8ZyNGpkW+DFZGQJfNfB8TetiXqCtuh5WiW5j5PcDuCc6HH7a5LmO2hg5BsBPZ+bpSUM8JzM/ExGPGJPZmZDMvB7dovpZw29NLhaTBqaXsfHStQIo3cDD6ZVv3LkEWjP3db2GzcqyFMi1s9Vyv9IfwI7JMs6XO7nuEmUWyiBf+jHQuvIw0+9jdMzgW+XRVTq6UUqNW+b2hyqcq4fXlTOol97aNtjg6DPmetb64vwUuPm5MPAqC19eXoYT1aXaiq4m4bJxWDbOfMz6sI/ckYPWyMQZgXnJYQZwzGlj5BgAPxkR3wngT9DtTrode5uFvUskM7d807rlvcD0xIkTW2HLzaKbdUqOHTu2NdHHnQDAjm9hVgPXzq0dUsO4jglgiqnpJGWF007mOqJz5RTQ8moZt5Ki7ivj1SE8Mz8FYQbN+ucNOepicGVpHauxUt3LOKhfm6V0b7HUisfAVmGXl5en5jYYsBU0V1dX7afP+BkOGUp1vdTzrTj8PBnglZRwfCURXJ/aJuYF4NpuD6HMZWPkmFUoT50cvjQi/gM66v+ne1XgbMvm5iZOnTo1xeyqQVcn1TcGMnBn5tSwG5j2J6sPXNfgVviKu7y8vLXcq9JU37Wy5ZJibAy6zBQdWDpfO/thK16VgYGHO3uLHSub4/K4CczKr2+poo5uuK44DWXJrs5Y3IuwWFp1xflXGAX2iNh6tgrgdcxLBpm9syHjuuU65GtqROteaxTkyIEzuPocuC2V0dP85ukDbz23QyJz2Rg5COARcSe2l+aFOb7nXhQ421JMhxs9LwkEdjJCZd3sQ+ROw0PjusbpOxZW7JnBtgX27P7gzu3cEZxf6Vgs33X0Oq709LoDWc2Xr7NfnOtBVzQoC+Qyqt5cpyXM7LkMCjB8reqo9FTDowy79Co91Nhx2jpxWfH1nvtYgs6XMNBz+blutW0peLKefSCvxlSfEdeLY+g60TkPOeQMfC4bIwcBPDPvsTv99qdk5tRa7frnYToPrQFMrSJRwGb2DOzcaVjhmO0pq65OWsduiF73mMVqubhDOp926eI6IofhzUgtlwIbEQURNW46tFcw0TJxnhWuNlyxm0lF67121zJAa1gFbXanbGxsTL0Xp4QNJMfXY+cPdyxeDXvVV9WPvspA64jT4ufqJncrXGuEV2G1HarBLR25PrVsexHW95DKXDZGzsLA7wbgeQAeBuA/o1vpsd4fa39LTXop2BTD4u3wPPwHpj9bBmwvTysDUJ2WN1gom6x0ioGfOHFiq0Mw2CkQMwCq/nVeOqhBcp1U2bT6Srl83LHdsJnPXfo64aaAXsIsnH9qsLT+WQp4uDzuBVTKpNnYVBgFegfWnG4ZdZ6X4DKWLgyQysx1R2WloxvElEzoc9I65brRYy2rPs8+YqHlnxcLP8wMPDP/Jsy+GgCjNkzO4gN/I7oXufxHAP8M3WsWrxiTyX4SByZ6jxshD2vZNcBgDUw3dg7PnYlBvsC7/KQMSBVWQbikNUxmpsfAUefqMqr7FVfBld01zlBo+ZSZa1wGMQVMXSbI/6WLc5XoCIWvMRC7OtNnzc+oROtUXQXK7pV58zNg3RQYeR6ClwaWKAC7euCRjbJvDeeEy8TP2QGyzg+wzAt4DzOAx5z21cwC4Bdl5vdOMn0dgFHfbNuPUkwX2On31QlBZeK1SkCH5JUGsO1aceu/2QfbesFSxWddVLgjMnNSsKw0hzotg2lfx3FAyO6HSosNhWPhvCJFfd/8r5tWXP5uZMBMmeuHAZP/tf61vBzXrSrh4/qpwVNDUUx9eXl5Kn0egQA751zqx1vp+ZkP+aNbQK3CBoaNNte71ltfvmPlkLtQ5rKvZhYAX6uD7DbOjM1jX0l1AgUu9nEWeJQrZXl5eYcPXIfWwDSY6NCZJ78YvJnVA9gCbmbgPIFa5y23gRvq8nC8wigTV3DjtfCchw7PGbw5HwYVZtSsF4ApZu3YfwEwg7H6snmkwoBb+qnPmp9BpaEG1rl32M2h9xTAK10Fy1rvXSMvZcoKxlyvVT+tnb2u/E5KLwXoVpviZ8bPV0ci85S+kcIhkbnsq5kFwB8dEd+aHAe6F6N/C9uzpgdqFQqwc2jGw15lOizMvpRptcJXR+LlZG7yU/2gxdBK9OVTBW58zQGPui5Ur7quQ2zdrccjAdaB46iB0+MKq8aQ2XgJ70gs/2/VE4N5axSjLNs9w0rPLeNUHzQbXQYtdn1we1CDWUy7fs7/zsL16fYT8PPU62rENbxOqLPRcqMZd67pzmI4xsohB3DeV/P+iLgDu9hXM8sqlP7FsgdMmDkoaDB4Fes9ceLEDr+oi8NAoQyFVzMUgNTSMGDn1u1Ko/IpgGEAVebG+jCoMMNnnZiFaboFjCotlsVgrCwR2HYBKHA7BquGUOtAw7P0uUU0jJZPnx+nra4RvacT2AryNVHN68LV4Gl96Au86plp2NLVGY2+NqX14cJVW+K8WnXqXhGwVznMAJ4799V8B3axr2b06wsPg/DyuPpnkOEVI67ROl9fC5iAabeIpqOibKh008m9CsvMtq6xseDVNZW36s3XeGiuhoLjOBcDp6+uiFrSV/8M5i3gZDeCsjz3LFRvnhBm9sk6MsipK4XTYnDWewzaPHKqNqThiyRwXfYZMHYdcZ2xC4jLz8+V0+E65fpjlw+nwc9QDZxj5W6n7l7kMAM4S2b+5W7jHjkArw5QjY4bXN9yK26k3LB5UkmHl9pZ2O2hE2s8aal+VgdgXB4W14EUhBns9TqDDJeBV9+4/MpYqAHg+nPDczVqwM7vYtbEMYd1RsYBkJZLAUv91NomGJz5ns4ZqJuFwZvfd+OMPD/vEiYZS0tLW/XP8xP8nNS9xeXW58XlVTKiIzUNr8RH62jBwPslIv5TZj4htjdIBv/nSJf0kQNwoH/TAXcAdkPocBKYBtc6dw2fmaRe39zc3BpWMxCoAWH2xcaj0uE81L3CQMm6F0iw4XKTanVdRwbqFlHwdhNtzCZ1EtVNLreeE6dZUsDmRhga1t1r+dIdsHO9Fjirn7wMs/rOOb66XKoMZbSqvvXVAKxvuej0ubh6ahETfQbVDh15aLld5g3ePOl9WCQznzD5n8sGySMH4Aoo3ImAnUuXHNgzoHK67HbRDqp5s1Rnqc5e14DpDSs8jAa2O7sCsLoYXN46/FVjU8dVFnZ7cHm1TrQunJ9f82AfsgvLwO/qrqSelY5eKpyydfdcFdC0Ph2bZ8DTrfLKctmA6eqY0ktdJjqiqdEIG9cKx+1Ey+WevebPo50WW69z15fm6UY5pAz8X/Xdz8xXjklvzAcdAsAvAHhoZr4sIh4E4P6ZeaDWhbvhMncMnTRicOUOq8u7gJ1fdwE8Gyph37gD3dJTAcR1aPaL88ih4nBYZjfKvtQ1of5PTk/zUP9tixEy26z/Ag4Ow6OK0pFHH8r4GCjVTaQMlP3NQ8yRy8HPSlcV6UojF04BXZ8pl79+ZWx07kPJgYK+jqpK+Dkz4LKRUf30mmPgQ6OlsXIYARxAMe9HoFsHft3k/GcAjP662RgG/hoAmwB+AsDLANwJ4I8mShwoUebNqwIK3LizKcviTlXpOZcDi0uDwdt1Gk670lB2xGyX89F0FPTrPd/lRuFNS2okFNSV4TFbVpatzLyVpuv8/NEFdY1oORncWS+O58CKjZGKGmYF5QLuWhaorFuZN4Ny3VfftXPVsWFkl4q2Oz13LJyvMzBz29BjPmfdWR8H/HsRZ9QOg2TmbwBARLwPwGMy887J+UsB/GFPVCtjAPyHMvMxEfFXE0XuiIgTYzPcD8KMiVcMKBgoYPDqDvYXOj94xQF2rlbo04tZr6bHYFPstd6mp0PYIdeDujF4VQQzt1Y4NRLO380yK9vkvNyIBNjp5lJgrvhuJOOEgVqNgvtVO2DQ1tfG8iYdBW8H6Fo/akSrnTHh0Pp0Ix5uC1qvTEK47vTZOWOr9dp6VnuRwwjgJA8CsErnqwAuGJvIGABfi4jj6GZMERH3RcfID5QUyPFqAd0y3wJg7nwFEAqQrY6lIKGMjuMr21TDUtdqrbqCAbseWkyGh9D8YVz+wAGDMrtpKg92xyioOtcRr69XvZWlt1wgpbNjeVw3Dpz6DITed8+c241j2ArmLl9m8FUWFa5bdSO19FPgV8Pb18ZcPbl0HAFRA7RfATy6TTN/gO6blgnguQA+C+Ad6IDzFgA/l9tfib8KwGUANgC8MDPfO7l+CbY/bHw9gCtyd4q+GcBHIuJdE32eCuBNYxMZA+D/FsC7AJwbEVcDeBqAXxub4ViJiN9B5x9aBfB5AM/JzG9GxAUAPo3uIQDdOwWeN0uavKxLWY7JH8D0u6TrGm/G0aFkXeM0OK4aC9al4tZ9tzSPGaYaEPfTvBmwlaEx0y7R9dL6K9CpcDoqUZ25Duoe6wBMr9l2z8Y9Jy6fGxFoORl4lGkWKOv7SvReAbb+1Dipvsq8uR7YSJZ+nK+y9yqPultc/ahxcG3PPaPWSIHvz3PlSGvuaJfyewD+NDOfFp3n4O4AfhXABzLz5RFxJYArAbwoIi5C94H0RwH4bnRfIHt4dl+nfy2AywHcgA7AL8Uuvk6fmVdHxHsA/Mjk0nMy86/GpjPmizxviYibsP0l56dk5qfHZrgLeT+Aq7J7D8tvAbgKwIsm9z6fmd8/JrFjx47hxIkTUz7TAkn9lmWJTljy577cZKB2WO6UrQ7Lx+q6YD1cfO3opQ93bM67wm5sbGB1dXVq2zyz5AILLkeV2R0zeChbLxli0nreV591zIbQ1dssBkCfEYNz+bjZgDOw86sPGODVt9/nigA8y2aywNd1hMF1UcdVJkcMgOmPNeuI0bFzDcfX3P9epDVy3I1ExD0B/CiAX5ykvQpgNSKeDODHJsHeCOAv0GHLkwG8PTNXANwcEZ8D8LiIuAXAPTPzQ5N03wTgKdgFgE/kZnQYfDcA94iIH83MUROZY1ah6PKXn46Ifwzgpsz8+JhMx0hmvo9Ob0DH/HctEdufsqqOoABdjZ43UzjwVtDXeMo2HZgCO101VPat6/yvu/g4j9axMvIC7/pcnAJyK66+p1u3yaveLUCtfzVqrXsK2GzkFMD5p3GH9Kgfg7euQFLw1rXevBvTtQP12ZeubvNWTahX3fBSS64v1x7UyLswgDccTlrX5wW0e0j3PhFxI51fk5nX0PlDAXwdwP8REY9G9yHhKwCcm5m3TvK6NSLuNwn/AHRYU3Jycm1tcqzXR0ucxdfJljx28vs/J+f/LYCPAnheRPxhZv72mIx3Kc9F57MqeUh0k6rfAvBrmfkfXaSIuBzdsAf3uMc9dgAAgw/7xZlt8ZC2WKq+8IkBg1kSpwnsfK8Hrywxuk+lrysreBjrJh1Zby5vGSIFbo3PX8KpeFV+B/itpWsKprp0ksvYN8HH9etGPTwiqfrnOqxj1U/dIzzJrbpyuHpXDsdT/XRyk9PRpav8DHhZYOnYWuPN5dZnqGlq26h0ldm7Z8Nkxck8wXyEC+W2zHxsz/0lAI8B8C8z88MR8Xvo3CUtcYXLnuu7kbP2OtmSe6Nb9vJtAIiIlwB4J7qhyU0Adg3gEfFnAO5vbr04M989CfNiAOsA3jK5dyuAB2XmN6KbWPiTiHhUZn5LE5lY42sA4Nxzz01gej20vlO57jHr4sarDFwZq1s1UR1RARfYBjvHhFxe2tEV5Bjg+aVIqrv6r11nZzDktNgIsLhJRwVvJwxEyrx1FMDA4yYg+Tm0DIDTl0GcWXdropnjMRtnAFc9VWdnPNnwuzkW1pV1coCnTN+NRtgoaNn4XNufPh/ne9+LzNEYnARwMjM/PDl/JzoA/2pEnDdh3+cB+BqFfyDFPx/dmwJPTo71+m7krL1OtkSXvawBeHBmnoqIlbEZs2TmP+m7HxHPBvAkAE/MyVPNzj+1Mjm+KSI+D+DhAG5sJjQRbmgKYMqINFx1Ok6LO9exY8e22LvbEl//OhkFbLNATZ8/8aZ5VnqOPfcZqAIOfetd3VdwcO/tVmGDxEbJgYbqq6yPGaEaBQV5TlsNmLJh9xwU5N2ko2P/yoR5KWEd1+hK68iN6nijTpVjfX3dsn8H3jof0zJYWlcqajA5La1jRyjmIa02tsu0/ktEfCkiHpGZn0U3j/epye/ZAF4++X/3JMp1AN4aEa9EN4l5IYCPZOZGRNwZEY8H8GEAzwLw+7tU6+y8TpbkrQBuiIgq5M8AeFtE/EN0FXFGJCIuRTex8N9k5t/T9fsCuH1SqQ9FV8lfGEpPGx+7RBjIgK6x61I9TkdfrO+AZaLr1r9bfsbsTDsCM19lSa5zKWPVz5Kp28SBOKfljBofHz9+fMtPq2VudXoVBkWN5+qR64bB3YGIAp4yfdbN5eUMgurMccqdUqtW3CQsML18sOqvnn8BFy+5VFEQ1jbIZXeEREGewZLT0pGb3m/pNA+Zp0EA8C8BvCW6FShfAPAcAMcAXBsRlwH4IoCnT/L9ZERciw7X1gG8ILsVKADwfGwvI3wPdjGBGV3lvzAzv4mz9TrZzPzNiLgewBPQ+YKel5nFdn9hbMYj5NUAzkFnpYDt5YI/CuBlEbGObq3m8zLz9lkS5JUSa2trUxN5xTJrfXSFn9Xl0QJwZdnMjrST133+KhAzYwXG6lzq7uFyMusu3XVC1s0FMDjoyp3Kv8VY3cSmqyvHpOuYy9sC2brHYKvG0cVRffV+6zkqY9d7/FFjXb3C5QK2Rxo1aqs1+X31xfk6Q8466QS7K5e6aepYR6Wcth5r/HnInNP6OLo5PJUnmmvIzKsBXG2u34huLfledMmI+BMAl0zO/3K3aY19mdUXABxHt+zl7rGLZS9jJTMf1rj+R+i28o+WAun19XWsra1hdXV1qrFO0p8CaO6MrU+aMUhznNZOQf5pJ1KA1c7LHUs/iKzgqZ1PXSbc8ZjJcqd3k37K2BksWpObDGhuQkyPW8xdgUyfAy+BdKDDQM9lrbpjZl/plbjdrqo3P3v2i7Px12euwM7ldHXUqnsWV3YdrfCzbM0HOV1ZnBHYq8yZge83uSEifjAzP7qXRMYsI5zLspe7WjK7lRX1v7q6OrWMrnyODDJ1TRmO67gKILwrz71WFJj2E+uEYYvxlF6OgSmb7hsRuE7imFwJA7Pqo0ZP0+N0GMBK+iYMXb3pSIDLpitynCiLVaPlwJnDc17K+Mudwm9a5N2ZVVfMuiucgrEDTQV2N3HeYsgt9u5Au3VN9TgT7PuQA/iPA/jliPgbAH8HbL0P/PvGJDKGgc9l2ctdLcW8Nzc3t9ZBr62t7WBg6orgpVYs3HEcu+NhNftE1WVS8YoFOZ80p++AUl0WCnDa8Zy7R8GMmbLryDwCUD1ZL2Db7+smYV24VgfWZ+Tq3NWtS0dHKQWiboWLgraOrJh1Owav6emrgvmlXTz/wmVR48b5V1ncZCa3bU2vD5DVveaMAofX9rQXOeQA/tPzSGQMgM9l2ctdLQXgNXlXYF6rR+q4gLSkriu4cIfjc+5szJLY3eA6AAAgAElEQVS4o+vkmmuwys55tOAYFZeTj/XXmrDkY+302oEdePcxQV5lwXWqOrM/n+vPGSFm6H3LCp3oxB0Dbf347ZOlOxtgjsN6cXlYJ9at2La6ctyorsJzuhzGvY+mwjIIa725dtI3GlSjy3E5jXmIK89hkOgqbzMzv7TXtMYA+FyWvdzVkplbPu+1tbUdOwq1gfK5e/EQMD3hx/no8RBL5PR4o1BJXVP/NqfLHVMnIrkTKsvvc9fUeeXDZXXA1bdFm+uBjV7FLyaqaTLQMbCrG4OP+wybA0EFb7d8r/X+bPcsnZ4VvvLnXZtlnAvYK5wagBJetVLp6lslnbEvwNc2NEv7HQLoeQL4YWXgmdOTmHuRMatQ5vIV5f0gCtqAnxBiNlIdusUKCnycK8aFAaa/qMM6qP9a2TGH1Y6mrJIBm4fs+qFkBWd33mLyVT8KFmpoGLDZ16tA7upWgZLvKYC6cCwtQ+reeeLY8LFj0x9wYJbLz0j15DR09KCGov6r3qp+XZtxI6V6ti0DXnXg3G66Hl3btLYPrdt5yDwNwT6VszuJyZJ7WPZyVwuzT2C7w7TW3DKIM2NVlsgdUBmovlq0fvpubQYCZmoK5hy+xbIrby6vhuFOXuH7Jr90OaIavRaQKGA6F0eLzXI4fhbKmIHplUIMLmrUKr6Kc8Ho0knHxB3Y6GhAhdMvY8Z6snvFie6K1TkTNewK5q5uHGNnQ996bbAz9POQQw7gP47uNSS34GxMYkbEYwG8GMCDOd7YDPeDuEYO+PWxCggtRulcEBsbG1MvNeIOAkzvylPwU2HAZIBxHY0NAeus6bst3O6NjM4X2qpLvc8ApksqHfNkaYFixPQKD73uXDMqs15jfzwDPD8vXS7K4O3832rEitGXDqurq1P5669lkLne+J574VjLvdIy1m7OpP413rzkkAP4pcDWu1V2XdAxDPwtAP4NgE/gAH7IgYUZDw9TZxFm7srsdEJOJ7pqEpIbv7pLKm51HGXm2jkrnG74cWxI2bGyMn1vCq8Pdi4CZeB8rQXSzEpbIOpATycV9X3bLt3W8J7ZubJrx/qrHC2/uOo3S1viNHh1Tkml22eU3TxGpeNGX25k1EpTAb81ElAjMk/QbZGZgywRcSc8YMfk+j3HpDcGwL+emdcNB9v/4obFwHbDbnVAbZzcwNQfuLm5OfXRCGVMbABYh+qwvIVfh8sK3vpmRGXd9a8TXOon1SGyuoIU+Pges/XSW8O1llFyHTBAMiDysfvQgwNfBXIFITVu6npR/VQ3zUdXp/Sxbq6TylNXKfWBpj471zac0a9n5MK3GDnXMdebjujmCeLzNgb7RTLzHsOhZpcxAP6SiPgDAB/A5CVSE4X+eJ4KnWnhjrS8vLzVeJeWlrC+vj61VMsN63V43gJhZoMO+LXTVmeo3aGVJg9hHeg68C5RdsQdjN8k2Md0GJi5Mw+F107fAiUFRgZy991JfSb8PBxAOp0V0J1OFU7dBqxHy2Dwubvv8lV23+fPVgPdx6JdeAeOej5kDB0pqXY1L+A9jAA+bxkD4M8B8EgAy9h2oSSAAwXggH8fCbNIoL1GuSUM1toJyxfeYjbcAQuQOT3XUZzP23VSF1c7cLlKFEz7yqzA1geK6vrg+nIs2n00WDfXOFbtnleLUes9dYW0dOT3g9fmLK03Tr+VrwNzHQlqe1FjrD5qYHquhIXbhgNnV098vfXT9jVPWQD4sIwB8Edn5veeMU3OkiiD004M7PRncydjYHBugjGdlplwa+maAyoHwqxbC7SZcStgqAtE9exbQqn6ab1U2Vrfiaxw+lFg9Sm7OnT5K3NtgbnWg046qi59I4W+1TMtvd311qoiNc7KunUOgvNoAWGrHWndqeGouuN5ET6elywAfFjGAPgNEXFRZp6xV8eeLeEJIp7I1DW2JX3MtA+wWwxeO1+BgIp2ZLfFvo8dtTozg7EaCOcH5vyGRJmoA7Y+v6/7viTH17JofWmdtMLzKEiNWentgJvdXxzWMXBn4FuiOuheBQZM3dCloylgev6i6lEnOSsvZfutiVEXzpGGeckCwIdlDIA/AcAvRsQX0PnAd7Vu8a4WZUfsPuBryrY5Hk/UKRC5PIBpJlNhOJ3qqDwc5vD6IWXHwlrA7cQxbu3UfI07qwMkB1ZVnoiYAmQ2FszK2WXCwF6iaTPg8bkzOH2uAy2/rnjh+uD2srGxYfcD6OhsllGZCgMkP++Wi4TrlV9yxu2BWXJd10lsPu5j+TrBzdfnAbyOSC1kp4wB8J/C9lKXAy3q82UXQjUcBmNl3w5cKl0WBjx3r0CFOwwDOLOgvokp505wnUjdLKoLX1cGzmn0+aE1bgGz04VdD26FhwNbHrU4g6XMsK4xuCrw1319j/dQfNarRF1h6iLpY+PVDtbX16fe16NsWNPm+mq9IkHrRcmCxtGfpsEf8WD/+zxlwcCHZRDAY87rFveDMABVI9EhJzOp1uRYH0uvfHSDB6fDeSvDch3J6cDnQ+zbMesWUGt9cd1wx9VVKizMptW/7MDNGZe6z8aW81P9mR0yOCsgczp1v740r+4S1bt847X1nn+uHXA5hoSNtW6g0RGeM0R9Sws5rANot9vStUGt53mxbpUFgA/LIIDnnNct3tVSDd/5gHkI3WJsszKxSqd+ylp0iNhiOg6UlWErK3dDXk7HdQxnIFzd8bED7wJ1dovoiEXBm+uV9XauKtVPrzm3Ul0vXcqtw+xfJyMZ/Ot+TWgW2PPz7fv+aZ8omLqRWLVXHilWPfOzVrbOxADADnBn0FbArzzcvIvzoXN55gG8mu5CvOzqXSgHWRSQ9ZpjtXpvllURfG3Iz1xhZm34DsBcGOfmKPdRH/NugY66NnQUU2EKuN3nxFg3l2exXmdYNQ1XF85VwP/8/pnMnPp2perD4Ly8vLwF4AzkDOzM0J2+bsRQ91puiwqn7g0+LreLAjnfV1KgBkONP8/JuLdLOnCdN2OeZ3oRcRzdB8+/nJlPioh7AXgHgAsA3ALg5zLzjknYqwBchu5TjS/MzPdOrl+C7e9hXg/giryLhwmz7R+/CyUiXhoRX46Ij09+/4zuXRURn4uIz0bET82apg53dRUBPxMdtjp2ri4CdZ2UaCdpSavD9jHzlttBj104dXPoZKK6P7g8XJ8FbgpoLG4Iz8Djfvzpu/oAB3/LlH/68iWuK9301HJ38HNlts3Pn8uqbcOJlpuv1THrzfWjz0/riutB49c1riMOr+mtra1hZWVlKnxrZMdtg+ttFlfRLNIaWc7aj0SuAPBpOr8SwAcy80J0mxOvnJThIgDPAPAodO8rec0E/AHgtQAuR/cB9Qsn9+9SOSgM/FWZ+bt8QSr6uwH8WUQ8PLe/Hj2zaGNoMWznMlFg42F3dXTH6rXzqt9Ww3J8p78DytKTj///9r4/Vperum7t2k+BysGEYMC/gkliQsCqnNiyHNGmKLgqJG35kZLQNjFRrDogIkCNCzikFQ1CcpJCG0UJyiOpZLcExxUopmkSYqOiQIUhNjFgYwimpsTNky0gBCPeu+/X7h8z+9511937zHfv/Z7vnfudJX36Zs6cOT9n1l5nnzMz+lGAzMfKdczyZLfHFLKRDB/jenP62qZ8ftUO6oIBNkYE+nAUu7bUOKphZrCLiN0ulaHismufKCkH2QbB6shNXSARJ1PX/IqFTNlnKlz93y1yrCbwW0Zsu1iWC8XMLgLwYxg+UvxvxuCXAHjBuH0zgA8DeNMYfqu7rwF4yMweBHCVDW8NfJK7f2xM8xYAL8UOvkq/TMyFwDOkDY3hO50l9GIPZGTMNx37RlWBZ8SuF3EoKR0axz+XpUVQWX2U2KIuTByxXfkyNR9eN1yVpWVQgujYj6tgUuVtrkultCqSUIMU5Yj9LA9Ok/s+W9+txpQNAeel7VGlwUQa6pjVdUbUSs7qBqmOK4nraEX7T4191CGbxI62a73DZTvYprqewn8G8EYAPJ/3dHc/MuZ1xMyeNoZfCOAuivfwGHZi3NbwPcVcCPznzexaDD6sX/DBV1U19BaY2fUYhj4455xzOLxJRIwWWXFasZ2tXMnSyG5uVfOtMmXkrcQdyIxHgMvfWg6pxiqL1yovl7Eihiy9isA1PIsXxjP22VCr60jVdWbMg+C0/nEuE5uq7wC7UZhw2XXBxK6ky/VldR7x45zMJaP+cTWyXDZtb253Nm5B3pkB2ym2QeBPNbO7af+wux8ey/VPADzq7veY2QsWSCu74bwRvqfYFwRuZncCeEZy6C0Y/E5vw9BYbwPwDgA/i2006NiZhwHgvPPO8zHPTeqhItekrKlrpeVu0WF9hFWuC847IyQ9LyPyjPw4H33qlIkty7e15r01CapuEK6Dnpfd/GyQtE2zUZRCjWCmhJnMVUlqOB9XsHtFXTOZKybKwH5+9k8zYbPvXOuvSjubD9DJTHbHcBtoe3LbV4Y8+i4bsewG2yDwr7j7lcWx5wP4ZzbMnT0BwJPM7L8BeMTMzh/V9/kAHh3jPwzgYjr/Igyfjnx43NbwPcW+IHB3v2aReGb2bgB/OO5WDb1IOpvWFE+RXnax8jElCB5Sa7oRh7enLlQ1DnzjtXyWfONp3Tjf1rCXSYzzy9w+FYFGW2j8jMB5gkzLwE9Gapo66uEy8jHum8r/z9uszHleg/3j6m7g8nF6XA5V80y6PNmqfuxqgjeIPHOf8IoSrju3tRrubCWNih6OzytyloVluFDc/UYANwLAqMBvcPefMrNfA/AqADeN/7ePp3wAwO+Z2TsxzK1dCuAT7n7KzB4zs6sBfBzAtQB+Y9cF3CX2BYG3EFZy3H0ZgPvG7bShF0lTiSRTc2PeW87VYWOluiOuDrVbypXzjPJk6Wb10Pwy4uZz1LWioxEmv6yslRHhsqji5nXw6grQMoVPHMCmoXllELguWj51eYSbg0nv0KFDm8qQrcxR14qWSck78uO2UPfK6dOn11fYxE+X8IUaV2Lmyc6M3Fmdc36Z8cwmfrn9dcShSt3MNq3K2S2i7GcQNwG4zcyuA/BlAK8Y873fzG4D8FkAJwG81jcWRrwGG8sI/xh7PIEJzIDAAfyqmV2OwT3yJQA/B0w2dAlVxtkNB+QrMrJfFpeRrS8OQmPC1XjZuyYyqDLXkUVmlDisclswspFJRQQcr3I16KRZ5KmGRMs3lZ9OTmcKP4yIGoLMnaD9wn2uSjr6UdeZq8pXA81LJGOZpCpuJmn2i6ufW9d763+24ifKrvVkI6VLBbkfeM4g1sovy4XSmkTfCdz9wxhWm8DdvwrghUW8t2NYsaLhdwO4bKmF2iX2PYG7+083jqUNPQV1O0yttoj/7MKMi5fTaLkBOM0g3AjTsjCpZIagGj0oYbCSr87huvHQX1Vs5Q7RtlJwXStwW1Q+Y86vGl1U6vzUqY2XT7FbRsk4wPXIRkNRpphPiPSDEPl4jChiO8oTfm9W37rGmyci47xMdat7RMNb7a5unmwOgNtN+yrUN7+KYDfIxEfHVux7Aj8TYNcAbwNtNc3g8xcxAHpO7E+pa1X7FXlxepnLZlEXERsfHXovOipgX3EQWlU/jl9B+ysj6lZduFwRl33aVftmBiIzXNEu/HFqdhnFvuYRSnptbQ1ra2s4duzY+kM0p06dWlfkTMqRbrbcMDOyfH3y9Vb5uPmhrAhTwtb/IPxqTfxOsWwFfhCxkgQO5CszqjiZAtGbMVPIVfqZe4bT1vKpEuRhut6c7EKJ+NlQPqsrn1ep2Aqq1jK/qcbn4zpJytvqFmqVLQtX9ZyNQBZB5M1GSdMMV0pm2NWtcurUqU3kzS6UUOaZT1uJW8maw7X8leHnyVomb34KNWtfdTct04XSFfg0VpLAMx9vRZzZEFLfE52pDiVedWdw3loOjsPpZK4ZPrcibk2nUpasHJUwI18lLq4fk3fmfuBtdl0w2cRxJmlu48yNk7lcWu2rRpjrkMXj9lvk2mEjy6OWKH/84rH1o0eP4ujRozh27NiW1wPwRCa7Rpi4+T87xmXLloNm7pLs3ezcH9puep8sA53Ap7GSBK6KIiOY7KdD7lC86grRGz8L5zAtQ0YWvLokOz/iRB1UmbdUN/8yX7NOtvKEb6TNk1mqrkOxLnJDantl5c2G1joRl+XHhkPXa8dxNdZR/2zkFXmy8o68OU+dIHcfJi+PHz+OY8eOrZP32traFt939n6TTHUHeWv7aN/x9ZCtNglCZ+Wt52rbhlJf1lOY0UZneBXKgUAn8IJUKuLmY5pmdq4O3wNTLpxsRKAKnf+ZwGLCLPPXxvaiZJrFUyXO5M2KrkJrpcki/VIZkSCWLG9dEqh9ymnzqosI175Xl0l8tDq2daTC5B4Evra2hm9961tYW1vD8ePHtzyNmanvTHkzaWfGTZUxj5K4L+Kti6y+uV0CPELj49X1slN0H/g0Vo7AWR1WN3vEAxb/wkp1w+u+EndF7jwcb7ldtBytG0jVeEXOwOabJ1t+pqSg5M3GJY6zf1jLX+1rnXXFD7eThgV0SRy/STCbzNQ3MVYjIi7zyZMn1889efLklvbktgz3Sfi9WX3z2wJjkrNF3lGWqn0UqqpjP9pDP+Ks/cKjtdjXkccySHxRkbHqWFkCz1wXmSpWBa6EGdvVfqbcgM1vb2OwqtKbJdLhG3g7qqdFnFmcgCre7Mbmdo04mVsI2OwXZoPB22qwlEC0TK36ZQTF7/TmV/9mpF2RF7u11HBxu3H8+B0/fnzTBGasNuEXWjGBq+JW/3bmn1YDy+IFwCalzW3SmoisrrsYVWg/7AadwKexcgQO1F8Lb/mheb9agsXxYjsbqmd5R/7A1nXYSuKZb3dRBZ6FZYSg4Drzzct1zEYhFfkq8fIQnFWkLmfkMqvPm/PmY5XyzvqpUn7a/rysktd+Z+3A54ZrJIg7XCisvNnnzeu/dWKS21TbIOsL/eRb9mWh7DrSlUEqLqp7YrfoLpRprByB6w0WYVk8JWVVZ0D7A7yti7nlNslIi+NpGhmhazyuS+ai0fj8sista9Z+VZ2zNqhW0QDbv2mVzHVVkKrsWOoWI4TMRZWVX9uL/cCnT59e93tnBo5HTUzgvPKElw3yhCS7r9T3XBnrzDjpqILnApS4+TUGmp+2g2KZqrkr8GmsHIED2OIDbxE4qzP9yoz+Z+fyzZy5aLIlWUDty8yGrtn5Gl9vSN5vkVcQXRY3G21UZa1uRiWFClU9dXWEPkyiXwpi8uY2CBLWfuOfPu3I5Wi5mHiEEw/ohPoOV0r1fm9dcVL1Uxgxds1pG/G21j3rP273qo+y63wZYOPVUWPlCNxsY8VA7PMxYDOx66oFjRvbqtb1htClV6z8Wio7K1uWr/pbKxeGbvMyOIW2UWWwqrbT+mVqP9omyy9rt6irGg5dZpmtlOFVFll5eD+UfJAI+6+zd7mwD1wVLad54sSJdeXNn4jjNxDqhGWkU7lIoo4hMrRPVIi0RojZsZbq5j4+EyTe0cbKETiw9fWpFWFm30JkqP9PiYXjZYq6pZ4zMtP8eAjP8TNC06G85s83YaXaFa2RQDW8VhLICJrrUrUR90nE0Sc/g7RDgQd5q/rUdsjqFsTNr2/lvLlN1Z3D5zN5Z9/yrEgyI++MsDOREW2lK1C0HdWHX40A45iKlakVMNtBJSo6NmPlCNzM1l8dGmA1zAqOh6R6c8TFmpF25a4IvzKwcXNnLpSIEzd/KLMpl4QO4YNMVGWq/1eP65C4IuMKGflnqrvlFuF4isyYZnH1FbBhkCOvyogzSUXb8AcXmMCjPNyO3HZmtr7qJJ68jJdWKXlXyyN55Ue2DLAaKWVQo87uQX6EPmsPJW92Kca5Vd/sBF2BT2MlCZxv4pZLgsOyIasq+UwBVSo1hud683O8IG9WRNnNqisodA13Vkc2JBmZBlr+V71Rqxu3Op/Pq1Yx6HcZNV0uY5yvJKqrLNjAZUSuxtXd198WyKtEuOza17zmnV8ZG8sF9cMLU64Svt70U2/cxlmfZC4UbY/snevc/vxwWLWyKuq9LHQFPo2VI3Cg/QWaQIvMsxuFzwuo7zC7wRUZ4bOCZ1+3ps8+3+oGq1wEmRqfmjxz9/Kpxqx8Wk59412FalSQuYLUWLELRUdV2l5xvq4wCQV97Nix8kVRbEC17qG0Y5VJlD2boFS1He2UuUEy6IiQFbJexypO+LpmVQ1g05d2srJy/stA9ENHGytH4Kw4VPnEcf5XddUii+x4Rd4cV4+zkVBlF2XSByo0TpZvhDNp8JI1LbsSVUYeaiym1DanU6XBZYjjHFddDTpKYWWp676zEZKWnesdS//C9cGrQ5iMI61MNbLi5rQjP33SNVPL2k5cZhUbugqmNUrkcO4fvbay/mU3YtZvu8Wy0jnIWEkC14kfVRHqMlFloudyPIaqTl0p0lK21flVXN7PHvhQhRhxWpNngdYyNC5Dq22yob0qzakRQ1a+KTXIqlWVcUW2nLa+vpU/NqxqXMkuys9qm/smU/vax5XPnuuetUmLqCvjqeEaJ+tndnG1XHE7QSfwaawcgQOb180CW29avbkzF4oiU8OqrvhG344rQ41OlEmJXpe6qX87IxHd5vrGdkbeGYFnbZQRr7qmOKw1omiBVWG0lypYbWc1DmoM+GGa8GHre7kzAq8MrfYTP2UZUBKvDHdWd3WdBFjRR/zKGPB1xednRklHc8sk8crAdmzGvidwM/t9AN837j4ZwNfd/XIzuwTAAwA+Px67y91fvY10AUwv8YuLVb+2koHJOhvqZ+lP7evEUnXTMClkL/sHNk9YqlLPFCwTeuZX5bpmao/LHVDFN6UWs7ZmA6CjjCBvLnOQYEvFh3uD2z7aJB624a/j6JdwGDy/kblnWm2eEW3lYspGOa1fNhGvhK3pVSO8jMCXTbjLUuBmdjGAWwA8A8BpAIfd/dfN7CkAfh/AJRi+t/sT7v434zk3ArgOwCkAr3P3D47hV2Djw8Z/BOD1vodDhX1P4O7+k7FtZu8A8Ld0+IvufvlO0uWbpHJrMMFkEyqVUlQVucjQt1KslcqO7eyr5OqfzYhf0+SwbIJuEd9pq35VOi3ynwKXMxR3NVnJPm2dtKvUZ7QvLx/Utq6um/jXFUSVSlVyDdFQuZd0xJIZ2OzH9c7anSd2tW7RHhGm7rcpgbNdLNEgnATwC+7+STP7dgD3mNkdAH4GwIfc/SYzezOANwN4k5k9F8ArATwPwAUA7jSzZ/vw0fR3AbgewF0YCPxF2MOv0+97Ag/YcLX9BIAfWUJaqSLi46o+KtJlktabRONk+1n6SrI6RFf/deU2qf413WwEEsTB/1NKO9pBkRkwVZ4RT+teqXA+p+VDj/SCcPUbnaHYuY25PYO443F3bWetfxiIllHikRqTKdc7XGY8etA+yP5bxrZS02zQ4l/TZLGgYkLbbhlYclpHABwZtx8zswcAXAjgJQBeMEa7GcMX6980ht/q7msAHjKzBwFcZWZfAvAkd/8YAJjZLQBeik7gC+EfAHjE3b9AYc8ys78A8A0Av+TuH1kkobgJY1tJVZVKBT4+paAjr0hf087Oq0hClU4QlN5ULXWk9eVHwbkNWqSQEaySRNY+2flK3touGYnHWvrqRlfjbLbx3u7IT+sd8fWd3PpxYc2Xy8drxDNo22eujSxeZqz0Oqq2s7ixX7Wfuu+UsLNrTMu9G2yDwJ9qZnfT/mF3P5xFtMH1+gMAPg7g6SO5w92PmNnTxmgXYlDYgYfHsBPjtobvGfYFgZvZnRj8U4q3uPvt4/a/APBeOnYEwHe5+1dHv9QfmNnz3P0bSfrXYxj24Nxzz11fScDEB2xWkXyTq0qaukAzktLt2K8UsR7XczJfqg7NOd+MWKfUcou4dTsj8oq0M2ThLVcUq+qoOz8YxWv9T548ueW1CJFGEHTkFenF2u0IU7eJPh3LZFMp8EwQtAg3wlR58/VY9Zeqc1XVrXYP6EhBBUVG3svENtL8irtfORXJzM4B8D4Ab3D3bzTEWXbAG+F7hn1B4O5+Teu4mZ0N4OUArqBz1gCsjdv3mNkXATwbwN16/miNDwPABRdc4DwE5hsR2OqLZALP9qmM6VCY//n82ObhZ6SZKWc+t0XY2Y0b9eLJNa2j1oX/FVPHq5s6M5RqIDNy0bBqshbY+j6UIOfwKfPrDNQ48PWgZJ2NcLhdtX20HFyPyJPdLdk6djNL17BXRqAKbxlvbnuOq9eojmQqoZCVY6dYplEws0MYyPs97v7+MfgRMzt/VN/nA3h0DH8YwMV0+kUA/noMvygJ3zPsCwJfANcA+Jy7rw9fzOw8AF9z91Nm9t0ALgXwfxZJTH3FehNPQX2GStqcpiozDqvUtRI7H2Pojc83IhNLZpwqxav/Vb5V+bM22M6NmBlHPlaRd+QRj3zzyIoNYxxn5cz1jB+vSmFiZ/CSRW4bJWVtt0hLV8u4+6Y0q1cAcFqV+q2UPddZj2l6KhIqtb9s4tZy7BY2FOx3ATzg7u+kQx8A8CoAN43/t1P475nZOzFMYl4K4BMj1zxmZldjcMFcC+A3llLIHWIuBP5KbHafAMAPA/hlMzuJYanPq939a4skNkW2fEFmilaVbKbS+ZzYzr4tOaXWsxuxWsUQBKA3XebeYGQ3c1bvaiSRhVXEnxm9qi00DhNplr6u3Ajo8k5OW9OPeK2+YpKulHZr0jd7UpINLhM3k3emlFU86AqcrP+ya6yKp9eyKveWwd0tlqjAnw/gpwF8xszuHcN+EQNx32Zm1wH4MoBXjPneb2a3AfgshhUsr/VhBQoAvAYbywj/GHs4gQnMhMDd/WeSsPdhGBJtN631t8lNqcSWW0TT5HM4fEop6Xkt9cn/SoYZUWu86vysHlnZKwLQ+rFBnFL9LWia6sqIesRkJo9GDh06tKXf4nx9PULl2tDRE8fXr7oHIq0wJFmds3N09JQ9kFT1WQ/soaEAABIsSURBVPSVknekkRn8Ra7LyqC37odlEvqy3oXi7h9F7r8GgBcW57wdwNuT8LsBXLaUgi0BsyDwZSKGxy01mbkS4l/j6QW7qEGowqqbiUlU3SStG3AR0mQ11TJGU4o5GxUAm4lc65/ll5WZ1Smv8mAy1/jcPidOnFhPm1+iFX5xHX2p+wnY/EKn7J3yGeFqfTIi5euIf0zkSriZwc/iq4tJ89D0sr7g60ifzNURzLJU85Tg6RiwkgSuPwbfTHwzVxd4pKnpczy+ITO1xdCVKNu9KTT9SmlmhkiHzJm6ZrQUd0aqSh5TqAyDuhy0vAA2qXUlrwB/jT6+0sTGgdU9E2wYAR1dsCKfql8mBrSNdDUS17tl9LN+zgwDkF/blfsl2inCdA5p0bovik7g01g5AgemX5MKtP2EWRwlTWDru0P0xpxSnOpCaKn6SFPVKcdrGS4N03zZ9VC1AZedUbVDS4nrcrWs3kGuvLKkFZ9VM79iNsrCK1nYzaIjLW7zyjioguXtrJ0zg5kZXkbWZ1oGLqOmVylz9ccHlPiBjUljTWMZ6AQ+jZUk8IrIKiXD20yWfKxSUKq2MwLMlhLq9iJl4/3MAGQrb7K6Z4QxRd68YiPic3rcFuqD1vQ0XL9kFOXInqzUtCJP/uJMtsIjzsnWijPUAGUEyH0X5WXVzCthVE1X7Rv7lcGINq+uCz5XH0DiNuK0svpm4iTS0TmP3aIT+DRWksB1LW8GvREjTEkowhVKWIFMcfGwWNV5KGpWUup7ZPWoQ1sl7YzAua4VAbTUMhNf1o6sfrORStYmmm+Umf3asV2txQY2kzVPPMY/GxPOQ1V55ibQc7VtKgLi8zgvNuYMFRxZeyuRZuG6z3WoPnKi5J25jWJ7kQ+lLIoY9XW0sXIE7r55jW8gW9oV23E8U9WVeuKw1iRelX9LcXNd+McvttJfy32i6StZa3ladc+MQKbgqmF9RohcBiXsUOfZRKR+goxJSFdsqMLn91xn9VF3grZTVq/45zyrh6u47rydjUSAza8VyFxWmq72WasP1AhznMwgLEuFdwU+jZUj8EB1kWVElt0Ilbsj0lbi13SyGz0bhqrPUYk41kYzeevNnhGwlpnLp3WfQkZwjEydZ0aqSlvbKhRo7PMoheOpwVXFyWQTbg0mey47j5D0Oli0bbXcWdtV8yPRt5y+Lhdk6IiqMto6kqiMbyZg2IhkI7jdohP4NFaSwKcUbkVIejFz3Oxi1+OB7AbWIS0fV1LmR5szl0imsrMbK1PSbGB0W8tbpVe1Cx+rXA2ZO4LDggBZ8cYKkqn6BWHre1GytmfCzXy7aiAraNtlfRX10rJn8TQsu1Y5Lk8yaptEW2TlV1eRLlHktmPVv0x0Ap/GShI4ME3Y1U8nueJc/UCvEl1FoEpGrCJZlTNp839F1pWi4vy4XFrPVhst0qaaphqEqTQ4jvrwszjZdtZ3vHSQ68of7IjwzNXG5cwMTfzzdqZM9Rx9pD9ri2xElY3wsnyydlB3YFZHTUuvqWwEsgxk13XHVqwkgWeKkMO3S+CZgl1UuVYkENuqvHnp19SwOEtjO/WN8yvjo/tTxipTokoGmhawWXUrobbIM9JmBZl9nT1730fWzpkR4rpUBlXbICtrlg+Xg/3s3C7c37qiRq9xXYWTGfeqL7IHm7Sto32XhdYig44BK0fgZrZlyL0d0q5m/5X4WshIXBUnr7aoFA7nyR8AyNR3QP3rWkfOI0sjq6PG1xtbDRnXjdOoCI3bKFve1xqJcJ7qBqjSCVKvCKQiXf61rossbmb82GipktaJWF2aqQbz7LPPXh9lVMqe260y5np+ZYSXgU7g01g5Agdyf2P8K6EFOaqy5fN0G2grQ46ThWd5MPHFuZn617rpygxONzu3MkDVcd1n4svO4XZkAsgIXNcr637EaanOqvza9lPqOSMu3dZ8MwLUyWgl99boJRMTKipUScf1q5OzWd2y9svqzODRjBqb3aDVFx0bWDkCz0hOb7hsxl3JTs/PCDvLO1PT2Q3MapMfktFzmNhZYQVB8qqHisSBrStnqrbRMqr64tFAdV6mfisVWk3gRnxdl6zI0q3ag40Kt0NFJtUTn1X6GfFnIx9Oh6/XFoFX+YRbIyPvjLQjXMk7q6eeXxmInaIT+DRWjsCBrcvNgHzCSy/kQHZj6vYUOQdYsVTuAS0XH+dVEkFwEdZaoZLVV8vJZeI4GdFGeKXS9RdlrciCCVoJnI9r/qzMuX20PBy/UqDc/lOGQtPNysTHsrAM1YqmKeUd57au46l+qkY02cRpS+DsFJ3Ap7GSBF6Ra2tdbaaOqjRV2WZQsplSL0ogqoKZiDg9Lqe+lCnLT8lb43G6LdcPl1F97aw+45cZBSbYzPC03B5qCLIRUvXtytY5wOYHd7L6aru33AGVutVyTZGi5pEZnUzRV+lPGanYVsGzTHQf+DRWjsAr5ZmpHI5fhWXhFWnzja1+Yo3H/+4bTxqqGlWfaoCJPfNLMsG1iDpTWBkqMq9UfjX5xvXOniCtCDxbJRFg15NOCHK7al3U3cHtWrWpGteWgamEgBozdYlEWGao2WhqWbL20DJxGtrWGsbuHH1Kc7doGb2ODawcgQPAoUOHAOQ+OyXs6qLM1HtGvNm/vquiUkJ6g+t66HAP6GtTOQ9VjRG2SL2rtsjOr9IC8tcUZKTOK2mydqwMqY48FDE3wK6mCD99+vSmV6RmfcTHmDiz9uby6vlZetpeVR9xXbV99PyMvDMi13R1FJH1ebYii/3wyyTdrsCnsXIEHqortvWY/vNFPLUCZUp5qIrK3mehBKcEnD1SbWbr78Hg9DIFWN3AlV+zmi9o1U/jBqlkil6Veow2lOA0PS0L51Ed5/qpgs3aJzOe8WQjG0ROJ+uDqe1MiXOc7DptHeNzdeVNdk4rLa4T9xmTN6exTALvCnwaK0ng/GUVYPNEIccDtpJqHMsUUqTFaSpxMNjnznlpXCXsICu+sbLJuqr+vB1LzKoyZOVRcs22uS1a5F25m7Iyaz9lbiAN17Io4WfIRk5MZNX3Mlmltlao8GgA2GrIs+uxQlaPaoQ0pcJ5uwrTPtMJ9GWiE/g09gWBm9krALwVwPcDuMqH787FsRsBXIfhw8Wvc/cPjuFXYOPjon8E4PW+YI9nxKHEpqp7uypblW+VPquY7Cm2SIdJgYmSCYEVt5JstoKE1wdHXbMbmM/L8ucwVtJ8w6vS1kkvPTdrg6wt1Q2xCHHxfmV8OH60b4xymKwzV0UrHe6rUPPbcT9UirsK13pXrhm9HlvXa0DddJXh2AnOhEE4iNgXBA7gPgAvB/DbHGhmz8XwRfrnAbgAwJ1m9mwfvhD9LgDXA7gLA4G/CAt8ITqIS8lCiTou4oibqRYdYgP5MFkv/krVK1ipZe9GzhRg5jYJqAuocglpmbN8MmTKnd0aLZKpDIYSph5vKUeuc0YGlVGK7dY8wtQ1kRm0LN+qLC1VrEZQ68yGMzNWnCbn3+ofjpcZqEUFznbQFfg09gWBu/sDQNr5LwFwq7uvAXjIzB4EcJWZfQnAk9z9Y+N5twB4KRYgcGDrB2mBrasmqockqMybtqsldNm/qns+zmTBrzDN/LVahylizc7J6qU3dssotNJQ8lCjkZWJ89F8s/wzosv86uofjweftN0DajD1+FlnnbU+eayjo4x49dxA9DOv51+EwLMRjMZtzdlkxkf/dQ1+lY+mvyx0BT6NfUHgDVyIQWEHHh7DTozbGp7CzK7HoNYBYO2Nb3zjfUsu537AUwF8Za8LcQZwUOsFHNy6fd8S0vgghvZZBAexDRfC40bgZnYngGckh97i7rdXpyVh3ghP4e6HARwey3G3u185UdzZoddrfjiodTOzu6djteHuL1pGWQ46HjcCd/drdnDawwAupv2LAPz1GH5REt7R0dGxMljeJ6TPDD4A4JVm9m1m9iwAlwL4hLsfAfCYmV1tg/PtWgCViu/o6Og4kNgXBG5mLzOzhwH8EID/aWYfBAB3vx/AbQA+C+BPALx2XIECAK8B8DsAHgTwRSw4gYnRlXIA0es1PxzUuh3Ueu07WF+q09HR0TFP7AsF3tHR0dGxfXQC7+jo6JgpDhSBm9l/MbNHzew+CnuKmd1hZl8Y/7+Djt1oZg+a2efN7B/vTakXQ1G3t5rZ/zOze8ffj9KxWdTNzC42s/9lZg+Y2f1m9voxfNb91qjXrPvMzJ5gZp8ws0+N9foPY/is+2u2yB7BnusPwA8D+EEA91HYrwJ487j9ZgC/Mm4/F8CnAHwbgGdhmAg9a6/rsM26vRXADUnc2dQNwPkAfnDc/nYAfzmWf9b91qjXrPsMwzMY54zbhwB8HMDVc++vuf4OlAJ39z8D8DUJfgmAm8ftmzE8ch/ht7r7mrs/hGE1y1WPS0F3gKJuFWZTN3c/4u6fHLcfA/AAhqdqZ91vjXpVmEu93N2/Oe4eGn+OmffXXHGgCLzA031YN47x/2lj+IUA/oriNR/H38f4eTP79OhiiWHrLOtmZpcA+AEMqu7A9JvUC5h5n5nZWWZ2L4BHAdzh7geqv+aEVSDwCtt6HH+f4l0AvgfA5QCOAHjHGD67upnZOQDeB+AN7v6NVtQkbN/WLanX7PvM3U+5++UYnoC+yswua0SfTb3miFUg8EfM7HwAGP8fHcOrx/RnA3d/ZLyZTgN4NzaGprOqm5kdwkBy73H394/Bs++3rF4Hpc8AwN2/DuDDGF7lPPv+miNWgcA/AOBV4/arsPHIffqY/h6Ub8eIG2bEyzC8Vx2YUd3GVyH8LoAH3P2ddGjW/VbVa+59ZmbnmdmTx+0nArgGwOcw8/6aLfZ6FnWZPwDvxTAsjdfNXgfgOwF8CMAXxv+nUPy3YJgV/zyAF+91+XdQt/8K4DMAPo3hRjl/bnUD8PcxDKk/DeDe8fejc++3Rr1m3WcA/h6AvxjLfx+Afz+Gz7q/5vrrj9J3dHR0zBSr4ELp6OjoOJDoBN7R0dExU3QC7+jo6JgpOoF3dHR0zBSdwDs6Ojpmik7gHR0dHTNFJ/COjo6OmaIT+ArAzL45HevMw8xOje/Avs/M/ruZ/d0x/IyVb3wv90Nm9pRx/zvG/WdKvEvM7Oj4kqZl5PvEsa7Hzeypy0izo0PRCbzj8cRRd7/c3S8DcBzAq890hu7+VxheIHXTGHQTgMPu/n+T6F/04SVNy8j36JhWf+9HxxlDJ/AVwagwP2dmvzMq4PeY2TVm9r/Hr6hcRXH/wMzuGb+4cj2F/7sxjTvM7L1mdsMY/lPjV1ruNbPfNrOzFijSRwB8r5SxyveS8cs27x6P/en4Ho5F8/5PAK42szdgeMT9HUmcrL3460c3mNlbt9uWHR1nEp3AVwvfC+DXMbzP4jkA/iUGQrsBwC9SvJ919ysAXAngdWb2nWZ2JYAfx/Be65ePx2Bm3w/gJwE8f1ScpwD8q1YhzOxsAC/G8E4QxpZ86dilAH7T3Z8H4OsAfnzRvN39BIB/i4HI3+Dux1vlWxCLtmVHxxnD2XtdgI7HFQ+5+2cAwMzuB/Ahd3cz+wyASyje68zsZeP2xRjI82oAt7v70fH8/zEefyGAKwD8+fACPjwRG68SVTyRfMwfwfC2PkaW71ep7HHuPWN5n7yNvF+M4WVglwG4o4izHSzalh0dZwydwFcLa7R9mvZPY7wWzOwFGF4R+kPu/i0z+zCAJyB/MT/G8Jvd/cYF8j9a+Zgb+WZlP4WBrBfK28wuB/CPMBihj5rZrT5+PWYCXOdDcmyyLTs6zjS6C6VDcS6AvxlJ9DkYSA8APgrgn9rwVfJzAPzYGP4hAP/czJ4GrH+d/JlbUt15vi1M5j2+l/tdGFwnXwbwawD+44Jleub4/uu/g+Gj0ov49js6Hjd0Au9Q/AmAs83s0wDeBuAuAHD3P8fw/upPAXg/gLsB/K27fxbALwH40/GcOzB8kX0p+bawYN7/GsCX3T3cJr8F4Dlm9g8XKNNXAdyCwWVzH4Brzex7FqlMR8fjgf4+8I6FYWbnuPs3x/Xbfwbgeh+/vD532PDh4T8clzhu2d9Ful8CcKW7f2V3Jezo2IquwDu2g8PjJOQnAbzvoJD3iFMAzl32gzwYfOenl5FmR4eiK/COjo6OmaIr8I6Ojo6ZohN4R0dHx0zRCbyjo6NjpugE3tHR0TFTdALv6OjomCk6gXd0dHTMFJ3AOzo6OmaK/w8LtIXvdsxDHQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# the same punch in\n",
"unrealistic_cellphone_aerial_image.plot2d(xlim=(100,300), ylim=(-100,100))"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.8.5"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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