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Created October 4, 2019 21:39
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demo/test for rolling mean with xarray
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import xarray as xr\n",
"import numpy as np\n",
"import pandas as pd\n",
"import cartopy.crs as ccrs\n",
"import netCDF4\n",
"from matplotlib import pyplot as plt\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"# sample data from https://github.com/pydata/xarray-data\n",
"ds = xr.tutorial.open_dataset('rasm').load()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"s = 10 # window size\n",
"\n",
"# Roll over x\n",
"rolling_Tair_x = ds.Tair.rolling(x=s, center=True).mean()\n",
"# Now roll over y\n",
"rolling_Tair_xy = rolling_Tair_x.rolling(y=s, center=True).mean()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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39H9DbXL6ErbjxSZAukX2F23u9vYrWHWaROHr8YcStpM/k2bS4fd6aKrZy/4Nq3j94T8DYElNp3TQMKoGDcbjcrFn22Zq9+7GaDLR093FpTfezMyrbkpoy+kPxtbDYQlXoPfY/mC4Tx+SRaInEIpZO+P7bTHIrupOb2/79rZmdAYjOnPvA3lbQ69I1WnUNHUnivehBTaa7Yn7AKZWZdFs9/bZ3xH3chCPKekaNtk9DMpLFAZLXn6cRc89BEDlmAkUDqggu6iU1Mxs8rKzsKVnYE1NJyUtHb3BiDZy3qFQiKa6Gmr37KRmzw4a9+9mz/atNDcc5JxLruIXf7g7dgytSqWI1aMYl8tFS0sLPT09hMNhmrpdVA0ewt7du9i1fRter4fSsgrKyisYN6wKgAPtjoQ24n42MfoTpl+G/4WIjRfUFVnW/7qN/ghFnu2SJLFv9y5WLV/KhnXraKiroa2lmY62FiRJoqyiiolTpnH26adx/PHHY7FYDtuugsJ/gyJWFb51lu/vSNieWpbB6tpOvIEQH779Kk/+9W4GDhtJcXkVnpDEj3/+m5iVtLWhjvmvPs/nC9/Fae8iNTMLKRzG63HjcTqxZWZROKCCml3b8fu8RP/Tw1IYjUZHbnEpAZ+Pur070er0PPLhGmzpvUE6LXGi1qBJFE8tPbLw0mlUffwvo76a4VCIzz/5gBVvPEPz/t1kFQ2gorKCgM9HU30djXW15JcMoGrYSCqHjSKzbAhFlYPQGYwU2wy0uPoXclHB6g4kiuR48dnU3SsMK3Ms1MUJ8v1tsuV0dEka0Fesl2SY2N+WaCHd1+wgJ3JejXH19XoNXk9f/1OzWddn39gB6exp6X1YdkeumydOIEfJ7sffNVmshoIBwsEgaamJD26v20mwo4lAxE/Y7/XgdbtQu+0sXziPPds2k5qeSWnVYIYMHUb5wMFUDBpCyYCKWGAbfL8sqoFAgLfffpv6+npaWlo4cLCB9tZW2tpa0Wq1jBw+jKqqKrZs2cLHixah1xvIzsklOyeHspIiioqKGD58OCNGjKCkpCTmn/zfUN/Za8EvTD8ysRMVmmVZfcXg4KHDcbuc1NYc6PezCz5dwbARIwmE+z6/+hOsoSN8zvU3alCZ/dXE5KE4nMj8KsI1vr1g3PVYvPADPpz3DiuXLUGr1XHM5GkMHT2WwtIyigsKyczNxWbSs3XzRtasWMrq5UvZsbWaiy+6iOuvv57Bgwd/6b4oKHwRilhV+FZJFqoAahWohGDjmpVcf/7p/Oqu+znroivoThI0+7oSBZbk99HZ3EBHcwPejmZa6mvZumYFbmcPzXU1X9iXsVOO474nX6Qt0CtKO9yJYrEzSTzG+6NatRL2jlZc3Z1k4aWxroZXnnsSU0oqP597MxOPOwm1RsP40gwALCk2jj/1dPLLqhgwaAgjx0/BpJWPXRexQFrirItd3gAWnabffsUL0fq465JlNcSEaZT2Dg8FOfIQe2OcIB02IJ3djT39Xht7kpi1pBpw9SRap00WHeEkEWC16mPrUUFqNGiwGhITjrR2e8lLT7SCh8JSHws2QGGaKWE7agWP56HLZ9J4YE+f/aeffzETTzyZMROmYLLID/joNU/maBaqdpeHlpZm9uzeQ03NAWpraqitqcHldDB37lzKysrw+Xw8/PDDrF27FqfHSygQoKOjg86OdvQGAwWFRWTl5HLuTy6htLSUPbt2sX/vbsoqqph6wol4/CHaWluwt7fQ2tJMw8E6Nm9Yz5qVKwDwer3o9fL3Gy86oySL2eRnxuHEbkGa+ZBlUbG6d9dOeuzdGE1mZp0wGYCBg4fQWF+Pw9HDeT+5mMLCIrJzcsnJzWXw0GEUFhXH2ulPiCb7lwP92lf9ocS934RY/brY396/6I2e+t/uv4c1K5ZSs28vOXn5PPbyW5hS0hPqqiLna9HLv8/mxgZef+E53nr5BSoHDubqG2/isnPn/O9OQuEHhyJWFb4US/e1H3HdzvZWln/0AbbUNMy2VGxp6eQUFh82V+aJFb2BMStrOvj4vbd5/L470Wh1jB4/Ca1Ox64tm2lrbeHBNxeSkiYLv/aIePMlmUcKrHpef/xBXv/nQ6hUKvQGI6MmTuP//vQ3dCYLAb8PtUYbCxCKErVchiR52DxK7c6t3HvteajVGswpNqrGjCfg8+K0d3Ng60asNhtp6ZmkZWSQkp7FqWedz+gJUxIezAZ3ByuWfsqKpUtYsWwJrS3NCCHY12qnzt4rAOOtqvFD/x1x+y16TYJQjZZ5/EFak8SkUaemvUMeng/45PZ0Rlk0epKG4kXUTcDRu99g1iZsx9dLOI5VFo/uyLmUVGXQkeTHWlpsi1lVoxSmJ4pQAGM/QjJZ6PaXcaA83Uw4HObNJx/m3Ree5Nr/+zXnXnIlanVie+5AiKllGX0+f7ThdCe6VYTDYcoGlKLV6pg89TiKS0spHTCAYCDAY488jMfjQZLCjJ88jQsuuwqdXkc4HGLD2jUsePffbN28EYPBSHpGBg0HD5KankZaWgaWlBSsKSlYLFbCYQmf143H48HjduHxeGhqaGDUmGM4+bRZXHjJZWi1cuaGqFW0vtP5tVhc4fCCFaC2I1Egu10u9u3ZTX5+Ptk5OUfUj3jB+mVC647UCvxlST6nKOGk5+2AzK8mhA8lVOVjJG77gmEevvcuPpz3H84870JGj5tA8eARGIymmFiNYoi8VAb8fp586H42rFnJi2/PY9GC96nZvw+AopJSho4YRWlZBUKIo1bMKxydKGJV4bBELZ8et4v1K5exYdUK9AYDeUUlpGflcMzkaej1/acnuvWqC1i9ZBEA2XkFmCxWmhvq0OkN5BeVkldUwoCqQcy56AosKXKU+eP33Ia9swOrxUJKahoDh41k/KRpNDUcZMuGtezbuY03X3yOkrIK3vhoGT6RaFVrcvpw+oOEwxKOrg4+m/cmi157Fp/bgdlqw2Hvwu/z8cm2WgJqQx+rmjruibW52UF2ZCg7akjZU72B3198eqzOnQ88jMFgxGyxMGbcBFLT0vG43ezdX0NjfR09LfXUH6ylvraWg3W11NXWEgoGKSopobikFENWAbmFxRw/+2z0ll4RfyDOOlpoM9LqkoVf1N0ganGMdz+o7XBhjFhe4/1I/cEwvog4jVpDow8bn7f38xqtGp9HrueIWMosqWZcPYl+pjp9oljU6jUx8euP/DVZ9LH1KKY4KytAbrENZ5KgtiUJz4x+rKYWQ2Jqq+SAtooMM6FgkPvmXo29o4ObH3iCMQPL+rQTCh/d1tNknG5PgpVv5WefcdGFF3LLrbfyo/N/gl+TaJmOf4+ItwQaNSrC4TCrVyzjzZef5+MP3sfv92G2WLj62us4dtx4enrsSKgwmkyYTCaMRhMag5HsnFwyMmU3mXRj7/9BfxbJdGvflw+Ahq7eF5cvEqTfNP1ZiPvjmxSryUIVvrpYPRyHErKLF33MZ0s/ZePa1ezasY209Ayyc3KxZeWQm5dPVnYuAF6XA6fTwZaN6xk5Ziwb163BYrUydPRYhBDU7d/Lji2b8LhcjDpmLKPHjueXN1xDQUHB134uCt8/FLGqEGNlTd8h+VBYHr67bOZUDuze2af8d3/7JyfO/lHCvqh1tK6ujpKSktj+ydNPQ6s3kJKWjtmagslipXb3TjauWspvH3yCUeMnc/qoMsoGDmH6GWfT2dbKrq2bWbN0ERdccyO33HYnDrud3954NdXrP2f81ONITc8gJcWG0ZKCRqvF65F9E3ft3cfmlUtxO+Vhbb3ByMQTZjDn4quoGDwMk8WCQaOKiTZD3HDz9tbeB4Y9TnCZtWq621uo272D9x67l727dvDSp+uZPKwSgKf+8TCPP/wgLqeTgsIiikpKKSouobC4GFVaHjkFRRw/ahBtmGJWny0R/83ydDPNjl5RuKWhh5JM+WEfn50gFJZigVDxPql2j1ynpqn3gZNqM9De3it6u1qcWCND7d0RS6fZpsfRmWi1CwUj/rAdDb3nnlWMq60utp1WWIa7W07j5e2RMzVYcgbgd3TG6pjSswj4Ei2x5pREAWOyJQpYi63vi48lKe9qXmqiKDsm4ncb5dh8Gwdr9nP1ObN477NN2Cz9B9kNyf3uRXE7IhZWbeSWvWnTJu697z6WL1/OWT++kEuvvIbi0gGx+tHhaU/SiMPKTxbys2uuZMiwYVRUVeH1eNixfRtFRcV0dnTgcrv44933cOzEKWi12gRRaXf1DZ6LEi9aDyVWFY5ekgVrsm+v3++no6WFluYmWpubaGlqpLWlGZVKhcVqxWK1srV6M4sWvM9F1/6ck2adSY+9m6Crhx57N/buLvbu2snyxR9Rd2A/T738OieefFqs/bL/gQhX+H6giNUfKM3NzQSDQaqbegj4A7S3NNHc0swxk6aSYuu1Ni37+EN+c81FABSVliMB9TX7YuUfbDqAKSkKNDrl5bJ97Sxd+H5sqJBwEI/bzb5dO9ixZRP7dmzH0dNNOCQPsy/a2UTD/t388f9+SndHB6kZGdTu3U0oFCI9K5u09ExS0zOYdNzxzD7rPDasXY2jx46rx05Pj51gIIjRZMJoNJKemUVLczOP/fXPfc79hFNnc/fDT6E3GPCFeof4462snZGAoWaHPNPS/Bf/yfwX/olGLRg0ZDhjJ01h9lnnUFTSKwxuuPQCFi/8gBGjxjB0+HCKq4aQk1eANcVGWqoNp8qA2ZKCS2VAFRmO7vREh+0TA6WiQlQfJ6Lj85U64vx3oz6progLgGxVThQUXpd8Pr7IeWm0anyuRCtOyOeJfE3RHLB+vF0tCXWEqvca+V12LLmlBFy92QHMWcX43Ynb0XYBUrIy+lhczTZ9rH8g+8PGk5qVaH07YXDiVLbHFiZaR3MsOpoaDnLJ6TP48PNtmPWJYhdgUM53T6hG8Xp6r2cgchuura3lqX/+k5defBG9Qc+IkaM486yzOff8HycIyM/XruHDD+bz2ssv8uprrzN+wgQAykpKaG9v44w5c7j0ssvZtnUrt/3h973HCQTQaPpObGh3ebCZlRRGPzSiwVnaJDegV55/lt/+8hcAmMwWUtPSSLGlkpqWhtWaAkh4fQGMRj2jxhzDpVdfhyGSAivZ77ckQ8kuoNCLIlZ/IITDYdatW8djz7/K0oXz6exox2AwEA5LqNQqsnJyqd2/l9seeIypM3rfdD9f9Rl/+tUNaLVaWhrq0RkMFJVVUFhawYwzfsT446YnHCd+bvbk4Cmtuq8PmUqS6LJ3EwoEyMrunVa0oa6W3duqeefVF1i19JM+n1u8tYbs9LQ++wHaW1tobahl4fvv8sbLL/Liv9+nrbWFfXt28+/XX2b39m08+fq7jJ08jVA4sV+BuOHS559+gmce+BNulxOTyczz/57HsFFjEEKgiuQVSPa7stvtbNmyhc/XruHZfz3P1i1b+u1jlH++v4ySioEJFowdkXyG8QI2XnDoNKqYmI33p90bSSkVH+TU1SJbULV6WWR2RwKq4ofyfZ7EoXifvQ1/nAANuHsIxglOKRxK+GuwZRLy91p5DWk5BD29QtiSM4BAnIDV27ISBG5Kbj4eR+/QcFZRBs44q3FWYaKwnDEqcfauKQMSgz8MGhUuh4Przp2FSgU3/e6PTD1xRqxcqxLfabGajM8Vnx9UYsapM1nx2WfMOfNMHvr7w1gjft3drc2MHz+On/70OmbMmMG48eNQBeXv/oprruXd996noLCQutpa0tLSGDF8OJWVlaSkpPCb3/wmJlYNSn7NL4UkSfj9/lgw2tdNvFtFlEO5VzTb5bqhfjIfHOozTd1924+SHGjm9/uxqYO0BzRotVo2b1jHS88+SfWGdTQ21FMyoJyBgwfz6UcLcTrl/1uD0ciHn66gaEA5Zdn9Tzqi0Es0322UH4rvryJWv4dUN/YKgZ7ubt58+XnefOFp9AYjx58yi+NOnsngEaMJ+P3s3LkDZ4+drevX8vozj/HkO4sIBoNkZOdgjfiRRv04nS43Or0BIQS1+/bw/msvsHfHFrJy8phxxllMOemUQ/Yp+a1ZJQShUIgDe3ayad1aOttbMRpN7NiyiVPnnMOEqdOYNXEUXo+HwSNHY0mxodFo2LNtC6fbmhMAACAASURBVB63i8LS8li/1GoNx500gzPPuxC/38cJY4ZgsaYwoLyC4vJKbv3D7ZgzcmND752eAKFQCI/bhT7oJRgMkpaZgz4yU1MgLN/J/3b7Lbzx/DOxPl9yxdX86S8P9jm3ZP81r9vFjh07OOGk6djtdvLy8vjxZVdRNWgI6RmZhFRqNFKILm+Q4WNkf65Wlz/mknAwkqPUpFVTG5m0IBrxnm7QciCyLz6X67YG2d0h6su69UAnmjhLcbJI7W5zJZSrNCocnc4Ey2n8sD+Ap6MRa155bLtz/2b01l6hGBWvAGqdIbat0uhQ6xMFjtZgSaqfWK4x9l7TrKLEl5KZE4oTtk8bJFtaP5n/LisXLWDn1moaDtZiMpnR6fWYLVZeW7AYs1lu87s4/P9FRAVrQGhobGzgwwUL+Pijj1i2bBkDBpRhNBpoaGjgx+edw12330ZIY0Ad8vVpR1JpkCSpb3CSUCkiNYlOh/w7lCQJt9uNw9HDjl27Wf/552xc/zl79+zB3t2FvbubUCjE1ONP4L4HHqK4tJRc29fnq3ukYjUqVJMJhfuv33qI+gmfjciAvFQzu+qaaW9vQ6VSoVKpeOShB1j6ySIuvfpaJkw7kdLyitgo25MPP8iDf/ojAPmFRYRCIcZNmEjlwEHs3bM7IkxAo1IhhECj1VA1aDBjjhnLKcdP/s5NSBC99slBfNlf4f8gWazCD0OwKmL1e0hUrP72xmuY/+83KC6r4Iqf/ZKsnFzaW5vZvXM71evWsGf7VgqKS0hNzyQ7L5+e7i42f74aW3oGXR1tCCHIyS8kt6CQ/KJSxk87gbFTjkej1XL+CePw+7zMvfMvdLW38eRf7+ZP/3gWjU5HV3sbBqOJ4aOOwWpLfFPevX0rN150Fmq1Go/HTVpGFkPHjCUrNx+fx4NQCZYvfJ8Zp5/F4GEj+WzJx2z+fA3dnR24nA70BiN+v4+Jx53EmRdcgsWagsft5h/330lnawuvL/iE2371C5obGwj4/fh9PhwOB8FggNS0DCQpjMvpxOf1YDKZsVitSELQ2d6GxWIhJy+f3Lx8wsEA69evIys7h1HHjmP0seM4fsYp5OTJVr0jSfjt9XqZP38+/3r+eZYsWcLoMWOYOu14dDo97U43QZ8fn8+LliD13R5CoSBGFYRCQYQQOEIqdHoDeWkpZOflM3z0sUhZJag1GnIjwUqbmnow63qtpJsOyn6k8S8HO5t6ElwIutvdCVH8rh4fGm3vbTQ+M0Bn3T7MWcWootkBulrRmnu/0+6arRjTei3i8RbZZNR6I+FAb9vaOEGqMSQKfpU2MbAqq6g3S8Rpk0oSymYPkY8/742XmffaC2zfvJFJx5/EVTfOZdKkSQl1/SHpeylW+8Pt8RJ2tLNxczWhUBij0cCIYUNRxb0Y6K3fnQCzbxq3R7buu/xB9u/bR/XmTfJSXU17ays9PT04HA6cjh60Oh1Wq5Wi4lJGjB5NdnYORoOBru5Oujo7ObBvH5s3beSxJ5/mtJmzyPia/XmjwjnKkfgLN9td/Yrm+LZ8Ph9vv/UW3d1deL1evB4PHo8HnV7PhMlTcfTYWbNqJWtXr2Lvnt1kZGQiSRKhUIjsnFxeePvdyPB/bx7b+MkWgpH3VZeji7nXXsHAIUOpGDwMIQRaIY8IRi3Tu7ZvpXrDOvbs3kVl1UB+dM55XHTpZVQU5n7Zy/WN0Gx3xWZCEwKaGhtZ//laag/sp7urS07lplKj1cpWaGtKCmVlFQwoL6eouASNRkNeat/vJ3lCC0gMuEv2O/6++AErYvV7ypYmO88/8Qjrli6ip6cHu9NNZnYOmdk5lJZXMmrseIaPPgaT2cKihQv4869v4vTzfsKsi64gPTMbSZJw9tipP3iQ1sZ66g/sZe2nC6ndu5sJJ55MZlYO/3nxGfIKi7nt70/SdLCOe399I3lFJWTm5NLR0kxWXgEPPPViwjD7hg3r+eVl53PMpKmEQ2FKqwZz6Y2/Suj78o8/4L0Xn+bJN97D5XSwZcM69mzfSt2BfRwzcTL5BcW89PQ/cNjtPPfWPPwhiY/mz+OVpx+j7sA+bDYbk6cdj9FkwmwyYrWmYDIa8Hk9NDY00tjYQFtbG263C4fTjd/rJhwOo9Pp0Wg1pGdkMmHSFK686mry8vMxaftPamMxHfnbvcPhYMmSJSxbtgyH24veYCDFbESv06HT6QirNKhUajQaDRqNGiRJfjh4PXg9Xrbu3seu6vU0NDQwetQoxo4bx8hTzmHgwIGA7L6wPeK7Go0ejlpbo64C9Z3uBHeC5HRVbocvJkpdPb6YoA36Q4RDYfxxw81Bb+8wvxQOEY5YSUM+j7wd8XtVaXQEvb0WmnjLrTEth1AwLjVWSq8g1ZkTb7BZhbJA1hs1FCdF/0cnChiUbSHNqKW7o50P3nyZzSsW8+q8hQl1v+qsP99V/N2tffZJap0iUvshKk6bm5tZvPwz1q5eRfWmjWzbuoXU1HSGjBjJ0OEjGTpiBDm5efh8Xlqbm+lsbaa25gB7d+/mwL69NDU1kpuXR8mAMgaUlVE6oJzSAQM4bto0UiIv71+nWO129p0yOix9sWCNBsrZ7XZWr1zBsqXLaGiop6fHgdPpxOHooa2tjaqBgxk4ZAgGgxGDwYDBaMTp6GHl8uWkpqYydsJExk2cxIhRYxJcHaKeBtEJB6KuB/GuA9F36h5f30lB4l+4o/EEFp0Kr8fDzuoN3Pfnu0mxpfLh/HmHv0DfAP1ZoeM9JBrq65l50nEMHzWGkrJysjMzUKvVBINB3P6APNLW1cW+fXup2bePttYWCouLGVBWQXlFBdf//CZMJhOffPwxKbZUMjIzSc/IJDMrK2atjlrHFbGa+CFFrH7H2dYkC5lVyz7l6h+fSVFpGZNPnEEQQcDvl5eAH7fDwY7qDXS2yoE21/32LlQqNc31tTTUHqCx9gCjJ0xh0kkn43G78bhdeN1uPp3/DoWlZdzz98dix9SoBG6PhxefegytVovH7eHFJx9l7h/uxpaVi8ftwtlj543nnuDKG3/JwKHD+dlF55Cdm8+w0WPILyxi0Qfvs3fnNt5dvo6zjp/A4y+9xdCRo5EiNzZJkti8bi3bqjfi9/nwety4XU4Cbic+n5+C4mJKSgdgSM+VMwIYjWTaUhAItjW24/N66Ny/g/lvvkJBXi7/euW1hOumU4mvPcrZ45UfkkZD/ynA4unu7mb5is/4x6OP4vP7+cMdd2IsHkQw3OuusbnZkZA/cmNtd0Ibte29N1ajTk1npydmWY33FQXo6fQQjIjdoMeZIFID8YI1lBggFk/A3ZMgUoWqV/wb03qtIim5hQmuCdF8rQDGuBRW1qQUWPGzWk0tz+Cfd/+GbZ+vpL2pnuoaOYetLvLCFC/W/xfpfxS+W8QHq8395S/5cOFHdHZ0MHb8BEaOncDwUWMYMnwE2ZkZOB0Oli5exKIPP2DZ4kWEQiEqBw6kvLKKyqqBVFRWMbCqkuKSEnQ63dduPe2P5Py7IIvDVIup33qhUIhXXn6ZhQs/xOfz09zcxN49exh9zLFMmjqNsvJyzBYrJrMFi0WO7i8pKSEsJU7iEL3XBEN9XUai2sDfTzqzqGCNTxHoDcr1ooM9erWgxRXAHOfmZNOrae6wU7ujmo3rP2ftyuWsXr2aRx5/kssvuuAIrtT/nv4EqxACf0jilpt+xuKPP+Knc3/NSafOJj0zE51afh42NTZAOIxGLVAJ2YVCCgaoq6vlhWeeYmv1JuYvWsIjf/srzz/zdKxtW2oaLqeDtPR0bLZU9u7ZzRXX/JS77/trvxbZ7zqKWP0e0d3dTX19PTvqWnC73bhdLpwuJwG/H73BQGl5OcWlAzCZLajVakTEb3RLdTX1dbU0NxwkGJLQaGVrX82+Pbzy9GMJx5h2ymzsXR0c2L0TIQRZuflYLBZMZjNGkwWz2YTRbKG8ciDnXnIFKpWKEfn9O837/X7+/ve/89m6TbQ2N2K2WEmx2Sgtr+SK63/Bko8+4KF77qKhrpaiAWWYLRa0Wh1rP1vGltpWFsz7D/fd8Xscjh5y8/LJLSgir7CIrNw8UtPSSU1Lj+WADYfDhMIhvB4PbpcTp8NByOPE6XTS7vKRlpmNNTUNX1crdQf2sat6I+VDRzLvnf/06ffRkJJnd/UGnnj6Wd5b8BEAL732OpVVA9nV4UEfl/h+bUN3zLK6rSHRHaCp2xML4gr4goSCvb9pp92TkEEgPmDK5+xNTxW1pIJsNRXqeD/YXoEZ758qhUNoIkPRQqVO8Fc1p/cm6E/J7L3O6XEZAUoyE2/EJRlyPUmSGJplYvmCd3jirt9wyulzuOO+BzEYjViS8ukebfk9vw0CEZ9kbVbxF9T8/mJ3eQiHw6z87DMu/PF5/N/cX3Lpdb+ITefc0drCh/Pn8dGC+axfu5rxEyYwc9ZsTphxKgWFhfI9MOWbux/Ei2uAYNJjODra43X3FU7V23dy9ZVXYDSZuOqaazGbzaSlpTNytGwRjVoC45/t8XFYyY/85Ny6yWI2mGBBjbws9qMbknfpNQJPIAxBHx/Me48VS5ewYf06DtbVMmLECEaPOYapU6cweco0Sgrz+7T3Zel2uvuI+69KW4879mJsMxtjvqpul4tPPl7I++++w+JFiygtK6ezo52OtlZy8/LRarWEw+HYIkny34zMTJ7514sUlw6gob6eTxZ9xLp169i8YT17d+8CIBjstUo/+uij3HDDDV/LuRxtKGL1e0J9p5Prr7qMef95m4KiYopKBmA2mzGazWg0WrweNzX793GwtgavRx721mi1aLU6UmypTD7+BKbPPINJx52IWh2Z1cjt5q7f/hKP241KrcJkslJWNYjygYOpGjyY9Mys2E1oVEHfYcWo9RZ6h3uiRP0GV++pZ8eWzRQPKCcrR7ayeTxuPD12snPzUKlUdHd28NKzT7Ju1Uoa6uswGAzo9QY0Gg3WlBRy8wtISbFhtljIzs2jrbWF7q5Oero68Xm9CCEQAlweD2aThaycHDJTU7BarVhTZKtqTW0tLqeD/MJCSkpKycrKpqqqArPZgslkQqVS4YrkCTpahI7fLs8m9uIrr/G7O+7imRdfZvixciqiNleQLm+Ane2yyPQHw+yP5Fb1h8J0OH10R9wAhErEUlpFXQO8rgDBQCghSt/T1RxbD3qcCSI1up4cSKWJE6LxojReyMYLXHNa74tNZn6v5XNk3CxTlbm9bgDWuKwG7/7tdt575V8A6HQ6MrNzuO/hx5g09Tj06kRXjqPlO/w2CCQFzkX5IYlWn8vBtm3befWNN3jjzbcwWyycd8GFXHLp5ZhSbIRCIZ598gke+sv9TD/5ZGbOnMWJ06eTkiLft76tdF3JYjUa9Obz+aivr6euro6uzg40ao3sC6kWCCFwOpx8+NHHPPHU0/z6llu44447AAhHsppEXYfih+iTn/DeZGUM6NQCX1C2CkLi0H1IkhICisIkZiGIt85G24rWA8hL7f2dT5k6jXPOPZfyigp2795NVmYmZ/5Izu8dDodpa2snGApisVgxm81okn7v1oiI7y9HcHd3N1arNfaCEk/8y731C9y++mu7v/+T9o5ONm3aSHpWLoVFRbjdbvbv20dXZwdCrWHSxAmxALLD/Z9JEVcxu92OwWAgNfX77dqjiNXvCfWdTnw+HxeefQZdHR3MX/55rCzZR0iS5B+4P+AnGAzQ2tzM+2+/xgv/fAxLSgoXXHoFJ506i7LKgWi1WjSq5GGe3vX4lEvtbW3U7t/LJWeeSmpauhyJbbZw3IxTuOm3d/TmWwXy9CF++n838+G7b1NcWkZ9Xa0cEOX3oVap8Xo9nDbnbO7/x5Ncdf6ZhMMSs8/9MVWDh6HRqAmFQgQCQXq6u1i1dDEvP/ME5VWDeH3BEow6FR99MI933nqThroaWpubZEtqKMTsOWdy39/+zrtvv8WunTvZs2snu3btwunoYUBZGff+5UF+c8vNNDc1oNVocLlcuN1ujCYTo8YcwymzzuCUmbPJKyjAEufL+m1aW/32dj5e9hmXXXEVf3nwb5w460waI9OirosE2zVEEv/vjkxCYNKpaYybDMDvCxLwRYb7AyG8rkBsVipXZ28KMp+zE3VEaPocnTHRGQ76Y0P9Kq0utq5JEqgxUasz9mYL0OrQmWTxqNVrSEmTP6MzasiIrBemmchOkYf/q7Llh5jP42H3hlVI4TBSOIzKbWfBf95g49pVPPn8y8w8vXdu8h+yOD0UP0TLqq+nd1TAYJNfgIYOHcaqNWvwR1TSnt27uOln16NSqXnkH49RUSlP+vF1CNT4NGMASL3qTW+RX9T83a1ImjhXl7gbrt6aGntJjXL19Tfy2lv/Jj8/j8KCAqwWC4FAkEAwQDAoz+ZntVqw2WzYUmwMHFjJjTfcgCT68cUXqljuXoD4O78v7jkS/0yIPl+ioQnRWuEkS60QgpAk9RG0BnW8RVa2qhq1Kjo6Oti7Xx7x27l7Nzt3bKe2poaBVVUsXvwJI0eOYvPmzbS3tWKxWtFqtTidTrweDyazGYvFgtVq5bbb72DOmWcm9CnK2jVrOGX6iajValLT0sjIzCQlxSb3WZLIzMritFmnM+eM2aSnpyM4fKxCf24Z0fpRn+gokiQxZvRodkcspPmRmbwaGxqoqKzkuRdeZNiw4V+b1fe7jiJWvyeEw2Euv/paVn+2gieee5HCcjnwRoheB/d4QqEQ2zZvZMF7/+aTBfNpamxAp9Ph9/uprBpEY8NB7N3d3P/IE7S2tFBfV8uA8gpOP+tcMrKy2fD5Gt7/z5uMPHYCU044iR+dOAm324VA4HT0EA6HGTV2PO2tLQyoqOLRf72GWq0mHA4z/9+v01B/kEfv/xMGg5FXFi6nqLSMHns3eoOBh+78HW+99ByX33ATF11+FWdNn8Kn1XtjeR5DYYkNa9ewZaMcePXZ4o+48sa5XHDFtXR1tHPNOTPJLSrhzPMvonLQYLJz8vhk4Xzu+d0tPPbia9z567kMGzGS0ceOI7+sivLKgeQXFPDR/He5//bfodPrcPb0cOFlV1AxbBSNBw+yf98eNqxawf7ILF6333kXP79pbsI1/bYEq9/ejiRUVG/ZypnnX8j5F17EL351C9s7ZWupXqPi411tsZmvQM4QEKU+bpYrR1evj6rH4Y/lbPV0yw95KRwi5Pf0CahKJj7yX2e2JfisRolPT2XL7k2BFW9RLcu1xqwb40p7U1iNzE2hZu9urvvxGXS0tVI5eChjxowhLy+PocNHcMacMxOO9VVSxCh8f/B3NsbWF3z8Cfc//AR1dXVccfnlXHDZFWRlZeP3enjogb/w7DPPcMutv+Gqa65FpVL91yLV5+zNkDHv/fm89vobNLW0kJeTQ15udMnl5BOnkZWZCVKYTdVbWb5qNefMOZ28/Mh0pHHCNn79giuu40dzzuDcs38Eam2/dfqMtUPf4a6IeJWEKrYub8eJy7AUS7EHvRbZkJTkPiD1tcxG9wMcImY19luPN7CEk9sGNm1YzycfLeSs8y8kJzcvIbArFArhcckuXtu3bObaKy/DZDJhNpnkIDGjAZ3egNlkottup6CwkMefeZ6uzk5a29pwO3siI4aC+rpa5r/3DsuWLuH8C37C3x58ACEEapU4ohiDZOIFazgcJiszA5stFb1BLxtrAgG8Hi8ul5P7/vJXrrv++oTPf5F19/uMIla/B3T0uPjdrbewYf16XnrrXUxm+cEcdXCPt376PR6efeJRnn/qcQTgcroYdcwxnHDyaYybOInBw0ag1uj4xdWXseC9fzP9tNkUlw4gv7CI7Vs2s2jBfNIyMpDCYeacdwHr16ymvq6GyoFDsKWnc8dfH6alqYn5b7/Oi089Rn5hEa/NXxQbYmlrbWHaiCoAsnJyaWtp5vFX/8OEqcfHhoi2blrPx+++xYrFH2G2WNFoNJx+zvlcfNW1OB0O7rntN6xatpTjTj6NqoEDOfHUWWTn5OJxu7nkzNM45fQ5XHXj3IRzD4VCPPnXP/PUP/7OH+97gAsuuRxPMDr0FY5NBuB2Obn9xiuxpabh9Xqp2b+XYCBAw8GDGIxGXE4HtrR0Rh87nosvvZTJ044npZ+H2Tfpxwa9FqO61k6mTJnCzNmn84d75ZywNd1e3AH54m6OWFpbe3x0unyxmbDsTj8BX0i2qrr9BCNmJp9HdgeQwiECLnvC7FbxfqzRiH+hUsfq6CxpcRMH9Eb6x4tUfST3aWq2OTbVamV+b8CULm44Ly8ys1Xdtg08+Qs5qGLyCdPZumk94VCI7QcaYm4pyQ9DRaz+8IgXiSIy+UFHZyeDR4/nwfv+xFkXXipn3xCwZ88ezpgzh2OPPZZ777uP/Pz82IQJ/y0iJL80rli5ip9cfhV33fY7SoqLaGluoamlheaWVjZuriY9NZVXnnkcIYW57Z6/8NTzL5OVmcGKBe9gMlvYsm0H23buwuP1EvD78Pn8ZGRmsuyzVXi8Xp5/6gnUcS41kloXOX5c1o8ka2of62pUsKr7zvoWXx6Os7keyiASCEkx8akSsgDVxG1Dr3hN9n9Nbi25PCrD41NDxUuS6LYQsr+oy+XE6/HidLnxer14PG68HjnbSmXVQMoqKvtYfeMHFD1OB9MmjuXOP93DBeed01sn6Ou9plI/My0g5y6OEow4Rrzy8svc+cc7sKakcOz4CXjdLrq6umjv6MTe1UVXZydOpwOrNYW0tDTSM9Llv+kZpKalkZ4ub2dlZpCWls7oEcPIyZFT+Ilw38wK33X0FttXF6sdzQ0YjcZ+/TwUvlnu/+uD/One+3j5+ec46cQTDpkweeWq1VxyxVWMGTWS9vYObDYbjz36d/JyjzxPndvtZsvWbRx7zJjYjfG3v7+NhR8vYtv27ezfvYP8vDxATtc0ZvxEHn/0EaafeEKsjUWLP+Wdd9/jgwUfYjabmXXaqVxy8U8YMnhwwrHmf7CABx56mIf+ej/TTpxOICjnHx0/biwvv/AvcnNyEupv2bqVOWedy75d2/smNY9gt9ux2Q4/S8qNN83l3/95h4rycioqyhk9aiRzzjidosJCenp6+Hz9BlatXs3iT5eyc+dOTp89i9/eegslxfJwaigUSnhofFN4PB6uvOanNDY18/orL5KdlXXI6xDPGS9sjU0m0NbqiqWsckTcBIRKxCYM8HY1x9JNBT3OmDANeF2xaVXjLa1RkWrOKortM6b1TpdqTe/9Xy0tk62r2SkGKiPpqSxxPqnOiFtCzZb1vHnPzbQ1HoyVDRo2nE+XfZZwP7Kpv383bYUvj8oji9bLb/g/3lvwEePGjeXNV1/GZO59aZo//30eeOhhFi9c0Nfi+F8ieR28N/9D5v7mDzz64H3MPDlx1j+Px8OV1/+CQCDIo/ffzStv/YdnXnqNQZXlzPvwY6oqymhuaSM/L4eRw4ZgNpnQabXo9HrqDjbw8adLcbndnDNnNi899Vjf37y67zS5MVSa/kWWUPUvWCUptl/EfS4cV1dEfv9RYRYVrMmCNhSW+gzLRzfVSWI2KnZjx4s/haR9qsh68v6opIlvMxSWsxkEw1Lsaw+FpYRpZNUqwSsvPs+v/+/nfLJ4MePGjUOEQ7HzX7Z8BdXV1cyYPp2KwUNQSWFCoRB1dXW43W7Ky8sxRKywbrebusZmVq9axR133M7ilWtIT8+QXfOSA9hCIRw93XR1dtLd1YW9u4vOzk5c9i66uuR1e3cXbW3tbN1Szf333cf5552Lmv5F83caocJgSflqYtVoNKLRaKgoL2fI4EE8/LcHSM/57yPz/ls8Xi/BsJyUeMmSJbz37rtoNBrKysoYNHAgJ5x4Yh8hET+sYTJ+edP+N0kfnyfg83XreOPNt1i1ejXbd+xk6JDBXHLxxVx1xeU0NTezZcsWqrds5bXX3+DMOWeQlZnJTb/8FUOHDKGyogK3x83WrdtobGpi6eJFjB837kv1KRQKMfdXNzN1yhTOOfushLJ335vHvff/hZXLl/ab4mTjpk3Me38+Tz/zLOPHj6O0pITOri4+W7kKl9PJ+eefxzvvvscJx01j0sSJ1NbVsXXbNlavXsMN11/Hr2/+Vez7DIfDVAwczHU/vRafz0dOdjZXX3Xll7zC9D+DzyGob2jgjjvvYu3az0lJsVJXd5D2jg4uv/RS7vrj7aSnp39xI18T27ZtZ9YZczAYjQSDQVpaWpgx/SQuuegiZp52KjpdYqL9Wz6qwRpxDdh8sBtTJFVMXaMDdcSiae9wo9bI1yI+rZWrTR5WdXc0xlJReeN86aIi1piWG1uPF6yGSMqq1LiZV6JiFWBypTxtb7ald3jPqFVzy3kzOO6M87j8yqvR6fX4u1p5/p+P8Z/XX+Jvjz/FSSefKrevFtg0/5ubdkglP5jV4cD/pP2jDZ/Ph2jYhk6rRSochsfjoaV6BfVNrXRr0xgzZjQF+d/+vf9QiIhYvfWOu/nP+wsYPXIEleVlTJ08iRkz5Gl4u7q6GTr6WObMnsl111/PiOHD/6tjqpzthEIh3p63gHseehS9Xs9tN9/EzBkn9ql73uU/ZevOXdz6ixu4du6tzD5lOj+/5nJaWtu58JqfAfDhGy9w4tRJvVa8uPuT1+fn0xUrWb1uA7+fe2NvbED8UH5UsIZ7fxNRsdWv72qkXNL1HSGKtxRGrXgxH9voi6pKHasX9YGN9jgqOpNCIRLEWkjq31UgWscf7g3eUqtETHRCoo9sVJDGtwvyPrVK9JkuNurWICH75UaP0dXVyT13/IHlSxbz+9vvYPYpM8hMs7H8s1VceNHFnHraTD79dDFCCFJsNvbv20dGRgYGo4mDdbXkFxRQWjqAjRs3kJKSQmdnJ06Hg1/86mZu/u3tfc4zem3iLcbRrzz+skRfBDZv2sjcG39Gc3Mz02fMYPap0znphBNIsfSOKMW/XEiShMfjcphCtgAAIABJREFUQaVSyUI6zhor6b79Uajo/+TqNWt48823qD94kPfef/+ridXJkyZRU1NDQ2MjZrOZmr27sVq/+byFoVCILVu3snLlKlatXk3dwYPYbDY2b66msLCAs886C51Wy779+1mz9nPUahXp6el0d3djMBjx+bxccfnlzDrtVNLT0/F4PHR1d5OTnR3zkTzaCIfDh7Rou91u1n6+jl/efAsNjY1o1GqGDx/O8GFDGT58GLNnziQtLY2enh5OnXU6GzZuTPj866+8TFFRIR6PF0mSKCwsoCA/PyE46sv2ddzEyZhMRk479VRmnnYqI4YP7yMGu7u7+fCjj2htbcVisTJ54kSqqioZP2kKt95yM2f9KNEHcd/+/Vx3w41YLGb+9czTsSjdd9+bx/kX/gSA8ePGsnTxJ1+p31+Grq4uPln8KYWFBZSUlPw/e+cdJkW1tftfVafpycMwiTAw5ChBREkKkhEQFRMmDIjiQcTsMeeAHDFjOMZjAlEJCiIgUXLOaRgGZoZhcujcVXX/qNDVYdDjp+fz3nvW8/DQU727ateuql3vfte71sJht/PUM8/y9bxvOPvsnnTs0IEOHTrQsUN7unbpQnz8nycRkGWZffv2M3fePDZs3MSq1auN77IyM3l39lsMHzYs7Dcv/lJslG7dckyVExSVqm59RVFw1ZpAak3INeoqV7MDuCuKDE2qp0rNx2sOuDKXZI1PV0FNXFo2Fu350hP+Z2cn0ixNHRtzxL/+smnXyMnF3XKRJYms7BxuvWMqg8ZeTnVlBQvmfsGmNSuZ86N6vm2S/zh2LCCE5gFzdLCi/L8FWG0lewEI5HQGwJO/g3+89wmvffQlgaCEP6AG7DjsdppmZ9KsSTbxTiebd+wmKSGefr160O+c7pw7ZAwdO3b4S3ndRFcFAZ+XPQcOcTi/gMPHjvPWPz9mwmXjSEpJxRnvxFVfz5fzviP/WAEAm1Ys4azefc+84wiz1IYyZnwy5xsefPolPnj1RYZdOLDBBfCWbdu5/f7HGD96OCdLTrHwxxW89uLT9Op+Fl/Mm8++g4e4Zvw4Bvc/z/iN/jIPAyBm0BkD1IZJAPRMHjrYbIhhjcGuxgK+OnurWE1kj2jBo2hEQgw4oW/Sn299fIIa42q3CAbwtFvCxy4gR4Nd49SU6O8ETMUJlPBj6tv1lFlxVhGHRaBek07FWUKgduemX3j1lZmsX7+e1nktKS4u4Z8ffkS/CwahKAqHDh3E7fbQqk1bUpISUYBgIMCxY/nkHz1K9+7dyMppigDUuNw4bDasVisRmDnssommsYll+rlaBDiWn8/SH5ewfOkS1m/YSJdOHREtFtwuN/WuelwuF/UuFy6XG4fDQTAYJC7OQeP0dLIyMrhs3BhuueFa4uPj/9dAqxDwINsTkCSJRK3k+5gxY1i4cOHvA6tLv19AUmIi3Xv3MSjuP9v8lcVgsbN9x05mvfUOW7dt52RRES1yc+nbty99+/alVevWVFdV0bZtW9q0aQOEBOKyLDPnq68AaNmyJV6Ph3ffeYct27apF7G+HlEUSUtNpaq6mha5ubRr24a8li1ISUkhKTGRhIQEmmRl0DK3OaVlZRQWFJCSnEz3s7qQ17xpaHVncr3YG/066+CvLDZNMOr/dW4vhw4f4dCRI5SUnOKqK8aTlpzEOQMGUVlZxaiRI3jkoQdokZuLIPmpr3fx4/IVXDJ2DH6/n6qqKrKzMsOCW+wpjY3PO3fu5JZbbqG4uJji4mJ+zb5bvJSzeoUmzOAZiCu9pJ6iQMDvY8uGX1i17EdW/vQjrvp6+gw4n74DBjJ0xCgaZ4T0jAmKl6/mf8+YoYMQExtxTpf2fPbNQprkqdfSG5QNbWvA7+cfj9/Hji2bmff9EtLSVFD04Xtv8/Zrr2KxWMjKziY9I5OsbLWiTG5eK5q2yCOnSRMSEhKNF6oohE+oFkFl3Pft2c3JgnyGjBiF3W6nTstLqrd1aX97tcEIyLKhewpUlnJw3x6OHj7A0UMHKTxykBOFhdx0yySm33NPmFzjj4z43LJ2JRdddiUzZ87EI4uUnjrFL2tWsXjRAnJb5rFu6y7DUXSsyoukKGwtqsGvncPmY5XGZF5VpQLV+ppQlKsOWF3lp4xsAO6KIuN7T1UpVoeTgKfeKKlqsatzRFxKhvGb5Gz1uWjaOgRmx56tBpMkmPKiJsfZ2L9tI+88fg8lhcfo3KsPqSnJrFseXp3qpkmTeX7GTOCP1ajqEb6WiDfg7wmw+CuYfGSD8TkQCHLAn8SWxXPZse8Q3qCE0+FAEEXmLFrK4PP78cT902nRvClY1FyQgiBEsTQHDx/huVfe5MtvFwBw503X8Oo///UfP7czWeDU0dAfgsiGLdtYs34Tbq8Xj8eD2+PB7fFSU1vH3gMH+ezdN+jRtbMB7GzZrX/1GMGi/cbnnXv3MXLCrWxePJemWqR3GGDUx1AOsnr9Zu567Dm2L5nLTfc8SkVNHd999FaojdgAcaJ/bwaa5raRGlXRGlPTKNuchq5XiVNJJ9mh/i+6KsAa7pWJ6lfAi+JQn3WdZdV1rUbcgBzSsCqKYgC0QJQ8IPRZl6zrbnmrKIQxp/p+1bYh4GkRVFBqfmL145nbBGSVwbWKAn5ZwR7xjOttA7IZ7CrECTLbt24hzuGgR8+e6jlpv9G1uYoS0uhKCmGFSSJz2volBbtFiClvMJ+ruXtmOYO+X3187RYBl8vFxk2bcdptJCQkkJSk4pekhAQSEhKwWNSUg7W1tZSfKqHw5En+Mes1khKcfPnx+8a9Y08NybYaMnMAo9o59UxKq2rZtmMnmRkZZGTnkJmRgcPk4XMkpUZV2bOnZhrbNm7ewrGScnJychg2bNhfO8AqWHIYANmhvnyeeekffPDJZ0ydcjsjRoygWbOmJCYmRj2UuimCGHo4zUJo/bMsGcsYr9eLw2ZFEAS8Xi/5R49y+OAB8o8fp662jnqXi7r6eoqKSyg4cZLszAxymzWnqqaa7Tt34/F6adu6FS1zm6v/WrYgr0UuHdu3IyczBMgEOWi4SErLK1i19hcqq6rIaJxBamoK23bsYvHSZWzftYvWrVrRrk0bEhIT+P6HxUiSzJjRo3jqsUd47/0PmP3+B0y48nKaNslh1htvUVVdw3dffIwgCMx66z3yCwpITEggr2ULhlw4iCGDBpLbMi/MfXP9jTcxZ+7X9DrnHM7udQ6ZWpJin8+HFJTIyMoiISGR4ReNQTSxzZGi97Bxj/hbQH1g6+pqWfTN16xe/hNrV61g3GVX8MKsNyguOsnqxfN5eeZMOnbuyt7dO0lLa4QjLo7CggIGDLqQ26ZOp2uPnsaKt/REAbdcfRlFhcd58oWZ9OjZk67duiOjJkpW6iooLS1l/9ECik6epOBYPqt+XsHxY/nIsoKiyFitVhxxcSQmJpHTtCkZGZn4fD6qq6qorq7E43aT16o1x44eoVXr1rRq24G/3fuAEaGr90WSFep8EgFZxqYBYL1EoDsgkR6vMhSFx47y8tOPIXldfDlnbhTL+j+N9vRXn+anFSt5+Onneeujz2narDkiCiXHDvHjkiUsWrQIq83GF/N/QJIVfJJCcZ2P0y7VVb+tsBpfUCa/LBQ8ZQasujygttKDKAq4KitCrGr1KU3XWoo1Tn1e9byrQU89iVl5QKgefXyyCvYcTis2TZsap43TNX1bsPaImjKrRXo85SfyOblzHbIkIUtBPKcKWbtkAQG/+oLt268/CxeHwOtfoXDDX9X8+dtY8NNK3vjoCzbv3EPzZk3peVYXunfpTEJKCh6PF7/fz9ALBtCtq8qyClIAIjM6KLLhoxS9tSxavppb7nucDm3y6NquDYuWr6JtXgtumHwHl156qTpP/0UsUHos9Ecs1sr0ftMDlNZu3MIDT88AoEl2JjlZGTRv14UmTZrQtm1bevbsibVC268G5i6fNI3O7dvy+L1TG2THBDnI8rUbeGbWbO67bSJ3PPIcGxd9QWbj9HD2EpUEERoI5AlrFxHRb+5TJPBVbE7t/zjjs86IWkQBmxD+e1mwYJFCHhbJooJTi+QLSQQEMSyLAKhDqhcF0N8dXl0SQAhMCkIIsOpSAB2ECabPOsFgDtYyAzd1X4LxWSEE8CxaUFhkWkabRTAArg5O6/0yLm0hH5TAaROwi2pVPKsoIJmOqzOwghACm/p19wRlnFaRGp8UFgzm1GRWeq5aXzDUL/38ZQjT0UII5MeSBZhbGsyr9sEcRKZ/1HXGn3zyKa+9/hpPPPwQ7du2puB4IYeOHqOmtpZgMIgkyzjsDppkZ5CTnU1OVhYBv4+6+nrq6urIaJxOn969EBSFsvIK+g0fS8vc5tTW1XG6rJzTZWXExzvJaJyBw2HH5/fj9frw+7xkZmTQqUN72nc+iy6tm9OhfTvatGqJ1WpFkILYM1v8PrDqqyxp8Ps/wgKBANU1NQQCQYJSkH37D/LF3HksXb6SLWuW07RJzp96/N9jpafLOJp/jILCQgqOF1Jw/AQFhYXs3rufFrnNGD1iOAP69SErM4Pde/bxjzfeIv/Ycfr3PY/srEzKyyuorKqic6eOjBw6mPP79Qlj346fOIHdZicnOyvsmC/+41XKKyq5f/pUXn/7PZb9vIq8lrmMGDqY0SOHU1/v4sChQ/y0YiXLV67GYrHQvm0b2rVtQ/u2bWjRvBk/rVjJvPmL6Hdeb4pKSmjVsgU9unVj2OCBdO3c6YznrSgKJ4uK2b1vP3v37aesvIK6+nrSUlNprx0jr2ULGqc34ou587h5yjSczjjGjBzBnbffSreunWnZqTsVlVXcdcdtDB54PmXl5UiSzE8rVrJ63S9ccek45n47nyGDLuDVl54nISGequpqPvjkc4pLSigqLmHh4h85uH0j73/0KdW1tdx/11Sa5IQHj0264y46dmjPyGGDqaqqpqCwkGPHC9m1Zy/LV66mRfNmTP/bFNq3bUNaWipNc7JxOp0cO15IcUkJP/y4jNfefpd3XpvJBFNU6G81RVHYt/8gl0y4nq6dOzHvs4/+7X38mtXW1jH13gdYvnI1DruDiqpKsrOyGDLoAsrKyklKSuT9N18FIN8fj8svc7jSZQQw7S6qRZIVjle4DLbVpeVt9dSHXlJurYCAq0rVBAqihYBL/eypOoUzLRu/u4akHJUVT9WqUFntFnp1Vu/hkmqVtaxzq+50dRGhzj3xThW4dshJVl3/7uNsW72Czat+wlVVztBRYxh/6Tj69h+APUKmkhis5b8G1spC0KLR3bKFT+Yt5JX3P6VRo3SmT5nEsAsHkpCpaYkjQJAgBUJaNikYxcgJkdHygkh1TS3/eOtd4uKcXDxyCAf27efTbxaxdvM22ua1IDM9jcz0RmQ2SiGzcTpdz+1Pv/N6/26ZkdkstaUxt0vJWTG3i3Uqe2MwdIkhQkF0VxmfgwE/VquV2x54gjkLFjNl4gR6dO1McWk5JaWlFJWUcuDIUQ4cPkrXju0YcX4fLh46iLPat2LA5Tez6+ARXG4PX7z+PJePGakdwOySl3n9w8/Zd/AwndrksWD5Gm6dcCmd2ramc7sINrcBUibMDFAasbgw60l1z58GLs2AVdbcvz5FywyghBg7j7Y4T7RbDG+SUSZVC9IUpQAospGNAMIJGr1/Xlkwxt4XlI3f20SBWr+EXVRTRPmCcqhggBINvkAFZwrhIA0Ic68HZSUqcMtmEYzPdotgAFifdm5+ScEvKdT4ZNwBiXibBbtFwGlVwaqkqKysHqAlEtLQmo+vA0tFIUona7cIBGQFUQgBSR2smmsbRIJVnQACk8bV9H1I9yo02MYAt9qcW1xcxMcff8z69Rs4cvQoeS1b0rpdO9LS0rBYLDhE8Hi8nCoppqikhNLS09jtNhK1vLYHDx8hJ6Mxj98/nY7t2jD0sms4u2cPXpv9ngo6USV/p0+fxu/343A4cDps2G12Sk6VsO/AIQ4c2M+BffvYv38flZVVDBs6hEvHjuaq62/8fWDVbrfT46wu3HjdNVx39RV/qL7zZFExoy69krLyCux2GzarlWZNm3Ll+EsYP26Mmovu/yILBoP8snETixYvZcu27ZSWlZOTlcn0qVMYMSQ64OvPNEVRKCou4eDhI8a/w0eOUniyiILjapJwu81GamoKLXNzOXDoMJNuvA67zU5dfT01tbXU1taF/V9yqpRgMEhCfDzx8fEEpSBut5uc7GwaN07HVe+ioLCQ6ppa0lJTcHs8fPr+bC4aPtToV3VNDd8vWcrnc+ZRcqoUURSpqKyktq6OtJQUPpj9OnktWtCpV18O79xMdla0ayKndScsFpEhgy4gOyuLjz/7kkceuIc7blWDrILBIBeMGMP90+/k4otGRv3e7XYzePQl3HbzjdxwzVUxx++7hd9z5Q23ADD2ohF06tCeC/r3Y0Df8371hfvjshXcOnU6p0pPM3jg+dw+6SbGjBz+2y7c7zBZlskvOE4gEGDbjp2sXrueRUt+5Pt5X9L9rFAAye76OKq8AQqq3Hgl2ah2Ve8LUlLtIRiUkSSZoF9Wq6a4/EbGAFetCljcNfWIVju+mjJsCarOyKa5yZO0xP4t8tJol6W6Fnvmquyq/lL4ZF0Bl5zTTN0WkHDVVCLWllGUf4RjW9ewYdUKMnOaMGz4CC4cOoxhF/TDYrEYKbkAkv4LUA2zVoaqVJ2ucfH2p3OY/a85nHN2T+6+4zb6ndcbJaGRkVYJQTCAkOAzBXGaA3KkcH1uGHg1e6sUOSxgA6C8soqjJ05RVl7B6bJSysorOVVWzvotO8g/foKh/XszelB/hl5yBY3S0og0a9VJAH7ZupMd+w7SvEk2zXOyyG2STVLLTmruSx2smvP+an2SUrLx+/1s27GLX1YuY+3m7SxbswGf38+gvr35evZMtu89QFCSCAYl3B4PazdtY+nq9RwvKuGOG65i4uVjuf6uhyktr+Dw+p+iAplcrno2bd/FoqU/M//H5VhEkYuHDeKSoQOoqKrhnmdn0bplLl/PnkmC7kHRgNvSVeu4dvqjXDp8IH5/gJUbt9G+VQuWfPRaRM7T364DNgdQhWlTAcXmAB1M6uBWT0vlSDD0inp7r2xm49TPfkkJYz51oGXouE3MO6CCZ9N9EktjK8hBI4BRZ/3U4+judMUAW7HAqSgIRpAUpnYQrWXVQaZFEBBRophgX1DGLym4AjLlbnX8HFYRp1XEYRWMPulBUFZRCGN5dQwVkFXQqQN9T1Ax2FQ9uFsH0Q6raPzOnN0AwlnThtCZRYiWB8SSEITah84h0nQAqxcuM8scdHNqCwz997LPwxdffcVzL7yIzWKhqLiEHj26M+fzz0jNDBFH+j58MbSEZg+E61QB3y/+kYKiEl6eMeP3gdW3Zs/mow8/ZIcWoDPp1slcd911dO7SpcHf/VZ7/rlnefGFFxg4cBADzj+f66+/nozMX9dN/Nf+Z6ZHwa9bt47p06Zx4MB+7rnnXjxeLwkJ8SQlJZOQkIAjzkF9fT2uunqGDBvKQw88yMaNG7hl0iQuHDyYtLRGpKens27dWt5+8y1SUlO44IILqKiowOl0ck7vcxk5cqSRyDkYDOJyubBarYwdMxqHw0Hnzp3ZuXMnO3fsYPToMWRmZXHo4AHS0hrx/gcfxOz/U08+wdBhw+nTp4/xd2VlJbNefQ1FUbjn7ukcy89n7rxvYi6urrh8PGWnTzNn7tcN3m+rV63iqaee5PChQ2RkZNCla1eO5edTcPw4I0eO5MknnyKrgVRgtbW1fPvtNyxftoyVP/9MkyZNGThwIG3btSUvrxWdOnUiO+eP9RgsWbKYW2+5hYGDBtG/f3+GDR9By5Ytje/zq1V2tKjWa6z+t56oBmBPkcqSVtR4UbTvgtqE69VkA+56P3bNha9vkw0WQSEhOQ6bw0Kz5iqAHdRRHdf+uY04enA/H//rU4SaUhQFaqqrKD55gpLiIuLi4sjNzSUvrxXDLhzI8GFDaNa0KeUB9ViNnKEF3pnkKP+/mbNgI4gWBFHkYH4hsz76ijlLfuaSi0Zw12230PacAUZbMRAKnBMCbtNnE2PaUGCH+f2ggR0zeI2MGFciXM+CIhtgpaS4iMUrVvP9j8tYuWEL3Tu1Z9jYy7jqqqvCnof4U3uZt2QFV9/5d5pmZZCcmMCJklICwSDXXXIRrz9xH6I1tGB0uT2s37aLtZu3s3bLdjbv3Evblrn0792T/uf0YPqTMyg5XUb/3j05cOQYbfNyiXM4VGmQ3c65Pc9i2Pl9yWzciGdfnc3n3/3A5Ouu4JE7J5OSnBTm8jb/r1hsKIrCrp07mb/kJxYs/onS8koaN0qlZbMmfP32jKiFrSAHOVVWQa+x1/HY1Jt4fvan3H/bDdx+TQzvTQOppmK2MQPRCBmAWSqgaONmBEiZovmx2kPR/qbrLmltRQ3GBJQQ+LEE3GEAFLR7wvA7NyDbMwV6KTEKiZi7ICuKAU5FraS2nls1Vt7WcNZRCEXXSwFDyytbbAiKgoyAX5Kp9cuUudT++ySJRLsVqyiQFqfJJAQVVFoaeE50bW7AJCkAqHAHyE6045cUUhzqWBjMtLYrq5atQI2fCN+vvkY3b4+V7stskZp7TGMiRoBWIUahF91kQT13l4koMPcZwBLwsG37djp3aG/If/SUZ3XB0MLDbJIcrifWza5JMzJTE38fWK1zhSa3bVu3snDhAj7/7DOys7O59rrrGH/5FaTFWCH/VisrK2Pjxg0sWbyY+d99x4QJ1/D4k0/+qZHU/zXVJt5wPZs3baKkpIT09HTsdjv1Lhdulwufz0d8fDy5uS1Ib5zOicJCrrjySl6dNYueZ5/N0p+Wha2MJEli7pw55OcfJTU1jZKSEtasXsXBgwfJy8ujrKyM8vJynE4nkiQRDAb57IsvGDFCZT6XLFnM5ZddxuWXX0HPs89m/PjxvxnQ3THldg4ePMhzz7/AC889S1V1Nd/NX9BgntUP/vk+Tz/1NIt//JEOHTpEfe9yuejSqRMvzZhB3359eXnGDLZu2cLqtes4efIk78yezfffL2LdL+sbzHWrWzAYZNu2baxds4b8/KPk5+ezZ88eJk+ezL333R9WkeX32p7duxk9+iK+mjOXc889t8F2Byt81PuD1PiClLtVwLnzhApUD5fW4Q/KRulVCAFWvy9IXLyN2goPialxlBfVkqgl7vd5giQ1choa18bpTtplJdG0kZM8R5CXHpzG0X07ufzKqzinczsEQSAlOYnc5s2w5bQjITHRmMSBKG3Zfy3cnAUbAVACfhRF4ZVPvublT+Yx+ZrLue3miTRurZIIiiAS0Lgah8+UNN/nCn02B0+Zo8TNDF0MsHEmLWUYWFXk6LYa4+bxeFm5dh3zf1zB/MU/8cIDf+PKqX83mjmKdtF//I2MGzaIB267gbc/m8fn85fwy7ZdzHp4Gn+7bjzPvfMZi1asYc+ho3Tv1N4Ap33P7k5qcihjzaH84xwuKKSsopI+5/Sgfeu8hvsfK9I+4m/d7a3Y1GdX1MZU8Lk4evwE+w7nc9GgfoiiGDp/7X+/P8DDM9/ix9UbWDf3faY/O4uvFy+nbNMSbDZrONiM7IcRqCWFovfN23SLBH/aNZHjIrL4mF342v7MAcM62644EsPAp5GhIOhDkPwoFruq9zWDY70PDRUnMFhXAUFR2U41B6kqRdA/6+BKT+QvK4qRbqqhxasZ2BrbFCn8XtQr81njqPdLeCWFGp+ENyATkGUaOW3ICiTbRUOaYC5EYhQ50P6PswpGwZkyj/rsnK5XmefcFPU+cWgsq87OQigYSwdt5pRb6rmYytyK4W0jmdRY4DWyFG7k9nitT+aCErK2YNF/ogNws2RC193qVzdyjEQBYzwiTVJUXa/5+sVpAD7ZLpKYEP/7wKq3PtrlJkkSK37+mU8+/Rdz533D0CGDycnJITkpiaSkJJKTk2nWtCkXjx0TlfPxTFZWVs59Dz7Ips2buebqqxkz+iK6dunym3Nh/td+n0mSRHFJiebiTyAxMQGn0xk27qvXrOWjTz7h0nHjGDVyxG9OV1NTU8ORo0fJysoiKzOzQRf6nj17efHll/nw/ff+bamJJEm8+vobPP/iS9z5tzt48P77GjxORUUF33z7Hc889zzzv51H927dotoEAgG69jib9EZp1Ne7qK2t5Y3XXuWiUSqw3rR5M6PGXMw3c+dw/oD+/1ZfAYqKi5l+970cPHSIyZNuITEpiYT4eAYNvOB35WsdPGwEcXEO5n75RYOLvAKX+pyfqvMbQPVwufqSPVBSh8cfpKLejyIrBAMSokXEbrcYqa50NkC3ino/57fPYPHmk7TXyqPqk+n5bRtzdM92Pnx0KqPGXMwTTz2F3W4nSQoFc+nauf/abzfr8a3GZ1dtLbc9/xYHjxYw7+2XaNJVzd4RdKip3SRFwR7Uij1I/hBIFUSEoIlp1UGpxa4CHx1sysEoJhGiwauxL227111PIBAkKVW7j80AIQbrhxxk6/adjLlhCqc2/kAgpzO2ol2UnC6n86hruffmq3ng1msZfP2d5GRlMOXqcTRqlM6WPft58tX3+GDm0/Tu3iWUsUF/n0UCvgbYu/A2EW7rhlhBPdWPnhZKY6tFf3S9eDPzeeT4Ca6Z/jjZGem8++xD3PfC65wqr+TVR++mY14zrZlJjhExxyoRQVj695HbY31n/K0/d9p4KLZQpgudVVWsdgOoGhIDW1yYNtV8boLkN5haxWKLDnQmxO7q30mizWBqQ23CAajOkpoDmyJd/AKYMg+ooFQWLIgoISBt0lwLQa+6TQ4a51sjWanySUiymvUlyaGOTaJNDEulJQhCGPtp1sOCykDaNclBuUcNrgpo45idaDP6CCHA6QmGihSkOCxh3+nsoxmsmplI/bwjAWkYiWQKOtPHy2yROuTI35n7oVeCjIRjPm27eaziNd0LdsyfAAAgAElEQVSIvk3fhxlQ64ytzlYn2ERAISH+DwSruimKgjNJZa9eeO5ZRFGgtraO+vp6du7azaHDh7l72p3cOPGGBl+iHo+HHTt3sWnzZjZt2szJopNs276Diddfz+Iff6Rvn/N46/XX/lIRpv+/2L+jm/orWU1NDXdMnUr3bt0577xzqays5OTJk/z880pWr1nD0KFDuHbCNYwY0bCOtKTkFIUnCkmIj6dt27YGA/r6G28yY8YM3njjdcaOGXPGfhw5coRDhw9TWlrKeeeeS8eIyl0LFi5k+fLluFxuvv3uO9579x0uveSSf/t8jx8/ztnn9Oa7b+bRv3/D4PlQdZDTLj813gBVHnXVX1Dhxu2XKKpSX7jlmjbVahXJTHZQ5w3SKkN99vTCAn1bqkBEn6TrtbRevtpq1q9YwtYVP7B7xzZmvzaLi8eMNo7fYGnHX7H6+nq2b99OyalTnD59ml69enFu797GpCzLMocOHSI3N5f4+HgkSWL9yp/4duEPlJ4+TUJ8PF6vlw/enIUl5f9+mVHx+h8YP/VhOrVrzZtvvoHT6UR2hrxbQiAEmkRvrapBNYEmIWgqy6kooGnpG2QVTWypImhsocbECMGQvvXaaQ/x5YIlADTLyaJzu9Z0atuaLu3b0LFDOzq1a02C6T1QXVvP2jWrmfn+Z9S73Dw+bRLL120mMT6Obu1b0zwniwETprBh7nvUuNw8PHM22/YepFl2Jq1bNGfKdZcz7qLhYX0DECQNLOls42+dxwx/sQjBQIj9s+tBSc6w/eogVZdTRLKoZtbzqx+WM/mRF5kwdjiFxaWs27qTti2bs+yTN0hOSjD2aQDPhpjSSLetLIXSTZm/i/F7wR5nkgM4VFAK6raIMZIjF5NWezj4jJViS9NDG/eIqZ3OoEJ4CVdZUdDIvQbBKqiAVcdC+nadYRVkCUW0qG7+CEmCmgVIVJlDfQEmBY0xU6wOvIIdT1Cm0iMZ4M1uEXCYop5sogoOdUY0KCsEtApYrkAoMEzR+lkfkKn1hdId1niDtEt3UuOTyE60hbnCdZ1siiY5yIiPTdZEgtHIjAiyEg1KGyA3w0AvhOZyi4nJ1vcJKhMKEJSigakOdHXm1akDVT2ThCKjWB2GrMC8SAkY4F3dn9VfjyM14/eB1cGDBrH855+pOrorbKLRbd3GLXyzaAkP3TWFxunhrNCWHbt46OkX2XfwMF+9/yb9zzsHgH0HD7No6XJ++OlnduzZR4e2rTn37O707tmdRmmpXHztLbRo1hS3x0NZRSU3Tricd2Y+32A//2v/Nd0CgQATp95LaVk5rVvmsvfAITIap9MsJ5tzenRj3KhhJP/OohZffbeIJ2fM4vsvPiQvt/kZ21ZWVdPmnAvof24v0hul8eOKVdxw9eU8cvffwp4jr9fHM/94na++XcjedT/9W54I3TZu3c7Q8deyaekCOrSNnSPyMBmUufwEZIWSOh++oMShUpXpPF2nTip1XhV41HuDZCar4LxVRiLZKSprkmi30i07iaIaD0neClZu2kbtcTWnbOHx4+zeuYNBgwczZuzFXDJkAElJKsgVvNHV2H6rlZZXMOLy64hPSCS3eXPS0xuxbMVKGqUmM+mGa8k/doyvvlmAJMtUVFXRvm0biktOkZ2VzbiLR9OmdRtcbje33TGVzz98j8vGjf0f9ed/04TSo/y8aQfX//1F7r3tRu687RaUeDWATbEnGNkARG+IYDAHSwl+t7FNkiTWb9/N3kP57DucT0lZOUMH9OWSEReSnpZqAFgwARP9f5PLUAerghzkZEkpb3w6lw+++o6mWY2ZPvFKisvK2Xv4GPuOFHDwWCHZjRvRLDuToyeKqamrp3l2Bk6Hg7KqappkZnDZyAvx+vys3rSdlRu3cdeNV/HSQ3ehCCIKAsFgEJvV5GKOFbSqA77Id1tD8gWd8Y10Wdt0pjHOOEfzOBqgNZbUwfy/LHHfi2/w09rNFJ8u556bruKm8ReRkd4oDIgqOvDXgWYswGrapkja8S2WhjMC6KaBM8FqC1986O7/hsCoaAlz/RvZDXQmHqIZV9ESlpHA6JJRvlUxQEqkNeRD1bWnkqy690UUgooKIAVZigoK1IWtghwMBZ7JQQQpaIBpRRDVXLOCSFVQPa9qr0RAVgwwJiIQbxMNsKqbX1IZ0aAJDRqZFIIynoD6fa0viC8o4w3K+CSZ3JQ43AGJpkkOArJCsl3EKylGuqsyVxCnTTSAbCMNwCba9QCnhoGqeuzwgdXxdmR6Ld10UBr5fSQTaj4mhGQMcXo6rohSu3ZZX8xqOX2tDuOe0q+VLj3QGW7BWweKgiMz9/eB1TatWnIkv4DxY0dRU1NLTV0drVu2YOzIoVw2OjrSeuuO3Tw3601qamuprq2j8GQR48eM4rH7ppGdmUFdfT0tuvfDH/DzwqMPctOEK4iPyDlZeLIYSZawWizYbDbSUpL/EG3ff+3/baurr+eqW/7G6fIKjp8sQpIkpk2+iW6dOzF62G/LxnCiqJgFS5YhSRKyLBOUJOrqXdTU1vLWB5+Skd6Ioj2bftN+el54EbdNvJb7/nYrbo+XB596gbUbNnPnrTdy+cUXcaKomFvueoAObdvw+gtPkpXx+7JfyLLMOx9/xlMzXuO+qZO5a/JNMWUav7hSqPNLVHkCVHr8FFV6KNGKAFRo6aksokBSnJUW6aqrs1OO6lbOdFpY+cW7LF00n4OHDpGSnESXTp0466yutGrVipzMxgwc0B85sTFJrj8u3d3fHniU9z79kh5ndaFZkxxa5Dbn8QfvZeX6LXz4yb9o0649V191FZ3O6obP52PP9q1kZmbQulWr0MtRlph062TWr/+FV154huFDLgzTbv7fYMqJfbzwwRzenreYT2Y+ycDhF4W+cySqL2JzIFUwxGoY2zQ3dWFRCTdMf5jK6lp6d+tEx2ZZNEpJYsn6bSxdv5Vn77yJKTffoP7cxIYbTJzh/jVnCVCMl4/L7WH0zdOYcvU4xo8cDKj3qNvrp/h0OUWlZbRqlsOmvYeZ9PdnuXTEhdx+7RWc061zmD6zurZOLaIRi5GPfJbNAPU35CcNDYoOvjR22eTOBhW06WMp+upDxzCNg7GrMzCr6p+x3fi6Gd+bmW9CoBRUYGr8rbfX9iPo5xAIB72CU32WhThTAIwZTJrZdRPwVCz2cDAdcf3D+hhR0SpWfnPztVUsdpVtlSVDWx1Lh6qnh7KIAqIUUAOjzGypPi4RYNUAqIKoMqravSooMnr2AuMaO1NQBJEqbXflniD+oIJFVIuWWEXdRa2COb+kpp8yFznQ88cKggrYvBpoLNOCUWt8QWyiQIrmncpMUMfSzFDW+ELXWR8Hu4Y2dYlAsiP8ntElAgFZMYLOAKPogd7DyOph5v7rt3Pk2EeyspGufT1Lgqio/Rb9pjnVuP7aHGGWF4Hh3YmSFUkB7Nmtfh9YnffeLM7p1oUlK9eSnZlBckI8h06c4sGnX+TGCVdwbq+eDDivN+np6QC8+f6H/LRsOdNvuZ70DmeTl5dHampq2H5Lfp7DW18uYPbcRTww+QauHjuc7Ix00PQzSsAHziQkSWL/3r1s27OfNZu28ve77yQvt1k4ixBwgxSxilRkozpHGAug3bB6HWTRUxPlmlTs8YYOS7aHSw8Mt485MMEapw54hOBdf7DNE7pii4u6eMZqQ9suekLBEIrVgVhxXP1Du7iCUz2vyNWs7qoyXliGOCbCxRdxXLMQ3miju0gi2hh9jaw1bRLLS7ISlkJE7YoSVQ8aYqfYME8A+inoD6S5nnNYHj5BwOfzce+USTjjnZwqLmLiTbdQU1fPxg3rOXL4EPlHDjN67MUMGzGSPn37k6ixq+YKSKdPn6ZP376c3auXqh0VLdgtFpKTk6h3e0hvnEm3nj3pfZ6ahUBfVYdphBSFoKwgyXC65CT/eO5pflryA6NGjmD85ZeTkpTExx9/zPc/fI/dHsfLM19m/CXjjH0IchBHYuzAsF+z/Px8Ro4Yzoznnub8EWOxW9TE1LICFR51hV/q8uMOSBworaOi3k+ly0e1O3yiz0lV76WzW6iu5TGtkhg/bixxVoHHH7qXjmedTUpKiuFu1u9FvQjAH2m+47sYe8MUVqzbSDCoPiM7Vy+lfXfVS+O3OKISj+upYxqb3Gk+n4/rrrqCn1et5uS2VaSmqCDc2jRcmvFXtPLycq4dO5x6t5fPZz5Gk/ZqEJWcpOUVNc1xos9FZEopfQ4SAh61tHK/MdxxzaU8cOu1UF+NEgxQXefinW+W8MHCFZzfuwcfPP93BFEMub71KHJBjAKpxnFMx5zy8LN0atmUKVeNZX9+IRMffom9R4/TrUMrBvXuwYUD+pKdmsAF101j9nMPM370iOgT10BJlMWSLRCD4ZSk3wxc9feFlJAetl2fj0V/fdQ+fwujGv71GVz8EWyqEvlOi6FLVX9/ZqCq719MVr2exntDn7PMwFuf5/Ugq4h3jOxIUEFi0G+00ZlKRE1KIFpD71QzegINOOrSDCG0sNDa6xH6gAFkBTmIbHWoOV3N5yUI4QDVPPYReV5RZDV/cOR10dzTiCL+OHWucwdkyj0SCTaRKm8QmygSbxPwBBUSbCL1fpnUODWVnjk4ygiMUpSwlE+CoGo6nVbRkAUEZJnUOCveoIxFFPBrwLbKGyAtzkaNTz2vrAQHMioI1VNHZSdaCUiK4bY3g1UIAUhzvloIlbYFwqQO5n3oGQwMNQzhprv7jeIGWtItUXsP6B4H870BxJZmaH0qr6wiOSUVTyDI/G++4fCx48x8670/toLVpkVfsHjlOjZs28nGbbu4+KIR5DVrwqpfNtK7e2eeuf9OBE/IHSW26xe1j0Pff8wdz7zGzkP5+AMBMhulUlFdS1VtPW1aNCMYlLCKAocL1RKPmxbPpUeXjurNaOQKjM2QhKVXMQNSEwOg+EKZDpSABgZtdpSAHyE1lGBajktGcYRAjX5MIw1MRLSlsco0TaaC5I9OgRKR1DkyDYw+kVhq1PMXqk8Z7ZWAHzGpUeilFAkcdRdWBBg2u0DCfidaTf3TVmX64sFiD28bsVJWBNFIPxKZsy3SIld6kSYr4Ss6c5k6swWDQU5XVOL3utm3excvPPkY7dp34IMPP6BNXkv2HMrHmZhkaG1OHMvn6y8/Y9vmTezYtoW777mXSZNvIy01BAxnzpjBzJdncOdd01FEC666Ourq6qirreXrOV8CcOGQoYy5+BKGjBpNamqaNhwCFjFUjUVSFKNqFEBtRRlLFs1n3pef4bTbWPT999hk1RWbkJCAZI0j3vk/L+kZOHWUux95mpzcFtx97/2GRqjKK+GTZCrcaiaAwxUuTtV4qXYHqPEEqKj34Q/K2K0iFlEgMzmO9AQ7LRsnMLR1I0oLDjNh/KXs37LWYGx/S2nhP8KCBTv4asESfl6/ibWbtlNYfIqLRwzm4w/ex+cIB/X6PVLp0SJ9fW62bdnM/g0r+XzuPDq1b8uMJx+lTdMQg/1XBquBQICPP/6YJ/7+AFcNG8AzD0zDHp8QmmdMusJYTCqKrL4wTOBox86dDLr2DlZ9MJOubfMoz+nOy3ffyoff/8xF/Xsx5for6dWlvVpq1RGSq4QtXM0gpIHUVk/MepclK9dy7eghSLLM429+zPsvPEJ6ago/r9/Mio3b2bJrLx1b53Hf5Ou5elxI26zupAGHsChGa+kjNZd6P3SGsqF3nCn7gTGm2v8WLd9r1MJcP6R5QRA5n0eaLMUGqhFtwroWCVaNdpGBY2L0d7rmVu+rI04lIBzRpYkNphGidKj6OyT0d3zoHM3sLNo71gRY1Y2mbAO6zOJMiweLLeyahLGyMdjUKA2qOShQNykIFmvoXpBjL2AUZwrIQarFJOJtIhUeiXSnheM1AVLjLNT4JBo5LVS4tTLc2pssziJiFUMpocw6VgjdeladwBYErCL4JMWQG+htXBpY1MFqhsa+2rTctvE2EUlRgW9k9gBjCHUCJ4IJkmQlSiKgg059a+Q7VjeHDspNFcVsOlD1q4tjgymNKEJhSGZiSHL+NfdbbrrzPrUvcXGMGjKQa2+ezCWXXPLnlVstLS3l0zdfprK6hrSEOCZdOY712/dQU1eP3+eleU4m/Xp0Ud2wQT+WLoOj9lG89FMqaupIT3SSmpjAvhOlVFVX06FlMzbtPcTNT73GhzOfYeywQWrfzpBaBQhNqtrAGDexuzp0flodc2QJKa05lppi429jH4CUFAKukdGvxsMTMbnIhpYsPpzBNbtHCE2Oofx20ZOaucqKxV2FornzBD3XYJQ+SQOq5kk8IiF0TMZVB5+RoNV4Uan7C3MPxUr8bDYT66qbOX+e+fmITLRsxrMK6kQgyzLvv/0Wr7/ysrrijI8nJyeH+x98iLxWrZl47QT27NnN+s1baNu+I76gzNbNG3nuycfZsmkj99z/IE2bNeXOKbfj0Oo9v/b6G3To2BGLAL+sW8f8BQtxOOwkJSXjSEgkIy2FpKQkevU6h9WrV/PtN/P4eeVKup7Vjbvve4DzBgw08uxZRYH8o0eY/ebrTLvvIbKysqj3ywgC2EWF+6ZMIiMzk9dfejaMGbCn/DEFMFYv+porbrqdlStX0rJlS4KoE6+kKFS4NaBa76PGHaDOG6TS5TfAKoDTbiHebmFAuwx65CSTmWDjg1kvsWPzL3z78bvGcX5L/fQ/wqTjO43Pl906nflLfyYrozFjhg+mWfNcmjVtQtOWrWjetBk2Zzzbt29n/YaN/LJ2LXv376dbl870Pa83o/p044JzzwbAktfzP9L332veVZ8zd8V6nvzga5pnNeaZ6bdyXrdOYAoOUyx2wiL7zfNPDCC5c/cennr9fTZt38W9147julEDeeqdz/ls6VomjB7C3ROvoEWTrLDa8Mb8IlobDr4yHctMENTUu/n2xxWs3bSV5b9s4VRZBc/dPZm7Jl6BYHeiCCKSJMWW5oiWcBD2b1i0WzEYNRZRYMVqQzIFqInemqjIfoMdMubnYNR7wrAYgDRKj6r/riEmNWx/4e5+GgK+Zq2oeRuqFCBSrxrWPzP7ZfayCWLoPWAGImZ9q8UWDnQtVsPtHgr+Coa7gvVUaRHSAHOuXv2zEdWv6U4jxyYsv68YzvyrnoBAOOglwjuqEThyXBKC34Mcn4borsKXlI3dXYGckI7oqqDSlkaa4KNeUHFDlVciI95KpSdIot1CUFaIt4lUe1WSrdqrzruyohipmXTgp7/3QpH+qkfIbhFRFKjzB42gIz07ge6G19lTPfcrhNz+OuMaqWUNmsCqPhT6/g19rs5BEUolZfBSenCXHPLS6NcNCA/aRMU9xj1l0sqb94Eis2z1Om6/71EenTaZGy6/GEuLbgiC8OeBVd3ko6qWT1EUrG3Pi9nm9Yen8rdnXovaHti8gD0Hj7Jkw3Y8Xh+tWzTntS/mc/REMS6vj9ED+/L83bfStoNWEtScL1AUtQkulOdNkIOhVV19hdFWSQ0lcpdSmyFoOougMxQcprub7e4K5Pg0LLUqoykEveqDYJpIY7rF9JWq3Rn+IEW5zcUwxlaxxoVYVgMMaxdY00tZ6svVxu7q0ERkSpCNLIVPnrFYCNP+jbZmxiJSKiCIUf1Cm7hiiutjANewxNSCEPbu0HPnqZ+19jHuO0mBjRvWc/ukm5k792s6de4clkvvjttv46OPP6Z79+4UnjjBbbdPYd7XX+P1enjggQe54ILzefyxx9m7dy+HDh3E4XDQu/e5PPv883Q96yxDJC6YFzmaxcWHsxKnSk8b5XDXbNxC63YdjInnyOGDDOnTC4DGmZncNnU6F40ZS3pOcwKuKnp16cimbTtpm9PImDT/KLAK8OZLz/D0y6/yxptvMvyiMVR6JGp8Er6gzM5TtdT6glTW+3H7JaN6lUUU8PglclKdtM1KZFDrdMTyAmbOeIkNa9ew9qfvaZoSYn//NxjJuro6Dq9awIniU5wsKaWwtIITxSUUlZziREkpHq+PHp070KdHV84bOppzzu6J0+n8U+QJf7TJssz69euZ+9pzfLd6M1mNG/H0lOsYPOh8FJ8HIVm9P/TFrQFSTQxaZHJ22e9hyZqNzPrwS/YfPsZdE8YwadQFHDl5iqsef5XzunXixWk3kZ3bwrSLGCDRmCMimLdId6vZTF4YRVHYue8gbfNakOiI2Icpclz/GzBkB6YBij5GpJnnDN3NHNUmIpUWGHOwTiiIGqEhSP6GWVMpEJ0W6kx9jBU0pZsGMsMCpqBhrarZgoGoTYrpGIJoMcZScDjDAKvhZdOJFI2Rjcq/ayYaLNYQ22zS95olYmHZAHTtqKKEywxkOZoV1oCmLpcTgn4jib9ii1MBsCiGgFEkUxvJrje0QBHEsIVV2NiZ39HmKlwWWxjoleOSEb21uBOycPqqUOwJCN46PM70UEEALd+qHiWf5LBopIVgvO8cmlTLr7nlbNqY6IFRkgxOm6qT1UGlkZBfELTSrSHWM1KbapYlmEkiIApA20z6WeNdqIN7zXMjyEHDs2zcN6b0Z4LfHUqHFqFbFYL+kO5ZM9FTw+79Bxl2xUS+eOMlBg26AGtOuz8frJpt/9KvOFVWgZzdni9nv8KcJSuxiCKffPY5o0eHXD7+9fMQRAsnyioYcNP9XDzwPJITk9hz5BiXjxrMNRePAIsVUddR+j0IoojscRkPteBMwhBS6ytVfyjYwMxIuNPbGBc0PmBKy6XrK+KSsNSdRo7XXLwaSNQH2VJ7OvQbk85Hd41F6jWMpjFWpZFsha47NWQFNieCFMArOohD3Z+lqlBtXlum7sPn1cbABKZirK6Nl1BksmZzXyJZV7PYPlK/ao2QBpj63WBaEzASDptNTwANhGXeE1ABal1dHU898TiLf/ie06WlTLzxRmbNmgUQyq9oMq/bxRtvvsmBAwcYf9U15LXK47G/P8TChQvxeNQV4a7du0lLb0yzHHXx4quvwZGYgq+umkPHT1JZXkb7du1ITU01gKrPVYcsWhE1Nr20soY333yLTz75mMYZGfS7YBAXDLyQvv36IQsWZr8+i5eefQqAOKeTzMxMOnfsyNGjR9m+eUNY+hBH8r+fX/VMtmrR10ycMp3BI0by1DPPUR604Q5I7ClVI+H1lFWnajzYrRbs2sTVISeJlklWPnn6Hn5Zs5ppt07ktonXktSosaHf+6u5zuX8LdFCfkBs1et/qUe/3Ta//xzvLljOwnXbyEhLYdyoYYwbPoizuvdQXfHavWbWzxvJ6DWPS1TqpKCPfUeOcfnUR3BYBO66eizjB/fBbrNRdrqMPpMf5Ylbr+L6S7QgLVFUgUyMgB8hEjSaAYLOuMby3phZs0iXfuT81BAgNNW2DzGaZplDtGvR3DZK6mQONotMrWR3Gu2MuAGzmz+yb2YXuCyr+t5YjGcs5jSSKdX7ZM7AEAFMhQgGOiZwjXF8RZYQrHbjWKIzAcxMqMacmkGEmSUTpACKzRGdFkwnNwzZmTOkMW4op61OpISBQJ1t1QpImNuA8V41rrW5fFVkajLz72L9tqEiFcbJxmbzY7HM4Q1UgkqxOpAT0hEkP6V+dQxKtcIAkqLgDkikOGykaVX59NRY7oCMjGLkK020i1HR9TqJY7cIiISyA+ime/V0YKpH+SuKmjoLQoDWGaE9tQU9oYh8KUBFRSUnjh+jqqaGc3p0J1kLCjOnxAOM38hxyYYkSZDCswBEZdjQvb5BP/kH9uD3B2ie3Zh1m7Zy09R7Wfn1x3QdfPF/Fqz+VvOvn8e3P29g6ox3uX/ieKZNuDjsezFJc8/oD73PGxKVO7QBspuyCeipEhyhyV1KylA/WOxYKguNlbRgcvVIac0QtEnKYnK7KxYbcpwajCE7VY2ctepEWJ/M7CTEcBnpE4sghCVhNkwOGmJ2xRqaGPRzCFjUC6zfbNYaNdraUleKVHVaGwMtvUqMFbgx0Znz8ems7BmYFMXmDJ1TRPoaxWKLwdJGaJYgxDKL1mhtrolp1auYGH3W7rufV63mtsm3MmjgQO677z6aZ2dgT1CvR9yvVI/S7YnHH+PJp55myODBrFm7lhtvvJGXZswgKTGRN954g/vvv58e3bvz0w8LuX3qNJb+tIwmTZpw6PBhEhISaNWqNU2ysygtL2fjhg2079CBa665hokTbyQ5ORnc1WzZtp1lK9ewbMUKdu3ZS5u2bWnbpg32uHi++NcnKIrCkkULOFl8ivZ5zejd62yjf/bUPyf3Z01NDbdOvJYTp6v4YckSDlT6SXZY+aWwikSHlZ0na0iJt3GyUn0OUuNtpMTb6N80ibH9uvPFR+9xQc/Oxv5sWXl/Sj//qhbc+n3UNuvZF8Vo+e+boig8e9vVvDZnMdMnXcdlIwaT17k7AHJCI9XjE0OXr1gdoeh0LQVXmI5P88SMvnEa/bu1554JYxF0L4irloOFJQy++wUOL/yAxGT1ORJsdmNBe0Z2ENN8YXr+1Z1HyIz0zZGAscEdR7tpwwJ1zG3M2xqKyDcfPzLAI0b/DH2mxa6C1QaYt5j5UCMBaawx1OfcM1WaijRR/NXAqujjRABWnVW1WELpq0Qx7PqFMasQ7mEzA/yIMQkHcSbgqrOxDUnQ9G1hUgJrWFqpsDaRANSkjY72WgphLK45mApMz4p532ZJgrmPugbWLIswa7Yj70GNcPJrWnqz/KrSE86AN0uOwxuUaeS0UOoKYBNFg9lMsov4ZYVku8UInNJjLxJtFjxBmcZOS5Re1SoKBotrLtNqBroQAroWT3WU+/74saP0HTWerMwM9uw/yA9ffsSQgeeHjZ0iWg1iTY5Tz9Urh+ta7bI/JHPTgr4rio+zYu0Glq3bxPJVa5GlIMmJCRwvOoXNZkUA1q3fQOfOnf96YNW/bg77Tpxm6O0Ps+jVx+nZvlV0H0y6UsMiIxxNgVJGGbXs9urfFoF+4+gAACAASURBVCt+RwqO+lL1633rQrtJ0PSimmRBsalaKqvGXoquSrDYkJJV9q02rrGRBy4B9cJZKwrU31ojNKmRmlZZDgUsmRMuK3KYdlGx2EBRDEAtO5KM/QhSALG+zGA8LfVlyDUVYWNijJvNZrCu5nETtMpOkS6nmGa1h+nWAGS787fJBEQx9iQG4RNZQ6bILF7yI5On/I33Z7/FsKFDgN8XcV58/BjfzJ+PKIiMu+QSmjQL5UjNy2tJTU0NLXJzWb96JbdPncZZPXpyy62TURSF4qIijhzN51RpKanJifTqM4Ad27byxacfsXzZMm668Ub+/tCDOK2CwY6WnzjGgUOHOFBQxNGD+zh6NJ+533zL4vnzuHBAX2OC1DM32DJy/+1z+q0myzKD+vdhyKix3HfP3eTXBLCIcLDcTV6ak+8PnKZTVhK7S2rJaxSP1SLSOi2eVx6dTotGiTxx/13Gvv5TOtW/igW3fh/lUv2jwOquD55j8N3Ps2Xh5zRvkoXsTEGxOUMeHd3t5qvHHBRq9CWgLtp1VlVfpMseF7/s2Mv1D73Inq9exy4q2PtdAYBv2YcIDicTHplJ7x5dmX7NOJVpgzMDJ9PCNsz1HUtupHu4TNujAIVukblNG3Ld6231fcQCqJGMmWkhHZVSKnLXolUFqyb3sOBzxdakRoLVoP/XQSqE3UehLpr2+1sqbP2aRWpaIzIFqFI57VraTDES5uBaUyyDmX0Wgv6Ybnv9+7BSqzoDGSsbgH5M/TprbKi6DzFsvyG9ccOsdliwsL7NFGhlLiMcSlslGyyrIYXQ24nW6MC5CH2tEgHidVOsDqREVa5T55PwBBUkJZTGyi/JxFlFqr1BmiXZKfcEDdYTIMFuQVFCZVnjTEUJdM+jDlBtpmpWBkC0CFHZAZxWkSP7dnPgwH4Kjx3l2LECCvKP0Dg9nX+9/iJiYppxrtt37uKOu+7hyuHnk5yUyL8WrWDFvE9D96kpYM5cKMOlqBhBZ4ETtaqHvtOFfPrZZ6xY8wtH8o9xovgU5w8cxNChQxk6dCgdOnTQ9amU71iJ0rQzmZmZ/yHN6pENAIhtYutVI82/bg4rt+3hmsdmMXHMEJ6743rVbfErD64OMvU0TgCKR2UZFJ8XMTUDOS6JYKOWarugD8Viw+Px8Omz9zPtlQ+598qRPH3TZdiatESITyGQ0Yb6+noqi4/TMre5SnlHTryiVU3fAbjtqWHRc4l2CzYtal9tGzoHM31uBqqKaI162ARFNl5UsiMhLH2IWFcaxloKmiRBrquKGjNjcozUBum/1VbZ+ljKHlfYZKuD2rDVuDU8wwAWixHoEZUKC6IiA8Pa6ZNFLMmAIrNi5SpuuHkS33zxqcpCKjL2tOzotv9Dq6ioYPH8bxh0wQAaZ2Tyz48+Yd2GTfzz/fcIICJpKT8UwjMYBGQoLizgsQfuobqqkg7t25OQmEDjxo158M7bGoya91cWR0lE/kywClBQUEC/885l0JCh3DVlMv64FFLFIAUekf6d8qiWLKQ4LOwqdVNS76OZ6GLM+eeyeclccpuq/f+ruf7/UxbYvMD4bDtn7K+29638DMfAa87cZtmH1LjctLr6Hqr3rlcnZ5sDxZ5geHEMjbqrAsUWF5X1xAgw1cGq9rzLddU8/Nan7D92gjmPTMY57Oaw33mX/pM73vicrm1aMOWyEYhxGliNdPebj6VnSLHFLlih6iAbmLPD2DPT738NqDbAoka5cc3WALsb9l2sn1nsBrOqM01CwBMdoW8GozoIDfiNeVPRf2u1xwapZhAZCSh/lWWN+L4BZjVS7xpFRoiWUCUrM3gUxPD8q2FxEDH0pZoZc7yJmIgZjBcre4TJwthdfUGiSwPMLKgghrOlpsVL1KIklqY1Aqyaz0mxWMPZ1lglh4WQ/EEvOKCPqxyfhiJacUsCkqKyoeZypw6LSJ1fIlELlArICskOC2XuYFjqqUSbyqzq2/RAKJvJzS+jICJgtwgGY6q3F1GrYVVUVPDgtCms37qTPn36kJeXR6tWrWjp8PL8O/9i6IA+TLvnXuYvWswbs9/hxIkT3HHNZbTNbcKUJ//B/E9m06N33wbHNuzaAz5HCjZkSktLee+NV3j348/p17MrV40ZSrv+o+jSpUuDZdDN9h8Fq7qdCbT6fvmawlPllFXV4A8GGXHnk2z65/N0bNvaeMBD0e4yiiwh2uNUbWZ8qhohGAjV/NVXuILNbrCxUqLq/he9dWzeuZc+4641mr9y9y38bcI4AEpOlzPsjkc4XnyaBIeNJtlZXDXqQgYPGki3jm0Rk9I1kXcIaMpxyRT71Imgzi+HlUhLV+oMPZlisYdYkchJVJ8gTH8bIJnQAywEPOE1vPXmlWp6FfPEpH/WNbtKMGBMhMa4mqJtzZNkGIukg1Tt5hLscaFcsqZ+h92w+grdlNoqjGltKCDDvF2RcbncdOx5Hv96703O79cHe+Nm/CfMX32affsPMOaKCezftx/RasMvyVFVPfySYojaPW43Py1ZjKe2CrfbxYMPP0rZsQMkJIRXezOD1vKje0iIV1lMW2bL/8i51dXV8dzf72buDytACiALFuSgH0EQefqBaVw68Xa2lnrp0NjJo/dOwykEmfHY/cbv/38Fq/+O+VZ8on6QJRxDbmywnfeHtwFofs2DbP10Jk26q3l75Ygcn1YtfZKe/YOgHyHOVJpTC65RAn712ddybFaXnWLsvc/TNDWRlyaNJ++6hwDwLFADWwfd/wrpaanccekwhp6vHtusTS2vqGD74eOUFJfglgXcHi/paalcMex8nOYCLrIcWtSaS3qagzwjSrWGWaTr1mwxwGWsmvMNMaoNglNdF6mb1RFWxUmXhhk5hCMAqp7isCF96B9txvwcI0PCGb1iJjO/HwxPpX7e+jtBDobGLHIeP4PkIGz+10GeWR4WqV8mdB3NBIexH22/WKya1zEYDVYh9vXVJAJGWrFYTP4ZGHpju/a/IPnD71mTR1GQ/KF7W/KjOMLz9PoU0XDdgxpU5QkqpoT64FT81GOn3i/jtKqlXHUpgJ4r2hNUDFZVFNQ2Pim0X1kJZQfQda6JdpGl33zBtPv+zhUXDeG5198NK3cvHVhDQVEJ546/lXhnHC2aZnPzZf+HvfMOk6LK3v+nUofpiQwwBAkCAiIIoggGxJxzQjGtYXXNOQdc15x1cc15zXFVMAvmQDCvIig5DUyeng6Vfn/cutW3egYz7u7vy3keHmZ6uquqq7tOvfc973nPbjS2tHLbI89SWZrivGMPYa999w3fF6qnrW4wd958Jr/yOplslmMPn0CnqkpmfPYFk+77J1Nee5MDdt2esy69koEDB7Y/xz8RfwhYhShgXR1YtT9+ntiY6Az0PceO4pOv57DJ+v058YBdqK1vYv6KOnYfuylD+wmwYlZ3EwMBDCNMKl5rY3Tjjl1oNiqpxLZt/vnww1ww6SESMYuDtx7F307+E2ZNb7IOfPP9PKa/9w4nXHMn8+67lOpUgve/msPTH3zB+98uYHF9M6M2WI/B/frQ0pahxYYeZXFGjt2WTTbakMpBo6gsEcAu7/pUOAUdiObk8GLiWPRcYcSjPHbVx86PiZtQOCUlKPGF/nXQXpjfVCtuUMXlHoiYQxeXMr2swqJKTVMRaJW/awnxJQ87SeVzVO/VoqTmm4l29lfyZuRb8XDfka5TRWh/5933MPW9D3nynkmY3ddjTUd+1eLCL7rOdrvvy1FHHcXBEw4JvUpBrFx1TXzOZlCGcX1RfpEa28qqKpZ+9yVlyXgkAUuw+sxD93Dc6ecwdrPRPHb3pNC6548Cre6iLyPfo7c/msE5V9yIp5ms139d0uk0H338CV+98zKdO4kSkdlj0B9ybP/LkXvjfqAAbjRdXy1gzU65Hd/zGHfW9dxw2QVssfFwnIpgMWMlClZ1tfPE/7LjO5DxhOAjYDql3CdcoOaztLZlufz+p3jw5Xd48tw/sfmQfqFmckVrjmfens6kF99m/21G0697V+Yvq+X7pbV8+v0iVtY3MWJAb9bpXEkqEaMkEWf2ouXMmrOAW888hn23Ho1eUta+6xzAtNADTXlHQEU+/pNa1uJmqB9jVH8s/CjYFA+pFaR4WC2T4EPPNIWVug4lALa9+vL+j/mg/owIiQW1y1/md9lz8CtBaxjK6FXfSoLv45uWGJ2r5vIAjHbIZnteoaEKIky42g0uZW3t3qfUmwaSMNX/O6w2Bseg2mmFz5HgSZUbSLCqAu+gmhc+1lEToPIdLRjXexFZQkQmAIXtKI/5VlJYNplx8logmwvAZNbxKDG1wj6C741txLHcHK6ZwJAOH75XkNUZMYzWlfixEtygh8X3CxpW2/OpMj3ymomFR319PWeddgrTZ8zk3msvYasDj1nt12DaAzeSjMdZuLKes66+jRHDNuD04/7EqOFD+XDm53Su7kR5WYonnn2RN977iD8fNp6Zn3/N5NfepCGdZbetRuN6Li+88Q67bTeOV6e9x9l/PpSjz/krVVVVq93vT8XqwGrHpmu/IX6OBMAavTfz58/n9kvOYMoHM0nFY5y430488do73HjqkVxyx2P07d6Fmk4VbHvcBTx2zXnsMGakuIBjgOuGycRr62DOd5C0n3jmRS698xF6VVfw5DlHcPC1D7DN2DH86/1PeeaNvzP5/Rn0runCkB7VnHfADpQm45QecA47HQA7BZuqq6vjww8/ZO7cuSS//5jykjjzl63ilccf4sprVlBbV8+wfr2YcOC+HHXgXsix1dJnFQDDDLVoeqYpFGnLudpSL4XmC0uMtoZAuO8UuuoMq+AWkBYA3cukg5JTcEF1NL1ENwoJMJ8t3EzlClvX8R179ayAY4Np4ecyYoqWbqCZFppWYDnCG4/vi4WEky2ssIv1RLmiVXUofLfDC/SHBYsYvcnIP2Qkpr1yYSFR+R5Lli6nsamZpUuWoPkeunL8clWsQTirWvdBUzSFm4wcwUcffcwO22yF5jqREv9zD93FyedO5LFHHuHyK6/i7Esu54bLL2k3r3lNhtFrWOT3bXsN45P9juClh++gMZ0jVZLkmvNPpXNVBfjeWkb1Z4RkSlWP0h9jVhO7Hk/mpdsY0L0LX7w7lc1HbxoCAi0tNOha/WKwYnzy/vt8PW8xh+26tXAHCK5b37HRlZ9BAauuSypusc3IDXj8jQ/os053AXBdFzyPrnGd43fejL1Hb8C5D7zItz8spLaplVXNrZQlE9Ss2xPbdTF0jYqSJDnbYX5tPf161NC7exfQdbHgVazzfMcWecEw8LNF160ZK2hcA3CgqaDhp+LnAtXVPa8ot8lFtzxvei6NF08VGkjUip3aPKWwqRGZVbj7ov3oxi8Gr+E2VIJC5ncnHyEVtI5KqkWNRcX2V0A4DVFsT7KDUZCKI/JxxKpRJUt8v4idDEgLXS+wmqrUq1hyUKRjDrXCwXM0AEdsx0uUo3kOTrwcw83hmXGMTKNgP3NpQmcAKUNQBhFo8rtWrKlWmrRAlOnbgfJQl2yj6QFwD7TikeMPZQOueNxziaE21BmkdNCyaXwzISww8xk0J4uVrqfVqmR5QzMrF8xhZcYnGbcoTyUpKyunoqKc8tJSaufP44FHn+TpF17GisXoXl3B+sM25LrrbwQgbqfR2xr4xw23MPnV15n5zN2su0739t8PCo2jXctLOfW6O1lW38x9t1zFVuO2Qc80ceG1t/LMiy9jmSa1DU3sutUY9hy3Kbfd/QBb77InDzz6BJtsskkodZv3xhP8/ZFneXHKK2y66aYd7vP3iP+4G8CPRW7aI6x30Kk8cOEJLFjZyKOvvsPWo4YzZthghg/oTW19E60NdTw19WOO3XsHetcIcbPUYe59xuV8PWceb993LV3zjRx09f188t0Chvfvxe5H/IUJEyaIsZq/IRoaGpg+fTo3nXcKXy5eyTkH784xJ59CPB7Di5cVfFEJmpOMWLsRsL6V6HAaTWimG5SkvFQ1uPlwkpWXbmlXzi9mO9SkqsorQvbDc3Flk5aaWItX83Kbkl01rYLkokij1E6s34E7gPh7x7OmTzh3IosWL2a3bbdiQN/ebL/laDElqu8Ifu+wVy4Mj2HOvAXsesChHH3EoZxzxmlC9qDORleF9r6HrxuCUQ0e09w8l19+Be998AGH7Lsne++2ExVlpVjd+vPOC0+w31En8NzTTzF0kzFkmurZbffdGbvFFlw78Tw0TfvD5A4dhbP46/Bnc50NfuSZa0NGdsrteK5bGJWr6yR2Pf5nvbbtmet58sOvePztGUx++hHxoLwJrlpEbX0jF153Gy9/OIvOZSnGbDiYSacejh5UOnw7LyYTyZC6Sddl+jff8/5nX3Pjk6/w6FmHstngdds/LwA+GSNB94PPZosh/dl0g/UY2KsbvXv2QNPgu4XLqG9uIabrjBjcn3EbDemYxVNAa7gILgrVkaSdjZ44eeL/jjSGxdFB45MEnu3cTYq7wikq7QPEUwXNqp2DdCDhWt3I0+LSvzynq8u9RCtXPxnKe1hdXg9D6fZfrZ1VceNSkUWWniovlO6L/FJDwCUJFlWnKQ6m8LNhRKUBqvVhO+2nFv29o4Yl3RRET7wMTzNCO6aYL307c2Bn0e1MgaWVoFUFoyrD6xeGCGhONuoHK49BssaKe0N4PkxLgOEiSYJvJoTuXJleKbzeC1I+AFyHd958latvvZMFS5axYlU9eduhpnMnunbuRHV1NXa2jaaWNM2tbTS3ttLUkiaZiHPo3rtw2D67YOgG33w/j2POu4Lbb76OxpXLWLWqjkVLljJv0VLe/WQWO225KZPvvAZjyNbh+bQ/fl4cru9z5/Ovc9mdj3D+CUdx3CmnYVkWmuvw+MMPcMblN/HRQzfSp6cAu+ZGHYxCXoPxh8kAfs/ITXuEwy6bxJszv2LjgX3ZcthArnt8MqXJBJ7nY7suDS1iFf/N4zfTr0cNWqIEo6Iax/OZePNdPPjMS7x67VkM6FKB7/vhjSW5+4m/+/FOnz6diaf9hS/nLmCvnbdnq9Eb06tzOYZjY9gZyvsOonO3HpSVKqNb1eEFqOX14AaoaFi9RFmYGI2WWrygfO21NBaaH5RSfXHCVJO8bKzwnbwAverf1dANpZtUL1hkKd59IEqSminAXbtBATI6uNF1BGS/+PobJr8+lUVLl/PK2x9wy8Sz2XOHrcUm1uD0oecevocjTzqTc04/mVNPOhEzsEZT7VBUW7L203JsGupWct8DD/HRxx/z7Zy5nHD0ETz57Av8sGAht918A7vtcwDpoDs029LE3rvvwqYjhnLz3y5C07S1Jff/wsi+IiZ3LVixil3Ou4nmtiyJuEVzOsPGA3oz5YpTgF+WU9qeupaWTI4hJ13NXpsN50+HjmfogL58+fkXvPPRDG597i0mbDeac3cbg+b7bHvp3Vx+7Hh2GzOCSCd+ERh7/9OvOOhvd7Dv2JHstclgthpYWAClDr4IgPRjlxcWoaZJ/6P/yvitRjJo3d4cuctW7b1Vg5u2ZsWK/EKjPQLiucoiVwWVER2rHtoOypDvyc9nUX2h2wHLoLoTbkta76yms14Fr2oHv/o8LV4S5izNyeKlA/9tCfB+zHhfIQFQgCvFbglq/IjLgFoJg4C1VnsN1Pg5ALi4Map4354bEg/heS/qowBWqxdtxzAqr/GtOO2mn8m/S0eYsJwedQ4IhwCYMbxYKgSrFgU/Vlna1zNNwr8zYHGleb/m2uJxWbXTdHDtEKz68RSak0fLC8ZTz7cWhvwE5wXHxktWiMmRcoS5AlbDoQVGrFD5lGRG0HyMpqHZGZbPn8u5l17BhzM+5arrb2LjjTempqaG8vLyn6yuqdgFoLm5mSOOOIJkMkmnTp3o3LkzvXv3pnfv3vTq1Ys+ffqQUDzIJVBdUdfIsVdMoraxhQdvv4lB/dcV769hCedefSvPvvwGT980kQ0H9A1fuxas/srI5XIsfXYSDYO2Yf0V0zn86nsYN3Iof95jG8yuPZk9bxGPv/Ye9z39ItWpBIN6d6ehuZVRg9bl3IN3E/Q8awasyvjiiy949dVXmfb0Q6xobMF1PRzXpaUtR11LmpduvICx226LW9kznKCl2bmCTiVW0n48q9I5H06xsTMYy77FrRNMq++6CoNhRVflHeit2pXH4slCg5Za5oslQhZHjxWmbEXKUIE8QOy7aKa00jEZiaJJYEBkpQvw7JTXuW7SXXz4/MOCXV0DYNVZNifc59x58zn1/EvJ5G1efv5prGRpIVGvJqFIV4fiZoWHHnmM1954k/H778vO22+DWVKBZyXIuz6O5xM3NDIrl7DH/uMZM2IDrr/4rDAhFZfr18YfH5mXbgtB1MrmNsaddiWnTNib/bcexVNvfsA5f3+Iq47ahw3XXYd+B5zEgAEDfva22566FoAlLVmeeGcWj7z5EQtXNrB+rxqG9enOyXtsxZD1+mHscAzT/noc9a0ZLntuGh/ffC5WmfA2RGmClLrVq+95jPrWNq48eAegPdgrPeQSWh+5DM/z+Gj2QvrXdMLxfY65/Vne+3Y+bS9OKixIFcBYXDpXbaxCd5ZYItLQGcZq3Eg0ywqlTKoWF6JMYdjhnst2DPAC+YGMyOuUypCfK7iyqHZOYd4yrLCRxMsEUgYpsViNNlXNrXjej3Th6+17Doq2FVn8r06fKhcBxYyx+nuR73e7/aivk9uVLL16PnSjMOYU2jPdCggtJh0kUI00WxWH9Cz1vRA4+rESCMCfbGIK7RwNK6w6+mZcjEg1LIxMoyive4543M6ISUrxUvF/rCT0+tScXNgs7Zsx8To3j5ZLF8ComSj0joD4Tsj7k91G6BSgVtoCr3TVetK3kmhOjrwHd/z9Zq655R8cs/+uXHTjnaRS0YmIayrsj5/noclv8eYnnzN30TJmL1jCieP3YOJZJ2FUFsbIL/nmMwbsdDA3n3E0u2wxil41nbFG7/2HHGNx/MfAqvPpK+HPvydCX/XaA1z1wDPc9+JUPrr7ctoyOQ669FbSmSw7jBrGC+/OZNh6fdh3m82Y9e33PDh5KvdefBITthxBosjOZU1G2zPXh4MNvJYGHn17JndMeY/3nroHs1s/QCkvU9DQeImy0CRZRkS/GiQzs2ExXpOQGvjq5JFYopDkbRuvrTn8WQWZ6u/yZgPgpwvTvcRc6YIoX3amRhJyB6v+MOkp0oDiyTERAFhUrgLwHIfN9z6UA3fZloF91+H7RcuprChji403ZEDfPhj9RxWf8l8UztLZkaRrdl8Pz/PYZ7edqelWw6Sbbgj/FrHnkkxAETugzj2OCPp1U6y+DYucr4uRxLqGiUfT0nlst8d+HLznzpx3wlHh/ow+w3/Te1sbvy0yL90mGBzT4oZn3+K75fXcc/HJYMXpt/OhmKZJzy5V1K6qp3N5KW9edTLJvU//dftx8rhtrWiaRlNblm/nLePj7xdxw+T3qWtpY8blf+HkBydzwGbDOOHICYCyWAxAiJdJs+/Ft3DImCHss9UmOM3NGIkYbjaPHjMpPeQSAJ478xBOvv8lSksSZG2b506fwDvfLeCTH5Zx7zlHR+3qgohMBIQICAzBrbp47QiYFbGGkXxlxqIuMFJbL0FycZNocDyammfUULvnf0I32m5oCgGwVTWqCrvarlqlSDB+NKRWVDkeXZ082IGEQVOAZ7EkKzy21TGvwTbaMdzq34qiHQEh3R3U53fUMKeboQwgMlwgAKwdjtXVdPxEmfhZOhPIYwxK+r4ZR1etH814+LiH6BtwPJ+YmxNANZApaK5d6J2QYWejTVymZD51Ic1Tuv31bHOhicvN41slhXuVZHUlSIUC0xpLhfdmPdPE25/N5tSzzqF7VRm3nHs8Q/Ys5Pc1Hfn3n2RFfSMbHXYWFx9zEBsNW59B/fqIfoTSatxyMYxGb2vAq1vCNfc+zsdffMOr702n5b2nSBQ1wf9R8T8PVvPvPwlAfXMr973wBnc8+xpbbTSEvcaNZsZ383l0ylRO2ns7Ttl3BxzXZeBh57LtqA354IvZVJQkuPRPe7PTqGEkd1p9d9yaCGkXo5cLSwuncSUHX30v8+vT3H7RKWw2ZhReWXSCkR+sJjvqwgwBK4jnSGa2eWVhCIAs7XQEVnPZdqNZ1SQYNmnkMoVSXZFjQMRXUdej/ovFyVCWlooTo6ptVSM0IC5oQT/78mv+fP7fqOlcTf/ePVnV0Mj7Mz4nbzuMG7MxE/belV3GbY5pmr+KeXWWzhaHFKy+jT7DaW5upmvXLtTO/ZpESUkhqanHXZRYgajxdLv3JkpiXqwEzfdxfDARvrrL5s9lyOhxvP30/Ywcun54HGvjPxOZl24TPwQAY/Mzb+SKEw9jx3FbiMdjcXAcfN/n0LP+yvp9enDewbv95oXwwrsuYOuL76AylaRnp3LGDe3PxMde47vrT2FZOsPOV9zPq1edygb9eqOVlEeut+UL57PRyVfz0V+PpaaiFN/10AypadcpP/Iyvr3xNLb66z3cd9oEtttofe57+T1Ov/dfOJ7Hg6cezP7bbd7hIBbBmAal+qCZSoZmWkKLGnEjUYYYdFD2lt6t7R6PLIAVsBnx/VwNKFTzU/jcKGjWdKOwLceO5DEVOHqZdIRVDcGq5xYaWTs6luI8p1Sx1G0AUcAf5NQOGVkCJlp1Y1EAakeWg74j/F9VGUFEt1oMfAPQq+kGWjwRZbmlz27AVGum1T4XyuNSz73SQV8sn5LspvQmtf2Cn6iOyP0OOq4vSuBxUw/HcpsaZF2frOtjaBoJUwv9sGOGRswOWHHPEWytOrvezobTsgChr5VG95ouAK6nNAC6dnSamtyOkwtBrmwi880EXrICzXNYuWoV519wIVPf+5DrTpjA+Atv+MMaafPvPg7Ah19+x0GX3MTR++3KxOMPxygpDadiesmKEIzr6bpQflPfaiF7MwAAIABJREFU2Mx6O4ynsaV1tdtf0/GHuQH83iG1Fum8y6NT3uLiOx9jt7GjePKa87jxn89x7qSH2W/sSJ6ceCJjjr+U3Kt3Y+kaH/z9Qp58ewYn7jGOzU647A/tuFYjuecp4c/ZV+5Ccx0eO+twnv7wC/Y/bSKXHr4nRx9xCHqFaA7z4ik0zxHlBiiAJAjmLwficjsHsWTBUcDOF0r9jo0W/B8CKpVdKLJFUbuIZUQ0ZY6wxwqXLQ6gSxYk1h6gFskMQgZFTc56YD8SaI3CUP3xgsc32mAQM174Z9T7D1i4bAWvT3uX6+54gDMuu547Lj+P7VwbY8BofklobmDsLaeEzP+Mpd9/T8yyyKZbScZjgbheNMfJjlXfV2xd1HIQCL2VEZ18IrtT9XwbaDpWoIHVPIdZn38JgKHrYgHhe3g/zPifmG///2Mkdz+RzPM3AeK6GDt0AFc+9BzbjRmJbsXwVi7F933OuuV+5i5ays3H7P27VGwee2M6I3t348EzJuB7HjO/X0Jb3ubYe1/gvqP34phtN+Gwq+9l+q3nYpgx6uvreeTNjylNxnl5+lccssVwulWV49nBzTgArOVHXkbjXRfw6fdL2GjdHmy74UB81+XIHTfj8G1HofsemmHiZ9LtdaDBNS1AT5BvsoE9XyKFl21DiykNnLFEREZU2EbB1ivUheoGeNnwZ5ljtCJGlmAogQpwVQN8zShsv0MjfhDNMU5b+LNgcAuL9WLJhK/k0xC4usW5zY4y0MrvvqoRVf4eRsgO62GO9KF9k5oCQCMgU9fx8tmoH7n6e0dOLwEgjWxL7t/zIJZo5yojPxPfddHIi9cGA3kiDVeaHtpf+WYsBKrybxAAwqDB2IsLiZWHhoWL4+tYwZhO34xjGAau6xfGjOdbw/yaCMZ8yrk8hq7huT4mnmBYM00Fhw07G8oLvJIqtFxLyK5qriPOueugBcyub8bEY04er7QzRnMgswsavoRkICnOpZvHi5Wi51vxrDha0zLufWYKEy+/ikN32ZpvvptLaWlh9PsfGVc8+AyXHncIRx8YDDMx46EPLIaJlk+j5zOgm2ixBO9+8BEfff5vaqorsT9+/j8mA1hd/FdqVuXUmM/nLOCvdzzM1Blfks6IC/vcIw+gPFXCI1OmkoqZvHHTBZTvLG4S2dfuDbfxR5b6f25IllWuUqd9MYfzH3yRjx++STTXVHfDT5ajZQoleD8puvblyg2EbkZTk57v4TcLKYDX2hgtxeSykQRZ3JwhzMSl0XUUrLbvhhUNFaEeVl2l/5SfoMJwRMb/QZTJKS41hXrRwuSQ0CJFiSlvvs3pl15Lc0sro0duyO7bbsX4PXaicugWkclq3tyPIvZq7rxZUYCt6UxfnuWwgw7kzBOO5pjDJgSjAA1Fe6tHk3Bx84E6b1kFrKrGS2qyPAc8j+b6Vfz9rnu5+59PsH6/Plx/4ekMX38g+B56/zVnB7I2fjzanrkeAM/z6HzIhUzYYQtO3m9HhvTuzndLatnsLxPJ2TZ7jRrCAycfSOmEi3/T/q4dvwNzVtRz41F7UNfaxp5XPYjreeDD/Lom2vI2CcvkmdMOYssN+nHITY/TZtt0ryrD8+HaCTtSXpIMwWnlsVeG266bdDavf/0Dd77/BZMv/nPhGipuICrWPHY0eSl8rlJZWR3jCWDGQs2oZikL3I4asVCqNzIndNQ0FbC8kceVx9rJA9QmpnhC0eZGtw8Iay4ogNQipthXJAI/GsUuBD/GxBbrSGMd6EgR+tJiBhUFeEcYWHn8HTSi6YlUO/sr2dPgO4p/d3C+QFkYyGMyrHayAHGvKmJfZYOTL0gBzc2LUn5JFXpbA25pFzzNwHBzoU42r5m4no/tgaGBZWjEHGH55FslZLQYCd3HRsdCfB5m01JxKq0kej4tthXoTL1kRQhc9bYGISmQTVdhc5Y4Lj9eGrohaNkW/FhJYdiAbgotrGRoPRd8j6/ef4sTrvoHmudwy9F7MurEK1bzpVjzsfj529ng0DNZ+MrDlHUVkx/dyp7ifKfrAYEjfEu4i3w582N2nHAsO48ZwZhhgzjpurvDbUmmNjb2oD/k2P8nGqycmZNZ1djEYy9P5V/TPuKjL2fTr2c3EjGLuYuWMW7E+pSnSkjFTcZvM5ptT7+qHWOafe3e/0qgqoZkbBwfxp19I81tWY7bbRwnH3kwVqeCJCBcoVvJaOmqyJrD102QnqROPmwO8NItgjXtqPs02L4WT3YIVumoTKTeGGTZKp6IANfCto2wrBRG5Oei5ytMbsTaRlm1R6eJdKTP0lm8ZBkfzvyMJ158lWkfTmfAur0piVkkkkkqy8up6VTBMeP3ZOjA/uIlA8bg/TADx3H46LOvePDpF3j57Y+4/pKzOHDffQr2LeoxhMenFCakLstzCuyqnMSiPKedPEA+5jro+TT5bIaHnnyOS67/O7tuvTkbDx3C4P59GTl4XaoqytEHbtH+fa+N3z3ST17DlJnf8MkPS9A9j2N33IxtLrqNRasaOXaPbbj1lMNCMNXaUMeuF9/GniPW45RdN6fs8Et/9X6fPOkALnzqTd6eeAz3vDGdl7+Yy6PH7cOGF9/B0eNGMrRnV856/DWytoPn+wxbpyvP/2VfSivK0GPiu1Zx9OXttuv7PjMnHsNrX//AlZM/YMnd52OagUZPYTxBKRFLZm01tk+arkc1qMXXe9BNTcDkidcUytbFLGG4XRX8FlvnKc1fYUXI8+jQsqqjpqPg54jOVgGDmhnDd/KKHCqrnIcigKqC1g5CbUIDoovYIKR/a3GDGRC1+5L5Vr7PIpCvOraEjynvCQh8ttvrW7VYItrHIIdMKHKPUDqmGxG/7fAxlVAI7gcCpJoFfaq0cfKckD2VvuJeaWeyQaFXdr4HttYYuiYaUmV5380LRtSMiTJ/wOJqbuBL7rY/z+1CN4WLQCyJZ5WgrfgerbJGHFdbE17nvqDpGOk6nOq+Irfn28R513TMVT/glnUFTadl1ltc8dTrPPzcFP569P4cvuWGGKb5s23s1kQ8MvFkHn71XV6681ro0gcAL1WN3roSrWmFeFKqCre8BqN5BX85/zLKyXPDoy9GtpOb9ki75sWfGif9W+O/FqzKMn9DcysHnn8tb88U5VDLNNF1jT23Gs2BO2zJ9sMHkozHxFjVIAH8t4PSH4vM8zeJJO77fPL511zyxJsM7lXD3887EbNrz8ITlaQQJo8OmAg/nw1LM16zWDm5TXX4bc2Fm5EsfRWX94q1VBR0aB1qrtTjUp0BIuxHwYmgQ+BKe0Y1MrpRTcxFoBU6aNDqoJlixYpa5i9dQda2yaTTNDa3cv2dD3Dioftx1AF74Ds2xuCxnHTofjw+5U3WqenKHtttyWl/OZqKTp0L+5GAMjiOdtNW5A010mylsK0d/Q1RepLzqLV8Jki4eTQnz/LalTz58pvMnj2Hf8+dz1ezv+OMIw/i/KPHYwzdjrWx5mLOnDmcfNCeLFjZyPhtx7CyqYXH3/yQk3fdgqlffc/KplY27N+brYcP4ogdN0ePJ5n/ww9sdc7NnLLzZuy96RA2OOPmX7Xv2utP5eB7/sUBY4ay9aDebDTxbu47ZGdqOpVx61szmPzFXG7cb1u2H9yHEssikYiF8pXaljRvzV7I23MW8uG8ZZTELNav6cQxWw7nhc/nMPnrH9hivd5stcG6HDluJHowwUTVtYr/xeNeB5ZNbjYvyvi2g24po1SlM4Blhtvz3dUDORmaoUfK5rrKhhZ5iEoQK4cQiIPsgKnsSLuqhgJe9bJK9BJRvdIsS+j7A1bVz2Xx25Qql2RGVyd7gqgjC0QmDHbk09phFC3qJZNZzLCqz9WTqQihIUCwOGd6SRl6RTV+XthyFTPPUserJ4MOdmntVL8MLVWOZsXFEB4F5EuNo7odQFT/pBuAKmGT7CqE31ffsIJydCb83U+U4QVuMrpri2anTIPYjm4KRrRIDia2LSY+am6+0DMQvCaUHoSyAKE3DYdAZFrE+ZKDEJT7kJYoBSeHl+qEFy9Dc22MdF24/ZYl8xi2//Esqq1j/7Ej2X3UEMZvt3mU4Q8+fzkMRIar6ZTutmYA7ax7r2T/i29mzmuP4Vf3Fu/TjIeSBgC3rCuLFi/h1Skvcscjz7ByVR1LausiBGBu2iPhz8VevmsKtP5XaVbt6S+0E3hn83ne/+zfjB42iC03HMyQvj3ZebON6LHbH9sQ9UfE7BtP59Kn36RLRSl52+HQLYdzyV5bcejtT7Pfp/9m283FKjYcdWpaeOlmodmSzYdBt2pY3vE8dEArqUCv6Iyfz4iJGfksVnU3oV0qWtn7mTRetk3o1GR4rhDYy98VwCrE+gGL4blC1yMHUeXcghDfiuFjh4nbcwNNWlH3sp/PFt6j3Ea80H0a6tcAJO6TBvyhVqroRqCM3qvp2oWamq6Fm4Xrcst9j9CvZ7cI8F6nazW6pvPQzVewweCBghWQic3JCgG+54AfJL4AeGoSjAZifXS9PXsqday+F21wcBXtsZyyIp0SzBg1PXpyypETkN6IixcvYsy+R7H72FEMg7WA9XeOtqeupbktyzXPTeXht6Zz+v478ORe2xKLx8W0KM9j2lff8/RpB/P5gmXMXVHHpOffZPbiFVx13EH06duXpy44mntefo9dr3qQj+Mxup147S8+Dtd2GLlOV96bvYD9Nx7M6TuO5sapM5ixYDkHjhxEVSrJ1a9/zA1vzWD8Juuz99D+PPfZd7z+7Xzm1Tczbr1ebDd8PSYetBN5x+HWKR9wwQvvUJ6M8+6FR9KtS1XIwLZjI+Ux5HJoho6XD5xJFP1r4ThtDNfDC25eumGgx0w820FzdTRDbwdWix+T25XgFsDTnfB3PdRXykYncf1ES/JF3qFSS28YQX4qKokr5XAtIVxO/HwWvawSPBe3oTZ8bqQqBSLnqZOsQOyvndY1ahHlFTkpFJ933/Mi50UF8GKh76FZ8j20f3246Je9BYqu1nddMeXRtNBLK9HsPFosgdfWUvDXBoyqLqE210+Wi/PTeR28eKkAOWYd+D5+4BkqGs2EBMFXwLg8j/Icy457zffA9QrON4YluvwD7bNvlRQ6+QMwq+VakIhFTjMMQa9sbIVw21rxsJ2gqqVnW8Rz0w3hiFm/YTlaRWcBrHNZcc9z7JDhDuVxugDSeroeVi1CL+uEu1L4m+tllaQ613D/xFNZUtfIykULueihl2jJ2uyzyWDue3M6j74zi7KyUob36cYVzS2hx/qQYyayeFUD2dyx4cjt3zPW71VDS1uGBQuX0LtTwWtZ9UD/5MP32O3Qv7DLmOGcuf+O7DBqw3aV6jXNov6S+EOYVcmeRrYdjgosgK3/NkHvmoq33nqL7bbbjokHbsfdr0/n+kN2Ypfh6/HK7EWc88CLjBuxPndfcAKapmGt01+weXauYH0iLya3wKqCSGx6ZRf8XBukqkSZRI4ObK3DbWksAEHbxg/AbOgiAD++6ld1qkawyi72/ZPMt+eiBYMH2jVLKBGaiqtlQMV2q125Sd0X0YtPAsWIYX/Rav6US66kR+cqzjv2UPx0c1gWu/zhF6hvbObmyy4Qz1caNkL9r17UMKWYP0vbFLkv6eagdp5GbqrSqFomZs8JO0tDDaGcluI56NkWbnngCS679R5GDRvEPy4+LRyntxa4/vZIP3Y5d037nH+89DavXXkK3arKw++O7zpU7HcGs64/lT5VZfzz3c9wHZc8cMXTb7H4sWvDJO821XHAdf9kq/X7cuwWw6k+6brV7tO2bZ4/fn8+X7KSprYsr89eQH1bloZ0lr9sPZKJe22F73pkfZ9rJr9H/y5VjO7Xk4HdO/P5wuX8/c3pvPHveRy4yRD23Gg9thjSD8swQrDj2Q5uXnyXjJi4hoxELASNEiBJcOjZTqR0LcGqk81FjluCTBDXtpGIoQfXqwTCaviuF7Kwasle3U64veDY5HHK0E0r0GVGgaCby4Wvi3i/yudDVCMrw4yhl4qR2NIFwGtpiHb957PRzn/5eFEpvaNR1Spg9fJORGpRLB1Y3WMgzqcmbatk7lUZ5iKLLyD0xZZ5XYsn0Esrw/fpNtXhNqwUZIHsYdAN9FQZWiyBUVEtgKaVFGA1lhS5zhXlez3TVGA20w3iuZk0oZE+oMWTBWCodt/HSuQJEiyp9Du1ksJf3EqiZZpCplQ5odFcHtgG+mZMHI8kMexs+Hc5NSpcdOhG5F6nOiZ42bQA8wqLL60c/UwavaIzXks9mhXDaxHjzrVe6wdVsTa82gV4TXXMnD2PC+58nBnfLWDogD7ccPLhuJrO/c+/ygdffMsj5x6Jhc+el9/Dwtp6nrvkOPb+6x3tvj+/NbKv3cuEy29nj+3GcvhRwi5L3ks0x8ZvquXsG+6kFIe/PfSv333/ubceIr7t4b/qtX+4DCD/4TOF7RTrC5VVo7nxbr9q+//L4TgOW23QH9t1mfH9EhbffQFlhkH5kZex/I7zGXH+bbx920T6duuC2bWnKO9L1i2bjuq4nHwhKaVkOSsuyjjB8AA/0N649cvxs6Ib1nfdDsGqr8gswseKVv160UJDT5WHq+zweZYVjlaMJFSlYzjC2iZTaEXAVJUWhIlZSgY6kAiE5vw/EtM+/IS/XHgVsx69lbhV8AWcvWgFOx1/AQven4xWrDMtlhoE5zSip13dJBdpa6UCU1mS0vRCA4AWJGdlZKAspWl2Niw/LltRyz2PPs1bH81i6gNiLvRasPrbI/3Y5TTbPhuefA2v/+0EBvUO5mrrBo6dZ+jxV/LgCfsR1zX2vOFRdhk5mOZsnuF9unPuftuhJVP4mTRupo1vFtey21UPcsPBOzLmrGvo169fqA+Vcdq4kTw4/d/07VzJ6L7d8XzYYf2+lJTEac7k2GGDfpFrp9iGCgTY8zwfXXZLJ0T5VLKd6nVsSC9lo8B6qv/LfUABnEqw6haBymLG1IiZIRiV/0twLPdZvL+QtS3SaeoB2Fa3pTLBqubVbmnrUGpgJGLh67y8gx4zw5wV3nviSfSSoKM9LjrgZcnf90STpDpARYLijt6/ZujhsRZXDL18Ft/18GwnfJ2bt9ENo917V89Zh+9H7kPmRNn0FABqLZ6IalWlLjdoJlMHCjgrl0S8c/WSMsGKAkZFteiTkGDcEqV9L14WDj+Ro0X1tgax0F65oMhlRhAbckEQDrSx4qID3RFDcHwjJuyrYkmRC52skAUUOcKommPNyQozf1n18r1QSiCraiFL6zmCvNGNgneusuDwHWVIjm6AYwfnygrlIHpgESd1u0IiF8eLp4Q0IV2H19KIs2KhuE/ls7hWAsO00KUu3M7zz7c+5rxJD5HN2Zy299bEkiV8OXcBT74zs8PP/bfGLacfxazZP3D/rVcH78/kk+kzeOyFV/n33B/45Os5vHHdWYw6/rLffd+5tx6K/P5LgOtvlgFI7UJ860Mi3WHS/7RdFAnvY5vtBwQs6/8hFrWjME2T976Zx6FjN2LG90s4/ObHefLUg6ibdDbdTrqOXR5/jR1P+Rv7jt2Yow/el0F9eqJXCMsJAfKCCVGeIwBjcIH4LQ1CdxQX+iXNCZKRpotRrb2qMVtXAmAv/C7UwIZlNccWN0AlsUK0TBc410RLgnWrwptgCGTtwD7LjClm2EW+jYlUAchl0hBPiPejq+bhdlj6UxsvwiWUwtRori26U6VliqpdCpLe1qOGM3S9dbnywWf561H7hdsY1LMLJYk4M2d9yqiNNxLHKEfpqY1U6uxrZduSVZWAOfTsCzVTdkE7pVpZFTs7gGAnwlKelBiI89GjpgsH7b4DD//rlfasz9r41ZE6+CKa7r6AskSchSsbGNRXlM48x+bce5+nf00Vw9ftwazvFqIDpx2wM+v37i6+i7lsKKXRLZNBNZ246oDtePiDLzhz4xHsN3wgl+y8GT0uuh2Ap47Yjac++443ThnPOp3KI9rP1ek9O2JCATTfxw/8e+x0JnqtKq+VoM3PCpZTMpy+54VA1g2+TwVGNbAYCvSpcv/FDVluPgpmzUQ8cqwhCM7kMGKWOB4FqEXYVtcF10U3DFy3sP8CIBT7yjenI0BessKaoeNkc5iJOHY6I0Ch7UA6i5GIKee1GbM0HZatvWARLxf/vudG5A/qvtTQDHEOw/OuWkJ5Lrpp4WGjuQKgy3NsS+uvIG+K852LnFfJVjvprPjsAqCvB5jWbW7CiMfDvOrls+ixgoRLsyzhxSsjkI3piVQITM1q0Snux0tFjjIs0eDkOeAoFSFNR9dNvHgKv6RK5C4nJ1hX10EPmpO8hhVi4WYX9KBaLIEmtf7NKyFRKsBeoizs/PcBo2UFqierYEcDYCpHouZaA8Bq45uWaHrSFWCrGaLapRIY8RJ8O4de1gk/n8FPN6PphgCjKk7JZYVsLZDcoet4LY34mTRGVdfCPciMi/NkxELA7dYtC6R2NnqiBEvxKJe54bBdxvHhrC956LUPuPCIfVne2MqIJ16m7ZnrKdnvLH7v2GHEQK5+6FmchpXouo5e2YWT/3YTY4f04/SJVzFs2DB69er1u+8398b9hV+KHDtkFDs3ydfEtz9ytdv9SbAaIuTgQ5VAFVg9UIUQnBbH/2WQqoau6zw4bQadTj+d2267jec++IJ9Nh4MwH1TZ/DO+X/i2tc+5pq7H+HuM/8kSjQlFfj5DOQDzVBGGYkqu1hzWfSkA/IG4toiSZV1xo8lcTr1Rs80iYsvnxVM7epGClK4SXrBDQTETUf+HLIgwVdJJsyCLU4+FK97jl1gOBCrTeECULBLEWyADUbQlBXaZCnNZEqzBZ6Lr666Y8HN1MtGNLa+Y4eWYbecezybjD+BEsvgjIN3x/Qcvp23iMbmFvp374Jv58SNLzhOyYT6fjB6UFYbAl1cOFbQc0SDVDB6L3QGCICzpgDbcAa1BNqqBlcK/SXTCoIt8D3q6+q467FnAx/dfIeJYG388kg/djkn3TeZXl2rGNy7Ox999R3PffQVz73/KTWVZTxz2kEsrW3g4qfeJJO3eW/WV6zfu3ugaxOfmQQ4umWy/5ihjOrbnSPvfp5elWXhfr4/5wgufvkDJu6yOT0qSsV3swjYqUydbhi4th2yi17e6ZBNlCFBW4d/ywvQFwFhAZCFAgh1i7SqUlJQHCrIdOW2izqxJdsro1hSoG5LPQ+uCoglsA3yTraxBV1KF1wvbPqCAgvrZPPhc3TLDI9fnlczEUcz2oRGEcjVrgz3LYG5ClDlsamstWFZ7cGrrqMZTgSkF29LLOoF6ys1vh2eE4VR9jIuRsxCx8TDiXwe8mervBw9VYa9agW6ZQpA6ghfVKOiGq1rb0g34pd2Ev0Nvgf5jGiespJ4LfXoZZ3AyQnWtUw0mWqOmA7l66ZgJgNSwDfjaA54ZgLfSqDl0hgg8mCiFK+lXpAWsYRgUmVTVjAQQM+2hM1SRkCshMRA2N1vh/pTI10nKk75jDjPjiHALVYgC1Csz/yCPtaPJQXB49poVhyCKoheUi6sHtWKWWCv5klZQ/j9dPHbskIiAZBpFhU4TcdbtVh8fzNpwW6bBXtHP5CTaLEEdmszn/2whGRcNDrHLfHe1wRQBehX04myZIJP//0dG48YxmezZjF34VI++PQrLKtjFv/3iGLAqQLTjkIFtxGgWxS/rsFK14ltceCveunaKIRlWUyaNIlJkyZFHtc0jXFXP8iHlVcz6/l/AkHZvqVelNytJFquFR+ifoC6DrEEXmtjwQpKWsbkM+iypGLE0Kq6obc24qSbw65fVVulJmd5I1FvKJLt0Fw9ZEEkS+ApTItZkhRlNs/Dy2dw0o1hWUszdHTHDhu6NN0NAapPLOz61WKBa0GuoInyc9mwa1OCUHGOGiMlI98NXAwCvZvveXSvKuf9B27gpKtu48lX3+bEfXbgzhfe5PQJe1FZEi+UiYp0ZlpgVaOJB0WzgY5I+KaFns+IlbyTRdNzoozveWhePtRz+ZouHkP4DYbSCScHlvjMBDg2RbLNt7FwwUI++fo7pr37AQ9PmUYyHmNVYzOvvjedHceM+HVfvrURCc91SRgabdk8W59zMxUlCfYZvQHPnHkIg2o6hc9bVNeEZRiceu+/uO65qXx26zkkdD9ybTjpLJ7rMvXzOSyob+bAjQbRmMnxyv7b8/Cn39KtopTdNxwAFDXjIMCWlQq+BwFTqGXFzdROZzq0SpKMoWbouFkh41HZWjWK2VFPAVsquCo+JhWwQVHTVbBe0i0zbLKSx98ROFUlARBlX9VtRzSolomTzeOks5HXqBIFwzJxs0qTjZKPpPaTTD4E7HY6g9GcDs+HPC5DuZHL/Odm83gKsJfnRQJiNeTnpi445LYizVPKazv6PFzbQTf0MF+6eRsnm4swr1ZpiliPPrh1y9HLKjGqumL27B+W+I2KajAsnIoeYCXQg/K5u/g7jG7r4tYvF0xwYy2+k8etWyoarzwXM+j+981EaOCPHlSMAs/RsHTviEW6W1KFnm3BS5RhKIBRvF+Zr3OCaQ0nAYqcKF1VpJ+pGGkalPUdW4Dk8OQLoBqctIJNmuwjCHIvWkHnGvqoBsy5n02L+0MmHTrbFDfHiX0lgv9SeC2NaJl0QXLXsBStrAq3YWXhZc11YmJlPIHXUBuyixff+zQVMZ1OpSVMefkNxm2xKZ7ns2rVKjp37tzue/SbQzfYc4uNuO+FN3j5/enc9tTLXP/nfdcoUO0ofolr04/JTn8arAYfmNQc5KY9Uljpro01Ful0mk6z3+edb+Zz61Mvs+PGQxjUf12MklLRuVnWGS1ZHqxkPUg34GfSAmQF5QgJuLRECTSvQg8uMD+fhWQ5RnU33KY6nLrA6ipvB6DSwVWkAIZsmghyRWg1o9wgQdw0jZgVMjGaoePmcuiKT6Gbt0XDRcwEG3zLQ3NsjFRZwFIKYKopTKrFsfjwAAAgAElEQVSXTRcaDPIFCywvUyi5ST2rMLNW7LyCcYOaI1bHcrXbu3MFL9x8CY+/8jaPTJnKifvvzIRdthXnTGqApfehbGaTE3OkbtZ0Qu2UFnT8C6P/4Ppw9MgMaR8E0M2lIZ4K9KiZ0IDbb14lmiB0A3flYqbO+pqTr76dpuYWNhm8Lkvqm+jXowu9azrz2ZwFjB6wTtTJYW386ig7dCJ3en5EwwkCUJQecgkAFcDVX/3AoXc9h6HrjBnUh3lLljOwezWNrRn+/f0S5tc1kcvk0DR4/su5JEyDXW9/mmUtaUauU8OOg/pw6GbD0DQNPQA0EpwZiRjxqkBHqVxDZiqB3dxGrDxFrqGFeFVZCJo0Q8cqK8Fpy2KVpsisDK7lbL5ds1MEEKqsXxGAVUMFViq41GkPDCFY8BoKGLOJADrP9dCD0rn8GaK6WPW9SabayeTJ1jcBoFsWbjYX2a9uWTjF/poKtnFtB0MB0zIHycfV45HvywvOTUdAWp4vPwCkKsDWYya6Vzhf8m4pAaxuGO1AvATjKhj2PQ9P1/FcD0NZfOgxs8BYmxZ6RTXWuhsIhlQCvngSEmX4wQAVzcnhWwm8RBl6myPAWU7kVS2Zwlk8F6NLT5Ezg+Ysr6URo8s6YBjoudZQ/iRK/0HOD0r3Wr4NL16KbreJfdhtuKlqkRuzLbh1y5EjbUP5UiImcqtugqEXZFsQMKaIhb6moeVaRWNTMEbcd/JCRqabopHKzYuyfFsjBIN0wkYsz4Nsi/AgD/at6nU10xKOCUFfQFi5C3oj9FR56BrhZdKiyunkwwYwt26ZYK51Hbdueaht9TNpjOruuA21OK7LpGffYPaNp/Hx3EVc9MTrzNhmc/bYfAT3338/Z599Nr9XSB93zBin7LcjG/zpArYcNpAPbruY9SasGRb3l4YKYFXmVSurXu1r/uM+q2uj43j22WfZb7/9qE4lac3l0XUd3/fZdFAfbj/3OPr3qEFLpjC79BQrTCcnfFWlmbWcRJJNo1dUh6BOS5SIhBGU8JwVi2j75gtAlOi8vIOTzUcSdKRRIxFrxybIJK9bZlBei/49bLpIxHCz+QhDpLJIeszESJWFCVcvKSM0vC6eRV7UqR/aQkk7r0Asr0528aVHoucFCalo3nMAiEO97OoaA2V3samwv5J9DfYnSz9eugXfivHs1A9ZMGcO6byLl21FjyVIlpXT2c/QvUcPeq6zDvFcK7U5l9rmLJNffYM3P5vNLSeMZ5dNh3H9U6/x+mezOf+oA9n11Mv4/MFrGdS7x3+Vtcj/D9F8vwCm5UdGmw5c1+XEE0/kzjvvZGSf7uwxeghfLVzBa599h+f5aBqs17UT/TpXYPrg+TC0axVTvp3PPsPXY/xGg7EUfaKVSuC7HsmuVYDQYMprwc3m23fDS5YuWMw4jfXh4/LadjNt4nfdoG3FqvC1EnA6bVmcTBTQqRrZ1YHVYh2tfJ7UtPoBmNIUkKq+To2wwaqIPZXvL98itKO6ruNJVjVgaO10VoDJIjcC3/OIlYkucz0mgKyTyYeLbAESC5ZEgj0t5CQjZuLmo6X14uY2v4jxDLfbwftU33/kM1QbsTrQJsuFvwTJxccDYCZjkWa20sFDMLoIX27htSpArK+buKWd0XMtePEy4WdqZ/GCcZt6ug69rRHNyWLP/4bMD3OId+2ClxEAVq+oxqzuhl5Vg1vaWWhGrZKCN2ouDYYlRnbm0tHpglBoJs0XBtR42bRwrEmJvE5JJXI0q2/EwuZYqe3XnEBi01QbmaylmZaQmyVSYWNj8EURIN3JQ6qK0EvVtcMyvTrwwWtpDJuDvbaWUAIgPotA5pZIYVR1Dey+msN+Cr2sEpLlQr5l5/Ca6vBaGnDrlgu5W6IEo6prSBAtXzCfjY65kO9vOp361jY2vuhOlj03iU/nLGCfi27mu/mLKCsryIV+S4RgNbh/tW1xCJ06dfqPjZz/pfFf5bO6Nn46dt11V4YPH052+SIG9ezCvmNHsrKxhUkvvcvoP1/EoZtvyDmH70VPCHU0eqocJyjhyJAC+9DeKgBXXksjWiyBXlIWlpnyzWlcu33SVm8oqlbMd73whuDmnVDrphl6CFr9QFMG4iZsphIhewtgk4k0ZEALeqJECN3bWgq2VrmMSES6jp8tgFDftsOuWA1FdytXyMFWQxCvmnarYFTtDjURjLS8OlS9bGB34jt5tJhb8JwNGm2kl6yXbkGzbVqWLeLoq+9iQW09mw3qTVkijqObXP/g89RUltGpLIVlGmRzebKuR015im6VZQzu04MZfz+P8tIUs+fO45bn3uDNf1zGiEPPBGD4Eecw84bTWGfBHFKpFNoa1D79X4pikCrj26sEUAXYtH9P6lY1sW5FKXNvO5uGFfU89e7n7L7RQLqVp5gxdwkvff0Dd3/yNZXJOAduvD6WcqOwUomIltOzHcxkPLwuso0tlHStCn/XDB0jrmg/PRezvAIvkxbXqu3gZvNYAWDzPZdYWWBTpLKfuo6VSoQgE6IANLSXCoCrCqyKPVclYPMCayzP0MMFpB74rFIkp44wlJ6HrmgFvbwTglPf9bCVZqOs0vXvZv0II+sFpWHDEuV9CXahAKYNywzPo04gqZJVIduJHIca6vG42agbgArMjUQ8BL8y58nzFcoPAN/QCwt7zIhUAAInBMXpQTKtfiBf0nQdJ5NHlxUv1yO74HsSuhFWkcwe60JZNW6qGt8qwQnAqWZnwnn25qofhMl9SSV6WyP2ikXEu3ZBr+wKeh1aIoXXVIcbS6BV9xTMZaAt1VwbLdskJE9WPBxmQj4bGuhjxsVjrh16uUqgF5ILyXLBqhrCtgrfE6Rq0Jgq7LEE2+pm0mHO9XNC96rFBXjUJCnQ2hhoYwO9f7pB/G6IvoVQixoQOpJY8NLNgjmNJfBaGhQ7MjFVTDMtvJYGQUyEwwJ0nOULBYgt74SzdB5+Pkt+2eLCAsXzwuqmn8uytL6RrhUCjGZth0Q8hu/YjOhTw7YjBvG3I/bi2mff6vB7+EtCjocGcT9M7n06ydU//X8q1jKr/8WRy+X4+uuvueuMY3hm5rccsv0Ydtt0KBOuvo/ymEVtSxt/GjuCE3ccTe9+vQGxupa2UH5bM1pJeQjO3IZaoaWRHoKOjVFRjbN8IQBty1aEyVE2TKiMCRDqxIrZBiiwBaqVjfRMVAGw7EZWu3gT1RXtLGBkctCUpixR+pHNXUahQ1O1sipqOir2pY2MJlQY2XYjYAM2Vh0nK1hUQzAQ8QR6IhVMc4kyvNM/+JBH3/2MZ6Z+yKDu1Ry01UjaMjka0xn61VRx6+T3+HTessj+Xr/0WDYf3JeS8efT9tS1lBxwDrZts82GA9l32804bu8d+Nc7n9C/ayVjTrmawT27snBVA5WpJPuOHsrVh+1C6uCLVvNtWhu/NWpvPoM226Y0XrAnyjW0ksvm2fDGf+J6PlXJBMmYyZ4bDmCPYQMYXCMYDbUJyEoFGjgFyMjIt7SFwEf+3UwKoGokYoUGRSmRUabkSCYwW9cU6i7NVAIjVQoUFmyZlQ0RXWZbbUNEzqPqKuXvxU1Zbvh7e5sswSqKa8ywzBD0eXlbLELtwjGL7RsBIA6Ar5Ir7ECj6uZdfM/Hc330YA6nF7gg6IZGrCyBnS4qravgMGaE+9QVoCkmbkUrKE46E/ndc9szznL7QqaRxCpJRM6VKpko1qiKxXwssmDRg5wZLuzzdrgd13ZCsC2BcryylGSXTpEpY7ppYa7TH7OmN25pF9EUJb1L3XwwXrQEvWUFWms9fkU39EwT+bmfhyNUzZregY2gHmmgw7CEo4zUn/oeWqY5HO0tq1iaFYt4vroNKwXItMVnb3TpGehDTeEGYIoeAWlBqOVa0HNp0fiEqGJJCQFQGH9bNG5WVrL0VFmhihhYdvmOXQCpuYxwfpCuM4FNle8EvuOBnlXKxfSyKvREScEuUlbngqZfZ9k8cW0rMhmzJIleUS3Y18Db9bo7HuCHxbVce+D2fDJvKec9O5V/XXEaVzz0LzpXlnHL81OZfsXxDD371g6/az8n2p4KhpAE5+p/lbxYy6z+D0Y8HmfkyJHcMW0WZ86Zwzn778aZM77m6G02ZlVzmuc/+Zpv5i1l6LmT+OCU8Qwevh6xsqpQ/J2bNxs9JoTfsslAhmZaQsMjOxgRJXmbDF7ewYiZeK6Hnc6G2jkZxaWskL1RbK20fOE1TnAxm9KQPEiC8nV6zCTfIsqgUqNm6IZoqNKNkD3VTAs/my4MlPCM0C5EDhIIHRIC+UAxUBXHF/wsp23Jm2fR+Zc+sj6EOloxUUeUklSzaT2WCB+/46nJ/O3B5+jduZLyRIwv5i+jutN8OicNKqqquPa5aXRKJZn5t78wY0kt7327kGlfzmFlXSNOm7hRlhxwDvPmzePA7bekpks1x+2+DYZrs+/YTfDzWZqeuZGPv57DgG7VvP7pt5x2778YO6Qvu3H5WsC6hqLraTfi+z7nbz+az5etZM7KRuKWQb/KclIxi9O2G8UW/ddhYNeqwpCAvNNOn5hvEeV6NflK4BQL2VEvlAXI8PIOblZ4geqWiZEqFeb3nofdLB5vq20QLGsqged6JAAjHsdz7PB6s9NZMmkBBkp7dqF0nS6YJQmavl8ijs0tagCylYbLkG0sgFQV2IaLWMm8KsBUssAhSxo8x1QaxIAI86uC1PB1SsuEcCDw2wFV3/PRkwZu2sX13AjglOBVc6M6XPl5qcC7WMMc+TwgYGrbW4qpr1fDTEY9U1W5h+q8YsSs0HfVyebwrMJxSZ1zy4KlGIkYdjpLSdcq9PICONPrF+F16iWAi2HhGnG0wMDet0rwO6XQln0HpZVosQRuSwOaIcCXXlYlhgNUdxP603xGDDkJyvKhLVS8VMwPNCwx4tuxRXk+KK2LMbFBQ6lcHDl5vLLOokHVjAu7QTdfcEZJN0YmLcoSv2iojYVTEiXYFN38wYAazxU+4jEvqMgZoam/l0kHzggFcC+8wV2QfrSJFHp5tZhiJp/n5PHzgTOMGcNtqBXaVdlgrPRveLZDrKpSjPANgCqOjbtyCa9/MZdjxgwFYNq389l+xGD+8ezrLFi2kmw2S6/qCqb+ex5DO/ym/fL4XwWqPxZrwer/SKy33no8PesbXnjhBe6+6Exe/WY+vu+T8Tx2Xr8vj878lkuHrCsAXSZNdt535BpECSZWngpLe15+VWiSrVlR8GeVlwc3xHxoCSMTqJp0Jdvhuy6x8qDcGNyEDMsMnQFkl7LvefhZURqzUgmlKUIkXTebR7dM7LSQBEhrFiFPsNGlF6yyosVzA7F7eSBraAgntIRMrGG0Y03ajU+U20WAX3VKlhjzqkdX8PJvsUQwa7tFlIoAt34FVzw6mSsenQLAut2qOW2PsRy441hSpWXoyRSfffopT7/1Mf3XraJv50r6da3i2NufoaO4cMKezPhhKauuOQtD3ggdcbyWabDl8MHguaTiFpsN7M2p977ILhsNIv3YWsC6pmLxpcdx09szuWbvrblgwDrk8jazF9XSv0sVG9V0pn95KW7WDm9mkYYZtXyc0MPmHs3QsVJJco3iek1UV0Qar+RrVVN5MjkMudgLrh0g7JbPN7dhpzPYzW1kG1tw0tnw9XZbJryGs3VNVA7shZ3OUNG/J83zl5GpbQj3K6+f4kVf8bHJcPNORNP+YzZbMvLNmWBfGtIz1nM9XFspw+cDoGZokecJyFhoYlL36bk5YimLbEM23L4RM/DwIC9eJV8nmdeIVj/Yh7+ahmLN8DBiCcEe2w5+tgDoxecV1chKYGMkYiIXQzhuFITPbego0SaOOVaWwkzEcYPFvXRmyDW2kg+cDDTDwG5uw0ispNLJk29sDYmJ1Mgt0Sq7Ylhx3Iqe+LoR+j6blTXkPn2rsPCQw2FMWf5uRDNFUxaajhdPoeUz+PGU0KzqBpqVEPrSQDuqAV66GTmG1c8KH9RwKEGgT5V51jcsjJbagj5YGvfrutCRppVBDYpUKwSdivMLWCJf67q4t+UyBVIB8FobBTkTsU+0BRBOptBiBpoVw6jqKnJ9Ni3+BbI5zwmagy0z4n0rPoPCd15qXP18Fl93mfLlD3y1aAVbHrIzmq4TM03SjsOTU6fz/oxPGThwIC0PXdrhd+znRtsTVwFQMv7837Sd/+ZYC1b/h8IwDPbZZx8GDRrEyxtswKV7jGXmouW89PkcNupaLRKkY+PWLaNl4QqgULbP1omLPlZWQryqlFiZg1mSDOeAAxhllcS7dsZOZ8jVNUcuRDMRw8nmQ+2WvHlmAmArS2KebaNbFthR5gQI7GKymMkYmqsrujcHLe9gJmK4urDCMoMGFAAPWzAYANJqJFUOnodTt1ywSyASkRGwqiZhYtIsq6BdhUgpJ2RHzZh4jjrOtahEK50WZOhllfg54b2XWb6I0yc9xr2vvIeuabxy1alsucGAsJzmtTTgNdXx5JS3GdO3O7f+aXdyDS10PeuWcHsrrj05/LnmnL/z2EdfYZkGt09+BysWw8+00pqz8XWD0YP6slnfLjw0bRZfLFjGE6cdxA6X38dLM79lz1FDfs3Xa238jNB1jW0H9OLSye8xpl9PxvbtwcEjB7PHAGGuLQEniGaf6GuVDvGA/XSyeZLVFQXnjWCBl20Wne9mIo5VXhJ+x33PxQiqDyBujHguZolgSjO1jeRbCg4R/4+9846Tor7//3NndmZn2xWuwwFHOzh6FUWILTYULFGjJtYYSzQmJsaY6M9obF97YkhiL7FFgyUawYhGxYo06XDAAXdc77s7W6b+/pjduT17R+BejwcP9nZnZz47s/uZ9+f9fr1fLz2ewEimMJNaVuneygrELCLbG/HlhQkMKCO3cgiCKBD5EEUFet+QMw1JTkCexZEXPVh6z/Y9Mks9Xf9O8Gm6z5t6RvWjh3ImiB4E0YNl2hgJAymUnkM0E9u0kYIStmWnx2K61ADnpIguRSAVSfXQBXCoA7aWoQMJCKIHURJ7nZMMesl6WTaetFNYNo0gw3v1WMKHAt2eY4iSF1GRXa5yRg4r24Alc16cMfX0BahN7envSA6mZuAFtykvu7ksWteMZVm0r97qmiKIikxn9RMUjBkCgP/gE7F9YSwl3RgkKfjG7kdy1VsOPSOtkW11tkD6eyX6FIS0JBWCFzO3v3MOMtrRaR1vj+RzMpjxqEvNslOJnuQCOFWpVAIx3ulIS6ld4Atidrf3qL0YutOZLwguP9WpaglugJptietkLzWXguDM/U5QjJnATsYdwX5ddzO2qRYnYeMNOAG0Zeh41Ihzj0lLWHlEEWTFCVbT2V1DTTq86LQhhanreBVfj3ZvQMFbPswZWqwLO5Vg/qLFXHLXv3jinGMYcsXfab3jEoqCfh575X1Ej4f+/Z3zGT79ar4M1Ceucx9/xCl0D0NfsLobYvTo0cwZVYFkWsw79iBeXbeNFc3tToldSzo8G6meaG0zya4EoiQgyiJeRXZkWtLZTiOeQFcTbrlRtJxMgCB7HZmXgCP1ksnKZBoHXImXjASM1NNkBQ7xP7vB4sPdwkaiRwsycxP1KjIGWRI4Wd3CHlFwypgxFSkvDyOewI6pPc0IacqBJ206YJsRx5taEBxt04/Tzc/KoNqGjsfQHHMBN6Oaph9Iksu3AnplYvEpiPlF1O1sYNyJF6MmkgwtK2LhdT+nPNdpZrABQQlgWSZGVwcHjBzMFU+/xvbtjfgFgeL0cBquu8DpSrYs1jR1MPmOS3juued4/a830trUjGE6+rMB0cPmxjZu+OdLAIwoLWBzUzu3nj6bIUX51LV0fqyAex++Hgz4w93co/+Ellic97Y3Mn/1Zh59fx1/OXIGQ/LDvRZ4hprIsgyV3KaizEIs1RlDVGTiLZ348kNONlUznAWb5CUwaCBiQal7sxcCTnY+mydoJVWHc+6VUGvrMZIaYpoLaaY76MEJ8ly5KstGlJx9yjkBlH65zvPpDFRoYAmxeoc+1Es9wK3OpINL0wJMN2j0CB5svSfg8yo9maekZrNwUy07onGWt3awtKWD+UfMZFgg4G5vmzaedNCZSWZqqvPjTUVSSErP7SpzTAAxkxW1bT5o7WRbRGVGWSEhj0girpGbOR+aiak5WqeiLLhjtkwLzB6OazYyFARwgt3M9kLWXObOd5+AbFWAbOcuXU06FAjL2V/myGaahpUNtbEdOSeIll4gSEE/wUED3HkuZ/QorISKNKgSjyCSWLeUeFM7ZlKjbfVWfHkhUs88QHjsBLzFA7AKKzDyyvGEipDKm7CinYgFZVjRTidzqTpzqNFSj5hfBGnXKmwLIRV1nacsfy74gni7GhzJpnikJ8vqDzoBp6E5jUZpnqkV7XAyr1oSj6ym+aJxJxuZpZnqkWRXRiq7U9858envpWX2NBHrWpoPK6TL9+nvfroRMVvxwtIMEmonvrxwDwUkmubJZvVFWAkVI57ssR7W9F4UACG9EBGCOc770rASKo+/8DK//8eLPHn2HA664wnned2gKxbn8MkjUdUkR0ysYtGaavz+L9YGlZ2JzYxlT86qQl+wutvi6KoKHlu1mVPHDmP+Dw7GJv1DinYSq2tGrW8l0a5iJAyM9OTsER05GCOpueR+QRRRm9qdnTa1kzu03ClV5ASclaLfR6oz6gammTCoR6fRBilLziWdPcq+aZtmCjPpZHClgPOjtCwLK6K6pUXdtFAKnEnH0g30tENMhuMqpMtoeldXT6ksbd8opANhZ0JJOrQBAEnGjnW5tq4ZXhPgEvLtpNojP+V2/wtu9tXOaLfKinMHzZSv0m4slqFz3lW3oCaSnH/0AVx/1nEEFBkr4ZD1Xf/ulLMqnzFmGA33v8DE6x4gR5G5Zu1WCsIBUimdI8YM5Q8L3+HRJWupvfFCpq15iWNefo/2eb+h4KJbAOi65/c89MYKnlu+kfMPnsoPZ03kiBse5Ed3/JMV2xqY95O5X/+XrQ+9MPC6+xkITAEOv/iHPPZBNac98xoPHTWTYUV5H7EfhUy3fZouktRcXqZT5Qhi6jrhkZWuDJFHEJ3qQUYzUu3E7G4Hy3KbT+xUAr25Dj3idMCrTR3pTnfHScvUDDewNHXTDboApKCIHA6QO2wAXZvrAIhsd34AuUPLCQ8sAaB7a70jhq8bbjbU1C12RFXu3bCVnbE4Z1UO4YDyEqyE0VNOt23e297EMzU7aYkn2RFVsT3Qkf7cQ3NChEVvVtk/PbaspilTMxEED6ZuIQclN5DN8FRt08IWPLzV1MoHbZ28Vt+CaduMCIe4Y9UmkqaJYdvcN2UiI9OyQIIoIAK26XH4qWnlAkH0YGaa1rL4sdlBqGXaYNqIUjqo1UCQ05z8rMatDDJlYktzmkitdPNVxlxAjydJtPZQLuRw0D1uqstwq1R2OhObaOlEV1PIOf70Img7lm6QO2wAUtCPUj4Q29DRd24k0dKJlv5eZGTSdDVJx5Il5E+ZjFfXEWQ/iDIMmYg30Y3H1B1TgO529OY6pLIKhGCOQ6+KtWKnYniNWsxQEV51pyv4bxRUYOSX40mpeAXHopR04GZ7ZXdx5SqpaElXOcKVE8x+PU2fsDIUgLTeaWbOhSxVFzdrm87gp0v8Znc7Zmu924+Qbc/rXk/NINUVde8z3nTjox2POP90vdd7MhnxjFZurwWKIKb7QHTMaAstO+u49MEXeHPJUsaMGdPruB3xJBHNoLq+hZrWLu445Uh+/9zrfBY6/365+zizABIkr6sDvaejL1jdTTG8II/tHRFEycvI0gKkoB9BFNG6YmiROGpLlHibsxo1NZOiMUUAxHa20bWlidwhxYQGFCIF/W5Th9fvI9XR3aOjGE9ixJOkOmNEalvwF4Yxkhqa2sOtAkDV8CretNtKbwFwO93t79qemj0ZVSu90s10PydMs6fsme5O9gYU7KzANZN98gYVtznhw1ww5+BWmoifLh2leUl2KoEQzne4pobDV8r4WDvvS2J7ZZdzlAlk0x/I+U+NYCXjCHIUjyTx72t+1uva9GrQSGv4WZqTnZYkLz87fF/uePEtIkmNS555zd32gpkTeLemnuKcIJfNf5WrDt2X+mvOY8Af7na3yTv3Bs4wL+eMmRPJv+D/AFjTL4elm+u48eRDCckftYDswzcHj8fDqWOGIdhw5n/e5Kk536Mo1NuBSg4HP5J5y3TJZ/SFgxOnOc8X9EevWePw5GrWOc8VDcBsb0Tv6nK5qYm2bsLlxZiajihLJNq7sbSem6srPyWLGAndDcAyXcupSAopqJDMovtkgt5Ea4crZ5cJqo2k4QaU8ZTGb9/9gP2KCxhaEuR3768msEJkcCjInEH9mTuoP8/XNnD3xq2cVTWUoTkh+of9hGWJ4158k5Mqyjln5FA305kNK1Pa/1A1RFN1N2DNfA5dN7lr3RZea2nj+6VF/G5kJeNyc9zmNo/o4cbVG1jR0U1lIORQFLJ+G5+WDc3GhKcWfq7tPgn115z3ubbLXNtsNQEjoaGrKfyFYUdmSxYRJC9qUxe5FSUEhw1w1SLalqygs7oeJS/g8qF9aavfjNuWIHlJ1W1Db6pD2LgM36ipWEkVu2I8tm0hFJbjEUTM7nb0xu1IZRWIhf2dC5KIOFJPqTh6wzbEgjKM1npkU+uxFN251V2gW2oUIRh2VGlkxZGqSiUc3mraeVEI5rjZXCEQdjr1STfkpd/vVr8yyitWT6DqNtumkw0ZR0erux1bdxq+snnjmUoD4PKITV3vcWHz9jQcG7FYL3MNUZbcZklT1x0qW1rBQgj20Mci8QRnz/sXc8cM/UigKkhehvoV7nztbc6cPoaa1i68wpfXP/2y9IHdEX3B6m6KmX99ksYH/CSiKoJpkeqKuk0Zjcu2ocd0UpEUHtFD4agC5HAA23JuUnJQRg4HPmIH2CPMrRLZ1ujKsliajq7qqIFV28AAACAASURBVC3NeBWvu19/fo9ci23ZmJaJqZt4lYxslZ0OSB2+l5AlgePwzAQ8ogcjy6rVFEU8WROKriZdqR9JdoKAzAq4V9Yjq8xjS04myBtQnMkm3QntNTTn+IbuOGtlrGjTun0uLUCNOMR+QYQ0DQBw9PboUT/wCJrDh82SDerVwAVgWZixbrqicdqjcXTb5vDxw6ks7cf8t1fz33U1eAWB8vww27pi/PrI/fjb/5bxTk0DkaSG8jG2mZkgNYMRF9/GiM/xnenD149hf/4nACeecyxPrd/G9o4I+aIXUXayQb48R8dYSQcNpq6jReJoERVBllAKnBK8RxDxKAGan3yQzg21bobSSOgo+UFExUfHpia68yRuenU5rze3oVkW//3VKUweXEa2nnHm5mplZUIznMwMlzJnUL67bf6owQBu97nDoXS+80bSwEikueWmTUw3+OXSDxgRDnFR1XBsC348ZBC/WraKt5rb6EhpzB3UH9GyUQSBeFxjcXczY3NyWNreQYEs84NB5Z8YpGaQyag6WUgLQRYwNRPLsonqOr9ftY5Vnd0MCvj58/ix9POkeeu6RauusSEaxbBtdsQTTM3L+8h1m7rg1S9xtb8cshebn4WaS0792OdTnSoFYyvI338WdkIlsmY1HlEgNGo0tmWhVm9EV5OkulOkulP4cn1YkunO4QBCUHEX+6Ii4xFE1BVvOQummnXIgyoRQk4nuzx0LEZrvaPb6hGwgo7lsMfQnI54Q0evq8bWNbTqlY4iSm4BRnOtYyoQDDuGKOng0rGrtpzyfJrXCqTlpJI9GqpZFCtwyumC3ynNZ2gFVqyrp+8gq8fAtixIJd2mKMDt3fi4pj9btNySvig5i/xURzceMYqcG3Z/R5nfVaor6ko6ZgJ/pSAXMRhyq3bbdtRy3O/v4MBjTuDOO3vLUG39xckA5Phkjh89hOvnfo/fHDqdYOjjKQCNN14I0ItCly13lvuT6z72fXsq+oLV3RTrzjsBUfDgsW20SIJAWT8s3aCjugFTM5FCEkq+Qk55LmKWpt+Ep/75mfvOBUrSj1vvuCTt+S3RsqqOUFkYX46TdYk2xpCDMqIMFoLbEJHdfZtBptzn9XvdLI9X8SK6Gosmupl0pH7UhJvZ8YhiL81WKejHTlpucJst9+L1+7A0wwkEJK9LE3BKmLor35UJajP6eB5BwAsO5yrbZ9oyMSKOILloaOhZguNSOJBuChDd5iw7HnF1+sAJQN5YXc3sGx4i6JMISBKtMWcffzj+IB7++Uk0R1ReW1fDa+tqeH1dDRsbWvn5rEn8YPwIBv/x3i/13ejDtw9d1WhPpij09Rb7j9Y2oxTkYiY1QgOKUHKc4DTTTayrCcKTpiEEw7QteI6WlTXOm5PO4suX46N9U4/v+MNvbkLXLR7bdyonvvM+h9/+BENyQ/z7lycTSgcllq5j6obbuJTdPGSZNv58xeWp26blNl9q0bgbzKa6YnhEgVR3TwPmKw3NvLCzAcUj8P8mjGbyvxcB8Pbsg1ne5izkppb0QwpKTBhYSHxzDX/auMUd+6BggAf3n0ZuVvY/O0gVJdFprJJFjISBVxTchbGlWaQ0jYRgccnqtVQFQ9y4XxVKltqHbdrETZMT33ufqfn5FM+ahSF4OWPBAsrLy7/8xf0WMfSOxz/2+ezmy2xE16+laclGOmu6MHWLQKEf27SJNasoOT4s08Kb1AiWFhBv6SJY2g/Dski0d9Nv8njs7qhDr4rE6XrlVXKHDSDZ3k24qgqPEsRoqsXqakGunOQEmP3KEAFBCWJGu7DjjtaqmFuA1dmCR1YwIhH05lbknCBimkoFPTJnGY1t0edzKghpB8BM9Slj3uCoDfRoptpqJN241KNagJZ0ewwAR5PVPZ7zv6EmeylvgJOYydB1BLyY6Gkqh7MfPd0T4REF5LxQL7oGOM1UvvwwYjDscGYtk6UrV3PS9fdw7r5j+cNf//qJjlEPrNzI2qZ2rl74Lr+ZPJLB197/kW0y2fgPWyZbpulSwvY29JkC7KZ4/oRD+NWrS9nSGdnVQ+mFZbMPSdMEbARZwDZtvH6vm2UVRAE5KKEnDeSg5ASsck/ACk6QK0heRDnj8iIhpbMCGWUC6JG+cji4sqvRmpnwMitmyzQRRNHt3swEt4DLPcrsW5C8jptJuhyVke8S0r7iAKnOKP6yErfpymkMsDA6Wt1jN3bH+Ofbq7j1328yaVAJFx2xHxc88AIHVFXwyyP3o7a1i/teX8HK7Q3MGjmYg0YPYd+SflT0y6X/lX//ti/bHo/NF5zQ6+8Rf5//te7ftm0Ur5e3TjgU2XZK1aLsdKUHi8PI4SB5lQNJtjtd/tG6ZnQ1Sek+owmMmwKWyc75zzljbengvdpmDhpVwdD+hUS2NTnvaYxx44ZNFHi8nDtqGE/vrGdgeT4vN7TSGkvw74tOxOPxYCQ1ku3dbslTV1Po6UalTLCaydyqzarbbJTdDa8ns0w8BA+aabH/y69zzIAyzh5Wwdw33un1+ZfNPoTHt9Xy2LY6RuSGWN8V4agBZYwJhxkeCtKtG1y1dj1tKY1Jhfn8cnwlI5Sg28WfGY8oZVQDLHfRa6YVACzT4vmWZu7YVsMbM/fvFQzMeGMxo0aNoqOjA0VRqK2t/crXdHdA252/7hWsZtQNMjJdoiSg5CsUjK2geZmzcAgWO1l+pSAXb1BByQvTWV1LxrDBSGiUTh/tLOJDIRLNrfhLijBiMZThozHbGxGLBjildkMnWd+Ar7AfQjgPs7OFRGun2/SakTYUFbm3jJtl9VBN0t/TzN8ZtzaPT3HpWwii06ialp+ydMPRGc4ywQEwW+tJNLeSaE3zuj+stCAIveZ7MW28IQX9mLpOsGIwZrTLNfHIGNoYapJE+rfrEQWUvDBSTsAJVmWF5159m4vueZb7HnmMY4899hOv18qfHsfMh17g7V/9iAvnv4pomFw0fSyTS/tRG42zpb2bw6oc9QYpoLhVxWzVmD0dfaYAexjs0y6mKnXfrh7GR/Bp5bXF02fgETzpjlwPKdN2KQRexYtH9PRkS9Or72yhcC/OKjjzeo/eq4WWltKRc3pE1T2mgBaJ41VkNN1webCZiSrDF7Q0AwvDzdhCvIeLlA5mvQE/nmAOdkJFCqYn3bR6gJVQsbUka2vqWfDBZl5ZV8PGxlaOnjyK/1z2Y8YPKOaqf73COQdP4ZQZE/jlwy/SFlX5+WHTefi0I1Ek7141Ge0KfFgU/rPQ0tLC6tWrGT58OAMHDkT8sF7vh7Bu3ToUUUBOz7F2WnLJI3qINXYTArqq6/CIAh3VDViaidfvpWtrPb5ih0/e6ZP413trueedNexXXsSflq5jSDjELyZUMnNMBR7Rw8n+4Zy/8F2CssSJFeXICBTnF3Hy+vd56NH/cez0SkqnjyZY5thsahGVVFfMDZIT7TFERXJF9DVVg7S4QHaw6vV7EQQPlmVjWTYbuiOMCAX5/dhR7PPSR20hpy54lcRhBxL2OVWGm6aMJyB7mfTcy+42VUccxHP1jczftpNTX3mXkyaO5Ja5s5DTN+TO6jpCA5xzUf+OE1gZCcNd9AqiwPTcPIplmTWn/ojzzz+/1xj23XdfHn74YZ5//vnPvL57Cgovvo3CrL8XT5/R63XLsgkU51IwcxZeRUbOCSLl5JBq60DKCWCoSXylpeToOr68MPKgEWy+93E2P/0uSr6C1y+RO2wAidbNyOEAsfo3EGUvcmMz8ZZOwoNKsEyTeGMz9s5GAqUF+PLCSMX9SdXXIoWCrstWJvBzGgxTPZbbagI5J+i6GRrxdGUtlXQynPGEE1gGQw43VhDx5vQEqY7UlYje2oyVlmnM5qZmW2xnKzN8GEpBLnZCdZMTH97OUWFQHHpPYT+HOiaI3PHg0/zl5ff47+uLmTJlyideq43nHMsHDa2MLulH+YBC/nXRiTyw6H1+98oSGqNxBI8Hv+Tl0FEVeDweLN3ouy9koS+zupvi17/+NX6/n+uu2715K+8fcTD+fMXltEJPliXTYZs9wWQ8zz+cVc0u87galLK316SVydZmsq9S0I9lmhjxpFMKS2vAZnhJmcldkJz3CP4gpuqUzRyOkuNXbekGL6+s5rz7nuOEaaM5bGIlMysHUXx+D7f0T6cezuX/ehVRELj0iH254MApeEWBwotv+1bOcx8+H9ra2rj84P14urqW4f1yqI/GaVET2NjYNuT7fQwJBvDLXuKmCYaFJIps7Y7y87EjmDt4AEq+381YGgkDr99LuDyftp0drGnuYGVzB9vjCYpDCuXBAIPzQ6yoa+XxbXVMLcjn/GFDGBgIEI0kmN/YyFo1xrwDpxIsDqOrKTa1d3PHBxuJdie5dchIwgPCrO3o5rJVaxkXCnPsxKEct/94BI+H0IAiTE0n1RUDIN7Ujq4m3cA00ZkkFXEC12zajpLTQ2doSiW54I1lHFVawo8rBrHf/9741HO4fM6hTHlh0Se+vmz2ISxOdPP7xSsZHArw+BlHUXXAVEczFscWun3lBhqW1LjBavYxN2zYwOTJk4nH4x8ptV533XWsX7+exx577BPLsHsT3j/iYAqrSik/fi7ekoEuj9TsbCFZu52ODdspnTGRRHMr4Sn74vFKaFtWE6trZsf/1hEo8JM7pBSlIIdke8RNJhhJDUvXKRgz1J2LpXSjrh6N4ysuwqMEHTH9jISU1qMrq6uJXiX5jKpLdoNgtoVpr+qXV0qL+DvBotXdTmxHvatIk6G1ZNzThHRzLvTwP8W0jKMzz/vSVsY9UmuC5MWIJ5FynBK/HlNZvGwDPkVm/33G4PHK7OhSueXx//DWhu0sWrKCwYMHf+w1WH/6HFa0dPBSXSPr2rqZWlHGVYdOJzyoBC2ioidSbG7uYOfOFs75z1u89pNjKA0H8CoyA6/7KEVgT8cnZVb7gtXdEMlkkoEDB7JkyRKGDh26q4fztWL96XPcDOuHBcWhh8Njm1Za8sfoNRFlXvuwH3lGmDsjPQJOMJsJTK0PyQ1lglVRkd3Gk+zVdmZ8RjzJzqZ2vnfjQzx67nHsM3TAJ3KKbNum4dZf4PNJfUHqdxTD8sKUhgL832HT6R8OIEgS3pwAcm4I2zBoicTZ3NZJQk2iGBaGaZJKpgj7ZCYPLkMKKORVDqSruo5QeREtyzaiFOTStraOC99cRpumMTk/j6GBAFHRpi4WZ0dXjDxJ4meDBlPqU7AtmycbG1jU3safJozjpPeXctf0yYwbUOCOM2dIMUf+/RmOGVDGoUIu31+3lBen7cPi9naeb25G8nk5ffhgTpq7H/mDSt3GxmhtM2pjO778dMNXlharKHmzjDpMNFXD1Cx+t2w1/f0K5w4czIw3Fn9t53rRtOncW1/HgpYWJg0q5ea5s5g890jMzpZPtYusr69n1KhR1NTUUFRU1Ou1SCTCrFmzaG1tZc6cOdx6662E07JVezuMlS9ha0m0mrXUvvw+O9+rJ9GVYsDUsjSNwKRy7hikoELh/vvS/cEH6GoSOdyjLpD5rnjEHrtsb1Ah1RXDX5CDUpBLqjOKRxTwF+djqEnX6CLVFe1RclCTiLK3p/SftmPN0LMy/QcZZAJMjyi47osZNQAr2oURi6E2taNH4hjJlBv0ilkNSUK6kuY8L7v3C3Cyqpn7Q2ZeB2fO39LWze/u+zdrG1rRLYuDRwyiS9N5f1s9P5w8ip/tN56xNz38ief97RMP4wcvvcWPxo+gLD8HxePhqHHDyK8oI9Ud49dPvcL8D6oZkhuiqiiP3+83nqkP7D3VgQ+jL1jdg5BMJhkwYADLli1jyJAhu3o43yg2nnNsL1I+8JHg1DIth9OaDiqtdAk/2x7Sq/gwkin3ucxqOluaJFPiEWRHWisj+5IJTB0DAx0p6HfHpKsJ3l61hSteeoc7Tz6Mg259tC+js5tiw1lzeX5rHU9X1/H4CQe7slO+vBDJ9ghaVMVflI8eT7o3voz1otrUjm3aFE+tdPUt88dXYaeSCOE8ohs2UPnbv/Lw5MkU+mQ3i6nk+FyJuf3fehOAS4cM47muFqJJnVtGjKI2keC27TVcUjWCI/qXYps25TMrWb5yE+cueJdpgRyeaqzF7/ezePoMDMPiPY/K0zvqqYvG+c1+Yzn9yP0AR11DbWwnkHZB8gYVlzPYva0JXdVdIX5REtBUnaPefZfbx47jrBUrPvX82bbNC/vtx4Qnn8Q0TQKBAKWlpZ+4/Zv77Y8gChi2zQO1tdSPrOSVV175XNfqyiuvZOHChbz22mvk5OR85PXNmzdz2mmncdZZZzFjxgzKy8vJz8//XPveG7CoyilXJ7pSJEwLWfDgD8p4FS++HJn++wwkUOqoyHj9PpLt3RgJzQ1QjWTK7aR3+aCShBwOuFbZma55jyCgReNu8gGcuTZjBpPJzGb2k93xnsl4ZtO3MlqqHn8QIZQHhobWsIPItkZ3WyOpIQiOrnjGdVFUfGk5r1CvrK0vP+zwVgsK3a5+K9pFc20jf/7P2zz8/jp+tu9Yfjx2GDFFZuH6Gip+eB7HH388oVDoU8/z2h8dxdNb6nino4v7Tz2cBZt28Mun/0d+QOHcg6fR2NTGezUNvLV1x2fua29BH2d1D4KiKJxwwgk8++yz/OpXv9rVw/lGMeq+59zH60+fA2Q4SB50LUUvn3A16RL6e7ZzgtNUV9TNDniDfjeDBM7qWc4JOFq16YkzI2XiartmmR5YmuHo7KUD2PKiPDY0tnPI7Y9zzZadXHDgZIouueNbODt9+DpR9eDzbFuwgOd/cgamZjiOQVEVLep0BhtJjWidI4UjBRUkHI3ijNtQR3UD21/6AK/fSyqi0fBONaH+YVKRFBvau0iZpnuD/LRSekqEylCIpfEORK/IlZs3UT5xEldv2sQbO1u4ZPgwCju6mTR2GP9Mwo1rNhIMBLCB/1dSwYxgHr/fuoajTjqSpRsb+M1bq2jUDS7efwK+vBBaNEmyqwGAnEGFhAYUokXi5FeW0721wW2u0lQdX46PU4cO5pEdtQyavh+HLHm311ht2+all17itnPOZEV7p2MoMqYK0eMhmtQYEQ5x2V13c+yxxyLLcq/3znr3bffxhK4uioqK0HUdSeptU/txuPbaa+no6GDu3Lm8+OKLBIPBXq+PGDGC6upqzj//fHJzc5k7dy7/+Mc/PnO/ewsO3bDcffxsaY8WqCgLDNh3MHJOEH9BrqN6IjumAqKScmTXonHXdCLTBOtoaDvzrEcUMXUDS9Nd1QnocRrMrxqMHokj4Ui5+UuK0CMRN1GQbS2cCY6lUM/1zcgM2qkElqG5CQk5J+DqAguC4NoOu+5hmqMPngmFHQtcv/s4G93xJLNvf5wxxf245x+PcOKJJ7qvTfsC59m2bAoVmYa2bv67bAO3vLWKO4+cQVFQ4ZH129ja1M6itZv6AtXPgb5gdTdFWVkZ3d3du3oY3ypG/+OFXn+vP32OG6hmGkbMpI6oSNiWhVeR0bti2Kbdo/8qOaVPUfFhWRZSQHHKUekbZGYFn7GhtU0LLaK6SgMdje08uHwDD7yzmuZonHzFh2FbWOkKxMGjPp631IfdAyNGjGBjZwRVNxDTJfKem7ETaEpBBSngxxtU0NJyZhk6ikd0eKqiJLApEmVtbT1rmzp4q7uT3wwbTqHP96mldNu2mWj7eap5JyFRZFBab/LMD1bSf+p0Hmys50fLlzN9aw1VRbmcNWEEt35vMppuMvuFN7i2eTtnFZQxpbWVCU8tZAKwtKicjY1t6BEVKaCg5AVIdjnjbl/f4DZf2bZNe6eKPy1Sbmomye4kwyU/f+vYymvvtzMqGGJyfh4hj0hQFFkc66LTMjh30ihunHQo5QW5bgdzd3MnL67cxG2/vJDzT/sxc085lcMOO4yJEydSX19PQ0MDBQUFrF+/nnnz5nHqqad+rkAVnOzLvHnzOPvssznuuONYuHDhR5rgqqqqeOedd9ixYweTJk3iiiuu4Nprr0UQPp8ZwN6C45rWuY/fP+Jg97EWUdEiKv7ifHQ1ga4mezSm01lTUzPcuRZ6rGIz5XctqrqPcyvKsEyTyLZG12bWSGiIkoSvX65T1s8oAPgUPIDHm8RMxDHNVK+sanTLdreDXwr6HW4p3cSb2hEkCUNNYGg6hm0jCUK64z9tIGD12K6aSQ0px5EhFHIcmo3gD/LO4vfJlSXmr6r+Sud23BMLaDj0e9jAb19dim5ZbN/eyjmrN3DMV9rz3oc+GsBuirPPPpspU6Zw4YUX7uqh7HKs/dFRvf7ObtQyEr2tcKSgzyn3Z7r8Fdm1l82WuspwlkRFJtXpNKdUt3Vx8Lyneu3vsIoy5s2ZhZLjrIzlnAAll/3lG/mcffh2UJET4s7v78Po/oWOZWm6XCmmG+4yGaJke3e63Cm6VsFeRSZa28ym2iZ+8NxiDi4oYJDk43t5/Th53Qefeew7Bo7kVzurGRwMENN1flkymH3DeXx/3VJ3m/sHjWazkGJhSwsGNj8cXcHxIwcjSAJvr6zj/u3bWRuLMSdYwIk5Rfwz2kLJ4DzOHTOc3IoStKhKV41jsby5pg1TFvhTTQ3VCRU9Pd8XSBJ3DB3F9XU1rFKj5Hm9dBkGo3PDHFJaTNQ26dZ0pg3rzxmHTscrOpln1yGrK+YGMGpTOxuqm2k8+TRefvll1q1bx6BBg+jfvz8dHR0UFRVx8cUXM3ny5C98rUzT5LDDDqOyspKLLrqol2PQmjVrGD9+PEcccQSpVIp33nmHlStXUlVV9YWPs7eh5dZfuI9N3SDe1I7SL5dkRzeCJDla1ulrDj1UqUxAqBTkut39DkXLi1fx4Q0qdKzd1qvTPlPZUgpynQpYUkMpyHWzqXpMJdne7UpJ+fLD1L/xAXJO0P1dGmoSX36IWH0rqYTGoys28UT1DmKazn3fn86YilLkcNDRHPf3SB9KQT9SOIC3aABCOB99+wa2Nbbwk9sep59PZsGWuq90Ht89+AA6NI3Tli7nZyOH4/eJ3LehhpporI8u9gnoowHsYVi9ejUHHXTQrh7GdwJjH3vRfbz2R0e5eq5W2iUrA4/oweuXszpOTTRNR5AlV3PPKfEbLo/Pa1okO7qRAn6eXrIWgJ+PHcGI3DBj++VSFPYz4s4nv8VP24dvEvX19XQlNUotEbUliqR40ZOGmwnqrK7HI3jQVd1xcSsIEijO77Gy7IpR09jO6S+8zXnlAzmutAyA7y155zOO7KBSCRAURO7eZxIfaCovVNexb7i3A9NPatc7+xw1iWXxKH9bs5nNTd386qDx7IyorIxE0LD5Z7SF6lScffLyeLepjeOHDqQgqKBFVaSQzEtLa7h8ezUnlZSxXI0wMRDm5sGVREyDX+7YxEkbVwFQIsn4RZFBgQC3zJpMsSyj5PvdwETriJBKZ50TLY6+pZyTdptTZEbd9xyj0mP/2c96WxN/VYiiyB//+EdmzpzJXXfdRVNTEyUljqVJRnps5syZDBgwgGeeeYa8j3Gz6sNHkZFMyrgoAXRW78RIGoTKctGiSaSg3IsiJYgCgiwhCAL+gtxeWta6mkA3LeItnb1ssTPfoVRXLK1SYbkLwYxqgGs9mw6M1XrHJKN9fQNSSMbSTKSgBLUtrI5GueqNlZQEFH47qYp5azbz+OZabhjWn1RXlHbTBMOktCjfcXU0LVfFYOVri3jqvXX845X3OWtiJde88t5XPo9GwmBzd4Ryxc+P96lEzg3xYE0tDx04nbPeeP8r739vQl+wupvizjvvZM6cORx++OEUFxfv6uF8Z5AduK45ZTYewdNj94rgdrNmJkmHg6o73a2aQ/LPOPlYukG8pZPXttWz/6AyuttiHFNexukDB36rdo19+PZwzcGzmNQvD5ImsbYkmqphmzatZhuiLBAoDKSNLBztz2RXAlH2YiQd7pyuJrlj8Spm5xcyJ7focwepGfj9EmFRJJLQiKopChRfr6xqNmZvXMlsYMSUqdy+dSt/WbKed1tb2Sc/nx+J/fhTdz35gpej8grZ0ZnivEVLeKA1RdnUcuJtcUpEJ8O0qrubycEwh+QWcOj6Zbw2aTqzC4q4p6GOP40Zy7SCfHxpKauc8lxXszbTSJbc0YHiWi97XCvVIbc+8oXP/5fBm2++yUknncTvfvc7N1AFh9IRCATYtGkTV1xxxbcylj0NZb/7q/v4gx8cDkCssdv5DaSNUjxBJZ0VjSEIAr78EFpUdWUGM9a9gNt8lWm8AtKNjAG3j8DRtVYcWSc1SbCsAFPTkcMi0dpm9HiCrm2dmJqJnnT0szVV5/W2Nm5eX82vRw7nkLJirl+7kXyfzA+HDuSCJ19jdXc3ccNE8HiY2b+IU8YNY2pZIbqaZM3iDzj14f9w6sRK/rzfRE5Z9MV+t5+GcsVPQ8qxDZf8PmYNLmN9NPq17X9vQV+wuptixowZjB8/nhUrVnDEEUfs6uF8JzHuiQWAE7Talo1pmVimhalnZK1MfPlB5HDQ9VbX1US669/g0U07COs2ly9xMkyFPplHZkzrC1T3UDQ1NfFETR2P7z8NPaZjpV2oTM0km+Vo6iZG2oFNED1okQRCUkOUvER3dvNOazvXDBj2pcagqTohycvtGzazKhrhhH4ln/meU5Yvwx46jp/WbODKsaP4y6atbA6HuLGfoxRy9KaVGGVjuSBVzZPrtnFmPz/5Q/MZLYtUNQSpTSV5eth4Dq92uv2NpEFrIsVAyUdB1MIMm67LlZHU0jQaAUsUUFuiWKZNvC1BoNDJpmYvGL9ptLW18cQTT3D99dczceLEXq/ts88+TJo0iVWrVvH6669z4IEHfmvj2hMx8en/Aj20K48oIAX8eEQBX17IDURNzUhrXztBaobnaqZ1sQFQZKyE1ksK0DYtt5zv9ftIdcUIFOcjKjKtK6vxBv20r28g3p5wXbq2q3H+sHYDrVoKG/jT+HEM7GITjwAAIABJREFUk/10dSZ4ocFxflv7vy5+NGggPx0ymAGKQpumcc26jcxfV8PUskK0aJx3a+rpTKSYXdiP2c+//rWdM1O3aI4nkTwetEgcyzBZtrOFs4b39TZ8UfQxzXdjnHzyyVxyySW0tbXt6qF8pzHuiQWMe2IBlmljpD3XU5FUOmuWDlx1p/zvyFGlMHST69/6gDtXb+KaiQ4P7u5JEwmo1qcdqg+7MTo7OwkXFTHuocddGSlwgjdTdyw/E51J9JhzE9ZUHS2muyYWupoiaZgM8QdYpHZi6uaXGsfPc/pTZIncOXgkJ36OYBXAiunolsUVq9ZRYIlM8gY4rmmd2zzj9Xi4ul8Fj8VaWLisxjEtkEQOKi1GtUw2pFRXzgjghHAR7YZONK4R2RklsjNKKuI81iIJVwPTXxB0A9mqB5+n6sFvVx/y6quvZsyYMcyePftjX7/33ns5/PDD+dvf/vatjmtPxtjHXmTsYy+6jVOiIuMv6kdoQBHxpnbiTe1o0bhrVZ1BvKndlRU0k5r7zzYtLM0g1RXD1A3kcBBPmkqgqwm6quto29TK9leribc7Mm+ZheR1GzYxIRTmvpHjaI7FOHO5s+Bq0VIUSTKXDRvOQxMmcUpJf058931mvLaYHK+XNZEIU4r6uWM7beporjhkGqe9/C7Ll/coJXxZvDJmGouqpiAHJR5qrufMIYORggo3v/UBtmZw7stvfvZO+tALfZnV3RjnnXce27dv5/vf/z7PPfccFRUVu3pI32lMeGoh4HS8SoqXQHHI1VLVIiqCLJHqVNFUjZ+/7Ux6DYkkd2/ayv65+RRa4hcu6/Zh90FVVRU//vGPGT9+PNu2beslrQTwv/H7AM6NMt4WR8lXCJYEkYIK8ZYIkbooj++oxbZsflo8gEPXffGb3hFbV2JXTGCEL8CRNas+8npTUxP7DRpCQPbitz2ook1LKkVHOggYKQe4acBwbL33ourohjUAtJcN56+tdRwcGYA/X2Gax8+0YA6X1W3mrvJRvDRsEkdsXclPckrJFbyEBRHTsLBMG7XZkQLyKt60trETrGQybrsCRUVFiKL4iR3+kiQRCoUYNuzLZbr78MnI0DziT96IWFCKv6CUsoJ+1L/yXpoWY+HLCyFIXtSmDrfsb5sWpm4gpBU2dN3RLdYiqpu1V5ucBsBMVlZMLwgdq24BTBstpnFO/4Fcu3Uzlgdaxk/mgk3rMDST9kSKv4yoolj2cdD7S9wxvz51P55taUK3bbpSOm/WNLBPYT6+HD/nThtDaUDh+IMOYG1945c2k1hYMQEpKJPCZt6qjbQaGqcfMI53dzSxcEs994wd3ydV9SXQF6zu5rjhhhtoaWnhqquu6tMR/JzIeJtvvuAE4i2dmEkdKeijY1MzlmXjy/Fx89gxXOvZyMKmZhoSSf4+bHRfoLoX4Oabb+all15ix44dFBQU9Hrt4NU9DRGvTZre67XN1S3cuXELyxJRrsgfREj88lPrkdtXEYlEePLJJ8nJyWHWrFnuze3Oqn1o0FPMzA2xf1khg2WF7q4kf9y+mcN8+Rzkz2d2zSerDoy2fSSw2NIZYUyBwjMdLSxVI4Q8IrpmQlo56uhAAe2mwW/bt/GXouEk2uLkDs4FQFM1fDkyI+955kt/xq8LZ511FuPHj6etrY3Zs2dz6qmnfqTL2u/309jYuItGuOcj8MPfkXrlQcxuJ8Ds/72JCOF81JoatEjc1SEGx5xFSAvzO1qsBmY0jqHpjuyg7CXVFXUlqHx5IZAgUOAn1hBL62qnrVgtmym5ufxf5Sj+3dLEX+p2oA+r4p9tTdTpSSK6wehgiIFl/Tm7oD9HrF0GwKH9ClmbjHHbqo2UBhROKCvjzKphJLsSHDGolHdHlHPG1LE8s2mH+zs/aOWSj37wLCysmIBh29RoCSp9AepybP7f8vWMDIV4YP9pCKZFJJ5kaCjI7CVfvXFrb0SfdNUegIaGBsaPH88777xDZWXlrh7ObodVJx3pToQe0YMgCsTb4rza3cH127ZwackgDlbyOHL7RzNdfdizYFkWoVCIAw88kEAgwJIlSxg1ahQ33XSTK63U1dVFU1MTkiRhWRaJRIJj9t2XaVKIw315FIkycxsd5Qhd12lsbKS+vp7/zD2ZmGCTsCx0L8y6/o+8/Nsr+G9nG1HTQPR42NeXgyHCqkSM0UqQmlSCdlNHxsPDxSOR8LDBSPBqvJOlWoxSUWJSIIfXYp3cVTCCE5rXfdrHA+DUcDF1lsZvqyo5fvkyjs8p4sfBYjyih6PqVrvbzS8Zw01dtZQKPo4K98Pn8TByVAkz3lhMMpmktrYWRVHo378/Xm9PQJIxChg2bBiDBw/Gtm0URfmar1QPtm7dyuLFi5k3bx4lJSXMnj2bwYMHoygK69ev5/nnn0eSJF566aVvbAx9cKA+cR0AQjif+PbtrkOg0w/gWLcCbjOVmdTwCALJjm73dTnHkZhKtHQSGlBE99Z6Yo0R2jd3IqSd3zyix822AsRNk/u27+DdaBdHFBdzWsUgNkVjPFiznRWxCFcPGMrv67b0Guv/xu/DW92d/LF2C3dPn8zUQcWEynIxAgrT73ic9TXb6d+//+f+7GcV9ucf7Y2M8wWps3V+M7qSHx4y0bU0fmrdNhbXtfBqY/NXOsd7OvrsVvdw3HbbbSxatIiFCxf26bd9Sbw9cxaWaZGKaAiih1hK47Jt1RydU8i+YvhzBQJ92L1h2zb3338/fr+flpYWjj76aObPn8/zzz/P66+/zl133cW1115LQUEBuq4jCAKiKHLKKadw9dVXu/t55ZVXuOuuu1j47LMEvV4KRIliv0J+QCbg9RIOyGzrjFKWE+CYklLy4japgMgrtU3kh3xM8IXwJ2zeiHRw3c4aSkWJeQXD+UGzI1v1fNlYPEEvqzq6eU5tY6DXx7Pq5+Ouzx80lltbatmqJ0nZFieGCrk/0vSx2/6p33Buj+xEsy3itsXsk07gnHPO4cYbb2Tz5s2Ypkm/fv2YN28eubm5tLe388ADD7B8+XJisRj19fUceeSRLFiw4Ctfm8+Cpmncc889rFu3jh07dpBMJhk9ejRjxozhqKOOYtCgQd/4GPrgIPHcHcR3NpBsjxAsK3Cap5Ipx544nkRXk67ddabpylFl6bHD9uWHSHXGSHVFiezspntHt2tT7BEF5KCEbdpIIacckOGSW6bFAw11vNjUzHh/iKGyn8NyCzhhc+9kw//G78NPN6+lPBzgkqoRDCnJQ5QcqsJ5i5YwJ6+Iy6s39HrPS8MmAQ5dJ4Pny8bSbGj8ur2Gu783lfdqWzjl4HEUSBLeoB8tolL/3k5+Wr2Wec8+zZFHHvkNnPE9B33B6h4OXdeZPn06c+bM4ZprrtnVw9mtsahqCpZpY2kmj7Q3krRsTg0V9wWreykMw2D8+PFs2ODcuDZu3MjIkSN7bWPbNosWLeLtt99m6dKlbNiwgSuvvJKSe+6lKMfvyl2ZmuVw+XJ9yGEl7eKjO7rApkWyM4koi1imTbQxhtqscknTFg5Qcrk3+vGl7OfLxrqZ3M+L//Qfx7qkSpdtUCJIHLr4+V6C+hk8XjQagFNb16OqKrfddhsvvfQSkydP5vbbb0eSJJ544gmuueYafD4fBQUFDB06lPPPP5+pU6dy+OGHM3PmTK666qovNL4+7P5oveMSAKSg3+36d1yx4ujxJF7F0WnNaFrHWzsRJS/xdpVgcdiVvorUttC2qQNL62lY9Pq9eAQPXr8XOSgjygKJziTruyLcU7OdxkSS2ypGcuKmT6bE/G/8PsxvaWJDIsZN+01EUrwIsoilmVy0eBmHB/K5aufWXu/5b+VkTNumMZagLWDTkdQoTHr4t9pORU6QX88YS+6QQgRZQgooNC2rIbIzgm3anLFpNZeWDOYXtZu+1vO8p6EvWN0L0NLSwgEHHMBZZ53FZZddtquHs1tjYcUE9JTJn7vq8XkEFsTbd/WQ+rCLYFkWEyZMoLS0lJaWFrxeL7m5uQiCwNSpU6msrOTRRx+lubmZ448/nqqqKubOnduriWL5nEMBSHYmSXQmMXUTSfHiy/FRMKrA8UVP39B1NUWsRSVSFyXekeDNeDfPqG1cmz+EU1vXf62f7fmysdwVb2JhxPl+l8oyAY9I8aQJvP3225/LmjQSibBgwQIeffRRFi9eTDQaZdKkSaxYsYKzzz6boUOHcuWVV36t4+7D7oPu+690vt9pOkBnteMKJUpexLTjW6JdJRXRECUBr99LqCzXVRvY/mo1tmmn+ap2mq4lIIgeREnE63ca/jZEovxq1RrOKi3npq2bkGX5U8e1qGoKGxIqf26t44lZ05EUL4nOJFEFTnt9CQvfeYcpU3oUMh4fPJb/a9lOtZYgxyMyyO8nLHjZnogjeODOEaOxOzQGHzCQ8KAiwLH2bly2k5c31DEv0sCG+p29tID78FH0OVjtBSguLuaVV16hsrKSCy+8kGAwuKuHtFsilUph/fUGnp0/n+pHtrC2vY9jtDfjrrvuIi8vj5dffhnTNPnvf/+Lz+dD13WWLl3KG2+8wUknncQ555zTi7uZjSkvLAIcqgmAbdp0NKt01EUY2pmkpUWl/+BcCkbkk+hMYps2gujBtm026QlKRBnzG0gczG1cy9qSoWimxatqJ02aU5Ktee89Nm7cyOjRoz9zH88++yxnnnkmFRUVRKNRpkyZwrJlTjOLaZqUlZV97ePuw+6D3J9cR/f9V2ImNZLt3ZjJFKLiQ1cTNK/Yjp40EGURX46MkXAed9W0I4Vk1GYVr+LF1K10Y1VPDGOZNh7BQos539k7N29ltBLimnWrPjNQzZTzt6gqw31+EobJYx9sZ35zIxFN5+hAPzdQfXHgeNanVP4cbeAgfx7zZk5BTFl0pXS2t0YwujUmDS/G1EzarAT/XLSOlGURqMihrr6b/3W2k7JMLgr17wtUvwL6Mqt7IM455xweeeQRysrKOPvsszn66KO/lO/23ogMT9Hr9XLMMcdwxhlnUFpauquH1YddhI0bNzJr1izefPNNRo0a9dlv+AKYXzKGLTGNiOHITFUEJAbm+lATBuFcH6moxrOxNl5OdHJxqJzfdm39jD1+eSysmIBuWKiWSX6enyPWf37ZLU3TuPrqq6murubkk09m7ty5yLJMJBJhwoQJ3H333Rx22GHf2Nj7sPtg6y9OBiDeEsEyndhCyfM7mqrxBEbCCTxjjVFM3UQQPKQiGnrScPdhmxZexVkU2lZPfFIXT/CP+jqWRrpZvX0b5eXlHzuGFweOBxw5rNWJKJc3bsXr8TA5EOaHwSKGS35s00azbFTL5M5IPTvNFGeUDCAQ9vHPbXVs1RLY2AQ8IuVeH/NGjaFVsbl0xWpyBS9FkozHcl6f5gtzVce2vl6Sz4k+GsBehmQyyZYtW7j55pt58sknufjii7nyyivJzc3d1UP7TqK+vp4zzjiDN998k8suu4w//vGPfZPLXoza2lpuv/12Hn30UW6++WbOPvvsb+xYv/cNQxac75oA+EWBIp+ILHhYpkd4INLEAb48/p3Yvcw/Lr30Ujo7O7n//vt39VD68B3CmlMcAwclL0Be5UCMpIalGQiyw18VFZlEaydt652KlhbTegWlH0Ym6LVNC9u0uXPnDsKCwCNtH8/xzgSrGcQtE79HAMvRI55f4nC3a7Qkj6hNrNXj7rYhj4DXI2Bh85NhFfx581b8HoHThwzm8e213PS3v3Leeed9+ZPTh75gdW/GunXruOWWW1i5ciWLFi2iuLh4Vw/pO4W2tjaOPfZYZsyYwfXXX48kSbt6SH3YRbBtm8svv5z77ruPs846i0svvfRby6xf7R+O5PEgCx5EDxT5RPIVLxuTca7r2MFEKcxEKcT/tW1G0zRycnK+1HFs28a27c/FR/2y6OjoYNiwYaxataqvC78PH4tMA1a0thlLN/AG/ZjJFFokTsfmTgC37G9mNVeZWYYXGYcsU+t5blsyweU7NrG5pZl+/Xpcqj6MTNAqiB5XlvCRwioA7ok1sFZTOTiQzzElJdzWVkdM1ei0DQ4rLGRBayuqbXLBhRdS9PgLPBvt4K+vv8T+++/f6xh/znEaMX8R6Wuq+rzoC1b3cti2zdlnn82QIUP6OnPTsG2be++9lyuvvJKTTz6ZW265BZ/Pt6uH1YddiKuvvpr//Oc/vPzyy596o/smcUuoEr/oIeQV6CeLaJbNjlSK97RuVmgxtptJRDyEPSLj5CDjxDC3d9V85iKrvr6ek4eN5gNdRbMt+ssKg0UfT9du+YgBwlfFtddey7Zt23jggQe+1v32Yc9CzSWnAqA2deFVvGiqjqWZxNscW9VM85SlWVimhW3ZmJqJqVm9NFfBCVhtywla/9pUR9QweDXa8anHX1gxoZd+9kMFTrD6ZrKLl5OdnBsqY9/+/dggady0vhoTm07ToLapkcbGRsaPH/+pi76+YPWLoy9Y7QPLly/nuOOOY+vWre6NLZVK7ZUBmm3bXHDBBbz33ns88sgjjBs3blcPqQ+7GIZhUFRUxJo1az6R7/Zt4qGCKmTBg2Y5/LkMVSDg9eCXRJo9Bm92dfJWopuYbXFZYBC/jm7+2H3V1NQwcXglswP9mB3oh+IR6Ah5WPn9mbz44ovMmTOHadOmMXnyZCZOnPiVxz59+nRuuOEGDjnkkK+8rz7s2cjQAjyCh2BZP1JdUbp3dLvZVFEW0WKam1F1NFt7OKyujatlYWoWpmaStCx+1bqVw/x53Nv9+d3LHiqo4sz2DdyZU8kbeifPJtt4ZuRE/tJUS0HKyxOxBnbu3MngwYO/ro//ifh7nsORv6Br4zd+rO8SPilY/ebqQH34zmHKlCkMHTqUJ554AnCaiQoKCpg9ezaXX345bW27Fyfuq+CWW25hxYoVvPXWW32Bah8AeOaZZxg7dux3IlAFOLO9R5A85BUIeQVyJYGckA/B46EMidn+flydV0GhIPGq1kEkEvnYfZ1TNYVpUg4HS/1I6qD8//buPC6qqv8D+GdmGLYBBERBllQENwhxAc0Ewi03RKwet4pKLcGlNHHNXYrUSMBHf5nYg0Bl6pMLaoDmkpCgIoKKC4ooyCLbyAzLMPd+f3+Q80guocwwKOf9evHyNXfuPd/vKM6cueec7xEKMePGJWzZsgUHDx6Era0tTp48iWHDhuGtt97CuHHj8N577+GHH37A3bt3G7R17NgxLFiwAFOnTsXq1auRm5sLjvvfMO2ePXuQlZUFDw8PzfzFMC+VV386BLFEFzoG9TdQdPTrV/ITRyCOIC+Sg3j6q1SVEHomehBLdCEQCqGsVkJZowRXx6lqGBNH0BcKsbp9J+yWlWCThUOjc3nwf04oEKCbSIK2QjFuF8tw+n4F3MUmEIlEzdJRZR7FSle1MsHBwZg4cSLGjx+PwsJCGBsbY8qUKfjzzz/h5OSE/Pz8J5bfeZmEh4cjMTGxQS1MpnWLjY3F9OnTtZ1GAw/qqv7Yric4InAEcDIFOCLIlDyMdITgCPiXQTvsqCpC+zamsBLpobvIECEpR1V3SS0EurislKNMwcFcV6TaREAoFKJXr17o1asXgPr57VlZWdDR0UFJSQl+++03fP755+jcuTNGjx6Nc+fOISMjAwEBAXBwcMCpU6fQqVMntG3bFt7e3jA3N8fPP/+MsLCwfywfxDAPdN+2FwBwe/GH4GpqUXu/FjxHII5H7f1ayO5VQawngliiC2NrIxib6KH8ZgV4jiD6a9dVXYkYCnkdAB6ckocOTzASCNF7X9Qz58MRIIYQSiIsrcjBOAMLzL//+FELTWltd1T/CZsG0ApNmjQJXbt2xcqVK2FhYYGsrCy0b98e1tbWSEhIgLOzs7ZTbJQbN27g1KlTKC8vh6WlJYyNjZGXlwciwjvvvAMLC4vHXldTUwNjY2PI5XL2gcqozJo1C126dMHcuXO1ncoT7WxfX/e0miNUcwRdYf0HK1D/J4FwQ1mN9DoZ0usqYSoUo7eOEY4qyjFM1xx9RCZYJH+2D12lUomkpCTExcWhZ8+emDBhAgwN6/d4r6urQ2xsLLy9vZGUlITS0lJ4eXnBxcXlH1pVj/z8fMhkskd2FGNeXCf7DwQAKGR1qqF9RVWdaiqMobkBdAx0ILsrg46BDgwtDFSbA5TfrACn4KCo4zC7JBvWIl0cLy9S/b4+i61m3XGfV6KS52Au0GXzTpsJm7PKqOTm5qJPnz5IS0uDv78/3nnnHcycORPBwcHIyMjAzp07tZ0iFAoFzp8/j8LCQvTv3x9t27ZFWVmZqqhyZWUlTExMMHr0aNjb26OoqAiVlZWwtbWFXC5HfHw8Nm/ejOvXr+PHH3/E2LFjERwcrJoM37t3b4SFhcHT01ObL5NpQSIiInDmzBns2LFD26k81c72PSFT8uAIUPCk6qwaiOorCTyY5yqt43BWUYkMpQz9xSboriPBvMpras+noqICycnJGDVqlNrbfpL8/HxMnDgRt2/fhkwmg7m5Odq1a4dTp05ptMoB0zyOOLkBAJQ1StWKf6GuCHWyOtTxPBQ8QSQQwNTCEDoG9SOBBmb6qLwrQ1VZNYQCAXbIipBSdR9TJR2wXJrzzDlsNaufM6rgCbOkrKPaXFhnlWlgzZo12LlzJz7++GOEhIRg1apVmDx5Mvr27YuVK1di4sSJWsmrtrYWn3/+OaKjo9G5c2dYWVkhJSUF1dXVEIvFmDhxIoKCgnDnzh0MHToU+/fvh4+PzyPtnDx5ElOnToWHhwc++OADLFmyBH379sXGjRshEAgQEhKC7OxsbNu2TQuvkmlp0tLSMHLkSERGRmLMmDHaTqdRNrXpBsVD9SdFf9UFfjBd4H/HoZFO6gPx8fEYMWIEbt26pZrPt3jxYvTt2xdvv/22RmJKpVKYmpri119/xeDBg5GdnY0ZM2Zg7ty5mDRpkkZiMs3rwS5Tgoe2VVVWK1FVVg1pHQeOgDZiIQwkutDR14GeiS7q5HXg6jgIhEIQEdbdugF9EuHAC1ajuDVjnVWmAZ7nERcXh8DAQEyYMAF79uzBkiVLYG1tjSVLliA1NRX6+vrNmtOVK1fw4YcfwtbWFps3b0a7dvX7KysUChCRqiN77NgxGBsbQ6lUIjQ0FMOGDfvHtisqKjBo0CBVmarCwkI4Ozvj9OnTcHBo/AR85uXC8zzWrl2LsLAwbNu2DX5+ftpO6ZmEGnetn8f60Pu0nOOh/9DdxaVVmp1rp1QqIRaLMWjQIPzxxx/Iy8uDnZ0dvv76ayxYsEAjMYkItra2OHDggGp3vhMnTsDf3x+XL19+rmFfpuWJ79rnr4VVIgh1ReAVHO4VyiD9qzKAkY4QbfR1IBQJwCl4iHSFEIiE0DPRRVVJNRYV3oSHXhtsluU/U1xWckp7WGeVeaybN2/C1dUVv/zyC0aOHIm4uDjs2LEDUqkUe/bsgUQi0XgOOTk5mDlzJs6dO4cFCxZg3rx5Gtk9KioqCrt378aBAwcAACEhIbh06RKio6PVHotp2UpKSpCdnY0NGzaguLgYMTExL3Tx+hCJo+puas1ftSY5Ar6s1dwWrQ+bN28evv32W6SkpODcuXMIDAxEUlISBg4cqLGYISEhyMrKQlTU/xbQTJkyBWZmZti0aZPG4jLN63cXdwhEAihrlKiuqMW9WiUUfP2Iga5QAAs9Heib6UOkK4RIVwROwUGp5HH0TiHCpHdRUF4KU1PTRscLNe4KoH6kgiPS6KgE8yhWuop5xJkzZzB79mwYGxvD09MT69atQ1hYGKKiomBtbY0uXbpg9erVGs3h9u3bGDRoELy9vZGbm4vPP/9cY9ucXrp0qUENyddffx2ZmZkaicW0XOHh4XB0dMScOXNga2uLxMTEF7qjCkC1aEokACQiIcQCQbN1VAHgyy+/BFBfX3XOnDkAAF9fX9y8eVNjMT/55BMcOHAAaWlpqmObNm3C/v37MXXqVBw4cAA8zz+lBeZFMDgjFRUFMsjKa1Cm4KArFMBIp37TDJv2hjB3NINIVwh9M33omehBpCvCD7m3EV1ZjLcM2j1TRzXMpFuD6TSso9pysM5qK0ZEOHToEAICAiAWixEYGAiFQoGVK1ciMjISR48exTfffIN79+5pLIeIiAhMmTIFQUFBGp92MGDAABw6dEhVE3LgwIGoqKjA2bNnG5xXXV2t0TwY7fn999+xYcMGnD9/Hqmpqdi4ceNLsynGw8P9y6uzmzW2vr4+9u6tLz8UHh4OIsIXX3yBCRMmoLa2ViMxzczM8O233+LNN9/E4cOHVceSk5Ph7OyM5cuXw9fXF2VlDXcxKikpwd69e3HgwAHU1dVpJDdGvfwKL0Gm5FV3U9uIRdAVCiAQCnE/r1J1nkKmwIXb9xAnK8WZOzmIqSpsdIz1Rl1VG3DMq7zGOqotDOustmLu7u5ISkrC4cOHYWBggIiICERFReHAgQOYO3cunJycMHfuXLz22muIj4+HJqaE3Lt3D927d1d7u4/j5+cHiUSC7777DgAgEonwwQcf4Oeff0ZxcTEEAgEEAgEMDQ3x6quvQiqVNkteTPMoLCxEQEAAIiIi0KlTJ22noxGL5NefuTSVuowdOxa9evVS3aV+cOc6KChIYzH9/f0RGxsLf39/bNiwAQBga2uLuXPnIjU1FY6OjnBxccGnn36KPXv2YNq0aXB0dMT//d//YdmyZVi1apXGcmPU672SLLQRi2AgEqKa46EvEqL2fq1qigBxhCppLULv3cE7Bu1gbW39zDFEAiBIxjqpLRHrrLZyAwcORFJSErZu3YpDhw7B19cX27ZtQ0xMDHJzc7Fy5UqsW7cO48aNw/Xr6v8QNDEx0eid24cJBAJs2bIFK1asQGFh/TduIyMjEBFycnIgFArRrVs3vPnmm7h48aJGhzCZ5hUfHw8nJydMmDABvr6+2k7npSQQCLB06VKsXr0aPM/9xNWJAAATNElEQVRDIBDghx9+wK5du5Cenq6xuMOHD8fhw4fx3Xff4dq1a4iMjATP8xCLxQgNDUVcXBysrKywdetW2NjYIC0tDX/++SdcXV0RExOjkS/hjGaMLbiI6r9KWcmVHKoVHHgFB5FYhNr7tdiTnw89gQjbZHf/oSXmRcMWWDEqRIQNGzYgISEBDg4OMDc3R3BwMDiOg4GBARISEvDGG2+oNWZ0dDR27NiBxMREtbb7NMuXL8euXbtw9OhRrFq1Ct26dcO8efNUz58/fx5jxozB7du3IXqwPQrzwuJ5Ho6OjtiyZQuGDx+u7XReahzHwcPDA5MnT8asWbMAAJs3b8bmzZtx/PjxJ27U0VRnzpzBv/71LwiFQpSVleGbb77BRx999Mh55eXlGDFiBFJTUxEdHY2QkBCYmZnB3t4ezs7OcHd3h4uLC8zMzP4xplwux927d8FxXLONDjH1drbvCV2hAPr6OhCIhJBW1qLGWIiZOVdw9vJFdO/eHaHGXdlQ/guIVQNgGuXWrVvw8PBAcnIy+vTpg5MnT6JHjx7YvXs3Fi5cCAcHB+zbt09t80t9fHzg4+ODjz/+WC3tNQYRISAgAOfOnUN2djYyMjJgZ2cHjuPg5+eHIUOG4NNPP222fBjNKi0tRefOnXH//n1tp9IqZGVlwdPTExcvXoSlpSWICNOnT4e5uTnWrVunkZg8z8PT0xNJSUn47LPPYGlpiUWLFjU4JycnB6NHj8aoUaOQnp6OefPmwd3dHenp6cjNzUVGRgZSU1Nx8eJFGBkZoUePHrCzs0NJSQkKCgoglUrBcRx4nodUKoVCoYC1tTXu37+P1atXIyAgQCOvjXm8w516gecI1QoOOVUKRFTfQT+RCf5bW4zVhl2wU1EEBXhM1rXCqio2SvaiYJ1VplEKCgrQtWtXfPnllygvL8etW7ewdetW6OjoQKlUYtKkSdDX10dkZGSTtyqVy+WwtLREUVFRs5TIelh1dTUSEhJga2uLvn37AgBOnz6N1157DSYmJsjPz4eRkVGz5sSoH8dxWLJkCa5evapaAMRo3vLly3HixAkcOXIEYrEYBw8exKJFi3DhwgWN7TCVk5MDe3t79OzZE+vWrcPo0aNVz125cgVDhw7FggULMGfOHHz99dc4deoU9u/f/0j1ESJCXl4esrKykJeXh3bt6uc/mpiYQCQSQSQSwdjYGGZmZhAIBLh58yYGDx6MjRs3Yty4cRp5bczjHe7UC6VVCnxVegdigQDn6+7ja6Ou+L4mH68Y6uNyjQwHkk7B3d1d26kyjfSkziqI6Ik/9U8zrU16ejp5enqSQCAgADRgwACSy+VERFRZWUljxoyhgQMHUl5eXpPiJCUlkZubmzpSVgupVEoDBw4kAJSQkKDtdJgm4nmeAgICqH///pSdna3tdFoVjuPI29ubZs6cqXo8dOhQcnR0pKNHj2osLs/zNHHiRAJA9vb2ZG1tTV26dCEzMzOKiopSnVdbW0uurq707rvv0okTJ+j+/ftNivvrr79S79696cqVK019CcwzOHnyJJkJdMhFaEQymYzWGjjQUJE52QsNKO6twdRWT5eUSqW202SewV/9zkf6o2yBFfOIXr164dixYwgODoatrS2ICNOmTQNQvyBp3759GDFiBDw9PVFUVPTccSoqKjQ2h+1JiOiJpalMTExUxcQf7J7FvLj27t2L48ePIyEhAV26dNF2Oq2KUCiEl5cXcnNzVY8TEhIQHh6OCRMm4OLFixqJKxAIEB0djf/+97+Ii4tDamoqDh8+jPPnz+P9999Xnaerq4tTp07hlVdewcKFC2FjY4Np06Y9d13WMWPGYMiQIfDy8sL777+PysrKf76IeW7l5eUIDAzExIkT8Z+9e3CBq4REIkElp8QprgIrujrgv5duoSdnyNYdvCRYZ5V5LKFQiMWLF2PatGm4du0ajh071uC5ZcuW4b333sPo0aMhk8meK4ZUKoWxsbG6Un6igoICrF69Gq+//jqEQiEMDQ1haGgIMzMz9O/fH+Hh4ZDL5QCA3r17g4gabB7AvJhCQ0Oxdu1amJiYaDuVVsna2hrFxcUoLS0FUN+RHDFiBBYtWoTly5drLK6Ojg78/PzQo0cP2NjYwNHRER07dnzkPIlEguDgYPz555+qYf/g4ODnjrl+/XrcuHEDenp66N27NzIyMpr6UjSirq4Ou3fvxq+//tqkmw3NraCgAKdPn8bmzZvRo0cPAEBmZibGjh2rOkcsEKIOBEVxLeJu5cNVpPnPF6aZPO52K7XgaQClpaWUmZmp7TRajfLycpo7d+5jh1F5nqd3332XAgICnqvtNWvW0Pz585ua4lOdPn2aDAwMqEePHgRA9bN9+3bKz8+n+Ph48vHxIWdnZxo6dCj5+PiwIeOXgEwmI0tLS7p8+bK2U2m1FAoFzZ8/nzp27Eipqamq41VVVWRubk537tzRYnaPunv3LrVr147mzJnT5LZCQkKoc+fOxPO8GjJTrzt37hAAGjZsGDk7O1NVVZW2U3qi3Nxc8vLyoilTppCpqSm5u7vTO++8Q2fOnHns+V/o2ZO9wIC6CA2op76kmbNl1AEvyzSABQsWqAq2P1ihyWiOqakpQkNDHzuMKhAIEB4ejqioKFRUVDxz2/b29rhw4YI60gSAh79kAQAOHjyIAQMGoLq6GlVVVYiOjkZpaSmGDBmC4OBg2NvbY+HChXj77bcxY8YMTJ06FW+88QYGDBiA2NhYteXFNC+FQoHBgwfD19dXdQeGaX5isRjr169HaGgoRo0apdpJysDAAPr6+i2uvmmHDh0wcuTIJi8cBYAjR46ge/fuGts6urGkUimSk5Oxb98+9OzZE506dYKbmxuGDx+O+Ph42NvbY+vWrc2eF8/zSEpKwrlz56BUKh/7XEBAAPr06QN3d3dIJBJcu3YNKSkp+OWXX9CvX7/Htrum5gbG6bVDLl+DPhwbUXmpPK4HSy34zqpcLqfk5GQiIpJIJASAgoOD6fTp01rOrPUKDAx8rrur1dXV5ODgQEeOHHmm63iep9TUVAoKCiIPDw9q3749vfLKK2RiYkJeXl6quxn5+fn0xRdf0M6dOx87yZ7jONq9ezf5+fmRhYUFGRoaUmZmJqWnp1O3bt1oypQp9NNPP1FFRcUzvzZGe65fv04dO3ZskXe1Wqu33nqLtm/frnrs5uZGx48f12JGj4qKiiJra+smL7YiIsrJySEHBwdatWqV6vewqKiIQkJCaPfu3U1uvzGmT59OEomE3NzcyMfHhxYuXEjx8fEUHR1Nt27dIiKiPXv20KhRo5olnwfOnDlDrq6u5OzsTD179iQANHPmTEpISCAXFxcyNDSknj17UnBwMOXk5DxXjLnijmrNmWk+eMKd1Reus/qw8+fP0+rVqwkAiUQiAsBW/mnBvHnzyN/f/7muDQkJoVmzZj3TNWvXrqWOHTvSsmXLKDExkfLz8yknJ4cyMzNJLBY/dyflq6++or59+1JoaChdvHiRli1bRr179yYAFBYWRkVFRc/VLtO8Ll++TObm5pSenq7tVJi/vPvuuzR79mzV44iICBowYADV1dVpMat6PM/T6dOnycrKijIyMtTWbmFhIfXq1Yu8vLxo/PjxZGpqSt7e3uTt7a22GE/j5+dHP/7441PPuXPnDpmbm9Pdu3c1no9SqaSgoCBq37497dixQ/U+HRAQQP7+/jRixAgKDw8nqVSq8VyYluul7Kw+LDIykjp27Ejz5s1rckklpvHKysoIAO3cufO5rr927RpZWFhQUlJSo6/p16/fI+crFApydXWltWvXPlceRPUfWpGRkTR48GAyNjYmqVRK9+7doxUrVtCkSZMIAMXFxT13+0zziYmJIVtb2xY9H681mTx5coM7qxzH0ZAhQ2js2LFanyM+atQoEggEDUpbqUtlZSXt37+ftm/fTqWlpVRYWEjm5uZqj/MwjuMoJiaGLC0t6caNG/94/qpVq2jAgAEa/b/C8zzNnj2bPD09H/nSHx8fT6ampiQUCrX+u8Bo30vfWSWq/yapp6dH7dq1YwsrmpG3tzeFhIQ89/WHDx8mS0tLkslk/3iuUqkkCwuLRxZn7N27l1599dUmD/0qFArVIiwdHR0Si8VkYmJCYrGY7OzsKCUlhRwcHAgAOTk5kYmJCenr61PXrl1p6dKllJub26T4jPq88sor7H2ghVixYgUtXry4wbGKigpas2YN2djY0NWrV7WS19WrV8na2ppqamqaJZ5UKiUjIyONtK1UKmnHjh3k5ORErq6uDRa1PQ3P8zR58mSys7Ojbdu2aSS3rVu3krOzM5WXl6uOcRxHQUFBZGRkRPb29uTm5kb9+vXTSHzmxfGkzuoLt8Dqadq2bQtbW1uUlpYiOTlZ2+m0GlFRUdi4cSMWL178XAutRowYgf79+yMiIuKp5ykUCixbtgxdunSBra1tg+cqKiogkUiavKBBLBajpKQElZWVUCgUqKqqQk5ODqqrq3H79m24ubnhzTffBAAEBwcjMTERBQUFiIqKQnp6Ojp27AgvLy/cu3evSXkw6iEWi7WdAgPgjTfeQEJCQoNjbdq0wRdffIEFCxZgxowZWskrOzsbtbW10NPTa7aYpIGFZTzPw9/fH5s2bUJoaCjS0tLg5ubWqGsFAgF27NgBT09PxMXFqT03ANiyZQsiIiJgamqqOvaf//wHx44dQ3Z2Nm7cuAFzc/MnLpximJeqszpp0iRYWloiKSkJU6dO1XY6rYadnR1SU1Nx7949ODo6NqjJ2lhhYWEICwvDoEGDsGLFClRVVaGoqAiHDx9GaGgoxo8fDysrK2RkZGDXrl0Nrk1JScH333+v6kQ2RXJyMg4ePIi0tDTI5XLo6OjA3NwcIpEIwcHBCAoKwquvvgorKyssX74c7u7uaNOmDaysrBAVFYX169cjKysLLi4uuHDhAkpKShAZGYno6GicOHGixa2Afpm5ubkhMzNT22kwAAYNGoScnBycPXv2kec+/vhjnD9/XrWBQHOQyWTw8fHBtGnTMGzYsGaLa2xsDIlEgtu3b6utTSJCYGAg8vLycPz4cQwfPvyZv7SLRCKEh4fjzJkzz/X+/U8kEgnS09MbHJPL5ejevTssLCywfft2XLp0SbUpS1MdOXIEP/74I4qLizW2AQXTzB53u5Ve0GkAjPb9/vvvZGZmRuPGjaPvvvuu0UNRRPW1MRMTE2n8+PFkbW1NpqamNGzYMAoMDKSYmBjKz89/7HWurq4EgC5evNik3B/UH3R0dFStUo2OjlY9j4fqtD74WbhwIU2fPl21yK9Lly5kaWlJFhYWdO3aNVq6dGmD8zUxL455vMDAQAoLC9N2GsxffvrpJ7KwsHjslKFVq1aRj49Ps1RwuHz5Mm3YsIE8PDyotrZW4/H+bvz48RQbG6uWtmpra+mjjz6i/v37q6WKwaFDh8je3l7t/w7Z2dlkYWFBaWlpqmOZmZnk4uJCAMjNzY1SUlLUFsvU1JR8fX1V77usMsiLA61hzirTMpSUlFBUVBT5+/tThw4daMmSJY2aj/qAUqmklJSURs8j+/DDD5u0sOqBBwusbGxsyMDAgEQiES1dulT1fHFxMYWFhdHJkyfpt99+o+PHj5OVlRUBoBs3bqjmq9bW1qrKXR0/fpwmTZpEH330Ec2ePZvKysqanCfTOB988AF9//332k6DecidO3fIzs7ukVKDNTU11Lt3b5o8ebJGKwSsWbOGOnToQP3799da6awNGzbQzJkzm9zOtWvXaODAgeTr60uVlZVqyKyejY0NXb9+XW3tPRATE0Pdu3cnuVyuOsbzPJWVlRHHcWqLs3btWlWFmaSkJGrfvr1a22c0i3VWGa3Iy8ujyZMnU4cOHWjFihUaqdTg4+Oj1oUBPM83WAjwNKWlpXTlyhW1xWbUg+d5cnFxoWPHjmk7FeZvtmzZQiNHjnzkuFwupx49etC+ffvUGq+0tJRWrlxJc+bMIUtLSzpx4oRa239Wf/zxB7m5uTWpjV27dlHbtm3p22+/VXu5Rk9PT/rtt99Uj3mep4MHD6qlQzxlyhT65JNPmtzO0/j7+6sqTzx4H0hMTNRoTEZ9ntRZfanmrDItj42NDWJjYxEfH4/i4mI4OTnB0dER8+fPR0FBwWOvqa6uBs/zjWq/qqoK2dnZcHR0VFvOAoGgwUKApzE3N0e3bt3UFptRj9TUVFRVVcHDw0PbqTB/8+GHH+Ls2bO4detWg+OGhoYIDQ3FzJkzmzy3m+d5rF+/Hk5OTrCxsUFeXh5sbW0RGxsLT0/PJrXdVH369MGlS5dQU1PzXNdfvXoVX331FdatW4fPPvsMIpFIbbnV1NQgLS0N7u7uAOoXrvr7+8PPzw8hISFNbv/f//43jhw5gs8++wzV1dVNbu/v8vLykJaWBjMzM9WxiooKWFlZqT0W07wET3tTEAgEbDUIwzAMwzAM0xxyiajT3w8+tbPKMAzDMAzDMNrEpgEwDMMwDMMwLRbrrDIMwzAMwzAtFuusMgzDMAzDMC0W66wyDMMwDMMwLRbrrDIMwzAMwzAt1v8DmXr04qSxsckAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 864x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(12,6));\n",
"ax = plt.axes(projection=ccrs.PlateCarree());\n",
"ds.Tair[0].plot.pcolormesh(ax=ax, transform=ccrs.PlateCarree(),\n",
" x='xc', y='yc', add_colorbar=False);\n",
"ax.coastlines();\n",
"\n",
"\n",
"plt.figure(figsize=(12,6));\n",
"ax = plt.axes(projection=ccrs.PlateCarree());\n",
"rolling_Tair_xy[0].plot.pcolormesh(ax=ax, transform=ccrs.PlateCarree(),\n",
" x='xc', y='yc', add_colorbar=False);\n",
"ax.coastlines();\n"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.7"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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