{
"cells": [
{
"cell_type": "markdown",
"id": "3455773c",
"metadata": {},
"source": [
"# graph2dfit\n",
"Fitting a TGraph2D\n",
"\n",
"\n",
"\n",
"\n",
"**Author:** Olivier Couet \n",
"This notebook tutorial was automatically generated with ROOTBOOK-izer from the macro found in the ROOT repository on Tuesday, March 19, 2024 at 07:08 PM."
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "9b9e60e4",
"metadata": {
"collapsed": false,
"execution": {
"iopub.execute_input": "2024-03-19T19:08:53.107717Z",
"iopub.status.busy": "2024-03-19T19:08:53.107365Z",
"iopub.status.idle": "2024-03-19T19:08:54.207283Z",
"shell.execute_reply": "2024-03-19T19:08:54.206112Z"
}
},
"outputs": [],
"source": [
"gStyle->SetOptStat(0);\n",
"gStyle->SetOptFit();\n",
"\n",
"auto c = new TCanvas(\"c\",\"Graph2D example\",0,0,600,800);\n",
"c->Divide(2,3);\n",
"\n",
"double rnd, x, y, z;\n",
"double e = 0.3;\n",
"int nd = 400;\n",
"int np = 10000;\n",
"\n",
"TRandom r;\n",
"double fl = 6;\n",
"auto f2 = new TF2(\"f2\",\"1000*(([0]*sin(x)/x)*([1]*sin(y)/y))+200\",\n",
" -fl,fl,-fl,fl);\n",
"f2->SetParameters(1,1);\n",
"auto dt = new TGraph2D();"
]
},
{
"cell_type": "markdown",
"id": "a14ba8bc",
"metadata": {},
"source": [
"Fill the 2D graph"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "cfd6e464",
"metadata": {
"collapsed": false,
"execution": {
"iopub.execute_input": "2024-03-19T19:08:54.212304Z",
"iopub.status.busy": "2024-03-19T19:08:54.211969Z",
"iopub.status.idle": "2024-03-19T19:08:54.781825Z",
"shell.execute_reply": "2024-03-19T19:08:54.770335Z"
}
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"****************************************\n",
"Minimizer is Minuit2 / Migrad\n",
"Chi2 = 4.25425e+06\n",
"NDf = 398\n",
"Edm = 5.85197e-13\n",
"NCalls = 45\n",
"p0 = 0.574556 +/- 0.109977 \n",
"p1 = 1.72367 +/- 0.329932 \n"
]
},
{
"name": "stderr",
"output_type": "stream",
"text": [
"Warning in : function:f2 has 24 negative values: abs assumed\n",
"Warning in : function:f2 has 24 negative values: abs assumed\n"
]
}
],
"source": [
"double zmax = 0;\n",
"for (int N=0; NGetRandom2(x,y);\n",
" // Generate a random number in [-e,e]\n",
" rnd = 2*r.Rndm()*e-e;\n",
" z = f2->Eval(x,y)*(1+rnd);\n",
" if (z>zmax) zmax = z;\n",
" dt->SetPoint(N,x,y,z);\n",
"}\n",
"\n",
"double hr = 350;\n",
"auto h1 = new TH1D(\"h1\",\n",
"\"#splitline{Difference between Original}{#splitline{function and Function}{with noise}}\",\n",
"100, -hr, hr);\n",
"auto h2 = new TH1D(\"h2\",\n",
"\"#splitline{Difference between Original}{#splitline{function and Delaunay triangles}{interpolation}}\",\n",
"100, -hr, hr);\n",
"auto h3 = new TH1D(\"h3\",\n",
"\"#splitline{Difference between Original}{function and Minuit fit}\",\n",
"500, -hr, hr);\n",
"\n",
"f2->SetParameters(0.5,1.5);\n",
"dt->Fit(f2);\n",
"auto fit2 = (TF2*)dt->FindObject(\"f2\");\n",
"\n",
"f2->SetParameters(1,1);\n",
"\n",
"for (int N=0; NGetRandom2(x,y);\n",
" // Generate a random number in [-e,e]\n",
" rnd = 2*r.Rndm()*e-e;\n",
" z = f2->Eval(x,y)*(1+rnd);\n",
" h1->Fill(f2->Eval(x,y)-z);\n",
" z = dt->Interpolate(x,y);\n",
" h2->Fill(f2->Eval(x,y)-z);\n",
" z = fit2->Eval(x,y);\n",
" h3->Fill(f2->Eval(x,y)-z);\n",
"}\n",
"\n",
"c->cd(1);\n",
"f2->SetTitle(\"Original function with Graph2D points on top\");\n",
"f2->SetMaximum(zmax);\n",
"gStyle->SetHistTopMargin(0);\n",
"f2->Draw(\"surf1\");\n",
"dt->Draw(\"same p0\");\n",
"\n",
"c->cd(3);\n",
"dt->SetMargin(0.1);\n",
"dt->SetFillColor(36);\n",
"dt->SetTitle(\"Histogram produced with Delaunay interpolation\");\n",
"dt->Draw(\"surf4\");\n",
"\n",
"c->cd(5);\n",
"fit2->SetTitle(\"Minuit fit result on the Graph2D points\");\n",
"fit2->Draw(\"surf1\");\n",
"\n",
"h1->SetFillColor(47);\n",
"h2->SetFillColor(38);\n",
"h3->SetFillColor(29);\n",
"\n",
"c->cd(2); h1->Fit(\"gaus\",\"Q\") ; h1->Draw();\n",
"c->cd(4); h2->Fit(\"gaus\",\"Q\") ; h2->Draw();\n",
"c->cd(6); h3->Fit(\"gaus\",\"Q\") ; h3->Draw();\n",
"c->cd();"
]
},
{
"cell_type": "markdown",
"id": "e195c3b1",
"metadata": {},
"source": [
"Draw all canvases "
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "d6cca1cf",
"metadata": {
"collapsed": false,
"execution": {
"iopub.execute_input": "2024-03-19T19:08:54.802469Z",
"iopub.status.busy": "2024-03-19T19:08:54.802077Z",
"iopub.status.idle": "2024-03-19T19:08:55.638220Z",
"shell.execute_reply": "2024-03-19T19:08:55.636724Z"
}
},
"outputs": [
{
"data": {
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GLyQSCd6UUCjk8XiUv8LX6E+offxPsE30J7hnJ08IAOlYMs/0Q0k74Fv4rzMtqzsW+Sl1GF1OGrH8DE9XhJkzHxUxAZkNuia786BoCm79+vUAMzjwJRwej4fbLtA+4PF4dOsE2oj4X9evX69SqaDdQLcghUJhYmKiSqVC84FCoRBaEkKh0OCzf4eSWvDIdwLDIQ4vBqAzYeYq5s1kdhLK0EiILkPokW8hMTER/TqgFEHp0rQ/SlijVpkof6WoI1RE3A/Qz88Pn1vLy8vDBTIvL0+/QRFMAyJ++tCDYebMR60JSN9O6D1AwYNCmEjLuK032tvh8/kqlQpaivB3x+PxOrVERDAtiPjpCkPCzI0IYgISAABCoXD9+vV4DlLDelsga4/SMovFkkgkcN4V/nhxt1LodtFRIaRnsiYYL2TNTyMMDzPvajq/OERWARlFj6z5gXb7DMqM2glPPp8P5yf1aFwikfj5+cFxIX2FCIVC9Cd4XNgHdBL0MwHhwh5Z2zMByMP4n3QyzNyooU/MAsMNjdKOaZwx44Kcc4OAclhDKImt8Y0GPSj57jqMLiett1t+JhBm3hl0jCDspLlATEACwVCoDZ3sEbru6N0zrl4nfh2dzESfgi+MevVOb+U21GBZtHQwRAIJhA4hxdKb9aD4UcLSpc/XUoYvhEKhWCyGXr5qY9jRZ/G3eC5Q1DKK60ez6HCHdevW/fTTT+vWrdNjCKYvflrUjph3ejelH3QTUEUyonUXPbXmR+hS1EoCRT+67tB4YAnA1nfxeBLtTrb0HC58LEkpwMJaErEc7ihNzMaNG9988039+m+a4tdRtUOfgi96p3mnCwY3AQGZBe0udPkJEDTBYmWodfXsEf9PKA9ICSgWmBTL82lYcKHC/wc0xUJpB9avX08pOUkfi+69xZUeNgjNvo0bN+oxHBMRPz0mM4l5Z5DD6QfuUwOICdgJ8JsR/nxtwHA6AoTu5NlTnp98Pn/9+vW4Gy1QVyWjK46LhArPKUq/9uAWlIsOaL4g6ZYfahy/sMHzbsPoEB9//DEAQL9pT2P1I9LPMxOYiuuUWufMrjtKt4G0sDsPatSw2qPZ+O2p/dF9AW0EpnLZ9yAUl04tEG9PJmBq3p56TGYS866rMZS5RkxAPeDz+ZTgtsT2qjHE7OtBNM2REhgFo8VPP89MwEiR0AOjUG5DdQlvh6wC6gLybgC61fNk0ejqHvZOSAi8scCs9Gb6TWbS5wAZKBIvRMsojGI4hpqcQU85BmzTVElMTETeBEgI+Rpqw5IzSSDg9Lz4URz/OvRBYxQJCqYxCtCVJqABGzcl0Mo/cgdAc55oI0niTCBoogeerA1l3hkjxjUK/TppWBPQsG32WsgJ7CS6O7xADOj2Qr47PdDlpHWf5affwpVpGEamMQodISYgM2HyyjGhQ3RDVENvoAMOL5QpFLURRXDhXe+kO0bh4vFCTGMUnYc4gjIKEuRuGuBeTvQ7rd73XoPTPT3pzFF0FT8YVoneoghEqHx4fh0taXU03b9MzDnTqEeB6LzMEEdQAsHg4KGc+BIv2oLizTuT97KT4KHouFsywLyU8Uh2CpSNFGdmlLwtUWvK0Beiq/hJpVJUi0v6fFpxitkHdMi4SnG2NkaRMDHzrkuH00UmIJFAQu8EVzhcXVDaMzT9dvr06Z7qIaVjeM/h6w5l+8QVDo9k7UwmI33i/ChKrhaUV4IeVGTU0y+mat5pH04nZaaLTEAyC9ohSHiffjAwYj2Rlsxa7Q0ZKl+P6B+U4USsGgPcjhySQbtu0aULT6KmCbwdvemwwwtaa83Ly6OccfxhBHYdv1vRf3XM92IwjQhChN7DMdSoDe4IyvxLiDmQU6Q3jApax4UBT3qJtqPbcl5eXvd3D0GPt8FlD5cuis6hP9H1Dzd54Xg7E8zTgZsRxZMFn3EGmIyj7dQjab7xMcSX17jiEOhomv7Wezj0DzL2zDC2YwyBnB+96WiQA6Q7Qx06s+5lquhywXfHT0KXZaQefH439vvC0aNHz58/LxKJ5HI5h8Px9PTcu3evs7Nz58fVdWemi2IBAbFvNGDsF3kPwnzxI9BhSpwfMqd03KdLv2mTmcmUyWQikSgnJ8fBwcHS0lIsFru5uZWVlWVkZKxcuTI9Pb17TqN+GCp6nbIK2PkGTRjT8MwiEAxF990pdL8rdcX9y8TuiYMHD546dWrfvn0fP37c2tr6ww8/2NjYwD8plcrFixe7uromJSV18ihGdNKICagdI/oqmQYTLD+DtNPbeOEFz8SqDp13ZDexOAQEGs6SJUseP37M4XAuXbqUmpqKlA8AYG1tnZCQsGfPHplM1p1d6tl2iCMowVRR9TIMNeQXntjuED89lAz2vqOfMtU4BPq4Lly4MGzYMKFQKJfL3dzcKB90c3NTKBQ7duzohk4a6gwbqh38XBHPfgKBoInuED8ddVjtB7Xcv0zMvNMyHMq45HJ5Q0NDRESEk5MTh8MpKyujNFVaWspmsy9evNi1PX4eYgIyHBLnRyDgMHHaE4d+/zJV806X4chksvj4eDc3t8bGxhkzZsTFxYWEhGRkZCiVSrSPUqnMzMwMDg4uKCioqanp0s7jEBOw+8GjmynBzvTMF7pPBxEIvQGmix9yXkD3L6P+9XbIWs3MzMTfymSyiIiI27dvAwCKiooAACUlJTdu3Hjw4EFMTExhYaFCoSgsLIyNjS0pKREIBLW1tV01DK0QE7B7QOkzoMjh2aQoGXcJBAIdfao6UHKVJr6oqoPuz93ap/6M9/7VIfOuoKBg8eLFHA4nJCSEw+EsWrSooKAAAPD5559DJxexWFxTUyORSLhcblVVlaurK5vN5vP5HA6Hz+fb2dmlp6e3tray2Wwul9sNo6NATMDuASkcfJuXl0dPsUQgEDShT1UHPz8/PC03/0VVHV442aK7NhjF/aszi5EFBQURERH19fUSiaSmpkYqlTY2NkZERBQUFEAnl+Tk5LFjx3I4HG9v7+Tk5BEjRly5cmX+/Pm+vr5///vff/rpp82bNw8cODA+Pn7p0qVdMjydYbIJyPBLSHeQ+EkkEpQ7Su2eLBrd1EVT5N3o1ehfT/eFoCf6VHWQSCT49o5WdeikowpjTUCDLEYmJyc7ODhkZ2cjhcvOzh44cGBKSsrFixcjIiIoUQ1QF//2t7+98sorAwcOPHToUGFhYVBQUFtbW1RUlEGGozdMNgGZeQl1CPQAim/UYvDp4QtOUAtF8Ij+GSn6ZHhBsytayklAIVR7fzGIo4qqpzMad1GmmGPHjkkkEorCJSYmLl68WKFQqI1qqK2ttbOz++yzzwoLC3k8XmZmpkAgCAsLc3Fx6eRwDGi6GeTkGDAdDGDAJdRJUCJjtemDKRsJhgJJXU7SDvT23ejV8C3BiNBf/NSWouhQVYdOQrlZdw90qTPg0e/cuaNW4SwsLGxsbGBUg7e3N/4nGNVw7969mpoaKITV1dW6L/XpOBzDqk6Pt0MZtZFmP6EsrtOTznd7j0wfivLBF0T/jBR9vD1hMSN+ezldSmmJxM5V1+0oXbqE082hhEOHDmWz2fS4vfT0dFtb23/+85/x8fGUqIb4+PiFCxdC3xYohFqUT+/hGHzisWfbUWsCGvssKKGroSsf5S2Z/zQumJjbU+/2Qedu0/Spv+5n0aJFjY2N2dnZ1tbWcItSqXRychKLxQ4ODsuXL7e1tU1ISHBzcystLY2Pj29raxs1alS/fv2EQmFsbKydnd3mzZspbeo9HPoHjdRI0gRlOCY2Ohxc2k11jF0EzO2pSfkQlB1gbk+8Cq6hUn2aPN32M2RoejM90NuLgSFR83CeKjo6+tGjRwsXLty7dy+M2wsKCoI5zJydnb/44gt3d3cU1dDQ0ODq6nrr1q2ZM2fC8L6wsDBPT09N4+o8xAQ0Xoifi968UPm0/OlQUgujauESEIxOb6bfsbTfv7p5JvOFwKQtXC7Xz8+Py+Xu379//PjxeXl5wcHBQ4cOjYmJ6devH8ph5uzsvGnTJrlcLhaLpVJpYWHh7du3CwsLAwMDS0tLX331VS8vr6KiIi6XGxcXV15e3nXdNpTqGFa99IbSDVPVP4IusFgZ6B++XcclPaSUlI8TmAbTM7zogVoTkCHmHQWZTCYQCGpqalDc+o0bNy5fvpyTkwOD/Nzd3R89ekTPYTZ58uTk5OTQ0FCxWJydnV1UVMRisZRKJWpHoVCsXLmy6wo7MNCHRe8Pws/CF8Q2IoDnzTUVWKnjp3B1hC0Qm4/JmKD4gfZZY9wEZOYdTSQSubi4bNu2DUX1HT582MPD49SpU/Dttm3bXF1dW1tby8rKKDnM7t27FxYWplKp/Pz86O3AD6alpXX1EJg5gfnCYyEooW8mbPOR2PbO0CFPTuL5YhSYzpofoJl3zL+diUSikJAQSlSfQCAQiUTobUhIyO7du9PT0/EcZtevX7927ZqXl1dcXBws6U5vJyQkBLXTdRiFCfh8YpPnBK+LusFAyJpfN6BFI+nzqISexYjX/HRcvWOsF4NcLtdSjQ8VZIDRe/369du0aVNRUdGCBQsWLly4devW69evw+nNVatW6dJOV8MoE1CL2pG7P6EDGOiqJlOgDMT4pj31WL1jpgnI4XC0VOND4Xr4W5FIxOFwKNObL8vlurTT1fS4CUhRO0BsHYKB0CN6ncx8Mh+mT3sa0DmTCSYgZTjjxo1LTU2lxK2np6cLBAL0dvv27ePHj4euK2KxmD69OTUkZNy4cRnh4fSqfqgdGEfRPVk/us0E1D6ZSTSPAlnz6x5InhdjQc+SRpSULtpLGun+9K1F6gxyL+spE1DtcORyeXFx8f3793FPlrlz5xYVFc2cORM5tlRUVBQXF0dFRXE5nHPnzsEatjKZDMVIBAcHX7x4UWZvP3fuXNROeHh4SUnJ3Llz4+PjR44cKRQKORwOjKaAH++6wXadCajfZCa53UOIHdxRdPfzJBgj+pQ0ggnMILqUNHohXSR1muhqE1BHa5XD4TQ3N8fGxuKeLO7u7uPGjZs7dy4qzhcbG9vU1NTS0CCWSFAYQ0RExIoVK1CMhFQqbWhslMvlgYGB8IMPHz6MiIhITEyUy+XDhg1zd3eXtH/80aNHXRoFQT8PnWykk0t35HZP6Ax6W3Jk5pPh6FPSCIIksJtLGhmErjABOyrhMpmMx+Pt3LkzISEBxq3L5fJ///vfra2tMIBPLpcLhcKUlJQ333zzwDff4Ot8ffv2tbS0xBf/jh075u7uPn78+Pnz51+4cGFITU1WVpaLi4udnd2wYcNSUlLQnjt27NAlCqLzJ0e/r1V3z0w9Wu5kCwSCLpCZT6Ogw2t+OiathuKH38XQn7rHvNOFzpiAnZdwkUjk5OTU3NwMpz3HjRtXWFg4Z84cOO0J30ZHR1dWVtLX+X788cfExER6bb8TJ070799/z549Idu3Hzt2DEbH6xIF0aVPJNrPsO6TmZ1Urx6/3noWsubXIYjdZvJ0WPzwJT2KCqI/4SWNGL7SgExAHW8KBpyhFYlEK1asyMjIQNOePB7Pzc3t9ddfR7OXtra2MplswoQJ+Ae1x0gsWrRIJBJxuVyFQtG/f3/tURA6DsfgqqPfZKahriKTEYDExERdVuIhDP8lMpNO2nBEQZmMPt6e8DcGf109XtLIIGiaBe06ewgJGEzXWVRUtGjRotra2k2bNn366adoFnTr1q3Nzc2UMAbtMRJjxoxRKBQnT55ks9k1NTXaoyB0HI5BphwNOJlJTEDQLm9I5LSsxBM6SudFi8x8Mh/TKWnUedTOzXYdXC5XIpGg4rTFxcXTpk3Dt0DCw8OvXr16/PhxvMjRkiVLWltb9+3bh2+MjY21sLB4+vTpV199pVAoOBzOX6ZNe2n48PLycvqeaosfUaB/Zbp/iRR9YuZXr2k4zL9WEVDqkJc1DsAmY4xoRD0Oi5UB/TwNZfahdmCdo052z+TptmuV6XF+3QBu1XXnvJBAIMDTVXt4eKgN+7t161ZraxXmhVYAACAASURBVOv8efPwxJ6tra0NDQ14jERkZOTNmzfv3LlTWlqKHDvr2trOnz/f0NAQFhaGR1PcvHkzLCxMj7A/7SdH98lMQ10PxASkLDRogUWjG7pnjBgqwoEYfwzHiNOb6YcuM5mdcYTRnbCwMEq66pdeeumPP/6IiopCW1auXFlXVzdo0KA+ZmYoHMLOzi4lJeWLL77AFwvt7OxeffXVxsbGAwcOIMfOb44c4XI4r7766uDBg9HHbW1tBw8e7OXl1ZmwPxZWCUGPyUy0A0PUyxiVAC40wP+1rMQjVDS6pZvGigGli6z8MZPeMu2p39G7us8ymSwtLU0kEikUCjabHRIS8scff1haWp44cQJu8ff3BwD069dvx44dNjY2MTExSqVy27Zt+BzmyqVLG9vavvnmGzabLZFIxo4dix+isLCQz+fL5XKpVKpSqfz8/OAWiUTi5uZWVlaWkZFRVlaWnp7u7Oz8wuEzdjLTsN+UUUwSooBatAYPN6JlP4C5vRjFiJgCiwUMJ35Q+fDy7gZp1oTptmvVNMUPHavzB4W3+67uuUQi8fPzAwDIZLKUiIgvTp1ydXW9c+eOQCBIT08Xi8VQ0mQy2cqVK11dXUNCQtzc3C5cuJCZmvrjLz/L5YohTk73Kiqghwve8m+//RYaGnr16lW5XM7hcAQCQXBwsIeHR3V1NUz7qVQqY2Ji2Gz2pk2b6GOn+AGpncA0yMlhyN0ZDZkJnTEgpjeirgCt9gEifj0HWfPT80DwBTp3nT+JmhxBDYufnx9MV+bp6Zn07bcsFmvs2LFFRUVr167FYxWcnZ1RbSN3d/f4+Phms6disaSmpub7Y8fojp0ymSwqKorFYuFFbiMjI4cPH44SXtPD/vA1oRdOZhrqMmXIBKYJKwRZ6tOdrluuI4WNmIMRr/l1XRwCna5eBZTJZAEBAXi6MpiZc9OmTSNGjMAlDYZGSKVSHx+fMa847M/OQSt8K1asSEhIwP1ldu7caW5unpubi2eHsbGxmThxIn70sWPHKhQK+tId6MgpJT4sDIcs9fUg0P4jhY0YRa8oaWQQusgEhA2KRCIfHx88XdmJEyc8PDzKyspeeumlzMxMasWG8PBff/31/ahP8NQtq1evbmpqmjVrFvKXycjI+PjjjynpXRITE3Nzc3FHlcuXL7PZ7E7eHE3MBCQQDALx+WQsTJ/27E7zThc6aQJqGo7aUuwoXVlFRcX8+YF/hjr4+5e3tdFTtzg7O6ekpKhUKujYOXv2bHwfJHXQzquuroZS19jYiBc/6jzEBCQYKaSMQ69CT/HTI6+SLs1qkTrm3Mv0MAG1D0d7urLY2FiJRNK//4BnsQo8nm2/fiNtbd9++2166paWlpYrV654e3t//fXX9+/fBwBwuVzKZCa08y5evIiiBktKSsLCwjp4GjRCTECCUUNstV6CPuIHI4oMmFeJyVKnCS0mYEetVV3SlcnltStmzDgybdrB1167aWm558KF7777js/nL1y4sKCgAO6vVCqhVZeXl/fee++pVKq1a9euXLmysbERdQAWy/Xz80tJSXnnnXf4fH5aWlp+fr5IJKJE+3VeM4gJyCiIw0vPQqL9mIaelh+9aB+9wpEmmDaTqTfIBESOkWg75cULEXh6airFDiVQKpX+3tLyzcCB61ms5uZmmMNFKpUeOHBgwoQJsA82NjY+Pj4//vgjMrUnTpxYXl6Op3eJjY0tKytbvHjxw4cPhw4dKsFqBMIifwb8UogJyCiIw0tPQUxJZtLZNT/taod7VaCNRmTeaYEyok7GpoTduFGmVC4OCMBVqqSkZNmyZZmZmcuXL4cbGwE4e/bs8ePHx40bx+Vyx44d29jY6O/v//bbb8+YMSM6OhqWgEBF3gMCAs6ePdvU1IRXx01PTz9//ryVldWuXbtwL1BY5E/tKDopG8QEJDAcFisD9O5no16IPuKHl2vXnldJe4iYMaLJvNPdEUZNRk0Wy7myMl0mc21rQ0nIrK2tY2JiUlJSSkpKtm3bBgC4d+/et99+e+nSJfysWltbb968OS8vr7W1tbi42M7OrqCgQCAQoKgJiURiZWU1YMCAI0eOyOXyzZs3u7i4ZGZmpqamvrDIH6KTXx8xAQnGArHSeg/62Csdyqv055GMMMcEq+OZYjTtKZPJRCKRSCRCmVbCwsKcnZ3x503pmDH/e+21yj599u/fj382LCzMzMzs+PHjt2/fpudwgQUcfvvttx07dsjl8qampoEDByYnJyNtUyqVixcvdnd3hzlc7t+/7+TkpKkdlPlF7Vg6+SUa6hro6mvJGK9V7aideiEgDFXJQRN4hQeS50U73fbrM830Zvqhh9Rpagc8f4uRyWQCgcDFxQWmJXsuo6aLi8zR0aWyEm/hH//4x6xZs+bPn19aWpqZmXn79u0RI0awWKysrCypVEqpeVRYWMjj8eC8KHzg0JThE9Z8yAwP33/1qkRdOzALKP2EmCqaBmh6Aze9ERmWrhY/gOU5I+KnHZMSP4Y7tnTRucabjY+Pr6mpgdlV4BalUonPOvpOmTJs1KiIiAgojWvXrq2pqblz505TU1NwcDAAQCaT5eXleXp6mpmZ5ebm4omtFy5caGNjs3//foVC8fLLL9fX12uy6uzs7MzMzGb7+la1tCiVyhMnTmgv8qflzJi2CWh6UmF6IzIw7fcoIn49Trddq0ac3kw/us3XFF8FhDHstra2yP3Hxsbm8uXLbHv76Jkz5/z976+OGZOWlobcT7799lsHBwcfHx+FQnH8+PErV64AAMRi8fr16588eTJ79mzkF7No0aKHDx9GRkYCAEpLS/v06aMpasLe3v4rL69xE7xa7fusWbPGxsaG4gXaoWg/Q60CMsSHhawCEgBZ8Otl9JZpzx48uiaVVSgU7u7uzU1NgMVCdRsQcBLylVdesbS0ZLFYubm5VVVVAoFg6NChffr0ycrKgjWPfH19V61a9de//lWpVAYEBLS0tLS1tdGtw3ffDbRnmbnW1j40M9t+7JiNjQ2lmtLSpUujoqJcXFwoPX/hSWOISWHYbjBkUAaErPm9AIOWMVILWvZjgXRi+WnBpCy/7g+tZVooIYfDuXz5MmVjaWmpt7d325MnWtK7OA8cePXqVei9IhKJXFxctm7dCh1bxGLx/fv3HRwcTp06Beuz19XVrV27Ni0trW/fvoGBf6ZDmzNnTlVV9ZjAkaIrV1YlJZ0/fx60J8g+evRoVlYWAMDKyoqifACAMWPGvHBoDLG9GNKNbga6m6GkE3jeJU2Jlojy9RTErGQaJjXtydhMMQKBICMjA8aww1sVTE597tw5c3Nzjeld7O2HKZVIGin5P/38/GD+z4yMDD6f369fvz179rz55pv29vbjxo1ramri8XgwasLKysp/0eSSC9WeXl4zZszw8/MbOXLk4sWLuVyun5/f6tWrvby8vv/+e3RoFCZYVFSke6l301AvhlwwuoDcqmElSOhojftadzTREoHQqzC+qg4Ippl3WggLC6urq1uyZAnUGy6Xu2TevEpLS7lcvnz58r/85S+7du2ipHeJj4+fPX36+9euQWnUkv+ztra2X79+cXFxo0aNgm6lCoVi69atd+7cycrK8vT0rKiouHXmwfUrt1gsllgsvnbt2rBhw+rr61EgIIvFsrKyOnDgAGh3TMXDBFHyF+1jJOrVzaCEujweDwCQl5eHthDZ6xhGZe4TDIXxiR9jzTu1QM2YMWPG9evXKysrkaK0trXVKRQjhg/39/eH8em4+8ncuXObm5ufmpvPdXHx8fH56KOPLC0tteT/7N+/P7IOXVxcUGmkoKAgWBqpoanJzs4eFvbbt2/fsGHDsrOzkX/N8ePHbW1tRSIRl8v98MMPhw4dihdXQslfdBwyQ9TLuCYw9QDZdlDwJBIJmv9Uuz+LRvf11Rgg05K9Daav+RmReUcHWlEAgFmzZo0dOxYvKrvvyJHhVlYTXn31yIYNn3766YQJE8rLy9FEJZvN3rx585f79zs5OVlaWj569CgsLCw4OFgkEtENxPHjxxcVFbm5ucXFxdFLI507dy4iIkIsFn/yybPif2rLJ6WkpFy5cmXHjh3379+/detWVVUV/lctyV/oMES9jOg60Q84z0kx8rQYfCoa3dBJAh1SOIkh6F/SCCU2620ljXQnKCgIepFkZWWFhoZS04lt3577889lSmVKeHhxcfGTJ0927tx57NgxqVTK5XKFQuHjx48TExMvX75cXl7u4OCQm5t76dIlvFatv7+/XC6HQYEwRTWaGkXrdn5+fn5+ft7e3q2treBF5ZOg9cnhcHbu3En5q4uLS01NTYeGzxD1MlUTB2VZQsVVUMYl+Br/VRKYADEuGYWe6c0o1YuQ/sEXEEoSy66LmGYI9AQxXC5XLBaPGzcOAKAp8LzIzW3T6NH36+u///57PAQ+JiaGzWavXbsWFjySSCQw/u/8+fMoPmH8+PEikWjUqFHoU05OThKJZMCAAZSEMpGRkRYWFrt373Z2duZyubA1vDMwsqKsrKysrCw1NbW4uPibb75xdnbWmJWtG+n+y8M0Lkgc0xuRQUCJXUB3KdOzgAfyXWiG0aEO6BkTl7deWNIIoslIxW0sLYHnvtXVuT//jCd/AdhMI1zSQ86ic+bM2bRpk1wuP3HixNixY1977TWkfPBTwcHBkZGRO3fuxFf+4Kpe3759d+zYAZ53PYUolcrIyEiBQAB3TktLs7KySk1N/fbbbwUCQVVVVUedXzSdIv0gJqBBIEt9WiA2WS9E/3p+yLzrVSWNdFRumUy2ZcsWNpsNNU+t3mzfvn3FihXfff+9lnlIWNIvLCysrKwsJiYGTXju+HxHXV3dypXUxYOpU6c2NjZmZGTQV/U++eSTjIyMwsLC4ODgW7duLVy4ELUWFRVVX18fFBQEd378+LGXl9cXX3wREBBw5swZNpvt4OCgn/OLllOkBwwRUSOFLPUxCPIIwgD0ET80sQl6TUmjDq1BomgB6KICAKCrV3R09P3798PDw6dNm6bFjROmHHN2dk5PT2ez2ajgEZfNVSgUbW1t6IhwhW/hwoU3b9709PS0sLCgNAjV9K233vLw8CgpKbGxsUGt9e3bV6FQjB49WiaTxcTEeHp67ty5k8VixcbG5uTk1NfXI2uvo84vmk6jfjBERAkEvSEmJnPQc9oTragDrLARfGECK+2dnJhF8QYffPAB1IyqqqqtW7eam5sjvWGz2enp6dAdRiAQpKam/vTTT6gFOA85Y8aM7du3w32cnZ0TEhICAgKgfZaVlQXdYW7evEmPzDMzM4uKiqJMTj6bZf0Lb3lgYFFR0f79+1GamPLy8tdeew0WAiwtLUXtVFZWJiUlRUVF4dYeFNHc3Fw9TixD1MvYH8UIhoI4XvZmektuT10wVA+hnwvM1VlQUDBhwgQ2mw1dVBYtWlRUVPTdd98h5xeZTJaSkrJnzx7oUbJ8+XJ/f/8tW7aoVCpbW9vq6uqQkJC33367tLRUJBIVFRUNHDgwMTERFX+ora319vZua2tLSUnB/WUWLlw4atSoLVu2oC3+/v4DHQe6LnytYOsprr194ubNbm5uqGTSsGHDFAqFvb09pfTE7NmzXV1dFy9eHBgYKJfLZTLZ1q1bv/rqKxcXF5lM9q9//SsyMlIP/xeGXAykpFFvp+tTetIhPi/a6bZr1bwbjsHMWSa6c6ZBzjglluDIkSMAgIqKinPnzsE0VFwut6yszNvbWyqVDh8+HLplisViqGfh4eF5eXmDBg0SCoVffvllXl5ecHAwm82eNm3agAEDBgwYkJ2dDcUJOn8GBgZmZ2eLxWLKCh80wRctWgQVbvv27Uql0nbW+DK7fhWPHnmOH8/n86Eew/XI6upqPp8vkUhQO9DPs7CwUCqVHj16dMKECRKJZMeOHaqnTwcOHMjlcsvLy5OSkvbs2QOTYndIAvGqDp057Z38eK/SA9PwLzMdWCyifz1Lr7P8uqEbeCwBl8uVy+X4ET/88MOSkpKTJ0/K5fIZM2aw2ey9e/fixta8efNsbW1ra2tBH7NPNmy0sLD4/PPPs7Oz8WCD27dvwznnX375xdfXV1McxZAhQ+7du8dms/38/J4+fWr+/ht9lG05f4+B+0skEqjHAIA7d+68/fbbp0+fhu3IZLIVK1bY2NisW7cOqvJHH31UV1dnZWU1fPjwkpKSoUOHhoaGwj9t2LChqakpPT29m0MgDAjlqmDItWpATG9EBqDra/ipZV60xbPpVvKNqIPRoQ5GRI+EVSDfTmgF4n+SyWRXrlxpaGiA62qXLl1at24dxWjbuHHjDz/8APqYHT54yMHBISYmpqysDO6fk5NTUlLi6ekJE4TGxcX1798f+ZTiQH+Z4uLirKysxYsXW1hYnDt37ou5/9en5Qm73b8GKh90lvH29kZpYr799tuUlBQzM7O9e/eiYInDhw/b2Niw2Wx7e/thw4alpKT8ma1m3z49XEApdHJ6gKwCEvSDeKD0WkyzknvPPufKZLKVK1e6urqGhIT4+fnhlh9e0l0ul3O5XE1G288//zxt2rT4+Pjr169D0xA6trz88ssCgQCaXBkZGbdu3bKwsID+NXgBv6CgILlcXlxc7OHhcenSJblczmazQ728ykaPUFbWDGBzd+7caW1tjbdpYWGRkZHx9ddfw52Dg4M/+OAD3JiDgfAszdUHKUpvjMArx/TsJNMbkQHoiQU/gFt+gBh/ajApy6+rQx2YFjWPRyZ4enoCAFCEH55XE6Zu0RT8Pnr0aLg/Mg2hE2lycjKectrc3NzOzo4SRzFv3ryGhoY1a9a4u7s/efIEWo1SqfRRnz63LxQFLViE4vySkpKcnJySk5MdHBw++OCDlpYWtHNLSwslnt3Nze2J1uqDHc1/phZiAnYRJMj9OXruPBxKaiHmJhMw4jU/o3iY/XbatIBff/X19d2+fTuXy3V1dcVNvbi4OIVCQTHa5s2b19jYCMPJcdMQdyJFQJPr8OHDJ06cyMzMhD4sfn5+lpaWSqVSpVIdOHAAX1B86623xowZc/fu3adPn0qlUmjkjR8/3tHRUalU7tu3j55ibdOmTehYPB7PzMxMfXY0Hk+uUHTZiexWjOLS6hCmN6LOwmIBAFgg/VBSS48cn/h8asKkLD+DwDTzTidYrDm//goA6Nu3L5/Pd3V1pazPweB3vJjRnDlz5HK5h4eHSCTCyxhpT0i9ZMmSrVu3AgACAwOtrKyKiopam5tPnz69fv16yoJiUlLSV1999eTJk+bmZmTkubm55ebmJiQkqE2xBt/ClDQ+Pj4rVqygZ6vJDA8XeHtLPT2B4Zx7e9YEJBC6A3KV9hxGU9LIqJOiTWxrW+TpeeLEidDQUFw5nJ2dU1NTq6qq8OD33bt3r1mzRqFQLF68eNGiReHh4UqlUsscKZvN9k2JCBYlyhWKnMOHsx0db92+fe78ebpYymSy/fv3AwD++9//nj179tChQ3V1dd7e3v3791coFJqU9c6dOzAlzY3r1wdwubJbt27duhUZGYkE+x+LQy4/UR2pqPArKuJyOGvXru1o8k+1dPKLNsbrhNB7IDOfPY7+4gfTWIPuKmlkRDzrPKb3YTdulCmVGQcPvvHGGyUlJcuWLUPKsWLFCrlcvnDhwujoaBaLtWLFiv/85z+enp4HDx6USCT37t0zNzeHpuHy5ctTU1MpJld6erqvr29TzvlWBxsAgHTMGL+rV+X9+t2rqKCIJfRtefjwISx+hGepzszM1LL66Orqyufz7z54bG3ff83vv7tWVd0uKbl+/TqqPmjeUssZ8urBQ4dqamokUqni119hs8QEZBRkze9PyEkgdEb8UIgYqudAqXOke1OmYd5pEWyRu/vZmzd/OXZs06ZNt2/fvnfvHlKOyZMn7927d+XKlQcOHLC0tNy2bdvdu3dRgjGVStXa2trS0sLn87OysoqLi/GE1LGxsWVlZX/729+KLl5Wfinlstl+RUUcDmfh4vnDR4wIDg7GrUyRSPTyyy+npaVRSrRv375dLpcvX76cPpkZFxfn4+MDfXYaa6uvFRb85d49AIC0vr75lfcVtbViT88wLy+X2prD//kz8mHbiROu9fVpQUGG+hKJCagJmFawQ8+gJnw2Ogw5Fb0bPcWPz+cLhUJ8S28rafSCUbRvLHj1VQDAGRYr5/DhsWPHOjs7Hzp06L///W9eXl5oaOjUqVNXrVrl4uICHSknTpyoVCp37dqFhOTAgQPu7u719fWLFi365JNPysvLR44cieZIa2pqbt++LRQK+/fv36ZSiSWSmpoaqUTypKHRcfDgB431paWlyAtUJBIJBAL6qh40+/z9/Skuo6tWrXr8+PGgQYMcHBzGjx8fFxd3/fp1iVSqUKlWOjvn/Hc1AMDv6lXRlSshqan0Or2iwkJAO0WGOuc98nGmAXUuMTERPoZ2/hmU0DOY1mVpROif2Bq+ZlpJI0oFXYPTsfIOjo4fu7kBAHJzc8ViMYwEpxheMDb84MGDLi4uP//8c3JyMkVI3n///by8PDabHRMT09TUtHjxYrlcfuTIkddff53NZh88ePC999577bXXDh0+jFr+b8ZuO+chjQ8fDwMAZtN++eWXtfjLLF++fOfOnampqXjhiIaGhilTphw/ftzDw6O1tXXr1q1wgXDbiRNWDg7JY8YAAF5eflmuabGwtrbGzg7+sIkJ2BUgO4/H46GNuj+DEnocFkjv6S70avS0/BITE9evX48eMOHGHixphGr6oNQnBvG50NNIZbEAANIxY0Tu7nlnzgAAbGxs8Ag/yLlz5wICAs6fP8/lcvft28dms7Xo0wcffCCXyxcsWAD9Xy5cuIDK1WZmZkZERFAkc/MHa385fdq+sfHrr75SKBQeHh5a/GXkcnllZWVkZOT8+fPv3LkDk8LU1tauXLlSoVD88ccfu3fvHjZsGNRpa2vrhE2b9ly4IHN0bFD1Y2taLGSzuXV16GxQTmMnISYgaK8mhspK6zLjQqFbukkgMBQ9LT+pVCoUCuGDZ4+XNIKJKK9fv46Wym7cuLF8+fKjR4++8LO4pahF6nQXb5lMFj99Olx+S7tyBS6Y4YEKuE6/++67NjY2OTk5V69e3bJlixZ94nK5AIDAwMCmpqbZs2cjKdUeAvHB5ctF1tYL3nrLboRbUFCQSCSirOqFh4ePHz++pKRkyJAhLi4u0Ox7//337ezs0tPTW1tbJ02a1NjYuHr16oCAAIlEgjf++ZgxAIBQT8+M8HBKs1HCnT5vLuEuu4nObEdPo3aICQgAgNObeFlpuF2TCqpodFtXmQVRfQIAwDTSm8XExPz+++8w+STcAmvxPH369OrVqzATNCXnMl5IiM1mh4aG0vfRA5lMJggIcLG2DklNhRnIoqKipFJpeXm5p6enRCIZMGAALOMQEhICd9i1a1dZWVlhYeH169c//fRTesx7ZGQkl8vdvHmzUqmM9fe/P/oV1f1HR48exYPf1Uad8/h89n/2BiV/VqNSbfvhh6qqKpR0DZZ62LBhQ0VFRd++fYuKiqZPn15XV5ebm5ufn+/n5yeTyXbu3JmRkQGzac+YMePq1asoHdobb7wRGBgIVCp5ba3M0XGls7OrtXXI9u2w2SjhzvqqcsVrwj8ypz13drogc3QXFYUwipBwXOSgEIJ2H2z0Frm9GMWIugl4O3pW0SWjp4LcAclzpoFuu1aNNcMLPs+jJfWJVCrNyMgoKytDNQcGDx68ePFiSv28I0eO4Pt06OgA/PksGT99OlQaXIZtbGwiIyOtrKwUCoWdnV1tbS2lZl5MTMyNGze2bds2YMAAij5FRkb27ds3JSWltbU1Mzy8pLHxs+rqmY2Nzc3NSPDUpon524qQPjY212e/XbckSCyRwJMjk8nS0tJEIhEs3Qcl//r167Cs7sWLF21sbDZv3mxhYREVFWVlZYUKB/7f//3fw4cPy8vLm5ubZ86cKZfLPT09k5KSqu3suHV1I0N+canJKfjxP7UKBdveXuDtHXbjhktlpZoTR7sAmHlTZmavOoPpjUh/GCV+qhC8PwRAMrxogr62B2v9aJr3Gzp0KPQrgQXQZTLZ+PHj8WLlDQ0N9GLlOh2dw4nj8WSDB+OzKBTXR5lMtnHjRgBASkrKrl277t27l5GRQVn5gy6XFy9ezMjIcHBwQElBodfJAA6nrLR09OjRPD7/5iuvpt+9O7q0tKm5edy4cSjmD6aJiYqK+jMEwt+/rqKi0ne6dVMT7pDi7Oy8adMmuVx+7Nix2tra0NDQ6urqAwcOVFZWlpaW/utf/+rbty+PxwsNDW1ubs7OzkYeNDk5OR4eHsHBwRKJ5PHjx42NjUqlEq3qPX7ieMn+fbPAgkkhh+S1tZtPn0bKx112E/57NlrajJOhrnKyCvhCyFIfgYDDaPGjuG7CObeamhqxWHzt2rX33ntv165dixYt0lLTh8vlQnW5cuUKaM8NjVfqgdK4Z88ePJUXAACwWJR/ssGDBQEBNb/88kw4253+ZY6OAADHgAJ5v3640qDeAgCg0DY1NWnR6bt378bExFRVVa1du1YqlYbNmTNlxIjk/PzmrSm81B3s/+xtHj0GisrK8eOLi4vv378PIxPs7e2jo6MrKiqQZFpYWDQv/VeNHVtpZcVRd3KcnJxQ9PqgQYO+/PLL6urqrKys/paWZmZmV69epTudRkREZGZment75+bmDhgw4M6dO3+Z9TYce83ukfD//Ix5+FGQ5sEd/jyx6ujZhNS9wSrq7Ut9BMLzMDG9mSbXzc2bN0MXx7KyMrwEwXvvvZeQkEDNNpmZKRAI4NtnNQfs7UVpaa+//rraDJZoH8BiwRyVFETu7i7W1tt++OG5aG5r6zR3d8eAgsojPpz6elxpoNBu27YNAAD3P3r0qBaXls8//7xfv37PBIzHs6uqSr9716WykltXa1F8A31qIwAAIABJREFUrXZp8OmI1Vw2O2769FlVVU1NTbGxschGDAwMHDp06C+//JKVlTXP2/uGQgHAsxM+Yf4CukPK9u3bQ0NDxWKxXC7fvHnzyJEjt2/ffrGg4ONffnmDz6crNMz/Ces2WFtbb9iw4ddff21pbpo70gvXPwiuefCfLl86MQEJ3QH5fgntMK6kEW7eQYPp0aNHQfPn+/j4/Pjjj3379h0yZEhAQMCZM2fs7OwcHBw4HM6aNWtaW1spqU9KSkrCwsJgm6WlpcOHDdvk46MCIDg4mBILAW/rRUVFbHv7z8aOhY6aXDZ75pz34Z0dAOAYUJB29aqmaO7KIz5wyyxf38S1a6HSiMVi+gxncHBwZGQkXYqWL19eVVV1seL+qHHj/7pli/1X+/5aU+NSWen19T6b/+zu8+C+pN3cvGFjs6lv32nTpu3bty8hISEsLCw0NLSiomLHjh2jR48OCgpKPX7c1dra8ZfTsP3KadPLlMoYf390cvz9/SsqKsLCwlCOHtAemaewsXmiUCBLGn8KcXV1nTFjRn19PTpjF8+fndDPLM3dHTXiGFDgGFBgUaNwDCigfK3aJz9xiAlI6HIY+C0TVe52mDLtiWY4kcGEDKz58+dzOZyRI0dyOJympiYkivX19TCHpLOzc0ZGhouLC8oZZmNjA504AABKpfKLuLghjo51bW30tJag3fD6KiHhdV/+GfYImCdFIpU+bamfO9wT6p9Nn3qFphlLGM0NAADgwu+/qywtlyxZwuVyz507N2PGjLi4OHx/gUDQ0NDw1r9CkBQFLFhYVFS0d+9ePo+nsrKznLfgya3bdUuCoAC7fXeUY2n5Dbb8tu/IkRYbmz59+ty4cSMqKkokEq1YsYIuyecPZAMAyue8feW9xekyGZvF4vN4HA6Hx+f37ds3NjYWnhxEaWkp295+v7Pz4La2JUuWbNiw4ebNm5SnEDabDU8aPGP37t0rMzPLuXsXSp10zBjUGnoagEBFfO7EwclkdTDEBDQ9yJofQ2GgEvcOetjbUyaTiUQikUgEfS8FAsHhw4cPHTo0duzYb7/99sKFC+hPvr6+jY2N//vf/+gF5/z9/fl8vkKh8PX1dXBwqK+vf3nAgIRNm+7fv//SSy9lhoffs7Mb0Ni449gx+mcTEhJWrVrV8OjR/cePx7DZnx05cv78eejJqVQq33o3bFJdyabTpwEAHA5HqjaigMczY7EEXl5B5eVvKJVeXl62trbr1q1zay+2LhKJysvLoR9pYWHh3MDAoX7+lw7tVdTWIt/I246Of4/b6VBf45C908ZxcPKaKPhxPz8/TY6sPB6vj7n5t0eOaKoFD10x0Ub77NOvVvzxu9Mon1MHXrlRtO3ECdw7dNby0Ml3S9OvXBFLJA4ODitXrrSzs7O2tk5LS6OctH79+jU0NJiZmWVlZc2fP18mkz2xcjsv3idXKDhstsDLK+zGDefnXT0dAwpG2Pz269731FwWmi+/HnRQND3fSNMbkZ4871rZ496e8MWzgAfyBQEAmB/qgMLbYTgBinAHWIKlP4+hIc4PznDiQW+iyMjLjY08Hu+LL76AmhcUFCQQCFpbWzXJAI/Hs7a29vDwuHTpklwu57DZS6dPf2BmliuVwsqus319j//8M3L3xz8LK60rlcppw4f/cuvWlKlTs7KykAyHhYVVVVXx+HyFQgEAmDnn/act9cdy0nDNWLVqVd++fUNDQzPWr69ubZW3tQ0ePJgiGDY2NmvXrt20aRMM1Pt91OiCmQtrF06XeHr6Xb2K+mOffdpHfOBpfV3uF7vgx+VyOV7MFgG1raio6Ouvv87IyJBKpWolOczbe+KTJ/98f1Ptwulw+8StX1wfMsqhvuaV9I14ZF5mePh5c4vGwBW/rVoADyeTyTw9PTXp7uTJk93c3Nhs9syZM+Pj420HvZa0MeKZ2IeHlymV6TKZz+vHAAAFv74lcncXXbmCpPGo00fVLQOeMw27+ELX47dkelJheiPSB2T1MkP8IH9G+5EvCADA8FCHjmbUVb/mx2KJgoJc6urwGc6U48e5XG5ZWRmaanvy5MmaNWv69u2ryU+ytrZ2woQJzs7O8CM5hw8XPH4sb2yEM5xSqZTT2Kgx/6RC8fKgQbdu3kw5ePDmrVsPHjzIycnB50UtLCxqFQo4q/nlmRyrymv44tnixYuLi4sfPXoUExOzXyI5eOxYfn4+PdMYAEAkEsEIhPN9LO9M9odqRFE+AMClnP3Ja6LQx7XX8Bs9evSWLVvee++9Dz/8kLKImJGRMWvWrF1Xrwb8+qtZ6Dv+S0PWzprFZbMvxC43C33H9dyJDQ0NbBaLx+fDiVA7Fuub366VWI1Aucrs7Oy0OKZaWFgUFxfPnTv3xx9/tLKyOnYojeIEtHTquwCA/hZVgSO8alSqHTt3wpnkc3bD7Mq3Fvz6FuVKoF4b1CulJ1cBCaZGe4Qfi5XR0115HjIj3b3oI36dyqiLggdoUXEAAGtr608//fSnn36ihCLs3btXiww4OzujhNFisfjVMWMOHz36Zwvff6/ls+yHD8XtMtm/f/+kpKRn6Zu3bXN1dd21axfb3h5OHjpXVuKLZ3w+39zc3NXV9dGjR87OzhKJpKysTG1JWACAQqH421tv2bFYDwNjK8xehhvts09DzYPYNjfSlxUFAgE9JxnuyCoQCKqrqxcHBCBJXrNmzZUrV2xtbZ8VapdIwP3yX2tqPt2yBb592lCfYGsbduOGatd3E7d90ZJ0CkXmjZ0TlPGi2rn29vbW1tZjxowRCoWZmZmp6pyALoizAAAjwPeOA+0PFBUFBwe7ubkdPHgwPTnep08T9JGB3jF/XhWaIauAhK7gUFJLj5t9zyDPZz2BnuKnY0ZdLVl0KVFxCORSD9+iUAS1MrBx48bx48eLRKIhQ4ZAB061hXvU+lhujIv7i68vHrqQnJyMQt3hcb/++mufGcHoNn170KA9DkllT5/OmTNn3rx5sPOvvfYalN6hQ4eqFQwAAJvNvltRsfn06YfWDmhja6MNmpD8379XNVja0JNEh4WFlZaWzpo1S5Mja0tLS01NTV9zc+TsU1NT88orr+zYsQON6+iRI+ZWVvv27YMKlLn+/2CERmujzVXOc/OlJePeRq6hamvnQsv+s88+27p1q4uLi0ZzXKFwsrpbeTu/P9sWGfEKhSIiIiIgIUFUWEh3B9XiAoPtQkxA/SEOLwQCjj7ip3tGXTVZdNtfUKLiEHgeZwiUw8WLF1NkYO7cuZWVlWvXrkX31lWrVsHbMSU6HvpYRuAS4u9f/vjxivBwtTF/6LguLi7JV3L7W1SNUX0FQyBaxDPnTpwoFotDQ0MzMjJ+/PFHXGsFAgG9JCwAQODlBQCw3l0AAFAu+3O5S+boiLJgm4W+M3vatMy4OPzjDg4OI0aMcHJyQgHsFEfWOGHiuFdfTU5Pr62tPXbsmFwuz83Nff/99ynjSk5OvnLlikQiyc/PX7Zs2YzwcFFhId4TyEObAdC65aHauXPnopM2a9as6urqjz76yMXF5dy5cwKBQGN6AXv7N++nWllZ0Us4nThxQlFba9OnAdCcQgEgJmAX0tuD3Hvll07Qgv5rflD5QMerOsjKy+Pj4rhstqeXl9qgNzSnB4FyOHz48FGjRr300kt4PMOePXvefPNNdG91dnaeMWOGm5sbJTq+paWlprp6gEr1bMaSx+tjZSWTySZMmEDpGxTaa9euxcfHu7q6FhUVTa+udq9NHaW8KW4Pkxg6dKhCoejfv39bWxvF9IGZxiIjI/8UjCWrAABhN25QDmS9u2BQY5XA2bkGK0Jr09BQKJfPXbkaryhbWlq6efNmWMNv6tSpjx8/rq6uftb48tDHFfdWhIc7OTlxOBwnJyftRR6GDh2am5vbv3//rKwsK2trFKGB41xZuen0aYVC8XLklpZ5awCLhXR38uTJ27ZtO3r0KIz88/Pzmz179po1a6izsuHhAm/vzEuX1MyIhoRkZmbas9mNT2yR8j03/wmICUjoShj+1ROF7kb0tPwQoL22LXwNDUEtc6F/xrBLJGlpaRYWFgsWLED3+qCgoJs3by5btgztDyubBwcHx8bG3r59e9myZSwWS+zpyWKxPvroo1GjRqE9Hz9+fOvWLQsLC3yebeXKlTdv3swMDw98+eVNp0/La2vFnp7y2tp+zc3Nzc2a7M4PP/ywqqoKpTEDT56UAgAD6r29vT///HMOh1NTU2Nubk6Z53R2dk5PT7e0tOS1q+zkB7cBAGqzPC/O+YSSMmbHsWOvWlubK+ueuaLweP3790d23pw5c9LT0x0cHFDjPvfLkYRDo9PS0lJ7XSRra+vExMS8vDwPDw88EAIBzVMAQPEgD+7vP79UV1dRUTFp0iSpVLpq1arExMSampqcnJw1a9YAALKzsy9cuLBw4cKTJ08ik7qksTGovFzLnLZgwgRc+YAmE1DDjUAqlRITkGBqMFyVTZHuLmkUHx9fU1ODyhrIZLIdO3ZkZGTAsISlS5feuXNn8ODBeFmD+vp6hUIxd+7cZcuWhXz46aSqm2svXeLW11NiAOLj4x8/fpySkoKHGYSFhVXJGx48lh++edWlsrJ/1HUAQHXyK1w2e9z48S4uLmlp1NCFO3fuQA8aelDgpk2b4Jbw8PCrV69OnDjxzp07XC43OTkZb2Tu/EWeimp/uRz6c7IAUAHATioEACiin62xWe8usIp+Q20ABo/Pb0k65fGw+NanEeojC/n8o0OHwsa5bLZEKvX29pbJZLAihLm5eXNzc0pKCt6l2NhYOzu7zZs3g/ZIiSFDhty9d48yE4u/ZScVsjbwJWLx2LFjYeEIWJIiOjo6MjISD1BJSEh48OBBeXl5k1IJwxbfHJX68OpKiboYDD6ff9XKCj4NUJRPoxCqVEBdSGhYWJiLi0tXXMCmFxiAy7yJDU0nGBnkAHlW2wFQYxB7LUyP89PnSCyWSqXSVH5IIBDs2rUL3sRR2R02m+3r6/u3v/1twYIFpaWlURt2WpUXPst42X7TR41oKWyE7rYAAJmj4+ejR39+7pytra23t/ewYcOQ0GZmZt6+fbuwsPDw4cPTpk2jtyOXy+Hb33777Z///Of48ePv379fXV09YsSIiIgI2Ej8hx9WNbXl3Ch2qayEglcb7S0ZM4ZfVMROKoTiZ727wLalviqUrymGz0GUV29hG/lVtEKlokSj/3VZmJmVreTLz+EWv6XvP1XW/7AnDRbbS0tLy8nJ4XK5tra2KSkpaFwlJSXIgoRjUSgUMAqeInigXaGdtvxy/4NpKOxv5cqVZ8+eFYvFMBoEPr5AEx9WT2Sz2Tvy82eOSmXb1vc3P9faeLu1tfXE852f++4i96a65FOn6JeHRuVr/9YEzs4uPj5IcSmVqjoJ5fdmROIH511A+2IEwCKR8HBbIxpRl0DTFeaKH+jt+sfoOD+90bIiZWlpuXPnTqVSicrunDhxImjKFJaF7YcffODr68vn8SZV3YTKBwAY99cleL5m7Wtddo2N8C28hypaWqB5hOeG5vP5dnZ2sbGxSqVy9OjRattBPqjQx5LL5RYXF9vZ2ZWXl6OVSPcnT6DyAQAcWh6vOhoOAIC5ysKOhsNkaRYK88ehfE3+PvZsdr2FrXKZz6S2tjKl8q//CkPTwn9dFtZ4/+5XuYfhzta7C0rGvd1YeQ/uY29vP3/+/CETfV1GjLRwfYWvIdlbZmZmcHAwKkhkoTC3UJjTv6yKD6Yh71NnZ+fPPvsMnmGRSDR37tyPP/4YZR7fsGHDRx99JJVKlw0dOsThoZliv5vielxcnI2NTVjYn51/Z85y1QNZ1LVr9GNpUj60FvgsqzgWEgrdZ5At3jtXAfl8/vr16+Fr6IaG17B9cdwRgVEY50VovHSr+GmJHrt79+6VK1dwZ87/fvzxbyqLEbVVLBarqKgI+mizAOgfdb1/1HWZU2ABsEIh52VlZRrXuuzthy+/AD8F76HRu3fzeDw+n3/48OGEhAS5XA7rGwiFwqTUz318fLT7oEL9CAwMTEhIGDNmzCgbm1NisYdgl9jTU65QZPluh8rn/n/SgT9svm5tDWBJI6n0ho3NcheX4ZtPwjYFXl6R/6bGEmSGh0/6x4LJv37FZbPnnDnzh1zObmtEfjpmVrYPA2ORFatc5vPQZsDDgFgz6374PgXT/vnz9BVF1tZBc+d6eHjcuHED+cjApdPb8qZQLy/YiCLaG03GwtfQ/gMAjH8nGPXQw8ODw+Fcu3bN0tJy27ZtDx8+RGur+fn5GzZscHJysnJwcGz7abTl020//DBz5szMzMzBgwejZ4vxyrvw2cXd94C77wH89FYe8VGrfAdvLoWv1WcVDwnZt28f9GwqLy/XcNF1DONaBZRKpSjWNi8vDzmaEdl7DqP6TgndRneXNFIbDJCZmfnuu+/Gx8dPmTIF1fSx7dfPouaBsrkZZZqG9fOu7OcBAP5I9k17fFfOZiOTi8/n79ixgx7MJ/D2rk5+RVXbR1XbB4bVf/nll05OTiwWq7i4GJom48aNKywsnDNnTlvlPR8LC3oNoMTExODgYOSBWVFRUVtb6+TkdPTo0a9OnoybPr3Kwgkuwj1O9ICfcis91L8va++RI6C9pNG+I0f6cDh/P7kZ7hB240bjw3uz/vmnbRTr73+zqcmu/I9XbhbCUR/OyVGY24wcP+nItGny2tr8aUvvvP9Xyul9aDMgf9qS4XE7oS9P/rSlMJpQ5O7e7+HDLVu2sDCPTTMzM661ter3y3QHVATSwv+cOGRTeg1F0I8bN2737t0eHh4ODg7bt29HRlhubi6Hw3FzcwuPisrNy1uVlARVChnxWVlZQKWCofRQ9m78vEDLBSNzdJw5Z3XLqTegxfzO3KVWlpZqqyzV1tZ+9913eJry3mkCAgAkEglyQFO7A4tGd3av5zGib7a3fTU9RHeXNILBALAKKyVqe86cOfBeKRaL5QqFeUODm6Wl2vp51cmvyBwdhba2bIVCKpUeO3aMxWKtWrUK1XdFKlX++DG8y9fsHll6cCx0QYSVEFJTU6dOnYrPWKpUqi/Ky9+/fLlMqZy94H3UTnh4eHV19Q8//AB3e/jwYUVFxW+//YbcQfMHDh/+Qyyc0oTFDRwSi88d2//Jp59SjJV/b9my58IFqC7OlZVVsz6cUlmC6i1cd/MaN2DAoLY2fNQ/7EmzdRhy3swM0DxTAABOj+RTT39tGTPzUtx7AXfuxE2f7vRIDmcyobX0+uuv79y5MzQ0dNKkSQqFIisr62FtLZo9BgCwkwrhP9C+5oeASW1c29r4fP7LL78MK+heunQpOjqaMi5Y4e/EiRO1tbX9+/enXABvv/02rH1BUT66CQgAkDk6Bo7wGvm4ED30yB/ecnFxSUhIkMlk9CpLQ4cO3bZtm2t9fVpQEDBm9TIIWgw+FY1u7BdBN8iX0o30QFUHiksLctuj7K/RgYXHk9fWxk+ffoY7PHf/ThsbG5QAuq6uDm95+fLle/fu/b2xEfn0c9ns777/3tfXF/c0kUgkAIBx48ahSggjQ35xqcm5eOJLRW0tm81esWLF6tWrXVxcJBLJ5MmTlyxZ0tzcvH//ftwddPVbbzXa2ub+8otCLuew2ZPf+ecPWdvhUfD1W7zeAu5dMikh6zpnDADAbD1PfQ5uHk9eWwvfog/KHB3nvupl4/BScvyfeaULzKyqZn2oNLNC7iqoHYlEAofptOXnenM7eGgkeGrfQmSOjilTp+4Wi7/++uu///3vmvx0hgwZUldXl5eXpzbR9lejR//jzBm0UZMJGD99eo1Kte2HHyheu3K5nMViNTY2urm5IbeXDRs2NDU1paenV1VV4acIqFTwtMMJQBSHA3TDiNxD6KNDWXZB++IfMKoRGRgNXiRMdHiB9HqfT5P19sS3SCQSvJ4qjvaCBtV2dsPMzHCR4HK5EiwqALYMNYP17kXQXmr8jXcjnjbXFZ4+ItEQQgALOCC+nTZtE7DxYSlRAYSNGzeeOnVKoqFGhEQigTflmI0pF08dhfUW8IFDGShTqaD4IYGBkmPbVk9XLEArUcROKnxFfu3chiC1OhHj73/DzfvU1zvoDrFomECYBwBQRHtL291QQbvaOSQWwz3h/C3+Nm76dJm19bFz59SePehB+o9//GPQoEEw0AL5gkZFRf3+++9PnjypfPAgcMiQsBs3Zo5KBeqUzzGgoOWU+ggQPp8/Y8aMp0+fUh47YBTK2rVr8VMkc3QUubvn3Ls3ctSo5ubmixcvwnO4dOnSqKioFzqImp5UmN6IdEWDlhDxYyzG6u2JnjRxNC0w0JUP7cblcjUmVmazWSoVJYaaspTo5+cHnUfG/2Up/vH/nD7QUH33L9Om0bNWRgl3+ry5ZHLIIXz/f7l/+c3NK2wWK3Du3HfeeYfP5//4449qs1dDd1BXV1c4V/n9XtH06dMTExPp+Wt8fHzgDZqifACABvN+GlO+2dtz6+pkjo5v/DOctYF/fkMQh8M5Z24+NyGBnlf64tGvAAACLy/64mVmeHiol5dDy2OfK3s4HA5cVJtwcc/gajl4EWE3bvyhfOrr90ZUVBR91TY4OJjNZt+9e/fBgwewnC/0BV2yZElFRUVFRYWHh8es2bPhwu3JPyLwyU/U1I0f+Vqi48+fPy8UCtVmpCstLZ00cSJSPoGzs9zGxmP06Lq6Oph2HPrmXL9+ffny5XB1sLfRS5f6jBTyNXU9hhQ/OP1C9zT7f/bePL6JOn/8f4dO0qShTdoCVaCIJ+uuAiLKsUJaYHXF3c9vFXRZj113QY6uXNVVQaQtuh67cghYBHS9EBEQ1u+u7KJCUvAjIIcg+pH7Klcp0KZtmjYzNb8/Xs2r785MptNkkkyS9/PRB0wm73nPe47Ma16v9+toc4KB/kHi77N3794yrjFTpkzq00eaFxSmEmnHekg18vbWVlNKuRUVHx/e17Op6fvvv7+LKk70699Narx48NS+DTuWPZBps80YOhQm8GCTgoMHs7peb7Z3czqd5eXlyilU4KPFYpkyZcrZs2cnTJhACIG9FBYW/vDDD2lpaSMemoL9Az+p/o4Q4i7sG0xiTezbF57pTR63M1Cugef5V199VfQovzpQXH71yNmYpRpzrR2rrx9VWZn9379hP06Xq6mh1rblr6IhScmtqHAPfdaf0a2xsfHee++lZ22PHj16/uzZ/CFD7rjyyqpLlzweD/qC1tfXV1VV3XvvvZMmTXrvvfdw4hb67DVk1cGtY5bfdRd8rLVaFU7vmTNngsnFX/3qVzu+/hqu3ev9+vWwWNJ7905NTcW04/BS8vHHH1utVshdnmywqb74gF2gaKGl8MMwI2VQ1MEC/gvaLrJixQqxa8xddx2rrwcHln53Pjq9qMW3Mzc397XXXqu/eDGPqlEHbh1Vb10PNs/mlhUVr/znP1W3zM+4opcj4Fnaka+8Jd26+qOPaLfS8pwc2HDB4MFpmd3Wf/gmPEMhHl8kn9544w06JWl5eflnn312+fLlkydPEkLAU6aysjInJ2fq1KlNDbXQP63JdShxzBg6dFRl5a4OZlpi4VFDnMaGd1se5Rs3brzyyitFj3JQjnuWbL1o6nRw9MtYg8mRl8dxHZeePr2+c2drVle6nw3vv27t3B0EEnqrAqKPB1/I23b1BH7gDBPH0R6kHTp0qDh79sz145p43mK1rl69GjtfvXq11WqFuTq3293Q0DB+4cIle/cSQnbdeGN/+wd2m238xo12m+3BX/1q0eDBwxyOoqIi0ektKioaPnx40DzaNts777yD127zxYujZs+Wph0nhFgsltmzZ0PuclH2c0YCwvQnRnAi6+0ZzK8a14gEHt0G8mS2CkIfPBjdFN/Zsspy9ltaSCwYO7bm3LlvzebNvXu73W6sUYdkjj2cOfYwLF9syvnfjKc7jN41YPzqgr59r6yt/fu6dSK30sX9+kHJhXnr1+/buu75558HHaugoODUqVO0ljny7ruPHj2KZYYgf+mFCxfWrFnzySefEELuvffeG2644Zprrlm4cOGIESM2vP869D8xN/eGY9+gBub2+wu6dG8aMeHg1X1RYoEUv/npjbKxblOnTsUyFIRSjo01RmON0d1wJWQ0HfTUSuP0r/beMLFHRcWSffvmzRKXs5g/a0rpvn306cLZPtHHH90pR8kNr+/aNalPnwG33w4epL09nhXHj389/zfvb9/+8ssvizp/+eWXV6xYgcrxuXPn3DU1zltumWqz1fl8WHa4nue3njv37fffw0werVnW19d/++23jzzyiLSs1dKlS++8885NmzbhtTObzZ9++qk07TjQXMS4e3dR9nNGwsJ0KYYcWgo/urwRIBJsUvVO2QiDgWIQhP7yyy/3OH8ebmVxaVmHA1U9rJBOSztcAFAX3L7sAdmauvfNnu28eBFLLmCa7PLycpDKdILpK9PTb0hJ6dy5M2y+ZMmS7t27o7WNEPLBBx/0798/JSUFnFphZm5XY6MosfXcjRutnbpnHtiy75qJkIPb7Xb/sqqqR0WFrbpRWuqWEHLu3Dm32/3ll182i+FHHkflmOZQWnNIu0IZRahZD6EaIn50p/zoTqG/6vNg2Utbtmz/+uuBU1Z1+NOOZbcu61FRUd2xo4K8efPNN++5557MzEzIhfb6VVdl22wfUu8cH65f36VLlyNHjsyfP1+UeWfBggVHjhyB8y+SiydOnKALUVksloULF7799tvStOMAyOB77733u+++oy+r9KgTDDbnF2ewKxVhtDd7YqkjmjAdeMSuMQH599KWLYb7d0Nw98tbtvT51ZdtSjtcD+bQYMLgs88+s1qtrSTT3Lldu3YFG2Nubu5DDz1EDAbY9Ss7dx6/dAnVUNmCuvQDmhBy9dVX7969Wyp058+asvPf7xJCes1yfW63Q6k/u91+w9EP6FK3GO4GgqRiJ+9sAAAgAElEQVSoqKhXr16OvLyUVCsdw4eg9fK6J3fI+tTs3Llz2LBh13TokL9/v7Dg531+WJblvgxfZbkv33JuyY9vDwTvmAm7x3cilbjhtoVjCCGX5/8EPgazTGZkZHz//fdms7m5vrzL9YXTWfLSS6LDLykpsdlsPM+LXnp4ns/IyBgyZMjNN99sNpvzAlUv0tPTly5detttt9HJ50DWjhs3rl+/flLPpoULF956661NTU1/+ctfsrOzIU1aMswCsjm/uIFdo6igsdmTjjFCUPLBb0+bd8/A/VH11vWo6tFIpZ2pym2qctPzf4QQe12dtH46IWT58uXzAplKAIvF8vjjj4MAA+/QSX36wK5BDT3YtZ8jL6979+4K2g8+oPfv3x/Ma7TG7e7mO3Hdf5+kS/01NdT+/I6hiwsLvV5vS1mogCDpxfNX3/DTKyZ/AoZNukOR9ZIQMrFPH+gH1xw+fLiouMRkScfd/dhYa981B2Ylr986vclbQ9tmr9s6HfLsACj57HV1t956q6y86d+/f8+ePbG+fGZmZrDD79OnT2lpKfQALz3Qw2OPPeZ0Omtraw8cOLB///5PP/20pqbm6aef7tGjh8jbCD7WnzkDUfkiTfHs2bPff//9rFmzQOZJ30sYCQLTnBiKRCnDi+ijNuYXyfuRyLcFPuKaYAkk++c/XDir1fP63LlzCgLsyy+/HDlmct2lU7R1MbeiYk/Hx91u9/+75hrlCvUul8vr9X44c6ZCLMc9X74isohueP91f3qX//MJT9x116uvvtqtW7dWWZ43bjR36Zl7fB32g6reDV7xm8GoysofvN777v8tioSn//KXjta0j1evbNndysX9SUNpr17NXjYrF0vz7Ii6zZp+oPu0XampqUeOHJk+fTp2XlhYeOjQobS0tClTWiYar7rqqmA64pkzZ06fPk1LrMLCwnPnzk2ZMgXzWZeWlnbt2hXOJ0z7obfR4cOHX3ruOYPBUPrhhw0NDbK5yxsaGrp27YoyT/RewkgomBbFCIJmwg8TySs3A5mnmQooubNxXkp27goQlQ4/k/prc8V3k++5B5+2Dz74oIL57lf33NPB1PHjI9/SOhbql/nfftvvl49OLxFnGX2ppOSXv/wlRL917dr1hC3z5yMfmP7CQnG44QuLJvXpIzsN+eJTf75w7ozNYHj33XcnTZoUzF4Kql55Tk7fw8uEBT/f9srvIAAgW2i2Va7r3LmP3X7zT3+CIsFZVib1UgGfTNmRjF+4sHTfPsgVDithwVNrO3zoUFZWVlVVFXZ++fLlrKysnTt3il4mRo4cSXt1wjsBZAynHZ0mTJhgtVqxKgUqagsXLhw3btzevXtH/eY33+3dO2LECLfb/cUXX4z9wx9qGxtBJx49evTCuXNFucvXr18PkhJlXnMYpSQrW4LB5vziD3axIok2wg8j/NoMdaC1QM1UQELKc3LAMzN///5Mu334sGFjLlyAh/6NYzbS0o4We4SQinX9f1h11xyP56LFgs/rm266qU+fPlLHQqg4eNzv37T2Nem8GqqY5V1HW063eKISQqaNHl1eUXGxshKj3xo5e/3l86ZT34miGswn9j1cXh7MJ+XosWMTDx1SsJdam1qivJu8btpWee1/n8xyX/7RnbJk377HXnzxb3/7G4iEEydOBFVza2qafvwx6L78tf6aFFgDecMJIaO7devu81111VWEkN69exNCevTo0cPna2xsFL1MFBYWVlZWPvTQQ1OnTsV3gtOnT48aNSo3N7egoKCgoMBut3/99ddvvfXWkiVL0CcFhNahQ4dWrFiR53D0amoabLc/O2uW3W5/6aWXOmVkvPb662vWrLn66qv//e9/n790afTo0Zi7/OGHHz58+DD45YIubjabIYySkAR/1rA5v3iCXabIo43wA7UP6meq3wo9P8OSf34/POtpz8wePXr07dt3zdq1br//6iPPZpkuYXPZcqnrOnd2GzqfPXsW9INFixadPXv2+PHjoumio0ePnj1zBjOFIrRzTebYw5U1V4AnKsQREkLqUlJuTE39f//6FxoP/7XyjZ94qvp26oTN0GH1puPHZachQUG5deImhUKAtXX2H90pYKv89P3XRbbKUbufPba8Py1Z8/PzFepMZdhsHVJSghYdrLUTCQUHDx6/ePH83r0ul+ull15yuVz1O3YcvXjx0f796bhMQsjPfvaz/v37X7hwYd++ffhO0KlTp6Kiol27dk2cOPHSpUu4nvbJBKG18siRq3/7Wpexn1p4ftm2bV/v2GG32QghD44bN23aNJgQPXDgwIsvvpiWloavNSkpKR07djQYDPAq88gjj9DBoyTeShoxgsKuI6MttMmilhegvfKvZRwBc2gI286cObPqyy/FKS6feMJms82ePfuJu+6yGQwvbdmi0IPdbne2TqI9Y8aMysrKrKysZcuWQZrsxx577Ifj1Q1NqV/883XR5pljD9P+NbicNf3Ax5seGPbtt3abLVi66g5jvyaE9Grau23hGMi0SQgZ/tupPzbWbli5mC6D/uRddx3oess3XQsm7B4vrfCO3xJC/P8YoJAdW5rzc8aMGefPnwfvD+xw5EOTO5is5EdDr/N7pPtKNxiWXv8WCei7IP47pVTcf2DmmjNnunbrtnfv3pqaGltGxq13/vHtrasMhEzIze2anv74vHlYX/7MmTPZ2dmLFi0S5bBubGw0mUylpaWyFxT2/vKWLc3l3S2W8a+9BilVp0yZQgi56aabXn31VXrbu+66q1+/fgsWLPB6vdOmTUtNTf3222/r6urc1dWjunUrOHiwx/nz9LlKvEyYiXdEbSCXIdNgWAYLfv94/eb2RJI1yWec5fZE4Rfa5rQKGMKr95IlS2QrnS5ZsgTnrmQ3BHNodceO0hC6goKC06dPb9++HUomuVyu3T9cvHDuxFnzr0WdiNQ+etlfkwLuoEHzVdbUWP21nUhl/t7SZputzTZj6NCarsM9l8pHPvg4bRHd6TeXdx1NCCk4eFCUtwzUF/g2zV+nsLvcaTv7/fJRUQa1P/3pT0cOHLjvgd/RHdZdOFWe8cCpzPtF+xo5ZrI0lLDqreu//fcdN+yZVuX3r16z5pNPPikrK7vvwfE39B54Kuv+Pr/6MreiQmRbTk9PLysre/zxx6Vh+xs2bJg6darsBR350OSdfjPsvbm8O+UWtHHjxpSUlJSUFNG2CxcufOedd2B50qRJ77777sCBA2fOnHn4yJGXy8pEko+RwOhE4LUDpsJGDM3MnsEi/NSAcj4EK2h1dbVyaAE89KfffXewyT9pplBCyNGjR5988kmj0ZiXl3fPPffkORwdjNa6Hk/+3ypxLVmpi6l0OZgZM8Nmsxgart86vcVm63K5/f7OW+eUXjw98PIROoR/7eFvL5IuhJA+D5bRZlXMAnNo/tDL839yekF/Bbuox5Be3nX0LmIWJcfpbDb/aOlGG2DdPy2q/DHnYlPO4X4L6BxpHUwdZfPGSUXRijcXWLO696haA83Wde58ZW3t2bNnBwwY4HK5nnnmGdkLpxAF4Xa7b689ufZws6uRrDPO/Pnz33//fdltwZ8TSuA+/fTT9913H0kmksjhpa1jRBVQ1ySfzhdlNPP2lI3wCwHQAtX/ShWmrMAVHhZOKk7+YTppulbq/fffb09PH3bLLR/fcUfqiM37O/wRJZ/IawYIpgISQib17h2swMLo3c9K87z0tFg+7twZMpMNnLKqw9ivRdnaIMDf7XYPnLJKmstNoZ4DIeQi6VzdfzYtz9INhgU//LBxTSnke4OMAYeW3wHbXmzKgZEMGL+6w+hde2yPS519SDBRVDJ598a3RQ3y8/OnT5++c+dO2QtXVVUVNIdnRsYrX3wBe+8+bZdC/QdR3AIdCCgKCox38BcHCeXxo7S+StI5vAQ50tXzfPAX5eEw9EY04vzUE1o4vKieEQkU2Zk4cSIufLBuXU+LpVvjvwglujDyDwyJT95337hx4y5evIh+Fn6fz+Px3Hb4MKGEZc59u+hl3KmCCgj909XhW9JVB4klAFNt1vQDB1NaVc5DIJYDEqzQZE0/8PGtfxXpdiMfarZVgltmZc0VtDxbev1bKM8ONt0iktzI9mUPiI6RBHLIKWRN63HVVVXp6d3HfQMNysvLvV7vN998c+edd/br12/OnDmiC7dk2rSRQ4YEK22BaxQUXPDhbLXt8uUQ3kAvJwB5eXklJSWwDNPt+A4KcUchz0QkEgbDMviL9UCC0sbwkkFZjwX6En6hhcNDPSPaM/PPf/7z0aNHR4wY8eSTTx47dqygoKA5neam92RD3Ufc8NrS8vJqo7GxsXHBggWohH3w8cfXms2lvXrJSjtZ/U8ECBJIATOw+ggqWwe63rL09OnvcnMV5ueq0tNF6y/P/8m+lY6Ju8fTE4TlOTkYbwdIdbsOKR1l054dbLqFhIRIQEpNx6BD9+zZc//+/VenpPRyv3PdtdeCG2djYyMks54xY8a5c+d+85vftBRduvvuU3V1048elU5q4lQfMrFPH+lLz+uvv+5wOOib4d577z106NAjjzwCLrtwP4R21HrD5XI5HA56DYpAJvZo9KztKQ0sedT0WKAv4UejPhxeWv/h5MmTe/fuHT16NOR+hPhoWYnSa8gqKKaaW1GxYcuW+fPnB1PCEFp2ygpF0lrtA+7//xahspXzp3/39ZX3aWi4Z9cu8GAUJVbG6rWQOQzzh4mDOlwut98/6obenUglyj+Rbre5d28FW6UyohQ5AKh6pqrmkveQNC7nvl20rRUSsGGsgsvp7HV+z5Vdurzzxhvdu3fH3DQjRox477334JLBvxlZVxzt99ptP/wgzVqOU33N+P0F0qJXTz55+vTpWbNm0TdDVlbW8ePHb7rpJswFCvdDIqFG2hkkRGVoUSdRj4uhNbERfvByqtymXeHwWP+hsLDwwQcf3LNnz6uvvtpcCCLwpEOJQqjq4VhPvM+wd9ulhAUzfoqk4D8OPEoIybTZoEzuE2PGZFdvqnz71/PWrycGw5NPPrl27dpThw6NHz++vLwczonX650+Z/Gtdz8KPaDkI3JOJXM3brRm5uaeXovx5ggoZ7KJTxGRYIOPUslNHxdIO2kD2gd10aJFGRkZ8+fPp8d5g9l8rqpKlPL7+uuvnzFjBiGk4N57B1133eKvXDDXCJOaILxhDrJZ8vn9zX+yRa8Cea7pvNgrV648cuTI5s2ba2pq6PshkaCTKwWTgn4JURteDEjso2NoQWyifwwGg9PpVG+ZwbnANkNAysvLJ0yYkJ6enpaWJgpcw/gw0SZQTJwQIg2AI1R4nGgrFH4gFUSm1PKcnEeH/m7PZ29Xu92EkIkTJ3bs2NHpdJpMJpPJNH/+fIhLW7x48dmzZ5999tm5f/+7s6ysurrabrcPyfsFV1254IcfaEUHFLtgAXyOvLwOo3fJVq7Ajwrfyko7+khhgT5e0UdYLs/JWdyv367Gxt27dztlx+lwnDx5EgL/Ebfbbbfbnxox4s/798urpypuUafTKS79IQe+PynfRXEUFYdiD1xd6Gk/Qrm9xNERhYskPE4/IX0KtBHtR5JInEftXo3BTyKPIoTN2wyHLy8vX7x4sdPpNJvNCxcubA6pnjLlWH297LwXMmPo0J2Wbv9a/5ZUZK73FxBKTUR5SQjJuW/XR4f/CMHpzQPIyRl9XZ9+HbwQfA2Fh2pqaq688sqGhoZVq1aJYrqrqqo6d+5cUFAAEnHOjBmeS5fePHUqt3Xu0O4px79bdmdVVZWs8Og2bo/Hn05LOyIReCqlHWkt0kTSjgSR9yRgle2RkfHG5s3Bxrl169Y77riDXh/s9YKQSP3g27yFEk9UJN4RydNaVKAXSVwIP9n1fv/4ZIt2j7Mgd/VARGDIm6vJiJabm/vKK698/PHHN910U4tBLFDqNthWvYas2pT2+zr3eWnwuNPye1FjkHzlOTkj7p3s2zQcfE9G3Pt4eU4OIeSPgx/o18GLxklCyNq1azt37nzp0qWSkhJpTLfT6XzzzTeHDRv2yiuvZGdnf7Bu3bVm86NDx9DFeDulVFj+b27QoI6MDI+/xTArtV7SU3fBrJrB0p/SbYKdPfj2j4MfqM/52dx//Ush+GTlzJnKbpyEtLJtRoJwMirELwk+1UdD3Tm69XMRgS459F+sB5XgRPt9ELzRysrKHA5HaInQEJUZ0VoMYnI/e1qH6zVklc1aN7z+vSV797pramwZGRP79nVafl9d3xHbIKDlpF1z08xnpoDGtmzKlBNe79Ly8t4NDbRxEgQ2bfSj3RNAHzpx4kRVVdWyZctOnDixdOnSS5cuiZShmUOHVvn96QMH1tXVzZ07V405VxnZOUsFwya9RrY3Qkjj5hGQJW7GjBlut1s6TpPJdNDt7mmxjA+mkUf3bgx2CyWenpR4RySDxEIYFwZPBUAd9JMJzZ8T/goSQhLb7EkCUxHheGOrnwWUbhnsG0ytSQhx9u4t6yoCwrI8J+eZ22/fsHUrzNJNnDixoKCgU6dOT9x1l5XjXnU6aaMfjNDtdvfq1Wv06NEffPABvdWlS5fy8vKqq6sJlcHymWeesdvtT48Y8ef9+8H4mWmzbXY6O3XqNGHChJ49e44fPx6Ex7Rp0yx1dcGUWrRwigyVKqWdrEcPLf/oic+0lLoTa/LgwGHmlR7nkmnTTtXVLT192kBIaa9e9OtFwcGDPSoqYvjDlorAxBMViXdEMsTnbF+bPFBoapZ/CX8FCSEJbPYEpOkn2gudEa19xhzJaW1VDslmmzF06O2/fHOibaaoGQRFHNw6ZteNNz58zTVnamowFr6ysnLChAkXL14cv3Dh8t27ZYOvd+7c2aNHj/LycrpSwfjx4998802MucYMlmAhrGlsnJCbW56TgyHkUv9Gv99/5taXQPLRZlJCSM59u9AtU6rDKRAsfoMOkRTVRKxY1//4mjw8cNE4HQ5Hpt8PElrGjfP8+dj+qvEtKoZjYIRLMly+ZDjGKJI474PtrgthMBD00aAqA6D1MleiS7luvvnaCxcm33rrj01Nq9ato/1WJk+e3LlzZ9TYahobsRKCwWCor69/6KGHfD7f6tWr6a1+97vf+f3+RYsWof89WEELCgrS09OLioqwJIXUE9XpdGZmZkr9PE1V7jbdMhV0u2ANpNDhIqA0zxg6dEf6NZ+uae1k+9BD6ZcuyVtldXbv4S2UeHoSLdoT7NCaMRgIIQayFFfoqnRDODQ7giaN20uCa37aEmJ1eL+f+P2ykXM9LZbSXr2glevmm2nV8NGf/azsq69KXnpJ5Lfy+OOPN2tsGRl/3r+fTlBCCBk1apTT6Xz++edFWxUXF5eVldGRZ6Dz0VlpIMRemq5z4MCBkK6TdmChI/AU5FYw3Y5uYK88Iu0BcwIANmvdKENLPYpGk8lef1LsMXTqlCgzC578YMOLFYmtAiZFeF/8eLiEiMGg5zxt8YWuhR+4hrYrHJ4EvNpU7mLJt98GS60JAm/MhQujevQ4YLFAUpWDBw8qFJF48bnnJvbtC8nMMEEJIeS6665TLj1BCHG5XFBtbuTIkdKsNMHKGF3ZOkGzbPI2GvXSTurjQ4s9QsgXh6Z2vvgGnW6mobHRU1eX3rEjnZlFPB+pS7HHiG/kfu+JJiTYr0Zr9Cv8MEpXTfAyjXoVUKkcUk1NtdG42en8/e9//9Of/nTFunXgvXnmzBkFP/7j58+DlkPPbBFC/vSnPylsVVxcDHUkunbtarPZpk+fjrrgv/71L8hKIxKo48aOrcjO3nbkyLRPPrHbbL/9n//ZdeON0gOkZaFIKMJHZWlHJKoeriRB0s1cazZ38HiUM7PoClHGL1SPElX/SzxahJwkwiEhVcAW508K/Sfv1iH6ndvAeAA6dVO7UDMLmJmZ6XQ6ZbK65OWdPXs2LS0tMzNzM1XkPTMz85FHHhEEQeTHf/fdd1955ZVOp/OH+vprx+2kc5IZCJk0ZEhHuSiFgoKCixcv1tbWzp8//9y5c127dl20aNG5c+fmzJmzbt26JUuWNPuF9u5dcPAgzkG+d+edS2tr7Xb7C3/9K8xTPvPMM263e/D110/77DNsRjuvqgcEGwhCaRI4OjIkM3h5enHEus7uMekEmHSaIcGm/RJ5zi9waDDhl3gCD5O/GAzL0O2TrkpPAn6tQdPExBVszo9gTZbQguLVhMOTIOWQpk+f/sgjj6SlpUlVw4kTJzY1NR0/fpzOp/zb3/72xx9/HDt2bIPXi9moCSGum2+GtGTnOe7ssWO7du26i7ZbPvnk0aNHe/ToMWDAgGHDht1zzz35+fnZ2dlXXHHF888/f/bs2Ra/UL8f3D6h2/+YzTabbc3atahyrV+/3m63H6qq6t3QUPjrXz8xYoTdbqfLPiicAVqxkyp5ovUo+RRqGLVKhaoPbS+Yekf7DIs2STzlLx7n/FChoXUa2ZVr5i1KVFVPBoOBJKKYjzL6FX6QnzDk4iwqYyGk5ZCmT59eW1s7YcIEIlcpt6Cg4Pjx4926deM4DuMNDAbDiy++uH7OHMhUQjvI+P8xgBBSV19fX1f34osvDhgwALcymUxer/fIkSM1VNREXV3d6dOnv//++9LS0mA+OP8pK/vriy+K5ilfeumlLVu2rFm79utLl34wGJzQIZR9uLb3jWM2QkswY6Iwg4VgMk/WEApIaxgBLdnDYyr2FKSdeqkWX3IiUZEVaUkk5wghVMG/NfMWwZqkOvwIoV/hBwpfmLHwSLBHnjRyzm6319TUCIIADUSqYW5u7muvvVZTU/Pee++53e4BAwaMGzdu8uTJH86cCdVipVWHCCEGe+aKdetGjBjx97//vbq6euPGjQ8++KDJZEpLS7vqqquwxE/fvn3nzp179dVXd+vWrbGxEQdJu32ezMlxB1G5ampqvvjii5/ddNPaf/6TFpz9Uxp+c/av0Ewkzw5uHZObfYb+CAu0qgd/0lMXrF78xEmTYiL2lHU7GjVSDevBaj9QhoYklnYuS7sSnrGZP/Uk1MSGLLQFWXkWEBOh0dm5IFlJjx49Jk6c2JyRa/nyY8eOjR079qOPPvr888/dbjedqQTykM39739RMzMYDHv27JGZG8vLg53KVj+AGAkE4v8up6ffPNZZ9/Zwl1z1CYfDYTAYHnnkkaeeeio3N7fVviTzcOU5OUt69Vqyb1+122232Sb26UNPK6qhPCdnQm5uq1xly5cfO3YsagXzRG8zGsbnieqhh99hzIm7OT9RTmp6Nguj9zD1CepDycD9hZNhYc28RfR0IIrGeJ/5Y3N+mkGfR2WrF7qV0rbQjIyMwsLCiooKumjcwoULnU7ntdde21w0zu1Gt8Yl+/bRsROQt0xWUWtqalLQ4SD+AUFz4ukF/YcOHTp79myRyrVw4cLHHnvM5XL5fL4JEybQ1XGlJQlli+LS04pqaHFAbV1OL3KST2TMJK1r1BHtJupA7KkJs4kj4m7Or01dR9bvMeFJKkkfURJE+KnMl0an8FB4SopsoaNHj/7xxx8feuih999//+TJk2PGjFmwYAHEoRMUmX4/8fulbiAQ5yc7N9ahQwdbsGkzm81sNuMar9e7ZNo0LH3Qi+MqKytHjx6N85SFhYXnzp2bMmVK3759FyxY0LNnz9LS0lYdBqr4Am2G9qvC7889f/6lsjIsGxuJUrEKU3cR9UmByWZNTO7RoTgACQw+nPIpcUTSCgNUARmhkQjCD17P1bjG0F4wyo9OLA0Pj/XFixdnZGQ8/vjjyiqOvbZWNp7vtddeEzuUzln84M9/PqlPn8WFhaKvXnvtNYfDQfvg3H333afq6grefx9E7JTXXuvZs6fZbHZALHlens1mw/FgglDscPny5aKaQSL1lLSeVmwbiTNLe2MxFVDwVZFeL1kvzfDHEE69yZiA9WwxOhar2sZ0XBEkmR/9tLxnk3whkwjCL4QagSpVQBJ4rItkoYKKI42dIIQcOXLkoYceQmF21113eSpPztizp+DgwbO1tXTelt/de++5c+dmzZpF++B07dp16bp1uMfc3Ny//e1vN9xwQ25ubu/evU+cOCEaDySOOXnyJARUHDt2DAWnrHraslVr62grMEpda7tZMGlHJJIsaiY7uKPiSP6BnBPNUCaY2ZaGnveK7Uhii59MUOkLIxsfkuQkgvALAakKqNKA1qaKM2rUqO+//37kyJEozwghnTt3vuqqq1CYGY3GtYf3Q4kDOm9LXl6ePzX12muvNRqNzzzzjMvlKigoGDRokFTWgjD+7rvvTp06JWs4zcjI6Nmzp6ySGkw9BXNrZk1NKzkXeYGHck40IxXb2Sn0eYnhGNQDYs/lcuXn5wczgRgkRH2YYSF9cCez5FNz7CJpl2zxIW2SCMIvTJc8g7pweDWUl5cXFRX97Gc/o4vIE0IWLFgwf/58CHJ4qHfv2wQBk341T5u53bR9Vb0LiWyQ/vLlyydNmqSgpAbbCosraY6CMVPzfSW2uU8Zh8NB/xxoKSidMY3JCKWo0UjoB3dy+rkEQ9b8i+eTSTsFEiTUAROhhfmqrhwL0SYzZ86sqqqaO3cuTKetX79+2bJl//3vf7/55puWwuVWqxqXyJYC9IpIy8aqiTcIbat2IY1DEH3b5ppwdu10OuPFYqkJqKTCTwDdXlAKRs19vF3QSgnttY8rRe1byromt9qHqDH/woltFR+i70CIqN2revxJxApDyNXhA4gSgRJCysvLe/TokZGRUVNTY7PZoHq7ti6R5eXlpaWlS5Yscbvd6ncR2lbKBAsmi+aTN48iOnuMC3Qr/OjoNFyvoK/A455JPqTNEyIVfrBetyKQCb8YYFAdDi9LdXV1ZmZmVVUVhDfQ3RJC/v3vf99zzz3aDVYGlcqiJlsBUvUutg9ZDEtnwk9EsPeS2NLeYrPMz0VKm+dEJPxEK+GjrgRh1J4hiTDnpxUib3Xz3j0AACAASURBVIv2zgJKE4EiNpst0pKPhBpv0K6tpB4TeptDKi4uLikpiRdHlWgS28ukoashk3w0Kj1fgn2VzJOCXKwHoFNEXjAqHxngSCKqWwTrIzfUSKOgNKgJvFOJJqlcMcqNqX0xh37ggmIBE3shy79kDuxTw/2Fk2UFYTKLN2WSzuwZ2kNWpSYu60hSWlp68uTJ6KS71IRgviqyJ0ETGwUKLX1OTSUAmp9YBYuZbFrO9lo4pbDZPgXaaxDGmb82qwBG3zQatYdAcml+ITxk26UCQl600tLSvLw8dCQhhOhc8slKO5WnSMOMKoQQh8MRfm8MWfAqa/Vkgedm613IO2qGb+1kap8ya+YtglMUTP8TIfsiQss5+pJJL3RikFwv2ppUh1d5xtCRRJ/ajMiYGdHYAzWAsz6zWEaISGh+omeiJuqdLMzPRSWhnSiRny2tFNJtmOYXZ9ASDtQLfMiG0BtcFZWzgBqmu9QE5cA7KWruP8whGc7ACFW4OMx+GFFGNlBBW5jkUw/qf+1C9L4S7PVFOomrT2dR9SS48BOpEWE+ZOmEk/rU52gUpJ0mqa3ofOJhyi2ciCWt31cYcYTmSSPp5ziTfO1CpfFTPSItkF4PH6WiUf8kuPATodVDtl0qYDSR9cyUymmpnTOEo9BQV2MCLwpoNecnK+Q0t3YyyRca9OQfie6po4Po40IpTC7hp+1DFlVAEjsRqLcwc4Zu0fCuiLT3PDN1hgNt/Iyhi6z+3WSSS/hphVRnil5KnvaH1sk2CH+0mEslzH4YuiX65W+YwqcJcOpoEajtyVS+MeKlahLTEsKFzghK5IRK+HJROcw8hldQq3zijEjT3vvEYDAQspREUsl7oHDyauqJLPLUCP9hLeo/EsTFLpTV6PD7l/UOxa/8/vEh3HvM2zP2gJlUWbnB66ShCqgQZh5mzzThJ1Vhc3VxhPKcn/RtPTqZQaTeiUzh05ZIzwK29z6R3mmxmhdkwk+J/Px8p9OpsnFoGdFwW/pjsKk7TRxVAJZUJYGRDUGR2AyUpN0DhREbHIXm2h5DFuksYNSA20x0s4l8R+Hb6ItAltg6KHl5eUVFRerb0yqgmqTYyhmiIy2Q0FbJkqokGHQIiugrg2GZwWCgK52unucjZIKaGt8PyD00Va58IKB50H/47Zp5i+CvXb2pWalhbyr7j8IuQusNzrDsI0l6UcI55/RKvK9gAf/oZrgG7ky5AUYKpvk1IwqHh0D4kM16dCwEvZL+GNrsXThC8fPPP8flX/ziF+HE+zN0S9D71mDwE2KgK6EH1DtZbUC6UmUz9dsyVS/6rAk+z0pa+8gE+yqElW02a7kzDROkLSOFnyFHUVERqEQOhyPMrmRPdczPvNPpDP/QGDoELyt9faP3QGEwwiY6vxQ236MEpJoMx5s/QlGAajxxlKG3ZX4riQTetOFn3mEwEpnoyNikhVBJ0bTt1ul0atsnI2FwOBwOh6OoqKhdWxUVFeEmYBjAj2AICX9gsAu4dSO3C1iIUP+R6E3UMyxEYvzROf/RuQThw4RfNNBW+MH9xIQfQ0PwjoLHE/7rdDpFX4WzC3gOws8hEruAqQpc1rx/ADrUqjeaiI4/Cuc/CneRhjCHFw0AFwOFcjz+8Myea9euxeXvvvuOFUBgaA74PYnuKwyZ0MQrSrZqo7a7kPq4ats/3adWvdFEdPxROP9RuIs0hAm/cNGwuEEwRo8ejcsg/MrKyjSpJcRIZjZs2IDLI0eOJIphEqERzMFYq12InLTp9XGdeC8S46cLukX0/Gh+F0WKWKuecQ8q9W22BJO3JuZKZvZkaAvewLTByul00l7BYRqsRA7GkdgF3UOE+vdLjHvaErnxR+H8R+Eu0hCm+bUb6csmvOMoa37aKoh6MyAw4h20idH5WtFaBSvDvOtEBcUisQuayPWPvUVUs9F8/FE4/1G4izSEhTqEi0rPcrwP9HPtGQwGI2lhml+4KLwGrlq1iv6oRkFkMBgMRhRgwk8DggmzMWPG4PKBAwfCjJdnMBgMhlYw4RclojNPwGAwGAw1sDk/BoPBYCQdrKQRg8FgMJIOJvwYDAaDkXQw4cdgMBiMpIMJPwaDwWAkHUz4MRgMBiPpYMKPwWAwGEkHE34MBoPBSDqY8GMwGAxG0sGEH4PBYDCSDib8GAwGg5F0MOHHYDAYjKSDCT8Gg8FgJB1M+DEYDAYj6WDCj8FgMBhJBxN+DAaDwUg6mPBjMBgMRtLBhB+DwWAwkg4m/BgMBoORdDDhx2AwGIykgwk/BoPBYCQdTPgxGAwGI+lgwo/BYDAYSQcTfgwGg8FIOpjwYzAYDEbSwYQfg8FgMJIOJvwYDAaDkXQw4cdgMBiMpIMJPwaDwWAkHUz4MRgMBiPpYMKPwWAwGEkHE34MBoPBSDriQPi5XC5cLi4uFq3RITDIEHC5XG0emvRsyA4ACNZbyCNURvPronxCdH4bMBgMPaN34edyuegndUlJCZF76omaxZZwHsrK28K3eLCyjUFg5OXl5eXlBZN/ERIbst3m5eVp26Hy4TOiTx4F/TOk313y8vJgefbs2bNnz47BKAND0s+Dgqa4uNhgMBgMBtE5FLVR2LxdP4dwfpWJg1/fOJ1Oh8OBH2HARUVF+BV863A4CCFOp/OLL74YOnTo0KFDv/jiC7oNbFJUVFRUVOR0Ojdt2gTrN23ahOuhGfaJ4Eqn06nQCe6LHqTsaLFPbOMIgGucTifsjt4vrMSDJYRAP9BA4Yzh3rFP6UrRgPGcwLeixrNnz4bGuCC7IQ5SdMhOpxPbiM656HrhgHElHr7oxNJXR3ROGBEFLjF9c8J6uBb0whdffBHbZ47o16EA/WOMNHhL+/1++icjQuHUtfeGx90lM3Eg/AghKBvg8sPti491AG4XvD9gAdvgR9GzW9QVyi36zpD2Cd8q74t+mtPfFgXwBx4K+FH0e8MNYTzYkj5Y0Uj8QYSfaKjQgBa9sgOmOxc1hpWzZ88Gwa+wIe5LdMi4nm4gOhX4SKXfA/Dw6ZEoXB1GpBE9SelXGVwDl+y5554jhMCLqT/wcxD1hpdbtAwfpStl+5Ht2U/9OkS/cWm3OGa8wzdt2kQvY0vZrmSPS9rSTz0xaHAN/WJKb1tYWLhmzRq/3w//0mdMeix+6geI/TPhp3ezJyHE4XC4AtDri4qKwJZCq/BDhw7FZZfLBfKSbgDLDocDrDS4C/gKFhRGIupEeV+y34KBAoYtMmNKt3W5XEVFRdhe2rN0JMGgj5deo2AAoTsXNXY4HJs3by4rKxs2bJiaUYkOmVAHC8dOnxbS2sKDV7msrEy6L+mxqz8njEhQXFwMVwonnsvKyuDiwnr4F+17BoMB7ori4uK8vLz8/Hzox2AwQA8GgwHW5Ofnw81Ar4RmLpcL+5H2TFNWVgZ3CPQmuy96zMOHD4c2w4cPp5ehGbSHkcNX9N7x3saV+fn5oiEVFxcXFRWJBulwOLA9HgWcmbVr18JO582bZzAY5s2bRyizJ54i0dHBsciekKSFi/UAQgfuJwAv85YtW+gGosclPhCHDx/u9/tJO23f0Bt2Qncu7Qe/hR8bfoTRAij8ZGUbPAj8fj/+4EU3bpvPdxS6hJovxG+hcxw8PWBp56LGs2fPnjNnjuxOZUclPWR6kLgeTwLdAGf4ZC9WsEvMiBXSdyx4lOfl5cFtM2fOHJAucEeByIFlXJmXl1dUVEQLj2CCDV6OCSUAZHumwfYouuhOYF/4fgzvefRL3ubNm+E2y8/PdzqdcLw4QtHeYbS4kkju5LKyMulkHv2aiLsA5s2bV1hYOHfuXELI4MGDpecfnzAgLOEFGl+vg/2OkpA4Fn54x+ALY15e3nPPPQc3NBhY4A4mkmciri8rK9u8eXOb+wLpJXpBmz17NuwLJ/Dpu0q0a9BTcbQGgwHWg1TLz8+XVVLBwYf+JZCAUFS4g/HdlgR+50VFRbBH+FVITwL+2kkQ+SFqPGzYsOHDh2/atCn4OWsB36nxkOnDKSkpoR+F0Aw+4i8W32/gAUcfPhwaLKgZDCPSqNEtRO86CF7EsrIyuNPwIyyINqEf5SgpZXtGRLc3qqS4ifR1Ct7zYMPNmzfPmTMHO8GnED1aeu8ooRXGIxVI9BrRV9u2bSssLITlQYMGbdu2TdQhCmP6I6rgTPK1EBNja9RAu7bKWW5Zwtk2gdHk5pGdBWHEF6T1BJJoHtdPuWOAPxrdhoael5L1N6F3RAJOT6Jmsj0jogk26ER2X/RKQghMb6OrKq6XHoLycakcMJGbuiaBWW2Y5/P7/YWFhYMGDfJTZ1jaHt4ncNZc5C6QzMTBnF84wAsUGh8YWpGXl6dS7WMkFS6Xq6SkpM2fWx41EYAzZ6IGtCIVrEO0jhDKtK7cM2k9BUBb40nASiHdZM6cOcOGDSspKRFZ+3FDMMPifKfC3kXAJqJJbjS0SBk0aBDM8xFCcEEBMHui2abN9slDHJs91aCJzGNTxFK0OifspSQxQC8VIpmjkgWm9FA2gEJGg7MDhPL+kO3H4XBgP/6Ad7RCzw6HA0cL39L7wk5ArIJoFM1w4zSH0+nErlDAKO9dFr/fTw8AJyBl+eqrryAikBAyaNCgQYMGKXcOsyrwilBUVKTm1SRJkJkNZjAYDEb0UeONsnbt2tGjR8PyE088QQgB5xdGe0lwzY/BYDDiBTXeKNu2bbv//vvXrFmzbdu2efPmMe0lZJjwYzAYDP0inTgEyRfsWwbQ5msBM3syGAyGfpENVWQoo+akJbi3J4PBYDAYUpjwYzAYjLjEpdciFXEBE34MBoMRl0gdZBRk4eeff/7555///Oc//+STTyI6qjbBRHSYiY0QgnntSSBuRJSzSRT3KRum2S6Y8GMwGGGxevXqNqPN1IO5u6LA2rVrIVqApt+tA/Fv3GNTlXvQ8MBV4qKg0xrPnDmTtM4XjwH7n3/+ucPheOGFFwghX331lULPUdAj6eyGeCDwEYIRIWO+K5AGHZCmDi8OpMIXpUtsBzHLLcNgMBICQshHH30UTg+rVq0aOHCg3+//6KOPovlQWrNmDaQHQ14v/YAQ8nrpB/B3S78Bt/QboNBDFEYr2sX7779PCFHIiAY4AjU7nU4npJQbOnToZ599Nnjw4GA7Us4MpyFYcQmyG+JOoUKqP1ByTlorFICaWXTyOWmqNjXXhWl+DAYjdFavXo3Lq1atki6vWLGCEDJlyhRYQKZNmzZt2jRY3r59+/bt2z/66KMHHngA5J+0DXa1YsUKUVf0TqdNm0YPI9jen3jiibVr1wY7qIJJD8Lfnt3bv9mzo3TJSvzqT396fNGid2W3Eo1W4WxID0G07ZIlS3C5tLSUbvn1118TQsaNG0cIgaT8YB7csGEDKkAzZ84cPHjwf/7zH/g4ceJE+PfTTz+lu9q8eTNsK5vcX1pGJljut5ABoyXsqKioCJOD06WvsCUsuAL1bVDh8wcy4Leb0EQ3I7Fht0eCEeLDSQXTp0/Hf4Nx++23T548GRYIIR9++CEhZOrUqQMGDIAGAwcOJITQT39oM2DAAGxDdwX9iJg6daqoW9m9r1mzhlCJwUR2S9D8aMaOm3JLvwGELF248B1CyB//+Oe+fW/r2/c2uk2w0cJ60bJoPABuS29CApKPvpSw1eTJk+GyYulgEqj/Tgi544477rjjDkLIhg0bnE4ndI5nBvqBDWfPnu0IFAlHzc8ZqCZP1yXGfZGwHwu05oc7pY9ldgBoL0oF7qAqXcNyaJofe7ox/H7Jw1G0MrZjY4RPRC8ikatyQK98//33/QF7nd/vhwcxfDtgwIAPP/wQzZ64Id0GntrwFTz06W6RqVOnfvjhh23ufdCgQYWFhfAtiEC6ExB+9BoUfoSQhQvfgZV9+94Gy9D4ww8/pI8IlkGS4TBgWToe2W379etXWloKC+PGjaPHAxvCE58QgjXlobcNGzbMmDED1txxxx2wDMIPm61cuRKy0sMaXKblEF0PB/cFa6QVMHSImhuemT2TFwOF9NYB4CPLIsEIh4cffhj/JYTs2LFjwYIFsLx9+/YxY8ZIN9mxYweogySgFwKyOh+wYMGC7du3Dxw4UHS7iva+bds2TIbZXneVf/zj9Vtuuf2WW27fu3fnN9/sxPVjxowZOHDgtGnTBg4cuGPHDuVOROOR3bZfv35vvvkmIWTPnj2wIAKdJOkqu4SQu+++e8iQITNnzhwyZMiXX36J60EtJoSA8ldWVobpuUU9AOiHCbZH2BeUx0mYioBM+CURhtbISjtZQP4xERjX4HWP9UAIaT0fphUGg2H79u3Tpk1r835WmO2TsmfPjn79mo2Z33zzNfz5/f5//GMxtpk2bdrvfve7gQMHbt++XWT5bBPZbZcvX75nz54lS5b069dPdqtgEmjmzJkjR44cMmTI1q1bwfIZGjip5g/MqPkD5tD8/PzEKHTDhF8ioyDt2nxAiJ6STAWMd1Re9zABqaYs2wYMGLB9+3ZYNhgMso2nTp2K2uGCBQto5U8B0COV996uenjjHpv6zZ4dV942Fj6iq4vBYKDdXrZv3z516lRQYaWan/J4gm3br1+/goKCYMIvGFu3bp0xY8bdd99NCKE1PxFYnp4E/GVEoAsJ1ilE5xTlikvxRDvMqIx4ILSLSxSnbaT9hzlIRpSJ6CXDzkW2Nemu6ZXYEtfAtB+2QTWIboPzfEQy50e3x1ku5b0Hm/NDYLZv1tJ96PAC/PGPf6b7pL1U4CRIzwbO+YnGI7ut3+8Hf06/3LUjhNx+++2yvW3YsAF7mzFjBglMoK5cuRLPEiyj2RNr04scXgDa4SWEB0usUDNIljI17pGqaO3aVqE9fittxpLtxhfseoWMwbBs1tKBL0zY7vePj+Z+H3vssT179uzevTtC127z5s0425d4twdLbJ2YhGzMRDEpKlrdJtJmfjYLyGBEjMcee+zNN98E5U+W8A2Pw4cPLyoq2rx5M5SqD7O3eIQJv/gg5Kk7IifqQn7Lo6Vds+mAiUAGIwKUlpZOmjRJ9ivIZqne61JWUsJDANw+Ia+YhtBZ1qRpPPEr5ah50bDhkOkepGvaBStmq1NCNmZKbZUaGjRkVUCSiGYTBiOGLF++PNhXIDDgiU8//enMnJgDBb6Cj/AtNiaE5OfnFxcXGwwG2WiHkMFh0GMQZSLFlu0S4ZjeRXRc7XoVQJjw0wvhTN0ROVEXUWkkknb+gCMoE4G6pb22boYUg2EZLkd5ChChhRzmBkMZAF/ROcBQOqLAgDYgeDTPZA17dAVKLtBDJQGdFdYoSz6MtaDHD3GHojGHrPkxs2csCT8OIVZPNFkV0M9iIXSMejs5Q4FZSwfOWqoq7iJCiOQHihn8FhZA/tFKGC0zIheoDkPCLJ30HkXlh5SrMWBkhciC6nQ6RcIv5OlPJvyiSshh5rg5LERHvVODVGFls4DJRhTq4ND7UrO7aA4pyuBUWV6gsg/KFbqZaG5MtCDqUMPhgZR1OByi8dD2SVQ9FZQ/Wp3FcdIQqphfaLKcTdVEFk3iEGI1oxbOftksoK6I3OUQPaFEiF7ewwefm7Lf4mFquF861AGWCSHRjHxgP6UQYKEOsUHzOIS4uPWZChh96Ldg+p2atNOVIBxE80YuSUFUWi6KLF2wLPrXJfHxCyZcRV/R/dCHL9uDdJyMZIMJPw0Ix5gZp6JOCpsFjDL4lEdlCH0E4NEfsjmoveTn55PWDhSQEwvnfmCoBoMBRou3RH5+Pm6Sn59vCGTSol8E8VuRrCouLsb9Qnta+GH+SWkP0nFG6LQwdA7z9gwFfcYh6ATmCBod0BdO6hQQK7WmrKwMrjKOweFw4KRUUVERLX5cEodAp9OJfn3FlDc/rJHKP7yj4AYrLi4uKSkRqaGyPeA4SUBj1vhEMOIBJvzUIorvbu+20YxDiC0sFjA60OoLig0FpCq45pcDUyRLB1NWVkZ7AGKRbrol7bIILRU6BCUSlMtg43G5XLI9QEXW9kLHOTASACb8gsLUuzBhKmB0AM861Hhob3Ka2J520SDbhFb7ZDEYDKhWKpjWZXtQqerR0i624Q2MSMCEXwvxFWYeacKfq2MqYKRBIyGRxDvnBSKaYzg8GlokYwiXqA3OX5aUlEBhAUy7JXsgtFUz2E6Ve2gTJvMSmGQXfiEbMxNMvZM9HK18VZgKGAlEGh79cA+m/EUfmGmDwGRU0UBjkzZ2uVzYAIR3UVER3oR0nR1og41J4JBhJd5XMNEYrIc4BV9xiGqLdyRwUdlk6IHBgtPpBHM0WJ7LysocDkewDKKiaVdpz/Qa6I20tmmHlps06d7BtVLvEgPlw4l0oCETgVFD//etDkeIUX1SYhjnRws/OmCcVv1J62wAkTAA4JyryLsK1ufl5c2ePRtShsJ7CV1BSYRI+EF7PEAiMRuIepZ91WNxfoRoVM1cGpAQj4R8OFodtfTNg8VCMBjtBR73tHGbtgDTH4uD5x8IExS6IvdaqQdTWVlZUVERFo4XgeJTNE5apEE+z2C+USEfQmKaPUMzZipYMuNd5ml1OGG+nstuy6ygDBKqB2ZygloXCh4XVehAJA8iZBR1BRANDNaAclZWVrZ582YweKKJUgQ9by3qH5fBTg67o3sm4UWqJIjmx8LMkYhqq0wFjF/w1xHrgcijk0nKdmEwLIO/mOyd1n7Q2IjfRvp8FgcSdbpaV5mABdD2ysrKwD4ZTPKRIDk88YiKqRyesF59z22iOzu7SjSMQ0gMInE4Cn1qtTtRP0wFjBAJdrdHhzbn/Oi0n5EcBrt27UbNSYsnsycLM0di7muq1e5E/STkewmDwdAhuhZ+LMxchA5FeCRUQDYLyNA/LOFLvKMv4cfCzGniQoQzFZCRhLDg9wQg9sKPhZkD8e5rylRABoMRR8RA+DH1jiZhDoepgIykBU2gUYt8Z4RP9IRfaJ73yaPeJQxMBdQniZGoQYegCfSFCdtjOxJGu2hHnJ8oRw6dOwfDO4Ilm1GJQoxaXP9iE+xwlImcCshiAcNBfeQrQ8+4Whdx1EPuchgSnXeGTlxeTFUPLgqg0JVsz/QaPPbnnnvO4XA899xzoQ1brfCj86OT1jlM86ia0aK8AyKCPb8STDYkRlK08MWMhnmxcRnuHyYCGUkLCj9RKnM67UuepMRxRGUkRqljflFa+IkSwbQrCTUeER0Cj0Jny5YtCtUc20St8HO5XJh/iD4SOruMSAQq9CZKNhGPskFKYohwDS9KpFVAJgIZeiMKCV8w6QmdwBMlHy14RFnQIprzhbb5BUs55nK5SkpKNm/eHExiqcnzifKVbvD555+HMOZQ5vxQtiu0gQayjyd8lsX1wysxZu9UHkWY03gRmgXUsGcGI3xg8i/SM3+oxtEyQPo0RjukNAOn5tD7khVO2KyoqMjhcAQbj5o8n3jsdINf/OIXIQy73cLPFag0AZm26a/wjQNFozRzFU08ejEkhnNme48izGOMkApI4vMWYjDCIS8AqnTFkmTWUvC5HaFRFVPVlOiVxVStJULInDlzHA7HnDlzZOUfimqc58NDoxVc/Dh06NDnnntuy5YtoY25HS/OIk8WFPX0BaBfAcR7inyiSM1JjESgIR+FtL0OVUBte05U2PkJAYXcngponuqzzWuHD1tXcH+LZEPNDR+9n4TyaPTw/p4Yog4J/yji6zzo4RbSLeHkxU1a4kX4kSDGwGRGL4mt1cztxVDqJJglMzpzkDpUARPpxSUSsNOSwDCxFwLREH74VFLTMtLv74nhqILESnJrNQsYpqxis4CMZCCufQN1S+xze4qI0Ps7U+8iPaTQ0Gr8TAVkJCrJdhtH7ZcbjUruIYRkhRnIlWBh5nqOINRQemk7DBYLyGAwFIiG8AstqVKwdDAK6FlIqCdOj0Jz6RX+MEK4hRgMRpIQDeEXDgrv7wmv3sUXTAVkMBhxhN6FH5G8v8epYiRC26MYPWmGBmPSCKYC6hNRTkEGI8nRS6iDwra0ZyCJW1GnN0eVyBEJHxZNhpHkjqDJedSR4/kJfXD5uaX76K8gvSer7adzQilphJlmcL1ySSP1c37K6l3cvb9HTUnlOGMkug0TPauAcXQXMXQILflEH2ctHRhCaDwj+qh9uYZknrT6gsKPzmpG/yvek3bpzfT5/h7DBDFjJs/mjKYV82Zp2Kd+TnKEzmdSxUIk1cFqRbAMLyjqQOETfQQ0z/OSPOgu1IEuaeR0Oun17S1pFL6Lh65UQJ3MQaaEp/xF1O9GhyogYY4wjPBAUSeyeTLihVAcXuh6UcHagPAzUOBXWgmJmDy8dOicCd4unDEU4adScutTeoU/DF29RYUGJpF3ta4gqibTPyMERAZPlV8xdEiIwo/+mdHrRcUM/RRhDlSWqD28dKLehUnIklu30kuTYcS1Cpifnw8LWFPGFajl3WbRTUZ7kbVw0h+Z/IsjQhF+UMkPC0qJZKGaUrfaovnDS4fqXZtwRlOwrzSU3PqUXuEPI05VQKgOSq+hy3nHaFCJj6ydkxk/4452hDrgNJ7o2UFP78lO9UXhmaKJp4k0DkH/Mg/huOZLGdGwCt2GMWgyjPiKhQCPa5GtRQHpzzAuDlM/qNTqnp/QhwnCuEC/6c1C25F6FTAe1TsSPJ7dZGwWftGR3ImqAmrSbdQoLi4uKSlBMwysDCYF/RKiNs5EQkGwMZkXX+iuqkOYtKkCxrV6h9Dq3aiJzxBCjFxUL2UiqYBSb6y4EH7odAbSDqYe6Dk/wsq8aUe7JvOen9DnBbI0coNhaIJeKrlHYnewEKvYu0hgMBh++/hzgsCvXfISrGl29eSM115/w1+nPKz57to8aTo5se0ahtThJZze4oLEO6LIAflZAIzzA+GnRreDlgaylMX5hYbu4vzCISYBCSLDTjz+8ttrmC0p/TDiY5KgcwMm3T+iYP2LC52PEWkgS4tI8rUXg2EZLUcZekNfldxD0e9qGgAAIABJREFUQ8HFI45cGJSPAhYeLnxBoQejMZZGbD0YMEnr0xhC//q/Txixol1TeiA4X5iwPWLDYYRLHFR1CIZKD370YtfnS3274hDCTOMSUfSgAsK2bap3DEakYQF/+iduHF7C9ODXycyfwlE8XPhCg9cDyzilJ4UzmgSBb7UmIBGj7PMSjGiqgArqXcyvtd6IL6/m+OW5pfuY5IsL9D7np21qlVipgCqPIjunG/wFi2fAHGbQYMzk2fDRmmEnVLRDbIm0Cqhy9o494kUwJTg0mCRLVEIsaRQsi2DkShppBVpBte2WJuSjuKpbznVXdeuUZc/O6dZm49GTZqAKCOldjFxKKMONGFr5sBha015jpj7N3Yz4gsXwJR5qhV9eXl5JSQksK2QRhK/aG12krXqnhkiogJocxdXdutjTrZ2y7MGUP4VpP5OmZs/wT07IF1Ek7Uh4SWKZrsOICUxl1DmhlDQCpFkEo1bSSBPCVAEjdBRpFvMtP7k6/7abCGXVBCYUL4aFYKVrw/H2jOhFUXOSFYyZenClYSQnoQkwpibGBe2e81OZMzcKJY00ob0qYBSUVJ/Q5BOaJv7+t6Jc1Vxbil0IDi8qD0crA6aoz/YaMyMxDAajTZgwS0jaLfwUsghGv6SRJiiogNFXUnle4HkBlh+9/1e4/g9PvYLLCgUc1n72vwqdh3w4GupeanxVojAMTfphMJTxkwmxHgIjKKEXs4XZPj2UNNIEWgWM/hwkzvDxgsALAs8LPqFJtmUIRWs1PJz2io0wfVW0GoYIPb+KRQ6pDYYROZiyqH9CKWlE+7OIfDtjVdIoHAytQ+4MMY0P8/EtMs/EpfzhqVfe/dvTY5+dRwgxGbkGb9ANu2TZCCFGjjOEFxCpjJquZE3c0jbhjEpDFTB5BGHyHKlWMI+VxCYR0pu1izZlgz9GGdGsGfYumTZeEKh1qb8ecQchhDOaMjIy1HRiNHIf/LsMliM6flpsiK6smv3S24YzTp0IUUYCE64OZzAQdpvpkjhOb9Yu2mX6C9MRNGR8goBzfqgC/vmFN0jAmSXYbF+nLDssmKIY6hfO7B0Spvhhs4AM3cIsnzonMYWfJo4q7XUEDR9eaPIJgk8QaP1PaKULtk23nCxcFgVLhEOw2TsN+4/h5kwFZEQQ9mqlS/Se3qy9O4IFrRxVoqwCerwNvNBECAHlD+L2brvpBqIYw2fL7kJ/NHHcyk+34MdnF65495PNIQ+pTfVOK7HBVECGrtBkws8QKGnLahvpkGgIvwiFOkQtDiE6KmDXLtk8L/h4AfQ/QgjPC/Z0KyFE4H3q+0ExOXrSjFSLFZZpcaiASL0j7UkIqdX5YSogQz+EabrEioAMHRJ/Zs/oxyGQSKqABoMB4hwgtoEXmuUfIcTjbYQ2PbpdCZN5dJy72WIlVLYXe7rVakmle+Y4Y05Ojj3dauQ40VeiAehh9k6rfpj0CgYLdWAwaPQu/KKm3qkhfBVQ4XAgto/nBZB/hBCc+QNlTpTAJYUzmgOKHQ2mt061WI1GrluXbPi4Yetu3HUwgRfycckeY2z7YU95EZpP0yYwmgc5sGh3HRKi8IMgd1hWKPIAqBcYCrJBJz/a0FRANYfj8TbQ8o/2ebFazNI+OaPRmmFPlcg/Xmi6oWfXPzz1SscMG1hNCSG/GT7wnqH9w1fv1MBUQEZioIm7JvP51C2hxPlBJDvWc8CULpjnGr+C9v624vwMkpA7nT+5/IqxgIb2h5ln53RDr04f+rwEbJVWc2p1TR2h4txtWZ3NljRCSMcMm9BaTPK8YDRy7/39Gbr/f27abs+wOvrfFNLhhohBoxDyMPvRahgMBiORCDHIXVq3CIs8tFnPKATZoENEh0DCE+EC7+OMJlrb8zQ02jOshBB7hrW6xkMIMRo5bMAZTabWttBHfzOc7tC1cz/okXsPHLvhqq6w8otte0cM6qtySOGbDZkKyGAwdEu4GV6U03jKPkDjRb1TBu2HtFdkyL0JPM8ZTT5eJqRPtlZDmsVs5Li/P/lHXPPOPzd165JFAhOEmB27W5fsQyfP/t8PB+k02cEOh7QW4RrO3jEVkBEvsPm5JCEU4Yfl+kQprWVruONyYjggBFPvwnywNno90ozVZy5c7pxlI95Go5FLs5h9tZ4FzzxGNyh+fSUhJC0wI+gTmsApFHQ+OtsLlMD1eBtXfrrlwXuGEkI2bN09csitKrXVMI+OqYCMuEP7uTqW50xnhCj8QNvDf2mbJ9az1W6QMUO9hVZ5FlABiHMQBF7geVxpMnI79+y7/rpr9x44Pu2R/8H1015eXlNTk52VBRZRbGzkUuzpVp4XTFwKL6c+ckbj++s33vfLPPi48tMt0IPK0WroCMpUwFihB3/p5OS5pftYjmwdEr2ngP6fOFJRF04nKsFiRhxnTLVYOaPxHy8+QTf456bt1bWeC5fd1bWeem9DTU1Nj25XplH+nyYjB0F+Ro4zGjkTl+LxNsKCT2iqvOw+c+HS0RPlhJDhg/vXext8gtAly2bkOI+3EbRA9cei/4uoCYl3mIl3RBHEYCBaa37Nwo9dAhVE7V6NRlUHnRs8tfU1DU0F/PiNl3H5TzPnZmRkVFac75xzRc9uOdLGRiNnap3tzMhxdC0kKZgRG3LHQGOTMeXvb6//yx/vVT9OpgIyEhx9P6wYGsJKGmlvBVKjPorOxqiJz5BA0haB58+dPgXi6sJld+dMGzar9zb06HalkeOs5paMLeAFin4x8mZPjjMZuXpvAy80Wc2p4DVqMoZeAkKrWcDYziYyyceQhQXnJQN6z/CiFdGPmvdL0sHI5lUZNfEZkHyEEIH3CbyvSWiZ/MModSTNYrZaUo1GDv4IJe18fBMfvASEkeO+OXDMxwvNhZMEwcc3ZUr6V390oW0YoX6SMx1Mu3JNMGJPfN5miUpiCj+dJEXDWAiVicQESO3SOo11dW2dx9sAy9dd1c1k5KwWs5Hj6BAIEGbNy6DVUa6eRq7ZTGrP6EgChZNkFcQQ0EkysyRUAUG80S5mrgCYZYLJv3YRudoLWN6BoR9YSaNo0K4oQEFo5fYJSa6tltQuWTb0baEtllgCghDi45t8fJO0/hH6wkDiUI+3EasGosdNyIcWzuaa95M8KqAojxKuxERLsRkWgxEnxPGcX1xnilEpcny8YDJyJo7zCYKRSzFxHOh8PCXwQDqauFYzfyJA8hmNnMfbaLUQcPWErW6+ubcmR6QTH5ZkUwFB+KmRdtIfYNwdbKRh4e1JRfyZPXWr3qmnTclHK3+Q9sXEcSaOS7OYTcaUZskHfptCSwlA2vgpo/wZOSPHQSCgwtRgyCSYCqh/YHoP/qVVwGBS0C8hKsOMP5i3S5IQDc0vHOJavZPSLrUmzWIGZc4nCDDPh9ZOUWAD5kWTyjyo5AdTgCYjV+9tTpzdrPxZwjiYICSGCqh/IL8SSYJcEwxGJAhR+MHPjC7sgJ5m+AvExurfwRVEXVw/y0KT3Dwv8FwKWDLhX1rm8bzgEwSPt7FZQPICkUsE2rx5s5tMSprFTLwNPqHJSNlIx0yevWrRnLCOkEKHKmBc3zzBEE340XJOOhfI0AssyZluCMXsidMMImkXzM2sTRtLAlgyaTTxNbVldUInTym03RLNmD5eqK6tCxa9B1OGWNId5guxWHwkSAxHUAZDG9h9qDNCzO0JiF48k6qkkRSV2qpKVxdBEDiOAxWNkOawdFqx8wkCuLoQQtCNhRea0uQq31otZhPHEUIC/6YQQtBBhjOaynZ9B1+h7+gvBt+i+tDlYSogI55I9ElihogQHV5At2szlogO68aVTL1TA0T78XyrgDy+ORJQCAQ2UOF9zXHrQr23gQ7yI4HM1yQwI9g5y4YB8iRQFKLystvjbaCjJj7dsuufm7ZrcixMBWTEC8zbJXkIRfjlBSBtuZklnmtZdCy0Zou10VsvBELxeKFJFJNOq30kUMMIP1olyp+J48Db055htVrM9nQrhExA8PtVPXv+p2zHhcs1KGuxt5WfbiG6kTrMETQcpK+hjGgSuQh6RmiwkkZKaG6hVWvz5H2c0STwPmIxE0I83garORXEksifE8Res4wMeMeIMAYUQZgObJn2E5pIYPowIyNj01e7hg/uj8WSQJXkBeHvb6/Xm+GROYKGQHIetU6YtXQgIaQ5jJD5vOgDVtKoBU1KGil0S9qTTsVssaZa0syWtC5ZNkJI5yybiRJsnoZGsHmC8KuuqTMZuTSL2Z5uvbpbF8gICiHtPC9UXnaD2gdijwcfUV7wNDR6vA3QAxRLavTW/8IxGDaHZh5vg8fbePbCpflPj9P8zMScYIeTYIdJEvGItCcClYxEvDBhe3McPbsWwYnavZpQ6c1CI2q+pqElEqPtmbLwvCBAqHvAgbO61lNd6/F4G0HagbKICh9iNadaLWajkUObagpn/Hr/ocrLbo+3sVlAehuraz0+XvjzC28Q/RkedWKPZTAYcUc0hJ+u5vxilfO6vZIP01tjDjOfILT88c2eKSgacYLQ422orvFU13jo3kTmUBSEVnMqaoSc0cQZje7LF4+fvVDvbeB5oarWwwtCvbdBEIQGb/0fnnoFe9BK6uhEeun55YwRDdgNkHzEX3qz0IhtKGEIOh9mOAsW7Yd+nh5vQ4ukFITqWk9VbYvks2dY6dQwhAp7hz+wl5KA2ychpN7bsPO7Q1u//oYXhMrL7pqaGoH3NXrrmwT+4cIXoE2C+bDo5+WMEUNY7YWkIjGFn05KGo2eNCOcmgkCzwsBCQcJPHmJCRRsnoSQhnoPAZtnjac+IC9BazQZ5R1hAJjhg38zMjIIIedOnyKEmNOsJ89U1NTUEEIavfXYHuUfkGAGTKYCMqIBu810QDRye0btgZJgSdGaBF7gfVxrucULTVKbJzT28YKPrxMEgZ7e41un/Wz5iJXfBcFk5AgxE0Kqaz0pnJEQYkvv2KxZgjqYkWHkOHdtHSHEU1NNj0eHKiBzBJUlti+CDMBAlrLaETqBlTSKFGHWyQMavfVmSxppEVHN0CWN0ObZQOlnNPZ0q9RrBgyhPr7JyHH2dCttXK2sOH/qxLEbb7yRbm80BlKjdckuKf3wwmX367Mm0g1YGIPOYWcm5rQKeGDEGr1XdZCiW/WudNUGXDYFNzOqB6L98KNPHOfeRAIzggLPC7wPpKA1wx7OTu3p1soKQgjZv//bIT8fjOuNXAptdPUJTc8uXFHvbYAQCJJwKiAjiWBGyKRE78JP5+odAGJPE4FHIwg8Cj+eKtoA4X3Nap8gEDCQUiUAEV9zndsUE5ciVf6gRoS0tl/nnCtg2m/r/35136/upr/CxvZ0a3Wtx+NNfXH5mpmP3U+3YSogIy7x+0k0k7CwUPdYE7rDC9YtgvSemNIFk7wg6uP8FBxV9Pkse3PtZ2+u/QwqzaL/pNHI/XeTMwp7Vyj7QCMSe7wg+PgmUUVAEakWK8cZCSH2DGuXrAyrJRX+7OlW+q9bl+xuXbLf/WQzZEEDdKgCatIPg6EJzKdUJ4SurOTn5zudThKo5wBJPlEQ0jk/25zz060lUxZZ8ya4kyg4VYaDT2iCCuzwkU5pJvA+sHm22QOhvF0QkdpHB7wDmelWOgs2jT3DihWRrJbUsl3fHT5xdtzoO7EBUwEZDIZuCfFhnZeXV1RURK9J7JJGb679jATK/ZDWFk4UDBGSfILELCn6KpjNU5QLNBAsL6DOJzV4Qnusc0QISbOkEkLs6VaeEp/YJ2TQhrK68NVTc9/52xOPwrc6VAH1f6cxGIzoEHo9P9rmGaylrLYXF+odSDvEF1wC0TIPXChXrf+35uORUf4kahxA+8iQ1uKqpf5R61q4oh6sltSs7OzKivOEkOcXLHvm8bGiBjwv0DIVT45PEHhBmFC8eGnx43R7pgLqARbqoDvYtF9MCXHOr7i4uKSkRGTeTIySRu9+svndTzbjR0gnBssQZi6KNDcZU/AP6gRpOBjw4ZTUM2qiGoh1Pk5uANiDj29qVQKwdc+i8YMcfXnxW7Idwh+WALxwuabyshsG8HDhC3Skhw5VQE36iS/i7pcYJWJyM7CroANC1PxI68JGcV3SaMPW3YFKsK2kGi3z1PQDYuP9Nf/Udngg3ppztQSKE/GCIAgCTPXRE37gpYJtSOtgdpB8UlVPRJrFDNHuTQLPcUZB4GlVj4aWfNW1dWkWs09o8vF18C3Iv7VLXsL2TAVk6BR2SyQfoasptHsnrqQVQf1Ttus7WUnQuni6kuTDGTL8qOHwgCaB5wUB9oJ+K2jzFE34iWyehBDclshN8imYc7FDQeDnLn33iQl/kG6FJ8pkTLFazB5vI4jnFM5otlgF3icI/OhJM1D+6VAFZIKQwUhOEiq9mRp2fX8EFqBSHSxD7TpRSxR7otk1k0TCocz7x8q12o6WGoxMJVupzVNh2+ZlaopOASPHmdOsdCazqlqPtCgS3Z4Q9Pw019W4IU0aCGZa/gFMBWQwCGHTfrEkjtObtclTc9+xZ1i7ZNrsGVYsWYBPcKhXF2xbH5VRWmEXqFSZuJQ33vtIg0HLDoYX5zZDmycNbfPEguxUJ20Yb3EXPl6wWlIxiBAsn4QQVOzEPQfiLkxGjhc44m00p1kF3tdEqaQi+UeXNNKD9GIqYJISw/dyv59lloktes/wEgLPLlxx8XI1Cbh+WC1mnyBYLQHFLssG/8M8HyzTgoHyDZHxjSStNT9w75QVCaHBUQoTESV5kcjjJkmEQ6oljRBiNHJ4RHQxI9LskNlkVBxwIM+1u3lIRpMg8P9YufaR+3/T3KD15vXeBtgddstxHMhmFJxETv8jupFeTPIlNezqJyWJI/weLnwh1ZKWnZVltaR27ZLtE5oClc0bCCHVtR4jx3XJslVedqPy16YyJBsJB7SE9xk5o5Fb9NYH2hyGHEKLXtU8gQex7Smc0VPbqsYCSEp6GtLHN4H8a06KFmQKU3lqE2SYx9toEgTwagntQNAFVCoFdSK9ElgFZKEODAZN3M/5jZk8mxCSarFaM+xdu2SDB0q9twG1EzTWebyN9d4Go5Hr1iVb2g9tAgX1SLqeBHFp0SqrJ223RJpdOgNVHTzeBkEQQMgJPI+qFccZYaXVYhbNSgaT8SaOQ+su5K1G1Q2Uy1RLGlTyg57rvQ28wBGq7K0ItCQLgewzwY5UqgXqRHolsGBI4EOLb9i0X4yI4zk/EHvWDHtGRoaR46yWVPS9TLOYaflnNHLwXK6uqWvw1p+puNQly0aoh3hmuniGDGgzKkATZGUeDZR3gJk/EGwKaV+C0aarC20Lhb2YLWmc0YRuL1+UfTnCcQcUicdTR8fd45wfUeGMI2sFJUx6MaJGzKfc2LRfTIk/syfIPCDVYjVb0mjJRyk9gadzoAYC6EwCz7u9F92XL5LADNkVOV2qaz1Xd+0i2pGCzROwWlJBBsxd+q4mh6aM0LqkHyIrO+nBhxZ3b8/oSAjheYHjOPfli5zRJPA+EJ8+jiOkAUtMhNA5IGsF1YkKyEgW2E2SrOjd7ImPMFrm2bK7gDOLiZ544ziczOOFJjQSVtd4oAR5Q70Hai5AmyaBB+3kfMUF+PfWm38i2rtocgtUSR8vgBLG80J1jSfkQ1MPjBOVP0J7lBhNUuui1dwqJqG1IFTlm2PkUuzp1npvAyHEJLTcJGcuXLanWz0NjZ0zbSSQEUYq/9IsZoH3EWINlndUhKwWyFTANoEQ27y8PIivhRQTmIMC664wGAwpoac3E6X3VChppD6pUrCSRqMnzRAEHlwfrRn2NIsZDYAk4NZvtaRCaSETx1nNqdU1dWcqLp2puOSurfPUVIPtLiBFjJzRCGofaa4Eyws8v2PP/hNnLhBCeKHJ421ozgTN4/eCx9tYXeOpvOyurvVcuOw+fvbC8bMXolO9KBgpnJEzmuAP1kiDHIjq8D4a0GtNXIqR4zrnXAErjx4+VF3r8fFCZZW7Vaa0lrnD5lcQsyUN3jPaNOoC0sL3LJmZMijk8vPzCSXtUAoq591lMJKcsNKbwbt5myWN2kS5pBE+Fq3pLTXK7elWEtDMqms83XKymyvqcRwvCCfOVMAzuq7G3egVK2eo/JnTmuVEQ70HwgYqKioqKiq6d+8G6+sVC+ZFIp+LLE0Cj2MmhJiMHB19COHkTQJvzbDb0jvCymAJyVQCvjAwh2cMqL+gZfK8UF3r6ZJlq/c2EGI2cpyPbwITKJzNei8xcpyPF8yWtEZvfbNvjjr9j+jYEVRvgMJHCHE4HLhSfXGVZCdBX4kY6gnl+Rjmry6Ekkbgytgk8CkBNQLknFEQPN5GXhA83gZ7uhUewSfOVJw6c44Q4qmpFgSeFplNAg9/KZyRMxrBkYTjuI4ZtgZvPeiFTQJ/+vQZztjsPEnniUZdk84ZpiEBH04ZJ0mB5zmjCWMeAu2NJKDOpgRRsIL57Ch4qMJX8K+R40ycQAjpnHMF1HkAJa+6pg4FsNWSygeSfBJCIBbCJHA+Xki1pKkpN0gjFYFsFlAWNHXi26dye6kGnEhnI0R0cgaYw2csCMXsiRaVNn91BgpcqVDSSGr7Gj1pBm03axJ48O0EmUcIMXEpaRZzdY3nwmX3mQuX9h445vE2ZmdlZWdl9eh5zTXX9coJYE6zplrSUE8CUyYhBCyoGRkZWdnZWdnZqZa0JoFv9NY31HsIIUIAIsn2wvPCwR++b+/ZEwFHR9st1W4Y2ATrxys0bq/NkwT0WpORMxo5MH7C+vITR3lB8AlN9d6GqlpPvbfB4200chxEE8Kcoj29OaVOew8Kkd4JJGwDZoI960HywQ9QubgK4JcQtaEygsKuQuwIRX3BXx18RFVPauqkf2BqnlwcZwRpt2rRHBR7AtQWCGgP506fam5sNIGhz55hJQHlQzTjZbWYKRePLoQQj7ex8rLbXVsHsq2h3tNQ78nKzrYHoh1g4cJlt/vyxYCPDBjuBI7j0OXk2JGDas6VGlRKCNBTW7ZqrbrR2pVPEOgS8zzf/FEqAulQP1xDL/NCK5OmuFigIFTVejDsAWu7SxOlhoBuYwF1Anq7EGrePX6LqzAYUSaUpwD9aol2Tnqynci5vbT5xEF/Ttn5IdSQbFmdrBYz6CXW1nXGAZGvY9eclpB2cFqp9zZ4GhrRERSkICEkK7u5JTrx13sb4FsUgcClijMKByLi4zdeHjXxmWDfmi3NQpdSSX2iM2C2WFM4I8xQclQ4B2qiGPYHrwL2dCvMgOJRY1fSYvS08JNWqPd4G3ihyccLvCBU13jOnjlNCOmccwUdXpKZbrVnWNHt0+NtrK71VNfUebyNHm8DTLuqmfOTJRKxgG2SGNKRJvGOKCzwRbz1OTEYls1aOjDSO39hwna/f7x4MOzqBIjavRqi5kd/1KSk0ehJM6AITrAGgsCbLdZUS5rJyHXOsoEAMHIpVrlsI6jGoYzkecEnNBmNnJVa7/E2plnMHMfBhF9lxflUSxot5DA7M8ZFiNKJhQladIPN2LVu3JyqlAQm3uiwP5Vh71JVTwEjx6E45AXBakmFnC/nTp+6snsPj5fYjc0KpcfbaLU0R757vI1GLiWw3BCO5CMsFpAROdilT250EeeHFk7wJ6SzIQPg8JJqScvIyLCnW62WVJR5drnkLF0C2atFoPzzeIk93QrlC3he8HjNly5fJoQ0eushoZeIBonLqIaIJF8wUYGHDHN8zZEYEilIIMwx4K7CC/9/e28fJMdd5nk+RWf2W9nd7ZYtsRaDfcMMMMstcBscQiZwdbNriCGW24XxhO0IfBBhQLOLOVliDu4C211ttLfDxCKbA3YwLxEzY+Is29phWSJM4BdVtxzYGgfH4Dk8Y87MYLzYhy0kd7dU3a2uaur+eCqffur3++UvXyozK7Py+USHlJWVlW+Vld98nt/z0qaFw8Mrl9LWm+D1eXBH/79fPv/aK3+7uXFh5mIH0Lj0kiwvm52Gs9DcuICfxbrYkbZuRHIBhfSoVL428D0QMc6Y3JU3M2Ztj01UxyerkxPjGEmBd/bLZqeBdRig2/Rot8LZWMtr/Uozu8tMjLmus76xuXf3rpVz53GAqjU1hU5Oyn/Ayia4M3v2XtGn+84PUj6MWKHm6cpiF01N0/77NZHY6nVv8lQHrn9+xp8S/+l68sln7pqdPXO2O92V1Xa71XZGHWertT050X3rstnpVqv98iuro67DG9v6n4ZQyCigkB4ZODzNSJGzAZGL8mZUlJnP0e+VqHyXXFx1Xeey2Wlu/4FWu4QrH+g5ed3b9ObMxReh8xMAJifGW16eHLL7d17nus7KWhMNrKSMGISO2h6oydkpYdNqjzojaMjiMfZ2cmjT2aChOEX/Qm6x2xHC28TMVBWHQgHg7Jkz/+3cyht+7030LaxvbLpsrLE6Md6cuLA+WQUv7STkRi1ILmBspKuDIHByIX7IiOPiABs5P/m7OOKFsRWTE+OofH7FuhTlQxTv36gz0nKcrdY2KgraMcCaleM9favVtW9wD42qnCAjLK6Vz/TGOFlLW6Z/+FJPPRx1RzADXde/MGAC36g7AjDudoNZuu5ix3E2Yb168cxP//5p+L03UW4DbYhCQKcvvmj13Hn6QlOSQDEBAxnW44qMmFkCAMQubxYJJc9P4UOHjzjuKHr/wsR9gFdyzPddU7c5/hHF6YciN3NxtToxXp0Yn7m4in+uM8LFNbx9Fh7MtYdweX6u64x6f2hgYQYe/uFL/VNe+p1jycofZYEt4BUQ6E53a6iOAEB1YhwjPLHm9fjE5EVT03v2XvGrl15utdsvvHyGeie1WP47TsRIZAxEcgGF+MgXXXryMubnuC5VKlEalI9NVLnwUJAFAOhNyf368BFbrBYJsNs6JcNx84jLpOOOBrbpiURIMRifqOKA36gz4jojfMSu1TuwR1agAtp/QCkcvWdGHerbcVqOub0VbdCqw3PFHc7VifG6v0aWAAAgAElEQVSVteZls9M/+Ju/o6DTq/6Hf7rF6uDoX2v/OI6L6TGOO/qto7fiTFEvoahIzEu2DN7tySM+/Cp16bnVAGN6+UpF+fxi+r13d/SA0zN45hWRoQDQpHye3KmLJdbAp7AZ+jwnJ8bJkcjlaqeidDfrYMfq5S0XUOO7H9EeC+xVQLkE0hwKsaUtrpxrckV8/G/+7i1v/O1+Gh7ZofBgvFo+/OnP/8WffoYvMMQOTGHYkJiXQTDgVIcPf/rzEMKj6PSOdeHIHO9CDqGVD7ShL+7ZAwA+SMaJVKDSjsN8vCHtP4rw9Pr0ql+cYgUS+rGoh699ijozdFs4eQal63QzKHjaQ8/H2YjpzFT1qWf+8dLZmVa7HfXUYVK/clUEnqgD9S/fXb+ZXoryCblFyazoyXkXsiJh8TN2EbO4PWnEC7rluwzGX6A08kE+o/L5uUCNoZJstSxzoNVut1oJZrjjIfOiLVumnaxePOO4Ltp8FN06OTGu6NlWq00pfd0P9sTBegEvjuM6TnOjJwjWGCYDPakj3bCa0Xa71e46XelTPMWQXND4jVyxd88vXniJCuh0GxAGhb04jos+0vHJquM4ehGD6sQYVXZVTtonjnwVAL5y6x/xmWICCjvkwMBSciqOHDg1qD0pOUmKH2/vF6POSzfI09M/BaywTFUre/x7vXW8dobErJGNaNaQcaMvgAH96xubK+eaIeunhAEzHMKVdHEBYNfs7KhXMAW8W3+YnhLc1aksj+ajUfloYQyioZlb7W3Xccj4U4ZadxLwew1NbLG0euZl46F1p5lJRzXeAKC5tjLiuJsb66/esxvf/eUvXxifrGI5AgQvlQsbzX/ymteCp4WfOPLVUde58zMfxWVE+RBJddjBOwODz21XkGG/DElS/Hi1awu8pdHHF74UuDzdHLkREDKexY7fWBeJ6Mq5ZnPjwlarvbneTMTsc7SgVl6rE7COGuZ7OC6m9gPFeXreSEX/ttpt1xmh5vXdQ2NJ/UqyYxW65VcUfy9HOTOu6+Dzwag70mqbTxo2v+Wbw+I7zY3N6tSM8YGGt2SiORc21jEjHquZN8+1Vs+eBoBde/Z2i696KSgA3XzNi6amvYeDTXxkabfb/8fXH9i7e9eH//W7aeUlNwHLfOwWBpbbriDDfpmT7pif0dX57z73Zzd99mi71SLlcxynTVnkrS11sKdbsQXTyLqWBzcv9MiXMAltrrsT309ND3biPFvdNrmtdrvdbicYqTjmVbJWDpMbl6iR45PV6Ysvct2u68/1MhyABKxX/9QDZI0deua7DvjbjmT20aMGRf34VgxgKQ3ViTEc+cOFr7x898zFVapz3Wq3de9u2/XKc7e2UPl4XgROVKdmsL4PeC0jJtmT0KgzMjN10cra+VGvp+PMVHXv7l2u4xx/6AfXvueduJjc/QVBIJIUP+rzR3OUlkaohZ1O5xNHvurVWPH2o1f/jOundkJbre1Rd0SPSQnsXa6UQANmG+Etfqu93Wq1W+12tztru72+sdlcW0mkticvZINtIsjsW9/YxFs/eMo3vWu34ziu62Cd0ur4WHVirNqN9OmOwFELdeMZMKc9OCNb7W1KfjC6Rv1SBinsRV2nOwIAkxPj6EPm/Yxa7Xar1RU8vQwpdc/YarU3N9YvbKxvbjRxzA+zO5BuIiY1jti4gAmOO+GvrlMdH6uOjzU3u8V6ds9O0+E8+Nj//ewvXjz4offTCktuApaXQphW4vnMioTdnqh8ejtNvN2QIfiVW//o0Oe/Ab0BC91w/3bb0tB8q9Wujo/x8H00+7ba22iaWPTPK4zJinwCuM7I+saFLa8XT9fh2dpubmyunGsCQLLKx4MYKYSVKx8edXVqxnGcmamLqhNjmNs3OTG+E2OC0a1O9zmA6x+fpgBRGtHkIaNA4ZqafI46I7zhkd2GRj3uNrx1d44IJ1bWmq+ca7babTyZ+BYdOH777XYbDx+Vz3FHHdcddR1esvyy2elRx2luXsCgHtoWPhnQIVAokJKkv3f37Be/9V3SP1G+UtMdc8nZaB+I5zNrEnZ7Gsf86EGbhvo6nQ7FIxz6/DeMgY56aHvLS5q2344Nsfu9Bp+ygKJ8FEmILxO3+bpzvJeK8mHzCscdHe02YxqvToxT7gHfc+xN0T0u07gdwQtho1WH5Uz18m/KhL6eVqutb8t1KTWiGwuKZiX2TWy12y+8dAbN+ubazrgpH/jEiuF4li7b8+pJ5uZFqw56OhF6Dz2svjnO8YqxGQ4KAD50+AjlwiNiApaZvIz2CQMi+YAXvY2t4vwkExDn3/mZj3L9I/8nvcSJ6kRPi1peyrLFKonsJKX13sGNsud6t1Hydm61ttFT12pvNzcunH7pV4lUpFTG+dDh2fYS4Ej5sJaN447iUJ9XYm0nzkVJ7+P6F0jPE8DETsshBT62Z16PKQkSvDNMZeROv7L68tlVnLN69te4TE/D3l7LHgN8MK9j9+w095SC901taWXteqxe18FmHcq79BE9wlaUT8gj4vnMhMTEL2Seg24Cgqd/uAAWTcbpdrtNQ0SUkEfZDn5jfrrzU3d1UmrgOvYz6lW+rXZ7Ze386rnzeLvsJ73dK0TiW88FQzzAq+LmuKNYtntyYnzUdbCcJvQWG+NUJ8Z4noZi5CkL9wT4THRVny9A0uW2t0F74NhZM08cdB3mX+35RtY3Nk+/9KsRx+UtgvnJ5NN4+K/es7s6MUZPQrShrVa3lQR34VImPhu43eYWLcY9hakyUwYTsOypDoXwKA7U80mu4JIk3ScmfnWPSBl+ZAKiF5QksLtz5txzQ04eQUH5wO7+pJfg2RBaRdB201PBrXYbN2HceiTQmumZw2y+dquFNhC6OvFdjGnE3Aasrw2e8inp3q7rtJx2c2MTtcce7KMH+NAcHp9CL0fbbddxmlrvQKWDhNHIJtY3NvG4AKDd2pqamgIAKhS33W5RcBMq37i3MEKitb6xudXbpqM6MYbFtXsCdthudDv9tnZ8sOg79aMMelCGYwxGToKVW+9+R3mS7hNOcp+bmwuf4d7ZSTXdMQHBZxQQQ1pAK+phpOW1aMeX3OYzLo/3R1I+jMsHAMeNX44Za3ThNB/wo/gO6DV9UBtQ+bC5hKd53eE0fROu61RBLYDih19vW3QVUkMGBXQIW1bo1QrYcTvjBPo8UezPr606rovBuvRI0XV+tluU8D7qGZEtVqaAPNLdjToOKp/rjOyenWa5/+MA0IRN7PRE+8zNvvHJql4CVKEMJqAgCJCg+M15xPu4PgrI38V73FZ726WoB9dp7XjADFl9zQ3gHjmkpXn5MKqz1W43NzZxAWzgB732UFQwXh9YATOc3263N9ebeN/vWd4dBS92w2uuNEbJAxyu3y1TGwdLNh7oJm9vdwudVu/YG3qGwfOIcmcsxoXi8ivnzgML36Vj5yYvRRI57uh2u0WeYSV4tccY7O6q030y8KxPKjqDRUe58tEOA8DvXLH3J3///xoPkxDlG07y7fNEf2OPs1GG/dInSbenX55DINwEBM8LyvWPhvFarLUs4joj6NXkt2m6gf5f3/7eR/7wX3VvyqFjQ2g98XoYUewGDe956Yk7ykcRNCSTyO5LptHa601a8Em8M0k7WnWBy7s8ad3HwctNLoyGRcvYcx1vt9ptrtCu67jt7fWNzVZ7u9Vqj7rO+samUtuz3WphbCcdPjp+cTeoiqlyXHzP8btuAlQnAACaAJQzSv06vJHC7TADfkJZyKWcYNDpjrNREh6yImG3Z59rUHIh7PrnOt1i0Ir+AQDacz/60Y8A4KHHf/z6Ky7H+T1lQVgbB2724fgfZsKNT1ZXz7wcKdRTVz5vK+3za6uK8oFn8zkOxnY6VHWMstmMDk+dlqnYqZ+bV8FmPnqxRdWJMRQxrPcGXVfnOMAmeJkJ/GABAJUP/cbkPVYOH92eI47ruKMzU90BTiq4Yzw6b9NArlpF/1qtdtePHaXWnSAIpSLhPL8+QdlTciEA4NDnv+E6aiMey0M9v1c+/9w/AsDMVLU6Md7c7DozXZbHTR/xpNSpTmDjpPH1jU3HHQ0vfqR8GLsx6ikZVjAxKF/3vt/t2IcG36g7wsNJOH5ipgcBBcpeYNyQoe2f46A919zYbG4ATABsbI661fWNHv1bWdvJjFQcvMYz6bij45PVK/buqU6Md1Ma/GUPWIk772Xb7ek/vE0FeoDV7kHCDPsJw4YYUoKJHIkfjzUw5kKQ/lFEA0kgHwIELyGMIimef+4fq7/3eyut882NC0q2OPcQNjcuYJXI7kra2xA9yR1tvtFuJbDumjc31tstdZyPlp+amuLVTAB2RiuVJA3FAWgRML3HvfIpXdvolNI+8Pk7MzcvgFfDpeVuo5OWluFpdoj90WHXnr0AcMXePZ6JaThAKmtH8F72fOu4t2QRis3HKXuqQ247Ofghw34pkyPxU36TSjp8Ty6gT2MB8EbX0HXJYyyf/dk/XL73NTNT1b/7+5/y5S/b82qadh1n1BnZarWrE2PNDQC4ADgoFc7yo8QGXooMHao40KUvT2NdOKe606vd126zW2zKkrr+ceUz9n4yVgkHFvOCOQMvb6xunWti0WoAqE70JJlwo9xyAscnqpfOznTr0jkOihzttvI0Q9O4DE/VqLI6sWj2MUOwzdczOTFOY5Blo6SaZyKftV12wl5k2C8TBiN+ODpoD43xq4h26PPfIBvF2IcPtEd+LGr1ocNHVs/N/O7vvO7Zn/0DvXX6pV9RLtqu2VmcGHWclhtWYxAqSskVt7mxibGOlNPGAz0AYGxiEh2krEbziBLECJpNZj/ennS3cJZiYIlwZnru1BjDOnC8CgFPSPDbVQDY9/a3o+90Za1Jpjy+RfpHCxuSXlrtUdfpSaifGKNC5Gj2MdNwm69ncmL8LAhloiAqooa9COkzGPGbn59vNBohF9ZNQGDp8BQFA8wLill6GEVJAzzfOnrrhw4feRHgiiuv/MVzz1GMJUbeA8CLL6wDwBhLtcZalGGaj1N/Wsdxtrw+BpjYAL2FtSizDRv3jHotFC7p9XzqhHTiKaYb1z9e2sa2hnaA1rpeRwUc3qNOQ1QfB9eg2Fi/deXrMDSUInJnpqp8gBDhTk4qcqaoaY8h6DjozeY1eujY+cK4XRn2KyNi9Qoar8p+k3NzcwsLC+GXJxOQ94W48zMfpVi+rfY2/mGkHxcJ5R73raO3NtdWfvXSy1dceSWfP+K4I17KwYWNdfrbKcpl9XxSuwbHHW1zvN6E45PV8ckqxjSOT1RR9sYmJh3HQV8reOWhMeDTklrO2Wq3t/oO5ectDHmqu172GhPMuUnqus7ps6svn11dWWuub2xSLkSr1cZ+62js/taVr/utK18HXq0W46Fx6xOfHnh5z64zk/3xk4DjfJTY0N0HT/n0jwwT9XodJ7DEBL3US+wKhaBS+drOqGRBzNaCkrXlF6MEmoJiAn76C3+ueEHx5ZmzZ5VusQi6QA/Uvzy7a9fZM2eUd7mJhuZgt79u0Mif15RcTV3HbAcsaYbDfuT/HJuYRBNn0ivgSdqDx+KyqmyIUer4zJB5EX5Qryg0thQjkvr5Kep1+uzq+sYmBQqtrJ3H8i4XNpr/5DWvjbR1Vw3B9VUsxfjj4Z1KQ8Gd6VYbvNT74ajkMjc3t7y8jIKHPyusr0RCGL7ckpAHaDCycuDuDhwY7M4MPQNwe9br9eXlZfyJRv2sXhHtTz/1EegtCkr3u2/++8N+67m7fjMAfPb//BYA/PKXL9B8FDyUQGpBYOmvC+QUNaXDO+7oSy/8AgDOvPQieCl9YxOT6FldPXt6amqKErp1S4tX4FRkz68bkU6YVD/eqMGufwBQnRjDkE5sjQQAzY1N8pSi9mxurE9NTWHBtkhw/eN6pu4wS3RRxv960yR8mxH+z//rnyjpNEVE6R0NngRic5XB7FOuEMtJ8GcAlh8k5JPRK6Jxu0FvB6jz7/+XD9302aNGE5AYcbrlPS3GH9mLZNthgkTz3AoN74047vhklae9O3v2rq2t0YDZTpp2u43hi6POiDEgk6B6p2FKutAcLIpGxVD0Tyn6py+AA34vv7JanRhbOdfNZ8e3Tr/0q8v2vDqM7PW6Lrf1mBrbZ9nxKhExrfa2n2rSwWKb+H/3uT/7T7f92+EwAXUV1KloSjAEBx6KkhxmXAqT+5E0gwl46fOxlN+w9KLYOB9tu0DQOjxQ/3JzbYWG/fyKWev6h6EuuDzPCCTNw5fY08dxnFFNol58+cwVe/cAduabAECfZ2vbdZzmxgU3KD6F9C9ZuP6B3hzRHVnfgOrE+ErrPMan0HHx1JHA9QNryeRXktTPdOtJz2i3KUtE6fmn92ziX8Etf/J16H2KKih8tM/P1VnoA+wHfnMvXrOeTLL98pn7kTY5yvMLD/8Z21vjhqTd2hqbmLywsc4dnoTF80la2PasQ6WHERa25s16dFvqhZfOjLrOZbPTzQ1owgUM+0SLSqlyaaz8gvrnZ/wFQg1gFZNL1z+vaHUTc/tW1s6Dl1gZia3eetxqeKqPucYhe5cOocmS6y0JMEaz8pY/+fpd/9vHim4Cov6RzxMNQXF+IoVMJPDJ9itb1730KKT4ceiepQTCRALtvw9/+vPot1QEjDyfRjB1oXrxDPQ2rQUW8MLh918e8NJqtVfWmhiyj3ZMdXyMbEmvTNo2ANDOsY4KYe0/rUjmyFY3KnJbb9HO9e/02VVKGF9ZO4/61yexK7Aox2tZj2Ig+i1WXBOQjDyucxLnArAz4FdQs6ZS+ZrfhViqrnvpkWvxw9+zvVOSX0W0GPzFn37mQ4ePtFtbvO3AuNKN1vN8Un2WEcfFMSSkze6wkxPjig2qvNy7ZxeQPec4APDiy2ccx9k9Ow0AzY1NnIm1nr1gS6e5cUHpQNSNDg1hhIVM9SNa7W4L9VfONV982XdkNMIKWz2lOAneol2fqROyvkHgCCJ/VLrzMx+tVCr62JhQXG67+yn+sijjW13BxnhPqXOWDvkVPwqNCa9nSjp8jI1iIsS1//Z/d3ZS4A11mVH5pmcvxZc04MQrnvT0JHKd9Y1NvioyCq+8fA949+jmxlhz48KLL/zy/NoqAMzu8qRxdroJF6irLcY6co+o0XPoeqVSQvZ20Fk510R34umzq/HWEAN9lM64mMVTGknwhPJQOBOwAt2Eh6JodrHIr/iRwVer1UJ+RK+IFm/Tx//sPwDA9Z+8neYorRgcd7Q6NQOe6YY33+bGBX08j+ZgE1f+1uW7d81cXB11R2YurmJ5FAC4cu9uAHjxhV8CwNkzZ7gf9TTAZbPTLXcbNimPzavT7TjQGzLa3bprqBYdBhrVS8S9ycEmDDhtMey6C/ftz0QsaqfYefjwVCzPp2BgKMz3W+9+Bxp/hZPtQpBr8cOh+xiD9v2bgABw7Et3KHPQIkTlcxyHDD68m5N7VL+nr62tAevvMzZRpTqi+PEqQHMDqhMoYy9Xp2aaayvbbUPdNWz4MDkxvnKuWR0fW2m1JyfGt1rb1Hqe6sVssUBNtchnqw0+0rJyrvncCy9FP1vRMKdYRBkCjCd4/MJAdLUT/RsaKnD3rYPeh0T43IG3KP7bMEhojJ38ih8qX7xx+6RMQIXjf/YfbvrsUQBA5UOrayfI3vFux1pbH/Cy4DE65jWv2QsAM1MX7Z6dvmx2Gpj+AcBb3/jbT//D8+BVFiUubKyfOUuBo10/5Ouv3Eu5gDMXX4QhM93RQVb1FHbM0+6+8TJjP/ibv+/rvPSNzcKLUpbMz8LjaqdfD/rlMZTKV/aWRsXktruf+tyBt8T+uITGWMiv+FG0C/TdIz7BKD6MC/30F/6cjzlVx8e22u3e/gk9koO1s9Hsm961e+bi6qjr7N096zoOdS13Xcdtb7uuMzkB2Hqe2qADwFv+2ZtOn11dPXf+/NoqjgUCwNra2t/97BeO43S9r+1t1xlZ39icnBiniBjuieVC0njy/8GJGLkKCWK39mL7M3VnZtQdGz5KdBIKHucZkp0WSGLkxSK/4pdIrLYxHb5/sKYa8hffOQEs/qK5sVmdGGu1na1e1yLW89y1Z+//+N+/HgBmpqouiVarPeo4W+02BTqiOfj6Ky6vToxttbbXNzZfYWNvV+7d89Y3/nfPvfDyCy+fAYB/eO6/vfASjLrOioOt9cawzKbrjDz1zD/iR/SMiwHSp50XRvD6/KLR5SC1oQtNDD9hnlE8n3rmohh5UcnRPTEN9Aa5+sxEQJUCzwvazQdfO4+DW9vt1q49l6OTE7P6qhNjfMiQl/FE9u6e3Wpv643RkVHHef0Vl+/dPbtyrrn7kunm5oWtVht7JmAS+hYr4px/Ylh4xmJdiTzf4FMXFYnuc22C0Cd2z6cSCCpxoeEpxs3RDhW2sC+WhgkIAB/+1+/+i++c2GptYx/aVntkZa251W43Nza32tu/Ptsdt2u321vtbaw8iWN7AFAFb7xQK8GMysd7DHGMqXKcUdcJU+ZmsD5PO4rgGdPv0niOqXuI8hWIHb/f8DZD0MNeFL/ucLt5Eye/976QxHhO7z8QVKHbjtwdabXbqHwvvHwWvAJg+sI0DsfrVvvltxmtIoxbCUwVyD/86PziM2k68PtK0PjDTBvRvwLB/X5DE+eJ9Bn2IhgpvPjFeELnFdES0T8MV0HjD7z+dlut9ubGurHVEWBSILO6lBav3aasrW7FZ96mBzP/YhcGQwYc5GIVPL9YlZCFV/r/Quc8+lyPkD1DbPYh8XIeBCOFF78Y8IpoSZmAqtOy1V49+2vobfXQfavddr1WecrHe7uZb4PJ7BufmJy5uEo2X3Pjwla7HbWQd/ZESjOHcAkJKUFxLkOmf+VJdajA3YPeheQR4y9xCi9+6Jvq5z7VvwTyapncStOVDxdGzyfWOuHuTX2Er9VqN3fquQAAjLrOzMVVnr0XqVYnZGX2DaqoCroB+tStofR2Dr3mkTYM99CXGH9JUXjx6/M5Pal0+FZ7e9RxUIr4UJzT2x0JaW5ewLIsrrPTZIcrnyX68fLdu/R3I2WCp0dU846/1MusxNuH+fn5RqMR77PCEDDEwhDb+OMZgQJRePGDRDMC45mABz/0/i9+67tb7fao46ysnQ8zIIdN0rm1xwWM1oA5DMpnuUxiWKn+QZ2UDL4YaebptU2Ym5tbWFhIaeVCnhn60T5OJONPyQiUdHhiGMSvf8jsiG0C6hKFPk9q5q4shp5Prny9/cfD1j1pmSJlkPTcm5HSzEOO3vXvlJP8hPLiXXhDbPYhiYz8BabDl8RSFPEDMN15o5qAO95Lz+fpsKbwI5rzs7l5wdiUZ6tX2LZ6m487jnMJG/DLjPDm3QADVQCgXq8vLy+HSfoUhgZq+jr0yseJMfIXMv+9kF3vYyHiZyB2Ojz5PDc31h13VNc8VDLM89Oy2jHgk7k0TSKnGIVbPfZikml/YYqqQELaFqZrcciVSE2yslEqhyfENf6MQUAlLwdTLvGLcZMNaQIqSnZhYx28nDw+0V24K4G8EHZXtxTBa2mVX/TYzgQ1LzDNHEwV4/oMVInRtThwbYLOcKc6lMrsQ/oM+0TlG+7IWDslEr8YN1klwzrwU6hDzY1N3eZDSMlcx7EYeT0Jf2yxK/fusSwZgxhqlzgxuhYLMRhKzRuOprVRIeMvtv6VWfOIEolf/zdZu2q2WqqVZmF9YxO8wp7gE+pp2ISe5BBlo0ikoiphKopF2rpOP12LhVKhu+lKONqH9K9/wjCLH496oFKN8W6ygXpA9lmr3d7cWEc/J4V6KjGfCrpvk2hu9GS464uF9Hnai0THLqoSsqS4nX66Fgtlg5ssJa94IvrXJ8MsfsrAXiI3Wb9cQC5LFqnjWuX2Nrw1LmP5uP5Z3mVQJ9CZGdWGS6r1T4Jdi4WSwGVvyGpYR0L0rx+GWfwUErzJ6jH9f/qpj3z6C38eaQSOpTeY+zlAb3QomCw/i+BFClSJQVLmmgieEIkeg6/TgXKHLErNz9iUSPySbQ2vm4CkfHoLWUfLbXBdh2ueX6K6cU7IKmLDGeAgDDv2+Hu60d9291NHDpwqufJxxPiLSonELxGMRSlxAjXpE0e+GmY9WgJD5FbmSMjRO52kAlUkqa4oFCjVwS8WkSufZbGykZLzc+gLoYn4+RLYH8BYEe0rt/7Roc9/AxewdBqKp3Z6mvkAi6oMa+ufYSXSVZFgn42kNqEoXyBHDrzl1pQtofxsgusfRAl/9Vs/PVj0X+olg2spHiJ+vkTtD8BNQNQ/qq6JE4mYd/0HqnD6LK0iw3VCJCwuTctbfExLPHt+8MG/qBIYyFBagSJ+ZqL2B1ByIUjGyAr0I2qaeYKPUcmWVhEEDhezTufj9JKXjqxUvsZvprobUwnlEOWzg+dHkUDo+7xRLRjFCrQoYiHE8lWD3oFcsMQArz9A7LVVKhVSL6O23fmZj9If/wjR6SX2ntiZm5vDw5TSKkOGpcCp7jkP2WHKuBjNrFS+xv4qdLtEPcPF6CUwnaNPAcCRA2/5XO8fAOAGbrv7KbqDHzEFNxpnhlks5NpCrj+DTQSuDc8V/7bofMbYhPetdQuo8i8a4ID+PdIlYR+RjX0dJohYfgCmUavY/QGMFdECzbvMAlUefvhhmr7mmmuktMrwkVT+pR16tFdMOgA4ciDgxoeqdkSrSe138xODLx6KIYgoL49ECZNRvtYj3rfHy4QeOdBj9OO00ac9cOtQxM9Agv0B2KNxWi0RInHNNdfQtJRWGUp8v1O6AvVL0fjQbV0ML9wKFzDv/yO9d9jP0WLhui+oN2JJYuuPnvPpczKNimifQzM/t7Py7szuJXEA8K2K9pSjzqzsqGjg4SSIDPakBZlxfiHmAx9p49IuEjg0kMHHLb/sfUqCEJtsboxi+aUFfX9+dUH7/IIDMzFCrkEYMoz5l/KMKwgKEvDSF57FhGIAACAASURBVOgaHYiKzM/PZ79RIf/gIG6M9BU++ovySS+TahGMm+CjkmlsAidSWn8aa1PWjBNp7H825z+bryABOkJcGo3GwsJCp9Op1WoZb7pWqy0sLDQajYy3KwwrdDnhxUz/4kXO3+pnE/h7wdtOGpvAuGWaTnz9SHo//FT3P4Pzn8FVlCDi9oxP3SMDy+/48eM0/ZOf/EQCVYRkwcdz5aKillWJxAMbG2omuwnd35vs+vk6k1obJ9X9z+D8Z3AVJYiIXwT4l0rdIahTYJg14HUQw/y/9tpraRrFL14mhiAQDz74IE2/733vg940iUQ24Zdak9Qm9J8kzc+Xhy0iaew/b2ia6vlJ/CpKi0GbngUmqiGfrLdE3J5CguCV2el1WDUajUajQZdrn9ctX1VKm+BrSGn9neg//Eikt/8ZnP8MrqIEEcsvPvWIlZ2TdZPmzYcgFBryidG/3FuFM/u85Oq9DTXT2AQnvfVH/eHHI/H9z+D8Z3AVJYjk+aXLsWPHaPqrX/0qXhwyYicIgjBYxPJLl+uvv56mn3nmmRgB6IIgCELiiPhlRzbeEkEQBCEQcXsKgiAIpUMqvAiCIAilQ8RPEARBKB0ifoIgCELpEPETBEEQSoeInyAIglA6RPwEQRCE0iHiJwiCIJQOET9BEAShdIj4CYIgCKVDxE8QBEEoHSJ+giAIQukQ8RMEQRBKh4ifIAiCUDpE/ARBEITSIeInCIIglA4RP0EQBKF0iPgJgiAIpUPETxAEQSgdIn6CIAhC6RDxEwRBEEqHiJ8gCIJQOkT8BEEQhNIh4icIgiCUDhE/QRAEoXSI+AmCIAilQ8RPEARBKB0ifoIgCELpEPETBEEQSoeInyAIglA6RPwEQRCE0iHiJwiCIJQOET9BEAShdBRG/JaWliqVSr1eN86Zm5sLuZ56vY4fWVpaMm5iaWlpbm4O39WX6ZNKpULb6mc99HFaYfgPVhjxdgNPkXHm3NwcfUd8Q+G/IAX6Loy7EW+dQpbMMZTfL32D9C3ffvvtt99++wD20tslvof5oV6v0+/Ibw8te16v1yP9WGL/WgtGpyA0Gg0AqNVqNGdhYQEAFhYW8N3w68GF9WOv1Wr4Fv3LN5cIuNH+10w7H+kbxHNIL/EExti6cf8BAM8tfSk4p/9t+b1VoKu3zOD1gNdGrVajb21hYQGvE5p45JFHBvudhv9h1mo13OcMwJNGNyX6fSlYTh3d2ULCf7lDTGFuH/it8y8YtRCvA7xk8TfGrxWcg8vjMo1GA39sytr4+nFJfMmvM/ws3yjuA98EV2iawA92vAtUX3PHkwc+n/ZT+UHyncfllWWU3eDz9Y3yt/Aj+HHaE9wNnEmPGrVajW+F3zVoWvkJ6b9AWq3yWf0c0pmnfeCL0Rkowy+2cOiXgXJl0mV52223AcAjjzyC8+lXw6GHV2W6w55ZlctAX49xzR126fL7hnFbtM+PPvooznn00Uf5NC1pXJXxuPQlO9oDK0Jz6C7X6X1MPHz48AMPPNDpdPBffsb0Y+mw5w9afxl+SgUTP/qS6P7LRYV+V3TF8BsizqE1WCw/P/sMV0sXnL4t5UmWX6N8jt+aaT/x6qRt6bd1vrC+UZqjbEURe/4bMH6Kzphl3/TfCf9S+FvKD0w5QEUvaTfojOnGrnIy9bMq5AHlMqCvEq+HhufRaTQaV199NQDcdtttHe+SwGuPXxL8wqMnMNoQPcMpM/kH9TUr+0bv8h8C3xbfZ74h/crEnxXXe751/ovz26WaycTkPzHaT9zoAw88AACHDx/ev38/AOzfv7/Te2ezH53fj3ooKZj4ddgdGW92ivjRhZKe+NHaFjxnDl4r+rUbXvz4nvObAp/Dl9eVoMHsLfz4guZp5C/1y105Uvo4l0PjvvHnSm65hhE/Pt3ofcjlXzc/Y/rXBD6OICEP6HdS5ZdIX+gjjzxy9dVXdzRzR38IU34v/MrnG+WXjX7pdkyXvXG7fCU1zztCO492Honfo48+WtM8H3iMgcdl/KXrOsQPWbm/7d+///Dhwzhn//79uvg1mPu002uG+j22DisOFJPFxUXjAG/aQ7U1zyWI4DDywsICH9JfXl5eWFhQxvb731YkaMeUFVKsCi5gjFuZn5/HI1pcXMSZfDFcg75v9Xp9cXGx0Wj4fQWWaIIw35rfMnNzc41GAwN58AADVyUMkDBfkN/FSdfz8vLy8vIyrWp5eRknlI/wyCy89gLj4/Qf+NLS0vLyMn2EtkXL33HHHfTBEydO3HHHHbQSuuD53iq/Jn2jyvr1+DI+R3nriSeeOHz4ME7v37//iSeeUFaIyysfx4gYfphloHjih/flkMKAUWSWiMHY4A7w3xIqH/5alLu8MTxS30+cRgnpZ98onFU56nq9Pj8/3/GeUvFy1z+rCxg9avgdyNLS0uLiIq3ZuEuWn1a9Xq/VavxdnOO3NuWz4AXxRo19FbJnaWkpzDdrf47BqyVeZKZ9zfovAgCUZ1nO4uJipVJZXl6+/fbblz1o/foPUN+6/eZgvHctLy8nFZVKz6z1er1UygcFSnUg8DYa8rtH88X4O6nVavZ75dzcnGVDeLvncfxzc3Pz8/P4L35qYWHBGOWvrxmncW2KDBix7Hyj0cD14M4o28VdQur1umIa8qOgR0LaHG7ReELw96knNszPz1NOhVEacWESVzpji4uLYZ5X8JvFr7hSqeiHI+QK/NUE/njxB0If0S91LgkWFVS8F4h9zeBdzGR98m1RopTCHXfc8e53v3txcRGtQGVVAIA/Abx32beuoN/u8NHf7xaxf//+o0eP4jRNWFhaWkJzAnyEf5gZsNtVyD36OEQiSHxKSVBuODSYZBnz67CQZmABL/w6JPORB27wATAKb1HudfqaiYYXbKy867cSXAATE2m7t99+O62NPsVHKC3H5fdb4zvAfzVgGr+kJWn8Txkm58srOwneQHsZxvwqHX9XlSBA72BJguCDsAzRCUJIAkdPAOD48ePXXnstTn/qU58CgC984Qtp71hBEfETAgjzk8vbmgWhnHzqU586evToAw888MQTTxw9elRu7xZE/ARBEPJL1DAuVD4IN+Y3xARKm4ifIAhCfqlU5C4dmTAnrXjRnoIgCAKSz0rchUDETxAEoZBg1JjoXzxE/ARBSJH7778f60wmApUvyYDjx49jwCRxzz337du3/5577uMz9+3bv2/ffgC4//7777///vDrty9P561Wq33kIx8xLoM5jnrGsJGHH3744Ycffuc73/md73wn/E6mCoo3pRRTejEAnDhxAlMvKEFT+SBOKImYkRDxEwQhRa677rpDhw71s4b77rsPZeD++++/8847E9qvUOjlwZ588tSXv3yXMufJJ08BwKlTp06dOhV+5bT8VVddpagssPP23HPP4RyMfFlizLFShQgv50a6+PDDD9dqtSNHjgDA448/Hn4P04bEjx8UvnXHHXdg0j3O5JmOpJf9Vu8aXIqhIAhDzn333QcA9913X6fTuffee2k+Td9zzz2dTueTn/wkThAHDx48ePAgTt9yyy0AcOzYMVyhcRla1T333KOsim/04MGDfDf8to4tgR544AEsDE385V8ee/vb38FvmzfffIsyh+/JJz/5Sf2QlekOq0BN4Hk7dOhQp9P58Ic/3Ol0vv/97wPA97//faVgN4dnpte8VieNRgNLB1x99dUPPfTQVVddZTg1g6PBunzQcWGhADpGqhuAUB0A6m2gVwYII21i+QmCkBZo2eC/N9xwA82n6RtvvHHfvn184tixY2jinDp1iibo3+uuu46WQcuJMgFwDU8++eSXvvQlPT3glltuwY3eddddykf4xPHjxyuVCibJ/eEf/qHxoN7+9neQ5/PLX74LxQ9YIyHak7/+67+mbemHj8sfP34c7cvjx48r5w3nLy0tfeQjHzl58iQAHDlyhOoV6ztmt4GwY1SuwAOhyqJUHhnrAC8vL584cQK0umv82OkjcTbfl2oLgiBYAVZ2yziT7CScuW/fPrLn9u3bd++99x47duwd73gH/yBf5uDBg/v27cO3yNKi1RLc5rNs3dgSiEDLD/+lNfzlXx7Dzx46dAj307gn+uHT8nyj+im64oor0PgznkmOUv6t41l+t95669VXX51Dyw+NtprXQHihtwUpTvMuwZ3eY+x4bZjiWX4ifoIBeTYaMuI8F+cGFD9l5r333ksTaLQBAGqYPo2gTIbfLllyBLk9kZtvvuXmm29B8QMAFLMwe6Isj+LntxuK+C143TrLUH4zNiBuTyEklV7oAqJmDkLRSflu4wsEWX7KTABQhsT4/gOr3KG8a5zJV3Lq1KlbbrklcOsPPPCAZSU4B+0/7vMM3BOag7Ltt7zxFHHmGJEvAoEh4ldedLVTfuTg/fxE/4REOHbsGP3rx759+yhmslKpGBc+ePDgXXd1Qy7vuusu3S40curUqeuvv96+9ZAtgW6++RaM+bzxxuvCbJpDex4PaqDWz0oEEPErFUbzzvh0qYD6JxIo9MPBgwdvuOGGSqViv/ufOnXqi1/8Il5v+/btu/7666+77rpTp05xDySuga7JMHKyb98+XP6uu+7at2+fn14+/vjjTzzxBC5pSU+88cbrnnzy1M033xK4XX0H9E2j4vKAFyPvete75DeYIFI1bphRfipRv2u9Pp6UGSwo/EqQbzApKpWvdTofT38r8qOLTJiT5mSzK0JmpHqbIxeo/BoLh3xlgsARt2fhie3MjIeMAgrCwJEu0P0j4lc8LGqX2dO9jAIKwqCw5LkbsShlIiKKO0Mlx6j8GOUX0pL4lqUAqb4/vOYZ9Eb6BK7Njrg9i0EOx2w6Xi4E5GaXBGHowYqdvLglVx1ahhf/xJf4Li8HisrRj34om1MmTp48+dnPfva9730vXziSbENvwWtlP2lb8XZbLL+ckrEzMzbiBRWELOHiQcW9UBFJC3mrI1IOqh+Gn6XK1/1nTfDmErRLS0tLaPNxyw93TClXxt8l4aSZyg4rH6nX64uLi/HsV7H88kKfkZmDRQJhBCEbuM+TdIKaG9AEt8NA6/yXbJogrpbbYaipFy5ceO973/vYY499//vfR/tPad2gH5pl30g4l3rbWUQ1JQkRv0GSQ2dmbMgLWvQDGVboYpMvqNCQG5CERBFChJeAWTI1P+Ir7HPkjzRPmbj11lsfe+yxkydPHjlyhAxNi1bxI9KX4VJHa+tnt+VWlSnFMu/iKZmYgDlEHkrSQPL8covk+Q2eYqldIogJKAhC/hHxS55hcmbGRkYBBUHIMyJ+CVBC8y4MYgIKgpBbRPziUAa1Syp7QUxAQRByiIhfWIbbmUn2GU0kmL0nJmAekGhPQeCI+PlSEvOOpA7nGA8zEd0SE3CwyGkXBI5UeNkhDzUzU4XkPKoRkNThSzkYQegTXpOlUqn0maKXHjxRT0mxP3HixMLCgt8HlSMypv3x3MTYCftlt/yG25mJhDTvIq2qH8QEFIREqNVqwGpJ85IuXGz6TAaPgbJFJbf9jjvuwD0PuSolnV+Zjr2TpbP8ilIzMzaxzbswJG4CihUoCFGh6p1KbReSPaXCWca7p9cL5abbwsKCZZeM5T2BlW1T1masBROS4bf8yjB0B4mad5E21w8SCCMIMaA6YWRg8SJnuvBkvHuoUkoRTpK05eXlubm55eXlxcVF/bN+5T3TkPDhFL+hd2YagzOz3IFkrUnxggpCVJTeDtCrEAMcC9SLcPLuE/iu35ifXt6zzvo39V/PkzMkD91lM+/ys7kEd0lMwPQY+sfBgSC1PXPLMNf2LIPaDdy8C4OYgEVBzqogcIokfsP99GqRukIcrIwCCoJQIHId7Tn0kZlgisks6NElbgJKIKgORTrQNA9nV/q35TYDTBDyQL4esYfemambd3kmdj8/GQVMA+qRjaeFyxs1OKU234r+yZlMAxnzyy1hTtrgLb/hLqqCDI15FwYxAVOCgvowQRhDxinMT2/bPZAcL0EoCgMQv6F3ZqaaZl4gEhEtqYhGkD2HgtdoNMj/6fcRLn4VjZT3VxByTXbiJ+Zd2RATMFkoTYqnAOvpwOTtVJbsaKS/y0Ly0AMQ2fcD3iET/MLjg9MLHn4fDCzsyefcdttttVrttttui7eTRYr2zBWFyEPICRIImgh4++AJvziflzrk8S98GWFoIPHjOkF6gI8+NOLLfQOZXQz6hng01uLiokX89A/ytHdgF/bS0tLJkyeXl5dji5/heTAlaFtZbjRxCr3zUcnnwWZ83Q4HcsbSAODuTLaifncLCwu1Wm1hYaHT6eBEo9Hg041GAyfoLZpIG9xQrVbTdxinH330UeVdAneY7yotiQdLc/AYr7766ltvvRUAHnroIWVVYS74LCw/PYazKLnMZTbv0vAxJmsCQpm+DkFAyIVYt7b1odBfsv+ywVjYk1J0Go0G+JdeC1/YE1e+vLwMACdPnrzmmmti7GoW4sfvVsqcXN28ip5m3g/GY09c/xI8jfm8hAQhbXhOC6lgYPVq1I8MilzrhT1JgOv1+vz8fK1W80tCDVPYk78V3+EJAFnm+RnvU3l4fi/zDdR+7OllJSabCwiDvoTyT5kv8vTISZ4fCYmM8hIFyPND32uWUXxlzkOIfeyJnyJaYf9fffaXUEGRDIdhhdybonyRyOJ5MMytNu3n9zI/+cY+dv2DeT6NYgJayPMXV1xyYvkJOmFO2mDG/OzL9P9NlzxQJb1jz/PTiYwCCsOK2OtpkK88vz7vX+UKVOG/h04n42NPXGOSWluBYokFIQxlu5Ize34dfG1PnU64ch4lHb2rVLp/vTMzPvJUTcA+1yCjgIIgBJJH8QPr/avUVcR6T8jWhamtC1N+72ZDbtMhQj5CCYJQTgaQ5B4e7sKS0Ttd20bH1vTPAABkeIpkFLAolMtBIghBRLD8eC1BKi0PIbpoohkXZhNGTyZXviHG4sXlyqdae8aZul80fcQEzDleUach/x0JQkjCigrWksGFeWsVysb366K5syV/AQujbcMaxRBK15nygWbwkewZDMH+TldOnjmS2o2cHM5AKPOxp0c2qQ5lI3cBL0tLS9hCk6C6NVG7aMYLVBmOKIb+g3RI4XTNozm6aZglYgIKgpB/Ige8LPU2CbMsBr39M+mtfgJVCnr/6itIh5l9is4pIkfv7piAgzhRhQgELdwlJAhCskQWP+7SVFRQ76LZYfS7px75NwGTzMFgh6lbePwtg89z0OTZBMz5JSQIQtrEifak0T6sJjeQLpo5zGXOJs3c7tLk1iHtVpbBn5w8B4JCLi8hQRAyY8BdHXK72vDbTXEHPNOk9eJr3Mt/SbP9IlyM4TAA8cNeShJpkvPdSwTjuIPQJxLwkga5C3jJLRkP4WSXYs+OiCsfAFTOTFXO7Fh4rRdfw+fTS+OqBkKeRwGhsAPJUZFUB0HgZCF+ad9Z0otiyEMFNRIzmuBaaJC6EG+FIY2vTEYBBUHICVmIXzbPm/3fvwLSzLPEx+wz6p+FHf3LR6FUMQEFQcgJhXd7KsS4fw1e6kJgNOOUmQGK2Eeh1PRM6qRI9isT/ROEoWfYxA+CTMA8eDIDCHfn5cpnlEZdC2Mfe+KniFY4cFmt9CKjYoJQEoZhzM+IYgIWwrzzI6S26cu/6vQ0n08HHPvYc26xhVyhrnZlCAbRy00IQpnJSyf3ZKGbWvEe501nCTXsN5etBg716QtsP/Wmkbc8ndTe5Tx1z2+FyrVXmIshUcp51ILgR746ufeJX5p5oXOZt596E0686vQ0wC+B6Rk37LafmtZFziB7CeW8J65VaQza5dezLQjCoCnwmF/4EazCBLJb99CubXya9DI9chi36efMTHb3BEEYDoonfrFH7/IeyO6zY4rmobAp8hZN+RI9AwMcBTTGquiCN0z6V6/XqWVK1LaagiBw8h7wkmxwZmFMQA3LuJ3xLZLA7afelKohmKUJaFG7kHEu6expRqDO1ev1+fl5YD3FqMSu0lMs7fq6glBoYoofPoHitOUJFAnvfcomODOPJmDvzjR/cBV/SfKmy5j+lq6Fm+enlRWmUfAsJRMwwcjMopuA9CvjnTVjt9UUhJITR/zwF8X7Ofg9gYYk+zyE/JiAxn2ovvNxnFBFi8GF0OgLRTbPT+sz0yCpr0w37yDpIkF5+N5jQL8s/MWFb6uJVDTS21VByD8xLT/dqaI/gfqRrCezH7I3Ac3H7rMDivI1f3DV5vlpEjPd5qO3+GKWXYm68yGJej4DnZmJXx4FNQHxR4c/sUhtNZGORlY7Lgh5pN9UB7vaGe+DmZl3YcgmF6LSR6u/5g+uIkMQQWGr9r70o/rOxy3mYxpEHX6LFOGS7HeU+ApTBR838efGTcABttUUhOIS58dPj5bkh8FfILBhBj3YLP83mqT2sBK11Z/pEYEUiyufcaY+3/iSpns+a929Pk9IpbBp5vm/VqMyfEeUB6SfXxpkdq3GsfzoMZP+tTyBFohOf629Y5p3fbgfdaMwkKjLx6aSZpp5yU1AQRD6J474KVYd17miZxeFt9h08y6Nu6dRq+IJGCnl8433vXb+we7chAq+eCszOzNTCgTN8woFQcg5xUtyzwBLIEzCgak+qvB8431ntmbopd0FqqOoY/Wdj5/ZmuErfL7xvnj7q2CJVeGLpTqYmvMV5gcJ8hQETt6T3AeFkguRTWCqokmkYWe2Zugtuy1Iiohq14/I+Wm/PTIzxjr7QUzA8EiQpyBwhqeTe/8YpY5nmyW+PWXGjjeSYRQwNA25vOFLbt69dv5BWiFfs7qV3t3QZb4ftVMokAkoCMJwI27PAE+mYgJmgJ+5FsmM03XUqKyErvcUsUIjmglKV/5NQEEQhpvSiV88T6ZlFDD2figznnroBpxAlbJolUUFlU+F1EvSOcW8A+/kpOddlEE7QRAGQhb9/PJwP+onzZwvn15M/Fvec68+k6uX3XQLlD0e5Pna+Qf5V4LnJcxOJn74MmgnCMJAGM4xv/QCVZIxAYM+3qfO8WXo3SvmH6wA0F+H/YXZJaRAg3Z5eOQSBCG3lKKTe7KkYQI+9dANaPnRBE5DCwDgEnfVLocESh0ufEXvR37suVWNJmZUxAQsHNlELAtCUSjwmF/GeQgKyY8CetDgH/FKa1p565XWNP2RLj710A1XzD9IFt6PH7oB/3bMu3CbC4OYgIVDUh0EgVM88Us4zbwPKBA02u3VtDC3xmhan9B563vuJU/mW99zbxi10zf93Uc+5rdjgeQ/blNu94Ig6OQ9yX2w5l0Y+s+F6GpPkBGG75LO4R8fuvux9eOKgsYz+HTEBBQEoYjE7+SutA0rUCf3NAhrArIFSPOI5191kflDTPDIsMMJjiJvPWOHGs+/6iLagff/y6/ruxcVMQEFQSgQ8Tu5U7ewInZyT4NE0uFRsSq9gkdqZ7TtnnroBkXeLFYd6SsKni7AsRETUBCEAhFH/FDhqHUfzSxcJ/c0sJmAvTPJ3nr/v/w6St3/5E3810c+9l8f+RhPRdD1LGTQ5vOvuogEDycSFDwjYgLmE164RxCEmG5PFLlAI4+XhaSZhTbvwqCbgPod5ysnDilZd1zwdFDDuJIh333kY4q86WoXjb5vjmIC5hOJ9hQEThzxm/OA3gZ+ugr2UwS56HATsJsayP5ufvedHU/z6NTsjL0BADPRFFsttummrD9txAQUBCG3xHR7oueTd3InXyjOL2In9z4xunN5nWgemUk3Xd04C9Q20rAEl/zKiUP8SOwLh0RMQEEQckvMCi/D2sk9BmHKynQ6HT9F+cS77/RbMx8UjGrtffeRj/GP83XyIE/SPMtu9I+UgxEEIW8UL8l9sMSM1gkyLL5y4lBIn2RU16W+vDKH9C8N4w8RE1AQhLyR9yT3nJBZMsZXThxCR2gYkbMIm9/wYeDWd15UKokfoYwCCoKQE4azq0OfpJqM8ceP1nGCK43idaSBQFpGUURdzLgzkyvfV04cIkEN3K7B+VlWE3D4kFQHQeCI23OHPOfaf+Ldd3JF1HMb/LIaSM+45qEiKgv4DvtVKslKIBTBBBw+Sht3LQhGyit+GeXaa3f5//gv6jjx88608pYx/CRGTApqW48PMxxklRpIxwSUQTtBEAZC6cb8Bmvekbpw56efShnn+y1stPAi7VIwKZiAMmgXFV5EF6GXlGiLpSfKFnctCJEY8jG/AZdSs0oFmoA/70wHOx6DiPFBbneS/pFVaiOd5xgxAcMwNze3uLiI01hKl+rr8nJLWGuwhLm2ghCe4XR75nb0LlBduBYS5mwEAAD4xLvvDA5a8dZME7rH1c/+u7T+tGGumIADYmlpqVar4fTy8jJVk+BVBhUJHMRuCkIBGAbxK0ql7D946Is4YfE0kjr+8aN1XaI4ihDq7lM/tQtj3tGu/rr+Jt+FxAQcKI1GA7XNYuFx8atopL6LgpBjCix+uTXvuvjfXH6+fYmuQEZFRN3iflGco1tvfI6f2oUf3vvP7znIX15af1pMwHyiF9RVGm3S/I5GdnspCPkjZnmzSCTyjEklsvRyYsXljx+tG+2wCEEo1uX91s/5j/+i/seP1n++fYky/w8e+iJJoM3+A4BKBVL4LhIvipb4CgcLGXy8lRiPf5FhP0GwkIX4kWjF+GyYyplFQTGnAIAkB9XLqFV+6hXDnlOgzenKF5lKpZL0VyMmoBHyZHKXphLbKUN9ghBIfLcnPm+C510xhlxHpSijd8FoSk+jaNyiIlB+SM9COkVj8/PtS/BPf4v2U9/J2UPP4B+fQ9PpfU8yCigIQuLEF7/5+XmcoB7u6GYJ7HCrk/fRu3QgmUGMUuRnCPL54Y3FqDv25u/dw+efvfONypLqnEoFilC9pQxXlyAIdmKK39zc3MLCAp9DEhgoe8Nj3vlhuvvrhpTfTIRbZuQUVZaxz+FrUEw9y3Y5f/v7Nypzzt75Rl0CdEclMQAAGh9JREFUe8zBNMfVxAQUBCEp4jezxWm72hnjqktl3ikothSClpYiSPylIl07BdI0beNzjGtTzE19WyFR/J89aA83SSEmYD9IhoMgcGIGvNTr9eXlZXJ14ky9ohK/uQz9r64bm2M9TN2WUuBCaNcko4wZF6P18BXitD4A+ez2rN+qZg89g2afInu6LYjxn6magBIIGpWhP0BBiEQc8eMVlQAAo134mB9YE2+HjHipF2/+3j2wHWrJkCIXSEi/69/+/o1knr75e/cY1dqgdgDgiWL3XZb/IJ3cBUHIG9k98A7Hw7Webqi8bfiIFwmJoqLLCTe/dBeoIn5ksfGXfnN0baOZxnfB289AC5UwmoM76pjyN56SCTgc1ypn+I4oD1QqX+t0Pj7ovRg2MrtWS9fVIR5JxaPqovLm791DnkaeDqFMIEYx85ujLPwHD32RL/yf33Pwzd+7B//0/eTGn9+xKMN+KHhqREzv9y6jgIIg5IQh7+oQj5jxqKHv7H6K8uz2LP2FXFUgXAtxzXa1U1jZnHntt7/L55DmkciRBHLZ4/GfNLNAgaCCIAw3Ba7tmThppBuScrz2299d2Zyh+VxsdHOQ5pBiPbs9yy05XSb1xdCq81M7HVosvM8TTMkPpI5G/fNm5N0EHD4k2lMQOOUVv4TTDUPcU57/wPtBG/mjiZASpXwq5PyQK9T1D/dZgdSOy94lNz2LE521Efyz+D+lk3v2SD1rQeBkUdszV2RcLPT5D7xfuRlz+8+IUcC4RtoX4HMiCWqYfQNTqCfJHvLKN3/X/ElT/WsZtBMEYSAMecBLRtVkfI6O+zwt7xoxOiHDDNf5xbD4QYLHlc++bwBwyU3PKpoHmgrSYjvz/S8DMQEFQciSYga8YBu5EH8db2GaSHI3aGd8WNncaarH/Yc0TRpjl7rwzswwskci97e/f6PF1KN9e/4D77drIZl6is2nayGA7+kSE1AQhCwpyJifomoJriremuPujJ+KrGzO4B++jBSQGThqqKtdoGGn7K1x5A+YvL3yzd/183Za3jIiJqAgCBmQV/FLUO362W4fGjl178m1G67GaW4CckhUFHVRtNACNwrpU9yTGUntwoN6pqsad3IqshfG+QliAgqCkAl5GvPLXO3UEako7PngD2N8amVz2s+KApOBpWRKcGH729+/UXGHWtYclec/8P6VzWnS7Kl7T+rLGJVPmaCX6kkO8RWLCZgskuogCJx8jPllbN55WG7f+jRXuz0f/OFLf/W28BsiE5DQTTF9IBB89Ez57Gu//V0/wy6qHK5sTht1Dnz0D3wiX4x+TnVm0DcuJmCySKqDIHBiih92Neqrk/tAvJoa+oiUUf9GX1kFZu2FUT5d8Lh+cEdoGJ9kVBmL4ecM3ISf/hF4Mu0jfCGDPzliAgqCkDgx+/nhv9jMPVon97iCd2n9ab/5fm/FgN+7X/nm76LmQTi1M6IIBlfEQKsujOD1OZiH7s1AVdOFnBh9ZXX0lVXdCbzngz8MEw4T5mIQE1AQhMSJI35k59VqNZoZvpM74dsNlUHC9uv6m/SZOJ+/lSyK5sWQQKNscLGZuvekXX5COkhDQoN5IQUvcDE8J8qZQS3URRHl0CCEYgIKgpAtMcWPXJ2RO7mzh26/tnAcXdgurT9tVDvFBEzWIgSr8k0f/TF/OfFNQyyMXUVII0mc4kWv4Kd4rApOK2q3dsPVtEV92rirrfXJ1vqkcaPhnwlGX1kl5VMHC8UEFAQhQ+KIH7o3UfZ493ZdBTsMPtfS5s2oWIqpZ1+YFottEe754A8jBXOuHn6rcf7EN39IQsg1BqyORA7ahTiNuqgky+vapqRVcGELuWm+pJ/g6fCTRuagn+mMS4oJmCUS7SkInPhjfqh84HlBcbQP/+XxL76YJHD20DORTD3+MkH/p37XtkBmn2L/IRs3qetRfJ6gqZEik2CyGgO9kXwZfYX83al7T+KfcbW0/zhBWm60bsEnJkh5klCUT0zAbJBoT0HgxClsTaYewnWOG4KhwJ+id7PjjlDSPMXUo5d+UoeiiO8qreaURnTJQvafLngoFTh/7YarLX5RrlK6FIW0F+1YhJPvm34UGze9je/5xDd/qC+jEGhA+y5gqoJtWiqVTu4JrlAQhHySjyR3kxUYe7TvN6sjtBh2m+MtePpRPtoKTUwf/bHi8yT7T1E4P52IoWdhhg8Va49sO32L6Nv0c2/6HcXGTW8bXe15ckJz2Wjw6c5PPkcZCNxZLoSDTkxAQRDikY8kd285fR6PCOXKR/NnDz3zm9WR36yOGPuJ+0ENV/WtWNCNTnfNxYmQPk9lPkkOd0IqE8aXhNFS9POakpKh2vm5LhX4yGVIUPaUQFB9JJUvBkYrMHRWTHmGssjRYsmvxbei+WAEoWTkrLZnrwk4e+gZXckU3cIFLP3EadqicPyzfkvqZh83N8n+ownFMEIUtyFNoxq11if9DEGa76eOOlwLLbZdJLjG+4X5cA2zCZtpATQBDbXQglSwJBbb3Nzc4uIiTlvya/Gt4HF3QSgxORM/xLuRKZqkz/Sb47cAX4mfrPq5Ro1jjYoblge/cG3gJiDXPMuYGSlWoG7pwom2WnjbLhLTR39sNHOJmdM/mzn9Mz7H4v/kC9BLsxcUTGXHNYbbBFxaWuLJtWDKr1UkMOtdFISCkEvxA9UFqphiFulSllRsRLsd6Sd7dkMQrBkXXCd42AufsMSY6PO5KPIFAmNPQoLrIbN1dNXBv8AP0kn46WPX//Sx6/lbKIcW/yeYkgX3fPCHvipIaFpYEhMwZDUJLn4VjfR2TxDyTz4CXoz0psP7yZKfM5PcofwlfcpvQl8tfyuwsoyfJxAJqSKKFuoaqWAMy7RvwrgArZ/vpP2IuBUYMs/kDe86ps/UvaO8dPglNz0btiMgU8Hhvrlb8mvpLUUgOxpZ7awg5JE8BbyYPqmbgCHVDkzu0JDjhcocmv7N6ohx07rzU9cMFAmcbxz5M7pG7cqnrCdMZIpxAaN5Z/RtGrXQ7gUFzRbkVqCC3f6LQKXSgbAp8wXFnl8bWH1J6J8OHBjua2y4iZPnlzWdjt8VpouWvowxt49CaRSL0G8xZdqYdEEz7SGgADC66pBA6slz+vKBNl+g5ilbAZ94HAtGRV89/NZINeTQ7CMhVIb6CG72xS4p3sVUV6/QkMFnya+VoT5BCCSvY34KLAQmMLzFz2kJIUJDjcsr8zG5Aqf96q4Rfm5DPn901fHLi7cQcpCPOzP9/K5236aOu+ZammxYPshNwDe865ifCdiv4BmRJ3RBEBg5HvNT8Pd/BvpC/eZQGEVnbaSzNmIPeAnvCPXLAgwUwumjPyZxslh1engLvdQDVewWXhjfpvKSDooTMvyHUExAIlJJ1cgMunmkIAj5Id9jfixswaKfvHSZ8V1d0pR6kkrDOd/YQs0EpGn9ju+nAdx/aNQeRbGwlgr+KcvzeBPlU4HGXJjRO3rprrmkeYqBa3lpUUHFBKT5qdh8CmXVPwnyFAROwpUMKevIsKUQVRNpGZxQfqid3kKgUeHN5BTlU5ZRZvqN/Blz8HUqALtYuVESP8UctOSPG9+imXxtxjl+CxQaXsE1Jv5X4/BV+By+I8oFeC+SE5somV2rSVp+xgDrMHCRo4dTPAWGyOzQ54Wbd4oxx9u18+X1meA/8qdP21ss4USg89NiF9pNRjv6+gtHmCbGEQJwxAYSkqBS+dqgd0GIQ5Lih4HXgYtxTyb/11ftdHpLoNF0GLXjCqeIHL70bbUDAD4jf/oQoF8rXV4R23hkFkOQi5Yx8NK4Qug1AZXFeKk2+tNf8jn6S+UtCKotF1hJ1a+qQJiy5tFsQRkFFISyku6Yn185CT/zLsKqTSXQOH7FQfSkMaPIGYf9OmtdbTPeyhUvqLEKmhIL4xdaYukRGGaOsjY/XbRoRkgJoZ5TSm1xjj3mKORHwH800WgCKoro9yzSRfRP6A8x/opIkuKnF5JXhC2aeReI9lndmINeD6dR+YwLG6F3MTQUp42p9MZcCKUiNpe6QDdmJF+l3dRTZCBSoh5hUTsisG4cWOuyzh56xs96DnR4KooY3OhYTEAhLh04MOhdEOKQvNuTOrwrpDKGaV2nUe0ghKmnD/4Z3wV/sy/QdiEurT/NYyl1uC7ag1ZwPe6aG8bU89sfP1DtSNTtkT5KG0XCLynFz/4z7qHFBLTsknEH1P0R/ROE0pBwhRd7aQkeyZnsdu34xXniTL/SkWEcp+QIJVSP6Kq62jBhilwLaclL60+7a90JpZSMsmTg5vyMJx2udlQHIFJDYFo+ZEspyxp0jA5P6D1p/GVgSaAhjoqkoYdhPUBBiESmFV4qXt39JPONTL9ke+TL6Curo6+sUj51JOVTtmL8rG4Ccmcjd8HxmXwNNJZmaZ8UgzBrILXDkTwI1+nXaOrplVTtBXr87EL+EXsYkU6wwxPBKrJDXe5Z6lkLAidT8aMfHv4I09M/7vDECa52iJJPzfvsGENDlTnKTKOLj6Z/szpiuQVzLTTKod/NHe/sulUXaWAvntpBlA5Qxjm61CkrNH7Kz9QzPlv04Mmb+U8QoiJO8oIzsMLWPI09gadR/+LXoNl2xkrKNMHfHX1llS9vsQIRv9KgfAFlpm4FcuJFowRCgkdqF8mT6Yd++H5VxfWZygJGZTVWIf/N6oh5VSJpgiD4MzDxQ8GjUUDoXwKt+meEugq89Fdv86sqqbSas/tIO2sjgY5Qjl35LMtz/HynHEXt4hFY+JRGQMkhbPyIpXWGvoCx1Ybv2kTwBEEIR466OiRe/Bp6nZk4zV8qC6MKKnP4wmgIgo8JqESE2s0+P9ein4BFNQF1Z2YM9K5PBO7/JTc9izXBA1eFo7DKeUPPp9+TgZ+BaB477HQqSZVQFwShBORC/GgoPoGbV6/+cT3zEzb9JddIy0dAGwLUzT69dy6EUD7FmFPGsYyjety2ixSoYnlpnIMahoJnLJGjz/dzF3MNMw4B0rRxjBAA+KCdRHMIghCeXIgfkUwgTNAdkAubJezF8vHA3uIWFTQaNHoIqMWZqaTc8Wl9zQp+AmxPSDdmRioL4IRfbqX9LWWQzy/mU/Vwmr5oeoQSE1BBTosgcPIlfonlQvjoHxqCYbqE628Zw2QCMyKMhWAs5g5Wh1H0zLikcW0+RxPwrp/gKROR4Hqpd4xS1hnNAA2KzxQT0IikOggCJ0fix/OLEzABQ4ew69aeMtSnzLEEi0KQVOhFQY33fXvQf0i105fncyzl2QLtPB0/P6eyHlyznwkYfDhR0hLEBBQEwUKOxE95JqVciMRNQEXtZk7/bOb0z3Ca24XYZNXPC6qoYGDVUIKrTphgSAihdn4KyudY1M6ytzr6OF+gE9hvYbv9t0PcbDwxdARB8GMw4ufX8JbTYVEMyT68o2jxBuJ+L7ku8s9yuAr61XwhQmaFgyXEg63HT978NsTRq5UG6p9uxikvlZoAFl0kE9C+xUQy0MUEFARBZzCVDCuVSqPRCNnzNoF0+Oh3PdLCnz52vf4uFzya9lPBCkAnhC6mAW2UVzeF3viUwJf6HMXqtZfO0bceihQuy/B1O4evwufwHdHg4S244e5O5+MD3JdhopCd3EMyNze3sLAQfvkETMDQp1Kx/0j53vCuY/ytwCFAS2elZFEGEf26TxiLegdCy2M1VEpztCeNcMjDHOHwU6s3VnITsMzHLgg6WYtfyG7vfsQfBQy6nyry9tPHrufKBz4mIMFV0CIGMbB04aFMc3yJuXd252QYqPY3qZ2RMGkhtELaGdv+pF9mk7eWTHVDOUSiPQWBMwDLr16vLy4uxpNA6oUbU/9C/PKNg3+KEBL2yM9E0AfzeOgKr64SKfBEeal0ulBQUkTAx9VpLJHDrWRbdEyGN+XEKioIglBYBmD5LS0tLSwsxBM/nguRrAmIph43+HTe8K5jgSqYrNkXCMqJ0Zzya+RL0xa1s0AFUflLCCqRY/QPdxlQX4XSmoBC4kgz9yIymGhPbPjezxr6NQFDY5RDroKxSbBjg1JXLIwW2l2auqkHocvfhKwMBzAw2WPbL7YJWPcAgKWlpbm5OXqm7P8nJoThv/zo8UHvghCTHOX5RaJfEzDWbZcEr3/lgySa0xrRexkqcSs4bQxaMUqUXfCMH1G8nYaPDVr2OAU1ATFZiMQPfSoIKh/K4UD3URDyy8BaGiVLzFyI6F2QwnBp/enwwob2X0pCCL0GX/jS3kg82QuYkxvN4yTZWisrUOfQ2iORIwnsJ6xMEMpAUS0/Tl+5EAmZIDwg065kSkMG387jA8IieC/91dsw61+PCTIO8qmfz5O1Z6RYJiDadktLS/Pz82GMvIpGJrspCDkl1+KHLp3AWjCcLL2gRJhO6LxLg19P2gRHAbn2KNP2l3x5lDpF7ZRB0LClcPIte4WmVquhEOJLPxXsaGS2h4KQQ/Lr9qSRjEgJ/7RwnDIBuHz0J+JA5QOTOag4PJO1//RYFSUa0/hSEbCfPna9X9a/QsAgaI7vs8pzUrEkAXWO/uU+T5wpzk9B8CO/RY/Ik8OfaiORwBCOXQitYkkjf1jeTJkJ/kODiiheWn/6N6sjSm3rMHLLUeqxQW+uwszpn+kpHDjHWOYtTNZ/l/xdXUa1G/rqX0N/gAOgUgGA//Kjx//NP78KII+XekHJ7FrNr+WHmhe7IkxfJiAR5oMmCZw99MzZuqpPildTac7uZ/kp86PKHmKpx43Wnl/yhjHNwzhfJU/3At0NLkogCCUnv8+DqHzxbD6F7KL4TFYgt/yMxAn4tBxL3Cre3PjrN5dj0BdVoZ2ZaSCWX/KI5ZcOmV2r+f1J8HH7PiWQ+kJkdLC9d15d/MK6Lvvc24GE8w3ucuKCx79oue+D/8kR4iPilw7i9uxX8Ag6lf32RQqPKX1QiQg1K1+yOxYUvxOvy5IyZKhuLkN08874s5F7PSLnQRA4ZXwoztgErABc4mUBGjRvEMaoDpc0Y/VOW83SrC6hMGondp4ROS0J412KYvkljrg9I0Nx3pZleBQMZDUKiOI3MNnT9ifJtaV/CFH9dXKXNyKnJWG6z7V3f/tH/6wrfiD6lwzD3Mw2DVDzAutc8Iqg8VvjRqdH+TChflC/k0Q2neYhKFVIoiZlyy1eyBipbV1Q8jvmF4kYcaEUBQOp3jH5+F9+7su0J+HlP7Wd94vMFGNFEIT0GBLxiwFFwUAGXtDc3sQHtGOKMzPZQBV8DJKGBoIgWBgSt2fsKjDQZ2tAIRx2Z2ayJ39+fj6pVQ0TUs9aEDhDYvlRMcMYz/tKa0CQcaMkGFSa+dzc3MLCQjbbKhZyVQsCZ0jED5LLC8w0HX64sKSZB342kRMeow2IIAjlZHjEL0HEBAxJyCLRWZ7Ger2+vLwcmPQiCELJEfHrgbtAQQIONcJUiI53xrB8+dzcXD+BKtQGS6JdBEGwI+LnS0a5ELnHnmaeyPNBvN6N9rUJQtZUKvmN6xY0yih+IY0MJReiPPpnSbxLaYv0XdRqtZQ2IdDXV54rOTMqcHcHDgx6L4RolE78YhgZQ28C9tPfNZET0mfvRiEMQ3npCkJsSid+MYyMoTQBw6SZK6R34An2bhQEQQjD8Isfv6Wi8vVpZBTUBIyaeBfmAMMUEw8DOaIhuZQVQRAEC8MvfsrAXp9GRoEqT1rULkzQZiC8mHifiiWCJwhCxgy/+CkkZWTkcxTQGJlpTLzrX7zFUSmUFCkRNxSUTvwSbxA/WAkM2c1cJ1eaLQiFowJ3D3oXhL4YksLWGcMFJuOi2JYK0X56lpLO9e/tFLIkUmHrDK7ntDeRyU9SS29IeqNDcJZyW0u9dJZfIihyknYuRKRu5pmZdP0UExeyR2z9dOGdO4UiIOIXQJjmcInnQmSTZt5/RTGx/ARBKCji9gwgRnO4GF3TjM5M8HyqUXcgDJTsL93vhg9LdVP9yuzHERpyZrKbCL8nCa5tZ07QhhLYRMT197PRkJvo59vvZxOpIuJnI0ZzOBp+C/wuudrxDyrFtZWVJ3WJzM3Nof5JRbEhg6egDHhXhhjxIRcfcXvuoKTD99kcTheqqGnmfquNtz8A8PDDD9P0NddcIxXFhhLfi9ZiuxifqGIvlsEm8rOYkTzvcOG+/dQQ8dtBf1Lupzkcz4XQY2EGEgF1zTXX0LRUFCsbFW1Cf8s+M+RiGWxi8It5v98P/POrvBkHzEumvSc5WyzxTaRH3suUDBwcPsmbBylMGI4d/lmRwGGCrljJRREEGx2hgABAo9EY9F4IOaVWq9VqtYWFhUifWlhYoI80Gg2+hoWFhVqt1v+O4Sbw0k1vEziR0vrTWJuyZpxIY/+zOf/ZfAX9I+JXPPB6EvETEoSuKLw90b+NRkN5q59N4H0Qn7nT2ARGb9F04utHcIVJrY2T6v5ncP4zuIoSRMb8CsDx48dp+ic/+YmM1QmJg3FPynVFXTsSiYoydhNLdhN6jGuy6+frTGptnFT3P4Pzn8FVlCAifgXg2muvpWkUv9hhOIJAPPjggzT9vve9D1JIk/ALME5qE0qENp+ft3H6SKSx/7ybW6rnpzDJNoM2PYU4iNtTSBYamOEOq0ajgcM2/K3Y8FWltAm+hpTW39Gce8mS3v5ncP4zuIoSRCy/QpI3B4JQdMgnRv9ybxXO7POqU7qJpbEJTnrrz6aqbeL7n8H5z+AqShBJdRAEQRBKh5Q3EwRBEEqHiJ8gCIJQOkT8BEEQhNIh4icIgiCUDhE/QRAEoXSI+AmCIAilQ8RPEARBKB0ifoIgCELpEPETBEEQSoeInyAIglA6RPwEQRCE0iHiJwiCIJQOET9BEAShdIj4CYIgCKVDxE8QBEEoHSJ+giAIQukQ8RMEQRBKh4ifIAiCUDpE/ARBEITSIeInCIIglA4RP0EQBKF0iPgJgiAIpUPETxAEQSgd/z8D8JWNB2jIPQAAAABJRU5ErkJggg==\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"gROOT->GetListOfCanvases()->Draw()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "ROOT C++",
"language": "c++",
"name": "root"
},
"language_info": {
"codemirror_mode": "text/x-c++src",
"file_extension": ".C",
"mimetype": " text/x-c++src",
"name": "c++"
}
},
"nbformat": 4,
"nbformat_minor": 5
}