diff --git a/CSCS.py b/CSCS.py index 0fc914d..0bfce52 100644 --- a/CSCS.py +++ b/CSCS.py @@ -231,7 +231,7 @@ def _hk_par(k, xold = xnew return(xnew) -@jit(nopython=False) +@jit(nopython=True) def CSCS_numba_fit(Y, l, maxitr=100, @@ -254,19 +254,34 @@ def CSCS_numba_fit(Y, #### outputs ## L: lower triangular matrix of cholesky factor computed with CSCS algorithm ## A: adjacency matrix for graph - ## D: directed graph """ n, p = Y.shape - L = np.identity(p) + L = Lold = np.identity(p) S = (Y.T@Y)/n L[0,0] = 1/np.sqrt(S[0,0]) - for i in range(1,p): - #if(debug): - # print('Variable: {}'.format(i+1)) - L[i,0:(i+1)] = _hk_numba(i,S[0:(i+1), 0:(i+1)], l, maxitr, tol, debug = debug) - A = (L!=0)*1.0 - G=nx.from_numpy_matrix(A.T, create_using=nx.DiGraph()) - return(L, A, G) + r = 1 + converged = False + while(converged is False): + for i in range(1,p): + for j in range(i+1): + temp_ij = 0 + for k in range(i+1): + if(k!=j): + temp_ij += S[k,j]*L[k,j] + L[i,j] = _soft_threshold_numba(temp_ij,l)/(2*S[j,j]) + temp_ii = 0 + for k in range(i+1): + if(k!=i): + temp_ii += S[k,j]*L[k,j] + L[i,i] = (-temp_ii+np.sqrt(np.square(temp_ii)+4*S[i,i]))/(2*S[i,i]) + if(np.amax(np.absolute(np.subtract(L,Lold)))maxitr): + converged = True + else: + r += 1 + Lold = L + return(L) def CSCS_fit(Y, l, diff --git a/CSCS_in_python_example.ipynb b/CSCS_in_python_example.ipynb index c93b450..c042ce8 100644 --- a/CSCS_in_python_example.ipynb +++ b/CSCS_in_python_example.ipynb @@ -9,7 +9,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 1, "metadata": {}, "outputs": [], "source": [ @@ -21,7 +21,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -30,20 +30,9 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 3, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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B1qcUKaJbrdFgoySh8KabYJkyBTcuWYK7774bjY2N8Pv90Gg0KCsrw/Hjx7FlyxbIsoxjx47B6/Wiffv2eO2118Q2NRoN4uLicPToURw/fhwkodPp4Pf7z9pi1Ol00Gq1qK2tFXHZ1ly5JpMJLpcLFosFR44cQVlZGZxOJ7RaLbZu3YqtW7eiqKgIo0ePRlpaGmw2G1avXo33338fJPHmm2/C4/Ggvr4eHTp0wJEjR/Dhhx9Cq9Wivr4eDQ0NKCoqQrt27WCz2bBhwwa89957wqqWJAnx8fHYs2cPjEYjOnXqhD179uDTTz+FLMtC6B0OB6qrq5Gamoq6ujocOnQIhw4dgtVqhUajwZQpU3DnnXfiyiuvhNPphE6nw9atW9GjRw9s2rQJb7zxBuLj47Fx40ZotVo0NjbCaDRi7ty5aNeuHa6++mqEhYVhx44dIddHEefu3bujrKwMr7zyCt59913hwu4LoAg4K1GegIAYFyEwQDtf6NFy8YzTrvKkivHPGlWEVb6bjRuBCRMwfseO08Z7zxcuBJKtagF8jlCr4ShaF11FAk8gkACzTpLwSng4dldViZhnTEwMDh8+jPLycrjdbjz66KNobGxETU2NcHmazWYRc1WE1WQy4eTJkwgLC8M333wT4h6VJAm1tbWQJAlRUVGIiooSc3jr6+tDErRas1C1Wi30ej0aGxthsVhw/Phx+P1+ZGVlweVy4fDhw/jiiy/g9XpRVVWF6upq1NfXw2QyAQjEdm02G3w+Hw4fPgyDwYDq6mp8++23aGhogCzLKCkpQWlpKRwOB7744gv84x//wKeffork5GRYrVYcPnwY+/btEwKtnJ/FYkFNTQ1KSkqwY8cOHDhwAGazGaWlpXjrrbfgdruxZ88eOJ1O1NTUIDo6Gvfddx/GjBkDq9UqLOHs7GxUVVWJa2gymfDBBx/g97//PaZMmQKLxYLt27djwIAB+N///gdJksS1t1qtqK6ubjHIMZlMaGxsRF1dXci1lSQJNpsNx44FlmJQ5jj3Q2Bgd7aW8gQEhPmH8GPqZichkOOwpdnzYr5xdjbw+ONAQfO1slQuaM5Z3rXKL4NrrmkxzSgOoK/JoGw+tza4nc10jDNNU7J+x+t6BObx+oOmpPib2gmA/26a7jILYJLNRkmSqNFoaLfbGR0d3WK6kNFopN1up8FgoCzLdDqd1Ov1Lc9LkqjX66nRaKjRaAiAZrOZBoOBnTt3ptVqZbt27Wiz2XjFFVdwwYIFTElJYX5+Ph977DHGxcXx448/5s0330yXy0WTycS4uDj26dOHNpstZF+yLIt9GI1GWiwWajQaut1ujho1ii6Xi59//jlra2tJkvX19aysrOS+ffu4ZcsWzpgxgzabjRqNhg6Hg5MnT+ZDDz3ElJQU9unTh1lZWTQajezYsSOHDh1Km81Gq9VKjUZDrVZLSZLEfpufc/NrIkkSAdDtdtPhcDAsLIzR0dHs2rUrnU6nOJ/Jkydzzpw5IdsxmUwEwJycHNpsNm7atIkPP/wwx48fz9TUVNrtdiYmJlKSJDHlKioqisXFxa0eT6v3mkZDr9dLt9tNg8FAr9fLtLQ0ejweMX1pFgJTy6qD7iW20sbjp5/ypPuO128FeP0ZXr9bOb5p09q401D5PqiWsErrrF2L8UOGYF19/VlnOrvw4xOx7kRgxD/qO97X/Kb1N7UdAGYCWB/0mslkEtZrSkoKCgsLsW3bNnz44YfC+tTpdLj88svRq1cv3HDDDbjllltw7bXXQqfTQZIkXHbZZfB4PHjmmWfw+eefIzIyEnv37sXx48eh1+tRV1cHk8mEhoYGYXn5/X5YrVaQRFVVlbDQTp48ifj4eMTExGDDhg2w2+04cuQITCaTsLyTk5Nx6NAhkSiVm5uL7OxsHD9+HKtWrUJtba3YhyzL8Pv9iIiIgM/ng8/nQ1xcHA4fPox//etfMBgM+OyzzxAbG4vY2FjMmzcPsixjxowZePnll/Hoo4/isccew4EDB6DRaLB48WJMmDABdrsdBw8exN/+9jc89thj+OSTT6DXB/LJIyIiUFBQgGeeeUbEza1WKyorK0WsXJlO5XA4YLfbcezYMZw4cQINDQ0iCet0WdwAYLPZ4HA44Ha7YbfbxXXcsWMH6urqxHVWXNXBKHF8g8EQ4nGw2WwoKirCpk2b8O2330Kj0cDlcuG5557Dzp078c4772D79u3YunUr+mk0uMvvRzYCIZczWch5CJTWPJe4ECjd2Ty4kQHgfwhMcQpHIPP/VrsdWLlSdVH/HGgj8Ve5UNmwgRUOx2ktX8P3tGa/b4tpsjKCrWhHk4VSh5YWb3WT5TKrySqRZVlYPcrnTSYT7XY7+/Xrx6SkJGq1WjocjpD35eXlcfHixXQ4HExISKBGo2HHjh35wgsvsK6uLuQSbd26lVdffTVNJpOwlrVaLfV6vbDUTCYTu3Tpwl69etHr9XLRokX88ssvefPNNzMyMpJut1vsv3379hw8eDCNRqOwPJXKWYq1rtFoKMsydTodY2JiqNfrOXjwYOp0OoaHhwtLNDo6mmlpabRYLPR6vezUqROTk5Op0Whos9kYFxdHs9lMo9FIrVZLo9HIAQMG8LHHHuOcOXOYlpZGl8vFGTNm8KOPPuLy5cvZvXt3ejwejhs3jldccQV1Oh2jo6PZt29fpqWlcc6cOcJjoByvx+NhREQEly1bxq1bt/Jvf/sb09LS2L17d8bFxZ3xHjCbzeKcHQ4HZVmmy+ViZmYmS0pKOGTIEGZlZQlLXfmcJEktPAmna5IkMSwsjB6PhzqdjrIss7S0lJdccgkvvvhiulwusW3FQv7nWVjI7c+BBfxjGrOzyQ0b2qgzUTkbVBFWOUWT61luElYjTlW3sp/DjiK4ORBa1vJvzTo5pQP8CuDAJvcoAOGi9Hq9jI6OFmJss9mYnJzMAwcO8J577mF6ejodDge1Wi11Oh0NBgMjIiKYn58vOt2IiAi++OKL33m5unfvTovFIgQ1KyuLU6ZMYWJiohBQm81Gs9lMt9stRC8/P59r167lN998w4EDB9Lr9TI9PZ2ZmZmUJImDBg2i3W7ns88+yx49ejAyMpKDBw9mWloao6Ki2LFjRxoMBppMJlosFo4bN44XX3wxIyMjxXUMrniliIzX66XJZKIsy3S73ZRlmZIk0ePx0OVyEQCdTieTkpKEmHk8Hk6dOpX//e9/efz4cT799NPs3r07ly1bRrPZTK/Xy+zsbFqtVg4ePFjsU6/X85ZbbmFBQQGzsrI4depU6vV6MVCJjIxkdHR0yGApWFCDH+t0Onbo0IEPPfQQq6qqSJJ79+5lly5dWtw/ubm5NBqNrd5b4eHhtFqtHD9+PH0+H202G202G4uLi0UIIjs7mxaLhX379mVYWBjT09PFfaJsp3fT/Xe+3dWnaxqAuQAnAywFaAp6vi/ALVBd1Bcyqgj/yqmoqGC0x9NqTefw0/zoJfx01m+wZS0jIPxugGUANzQT30aAHzR1ggBot9uF2FgsFnbp0oUzZsygTqej3W5nXFwcw8LC2K1bNy5fvpz79u3jyJEjmZ2dzTFjxtBsNtNqtYYcz5gxY3jNNdcwIiKC3bt355NPPsnq6uoW1+2LL76gRqNhXFwcCwoK2LFjR/bo0YMOh4Pl5eWcMmUKc3JyhMgoMVa9Xk+n08nHH3+cDQ0NfP/995mZmclrrrlGWOcZGRnU6/VctWoVSXLbtm28+uqr6XQ62b17dxYUFDA8PJwul0uUnDSZTCwrK+PGjRu5fv16Ed9NT0+nLMvU6/XCQm/Xrh0HDRrEiooK2mw2YQ0qMXOdTidiv4plq1idiqWv1WqZk5PD4cOH0+VyMS4uTny+ea3q4Ni7zWZjaWkpr776av7hD3/ggw8+yNjYWJrNZsbFxbF///58+umnqdVqaTKZQqzdYFEGQIfDwcsvv7zV+8put4vj1ul0LC4uFp4CnU5Hn8/Hq666ii6Xi7m5uSFlQKdNm0a/38/33nuPkZGR3L59OxsaGjht2jRKkiT23xvg/wFsuIDE+HSvRQCcI8usf/nl893FqHwHqgj/SqmoqGC019tmNZ2btySA/0PrVu8RgH+Pj2eHJjemYpmMHTuWSUlJnDdvnrCylM7Z4/HQaDRy9uzZfOqpp9inTx9qNBomJibyxhtvZP/+/YWLUwwCmiwhu93O4cOH88Ybb2Tfvn3p8Xg4bdo0fvDBByTJw4cP0+12U6PR8MEHH2RDQwMXLlzIwsJCdu/enQaDgVarlREREVywYAE//PBDzps3j9HR0aKjVxZCeOyxx+hyueh2u/n000+zsLCQN9xwg3Bx33DDDWxoaCBJVlZW8oEHHmBmZibj4+PFQgper5eXXHIJY2JimJaWxm7dujEsLIxZWVns2rUrtVotu3Tpwtdff5179+7l888/z1mzZrFjx47UarVCbBXLcN68eTxw4ABPnjzJvXv38t///jcvu+wymkwmGo1GulwupqWlMSMjgwaDoYUF2+rArSmZzWg0csiQIbz33nv55JNP8qWXXuLrr78u3L+yLLOyspI33HADO3fuTIfDwezs7BaLWgSLcquCpNEwJydHDChiY2M5f/58ajQadujQgcXFxZRlWbjlZVnm8OHDxQAiKSmJn332GWfMmMFLLrmEJHn8+HEOGzasxb7PNqHr5jb4XbXWVBf1hYUqwr9CKioqKGs0LVzOkafrQH+CH76mqZO6qdnzcQBvbOq8movvMZuNVzatGKTT6eh2uylJErt168bS0lIajUY6nU527NiRycnJzMvL45NPPslhw4aJTl+n01Gv19NgMLC4uJgOh4MWi4U2m40+n4+pqal0uVwsKSlhQUEBDQYD9Xo98/PzmZOTw4SEBM6cOZMzZsxgTEwMk5OTKcsyDQYD58yZw3nz5jE7O5tut5tms5l///vfeeLECfr9fr799tscN24cHQ4HKyoquHLlSkZERAirNvg65OXl8b777uOVV15Jkly+fDkzMzMpyzIdDgfvuOMOHj58mHv27OG0adNos9mYlJQUcp6yLDMpKYnZ2dm02WycOHEi//Of/9DpdPKuu+5iVlYWs7KyePnll7OsrIxOp5OXXnopPR4PLRYLy8rK6PV6aTabqdPp2K5dO86cOZMLFizghAkTxKpLisgplq/NZmN2dja9Xi/XrVvH119/nT179iSAVrPLgYCFGh4ezvj4ePp8vpAYrDKQ0uv1TElJEd6O5vFfi8UScjypqakMCwtjUlKSyLYOFmWdTseRI0eKTHabzUa9Xs8+ffowPT2der2e4eHhvOiii8TnsrKyaDabRS6BYumfaQDwXe7q8yHG2jP8hpMALgLonzq1jXsiFVIV4V8Viuu5tYSrc91yAV6ClrHlLUGdUyPAeoCfGo3sjUBCldLZKaJXWFjIO++8k506daJGo6HP5xMiXVpaykceeYTbt2+n0+nkiy++yISEhJD9xcTEsG/fvrRarezatSt1Oh0TExN5zTXXsGPHjqypqeHixYsZFRVFSZKYk5PDYcOG0W630+PxUJZlIQpOp5MTJkzgu+++y4aGBvp8Pn700UctrvuhQ4d49913MyIigna7nQ8++CArKyv5wQcf0OPxhHToPp+Pmzdv5ueff86oqCju37+f+fn5jIiIoF6vpyzLHD16NBcvXsyhQ4cKS89oNDIuLo5Op5N9+/blypUredtttzEuLo46nY7Tpk3jb37zG1qtVoaHh9NisfDKK6/kCy+8wL59+9JgMHDcuHEsKiqiy+USA41g0QQC3oKrrrqKo0ePpiRJtFqtvOiii3jvvfeyd+/evOqqq+h2u/m73/2Oy5cvZ35+Pj///HNGREQI17zJZKLBYKDRaGReXh4nTpzIYcOGidBAc4ELjhsrbn3lOzeZTNRoNC0sZeXYlP8lSRLCHOziNpvNYjpaQkJCqxa30hRPSV5e3lnd89/lrv4hSVzfR3iBwCD7dO8PA7jAaqX//ffboDdSUVBF+FdCxcCBlCWphfVrPs0P9Kd2SWsQiDW7ELCGa3DKUqjCqWX/gmNnkiSFJBhJksQ77riDJHnPPffQ5/NRr9czIiKCDoeDxcXF7Ny5Mw0Gg8gANhgMvOGGG/hA842sAAAgAElEQVTQQw8J17PiCjYYDIyPj+fMmTM5ePBgSpLE/v37c82aNayvr+f69euZkZHRQhCUz82aNYuJiYls3749H3jgAV5yySW8//77T/sdzJw5k5dddhlHjBhBp9PJ3NxcFhcX89ixYyJhSnSeRiPNZjPvv/9+jho1SoiWMjhwu92cMmUKb7vtNpaXlzM6OprLly8Xc3I9Hg9TU1OZl5cnxEqr1TImJobp6em02Ww0GAwiWUyn07GiooJXXHEFS0tL6XQ6mZyczDFjxnDQoEFCuPLz8+l0OqnT6WixWIT1qdFoaDabOXfuXB46dIgk6ff7WVRUxL/85S+02Wz8+uuvOWvWLBFTVVzBynf0zDPPtLB2FdFUEskUQVYyxZX33XPPPXzhhRe4cuVKjh8/XmRYf992OgtXiVErmeFK/P5smrJE4+nc1T+1GH9XiznN80ePHj0vfZFKKKoI/8KpqKhgtMVyVtbvmQpvfO/O7AyvBWc49/6e201PTxeZzG63myaTidOnT+esWbPYvXt3kZCjTPUxGAzs0aMHBw0aRLfbzVtvvZVjx44V4l5UVMTevXuL4hLJyclMSkqixWKh0+mkRqNhRESEiOfKskyPx8POnTvT7XazrKyMN954I0eMGCGKbrz99tv0+/0tvouSkhL+85//JEk+8sgjdDqdjImJYUFBAfPz8+lwOLhp0yYOHTq0hRjJssz27dvTbrdz2bJlfP7551laWkqHw8HU1FT279+fxcXFnDp1KtPS0loMXgoKCjhz5kyOGzeOPp+P8fHx/M1vfsMxY8aEiF2/fv24YsUKHjhwQBz3f/7zH0qSxEmTJolYtNlsZrdu3ZiRkSEsTaPRyJiYGC5YsECsZfz2228zKiqKiYmJYnvffvstJ06cSI1GI7Klm3/Pbreb4eHhIpwQERHBv/71r/T7/fz44485YMAAUVREOUeLxSIyvs9KHMPC+Ne//pUmk4k2m42DBg2iwWBgampqSI7B92nBA6nTHUdvgPs0mnMqxmf6/fU/w2srb7zxHPdIKs1RRfiXzIYN7KHX8zcITF9Ia/qhNbd+W3Njfd9mBLj7O97zRVOnc/QsxFev13PcuHHs0aMHhw8fLrJcU1JSqNPpmJSUxLy8PA4bNoxDhw6lx+Oh2+1mbm4uJUmi0+mk0+kUAhHcISrJRHa7XcQ2lapQwcegzM0NDw+n0Wjk7373O5aWlhIAXS4XExISOGbMGHbp0oXh4eGcMGECDQYD09LSmJmZyT/84Q/CKqyvr6fVauWRI0e4c+dOhoWFcdOmTWxoaOCaNWuYk5NDAOzRo4fI4A0WUuW4FYs5IiJCxDGVc1Ayd7t27cr777+fn332GXNychgWFiY+p1iuYWFhjI+Pp16vp8fj4cqVK+lwONirVy+GhYXxt7/9LXfv3s3q6mqGh4ezpKSEJHnHHXeIxDiNRsP+/fvT7Xbzvffe4+rVq1leXi6qesXGxvKKK66gz+djRkYGGxsb+fHHH3PJkiXs16+fsISDr3fw+Xbo0IEGg4GDBg1ienq6iOsq1a6C5wQr368sy+zVqxdnzpxJnU5Hh8MhBiXBAtm8BVc+02g0LCws5JYtW3js2DE+9dRTYnCn3JvKoEVxcQcLdnA2uGK9W63WFhXaeiOQdBgsxDf/RIL7XXkcym8+2OM1GeBWqIlb5xtVhH+hVGRnMxoB69cDsB9OTZc4V83Z7LEF4OUAK3FqitHiVjrbMzWHwyFcwl6vly6Xi1qtViTJyLLMAQMG8J///CefffZZUZLw6NGjnDNnDr1eL6dMmcLhw4fTZrMxLS1NTNnJzc1lVlaWEDKlU5ckiUlJSSwpKQnJaFYs0ubxUkUglc9brVampaUxISGBsiwzIyODw4YNo9fr5dKlSxkbG8vp06fznXfe4ZYtW7hixQp26NDhVAfZ5H5VBhyKK1jpxHU6nYgFK3Ntu3btyp49e1Kn0zEzM5NXX301p02bJjKA09LSRHxYr9dzzJgx3LVrF0tLS3n55ZczLy9PJLm9++67nDlzJl0uF2NiYqjT6fj5558Ld7Esy5wxYwb/8pe/MDY2ljabjY8++ihrampIko2NjXz++eeZmZnJ8PDwELHU6XQiEaw1K7j5Y71eT6/Xy5SUlJAQQ79+/di1a1empKSIJLN27dqFJGsp1yw2Npa5ubk0m81MT09v4SUAEJLIpWSvazQahoeHi0FbsNAmJCTwjjvuYK9evcQc4+DPu1yuFve50+kMGXgo/9+L1uPG5/r3CoAZQf97m/oLH8AHAPK3v23jXuzXgSrCv0AqEhJCCm7ISodzHn7UEsAsgC8iNNnqJY2GHRFIjLr77rtFgQvRAQTNLTWbzdTr9YyLi6Otqeaz0oEHf6Z5EQWlM1VE0uv1sn///qyoqOC0adM4ceJEMSdWEU6n00mz2SxqPms0GiYlJbF///602Wy0WCycMWMG33jjDc6ZM4dGo1GIf+fOnYUAlJaWMisriyaTiT6fj5mZmbRYLCwuLmaPHj1os9nE/GW3282oqKjTFpUwGAzCtYqma9ajRw9mZGRQluVW451KZq+SKa1Yvzqdjtu2bRP3xldffcUZM2aIub5arZb/+te/6Pf7+dprr9FgMNBut3Po0KEiI9pqtYoYaHJyMvft20eS3LdvH51OJxcuXMi8vDxhSSuFRZp7FhQXb/Pv0WQyMTU1lQkJCSEiHOxaVq73ZZddxl69eomqYgAYGRnJwsJCUXDE6/VSq9XSarUyNzeXL774Iv1+P7/55huWl5eLY7NYLCHX0mq18oYbbmhRiUuWZdpsNsbExLBTp04hxx4co/b5fCHucaWYilKb2m630+fzCS9C8DaKZZlrmn4rwWJ8PoT4TC3ebG6rbuxXg1o7+hfE+PHjsW7lSuw/efIHrXIUDuDgd7zHC+BQK8/nAdiIwHqoANCg0eAdScJaAE9ptThIor7+1OJs4eHhOHToEJKSksR6tElJSXjhhRfQu3dvvPrqqygsLERlZSV27twZsnqOUr+4qKgIdXV1+PDDD3Hy5ElYLBacOBFYLDE/Px/Dhw8HSbz77rvYvHmzWBqwuLgYdrsde/bswZdffokjR460OB+NRgOtVitqP9fU1CAlJQWffPIJZs2ahU8//RTvv/8+/ve//0Gr1cLpdOLkyZMoKCjAtm3bUF9fD6fTCUmSsH//frECkYKybGFcXBx+97vfYdu2bfjoo48QFxeH22+/HcePH8fx48cxYcIE6HQ6bNu2DRqNBg0NDTAajaiqqoJer0dNTY3YpsFggCRJqKmpgVarhb9pPWRJkmAymRAREYGoqCjYbDZYLBZs3rwZ+/btQ0NDAxwOB4YNG4YDBw6IetQvvfSS+LxyzADgcrng9/tFvev09HRotVqxdnFDQwOSkpIwYcIEtG/fHuXl5dBoNCHfPwBYLBb4fD7o9XpUVlbi4MHA3acspwicWgFJlmU0NDRAp9PBbrejb9++WLFiBRobG1FWVob//ve/uPTSSzFixAgsXLgQb731FqKiomAymUASNpsNCxcuRL9+/fDII49g9uzZqKurg1arRUREBCorK/Htt9+K7x4A/H6/qN0dFhaGEydOIDo6Gvv370d1dbU4j5KSEkyYMAH/+9//8Oabb+L999/HyZMnQ1Z3UmpZy7KMiIgIHDlyBJIkoaqqCjqdDjabDcePH0e0Xo9LGxtRUluLEgSW5wQCv+MFAG5p5bf3U+IFUAfgGAIq7AWwobwcCS+8cI73/CumrdRf5afldHN/T5f9HNzO5j2nazqAFyNQaEOJ9z528cW0WCy0Wq288847uW7dupB6wYqVMXjwYA4YMEDUAVZqBSvWbHCVpkmTJtFqtXLEiBGMiYlhUlKSiLcp8z6VeatWqzXEdWg2m9mhQwdaLBYuX76cBw8eZGNjIx999FGGh4dz+vTpXLVqFSdPnsywsLCQeKzdbmdFRQVvvfVWZmZmiopXmZmZzMvLE0lcrSXhBNd+DrlmTS5ZpYb02LFj2bFjR95www2MjIzkiRMnWFdXx3/84x8inqnMpVWs8A4dOrBTp06MioqiyWSiy+US55yYmEiPx8OcnBzKssyCggIOHDiQPp+PMTExHDlyJGfMmEGn08nCwkJmZmae1ipv3prHVpWsa6XEY6dOnUTpx1bvF52OVquVWq2WZrOZJpOJmZmZ7N+/P6+66irOmTOH/fr1E4VIlM/Ex8eLZDCXyxXyus1mY2ZmJrds2UKS/PLLL2m32xkfHy/c7GPGjGFGRgaLioo4fvx4MV/c7XZz+PDh1Ol0rV4DSZKYmJgowiCdOnUSXoTg940ePZo1NTU8efIknU4nd+3axbKyMuG9aO06NL9nCgsLaTKZqNfrOWnSJE6fPr3VuPG5zqbWIDRPxAhwaYcObdzD/XJRRfhnTvPKVz9k7u93TUfSN207pdnzE3FqykUjwHtxKku1T58+/Pvf/84+ffowMTFRxCuVogpDhw4NOY+Ghga2a9eObrebiU0FOvR6vShNqXRYcXFxtNvtHD16NG02G/v378/Y2FiRaauI0KBBgzhy5Ei2a9cupHNVpuUo4j1o0CA+9NBD3LhxI6uqqlhfX8/09HRaLBZRFjI46clkMtFsNjMsLIyyLDMuLo4TJkzgmjVruGvXLi5atChkAKDVakPmKhuNRsbHx9Nms9HtdjMjI4MxMTHi2FqLkSrXrGfPnrzkkks4btw4FhQU0GQyMSUlhXq9XlSxcrvdjIiIEJ/3eDxMTk4WbldlSpJyva666io++OCDXLVqFZ977rmQCmIWi4UOh4M2m40bNmwQc4CVYwqeM20wGOjxeMT0pdbEW8k2t1qtIWEEq9XKpKQk5ufns3v37qIQS6dOnUKmqTVPtFPi00oCl16v58CBA3nnnXfykksuYXV1NW+55RY6nU6mpqYyLi6ObrebFouFHTp04MSJE8U9mZWVRUmSGBcX12rOgk6nY/fu3elyuajT6UR2dnR0tCi8otFo2LdvX3br1o2LFi1iXV0dKyoqWFBQwFGjRonrFvy9KqEHJTQwZsyYkKIoSlvc9BtTxPjmcyzEQMvw1RCDgfXvvttGPd0vF1WEf8b8GOv3+/4Ye6FloY3/NnUIxxIS2NNqFR2HEp90Op287bbbWFtby5dffpkPPfQQ//rXv1KWZb4fVCCgpqaGTz/9NKOjo8XqQfHx8ezTpw+1Wi3fffddUX7RZDKxuLiYJpOJERERIUk4SixZWaO3a9euXLhwIYcNG8axY8dyxYoVzMjIEAUflHhw8+xppcXExLCoqIhFRUUicUcp7DB9+nS+8cYbfP7559mvXz8hQhaLhbm5uezduzevuOKKEEE2mUwsKChgXl4erVYri4uLmZmZ2cKq0mg07N27N1966SX+5z//ocFg4MKFCzlt2jSOHDmSJSUlzMrKYmRk5GmLSzQ/H4PBwIyMDBYXFzMjI0MkdykDicLCQlqtVsbFxTE/Pz9ESJtf4+BMYcUKbl6DW6PRMDk5mQMGDOAf//hH3nLLLfR6vezYsSPz8vLo9/vZ2NjIDRs2cPjw4XQ6nbziiiu4atUqvvjii7RarVy4cCH1ej0TEhJCrpFiWZ7ue1PuwZSUFHbv3l3cL8pASil8otfr6XA4hCC63W5x3sHeFMWjEVyda+7cuSwvL2dkZCRra2t5+eWXi2vqdDqp1WrZvn17zpo1i2PGjGFKSgoXLVpEIFCQpfn1Cj6P0tJScZ8Gv6cjAsU/gqc2LWh23j/FTIfmrXl/oiZs/bSoIvwz5Kewfr9P0yKQ6ZyB0EIbRwBe2eQWliSJF110EcvLyxkeHs6KigqOHTuWXq+XmZmZnDVrFtevX89nnnmGBoOB77//Pj/99FORwZybm0tZltm7d2+OHz+eVquVc+fOZXp6OqOiomi321lSUhLSEbvdbi5btowNDQ2sr6/nvHnzOGLECD7++OO89tprWVBQ0MLFKMsy7Xa7cD9aLBbqdDqmpqayXbt2tNvt7NWrl0jaUTpCpfRlcKetJBmZTCYOHDiQU6dOZdeuXUUhDJvNJqpdKdaS2WwWCUTNO2HFPat4ABSRk2WZubm5HDduHOfMmcPFixdzxYoVfPvtt/nZZ59xxIgRvP3223nllVeKMIAiJjk5OXzyySfF3GpZltmlSxdaLBZ269btrJf+U1pYWBi9Xi9TU1M5ZswYkT0eLL5arZaFhYV8/vnnmZGRwf/+978kyRMnTvCPf/wj9Xo927Vrx/Xr14v51Lt27eLEiRPpcrk4e/Zsdu/enatXr+bcuXNFgpPP52OXLl1EproyTWnOnDm88847Q4RLEVyl5eXlicQvJUNcluUWYqgUITndYEa5F4KrcPXt25eLFy/mpZdeKrYLgP379+eUKVNYUFAg7pWkpCQx1UrxyDTfvtFoFMlcyj0Q/HpvBMI+fpx7i9iJU6syKS0J4KLExFbnwqt8f1QR/plRUVFBWas959ZvcOsF8NqmpozC666+mtdff73oRJTOPCUlhQsXLuTmzZvZ2NgorJ0FCxawqKhITL9RykBee+21HDlyJFNSUkQ5xoaGBlGIY8qUKSEdklKOUMlU/fe//81PP/2Ur7zyCrOzszlw4EAOGjRIrEQkSZLIco6Li6PBYGBsbCxLSko4ePBgdunSRZRUVMRVsQbbt2/P9957jxs3bmR6ejoLCgoYFRXVasepTGEJDw8XsWplAKC405USi8GfUWLgioCFhYUJi3/YsGG88cYbmZCQQJPJxBkzZvDDDz9scU9MnTqVS5YsIRlY5GHp0qUi21ySJLZv354XX3wx8/PzW8RqlfBBaxa1Vqvl3r17eejQIb7zzjvs1atXSBnRYNGQZVlMO7JYLGIOtnJeSpghLy+POTk5YpASERHBkSNH8q677uIjjzzCpUuXcsiQIdTr9aIeuDLve8SIESTJZ599VghTfn4++/bty4SEBK5atYqPPvooY2JiRKy6ucCmpqaGHLtGo2F+fj4vu+wyUQbV4/Hw8ccfZ+fOncUUsGCxVuLZwbkDSkZ9jx49QlaeUtz2p7PYlQFTay784BYbG8vk5OSQ5+6TJOGiPtdi3FoLkyQumDRJFeMfiZod/TNh/PjxWLduHfbv2/eDMp/PFi2AWABfnub1/wMww2bDGydOiKzTqqoqTJ06Fddddx22bt2KdevWYf369Th48CB69eqFsrIyZGZm4oknnsDjjz+OxMRE7N69G0ajEfX19cjIyMBdd92F559/HhERETCbzVi4cCFqamrgdrtx8uRJkaEsSRJ69eoFrVaLrVu34uDBg7BarcjLy8PGjRsxd+5c5Ofnw+12Y/jw4aipqcHChQsxbdo06PV61NbW4o033sCLL76I1atXw2q1oqCgAP/4xz/w8MMPQ6/X4+WXX8abb76JXbt2iWNsbGyETqdDeHg4fD4fvF4vjhw5gu3bt+PYsWMhmbDBKNm9QCDr1mazoU+fPmhoaMDatWthNptRV1eHnJwcjBo1CqtWrcI777wDkoiJiQGbssplWcbw4cPx3HPPIT4+HpMmTcKQIUPwzTffYMGCBdizZw/cbje++OILfP311zh69GjIMWk0GqSlpcFisWDLli0wm82oqalBQ0MDJEmCTqfDnDlz8Oc//xl6vR579+5FY2MjAKBz584YOXIk3nvvPbzwwgstsn7bt2+Pe++9F8XFxWhoaMArr7yCRx99FP/617+g1+uRmZmJjz/+GCNHjsSQIUNgMpkwc+ZM5ObmQpZlvPrqq6ipqUFOTg7CwsKwf/9+/N///V9IBrJCQkICGhoaUFNTg8rKSjBgSMDn8+HYsWMie/zEiRNoaGgQ35vBYEBNTQ1qa2tDvhtJkmAwGHD77bcjIiICU6ZMAQDU1NQgIyMDn376KUhCp9MhKioKu3btCsn0HjBgAN544w04HA44HA4cPnwYkZGR2LlzJxobG2G1WqHX65GRkYGlS5di3759GDlyJLKzs1FVVYWdO3dCq9WisbFR/D3d/dManQD8CUAOAtnTC0/7zp+OGAB7mz139OhROJ3O87D3XyBtJP4q34OKioqAdXWOrV/5O14vbu0zsszIyEg6nU5GRkZy+PDhvPvuu/nOO+/wo48+4nXXXceYmBjhBszOzuZTTz0lCissXLiQ48aNE9muWq1WJBtFRkaGWI7R0dE0m82MiIjgypUruXPnTh48eJCzZ88WGbN1dXVcs2YNrVYrExIS+NVXX532uvr9fq5YsYJms5mRkZF0OBwsKipit27dmJycLJKCgucpK6UtExMT6XA4Wsz3jIuLY2ZmZquWj9lsFpnUSjxWSXSy2Ww0m83Mzs7mb37zG+bk5LC4uLhFbNZut4dYmYpb1GAwMDc3l+Xl5Zw/fz4HDhzIRYsWsaGhIcSNr3xm4cKF3L17Nw8cOCAyrNFkmQHgc889xzVr1oS45JXWtWtXxsXFMTs7W8xNjo2N5QMPPMATJ06I6/u73/2OXbp0YXx8PLOyskRN6hEjRnD58uWMiIhgZWWlmKPctWtXMX935syZjIyM5OHDh3nllVeK4543bx4HDx7MwYMHs2PHjnzggQdYWFjYwpK0WCyMj49v1fJXPA7BiV7K9+f1emm328W8aIvFwjlz5oj785prrhExdeUzStKbEk7p0aOHSK5yOp0MDw8Xc9RvuukmrlmzhhqNhjfffDNvuukmGgwG+ny+FhXElHvmdJnbStPr9bzIYjlvLuozlr1cufJ8dIm/KFQR/hnQo0cP/iYhIaT05LloPZo97olA7Glxs+cVF1tJSYlYVaekpIRWq5Uejyck8cRsNrN3795cvHgxLRYLL7300hYdo1KS0mw20+fzMSkpSXRqwKmiGtXV1fz73//OqKgotmvXjrt37xbX6KabbmJkZCRtNhsdDgd9Ph937drFTZs2cfXq1Vy2bBnnz5/PiRMncuDAgczLyxMdq91uZ1JSEsPDw8WCAkr8Lj4+nrm5uZw8eTIHDBgQkglrMBg4atQo7t27l0eOHOEdd9whprIo72kec1TqIHs8nhBxUzKjm4tJ8KpBzbdTVFTEiooKhoWF0eFw8KGHHmJlZSX379/P5ORklpSUhKwyZLPZxMBGr9dz1KhRHDBgAAcMGMCIiAjedNNNrdZLVhLFlDi1sphEr169eP/993PFihViGUiTycSrrrqKO3fu5MiRI/nUU0+xsbGRa9eu5ciRI+l0OllUVCSmXA0aNIh79uzhzJkz6Xa7OX78eA4aNIher5cmk4k7duwgSfbs2ZMej0cU4RgxYgRvvPFG+v1+3nHHHSEVr5TFHZQ4+6233srFixfTZrOJBK2hQ4dy9erVfPbZZzl58uRWY9vBmdnNa3m39vuRJIkej4e//e1vuXTpUmZmZoprJssyBw8ezPLycvp8PhYXF9Pr9XL69Ol87LHHREGUqKioFnWrld/b6X63Wq321ApdssxGgPPPsRA3b5MBXpuRwa1bt7ZVN/mzRRXhC5iKigpGR0dT1mjoAZiJ77/gwZla82XOlCkJOoArAG5DICOz+efWrVvHAwcOsLy8nGFhYQwPD+c111zDxYsXi+klPp+P0dHRoiRk8224XC7abDYWFhayc+fONJvNdLvdHDVqFCdPniw+k5iYSK1WS71ez6ioKD7wwAM0mUy89tpr6Xa7OXfuXM6fP1+IWnDmblhYGPPy8jhw4EBOnDiR8+fP57Jly7h69WquXr2asbGxTElJoc1m48CBA/noo4/y888/5/r163n99deLes5AYKpPUVERU1JSmJmZyQULFnDOnDlMSUlheHg4c3JyaLfbxfrE4eHhNJlMHDp0KAcNGsR58+axoKDgtPNnW2uyLIs50y6Xiz6fj+Hh4cJ6UwRCSQZSYtuKAFmtVg4fPpwff/wxt2/fTrfbTZfLxeTkZF5++eXiu9FoNOzXr5+YGhYco1b2pVTweuGFF3jvvfcyKSmJiYmJLC4uptvtZlFREa+77jr27duXRqNRLFe4dOlS1tfXi3v6wIEDvOuuu5iWlsbIyEghaB06dODGjRvF+3bs2MGoqCharVbOnj2bTz75JNPS0kTsXZZlRkdHi8S6vLw8IbKK98LpdNLr9dJisbCwsFBUDnvwwQdptVrFAPLLL79kTU2NqP2tXP/o6Gj27NkzpJpbcKLe0KFDxX0cPDgyGo0sKytjt27dxBKJzUVceWw0Gun1ekXylslkCrmHFctd+Q5aE/5gMY6Pj2cnnFrP+OafoJ84m0p7ouSlxcIHHnjgvPeVP2dUEb5Aae6Cbu4q/imWGvxjs8d2gGUA1wEcFxERsm6qXq9neXk5//SnP/Gzzz7jO++8w/j4eI4YMSJkmo0kSYyIiGC/fv1YUVHBgQMHMioqSmwjLS1NrFeruNgSEhI4cuRIxsfHMz09PaTDU1btad++fYh1YDAYGBUVJbJZdTodr7/+evp8Pt5zzz285ZZb6PF4OH/+fFZVVZEMFHFYsmQJS0pKxDrC9957Lx955BFOmTKF+fn5NJvNLC4u5uzZs/nCCy+wU6dO9Pl89Pl8woWZmZnJyZMnc+zYsYyJiWF4eLgQcyCQpBY8h9ZmszEvL4+5ubmMjY0VKzEp7lAgUGpxwIAB7N27tzgfRYiDvyOtVsvIyEhmZ2czLCzsjCsGmc1m9ujRg4sWLeJLL73Eyy67jDqdTlyb4ESx4IFSbm4uX3/9df75z39mdHR0yPq9hYWFfPrpp1lVVcVXXnmFgwYNosfj4ejRo3nJJZcwMjKS6enpoha22+1mZGQkb7vtNrEyU01NDe+99166XC46HA7qdDqmpaUJC/ett96i3+/n3LlzOXPmTE6fPl0syKGs/xsymDQaOXr0aFGnetq0abzooovEICMqKooOh4OzZs1iZWUlSbK6uppTp06lyWSi0Wik3W5nVlYWL730UiYlJYWEIJR1pPv27Uu73bek3FcAACAASURBVC7uQ8XSDgsLCxFOjUZDj8fDGTNm0O1286uvvuKGDRsYFRUlMvatVqvIhI+JiWFmZiZnz55Ni8UiFvAIPkdlYHU2FrnSlLnFP7VVLKH10FRwi4+Pb6uu82eHKsIXIBUVFZT1+hYx4J+6GYL+bw+wFuCLCQmcM2dOq1NXmo+6lefCwsLYs2dPTps2jUOHDhUxYIPBwJycHFosFkZGRnLNmjV84okneMcdd3DSpEns1q3bGVe3sdlsIpva6XRy4MCB7NChA+Pj4zlw4EBRaUtx43bp0oUVFRXiOu7Zs0e4kJOSkuh2uzlgwACmpqYyPDycERERjIyM5IgRI/iHP/yB7733nliE4MSJE7zttttE5ur48eM5bty4kApIijWqZGqbTCZmZWWJRQ+U8/B6vTSbzRw7dizff/99VldXi2N89tln2aFDB5aWlgrhTkxM5OjRo4XFp9fr2alTJxoMBmZmZoaso9u8I1auh+LGVoqNeDwe4RoPtvaaZ0V36tRJLDSQmprKl156ibfeeitlWeaCBQuE0FksFk6aNImbN2/mJ598wpkzZ9Lj8XDIkCFcsmQJy8vLaTQa6Xa7aTQaxfKHnTt3ZmRkJAcOHMgtW7bw22+/pdfr5W9/+1tmZWWJFZ6ys7M5efJkDho0iCS5fv36kCIkADhp0iS+9dZbohCGJElctmwZFy5cSLfbzcsvv5zt2rVjSkqK8ACEh4fziSee4ObNm3nvvfcyOztbXEtllan77ruPtbW1XLBggRDAyMhIxsbGMj4+XsRulWtdUVHBsrKyFmEDo9FIp9PJm2++mSS5d+9eFhQUsFevXoyKimL37t1FkRGdTsfw8HC+/vrr9Pl89Hq9IVnWer2eWVlZwm0eHh7OmJgYlpaWhrjim7fgucXnw0WtGAd6SeLw4cP5xRdfnLd+8+eKKsIXCBMnThRF/3UaDaMAjgYYfh5+OEkAN6Cl61lJbpo/fz6TkpJYWloqXGtarZbh4eEcO3Ysy8rKGBMTI+J1LpdLLGfXXCDsdjvj4uLYrl079u7dm3l5eUxOTqa1qdhHbGwss7OzQypgKa5FxRWsbDcnJ4d/+ctfOHfuXFEJy2w2My8vjz179qTP5xOrESlF8z0eD71eLx9++GG++eabXLduHf/0pz9x/vz5HD9+vCiLCJxahk5JnFHWmu3Tpw8HDhwoBFmpoqRMd5k3bx4//PBDvv766wTAsrIyWiwWRkVF0eVy8b777mNDQwNJ8vbbb+fs2bNJkrW1tXzxxRdZVlYmxNFut4cUJXE4HLzpppv49ddf87777mN8fLy4vkVFRYyMjPxe370i2MGL1EuSJNYAVsIEXq+Xa9asYWNjI//5z3+yf//+NBqNYmWqJUuW8Msvv+TDDz/8/+x9d3yUVfb+mV4zfZJMymSSTEKSSUhIJaQXQkIIvSo9wYAgINKkKQoiq4KCuhTLggirFAVXIwqrKE2kr4j03nsI6Znn90e8d2dCwO7ufn+cz+f9ZDLlbfe+97TnPAdRUVEwGo3Iy8vD1q1bMWnSJF5mxvLkUVFRWLx4Me7cuYN58+ahXbt2cDqd2L59OwYPHszxBeweMNyAqwHIgGFdunTBjBkzOKBPp9Nh4cKFaGhoQH19Pc8H+/n5ccUpl8vh5+cHPz8/fPLJJ1iwYAFMJhM6dOjAu2u9+eabWLFiBZ9v8fHxWL16NVJSUnh5GaNjtdvt+PTTT2G325stj0pKSsKsWbPw2WefoUePHoiJieH9r6dPn46BAwfyMWbRIFeGrWYV3o+ph+YaejTdGP3ln50rttvt/8ll9X9CHijh/wIpKSnhD5VMLObF8TpqbEN4v0ku+QUPhITcqSf9iTCZCG/fZ4EuLCzE448/zusZPT093XJkbFMqlYiKikL//v0xffp0hIWFIT09HcuXL0dISAiWLFmCtm3bQq1WIyMjgxMsREdHg4g4KrZpXaXBYEBAQABvmefq+TUFPrHPWbtBon/zDqempsLPz4+fK3s/PT0d/fv3x9ixY1FUVAQPDw/ExsaiZ8+ePGfJjI5WrVqhb9++mDFjBlauXIn9+/ejsrISkyZNQnZ2Ns6fP4+3334bnTt3hkaj4fWwq1atwo0bN7Bs2TJkZGRAJBJBpVJh6NCh6Nq1K958800AQFVVFT777DM8/vjjCA8Ph0wm4yxgLCfIwEks95iTk4N169ZBrVbDYrEgOjoaISEh6N+/PwICAu7qCHS/TaFQIDc3F927d4fVaoWHhwfPybPv+Pj4ID8/H4899himT5+OPn36QK/X87rurl27oqysDImJiWjTpg3UajW8vb0REhKCv/71rxg4cCAfJ61WC7VajaFDhyIgIACfffYZAGDfvn1o167dXQooMDCQKx6xWAyDwQBfX1/OD22xWPDpp5/i7bffRmBgIEwmE2+BGBcXB4fDAZ1Oh8jISJ5bfuSRR3Djxg0AwIULF9CnTx/YbDY899xzyM/P5x5pcHAwv5+tW7fG5MmT0b17d14jzZ6Xfv36oUePHhAKhVAoFG4RJbPZDLPZzK+B/abpM+c6v41GI6c1ZZtcLneLtMhkMrz33ns8R872w0LerumNd+mPQVCbm/zv4fK6qKjIDRfwQNzlgRL+LxAiQkREBEo6dYLtF07+4F/w3Shyp57cTYSV9wEKMYXGWJgiIiL4QmIymfDPf/4TtbW1qKmpwdatW/Hcc8/xBc7b2xvDhg1DQkICZs2axa/16tWrWLBgAfd25XI5PD098fTTT8NisSA+Ph4REREICgpC27ZtceHCBWzbtg1dunSBVqvFgAEDMH36dE5qcb/rZT2CWSiUqDGMZ7VaoVKp0LFjRwwYMADBwcEcoMQUA2s5yJi+rFYrGhoa7hq7devWwd/fn+c7mVRWVqJnz54cGBQVFYUpU6bg22+/xe3btzFx4kSeRzQajQgLC4NKpUJycjKeeeYZ7NixA3v27EFgYCDq6+vx+eefw+FwuOUqWeTBbrfDYrFg9erVmD59Oldenp6enFvbzRj7UYE3B/Tx9vZGSkoK0tLSOFBLIBDA19eXe/1yuRyRkZEoLCxETk4OQkJCOKMYixyw6zIajVyZtW3bFmvXrkV9fT3WrVuH6Ohofh1sY6U9QUFBvOViaGgounXr5oYJ8PHxgcFgQHFxMace1Wg08PHxgUajQbt27dC3b1+Eh4fDbrfjb3/7G6qrq1FaWgqxWAy73Y7ExERoNBrodDq8+eabfHw//fRTBAUFoXfv3hg2bBiCg4MhlUoRFBSEiRMncgNixYoVmDNnDrRaLadcdZ1795qTLVq04PShruC30NBQFBcXcyOU8ZTfCx1ts9n4tbN70RRNbzQaeV9r9t5bPyrip1321RRz8kvbnjZX3ui6j4kTJ/6xi+j/sDxQwv9hKSkpgc1ma+zoIhAg8xdO/qYI5596UBj1ZBURljVRuK6WtOv7TV+z2khfX1+EhIQgOjoacXFxnEawbdu26NChA2JjY/mibDKZ0Lp1a/Tp0wfx8fHQ6/VQq9VISEjgoWyBQABPT0+8+uqrEIvFmDZtGh5//HGOOnY4HDxs3fScnnjiCYwaNQrt2rW7K3fINhaybs4zZKE/s9mMpKQkdO7cGTKZDNOmTcPrr78Of39/zJ07F3v37sWZM2dQWVmJo0ePwmw2Y+s9SO3z8vLw1FNPIS0tDVu2bMH48eMREhICo9GIqKgoDlhjyGaDwQCHw4GpU6diz549aGhoQEBAAHbs2IGXX34ZZrMZcrkcixYtQocOHbhh4ZobZpSZ48aNg16vdxszIkLLli25d03UyI/NuKNd6RhZtEAoFCIyMpKjgD09PdG7d28EBQVxxalUKhEdHY28vDykp6fz6IRr+Jj1WWZsaV27dsXixYvx6KOPuoXCmZHg7+8PT09PFBUVYfjw4ejYsSO0Wi3CwsLuGj9mMA0dOhSxsbGw2Wx4/fXXUVVVBafTiY0bNyI5ORlyuRx2ux0//PADXnnlFZhMJvTo0YOnQxwOB7Zu3YqTJ0/in//8JwoLC7lyjI2NvafRxyIvLHLBFCu7dplMBrVa7YZsHzRoECorK7Fv3z6YTCZ4eXkhMDCQh8rZ7xne4V4c4b6+vnysGHiS0asyw3L16tUoLy9HUlIS/90y+uND000V8+3bt//k1fV/Qx4wZv0HZciQIfTGG2+QUCgkCUBCgKpcPpdTI4PVnd/peB2IKIiI5hDRC0Q0WSgkgUBA8fHxdO7cOTp79iwR/btfb319PWk0Gnr33Xdp3Lhx5OfnR7t27aKbN29SSUkJtW/fnkJDQ+mrr76iadOmUXp6OvXp04fq6+upsrKS3nnnHWpoaKDs7Gw6efIkbd++nQ4fPsz73Go0GlKpVASALl26dF9mICZSqZRMJhNZLBbav38/ZxnS6XQUEBBA5eXldP36dbpx4wb/Puuvy3rUuu6LMR8JBAKKjY2ltLQ0ioiIoE2bNtGhQ4coLy+Prl69Slu2bKHr16+T0Wika9eu0ZUrV3gf3sDAQDIajWQ0GslkMvHXkyZNonnz5tHw4cNp9OjRtHPnTtq+fTuFhYWRyWSikydP0qFDh3i/3Y0bN1Jubi6ZzWb69NNPqb6+nvftzcnJoaeffpoKCwtp27ZtdPv2bVq2bBktWbKE7ty5w/souzIsabVaGjFiBJ06dYqWLVtGarWa6urqSKvV0p07d6i+vp5EIhHV1dWRXC6nzp07k9FopDfffJOqqqpILBaTwWCgW7dukc1mo+rqajp27BgJBALy9fWluLg4EggE9N1339GVK1fIYDDQxYsXycfHh8rLy0kqldKFCxcIAEkkEmpoaCBvb28iIrp06ZLbeBgMBpJIJHTp0iUiauyNXFNTQ2KxmJxOJ6WmptLBgwfp1q1bVFtbS0REdrudjh49SkREfn5+tHTpUsrMzKRt27bRrFmzaOfOnTRq1CgKDg6mkSNHUmZmJr/nbdq0IYVCQZs3b6arV6+SRCKhqqoqfg8FP/ZQZuculUopPj6edu7cSbW1taTX60mn09HZs2eptraWnnnmGVIoFPTss89ypq3a2lq6ffs2Z8FSKBSUmppKX375JdXV1ZFaraY33niDamtraeDAgeR0Ovn4qdVqqq2tpdraWhIKhfdkZIuNjaWysjLq2bMnff/993Tz5k0KDg6mK1eucIYwp9NJmzZtonPnzlGfPn34/JhJRDX057BsERH5SyT06DPP0IQJE/j9fSBED5Twf0CGDBlCW7ZsoYMHD5JIJCKLWEzOmho63+R7Amo0IX9viSOiXT++VqlU1NDQQEKhkORyOWVlZZHNZqMzZ85QWVkZAaA7d+6QUqmkwsJC0mq19M0331C7du3o448/phMnTpBAIKAnnniCxo4dSxqNhpxOJx07dozi4+NpxowZdPHiRVq+fDldvnyZRCIRVVRUkFKpJIPBwJVMdXU1ASClUulGVygQCCg0NJTatWtH3t7edO7cOTp27BgdPHiQTp06RUKhkDQaDQEguVxOqamp5OHhQTKZjK5evUoffvghyeVyCg0NpePHj1N5efl9lb3r4qDVaslms5GPjw8REW3cuJEGDBhAKpWKNm7cSE6nkzp37kxOp5Pq6uqotraWampqqLy8nA4ePEj79+8nsVjMm7kDIKfTSWazmUwmEwkEAjp37hxFRkbSuXPn6PTp06RSqaiyspKioqLo+PHjJJfL6dq1a6TT6SgnJ4e2bt1KdXV1JBQKqU+fPtSlSxf67rvvaOLEiXTr1q27FJtAIKBr166RWCymoKAgGjhwIC1YsIAuXbpEKSkp9NVXX5HVaqWrV69ScHAwXb58mTQaDVVXV9Pp06dJrVZTVFQURUZG0rVr1+gf//gHASCRSEQ+Pj6UmJhI33zzDR07dozfP6VSSS1atKBnn32WoqOjac+ePTR9+nTatWuXm6JhChYAyWQyAkANDQ0klUqbpawkIhKJRKRWq0kqlVKbNm2oR48eNGDAADKZTHTlyhVSKBQUGRlJer2ejh07RsePH+dKUCwWk0Ag4FSdRESenp7k5+dHx44dI5PJRCEhIbRhwwYSCoWUkpJCkZGRNGfOHFq0aBFNnTqVIiMjadu2bbR+/Xq6ePEi/eUvf+HzymKx0MyZM2nWrFmkUCjo7NmzVF1dzZUoM5SYgdFUJBIJabVaunXrFun1emrXrh3V1NTQmjVrKDw8nE6ePEm3b98mnU7nptyFQiEVFRXRrVu36MCBA+R0OunWrVuk1WqpoqKC3+OysjLq0aMH3bx5020t+JiIXqffVxnnENHGe3xWUFBAH3/88QNFzOTPdLsfiDsISyKRQPFjiOunAFhEjWQd9/tcT7+8lZlIJMKIESOwc+dONyL2xYsXY8CAAXA6nViyZAlEIhEKCwvh7e3NWX1YW7/Q0FC3xgMsRKnX6xEXFweFQoGcnBxER0cjKSkJq1evxosvvoiuXbvCYrHAbDY3GyJmwBYWKvb29kbHjh3x4osvwtfXl1MifvXVV6iqqkJBQQF69uyJuro6VFRUIDExEd27d+coW7VajdGjR3PSBgA4f/48XnrpJd7uruk5sFpTPz8/6PV69OzZE926dYOnpyevYS0pKUFhYSEiIyM5cEoul0Mmk8HX15cTXbjmcQ0GAy/1sVqtHHx2LzIP1/Ak0b/rbyUSCQfN2e12JCcn47nnnsPAgQPd8pIKhQJ6vR56vR6+vr7YuXMn5syZw5sM9OnTByNHjoTD4YDFYuGlUTKZDEVFRcjKyoLZbMbw4cOh0WgwcOBAHkZWKpUYO3YsDhw4gH/+85+cvYmFs9n5+vv78zmj0Wh4aJy1/nMN9yqVyrvYxn5qa65cy2KxYOjQoRwU2K9fPxw+fBgAsH//fvTu3RsmkwlTp07FjBkzYDQaMXLkSHTp0gVEjWCqL7/8ks8VVg9uMBhw4sQJOJ1OfPzxx4iPj+dhaD8/P1gsFrfrYWFp17ps1zQCe2a6d+8OsVjMm1j4+vpi+/btyM/Ph0gkwuOPPw4i4o1C2P4Z4xq7j6wGXS6X8zQDUSNKuzkKzA1/Qnja0uR/Boj7/10eeMJ/sggEAoqIiKA2bdrQhhUr6OSd3yvY/G/RE9GNH19LiagbER0kor33OB+dTkdZWVkUERFBcrmcJBIJrVmzhmQyGYWGhtLNmzfpk08+oerqau7JEDV6EZ6enkREVFFRQefPnyeZTEYeHh50/vx5EovF5OHhQXl5eVRWVkZKpZJu3rxJNpuNrFYrAaDTp0/TkSNH3Ijre/bsSfv27aOgoCBSKpW0b98+unr1KtlsNqqoqKCTJ0+S3W6n9u3b08svv0x37twhuVxO1dXV1LlzZ1Kr1bR37146c+YM1dXVUWJiIqWmpvIGEoWFhfe8dxUVFdS+fXvaunUrJ+oXCAS8kQPzNAMCAqhFixYkEol4WLygoIAKCgooOzubnnrqKfL09KSJEyfSjh07qKSkhPbv3091dXVUVVVFlZWVNGbMGAoKCqL27dvTmjVr6J133iFfX18qLCykS5cu0T/+8Q+6cOECETV6O1arlWpra/l77NEV/phWYB5Pc+Iapmb/i0Qi0mq1PP1QV1dHAEin09HVq1d5OuLKlSskk8moY8eORES0evVqqq+vp1atWtHkyZNpxYoV9NFHHxFRY/TgypUrJJfLKT4+nsrLy+m7774jgUBAkZGRZDQa6eDBgzxMzYR5iyKRyO06mp43u9bmGh0EBASQTqejixcvuqU3FAoFJSUlUVpaGn333Xe0ceNGKigooClTplBkZCQdPnyYnn/+eVq7di099NBDdO7cOdq6dStvorFv3z6Ki4ujsWPH0oQJE8hms9GWLVvI6XSSRqOhmpoaCgoKIpPJRD/88ANdvHiRX++hQ4f4fSUi6tevH0kkEnr77bdJIBDw63YNN4tEIpJIJDRz5kxyOp30wgsvUGlpKS1cuJD8/f2pffv2NGPGDALAm6EAoPDwcBo2bBjNnj2bzp07d9f9EQgEJJVKSaVSUVhYGJ0/f55OnDhBIpGI+vbtS9mff07Hzp//XTxiFsUTEREbqVAiOuzynQdNHxrlgRL+E2XIkCG0YcOGxkWttpZa1tXRl3/g8SRE9Dcievhen0sk1KVLFzp06BAdOnSIhxlZqEyj0ZBOpyOZTEanTp0iiUTCc32BgYEEgGpqanjuqaqqqtkwW1MRCoVERFy5uSpRkUhEo0ePps8++4xatmxJrVu3JplMRpWVlXT8+HH6/PPP6ciRI3w/tbW11K5dOxo0aBDV19fTa6+9Rtu2bSOixgXvmWeeIa1WSwDo22+/pYEDB9IjjzzCu+Xgxy48bOEHQF26dKHS0lI6cuQILV68mOLj46mmpoZ27dp1V6gcAAkEAvLw8KCWLVtSdHQ0hYWF0YIFC2jEiBGUmJhI9fX11LZtW/r73/9ORqORH6e0tJTCw8Np06ZN5O/vT8nJyXTkyBH6+uuvKTQ0lHJycqhNmza0YMEC2rBhAzmdThIKhbw7T25uLrVv354OHDhAn3zyCR09epSH9Ovr60kikZBer6eWLVvSmTNn6F//+hdpNBoSCAR069atZsfGVemJRCKeS79XTvLnSFNF+ktELBaTUCgkmUxGdrudDh48SE6nkxwOBx09epRu375NUqmU57YbGhp4SLy+vp7nj9n5SyQSEovFPP0hkUjIaDSSXq+nhoYGunr1Kt28eZPfZ6YkXc8/NDSUFAoFHT16lCorKykiIoKsVitVV1fT5cuX6cKFC3T9+nV+7a7dkQQCAZlMJtLr9XTo0CF+n5seQyQSkUAgIIPBQFqtlo4dO0ZyuZzUajXdvHmTpFIpVVRUcFyDq0Hm6enJjah7iVwuJ7lczkPTzCCIaWigD4noDSKa/qtGzF3MRHTlPp+vXLmSunfv/jsc6X9XHijhP0l+CoT1a+R+OWM7EXWkRhDW/USpVJJSqeS5y1u3bpFCoaDKykry9/cnkUhEAOjMmTO8TRwDlbDv1dTU8LZxbuf34+Lb3CJz3+v6DYv2vfbn+pd58yKRiHtWrmCcqqoqUqvVJBAIeK63afs+InJb/FyPxbxSkUjE7+/t27fJYDCQt7c3AaDr16/TiRMnSKlUkkKhoNu3b5NEIuHRBalUSteuXaPz58/z/B/bt1AoJJPJRA0NDXTt2jVSq9VUU1NDtbW1fMEHQCqViqqrqyk7O5v27t1Ler2epFIpHTlyhBQKBclkMpLJZHT+/Hm3BVsul1N0dDRVVVXRmTNn3HKIv3VcXBWSUCgksVhMvr6+pFAoqLy8nC5fvswV5/32wXK7RI3ed21tLQeTGY1Gqq6upoqKCjKZTGQymUipVNKpU6fo6tWrbtGcpl62WCx2MzrYfI+KiiKhUEi7d+8muVxOQ4YModTUVHriiSfoypVGNSMWiyk+Pp4SExMpLi6O9uzZQy+//DLV1NTw6xaLxZSSkkKbN2+mrl270rZt2+js2bMklUrJ6XRSfX2922uRSEReXl7U0NBAvr6+VFNTQ5mZmbRixQre4rNjx4701Vdf0cWLF/kcnDx5MgUGBtLQoUOpoaGB2rRpQ5s3b+bXKpVKKSoqinbt2kWuwjAZXYlozW8Y558jCiKqIyIfq5XGjx9Pw4cP/4OP+N8pD5TwnyBMAQsEApISNauAhUT0S3wNCTVO4KbiRUSXiGg4Eb1G/wajREREUE1NDWVkZNBbb71FycnJdPHiRbp58yaVl5eTj48PtWzZkiM7V69eTX379qXi4mKaP38+ffjhhySVSik2NpaOHDnCFx65XE4Wi4UkEgmdPXuWioqKaMOGDRQUFETHjh2j+vp6CgkJoaKiIurQoQNpNBp68skn6YsvviC73U47d+4kgUBAEomEqqurSalUktPpJH9/f0pPT6ehQ4eSw+GgmpoaiouLo+eff55yc3Np5cqVNG7cOLpz5w6JxWIKCwsjjUZD27dvdwP7WK1WevbZZykmJoaEQiFVV1fTzZs3aerUqXTp0iWaNGkSV1ZVVVW0fPly+uGHH0gsFtP58+fJ39+frFYrnTp1ik6fPs0NlpSUFL6vy5cv040bN+j27dtE1Lyiai4czDwxi8VC/v7+ZDQaqb6+nk6fPk3Hjh3jvWivX79OMpmMe8ZvvvkmHT16lKKioujGjRtUXl5ORqORDh8+TAKBgPR6PXXs2JHKy8vpwIEDdPr0aRKJRPTEE09Qt27dOABJIpFQRkYG9ezZk06dOkWzZs3i19BUmHJqKsxTdI0KEBFZrVYSiUR04cIFCg0Nperq6rt68bKIiFQqJW9vb7p69Sr5+flRYWEhXbhwgd577z2OPt+1axfpdDqqqKgggUBACoWC7ty546bQLRYLlZeXc2Wn0Wjozp07bu+pVCqSy+V069Yt3p/aw8ODAxBZlOLnikQiIafTSQaDgcrLy6l169bUqVMn0ul0pFQqqaGhgf72t7/Rpk2buHEhEAgoOjqa9u/fT3a7nQoLC+mVV14hq9VKp0+fJqfTSXK5nNLT0+mLL76g+vp6AkAOh4Psdjtt3ryZSkpKaP78+VRbW0smk4nKy8tJq9XyVAUR0d/+9jceTQJAy5Yt4+ho/AiMYwZbc/O1m0hEq+7jTf8aUdG9qz0CAgLo5MmTv+vx/ifkd8ksP5D7CtGPZBwtW/5iMo57bar7fNYcyCs6OpoDr1JTU+Hh4YE9e/bAbDbj5s2b2Lp1K6ZMmYLMzEwOuGlKOCAWi9GqVSuUlpbi7bffRkxMDHr06IGoqCjk5uZi7ty58PPz42Qdc+bMwdmzZwEA9fX1eO2112AymTBu3Djcvn0bhw4dAhHhqaeegkql4oASVlMZHx/PWac8PDzg4+ODqKgoKBQKhIeHg4gQExOD2NhYlJWVwcvLCwcPHkRtbS3ee+89pKWluTFoJSYmYuLEiSgrK8ONGzfw9NNPw8/PD8899xz69+8PLy8v94fYowAAIABJREFUyOVydO7cGWVlZZzj+eOPP4avry/OnDmDl19+GQKBAIMHD8a1a9fcxrm+vh47duxA165d4e3tDYVCAZPJdBcPN2s9p1QqYbFYOIDLZDJBJpOhRYsWsFqt0Ol0KCwsxKRJk5CXlweHw4Hhw4cjKSmJs2aJRCLe35h+BJK5AnF+LlvWz/meTCbj7SKbfsa6AYlEImRlZaF///7w9/fnvYrFYjHCw8NhNpvx8ssv4+TJk1iwYAGys7Pd+K6Dg4PRo0cP9O3bFy1btuRdpFzPU/Aj29X9zlWtVvNGGu3atcO6deuwYsUK9OzZE1qtFunp6Xzc1Wo1Z8JiRDAmkwmvvPIKdu/ejaeffhrBwcFu4+cKoGMgK9dzUqvV8PPzQ0hICMLDw2Gz2e6qM3at4XZlg3OtCWaNNtj/DDTneg4eHh4ICQlBcnIy773MtqKiInzzzTeQSCRQqVRYvHgxfybuNxciIyPh4eGBh36n9aq5TUuE3kRw/Ph/Tk7On7sw/5fIAyX8Bwsn41AoYCBC698waX8K+SwgQsJ9FlCJRAJPT094enryxuZyuZwT0ut0Onh7e3MSCKFQyAkW2D4YAcWaNWvQt29fiEQiaLVa3i5OIBBg7NixbkjrHTt2IC4uDmlpaW7I5OzsbNjtdhQUFGDGjBnw9vbGuXPnMHDgQH5erVq1gs1m4x2VbDabG8tSTk4OxGIx1Go13nnnnbvo8S5cuICwsDBYLBaoVCpERkYiODjYrfuSWCxGv3798PXXX8NoNKK2tpb//vjx4/D09MTmzZv5ez179kRKSgo8PT2xcOFCzgPNZMiQIZg3bx4uXLiADh06uC3OHh4eboQOKpWKs4aFh4dDrVZzRGtMTAyKi4vx2muvYdWqVdBoNEhISIC/vz8kEgleeuklDB8+nKO/XRdRdgxXY0ogEMDDwwNisRgWiwUajQYqlQrx8fFITEwEUSN9qOBHxirGDd10wRaLxW5dothcYr2WXXsjuyKAXc9PJpPx7zFqUrPZ7EYB6UpC4fpbsVjcLJLdx8cHnp6e/Huu3OPsO0qlEoGBgYiKikJISAiUSiXnRXdlvUpISOCtIb29vTF69GgEBARg6NChUKvVkEgkGDJkCJYvXw6DwcCP16tXL0RGRnLDQqlUujXPaLoxw8PDwwOpqamcC5w10GD3jxmjRMS7L7lSVzLCD9ZLu+n9djWoXaktf866M+gPVMSuW+uoqP8vGz48UMJ/kLCGDGzR8hMK4fMbJ6mV7t3CsD0RptzjM+YZSSQSGI1GxMTE8O5FjB9ZoVDA398fQUFBXMmxBZt5xiqVinulrvtmJTdSqRSpqalcKV2/fh3Dhg2Dl5cXlixZ4qaYL1++DKFQiFmzZiEgIADff/89bDYbAODw4cO8hZzBYOClT0KhEBEREXj77be5F7No0SKIRCKEhYW58QQXFxdj3rx52LRpE/bu3cu9S6VSCblcDqVSidTUVJSUlHDjwcPDA+Hh4Vi1ahUuX76MqqoqxMbGYu7cuW5ju379esTHx2PPnj1ITU1FbGwstmzZAgCoq6tDUFAQoqKiIBQKodfrMXHiRJSXl+Phhx9GcXExOnTowBdQtrCy8ZFIJLzUKDExES1atLirbIkxf3l4ePByE9f9ZWdno1WrVtDpdBg0aBB2796NPXv2YP78+YiOjoZQKER+fj4WLFiATZs2YeLEic0yMoWFhWHs2LH48MMPsW/fPvTr1483tWhq3LH5zjxe1nCBKdwBAwZg/Pjxbuxo/v7+6Ny5M1q3bs17T3t7eyMqKgpBQUFujQk8PDwaPbOHHuJKjojcevXKZDKutFnrQzaPGBvc/RoiNLc19XAjIyORkpKCkJAQThGZlZWFwsJCblgNGjQI7777Lrp27cqVMOOf7tChw33PgbWqJGrsuf3www+7KU82TiKRCK+99hqSk5P5vZDJZHA4HAgKCsLrr7/udhyRSITi4mLuQffs2dONApUZBPc6r4ep0chv2lBG/Dsr4v8fGz48UMJ/gNxVC8xqJX/D5GTK13XS93V5nXaf37LaTMbVLJPJeNP50aNHIzIyEuvWrcOaNWvg6emJgIAArF+/HkBjZ5/c3FwoFAq3BVSr1aJHjx7o2LHjXZ4Ye7AZAX1ubi4GDBiAMWPGYObMmVi4cCGSk5Oh1WqRkJCAl156CVu3boXFYkFOTg4MBgOMRiNatGjBa2kfe+wxlJWV4dlnn0VSUhLEYjFiY2Ph5eWF3Nxc3omovLwcmzZtwhNPPIHY2FiuwBiRvcPhwMqVK7FhwwY89dRTCAkJgd1ux+jRoyGTyRAYGIj8/HxotVpotVoEBwdj+fLlOHfuHB/furo6eHt749ChQ3A6nXj33XdhNpsRGhrKjxcQEID3338fly9fxr59+7B8+XJODcm4rJt2v2laN+rqqahUKpjNZthsNnTr1o1TnQoEjf2bWT3zkCFD0KJFCwgEAiQkJLgZPgCQnJyMJUuWYO7cuQgLC3M7vslkQkZGBkJDQ/m8iYyMRLt27aDX6zFixAgcPnwYDQ0N+PLLL+/y8hnXsWvLRNYAwdWbFovFvI5VqVSiuLgYhw4dcotAMDl+/Divf2W/NxqNSEtLQ+/evTFz5kxOF5mVlYWOHTty2keTyYQxY8bwJhOPPfYYjh8/jm+++Qa9e/eGQqFAUFAQtFotvL29ERcXx5seNB0XpnBZ7XFYWBgCAwPdvutKV0lEbmkBRonK0hTMQPk1a4HrbxklLDPgPD09ObVry5Yt76ItZT2ZZTIZEhIS+D5dm0T82vNqbr36qfea27KyslBeXv4HrtD/XfIAmPUHiFst8MqVdPIe5SBEdyOcfwlAS01EFdSIhD5K1Cy9HQNfEDXWSyqVSrp27Rrl5ubS5s2bKTY2lgYNGkRTp04lhUJBy5Yto6KiIlq6dCl99dVXtGrVKjp+/DgpFApSKBTUqVMnmj17Nn300Uc0ZcoUqquro/DwcOrXrx89/fTTpFarSSwW040bN3gN4/Xr18lqtZLFYiG9Xk9ERB9++CF5enrStWvX3MqiGJvUiRMnqLq6mkwmEw0aNIhsNhungzQYDJSVlUU6nY7kcjmdO3eOnE4nFRQUUEVFBe3YsYOsVisVFBRQfn4+JSUl0ZkzZ2j79u00efJkjl4uLy+nqKgoslgsdOHCBdq2bRvp9XpSKBQ0cOBAWr58OZWWltL27dvp66+/Jr1eTxkZGZSWlkaff/45ASChUEjr16+nqqoqqqqqooaGBhKJROTp6UmXL1/mNbi1tbUkl8upsrKSg5wkEgn5+/tTYGAg+fv7k1QqpRs3btDu3bvp+PHjfAyDgoIoMjKSbt++TVu2bOEAo+vXr9NLL71Er776KhmNRvrXv/5FwcHB9MMPP1BtbS3JZDKOkLXb7bR+/Xp64403iIiourqaiIgsFgt5eXlRXV0d3bp1i6RSKRUVFdG+ffto27ZtvOzH09OThg0bRkOHDqW6ujo6ceIEHT9+nI4ePUoLFy6k69evu809pVJJYWFhVF9fT0eOHHErqfHy8qIbN25Q9+7d6dq1a1RWVkYCgYD69+9P06ZNI19fX76fffv2UefOneny5ctUWVlJISEhdPHiRaqvr+fMWT4+PnT9+nW6ePEiL7s7fPgw7du3j4ga6VdzcnJIKBTShg0bSK1WU2VlJSUnJ5NKpaJvv/2WfH19qV+/fjR16lQ6e/YsSSQSKisro3fffZc2bNjghhBn6OVWrVrRsGHDKCMjg8aOHUsffvghGY1Gqqys5MhluVxOISEhpNPpaMeOHeTr60tCoZBOnTpF9fX1HJ3PQG9SqZTMZvNddb4Oh4MuX75MV65cuS+NJduHVqulq1evutG1NkWm/5yyMwa4k0qlVFtbSx2JaN1P/qp5ERKRgYiu0k+zAfbu3ZtWrFjxK4/0Pyb/URPg/6C4NWTQaH5xQ4ZfskmpsRfwvT6XyWTIyspCfHw8D8HK5XKeH2X5NZYHfuWVVzBo0CAIhUKEhYVh0qRJGDduHPz8/CAWi7FkyRJ+nfv370dAQAAyMjJ4j978/HwoFAqYzWYcO3aMf/fq1av49NNPMX36dBQWFrp5RXq9HsOHD8fKlSsRFhbGvS6z2QyJRIJOnTphypQpGDp0KHr06IGsrCy3XJkr0xJrK8fynEOHDsVbb72FsrIyfPvttzh+/DjOnTuHNm3aoLS0FJcvX8bGjRsxZ84cxMXFwWAwuOUgtVot0tLS0L9/f/To0YOHeF3vMSPJl0qlMBqNbnlIiUQCjUaDlJQUdOjQAT4+PpBKpSgpKYFSqbyrK9OWLVuQm5sLm82GhQsX4uuvv8a0adPQsmVLzl4lEAhgtVqh1+shkUg4UIf1cW7fvj3EYjE6deqE7t27897IbGPnFRERgbVr1+LUqVMwGAw4f/48bt26hbFjx0Kn07kdKzMzk6ct6EdPLDAwEJ07d0bnzp2hUCj4XIqJiYFcLnfLQ4vFYrRs2RIJCQkwGo2Ii4uDXq/neIOYmBgUFhZCpVJBIpEgIyMD69atQ11dHebMmYPg4GDeLejKlSvYsmUL5HI5TCYTkpKS0KVLFx4JCA0NRXZ2NkwmE6RSKbKysmC32/n1M1CWxWJBbm4u1q9fj7q6Oqxbt463jxw3bhyOHz/uNjbt27dHYWEhzzkzpjF2fVqtljdoYJ/rdDrOlPbII4/gwIED6NatG+x2O/R6PdasWQMvLy/s3bsXubm5d0U+mnrkMpmMv8dy6fcCe91ra+5z12PFxsYiODjY7TgxMTFu3/+5YK2f8nybdmpy/b5AIHBbQ/4vywMl/DuKW19gmYz3Bf4zNq1Wi+HDh+PEiRM8Pzt+/Hi89NJLGDhwIKKjozmali0S7DVTZhqNBoMHD+ZhzPfffx9SqRTt27eH1WrloIk1a9bAZDJh2bJlcDqdmDp1Kkdcjh07FrNnz4a/vz8OHjzI783Fixcxd+5cREZGgog4td/jjz/O86dEjYCYUaNGQSaToW/fvggNDeXK6syZM1i0aBFMJhNfHMaNG4dVq1YhLS0NkyZNwrvvvotJkyYhJyeH02uazWb4+/tz9DNTnCxcynq8ui6srgChpveaGTIMWBUSEgK9Xg+NRsM7FCUmJsJisSA0NBQGgwHt27fHxo0bMWbMGJSWliImJobfm23btiEvLw8BAQFYtGgRampq7ppbd+7cQVlZGYxGo1u7OrFYjJKSEt51yPV81Wo1VCoV9Ho9fHx8QNRIw9i/f3/k5eXB29ubd8Ri6QoGeoqKikLr1q0hkUgQFBQEhUKB1NRUdOrUCVqtFhaLhd9H1uVKKpWirq4O7733HjQaDb8nroopNjYW3bp1g5+fHwICAhAWFgalUskN1/j4eN43mc1jNieEQiGWLl2KhQsX4qGHHkJNTQ3+/ve/IzMzE2KxGElJSQgODkZqaqqbEpFIJOjRowdmz57NDRqlUslD79HR0Vi2bBlat26NRYsWYcyYMTAajSgsLMQnn3yChoYG2Gw2Pp8PHz6MHj163JVH9/DwwMMPP4y0tDQ3I40BvKRSKcaNG4f3338farUarVq1wvDhw9GhQweu+LRaLZ9/zFBWq9Vo06ZNo+EtleLFF1+E1WqFRCLB0KFDeSiZzVmWj2fpoF8aXs7JyYGPjw/PFTPsiOt3BjejRH/vrXPnzqiurv4DV+z/DnmghH8nYQqYAVEU9wE5/Byr8JduDNG6bt06Xu7zySefuJ1jfX09du3axVu0uf6ePXA6nQ7R0dFo164d7HY7NBoNqqqq4O/vjxMnTvCyHuZZdujQAR4eHhg2bBiOHz+Ohx56CBaLBQMGDICXlxeee+45FBYWQqvVon///mjfvj3vETt16lSkpqYiODgYI0eORGJiIubMmcPLS1gLN7vdzrmbo6OjoVQqMWPGDABAdXU1Tpw4gdGjRyM7OxuvvPIKJkyYgH79+iEnJwd2u53nCNnYMKUslUqhVCr5gs04ntVqNfz9/e9qscf24Zq7lclksFqtPIesUCjQqlUrnhvW6/VQKBQoLi7GrVu38Omnn6JFixbo06cPvvnmG+Tn58Pf3x8LFixoVvkycTqdGD9+PAICAhAdHY2RI0e6NYd3PUe5XA4vLy9kZWWhVatWbuAvprw1Gg3Cw8O5cggPD0daWhpCQkIgl8sRGxuLkpIStG/fHmlpaTh79izeffdddOnSxe2Yfn5+6N69O1e2paWlyMrKgq+vL3x8fDB06FDcvHkTS5cu5TlKdh4tW7ZEeno6PDw80KJFC47wNRgM/P4xAJqnpye8vb0RHR2NoqIivPvuuwCAiooKfPTRR4iMjORRCC8vL0yaNAk7d+5ESEgIQkNDuUdqs9nwxBNP4JFHHuGlScHBwQgNDYVQKMSLL76I27dv486dO3jjjTfQqlUrBAQEQC6X48qVK3w8rl+/jgkTJnBQomsOXywWIywsjIOqmDHiipD28vLiCHMGjGTgvscee4znoWUyGaRSKcxmM/r168fbdNrtduTm5nIgXNeuXeHn58cVsVAo5Hn3nj178nnt+tz/VD/uP3MLucf7rVq1QlVV1e+9XP9XyQMl/DsJ0Y+1wCUlsDVZvIkI6l8xMVV0d0jnfso6LS0NeXl5/CE0m80oLS3FrFmzMH78eOTl5fGQbffu3bF9+/a7yhlcvWOxWAwvLy8MGzYMGo0GrVu3RkJCAk6ePMnJ7idMmAC9Xo+bN28CaFQWixcv5uUeIpEITz75JCoqKnDs2DGo1WpYLBYolUo4HA4sX76chwNZk/js7GwEBgbyEC+rg2TKRCgUwmAw8MYFXl5eCAgIgEQiQatWrRATE4OwsDD4+flxQFaLFi2QmZmJ3NxcJCQkwGw284YGdrsdAwYMwPTp09GyZUuUlJRw8M+LL76IlJQUxMXFITw8HMHBwcjLy+OLKFFjc4KmzReYZ+/aY5YZOUwJ6vV6DBkyBOvXr8f+/ftx/vz5uxQxM5wyMzOh0+m4tyuTydCmTRuEhoYiIyOjWW+HjWHr1q2hVCoxb948zJ49GwkJCfx8lEolhg0bhvfeew+nTp2C0+lERUUFtm7dildffRUDBgyAXC7naQuGnE9PT0efPn2g1WohEolgMBg4OMhoNMLX1xelpaVISUlBUlISrxevqKjA/PnzOXiMGRItWrRAeHg4VCoVDz2bTCYQEe/V6+fnx5XcmDFj0K5dO6jVamRmZmL06NHw8/PD008/jdTUVCQnJ8PX1xdDhw6F0WjEuXPn8Mknn6CwsJDvPyIiAoMGDUJUVBT3mO12OwwGAyZNmoSLFy/C6XTipZdegre3N3Q6Hfr27Yvhw4fDZDKhpKQEp06dAgB8//33HH3sGor38/ODXC6Hj48P4uLiOCiPjZfNZuPzWqPRICMjAyNGjMCjjz7qZrB4enrCYrEgJCQEvXr1cuvRzMZk586d6Nq1K48Uuc6FjIwMhIWFIT09nb/H7m9z3rJYLEZpaSlfE35pM42f2gRN/t6vgc20adP+3MX8T5YHSvh3kKZ54F9aC/xTXrDe5XVzeRZm4V66dAk3b94EEWHFihWQSqVcmbFwo0gkQnJyMsaNG4elS5fis88+44uCqyXfq1cvHh7Lzc3lyoaVgXh6eqK0tBRFRUXo06cPDhw4gGnTpiEwMBAOhwPPP/883nnnHV7yNHPmTKSkpPC63EceeQQffPAB5s2bh4ceeoiTfLBFlykIu90OkUiEwMBAiMViWK1WCIVCnodkoTuWb+3ZsycWLlyIzz//HN9//z1u3brV7Jg5nU788MMPeOaZZ9yu3dPTExMmTMDJkyfhdDqxdu1axMTEwGg0ws/PD7NmzUJCQgKsViuGDx8Os9nMa3t1Oh1sNhu+//57rFmzBlOnTkVBQQF8fX15DpMt0Cxk6OXlBZvNhsDAQHh5eUEsFkMul0Or1UKtVvMxE4vF8PHx4WFlIuKeHwun9+7dG2KxGIWFhTCZTGjdujUPVQqFQvj6+kKr1SI1NRXz58+HRqNBYGAgrFYrUlJSYDab4ePjg27duuGFF17A5s2bUVVVhbfeeosrl7i4OAwaNAjJyclQqVR8vF0X8Q4dOmD+/PmYOnUqYmJiOBL8+eefdwsv3rp1C88++yyvjWUGoFarhdFohEaj4R5c0zkvk8kQERGBRYsWoaqqCk6nk3fU0uv1OHfuHPbu3Ythw4Zx1HtZWRlPbWzYsAE5OTk8RSORSNzKwby8vKBSqTBkyBCMGDECY8eOxcyZM3mdd8uWLbF06VLupTU0NGDAgAHIzMzE7NmzYbPZOMaAKWSJRAKFQsHnC4tCxMfH82vt168fZs+ejb59+96lGENDQ3l99YABAyCTyaBSqXgpJBHhscce4ykfo9EIqVTqpvAFAgFPpbjum52b63ssesA6pjVXBfF7K+V7bXv27PnjF/L/kDxQwr9R/sw88L1q8ljhfmZmJjp06MAfwICAAIwYMQIbNmyAzWZDaWkpDhw4gLVr12LGjBno1asXwsPD+QPJQDyu9YKuYT673Q5fX18sXLgQH374IcaOHctDxkSNXl7r1q25tzB69GgMHDgQZrPZ7XwZuYNGo+HhRsYYxOo5WX1nZmYmV8AjR47EqFGjkJmZiTNnzqCurg4NDQ04ePAglixZgrCwMAQEBECpVCImJgaPPPII3njjDfzrX/+6i1Dj9OnTmD17NvfI2LX26dMHBoMBQUFBsFgssNvtmDNnDkaMGMFLO2bNmoVLly5h5syZ0Gg08Pb2xvPPP4+4uDjI5XJkZWXhjTfe4K3adu/ejYKCAphMJnTr1o2XmDDwjk6ncyv1YQpPrVZzZZySkoKIiAhuoMhkMgQFBd2V1yciBAcHo2vXrhg2bBiGDBnCS4T0ej2vK5ZIJAgLC8OqVavw9ttvw2q1olOnTli/fj2WLVuGESNG8Jpiosbyo7i4ON6+DwD27duH1q1b84hDQkICN2jYnGQsZf369YNEIoFcLkevXr3w3nvv8TKUmpoajBgxgoPLXA0x1+tznZdWqxUTJ05EXl4ebz/Yt29fTJ8+HcOHD8ekSZP4WJ86dQoeHh68rGjWrFm4ePEiAKCyshLTpk3jjFKsxKcp8YhUKkWbNm2wZ88e1NfXY+3atcjLy4PZbMb48eN5LriiogJAYwTjo48+QlZWVrPsVNHR0dx4YUaWUqnkteGzZ89GSkoKzp0752bk6PV6XtrGoiysDSK7VyaTCU899RQEAgGmTJmCPn36uK8jYrGbQcgMAaPRiKCgIHfl+GNO2rUl5a9Roj9n0/zE5y+88MIfvp7/J+SBEv6N4mox/tw6uF+zWe8BrlCpVG6gCbYAXrhwAWvWrOGApHXr1t117t9//z3atGkDh8MBb29v7uk2pQRkDzcjCwgKCoKfnx+vg2ZkBKzekoXuXEFgTc9bp9Nxr+rJJ5+ESqVCTEwMvvvuO9y4cQMTJkzAzJkzcfLkSXh5ecHDwwMVFRUoLS29izyDyTvvvIOuXbuiqqoK27dvx7x589C3b1+EhIRwRdauXTs4HA7odDoUFxdj8ODBMJvNeOaZZxAbG4suXbogLi4ONpsNsbGxnCQkJiYGixYtwsKFC6FQKKBQKDBw4EBs3LgRWq0Wd+7cQadOnbB06VKsXr0aXbp0cVvUu3btiscff5ynC1w3BvRiIW1XUA6LOqhUKsTGxiIoKAhHjx6FRqNBZWUl97JVKhVXHp999hkmT54Mh8MBiUQCvV6PLl26IC8vD3FxcRzh67rJZDIOhGJ9nxnZyMiRIzFy5EgoFAoeEg8KCoJKpcKoUaNw6NAhGAwGDuaLiopCcXExz+2zellW8+3v74/k5GSo1WpkZ2fDZrOhbdu2+OCDDzB27Fiel2aKhyGfGUkMm59CoRBarRajRo3CqFGjeKh35syZMBqNXCECwGuvvYbMzEx88803GDx4MLRaLXr16oUvvvgCY8aMwaRJk7Bv3z48+uij0Gq1iI6ORkhIyF3GrsPhwIcffsg96h9++IGT3xQUFODTTz9FQ0MDzp07hwkTJsBoNKKgoACdOnXihpVruJo9ryyXLxAI0Lt3bz7eV69eRWVlJRwOB0+fKJVKTJs2jefhXb3apj2GiRrD3E17dnt5eXGPmRk4jz76KM+Pu163xWJBVFRUs32If4/t5yhwwY8GwOTJk/+Yhfw/KA+U8G8UosZG2SWdOsGrycQppvvnOlw3KRGUPzURm1HEwcHBSEhIgFKpdPM4Xa3jTZs2uZ1zbW0tnn32WRiNRkyZMoXzLut0OhgMhrvKcO636fV6+Pn5wcPDAwqFgoc3pVIpPD09ec7KdbFgCOSgoCDucSUkJKCkpISf4+TJk/Hkk08iLCwML7/8Mjp16oQFCxbA4XBg586dzY7F+fPnodfr3bzeqqoqrFq1iucCIyIieG7O29sbUqkUNpsNM2fORExMDGQyGYKDg2E0GpGXl4fVq1fjwIEDGDFiBM+1+fv7c6DM2bNnkZiYiBEjRsDDwwPdu3dHfHw8D+0x+k1O3KJQQC6XQ6FQYP369di5cyfS09MRExODr7/+GleuXMHs2bM5FaLZbIZGo3G73xkZGfD393fzpBYsWIAWLVpAJBIhKioKERER+Otf/4qAgABs27bN7T4VFhZi3rx5qK6uxpkzZ/Daa68hLS3N7Ths8U5PT+eoY9ect1KphKenJ09zSKVSJCcnY9CgQfDy8sLcuXOxd+9ePP/88/Dz80NGRgaKi4sRGxvbrBJiRl5+fj4++ugjVFRUQKlUYtu2bXw+uT4H7LqZApFKpcjLy4NSqUR2djYkEglSU1Px7bffwul0oq6uDlFRUVi5ciUA4MaNG5g3bx5n+Ro/fjyuXbsGp9OJ1atXw9/fn7NdKRQKFBQUuCkhlUqFqVOnYuzYsWjVqhXOnj2LxYsXIywsjD8LjzzyiFup0759++Dh4cG5qV2NUy8vLzekCRYpAAAgAElEQVTEO+Oy9vT0xJIlS3D58mXIZDLYbDYkJSVxoyA6OhpE5BZKZhzkTZ9VX19fDBkyxO062H1kz+Trr7+O3Nxct9AzGyNXqtLfcxMRwU53e8KuNL1diNAjNxe9evX6zWv2f5s8UMK/QVxzwbrfwDIjuMdrtt0rDF1aWspDgytWrIBIJOI5I6VSCb1ezxepiIgI5Ofno1WrVpx6kJXXJCUlwW63c7J811Cg6+LHFElwcDAPS7HvsFIXtiAyRq2VK1ciLy8PDz30EGQyGdavX4+YmBh0794dWVlZPK/FFqEWLVqge/fuSE1NhclkQnFxMerr67FhwwaEhYVBrVbfxQ/tKg6HA9u2bcPGjRsxePBg6PV6ZGdn48033+ThYaAxJzxx4kSu6FjujHkkbdq0wdatW7F48WI4HA74+Pige/fuKC4uRlxcnJvCYiArqVTK0diBgYE8BDpkyBDMnTsXEyZM4Ehbu92OmTNnwul04vr16ygtLeUAKB8fH0RGRuLy5csAgJMnT8Lb2xvz5s3DmDFjeA7VddNqtZzO8v3334fT6cTf//53pKamut2frVu3wt/f/67Sj82bN3OO7ri4ODgcDjfwVnp6OoKDg2EymVBUVITvv/8eX3/9NT744AMUFBQgNjYWGRkZnNubhTGZR69QKDhlIiuNYnOKhUc1Gg0ve9JqtdDpdFi5ciWioqKwY8cOlJSUcOOkqRfpimdQKpXo1q0b9Ho9bDYbYmJi8Nprr+Gjjz5CQEAA7ty5w697w4YNCAkJwcMPP8wjFzabDatWrYLT6cSsWbM4+r1nz55YsGABkpOT3ULjoaGhmDlzJgoLC+Hl5YWSkhJ069aNR1t2797tdp/NZjNeffVVZGRkuJXCSaVStGjRws2QNpvNCAwM5MYQi8yEhYXxc2Dc08zoc43yuCk1kQiJiYlISkpqVkm7zuemBj97Ln5vBfxrt/9L8n/rav5EccsF/wbr8KdCMdLmfvMjOlYgECAkJAQZGRmIiopy+45CoUB8fDwPlblasCaTCXa7nS/cQUFBaN269V3HUCqVePjhh/HFF19wogAPDw/u6eXl5SE9Pd3Ns4mIiMDAgQPRoUMHjvxk4VWr1YrPPvsMP/zwA1JTUzkxR3p6OoxGI4qKirB//34sW7aMk95brVaoVCrExcVBpVLBz88Pn3/+Oc/pMXE6ndi9ezdiY2Ph4eGBmJgYvPDCCxyV2/S7f/3rX7lR4eHhgaioKJSUlGDw4MFuuVCiRo/DarWibdu2mDBhAlavXo29e/fy63AN36tUKhQUFGD58uVcibrK9OnTUVJSguzsbMhkMqjVakilUrRt2xZvvPEGwsLCIJFIMH36dFRXV+POnTto1aoVXnzxRSxduhQ2mw05OTkwGo3QarVu4+4K+goKCoLBYMCQIUOwadMmjl7Pzs7G4sWL+fkcOXIEKSkpEIlESEhI4GhfoJGec+7cuTwH6eqBdu/eHRs3bkRVVRXatWuHtWvX8t/V1NTA19cXM2bMwJAhQ3jums1bdp86duzIS6UiIyOh1Wr5mNxliP6Y17bb7VCr1XjooYe4Z86UdlNOayKCw+HAlClTuFIMCAjA4MGDufE6ePBgjBo1Cvn5+bBarejVqxeCg4PRsmVLvP766xg5ciSeffZZ3LhxA/Pnz4fD4UBoaCjat2/PQXmuz0xycjIWLFiAU6dO4eLFi5g5cyYPv7/zzjuorq7GkiVLEBQUhCtXrmDq1KkcGMbSD6556ObWBNZco1OnThzT0aJFi7tK0ZoqUtca5ISEBO5RN7fZbDY3EKDrNf6nFbBCofg/BdR6oIR/hbjVBEskkP3GSfVLQQ2MR5iIuOfatF6UbayMh3EWMwSuRCJBVlYWPvnkE9TU1PBrYtfVq1cv9OzZk1+zQqHAsWPHEBcXxx9EtignJSXhvffeQ2FhIQ9b9enTBxcuXEB6ejr69+/P95mRkQGDwQC9Xs+JDF5//XXk5+fD09MTSUlJnBt54sSJABpRtFu2bEFYWBhX2oxVKzk5GcnJybBYLLBYLOjSpQsSExPdxuvGjRvYtWsX3n//fZSUlLjV/zJPODU1FZ07d0ZSUhJUKhXS09N5TemXX36Jv/zlL8jPz+d5U8buxFiRBAIBwsPDMX/+fF46k5ubi1deeYUz/1RUVKBNmzbcoJDJZJg8eTIGDx4Mo9EIo9GIiIgIbNmyBUVFRbDb7cjMzERGRgYcDgfatGmDDRs2IDo6mrfGYyFLh8PBQ64lJSU8VM2YnFh9tEqlwpQpU/DWW2+hU6dOnG+4aU15TU0NXnzxRRiNRowbNw5r165FZGQkAgMDERAQwI00hi6eOHEivv32W9TU1GDbtm3Iz8/noLNu3brh9ddf53nixMREPv4GgwEWiwXx8fE4efIkLl++jLfffhve3t6Qy+VwOBzQaDSIj4/nBhFTvAwhz+p97/W8MLaxlJQUZGVl8dKh4uJifv2vvvoqLw9raGjA559/jm7dukEkEiE/Px+7du0C0GjADR8+nCtKo9GIYcOGIScnxw3oxMrixowZg7KyMrz//vvIzc2F2WzGE088gX79+iE2Nha5ubmIjIxEfn4+8vLy7vkcN93MZjPkcjni4uJQVFTEqw4Yyt31XAIDA3mUaty4cdDr9WjTpg0vK2Phc9f9M2P75za8+LOVs9Vq/cPW9z9bHijhXyFE/64J9mvGWo0l97Ki+206IiTe4zORSISkpKRmQ0PNeQtSqRRWqxVeXl4IDAxEaGgoB3vo9Xrk5ubC4XBwr6G5B4chkz/44APodDqUlZVh1qxZEAga2aGSkpJ46EskEqFt27aIiYlBTEwMPv74Y5SXl2PGjBnw8vJyC7FFRkby+1dfX4/s7Gx069YNMTEx8Pb25r1oWfhSr9cjKysLBw4c4OFnVsqxe/duvPrqq/z/pKQkpKamchQ1/T/2vjs6qmpt/52ZJDOZTM8kk5nUSe+dENJ7ICEhERKI1BCaQAABQ5cmUkQQpKOClaKowEWKVEHBhoAUEVF6hwQCgZSZ5/cH7v3NhAB67/3ud/0t91pnrWT6OWfv/e79vk8h4gAxxjt1d3fnE42dnR0CAwPh6OiI2tpa7N+/HyUlJdBoNHjhhRdw7tw5NDU1YceOHdDr9QgKCoKLiwv0ej1KSkowdOhQREdHcwoV48oKBAIUFhZiz549uHLlCj7++GP06NEDKpWKU1Ds7e0xbtw43Lx5Ex4eHjhx4gTq6+tRWFiI2NhYLnzRvn17REVF8YXUvHnzsHDhQp4hWLlyJUaMGIHg4GAYDAakp6cDADp06ICPP/4YeXl5WLJkCX744Qe89tprKCoq4nxPS5AOQ/0OGjQIy5Ytw9dff43169cjMDAQbdu2xU8//cTvm8lkwnvvvQcvLy+4uLggLy8PPXv25Ds51iflcjkyMjKgVCpx8OBBXL16Fe3atUN8fLxVjfTXX3/FgAED+LUheojA79evH+RyObZu3YrKykr4+PhAoVBALpejT58+cHFxgaenJ6eNGY1GpKamckEMy8xM83HDyiWWQZv1t5CQEKSkpKC4uBh9+/ZFVVUV7Ozs0L59e2i1Wvj7+3OBk7S0NKxZswbjxo2Du7s7jEYjunbtiqysrEcyIywAsnKBZe2XLQgYOrv5uLa1tUVWVhYX3rDEVbDsVEREBLZt28bpe7m5udwOk92PzMxMvlPOz8+Ht7c3BgwYwEF9zVPhltfmcapb/xuUJVt6aMda+JTXCYXCFg0//ort7yD8J5sVJ1ithu2/2OmE1HLKmYjg7u6OyspKPtji4+MhEonw3nvvAXiYWmTIXRZkdDodgoKCkJubCyLiiEoWNN3c3ODl5QWFQmHFYbQcZM09XFnQZTspW1tbvPTSS0hLS+P0om7duiEoKAiJiYnYs2cPzGYzNzMnelhnGjduHG7fvo3p06cjISEBDQ0NaGpqwoABA+Ds7IxnnnkGer0e8+fP5/xghUIBsVgMf39/vhAQCoVwd3dHaGgoV74yGo3IzMxE7969YTAYUFRUhF69eiEgIIBPykypy9PTE127dkVaWhratGkDLy8vzJo1C5s2bcKUKVOQk5MDhUKBwMBAdOvWDQaDAUOGDMFPP/2Erl27QqvVYtq0aZxi09jYyPmjarWau9qwXXJAQABPewoEDzV/2fe//PLLaN++PYqKivhObO/evTAajSB6mFZlKkl6vR6Ojo64dOkSgIf1RRbYg4KCADz0Mn7xxRfh4uJipTT08ccfQ6/X8/S3wWDgvODMzEyUlJTw8xYIBHB1dUVpaSlefvllfPbZZ7h48SJP4dbV1XHzeKbOxur+ycnJkEgkcHJy4kh7qVSKwsJCnDt3rsUx1dDQgDfeeIM7LrVp0wZSqRSenp4Qi8UIDAxEaGgoOnfujKFDh0KtVkMul6OsrAzdunWDjY0NFAoFunbtioULF2LgwIHw8PCAu7v7IwGl+RhLSEjA0KFD4evrC2dnZ+Tl5WHAgAHo2rUrEhISIBaLOe2tpTHKatBMslT4u/9wSEgIHzcsXZ6Xl4e0tDReK2f9kgGxpFIpsrKyuKTpgAEDrGwK27Vr90jgYzt5sVgMV1dXvpixt7dHYGAgxxkwvrWrqysXPklISICtrS0OHDiADh068DmipUBsuVBiR1BQEEJCQv7tgfiPHCKRCLdu3fpfmOH/8+3vIPwn2iOc4D8pTflHD83v4hpbtmzBvXv3IBKJYDAYsGHDBjg7O8PNzQ2zZ8+GXC6HSqWCn58fVq5cibVr13I0rru7O8aOHYvAwEDcunULkZGRfIINCQmBp6cnl+xr167dI1xeIuKTCgviLJXq6emJwsJCJCcnc3oUq0MxcwhnZ2fuXazVatGpUydIJBK+a1qzZg2f1M1mM3x8fCAQCDB58mS89tprSExMhKenpxUASiAQcH6jTCaDTCZDq1atMGDAACxevBj79u1DTU0NqqqqEBERwYFmPXr0wLlz57hABcsusPojS9kbjUaUlZU9Us/96quvoFQqIZVKMXXq1EcEQE6ePAkPDw/k5eVxjW4m5Tlt2jR0794d/v7+nGfcv39/9O3bl9fznJycMGvWLGzbtg1lZWWcapOamspNJHx8fPjkOmXKFJhMJty+fRtExKVDb9y4gXHjxiEqKorLeppMJrz77rvcTMJoNGL79u38uv/8889YsGAB1++WyWQoKirC2LFjMW3aNDz//PPcXlIul3O1M71ej7i4OL5AHDt2LK87P3jwAJ999hnfyTNpTwcHBwQGBmLo0KHYuHHjI9eRofaZGtS2bdsQFxeHF198ERKJBK1ateK4ACaXyRDtOp0OXbt2RVxcHGcF9OvXDy+99BJfqDxxMfw7d53ZQnp6eiIoKAgqlYprWqvVanz66ac4cOAAXnjhBTg7OyM6OhoTJkzA2rVr8cYbb2D8+PFITk6Gg4MDlEolNyJpHkA0Gs0jZREWwDt06IDDhw/j/PnzSE5ORklJCT8nGxsbviC1BEqxe8OoYGzBERUVhfj4eJ7hEggEiImJgdFo5NkwgUDA9bktF+3ND7FY/Eh62tbWFgaD4d+uqPVHjoyMjP+1uf4/2f4Own+iEVlIU+r1T+wgzelK/4yIB0vdMZH8hoYGaDQajtb86quveF3s6tWrWLFiBYgeAq/0ej3mzp3LwVGRkZHw9fVFWVkZH/Dh4eFwdnZGQEAA5wv36NEDDg4OVsGPTSIlJSV8he3q6gpbW1toNBpuUsDe15xv7OrqylGzbMJhv4GpB7FBLhaLkZWVBaPRCLFYjNDQUIwePRohISHc6alt27Z48803cfXqVWzfvh1z585FeXm5FWKUiNCmTRusXLkShw8fxpo1a/hvYilvBrSaPXs2ZsyYgfLycsTGxvJdWHp6OsLCwiCTydCrVy/4+flhypQpvD80Njbi888/54IMwcHBcHFxwZkzZzB+/Hh4enri8OHD/PWrVq1CbGwsXnrpJbRr145fj/DwcJ4iZpOlg4MDZs6ciZqaGtTX1yM+Ph4jR45EeXk5xGIxJBIJioqKIBQK8dxzzyE7Oxvr16/H5MmTIRaLuXNVeHg4NBoNhEIhpk+fbiWLyXi9Hh4e6NKlC86fP4/ffvsNK1euRHl5Odzc3DhNh/nP9uvXDyNGjEDnzp05n5T5LstkMgwePBgHDhxAXFwc8vPzMXz4cHTp0gWvv/46d9ny8vKCr68vpFIpEhISMGHCBOzZswf19fUwm80oKyvj7lACgQBlZWXw8PDA9OnTMXz4cGRkZHAKXEtlGalUCjs7O8jlct4fFAoFRo8ejcrKyhZ50pYHo+oxINkzzzwDJycnHDp0yGo+aGhowLp165CdnQ2tVovBgwdj6dKlGDVqFOLj4yEWi6FSqSCRSJCTk4OOHTvyvs7GgLOzMzp27MjFTdhvYH2APWYwGODs7GylF85Aj80phcOGDYOrqysvzzBanSVYSygU8mxLWFgYnJ2dsXPnTly5cgVRUVHIzMxs8dqwha3l4oFlAdq2bfsvBVVlC489raz3/4PT0t9B+E+0goICrm8rb7YirCCC/AmdJd/i76cBudzd3dGrVy8AwOXLlzmBf9OmTSAiDB8+HK1bt8bMmTO5lGFwcDCn8ISFhXEAVmpqKrRaLYYMGWKFTnV3d4eDgwNGjRqF+vp6lJWVQafTYdy4cVAoFHwnO3jwYD7oJRIJZDIZVqxYgdraWphMJm5av3nzZnTp0oVPPGyANj83Ozs76PV6uLq6Wmkqs3ScJdVEpVIhNzcX5eXlMBqN3E6Q1QIfPHiAW7duYd68ebxEoFarUVVVBbFYjIyMDKsJVyQSITQ0FPHx8cjLy+PSlM3bzz//jI4dO0IulyM1NRUFBQVcMtDOzg7e3t5o3bo1VCoVQkNDkZCQgFGjRsFkMsHT05NP1qtWrYKTkxM++eQTAMCsWbMwbNgw3L17F+np6SgpKYGjoyMkEgm3i2TnrtFoIJVKkZ2djezsbOTm5nKBiMbGRowePZq/Xi6XIy8vD8899xwKCgrg7u6OjIwMPnHL5XK8++67Vud45MgRpKWlITw8nPPI79y5g08++QR9+/blk3ivXr1QVVWFiooKvjPMz8/HrFmz8OWXX8Le3h4KhQKTJ09GaWkpT9va29sjNzcXffr0gb29PebOnYu1a9diwYIF6NWrF6KioiCTyfiiiAVcS41tlnpltezOnTtj+vTpWLp0KSQSCTZs2IDDhw/j4MGDqKyshF6v5ylkFpzt7e0RHR3NMwEJCQmYPXs2IiIieHaBZWceB+5iqOWgoCBMnToVN27c4GNz7dq1qKys5Kh2W1tbGI1GvPjii5wSd+bMGfTq1YunhoOCgniJQalUQqvVwtvbm9emv//+e3Tv3p3vSFUqFVxdXbF69WosWrQIAQEBnM7Ffn9LaGiGoLc8j+Z/M0CXk5MTNBoNFi9ejDt37iAqKopfl+bXo/lu2MbGBq6urk/NNjxxzvsDr/EjQmSzx/5/cFr6Owj/wWaZirb7gwhG3uH/iU45b948AMCKFSs4EITVfICHsovOzs5W2q4xMTGcnrJ9+3a89tprVmLuTFGJgW1++eUXtGvXDkFBQRxclJmZiYULF8JoNCI5ORmrV6/m6VuWWmM73dDQUC40oVKpuBsOS2EzYFZZWRni4uIgEonQoUMHLF68GHPmzEFFRYWVti1fpPyOPNVqtWjXrh3y8/NhY2ODjIwMjlpuPgnY2NhwgAybhFm6Pjo6Gm3btsV3332HlStXwsnJCXFxcTAYDHxi7t+/P/c7VqvVmDBhAq85mUwmfPnllxg4cCDXA/b09ERiYiJcXFwgEokQEhKCAQMGICcnB2VlZXwC/vbbb+Hm5oaXXnoJvXr1wrx587ghhFqt5rvMLl26YNiwYYiMjMTXX3+N5cuX49lnn+V8bKFQCIPBgM6dO2PTpk1oampCaGgop5H4+fnx9KJQKERoaCj8/PwwYsQIJCcn88XGrVu3UFlZybmqR44cwezZs5GZmckR3XPmzMFPP/3E33Pv3j2cP38ehw8fxrp16zBixAikp6fzIMnco1gNnFFhGD+YAaGYEUFERASKioowatQovPLKKxg4cCDnwLJshqenJ+RyOd+RMoenpKQkbN++HYmJiTytzu5RdHQ0+vfvD09PT54qZ6Am1k/8/Py4m1NYWBhCQ0M56EkkEnFAU/OALJPJuD45ux9M+rOiooKzDB48eIAPPvgAKSkp0Ol0yM/PR3BwMPz8/DBnzhy88847XGqTuVcREUcqExHKysqwc+dOmEwmfPfdd2jXrh0HYzo7O6Nv374YMmQIRCIREhMTrZS9mteMHRwckJOTA3d3d+j1eq4h0NJCg50XUzlji4bHLUws/2c0vn82CBPRU/E1Xo95/K/utPR3EP4DrblN4Z/tXCIi6B/zXEtCHAKBAOfPn4fJZEJcXBynAZ04cQLOzs4AHtYhmQsK0UPIfrt27XjtTaFQICwsjOsos9SXm5sbV5S6ffs2Xn75ZZ569vX1xZEjR7Bv3z54enryXXRgYKDV9wQEBHCLPoVCAb1ejzFjxuDMmTNYsWIFkpOTuRH4tGnTUFBQAIFAgJEjR2LAgAFwcHDgwhCBgYHYsmUL0tPT0bZtW8jlcoSGhnJUd3JyMrp16wa1Wo3c3Fy4u7u3ODFIpVJ4eHhw1xpmU8jAMS4uLoiNjUV6ejqkUikmTZqE5cuXY9WqVZgxYwZatWrFwS3M6Sk+Ph6xsbHQaDTw8vLC+PHjcfz4cVy8eBF+fn6YOXMmGhoaIJVKsXHjRsybNw8dO3bkFBU3Nze0a9cOzz33HLy9vbnOtFgshl6vh0qlQqdOndC6dWvs2LGDp7JZY/d47969+Pzzz1FRUQEfHx8rp574+Hj4+fnxe8j6p1gsRseOHXmasampCQsWLIBWq0VSUhKnhKnVarRu3RrFxcXo0aMHiouLkZqaygO8RCKBWCyGwWBAWFgYUlNTUVxcjIqKCuTm5iI8PBwlJSUQCoUcj9CmTRuMGTMG48ePh5eXFzIyMqBQKHD69Gns2bMH8+fPR+/evRETEwN7e3v4+vqiY8eOmDBhAjp37gydTsdV2FxdXfkiSyqVIjk5GXq9HjqdDhUVFTCbzTCZTFi7di3c3d0hkUiwc+dOAEBCQgI2b94MAPjHP/4BrVaLlJQUfo1YqpYtJJgvdFpamhXntnlfUyqV3AfZzc2NL2Ld3NxQWFiIoUOHori4GEqlEl5eXpDJZMjLy8PGjRv52Nu6dSuvGScnJ1vx9J2cnBAcHAyj0YgpU6bg7Nmz2L9/P2QyGby8vODk5ISAgAArlLel4hYRWTEFWNknKioKWq0WrVq1suIAszFiec7e3t6cg958vLW0O/4jh+ApgfZpm5UnPd+vX7//ZEj4t7a/g/AfaET/Uws2PAGWn02EoWRdx5ATAb8fTwrSVv+LRHBxcbFKqSUnJ2PcuHHQarWIjo4GEXHJRcbZtLGxgY+PD5ydnREWFobMzEx8+OGHcHd3R+fOnfkO9ZVXXkFpaSnnMrLPYyktT09PxMTEwM/PD05OTpgxYwaIHip0sWY2m/Htt9+ib9++fHKQy+WQSCQYOHAgV1liNKny8nJuBB8aGspVqqZOnYra2lpkZ2djy5YtuHbtGl588cWH6PPfdwcMqMNW54xmYmNjgylTpqBLly58QnJ3d0dKSgoiIiL4pMTkNKOionigzsjI4JaGLIAw3rJer4e9vT2kUimMRiNCQ0O5dKKfnx86deqEkSNHQq/Xo1evXhyZzFp4eDh27NiBX3/9FevXr8eUKVP4ooRNilFRURg/fjxWr14Ne3t7ODk58eABPNx9hoWFYfHixY/0x3v37mHcuHH83FpaxLEJtyUqGnM/YmjyqqoqzJgxA8uWLcNHH32EXbt2cWBQXV3dY8dF3759eb109uzZ0Gq1OHLkCD777DOMGjWKo5xZQPD29saJEyesPqOxsRFHjx7F+++/j6qqKq5JrVarOcdZoVBwxLVcLkdcXBzXk2Y848jISGzduhXt27fHq6++CuBh+p/1WbPZjNatW2PBggVwdHTk2sy+vr5WGQTLQMZ25Mz8onk6l4GSGE0tJycHISEhvO6t0Wig1WqRmZmJvLw8+Pr6wsXFBZMmTcLcuXPRpUsXvnNOSkriAY5lEeLi4lBaWgqNRoOcnBw888wzyM3NxaRJk3g9l+ghA8LGxoZjRywVrxhmhOhhOYlxu6OioviOWCgUoqyszCrYWmoBODo6cjAqe57V41tapPxRbrHl0bxE1xKGRkiEmMe8Pz8//89P7P8l7e8g/JRmJU3Zgqby01Ioy4mQTE8HGAiFQo5Q9vHx4WbiAoEA6enp8PLysho07H0sRezl5YVWrVrxGtD48ePRp08fSKVSJCUlcU9Z9j6DwYDu3btjzpw5KCoqglKpxJ07d/Djjz8iOTkZ0dHRkMlkmDp1Kqc7dejQocVrVFtbizfeeIPrRDNrxfj4eK6Ra2dnh0GDBuHDDz/kEoXvv/8+unTpAhcXF/j4+GDr1q1oamrCwYMHUVhYaIW4ZEpCjAf5008/oXPnzggPD+cyff3794dGo8Ho0aNx5swZiEQivPLKK6iursaJEyewc+dOuLm5oWfPnoiIiOC8akaFYQsRJpqRkJDAr11kZCSMRiNHUiuVSqt6m5ubG1JSUjBw4ECUlJSgtLQUJpMJa9as4fU/IkLXrl3h7OyMyZMn4/nnn0dKSgoPACzdWlBQAKPRCC8vLxQVFXFFNLYztRRn0Wq1Vu5Xj5sANRoN1/IeO3Ysjh079i+Ni2vXrkGhUCA4OJiDY6ZPn46cnByrOvvdu3f5Lp79Nr1ej8rKSmzcuNFKShQAF5C5cuUKNBoNL4sEBQVxuhPR/+za2PVgi7uBAwdCpVLh6tWrOHXqFFxcXGAymThYjLl2nT59Grt27cLkyQhlwBkAACAASURBVJO5HzNbyFrWplnASU9PR0xMjJUcrOWimaWzxWIxwsPDsWLFCty9excXLlzAxo0bMXnyZHTo0IHrlbPg9sILL+Dw4cPYuHEjYmJiEB0dzcspLLvh5uaG+Ph4/r9Wq8WgQYOg1+sRHh4OiUSC+Ph4rkkul8thZ2dn1e8seeHNKVKWfGLms23Zd/R6PS8ntJSmb4lf/M8ezTckzY+CJzz3V3VZ+jsIP6Wxgf5HlWwsDykR9tJDQY6nda6kpCT06NGD0xCMRuNjgQ5qtZqrZrE0Z/PXsNW0h4cHkpKSEBERwaUj2Y5vy5YtAIDAwEDk5eXxczabzVi5ciW3r2PUIo1Gg99++63F61RXVweDwYDhw4fzgcp2Ft7e3ujbty8MBgPatGkDf39/zJs3DwaDAaWlpZg+fTqfTBnak4GTxo4da+XiNHr0aLRv356DYMRiMX755Rf+O86fP88RxE5OTpg/fz5/bteuXXwxVVFRgVGjRiEkJASurq54/vnnsXv3bpw+fRpffvkl1q1bhwULFnBFq3bt2nFhEWazaCnUwQwhHqfexEAuzKeWPcbSvXq9HsnJyUhISODiDUwHOCYmBt27d8crr7yC8ePHcwcro9EIR0dHTJo0CRKJBHFxcbwmyCZWgUCAwMBAZGRkwM/PD/b29nB1deW74XHjxuH8+fN/akzs2LEDBoMBNjY2nCsNPEQLR0VFYeXKlS2+r0uXLqiqqkJ+fj7XLXdwcEBUVBSGDh2KDz/8EA4ODrh16xauXLnC6UHsO+7fv4/33nuPg5gsry/LwjCkLvNVVqvVCAgIgLu7O/r27ct9caVSKVq3bo0XXngBGzZswKeffgqDwQCdToeJEydCo9FwNzCWZWEALWZ20tKcwIBwDg4OkEgk6NSpE1fbYu3GjRtcYITZWLKaf3FxMZycnJCWlsbHMFsYSKVSFBcX892si4sLXn31VWi1WiQkJPDf7+3tDVtbWzz//PMYMGBAi/QhS1vL5r+/uXsU69+W5S92sHH27+QLS57w3JNS0n9Vl6W/g/BTGtHvLkkWso7ND5aGrmj2+Dwi7LIIwAlP6EA5OTl8lezr62slz8dSsiwAMFRxbGwskpKSrDxY2cBilnGWKSTLnRL7m+3uY2NjMXLkSCxatAgfffQRtm/fjmXLlvGFgEgkwogRI/D8888/co0uXLiA9u3bQ6lUQiKRQKfT8d11fHw81Go1wsPDufi8QqFAaWkpYmNjuVCBnZ0dT8FrNBpe32Y7vWPHjnERDBsbGxQXF2Pp0qU8tfjcc89xx5yZM2ciNDQU4eHhkEqlWLBgAQYPHsxrm8y6cfDgwdi7dy9HHdfV1eHChQs4cuQIdu3ahXXr1mH58uWYOXMmqqqq0KdPHzzzzDNISUlBUFAQnJ2d+a6JgZAsEd7sYDVNy52H5QKLLT7S09ORl5cHe3t7jB49GqtXr8ZHH32E5cuXo1u3blCpVFaIcob8ZeA7X19fvku2sbHBxo0bsWzZMn4NZTIZpw1VVVUhISGBpyu1Wi2Kiorw8ccfP1YEoaGhAWPGjIHBYMDcuXMRHR39yGsOHjwIJycnXL58+ZHnDh8+DL1ej/v37+Po0aNo3749PD09MWnSJEybNg0JCQkQCoUICQlB+/bteWkBAE6cOIGSkhLo9XosWLAA586dg0KhQExMDHbv3o0RI0YgPDz8ifKVrP+EhYVZ2RwCDzW0JRIJnnnmGdy+fRtSqRT19fU4cuQIJk+eDG9vby6VaVl3Z7tDsVj8CMWI6WGLRCLodDpUVVWhurqaO0Q9ePAAZrMZ+/bt4wsH1i8YL5gtYiUSiZUHsFQqxaJFi1BWVsbnh3Xr1uHIkSPo1asXiB6iqoODg/H999/j888/b1ELwBKQZWmJymwOLf2FxWIxr12zeYbhEyyNX/7V42m+wi0dTkIhSkpK/pIuS38H4Sc0y1S08nfwAjs60JMpSbZEqCVCKT1eEctywD5xZfj7LpGJx+fn56NNmzbo1KkTNBoN5s2bh4SEBJSWlvLVs7+/P3Q6HaZPn47bt2/DbDajtrYW58+fR+/evWFjY4NBgwbxXbSrqyvUajXfnSmVSs4vbT5gg4OD0aZNG0RERECn0/GJPzs7GwqFAvb29lCr1Vi4cCF2796NiRMn8sFsCW4zGo3o0qULNBoNTxOOHj0aiYmJfMLr2bMnp1xlZmYiKCgIhYWFePbZZ6FWq1FUVITg4GBMnToVRqMR3t7eXPJw7dq1VnZ3RA/BZ3l5eSguLkZaWhrCwsI4vYLRpxjqu6ioCBUVFXjhhRc4Neajjz7Czp07cejQIZw8eRL29vbc/5gF49LSUkyZMgVyuRwjR47E0aNHUVBQgG7dumH69Ono0aMHdymyvL7s/UxUIyAggO+K2SRouahycHCAt7c3pFLpI0Hd19cX27Ztw+XLl/HgwQPMnj0barUa+fn5eOaZZ6BSqdCqVStMmjQJn376KYYPH85VypjoSllZGebPn4+vv/4aJ06cQHx8PNq1a4erV6/itddew4ABA1ocN2PGjEGnTp1afK6goACLFi3i/+/evRutWrVCdHQ0Bg0ahIqKCnz33XfIy8uDXC6HWCzmNeHOnTtbyWgOHjyYo+XXr1+PRYsWtah3zHaZluNMqVQiNzcXCxcuxMGDBzkP2dHREatWrUKbNm3499y4cQMzZsyAq6srD+QikQj+/v6Iiori2QVLzWbLw9HREfHx8VxEw9PTEx4eHli5ciXvxzY2Nhg4cCAGDhzIUfOzZ89GeXk5vLy80LNnz0dYAaxmzTjVYWFhcHd3x4QJE+Dm5oZx48bBYDBAJBIhJSUFZ86cwZw5c/jYetxcZHmdLNHg7Loxr/CW6sH/6uHxb/iMv1r76/3i/2BjAfCfSUVX0kMwljc9vW5MRFz+8fvvv8euXbu4qPrp06fx1VdfQaVSoUePHkhMTOTKS0wjmq2aLT/PwcEBM2bMwOrVq/HFF1/gl19+4RZuDQ0NkEgkePbZZ9G6dWu+UmfUl7Nnz2LXrl1Yvnw5FAoFp3CwYGA5UaelpSEmJoan/Bhlh63sWXqdBRHGi21+7kxVSSQSQalUcpUmooer/lGjRuHjjz/GggUL4OfnB39/f5SUlHCup0wm469vaRIMCAiAQPDQdWrChAlWwfTcuXO4d+9ei5zhJ7VPP/0UOp2Og8Y6dOgAd3d3TJs2Db6+vhCLxVxFKi0tDdu2bQMA/Pbbb9DpdNi5cyc3z5DL5fDw8EBkZCTPAljyQFvSQfb29ua4ActFEhHxhRBTi/L390dmZiYX71iwYAF27NiB559/Hr6+vnB1dUX//v2xatUqzJ8/H7GxsVzhitUW3d3dMXDgQLzzzjsoKCiwcmOybPfv34e/vz/WrVv3yHP79++Hp6enle4vEw2RyWQIDQ3FoUOHUFhYyOlOffv2xYwZM9CpUyc4OTlxxTaWgmXZHOYEtWbNGty+fRsuLi4YP348lz9lZQQfHx94e3sjMDCQBxk7OztER0dz7+RBgwbh+++/R3l5OVQqFXr27Ilvv/2Wn9+MGTOgVCq5qpufnx+io6OhVCq5ZCbr/837uuV84u3tjZKSEq4LAABff/01B1MqFAp4e3sjKysLCxcuhJ+fH5YuXYrg4OBH+rlarUaPHj1QUFAAOzs7+Pv745133sHatWt5Cj89PR3r169/7ILhcQfL9Fj+b2NjY8XD/2cAWf/uQywW/+Uclv4Owk9oRMT5i4+76SwVbUki1/0egE1ECP79sSfVhGUyGRegYObpdnZ2yMjI4MHCxsYGffr0gU6ng0Qi4QILJpMJvXr14gOemRYQEQcJJSUl8ZQWS1ExcQhWp5w8eTKcnZ3Rr18/1NbWAgC++OILbh3H6lKBgYF8MuvSpQuysrIesZ+ztbVFRkYGxowZg+XLl0On02HMmDHo1asX1Go1jEYj0tLSrDxr2fGkdCKbCJiGtUwmQ3JyMoKDg628k4ke7uwLCwuh1Wohl8uRmJiIHj16YP78+dDpdOjZs6eVbd+faYcOHUJZWRlPxXXv3h1Xr14FAHz55ZewsbFBYWEhioqK8NZbbwEAdDodzp8/j3v37iEyMhJz587ln2c2mzl3dcmSJUhNTeVykGyS9/DwQIcOHeDq6srP08fHh5cUCgoK+D22VCPT6/Xw8PCAwWDgAiCW19zBwQE+Pj5o06YNEhISeN04OTkZI0eORHh4OFenKisrw4gRI1BaWgobGxvI5XJkZ2dj3LhxWL9+vVUKeu/evTAYDC2mttPT0/H2228/8ribmxtGjhzJ+69MJsPVq1fR0NCAr7/+Gq+88goKCws5tYcFAIFAAC8vL2i1WnTu3JlzRpcuXYrU1FRUVlaitLQUIpEIRqMReXl5vCwil8tRUFCAKVOmIDs724pnKxQK4evri7Fjxz6inw08FDeZOnUqHB0dkZ+fj/Lycn6tIyIiOHf+cT68KpWK11mZ/vann36Kuro6eHl54dChQ7h69SpeeuklXjeeOnUqr5EXFxfzQGhJR1Kr1VasAoYiZ4pbzRdsbKH7pODm5+dnlS63HK+WYLmnfY7VeKaWa7wsHf04H3WnJzxH9BDI9ldqAgCgv9sjrW/fvrR9+3a6du0a1dXVtfiaV4joOyL6nIhuWTz+AxFFEtF4IppGREIiMj/mexwcHGj27Nk0YcIEMpvNFB4eTlFRUTR37lzq2rUr1dXV0ZUrV+jAgQPEbpVcLidPT08ymUz0yy+/kNlsprZt29LevXtJoVBQeXk5TZ06lfr370+LFy8mgUBAREQAqKamhi5dukT79u2jIUOGkNlsJg8PD4qMjKSzZ8/SsWPHqL6+nmQyGdXX15PZbCahUEhNTU3k6upKgYGB9N133xERUU1NDYlEIlKpVEREZG9vT+fPn6eAgACqra2lmpoaq2snEAhIKpWSRqMhmUxGNTU1dOvWLfLx8aHjx48TEZGdnR05OjpSbW0ticViunnzJvXq1YvGjRtHn3zyCc2ePZvCwsKoS5cu9O6779Lx48dJLBbTxYsXiYhIqVRSQ0MD/111dXVUXV1NAEggEJBYLCZnZ2ciIrpy5QoFBgZSSkoKubi4kEql4odarbb6XywW02effUazZ8+mQ4cOkclkIo1GQ0OGDKGRI0cSEdHZs2cpIyODSkpKaNWqVdS2bVs6ffo0ffjhh+Tp6Uk1NTXUvXt3EgqF9M4775BAICCTyURvvfUWDRkyhOrr6wkA6XQ6Gjx4MH3//fd08OBBeu2116ioqIgEAgFFR0dTfHw8vf/++6RQKOj69euUnZ1NP/30E509e5YaGxtJJBJRamoq9evXjxwdHclsNtOVK1fo8uXLdPnyZbpy5QpduHCBjh8/TtXV1SQQCMjGxobMZjOZTCaysbEhIqKmpiYiIhKJRKRUKkkqlVJ1dTXZ29tTdXU1vfrqqyQUCuns2bP0448/0rfffktyuZzi4uIoLi6O9u/fTw4ODvTuu+9a9fnt27dTZWUlHTt2jIRCIRERnTx5kqKjo8ne3p4yMjLoo48+IpFIRK6urnTz5k0yGo2UkpJCSUlJZGtrSytWrKBvv/2WampqaOvWrfTrr7/S559/TuvXr6fGxkbKycmhnJwcmj9/PvXu3Zveeust0ul0VFVVRZMnT6bffvuNiIhSU1PJ1taWtm3bRjKZjGpra+n+/fukVCopOzub9u3bRzdu3CCFQkF1dXUkFospOjqaIiIiKDIykiIiIsjZ2Znmzp1Ly5cvp6ysLBKJRLRr1y66fv06CYVCcnZ2pvv371NTUxOZzWa6e/fuI/MAu/4CgYAEAgG5uLhQTEwMLVq0iL777jvq3r07mUwmcnR0pKtXr5LRaKRr165RTU0NOTo6UnV1NZlMJt7PhUIhAaD4+HiSSqV08uRJunjxIgHg58manZ0dNTQ0kFwu57/TcsyyeUcoFJK9vT09ePCATCYTf41UKuXjnPWlxsZGPr/du3fvMbNfy82GiJqe8Hw+EYUS0czHPC8UCunBgwdka2v7p773/6z9X0X//+ZmqY5FLay0+hDhHfofLpvlao7xgl96wuqP/S2VSrFp0yauCLV161YAQI8ePeDk5AQA2Lx5M3x8fKBUKpGSkgKpVIqXX36Z01UCAwMxY8YMjB07Fn5+frCzs7PiyDLzh8jISGRnZ6Nr164YPHgwRo0axdN0rq6uePnllzF8+HAkJSVZrdyVSuUj6fjm18VyB8qQ0O3atYOtrS0cHR2xZMkS3LlzBxcuXMB7772H+Ph42Nvbc2Sypb4vW70zwwS2C5NKpXjhhRdw6tQplJSUcIAW40SyGjfwMDvw6aefIiEhAV5eXpzPef78eSxYsABJSUmQyWRITExEREQEpFIpMjIy0LdvX5SVlaFdu3Zo06YNlxe0BMmxnWebNm0gk8lQUlKCqqoqjBw5Eo6OjujWrRs2b96MDz/8EC4uLrC3t8fatWvRqlUrvPrqq4iOjsb58+fx/vvvo2vXrtxXl4Hqli1bxr1iR48ebQUg2rdvH2QyGaRSKXJzczFs2DCMGDGCPz9gwACefvbz80NmZiacnZ2hUqmQnJyMgQMHWhldAA+9llkdcujQoXjzzTeRlpbGr5lKpWqxxsp2UkytjZU0goODERMTg/DwcLi6uj7MDOl0KC4uxpw5c/DDDz+goaEBrVq1wrp16/DgwQPMnDmTZzaYIYNQKERhYSFycnKg1Woxc+ZMfPDBB4iLi4O/vz+WLl2K+/fvIyEhwYpfbTabUVVVxV2LGDddIBBw1bTr16/DYDDwbEJiYiJUKhU6dOiALl268P4UFxeH999/H8eOHcP777+P8vJyGAwGODo6IioqCnFxcfD09IStrS2USiWX4BSLxXj22Wdx8+ZNnD17Fq+//jqysrI4Ip2VdixFV9hhKblpeahUKj5uunXrhri4OAiFQri5uUGr1eLixYs4fvw4py8xRDQzZKiqqsLp06fx0ksvWZU5LL/D0lmtOaDzX6n//jPvzWlhvmSHKz2Z8qnVaq1Q+//t7e8g3EIj+h9xjsfdaAa2ciJr4fHVRPjlMZ2n+UTGOrpQKORI4oKCAi6HxwwWXnrpJc4TFIvFiIuLg1arxZQpU3DhwgX8+OOP2LNnD4YPHw5bW1uMGTOGpxGVSiXatGkDPz8/aLVaPmGytGVLA8VycDo4OCAyMhJCoRD9+vWDq6srFi5cCE9PTxQVFaF3797w8fHh58KARFKpFDKZjAcxpkXNACSMc5mZmYnVq1dDJBJh//79mDVrFpycnKwmf8t6NJuQGM+XTWaOjo5wdnZ+xGN03759HNE6adIkXL9+HQBw8eJFzJgxA/7+/vD29uYp+nfffRcmkwnnzp1DVVUVNBoNWrduDQ8PD8THx2PVqlU4cOAA1q5dC3t7eyxatAgjR46EQqFAYmIiOnfujNzcXLRu3dpKUIEB5hiiltU2Wfpw+PDhXEIxPDwc4eHhSEpKws8//4y6ujosWbIEUqkUUVFRyMvLw5tvvgmNRsPtAc+fPw+NRoPi4mL4+voiKiqKXwNmdPHaa6+hoqICcXFxnK6Wn5+P0aNHY8aMGYiOjoZcLoe/v78V7Yt9xubNmzF48OBH0p9MtIF50wqFQkilUo7KZv9b9itLtSoGRouOjsZbb72F0aNHw87ODg0NDairq+PiLXZ2dhgyZIjVPa6srGyRH7pt2zbodDrMmjWLq87FxcUhICCA9xeWUndzc0NISAjWrVuH9evXIysrC5s3b4ZcLucqbm3atMHUqVOxf/9+rFy5EllZWXwBKJfLERMTg06dOqGoqIiXCZgWdEBAAIKCguDh4WFFHWP85pbGoCUrgpk5sEUPC/qzZ8/GunXr4OLiAolEgqFDhyIjIwMLFiyAyWRCWFgY9L8bzSiVSl7/ZngTS+Tzn63nMjT04wKsJaebiPiCrKWg3FKpzvkp3+/9lOdLS0v/bfHgf7v9HYRbaMyo4Y/UNyxBV0IiXCVC9z/Ykb28vKBUKqHX6/Hmm2/i7bffRq9evTjx393dHb6+vlxWrvnBJnW1Wg13d3cO1sjPz0daWho3IB88eDB++OEHnD17Fnfv3uUGAmxgMNSmr68vysvL8fLLL0Mul2PevHmIiIiAwWDgXNaQkBCoVCouVGGpmsN2dBqNBm5ubli+fDnefPNN5OXlQalUIj8/H7GxsZDJZEhISECXLl3Qtm1bK3k8d3d3tGrVioOBnJycOIVJJpNZCWQwURBWLyMipKSkYOXKldi7dy8uXrwIk8kErVaL9u3bo0+fPlCr1Rg0aBAXmGAUkd69e0Mmk3GOp4ODAzp27IiIiAhERkZi8+bNVvXALVu2IDU1FSdPnoSbmxuWLFli1Yeqq6uxdu1aJCYm8t/bvn17LF++HC+//LKVKX1VVRWCg4P5vczKykJsbOwjCxG2cxOLxVzMY+DAgRg7dixat26Ntm3bYtiwYXBxcYFarcapU6dw/fp1NDY2PtLHTSYTfvnlF3zyySeYMmUKUlNT+c7M1tYW7u7unEP722+/WZ17hw4dsHr1alRXV2P+/PlIS0uDvb097O3trUwlYmNj0b17d/j4+MDT0xPBwcFWIhHNDxsbG6vFIcMiuLi4oLS0FAMHDoSvry98fX3x1ltv4e7du1i5ciW6dOnS4jg+c+YMYmJiEBISAhsbG0RHR8PNzQ1isRjR0dFo1aoVXyyyfq5Wq9GhQweYTCYMGDAAvXv3xvr169GhQwfudMWyIT4+PggICIBSqeR9ny2ow8PDkZqaCg8PDx7w9Ho97+N9+/ZFZWUlV4ZzcnKCo6Nji0FNLBZz45igoCCeqWKgUYbvcHd352MhICCAW2K2hLNgFp7NNwRsXmIB23LRYHmfHjsfNtvFW97rx81jLR3ORIh+wnzblQjhT/mMv4rD0t814Watb9++9MYbb5BQKCSz2bqSG0pEmUS0iYh+ecz7OxBRLyLqRkRPq4QYDAa6evUqmUwm0ul0ZG9vT+fOnSOz2Ux5eXl08+ZN+vHHHyksLIzu3LlDJ0+eJCcnJ1q8eDF5eHjQ3bt36fr163T9+nW6du0aXb9+nRYuXEghISF07949On/+PK/duLm5kVAopOrqal4PUqlUVFNTQwUFBSQQCEgul9Pbb79NS5YsoZ07d9K6desIAI0dO5ZmzZpFMpmM9u7dS5mZmRQUFERfffUVryEqFAoaPXo0fffdd7Rx40Yym80kl8uppqaG14WamprIzs6ODAYDubi4kJOTEzk7O5NKpaJ58+bRwoUL6dixY3TgwAE6ePAgNTU1kUQiIb1eTyaTiS5cuEBERGazmWxtbXndSa1Wk5+fH508eZJu375Nnp6epNVq6fz583Tnzh1qbGwkBwcHqqioIEdHRzpy5Aht27aNMjMzafTo0RQZGcnrzadPnyYAdOvWLbKxsaHBgwfz2qdlmzp1Kp05c4a2bNlCU6ZMod69e9PRo0fps88+o88++4wOHjxIycnJlJGRQS+88ALZ29vT888/T1988QVVV1dTaWkpLV26lJ577jmaN28e9e7dmwYMGEBRUVF048YNunbtGlVVVdGmTZvIbDbTiBEjaN26dbR48WLKysoiiURCI0eOJIVCQb/++istXryYOnXqRHfu3KF//OMfZDabycfHh6qrq+n27dtkb29vVeNmh0KhoCNHjtCRI0eooqKC4uLi6Pr16/Txxx/T/v37yWAw0P379+nevXsUGhpKYWFhtGbNGlqyZAnl5OSQRqMhIiKTyURff/01bdy4kVavXs3rj01NTbyuKBQKSSwWk4ODA3Xu3JmUSiXt2LGDFi9eTG3atKF+/frRd999R/v37yeih7VoOzs7MplM1NTURFKplN/3uro6AkAikYgAUFRUFLm7u5PRaCR3d3cyGAxkMBhIrVZTamoqVVdXk9lsJn9/f/rggw9IKpXSpUuX6Nlnn6Xi4mK6ceMGnThxgn766adHxj2r63p7e1NERAQplUq6dOkSnThxgo4ePUoRERFUWFhI7du3J19fXzpw4ABt376dduzYQceOHaPg4GCqrq6muro6srOzo8rKShKJRLRnzx7asGEDCYVCUqlUZGtrS3fu3OHn1vx3NG+2trakUqmourqabGxsqKmpiWxtbam+vp5sbW2pqamJX5/GxkYSCASkUqnozp07ZDKZ+H0pLy+nqqoqWrt2Lc2fP59u3XqIcMHv9eO7d++SSqWi+/fvk8lk4rXnxzWJREIPHjx45HGBQEB2dnZUX19PREQ6nY6uXr362M/JIaJtj3kumIj8iGj9E67P2rVrqaSk5Amv+O9ofwfhZo11FLPZbAVQ+KPNjoga/sDrJBIJffPNN7Rw4UJ6++23qX379vTVV1/RjRs3yGAw0O3bt6m0tJSqqqpIpVKRq6srNTY20p49eygxMbHFz2QTXWVlJfXr149iYmIoPj6evvjiCyJ6CJwKCAggjUZDp0+fppiYGNqyZQvZ2NiQTqfjAUgoFPIJzcnJiWxtbWnjxo3U0NBADg4OVF9fT3fv3iWj0UhnzpyhGTNm0KpVq2j8+PE0aNAgSk1NpS1btpBIJKK7d+9SSEgITZw4kdq3b0/37t2zWjRcunSJdu/ezYE4MpmMA4DYpMWAVtHR0RQZGUn29va0detWOn36NIlEImpqarICjLAubWtrS1KplOzs7OjWrVvUqlUrIiK6e/cu3bx5k65du8YnOqVSSUlJSXT9+nU6ffo0lZeX0w8//EA7d+4kjUZDI0aMoIEDB5JCoSAiovT0dDp06BB1796dHjx4QJs3byZbW1vKz8+nvLw8SktLI4lEQt26daM1a9bwCad37940btw4io6OJrVaTR4eHrRw4UIKCgoiIqKIiAhKTEyktWvXUv/+/WnMmDH0/fffU9u2bSk/P58GDRpE/fr1I29vb9q6dSsREfXo0YN8fHxo4sSJbmn1pAAAIABJREFU/Lft3r2bLly4QK6urgSA7t69SzU1NVRTU8MD86lTp+j1118nGxsbysjIoMbGRv6ampoaunbtGl27do0aGxtJIpGQQqEggUBA165dI6VSSXfv3iU7OztSq9UkkUiosbGRbty4QUqlkkJCQsjBwYHOnTtHR48epaamJgJArVq1orZt29KVK1foyJEj9M0335BCoSCTyURubm507tw5qquro927d5NWq6Wvv/6avvnmGzpw4ACdPHmSvLy8yMvLi7RaLZ09e5a+/fZbevDgAbm6ulJtbS3dvXuXRCIRCYVCHrybN1tbW5LJZOTo6Egmk4kaGxupbdu2VFtbS+vWrSORSESOjo50584d3qfi4uIoPT2dUlNTKSEhgfcD9ls3btxImzZtovr6eoqNjaXg4GAyGAx08+ZNOnz4MJ06dYrOnDlD9fX1HLzU1NREYrGYjEYj2dvbk1AopPr6ejp37hzduXPHChDVPCBLJBJqaGgggUBAHh4e5OzsTIcPH+bgPqFQyIF/RA8XNNnZ2dS1a1eKjIyknJwcevDgAVVXV5NSqSSz2Uxms5nKy8tp7969dPjwYf49Wq2W9x/2WVKplOrr66mh4fGznSWo60mPERGJiMjU7DF7Irr/2E8nCiOiH5/wfHp6Ou3cufMJr/gvaf+5TfdfoxERd5WhP5A2aV77dWj2d34L72F0oo4dO3LebEBAAJKTkyEQCJCbm4uLFy8CAI4dO8bdYSQSSYu0Gqa3PHv2bJ7KZqlalUoFLy8vREdHo0OHDjCbzSgsLMSKFSuwYsUK7iP8888/Y/v27Vw3+dChQ/j888/xwQcfoGfPnlaKQM3TiUzgXigUclk/iUSC2NhYdOnSBY6OjigrK+P+vQ0NDdi8eTPKy8uh0WjQqlUryOVyXLp0CQBQU1OD4OBgLiy/bds2TJkyBSqVCm3btkXPnj0hlUqRn5+PmJiYRzxTWeqMpdgYSCgpKQmdOnVCSkoKXFxc+Gstebj29vbQarUQi8WQyWTw9/fnIB4bGxu0bt0a+fn5/Lxbsv5jbcKECZy7rNFocPDgQeh0OsjlcigUCqxatcrqPZs2bYJKpUJAQABOnTrFH6+trYVcLkdgYCDi4+OhUqnw+eef8/7h7OyM27dv89fPnz8fRPSIh7BlW7t2LTdeYIphj2tbt25FQEAAUlJSMGLECAQFBaGsrAzBwcEcd+Di4sKpY6xMwkwxWJ+37DcsxRoUFMQFIsLCwjhwyc7ODj4+PsjNzUW/fv0wduxYTJw4ERUVFUhMTORpZcs0qVQqhb+/PwdLeXh4wN/fH1KplEuKsnvMJFVbStXq9XruGNWmTRuOofDy8oKzszMXlnF2doaTkxMHEOr1evj7+3MTFRsbG3h5eaGwsBDTp0/HnDlz4OXlxbnHrBbeu3dvvP/++7hy5Qo++eQTGAwGnDlzBleuXEFxcTECAgKs+LiPzEG/A8nYwfo2e87DwwMVFRXw9PTkKWyxWIzi4mJIJBJug8lez4wzLIU6fH19uQEEq0//bx/OZG3sIPz9YP+H0eMNHYge1sH/Cu3vINysFRQUwNfX95Eb6ksP+cBOT+k4aX+wgzFAh1gsRnp6Ouc6SqVSHow2bNgAJycnpKamok+fPhCJRKiursa9e/ewc+dOTJkyBTk5OVAoFPD19UVsbCwPLN27d0d2djZWrlyJH374AS4uLlwhiZk1jBgxAtOnT8fw4cO55qqbmxuSkpJQW1uLZcuWITo6mpvDX7lyBfHx8Ry9amtri+zsbD6AtVotHBwckJaWhueeew69e/dGQUEBYmJieD2I/T42YTJbPKVSiQULFqBr165QqVSQyWQIDg62ClKXL19GZmYmbG1tsXTpUqv7dufOHUyZMoUrgDFeI5vwmSA+U+diAYJNyC4uLggKCoJarYZYLIa3tzeioqK4FV1L95CJYOTl5WHYsGF48803cejQIVy8eJGrl5WUlCAwMBABAQEYMWIEB2YtW7aM//ZTp06hffv28Pf3x5QpU7hUI2vvvPMO8vPzcefOHb5AuHbtGgCgY8eOmDVrltXrz5w5AyJCjx49Hunf9+7dQ9++feHj48PFJ57UqqursWnTJowcOZIrNslkMgwZMgQbNmzAzZs3H3nP4cOHkZOTA5VKhezsbOTm5nKLSVavbG4SwFSnGMagJQQ+CyzMUSk4OBgZGRkwGo3Q6XT8ftva2iIhIQGjRo3i/WjPnj2YNm0a7w8CwUN/bD8/P2g0GshkMiuJVoa+f1z9mtVUmVa4o6MjUlNTMXr0aGzfvh2XL19GTU0NPv30U/Tr1w9ubm7QaDQIDg7GP/7xD1y9ehVisRju7u7w9/dHcnIyr5fHx8ejU6dOaNeuHeeFs1pwTk4OYmNjn2onyHjijo6OSExMhIeHB/z8/JCcnAyFQgGZTIbo6GjY2tpy8FZLCxImZenk5IR3330Xb7zxBnx8fPhCiS1Gm7/vSXz/P3MIn/CcngiOFgG7pdf8FYQ7/g7CFu1JaGjeuZ7y/JNk1ywlG9lk4ODggJkzZ3IpyYiICJjNZkybNg2urq74/PPPoVQq+QQSFxfHxeeHDBmCYcOGISMjA0qlEsXFxXB0dESPHj3w+uuvY+bMmRg2bBgAoKioCBMnToRcLkdWVhYAIDc3Fxs2bMCRI0fg7u6Ow4cPw9HRkYOTOnTogM2bN+PQoUMIDQ0FALRu3bpFdxaVSoW5c+da7chMJhP27NmDgQMHQqfTISAgAK6uroiIiMDq1avx2WefYeXKlRg6dKiVby0TgxcKH1oMenh4IDY2Frm5udy0wsHBAWVlZdi4cSO++eYbnDlzhiuCJSYm8h0Zm/QZmEUqlWLs2LGYNGkSHB0d0bNnT+zcuRM7duzA6tWrMX/+fHTq1InrMTPULwvWlhMMe4zRgppPjA4ODlzs397eHhKJBI6Ojvjoo4/g4uLCkcCOjo6YOXMm6uvrcffuXchkMi6YAgDZ2dlYvXo1AHBPXaPRiDVr1sBgMPDztmx2dnaPiBYcPnwYQUFB6Nat22MpHJcvX8batWtRWVmJiIgIyGQyZGRkYOLEidixYwcSExORlZUFvV6PlStXwmQywWQy4fr169i6dStyc3Mhl8uRl5eHIUOGoFu3bsjOzkZYWJiVEIZltqb5OHFzc8P27dv5AqyxsRFXr17FN998g7fffhuVlZXIzs6Gj4+PlXgEE595GiWGoZbFYjGSk5PRuXNnSCQSJCcn49lnn8VXX32F48eP49KlS6irq8O9e/fQtm1b9OnTBy+++CKMRiPUajWio6MRHR0Nd3d3rsHd/LslEglcXV052NDPzw/e3t4chJacnMwR20QP1d3Cw8NhNBohFosRGRkJjUaDlJQUKytRk8mE3bt3Izk5+alzllgsRv/+/TFx4kTY29tzRS9mr8kyc4yuaGkIY0mjYqDB48eP4+OPP27R0OE/fbg85Xk2//03t79rwhZNIBBQcHAwF45o3uYT0RCL/5uLcDgQkYaIzv+J73RwcCAPDw+qra2lCxcukJ+fHzU0NNDt27fJy8uLTp8+TXV1dRQcHEw//vgjrVy5kgDQ1q1bafPmzZSUlERdu3alwsJCunTpEuXl5dG0adPo7bffpqFDh9L06dNp165d9MMPP1B+fj7JZDKqrq6mo0ePUmxsLH3xxRfk4uJCwcHBVFNTQyaTiTp27EibN2+m48ePk0ajoUOHDlHPnj3prbfeorZt29KNGze4qIDZbCaRSEQzZsygkSNHEgA6cOAArVmzhj788ENydHSkzp07U2lpKfn5+ZHJZKJly5bRxIkT6dlnnyWVSkXz588ns9lMBw4coMDAQNqzZw/179+fXF1dacOGDbx+PH36dDp9+jSVlZXRL7/8Qhs3biSTyUQGg4Fqamro+vXrZGNjQ0qlkq5du2ZVH2Z1QhcXFzp//jwJhUIqLCykOXPmkF6vpy+++IKDqmpraykvL49iYmLo0KFD9NFHH1FSUhLt27ePXn31Vdq7dy9dunSJfv31V6qtrSVPT0/66aef6Pbt2yQWi6mpqYnXJPFwoctrgM2bSCQiT09P8vX1pcDAQAoMDKTFixdTRUUFlZaWUmNjI0VGRtLFixc52Ov27du0fv16qqiooPLyclqyZMkjn2s0GunChQt0/fp1UiqVtGjRIpo0aRLNmTOHunfvTkREAOi3336jvXv30hdffEF79+6l69evU1JSEiUlJVFMTAzpdDqqrq6mK1eu0KVLl2jMmDFUXFxMZ8+epUOHDlFjYyOZzWZ+fm5ubhQbG0seHh7k4uJCOp2O7OzsaMeOHfTJJ59Qeno6nT17ltq1a0elpaX0/fff04gRI+jevXvk6+tLR48efeT6MLEYhUJBOp2OxGIx1dTU0NWrV8nPz49CQkJo586d1LdvXzp16hT9+OOP9Msvv/B6qLu7O4WHh5NUKqWDBw/Sr7/+SjY2NqTRaOjmzZsUGhrK+09QUBDZ2NhY1cYZyLC6uprCwsJIp9NRfX09nTx5khoaGigrK4tSUlJIpVKRQCCg+vp6OnXqFB06dIh+/PFHunz5MhGRlcBFS00kEhERkYuLC2X9P/beOyyqa3sff6cwlRlmmEbv0kUBRUEBCSiIil00MRF71JgYjTFqYoka8xHFa42aGEvUKNbEFhOMRs21YkFRUQEbKN2hDm3W7w9y9gVFk9x7P/d7f88n63nOMzCnzD5n77PX3mu9+31jYtCuXTuYTCZ8/fXXyM7OhkwmQ0REBMLCwpCfn489e/YgMjIS7733HqZMmYIrV65AIpG8QC7UPA/L4/Gg1+thMplQXV3NwI0ikQgCgQA9e/aE0WgEABQWFuLevXuor69/oe2KxWJIpVLU1NQwoBXQev76f9MCAGwGMAKt54c3bNiAsWPH/sfK88/YX064mSUkJODWrVu4d+9F7PMYNAEHNr3i/DcAPAHAQQF4aBqOPW9OTk4YM2YMFi9eDGdnZ+h0Oty6dQulpaUM+evh4QGDwYCLFy8iMDAQZWVlyMzMZGw4ZrMZMpmsBbMTn89HRkYGBg8ejC1btmD69OlYvnw5tm7dCmtra3z00Ue4efMmxo0bh4sXL+LSpUsYP348vvnmG2g0GmRnZ+PBgwewt7fHe++9h5KSEmzbtg2XL1/GiBEjUFZWxpipbGxswOfzGdjo66+/Rs+ePZGRkQGZTMYcr6+v7wv3X1lZic8//5yhjidMmIATJ04gPT0dALBw4UJkZGSgsLAQJ0+eBADs3r0bH374IdLT01sgcpcsWYKUlBQsX74cr7/+Oi5duoSUlBTs3r0bAoEAH3zwAc6ePcuuAzSBTcxmcwtQiUQigZOTE3x9feHj4wO9Xg+9Xg+dTofbt29jxowZEIlEiIyMxOPHj7FgwQLExcVh1qxZWL58OWQyGWbOnImtW7ciNzcXWq0WpaWlUKvVGD58OHbu3InKykqEhYXhwoULqKqqglKpRH5+PgOXNe8oATBHLhAIYDAYUFFRgbq6OkycOBE8Hg+bNm2CUCjE+PHjMW/ePNaJA0BcXBxOnDiBzZs3Y9euXXj8+DG2b9+O8vJy/PDDDzh16hQuX76MxsZG2NvbQ61Ww8LCAtXV1SgoKEBBQQEsLCxgMBhgY2MDGxsbiMViHDp0CEuXLoWNjQ0kEgkWLVqEX375BW5ubpg5cyYUCgWKi4tRUlKCu3fv4uzZs3jw4AFjHTMajaiurobZbIabmxv4fD5qamqg1+uRn5+PoqIiLF26FBYWFti3bx/Onz8Pk8nEkNAc4jcgIAAJCQkICAhAUVERJk2aBIPB0IIprbGxEf369cOuXbtgYWEBJycn5Obm4vHjx5BIJIiIiIDJZMLFixfR2NiIuro6REdHIzw8HJ06dULHjh2h0WhgMplgNBrx6aef4u7du5g6dSoDuF2+fBlHjx6F0WiEXq+H2WzGs2fPUFVVxRwchwrnmLiqqqrQ2NgIGxsb2NvbIzc3FxYWFhAKhSguLm4VWcwZN9jh8/kQCASwtbWF0WiEl5cXbG1tkZeXh/v378PW1haZmZktHCKH8G8ORqyoqGgBAGs+UFAqlejWrRuICGfPnkVxcTFj4mruNgQCwe8OMP63zBlAOIAbAK7+9p0MADcM0Wq1GD9+PBYuXPj/onh/yP5ywr8ZtzTpVeYA4PEr9ndHE4Xlq0yj0WDz5s2YPXs2bt++DbFYDLPZzJYlSCQSPHjwAHq9Hhs3bsSsWbMgk8nA5/Nx//59pKWlISoqitHfcZ3Bs2fPcO7cOWzYsAHvvvsuUlJSEBQUhB9//BFdunRBXV0dMjIy8OzZsxbLBJRKJWxtbVFTU4NHjx5h6NCh0Ov1kMlk+PLLL9GnTx9cuXIFV682NXG5XI727dvj4sWLkMlkaGhogKWlJYqLiyGRSNCzZ09s2bIFUqn0hXuvqqrC2rVrsXTpUnTr1g1z5sxBUVERkpKSYDQakZ6eDjc3N8TFxSEiIoI5i1u3biEiIgLHjh1DUFDQC9e9fPky+vfvz2g2J02ahHPnziEzMxNr167FrFmzIBAIkJWVhZqaGiiVStTU1IDP58PJyQl5eXmQSCSoqalBYGAgfH19IZFIUFRUhDt37iAjIwMKhQIVFRUQiUSoqamBVCqFQCCAhYUFevToASLCwYMHwePxYGtrC6FQCCcnJxw/fhx2dnZwcXEBEeHSpUtYuXIlRo8eDYFAgGvXriE2NharV69GfHw8Hj16hL1792LFihWIjo7GgQMHoFAoUFlZierqajYI4zq95jMPDvUrlUpRUVHBlqJJpVIQEevc5XI5DAYDXF1d4ebmBltbWxgMBuYoBQIBeDweqqqqmEMtLi5Geno6cnNzYTAY8PDhQxiNRvD5fDYoMhqN8PX1ZZGB/Px8xMTEYMiQIXB3d4dGo4FGo4GVlRVWrFiB/fv3w83NDSEhIUhMTIRer2d0ppzl5eVh/vz52LZtG+rq6iASiViba2xsRGVlJXsGbdq0gUKhQEFBAT788EOkpKQgOzsbjY2N2LhxI+bPn4/IyEhkZmbCaDQiOjoacrkcV65cwfnz59HQ0MAcY2VlJR49egSDwYDQ0FCEhITA09MTI0eOxJgxY9DY2IjMzEzcvHkTjx8/hp2dHSorK9HY2IjXX38d48ePh7e3NwQCAUwmE1JTU7FhwwYkJyfjxo0b+PDDDxEXF4effvoJRqMRIpEIWq0WcrkcAFBSUoLS0tIXnJulpSXkcjnMZjMqKipe6rClUinq6+shFApf6dQ5i4uLQ/v27XHjxg0cP34cdXV17LcVCgVcXFzw6NEjVjetzXj/07PgP2P/1W7uPxf5/u82AK0qk3DbNLyaBYuPJhYX2SuO4fKUHKJSJpNRYWEhxcbGMjBIt27dKCYmhgIDA0ksFlNMTAxdvnyZURaePn36pfdw/PhxioqKIiKiRYsW0bvvvku9evWiffv20b1790ipVJKFhQW1adOGXn/9dZJKpbRp0yY6f/486XQ6atu2LSUlJVFKSgq9//77ZGdn90Iu7fm8F5fXbtOmDen1enJxcSGdTkeTJ0+mFStW0JYtW2j37t00ceJE0mg0FB8fT+fOnWsBuDp69Ci5ubkxgXqFQkEHDx6kLl26UEVFBfn4+NBXX331wv1WV1fT+vXrycfHh/z9/Sk2NpZsbW3p8OHDTLpOr9cztrG2bdsy9KeLiwutXr2aZs6cSTY2NuTs7MwE5jlCiFGjRpFaraa0tDQiasrDbdu2jcRiMalUKtLr9aTX66lPnz4MoMYxJTUnneA+ufzahAkTaM2aNZSamkonT56kvXv3kk6no9TUVCJqQrur1WpKTU0lW1tbOnLkCHXv3p1sbW2pU6dO1L59e0aK8nweurlq1Uvb6m+gOi7XzQHtRCIRabVa8vX1pejoaBo6dCi98847NHfuXFq1ahX16NGDQkNDSaPRUO/evSk9PZ3VY2NjI61atYrRN06ePLnVXDVnDQ0N1LlzZzIYDHT16lUqKSkhgUBATk5OZDab6fTp05SYmEgqlYpGjRpFS5cupREjRjAQFSciolarycXFhXx8fMjT05P0ej0NHTqUoZNdXV0pISGBZs+eTZs3b6ZJkyYx8gx7e3sm9vDll1+So6MjCQQCGj16NNM65ohimj9TPp9PwcHBNGnSJDp48CDV1tay+zpx4gR169aN3N3dadOmTYwoZdasWTRnzhwiIsZc9tlnn1FgYCCVl5dTdnY2bdq0iZKSksjV1ZV0Oh2T9OQAYhw6uWPHjozspXfv3hQVFcXAUn+W+aq1tvF8m/gztJPPrzZoft0/cr4BL4Kxfk+F7lV9LtCEdv9vtr+c8G/GsWS9rCL7/E5FKwDKAUj1imPeeustevr0KXl7e5NGoyGZTEajR48moVBIHh4eTJZOIBDQ+vXrydramgF0jh49Snq9nnXUrdnBgwcpPj6eiJrE1du0acPk/pRKJWm1WtqzZw/Z2dnRhAkTGGBq9erVFBkZSQcPHqQOHTowh6LT6SgqKoqhxbkOVqVSUdeuXUmn09GNGzfI2tqa1q5dS0qlkhYsWEADBgxglJRBQUFMwtDd3Z3s7e1JLpeTQCAga2trcnNzIw8PD9JoNBQXF0c2NjbE5/MpPj6eXFxcqHPnztS9e3c6c+YM3bhxgx4/fkz37t2jWbNmkU6no969e9Px48fJbDZTfX0948TmHJKbmxtt3bqVqRz5+vpS7969ydfXl/z9/alLly505swZOnDgAPXo0YNpN3ODIKVSST169KCVK1fSG2+8QQqFgtq3b88E2Y8fP05eXl4EgHx8fCg3N5eePn1KEydOZIxrPj4+jClLpVKRhYUFabVaJkVobW3dYvkX9zenGuXg4MCATB07diRra2vq2rUrDRs2jCIjI5nSVWsdKgCGSlYqleTo6Eje3t7Uvn17Cg4OpsDAQPL19SUnJycGVmrOgCaVSkmj0TC2KLVaTYmJiZSSkkIHDx6kixcv0rJly8jb25uCg4Np586dtHv3bnJxcaFBgwbR/fv3X9pez5w5Qzwej3Jzc2nHjh2M59vPz4+cnJwoPj6eOnXqxIBeq1atYku3qqurKTU1lRISEkgul7egkBwwYABZWVnRqVOnKCsri/bs2UNz586lAQMGUJs2bVogsJ2cnOjdd98lX19f8vX1ZW2HY+maN28erVy5kv72t7/Rxx9/zGQCOdYsS0tLEovF1K5dO5o4cSLt3buX8vLy6OTJkxQVFUVubm6Mj/vIkSNERNSjRw+aOnUqOTo6sqWInJnNZjpx4gSFh4ezgYZWq2U0n89TzSoUCvL39yeFQkFDhw6l0aNHM75sTuKRO8fOzo58fHzI29ub7ftXtlchoDkqz+bf/TOSsMDvUwD7/Y6jDgsL++cdw3/A/gpH/2acwk5zkAHwD5asVDTle19mEwHsf8Uxu3fvxqBBgwAAb7/9NlJTU1FeXg65XI6KigoIhUKsWbMG0dHRCA0NRUNDAwYOHIgNGzYAAHbt2oXZs2fjvffew+TJk1v9jdTUVOzevZspuixcuBBOTk5QqVRo164d/P398cEHHyAhIQFZWVlYuXIlrl+/jvnz52PevHnYvXs3zp8/D3t7e8ycORMVFRXYsWMHrl+/DqFQCJFIBJlMhtOnTyMqKgo8Hg+HDh3C999/jydPnkCn06GsrAxLly7FnDlzsHz5cjg4OGDnzp3o3Llzi7LW19fDaDSirKwM+/fvx4EDB/D+++9j7969uHLlCvLz82EymSCXy9GpUydUVFTg6dOnePr0KWpqahj7D6fgVF5ezph+FAoFA/RUVlZi69atcHR0hEqlwvLly2Fra4vy8nKkpaVh9OjRSE5ORkREBBYvXgyhUMjKwePxEB4eDoFAgFOnTsHCwgIuLi6IiYnBihUrcPXqVYwfPx6ZmZmM/OD06dMICAhAYWEhsrOzWe6OYx4SCoUgIuj1epSXl6OyshK2traMjOXatWuwsbFBeXk5ysvLwePxWK6XYxxrnsvmrs2lEDhQYVRUFEpKSnDlyhWsWbMGgwYNQklJCXJycpCdnc0+ub8VCgXc3d3h7u4ONzc32NnZgcfj4dy5c/juu+8gEAhQUlICLy8vGI1Glttt3n1YWFhAoVBApVLB2toalZWVuH//PiIjIzF8+HDY29uzPLtGo8GRI0fw/vvvw8nJCY8ePUJOTg5TvnFxcUHPnj3Rs2dPREREQCKRvPTdS05OxqJFi1BbW8ty+zk5ORAIBPD19UVsbCy8vb1RV1eHmzdvMsY0DjjH5Tm5HDj3nbu7O7Zu3QoHB4cWv3f16lX06NED3377LR48eIALFy7g/PnzuHv3Lurq6kBEEIvFaNOmDRwdHXH//n3cuHEDy5cvR1JSEmxtbSGTybB582ZIJBLcv38fOTk5+PXXX3H58mXU1NSwMkRERMDJyQlisRibN29mKln19fXQaDRQKBR4+PAhy9M+T4ZhZWWFmpoa1NXVQafTwWg0MvYspVIJo9GIDh064MqVK60CBzl1JxcXFygUCty6dYupQf2zptFoUFpa+qdCxC/D1wCAJ4CDAKYAOPqSY8rLy6FQKP5UOf9T9pcT/s14PF4LKsTn7VVMWDwAk9GEnub+f/6h7t+/HwkJCfjll1/Qq1cv1NQ0ccHY2toiPj4eV65cYcCky5cvIzg4GA4ODjh8+DACAgLw5ZdfYt26dYiLi8OiRYteKIPZbMb06dORmpqKqqoqDBs2DHl5eWjXrh2+/vprVFVV4caNG7Czs0N6ejpCQkKQlZWFtLQ0TJw4EUQET09PSKVSxpI0YMAAZGZm4tKlSywfd/r0aTx8+BArV65E9+7d8ejRI3z66afw9vbGTz/9hIiICFhZWSEkJATTp0/H2rVrcePGDaSmpsLb27vV5/ftt9/iu+++w86dOzFo0CD069cPRqMRkydPhkqlQv/+/XEL+6dkAAAgAElEQVT37l3k5uZi0qRJCAoKwi+//ILDhw/j3r17sLKyQmlpKWJiYhAdHY0FCxYgISEBeXl5OH78OFQqFdzd3VFeXo6CggIYjUY2qKirq4OXlxfLiXNUooMHD0Z6ejoyMzMBADqdDoGBgTh9+jSjAWyel9VoNLC0tITRaGSDAT6fD7lcDpFIxGgTlUolKioq0KlTJ9ja2jIZxszMTMjlcgQFBeHEiRPo3bs3UlNTsXr1arz//vtQqVR4+vQpLC0tMWDAALz99tvw8/OD0WjEw4cPsWjRIly6dAnDhg1DeXk5du7cyagPhUIh+Hw+6urqmBNsDjzjWNEaGhpQVVWFsrIyZGRkID09HbW1tRAIBHBwcEBBQQGGDRuG7OxsXLhwAdHR0ZgyZQoMBgMePXqEe/fu4d69e3jw4AHy8/NRUFCA4uJilpsWiUQQCoVobGxEbW3tCzlEPp+Pjh074vr161i7di1jbNPr9VCr1S9QhwLA119/jXnz5iEtLQ2BgYHYvHkzPvzwQxQVFaGhoQFCoRA1NTUsf+/v74/u3bvj6dOnDMDF0XR6eHhg2LBhSE5OZtKgxcXFMBgMCAoKQtu2bdm2evVqSCQSrFy5skV5CgsLkZGRgRMnTuDnn39GVlYWysrKmvqFVlDKGo0GdXV1ePLkCfh8PlxcXGBpaYn09HQolUpUVlayc8xmMwwGA7p06YLs7GxkZGSgrq6OPRfOuXEgMM6Re3t749atWwgLC8OWLVtgMpnwww8/YP78+S3qxtLSEjU1NaxvepnZ29sjPz8fW7ZsQU5ODubNm8f2vaoP/aNmgSYpw+Z9qCWAFwUg/2ERAC4AeFn2e8yYMfjyyy//pXL9r9l/dN79X2x9+vR5aThjE14tIq0AyOcV+ydNmkQffvghOTo6ksFgIB6PR6tWrWKsXH369GFkGURE3377Len1ekpMTCStVkvbt2+n5ORk6t69O40aNapFuZ8+fUqLFy8mV1dXcnBwoIiICBbCTk1Npbi4OJJKpdStWzd2TkFBARP6BpokzEQiEcnlcurXrx9ptVqqqamh7777jiwsLGj48OEEgDp06EBms5liYmJo+/btlJ+fTyqVigoLCyk0NJQp0nCSgkRN4bUNGzaQVqulrVu3tvrsN23aRG+99RaZzWYyGAx08eJF0mq1pNFoyNHRkRQKBWm1WiZr5+/vT5MnT6bXX3+drK2tadq0aUwd6dKlS+Th4cFylYcOHSKpVEpBQUF09epVysrKIqlUSt9++y2lpKRQVFQUSaVS8vf3Z8+j+caRNrysboF/CJsLhUKWb7aysmJsaG3btqXk5GRas2YNy51Pnz69xTOor6+njRs3UkhISIvf8/X1JT8/P1qyZAkFBwdTSEhIi3z69evXyc/Pj4YNG9ZijfbZs2dJLBaTh4cHk8Wsrq6mBw8e0MWLF9ka7eTkZJo+fTqNGDGC4uPjycvLi4WkRSIROTk5UWBgIGNt4xiZ2rRpQzY2NmRhYUEODg4UFRVFY8eOpc8//5x2795Nly9fZuUxm820b98+cnFxIUdHR7K1tWUhUoVC0YLxjEsHcApc1tbWJJVKWfrC29ubIiIiqEePHuTv708ikYi8vLwYSxRH+PHBBx/Q0qVLafTo0eTg4ED+/v70/vvv08yZM6lr165MpGPZsmWMjez7779nakeDBw8mIqJ169aRWq2mGTNm0KeffsrIVzg1sg4dOlB8fDzFxcVReHg4+fj4MEIYmUzGctic+tHL2o+joyMNGjSIUlJSKDExkbp3707379+n3bt3k8FgoPnz59P69etZ6L1Dhw7k5OREer2ecQ9YWFiQi4sLI9jgmLuak2nI5XJydnam3r17k0qlIpVKRQUFBZSdnU2urq4UERFB1tbWvytfyIWiuTX9XEqm+SaRSFj6KjIy8oX9zTkTfm97Vf8LgGJ/C0u/bL+lpWWrQib/DfaXE6ZXk3QkAfTJ7zQA79/Zb2FhQe+++y5NnDiRLC0tady4cURENGTIELKxsWE5YM7Cw8MpJSWFDAYDnT17ltzc3CgkJIQSExMpPj6ezGYz/fzzzzRkyBAGXLlw4QIlJyfT+++/z65TVlZGCoWCVCoVffTRR2QymWjVqlVsMT73kiUmJtLf/vY30mq1dPv2bQoODqZt27aRUqlktH9qtZp8fHxo+fLlpNPpyGQykclkosDAQFKr1RQeHk7W1tZ0/vx5srOzawFWIWoiivDy8qKRI0e+ANhZt24djR07lu7cuUM2NjasI5VIJOTv709yuZyCgoLIysqKBg8eTHPmzCGtVkujR4+m+/fvU2FhIWVkZNCxY8cYeGjYsGHUrVs3ludrnifmgFNcrpT7jnM8arWaSS+OGzeOduzYQV988QU5Ojqyc0UiEYnFYpoyZQpTNpJKpdS+fXuSSCQ0evRoxqLEsR1xA53mnZBGo2EAK0tLS/L29qbXXnutBY1gdHQ09evXj1QqFe3Zs4fq6+vJbDbT2rVrSavV0ubNm1+gzDQajSSXy2nAgAEEgG7evPnKd+Dy5cvUs2dPcnZ2ps2bN1N9fT1VVFTQ9u3bKTQ0lBFHzJkzh6ZOnUpvvvkmxcbGUmBgIHPGXA5drVaTQqFg9IhKpbIFmQWfz6fIyEiSSqVkNBppxowZ5OPjQ1qtlgoKCmjPnj2kUqkoJSWFxo8fT6+99hq5u7uTQqFo8Vy4AaSdnR25uLiQQqFgdcrpIbdr145iYmIoOjqa/P39GcvZyJEjSaFQUEREBCvn3Llz6dixYzR16lTi8XgUGBhI48aNo+joaNYurK2tX3AezcFbHJYiKCiIhg4dSp9++il1796dZs6cSZ06dSKlUkmTJ08mtVpNGo2GSTh6eHi0uK6trS05OTkxhSeO6pQDS3E0ob6+vmRvb08fffQRtWvXjgICAsja2pp69OhB3t7ejIiDTRh+kzHU6/UUGRlJVlZWVFBQQFeuXCGpVEo9evRgx0RHR1OHDh1a7dNac9DBwcGMZESn0zG1r+bH/h7T16uc8KvYs74DqBavzg3/t6oq/eWEqQkZ/arZzujn/n++MWwEyO73RmqxsRQaGko2NjaUmZlJREQBAQEUGBjIRv23bt2ijIwMsre3p/r6ehowYAAtX76cSktL2QjX1taWvLy8yM/Pj1atWkVlZWXsPhYsWECzZs1qcW+dO3cmoVBIYWFhbIbD8cna2NhQ165d2bHr168nf39/+p//+R/SaDSk0WiYrFlERASdP3+eZDIZjRs3jtatW8eYrNq0aUNms5ni4uJo48aNFBMTQ1u2bHnhOVdUVNDw4cPJ19eXPQMiohUrVlBCQgK5ubmxTtpgMJCVlRVNnz6dPv74Y0pKSiJvb2/WCXMITg7I1ryjsbS0JEdHRwoICKDo6GgKDQ0lV1dXmjdvHnl5eZGtrS0NHDiQ8vLyyGQy0SeffMKusXjxYjKbzWQ2m+nw4cPk5eVFDg4OpFar6fXXX6ekpCRKTU1lHTefzyeNRkOLFi2iY8eOkVKpJL1ez/ScOV3eyspKWrRoETk5OTH2LpVKRSKRiEJCQmjFihW0detWWrFiBdOk5WgiOWYiDqjFtVcLCwtGedinTx968803afLkyTRnzhxatmwZCYVC2rFjBwkEApLL5bR7924qLS1twRV9+/ZtGjx4MNna2tLq1avJZDJRfX097dq1i4KDg8nLy4u++uoratu2LV24cOGl75DZbCaj0UhnzpyhWbNmUVhYGEkkElIqlUxOj5PAbN4Rc4hxmUzGZrIeHh5spunh4UEJCQk0d+5c2rNnD926dYuxNW3fvp2+//57WrduHc2ZM4fCw8NJIpGQo6MjabVaNnt2cnIid3d38vDwIBcXF7K2tm6VavFlm0wmozZt2pBGoyEnJydau3Yt3bp1i4xGI/n5+dG+ffvYcygpKaFffvmFVq9eTePHj6ewsLAWaHQAFBoaSqmpqVRTU0Nnz56luLg4cnR0pI8//pjJPraGJuacJ8eDbWVlRVOmTKE1a9bQW2+9Ra6urgwd7+bmRmvWrKGqqioqLS0ld3d39qw7d+5MAFgEghuIarVa2rRpExmNRnJwcKCsrCyKiIigUaNGUVpaGvXt2/cPO1EugsQNOltjEnvV+eLn7x0gy1ccnwjQ2t8p06tArf8v7S8nTK8ORS9vxQk33wQAmQHa8IpjdDodjR49mo4fP87oH/Pz88nS0pJcXFwoMTGRNm/eTE5OTjR8+HCaP38+ERGlp6eTnZ0dnThxglHdAaA1a9a8MPMhIpo5cyYtXLiQ/X/p0qUWHL12dna0atUqGjNmDC1btoxUKhXZ2tqSyWQioqaO9M033yQvLy8m/tCmTRsmVF9RUUEikYgkEgl1796d/v73v1NjYyO5u7vT2bNn6ccffyQ/Pz86fPgwo98kIjKZTJSXl0fnzp2jbdu2Uf/+/UksFpOnp2cLKsPWNolEwpakKBQK6ty5M/Xp04fs7OzIw8ODNmzYQJmZmVRQUEBnz54lT0/PF56NyWQivV5Pt2/fpoaGBho/fjwJhUJauHAhtW3blgQCAX3++ed04sQJ0ul0tHfvXjKbzfTNN9+QjY0NdenShXQ6HXl4eNDcuXPJ2dmZ0X+2bduWPD09KSYmhoRCIXl6etLhw4dp/fr1JBaLSSwWs06/Y8eONH36dFqyZAlbEjVt2jQaM2YMaTQaWrhwIVVVVVFUVBTt3buXOnbsyGbLAOiDDz6g0NBQxiW8c+dOunLlCp08eZIOHDhAmzdvpuXLl9PcuXPpvffeI5lMRt27d2cc5dwyFz6fz6hJBQIBubq6Uq9eveiNN96gqKgoUqvV5OrqSu+++y7t27ePjh49ShKJhLKysshoNLZw4nV1dXTy5Ek2E+P0eAcNGkQODg7UuXNn2rZtG5lMJqqurqbLly/TN998Q6+99hpbRsQ5Y262zH1yDpBb7iWVSlmo1M/Pj8LDwykyMpIiIyMpLCyMPD09CWhCNnORCb1eT/b29mRvb9+CQrQ1J8fn88nZ2ZmCg4PJzc2NIdW54/V6PUOhSyQScnZ2Ji8vL5JKpTR8+HCaPn06JScn05YtW+jIkSN06dIlOnr0KFu65u3tTQEBATR48GD2PltZWZFarW5BDwk0hXdTU1Oprq6Obt68SZs2baLBgwe3GsLleKAjIyPJxcWFrly5QuvXrydHR0fq27cvZWRk0J07d1iIXKvVklQqZXzb3OCWCx/7+PiQWCxmetB1dXWUlZVFQ4cOZYOXPxNK7tatG82YMeOfngVz26tC0hKAJjX7vzVE9Zo1a/69juPfZH85YaKXVqw/QOcBCn9F5VujaWnSqxrPyJEjac+ePTRhwgT69NNPiYho6dKllJiYSGKxmDZv3kxETTNZPp9PN27cIKPRSGvWrCGFQkE6nY78/f1pw4YNLNy1cuXKF5zNlClT6LPPPqOPP/6YdDrdPxrvbyNjzrp27UpTp06lXr16Uc+ePWnt2rVs365du9hyCAcHBzbj8Pf3J61WSyqVihwdHWnhwoX0008/0TfffEOxsbHk6elJvXr1IqlUSra2tiQQCFjHD/xjJCwUClvMQvh8Pmm1WgoICCAej0ezZs2iR48e0fXr18nBwYECAwOpQ4cOTDWIs8bGRlq3bh3pdDqaOnUqlZeX0/Tp01vk1pvb7Nmz6Z133iEiojt37rDQoVAopJMnT7LjLl++TDqdjjw9PSkoKIjOnTtHRE3hXU75RiKRsPKYzWbau3cvy/+2b9+ezVYlEglNnDiRpk2bRqGhoWQwGGjq1KmUkZFBv/76K7m5udHYsWNJpVLR66+/Tj179iQbGxuSy+WUlpZGrq6uFBAQQH379iUANHz4cLKxsaGtW7fS4sWLqU2bNuTj40PJycn09OnTF+45KCiILl68SEuWLCGJRELXr18nFxcXCgwMJJVKRZMmTaJffvmF9u/fT0OGDGHLXZKSkmjy5Mn05ptvUp8+fSggIIAtleL4nrl17pyikJeXF3Xt2pV8fX1JIpGQn58fDRgwgAYOHEhdunQhR0dHEovF5OvrS0OGDCFvb28aMWIEjRw5knx8fJhj9fPzIy8vL+rTpw9LpXCz5OZLt7jZPRfWtba2ZrOr5rMubj21u7s7hYWF0ZAhQ2jGjBn09ddfU1paGllZWZFEIqGTJ0+SRqMhvV7Pcq4ajYbxnTePlHGDl7CwMJo4cSJ5eHhQly5daOrUqTRp0iQaPnw4hYaGthgAc2FhCwsLFj3x9/endu3akb29PYvkcJEgCwsLCg4OpjfffJMGDRrElgnyeDyytLSkt99+m+bPn0+JiYnk6OjIlk1x76xMJqMOHTpQhw4d2DvJvddAE07FbDaTRqOh7OxsksvltHTpUho4cCATdGhtkGIwGMjT05O++OILiouLo5CQkH/Jsf6Z7fnZ8fPbjuZlbWX/ihUr/phD+A/bX06YXu6EgaZ8cESz0dXzlesH0LY/0IB4PB5ZW1vTrVu3iKgpFP3DDz8QAMrNzSUiolWrVpGzszPp9XqysrKiQYMG0apVq8jJyYmioqLoxx9/JI1GQ+fPn6eAgAAaPnw4VVVVUVVVFe3YsYM5Xi4/16NHDxa+EovFVF1dTWazmVQqFXl7e9OBAwdo7969ZDAY6LvvvqOUlBSytLRk1xEIBGRlZdVihM7j8diI9vlQopeXF3l6epKNjQ11796dfH19af369TRjxgyKjIwkmUxGDg4OJJVKKSEhgU6fPs0IGKysrEgul1NjYyOdPXuWQkJCyMLCgvbs2dPqrJ+zgoICSkpKYp3P1atXWz3u0aNHpFKp6O233yaNRsNmRUlJSWRnZ0dHjhyh8vJymjp1Ksv9JScnExFRUVERjRo1ioCmXF1iYiLp9XoaOXIkjRw5kuzt7QloAlGp1Wrq3LkzDR06lPz9/UmtVlOvXr3owIEDdPPmTZo9ezY5ODhQcHAwaTQa+vnnn+np06c0e/ZstnaYE9EYN24cTZ48mc3qLCws6Ntvv2X3xJFacNJ4ffv2pe+++47q6uqIiCguLo4OHz5Mubm5JBAIaMSIEaRSqcjBwYGio6PpypUrNHHiRFKr1TR27Fi6fft2q89uyZIllJCQQB988AH5+fmRRqOhgQMH0meffUYrVqxgIB8uRM/j8Ugul5OVlRWpVCqWY3yexIFrP1zIklsvLRQKqWfPnjRs2DDSaDT06aef0siRI0kqlVJERAR16tSJdDodWVhYkMFgIHd3d/L09Gyh7uXu7k7R0dE0bNgwmjhxIk2fPp1mzZpFH330EY0fP54GDBhAXbt2beHgufRAx44dydfXlw0y+vTpQ2vXrqUffviBpkyZwkLd3Lrp4OBgEggE5ODg0EJAgntvZDIZA9xNmTKFpk2bRpGRkSSXy8nGxoa8vLxYrlehULwQum3+v4ODA3l4eFBQUBBt376dsrOzqaSkhFxdXemjjz6i+fPnU0xMDMlkMubwFQoFW7Pe/Nl7eHiwAQ0nZjFs2DByd3cnAEyopfn7z9WXXq//UyQerTl0vV7/yvXKz4vl+P/ONe+jSe3uZfuHDBnyp33Df8L+csL0+8joV82EewI04Q82PK1WSz/99BPt3r2b7OzsKC0tjcRiMaWnp9OXX37JJNoCAwPptddeY51p9+7dydnZmc6fP0/+/v507do1KikpocjISIZsbr5169aNFi9eTFFRUdS5c2fy9PRkICeOEIRz1hyLFtfhPM/yJJFImKauQqGgzZs3U1paGo0fP5569OhBDQ0NREQ0bNgw+tvf/kalpaWkVqtp0KBB7EXr1asXdezYkbRaLc2aNasFQYHZbGbkAl5eXtS3b19ydHSkRYsWkbu7+x+uw3Xr1pFIJKLY2NgWWrxETfnYBQsWkEgkovDwcFq8eDGpVCqGgP3555/Z7GH48OFUUFBADx8+JG9vb4qNjSWtVkuBgYHE5/MpISGB7O3tGYmCwWAgpVLJWLVqa2tp9erVJJPJKDAwkC5dukSbNm2isLAwsrW1pVmzZtGdO3fo2LFj5OfnR2KxmAYPHkyHDx+m0tJS0uv1rJN3cHBgebuuXbvSyZMnSavVst9qbuXl5bRx40bq0qULGQwGmj59OiUkJNC6deuYApeXlxc9ePCAzp49y3KEEyZMoCdPnrSoj/Lycvrll1/oww8/pJCQEKaw4+npSR4eHmQwGF4IR4pEIrKzs6Pg4GDq168fjRs3jmbPnk3Lly+nbdu20Q8//EDp6en04MEDunbtGun1erp48SJJJBIaN24caTQa6tWrF/n6+rYIW/L5fObYuXApl+v18PCgkJAQ6tGjB/Xq1YvEYjEFBARQXFwcffzxxzRt2jQaN24cDRo0iMLDwxmAzs7OjsLDwykpKYnatWtH1tbWdObMGbp+/TqFhITQ5MmTafv27bRs2TJSKpXk7OzMHCQn1/ky9DCnvdu/f3+Sy+Xk5OREQ4cOpZiYGJLL5SSVStmsWCwWt3COVlZW1KFDB5YuGjRoEFPi4vF4FBAQQPHx8eTp6cmeS3NHLRKJmOPlcsZcKL81zEvzsD83S2++n0sZdejQgQICAlqdIXPPgbuOo6MjDRky5AWpyuev+884cAu8Gpz1DkBzXuLAAbRYIfLfZH+tE8Y/CPOftyQAEwAMBZD7knO3AvgWL18k3tpvtfbIuTJwRBNVVVXg8/lQqVRoaGhAcXExNBoNUzhpbWE90LROTywWA2jiauZUfTjie24NoV6vh5OTExQKBerr63H27Fmo1WqUlpaCz+fDwsICPB4Pcrkc/fv3x759+9C5c2ckJiZCIBCAiDBz5kz07dsXbdu2xcGDB/Hjjz8CAFQqFaysrCCXy3Hv3j1oNBoMHz4cCQkJsLS0hEAggEAggFAoxDfffIPk5GQATQvqAwICcODAAdTU1CA+Ph45OTkvrZ/m9sEHH0AsFkOtVuPzzz/HO++8g2nTpmHbtm1YsGABunXrhoSEBLz33nuQSCT48ssvMXbsWBw5cgSTJ09GUVERHB0dcffuXXz99dfIzMzE3LlzUVpaCh6Ph/r6ejg5OWHevHkIDw+Hu7s76uvrERAQgOLiYnTs2BFLly6Fn58fACA0NBQBAQHYt28fevfujblz56KqqgpfffUVtm3bhvbt26Nnz574n//5H8ydOxdbt25FTk4O6uvrERMTg9raWvz6669szXFgYCB27dqF/Px8DBo0CLt27cJrr73W6rPIysrCV199hZUrV6KhoQFt27aF2WzGgwcP4OjoiPz8fHTq1AmVlZW4dOkSfH190dDQgMePHzPVIB6PB6FQCB6Ph7q6OlhZWcHR0RFWVlYoKSnBw4cP0bt3b0yePBmhoaEtxCM4M5vNyM/Px/3795Gbm8s+z58/j/v376Ourg4CgQCOjo4gIrzxxhtwdXWFs7MzZsyYgaysLLi6uuLGjRvYvXs3+vfvDwBMUIFTOSorK8PWrVvx6NEj6PV6ZGVloWvXri32c39z7Vsul0MsFqOsrAy1tbVszTARobGxEW3btoWzszOePXuGR48eoUePHsjMzMSNGzfw7NkzyOVyeHl5wWQy4datW0xgwsnJCfn5+airq4NCoUB5eTl7HgKBAEqlknFeCwQCiEQi8Hg8hISEwNvbG+Xl5bh+/Tpu3rzJyIMaGxthZWWFxsZG1NTUwGAwoLCwkHGEc2utufrixEC4vobjQADQguiluT1PAsOZVCqFQqFgnOklJSVwdXVl68858hyuDBxJjpubG/R6Pc6fP//S3/yzJgTQDkD6S/aHAEhDk6hDWSv7hwwZgl27dv1byvLvtL+cMF7uhIEm1aT3AJTjRRIOJQAjgAFoYsv6PfP19UVxcTEKCwsZUYFAIIBUKkVtbS3rAEQiEfh8Pmpra1nZXqVSwjlFgUAAd3d3eHp6oqamBlevXsWYMWOY1GBwcDDkcjlOnTqFOXPmgMfjobGxETdu3MDevXvZC9uxY0fcvHkT3bt3x3fffQcXFxfcv38f/fr1g0QiQW1tLQoKCpCbm4u8vDyIRCJGFODi4oLKykrk5eVBJpPBZDLBx8eHydE1NjayraKiAiUlJew+ZDIZI47nFHO4+mnuuLm/m28FBQWwsbGBVCpFY2Mj6xykUilcXFxgZWWFJ0+e4OHDh/Dy8oLBYMCZM2fA5/PRpk0bqNVqPHv2DA8fPmQEBra2tnB1dcWFCxcgEAjQtWtXBAQEsDKcOHECJSUlGDp0KK5cuYKTJ0/C398fPXv2xJIlS/DJJ59ALBbj+PHjOHnyJMLCwtCvXz8oFAqkp6fj+PHjuHnzJkJDQ5GUlIRvv/0W+fn5yMrKYuxTDg4OyMjIgIWFBfh8PuLi4hAUFISlS5diwoQJsLGxYQQhZWVlKC4uRlZWFh4+fMgYoZrLKLq5uSEiIgICgQBFRUXIyMjAgwcPWN1rtVq0a9cOXbp0Qdu2bWFnZ4fY2FgsW7YMa9euRVVVFSZNmoSkpCQolUoUFha2cLDNPx8+fAi1Wg1XV1e4uLiwz4MHD8LPzw+FhYXw9/fH3bt34enpiSlTprC2wMkKVldXo7a2FomJifjqq68gk8lafQfatWuHlStXQqlUYvjw4Yxk5Xmj34QsOKfcrVs3ODg4IDg4GM7Ozrh27Rp++ukn1NbWoqGhgRFPPE+00VxEQ6lUQiKRoLCwEEKhkIkwlJeXt3CGLi4uiIqKAhFh37596NSpE2pra3H79m04ODjg4cOHTEnt+d9sTb2o+fvf2NgIsVgMmUzGRB6476urq2E0GpnD5ghT/tu7fglakm9I0aSY9ONLjuf64xgAx1vZP2fOHMyfP//fWsZ/h/3lhPFyJzwVwDIALgAetLLfCsAzAAsBfMJdCy0ddXPjZqUA4O3tjdu3b0OtVqO6upop5DQ/ls/no7q6GhKJBCaTiTkhtVqNiooKeHh4oHPnzjCbzXj48CHS0tIgFAqZciE32PQAACAASURBVIpSqUSbNm2g1+vx66+/shGxjY0NUlJSoNVqcfDgQXzyySds38CBA1FUVISBAwdi/PjxaNu2Le7cuQOZTIbFixfjyJEjOHnyJNq2bYv4+Hg8fvwYubm5SE5Oxrhx45Ceno4RI0bAaDTCx8cHeXl5cHZ2xieffMLurby8HAsWLEBKSgri4+MhFAqZjq9IJMK2bdvw3nvvwWw2o6SkhA1OuO15Z37p0iVMnToVR48exa+//oqlS5fCbDYjKioKBw4cgJeXF+zs7HDixAn06tULaWlpKCkpQUNDA2QyGcrLy+Hg4AChUIgHDx6gS5cuKCwshNFohFKphFQqxdWrV+Hk5ITRo0czycgjR45g7NixrF6rqqrw97//HTdu3EBDQwNGjBjBOsLKykpkZGQgJycHbm5u8PDwAI/HQ0ZGBoqKilBXV4eGhgbGOMRptb6qzRIR04E1m80wm80tBi5/hFqQYw6rra2FTCaDjY0NG2Q0NDTgyZMnMBqNkMvlsLS0ZMxbJpMJNTU1EAqFkMlkbL9CoYBCoYCVlRWsrKyYKlPzwdM333yD2NhY7N+/HyNHjsSBAwcQGxsLT09PdkxpaSmWLl0KkUiEuLg4HDp0CBKJBMOHD0doaGiL6z1+/Bhz5szBjh07AAC9e/fG0aNHX4i6cH8TER4+fIhz585h4cKFcHFxQU5ODqysrNCuXTu4uLhg586d2Lp1KxvwFBUVYfTo0di0aRMOHToEpVIJnU6HiooKPHnypNW64pisuAHoP2t8Pp8NmLn6MpvNLdSReDweG7xzzpp7V3jNtL//jHEDWo7mkhtQ/L9USopG6w4WaGLaqkNTH9ya6fV6FBQU/K+U61+x//NO+FUShvvR5GRHvuRcA5rC1E4Aiv/Ab3EhO3d3d6Y3GxQUhNOnTyMwMBADBw7EsWPHcPToUcjlckYP9+jRI3Y+EUGlUmHmzJno0aMH2rRpw2QDO3bsCDc3N1y6dAmFhYU4fvw4zGYzCgoK8NVXX+HIkSMwm80IDQ3Fs2fPkJ2dzUJFnFSfvb09jEYjRo0axbiQb926BQDo1asXEhMTER8fD41GA7PZjEOHDmH48OHg8/mYNGkS1qxZgzt37qC0tBSRkZE4cuQIevXqhfv37wMAvvjiCyxevBgCgQADBgzAmjVrEBkZiaKiIsZ7DACnTp1CdHQ0489WKpUvfa7Tpk1DRUUFHjx4gOzsbHz22WcYNGgQ06qNjo7GuXPn4O/vj5ycHFRVVcHX1xdeXl4oKirC5MmTMXPmTLRr1w7Lli2Dq6sriAhDhgzBgQMHMGvWLKSkpKBv3754+PAhVqxYgdjYWBw6dAghISEAmmZYlZWVKCoqwrZt25gmbmxsLBwdHVFSUoKioiLk5eXh7t27bLatUqlgNBrh7u6OnJwcFgnR6/WwtbVFQkICli9fjqqqKuh0OvTr1w95eXk4fPgwm5HNnDkTO3bsgMlkQkBAADIzM5Gbm8s4jL28vFBeXo7c3Fym9VxUVIQzZ84gICAA4eHhUKvV+OKLL1BVVQWNRoP79++zlIilpSXatWsHGxsbGAwGRnWp1WohFotbHRi19h03UFmwYAFGjRqFPXv24O2338aSJUswYcIEFv0pLS3FoUOH4O3tjby8PCiVSiYXmJ+fD6FQCAcHB0a1+eTJE5jNZpa6KSgoaDET5KIr3Pbv6PJellb6I8aFjZvTO1paWkKtVsNsNqOmpgZGo7EFLSqAP+T8uDbByVFy57VGJdmcNrR5PT5/PZFIBIlEgsrKSqhUqha8z9zgnWu3v0d5+a/aq+RkBQCOAIh9xfn/je7u/7wTflUoegyALni5E7YDcBOAGi+f/XLWq1cvnD59ms1gPT09MXjwYFRWVuLdd9+FVquFXq9HYmIiwsPDcejQIXz99dfo1q0bhEIhUlNTWY7K3t6ezaSzs7NhZ2cHHx8fnD9/Hu+88w6uXbuGw4cPY9OmTXjjjTcAANeuXUNQUBDjiLaysoJOp8Pf//53jBs3DuXl5bhy5QouXLgABwcHFBYWsrxuTk4OxGIx4yJWKBRMoF0sFsPb2xsZGRn45JNP8NNPP8Hb2xvTpk3DxIkTMXDgQOzZswf29vY4fvw42rdvD51Oh/v37+PYsWMQCATw9PRE+/btkZqayp7X06dPERAQgP79++Pnn39GamoqAgMDX3iu9+7dQ7t27SCVSvHpp59izJgxyMvLw6lTp3Dq1CkcOHAAz549g62tLZ48eQK1Wo3o6GjY29ujf//+eO211+Dh4cG4sDk7duwY3nrrLSxZsgRz585FcXExZsyYgYMHD+Ly5cvw8/ODXq9HUVERiouLUVxcDKFQCK1Wy56Tn58frl27Bj6fj2HDhqFLly7MeT179gzLly/HqVOnIBQKUVBQAFdXV3h5eWHOnDnMMVpYWMDR0RGZmZnYvn07tm/fjoMHDzKNYS7nKJVKodPpUFhYCF9fX9ja2uLy5csoLi5G37594enpib179yI7OxtxcXHIz89HTk4OqqurIRQKmSAAp2E7YMAAJCUlYdGiRXjttddY6NRkMv1Ln8XFxXj69ClEIhHq6+vB5/NRVVUFoCkvaWFhAZPJBEtLS+h0OvD5fOTk5MDGxgbV1dXo2LEjnjx5gqysLKZFvG/fPgwcOBAajQYlJSX4+eefGb93aWkp7O3tWZrGx8cHXl5e4PF42LBhA2praxEbG4vly5fD19cXOp0OxcXFyM/PR3p6OpvFcs6Nq9vmTlgkEkEkEsFkMsHd3R3FxcWoqalBdXV1i7bKvUN/JEfK5/Oh0+lY+ofTk+aiESaTCdbW1jCbzXB0dERRURGePn3KBGg4XAcRscHQ/99MAOD5UscCOPaS4/kANuLl/TUApKWlITo6+t9Qun+f/Z93wgkJCTh48GCr+5YDuIGmim3NtACKfvsseckxGo0GAFBcXIx169bhiy++wKNHj1BWVgZLS0uIRCIYjUZkZGSguroaKSkpOHbsGN544w2o1Wp8+eWX8Pf3x+XLl8Hn8yEWi2FlZYUbN24AaFIjys3Nxa1btzBq1Ch069YNx48fh8lkQn19PWxsbBAXF4e6ujps27YNAHDw4EFUVVVh5MiRCAsLg4+PD7744gsW9n7zzTfx+eefw2Aw4O2338bBgwdZuBYAbt++jYCAACQkJMDGxgaFhYXYv38/7t69Czc3N1y8eBE2NjZ48uQJ62iJCGFhYZBKpTh//jw++ugjuLu7w2AwICEhAZMmTcKiRYvYoKioqAi+vr4oKirCzp07MXnyZMybNw8TJ04Ej8dDYWEhFi5ciC1btkAoFOLjjz/GxYsXcerUKTQ2NiI8PBzPnj3D9evXIRAIEBYWhilTpuDkyZNITk6G0WiERCIBn89HVFQU+Hw+iouLUVRUhIKCApSXl8PKygp2dnaoqqpCdXU1KisrodPpUFdXBx6PhyVLlsDPz485Vi4i8e6778LFxQVTp04FEWHXrl346KOP0L59eyxZsgSenp4wm82orq7GlClTsHnzZjQ2NkKtVmPZsmU4fPgwjEYj2rdvj2+++Qbl5eVshqHRaKBSqVBYWMiARM/nCrmwJCcyIRaLWZi7rq6OhYjr6upY/XD4BPqN9L+xsRHOzs7Iy8tDhw4doFarIRaLIZFI/qVPTgno4sWL+Pjjj2E0GvH9999j//79KC4uRmRkJJKSkjBjxgx2P+vXr8fGjRuRn5+PAwcOICgoCJcuXcLs2bNx5swZFh2qrq6Gm5sbC/+Hh4ejtraWRSFKSkrw7NkzmEwmyGQy1NbWQqlUspQE931VVRVTQ2rNuAGPo6Mj9Ho9Kisr8euvv2LEiBFwdnYGACxcuBA1NTWsHuRyOUwmE9zc3FBTU4OCggL06tULZWVluHjxInPyXIQE+IeCkUQigcFggFKpRHV1NXJycqBWq1FeXo66ujpWN1z+93l1K84sLS2h0WhYpODZs2dobGyEtbU1jEYjwwRUVFQwpbJ/t/MWCASwtrZGWVkZLCwsYGlpiZKSkj8c4rYHkPeSfXw0OW0pXi7ksHHjRowaNepPl/t/0/7PO+GXzYT90eR8N+DlTtgewC00zYhbU/jQaDQYOHAg7O3t0a9fP/Tt25c17rKyMhbaqa+vh4eHB0wmE9555x3weDysWLECHTp0wLx588Dj8TBixAgsW7YM/fv3Zzm558tuZ2eHQ4cOISYmhuVqBwwYgNzcXBZOAsBmPpySi1wuh7u7O8sFb9y4EXfu3IHJZIKzszMiIiLwww8/QCKRoKGhAStXrnyhITc0NCA0NBSjR4/G+vXrMWzYMOzevRvXr1/HuHHjcPjwYfTs2RNbtmzB0KFDIRKJUFBQgKdPn+LXX3+FXC5ncmsGgwHW1tY4ffo03nvvPRgMBpjNZqxbtw6Ojo7QarU4fPgwNBoNCgsLIRKJ0LZtW9ZR1dbW4syZM3j69Cnr3DjwGJ/PR35+Pnvp7ezs4OHhgd69e7MQ5sKFCxETE4PY2FiYTCYkJyejY8eOePz4MdLS0uDh4QG9Xo8rV64gPj6eAdC4Gd+5c+dgY2PT4vuamho8e/aM5f652RSHQn5+diSRSJjUnKOjI2pqalBaWora2lrmMJt3kM1nZkKhEFFRURgyZAgmTZqE06dPQyqV4ubNm5g6dSo6dOiAIUOGYOPGjbh58ybGjRuH8ePHw97eHo2NjUhLS8OSJUtw4sQJ8Pl8HD16FNHR0a2qGP1Zi4uLw7BhwzBlyhQUFBRgzpw5kMvlGDt2LKKjo9G9e3eMHj0aeXl5ePz4MR49eoSbN2/ihx9+YECp5qHQ5s+AC8FyIVWpVMqcP6fgxJ3DOUJuBYBAIGArD/h8PlxdXdGxY0c2QO/SpQuePHmCiRMn4u2332a/mZGRgejoaBw4cABdunRh3ycmJmL37t0MeMapZzUP13K/rdVqIZFIGLCOm1Vzddz8fjmgHYAXQusvy/0qFAqYzWZ06dIFSqUSZ86cQVlZGbRaLYqK/j/2vjy8xmtt/957Z+/sKXvvZCfZmedRZBBiTogmETNBjA1V1HRMxSmqRRtTOShtqaIx1Fyl1FRV1ZoJCUEiipQMhpAQMsj9+yN915cozjm/73zfOdf1dV3Xe5E9ve+73rXWs577uZ/7uQOFQoGJEydi1qxZaN26NRo3boxff/0VPXv2xIwZM5CZmSnGq5ubG5ydnUX505MnT0Kj0Qime3l5OSwWC2QyGQoLC//l8G80gCMveU8ywm0AHHrJZ/4TSxr+aYRfAUdPQ0194BdHjGsMdUMAaS95v3nz5jh//jwsFguePn2K+/fv4/vvv8fOnTtBEvv27UNGRgYUCgWCgoJEOk5ERIQwwgBw+PBhvPvuuzhy5Ai++OILDBky5IU7OpPJhPHjx+PGjRvo1KmTYAI6Ojri4MGDwvuRFqVp06bh5s2bWL58ORwcHJCfnw8vLy+UlJQgMjIS5eXlOHfuHGQyGR4/foxjx46hrKwMycnJOHXqFNzd3eucPysrC82bN4e9vT0KCgqwYsUKVFRUYO3atejevTsmTZqE9957D/379xcG69ixYxgxYgT++te/wmAwiDJ4t2/fxvHjx+Hi4oKSkhKUlZW9Mi1LIqRJNYSfPXsGrVYLjUYDknjy5AmePn0q6sZK8SvJ6/P19YXRaMSNGzdgZWWFyMhIaDQaqFQqbN++HXFxcTh48CCSk5ORnZ2NixcvIjIyEmfPnsWYMWMQFBQkFvyBAweKUnxSulheXh6uX7+OzMxMbNu2DXfu3IFcLkdAQACKiopQUlIiUlQklq1Go8GdO3dgsVhQXl6OBw8eiLQVKRWkbdu2mDBhAqKjo7F06VJMmjRJQLGSJ5WbmwtPT0/cvn0bXl5eqKqqQlRUFEaPHo0ePXqIa3y+LViwAFOnToVWq4WNjQ0GDRqEgQMHwtPTU7DbpePRo0d1/q59lJSU4N69e7h79y4OHjwIOzs7lJaWQq1Wo6Sk5IVekDQvpedlbW2NsrIyyOVyxMfHo379+nBwcMDMmTMxbdo0ZGZmYseOHXBxcYG3tzf2798vahq7u7vDy8sLHh4e0Gg0ePToEa5evYpjx47BxsYGAQEBuHv3LvLy8tC5c2e4u7tjy5YtsLe3h7+/P9LT07FixQocPnwYK1euxIQJE/Dw4UPk5eVhw4YN8PHxAUncvXtXoBYvW1YlwyrFWqU4tXSv0r2rVCqBYAA1aVkSbC+Xy2FrawtfX1/xnfr16+O7775DUVGRSIV69OiRgOhJIjY2Fm5ubti6dStCQ0ORmZkJpVKJuLg41K9fH0+ePMGSJUsQFBSE3NxcPH78GOXl5fD390dxcTF69+6NZcuWQafTCYSFJBwcHJCbm4tnz55h586dKC8vx1//+leUlZWhoKAAFosFLi4uohZx7RSq2izzf6SNB/C3l7wnGWFnAAW/v/Z8CcSDBw++NLXv39X+zxvhV8HRq1ET630ZeNEONTHhFzGnAUCn00Gn0+Gbb77B4cOHce3aNcyYMQPh4eGoqKiAnZ0dZDIZ8vPzodPpEB4ejpCQEOzfvx/V1dV44403kJKSgjNnzmD58uXYtWuXSEVSqVS4fv06nJycxPlUKhVcXFwEvOjl5YULFy7AYDDg9u3bgnihVCqxa9cuGI1GzJw5E3q9HseOHUOfPn2g1+uxZcsWAXdLNUafPXsGnU4HNzc3PHr0CA8fPkTjxo1hZWUlDMT169dRUlIi4mh6vR6VlZUiTgWgDkO1urpaTEClUgmNRiNScaqqqlBcXAyZTAaNRoPKykqYTCa0a9cOALBt2zY0atQIly9fxrBhw1BWVoaMjAwcPHgQMpkMoaGhqKioEClhJGFvbw8/Pz84OTnBwcEB27dvR1JSElauXAmdTgc/Pz+Ul5fjxIkTIhXmxo0baNy4MYxGI6ZNm4bXX38dAPDjjz9i4MCBCAoKwpkzZ7BlyxY0adIEp0+fRnx8PMaNG4esrCxkZWXht99+g7OzM+zt7ZGfn4+7d+/Czc0Nt2/fFnFDhUIhCrDPnj0bt2/fxooVK/DgwQOQFLHBkJAQzJ8/HwkJCbh37x7WrFmDFStWgCQGDx4MV1dXjB49GsOGDcPq1atx69YtyOVyuLm54f79+2JjMXnyZNSrV++lhrO0tBS//PILKisr8eDBAzx+/BhKpRKPHj0S3pZOp4NGoxHGQvKUpXEmITZlZWVQqVTQ6XTCE3FxcYGbm5tg9Eu/Wb9+fTRs2BCRkZGIiIiAq6srCgsLcePGDaxevRqHDx+GwWCAvb09cnJy8OTJEwQFBcHT0xMuLi7IyclBeno61Go15s2bB7VajV9++QWnTp3ChQsXoNfr4enpiaqqKty8eVOwjNVqtSBDSYQvKdYrpboplUo8ePBAGM/aZCeJoFRdXS3YzJWVlaiuroZWq0VERATKy8tx9uxZ4ZlKOcBSPrGUOqRQKODv74/w8HAEBAQgICAAZ86cwY8//oijR4/i/v37+O6777Bjxw7s379fpDK6u7tj/vz56N69u4DBjx8/jg4dOmDUqFFIS0vD7du3YWdnh/v374vrbd26NY4dO4bWrVtjz549wkB6enpi1apVuHbtGkaMGCHi9Z07d8a+fftQVlYGLy8vxMXFYeXKlUhMTBTx9MePHyM5ORl2dnaYM2cO2rZti4kTJ6Jjx46orKzE0KFDsXnzZuh0OhQWFtZZI17VXgVHywBUAwgAkPOSz5w4cUKQKf9T2v95I/z3hDq+ATAbL049WoMa8tbLaBb29vYYMWIEhg4diubNm8PT0xPp6emoqKjAokWLMG7cOBGDMhgMeP/99wEAT548EYXTs7KyhIBHXFwcKisrsXPnTmFMQ0JCUFlZidu3b+POnTvi3LUZlVJBcymlQaVSISAgAHK5HFlZWfDz80N+fj4cHBxw8+ZNuLq6ChGDYcOGIT09HdeuXUNRURHCwsJw//59kYcqwVTS4iP9q1Qq4ejoiAYNGuD8+fMoKChATEwMKioqMGXKFNjb28PBwQEpKSnIzMxEQkICLl26hKtXryIqKgpNmzbF/PnzUa9ePVhbW2POnDmIjY0V95ebm4vmzZvDbDZj/fr1mDZtGn7++We4uLjg2LFj0Ol0+PTTT/HBBx+gf//+GDt2rMhvLioqQmFhIXbv3o2srCyUlpZCo9Hg1q2a6W1lZQUnJyc4Ojqiuroaly9fRkBAAAYMGABHR0eYTCY8fvwYeXl5WL16Na5evSqKqxuNRjx69AgeHh4oKyvDvXv3YGNjAycnJ+Tl5cHJyQlDhw5FSEgIvLy8kJqaik2bNsHFxQV5eXlo0qQJqqqqcO7cOeHNVlVVwd7eHq6urmjSpAlatWr1B0/z6tWryMzMxG+//QatVluHyfr8eFcqlTAajQgJCYGNjQ30er2Ij0vPsqqqCnv37oWPjw/0ej0uXbqEoqIiGAwGPHjwAACEFxQQECBS4RwdHeHg4CD+lRb8rKwspKWlITMzE4WFhTCbzQgODsYvv/yCBg0aCHREQgxu3LiB69evQyaTwdnZGY6OjjAajTh69ChKS0vRrVs3nDx5Era2tjCZTEKIQ9owSJs76X6lFCUAKC8v/wP8r9PpYDAYcOfOHdSvX1/kE0tefGVlJXx9faFUKlFaWgqDwQA3NzesXLkSJpMJCxcuxOzZsyGTyQS0bG1tLWBlFxcXVFZWivgnSZElcfLkSVhbW2PIkCFITEzEwYMHsXHjRtjZ2aFfv34IDg7G4MGDcfz4cXh7e+Phw4eYP38+Fi9eLIh1TZo0wa+//gqlUomOHTuiY8eOaNWqFWbPno2ioiK0adMGI0eOxIoVK7B582asW7cOMTExOH36NDw9PXHp0iWx4ZU2hnq9HuXl5dDr9dBoNGjevDmOHj2Kx48fIy4uDtu2bRNQtFKpFDFeDw8PDBgwAN9++y2OHDmCx48fi/Sg51Pv/tmc5VfB0UANR2c0agSUXtSuXLmCgICAf+hc/1vtTyP8Cjh6JWrgj0f4I0vPFTVUeQ8Aea/4fUmAoqqqCmazGSqVCiUlJSgvL4dcLkdUVBTu3buHgoICaLVadOrUCTqdTkCbcrkcO3bsQE5ODkiiZcuWyMzMROPGjbFv3z4BFUuwTqdOnbB06VKYTCahCBQUFISFCxfijTfegJ2dHaysrKDX62EymaBSqXDmTI0Gja+vL8xmMx49eoRLly6hoqICWq0WarVaxHuioqIQFhYGuVyOTz/9VOTjNm3aFCUlJbh+/TrOnz+P3NxcKBQKNG7cGOnp6ZDJZPj000/xl7/8BampqcjIyMBPP/2EnJwcaDQajBw5EklJSWjYsCEyMjIwceJEHD58GFu2bEFSUtIfnlN1dTVcXV3h6OiICxcuICAgAHZ2dtizZw/OnDmD0aNHw2Kx4OOPP0a9evVe+GwePXoET09PdO3aFRs3bsTu3buhVCrx1ltvwWQyYfjw4ZgxYwby8vIQHByM27dvo7i4WBjcF4knSOpCzZo1E+k8ly9fxv79+9GuXTuEhoYK6LaoqAi7d+8WRK8XTUWlUgkXFxchQKJQKAS7u3ZernQ8ePAAaWlpOH36NKqrq2E0GtGnTx84Ojriiy++QEFBgYB/pZxgSTClthF1cHDAxo0b8c4778DHxwcODg44f/485s+fj6VLl6J37964ceMG0tLSsHr1ahiNRvTr1w9hYWG4du0azp07hzNnzuDixYswGo0wm83Iz88X49Xa2roOs1sykNIGQPIyJeU2aXMgxYSl/pLie5LYjYODAzw8PADUkPtKSkrg5eWFwYMH48KFC1i7di3kcjmKi4vh7u4Of39/lJeXIzc3V3jCLVq0QLNmzYQXGhAQgKFDh6Jhw4YYN24czGYzfH19ERcXh/379+PSpUt1VKskIwtA5PR269YNe/bswQcffICYmBh88MEHuH79Ou7cuYOZM2ciIiICf/3rX3H9+nXMmjUL3bp1w5EjR7Bq1SqsX78ewcHB6NevH9LT07Fjxw4AQPfu3cUmLi8vD0uXLkVmZiZ27dqFXbt2ISsrCxUVFUhKSsK+ffuwb98+RERE4KeffkKbNm1En+r1evTr1w9r1qyBSqXCo0ePIJfLodFoMGPGDCxbtgz5+fkoLS0VOfFSvvjzTeJeFBcXi3F07tw5VFdXi1AKULPuSmx+iTT4opaIGjY0UQM3TwLwFYCbL/w08D6AcgBzXvL+7t270b59+5e8++9pfxrhlxjhFAAzUSPU8cLvoSbusBzAe6/47bCwMFgsFkRGRsLPz08wZ8vLy7F8+XK89tprWL16NX744QdUV1fjzp072LFjh2DaAsDs2bNRXFyMmJgY/O1vf8OPP/4IAAKa9vHxwTvvvIPBgwdjwoQJkMlkgumbnp6O4uJiEU+ytrZGRUUFTCYTiouLYWVlBYPBgL/+9a9wc3MTuZ+dO3dGSEgIhgwZgsePH+Py5csICgrCkSNHEBYWhoULF6J169Y4dOgQjh079ofd5bx58zBjxgzIZDKEhITg0qVLePz4sfDMPT094eXlhczMTKEg5ODggPfffx8///wzpkyZgvHjx78Upvroo4/w7rvvomPHjiKdZNy4cbh27RpOnTqFv/3tb+jWrdtLny9JlJeXY9SoUdi0aRMUCgUSExORnZ2NW7du4d69e3ViVRqNBhqNBlqtFtbW1oIAJKWPPHr0SCy8EgOUJEpKSlBVVVUnlivlVUoGxcXFRRC3pMW8WbNmqK6uxsyZM5GQkCCgzNatW0OtViM8PBwxMTGoqqpCUVERrly5gsuXL+PBgwcCBdHpdHj48CHkcjlcXFzQqFEj6HQ6rF+/XhDCqqurERMTg9TUVDRt2lT01+XLl5GYmIgTJ07g9u3b+O2331BQUICzZ89i3bp1Ir5aUFCA4uJiPH369B9muErwMwAYjUYEBQXBZDLBzs4OZrNZeNL29vYwGAwwcl5IXwAAIABJREFUGAywsrLC1atXkZGRgbS0NNy4cQNqtRq9e/dGixYt0KJFCwQGBgo0Zu/evRg5ciSGDBmCxYsXo6ioSJzf3t4excXFGDp0KEJDQxEQECAEXaZNm4Znz55hzpyaZfzBgwe4cOEC9uzZg48++ggqlUrMJSm+K8VoS0tL0bJlS9SvXx/p6emwsrLC6NGjcfr0aWzcuBHt27fHxx9/LH5XCgfs2LFDxCkPHDiASZMmQa1WY+7cuViwYAFUKhWysrKEPGZAQACmTJmCXr16Qa1WIzc3Fy1atMCtW7fqyIdu2LAB48aNQ3FxMRQKhUBwZDKZYP8/efJEIAAA4O7uLjx2KW8bgIgxJyYmwmg0YsOGGl9TUrPTarV1eBvPEwel5zJkyBD06dNHZGxIv/GPmiF3AL0AzH/J+11Qk0v8ye9/O6Fmje7y+99ff/21kD/9j2n8P94cHR1fKAZuBJj1dwTFfwV4F6DqJe8bDAY+fvyYBoOB7u7ubN26NfV6PXfu3MnAwEBRHejgwYOMjo5mXl4eExMTGRUVxbVr13LBggXs3bs37e3tRYUaGxubOqLtQE2ZNKnO6bhx4zhr1ix+/vnn3Lx5M21tbanVaunh4cGEhAT26tWLAGhra8vExEQqFAoOHjy4To3YxYsXs0+fPvzxxx/p6+vLBQsWcMSIEZwzZw5lMhmTkpKYnZ1NsqZwQmhoKB8/fsyKigqeOHGC8+fPF0Ux5HI5Bw4cyFmzZtHW1panTp2i2Wzmnj17mJycLAT7pUo6Tk5O7N69O999913KZDKeO3eOZWVlJGvqAp89e5YJCQnU6/Vs27YtY2NjWa9ePbZp00aURRwxYgRHjhzJlJQUduvWjbGxsQwLC6ObmxttbGxeKGYv9aPBYKCHhwcbNGggxO9NJhOHDx/OtLQ0fv311zxw4ACPHz/Oixcv8ubNmywuLmZlZSWrq6tFbdYmTZrQw8ODgwYN4ooVK9i7d2/a2dkxKCiIgwYN4kcffcTGjRuLcorS+WXP1dOVatHKfi8fqFAo6OrqKir2uLu702Kx0NnZmWPGjGF6ejofPnzI8vJyFhYWsk2bNrS2tmanTp1EKUK1Wk0bGxtRBKB2GT2puMDzfVP7Op5/Xa/X083NjY0bN2bnzp0ZHx9Pb29vOjg4cOTIkTx16hRv3rxJk8lEHx8fxsXFsXPnzkxKSuL69etfOC9v3brFzZs3c8yYMWzUqBG1Wi2bNWvGCRMmcPPmzbSysmJ4eDiPHTvGtLQ0Tp06lT179mR4eDi1Wm2dAgLW1taMjY1lq1at6O7uzrlz5zIgIKDO+Z4+fcrTp09zzJgx1Ov1DAoKEoUaalcRAsAWLVqIgg7Jycl0cXFhv379ePPmTZLkxIkTOW3aNOr1epaUlPD777+nXC7nnj17xLliY2M5cuRIHjhwgBaLhfPmzRPrwbNnz5iWlibOb2VlRScnJ3722WcsKCjgypUrRd3nQYMG8eDBg2zQoAEPHDjA/Px8njt3jnv27KGHh4co+ajT6V5YoUl67uHh4fTy8hKlEq2tralUKhkREUGlUsmFCxcyPDyc7du3/0NVNS8vL1EfuV69eqIKm3QulUpFo9FYp8KUdCiVSlHT+FVrrXS0AtjhFe9HAVxbq+BDCv6rspJcLuejR4/+hdbjX9P+9IRfAUdvBdAD/yWD9nxHFQJYghrZyhc1W1tbADVQ2ejRo1FcXCy8XK1WK3aghYWFKC0tFTv/wsJCkacoidu7uLiIFJegoCA0aNAA06dPh7e3N7p164bPPvsMJDFjxgwMGDAAHh4e+OKLLzB69GgolUr4+voiKysLiYmJ2LdvH6ytrfHuu+9i//79ePLkCYxGI9auXQuTyYSQkBAsW7YMMTExiI2NxdOnTwXzubKyEr169cKQIUPw5MkTHD9+HGPHjsWdO3fw6NEjeHl5ITo6GgUFBcjJycGFCxfw1VdfITQ0FCNGjEB4eDiOHj2K0NBQnD17FhUVFbh8+TLq16+PwMBAFBcX486dO7h//z5u3br1QqhKrVajsrISWq1WyPPZ2toiODgYubm5yM/Ph5OTE548eSKgf2lnbjAY4OLigqCgIDx58gS//vorvLy8UFBQgMmTJ6NXr16orq5Ghw4d4OzsjMOHD+PTTz/FqFGjEBoaikWLFgm4s3arqqrCvXv3EBUVBbPZjHPnzkEul8PKygqurq4wmUywsrLCw4cPhSQma3nOXl5eSExMxNmzZ6FWq9G6dWvMmzcPFosF9+/fR2hoKKysrJCZmYny8nJUVlbWkS38R5oU+y0pKRH5wZI4ha2tLZ4+fVrHo5eatbU1HB0d4e3tjbCwMDRv3hzh4eFITU3FlStXsGPHDri6uv7hfJmZmVi9ejXWrVsHR0dHVFZWIi8vD9HR0di5cydCQkKwc+dOBAYG4uLFi/jll1/EUVpaiubNm6Nx48Zwd3cXRMTs7GxcuHABp0+fBlDDCg4LC0NAQABcXFxw+vRpfPPNN7hz5w7UajWmT5+OiRMninl+6NAh9O7dG2VlZWjUqBHy8/Nx69Yt4d2q1WpUVFTA0dERjx8/ho2NDTp06IBGjRrhnXfeQVVVFVq1aoVDhw5Bo9HA29sbixcvRtOmTcV9x8TEID4+HocOHcK+ffvQsGFDtG7dGj///DNOnDiB/v37o7q6Ghs3boRCocDNmzfRvXt3eHl54eOPP8aaNWswa9YslJSUwMHBAeXl5YiPj0dycjKqqqpQUFCAwsJCXLt2DRkZGbh586aA421sbATJrKKiAn5+fvDy8kJ6erpI2bp69SqaNGmCEydOiDSpxo0b49GjR0InXYKjy8vLxfyRPiuhKz4+Pjh69CgmTpyIb775RpAwDQYDYmJi8O2334o85+fHau2CEZIX/aL2CDVFG3IBRABIB9AUwImXjPFWAJYCiAVQBaAU/xVKTE1NxZQpU17yzX9f+9MIv8IIzwcw4RXfPYWaB/6yFCXgv6C3mJgYoTCVnp6Ozz//HJ6entDr9bhw4YIwnFVVVUhMTERWVhb0ej3GjRuHlJQUKBQKzJ8/H71798bnn3+O8+fPY9myZfjkk0+wa9cuHD58GJWVlWjWrBkuXryIhg0b4scffxSsYhcXFwwfPhzDhw+HSqWCr68vSktLsXfvXtSrVw8TJ07Erl27MHbsWCxevBjbt2/Hvn37MH/+fBQVFaFhw4bo1asX9uzZg5MnT0Kv1+POnTswGAzQ6/UoKCiA2WyGWq3GvXv3BEta6l9/f38ANWzj8PBwnDt3Dk+fPkVAQAByc3Mxe/ZsmM1mEdvU6/WIjo5Gbm4ujh8/jkmTJsHGxgY+Pj64cuUKcnNz6/SzRAzh74QaoKZYQadOndCsWTOEhobCz89PpHwcOHAAKSkpOHnyJC5evIjBgwejbdu2WLlyJT788EPs27cPPXr0wP79+zFp0iTcunULX331FX744QdERETA2dkZ9+7dQ1FREQoKCoTYgZR+4uDggAcPHqCqqgohISFwdnZGRUUFbt26hV9//VXAdhLruXbBitpN0j2WjKbEunV3d0dwcDA8PDygVCpx6tQpXLp0CfHx8YiPj4dCoUBRURH279+P7OxsKJVK3L59G0ql8oWxvNpa1DqdDsXFxdDpdFAqlUhJScEbb7yBiIiIOt8hiXnz5mHJkiX4+uuvX8o6raioQM+ePbFv3z5UVFSgf//+CA0NxZQpU9CmTRucOHECdnZ28PPzE7ncRUVFyMnJQUFBAXx8fOrEZzMyMlBQUICLFy9CoVBgxowZWLJkCY4cOQK5XI6kpCS8//77GD9+vHge0m9Ji73EDPbx8UGvXr2g0+lw9uxZHDhwAGq1GmFhYVi0aBGCgoKQl5eHZs2aYcyYMZg9e7bQ9q6oqEB+fn6dohKVlZWwtbVFcnIygoODIZPJcODAAezZswetWrUS592yZQsePHiAgoICFBQUIDMzE59++qmIz8tkMiHOodFoYGVlhZKSEgQEBCAmJgaenp5CRrS8vBzr16/Htm3bRIWosrIyuLu7o6SkBDKZDGVlZejcuTN8fX2xdOlSwf6W1iRJB1yKZ4eHh0OhUODMmTNiI+zo6Ii7d+9CoVDAYrEgNDQUP/30EyorK2FnZ4fCwkK0bt0aly5dQkFBgeiT2rFg6d6sra1FwYmioiLBZ3i+PUQN0SoNNYV0FgH4+Pf/AzVx4tpBkDEAJgLohprMlSrUGPGpajU6/w9Lav5/t3+D9/0f1V4GRwPgT/8AHP3VPwChWFtb8/jx4wwNDeWQIUPYq1cvfvzxx0xMTKRer2erVq1oNBq5d+9eAUkdOHBA1LgNDw/ntm3bxDV//fXX7NKlC589e8bCwkIaDAYGBQUxKCiIZrOZcXFxojaoQqFgZGQkjUYju3btytjYWAEVGY1G+vr60tHRsQ4EKhWRV6vVdHd3F4XWJfhTqVSyT58+XLp0KTdu3Mjdu3dzzZo1NJlMXLFiBe3t7fnDDz+wurqamZmZVKlUnDdvHquqqgRMKdU7ffbsGWUyGfPy8vjLL79w3bp1/PDDD/nmm28SgKi3ajAY6O/vLwqgS/fg7e3NmJgYdujQge3atWOLFi3o7u5OtVpNrVZLZ2dnTpw4kV999RV/+uknnjt3jps2baLJZOLYsWM5efJkpqSkUK1W08rKig4ODqI+qpWVFTUajYB7nZ2daTabBaz2ItgWtSC22q9JBewB0GQyUafT0c7Ojm5ubkxOTuaaNWu4f/9+nj17ln5+fuzbty+nTJnChw8f8uOPPxY1nQ0GA62srJiVlcV79+7x7Nmz3L59OxcuXMiUlBS6urqK69ZoNHR3d6fJZGJiYiJDQ0NpZWUloFqTycTQ0FD27NmTjRo1Es9cunaDwSD6WaFQUKvVsn79+nz99dc5depUfvzxx9y0aRNTU1Npa2vL5cuXi/Fbu+Xl5dFkMlGhUNDR0VH0hTQGVSoVPTw8GBcXxxEjRnDRokX87rvvmJuby8rKyj/8XlRUFBcsWMAuXbqI8WptbU1PT086OztTpVKJZ2htbc2GDRtywIABXLZsGa9du8aIiAh+8803nDNnDt3c3CiTyRgaGsply5YxPz+fBw8eZMOGDUmSDx48YP369dmuXTtqtVrqdDoaDAYeOHCA7dq14xdffCGuq6ysjN9++60Y42PGjKFGo2GfPn3YrVs3Ojk5ievVarX09fVlWFgYLRaLgJ2lOs/R0dG8ceMGnzx5In7/xo0bHDBgAB0dHfnee+/xgw8+YEREBJ2cnDh69GgGBQVx4cKFdeoCS3PWz89PhB6USiWbNGkiQlgTJ07kvXv3xD0oFApGRUX9oWY0ABE+kmB6CYaW3pfWEFdXV/r5+YnXdTodHR0dKZPJRBjEx8eHMpmMSqXypVD5I4B8weH8krW26CWfp073rzEY/wPtT0/4FZ7wUdQE9n1QU6Hjef5eBwCrUAN9ZOHVzdvbW+Ql2tjYoE2bNmjatClCQkJAEhMmTECnTp1QVlaGPXv2oLi4WDBNi4qKEBgYKPI0Jfk9oAbKkVS4JPKD5FHZ2dmhW7duyM7OxpEjR+Dm5iZk7rKzs/HOO+/gjTfeEJ7nt99+i/79+4Ok2H1HR0ejqKgIly9fFgxuqXZvampqnXv88ssvMWzYMMyYMaOO7GBUVBQuXLggdu0ymQwmk0mISOTk5MDR0RGenp5CLzknJwfZ2dlCAcvX1xcajQbp6ekgiUWLFqFp06bIz8/Hb7/9htu3b4v0o3v37uH+/fu4d+8eiouLX1nBRiKW8HdYG6iByoAaD05ikktkrPLycpSUlAhPyMPDAxaLBdnZ2Wjfvj1u3ryJL774QtRUTktLw4gRI1BeXg5ra2usWLECCQkJcHZ2xpw5c7Bq1SpcuHBBqCABNbDZp59+isDAQJw5cwYhISGIiIiATCbDtWvXcPDgQVRWVkKlUsHf3x8+Pj7w8vISRQ1ycnLw3XffCUWoiooKxMXFISIiAk+ePMGGDRug1WoxcuRI/PDDD9izZ4+43507d2LmzJnIzMyE0WjEpEmTYGVlhcWLF0OtVkOj0SA3Nxfe3t7w9vaGWq3GnTt3kJeXh5s3azirRqNRnFfKMZeau7s7QkNDUV5ejuLiYri5ueHw4cOIjY3FoEGD0K5duzp9UV1djby8PGRnZ+PHH3/E1q1bkZ2d/YfnaGtrCz8/P4SHh6Nly5aiKMibb76JjIwMkERGRga2bt2K1NRU2NraomPHjujSpQssFgveeecdIVYRFRUFJycnnDx5EgMHDkRmZiYePXqEyMhI9OjRAydOnMAvv/yCgIAAnD59Gq6urigqKsKTJ09EGUOpZreXlxeSk5Nx+fJlbN26FY0bN4arqysSExPx7rvvIjs7G2q1Gm+//TZGjx6NFStWIC0tDSUlJejbty8+/PBDQba6efMmNm/ejNWrVyMnJwcqlQqvvfYa/P39cezYMZw4caJO3n3Xrl3F8zpz5ozIQdbpdAgLCxOEvPz8fNjb2wMA0tPT0bhxY1FRbd26dX8gWT3fLBYLfH19cfToUQCAm5sb5HI5bt68CblcjrVr1yIjIwNz584VBUFKS0tFgRFJiOVF87QSNXWEn29+qIGoazctgPUAur7oIjUa4CWQ97+9/fvs/39Gwys82L0Aj/wdL/cUwPa1vd5/wDNWKBSUyWTU6XR0cXFheHg4zWYzjUYjDQYDO3fuzDlz5nDZsmVMS0sT3vDRo0d5+fJlHjt2jO7u7nz27Bn37dtHlUpFAHR2duacOXPEDnf37t0kyQsXLtDf35+zZs0SnpRKpWLr1q25dOlSdurUSXjCdnZ2TE1NZUxMDJs3b87bt2/zww8/pLu7O9PS0kiSGRkZdHNzY1VVlejH+/fvs0uXLnRycmJoaChHjhzJDh060Nvbuw5BIyEhgVqtlq6urlQqlWzUqJEgVEkEMysrK6rVagI1RK3aZLTnD7lcTqVSKbx3rVZLjUYjvCErKytqtVrK5XJaLBaazWY6OTkxISGBsbGxbNSoEX18fKjRaAiAer2eycnJnDx5Mq2srDhgwAAGBwfT3t6effv25dq1a1lYWEiSPH36NB0cHGhtbc0FCxZw2rRpnDp1Kp89e8Zly5bRwcGBCoWCSUlJHDhwIAMCAuju7s7AwEDa29szPDycM2fO5FdffcVZs2ZxyJAhghAm9Vf9+vWZlJTEcePGcdGiRfzmm284cuRI9u7dm23btqXBYGDLli0FecnPz489e/ZkamoqP/roI0ZGRlKhUHDz5s2CfLd+/XpqNBq+/fbbgjxUu3322Wfs0aMH+/XrJ0hzb7/9NlevXs3IyEj6+/uza9euDAwMpF6vp7e3N11cXMQ4lJ5bo0aNGBQURIPBQL1eTxcXF8bFxTE0NJQajYZyuZxms5lBQUH08/MTXrGbmxv9/f2F1ywR1lDLKzebzRw5ciQ3bNhArVbLt9566w9zu6SkhNbW1hwxYgQ9PT3p4+PDXr160d/fn7du3WJGRgb379/PNWvWcO7cuWzfvj01Go0Yc7U9M19fXyYmJnLgwIGcOHEiXVxcOGbMGPr4+HD58uW8f/8+q6urmZKSwp49e7Jt27YMCAjg06dP+d1339FisfDs2bNMTU2lTCajSqWip6cnV69ezfLycpLkL7/8QovFwhs3brCwsJDR0dEMDw9nUlISXV1dqVKpaDabqVaraWdnRy8vL1pbW4vrVCgU1Gg07NmzJ5csWUKyxpNPSkoSfSsRr/r3788tW7YQAPPz85mbm8s+ffrQyclJeMy2trYvJTHWnnvSs5fJZIyPjxcoR7169ZiQkECz2UyghtA2YMAA6vV6KhQKsQ5Kv+fs7FyH9OUAsPolnq3uJdf01ss8Yb3+X2w5/nXt/7wnDLzcG94OIAyA7yu++ytqhD0Ov+IzarUa9vb2sLGxwdSpU9GvXz88fPgQZ8+exdatW+vIGDZr1gxRUVFo1KgRGjVqBF9fX3HY2Nhg8+bNIsUoOjoap0+fRlBQEFxdXXH06FFRLq5Zs2a4fPkyfvzxR5w7dw4bNmxAdnY26tevj23bttXJa5TJZOjbty9++uknfPXVV6JG8Ycffojly5ejTZs2ePDgAc6cOYNRo0bh5s2b2LBhAxwcHPDkyRNRm5e/q1I9ePBAEFwkz/dl0oQvGn6166dKTaFQCEKbnZ0dWrZsCXt7e5hMJphMJiHaUPuQ6tkCEISg4uJiZGZm/oFcNWHCBKxYsUKoS12+fFnkUJaXlyMwMBBBQUGiCs+VK1ewdOlSzJ49G02aNMGIESOQlZWFJk2a4Pjx4ygtLUW7du0wbNgw3Lt3D9evX8fXX3+N7OxsIVagUCjQsGFDODs7o7i4GBcuXICDgwOSk5ORmpqK7du3o3PnzigqKkJ6ejrOnTuHc+fO4ejRo8jLy0ODBg3g5uaGrKwsPHv2DPPnz0dSUlKd+5LqBDdo0ADV1dVITU1FYmIihg0bJurljhs3Dj169BDfGTRoEBo1aoQuXbrgwoUL+Oijj3D48GE8e/ZMiC3U9o5sbGxQWVkJi8WCwYMHIzs7G2fPnkViYiJ2796Nnj17YtOmTRg2bBhiY2Nx5coVjB07FmFhYYLAV1VVBY1Gg6qqqj8UIJBSuqTXvLy8EB4eDovFAovFIvJk33//ffj6+uLUqVM4cuQIzp07h4qKCpHn/PjxY1y7dg2lpaWws7ODk5OTiKtK/zcajdi5cyd2794NABg1ahQWL178B93sAwcOYPjw4Zg8eTI2bdqE/ftrSs0HBgYK+dUNGzbAxsYG7du3R0JCghDZsVgssLe3x6lTp/DgwQPk5OTg7NmzosjHw4cPceXKFaG4JQn19OnTB2q1GqdPn8aWLVuERKa3tzeuXLmC4OBgVFVVIS8vD3l5edi4cSMmTJiA6upqjBgxAra2trh69Srmzp2LTZs2Yf369Th58iR8fHxw9+5ddOzYEUePHhVlR1/WJAGZyMhInD9/XsTdpefj5OSEuLg4bNy4EWq1WsjC3r59G+3atcOePXsQGxuLbdu2id90cXFBYWEhIiIihG7BDNRIBz+/Oi8HMAwvbkkAtr3oDScnID//lff1b2v/xg3Af0zDS3ZVAwFek2IrL3i/A8BCgPpXeL1t2rQRHoJCoRBe1LFjx5iQkEBPT09+/vnn/OSTT9ivXz/u37+fs2bNYlJSEj09PWk0GmllZcXhw4czIiKCwcHB9PPzo0Kh4Geffcbg4GD+/PPPnDRpkojF6HQ6pqenc+TIkbSxsRExJyk+5OvrK3agXl5e9Pf3p5WVFeVyOR0dHUUs+kUxT2traxqNRmq1WlpbW9NisdBkMond/fPpHPjde5FiXjKZjB4eHqJvlEolVSoV9Xo9+/Tpw0OHDjEjI4MzZsyo2dm+9RZbtGjBlJQUlpeX02KxMCcn559+xvv376fFYuHw4cPp6urKw4cPs6ysjHv27GHHjh1pZWVFo9FIAPzyyy85d+5cvvnmmyTJ0tJSnj59muvWreOECRPo5uZGa2trqlQqOjk5sV69enRxcamDdCgUCrq5ubFFixYivrt8+XK2atWKAGixWGhjY8OwsDAajUYOGDCAJ06cYE5ODqdNm0aTySTi0CaTia1bt+a4ceOYlpbGM2fO0GQyMT8/nyRZXV3N7du309/fnwkJCczIyKhz7yaTiXfv3uXWrVsZHBzMli1bcsOGDTSZTDQYDIyOjuaaNWv47rvvMjk5mWq1mmq1mhaLhZGRkWzevDnDwsIEWqBQKGixWPj6668zKSmJdnZ2HD9+PNesWcPk5GTa2NgI7yc+Pp729vYi9ichATKZTKAI9evXZ79+/ThkyBDGxcXRaDQyPj6eI0aMYEBAAGUyGR0dHdm+fXva2toyJSVFeNQuLi4vjF1KKV1arVZ44AMGDGD9+vU5aNAgHjhwgOfPn2dBQYFAdB4/fszRo0eL8apQKOjr6ytSi55vbdu25YIFC+js7MyMjAzevXuXNjY2VCqV7NmzJ3fu3Cli7BLqM3z4cPbt25cajYZ6vZ4Gg4GRkZG0WCz08fFhvXr1qNfr2b17d+7YsYNPnz7lsmXLqNPpRDpa06ZNaTQamZKSwsOHD9PX15fz5s3jwoULqVKpBI9BoVBw6NChLC0tJUnGx8cLbsnDhw85atQogbg833+1U7yk/gTA7t2784cffqBGo6G9vT3t7e3rfE7iS0hpSgaDgSqViu+++y5XrlwpUqXkcrnwnn19fUV/S78zffp05tjYvNCr7faK9TbiZZ5wZOQ/vWb8b7U/jTBfboRT8I/B0U6veH/p0qXs2rWrIMtYW1szJCSEbm5uXLZsmYCi9u3bx9dee42lpaW8desWL126xBMnTnDz5s2UyWTC8NZeINzc3KhSqRgaGiqIKLXPLcG6Eizr6ekpvi9NAikfsLaxrD3pXnSo1WqR1ytNYK1WK0hLTZs25cSJE+nq6io2HTk5OXRwcOCSJUvo6+tLT09P9unTR2wypLzj77//nvXq1WN8fDx1Oh2bNm3KQYMGsaqqiocOHWLk/8dkunbtGi0WCw8dOsTs7Gy+9dZbVKlUVKlUjIyMpE6n45dffslnz55Rp9Nx+vTp7N+/P6dPn869e/dy2bJlnDx5MuPj42ltbU2dTkelUklXV1c6OjrWyZ/19vYWC1FAQAAHDRrE+fPnc9euXczNzaW3tzdtbW0FKcnJyYlms5mRkZG0sbGhh4cH69WrxwYNGlCr1TIzM/OFZKdu3bpx3bp1dV4rLy/n4sWL6eDgwMGDBwsj7e/vz507d3Lbtm1MTU1ly5YtheGS4MZ27dpx8uTJfPvtt6lQKNi6dWsajUYGBgZy0KBBXLlyJS9fvsz79+9z4sSJ1Ov19PDwoFqtpr+/P52dncX4sbGxoUKh+INx9PHxYZcuXfjGG2/QycmJGzdu5MKFC5mQkECDwUB7e3t4Nlz7AAAgAElEQVSGhYUxIiKCJpOJAEQYwcPDQ4Qd2rRpw9GjR7Nv374MDg6m0Wikg4MD/fz8OG7cOJI1BKPr169z0qRJjIuL4xdffMFZs2bRZDKxXbt2bNOmDUNCQkQYxGAwiPmlUCjYr18/MQ6dnZ0ZHR3Nn376qQ5R6vz583R0dOTUqVPZv39/LlmyRPSDtKGT+rhevXrs2bMnp0yZwtWrV3PhwoV0d3fn8uXLGRAQQIVCwe7du3Pr1q0sKyvjnTt3+NlnnzE6Opp2dnbs1KkTDQYDra2tOXDgQF69epWFhYUMCgrirFmzWFJSwr/97W9i/ioUCo4aNYoPHjwgWQNL63Q6Ll68mA0bNvzDeiFtrKT5/Pz8b9myJfv160d7e3vGx8cLgymdT6VSUa1WU6lU0tPTU4RUJCPr6+tLoAaSlvLUXVxc6O3tLdaS2v01dOhQ3n6JQa0d/nv+CH6ZEX7vvX963fjfan8aYf73BTtKfj9e5BE3aNCALVq0ELvC2vHgwMBABgcH083NTQxEKXYWFBTEevXqiWvz8/Njhw4d2Lt3b1osFmFgazMhpUOaEC/ySqUJV1sMwmw2Uy6Xs1mzZuzevTv79evHZs2a0WAw0Gg00tbWlkajURibsLAwTp8+nY0bN6avry+jo6Pp4ODAQYMGCcECknznnXeYkJAgPI24uDiuW7eOrq6utLe3p1wuF4t+VlYWu3fvTm9vb27fvp3FxcVUKBQcOHCgiGUOHz6cs2fP/qeebWFhIb28vBgdHU0fHx+6uLhw0KBBXLRokYhNduzYkRMnTmTPnj1pMpnEfbq7uzMuLo6DBg1iXFwcDQYDU1NTeeDAAfbp00cwkJOTk3no0CF6enqSrPFMd+/eTV9fXwYEBDA5OZnh4eF/8DgkVm58fDwNBgM//PBDPnv2jP369eOqVavYoUMHrlmz5oX39cknn3DgwIHi76qqKv7666/cu3cv58yZI0QWJGPm4eHBzp07c8KECVy+fDn379/PoKAgarVaIdChVqtZv359Ojs7c8eOHczNzeWpU6e4bt06vvfee+zduzcjIyOp1+tpZ2dHBwcHKpVKOjk5CWREGnMajYYhISEMDAwU9yox1mszz9VqNcPDwzlkyBC+9957jI+Pp42NDfv378+MjAyxAXny5AlNJhPbt28vPCkvLy++//77fPToEffu3cvAwEA6OjryzJkzol9OnDjB8PBwkjW8Bb1eX4fLcPLkSTZu3JhGo5H29vY0GAx8++23uWDBAnbo0IHu7u5s27YtXVxcxOZVo9HQbDbTYrHQ2tpabGRqz0WZTMaGDRvyypUrdTZRJSUlXLduHTt16iQ2xkajkZcuXWJpaSnXrVvH9u3b02AwsFevXkxLS+P48eNpZ2fHN954Q4j5ZGRkMCwsjGPGjOGECRNoa2vLgIAAyuVyent7c926dUxOTqbBYGBUVJQY17XXBOn/crmcr7/+OletWsUxY8aIdUhaIwIDA2lnZ8cNGzYIhnNtr7VBgwY8fvw4e/bsKRA1CfWKjY2lRqMRm1apn1xcXOjs7Mzx48fXmRMGg4FZWVns0KEDH7zEoJpfsR5PeJkRLir6p9aN/832pxHmq8lZW6Xd2UuM7DbUwNb2r/gNaVFXKpV8/fXXmZiYSJVKRYPBQIvFwrZt27JHjx6Uy+WMjo6mp6dnHcIFAJrNZqF+9TLjWnsBkCaClGYieWdbt25lVlYWZ8yYwTfffJNarZZdu3ZlREQEu3btSn9/f6rVatarV489evTgwIED6e7uTpVKxS5durBDhw6Uy+Xcvn07mzZtSplMxo4dO/LChQt/6NfKykq2atWK06dPJ0lu2rSJPj4+wkuKjY3l2LFjhXc5c+ZMlpWV8f79+yJFouj3yVNZWUlHR0devXr1lc+yurqaFy9e5AcffMAmTZoIz6x58+Zs06YNIyIiaGdnR41GQ6PRSJ1OR61Wy8GDB3PDhg2cO3euSHmpqKjgrVu3+NprrzEmJoZbtmxhu3btaGNjQxsbG3bp0oWXLl0iSe7YsYPt2rXjzZs3uWPHDs6YMYOdOnUSpDIJHlWpVAwODuaqVavYr18/QdCRzmlnZ0eTycSpU6fyvffeY2xsrFjEq6urWVRUxJ9//pmpqam0sbFh165dGRISItLJXnvtNQ4fPpwLFy7kF198IchGI0aM4JkzZ7h06VL26dOHHh4e1Ol0dHV1pYeHhwhXBAYG0tnZmRaLhTqdjqGhoUxISGDHjh0ZFxfHqKgo4b1IqSbSeJQWXok4pdfraWtrS5VKRV9fXzo5OdHOzk6M5wULFrCyspLnz59nnz59aDabOWXKFIGelJaWctu2bUxJSaGNjQ21Wi1nzJjBc+fOsbS0lGlpaWzVqhUdHBw4duxYBgcHc8yYMYyIiGBFRQXJGuOt0Wj45MkT7t+/n9HR0SRrFLlSUlJob29PR0dH9u/fn/7+/ly8eDEvXrzIb775hjNmzKBSqWR0dDRdXV2FYp21tTVbtWrF8ePHc+jQoXWIY0BNyEYio0nPRbp/pVJJX19f9u3bV6jC9e/fn126dKHBYGD79u25bt065uTkcNy4cbS1teWoUaPE5ra6upozZsygQqGgu7s7bW1tOXToUMbExNDW1padOnUS6UcGg4Fubm5/ULiSyIqDBw+m0WiknZ0d8/LyRFqglZUVTSYTbWxsaGdnx5YtW4oNZG2iVnBwMJcvX06LxSI2W97e3pw7d64YByqVilqtluvWraNOpxMIioRqPO9xr1+/ns+ePaOtrS2fvMCYFj231tk993efFxlgmey/ayL+R9ufRpivNsLzX/EeAE4DuByg/LnXn5eyNJvNdHV1pUajYUxMDBs2bEilUkkvLy+ReygNXKVS+UIPV5II9PX1FTE3o9FIDw8PtmrViv7+/lyyZAltbW25Zs0ahoSEiPxMKS4nSeBJxlmCyN966y1u3ryZFy9eFAuY1CZNmsTp06dzxYoVbNasWR2ZQ5PJxCtXrry0b/Pz8+ni4sL58+ezfv36wkv/7LPPBBtSr9fTx8eHz5494927dxkZGcmxY8fSwcFBLMi1czerq6tZWFjIkydPcvPmzfzggw/Yvn17MbmlDY8U8xw2bBjnz5/PLVu28NSpUywqKuKXX37JgIAAPnz4kPv27aOTkxOnT5/O4uJiWllZ0Ww2c/fu3XRycmKvXr0YFRVFi8VCOzs7tm3blidPnuSFCxe4du1avv322/T19RVx1Pj4eLZr145eXl7CW2vXrp3o76NHj4r+OX78OC0WC9euXctLly6xb9++BMCIiAgB4UkxcyneFxgYyK5du9JgMHDRokU8d+4cHz9+XKffS0tLeeDAAU6fPr1OTDY4OJitW7dmw4YNRTxPYsFKaIxSqRQeq4SaaDQaurm5sWnTpuzfvz9nz57NXbt2MT09nfn5+Xz//fdpZWXFkJAQ7tixgx9//LF43tL4tbe3p5OTE8PDwzl8+HD6+/uL2OikSZP48OFD5ufn8/PPP2eHDh1oY2PD+Ph4Ll26lN27d+eiRYteOMZycnI4depU2tnZUavVsl69enz33XfF++Hh4Txx4gRTU1M5ZswYzpgxgwaDgaGhodTpdHzttdfEWLG2tmZAQAA7dOjAsWPHMigoiO+99x5//fVX4UEfOXKEwcHBAr6tnXutUqmYlJTE0tJSfv311+zevTttbGzYpEkT/uUvf+HChQs5c+ZMdu3atU6MXafTiTx1s9kspByHDh3KuXPncvXq1dy1axdTU1OFrKRer2fz5s2pVqvF+f39/enm5iaupbbxlVjJKSkpYryYzWbGxMQIYy09Z0dHR2q1Wo4cOVL8xvMckY4dO7JFixYiH7tXr151Qm69evWik5MTk5KSxPU0a9aMAQEBnDRp0h9Y70BNWKRXr15UKpWsBLgQYGit9bXP31mPm7/ICKvV/6gp+Le0P40w/3uCHcsB7vs7nwFqUjYkwo5Go6Gnp6eAuGoPbmnhMxgMbNKkCXv37k1/f/86mqfV1dU0m82CvOPl5cVevXrRxsaGq1atotlsFiIFkheuUCjYoUMHOjs7MzIykn369BEGXy6Xs0ePHpwzZw6///573r9/v07/vP3225w3bx6PHj0qoGdpV2xtbc2EhARB/ni+FRQUMCEhgXK5nJ999hl79+5NR0dHtmnTRgh2BAcHs2HDhly7di3Dw8M5YcIE/vbbb7Szs+Mnn3zC2bNnMzg4mAEBAQwKCqJGo6HBYKCLiwvt7e2pVCoZEBDAgQMHcuvWrbx3754wrLXhcallZmbS3t6+DoHp1q1bbN26Ndu0aSM2ByaTiS4uLvT19aWDgwN9fX3ZqVMnRkVFUavV0t/fnz179uSsWbMYFxfHKVOmcMKECTSbzezYsSP37t0roPSxY8dSLpdTq9Wyc+fOzM7OZnZ2Nr/99ltOmDCBOp2OAQEBom+tra3p6urKgIAAduvWjUuWLOFHH33EMWPGMCEhQegCu7i4MDk5WaQtScZVGme1Y3O1Y/9ms5n+/v6Uy+UiJinFcCW+QLt27fjDDz8I7e6Xtd27d9PR0ZGnTp3ihg0b6OrqSk9PT9ra2lKhUAjEwcnJSRgePz8/ent7c/Lkyezbt68g7Gg0Gnbv3p0bNmwQ8czHjx/XIaK9rFVUVNDNzY1NmjQRUOisWbPYuHFjtmrVigaDQcwHtVotyE1RUVFs3rw5s7Oz/yAOsnTpUvbv31/Mux9++IGtW7cWhCu1Ws0ePXrU4Ub07t2bJpOJbdq04fLly3nnzh1WV1fz1KlTHDdunIBivby8RLrfli1bOHjwYJpMJqakpHDDhg1MS0sTz7xx48aC3/E8Eibdk7TJrm00X3/9dY4aNYpKpZL9+vXjJ598Qh8fHyYmJjI9PZ06nU6sP6+99ho3btzI4ODgF8aMJW6Ko6Mj/fz8xGfUajUVCgVNJhPVajXHjx9PHx8fOjg48NChQ3/wgP39/alUKsXGwWKx0NHRkZ6enkKcx0OtZjXAhqibjhT2D6y1y543wv/B6Unkn0aY5Ks94aMAr//+/xflAHsBXPx3BoWkCGMwGFi/fn2xW5dYy0CNepG3tzfbtGlDNzc3tm3blidOnOD333/P2NjYOtc7bdo0IZxuZ2cnPB3JMIaHh1OtVjM5OZnu7u4MCQkRsdR79+4xJCSE8+bNo7u7Oxs1akRbW1uuW7eO48aNY3R0NPV6Pf38/Ni7d29+9NFHbNu2LYODg+nu7s7PP/+ckZGR9PLy4qpVqwTb18bGhoMGDeLPP//M6upqVlZWcsmSJbS3t+fEiRM5ffp0RkVFMSzs/7H33tFRlV37/0lvM5Op6cmk954Q0gghQICEUJIQAqTRYqQTSoBI6B2kCISiiAiKCIoCIkVEBEWUonTB8giKolR9BALM5/dHPPebofq+f/y+z7OW91pnAZlhcubcZe997WtfOxpJkhg3bhzr168XBKnU1FQsLS0FfOnq6oqNjQ0dO3ZkxIgRODk58eyzz5Kfny8IHQMGDODdd999yAGQiVh79+59aK5v3rxJSEgIq1evfui1e/fuiUhUkiSRc5cPnz59+rB48WL2798vamvlWm05khoxYoSAzE0mEz/++CNbtmwRzPG0tDSBYmi1WrKzsxkyZAgTJ07Ew8ODtm3bUlZWxq1btxg2bBgajQYfHx+2bt3Kiy++SF1dHd27dycqKkocWI+65GeYkJBAVFQUISEhlJaWkpWVJUhDshJYnz596Ny5M9XV1ahUKpYuXYq7uzvdunVDr9czffr0xwrf7969G4PBwKZNm5g8eTLBwcHikNdqtVhYWLBw4UKuXr1K3759zaIzV1dXjEYjXl5eVFVVUVdXR25uLmq1mt69e/PRRx9hMplYv3492dnZj5yvb7/9lh07drB48WKGDh0qWNyywysjCPLzr6ysxMPDg3HjxtHQ0CDW5YNIgjwuXryIRqPh5ZdfJjg4GIVCISL3S5cu8fPPP5Oamiq+k7W1NYsWLRIOw+nTp6mrqyMwMJCAgADGjx/PmjVrcHNz4+LFi5w/f56WLVtiZWXFmDFj+PXXX8XvPnPmDN26dRNOp+wYyoxxOXJtaig1Gg02Nja4uLiI2mD5vnx9fWnevDkdO3YkLi7OzMi6urpy8uRJRowYYbaOnJ2dhbHNyMigsLAQSZJEWkmO/MvKysRZlpOTgyRJvPPOOzg6OqJUKunYsSO1tbXExMSYqcfZ2NgQGBjIxo0bOXnypFi7l0eOxCRJlEiNTRsc/rqfFOlh1FE4I3/9aXzQCGs0j5zb/5TxjxHmyUZ4mdRIvnrSe572ekpKCm+88QYjR44kKChI/DwtLY0NGzbw7bffkpmZSXBwMJMmTeLOnTvU19fj6elJeHg44eHh1NbW0qVLFyF9J9P7S0pKSE5ORpIkvL29hUF69tlncXR0JC4uDrVabXaIXrhwAaPRSHh4uBAMOXPmjHj93r17nDx5kvnz5xMeHi6i9eDgYAIDA4mJiWHu3LmEhIQIKUqlUklxcTGhoaF4e3tjMBgIDw9nypQpjB8/XuSP5e+uVqtJS0sjODgYSZJEvltmh5pMJlxdXRk1ahSRkZFYWlrSvn17FixY8BDZpen4448/iI6OZtGiRQ+9ZjKZKCoqEl2jzp07x4YNGxg3bhwZGRmPLNWYNm0at2/ffuizZDlJmVxna2vLggULGD9+PN27dycuLg6FQoGrq6tgTHt5ebFp0yY++ugj3n77bZKSknB3d6eyspLq6mq6du0q8nUyEU4+ZGXp0KbRh9FoxMbGhvr6en788Ue++eYbkY/OyckRkqNyLlpmpSYkJNCzZ09SU1MFYrJ582bCwsKEw7d06VJ8fHzYtWuXgBUXLVpk9iy2bt2KUqkkMjISvV7PwIED+fTTT8XcrFu3TuTCnZ2dCQ4OFtKZsiNgYWFBamoqBw8eFJ976dIl5syZQ3h4OAEBAfj7+1NVVUV9fT3V1dXk5eURGhoq8q1ZWVk888wzzJ07l02bNuHu7s6HH35Is2bNSEpKQqVSCYfFzs6O2tpabt26xZo1a/D19eXnn39+5Fq6evUq06ZNE3Cx/Axu3LjB7t276d+/Pzqdzqw0z9bWltraWiGU4ubmxrBhw/jss89EGsXT05OVK1dSVlaGTqejrq6O5s2b88ILL7B9+3YqKiqEo6bX6806eslohkzeVCgUtGrVSuRXO3bsyNGjR8nLy8PS0pKXX34ZPz8/Pv30U86fP8/HH39MWVmZQMDktSXfe9O131RkR0ZK5Nyvra2t6Az2448/Ul9fL9In8r3IiEpOTg5vvvkm7u7uODg4iD0vf05QUBAXLlxgxowZ2Nvb4+DgwP38fJD+B46W3y9XojzOEMvXtaZGOCjosWf/f8L4xwj/NZ7EkL4lNbKfIx8z4XukJ7c0lCRJKFLFxsby5ptvMn36dNLT07l79y63bt3i0KFDgvCSk5NDUFCQIHhYWVkRFhbGM888g1arJTY2Vugva7VaAaFGRkZSXl7OvXv3GDNmjDh4a2trH/q+p0+fFl5o//79mT9/vnjt6tWr1NTUoNVqGTNmjHh98uTJuLm50bt3b6Kjo7GwsECj0QhN46YbW2aNGgwGNBoN/v7+ohXi0KFDad68OdB42Mt1hRMmTCA9PZ3y8nLc3NywtramoqKCDh06MHXq1KfOoclkonv37pSXl5sZ6du3b3P48GF69uyJXq8nJSVFlAO1bNmSsLAwQWKLi4sTUbAMlf/444/cvn2bkydPsmjRIlJSUrC1tUWv16NWq3FwcMDa2pqcnBzKysoYMGAAw4cPZ9iwYZSUlIjDTc716fV6IiIiSE9PJzo6Gnt7e1xcXIiKihKHrJ2dHV5eXkLLWl4LM2bM4OzZs3z44YcsWrQIrVZLREQESqUST09P2rdvz6hRo1izZg1Hjx7l1q1b7Nmzh5YtW2Iymfj555/58MMPqa+vZ+jQoQ+VtwUEBFBXV8drr73GmDFj8Pb25rvvvuPo0aPk5ubi4+PDwIEDycjIENHRu+++K0rt5HHjxg0iIiIE9C2nPoKDgxkwYADQmKqQv79cilReXs7IkSPp0qUL4eHhZpGch4cHxcXFvP766xw/fvyxMPn8+fMJCwsTc/PWW2+J+1ixYoVgutvb2/Pmm28+9P/Pnz/PM888I6I4V1dXsrOz2bNnDwMGDBAIw+zZsykqKsLW1hZ3d3dR7iQ/x/Xr15sxse/fv09qaqpo9zdhwgQ2b97MuHHjiIqKQpIkke+V0yzyuSHvdTnCbdu2LS+++CIzZ87E3t6euLg4NmzYgLOzM/b29jz33HMkJydTX1+P0WjEZDJx+vRpwsLCsLe3Jzo6WugByDnkpoZXdgBkiFtucyivzcjISDPNazk1IkfkTSNzeX/IdeLy66NHj8bFxYWBAweKfLycG//V0ZH5koT6gXPUW3qYjPWo63RTI9yt21PPjv+X4x8j/Nd40oSulSSCJAnXx7zeRpJ47m8sDCcnJ44dO8Zrr73GuHHjMBgMaLVawUZOS0sTecgdO3Zw584dFixYQFVVFSNGjMDCwoJmzZqJhe/g4MCFCxfw9vamefPmvPPOO2RkZNCrVy90Oh2ZmZlIkvRIKLGhoUEIC0ybNo22bdvy559/Mnv2bHQ6HQUFBaxevZrFixcTGxtLaGioICzZ2dkRGBhIdHQ0CoVC5Hzl3JSDgwNdunShWbNmKBQKIUFYXFyM0WjEYDDg5ubG1q1b0Wq1wuuX4d+pU6dy/vx5/Pz8OHv2LHq9nu++++6pczh79mzi4uLYsWMHzz//PGVlZeKQ9/f3x87OjrFjx7J79242btxImzZtMBgMODs74+fnh6urK7169SI2NpbIyEiioqIE+1f26uUmBGFhYYSEhODh4SGgz5CQEDIyMigqKmLIkCFMnz6d0tJS0d+2urqa7t27k5CQgFKpxGAwkJqaSk5ODgEBAeIA12g0uLi4EBERwfLlyxkzZgwajYbo6GhxHykpKVRVVdG6dWv69u37UB6/6Thx4gRhYWGPfO327ds4OTmxadMmwUUoLy+nsLCQyMhIbGxssLKyEs9Elge1sLBg2LBhZn2ooVGEJisrS3wXDw8P1q5dy5UrV9i7dy8ajQalUkleXh75+flmjocsFWlra0u7du04cOAACxYsoHv37ty6dYv169fTvn17wQhuGnVDoxO2ceNGwTbfunUrRUVFQnpTFl85ffo0Op2OsrIyjEYjMTExLFiwgG3btgk2uaOjI+3ataO+vp7S0lIsLS2Jiopi2rRpQizm9ddfx8KisRevJElERkYSGhqKs7Mzffv2RafTMXPmTG7fvs2xY8cIDw/H2tqaVq1akZqaipOTE3FxcURGRprl7mWne9SoUaSkpAhY39PTkzlz5nDhwgVeffVVfH19adeuHUqlkkWLFuHp6Ul+fj5paWm0bt2aqVOnEh8fz8CBAxk9erRwHEeNGoVSqRTlazExMWbRq2xoJUnCxcVFRLAODg5UVFSYSYSeOHECS0tLoqOj8ff3R6fTCWPt6elJ27ZtH0kylcvVsrOzGTduHG5ubhgMBmxtbQkMDOSO9HA+WJIaoeY46ckCSQ9FwrNnP/Xs+H85/jHCf40nTahekij/awFY/HU9+J7sv2GE5YhYzpnJ9X+7du0CGhd0aGgoixcvxsPDgy+++ILJkyczePBgPD09KS4uFl5kx44dsbKyYt26dbRo0YK0tDQ+/vhjfv/9d3x8fAgKChIwbtMD2mQycfXqVebOnUtgYKDQWpY9Xrl0IDQ0lPbt2/PMM8+QkJCAQqFg8uTJ/Pjjj+LgNZlMRERE4Ofnh16vp66ujuvXrwvo2d/fn8jISFEzKmvMyoxt+eCNjIykWbNm6HQ6BgwYQE1NDQABAQG8/PLLJCUlPTRfJpPJrBwoNTVVdPpJTU1l4MCBrFy5ks8//5yLFy9iNBrZsGEDq1atIjg4WBBjmtZ+yn9vmrOSDyYLCwuMRiPjxo1j2bJlbN68mYMHD/Ldd98xc+ZMiouL2bx5M7Nnz6Zfv35kZGTg6uoqDqRmzZrx3HPPsXz5chYuXChEJJRKJaGhoRQWFpKTkyMILjJb1cnJicLCQrRaLfPnz+fzzz8nNzeXuLg4Tp48yfbt28nIyHji2r58+TI6ne6xr6enp7Njxw6USqUQkiksLGTHjh2MHTsWZ2dnIeDRrl07bGxsBBnHycmJpKQkkpOTBbvaaDRSUVGBJDWSfWQhEhm6TU9Px9PTE19fX5YsWcKNGzdYt24dBoOBN998UzgdlpaWqFQq5s2bZ3a/Fy9eZPr06YKoN3PmTHbs2EHLli2Jiopi9+7dTJ48GT8/P/EeZ2dnBgwYwOXLl/H392fVqlVAo8DJc889J+BxKysrkpOTqaiowMfHh7CwMCZOnIi/vz+fffYZd+7c4d133yU3N1c4GTLqdPLkSQ4ePIhKpaK4uJiTJ08SExNjhhCFh4cLB7VpTt/d3Z2KigqcnZ3ZsWMHs2fPFkp0Li4uvPPOO5hMJt577z1iYmJo3rw5e/fupaamBo1GQ7NmzThw4ADQWM5XU1ODp6cnlpaWaLVagSq1bdtWIAvZ2dlCHU2SJKFeZ2b0jEbRHW3NmjV4eXkxa9Ys4H/QjtjYWKytrVm6dKn4nt7e3kRHR5OcnCzKMZtqwMvRcXBwMK6uroKNb29vj4skPTIfLBvhwZKEy2POYUlqjJ5pev0H1wjDP0ZYjKZwtP0jJtbrL0Pr95iJr/wbBrhbt27s3buXxYsXU1VVRXp6OgqFQtQHV1VVYWNjw/79+1m7di0Gg4Hc3FxUKhVqtZqMjAwsLS156aWXmDRpkoDY6uvriYuL44svvuDy5cuo1WrBRNRoNCQlJZGXl0dUVJTYDAqFgpiYGKytrUUEUl5ezi+//GIWXdy/fx8fHx+ysrLMntdvv/1G//790Wg0eKN4cJQAACAASURBVHp68s477xAeHk5YWBjt2rVjxYoVuLi4MH/+fPbs2UOfPn0E7Chvehnyio2NZdu2bVhbW4sI4vfffyc4OJjCwkJmz55tVg6UlZWFVqvF1dWV9u3bU1lZiVKpZMqUKWzdupVVq1YxceJEevbsSXJysjAYTedCNo7yM66pqeHVV18lOTmZMWPGkJeXh4WFBXFxcXTs2JFLly7RokULIiMjmTp1KkOHDqVDhw5Cck/+nOHDh1NfX88HH3zAmjVrBDlGlh2V2wFmZWXRunVr8TOj0UhcXBzBwcFUVVWh0+no378/paWlJCUlMWLECIYNGwY0OiArVqxAr9cza9YsnJycHstOh8Ycv7W19SPbAgKMHTuWIUOGiBTHtGnT8PDwwMLCgvj4ePbu3cu8efOEbOKSJUuYO3cuKSkpDwn8y9C2bGC6dOnC5MmT2bt3L99//z3Ozs6YTCZMJhMbNmwgMDCQ7Oxsjh49ymeffYanpyfTp0/HZDKxfPly4QB5eXmxcOFCMwKVyWRiy5YtQgYzIiKC119/nU8//VQgH19++SVffPEFkiTRqVMnkpOTqa2t5caNG8ydOxcXFxe0Wi0KhYLmzZuj1WpFPXBlZSXnzp3j/v379OzZk9jYWHQ6HUlJSSiVSlxcXLh9+zbDhg1DqVTS0NDAZ599Rnh4uHDebGxs8PHxERG+/HxkRbVly5bx+++/i7rn4OBgrK2t8fT0xMrKiurqahoaGjh48CCZmZmEhITw1ltv8a9//YuePXtiY2NDdXX1Q4jEnTt3SElJEY6uXMpkYWFBeno677//PuHh4UiSZCbiIUfAnp6eODs7Y2dnR1paGkeOHKGhoQEHBwemTZvGvXv36NixI6GhoTRv3pz09HSxFqytrRk2bJhwbB4UCVEqldja2pKRkSHmTi5T3Lp1K8cSE3leaswFP2honSSJtKecs/OaGmA7u/+1Lfj/e/xjhP8aTzOgiscYZ/l6W5Jo/pTPSEtLe+j3mkwmKisrSUlJYe7cudjZ2REbG4uTk5NYxNbW1owcORI3NzdcXFy4ePEin3zyiWAQy/lXHx8f0SHJ0dERGxsbkfdZt24dR44c4erVq5w7dw61Wi2ilylTptCpUyecnZ1FXa48pk6diouLC/X19UCjUZYN7JAhQ7h69SoxMTEkJiZiZWXFkiVL+Omnn1i9ejW5ubmiRGXIkCEolUr27t2Lt7e3IGHIG11mIcsGrVmzZjg5OYnDS64vbdGiBVlZWcIgNq3P1Ol0olZUzkfLDkZ4eDjTp0+nc+fOWFhYkJSUxMWLF8X3vHPnDuvWrRM524KCApycnMjKyhLlPu7u7vj5+eHg4EDfvn159913OXPmDC1atGDXrl3cvXuXw4cPs2jRIgoKCgQMp1KpCAwMRK1WC2dq4MCBLFu2jAMHDnDjxg2gsR57ypQpQGNe/tlnn8XNzY2cnBwCAwMxGAxmOcbz58+TmpqKWq3m5ZdffuL6NhgMjyUgvfXWW6I2VI5433rrLbZt20ZWVhZOTk6ibKVpJKNSqXBwcCA/P58RI0bg7e1Nhw4d2L9/vxC4GD9+vIC2ZZnU9u3bM2zYMJYtW8bu3buZPn06Li4ulJaWcvDgQRITE+nVqxeTJk2iqqqKM2fO0KFDB1ES17NnTw4ePChSJ9XV1fz444+sWbOGoKAgLCwau/n069ePfv36cfbsWbEfOnXqxNChQ0V5nCyY4+PjQ01NDYcPH8ZkMnHs2DGh8SwzzeWytsjISJydndm5cyeHDx8W3bnktIZcZiajK/L6lFWoUlJS+Pbbb7l79y7bt2+nZ8+eODs707FjR1auXCn28/vvv8+ZM2coKCgQZK4bN24wceJEtFot/fr1w9vb22xNALz33nuCS9JUKMjGxoZXXnmFmTNnirSCPJ+yMylJkihb6tmzJ+fPn6empga1Wk3z5s0FkVPWm5fvtSmJS3beZAMs99eWIXWj0cjWrVv597//TXBwMGvWrEGj0VBUVIROp+OW9Ggo+u9c4ZJEdVMjHBLyxH3xnzD+McJ/jadNblepkRRgJT2amVctNULW8r9bSxKZTf4tL8amQg3yuH37NvHx8SxevJi4uDimTp0q2J/yAm4aycmQpayaM2zYMKHnbGtry6JFiwgPDyczM1O0iZs2bRrQCHkHBASgUql45ZVXGDp0KDNnzuT48eM4OzsTHx8vjMLOnTtxd3enqKiIVatW8fnnn5OUlERqaqoQiKirq0OpVKLRaEhMTBQNHQoKCnjxxRf5+uuvKS0tFfrCHh4eIjLq1asXktSYd5Jrph/17JVKpSi1SkhIICYmBi8vLyEq4eHhwaBBg3jhhRfYsWMHH3zwAf379xdqWDt37mTKlCniGa1Zs4avvvqKN998k5qaGgEZys9YNgIxMTH06dOHTp06MWHCBDFfH330EV5eXgwdOpQtW7bg4OBAaGgotra2Qk2raVQwfPhwtm/fzsWLFx/L6oZGgf0tW7aY/ezQoUMkJCTg5+eHtbX1Q8b23r17tG3bFgcHB9asWfPYz4+IiDCri7537x7vvvsueXl5/1Ob6eMjdH+dnJwIDQ0VBB5JkgSxys7ODg8PDxYtWmQWmd6+fZvFixfj7u6Ora2tmawmwIwZMygvL2fLli3Mnj2bPn36kJqaikajQaPRCC309PR0kpOTsbOzMyNO/frrr0JhTZZ+nTRpEjdu3ODy5cvk5OTQvHlz9u3bx6RJkzAajVhaWtKlSxfc3d3FfNjZ2WFvb49OpzNjLgOcPXuWiRMnilKrMWPGMH/+fHJycrCwsBBynR4eHmZSkTJTWTZGMgQdExMjShJfeuklzp8/T05OjlC0SkpK4oUXXuDy5ct88sknaDQaFAoFnp6e9OnTB51Ox4wZM/jjjz9Yt24d3t7eFBUV8f333/Pss88yadIk8Xxu3rxJs2bNxPeUn6ucagoKCiIwMFCoyMn7S6PRiBJBGc2QeScuLi7ExMTQpk0bkfuWz7LY2FiqqqqEBkJaWpqo9ba0tMTHx0ew/CVJIjg4mNatW9O7d28AhgwZQo8ePaivr6djx44AnFuyxAyKtvo/GGJjUyP8H6wZLY9/jHCT0RSSfhAGWSZJBEiNkHQz6eGuShGSxPkmi+ZRi8fFxQU3NzfOnTvHBx98wKpVq6irq6O8vFwQruRFrlarMRgM+Pn5Cdk4W1tbDh8+zOnTpwVUFxMTQ2hoqIi45DxSYmIiOp2OY8eOibrhXr16Ccjx+PHjALzyyisUFxdjMpnw9PSkqKiIrKwsvv76a9H0oHv37rRq1QpXV1defvll7t27x7Jly9BqtXh5eYmNFx8fj0qlYuHChdTV1VFZWUnnzp1p1qyZyDXJghWy0pDsVBQVFYmmD3JNpEAhFAqhPiWXMjVr1oz09HT8/f05efIkJpOJTz75hK5du6LX6xk6dCg6nY68vDzhnMjQuZ2dHb6+vuLvmZmZvPLKKyxfvpzOnTuL9fDqq6+Sn5/PkSNH8Pb25sCBA9TU1JCammom0C9JEs2bN2fEiBFs2LCB06dPk5eXh62tLREREX9r7ZlMJgwGg1l0Lo979+6xePFi8cw+/fRTs9cPHjxIYGAgERERFBQUmNWa/vnnn3z11VdERETQr18/unTpIvLNFhYWuLm50aFDB2xsbCgsLGTy5Mlmdew9e/bE3d2dkpISAgMDsbOzw2Aw4OXlxY8//vjI7/Ldd9+Jw7137958//33APTo0eOR9dly6c7evXuZNWsWkZGRZjB3QEAA3bp1o7KykvDwcPz8/Ojfv7+QwZTLWkpLS81Y2g0NDaSkpDwkjdixY0f2798vINyLFy8yb948EhIScHV1ZciQIRw8eJD79+9z6tQplixZQkFBgRk/wNnZWfTzlT83KCiIOXPmcObMGWpra8V6X7duHd999x3Tpk0jLCwMf39/KioqCA8PJz09nUOHDlFXV4eTkxPu7u4MHTpUyGVeuXKFzz77jJSUFBISEvj444+BxlI8jUbDhQsXaGhooHfv3sKAJiUl4eXlJf4uOw8PnkcyCax9+/bY29uLPRoeHs748eMfSl/8+uuvAp2ysLAgOTkZf39/rK2t6dy5sxARkqRGvWmlUikgb1tbWzw9PfHy8uLatWt88MEHosGLv78/+/fvB+CSWi2g6EcFO4/qZtf0cpIkpkv/Pflg+McIm40nTa7dXxP8KMEO+Up6zMJ5VGSXkZFBWVkZ48ePZ9q0abRs2VLo48riGFeuXCEmJgZnZ2fmzJkjxB1u3rxJbW0t8fHxonRHrgHt378/BoMBb29v4RE3lbgcMmQI6enpwvP/6quvCPkLsunfvz9z586lS5cuaDQaRo8ezfjx47GxsSE0NFR0rZEjRlmRyc7ODhcXFwFRpqWlkZeXR8uWLUVEL0mN+VcnJyfS0tKoqamhT58+QgxAZuCmpaWZKSsVFhbi4+NDXFwcL7zwAleuXOHXX39l+vTpKBQK0e1H9txl5nVTA25nZ0dhYSFvvfUWM2bMIDY2lqCgIBYsWCBUmaBRGWzq1KncuHGDjz76iCFDhgh4Wv48g8FAixYtGDt2LPv27aNv375YW1vz7rvvis/5/vvvRRnH3Llz/9bau3jxInq9/omR8rFjxwTEOGPGDPHeP/74A5VKxYoVK8jIyMDR0ZHo6GjRcjEwMFBE6Fqtlh49erB7927u37/P7du32bJli5APDQ0NRa/Xs3LlSn744Qc8PDxEHvTtt9+moaGBFStWiM87dOjQQ/cpt9S7evWqkJMcPHgwgYGBHDt27G89j759+xIUFIROp8PBwYHw8HBR9y5rZfv4+IiGAvb29qjVakJCQpg1axZjxowRa0uet6CgIFHCI4uDZGZmCmdh586dnDp1iuXLl1NcXIybmxs+Pj6UlpYSExNj1u1HZsTLf3/77bc5deoUAwYMQKPR0L17d6Gq1aJFC3Q6HVVVVRw4cEDM271795g8ebKom5Z1nHv37s2+ffvQaDTk5+fj4uLCxIkT2bp1Ky+99BJTp04lKytLMJeb3pPskISEhGAwGAScLhtd+X0ODg7s378flUolZHMjIyORpEbVr6aOnDw2btwoeBKyAJEkSUKre9SoUWbwe+vWrUUZm5ubG5aWlqxevZrr169jNBrZtm0b69evF2m6OxcucF/6v0PRwiGWDbCT099aa/+vxz9GuMl42uQ6PCbCbXolShIGqbFmuGk0bfOXZy9DZF999RUXL16ksrLSTJVI9iy///57bt68ia2tregvvHz5cp555hmio6PRarXU1tYycOBATCYTkiQxZswYwsLC2L59O7t27cLd3V3kWxMTE0V+VRYvCAgIIDExEUtLSzIyMkRXnaabVmZMNo1gO3bsyM6dO/nss8/YsmUL8+bNo7S0VCgVqVQq2rRpQ35+vugZLENY/v7+aLVafH19RacaOzs7USYii3+UlJQgSRIrVqzg+vXrLF26VIhLyNC1DCE7OTmRkpJCSUkJqampIv8kl6YUFxfTuXNn1Go1ubm5Qk6yoaGB48eP89prr1FdXS2cIJlI4uzsjIODAyUlJUyZMoXMzMyH1syKFSvo0KED3t7eVFdXc+fOHcrKykS++6effvpba2/r1q20bdv2sa83NDRw9uxZYmNjhdqRSqUS0byTkxMxMTEMHTpUkKyaN29OixYt0Gg0hIeHM3jwYO7fv8+VK1d49dVXKSwsxNnZmbi4OJycnIRQx4gRI8jIyMDGxgY/Pz/27NnzkHNw8+ZNMjMzsbS0ZPDgwSKFAZCSkiI6F0FjPfCAAQOQJImamponllNBI+/A29ubI0eOMHDgQOF4FBYWiuj13LlzxMTEkJCQILS5m0Ks8iUbhf79+zN79mwyMjJEHtPBwQEfHx+6d+9Ot27d8PT0xMPDg549ezJ69Gi6du0qSFWyIbewsBCVB2+88YaIbGU2d3JyMtOmTcNgMIiOQj179nyojvrWrVtMmzYNlUqFv7+/uNfY2FjRtUn+DjqdTjTSKC8vp7S0VDTQkKRGtasWLVrg4+PDqlWruHv3rlm7Qfny9fXlww8/JDw8HKPRSEJCApIkERoayrfffiuQQLnJRdPx66+/Ym9vj0qlIjc3V+xBmRmv1WoFC1t2fmWkZeHChXh6epKcnGzWO9pkMhEbGytSMOc6dDCDoh/Hfn7SRdOrX78nrrP/lPGPEX5gPG2SO0tPLlVa8tcC6P/Azy2k/ylil5WqNBoNNTU1XLlyBWjMNSqVSuzt7Xn99dfp0aMHTk5OfPnllzg7O3P9+nVMJhP5+fk4ODgwb948CgoK+Oijj5AkiaFDhwpGsSzwnpaWZhaNSlIjTNiyZUuys7Np06YNTk5OGI1GFAqFmccsS2P6+PigUCho164do0aNokuXLvj4+Aj95Pj4eOLj40UvVUlq7D+an5+PUqmkqqoKvV4vDqKGhgaGDRuGv78/hYWFJCYmMm7cOHQ6HbNmzaJz585iE8vGPyYmRkCSMsvazs6OkpISzp07x/vvv09CQoI4EH19fcnKyiI+Ph4HBwe8vb0FK1yO7qysrFAqlaKnsaWlJeXl5WzevFnMydChQ5k+fToNDQ14eHiY5VUBhg8fzqxZs/jtt9/o2LGjaMzRsWNH2rVr97fX3ZQpU4Tk5fbt21m0aBGDBw+mffv2BAQEYGdnJ0q+/Pz8GDRokKi1nDRpEgsWLKCsrIytW7cKHXFvb2/c3Nz48MMPGT58OG3btqVVq1YolUo6derESy+9xC+//MLq1avp3LkzGo2Guro6kQ7o1avXEyNzgJEjR6JSqQR5788//8TW1pZx48aZve/TTz8lIiKCvn37PlUK88MPP8TX15egoCBycnI4deoUq1atEqImEyZMwGAwMH/+fC5dusTYsWOFAZFzvnJNd9N1Lxs6uZuRzIqWEQMfHx/BSra0tMRoNApkZt68eULQpV+/fty+fVsogrm6ujJy5Ejy8/NFvtrW1paysjKSk5OFbnPr1q2JiIgQeVorKyvhMLZu3ZpnnnlG5Ffj4uLYtWsXHh4eHDhwgFu3brF69WoSEhJELa61tbVQ5WqqZvZg0wVZl3zz5s307t2bHj16MGjQILHH9+3bx82bNwXMPGjQILP5uH79OgaDQZTO5eTkiNTITz/9RGFhoQgu5N8p791Tp06h0Whwc3Pj+vXrtG/fHgcHB65du8aOHTuIiIgQjtWvdnYPNWx40vUoouxd6b8LioZ/jPBDo2le2OoRhtZNaswLP064I0iS8H/K4mnq2cvjxIkT4iALCAjAyckJPz8/HB0dKSsrIz4+ntraWvr06SNUfJrqRcuRn9wFJTIykuLiYt577z2OHDnCTz/9JBim1tbWpKWlcfPmTb755htSUlKIiIgQbF5ZfF6GtOVLjrjkbj7x8fGUlJQwefJk1q9fz+HDh4mPjyclJUUcjG+99ZaIuu7fv8+FCxfYvXs3S5cupX379sLIyl6zvb09ZWVlSJIkymQ2bNjAhQsXqK6uFtH00aNHOXr0KIWFhYKgJUfjtra2AtoLCAhAqVSi1+sJDg4WqmT29vYYDAYcHR0xGAxkZmai1WrZvn27aJ8IjRGqHCFOmjSJyspKs/XSrl07AUWbTCbS09ORpEaIbt26dQ+tL7nv786dO1myZAnDhg0jNzcXhUIh+su2adOGZ599lueff54tW7Zw5swZ4cDcuHEDlUrFlStXRFP5oKAgwQJPTk5myZIlXL58mS+++EL0eJWF8zdv3vyQTnJZWZkof5N1hR0cHIQoxdPGpEmT8PPzIzU1VQhlPKjbXV9fT58+fYBGTeTHSWEeP34cT09PDAYD27dvN/uMn3/+WTCPg4ODCQsLE4iIjIZs2bKF69ev4+/vj6urq9hvTetfZfEYGZpuui/t7OxwdHSkqKiIWbNmoVKpCAgIQKvV0rJlS6HyJK8veV/I7GPZ+AcHB4u6eEmSaNmyJdu3b2fhwoWChObp6YlGo+HUqVN88cUXpKenExMTw4QJE/D29qZHjx5MnDgRNzc39Ho9rVq1IjY2VpDSNBqNmTPz7rvvmjGe9Xo93bp14/LlyyxevJjk5GRCQ0NFTf2rr76Kk5MTer2e3r17CweiqqpKPPNr167h5eUlKg+aNWuGvb09KSkp9OzZk8DAQNGFSnYs5N+vVCrp3bs3Dg4O7Nq1i19//RU3Nzfi4+MZMWIErVq1Ev2yfzp2jL6ShOovA/zguesqSYT8DaNskv67oGj4xwg/NJ7mfVlIjXnh/y1U4vbAvwsLC7G2tqa4uJiSkhIcHBwIDAzEx8dHvEfewBqNhpycHCZPnszw4cPx9vbm4MGDzJ07VxgxWaz+/fffx2QykZmZyc6dO8X3+vPPP9HpdKSnp9OtWzex4RwcHDAYDA+xr+V/y5srOjqaIUOGUFVVRbdu3cRB7efnR15eHmPHjmXdunUsXLgQFxcXLC0tGTZsGLW1tfj7++Ph4YGjoyPu7u60bNmS/v37M2fOHOHZq9Vqdu/eTU1NDfHx8Xh4eODm5kZsbKwQ+JBlHm/dusXBgwdJT09Hr9eTnZ0tID1JamSmhoeH07ZtW6HhHB4eTv/+/Vm9ejXnzp0z69H77bffUlVVRVhYmGhwYDQayc/PZ8KECdjb23PhwgUuXbqEWq02g1N9fHyEsbp9+zZ2dnZ07doVCwsLOnfuzOLFixkxYgSdOnUSkoFeXl60atWKyspK5syZw+bNm/H29ubo0aN/a40WFhYydepUJk+ejK+vL9bW1kRHR2NlZUVSUhLl5eV4eXkRFBTEyJEj2bx5M/Hx8Tg7O3Py5EnxOWfPnqVv375YWVnRrVs38vPzCQ4Opm/fvvTt25fnn3/+b++bCRMmEB4eTps2bZAkiVatWpnlfysrKx/S8z569Cg5OTkYjUYWLlwoEBNHR0e++eYbs/fu27cPNzc30eFKnmtra2s6derEZ599xpEjR3j22WeFMZRlJGUxiKaqbvL/Dw0NZcyYMSxcuJABAwbQtm1bfH19H4JyJcm85EhulGBjY8Py5cs5c+YMX3/9Ne7u7uzZs0fc96VLl4R4jUKhEBH4oEGDcHV15YMPPqCiogI3NzdefPFF7t27h8lkYuvWraKGVm7pKMPokiTx7LPPinW4fft24ZxIUiP3Q6FQ8NZbb4n7eP/997GwaGw96uTkxOHDh4HGVoa7du0SZY1yMxVo1ALw9/fH0dERPz8/kfqIj4/nt99+E4RPo9Eo1qDcIjU5OVmw7rt27YrJZKJbt25UV1dz5coVvL290Wq1om3q53/p3zeXJPr9H85XSZIYJP33QdHwjxF+aPydyXaVGnO+9lJj/bD1/2HBuLq6olKpRA1ir1692L9/P0eOHBFt/9q0aSM6osiLtVOnTixfvhyATz75pNEx+AtGalr+pNfr+emnnzCZTJw5c4acnBxR//egxypfRqNRaAJXVlZy7do1ADIzM1GpVELZCxqN+tGjR1m0aJGZkEHTA9Ld3V1EmLNnz35kLjA/P5/Vq1cTERGBXq/nX//6F66ursLjl6HR2NhYlEqlILDJzzAlJUUcQLa2tvj7+wtFJ4PBIOpEnzaqqqqEfvb9+/f5+uuvRa5Yrof19/fHx8eH3NxcPvjgAw4fPoydnR3Lly9n9OjRoruN3OJOp9MJmcBNmzbx1VdfPbJbz/Xr13F0dHyo3vPBceXKFerr64WE6MCBA9m5cycvvPCC6Ect5/vHjh1r1hd63759BAQEoNfrGTFiBAUFBej1empra3FwcODKlStERkZiNBpF+dKjcuCPGyaTifHjxwsVpBdeeAEXFxf69OnDjz/+SFJSkmD2Nh0NDQ0MHjxYlNQMGjRIKIDdvHmTtWvXCsKQu7s7Tk5Ooi+3vb29kBaVFZhkla0BAwZQVlYmoOmm61xWSJONsUqlIjExkYqKCvLy8kR/5X79+jF48GCzjj+yoppcj+/q6io6I8XHx5v1MZbH66+/Ln5vYmKiQJPatWsnCJA3btzg999/Z+nSpYSHhxMREUF9fT2vvPKKWYvJrKws8Xw2bdokSIhNa+wf3Ku//PKLgMCdnZ3NJGB1Oh2XL18W8qyy0MqFCxcICgoSKYCxY8eKfPgPP/xAVFSU6PktV2kkJSUJJ+DAgQO0bdtWOPrFxcWEhIQIve/s7GwUCgV79+7FZDJxydKSPEkiTGokZf1vjbC71KjxL4zwfwkUDf8Y4UeOpqSIx014liQRLD2aMp8qmXf+eNRla2vL66+/jpWVFQaDgdu3b4sGBFqtliNHjnDkyBEsLCzIz88HGskoer2e06dPU1ZWJrRfe/XqhaWlJc8++yyffPIJ48aNw9raWkSxTX9naGgoBoNBaNJqNBpxyMlN2d3c3Dh16hT37t3jm2++oXnz5uTm5uLg4EBSUpKAHMPCwujcuTOjRo1i5cqVLFy4UBDGNBoNnTp1Yvjw4VhbWxMQEICDgwMxMTH06tWLGTNmsGXLFlq1asXmzZv57bffBNzd1LGQc3zyIaxUKunSpQvZ2dlmkYm9vT3Tpk3j4MGD3Llzh/v377N3717KyspwdnYmPz+frVu3PlY1KiEhQcj+yUMunenTpw/t2rUTJTJNFYAsLCzw8/Ojffv22NjYUFRURHR0NB988AEmk4n58+djMBjYuHHjY9fbRx99JBpaPDhu377Npk2b6NKlCyqViqKiIpYtW4ajoyPp6ekolUpyc3N5/vnn8fX1xWg0cvz4cQFdyuVMZ86cwdPTU5S7BQUFcerUKQ4dOkRkZCSdO3emXbt2eHt7A409fJVKpciN/51x9uxZIZry66+/cv36dUaPHo1Wq8XGxuYhktq2bdsICQkhOzub48eP8/7776NWq9Hr9aSlpeHk5IRWqxU8CXd3dyF2IotFyMiNjOw8aq/FxsYydOhQxo0bh5OTE8nJySQlJeHr60tkZCTt2rUTrfnkaHHEyQAAIABJREFUDmBVVVVERESYtaAsLS0lLi4OrVaLv78/lpaW9O3bl7q6OsLCwlAoFIK1La8XubOQTJJ86623BA9Br9ej1WqpqKigV69eaLVa8vPz2bNnDz///LNItcjKeDIELvfkbvrdZRb/smXLcHd3F3nWb7/9Vuh1GwwGcZbIQ6fTsXv3biTpf1oQyvXB8n3OmDFD8EW++uorAgICmDp1KjU1NQI1q6+vFwhBx44dmTNnDpaWlixbtkw0d3FxcWHVqlWcPHkSg8HAli1bcHV1ZVN9PX1lB+kRQY1eksh4imFWNDXABsPfXrP/CeMfI/yI8TSv6++wpJ92ydCQh4cH/v7+VFdXU19fT0xMDDk5Obz99tscP35cNAy4fPky/fv3JyEhAWdnZ7p3746fn59QqHnw8y0tLYmIiGD48OGsX79eKOucOHGC6Oho7Ozs2L9/v+hiZGFhQXZ2toA35a4mPj4+6HQ6cnJy6Nu3LxqNht27dz9kzHbv3o1erxfGJywsDK1Wy8aNGwVB6Y8//uDzzz9nxYoVlJaWEhUVJfLjTY2aJEmivrFpG7qm7/X19cXDw4OkpCR0Oh1ffvnlY+fzxo0brFixguTkZNzd3RkzZoxZdHzx4kXs7OxYuXIl48ePp7i4mISEBFQqFVqtlvDwcDQaDZMmTeK1114jPDyc119/ndWrV9OuXTtefvllATnKZSklJSUsXLiQAwcOsG/fPkGmelRbRBmKlcf9+/fZt28flZWVaLVaMjMzmTBhAmPGjCEuLg6dTkdQUBAlJSVmcpXffPMNVlZWFBYWcvv2bdauXYu7uzvZ2dnExMRgaWnJiy++yL///W9mzJiBwWCgpKQEX19f8vLyuH37Ni4uLqKut1OnTrz66qt/e9/Mnz8fLy8vunTpQnR0NL/99hsAO3bsEAIUq1at4quvvqJ9+/YEBwfzzjvvcO7cOWbPni1achoMBjPR/6ZEwaZ7JyIigoiICDNUx8bGBrVazaxZs9izZw/NmjUzu8eEhAR8fX0B2LNnj6hj9fLyYtq0aSKnKtfWOjg4PCSw8/HHHwsHICEhgeHDh+Pu7s4vv/wi9lhBQYFIFUVHR5vVlSuVSvr168f48eNJSEjAwcEBpVJJTEwMS5YsYfr06UJi0s/Pjy+++IKff/7ZLH9taWmJh4eHgOc7dOjAtWvXmDNnjmiw8Nprr+Ho6IhKpSImJoYTJ06gVqvNuk/pdDp69uyJtbU1GzduFI6EzDFZsmQJKpUKd3d33N3d8fLyYsmSJaxfv16IBjXtxLV9+3bR7a158+biLPD29mb//v2kp6ej0Wjo2bMnJpOJ+vp66v+a63CpEYp+Uje6x10tmhrhwYP/9pr9Txj/GOHHjKdNeoH05E4egySJBU94XYZU5fyVWq1GoVBw9uxZBg4cSF1dnSjal/Ov8v+ViUVNP8/KyooOHTqQkpIiBPTlUVVVxahRoygpKUGpVNKhQwd0Op3I38hkEm9vb6ZOnUqPHj1E6cSaNWto164d7733HgAvvvgivr6+ZkIN77//Pnq9no8++kj8bPPmzTg4ONC2bVt69OjBhAkTRM5RbqVWUFAgclTNmjUTh4HcQu1Bp0KuJV66dCl6vZ65c+cSGhoqxPifNK5du8ahQ4eYNWuW0NFVKBQ4OjqKJhY9evSgrq6OV199lYMHD4oosKGhAZVKJQhba9asoW3btowbN46JEydiMpkEBFpdXU3v3r1ZuXIlzzzzDImJiaLO1Wg04u3tzcaNG7l165a4t4qKCpYtW8bp06epra3F19eXsLAw+vbtS0VFBUajEX9/f4YPH87evXu5e/cue/fuJSoq6qHvGRUVRcuWLWnbti0rVqwQ9aJyE4amB/Dhw4dFveeFCxcAKCgoEIb3pZdeotv/og1cVlYWSqWSixcvUl1dTVhYGNu2bWPIkCHExsbSvXt3sY61Wq1Zw3iZta5Wqx8JH1tZWREZGUmbNm2EPKssy5qZmYmNjQ1Go5Gvv/6azZs3ExISQmBgoBn5EWDLli1YWFgwe/ZsPDw8yMvLo6CgQBhVCwsLcnNzmTlzJjqdDicnJ0aOHGnWbxsQDOsXX3xRVCKUlJQwcuRI8R3Gjh3L/fv3+fnnn8nLyxP7tH379qhUKlQqFXq9Hnt7eyIjI4mOjja7j8GDB/Pnn39SU1MjECKZtS3vWQsLC2bMmCHuq0WLFmzYsIGSkhI8PT1Fm0M5FdSqVSvefvtt8f6mUq/79u3DyspKVDm4u7uLCHbq1KnY2Niwbt06jh49KiLwQ4cOCaTKxsaG27dvCxj6l19+YcWKFcTFxZGamsoLL7zAxYsXcXJyIigoiMzMTPbs2cM1SRJQtOMTIl6LB/5sep2V/juhaPjHCD92PA2SLn6KkW4uNTL9nvSe3NxckX+Sfybr98rSek1zrLa2tiQnJwupvJCQEBH55OTk0NDQwKlTp/Dz80OhUFBcXExaWpowaBqNhtzcXLp06SIaRwz+y2uUS4Tq6uq4efMmCoWCbdu2CVhQPlCgUX4wMjKSq1evsm3bNgwGA++88w47d+5k3rx5VFRUCO1YC4vGpu3jxo3j9ddf58SJE5w5c4aBAwei0WhQq9WUlZXRrVs3kd+Sc35ND+Ho6Gizg6h58+YEBweTnp7Op59+ys2bN7l58yaHDx9m/fr1TJkyhbKyMlJSUtDr9SgUCuLi4igqKqK2tlb0YpVLJoKDg9m/f/9jS3Ly8vJYv3490AgRu7q60rp1a9544w3mz5+PjY0N//73v/Hw8DAjP8nv/+KLL6ivrxdND2xtbYmLi6OkpAS1Wo2vry8uLi7k5ubSoUMH1Go1zZo1Y+rUqRw/fvyh+5JraR8smRoyZAgdOnQQAgwbN27EZDLxxRdfYGNjQ7Nmzfjqq6+EZrnsfHh4ePDee++xYMECwQD/+eefcXZ2FtG73IHr5MmT7N69m1dffZXZs2czfPhwCgsLhWCKjKLIKIafnx9GoxFHR0eioqKEDrWzszOjR4/mlVdeISsry8zxUigU2NraitIy2YDZ29vTunVrli9fzg8//MAPP/yAp6cnmzZtor6+HhcXFz744APu3r1LYmIiarWa4uJivvnmG/744w9mz56NJEmEhYUJyUX5s93d3ampqUGn0wmm94kTJxg9ejSurq5kZGSwZs0a/v3vfwtWfYsWLZgyZQqrV69Gr9eLfPGAAQM4ffo0M2fOFCxsuS7XaDRy8OBBMaffffedQH4sLCzw8PAwV++zsBAa6XKkLzcGCQgIIDU1lcOHDwtFKx8fH3r06CF06G/evCnWR319PT179hT/lj+3Y8eOuLq6imYnarVawMgyOSs7O5vLly+L93z88cf4+fkJuNzHx4fffvsNKysroqKi+Pbbb9Hr9WLP63Q6KisrGTJkCHfv3mX58uV0dXQUUPSjjKtOapQDLpMeL+Dh3tQAe3r+7w76/4DxjxF+zHhaJPx36th0T/uMvw4tGW5tanCbNnfPysoSMGxhYSHDhg3Dx8eH9u3bC+lIWRkqICAAtVpNbGwsCoUCV1dXlEol+/bt48svv6Rly5bExMSQn5+Ps7Oz0Obdvn076enphIeHM3HiRLKyskT7tNjYWEJCQoiMjGTt2rV88skntGnTRjgQcq6qZcuWDBo0iOXLl/PJJ5+wcOFCJEkSUfOHH35IRkaGEElwdHTEzs6O/Px8XnrpJYqLiwVpRibOZGdnI0mSKK9KSEjAxcWF1q1bo1Qq8ff3N6tvViqVBAcH07FjR+rq6ti1axeXLl16Yr1rYWEh+fn5hISEEBwczMyZMx/KXy5cuFD0owV47rnnUKvVfPnll6jVaqG4lJCQ8NS1tX//fgwGAy4uLiLqk5ENlUpFixYtmDt3LseOHTMjVz04Ro8eLdo+Xrt2jWnTpqFWq9HpdBw4cIDhw4cTFRUlvktMTAxjx47FYDAQFxdHQkICjo6O3Lp1i40bN+Lm5kZqaiqurq5MmTKFAQMGoNVqCQsLEzwAlUpFSEgImZmZ9OjRg+HDhzN79mwGDx6M0WgkJyeHq1evik5JMlNcdriSkpIYPHgww4cPx2g0PrTeLSwsBElIZuvKghyDBw9Gr9fTp08fvv/+e27cuEFUVJSZKtmePXtEp6eAgAA+//xzamtrBdqRnJws1oudnR29evWiX79+opXm119/zU8//YRarcbFxYXMzEy2bdvGnTt32LRpE+3bt0etVguhmMTERIE+abVaRo0axSeffEJOTo5oRSk3t58yZQpxcXFoNBo+//xz7t69y5AhQ0QJlYeHBxs2bCA/P1+cC82bNzfLd8vQu4WFBWFhYVRUVFBYWChSWzY2Nrz22muo1WpCQ0PNkA9oJGk5OzuLn8tnj8FgIDExEUmSqK+vF3tpwYIFAnkrLy8XjsbGjRvp0KEDlpaW5OXlUVlZKZ6Xk5MTubm5ZGRkMGfOHPG7a2pqsLa25oUXXqCuro6CggJKnmCA/+61VPrvhaLhHyP8xPG0yX9SVyX5avOU1+XNXF5eLoT/mxpjOfejVCqFeo+VlRVBQUHY2dmRkZFBYmIinTp14s6dOwIaHTx4MEqlEktLS8aMGcOgQYNwcXFh6dKlrF27loCAANatW0dcXFwjO/HSJbRaLZcuXSIsLIy2bdvSvXt33njjDYxGIykpKaI2We4PbGVlRUREBN9///1DRs5kMrFmzRoh5C5rzvr7+zNixAi2bdvG1atXCQkJYeLEiaKcRO6q5OzsTHBwMOXl5UJ2U4bf5O/Vr18/VqxYwYcffsi//vUvAUVOnTqV4uJi0Sw9ODiY/Px86urqeOONNzh58qSZcQsNDeXYsWOYTCYOHDhA3759UavV5OXlCanGU6dO4ePjI77nt99+iyRJzJw5E2tra27cuEFpaSkLFix45Fq6d+8eu3btoqysDKVSKeqVZbnIDRs2cOnSJfbv38/ChQspLS0lLCwMR0dHkpOTGTRoEKtXr+b48eOCRf3ll1/i4eHBqFGj0Gq1lJaWcujQIRQKBb///jt//vkn1dXVeHp6snTpUkJDQykuLiYsLEysOzlyc3FxITIyUiBARUVFgvnetWtXzp8//0hmtzwqKipISUlh8eLF3L9/n7Vr12I0GoXxUCgUpKamolAoCAgIEJDqgw3fra2tCQwMZPjw4ezevdsMtodGZ0OWwvTx8aGsrOyhtXf+/HlCQkKwsbERzpLcAEM2vg4ODmzdulVoVV+7do358+fTsmVLRowYQWlpKQ0NDaxdu5bo6GgiIyN55ZVXuHPnDmPHjhUQrJWVFaGhoXh7e7N3716OHTtGWloaLi4uqFQqrK2t8fX1Ra1W07dvX7M+x05OTtjY2Agou0WLFoIlPnLkSFJSUkhMTKRHjx7CUMu1z4GBgaxcuZLly5fTu3dvwY6Xzwx7e3vGjBnD2rVrOXz4sJkwSuvWrUX5kvx/2rVrJ7gWsnPdtWtX3NzcOHLkCC1atBDs6WnTpjF+/HgsLS2Fsplc9ii3ZZXz3LL0aNMUg3yGdf4L7ZJzwU86JyP++vNB2eDxUpPaYOm/D4qGf4zwE4d8IImOOE9ZKI8iFCQ+8PqDi0iOEppqwMqXnZ0dXl5eoqShTZs2on3fsGHDGDRoECtXriQ1NZVnnnkGk8nEsmXLsLS0pKSkhC1btghd5czMTH777TdOnDiBXq8XRic6OprVq1fz3nvvoVQqyc/PJyIiQpQ8yOpYEydO5MyZMzQ0NDBixAjBpE5MTKSsrIw7d+5w6NAh5s+fT2FhIW5ubmJTSpJEXV3dQx136urqBAQn1yrLh4wsIuDi4iIObJn0JLeV27Fjx1Pn8M6dO5w4cYI33niD8ePH07VrV1F6ERUVJRiomzZt4vz58wJy//3333n55Zdp0aIFLi4uVFdXYzAYRE3wyZMnUSgUODg4UFRUxO+///7IVpDHjh2jurpafBcZuRgyZAi7d++mV69e2NnZPVLYAxrLdD766CPmzZtHjx49CAwMxNHRkYiICHx9fZGkRvGJfv360atXL7KysnB0dBRrxtvbW3RGkpvUe3p6snbtWvLz81Gr1WRnZ5sJc8TExKBWq6mtreXYsWN4eXk9EUm4f/8+Li4ueHl5UVBQIFjrsnaxpaUlkZGRQtrwwW5ZspRqSEgI3t7erFu37qH+uE2HyWSipKRERJ/jxo0zK3+7cuUKHTp0EEZSzv23bt2adevW0apVK7HWfHx8RNOMe/fuER0djUKhMJtHk8nEjh07aN26Ne7u7iJ6lGVevby8UKlUZuu0qKgINzc3XnrpJQB++uknZs2aZaYDoNFo8Pb2NmuMsWDBAuEw19bWEhQUJHSXly5disFgYObMmUKUR3ZwJ02ahEqlEnKSnp6elJeXU1RURFRUlJj/7OxssrKySExMZM6cOUiSJCL7tLQ0Afn7+vpia2srZDKb6mQ3TZ8pFAozuUpJksTzadasGSUlJUyaNIm1a9ei0+lYtmyZaKtZYWGBUWqEmZ0fcXZGSRLpTwpgJIlSSWKE9N8LRcM/RviJ4/8KjzzuCnrMz2VvNCsrC5VKxfPPP48kNWq9KhQK1Go1v/zyC4sXL8bOzg4rKytsbGw4cuQIW7ZsITQ0lIqKCrKzs/Hx8RHlNjqdDl9fXzZv3kxAQABDhw7Fy8uL8vJyBgwYQIsWLXBycsLa2pqsrCyMRiODBw/m0KFDnDt3TjTnTk9PZ9++fQCsW7cONzc39u7dy5gxY9BqtSKiioyMFLJ4cjmJrP1bWFjIwIEDBYzdNNIvKCigsrKSqKgocnJyyM3NxWD4/9h77+ioyvWPd1InM2mTqWmT3kghJKGkkB5II4QaegiEAMHQBIQYWggkBEKHRJpUUUERBBSQI1ZABFGUehQVQUXwZ0GCQjKf+0fc78lQbOfcte4513etvWTiJDOz9573ad+iQy6X07t3b+7cuUN5eTkBAQECyFZfX4/RaDQzYPgzq7Gxkffee49p06bh4eFBTk6O2NAkzmhdXR0vv/wyr7/+OtOmTUOhUODj48Pq1avZtGmToJ9cuXKFzZs3k5ubC8AXX3zBnDlzxN9TKBS0adOGyspKkfxIa9y4cUyYMIGAgAAGDRrE0aNHeemll4RQf1lZGb179yY+Ph5fX1+RiEhOW9LcztbWluDgYHr37k1mZiYDBgwwC2RPPfWUmCdKvsJ9+vRhw4YN1NbWolarmT17Nrdv36aqqorRo0eTm5tLVFQUXl5evPfee/edQ5PJxLvvvku3bt3um+cOGTKEmpoaEZTvveddXV1xcHBgwYIFnD17Fjc3N5qamnj99deJiYmhQ4cOD+QVAyxYsIC2bdvy448/8vnnnzN8+HC0Wi2PPvooGRkZZnxhGxsbnJycBLAQWhIsKWh4eHiwZ88eTCYTzc3NYoxz+fJls9e8ceMGkyZNEq1sKUl2dnamoKBA4DhcXFwIDg5Go9GwYMEC8fvnzp0T7d7WSGnpOq5evZqNGzfi5uZGcXEx5eXlArwVFxdHnz590Ov1Qmd5woQJGI1GfHx8BK5BArCtWrWKcePGCfphSUkJQ4cOFUl863lz6/ch/VsSTFGr1YwfP14kDpKbmdjPAgMZPny46AYpFAqcnZ0JDQ3FysrK7D5vbVc4bdo09vj6IpO1dBP/is5C68Nb9t/bioa/g/Dvrv9E8FXJWqrgh9GapLnvqlWrBOhJLpejVqsJDg7G3d2duLg4Zs2aRUJCgsjknZ2dSUhIwM7ODjs7OxYvXkxFRQVBQUEiiJWVlQnBdem1ioqKWLJkCYcOHRLt54MHD1JeXs7s2bPFZx88eDBarRYvLy+2b9/OyJEjUSqVBAQEYG9vT0pKClOnTmXw4MHCmcXW1hZXV1c8PDyQyVo8aqWKKCkpSVgylpSUcPPmTVxcXLhx4waDBg2iR48etG/fXshThoaG8vzzzwNw9epV4dgkcVFTUlLM5rR/ZdXU1DBhwgTx+IcffuDo0aOsXbuW8ePHk56ejsFgwNnZmcDAQAwGg/AfloQN9u3bR2pqKoWFhaINamNjQ0xMDIsWLeLIkSMcPXqUnTt3Ul9fz4wZMxgxYoSQq9RoNGY+twkJCRQWFjJ16lSWLl3Ks88+y8qVK0lJScFgMFBbWysMEz777DPUajVffvklBw8epLq6WqCFVSoV6enpPPbYYxQVFYkZvCTk4O3tLahan3/+OT179iQgIICFCxfSsWNHTCYTa9asQaFQkJmZSXNzM83NzezatYvMzEwx75Q8rxUKBaWlpeTn54tWa+tE08/Pj6SkJIFZkKrvGTNmMHHiRHENmpub2bJlC0ajkV69eplV6Tt27MDT01OguX/55Rc2bNgg5suWlpYYDAZsbW0ZMGAA3377LRs3bkSn07Fv3z4A3nnnHTECio6OJjQ0lKSkJMrLy4mNjaWyspLc3FxMJhO3bt2iuroajUbDqFGjhLynWq0Wr2lra8usWbNobm7mypUreHh4CPezXr160blzZ1F5SzaSMlnLKCo5OZm4uDisrKxQq9VMmjSJoKAgQQuaPHkySqUSOzs7unTpQs+ePWnXrp2QqpXU8qQkSKrEw8LC6NevH507d0apVNKzZ0+eeeYZDh8+zNq1a808yqVOiZRMS1TAe4PzwIEDBaCzb9++aLVannvuOVavXi3wG6mpqXh4eKBSqQRF7e7du/j5+Ymk6t36epp//ZuSQtbv7aEPw+DopABsYfFf2YqGv4Pw7657W9JWv3NTSOIdfwZo4OjoyIEDB3B1deXGjRvY2dkREBAgTAauXbvGunXrsLKyonPnzqhUKubNm4evr68ZzUjKcKX2rtFopLKykp07dwo5yJycHLp06WLmerNlyxYSExN59tln6dGjB3fu3OH48ePCVFz6/La2toJylJOTIwKONNuUAnG7du2oqqoiPDycs2fPCnCVra0t06ZNM5vHKpVKvvnmG+zt7dFoNERGRpKbm8vSpUtxdXVl+/btQAuoy87OjuHDhyOXyyksLMTPzw9HR0d27979l69vr1692LZt2+8+7/r16zz//PMoFAqBKn5gwvWrnZ7Ek7axscHT05P27dsLAMusWbN44okneOGFF4RBhzTPX7NmDVqtls2bN2Mymdi3b5/wTW5oaLhvRgrQuXNndu3aJR7fvXsXlUrFhx9+yEsvvUT37t2FzaSUIOTm5qJUKu+b5+/du1fINl68eBGTycTixYvvu85hYWEMHDiQ4OBg8TM7OzuzLoekMJWVlcXVq1c5fPiwCFCxsbH88MMPmEwm/Pz8OHHixH2fq7GxkXnz5qHRaJgwYYKgwp08eZK3336bIUOGiM5AmzZt8Pf3JzAwkLZt22JpacnChQsFn/3IkSO4ubkJpHNKSgoNDQ24u7uLMYqlpSVdunThzJkzhIeHU1xcjIeHB3369OHcuXOMGzdO3McSjzgjI0OMLLp27YrRaGTChAkcPHiQLl263BfMJEMFSapVGsdIGtjSuVOr1eTm5go/5MLCQurr6+nevTsajYaVK1eyePFiwsPDCQgIwMrKiiFDhgAtI5Dx48cLvem6ujrS09OFd7RcLjfzQZZmyFLXbc+ePXzxxRfodDph1CC9X+kzGI1GAXKTgnZDQ4Ognvn7+/PRRx8BCLvCTz/9lH79+nHWyoriXytYe9n9LJJ8WQvFU/kH9s6lUhD+tQv137j+DsK/s/5q9XtvEJaqYa+HBHBXV1f69etHWVkZarUaJycndDoddnZ27Nixg8WLF9OuXTvc3NxE60sm+xeqVtLKlaTxPD09RcXz2muvYTAY+Pzzz7l79y6jR4+mXbt2ArV8/fp1IepgY2ODXC4XFXDrNqPRaBSWcNXV1cLTdPbs2Vy/fp1z586h1+spLS0VM0kJeOLi4kJAQMB9s0VLS0tWrlwpKvtly5ZhMpn46aefsLW1ZcWKFXz55Ze4ublRX1+Pu7u7kEe8dOkScXFx2Nra3kcL+qPL09NTVFrNzc188803fPDBB+zfv58NGzZQXV3N2LFj6du3r1Cbaj3/ah1wpEAkcSvT0tKYNGkSGzdu5MSJE/cBmz7++GOhUNV6nTx5Ejc3N9FO3LZt20OVvqCl1Xcvn7dnz55s3bqVTZs2ic/44osvkp6ezpIlS8Smq9fr0ev15OTkMHPmTF588UVef/11Ac5pPdeXeKft27cXgg7SxiwdVlZWaDQaPD09Wbp0qaD5TJ8+HTc3N2EjOXr0aOLj4zl06BDBwcG/OXP++uuvGTBggPCyNRqNqFQqFAoFMTEx6HQ6srOzOXToECaTicuXL6NSqUhMTCQkJIQdO3bQ3NzMu+++K7SRFy5cSGlpKYsWLaJv374UFRVRVlZGVVWVmCFbWVkxf/586uvrzTyqZbIWA4mMjAxCQkJE16H1OZCCq/T9lMQvbGxsiI2NpXv37uKcDhs2jOTkZDEXf/LJJ4VRi4WFBVlZWXzwwQdERUXRvXt3wVe/dOkScrkcX19fFAoFX331FUeOHGHDhg2Ul5cLK0YJUNVam6B1suTr64u/vz/BwcFMnjwZk8lEWVmZ0NuePXs2RqNRAEJ/+uknPvnkEzEKay2io1QqcXV1xd7enpKSEnbv3i2AkWq1mg39+5upY/1RYY4HFTUbZa0AWe+++4e/8/9fW38H4T+w/mogbn3YymSEy2Sk3vPz1gHZ2dkZGxsb+vTpIypwX19fsQn6+/sLXWI/Pz8zZaFhw4bR3NyMUqlkypQpKBQKERD1ej0HDhzAZDJx9epVtm3bRvv27c2qGykbl2hQNTU1PPfcc3h7e2NlZcXatWvx9/dn2LBhxMfH4+fnx6pVq8wCy40bNxgzZoyZvq6joyPdunVj6tSpODs7i5YgtFRslpaW2Nra4uDgcN/cMTAwkO7du5OcnMysWbOAFkGILVu24OrqSmxsLE1NTXTs2BGFQmEmFtJ6/fLLL1y+fJl33nmHXbt20dCrRQS3AAAgAElEQVTQwKxZsxg8eLDwWvbw8BDi+mFhYWRkZDBkyBCmTJnC/PnzGT58OAEBAWbXbubMmTQ3Nwu3mlu3brF161ZSU1NRqVR069aNsrIyBg4cSNu2bYVJR48ePaioqGDChAkkJycLh6Tbt2/zxBNP4OfnR1xcHKmpqYSGhv5ugnHjxg2cnJzMuhurVq0iOTkZNzc3zp07B8CxY8eEgtQjjzyCs7MzdXV1HD9+nPHjxxMZGWlWIUl0ISmxUCqVaLVa8f8NBoOZWpVerycmJoZnnnmGu3fv8t1336FUKomLi6NLly589dVX4v01NzczcuRI3NzcqKioeOhn++abb6itrRVm9ZLFpbe3N05OTpSUlNx3fiSVts8//5z6+noCAwPx8fFBq9WKwClRpjIyMkQLVkIYt9aWbk0Jku5VW1tbtm7dyv79+zl27Bh6vZ7g4GASEhIEN1oKwlJX6umnn6a5uZmjR48KYKAk4iIl05WVlaJL9P7776PRaJDL5QQEBGBhYUFqaipvvfUW77//PkuXLhVGIzLZv+bTHTt2NHM2e++997h586aQOpXGBq3vY71ez6BBg5gyZQrz5s1j4sSJ+Pj4YGlpSWhoKHl5eVhaWuLo6Gg2K9+2bRuBgYHY2NhgNBpRKBTs37+fHTt2YGVlRVpampghW1pa4ufnx3UpUXlIMfJHD0XrAPyr4cR/6/o7CP/B9e8GYXuZjCjZg0EIunseOzo6ii/X448/TmZmpuA5RkREcP78eQHckNrFhYWFfPLJJxiNRnr37s24ceOYO3euaBe1lreU1IUkAYz6+npu3Lghfia5wCxZskRsVtOnT8fPz0/MlFubDZw8eVLQJCRajUwm44UXXqCxsZHFixcLEZI2bdqIquett94SX9CPP/74vnOem5uLXC4nPT1dvN7evXuJiori2WefRaFQUFFRwcsvvywEEdLS0igsLKRLly6Eh4cL6pO7uzsxMTHk5uYKyUCpI3Ds2DE+++wzM0nJa9eusXTpUiGtaWNjQ2JiIlOmTBGPTSYTp06dwtPTE7VabSYheenSJWbOnInRaCQqKoqVK1dy7do1zp07x44dO5g1axYhISFoNBrs7OyEUEJgYCDz5s3j4sWL3L17l/Xr16PRaNiwYcNv3p95eXls3LhRPF61ahWWlpZmcp6XLl3C29ubr7/+mnbt2pGYmCg6H2FhYXh4eAg1I4kGJmELWld5knWftPnb2dnh6OgoxPilNXv2bKytrVmwYMED0c4///wzdnZ2dOjQwezcNTY28vTTT5OdnY2DgwPOzs7o9XqRWEp2gwaDgczMTLKzs4mNjRXqYFJr18PDg/DwcKGxbWtri4eHB8XFxWJEUldXJzSSjUYjTz75JLt37yYjI8OMVuPg4MCECRPIy8sTBgrQgsSWqEhSJ0qtVouWb2hoKAaDgZkzZ1JWVoZWq2XFihV88803REVFiQDv5ubG3r17aWpq4uTJk2g0GmJjY3FxcUGr1RIVFSWSBKkbEx8fL8xF8vPzH9pN2Lp1KzqdDnd3dyorK80cl2SyFn/z27dvC+BkcHAw1tbWYgYsJSOt7Sm//PJL9Hq9QNir1Wo2bNiATqdjzZo1eHl5ifM6e/Zsjhw5QoGLCyaZjHYyGQNkMgb9hepXJrvHslD230lLar3+DsJ/YrVGFQb+mo097AbSyFpaz61/5v4nsj+j0SiE4yWwhVwuZ8OGDXh6etK3b1/27NnDpk2b7uPPSlWKlM17eHjQqVMnoYE8duxYobR06NAhdDodzzzzDPX19Xh7e7N48WIWLFiAr68vw4YNQyaTER8fz+HDh/n000/x9fVl8eLFbNu2jfj4eDw8PEhNTRV/+7XXXkOn0+Hp6SkcW3766SfCw8MFXaq8vFxUDK3dekwmE9evX+fDDz8Uesd9+vRh/PjxFBQUkJSUJHyTpeokIiJCiIAYDAY6derEzp07OXXqFF9//fVD3YmmT59uVoWdP3+eefPmiU3I2tqaTp06sW3bNlGhzJo1C5lMRnh4OAATJ05k+vTp9OzZk/r6+vteo6mpiYMHD9K/f3+cnZ3p378/Bw8epLm5mYyMDHr37o1arSYrK4t58+Yxbdo0unXrho+PD0qlkujoaPLy8kR7+9y5cw/cbJ955hm6dOkC/MvaztXVlfPnz3P9+nWee+45SkpKhB63jY0NqampeHp6ilapvb29QCar1WosLCzIyckxAxNJG7KkXiaT/cuF6NChQ3z33XfcunWLkSNHotFo6NmzJ19++SVnzpzhrbfeEvfs0qVLGThwIAaDQfj1tmnTxkzKsjV4qLVnsCTrOmDAAGHo8Pzzz3P27Fm+/vprUlJSBBq6ubmZfv360atXL37++Wc2btyIt7c32dnZZsh+hULBtGnT8PPzo02bNuh0OgwGgzgPkjVfUlISU6ZMoampibVr15olJFqtVuA4hg0bxp07dzCZTNTV1QnhkZKSErZu3SqkLQ0GA/379xfyodLnlVrHISEhLF68mP3793Pp0iWOHDmCi4uLoBNJCZNGoxEdj9Zr/fr16HQ6dDodTzzxBAkJCUIkSLp+SqVStKh1Oh329vZ06tSJf/7znyJxH9HKGtBkMpGXl8fo0aPF+ZHU5F566SVh2WhtbY2HhwfPPfccWq2WOzY2FP66D9o+IMj63FOkPGx/NbMsTEh4yG7937P+DsJ/Yv271fCfOe5t83l4eIgs2NHREScnJ6Kjo8nNzRWzV+mL5eDgQH5+Pq6urma2ZdAikTdjxgwRmNetW8fRo0fx9PSkpqZGCBtI0nhDhgzB2tpa6M1evXqV8ePHY2VlRUBAgEBQDxs2TAj/r169msLCQpYtW0ZQUBDffPMNd+/eFRQMCdkpzZIkGzSj0Sh0tAMCAgTf0dvbm0WLFvHUU0/x6quvUllZSWZmJitWrKBTp05CLm/s2LH069ePwsJCwsPDuXjx4m9ez65duzJ//nymTJmC0WgU6OHIyEieeOKJ++hP3333ndBgzs/P5+7du7i6unLhwgVhBvBbs81vv/2WlStXEh4eLjbZ7t27P7ALAC1UmnfeeYf169dTVlYmzp2DgwNxcXGMGDGCpUuXcujQIS5duiQU0LRaLfPnzyc0NFQIvWRlZfHoo48K1y4psAUFBREbG4udnR22trb06tWL2tpaHnvsMXE/BQQEiNmnxPOVgEOurq4CWSvZTkrXVvqvXq8nJCSEuLg4cnNzGTx4MGPHjiUiIoL09HSys7OxtbVFoVAwbtw4nn32WfLz84WDUWJiIi+99NIDq+mbN28yc+ZM1Go1U6dO5f/+7/9wdnbm+vXrmEwmxo8fT1JSkhmg7cqVK6SkpIikQqL9BQYGChN6R0dHZs6ciV6vp0ePHgwdOlTM0T09PYU6lUwmE0I0kga0dN+dO3eOlJQUAgICmDFjBmPHjjWjJzk5ORESEoJWqyUnJ4fQ0FCcnJxEYqRUKnn++edFAvjmm2+i0+nYtWsXpaWldOvWTTgqSd2z1jKmq1atEtz07du3C9EP6RolJCQIP+S0tDTxvmxsbFiyZInYc+RyuVmA37x5MxEREfTs2ZOIiAicnJz49ttvGTduHBqNhqqqKiHRKTE1zhoMFP4afB/klPRHj/ssC/+LZ8HS+jsI/4n10ID5J26iP1IJ32teIAXkrKwsHBwcGDduHL169cJgMODu7o5CoSA6OlqIHnTo0AFLS0tqa2sfGhTu3r3Lnj176N69u3A18fT0FK3HUaNGifmPpL/br18/VCoVI0eOFPzfyMhIDhw4wJtvvsn27dtZvnw5YWFhxMfHk5mZiV6vF1WlWq1GJpMJ8f2goCBkMhnJycns3LmTTz/9lNu3b/Pzzz8TExNDx44daWhoQKvVmtFUGhsb0el0vPfee2i1WkpKSsjOzubHH3/E39+fnTt3smrVKmGX1no1Njby4osvMnz4cIFwdXZ2xs/Pj5qamvv4oa3X9OnT8fLywtPTk4yMDF566SVhQWgymQgLC+PQoUMP/f0zZ85QWFiIWq2moKBAgOnS0tLYunXrfRKDD1obN25ErVbz2GOPsWrVKsaMGSPara0RuCEhISQmJhIQEEBaWpqZRaTEA5XL5QQGBpKRkUGvXr2EUX3reWbre1CqgDMyMujYsSNWVlZCqGLQoEEikD/yyCMsXrwYtVpNeHg4SqWSkJAQBg8ezNKlS3nhhReYNWsWlpaWQq/5/fffJy8vTzgXSZXvb53P1uvKlSsUFRWJavTu3btmaljQ0o2pqqpCo9HQpUsXATqTkOPS5ywsLOTq1at06tSJuro6vv/+ezQajZjNtm5TazQaXF1dsba2pnPnztTW1lJUVITRaBTPjYyMJCMjQ4C9hg8fzsyZM3F3dycjIwM3NzfWr1+PpaWlwBdkZ2dTVFREYmIiBoOBgoICXFxcOHjwIJs3byYoKIgffviBjIwMdu7cyUcffST8q2NiYujVqxc6nQ4XFxf279/PlClTsLS0FJru0vfE3t6ekJAQgoODxffTwcFB3C8SAE+6N69cuYJOpxNa2RJ4ULJ/vHbtGleuXGHw4MHiHK10cMAkk5Esa2lDj5bdL1r0sMPlnsdmloX/pbzge9ffQfhPrnspS1JQvTcQW8hkpD8kYAe3evwwdGBgYGDL3/8V5KRWq7G3t8fd3R2NRsP69ev59NNPMZlMGI1G+vfvj8FgELJ/U6ZMoW3btiQlJT1QaEFaJpOJZ555Rmww0utv376dd999l0mTJon2VXJyMu3btxe+v9LsV6PREBcXR8+ePRkzZgzOzs5UVVWxb98+Tp48yYABA/D29sbNzY2ePXvi6OiIj48PS5cuRaFQUF5ejlqtZsyYMVy5coXS0lJ69epFcXExq1evZvLkyTz22GNm71ua6ZaXl1NaWkrnzp2ZO3cub7zxBm5ubly/fp0jR47g6enJpEmTWL9+vTCu8Pf3FypEjz76KKdOnfrNChZaAELOzs5oNBpCQ0MJCAhgwIABrFy5UjynoaGB/Pz8+3732LFj5OfnCzea7777jgMHDpCSksLPP//M9u3bhcH76NGjOX78+APfT1NTE99++y0vvPACrq6uwl3J1tZWWNpJ1WrrTsq9h8Tl7tGjB5mZmQQHBwvdcWneKN1rcrmcjh078txzzwlOstRm9fDwEHKH7du3JywsjJSUFKKiojh16hR2dnbcvn2bu3fvcuTIEYqLi/H09BTVmEKhoLCwkMmTJ9O2bVvx2lL1JlFc/syqqqpCr9fj5uaGTqfjiy++4M6dOzQ0NGAwGIRYRWhoKFqtlvbt2zNmzBhxbuzs7Hjvvfd49NFHycvLw2Qy8cYbb4h7XUpkpBa+9DMp+Hfr1g0XFxfS09M5ceIEd+7cYezYsYJG1TqZ/Pnnn3nyyScF2M3a2hovLy+uXr2KSqUSQLv6+noUCgUuLi60b98eBwcHTpw4wffff4+jo6OQpNy/fz9+fn6CumVhYUFaWhrDhw8XSbxM1gIAdXJy4saNG2KsM2HCBGQyGcuXL2fIkCHiM0oVclBQEDU1NaSlpTFz5kzi4uKwt7fH0dERf39/1qxZw6RJkwgPDxetdmtra3oZjTTLZGZt6IfJ/T6oQLmXppQlBWA3tz99b/x/df0dhP/k+istlHsPd9kfb8dIqkj29vZiHti3b18z/1mj0UhmZqYI1v7+/phMJpqamli9ejUGg4Hi4mKuXLnCl19+ycmTJ9m9ezclJSVC2UqaIbdGv8pkLS0zqd2o1WoJCgpiyZIlnDlzhv/7v//jn//8J0ajkdWrVwNw+fJldDqdmcZyx44dMRgMdO/ena5duwpUaHR0NB6/Ss1du3aNSZMmYW9vj7OzMxcuXGDUqFE0NDRw8eJFdDqdGXDqq6++ElxYlUrFmTNncHNz49ChQ0ycOJHc3Fzq6uro1KmToD9J7b4hQ4ZQXl5Ojx49/vB1nzRpEqGhocycORNnZ2ccHBxwdHTk+vXr4jk3b95ErVaL5OjAgQOkpqbi5eXFihUruHXrFs3NzXz33XdMnTqVgQMH8sorr7B9+3ZWr17NtGnTSExMFOMGifPq4+MjWp5Sm9fe3l44DUlUstbawSqVCpVKJdq5jz76KBUVFbi7u4s2r1R5paSkEBISgkKhQC6XCxBdSkoKKpXKrA0cExPD4cOHOX36ND4+PsyYMUOIp6Snp3P+/HnWrFmDSqXC1dWVvXv3MnDgQJydncnLy+PZZ5+lsbGRrKwsEZSlRNPGxobAwEChSfzmm28+0H/5t1ZZWRnDhw9HpVLh5+dHeHg4BoNBKHSVlJRw9OhRjEYjixYtEsF02bJlvPPOO6KbILXmpQq59WFtbU3btm1xdHTk8ccfF21mCwsLAgMDOXz4MNDS+TAajdjY2FBdXf3Advrrr78uug9SIhIVFSU4v88++ywGg4Hjx49z7do1XF1dBeAwKyvLDCRmMpkIDAwUxi1vvvkmAwYMEJ9Heu+DBw8mIiKC5cuXCwS0TNZCl5ozZ47An1RVVQkZ2Q0bNpCUlCTAlZKGvLQ/xMXFMXv2bJ566imMRqNQD2u0tzdrQ/9ZH/bWgbmnTMbXsv+dNrS0/g7Cf2H9JwKxzR98nhT8LCwsGDRoENCi6hQQECBEJlxdXQV9xsvLC4PBQF5eHsOHDyc7O5uIiAiRyUsVjoQ07dOnD6mpqfj4+FBVVUVaWpqY2To5OQl+pK2tLZMmTXpghSYF4rVr1/LUU0/Rs2dPoAUspNPpWLJkCbdu3cLX1xe9Xk9UVJSosNu1ayf+zpkzZ1Cr1QwYMAAXFxfatWvH/PnzgRbR+XtFNYYPH87cuXOFROKKFStEpSt5D6elpQkqh06nEwbtEydOpLq6+g9db6kykYK+Wq0mIiKCiIgITp06xauvvsrzzz/P2rVr6dy5M4GBgWi1WpycnAgLCyMmJkaAj6TZqVKpxMvLi7S0NHr37s2IESOYMmUK1dXVrFixgqKiIvz8/ESwlGRHpXltQkKCGWVIAuZZWVnh5+fH0qVLOXPmDI8++iiVlZUcOXKEsrIy4cgzZ84cXn75ZeLi4szENqTELyAgQGg979u3T/CUKysrmThxIvPmzaNDhw4olUqGDx/OnTt3qKurQ6PRUFxcLKz5nJycmDNnjuC2Ajz99NPicwUEBLBjxw6ampqELeHAgQOFO5bEBR45ciRr1qzhvffe+01nqbCwMJydnVm8eDE+Pj5CMKRDhw6ish41apQwI7G2thY+3JJy2b1JqCRPKiVAfn5+5ObmcuXKFW7duiVMIpydnXF2dqa+vp5p06ZhbW1NSEgIly5deuB7lRDsPXr0YMqUKYwbN476+nph8ygB8j744AOam5vJz8+nrKwMaEluw8LCUKlUxMXFsX79eiHQYWlpyVtvvcX69euxsbEhMjISmUwmul2urq4EBQVhNBqFtrw0ZpHMLSQjkvr6ehwdHYUCmtFoFOdGQsZLTmySrWlSUhKxsbH8Q9aCYjbIWkBW/w4lqUH2v0NJunf9HYT/4vp3g7C3TMYWmQzjb2R+92bfjo6O9OvXj4EDB9K+fXuxoUubsEwmo2vXrvTt2xelUklVVRV79uzhxIkTnD59mtLSUmxtbbG3t6empobm5mZKS0uFiHxERARr1qwRoB5pzujg4EBYWBi2trb069ePQ4cO3ZfVX7x4EU9PT1JSUgSvNjAwkJMnTwItrTKDwUBYWBi5ubnEx8cLeT1oqSLbtGkjBO+/+OILMU+sqKjgySefNMv6AU6cOIFarSY/P1/4K0dFRaHT6YSo/Jw5cwQ/9emnn0ar1bJp0yYSEhLYs2cPly9f5oMPPuC1117jhRde4Mknn6Suro6KigrGjBnDgAEDMBqNokJvjd6Vy+W0bduW5ORk8vPz6dy5swAnDR8+nKeeeor9+/fzzjvvcPHiRa5fvy6CWUhIiKAP3blzhyNHjjBv3jwyMjJwcHAgOjqa8ePHM3v2bLKysoRwg5ubG3FxcSLRkMlkgsaSlpbGwYMHRSfkww8/pKCgALlcTkhICHPmzBFo7KKiInFPSS3a2bNn88UXX3D69Gm2bdtGly5dhA2fQqEgMjKSnJwcIZTRpk0bwsPDefvtt/n000+ZO3cu/v7+2NvbI5fLBd9cp9OxadMmnnrqKQE6UqvVHD16VFzL27dvEx8fT3l5OdCCWejfvz8ZGRkcPnyY5cuXU1hYSGhoKEqlko4dOzJmzBiefPJJTp8+zd27d/noo4+QyVps+SwsLAgJCWHWrFlUV1cTFRUlVN+k70uHDh2EHeAbb7zBtm3bRBBuTbWTEhOJY+vp6cnt27fZvXs3Pj4+9OvXjytXrrBx40ZiY2MFD3fgwIEPrH5/+uknoTf9+OOPi/vdxcWFF198EUdHR9LT04Un9KhRo5g0aRKxsbGCU37nzh1cXFz4/PPP2bVrFz4+PiJ4FxQUEBcXh0KhELPpjRs3CmEWyWhCAgcajUahiW1ra0v//v1pamri3XffJSkpyawbICXob775JsePHxejDYPBgFwuF2CuPWFhgkaULGuZBcfJfptRor3nsYWshYWyvnUAlv33U5LuXX8H4X9jifmwdIM+4MZKlt0v0NE6EB9t9fhBLkvib1tbk5CQgKurKxs2bOCVV15h+vTphIaGChCFRFGBlgw2KiqKjz76iNLSUgGounDhAq+88gqBgYFCqCM/P5833nhD8F5jY2OF0pWUrc+bNw8PDw+WL19O27Zt8ff3p7q62sx398KFC6IlPnToUMH9/Pjjj9Hr9bzxxht89dVXQoAkIyMDZ2dnmpubGTRoEEVFRWbnd9y4ccyYMYPi4mI0Gg0ODg4CmNK7d2+cnJxwdnYmIyMDV1dXdDodWq0WnU5Hp06dRLAaNGgQOTk5xMXFCUlGmUyGQqEQXNLExES6d+/O0KFDmThxInPmzGHFihUsXrwYBwcHnJycOHDgADU1NRQUFAhe6Y8//sjixYvx9PSkS5cuvPrqq+Tm5rJu3bqH3jc//PADcrmcmpoasrOzcXR0pG3btpSVlTF//nymT58ugnH79u0pKSkRaHfpvpDAM5Jfa2NjIyNHjsTb21vIBnp6ejJ+/HiUSiU//vgj165dE+IJkvl7YGAgTzzxxENBYcOGDcPOzo433niDd999l0ceeUQEMen9SF7W8fHxLFmyhCtXrtCmTRvc3d3p3bs3o0aNEuc8PT2dmJgY9u7dK15DohH169fPLGjdvXuXgoICsrKyzNDNN2/e5I033mDRokX06tVLqDmJ79Gvghre3t506dKFRx55hNLSUjNLzOXLl9PU1ERdXR3Z2dn4/moooFarCQoKErRAPz8/s+q4traW5ORkgoKCCAkJMQOOzZgxA5lMhp+fHxs3bqRt27bEx8fz1ltvieecOHFC0M9WrVpldq4HDx5MZGQkqampWFpacvLkSb7++msGDRqEhYUF2dnZHDt2DIB//OMfdOzYkebmZkpKSoQVpWSqIlWqFhYWbNiwgRdffBGj0UhqaioWFhYcPXqU8PBwZLIWnrCUxOt0OgoKCtBoNPj7+6PT6YQhxqJFi0THJCAgQAR6KTBLnZRYK6v75sCKB+yPvyfta5DJGCqTUSP736Ik3bv+DsL/xvp3q2GZTIa+1b8f5rIkk7XM+fbv309KSooAA5lMJvr16yee01rQ4dixY7i7u2NnZ0dFRYXgy+7atYv09HTs7OyEAfzIkSM5cuQI/fr1w9XVlfnz5+Pg4MD06dMZMWKECGwSWMZkMvHOO+8wYsQIVCoVPXr0YO/evcydO1dUDZJwxM2bNwkPDzcDMJ0+fRqZTEZqair29vaMGTOGkJAQoQm8Z88eNm/eTHJyMl27dqWoqEiIZkibrOS9LG0ekvF4bm4uBQUFODg40LdvX/R6PWPGjGHPnj28/fbbnD17lt27dwvOqWRj97A1dOhQsrKy6NWrF9CiNJWTkyP8n11cXOjTp4+Z9vH+/fuJjIwUrfvm5mZOnTrF4sWLycvLw8HBATs7O0pLS5k/fz4zZ84U1W5kZCSlpaWUl5eTnZ0tKm+tVkv//v05fvw4ly5dEpuuSqVi4MCBTJw4kbi4OHFe2rVrJ/jRHTt2FPxqaa6ckJDArl27ftMyEFpoNhLPtHv37vj6+hIQEICjoyNKpRKVSkVNTQ0rV65k7NixpKamiha5ZKsnk7W0QocNG4bBYMDJycmspVxeXk58fPwDdbHv3LlDfn4+CQkJbNq0idmzZ4tOkISVkO4LOzs7vL29yczMxNfXVyQxknezra0t/v7+HDlyhPj4eDw9PUU1KFmEuri4CBT4tWvXBNVGo9Hg6+srZCDlcrno8nz11VfCX9vHx0fQ+Zqamti0aRNeXl50796diRMnihb/g5K0Q4cOiXM1ZMgQJkyYwBdffIGrqyt79uxh2bJleHt7k5SURF5eHrNnz2bQoEFoNBoSEhK4cOEC06dPF/eMTNZCN4qLi8Pb21sYrLQWA5JUwO7dbySJzdba1hKYMSgoSIDSJKrik08+yc6dO3F2duYHW1uzOfAfRUI/7EiW/W9Rku5dfwfhf3P9JwKxrey3XZakY9u2bXz44YdotVoxYysrKxOVyb59+9i3bx/Jycl4eXkxb948jEYj27ZtY/78+Xh7e9OpUyeSkpJISEjgxx9/5PTp08I/ODs7m2+//RYAHx8fjh07hlqtRqfT8dZbb+Hk5ER6errZXFiqBJ2cnLCyssLV1ZUVK1agVqsZNWoUUVFRREVFMWHCBIYOHUr37t0JCQkxawtKm1xwcDBxcXHk5OSQlZWFwWDA3t4ee3t7EhMTGT16NHK5XFRgbdq0YevWrYSGhnLgwAGCg4MFKObYsWPodDp27tyJXq83k0xcu3YtgwYNYu7cubi5uT1U7vLcuXNoNBq8vLxE61Qypnd0dCQgIMDMdUpaTU1N+Pj4MH78eHr27IlarSYwMO22K/YAACAASURBVJCSkhJqamrIyckR87iwsDBKS0uZN28ekydPJiwsTFC4jEYjEydOFPxraNnwg4KCqKqqYuPGjSQnJwvFKk9PT6qrq3nmmWewtrYmMTGRlJQUkawoFArs7e0JDQ39w/e3yWQSIg5ScHJ2dkar1VJRUcHkyZPNnv/DDz/Qt29fUYmlpKTQt29fARKTOLkRERGsWLFCCGRcvXqV8+fPs3v3bhYuXEhJSYmQ3VQqlTg7Ows6U21tLT179hRymjqdjqKiIoqKimhoaABaON2ShrkUXKXRioQCv5duZG1tTWpqKlevXqVDhw4isYuPjyc2NhYLCwuSkpLYsmULXl5eKJVKRo8eLebwn3zyCcuXL2fo0KFm5+TixYuiolYqldTW1nLz5k2+/PJLLly4wIkTJzh8+LAQsxk4cCCzZs3Czs4OnU5Hhw4d6N+/P7m5uSQlJYluRms2g9S6vle3Ojo6mnbt2onneXl5iY6AVCm39gh+++23SUxMFLKaMplMUOCk79zixYt55ZVXcHR0xN3dXXTnVq1axfsuLvcF4N9qQf/eMVT2v0dJunf9HYT/zXUvZUnK+u51BvmjQKwHHdLftLS05L333qO4uJjo6Gi2b98uXl+qPCIjI9m6dSt37tzh5MmTZGdnY2FhQd++fTl27BhDhgwhNTWVS5cuMWHCBNRqNeXl5bzzzjuiLVdfXy+s3fLy8rC2tmbatGlkZWVhY2ODl5cXSUlJtG3bFr1eLzJlSapPmiNKerNTp06lrq6OJ598khdeeIGkpCRmzJghvuQajYaXXnqJ/fv3U1paioeHB0FBQXTo0IHRo0fz9ttvU1ZWhk6nQ6VSUVhYyJtvvknv3r1xc3Ojf//+dO3alSeeeIK8vDxxbZYvX05UVBRTpkwxk/UbOXIky5YtA1qqVr1ez5IlS+4DnRUUFDBgwAA6d+7MhQsXKC4uFgCoy5cvs3nzZnr16oXJZOL8+fM0NDRQUFAgKDY+Pj5UV1czZ84cEYyDgoJo06YNvXr1orq6mry8POzt7dFqtdjb2xMQEEBVVdUDwTxffPEFRqNRoLy7d+/OM888w08//YTJZOLtt99m2LBhQnhfOH/9ej3OnDkj5th/ZJ0/f56cnBzR3SgtLRUcYycnJ9LS0ti5cyfQgorv0aMHVlZWKJVKQkNDzapsk8nEtm3bBBjLw8PDTJdZJmtRbvLz8yMzM5Py8nL27dvH5cuXaW5u5vbt28TFxYnzZG9vT/fu3cnNzaVXr140NTURHh7OsWPHaGhoQK/Xk5KSgkajoba2lj59+tC+fXuhDuXr6yt8b6XvT0BAAKtWraKwsBCFQoGVlRXdunUjLCwMe3t78vPzUavVVFRUsGvXLlENuri4UFZWRmVlJaNGjUIul9O/f3/y8vIIDQ0VHHkJACftFzqdDn9/f9q1ayeqzNDQUDQaDePHj8fDwwMnJydWrVrF1q1b2b17N6+++iqbN28W4iYGgwE3NzehbKZQKLCzs2P69OkcP34cvV4vnJikoCuTyfD09GTq1KnivM+YMUMkKZMmTaKhoYHg4GBkMpmYFzs4OPDZZ59x8OBB9Ho9Pj4+vPXWWxw/fpyOHTtSa2l5Hx/43jmv/Z/Y995sHYD/hyhJ966/g/C/uR52A/3ZoCvB971l9/PopKxS+vJK2bujo6OZ/qxer+fGjRusWbOG6OhoDAYDw4YNIy8vj6CgICIiIjAajbRt21ZY7IWHhwsxfCsrKxwdHYWesLu7u3B7GTFiBFVVVYJCER0dTWFhoag2TSYTcXFxvPrqqzQ2NjJ58mQxS8rLyxP8yJs3b+Lk5MQ333wjdJMlBGtsbCzz58/n3LlzfPLJJ3Tu3BmNRkNgYCCVlZV8/PHHvPjii8TGxorzf+rUKbp164alpSVTp05Fq9UKj1yTyURBQQHFxcWEhYWxdetWAKKiosxAQZcuXaJdu3b0799fcC5PnTqFwWAgODiY+Ph4dDodU6dOxdrampkzZ/Lxxx+zcOFCwdH19PRk8ODBVFdXU1VVRY8ePbCwsMDLy4vi4mLq6+tZtWoVw4YNE647YWFhQq6xqqrqgQpfd+/e5eDBgwwcOBArKyu8vb1Zs2aN6FhI69tvv6W6uho3NzcCAwPNWvcS5WTv3r1iVvuw9c0337B8+XKio6ORy+XodDqGDh0qKHGbNm3CxsaGdu3aoVAoOHDgAJ07dxY+vuvWrWPChAmMGDGCTZs2UVFRQd++fYmMjBRUNwmFK/GRR44cyalTp3jhhReYO3cu/fv3Jzw8HDs7O/z9/YmIiEClUgnDEq1Wy7Fjx8zUsG7evCmAfnFxcaSnpxMUFMTy5cuJjY1FJmvBAISEhJCfn49GoxEgOhsbGwICAkSwufeQApeLiwuenp4iuZGU6tq3by86I+PGjcPLy4uJEyeSkpKCh4cHCxYswN3dnerqar7//ns+/vhjhgwZgqurK8uWLWPQoEFERkYSGBhIU1MTQUFBTJ8+HV9fX9zc3MQcGFoAbBI3fPz48cLxSMKFSN83yVdaug/0ej3Tp09HJpORmJjIY489Jj6Xh4eHADK6uLjg5OREVlYWCoUCX19fKisrxb0stfUff/xxFAqFUJXbX1V13xxYKft9RPTD5sLZsnvAWP+DbWhp/R2E/wPrz95gD6p0LVv9+97fi5Q9vFUtVaGtjb2tra0xGAxERUWRnp5Oz549BZ1AqVQSHx/PypUrOXToECdPnuTSpUt89913onK5e/cuI0eOxNbWViCqS0tLAcjIyKC+vh6DwYCjoyPvv/8+0AIMUiqV3Lp1ywyItXv3blE5paamUlRURHBwsBntY9CgQVhbW7Nu3ToaGhpE0IuJiWHUqFFmFWpTUxNGo5FTp06ZXYORI0diNBpxcnIiOTlZzBx//PFHgoKChHD9xx9/jEKhuG/+2NjYyNChQwkPD+fChQvExsZiNBqxtramrq6Os2fPUl5ejoWFhWjBSZKBpaWlDBw4EDc3N7y8vBg6dChr1qyhS5cuxMbG0q5dO5ycnEhKSiItLU3wSWfNmvVAhySTycTRo0cZN26cuI5eXl6UlJTcV61fvHiRMWPGoFKp6NixozATGDBgAM7Ozrz//vuMGjVKtF47duyItbW12d9pbGzkmWeeITc3F2dnZ7p06YJer2fs2LH8/PPPHD9+XGhlT548mbFjx4r2pMRJTk1NJT4+Hq1WK+aEAwcOZPbs2Wzbto0TJ05QVlZGRUWFsKYMDAwkKiqKxMREIiMjBcr69OnTbNy4ka5du2JnZ4eHh4cwtpcCpVTp+/r64uPjI0BB0n+l/y99J+zs7MRsWKVSoVQq8fDwwNnZma5duwoRHIlvb2FhIez+kpKSsLCwwGAwCMtCnU5HYmIilZWVpKWlcfv2bVasWIGrqyt+fn7Cyu/MmTP4+PjcB8ICRKWqVCpJTExkwYIFAIJ7/f7777Nu3To6d+4s7D0l7eeioiJMJhOVlZX4+Pjg4OAg9gFLS0tCQkJ45JFHhIGL1Ja3sbHh6tWruLq6mlXlrRP8y5cvk5KSQmFhIampqcjlcgoKCoTy2bJly0hKSsLS0pKSkhLeX7uWRplMVMHxf7IAkclkhN3z+LXWAXjq1D+wC//3rr+D8H9o/dmb7t7jr2qpSkAcS0tLwsPD8fHxYfPmzeJ93bx5k8jISGxtbZHL5X/IwB7+JbohGZnb2dnxxRdfUFhYiJ2dHQsXLqS6uhovLy8++ugjDh8+TKdOne4DYplMJp599lnBaZVmUHK5nOLiYpGhS231Hj16sGfPHu7cucP06dOprKy8771VVlaaiZVASwWnUqnYsmUL1tbW+Pj4sHHjRu7evcvp06fRarWMGjWKhIQEoqKiHviZm5qaBJLX0tIST09PYduo0+kICAhAqVRSXV1NYWGh0JuOjIxk9erV7Nq1i5qaGtLT03FwcCAqKgqFQsHAgQMJCAjA39+fkpISvLy8Hsi3/uijj6ioqMDPz4/g4GAqKys5deoUnTt3prS0VPyOpOIkVXSpqak4ODiI4Pvjjz8CLdrYTz/9NACLFi0SJgIymYx+/fqxePFihg4dikqlomvXrmzcuJGKigoMBgN79uyhqamJS5cusXfvXuRyOUOHDhVCH9L9p9VqKSoqory8nLq6OtatWye4wTU1NULMQtJejo2Nxd7eXlBlpKAqzTGVSqVoGXt4eKDRaHB0dCQzM5OpU6cyb948+vbti7W1NUajUVT90ueytLQUgVav16PT6fDx8cHX11cg5kNCQti8eTM6nY5ly5ah0+nQ6/UsXLgQuVyO0WiktrZWVL1SpSrpmo8YMYKMjAxRzTs6OgpwooRGt7CwoKCgAKPRyIoVK+671o2NjeTk5JCfn8+zzz6LpaUlMTExvPTSSwL4dvHiRdFm37ZtG9HR0WJW+49//IPOnTuLFrOFhQWhoaGcP3+eb7/9lqKiIqHxHRQUJOa+2dnZZkY01tbWbN++nb179+Ln54ezszP29vZ4enpSXl4u2v9SMJaS7h07dtClSxf25+fzi+xfrkYr/sIeZiH718hNKZOxt3UAbmXu8r+6/g7C/8F173z4Xsm1v9KW+SP/39bWlsLCQkaOHCkCzunTp1m7dq0Q5Th27JjgE0paur+1TCYTarWaL7/8UlQNtra2AikrBYQtW7ag1+sZNmwYkyZNok+fPgwdOpSDBw9SVlaGl5cX/v7+DBkyBBcXF+zs7ASnVZqpOTo6smLFCpydnQkPDxd0mVmzZgkf4dbrypUrqFQqEWykVVJSwuzZsxk2bBjFxcUkJiYSFBTEU089xYYNGwgKCsLV1dXMtQlaELgrVqzA09NTWB9KVXpFRQU1NTWijWxra0tBQQENDQ384x//oKysDL1eL4BlZWVlrFy5kmnTphESEoKdnR3Z2dmcOHECk8nE1q1b6du3r3jtzz77jPnz59O2bVs8PDyYPHkyJ0+exGQy0djYSHp6uvCKvnPnDk8//bRA/GZkZGBvb49CoaBr1658/vnnZp9r06ZNdOvWDYCzZ89iZWXFyJEjxT0q0dAyMjIYOHCgEBjx9vYWQCo7OzvRtr33vpOqTclFKS0tjczMTGxtbRk9ejSPPfYYVVVVLF26lMmTJ+Pj40NsbCxZWVmcOnWKTz75hG+++Yb33nuP6OhoIWUZGBhIbm4ubm5uNDQ0mCGpX375ZQwGAzNmzEAul+Pj48Pzzz+PnZ2dkGz18PAQKnDSdZQsEPPy8tizZw+hoaF07NgRHx8fduzYIa55aWmp6JIkJiYKqUeZTEb//v3vm3PPnz9fCFlICbGnp6dIeORyOaNGjeLrr78Wv3fz5k1SU1MZMGAAd+7cYeXKlfTt25ctW7agVCrx9vZm5MiRjBkzBoDt27cLgxZvb29sbGyEw5NkKNK+fXvxvTl8+DBarZbt27djZ2cnrt29M+kDBw6g0Wi4fv06L7/8MpmZmdTV1QkbQym5d3Z2pqysjN69e7NlyxagpVrfnZ0NtrYiYC7/E/td7D2PJfBWXesArNH83jb1P7H+DsL/wfWwG04CI6j+YrX7sEPxK9hCJpMxd+5cunfvjslkEi1klUpl1pqFFopN3759f1crGVpUql566SXRyrO2tsbf3x87Ozt27dolnnfo0CFsbGwIDg5Go9GI1ui8efMEpQlg/PjxLcmJUklYWJjYtK2trVGpVKSlpaFSqcjLy+Pu3btUVlYyffr0B763nj17CqlMaZ09exaDwcC7776Lq6srt2/f5pVXXiE2NpbQ0FDS09NxdXXF3t5eCFJI1B0rKys6deokDBakz2tjY0O3bt2ora3FysqKcePGMWbMGAIDA9HpdPTp0we5XM7BgweZO3cuERERuLu7M2HCBI4ePcqLL75I+/btxTmYNGkSFRUVrFq1ioSEBEERe+2118w2+Nu3b9O1a1fy8/M5duwY48aNE9V4mzZtkMvlODo6otfr6devHyNGjKBfv37k5OSQmJhIu3bt8PX1NeNvtq44pQ259RjD1taW8PBwBg8ezKxZs5g3bx5paWlCB9jR0ZGMjAxu3bol9MkLCwvJzs4mLy+PxsZGXn75ZdLS0u67XsOHDycpKYnU1FR++eUX0XIfNGgQKpWKkpISVqxYgUajEcF47dq1Zvfp8ePHhZpXYmIizz33nGgZW1tbEx0djZeXF0VFRXh7e6PRaMjKyhK0njlz5jB69GjxO5I/t1SNjx8/Xsw4v//+e2FIIZO1WHlqNBrGjRvHjRs3xHsymUxUVFQgk8lwdXXll19+4fXXX0ehUODl5SU49xLoqry8nNDQUAoLC2lqasJkMhEZGckrr7zCwoULiYmJoba2Vsxo+/TpI5LVoKAgYQYRFBSEVqsVmt/S+37jjTcEGK1Tp04iuZC4wzJZCyp60aJFACII79ixg169eglHrbfeeku4LUmz6YyMDKHaNykpiWYrKxEwL8v+PUUsW5mMhTIZzbL/f8yBW6+/g/B/eD3sJtPI7ncE+U8eGo0Gb29vYmJiaNu2LS4uLvj4+Nwn8dfY2EhERARr16793c8iidjLZDLWrVtHcXExFRUVJCQkYG9vT1FREbW1tWRkZIj3kZ2dbca9/frrr1myZAkxMTFC4UutVvPcc89RXl7O3Llz6du3LzU1NcyaNUvQOOLi4qioqBCKQveuAwcOEBUVdV8ykZOTw7p16+jSpYvgKptMJnbs2CHm0NLGKiUOY8aMobS0lDZt2mBlZUVYWBgKhYKXX36ZgoICVCqV6HIkJCSwcOFCUcnV1tYK2s7IkSN54YUXOH/+PCdPnuS1115j165d6PV6JkyYwIABA4S4gb+/P0lJSeTk5JCcnEx0dDSBgYEiSZAqOAnp7OjoKIzpJcWqzMxMZs6cSV1dHatXr2bz5s088cQTVFdXM2bMGDp27Cg2cEkmsl27dgQGBjJmzBh69+6Ng4MDrq6uvPrqq2zdulXIfEqtdskGsb6+HmdnZ55//nlhZnHx4kX0ej2NjY3079+f5ORkZs2axaOPPmp2TW7fvo1SqcTf358vv/ySjRs3EhMTg5+fH4sWLeKzzz5jxowZqNVqxo0bR1VVFSqVCq1WS35+PtevX+fQoUMCKFZbW0v37t0FwlgKqn369MHb25uMjAwmTZokwFL79+8H4Pr168THx2NjY8OGDRvIy8vDxcUFuVyOm5ubmBm7u7uLaxAbG4u1tTVJSUlcu3ZNIMQXLVrEV199RUFBAWFhYezevVsIlvj5+TFu3DjatGkDtIw5Dh06JFDKkgxkUFAQmZmZqNVqlixZgouLC48//rgQapHYA1ZWVixZsgS9Xo+NjY2QQJWU0q5du8atW7eoqakRyZnEGZd+PyQkRNzznp6e6PV65syZg4uLC9evX2fDhg106NCBzp07CxMKmUzG8OHDgRZJWckKMT09nesWFqIFbfp1f/sz+9W9nb3RsnuAWP/jc+DW6+8g/P/C+jM33x89HjQzbk2ClzbbyZMnk5qaSkFBASEhIWYCHtI6e/YsWq32gaAgad24cYPo6GgB5vjll1/45z//iUqlok+fPkKaUC6Xk5aWhqWlJc899xzh4eGMHj2aLVu2kJWVhbOzM4WFhUyfPh0LCwsuXLjAyZMn0ev15OXlUVdXx759+wTiecOGDYSFheHi4oK1tTUREREcOXLkvmDb3NyMn58f77zzjtnPDx06RGhoKM8//zy+vr5MnjxZOM906tTJ7PxJ86+kpCQmTJhAWVkZrq6uhIWFodFoxObs7+8vKsiMjAwCAgKESIQ0v5R4uHq9XtBOEhISiImJQaVSiYrCxsaGqVOn0tDQYEY7effddzl//jyff/45qampGAwGXFxcyMnJISQkhNDQUHr27ImLiwtjx45l7969NDQ0CLOKwMBA8X7d3NywtbUlIiKCgoICoqOjmTdvHllZWeTn51NSUsKsWbOIiIggISEBnU5HdXU169ato02bNmi1WkGBadOmDStXruT8+fPIZDKuXbvG7t27yczMBCA8PJwjR47Q1NREaWkpLi4u94GQpk2bho2NDaNHj0an05GVlcXevXu5desWy5Ytw2AwMGTIEDPv6ytXrtCnTx8cHR3F3DMuLo7k5GTUajVKpZLo6Gg0Go3QqXZ1deWVV14RdJvi4mJ+/vlngUvQarUoFArGjBmDRqOhqKgInU7H4cOHWbBgAWPHjmXz5s2CZie1zqXX9/T0JD8/n1GjRgmjiczMTG7dugW0aKXLZC1c3K+++go3NzfOnz8P8P+w991xTZ3t+08IkEEmGSQBwt5hyZANDlDLEBABERSpexRwUa0odVWtW0u14rYOHHXVVVddVdtaR63Vurc4qIKCQHL9/sDzvASx813f3+v9+ZwP5CQ5OTl5znM/931f93Xh7t278PT0RL9+/ZCeng6VSoWCggK4u7vTvl1CGhHYMTEx+OCDD6j2cHx8PJRKJe1gkEqlFJ8wY8YMpKSk0JT4wIEDcefOHYwfP54uvhjqUib7cfXqVfz0009UzrN3796UV/znn3+Gk5MTTWE3LfnU1dUhgsNBNZ9PHfDqvzifCZv8H0QIqsj/Vh24qb11wv8iYyInjUYDyat0H+M0/6oj/k3n3oQhJyQkBA0NDZTYoyVJuEWLFsHb27tFusKDBw/C1tYWubm59IYcMmQIVfMJDg4Gj8fDo0ePKH8sj8ej7SUMOnvp0qWorq7GtWvXIBKJEBoaSj/ju+++A4/HQ58+fVBfXw+VSoULFy6gvr4ezs7O2Lx5M+RyORwdHeHs7AwvLy98/PHHuHjxIq5evYozZ86gf//+iI2NRXl5OUpLSzFgwABERkbSWhbTDsOwBTHXqml9k1FYYlb+Tdul+vbtizFjxmDgwIFGCNLY2FjMmTMHZ86cwa1bt7B79274+voC+EfUk5eXB6lUiujoaMyaNQtisRjfffcdrKysWhwvDQ0NWL9+PRQKBTgcDuLi4iCXy+Hp6UnpARlUr0qlQlRUFHr37o2pU6di+vTpyMnJgVKpREhICObPn0/JXF6+fAm5XI4OHTrQaLZDhw7g8/koKyvDw4cPMWzYMJqBEAqFyMzMxLlz59DQ0IDdu3cjIyMDfD6fIsVHjBhBAXOjR4/G+++/D+AfOAIHBwfcvHkTBoMBCxYsoCnx/Px8XLx4EXq9HqtWrYK9vT3eeecdyqHd/HqUlZXRBQwhjWIK/v7+Rm00NjY2cHJyQmZmJvz9/SEUCuHo6Ii0tDQAjeQmqampcHV1hY2NDVQqFTp27IhNmzZBoVBg9+7dAIBNmzZRZHnnzp2hVqtx6dIlzJ8/H71798bMmTPRvn17rFmzBuHh4RTbwCy+IiIiYGlpCXd3d7i4uMDOzg7p6emYMmUKrl+/DmdnZ4wfPx7Hjh3DuHHjoNPpaH2WSXO/fPkSP/zwA6ZMmULbuRiAoJ2dnRG1JKOk1blzZ3z44YeQy+XYunUrHjx4gJ49e9KxzGQ1mB7ggQMHokePHvQ6Mz3OJiYmUCgU8PX1pWNdLBYb/SaG0lLUkb8Gwmoq2WpKCGyaBBKPyf9eHbipvXXC/yL7vYi2OZnHP2uztbWFk5MT0tPT0dDQgKVLl8LDw4PyODPGSCIOGjSI7quvr0dxcTFUKhVGjx6NrKwsetwPP/wQZ86cwU8//QSFQoE2bdpgw4YNNHXGiMR7eHhg//796N69O1q3bo1z585Rruni4mLs3r0bGzZswNKlS6HT6WBubo4uXbrA398fOp0Oqamp8PLygkgkMppsmAmJeWxvbw83NzeKADU1NYVKpUJISAi8vb1haWlJ20mYNGxCQgJycnJQXl6OVq1a0QiWSck6ODhg+vTpyMjIwMOHD7FgwQK0adMGXC4XarUawcHBSExMfI3u8uXLl7QlRaVSoVWrVpg+fTpu3bpFX9OvXz9069YNHTt2pPtqampw8uRJKr3HoG0ZeT0HBwfI5XKoVCoUFxfj22+/pbU/RjDB3d0dTk5OGDduXIt9xgDQv39/ughg2K6SkpLQv39/6tgkEgk8PDygVquNuI4Z6969O1xcXKBWq8HhcGjkevz4cZp2raqqosIhlpaWsLOzoxKFt27dgsFgwM6dO+Hr64vWrVvj4MGDLZ7voUOH4OPjA61WS9OnUVFRdCzqdDpoNBp07NgR33zzDdq2bYuQkBDY29vD1dUVXC4Xd+/epaDBwYMHw9HREXw+H5s2baI94Fu3boXBYMDKlSvpIm3jxo04ffo0nJycADTyOZeVleH58+eQy+Xw8PBAQkICHjx4AKBRjIFRBFMoFIiOjoapqSldCPJ4PNpvKxaL4ePjgxEjRmDfvn345JNPoNFoaK/4hg0b8Msvv0AsFkOpVOLWrVvYtGkTvb+M5hFTU3To0IGm8VetWoWpU6dCJpPRyHrKlCkQiURU/GP9+vV49uwZNBoN7T2WyWQoKSmhZRCmBY8pHzD2ZNIk1LFYfwmERcjr9WImEFlOmqWh/0fqwE3trRP+F9ubBqX470S9pBFN2DyiZh435ev99NNPERsbi6SkJCoSzlhlZSXluj158iQcHR2pYk5YWBiGDx8OR0fHxptl+XLMnz8fH330EZydnSnHLgPy8fLygk6ng6WlJd3HOE0mFRYUFIT27dsjJSUFPXr0gKurK5XkS0tLg0QiQXl5Ob788ktYW1sjIyMDKSkpUCgUKC8vx+HDh/H+++9TSTYOhwO5XI64uDgUFRUhIiICFhYWlMdXJBJBIBBgyZIlmDRpEgWyREZG0nSsRqPB/PnzoVaroVQqYWpqSuXwMjMzsWnTJjg5OSEvLw/FxcXQ6/WYNGkS1Go1VqxYgTFjxlDloC5dutD0I2MNDQ24du0aFi5cCA6HA39/f8TFxVHRAUaqkpkoU1NTsXPnTuTk5ECtVmPx4sWUA/rJkydYuHAhIiMjIZPJMGDAgBZT9c3tiy++oBq9zs7OeHOEsAAAIABJREFUUKlUMDc3p9Fbr169qAPftm0blEolVdkCGlP/VlZWWLBgAdq3bw8ul4t+/fpRDWGxWIyzZ89izZo1lC3M19eX1g9TU1Nx8uRJtGnTBq6urti4cWOL53zt2jW88847lJfa3t4eUVFRlAyEoX5ksVjo2LEjqqqqMHnyZLBYLBQWFuL58+cIDAyk4hVeXl4oLCyEQCCgSP/z589DpVKhvLwc9+7dQ5s2bWBubo527drBwcEB58+fx0cffUQlA52dnXHu3DksXLiQqjc1Pfd79+7Bzc0N48aNQ0lJCaRSKaKioigLGiH/ACIqlUoIhUKEhISgd+/eFMT4008/YceOHfDw8KAaz19//TXGjRtHMzQcDoeCqxi+dSZL0PQvw0Tm7e0NHx8f2qMvl8vpOS9fvhxBQUHQ6/WQSCQQCoXg8XhwdHREamoqzTSYmppixYoVWDN0KOqaOMo/A8J6E2+0iBB0ae6A/4fqwE3trRP+N9jvRcV/ZYv8necZTl0+n0+F05mWEoFAQPVPm5O383g8aDQaeHh4IDg4mKbVMzIyqEA941QJIRg7dizllj59+jSuXLmCn376CX369KEAFJFIhIiIiNeuS1paGtatW0d5nl1cXCiIZtGiRbC1tUVYWBiCgoJACIGLiwsKCgowZcoUjBo1Cv7+/jSl5+rqih49eiAkJARarRa+vr7QarU0jZufnw9LS0ucPXuWfv7t27chk8lgZmYGkUgEDocDgUAAuVyO2NhYnDx5EseOHYObmxvS0tKwevVq3LhxA1OnTqVKUDExMThx4gQmTpyIhIQELF68GEVFRUhJSYGXlxe4XC5sbGyoaIafnx9iYmIgFAqRmJiIkJAQysH7888/Y+LEiZDJZHj//ffx7Nkz1NbWYtOmTVRgPi0tDVu2bKGSdr9nDQ0NyMzMBCGNzEhqtZr2FPft27dFesybN28iLCwMHTt2REVFBb799lu4u7vj0aNHsLCwoKn3mpoarFmzhiKaTU1N4erqisuXL6Njx46IjY2lixqNRoPPPvuMSjk2taqqKuTm5tKyRmFhIXJzc+lCRSwWQ6FQID4+HsePH0dZWRntV2akKw0GAz799FM4OztDJpNBpVJBLBYjNDQUUqkUP/zwAy5dugRra2usWLECy5Ytg4WFBfh8PpYuXUrZ1VasWIHIyEjs2LEDDx8+hFAoRFJSEvz8/HDixAnIZDJ6ze7fvw83Nze89957mDVrFjp27AiBQAClUkkXWAzRSrdu3fDixQs8fvwYhw4doq1i/v7+tNWIiXCZ7IG1tTWUSiWVCiSEYOTIkZgzZw5lk2MWju3atUN6ejpFdDMOm81mw8rKChEREfjxxx/R0NAAvV6P1q1bo6ysjPZVM9iF4uJidO3aFSNHjqQMehWE/GUQ1m/x4UeT/906cFN764T/TfZ7g9W8hX2/RXz+piiY+d/yVbQQHh4OsViMvLw8WFhYoFevXmjbti0sLS1phMA4Zg8PD+o43dzc0LZtW7i6uoIQQokWpk+fjiNHjtC+SEbJpbn99NNPtFWJIRhoKl8HAImJibTV6fDhw5Q7mImGGGL8KVOmoFu3bnSSDggIwPDhw/Hll1/i0aNHUCgU9PXMpBIfHw8+n499+/ZBIpHgzJkzkMlkMBgMqKqqwurVq9G5c2eahmQoPHfs2IHa2lqUlpbC2toadnZ2yMvLg1qtho+PD+VM7tWrFzp37kyBWSKRiPZrT5w4EeXl5Th9+jSqq6uh1+uxdetWqkzTtWtXuLu7w8/PD2lpafD09MSiRYtgZ2eHLl264PLlyzhy5AiNNqOjo7Fo0aI/1N/d1M6fPw9HR0fKmOTs7Ex1cZ2dnX/zvXV1dSgqKoKNjQ1yc3MxbNgwAICVlRXS0tLw5MkTTJ8+ndbsnZyc4O/vD5lMBktLSzg5OSE1NZVGghs3bnztM+rr65Gfnw9zc3Pw+XyMGzcOlZWVSE9Pp4tGoVCI+Ph4nDx5EkDjwokhwfD396cay9988w2ln4yPj4e1tTXc3d0hlUpRWlqKa9euQavVYtq0aYiJiQGPx0NwcLBRyWDq1Kno378/hEIhXrx4QWlaR4wYgdraWgCNNfBevXph8eLFdCHLsJlt2LABlZWVOHLkCMRiMaXY9PHxQUZGBoKCgnDnzh08e/YMEokECQkJ2Lt3L71O5ubmaNu2LRISEmj6mcViwcvLC4QQ2Nvb48SJE9i2bRstyyxatAiPHz9GUlISVduytrYGj8ejzGze3t4ICQmBi4sLBAIBIiIikJGRQRew27dvB5/Px5AhQyjHgE6nQwibjadmZn8bhNXS1pP8b9eBm9pbJ/xvtOb6w03JPAT/xAHOOGQFl4tHjx4hPz8fXC6XcgiPGjUK69atg6enJ7KysvDkyRO0bdsWJSUlMBgM2LdvH7KysqhyDSEEOTk56NSpEzw9PY0oARnU8ahRo/DJJ59gy5YtOHLkCFxdXfHZZ5+hsrISXC4XGo0GHA4H48ePB9CY4gwNDUXfvn2RlJQEiUQCW1tbEEKQnZ2NsWPHQq1Wg8ViwcfHB/n5+SgsLIRGo8HFixexe/duI+SqpaUlpk+fjrVr19JeUAYc8+6776Jr167U6YlEInTq1AnLli3DjBkz4OjoCB6PR/s8L126hHXr1iEtLe217IJOp0OXLl0watQoLF26FPv370dmZiZNNzIc2QDw/PlzfPrpp3B1daUpchMTE4SFhWHfvn2YNm0a7OzsEBwcDF9fX6xYsQLFxcVwcHCAh4cHJk+ebKSg9EftypUrSEhIoCxKKpUKPB4PAoGARrnNQTdvsh07dsDU1BTvvvsu9Ho9rK2tqTPPzs7G8ePH8fz5c4hEIvj6+lJ5S3Nzc7DZbNja2mLmzJlQKpWUra2mpgYjR44El8uFhYUFJkyYgLq6Oqp4xURw7dq1oxKRdXV1+PjjjyGTyVBcXEwRyampqRRIZGVlBZlMhpEjR9LoWqFQIDMzEw4ODsjKyqL11ZkzZ74m47h37164u7sjLi4OBQUFEAqF6N69O/R6PU6ePIkJEyYgODiYLiw6dOiAn376ySg9vXfvXsjlcuzatQubNm2CRqMBi8VCREQEBg0aBI1GQ9WSpFIpxTUEBgaivr4eL1++RFJSEqysrBATE4OCggI6/mxtbaFQKKjDFgqFGDlyJMaOHQsLCwsoFAp6DzFEKzdv3oRSqaTI88rKSmzfvp226zHRN4fDgbOzM1q1agV7e3vM4nKhJ3+PCaulzYQ0E2Yg/5t14Kb21gn/G+1NA5Nxxtq/MKhbiqCbwv8tSGPKKz8/H3K5HOHh4QgKCoJMJsOyZcvoBHL06FEIBALY2NjAxcUF48ePx5UrV/DgwQMQQlBXVweDwYC0tDTk5eXh2bNn8PLygomJCSZNmoSJEyeiX79+iI+Pp72XHA6HskllZGTA29u78ZwsLKgQfKdOnTBlyhSUlJQgMTGROqqkpCS8++67EAgEOHToEM6ePYsZM2bQyJyJ5ubOnYu7d+9CIpHg4cOH9FpXV1djwoQJlCKTkEak+qJFi/Dw4UPcuXMHu3btgkQiQbdu3YzQzwwQTKlUwsrKiqKbmQm9ed2XSYUyGsH37t3DmDFjoFAo0L59e6SmptI0ZX5+Pnr27IlJkyZBKBRCJpMhMzMTQUFBUKlUKCwspIxZf9aOHj2K5ORkKm3YsWNHSCQScLlcnD59Gj4+Pjhw4ADGjx8PFotFa82/ZXfv3oVIJIK7uzsFujk7OxsxQAGgTp9R7Lpx4wa8vb1RWFiI4OBgKJVKWFhYICQkhPKYjx49Gg0NDdizZw9atWpFSTMcHByMWs8OHDgAT09PdOjQwQh8dvnyZdpPzCCHQ0JC8OTJE6xatQqurq44ffo0vR5CoRCenp64cOFCi9/1yZMnFODHtIZFRUVRlHphYSHWrVsHS0tLhIaGvvYbbd++HQqFwghw1rVrVzg4OCAqKsqIvUqj0WDx4sUwNTVFQkIC9Ho9amtr0alTJ8jlcqSmpuLhw4eUfYtxrmw2GwUFBfj555/h6uqK2NhYmppvSt1JSCMT3YgRI2Bra0vP5+bNm/D19YVMJsNHH31EObEdHR2p495gbk55oP+Ow22qoMR6dbxtzR3w/2gduKm9dcL/ZnvTgNUSAu9/0mqTEAJFk/+5pqaorq7GyZMnqYP58MMP8ejRI5SWllLBhISEBKhUKiNGoKdPn4LFYuHMmTP46KOPEBwcTGn9ysvLQQih7TAAsHDhQuh0OlRVVeHMmTNUuk8kEkEikcDBwcFIPo5xfCqVimoJW1lZQSAQIDg4mNZs7ezsaAuKm5sbvLy8jBDfPXv2xMcff4yXL1/iyy+/RI8ePSAWiyEWiylIiElvcrlcOvFotVqkpqbSCYzH46G0tBQPHz5ESkoKFi9ejC+++ALvvPMOnj17hsmTJ0OhUKBHjx5GUS8AyjvN5XKRmpqKjh07QiaTYdSoURg3bhwGDRqEW7duUYfPCE50794du3btarFe+ntWX1+P8vJyKjhhZWVFaSfff/99nDhxAtbW1gAa0629e/fG8ePHwWazjX63luz+/fs0ZR8ZGYkOHTpQwQbGATHC9Qy5xbp16wA0psKtra2h1+vxyy+/oEuXLkbOYcGCBdi7dy+ioqIgk8nomCguLqaff/fuXWRlZUGr1VKlLqAxizJ79mwql8lmszF06FAcOHAAUqkU5ubmsLCwwL59+6BWq2nbmb+/P00rN7eamhoMHDiw8d55RQBiamqKmTNn4ubNmwAayT68vb0xZMgQSKVSIyWr8vJySg8LAA8ePMCiRYvQrl07ENLYhlRYWEglEpnx1r17dxgMBtTU1KB9+/aQSqXo1asXnj9/Dl9fX3A4HIpU5vF4lKgjPz+f6kbL5XIsXboU3t7eMDMzo50KYWFhdKw5OjoiLi6OouHDw8Nx//59uuhh0t4vMzNp9Ms44b8KInVt8r9Tc+dLCJCZ+afH+/+P9tYJ/wfstwbu3xHA/r1NrVajT58+FFTE5/ORkZFBBRMAoKCgAMnJyXTCq6yshJmZGYYOHQq1Wm1UQ1u7di3MzMxom9OWLVsgEAiQmJgIa2traDQamJmZobi4GBMnTqRau3Z2drCysqKI3ZUrV2Lnzp0YPnw4wsLCqMgDs/InhNAVe6dOnZCfn4/g4GB4e3tjz5492LVrF3Jzc8HhcGiaTiAQUFYiRp7RysoK48ePR0REBK2NSiQSSoqxadMmmJmZYezYsXj06BHEYjGePn2KyZMnG4nX//rrrygpKYFMJkNeXh6WL1+OuLg4KrXHOPrJkyfThUJ2djYSEhKMovIVK1a81jr2R+3Zs2eYNWsW7O3tER4ejqysLHA4HFhYWGDMmDHUQaxZswYpKSkAGqMgS0tLVFdXw8TEpMUWoeZ0knZ2dpg4cSKARp5wBqk8ZMgQbNmyBTqdDq1atQKfzwebzTaqnWZlZSElJQUCgQBCoRApKSk4duwY1Gq1ERsUI53JOPD6+nrMnDmTLmAYeUmgUeM4LCwMTk5OEIlElJubGa+PHz+mXNcMgl6r1WLfvn0IDQ01EsL45ZdfMG/ePAogY9jMiouLcebMGaMWnUePHsHHxwejRo2CwWBAXl4eSkpKADSijVUqFXbu3InZs2cjKioKYrEY6enpWLt2LaZPnw4TExOo1WosWLDASIHKz88Pd+/eRVRUFEQiEYYNG4a6ujqEhYVRpDSDXB4+fDisrKxw/fp1DB48mLZCBQUFUbY5qVSKgIAAyjudkZGBd999l3YzBAYGwszMDGq1mi6KmCzC+aCg1xzwX91Y5B9lsbyWHPDbCJjaWyf8H7Q3DeCWUsz/jE34KmUVExMDJycncDgcXLlyxeicamtr4e/vj9LSUgCNkxoDrDp06JDRa3v27AknJyeK5GSz2QgNDcXEiRMxadIkhIaGgsvlwtbWFj169MDSpUtpjbO2thYCgYCmpdlsNuWbzs7ORl5eHjw9PUEIQatWreDr64tZs2YhNzcXERER0Gq1LYoKyOVyREREIC8vD1OnTsXnn38Oe3t7yjLEKBox/bJMxLNgwQK8ePECo0ePpsINma9W6jk5OVi8eLHRd6+pqcHcuXOpdJ+bmxuV1Bs/fjwKCgrg4OCAdevWoUePHmCxWJQQg0F+/5XI98aNGxg+fDgsLS2RkZGBsrIyaLVasNlsDB48+DXwVmFhISZPnkwfR0dHY9OmTZDJZEaUoDU1Na/RSTKpaCbNP2DAAMycORNRUVHg8Xjg8/mYP38+PDw8EBMTAzs7O2zfvh0bN26k7WMMleqxY8dw6dIldO3alcruMdSMbDYbKpUK06ZNwxdffAFvb2+0b9/eKO1fX1+PadOmQSwWw8bGBpGRkRg6dCjMzc2N6ua9evWCn58fHQ9sNhtDhgxBdXU1bt++DVdXV+h0Ojg6OkKj0dAWq2HDhmHChAkICwtDQUEBFi9eTAGHjx49gp+fH4qKiqgDv3jxIuRyOYqKiiASieDl5QW5XI5evXph27ZtRlKZdXV1MDU1hY+PD+13HjNmDI4cOQKlUkllJidNmoTKykp4eHiAkEZFsWnTpkEgEOCjjz4CAHTo0AGLFy9Gv379oNVqaRsU0/PeqlUrBAQEYO/evTAYDFCpVBgyZAi0Wi3V+A4NDUVycjJMTEzA4XBgbW2NvYT8U1LQTZ2wC2mBD5oQYPnyPz3u/3+2t074P2zNwVqBhMDxn3AD/Nbzg14JOPj7+8PCwuI1+kpmgjl79iyuXr0KExMTuLi44O7du1i9ejV69+4NJycn6jjZbDbUajXc3d2h1WqhUqnQrVs36HQ6zJgxAwaDAQaDAZcuXcInn3yClJQUSCQSmJmZISAgAAqFAgMHDoRUKkVcXBxcXFxotNhUrLxVq1ZITk6mkay7uzvs7e2Rk5ODuro6TJo0CW3atMH69esxa9YsDBs2DAkJCTTyYI7j6uoKc3NzdO/eHWFhYfD390dQUBDlf3Z1dYWZmRm2bt0KAAgMDMSxY8cANEomjh8/HiqVCu3atUPPnj2hUCjg5OQEoVAIX19fDB48GNOmTYO1tXXjouoVSEmhUFApuPDwcGzYsOEPj5Nvv/0W3bp1g6WlJYYOHYpdu3ZRutCQkJDXarSMRUREYO/evfTxZ599RslRoqOjcePGDbz//vtGdJJMrXjXrl0ICwuj73V3d0d0dDQkEglCQ0MxatQomJubIyUlBVFRUQgLC4NIJIKzszNtdVu+fDmuX7+O3NxcigVo164dFSAQiUQYM2YMtm7dSvu/AwMD8cUXX9DszI8//gh/f39oNBooFAqsWrUKer0eWq0W8fHx9PwYpikzMzPweDyUl5ejffv2MDc3h5mZGbhcLmJiYmBra4v09HT07dsX9vb2OHz4MIBG1aTJkycjMjKSCko8fvwY/v7+GDFiBB3H3377LUaPHk1BgT169MD+/fvfuKgaPnw4vV8IIZRhrKqqirbZsVgsuogzMzND7969UVFRQTMIjO3evRsqlQq2trawtbWl4ilMRDt8+HBIpVLU1dXh9OnT4PF4CAkJwb1791BSUoLWrVtT8Fvnzp0Rzefj4T/BAac3e+zVUvT7NgJu0d464f+w/ZEB/nf6iZktmRDkEwJdk31r166Fra0thEIh9u3bZ3RejPSfn58fbReRSCSUJm/s2LFUt5dxbrNnz8aFCxdgMBjw5MkTCAQCLFu2DL1794adnR00Gg2ysrIwadIkLFy4EEKhEF26dKHczMznMHR7CQkJ6NSpE2bMmEHbe3Q6HSZMmICLFy8CaEwN+/r6YsKECXj69CkkEgl+/PFHLFiwAFFRUZSNiM/n4/Dhw1AqlejcuTPatWtHJ+3OnTsjMjKS9qUy6TmmtYtJUcfHx9NJMSMjA1KpFH369MGFCxfw7NkzzJkzh0YmTF07JyeHAoeOHj1Kr+/atWsRHR39m2OjoaEBmzdvRmRkJLRaLWbMmIFDhw4hOTmZZhEYveCWrL6+HhYWFkbR8ZMnTyASiah6lFQqpXSSzW3IkCGYPHkybt++TakQJ0+ejO+++w6Ojo7Izc2lvNyENIKiGAm/mJgYXL16FYMGDaIawUlJSSgqKoJMJkNpaSnatGkDR0dHuLq6wtLSEiNHjsS9e/ewZMkSREREwMrKCmFhYZRO87333qOMYevXrwePx8OBAwdQX1+PYcOG0TKGXC5Heno6rKys4Orqivj4eNqOFx8fjzVr1oDL5cLNzY1em8rKSgiFQty+fRtCoRA6nQ779u1Dq1atUFhYiAMHDiA/Px9arRaurq6IiIiASqWCUqk0inqb24YNG2Bvb4/u3buDkEbMgV6vx9OnT+Hj4wMul4tRo0ZBq9XScWdtbY1z585Bp9OBw+EYYTQ2b95M+3d37dpltFAtKiqCp6cnLCwsMGvWLNjZ2cHe3h41NTU4evQoeDwe5HI5vL29MXjwYGy0saEI6L8bAVs3e/yaIAMhQFzcb473/1V764T/C+zPDvC/spkTAm6zfW3MzHB6yRKqbDR37lxs2rQJQ4YMochnMzMzSrjRrVs3uLm5QSqVIjQ0FC4uLli6dCmldfz888+xd+9ejBgxAhqNBiYmJvDw8EBYWBhat24NGxsbcLlcSk/J5XKRm5sLNzc32NjYQCAQYMWKFfjuu++ooDozWWZlZcHExASffvrpa9fv3r17cHBwQF5eHmxtbcHhcJCeno7NmzejtrYWoaGh6NOnD3JycvD+++/D3NwcN27cwJQpU5CdnW10LL1ej4KCAuh0usYF0Ctgi7m5OVQqFe3f5HK5cHd3pwxNHA4HPj4+6Ny5Mwhp7DuWSCTIysoCn8+HUqk0orusq6uDRqNpkTe5uroa8+fPh7OzM4KCgrB27VocPXoUCQkJsLKygouLCyIiIozq8y0ZA4xjrKqqCqWlpbRmzuVy8f3337f4XoPBADs7O/Tq1QuWlpZIT0+n3N96vR5cLhdSqRRisRjJyckUbMQ4zL59+1LKxqSkJOzbtw+xsbFo3bo1Ll68SFWXfHx8oFar4e3tbeRsfvjhB9jb29Mo1sfHB4sWLcLTp0/x7NkzWFtbg8vl4tixY1RMgZDG9HPnzp2xYMECI0GIe/fuoWPHjpSZLDk5Ga1atUJBQQEMBgPKy8vRqVMnAICdnR24XC4cHR2h0+mgUCjg7++PCRMm4Mcff8Tw4cPh7e2N+/fvIz4+HgsWLGjxGv78889QKBRISkqiqV9bW1tMmzYN7u7uMDc3p+NnwIABlKWK4ZX28vJCeHg4Pd6pU6eoepJOp0NwcDCsrKwgFAqhUqmQmpqKdu3aYeDAgUZaxtu2baOc8gMHDkR7sRh3fsf5/hl+ezNizKD1LmkmyPDWAf+mvXXC/0XGRBvNtzdRv/3VrekNwyMEsa8YlBjig8zMTPTq1YsCVQghUCqVyM3NxalTp6DX61FUVIQ+ffpQzmHmdQzxPIfDoUjSefPmYffu3bh27RoaGhrw8uVLlJWVgcViISAgAJs3b0ZDQwM2bNgAkUgEmUxGSee5XC5SUlJw5coVSuzAcBu/fPkSW7duRWZmJq0tZ2RkQKvV0pRqXV0d+Hw+rl+/DqlUiuzsbHA4HFy/fh0ajYamhxnT6/Wws7PDhAkTKGUgc2xzc3N07doV27ZtQ58+fWifZ0ZGBrKzsyn/LjMB8vl82raj0WgQGRkJsViMqVOn4ty5cxg1ahR69+5NP/vOnTsYNWoU5HI5UlJScPjwYRw5cgQdO3aEra0t+vfvT8Flf6S9qKysDNnZ2bh48SLee+89SKVSpKSkYOzYsXB1dYW7uzvmzZv32vtqamowfPhwmJiYIC8vD7du3UJJSQmKiopw6NAhtGrVCoQ0qvvs3LmTgt969uxJU64cDgeJiYk4f/481q9fD6VSiZKSEtTV1aFv376wsrKCRqPBmjVroNfrMXLkSHh6euLKlSsYPnw4uFwuRCIRli5dipcvX2Lbtm1ISUmBWCyGk5MTHBwcYG5ubqSNHBwcTPuHm9vNmzcRExND8QCenp5wdnaGi4sLhg4ditzcXHz88ccoLy+n2QyNRoMZM2ZQZ67X6zFw4EAEBQVR4NvRo0fh4ODwWiq6uroaXl5eaNWqFdhsNsrKysDn89GlSxd6zmKxGDNnzsTq1athaWkJmUyGAwcOQCQSUaIYiUSCFStW4ObNm7C2toa/vz8GDhwIHo8HKysr2NraQi6XY8OGDbC2toa5uTnkcjnWrVtH6ScZfnUbGxvMIeR3o18T8uezb2/kgiZvU9C/Z2+d8H+ZvckRN111/hXHK/md50MIQcyrtBYhhErPTZgwASwWC7GxsYiMjERSUpKRogtDVcgoFs2fPx937tyBSCR6DflbVVWFmTNnwsbGBnFxcTA1NcXp06dRUlICDw8PaLVa9OvXD87Ozhg0aBBat24NX19fTJo0CTKZDMOHD4dMJoNAIEBSUhJkMhkiIiJQWlqKiooKnDp1CgqFAm5ubvjyyy8BNEZUjMBAr169wOVy0aNHDyQmJiKu2er8yZMn6Nu3L0xNTREdHY3+/ftTQNW8efPQs2dPCIVCmJiYwMfHB6tXr8aDBw/Qr18/KJVKfPLJJ6ivr0dJSQmys7Np2pVRgWJaTBikNpNGZOroTGQ0YcIE2g5ma2uLefPmYdCgQdBqtbR++XvW0NCADh06wN3dHQqFAqNGjcKNGzcANGpKM/STnTt3NnrPkiVLYGtrCy8vLwpMq6+vh4+PD1xcXGjGIi8vD25ubtBoNEhMTETbtm2Nau99+/bF48eP0aNHD7i4uOD48eNoaGhASkoK2Gw2Bg4c+BqX+cCBA2lEnZubS1PF1dXV2L59O4YMGQIbG5vGSf/V4oYhmmjfvv0b24+Y9qFJkyahoaEBly9fRmhoKHQ6HaysrKhms0AgoNzYDLsaY/X19ejZsyciIiJeO+/o6Ggcj8IqAAAgAElEQVSsXLmSPjYYDOjWrRs0Gg3YbDYOHTqEoqIidO3ald43KpUKFRUV2LNnD3XA27ZtowjuQYMGUR3hoKAg8Pl8+Pn5ITo6GtOmTaN8z56enrC2tkZ9fT0CAwPBYrFw8uRJKh3K0FemWFig8jec718peTGZNQaEtbglB/wWhPW79tYJ/xfaokWL0NPJCbavBnlTxSVlC6vPP7rJmz1mkX9ExbxXK+RZzA3G5UKhUIDH49G0NENv2aZNG5iYmKB169Y0IouLi8Pw4cMRFBSEsrIypKam0u/z6NEjjBs3DnK5HGlpadi8eTMmTJgAQhrbpvLz83Hs2DHKYPTrr79SykymJ3XXrl3w8vKiCkN8Ph9ffPHFa9fuwIEDEAqFiIqKAtDYt8xIt2VmZoLH4+H7778Hm82mNJqXL1/G4MGDIZVK4eDggKCgINo3zZCDMDq0x44dQ0VFBaZOnUo5giMiIoxIJJYtWwZTU1Ns3rwZer0eQqEQT548wcWLF9G9e3fIZDJoNBqEh4dDLpdTOtG5c+eiR48elOHK2tqapk8tLCwQERGBnJwcI3ay77//Hg8ePKDXrimdJJ/PR3FxcYs1Sya6FovFqKurw5YtW+Dl5YXIyEgcPXoUUVFR2LBhA+bOnQt7e3uw2WxMmTIFSqUSPXr0gEgkglKpxOzZs2FmZgY2m43Y2FjKS+7j4wMOh4OsrCxUVVXh+PHjsLOzA4fDwVdffWV0LjU1NejZsyflO2ciu2nTpqFdu3YQCASIiYnBhx9+SPnQxWIxLC0taRQcFxeH9evXGzniZ8+eITc3Fy4uLpT2Emikvpw7dy7FIjCOKjw8nKZ4mYUb0Jhx6dq1K2JjY43apRjbvXs3PD096W8wZ84cSmf6/fff4+XLlzQiJYRg5syZ8Pf3x9ixYyGTyWBvb48ZM2YgIiIC/fr1g8FgwMmTJ2nNOTQ0FB4eHmCz2QgICDBSRsrIyMDo0aPRvXt3iMViWmpgslqJKhWeWFvDQMhr7UdNy1wmrzYeMSb7ae6obVrYb0UaaSg/au6A30bAf8jeOuH/QvutaJj/hv1/ZbNosgJmvXL2XQnBt4Sgq709Zb3icrlUS1iv12PatGkwMzMzQuTOmjWLthUFBARg7dq1uHXrFgoLCyGVSpGRkYERI0YgICAASqUSffv2hbm5+WvUgYy9fPkSAQEBIKSR1MLR0RFjxozBqlWrYG5uDmtra4jFYkqO0NQ+//xzsFgsHDp0CL1798b8+fNx5coVyGQyxMfH0/rbiBEjkJKSArlcjr59+yIjIwMsFgvR0dGIjY2l6jNt2rSBqakpvvnmGxgMBmzZsgXOzs7o1KkTVq1aRYlBunbtirKyMlhZWYHH46GiogKXLl2Cvb09PbcXL16gpKTEyLmq1Wps374doaGhcHNzw8qVK1FXV4clS5ZALpdTwNtXX32FpUuXYsKECZSdzMfHBzKZjPZHs9ls2Nvbo1u3bjAzM8PatWtx8uRJ3L171+hal5WVUapCHx8f6HQ6bN++HQaDAefPn4e5uTlkMhm6dOmCFStWUPUlS0tLpKWlYerUqRQIxeVysWfPHqxcuRKdOnWCTqeDQCBAdnY2RV0z9ePmSPydO3dSmsucnBz07NmTknCkpqZiy5YtePbsGU6ePAm1Wg0LCwsq1ycQCODi4oKKigqsXLkSbdq0gVwuR35+PlauXAknJyf07t0bVVVVuHTpEqZOnYrWrVvD0tISPXr0wObNm3Hs2DEolUraN8vj8aj6ll6vR01NDeLj45GUlPRGAJbBYEBAQAC++OILfP3117Qcc+HCBZw6dQpubm6Ni2mRCAMGDMAHH3yA9evXg8Viwc/PD71790Z0dDTy8vLobzRmzBgUFRUhIyODsritWrWKckJzOBzKluXi4mLEqCUQCBrFURwcjKgnmzrglhzs3y17RZO3NeC/Ym+d8H+x/V5q+rcUSv7sxiH/iIpVpBFYsb5dO0ilUlhbW+POnTtgsVhYuHAhLCwskJ6ebnSuFy9ehEajwYIFC2BiYoLs7GyIxWLExMTA398fcrkcffr0wd69e1FfX4/KykqIRKLXvvPt27cxffp0BAQEQCwWg8PhQCgUGrFTlZaWws/PDwqFAubm5i1GxDExMZBKpfDw8MCJEyeQk5ODkpISHDhwgIKszMzMkJ+fT50EI5UXHR2NsrIyVFZWQiaT4c6dO1S8ITo6Gh4eHti5c6fR51VWVqKkpIRGc25ubigtLcW6deuQnJyMBw8eYNy4cVAqlYiPj8f+/ftx6tQpODg4NC6ILCywYsUKNDQ04Ndff6V81D/++OMbx0ddXR3Ky8sRGRkJtVqNgoICbNiwAStWrED//v2pbnCrVq0okYidnR3Cw8PRtm1bENJYdggODsaRI0ewb98+2kpkb2+Py5cvAwCGDRsGU1NTKJVKTJgwgaZZJRIJZsyYAaFQCL1ej4iICNjb2yMgIABRUVFYuHAhJBIJeDweuFwuvv76a6PrxfAwM5FdYmIi5s+fj19++QW7du2CQqHA1q1bUVRUBEtLS5iZmUGr1eKrr74Ci8WCTCZ7LTV88eJFREdHg8ViwcbGBp06daI6yf3798dXX31FW58YYxwzAzZjONH379+Ptm3bIiMj47X3NLeNGzfCx8eHOvITJ06gV69eUCgUtLPg4cOH+Oabb2ha39nZGXK5HG3btkVOTo5Rnd/b2xtFRUVwdHSEjY0N1Go1hEIhpVJt1aoVxWEw2tkSiQTXrl1Dhw4dsI7N/kPOl0Uaeest/sbc0ZO8BWH9HXvrhP/L7d8VFZsRgijyjxS3KSEIIwS9SWP70YoVK+Dl5QVTU1M4OTlh06ZNRudpMBgouT8hjUAusViM3Nxc7Ny587VJ7P79+1AoFAAaCUEWLlxIHWdeXh6++uorbNmyhYKZ1Go1TSnW1tbC1tYWX3/9NbKyssBisZCbm4tnz57R4587d46m5Q4dOgS5XI5JkyZRcoTExERwuVwIBALIZDK4ubnB3d0dM2fOpMeoqKiAWCxGRUUFcnJyQAiBk5NTi7XH69evw87ODgsXLsS3336LsLAwcDgc2NnZwcnJCRKJBP369cOFCxeg1+uxceNG+Pv7w9fXF+3bt4eJiQmNzu3t7TFgwAC8ePGixTFx//59jB8/HtbW1oiKikJ5eflr13f27Nno16+f0b6amhocPnwYnTp1om1FDPOUWCymqV1GhD4hIQEeHh5gsVg0/cxisRAZGYmLFy9i7Nix6NatGyIiIqiu75w5c3Dw4EGYmJggODgYW7ZsgVKppCQSU6ZMocAuNpuNjIwM7N+/v8VrumDBArDZbLi7u4PH48Hf3x/V1dVo3bo1WCwWRZozdvnyZeh0Omi1Wtja2kKtVsPNzQ0WFhbo1q0b9u7d+1rm5ebNm2Cz2cjLy8O+ffuoqphIJKKlhj9CqsJwrJuammLkyJGwtLSkCHETExM8ePAAQCMVJ4PgtrOzA5/PR3h4uJEDvnr1KuXEjoqKwuDBgxEdHQ0ul0tZ3pi2N6alzt3dHXPmzGkcizExRg54E/mHQAxzf2sJQQD5Y50XiaSRv6B5Fu01HmjyNgX9V+ytE/4/Yj3j4/+lUXHU7zxvZWUFuVwOiUQCNpuNH3/8EY8ePUJlZSVWr14NNzc3CjpxcnKCj4/PG4EyAHDhwgVYWloiMTERIpEIXbt2xaZNm4xSfjt27ECHDh0QFBSEkpISKBQKbNu2DQDwySef4J133gEALFmyhNawly5dSidab29vCmDhcrlIS0uDk5MTJbxniPGZuqpYLDYCk+3btw/29vaQy+UYMmQIpk+fDgsLC0rjyNjt27fh5OSEuXPnAmhckJSVlVGkuEwmg1qtxgcffID58+dDp9MhICAAW7ZsgcFgQG1tLeRyORQKBVgsFhQKBZYsWWI0+Tenk+zTp0+L7U2Mde/eHWVlZfTx48ePMWLECFhaWmLUqFGoqKiAQCCgTEvz5s1DTU0Nnj9/DrFYTBWHGB1bQgh9zNAeurm5UXUmpg7cuXNnyOVy6HQ6zJkzByqVCu3bt4eHhwdNpRJCkJub+0aE9/Pnz1FQUEB1cBnO7+rqagwaNIiKRACNZQuGuISpg44dOxZnzpyhwKpHjx5h7ty58PPzg52dHUpKSnD9+nVUVVXB3d0dtra2dMz069ePSgcKhUIEBgYiMjIS586de+O1vn//PrhcLk0Tp6WlYc+ePeDxeFAoFBgwYACAxujf19cX7u7u4PP5iI6ORnR0NDQaDZ48eUKPN3r0aHC5XHTv3p1mLRjxB0aMgllgdujQgbLVBQQEoKJNGyMHXNjCYptxon8UU5JMCHyb7fNt7nzV6v95NaS/am+d8P8h+y1H/HejYqY2bPKG5y0JgZr8Q6GFIYlnnmfaLoxu+FfMRUKhEBKJBDKZjKYnGXSrUqmEs7MzPD094e3tDT8/PwQEBCA4OBienp6QSCRwcXGBlZUVVeDx8fFBUlISeDweYmNjkZWVhZiYGJibm0MqlUIulyMmJoZGeywWy8gBODg4wMLCAn379oVIJMLQoUPRpUsXBAUF4dNPP8XChQvx3nvvQSQSQSqV0taVjRs3wsvLC1wuF1OnTsWePXuwYcMG2NraYsCAAfj6668xbtw4uLi4wNHRkX7v/fv3Y8SIERCLxWCz2fDx8cHixYtx//59PH36FJcvX4a9vT2srKzQu3dvqNVqBAYGwtnZGUuWLMGSJUsQGBhI6SSbTthvMldXV5w9exYvXrzAlClTaN374sWLmDlzJrRaLe1f9vf3x44dO2AwGDB+/HiYmZkhJibGSFawaVq8vr6eti0RQqhAByMmwAjUM2PA3d2d1kUtLS1haWmJvLy811LJQCOwzsnJCR07doSrqyu6dOkCrVYLKysrxMXF0Z7h/Px8ZGdn03GlVCqxZcuW370up06dwuDBg2kKV6VSYfr06fR5f39/2NvbIzAwEIQQREREUHrSESNGvIb4v3r1KhVj0Ol0UKlUWL58OTgcDgIDA2FtbY2zZ8/i+fPniIiIoH3XAoEAnTt3Rl1dHQYPHoy8vDwAjSIRXC4XAQEB4PP5VH6USUU31cCOioqCwWCAk5MTeqrVqOVyqQPeRAjs/0mLdFPyOzzQzUpTb+3PGQsAyFv7v2OffkpyBw8myw2GN76ETQjR/4s+PpMQcs3EhJwwGIhAICB9+/Yl48aNIyKRiMyfP58UFhaSiooKsmbNGrJ582ayceNGcvjwYVJeXk62bt1KnJ2dSXJyMnFyciLFxcXkyy+/JHq9nuj1etLQ0ED/1+v15Pjx42TlypWkuLiYdO/enSxfvpw8efKEjBs3joSFhRGJREJ++OEHMnToUKLX68mJEyfI0qVLCZ/PJ5WVlcTU1JTU19cTQggxNTUlHA6HeHt7k9jYWHL06FFy7949IpfLyaNHj8jjx49JcHAw4fF45NixY6SqqoqIRCIil8uJq6srPafq6mpy8OBBwmKxSEBAADl37hyRSqXExMSE3Lt3j3C5XKJQKAifzyc3btwgVVVVxNTUlLDZbCIUCompqSl58eIFefHiBdHr9YTNZpOGhgbCZrOJXt/4q7FYLAKA/iWEEC6XS4RCIWGz2XRjjtt8HyGEnD59mjg4OJBbt24RsVhM7OzsyOPHj8nt27eJUqkkrq6u5Pz584TP55OqqioiFovJ8+fPSWVlJSGEkLq6OsJisUhgYCB5/PgxSU9Pp5/X0NBAdu7cSa5fv04qKysJj8cjL168IEKhkJibmxMPDw9y+fJlUlFRQXJzc8natWtJbW0t8fLyIlKplDx48IBcu3aN1NXVEYFAQFQqFZHJZKSiooI8ePCAODs7k6tXr5L+/fuT58+fk0uXLhE3NzdSWlpKLCwsyIsXL0hgYCAJDAwkmzdvJp07dyZTpkwhAoGAmJiYEBaL9Ztj+MWLF6Rjx46ExWKR48ePEz6fT7Kyskj79u1JamoqKS4uJkOGDCH29vbExMSECIVCsnbtWlJWVkYOHjxIZs+eTVJSUsiePXvIO++8QwwGAxk1ahSZOHEiKSoqIjNmzCDR0dGksLCQTJ48mRw+fJikpKQQoVBILl26RF6+fEkuXbpELl68SBwcHEhVVRXR6XSkoKCATJ06lTx48ICYmpqSjIwMsn37djoGRCIRqaioIIMGDSJLliwhXC6XTOvalUQsWUIcXrxoHDuEkKGEkFnNvjObNHrRN88arxvr1XtMCCFOhJC+r45t0vRFPXoQsnz5nzjqW2tub53w/0X79FOSO2gQWf6Gn86GEHL7n/hxuYQQMSFkHyHkx1f7PiGEPJVIyJBTp4jAwYEQQkhsbCx5+PAh+eCDD4hWqyWxsbGEx+MRlUpFunXrRjIzM4m9vT0hhJDvvvuO9OvXj3z//fdv/Nz9+/eTCRMmkAMHDpD09HTSrl070q9fP/Lw4UOSmJhInJycyMGDB8maNWvI2bNnyezZs0ldXR25f/8+AUAaGhoIIYT4+PiQtWvXEm9vbzJgwAAyb9488vTpU+Lg4EC+/vprEhERQTgcDklPTyfr1q0jH3zwARk0aBBJSEgg7733HomPjzc6r2XLlpGioiJSXV1NXF1dyfXr10lKSgopLCwk3t7epK6ujqxYsYIMGzaM1NTUkD179pDo6Ggj5/Dy5UvSv39/snHjRmJqakp8fHxIbW0t8fHxIQ8fPiT79u0jJiYmpH379iQtLY1MmzaN1NbWkmHDhpHY2FhiMBhaXLg0NDSQBQsWkJUrVxIPDw8SHx9PTp48SY4fP07atm1LEhMTiVwuJw0NDWTWrFlEpVKRLVu2EIPBQKRSKXny5AmRSqWktraW5OXlkXPnzhEej0eioqJIQ0MDuXr1Ktm4cSPh8/mkurqavHjxgpiamhKFQkGioqKIQCAg+/fvJ/X19eTBgwekvr6eyGQyEhoaSkxMTOh51tfXk+vXr5MbN24QmUxGHj9+TMzMzOiiyczMjNTV1dGFSXNjXsvhcAghhB4XQIsLE+Z/ExMTUllZSczMzIhEIiEPHjwgdnZ2pLKykjx+/JgQQohWqyVWVlbk7NmzxNPTk5w/f540NDQQV1dXIpVKydmzZ4lerye1tbWExWIRf39/4uPjQx48eEB27dpFWCwWycjIICdOnCBOTk7kzp075OXLl8Tc3Jzcu3ePyGQyYmFhQZycnIiHhwf54YcfyLFjx8izZ8+IUCgkNTU1pEuXLmTHjh0EjdlKUlNTQ8RiMSkpKSG/XrpEhBs3kl4AEd2/TwhpdJhfkEYnef0N95MZIaT+Dc+ZvjpG0+flhJBHhBAdIeRcS2+KiyNk9+43HPGt/WH7D0Xgb+3v2rffAjY2WEQa0Ym2TdJHTfuK/2wvcUsbr1lqi7xKT/ckBBWEAO+8gye7d0MgECA2NhZisRgODg6IjY1FmzZtWjz9I0eOUBrEN9nBgwdpv++XX36JkJAQ+tzz58/RoUMHCqTR6XRQKpUwMzOjMoYmJiYYPnw4TeeFhITA1dUVs2bNAtAo2zhs2DDY2trC1NQUAwcOpIpBAGBjY/OaypTBYMCOHTsow1hYWBju3bsHoBEwVlpaCq1Wi7i4OGRnZ4PL5b5W+7x48SIVo3j06BEeP36M3r17g8vlghCCmJgYnDhxAr/++iuSk5MREhKCW7duYdu2bfD394e/vz+2bdv2mqj8119/jZCQEKhUKoSHhyM2NhZqtRofffTRayns2tpahIeHg8fjUQEABwcHiMVi2NnZUfKJkJAQrF+/HosWLYKnpyftq2UARba2tuDz+bR9Kz8/Hy4uLuByuTA3NzcSWGhuv/76KxITE2mKXiaTYezYsfj4448RHh4OU1NTaLVaWgMtLS2lhBdcLhdhYWFwdXUFn8+HSCSCp6cnYmNjkZubi9GjR2PevHnYsGEDjhw5gl9++QVXrlxBeHg4UlNT8csvv6CgoAA5OTkUPNauXTuqm8y0QmVkZODzzz+nmAhra2tKXUpIIz3pokWLMGTIELBYLAQFBSE5ORk6nQ48Hg+tW7eGvb092rRpAx6PB61Wi8GDB9M+ah6PBx8fH3h6elKhDysrK0gkElhYWFAEtI2NDQojInBCoUA9MVYm2kQIHJrdn3/2vhcTgrbN9jGI6bc80P9ae+uE/49bT3f337y53lTj/atb8+O5EILHhKCBEMxlsZCdnQ25XA69Xo8XL15ArVa3CCDau3fvGx00Y4cOHaLcufX19VCpVLhw4QJ++OEHZGZmUmEAQhppEhnnpNfrkZmZCUIITp06hZiYGFhYWECn08HPzw9KpRKrVq3CsmXLqJ4tA/xh7NmzZ+Dz+Ub0l6tXr4a/vz94PB6CgoJgaWkJKysrbNiwAXPmzIG1tTXi4+Np73LXrl1hY2NDUd0GgwHLli2DXC5HaWkpfv75ZyM6yX379sHDwwOZmZnQaDQICQnBokWLUFJSArVajYMHD8JgMGDjxo3Q6XRo3bo1du/ejTNnziA+Ph52dnbo168fRCIRbGxssHTp0tfAccz7tVotrS0qlUooFApKJDJmzBjs3bsXBQUFFBnNSEH6+fkhMDAQJ0+exGeffYbY2FiYmJhQEQVGljItLQ3ffPMNHBwcXlssAMD27dthY2OD7t27IzAwkPajy2Qy9OnTB6NHj4atrS0UCgVdFCxatAg8Hg/t27dHSkoK4uLiUF1dTQVDzp49ix07duCzzz5DcXExevXqhdjYWHh4eEAgEIDNZkMkEqFt27bo2bMnbGxskJmZCYlEgokTJyI5ORnLli0D0AiiSkpKgkqlgrW1NVJSUiiPOiGEcngnJCRApVKBxWJRNDozdry8vODn54eVK1eCx+PR14vFYnTp0oX2kq9duxZarRbvvvsuCCEICgqi8pQsFqtRpGPwYIDFMgJdgbwOvPqrG6cFJ2xNCAaRFnig3yKg/6n21gn/f2C/Bdh6E/vN392aH/cAaSQFMIhE6KFSUU7m6dOnUyRrU/vyyy/RsWPH3/xeR48eNRINSE5OhlKpBI/Hg7m5OQVYaTQacDgcimBl2qX8/f2hUqmQlpYGS0tL6PV6rFixAjKZDCYmJrCysoJOp4NGo0FycjI++eQT+tknT56En58fKisr8fHHH8PW1haRkZHw9fVFTk4O9Ho9ysrKKGtTbGwsvvvuO6Pzd3FxQXZ2NiZPnoynT58iKysLnp6emDdvHjp06PAanSQALF68GJ06dUJ9fT22bt2KxMRESKVSvPPOO7C0tKTSkHq9HvPmzYP4/7V35uE1nlsbX3vOnrLnJDtzZJREhCQixFQR81RTyCAxN6EpKdIaW7OgVbSGr+ikLVEOPhelHK3zieGUGkoPpWhrVkMlkWHf3x/bfk52Zoooz++63kvs8d3Te79rPWvdS6NhM2Jt83ENBgPr8S3LkSNHEBMTw4TEZDKhY8eOuHz5MqRSKcRiMfR6PcsaDBo0CM7OztDpdMwIY+nSpezE5JVXXkGrVq2g1+sRHR1tzZDo9di9ezf7HLy8vOwqi2/cuIGkpCSYzWY0a9YMIpEIGo0Go0aNwsiRI2E0GvHJJ5+wIr727dsjOTkZPXv2RMOGDdGiRQts2LABxcXFSE1NRUxMTI2FagUFBYiPj0efPn1w9OhRbN++HQsXLmTjDRs1aoTQ0FA2ZMHPzw+tW7dG27ZtYTab4e/vz6ZDERFzv2rfvj3mz5/PTlT69euH3377jQ24UCgUeOeddyASiSASidCyZUusXLmSTYLq2rUrpkyZApPJhHnz5sHJyQmOjo6sgFAoFOLEggWAo2OFSLR84dVfPeEuGzlHEuFCeeElXgH9pOAi/BxRU1QsfYwiLCj3w3Wg/zpu/U6E2yoVsH077t69CycnJ/z44492+/rVV1/Z+RZXxr59+xAVFYU33ngDOp2OHcwiIiKg0+kwZswYnD9/HgUFBdBqtdDpdNi1axc2bdoEtVqNL774Ap988gmLgPLy8vDaa6/BYDAgKiqKGTrodDrs3r0bfn5+rFVl3rx5CAgIgE6nQ2JiIvbt24fOnTujb9++uHnzJmbPng2TyQRXV1dER0cjMjKygmWiQqHAxo0bERERAR8fHzRt2pRV3n700UeVOjDl5+fDaDTa2WD++uuvmDZtGtzd3Vn60jY8o0mTJmxykW0Ob3nf4ytXriAxMZENPPDw8MC6deuQnZ3Nxt3ZKtuXL1+OGzdu4NKlSwgMDISjoyNMJhMGDx5sl6oHrKlq1YPhH0SEfv36VehtHjVqFGbMmIGioiJMnTqVZS9sk7tWr15tt68HDhyAQqGASCRCVlYW6tWrB1dXV2RlZaGgoABGoxG//fYbAOuJ2ejRo9GgQQP8/vvvlX6HCgoK0KFDByQkJNi1fE2ePBlSqRRbt24FYO3f1ev1uHPnDk6dOoX169ejVatWICJER0cz+1LbgAoiYqJcv359zJs3D7169YJGo2F90LaOAb1eX8EpDADmzp0LBwcHLF68GAaDgc3RJiK0J0KBTlep+P7V1LNtK18xrSRCLFGFaBtEwKhRlb6/nL8OF+HnjNpExY9jnZjI3otaSfaOW/llzp4/S02tMDLw888/r+C6VZb9+/ezg5ktBdmsWTNIJBIMHjzYbkYuYPXrbdasGUwmEzw8PKDT6XDu3Dls3LgR3mUsOIcPH46rV68CsJpBEFkNFjIzMxEZGYm5c+eiT58+cHBwQGxsLC5cuIDi4mL06tULnTp1wtSpU2E0GtG/f38cP34cly5dgslkQps2bZCens72Z+/evYiKikJ6ejp7DUlJScjLy6s0PVuW8ePHIzMzs8Lld+7cQVJSkt3wjISEBJw/fx7FxcX48MMP4eTkBIPBgLy8PBQWFmLSpElszVev1yMhIQEtW7aESqViac8JEyYws45Tp05h48aNMBqNkMvl8PLywr59+yrsy4kTJyAUClmrWURERIXb5Ofn46233oRQJpUAACAASURBVGK2mjKZDJ07d4aLiwvS09Mr9WFevnw5iAgNGjRg6882r+mzZ8/C1dXV7vYWiwXTp0+Hr69vhfX7wsJCdOzYEX379rUT4K1bt0Imk+HVV19ll23YsAEdO3ZEUVER3n33Xdbf6+rqimHDhkEmkyE5ORlxcXEYMmQIa3+zmXEYjUYEBASw95oJpECAnj17IisrC++88w7WrVuHffv24ccff0RAQABkMhmbUUxEiCdiYwafVOq5us2rvPjy6PeJw0X4OaW6qNj8BH68lTluNSfCNw8OJieEQlxYv57t36pVq9hgBRs3b97E5MmT4ezsDIFAwIwyQkNDERYWho8//hjvvfcem+5TFtv6c2ZmJlu7Ky0tRUhICNzd3ZlZ/+HDh9l91qxZw+wobWuSUqkUCxcuRKdOnbBu3TqUlJQwkw+9Xo/k5GScPHnS7rnXrFmDgIAA+Pr6Ys2aNSgqKkJCQgKkUinzuf7iiy9q/dn98ssv0Ov1rCe1qKgI77//PuuHtVlfKhQKuLq6Ijg4GAsWLMD169cxfvx4dOzYkfkvExFb8w4KCkJmZia2bt2Ke/fu4fTp03BxcWGzaIVCIRo1agSNRgONRgOVSoVffvnFbt/+/PNPZGdns7V4qVSKJUuWwMXFBRaLBbdv38aaNWvQp08faDQa1K9fH0SEhIQEZGRkwM3NDdu2bav0dX/33XcQi8VITExkFpVGoxFr164FAHz55ZdVZk+WLFkCNzc3lvouLCxE586d0adPHzsBXr9+PUwmE/R6vZ1ojxs3DgMGDEBAQADat2+P48ePo7S0FN7e3pBIJMzzuU2bNhg5ciSzzUxOTkZkZCR7r20pbVdXV3ailJOTgzlz5mDUqFHo0aMHIiIiWFbCJtRNBAIcLSe+u6v5vT2uE2nb1qq8+BKPfp8WXISfY6qKissatdf2xyyg6hv+NVTzmtTPRNYCE1ij0KFDh6KwsBC5ublo3rw5GwbQt29fvPnmmzCZTFCr1fj6669Z9Hjz5k1oNJoKkTAAzJ8/H0qlEq+99hqUSiVcXFwgEomQm5sLi8WCBg0aQKfT4dSpUwCAuLg4JCcns7nBnTp1gkgkQqdOneDj44M9e/agYcOGEIvFSElJsfOvLovFYsHLL7+Mfv36sQk/QqEQ4eHhbGDD2LFjH+qz69mzJxYvXozPP/+cjdvz9/fHp59+yiwq8/Ly4O7ujuTkZCQmJrLBA2WjMbFYjPDw8Ape14BV9AQCAf71r3/BYDCwiu8BAwZg37598PDwsHuNX331FVxdXeHq6sqctHJycnD58mVotVq0bt0aarUanTt3xvz589GxY0cEBwcjOjoaLi4u6Nu3L5vDW55Dhw5BpVIxT+9WrVrBYrHg0KFDqFevHl555RVkZmZixowZVb5nn332GZycnPDtt9+iS5cu6NWrl52d5yeffAIXFxd89tlnCAgIYJcfOXIEWq0Wnp6eLD1dXFyMvn37QiwWIyoqCps2bYK7uzt69+4NoVCIZs2awdHREXK5HAMHDsT//d//Qa1WQyKRMEG2TXBSKpX48MMPUVpaCovFgvT0dDRr1gwuLi6QyWRYJBDYDVqoTnwfZZtMhAOV/J6bEGF1ZeIbGsqj36cIF+EXgOqi4sedoq5uMxAhlQgWkQin3N2R4+QEL4UCSqUSbm5uePvttzFq1CjodDqkpKRg7dq1aNCgQYXX07dvXyxdurTC5UuXLoVEImGuVraKaNug93/84x/w9fWFi4sL+vfvz1KF+/btQ9u2baHX6zFp0iS2NmdrF6lsPc+GzU7SNqzdZDJBJBLB19eXpXH37t2L8PDwh/rMpk2bBrFYDJFIhMjISOzYsaPSNPb+/fvh7+/PBg/Y3mtHR0e8/fbbOHv2LObPnw9nZ2f07duXrc1fvHgRbm5ukEgk6NGjh/XzeVCwVlxcjNWrV7OMw+nTp9GhQweYzWZoNBq8+eabUKlUkMvlaNmyJTQaDTw8PDBixAjcunULH330EUwmE7KzszFlyhSo1Wo0atSoyjT8Dz/8wE4CzGYz6tevb7defuvWLfTp0wdKpRKrVq2q9n3bsGEDpFIpmjdvbifAS5cuhZubG06cOIHp06fjtddew6VLlzBkyBA4OTlBKpWyZQpbIZdCocCAAQPQtGlTNsiEiFCvXj28++67uHz5Ms6dOwd3d3c4Ojpi3bp1LE3t4+ODwYMHs++Dl5cXoqOjMXr0aATp9ZgglWK3SISiJyi+9ODEOI0IrSs5aa4gvo6OwNdfP9T3lPPX4SL8onDwIAY+OEBUtj1Kivqvtj99RdZ+x2suLpjeqhUMBgPGjRuHixcvArAOYQgJCanwUrZu3WrXMwxY09F6vZ75ROfk5MBgMCAhIQHR0dG4evUq9u/fz+w2pVIp4sv0Ot6+fRtSqRRmsxlE1hSuRqOBp6cnvvjiiwoCUlBQgNWrVzM7yezsbHh7e7MxciKRyC6d7OjoyA7y1bFlyxZ4eXlBIBBAoVBg2bJldtffvXsXmzdvRkZGBvz8/Fhq1faeKpVK5OfnIy8vD4MHD4ZWq0XPnj2xfv16zJw5EyaTCf369UNQUBBeffVVtq4bExOD/Px8iMVi5ObmYtiwYZg/fz4mTZrErEODg4ORkZEBtVoNIkJwcDA2b96MgoICLF68GP369UOnTp0QFhaGDRs2oGnTpoiLi8Px48crtIDZsHmISyQSNGjQACaTqdKMQ3FxMWQyGQwGA9asWVPpe3f//n10794dsbGxMJlMWP9g+WPBggV2U6Gio6ORlpYGg8GArKwsfPvttwgKCgJgXXdv2rQpFAoF3nzzTWRnZ8OWURAKhcwf3Mavv/4KNzc3GAwGVsNg66s2Go3IyclBq1atEBwcjI4iEY6StZ3P1uf7JIS3/CYt81ttW5n4EreerEu4CL9gDPT2rvSH+igp6ofZXMhadFL2Mpvhx3WyRgMlLi7A9u1sX0+cOMEOjmUpLi6G2Wxma7PffPMNXF1dodPpsHfvXjYlaeLEiWxNVy6Xw2w2Iz4+HoMHD4aHhwecnJxw+vRpXLhwARkZGZBKpdBoNFAqlZBIJLhx4wb27NmDRo0aoXnz5jh48CDOnz+PN954g83J3bJlC+v9Xbx4Mfr27YsBAwZAJpPZRetdu3atdl14w4YN8PT0hEAgQLt27XDu3DksXboU3bp1w5EjRzBnzhy0adMGKpUKbdq0QXZ2NqKioqwnQ0IhhgwZghEjRkAqldpFi3fu3MGyZcsQGRkJT09PjB8/Ht7e3qzK18HBAYGBgdi5cycAoGHDhnjppZfg6ekJFxcXBAYGsuEYbm5uCAgIYO1ItvffYrFgypQpEAqFmDp1KvNafu+991i1edu2bSuMnDx27BiUSiWb0OTt7Y0vv/yy0vfn2LFj8Pf3x+HDh+Hv749hw4bZVWIXFRWhZ8+e6NatG+7fv4/vv/8eLi4u6NGjB/z9/XH+/HlYLBasWLECAoEA3bp1Y2K/dOlSpKam4vr168w0w9/fH3q9Hn5+fmxaUfmUvu32c+bMQVZWFojILnNz5swZxMTEYLCHBy5S7dd7H3ckLCNrwdUbRCioTIDL1WZwni5chF9EEhIwsJof7pNMUTuS1YGr7OPLiTCUCDdtBwWzGdi+HadOnbJbuyvLuHHjMHz4cPTo0QNeXl7Q6/U4ePAgTp06Ba1WC4lEgtmzZ8Pf3x8REREYPHgwXFxcsHnzZjg6OsLNzQ3Tp0+HSqViIwQPHTrEJh+JRCI2YKC4uJg5b0mlUgwZMgQ//fQTq1YOCgpifdHXrl2DRqNBTEwMTCYT6x1euHAhhgwZYvcabH3Lrq6uEAqF6NChA3777Tdcu3YNa9asQWJiIitQy8jIwKZNm3Dy5El0796dVSV37dqVrbNmZmZi9OjRCAwMxIgRIyoYdZSdX2xzdxKJRBCLxSxKzM7OZmltWx/tkCFDkJeXh8zMTLRo0QLTp0+HVCqFxWLBuXPnEBcXh8aNG7MThIiIiArFawsXLkRaWhr7///+7/9CIpEgMjISvr6+iImJsasuL8/KlSuRmJgIwHpi0b9/f4SFheHUqVMoKipCr1690LVrV9y/fx+A9cRg6NChkEgkmDJlCvLy8hATEwNvb+8KWZSUlBSkpKSw/ulGjRohNzcXOTk5kMlkEAgEmDRpkt197t69i+joaIwbNw4LFy5kYwbd3NywZMkSbNu2DYu6dMHvjyi+4mquE5B9FkpAhA5V3LZDZaJbdqukyJHzdOEi/KIyfjwgEFQrxrYUdWUFWZJq7kdUfU+yTXwrm2W6u8wBolQmw+cqFVAujXv79m2kpaVBIBBgxowZmDlzJl5++WUAwHvvvQeDwQAiq/3jnj17WCp58+bNMJlMLKrT6/Xo0KEDs6ecP38+VCoVm1/boUMHvP/++wgODkZwcDDmz5+P0aNHw2AwID09HfXq1cOQIUMqpFm7dOkCg8GATz/9FD4+Prh58yZOnDgBLy8vWCwW5OfnY+HChTAYDBCJRIiPj8eGDRswceJEREZGwtHREd26dcOSJUswaNAgjB07FufPn0f//v1ZBBsdHW1n8gEAzZo1w65du3D79m306NED0dHRLLV/7949NGzYEETWyUDLly9HbGwsJBIJ6921jVK0ifS4ceNYZXFOTg5CQkJw8+ZNhISEoGHDhqy/ddasWfj8888hlUrRu3fvCrONAWt7kclkQlFRESZOnAihUIjk5GS89dZbCAsLQ+PGjSvtm7YxYsQIvPvuu+z/FosFy5cvh9FoRFRUFDp37sxOOkpLSzFy5EhERERg27ZtrGBt5cqVSE5OxpIlS2CxWJCXl4eRI0dCKBRCLBZDJpPhgw8+AABs27aNVToPGjQI48aNY89dWFjIWpU++OADqNVqeHh4oF3Dhljm54cdZI04n1bkKydrkZVXud9YTyJcrkp8BQLufPWMwEX4RebgQSAkpEohtqWoHcg+Qi57XVVn7LUZnSZ8cLDwLnNZWdOPS2UOYqhXDyVbt2LFihVwcXFBWloaGjVqhPXr18PJyQnr169Hamoqc34aOnQoevXqZfdyT506hfbt24PIunZ6/fp1ANb2Fr1eDzc3N2zevBlisRjNmzcHESE8PBy7du1iQl5aWors7GxIpVKYTCasW7euwnpx69at0aZNG2RmZiIzMxNdu3ZFSUkJXFxcMHLkSKjVakilUgQFBSE+Ph5arRbh4eHIzs7G7t27WTQHWK07ZTIZM8Tw8/PD999/X+GjLCoqgkKhYNF7aWkpZs6cCbPZjEmTJrF5t7Y15rt372Lt2rVQKBR2fce2z8HT05M99scffwxPT09cvHgR58+fh4ODA9zc3NC0aVPk5eUhMTER/v7+SE9Pr7S/2UZQUBDCwsIgl8sxfvx4nD59GhqNBnq9vlKHr7JERETgX//6l91lxcXFiI+Ph1KpxMCBA3Hv3j2UlJQgLS0N0dHReP3116HX6zFmzBiEh4djxIgR0Ov1eO211+Dv7w9/f39mFalSqbBu3ToAwOHDhyESiSCVSrFv3z5s2bIFbdu2BQC2vPHyyy9j/PjxcHBwsFvrLd/b+zjFV1nu/2V/e2X94kOJcLwq8SVe/fyswUWYY62IdHSstRhXdl1NkXF1qW1Vmb/9yj2PlAgxRNj54ABXKBDgdmQkMGcOPpw9G15eXjCbzTCbzZgxYwY8PDwQGxuLP//8E87Ozjh69CiOHz+O/v37w2QyYeDAgQgKCoJYLEZqaiosFgs+/PBDaLVaGI1GtGzZEkSELl26oH79+tDpdPjqq68AWIe3t2/fHk2bNsW5c+ewa9cuhIWFoWXLlkwYLRYLtFotTp48CVdXV+zYsYP5LQuFQohEIsjlcubE9fHHH7MBEGU5d+4cBg8ezGY2q1SqauflHj58GPXr17e77MyZM6xPVygUYuPGjVi1ahW6du0KtVqNFi1aQCAQQKVSISUlBWq1Gr6+vuy9T0tLw5dffgknJyecOHECJSUl6Ny5M4RCIZKSkrB9+3Z4eHgw4429e/eicePGle5fbm4u5HI5FAoFJk2aBIvFgpdeegl6vR65ubnVfj0LCgqgUCjs1oCLi4uRkJCADh064Nq1a0hKSkJwcDDat2+P+vXrw2w2IzExERcuXMD169exYMECKJVKCAQCvPLKK9i/fz++++47KJVKiEQibNq0CYB17VkikUAikeDgA6G6dOkSdDodrl+/jjZt2iDEZMIEqRQ7yGpKU5mxxopHENlHXf6xpafVRJhVyb6wjVc/P5NwEeb8l1GjAKIaxfhhr3vc27kHB5oSIhwlwsdJSSgsLER+fj4EAgG+fnCgGT16NNzc3ODk5ITZs2fjzp07SE5OxsKFCzFhwgSYTCZER0dDrVbD3d0dHh4ebNh7kyZNsHbtWjRs2BAmkwk5OTkwm82YMGGCXbq1pKQEy5Ytg7OzMwYNGoQDBw7A1dUVFosFo0ePhlQqtTPN8PLywqFDh1jBUnnOnj2LQYMGQS6XQywWQy6XY/jw4QgLC6vWaWvZsmXM/CQ/Px8TJ05kleIODg5sWlL37t2xatUqTJgwAWq1mtlHxsXF4dy5c6wK2RYJEhGaN2+Of/7zn8x32snJCcnJyRWMNwoLC6FUKlk0Dlgj7kGDBsHb25ut3VssFnz++edwdHSsdh3YRl5enl2LV3FxMfr374/4+HiWws7Pz2eGLL6+vvj222+Rm5uLHj16QKPRoF+/fkhISICPjw86duyIr776ipm02JzbDh48yF77gQMHYLFYcOzYMcyePRtSqRQdRSKcEApRSvZTjMpuh8lagGgTVBHZO8s9yc2rKvElbrzxLMNFmGPPgxR1dWJcXeT7MG1L5dNrtX0cA1l7H0FlohCZDOd8ffGGWIwjO3age/fucHJyglqtxv79+wFYBUGj0eDKlSvYtWsXW181Go3YuXMnLBYLhgwZwuwa9+zZAy8vL7Rt2xZCobBCu1BZbt26hYyMDGbcL5FI2IQmuVyOMWPGwMXFBRqNpsJoQwD4+eefMWjQICiVSlbkk5GRgfv376O0tBSBgYHYs2dPlc8/ZMgQLFq0CJs3b4azszPkcjlUKhWEQiGioqKwdu1apKSkwMvLC15eXujatSsaNWoEmUyG0NBQJvD//ve/Ub9+fWbzOWLECGg0GhAR6xMWCATo3bt3pcYbLVu2ZMK8f/9++Pn5ITk5GVFRURg1ahTMZjMOHToEjUaDoKCgCsVjlbFo0SIMGzYMgPWkJzExEe3atWOR8Q8//ACTyQSFQoFhw4ZBo9FAKpWiVatWWLlyJTspaNasGbZu3YrY2FjmJ96kSRNs2LABu3btYlOlZs6cifT0dDR2d8cMrRYnXV0rrPFWJb5VfW+rK7SqaltEFU02KttaVSe+PPX8zMNFmFM5X39t/QHXIMblI2DbunH56s0nHQVsKCPKJWTtPS7YtIl5QQPWCtvGjRujRYsWrCjqlVdeQUZGBho0aICLFy9i7ty5aNmyJYxGI1q1agUPDw+YzWasXLkSrq6udmuXJSUl2LdvH6ZMmYImTZow8bRFkRqNBjk5OXBzc8M333yDyZMnQ6lU2nkxnzlzBqmpqaxK2+bYdeXKFbuPY9GiRejdu3elH5XFYoGPjw/c3d2Z61VMTAwaNWrEIs0LFy7g5ZdfhtFohEqlgpeXFxQKBd577z27FPKiRYuQmJgIBwcHSCQSNG7cGHFxcVizZg2rHhaJRHj33XftIl4bEyZMwBtvvIFp06axkZEtW7bEsGHDYLFYMGzYMISFhcHBwQFnz56t1VcxOTkZK1asQElJCfNvzs/Px82bN5GRkcFMVTw9PREaGopp06ahd+/eqF+/PrOxvHHjBtRqNRYtWgSdTgeZTAZ/f39otVrk5OSwqN/BwQGjQ0Jw1ckJlkpGB5YXXccaThhr2qr6bQiJ0IAIXau4T5VuV2XFl6ee/xZwEeZUz9Wr1lSWRlOrVHV1RVyPY9MSIZOq7jm+Ue5gZJFI8ItQiO99fZEtEqGZvz8mTpwIk8mEJUuWICQkBKWlpZg7dy48PDzQvXt3LFu2DH369AERIT09HXq9nvXtenp6YsGCBejTpw/0ej3q16+PmJgYaDQaxMfHw2w2Q6VSITU1FcHBwWjdujUWLVoEb29v/PHHH/Dw8EDr1q1x+vRppKamsh5ZqVSK0NBQ1upUnjt37kCn0+HChQsArIVXe/fuxauvvsoiVZ1OB19fX/zwww9IS0tD165dkZ+fj9mzZ7M5wePGjYNWq2Xe0GfOnLGzp+zVqxc8PDwQEBAAgUCAESNG4KeffmInGX379oXZbGYD6VNSUrBv3z4WSa9evZrN7D19+jTatWuHlJQUln6fOXMmiAgfffRRrb+CQUFB+P7775GSkoKXXnoJt27dwowZM9h6rkKhQFZWFo4cOWKXsrf1b//P//wPPvvsMwQFBcHJyQl6vR5Lly5l5homIowlwmGDAaVSabUtPTVFvI9zM5Z5HlNNoksEaLXW32otTGE4zw5chDm15+uvrT28DyHGtTnrf9hNSgTFA+Gtsee4zGbz571DhJuNG8MyZw6a+vriu+++A2AdxCAWixEZGYnAwEBERkZCo9GgU6dOiIiIQEhICORyObRaLSZNmoQBAwZAq9Vi0KBBGDlyJAwGA1QqFUt/FxcX4/3334eTkxMCAgKQkpKCnJwcCIVCKBQKNt3J5u5U03Sl9PR0JCQkYPjw4XB2doaPjw8TXpFIhHHjxqGwsBAzZsxA48aNsXnzZgQGBqJTp07Izc1FcHAwevTogd9//x1Tpkxh84dtPb/379+HVCqFVqtFixYtoNFo0LBhQxiNRmRmZiI0NBRpaWlYunQpjh07hk6dOkGtVsNoNCIkJIT5cEulUty6dQtdunSxm2BUXFzM5h+XH4tYFbdu3YJSqURKSgpatGjBfMFFIhHUanWFAQ3lOXHiBEJCQqBWqyGXyyGTyeCrVuMdsxn/p1DgdpnvxV8R3+qWVqrb9FVcXiuTDdtmNvOo928MF2HOw/MQYvy0tsoOZuXbncofvGyp6x9FImD7dhw6dAhE1gKq/v37o02bNtbX8mDC0s6dO/HNN9+wyTrZ2dmYOXMmXFxckJSUhH//+99wdHSsUHT1xx9/YMCAAdYTiAdpTyLrGLyZM2dWuy76559/Yv369UhKSmICNnbsWMTFxaFevXro3LkztFotmy60Zs0auLm5oVu3bvD29sbatWuRlZUFZ2dnO/vN1q1bY8OGDRg7diwrZrON01u5ciUuXrwImUwGoVCIvLw8DB8+HLNmzUJ4eDg7yQCsBiDt27dn75FKpYJOp0N4eDi6detmV8TWs2dPqNVqdO/evdaR8LZt26DVapm3tFKpxLBhw+Dr64u33nqryhMXi8WCI0eOYNq0aTCZTCAitCPCrzpdtWnm8qL7V9PNLtVcpyXCsCquq9Fkg4vvcwMXYc6j86C1qToxJqq5felxbmUPet703whFSoSpVHlVq63gJp8IO4jwlkoFL4UCiYmJ6N27N9q3bw+5XA5XV1f4+/tj8eLFaNKkCRQKBTp06MBSyDt37kSLFi3s3qJTp04hKSkJOp0Onp6ebN9cXV0RHh5eqQDfvHkTH3/8MXr27AlHR0fExcVhyZIlOHv2LPz8/KBUKjFixAj4+/sjMTERvXr1wqpVq7B7924olUpoNBpMnDgRO3fuREBAAPr162fnW/3HH39ApVKxwRa24Q8ymQxxcXFYu3YtnJycEB4ejrCwMHzwwQcwGAz4z3/+A7lczu4HWPuYvby80KtXL7Rr1w7u7u5QqVTM+nHu3Lm4cuUKNm/ezMR+1apVzFylMiwWCw4fPowxY8Ywz2alUonp06fj5MmT8PHxwbx58yrc788//8SmTZswfPhwuLu7I9LTE7P0euwRi6tsJapKfB9Xurmy7I+2zN++5Z7LiQgpVI3JBvFWo+cNLsKcv86D1qaaxNgWHdfGyONxbUqqOSqvSpQLiXBNJMIJImySyTBOIMDaJUvQqFEjREZGIjIyEkOHDmXRWE5ODhsUf/LkSQwYMAAGgwHNmjWDSqWCyWSCs7MzPDw8YDAYYDKZ2KSi33//HR988AHatWtnFy3aKpC3b9+OgIAAREVFwdnZGUajkXlR+/n5YdasWRCJRIiIiMCRI0fw6quvwmw2sx7nsnz55Zfo2LEj8vPz8frrr0MoFEKn08HR0REGgwG+vr7Iy8vDmjVrEBUVhdDQULRo0QKHDx9GcHAwAKs5yIQJE5gVKGBdp+7SpQuUSiXkcjkmTpyIgQMHQqPRQCQSITY2FqWlpbh69SocHR0rOGRdvHgRs2fPRmhoKDw9PWE2m5mX9o0bN/Djjz/C3d2duVoBwC8HDmBv9+74xmzGTqEQp5RK3NDrUeLgUCvRPUGELmSdKvS0vpeelVwWRIRjNewriLcaPY9wEeY8Hsq0NtUkyDZRNDxFMS6/VRfp5FRxALT1hxZJJLB4e6Ooe3csdHfHjNdeAwAkJiZi+vTp6N+/PwwGA9q0aQNHR0d4e3vD09MT69evx61bt+Di4oJ69eph/PjxEAgE0Gg00Gg0GDBgAHJzc+1sMC9evIjevXvDx8cHK1asQExMDBwcHLBx40YA1jVPW0X28OHD8c0336BevXpITk6ucnZvcnIyxowZw4YxODg4ICsrCxKJBGazGVFRUbh48SKuXLkCR0dHSCQSzJo1C6tWrcKAAQPwn//8B1FRUejQoQMzGrFYLMjIyEDz5s3x888/Q6VSoUWLFggMDISPjw9kMhkaNmwILy8vvP3224iKisLWrVtx+/ZtrFy5Em3atIFer8fQoUMxdepUqNVq6PV6ODs748yZMzh8+LB1FvA77+DM8OH4ycMDdx/M4a2qZ7cm0S37HXgahVZVbV612XfeavTcwkWY83gps15ckxjbDnxPe/24/KYggj8RksnebAXP2gAACcFJREFU89qFCK9S9UUxFpswC4W4RISTQiH2ODlhsoMDmgcEQKfTYfbs2SgoKIDFYsHRo0eRlJQEIuv83i5dukAikUCr1WLBggXMsvL+/fuYM2cODAYDJk+ejKVLl8JoNGLBggWYN28eEhIS8M477zALzPT0dIwYMQLu7u7YsmVLlR/P7du32VSkiRMnwsnJCb6+vtBoNJDJZLh37x5mzZoFs9mM3bt3o0GDBhCJRJgyZQpGjRqFPn36wGg0YtGiRSwDYLFY8PrrryMyMhK3bt0CAPj7+7MqbYFAAA8PD+Tm5uLgwYMYOnQopFIpFA9mSffo0QPr16/H3r17ERsbC4PBgNiAAFwbOxYbJRLccXfHJbJmJmoT3VYmuCKyLovY0sOP0rf7uLdWtXkdfN33uYeLMOfJYOszFghqlaomerprxw+zlV3XO1dLAbBFaKVKJQqcnHBdo8FpiQRb5HL8IzYWwSYTWrZsCQBYsWIF/Pz8EB8fj4CAAEyfPp1VNR84cAA9e/ZEgwYNcPToUQDWecpCoRCxsbEIDAyEm5sbPDw8MHjwYCaClbFr1y64urpCq9Vix44d0Ol08PLyQlBQEJKSkuymC+3YsQPOzs4IDAyEu7s7QkNDYTQa4ePjg+PHj9s97qRJk9CwYUO7yDstLQ1ZWVlQKpWIj4/Hli1bEBQUBKPRyKquPR0csNDNDZukUpyRSnFeIMAtkQj5DwqnHibCLS+6dRXlyogQUsV3qMbeXtsmFPI+3xcILsKcJ8vVq8DcuUDbtoBM9rdJV1e1ickaVYnIOgVq6iOIBcgazRUQoUCrhcXfH+e1Wvys0WC/VotPBQK8YzZj1dy5cHV1RVZWFgoKCnD58mWkpKTA3d0dcXFxiImJgVQqhcFgYFadlXH79m0WJffp0wdDhw5llpWfffYZ5s+fj2bNmmHMmDF29/vll18gl8shl8shEAggFovZVCYbM2fORHBwMCv8srU6vTdxIrJFIqwXCvGroyPOi0Q4IxTijEKBn4VC3KXatQY9a6Jb2Yli2ZO0h+7ttW0ymfU3Mncu7/N9wRAAAHE4T4sdO4gGDiS6dIldlEpEH1VyUyERWYhIRkT3n8rO1Q4REZXWcJu/+qOyPPi3RCAgkdFId4jo9xs3SKfXk7NGQzcvXSJLfj7dJyInHx9yaNyYqEkTorQ0IpOJPc727dtp2LBhFBcXR9OmTaPY2Fi6ePEieXp60pIlS0itVtOWLVto+fLllJKSQmFhYZSfn0/5+fl06dIlWrhwIRksFhokEFAEQE1VKpIWF5OktJTyLRbKt1ioRCwmWCwkBUgJkJ6IpEQkeLA9Cu8S0UoiOk7W91Lw4N8pRDSViFYT0VAiKnnEx38SqImoiIhciGgAEU0mIoea7mQ2E330EVG7dk947zjPKlyEOXXDQ4ixDQkRFVdyuZ6Ibj7WnaseOREVPOJ9DxNR+GPcl7LYhLuAiK6KRPRnaSlJySoEDmQVCClZT2hKxWIqEolIJBSSuLSUqKiINFIpWcRiklgsVCQSUf69e6QlItWDxxU+gX0uL7blqeyEpzYnQX8V2wlgeeRE5ElEP5W7PJiIdhGRc22fgIsv5wFchDl1y44dRK+8QvTzzxWuSqXqI2RbdETl/n5WEBKRhoj+KHeZgIhciSiBiKaRNdJ/EagquvUioutEdO8p748TEV2txe3KnnSVPREMJaIviCiktk8oFBIFBxMtWMDFl8PgIsx5Nrh2jejNN4k+/ZSosNDuqlSqPkKuTICfRVGuiqZE9G+ynlhYyBrpERE5ElEkEc2hJxc9Py5sAnuCrK/BiYiu0bP9GYjp0dLZIiKaTkTjqRbpdpmMKDaWqH17otRUu6UCDoeIizDnWWTHDqIxY4hOnLCWrZQjlaoX5er4O4nzw+BCRH3JKtg1rkPWkr+jsD5JWhHRP2tzQx7xch4CLsKcZ5dr14hWrybavp1o716i+1WXZ6XSownz8yrKnJoxkrWWwEJEJiIaRNaTGA0R3XrYB+MRL+cR4SLM+ftQQ4RcllR6NFE2kTXa4zx/lD3hUpC1uOuhKpnLwyNezmOAizDn70fZCPnAAaK7d2u8SyrVTpQFZF0rrKwK+3nHVnT0vGcHDGRNsde6krksPOLlPGa4CHP+/ly7RjRtGtHGjUS//lpjlExUO1GuqhXGSNZq3meNxyWez7MItySiz8lanV5reMTLeYJwEeY8XzxClGwjlWofLZf90TyuvtXnWfyeFLb3TE1E1X3S54jI+2EeWKUiio7mES/nicNFmPN88xDFXVWRStWLswNZi3uKHmkHa8ejttO4E9Gvj3lfiJ7+CUPZ1y8m60mPgKxrur3I6qKl/ytPwNPMnDqCizDnxeIhiruqIpUevUXqWeVZi8JtvdISsopvyYO/NxBR58f1JDzNzHkG4CLMeTH5C2nr2pBKz59QP012E1HrJ/HAPM3MecbgIszhEP1XlA8eJDp+nOjePaI7d6zp64JHdYquHan09xdsEVkj1UKypotjiOiHB5fHENF8Igp6Wjvj6Eik0RCJxUQODkShoURRUVx0Oc8kXIQ5nJp4wlEz5y/Co1vO3xguwhzOw1I+ar55k+iPP4iKnmRp1guOXG6NatVqIqWSR7ec5wYuwhzO48ImzseOEV2+THTjBtHt29a/7z3tGUF/U6RSIr2eSKfjQst5IeAizOE8DSpbcy4osEZ4gFWs79yp6718siiV1jm6crl1UlZJCV+z5bzwcBHmcJ4VqhNqmey/gl1YaBXsukyB2yJWtdp+v2yFbHI5TxtzOLWAizCH83emvHAXFlqrgisTRqnUKtqViXp1txGLiYxGImdnogYNuKByOI8RLsIcDofD4dQRwrreAQ6Hw+FwXlS4CHM4HA6HU0dwEeZwOBwOp47gIszhcDgcTh3BRZjD4XA4nDqCizCHw+FwOHUEF2EOh8PhcOoILsIcDofD4dQRXIQ5HA6Hw6kjuAhzOBwOh1NHcBHmcDgcDqeO4CLM4XA4HE4dwUWYw+FwOJw6goswh8PhcDh1BBdhDofD4XDqCC7CHA6Hw+HUEVyEORwOh8OpI7gIczgcDodTR3AR5nA4HA6njuAizOFwOBxOHcFFmMPhcDicOoKLMIfD4XA4dQQXYQ6Hw+Fw6gguwhwOh8Ph1BFchDkcDofDqSO4CHM4HA6HU0dwEeZwOBwOp47gIszhcDgcTh3BRZjD4XA4nDqCizCHw+FwOHUEF2EOh8PhcOoILsIcDofD4dQRXIQ5HA6Hw6kjuAhzOBwOh1NHcBHmcDgcDqeO4CLM4XA4HE4dwUWYw+FwOJw6goswh8PhcDh1xP8DS1yAF8f1vHkAAAAASUVORK5CYII=\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "Y = generate_random_MVN_data(p = 500, a = 0.5, b = 1, diag_a= 0.99, diag_b=1.01,plot = True)" ] @@ -57,19 +46,50 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "11.4 s ± 316 ms per loop (mean ± std. dev. of 7 runs, 1 loop each)\n" + "126 µs ± 7.51 µs per loop (mean ± std. dev. of 7 runs, 10000 loops each)\n" ] } ], "source": [ - "%timeit L,A,G = CSCS_numba_fit(Y=Y,l = 1)" + "%timeit L = CSCS_numba_fit(Y=Y,l = 1)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "L = CSCS_numba_fit(Y=Y,l = 0.25)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "A = (L!=0)*1.0\n", + "G=nx.from_numpy_matrix(A.T, create_using=nx.DiGraph())\n", + "nx.draw_shell(G, with_labels=False, font_weight='bold')" ] }, { @@ -191,7 +211,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.5" + "version": "3.6.4" } }, "nbformat": 4,