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@emmanuelle
Created August 29, 2018 14:41
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Using Scipy for simple image processing\n",
"\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Function of scipy are found in submodules"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"% matplotlib inline\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"from scipy import ndimage"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Scipy functions take arrays as input, and have (most of the type) arrays as output"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'numpy.ndarray'> (512, 512)\n"
]
},
{
"data": {
"image/png": 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4A3MRa0tDU5+dTqfs6EBJQWhwUYf3MpmMWB5Ufn6/XxZSNBotmxXJ8ea1hmHIbs+FzfwPjothGOKusC2UY489Flu2bJF7T+R+aKFboS0iwzBQW1uL3t5eCyDJ57GtplnK93jiiScs41oJKW6qc7OczDjFcCTMIC12cKZSLKLcjq0/a9Ot3N95D/rpEzEuywn74FDuisY89P0P9Rzel7u43qmAsbwE7r4Mw3m9XgEkDcNAMBgU14HmOXduDc4ysuF2u1EsFhEKheByuRCPx8Vq0dYKE5ScTqeEOHO5nCUyQCUxMjJicYkY5SBm0dfXB9MsZX2ShFRXVwegtMi6uroEtASAjo4OSx/RKvJ4PFiyZAm2bdsmi5zWzWT9TbeIwCPfc86cORZglmJneeZyOTz22GOyoVUyf4/E+plxisEefqH5Ol3RhJvJIgHlvsf2TAbm2QeBk4TPoi9a6WDZJ9pk37NTbSsBYrXSIeXX3kbDGGM3GoaBgYEBmKYpFgQXOmPztAoI7BGoNE1TfPpCoYCqqiqxCFwul2AHtCwCgQBcLheqqqpkzGhpJJNJeDweuN1uVFdXW96VuAXxj5aWFhmz/fv3ixtEpdHS0iJZkcAYuMf+XLBggbSFbXC73QiHwzjuuOPw+uuvW/pgsnFiXzY1NSGRSMDlconbFQwGLUpJj79W1KZp4tFHHxVAcyoyFZBby4xRDHpS2jt5OoQgDRLqvIep3GsqNRLs3+Ni4ESodHCmYtVoKZdvUE50eJeuhLZ+NGuS5j0no+YmAKUwocZPuMuzlgIBR0Yq7NGEvr4+eS5xBL6/2+0WyySTyUiUI5vNorq6GoZRSttmpSZuACRg5XI5SXJinYdisYjm5mZ5v71794qFo5V4MBhEe3u7ZVHZORb79+8Xy8Xv909oOerfB4NBsdJoHZFspRf8RIDzU089NS7keSiZrgU+YxQDcOTcCI26VxI9sNNHKTo5ZzKxA4ScaFr7VyJTfXcdnqLpXInQN29tbRUuAJ/PfnM4HBZ/m/9zl2fokUxEAo4EMr1eryxAzftgIRW6JbyHx+OR9hOjIJMxnU5bwnV0NRj608qebgkAATZTqZTgCPX19dJX+Xwe2WxW7kugke2gAtKhScMwsGjRIgwPD2NkZESUIzkZkwlJV7So6BpRmdpD9ex3tsHhcOD555+fMBpyJGXGKAatFMrt1JUoDbulAFiBykqsBfuOXQk2QF9UcxTsWMNEYudGTMVaoEXC9z6UhcNrDMOA1+uFx+PBrFmzZLfVfRcOh5FMJhGPxy2LbWBgAABkl6QrQRoz+8Lv9yObzYq7Ul1dDdM0EQqFxDenz59OpwV3IJPSNE0MDQ2JZcP+5cIuFosYHBwUN4KWy/z58+Vde3t7Jd1bu11MzWZ/05VxOBxYvHix9FdzczNaW1ulf7RbuWrVKrGGMpmMlKCj2EOI2sUMhUICmtKCcrvdYqHRCrJvOLzHww8/jH379h1RLM4uM1Ix8LP+fSU7b7lr7CGhcmLPEeBOV6kLoNF37qb6e5PdQ7s5U3UhNHhVKeDIxcwSa+l02mIZsC3c6TW4RysCgEQOuCC5+NLptPjVzGeghWCPdHC3JT5BBcOQIq0vRhey2SxqampQLJYKr7DPqRhoqTidTsTjcXETgsGgPJu1JPr7+8UVIYagi8BQqqqqUFdXZynhxj5vbW3Fyy+/LONfTjlooSJyOp0IhUKWiA3/vfHGGzh48GBZ0FtjSa+99hp27tz5llkOM0YxTLSQpoPkH65MJYLAZ+sIhN28nYpU8lw+i5O6UneFfaNDgHv27BGFpHdVKkn6tNwBudPy71wwmvRDpcGdnvcuFovo6+vD4OAgRkZGBIeg8iBlulAoSEhURzmocIAxN0G3LRwOC7bT3d0Nn89n4VPoaMTw8LC8K5Vee3v7OKvLNE20tLTIdbokn2maOOaYY/Diiy9a3p3Kb6L5yMiLTvCi1dDW1oZoNCqWWTlXmO/b2dkprtyRlhmjGIDDUw4TXT8VurOOX+vd+1DKhrv9ZO7DZLwEO6HpUG3ms3QG5WTf4aIiIEfAy+/3w+VyifmsJzLvx1ClXkB8LoE9XZ+Bi7u/vx+FQgHxeFyAP4YXPR4PDhw4AACiIFhYhT8PDw8LDZr4Q3V1NYrFUlHY0dFRaSPJRk1NTVIejrs6LSNaMACEoEXhPU866aSyi7BYLGLlypXyWY9lIBDACSecIOa/ThTj9Vq0UgkEAgiFQlLyjkD1ggULJBrE7+jva2v6qaeewvPPPz/h2E9XZpRimEy0/6sXEsWOK1AmC3XyPry+XDUi/XM5pFh/nqyM+EQgaDn34VAuRbmQ1WTPLRaLkqAUi8XQ1dUlizkSiWBwcNDSNoYH9X3JOOT9NChJYhN3Ppr1XCiaRqyzKUmdZmIWFy5BRT6DuANrM+pakJqzoMu+GYYh0QiHwyGl6fP5PGKxmIWJ6XK5MHfu3LL9qsd2yZIlopD5T+/2bLMme9nnin2D0BYV+4oh2eHhYamepb+v72uaJuLxOHp7e4+oW/G2UQx6IpbjBpRTCkDl+QN6B55INLdBC62NSiIg9ufqe1b63anwOjKZjEQSmOuQTCbh9XrFXN+3b5+Y84wQMBIAjL13IpGQ9wUg/r3GOrjgTdMU7IIVijRpSS9k8iEIwCWTSYkW0G0xTVNKyWsrhfdl/xUKBQwNDQkewnkRDodFMbHtfLdisYjVq1eX7T8NDrtcLrS3t0vUQluKnD9sB8OY9kiRfY6YpolIJCI/021yuVySxEUeiV20cti2bZtkqR4JeVspBjtqrzvBPoknEm0hcFKUy7EvJ/ybJkzpRTpdViWVXCWDOhkgyt/TfM5msxgeHpbIABdQY2OjLMp0Og2fz4eTTjpJ3AW/3y+Lj20dGhqSEm8kMgHW+D6JRCMjI/I3fpehPa/XKxOd4UhNPMtms4hGo6JsND06l8shk8nI/ZlbUSwW0dDQIG3p7++X3dfhcKCqqkracuDAAQkXcixowdj7WYdaufhDoZAUVNEYB/uKSowgJt2fiTYVzoNwOCwuF+cjLRmglHqu54ndpTEMAzt27MBf/vIX+Xw4MmMUw0QorF5EEwE5wOQccr1gtS/Mf3pSVLI47fUECUhVIpphVy40eijhTqtF9xX9a1ZF5k5MRcDJxFCeYZROfnryySflWio7Xaa9trZWXAhGImhlcLIywhGLxSxAXTgcRigUkvfmTq6zNXWRFT4nm83C5/MhkUiIO8LaC/ZrmabNpCtWj3I4HBJKZb9pawSApYqT3oUnAnfnzJljCYHyet7T4/FImTsqr0ONKTc9HRWhsolEIojFYmUtB21Jc6xeeumlw7YcZoRisAMq+jM7fLKIQyXgIIXK4EhEMTSKX+lA2F0gtmkqYgdGTdMUYDGbzaK7uxvZbBavvfaauBFawabTaQwNDQn4yEXIhQaU+p2FUO1+LRcL30WHP4kbsE2aZwFAiEX8mfUiqVgSiYTcl3F+0pNpzei+ByAuSDqdlmgDAIm82K1I++cTTzzR0p+8ZqLoVKFQwMKFC8tGMAjydnV1SZ94PB5ptxbdn/wciUQsOSzEV9ra2jAyMiJsUTu4yf51Op3o7e2VhK/pyoxQDJxk3L11CjH/2d0G++KYDB/g9dzpyi3OqQhdiErZhuWAUv37SnAQ7bZosC2ZTCKfL50Z2d/fj+3bt6OnpweBQADvf//7xSfWLE6fz4fZs2cDGIsscMd2Op2yaxEVtzNAGauna6HdEioGnWhEN8PlciEWi1nqNNDnT6VSUpuBadqavER6MzMSWTDG4XCgrq5OciXIU2CkggzMYrEo510CY0SsUCgkPr5+x8nmE69ZsWKFZeyoAN1uN5YsWYLt27cjnU4jlUoJv8IeQaLFwznudDolF4TjRuUwf/58Wfj2tthxi8HBQWzcuHHac31GKAYiu8D4SkL6Gi12RTEVViP916nE/vVnbZZXkpilQTK2daouhAa1uAvy/wMHDiCbzWLPnj1YtWoVTjrpJDgcpaQhn8+Hqqoqy330sWoM5UUiETQ2NopFwboLdjPa7t/qCUyWIvuWYJ82yzVwp6MX+rsARFmxf2g9MAoBjGVrsgAMORfEMgBYLBJ7XYxCoYC/+7u/s/QzQ7KVzI1CoYC2ttIxrXqesG9OOOEE7NixA263G+l0WtwdHfmyR8HoUuiaFiRPASXCFaMQh1rwhmHg6aefPuR7lJMZoRgoUzGpOSntGnii+9hdB03zPdRz9H314gYmxiQmchfKhUEPJZyoNE1p+nd3d6NYLKKtrQ3Lli3D2WefjdraWvj9fmESaj9cL+hisYju7m5Jr3Y4HKipqZF7awuAioQTmSE5YKwAq67OxAWv+0InNfFd9FkMGq8AIH/nszRirxUt6z9SMRSLRQm1AtZwYLmIQH19/bi+1uHYQ0lNTY3Qve3fMQwDxx13nNCXi8Wi4B2HAiPJB9GZqkyDnz17NqLR6IQhSv2e6XQajz766JSthhmhGOwptnph64lAqWSH1qAiO2o6JpW2ZvQgHCq0OZFFYwdUKxFaB0AJ4R8YGMCOHTswNDSEcDgMwxg7GzKTyYhZnkqlBCege8BFCUCQcNMsFWLdsmWLkJ/Yh3w2J6jH45GIh97l7FYMFQ4lkUggkUjIOLA+AjEHvXD5LO6w9rMqGUmhma37iJYBv8/06HQ6jYGBActcOP300y1nZfI+HLNKxqdYLKK1tRWtra3jrAaHw4FgMIhIJIIXXnhBkrZI+9YRCHvomveqrq4el62r6zn09fVNak3T4vjzn/98yHfRMiMUQ3NzM6677jphfBEPoJlajtBEmYwgpMObUwEIdUdz99BKhvee7Hv6s9110Lv3oUTXTDxw4ABisRi2b9+OE088EatXr5ZFStM8HA6jtrYWdXV1CIfDUkxFW0icsDwzgadOM9cAgCUdm5+1xaD7p9wOy0nMEKM9kmN/N1oDVFK0eOzfAWCp/cjcDI17MILBHZbRD62cnU6nJbOUv+dcq3R8KDU1NRKFsYPajY2NaG1tFV5HNpuVRDI9nyaKjtmp3R6PBx6PB1VVVYjFYti/f/+470w0FyuVGXHgzPDwMIaGhvCVr3wFplk6fOTuu+9GX1/fONIIYA1NckKV+51dKlEOGhjTJb+oZCb7fjlTUisn/ftKxOl0ilXgdruxePFiOBwOrF692kL95W5Dc5rPZWRA1ySgWU8CUD5fqt5cU1MjGY4AJJGHiU4E9djPrKikWYzah8/lcgiFQpKYpMdERzuImWjLMJvNorW1FaZpWqIqmhylQU/TLFVo0pYZz6OghUMehVaSes7wHXR0bCqKwTRNHHfccdixY4d8V99/7ty52L59O6qqqiSjtaqqCtFo1LJxlHNBi8XSgTbxeNxCuDIMQ0hQBw4cQEtLS8XtPZTMCIuBDLwNGzYgkUigsbERF198MT71qU+J/1tuMdkVhY5qlJNKqt/oa/QJRlOVciDjVL5LlyGbzWL//v0wDEPOJiCllxOZWEIqlZKUYqfTiWAwiKqqKkQiEfFtdduAkgJgFSJgLEpAEhHdBDs+oxU1TX/tFgCwtI8WDTCWxEVeAsNzbLdetHw3ZmeSeGWnnzPUqc9+IHYRCAQsIUCgFFHQYsdEKok22SWfz+OYY46RsK095H7ssceiv79fQqr5fB6RSETmN90F/rPjYJFIZFwUxDRLFbETiYTknxwJmRGKwel04pJLLsEdd9yB0dFR/OY3v0FfXx+WLVuGdevW4Zvf/CaAsTCZDt3ZeeuHek4lbdFhuekoBcB64nMlERNaFvl8Hj09PUgkEnjppZdQVVUlYSqGEknyYViuuroajY2NchQak46INXBhaaUXCAQQDofF9GbVYrpxDBfS6tBhL+7UbDf9dOIxGm/Q7hQnPK0U4gX27+ozKPk8KiOWgCcYqZ9B4hL7nO0gw5KWRzabxcKFC8eNgY4QTFWh0z0pFApYvHixZUPRFsTq1auxZ88eUYrEbagU7XPCbgmHQiFLngcVZnt7OxKJhFSWOlyZEa5EsVjErFmz0NzcjFdeeQUnnngikskkYrEYcrkcjjnmGNxwww0IBAL4z//8T7z44ovC5jtcTgKFk5IDrH1Mmsl4rbSKAAAgAElEQVSVhjftkYzJxOEoFSyZNWsWtm7dilgsBp/Ph/b2dixduhR+v18mHM15LgouNM2W44LgAuRk00qODEf64lQe5BjwOu1uFAoF2bHYV1QeVFKsv8ADb4kFcLHrBCgNCrJNtJQCgYDkZegkrJGREQtpiiFNhil1araOcsTjcfmO0+nEypUrx4GOlYYoJxI+izkS9fX16O/vt4R0adGecsopeOqpp/COd7xDQpGsIWHHt/heerFXV1dLdinJX/l8HnPnzpXMUSpf3b6pyIxQDCyUMTAwgIceekgmzi233AKHo1SJJxwOI5vN4vzzz8dnP/tZ/PGPf8Sf//xn2R0r2ZUnk8kWfyVKoRyXYjJXgrugz+fDyMgIRkdH0dnZiYULF8Lv98vCSiQSE1pDXGickB6PR3ACnd3IHV7jC/F4XKo4MWGqqakJQ0NDlp1TK1+NH+idmoqK19AFKxaLcnQdFQOVCV0e7qZUeolEQlwNLipSilkDksQq3e8EIXW7XS4XfD6fhDEZcVm8ePE4t3K6LiNgPV2M0tzcjEQigVQqJW4F22UYBubPn48XXnhB8CLDKOVhsL8OJZFIBCMjIxblAZQiTeRMTDcSB8wQVyIYDGL27NmyIDh5u7q64HA4UF9fD7fbjV27dmHr1q1wOp1497vfjbVr12LZsmUwzbH6eeVQYQoXkP67/bpyeQ9TnTA65DWROByl8yA5iESZ/X6/TBRGZtgnNDcDgQAaGhrQ0tKClpYWVFdXC+U2Ho8jGo0ikUgIb4DP0+FD9oUuTprL5dDS0iK7jvZ3Oam1EtYsR6AEKvIgWC5WfWQdy6BRkWjlkMvlZKLzWkZCaHaT5ZlIJCzP1aSqXC4nSoFjp12DpqamcX76dJSCPcOVCljPq4ULF4qVYOdPtLa2or6+Hq+88oooUbrKGiezWzLa3airqxN3hPOF/+yYyhGPShiGcSeAfwDQZ5rmijd/VwvgXgDtAPYB+JhpmsNG6ek/AHAugCSAT5umeUjSdjwex86dO6WGXiAQwKc+9SmhutI3TKfTWLJkCTZs2ICWlhb4fD78y7/8C1KpFEZHR3H33Xejp6dHt91CjKFwoOz8hnLhuKnKRP4pfWpmOg4PD0vb2L5AIICBgQE0NzeLn80FpkN8pELzXbSJrmPjPp/PctaiBuG0VZDP56VIa3d3t/DxqVy4c7Mddm4B6c6cpGwPn0PgFICAh5lMxpKuTRCS36fF4Ha70d/fb3HrTNOU7/Ow3UQigWAwKIqLHAe6GWznmWeeaWmbHQeoVOwWh93c572WL1+Ol19+WaIuGptZuHAhotEo9u3bhzlz5iCbzUolaY3bTIQZ0L1jwhhgTROni1cJtmaXSiyGuwCcbfvd5QAeMU1zEYBH3vwMAOcAWPTmvy8A+GmlDQkGg6irq0Nrayuqq6tx8sknS3ENoNRBjz32GNauXYtTTz0Vt956K5xOJzZs2IAnnngCDQ0N+NrXvoZ169bJses6bs8Jx8UGWGmoh6MMgDG3wa4UqMFjsZiYycPDw/D7/ZKvoKWpqQm5XA7JZFKiDFyYAORv2vdnKnBjYyPq6+tRW1uLqqoqS56AaZrymTtrLBaThZvL5RCNRhEIBCz5CFQutDbYVx6PB16vFz6fD06nU/gKtGpo7dBNoBUAjCk3uh0EVOkrawyF+AfbTSuF96SFQGVD64IbCmtU8t52i9AeQZmK2K2Gci6naZqWMKLdoq2qqsLg4KAoY2ZjlgvNa9FcnXA4LBuDzhPh++lcmUrFqBBQawfw/5TFsAvAmaZpHjAMowXA46ZpLjEM4443f/6N/brJ7r9q1SrznnvuwcjICHbt2oWBgQF8+tOftuzkuVwOmzdvxgMPPACn04nzzz8fP/7xj3Hw4EF885vfxN69e3H66adj+fLlKBaL6OnpwZ133onh4WFZHBPtClP1xfTAliMv8W+cKNFoFIZh4NVXX5X2lUvFjcVicigLEXaSkXikuvapuQD4XDuZy95O0ywVZWFVIy5Mn88n0YlgMIhnnnkGPp9PagDw3lpBHWnR48MkOvsOa9/d7f3Ofk2n0+JaskIUD7k555xz5B6Vjrl93uj+NU3zkBiUYZTqM9JFs98rn89j06ZNWL58ubiEzFXRoUwdArdbEsQytLKi0qRS37JlywumaVqTQyZq8zQVw4hpmtVv/mwAGDZNs9owjP8H4AbTNJ9+82+PALjMNM1xR/cahvEFlKwKBIPBEz72sY/Jy1x22WVIJBJob2+XznvkkUfwyCOP4IorrsAVV1wBn8+HhQsX4pRTTsEvfvELuFwufPzjH0ckEsEjjzyC8847D01NTXC5XNi6dSv+67/+ywLETdVCsIOLE/EUOKlp6jPXgGQgTkgCftrvZ3iR/H29EPSi4aRge/hexGbYNp2pSl4C75vL5RCPx1FbW4tkMol0Oi0kpyeffBLAmNnPNtj9ZPvP5RiQelJrRW+/hu9Rzne3L2AqKJrz+r4EXummuN1uRCIROJ1OnH322ZYM1cMFHKf63VdeeWVcMpl+py1btmDlypUWq4zKwT73+B27BTwyMiI5JsCY61UoFLBjx46KFcNhq3+z1IIp965pmj83TfPvTNP8O6/XK0CZ2+3GrFmzJKEHKHXApk2b4HQ6cf3112P9+vXI5XLYvXs3fv/73+OKK64AAPzmN79BV1eX4BV33303MpkMli5dinXr1uGMM86QyTMZzVqL3nEp5ZQC6/45nU6Mjo5KuJCHn2q6LENu+pAVPovZgJz83FFobjP/gTUQI5EIqqurhQodiUTg9/sRiUSkZJom1OTzeezduxcdHR3CuqOvyomoY+xsC/190nE9Ho/sxOFwGOFwGFVVVaiurrb8q6qqQm1trbg3TDrS1/KQWd6P/cg+YpFUjplWkpoxScyA40Jch9/XSlhjMf9bsnTpUot7a7daSIAilbtQKAj5TAOS+jsEkfkz3Qr2Fef6VMoBAjPElVi2bJn5hz/8AW63G319fQiHw6ivr7fsCHv37sWGDRvEF7vkkkvw/e9/Xybre9/7Xjz44INwu934zne+g8svvxwjIyO49tpr8dhjj2HNmjXw+/0IBAJ49tln8dvf/nacJtZmK2Ct5VhOYwPWARsdHYXP58P27duxePFiyR7Uol0NnVoMlNiGgUBALAymTRNY0kxB3S47ndYwSklVg4OD8rdisYiBgQGxZCKRCJqbm6X+Y6FQOt794MGD6OzsRC6Xk6iJw+FAKBSSqBEnmgb5dBRAT/5yoTf+nn6/Xuy8XtOr7QqcvAAqTe7emruhoymRSASrVq3CrFmzLONW6Y5fzlqbDkhNkHTv3r3yWbsI/Hsul0M4HBa8htagdl8oevzZXwRc9ZhkMhm8/PLLb7krcSOAQdM0bzAM43IAtaZpXmoYxgcAfAWlqMQ7AfzQNM13HOr+9fX15oc//GE4nU58//vfx759+2QQqfm+/e1vI5vN4rzzzsOGDRvgdDrxrne9Cx6PBw899BC8Xi8++clP4uGHH0Z3dzc8Hg+uvPJKXHXVVRgeHsYZZ5yBBQsW4PXXX8fHP/5xFItFeL1ePPDAA3j88cctpqm9w+2fTdMUP53ZjOTmE00/1G6USqUQCoUES+DvYrGYZQKXM6OJQdAl0IQmAJbJlEwmBUz0+/1oaWkRPgCFymbOnDkSieCZBUzQIdDIfnC73cLd53kN+kRqABIpYI4DMBYpoXVIP1h/l4qQSkOXumdUpbq6Gvl8XoBcHQnRwvued955lhwLzq1KhAuM9zpcoNo0Tbz88suW3+koEfNByN2homekgmuC/WPHHagkyVXhWG/evPnIuRKGYfwGwLMAlhiG0W0YxucA3ADgfYZhvAbgvW9+BoAHAbwBYA+A/w/AlyppBM1rMh2J1tNM4qC73W5s3boVF198MXK5HJ566im8+uqr+MpXvoJCoYBf/vKXWLBggRBprrzySnzyk59EMBjEtm3bsGDBAqRSKXR1deGpp56C2+3G+973Plx99dVoa2sbVyXJ0lFvWg9er1dIRNFoFIVCQVho5UChclIsFiU8qBeo/h53PLoOxB9YV5GmcSQSQSgUspiUQOncx/3792N0dFSq/1RXV0sCE5+hKcijo6NwOBxSA5H8Cs2QJEeBC1pbBJy4hUJBoiYs5Q6MTX5GWnSUgsrAHjGw12ekpUHOR319PUKhEEKhEILBoChb4iYulwsrV64UpcE+nkoIT8+/w1UKtDroLvB9tYVD95PtJ6iquTrEkDju2jUy3uQ0hEIhwSumjKkd6gLTND9ummaLaZpu0zRnm6b5n6ZpDpqm+R7TNBeZpvle0zSH3rzWNE3zy6ZpLjBNc2U50LGcBAIBfPSjH8XXvvY1dHd3W3bmQqGAdevW4YorrpBF/dOf/hTr169HPp9HR0cH7r77bixduhSmaeLJJ5/Ed7/7XUH3f/e73+G73/0uMpkMbr75Zpx55pn42c9+hlwuh7/+9a944IEHUF1djS9/+cv4whe+INWO7HRSKgS3242RkREkk0ns3r0byWRSSDN6EZQLZfFe1PJDQ0MW5cBdgbUKgsGg+OQ885GhQ94jFovJGY/FYhHRaBR79+5FNBqVU5tbW1stHAFgzOzMZDLo6uqC1+tFR0eH3JsTUpvQNPXJ6LNPOP6disNu4jOqoq+jO8DfccFSIXBxcNLr8GJ/fz9qamrEWuMCpptB623u3LkW5TJVN4LCe08ntMl78T2WLl1qIS/Z8zToYtJKKRQKUjHb7vJyjIDxZ6poAtSU2nq4GvBISH19vfmRj3wEa9aswZw5c4S/wNj0lVdeCcMw8M53vhObNm2SCXT55ZfjRz/6kcT8r7nmGtxyyy2yc1177bX41re+BY/Hg0WLFknyimmaWLNmDe69915s27YNv/3tb/HMM8/ggx/8IEZHR+HxeLBjxw6Ew2E888wzkv6dyWSwefNm9PT04LTTTpOzEEn5pStB0QOiU7m563JXoGnd39+PdDptOVjVLmQMatJTPB6XIiQulwsNDQ1yfgQwniRD60ArlLlz56JQKKCmpkYYhv39/Thw4ICka/McS/0+hmHIeZK5XE4KvySTSQQCASlFTxIVFQFxDbaf4VuCuJo9qbM/+Y41NTXYs2ePsAv7+/uFDMWdmM/44Ac/OA60nMq8n04EYiKxp3fv3LnTEq3SEQaODYlPpI3rClVa7NYnn8XQ9vbt2//3ohJHQtjxq1evRl1dnSX8NDIygg9+8INwuVzYvHkz/v3f/x3Nzc0oFAq4/vrr8f73vx9Lly6F1+vFtddei/PPP18AnCuuuAKf/exnkUwmsWvXLnziE5/ArFmzYBgGNm7ciEsuuUR4BQsXLhTLACgdWNrW1oa+vj5LVaNoNIqTTz7ZckAqi5BSKehFw12MbgqVFp+jFQlxD5KFUqkU4vG4nDo9MDAgh8ECEAxgeHgYTqcTdXV1aG5uhmmallOjuCNzkuzdu1eUQjwex8jIiLDnhoaGJB3YMAyxoAzDQF1dnbgVmlpOwhFBLn3kGndZ7vok4nDisp0AJPORSgGwLqRMJiMUcYbxYrGYUKm12UxQeN68eRYLFJj8qIFyc7OSdP1KpJyCZvo3x4fKS1s8DD/SZdAcGI6BtiT4DM2AnWpUYkYoBgKJTP2lOBwO3HnnnXjllVckjHfbbbfhpJNOwqmnngqHw4H/+Z//ER/b5XLh7rvvxk033STfv++++3DdddchlUrhV7/6FebNm4d3vetdiEajuO2223DDDTegqalJDixhvcR9+/bB4/EglUoJzsHdkTsRQ2o0d2ka8mcqBO5QNI/JadC5AUBJMYyOjiKRSMDr9UpZMC5GFj8tFovo7OxEX18fTLN0gMy8efPkOk4S/jOMEiW5s7MTBw4ckM+MOoRCIUlNHh4eFh/XNE3JmKQwYkSLjglZXNCktXNc7aFdMhGBsYlLfIERDwqJShxLjkOhUBALibgUAMFItCu0fPlyuZ8dh5lIdHSHYzhd94GiQ4r6/gQZtVtAxUkFnM1m0dvbawES6WrofBZ+LveOhzrbwi4zQjFks1mccMIJ6OzstCiGaDSKoaEhdHR0IB6P44YbbkCxWMSGDRvw7LPP4mtf+xqSyST+9re/IRQK4bvf/S7S6TSuuuoqRCIRfPvb30YsFsP111+P448/Hk6nE88++yw2btyIb33rW0in07j22mtRLFpPMuIkZByZx5vl83k0NzdbjkijK0D/ncpBs9A4qRjWY95AXV2dJf23UCidm1BXVydKYmRkRMJP0WgUHR0d6O7uRl1dHebPn4+Wlha43W6LhUDlkEwmsW/fPuzduxeDg4NIJpMYHh6WMGZVVZXUAmBJcs1nqKurEy6BnrAulwv19fWor6+H1+sVRaj5D/xZk540rZn9RauL80Cf3sx3oSVBnxkYIzNp31pnWLpcLsyaNcuySOwJSROJDldTQR5uDs1kVkp7eztmz55tASa1MOry6KOPWhRtubMqppMXUU5mhGIASmmqjY2N8tkwDLz22mu49NJLZTJccskl+OIXvyga8o477sDNN9+MQqGAaDSK733ve7j55pslTHf99dfj3HPPRaFQwK5du3DhhRdi9uzZcLvdWLduHdavX49sNouDBw/KwHPwfT6f1Eagb8zkJfq8HESdDWkHenScHYCUWOMk1+g0dzS6DpwAQ0ND2Lt3L+LxOMLhMObOnQuSwrirAWOTL5/PY9++fThw4IAor6GhIdmBdVo3MLbIAEgdSNM0LdEJwzAsRWAo4XBYdiNaUDpfgbkOXPDaXGZ0hW3W1gLdCSo5ncqtr9VhZt6L/69atUo+64X9VtG6D0dqampkXlERaVxk9uzZaG1txQsvvGABIWlRAePzIuz8hqnIjAAfV6xYYW7YsEHOGOQi+da3voVisYhzzz0Xf/rTn2TAzz//fLzxxhvYtGkTgFI9vaGhITGHP//5z+Phhx9GR0cHcrkc/vVf/xUPPvgg9u/fj1wuhxtuuAHf+ta3JNJw3nnnYcWKFZI05HK58NxzzyGVSuGVV15BXV0dXn31VQlL6oGj/073ABgPMAGwXEdkX58RyWtGRkZQU1ODkZERDA0NicJpbW0FMIbWA2OKgDv0gQMHpEZiNpsVBiYLj9JH19/VuyjN7pqaGqmJ0NnZKWCl3sl12AwYM5GZmwJAqi0BY4ViCoWCVD7WcXbWWGDhkZGREQmVEl/QSVZUorx/MpmU34dCITQ0NOCEE06Qtk1F+JzD3X01XlCJOBwO7NixY5wC5b3y+dKBO729vTJfKSxsY7+fJok9+eSTby/wEShlVxK0Aqw5Bo888giuueYaySG49957kc1mJfzV1dWFf/iHf5CTgf7jP/4D8+fPx1lnnQWXy4U777xTinN4PB5cfvnlEv7khLfHhSORCDo7Oy27Oa0GmrAkzNBqACCgpAZQOThcHLQaeA9WJuLOSNPfMAw0NjaK+6LNaI0fdHV1Yc+ePRJNGBwcxOjoKPx+vyVioCeoZmwGg0FLSvbIyIgkIAFjJz1z96cFFAgEUFtbKyAZMLbzMR6voygaS6E7Yf+Z/AYNvmmlQKUHjEUoXC6XJYnI6/VKzsFUlcKRMsXZb1ORYrGIxYsXW/AG3X6Xy4VIJILR0VF0dHRIBEiHK/Wz7ZyQKbV9Sle/RTI6OirhJu6gyWQSH/jAB2QSXnnllTj77LNFk7700kv413/9V8ybNw8AcM8998Dr9eJjH/sYDKOUdPXKK68gEomgUCjgsccew1VXXSVcgOuuuw4333yzcAQAWHgIwWAQPT09Yhqz40OhkExO+qCsPswwG60J7pCa/suCpQDEHydg1tnZid7eXuTzebS2tmLBggViAtsJQPl8Hl1dXdi1a5eELqPRKKLRqBCfNH1ak5G404dCIQmV0lpxOBw4ePAgXC4XEomEPNfr9Ypi0/enO0SXi9dSidPd0jRipktTUWgOA90OCq+nq0PlAUCwDX3QLS0OKt6pCpXzVFH8cjIREDiZOJ1OtLe3jwuv8v0A4LjjjkNHRwf6+/vl/nb6vcZ2piMzwpWYPXu2SbeAdGhqQ06YHTt24Pe//z3a2trwvve9DzfffLOE9tatW4fLLrtMFt/1118v/AWHw4HrrrsOl1xyiSz866+/HldccQVcLhdOO+00nH766Ra/zekslW3/+c9/jurqaqk8tH//fln8Gq3X3H0tNEdpKufzefkeLaNdu3Zh2bJlQu9l1WDtx3OQDaN0xLuuJRiLxZDJZOB2uxEKhRCPx+Ud6G/qyckJVC40Fo/HsXLlSmSzWTQ0NEhZuYGBAQFD9SJlrUKmlbOtGnkHIAxR/k37+7oQKtH5eDwuSoZ9TLeLIKTDUao7EIlEsGfPHjnEhW36wAc+MOV5eCT5CocTwQBK771z504ZH7vyBICtW7dixYoVCAQCwmjVVrddnn766beXK8EjvkZHR7FgwQJcd911uP322wGMhXSWLl2KK6+8EscddxzuuecerFu3TkCziy++GN/5zndE03/nO9/BTTfdJN+99NJLcc0118gku+SSS3DBBRcgn89jyZIlAi7SrCV3gdcTD+AhqsFg0JIIpMNPGi/QPwPWgrOjo6Po6upCKBRCIpGw+M46jk93JRqNYufOnRgaGgIAcYMYrqSpr2nZzGkoFouSdckFqhl3iUTC4lL5/X4MDAzIKc16seiCIDwklhPXDiDyZ9K22R98Di0H/RmwnnDOfuGE1yaxTi7i81taWnDvvfeOK/Z6KDkcpWC3Co6EO0IXSeMMOnvU4XDguOOOwwsvvCCuV7mIxnRlRigGAOjp6YHb7cbu3buFeHPDDTfgrrvukgM8s9ksjjnmGFx66aUYHR3Fhz/8YRiGgUAggPXr1+OWW26RxfnNb34TF198sexwV199Na677jrJaLzvvvtw+eWXo7W1VXYg7sL9/f0AYKlszF2cFkMmkxEfmkqAJrteIKxxCIyF1N544w0kk0m43W60t7cjHo8L69DuF2YyGezYsUOUFenIBNl0+TLTNC0LhYStqqoqyzmUrHBFApVOyx0cHIRpmhgYGJDFolN37UfUsX9opXg8HtTX16O6ulr4EJywBB3t0Qf2PRUz3TD9TwO7OgLU398vUR6fz4dTTz0VmUxGTjU7lHABHolQJOfedKIAAAQzo5A2rd0nChVGJBLBiy++KMVf7ZGK6cqMcCVWrVplPvjggwDGBt7tduOOO+7Avn37xLz2eDz44he/KHFdas5CoYCbbroJ8XgcDQ0NcLvd2L9/P0zTxBlnnIFgMIgHH3wQDocDixcvxoknnoh77rkH2WwWP/7xjyWezmf/6U9/Qnt7Ox555BEh0PAsSE5KHu3GzwT3eNIyFyhQmjjd3d2yEzY3N1ti8tzhNTj32muvSf/owqiRSATxeNyifMin5+LSYUOd/FUslvIzdAYorQcu/HA4jNmzZyMej2PevHkYHByU/JBMJoPR0VExW6kM/X6/hDapKAKBgIRdtUtFIZlNcxVoUdHd0a6H7itiOw5HqaBuVVWVUKldLhfWr1+P9vZ23HfffZLsxe9qlJ9KT5vrUxUNMtt/Nx3RjFL2y/bt2y3WFJ9B67O/vx/xeBxLliwRhi4Ay8lVwNRciRmnGLjYKR6PB3/961/xhz/8AbW1tUIJfe9734tly5bJguRC27BhA9rb2zE6Oiqn/M6ePRsf/ehH8YMf/ACGUSpmUVdXh46ODlx99dXwer2SOu1wOPDf//3faGlpwUsvvYR0Oo14PI7u7m7k83nU1dXB7XbLeY8EhpxOJ3p7e2WB0L8fHByUXbGqqkqKfQJjE4gTlxEJovCxWEwwAh4OU67kOnd7zb7kfT0ej5Tm565uD4e53W5UVVWJ4iPoSX+2pqYGHR0dwtPv7+8Xgk0kEgEAiRJRSTKqQiE4q1mU5JtovkKhMHbqlMY/tKLVmwfxCLpNDkepqviPf/xjpFIp/P73v590wR+uC3G4jEjN+tTZm1QMVAAvvfTSOOVDhZ7P5/Hcc89h/vz5aGtrk8ODaXFS3nYYw2RhnVwuhxNPPFGKwMbjcaRSKfzxj3/ED3/4Q+zdu1dMfrfbjTVr1mDlypWoqqrC5z//ebhcLnR3d+NHP/oRVq9ejWKxlJE4b948fOQjHxHGn+bvG4Yh7EDutBTty1MpACWXob6+XnayZDKJwcFBAKVIBhmKGnHnc03TRE9PD3bv3i2Ww+uvvy7VlAAI8Mc+Ib5B6yUcDotiACCLNJFIYHBwUHxPvTAdjtJZEiwKQrH7tTTv+f4Oh0MYkjwngmPQ29trOZuC92Bbq6urRZkwfZrcESouhl11joTuL4p24XTbo9GogLE6Acsu/9dKAYAcC6Czb/m/BnFpEZYDuE3TxLHHHovXXntNIhVUqNOVGWEx1NTUmKeddhqqq6vxve99z5JJBowvvur3+7F7927ceeed8Pv9kmRyyimn4O///u8tyHk2m8Vf/vIXPPPMM8hkMvj+97+PH/zgB0gmkzj77LPh9Xpx4oknSlERh8OBjRs3oqOjQ8x15hS89tpraG5utpjFeiAZvaAJ6PP5xJSly0NN7nA4MDAwgP3798sEzWQy4oZwhwcg/UH+BJUSFxgnB8E8toELnBOYO3NTU5OlFgKVCxOrli9fLgublorT6cTw8DAKhYJgIrQCCIhqEJYT2+fzob6+3sKjYFsTiYTldC17dSqdK0H/GRjjYCQSCUmFJxGK7T7nnHNw4YUXwu/345e//KXFimLuw1R4Bvqd2B5aX9PhS2hWYqULeM+ePcIxofDZdCs2bdqEE044AX6/X0hfnBdvO4vB5SoVlYhGo/jKV76Cr371q3juuefET7bvCIVCAe3t7bjhhhtwwQUXACjt2M888wzWrl2LLVu2WHbOc845BzfeeCNOPfVUXH755Tj33HMlvZmaWCdA6cnOXAAWTwyW6/4AACAASURBVOWEsisr0pMDgYAUOOFgUWj6dXV1Ydu2bTh48KCE5xgCJUCo/UyGA2kqh8Nh1NTUyAJhG3VWIycLFQSPwauvr7fkMzBRjCFJnmMJjC0iYgbsf6/XK8xK1pPk/biAgsEg5syZY6G5OxylorQ8EIdWCic3gVKOHa0cErTsC1NzI7Ql4XA48Mgjj0ifcBw0OUsvrkqyLfV3dDiYfTJVoZKuFCgsFotYtGiRzBGdwavdwpUrV2LLli3I5XLSf3b3vBKZERZDQ0ODyQhDOp1GNBqVRbpmzRqcddZZwqvXu4LD4bCcWnXfffdhdHRUCmLOmjULF154oUW5+Hw+bN26FQsWLIDX60VXVxfmz58v92HS1oMPPoja2lo0NjZi//79OHjwIAYHB9HQ0ABgbGB1TcR8fuwINh1+AyB8gH379sliI9bAsxloMnu9XqnZqHe25uZmyVvgIslkMhKVAMaiIDotvLa2Vu6tsw/1/TV3wuPxYMmSJXA4HGhsbMTg4CAikQi6urrE2tm3bx+AMWuOux6L0xYKBcFKAGB4eFhMZgK9XKTFYhFtbW1SjwIo5ZRwxwPGqOC6hH6hUJAwKP9Gq8rj8eCd73wnLrroInR2duJvf/sbAGvhE22RTmUdaOU0XVfCHoqs5Jnsq23btgEYs/Y0Nd4wDGzfvh1AKVdEW4wbN258e4GPVAyA1bfKZrNSH8A0TZx22mn40pe+JLuzNl016JZKpXD//fdj165dqKmpQS6XQyQSwUUXXSQAD3fvVColO65pmti8eTPq6+tx//33w+fzoa2tDTt37pTIAJl5ROO5oJhgBVhZZ4lEAq+//rr8juXRiF9wUDV2oQ936evrEwJQJBJBa2srUqkUhoeH5b3ZPxph56lMnBj08UdGRiQaoTEPKlwyRefPny8Tiq6M5izs2rVLXDhmafI9GA7t6emxRB2KxaKFodfe3i47L0laQ0NDGBoakkXLQ3cA6zFwpJXT/aOi0Seie71eXHrppVixYgU2btwoaepTkcmwhKkohnIJdhT2T6UyMjKCvXv3jrN0NHD5xhtvoK+vD6eddprgGA8//PDby5UArP4pX9jtdqO5uVnOtXz66afxT//0T/jJT34i5q7dzTAMA36/HxdccAHWrVuH1tZWxGIxxGIx3HjjjfjRj36E/fv3WyYqT3Yi6Oh0OqXwKdl2NGdZs4FMO7oVdkJNoVDA9u3bsWvXLgE86aPTQuB7Foulw199Pp9wI/g+jNFzgff09FhONGbyEc34xsZG4UNwVwwGg4hGo+jr67NEKohFMLoQiUSkP7kYyZ/g9yhUpn6/fxw56cCBA9i3b5+4Mhp8dLlcmD17Ntrb28WNyufziEaj2LNnj+WAIKBkTVVVVYnbxLbYd1vt1mkL6NZbb0WxWMTZZ589rYIr5TgE9mceSuzAol2mauZXV1ejrq5unEvE+W+aJubPn49wOIy+vj6xpKYiM+K0ax164USyd2JdXZ2Qj55//nk8//zzWLFiBT73uc9JTUO+PAcsl8vhn//5n+HxeLB161bcc889yOfzuPvuuxEMBvGRj3wEixYtEuqvw+HA6OioVDbmwmECEHdDLlIdLtJnDb700ksCFlKx0M+nxUF3QoN4QAlo9Pv9skOHQiGxJFKpFPx+v5joXACGYaCpqUmOj+fC8fl8sksSi6ALw92rqanJsvMQUGM9BgBCVPJ4PFLera6uTqpPA7CEV9kv/D0XK6tf0/Lyer1IJBJiIbDdgUBAFAP7OhgMWjAe9rUmRPF5mgNgmqakkbe1tVnONp2KHI7boMHwIyVz5swRbgkwZjXrflu+fDmeeeYZ2cimIjPClTj22GPNxx9/HMViET/5yU8kBKkRf3s7DcNAPB6Xw2Frampw4YUX4uSTTxZWIWDVxsViqXRad3c3br/9dnEPLrzwQixfvhw+nw8bN27EKaecgl//+tdIJpN4+eWX0dbWhpaWFgwODor1QPOdSuW1114TtiDpyoxM6FCoBs040XhwjB0kisViYkrrSkXkRLC2I0lFVGbRaFRSrLn7Erxzu91obGy07MraImHsO5PJSIYiXSav1ysLy+l0YteuXeMIQpqDEA6H5dxGksR49J1O7qIFo7MjCZ7yGl16ju8DlBQpoypUsPyffXnsscfi4osvhsfjwZ133ilzajIpF32YrpAtOx0QcDIpFovYsmWL/KwtBmCMBPXCCy+gra0N27Ztq9iVmBEWQzQaxfDwMBobG/GlL30JLlepHsJ9990nC4gvqzUiS58Vi0V0dXXh1ltvxa233oovf/nLOOOMM8R/5mAQrGxoaMDatWuxf/9+3HfffZg7d64sotraWtmZDMNAR0cH5syZg4GBAdnpNOI/MDCAzs5OaRMxkUAgMI4uTBo1J5rb7UZ9fb3FdXC5XBKq5ECzKAsAsRZqa2uFMMT/CSZykjBEyB2Xlag0ik+LiAqNJCeNw/T19aGtrc2CY7B9XKAsAEPm4qxZsxAOh4WKzRAsdzgqDofDIWxRzcMAIKSxaDSKXC6H5uZmhMNhRKNR4ZDw/Wlp8r0Y2TFNU04mIxYxWRSCf+f7HQm+wpE6j8IuDocDS5cuxauvvjoufM7PZPvu3r17SveeERZDU1OT+dBDD6G7uxttbW1YtGiRVBl+/fXXcf/991uAI/0/TSiaj/39/Ugmk8hmszjuuONwzTXXCFhoT27h92OxmEzSrVu3ora2Fg899JC4EPxHYpFploqtbtq0SdrCnUxTkzWIquPxHo9HiqwCY0AZT9ki3TqbzVo48LRYDMPAnDlzEAqFpCybTmnmc2lF1NfXW8qeUQhqav4FJRwOo7m5GT6fD0NDQ1i2bJm4CqQzx+NxdHZ2CnbAE7z5/sRMNm/ebClLz58BSLp2IpEQxcCKU8PDw5ZUeIYyBwYGAIwpSb/fD7fbLZmVOjrBZyxatAiXXXYZhoaG8Ic//GHCuThRGHI6roRmNR5pVwIYc/u6urpw8OBBaaddTNNEb28vtm7d+vaKSsybN8+88cYb8fDDD2P37t34zGc+g7lz56Knpwfvfve7Lce5//SnP5VCrRNpfi4MWiK5XA719fW46aabpI6AVhLcxdi5vb292LRpE1wulwCG3FmfffZZWUCMDHBn0QlBJEdpTV5dXT2OwsyycjpcyfJq2WwWoVAIPp9PErv6+/tFUTAsqE9xortAcKpYLErSk+Y1MBKgKdb2Ct0uV6luYrFYRH19vVSX6urqErN4+/btaGxsRFNTE+LxuGA1AwMDlqxS/c4EEwcHB1FfX49CoVTcdWBgANls1lLV2O5O0lceGhqScWEWqHZDGP3gs51OJz7zmc/gtNNOw/PPP49XXnll0h38cCwECq3QI60U7JicaZZOtmIOC5Wu3cp+24UrGxsbzS9+8Yv42Mc+hjvuuEMm4uzZs3HSSSfh1VdfxfHHH4+WlhbxU7ds2YJf//rX0ukTKQmHw4FEIoGDBw+iWCyiuroaF154Ic4880wBAXl+47Zt29DQ0IANGzbA7XYjGAxiz549EmHgidHMcGRxVx4yC4xNYPrMxWIp5VkvDoY2+XwuXk5mFmoJhUKykGkJ0awmuGYYhnAonE4n5s+fb6FOMzxJ4SlNACT2X1tba6kt4Xa7kUgkEIvFsGrVKsmLYESGOzYAURIMFZLGzd8RZCU9mROafvfBgwdFwRJX4k6oAUn2bU1NDRyOUjEZEn2oEKhQCBJrajAV2c9//nP4/X7cfvvth1ywR0I5AOMPH5qucLw5nnb8bMuWLWUJgfzdVBTDjAlXDg4OWvIZ+vv70dzcjGeffRa/+MUvMDAwgMcff1z8+WOOOQa33HILLrroIjQ0NFiIT1oYjluwYAFmzZqFZDKJH/zgB/jEJz6Bxx57TEKTZOXRx2ftxM7OTjz99NOIRqNIJpPo6+sTslUqlZLr6G5obgFPgaZpS7eFZeMZtaDZXSyWjq5btGgRAIjiSKVSoiBoTusQqs/nQ3t7O+bMmSO+djweR39/v0yibDYr76CtCpZ+01ELHm0HjO1Ob7zxhoQ4uWsXi0WJTgwODgo2Qooy79nW1oZIJCKhR7fbjddffx0vv/yy1H2ke8Ex1JaYDmUzTE0rSwOresx1aFJzOXw+HzKZDE499dRJ6yYcbk0FliU8nBRoLny2hSC2/pu+9phjjhErkVYCFetU32dGWAyrVq0y3/Oe9wjb7ZJLLsF9992H/v5+pFIpfOMb38Ctt94Kn8+H1tZWXHDBBRgaGsLu3btxxhlnIBwOC2D06KOPyiG37BS9Y3LCFQoF9Pb2IplMYu7cubj22mvxl7/8BWeddZaUln/66afh9XoF5Scfn5Pfbioz6sG6A8x9SCQSokAAjLsXay5qq8I0TcRiMTEXuaDpAw8PD8v9Fy1aJAqpu7sbwFj1ZOIIpFqzjB0AWbgspEvR4b/Vq1eLhTNr1iyMjIygtrZW6Nxutxsvvvii3I/vQkYiIw69vb0S0eBi0XwV/dyJSECc9LW1tZbMVSpZUtE1yUpHKBwOB+bOnYurrroKTqcTd9xxh1h2djTfLpViDNo6IDA6nTXGcdf/a5mINVksFvH888+Xveef//znt5fF0NPTgw996ENYvnw5/H4/fvjDH0q5M5/Ph9tvvx3r168XoO2HP/whwuEwtm/fjt7eXjz66KM4cOAAXC4XTj/9dNx6661Ys2aNLALuLppXT/956dKleP/7349gMIjR0VE5aZimsGYjkuHIBCD609TOXBCUdDqNwcFBsSTIQOPO7HK5hH+glcvw8DASiQQcjrHDXHhwKyc7LR3yErq6utDR0QEAAibyfV0uF+bNm4empibxt30+H9LpNDo6OiwH3RLAdDqdaGhokGgID/Ll4mX/0Iqh5cKamnQt9u/fj02bNkn9TFoGDH8CY7URNZBs/0dyk9PplLL+OjxJfEe7IPqdgNJC7ejoEPeqqakJwPhj7svJoZSCJhHx2sPJ3tTKoFyIs1z4ntfqw2Xo2k413DojLIaGhgZzzZo1iMViuOyyy3DLLbdIgdGvf/3ruPrqq6W4Z0tLixx8e/nll8tZlYODg1i7di16enrQ19eH008/XXaKWCyGP/7xj3juuefKgpZf/epXMWvWLDzwwAM4/fTTcdttt2HPnj0S5mL+AZl69IeBEgOQLEgWJ9EJLjphiROfB7lQaBFQeAYkF6LL5ZLybQDQ2dkpHA5tMjNkWCiUSsa3tbVZIimZTAb9/f2idChsXyAQkLbRbGURFvr3uuKzaZo466yzcPfddyMWi4n1Mzw8LAfx2M1Ymv90H6iU9MKj4taT2e4qkHzFszOocH0+37gIhbYYaOX86le/QrFYxM9+9jOLcp+OaMIVlczh4hOTWU92KWc97N27dxwF/G1nMXBnCgaDuO2227B+/Xo56uzqq6/GjTfeKBO1qakJZ511FvL5PK655hqcd955mD9/Pmpra3H11VejpaUFO3fuRHd3N/70pz9hYGAAwWAQH/rQh7B+/Xq8973vlR1XP5+LnYNMQhEZehwkAmi6RkAoFEImkxGTnDuWPnKNnAW9wAkOsoArF5w+17K2tlbaB0AsCOIRTqdTyELpdBrhcFhOqCJ+kc/nsXfvXnR3d0sVbiq6fL5UUn/u3LloaWmx7HqxWEwqSZlmierMtkUiEXz1q1/FBz7wATlxOhqN4sCBA0JaomXB+7lcLjnBOxAI4Pjjj7fU26SUW6jaeuCi4Q6vw8J0KSm08Oh3c+x/97vfIZ/P433ve9/hTl8LEMy2Tlf0PSpVCuV+N3/+fBkr4NCELrvMCMXQ39+PtWvXCtj2jW98A9dff73snN/4xjfw9a9/HdlsFlu3bsXf/vY3fP3rX4fP58O9994rse5gMIjrrrsOn/70p7F27Vrcdddd6O/vx6OPPorNmzfD6/Xi9NNPx/r167FmzRphG/LsS+ISDE0ahiGVmjSizorSnGT9/f2W8CTDh1xkLEaSy+UkojEwMCCHhBALoEsBAE1NTbJTFwqlE5327NmDgwcPWrANAn2MlfN4O6CkRLq6uiQrkgsDGONTUIkAY4lUnZ2d6OzsRCwWk2QsAEKHJmmmra0N2WxWOCBVVVUWFFwTuXhiVVNTE8444wycc845aG5uxvHHHw9g4nMP2B/awjEMQzJK6c7xWdxAdGqy3cTP5/N44IEHUCyWUpkrSbu2C3ER/j+dPIyJRGM8k8lEioNK/9hjjy3LGq5EZoQr0djYaP7jP/4jamtrAUCShBhSfOKJJ+BwOLBixQopqZ3P53H1mwVeuStee+21uPLKK+H3+9HY2Ihzzz0Xd911F7LZLD7+8Y9j+/bteNe73oXOzk6cfPLJwrgLBAJwOp14+umnkUwmsXHjRjzxxBM4ePAgRkdH4XK5pGQbXQlNJgIgKcA6R0DH42ky02ynX82kKZrqpmmioaFBSp6RWs16EFRiZCvm83lJPDKMUj1JfSoRk8Poh9fU1EiJPL2TDg4OStiVwJ1hGGhoaBB8IR6PY/78+YjFYvB4PLjqqquQzWaxePFi/Nu//Ruef/557N+/XzAMkrNWrVqFuXPnSj/pRe5yuXD//fdbCGHsJ2As3KZj81SWNTU1cLlc6OnpkRwUKm6Cn/xM108DnWvXrpUDeu+6666KFzfvq99lOu4DLaNKrYNyUq6/2BbTLFVeJ2fjbReu5C40MjKCk046CSeeeCIKhQIef/xx7NmzBxdddBEcDgd27tyJCy+8ELNmzYLb7cYVV1yBz3zmM2htbYXX68W3v/1tXHXVVUin0zh48CB+/etf45RTTsEXvvAFrFy5Ep/73OeQzWYxZ84cSYYaGRmRYrButxuvvvoqAAhaDUBAQKfTiVAoZKEr6yQp+6Gq/BuVCd0L7qKc4KFQCDU1NQBKLL3R0VH09fUhHo/D5XLJUXPV1dXCW1iyZImcrkVlwTBvPp+XKAaVXmtr6/9P3XuHx1Ue7cP32aIt2tXuSiutqmVZArnIBRdsg/26YIErhoSSNyGFCwgJXwiJE0Mg1FCCX/KSUAMhkJACAT4MDgaDwRBjA1ZwkS0X2bJ679ubdvd8f6xm9OzxSpZk8vv0m+vSJWn37NlznvM888zcc88MFi5ciKKiIgYzw+EwmpqaeGFRTUqTycSkJSrKIknxWpl9fX3sclFatdvtxk033QSVSgWbzYbMzEwYDAZccMEF2LhxI/Lz889IriIJh8OYNm0aKzmlv07jL84V+vF4PAxoEhBKiWn0jMRQn9JdeeKJJ/hzo2UnKvNKRDr7WEQEFr8qvoTyPAQM5+TkjP36RvFlBZIkfSJJ0nFJko5JknTb4OvpkiR9KElSzeBv2+DrkiRJT0qSdFqSpCOSJM0923dkZGSgsLAQsVgM7733Htra2nD99dcDAEchZs+ejUgkgpdeegn5+fkoLy+HVqvFc889h+zsbGRmZmLVqlVoaGjAY489hocffhi33nor92y488478aMf/Qh6vR5Wq5U1NfWz9Hq92LFjBz755JOEcmyE6lPDEwAJGAD50jTwKSkpjArTQ6dJT8AXTUS1Ws0JSrIcL23W2tqKtrY2BINBOJ1OuN1urq+o0+kwbdo0ZGdns2tDvABarH6/PyE0mp2djfnz5yMjI4MXktPpxOHDh9He3g6DwQCj0Qi9Xs8dpDIyMhjEkySJ62KK5KRoNIr9+/cDiLMQ58+fD7/fD7vdjsWLF+OKK65Adnb2WZOHyC2RBslWtNBoV6ZjlMpBxIjI0hTNejHmT+cUoxVkJbW3t0OSJJSUlAx7jaLQJkag8Gg+oxRRWZ2LkFWgZIeKfxPekKwz9ojnPpsrIUlSDoAcWZYPSpJkBnAAwBUAvgegT5blRyVJ+gUAmyzLd0iStBbArQDWAlgI4AlZlheO9B1ZWVny2rVr8cgjj+D+++9nzf2rX/0K9957LwNk9957Lzo7O7ljtcfjweeff47a2lo0Nzfjpz/9KR566CGYTCZkZGTg8ssvx0svvYRIJIJ169Zh+/bt0Gg0eOihh9gVeOuttxAMBlFZWclNV7KysnDgwAG0tLRwiSxyGyj2T1YEuQFiNyUi91CtBFIMBCyKmX8EJIo/dAwAtiYI4ddoNGhubuYwKrk6siwn9JywWq0oKyvj3bO6ujrBraDJSclVdM10TQ0NDYz0q1TxorHp6emQJAl2ux1utxt6vR73338//H4/ysrK8OKLL6Kurm7UPq0IMm7btg0pKSnMzUiWr0AihuCsVis0Gg1zXqhmBt0TuREUciY8QnT5XnrpJWg0GrzwwgsMYCaTkcKZI4kyajBaBZRsHJOdS+lG0N/KY++7776vzpWQZbldluWDg397AJwAkAdgI4CXBw97GXFlgcHX/yLHZR8A66ByGVGMRiPuuusu/PKXv0RWVhYWLVqE1tZWbNmyBY8++ihuvvlm7NmzBzabDbfffjs2b96MX/7yl1i+fDna2togSRLuu+8+/Pa3v+VMw+eeew4zZsyARqPBzp07mdhCC1atVsPpdOKzzz5DQ0MDg3Pk/9P/VF1IXExEihGtAvLp3G43+vr6GGOgzD5xxyJqslgZKiUlhc9NQCIplWAwiM7OTtTW1rKr4HK52P+nAjAUjnW73XA6nTh58iROnDjBiouA09TUVGRnZ8NutycostOnTzMfwmAw8EIQay+I/TUo1dzlcuHiiy8eNZKunLRU2FaMNNACTmYx0NhTmDczMzOBWyE2AKbvEunCIh/kjTfeQCgUwsaNG0dctOMNQ4qLVcQkxiIj4RBkySkjGqJ18x+NSkiSNBnABQAqADhkWW4ffKsDgGPw7zwAzcLHWgZfG1YyMjKwefNmPP3001Cr1bj22muRmpqKV199FZs2bcK+ffvw1FNP4dNPP8Wdd96Je++9FzabDXq9Hj/72c9w4403IhAIwGq14qc//Sk2b94Mv9/P5c2vvfZaDAwM4IEHHsDatWvR1dXFhJn+/n6eRLQgiSBEg02LLRKJwGKxwG63s3lGx9AuRglLZMqaTCYu7U65EH6/n9OVSQlRohgpCMJANJp4bUbCDrxeL5xOJ9dWBIDS0lJMmjSJFwWZ5LW1tbyLKjMgc3Nz2bz0er04duwYt7ynsSEhngAAxhYoYlNZWQlZjneumj59Os2TEeeRaPLS+E2bNo3dFGBIQYiJX+JuT/+LtSzFayfLgTAHug+6NrJUZFnG+++/D0mKV78SF5BIZyZehbJr+FhE/Nxoxkg8lsZMxLcIV6LwsxKTIWUoRqNGK6NWDJIkmQC8CeAnsiy7xffk+F2MSSVJkvR9SZL2S5K0v7+/H3V1dXjzzTexZcsWPPvss3j//fcZlNq+fTvS09Px4x//GFarFY899hja2tpQXl4Oo9GIP/zhDygrK8M111yDlJQUPP7445gzZw6uvvpq1NfX429/+xvWrFkDlUqFxsZGLrH+r3/9C729vWyS0sShFGRCqV0uF2dkWq1WNDQ04OTJk5BlGXq9nslItDBFclBOTg5isRgXXBF9XyCxLRnhCLFYDE6nE319fejp6eGqypSQZbFYUFhYiPz8fBQXFyfgChQ6FBdNeno6CgoKOF9Ep9OhqakJhw8fxqlTp7j8l8gOJYuA6l6Wl5cz6BYKhZg5WVFRwbwOGjNxZxSed8LEVVoA+fn5AIa6WxE5SQQWxePpHFqtlitVU1SIFjFViKYxJ4tBRPLJ1ero6EA4HMaMGTMS2JR0TSIHYizYwFgwCHHBi6Lc7UlBiNaAOLaiAhyvhTKqq5YkSYu4Uvi7LMtbB1/uJBdh8HfX4OutAAqEj+cPvqa8uT/IsjxfluX5DocDGRkZcLlcTHihLL4bb7yRaxs+/PDDWLJkCSPxBw4cwK233sox/tdffx33338/ZDlerPT1119HQUEBNBoNPvroI9x9991Qq9X461//ivvuuw979+7l1GNxsMWeFsBQuTCNRsP9Jmgx0Pu0i1GIjlDzY8eOMUYSi8XYGgCGdi16iJFIJIE4FQwGEQwGYbFYuNxZXl4ecnNzmbrd3d3NnAMyqy0WCy8uWigEntbW1uLQoUNMK1YuUIpk6HQ65OTkYMOGDVi4cCFbMADYrycXhnYjt9udUCBF8byTgmT0P3EKJCmxHLroStAYJ1s8kiQxG1KkRVPEiUSMJoig5O9+9ztotVqsWLGCv19U9iN993AyHmByLCLOH6UbQX8rXxutjCYqIQF4EcAJWZYfF976J4DvDv79XQDbhNe/Ew9OSIsAuASXY1jJysrC8uXL8bWvfQ3Tpk2DLMtoaGjAiy++yGQno9GI6upq3HLLLVwT8X//93/x2GOP8cPcvHkzNm7cyCaf2WxGamoqIpEI7r33Xnz22We8u8ViMd6JCUuQBsOOYmiNmtrQjig2laF0aRH1pV2PCppQXwhKyCLFRwqCgFCa/BTSpGgBEb+MRiNfGyHqbrebadtkfhMlWuRL7N+/H6dPn2bQUBnOo/Pr9XpccMEFuPzyyzF//vwEv5yUNikUcrFoV+/r68OcOXNGnIjJFhj9psrUogmvZEHSGCndHerTKGZ2DgwMsJIXXQclX4GKz7S1tUGWZcydO3fc7oIoNMeSRWXEMRAxF6XSHEnE560890j/j0ZGo9IuBvBtACslSaoc/FkL4FEA5ZIk1QBYNfg/ALwHoA7AaQAvALhltBdjNpvR2tqKffv2YfPmzbxYHnzwQdx1113IyMhAZ2cnnnnmGVx88cWcuHPvvffiBz/4AQYGBmA2m/Hqq69yoZDDhw+jr68PTqeTSS7Tp0/HwoULkZ6ezrsyLWZgKAlJ9EeJrkyTr7i4GBdddBEWL16M888/HwCYSUnuQTAYhNvtZpPUarWitLSU3RZx0oqKgdwB8Tspw5Fox319fXC5XPB4PLBYLFx5ubCwEA6Hg6s3U3dt+h7RiiByl8ViwQUXXIB169Zh3bp1cDgcCc1gMuJBSgAAIABJREFUSLKzswGAszs1mngLvJMnTyIajcLn8+FrX/vaGT0sRCBsJFGpVEzLJpeEcBYRWCR3jT5DAK9areYKUvQMiDWqxBvE37S47rnnHgQCASxevPgrSZceKUwrKgGlMhhuYYtgrJieLuIHySy18chZGR2yLO8FMJzKuSTJ8TKA/2csF9HW1oY///nPaG5uRnd3N1JSUnDPPffgiSeewJ133glJkvDAAw/gqquuwltvvQWNRoMDBw7g6quvxiuvvIKUlBQ8/fTTaGlpYfKS0WhEQ0MD+9RarRbz5s3DypUrkZOTA5/Ph61bt/LkIXMWwBm+JWV50m5TUlLCi+/48eNob29PMNmJrUgTmCYHYQ3EVATA/REo45J8YrHlGvmRKpWKKzgRX4ISp8ivrqmpgdvthtVqhcViYcVELEslDrF8+XIOD56NGkxWkyRJ6OrqQklJCQDgiy++4LqZhEuI4zmWHWvq1KncYZvGTQxdiouElIYSgNPr9UxII7o5KRe1Ws0WGABOnycLKCUlBV6vF6tXr8Y777wzdt9clTxNerQiWlGi6yXiImIEQvzMeJVAMpkQzMeBgQG899576OzsRDQaRSAQwCWXXII33ngDd911F6xWK3Q6HbZv387c9kgkgn/84x9cHESj0aC4uBh1dXUA4ouwqKgIF154IdLT06FWq/HZZ5+xGW8wGNDe3p6A3Ip1AmhxEpZAWYXEIuzt7cX777/PfRdExh25FWJDXEqyIrAzFotnEBJ1lz6rBCap0pHL5YLT6eS8A2ryQiZzXV0d4xlGo5H7TdJkN5lMSEtLg8lkQn5+PlauXIny8nLGCYYTWowEvNGkJEq2Xq9HY2Mju0WhUIijE+MRSlsnhU2+Plkcyp1VVB4UUqX2fXQ8jbc8yDch10d0o2jXps0iOzt7TApN3LVFpTAWoFK8DrpPcplobiiVgnjscNjLeGRCVIkm/IAqMgPA9u3bkZ2djT179vDCIzS9vb0d6enpnFrscrl4kpaUlKC5uZlzAiorK9Hb24stW7bg5ZdfxuHDh9HT04P29nauoygCgyLXICUlBW63m31pekBffPEFACSYtFqtFiUlJTCZTKisrGSwjzIzCVsA4uFZ0SKgHSYSiXDGpMfj4ZApcf9ptyATvre3lyMjsVgsAeeg76KQ5qxZs5CXl3cG6DecKCcUXWN2djY6OjqQmZnJBWdisRhaWlqQlZWFjo4ObNy4EUeOHBnXpBRp0RQJUmIhwFDOhRiKI3ISMVPJpSBQVqPRIDMzE6dOnUJ6ejozJklUKhX27t2LRYsWISsrC7NmzeJ2b2db4MPlTYzFchDT9ZWYg+g6iPJVYCHJZEJYDDqdDjU1NdyQZNOmTbj//vuxefNm/PjHP+aBoYYr06dPh9VqxTXXXINoNIq0tDQ4nU4u+zV58mREIhHceuutCAQCsNvt+NWvfoXrrrsOhYWF0Ol0yMvL4wpJZPpSLQNRK5MlIdYQJIuCHpbD4cDs2bMZnKP8BPqRJIlNWtrlqLIRKReaeMRVkCSJ8xZE3zoYDKK9vR39/f1cfwAYar4CxBcAga6EHeTm5o7K1BQtA9FHps9Styrie9A1U5Fcj8fDLs54zGlJkjB58mQAcdKbiFHQ++Kx9B30LEgJiJRuIA6cOhwO1NbW8iYijjkAzm2hyk4XX3xxQqJcMhHxBPG6xioiGzVZFOb/tEwIxSBJEpYsWYI9e/bgu9/9Lvbu3YvMzEykpKSgoKAAd9xxB9LS0nD33Xdj8+bNuOuuu3DZZZfhww8/xM033wyNJl6NKRqNcsmx9PR0bNmyBd/4xjcQDoeZjETsv0AgwBNbLChCO6PYGg4YQrPJJJXleDZkUVERMjIyEAgE0NLSgoMHDyaAlGQKiw10xJL0tJhJcRCeQZReMiG9Xi+XohMRedHk1Ol0MJlMsFqtmD9/PlauXImsrKwxpRUnO1YEu8RsUMpO9fv9qK2t5fELBoMoKysb9XeKi0qWZUwebF833O6oDB+KuQcEGmdnZ/PCLywsRFZWFurr6xmwFvkI4rlkOZ5Y19railAohNmzZ58xBsrrHqsCFHES5TnFtPhkMlqL71xlQqRdz549WybzX6vV4ssvv8R3v/tdPPfcc7wI/X4/7r77bnYhHnjgAQSDQXR1deHhhx9mUMxgMKC+vh4bNmxAdXU1+5N33HEHp+qGw2FUVVXhN7/5Dbsxfr8fFosFfr8f3d3dnM5LKeBerzfB5SBfn9B4SiwitiMw1ISVYum0oKgCNTDEqAPAyVeUmen1epmOLbL/aAKL4Tm73Y6ZM2fyTqj0x5NJsp1oNJO8ubmZE7IsFgtbCbfccgsXwLXb7fj1r3+dAEIOdw3JruPIkSPo7+9HIBBI6HCtFLpHsf6CWh3vpUG1K4jzQZgFJYlRHgjVzqCxpUa5W7ZsgVqtxmuvvcbZqvQcznUXPxcLQwQbk/09nNxzzz3/d6Vdd3d3w+FwIBKJ4L333sOFF16Ixx57DI888ggnx+j1eq690NPTgxtuuAGPPPII/va3v+H555/nkmoejwfZ2dlYtGgRfv7zn/OCvO222xAKhRjk83g8CfFspUlPwCH5q2J4kRYmcQgAML+A6LhqtZr7J4jWgiTFmZVUb4EWMbkz4XCYLQNgiJYrAn9APLRrMBhQUFCANWvWYMGCBQmVpkaj8JXkoeEWn1KISES1ICgMfODAAQBxJUp5FiPxGYDEPALx5/zzz+fxFCMK9BnlzkrvE1gsSfFkr1AoxLRwei5KkFfJbaAeHJQav3r16oTrHq9SEMdDdBXE90f6nHI8lccPF6ocj0s3IcDHYDCIqVOnor29HV//+texYsUKPPPMM4hEIrj99tuxePFiAHH/try8HF988QWnJff29uLrX/86DwLt3BUVFbDb7bjssstw4sQJAOCQoEqlYgaj6IdSKIsWIeELpBAILxAnEtGDye0gv5juCxhqpxcIBBJcB7E5rd/v592RwFb6rEjJJaviggsuQF5eHrMwxyJkeYiJYCSjmURisdGOjg6cf/75CAQCOHr0KJYtW8a06WQ1DpTRheE4/GJVLbKayG1IBu6Jr9GYkLVILf7IOhSVgjIiJUlDtRm2b9+O1atXw2KxJDA8x2tli5+jgrsjhSWV0QdxDJXHJFMq4rMdq3KYEIqBsh1zcnLQ39+Pm266CQ6HAzNnzsSxY8fwox/9CL///e85iWXOnDmwWq2cRGUymeD3+9Ha2oqGhgYYDAbYbDasWbMGsVgMS5cu5QVO5dJrampALEMKCQJI6MxEgB7FvamEGkUoVCoV4xMioYZAUsqcpIVAzEVSOjabDW1tbexWiAxIYIi8QpGK8847D0VFRQyQEgg62oeezGcfz24ifkb076kCVDQa7yxVVFTEhXtFy4Dcw5F23mg0ipkzZ6KqquqMXZL+F+tcAPHFRgVvGhoaMGXKFBQVFaGmpgaSNFTAl3AGMYuWLEY6dzAYxCeffIKFCxfCarVizpw5qKqqSrjG8fAVxEhKsjEYjdIRx3Kk7xnvNQITxJUglF6W44VHKioqoNFoUFlZifXr1+OFF17A888/z8eZzWbIsowbbrgBt9xyC37yk5+gp6cHNpsNixcvRklJCbZu3Yprr70Wzz77LDo6OngnpoVN1ZZocYkMOIoikA9KIlZyJl+UtD6BbpTMRJWlyZWgzD2DwcATwuVycS1LEUOg3Y6a9q5YsQKXXnopCgsLGVsAkPD32YTOLUYaRvNZZUSA/qZdl0KvpCBoZ/d4PFi4cGHC50SFOxIrkCQrK4ufuagwSWh86bnZ7XZ4PB7U1tbC7XYnKCH6PjHZS7QcRJKbGJF64YUXoFKpMH/+/DOss/Eo5JGss9G4FcneH+maxku0mhAWg91ux49//GMu2rpkyRJ8/vnn+OCDD2AwGLBy5Up89NFH2LRpE5544gl+QE8++SQX2qB05/7+fpjNZvzlL3/BZ599hg8++ADPP/88l1grLCzkiUtof2pqaoKlQGw4s9l8Ri4FEWOUAKMSWaf6AuRiiAVAqIkr5XsQN4HCnWaz+YzaBmfbYYfDFcRIy3hEXMiipKWlcW8NqgVBlhjRksvKyvDaa68lFDgZC1hGUSDlYhKzJMkkN5lMqKqqgsFg4OfZ0dEBh8MBm83GQC5ZGVQQhjAVsh5EayYYDKK/vx/vv/8+ysvLcfXVV2Pbtm1jLh4rum2iMlOOw2jcB+V5h/u+c5UJYTHIcrwbr8lkwr333ouOjg5s27YN119/PVauXIkVK1bglVdewQMPPICHHnoooepRd3c3du/ezbtALBZDfn4+YrEYLrzwQjz88MPYtGkTFixYAJvNhtraWmzatAlut5sfhJgoJO7Con8sPiS1Ot4CTqzgRMfodDqkpaXxhCMKNHXDJlyDejlWVVXBYrHAbDZj+vTpWLt2LZYsWXLGd55Nkk0GpR8+FhnJdwWGyqlRhidhMJ9//jlbBwMDA8jNzR3x/Ge7BmrJp7wHEZtQq9U4deoUcnJykJWVxTUwiIOQmZmZsCDpOShFfI4iU/Ljjz/mmpjEGxlOlNaY6EYNB1ySMhL/Hu7ZK8dhLMzKsciEUAzBYBCPP/44wuEwLBYLuru70djYiF/84hdYsmQJJ8Fs2rQJxcXFuPnmm/HMM89g69atqK6uxs033wxgaFDPO+88bjoSCoVgsVhw1VVXYcuWLfjhD3/IeADtEMrwnhgbJxFBQOIbiA/QbDYjNzeXLQWVSsUdpej8tPNSRqZer0dHRwdmzpyJNWvWYNKkSWeg9KMRmuzKax/vzpHMp1dOVLpPAKwYtFotmpqaODoSCoWwdOnScaH4yugE4QNAYsYlPZPc3FwmNRF4rNVq4Xa7mbtCEQ7aVAgDAoaKuNC9ij46PbdQKIRLLrnkrL49fT8pIuV8Gin6kGwMhrMW/lNKAZggrkQwGERaWhpKSkoQDAaxcuVKXHzxxbjxxhvx+OOPIxKJ4Ne//jXq6+vx6KOPYseOHXjkkUfwwx/+kBfpz3/+c9x6661IS0vD0qVL0dLSguPHj2P37t3o7u6GXq/HsmXLcN555+Ho0aNMFCI0miIWAHDw4EEGHFNTU6HRxDtiiwuEdjNKQSbWn8vlQm5uLvr6+hL8XwIvCTuYNWsWt7EnpTSWhSyapeIiIRltxR7R71e+PtL/IquTxoBCu0RZ7+7uRllZGd5++2324ccqJpOJQd9wOJygIOg6xGretJAIUCZ+yqRJk1BTU8OcEKrYTYqCgGhyFek1CkP/7ne/w2233cZFeJXjRsrDarXCarVyRqsYYTqbJBsfUQEkUwZfhduQTCaExRCLxWA2m6HT6ZiDHw6H8eijj7J/T8lCV155JdatW4fHH3+cG92mpqaitLQUH3zwAVJTU3HllVfijjvuAABs2bIFL7zwAp566iksWbIE3d3dqK+v51i2xWJBLBZjv1SlUiE/Px9paWnsw2q1Wlx22WW8uwDgHSkWi1db6uzsZJ+bJglNHirOYrVasXjxYvzXf/0XF1M5lwdLlsJoyEzJPpvsNSXYOJxQVIXK3RHYFwqF8OWXX/IOSwvwbOcTv18pxcXFZ/AtxPwIijjQWNIzEAutUFRIdClEtqkooiVIiqezs5OjZ7Nnz2argI7ZsGEDpk+fjlmzZmH69OlYt24d9Ho9cnJyWLnRuZXfkez+hwMsk/3/n5AJoRjInG9qaoLRaITT6URbWxv8fj8eeeQRRCIRdHR08AS78sorsXjxYlx33XV49NFHE1hrL774ItavX4+MjAw8/fTTuPDCC3HHHXfgxIkTyMrKwsyZMzFlyhR+MCKbkSjSKpWK/VQg/uD37NnDVFraoaiDs9hAlnYeKjiSkpKC9PR0rF69GsuWLWOFcK6ijDCIYcOxnENUYmMVyptQqVTcVDgYDOLEiRPsrtHCHYsoj8/JyeFSebSYyQojF0G8bzLdlXwSh8ORsPjIHRSJbSKwSX/Tey+99BJUKhXmzJnDYDVxHP75z3+ipqYGH3/8MdxuNw4dOsTWQ29vLzIyMoZ97skUoujKiPc2Vs7JeGVCuBLhcBhOpxM7duyAy+XChx9+yOZpVlYW7r77brz++utsnhsMBqxduxZmsxm33norHnzwQfzyl79kpuJtt92GX//615g5cybvEC+99BIOHTqElpYWrFmzBsAQb4BSiMWCpxQmo4UudpIi64XyE2h3os+GQiHk5+dj6dKlCbvReHZ1qimgDPUNJ2ebLONRAMMJ4QyxWIwBPlmWuaBMamoqurq6sHz5cuzdu5eReVFGG53Iy8tjirMIAJLFRCa7uKCA+Hg4nU5kZ2ezBUFCroaY/wGc2S2LlERHRwe+/PJLzJ07F+vWrcOpU6fw7rvv4sSJE0hPT4fL5YLD4cChQ4e4g7osy5gzZw7y8/PhdDqHLU8/GmzpXKJLY5UJYTFIkoTu7m4Eg0GsX78efX19aGlpQSwW4/buHR0d6Ovrw/Hjx3kHOHjwIFatWoUNGzbgxhtvxBtvvIFdu3ahubkZN910EwNHFIqaP38+Vq1axRPL5/OxX0yugXKiigg2WRa0G5F5KAJMGo0GkydPxkUXXTRq31I5FmI0QVQGZ1MKw51vpP/HI3QNlCZOCoFqW0qShMrKSgDxqMyCBQuGHYvRXs+UKVMS7l9pMQFDVhMdJ1KpRYq5aK5T5IFcS9FyCAaDvIipJsc///lPhMNhNDc349NPP0VNTQ0ikQja29vhcrlQWVmJ06dP44knnsDTTz+Nffv2oaKiAgcOHMCqVavOSK0Wx2E4q+H/D5kQioGoyMRSS09P54anWVlZmDZtGlpaWjB37lwYDAZUV1fD5/OhqqoKGzduxA9+8AOUlZVh586dMJlM+Oyzz/D666/z+cXFTiAigIQFTwqEmp7Q5wAwoUpcqGQqU0o2FVUhgHG8Ik52ZbhxPEpBCY4pXx/P+cTdjbAYokFT/YODBw/ymJFvfy4TnUBio9HI7gndk3hfSgVKxxHxLCcnh5UGsTRJAdB9kXJI9hxlOU5vP336NHbv3s0JdCpVvJ4G9djw+/3o6elBY2MjNmzYgNLSUrZoldaIUpTuQjIlOBo5FwtjQrgSQLygyLe+9S1UVlbinnvuwZQpU3iQi4uL0draismTJ6O0tBT19fWYO3cuysrKUFFRgQ0bNmDr1q1477338Oc//xm33XZbQh7Afffdxw9AlmXOWSB0WiwdRkqBlIZKpUqoeUDnJDeCIhuEGIsg2EiSLBqgDJF9FViEqNDo//H6/Mr7kmUZDocDHR0dAICmpiacd955iEQiCYVpBgYGsGTJEvz73/8ed4hNnOTKgjSBQABGo/GMng90PD1fl8sFm80Gk8nE3bJpQdNcEMHKWCzGLoparUYwGIRWq8Xvfvc7fP755xwtcTqdHP6k+aRSqZhM53Q6OXFu6dKl+OSTT/6PWANK7GUsMiEsBiBeWGPq1KkwmUyoqanB0aNHOdPQZDIxf0Cj0aCoqAjz5s3DrFmzcPPNN6OsrAwbNmzAE088gW9/+9u46667ErjoVLlYpYo3XXW5XGx2ipWAJElKQKnFhSl2SdbpdFwkRafTQaMZakcvIuYjiRi9UO4G49kdgDOz8JKh3GNRCmfbrZSWB4X6xHRmIG6ljeROjEZisRgmDxZwIQuFFrDYnIeuW/xN+FEwGEQsFm9BCCRmrJJioIUkFsOleyTl0NfXx4VwaFMQWwyQaxUIBDg5UJZl2O32MbMmxyLidYqgdLK6D2eTCaEYJEnCf//3f+Ott96C1+tFT08Pdu7cib6+PsYW/H4/Wlpa2IwnbSzLMq644gqEw2GUl5ejpqYGv/3tb3H77bdDq9UiFAqhvb0dDQ0NAMCNRcSIhEh0oveU3AAl516sXCxWPRI/o/xbfE0JcJ2L0DWJi/+rwBJGa13QWFmtVh6TYDAIn88HWZZ5p6ZrHY2I40bnpCpUosuQLP1aiUUAOANLEtPZ6blT8Rzx/gk7ERUGYVZExZ4xYwa7TIQ9UQEbCt1KkoT6+npuPCReo9jrItm4nk2SRSrO1dqcEIqBkP9rr70W69evx6pVq7Bw4UJs27YNkUgETzzxBFJSUtDQ0MA3/NRTTyXQR6dNm4a8vDycOnUKs2fPxg033IBHH30UFRUVOH78OKLRKKdfExBFJdbF7tREaAGQkJNPUQgR2KLdgnYrsdQaMIRm00IVC5Cei1JIZhGI7433nGTtKMN9I4mSlUhjFggEsGvXLsiyzCX6L7zwwjH5y6KbRs+EelSKTWTEHZHuX1xUYicrosJPmjSJ75VwEbFtIG06SmxEfH6SJHEBH5PJBJ1Ox3yclStX4tSpU3j11VexdOlSFBcXY86cOSguLsbVV18Nk8mErq4uHDx4EEePHsXbb7+NLVu28LUT7kaNlZMRm0SLh56fGI05l81hQmAMkydP5orFarUaeXl5sNvteOGFF3DXXXfhwQcfZBONJu3111/P6bRUTr6xsRF+vx/r16/Hddddh7lz5+Ldd9/FlClTeLCpuCvlNQBDjDJqN0/VhkWNLloD4sOgaxYxgeEW1blocRGT+CpDjkDiJBoPSEg1N2OxGLq6upCdnQ2tVouqqipcfvnlbMbPnz8fhw4dSljoyusAEi0eZRivqKgIPT09CY2FSURwVHQVgaEFHQqFkJaWllBzQ9y9KeRJbgnNG5Eh6fF4OImMUuYzMzPR29uLSZMmIRAI4Morr8R7772HvLw8FBQUoKCgAE6nE3V1dejp6UF3dze+973vQavVYt++fejq6sLp06fR3t6OY8eOIRAIIDMzk63LnJycM5L9lBEsYChp71xlQigGKrkWCAQgyzJ3gu7v74fBYGCKMu1MJSUlsFqt2L17N/bv3w+z2Yy6ujo888wz+Pa3vw2Hw4ErrrgCb7/9NgoLC3Hq1CkUFhYCwBmFV6jdHYFQhYWFSEtLQ21tLdra2gAgwbwUHwRNHiWQKO445yqiafifAKyUO8t4lE5mZib6+vogSRI6OzuRnZ3NhDHawVwuF2ddigpeLGArWlfDCVl3lNYuWivi55TfQUqAsCpa7MBQFidFVcSKWwASsAfxvFarFQMDA7Db7bjqqqtwzTXXwO/3w+l0Ijc3F0eOHIHJZMKRI0eQkZGBqVOnMo62c+dOPProo7jmmmvw5JNPoqmpCV6vF+np6QgEAswGLi0txbRp0+Dz+dDa2gqz2Yz09HR2g5Vj9VXMOWCCKAaPx8OZhqmpqejs7MRtt92Gyy+/HADQ2trKjEGNRoPFixdDo9Hg61//Or72ta8hGo1i06ZN2Lt3L+rr6xGJRJCbm4sNGzagsrISKlWcmZeTk8MPlgrEEnmIiDPkSpSUlKC4uBgAEkrXi/gCMKShlTH0sT4g0QxM9rDHG14Ud1zxu74KofOnpqbytdPfVEPhk08+wdKlS+H1ernojcgXUZq/Z5NIJIKpU6fi1KlTCQteeV3KHBJSQLFYvDRgTk4OCgoKUF9fzxiTGJ1QqeIFgYnVKnYKU6vVcDqdWLt2LZYvX47c3Fy8//77eOedd1BQUIDp06ejra0Ns2bNQjAYxK5du6BWq3H48GHMnj0b9fX1+MMf/gCHw4Gmpib4/X4u8//ggw/CaDTiV7/6FTo7O7F//35UVFRgypQpWLhwITf/9fl8CAQC8Hq9sNvtfL3nAvCKMiEwhmAwiL/97W/YsWMHXn/9dXzve9+Dx+PBtGnTUFFRkVDIMxKJwOFw4JVXXuEHSgSWxx57DLIscyUn2mWprPypU6cADBXlAIY0LDHfaNKKu5darcbMmTNxxRVXYP78+QlNUURFIboYoxXR/D1bRGGsorQExhvtGOnc9Fuv10OSJKSnp3MfyWAwyH0ZVKo4I9RsNp+hpMaCmEuSxNRmkcVIylhE/ZX3K9aPpMpdRMgiIcVAdGllpXCagxdddBFUKhVqa2uRkZHBCrGtrQ3btm1DIBCA2+1GOBzG6tWrUV9fj87OThw8eBD5+fns0lRWVrIitdvtuOOOO/DHP/4RDz30EJYsWQKTyYRQKISamhr84x//wN13341YLN5MyeFwwOv14sILL0RzczNOnDiRECY+F5kQisFgMCAjIwNHjhzBn/70J85EPHHiBB5++GEOE5E2rKioQHNzM5588klUVVVx2Te73Y4FCxagt7cXra2tqK2thVarxbXXXguv14tVq1bh6NGj0GjiDVhF3kA4HEZHRwd6e3vPyKQUufNmsxkzZ87EvHnzkJGRkfQhjCficK5KYDgRLZn/VJpuLBZDeno6K9Hu7m6+j76+Ph5Hp9PJoWPRohrrPdPiJUVA1sFI2A69RxaG0+mELMvIyMhg5UTzjJi1VP9TlGg0ivXr1zNG1dPTg8rKSqxZswYqlQonT55EKBTC3r174fF4oNPpUFFRgXXr1qGrq4tzSXbs2AG73Q5ZltHU1ISuri54vV4YjUacPHkSN954I0pLS+Hz+TBz5kzY7XYsXboUzzzzDN59911Eo1FYrVasX78ePT09WLBgAWbMmIHc3FwmlJ2LTAjFYLPZ8Pnnn+Po0aMc6tFqtXjkkUfg8/lYy1NDkGeffRaxWLyL9I4dO/D5559z3QWtVotLL70UwWAQzc3N+MlPfsIPs6GhAWVlZcxQI9NRkuLMuGPHjqG/v58R4ZqaGjQ3N/PuTYQXAhvtdjumTJnCtQVtNttZd+WRIglfhVIQMwuV5/+qrQVR8vLyeHGK5DBKdFKpVHC5XFi6dGlCw+DxiCzLHBoVS8YDSHDzhrtesgJUKhXS0tISqNNizw+R5k1KaM6cOWhpaYFarebN5dixY+jp6cG8efNgMBh4oe/btw9Hjx5FeXk5KisrsXLlSnz22Wdoa2vDokWLkJqaCovFAiCOwXR3d8Pj8TAT84033sC0adNQU1MDj8eD999/H//6179gNptx++23A4i7Vk6nE0aZprTKAAAgAElEQVSjERkZGfD7/fD7/Zg8eXJCeH2sz35CKAaVSoVPP/2U/wbiu0Jvby/nTNBu19XVxZWggfjAlJWVcU9C0vwrV65EWloa93TUaDTc8g0AFwOlnUeW4/UmfT4f/v3vf+PYsWNwOBzcsaq5uZk7RJEyEUN7arUaNpsNhYWF3Lr+bErgq4owKN0EJRj6nwAtk10DZTra7XauZ0ERCRE8paa6Yz2/+DN58mSmGAM4w7oTrQdxbMQxInCUqkzROIrNhcXrnj59OmKxGKfbk+IIBoOorKxEZ2cnLr30Ug6Ftra24siRI/j444+xYsUKdHV1Ye3atfB4PBzFIdeKnhkpBUmK5w9VV1fzvT3zzDMYGBjAFVdcgZ/97Gfo7OxEX18fNBoNuru74ff70dfXh08//RRPP/00srOzx205qO+///5xffCrlN///vf3ezyeBD/bYDBg586dnAMPxB8ctRojdJom///8z/9g9+7dPCHIHdm+fTt8Ph+OHDnC2YCEJZDpaDQa4Xa70dbWxnFper+npweHDx/mvoexWAx9fX3o6enhEufJyClkkvp8Pu5oLYZclYt3rJKsShCF074KRaBciEqeQDKhxjqEJ1Dn72g0yp2xCVWvqak566RNFooUMY22traEaAIJjbNYq4JcDnGsgsEgKymKqojcGCogLEkS8vLyMGXKFPh8PqSkpHBfElJ6gUAALpcL9fX1mDFjBqZMmYKDBw/CZDKhr6+PsRZyid955x20traivb2dNzmKfoiuD4GfKpUKu3fv5oTC7u7uBI4H9RmZOXMm+vv7UVRUhNOnT3O6tyRJ+PDDD9vvv//+P4zm+U+IqERvby8XSSEALzU1lX09esCSFKfCUp0EEqU5CcQXv9frRXl5ObZt28bhM3rolBVIaHM4HOawm8/nY84/daeuq6vDtGnT8MUXX6CsrAyFhYXo6+tDZ2cnMjMzE+iuYmSCJltHRwfvEGQ+JlvA4gIQGZiiKAExEiULcLQyGiV1NnwiFoshIyODS6nR5E5JSUFlZSUuv/xyhEIheL1elJSUJDR/Gem6RorQFBYWctEd8TzifFDyGJTnIjyIrDzRYlBWhVbiInRuirgQFZy4Gnq9Hu3t7TyvgsEgFi1ahJ6eHhiNRpjNZnZjqHEygZsEfIo5ItQN6/PPP+f1kJaWBqvVyt25Z8+ejSlTpmDy5Mmw2+3YsWMHb3RjkQnhSvT09LA5TgNlNpvhdruZggrEH8zatWvPyHqLRCLciJREpVLB5/NBpVIxZZpKt6tUKq5LSIsvFouxtUCxZI/Hg4yMDMyYMQN2u52vr76+Hvv27YPf78eUKVNgNpvR3NyMtrY2diHEcuRizQDqcUndppQ8Ao/Hg9OnT2Pv3r04ePAgOjs7z0Dxv0oQ8avAN8hyMRqNDAySEF5Dx7lcLl4IyoU/3N9A8l4Kubm5UKniRXXEKlGiYiaFkCwlGwD6+/sBxCuV0/siv4Fwrba2Ng7BUl8KMUpBvj2dY+3atcwCJZZsJBJBXV0dGhsbefMj/EKSpIS/yV2lTYCsIrVajcLCQt6IBgYGcPPNN2Pjxo246qqruITd97//fdx+++3M2xhz+HxMR/+HhAqhhEIh1pZGoxGNjY3o7+9n7RkIBPCtb30rgQ4LxNHjrq6uMxaMyBJbv349o9fKwZckKQF/iEQi3MZer9fD4XBgwYIFiEajnApOdN36+no0Nzejo6ODufIul4v7OyoReGBox3e73WhpaeHP9/T04NixY2hubuZS+EeOHOG8//GEQ0eSsSbWDCekCEUeBilFSjLbs2cPADDmUF5enmAd0b2JVqPyO5RCZDixQAvdEyXckXIQXQlRWRCWYDQaOeQq4gdi/4mdO3ciLS2NS9bRtdKi7+rqQn9/P1QqFbZu3YobbrgBXq+X3QiHw4EPP/wQNTU16O7uZgo9fZckSYyZ0D2TghMxkra2Nu6vunnzZv6O7u5ubtO4evVq3HDDDZg/fz6XShyLTAjFQMkoarWaewxOnToV6enpUKvj/Rza2tqg0Wjw97//PWHwgPguqyzrLRJWgKFsORpoevhkfYjZk6IZR+/TTr1nzx60tbVxFWpyUWw2GzweD7q7u9Hd3Y38/HykpKSgtbUVzc3NCanUdF0isYc0e15eHnJzc3lSUsZmQ0MDPvjgA7z33nvo6ek5Z+Uw1vCl0u2h6AwtYtG9IQuCTONQKIT9+/fzRA+FQow50LWMV0wmE+NJonKgWgt0bqXbIuJW5P5kZGSw+yOCk2JFcJVKxUQtsbMVPU+32w2Px8PFaKlJkMfjwf79+9Hd3Y309HT4fL6EQkHiWFBVMNFtEpWv6F7ce++9eO655zB37lyEQiFUVVWhvLwc3/zmN5GRkQGDwYBLL710zGN8VsUgSZJekqR/S5J0WJKkY5IkPTD4epEkSRWSJJ2WJOk1SZJSBl/XDf5/evD9yaO5EFmOd2mihiF33nknDAYDA4bUur6ioiKBCipJ8UQWsfcgMORn0sMUk6PEnY1MX7F5LUU4xIVDDyk/Px8+nw9erxeBQACRSATz5s1jKiyF5lJSUtDY2AibzcZlvRoaGtDf38+AlnJhiv7u+eefj9LSUoTDYVRUVODEiRM4deoUampq8Ne//hV//vOfRzOsSWXMk0R1Zlr4cH+TQpVlGX19fQDi9OXe3l420Z1OZ0JNhXORyZMnQ5IkNpfpRwQaRTdEtBbo2qkGhwgmA+AiLuQ+yLKcYJZT5WoCAXU6HQYGBljRbN++HTfddBMkSUJXVxeMRiOMRiN6enq42Q3lWgBDtU8p7EsynLVEx/X19eEXv/gFgsEgcnNzsW/fPuzevRu1tbXo6OhAV1cXNxwerYwGfAwBWCnLsleSJC2AvZIk7QCwCcBvZVn+hyRJzwG4AcDvB3/3y7JcIknSNwBsAXDtSF+gVsfr/pNJ+F//9V+orq7mMly0A82fP59Zb8DQpKSiG6JpSolQNIhid2kA7J/ZbDbmJ4hWhNFoZL6D2+3mJjJOpxMWiwUGgwE6nQ4ulwtffvkl+59GoxHd3d2oqqrC8uXLOXNv165dKCoqgslk4joTAwMDyM/PTwi/0vXSLlxaWorS0lIAcWW3b98+dHZ2wul04qmnnsJFF12EefPmjeIxDslYoyE0bmJUhcZbKbm5uWhqauJyZ9nZ2QDiFtnRo0dRUlKCUCjEYbnxRFBEIDorKws1NTVISUmB1+uFyWRK2N1HuldafEocSEmRDoVCXJnL6XSy6yAuXr/fz8B4NBpFV1cX9Ho9Dh48CKvVitOnT7Nb1dvbC5PJhPT0dAbYSUTqtQjQkqIjC0Ycf1ISzz77LAwGA7KysjBp0iSYzWY4HI4EIH/UY3y2A+S4eAf/1Q7+yABWAvh/B19/GcAVg39vHPwfg+9fIo1iFooIfEdHB+68884ElP/aa6+Fy+ViZSFOTjEESOJ2u1mTS5LEioG+i3w6kSRD7ylNYjHMCeAMH9VoNPIO1N/fj7S0NCxbtgw7d+7Eu+++i5aWFkydOhUrVqyA2WxGY2MjrFYr8vLy4Pf70dDQgK6uLgBD2YDiBKD71Gg0WLp0Ka666iqUlpZCrVbj008/TRiL4TAI8b3RKgW6f7GI6tk+SxEjrVbLJfF0Oh0CgQD27dvHpno4HEZWVlZCSvTZRHntNP6kfIibIh5DC0J0JZIxJF0uF4A4DkCVnOj8hH1Fo1G43e4ES4/cTQp9ezwe7rIdi8XwxRdf4O6770ZnZyc++ugjdHV1MYVfkuLcD2VbArJMlCneyea58n+/34+Ojg7s27cPu3btwltvvYVdu3aNudzgqNS1JElqSZIqAXQB+BBALQCnLMs0c1sA5A3+nQegGQAG33cByEhyzu9LkrRfkqT9ypBSIBBIyI8nod6DolAmmjKUFAgEGHegcKRoLdBv8hlFJSSGR8VSX3Q8/S9OLkKV9Xo93G43du3ahaysLOTk5MBqtSIcDuPgwYOw2WxYsWIF0tLScOTIEUQiERQUFCA9PR1tbW1oampiKq4yVEYTgHgBq1evxsaNGxEIBFjJidcz0s4uitIdoAhRMhDwbCJet91u5wrcwWAQdXV17AZ6vV7MmTPnjHFMJkqAUnQP1Go1ioqKeIEq82AMBsMZAJ54r3ROUiCUaSt+JzBUHJYiSfQ8CB8ia4oqZNPnOjs7EQ6HcezYMXR2dqK9vZ1D4IRN0NwSiXM0juLco7EQxyTZHBGLzpCyampqGtNzHBWPQZblKIA5kiRZAbwFYOqYviX5Of8A4A8AoNfrZXFgJEli1JYSWqgsl7I0Fpl2okiSBJ/Pl9A3kfAASZI4n56QWnpApEDoNYPBAJ/Px/0TyLSkMBTtpkpU3Gw2Y+XKlTxRamtrIUkScnNzEQ6H8cEHHyAvLw8OhwOzZ8+GVqtFR0cHmpubOWXZ6/Uywk07ojL7kiZCY2MjT1CdTge73c4792iUAn2WzFWlmTwWicVisFqtcLlc0Ol0qK2txdSpUxMqXdGknTVrFnbu3Mk7brKyZwQiimCh8r4kSYLVauXdXByfZIAjzQPxOwCwm5iXl8dUeJqXBDYSfgDEd2e6vtTUVI5WBAIB9Pb2MhP0j3/8I9avX49XX30VdXV1AIDDhw/zBiBaMMk2HepRIio8pYtE9yAqRrr2tra2BCxjNDImB0+WZSeATwAsBmCVJIkUSz6A1sG/WwEUDN6kBoAFQO9Zzgu/3w+32520ojA9ENLUoiSLSNAOILoA4mSgwaeFRj6m0kTU6XTo7+/H3r17uYEtMBRupOgFnZfCoaJVYzQaUVxcDLVajc7OTlRUVMBms8FoNEKr1WLHjh04evQoLBYLp3fv3LmTTeTMzEx0dnairq4OHo/njDGgsSLFNjAwgPb2dpw4cQJtbW1sFicT8drFsupjMe9pPOm3JElcxk3J5FMeF41GE/gDYjiRfo/GogDiICQBgGJobqTP0qIEhooEk3kv8mqAoTBrMBg845wUpaB5SNaFz+dDJBLB8ePH4ff7YbfbOdJGylc8F2069Fu0ZKnPppLdStYNbZo0bspq5dQXZbQymqhE5qClAEmSDADKAZxAXEFcNXjYdwFsG/z7n4P/Y/D9j+WzsCto8mRkZDDoR4NGu4tYwHXwWqBSqeD1etlcpAlHuwY9KJooInZAikBEskWNLLLQAoEAmpub+bP0nnLxUKxcuRAJ1JoxYwbKy8s5XBWNRrFs2TJWEE6nE0DcV969ezc++eQTNDY2Ij09HQUFBdDr9aivr+fkHXEi0TjSD5nrJ0+eRFVVFStWcUIpd9fxihK7ELttUQaqWh3vEN7c3MzvUZ6L0gUaKzgKgOsZkNVH5ySuQ7JNRXn94vhYrdaEa6B5SOcSAVBxTEmpiS0IyOI9//zzkZubi0suuQQrVqxAWVkZHA5HAlhK84eIUcDQvBKtKvqMWO2cftP3UTV0uraxyGiOzgHwiSRJRwB8CeBDWZa3A7gDwCZJkk4jjiG8OHj8iwAyBl/fBOAXZ/sCikMHAgGkpaUxMUiS4uywrKws9Pb2IjMzMyGnnhYupa+SMiHtSOYXdZymh095FsDQgxMnDUUsxOKgVCqcPgMMmeGiQknGDRAn3sDAAEpLSzF58mR+n3jvM2bMQCwW4zZ6er0ex44dw/Hjx+H1evHxxx/DZrPBarVyteLa2lom84iiVGBNTU2oqqrCkSNHUF1dje7u7gTlOBqh+6XJLy4kpYlPuxVx9SnysnXrVj7G4/Fg3rx5vIjo86LCGq2IClF0LSUpnnejNLtF14+wJMpUVKlUXFtS5ETQgqPj6dnTD40lWS4EXIZCIc6tyMnJgcFgQCAQgEajQUlJCebPn59Q6l18LrT7i+en7yflIeJB9FzousmKHet4nhVjkGX5CIALkrxeB+DCJK8HAVw9lougG5RlmasokTaWpHjxD6pyowQJI5F4NyQR9KLEKxpApfknxtBF8Ec8t5iaTSFM0ZUgEf3iZIuFrokmkrgQtVotjEYjFi1aBK1WizfffBNlZWXw+/246KKLUFFRwRlyxJD79NNPYTKZUFpaiszMTLawmpubOdGL7ku8BlGBRaNRdHR0oK2tDTabDXa7nV2Z4SaQCLidbUePxeL1GTo7O3lBESbT3d3NUQmv1wuLxQKz2XyGqTvcd4ivKY+heSLOITpGjEgluzcCL2lzEseQxo8UMJGXRJdSp9NxPVGi8dM5Y7F44l1ubi5jW9QQWJIkJkI1NTXxXCXFnux6RauBlAG5fyKtmjY45biNRiYE8xEASktLuZQW1fOjQaEMOEKMxRAkkYnEASTmGQA+TnRNiFwitpgjc02ZyEK7HRUfFaMSot8M4IwoCp0bGMIf6DWiVIuWRHV1NVSqeMWpY8eOITMzE2lpaZg1axYkSUJRURHzJCiPglyJnJwcbj3f3NwMn893BkCnXFSkNJuamvh8SvKY+LnRTi4CA4H44uro6OBJq9Fo2GUia2zGjBkJ51aOq3Ish/u/uLiYnw3hBXSMqKyT3RftshQtUKniLe1FHIIWmogNiPOUXA29Xs8KgaIdWq0Wdrsd/f39MJlMXD1Kr9dzLYWpU6eirKyMlYfoJpKI1oRy7pHbS/kdKpWKFe9YwccJkV1JDyY7O5vZZGKEwm63o7Ozk0lQJNTkVilOp5OJLuTv0eIPhULQ6XRMWiFXore3l8NI0WgURUVFAMDJVLTrUAKMyWTC+eefz9cjElOUovTrxXsWX4tEIvjmN78JANi3bx8rJUqjtdlsmDdvHg4dOgRZjjML8/PzYbFYoNFo4PF40NHRwVZDMBjkRDSKbChJSpQjolKp0N3djb6+Pr4eq9WKSZMmARg7KUpMi6eYPSnmbdu24Rvf+AZSUlLg9/uxaNEiVFZWDrtDjvS9YjjRaDTyjk27qGjRBYNBXiAE4okWHCnLnp4e5OXlITs7m10LOp6SmWjMyDolXCwcDjOHJjU1FV6vFwMDA8jJyUFvby+ysrKgUqmYCAWAlQgppYyMDG64S6A8ZSArsTDl2NA9DAwMIBQKYWBgANdffz2uv/56XHDBGYb/sDIhFAMQvyGj0Qin08k7BvlphOAnC1WK7eNowEKhEOx2Ow9aIBBICJPRQxBDQITiknknFoIhtyIYDMJqtcJoNLLiAcD1A8VkHXHBK8OMQPJdkfxIqt1Ak7a6uhrFxcU8OQikpcIyVVVVKC4uRk5ODgoLC+Hz+XDy5EkuQT4wMACPx8OlxrKzs9nyIRdMXChAfME5nU6mcGdnZyMrKytpSHE4oXEm60Gj0cDr9aK2thapqanw+XysxJVxehLlNYnjqeRfRKNR5OXloaGhASaTCYFAIAFvoFR7cb4oQUmlArDb7VwMhb6X5qIICIqkN9qMaHPz+/2cai+SlsRxp78pqmI0GhEMBhNyQTQaDSfXkcVLrggpXzH8Sa7qzp07OfNztDJhXAmaECaTCcXFxVwlR5LihA3iEogmYCAQSKjNQA87Eokw6w5AgklGOzyF8cTBNBqN3H6OjqPwI+VSGAwGtlzoOgg/ULLuSJJZEbSDKkExAAkpvbIsIz09HQC4UlB/fz/6+/vR2dkJWZaRnZ2NkydPYvv27WhpaYFer4fZbIbdbsfAwAA6OjqQlpYGu90Ok8mExsZGtLW1JfD+lcCp+Hc0GkVLSwsOHDiA2tpaLh4y3HOk66Z7sFqtCeMeDoexe/du2Gw2ZGVlwefzsUUjgsjidSiVwHCSmZnJSoZcAuX1JbtmEVCmxQfEwVNxLOg+CGCkzUWWZSbg0SZDGBi5pWazmUFBcd7RNRBeZDAYmF5tsVhgs9mQm5uLnJwc2Gw25OXlIT8/H+np6Zg2bRoKCwuRk5ODyZMnJ/wUFxfjvPPOw4wZM7Bx48ZhxyyZTBiLARgCeXQ6HSZNmoTW1lZEo1EcOnQIs2bNOgP8ikQiyMhIJFWSBqVwkwh+xWIx2Gw29r9EgJN+U8akeC4qdEGWA01ccZcTLQWlKIEktVrN1Xw/+ugjAEBWVhYTaWiX0+l0KCwsRG9vLyQpnsBFuwZ9D1WfslgssFqtqK6uRmtrKyvIBQsW4MIL4xix1+vF8ePHkZqayn5sMBhkkhh1glb6taJCJmuEXiOehrhAaExsNhvcbje7WWIYeufOnXjnnXfY/C4qKsKyZcswZ84cqFTxikqUgp5MhhtnWY432u3u7kZaWlpCo1ultaCcT2Q9keInayAzM5MrLdFiJjyCNgyaP1SRPC0tjVm5yY4VLUK1Ws3urVarhcFg4DKCKpWK08G9Xi/PE/pJSUmBzWaD1+vlDY3m8fe+9z0sX74cAwMDZ2Rxnk0mjGIQHx4VVcnPz0draytisRj279+PzMxMTJ06NcE/IwSZhBYuKQKiVivNe/ouwg7Eh03RCNLs4s4u7mD0nnKnJcVC56H783q9qKurQ29vLwwGA6xWK+MIVKxGrBug0+lw7NgxlJaW8sQTzU66B0oZpuuiydTT04M9e/YgEAhg8eLFyMvLw+TJk7F//37Y7XacPn0a+fn5yM7ORiwWr1Kl1WqRnZ2d0HNDOV50P7Icr5JFFYsoeYeOtdvtXI3Z7/czEk+LlZ6zWh2vj/jKK6/g5ZdfRkFBAS655BJcfPHFkOV478vq6mo0NDQwSCiCxeJvSl3v6elh3IWiUJIkcY0NYAgQVt4jjWM4HIZOp0N6ejra29uhVqu5KRIJuahiGJdASpEoZrVaudmRyFlQuplkadD8JWXl9/s5HZuUSjQa5WxeImXRpmI2m7F06dKEjW8sMmEUg3KwgfjCysvL44GmQhhUp4CsBjLBgCETnYTANTHUSAMuTghxcdMgi7Fxsd6AeDyFOTUaDVNklZyIpqYmDAwM4MCBA+x2iCCqkmxFisXlcmHevHk4ePAgpk2bxseSyyGGHwkNp/z/UCiEnp4e5ObmIhaL4csvv8SePXuQlZUFvV6POXPmYNasWejo6EBVVRVisaGiqB6PBy0tLTCZTMjOzj4j81MUcWx7enrQ3t4OvV7P+R+iQiMXhKI3IpYiFj5pb2/H3//+d/zpT39Cfn4+1q1bh/LycqjV8RaDJ0+exOHDhxMWTjLWqTiW4rOleUK/6fNiYl0sFi9GLCZoBYNBzJo1K+G+RetVDJNS2JNcAppTdDx9XhkSp3NFo1HO/aDwrljqTUzRJ8o04QpmsxnXX399ghWbDNQdSSaMYiARUWLy1Xp744xqsUMx3fTevXt51yeFQagsdRwWJy+du7e3l5WO0oogH1988OSSDCc0MSKRCBOPqJQc3YdKFWdqdnd3w2q1Mi+DahVkZmZycVqapFVVVbBYLBgYGOB8fiqxTwqBytQFg0HeNajJ6uzZs7neZF9fH1/T22+/jUAggGXLluHSSy9FJBLBoUOH0NraCr/fj4KCAi7mSkVF8vLyEiwJ4n/QvQNgpdfQ0ICGhgb4fD4Gapubm7nMfDQahcVi4XL9NN6iW0dK4sUXX8Sf/vQn3oVnzZqF6667DhaLBdFoFK2traiurkZTUxMrXlroFovljEbFJCIeonxNxAdUKhW7RbW1tVi9ejUrOVEpkSVA30PcDAJfRYUgWitimBwAKwOyPqmYMCkAcjeJT2EwGHDNNdegoKAAsiwjLy+PORnEmRgJl0kmE0IxKB+M6L8DcYotdfahklbkU5PvTnwGIK5c/vWvf7FSMBqN/ADo/WShKvp+QoSBoQxM8cGLEQtRRIBNBCZpAbW1tcHhcGDu3LncL8Nms0Gv18Pv9yMcDrN5XVhYCLPZjOrqauZQqNVqrmUQDodRUFDAEywZp4ImrsPhQHZ2NlwuF9rb2+FyuZCeng6VSoUvvviC2aN5eXnwer246qqr0NfXh3379kGlivdeMBgMaGlpAQDO+acJTTsbCYWECaOh63I6ncjJyeGQImEchLyLyoGeBVlRtLvGYjFUVVXhpz/9KSRJwtVXX42LL74Yq1atQiQSYQ5IbW0tN7uh3ZYWvchLAJCwe5OpT88uGo0X8bFarcwWpQVJSowsRrJWyDqiwi2kpMRcBlE50HeRpSFaCnSNorVB59Bqtdi0aRPS0tJ4M+jt7WXcSaPRIDU1NaHa1GhlQigGYCifQQQFRcSW2I1kFVABUKKb+nw+6PV6WCwWNtvEEBP5l+np6Ywek8mtDFGSlqaHSZaKEksQrQgC+0SrgDgGQDwTz+v18vXOmTMHbrcby5cvx1//+lcA4MUKAM899xzKy8thNpvR398Pl8uFrKwsnDp1Cg6HgwvRqNVqlJSUoKenhwktdO9kghJfIy0tDRaLBQcPHoTD4WDLg/ggVL1427ZtmD9/PtasWcPPoaWlhS0SapsWDAbh9Xo5hEvPRpz4Ylck6rtICyAcDqO5uRm5ublM+qHdWlQO4pjLsszRBkmS8Oabb+LNN9/k9ydPnow1a9bgwQcfZIWwf/9+7Nq1C/X19Qnp0WL0iZQ33W9eXh4GBgZw/PhxnHfeedDr9cjIyGAgmKxSMv1pwxB7ilA+TDgcRjQahclkSkpOEiMwtDHSa3QP4trQ6XSYNWsWSkpKEtiXLpcLVqsVXV1dsNvt8Pl8CIfDTAwci0wIxaC0GAAk1XB6vR7p6ekwm80JXXuofBo98N7eXvh8PshyvGMR9ZoUJ5wyI1Pc/cUKPSLYRViAeN20q4n+rc1mQ1paGtra2nD69GlkZmaisLAQN910E9RqNfbt28f3R7vNqlWrsH//fvj9fpjNZhw9ehTLly/nHYzow+np6Ry1IdeClBrtcHS9KpUKXV1dKCwsTKDRxmIxeDwezJ49G/n5+XC5XGhsbITT6WTAbt++ffD5fJg3bx5KS0uRm5uLuro6TimmCA/F9Nvb2xGLxVBQUMA7cE9PDzIzMxN2YJqgarUaqampkCQJFouFFTeZxsmE7kmMftC56N6amprw/PPP49lnn0VRURHWr1+PxYsXY/L/3AUAACAASURBVN68eZAkCadOncLOnTtx5MiRhGpNNMaU/RgOh/HFF19Ap9OhpqYGM2fORGZmJoOpIgCckpLCBVdVKhXTsqmuiDiHRhKac2T9iTkwZOVS/Q6r1cohfBo3vV6PUCjE7httbH6///9Oi0FMJ1WizEBimrRWq+VUa6vViilTpqC1tRVVVVWQ5XiGZnp6OucYEP0WQIKvSSK6E/Q/PQxxNwESC7zQtVH0QqfTcbJWfX09wuEw1q9fj9zcXIRCIVRWVib4orSL0E4eCoUwZcoUDgW+9tprePLJJ3nhUMGTaDSe7z8wMICGhgYYjUYsWLCAqxwrQTi3232G+UwKlMbVYrFg9uzZ8Hq9XCfAZrPBZrOhoaEBBw4cgMlk4hL6a9euhVqtxtGjR3HixAk4HA5kZGQwg5QiAVShifgSZBqLJByDwYDGxkbcdttt+Pjjj9HT08MTmtxDMcxLv+k1ZXRGjBo1Njbi97//PcLhMIqLi3HZZZdh4cKFKCkpgVarRXNzMz7++GMcPHgQTqeTIztHjhzhxUXPmBQgVVxSqVRMeqOFTHwZo9GIrq4u5tL4/f4z8DEld0J0lcQQqhjZAhJT/mtqajjPiEKqlHciJgBSVutYZEIohlgszqe3WCwJnG4xNwFIrC7k9XpRWFgIh8MBh8OBhQsX4vnnn4fJZEJ5eTn6+vpQV1eHjo4OPp8YfqPYMIULqYiKuHAjkQiTi6h6tdgEh3ZKkYAFAPPnz4fL5UJBQUFC5ibtdmRe00S32WxcP4IWTmZmJnJzc9lNstls7DMCcT+eKmvHYjFWeuFwGB6PhyMMXq8XXq+Xd2e1Ws2YBrlmQHxhmUwm3llocZpMJu7kTNf8l7/8BQsXLsT06dMxc+ZMAOA6l/39/Zg0aRK3BOjs7ERubi5bXE1NTSgqKmJwzWq14je/+Q1isRiWLl0Kt9uN73znO1i8eDHnblDuDNGsRUBYxI3ExSYqDpVKhfr6erzwwgv44x//yDvzN7/5TVxzzTX4zne+w4v/nXfeAQA0NTXxDk05EJIkYdKkSeju7kZmZmYCgEgsQ7KmtFotent72V2l8aeNRAxZivchrgkSEUyVJAkdHR2IRCJMl54yZQoXkIlEIsjLy0NXV1dCAyDRdRmNTAjmIxFaqEGMmIxE6LD40NXqeB3G6upqeL1e9u9FCyMtLQ3z5s1LCF/RZFcyFNvb21FTU4OGhgaO5ff398Pj8aCrq4uz5QgQ0uv1vJvY7XbeaUTrQwlMilYJgVLk1xLSbLfb+V4LCgqwe/dumM1mLkVPO5ZOp2O8gBRbW1sbqqur0dvbi4yMjATQkzAEmsTiAlMKNXlVWksibqDX63HgwAG8/PLL2Lp1K4LBIFPQb7rpJjgcDt75rVYrA2CkLOicAwMDmDRpEmQ5zu93u90oKirCddddh+uuuw6XXXYZotEoDAYDjEYjQqEQXC5XwtiKuAA9eyVBS3ksPavXXnsNt9xyC77//e9j7969CIVCuPTSS/Hkk0/i/fffxx133IGZM2fCZDLB4/HwGFRVVfHYUPhVkqSEaBEtZrfbzdwJuk+6TuX8EJUDKRsACZsjLXKn08mg8IkTJzjK4/V6oVKpuFAMRa2UiudsMiEUA+2QPT093EKdzCXxoSv9y5SUFFRUVHApd1pYtEsAiaYXDaoYpqLFZjAY/j/qvjw4rupK/3u9qlv7vm+WLUvygndjG9sYB2MImMCATRJIWMJMghMSQkJ2BshMJqmaqoRJYMgkEJYQCIuZGAx4jRcsG++brLY2S7asfemW1Gq1enm/P9rf0X3PMuD51VRpbpVKUi/v3XeXc8/5znfOMVBZ+R1OuLqJ1JOEgSq8r6q2q01dCKoGpGmauDl1XceNN96IaDSKd955RzYpYNzEBOkikQhSU1PFHHE6nRgZGcGZM2ewb98+uU93dzdeeeUVNDU1wWazCRhFn7tKLiN4y7FRcRSCbIODgwJqOZ1ObNiwAa+99hosFgt6e3sxadIkrFu3DgsXLhSBR1OQmhrt+L6+PvHFUwBPnToV8fHx6OvrQ05OjpSZp68egBDXOIacL3WDjQe48XAAYPA8vfrqq3jwwQfx1FNPCb6ycOFC/Mu//Av+9re/4dFHH0VZWRmi0aiEuKveLWZ3oinBdUva/uV4BCr+YgYlKeBUAcE5oJbd3d0tRXRZU9Xv98PlcqGzs/OyWac+rU0IU4KSnGXp6GJkLUBuVNJu1Q3odrtx9OhRJCUlIS0tTVLJA5AQa04S7UQVOAIgrkJgDJxjQBUAcb1x86ogJE94BlGpm/1yLS4uDoODg4hGYxTo+Ph4yVPw+uuvo6qqSkJ3qYJz0QSDQRGC6salV4A/pNXGx8fjww8/xPTp03Hw4EEcO3YMNpsNWVlZ6OvrQ3Z2tvRL0zRkZWUJsk3+AXMTUjBPnToVixcvRnt7Ozo7O+W7QKxaU09PD1JSUvD5z38eq1evRiQSwcmTJ2G1WpGdnY3+/n7x1tjtdjQ2NqKwsBDbt2+H3W7Hxo0b8Z3vfAcejwfXXHMNioqKMGvWLIl03LRpE1wul7ADGWZPj4jZnGD/1BNbNTX4us1mQ1tbG1544QW88MILwoWZOXMmvva1r2HBggWy6UKhEJqamnDs2DHDuCclJaG9vV1clnQFq9gH76sCwlxXqtnJcVep96pbF4BUMaO55na7MTQ0hIqKCimx6PP5/m+Cjzy1OBEMewWMFGQzzZTNbrfD5/NJ9BwHd2hoSCZc13UREmagkycPNzlPNuZ5VAkvqmmiupYowMxEqvEa/eD8Hk2JQ4cOySLgffi8PCnUPAdqWDGfk/7rcDiMgYEBqX/BauJsNpsNp0+fRmtrK+bMmSOC0GazIS4uzsDGrK2tRUlJieAb7HtBQQFKS0sl6YvX64WmacjNzUUgEMBbb8WqC/C059x0dXUhJSVF+r93717cfffd2Lx5s7gcT5w4gdraWvj9fsnHwcMgJSUF3/3ud7F161aJ/eA8sm+qlqeuF3UMVDOJhwDHjsI+Go3i6NGj+PrXvw673Y45c+bga1/7mniGJk+ejGg0iubmZuzatQvt7e0CSlKoquaDusnN60jtr8qboYuWNUqoOVFojIyMSPJZn8+H2tpaAY/7+/sRHx//iQfVeG1CCAZgzDMxMDCAYDCIlpYWFBUVyWKkpFUJR4BxctUMvgAMQCHpo/wOF77q8TC7lVRcgZ8x00xVlZILV+0DFwn7CEAEATcgT6CGhgb5nvq8PKVUd5d6fyC2mLq6uiQ4iq4yfqa5uRmFhYUC5hFs6+jowLvvvou4uDisXLlS3J/cZHa7HZWVlQaTgvfjvKWnpyM7Oxujo6PYvXu3CBme6tu2bRNBABgjFIPBIOrr67Fx40ZYrVbs2bMHP//5z7F+/XqMjo6KqWaz2VBeXo7GxkakpqYK7pCSkoKhoSFxtfLeDCpSQ+vNjf1Rx1XFs1SaPdfNoUOH8PHHH8PpdGLhwoW49957YbfbUVBQgPvuuw+6rqOxsRGvvvqq9JvXobnJPlHgk7lKDIf3VOdWXfOhUEgOQfZ9eHhYwrF1XceuXbtQVVWF8vJyMZWvpE0IwUDklr5fXdfFjlUJTSpopQIybA6HA36/H319fUhPT5cSaTyZzGXsgLFErVTL1YWkuszMBCx+hxiEalowkk09icz9VFmSDodDCEq8D+sakgLNBaCGZKuNwor5E1wul5zgBQUFwtrja3xGkr3C4TC2bt0q9F+6GVUEnYKSG07Fctg3q9WKqqoqZGdno6WlRbxC6ubMzc0VSjGJRtu3b5cTtby8XIhofLYDBw5g3rx5qKurw1VXXQWbzYZVq1YJH2Pr1q146qmn8Nxzz2F4eFhqnfJE5TxzDXDjk1vB+RtvztT1wLEPBALYs2cP9uzZIwJu7ty5uP3221FZWYmf/exnsvb6+/uxf/9+bNu2DXFxcQaNjOtRzXtJ/IdzzdwOXJ/sizr3nCOC8MFgEKdPn0ZfXx9uv/12bN68+ZJ1+EltQoCPuq6LGsTBLysrk9OW5cwAo/RUvQuUtPHx8Th48KD40/lZlYpKlZZgl3pNNQkHr02wj4OvqpsqCq4uHD7X5RoXJfvAyedz8lQExnJA8G81+Uh7e7v00eVyIT09HcnJyWI2qaYIffMqcs4FqtrJ5OKrWpVZGKqgpdqi0aikrS8oKMD8+fMxd+5cFBUViRBxOp3CIKTAUbW2aDSKOXPmAIDM/YEDByQy02azwePxIBKJwOfzSSXwkZERLFu2DC6XCyUlJeLmJF4DQJB6zqOKR1BYXM61p37WzKWw2WyoqanBE088gS996Ut4/vnnpfix2+3GihUr8Jvf/AY/+tGPsHjxYsNpD8BQY4Ll7rgG6dHh+2q6OPaFuBi1DpWU19vb+6nkKnObEBoDMLYAotEokpKS5FTt6ekRkI5AmXpKmR+YqnN1dbVBfVJBHTYVM1A3PSeNG56CQA2QUdVivq+i4erGMSPCqvlhsViwc+dOwVDYZ5o+lZWVUsdTvZbFYkFjY6OYJcCY+kmMhCn3CwsLkZWVhdraWsFihoeHkZSUJFoVXV985uTkZPh8PvlfxXp4CpsBLQq2jo4OQxqx9PR05Obmoru7W8bV6/UKLducar2/vx+rVq3C9u3bRXPq7u6G3+/H5s2boes6ZsyYgbKyMpSUlAjw6HQ6MWnSJOzYsQNALPS4pqYG3/rWt/Dee+/JfDAmxWq1SlCZih2ZCUjjNQpW/uZa4LxXV1ejuroa4XAYK1aswE033YS4uDjY7XYsWLAAS5cuRSAQwNGjR7Fz504D7sX4ERWTIBalJtehdkOqtcvlEi4OXeJxcXHYtm0b5s+ff9lnGa9NCMFA00HTYsk9cnJyxF+u0n7b2tokjJgbyWxSEDSiWm4GDBnfQEnMyk1UedUQbp6WnDA21TalMDCHW/O52FQvCJNy6LqOI0eOSNyAChAtXLgQPT09aG5ulhOBp2UgEEBdXZ0AkdQM+H2qqt/+9rdx6tQphMNhrFy5Eh6PB4899hi2bduG5uZmJCUlCUkKAPr7+xEMBoVoRheiGewCYmh4WVmZaEicg7S0NEPdCwACDJaUlKC+vh4AUFpaKsKY0YMjIyP44Q9/iIGBAcycOVNo5SkpKejp6cHPf/5zjIyM4Mtf/jIOHTok2ZUvXLiA0tJSNDU1ITc3F4sWLUJfX5+ks5szZw68Xi88Hg9yc3NRU1Mj48b1wHRqqpAw82fM86pqDGYtUV07u3btkhqjoVAImZmZePjhhzFlyhRcffXVmDt3rmz82tpa7Nq1C21tbfJ9u90urmgGS9HLRl4L8QuuLeairK+vx3XXXYcrbRPClFBVyIKCAlgsFvh8Pui6LiXbaG+1t7cbgBrVC8Gmvs8BY6P9FYlEJF9Adna2cOlV9JyTrQoW9Tpq/81AlRoTYP7fbAsCEC8Ig7eGhoaQk5OD1tZWtLS0oLm5WQrzsqQ6+8bnY0k02s3M8cgNqKrbX/3qVxGNRjE0NCQmXEJCAtLT04VoRjNueHhYxoxCoLGxEfv27RPMghshPz8fVqtVQuXZNE0TNiY1Mpp3HPekpCRkZWVJ9Oi0adOE/NbV1SVCaXR0FJMnT4bH48HOnTvFxNm6dasEQAUCAUnWEolEMH/+fAwODsLn84m7mIKPlHYSsNQDZTytwWxKqOtQXY8qUMvXiTk8+eSTWLt2LR577DFxVUejUZSWluL+++/HU089hbvuugtlZWVyX6fTKcJfDb+mN48FZsiL4Wfr6+tFIH/WNiEEAwBhbvHv+Ph44dyTxEOfNfMLAMakmmycVG46IvGqDc/GEOtwOJYGTU1MqqpxZkCKAkD9DLUA3lP9DVyaMYiblbH7s2bNkspEZDLm5+fji1/8IpKSkoSX39HRIXkniMRbLBZcffXV+OCDD/Dyyy9j8+bN6OvrM4Q0JyQkCDOOfZkxYwbmz58vQoAmHBcxCTO6Hivcw3BpIGavHzlyBLt37zbklAAgIdrqeJkL/VD40kx68MEHDdmdVq1aJe8RXactn5KSgh07dmDfvn1y/ba2NjgcDqmTEYlEJIdERkYGCgsL0dHRITkx4+Pj8eijjxoqdDMikpWcxsNSzNwCM5PWvEb4nNRO+JrdbkdXVxd+8pOf4Etf+hJ+9rOfiTAfHR1Ffn4+1q1bh1/+8pe49957MWPGDAG7ufbUGBiuBTX9ANcLsajP2iaEKQHEqMV5eXkYGRlBYmKiEGyY7IKCg2aH1WqV6D6zDU/PQGJiouQ9GBoakgVgjvJjjADDiLOzs2Gz2dDV1SWb17xA1GsAYyndVOajGtRj5hBQ2tNkIl8gGo0iPT0d8+bNw8yZMyVT8a233gq/349nnnlGAnmSk5Px7LPP4mc/+xnsdjtmz56Nz3/+8xIP0N/fj/Lycjm9uTFSU1Nlgfl8Plx33XWYP38+rFYrjh49ikOHDiEtLc0Qlcp8GA6HA2lpaSJQeVoeP35cqMJAzNSYPn26AX8h8KuaRk6nU8bS4/EgKysLmqahv78fixYtgqZpoikxi/jp06cxa9YsuN1uxMfHY//+/Zg/fz5mzpyJjz/+GHPmzIHVasXUqVMBAHv37sXcuXNx7bXX4qWXXoLf74fVasWPf/xjoWVHIhHJeUlPGPEQsiXV+Bozu3U8cM/sPVLdoPxbNVWam5vx6KOPipmcl5eHm266CQsXLkRBQYFoXFx3zc3N2Lhxo+S3HBwchM1mEw2zvb1dDoLLAaqXaxNGY8jNzRVbT037bbPFCpRQnUxJSZENz3BTDpSq2nExq0wz4FL/MD9PApQqnJYuXYq8vDxRfc1qpcqEJA5h1mTGa2oUnXpipqSkSNzF8ePH8eabb6K6uhpNTU3wer3i03/55ZfhdDrh8/nw6quvygJrb29HWVkZDh48iC1bthgiBMlqHBgYkD6TKcg+aZqGOXPmyMlE/zxzJTDvQk9Pj6HakrqBeC9N06TsvTmOQdXIaEePjo7i4MGDMhbUYCg01AhNUqjJy+jo6IDFYkF2djZ27dolHiei97t27YLD4UBBQYGBF3P27FkAwMyZM4UnEh8fL8Cu6q4mSDo8PHyJ9qgKBfMGNJsYqhZhXiNmraKrqwt/+tOf8OCDD+LJJ5/E4cOH5bvRaBRFRUX4zne+g5///OeYPXs2Dh8+jN///vfYtWsXmpubpWzC/6RNCMHAiR4dHUV6errYhoyipNaQn59vmBSq4CRHqfadOZad6i9VLpV+qp7wAITrPjo6ipKSEgPqrzbVLFDBJjYz485MWLFYLMjNzRX3GU9RnrDnzp3DoUOH0NzcjDNnziA1NRVWqxWNjY343e9+h+TkZHz44Ye4/fbboeu6BBgNDw/D7/djYGDAAC6yEhIXZFJS0rjAal9fn/D7mVymoKAAiYmJsNlsktg0GAyio6NDxp+LmsKgpaUF27ZtkyAfiyVWaMV8cgKQqFCVcNbZ2YmkpCRYrVapHJ2QkIAvf/nL0DRNKkXxe0CspMAbb7yBM2fOICEhAQkJCWIqapqGSZMmyfU//PBDIU719PSgqakJ8fHxCIdjeUTXr18vSVqoYdGm9/v9khFa9RSpuIJZW1D/Vt3cfM1Mf+dYRqOxqNRnn30W9957L/7t3/4NJ06cEBwoEong2muvxaZNm9DV1YVf/epXqKiokLU+Hlv409qEEAxAjL6ckJCAtrY2qaxEslI0GpUAFp4kCQkJGB4ehs/nkwhLThBtVGAM7OOEkfHH9wCjyke1i2qq0+nE0NAQUlNTRUUFxkhT/I66INTXzNx81WNCe/7uu++Wvqup6+12OwKBAHbs2IENGzbgySefRDgcxrXXXov8/Hy89dZbmDVrFl566SXoui4xCgwRHhkZEc5CJBJBenq6JBqhULLb7fIax8fr9aKgoAB2ux2rV6/GunXrxDVqs9mQm5sLXdel7kE0GoXP50NHR4eh0AoXfmtrK3bu3IktW7ZcEjnLvBDkkJw6dUq+d/bsWSkDwIIpDocD8+bNQ2FhITRNkzk6fPgwNE3D3LlzcerUKRw9ehROpxP9/f2YN28eNmzYgFAohBdeeAFA7IDo7e3FwMCA8EiI7WiaJunw7rzzTsTFxaGiogLl5eXCKSHVPBQKYWhoSLgHqkagagMqYKkG83Gu+brZPDX/bbFYUFdXh6effhoPPvggHnjgAXzjG99AdXU1Wltb0d7ejhtvvBFvvPEGGhoacO7cORw/fhw//elPP8s2lDYhMAZuIHL7qUF4vV7xyQcCATm9WPuBAFF/fz+mTp1qcI+pJCCzjcXBDwQChkg4bnQVGwAgSVpDoRCmTZsGr9eLoaEhwz34fXUxmK/JxUKhYVYlVTcsBQT58W63GwsWLMDJkyfFpvb5fPjmN7+JH/7wh7BaY6nZpk2bBuDSLMjBYBCJiYnCx+DGpj1PgJf9YYp+YgQpKSm44YYboGkaampqJBlIamqqBOk4HA54vV6Mjo6iuLhYSgNSOLEvHG/GxeTl5clY7d+/HxUVFYhGo5IfkoFBFOB+vx/Z2dlobW2VJDbz5s0DMJamnaZCVlYWkpOT8c477+Duu+/GzJkzMTQ0JFoANa4pU6bg3Llzku2IQpBtaGgI4XAYWVlZaG1tFRxCdTNT26OXYzxv2XjRsio4ybWqmltcO2YtRCXJvfjii6JNE5im2ZWYmHjFQVQTQmOg2mS1xvIsaJomxJuUlBRkZGSIUGDcv9/vF20hMTERFy5ckIKe4XBY3J1sBPhUEgrdOlSFx1PxgDGyEfnpTqcT2dnZlxTxMGMWqqBSzQ5gbDGok3nPPffg2osFQqiOM0w6Eolgy5YtiEQieP7557F9+3a0tLQgGo3ilVdekVO1pqZGFpVKYCIASROGY2KxWCTwhz/UAiKRiFDUKyoqRLWtrKxETk6OmBMcD3oDWD8iGAyiq6tLvBlqSDzNDvaPYdhNTU0GungkEkFWVhbuuusu3HjjjbjpppuwYcMG8eHPmjULqampWLhwoWScZjTsvn37sGPHDvz3f/837HY7fvzjHxtMqZGREdTW1sJms+H++++XRKxAbJNzLL/+9a/Dao2Vo+/o6EBxcTE0TcOFCxfgcrmwZMkSEYAEUxnExuLC5g1tjqlRXcqq9stx4Hxc7kc1sUdHRzE8PAyv14sLFy6grq5OuBuftU0IwWBmnlE14yLl5lUHgMlIk5KSRKNgEInX60VaWpqBqKTiDbwnXVOA8UQHLmVXEgNgn+hWmzJlimR/Yjy+mcvAa/A+Zvo1BQ8QIwgtXbpUNgrzDpgR7tdeew0/+clPsHnzZiQkJAgNuqSkxHDq0/3F6EoyK1XKN1F6NhKKqE0AQHZ2tiFNHs0JTdPwhS98QYhNRUVFkvWKeMTIyAguXLggtTdVQDItLc2AzXBjcy4IarJCeTgcxrlz58RUIuNP13U0NTXh/fffl42nul1VYJhEI27YvXv3AoAIYArEjRs3CnGsvr4eBw8eRHd3N06dOiVg7rp167BixQpUVlZKlSjON1MQqngENSfSz8fDrS7XzEDipwGLXHNmd/5naRNCMFBlZfZhMufoRqLaWlBQgHA4LNlpkpOT4XK50NPTI+oSWXS9vb3iZiI1lFJX0zRJt6UKjcs1nvhcvJFIROoQEhCrqKgQGiub+h2VLKO6qDhhLpdL1EgKKQbc0G4nbkJPTUJCAtxuN5599lkxdQYGBkQIZGRkYHBwUDIQRaNRSXaqgqZmECwrK0tIVF1dXQAgORrYv6SkJIO2VVVVhbVr18rGys7OFsaezWYT92dHR4cQcQBI1iF1jClwKCScTifeeecdNDc3IxwOS3Jbt9uNw4cPw+fzwWKxiHs0EolI1qLrr79enotzQbyC2uGePXsQCoXQ2dmJQCAAmy1WxNfv90uS19HRUaSkpAhtnJ6zkouUbM7LrFmzkJmZCYfDIYKC4xAMBoXEpmIRn7TuzPvkk/5no7mm/v9J9xmvTQjBYLPFchmGQiG0tbVB13VMmjQJgUAAXq8Xfr9f8h8ODAygv79fTIGOjg6kpKRIUheWe2M6MwCyUICxxdDR0YHq6mrU1NQYbDpgbGDN/Ai1Ue1jQplQKCSx+VQFzexIddETXKRWQyEFjFGaV61ahXXr1mHRokXiQSAxxufzobW1VUg93IAejwc1NTWoqalBfn4+Ojs7kZmZKXwONQ8lT2Ci2+xXcXExuru7kZ+fj/b2drFZW1tbRYjSraem6td1HYsXL4bf70dVVZXgBqWlpcjMzDSkxFOR/JaWFgHfQqEQjhw5IppXUVERNE1DYmIiDh8+jO3bt6O5uRl2ux1FRUViZ+/YsQPLli2TTR8XF4dHHnkES5YswcjICDo6OsS8pKkZCAQkive//uu/hHkYFxeHs2fPIhKJ4LnnnoPNZsM3v/lN0VqJA0WjUSmheOedd6K3t1fGiKHoXFcsEEPXL1mWjPwcz2ugmheftZkF/f+0feY7appm1TTtqKZp7138v1TTtI81TWvQNO2vmqY5Lr7uvPh/w8X3Sz7DtRGJRAyawsjIiCGFGAeRJkZaWpqhhBiFAiVjenq6ARykQGDACTCWMKWmpmZcEpMqLMyTw5OAG4XFclmFmgtIVYkBI4VZFT5q382++/LycsydO1dqXSYkJIj7buPGjYhEIlI8NikpCXV1dWhqakJSUpJgMOR7sLq06jUhfZrjlJiYKK5julLJL1FPOtUsYdN1HXl5eTh79ix0XUdRUZGcuCxqowpBVauyWGKp1w8cOCBaU25uLiKRscpM1Eg4ZwAMwkRN78e5DgaDSE1NhdPpFM2MoFxubi6cTidqa2sBAEePHpWQbWIg4XAYpaWll/Av/H4/3n33XZljeihqamrQ398Pp9MpB96xY8fEdOSYU6uhgFK9GupvdYwu11QT2OwyN6/rz9KuRGP4NoBa5f9fAfi1ruuTAfQDeODiy9QZ0wAAIABJREFU6w8A6L/4+q8vfu4Tm67rohnQfucgOxwOqRw8ODiIcDiMzMxMBAIBsWVJ1GGMAe1CdaMBY9l21ZOXrknmKzDbfdQezGobcQIVs0hMTEROTo5UKmY6dC4I9bv8Tb4F6cKqy0olDLGQCV18d955J/Lz83HddddJUVldj8WS8LkSExPFtctGs0K9l9VqFRCQrxNMI1Co2sUck/T0dHlfJfEUFBRIJuOOjg4sXrwYixcvlkS7RUVFhj4RZ+B9z58/L4JS9TKoLMR9+/YZXMY+nw+jo6OYN2+ePF91dbUh0C4nJ0fyeqSmpiIUCqG3t1fSrmtaLFU/70fX9r59+xAKhTB79mzDGgqHw2JqURABQF9fH44ePYotW7agv78fLpcLLpcLDz30EO666y5kZGTIOKvBUOFwrJIW41K4rlTB+0m4grpOOZZXakKwfSbBoGlaAYDPA/jjxf81ANcBeOviR14C8IWLf9968X9cfH+l9iniir5zbtJgMIj+/n6kp6dLua2uri4MDg5KiXNN0yTxht1uF6+FpmkYGBiA2+02nEqUvCR7EGV2u92w2Wxob29HdXU19u3bJ4CbWdJ+kuSmkIhEIkhJSZEU7TU1Nfj4448N7EzeHxjDHhITEyW2gxubajEQs/H9fr+87/V6sWzZMmiahoyMDOEDDAwM4Le//S3WrFkjeR9pCrAuJhczENOsdF0X/IDzwdLqFosFPT09AGJCpbu7WzZGaWmpmGU0J6xWK0pLSxEIBKRaGGMootFYCrSTJ08acnPSLFHt8ZaWFgAxGvcNN9wgJo/f70d/fz/q6+thtVolIjQcjmWMuvbaa2Vd7Nu3Dy6XC/fddx/i4+PR1tYm8/rwww8jPT1d2IF0qfI+FHhDQ0PYvn07rNZYdiliFfyxWq34z//8T1itVjz00EMSzco1QXblpEmTkJ6ejqqqKkSjsRiVyZMni4lLQcPQbJKoiMdwbi6HK7BfXFcqgW+8g+3T2mfVGH4D4DEANF7SAXh1XaePpBVA/sW/8wGcB4CL7/suft78IP+oadohTdMO8ZQuKioS1p56StE3np+fD5/PJ5uZQkH1ajDoSh1wVUBwwOgfZqHSvr4+SeHm8XgkDNtMWlF/q9c3CwyeqHa7XbLx7NixQyo2USBQUJC7AYzxH1iFipuO9jQF3alTp9DU1IS2tjbU19fD4XDg9OnTKCwslPFgQA43FQBJqqppmsRN8JTlsxGAtFqtEjNC8+3i/EntUG44ZW4Fz6ALNBKJCChns9kMUYMABDDlBvn4449lLKZPny5xFfRG2O12eDweEUYWiwVNTU0YGRnBrFmzJEdDS0sLysvLUVZWhttuuw0zZ85ETk4O3G63hJSzsfYD1wr7bbFYxLyg8ObmDwQCQsmmx8q8CZkXg4Jn1qxZEumZmpqKjIwMuN1uwZEAGIDbUCh0Sc7O8ZpqfqiHj9k1+lnapwoGTdNuBtCl6/rhK7rypzRd1/9L1/V5uq7Ps1gsKC4uhtfrlZBbquRerxeDg4MSjgtACE4AhCEJxHz1LS0t4pdnM4dEc+AoUIgy9/f3SyDU2bNnRRVVXVvA2MZV1Wj+VgUEFx5P+0gkAo/Hg9OnTwuuQvyBnAC1MVYAMCaQdTgcqKurQ0tLC8LhMBobG7F06VKMjo6iurraYMOri5kkIZV6nJaWJpoOF7fFYkFOTg66u7sRDofR3d0Ni8Ui2hqFCoVyb2/vJbTgxMRE5OfnG4QqIx0ZoMYWjUYNPItwOIza2lqDOkwPDTWyxMREfPzxx4hGo1L7km7H2bNno6ioCEuXLsWOHTtgsVhQWVkJIOZ2JRB7zTXXSGCdanIRB1Dn4ZlnnpE55bhGo1H4/X643W5s2bIF4XAY69evN5zWQKx4DbVaArR79+5FfX29jDvzV/L6qkZC/IymxuUEhIrBqADk/5ZXYgmANZqmNQN4HTET4mkAKZqmcfQKAFy4+PcFAIUAcPH9ZADG4HxTczgcaG1tlbj/tLQ0NDU1ob29XQKn+B4jIXmCMtKStlxycrK40ji4PHk56BQIFALUPggoDQ0NSSqt48ePw+PxiICg1kHT5OJzAjAyJrnJuPmZqi0SieDs2bMoLCzE6dOnxQXpcrkk6It9YoyIyozj/11dXQiHw2hra0M4HMb06dMBxBYuTRBdj5XsYw6Ljo4OUY+B2OJOTU0dF8XOzc0V3gITrRYXFwtBCIgtxJSUFPh8PsM4EDBl0pvOzk5omoZp06aJ9kOyGMeKpfSA2EZkDUZdj5XrYx8AiLBqbW2VDXX99dejvr4eNpsNVVVVqKioQGpqKtra2hCNRkVtd7lcKCgowJEjR7BgwQLxuvDwsFgs4oJkzgOaQ/RKcLMyP4Lf78dHH30EAJg2bRpyc3MNJqjFEssp8R//8R+ywaPRWG3P3bt3Y/fu3WhqaoLVahXczO/3o76+XtYH+0MsghwXrhHeh5qBqin/T9qnCgZd13+k63qBruslAO4CsEPX9S8D+DuAOy5+7KsA/nbx740X/8fF93fonyKumHGGqcKbm5slOo6FVKLRqJgQ3DyUzDwBeMKoyVl52vBUVwNKdF0X84FmC/3WIyMj6Ovrw8DAAHp7e7Fnzx6cO3dOvmduKv2ZmoTZBUp6N+sLsm+HDx82nOwAhCPAvnIzMlCKY8LipbfddhusVis+/PBDCYeORqNITk6WmpqqwCCISPQfGANpCTyqyT7o8lW/q+u65F+gNse+ZmdnS94I1k1U81bSLGLjhlCFxfHjx7F161YcPHhQNgPnds2aNViwYAGKi4tx/vx5GSsKcSAmuKZOnSpYEu3wqVOnYvfu3QiFQpg/f75oP4wxWb16Na677jpYrbHCuwQjOSbmcVNzSIbDYQPJjGugtbUVo6OjIiTvv/9+mWdNi7Eo33//fTHLaNZMmjQJ3/3ud2WdMlSfADs1ZoamU2u9Ui+Euf3/8Bh+AOC7mqY1IIYhPH/x9ecBpF98/bsAfvhpF+JpbrXGyq3ruo5AIACXy4WkpCT09PTIIHACeOqxngHTeHETqNfm98xMME3TDOg4+QBut1vSk1OTIEBJ4HM83gNwqVuT9p1KKqIGQUKWz+fD9u3bZYFxUQWDQXle2rzUfkh4Gh0dxR133IEXX3wRmZmZ8Hg8Qg2mxsCYE9YkIBDJ/qoLSVU7HQ4HMjMzRXtRx15F+m22WEIXVWC6XC6cP38eOTk5hvR0FosF6enpBk6DruuST4B9CoVC2Lp1K7Zs2QJgrIIUzYna2lqkpaWhqKhICrykpaWhuroawBgYV1hYKMlQKRzS09MFbL3rrrvQ1tYmp63T6URFRQWWL18uhw1PYUaXqgF6FG6BQEAKFzPcnNqiGnH67rvvIhqNYvny5SLM+J7L5UJzc7Oh/uXixYvhdDpRVVWF0tJSAWrV9eVwOBAIBIRApc7D/1RAXJFg0HV9p67rN1/8u0nX9QW6rk/Wdf1OXdeDF18fufj/5IvvN32G6yIuLg59fX3CaqS/nqxG+nzpT6d0zsjIQE5ODrKyspCRkSFgDk8NpqXnZgLGwDHy91UUmrUMiHUAwMqVK7Fq1SqsWrUKxcXFAmxRGJg9F+rrND3MwoqbLDU1VcydCxcu4IMPPsD+/fsvcZ1GIrEajsuWLRMEPCkpCfHx8bjvvvtwxx13IBAIID8/H08//bTkzSRgS9vdao0VbOns7BR1kxGMFEz8bHZ2NkpKSgDE7ORwOCwcBbacnBw4nU7U1dUZAC6q+9OmTTNsgGAwiJ6eHrS0tAjXAYAcCgTNVGGr8j4oYOvq6pCYmIjW1lZ5nsWLF6O5uRmapkm/nU4n/vrXvwKIeTjYt3nz5okJSTIW8RveU1XT6fUAYCj5pmmxvBN1dXV48803JX6F65Ku6nA4Vgn8woULss5/+ctfykFA4QFADse8vDyUl5eL0KPWVlhYiLy8PAOd3OFwYGBgQAQnTTFqof+bPIb/taZpmkhJgjFpaWkYGBhAYmKinNpqYpGOjg709vbC5/Ohr68P/f398Hq9ktOPA83NpZoWZhCSqdK5OPg6o+R4crD+w7Fjx7B7924cOHBAqlWx8foEzdQfNlV74XcY+RiJRMRrQG2HgoTaDAApSa8GaJWVlWFoaAg/+MEPkJycLN4Ov98vEYORSCzXJXEBAJJSb2BgwDAvGRkZ0q8LFy7Ia2o+R86N1+uVE1Q1EZjunu9nZmaKWzorK0vGS63MRS+JWTMDxiIK6Z1obW1FRUUFTp48KSzMU6dOCYZBdyrNCQq9YDAIj8cDXdexZs0aA6B6/Phx6Loumbw4dzTNAMjhBUBMEJfLhWeeeQYWiwXJycnIz8/HtGnTDP3QNA1//etfZb54fWIZXLcNDQ1wOp1oaoqdq4sWLcKOHTswMDCAaDQqnq7c3Fxx62dkZBgEFj1z9PRdSZsQgsGsvjKYJTk5WRYb8yLoui48hfj4eCQkJCAxMVGoyQSYuFlVXjrvxfdUO99sAqiLsra2Flu3bsUbb7yBAwcOwO/3S9juqVOnhFbN73GDm3kQah/Uv2nq8Dn8fr8kCN28ebOYEgkJCWKnc9MDsRRfbrdb4iomTZokSUyIQTCMemRkRMwLPjOFjBokpWmaIPjRaFQyP+Xm5hrASxUJV4Wg1WoVLdBqtUpGJJ7kzKeguguLi4sN0aYqHwAYizKkN+Ts2bNIT09HaWkpOjs7MTw8jIKCAgECaY8XFxejublZMjC5XC5UVFRg69at0DQNVVVVBhV869atsNlsWL169SVqOb0q119/vfRr9uzZmDp1qsTNRKOxJLtqDBD7TPc7EPMS3XfffYbAOqbQa29vh6ZpEklK8tbu3buxZ88eCftntrGSiwmFqHHxNw+0T4sHMrcJIRisVitycnLEz01TgZ4D1cY9d+6cIbiFwCUTuASDQUPsuRqOyoXMCSVfne4gnszqqc9yeQwv5klFTYHmzf79+3Hy5Em5tjla09xUoWHWJtLS0lBYWCj4w3vvvYfNmzcLBkKVfOnSpdC0WNATk6cODw+js7NTCqnyefLz82GzxbIz5efnS8EXIJZvIhgM4sKFCwa7OisrCxcuXBAkXdM08fhwodH80jRN7Hb+lJWVwePxYGRkBHV1dXA6nSgrK0MgEMCcOXNw++23Y8WKFTKOxE1U95xaVpBqMc242tpaLFy4EI2NjZg5cybcbjfmzZsnLFbGhWzYsAFvvvmmYCLUBr1er4DerDVJLKanpwcVFRVi8vGgoBb6uc99DjfddJNBYwsEAohGx1LmETNh2sKRkREcOnQIFstYqPvKlSvR29srOT5U85Fp5Jj9+uGHH4bD4UB7ezv27NmD1157DRUVFQK+MqdGKBRCbW2teHooIK+kTQjBAEDiAiwWiwCNrCtBoIz8cwJF9G1Tc6CrUrUVuckJ3gHG0FbSfNUgKxV5p3eAKp56QhIPYc3MSCSWaIRC4ZPsOjPuwL6qjdoQAcdIJCIZjiKRiPAEnnnmGWzevFnUdPaL96HmoGmaZI5m3IPqOmQMhWpKUchws/IkUgUozZSOjg6D1lBQUCAmBE1EAnx9fX0i1FQPDjUPBlQRS+J7pAtzXuLj4w08DpoTLpdLnpOgXDQaS7TLca+qqsLOnTvFS6AG3X344YcIBoNYvny5AffQtFiQGQDJw8C54xpjPgvOAU0YXmdwcBAbNmwAMAb+cmzUn5qaGoTDYezbt0/Mje9///sipMrLy7F8+XI8/vjjSElJQTQaFdM3MzMTbW1tWLJkCTIyMv5vJmoBjGm4VZcMEXC6MjMyMpCdnY3k5GSDvTgwMIDu7m5xBzHrsYryU3XmImX9AC5kMxvxclRSmgqqe5MSPy4uDrt375YQYfUEVc0NlS15OQHC0zspKUnSthNBHxgYEGzk3Xffxb//+7/jtttug67HCq+mpKQIVTghIUFOegJUNHmAMV49wVa1DQ4OCojGzUFSEFtqaioAiA3Nhc24l6ysLDgcDlGv09LSJIpWnW/+r55uqguVGh+rSJFXkJqaioKCAjQ0NGB0dBSFhYXo7OyUQDCHw4H+/n6cOHECLpdL3LZNTU04efKkmAcEJwGgsbERALBgwQIDwY2HCHEiNVWdxWKRmpxsBCoZJRqJRFBfX4/e3l6MjIxI9iyzhsnAOO4Jcm6WLFkCm82GqVOnIisrSyJ777jjDtjtdtxwww2wWq0S9j5r1ix85StfERPus7YJIxjog+UgxMXFiT++r6/PkN/R5/MJ+KMCcBzUnJwcLFmy5JLNzvoLFAaU4vQBq5uXWgJVQPIqiFSrQCkXM/ntTqcTnZ2dwn1Q3VaqcODzjude4mvcvImJiVJ5qr+/H9XV1XjvvfckYzZzZuq6jjNnzuDZZ5+VSEJGEOq6LiCvxWKRmJBIJJYdmYKS9w+HY4llVTQ/Go1iypQphvoU5eXlAkCqWA01t1mzZsFiseDYsWPQ9Vh5OYJqTJengsPsA+eOwoGnJk/GUCiEvr4+LF68GNu3bxc1fuHChXjrrbdgtVqFlu3xeLB582ZJcef1erF161YEAgGcOnUKlZWVmDlzpow7PU8WiwUzZ840sGd9Ph/a29sRiUQwefJkA+uTZhVxI+IJqampUkOTn/nNb36Dbdu2SRFhdf55MO7fvx8A8OKLL8ocFBYWSgGZV199VV5/+OGH8eGHHwqQW1paKmvmSkvUTRjBoPqLSWIhY0xlHBJLoJ0/NDQkdGNOZFlZmaivfI1ChKc1BQU5E7qui/2uahnAGIuMwgSAoTwYXakUUBUVFZg7dy7WrFmDyZMnA4DBNOFJQ+GjApWqlkFbnq/xeXJycgx5B5YtW4bExEQ0NDQgGo3i+PHj+OCDD/DRRx+J64yCjFpBYmKi5Ccg2q4uZJVBx5OQNmt2drbwFojeU7Xn+ND0ycvLQ3p6OsLhsBShYTg378O4CdV7pP5PQhTnkHNHzoDb7cbRo0fR3NwsGEV7ezusVquBuMTK3qWlpTh58iTcbjfOnz8vHBJmxuZ96+rqoOs6Vq1aZVirmqbhvffeg9VqxZo1aww4lsViQSAQkPFU+0xPEenvoVBI6lYyZsUc2h2JxDJBNTU1Sd+eeOIJRCIRnD9/Hg0NDTLeuq5jypQpuP3222WN8jsFBQVXtB8nhGCghKWU5OLq7+8X37uKtKp2sHrK82Rm9h1gLLcBTzf11GHkGtVTXdcNKDkwxjngQqQNx/fMn12xYgWuuuoqFBcXS91NntxmlxFBrfHccmwUCuZwcHod6CGoqKhAZWUlIpEIOjs7YbPZMH36dHR1dYnrl4JpdHRU8kFybGiHqqe+xWKBy+USYUGknPwS9p2RrCqJi+NRUFAgfWQkI8eSmAU3DDUwCj1SytU55zwDMa2NGllSUhL6+/tRW1srAqq1tVVMMIfDIS5Xm80mnqS+vj7BQQoKCgxzumXLFsEM2BjFS4YiN7TazNXCmTOEcTO6rkuFbp7orHfBNUrBbLVa4fF44HQ68d577yEUCok5zRiMd955Rw6uW265BZmZmWLiMGjvStuEEAxZWVm4++67sXr1alRVVUnmZvqeeeqrAkEFbczswEmTJomqx2xI3FiU4qo97XA4ZNMy/BYYi4VXzQVKYPP9+Zn4+HgxeVhl2uPxwOPxoLGxEcePH5f4DlV9Vhck8QvAmAZOPY01LeanZr4Chl0DscXa29uL2tpa6HqMKNbe3i5p+TlG3CgAJG0esymprzc1NSEtLQ1nzpwRAdva2moQomSJclNSyBcVFeHUqVMoLCwUYJC0YXMqeWpmZ8+eNQhxFfMBIOYdgbzBwUEsW7YMoVAIBw4cQFxcHPLz8/H222+LnR0MBiWN/ejoKL797W8jNzcXFRUVwhS1Wq1YunSp9GdgYAB9fX2Gwi1ka9psNrz55psIhUL4+te/bljPXGNpaWmYNGkS7r//fsE7CAwGg0EhnrGx0pR6HfVQOHnypFDiX3nlFRFQHo9H+C26ruOll17Ck08+iVAohD/96U9XDDwCE0QwWCwW5OXlYfbs2bjjjjuwfv16/OAHP8ATTzyB73//+3jooYdw6623YuHChSgsLERGRobUEyCPndgEE7sw6IbeBmIIVHHVuAnVRFAj67gYKIzM1GZVUAGxE+Hvf/87Jk2ahEWLFiE1NRVFRUVYv349li5dCrvdDrfbjfr6eiHXqBmqVftevS77oDIq1T7YbDbJAUFiUGlpKbxeL3bu3IlgMIje3l643W7ZsBkZGQZCE7055vDr7Oxs9PX1iflCkhRBNYJw2dnZACAmhmord3R0YPLkyQbBTO4BMAbmsnEhc3zpEeH8cD5Zqq++vl7ozroeix6tqqqS5DN33XWX4BWHDx+G3W5HeXk5wuEwrrvuOuTm5sLj8chzUYsMhULYtm0bNE3DypUrDeMSCoVw+vRpcQVTyKtMV7vdjiVLliAcDmPKlCmiXTEg6uzZs7J+AcgzqJoRNYHW1lZYLBa8+eab4vFYsWKFME7Pnz8voOitt96Kt956CyUlJbDZbNi0adMnesjGaxNCMABjCDwnlzZxXFwcsrKyMH/+fNxyyy34p3/6J3znO9/BD3/4Qzz++ON46qmn8Itf/AL/+q//iuuvvx4pKSmi6vLUUSeN9qNZdScoyb/VxsUJGOnM7K+qQbhcLoN9zgW5YMECfO9738Njjz2G+fPnw+l0or6+HmfOnAEwFs6rLgwuMC5GFZg0g5M0x5jWnmBpXFwc9uzZg/b2dqlEbbXGovioZdBUYrSqKgRLSkowNDSEyZMny1iyH3Q5alqMJETEXRWYoVAIwWAQhYWFkrtA02KVr5mezWKxiOuVhwTxD2oY5lT9anUwXofCY8+ePcjKyoLFYsHOnTsxa9YsAWCZ9Mfv9+Omm25CQUEBTp48iQ0bNsDpdGLp0qWyiaPRqMwPwWyVbKVGYD7wwAPSN5vNJgL22LFjiEajuOeee6BpmiTGoWuZOTl5bXpI1MNB13U0NjaKFsO0A8PDw9B1HXv37sUf//hHGa/JkycjEolVpwKAU6dOXVJk+NPahBEMgDE/nYreqz+q2s7TX6U9u91u6LouGaHMGoHqDjJfj38D4wsHVWMw95Gvm4FLs8eBRKRHHnkES5cuRVxcHE6ePImuri7Dhh/PY6GexHxe1TWmfpZJVFhnw2azobGx0VADUsUFVFNJvSZPZQo8ahlut9tQQZnh26x6rc6d1WoVTIJouq7r6O/vFwyIMQFATGOg25lI/3iNpCQC0cQCWltbEQwGUVJSgiNHjmB0dBSLFi2C3W4XchAQU92dTifuvPNOhMOxtIApKSkSw8F1s3v3bgSDQUntxv4z1yQAoTfz2RmLQ0GousZVWjtJYRR8WVlZ8n3z+mLNDQZreb1euN1uwTS2b98u6+/mm2/Ga6+9JnuDvInP2iaMYOBEqBtjvNfHaxw4Js0IBAKGEGNiDOp11ZOYr48HKqoCYjxbX9UcgDHNh3+r7lL+T7Nh7ty5+MY3voGysjK0tLTA4/EYiEPcuGp/VJNIFXjjjafb7UZiYqI8q9/vl7gFswAkKMnNaMZR6NKlMEhLS5NIU4vFItgM812qc5OWloazZ88iIyND8j7yfvQIFRYWigAgP0QVtGbmHtmf1Pzq6upQWVkp1+7p6ZHAIgC44YYbEAgE0NnZiTNnziAuLg5TpkxBNBpFeXk5ysvLsXfvXgSDQWRlZQkwGo1GsX//fui6jpUrV14SlMTNSNxDbcw0xTnnpk9MTJRxT0pKMvwm25dzQC1I13URMu+99570g/kkm5qasGfPHoOgLy0txR133CFm0ZW0CSEY1NPYzPNWf8zfUTclyVButxuDg4Po7+83xEmYJ8182qrXYTNvEPZDBdfMmoy5v8QszPfi951OJxYvXiz2/d69e7F7927Z9OqmUAXGeAJOFVz8HBADzBgu3NnZiffffx8vvPCChFSrY8INwXELhULIzMxEY2MjLBYLTp8+DZvNhmnTpqGtrc2wgVSeBedI0zTMmDED9fX1WLBggRCANC3mjaAGwWArNrIHVVByvMZkMMeOHUNeXp7MQXZ2NqZMmSIsyOzsbFx//fUiLOiu5NwtWbJE3Ltf+cpXsGTJEgAw0LDdbjdKS0vl2SicSGZbuXLlJX0dGRnBG2+8AQD4x3/8RwFn+RnS/enx0jQNjz76qKHQMdeZw+HAiRMnEI1G8Ytf/AJATDNkwp6enh4888wzsmbWrl2LM2fOYNKkSeOO3Se1CSEY2Mzmg/lvsxdA/R43iN1ul8Aflf/OTcaJHu/0v1x/1Hvx7/HMHi54VQipWIb6TGrjosvNzcW8efOwatUqDAwMGHIv8HvjaVBmc8WM9lPL4D1ITrJYLHjppZck0IkuNhXv0HVdkq4wczcxCp7YdIMyMIpAGX9ycnIQDAaRn58Pp9MpqeCKioqkRkQkEjEwDylkGCujJorhPHC+qdEkJiZK0BgrdBUVFaGhoQHBYBDTpk3D6OgoOjo6sGfPHui6LglRdF0XhiY9B7xPOBwW1/mNN95oGHdd1/HBBx/Abrfj2muvvSQBzcjIiAhTIBY3YbFYDIF71OCSk5Oh6zqqqqpw1VVXidDiGEciESHYca4ikYi4Q8+ePSvZuoCYUGtoaMA999xzWXPscm3CCAazIDBv1Muhqnyd6iftYG4oFVNgUzc3pasZY1Cvz9NbtZn5ORVo5L1cLpfQaJn1B4AhloDXcDgc8Hg8uP766zFv3jyUlJQgISEBaWlpch2StcwqOnBpglr6/VV2pxm3IEOSi2zLli3461//Kqg2gTO2/Px84TzwJGOaOgoKgoaaFstGpI4jk4vwZKQNX1ZWJgAmACnYw+cjAYyuXbX2xniRlypuwVD8q666Ch999BGsVivmzp2L+Ph4DA4OSs5JposPh8OYMWOGHCrZ2dmGMd2xYwei0eglRCHmnWD/SA9n44l/8uQXgZQlAAAgAElEQVRJhMNh3HrrrUJTVz1hqmcqOTkZjz32mMFc5DzycAuHwwbzg0KCafvJCbnhhhvw1ltvYerUqbiSNqEEw+VARvUzl3uddSlcLhf6+/sFeDMj6XQPctLVja02VXioJoWqRahAE99XczdQqLS2tqK7u1uCkagi8loMYiKCz5yXx44dw+nTp/Hxxx/jxIkTokEAY4vJPIbqb2B8TYisTZbZY2owCqzz58/LPNhsNuTn58Pv90vcgdfrldOWiVEsFosEFzFykNdg0pcjR45geHhYiq9kZ2cL0k40XdV2GK/A51Wfi9jN4OCguDd///vfi1vY7/fj6NGj8Pv9aGxshNUaizmh1kB3Nk/eo0ePYvLkyXjppZdgsViQmpqK3NxcuR89H3RnquCw0+nEK6+8glAoJBWrgDGhFY1G8fbbb0PXYxm18vLyDMWKrFarCFPmb2Bsi3pQ8u8TJ05IKD0bXdEtLS349a9/LYK7qqoKw8PDWL58+SXr4JPahBEM5mbe+KrKbn5N0zQhDblcLgGc1I3Dzai6/syaidlDwd/mfqleEfPJbXZh1tXVobu7GydOnEBjYyMcDod4BviTmZmJqqoqrFixAsuXL0dVVRUeeeQRfPvb35biLFarFceOHTPUmlCfkb+pel6uqfdln1UWpdfrxenTp7Fnzx5ZuGQ2Mpiqs7MT0WhUIvg4Dvw8BRzHS9djvIXz58+LiUfzwe12o6mpScaMkYgAJFGKOg8UCNQYiMgDwNSpUyW5j67r6OnpEeHi8XgwOjqKrKws2Gw2ySZOU6usrAwjIyM4f/68aFzz5s0zkNAOHjwIAJg7d66MJzVVEsMY1amC2Qztpym0Zs0aABCtgVoBo0A5nwsWLDAcUHxd5VuwZWRkiAvVarVK4d1IJIJbbrlFYio+a5swguHT8AX1c+N9ZnBwEKFQSOi/HFAV5AHGsu2wqeYDr6UGdKkagsp8NHsEVA1CNW+ysrJQWVmJ5ORkJCQkSD4JLhyLJRbbwWSo7KumxSpJPfDAA7j//vuRlZUFt9stJc1VYNKcW/CTxne8Rls9Pj4eVmssGKy1tRV/+MMf4PV6ZcGVlJQIOxIAioqKBGjk81ITYjZpjmFBQYFUGqNnRNdjNUrPnTsnGlNJSYn0Va0mxudifgbz/AKxhDUMM45Go5JJ2uVyYe/evbBaYzkmrr76amRnZ0ucAjkP5IHU19eL2aCyYHft2oW4uDhcf/31YqqxD9QUR0dHceONNxqYrSSDMd1/enqszAq1Fba+vj6Mjo6KmfPoo48KXqV6tjRNk/R6KSkpsoaZoKi5uRmbNm0S7waxpStpE0IwmME7vvZJG5ivsfX29iIuLg5lZWWSHFSNu1BVeHVTm4WAWSCon1X/Nm80s1uRJyizUVVUVEjBU54ebKrabVaXLZYY+eehhx7C448/jvXr1yM7OxsNDQ2oq6u7bE4/Fag0/81nYVOfOSkpCVarVSpsb9q0CX/84x8RFxeHnJwchEIhnD17FpqmoaKiAj09PQYbmP0hK5AtKysLmqZhwYIFsNvtOHToEABgzpw54gLVNA2LFy82sBvJR6FWMB7eMjg4CKfTiZGREXR1dYlQ4sZzuVwCiH7uc59DWloaFi1ahJqaGvEOHTlyBCMjI1i9ejXeeOMNqTvJIDiOR2NjowhJ9oHBaXv37oWu65gzZ44hsIrU7T/96U+CGxEfyMjIkAMlHI7lH/3jH/8o0Z233Xab4AXqWmZkKStXUYOLRqNobW3F7t278frrr8v6vvvuu3ElbUIIBmB8m55/m9Xz8X4zryFRd9p+JEBx81F15D3NeIW6edgIOPJ+6mfMrlTa1LzH6OgoduzYgYaGBuTm5kr4uAom8b78bfY6qKp0cnIyFi5ciDVr1sBms4ka/kmbnotjPLzB3Hgv0s1ZbNViseDFF18URqWmaXKiq/dnkp0LFy5cgsuQOxAKhdDY2AhN0yR4iCcuvRFsPT094lVSA+PYrFYrRkZGBNOpqakx0K/b29tx8OBBMcUcDgemT5+OtLQ05OTkoL6+XsLL9+/fj+TkZCme7HA4sHr1agMAvG3bNuh6LOJSVeUjkbF6mmr4OhuLBzFZ7C233CLPQi1L9UA0NDRA0zR87Wtfw/DwsGBjKi2+ublZ1gTXMrURAPjzn/8MYIzzcSVtwggGYHxc4XLvmV9jGjDGAFD9ZVMH3ayGjmeyXG4TcZECxgWqnmIUVEAsPVdlZaUsNJvNhqysLPT39+P48eMSsahpxizN6k80GpWMSwkJCZgzZw7S09Oxdu1arFmzBh9//LEsErWpm9Is8MZ7ZrVpWsxvzpJr9GAwtySFLm1aXo9oPj1D7EcoFEJRUZHY76rng7k9OY48OYlHqONOT854LRwOo76+XkBSfic7OxtWqxV79+4V1Xp0dBSzZs3C3//+d1itsbwN9Go5HA45/V0ul5gvTJQDxHJWqmYACU4+n080I/NcRCIRvP/++7BarVI9W8UwIpGImBGbNm0S83DBggUGPEwl7FEz5rWoiVBjPX/+/CVm72dpE0YwqOaBWWMwmwOq2k2NYmhoCC6XC5mZmZI7Tw2g4t9mt6U64DzFzaClqs2YvRjshxr44/f70dzcjM7OTuzduxdJSUmYMWOGJOqwWCzo6upCTU0NAoEALly4gIGBAdkE6vPxns3NzRgYGMCxY8fQ3Nws+AIT03q9Xhw+fFjUfNVEUrURdSGq4z5eo5aRkJAgUYV+vx+Dg4P4wx/+gOeee06yS3Eepk2bJvfnKc5nmD17No4cOYKMjAwRLqFQCPPmzZOAKtWMIF+CG5w0YzUClv2nIB4aGkJfX59oHgkJCbj11luRnp6Ovr4+RCIRTJkyBUlJSSgpKRF+wi233IL3338f586dQ1xcHPbu3StmyMqVK2XsyF4NBoNYt26d9JXP//zzz8NqtWLdunWXcAeGhobQ09ODtrY2DA8P49577wUwxtkgvsPUfFxTTDNPjok6d+fOnUM0GhU2pd1uR2FhoZi2jz76qOTpuJI2oQTDp51gl/tf08Zi+e12uySH5Yk+HkqvYgrj/Q8YuQnm9kkSuKWlBQMDA0LLtdls2LVrF/72t7+hu7sbx48fh9/vx3XXXYfBwUGcOXMGfr9f8Aiz/xqI+fiTk5NRWVmJ+vp67Nq1CykpKcjMzBRVmi4w+tXHM4uA8bWh8UwNM8Zjt9uRnJyMtLQ0jIyMyIn+4Ycfyhzk5+eL0FLBWk2LBRA1NDRgypQpQkyy2WwoKSmRYCWe8Lx/SkqKuJ8BCK/BLOTULM9erxclFyMLo9EoNm7cKK5ZZhFvbGxET08PKisrcfjwYYTDYRQUFOD48eNS05K5N9ra2mQsRkdHcezYMQDAjBkzDOtgeHhYysaNjo5i2rRpBq2NgmLTpk3i3iUzVsWxGKHa0NAg2ppKV6epquu6FNtldur8/Hw8/vjjBlf9E088cQlz+NPahBEMwKWeCTMgN97/QGwxDQ8Pix0IjCU4UfM2mm1vdeOoGAQwBoSqgKgaA8H7qr8BiOvL7XajsLAQHR0dSExMRGpqqqTkmjp1KnJyctDT0yPRebm5ubLgzfEXRJypZs+aNQutra1oaGhAZ2cnVq5cicWLF2PFihUoLi5GWlqaxCKo0Zd8bo6hiqybx5uqrfo9/tjtdlGxqV4/++yzqK6ullyTmjZWK0Idv/7+fpSXl0saPCAWO9DU1CQnZFVVleGeDMDivKrCk88TjUZF5W9oaMCkSZPEM9DY2Ahd1zE8PIyuri4Eg0EsXLgQmhaLX6iursbo6CjuvPNOtLW14cUXX0RRUZGYpCqeEIlEsHPnTnG3crMTu+IhAAA333yzIfOUxWIxlKkbHh7GsmXLABi9Ldz0GzduFHP46quvNpjG1B5sNptETiYkJKC4uBgpKSmiNQAxgfTII4+Yt9sntgkhGNTNfjnJZj75+DnaUqOjo4iPj5eU20zkAYxhCdwkPHXYzBvbbM+poKPaVB6/uolTUlLQ2tqKQCCAdevWYdeuXXA6ncjPz0d5eTn6+vrg8XhQXFyMgYEBLF26FEeOHLkkJoLPxw06NDQkVaR//OMfY/HixULwIWsxJSUFWVlZSEpKQiAQQEtLi1TX5nOpwkBVMfmemRNhNj/Uz7CMIBAjAT399NOi8jPtGO/FeWGS2OrqarkWVXpN0zB79mw58dRYE7NZadbwyIwcHBxEODxWOeqaa67BG2+8gZ6eHskFOXXqVMTFxWHSpEmyhpYvXy5g7ttvv40333xTcIbCwkLp6/DwMNra2hCJRFBaWmpYm4FAAIcPxwrDJyUlCemL4KHP54PNNlYicMWKFYJ7qJyU5uZmw7WeeOIJQ5i8qoWogmHGjBmIRqP47W9/i3A4LC5o1g/9rG1CCAYAl0z6p/2onyMYk5CQID5jVVNQNzCbGXhUN/54QN3l+sxrM58gr1NYWChFcG6++WZJM+/z+RAfH48TJ05g8+bNKCwshMViwZw5c4SgxXtyo4ZCIXR1dUkyFZ6YxE54Uvl8Pqk6lJeXZyhAcuTIEeEcqC5bLjIzk9IsSMYTJjwJWfwkOTlZMjjb7XacOXPGQGPW9Vi4d2NjIxISEtDQ0CA5LW02Gzo6OgDAwAoEYq5OCnqeunxuMwBN4UquhcPhQFdXF5xOJ3w+H9ra2kQziY+Ph9/vx/Tp08XVynR/TAXHvKCJiYkG7YkJXG6++WaDqcp+8rlvu+02wxqiKbB582YAkNRz7A/His+/Y8cOyRH5xS9+8ZI1qT6/1WrFyZMnAcQ0m3Xr1sHhcEhh3itpE0YwmDGGy5kN471H9ltGRgaGh4cvUfG5gVWJrNp0vKZqipjdhfythlGr1+ZERqNRvPzyy6itrRUcwOVyYdGiRaioqIDT6cSFCxewdu1azJkzR76rAo8EMLkJe3t7xetAu5wbYPny5bj11lsxZcoULFy4EGvXrsWNN96IqqoqfO9738OqVauQk5ODnJwcdHR0SK5DCk5VUzOfwupYjCcgeB22wcFBqa7d09ODCxcu4LnnnpNFabHEckuePn0aJSUl8Hq94t5MTk5GXV2dbBwGZAEwjA89HGodEDYGhwExe7/kIteArmtiBgTsgNjGnDp1Ks6cOYNwOIzU1FSkpKSguLgYmqaJgElLSzPUQ21paYHT6UReXp5BE+U1mUiWCWjU9er1elFTUyP8g5kzZ0LTNDEXOfY0m+gJufvuu8UbYvZaNTc3IxKJoKamRgT/2rVrxUT5P48xXM7zoP42CwkWopk8eTL6+voQjUaFh08XDl0/KiON1wRgUOP5Hl9XNQiqu6qZoibo0LQYY/Huu+/GtGnT8OKLL2LLli3w+XzweDxISUmBw+FAXl4eKisrUVZWZsjxyHsQse/s7ER/fz+SkpLkNGBfmCoOAEpLS1FSUoItW7agoaFBzIe5c+fi4Ycfxj//8z/jgQceQEFBAbq7u8WfTgFBjYGLSqWPq/dUT38uYnXOmG05IyMDQ0NDCAQC+N3vfodnn30WR44cwcKFC1FfX49rr70WTqdTyE1LlizB8ePHYbfb0draKjEDHGPV68PfqtuOmgsFxrlz57Bv3z5JIMPENX6/H6+//josllhJwLS0NNhsNmzYsAEulwvf+ta3EI3G4jeWLVuG119/HVarFfPnz8c111yDaDQqyWXff/99BINBfOlLXzJoW0NDQ3jttdeEdKWC4NT27HY73n77bQDAP/zDP4zLM2AcyosvvijPev/99+PGG2/EF77wBdx///1ISkoSPGRoaAg2m01cxaFQSDxhzAXxWduEEQzjgY3qe+pnzH/39/cjPj4eWVlZhqSowJjbiwOlnpSqgDALBtWOU/uhSl5VU1AbqcIlJSVoamoSt2R2djYGBgaQlJSEnp4eATyTk5MNxJTR0VFUV1fj0KFD+PWvf43k5GTU1tZK7oPL+aXffPNNHDhwADNmzBAVne6vcDiMyZMn47vf/S5uueUWpKeni4/7s86P+txm95cZq7Db7UhMTJT7A8C+fftw6NAhcYFqmiYMyUmTJmFkZAQHDhzAn//8Z7zxxhuX3NPcF5XPoGo5DJO+7bbbxDRLSEiAz+eTwsd2u11SpNE8Gx4eRnl5OcrKynDnnXdKcZqRkREkJSVhzpw54o0ZHh7GkSNHEI1GMWvWLAlwo8C0WCxSvfuGG24wjBXXYm1treBj8+fPl7VaWlqKJUuWYPHixQgEAsKCJP7CYDyv14svfOELuPnmmzF79myptvX222+LWfvVr35VclZcSZsQguFywmA8U8IsQDQtVgCEPm9mEDIDeWYM4XI4gjq5ZjWbnzPjFWwUJp/73Oeg6zp27tyJoqIizJ49W9RnchgCgQD+8pe/iH2p9qmtrQ0zZ85EVlYW1q9fD5fLhaKiInETqvYq3YKswHTzzTdLOrMjR44gMTFRiDeMe5gxYwZ+8IMf4Kc//SlGRkYMNSIuJyjU03s8ENb8N7UOt9stpsDo6Ci6u7vhcrmwadMmw+agGfD3v/8dM2fOxK9+9avLuplpmqg5DTgmw8PDIhRfeOEFMR/ISeBaYW7KSCQieS7379+PSCQipQ49Hg/i4uJw6NAhUdepkTAk3OFwIBgMoqioyKBFWa1WbN68GZoWo3lTs/N6vZJ30maLpbEHgNWrV+PUqVPo7e1FWloa4uPjUVxcjIyMDITDsWrj9ERkZGSgvLwcxcXFCIVCGBwcxNmzZwXA7Ovrk3ic6dOny72vpE0IwcA23qb/NNzBZrPJ6Zuamoquri5RkdXNr7qWzAubIBr/Vk0MM3IPXBqYpb4GQPzlWVlZWLNmDdLT01FTUwObzYYdO3ZgyZIlyM3NFZYmqygNDQ2hrq4OWVlZ6Onpwf79+3H27Fn4fD6h7poJV/x96tQpzJ07F8nJyZg3b54snnfeeQd5eXlITU2VE5LPlJCQgIcffhj33XcfDh06JNmULmdGqK7c8ZoqPMx4DuuMkt7r8Xgkm1I4HMb3vvc9OBwOZGZm4vOf/zzOnz+PZcuWiVZAFd6MK5kxIYK7mqahtLQUwWBQ5pSFggOBAN5++21Eo7Fy83/5y1+Qnp6OnTt3IhwO44YbbsB7772HwcFBVFZWCg2aLk4SlVj8NhqNYv369aitrcWpU6dw6tQpHD16FB0dHVKW75577kFPT4/kp2TehI0bN8oY33nnnXC73cjKykJ6ejp8Ph/KysoQDAbx8ssvy9xVVVVB0zThTfT19aGkpARJSUnCuXjmmWcEr/nRj36EjIyMcefscm3CCAYzrmDGGC6HO5D9R7WcmY9U84FNXbi8J5vZhh7vPfPr/J+AoPr5zMxMLFq0CJmZmUhMTERPTw/Wr1+P++67D0ePHkVCQgKmTp2KQCCA3NxcKctXUFCArq4unD59GmVlZeL2y87OxkcffSS2qLlOxty5c4U63d3djSlTpqC5uRl33HGHqLbqOLOfVqtVshUNDQ3hwIEDBleweUxUT4zaVIFKLcasBUajUUHISdoBgKeffhopKSm49dZbJQOR0+kU8JB9UTUICgnVQ6O6mjn327dvF8owgbiRkRGhZF911VVwOp3w+/3iTUhNTYXH48HOnTvx7LPPGgRqT08Puru74fV6cf78efFO8Llp09M7QfJXcXGxeDw4FufOnZNDRNM0rF27Fnl5eRgaGoLH40EoFMK5c+eEx+HxeBCNxoKlWlpaDHlHotH/1965B1dVb3f8s/LGJIc8POT9IkEE4iMR4d7UxzUDvkBbR0BrVYYRlV5GLf2jgp3pTHXEtipeO6K3t7bj7djHbSn1EqglYpCRV4JAJCQQQ0iUZJKQcMj7cZKc3T/2/v3YOUkgKCQnM/s7cyb7/PY+2Wvv/fut/Vvrt9Z3+Whra9PFgQCqq6sREb1UfjUIGMUwnlK40gfMaZ0KFFLFQpU9rhiNYKRj0T5tttvs9jb1197B1SDzT7G2y6P2b9myhaKiIo4cOcLmzZspKChgz549ZGRk6DL0CQkJZGdnU1dXR3h4OIcOHdLava+vj8WLF3PnnXciYtY2KC0t5cyZM0RHR+sQ6YqKCurq6qiqqiInJ0fnC1RWVo6ofqXeunYSVRHTWaoUjco0PHHihOYGsN8PdX1jmVL+MzH7zMt+THBwMJGRkSNyEFJTU9mxY4emuYuLi9NTZfW/VIk8+/NUciufBZiJV2rAdHZ20tLSon+jVgS+//57XYekpqaGvXv3UlVVRXt7O319fTz77LOaPPf06dM0NDTg9XrZvHkzXq8Xr9dLV1eXTgbzer36uSlH7unTp6mpqdEmRk9Pj47KVY7lgYEBSkpK9LVER0dTVlZGd3c3e/fupa6uTpvH27dvR8SMBykoKKCqqoqGhgY6Ozs5e/YsHo+H3Nxcfa3bt2/X/fy6ZFeKSL2IVIhIuYh8Y7XFicgXIlJj/Y212kVE/l5EzojICRHJn+A5rmhKqOPs8PnMzDHFDq1yDtR0WA1s++/G6tT2Aa5vzhgOPv//NRaTkmpftWoVwcHB3HPPPdTU1GgK86KiIi5evEhLSwtBQUG4XC76+/tpamoiPj5eTwFTU1P54Ycf8Hq9LFq0iLNnzxIZGUlNTQ1vvfUWDQ0N+k1WXFzMvHnzOHbsGA0NDXz22WcsW7ZsRBUllaMwY8YM/Tsw7fLc3Fz9KSgo4I477iAmJmbEEuB4928s38TlnJr2fSq9WZWrB3jjjTc4duyYHnDqN/6Ucyr4SXnfVTyEMonAVDqKVxLQzsbW1lZqa2tH5Dx4PB727duHiHDvvffqpdGWlhZKSkr0PTQMs0KWSiI7cOAAYJK9qvKHQ0NDNDU16eVYMFPM1ctKvWAaGxv5+uuvtb9EkeYoxq+QELOal7q2srIyRITExERcLpcu79ff368rsCmnsorBUKb11eBqZgz3GYZxu2EYC63vG4EvDcOYA3xpfQd4CJhjfV4AProagcZTBv6+BfVRQSkxMTE6+UTddP/p51jn8FcY4wX52I+zzwzsNr96G6r90dHR3H777drbnJ+fz4EDB1i7di2xsbFERUVpYtTKykpiY2M1s3FcXByVlZW4XC6OHz9OSUkJXV1d+Hw+ampq9BLptm3byMnJ4ZlnniEqKoqqqipaW1v56quvOHPmDH19fZw/f16nDiu51ds8LCyMTz75hKSkJBITE4mPj9cZk8HBwcTGxo5YWRhPqSqTxr7SY1fKY63yKKjoQhW/MTQ0RElJCa+99toI2v+4uDid5akSjmJiYvSsIjY2losXL5KVlaV9EyroSl33vHnzANMUU1yQhYWFWrbKyko9tVchx4ZhUFdXR1hYGH19fZryXpkDhw4dIjw8XLNg2/vFhQsXOHHiBAAvvfQSbreblJQUZs+eTUZGBlFRUYSGhlJfX4/P5+Opp54iKipK+2SUaaJMY0Vi6/OZbNZJSUm0t7cTHh5ObW2tfjG2t7fj9Xo1Gc149348/BRT4g+B31rbvwX+yNb+L4aJw0CMiFyWPmas2cFEzQiPx0N/fz/Z2dl0dHRoMk9glAPS/6+/E89+bhgZHekPO1uR0sjqODVoVfGSDz74ABGhvLycWbNmad6B8+fP6ypBTz75JNHR0Xz88ce0t7fT1NRERkYGc+fO1eHCYPoBkpOTWbx4Mb29vbz66quEhYVpynwwbeinn36a/fv3c/z4cc3n6K/gwBxwLpdLzyDUAA8LCyMuLo5z587R1tZGU1MTFRUVo0rY+ZsY9tUfdS7/uAj781MzLqWkIiMj6e/v19eiqN4Uw5Rie1IrD6p+Z3t7Oy6Xi7lz59LW1qYrZKekpOh8ggcffJB3331X59XU19frZT2Vct3X10dtbS1er1fXUFUvmP379wOwatUq4uLiNFtYcHAwp06doq+vj1deeYW0tDRSUlLIysqip6eHoqIiIiIiiIuLY8GCBbhcLp1rojgtPv30U70s+eabb/L666+zYcMGkpKSNBmLXcn6fGaF7OPHjwMmDV5CQgJpaWm4XC5tFh49elQrsqvBRBWDARSLyFERecFqSzAMQ5UiagYSrO0UwB6Y3WC1jYCIvCAi34jIN8p2tNpH/R1PKYiYwU2Dg4MkJibS19enO4t9UNs7pb9vwX4O/4HjH1Bln1LbM+LUtl0udZ758+eTn59Pe3s7CxYs0Ha7qieZmJioHVU+n4/m5mZqa2uJjIwkPT0dj8dDSkqKtmtjYmKorq4mOjpasx4PDw9TXV3NyZMnKS8vJyMjQ6+Nq+U7uOQf8Y+aUx30lltuYdmyZTz33HOsXbuWFStW8M4777B+/Xpmz56N2+3G4/GMSQ7j92xHOXrt91RhrGXOoKAgzZI9NDSkA9aUWWH3GalzuVwuHdgDcNNNN+lELnXtra2t2t7Pzs5GxKx0ffLkSQYHB3Xx5La2Nl1EZvXq1SQlJZGcnExXVxcHDx4kNDSUFStWEBERoQv69Pb2smfPHgAeeughrViDgoLIysoiKCiIU6dO4fP5WLly5ajoVXvcA6B9EBEREcydOxcR0Ylrw8PDupKW3TcWFRXFDTfcQH9/P+np6eTk5BAfH699E2OZxZfDRI++yzCMfEwzYb2I3GPfaZi94KpUkmEYvzEMY6FhGAuVhvOPcJzISoVSDLNmzdIBHvaBDoxpWvinN6s2S7aRNyloNE8DXBoA/u2hoaGUlpZSUVHB+++/rzkoW1tb9VQYTJuzpaWFtrY2zUm4detWcnJySExMZObMmTQ2NrJkyRIyMzMB2L17Nz09PWRlZfH555+zc+dOXS5u6dKlFBYWMmfOHI4cOcJ9993HypUrSU5OJjg4WM8c/K9t1apVrFixgtzcXF1bUb0pBwcHSUpK4uWXX2bjxo3k5eURGhqq+Qv9nikwOhHNDv+KYGNBKSwVJaqek8/n00SvatCr7EWVR6JS0FXmqpqNKF+D1+tlzZo12ixRg/2xxx5j1qxZOmo8fvYAAAhZSURBVAQ5JCSE+++/Xy+1DgwMMDAwoGnZVHFaEdMpeuHCBd0n3G63HvSKGq64uBi4RPCi+qg9k3bXrl36/ilkZWVpLgy1gnH48GG9CrdmzRo9O+3t7cXlcunlWnUfm5ubR/S7iWBCisEwjEbr73ngf4BFQIsyEay/563DG4E0289TrbbLYiKmw1jKobW1laCgINxut17WUdFuasppn96qdrsG9demIiMjHO1LcfYQarsNbafo8vl8LFmyhIMHD3LjjTficrlITEykvr6e2NhY7WS6+eab2b17t3ZMGobJK5CZmUlCQgJ1dXU0NjbS0tLCokWLdH1HVdsxLy+PBx54gHPnztHc3Mx7771Heno6ERERLF++nJCQEN2BZ8yYoR1V/tfqH9rsv18NgJkzZ7J69Wq2bNnChx9+yNKlS2ltbR3Beq22lYkwliKyBwGNFxMRFBSEx+PB5XLpbMmgIJO6THF6KjYowzA0YU1YWJiuzg2mIsrIyCA+Pp7Ozk4iIyMpLCzUv21oaMDnM4vODg0N6diII0eOEBQUpH0+apBt27YNr9fLiy++qO+VPYFucHCQDRs26D60b98+PB6PTjQbGBhg3bp1+vpFzAK/ixYtoqOjY0ScyfDwMG63m4ULF2pfh6rRUVRUxNDQEOnp6aSlpXHu3DkyMzNxu93azG1tbdUO3Y8+uipX35UVg4hEiki02gbuB04CO4DV1mGrgd9b2zuAZ8XEz4AOm8lxufP8KMXQ09Oj+Qk7OjqASxTj9pBlNSDsXP3+pslYjkr/eIYrHauUzrp166ivr8ftdrNy5UoSExPJzc2lq6tLH6fi8R999FEqKio0J4GKWmtubiY5OZns7GyOHj2q6chUPIAKmNq6datOIps/fz55eXl6dcMusxqI9o897kApBv/96trs7YODg+Tn5/P222/zxBNPjChwo2B3etnfgmqQ+eeI2KFsaPW2tz8LVd5erd6o+6ES6FRFJ5Vj0dnZycyZM+no6NDU9llZWXrGUV5eTkhIiL5nnZ2dHD58GK/Xy/Lly/ULoLOzU5ejU9W91T3u6uqirKwMYARvpX1pWJHJZGdnj7jW9PR0CgoK8Pl8mj3bHpeRmpo64nqGhoZ0wJzP5+Pxxx/XyVzd3d2a86Gurm5Myr+JYCIzhgRgv4h8C5QBuwzD+D/gb4ClIlIDLLG+A/wvcBY4A/wj8MsrneDHKAX1lh4eHtZeZMUobE+UioiIQERGdEB7Z7V35sstY9rlhEvaXr0p7WzNAwMDPP/886xbt47CwkK6u7spLi5m//793HrrrTQ3N2sHY1paGnv37sXtduP1eqmtrSUiIoLbbruNRx55hLi4OC5cuMCpU6coKysjPDyciIgI6urq8Hg85OXlkZeXpzuuitm304qPNRO4WvjPNJSiMAyDzMxMNm3axPr163WimlLc9tmI//8Zb6XCHkCl/o/aVkuUCv6KRdnvintRFW7p7u7WtR/tpeZUUNfAwAB333239mWoylvz5s3T91Sl9CuCmkxbAFZ/fz8HDhzQ+xSfhL2EXnFxMYZh6FgGdW+SkpIwDLMU4K5du0b08eHhYaKjo5kxY8YIXorg4GBKS0sREZ0g1t3drRnBvvvuO3p7e0lJSdG5Mlf1vK/WW3k9ICJdQPVUyzFB3Ai0TbUQE8B0kROmj6zTRU4YW9YMwzDcE/nx6NTAqUG1LT4ioCEi30wHWaeLnDB9ZJ0ucsJPlzVgQqIdOHAQOHAUgwMHDkYhUBTDb6ZagKvAdJF1usgJ00fW6SIn/ERZA8L56MCBg8BCoMwYHDhwEECYcsUgIg+KSLWYadobr/yL6yrLP4vIeRE5aWu7punl11DWNBHZKyJVIlIpIq8EorwiEiEiZSLyrSXnX1vtWSJSasnzOxEJs9rDre9nrP2ZkyGnTd5gETkuIjsDXM56uZ5UCCpAZyo+QDBQC8wGwoBvgflTKM89QD5w0tb2d8BGa3sj8LfW9sPA54AAPwNKJ1nWJCDf2o4GvgPmB5q81vmirO1QoNQ6/38CT1rtvwb+1Nr+JfBra/tJ4HeTfF//HPg3YKf1PVDlrAdu9Gu7Zs9+0i5knIv7ObDb9n0TsGmKZcr0UwzVQJK1nYQZcwHwD8Afj3XcFMn9e2BpIMsL3AAcAxZjBt+E+PcDYDfwc2s7xDpOJkm+VExukUJgpzWQAk5O65xjKYZr9uyn2pSYUIr2FOMnpZdPBqxpbB7m2zjg5LWm5+WYiXZfYM4S2w3DUHG6dlm0nNb+DiCeycGvgL8AVGx8fIDKCdeBCsGOQIl8nBYwDMMQkYBaxhGRKOC/gT8zDKPTnnsQKPIahjEM3C4iMZjZuTdPsUijICLLgfOGYRwVkV9MtTwTwF2GYTSKyCzgCxE5bd/5U5/9VM8YflSK9iTjmqaXX0uISCimUvhXwzC2W80BK69hGO3AXswpeYyIqBeTXRYtp7V/JnBhEsT7A+BREakH/gPTnHg/AOUErj8VwlQrhiPAHMvzG4bpxNkxxTL545qml18riDk1+CfglGEYWwJVXhFxWzMFRGQGph/kFKaCWDGOnEr+FUCJYRnG1xOGYWwyDCPVMIxMzH5YYhjGnwSanDBJVAiT5Sy5jBPlYUyPei3wl1Msy78DTcAgph32HKbd+CVQA+wB4qxjBdhqyV0BLJxkWe/CtDNPAOXW5+FAkxe4FThuyXkS+CurfTZmGv8Z4L+AcKs9wvp+xto/ewr6wS+4tCoRcHJaMn1rfSrVuLmWz96JfHTgwMEoTLUp4cCBgwCEoxgcOHAwCo5icODAwSg4isGBAwej4CgGBw4cjIKjGBw4cDAKjmJw4MDBKDiKwYEDB6Pw/yEPsdxnpFjRAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import scipy\n",
"im = scipy.misc.ascent()\n",
"plt.imshow(im, cmap='gray')\n",
"print(type(im), im.shape)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Functions return arrays, often of the same shape as input arrays:"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(512, 512)\n"
]
},
{
"data": {
"text/plain": [
"(-0.5, 511.5, 511.5, -0.5)"
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"filtered_im = ndimage.gaussian_filter(im, 3)\n",
"print(filtered_im.shape)\n",
"plt.imshow(filtered_im, cmap='gray')\n",
"plt.axis('off')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Sometimes operations are just numpy machinery:\n",
"\n",
"Setting pixel values by indexing"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f8dc0671d68>"
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"im[0, 0] = 255\n",
"im[10:30] = 0\n",
"plt.imshow(im, cmap='gray')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"More complex NumPy operations: boolean mask"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"im = scipy.misc.ascent()"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"[<matplotlib.lines.Line2D at 0x7f8dc04ebba8>]"
]
},
"execution_count": 49,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"hi = np.histogram(im.ravel(), bins=np.arange(0, 256))\n",
"plt.plot(hi[1][:-1], hi[0])"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"bool\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f8dc0888278>"
]
},
"execution_count": 53,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"mask = im > 100\n",
"print(mask.dtype)\n",
"sky = np.logical_and(im > 100, im < 150)\n",
"plt.imshow(sky, cmap='gray')"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.contour.QuadContourSet at 0x7f8dc046e630>"
]
},
"execution_count": 55,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(im, cmap='gray')\n",
"plt.contour(sky)"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Average value of sky pixels: 121.43709078317804\n"
]
}
],
"source": [
"print('Average value of sky pixels:', im[sky].mean())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Geometrical transformation of images"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(102, 102)\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f8dd2f9a1d0>"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"smaller_im = ndimage.zoom(im, 0.2)\n",
"print(smaller_im.shape)\n",
"plt.imshow(smaller_im, interpolation='nearest', cmap='gray')"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f8dc0d7d278>"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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RTTDqMHyu8MxepVbBe/n9fomroPmhTRUSrkxMAyCakyZD6+rqBPii0aiYZpyM4XDYlpSnyU6Xy4W6urpZQEWt5YQTTsC+ffuk74PBYFF3P4XvndoGr0dvE82tYjwcPzNNE++9956ULyhXq1gskCxp8HCSgnqiLUQDcV5voZ23UPtSr1YEwflUSU2clXvfcs0WrQnofnICJldkro6M12CfZjIZ4SI4Calp0MxhpqyeCJyYdMHq2AhOYJfLhampKcnIZV9mMhkhQ7maA7Cdz5B6akH5fF74mFAoJNcaGRmRe7MfUqkUmpub0draKn2r+8w0TdTU1ODgwYM2UHSOU61B8296YYAZs8ftdsvzaRAqNlbeeecdpFKpBc2HxciSBo/5eIhyO0sP1GJIfjRZqJnjFM3RlBtzUaro48sxi4BC9GcgELBNEq15cJUGZmqNUFtgKDjNBYIGCVjLsmxRq3q11EFi/DyVSonWQG0TgLg7tYZimjNl/ehFcbpwKQQfzdnU1tYK0LFwkTZ1VqxYIZO3ra1NrsXPCB5VVVUYHh4WjYgcCqXYYkGtiZyRzh7mMxQjYAnsplmIRh0fHy/bs7YYWdLgAdiZZKeZwoEzX2dp1C6mcZRKVuoYhFIntA7e0S/W6X93ijY1ytU6eHyprlzdx8z/CIfDNg6Bx5HMpNbB7yYnJyVmgyp3LpezBVpRJef55DmAAnjQ3OGE0yYLydBcLifkJSeo2+1GZWWl3IdcjNNk4TOwRgf7CoCAHDUAbaIBwKpVq2ScuN1utLa2zgJWBn4BBYDKZDLweDwSA+IUaiUck8FgUJ6NphjbxfHjzFbWC9HevXsxPDx81Hd9LGVJg0exwe/8rBTzZa7v9aQ4mugXpFfAUiSXy9m8FLotR2u301QoRwg4pYomRTmQp6enbTUueBwnIyNLeY4O79ZgSb6D0ZjAzEQlmcrz6KLlM/P7fD4vEajT09O2xYTxHRUVFeKFIbDQZGH8B9s5PT0twWJAAbio7USjUVvZQmomGkT5DIwpodBcaWpqQn9/PwzDkDYUC9Ry/u9yuVBZWSnFkbjwmKaJ4eFhjI6OFh0LWpvt7u7G4cOHjykxOpcsafAAZlcRK5fz0NpJqSvxsRLtnlysl6gUMChGjpYDIhzo6XQaQ0NDtmLFNDv42dTUlJxHEwOArZ6H/k1+wVmqkH0TjUYxOjqKWCwmwKOBkxm+vC/NIicgT01NzdIuCRLZbBYjIyMIBoM2Lw1jLHK5nCT28RqmaWLt2rVFM7IbGhps4ejsI8uysG7dOnR1dcni4ff7bYWbi5kgNAuDwaCAK4sl1dTUIJ1O2zSLYiaQaRaSBQ8ePPhbB5AlDx7A4lhhPVDn+vtoslByFCjNr360Y5xgUEo/lNNXGmAY0ZlMJuHxeOD1elFfX29rm/b2xOPxogOXQl5Ek7bBYFCiPnWVdF7P5/PJ5GeldZ0vwkrmJFxpxvh8PuRyOaTTaUxMTMj9uNpXVVUJ2OhANh08ZhiGDRAByDWXLVs2J+fW0dExK5+F361cuVJAkCYM21TsPWlOjsl05F5M00RDQwPcbjeGhoZmAZDz/+HhYXz88cfy3W9DfifA42ji5DOKITqlXM6CqrN2y5bbNt5vrhc4l9enmFm2ECA6WptZXJhFint6euT4QCCAsbEx24qrE+L0BNWBXJzkAITvoKlH1ym1D3ojAAgvQFWfZgV5lnw+j+npaZuXgx6eYDBoq6quo0q1tqS9RSRoq6qq5Hm0qcbz6urqisZcaM5k+fLlomXyxzCMWXxHJpOxmXVHe3dMuNORqDRrTNPE0NDQLE1ctwsoaGG7du36rWkgv/PgAcxMMP7MN8nLIRD590I8LFr1LUe0llEKIazvV4pQw+CqRvWf3gF+R48GAFHztUbhrGGquQ5eWxem4TNRldfgYRiGuIB1cBkAccUyQ5c/OnSbAKj7WpOe2WwW4+PjAh5sB0HNSaYT6FatWlW0XzW4A8CyZcvmHCPO8aNzgzTv5pzkJIqLZeNms9lZ5GgxAEkkEhKNeqw1kN958NCqHsVpU5fSac7zNYno/H6+ayw0gM15j3IiQ4/WPr06MXaAAV7ADDcTiURkwtNEOOmkk+Rcr9crZB77lHuumKZpq5vB63LVNIyZRDQCCutZsFgQTQ66LDX4ZrNZMTk0cWuapjyTruJOYKqurhaNgyYThRMTKHiLSLaSe8jlcjYvDu+nPWDsd4/Hg/p6+6ZrBGW6oNk2ABJXorOMnULthRoc28pNrtxuNwYGBmYVaHKCUDqdxptvvinXPFbyOwcepZKfzpVhPikWlVmuxuDkVMrRVvQAcrpaS2kHV8q5hARcNBpFLBaz1eDUq+3o6CgASETn/v37ZYWm+ZBIJGTFjkQiNhDiKslrAIWIVXo5tBru9XqlzoVhGKLlcPLn83kJLtNEazKZRCAQQCqVEpDQ1dF1W3ThYwASjg4UJjCfm9qJ1j5aWlpmxYrwvRYjwSORiLiEKdoV63a7BRjz+bzsaqdFj2etSTMil/+bpolwOAyPxyNVyYqJXgjfeOONWR60xciSB4+5wEL/PhqalgoexTSPhQonQzko7zRv9KAr5xpaSNQxPZ0cxoEDB9DS0mK7J7WSyclJyfWgm5OZrTyOHIfz+Zy793Gw09zgBKcKrl3Y/J7n00VrWZZsI0lzh/eiWVPMlcr2cz+XycnJWWak9o7wbw2Aa9asOarJUkwikcgsrVNrT/F4XNoEzGQoc7w4NRF+7syu1RxIPp+Xwsqai+Ez6oXwvffeO2YcyJIHD20b6rgCp2sMmJ2aPJ/24AzEKvW8uYTmik49P5o47XP9OZ+xXH6GE44q+NTUFGKxGIaHh9Hd3Y36+nqcdtppopZrTsLv96OmpkZ4AQ5y58bPTvMDsMejkB/h8TocnMKJzyAvTcSSD9EmCfvXufcJYzLi8bg8N7044XBYrqXDvw3DEM2G4KY1Me6fq6VULZAemGLnejweNDc3o6urS3gamiXUnjTwaO3ZNE0JmNOckWEYaGhogNfrFQA5WjtN08Qbb7wxK9hsIbLkweNonQDM1jwWgqrafl2oxsHJTjBzroRz3VeDogZEYP6B6vTm6JWdmkYmk0EymURnZydOPfVUMRd8Pt+sCuDUNOiBAQpel4aGBvh8PqRSKfGu6BBz/Ty67Tp/RW8fSRWex5PUBCB5MZpc1en1yWRSuBV+r7UGYIaQJHgRSLWZQ5OFJpTOIgaAz372s7a+0abdfJLP59HR0THLg8I2nXjiiejq6oJhGPK8rIuix4/TLCKvpDU1nheJROD1ejEwMDBv+0zTxFtvvSUm6kJlSYOHnlhO0Z3qnETFXGGliF49yxF9P6frrNixTnEOslL5Gk4OTk6SghMTEwiFQmhubkZbWxuWL19u2+6ApKfWVPjbNAt1Pakq03xg5qYGWEaK8rn06qnvxbbqXd6025TVzwG7Cxaw58/wOlT1dYi8ztK1LEtC3QGI1sGCyloL0t4iTlpdVNkppZqSpmnaUvz1OwOANWvWSByG1rS0aNOFvzUP5Eyaq6ioEBNmLpDT5sy+ffukbxYiSxo8nO5SLcUY6lIBw3ktfZ9SRduh2kU23zWc5pEGjmLPOF8beD2aJ6Ojo+jp6ZEgIwIFJxtNEa7GesJpe5qZtclkEl1dXVKtnM9IQNHgoWMs9HPqLFqCFoUV0NkPqVRK6n8496Slqk17X2t6DOiiRqPLArA8IicdTRagQM5OTEzY3mFHR0fRiNJS3zH7s7Ky0raFgxa3243Ozk7s3btXTBiah+xDLkr6HXHMBYNBATqt6bJ481w5Lk6z/r333pv3WeaSJQ0etbW1uPXWW3HyySdLRapiMRilitPNpn+XK5poA8rz7jhtWec1SxFOjMnJSYyOjqK/vx+Dg4NYvXo11q9fL8/EKuDhcBihUAjBYFDqdGrTiquX1+uVPBBGnXKbRfIXOjZCmyEEIB1x6XweruoEFK09aI6Hk0Zfe2pqCn6/X9ql+w2YMXkAu8fKNE2JnKXLmfdjW7X5u2LFilnviz/lvCPLslBVVSVA7FwMAoEAWlpa0NfXJ+3nhtp6XOj+1uDLQDcKt4yoqKiA2+1Gf3+/9MVcshBNW85d8JmfgjDD8JxzzsGf//mf40tf+pItWWg+EJlLDXRqGqV0oCaydHUroPzaIHO5mUv10JimiYmJCaRSKVRWVqKtrQ2nnHIKTj31VPj9fqm4BRRU9mQyiampKXGZcuKS29DeEQICtYyKigpUVVXJM46Pj9s4Ck26Ely010Cv4DSvyK3oneOpyTi9XjwPgNTsIPiwL3RtD4IHtR8Ssbr2iH7O8fFxG2nsTKHXHFSxd1aKcNOmYuO0qqoKHo8Hhw8fBgDJJKYWqMli/iYwkvMgyBIEWRPV7/fbSNRjLUsaPFjP8emnn0Ymk0FnZyduu+02fOlLX7IFCjlFE5D6s7lAohTNQ08CXZ+iXNEaT7liGIWcDwLB4OAgDMOQXdHi8bgABDDj1qN5Qa3B5/PJNovUMnh9Piv3M6Gqr4scU5zVq7iK871oe1qbLNpkAGZqk5KT4GQggGlA4nsgWNCzwtoffEZKOp0Wc0YLNVkNggAkH4Wi/y5mKpci+XweK1asmFWKkZOdtVPoAs9kMhIDQi5H/zjJeAacadPLsmZ2oxsaGiq7zaXIkt5u0uPx4K677sLg4CBqamqQTCbR3NyMDRs24DOf+Qyi0Sh27NhRNFW5XHNmPtEvXIcXlwsgOqZAX3cuIUhOTEwAAPr6+uD3+7Fy5UrbYOSgYvIVJzJJSc1HOFXfiYkJmXD0ZCQSCXi9Xsky5fVJbhKYtB3OAczvdKUw1ibVHhYAwm3wb20e6TgQ7f7lvXT1smw2KxOOQMDaqqlUyrYpleZ6NEGbz+fR3Nw8KzBMA165mofmtTo6OnDw4EHb99QYVq9ejV27dqGjo8NWkHlyctL23Fob0WNEb2tpmjNFlRoaGhCLxdDf34/GxsZFmSlOWdLgkclkUF9fjxNPPBFerxdtbW3w+XzYt28fGhsb4ff7sWXLFrhcLuzYsUOIPaqsx6KjiPya7deuUWdK+FziNElKGYR+vx9VVVXYv3+/REaeeOKJoj04iUuShnNdW09KPo8zc9XtdiMQCKC2thYAxIRxVivX+SGc8PyephDNA+0doetVezU4mfks2iwiGMViMfj9fnHbahBm1CaFtUN0HVOauzpLNZFISD+4XC50dnbK/fV7cnrDyhHNq7jdbjQ1NWFgYEDGgzbN1q9fj/fffx8rV64U0KyoqLCF5WvRHiagwKEwmI4u3Vwuh6qqKsRiMVtRad2+hcqSBg/6wQ8dOoTu7m7k84XQ6L/+678GUEg7pn/74osvhsfjwcMPP4yDBw9KkZjFin75WrQv/mjCl64H39GAjeq0x+PB1NQUotEoxsfH0draKio9k8SKDWgOSE5uAg2vqW1pTf5xoicSCalJyoEZiURsu6/x+bVbmsCkw9Od2pWOyaAWwvtwopOj0P1Bk4b9RrWdx7EwUTKZFC2C/aDDsTXnRa2Kx6bT6aLh6IuRYun3oVBIqqlp7ZVjZOXKlejq6sL69eulv/TudPNJKBTC5OSkmG8cfzqN4FgtrEsaPCorK3HGGWdgYmICw8PDGB8fx8qVK9Hb24vW1lbU1tbCNE2pnrR27VpcccUVMM1CTcfnnnsOgL2mxNEmu9MW1ccW6/BSNA7ntY7m6uOKG4/HUVVVJfY8q4Zru5aTl25Lxgk4tRE+eyqVkompOaFiqxldpiyWAxS0IG5I5CzM6+QwdNyEx+NBIpGQ8/Rz6EAyahPkOjjByQNoFzBBh4DCmqS6LCG/J/gwQMyZoMZ+r6iomAUcC9E2nIsF/9YaTHt7Ow4dOjSrMBJNlTVr1mDv3r1Yt26dmGd6qwoN+Pq98V1XVVWJmUsAoWSzWVsx6sWAyILBwzCMZQC2A2gEYAG407KsfzcMowbAzwF0AOgG8AeWZUWNQm/+O4CLAUwD2GpZ1jtHu0csFsNTTz0lneLz+bBlyxab6QAUqkeff/75+OCDD5DP59He3o4NGzZgzZo1GBsbwxNPPCGsOt13TlcrRavD2lRZaCdrF2SxwcjrTk1Nwev1YnwHsKI+AAAgAElEQVR8XGIVgJlSe/F43JY3oVdvHTBF0WHMnKycSM46E6FQSMKzdUZwNptFMBiUCcp4CJKyBELNbWitg8/G7zXhSZDSKf+aHGXfkc/gb83lcILwXfIY9ifbSrOKYKIBjfdav3697Z3pv8vhtZwT3Gn28PP29nZ0dXXZ4lUoPp8PbW1t2L9/P1atWoVsNisRvnzPR8vazuVyCIVCs56RY9/pdVyoLObsLIA/tyxrPYAzANxqGMZ6AH8F4DnLsjoBPHfkfwC4CEDnkZ+bANw+3w0Mw0AkEkFlZSVqampQW1uLYDAoxXkpfX192LZtGzZs2IBHH30UAPD888+jt7cXdXV1uPbaa3HNNdfISlpMnXau6vy9EI+KFh1voIWoTy9JKpXC0NAQQqEQampqZrWxsrJSQs2TyeSsyMBcLmdzvZKLCIfDqK6uln7krmhcwbnCa+2BnATvwaperB9K25krvO4nrpK0rRnLQV7FCU40d/gMmjzVUa2a4NRh7trNzM8JFJw4NIloVvH6dGvm83nbni8aMJwmZyninNjFPHOWZYkLl+3U92HRH+6VSwDhhNeuaue9KNw8ioums10azBcixmInh1zIMHYA+P+O/GyyLKvfMIxmAC9YlrXGMIwfHvn7Z0eO38Pj5rpmZ2endfvtt4stnkqlUFtbi+rqatuqtHfvXvzyl7+E2+3Geeedh5dffhkfffQRLrroInFFnnHGGQAKL+rxxx/H3r17JZJxLrdruUSZZtad5zpXACaeJZNJRKNRrF69WkhRHR5tWYVixAw9JtfCUoF6NeHk0Pa0bhvbpycdJ9ro6KjkumitjP0SDoexa9cuGIaBkZGRWcFxzns5V7e57GynO73Y52zTXETffO/JsixZuQ3DgM/nQyaTkbqiVVVV2LBhgxxf6jt3kpjaDe/sv7kkFothbGzM1la2wTRN7N+/H5WVlaiqqhJzjVqiE+Q4FpyAMDk5aduLR2uKbrcbzz333NuWZf1eSQ+t5JiAh2EYHQBeAnASgEOWZVUd+dwAELUsq8owjMcA/KNlWa8c+e45AP+XZVlvOa51EwqaCcLh8KnXXHMNgMID/+mf/imi0agELeVyOXz44Yf49a9/jeuvvx4/+tGP4Pf7sWLFCqxevRrPPfcccrkcLrnkEgDArl27sGnTJiGtXnzxRbz55ps2IrFccbrxOJHnWhFYC0O7VvXqRntf19akBsA6FE6thNfXA4cAwdXYaXdTA2DcBoGJqzRBLJlMorKyEh6PB++++65oJOXEzBT7jG3VZmSxY4CZlHstxVbMuSYPv+PkIzj7/X643W588YtftIFguaaK8z7lSm9vr/Spbjvbsnv3bqxYsULGhNvtFg8MMBuAjwYg+liata+88sqCwGPRhKlhGGEADwD4E8uyJhyrrWUYRllvwbKsOwHcCQBNTU0WMx5ZHLeystJmVjCC7p577sGWLVvw0EMPoaurCwcOHMA111yD7du3Y+fOnTj77LNx6NAh7NmzR1zA55xzDs466yz09vbi0UcfFY+Cc1Ur8sw2llx/rlccrh7UNPL5QrGdhoYG2+ZIxUhKp/ahM0k1YeYkYAkwBChNyunJE4/HbXuxplIp2c/E5/PJ6sy/JycnpZKYBi++b83FsD3FzDWeV6poEpO8iQZsJzDxGfWxFK0ZkENzmsBOPq0UWQixqqW9vR2HDx+W96HBy7IKldiHh4dRX18v7zMYDErOjl6MeJ6zCFJFRQUmJyfFnOR7+h8zWwzD8AB4DMBTlmX9y5HPxBxZrNnS3t5u/fM//zNCoRDC4TByuRwaGhpkpfZ6vXjhhRfQ19cn1ZSuueYa/OxnPxNi8Morr8T27dvh9/tx/vnno7u7Gy+//DK2bNmC4eFhrFixAitWrIBlWTh06BB27twpK71zEBUjPrXW4NQEyPgz9mF4eFgIMEc/2gb6xMSEBDyRGHS5XKIxaa4BmOEKnDEKui2cMIxC5X3T6TRisZi4pGtqaiQoi+2JRCIYHx/H6Ogo4vE4RkdHkU6nJRVcT0rNlXBl50QmSDo1J62p0TyZSwvUwKHzUng9/u+MIdHmJCeM3+/HZz/7WdmaQV+/FEDQz70YbYVt/+STT+RvDXJ8T6lUCqFQyEYq0yXvvL9T+6VmzSr1PD6TyeCll176dM2WIybJfQDGLMv6E/X5PwMYtSzrHw3D+CsANZZl/R/DMC4B8EcoeFs2Avh/Lcs6/Wj3qK+vt6666ipYloVbbrkFU1NTNrt8eHgYDz/8MGpra9HR0YHXX38dLpcLZ5xxBpLJJN577z0YhoHLL78cDzzwAFwuFwKBAM477zw8+uijSCQSuPzyyyX/46yzzhLy8qmnnkJvb6+NnQaKvxQ98HU2KsOn9TYD85lGqVQKgUBAJi9J1VwuN2uV1KKJNHJBmkTkMXoQcU/XYDAoEbx6YhP46urqMD09DcMwcOjQISSTScRiMQCQGBL2g9vtlkhHAovTFEsmk7bkO2oBjIpkqj9duOxTnk9tjdXISYqaZmHLglwuJ0l0TncohZ+fd955s7SZUjUJ7R4tNVjwaJLL5dDd3W37TAMTA+RCoZAtlN9Z6EgvTk4NhLFS2tu2UM5jMd6WLwC4HsBmwzDeO/JzMYB/BHC+YRj7AJx35H8A2AmgC8B+AD8CcMt8N/D7/WhqakIkEkEqlZLqTlTVIpEIcrkcRkdH8e677+Kmm25CMpnE66+/jl27duGyyy5DJpPBjh078PnPfx719fWYnp7Gjh078M1vfhOmaeKZZ56B2+1GX18fdu3ahTfeeAOGYeCqq67C9773Paxfv36WKm7rwCP/M1+EKwRNAKrRwNGBgwNE716mV0pNEDOtnuBAspSrlGmaCIVCEkavgSUajWJkZASJRAKRSARtbW0IBAISpcn7kUjOZDJSdZzxJvzNmA1WW9fuUL3S81rATC1VXVaPGgLdkPyttQcn58E+4vPxmpFIBB6PB5WVlaioqEAgEIDP5xNATqVSEurOfBP9bsrhLHQk82K1Do5p1kDVWhknPjOhuRix7/g5j9deLe1F5PNRe1msLBg8LMt6xbIsw7Ksz1iW9dkjPzstyxq1LOtLlmV1WpZ1nmVZY0eOtyzLutWyrFWWZW1wEqXFhKrxaaedhuHhYVvwkdvtxr//+7/jpptukhXyjjvuwHe+8x3xZDzzzDO48MILkU6n8cYbb+Ckk07CySefDNM0sW3bNnzrW99COp3G888/j40bN+LFF1/EJ598ggMHDuDVV19FIpHA5s2bcfPNN2PdunWFDlOBNZZVSD7SsRDpdBqHDh1CS0uLvFDtmdA/+js9CXQ0IVeckZERcb8Gg0GEQiEJQdbBXEBhAI2Pj9tK67EUYSaTQSQSQUtLi2hFWrvi70QigeHhYQSDQcRiMdEu6C5k/Im+J13F5A3Yfn5P4NOrvOZ85rK/Nehy0NNz4uR9MpkMotGouKR1oBzfAe/f1tY2y9R0tnsu0e/UGaexEOH5NTU1iEQis+7De1BjoLuccSuav9DPUMxtDED6ZjGypLNqLcvC4cOH0dHRIa5KoNABv/nNb1BZWYk777wTW7ZskUi8bdu24aabbpLoxCeffBLf+c53kEwm8cILL+Djjz/GFVdcAQD46U9/issuuwwA8NBDD8Hr9eKUU07BE088gZ/97GeYmprC/v374fV6ccYZZ+CWW27Bueeei/PPPx/19fWoqalBKBSSDNeuri74fD50dnbaVHWnN4Y/TpcmVxluYgTMTDpuBM0JSLWexwCQQr/Mb0in0xgcHMTQ0BCy2SyqqqrQ3NwsVbw5qbSpMj09jeHhYcRiMVndI5EIDKOwdUJVVZWEvHu9XoTDYVnltCpMU4I2OdupQUpvsKR/s016dSwWXUvR++DyuXVeC5+L5xD85tqAmu0/mnCF53tcDGmqeZt8Po+mpiYbIDJKlONGm3/cPsIZ+Kf7SnvXeD16mxZDmC5p8AgGgzjhhBNgmqatpgQ75gtf+AJM08QDDzyAs88+Gxs3boRlWbj33nuxbNkydHZ2wu124+6778aVV14pvv4HHngA3/zmN5FKpfDkk09i3bp1aGtrw8TEBJ577jlcf/31WLlyJXw+n6iRjFJsampCR0eHuFyZsTk5OYlVq1ZJsV0GS2mV3cmdUOWld4UkcDKZnGVD+3w+SS/XwWDJZBITExOYnp6WiRqPx9Hf349YLAaXy4WmpibU1taKyqvNIZoLsVgMPT094oVhXg3bMj4+DqAQeGQYhmws7Xa7xTwA7BGqbC/NGZ3PwucnOcpgJvYJ+xCYqVLmjJTl/WnzZzIZcWGOjY1JRCyvR3G73Vi1alVRT02p4ozxWKhoLVQDSGdnp4x1p0ZBYPF6vZienrZVSCt2fX0dbQbNB6DzyZIGj3g8jpUrV2JkZMS2ertcLjz++OPo7+/Hhg0bYFkWXnvtNQwODuKzn/0sLMvCgQMHEAqFsGzZMgDAo48+igsvvBBtbW3weDw2s2Xv3r1oaGjAxo0bYRgG/vu//xtbt25FRUWF5DywNF9vby98Pp/klHB15B4aBBO6Xp1mCWAP6OHkpenBicHjgMJq2t/fLwOGwU26RoZlFUKx+/v7EY/H4fV6UVdXh/r6ept6qsE3ny/s4zI4OCiTKxaLSdh3RUWFFDtmlClJTJ3iDkCCrXT9UZqTjFp1ZvSSo6F2xfer3Y1aA9F8jDOylcewsrtO9Wf2LFftfD6PlpaWWSbLfKJNFf0+FyNzXSOXy6G1tdU2HrSQMGY5CvIbmpjXQEGgdt5vrpo4JbV9wWd+CmIYBlavXm1zS5pmocivz+dDd3c39uzZg69+9auwLAvd3d3Yt28frrjiCvG2TE5OYuvWrbAsCzt27MDU1BTOPPNMmKYpZksul8O7776LN998E1//+tdhWRa2bdsmMQ/ak8CVkiQcJ0RlZSXS6bSokdzYWD8LRQMKXcrATDEYhhVrqayslO0KEomEaBqGUdigub+/HxMTE8JnkFym+5YTjWz8wMAABgcHRYshaNAU4Wofi8VEO/L5fEgmk+L10TuucZCHw2ExbbRp5kyxB2ZrYnqF1C5IgpA+lv2o0/sJNJoDosnC/1lyQF+vVMLTaX4ulucAZjKNi4nf70d7e7vNfAFmFgCWHHz33Xdt13BqIJqg1rJY8Fvy4DE+Pm7bhSuXy+Gdd97B1772NbFtH3zwQXzrW9+S1fcXv/gFvvOd74h34e6778aNN94ou6i/8soruOaaa5DNZvHkk0/ipJNOQmtrK/L5PLZv344bbrgBbrdbPCZ64vl8PsTjcXg8HoRCIZs7lZOeQMMBWgzdnYOG57tcLkxOTtrYcwJMPB63kaBjY2Po7+9HIpFAdXU1mpubJbiLx2heI5VK4dChQxgaGkImk0E8HpcYD63NOHe4NwxDzBXDMASYWLCXfIyeTNTa2D/azZrNZm273TtzVXQ5Qqcr3Ol6pblHwNZeMWfuBvv0hBNOsPFO2hyYbzwea3GGAjjF7/ejsrLSZtpo8KqoqEBbWxs++OADW+4LgwUpui+KmdELkSUNHjU1NQDsOSM+nw+7du3C9u3bceONN8rKes899+DSSy8V4mjbtm246KKL4PP54Pf7cffdd2PLli2oq6uDy+XC/fffj5tvvhm5XA67du1CNBrF1q1bYZom7rnnHqxbtw4TExM2D08+X0ht7+vrk0g9AkckErHFZnDSUb3UzwHABg4kRIGCVuHchpA7uRMA+vr6MDQ0hFwuh6amJtTX1wv/womkJ/Lw8DB6enokh2J8fFx2UAsEAjJh+YzaXKLqy2eiycZn4PPruBKeCxTMucrKStFEWKeE96NJo0GC5LdlWcKZUJvQJQV1Eh1/O7mI6elp6WvGkuj9Z8vRHo4VeDg5jvmkrq5OtAknuUwwX7ZsGT766CObtusskAyUXpqzFFnS4EHVTNttHCjBYBA/+tGPcOutt8pEfeyxx3DppZcCKHTqM888gwsuuEAK6TzwwAM44YQTxENw11134frrr5dtFrdt24brrrsOpmlifHxcVjmdBRoIBDAwMGCzeXUtCc2D6GK7JE/1gOGL1Oy5ruwdj8dlUmWzWfT392NkZASGUSix39DQYFPpNZdhGAZGR0dx8OBB8TxMTExIWTtmkRZL5adpFgwG4ff7xVPBuhk6S5OxINotyNVS8x8VFRWy4RLjQ5hi7gxB1xqTBjOCgwYP7c3SwXA8Tu9R4/F40HFkW4VygWCxHhXntcqRfD6P1tbWWR4Uisvlkv4eGRmxaR3FzBXNqS1G+1jS4DE+Pi4BSrRtM5kMrrrqKumsO++8E5dddpmkMD/44IPYuHEjzjnnHADAY489hvHxcWzevBkA8Ktf/QqVlZU4+eSTARTctRdccIGsRtu2bcPWrVuxevVqMUs4CSYnJxEOhzE0NCRAxslEtZ6xKTqBjBNMI72OT2DUH1cX59YCsVgM0WgUANDU1ISmpiYAs21ZwyhEtvb19eHgwYMSQRqLxaReCO19XQtEC6Nw6cZj/Arfh8vlwvT0tOy4Rk2EWkw4HBYthLvScTX0er2orq4WgCSHQ7Biu3SUrA7C0logYNc0tOai84MozEBuaGgoa/Jqb0ixBL1yhQvDQq7T3t5uM1lIKLM/Vq9ejb6+PvT398tYcsbjLDagTcuSBg/TNFFbWwvLssTj4na7UVdXhy1btuDWW2/F2Wefjccffxytra247LLLYFkWXn/9dbz44ov4xje+AcsqbBfw3HPP4Q//8A8liOs3v/kNrrjiCmQyGTz//POorKzE5ZdfjkAggLvuugutra2yiTBQmKjcV5Q2Ol2hVPsZLk3Sr1i2rh7oJC+pcTCGI5/Po7e317aCLFu2DA0NDQBmBjHNBE7ogwcPSqLg9PQ0xsfHkUwmZR8PainUjuh94EQmh0H+gd/T/clIX7fbLcDKPuH1GbxEbxM3dtaDPRAIiB3P+wEzrl0CB7kXHYHKrQb4HDomRJOzLpcLsVhMImHJs5RLdGoN81hOvIWs+G63G+3t7bOuwTZaViGJbmRkBBMTEwLOetFarLahZUmDB92k6XQay5cvx1133YWXX35ZyLB8Po9169bh1ltvRU1NDV555RV8+ctflvPvv/9+IUYNw8B9992HP/7jP5ZB+tRTT+G73/0u8vk8enp68Mwzz2Dz5s0wDAOVlZWy/wlX6O7ubltmaSqVgt/vF62CGxbTlakHmtM9ySAqXZqPmsPAwIDEe/A5nQFdGjQOHDiA4eFhiaegpsBShk7OhaDAiFXn9oUAJJCMBC0AqXTGICNtu2stgd4g3VYdQcpVl1s/aP6Hk5/XcwIvtTXtXWEfaaBnXwAzUax///d/P8t0nE8WAxh8Lt5vsVoLUDCFg8GggKCT9DVNE52dnbKZtnalH2tZ0uBBuz2VSmFgYAD5fB4HDx7E9u3b8cgjj+DgwYOyAq9btw7XXHMNWlpacPXVVwMoIPKPf/xj3HDDDbJK/eAHP8DWrVsBFFa6H/7whxLinkqlsHPnTlx99dVC2mn3HCelUy3WwV1M5KIGwVVTE4+8N3kDoGAS9PT0SOGf1tZWIUAZ4ckfepH2798vdUVZYYyRgy6Xy7alpHOVYpi75gmYL5FIJKSoMNs7OTkpPAXNRx0ez9WdwV4674b3q6+vl7wYhlS73W4JJddmB/uHwKSrtTt5EGBmYhLsJyYmpNqZz+dDfX090uk0Tj/99JJWXh3stlBxenoWuuLrtpimiba2tjlNL4LJypUr8cEHH0gWNvnDYynHrJLYb0PWr19v/fjHP7YNqng8jscee0w2c87lcmhubsbmzZttQVYulwvDw8N45JFHkEqlsGnTJon7yOVyOPPMM7Fnzx7xqFx66aXYtWuX7PN65ZVXIhKJiEkBAC+99BJWr16NV199FQAkDHxiYkImBHkPtld7AghGekVmzoppmqiurradoz0nBIH+/n5ZPfVkDYfDAl7ATFSmDiBiRCFXYpKXQKEMgA5cYzs5GKuqqlBTU4NUKoWWlhaMjY3B5/NhfHwcmUwGiURCOBYOVu3ZoGlHs48VvglQ7JN4PC7Py8lGk479q+M89PPyvZumicnJSTGn+Nx/9Vd/hVAohLfeegtjY2O2hUF7L7SJtVChtqGvsRjClc/H5zcMA/v377ctCrwH58DIyAhisRjWrl1ri7Cl+UZ54oknPvWs2k9F9IslCfcHf/AHuO6661BTU4OpqSkMDw/j/vvvx44dOyScOpPJoKamBjfccAO+8Y1v4O2338YZZ5yBE088EW63G7/61a9wyimnYN26dTBNE48++ijq6upQXV2NxsZGUbv1BCJ5yJUUAMbGxoT7ILELwDZJGbdB7SOXyyEWi2FkZARAwTwjn6EzavXK1dvbi0OHDsGyLDELmNrOMGUOeq7M1JBcLpdoIxxsJNKmpqaElAZmdmLj+dQKeH0WoQEgAXTUdrT3qKqqCuFwWCJL+S5HRkYQjUZteTl6haeHRw9unUGszRntfdDch35vlFwuh/vvvx+5XA6nnHKKbYzpCX4sFlMnia1J11KF2hw1u2LS3t5uI0wpBOS6ujrk83l0d3fb+LNjpYEs6a0XSDrqjYyIvH6/H+eddx4CgQD27NmDV155BSMjI3jssceQTCaxbt06nHrqqQAKA/K6666TTmtra8OTTz4pdU8vueQSPPLII3jvvfdQU1OD0047DfF4HMCM/cxEsJGREZsGYZqmuH6p0tO7AhTAgG5RqtNcOaqrq22eBgoHQzqdxsDAgIDI9PS0LQoUgOw94tQUCHDFvA7cuxaYCabSKjW9LTq5jAOYwVjME6JwkLP2Bne7d7lcsuucFk1CcnNt7dkh8DDOwzAKdWw1YDnD1unF0XkxHDMAcPjwYblWMBi0LRA8TpOP5Yp2gS5GtNboBB2+Y2pZdXV14r4vBoJr167Fxx9/jKGhIdTV1Yk5yJopi5ElbbbU1tZaF1xwAVatWgUWBdIrio485KR566238MYbb0iItc/nw+c+9zmsXbtWOAGgMOmefPJJDA4OwrIKxYZ+8IMfIBgM4uqrr8bo6ChWrlxpqxT+zjvvoK+vTybN+Pg48vk8+vr6JGRbq7vaLtcVxOkx0ConV0+Xy4WxsTFbkWGGuutJD2BWsWQONnpCdJwESUhdB0MTjAw20slnVPcZ1NXe3i7cRCgUEoCluULTh1wGNyovFhTl9XpRWVlpS3KjKcYtLfk5Xbg8xgkOOvCOhG0gEJDVG5iJpens7MQNN9wAy7LwxBNP2IhsAnk5WoJuO9uivUALiSdhe3RaxtHk8OHDUqyJwnvTJP7www+xatUqMcV5j3Q6/b/TbCFRtG/fPvzDP/wD/vM//1NMhGIrBgCceuqpuOWWW/DFL35RSu69/vrruO+++3Do0CHxLASDQXzta1/DzTffjM7OTvzrv/4rbr31ViQSCYRCIYnb0IFggUBAksYY30B7n4FgmgQFYPPE6M2btHC1i8Vi2L9/P8bGxsTzQluf2pYGTAZt8X7BYFDySjjxqblxknJAaROjoaFBPFtU+5kdHIvFBLyYI6I3+qaHie7eXC4nGhJFA4Tf70djYyOqq6vlOQyjkH8yNTUlYetas2N8iua+eK42ifiZdq86x1NXV5f0L6vS6VgSfV4pE9cJENrcXAjHoU3OUhf2ZcuWyZzQ9yYQ5vN5rFq1Cvv377ctoMDi8luWtObR0NBgXXXVVaLGUeVPp9PYtGkTNm7cKB4DrjpEfqp9mUwGr732Gvbs2SNFe6qqqnDWWWehtrZWVLdAIIADBw5IJSqu4Fyhp6amkMvlsGPHDoTDYUQiEUSjUannyTBvYIY34PYIdLkCmGUiMIaFu9IzX4caivYs0Fwi2UcwqKurm2XHOk0FkrjsS7/fL6YJAHHfsp81COqciFWrVgEomBXpdBp+v19iSyzLQn9/vxzLNgMFXocVrAiI6XRaCFLehzwNwbK6uhrT09OIRqPi3tbuY4Kds5YF8zyoBfE3E+P+4i/+ApZlya6COjtZa0pzzQ+tcSxEw5hLGMa/kHm5Z88eG2hQ+H80GsXhw4fxmc98xmZaP/TQQ/8z1dM/DdFqNVCYCC+//DJeeukleL1eXHTRRTj99NMlj0Hbwh6PB2eddRY2bdqEsbExvPDCCxgYGMDOnTuRzxd2l9u0aZN4EUzTlOxU7VodGhpCa2urDbW1u5JBTMBMNCMJUk0OAjMTuLu7WyZmNpuV6u2cCIwB0e5Iwyhkrk5NTQlAcle0ZDIpKzfPI5gyVD4cDssKxbwgBoIRqHS6P4XncZUeGxtDVVWVbc9crrpsPwGKGhzbNTU1JTVQKSyll8/nbbkc6XQawWBQvFper1cAWZfj4wJCroXCycSVnG5fFjZiv/E9O1X/uYTP4zyH55UKJhw7pd73aLJy5UocOHBg1jUIRtzv6KOPPsKGDRtEc16o/E5oHpRiLyWRSEgwU0NDA37/938fHR0dQrI61TKGkr///vt47bXXhDxyu9047bTTcMIJJ9gmJQc1yxgSdAKBgFRs56TX2yPwXtrbABRCzbk6W5YlK6+uaO3kJIptBDU1NSU8ACcoAUNrJTTRaJYwl4STKRqNipbB+3JAhcNhW6wLUCgN4Pf7MTo6itWrV0vQGPmPsbExUf/5Q7NrcnLS9j54T5LKXBzYd1wttabBc9gmanU6O5c1T6htADPeC/7t9/vxN3/zN8jn83jsscfKjuk4FprGsQgac8r4+Dj6+vrmjCuxLAu9vb1IJpNYs2YNcrkcfvGLX/zv0zw4cIutChS/3y/egYmJCdx5552oqqrC5s2bceqpp9riAIDCC0un01i7di1OOeUUdHd349lnn8XU1BR+9atf4YUXXsA555yDNWvW2IhZxnRw4OZyOSGe6AbVCXxUC2mCMBKU7aCGoCcQJ7HOiaEqzdydfL5QnzQQCHOciEkAACAASURBVMiqTwKRK7GOHg2FQlJtS0e+0mukAYmaCL052q1LYGHpfrpmXS6XlCkAIOacdk9OTEzY/tfxJIFAANXV1cjlcjZNYmJiQjgdapB6PFCL8Pv9s+p9aKKQYKyDrABIrAkD8kicf5pyLHJlnFJZWYmJiQlZlIqRqMuWLcPu3bvR09MjxbIWIkta81i/fr314IMPYmhoCE888YTkKjgJR6fE43GpKNXU1ISLL74YnZ2dUrINKL4N4u7du/Hiiy9KvMb555+PVatWoaKiAq+++ipaWlrw9ttvI5lMYvfu3WhpaUFzczMmJiZkxae3gqrwwMAAhoeHxZxiu6iWay2AA17zBToHBChM5ImJCeFGmDtCzYMZreR3dM7H5OSktEt7YXgvrvxac+H/PDadTgvvwefw+/0YGhqS6xw8eHAWf6C5DLfbjebmZukThvnrQU+g02aiLvTL52LCHxMH2f8MENNJedREqJHW19fju9/9LjweD3bs2FFSYJiejHyeckSfQ03xWAOIZVn45JNPRBvj9flsbMOePXvQ2Ni44K0XlrTmkUgk0NPTg5aWFnz961+Hx+PB3r178eqrryIWi4lt7pRQKCQFk6PRKLZt2yahyZs2bRJ/Nwc0Ze3atTj55JMRi8Xw2muvScnCbDaL6upq2+ZIzJ7lZ2wHuYTu7m7E43EJE6d/nQWDOEFpd3JiAJC4B+1NImnLFVuvxsBMan1lZaWs3tR+dAEhYCakO5/PIxwO2wK8OCk1QOv268kSi8XQ1NQkGgBNIifJq0lTRtEyhoPbVFDomWIkqt4BTxOJ0WhUKq9VV1fLjmgEJE4a9kMxEjEWi8l7XL58OXp6euYci9qbozmccs0XzXuV61UpVQzDQGdnJz766KNZgKhN4s7OTuzZs2fh91nKmkddXZ11++23SwDQqlWrpAjP8PAwXnvtNSGIiq0COhCJWxHE43GsWrUKV199teQ7OJGfADE9PQ2v1yugNTExge7ubilCTC1IF9IZHByUeqMkMBlAxUnFF0gCEYCslnr3MpoY4+Pjchw1B81FEMAMw0B9fT1CoRCmpqYEvLgaa00iGAyK6aP7jm1k+zU4U7Opra2VxLmWlhbZB3V8fFzMgbGxMWkno03ZDrp0u7u7BVwI5DTdWLhH71yXSCQwNjYmVcM1p+N2u6VkIs05ah/UOvib79vtdmPZsmX45je/CZfLhUceeWTOsegEj8WI1jR/G7wH3/nExAT6+vqKghNNu+npaTz11FP/+zSPyspKvPnmm4jFYpicnMSWLVukIvbnP/95XHTRRcL8P/7444hGo7PK8PF3KBSybRL1L//yLwAK2sa1114LYCbAR/v8CQh+v19289JJcFSx9+7dK4V2yY+QROVKqIk+Ago9IFrzcLlcMhGp2jLhji7SQCAg6nplZSXGx8dhWRbGxsZmaRo6u7OmpkY4Fu3OpslEV7gGDab0EyCnp6dRVVU1C+h4jYqKCoyMjCASiaChoUHibfhcvDYnPScjN6oaHx+3eZx0FXe3223Tyghy3JKUPAm1Qc2T8DcnrWUVtvbo6elBW1sbGhoaMDo6KjEmWrQWuFj5bQGH1kqBAv80OTkpni2n+QJAYl0WdL+lrHk0NjZaf/Znf4YNGzbg0UcfhdfrRWNjI5qbm1FVVYV4PI7KykqsWLECQCFw68CBA/jlL38pA3AuVxRXzlgsJjb3ueeei7PPPhvATNUywzDQ3d2NiooKPProo2hoaIDb7cbg4CAmJyfR1dUlE1Fn3QIzkaFOPoODmCHmVINZWYsDi7Y9vS0AUF9fL2aGaZoysfijoy15XDgcRk1NjQR3MVJVr6bJZNLWV4FAABUVFbb4EAByn87OTgCQIDFgJlTeNE309PSIpwWYKe5MbYTPFwqFbM/jdrtl7xhqd06itFgsA1MAGANDLoFpBQQeaq58T3wnf/u3fwvLsvDggw/OO6mPZUzHsRAS0Doeh2IYhS1CybVxHGrz5X9lnIdlWejr68PAwAAuvvhiPPHEExgcHITH40EsFsOLL76Iiy++WAoSd3R0oL29HVu3bkUikcCzzz6Lrq4uW+dy8nJVos0+NjaGp59+Go888gguvPBCnHHGGRI+PTk5ierqarHTM5kMdu3aJa5ShqnrCcYVlWSmtj0rKipstS3oQQFmgIceFBYXqq2tlXwM2spTU1NyzWAwKBwCNRq6aIGZmJHh4WFbVi2ficLENGCG/2Byn47poAwMDEj5AL/fL5XAKisrMTAwAGCG6NTVrQKBgJC6nNCTk5M4cOCAxJroeA2nx43/8/mnp6cRDAal3go1DGpfBHASwdrrYpomhoeHUVVVhVNOOQW7d+8WE8spi0mt5zjUoL0Q4cQnALM9+tpaWN9U81h6/C1UljR41NXVIR6PIxAI4JFHHsHNN9+MO+64Az09PbAsC3/3d3+HO++8E9lsFmvWrEFLSwuGh4cxNDSEU045BV/5ylcAFAbW008/bSvmo80BoLCiG0Yhnf6ll17CL3/5S1RXV+O2225DIpEQAra7uxvvvvuuuCdpfwOQQW9Zlo2Q5WSvqKgQEPP5fEgkEpInQ6AhCHGlrKioELKQ1yTQMISdg1AXM2aFL16PkbBcxfXmT/SYaM+Gz+fD5OSkJI8RAKnSa03B4/FIWD+fh7k+Otxah5kzhJ6V3eimpabGcwD7bvRatPZBoAuHwxK7wvtzodCeLAqvvX37dnzve9/DihUr8N577wkAa5JWm53lip6kxZ6lVHGaX87rOKNT+XdnZyc+/vhjuT9lPs/l0WRJg8fIyAiuvPJKfPTRR+ju7sYPf/hDfOlLX8KHH36I8fFx3HHHHdi6dSt+/OMfo6+vD9u3b8dXv/pVvPTSSzKwg8Egli9fjssvvxwejwcjIyN4+umnMTAwICo1eQugwGe0tLTA7XZjw4YNYkfr4jTM8wBmbH0ANjMDmCmYzIpkfLGckJpH4ITK5/OoqKgQUpGriY6opMvU6/XK6q09NaZpihml9yxxxrxwewSaLNqly3B5ADYQoDbD0HTazNpzRWAIh8PiFWPFMoJ3X18fksmkaB0kQJ334zsqtkJqLofPG4lEbGH1TGzkc+u+IqeUz8/svBeJRPC5z30Ou3btsq3wCwUN7U1xBgEuRDRgFgMg53V5L4/Hg2XLluHw4cMLum8xWdKJcQDw5JNPoqenBxdddBE8Hg9efvlluFwufO5zn4PL5cJPf/pTnH766fD5fPD5fHj44YfxR3/0R3jzzTfx7LPP4plnnkEikcDHH3+Md955BzU1Nfja176GP/mTP8HFF1+MyspKiUpkTgtQeEnLli2DYRgy+bXWQrOEE4UmjMvlkpWfxX854ScnJ22BT1TxKRUVFeLJ4GBlkhnNJV6b5GJ9fT1aWlrQ2NgI0zSlraZpiiuSZgq9Ja2trWhvbxeThjwIa21o846Trb6+Hq2traKB8XNqHcz65bOdcMIJshcMUJjoo6Oj2Lt3L3p6esQNqwEAKEy2cDgsXAW/08DiVM/1BDcMQ7Ym1dyKdh8Xqz6WyWSwbds2hEIhrF692pbzsxhtQxOYx4Jf5CJUijhBils0LFTrmdWWY3KV35JEIhFRO5999lmcd955SKfTiEaj6Ovrw5VXXgnDMPDGG29g/fr1WLt2LXw+H+644w5ceumlMji3b9+Ouro69PX1obe3F7/+9a+RSCTQ0dGBa665BjfeeCNaWlrEbclOr6mpEdciV9bp6WlbYJXmHJx5LOFwWPaBJQ9C0KAYhiF7mxCQcrmcuFoZREV3NYGBngznKkqXr2maUmuVgNPc3IyGhgYhZS3LwtDQkOwcpwcVVf3GxkY0NTUJoLlcLiQSCRw8eFBMmFgsJhqYz+fDVVddhc2bN4vWFYvF0Nvba9tzRXMYJHcZc9Lc3CxZtxpcnZNGAwmv44yZAWB7Xt5bB/RRG0ilUvjggw+QSqWwfv36RROai8mudYoGz1JAqNg9DWOmhsyxkCUNHrFYDNdee62o6Y899hhuuukmZLNZjIyM4Cc/+Qm2bt2KfD6Pd955B++//z4uueQSmKaJxx9/HCeffDKamprgcrlw3333YfPmzXjkkUfwxBNP4P3338fbb7+Njz76CABw+eWX4y//8i9x9dVXo7GxES6XS3Y8o/3LiQNAJoLeSY3cB1/c2NiYbfBzQhKImJgFFAhSen+SyaQt8IwZom63GzU1NcInEEgPHz6MwcFBAQtqGdR4XC4XamtrZYXl9pQDAwOz9lwhmLW1taG2tlY+y2YL+8b09/fLlpNsp96Tt7q6WsCmo6NDeAjNl/BeDHMPBAJYtmwZTjvtNHz+859He3s7TjrpJABzp4xrfoZiGIa8Hy4c2oQhuGuCkb/pyXn44Yfh9Xqxfv36ogGI84n25PC+x0J0G+cDo7m+J1CuW7fu2GhBi77Cb1FcLhfuvfdeXHDBBZJvcd999+HLX/6yrL7cCY7ZlP/1X/+Fm266CalUCrt27cLIyAi+8Y1vwOv14q677kJ7ezs2btyI9957D6+99hra29vx6quvYvfu3di1axcikQguvPBCXHzxxXC5XJiamkIoFEJPT49EgzJug+7OQCAgHAYJP1Zo10ldenuGYDAoLzOTydh2kSf5x9WeE4ybVnNv2Wg0KqQt98ml6k7zhUlpLNc4NDQkk56mB5+htbUVra2tUhs2ny/kmBw+fBjRaBSBQEBcq5WVlbLCc68WekxI1N52222oq6uTEHutYQSDQbS2tuL000/HF77wBbS3t9u0Ek32cixoM4NxOARKp/eFtVP5fJocp+dF8wfadbl7925ks1lccMEFZan4vBfNFd3mcsRpopVrZswVFKa/P/HEE8tul1OWNHhYRxKnnn76aZx33nlixz733HPYvHmzVLb6+c9/ji1btgiZd8cddwig5HI53Hvvvdi6dSuy2Sz27duHYDCIjo4OGRxf/vKXEQ6H0dzcLKYDg65Yhbu/v98W8syBSHAgGGjPCONESEZyIBBYmEzGFZGgQQLX6/UiEokAgK3eKLmFRCIBy7Kkzqjf78fKlSuxYsUKZDIZITMty8Lw8LBExvLaBOD169dj2bJltpiS0dFRDA0NIZvNivuWGyvTbUw3dCAQkChYhuNbViHz94ILLhAegxs+tba24otf/CJWr14tE805QTKZDBobG8V7xYlEoHDyHjTnGKRHANKBUVrjcMY66Os8/vjjMIxCPReCwXyiw+fncvOWIhow5nK9LuSazv8Zkr8YWTR4GIbhMgzjXcMwHjvy/wrDMF43DGO/YRg/NwzDe+Rz35H/9x/5vmO+a4fDYTEhnnnmGaxYsQLnnnsuDKOwlWRPTw/OPfdcAMBDDz0Er9eLk046CaZZ2DnuwgsvxNq1a3HppZfCNE3ccsst+Pa3v43a2lqMjIwgHo/jP/7jP/Bv//ZvNpLS5/NJkd5oNIoXX3wRL730kqzYmtzT+TUc6C6XS1Z8ik4T1yso1Vodpk43qyZWBwcHMTw8jKmpKUlwY5RpJBJBR0cH6urqJN6D92K6fiqVEpXe5/Nh+fLlWLduHRobG0UjGh8fx759+zA6Oiommc/nQygUQm1tLWpqahAIBCRsfHh4WJ6BhHMul8OHH34Iy7IwOTmJTZs2YXx8HK2trdi4cSM2bdqE5cuX2/qwmJimibVr19rqgxQZe7MARHtGqPFoLkmbLboKmc6IJhdkWRY2btxY0sqv20EgKVec+TsLFV5DE7VO963L5UIkErHt21uuHAvN448B/Eb9//8A+FfLslYDiAK44cjnNwCIHvn8X48cd1ThrvDXXXcdUqkUDhw4gJ07d+KGG26QvJGdO3fi+uuvx6ZNm3DJJZfgzDPPxC233IJNmzbh4MGD6O7uRjgcxj333IMf/vCHeP7559HT04OpqSm88MILuPnmm2FZhXqWTILzeDwYGxvDK6+8gieffFKCnXRsBHkIagxODoTcBl8cQ9kZX6KjOXWMAkEjm80iHo9jfHxcaoQCELOBVbYaGhrEbBoeHsb+/ftlrxvAnk3KYLP29nbhP/r6+tDV1YUDBw6IlkFPR01NDWpra8VEYU5RV1eXbWc6YCbYiqH6NDsqKirwla98BWvWrBGgKdVmp/eLbddAwzQC598EFAa+0azREbv8TdBwtieVSuEnP/kJfD4fli1bNmurUKdQWyxXnPctJQR+ru+cZokGVu2h4XPQJOzo6Ci73ZRFgYdhGG0ALgFw15H/DQCbAfziyCH3Afjqkb8vP/I/jnz/JaMEeJ6amsI999yDq6++GoFAAOvXr0d3dzduueUW3HrrrbjxxhvxySefYPny5fjJT36C22+/HXfccQc6OjqwZ88eJJNJ/OxnP8O1114L0zRx+PBheL1emXT33nsvbr75ZomOpGuuv78fL7zwghT8YUATO54DVA8qVu8+0heiYjMBKZFIiBnE1RuwR0uygBDNHh1mzZWpoqJCVnmSptzQOpstbIOpd4LT2y7EYjFks1kcPnwYXV1dElKuq3/V1tairq5ONKhcLoe+vj4cOHBAguI4YWh6aWBg7RAmF3J7i1JFr5iatAVmwICqvY5F0aQv84xYZoDfEcT1vXQui/bavP3220gkEti4ceNvJWRd33Oh5snRzqU56ORQnGbbQmWxmse/Afg/AKif1wKIWZZFmroHQOuRv1sBHAaAI9+PHzneJoZh3GQYxluGYbxlmia+/e1v47bbbkMqlcIFF1yAeDyO559/Ht///vdx8OBBPPjgg3jnnXfw/e9/H+eff75sX3j77bfj2muvlajP++67D9/61rdgWRa6urowOjqKs846CwBw991348wzz5StE1KpFKanp205JpzsnPCMzCTxGIlE0NjYKLknR54FAKRwEAlRYGarRW36sGq4DhwjCcrr0aOTyxX2fmEsB8GJ+8AGg0G0t7dj+fLlAlbM59m3b5+EuROYKioq0NzcjLq6OkmHHxsbw969e9Hb21u0vgaJYT7nyMiIcDEff/yxhN1PTEzY3NOlCK+5evVqALCBBGAHAT0pqIXoSFtgJqeGgKz7WXswtDt3586d0o9aU3QGxLE9i5FSwUNPdm2eaG1DaxlOPkcfv5hIV2AR4GEYxlcADFmW9faC715ELMu607Ks37Ms6/dY++Kuu+7C448/jp///OeorKxEW1sbwuEwnnnmGUQiEaxZswYVFRV49tlnUVlZiTVr1sDn8+EXv/gFNmzYgI0bNyIUCuFHP/oRTj75ZKlc9dRTT+Hb3/62xAEwdHr37t3i9uTqTU2DnW4Yhuw2R0Lw8OHD6O3tBWB3Ff7/3L15cFxnlTb+3G6pW+pFarWkltSSLFu2JMf7njiJnYQQEiYsCRO+/DJkJklRTAgTYIqCgaFgYOYPhoKqQIY9FZIQEpZkgAmEQJyY4IBDFtvyEkuyJVmbtW8t9SZ1t/r+/mg/R6evW97kmU/fnCqVtu7b977Lec95znPO4UlJy4IhV1oO7E2iIwB6sxBPADKu3PT0tDR+ottAVmpZWRkqKyslEY6WgS4ITJPd4/GgrKwMFRUVEjYeGxtDR0cH+vr6JF8FyCY82e12wVo2bNggbgCrjJmmidbWVolW3XbbbQtiGznWVdbPhYWFMi9Udpqkl4ueTUXBwkIEnflaPY9n1lzWZ+u5aG5uRiqVwvbt20U58cDQls7FRlX0fVtdjlxjksvCsL5WKxH+rt05/T9e7/+W5XENgPcZhtEN4GfIuCsPA/AZhsGVUgOg/8zP/QBqAeDM/4sBjOMcUlBQgI6ODqxZswbLly+H0+lER0cHRkdHccMNNyCZTGJkZAQtLS245ZZbkEgkMDg4iLfffhv33nsvEokEjh8/jr179+KOO+6QMFw0GsWOHTvEInn3u9+N1tZWPPHEE/jWt76FY8eOZRGLNMCmFwyzNU0zUzWcSoDWCf+vLQjDyPS8bW9vz5pc1q/INaHEVIDMwqaFwlR+uz3T/Mfv98trR0dHMTAwIFnDwHzmKd0fbszp6Wl0dnaitbUVkUjkLAtDP6/L5UJjYyN27dqFzZs3C4vWbrdLeJhRKo7NyMiI5A6dT6wuxdzcHFatWnVW9IGKmRvXunm1FUK+Dt/HaJkeU37pz7fZbHjuuefgcDjQ0NAgSuhSlIUWvaGtcjmiK7msEKtS5vfFfN4lKw/TNP/ZNM0a0zSXA/j/APzBNM0PAXgFAKsW3wPguTM///rM7zjz/z+YF6D2Vq1ahUAgAJ/Ph5qaGim+8/rrr+Oee+4RZuTzzz+Pj3zkI5Lz8a1vfQsf+chHMDs7C6/XiyeffBJ333238CSOHDkimvrll19GV1eXnLI0x3UCEgAB2zTGQV6HrokBzFcO1xRrAn8EQMPhsHBDaMEwmkEhmApAQqMMwTKqwspc6XSmchoL5mhqOrELptBTCbW0tAiZjW6YXlAkcnm9XmzcuBHXXnstysvLRaGm05laKXxm1mxNpVLCqp2ensb69evPGYXQi10vbpvNJikEelw02MllRCWiiWEcaxZzpvLIVfNFM075fqfTiYGBASSTSezYseOyULupqBaynKxf2tW4EOE1rbT6y6GYsj7nsl4tI58F8CnDMDqQwTR+eObvPwRQeubvnwLwuQu9YFVVFWw2G8bGxnDPPfcIPkCwkwzHRx55BPfeey9mZmbg9Xrxgx/8APfee6+4JI899pi0LGDOCE34dDqNYDAoBWG1BaEjCXozM4yqM0yrq6uxceNG1NbWyrVcLpecVoaR4X3oqt8ejwfBYBBer1ciMxQdBmYkh4WXqdhmZ2cRjUYRCoWE1h6PxwX8JJZRWloqURB938R2tMnvdruFD3PNNddg27ZtcLlcYsXohakJWaymnkql0NnZKRt43bp1Mp7WE+9ci5rWB1m1nC9gHgfRVol2QfLy8iQKRuBUh3N5GOi8F120iZ/34x//GADE3b1UsUY8Fnpe69dC42QFP7UysiqmXC7OYmVJFwPy+/3m3/7t3wrgxs31wAMP4IknnpBJvuWWW/D6668LsWvVqlVoa2uTU6i3txfV1dWygYeGhlBSUiJWw6pVq7BlyxYsX74cExMT+MlPfoKuri6Ew2H4/X6Ew2GUl5djYGBAktuYiUlwcW5uDk1NTfD5fEin02htbc0qTAxAmmTrMCLBzWQymbUx0+l0VjsGnpS8Z7oKPIGZPcvkN7oeTFgbGhqSMSQTlLR7nsjkhpSUlIircCFJYXl5eVIOcnJyEsuWLUM0GkVpaSn++q//GgCwYsUKfP/737/ksGY8Hsfbb78tmAuQnTtidXf4nZZRXl4exsfHhatDRi7bUnKsiaXQyuE43n333fD5fIjH43j11Vcv+v4JvF+q5bIQLqKtjFyWjH699Rr8/Utf+tL/vnaThmGgq6tLNs7U1BRuvvlmdHZ24v7775fT6Pnnn5foAQB0dXVJUV3TNLF8+XLplZJOp1FZWSlWgWEYOH78OLxeL77yla/A6XRKq0RtDvO9ZGdSYTAsSZejo6MDhw4dyrJoSEzS/VV4bVb1YlauaZrSSmIhn1g3dCbjlEWTuRmAzIbr7u5Gf3+/EMY0HqM3EKMKO3fulAjHuRSHpoYDEKCUlHibzYZwOCxWVzQaRU1NzSWbzmw6RWXJeTmX6c85JOO0uLg4C6vQJ/vs7KzwfKz4iGEYePHFF+Fyuc4KHS8kGpvhZ+n7vJhMXQ1W62iQBm+t1ox+bS5s43K4MEtaeZCcQ5KWYRh47rnnsHfvXnzrW9/C8PCwxPPT6TRGRkZksoPBIMbGxoT7UF1dLUlds7OzGBkZwezsLO688074fD50dnbi/e9/P9rb27MqaKXT6azQHDCfe6H9bgBoaWnB1NTUWRNTXV0tpRJ5yvNkm52dRSQSkTwZYhOa3ESFwRwS1ukAIMQyksFMM9OTpb+/H6FQKOsU5SJilTGfz4e6ujrs3LkTV155Jaqqqs4bctSLVG/QoqIiobsD89EdWkRTU1PYvn37JZvLtCA419x8eqNzrLR7wM1LLIz/J2+H7ltpaamsj1xYwfT0tFTj2r59+3nDnBo30W6uHscLFV1eUCtLKqRcnI3FgqEXIku6GFB+fj7a29uxbds2TE9P41Of+hQKCwtht9vR1dWFF198UU72lStXorq6GrFYDBs3bsTvf/97VFZWSsHdkpISSbu/99578dOf/hQulwuPPfYY7r33XuTn56OoqEhqaALz9TlZxFhzBRiW1ICWXtAMmzICQXCTrgxfz6xWuiG6+hg3Mr+TlMbap1qIc/D9Gqjlic3SAh6PB01NTVm9as93EuYKterQs8fjkd4trBifSCRw+PBhbNq0SeaIIc6LrZFBC/LEiRMLRqUo3Fy6Lkk8HofD4YDX65Xi0qZpSiHnnp4esR4pVOLM1XnhhRewfv16LF++HG1tbVlJj7nugc+ay224UKFiyFWf1Pr8/93K4qx7+x/9tIuUvLw87NixA0ePHsUnPvEJtLS0yAm7cuVKvPe970VJSQk+9alP4Z3vfCfe/e53I53OlAq877774PP54PV64XK5MDExASCjEB599FGsXr0aMzMzKCkpgWmaGB8fl3R1Sq4qVoxuWFF6/gxk6pCw32okEkFPT4/Qv3ly8EtHEGglkYfAv3EsdFUyAFJgiNESax0LILPYCgsLpQjytm3bpFbFxfQpzWWRaDxH4yM85ZPJJHp7e2Wzp9OZ3sAXusitz+Lz+QTzsIYjc11TzxvvjeFqIAPEM+mR7ijvU2MCwHzO0cDAAOLxOLZs2SJzqcP3+r4vFt9ZCFDVLs9CkZdcmM/5ZLF455K2PMrKyvDWW2+htrYWn//85/Gd73wH3//+9/H3f//3MAwD1dXVuOmmm/DQQw+hvLwc0WgUDz74oBQGZo0Lw8hQuvv7+7Fx40YYhoETJ05g69atUku0sbERAwMDkklKjIKhYIZS8/Pz/PNdvQAAIABJREFUEYlExKVg8WVdqyOdTgs4ZzWzmdZPC4YMWGDesqBQ2TCEzPdEIhEJifLvQPbJw7aTTqcTTU1N0jflQkBQvka7J9qCySUMa2qsJz8/H+FwWK41PT2NrVu3or+//5yWg34W/Z1lHROJhFg81vfok55CsDIWi8HtdqO4uFjqp7ByGseRStgaGqbl+eyzz+LBBx+U6I01wqNduYu1BPgefr9YcNVKEDvXnFEJX6wFqGVJWx5jY2PweDwYGxvDl7/8ZfzDP/wD7rzzTnzjG9+QyIfP58Ptt9+O8fFxxONxfPnLX8Z3v/tdPPvss/inf/onSUGPx+Pw+XxoaGiQNPH29nb8+c9/lu7hJSUlclpYTzNiG8yc1dYHNww3DWtskFMCzJ9GeXmZosasDq5PFKbM02Vh5MQ0TSkTSFNZMyz1tVkvo6mpCddeey02bdqEwsLCs6yjcwndM+1P6xBpLuH4EchlG0jTNNHS0oJ0OlMbJBAInDM5zooP6HkwDAP19fVZbp7mdfCE5jxY389SBqzbyrA9FYOVKEa3jELuysDAANLpNK6//vqz7luPx4WKFafhM5zvWlbLS49TrugM17YVvL1UWdKWx9zcHAKBAEZHR/HlL38Z73vf+/Dss8+iuroazz77LJqamqSI7u7du3Ho0CExl3t6evCJT3xCzHaapOzivmPHDrS2tkoYmCnY/f39snl1vxSSrajNaQXwtAPm07k5Wdw8AIRIBSALlKN1oxWRxiy4wGnV5CrLx/8VFhaisbERPp9Pap5ejPD5eA96gV0IvVw3v56cnEQwGEQikcCpU6ewevXqrMpoVjeIilAv9Fyia2wsVNaQz5JLaH3RqtD1TTjOwHy4XIPNtKD27NmD++67L+tvwKW7Afp9VKxWt2UhiyYX7qFfYz0AreO0GCWypJUHff/S0lJMTU3hne98J9xuN+666y5873vfw5NPPokHHnhAOBelpaWSQv3444+jvLxcOA7Dw8Pwer3w+/3Yvn074vG4sB4HBwfh9XoRCoUwMDAgAJUOg+kqVBxwtqrkptZkKy5eLj6m4XOR6s1DhUcQ1ePxYHx8PKtviZX5aRjz1cKCwSCqq6vlfxebpEUriq7AuUhM5xK90Tg2TOBzOByYnZ3F9PQ0Vq5ciZMnT55l5vPrfKd2VVWVlASg6Pfwc7mx0um0HCCnT59GXV0dKioqMDAwIO6ddj903ooODxP4npqaQmtrK1auXImtW7fiwIEDZ+ErFzt+/Pxcbhfv40LEOn4kAVIh8X+LTYoDlrjbYhiZ3qt2ux1+vx/Dw8N444038PDDD+MLX/gCPv3pT+PRRx8VRmRVVRVmZ2fxve99D3fffTc2bNggrs3GjRuxfPlyvPzyy/jsZz+LRx55RDgklZWVkuhFtqo2WbUZrKtwUXTvFFoAGtRMJBKIx+OyqbhIyBsgNsHPiMVi+OAHP5hFkefE5+fno7CwEFVVVbjyyiuxfft2VFdXL4pDAMy7Kvz5QudHf+d9ptOZLGMdGib+E4lEsH79+qz3AReenm6aJqqqqsR1yeUCcXw5j8XFxUgkEujp6ZGOdxrUJKaliwVxzrUbww0+NzeH3/3ud7DZbKipqUFRUdElhWFzuSa5lOeFuDC5PltbcbmA9MXKkrY83G433vve9+Lw4cM4fPgwVq5ciUQigR/+8Iew2Wy466678LOf/Qzf+MY38NGPflQWzYMPPggAOHr0qOAFpGs/+OCD2L9/P06dOoXf//73spC2bt0qtHUukFwTYZqZ6uS6GRKFLE1g3uzVQpo1MM8U1SE4ujCJRALhcFg2NEPCbrcbjY2NUmNUy0IKYyGAVLtdlypW85hWUzgchsPhQDweh9PpxOzsLE6dOoWVK1cimUyirKxMQGN9nxcqjPJo64Ibm/fE8S8qKkJHRwfy8vKkytrU1BQCgQD8fj+mp6clB4cWoc6kJs9HK3GWeDxx4gTq6+tx7bXX4qWXXrpo6roVNNaWwcW6Kvr7QvjLYuY6lyxpy8PhcODYsWMoKSnBHXfcgVAohKeeegr3338/1q5di127duGpp57Cfffdh9/+9reyeFKpTPvIwcHBrCSksrIyuN1u3Hzzzbj//vtx/fXXo7KyEvn5+di3bx/Wrl0radx6wVh9W6s/rRVANBoV+rretCR58XXJZBLhcFh6zdJ/J+FraGhIaodWVFTgqquuwubNm4UOf6Fyrk15oWnyFyPsigdAOtul02m0tbXJJojFYpKncylCfkauTaGf1+FwoLu7GyUlJfD7/XC5XEJms9vtcLvdWSRArh0tev0A83VEkskk9u3bJ/T187lbuaJH+p4XiojoQytXiJaWmvWQWGwY9kJkSVsesVgMr732Gm6//XYEAgF0dHQgkUjgoYcewu2334633noLc3Nz+MQnPoE777wTn/3sZ7Ft2zY4nU7pO3ro0CEZ9EAggEQiId3Zr7jiCmlO1NnZmdUxXLNLOSnkUejoAxVNrh4dbM7kdDqzyFjhcDhrEfFEYxlAhnrXr18vpzTN/4sRHYrTYOjlUBoLnYq66HI4HEYgEIBhGBgdHRVSWiwWE6zgYvEZflZtbS0mJiayMoH1SU6Fz1IAViCYbUw13sR2n2Q2W5m5Ggvh64aHh1FcXIxrr732nDkvViXOcbsQEpnVQsnlpmlM439CcQBLXHkkEgl4vV4UFxcjmUyiqakJn/vc5/DQQw/h2WefRUlJCT7ykY9gamoKjz/+OB5++GE88cQTePDBB4VAFQgE8MQTT8Dn82HdunXo6OhAS0sLhoaGkE6nUVFRgQ0bNqCkpARjY2NCV+bC0VjE0aNHZcIZKpyZmTnLpGRGquYXsIXD1NSUsGQ1V4E4yvLly1FeXi7Xu1jXgicQzXCdfwJcmrVh3ZTnWsjAPODIPBs+G8s8RqNRNDQ04PXXX7/kxW6NIlifK1fInRuVGIzb7UZ5eTkGBwdlPhhpo1tJpUMMhZ/Fw+A3v/kNPvzhD2eVPdCWCseCtWFZbY2fdz6MB8htRWhLgz9fbrfkfLKklQfBrng8jpqaGhnEu+++Gz/96U8xNTUl4cHrr78en/nMZ/Dkk0/iueeewy233IKCggIEAgGsXLkSX/nKV/DQQw9h/fr1uOuuu1BVVYVIJIJ4PI7+/n4cOXIEoVBIzFRdm4KTXF5eLt3iiUds2LABzc3NgtizyhZPXmIqOleFi5ibym63Y/Xq1cJ2XQxxR59mVCCLURi5zOxzLVKWP2AGL4lvqVQqC/dgJIkL/0IIY9ZoTEVFheQvWbEXaxgdmMeFrBEHlmfUXA/OvZXZqXEF08z0He7p6UFVVRXWr1+P5ubmLFdi586d6O7uRmVlJQoKClBXV4eWlhYUFhYiHo+L1WPFOBZ6fq1stAK5ECV0uWVJYx7pdFqASbfbjb6+Ppw8eRKxWAx33HEHgsEghoeHxVzbvXs3PvzhD+Md73gHvvvd78rfi4uL8c///M/YunUrTNPE17/+ddx11114+OGH0dPTg4aGBtxwww0IBAJZTFCe4GSpEnQjdmEYBlpaWrKKzJimiYmJCelKryMlvB5P47q6OuzatQs7duxAUVGRnFoXIgthGVxEXEhUHBdzui8GYDMMQ0onmGamiphhZIhjx48fl9Ao840uRKxMV0pVVZUoKxaJ4hjnqoZGRU2FQsJdWVlZVvIjXSk9Hxpv4DzTjXz++eeRl5eHYDAoUSaCs3v37kV3dzcOHDiAeDyOwcFBFBUVoaqqCjMzM0K5pywEoFrBUKvCsSr3/wlFsqQtj1Qq0+Lw5ZdfxsDAAP74xz8KeeqGG27ALbfcgjfffBMjIyOoqKgAAOzYsQOpVAr/+I//iG9+85t48MEHkU6nUVJSgttuuw0///nPUVNTg7q6OszNzeH555/Hww8/jFgsJj1gGM+n76uxBm1FEGDTGAijNFygOp06lUqhqqoKV1xxheAkl1I4V4dEtRI5Fzj6P3kqeb1eDA0NCZuTm4CWHZABUzds2IB9+/blXOx6YyzESLXb7fB4PIjH41IJDZgHOfU4WU91ulGsRM8CRnRJEomEuK68Fys2wb+RK1ReXo7Nmzejo6MDzc3NaGtrg8/nQygUQk1NDfr7+7Fr1y65p4qKCtTV1cFut2NiYuKsg0ODpbRkcsmFcGP+O2RJWx6GMV8ndMOGDYjH45iamoLNZkNLSwuOHz8usfuTJ0+KqT48PIx77rkH9957L7773e/izTffxKlTp5BKpXDbbZlOEJyYoqIibN26FfX19UIlj0QiEh7VisC6EHUeh06ft1a4omlcVVUluTUXC37qWL2O+ujPWOxY6++XItpCIGbAjcyN3d/fD9PMlGJcuXLlee/nXBtjbm4ONTU18nord8N6X3ydJvKRd8OER76GpD/ev2YPk38DQFIK9uzZAyDTn7ilpQWnTp2SmrrxeBxHjx5FZ2cnHnvsMfziF7/A8ePHMT4+jv7+fqxdu1bWVS56ANeYfoYLJdRpudxA6pJWHnZ7pvr2lVdeid7eXpSUlKC+vh47duxAPB7HBz7wAQwPD0vbya6uLrjdbrS2tuK6667Dxz/+cTQ0NOB3v/sd8vLy0NrairfeektCdBQNMFK0VUDmqLZEmKOiGadckETqaaI7HA75ulQ8IxfR51I3vD7prT9finDR68VOGjnxA9ZZJSbAcTtfx7Lz3RM5L6y0rwsEabxDu3N6k7LeiN/vBzDfF4agqt6kfD4dxeLfmcvU29srVe3oOpFtOz09jUgkguHhYZw+fRqrVq2SGirsosd7s7os1nCuXg8XOm9aIf+vJ4kBmY29detW/PrXv8Y999wDv9+PvLw8rF+/Hg6HAxMTEwgGg6ipqcHIyAi2b9+OqakpRKNR3HjjjXjmmWfw+OOP4z/+4z/wsY99DEBm4OPxOJ5++mn5nLy8POFnUJFo/gZ/1hmYuXxq+tucXLotC8XyrXIud0RXuVqMWCMnVnD0QsWqdLj4ycOYnp6GzZapPVtZWYm5uTmJNpCQt2HDBrz++uuL6nvidrul546+N50OYBXOKTc++TW0PoHsXCWNd3Ce6aLyOv/1X/+Fvr4+WT+sbkfWKhWOz+eTthsTExOw2TIlJvr6+nKO6+USDbguphYrZUlbHqZporKyUup8njhxQjIaE4kExsbGZDIdDgdqampQU1MjEZWKigpcf/31ePrpp/HRj34UDz/8sAChBD4JoJWXl0uNUb3hOcgE46xhSk0QYjV1tmvk77RAeCqeS7gwqXy0srBWNLtQsX5mLmvjYhaqPhlzvc8wjKwQN7EEWicEoGdmZtDU1LQoxTE3N4e6ujq5J25ourD8zvvWz0oFEIvFYBiGlBjU4W3S1ulW6ENEjx2LUNtsNmkJyrWksReu3bq6OgwPD0tE8WKTGC9FdPTImpF8KbKklYfNlqGN/+d//qcU7f3Tn/4krQWOHj0q6d+cIE4aANx6663Iy8vDli1b8MILL+Bf//Vf8bWvfU183bGxMYkGUBEB8yAnv+c6PTTqrd0Vhmy5WbjA9MQBZ/Mt+F7rRlqMn2rd3JcLhb8Q14vPS0WtQ8esOBaLxbIU9YWIXuwcM7ou+n86sU1bfrpwjxWb0UlyvHfWDtEHB7/rv9OS0PO9bNkyaXfBA47WTV9fH/x+v7R2GBoaWnCurX/PxTRdSKyvWwwNwCpL2m0xDAPLli3DihUrkEql0N/fj1OnTuHAgQOoqqrCq6++ivz8fIyMjAgp65VXXsE111wDIFMftL6+Hn6/HzMzM/jABz6Ab3/72/i3f/s3fOhDH5LWCz09PUL7pgVBHgYwH33hRLAoDX/mAtSuCsVqbfB12gU5l1K5XKbrYvAMfl0MEYmZrCxJGIvF4HQ6EY1Gcfz4cWF+RiIRVFVVScFqvvdcoksjUKGzSJD1ddbr5SppAGRAcq/Xi7KyMgwNDckBwGxo5rtYT2qrO1pQUIBIJCL5Myzr4HK5EIvFUFBQgB/84AdSMHp0dBTLli2D3W5HZWUlXnrpJSQSCXR0dMDr9Up5iVtvvVXIi4ZhYHx8XAqAWxWvdn31d/7vcsmSVh5VVVVoamoSIGzZsmUIBAL4yle+gqeeegovvPCCsDy5aRsbG6VEf2lpqYRyo9Eodu3ahc997nMIBAL4+te/jmAwKIPKDmecIIKjTPYqLCxEKBTKMoM1NqFNY56I/F1bJ1bAbrGSK4R4ucSK/F8sss9sVsPI1FGpqqoCAHR3d8PpdEpPly1btmDPnj0LXj+Xaa2f2W63o66uDidPnpTNagUXrc+hK7AD2XVUNDGQ68PaRkPjB/yZrFXDMKSTHsserlu3TppmnzhxAn6/H+Xl5aiurkYkEsHk5CROnTqF2tpauN1uXHvttXA4HHjjjTdQWVmJnp4edHZ2AgBKS0vhdDpRVFQkX1aFmysyd7mjLUtaefBEYbGcubk5jIyMSBUodoOn9q+pqRErobOzEzabDcPDw/jc5z6HL37xiygrK8OWLVuwd+9e1NTUYGhoCKWlpfJ+LiDdjIkLqaSkBMuWLcP4+LjUklgIdLJOmEa5L5dcSChzMXI5lJvX6xW/niUJtFtA5VFWVpZl1XDMgfns3/P55nSNGEbVJQQpeqy0gqCC54HhdrsFPAdwVgawHnsrBpZKpeDz+WCz2VBXV4e77roLGzZswNTUFGKxGEpLS6XHzYkTJ1BUVITGxkaYpokbb7wRjz76KE6ePIlbb70Vv/rVrzA1NSWpFLyfgYEBrFixQtb76dOnUVBQAJ/PlwUQ5wr7Xk5Z0sojGo3CMAyEw2Hk5+ejt7cXjzzyCLZt2ya8DmC+9mdjYyMCgQBKS0uxZcsWCd/29fVJYpbH48GNN96ItrY2eDwe9Pf3Z/VwIXVak77op87NzcHv96O0tFSoyTMzMwiFQllAp/aZrbjHxYq2LKxyORSHNcR6OYT3rBMG6Vay582pU6dQXV0ttU85TrmIUhcybul0GoFAQApZ5xo37X4B2UqKCYslJSXw+XxSCJuvoXvKei66raZ2V2dnZ7F+/XpcddVVWLVqFV599VW89tprqKmpQVVVFUZHR7FixQrMzc3h6NGjyM/Px/Hjx7Fy5UqcPn0aLS0tWLZsGZ566ilMTk7CMAwUFRXhQx/6ECKRCH76058ilUqho6MDvb29qKiowJVXXomKigrMzc2J0ovFYvB4PNI3R9cwuVyypAHTmZkZ/OQnP8GePXvw85//HF/72tcQi8XQ0NCAl156CcA86p1MJhEIBPD4449ngV2JRALf+c53kEwmcfr0aXR2dsri6u3thcfjQW9vbxaKrjclc1m0qwLMV/Jav349brzxRmzatCmroTIXE6+zmCiJlaOw2FDeuaIvixV9b7qiO7ut2WwZZuexY8eyNhw7+lEuJRJQVVUloXZrHoiOZuQikdFK1C02tKmv8RViHzp8y89pamqCy+VCe3u7tBCdmJhAd3c3/vCHP2BqakpKSzY0NGB4eBihUAhtbW0IBAL46le/ikQiIdYJD6THHnsMr7zyCj7xiU9IKkUsFkNnZyeeeeYZPPzwwzh48CCWn0msTCQSaGpqwtzcHDo6Ov5bEueWtPJg/H5oaAh/+ctfBA0fHR3F4cOHRUFwMl977TWYpokf//jHaG5uxre//W2YpgmPx4OGhgZMT08jHo8Ldfrmm2/G6Ogotm/fLlW+o9EogPmm1lQeoVBIQnqcBFoWPB2XLVuGxsZGqX6mqdBcdBeLG/D75Zx4K+ZyORF4IPu+qVDT6TRCoZB8/ujoqCiHSCSSVeP0UkVbeTxUOHa5kgM5b1QmpmlKPRfWC+H/ZmdnpR0o3Sht2bAZFABJ+nvjjTewfv16bNiwAV1dXYjH4zhx4gTi8TgAYHR0FFu2bEFvby9mZ2fR0dGB48ePyziMjo5iYmJC1t3Y2Bi++tWvYt26dejv70dNTQ2CwSBuuukm/Mu//At6enrk2ldddRVisRgqKytRWVkJt9sNv9+fdfgtdt6XvPI4dOgQ2tvbhamZSqVw7733SvsDm80m/U5efvllOfGOHz+OgYEBQboLCwuF4h6LxXDXXXfBNE3cfPPN6Ovry2qETHyFfnl7ezsSiQTcbjdmZmbQ3d2NUCgklgWVFzeDy+VCRUUFampqUFFRkeV/X4zvqU/xxfqs1lClvv7lBG+t3/1+v2wGsjl1+juQcU8ZcViMpNNp+P3+nAS7XBwbKyagcRDWJdEhdhYCooWi53XVqlWYnJwUsmEqlUJ3dzdmZmbg8XjgdDoxPDyMiYkJHDt2DENDQ9iyZQv6+vpwzTXX4NSpU4hEImhoaBCsz2azYWZmRg49gs+PPPIIli9fjpGREYyMjOC3v/0t2tvbsXXrVjz99NNCRWBzq9raWqRSKQwNDaG+vl4OsUvlDcn4XfI7/wfEbrcLWMSHdLlc0laSi5JamSFTyurVq6UfKzNid+7ciTVr1mBoaEj4BjqGryt7m2amTmZBQQGmpqZw+PBhdHR0oLi4WNLNR0dHsxpF8b55YjkcDpSWliIYDMLpdGZ1itfy38HH0Ccnf7cCfP/d4nQ6hTTn9Xqz3AoCz7Qgg8HgRS9mHb0yjEwvH86bLlNI0dfXFphWpPF4HKZpSl0VKjxS7TVpzGazScEjYiI8fKanp3Hs2DG0t7fjuuuuw4oVK1BQUICxsTG0tLRg37592LhxI6LRKBobGxGPxzE6Oorp6WnBiICMVcOeyIZhCIhKV/vjH/84urq6UFtbi/e9730YHx/H1NQU7HY7QqGQ0OK7urrw2GOPoby8fNFWHrDElQcXATA/uT6fD//+7/8uhWZI0JmdnT0rTyKVSuHTn/60nBhcKKFQCL/85S8xMDCAgwcPApj3W/VpwkUQj8el+TUtnd7eXrz99tuinGKxGEZGRjA5OZnlH1srjDFKpN0gK3FpMVaGBu+0e6XvYTFixVz0vS8kLDnocrmE9zEzMyN1UIAMJ2ft2rUXpDysr9H3Q8uRc0CxEtG0e0Orkf9ngScmR1KsyoPWB9tokuoeiUTEWhgbG8P4+DgOHjyIVatWYdu2bQiHw7KufvOb36Cvr09AzZdeegmGYUjhJK5HnWvFPCGOxZNPPimZvD09PTBNU4paOZ1OeDwebN++HatWrcLu3bvR2dm5aKsDWOLRlkgkIu4EMK9MOIEAsoBMIssUu92e1dmLMjo6ig0bNuC1116Dx+OR+qE223yHd41nMOkqmUwiGAxK6HFmZgbt7e0IBALo7u5GQ0ODaPuZmRn4/X7hHeikKkoikRBTvqioSEhpuUSDpQvhJ1aAj6LZsBcj2ozPdT/A2S0hrELcY2JiQk5vvp6bhqd9ZWWlhEvPd6/Wha9zdEpLSyX9XytjTZTSEZdc16Hovjok9+kQPQ8wYF4R0bVhLRqu0ePHj4sVPD4+Dp/Ph2g0irm5OSxbtgxAxrLW61hnThPM5ThyzUajUUSjUXR2dkqj8eLiYpSWliIQCAAA6urqUF9fD7fbLZnnhw8fRkNDwznH+VyypJXH2NiYdCHjhDudTkxOTspAcrLf9a53oaOj46xrPPnkk1nuDDW80+nErl27sH//fhQVFcmiZbVvfh7xFKZsU3FVVFSgoqICg4ODEu3p7OxEOp1GcXGxFJgZHx9HKpWC1+sVFivvW5+G09PTsqC9Xq+c1vzb1NQUxsfHEYlEkJ+fj9LS0qxyhbzfyxk1Wez1uOjdbjdGR0cBzCswbqjJyUkUFRUhGo2K5ah5FLzOQtaTNapC14UcIB4M+v/6YNC/c/On02lMTU2huLgYfr8fAwMDWQqYVHSbzYZwOIx4PC5rhf1pyDfitd1uN5LJJLZu3YqOjg6pa0uc5uDBg4jFYkK3dzqd4g7zwNSKkEqLz2eaJqqrq1FZWYmxsTGMjY3hjjvugMPhEK7U0NAQXnnlFczNzaG+vh6lpaWLAk2XtNuSTqcxOzuLRCIhyVX5+fkYHR2VeLthZOjku3btyjrhgYzyIXpuFYbjtm7dmsUy1Bqf98DX6/qV+fn58Hg8aGxsRCqVQn19vVgtDocDJ06cQHd3N8bHx6Vi1sTEBEZGRs7KANX3xJNkeHgYw8PDsjj7+vowPT2NZDKJaDSKU6dO4ejRo5icnARweSMyiwUuKQSvrYlptCBtNhvefvttMfnj8ThWr14tSkdjEhybc2FF1vvXFprVUrIqDmC+aRXnmj9rF5BgKcsH2mw2NDc3y8GgW48SdyFBzG63449//CN27dol+S12ux1TU1MYHR3F0NAQpqam5L3a9dINwPTzaLcxEomgvb0dTqcT999/P06fPo1jx44hFArBMAx0dHSgqqoKu3btwvr16+H3+8+i9F+MLGnlYRiGMEg5yTU1NSgsLEQsFkMsFsP09DTKy8vx2muvCe+fQgsj13U5KXqRUPmQnwDgLFdCE4t4rVQqhZaWFqlJmpeXB4/HA4fDAZfLhYGBATF92YJxcHAQ09PTZy1sq0tCH7qkpAQul0v83oKCAhiGgb6+Ppw6dQptbW2XbcytWMG5xOo+kB9B4Umuqfn6ZD516pT8PZlMYvny5YvGaEzTlBYL7KPD62nFwfu3unj8PzEptpOgm6DbL/A9zNYmDqLLIpqmiUgkIrkt1dXVWVhPf38/RkZGUFxcLPNNa0m7XPpvWpnxi9nA4+PjePTRR9HT0yPdEU+ePImrr74aH/rQh7Bp0ybU1NRg9erVOZm4FyqLUh6GYfgMw/hPwzDaDMNoNQxjp2EYfsMwXjIMo/3M95IzrzUMw/gPwzA6DMM4ahjGlgv9HI/HI1bCvffei4KCAqkVabPZMDExgf3795+10GOx2FmbXysGm80mdSz1htVmrLVTui71r5PlSkpKMDw8jFQqJaSyhoYGKSpD0xHIuCBOpxNut1usDPY4WejUz8/PR3FxMZYvX47a2lokEgmcPHkSbW1taG5uxttvv42f/ew8bPlwAAAgAElEQVRneOaZZ+RaFyvnwjZyidUS0JiLNSTMht2cLyAzntFoNKsvb1lZ2WWpNREMBgHMg976XqzAtLZwtJVBVibzU4B5shjdV16bURZaJroMAaMwkUgEc3NzeOmll/B3f/d3iMViGB4eli6AXBfE2TSOo91cPebW+dHWT3t7O775zW+itbUVJSUlOHnyJP70pz+hs7MTExMTmJqawrFjxy55jBdreTwM4Pemaa4GsBFAK4DPAdhrmmYDgL1nfgeAdwNoOPP19wC+d76LU5PSr1u/fj3+/Oc/SyEeTkppaWkWsKpPMu3rarwDgJweGjzjhFFpaBOYm4B4SygUkgXEeH5hYaH4s8ePH5dQr92eqUQ2Pj6OTZs2obGxUejzJCXRLyWZynoqcgEZhoHa2lrs3r0bu3btwtq1a7P84hdffFGU4sXIxQKq3JgXwgal65ZKpSSaQZdzbGxMLD7TNMWquljRYWnOAy0FLXpN5BIdaqdZz9Ap38NNSuXBg4HPoCM3XHOmmamon0wm0d/fj40bNyIej8v9hUIh6SukewjxuhwzzTfRlqtV6XJdHzlyBL/5zW+kHGd3dzc6OjrQ09Pzf8dtMQyjGMBuAD8EANM0E6ZphgC8H8CPzrzsRwBuO/Pz+wE8aWbkdQA+wzCqLuSzqNEPHTqEZ599VhZ5KpXC7bffLie9Hkgrv4ESi8XEvbFaD8D8BNBfz4XU8/8VFRVnEZJoPqbTaQHsWGLf6/WitrYW+/fvx4EDB2CaJkpKSnDFFVcgHA4jFArB6/XC7XYjFAphaGhIFqV2JajIaCH5fD7s3LkTu3fvFhDshRdeOEtxLmRZnOv/uUSHgy8UHyEAbLPZZCMSnD5x4oSY/slkElVVVTnxjYXE6o4wnM5IAzN4tXADagsk12cStCwuLhb8hnPOCByZqVp0NGR2dlYUCF3ww4cP4z3veQ8mJyexf/9+TE5OCrkLgJSF0JYcD6pc4fHzjdXMzAzGx8dx7Ngx7Nu3D3v37sVrr70mpSUuRRZjeawAMArgccMwmg3DeNQwDDeACtM0B8+8ZghAxZmfqwH0qfefPvO3LDEM4+8NwzhgGMYB+pTU+CMjI4jFYmflKeTKupyZmZEJUNdGPB7P0uq0PDSiT8tCm7zWaIYuNmPFCKzuD33mWCyGY8eOCZrOTdjW1oZgMIgtW7bA5/Ohra1NMnkZXRoaGspqwp3LT8/Ly0NjYyN27dqFq6++WkoIWPkN5zt5KVbsgl8Xo2j05/KELS0tleiWVh4Ei9esWZNlNZ7rmhpc1YrAbrdLNIq1OLRoJWDFbfTBowFLbjT9P3KMGCnR1+B9ABkWbTgclv8PDQ0hHA6jpaUFIyMjAq4zukexKhArLV7/bC04ZRVS7FkicXx8HAMDAwu+/nyymFBtHoAtAD5umuYbhmE8jHkXBQBgmqZpGMZF2cKmaT4C4BEAcLvdJjcyF8bs7KycJNTUOtZOicVicLvdWX8jWEcQjZmyFJqhVBLap9Vgpv58/o2vYRl/vfGoRPLz87F582aYpolQKCQFcEhtPnjwIMrLyxEMBrFx40bMzMygr68Ps7OzUjyHHBKXywWv17tgcRsgE/5lCNjj8aC4uPise19ItImumY4XYxFoYUUtkpuGh4eFuk9sgaHNmpoauU+t1K33dz43i5gVFdVC1wKyQ9N6s6bTaalxWlJSIvevSYDpdFrIb2TLEkDVURj2J6YSamtrw3XXXYc9e/YglUphcnJS6AZsO3quCBMtIW1BWZ9Pz50eFwDiQl2qLMbyOA3gtGmab5z5/T+RUSbDdEfOfB858/9+ALXq/TVn/nZOIahG7IO+MYuhRCIRAeO0sHKVVWiRAGf7+Prk4ERYJ8M0TTidTpw+fRonTpw4iwCWi3zE62pzs6SkBJWVlUin0+jq6sLExIREVEzTxBtvvIGJiQmsWrUKBQUFiEajaG1thdPpRFlZGfLz8yUjk9GMhSwgu90unfF6enrkBFzI5eCC1AQnvv5iFIfVbWKzLLIrDWO+QBLdA4KRpHxr68KaxHYhUlFRIfiY3kDnOqF1eJYhZJYT0GMBQCwF3XZUk8ZY0oG/00oBgH379iGZTMLtdkupAlqKVFL6OtYvYP7Ay6U4dGicB5ou3E2s7lLlkpWHaZpDAPoMw2g686cbAbQA+DWAe8787R4Az535+dcA/u5M1OUqAFPKvVnoM2C3Z7qZM8OWeAXDXuFwOMvC0OYvk4usJi0Hj4uCn6VDwjxRrApEuzahUAh9fX1ZlgdFbzKi37lKDObn52P16tXYtGkTKioqMDMzI+naeXl5+OMf/4jBwUG43W6Ew2G8+eabeOuttzA0NITi4mIhVjH0y02v83U0Uk/eQWdnJzo6OiTywY2pQWO+91LFiqfo9AGyKIlztLe3Z4GMTU1NOVmkFytlZWXiBtDtA+ZdjnMpEb1uuGGLioqylK62KjQbVJMBqfj4el4vmUxiZmYGy5cvRyAQwDXXXIOdO3di9erVCAQCWWFubnx+53jwf7kiVNoy4v2nUqmsvjOXYkVSFssw/TiApw3DcAA4BeA+ZBTSM4ZhfBhAD4D/c+a1LwD4KwAdAGJnXntO4eAzM5YsRcbvS0tLEQ6Hc2Zkzs3NSbiL19HanCeKfr3b7c4K31lJZ0B2SA7I5n1oQE0Dmvw8q+iTOZFICJ29u7sbqVQKvb29KCwsRHV1tWyokZERhEIhdHd3S93NcDiMlStXwuFwCE+AzEV94nIhasr51NSUYCMulwvl5eXSvvFiAFQ+h3VD6mvosDdLFLJS2OHDh7Fx40aYZobWHQwG5bDgdfR4XqiQtMe50YC6dc3oueJBwg0cDofh8/lQXFwspCsNYrI3iy5irfEKPS50o6g8WK6woKBA6uqWl5cjEAjg1KlTWYWieV2rAqMs9Pdcz7lYWZTyME3zMIBtOf51Y47XmgD+4WKuz41Ik5GTQmvA5/NhfHxcNr3eoLp0HP+uTTQmZ2krIz8/X2jHOspCLa1L4nFi9ObUHcdyLXS9EbTy4ULV0QK/3y/Vtffs2YP6+nrMzc1h8+bN4r4kEgn4fD709vbijTfeEAISSyvOzc1J2LeoqCirshdFb25iLOl0JiXc7/fD4/Gc88TXp6sVnLWKeYa8RXJcNBoVDkU0GhWXcnZ2FvF4/KwoybmUmf6fDmGaZqZ9x/DwsLh/Ws7FKeE1aB1x7hmKZ2SExDBNK6CF4XA4pAMhDyOuJ9PM9DWmomAVOzagSiQSqKqqwuDgoLg658Jtcj0P3S/yk/h+3sti2MRLnmG6YsUKGIaRhUJzo5HibM1KpUVhBdXi8bjQfnlNYJ6OzNdb3Qv+rheFzWYTohffw1NKA7y8XyDb+qCCsZKp+Dx0v1gXgszB9vZ2+Hw+FBQUoLGxEXa7HbW1tSguLpa0a1Law+EwiouLpYrX8PBwlrWVS7ig5uYy9WJPnjyJwcFBaOBa4xC87wsR0zQF9wAgaeOs1TI4OJjldlktyoU+xxpBskaDSktLxSqie0HJtXlyXYtgO/EqILuJOK2JXNcjcZA9fYD5KF9BQQH8fj+mp6claY6HZX5+PtxuN6qrq9HU1ASfz5fTlQYWVoI8GBku5h5yuVxwu92LCtUu6cQ4CrMtgflycjqb1rqoaOZZBzQajWaBqAwHajcEmD9N0+m0EHcIlGpSENsRJhIJDA0NAcjQxuvq6rJMTCB3jY6FNp/2m10uF44cOYIvfvGLSCaTaGtrk/BvLBaDz+dDZWUlVq1ahY6ODqRSKYyOjqKhoQHBYBCpVApjY2OYnZ1FWVmZFEOi1aWLIAHZ1cSpJLRFwqQ8Zm9qfORChPiUHh8qyebmZql7Mjs7iyuuuAI9PT0LnrbW8bNuen1/Ho9HkgqtY55KpWRdaJ6PdjmIs7Ghkwao6eJqPIL4io74RKNRsVzYTa60tBTRaBQul0sOJN4jrVpG1ZxOJ2pqapBMJhGJROSLVgTnzDonPPBoGQGZtd/Q0IA777wT9913XgQhp/w/oTwIjAIL5xFo0TRfPZgzMzMoKyuT19FMBOYHmIOsXRWGdOmnAvMNjmmtkBWoO7Vrs1ArkXNJrhTxY8eOwTTNrBom0WgUbW1tuPbaa9HV1QWPxyNgXllZGSKRCE6ePInKykqsXLlSQoYnT57E9PS0ZCvPzMxIgWmfz3cWAYkbR+MAIyMj0qSovLxczOwLATR1yrrP5xMzPxKJYGhoSDJs2c/F2m1O34t1THONMV9fVVWFzs5O2bg6cqL5QFpRUXnqcC+/l5WVSTEp4mBW8pzGOayAKXEuEgm5DmndakYpgXV+kUzIAksARKHQgtb5X3RdtAvjcDgQj8exf//+887ZQrKklYdeFC6XCzU1NUJqyc/PRzgcltCm1Xenacnr8HTTBDFrBIYKSS/QvLw8mWBrSNhut0v0h/VVNRNVL/aLeWbtGiQSCTzwwAO4+uqrz8JUKioqYLdnGiqNjo5K0uDw8DDcbjfKy8sRCoXQ1dWFuro6VFZWoqCgQFy3yclJeL1e2cQTExMwDAM+n++ssLX+WW+usbExjI6OIi8vD1VVVTnxJ44HhZuRPVL0pv/Tn/6ELVu2wO/3y+nIxEKrRaHXiHU+rWOaCz9ZSPnkElpg09PT8Pv9Aipr64Si3Vtaptz4TFPQLpSO4GisjGuRllhhYaF8B5CFYzC6SJfG5XKhuLgYU1NT4gJx/NiX1+v14vbbb8ejjz664HOfS5a08qBwsebn56O6uloUyMTEBJYtWybYgbYa2HyHwg1Hn1vjEaZpwu12n4WpWD+bJjevRZCMn6tdKQ1OLUSsomvCz9KEqQMHDsBms0m3PJ2k53A4EAwGBQwNBoMYGxsTHMc0MwV4uHDKy8sxNjaGUCgEl8uFZDKJjRs3CgB8+vRpTE5OwuVyoaCgQMhMiUQCHo9HFIIVo9HPYZomTp8+DdM0JXHR7/eftaGJezDCo8fSMAy0tLTg0KFDMh6rVq3Cxo0bUVdXh8nJSQwODqK/v1+4P7nuxSoMjTI5UWcn67WwkPLhZtZJkUw3CIfDWYcXv9Oa0S4PLQLiHVQ4VkuFSodgLf+uCX4Uu90uRbO4bvmlrWGuY4fDgU2bNmHHjh2oqalZVDnCJa08tKkMzIdCq6qqMDExgUQigdbWVvh8PgSDQWm/l06nxSe3Ck9dVnniYqDy0XgH3Q4qA7pI2jrQE8n3WwFTbd0A2eFdm82G6elp9PT0CHuWiiwvLw+dnZ1ZiwzILICTJ08iGAzK/ehOaZp2TW4FFxDDuW+++Sai0ShWrVqFuro6OBwOdHd3w+PxYGRkBF6vV7gYLHjEvBttRVg5LgQWR0dHMTw8DMPI8DsCgYA8Pyt9ARlsgD49s1Hp3xPjaW9vlxP36quvxtatW+H1ehGJRNDb24vBwcEsOrtW2po1Wl1djc7OTrlH1oOhC0FXRs8P36sVTDQahcfjgd/vRzgcljWnhRaGDhXT0sjPz8fs7CySySSKiopk7vR7eSBpMJ/zp+vOaNeb61MfbB6PB+l0Outg+6u/+ivk5eVhZmYmpwK+UFnSygPIJl5x8+Tl5Ylbkkwms3phUIvH4/Gshc6JpDB6oK9NZbEQLqHdEqtCALJPLi5auh5WX52JSul0Gh0dHRJh4aK1Kh4CtkDGLauvr0d3dzfWrFkjz6PvhcqPdHxiPcQ4ysrK4PP50NfXh46ODvh8PuTn56OhoQENDQ2IxWJoaWlBMpkUfGR2dhaDg4NwOBxnVZs/l7CdIq0gVlSnkuX4aGCPwtObm/HPf/4z9u7di4KCAlx33XVYv349rrzySsRiMfT09KCrqyurzIJWIMxxoTuq5z8XG1nfA+dybi7TjoMHFV2Ruro6APOKh5+pKeQ2W6bcYnFxsURa+Llcc1xjPIQ0P4XX5Wt0YSptFdrtdhQUFGQFE1hbhu0huC7OFao+nyx55UHRpiEHk4tELwqeEm1tbVmgJ/1EKgmdiqw3/PT0dFZNCa1INNhH4YlpvRZ/JqhLa+fQoUNZEQACbLOzswIKezwezM1lun85HA4UFxdnlV1MpVLo6+uTU6WgoABut1tMf2I3PEmpOInf2O2ZHjNDQ0MoKSkRfxkA9uzZA6/Xi3Xr1mHLlkzJlY6ODnR1dSEvL0+o8ZFIJCt0qUsC8NnpamnW7tDQEE6fPi33Z5ompqens/q7FBUVSc1TbcLz2QlcvvLKK3j55ZeRTmeKLK1fvx433HAD8vLypDoXWxoQQHe5XJKrkivfg3NujdbRQuH8xuNxCbOOj49jZGQkC6vid4ZxtVtDhqe1YDcwn+hp/RvXJxURuxjSldUcJM3nqa+vR1lZGVavXo2KigoJ2/K1iyGM/T+jPKyhJ5vNJv5jNBoVM1iDfRqEIr/h9ddfl7wK3ZtDf44Gu/REEqnnNTXiD8xbM5phyM2cTmcSrHhS6NdNTk4iEAigrKwM0WgUNlumILLX60U0GoXb7ZbPq6+vh8vlQltbG9xutywSkp9mZmakoTQVk97QXICFhYWora0VsI0lG5mJeujQIXEpampq4Pf7sXPnTszMzODw4cPSxwaAMH/z8vKEjEYLQm9+WkcEebmhx8fH4fV6pT4LyXy5AFL+Xc+N3Z5p0TE6Ooo9e/YgkUhg06ZN2LJlC66//nrY7Zm2kB0dHVLCkQAoDyKNS/GeNQ5htYD5HrfbjfHxcemGxy9iGrSE+T66S9y8VCy0Ykxzvm2ExjeoiK33ozERfpbL5cL73/9+yZlhVI1uIV9H0PpSZUkrD55eQG7qMKMcHEienolEQhiLACQ3Rp8MWlKplGxEKh4dfuMi1eFL6z3lum8qF53ENDY2lpXhOjs7i7m5OXR2dgpHJJVKoampCfv37xfLg0rok5/8JI4fP47Tp08jFAoJk7avrw+lpaVIJBIYGRlBIpFAaWkpxsbGUFhYKOUcCexq96uwsBB1dXVoa2tDZWWlKDAmHQ4PD8PhcOCtt95CQ0NDlunb3t4uIWTiKdPT08JP4AmvS+jpEDYtMArr1fb09Ej0SI+zFQTn3/UJ73A40NbWhtbWVik+vWLFCuzevRsbNmyQhkjHjh3DgQMHxMKjm2dN4afyn5vLlEnIy8vD2NiYuD4lJSUYHR3NyqbVQgyHtWuZJsGwvwZwuWaIcVBh8GDi+iR+otcz8cArrrgia20zUEA2K8eYVuilypJWHrkkl5nFFHua69SuVVVVsNvtYiZGIhGZYNYb5aKwYhhckHohaCBO34d2ZazsPyo5IufLli2TDNdAIAC3243NmzejtLQUPT09cDgcCIfD4qNu2rQJzc3NAqb29/dj9+7dePLJJyWngsQtcjUACOlIWz56w0YikaxcHj5HOp0WKjzDsFTYPN2dTifWrFmDQCCAdevW4ejRoxgZGZGN6vV6hb49PT2dhZGk02khRfFeCCjq+XQ4HHJ/mhhIBZLLErXOA09Y4jfNzc3w+Xyor6/Hddddh5tuugm7du1COBxGe3s79u/fLwmXnOu8vDyhyrP0JYs2x2Ix1NbWysaki6qxBiuQnJeXJ2xPbnwN6moFy+fl8/G59VxqXCcvL0/C8cB8igYtOibFcayJNV2qLGnloU9/7SZYH1j7gA6HA0VFRVi+fDkGBwel5V9FRQUKCwsFaCXDD8BZ1cT0dfndGtoFspmoVtHhR2IZk5OTSCQS2L17N0pKSjAxMYHe3l4EAgEBw3RZRLfbDbvdjqamJgwMDMA0TTz99NP40Y9+hGg0iqKiIvHfiT9MT08jHA5LJIWl963m//T0tIB+FLow9PkrKipQVVWFZDKJlpYWpFIp+Hw+FBYWoqenB0eOHEF+fj78fj9cLheuvPJKOJ1OKXFXWFgohZDC4bCc8F6vV3x0m80mzaBoZZimKc/2N3/zNzhw4AB6enpkfEjc4rNot8AaYgeyQ+vRaBTHjh1DS0sLZmZmEAgEcOWVV2LdunXYtGkT8vPzEY/H8Ze//AWtra0YGxsTpcF+szxgWABobi6Tdk8GKq0L3g+VfGFhIUKhkPAxdKTEqhCtWJv1efT4cW/Qgunu7kZ1dbWE2cfGxsSFIYGSEZtTp06dtXYvVJa08kinM/Rwn8931klvVSAMiSUSCZSXl8PlcmHVqlVYs2YNfvnLXwIANm3ahPHxcfT29madfjo+Th+QJ2IwGJSTTzNa2ZGdfilDcbRi2ErR6XTK4l6xYgUGBwelpB1FI+I6m5WulL7P4uJiTE5Oori4GNFoVBaOdtkKCwslo5hALTuILVu2TMBZK2dA96zRmbi6xKN2O0pLS2VcCgoKsG/fPqxbtw7Lly/H8uXLAQCdnZ3SbyYQCEiIcnh4WLAZIKNYWeh6bi6T4fyxj30Mc3NzeM973oPu7m489thjCAaDgh/p+9brQj+X5j1ooSs1OTmJl156Cb/73e/EWt21axfe8Y534B3veAdSqRSmpqbw4osvIhKJYGJiQlycZDIpbNWKigpMTk5Kk3M9tyQ0co7ZfZDKi/epQ+y8R43HWCMjGnOz2TI9ZIaGhpBIJDA7OyvcmJKSEkmiZCJpNBr93+220O82TRNlZWVZ7DsuCG2N8ETq7+9HaWmpbGq+tqioCB6PB3V1ddi7d698DrkFOscBQFYf2lQqhW3btknv3GQyicLCQpSXlwtGQNAKgJjpNBc1AJuLjMRFxigQF3cqlRKFUVVVha1bt+JXv/qVKAh+Hk1Vfo9EIrDZbALmlZeXw+fzIRQKyZhNTU1J31LDMAQQ1sqDY52fnw+HwyHPrYUmdjKZxJtvvon8/HzU1dVh9erVqKysRCgUwlVXXYWWlhbxu/1+v0RV+HkaGyKWRT5CU1MTgsEgbr/9dhw9ehStra1i1s/Ozorit+JS1lNb3zO/a4B7cHAQP/vZz2C32xEMBnHttddi1apVuPPOOwFAaqocOHAAIyMjUhk/nU5jcHAQa9asEdeYbgPnVrNk2XEwV66NXhNc4xoo1X/nfXOth0Ih+P1+OBwO9PT0oKGhQUpZ+nw+oQlQdJmKi5UlrzwKCgoQiURgt9vl4fX/9Xdg3oRtbm7G5s2bkUwm4ff7s0Kv3CDA2XwKfbo6HA6hpNMEpUnP01bzEnSFJioM/bm53C197zSv+TeCjel0Ghs2bMDo6Cief/55ASgBZEUcGNEwTVNS6Rn2Zce5eDyOxsZGAJlq3QcPHsTq1auxbNky2czWkCsw38VuZmYmK2cDmMd1WGLP6XRiYmICf/jDH5BMJlFZWYlYLIatW7eK4jp06BCKioqkcjo7qhET4Piy343b7cbGjRuFu1NXV4c//OEPeOCBB/Dyyy+LAuFmsBYQ1nObi5uicSFaon19fXjmmWfENdy8eTOuueYa3Hjjjbj++utRUFCAkZERHDp0CMeOHcPMzIy4JbwmrQDOJ5PjyDjl6xYKmeoDUK8bILuuLl0nZkPPzs6ivr4eANDd3S18ncLCQsGtgPlExUuRJa08tElOFJ/MUQ2QWdF4Kp3m5mZUVlbC6/VmaViCjJowxM8jhkGAi4tKhzm5eawbGMBZC4LRDd6nlYykFYouRadZlvn5+Th69CiqqqqyrkfFwmcnAUk/A9PAqdAKCwsFXzh06BBqa2vR0dGBEydOwO12i9+sOQA2Wyb7lv1lioqKztqUqVQKq1atQmNjIwYHB6U8ItmjJ06cQDQaRW1tLdasWSOKpLu7G0CG2xIOh4WQxjoYdnum928wGMTg4CDWr1+PmZkZ1NXV4bbbbkNlZSU2bdqEqakpHD9+XPJlCJCzTaiVwKfv3bqG+F0Dl6lUCocOHcJbb72FVCqFQCCAq666Cps3b8a73vUu3HDDDbDZbBgbG8Pp06eF90Fr1OVySXc/gpaVlZVZLjiVgf5sfun7t1rc+kDjs0UiEXR0dGBgYEDymVpbW1FfXy+8Gn3wXYosaeXBQdUsOi58jWJb3RmK0+nE8PCwDBT/R62vQ1w625Gv07ku3CBOpzOr8TE3qtX81DF/XkNLLouHi15nQbIplCbI8fVOpzOLyUrFwfdykREI5SlGYC+VSiEej2dFAXw+H5qbm1FVVSVRF1phDE3y2YeGhhAIBLKUTEFBAVauXCnRmuHhYbFkvF4vBgYG0NPTg7KyMmzcuDHLumBnPIY729rasHnzZuzZswfxeBy1tbXo7+9Hc3MzBgcHpT6pYRjSwHnTpk0YGRnB6OioULR1GNSaiJdLrCc7f6ZVRxLab3/7Wzz//PMoKyvDzp07sXnzZpSXl6O4uBgbNmzA1NQUurq60NPTg+np6aw1SkWeKzJjVczAfBNtCu+Nc8EiVvoZp6ens7AO8mwqKioQj8ezQuSXIktaeQDzPlkkEpFkJGCe02G1OqybkmCVHihdEIdUXiohDQhSMXBS6IJwQ+nXEKPQyD83Me9TLwq9iPkMxDxYObugoAChUAgHDhw4K+8ilcqUz6cVoBWJvqbNlsmdKSwslFCdJkR1d3cjEAiIL0zlRaq3w+HAunXrJOLAcDgxAe3C6CpsdrsdgUAAVVVViEQiaG1tlQOAc/fmm2/KXFqV5szMDN5++204HA6Mjo7i1VdfxSc/+Ul85jOfQSKRQCwWQ29vLxwOB5qamtDe3o7i4mJs27YN+/btkxKNw8PDcDqdsjZYt5bKPleUTYOtFOsm179PTEzghRdewPPPP4+5uTmsWbMGN954I0pLS+H1eiUJcWRkBPv370dXV5dcn+tKWwFUVNqy5Rq0Wk96vXPNaBwnlUphaGhIrNRDhw7hiiuugNvtlmbslypLWnnQNOdJxFAkmZfcZBSr78iBdTgckkjHkBqQ3byaJj4wr+WtJ4++Lk1rnTNDrU8AUvMqeP869EzhItSUaG4mLjS+XvvPBEd573ojayU4NzcnCL8Ox1KhklRnba3J+ySvgexdPc60ljRZyUrEY4LdunXrBJQcGxuTZ+R4EmTmOMXjcbz00l0LEdEAACAASURBVEuw2+2YmJgQ9ipBaMMwMDAwgIqKCiSTSSxbtgwzMzO45pprcPjwYTidToyOjuKWW25BW1ublPMjGEuilbZC9YGh5yYXyK03sv5/e3s7Tpw4gbm5OXg8HmzZsgW7du1CMBjErbfeKlhWd3c3Dh8+LPweJshpV4bX5FrivOgIH91jqxurx1a79CyovWzZMlHglyJLXnnw9AUyA7dy5UqkUpl2DGQx6pNUb3YNjrlcLjQ3N6O+vl5MeC4SvWm56azRBqLnelNQ6fBnbdLzffxOerHVArEKw3OkDhMZ52d7PB6pS2IY8x3vWNOUC7mnp0fqRLhcrqx6JbQQNNvU6/XK2JFYRxo1Tz0S1TTXhQtSh6ytzZN5ug0NDSEYDKKmpkbIcpOTk8JhycvLQygUkvvWWBOQOeFXr16NI0eOCLX84MGDuPnmmwXvOXz4MK666ipMT09L5bDq6mp4vV7s27cPbrdbivjoNAEWMCY3x2rB6g290Frl2HEOCYy+9tpreO2115BIJBAMBvGud70L9fX1qKurQzAYFGuhtbUVR44cQTQalfHgM9hsmaQ6YmE6akKLjZE6zgctWbqGfB0r0LW2ti4qMW5J1zAFICemaZpSf4AhqYmJCUxOTmYtMAp/15rYZrPh5MmTWa/LNXhWIhhJObyO3mTA/OlkzWzVlobGP6ynGsWaUdnc3AxgHvMhOFZWViY8Clof+poDAwPweDxS24P/Z2IcuRxXXHEFtm3bhry8PKnaTXITNzZdGW4Il8slJxzHQpvw5J5o4Sk4NjYmiVsEj2tqauS+U6mUzDeVNSMJzGPavn17llIdHh4WJfLyyy/j1KlTME0TFRUVWLFiBaqqqjA3l2mZwPv2eDwYGBjAtm3bsnI95ubmpLwkRVsmuSJmVrG6tlwXXH8jIyN4+umn8YUvfAGPPvqohP7T6Qyz94Mf/CA+/OEPY9euXZIZywONQD8VHgDJ6tWgLw81Hg7EokzTFMUeDofR2dkpEZlLkSVveXAy2EmcC5OZpCTx6DCupvNS9AY+Fy+AGryoqEh6pQCQExeYVy7U8NrtoMKgaNORohUar8XJJt9hcHBQOCbECkzTRGNjI1KpTJ1Sl8uVddowvEhcSLttvJd0Oo3bb78dnZ2dME0TGzduxMmTJ3Hrrbfi9ddfl6xiTUybnJyEzWYTC4ZjoZUhx4/uBf/PzV9cXCwgJhc+laXP58Pk5CQMw0B5ebmMh+bdfPCDH0QsFsMVV1wh1yTI+pOf/AR2ux033XQT2tvbJcejt7cXNTU1OHHiBJqamsRqnZycxPT0NDZv3iyNs4qLi9Hf3y9rgYcU15qObFjxNeu8Wr/r9cW/5eXlYWBgAD/60Y+Eabp27VrccMMNKC8vx4oVK7BixQo4nU5EIhGcOHECBw8eFAuJSlhbOjxgmH6hk964hmh1jo+PY/Xq1YtqdL3klQeQGXhqyHA4DK/Xi8rKSinVHw6HMTs7i9LSUhlQfRrq62nikWma4gPrHBifzyfhuGAwKAuSyswaHtOLSLslmqhEsSoafaLx+vTxAci9Mowbj8dRUVGBw4cPyyJvaGgAAJw+fTorM5OLsqSkRMzcgoICjI+PC3ZAZVlYWIjdu3djdnYWx48fRzKZxOzsLDwej1DMo9EoSkpKEI/HBe+hqU9FQmJdXV0dSkpK5GSvrKzE6OgootFoltI2DAOVlZViQVpDp7xPn88nFtiKFSvQ2tqKUCgkLigzluvq6tDT04OOjg4EAgGk02m89dZbWLt2LSorK9He3i4uoGmaEs0he5jjzgpcxBV0dfRcyW96/rVlej63gLhPKpXCkSNHcPz4cclmvuWWW9DY2AiXy4W1a9di7dq1cDqdmJ6exsGDB9HR0SFzoGuz6n44NptNLCmXy4VYLCau78DAwP9ekhiQMfmWLVsGAMKIpF+cn58v4CeJXyx6kwvspFuhE4J4omsLgpuPJ+Tq1aulmRIwb5JaLQ+96LW1QWuCCoifq8UantOKqbq6GuPj4zAMQ5o0rVu3DuvWrcMvfvGLLLOe2cM2m01+rq2txV133SUZup/5zGfgdrtFgVJxcmOYZqZgcGFhITo7OwFACthQuYVCITidTni9XmFK0mWbmZlBe3s7TNNEQ0MD/H6/WENjY2MIBoNZz8q6JNbTnEr3pptuEkuGTN+Ojg7YbDbhvthsNvT29mL58uU4fPgw2tracP3114vlEovFJAcnGo2isrJSmLeBQACnT5+WXJypqSl84AMfwN69e2XOSfOmRWLFRni/WllcDJ6gn49YyXPPPSfNwN797nejoaFBMI+rr74aN9xwA6LRKA4fPoyuri45NNPp+YpjALIsEILF3DuLwTyWtPIwTTMrSzAQCEiFbY1Ks9AraeLMhdHgJq/HKInmblBoAfB9zO6MxWKIx+MoKyuDzWYTso8VEQeQZUlQNDeDr7GCgfxcDVDSXGaozTRNNDU1oampCaaZodt//etfx/79+3HkyBHJTSkqKsJ1112Ho0ePorCwEDfddBO+9KUv4fOf/zxGR0dlIxGf8Hg8kmjHTTEzM4MdO3Zgw4YNiEajeOuttxAOh1FUVCQZu3Qb6F4UFxeL0uMzdXR0wDRNYYaOjIxItjPdS34mrQFej8rj9OnTqK+vh2FksoE3bdqEp556Csnk/9/emwbHeV7ngs/bC7bG0g00doAACBAEAe4Ed4qUKIraLNklS2U5U7Zjy5Ez14k911X2OJ4fzsxUucbxzXgmldS9147nJjdxZCWyFCmWbFoSJVPcQYIEQJAEiH1HN9ZubI1evvnR/Ry8/bHBBbqWoBROFQq9f+/3fu933nOe85xzgkhLS5ObpqenB+Xl5ZKAd/PmTdTW1mLjxo1oamrC7t27xTUKBoNobGzE/v37UVVVJTkhSik8++yzcLvdAkxmZ2cLD0YnFOpp8maLied/LzcnMQ1dgXJtKhVtbv6LX/xClFZ1dTWOHDmCwsJCaZ6+d+9eKKUwPj6Ozs5OtLW1iQVD5T43N4fx8XEMDw9L9HE5C+peZFUrDz2cyPJ5evUlToDNZkNWVhYCgQAWFxfFrNYpyvoNrUdNdEaoHmfnDsvYOZOJsrKysGPHDmFG6hYGj6HjGMAS2cy8sMxuFW8e3S3SE+MMw8CtW7fQ3d2N/Px8rFu3Tqykubk5fPOb38RPf/pThEIhZGZmiiLr6+tDbW2tlNkPBAJIS0sTFihrcfI7dP14/g6HA/v37xcFFQ6HkZubi/n5eczPz8dFQ9xu920ALxDd+ZWK5nR0dHSgqqoqrm4Go0U8T85HIBBAe3s7jh49KuFb4lEcP68VyYBFRUVCFGNW8fnz57Fp0yZJbHM4HGhsbMShQ4dQXl6Omzdvwuv1wmq1YmhoCEVFRaitrcWlS5eEKh8Oh9Hb24uioiIotVSRnZnQuiIE7t3y0BWnHiHURbdMbt68iZs3b8raePDBB1FXVweHwwGn04kdO3agvr5e+DqvvPIKTp8+LXNqDiKsVFZ1tIU1NyYmJqRkH28uVvcGgNzc3DhaN4EhmnC8KMBSoycg/mbWOQd6dSdgCfTU6ySUlZUt63qYgbREVpAuumXChaT3UOF58SYZGxuDx+PB7OwsxsfHkZWVJazH733ve8jMzMS//Mu/4JlnnpE5YNEh+sC0HgBItzkej53LdElJSZFsXhLrZmZmkJubi4yMDFitVnGTWACZYWReE94APp8Ply5dwvXr18XtJDvWHCbXAXM+Hxsbk/lhNCg5OVkK++q1Q2gJZWRk4N1330VfXx9cLhdSUlJkI7JYLIILRSIR3LhxAxaLBVVVVZiensbAwIBcH9ZYOXToUFwlOmJT5MzonJu73aB62NsMuPM89E1QjwYGAgGcOHECP/rRj/CXf/mXaGpqkrlmXtGf/umf4s0338SPfvQjHDlyJCGIvxJZ1coDWMI5PB6PAHOBQEAWXWFhoTRgosk+Pz+P2dlZYZKalQRf00FVmqDA7W0qgaXdQa+Pwd26tLRUPmM2VfXfMRPDdGWTCJdhSjiRdIrdbsf09DSam5tx9uxZnD59GpFIBLt370ZmZia++93vIicnB7/85S/lZiWLlsdhyn4oFILL5ZKoEgCpXKbXOaEZzdyijRs34sknn0Rvb69wQtj8yeFwSMRlYmJCKovp8w5Ewe/r16/j3LlzshFwXvx+v4zVbrdjbGxM8KW2tjZhjRIMZOe83Nxc2O12pKenw263o7+/HwBQXl6OkZERcQF9Ph8qKytx9epVhEIhnDlzJm6z4VyRDev3+yW5bNeuXdi0aZMomNLSUii1RJGnWzw3N3dProHZcjXf1He6yXV3Z3Z2Fm+++SZ++MMf4gc/+AFeeuklDA0NCS+qrKwMX/va1/Cv//qveO211/AXf/EXqK9P1Gr63mRVuy30NxmW5EXx+XyIRCJwuVwSm6efTG5DIBDAzMwMiouLE7oo5td0rGJhYSEuHKlHTbgDWK1WMdGTkpJQVVUlIc1E0RX9uRmR1810/b9uMVEp6R3yWDt08+bNmJubQ1tbG8rLy6GUwje/+U383d/9HQwj2k8lNzdXwNCkpCQxuRcWFuBwOCSFPxKJFiAeGRmBz+eTXZyWl57Yxwrc+/btQ2pqKm7duiV9ZwjIMmtzdnYWi4uLyMvLiyOpUXw+n9y0drtdrjkth8uXL+PIkSMCIDc0NIirw6LGoVAI2dnZGBoaktohtbW1mJyclCI9NpsNN2/eRFlZGTIyMvDBBx8I14X1RS0WCz744ANp83Dx4kVRbjrPIhyOFqmORCLIy8uDz+cTpi6BTQDi2ui0eLMkws/0+4CfoaLg2tTXsvn7XV1d6OnpiQsIcA5sNhvS0tJE4a9EVrXlYRhGXDMiANIsyOl0CpgZDAYlc5Badn5+Xvx6ZjEy1KnH4Rna1IFL0oSXS4WmcKGzexibBycK0fEim4+VaLHw8/zMY489JhXdDcOIu/iTk5N47733EIlE8POf/xznzp3D0NAQHA4HvvOd7wjL8Pr163I88mOoiAm08n3yaaanp0UZEphmpjEtv4KCAgkZl5WVobS0VNwJu90Ol8slip9lBcnN4XXRz5UYhg5kszoWx8EbMC0tDUeOHEFtbS22bNmCq1evys3Fnq4VFRWYnp4WjEIphf7+fly7dg0nT56EUgovvfRS3PEWFxelNuvOnTuFVMeb9erVq7BarXjssccEKwsEAsjOzhacwev1Sq0UKg3yeOjeJFrvy1keustujtjRYjL/6S4jv0cioN/vh9frFbbtSmRVKw8CULxw5HNEItHkKh3XYCc01s7k91j+jtmkNNcByIXlsQAI5qH7mBQzd4Ta3DCi9PDk5GT4/X7YbDaUl5fHKSFg6ebQhb+pk9rMlkkkEsH27dslSsHFR5+eitVqteLMmTP4zW9+g1/96lewWq0oLi7G3NwcSkpKRHGRfWqxWOKSBKngGPr0+/1x1lpmZqbwMXw+H5RSyMnJkZtTqaX8lJycHOzcuVPOv7CwMK49osPhwNzcHCYmJgSP0W8OlipkJEMvokQ3j6HnQCAAh8OB9vZ2Gfvs7CxycnKEMXvt2jXBjHQrzjAMjI2NyfzphYF6enrk+1xni4uLuHr1Kmw2G3JyciT1vbe3V4h3hYWFkqq/efNmCXPz+nKNmNmsPG4iPMIcyjffJ7os5+bobjXXgq4071dWtfKg6cdesYy5l5aWihXBsoMstceEufT0dCltZ7VaJczGvAGCiFzQ1NTMBeBCu5OYE49sNpvsPoxIVFRUJDRVdZKY2frgYgWWgEIqqHA4LDUqWPZQv7GmpqbQ29uL5ORkvPLKKxgdHZXU++npaYmusO8Iw9vkYVB5RCIRyYcAogvP7XYLS3R8fFx4NV6vV0xicjb8fj8cDgd27dqFI0eOSF8ZtlhITk4Wa0QphYmJibjWjenp6VJ5i69RSXG8NpsNv/3tb9HT0yNKkcq/u7tbru/69euF/EV6/vbt20VJkwehl1oAgFOnTgnDk5aZ2+2GYRhob2+Xa8Euf4ZhSI3TPXv2SG1WqzVah5aNtbKzs8V9pLXM9UtZziJNJHfiDJnFjMfdz3HMsqqVB/2zUCgkF5/mKHMxcnNz4ff7hcTF7ERGBmiBMDWfuRMUnclIU/3q1atCoDILrY1EIJi+YxCgDIVCsuuboy5UWvpOYc7m1cOZXOQPPvgg9u3bJyFDuiD6OY6Pj8MwDMEN+vr6MDg4KDUzfD6fuC8WiyWOO6Ofq+5SZGdnY25uTlo9kosyNTUl58B55FxQkZaXl2NyclLYsFZrtF4oQ/G03PS59Hg8cXPa1tYm85WTkyPHHx0dxeXLl4Xdyixbq9WKrq4uFBUVCd6TnJyM/fv3o66uDqFQSBQDsS1WUpubm4Pf70dLS4uEf7OzszE6Oird5SORCI4dOyYJa3p0jjkrBw8exOzsrDSxyszMlL6ynB+6ymxDScpBIheGshJgVR/j3T5/L/KhlIdS6j8qpVqVUteUUi8ppVKUUhVKqQtKqQ6l1MtKqaTYZ5Njzzti75ffyzHoHwNAcXGxaOlQKIT09HTpQcGbPT09HT6fT8Jw3Kn0pChz8hqwFC6lK9Df3y/mrFl07Z3IvCRPwm63y+7j9/sxNTUlVgNNRx0M028Us1LjuDgnqamp2LFjB0pKSiTawyphSUlJeO+998Q0pgXX39+P9vZ2YVkyyc1isQhpTD8ugLgoCElTXPxULLrS0S02M16UlZUlWIle+zUvL08sNn2OeVPzPG7duiW/lZubK1aDroQ7OzvFHQmFQuKuFBUVCZBeUVGBtLQ0oelz7gBI24jMzEwkJSXht7/9LSKRCPr6+tDZ2SkWCFMG3G63rDU9fHrlyhVxr4kx9PX1yfdocTAaxHmz2+2y4TGCqIsemTFvbstZEboiX269rURWrDyUUsUAvgGg3jCMzQCsAJ4H8EMAPzYMowrAJIAXYl95AcBk7PUfxz53VyGwxlKCCwsLQtYiUOX3+xEKheB2uzE9PS2cEFa/ootis9niXAi9Hoien8Ebhdm7y5l3BGFN8xLntyoVraDldDqFX9HY2IixsbHbKPT6wqBFQKIbrTD6rLR+dL6G3+/H0aNHkZaWhuPHj0vuAwApa5CWlobU1FTJEeIYydKlkOFpttRSUlKkZQNvJOIwnBPyPnR/nru3x+OBxWLB1NQUdu3ahT179mBoaAhA1KrUWxHwODzXiYkJYd1y7Dx3gq/Nzc1irTLBMBKJoL6+XhTXpUuXEAgEUFlZiZSUFOTn58s8syE3rTf2cGHYlvkuNpsNTU1NmJmZwYEDB+Iyb0kd4PWtq6sDAHg8HrS2tuLixYuCexiGgfr6enzuc5+TavQEqbl+SXzUSy7o4X1+ZzkhCM0N6MNaHHLMD/l9G4BUpZQNQBqAYQBHAbwSe//vAXwm9vjTseeIvf+wustZEJmmj0xzkgAhC84Gg0EB7tj7g2AbE6aAaH4CvwssaXH6uXxO1yc1NRWzs7O4fv06bt68CWD5UFqiU6ES4Xd4U7FhNLM4dTeIgB+xEOI9hrGUTq2DXEx2oms2OzuL7du3CzWZloPf78eRI0ewefNmIZTxxgiFQpJBzPGSrUlglMd1uVyyAImhZGZmSmSGOAgAqYxOtmpRUZFkQM/OzgruEYlEM3c7OjridloWRWZEg9eDc1lVVQUAskuzjACTx2h1BQIB5Ofni3s3MjKC1NRUHDlyRIowE0D+zGc+I5iXTkwzR8hI2c/IyMD58+dvW1MAcPLkSQDA3r17hZHM9Ua3ho2znE4nAoEANmzYIC0pqBypGIlzzc/Pi7WXKJPbLJx/HSzVLcWVyoqVh2EYgwD+E4A+RJXGNIDLAKYMw+DqHgBQHHtcDKA/9t1Q7PM55t9VSr2olLqklLrEatrZ2dmizel60F8lYMrsSj2OrU+o3W4XAlHsOHHH5Wep0WdmZtDZ2YmJiQnZTVpaWhJmIeohswTnE/ecfi+toeTkZLS2tspF1U13gmpmngmVocViEa4Df3dubg7T09PCQB0YGIBhGPjrv/5rPP300/K73IWoPIiXcKdnngtfo9D1UEpJ5CUrK0uo4haLRaILExMTcWYyi9KwHy4AAR153bj78nwJcHPhM1fGZrNh8+bNkikMRDcHVo1jnYtwOCxRk3Xr1iErK0t4LQwzs79PdnY2UlJS5HUz1sS50zedQCCAoaEhuUZ8f2FhQVqIAksNzHSZmpqKc2GKi4sxMzMjc0SrkvlEKhampsINBAKYn5+/Z9CTVqJuYX8s9HSllAtRa6ICQBEAB4DHVjySmBiG8RPDMOoNw6i3WqONhcjbYGr29PQ0Jicn4ff74xK8UlNTZdEwUxSIXiSyC/V0cP1i6hOqL5CZmRkxMa1WKzo7O9HU1BQXgtXJXbpLoZuL+g3IXAmGGZkZ2dbWFndBqTz0ilGMCFHJpKSkSOeyxcVFeL1etLW1YWpqCl1dXaiqqoJhRHNiaEbrGIFSSiIEbNYMIE7B6TtXbm6uJAayB4zb7cbExIRYTQRiJycn46I1VqtViEm0Flj6gLVC9JuBlg+tl8XFRVy7dk3mge4pCX05OTnIzMzE5cuXBRdJS0vD1atXYbfbUVdXh9zcXOzevRvnzp1DMBjErl27kJ+fj+zsbElLOHDgAFwul4yRRDcz5TwYDOKnP/2pzL2+flgO4fz58wgGg/jiF78YhxMB0Qxju90uHJx9+/bhwoULktTGnCq9yhuvGde5Ukoscm4qiYQutjkL/MPIh3FbjgHoNgzDaxhGEMCrAA4CcMbcGAAoATAYezwIoBQAYu9nARi/0wHsdrtUs2JznZGRESnmwk5YkUhEgEguLJq3MzMzSE1NRVZWlvQwiY0h7gbnc50FyEVrsVgwNzcnOQtJSUlobW2VrnAMmepEMH4fuJ3urtebdDgcEj6cmJiAy+XCwMCAWCJ013QGrL5I9LoaxBJCoRCmpqYwNzcHl8slRDF+z4gRwXijsrGWXrOCRDEWTuKcZWRkwOfzyW8y9Egfn9aTPi4dB8rLyxPFy2bRrCamK3D+N+e50D0CgHPnzsWF2YGoYvZ4PMjNzcXCwgJqa2sxNTUFn8+HjRs3ori4GFarFT09PbDZbIJ3sMqa1+tFZmamvG9ej7x+nE+uGyoWusycn8bGRqSkpGDjxo2iXClUTufOnZM1sm7dOkQiETQ3N6O5uRnj4+MSCgYgViXXD8lnHButEbMi0ZX4h1UaMv4P8d0+APuUUmkx7OJhANcBvAfg2dhnvgTg9djjN2LPEXv/pHGXswgGg6I4dN+UOSxkmOpNkOgjApAFDSx1YDPfxDThgdsL9fCPJie5D9wNvV4vrly5Eneh9N2FykS3PrjQdDEMQ/IiSJhiuI9uCW9K3W3hWHnDUInSsrFYLHjuuecQCAQkUsDjkVUaiSyxRXUwWafl6zez1WqV5k6cH13h6jwN82+oGE+CeSrj4+PibvGY5hs2MzNTFBgX/tDQEDweDy5cuCCYFrEkt9uNgoIC5Ofni0vjcDjQ3d0tm4NhRNMeIpGIYDsWiwUlJSVobGzE4uIiKioqBGeiBVhZWYmqqipRrjxngrg6R8RisUi0iJX/a2pq4q65xRJtXwEAHR0dUErh0UcfFfc8GAxicHAQZ86cEUWflZWFhYUFuFwuPProo6IUdCXCqBhza3QAX2eqflj5MJjHBUSBz0YALbHf+gmA/xXAt5RSHYhiGj+LfeVnAHJir38LwHfv4RgSliTZiTgBK2KRBEbAkIzJsbEx8R+XowNzJ+AC129svYM8MRTmhDD/gYvl1q1bAg6a9aHOFNWFroCOfttsNtlh2M+1q6srzvJguJEWgjmkysrigUAADz30EF577TXY7XZ0dnaip6dHFrfT6RQlODMzIzsvgTgzqKa/RqIZ8RIgCtxyXIYRbQ9qt9slZ4XX0+l0SjtQWm40wbOyspCcnByXT5OWliZJeyTPvfnmm3j55ZfjrEdGacbGxqQGDN3N4uJioa4TUK+srERbWxuApezt4uJidHV1ITU1Fc8884yURgSiyuDgwYN46KGH5DnnUi9GrQPEVABnzpyBYURLRHIjMoylBthKKZw6dQqRSATl5eVSakFn/HZ2dmJ6elrmcP/+/SgqKkJZWRlKSkpkDPr60glo5KLcCVi9X/lQ0RbDML5vGEaNYRibDcP4gmEYAcMwugzD2GMYRpVhGM8ZhhGIfXYh9rwq9v5d23NT47NxEG+i1NRU6ctBBWAYRpzP7na7hT/gdDqRmZkZ12CauxWPwz/u5Nwp+duhUEio7wyj7tixA7t378bu3bul8fVyrFQuFmBpV0+UO0MlyBT1YDCImZkZNDQ0YGJiQijFuokfCoWwZ88eAMBDDz2EzMxMlJWV4YknnsCjjz4Ku92OlJQUvPXWW8jKyhJeh06TJmtzZmZGlBSJbnyfyiItLU1qxtJNysnJESIf8QalVFzDKlopgUBAXBXiOYYRzaT1eDwSutUjG7rw+ujXjhbCxMQEnE4nRkZGhFBYWloqjZ1ZI5X1PAzDEJDWMKLUcmZLs6GVUiqOu8O1AcSXcjBjGiMjIxgYGEB7e7tYWUlJSQKEck0wwZFu4vPPPx/H6aGwC11qaqoQBMvLy8XCys/Ph9PpFKuQx9DbajDwYCaMrURWNcNUKSWIPd2O9PR0wTF4QYGlkJPH48Hk5KRUV6e/6/f7pTQblQGAuJ1Wd1W4IHVgUXdr0tPTBWex2aItA9rb23H16lW0tLTcZunoi2q5x3rIjYuS7R9DoRA6OjpEuXHB0vqgm7J+/XrYbLa4QkmZmZlYWFjAN77xDYl0OBwOaQbFYxJ85vlzkZu5HkxKNIwlFqgOpPL3AUjFdP4BUTM/OztbUu2NGAcEiFpfOkDIrGVaaKR76yxWXaEywrKwsCC1Thmx6+7uluvF9ZKcnCy5PiTTjwWKtgAAIABJREFUNTY2IhQKiZUBRK2TixcvIhQKoa6uLs7KZASQ2Bg3AR2Pe+mll6BUNPentLQUVVVVMs9TU1MIh8N4/fXXYbVaJVWA65O/YxiGpB6wxsj69etx+fJlTExMCJbkcDiQn58vdUuoBDk/XNeJSGj3I6taefAiUPPTTyd5iD4eFcHc3Jxk4NLXZSlB+oJclOabW7cMmFNBc1b/DLCkqG7duoVz587h5MmTuHnzppQFsFgsaGtrE/YgRQf27kWosJg/MTc3h8nJSQSDQTQ0NMji4/kBEM4GuQTJycmyKxM0ppXBloPMj6FiptCyI6AKQKwWApf8n5mZKW4QyWzcSXmj6XgIF+3AwIDwHcLhaP9WAHGgtblRuZ6QyOvBeQCA4eFhIXuNjo5icXERxcXFaGpqAgDZmcvLywV/YR+Y9evXC6enoqICw8PDcu1YCHvbtm23VT3TlTddk5qaGpSWlso14abFeWATLYakqaQDgQCeeuqpuAAAiwyxlu2pU6dgs9kwNzeHrVu3orm5GRcuXIgrCM3WFjqmRyWiu1crlVWtPLgoucMzfMXdw2q1xmEcdCno27HbOrW3DghywenkMH23010Xin7je71eWXj8XYbMAMhN19LSEldoZ6WmIrkXubm5Et49ffp0XGGcSCSa9VlTUyMRlWAwiE2bNiEYDMLj8cgiTkpKwvz8fFxFLh0HYWQlGAyK788/p9OJsbExaUDO3Yz8D84Vw5nz8/NxFl1+fr7k3kxOToplYBgGamtrcfToUWFlElui8uCuSUWhK31aHX19fVi/fj16e3uFiVxQUICRkRFRRhaLBSdPnpRCSiwlYLFYpJAQEN+vmMdOS0tDfn7+bWsnGAxi586dqKmpkbFwXVDotgFRS4/4VG9vLywWC27cuAGr1Yq9e/diamoKfr8fs7OzcRXwxsfHpWyAxWLBs88+K9hGc3Mz3n33XSkYxXonVLrDw8MSGdJZ1SuRVa08KNSQpEwTuCQ9empqSjQ0dz6a8vwjUKazBnWgEoh3IcjqM5PK9N1Or/nBRUxAc35+XnazkZERtLS03NO56kBlIlEqWrGK5DGPx4P09HR0dHQAiC7UkpIS2O12/Nu//Rveeust5OfnQykVVy2b50X3wu/3S5Ib55vtDnge3LEcDge8Xq/UGNH9d32OmElLrIav5+Xlwev1SkYtFYHT6RSzv7i4WNilwNJNTL6HDnSTRcpjk7fi9/tx+PBhCQnz2lDRTU1NyXtsCmWxRJth0UX54z/+Y5n7cDiM999/H4FAAIcOHRJlw/PKzMxESUkJjhw5EofLcNxOpxPhcFgwHH1OaUWcPXtWFCZ/nxsl/1jg5/Tp09Jq4cUXXxRFUF5ejqeffhpf+MIXsHHjRsG2LBYLcnJyMDAwgKSkJNTV1S1bnOheZNUrD333p1IgyAdACuJmZGTA5XJJMR7uwjMzM7JIAMiOxs/o4TV9oerhUZp2Ogs10Q1OEJS7STAYlIzflJQUNDU1xbEuE8m9hNH0m5i+OsFKv98voF5DQwPeeust/M3f/A0sFguam5vhcDgwOTkplG+yFXnD6SAuCXVmkht5DgRfOY96uX9GBZRSkr7Pv+TkZMzOziIvL0/4EKwCRtaqriw4Ht3E1nkLVP56yHZubg5FRUUoLS0VXCYvLw89PT1S01SpaO/jrq4uWCwWKRQ1NDQkxYAcDofgMYYRrfGRnJwcVxGNa0PPb9HnS4/E8LO8blTskUhE3FyS/Fwu123rjVY1FSczmjdv3ozFxUWsW7dOSnEGg0FUVVVh8+bNeOCBB2CxWMRyr6ysxPbt21FcXIyVyqpXHvpiZsYhw1s+nw/BYBCzs7OS20CeBLDE4zAMQ4C42trauBuUCoJRC36PeQTmG12PktC3pbLg7/E3gegiZ6QoJSUFIyMjuHr1alzCXSKmK39rOeF7rF4WDkfrcnZ0dOC9994TV4ScGEY6WDWL8wFEFzfzVIjG8xz0kDSPS/eDfYLJS8jLyxPAVSmF/Px8AZP18+KcFRYWwjAMDA4OCmg6ODgoJnZ+fv5t8845okLj/PF9PVemqqoKXV1dyMnJgWFEu+01NjbCbrcjJycHSikMDAygsbFRAPlIJIKTJ09Km4L09HTJyOUczs3NYWFhATk5ObdxhNjgetu2bXEKhG5HamoqrFarlDRIT08XnIxr6L333kNTUxMcDkdcoiDXk9VqlTDziRMnZC0+8MAD6Ovrg8ViwW9+8xux9vbv34/z588L3sVmZqHQUk+klciqVx402ZRaynQFIAg1/3RCGf9ophMsLSsrk4vBaAGwlFGr73AkT5FDQJdIR9iBpUXNm4Mgrp5azZupvLwcmzdvxuHDh+XGoCLihSZGYwZXzREa3SIgfyE3N1eQ+bS0NOzYsQMZGRno7u5GOBzG+fPn0dDQIGav0+mUXZ/uAk163iykjetRBB6PLEvS0PPy8uLKGNCnZ+IesJRX43a7xV3hgs/IyJBcGqvVKkQtMyZFPIG9XHXhWunt7YXVakVDQwN8Pp/URPX5fJieno6LYk1NTcFut6OkpET4IF6vF6dOnUIwGBRgk+O/fPky7HY7jh07dtt1OnPmDCwWC/bs2RNHBqSSJf5gGIZgVenp6QJ6k7Le0NCAcDgMl8slypTrRSkl1hWzpS0WC55//nnBNWiRUFGzwTatYBLzysrK7uU2TCirWnnQJCUyzIVCVFo3D82moi60PHJycuJ2VZrE/B4tD70sHhe72TfkgtHj/8sh15FIBHv37kVFRQVycnKE5EYMx8xj0Bmuy1kfZgVCIc7A8ywpKUFxcbFYJunp6aioqIDX60V6ejqmp6cFM2CoUq/rwfonOhhK3IXfZV2MjIwMWcxUAFSEZlYtQ7usZkZFqysDtv0k45aRIN0aMnMuaNaTnq+UgtfrRU9Pj4Qx6bqQYDg+Po6JiQkpZZiUlISpqSmpv5KXlyebTiQSkW51xDAACAlLD6Obz5nhZF7T3bt3A4hGf1gUaWxsTMBqswXL5/xPF+r06dPiapN8l5SUhPfff1/m5uDBg2hqakJ1dTUAoLW19TY27/3KqlYeDocDGzduRElJiYQWuYB405rRYt23ptIBopZGXl6exMMZtjUDW3orSpvNFgdu6ZgHw158j8LFrI+B5iqjMbR6Wltb0dHRgcHBQam9oSsMM7aik5D0z+kuGBUufXrWMSG5rqenB4ODg1L/k02QaD253W7haxiGIRXix8fH48bkdrsxPDwsuyUQvQmmpqZkPnRUn+FvzkleXh76+vpQWFgoSjAYDMYVDOINS3BUH4O5pinnhnMYDAYxNTWF6upqTE1NYWhoCHa7PS5ku2XLFgGdm5ubsbi4iGPHjqGgoADFxcWCmSUlJWHbtm1x1mZXVxcWFxdRUFAgc0vL7fLlywgGg3j44YfjNhRaEGlpacjLy8PGjRsRDocldEwKArkx3MDMxYb0zS4UCqGrq0vm6Tvf+Q5+8IMfYHBwEL29vXFs6PHxcezZsweRSAQ3b968bdO6X1nVyiMlJQX19fV4+OGH8dxzz+GFF17A1772NXz961/HH/7hH+K5557Dww8/jK1bt6KkpES6uzPRiTeu1RotEsyMXHaT01maND+XY4mayVz8n+ixeUe02+04ffo0srKysGXLFpSWlqKmpgZf/vKX8cADD0gJus7OTlkI3LE5Nv3YZjBuubGRAMXIg8ViQXV1NRYWFtDQ0ACbzYbx8XFxH2w2G9xut2AUXLjEl/Tj5uTkYGpqSqw5njeBWN4oBFXJouScM2JTUlIigKJhRBPDGFKla8Lj8lz0+SWHRVcg3Bi6u7vjCuywWRctnUcffVQKB7W1tcFisaC+vh4jIyOor68XFipdU51Qd+HCBRiGgUOHDomVx/NoampCUlISqqur4/gghrGUbbtv3z7Mz89L7Q5SEux2O0ZHRyV/hu6cPnf6psKUg9dff11cmpdffhkjIyOw2Ww4e/asWHXHjx/Hq6++Km0qT5w4sWLqALDK+7YA8Wi72Y1wOp1wOp2orKyUXY2fZ9HfmZkZtLa2wufzic/L3yJwyN/VsQfuaqRk08rRQTuKWWnor/M5a4nydd5o5eXlqKqqgs/nw+nTp6UoTkZGhtSV0JWcPg8co9laAZaS8jgmt9stGAXnqaenB9PT0ygtLRWsxOVyxYWVWarQXEmdiWUFBQXwer3CwSEWwvMrLCzErVu3MDo6KuAcz4d5QkzsKykpQV5eHs6cOYPq6mqEQiEUFBSgr69Pcl/42+Rc6OnwHBvH6fF4pMjy7Owsurq6UFNTg6ysLHR3d2PdunUSKtYp2/v370coFG334Pf7ceDAAWzcuBEDAwMYHBxEJBKR0HZqaipycnKEy8P5Jwv64MGDuHDhgoxrcXFRGKLr1q3DsWPH8I//+I9ISUmRPjmTk5OYnZ1FRkaGWHXp6emC4elrjOuZ/WPIh6J1EQgEsGXLFqkRu3XrVlRWVuLnP/85wuGwWHkrkVVteVB4E5p3erNroAOOAOTCEvBSSkk0YLnj6BiC7oLoz/XPc6Hqu6HZCtGVGkVXANzVnnzySXzqU59CQUEBFhcX0d7eHsdI1JUcFZ2uQDgmHpfH4XmR3k//2O/3Iy0tTX6P2bh6Lgt3dnJqqJS4m9GyYFc4vQcuAGGHkmugn39KSooUHB4eHobFYpFMaR6nqKhIFLrVapUolVJLpRp1MQzjtiRBWh89PT1YWFhAUVERrl27hmAwiG3btgnGcePGDYRCIdTW1qKyshIVFRVyXQlu6ljXrVu3MDc3h02bNsWtCcMw0NzcjEgkIoWWOU6ul+7ubsG8dAuV1h77qdB1owWobyC8zlQwV65cgdVqlbSDmZkZ2O12nD17VjbJuro6vPXWW1IR7p133kl4L9yLfCKUh26mma2QO4Uz6f/Pzc0JqUyvjKV/V6/NYBYqnuXEbBkA8aXfqGT4nKFgPaxrt9sRDAbhcDhw/PhxPP/886iurkZ7ezs6OzvjlIMOpOlzpAOH+ljMc5SamioZtEC0RgSBQ9YW0edQB/9064rWlGFE0+RpkTDDmKFInWimjysvLw/d3d1wOByiPIgbEHjVq46RN8Pf0GtoUBh541h7e3tRUVEBABKdsFiiqfB2u13cjomJCbS0tCAlJUVae+zfvx87duzA1atXMT8/L6FnKvxz587BZrNh69atce5JJBJBa2urbBosrsz5JOOW3JwdO3YgEonElSYghkISH9cN15GuiFnOsrm5WayOjIwMpKSk4ObNmxLNosJ1uVw4duwY5ubm4tIR7lc+EcpDXyBmQNTsPjCyomt6FhIirVunS5sTg3jjmW9O83OzNZIIpOX7/D4/S9/cXBxGZxwqpVBbWyukp8bGRvT29t6GuOvCm1xXgrqCNVtEvPmZM9Pc3Ix33nlHkH/zbqkzSAlu8mYmTlFYWChtBugSMBJFXINjKCoqgtfrRXl5OYClDFu2jOSYWdYQQFxUS1dEZgVC5djT0yN4AgDJOiUxrri4GOvWrZOoDwlt/M2ioiI0NjYKI5MYBdMfqEg4Zzpuxupe+/fvv83yDIfD+OCDDxCJRLBjx47bFLxSSjKcuaaOHj0aF7LlPNhsNvT398NiseC1114DELVYGKkaHx/H22+/LdbcQw89hFOnTkn7zpXKqlYeidwGsxLRP8fHFC7gSCQi5ngkErmtJ4u+syaaTLPVoYfPzO/faUy8AQje6b9vtni4A1ssFtkNCwsLJSSoj1V3Y8zPdTdKf19P9c7MzERmZqbgHg6HA+fOnZNx03SmouVvuVwuIZcFg0Fp6uTz+eRmMQxDTGTutLyONMVLS0ul145hRJmgHo9HQr15eXky1wyP8vqT2apzQPR5paVBotiZM2eEkcwCQVu2bBG+CrvMk6VL3Iv/q6ur4+a/t7cXoVAIu3fvljHxupw/fx5KKYmq6AqOtU8Z6aquro6zUpi3pVQ0bBsOh7Fv3z6pdWLGAplWwKJBBKvD4TBGRkbQ09MTFw4Ph8MoKyu7LZx8P7KqlQeA25SF+SYz+7z6zspQLFs36N3a9ZsNWDKBdeWhWwvLuS367ryckqPo4V7uDLrPyh2L+TsdHR04ePAgdu/ejY0bNyIvLw+ZmZkCEnLXSwTeUnT3jp+n1cKdiDcgSXiBQAA+nw+/+c1v8P7770v5A725ExDtU+vxeMTEJkGOFax4I+fl5QGAKATOJ8vr0ddnhfGSkhIpUGSxWFBeXh7n45PLwXPQFYZ5Z6a1Q7eIrOTNmzcLIayurk6SAnt7e2G322WeQ6EQNm3ahN7eXnEtaBlGIhFcuHABycnJ2LhxY5wVGwqF0NvbK5R/vWo/309JSUFXVxdCoRD27dsnmJEuzJLlGv7GN74RZ0nq/CfSEIhj6a1VvV4vrl+/Lp89fvw4XnvtNbH6ViKrWnkksgJ0i0Pfyc0uDN8jlZj8AYJv/G3dJE8U8jQrJ30cZsuIwhtE/8/xUYGEQiE0NjZKbo5OWqPohXfZLGhsbAz9/f3o7OxES0tLXAEe/bx10YG+O80tb34elwl+dE2YDq5UNESanp4uORiMmvDm1cfFQkmjo6Nxvjor3zNaw/CijslYLBa4XK44HIM+vH6+5igYW3YAwFtvvSV9fpVSuHHjhrTtIKi+fv164XUwnT0YDKKvrw8lJSU4c+YMkpOTkZmZKZW+gGi0Y2JiQnZ6faOx2Ww4d+4cQqEQnnzyydt4QouLizh16pSMkyFzKhqLZalfMPNcWNWeorsvxJ0YIQMgYd6RkRFcuHBB0iVYV/Xw4cO3rYN7lVWtPBLt9sv5uebXeLMyZZ+hLmBJYXDnNd9IyykM/bvLjUuvk8qd3vw9htOys7Nx5swZMa31vBl+x+l0oqamBvX19airq8PTTz+NDRs2SAjS6/VK/Qke815cL7PQEqMlYrVapXk4q6h5PB4hHgFR62l+fh7Z2dlQSsHv98vuyQRApZQ019KbavOY+fn5wohkbko4HIbT6RRuiB6ejESWCu/orpg+vzpZTKloPZSioiKxcNjrJz09HWNjY/KboVAIXq8X/f39YtqzZIHP55NIXVVVlSgzq9UqrTPq6uoEOOUY2trakJSUFAf8cs0xc5sb18GDBwUs1SNbLCdBrOzBBx+M29y4xnSGLeuqEouhFUVqfSQSwdatW/HGG2/ccV3cSVa18gDuTsjSP5cIZ+CCzs7OFqITLwz9WCC+3Jv5N2kVmF83P6aPrkckiM6boyFANHWaWY2jo6O3Kbeqqqrb6lNaLFEi0wsvvIBnn30WOTk5SEpKwq1bt9Df3x93LC62+8FzzJYLiymFw9F6m21tbXj11Vfh9XqFyMYMU73zm17/k6Z1KBSSG5DKnfhGYWGhRMTojzOKEAwGpbgPELXIdCYwsLRr6+PnNZ2amkJxcbHgHuzJ43K50NDQAMMwsGHDBuzcuRMOhwNXrlyRLF/+bk1NDa5cuYJwOAy32y3YQzgcRmtrK5KTk7F9+3aZZ869YUTLAIZCIRw6dChusyJL9tKlS1BKoaysTJi4+nmQ4Mcw9RNPPLFsdXRm5pKtCkDag3Z3d6OlpSXOddSrlt2vrHrloUcVllv8iRSJTtax2+1wuVzis+uJcGZ3ZzkM5U6if8acL6CDqiQ40d8fGBjApk2bpL0Eb1T9u4mOz9czMzPxuc99Dl/96lexd+9e2Gw2dHV1wev1ym59J6Wrz9OdzjMSWSoczMXd2NiIN954Iy7zk25HSUkJvF5vXPSIu/7IyEjcMdnLl743FUZhYaEwLQlUUhnQnOe15Jxwp+Zvs1AREDXpWeiI1yAYDKK/vx8pKSmorKyE1WpFbW0txsbGhADW3t4OwzCwceNGtLS0SJhdVx5JSUmYnZ3F4uIiNm/eLDc/rYBLly4hEolIkyqKxRLNpCVdPhQKSRc8Yi4AJLv7t7/9rURxqqqqBNTVAXyGxXV3mgmEgUAAra2tAgpbLBYcO3Zs2et+N1n1ykMnYenYQaLn5veYdJaUlASn0yksQJptZrCR2n45ZWR+XQ/LJgrlEsOgotLPJRKJYHh4GO3t7bJQ2L/2XkW3ompra7Fr1y48/vjjiEQi6O3tjUPSdYBYt0j4+G7CeWW5PYYh7Xa7pH/T/crKypK8CR6XdVaGhobiFDaVXE5ODoLBIDo6OqTkJBPbrFar4CYUWpRKqbjC1/rc6PVP29raUFhYKDfkyMgIbty4AcMwhEezdetWpKeno6amBkNDQ0Ilb2lpkarujMQcPnxYXKNwOFokyDAM7N69O86i5TnpkSNd5ufnkZKSgsuXL4vrwnnlDa6UkgronL8XX3wRv/71r+X4dHeVUujr6wMA4Y0AEGUHAP/wD/8gCuXfdbTlwwgvGFv0sRanOTpB85Jijrjci+h+udn/1l0YHosNmQjs6f12BwYGxN/nTaBbEfwzDEOYm0T809LScOjQIdTU1KCtrQ09PT23Kb17PaflhHgIAOE6mC0mAHEZpqymrtf2oL+en5+P+fl5JCcnx+E/5p41OiajzwFdQ30M/H3O38TEhNTwACAhYavViubm5jj3NC8vD42NjVBKoaKiQghuNpsN165du40LFAwGpRshgVb9+pNrZBgG9uzZc5v1t7i4iOvXr8NiiRZKKigoEB4Qf4Mb39mzZ+W7f/RHfxTnbptdVD0So0dxrFYrXn/9dTn+SuXftfKgWUhiEf1pPeKhI9e8sfWFsZxSMbsA5htSVxh8HgwG0dzcjImJCZw+fRrp6enIz8+XvBAef3h4GJmZmejv7xesgePS/2imDg8PS1d3RipYOZ09dski1QFZXe4HNKakpKQIqMq8mddff10KzxAgtVqjTa7p9uhzZbFYUFZWho6ODimCTOVRWloKr9cruysLOyul4kBTXjvu1vo14I3MjGZaq6mpqaisrERSUhI8Ho/gL0CUvMZSfdXV1bhy5QpGRkYwOzuLpqYmiUrV19fHHYtlAIh9cKyRSATvvvuuuF9mYiJdmUAggEAggMOHD0MpJeer43Ls3QsAL7zwQly3Ql0YedExjf3798va/93vfifu0kpl1SuPRDvuvf6RCUkNPD8/L0AbL4hOtNGPp/MKzPySROQw3eowYw2UwcFByXB1u90oLCxEV1cXrl69CiCae+H1elFVVYX+/n6Mj49LRzydr8GbxjAM6S+SnJyMnp4eyaLMyckRlN7hcEg7SyA+eYxiXnz34spQqERYYIfAKUlStDyoHHlD8zoUFBSgu7sb69evlyQ1iyVaibyrq0vGyl4vVB5MBqOFqVt2VDgMdZIrsXXrVhn3qVOnpL0Eu7CNjo7C6/WioqJC0tZtNhsaGxsFj6BSmJycjOOVXLp0CSkpKZL2zusfCAQEh5qfn0dZWVmc4mOt1nfeeUfcPs6RDgSzVML58+fl+uTm5spv6RvD9PS0lJm0WKINrT7zmc/EWSq/+MUv7vkaJ5JVrzyA2yMuywGB+nMAkllLC4Sv6Wj2cruwbjkkAhb1nXk53MP8m8XFxcjMzITb7YbP5xMsJi8vD52dnSgqKkJ2djZGR0fF52eoUDerOQ6auePj4wiHw6itrUVfX59Uda+vr8eWLVuwdetWFBQUCFORf8vJ3RTHcnNmtVql1QN3yVdeeQVtbW1Sz0QpJSX4OJds1s0K6ozUZGVlxTWNWrduXRxWotcd4e6ruyU6Ac4wDAwMDEidW36WIczu7m6EQiFs3LgRhhGtV9Lc3AzDMPDggw9ieHgYV69eRWFhIfr6+hCJRLBv3z6xZPgbXBvmzclqteLq1aswDAMHDx6UhEd+PxAISBWxQCCA7du3i4XE7/M7bW1tsg62b98ex1uiRW21WiW5jhnagUBAWlTy8z/+8Y/veK3vJKtaeegK4W78Cop+c9GkI97BPre6VQEs4RWcdP23zJaJmYxFja9LIkIWIwODg4MIh8M4fvw4ent7xQphmK6vrw/r1q3D3NwcNmzYgP7+/mXPXQcjs7KykJGRga997Wuoq6uTZtT01R0OB5xOp1Qs9/l8cV3s7zSnic5Fx4l0ZcP3U1NTpXxjW1sbfv7zn8vnhoeH4+aISpBJbe3t7bBarXJjs7JZYWGh3EC8SczJdsudTyQSwfT0NMbGxgQ8rKiowJkzZzA9PS039vr16+FwOFBQUCAKfvfu3RgZGcHCwgJaW1ulFordbseGDRtEcVks0dajbAylX6NgMCgh3ezsbCHi8XwCgQCsVquEWuvr66V8gj5XHo9Han4AwFNPPRXX5pLHZLtSqzWadLlu3TpYrVY8/PDD4q5bLJa4spH3K6taeQB3T4oz/+mfW1hYkIY7jJXrLEheGDNNncIbwYx16GPT/yf6jL7AucvwpmBC1szMjDRo6ujowNmzZ6VBE7ECcwsIIMrQnJ6eFkKQjrwTa7Hb7VLBfX5+HmlpaZiZmcHs7CympqZw/fp1AfMShW31183v6XOkW3N8nUxGskVZ6Jf1RfnbkUgETqcT7e3tsFgsGBwcFKvB5XLFNc/SzW5WOdOBUb02LccbCASEqzI5OSnWKC0gn88nbFMqhcXFRVRXV8Pr9UqUib13/X6/hIqzs7PlOOFwGBcuXAAA7Nu3T+ZGD3GzPefjjz8u3+Mf+9oSu+Fvm6ntwWAQJ0+elLDtU089JWQ+zgXXpN/vh2FEqf8M1x4/fhzp6elSXGmlsuqVx4cRthNwOp1xdTkp+gIGlkxdPuZndBafLrqbxN8yf45+OEEzIFp3gWUCt27dKg2HRkZGcPjwYRw4cACGYUhPDh6DeAlv0tnZWQHQuGD4d+DAATzwwAOoqKjAzp078cgjj+Dw4cNYv349vvCFL2D79u3IyclBXl4ehoeH0dfXJwrADDrqrgBwewsKs+LRFQmxJpaR9Pv9mJ+fF7Sf8+12u9HX1ychW94I7DMCQIhbukvJ+eE1MlsiLHijhzwJtjKiQXeH/5XsAAAYpUlEQVRrfHw8DkOpiLWrZOMspZSAunqTbPJcQqGQ8HWogDgHVJItLS2IRKJFknTglBE4v98vrNf6+nosLi4iJSUljkXKTXFiYgI2mw1Hjx5FcXGxnLt+zYaHh6GUQnd3t2xAR48ejatUt1L5RCsPfedPNAlE1/Pz8yX7kyYrfWFgyW0x3wB8DCSORuif52/omtzMTLVYLCgpKcHevXvR3NyMnp4eWK1WKY04PT2N9PR0uN1ulJaW3nY+NHFTU1MxPDwsRYxHRkZuc/G4oN1uNzIyMtDe3o7r168LCr99+3Z88YtfxGc/+1nU1NQgLS0Nw8PDshtTiehMSbOVRjFbZ3oolee9uLgo/X0DgQAWFhbwyiuv4I033sDc3BzWr18Pr9eLzZs3IyUlRVybyspKDA4OSsKdDpqaw+4cm15AiVYePzc+Pi5FjoHorh4MBuHz+XDmzBkAUQYrd/22tjbYbDYcO3ZMWLVbtmwRkLukpATbt28XhZmUlISbN29iYWFBojEcy8LCAq5fv46kpCRpzsX3GWZNSkrCuXPnxIUivVxfR9PT01BK4cSJE/L9vXv3orq6Glu3bsWOHTvgcDiEcs+aqLdu3RKLsKKiAklJSVIoaSWy6pWH2S1ZDhzlY/296elpOBwO5ObmCi3aHILlZPICmn8vkbWSKJJiVmCJohmlpaXIzs5GWloazp8/j+vXr6O3txdpaWmYnJxEWVmZFHMhbmDOsmxvb8e7776Ls2fPwul0oqmpSUro6TcTx2i323Hx4kVcvnwZGzdulMhTIBDAzMwM0tPTcfToUXz1q1/FU089JeS1RKFh83zrz83KJRGoyrwX3rBM+Hvrrbdw4cIF6f5OnCQSiUjDpevXr+PEiRNobGy87frxOlGh6PlFFLYeZSiVPWfYBNzn82F4eFgAXypgt9stnJBt27bhwIEDcg5AtLBSVVWVpMLPzs7i4sWLsNls2Lt3b5xLSLeKpQeOHj16m+KdnZ2Fx+ORxmZHjhyR9VBcXIxt27Zh27Ztsk4YlTl48KBQ8J1OJw4dOoRHHnlEqqFFIhGpKKaUwjPPPBPnwq9EVr3yMMtyizlRJIZ+JhmPZuWh4yTLWRh8nbuvPtk6SHUn84/g386dO+Hz+XD27FmUlpbC5XKhq6sLbrcbubm58Hg8WFhYwIkTJ8S35+IiAFZTU4OMjAw88cQTSElJQUFBgYT29ObQOg6QkpKCXbt2CZOytbUVWVlZmJ6elozWUCiE4uJifOUrX8Ef/MEfAFjyl824h1kSYUPmudQJXpFINPOTUZlQKCQp+I2NjQgEAgL2keNy8eJFJCcn48UXX0zYpJxWBndv83jILwmHw2hoaJCevUDU/eHNPzo6Kuc7Pj6OwcFBwYXKysqQnZ2Nzs5OpKSkoL29XZqOEWuhYua5ut1uAIhzOy5cuCAuEJXVzMwMZmZmMDExgeTkZPT29kIphYqKCnR1dWFychJZWVlISkpCdna2tMdsaWkRnKugoAClpaXSE4hFntjGAYAkUaakpCQsQnQ/suqVx90W7XLvExCz2aJ9SGdnZ+PMb2CJkUczN9Hvmy2R5Y6lC60TouiM5CgVzWmpqqrCpk2bUFFRgf7+frjdbjQ0NKC0tBRFRUWorKyUCucc79zcnICdk5OT6OrqwsLCgrRsMKfzU0ZGRpCTkwOXy4WysjIopVBeXo7Ozk6UlJSgsLBQqs0D0UWemZmJZ555BgcOHEBnZ6ek4ie6Hma86E5KVOchcDclD4GFmnhjBgIBZGRk4Mc//jFsNhs2bNiAxx9/HIODg1i/fn2ce8iblb9LpaQLSxpYLNEKakwiJOjJ5lfnzp1DJBLBlStX8Otf/xpOpxNXr16FxWJBbW0tGhoaEIlEUFxcjIsXL8Jut6OgoEBwCR63q6sLkUgEjz/+OPr7+9HT04Ouri7cuHEDQ0NDAuTu3btXokyLi4uYnZ2F3+/HBx98AKs1WtyntrZWNsGcnBzMzc0J9tLS0iIuWGVlpbjTjHSxZw/LOhLQDYVCOHbsmLhFK5FVrTz0CEWiP2IKid7jbsLnzGyk6OBaIlM7UVQBSBwKNLs7Ohai12ZgjkZJSYmEZn0+H77//e/j0UcfldCgy+VCIBBAVlZWHNV7fHwct27dkgI6PT09KCgowI0bN+TGNPehKSoqgsPhkELDubm5mJqawpYtW2Sseg6F7gKQPTo2NobW1ta48LR5nhJZHpwb/fx1xaqHzBnpmJ2dlRoVP/nJT2C323H8+HHpu5Keno7y8vI4YFv/LeIbDJ/y/AiM8jt9fX2Sq5KRkSFAJMsD7NmzB06nE4ZhxFVsb25uRmNjI15++WU5R9b9GB0dhcfjQX9/P86fPw8AopgYxSEQ/sEHH8AwDNTU1MDj8YgLEQ6HJTmQG8/nP/95OBwOzM3NobOzE5FIBBMTE9Jzh7wT1oIdGxuDx+PBxMQE5ufnEQqF4voTE4AGIGUVVyKrWnl8WGEYLxKJSCKXOUWeyuNu5tudTHIg/iZJJFQwFku04TTpwV/5yldQUFCAhoYGVFRUYGhoCB6PB263G8XFxdKkua+vD/Pz83A6nYLUb9iwAQCkJ6vf75cKZX19fRgZGYHf78fs7CxKSkoQCATgdrtx48aNuN66rG9hLo2YnZ0tr7FaeFtbm5C9zPOw3LmbJRGWxOvBuqrcQXNzc/H2229LFMPhcGDdunVx2akcD7+nj0V3cdnImtfK4/HEKb/Ozk5MTk5iZmZGUvMvXbqE0dFR9Pb2YmFhATt37pTwu9frlazb559/Pq4qfSAQkDYUZLVSwY+OjqK7uzuudxCtFkZsiFFQkefl5WFgYAA2mw19fX2yEQaDQfzud78TYLiwsBBNTU3o6emBz+fDzMwMhoaGpK0kk/jo4j7yyCP3dM0SyV2vtlLq/1NKeZRS17TXspVSbyulbsX+u2KvK6XUXymlOpRSzUqpndp3vhT7/C2l1JdWPOL7EPq/bN7Mi6InEFH00KIuiTCNO90kiSwQM7YyOTmJxcVFfPazn8Xk5CSeeOIJVFZW4ty5cwCiDZXo4+pNlYuLi9Hb24uMjAy4XC5JJScBrr29He+88w5GRkYwNjaGQCCAEydOoLS0FJcvX8bNmzfR1dWFbdu2xSUJlpSUxEVoOPa0tDRkZmaiuLgYubm5qK6uxqZNmyRPyDwPZiVsDu0uN0/656lY2JZAT4z7p3/6JwEd9d8k50I/ns0WbVROVq3NZpMGSUC00tmtW7fE/WH5gPHxcfT19SEQCEjh4vHxcdy4cQOpqak4fPiwYEQejwfXr1+HzWaTZlq8qemCGYaBRx55JM4tpBVFev2ePXtuAy/HxsbQ1dUl57RhwwaMjo6itbUVk5OT6O/vlyJLADAwMCCWjMvlgtvtltB0cXGxECR5ruz1fCc3825yL1vF3wF4zPTadwG8axjGBgDvxp4DwOMANsT+XgTwn4GosgHwfQB7AewB8H0qnLuJbkonMq3Nj/nHC5yVlYWFhQXxac3m7t2iK3ruQqLP8fs0y/U0f90P162cPXv2YNeuXRgeHkYgEEBhYSH++Z//GUeOHEFGRkZcAh/bIRQUFCAtLQ2lpaXSz+Xy5cu4ceMGvF4v7HY7RkZGpDZIT08P8vLy8KlPfQpWqxWjo6MYGxvDBx98gImJCWlDwPHq5QKIzbz66qvYtGkTSkpKxP1h03D6+MwVSmS56fOk3+y6+2OuWWK2ZJhSPz8/D5/Ph1/+8pf42c9+Jr56JBJBVlaWuGskAhIQtVqtooxzc3OFd8NERJ57TU0NgKh10tTUBMOIFt1hFbW+vj4sLi7C5XKJW8WclZmZGYRCIalvGg6H0dPTI6ULq6ur8eabb8a5bDMzM9J17sknn5S0hYKCAhQVFUmmNFP1Dx06hNzcXOTm5sLlcsnmQQvid7/7Hex2O8LhMJ555hls2LBB3HaPxwOPx4OpqSmMjY0hFArh3XffjdssViJ3VR6GYZwCMGF6+dMA/j72+O8BfEZ7/b8bUTkPwKmUKgTwKIC3DcOYMAxjEsDbuF0hJRTd7DQ/T/SYz1k4lune5t2PJmSiXXE5y4K/nSiLEUhMoqLZT2VA/35sbAxvv/22lKpjHVD2Je3o6MDo6CgOHDiAlJQUvPXWWwiHw2hubobL5UJpaSkmJycFfe/u7kZZWRl27NiBhYUFPPLII+Kn+3w+qY5eX1+Pvr4+DAwMiJmc6FyYEk/TWs9Ytdls8Pl8mJubkybSPM9EFhwVv9m1Y/QqUViYc0xXhNXvWVyZ0TMmfzHxjMoDgDTettlsWLduHXw+nyiPnJwcOY+DBw/iS1/6Er7xjW+IpZGamiq5NQR06bJVVlbKmBcXF6XC2GOPPSZjJX1+enoaExMT+PM//3O43W5REPPz8+jq6pLWmAcPHpTCSnpqf3Nzs5DWnn76aTzzzDN49tlnkZGRgeTk5Dg33OfzIRKJSNKgxRJtxk2lQyayxRItptTd3f2xRFvyDcMYjj0eAZAfe1wMoF/73EDsteVev02UUi8qpS4ppS6xhoFZ7haBASDFaAhYEURN9F19YQO3g3x8TNF9a51boZ2D/GcOgW6N2Gw2bN68GWVlZUhLS0NZWZmUjWN2ZlFRkTTksVqt6OjoQENDAyorK1FaWoqZmRlp+WixWCQPpre3F1u3boXT6URSUhKam5tx48YNNDU1IS0tTRoghUIhjI6OxtXi1P/o2rE9YmlpKQ4ePIjHH38cTz/9ND7/+c+jrq4OycnJQjBj2n+iOTHPYSKFRaES0Jm9SinZ2Ykr8AYmTqCD2SykTL6ExWJBdna2sE2ZqTwxMSFV9b/3ve8hEokIy3NxcRE/+MEPYLPZMDk5iZs3b8IwDDz88MNITU2F0+kUJWC1WrF7926hfWdmZiISieDixYsAgCNHjgCARLZYY4Z09T179sQFAjg/ZKoahoGcnBxkZmbC4XCgtLRULDe6ROTAAJDftdvt0qeGkT4WZmpoaFj2GtyLfGjA1IjejStXX7f/3k8Mw6g3DKM+MzMzIX8jkZtidm+YcZmXlxfXFUuPrphDh4ksEUYw+FgXLtY7meEUsg87OzvR2tqKv/3bv8XAwIB07aJiW1xcxL59+zA8PIzFxUVhBX7rW9/C1q1bZQFNTEzg8OHDMAwDY2NjOHXqFEZHR/HAAw/g/fffx+nTp6Um6COPPIIdO3agqqoKp0+fxqc//Wls27YNW7ZsQWpqasJQtdVqxWc/+1l86lOfwgMPPIDa2lq43W4JAaalpaG+vh5/8id/ghdffBH19fVYWFiQSIH53BP918VcZ9VMk+d7ycnJkgRICYVC4t7w+vOasZjw3NwcsrKypOgQr9fc3Bw6OjoAAF//+tfhdDoRCoUkpDk7Owu32y0uJGuVZmRkCOZA7IDuD3N4/H4/enp6ZMykxRuGge3bt2NhYUHS8DMyMgTgB5ZaT9pstjgmKdfW+vXrpQk4EyB7enpEkTz55JMSnWJOE90hhrIZRFiprFR5jMbcEcT+e2KvDwLQedUlsdeWe/33Jmw8xK5mAOIWjV6liWLGPBJZFGb/nIsGQEIAiruIxRJt9FRXV4cbN24gJSVFUqW7u7ul3kV6ejry8vJw7do1jIyMCJjJHJ2CggKMjo4iEAjA4/Fg586d2LVrl7QNuHHjBvbv349Dhw5Jo+OTJ0/C6XRiYWFBuo4xqmG1WiWcrIc9dSWrszf1sCgXuN1ux5EjR/Dtb38bX/7yl6HUUik8KgXdfeOx9DnVrQwzrd98Debm5mRHJv6QkZEhm4T+WyQKJicnS80Oumv5+flwOBwSIt+7d68cZ2hoSBpDM7piGNEarPPz89i2bZtYkWyjsbi4iCNHjsg5sUrc+Pg4QqEQnnjiCRlfS0sLZmdnMTMzI8Dwgw8+GGelJiUlYcuWLZiamoprQkUuzvr160UZsTPf9evXEQ6HYbfbBZdKTU0V4Jjjotv361//OuE834usVHm8AYARky8BeF17/YuxqMs+ANMx9+YEgONKKVcMKD0ee+3eB7oMDkEzT39f53iwOC0vNHcKvYIYEF9FTL+AfO9O49FBx0RhX7pFSUlJ+Ku/+isJnT7zzDNwOp3YsWOHmLPEFw4ePIgdO3ZgbGwMTU1NsNvtkhlLhmhxcTE6OjrQ3t4uxXWZzHXhwgUMDg7i1q1bWFhYwKZNm3Do0CFpBanPFRWg/sd5MD/WuTX6/BOsczqd+OIXv4hvf/vbKCoqEq6CPl/6/OjWn66El6NNU1kRROX3iFVwTPwNclX0603XilXmZmdnMTk5KUAwIzXDw8NxHBFWEguFQti1a5ecE60XpRSKioriCjUHAgFcu3YNhmFg3bp18p5uDQ8PRxGAurq6uP40LpcLNTU1sFiimcjAUlaxzWZDQUGBzAlD9FeuXJEeOg/GWjToVep8Ph/6+/ulNQbd+5XIvYRqXwJwDsBGpdSAUuoFAP8XgEeUUrcAHIs9B4C3AHQB6ADwUwD/IXZyEwD+TwANsb//I/baXUVfzOYFrrsIuv9ntVol9m+xWDA9PR09WW0B08zVQ2vU7DSZedPfLdRoprzr7/Hm4WJ/4IEHcPToUdTV1WF2dhZnz56V+pUejwfz8/MYHx+H1RrtB5KRkYHU1FT09/cjIyMDVVVVeOyxx4Se3Nvbi56eHqSnpyMrKwttbW3Iz8/H1q1b4fP5UFRUJDsNAFRXV8eR6T5MqM48D4xu0Bo4cuQIvvzlL+O5556Lqxxvtmr4OzphLZFQudPi0b/H30wU3aGySE1NlWpyJIhRmpqaZPfntbp48aIU5uFaGRgYQGpqKvLz8yVvJRwOSz0Oujk6cN/e3i43N5s3cZ0GAgGcOXNGNjYW/zGMpWZZmZmZOHv2rMwvEFUiTqcT2dnZci9wXlpbW2EYhuQJkWHKZmEzMzNwOp2Ynp7+UICp+jBf/n2LUsoPoO3jHsc9ihvAyiurfHTySRkn8MkZ6ydlnEDisZYZhpGb6MN3kpVXAvlopM0wjPq7f+zjF6XUpU/CWD8p4wQ+OWP9pIwT+B871n/X9PQ1WZM1+f3JmvJYkzVZkxXJalceP/m4B3Af8kkZ6ydlnMAnZ6yflHEC/wPHuqoB0zVZkzVZvbLaLY81WZM1WaWypjzWZE3WZEWyapWHUuoxpVSbitYG+e7dv/F7HUupUuo9pdR1pVSrUuqbsdfvu67JRzReq1LqilLqV7HnFUqpC7HxvKyUSoq9nhx73hF7v/wjHqdTKfWKUuqmUuqGUmr/Kp7T/xi79teUUi8ppVJWw7yqj7Pejp6vsFr+AFgBdAJYDyAJQBOA2o9xPIUAdsYeZwBoB1AL4C8AfDf2+ncB/DD2+AkAvwagAOwDcOEjHu+3APwTgF/Fnv8zgOdjj/8LgP859vg/APgvscfPA3j5Ix7n3wP4auxxEgDnapxTRDPAuwGkavP5h6thXgEcBrATwDXttfuaQwDZiDLDswG4Yo9ddz32R7lY7mNC9gM4oT3/MwB/9nGPSxvP6wAeQZT9Whh7rRBRUhsA/FcAn9c+L5/7CMZWgmiBpqMAfhVbKGMAbOa5RTS/aH/ssS32OfURjTMrdkMq0+urcU5ZUiI7Nk+/QrRGzaqYVwDlJuVxX3MI4PMA/qv2etznlvtbrW7LPdf/+KglZoLuAHAB91/X5KOQ/wfAdwAwcSMHwJRhGKz+rI9Fxhl7fzr2+Y9CKgB4Afy3mIv1t0opB1bhnBqGMQjgPwHoAzCM6DxdxuqcV+D3WG9Hl9WqPFalKKXSAfwSwP9iGIZPf8+IquyPNe6tlPoUAI9hGJc/znHco9gQNbf/s2EYOwDMYqmcJYDVMacAEMMMPo2owisC4MA9VsL7uOX3OYerVXl85PU/7iZKKTuiiuPnhmG8Gnv5fuua/L7lIICnlVI9AH6BqOvy/yJaDpJ5TPpYZJyx97MAjH8E4wSiu9uAYRgXYs9fQVSZrLY5BaKZ492GYXgNwwgCeBXRuV6N8wp8RPV2VqvyaACwIYZmJyEKOr3xcQ1GRfOrfwbghmEY/7f21v3WNfm9imEYf2YYRolhGOWIztlJwzD+JwDvAXh2mXFy/M/GPv+R7PSGYYwA6FdKbYy99DCA61hlcxqTPgD7lFJpsbXAsa66eU1w/N9fvZ2PAnBaIQj0BKJRjU4A/9vHPJZDiJp+zQCuxv6eQNSPfRfALQDvAMiOfV4B+JvY2FsA1H8MY34QS9GW9QAuIlpn5V8AJMdeT4k974i9v/4jHuN2AJdi8/qviCL9q3JOAfzvAG4CuAbgHwAkr4Z5BfASojhMEFFr7oWVzCGAr8TG2wHgy/dy7DV6+pqsyZqsSFar27Ima7Imq1zWlMearMmarEjWlMearMmarEjWlMearMmarEjWlMearMmarEjWlMearMmarEjWlMearMmarEj+fyY4indI3VCJAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"larger_im = ndimage.zoom(im, 2)\n",
"plt.imshow(larger_im, cmap='gray')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"ndimage works on n-dimensional arrays, not only 2D arrays"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(11, 11, 11, 11)\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f8dc0b1d940>"
]
},
"execution_count": 26,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAP4AAAD8CAYAAABXXhlaAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvhp/UCwAACo5JREFUeJzt3V+o3gd9x/H3Z+ekiYlDnRZZk7LmousIsq1y6KoFGU2HdYrdhYwWKk4GuZlaRZC6m97uQkQvRAi1TrC0jFhYkWKVqozBCJ6mZTaJf0rVNjVds46pVNak+t3FedxODklzfH6/50/5vl8Qcp4nv5zfh6bv8/w5T56kqpDUy+8seoCk+TN8qSHDlxoyfKkhw5caMnypIcOXGjJ8qSHDlxpanefJLsvO2sWeeZ5SauV/eJGz9VIuddxcw9/FHv4sB+d5SqmVo/XIto7zrr7UkOFLDRm+1JDhSw0ZvtTQoPCT3Jzk+0meTHLnWKMkzdbU4SdZAT4HvAs4ANyW5MBYwyTNzpBb/OuAJ6vqqao6C9wP3DLOLEmzNCT8vcAzmy6fmlx3niSHkqwnWT/HSwNOJ2ksM39yr6oOV9VaVa3tYOesTydpG4aE/yxw5abL+ybXSVpyQ8L/DnB1kv1JLgNuBR4cZ5akWZr6L+lU1ctJPgQ8DKwA91TV8dGWSZqZQX87r6oeAh4aaYukOfGVe1JDhi81ZPhSQ4YvNWT4UkOGLzVk+FJDhi81ZPhSQ4YvNWT4UkOGLzVk+FJDhi81ZPhSQ4YvNWT4UkOGLzVk+FJDhi81ZPhSQ4YvNWT4UkOGLzVk+FJDhi81ZPhSQ4YvNWT4UkOGLzU0dfhJrkzyrSQnkhxPcseYwyTNzuqA3/sy8PGqOpbkd4FHk3yjqk6MtE3SjEx9i19Vp6vq2OTjXwAngb1jDZM0O6M8xk9yFXAtcHSMzydptobc1QcgyWuBrwAfraqfX+DXDwGHAHaxe+jpJI1g0C1+kh1sRH9vVT1woWOq6nBVrVXV2g52DjmdpJEMeVY/wBeAk1X16fEmSZq1Ibf4NwDvB25M8vjkx1+OtEvSDE39GL+q/hXIiFskzYmv3JMaMnypIcOXGjJ8qaHBL+D5bfzhH/+Shx9+fJ6nlFq57p2/3NZx3uJLDRm+1JDhSw0ZvtSQ4UsNGb7UkOFLDRm+1JDhSw0ZvtSQ4UsNGb7UkOFLDRm+1JDhSw0ZvtSQ4UsNGb7UkOFLDRm+1JDhSw0ZvtSQ4UsNGb7UkOFLDRm+1NDg8JOsJHksyVfHGCRp9sa4xb8DODnC55E0J4PCT7IPeDdw9zhzJM3D0Fv8zwCfAH59sQOSHEqynmT9zAu/Gng6SWOYOvwk7wGer6pHX+m4qjpcVWtVtXb5G1emPZ2kEQ25xb8BeG+SHwP3Azcm+fIoqyTN1NThV9Unq2pfVV0F3Ap8s6puH22ZpJnx+/hSQ6tjfJKq+jbw7TE+l6TZ8xZfasjwpYYMX2rI8KWGDF9qyPClhgxfasjwpYYMX2rI8KWGDF9qyPClhgxfasjwpYYMX2rI8KWGDF9qyPClhgxfasjwpYYMX2rI8KWGDF9qyPClhgxfasjwpYYMX2rI8KWGDF9qyPClhgaFn+T1SY4k+V6Sk0neNtYwSbOzOvD3fxb4WlW9L8llwO4RNkmasanDT/I64B3A3wBU1Vng7DizJM3SkLv6+4EzwBeTPJbk7iR7RtolaYaGhL8KvBX4fFVdC7wI3Ln1oCSHkqwnWT/zwq8GnE7SWIaEfwo4VVVHJ5ePsPGF4DxVdbiq1qpq7fI3rgw4naSxTB1+VT0HPJPkmslVB4ETo6ySNFNDn9X/MHDv5Bn9p4APDp8kadYGhV9VjwNrI22RNCe+ck9qyPClhgxfasjwpYYMX2rI8KWGDF9qyPClhgxfasjwpYYMX2rI8KWGDF9qyPClhgxfasjwpYYMX2rI8KWGDF9qyPClhgxfasjwpYYMX2rI8KWGDF9qaOg/ofVb+cG/7+adV/zpPE8ptfKDemFbx3mLLzVk+FJDhi81ZPhSQ4YvNTQo/CQfS3I8yRNJ7kuya6xhkmZn6vCT7AU+AqxV1VuAFeDWsYZJmp2hd/VXgdckWQV2Az8dPknSrE0dflU9C3wKeBo4Dfysqr6+9bgkh5KsJ1k/x0vTL5U0miF39d8A3ALsB64A9iS5fetxVXW4qtaqam0HO6dfKmk0Q+7q3wT8qKrOVNU54AHg7ePMkjRLQ8J/Grg+ye4kAQ4CJ8eZJWmWhjzGPwocAY4B3518rsMj7ZI0Q4P+dl5V3QXcNdIWSXPiK/ekhgxfasjwpYYMX2rI8KWGDF9qyPClhgxfasjwpYYMX2rI8KWGDF9qyPClhgxfasjwpYYMX2rI8KWGDF9qyPClhgxfasjwpYYMX2rI8KWGDF9qyPClhgxfasjwpYYMX2rI8KWGDF9q6JLhJ7knyfNJnth03e8l+UaSH05+fsNsZ0oa03Zu8f8RuHnLdXcCj1TV1cAjk8uSXiUuGX5V/QvwX1uuvgX40uTjLwF/NfIuSTM07WP8N1fV6cnHzwFvHmmPpDkY/OReVRVQF/v1JIeSrCdZP8dLQ08naQTThv8fSX4fYPLz8xc7sKoOV9VaVa3tYOeUp5M0pmnDfxD4wOTjDwD/PM4cSfOwnW/n3Qf8G3BNklNJ/hb4B+AvkvwQuGlyWdKrxOqlDqiq2y7ySwdH3iJpTnzlntSQ4UsNGb7UkOFLDRm+1FA2Xng3p5MlZ4CfbOPQNwH/OeM501rmbbDc+5Z5Gyz3vu1u+4OquvxSB801/O1Ksl5Va4vecSHLvA2We98yb4Pl3jf2Nu/qSw0ZvtTQsoZ/eNEDXsEyb4Pl3rfM22C59426bSkf40uarWW9xZc0Q0sVfpKbk3w/yZNJlup9/JJcmeRbSU4kOZ7kjkVv2irJSpLHknx10Vu2SvL6JEeSfC/JySRvW/Sm30jyscmf6RNJ7kuya8F7Zv4Gt0sTfpIV4HPAu4ADwG1JDix21XleBj5eVQeA64G/W7J9AHcAJxc94iI+C3ytqv4I+BOWZGeSvcBHgLWqeguwAty62FWzf4PbpQkfuA54sqqeqqqzwP1svKnnUqiq01V1bPLxL9j4H3fvYlf9vyT7gHcDdy96y1ZJXge8A/gCQFWdrar/Xuyq86wCr0myCuwGfrrIMfN4g9tlCn8v8Mymy6dYorA2S3IVcC1wdLFLzvMZ4BPArxc95AL2A2eAL04eitydZM+iRwFU1bPAp4CngdPAz6rq64tddUGjvsHtMoX/qpDktcBXgI9W1c8XvQcgyXuA56vq0UVvuYhV4K3A56vqWuBFluTfYpg8Vr6FjS9OVwB7kty+2FWv7FJvcLsdyxT+s8CVmy7vm1y3NJLsYCP6e6vqgUXv2eQG4L1JfszGQ6Qbk3x5sZPOcwo4VVW/uYd0hI0vBMvgJuBHVXWmqs4BDwBvX/CmC9n2G9xuxzKF/x3g6iT7k1zGxhMsDy540/9JEjYeo56sqk8ves9mVfXJqtpXVVex8d/tm1W1NLdaVfUc8EySayZXHQROLHDSZk8D1yfZPfkzPsiSPPG4xahvcHvJ99ybl6p6OcmHgIfZeGb1nqo6vuBZm90AvB/4bpLHJ9f9fVU9tMBNryYfBu6dfFF/CvjggvcAUFVHkxwBjrHxnZvHWPAr+CZvcPvnwJuSnALuYuMNbf9p8ma3PwH+etA5fOWe1M8y3dWXNCeGLzVk+FJDhi81ZPhSQ4YvNWT4UkOGLzX0v/ACaGiTrnqEAAAAAElFTkSuQmCC\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"a = np.zeros((11,)*4)\n",
"a[3:-3] = 1\n",
"print(a.shape)\n",
"plt.imshow(a[:, :, 5, 5])"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(22, 22, 22, 22)\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f8dc0909080>"
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"larger_a = ndimage.zoom(a, 2, order=1)\n",
"print(larger_a.shape)\n",
"plt.imshow(larger_a[:, :, 10, 10])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Operations along specific dimensions (for heterogeneous \"images\", eg timeseries of images, hyperspectral images, etc.)"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(11, 11, 11, 11)\n",
"(22, 11, 11, 11)\n"
]
}
],
"source": [
"print(a.shape)\n",
"print(ndimage.zoom(a, (2, 1, 1, 1)).shape)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Simple filtering"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Generate a noisy face"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f8dd2a4c470>"
]
},
"execution_count": 59,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from scipy import misc\n",
"face = misc.face(gray=True)\n",
"face = face[:512, -512:] # crop out square on right\n",
"import numpy as np\n",
"noisy_face = np.copy(face).astype(np.float)\n",
"noisy_face += face.std() * 0.5 * np.random.standard_normal(face.shape)\n",
"plt.imshow(noisy_face, cmap='gray')"
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f8dd294cc50>"
]
},
"execution_count": 62,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"gaussian_filtered_face = ndimage.gaussian_filter(noisy_face, 5)\n",
"plt.imshow(gaussian_filtered_face, cmap='gray')"
]
},
{
"cell_type": "code",
"execution_count": 74,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f8dbe1787f0>"
]
},
"execution_count": 74,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"median_filtered_face = ndimage.median_filter(noisy_face, 5)\n",
"plt.imshow(median_filtered_face, cmap='gray')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"More advanced operations are found in **scikit-image**:"
]
},
{
"cell_type": "code",
"execution_count": 80,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f8dbe0bdf98>"
]
},
"execution_count": 80,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from skimage import restoration\n",
"bilateral_filtered_face = restoration.denoise_bilateral(face)\n",
"plt.imshow(bilateral_filtered_face, cmap='gray')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Measures on images\n",
"\n",
"A few functions of ndimage return measures of label images, ie images where the pixel value corresponds to the label of an object."
]
},
{
"cell_type": "code",
"execution_count": 66,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f8dbe27fd30>"
]
},
"execution_count": 66,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"x, y = np.indices((100, 100))\n",
"sig = np.sin(2*np.pi*x/50.) * np.sin(2*np.pi*y/50.) * (1+x*y/50.**2)**2\n",
"mask = sig > 1\n",
"plt.imshow(mask, cmap='gray')"
]
},
{
"cell_type": "code",
"execution_count": 68,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"8\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f8dbe1a90b8>"
]
},
"execution_count": 68,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"labels, nb = ndimage.label(mask)\n",
"print(nb)\n",
"plt.imshow(labels)"
]
},
{
"cell_type": "code",
"execution_count": 73,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[(14.189473684210526, 62.90526315789474), (13.0, 13.0), (38.176886792452834, 87.71933962264151), (38.327338129496404, 38.327338129496404), (62.82135076252723, 62.82135076252723), (62.90526315789474, 14.189473684210526), (87.63387978142076, 87.63387978142076)]\n"
]
}
],
"source": [
"print(ndimage.center_of_mass(mask, labels=labels, index=np.arange(1, 8)))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## When to use scipy and when to use more application-specific modules? "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Reason 1 to use scipy**: because you already know it! No need to learn a new package.\n",
"\n",
"**Reason 2 to use scipy**: scipy is application-agnostic, and therefore does not use any kind of magics specific to some field or application "
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0.00756979063792973 0.9893152589107008\n"
]
}
],
"source": [
"im = np.random.random((10, 10))\n",
"print(im.min(), im.max())"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0.25461834492269475 0.9230514714938244\n"
]
}
],
"source": [
"im_med = ndimage.median_filter(im, 3)\n",
"print(im_med.min(), im_med.max())"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"65 240\n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"/home/emma/travail/projects/scikit-image/skimage/util/dtype.py:135: UserWarning: Possible precision loss when converting from float64 to uint8\n",
" .format(dtypeobj_in, dtypeobj_out))\n"
]
}
],
"source": [
"from skimage import filters\n",
"im_med2 = filters.median(im, np.ones((3, 3)))\n",
"print(im_med2.min(), im_med2.max())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Reason 3**: ndimage works with n-dimensional images, even for a large number of dimensions: very generic.\n",
"\n",
"However, if you need to use more advanced operations, it can be better to use more specialized packages."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"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": "3.6.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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