{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Box Plots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The following illustrates some options for the boxplot in statsmodels. These include `violin_plot` and `bean_plot`." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%matplotlib inline\n", "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import statsmodels.api as sm" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Bean Plots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The following example is taken from the docstring of `beanplot`.\n", "\n", "We use the American National Election Survey 1996 dataset, which has Party\n", "Identification of respondents as independent variable and (among other\n", "data) age as dependent variable." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "data = sm.datasets.anes96.load_pandas()\n", "party_ID = np.arange(7)\n", "labels = [\"Strong Democrat\", \"Weak Democrat\", \"Independent-Democrat\",\n", " \"Independent-Independent\", \"Independent-Republican\",\n", " \"Weak Republican\", \"Strong Republican\"]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Group age by party ID, and create a violin plot with it:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Age')" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.rcParams['figure.subplot.bottom'] = 0.23 # keep labels visible\n", "plt.rcParams['figure.figsize'] = (10.0, 8.0) # make plot larger in notebook\n", "age = [data.exog['age'][data.endog == id] for id in party_ID]\n", "fig = plt.figure()\n", "ax = fig.add_subplot(111)\n", "plot_opts={'cutoff_val':5, 'cutoff_type':'abs',\n", " 'label_fontsize':'small',\n", " 'label_rotation':30}\n", "sm.graphics.beanplot(age, ax=ax, labels=labels,\n", " plot_opts=plot_opts)\n", "ax.set_xlabel(\"Party identification of respondent.\")\n", "ax.set_ylabel(\"Age\")\n", "#plt.show()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "def beanplot(data, plot_opts={}, jitter=False):\n", " \"\"\"helper function to try out different plot options\n", " \"\"\"\n", " fig = plt.figure()\n", " ax = fig.add_subplot(111)\n", " plot_opts_ = {'cutoff_val':5, 'cutoff_type':'abs',\n", " 'label_fontsize':'small',\n", " 'label_rotation':30}\n", " plot_opts_.update(plot_opts)\n", " sm.graphics.beanplot(data, ax=ax, labels=labels,\n", " jitter=jitter, plot_opts=plot_opts_)\n", " ax.set_xlabel(\"Party identification of respondent.\")\n", " ax.set_ylabel(\"Age\")" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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xMu8IVcMrk5Al51+MovAkue/lRJIkeH1eCGkJGS8K8Pq8RLKRA6fTia6li1OaxcxnLzDrRdYgFTLSk6FCfOJT1+PnP/sZnt/zQ1AATjtjJSwjY1iwbAm27X4EO7Zsx1M7dmPx4iX4za9/Xe9wFY0/LbEgCVnhePw+cF2njImT867/r704Y/Vq/OxnP6tjdIRmxh/wgxPnto1Ln38rTz8dBw8erFN0yicUCkFSqUAzpzSgNMMAahVCoRBEUczx6dbF4XRi011fxE++txd7H94JCcDiFafhzqs3YvTkABiGwXR0Gp1dndhw1TXo7u6ud8g5IQlZBZienoaaZcAJAm69dyvWf+YmHHziWezYsh07Djyd0lQEvD689/PfKH5S1JPp6WnEpHjKbV7NkoSsUHwBP0TenPo7Oe/e+cMhXLxkNZl3hKoQi8VkG4sn51/f2+9huSSS+ZcDn88HTjM/6WJFET6fjyRkWZhy2LDk9G6wLIvNs8/eOy67DpFQCCvWrILRZILL7sCCjk5s2rQJf/rTn+odck7IkmUFcDgc4PVaDKb578itZYs6LXzBACKRSJ0iVT6ZTYppjiEJWYH4ZZaNAIDhOXj9ZPs8oToEAgEwHDuvsXgSThTgIfMvJz6fD4w4/9plNQK8XqIjy0bS8iLd+85td8Bld2Cotw9bH30Qw8f7cM4lF+Ptt9+ud7h5IQlZBbDb7eANujn+O3Jr2RRFQTDo4HAQx/5sJJoUn7oxqTiGuFUXiDfgn7NtPgkvCPA2iDEiofEIBAJgZeZdEl4QiJ9WHrxer2xCxog8SchyYHc4oDXo5zx7jWYT2swmLD9jJXbe8wCWr16Jd976C1avXp3/hHWGJGQVYMpmA2fQnvLf+eDFeP3Fl7Ft9yPzjuX0WtgbZMdHPQiFQqkWLECiuhMgzYnzEo/HEQyFUrtT0yEVCkI1yezBmAmvEeEhCVlOXG43aJmklhYFuD3uOkSkfGKxGNw+LwStZs6zV2vQQ2s0YPDYCbx36DCGek+g95338MADD9Q75LwQDVkFmLBaoDUaUpqJXPAGHay2qRpF1nhkus1zPA8fScjyEgwGQbMsVKr5v7F4UYCFbJ8nVIlEQsZmfT9RoSUJWS4cbidEmU4vok4Du6sxXOZrjcfjASPwUKvVeZ+9vW+9A47JXsVVCqRCVgFGLRMwmNsLOlZvMmJ0cqLKETUu6U2KgdmEjCxZ5sXv98sueQAAL4qkQkaoGl6vF7SMdjEJw7GIzkwTg+cc2F0uiDrtvNdFnRb2BnGZrzUulwtcjnaF6Wj1Okw5lb8yRRKyMonH47DabdC3GQs6Xt/ehnGLpcpRNS7BYHBO+x+W5+AnCVle/H4/mCwPRV4U4A8EEI/HaxwVoRXw+Lxgs/wYABLaWVbg4SPLlllxuFzQ6uc3yNbotHCQhEwWt9sNRlNY1Uuj18HmVL52myRkZeJ0OsGIwhz/mHQsI2PYtuHmVJ+tgM8Pu9tBfi1mwRfww+v2pMbsm1+8G8Mjw/UOS/H4/X7QgryOR6VSgWZZ0uCZUBVcHjcEjWbevS69pyCrEeAnG0vmMTAwgHPPPRdfv/d+fP3WL6XGLDmWt557Bf5j5y709/fXOVLl4XK7wGoLq5CJ+kRiq3STXZKQlYnFYoHQZsj6frKfYLLP1mNb7wev18Fms9UwysbBFwhg/649qTE7/6rLsf+Jp+odluJJLBtlF1YzIqlQEKqDa9ZhPvNel95TkObJ/JOjp6cH1157Le7Yfg8uXH9lasxSY/nOq1i1dg1uuummOkeqPGxOl6zuTg6W4zATjyEcDlc5qvIgCVmZTFgmIbTps74/IONNxrfpYbVaaxhl4+AL+DExOJwas2s/+2lYLVbF/7KpNy6PZ04fvExYjUAeiISq4HK7Ieq0sve6JIyG2DfIceTIEdx0003QthvnjFn6WJ5z2d/g3XffrXOkysPudkBjmL/MKwdFUeC0IjwKb9ZOErIyGZkYh6Eju6BfzptMbDdgnAj7ZfEHAli68n2pMXvp6f9GR1cnMdPNg9PrhpCjfM8QDQ+hCkiSBLfXA0Ej5vRhZDXEvkGOdevWYc+ePaAY9ZwxSx/Ltw+/hVWrVtU5UuXhdLkgaudvhMgGoxEV/6OAJGRl8pd33sa/b71/nm4iqQHoP9qL/bv2oOesi1LeZO2dHRgYG6lz5MpkZHQUsZkZ/Ojhnbhx7fl45acH8YlNG4n+KQ9OtwuCJntCphZ4uBX+65DQeIRCIUCd6MGYy4dR1GqJfYMM+/btwy9+8Qv86z1fmTNm6WPZ+/Y7uP/+++scqbJI/hAQC9SQAY1hskt8yMrA7/fj+X3P4qrP3ISHN/9wTv/KpAbgG/v/CwefeBavv/hyyiclEgrh+P+8DkmSsrYbaVWeffIpXL7pemz4/N+lxq1jYRdpn5QHl8eDxTluTqJOA4ebPBAJlcXtdoObnXe5vKA0Oi0cA2R3eSbd3d34+jf+BaN0BCvPen/q9fSxPPnuUaij8pvGWpVgMJj6IVAoTAOY7JKErAwmJiZgt07hE5s3pXQTTz36bQAJDcA39v/XvNcBgBMEgFHD4XDAbDZnO33LIUkSrBYrrv3czXPGjeY5UiHLQSwWgy/gz7lkKeq0cPSTB2I2pqamcPBXLyGeRat46YUXk+bYMng8HrA5tItJRJ0WA6RCJovVboPujKVZ39ca9JjqHa1hRMrH5/OBLbLhuqAV4VR4QkaWLMtgbHwMC5cvldVN5OtrKZrbMDFBdGTphMNhdHR14hdPPTdn3NQsaTCeC5/PB5rnZF36k4haDZzkgZiVoaEhHHdZEF1knPfPUNSDvx47Wu8QFYnH4wGtye5BlkTQauAN+BCLxWoQVWMxNdsgOxtagx5WO9mVn062Zuy5EDQiXAqXbZCErAz6R4bxha9tl9VN5Otrqelow9AI0ZGlEwqF8IlNG+eNm4pjSUKWA4/Hg2AknNUDCgA0Oh2cbjfZrZoFh9OBtoWdWHL6inn/LFy+DFMNYCpZD6bsdggyDvOZqFQqsKLyd7nVkoGBAZxzzjn4xj99DV/7zB3zrtkkok4Lr99HvCvTyOW7mCTTF8/n8cCt8BZyZMmyRCRJQv/IED50w1Wyuol8vbXMC7pw8khfNUNsOEKhEDoWds0bt6mxSbJkmQOPx4OfPf0sruz5ZEqzmNQyJmE4FjFKQigUglhkqb8VsDod0Jjlt9Br9DpY3huocUSNwZTTDu3itoKO5XVaOJ1OtLcX1mau2enp6cHVV1+NCz9xJdzh4LxrNolKpQKn08DlcqGzs7MOkSoPn8+XNyHL1HH/51cfxsYbN9YowtIgFbIScblcmIZU1C6PdNo6OzA6OYGZmZkKR9a4JBqLzxdpsjxH+lnmwOVywTo2kdUDKgmv08LtVraGol7YnY6sy0aJtitOUl2UYcpugybHcls6rE6Ei7QBSnHkyBFcd9110Jras16zSXi9Dg4HqdIm8fp9CS12DjJ98YaP9yEQDCr6OiYJWYmMjIxA22kq+fMMy4A1aomOLI1wOAw1x857neVYBEKkQpYNu8uJxStOy6lZBABWK5KELAs2pwMamV6CQKLB/YwUJ8vmGcTjcdhyJLKZcHoNpogWKsW6devw/e9/HxTPZr1mk7B6Dex25TfHrhUenw+cmDshk9Nxqxla0dcxSchKpH9oELqu0hMyANB0mjBMdGQpQqHQnMbiSViehz9IKmTZsDrs+MLX782pWQQARksqFHJEIhGEp6M5f3HzOg1JZjPwer1QcSwYmaq2HHqjEZO2qSpH1Tjs27cPL//Py/jm7XdnvWaTaIx6TEyRXdJJPH4f+DwJmZyOmxF4RfdUJRqyEjk+2I9FF64r6xztCzrQN9iPiy+6qEJRNTbBYFB2yZLjOXiJhiwrdqcD7/vw+Tk1iwDAazWwO8lOy0xcLhd4rTanJyCrTWh4Fi1aVMPIlI3D4QBfYOsaANC1GTD4l+zLcq1Gd3c3vnT3VmjP7EbX0sWp1y0jY9ixZTsGjh1H95rV2Lb7EejbjJh4+2Qdo1UWvoAfCwRedqyAhH6s/2gvGIYB0pYoGY4jFbJmIxgMYsrpQFtHeR5iHYsX4fhgv6LXtGtJMBQELbNkyXAsgmTJUpZ4PA6H2511uS0drUEPq4MsGWXicrnA5WlSzGgFUl3MwGaz5R23dLQGPRxuJ7G+mEWSJEzarDCY5m6KkGvSrm83YnKK9PRN4g8EwHKc7FglX1uxZhU+cO7ZWH7GqtR7ao5V9AYxkpCVwPDwMHQLzDl9nwpB1GoQZ9SYmiJlfADwh0Jgufk7Z1iOQzAcrkNEysfr9YLmWajp/MVurUEHO7FvmIfT6QStzb38Ieq1mHIQDU86k1YrxLbC9GMAoKZpMBoBTlKlBQAEAgFEYzPzlsrlmrTzoohpxBEgm5sAAIFgEBzPy45V8rWh3j5sffRBDB3vS72n5pTtaUkSshLo6++HtqsyDvuaLhMGBwcrcq5Gxx8MgJWtkHEIEA2ZLC6XC3wBPlBAokJhczrIr+wM7E5nXi8trUFPErIMRq0TMJiKs7AQjHryA3QWm80G0WiYt1SezVRcMOhhs5EK98zMDKZnZkCzjOxYJV9bfsZK7LznASxfvfKUqJ9jEVbwj3uSkJXAsf4T6FxSGS1J+6IFOHbyREXO1egEQyGw/Hz3ZZqhEYvHiUWIDC6XC6yuMF8xmmFAMTR8Pl+Vo2osrA5b3p2CiYSMVBeTSJKECasF+vbCPMiScAYtrCQhAzC75Ns2X2qQzVScN+pIQobEJhyaY0BRFLbtfgSvvHAQG9eej70P70Q0GsXm+7bi9RdfxsDR43jzd6/h5LtHsX/XHmy+byvULKPoH/ckISuSQCCASYcd7V0dFTlf19LFONbfh3g8XpHzNTKhcAiMTIWMoijQHItIJFKHqJSN3ekAW4QXHq/XEi1UBjaHHdo84nSNXgenx0Wu01n8fj8iMzMQCuhjmY7B3I6RCXlH+lZjfHISonH+D4GkqfhPThzGjgNPY8GyJQAAsU2P8cnJWoepOMLhcOo5sWDZErAci1vv3YofH/0jLrluPfY+tBM7DjyN09+/Bpu3b8Vzx97Aprtux96HdiYslIJkyXIOFEXdTVHUXymKeo+iqH0URfEURa2gKOoQRVF9FEU9S1HU/CezAhgcHKyIfiyJqNUAHINJcqElKmQyGjIAoFlG0aXmemG1TUErc1PPBqvTEA1PGpIkwe5y5q2QqWkaao4l1cVZrFYrRJMx585UOYxmE0aI9yIAYMQyDoO58CVfg7kdI5bxKkbUGITDYaiZU7vx5XRk2V5nWGV7WtY8IaMoajGAOwGcLUnSBwCoAWwC8AiAxyRJWgnABeC2WsdWCL0nT0C/sLLtK7QLO9A/QFqzBMOhrJ5GaoYkZHJYHXboiknItBo4iLA/hc/nA8XQoJn8XlrJ1j8EwGKxgC9C0J9E12aEw+NCNBqtQlSNgyRJGJ+chLEIDZ7R1I7xycmW14BGIpE59kjZNHdyrzMsi3BUuSst9VqypAEIFEXRAEQAkwAuA/Dfs+/vBXBdnWLLiiRJeO9ELxaetqSi5+1Yuhh/PdFb0XM2GpIkIRgKg8mokCUbxP7bvV/F+vXrMUAS1xSSJGHKbi/YKR0AtEY9LESHksLlcoHXF7YpgrT+OcXw+Bj0puL0Y0CiL6Ng1MNqtVYhqsbB6/UipgL4IvrK8qKImCrx2VYmGo1CRdOpZ0P/0V7s37UHPWddNEdzJ6fFozkGwbBylyxrbgwrSdI4RVE7AIwACAH4FYA3AbglSUqqtscALM5yirrhdDrhi4SLFrLmo2vJIrz22zcwPT2dMLJrQaanp0GpKKjV6jmvJz1lPvm5v0Nk2Iqenh4cOnSoTlEqi1AohGg8JrsRIhtagx6Wk8eqGFVj4XK5wGoLeygyGhFOF6mQAcDQ2AiW/q+PlvRZwWTAxMQEli5dWuGoGger1QqhzVD05/g2AywWCwyG4j/bLEQiEagY9bzm4a+/+PIcc+ykFi8dh8UKl4JXWuqxZNkGYAOAFQAWAdAAuFrmUNm6LEVRf09R1GGKog7XesfJyZMnoVvUWbRuIh8Mx4I3GTA8PFzR8zYSCV3A/N8HSbrZ+J8AACAASURBVB0Ar9XghhtuwJEjR+oQnTJJVHc0Rc1HnVEPG9ktmMLhdIIpMCHTGnSwkn6CiEQimHI55xmaForO3I7h8dYW9k9aLBDai1/yFdr1mLS0dgulaDQKFUNn1Y7lgmYYRS+X12PJ8mMABiVJskmSNA3gJwAuAGCcXcIEgCUAZJWfkiR9T5KksyVJOrujozI7HQvlryd6YVqysCrn1i/qxPG+1rW/SOycmS/oT+oAZiQJzzzzDNatK69dVTPhdDrBFehBloQTBERmphVtjlhLphyFN8cmXmQJLBYLhDZ9yRub2jvNGBxt3R+fADAyPgq9ufheyAazCcPjo1WIqHFILllm047lgmYYRBSckNWjl+UIgPMoihKRWLK8HMBhAL8F8CkA+wFsBnCgDrFlJRaL4ejJPpz30WsByPcbAzDvteSW5XwsOG0J3n79bay/+pqqfQclE4lE5jUWt4yMIeDz40cPPQYA4DgOL730Uj3CUyQOp7NgD7IkFEWlrC+EHM20W4Uppw2ahSuyvp9+nZ+2eiWu+NjHahidMhkbG4NoLl22YTSbcMQ2hWg0CpZV5Gb6qjM4Nobu1ecWfHxqHh49jq4FC3DxeRegu7u7ihEql2g0Ckqtwrbdj2DHlu146tFvz3kGJ5F7Rrd1mhVtn1TzCpkkSYeQEO+/BeDd2Ri+B2A7gC9TFHUSgAnA47WOLRcjIyOg9WKqzUWuHlrprxVKe1cnbG4XPB5Ptb6CosncygwkxjgSCuOWbf8HV938Keh0OmzfXviYNjtTDhs0RQj6kyQbZRMSLv25KmTp1/RF66/EC88+p+glj1owMDIMY2fpnUrUNA1hVgvVikQiETg8LujajAV/JjkPnz7yO6xYdTpuuummKkaobMKRMGiWyerXlkTueUzTNKLT03WKPD912WUpSdLXJEk6Q5KkD0iS9HeSJEUkSRqQJOkcSZJOlyRpoyRJikpjT/SdgGFxV+rvXD20ilnTTkJRFPSLu9DX11eN8BVPKBSas5UZSIyx2+7AhttuweWfug4ul4toyNKw2G3Q5DE0lYPVi3AQHRlmZmbgDfgg5DDWTb+mP7F5E+zWKbjd7hpGqTz6R4dgWlCe9Y9gMmJ0tDWX3iwWC8R2Q1FLvsl5KGg0OO+KS/DOO+9UMUJlE4lOgy6gd6/c81ilViMWjynW4Jk49RfI271H0XXaqV1BuXpoFbOmnY5p6UL89Xhr7oALh8NQZSRk3WtWw2g24cDjT+H3P/8F9AY90ZClYXM4oNUXXyET9TqihQLg8XjAimLOB2PmNd21ZFFLJ2R+vx+egL+o6o4cxi4zBkZaU0c2MTEBob248Uufh2+/dQSnn356laJTPpHpCNQFJGRyz2OKoqCmaUwrtEpGErIC8Pl8mHTY5vwqlPM4yXxt831bsW3Dzbh+5Udw49rzcMPKj2DbhpthGRlLeajcsOrs1GsLTluKv/adQCwWq+O3rQ+JCtnci2zb7kegNejx1KPfwc9/+AwEQcS+ffvqFKGymJmZgcfvhVikqN8yMobd2/8vem68Ceeee25L+7q5XC5wOapjlpExRKNR7H14JzauPT/RM++Oz7d0QjY2NgZNh6nsnebmRQtwcniwQlE1FoOjo9B3FNeUPf3ZcvzIO/jC7V+sUnTKJxKNgp7dkS/3HE2SrSeoilYrVnZQD1F/w9Hf3w/dws45v6TlPE4AzHlt24abccE1VyAuxWE0meC2O+Zoy9I9VHZs2Y4dB54GpeUxNjaG0047rfpfTEH4gwEw/NxdlguWLcG3XnoOAOBxODH02z+1rJA1k0KqO3Ls2LId5338MnR/+tMwcmJL+7q53W6w2uwbG3Zs2Y5LrluP9Z+5KeVztPD001q608HwyAg0ZQj6k2gNenhDQXi9XuhLqPI2MoOjQ1j6N2cX9Zn0543L5sDo7/5cjdAagnAkAppJSDUyvciSz1Eg+zNaRSpkjc17vb1oX1q83UVyDXuotw9bH30QQ8f78urN9Is6caIFdWT+YCBrH0sAYHle0T3Iao3L5QJfZHUMSMzJ6267Bf5QEHfccUdLa/IcrtweZHLXqFavg7WFE7ITQwMwLerKf2AeKIqCttOEsbHW8iNLeriV0uUgicHUhimXU9G7BatJZDqa8qwsRbdNliwbmHg8jvf6jmHhacW7SifXsJefsRI773kAy1evzKs361q2BO/0Hq3011A8/mAQXA7HeZbnEAiGWr6PWxKPxwNGU7hDf5LuNavx0jPPQ6IoPPbYYy2tybM5HNDkSGrlrlFRp4O9RROyWCyGobERmBeUn5ABgLbLhMHhoYqcq1GYnJyE2G6Y15GkGFQqFTQmIyYnJysYWeMQjUZB0wm9cSm6bRWtVmxCRpYs8zA5OYk4o4bX5cZXb/liUR5jSZ+UwWMnwDAMZqanoVKpUmvZ3/z7u/Gjh3eCAnDaGSthGRlDx+KF+OuvXkUwGIRYRJ+zRsfn90MvLEj9Lecho1KrEIlEwBfRKqhZcbldYHPon7KRnJP97x3DmWeeieeff74K0TUGdpcTuqXvy/q+nM+RRq/D8RZtn2SxWEBrRTBcZbzDzAu7cPxIH9ZX5GyNwfj4OIQKLPnyJiPGxsawfPny8oNqMCLR6ZSoP3WN7tgNmmEwPT2NO6/aCFDAWP+g7LNayQkZqZDloe9kH3SLu0ryGEuuYb/Q9yZ+fPQN/KTvzZRfyoJlS8ByLG69dyt+fPSPuOS69dixZTvUajU0XaaWE1v7AgFwwqlES9ZDhucQDJJlSwCYcjgh6opPyJJz8ivfeRRPPPFES2vy7C4nNPrstiFyPke8KCAYDitWFFxNhoeHoSlSjJ6L9q4OjE5OKPbhWA0GRobK8nBLYuw0Y2BkqPyAGpBINAJmdkd+8hrtXnsGNt11O/a/8xr8Hi/8bk/WZ7WKphV7/ZKELA/vnTiOzqWLyvIYy0a2cxoXd6H3ZGu1UfIH/HMSMrmxYUhClsLpcRW9wzIdWiO09G7BWCwGX8Cf04NMDoqiwGnFljRw7hsagHFhef5j6dAMA75dj/Hx8YqdU+n0jw7D1FV+yz9TVwf6W9Q2JDodnWd7kf68cNsdcNkdWZ/VpELWoESjUQyMDKNj8aKyPcbkyHbOBcuW4L0TvS2jl4rFYghGwmDTliLlxobmOQQCgTpGqhycbjfEEpYsk/AaEa4WTCqSeL1eMAJfUj9GTqOB1+utQlTKRZIknBgcQMeiBfkPLgKxw4ThkZGKnlOpBAIBuP3le7gBgK7NCE/QD7/fX4HIGotIJAqame9ZmXxeGM0mtJlNWZ/VSra9IAlZDkZGRsCbDGBYJqunSTlkO6e+vQ3ecKhl2tsEAgGwPDfH20hubBiBa8kbUCaSJMHt9UDQll4hE7UiHJ7WmF9yeDwecJrSNJqMhm+5CpnL5UIoNp1zibcUTIs6cXzgZEXPqVTGx8ehNbeV7eEGJCq1GnM7JiYmKhBZ4xCPxzE9M53yIUuS/rzQGvTQGg1Zn9UqllHsDlUi6s9B/8AAplUJP7GBo72gGaakqlW6QH1J94qcgkMgcbHpFnZgaGgI7e2V02woFb/fD0aYK9SX85CZGh2Hz+erZWiKJBKJwOVy4b6Ntxa0ycQyMoZvfvFuDPf2QQKwfPVK3P7g/Qi7WyupSCexS7W05uqMRoTL3VrJ7OjoKHRd5jnJROa8WrziNDAcm/Pelol54QIcfvVNSJJUkURFyYyOjUIwz62OyW1eynUdpx977a2fxvDoCFatWlWL8BVBNJqwvMicK9k8x9JJjl//X3vxzOmn4+DBg4rT0JIKWQ6OnjyB5/f8ABdccwWWn7EKHzj3bKxYs6roxuHpAvV8gsMkbYu60HuyNX45+v1+0EL+nZOcKMDdYktFcvj9frx04OcFbzLZsWU7/G4Pbr7nS7jlni/B7/Hi+19/BN4WrjZ6PB7QJdiGAICo08DeYjstTw4OQNdlmvNa5ryyjo4XdG9LR9CIkDgaU1NT1QpdMZwcHkJ711wNXjGbxTKPff4/f9hy7acikcLaJsmRHL+v7f0OLrjwAvT09FQ4uvIhCVkWIpEIhifHMXpyMGHuenzW3LW3r2hRfzGCwySdSxbh6MnjLaEj83q9YMX8D0dRp23pZbYkfr8ftklLwZtMBo4dh2u2SfuG226B2+7A8PGT8Pq8LTG/5HC63UUL+pOIOi3sLSInSHJ8oB8di+eaY2fOq5np6YLubZloOtoxPNzciYUkSRgcHUF7RlP2YjaLZR471j+EgdHhlrqGI5EI1GxptivJ8dPodLj8iisUaYpNErIsjI2NQTQZ0b121tx19ay56xkrixb1FyM4TKI16BGcibbETjiP1wtazL98JGo1cHmafzzy4ff70bV0ccGbTLrXrEbbbJP2A48/BaPZhO61qxEHFKulqDZ2txNiiRq8VpuHoVAIU24HjOa5FbLMeUUzTEH3tkyMCzvRN9jcfS1dLhemKWneRpxiNovNO3btasyoKDidrVOtDYfD83oeF0py/CBJ+NmBA4o0xSYJWRaGR4ah6WxPiQWHek/gvUOHMXjsxDyhYK4Gp5kNijmBzyk4TJJsLTI6Olr171pvHG4nhBwtbJIIWi2cLfQgzEYwGMTGOz6fc5NJ+pyMRqPgRAFPP/odPPXod6A16Gc3SfAtayPicLsglODjBgCiVguXx9MylYnR0VFozO3zdqRu2/0ItEZDal51LV1c0L0tE/PCLvQN91cjdMUwPj4OrYyHWyGbxZLX8sDRXuzftQebzrwQ+3ftQf/RXux//Ef405/+VIuvoAjC4TDoEitkybHe/qnNOPTGIezbt6/C0ZUPEfVn4fhAP0zdXQWJBXM1OJVrUJzvfEl0XWb0Dw7irLPOKvv7KBmb0wnNqsV5jxM0IgLBIGZmZkCXqCNoBoLBIMxLF+acR5lz8vUXX8aBwbkl+gHuCEKhULXDVSQujxsrSqyQMRyLmBRvma4RQ1kMYRcsW4Jv/eK5ss+vb2+DJxBo6kbjw6MjEGUc+kt5vuzftQeb7rod6z9zE37wzX/H1q1bcfXVV1crdEURCoWgZpn8B8qQHGuHxQr7n48qTtAPkAqZLJIkoX9kGOaFhfVsy6UDKMdQtmNRF04MN79jv93pKGg7PUVRYDWtacqZjtfvB5ejETtQ2LxTc2xLVshmZmYQDIXAF7BMng1WI7SMF9mJoQGYF1fWfyydVmg0fnJkCO0LSjOEzbyWw8FQ2t+b0N9CXV1CoRBUZbbuYnkefoXe90hCJoPD4QBYGpxQ2A07lw6gHENZo9kEy9SUYl2FK0E8HofL68nZ5DkdTqtpGX+2bARCIbB87oSskHmnZpmWrJD5fD6wolCWzQIrii1hwRKLxTA4OgxTV+Uc+uXQdLY3baPxeDyOkfExmDpLG8PMa5kXhdTfh371Cjo6OxCLxSoctTIJBIMlV8iSsAru+EISMhkOHTqEff/1Q9yw8iO4ce15uH7lR1LaMDm9WC4dQPp7r/z0IKKRKG5YdTbuvGoj7rx6o6zuLImapsEatbBYLLX8+jXF6/VCzbEFb2VmdWLLJ2ShSAhehyurbhFIzLtXfnoQN649Hz96eCeikei8Y9Qso1jH6mri8/nAFLCrNxe0yLVEhcxqtUKtEfL+ACgX88IunBhszkqPzWYDrRHgsE6lrtk7r96IO6/Kff9Pkvl8eeAHu1N/H/rVb3DtzTfBZrPV8BvVD5/fD77Ma5flOISiEUUmsSQhk+HLX/4yPnjxebLeY3K+MXJNiJOkv8eyLC65fn1RfmQaU1tT93pzOp3g9YVreTi9BlP21rj5ZCMUDuMHD/17Tv+iBcuWgGVZbL53K547+kdccv36+U12Gbold1n6fD4wBVa/s8GIfEskZKOjoxA75mufKk17VydGJscxMzNT9X9XrRkfH4dgMs71o3R74Pd4C/Ify3y+nHneR+f8vWhVd8s49rv93rKkBkBiiZxRqFyDJGQyDAwM4JpbbpT1HitHE1aKH5nWZMTYZPNebE6nE1wRu910RgMmbc1vIpmLUDiEsVl/vFzzJ99cVTM0QuFwrcJWDD6fD3SZv7I5UWiJXqADI8MwVqAZdj4YlgGnb87VgJGxMWjN7XOuR5fdAXcJnm1yaM1tGG6B3fgA4PX7CpYS5YIReEW24SMJWQaSJKGjqxNv/PK3st5j5WjCSvEjM5pNGJ5o3gqZZcoKzlB4hUxnNGCyBVy9cxGNRrFs1fvyzsN8c1XN0IhEW69C5vZ6CjIizoWg1cDla/6E7OTwEEwLqqsfSyKYjU0p7O8fHUZ7p3nO9dhmNsFYgmebHO2dHRgYa40G7R6vD0KJPWjTYQQegUCgAhFVFpKQZeD3+3HVDRvwp1//TtZ7rJwm48U0QE1iMLVjwmppWs+jcasFhvbcSyLpur0Hb9uCgcEBRa7/14rI9DS2/OvX887Dzfdtxf5de7BxzXnYv2sPNt+3dc77arUa0WjzbhjJhsvjzXpTz+UpmI4gik1fIQuFQnB4XdBnXJ/5xkju/UJem47HMDDSPInFwMAAzjnnHGy/62488r+3YfN9W1O6TrvFCq/LhZ6zLir6OZI5buFQGGOWiZa4J7q9HggaTcHXaTYYkVfkppzWNXPKgt1ux4Lu0/DoPbdnPaZQH7FMCvGcyYTlOUi0Cl6vFwaDoaR/r5KZmLJi9YdzN8fN9OF56ckfw/l/H0RHR/WXUpTI9Mw0Fp62NO9c2vvQzpRf0cEnnsXeh3bO+YyaphENt56o3+3zgO+Ut3HI5SmYjqDVYNjX3BqyiYkJiO3GeYaw+cZI7n0AeV/b99h38bnPfrZ2X7DK9PT04KqrrsKFn7gS7nAQex/amdJ1luJLmSRzfHfd80/YsOlG2O12dHUVZtXUiEQiEcSkOGiWKfg6zQYtKHNTDqmQZeBwOIoSmdcCwaBLWHE0GZFIBG6fN68HWaYWymaxtEQz4mzEZmJQq/Nfunk1ZDTd1JYq2fD4vBBE+QpZoRpRXhSavhfo2Pi4rJlpvjGSe7+Q10b6+mFzu5pmo8mRI0dwzTXXQN/VURENchK5cwjtBkxOTlbhWyiH5O5oiqLKHkdeI8KpwLaEJCHLwGa3FaVpqgWcXtuUCZnNZoNg1M37BZ5JphZq4WnLYLE2n/i3UGLxOFQqdd7j8mnIVCoK8SZOKLLh8XnBZ1myLFQjSjMMJIpqmuRBjoHRYRg6TPNezzdGcu8X+prQbmiaHYPr1q3D977/fdBaviIa5CRy5xBNBow1sdYYADweD7jZ67bccRS1Wjg8yrNPIglZBpN2G7SG+e07kmvW1896k92Q5k0mR77+lts23CzrcyYHp9fA1oRWD1arFbwxf6uUTN3e57+6rak3OuQjFpsBpZpralqsPx4AUCoVZlpAd5JOLBZDIBgEJ8iL+ovRiDKiMndqVYqhsVG0y+ywzDdGct6L/bN9GHvOugivvHAQ0Wj0VG/GNB1VM1V69u3bh9/89jf458/+n7I1yJm9aV954eCcczT75i8g4VnJaBI7LMvRcgOAqNfC4VJeU3aiIcvA4XKiY+XCea8n16zjUhxGkwluu+OUN5nM2nW+/pYXXHMF4vE4jGYT3I7c5xK1Wtidysvmy2VsYgJie35dXKb2zut04eTLr1czNEUjSZjnMp9tvuXSVVCUqiWEwOkEg0HQHJu1KluMzpMVBPj9fpjN5kqGqAhCoRDcfi90xvnXZ74xSn9/24abccE1V8zRTAGY91ry+IDXh6GxMVxQhe9Ua7q7u9Hzuc1Yd/3HIWpPWfuUokGW6037kxOHU+8H/QH85fd/hiRJZXWgUDIutztlV1OKHjsdjU4LhwINxkmFLAOnxw1RN1/TlFyzHuqd9SY73pdz7bqQ/pZyPmdyKHXylMvQxCjaOot/mGmNBrh8XoRb0EMrRcZNt1RNRb7l4mbD7/eDyVIdKxaaZ5u2QmaxWKBpbyv74V6onixJW6cZQ01i4eD3+xGejlbEpiHf9S1oRERmZhRp5VApbE57QT2PC4HleURi04p7hrTW3TgPMzMzCASDsk7AyTXr5WfMepOtXplz7bqQ/pZyPmdyiDotHO7mSsgkScLI+DjaOopPyFQqFYQ2PaxWaxUia0wqoU1pBQKBQMUSMrVCvYwqweTkJPgCqtf5KFQ7lsTQ3oYpp70pHPunpqYgtBkqUrHKd31TFAWx3dDU90Srww6NoTIJGUVR4LVauBUm7CcJWRrJm7XcBZRcsx48lvAmG+o9kXPteo6O4oWDCPoD2LBiHf52xToEfH688tODsj5ncvCiAH8g0FQ7upxOJ9x+H75y020leckI7camEf9Wgsz5Fo1G849rE82nQvH7/aB5tiLnYngW3ia1vhizTEJnMpZ9HjmtTy79j5qmwek0TdGb0Wazga9QAlGIZooz6GC32yvy71MiDqcTWv0pzXG5XmSsVlRcQkY0ZGnk+vVc7Jp1po7C7/Hg5nu+BAB46en/hkanxU/63izoXGqaBlSJHV08X5lf9/VmYmICL71wAFf2fLIkLxl9RzsGR0dx/vnnVzlS5UFRmJdM5dLtZBtXCc2rN8lGIBAAXaEKGScK8DbpkuXIxBhMZ68t+zzZ7pu5rnO+LVHpWbhwvpa3kZi0WiG25d+0VAiFPH9Eow4TTdh6CkisXrl8Hoi6Uw4I5XqRsXoNnE5lCftJhSyNQCAAmqvMr+d0Bo4dh8vuwIbbbsGG226B2+4o2jdFqa0eSmVkbBTWsYmSvWTaOzswODpcxQiVi0qlRjyevbpVqJ5MisdbTkPm9fnACFxFzsWLAtxNWCGLx+OYKKCDRrUQ2/WYtDT+TsvxKcu8LgfVxGBqx/hUcyZkbrcbnEYz535VrheZoNNgSmEVxda6G+chHA5DzTIVP2/3mtVoM5tw4PGncODxp2A0m4rW+NAci1AoVPHY6sXA6AiWruwuWfekN7VhyuVoah+obFAUBSkez/p+oXqyeFwC3WIJmcfvA1ehKjMvCPA1YYXM7XaD4lgwVfhxWgj69naMTDa+HMFim5LdpVotdEYDLLbmNMx2Op3zDNvL1c3qjAZY7Moar9a6G+ehv78fj//rzqLXpPN5jkUjUdgtVjy149t46tFvQ2vQz9EAZH7+3Tf+PM+n7Ind30VfX1/Fv3M9iMfjGBobxbZvPVy0l0xyrDauORfPPfk0Dh06VIOIlQVNqxGPZ7er2Lb7EbzywkFsXHs+9j68E9FoVHYuSwUazDYTHl/2PpbFkliyVF4/vHKx2WwVW2orBYOpDRMNbvw8PT0Nr98nuyuw0F6f2Y7Ndh6vyw1fMIBotPnaoTkcDjA6zZzXMnV1m+/bmhqPO6/eiDuv2pjzWa41GjCpsASWJGRp3H///fjAOR/GvrdfTfmCFUJyLVvuczu2bMcl16/Hc0ffwK333Y1VZ30A33rpOSxYtiTr5x/83BZccM0VWH7GKnzg3LOxYs0qrPnwOtx1110V/871wG63QyWwWLbyfdhx4Gn85MRh7Djw9JwxyUb6WJ15/jm4/fbsPUebFVpNIx7LXiFbsGwJWI7FrfduxY+P/hGXXLdedi7H43HQdGslZL6AP6spbLHwQnNqyKampsBVSIxeClqDHm6/r6Gr306nE5xOK6vRlHteZHuG5Hu2pL/36J33gtdpFaeLqgRWmw1iRgedpK4u+fzY+9DO1Hj43R74Pd6cz3KNXgePz6uoHb0kIUvj5MmTOP/qjxW9Jl2I51iuc2YeEw6G5vmUnXv5/0Jvb2/Fvms9GRsbg2gqTVuRPlZX9nyyaaqGxaBWqxHPsWQJFDbv4rEYWLo+y1L1wuv3gxPm29qUAsOxiE5HFXVDrwQTUxZo22q31JYJRVEN37/X5XKBy6joJCnGm63YZ4sSdw5WggmbFbq23Lt+08fDZXfAbXfkvP+p1WowGgEuBXl8koQsjRXdK3Dof14pek26EM+xXOfMPIYXhXk+ZX/+3WtYtWpVxb5rPRkcGYaus72kz6aP1ZuvvIbOBQsqHJ3yYWgasTxJQCHzLjYTa6kKmSRJ8FUwIaMoCgzPIRgMVuR8SmHCaoU+z8Ov2nB6bUNbOLjdbjDawvulZrtei322sLrmTMisBejx0sejzWyC0WzK+yzn9cpK/ElClsaX79mG9944XHR/rFweMYX4x2Qe88APduP1F1+e41N29M0j+PrXv16x71pPTg4Pwrywq6TPpo/V4d++iiuvvxZeb/PtdMsFwzB5Wx4VMu9isRgYpvKbWJTK9PQ04pDAVHDjDs1zTbX7WZIkTE5ZoatjhQxIJGRTCtP3FIPd6QCvk0/IivFmK/bZwms1sDuVk2BUgmg0CrfPm9elP308tEYDtAZ93mc5q1eW5x3xIUvD3GHG1kf/BSvPen/WYywjY/j6Z7+E8f4hAIkWDF/70bez+p8U4h8jd0zm32+/+gYWNHg1aGBgAJs2bcKbb72F931gDf5h9yMF6cbSyRyrQ//vZYyNjWHt2vI9kxoFhmYQm8mdkBUy72IzM2Dp1knIAoEAGL40ywvLyBh2bNmOgWPH0b1mNbbNzl2G55uqQhYMBhGNz8hWEeXGAIDsuJSLts0Ai4IelMVid7ug6dDKvpd5bWabW3LH5vtMNByG3aacJbhKkNhhqctr0VOoV2j62C1avgzGu+7GxRdfXKlwy4JUyNKIxWN5/6Pv2LId1pExfOhvLsCmu74ImmHw4Oe2VD02SkXl1Q0pnZ6eHlx++eW4+18ewIVFbJrIhcbcjpHR5uh9VygMQyMWK1+3JMXjLVUhCwaDJSdk2cTVao5pqgqZ0+mEYNCXLUYvFyVaEhSD0+2GoJHXkGVSyhhm+4yg1cLZZEuWdrsdnF4+uS2F9LE752OXYMe//VvFzl0uJCFLo5DWRAPHjmNmegb37PwmPnn7ZxEJhRAO1sAfjKIavnXSkSNHcOlll8GweEFJRn5ySk9RMAAAIABJREFUmBZ24sTwYAWiaxxYmkE8T4WsEKRY6yVkdIkJWTZxNS00l4bM6XSCrYAYvVx0bQZYbbaGvee5PG4I2sISslLGMNtnRK0GLk9zJWRTNht4Y+USsvSx23DbLRgfHVPMPCMJWRrxOPK2kulesxo0Q+PRrffj+T0/BCcIss3IK0/jJ2Tr1q3Df/3gcWgMuoo1wDZ1dWJ4bKzhq4fFwLJsRXb2STMx0HTrqBYCgQBUXGkJaDZxNc2x8DWRF5ndYc+6O7DYRuHlwPE8ZhBvSDNsSZLg9fsL9rsrZQyzfYbXiPD4fA3/rEhnwmqBtoKbTNLH7n+eOwBzV6diflSRhCwPmeZ7m+/biq5lS/CX37+O/bv+EzPT03jgB7sL/nyxDVBPITX8RfbMM8/gD6+9hu2fulVWaJlvrOTeZ3kOapGH1Wqt5VepK2yGhqzUORaPtVZC1tfXh8cffqykazGbuLrZ+lla7XZosniQFdsovBjS5/CdV23EnVdvxO5v/CsuvPBCDAwMlPOVak44HAalViV6EGch/ftGI1G88tOD6DnrIuzftQf9R3vzzs9s465Wq6Gi1QiHwxX/XvUi0YLKmN88N81IPdf4bdv9CF756UHcuPZ87H1kF+KQ8NZbb9XyK2WFJGRpqFTzly0z1+r3PrQT3/31Afxs6G38bOht/HfvIZx53keznrOSGotGbwRtNptx42234vkTf5Y1gs03VtneF81GjI+P1+pr1B2WZefYXpQ6x+IzrbVk+cADD+CsC84p6VrMNKFMzl1O4OENNFNCZstqLyA3BtnGpVjS57Df44Xf7cE/PvYQLr30UvT09JTzlWpOIBDI2y81/ftecv16sCyL7rVnYNNdt2P/O6/lnZ+5xp0RmmfnryRJsNps0BuNec1z043Uc43fgmVLwLIsNt+7Fc8d/SPWXXAu7rjjjlp+rayQhCwNuYSnXI1ExTQWktTwjaDHxsag6zRlTSzzjVW29/VdZvQPD1U7fMWQqJCdSshKnWNSvLUqZP39/bjkuvUV1Tsl3PqbZ8lyymmHxlD7tknpc9htd8Bld0BjMuLjH/84jhw5UvN4yqGQ3bzV1OOxPN80CZnH4wHF0mA4Nq95brqRer7xSz/X39ywHsePV0b7WC6N/YSvMBSlmlchK1cjUSmNhSRJDV8hGxkdgWDOrgXIN1bZ3jcv6GqthIyh5/iQlTrHpFi8pRKyJcuW4o1f/qaieidO4JumwXg0GkUgFKpYr89iSJ/DRrMJbWYTaJbFk08/jXXr1tU8nnIIh8NQs7k7YFRTj6dimaZZsrTZbBBml9DzmeemG6nnG7/0c731yh+wZOnSmnyffJCELA21SgX7hGXOOvW1n7sZ+3ftwcY152H/rj3YfN9WAIXrdgpt9Jwk23mlOBq+QtY3MgRJimdtrDtwtBf7d+3BprMumtcsNqnfy9RNWEbG8C9fuAtf/cd78dGPfrTh9CalwDAsYtOnKmSF6Hjk5lV8prWMYT+9+TM48oc3ytY7pcOLQtMkZG63G7xOU5cffnNMPQ16aI0G/NOnP4/XXnsV+/btq3k85dDX14cfPvqtnM+GzfdtTT1XnnnsPxD0B+bd/0qdn2qOacjNEHIcOXIEP9r1HwmtXTSKV144KGue+8pPD+Lke8dw+Lev4uQ7R/HKCwdzjl/6+L/45LP4m49dWquvlJPGfsJXGFpN48kdu+esU3/nvn/Gprtux3PH3sCmu27H3od2Aihct1Noo+ck2c4rxeNQqxu3zU08Hsfw2Bh++M3HsnsZvfMaNt11O9639ox5zWKT+r1M3cSOLdtx4TVX4O5vfA2XX355w+lNSoFlGEhpu0oL0fHIzat4g8+pYmF4Dg8+/b2y9U7psDyPUCSct3NCI+B2u8EWaNVQadLn8Ldeeg7f+sVz2Pvn32DzF7+A7u7uusRUKtu3b8f7z/lwzmfD3od2pp4r+rY2hIPBefe/UuenuokqZPd/5Sv40MXnJ7R2160Hy7Hzrt+kJuzWe7fiuWNv4Nb77gbLsTnHL338N911O3558BeYnp6u1dfKCknI0lCrVZgYHJFt9F1M09dMKnKsFG/oCtnU1BTUIoeh3hMVaaybJHmMflEXLr3ssobTm5SCWq2GFC9ux63cWLbakqU/EABfoT6WSSiKAs2yTVGRcLvdYDW1sPApDFGnhdvraThLm76+Ppz38csKum+la+YqpW1UMTQikUhZ51AKg4OD+Pgtn8o7NsXq79KP/8TmTbBbpxTR07Jxn/BVgKZpLFy+TLbRdzFNXzOpxLFSrLGrGePj4xDNbRVrrJskeYzGoMXjP/xBw+lNSoGmacRjxT2k5MYyHos19JwqhpmZGUSno2C43NqeUmAEHv4mWLZ0OB3gsvRfrAdqtRo0z8Hna6xNE93d3fjzb14t6L6VrpmrlLaRZmiEmqRC1tnViTd+kV/3Waz+LvP4rqWLFdHTkiRkabA0gxu/9HnZRt/FNH3NpCLHxqWGrmYMjY4gMjONaCSKHz28EzeuPR+v/PRgyY11kySP2f6pW/GH1/7QcHqTUlCr1QkX4yKQG8tGXwYvhoQVAV8VfRTTJG79U05H3gbOSSrlr5jvPLxWA5ersXoz3n3PPXjv0OF59y1Z77EPXpywTnF55umUS0VN0wg3QYUsGAzi49f9Lf7069/lfXYW64eXPH7TrPebdXQcN954Y901yI37hK8CNE2jvdOct9E3UHgj00od2+jVjIHRYTy753u45Pr1WP+Zm3DwiWfx+osvp9b5Sx3j5DGSJOG3P3wWHR0dVYlfSagShnlFfUZuLHvjf2zoZfBiSCZk1UDNsU1RIbM5HTB1ry3o2KQm8Rv7/wsHn3g2oQUt8B5XzHkYrQCPx1P0eetJu9mEu//9Gzj9zLljmfldX3/xZfzkxGFs23Azrrj7jtR9MamVLRWaYTAdLb+TR72x2+1YsGIZHv2H/GNRzDM2/fhtG27GBddcgfef8xEc/vH/Q09PDw4dOlRO2GXRGnfjAillKahWSHGpYROymZkZTFitGO0bqErfOyCh5dGY2zE5OVmxcyoVlWq+PUspSPHG97YrFL/fn9ess1ToJjHidLhdBVfIKuWZle88jEaAs8EqZNPT07L36nK0ssWgUqkUIVAvF7vdDt5Y2HwsleTYdyxegPd/6IN11yC3xt24QNRqNSSFJmSN3ObGarWCM2jRvbY6fe+SCCYDxsZLbU3VOKhUqorMU6nBN4oUg9/vh7oK+jEgoSHz+LxVOXetSHqQFdqXt1KeWfnOI+p1sDnrL7YuhpnYDNT0/ISsHK1sMahpNaIzjZ+QWaes4PSVayouR3LsWY7Hy7/8Vd01yK1xNy6QUrQ55VCMDqOR9T7j4+Pg2w0V82TLRltXBwZGRyodflNQuZ6qjYnf7wcjVmfJkhcFuL2NnZB5PB5wWhEURRU0VyrVwzLfeTR6HewuZ0nnrhexeByUzA+dYrSy5VyvlErVcDtT5ZiwTSEaDhc0DpaRMdx51Ub87Yp12LBiHe68emNBY5Yc+8989FL09R7Hnj17Kv01ioIkZGkklixr5ydUTA/CRrYoGBobhb6jvWKebNlo6zBjkCRkslSyp2oj4vJ4wFbY8iKJoBHh9jaWzikTt9sNbtaDrJC5UqkelvnOo9FpYW+wClk8HgdFzX+0Zvuucq+Xc71SlKopfPEmrFbsfWRXQeOwY8t2+D1e3HLPl3DzPV+C3+0paMzSx/62f9wKrba6Fbl8kIQsjVL8ncqhGO1AI5t4Do6NoL0rIbavln8bkPg1HYxGGm6bfC2otE6l0XD5PBC11bF0EDQauBt8ydLj8YCZ9SBT0lwRdVo43e6KaCZrRSwWQ7mbecv5b6BSUQ1fIYvFYnC4nRg50V/QOAwcOw633YENt92CDbfdApfdUfS8ZQ3aultfkIQsjURCVruJXIx2oFF9yGZmZmCZmoLRbAJQPf82ICnsb8PExERFv4PSkCQJKPKGLzuWFNVQD7pycHs84MXqJGR8E1TIHC4n2NmEtdKapnKgGQYqlm64H1nl2qso6b9BPXA6nWA0QsG64+41q2E0m3Dg8adw4PGn0GY2FT1mGqMeVpKQKYeJiQk8/shjRa/bl7reX4wOIx5vTNuLqakpsHoN1LPLrcXoJYoZn+Q5Hv7yfbjuuuvq7idTTeLxOFRFzgW5saSoxv8lXSgujxuirjrLEbwoIBgKYWamca0GbI5THmSV0odVCl6nbTjrC1uyJ/LKj+DGtefh+pUfyfpskLv/VVpX1mjY7XYIBn3WuZg5Fpvv2wqtQY+nHv0Onn70O9AaDUXPW317G8anLNX4OgXTmKKkKnHPPffgjA+ehV0vPVeUt06pnjzFeKc0aoVscnISosmY+lvuOye9YDLHr5jxSf43uP1f/j97Zx7eRLX///dk37emG5RSiqyiVEVBxf2qCCqKgCAqilevXi+KV7xcVPQqKqJwBdGL+nNDQVQUQUXx64aiyE4X6N50b9Mmado03ZIm8/ujTU3bSTKTzCQT4PU8Pthkcs6ZT87MnJzzPu/PE/hjy46Y+8lwicfjAdM1EapYFgmFp8SAjCRJNLe2Qq7kZoaMIAhIFHK0trZCr9dzUgfXWO1N0KSfAYC5pxPXiJVyNDc3Y9iwYbFuCm3eWfkyLr/5eni9XuiMCWi22f7M3TvQ5zLA84PuffJkxGKxQKJRBuyLA2O2adU6vLp7W0R1avQ65DQeiqiMSDk9Q+ZHQUEBzps6hfG6fTQ0FyQZn55RVTU1UBmDP6TYiJ+vjJT0NJwxbkzM/WS4xOv1Mh6QUUIQJ4X4NxRtbW0QiIV9s7RcIFHK425ZzR+rvYmzGcRIEavkceXWTxAEasrKMePOW1FRVIIla1eiorCEVl5LNvI1kiTJSUaKaFLX2ACVXhvwfS6euXKVEm2dHTFNzB5/T3gOGT9+PA7/uo/xun001vtJb3x6RplqqqBPNAY9ho34+coQiUXY++tenH322eE2mfe43W4IKHyOmCIUiU4KA8lQOByOvh2EXCFWxJ+jvA+3243WNifkHMcoXBRqVVx5kQkEAqSNHIFdH3yCjDGjsO7RFcgYO4pWXks28jXGs4m4j9oGMzR6XcD3uXjmEgQBuVYNq9UacVnhEn9PeA557bXXUJiTx1g7wabmIpBOIB5nyDweD2rNddD1DsjY0IoFwlfGbVmXwlRSipdeeonVc+ETLpcLhDB0XwilORGIhKfEgKylpQUSZXDLCzr6nGDHiFU9y2rxSE98FKzdXyLROlF9VqnVoDHOBmR3Pf4I9n3zPSoKi3H8wGGUFxSHzMfLJF/jni92weVyUcaYRHzPkJEkCXNjAzSGwAOyhcuX4OP1bwzK/xmpzk6qOT0g4w0ZGRlY+PDfGXvrsOXJAwTxAIrDaWir1QqRUg6xRAwg8LmxET//Mu5/7sm49WyjQ5fLBZE49PmF8jI6VQZkzc3NfZYOgaDj+xTsGLlKCWtTfBmY+ujxIGNPXxeJhxbVZ1UaNSy2+BmQiYVCJCQn9dyPSo7g0/z9+KLkSMB7G937n/9xEqkEl980gzLGXo8HojieIXM6negGCWkQ38BNq9Zh3sP3Y1vBfsx7+H5sWrUOQOR+izKtGg2NjRG1PxJOD8j8IAiCcdJmtgm0Nk6SiLsZsvr6esj9fuVEy99Im2hAeXUlJ2XzgfbODoglodMAhYq3UCxGV1cXV83kDRabDbIQy3F0+mawY5QaNRqbYvfLOhLsdjskavaWKyO5zqk+q9So0dRij5sNKEKhmPOcyMFi7PV4IRLG7w9Sq9UKRRD9GMBdXlBNgi6mOy3j6wnPMQQPfJkCro3HoV9UVU0NlMY/B2TR8tYxJBlRUVvLSdl8oL2jHWJp6ETZoeItkIhiKmCNFo1NVqi0mqDH0OmbwY5RaTVxpXPyx9b0pwcZG0RynVN9VigSQSgRx82mCZGI+93LwWLs9XohYkFjGiusViuk2uAbTLjKC6rR61DXcHpAxh9ivCwYUE9ARG42GG3Ka6ugT/pT0B8tfyO1XocmR/NJO9ho6+iAhEai7FDxFkrEJ22M/Gm0WqEMMSCj0zeDHaPUqGGzN8XNLI4/DTYLVFo1a+VFcp0H+qxMrYqbnZZioQgejj3pgsW4Z8kyfmfI6sxmyEP0RyZ5QZmg1mlhtTfFbPd5/H5rLGMymTB79mzk5ORg/dPPwd3lgpf0gvSSkMhkSByagobqWqRljgAIoKasHJnjxmDphtVha8bMVTVYs3gZTAVFg8r93w87+pdLIuazd3QxmUyYP38+jhw5grQzMkEICFbiRYV/DP3Llxu0qK+vx4gRI1iriy8429tgkIVOlB3KT0ogFqOtvZ3NpvEOr9cLS5MVY0MMyOh4bwU7RiQWQyCVwOFwQKcLLEbmI5YmG4wjxwe8lpgSiY9ZSnoalm5Y3deONYuXYemG1RD1Wl9kZGSEVW40EYtF8HT0PNDZiulAqOK0cPkSbFq1DmUnCjEyMxNZZ52NzMzMiOuKNrWNZmjOSB30Op1Y0u17A8vyxc5UUARjUhIWzLwF559/PmvnRJfTM2S9zJ8/HzNmzEDSkFRMmDwJHq8HQ0dkYOSEcRCJxWioqsHWnL1wtjjgbG5hJUmzvwCRzXJjzfz58zFt2jQ8+MQytDlaOT2vQCJOuUF70qZQcjidkCkiT5QtU8jgiJNloHBxOBwgJOK+jSVcItOoYIsj8bkPi80GlVbDmwT0VO2QqJRossfHpgmJWAxPd8+AjMuYDix75aLFuGj61Xjqvddw6aWXYv78+azVFU3qAlhesBnLQLHbmrMXZ55/Du65555ITiFsTg/IesnOzsbChQthqTdjydqVAAk888FGVBaXoqujA93ubkjlcjRbbbBbbawI0/0FiKHKJQSCuJkhy87OxvTp06EbksRqvKgIJOLUJiagoqaa1br4AEmSaHU6g+5AootMIUezM76TYofCarVCrgs+O8YWUm38Dcg6OjrQ1e2GRCbjTVJxqnaotGo0xNCOgAlikbhvyYvLmA4su7O9AzPuvBVCoRCzZs2KS3Pszs5OtHa09aXx8ofNWAaKnVQux8U3XIvCwsJITiNsTg/IesnKysJ7772HxCEpWPfoCoAAnr7zAQwffQakcjlEYhG6OjqgMyZAb0xgRZjuL0AMVS4hiJ+8g1lZWXjzrTchUslYjRcVgUSchuREmKqrWK2LD7jdbnhILy3bi1BI5fKTfobMYrFAqomOA71cq0GdOba58Jhit9sh06hAEARvElpTtUOl1aDBGtvEz3QRi8Ugu3vu1VzGdGDZMoW85+/2Tnz99dfIyspira5oYbFYINdqKPXSbMYyYOw6OpD9+wEMS0+P5DTC5vSArJetW7di165daKytx/EDhyEUCFFbXoGy4wXodruRnJ6G+RMvgUqrgUqnZUWY7m9u57A3Q6qQByw3nhJBb926FT/+9BOevfsftOPF1NDPd7wpvxAfr38D886e2q98jUEPW4v9pBOtOxwOSBRyVjZ4KNQqNLXEp5kpXeobG6DU/zlDxmWCZm2CHjUN9ayVFw3sdjskvZYgfEkqTmWAev8VN+LlVS/CZDLFpE1MEIvFIHtnyOgmxw7UD4Mdt3TDauzZsQtzx1+I919ch4TUZOz5YhdeuP8R/PLLL9i6dSv3J8syjY2NkOmoBf1s9E9fPMt6nxvze58bK97d0Ff28f2HMWve3EhPJSxOi/p7yczMxPbt2/Hu159j8sxro1Knz9xuxp23YtcHn2DfN99je/FhymMJgSBu8g5mZGRg9h0LcNGCmyCRhbZnAJgnaB94/L5vvu93vEAggMKgO+mE/T1pgNixKFColGhxOE6K3HeBqK6vg3bCn98/037GBK1Bj2Pmg3EVz6amJkg0Pf2JL0nF/dvhS6g9/Y65WP+P5Zg3bx4OHjwY4xYGx39ARjc5dqB+GOy4lPQ0SCQSLPz3kn7PkBVvvIIbzrkoLgX99Q1myPXUEgM2+mew54bv3263G7+8vw0ejyfqKahiMkNGEISOIIjPCIIoJAiigCCICwmCMBAE8T1BECW9/wbPSM0BHo+HVkoatmCyJi4Qxs+AzGKxQCCX0B6MAcz1AXSOlyXoUF3D3gwIH3A4HBApQu+wpINQJAIhEqKtrY2V8vgGSZKoqa+Dzmjoe41LTY9cpURXtzuu4mm2WqCg0OvwBd/3JVMocP5lU5GTkxPrJoXEf0AWCLYSilO97+32QCzmfhMLF1TV10GXYAh9YJjQibtILIZYIUdTDDJvxGrJcj2A3SRJjgUwEUABgH8D+JEkyVEAfuz9O6p0d3eDiKIbPpM1cUIoRDfH3jZsUVdXB4WR2XiaqT6AzvH6ZONJ59jfZLeHTAPEBJlaGbc5GEPR0tICj5DotwGCS00PQRBQGHQwx5GOrNEW2jQ3lvh/X3nHsjFmTGx0bUwQi8XwdgeXl7CVUJzqfdLjjdsBWa25HloOB2R04y7Xa9EYgxRKUR+QEQShAXApgHcAgCRJF0mSzQBmAtjUe9gmADdFu21UAzIuNSdM1sQFcTQgq6iqgsvTzShuTPUBdI5PSEmCqerkGpCZLRZWH6AStTJuDDeZUl9fD2VC/x8GXOukZL3L5PFCg9UCtS54mpqBcHlPHIj/91WYexxPPvkkZ3WxRc+ALPgMWTgJxamOo3o/XmfI2tra0NbVCYWam0045qoauFwubHpxHeaMvxB7vtgVMO4ynRrmGDj2x0JDlgnAAuA9giAmAjgC4GEAySRJ1gMASZL1BEEkRbthbrcbggEpJ7jUnDBZE4+nRNAllSZ88uZbuGzmdNpxY6oPoHO8SquBo6MNra2tUKv5uyzDhEabBeqhI1krT6JWwBpnVg10qa6tgSKhv58R1zopXx7VS3AJZ3WwRXd3N5pbWxg/ALm8Jw7E//sqzs6DkOT/QEMsFsPrCf7jmW4/DHUc1fvlh3PjckDW2NgIhV7Lmf5yzeJluPymGf30doFMerVGPSrrop9+LxZLliIA5wLYSJLkOQDawGB5kiCI+wiCOEwQxGGLhd1t0C6XC4IBdgJ88eYRiIRwuVwxqZsJLpcLdY0NqC4xxTxuBEFAlZSAmpNIR9Zgs0DFcEYjGEqtBmaWryO+YKqqhM4vdVc0SEhOhKkmPuxW7HY7pColBAxlGrG6J6p0WjTY+O9FRmeGjEvidYbMbDZDFkDQzwZM+q3OmIDqU2RAVgOghiTJA71/f4aeAVoDQRCpAND7L+UCLkmSb5EkOYkkyUmJiYmsNoxqhowv3jwCkSguBmR1dXWQG7TIHM+PuCmMBlSeJMuW7e3t6OjqglzJXiJojUGPusb4WWKjC0mSMFVVwpga3Yl2tV6HZmcrnE5nVOsNB7vdDmkYy0Oxuieqddq48CITibjPZRkMT3d3XA7IquvroErgLu0Yk36r0mnR5GhBV1cXZ+2hIuoDMpIkzQCqCYLwReMqAPkAvgSwsPe1hQB2Rrtt7Z0dEA7oyJFqTtjSW8TLDFlVdTUUiYaoeBrRiW1CahJKKitYrzsW+Fzn2ZzS1xh0qG9sjJssEHSxWq3wioWQKdgbvNKhZ1bWGBezsk1NTZColYw/x/W1Hei6VqhVaHa08H63ORszZOaqGjx03RzMHJGFG0dk4aFpc2g/O0iPFyJR/DlaVdXVQGdMiLicQLGj6reB+ppAIIBcp4m6sD9WuywXA9hCEEQugCwALwB4EcDVBEGUALi69++o0t7eAYlU0u813xr99uLDWLNzC+PEsGzl3xJIJHFhclpaWQ59sjHiuNGBTmwTkpNQUVPF+5s4HSwWC6RadgWvUpkMXkGPncbJRHV1NZSJ3O3WCoYy0YCKSv7PyjZYLJCHkcWA62s70HUtFAohVsh5vwlFJBLBG+H9Zs3iZXA2t2DBow/i9kcfhLPFQfvZEY8zZF6vF3UNZlYsLwLFjqrfBnuGyA1aNDQ0RNweJsRkQEaSZHbvsuPZJEneRJKknSRJG0mSV5EkOar336ibgLR3dkAkkYQ+kAFs6S2EYiE6eD4gI0kSJRUmGFNTolIfndhKZFIIlfK4siIIRE1dHRQG9vRjPhQx2uLNJcWmMmhT2ZU00MU4NBmFptKY1M0Es7UR6ijl+WRCsOtaplHxfkDGxgyZqaAIdqsNM++5HTPvuR3NVhvtZ0c82l7YbDYI5TKIpZE/f5nELlhfUyXoUFUb3Znu06mT/GjraIeY5QEZW3oLsVSKtvZ2VtvGNk1NTXCBpEwMywV0Y6tKSkBVVXwIrYNRWV8DfSL7InWZQYu6OLJqoEOhqQRJQ1NjUrcxJRmVdbW8lxg02my89CALdl1L1MqYGHYywTdDFokMIHPcGOiNCdj5zmbsfGczdMYE2s8Oj8cTd0uWZrOZtR+bTGIXrK/pjAmoqKlmpU10OT0g88PZ3g6pnJ4LOl1tWDC9RaAyqF6XyqRwtvPbAby6uhoqjpeJ/GPj6nJhz45dfbFduHwJpXZAl5KI0gr+58ALBkmSqKn703WeTv/rO2bUeZg7fgpuHnUe5bEaowHVdfzXPNGlubkZLe3t0BiinuwDQI/Tt0yvRnV1dG/mdDGZTJg8eTKe+ffjeHbRPzj1EaPDwL68cPmSgPdMmUaJRp4L+wUCAQhCEDT3cKjrd+mG1VDptNiy9nVsXvs6VFoNLa2ex+MBAYLxztlYU1tXB1mAARlVrIK9VpZfCIe9BZtpxC7Y81mfaERtgzmqOaTj61vjmLb2dkgZ5l4MpQ0LprcIVAbV65I4GJCVmMqgSeHWZsA/NpffPAMSiaQvtptWraPUDiQOTUWhqSyuhevNzc3wCIk+kTqd/uc7JmPsaEyYPAkjxo2mPFafmIDyOBCh08VkMkEzJCmm+SQ1Q5JQWsbPZcv58+djxowZ+Pvyx3Dx9GvC1rWyxcC+vGnVuoD3TLU2TqwvRKKgy5ahrt90wk80AAAgAElEQVSU9DS8+u027CzPxpfl2Xh19zZaWj1vtwfiOJsdA4CK2mroE6kF/VSxCvbax7m/4bZHHsDos88MGbtgz2exVAKBTBLVGdnTAzI/nO1O2jNkbGjDApVB9bpULkdrG7+30heZypA4dAindQSLeyDtgFKjRqe3m/fak2DU1tb2S0dFp//5jqkoKsGStStRUVhCeazGoIe1pSkuNo3QIb+4GPqhyTFtQ9Kwocgrjo1nYSiys7Nxyy23QG3Ux9Rb0QeTe6lSq+H9DBkAiMUieL2BB2Rcebl5vR6IxfE1ICNJsndARv1jnipWdF+LFIVBG9XMG6cHZL14PB50dHZCIqM3IGNDGxaoDKrXZQo5HDz2NnI6nbA67P0SOXNBsLgH0g74DGIr42DnWyCqaqqh9BuQ0el/vmMyxozCukdXIGPsKMpjBQIBFAYd6urqOD8PrvF6vTheUsDJrl4mJKQmo9Zi5mWi8aysLLz11luAWBRTj0AfjPyhtBpYmmy8n+0WCUXweAIvdXHl5ebxeCESxteArLW1FV0eD+QqagsWqljRfS1SZAYtaqNoEHt6QNbLiRMnsO2DLbhlzPm0/MJuWLQAm1avw5xxU/D+i6/A0dxMqQcYuNadt/9QQA2Ub/2aal1bKpejlccDssrKSnQLBXjsptsj9lwLpq9YumE19nyxC3PGX4hNL66Dy+Xqez+Y7kKbmohiU1nkJxoj9h85jDefXkVLZ+PD148qCotx/MBhlBcUBzxWYTSg+iRYtqyrq4NXIoraxpJACIVCqFMSUVbGvz63detWfPfdd1j98LKo+YgFu6YXLl+Cj9e/gTnjpuDj9W9g4fIlAcsWS8QgxCK0tray2ma2EQqFQa0vuPJy83o8EAqFoQ/kET05Z3UBJQZUsaLz2sLlS2hpaINhSDLCFEVhP8H3XxrBmDRpEnn48GFWyjr33HOhSU3CP9Y+05fnKlgOsbnjp2DC5ElYsnYl/nbZDejq7MDW3N8GfXbpzAW4aPrVffmzPl7/BuY9fH+/fFp0cpqRJIkf396Kl596FhKWd4Kywc6vvsLify7BVXNmMj63gQyM2cByQr1PRbPVBtOPB/D0v2hn6eINHo8HaenDcPWCObhx0W0RxTYQVSVlkNa14K933sVambHgh59+xP66Mky8ZEqsm4LSvHwktRFYcOutsW7KID7cugXNBhkyxo5ivWyq6xNAwGuW6fW87/NdeGD2AqSnp7PedrZYueYlZF41OeobSxz2ZpR9vw9PPRY/97mf9/yMfXWlOPviyayW6+tXv339HXTGBDTbbJg641pG9852ZxuObd+NVU/+hzVNKkEQR0iSnET13ukZsl6OHz+OyVdcQnv9ubO9A0vWroTGoEdXZye63d0BdU3+69qd7R1hrXMTBAGxXMbblCyFphLUV1azsoYfSgsQjlZAm2CAva01Lg1QzWYzLA2NuHHRbZzlDzSmpqCkwsT7paBQZJ84jpSMYbFuBgBgSEY6cgtP8NKUuMFm5czygqm+h+n1LFEpea8HFQqImFxLpNcbdzssy2uqoeVA6kJXQxsMhUoJl9cTtedGfH1zHDJmzBgcO3CI9vqzTCHHukdXwNFkh1Qmg0gsCqhr8l/XlinkYa9zSxVyXk7Vt7e3o95mwQiW8leG0gKEoxUgCAKaFCMqKirCalMsqaysRMrwYZzmD1SolPAICFit/N/BFoiWlhbU2hqRGCP/sYEo1CpAKeWlB57V3sTZsi5TfQ/T61miVqCJ5wMyQiCA1xv9AZnXS0IgiK8ly8qaauiT2DdxpquhDYXSqI+asD/kgIwgiGSCIN4hCOLb3r/HEwRxD/dNiy7Lly9HwbEc2mv6K97dgOMHDuP2cy+H2+1CSvowys8OXNde8e6GsLUDIoWMlzM8lZWVUCUl4DGWdBGh9BXh6i80qYko5qkVQTCKysuw6MmlnOcGVSYb43rjQ2FhITRDU3g1Q6BPH4Lj+Sdi3Yx+uFwudHR1QaaQc1I+Xc1PsOODodSo0Wjj905LgUAAkoyef5UPkvRCKORP/w9Fe3s7WtqcUOvYz0DCREMbDJleg7r66Gx4orMd430A7wF4ovfvYgCfAHiHozbFBLlSiSVrn8PorLNoHX/WlPPxaf7+kMf5fE7y9h/CykWL8cS8v0KmkOOZDzbirCnnM2qjUC5DS0sLo89Eg72//4YP1m9EfVU1MseNwf9+2IGU9LQ+Ia+poAhpI0cAJFBjKkfmuDFYumF13044c1UN1ixeBlNBUd97A9f4qY5hupMuKW0o8n8+yNp5RwOSJFFUVopzZl3LqmaMCv2QJBSVlWHSJEp5A+85kpeDlEx+6YqGjszA4R/24frpM2Lqi+ZPc3MzpColGqprI76mqPDd8wbie43O9R4MpUYNSx0/TXd9sP1dB7r/DXz9r//5F6v1co3ZbIbcoGUUr4HnvHD5EmxatW5QbHz90P/4QGUE6/u6JCPKoyTspzOUNpIk+SkALwCQJNkNgH+iiAix2G1QqLnbmbVy0WJMmDwJm4/uwYTJk7By0WLGZchVCjQ1N3PQushYuXIlLpx2ZVCDW2dzC5wtDkojRCYmp5EkadcZDWhyOng5qA1EY2MjPGJBz/IXxyQPG4qCsuK41JG1tbWhpLoCKcNja3cxEG2CAe3ebl5ZivQMyBSsXFPhEGm9So0aliYbR61jDzavI7om4m88+QJvBv50qK+vhzxBx+gzA8955aLFQfsTXWPZQOgTjVHLaUlnQNZGEEQCABIACIKYAiB+nmg0sTXboeTwoee/CWDJ2pXobO9gXIZCo4K1mV953JxOJ+pr63DLA4uCGtzarTY0W21hi3rZMP0jCALaIUlxpSMzmUxQJlM7WLONUqNGh7cbNhv/H3YDKSgogGpIEkQ8S6pMEAT0GWnIycuNdVP6aGlpgVgp58ycNBSR1qtQKdHscEQ1pQ1TBAQBsDggo2siXlXMP5uVYFTW1kKTwGwnKtONcpGayKq0GrS0OdEehVzSdAZk/wTwJYCRBEH8DuADAMynd3gMSZKw2e1QaLgbkPlvAlj36Iqw9BtKtQpWO78GZBUVFUhOG4pvN28LanCrNyZAZ0wIW9TLlumfdkgSCkuLwzvZGJBfUoTEYdxmP/BBEAQ0qfz0zgrFweyjSD0jI9bNoGTY6EwcyDnKm5nHpmY7xEo5Z+akoYi0XqFIBKFExEvTXR8erxcEi1pGuibi6aNH8qaf0aGitgr6JGbp9phulIvURJYgCCgT9DCbzWGdIxNC9hiSJI8CuAzARQD+BuBMkiT583OPBTo6OtBNeiGR/pnHMpiRId3E4v7HG1NTcPjnvbj93MuR+8dBrHh3A+N2qrQaWHk2e1FcWoo7/vUQpSjXX6yr0mmh0mowf+Il2PPFLrhcLkqT0z07dsHV5RoUWyrzSHNVDWUy8WAkDxuKE8VFvL9pmUwmXHDBBfjbor/i5cX/xkPT5kRsuBsI//783svrsef3vayWzzWtra0oqa5A6nB+2F348MV10UXX4q3XNuL333+PdZMAANamJijVKs7MSUPBRr1SlZLX0gOSJGGprWf0nAhGoJj1Myhf9QpMJwrx74f/iaysLJhMJrZOhxPcbjcabVZoDXpGz1SmG+VCbTIZ+Dzy1e3fpk0bNoItz9NghDSGJQhiFsXLLQDySJJs5KRVNGHLGLa2thYbtm7CxXOu73stmFkhUyPDcIxMqSBJEj+98zFWPf4U5HJudkgx5dmXVyPjigsCJoalIpzYBjKbbGq0YNqCOQCA3Vs+gyHJGDS2JEnilw8/x+N/fxgJCdFZCgyHyZMn46qrrkKnSowPX3sTAIGNP+3gxBTWP7Y73v4QP338BWqqqnm1WzEY+/fvx7d5BzHpmstj3ZR++Mf13efWovRQDoqLYp/f8tW3NkI+fjhShvFLb8eEQ9/8hHmXXYPx48fHuimUvPDKWrzzztu49MbrIr7vB8NnUN5ksaC6pBxejwdXXn0VCo/nIzU1FQcOHGC1Pjapq6vD+s3vYuqtN7L2jAwHOs+cD17agPy9B1BaUhJxfZEaw94D4G0AC3r/+3/oWcb8nSCIOyJuHQ+w2+2QqhT9XmPTyJAtrQZBEJBpVLwxRWxpaYG9rZVx/spwYhtIB0CVTDwYBEFAlZLI+1+P2dnZuPCii5CQkRZUf8cG/rG96a93oNHcgJo4SqP0x7HDGDI6M9bNGIR/XOf8416Yysp4YRLb3NIChYr7TSJcIlJIeWkB5MPj8aCquIxzjZ5Pm1xVXAavxwNPdzcmT70YZrMZ2dnZrNfHJr4dlgB3ydbpQOuZc9c8VJSXc94WOgMyL4BxJEneQpLkLQDGA+gCMBlAdLblcIzNZoNE0z+xKZtGhmxqNaRqJZqa+KEjM5lM0KQmMt7VE05sA+kAqJKJh8IwNBkFJbGfqQhGVlYW3nz7/0GfnBhUf8cGA2ObmpGOQh7M5NDBZrOhqsEc82TiVPjH9dcvv0XSkNSY/xAgSRL2lmbIldSJnOMFqVIOezM/fphS0e3pxvAxZ3Cu0fNpk9NHj4RAKIRQJMLvv+xFSkoKsrKyWK+PTWrr66DoHZDFSs8YrG7/1/ft+h7G5CTOf1DRGZBlkCTZ4Pd3I4DRJEk2AXBz06zoUm9phHJAGhE2jQzD0UyYq2rw0LQ5uHFEFmaOyMJD1/XooyQaJSw8cVMvLC2Bbmgy48+FE9tAOoBAycSDkZKehvyyEl7ryN5++20cPnQID0+f209/x4XWZ2BsH3xhBXIK+WVmGojs3BwYMtN4ubw6MK53PfFPHDp2NKZt6uzsBEkQEEu42Y3KVF8bLnKlEnYez5C5u9146OVnad33fTG7uTcJ9iwGSbB9BuWm44Xodrng6e7Gz//3PQwGA7Zu3cr2abFKZV0tdMYe2UgkusJI+1ygpORl+YX46JWNmDP+Qnzw8gZ4vV4cOXKEUdlMoaMh+x+AdADbel+6BUANgMcAfE2S5BWctjAIbGnIXvnfa9BmjeJNyhWgZ127qdGKaQtmAwB2b9kGQ1Ii/v7CCiQ6gdvmzo1p+0iSxJMvrMSZ11/Bicsy1/zy0Rd49K77kJrKn+/cn6NHj2LHwV9x/nVXRr1ur9eLPe9/imeXLoeaQ2++SCFJEs+teQnDLjsPCclJsW5OSDrb23Hgk6/x/PIVkPptIIomFosFL7+zEZfMv4mT8qOlBaqvrIa7uBYP/vU+1stmg6VPP4kLb5sJiSz099yXBHvXd9AlJKDZasPU65klwfbh6uzCHx/txJpnngu36VGBJEksf+4/OGfWNChUkc3Wst3n/Mt74MqbAJDY+NNOvPnECzAXm5CXlxdReyPVkD2IHqf+rN7/DgIgSZJsi+VgjC1IkoTZ0gi1nl+DClNBEZr99FH2Xn2UWq9DvYX77behsFqt6CI9nCUo5hpNahLKeKwjyys4gYT06NhdDEQgEEA9JBlFPF+2rKmpgcPTBQMHefC4QKZQQJakR35+fsza4HQ6IZbLOCs/WlogmUKBFgc/d1mSJAmX2w2hmE4iHL8k2IW9SbCLmCfB9iEUi+Byu3k9+w/0GDl3ebohVypCHxwCtvucf3nNVhvsvfrdqTOv4/yeSMf2ggRQhp7lyZsBXAWggNNWRZG2tja4SA+kPNm16CNz3Bjo/PRR+l59lMagQ31jY8wvuLKyMqiHJMWVK7Q/xmGpOFFcGOtmUNLd3Y284iIMGRG7NECJGWnILeD3suWhI0dgHJkeV30wdXQm9h2OXfoup9MJEY1Zm3CJlhZIrpSjpbWVk7IjxePxgCRJCIX0knz3JcEe25sEe0x4SbAB9NZJ8mLzSDAaGxsh12lYuXbZ7nP+5emMCdD36nezf/sDacO4tdYJOCAjCGI0QRBPEQRRAOA1ANXoWeK8giTJ1zhtVRSxWCxQ6Jjl0qKCbe3E0g2rIZXLsHnNa9i85jW0NDWjrdWJ+WdPxZZ33kNubmyt4PJLiuAVEBGdM1XM6MSRjVgnpQ1BSUU5L29cFRUVEGuVkCnC+/UYblz9Sc0YhhOlxXC7+SkT7e7uxoGco8gYNzqickLFhe3reuiI4SitrUJzjFKgtbW1QSRnZ0BGFRu2vM1CxV0ik6Gjq5OXbv1dXV0QSelr9HwxKy/oSYJdUUidBJtuXxRKxOjq6oroHLimsbERMt3g1RW63pL+sXB1ubBnxy7WNLb9/DO1Gqh0WsyfeAny/jiEG2ZTuYCxR7AZskL0zIbdQJLkVJIkN+BkzGFpsUCijXzHEdt54VLS06BUq3DX8kewrWA/tAYdujo6sTVnL8afdw7uvPPOiNscLl6vF4Vlpfjov69HdM7h5hhjI9ZSmQwitYKX9g55J05AN3xo2J+PNHcb0BMfqUHLW9f+oqIiCPWqiHN8hooL29e1UCSCPiMNx3JiY0nQ6mxlbYaMKja+hM7biw9jzc4tYe9+DRV3gUAAkUQSlXQ2TOns7IRIIqF9vC9mX5Qcwaf5+7G95Ahl7Oj2RZFEgs7OzojOgWtqzfVQ6gcPyNYsXgZncwsWPPogbn/0QThbHCGfAZffPAMSiSTiPufDvw+/unsbXv12G7YXH8baLz8CRAK4XK6Iyg9GsAHZLQDMAH4mCOL/EQRxFYD4WRugSU19HVQGZslNqeBCOxEoF+RFN1yLgoLYrRrX19cDckmf1iHccw43xxhbsVanGlFq4teAgyRJHDmRi7SRGWGXEWnuNh+G4UOQc+J42O3gkj8OH0TKqBERlxMqLlxc18PGnoHfDx2MiezA4XRCypKGjEu9GJ2yxXIZL9Mn9QzI2N/FSjfeQokYHR3McyVHk9pGM2UOS7rekrHwLRMIBJBp1Zzm+g04ICNJ8guSJG8FMBbAHgCPAEgmCGIjQRDXcNaiKFNVVwttAjNjUyq40E4EygWZs+8A0ocPj7j8cCktK4MqNTHicw43xxhbsTamDcGJYn4J12tra+ESAhp9+D8SIs3d5iNt5Agcy8/j3bKQ0+nECVMJ0s6I3Aw2VFy4uK4TUpLQ4u6Iyeyso429ARmXejE6ZYukEl4OPNrb2yGU0p8howvdeItlUl7GxZ/6xgZo9IMHZHS9JWPlWybTqmHl0HaKjqi/jSTJLSRJXg8gDUA2gH9z1qIoUlZWhtXPvYAHrpzJWa4xJgzUCPjnePT3ojpx4DBmzb817LZGSn5JERLThkR8zqFyjAUqky2dSuKQVJTXVHM6Bc2U3ON50EW4uzLcuA5EqVGDlEtQWVkZUXvYJic3F9phqax4aYWKS7+cdwHyrDKFIAgYzxiOw0ej70nmbG/rs2KIxP8KYHYd9t3beuu6OUhd5qoauFwubHpxHeaMvxB7vthFWbZQKublkmVbWxtEssEDMrb9sgLFWyiT8HLm0Ed7ezs6urood1jS9Zb0xWLe2VPx0SsbUZx7glJzxrYGVKpRodHCXcbIkD5kfCZSH7LzzjsPSqMeD61/Pur5s6ig66fS7Xbj102fYc1/nqO9k4cturu78a9nn8LFC26m5bHDd/744lssuv4WnHHGGbFuCkiSxLMvr8aIKy6APskY6+YAAPIPHcMYiR433XhjrJvSx8uvroPu3NFRz8XIpt9Rm6MVx7Z/h+efeAoiET17BDZYtW4thl58DvRJRlb9r0LRV9fX30FnTECzzYapM6jrohvnYz/uxYyJU3Deeeex2tZI+f333/GT6QSyLp3S7/VoebTl7N2PK0aciYsvvpj1stmguroa//t0My6aPSPisnr8OgPnM2Y75hWFJdA1deKO+QvCLiNSH7KTlry8PFx83dUxyZ9FBd11cZFYDLFSAYvFEuUW9iypSTSqk2IwBgDqFCNv/MjMZjNa3Z3QMUjUzjVpZ4zAobzsmNus+GhoaIDZ0YTktPA3PYQLm7oVpUYNoVaJ4uJiFlsYmvaOjr5rl03/q1D01VXUW1dh4LroxlkgEfNSvN7iaIFEMfj+GC3dk0Qhg70lNrt46UCVqjBcQmnO2I65Wq9FHYczZKf0gCxz5EhkHzwck/xZlO1hsC4uN2h7xPVRpsxUBnUqP2Zv2CAxbQhO8CSvZd7x49BnDOWVr5ZGr4NbTKCqqirWTQEAHM0+BkPmsJjEiG3dStKoDBw8GnmmESa0d3RA0pslgE3/q1D01TWmt66xgeuiG2ehRIz2Dv4tWVqb7VBS7P6Nlu5JoVLCxuM8n41WC2QadjKAhNKcsR1ztVaLRquVsx+op/SA7I6770LBsRzauppw1qOZfCaQRoCqDKVRh+raWmYnzAL5pSUw9qaYCpRvM5J1ezY8tJhgTE1Glbku5r49JEniYM4xDA2yczAaeQL963ho2hw8dN0c/PeJZ3H1NdfwIjH2H0cPI31MbJaX2dIu+kgfNRK5xUVRE2B7vV643K6+HYB0/a/YwFdXRWFPXeUFgeuiG2eJVIK2dv6J14tLS/HfR54YdJ2y3X+oMFfV4L+PPIF7Ft6NyZMnx/yapeKnPXvwn7sewI0ZEzF3/BTk7T8UdlmhNGdsx1wik8IrINDKkSnxKashI0kSjz//DCbOvBpKmqP1cNaj2VjDpirjsddegjPPhCUPPMiorEjw6cem3j4LYqkkYL5NAGGfM9W5RlIeHfbv2I27pt+MUaNGsVYmU8xmM15+eyMuu31WwNmfaGhQqPK4rf5sEz5a+V+0NjXjwIEDrNbHhIqKCvzv0w9xya0zY9YGtjn47Y+YOekSTJpEKSlhlY6ODixftRJX3TOP87qiQXl+EYytXtw2N3YbnKgYOiwNl8+ZiZvvuzPq2uSlMxdg0pWXYqhaj0SVFp999llMr1kqpFIpxk7Kwr9eewnrHl2B4wcO49P8/bFuFm3+2P4N/jZrPoaH6XRwWkNGgcPhQGd3NyNjyXDWo9lYw6Yqw5CUiOr6uqhaEvj0Y+LeLd2B8m1Gcs5seWgxQZWcAFN5OatlMiU3Lw+GEWlBl+KioUGhyuOWODQVZ118AbKzY2Nm6uNodjYSMmOXTooLUkeNwIFjR6JSl8vlop1fMR4QSyTo6OKXhsztdsNcb8bMv94eE22yqaAIN917B7q63bj33ntjfs0OhCRJuFwuPLxmJTQGPZasXYlOHs5yBkOiVqKpqYmTsk/ZAVldXR1UiXpGWpRw1qPZWMOmKkMslUCokEZV2F9eUQFVyp/6sUD5NiM5Z7Y8tJhgTEtFgamE1TKZQJIkDmQfDbpcCURHgxIoj1tRYRGGZ2SwXh9dvF4vDuYdQ/rokTFrAxcMyUhHaU0lnE4n53V1dXVBKGbfsDRWiKRitHfy62Fut9uRnJqCbzdvi4k2OXPcGHzz4acQSCX473//i6ysrKjVTYf29naIxGJsfOI5OJrsWPfoCsgU/MojHQqJSgmLjRsvslN2QFZdUwMFhVNwMMJZj2ZjDZuqDHNVDba8+S6GDRsWNa1AkakUCanJ/dql0mqwee3r2LL2dah02rA9r3wsXL4EH69/A3PGTcHH69/AwuVLQpaXt/8Q5o6fElSTQKWN8mk83F1uVNbUxCxvo9lsRrOrvW+5d2B72c4TGLAdA/yfpHJZXx634pzj+Mv118XMJLa8vBxQSKHSDk63Es8IRSJo0lKQn5/PeV0DZ8iioUlkCpM2icX8y9los9kw668Lo5LPkwrfPWLDylXYsWMHtm7dGlbdXNHU1IQ599yJ4wcO4/ZzL8eRX35DV1cXZo+9ADeOmNinRc7bf4i2ljhYnMJ9LxgqnQaNHJnDnrIastfffguiM1IxZMSf68A3ZpzNVtM44cuKPxOKL525AKMmTsBt02eitqqac62A1+vFsmeewgXzrg876TUdwtFJzR0/BRMmT8KStSsDahKotFEbf9rZV8esO27D/bNvC1sXEAm7v9uNo7YanHXxBZTtjZYOJVSdv336Fe6ffRtGjIg8ZRFTPt/xBUo9rRg/iV+/+NmgpqwCnrJ6/OPev3Faj8lkwrtff47JM68FEJs+FgombWqxNaHi54N48tF/RbmVgdnzyy/4raYIE6dOCX1wCCL5fnJ/P4CLhozCFZdfHnE72CQ3Nxef//EzJk27op8PXn15NWRKOa67fS52b9kGZ4sD8x6+n5aWOFicwn0vGJY6M+xHi/Dog4vDisFpDdkASJJERXUVDMmJoQ/mKaaCIlx/922oaajHgw8+yLlWoLGxEYRcwulgDAhPJ9XZ3oEla4NrEqi0Uf51KJISUBEDR3qSJHEg5xjSRvVPAxSLXG2h6jSMSEN2bm6AT3OH1+vF0RN5GHZG9AeC0SAlfSjKqis5d513uVwQ+JnQxqKPhYJJm4QiEVwxmtUORE19HTQGZisvgYjk+1Hrdag1R98WKRRNdjsk6p5niL8PXldnJ5ptTX1a5M72Dtpa4mBxCve9YKi0Gljt3OSzPHkUngywWq0gJaJBgwv/GSi+kzluDP7Y/SNUpBDr16/nXCtQVVUFZWLkOT9D4dMw+X610NFfyBRyrHt0Rd8MGZUmwb9cnTEBANlP42FITURJhQmXXXopB2cVmNraWjg9rkFmsOHEIVJC1Zk+eiQOfvkDZt5wAwSC6P2Wq62tRbdYALVOG7U6o4lILIYqNRFFRUU455xzOKvH7XaDEP75vcWij4WCSZvEEv4tWVab65CaOZGVsiL5frRGA6qL+CXoB4BGmwWKXlcDfx883wyZT4vsbHFQnjvVa8HiFO57wZAp5Gjv7ERXVxekUnYN0k/JGbKampqoDC64ZOmG1di/+0e8uXY9PvnkE861AqaqSmiSuTeEDUcnteLdDX2ahOMHDmPFuxuClqvSavq0Ub46jCnJKK0sj7ojfU5eLuXuymh4Fg0kVJ0qrQakXNKj54oi+QX50A5LjWqd0SYxIw05+cc5rcPtdvfTkMWij4WCSZt6Zsj4k4fW7XajwWqBLoGdZ0sk34/WoEeD1RIzXWwgGm22Ph2ovw+e2+2CraGxTzx9eTUAACAASURBVIu84t0NtPPxBotTuO8FgyAISFVKNDeznw3hlJwhM1VWQJ1EfdGYq2qwZvEymAqKkDZyBEACNaZyZI4b0/eFrVm8DGX5hRCLxeh2u5E5fiyWbliNlHT6ufX86/GVHezzVMev2bkFx37ZhyszJyAzMzPgZ9mgpKIcwy8/n9M6ACAlPY2xjuWsKecP0owFilcw3CBht9thMERnsO7bXTn62qmD3gsnDpFCp86EEek4mpONkSOjt9sxu+AEUi6YEPI4ptcUm0Rad2rGMBw8sAsej4ez/LQulwuE35JlNPoY07gwaZNQJEK3xwOv1xvVGdtANDQ0QKZTQ0gzN6m5qgYv3PcIKopKQAAYPnYUHn/zlb74RPL9CEUiSHVqmM1mDBs2LKwyuKC4pBjfvLoelcWlIfuD79zNVTV44W+PoLKwBCSAjDGj/hyMzVzQ17ee+WAjNq1ah7//5aZ+ZQeKYUp6Ws9zobd/rlm8DAuXL8GmVev69VcAg/qwVK3s2VGbnExZdrickgOy0spyJE85i/K9NYuX4aLpV+P5j9/GA1fOBEBga85e7PrgE6xZvAxAj7DQS3r7EvJeNP1qrFm8jNHF41+Pr+xgnw90vD45ESWV5Zg6dfBDnS06Oztha7HjbIa7UmMJ0/gCgNJoQF1dXdQGZNXV1egQeKFl6Rd1NBg2agQOb/8Os2beFJXE9g6HA+YmK8amJIU8NpzvnC0irVumUECgkqG6uhoZHNmL9CxZUtv8cLeh6V4AdwJ4EMU5r+O+S58BwHzzEZWchCAICIRCuN1u1peOwqG2thYyA/1l9TWLl8HZ4sDtj/aYe+/eso3VPqtI0KG2tpY3AzKPx4NPt2zFtXfMxYvb3qN9naxZvAzO5hYs6IvTZ/2exb5rbuWixZj38P2MrsGB1y1VGQPrWbN4GRY88ndOZshi/7MiynR1daHO0ghdIvXym7/Qz261oXmA+JuthLxMBYWBjjemJqO0gtultvr6eigMOl78CqVLOIJNhVGH6prqKLSuh+zcXCSM4MfNki5KjRoCjSJqKVlMJhM0Q5Jp9b1YitTZqFs7NBnFJdz54XW5XLRnb9gjG8CDABS9/7KraxKIhOju7ma1zHApraiAjsFGsUDG2myhTTKiLAYblQLR0tICa0MjbrhrPmNzdaoE4gOvOaqNAHTKDlUG1bUtV6s4sb445WbIamtroUzQB/x17y/00xsTABCDDP7YSMjLVFAY6HilRo2ObhdaWlqg0+kYtYEutbW1kBu5KZsrwhFsGpITUVoYnRuY1+vFwdxjGDf9sqjUxyYJI9JwJCc7KqmmispKoR0SenYMiK1InY26E9OGIP9EMa65+moOWgh0uboCOvVztaFp6czRuGj6k37WAqOxZid7dQlFIt7opEoqyzDq6otpH585bgyaGq3Y+c5mAIDemNDPizBSEoekoPj/fmetvEhpbm5G8tAhjK+TnjhZ+uKkMybAkNQzoeJflkwhD6tsOmUMfE2l1aCxlv0B2SnnQ7bnl1/wW3URJl7S4xMzUOPgv4ZMpSGz1NVj5aLF6GzvACEgIBAIMfLMKGrI8gshEIrg6uwECAIZY0Zhxm1zcP/N8zBhQmidDVNMJhOuvuYaVFZW9jvPUFq7gccMPMdA7/XpKgqL+9ogkcnw9Puv4awp9DVsdOPrf1zG2FG44vIr8Oa6DYwyOIRDZWUlXv/0Q1wy90ZO62EC3Zi1O9tw9LNv8fwTT0HE8YzL06ufx+hrptKyEvC/RkRiMdxuN0aGoe8MByqdy+NvvcKo3m63G79u+hyrV/wHEomE9TZu37kDFUQ7Rk0M7z4Rjk6OLV1foHL2bt2BpYvuR1ISvUE7V7S2tuKpNatwxd23Drp3hLzXBdCQRQpJkvj5vU/xzKPLoNHE3lD5yJEj+OD7r7D748/7xeK+S6eH+KQJwCwAvoH8WQC+6P3/+eiZdc0CsBrAMr+/twIIpa02hSzjrV8LB2vIZDLU7D2Kx/+5lEEEegjmQ3bKDcje/uB9dA3RIn1UjyiZqTlcrM0UexJ6WzBtwRwAPevpcqUC/1v/Kq6fPoP1+iZPngxDUiJm/evv2PftD5RmfD6t3cafdkRs2OdLWN5stSIpbSg629vR2d4Br8fDSQLage3Y/cEnKDh+grPZRh87v/oKBR1WnDn5PE7rYQKTvr1v+ze4e8YsjB49mrP2OBwOPLV2Na68ey6jAXKsrlE26v1j+ze496ZbOTHf3bptGxqVJDLPHBvW52N57wtU975tX2PxbXdhyJAhUWlHIPLy8vDpbz/ggulXDXovlnE79M2PmH3xVTj77Nibnn/3/f/hqL0WEwbc8+LJkN2Hu8uF3z7cjrXPPs/4x3uwAdkptWRJkiRKK8txznnT+l4zFRTh+Y/f7lsf3rz2taBlMD2ebUwFRSBJEjPvuR0A8PH6N9FstaK4nBtNT3Z2Nu5Z8iASh6b2O1//ONitNhAgBsUkWKwCvWcqKAJIoNvdjZWb38R9l18PkiTh7fZwcn4D2/Hhy6/CbDZzOiAjSRKH8rJ5t1zJpG8bMtJwLC+X0wFZTU0N1EkJjG94sbpG2ahXbjSguqaGkwFZl7sLInH4xs6xvPcFqlsgEsHlir31RVFpCXQBltZjGTftkCQUlZbwYkDWaLVAZRg8UxdP/p8+xFIJIBSgra0NKpWKtXLjR6XNAk1NTXATgEKl7HuNacJmJsePfmUja233r1/vl9BbZ0zAiHFjUF1fx4m49cwzz0R+3gl0u1yUZnxdHR3QGxOg601CHeiYQKZ8VJ/RGRMgEouw4va/QWvQQyaXc5aAdmA7UocPg7mhgZO6fFRXV8MlAjR6funymPTt9FGZOHo8Fx4PNwNlAKiqrobCyHxnbzSSsHNVrz45AaWV3Pi8uVwuiCJILh7Le1+gugUiIS80ZCdKipA8bCjle7HqjwCQPGwoTpQWRd1fkYoGm/WkykUr06hgt9tZLfOUWrLMycnB9v17MGnaFX2v5e0/1KcJk8hkSByagobq2kF6smCeJIHW/G/ImIivKnIARKal6KfXyhyBbrcbtaaKflqV0gPH8I9b72R1i/OePXtw3XXXobOzEwAwdGQGnn7v9ahryAAgbeQIPPXea/1ixkpMB+iN5i6+D+PUSbht7q0sRXEwu779BntK8vDlu5s58cwKFttg8WL6ud8/34V7Z87lzJPsjXffBkYkYWhmRshj+y97BNKccOvVN1iP8qeGxTcLEOo7cNibUfJ/v+E//3qc9da9+tZGKMZnBBw4BIOpRs7/3heqXKZaT//jDn/7E+ZecjXOPPNMxufEFjabDc+/vg6X3zm7bzZ34D0bBFBdaurzrkw7I5Pynskm5qoavLx4GUzHCzBx4kRs27aNc7/KQJAkiWXPPIXzb53Befq9aHH4uz2YNfkyTJzILDPD6VyWvZRXVkI1wKF/06p1mPfw/dhWsB8avQ5d7R3YmrMXF02/GisXLcZF06/u+3vN4mV9RnPbiw9jzc4ttC8in9+Jf1l08f/s5TfPgEKlxM7ybHxZno1Xd29DSnoalEYDqqvZtWy4/vrrcfbZZ+PxN17BpCsuga2+YZBp4fbiw3j12214dfe2QTEJFqtA76Wkp+HV3dvwZUUORk+cgLuWP4JtBfvxl7k3DYoZKzHN/Q3zHr4fI8ePxZqdW5B55ljUNnCXA44kSRzOy8H2t94Pu+2hCBSXUPEK9J0E+px++FDkHufOXb7GXB+mR1smACl6BLpOALejZ6DENZno8djq6v138MMv1Heg0mpgdzg4SQnU2dUFkSS8GbI1i5fh8ptm4NP8P3DXv5dAIpWwMoCgew0H6psCceyXLIuLi6FJS+63tD7wni2RSDBy/FjMe/h+bM39Dc7mFjhbHJxc//5tuHj61Vi24SVceOGFmD8/GtcANR0dHXB5PZDKuVnpiAUStRJWG7s7LU+pGbI1r62H4bxxSByS0vfarNGTsDVnL6RyOWaNmgQSJL4oOYKujg7MGTcF2wr2QyqXo6ujA/MnXoLtxcHrG/3KRoxZ/8ag158VCDD+xD5GZVG1MdBny/OLYGjpxu3z2LvoCILAho2vgxyRDEOSEbefezm+pPGrly1CnTeduDAt29XZhX1bdmDNM89xstOyvr4ea997E+ufeSHstoci0LmFG69An3PYm5G/aw+ee3wF67Hq6OjA8heexZX3zAur7Ej6BpfQadfv277CP+YtRFoauzMmK9e8hMy/TAlrqZxOuwPd+4oevh/FjzwQdrnBOLZnH64dew4mT57M7IRY5I1338YD9/x1wKtSAHb0+K+1A/AtvftekwAg0DN4973P9iC8pw2v//B/6C6uxWNL/hmz3J81NTV4/eMPcNGc62NSPxeE+8w9PUOGHpfqWrMZ+gBJnLs6OqAzJkDvp4XyeZIwWfsvfuQBfFWR0zdd7/v/LWeND1tHQEeDkJCajBKWtSdKpRKvb3gNABkwaTeXhDrvSLQZgT4rkUnhJYC2tjZWz8VHfmEBdOlDONWVBNPnhVNnoM9p9Dq4hD0+dWzT1NQEmVYd9kAv0vhyof+k2y6pWoWmpibW6+7o6ghbQ0an3YHufYEGY3TLDYZQLOyTVMSCrq4uFFdQ3XezALyOnsHW671/+7+WAiB5wPts01Of3mjEZ59vZ7y0xiZNTU2QqJWhD4wj1HodzNZGVss8ZWbIqqur8fonH+LiASN0qrX+mrLygBoyOvoG3+eKco5jzMQJg/zLZAo5Vry7gbavFh2dBUmS+Ondj/H8siehVLLT8X/++Wdce+21cLvdg9ocjbyB4WqeIi173+e78MDsBUhPT2f1fABgzYb1cCer8dbTq4P6D3FxbuGWGexzub8fwPmJGaybmR4/fhyf7v0B50+/klY7mLQ5GL7P+V+7bPZrOu3K/f0Apg4djcsuY3cX7j9XPI6pd94CMc1lSzo60UCE0pD5NGkVhSVA7zMoY+zoQbq0UPHKP3QUE9WpmHbttbTOiW1OnDiBj37+FlNuuKbf61TtBhB2PMPBvw1JqSl45423MG3atNAf5IAffvwBhyxVmHDhJNbvbQB9XTebdHV24sBHX+Kl/6xk9MPxtA8ZgD/++APfFx7DOVeyn/NxoM/Mx+vfwLyH78djDgde1miw75vvAYBzL5r9O7/DwmkzWbMiaG9vx+MvrsRV9wyeko21HxuXHPm/Pbj5AuZizVA4HA48vfZF7Nr5FS4OEbt4ia+lzgzLweNY9vA/WS1379692FORj6xLL+x7LRox8dXx3qpXcPfyR2IS95LcExjWLcWcm2exVqbH48GSJ5fj6r8toP3wiCTeo1/ZGHRmjMpP0ZBkZHwdlOSewHCPDLfcdDOtdrHNlk8+QYPCi1Fnx25TAR1K8/KR1EZgwa3cbVYKxodbt6DZIEPG2FER9SuqzwLcP1sD8dO7n+DZpf+GWq2m/ZnTS5YAyquroUlKCH1gGATKh1X22ENB82GxDdu5GFtaWiBVUc+2xTJvINeIlXJOEscWFRVBMzQF5TRiFy/xTUhJgtnexHq8HM5WSJX9l8i5jsnoVzaiKOc43lv1CgDgvVWvoCjnOGfLl4GQKxRodrSwWmZnZydEUjGjX/KRxDvYYMxXNlV+QqZtEEskaOtop90uNunu7kZO4XFau4BjzdDMDGQXHI9Z3s+6xgao9T2J1yPpV1SfjeW9UqHTwGazsVbeKTQgq4AhmZv0GgN1EFTas2h40eiTE1HO8oBMoqTeohxLbx2ukauUsNrZ1/AcLypAAk39WLzEVyAQQDM0CaWlpayW29LqhFQm6/ca1zEpfuQBjJk4AXcvfwQAcPfyRzBm4oSQgwu2kSrkaGVZw9jR0QGRlFk6Jq51jgP9FMO5DiQyKZztsRmQlZWVQahV9fO15CtypQIinRJlZWVRr9vr9aLBaoFG37OxgW3t78DX/htFf0eJVgUri0nGT/oBmclkwgUXXICnlj2Op++8Hw9Nm4NZoydh6cwFMFfVDDreXFWDpTMXBD1mIEs3rMaeL3ZhzvgLsenFddAlJuCjV/6HOeOm4OP1b2Dh8iVYumE19n3zPeZPvAT7vvm+b+2bTfSJRpRXV7FWnsPhgFjR81A0V9XgoevmYOaILNw4IgttrU7s2bEr4Pn4x/GhaXPw0HXB484n5CoVbM3sGv55PB7kl5YgdXgarb4QTn8Jp++yUUbCsCHIK8xnXFcwnO1OSOX9B2TRuIZ8dQDgrI5QSOUyONucrJbZ3t7OeEAWSbxD9aOlG1ZDplBg85rXsHnNa3DY7Vi4fAnjNkjlMjjbudmAE4pjebkwjuBeq0SXUDE3jhiGo7nR2yXvo7m5GYRU0qddXLh8CT5e/0a/5yPQ4wk6d/wU3JgxEXPHT0He/kODyqLqD0s3rMaeHbswd/yFeP/FdVjcYBl07pHeGwN9XqHToL7BHE5YKDnpB2Tz58/HX/7yFzzy3Apa3i/heFulpKdBIpXgrn8vwaf5f6Db5YZGr8e2gv2Y9/D92LRqXdj+ZUxQatRod3WhtbWVlfIcrX8OyNYsXgZncwsWPPogbn/0QXR1dEIikQQ8H/84OlsccDa3cOq5wyZylQLNrQ5Wy6yuroZQJYdMoaDVF8LpL5H4skVSRurwNJwoKWbVtb/T1QWhuH9mt2hcQ746ih6+n7M6QiESieBi2X2+Z4ZMyugzkcSbjuedQqXs8xm87ZG/Y9OqdYzbIJXJ4ORoR3Qwuru7cfREbo/BK08IFfO0MzJx9ERe1DMbWCwWyHV/OvT7e3/6no8AsHLRYkyYPAmbj+7BhMmTsHLR4kFlUfWHlPQ0SCQSLPz3EmzL/wMAWPWsDPZ5jUGHajN7vpUn/YAsOzsb11xzDTTJibBbbWi22jjR7vh/jk49XEAQBBQJOtTXs9NB7A4HpL1WF3Q1Hz7849FstcEeg3iEi0wuh4OlQa2PUlMZ1EMSWS1zIGxoKcIpQ6ZQQKiSoa6uLpxmU+J2uyEShZ/mJ1KivUzpj5ADs9O2tjYIpdGLJ51+xEZ/lcrlaHW2Rj01UElJCUQ6Na+WK0PFU6FSQqxXo6SkJKrtamxshFT7p+g9UDs72zuwZO1KaAx6LFm7Ep3tHbTrWJCXj/dWvYLZ46YAAIpyjuOGjIl9+s9I+1qgz2sTDKg7PUNGn6ysLLz97ruQqBUBcy76w4ZXE516uEJu0KLezE4HaWl1QN6b5oKu5sNHMH83vuqhfMiUCjicTlZv8idKipCYNoS18qhgQ/MTbhmqlCSUmdjTp3R7PBAIT/rbEyUCgRDdLOcIbW1t7ZvtjgbR0kmKJWJ4CUTdrf/QsaNIHMm+LU4k0Iln4sh0HM4+FtV2VdfXQ23Q9v0dqJ0yhRzrHl0BR5Odse/llrPG4+7lj+Czgv0AgDETJ/TzwIu0rwX6vEKtgrOjHR0d9AePwTjp73hbt27Fr7/+ghW33QeZQgGH3T5o7dqHuaoGri4X3n9xHeaOvxB7duwKqo3yrSUP/JxMoYBKq+FU6xIITYIe1XXsGHU629r6dDxLN6yGSqfFlrWvY/Pa16HSaoKel/9av0qrgUqn5UQPFa42INjnhEIhBEIBa67WLpcLFTU1/TJEhNu2YISr+fHXBxbnHsdHr/wP886eyqiMxLQUnCgpDn0gTQiCCDogZkMvF23otpn0eiEQsHtrbnY4IOlNWzNQD/rQtDmsx48rnSQVErkcTie7mrtgFBQUYNlj/8K/Zt1J+T0G+p657rN04jlsVCZyCvOj6thfba6FzvhnCrSB7Vy4fAmWzlwAl8uFI7/8htvPvRzHDxzGinc30K7Dv0zf34HeD6evBfo8QRBQGLRobGTHIPak9yHzer1Y+vQTmHrHLVg+9+6gfiV0/FH45oMyELvFhppfD+Pxfz4WcVnPrX0JGVdcEGY+wcig61UTrqdNqM/98uHneOLBJdDr9UFKoYfJZMLbO7fhwlnXBTymf3LsyQBmA3gQPS7en6EnNyJXTAZQD+BvvX+/CSC1X52+5NiBcHe58Pvm7Xjp6ZUQCoURt2jt66/CcN44GFOTKd+PF582f+i2uauzEwe3foWX/rOStbrf/2gznEY5ho8ZRdsDLF7Y/8Vu3HvTXGRkZESlvrPOOgtJZwzHA6tWMHqO8KXPHvzmB8yacgXOOecczuvqe/7eOTugITHbcQnlgcc2R3/ai+vOPB8XXHABreNPaR+y5uZmCKQSiKWSkOvI4eoe+OQZpdFr0dhkY0Vg3dbRDjFDITBb0I0pG5o/qs+JpBLWpqErKiugTGYyqM1Gz2BM0ftvNivtCF6fGcAjvf81MK5TLJVArFaypl8Ui8XwBPFM4tM1Rxe6bfZ0eyAasKEhUmz2Jih6zSuZ6kH5jlghg8PB7iacYBQWFuL6RQsYP0f40mdTzsjAgaPRyetqs9kglMuCZodgOy7R1n+qDDrU1LOjn2X3quchFosFcn3PDg/fOrBvJB4oN2Kg94MdE+pz0UIoEkGslKOpqQmJiZGJyDs7OyFhsFW+/yxPpJyD4+OexDPYiZ5ZonMClH8O5oz7FX/OJgU6rv8sT6jvWigRs5Yjr8hUBsMI6pkeqrYtnTkaF01/0u8X42is2Rl8hioSls4c3Ttj0rNzaPcWQ++MCbM6FYkGVFVVsZIUWy6Vwe0KvBuMzrXKN+i2udvlglzKbt5Ye0sLhvYK0DPHjUFTowU739kMANAZE2BIMrJaXzQRKWWcGDlT0draioSkRGT/th/DRmUyeo7wpc8OGTEcv/52BA6HAxqNJvQHIqChoQFyvTboMXyJS7jojAmoymVHP3vSz5D57/AItA7sW9s35Rf2pD0Kop8J5IPie23PF7vgcrlY0wmE4+cl12lgsVgiqtfj8aDb64VQFM6Y3QRgInq6lwA9SW5NDMvYiv/gBwB69CzZbe19fQ8AJQCi9z8LgC29xz0D4CgAFQApepbiqOvt953t2AVXV//vTCASsbI9nCRJmKoq4fV009aPsKGtCaR1pGoDlT7Qp+u4edR5mD12Mm4MojfylfvsvQ/hjjvvgMnE9LsejFKugDuIziUanmRsQ7fNri4XFHL2BPgejwetbU7IewdkTPWgfEeuUsJmZ9c3MBC5eXm49R/3Yv93PwX8HgN9z6GeP77rMm//IU61ZiKxGNr0VOTm5bFarj8mkwmTJ0/Gueeei/fWvsr4fsdnjejAtnV2dKDGXM/KJrCTXkP26fbPUStx44yzxgc8hs01bLbXw/3Le+DKmwCQ2PjTzqBl5/y2H5cOG4tLL7007Ho7Ozvx7xeexVX3zAurzU2NVkxbMBsAsHvLNhiSEhnHgSpB8dzxUyAQCnHjogUoOpaHvD8OIXN8zy+qi6Zfjd92fQddQgKarTZMvf5aWvGn+s7m//1e3HLhFTjrrLMYtXkgVqsVL775Gr7a9nlU9SORah19n/9t13eoK6+CXKnEdbfPodQb+Y695PprsfX5dXBYm3DgQGSat6+/2YX8ThvGnZcVUTnxSE1ZBYRVVtx31yJWymtqasIL/1uPy+64hZXy+EatqQJEhQV/u/sezutas2E9tFmjWPWnC5QLmct7hbmqBi3ZJVi6+GFWy/UxefJkzJ49GwqdBj8c2of8g0cZnQNf9HZUULXt+tmz8CRNzfEprSEzWxuh0gWflmVzDZvt9fBw/Lz+P3vXHRhVlXfPS09IMpMe0kjvCWmQEDqIICjYQBBXXLdZFsSV/VxQ1oKKuLDAgoq6q+KCIK4FEXuhKSC9pXdSZpKZZFInU9/3R5g4mbw38+rMUM5fMLn19+677753zz1nhMQfMgW/Ux9arRaubtzI2TWl5VCZcVQ6WHBUkje+jttiR+O22AFjb9O/TXoy/X1q9KvVuOuh3+KJTS9Br9MN4fHVlVVi+YY1qCuvZBx/qmvm4uYqyFH65uZmjAiS2p0/wpfraB7PfrUancp2Wr6RKW1wRDiSszJw9ix/zpvUXwJNrzBbxlcb1L29CJLyP0xiQkdHBzz9fQUrz9ngK/FHq4B+gnRoa2tDc4cCoQLL19B5IYs5V4RGRaC5Q8F7J4UOZ8+exaOPPgqZog3zfvcbwXS/nAFUbfMJkEAmgNzUNb8ga1Uo4CdhtocthE6W0P5vXPS8fKX+kCn43Wh6vR4Ex9Ny8WkpkJpplgXY0CwzR8XjD2Nf3bnBL2Omf5uIml4+3vDy9sZH297BhuWr4ObuPsTPLDY1CZueWI3YlCTG8ae8Zq6ughjxNjRehk+w1O7elEw835joyMWmJsHL2xuSoEBa/TlTWm1/P8pKS5GWlsa7/RKJBHoWwpDXEtQ9vQiQCOfH19HRAU9fak/aawEj/P3QrmqH0WgUtZ5z588jIC5acEkSJl7IQsPFxQUBcdE4e04cK6WcnBxs2rQJ7Z0qHPh0v2C6X84AqrZ5BfihRQDF/mt6QabT6dDd2wMfP+tvh0LyUYTmtnDR8/KTSNDK0/BUr9dzli9YsWUdfCX+2LHhVezc8Cp8pRLBOCqr394CvU6P3ZvfwJlDPyMsOnIIj6+2tAIXj59EXVkF4/hTXTMXVxdhFmQtzZAGB9md82SL62irDebx1Ov0UMpbaflG5uWWXyzBqlWreLc/ICAAmm7HeBQ6GtruPgQFCic106Zog6e/8yjKCw03d3e4eHqIetKSJEkcPX0S0SnCWyVZ3per396CvLd3iD5XRKfE4+jpk6K4HOzatQt79uzBG+s34eiX3wmm++UMoGqbNCQIdU38eW7X7CnLmpoazJ8/H+fOncNX+7/Aii3raPf9Tf5YTHDh2AmseXAp+vvU8PLxxuq3tyCraAzrsmQNjVi/9EnUlJYjPi1lWPss//7ad5/a5C2Y5wkKDsaS+QuRlJTEqF+WMBgMIDgqpYfHROFfX3047Heq2IVEjKSNQ/ljDw0rI6toDP5XRs1P4soxoLpmrZebBJEOaZK1rRz2SQAAIABJREFUIGtsOkb4+wnKgbA1fujG4Yot6wbylZRh2ay7odPpkJCeyjg/FczTVl0oAbT8dciCgoLQ3zlgiUMQBOv8tuIjVl4hoO3qQVBQkGDlNbe1wi9CuC9uzghviR+USiWkUnH62dzcjE59P0aHCmN/Zus5cpu8DV6H9uO53z6KP06aAwDw8PLCM+9uHZKOz1gNDA3BRX0/mpqaBDkZbY74+Hhs27YN35SdQe7U8azzC/UcZZo3KiEOIIHGmlqb5VC1rau9A9Vn+VtSXbNfyBYtWoQZM2bgL2ufFdTQmokBKhPYMjvlYoZqnic5Mx2LFi3i1DZgQNCPy4PQGqhiZ62fjvQTBEHwXpD19fWht19t8wstF3A1yzXli01NRmZhAeLSkgW9PyRBgbgsgCaPt7c3vDw8WPnZmYOPmbAQJu1cQZIk1J3dgi7IWlrl8JNap21c7fDwHwGliDyys+fPISguWrA5kclzZP3SJyFvaETupGIsfOxPcHN3H5aOz1glCAJB8dE4d0EcSZ3Glmb4Bon7IiDUfd6j6kRPZxfne95XKoGys4M37/iaXZCdPXsW8+bNg0+ARFBSIB8DVHMIIVJrrczCaZNwgcexZqPRCEJgrgRV7JyVvOni4gIDT06KUqmEt9Rf8IUtwF8Qt678yuGHMuaHH5jAP1CKZrlMkG2QqPAIqBTcHrJ8xpUjx2RvVzf8fEbA21sYHTKDwQBFR/s1vyDz9vdDi1wuStkkSeKX82cQlRQnWJlUc6Hlgabycxeh0+nxbmoS7nrot9Co1cOeN3zHalRSPH45f0aUbcv65iZIRXZ5Eeo+71AooWJwYI4OLi4u8Jb6Q85zDF6zC7KcnBz897//hdGFEJQUyMcA1Ry2SItcSI3mec4cP4mUFO59FuMLGVXsnJW8Sbi4wGDk94Wsvb0dHn7icHdsxc10KpUuX2zKlcMPqcwPPzCBp5cXjASJvr4+3mXFRkaho40bF5LPuHLkmOxoU2BUpHDbR+3t7XD38eaoJ3j1wD8oAE2t/E+5UaGpqQl9Rr2gFnJUc6HlgaaU0Zlwd3fDA2WV+GjbO/D09h72vOE7VqXBQegjDWhsFFbniyRJNMtlotvuCXWfBwQHQcrgwJw1eAfw1/+8Zhdk69atwzvvvIM1v1tKaSTOBbKGRgSPDMfJHw/jvrwpOH/0l2EGqBeOncCC9CLMjR2NBelFuHDsxLAyVsxbjOorIrSLaERobZEaqYTzzPOUnbuA559/nnef6eJgKWTIxKx49dtbcPH4ySHmsXzJm3wFBOnyC7EWVSgV8BRpQWYrbimbt1nNV1c2cPihtpT54Qem8PL3Q3t7O+9yoiIi0afgpsDOZ1yJRShmMlZVrUpBF2RtbW3wtiH7cy1AEhiAZrk4C7ILly4iIDZqyAuqrXneFsznwvNHTyBoZBilYHNYTBTOHPoZuze/Ab1ON/i8YfocYYLA2EhcuHSRdT5r6OzsBNxd4eHlOaS95gLndyTlY0F6Ee5Myucs/sr3Pj/wyX7MTx8HhawVXR0qq6Lwlv2wbLOX1A/NPE9aXrPCsIWFhUhISkLeXbNw6cRpQYTlmIjVLUgvQmZhAZZvWINNT6zGxeMnsafkGKsyhGjLhaMnURQWh2lTp3Lqa319Pd78eDeKKAyxqYQMfSX+DjEr5htPuvwlJ04jRxKBmTNu5ty29/d8gDZfAvEZqZzL4AoqUV174eRXP+KucVORnc3PSkuhUODlbVuuGUFTJmP12N6vsWTWPCQnJwtS54GDB3GksRyjJxQJUp6zgiRJfP+fXVj31LPw8hLO5YAkSby44R+ImpSHoLDQwd9tzfNsQDUuPpsywSqHVkjh1PbWNjQcOImnV/yfYLsiFRUVeO/rz1A49+Zh7TUJnEtDgliLeAsNtnG0lr65th7Gahke/t0frNbplMKwBEG4EgRxhiCIz6/8P44giOMEQVQSBPEBQRDMTRQpcPbsWYybUAw/ATlkTParbXHMhOKn2CrHw8sD3T09nMpmW3d/n9phZsV840mXX4j3FIWqHT52FOS0JaprL7j7eg+8IfNEUFAQ3IxAX8+1IX9ha6wajUb0trULeuKtsaUZ/oHCicw6KwiCgI9UIrjQqUKhQLu6B4EWpyuF4hID1OPC1oEmIXmOASHBUGn6oOAplWSOtrY2eEh+nfuoBM65iHgLDbZxtJbePzAAsjZ+guyO3LJ8DECp2f/XAdhIkmQSgA4AvHwwcnJy8O0338JoNArGA2GyX22LYyYUP8VWOe4eHujjYY5t7U2JSsgwwEwIlko8VCzwjae1/C483xZVnZ3w8bXfgsyWqK694DXCB+0CmD0TBIHE2DgomvkLLjoDbI3VTkU7giUB8PERTsS1UdYMSbC4PB5ngafEF62t/B6IligrL4ckKnzYfCgUlxjgzxfm+3wjCAKSqHCUlQu3IJK1DXXIoRI45yLiLTTYxtFaeh8/X6i6u3h5IDtkQUYQRBSAOQD+feX/BIBpGHCRBoDtAG7nU8euXbtw5tQpLJs1XzCD5iUrlw/sV2dPwO7N21BdUjZsH5mKJ2UOofgptsrx8PSEWsP9rY0gCNqTN1RChl4+Ptixfit2rN+Kro4OSs6eGIaxTIzdB+u9wlm4w4yzYNkXk6n20/f+AcuWLuNslE2SJDo6VfAewZ1DxjReQseVjaE9Vd3eviOg7BTG7Dk9MRnKJnFOz7EF1zib8tVc4fvckzUeuzdvQ43F/CG/3ISMJOEeSgaDATJFG/wDrg4NMr7j2CdQwpvDY4mL5aUIjYkc9ruteZ4NuDwT6OYtJvcsMDzWhJsrLpSVcO6DJVraWuFnNu5M7V2YPQFdHR1QyOSoOl+C80dPoLa0gvZ5aq3NXOc5Uzl3JOah8vwlvLt2I+anFeHbDz4ZEntbPG3La+Xi4gJPP19e8iuO+kK2CcD/ATDpCgQBUJEkaZJGbwQw/C5ggfj4ePz24T/hvZM/YP3enZyEHS01Trav3YT1e3ciPj0VCx97CLvPHxmmWZJVNAZ7So7hs7pz2FNybIiIH/CrqNzHFSc5t4tJOW4e7lDz/EJGtyCzrDuraAx8fEfggZWP48PSY7j38Uewfe2mYfnE0Hcyb4uHpwem3D5nWPnWtLcs+7J97SYUz56Bp/+9GZMmTeKs5abRaEC6EHD3cOfcN6bxokpHJarLpd6ezi70qDpZ6eV5+/igq7ubc/3miI+PR49MHL89tuCr/bbr/BEsfOwheHh4YOFjD2GXxfzRLVMgOTFRsPZ2dHTA3ccbbu7cx6A9wXd+kAQG4LKACzKtVovKulqERQ9/FNma59mAyzOBbt5ics8Cw2P933/8C5X1dYL49wKAXNEGX8mvX8hM7U1IT8W9jz+CD0uO4YGVjyM2JREJGfTPU2tt5vr8MJXj5u6OyPhYxGemomDqRChl8iGxp6rP1rXy8vdFRwf3l1G7L8gIgrgVQCtJkqfMf6ZISrkaIAjijwRBnCQI4qQtvoDeoIcLR/sfgH6/2Fm1s8zh4sLP+sfFxYWVNg2TmIgdN1vXi4n2limtm4cH7rzzTs5G2X19fXD39BSlP0zS8dmmZGNoT1W3p7cXunuF4X2FhYXBRWdAb5cwCzw+4Kv9Zs082mAwoEvWhtjYWMHa29raelWdsOQ7P/gLfNKyoaEBXkESuHvyojPbBWzuWcv0c+6/B7VlFfAOlqK+vp53WwwGA7p6uikFsamuMZ95jgtM5WjU/XjuvdfRUFEtGN/b3dcbKh50DUd8IRsPYC5BEHUAdmNgq3ITAClBECaxnCgAlHLfJEm+SZJkAUmSBSEh1m0sDHoDXDna/wD0+8XOqp1lDhdXV+gN3Bdkrq6uIA3MhVGZxETsuNm6Xky0twaNstX92Lt3L3Jycji1pa+vD248J3Km8XKkoT1V3Z7eXujpFeZACUEQyEpOR0v9ZUHK4wOucWZiHq1oliE6NBwjeGxxW0Le2gpPqf04jHzBdxyP8PdDd18v1GphTOlr6mrhGyacY4KYYHPPWqY3pfELC0JtXR3vtnR1dcHd24vShJ2qXnvPc6ZyPL298Mz9DyMmOUEwvreX7wgo2rlvWTpU9oIgiCkAVpAkeStBEB8C+Igkyd0EQWwDcJ4kydes5bcmewEAv1v6CA4fOoTasgpOnnSyhkY899tH0VRdB+BXLzFr/otsyl6/9ElUl5TB3d0dep0O8RSegrby07WhvbUNsqPn8eSyx1m1y4S2tjb84z+vY+IiZlQ+Jp5iYnsEUpUPAC/96XHUl1WCBAkPT08YDAZK/0bzMqovlSElORn79u1DfDx7Q+HKykps/2rv4LFvJm3lGi8mvqi/xgCITUnCqjc30sZ+iMdbfBxAAI3V1B5vVOM4Lj0VReOKsP21NwU5Rn/u3Dl89PMPGDN7Om0ae/hPcq3DMt+Slcuxfe2mIeW0NjRibHg8Zky/SbD27ti9C+0SN8SlO98LIxXYxJcu7c//249HFtyH6Oho3u155sU1eG/nDtqxL0Q/hAKbe9Y8vfl9G5UYj/sX34fnnlrNqy11dXV45d+v48uPPkVdWcXAjwSB2NQk/OGZ/xs29gFQztvWfhv0nqyugZu7O60nr7VYVV8qhdFoBGkkh/mJyhoa8dIfH0ddeSUIAKNSk7DqDfo504SGymp4y7rx4H3306axJnvhTAuyeAx8MQsEcAbAfSRJaqzlt7UgGxkZiRmL78bcB+/lrNUipN6MOUx6Jkf2f81Ji8WWfgrfBVl7ezteev1fmHzfnZzyOwu46vWcOfAzZqbmorCwkFO9ly5dwp7D36LglmmCtosLVsxbjPbWNlF14iz78+X23aivqYUnz21bAOjt7cXTr7yIyfffTas4b894ioHDu/di6b0PCLKQMGHdvzYirDATQeFhgpXpLKC73qe+PYh5+ROQm5vLq3yDwYComGjMWDyf9fPjahqL5m397O338e3OD9HYcBmuPKg+ly5dws23zoZWowVJkohJTkBDRRUIgkBgaIggMRx8fn7+NaTBQVAplZgwRzgtM67XsLWxGd3nq7H84Udp0zilDhkAkCR5gCTJW6/8u4YkybEkSSaSJDnf1mKMCdrkcsy89y5ee85C6s2YY5DXxFGLxdb+Nmk0wpWHF6WbmxtInubazgDOvAODAW487GY0Gg1c3Onz25OHWFNaLrpOnGV/FPJWwQjCI0aMwKiRkZA30puWXw28Tjp0qzrhricF1R8jSRLytjb4B1ybGmR019tL4ge5ANIXCoUCbfJWzH3wXt6cQWcei+ZtnfvgvWiTt/LWcuvp6YG8sRkqhRKdynY8seklqJTt6GAx7zD1ehbLk5frNfQa4YOuHu5812vWOgkAQsPD8NWOPbz2nIXUmzHHIK+JoxaLrf1tkrSuJWYLbm5uMF4DCzKuvAMjzwWZVqsF4Ub/lmlPHmJ8WoroOnGW/QkZGQ6Nhvc71SDyMrIhr6XnkV0NvE46NNXUIzcjU1Dv2K6uLsDN5aogpHMB3fX2C5CguY2/TEpLSwvCoiMF4Qw681i0bGtYdBRkMn4HI7p7ejByVDSkwUGQBAViw/JVkAYFIoDFvGMrhmJ78nK9hl7e3ujiIch+TS/I7li4AEe/+ZGVH6QlmOjN0JXDRP+qtnTAU7CujJmnoKWmEZ33ltFggJsr9wVFQ0MDdv37XUaaL7b6L4RnGVdw1X0jjSSvBZnBYICrlQWZWH6JdHX5SiXYueFV7NjwKnwl/oLXZ9mfufcugEHABX16WhpUDc2MtfHEjKfQaK9vQlZahqBldnR0wNvfT9AyqSCGtiCTegY1IS2ut59EArmCv0zKyVOnQJIktr+8CfPTx+HAJ/sZjSlZQyO0Gi3evZLv/Y2v29TXsszPxBeYj5em+bxcV1412NYDn+zH4r8+isbmJsZlUaFf04/Ff3kUvhJ/KGVynDn0M5TyNvhKJYw9Iumurwm2PHmHaCneMh/LZs0f9m9r14TtfGKqb2H2eOx46z+orq7mELlr2MsSANasfwXx0wtprUPE9pUUY5+baZubaurgUq/AHx94kFM9hYWFcBvhheWvrsMX/91jtc02+8+RJ+dI/PL5d7jvpjlISeH2xnXw4EEcbq7E6OKxArfs6sDPH36OPy9agshIXnKCQ/Dypg0ILcxCSES4YGU6GurePpzYsx9rn36G1wuAJc6cOYO9p44gf8Zkwcqkgr34Ukzr0Wm0+Om/H2P98y/y+uIYlxCP3Jsm4d7HH+bMHzN5Nr7+w17GZTDle/LhNlubl5f/80W4NnB/bgDAh598jEZ3LRKz0hnnEXocDb0O8wAQeP2HT4f8W8jxal7fpkefhLa7D7/88gtlWqflkIkNL08P6KzwWMT2lRRjn5tpm/U6Hbx4EKrPnj2LnIICuHt42Gyzzf47gWcZW5AGA9x5CGrq9HpeHL6rHYSri6BfyACgICsHzVdOPF8raKyuxejUDEEXYwCgbFfCw1c4CQ062IsvxbQed08PGF0J9PLUwbtc34DZPDXnmOiBUeVnwvfkw222Ni/7Sf0h5+lpqdFoaA/f2GqTUOPIvLwOhRKqK9fB/N9icc5yisbi3LlznMq5pp8Y3l7e0GnpfaXE9pUUY5+baZt1Wh28vbjz3XJycnDpzDn0dvfYbLPN/juBZxlbGHkuyEjSCOJ6XpARLjAamevYMUFWZiY66ppYCRY7OxS1jcjLzha8XKWqAz5+4i/I7MWXYlOP5wgfdPNwijAajQgOC8Xhz77ixR9jogdGlZ8J35MPt9navOwr8YdS1c7r3tUb2et/iqmlGBAcBOmV62D+b7E4Z+dPnEJWVhancq7pJ4a/ry80VkQCxfaVZLPPTck9o9jztrW3bkJ/nxpSP+4ckl27dqGyrAxLxky36TNmq/+2eHJMeRNigO4aGHR6eHhwI0TX1NRg6dKlePrePwyWSVWPNf4Nk7HB1KfOnpw9MREaGopAH1+0y4U1kHYU+vv6oFWqkJSUJHjZ7Z2d8B4x1KSc6bhgw0+yNoda1nfh2AnO45KuHqo+uft4DRxq4Ai1Wo3Zd9+OY1//wJh/bOqbObfXV+IPX6mE0m/S2lxKx/c0rzMoPAznj57g5KVpPi+fP3oCVRdL8e7Lm6DVaNHWLIOLuxv6+vo4x8/Fiu2erTZR+URzmc/Mx4uvVAJfif+wfwvJNTWvr7KkDO+88w6ncq5pDtnefftQaehESq7wb6BCwBb3ynL/m82e99mDP2NGcg6Kioo4t2/N+lewffu7mHjbLFE5IvbQybJWN9U1OLjjY6x6eBkCAwNZl1lYWIjs0dmInlSA2pJy/PzFtwAwrB6q30x9ZjI26K6HM+ggHfvkK/zh9gWCWgEBwLfffYfjshqMnsh9XDsLqi6UILibxG84+qVaw0sbNyBqQi4CQoMHf2M6LoTSXrSsb/fmbVj42EOCjkuqPt277CHMyS5EQQElTccmWltbsf7tNzBx0TzG9TLpG9/7Uoz7mqrM2xfdg7888AeEhXHTr9ux+310BHgiNpX9iwZVewD6edIZ8cM7H+CFv66idd24bjlkEj8/aATSDRMDTLwyue5569Ua3jYsnp4eqC+vEp0jYg+dLGt1U/XPyOML2dmzZzF37twh/Du2Hm5MxgZTn7qrgbPHFKOzs9FR13hNbFu2VTeggKM1ly30qfvgabGNxXRcCKW9yMTDky+o+uTm5cHrC09vby/cva3zb7n0je99KcZ9TRc/Phw8V1d3zpJJfLwunQWkkaS0jWKCa3pBJpVKoevrd3QzaMHEK5PrnreuTw1/f37Gwl6enohOjBOdI2IPnSxrdVP1z6DXc1aZz8nJwef7Prfp12aNN8FkbLDxqbM3SKORl9o3HUJDQxE8QgJFC3+tKUdC3dsHXUc3EhMTRSm/T62Gh4UGGdNxIZT2IhMPT76g6pObhzv6ePhZajQauNrgj3LpG9/7Uoz7mqpMVw93XhqCPl5eVg/TsW2PM8xnTEGSJAw6Hednx7W/IOtx3i9ktrhXfPa8Nd29kEqlvNrn4+WN3656QnR9J3voZFmr27J/BoMBpNHI+eTbrl27cPjwYbzw+8cGy6Sqxxr/hsnYoLsezqDJZRRpQQYAhbl5aKqsEaVse+FyZTXyMrJ4HRyhg16vh96gH3bSjem4YKK9yASW9a1+e4vg45KqT+6enuhVc/9CptfrQdggpXPpG9/7Uoz7mqpMwoXfCekRPj7QabgtyNjOk84GnUYLTw9Pzl/IhD1r7WSQSqXQ9DD79Hrh2AmseXAp+vvUQ4xGhTJ4pkJ4TBTlXjjd79ZgXn9cWjKKiyfAjwepHwC6O7vwn61b0FRXL6pJbnhMFFa9sXGg/SVlkDVcxsPT5zE2iwWENfTV63Tw8vDkrGMUHx+Pt956Cz/WXhrCdaK6pnTXmc/Y4DJ+2IBJrEmjkfOkZAujs7Lx+cHvYZxouw6248JextCKmsu4bY44PrF6vR7dXd346+33DTVirhkwm37tu0+t9imraAwjzpitWFGNQ6HHJVUd6p5eaNTcbbsMBgNUSuUASd9K31ZsWTfY/+1rN9kcK5Z51i99ktZIW2wzcvM2Wcavqbwaer2ec5kjfHygt6JuQAdr48k8bi/98XGb5ulsyhYCg+WXlCM0LAyPLHkQ8fHxrMu5pr+Q+fv7Q9+vgV5ne3CseXApMgsLsOP0AWQWFmDNg0sBDNwoxbNnYNe5wyiePQPrlz5JmZ9pOrFgXn/+lAn47vMveD8QX9+yFZnjCuzSJ1P7Y1OTkVlYMLCoZFEn1/hT5dNptPD25meRNWA9Jazsg7OASayNen6yIdYQFBSEiMAQtDbRe1uawHZc2OM+7u3qhrG7DwkJCYKXDQx8nfzyk72D/ehRdaKns0vwPjl6zqMD4eICo5H7Fx6SJPHRv9+z2Tcu/afK42zPGILDKUlz+Pn5Qd/LfmfKWv/M/9bT2YUeVSfvuAsJU/mbv9yD/DEFWMTxoM41vSBzcXFBaFAIujs6baalI7IyJRQ6mnhoXv/Ym6ZA3tLCu8y6ujqMmT7ZbgbYfER0ucafKp9Wo4EPzwWZu7s7SB5vmc4MJrE26rkfimCCsTm5aK6otZmO7biwx33cUFmDgqzRom3pGo1GKOStvA8G2YKj5zw6uLgQMPJYULi6ukJ2uVEUkj4f0rq94m3U8/PxHdiZYr9lzPSQE1fBXTFjZypfr9Xh9ttvx9mzZzmVc00vyAAgKjwcne0dNtPREVmZEgodTTw0r/+b3R8L8vadmJiIo198azcDbD4iulzjT5VPq9FghLeP7cxW4OHhAaP+6jdnpwKTWBt0etG+kAFAdlY2VPXNNrkubMeFPe5jZU0D8rLFOV1pQkh4GO+DQbbg6DmPDnxP4Lq5uSEsyraxOJf+8yGt2yvefPizACCRSKDlsCBjesiJq+CumLEzld+hUOLnw0eQw/H09DWtQ1ZTU4M5c+agorISbu7u0F45ORKbkoRVb24csodsjUP20p8eR31ZJUiavAD1HjUwnBsAAC/98XHUlVeCADAqNQmr3hgoj88+t3ne0IiReHPra5gzZw6LaA7HZ599hkeWL4O8qZnzXv2Slcuxfe2mAS5LfNyQvf8hfzPxXKpr4ObuDp1Ox4tDZl42U+7fYPuqahAdE4PvvvmWEw8AACoqKvDfb/dh7K0zOOWn65eQ3AeuZdvKR5Ikvn1zJza/8LJoPDIA2Pj6VvikxyIiNoZzW/mmZ4tuVScu7PseL676u2ix0Wq1+OPjy3D0p58oOWRC9clefDumc6up7uqLpRjZ74J77prPqb4ff/wRC+9bjNYW2bA5ekh7SspYz1VUeaMT4hlxoijzJsZzvrZ01+/4Z9/ggVtu53wCmCRJ/N+zq1G46DZ4mu002BovdH+XNTTiud8+iqYrtmnuHh4Ii46E7HLjsHKsPsevPHcHynCHTqMFQRDDri8XmNpefakUaalp2Lt3L+2zw5oO2TW9ICssLMTkyZOx44Nd6OxQwXvECNxy33zWwqNcBfnoRO7aWxWYtfhuAMBXOz9EYGgIY9FPJji08xP89fcPIzQ0lHVec5SVleH9H77EmDnTGeexJphoabYrhlAkXTuYGvsWz56BlLxslOz7EeVlZTh+/Din+hsaGrDto/cx7s7ZnPJbtslZYsQEOo0WP+34BBuef1GAVtLj56NH8U3JKeTfNEnUeoREyYkzSHaX4o559KKjfEGSJJat+j/M+NN9vAy2nQVsxULLz5xHkqsE8267jVN9eXl5kIwMxaMbnqO8L4S4b/iUIYRwuLU2/LRnHx6770GMHDmSVZ/MsfmN1+CTEYvw6F8XOXyeo3TPTEtYEzUeNFX//Gs0112G9wifK+sB+vLY4sjuvVh+/++txu66FYY9e/Ys/vKXv6C1qQX9ajU6le2chEeF5CfVlJZDZSaC2mHWFiH2ubX9Ghj7tQgODrad2Aa8vb1hYHl82ZpgouXevxhCkXTtYMMzAAncdfddnHkAAODl5QW9hv1JI7o2OUuMmEAIDh4TZGZkoLPB9ralM6G9thG5o0eLWgdBEPBw9+B00s0ZwZZ3pdPq4OXFTQcKAC5duoSs3Bza+0KI+4ZPGeZ5+fAD6dqgU/fzFhUfNTIKqrZ2RvUxaSfdM9MS1kSNzXnKGrP1gLXy2MCg10PT3YuQkBDOZVzTC7KcnBy89957CA0Lg6eXFyRBgZyER4XkJ8WnpUBqJoIaYNYWIfa529vaEB0RIch2iI+PD7T97IR1rQkmWu79iyEUSdcONjyDHlU3vvnqa848AMC0IOMurmjZJmeJERNoNVpexvZM4e/vj9iRUZBfJV6d3apOuGkNiImh32IVClJ/CdQ81NadCWx5Vzq1BlJ/Cef6Ro8ejdNHj0Hd20t5Xwhx3/ApwzwvH34gVRuMRiN0Gg18fPhxaGOiotCjGLog4/McpXtmWsKaqLE5T9nT23vY0Hu2AAAgAElEQVRwPWCtPDZQKZQIDw7hxb+7prcsa2pqsGjRIpw6dQoubq7QXXljNPHAAGb6L7b4SXR8JTruAxMOWVRCHHRaLZpr6kGSJDy8vGA06BFvg6tw8fgpZPuFYc4t/LbKgAGT3ZVr12D67xYyzkMXq+qSMri6ukKr0YDAwL79H575P0Zx5AIu/BY2PABb0Ov1+N3SR3D06FHU8uiPkDwdrjw7LvX0lzVg6R8e4l2WLRw9ehRfXyXbliW/nEaKZyBunztX9Lq2vvUGPFOjAdDPcVw5PVwgFD/WNG7feu4VWl7viS++x6Ips5CWlsaprTU1NZg4eTJa5XLEp7OLCx2HSax48OEHUrXBV+KP0i8O4vm/PcWoDDooFAqs3bYFU35zF3W7r/B1L1fVwN3dHXqdDlE0fDhz/hcVp88c5vEnXAi4uLgiISN1KO+wpAwurm6/fmwggNiU5MExRMkrZqB5VnbqHJLcJDbv7+uWQ2bCTz/9hO+rziN3yvghvwvFDRPLNNdkuP3ljg+h7u1DRGw0Jtw602r5x/d9g/tuuhWpqam86gcGuCjLn16JqQ8uGKb6zRZXiyk2ABzf+w1+O+cO3idVR0ZGYsbiuzD3wcUO7Y8J9opvfXkl/JX9uH/RYsHLtkRnZyee3fgKJt9/t2gyEkLhyIf78NBd9yIuLk70ut7fswdtvsBrq9awNrA3QcjxYs+yfvpwH/68cAmiori/XGx96w14pERh5KhoVvmEMmZ3FGQNjdCUXcaf//AnXuWQJImnXnweWXOnw1cy3MJvkM+1/2tIg4KgurL1ypUPR1c+l+fNUI7eUN6ztTb98sX3uGfiDGRmZlpt23XLITNh1KhR6GttH/a7UNwwsUxzTYbbncp2aNRq1JVb1+YyGo3oaW1HdDS7SYQOBEHAb8QIzubC5mASa2fRNRKCQwEAbXI5ptxxq8P7Y4K94tvfp4bEl5+PKlNIJBLEhI1Ea6NtkVhHoqezCy79OowaNcou9Y0MDUWPqpOxtpNYXCl7l0WSJNSqbgQFBXEuHwDCQ0LQo7KtX2kJoYzZHYXuDhXCg7lzoEwgCAKp8Qm09+Ugn6vsiu5keaWgenl8njdcNM+MRiN65AredITrYkE2cuRI6HvU0FjwoYTihollmmsy3JYEBcLT2xuxKda1uTraFAgNCBRkMWGC1N8f6l7uvnAmMIm1s+gaafv6eNtOAUBkdBS+3LHH4f0xwV7x1fSpIREgfkxRkJUDWXW93erjgsaqOuRnZosqA2KO8LAw9Hd0M9Z2EosrZe+yeru64T/Cl7fTRlR4BLqVtvUrLSGUMbuj0KNUIWpkhCBlZaSkQXmZekE2yOdKvaI7mZIkqF4en+cNF80zpawV4QFB8Pfn9yJ6XSzIXF1dkRKfAPnlpiG/U5mWyhoasWLeYtyZXIAV8xZDRkEYZmIsy6QcazA33FbK5NDrdKgrqxhirmpZR8mJM8hM4r9VaY5AaQAtOVjW0Ihlt8zHvLgczI3LwbJZ82n7SWcQa94HrVaLA5/st5uJLNU1Muj1IPVG3qRWAFj62GM48f3Bwf4sWbl8sL5lt8zHslnzOY8PLrBl0st3zJqg6+uHRMKdVM0WGenpUDU08xYEFRPt9Y0YnZFlt/pCQ0Oh7uhkZmCfPQG7N29DdUkZVsxbjAvHTmDFvMWoLinD7s3bsCh7Ag58sh9arXZwbJjS3JmUjwXpRbg9MQ8L0otwZ1I+5dgR0iDaWlkqRTuiwrnLNZig1+vxxjMvM7oXzO+boJFhOH/0xDBjdrb3lhD3Ipcy+ju6eMldmCM5ORldTa2Up6CXrFyO3Zu3oep8CU4dPILa0gr4SiXwlfgzHiPW+kc3tinTWNRn/ruvxB++UonNNrXUNiA3nf/9fV1wyADg559/xrdlZ5A3faLVdEJxHezB17Gs45v3/4cfvv4WKSnCffn49LPPUE12Izln+GAz57kBYK3vRtUHe/KsqOp+9r3XUfblITz35Cre5e//8gtcUiuQlp8zrD4++kFiQahrIRQHjw1e3rQBoYVZCIkIt1udTKHu7cOJPfux9ulneJ3AYgOj0Yi/Pf8MxtwzB142Xi6YcGIBUKY58vnXkAYH4cKxE8gqGgOVQmmT5yomLh49gfygGNw8g58g89ixY+HhNwJL//Uivtr5P6v9EYMf6witM6PRiB/f/gDrnn4Wnp7cZUPMsWHrv+CfkzhEj4xL26jgTLzkwx/sxdJFDzCiC133HDJgwAaoq7nV5lu0UFwHe/B1zOuYueguyBubERsbK2gdQQEBUPdQfyEz57lx0XczleEo3hhV3b1d3QgKCBCk/ACJFJre4To4YvoL8oFQ10KoLV82yM8cjZZa59y2bK6tR3ZKmt0WY8CAj29SXDzammU20zLhxNKlMXnPatT9g1wgR47nbrkScQLMgefOncPNM2+GurfPZn/E4Mc6Quuso02B8KBgwRZjAFCQPRotVcPvS3v1zx7Pl672DnjogcjISN5lXTcLspCQEPi6eaDLhq+lUFwHe/B1zOvYs/UtRMVEC3ozAQNGsboeamKqOc+Ni76bqQxH8cao6u7r7kGwNFCQ8gdi9yv/Tij9ILEgxLUgSRL93b2QSqUitJAe6Wlp6GxosWudTKGob8LoDOsnr8RASnwilM1ym+mYcGLp0pi8Zz29vQa5QI4azwa9Hn2KDkEONeXk5KC6pBxN1XU2+yMGP9YRWmdtTTKkxHGzS6JDdlY2Ouqahm1b2qt/9ni+NFRUoygnTxB+6HWzZQkMbL+V61RIL6AX/BRKe2dQ06qkbFBnxVxDbKhHJgkPT08YDQZanTFbfm5hkRH457p/YMF8bv5tdGhoaMDr/9uJ4ruG+2JeOHYCzz3w50E9l8j4WDzz7qusdHDM9WUi42Ph5u7Oy3OP6fWz9Efz8PLCM+9uBQEC+UHRuPkmflseANDS0oJN//0PJtwzd1jbxPIXtAahdKeGa/24ICEjDSu2rIN/YADOfvI11j79rKh9sQRJkli99gWkzZ4M/wD7LgatQa/T4dB7H+Gllat5E83Z4siRI1hw70K0yVt56SxSeUcOprniq6jRaACSBGkkrepviYnWxmZ0nKnAij8v411WTU0N5s2bh9Ky0sGxTXd/MvLvrRrw6NVqtfDw8Bj2PLBVpj00DE9++QPuKp6G7OxsVvXYwsbXtsAnI27Qc9aaPzSbNjOZT8X2WyVJEofe/wTL7/89Y5mV616HzITKykq8/flHKObpL8gG1rROftUZ24P+XjVGWtEZs7YXTpIkDrz3Pzz16HLex70t0dXVhWc3voKpDyxg3DemEEPPjWmb6Phv9y79E27NGYf8/HxW9VKhv78ff3vxOUz73UKn8BQUik9h0lpqb2uDVq1BW3MLFi1/GD9/8S2efG09VGcr8ZdH/ixCD6zjf59+jFqyD6l5wj5Q+KC5th7aiiYs/aP4IrmWKCwshI/UH0uefxIH934hKq/LGTQEzx0+hqKIBNw0jbn3rjV0d3fj7+vXYsoDC1h9/bCmYyWmfy8fGI1GHHh3D5574m+8Twpa4uixY/jy3HGMmTUVgPWxIqRvtD3iqmiRo/HwaTy94v8Yz/E3OGRXEBcXB31nL/r7+Ms4MIU1rRMT/0qlbIemv98q/8LaXrhS1oogX3/BF2MA4OfnB1KnH3Q5YNomJhBDz41pm+j4b9qePgQGCrNl6eXlBS8PD6fRIhKKT2HSWmqoqMZz770Ojbp/sLxuVSfCg/mZ2nNFRkoaVI22OVP2hLyuETnp9t+uBAa8fH+75AEoZXLReV3OoCGoutyC9FRu6vxU8PPzQ3hgMNrlbazyWdOxEtO/lw/a5W0IE0C2gQo5o0ejt7ltUHaKjzYeHRw1/upLyjG5aJxgL9zX1YLMzc0No1Mz0Hhlm8oesKZ1YuJfSYMC4enlZZV/YW0vvLm6FmOzc0VpP0EQCAkMQm9XF6s2MYEYem5M20THf9N09yJAIFI/AIwMDbPJW7QXhOJTmLSWYpIT8Mz9D8PT22uwvB5VJyLCwgRuOTPEx8ejr7Wd8uXBESBJEp2NMqQkJzuk/pycHJw/fQayylrReV2O1hDsau+AN+kimGSDCVkpaZDVXWaVx5qOlZj+vXwgq29Edmq6KGV7e3sjPyMLdaWVAKyPFaG0Qe0RV51Gi876ZuTmCPfsva4WZACQm5UFRZ39zIjptE6WrFyOro5O7Fi/FUpZK3q7u1F1sQQHPtlPqXVCVw5Jkuiob0ZmRoZofQgLCUU3hWo1E60Xa2Ci52YNVDo0TPWOVmxZBy8fH+xYvxU71m+FQiZD9aVS7Hj9LSgUCkbtZ4KI0HB0dagEK48PhNCCkjU0ImhkGE7+eBg1F8vQVFMHvU43WJ6mswehIfyVvrnA09MTiaNi0drYZDuxCLAcj9UXSjDC1R0hDorHrl27cOjQIWz827M4/PnXounOAdbHlpD10KGhvBpFufmCUwPSU9OgaqQ/LGLq2x1X9NjuTMofoqdoqWNFN8exiRFVWr4xVl1uRlqKsBqW5hg3Zizk5dUgSRIrtqzDgU/2Y376OGx/eRO0Wu1ge036ZPPTivD+xtfQ19Nrs0+yhkZotVpsf3kT5qePo32GCgHzOD9+20KMlAQKeqL8uuKQAYBWq8XKF5/DuEVz4Wlnkq05qLy8uOj3tLe2oe7HE/j7X58Ujaf05Vdf4nyPHOlj8ij/7qj9e6E4bKZroJDJkZqQhPbWNhw/flyQNv7000/4vvoCcicXC1Keo2Er5ofe/wR//d3DCA11zLbl4SNH8GP1hWG+tfaAZWy+/99e/POVf+Du2++0e1vMseej/6Ge6Edq/lBunb3uW7HrIUkSh3Z+gice/JPgX8iMRiNWvfgccm6/GSP8hz94hZrH2cSIKi0AzjHu7erGmSsHccRykiBJEi9v+ieCx6QhPDpKUB9Jez5/THXN/s0CbH3i7+hsbsXZs2dZlXGDQ2YGDw8P5KRm4HJVrUPbQeXlxWXvu7GiBuNy80QljYeFhkGt6qb9u6P274XisJmuQWNVDebdcTvrG8wawsPDoekYvt17tcJazHVaHfR9/aJwGZkiKTERXU22pR7EgGVsmmvrkZbk+C2pgtw8KChoGva6b8WuR9EsQ5CPL8LDhRcFdnFxQW56FhqrqZ8XQs3jbGJElZZPjJtq6pCbniWqrRdBEJg+fiIaLgz3i7TkVtPx76zxge31/DHV1answNRJU1BaWipo+dfdggwACnJy0Vbd4NA2UHl5sd37JkkS7bWXMTp7tIgtBYKCgqDp6qH9u6P4I0Jx2EzXIDQqEiePHkdODr0sCluEh4ejV9nh1LY+bGAt5p3KdkSEhsHV1dVh7QsLC4OHkUBPp/0Xweax2ffuLgSHhiIuLs7u7bBEbGwsfEhXKOWtQ363130rdj0NJRWYMKZQtJfSnMwsKGloLkLM4+blMIkRVVo+MVbWNiInU3xbr5ycHGhbO9DT2SWoj6Q9nz+muipPnYOyqUXQZwVwHW5ZAgM+ZStfeA4F82fDx5e9Ebct3R4qHR86XTE6nTImaGtqgfz4Rfxt+V9E/UKmVqux8qXnh8g3DNGAiY+DXqdDY00dcGU8xaYmD2rLmCC0JgxdeWy0yMyvgVajRXpaGvbu3Yv4+HjO7bLEUy8+j8zbpsFXwv8Ek2XcQQCN1c6hZVZ1oQQRGlfcc5ewWnhssfODD9DmCyRkCnfijsmYMk8TnRCPexYswNpnnxesDXxw8NBB/Fh1AfnTJw3+JrZGkz3q0ajVOLprH9Y8uUoQ/1kq6PV6PPXi88i7axZ8/HyH/I3pPD5Ee4sk4eHlBaNBP5gWACf9LTqdOPP81uLf192D0x99hRef+rtdnCS+/PornGytR3hstFVdO51Oh+iEeEbz22D/zPMmxtPqPNLFz1wTc1RqEla9sXFYXJesXI63X9iAutIK5OXlYffu3ayfFTd0yCjw4ccfoRZ9SMtn/3XJln6WvbRmzvxwBJMTMjB50mTBy7bEUy8+j6y50wd5FFQx8JX4W/W1dHbOypHde7H8/t8LzkP593vvQhMhQUwSf29HLhwLe+H094cxK6MAhYWFDmsDAJw5cwaf/nIIBVd0j4QA2zF18egJ5AVGY+bNNwvWBj7o7e3F6ldeQvG98+Dp5eXo5giG0lPnEG3wxKL5w3UShcSHH3+EOqiH8fCYYqju5IdQ9/YhworupJCwNnbLTp/HKKMXFtx1t2j1m6OrqwvP/nMdihcNHYdCe1ta8wqm4+C1tyowa/FAHL7a+SECQwcO41imXbz8ERRFJuDmGdzu7RscMgqMycuHoqqOU15b+ln20Jox6PXoqG8SfbvShMjwkehUtg/+nyoGtnwtnZmzYjAY0N/dg+DgYMHbkzgqDiqWWkZ04MKxsBeEsq3hi7i4OHTL2gTdJmY7prpa2pBoR3N1WxgxYgTGZGSj9pJz6F4JAaPRCHlpFSaOE//ATN7oHChquHulmusedirboVGr7eb7aW3sKqrrkS+gbIMt+Pv7Y2xmDqovDOVeCe1tac0rmI6DpzJ7fnVceX4NS1tSjs7aRhSLNOau2wXZqFGj4EO6oqOVvcSBLf0se2jNNNc1IDEyxm6egXGRUehoUw7+nyoGtnwtnZmz0qXsQFhgCNzd3QVvT3RUFHrbhNEi48KxsAd0Wh103b0Ic5AGmTmkUin8vX0E1X9jM6Z0Wh3627ucYnFqjikTJ6HlUsUwX8GrFY1VNRgVFM7YsoYP4uLi4KkjoVIobSemgLnuoSQoEJ7e3nbz/aQbu53KdnhojXbnOU6dOAnykioY9HqbbWQD8zKseQXTcfCkZs+vgCvPL8u04TFRGJebD19fXyst4Y7rdkFGEATG549FQ3kV67y29LPY6mlxQXN5Ncbl288rLjIiEur2X7XIqGLgK5Vg54ZXsWPDq/CV+A/rtxA6WEzApZ6ONgVGRYozsUdGRqJPqRLkQWjeN0uNI7HiyQRKmRwxkVEOJfSbIy0hGa2NzYKVx2ZMKVpkiI2KgoeHh2D1C4GRI0ciKSIGDRXVjm4Kb5AkiYZzpZgxeYpd6nNxccH4/DFoKGP/vAAGxo9pflTK5NDrdKgrq7DLfUs3dutLKzE+f4yopyupEBYWhozYBNSUVNhsIxsMmRulEvhK/CnLo6prxZZ18JX4Y8eGV7Fzw6vwlUoGfzel/Wn/N5gxZxamThSPIiQ+i8+JkZ+Xhy/+dQCG4jGMHiTmpspePt547r3XBw10zfe7+Qof2iLBqnv7oGntQGam/SxZwsPD0df+q8BpeEzUsD3+f335IW1+MYi9dGVStc1WGzoVHciPF0dc18vLC5GhYSg/fR5vv7Ce8yEEYCDuK7asG5L+te8+ZRVLMQ4GtDU2oyDBMYr0VEhJSETJ8YOAQDv6dGOKCoqmFhTEJwlTscC4adIUvPnxbsSmJrE6CMT2oIzYBwVaG5vhBzekpNjvq3Bebh6+fv0IjMXsFzHhMVFW50cxQTV2jUYjlNUNyL/5doe0acaUadj83/8gITMVLi4urO4vE6jGGpMy6Or611fU12eQb3fqHEZq3USV9bluv5ABQGBgIOIjotBcy4wbsObBpcgsLMCO0weQWViANQ8upUy3fumTKJ49A7vOHUbx7BlYv/RJVu2ylb+urBJjsnLs+gYeHBwMo1oLbb+GU36+MRGiTGvp+5UqREZG8m4THdISkrB15fOU9QvZDyYwz9/T2YUeVSfv69IjVyLeCSQeTBg1apTgPDKm6JYpkCDgKV0hkZiYiDAffzSx5EMxHXNi3OdUqDl9AbdMvcmuX3dCQkIQGzoSzbWOlUwSAs21DYgNHekwF4mYmBjEh4xEPYcdKhPsNdaAAc52y8UKTBf5i+x1vSADgPEFY9HM8DO0yVTZPzAAyzesoTWNFtp02zw/SZJoq6hBYYH9tiuBgU/2MZGRaG/jRk4Xg9DPtky69EajEX3tKsFPV5ojMT4BLbX1NsUQ+fSDKYQ+GKDX6aBWqpyKMyWVSuHr4UVp+SUmDHo91O2dduE1cQFBELhl2k2oPX2B1WKV6Zizx8EdpUwOD7VecA0oJphYOA5NVzwZr2Y0lVZgwtgih7Zh1vQZaDhzifNLk10FYUsqkD4qXtRnBHBjQYbMzExo2jrR100vfGqCyVS5q70Dm55YDS8fausloU23zfMrWuSQunsjJiaGVZlCICF6FNplrbYTUkAMQj/bMunJrR0I9JfCS0Q5gNjYWASHhWLfO+9bFUPk0w+mEPpgQGtjM+KjR8HT05N1XrFAEARS4pPQ1kTvQygG2uVtiAob6VSxsER6ejoCXL1YUSuYjjl7HNypOnkes6ZMdwhfMSMjA1qFitHzwlnR190DraLTrpQXKsTHxyPCP5DWBcFmfjsdEjMYDGg8V4KZ024SpXxzXPcLMg8PD4zLyUdd6a8EQzqj1tVvb8HF4ydxX94UXDx+Eqvf3kJZJl+CorX8DSUVmFQ4TlQhWDqMio5BD81pQVlDI5bdMh/z4nIwNy4Hy2bNHzLhi0HoZ1smXXqlTI6kWHG327y8vPCnRx7GoX1fDaufTT9kDY3QarR49+VNWJA+Dgc+tW2kazmel6xczuhgwIVjJ7AgvQhzY0djQXoRLhw7QVl+6+VmZKcKJ8IqFJLi4qBq4fYCwRWtTS1IjXceuQsqEASBOdNnoPrEecZfJ5iOUS73Od18S/W7Ut4Kly41CvLzmXdYQHh4eGB83ljUXCwTtFy+5uJsfj/5/WEU545x+KETgiAwe/oM1J66OGQcMo2FvQ6J1ZdVIjE8yi47ANetMKw5mpqa8M9338TkxXeCIAiHmWXbgk6jxeGdH2PNX1eJduzWGlQqFZ7fvB5TlswftiA0Fz4EqIVhnRWnvzuEW7LGYuzYsaLWc+DgARxuKEfOpHGcy+AyNrmO5wXpRcgsLMDyDWuw6YnVuHj8JPaUHBuW7tCuT/H4/b9HREQE536JAblcjvVvb8Oke++wW52/fP4dFk2dhfT0dLvVyQVGoxHrNm9EYF4KImLt/7XdHEyMpk2/3/37JbhtzEQUOVB8uLW1FS9v24JJ990p2Fc6vubidPGy/H3fu7vwzY4PcfbUaaeQqCFJEq9s3ghpThIi4kYBsK9ZuC0YjUYc2b0XD9/zG8HcW24Iw9pAREQEwv0CIL/cBMBxZtm2UFdeiZzkdIcsxgBAIpHAx90TvV3DjcbNhQ/phGGdFT1t7XbZAk5NSUVnQwsvojmXscl1PDPhTHZ1qOBpJETnVnBBSEgICI0e/X19dqmPJEn0tCocQidgCxcXF9x6082oPnHO4T6rTIymTaKcrj39Dvs6ZkJoaCjiwiLQVFMnWJl8zcWZ/p4zoQht8lanWIwBv34lqzH7SuZMz9/GqhpESYPtptV2Y0GGgUExuagYDVd0URxllm0NJElCXlaNCUXcv67wBUEQSImLp+TlmAsf0gnDOiP6+/qAfh1CQ0NFryssLAx+7p5QKdptJ6YBl7HJdTwz4Uw2VtchPyPbIVvotuDi4oKEUbFQNMvtUl9XewekI/wd9sLEFpmZmQhy82Z8ylwsMDGa3v/eBwiJCMet02faxXPRFqYUT0DTpQrbCRmCr7k409/3vfUe0lJTBWu3EMjIyIA/3AZ1A53l+UuSJOpOX8It02fYbX67sSC7guzsbKhbFFD39lndm2az108HWUMjls2aj7lxOZgXl4Nlt8y3WU57axt8SFdBTa+5IDk+Ee1XHnDmsdBqtPDy8RkiDLtk5XKbsRIinnRgUnZrUwuS4+LtcnyeIAjkZ2ajuaaOdb9N6WtKyga8UrMnMOZNcOVaPLr27zh18Ajuy5uCUweP4NG1fx+WRlXfhKwMcfTbhEByXDyqzl/EinmLcUdSPhakF+HOpHzBxxowcOAmOc455S6oQBAE5s68hRWXTAzQjU/z3w9++gUW3LMQ+Xl5DmunOdLT0+HSq2Wt3E933y9ZuRy7N2/D/LQi7N68DUtWLqfNr9Vqsf3lTZifPg4HPtlvk4s6+Hv2RJSfPo+PP/6YR8+Fh4uLC26ZOh21py8CEJaHyAfNtfUI9fZHUpL9NAVvcMjM8OEnH6HG0IP0MfTeXkKZoFIZmVor59T3hzAlMQtT7GAkbg1yuRzr/7MNkxbfYTMWTGIlJl+ASdlnDv6MKXEZmDRxoiB12kJ9fT1e/eA97H1/D6t+O4JXYavOvu4enP7oK7z41N+d4qsFFWpqajBh6mTMXDwfR/Z/DWlQEFQKpSimzvbiIgoJkiSx6bWt8EiORExyoqObQwmSJPHzJ1/inikzkZtrP99FW/j+hx/wU30ZcqdNYJyHLf+LaX4mOPPjTyiOTsZN06czbq+9YDAYsGb9OsROGYOgcPbbqULPjyRJ4qeP9uM3M+cKfhr1BoeMIYrHFqG1vMbq26JQJqhURqZ00PZr0FXfgoI8x3IngAH+hKvBiN6ubpuxYBIrMfkCTMrulSnsKmgaHR0NTz1QU2Jf7TEusFVnQ0UN8jOznXYxBgzYVrU2tWDW4rtRV1aJ5RvWiGbqbC8uopAgCAK3zbwFNScvwGg0Oro5lGipvwx/0g2jRwtkuyAQxo4ZA1VdEyuxbLb8L6b5bUHbr4GqthGFTvqy4OrqipmTp6Hq1AVO+YWeH1sbm+EPd7sfzrmxIDNDREQERvoHWf3cKZQJKpWRKR3qyyuRm5rhFNwUgiCQkZgCWUOjzVgwiZWYfAFbZat7+0D2aex6OtDFxQWFOXkIj4myq/YYF9iqU1nbgLzR9hfnZANPT09EREbi423vIjY1CZueWC2KqbOmvx/GPo1duIhCIyEhAXGBoUOkf5wFJEmi+pdzmHvzLLt7LtqCn58fxmRko+YScwkMtvwvpvltoeZSOcZkZMPPz49xW+2Ngvx8GNu70alkz7EVen4ccIKYbvcx51wj3MEYIPePw9q/mA0AACAASURBVGUrZM0VW9bhwKf7sSB9HN59eRO0Gi1rbhSdkSkVSJKErLQa4wsdq6psjvTkFHQ0yW3u9dP93RSbO5LyUVdehXcp+BBcYclrO/Dpftr2yRoakZ6UbPebLnd0DmbecRt+4qihduDT/dBqtKLz7qzFr1vVCUKtdTinkQn+tvJvOPr196gtrcDF4ydFMXVWyloRFx3jdIsGJiAIArfNmo360xdhMBgY5RGT+2mOpuo6hHr5IsNJeYqTxk9AS0klo6+L1jQEf+V5TcDuzdtQXVJGGVdbcy7VdTEajZCVVmJi8XjhOi4C3N3dcdOESag6c5F1Xj68b8u/l505B7deLbKzs3n3iS1ucMgsoNFosPrlF5B/1y3w8aP+ImVPblRbswzNP5/FU3/5q9OcZFOpVHhu03pMfWC4HhkTmGIjBqeHTdxPfnMQc0YX2p3zQ5Ik1m5cj/BxoxESEc46v6N5dwBw8ehJZPiGYu6ttwpSr5g4c+YMPj1xGAUzp4hWx8WjJ5EXGIWZN98sWh1i48133kZPsA+Ssm1v09iD00iSJA7t3os/3rkQycnOY1xvic2vvwqP5ChEJVqnPtjjuUGVf/mGF9BffhmPP/JnTv2zJ9RqNf7+yksosPL8ZQu2XOdvdn2ED3bsxITxzLmBbHCDQ8YCnp6eKM4dY/UztD25UfUXyzClaLzTLMaAAZ/AUIkU7XJuKuim2IjB6WEad5Ik0dUkd8hETxAEJowpxGWOnniO5t2RJAlFVT3GFlDOKU6HqKgo9LZxlxphgl5FB2JHjRK1DrEx5+aZaDx7CQa93mZae3AaGyqqEC0JsuspNy6YNmESGi7Y3ra0x3ODKn/DhTJMnzCJVTmOgre3NyaPKULlWfZfyejAhus8ed5syC83YYydvaJNuLEgo8C4wkK0VdTRfoa2FzdKo1ajp7EVeU50ssiE3PRMtNQ2cMprio0YnB6mcVfKWhEmDYBUKuVdJxfkjM6Bqr4Zep2OdV5H8u4AQN7YhHD/AISHs/+65wgEBwfDRWcQTSDWJAgbGRkpSvn2QmRkJLJik1B1odRmWrE5jUajEXWnLuLWm2c51csoFdLT0+Gu1qGjVWE1nT2eG5b5Y5IS4NanddotXypMKB4PZWU9dBqtIOWx4Trv2vg6EhITHeZFe2NBRoGwsDDEhoSjuYZaMJFqv9pyH/q2Bxfb1JWxtbddW1KBgsxs+Pj4iNJPPkhNSYXqsoxTXhMPr+p8CU7+eBhVF0utejKy4asw1bBpqa1HTprjJil/f39kxCficmUN67xMxh9bTg+dzhmVllxjSRUmjHUeTqMtEASB+JhRUIjka9ndoYJkhJ9THLrhi1tm3Izmc6U2XxTE9hGsL6tEXFDYVcFRdHV1xbTxE1Fz7tKQ3+k8ZBde4YnVUPDEuMaV7v699b57MG38RIcYsXOFVCpFXmomakrKec1rprzVV2KyiEa70Vyn7fyRY9jzwQdCd4kxbizIaDCpqBiNJdTk/vCYKKzfuxMfV5zE+r07B/6/9EkUz56BXecOo3j2DLy68nksfOwhfFh6DAsfewjb124aVo5lnvVLnxz8mzMo81tDTEwMiH4tejq7WOcNj4mCh4cHHlj5OD4sPYYH/rYcHh4eCI+JokxvLU5UZVteGyqoGlqQke7Yt8YJhePQXFrFOh+T8WctRlQYzH/+CBY+9hAS0lOxfu9ObF+7aUi5r/z5r+htakWOk0kQ2EJibBzaZeIo9ita5EgaZT/pFDERHh6O0YmpqD5v/SsZ0/uMC4xGI+pPX8TsGTOd/uuYCWMLxqDnsnzIV1jLe3L72k1Yv3cnEtJTsfCxh7Dr/JFh9yrXuFLdvy/segtuaj0Kxzin1IU1TJ04ES2XKvAPHvOaKSa7r8Qk/sqcZhlTU8xf2v02Nvzznw6VV7mxIKNBRkYGDKoedKs6GaW33Kfu71Pz4gvILzchdIQEUVHCTXRCwsXFBfkZ2WisruOUXwjvNq7o6lDBXU86PLbJyclw79ezVvumghjcE6rfa0sqMCY7B97ew22UnBmjomPQp+gQpexOuQIJo2JFKdsRmDn9JjRfKOO0nS4E6ssqER8yErGxsQ6pnwt8fHxQnFuAarPtXr6aY2xAVWb1hVIU5+Y75Q6LLURFRSE6MBS1JWWcY8UmzqaTqJMcfBL1xoKMBu7u7phYUIhahhozlvvUXj7evPgCDZfKMWWcc5H5LZGdkYn2+iZOeYXwbuOKxqpaFGSOdnhsXVxcMLmwGLUMCMG2IDT3hEof6fPtuxESHorisYW822tvREZGoretQxTx015FO6KjowUv11EIDw9HdkKKza9kYsBoNKLhzKWr6uuYCRPHj0drafXgoQi+mmNsYFlmXFoyWkurnV7qwhqmFk9AaMRIzrFiE+eWugZEBQQ7/CX9xoLMCgrHjIWioh5NtfU297EtdWS0Wu2wfesLx05gQXoR5saOxoL0Itz24GJKvoC6tw/9MqXTKVNbIiEhAe21jXj8tkVDYsNk39+SK2HN99KU1px7seyW+Vg2a75NbgFVW9prG5HjAI0ZKgyofTficlUNL64Enb4RUzD1E3zgwd85fNLiAh8fHwT6S9HVPvQrGV/unV6ng7az96o54MAUM6ffhOaL5YxOXAqJhopqjAoKu6q+jpkQEhKClJg4NFRUA6Cf42xxmszBdHxa1rVw2UNIjo69KoWKTcjIyMDcO+/A4X1fMXpOWIINH+/yxXJMLbaPfZ413NAhs4HX//0m1q3/B6beeRsjbRhrmicL0ouQWViA5RvWYNMTq3Hx+EnsKTk2rIySE6eR4OaPu2+/U9S+CYGkpCQkFxfgtyuXD/YXAGstHbYaPQ9PmweAwOs/fMrK++3wvq9wz8KFWLPyaacR8fzvrl146pnVmH73XE76Q/byuTy27xvcVTwNeU5i8MwW7+/Zg9YRJBIy0wZ/4xu71sZmdJ6txF8eXSpGkx2Kf29/B12BXkjKtg/X0qQ79qe7Fjm91AUdKioq8O+9ezBh/m3DvvBxGWtc8pAkiSMf7sPv5y1wav02Jvjm229xvKUaOZOLAYgz13WrOnFh3/dY87en7WIDd0OHjAcmjRuPxqpaQfhO/X1qLN+wBv6BAVi+YQ36+9TD8huNRrSW1aL4KjnFVl9fj9TUlCH95cKRYKvR06FQQqVQsvZ+qyurROHoPKdZjAHApOJiNNfUYfZvFojOleCKrg4VjKoeZGVlCV62vRAfE4NOC2kCvrFTyORIir02CP2WuHnqdDSdL7Obx2VTTT1G+kqRmOicJudMkJSUBImLB9qaWob9Tax50RKKZhn8CPerdlFrjjEFBWivuTz4pVaMua72UhkmFhQ6hSev8zyVnBSpqakIHRmOj954lzffycvHG5ueWI2u9g5semI1vHyGE6NlDY2IkAbZ1V+RD3Jzc3H24M9oa2oZ7C8XjgRbjZ6A4CBIg4NYeb8NcKDCkO9kum4xMTGIiIrC7s1viM6V4Irqc5cwtbAY7u7ugpdtL0RHR6OvbeiWJd/Y9bV1YFT01WUozhQxMTGIDxk5uAUnNurPXsLMKdOuOu6YOQiCwLTxk1B3cTgvVKx50RK1F0px04TJV3UcTQgICEDqqHg0XJEHEnquMxgMUFbWY6yDhGAtcWNBZgOurq54Yc0aHDHbx7a2F21t33r121tw8fhJ3Jc3BRePn8Tqt7cMy99YUonJRcWi9EUM7Nq1C4119fjj5FsH+8tFS4dJHvM0vlIJfCX+Nuswz3Posy9x35L7nW6xSxAEXtu6FUe//J6TrpPYmlDafg1UtY0ociI/VS4ICwuDtrsXOu2vpwf5xq6nrf2q5NQxxYwp03D5fCnEpra0NcvgoyeQnm7btsnZkZebC41Mid6u7iG/izUvmqOvuwcamdIpxcS5YmLhOLRckQcSeq5rrq1H3MgoBAcHC9FU3rjBIWMApVKJF7ZsRMqUQmxcvgo1peWIT0vBii3rBNHfkTU0Yv3SJ1FTUo7g0BD88O13SEtLs53RSSCXy7HuzVcx+b47WW8FDvZd4JhS4dT3hzAtKRuTJjqfjYjBYMCz615C0s0TEBASNORv9owRFUpPnkW00QuL5i+wW51iYeNrW+GXnYCwaP6q+n09vTjz8VdY+/Sz18TXCCoM+K5uQMjYdIRHR7Eei0zTH//iO9yaNx5FhVffCV4q7Nu/Hxc6W5A13r4aYBd++gWZ/uFXhccsUxgMBjz10vMYPW8GfCX+gpZ9fP+3uGvcNOTacQF7g0PGE0FBQUiKisHLDz3BS3yTDiYBu7+/sxU3TZ+OBx54QJBy7YWwsDBEBQZDVn+ZdV6+gqZModNo0VnfjNwc53xzdHV1xfQJk1BD4eFmrxhRwWAwQF5ahckiGe3aG0mxcVDKhFHsV8rkiI8edc0uxoCBr7czJ09F3dkSAOzHIpP03apO6BWd19RXneKiIrRV1Nn1lKpBr0dbRR2Ki67uL9mWcHV1xbicAtSVUgu1c0V/Xx/6Wzuc6qvsjQUZQ0wYW4TGqhpRyNM1peWY/ZsF6Kxvxt+fXo2zZ88KUq49MamwGJdL2Jtl24OQDgD1FVUYnZQGPz8/UcoXAoVjxqK3qRV9Pb1DfrdXjKjQUFGNxPAop9vm5YpR0THobRNGILZd1orEa0gQlg7Z2dkwXhHJZjsWmaSvPl+CKWPHwcPDQ6wu2B1BQUFIj423G/8OABoqa5A6Ks5ptt+ExJj8fCiq6gXdOq8rq0J+RrbDfCupcGNBxhDp6ekIDQ/Dx29uF5w8HZ+Wgj1b3oK/m+f/t3fe4XFVRx9+R5Z7k5tcZcuWJXdZ7g1j02tCCS2UQAqENCAJgRC+EEJIKKGTACF0CJ3QSyD0EkwH4967JKvLlm3J1nx/zFn7Sqhrpd3Vnvd59GjbvTp7dMucmd/M8PTTT5OVlRWW/bYmEyZMYNfWwm8YE/XRGoJ0gOylq5gT5Rqozp07s9/k6az8sqqXrLXmqDqqysavlnLQ/vNb5e+1BkOGDGHb1uZ3RgAoyytiaBsV9Adp374986bPYvXCJY0+Fuv7fEV5BQUr18e8PrEm5s3ej02LwuvVqYvNi5Yzf3bb8GRXZ+DAgfTp3C1s3m2A/NXrmTYpukr4eIOsgSQmJvKHP1zOu8+ZuP+tZ16kfFd5kwtKBrnw1mv44OXXufL//sBTTz3FI488EsaRtw4dO3ZkdtZUPnn9nW8U7quruGFjGmU3tYhnfnYOXSoTSEtLa5HvHk72328/8pevo2JX+d7Xwi1kbeg85mzYRK/2ndtE+nyIpKQkOia0o6x0W7P2U1lZyfa8AgYPbr4WLRaYOX0G+SvWcf71VzbqWKzv2F27dDkT00eTlJTUksOPCCNHjqRLZQL5OfUbEfWdk/W9n5+TS+c90qbO1SAiwoxJU/jq/QXNKuQcYltxCbKjPOqa13uDrBF8++ijOemsM3hq2cd06NCB+ccdFRZdT+/kfpz8vdMoLCxkwYIFUXeQNJQ5s2bx0LW3MPPwg6rMS106ksY0ym6qlmrNV0s5cPZ+UVV7rDZ69erFpFHjWBVo2RXuRs4Nnce1XyzisHkHtCmNlIiQNjSVvGY2Gi/OL6Rvz94x19OzqSQlJTE+LZ3ynTsbdSzWdeyqKtlLVjF3VuxklTeGhIQE5s+cXWMJjOrUd07W9/7ar5cyb+bsmLjGNZWJEzJ59MbbmXXEwc2+765ftpIZmdFVjxK8QdYoBgwYQHL3nuRs3BRWXc/6FauYmDGGrl27hnG0rU9ycjJ5OblkzprerEKx4WzKu7OsjO0bc5gyeUpYvmNrcOD++7Pl6+Xs2bOnRfbfkHks3JpPQulOMqOkxVQ4SRuaSlHO1mbtIz87Jy70Y0H2mzGLnGWrw7a/gtytdKVdzC5AG8LUKVMpWbeF8p276vxcfedkXe+X79xFybotTI2ha1xT6Nu3L1uzc5h+8Lxm33fzo6h9XhBvkDUCEWHu9FlsXLIqrLqenOVrmBklhemay5gxY3j+nw9WmZdw6U6aMuerFi5h5qTJdOnSJSzfrzUYPHgwIwcMZsOK8N38gjRkHld9/jWHzJ0XFdWrw83QlBTK8oqatY/i3DxGDB0WphHFBunp6STu3E1RXng0eOsXLWf/GbPalAe2Ol27dmXK2AmsXVp3wlN952Rd769dupxJo8fTrVu3FvkO0UR6ejrP3fVgs+6724pLaFe+m6FDo0//6Q2yRpI5YQIlG7dU0VK89fSLlJc3TU9WWlSMlO2K6XYhQW666SY+eO11Thwzk0dvvsOawd56Da89/jQnjpnJfVfdyNplK1n44cd7twnqI847/ETKtm3n/qtv4sSxM3n4xttYtXgpFx5zGmdeckGj9Ct7du8md8kq9o9BoevB8w5oUEHOpujq6tP1bC8ppWxzLtOntW4NpdZi8ODBbM8rrLMlUH3zuiOvqE0XhK2JhIQE5k6bybolK8LSlL1w7SamRJmouiWYPX0GOctW1Xkun3nJBTx68x1VrptBajtnVZWcpauZ00bqt9XH/fffz5fvfch3M/fj0Zvv2HtvqOn4q+0Y3bhyLVPGZ0ZduBK8QdZounXrxrgR6eyuqNirjejQsQPzj22anmzd0hXMyppKu3btWnDUrccll1zCOWefw8U3X80p55/L/VfdxIChQ8jfksPUA+by0GdvkTlrGn/6wb5mzEF9xLbiEnaWlfH44v/Rd0B/evTqxaNfvcfsIw/h/qtuapR+Ze3SFYwZNoLk5OSW/tphJz09nV6JncnZsKnOzzVFV1efJm3ll4uYP30WnTp1atZ3iFY6depE3569KM6vvfxFXfNaUV5Beel2BgwY0BrDjSomZWVRsHoDf21mbbzNa9YxamgqPXqEt9BnNJKamkp36VBnhuD9V93EKeefyxNLPtx73QxS2zlbkJNLN2nP8OFts59qdaZNm8ZPzzuPoRkjOeX8c/feG2o6/mo7hwvWbyJz7PjWHnqDaHWDTERSRORNEVkiIotE5Hz3em8ReU1EVrjfvVp7bA1lxuSp5Cxfs/d5U/Vkqkr+qvVR11uxOXzxxRdceeWVaFEZ8445cu9c1NVYPTh/RXn5FLqm4Q1tIF4Tqsqmhcs4cO68sH/H1iBUkHPNF4vq/Fy4a5SV79xFwcp1zGmjQusQacNSKagj+62ueS3M3crQgYPbzCKqMfTr14/BvfuxZvHSZh13W1asYcbkGouVtzlEhHkzZ7F+ce0lMJp6Hq9btJx5M9t22DeIiDBp3HjWLVtZ73zVNKe7du6kvLAkag3YSHjIdgO/VtUxwEzgZyIyFvgt8LqqpgOvu+dRyejRoykvME8ONL1OVEFOLkkdu7SZopsAWVlZ/POf/2R21mQevuG2vXNRV2P14Pwl9e1DL9c0vKENxGtiy9r1JHfpGdOC4czMTBJKd9ap2Ql3jbLVi5YybWxmmyxDEGR4ylCKc/Nqfb+uec3PyWVESnzpx4LMmjKN/kMGN/m427VzJztyCqKqQnpLMylrEsXrN7O7oqLG95tyHu+uqKAoiruPtBRjRo0medCAeuerpjnNXreBsWnptG/fPgIjr59WN8hUdYuqfuYelwJLgMHAMcD97mP3A8e29tgaSvv27Zk0dvxe0XVT60RtXLGGmVlT2tTq5pFHHuHJJ5/kpBNPYuH7C/jFtZeTvX4jfQb055M33+X0yfP56n8fV2msXqVpeM8edEvq2agG4jWx9ovFHDY/tks2JCYmctCcuaz6YlGteoiGHHsN1ftUVlayZdEK5u03t0W/VzQwZMgQdtQh7K9rXrdvLSQ1CgXBrcX4ceM49Ogjeb+JtfE2rlxDZsaYqKqQ3tJ0796dscNHsmHlmm+cjws//JjyXeXcd/VNnDR2Fm8982KD5nPDyjWMHZ4WF2HfIMOGDWO/+fN45Kbba9XcQc3n8NZ1m5kwOnoXAhFNoRKRVGASsADor6pbwIw2EYlq4c+UiVnc99LTpE8cvze+3xhUlcI1G5l42HEtNMLIMGLECBYsWADAU888zfKCQm69+nIOOfk4jvreybz4wGN88NJrTJi5L6u0KfNXF/nZOXQqr2TcuHFh22ekmDFtOi++8V+uvfl29jv6MP786F28+MBjVt8tVLetnrkLaSmqb1udDStWMaL/oDblsa2NAQMGsKt4G7srKkisYbVc17xu3xo/BWFrokePHmSNm8CM449g0PDGewrz1mzk4PmHtcDIoptZU6fzr9df5Kl7HqxyPv7pB7/glPPPrXJ9bEitwZwVa/juAUe0wsiji8TERD55738cftqJnP7rn/HiA4/t1RcHqX4OqypL3viA9BOit3huxET9ItINeAq4QFVLGrHdOSLyiYh8snVr82oJNYeRI0dSWVLW5IrfeZuzSe6RRL9+/cI8suhh/tz92bpsNasXt24vxpWfLeTQ/Q9oExqfLl26MGfyNNYsWd7kOWyIPkVV2fDVUg5uQ22S6iIxMZHBAwZQ2Mg2SjvLypCKPfTp06eFRhYbTM3MYsuqdY3ernznLnbkFrTZivJ1kZGRwe7C0m9cD3eW7Wj0uV22bTsVBSWMGtU6bdSijY0bNjBuclaj5qw4v4CenbvRq1fUytMjY5CJSHvMGPuXqv7bvZwjIgPd+wOBGhW3qnqnqk5V1amRNGbatWvHpHET2LhqTf0froFNq9YybWLbjv336dOHrPSxDExNabVejMX5BezJL2HqlLZTJHHunDn065/M8/c90qQ5bIg+JT87l66V7cjIyAjn0KOaESnD6hT210RBbh6pKUNjOhQeDsaMHk3xhuxGN3vesm49Y0emx1W4MkT79u2Zlpn1jethpy6dG319XLdsJdMmZEWtFqqlmTBhAu89+zI7y8oaPGfZ6zYyIWN0K4yu6UQiy1KAu4ElqnpD4K3ngDPd4zOBZ1t7bI0la/wE8tfWXZagJlSVonWbGD829kNq9XHw/PkcfNQR39CbVK89dt4RJ4alL+jKz7/mkP3mtakLVd++ffnFeefx9tMvNkmz0xCd2ZovF3Pw3HlRWZunpUhNGcq2vNpLX9REQfZW0uKgoXh99OrVi/5JvRrd7Hnr2k1kjmn7173amJo1mcOPO6bK+fj7e25ttAY5f9U6psZBDbfaePzxx1m5aAmnTty/wX2lS7ZsZVSUe2YjoSGbA5wBLBSRL9xrvwOuBh4XkR8C64ETIzC2RpGWlkZFYSm7duygYyN62hXkbqVXp25tOlwZYtCgQcyYkEXmwXNJGz9m7+sXHnPaXh3FTw48FlAe+fLdOjVO9bG9pJTtG3OYdeoPw/gNooMTjzue4oTdzDnh6EZ7Z+rTmZWVbmNHdh6Tz2zbHtvqDBw4sNEV+3cUFJEyvm0WzG0sk8aO55PV6+g7sH+DPl9ZWUnJpmxGnRKfYTYwQXq/Hklcdt/f6dFrXyZzY653JYVFJJZXMmxY/Gb6pqWlcc1f/0p+j3bc9rs/MfvIQ/Zq8Gq6f1RWVlKaszXq5ywSWZbvqaqoaqaqZrmfl1Q1X1UPUtV097ugtcfWWNq3b8/49Aw2r1nfqO22rF7H1AmZcRP2OPSAg9j41dIq4Y3aao81R2O24ouvmT99Vpts+Dxy5Ei6aSJ5W5rXFLsmVn+9lDmTprXZQrC1kZycTMX2MirKay5FUBPb8woZOHBgC44qdhg9ajSlmxvuIcvPzmVA775xlxUYJCEhgemZk9iwfFWT97Fh+SqmZ06KK292TWSMSKNwc06DNLLFeQX069kr6ttLxfd/NAxMGDOOvHWNC1sWbtjCmNFj6v9gGyE1NZUhPftU0dvVVnusqRqzXTt2ULRqA3PnxF6bpIYgIhwwew7rvg5vQsSePXvYunwNs2fODOt+Y4F27doxuP9AirbWXo8syM6yMtrt0agWBbcmQ4YMYXdpGbt27Kj/w0DO+k1MGBU/173amDRxIvlrNjR5+4K10dkYu7VJTU1lW05+gzSyuZs2MzotusOV4A2yZpORkUHJ5lz27NnToM+XlW5DdpSTkpLSwiOLHkSEww44iHWfL9rrJaut9lhj9VEhVny5mFlZk9v06nvypMls25jT4BtgQ9i0ei0jBgyOyfZS4WD4kBQKchuWrV2Qm8ewISlx49muj3bt2jE6bWS97b1ClGzOIWNk9N8UW5qUlBQ67LY+xo2ltKiYxPLKuLp/1Ea/fv1IqNjDL669vF4NXmlOPmmp0VmdP0hE65C1Bbp168bQ/gPJ25xN/5T6axNtWbeBCRlj487dPGrUKHq81IHcjZvpnzI4rLXHKsor2LpkFWf//JvFAdsSXbp0YdqEiaxevJwxUyaGZZ+bFq/glPmHh2VfsciwISl8/eWHDfpsYW4emUP8jTDIuPRRvLb0c4ZmjKzzc7srKthZUBL1Gp7WQESYMi6TFSvXMHZqVqO23bhqLVPHT4y7+0dNiAgjhg5D2yXWey/ZvrWAIUPqr+0Wafx/NQxMGDWGnPUNWyUWbsxm/OjoTr1tCRISEhrUm7EprFm8jMyRo+jbt2/Y9x1tzJo2na3L1zS63EBNbCsuobJ4e1y1sKnOwIED2VHQME/FjoJihgyK34KwNTFs2DC25dQf8s3LzmHY4MFtKvu5OWSOH09RI6UuAIXrNjGhDRS8DhcZw0fUW7pmx/Yy2lVqTNQO9AZZGMhIT2+QuLWyspKSzTkx3V+xOWRlZSElOxpdjLMuKisr2fz1Mg6aNz9s+4xmhg4dSs/2ncIi7l+7eDmzJ00jMTF+HeXJycnsLC5tkOSgrKCIAQMGtMKoYocBAwZQuaO83jB63sZsxozw4coQqampVBRvb5T8YNeOHVQUbYvaxtiRIGVISp0t0MCSSUakDIsJqYE3yMLAXnHrzp11fq5wax79knq3aZ1TXYR6M67+Mnxeso2r1jCsT/+40VSICPtPn8n6JcubtZ/KykryVq5l+tSpYRpZbNK+fXv6bsgDvgAAIABJREFU9epNSUHdF/WK8gp2l+2MiVV2a5KQkEB66nC2bsqu83Pbc/MZnpraOoOKARITExmbnsHmtQ0X929Zt5GxI9PjegFVnYEDB7Itr6DOiEFRbh7DY6R2oDfIwkC7du0YOSyVrRu31Pm53I2bGZsWP5XQa2LGtOlsW5/Nju1lYdlfPLX7CTEpaxLF67awu6Lh5Rqqk7tpMwN69PYeH2DY4JR6My2L8wsYlNy/TbTjCjfpqcMpyKk9MUJV2RYjGp7WJHP0WPLXb27w5/PWb4rqxtiRoFu3bvTo3JVtxbV3XyzLLyJlcGwce94gCxNjRmaQX08YaVt2Pulpaa00ougk1Jtx1VeLm72v/OwcOu+G0XGmyevevTujhqayeU3jewmG2LRsNbOmTKv/g3HAkIGDKC2ou2J/cX4BQ71+rEYsbFT7/JUUFNKre0+6dOnSiqOKfkaOHEnJ5twG6UFVlZJNuXHZA7Q+hg1JobCOTOnt+bFTO9AbZGFieGoqpdl1rxJjoVJwazBn1iy2Llvd4FIhtbHmqyUcNGduXGYczZg8leyVa5u07Z7duylev4XMCRPCO6gYZeCAAewoLK3zM6X5hQwZMKiVRhRbDB48mG1baw8b5WfnkjbUX/eqk5SURJ9uPShqgKa2KK+A3l27k5SUVO9n442hgwZTXMuCYNeOHSRWQs+ePVt5VE0j/u5kLcSgQYMoL9pWaxippKCQpK49or5ScGuQnJxM+pBhbFixusn72LG9jO2bcpkyue00EW8MY8eOpWxLfr26xZrYvHY96SnD4lbLWJ3k5GR2FNadabmzqNSHd2uhS5cu9OzardawUUl+YcxoeFqb8RmjyW5AHbec9RsZH+WNsSPF4IGD2FlY87FXmJfPkEGDYkLQD94gCxuJiYmkDBxUq5Yib0sOI4f57JgQ82fvx6ZFTRemr1m0hJlZk9tkm6SG0LFjR8ZnjGLz6saHLXNWrWfaxPjqW1kXSUlJULGH8p27av3MjsLiuOg921SGDh5CYS06vJ0Fxd6YrYX0tDRKt9RfmLg0O4+MkXXXeotXkpOTKaslKadoawFDB8SO1MCna4SR9NThvPfFQgpyv3lhyl6zjpmzD4rAqKKTUaNG0f7p3RTl5ZPUt3GZa6pK7rK1nPGDH7fQ6GKDKZlZPP7efxk+tuGtpvbs3k3JpmzGnOpb2IQQEQYmJ7Poo0/pXIMHu7JyD+0qTbvnqZnUwUN4eeHHlJVu/8Z72/MKvUFWC8OGDaM0ZyuqWqsXx8td6qZ3797s3rmL3RUVJFarc1dWVMygcbGTSOcNsjAyfeq0Wk+qsWN6x3UBzuokJCQwd9oMPlqygqS5jTPIcjZsYkCPXjEj1GwpMjIyKHvyMSp2ldO+Y4cGbZO9fiMjBg/1ofNqHH7Awaxdt7bW9/sdNTpmwh6RYGLmRHbUEj6fevBhdO3atZVHFBt069aNvj16UbQ1n17JNRe2LsoroHf3JH/O1kJCQgL9+/ajpLCI3slVvdjlxdtjyrPtDbIw0r9/f44+8qhIDyNmmDplKi/f/DZ7Zk2lXSNq62xYvIKjZsyK+xtkp06dyEgdTvaGjaSMbFix4Zy1Gzh4vA9XVmf8uHGM9xXQm0zfvn39ta+JZIxIY+OW7FoNsrwt2WQMj89i4g1lSP8BFBV80yArizGpgdeQeSJG7969SRucwpZGFEcs37mLbZtyyczMbMGRxQ5ZY8eTu3Zjgz6rqhRvyGb0qIaHOD0eT8syYugwSnJrz7QsyckjbVhq6w0oBhmY3J/Saok5u3bupB0SU95Z7yHzRJSZk6fy3CfvMWRkwxIeNqxcTWbGqLgV81cnIyODx//zQoNqkpVt206vzt18tXmPJ4oYMmQIpf/Jq/UcLs3JY/Dg2BGmR4K+ffpSvrpqbcttRcX079s3piIp3iDzRJRx48bx8HNPU75zFx06daz387mr1nPIQUe2wshig969ezN/6kyy19bfS7UrMO/gQ1t+UB6Pp8EkJyczZeQYtq2tOdtyysgxJCcnt/KoYos+ffqwq6RqQklJYTED+8XWvHmDzBNROnfuzPj0DDatWcfwMXVnw+wsK6M8v5iMjNjJmmkNvn3U0ZEegsfjaSIJCQmcevIpkR5GTNO7d292lm6r8tr24lJG942NlkkhvIbME3Gyxk1g65r6dWSbVq8jc9QY2ldLbfZ4PB5P/NKlSxdkj1JRvq8we/m27fTp1TuCo2o83kPmiTijR49m2zNPUlJQiNTRBil31ToOOuCIVhyZx+PxeKIdEaFvr15s3byF7knWJmlncWnMtZryBpkn4ljD8al8/doHdX6uX9duvrmux+PxeL7BuIzRfL5gIVvc857tO8Sc9k4a0mk+Wpk6dap+8sknkR6Gx+PxeDweT72IyKeqOrWm97yGzOPxeDwejyfCeIPM4/F4PB6PJ8J4g8zj8Xg8Ho8nwniDzOPxeDwejyfCeIPM4/F4PB6PJ8J4g8zj8Xg8Ho8nwniDzOPxeDwejyfCeIPM4/F4PB6PJ8J4g8zj8Xg8Ho8nwniDzOPxeDwejyfCeIPM4/F4PB6PJ8J4g8zj8Xg8Ho8nwniDzOPxeDwejyfCeIPM4/F4PB6PJ8J4g8zj8Xg8Ho8nwoiqRnoMTUZEtgLrIj2OOugL5EV6EDGMn7+m4+euefj5ax5+/pqHn7+mE+1zN0xV+9X0RkwbZNGOiHyiqlMjPY5Yxc9f0/Fz1zz8/DUPP3/Nw89f04nlufMhS4/H4/F4PJ4I4w0yj8fj8Xg8ngjjDbKW5c5IDyDG8fPXdPzcNQ8/f83Dz1/z8PPXdGJ27ryGzOPxeDwejyfCeA+Zx+PxeDweT4TxBpnH4/F4PB5PhPEGWRtARNJFpHOkxxFriMgoEZnsHidGejzxgIh0EZEO7rFEejyxjogkisjgSI/DE3uIiL//h4lwzaW/CbUNDgLyRaQTkKeqL0d6QNGMiIiaeLIY+IeIPAAUisiLqloe4eG1WUSkHzAVWCgiu4GcCA+pLTAEOFREXgY6qeqKSA8o2hGRdqq6J9LjiDSqWgkgIqcAZar6XISHFHOEFpWhuWwu3kKOQcQI/u9WAf8Ejga+jMyoop/QvDljDFXNBjoAfwBe98ZYyyAi7QBUdSswCbgfeAhI916yxlPt/C8BpgPvA6f7+ayfkDEmIlNEpH2kx9NaVD82RGS6iFwBHAFcKCL7R2ZksYs6RGSMiNwjInNEpEdT9+cNshjEHQOVIpImImOAT4FbgLdUdXOEhxe1BOZtsIicICI9gQuAjUAX8GG0lqCaN2Ih1trkBlVdHjKOPQ0jtKBwx/EAVS0ACoC3gQfdzcFf1wPUYIjMEpF/A9cAfxCRlMiMrPUILkQDXAb0VdUzgauAE9010VMHwfPLSQbOwuZvJTAfOKWp+/YnbowQ8jKEHovIr4DngNOBS4E/AjOdpd5RRPpEaKhRRfWbk4hcCjyIhXl/jhkId2EXZ4A2f3FuaZwHRwLPDxaR50XkMuBN7HhNF5H+ERtkjOIMsc5uLl8RkXOAm4EngTNCn4nkGKMJF57UwPOxwJ+BF1X1YCAX+H6kxtfSBENqItJBRG4Qkd+KyGjgImCEM9ZeBtoBJ0VyvLFAINTbGegJZAFrVPUvwOvAIBGZ1JR9e4MsRgi42Q8Ejgc2AeOBD4DvAmOBxzEj43lgcmRGGl0ETp4TRCQD+Bo4DPMoHAn8SFXvBXqIyNvAdO8lazohfZ7z1PQWkUOAE4DfAj2A64BXgIHAt0TkjyIyLIJDjmpqWFCMAu4BBAs1TcCuA5sAFZH7ReS8Vh9olKKqe5wBe7a7Sa4GXgXS3EeeBoa1tXBd6LgJGaNOv/kg1nT7A+BvwBrgKyxKAHAvEPfauurU4GE9WkSeA64GKoCngBIRGQ98jmljj2nS3/IRg+jEHQQSMCj6YCs7gEuAbcDlmIW+HjhOVWe5FWBFPIt73YovNG99gZ9hBuvFqrpWRC7GbmSvA7OwC9EqoLeqLo3QsGOaanMuwPnAYODfwBfAae5nAnAosAX4CbBVVW+NyKCjGBFJVNXdgeezsNDkCuAfwEeq+k8R+RZmkD0H7ALOBf6mqmtbf9SRJ3gcuuezgNuBlzAj7HqgHDgWeENV3xGR04FyVX08EmMOJyLSWVV3BJ7PBg5R1T+KZeO2x6IBKZhhejPwFnCQquZFYMhRjQQSQJzecALwY+AvwK+xxMgrsOOpA3asDcXu3Ssb+/d8lmWU4lY2KiKDMG9XDpAMvKCqhSKSjBkTpwIHAAUiMkRVF0OVTMK4w7nn+2GrlOeBicB/AjepBOA1oBuwA9ihqrlY+MLTSNyxFjLGBgCjgIuBMapa5Lw6map6gIhcBfxFVQ8XkT/E6zFaG86YPQlIB64UkS7AbUBvYDPwLvAAcJKI9AZexHQraS5L7sLQfuJpbkM3zsBxOBnzXhRgnsTd2Nz9ALgRWAacICIfAP+K9blykpZMbLFzjXvtN9h3v859bBumNb7GPX4W87YeFzTG4u3YqY6by2RV3eI8rB0wA2wx8Ay22Pwedl/pj8kFFgMz3Xarmvq3fcgyiqghPHEq8F8s1PMFdiEeJyL9nAHxMfAo0E9Vj1LVjaFt4+mECs1b4PfhWPh2qKrmYCfMCBHp6U62D7ATqg/wS1X9IjIjbxu48OR0EfkXFk7/FPgMOMp9pBemb3wC6IgZa6HtqujN4hnZJ7z+EBguIunYomGzqn4bWzycjZ33FcDpzgC5JliyQGoWcLdJxPS0R2LZu4hIJxH5GxDyui7HPLUPYZ7yvtgC9zPg76q6OxDWi8nj0IXKrgAWquo1IjLSvdUB+I2qvgSgqsVAEvBLzHD/P1Vdr6qrg/uLl2OnDo4F+gGISFfgJkCBp1wSTT9glKrOA57AtJtfAjeq6qbm/GFvkEUJQS+De94emAEcoaoPq2oF8AmQjYV+wMTRR6rqLW6bdsQZ1eYtdEEdCTyrqpe5549gN7bDAVT1beBoVb3CC6AbT/XjzK0gz8OE0rep6jZsRXmYiPRU1Q+BXwF3quqvVPXLgNhY/Q3ACByLE4FK4DtYWYtTRGQBFq48GuiEaYCK3PGfC+GviRSthL6niHwXO+e/VNVPxETWA4EkVZ2jqgvdsTUaeAEYhkWFclR1maouC+431o7DgAFZgXkAjxbLun/BvT4Ck7SEPj8CC2l/DfxeVZ9qxeFGPSLyJxH5jZuXHBGZgM1rb+BmZ9ACDADSROQ1zMC9SlWLVbWiuUa9N8iihICX4X4ROQ2L9XfEGRGO3ZhosFKsCOweVS0TkQR3YY47Qaabt9EicjfwJxeqKMVuVh3dx9phruZRuDB9UGfhaRwBTcUMp9FLAvqr6sOBjy3AhOY/d9u8p6qvue3ixoNTF845uNe7K5YdfTcWav8Y06tkYbqnHCzEdDsmJl6rqg8E5zFe5jTwPb+LJeVsEpGfYuUGSoCeIjI0sMla7Ho6C/iBqr7RmuMNNyLST0T6hObBGZbvA/Mwj+DrIvI94A7geyLyMxF5BPgdVjj8GlXNqR6RiVfcghIsfHu8WOmPozFPWRrwHnCI++xA7P7yO+CPqvoLVV0eXGA2ayxxcg5HHVKtWrSITMS8Cg8AqZhQ91JMFH028ENMCH2XC8PFJfJN0W5fLDz5AGZ4JWOGbClmfPXAwhknqur21h9x7FPDnI/FQkBfY16Hb2Fu/Q9V9U6xzMokLJN1t3PzewJI1SSIPkCxqu4WkeuBe1X1axE5AZitqr9y8oX5wCuq+u/AfuJG7yMi3Zz3NfR8FBaaPBmYjRmw7wMZmJ7nViw8fh/wprokierHcywhJsy/AFtgLsX0TC9jWrmDgDLMQ/YstpjvhumMN6rqY4H9xM1xUxsicoyqPuseJ7rz73KsJuX/uZ8FwHYsLFkBzAUuC3oXw3k8eQu5lZF96cghL0OoPEUiUKmqj6nqNVhLlJ7YQXE8JsK8OmSMxareoakE5i10EzvcrWQSME3Yw8BjmDB/NZaK3AmbN2+MNZFgSDiwop4L3K2q38Oy1y7HMn8PF5EnMY3KElXNVdWCeDtWG4Ja4ok4z84rwBUikoZ5wtLdx7KBTBE5zskWzgkZY1KtrEFbR0RmYEYIItJXRGY5z9Br2PH2Jnauj8Z0tUuA3wCvqeprbcEYA3AapeWYsXUbdo07GvOqfo1FAdphRtr1asL060PGWLwdN7XhtGGnisgxInIYcL+IHKuql2NSoRFY9mkmdh5ehGWlHlA91BvO48l7yFqJ6i5NsWy0hzCx4NuYAXEq8D9VfUmspcXTqvp5tdV03K1sgt/ZrRB/AczBNHUPYd7Dh1T1AxH5M7BYVf8V6xffSFLtmOuCZWrlYDe7NOD7qnqie/9dbNFQDIxW1a8iM+roxd0INXAc98eqexdhIciLsOtAd0wD2RfTQ70EPBHyDMXbMV3t3H8OK08zBguHJ2HesZexa0JX9/wZVf0gMiMOL6HvH/q/iyV6rMaOmU6q+gv32olYTbHBwAC1Mhf9gwv4eLtv1IeIzMHa5q3HSh/9AsvK3wKcq6onici1mHf15cB2LXYOeg9ZK6EOEUkXyzY7C8vyOQTLnjoGS2G/0MX798da+gS9QnF5Url5GyIit2ChsfWqOhcrYtgPy5g6RERewjQ3i912cXPjCjeBY24WVth1E6ZfvB7rblAuIj8Uke9jF7QyVS0PGWMShwkmdaGqle44nigik9yNMhcoUBPlP4Udu6swwf4mzCN+r6puCyzo4uqYDhhjnTBP2HeBC1X1h9hi9mjgBizL8EvM27h3QRDrOqnQ9w/835/CvDZPAmUiMl6t5mQ/LIT5IvAvt81enVg83jeCBL30Tqt5ELABm7Odqvo+Vrz6AswzNlBEDgauDBpj0LLnYEwfrNFO9ZuSiJzJviKFSZj2BswVOgIoxPRi96jqfLVmzHuJl5Oqhnk7GvPQfIWV/xgsloX6OCa2/ByrrXOLWvmPz1t5yDFP6IIV+D1XTGB+OXahelKttMLHmIH2S0w/Nh+4onpIWOMwwaQ6QWNATLR/JfB3LFRyKXA3Vt5iuKr+D8sYHK+qBWrC609dWDMuF2IhRGQ6cC2wDisDdJZ761LMU/syVqOtm6q+oQGdWSwasNWNSBH5iYic4Z7+Gfi1qi7AdGO/cMfVdKCdqm7UQEHSWPz+4aSGyFQidt06EBiHLX6GiMhQtTqVn7s5Ow0rHFwS3E9L4w2yFkT36cRGuJd2YDXD7sUMiCIROVBVF2JGRZqqrtJ92Whx5WUInDyheRvnLk6dMbHqq1jfSQFmqepH2EWpj6ruVNVXIjPy2EYCWY+BG/8tWBX9w7BsrYvc63dgYaEeqnqZqp6pqsu8TmwfUk3v6OgJdFbV/bAmxN/HjIhVWLFSsAXF3YH97G1D1TojjyxStV9vophOdAg2R2uwhcBPgO+IyAGYxGMZgKpeoKpFERh22KnmnQaTZvzcHQ+PAf3d4v5hrNbYWuBgrVbGI56pvpARq093EXCgqi7H5nQU1rXhQ+AFEXkUaOeMtg0uRByW7MmG4g2yMCJWByf4fD8ReQG4VKwJ8EfAf0Tk+6paiGUE/chdwO9UV8AvRLx4GcRSiYOrmHEi8g5WvPD3WKbLOmCKC/UsxQTk3bGimK9GZuRtA3fh6SgiV7kwZD+sLcjB7v1bgGQROcHN/4+Cq3DxZSyqELihfktEHhaRk935vp+IfIkVJJ6JLTT+htU8ah8yKFr7JhBp5JuJTr2x7MAZmCejAPgfMNVt8g9M81OEXR+q7CfWqL6YESt/9BB233gCM9xfBUJ1FV/BvvdG4AJVvUtVd8TbAr42ggsZsZJIobqdBcBYd795G9NqzsZ0yM8DN6jqDzVQLLi1z0Ev6g8DIpKKuc8r3M8lavXBrsbCk4XAX7Fw5Trgj1hoMg/I0ED/xHgKT4gJm3+L9VX7Clitqg+J1dBZq9Znbj0mttyD1RF6DCuQOdJ5Fj2NREROwvVFVNV17gZ4OxaO/BQrFXCUe22hqt4qIkdgc+77TtaAuDI27ubaEQst9QfuxEJsizCN07WYoXs5JsA+Q1XLIjHmaEMs4/yPWE/O67BM8xTsZrkRM8I+V9VrRWSQqm5228VsokP1sYtljj8LvKOql4nIjzA98blYv9JS93OPqr7ltokrA742pGoiUics0eHb7JuzJ7Bz70vMwL0Xy8a9RVXza9pPa+MNsmYiImcDP8L0IPdgoucNmNB8EjAcywq6GRNcdsBOrg+dbiQuEZHvAP/E2pm8is3R9Vhyw2+w9PXdwHOhMI5Yb7bXVfWziAw6xhErHXAxdnFajulObse8DxcA72AZq0Wq+nOxOk8vYX0ofdmQehCRbkB7tV6zf8c0TWc6j+PL2I31SCxDeKmq/iOwbdwsxKDGOow/xxZc92BlGyZinqGOOH0UJvm4U1W/dttUyVyNVVyI7LeYcfAeVuD1DFX9lnv/Wewe0xFIV9U3IzXWWEGslMVNwPdU9WMR+T1WFqQYM8qOwerT3ayq5W6biJ+Dvrl48xkJPK6qdwKIyB+xitFDsKKkyVhbmd6YAXI9cFOk//FRwEdYevGjbi7eczH8i4ErsYvTLCBJRN7E3PXXx+pKONKIlQv5NeZh+JN7bR5mHAzHQkQ3YAbZEhH5jqo+JSJHqer20MUqGi5a0YDzGK4IhW7dwuwsTJKwFvOE3SAi41R1kYh8jBloT2IZcqH9hJpix8WcBsJJe8Q6aczGNDxfYvXtVqvqGrHiw7uwMisdAFT1juC+YvFaICKnY0bBJ6q6RUSGYYke72MG1x8wffFRIvJrTJ6RCGxTS/La6PYTs17BlkJEjsLE+K9ihcLfwPqWfoyFeX+qqt8XK9Nzh6qud9slqMuCjtDQ9xKTMfdoIKBXuAuLS09yF9cCTISa4t57AbsRngvcqqqLouEfH0ncPG3AYvd7vQSqeiMwBbsw/QozbP8E/E5V3/UXoKajVlDyHWCDiKS4lz/FDF/FQsbPYVmrr2M6J0Lh9EhpKqKNwHk/EZftJ1ZpfzqWNb0eC5W0xwyN+5weqCfW1ie0nyoJLG0dETlIRLoHdKKzsCjCgZjRtRCTcxzlDLW+wBhnrN4RMsZiWCc20S0sj8CucaHiouXY+fYylixTgpVDuRczLr6FNQiv0uotnq+FIjJCRP4qIr90oUlEZApwOlagehbW9eYGrA/sSVgSTaGYznu3qq6XfS0Ho2YuvYesEQRXJYHfK0TkC6weznogH3M7/x/wN1V9QETeUNXQyiauPAy1rORCN/erROQ9EZmjVgcG7CbW3WnJEtVV2PY0jmp6itDjl7ELU46I5KrVt+oNDFXV34nIcOBQ4Fh1Das9VQkcy88A14rIfpgWtAC4EWu7cjFmXNyDVd1fpKo3V9tPXFwDxEpWXIYtsr4WkcfUms1nAWdi2eWbgP0wfehvsTpbHbDaYlWumdF082wkvbGSJgfAXuH+QGAQ9t2PwzKZv8ASPr7CDFVV1cXVQ7zxivNEn40t5udg95KbsEhUKWaMZQD/UNVVIvIGdpzdpqovBvcVjcdSTK42IkXgBjfG/Q5lx9yH9Z9Mca+dA7ylrjt8wBiLq2w0sf6cl7qbPiJylogMVsvqC2UE3YqJ9hHLRB2MhTLxxljTEJFJmCg/lLEWupmtwjximZjgHMyQyHbvr1HVf6hqbqx6IlqC6nMhIudj2ZEl2Iq8DLvhFmFan/mYZ7cSeBo4MB7nU6xkxYXAArUC2JWYZxGskOkTWBHT4zAR+6dYnbFsVT1LVVe3hQWs+w5vAk+KyEUicjEmExjpvvP7mIE/EwuzpblIy7PANBFJ9sbYXtKAp9Qyv2/BDHswQ3YycJQzereK9X+9GVsMfAbRX0oq7i4SzUFEThKRfwGPixWSC2lqSjHvw2VYOm0KZmhUIRot8pYgcPNZgWnsJokVcp2GuY0ldIFRq6szSEQ2YM2Bf6uuGJ+ncQQuNguBP7tQ2ffdewPc6vIzzPtwqFjng/Mwj25wP1Hlxo8UUkM9MTEBdjpwiqqejmVQZ2Ihpi8xAyMNuEqt1MUbwINAYmABFxe4heg7wCqx9lu9sdpPYLqpYiypJBV4SayVzQvABBGZ5rxCMW2MOULXwyuxbPx0rCn4iSLyK0zz9BRWBuV4dUlManXFzvTe6ir3lLuBdLE6bDcBqWJ61y1YZvNOEXkAc4osdPeSt7CadVEvEfBZlrVQPdQmIhOwmPTZ2Em1Xp04OvCZn2GrwU/c85hf3TWWGubtaCyr5RXsYnNO4L1EVd0tIuOAIar6n9YfcexTLTwZEt8/BExV1dHu9aeA5ap6iYgcAvwUCxf9OdovUq2NiCQDO9xCK5id+hLmDX8A84DfKdZe5SbgUFXdLCID3c0h7s7/msLkYg3Tz8WuAUswmcz72AJ2N5btNgq4LGR4iCWbfKIxltkr1p94NvCKWtmjMViSwi7ZVxbl90BXVf2tWImLi7EesbcE9HVesE/t8yAiP8AMrPuwDPELsTm8BzumRqjqe9W3iwW8QVYHItILa2m0kH3amh+J1c96FjhfVRfUYIQINrdxeVKJSFfM8/KBqr4t1ij9SOBNzBvzNq73YQSH2eYQyzI6CTMYPsBaS92iqq+JSDfd16BasIy/kMHh9SkOERmJGRAvYN6dCzGtyj+xkEgClojyMhaePAbz7P5SVde4fcRdXSgXJh+iqs+7MHlhwMA4FtP2XIrN34FYKOkQdZlu7nMxrRkV68jyV6z/4eci8iDmFVsOVQpffwj8vvp56d6LKyO+IYjIGFVdElhsdsOOn7+r6mdiBcLPxarrPxrYLrQoiJk59SFLRw06kTMw/cd5WKmKF4EMsWauOVj68Ynu4xrYLpTWHRfGWA3zFiremgAcI1Y77Dpsvt7Bwpb3YUJWTxMJzruIdBeRP2NZqa9jxu884CrgErGsytki0jlwfJaFlqyKAAAUVUlEQVSKwxtj+1ArY7EWGAsMwAoSd1LVF7DMrelAJ0z3eCq2sDg2ZIy5fWis3ACaSwPC5Odg7Y22YYuFLmotzk6oZowlxKIxFjwPVXU1Fn48RkRm20u6LHQ8BObqZqwsEtUWSXFlxNdHHRKhbZi3+qfOI12qqn8NGmNQJfEuZuY07g2ywE0p6OGaBVwNnKuqZ2Ip60dg9WH+4FY4nwHzRWRi8B8eS//85uI8K6EQRbJ7eTMWDnsc04b8GMs8ew/LMvo/4GRVfaP1Rxz7BHVNYv3ZOmOasH7AKlV9ADOIT8D6tb2KCdDbqeqO6sdqPB2vNVHNsA09fhnLfssE7geyReQIZzCEvI7vYk2er3LbRrVYONwEjsM97vq5G8sMnKqq17vj6u/AcFVdgoXHRwFd3XZVumzE6gI2cP2bI1b+5B5gIHbd+0ossSH02ZBu9hG1fsbB/fjzsOrzCeyTB32IZUoGy+88hRn65dW2i2mdpg9ZOkQkAxMCPgGsxlqbrFNr0zEeE58ejmkg+rnP3AtcV/3i0lYJuIxvAu5T1S9c+PYf2Ap4M5a2PghLargAq8Q/AJvbMar6eWRGH9uIdTZ4SV09IhH5MeZxeAvTUezCstVuU9WVYgWKt6nqX2M9FNRS1BNmOw3L+P03MBQ7jk9wx/9I3VcQNq49G40Mk3fXNpCwEwyBiZWu+Avm8VqDhbqXYMkdz2H9OHeyz4ivcT+epkuE2hJx6SGrwRqfh61sCrDCmL/EwpTjRWSEWquO/2JakVLs5HsDq3oeL8ZYAs7NjhUuPNY9Phr4t1rG2bexSu8DMSNsHmbAvqWqO70x1ngCx+r+WBYRLgQ5GTjevXcKdtFfCnzXvXYblt2HWuJEXJ7rNdGAMFsoG7UjVsRzIZZWnw4W1gwaYvFyUw1DmLwklj0YYhm2hEJn7uWRwGNqZT12YPUnV2P3h5Vq7Y8urW6MhfbTOiOPPsIpEWqdEbcOcXWRDlxEQ27mU8R6qFUAb6jqX4A7gCTMC/YlrkaWqv5RVT90264CDlfVmyLwNVodMRHldVgYF0wLtlsslb0H8B0ReRJ4BHhYVT/GwmZjgT+p6j0RGHabILASvBWYK5a11hdbGPwBmIr9bz7DjtddIpKkqjmqml39mI9nGhFmG+HCbF9gx3Ciqv5JVZeH9hVPN9Nwh8lb/Qs0kdC54+4T3UNeZrGWRn8TkZOdofWJiLyElflZgxllt2HdGggdN23NeGgKXiJUN3FTqV9MZNkeeFtEBmHehlzMMzYU2CYiw1R1nYhsx6ru343TPLh9hHpebWj9b9D6uJt/uapuEJFCrEjh/lij3+6YB+FdzCt2ERbrv15EXogXY7UlqO6SF5ELsGKjW7Dw8GHYxepDbNX4I8xjeYeqLgjuq61dsJpDYCF2FHCSWL2iszHR8CGq+hpW9ymU9fYC8HYozBZvIaYGhMkfBI5zIdyP3Lyer6pXt5EweQdMCnAIVlvuz2LFRodj2qY3RGQPlgRSiiUrDXA/G1T1weDO4unYqY1AqDcoEVqJFcb9Nublv5Z9EqH32CcRGoUVF26ztGkPmYikishvnbByKXC7WCrySMwr1kmt+N4y9/wiEbkLE/PuVtUiVd0Ux16GecCPRSQL04hsw9pS9MEaAU9Wq7n2ZyyV/Rngv2oZaZ5GIjUXIu2JZfadrqrfxm4Ss7BK8AXA89jxfIeqFrlt4n4lHiKcYbZ4uaHGe5hcRNq7RdAV7qWHsMK+HTFd4SZsEVqAtcX6BLuXPgu8rqo/CRgecX8ueolQw4nJE6YhiFVAvg9LWy/FPF1bgQxVfQerqj9BRFLU0q/vwFJp31PVw1R1a2hf8XIhroH7gY8w79cuTOC8HRPvt8c8M6jqI8C1qrq/qj4ZobHGPAEPznQReUxEjlTXfot9mr2bsLDwu84Lebaq/kpVi+LNcKiLeA2zhYN4DZO7aFpnzAszFJghImOxYqNglfS/xLLIS1X1YGC6C7mdpqoHqbVI2qtTjLdjJ4iXCDWeNmuQYSuZi9TqkxS7MOPxWGuFTFXNBv4D/BHAXYRfVNX7IP7S2GtCVfeo6nPAx9jqdwvWZ+4DbGWcIiIhoXPct/doCqHjzN0M2ov1SbwEMxCmuudXAj93N4cMYLWIDHdenPUBXUbcXvxDiMh3RKRz4CbwY0wgfCEwCfPg9AiF2TBvx/mqejXwHVV9OVJjjyQ1eDEuwIyuUJj8KyxysA0Lkx8I/AZYpqrXhryzENNGyEWYsdUbCC0sZ2DG6ExgkKq+ikULhorI69icLFJX5DpgiMV1bT8nEdrfPR4kIvdi599rmHMkJBHKwxb5IYnQdYF9hBZVG1R1Zyt/hYjQJg0yEemEZbwcJyIniMirzmPWHXONXiZWN+tVoESssnwV4v2ECqKqN2Lu5V8DB7iX/4yJMFdEbGBtgMBx1tv9TsbKL9yNpc6Px5pWX4UZFaqq89UagYdq8mgM3wTDQryH2ZqKD5NX4XbMOLgEWIB1FNmDNY8fiFWDB/g9LiNQVX+tgVIe8Xzf8BKh5tNm65CJ9RE7ELsgf4qF2c5V1cOdtT4Ia3eyOILDjBncSXYRJigfG88XnuYQ8mQFfn8HE5YvwhYIRVgY7SlV/VBEfoLVbzsvKJQW3+6oRsRaHz2CGV89gNOwhWca1jdwBRZymwfcGTQo4tmoFZHp2ILrflV9SUQexgT9D4nI8cBNqjrUfXaok3m0uXlzi/nrMMPsJcwY/QB4FAurnaaqqwKfj+s2eSGcw+PbmDf6TuzcewgzwmaI9fl8GEua2eBCwwcC/UJRKU8bNsiq47xgl6nqxSLSS1ULA++12UJz4cStnMtUtSLSY4lFqh9n7uJ/K+Z5OMT9/B1bLEzBDIhuQF+N4z6JtVHDfIayUROw7hCHYVX3P8TCvj/CbhR7PTvxiOxrdC1Ypv1PsXl7AZN6FGOhpXuAH2A32sOxWm1rQwsKaJvHoViZn6cwzfFrqnq/iHwL6K2q90d2dNGJiFyP1WP7KPBaH0x3/AtV/UpELgZGqeoPatjeLzBpoyHLECKSKCJdROQkzMWc4FZ0he79ULzfG2MNwGnxvDHWRNQE5kkicoZY2vcQzCN2DnAy8De1ukaLgHwgRa1PW1z2SawNH2ZrHj5MXjdqZU8uA3phhjyq+rw3xmrGS4TCR5v3kInIfCwkdJuqvh/h4XjiiBo8OMcAx2D91/pitcQuwlbiF2FeiOlYOy6fJFEPPszWMHyYvGmIJSwlqerH1ecw0mOLNrxEKDzEg0FW5SLiw5Oe1qAGYywFCwNdo6r3upteBZbll4GJ0QuAvwTDk/7ib/gwW9PwYfLm48/DxuMlQk2jTYcsYZ8rtKYwh8cTTkSkj4hMgL3hyTEi8oiI/AzL7rsBS/0GMxyOB95X1ZuxEi1nq+qaeL8B1oQPszUNHyZvPvH83RuDlwg1nzbvIfN4WgOXNXQskIXVtusC3IzVcBqGhYgOAF7BOhp0AWYDP1XVLYH9+NUjPszWVHyY3BNJvESoebR5D5nH0xqo9ftbgHU02B87tzpjjXJPwlqq7MEqU38X01icHjTG3H68MWZGxV6vlguzHY55dRZjYcgOWIX9451H8SHgRrfNbnHEuTGWghlg76rquVi7qImYd3YZ1onjMOD2kDEWr4kOnrDxrqqeFjLGJM7q+jWXuGku7vGEkxo8OLOAn7i3u2CFEYuBy1V1igtfXqCqN4nIyVi4bbu0jSbMYSUUZgO+hRm5lewLs00HrlDV90RkPJCKhdnWY619QvuIC9e/Ky0wSFUXhsLkWIbge8Dj7AuT34sZYk8Dp6jqyyLygrqaWqHjOF7mzdMyBCVCqlrpF5iNw1uvHk8jcUbUXg+Oe/lnWM2razBx/mGYx2a5iPwVE04vd5+9F/iOu2jFvTFWfRXtwmw3AHOAv2DlB1Ix/djxwAARuRbIVdVrnDEWd7gw+aHA6U670xf4P6zifAlWS+tuYIzTMZ6HeXC7AgSMsQRviHnCiTfEmoY3yDyeBiIix8LekFiiiHxfROa5t9cDn6rqIiyslom1XPk58KKqHqiqL7ntX1bVH/qLlg+zNQcfJvd42hY+ZOnxNACx6t1niMguIBv4IdAJOEtETsNKWBwoIrlYBmASMEKtGfFbbh9xJTCvDR9maxo+TO7xtG28h8zjaQBq1btvxXRMDwArVPVHWFjoROAxQIEnMW/FZc4YC+7DG2M+zNYkfJjc42n7eIPM42k4/wPexgyEYe61u4AZwBBV/QdwjqqeHvTiRGSkUYoPszUOHyb3eOIHH7L0eBqIqu4SkVeAacBcETlQVd8Qkcew8CWquhqqZBnFjRenJnyYren4MLnHE1/4wrAeTyNwGYGnAJdjXonjvdehZmoyokTkIeBF4CusYGk+5nm8BNiIte+5Tq035RFY8dez43WOXaHN87HG6Hep6s0ich7QDvgPMBcLmWcDfwh5Zj0eT+zhPWQeTyNwIvS3MZ3Tf+PVUKgLETlWVZ8JhdmAM4DVqvo2+8Jsy8WaNx+CZVL+HJigqr8J7UdVX8Y0UvHM/7DuDylUDZPfAyxS1X+IyGshzyz43oseT6ziDTKPp5Go6iZMSO2phg+zhRcfJvd44gcfsvR4moj3RNSMD7OFFx8m93jiA+8h83iaiDfGasWH2cKID5N7PPGB95B5PJ6wIyKjgd8DGcDFLsx2HLBHVZ8LfC7BGxgej8fjDTKPx9MC+DBby+A9iR5P28UbZB6Pp0UQkcHA6ViY7dNIj8fj8XiiGW+QeTwej8fj8UQY3zrJ4/G0KL59lMfj8dSP95B5PB6Px+PxRBjvIfN4PB6Px+OJMN4g83g8Ho/H44kw3iDzeDwej8fjiTDeIPN42gAiskdEvhCRr0XkCRHp0sjtL2jCNi+JSFINr18uIhc2Zl+BbVNF5NTA86kicot73FFE/uu+58kicpeIjG3C38gSkSMDz78tIr9tyngb8TfPE5ElIvKvlvw74UJE7hORE5q4bZX59Xg8DcMbZB5P22CHqmap6nigHDi3oRuKSDvgAqBRBpmqHqmqRY0bZr2kAnsNMlX9RFXPc08nAe3d93xMVX+kqoub8DeygL0Gg6o+p6pXN2fQDeCnwJGqelptHxCRttLKrsr8ejyehuENMo+n7fEu1tgbEXlGRD4VkUUick7oAyKyTUSuEJEFwKXAIOBNEXlTRH4oIjcGPnu2iNxQ/Y+IyFoR6eseXyoiy0Tkv8CowGfSROQVN4Z3XUulkAfmFhH5QERWB7wxVwNznRfslyIyX0ReEJFk4CEgy72XJiJvichUt7/DReQzEflSRF53r013+//c/R4lIh2AK4CTA562s0Tkb26bYSLyuoh85X4PrWe81efkV85L+bWIXOBeuwMYATwnIr+s9vmznEfzeeBV99pvRORjN4Y/ute6isiL7vt9LSInB/4H14jIR+4n9H9v1PcQ428islhEXgSSA2OcIiJvu//hf0RkoHv9rcDfXi4ic2ua35rmyePx1ICq+h//439i/AfY5n4nAs8CP3HPe7vfnYGvgT7uuQInBbZfC/R1j7sCqzBvFMAHwIQa/uZaoC8wBViIedh6ACuBC91nXgfS3eMZwBvu8X3AE9iicCyw0r0+H3gh8Df2Pq/hvbeAqUA/YAMwvNp37gEkuscHA0+5x2cBfwvsZ+9z4HngTPf4B8AzdY232nyE5qEr0A1YBEyqPr/VtjkL2BgY86HAnYC4v/UCsD/wHeCfge16BvZ7qXv8vcBcNep7AMcDrwHtMOO8CDgBaO/+//3c504G7gnM//Xu8ZFYR4ZvzK//8T/+p2E/bcVF7vHEO51F5Av3+F3gbvf4PLGm3gApQDqQD+wBnqppR6q6XUTeAI4WkSWYYbawjr89F3haVcsAROQ597sbMBt4QvbVhu0Y2O4Ztf6Wi0Wkf8O/6jeYCbyjqmvc+Avc6z2B+0UkHTNA2zdgX7Mw4wTgQeDaRox3P2wetgOIyL+xufm8nr/5WmDMh7qf0DbdsP/Zu8B1InINZnS9G9j+kcDvkGezsd9jf+ARVd0DbHb/fzBv53jgNfc/bAdsCezr3+73p1i42ePxNBFvkHk8bYMdqpoVfEFE5mOeoVmqWiYibwGd3Ns73c23Nu4CfgcsBe5twN+vqcJ0AlBUfVwBdgWH24C/URtSy9//E/Cmqh4nIqmYR6exBPdb33ib+h22V9vHVar6j2/sXGQK5om6SkReVdUrahhjbZW+G/I9atpWgEWqOquW/Yb2tQd/P/F4moXXkHk8bZeeQKEzxkZjnqTaKAW6h56o6gLMo3Yq+zwwtfEOcJyIdBaR7sC33D5KgDUiciLs1SlNrGdfVcbRQP4HzBOR4e7v9Hav9wQ2ucdnNfBvfACc4h6fBrzXiHG8AxwrIl1EpCtwHObZagz/AX7gvIuIyGARSRaRQUCZqj4EXAdMDmxzcuD3/5r4Pd4BThGRdk4jdoB7fRnQT0RmufG0F5Fx9eyrKf9Djyfu8QaZx9N2eQVIFJGvMG/Rh3V89k7gZRF5M/Da48D7qlpY1x9R1c+Ax4AvsDBo0Ag5DfihiHyJaaqOqWfMXwG7nXj9l/V8NvT3twLnAP92f+cx99a1mDfpfSzUFuJNYGwtovPzgO+7OTsDOL8hY3Dj+AzTaH0ELADuUtX6wpXV9/Eq8DDwPxFZCDyJGTcTgI9cWPpS4MrAZh3FkjPOB0Jz1tjv8TSwAtPA3Q687cZTjmnJrnFz+wUWhq6LKvMrVrrkrvq/vccT3/helh6Pp0ZE5AXgRlV9PdJj8dSMiKwFpqpqXqTH4vF4mof3kHk8niqISJKILMd0ad4Y83g8nlbAe8g8Ho/H4/F4Ioz3kHk8Ho/H4/FEGG+QeTwej8fj8UQYb5B5PB6Px+PxRBhvkHk8Ho/H4/FEGG+QeTwej8fj8UQYb5B5PB6Px+PxRJj/BytcE8/IsXuCAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = beanplot(age, jitter=True)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = beanplot(age, plot_opts={'violin_width': 0.5, 'violin_fc':'#66c2a5'})" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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WICtxuF3wB9tjLdsouVwOBaV4qNq8lSUBWb0SSaliLoWVJwEZoZ1CoVCxsXgJLwqIkwbjNSUSCXC2xYEFK4pIkJ2WVflDAYhL3HcFmwg5k0Emk9FpVM0jS5Zlml3LliQJ23Zuhz+51Hq/gtHXdgGpTFMNY7shj2Jhk2KaY0hAVidJktBTYYaM4TnEyQwFoZFkMgmGY6suq3GigJiPfP5qSSQSYMTF1y5rExCPx1vKvzO7a665Bo8//nhTr40nEqAY67x2cZWkkyk8ct9vmir9c8UVV2DdunVNja9RJCAr02zAs2vXLtg2r8Layy9Z8rkv/v7P+PurvogVK1Y0McLON9ek+O0vJgvHkNmdOsWT0rxt8yW8ICCeIDMUhDaSySTYKsuVQOnz59VxRO0nHo9XDMgYkUc83tmJ/evWrWs64Lnp+7fihA+8e8l0oa1/WY9PX/x+nHjiiU2dRy9kyVIF/kAAnKtyU/GFOKcdQbJsWZUsy/NasDA8hyRpTrykYrGIlCyDrbBkyYkCYmSGjNDIwh6MC/E2ETGy7FZTJBoFXSGopUUB0Vj1HYTdrFAoIJqI16xsUELbhbYoOUUCMhXM+GZrFqYrx7sc8AVIYn81C6vNczyPBAnIlpRKpUCzLCyWxZd0abcWQWhhLiCrXpaGFwSyZL6EUDQMsUJhcdFhQzBCWu5VEovFwAh8XcuQgsOOYBu0LiQBmQqmZmfg6u+t67nOPjemvDMaj6h9LWxSzPE8EmTJckmSJFVc8gAAXhTJDBmhmXg8DrpC7mIJw7HI5nOkwHMNwUgEomPxKovosCPYBjM7RohEIjW745SzOx3wh82/MkUCshYVi0X4ggE4e+oruuns7YFndlbjUbWvVCo1r/0Py3OQSEC2JEmSwFS5KfKiACmZRLFY1HlURDeIJeJgq/wYAObad7ECT3YL1hCKRGCvsFvQ5rAjRAKyiqLRKBhbfX2hbU4HAuGQxiNqHQnIWhQOh8GIwrz6MbU4etwIRkPk12IViaQEpiwfhRN4JJIkIX0pkiSBFirn8VgsFtAsS9rXEJqIxKLzWv5UwtoESKT0RUWKoiAcDUOwV54hi8QipJ9vBZFoBGwd+WMAIDrnAluzv48kIGvR7OwshJ76q8hbrVbwTgcCgfYoVKe3RDI5r54Ry/OQSA7ZkuaWjaonVjMimaEgtBFZUGG+Eponn79qkskkKJoGwy7+UU8zDCiaJsFsBYFwpGLeXSUsxyFfLCCdTms8qtaQshdlmqlDNjI6gplUHMP79tX9mpmRcURHprB8+fKGzmX2OmRq9GPcvnMHii4RrzwzdxxFKWLstV24KY+W24eY/f1rRSQWA1/jpsjaBCQSiYY/c0R3aOXa3fTiC+g7+vCKO3xLZiem4Nn2Jg477LCmzmH2a7eVPsiZTAYe/yyefvLJin+PB0J46clnwdd4f2vp1B7IwWgItuWH1/VciqLA2UXEYjEIQn3LnEYgAVmZZi76u++/F9mVbhx2zFF1v2bPth04SejHFR/4YIMjNDc1vjR/9NN1cJ12LAZWvh04rL/7AVx33XVNfyF1g3A8CmGoeukVhuTwEDU0e+0qioLYjdfhwi/8Tc20jT3bduBU2yAuf//lLYzSvFrpg7xr1y48tPnZqnUstz25ER8/9xKccsoprQyx44QjERxjX1P38xmbiHg8jmXLlmk4qtaQJcsWjU9PoWegv6HX9A4OYHR6UqMRtTcplVrUj5HmOZL/tIRwNFIzj8cq8IjGYjqOiOgGsiwDVsuSObSi3U7KN1QRDofB1OjHyDpEhNugZIOeFEVBNB6DWGcOGdAeRXZJQNYCSZKQzMhL9rBcqGegD5Mej+kTDI2QlJNgFxSZZEiD8SVFYrW/nESHDaEo+VIn1BWNRsHVcVO0OewIRUmB00p8oWDNfoyi0wFfyPwlG/SUSqXq+iFQjmmDIrtkybJMo3kAqVQKvnAQzzz1dMPnivkCePnZjWAa+ECZPReg1RwyRVGwccOzGA/65uWLefaPQJrwoq+vr6XxmT0PpVmFQgGJpFSzYrXosCM0QsqtVOP3+/GXp59EscqPpIvPuwBHHVV/WkK3iMViYJdI6AfmPn+jZIasIl8wAMcJ1XPr7C4n/G9N6Tgi80skEmDFpT935QS7iDAJyNpHo3kAGzZuwMveEZx63lkNn2vrExvw8XMvwamnntrwa82q1YBHlmXElBwu/fKn5j2+/alN+OjZF3XUe6WmRCIBmucqVukvEe02TJIbYlXj4+PYF5nFEWuOX/S3mfEJ7N67hwRkFcRiMdC2pXM7BbsN8WQChUKhqQbPncwfCuJE10lV/253OTEZJLvyy1Vrxl6LYBMRMXl1AxKQtWBkcgI9qwaaeq1toAfjk5MkyCgjyzJobnELFgtZsqwpFouBs9f+tWhzOBCORqEoSsu7VTtRKBxCz/JBrDpm9aK/KVDgnzF/UUkj+INBCBUqzC9ksVjAinO73Hp76+tq0g1yuRxiiXjFKv0losOOuJRALpdraEWlk9Wqu1iNYLdhNjGi0YjUQXLImqQoCkYmx9G3bKip1/cvG8KBiTGVR9XeZFkGUyEgs7IMSeqvIRaLganQmLgcw7EoUAoJbKvwhUNVc0FtTgeCbVDl2wj+cBB2l7Ou5/IOO0lOX6DU/qfW7LbFYgHnsLVFc2y9JBKJhgMyXhQRjZt7YxOZIWtSJBJBDkpDuzzK9QwOYJf3OeTzedA0+c8AlBqLL/4FyPJcx/ezbCX/bnx8HJOJEPbvfavm86Z278ONN94Ih6OxTShA5+bflQTDIfQfXXkL/VzblTCZXazAHwxg1Zoj6nou6xA7Nqho9voNBoN4Y3QYU7Pems+bGR7Fv035MDDQ+IqM2a/dZt67/cP7EcjL2L11R92vOVTTMtfYdazn+0cigSZNTk7CPth8kjnDMmDddszMzODww+srbtfp0uk0rBVmyFiORTLZ2TNkrVz0f3jsUUxYZBz7jpNrPm/rX9fjU+9+H9asqb92T7cIhEM4osoMGcfzyCtFyLIMscFE4k5WLBYRCIdwQp0zZJzTBn+H5kI1e/2+8MILWDaxF++44Oyaz3v9hS149xEn4oILLmhyhObVzHv3m989iJCLxuoTj2vodRvueRDf+ta3THsdkyXLJo2Mj8Ex1NquP9tgHyYmST2yElmW5zUWLyHtk2rzhYKw1XFTZOydO0PRikwmg3QuC65GBW/eYUOUlG2YJx6Pw8KxFVv+VOJ0u+EN+DUeVXvxBvywuZe+dm1uJ2b8ZJd0SUxKgF8iTaMSRuBN3YaKBGRN2jc2gv4VrVX87V02gOExcycZ6imVSlVcsuR4DkmSQ1ZVMByCvY5aeLzdhiDJ4VkkEomAt9trLmOwdpLDs1AoFALvqn/529HjgtdPArJyM75ZONxL90J29rgx4/PpMKL2kEhKiwqI14PhOFPn0ZKArAmpVAr+cKjhCv0LDaxcgX1jI6RA7EEpOVVxlyXDsUjJJCCrpFgsIhSN1lWc2O5ywhfqzCWjVpQSq2th7AIJyBYIBAJLvm/l7C4nQtEwCoWChqNqH4qiwBvwwdXXs+Rznb1ueP0+cq84SEomwXKNJfUDgJVjTb1BjOSQNWFiYgKOZf01d8bUQ7TbUGSs8Pv9GBpqbrdmJ5FkueJFxnIcUum0ASMyv3g8DppnYa1jY4jd5cBUeJ8Oo2ov4XAYtL328ofotMNPqqXP4/X5IPbUlz8GAFaaBmMTEA6Hm0pON7NmEtOz2Syee/EFTIb9AJZOMh/buQvfzn4bLLv4R2stZk/qv+aaa/D444839JpwJAJu3R0Nb7LJymn8gv0BuAaCuSuuuALr1q1r6DzNIgFZE4ZHRmAfam12rMQ21IexsTESkAGQUkmwg4t/cTMchyTJIasoEomAr6MOFDA3QxEIh8huwQWC4fCStbTsLif8o2TJqNyUbwauE+vbYVkiuJ3w+/0dF5A1E/SMjY2BGnDh7I/W13D95UeewFeu/ARWr15cK6+drVu3rqGAJ5/P459vvB7v+burGv4ee/2FLbjkqJNx7rnnNjpMXZAlyybsHdmPwVUrVDlW74pl2HtgvyrHancpWQbLL84LoBkahWIR+XzegFGZWyQSAVujMXE5mmFAMTQSiYTGo2ovvlBgyVpadpcT/hCpRVaiKApmfLNw9i693FaOc9nhI3lkAA4u+fbUn4PHux0ImLzSvB4ymQxojmnqR6WVZUz9454EZA1KJpPwhoLoHVLnF97QYSuxd2QYxWJRleO1MzlduTAsRVGgORaZTMaAUZlbMBwC20AtPN5pJ7lQCwRCQdiXSE63OR0IxyLkOj1IkiRk8nkIdfSxLOfq78XkzLRGo2ovHq8XYh07LEvEHic83tr1yrpBOp2ueJ+oB8uxSKbMm9RvyJIlRVH/DOBvASgA3gTwRQDLATwIoBfAawCuVhQla8T4ahkbG1Mlf6xEtNsAjoHX68XKlStVOWa7SlXJIQMAmmWQTqdhszVXiLdT+QJ+2Hvr/1JnHTaEw2EccURjS02dSlEUBCNhrFlihsxK07ByLBKJBFyupXfFdTqfzwexz93wLIW7vw+jrx/QaFTtZXLWA9dJR9b9fFd/LyZ3j2s2HqPcdttteOyxx+p+fiaTgcc/i7/+8c8NnyudTIEpALf993/X/Zorr7yyoR7XrdA9IKMoaiWAfwSwRlEUmaKo3wP4FIAPAPiRoigPUhT1MwBfBnCn3uNbylsH9sO5fFDVY9qXD2BkdJQEZGm5ak0jKzMXkBHz+UJB9B9Vf6FX1m5DiLQBOiSRSIBiaNB19Agstf4hARkwOzsLvoGE/hJHjxuhWATZbLbh5PROoigKPF4vzrzwjLpf4+7rxbD35Y7LAb322msbCnhGR0dxz+N/wFkffl/D55o+MAZ2JoovX/35hl+rB6OWLGkAAkVRNAARgBfAJQAePvj3+wBcadDYqlIUBbv2v4XlR6xS9bgDh63E7v212950OkVRkJLTYKrMkFlZlgRkCyiKAn+w/l6CAGB3OzFL8lAOiUQi4J31bYro5NY/jZrwTMNZR7mGhSwWCwS3E74ur6kVj8dRsMz1V6wXL4ooWOZe282y2SwsTbYbpDkGqbR5lyx1D8gURfEA+E8Ak5gLxGIAtgOIKopSytqeBmC66aJwOIxEJt1wIutShlatwPD4GHK5nKrHbSe5XA6UhYLVaq34dytLk4BsAVmWkS0WKm6EqMbucmI2SJKqSyKRCFh7fTdFxiYiHCGFdQFgfHoSPYPN5dEKfS7MzMyoPKL24vP5IPQ0PtPK97gwO9vdFfszmQwsTOX7xFIYhoFs4vuIEUuWPQA+DGA1gCiAhwBU2vdbsQIeRVFfBfBVALr3gDxw4AAcKwZVny5mOBZ8nwsTExM45phjVD22nlppkJ3JZPDqyy/BL8Uq/n12bALe1/ZgxYrmd7eavR5Po+Zmd2wNfR4dbif2kd2Ch4TCYTB1BmR2lwO+IKlFlslk4I+EcXITM2QA4OjvxYRnGmfhLJVH1j68s7MQGsj9LBF6nfDOzuL444/XYFTGaPS+4fF4cCAwg3279zZ8rowsIzrmQSpUfxu0Tm8ufhmAMUVRAgBAUdQjAM4F4KYoij44S7YKQMWfUIqi3AXgLgBYu3atrmWLd+9/C32rlmtybOeKQewb3t/WAVkrH1y/34+iS8T5n/5wxb+//sIWXLz6JJx33nktjLCzhMNhcHXWICvhBAGZfA6yLEOo0buxW/hDobqXfO0uJ/xjwxqPyPxmZ2ch9Dib3tjUO9iPsS1vqjyq9jLpmYKzv/FeyK7+Pkx4pjQYkXEavW+8+OKL2Di2e8mG7JUk4wnsfnwjbr7uhoZfqwcjcsgmAZxNUZRIzf20vxTAHgAbAXz84HM+D+CPBoytqkKhgD0HhlXPHytZdsQqvP7WHk2O3Q4ymUzFxuIlVpaBbOK1fyOEwuG6a5CVUBRFSl+U8YcDdbWdAgCbywl/mMyQTU9PQ+xvPm3D3d8Hb8CPbNZ0m+h1MzY9jZ6BxgOynoE+THg8GoyofWSzWVDW5kIXmmVMXT7JiByyVzCXvP8a5kpeWDA34/UtAF+jKOoAgD4A/6P32GqZnJwE7RTBaTSr0LN4xGEAACAASURBVDs0iEA0glis8pJdp0un07DW2OnGciykpHl7kBnBHwrA1kBCfwlplP22YDhc9wyZYBORlOWuDiQAYHRyAu7B5juVWGkaQhfnQmUyGYRiETh63A2/1tHjRjge7ep82nQmDbrKbvyl0DSNrIlztal2bla6du1aZdu2baodr1Y9lHA4jEQ+U/ev6WYkwlH0O1xwOCqfQ896KM1otJ5MOUmSEIxHYe+t/CWVTslg8gqGBpsvOWL2969Rt991J4Q1R2DZYY3N2r6+eQsuPOwEXHjhhRqNTH/N5C8Wi0U8tWk9Vp9+St15eJO73sK5p69tuB5eJ+Uv3vyD7+HY95zX0uamHRtfxKXHntoxKQiNfP6i0Si27X0Th514XFPnmt47jHeeeDLc7voCOrN/9hq9dt/atw9hJYO+Zc20G1Qwsu0NXH7pe+q+5tV+/yiK2q4oytqKfyMBWX1+cPuP0H/mSRhYsUyzc4zt2QdXOI3PX3W1Zucwq1dffRVP7tmO0y+u/AXtGR2HZSKIr37hSzqPzLxu/H+3YM0HL2qo7AUADL+xG4fnOXz8Ix/VaGTtIRQK4fs/X4cLr/pI3a959c/P4Or3fgjHHdfczbTdSZKEG3/4PVz8xU+2tLlpbM8+9ERzuPrTn1FxdO3h5ZdfxjP7dlb9rlvKjk0v4rJj32Hafoxa+90fHoKXL+Lok09s6vXr734A/3HDzQ01GFdTrYCMtE6qQyKRgDcUQN8ydQvCLrTsiMOwe3g/CoWCpucxI1mWYWWr7zFhOQ4pmeSQleTzecSkOMQGk/qBuTZAflIcFpFIBFwDbacAgLEJiEbr36HVaaanp2Eb6Gt5p3n/imU4MDGm0qjay9jUFJwDvU2/3tnfi/Hpzkrsb0QmmwXNNL8f0UJbTZt2QAKyOoyMjMCxfFC1dknVCDYRlJ3H9HT39XqTUkkwfPVfLCzPQTJxU1i9xWIxsKLY1GfS7nIiECLJ6dFoFKy9sZxQztndnQ4mJidhayGhv8TuciIup7qyyOnY1Dh6m6zhBszlG49NTag4ovaSzmTq6qxRjYWmTVvz05BelmZ1zTXX4PHHH1/0uJRMokgB9C0/0HwM2XQG9/7w9oolCa644gqsW7dO8zEYQUolwdYMyHgk5c5N6m80jyIcDmPn8FvwBBqveK4UixjbsQvFZNqwPAq1NZNDdmBkBN50HHvf2FX3a2KhMF5O5fDKllcaOpfZ37967R8fRd8Jh7V8HIqiYB/sw/T0NNasqb/1V7sr1XA7qckabgDg6uvB9kgYmUzGsGU3NTV67b6yfRvoARfszsY3NAHA5K59+F5Egt1e3+pCp9chM61169YtCniKxSKuv/XfcPpH3tfU8lCjfFMexHYO4+vX/KPm5zITKZUCVyNJleU5JFNyx/VxK2n0ot++fTv6dr6MMy5rLjF/030P4Wv/9LWO6cvYzJfmrx98AGEXjdVr6i+yGfT6ENq2B9+45p8aHGH7KxQKGJ+exHkXVUx/aZh9qA9jE+NdFZB5vV6Iva6qHUnqYbFYYOtzw+v14sgjj1RvcAZp9Nr9rztuR+87T0T/8maS+oGXHv4L/uGTV2PVKm1KWLWCLFkuwev1oshYdQnGgLncimn/LFKpzp0NqiQhSeCE6i2ArFYrLFaLqWvI6CkSjYBtMP+pHGsXu7bESkkwEm5417TN6UCwS9snzc7OgraLYDh1moL3Lx/CvtERVY7VLjweDwQVlnz5PndXprYAQCabg7XJXpbAXA6ZWZcsSUC2hOEDw3CsbC4Sb4bVaoVtqA+jo6O6ndMMEslkzYAMAGie67pAtRp/KAzR0UJAZiMBWTMBGS8KSKXTpk0K1tLExARsLSSjL9Q7NIAp74xpb45aGJ0cb6mGW4l7sB+jk+OtD6gNZbIZME3WIQPmcsjMev2SJcsylepoeWZmQIksfnfHL3Qbhywl8eid92Cgf37ip9nraLXSy/KZTRuxcnw/rHT1C21qz37cEorD2WTuQKfk8QBAOBaBuLz5XB66y3cLFgoFJJIShAZnGSmKAndwdnFgoPnE7HY0PD4K93L1dprTDAO+1wmPx9MRS2/1GJmawLEntF57rW9oAPt3blZhRMZrtH7l6MQ47A8/DEuT1foT4SievPeBumsJ6nnfJQFZmWuvvXbeG5/NZvGv370Z53/uYy1F5I2KhcI48OxLuOlfrmurfKlmA55CoYBQNoX3fPWqmv++rz7+LD572Qc7qrFus8LRKI62n9D063mbiEgXz5DF43EwAt/ULlXOZkM8Hu+qgExRFOwfG8XJJ1+i6nHFgT5MTE52RUCWTCYRlaSmKvQv5OhxI5aSIEn1J6eb1cL77lK+duP1Ld2TX3v2eXzo9HNxxhlnNPV6LZElyxomJyfB97l0DcYAwNnbg3ha7pr2Nsnk3A7LpYJPRuAgSZJOozIvRVEQjccgtPBFLNpFhGLd8fmqJBaLgbM11ge0hLHxXbfcG4lEIBdyqncq6VsxiH2jB1Q9pll5PB7Y+3tU+ZFNURRs/b2YmZlRYWTto1gsIpfPtVaHzMT9LElAVsPI6Cgcy/X/FUxRFBzLBzA+Pq77uY0gSRKYJfLHAMDKs0gkEjqMyNwymQyKUFr6oSDY7QhHuzsgY2zN9aVlbCIiXfbeTU1NwTHUr/qMff/yZTgwPoZ27hhTr6npKQj9rc+OldgGejAxNana8dpBNpuFlaFb+hxStJUEZO1oz4H9GFi53JBz96wYwlsHuuOXoyRJoOsIyDhRQLQLC0kuJEkSGHHp96sWwSYi3sWzjbFYDLStufdQdNi6bqflgbFROIb6VD+uYBOhcDT8fr/qxzabAxPj6B1SLwevZ2gQo5PdVSA2k8m0tMMSABiWgZw2Z9cXkkNW5iMf+Qg2btwIYG5ZKJ0+2FXegDwuRVFQyOXxf77ylUO/Bi6++GI8+uijuo9Fa/F4HGwdAYbosCM005kzE9WKEleSz+eRSCVx3x0/b/p8iqIgI6Vw709/XtevzU4rShyORhtO6C8RHXYEvR6VR2SspT5/0VgMNM/C0kL9rGqychq/vv1nNYucmv3zt1RiuqIoGJsYh32gV7X3sFgoIhEI4bf33l/zGu6kzWDJZBJbdmzDTLj5TiNhnx/bFbru4s56bgYjzcWrGBkZwf/8+WGc85HLNTn+UhRFwab7H8aN//dr6OlpvW6Nma3fsAGv+Mdxyjm1C06GZn0Ibu3Oopzldu3ahYc2P4u1l7eWYP3sL36L/7jhZvB8a7Nt7eju++9FbmUPVh2zuuHXxkJhjG98FTd8/ZsajMx8ZFnGdf/v33HxFz+pSfu4kV17MSABV33yk6of2yzC4TBuveM2XPS5j6t63E2/+gOu/z//iL4+9WcvzWhychJ3PvwbnPuxDzZ9jIl9w3CG0vjcp69ScWT1I83FmzAxOQHboHo1dxpVai0yNdX5TWRD0TAE+9IJ1oLdjnCse0s1lKRSKVhrtJmqFyPwXVvXLRSNQGiyjptotyMSi3VF3hMwlz9m6+/VrJdv//IhDE90doFYj8cDu4o13Ers/T1dldg/t2rVWmFihuOQlM25ZEkCsir2jY6gr8nWDGpxDPVjZGzM0DHoIRCur0CnYBORTKWQz+d1GJV5pVIpWLjWd/4yHAvZpF9MWovEohCb3KXKcCwKStG0icFqG1e5IOxCzt4exJLJjm40PjE1CVGFCv0LiV2W2C/LMqwtVj3geA7JVFKlEamL5JCVKeUBKIqC0fFxOIf6QGn0q7Ae+WwW2XgSP/7RjwCYPxegWcFwCMc4l66pRVHUoQrznTZF30gexb79+xEsyNj9yvaWzunZNwJpwlvXe9lJRXXz+TxSsgxebG6XJQCwNgHxeLwrlnv3j4+i/3jt+v51QqPxpXLIpmc8sNh4sCo3A89lMshLafznD35Y9TmddN+QZRmWFlt3sTwPyaQrAyQgK1MqUBcMBvH9n6/Duz/7UUPHU8jn8dwvH8IPbvp3MIy+tdD0UiwWEYnHYKuzVyhntyESiXRcQNZIwPPAQw/Bb1Nw1EnNF4YFgG1PbsTHzrkYp556akvHaTeJRAKsKLS0dZ4VRSQSCQwOqrdrzowKhQLGpiZw7oXaFtG0Dfa2daPxWsVNi8UivnHTt3H+1R9TrQ9oSS6TxeZf/QE/vPmWlhqWt4tkKtXyDBlr4hZ8ZMmyAo/HA5sG08uNstI0WLcds7OzRg9FM/F4HFaOrXsrM+sQu6ZgbjVyRlbll7aVZUzb001LiUSi5bIhtMh19BJbic/ng9UmgFUhZ7GW/uVD2D/Wmf17A4EAaJugejAGzC2f0zYRgUBA9WObUUKSwLd47bIcBzmbQaFQUGlU6iEBWQWT01MQVSzg1wpbXw88ns7aYl8uHA6Dd9afy8M5bfAHu+PLpxo5nQatQg6ZhaG7Jg+qXCKRACM0v1wJAIzId0VANjU1BXFA+x+nvUODmPR6OjI/1OPxQOjT7n4i9ru7JrE/KsVbSjUA5pbIGY415SwZWbIsc/7552Pbtm1zXwoWyhR9JJWigu8CsFqtWLt2LTZv7oyGsiXhcBhcA7vdHG4XvJ7OKyLZSIPdKc80GIfY8m6jZDyBhxi+rrIqnZSHkkgkQLf4K5sTha7oBTo6OQH3kPbdShiWAeecWw1YtUq7fDWt1Lp+g8EgUkoBf/if+zU5tywl8RB+joH+/op/76RrNy4lIB7eeroKI/CQJAkOh7qtwFpFArIymzdvhqIouO6Wm3H6R98PscnCkWoKeLyI7NiPr//D/zV6KJqY9fvAueqfIXO4XRjfsV/DERmjkQa73/vvH+Kwd6+Fu7+1L6a923fiJKEfH7z8Ay0dp91E47G6ChHXIthtiPg6PyA7MDGOIy8+U5dzCf1uTE9Pt2VAVuv6/a87fgL3acdicNUKTc7d6feIcrF4An1N9qAtxwg8kknz7bQkS5YLSJKETD4PQYX/6Gpw9fVixjfbsTWPPL5ZuHrrXxJxuF0IRcOmXP/XSyaXA63CJg+r1YpsNqfCiNpLJBZv+foWRLHjZ8hkWUYoHoGzgeuzFa7BfoxOdlYJh0KhAM/sDHoGtZtldA/0Y3p2piu+E6PxGARb6xMljMibsi8yCcgWCAaDEHqcpliuBOZ2hCi0pWPzVWb8voa+8K00DcYmIBzurl6C5XL5nCrtV6w0jWy++5L6o4kY+FYDMrsNsURnXpMlMzMzEHvdmhWEXah3aBBjU+O6nEsvwWBwLqG/xZ2BtTAsA8YmIhhsvp1QO8hkMigoxbl2hi2iBXNuyiFLlguEQqGGksz1ILgcCIVCcLlcRg+lpkZqaQFz9aCeeX4T9s1MNhQAzwyP4qYpX8MlB8xcS6uR9+65TRtxwDsFK93aF1M0GIKQLmDvm7uXfK6Z3zugsfdv85aX4ThsWUtBWbFYwMTOPUAqU9dn1+zvX3kf35J8Po98sQDrd27RZxDKXO3FH/z7rYveU7P38a3WCzSbzSKZSePedT/T9PwZOY1f334n2Ap5pWbvA1rvtZtKpfDq9lfhS7TerSU068MbWL/oM18J6WVZJy16WT7x5BN4I+nHmrWnq3rcVuzYsBmXn3wmzjxTn1wOvUxPT2Pdg/fhvL/5UEOve+OlV3H20GpcesmlGo3M3L5x0w0496orW95GP7n/ABxB2bCebkYp5Yi2umy5/u4H8P1v39SxxWF/+ZtfQeoXceQJx+p2zpce+Su+euUnsXp14z1GzegvT/wVu5J+rDlT2zpue7btwElCP674QPM9Hs1uZGQEv/zLIzjrw+9r+VjTB8bAeCL42899ofWBNYj0smyANxiA3eU0ehjzcE4bAh1Y6sHn84F3N/5eu/t7MTHTuaVAllIo5EFZWl9SpywW5Lsg76RcoVBAMpUCJ7QeRDHi3E6tTjU+PYVeHXZYlhN6XfB6vbqeU0vjnmm4ByrvflSTu7+v478T4/E4GFtrJS9KRKcdoYj50l5IQLZAKBKuu2q8XkS7HcFo5xVDnZ6Zgdjb+DKsu78PUx3+5VOLokCVHEeKsnRFInC5VCoFmmNVyYtiBaFjAzJZlhGV4nC49U2TcPb3Ynx6Wtdzaml6dqbl3dD1cPf3Ycrr6djNXwAQiUZbLldTYnPYETJhgXGSQ1bm/PPPx8tbtsx9WZsjpx8A5i6yooK77rizo+qQjc9MoeekIxt+nd3tQiQRRzqd7pjlokZyoLY8vxmzUgQU1VpQEY9EYY3L8IxNLPlcs+dA1UuSJDAqzI4BAM2zHROQLayjJcsyvMEA1j/zrK7jyGdzyMQk3PXTn8573Oy1tCpdv9lsFhtffAHjwVlof0NRMLZjN74t5xblkXXKtRsIB2FzqlM3jOV5ZAo5091DSEBWZtOmTfjad67HZV+9yjS7LIG5Ap67/rwBt1x/o9FDUY2iKJj0eHDORRWX0muyWCwQepzw+Xw44ogjNBid/hr50ozm0rjoy59suXfd9Mg4WE8EX7768y0dp50kk0nVAjKrSWsZNWNhHa2XXnoJzw6/gdMvOlfXcRTyeWz65e/xnzffArrOdmpmUOn6HR0dBQZdOOcjl+syhi2PPYkvXfExHH300bqcT2++UBC2Nep831MUBd5uRzQaxbJly1Q5phrIkmWZ0pe1mYIxAOBFAVIy2VHT0eFwGGBpcE3+OhF6u6ddiGY66PNUL0mSQPPq9BRkeBbxDi19MT3rhUPDdj/VWGkanMPWEb0ZA4EAeJd+leA5l6OjS1+EwmHYnerld7N2EdFo6zs21UQCsjJq/npWk5WmAQvVUX0HZ2ZmYGvhC9850IuxqSkVR9Q+KAqqBFMKFNP9+NBaMpkErdI1zokC4h2yZLnQ5My0LrlPlfA9Lvh8PkPOrSavzwexR78NYqLbgZnZWd3Op6d8Po9IIgZRxfxu1mkzXT3L9pkT1sEdd9yBB373IB5/+BGjh7JIzBdEP2fDDTfcYPRQqmokD2r/8DD82SSG9zXXBimdTCE2MYP9e/bU/Roz51I0lEP2wouYiYVbLg4bC4XBpnKYPDC65HPN/N41Ip5IgBE4VY7FiwKiM51Xrb9YLGLGN4ujes8z5PxirxPeWS9Ow2mGnF8tHv8snMet1O18rr5eeN5qvx+p9Xz3pVIpbNv+KgJJ9arrh2Z92E1twtNPP13zeXp+95GArMynPvUp0IcPYu37LzZ6KIu89PBf8IVPXm30MGpq5IP7k7t+Bu6Ew7D8iMOaOlehUMDGe36H6667Dhynzg3WSI28d5KSxzmf+TBYvrV/7/G3htETyeCzn/pMS8dpJzEpoUrJCwDgBQFxqfN2+0ajUVAc23Kdu2Y5e3sxOdH+6QizAT/WvGuNbudzuF2YCGzX7Xxqqee7b//+/eAOH8K7PvQe1c47MzYBZdSH//2lv1XtmK0iS5ZlMpkMrAZ9CS3FyjAds2RZLBZbrnFktVph63N3VM2ietG0FcVi6+UqlGIRFkvrLZjaSSzReh/LkrklS/P1w2tVIBDQdaltIVdfD2Z87b30lsvlEJcSqu0KrIfosCORSiKb7bx2aKFQCIyj9R6W5exuF7wBv6rHbBUJyMpkMhlYGHPeoCwM3TEBWTAYhEVgm07oLxH6ezDVQTWL6kVbaRQLxZaPUywWQdPm/LxrJZGUVJ4h67wcMr/fD07HZPSF7C4nolKirb/vwuEwOIdd1xxNiqLAO+ymy4tSgy8QgOhStz6ozelALBFHPp9X9bitIEuWZa666ipMTk4ezJo2GUXBb486CgcOHDB6JFXVmwfl9Xrx1swkplv8FRwNhrAt9STWP1tfrSQz50E1kkP2wuYXsHdqDGyLS7Vhnx89YLHnjV1LPtfM710j4pKElYI61b4ZjkU2l0U+n2+rEg1LmfHPwt5jXN9ciqIO9e9dsWKFYeNoxMJeoIVCAdl8Dnd87we6jiOfy+Gnt/zHvJI4Zu8DurAGXiUe7wwogWs5TWOhmC+IVzc8X7EHaImeNfA651tEBXf+7E7T9bEs2bFhMz5wyruMHkZN9d60//DYozgWSRx/+qktnS8RjWHvX5/DzdeZd6NDvRoJeOj/+gGOvPhdcPX1tnTOt7a/jhP53o7uf1dOURQkJAmcSgEZRVFgeA6pVApOFbfjG23G54PrNP36V1bCOe0IBoNtE5AtDHi2bNmCp/ft1L2O287nXsJ7jjsNZ599tq7nbcXCGniV3PT9W3H85Req3jni1cefxVWXfgAnnHCCqsdtFlmyLJPN5VsutqkVymox1dRqKw5MjKF/+VDLx7G7nEikZcTjnVkLqhqGYVRpeVQoFMAwjAojag+5XA5FKGBY9f6daZ7rmOKwwFzQ6vX74DBwhgyYC8j8JsvvaUQwHALvUCdXsRG83YZgOKT7ebWUzWYRTcQ1ycdjneaqeUcCsjL5Qr7lUgJaoSyd0Xcwm81iJuBXpeEuRVGwD/ZiusvyyBiaQSGvQkCWz4OluycgSyaTYFRe8mB4HqlUStVjGimVSiFbzKs2i9gse48Lsya6UTYqGI0Y0hNZdNg6ru9xOBwG73So0n92IXuPC96AeWrekYCsTKFY0OQ/uhooC4VisfVEbqPNHGwortZMpK2/F5NTk6ocq10wDI1CofXZUqVY7KoZslQqpXpAZuWYjpohC4fDEFxOwwsGO9wuzAbbd4YsHI1CsKm7K7Aegt2OsMmqz7cqGAyCc2oT3Dp73JgxURFikkNW5u677sa217aDVnFJQy3ZdAbbLrgQF1xwgdFDqaqexPSJiQmMRwMYn1QniJJiMTwfjGHLy1uWfG6nJKazNIOiCjNkSqFzArJ6PnuhUAivj+zD+LR6xTNnJ6bg2fomVq1aVfN5Zv/slRKrJUlCIB7Fnx/6g6HjUYpFxH0h/PmhR0BRlOmbiy9MTB+bmIDY54ZV513MxXwByVAUf/r9w4ceM/t7t9S1OzY2hmkpguF9+1Q/dz6Xw8yeYURm/VV/hOh57VLt3B9x7dq1yrZt21Q73gMPPQS/TcFRJ5kjwa/cGy9txfkrjsG73/1uo4fSknt+fT9SgzYccbw6ScPZdAYv/eYx/PDm75p2dlNtv/zNr5AasuPwY1trIrxj/Qv44DvOxjvf+U6VRmZuO3fuxKNbn8fa916k2jF3bdmGtX2H4T2XqVew0kjrN6zHK75xnHLumUYPBRvueRC3fusGiKL+uVitUBQF195wHS7+0ifm2t7pqFAoYMPdD+LHt37f8FlOtfz6wQcQdjNYfeJxqh9bURRs/OXvcMs3vw2bTjOaFEVtVxRlbaW/dccdrCMobd9cXFEUjEyMo29Z6wn9JSzPwSryHdH7rl6sSjlkxUKho8o1LCWVSoFusfbdQp3Wz9IXDMJmYA2ycu1aUyudToOyWnQPxoC5gtkW2op0Oq37ubXi8c/C2atNo3uKoiC4naZpyk4CsjIWC0wd9LT7L554PI5ULqv6bhmx3w2Pp/Na2FTDsiwKKuy4LeY7Z8myHnEpAYZXtxMHJ/CIJzspIAuoXlqgWazDhkik/RLUk8mkav1Sm8EInbPzV1EU+AIBON3aBGTA2yVWzIAsWZb5/Be/gBe3vQpepdYqakrG4rjisvfhJz/5idFDqWqpAn/JZBL+aBiOvh5VzytLSXCKBYMDtVsxmTmXopHCsG/t24ewkml5ptGzfwTvOPp49PX1Lflcs+dA1fP+7d67BwlrET2DzbfsWigZTyDrj+DstbWX+Mz+/pWu3dGJcdj7e0yx2zwZi8PFiXC73aa+doH5333pdBozAT+cA63VCWxWPBDGioFB8Adng83+3i0sqltOURSkM2nQNQq3tqqQL8BKUVV/nKpdWLfWkiUJyMo89OgjmGayOOYU/RrC1uv1zVtw0RFrcP755xs9lKY98eQT2BmfxclnqZuzFPEHMf3Ca7j+a99Q9bhm9cSTT6hSwPiVPz6FL13xMRx11FEqjczcfnHfL5Ff1YtVx6xW7ZixUBjjG1/FDV//pmrHNEo2m8U3/u1GXPaVz5hiNv7Am3uwMsvgEx/9mNFDaci+ffvw62f/gnddcZkh53/18Wfx2cs+iOOPP96Q86tpeHgY9z3xGM768Ps0O4dndBzUeAB/98Uva3aOciSHrE5WiwWKSUtLKEW0fdL68OS4KgVhF3L198IfCXVU3kQtDMOikFNjybK7CsMmkklworr1tXhRQKJDcsii0Sh4h80UwRgw12sw0IZFTmVZhpUz7rqycgxkWTbs/GoKBAJgVe5huZCz1zzN7Nv7Dq8y2kqjoELTZi0oxaJpuwjUo1gsYmJ6Gr0qLheVWCwWiL1uzMzMqH5sM2IZRpUfDsU2/0w1Ki4lVGssXsLyPORMuiOKNkejUbB2/WtnVWN3OeEPmSO3pxHpdBpWA0snWVmmY36cev0+zfuq2pwORBNx5HI5Tc9Tj+7ZYlWHf/3mN7F/eBiUxRy/EMspxSL+sOYkvP7660YPpapauQDFYhGZbBY/u+12Tc5dyOdx+43frblr0MxNdhvJIZucnMR4NIBdr77W0jknd+1DwRepa7u32XOg6iElk+BVrkBPURRoloUsy7Db9a/MrqZoNArWZmyF/nKiw45oPIZisWj61YFrrrkGjz/+OIC5gCydz6neCLte2XQGd9DMoRyyK664AuvWrTNkLPUof+8WiifioBha8x2r6WQKj9z/24o/UPV8/0hAVuZHP74NO6IzOOldZxg9lEVee/Z5fOh0fRvVNqpWsLN9+3b8ecdLeOd7tKmjNrFvGKI/iS999nOaHF9rjQQ8r7zyCp56a0fLjYuf/82j+Ne/u6aupP52l8/nkc1lwXDqJwczAg9Jkto+IAuFQ+AM6L9YjdVqBc1zSCQScLnMsfOzmnXr1h26aT/1zNOG3kf2bH0N73Asx/vfp13elZrK37uF/vW7N+H0j74fosYzt9ue2ICPn3cpTjnlFE3PsxRz/+zQ2Vx9J5M2NQAVFQAAIABJREFU8C4qbV0zanxqEvZ+dXdXlusdGsRYl7RQslqtgApLlu2+DN6IuVIEvCb5UYzAdUQ/S384pEkD51bw9vYrfZFOZ0Azxn1XW2ka6UzGsPOrJZVKIZ3NQtCh6gHrMkczexKQlaFpGjDprtNiodDWN8/RqQlVC8IuZHc5IaVTSCQSmp3DLCxzBfNaPo7SBktBaikFZFqwciykDkjsD4RDsDmdRg9jHsYuIBaLGT2MhmTzOUOKwpbQDIOcCr1ujRYMBiG49emr6uhxmyKxv32nXDRA0zSKpk3qV0wfkFXLgyoWi3h60wYcMbwHFot2/w6efSO4/vrrqy7BdUIeFDAXkKlRrkYpKl0TkEmSpFmxTroDCnHedtttuP3Ht8He3wuL1TyfiWQsjke5e/DFL3zB1LW0yuuQ+fx+5KwwrJ5lOpkCUwDu+PFcvq7Z65BVu294vV7s805hXIeVDzmZhDTlw8i+4UV/0/O+QQKyMlarFYpJA7J2aHNT7YPr8XiQdXA47xMf0vT8b7z4Cs5ZfjQuufgSTc9jNIvFosrnVFG6Z4ZMkiRYNcgfA+ZyyGKJuCbH1svf//3fYzTgNU0NspJ2qUV27bXXHgp67n/gN0j0Czj8uGMMGcvk/gOwBVL4wmc+a8j5G1XtvvHEk0/g9YRPl1y8XDaHzfc/jO985zuGfid2x7dxndTKzdFCO+f7eDwe8L3aJ+X2DA1gtEvyyIjGSJIERtRmyZIXBUTj7R2QxWIxcHbRVMEYMFeSIBhpr36WhWIRlIE3dcpiQdGk97FGzAT8mvWwXIhhGVAsY/jyOAnIyswtWZqznpBSKJp+hqya8ekpXdqI9Az0d01iP9GYSCwGVuWSFyWCTUQ03l55TgtFo1FwJqpBVmJz2BFss+KwxWIRFGVgQEZZOqIu3ozPB2ePPgEZAAguh+E9LdvzDq+R1157DRv/+Ffs273X6KEsMrVnP844/BgcdthhRg+lqmq9LCenp8A6bZr2IyuJev147omnKwavZs6laKQOmc/nw97pcezb09rndGzHLtyav7Wuav3tnn8XScQgDmiT0yPYbJhp8yXLDRs2YPOzGzAyMmL0UOYpFguY2LEHF6w9CxdffLHRw6mq/PrdvnMHFJcIh47BRLlENApEkvCMTQAw/7VbqQ6ZoiiIRKPgfyQCOs3aZtNp3P29/zpUv61EzzpkpJdlmb179+KBTU/izA9cqtox1bL5wT/ha1/4CoaGtNupqIV8Po9/uflGvPuLf6PLzqNX/vQ0rn7vhzqij1s1r7/+Oh599Tm8870XtXScDb/8HW75l+vrKgzb7m678w44Tj0ag6tWqH5sOZnCa394At+/8d9UP7ZennrmabwW8ajeZ1YNG+/9PW7+52/CabIdoNXcde89UI4cwIrVRxhy/pmxCWDMr1tvRi0EAgH84O6f4sLPfES3c+7f+SaOgh0f+fCHNT0P6WVZJ6vVatpelsVie5a98Pv9YJ023baBC31uzHg7u4VSsViERYXPAkVRHZFrUo9ILArRoU3hVl4UkJJl5M1aw7AOgZD5apCV8A674bk9hL6CwSAEl74BuLO3Bx6/saUvSEBWZm6XpTlnDJVCeyb1e71eiH36Td27B/swNj2l2/mMUCgUVJnGt1itXRGQKYqCaCKhWYFJiqLAikJb18ALRsKwmzQgY2wCotGo0cNoSDuvPJlBIBAA69R35t7Z48aMwQEZySErc++99+L+B36Dx377oNFDWSQ6G0Cflcd1111n9FCqqpRDFggGkUYBD/3iXl3GUMgXkApHcf/d9yz6m5lzyBpRLBbVyaugqI5I/l1KMpmEhbFqOkvL2uYCsp4e7bpRaCkYCWOZRjOIrWLsgumr9Zf38c1kMwBlMayeW7FQBJQivvXPXwdg7h6+QOX82V17dkOiFezetkPHkSgYfW0XbpBz83KQSR0yg3zlK19BodeGcz76AaOHssjGe3+Pa665xuhh1FRei6fkv+74CXpOPw4DK5frMgZFUbDhnt/h1m99u2Nzo3K5HCx067OlVppGLpdTYUTmFo/HNd9ByIjtV1G+JJfLIZGUIJhwlyUw12Q8YPKdluUBz//86j5kV7ix6pjVhoxl+sAY2Jkovnz15w05f6MqBTx63zdKXnzoz/jfn/o8Vq1apet5S8iSZRmLxQKlaM6pZkVpv6rqhUIBntkZuAf6dTsnRVGw9bkxO2t8GwytZLNZUCr8+rbQ1q4IyGKxGFibNiUvShh7+y2rlcy9P6Jpv19sLif8Jg/IylksFhQV41IBFCimqyfXCEVRMOv36VaDrBznNLb0hTmvQIOY+kOstN9FFgwGQdsEMOzSZRXUxPe6MTPTuYn9mWxWlebF3RKQRaNRMBoHZILdhmC4vQqYlszVIDOmzU897E4HAqH2CcgYgzeHFQsF0G2Yb1wiSRLyUMBpVDewFt7lgM9vXJNxUvaizMMPP4zb7roTh605TrVjqmVsxy78+7dvxHvf+16jh1LVwlyA2dlZ7PVMYMXRR+o6jmgwBF7O4x2nnDrvcTPX42mkDtnet95ClMqhd2iwpXPODI/ilNXHor9/6RlMM793QPUaeAAQDIWQKuY022UJAFk5DaRzWLG88hKLmfMXt27dihv/+z8wPTZu9FAqUxT0Od3Y+NQzpp3FK79+39y9GykWuq4MlIsGghCzCk456WQA7XftyrIMbygAZ7/2xcQXysgyLNkClg8tO/SY2tdurbIXJCAr4/V68eNf36N5z8VmrL/7AXz/2zctKlpnZn96/HG8lQ3jxHeeput5Y6EwRte/gu/8y7d0Pa9efv3gbxHp4XDkCce2dJztzzyHK9degNNO0/e/j97uvv9e5Fb2aJrTEwuFMb7xVdzw9W9qdg6tPPnUU9gZ9+rSM7BZm+57CN/5p2/A5dK+BVurHnr0EXjYHI4++URDzj+yay9WZKz4xEc/bsj5W7V161Y8sWsrTr/kfN3PHQ2GMLFpq6bXMalD1gizLgtSJl9SrWDMM4meQf1/JTp63AjHo0in07qfWw9JWQarQqNsK8t07HtUzh8MwqZxTSOb04FQJNyWZUR8oQDsLnOWvCjhHXbT77QsYaw0CgbWpJtbsmzf/Xozs7MQDPo8OtwuBCNhw3afk4CsjKlnCxWTj2+BYrGISY8HPQZM21ssFgi9Lni9Xt3PrQcplQSrwkyphWGQTKVUGJF5FYtFBMJB2DUOyGiGgYVjEW/DJuOBcEjz96dVdBuUvihhGNrQcjKFfAFsHe3QzMrjn4Wzz5jyMVaaBmMTEDYoH5QEZIQmQqEQKI4BZ9ASq9Dr6tjE/rgkgRdbT3jlRR7xNi5mWo94PA6KZXTZWMI77Qi1UfJ5SSBk/oCMtdsQjrTHpgmWYVDIGxiQFdo7IJvxzeraVHwhwe1EIBAw5NztO6+pgdNOO23uP8S/fNvooVT0wF33wOfzGT2MqsqbxGazWSQzadx/512GjCWfzeF2BbCX1SLTs0msVhRFQUKSVNmBxIsCov72m9FpRDAYhODWJ9jgXHMB2dFHH63L+dQgyzIy+Rye+O3DeOXpjUYPp6pjTz0Jqy8zZ+FaYP53XzqdRjqfA8tzhowlm86As9IQDn5HmP17r/y9UxQF4WgUwk/vNGw82XQGP7d+35D3jwRkZbZv3447H/6NaQvDfvcb5q3SDwDr1q079MF9/K9/we5UAGvONCZROBoMYXzjVtz4jfZLsq4ll8uhoBRVKXvBCQLiic6t1wbMtWDhnPrcyAWXEzNtVv8uEomAd9px6Sc+hCu/fLXRw6nKPz0D3+sHjB5GVeXffS+++CI2jO7GaReebchYXn9hCy5efRLOO+88Q87fqPL3bmpqCnf87lc472+uMGw8Y3v3ozeaw2c/9Wndz02WLMsUi0VQlDnfknZrBD0yNYHeZa2VZWiFs7cHoVik45LW4/E4WPH/s/fmcZLc5X3/u/q+z7mP3dlb2tWutLASkhAgZBCHDcKACU5sSIwBJSZgO3EMJgQwwQ6/OAFiHA4DDldMHMDIjkEgkIQkdK72mNlrdu6Znr6PmT6nz/r9MTtidneO7unqOrp5/yP1TO33+33VVFc99Tyf7+exSrLBw+Z0kFzWpplpvYSiEexeeTJkbr+XQERbusVUKoVJpQ7963F43ESTyhl2NoLRaERUUENWq1QxarRkGY1GsXiU3WDi9ntZCCsjd1Fn9KEQ1WoVQafOnYyCTqeZvoNrgn5fd7dia9DpdNh8nrYT9q+2AZLGxNPmsLOcTmtqs0ijLISCuP3y+Bm5fV4C4aCmzmcymcTkUq8p7BpWu438ygrFYlHppWyL0gGZWK1e1YtRS4QiYawyvUBthsvrIRKPKfK8VeSvJgiCB/gycBMgAr8DjAP/BxgBZoG3iaIo67aaJ598kscefIip6Wk5p62L+bGL/Ozoi7jvvvuUXsqmrBn8lUolFkJBfvTjHym6nuxSmh987W/xeFYFomo256yXdDqNwSbNRgm9wYBg0JPL5XA41KvPqYeNjHVFUeShRx9h6OhB9AY5MgYiM6fP8+FCGZPpalsStZpzhuMxbC4nY089x9jT0nk6Ss3R209gdthJpVL09fVt/w9k5lr9bL64gsmqzIamYmGFL5otL1yDateQrf/uPnfqeQSfgzOPP63omubGLvLBD34Qu93eEc3FPws8KIriWwVBMAE24E+An4qi+F8EQfgg8EFAVmfPF7/4xdydiXHr639Fzmnr4on/8w/cfrsymoR6WWsufvr0ab5/8nFO3Hu3ouuZvTSBK1Hgnf/8txRdh5QkUylJ2wBZnHaWlpY0H5BtdNNcWloio6/xynf+hmzrePr7D/KvfvXN7N+/X7Y5myGaiOM4OMiBY0c4esetSi9nS55L/lS1Adl6HdT4+Djf+ukPuPVXlXmOPPdPP+Wf3/M6brjhBkXmb5T1390Pf/JPOfrGX8HuUrZs+dwPHuafvfzVHDlyRNZ5ZS9ZCoLgAl4OfAVAFMWSKIpLwH3A164c9jXgTXKvrVKpIKi0NYdOr6eioNlgI8zOz+Pslr/txbX4+3qYnp9TehmSEo7FJLUoMDntmvF3apRQKIRdZj8ji8bK5JF4DKdH/e73AEanXRO2IkajkZqCthda1ZDlcjlyxZWWtjirF4vHSTgi/wYdJaKPvUAM+BtBEE4LgvBlQRDsQK8oiiGAK/+VXRFeLpfRGdTZlFVLjaAn5qbx9/UqvQwcbhfpQo5MG3ltRRNSB2Q24hp4yO2EhcUANr+8fkbubh8zC9p4CahUKixlllXxAKwHm8tOJK6MP1QjGI1GalUlnformgzIotEoNq9bFR1p3F1e5oKLss+rRMnSALwI+LeiKD4jCMJnWS1P1oUgCO8B3gOwa9cuSRf29NNP8+hDD3Jp7Lyk40rB4uUpbvD1MzIyovRSNuXRRx/lpz/9KQ/97BFGJi+pItu4eHmKD37wg3R3d6tWx9MIkUSMfo90ViJ2t4uwQiaIrWZ6fg7PiLzvdf7ebiZGfy7rnDsllUphdtjR6XSa0JD5+3uJTKo/+/jLDFljrGnIFhYWmE6EmZmbVXpJFAsFktMLzE9Ot72GLAAERFF85srn77AakEUEQegXRTEkCEI/EN3oH4ui+CXgS7DaXFzKhR09epSUx8ixl75EymEl4eSDj3D8+HGll7Eld999NyMjI1S8Nu58y68qvRwAzj39PMc9/bz2Na9VeilNk8/nKRSLWO3S7Ypz+bwEZy9JNp5aEEWR6fk5br3jJlnndXo9LGUzZLNZ1evyUqkU5ivZsaN33Kp6DVlmaZnx+KjSy9gWg0HZXpbVirYyZGsBz99977sEjCUOHJNXt7URtVqNh7/ybT70oQ9hNstn8Ct7CkMUxTCwIAjCoSs/+hXgAvAPwDuv/OydwANyry2/UkCv0gtZZ9BTKpWUXsa2zC8sYFOBfmwNf38PEyp445KCNdd5KVP6Lp+HUDSqKauGeojH49SMeiw2eS0dBEHA0dNFIBCQdd6dkEwmMTnV70G2hs3pYCm9rHr7H6UzZGK1pknbi/lgAE+XX+llAFf6IXtcRKMb5oVaN6+ss/2Cfwt8SxCEUeAW4M+A/wK8WhCECeDVVz7LSj5fwGQ2bX+gAuhMJk2YnE7OzeDtlb+h+Gb4e3uYDcyr/iZeD7FYDLNb2qyL2WKhpkOTTbG3YmFhAbtCLwb2bh+zc+rXkUViMawydTGQAr1ej9Gm/ibjBoOBmqLNxbWVIYPVjFQwEsYjk2dgPVh9btlbFSoSRouieAY4scGvFPWbOPn885yavsRzDz+u5DI2JBpYxHZnljvvvFPppWzKI488wle/+lX6Du3FKGOadzvmz13ij/7oj3jjG9+oaQ1ZIBjE5pN+R5zN6yYajeJ2a2O3XT1cnp7C3a+MMXHXYC+XxiZ5La9RZP56CcejOEdWz5EWNGRH77gVi8tBKpWiq0s9L33wCw9GWA0upuZmeehBZXwYl0JRnn/4cXRXNLxq91983/vexwMPPMByJsM3/+Zr2/8DmSiXSnwOHf/sbW/7ZS9LJdi9d4Shu08wtG9E6aVcx6VToxwwyrtjrFGOHTvGS+55BXf/9luUXspVnH74CV59w3HuuOMOpZfSFHOhAN4bd0s+rsXnJhgKceDAAcnHVopL0xPsf5UyLy9dfb1c+NETlEql6wxi1UQ0kWDPzauN0LWgIYNVm5ZkMqn0Mq5jzYMRVgOyD3z4j3n1e39LkR2DP/7iN/nsf/4vLwRkaudzn/sc733ve/nOz3/Kidfdo/RyXiAaCLJ8ZoI//L1/K9uc2viLyUQ2n8eskLvydpgtZrL5nNLL2JKFhQUcKtKPreHp62ZyVn3dFxpBFEUCwSCeLunPr6vLx0JQ/ZqnellaWmI5n8flk9eDbA2D0YjF62RhYUGR+euhVquRWEpKaqEiBxaXnajKrS90Oh2CoFOk93C1WkVA0EwwtsZiMIilBdn/ZvB2d7EYCcv6d9TWX63F5PJ5zBb1lNrWY9JAQDYxPYWrT12lBIDuwX4uTU9pWri+tLREVS+0RKTu7fYzowERer1MT0/jGuhR1M/INdDD5NSkYvNvRzqdRm82odeY+NvpdhNJqL/JuNFgUETYX6tUMWrsbwowu7iAt1sdgv41jGYTOotJ1oys9v5yLeR7f/d3BD79aVUY011LtVrl0IEDvOdf/o7SS9mUv/iLv2BqZhqdXn3muivZHOHpOb7yla8ovZQNWd8LbyNKpRK5lQLf+OKXpZ9chEI2x5f/8q82vfbV3g9vPRcuX8Y7qKwxcc/wIGOnx3nNverUkSWTSSzrBP0PfOUbPP3jRxRc0dbcfu8rue9dv43d7SJw9rLSy7mOa3upPvP4EywkIzL1UP0F1UqZ4PkJPvaxj73wM7X7L/7e7/0e3/zWNzHZrKrwrlxPsbDCwuhFvv3tb8sy3y8DsitUq1Ve9qp7eNV7/oUqA7LscppLP3xM6WVsSjab5Y5X3c2Hf+cLqjx/Jx98hDfd9nKll7Ep63vhbcQPHvwho5kIR26TzhR2PU9+7we8+763sXfv3paMLxe1Wo1zExe55U33KroOf38v5378GLlcDrtdfdYSqVQKk+MX2db73vXb3Peu31ZwRfXhcLuIJROIoqiq+8y1QU/lz/Qcve9V2Bzy/u3z2RxjD/yEj/3JR2Sdtxn+/M//HFO3l1f+y99Q1d8U4Nwzz3Pc3S/bfOoKRxUkn89jNJtVd0GsYbZayWSzSi9jU+bm5nD2dqv2/Ln7u7k8PaX0MnbM5Pwsvt7W7Rq0dflYaIOyZTAYpGYyKN6cWK/X4+zrZmpKnddcPJnQlAfZGkaTEcFoUH07NL1er4j1Ra1aRa/CCsVWrPac9ajy2eHr6WI6IJ8W9JcB2RVyuRwGqzr1YwAGo4GqWFOtOezk9DQOFerH1uge7OeSijU9W1GtVpkNLNDVwv6gvv5uJjS+8QHg0uVxXAqXK9fwDvczdvGi0svYkGhc2p6ocmJ22llaWlJ6GVti0CvjRVar1dCrrOy3HcFQEKtfXYL+NTzdXcwHA7Lpj39ZsrxCNpvlq//9c/zXD31U6aVsis/v56N/+B/w+dS3k/HS9AQ/evxR/tsH6m5LKjv9/f38wf3/BpdLfQ+iazUo60mn0zwzdoZQunWGmOVSidDFSRamZjZ8U1W7DmWNM+fP0Xf8oNLLAGBgZBenvvsgb1dh1iKSiOPfc/iFz1/4yCdV6b+4xq33vIz7P/FhAEwOO6lUSvJexlKi1wmKbCISazXN7bD84pf/mudHz2K2WZVeyob4PV7S6bQsPo2/DMiukMlkeN8n/yMvepV6dUZPf++HZDIZ1QVk+XyeUCLG+/+/j6vuwbOe537wU2ZnZzl27JjSS7mOrQKeJ598Es+xAxx/5UtbuoaffeO7vO+976O7WxlD1WZZXl5mMRHlwOArlF4KsNrqB7uZ+fl59uzZo/RyriKeSrJrXVn3/k98mPs/oeCCGsDktJFUuVu/oNNRq8kfkNVqIjqdeu/BG3HopiO84d/fj8urTp/NZ//fQ4RCIVkCsm1DaUEQegVB+IogCD+88vmwIAjvavnKZGZ5eVnVJUsAg82iyhY3c3NzOHr8qg7GAFz93VzWYNlyfGYKT1/rgyR7bxdzGmj5sxmXLl3CNdinqgyBd9cA5y6cV3oZV1EqlSgUi1hUmpHYDrvLSTShfi8yUZTfh0wUa+j16rn+tyOfz7Ocy+L0qLNkCWDxugiGgrLMVc9f7n8BPwIGrny+DKi3D8MOSS0vY7HL24i4UfRWC8vLy0ov4zompiZxyhAwNEvP0CAXJieUXkZDiKLI+NQkvUMD2x/cJN6BHsZVKkKvh+fHztK3V11lrMF9I5w8d1ZVHnhLS0uYHXZViqjrwe5yElOhW/96tHpu5SYcDmP1uVV9vjw9XczIJOyvJyDrEkXx74AagCiKFUD7nZqvIZZKYHMquzNrO6wOG0kVilkvTF6md7j1AUOzeLp8JLNpVQa1mxGNRqkadavlrxbTOzzIxanLqgoe6iWXyzGxMEvf7iGll3IVbr+PfK1CMCjPG3Y9rAZk6n753IrVgCyh9DK2RRENmcrsQLYjFAph9auzVLmGt7uL+UV5dqDXoyHLCYLgB0QAQRBuB7TzRKuTxFKKsdGTjD75rNJL2ZRDx4/hf+ndSi/jKrLZLOFkght7uvnjt7yDibELSi9pUw4cPcxvvPtfMTs7y80336z0cupienoae688DtZ2l5NCrUIikVBd8+btuHjxIo6BHgxGeY04t0MQBLwjQ5wdG2VwcFDp5QCr8gyj/epypVaMYQFsDjtL6TQ1FQnY1zcXB1hYDGB02jDI3Mu0UipTSuf4wXd/sRY1NxefW1zk//7PL/Op9/2R0kvZlJtuP8EdL7mdfD6PrQWdUtZTT0D2h8A/APsEQfg50A28taWrkhlRFEmkUrz5vf+S3/zA/UovZ1MS4QjRZ9WlR5mdncXV141Op+NT3/260svZlonR81yavKyZgOzCxDjdMmUfBUHA1b/qnaW1gOzZM6fo3z+i9DI2ZPjgXp75yZO87jWvVUX2IrmUui4g04oxLIDeYEBvMpDL5XCqpKqxvrk4wKf+x6fpu+MYvh55pRzJaIzwU6P88fv/QNZ5d8rs4jz//i8/Jft5apSn//5BwuFwy42zt329EEXxFPAK4E7gvcARURRHW7oqmSkUClTEGiazukX9DreLeEJdqfrLk5M4Vew/di29w4OcvzyuibJctVrl4tQkvcPyZVZ8Q/2cnxiXbT4pyGQyTCzM0r97WOmlbIiny09erBJQifFuPJnELkMJvJWYHXZVSw9EUURA/uBbEHSauLcBlMtlook4bp9X6aVsi9nrJBQKtXyeenZZvhl4I3AIOAi8QRCEXxEEoafVi5OLVCqFxeVQxdvrVpgsFkrVCoVCQemlvMC5iXF6d6lLt7MVTo+bXKUka8PYnbK4uIjeacVslW83XO/wIJcmJ6jV5N8htlPOnz+Pa6hPdeXK9fj3DnPqzBmllwFAYjmFVYMu/esx2qyq3HG+Rq0mggLPE0FAEUPanRCLxTC7HJpocO/q8rEgw07Les7Eu4A7gDWBwd3A08BBQRD+VBTFb7RobbKRSqUwO2yaMEc8evQYqVQKq4wP6c1YXl4mlctwS9eqL5oWNGSf+u7XcfR1Mz09jd8vjzarHjZqLl4oFChWK/zNZ/5K1rWs5PL87y//DYZ1N0o1Nxd/6vRJMsUc//vTn1d6KZuy76YbeebyPL/2+tcrbg+ztLyM36HtDJnBZlZVQHbXXXdx8uTJFz5XKpXVRtlyx2Tiqjnsn67rZXnixAmeeOIJmReyPWs7LLXw3P2N972buadaXxisJyCrATeKohiBVV8y4PPAS4DHAM0HZIlEApPLrglzxJM/fJhkMsnAgPK7Gqenp3H1/6J/pRY0ZAC+wV4uToxz6623Kr2UF9ioufhf/OVn8b7oED0yWF6sZ/Tnz3Jr927uffWrZZ13JyQSCeYjYe5+51tVI/DejJ9/5/8xPT3NgQMHFFuDKIqklpewqrDheSOY7VZSS+oxh7024Pnop/6MG173ctnbU2WX01z64WN8/I//RNZ5d8JiKIjN59bEc7dSLnMmFqXa4q4b9dzBRtaCsStEgYOiKCaBcmuWJS+hWBS7Rvq6mVx2YvG40ssA4NLkBB6V9A1shL5dQ1yYmlC11iKbzRKIRfD3y39++3YPcfaSujaPbMaZ0bP49g6pPhgD6N6/m+dOn1J0DSsrK4iCgNGk3vJuPVjtdlIqypBdS7lSRqdAJlSn11OuaOOxPBdcxNOlnirFVhiMRkwOG/EWP3vruYs9LgjC/xME4Z2CILwTeAB4TBAEO6A+U6wdEIpGVNu24VocHjehaFTpZSCKIucuX5JVcC4VNqeDikFHOBxWeimbcvkQSZyiAAAgAElEQVTyZVwDPYqUt7oG+gjGo2QyGdnnbgRRFHny5HMM37Bf6aXUxa6D+zh1YYxisajYGrLZLCa78nKHZrHYbaTS6hX1l0rlq0r+cmEwGCiV1B+QiaJIIBzE7VdXG8CtsHrdRFv87K3nivk94M3AXVc+Pwv0i6KYA17ZqoXJhSiKhGNRhrwnNOHFc+frXk1o5pLSSyEej1MUq7Kn5KXC1d/D1PQ0/f39Si9lQ8Yunse/S5mytE6nwznQy/j4OCdOnFBkDfUQCARIV4uq3zK/hsVmw9Lj5cKFCxw/flyRNWSzWYxWy3U/H3vqOcaePrnBv1AHR28/wdE7fiExsNhsxFUUkK33IRNFkcmZaR588IfyC/tFkVQoynOPPv6ClESNPmS5XI5itYLVrg3t9v2f+DAWj4tgKMTRo0dbNte2AZkoiqIgCFOsasbeBswA323ZimQml8tREquYrVZNePEUV1a4EI0q7sg8NTWFc6BH9TtTN6NruJ/zly9x10tb27B7J1QqFcYuj/OSt/+aYmvoHhli9OJ5VQdkzz3/PF37dmnqGuw/uJcnTz6raEBmsFxv73P0jluvCnjUjtVuZVlFGdz1PmSVSoU/+MifcO/9v6XIWh764jf573/6Z4pk6OolGo1i9bgQBEETGjIAd5eXhcXW7rTctGQpCMJBQRD+kyAIF4HPAQuAIIriK0VRVOd2qx0Qi8WwedTdS2s9ZosFUS8ovsPowsQ4vsE+RdfQDD1DA0zMzlBV4Rbx2dlZjG47lha7Qm9F/8gw5ycvUy6rs/xRqVR45uwpRm48qPRSGmJwz24mF+dZUqgFWi6Xw2BVt99iPZgsFgrFFVXasxSLRQxm5TR6epNR0bJ4PUSjUSwebVVX3D4vi+HWepFtpSG7BPwK8AZRFO8SRfEvaccelrEYJre2dhxZPW5isZhi89dqNS7JbFgqNWaLBYPTphqzzvWMnT+PZ7ey59ZssWD2uZlSabPx8fFx9F6HLD0+pURvMOAdGeL0WWU8yTLZzIYZMq2h0+kwmEzk83mll3IdKysrsrdMWo/BZGJlZUWx+ethMRzC7tVWQObwuEkuL1EqlVo2x1Y5zbcAbwceEQThQeDbyO+q0nICoSAO36qgXyu1bLPXSSQSYf9+ZcTMoVAIrCas9qszOJ989wdUr0P58F9/9oXPzv4uJqen2L17t4KrWmVNgyKKIrPzc9j8HsUNEwvZHN//0tfo6e5WnQ7lqZPP0ndgzwuftaD/XJNDDN+wn58/8Sx3v/wVsmfm09ks5g00ZFo6f2sYrRZyuRwOFXiqPfroozz66KMApNNpnj13lkBUmU1DCxcu88n4Mi7XasBz9913c/fddyuyls1YjIZxHV6972rluavT6bC4nSQSiZZpj4Xttv5f2U35JuA3gXuArwF/L4rij1uyogY4ceKEuN6Mbyd85vN/hePoXk1le6bOXaSvoOPtb/0NReb/2WOP8bPZCxx/xZ2KzC8Vwdl5ipcWeP97/7XSS3mBQCDA//jW3/Cyt9+n9FLIpTOc+f6P+bMPf1RVthLZbJaP/Nc/42W/9RZN2jeIosjjf/t93v9bv8PwsLztnv7mW98g3+tg14F9ss7bCp7++wd595vexsjIiNJLuYqJiQm+9uADvOSN9yoy/7P/+BDveM0bFfW7244P/eePccuvvwabQ1vVqZMPPsJb77ynKWG/IAjPi6K4oTi3nl6WOVEUvyWK4q8BQ8AZ4IM7Xo2KWN16G8LTrQ0vlDU8XT7mgsqV2i5MjNMts1lpK+ge6GcmsNDSFHSjjJ4bw6PQ7sprsbuciFYTc3NzSi/lKs6OjuIe7tdkMAarTdy79u/m5Cn5Pcmy+RymNihZAujNRlWWLHO5HAaLciVLvcVELpdTbP7tyOfzFIrF6yosWsDschCNtc76oqHXXlEUk6IoflEUxXtatSA5SaVSiAYdZsv1KXw14/b7CF9xDZabSqXCxNwMPYPqtItoBKPJiNXvZn5+XumlAKsvCM+NnmVo/57tD5YJ38gQZ8fGlF7GVTx58lkGb9B2hmf3DQd4+szzVCoVWefN5nKYzdq6322GwWxSVV/fNXK5HHoFnykGi1nVAVkikXhhh6XWcPo8BCOtK0Wrd1+sDITDYez+X3Sa14qOwmA0YrTbiMVi9PXJu9NxcXERk8vRNm/Zzr4upqanFdPjrSccDpMpr6gqYzu0fw/P/dOj3PeGN6jiBhqJRAinkxwaulpioDUfLbvLid5t5/Llyxw+fFi2deQLhQ2/u1rpQ7sencmoGvH6eg3ZxMQEkXKOC8+fVmQt8VCYC4ZHeeihhwD1acjWWhWuoRUNGYDT6yY43roX+I4OyBZDQSzrdnpowYdsDavPTSgUkj0gm5qewtnfJeucraR7aIDzZ8d5zb3K6D3WM3buHN6RQVUEPmu4vB7KRoH5+XlVbH44deY0vr3D150jrfloAfQcGOHZUyflD8jM1wdkWulDux69yUi+oI6S5fqg5+t/+y3Sfgu7Dymj4Zobn8AZL/DOf66MD9p2ROMxLC7nC5+14kMG4HS7GYvHW+YDqh6lrgLMLMzj6VFPNqIR7F0eFhYXZZ/3wuQEXW1Qrlyjq7+X+XBQcd8eURR59uxpBg+op1y5hn+POsqWoijy1KmT7DqkfDZTCnYd2Mfo5XHZym61Wo1SuYRBo9q7azGZTeTy6itZJpeWsCm489PmcJBQyOeuHkLRCE6NWV6sYbKYqemElrWV69iATBRFZgLzmmm7ci2+nm6mF+QVW1cqFaYX5ugeaJ+ATG8wYO/yKq4ji0QipFZyqrweh/bv5bnR04o3Y5+bm2NFL2qmIfF2GM0m7ANdnD8vTyP3YrGI3mhUVQa2GYwmE/kV9QVk8VRSUX88m9NBIpVUbP7tCMdjODxupZexY6xuB6lUqiVjd2zJMp1Os1KpXPXF0VIt29fTzcXQE9RqNdksCdb0Y0bzxjuItKhDAXD0+pmemVF0m/h73vMeHnvy53zjC3+t2Bq2YnB4iN/9F+9QtGx56swZ/Ht3KTZ/K+g/sIdnTj8vS4uqUqmE3tg+t3yjyUShqI5M0JqPYK1WY2p2Bu8DDyjq2pkKRnj8Rz9Bp9OpykNQFEWi8Tj71vVA1op2ew2T004ymWzJvbB9vp0NEgwGcXR7r3pb1FIt22g2obeZicVi9Pb2yjLnzOwsjr7N9WNa1KEAdA31c/HcBK9BGR2ZKIrc+rKX8ub/+H78vT2KrGE7zj/zPGdGRxULyGq1Gs+Onebm+16tyPytYmBkFz977Fmy2WzLDU7XMmTtgsFsVE2GbK2XZTQa5S+++gVe9ptvUnQ9j//tA/y7f/Ue2Z4N9ZLP56kJ4lXOBlrSbgOYHHZiiXhLxu7YkuVCIIBt3Q5LLWL1ewgGW9vsdD3j05P4+9X1BZcCf28vc4GAYn0bw+EwS6W8KsuVawwf3Mezo6cV6x04MzMDNjMOtza1J5uhNxhwDfVx4ULrM8ttlyEzqq9nYyKRwKyCdl4Wl4NkUn1ly2QyqYrz0wwOj4tovDUBWft8OxtkYm4G3/6rtVBvHDmm0Grq4x9mR6/67Oz2MT03y/Hjx1s+d61WY3J2httuP9LyueTGaDJi8boIBoOKZIDOjp7Fv+f6nYNqwuX1UDHpmZubY88e+TcenBkbxTsyJPu8ctC3b4Rnz57mtttua+k87RaQGYxGVlQWkEWiUcwe5QMOs8dBOBLhxhtvVHopV5FKpTA7teXOfy0Ot4vI1HhLxm6fb2cDiKLI7MI8t71U3QHYtYw99dxVW/v9fb1MPXtOlrmj0SiC1YTFtrm7slY1ZAC2Hj+zc3OyB2SiKPLM2dOMhxf43//jC7LO3Qi33/tKDhy7iTOjo7IHZLVajVPnxzjya6+UdV656Ns1yGOPPk0+n8e2xferWUqlErpN+qNqTccDq9nFkkJZ7WtZ8yEbPTdGwazj/HPKeJCtsRSL83zxQX726KOq8iFLplKYnFdf4+84cQ9L8YRCK9oeT5efr598+IXPDreLiVRr1tuRAVk8Hkc0Ga4LLq7NQKmPq32WvN1+zkYjlEolTKbWtuqYn5/H3u3b8hitasgAfP3dTMxO84qXv1zWeRcXF8lWS7z9/e/lNz9wv6xzN0p2Oc2z//AT7nvDG2Ttbbm4uEjFqMOp4Z1ZW2EwGnH0dzM+Pt7SbHe5XEbQb/x305qOB1Yz22opWa4FPX/+mf9G/503K64FTUZjBH9+hg/9/r9TdB3XEk3EsK3zIAOuCna0gMVmJb+yQrFYxLyBp18zdKSGLBAIbBtcaAG9wfCCQWyrmZ6fw9XbPoaw19LV18vk3Izs1g5nx0bx7RlSdblyDYfbhWg1req5ZOTCxQu4h9vHamUjukeGOHuhtdnucrncViXL1QyZevrQlstlIvEYHr/yzxa3z0skHlNMF7sZ0URC8zpQQRAwO+wstcDrrSMDsum5WZw9yn9ppMDa5WVhYaHl80zMzuDvaz9B/xo2p4MyYsv8ZTZCFEWeOXOK4YPa6cvo37OLU2fPyDrnmYvn6RsZlnVOuekfGeb8xOWW9qctlUoIm5QstYjeYKBSrSq20eRaIpEIFo8TvQrOsd5gwOxxEg63ru/iTogl4poPyADMTntLnhXKXzkKMDk3Q+/tR5VehiR4e7uZmJvhrrvuatkcKysrJJZTHNP4rtTtsHf5CAaD+HzyBOsLCwsUdDXcKnijrpfhA3s4+b0f8eb73oRer2/5fOl0mnAyzg196rQDkQqLzYbOYWFhYYGRkZGWzLFastw4E6u1DU2wmqnQ6fWUy2XJS0c7YXFxEYtPPWV1m9/D4uIiw8PqeJmpVqssZdJYHdoW9QMYHdaWZMg6LiArFosEY1EOdV9ffnvfvW9mYVLeckwjDO/fw+d+/L2rftbV38u5kw+3rLcWQCgUwubzbKsb0lqD52uxdXlYCCxw0003ybKeM6Oj+Peo42ZZL3aXE53LxvT0tCxGutPT07gGere99rQoSr8W92AvlycmWhaQFUslVWRvdsK1G5rW0Bn0VCoVxQOyz3zmM3zxS1+irIfvfOl/KbqWNVZyeb5dhfe+5z2qMIZdXl7GaLVc9yKnNVE/gNXpaIn1hTa/nU2wuLiI3e/d8O3+2mBHC9hdTgqVEsvLy3g8npbMsbi4iLVr+7G12OB5Pb7ebiYvydOOqlar8ezoaW58/StkmU9K/HuGeP7sGVkCsvGpSdwD22fHtChKv5buoQEunL/Mva9ujfltsVTcVEOmtQ1Na+gNBlXopH7/93+fpVKeA69+KS6fOioJ6WSKyz/+uSqCMYClpaUNLS+0JuqHVT1tdPGXAVnTzC8sYOtWxxdGCgRBwN7jJxAItCwgmw0s4O7STlltp/h6unj24adbmm1cY2FhgZJRwOVtzd+slQwf2Mep7/yQt77p1zG0OONyYXKcg/e2rhyvJrr6e7nw4ydatmu6WCq1/O8lNzqDnlJJeWF/JpNhOZfFqaLvs9PrIZ3PkU6ncbmU122lUilMjuttXbRYLre7nATOTkg+V8eJ+ifnZvD2qdcRfSc4un3MzrcuszMfXGybhs5bYbZaqehWU+ut5szoKL7dgy2fpxXYHPYXypatJJ1Os5zPq+oh10oMRiNWn4vFxcWWjF8slTVbstwMvcFApVJRehnMzs7i6OtW1W5pQRBw9nUxOzur9FIAiCcTmDRuCruGw+0inkpKviu/vb6d2yCKIpNzMxx/8Ws3/P0n3/0B1WugPvzXn73u5139vVw+I320Dle2cidjHK5D0P+2w3ewks+3ZB1SYLHZ+LsLT215jN3vIRwOtyzbCKvX4XNjZ64qV2pNf+cbGeL02CgHDx5s2ZyBQABnj7+uh1w7aMgArF0+FgKBlpjvFstFDMaNjWe1ev50BoMqMmTf+/7f88z5M0yOX1Z6KVeRCEfQxdIcO6Z8Fioaj+HwXZ+pU3+5/HqMZhPodeRyOUl70HZUQJZMJikLq2/4G7FRsNMMBz/9eS7/wb+WdMyN8PV2cy70MyqViuQliXg8jsXpqGtH3XbBjhYwe5yEIxFuuOGGls2xsLBAycBV5Uqt6e92HdjLqe8+yFvf9Ost2205v7CAras+eUE7aMgAvL1+JudmePnLXib52KVSCYNx412AUp8/ue59OoNeFRoyzEbe8R/er7od08uJJJM/eVIWGcZ2RBJx/HsOK7oGKbG4HKRSqV8GZDslEAjgkNEQ9tBnvyDLTclgNGLyOAiFQpJvcY7H41g8yusP5MLp9RCMtNa7Z+z8ObwaLVeuYXM6EJxWZmdn2bevNT5qs4sLePfUZ3ehRR3KRnh7upk405o+eSulIjaZSpZy3fvUoCFLJBIsr+RVI+Zfj8vnJVNcIZlM4vcrJzsRRZFoPM5ut3P7gzWC0WEjmUxK+sztKA3ZzNycrAGZnNi7fC0xiI1EI5hdyjfLlQuXz8tipHWdD0RR5OTYWQb3yd+gW2q8uwcZPdc6d/lAOKS6jEOrcbhdpNLplrQEWikWMZiMko+rJDqj8iXLy5cv4xrqVTwDtRGCIOAc7OHyZWVLqYVCgVKtitlqVXQdUmJy2oknpN1p2VEZssn5GfwvvnHT30vRHPsjlSr/aZ1z9BtGbgbgT3U6PmForrSzVXNsT28X0/Nz3HnnnU3NcS2LkTBOf316Ki03F1/D5fVwLhZrWYo/HA6TqRTxXLNrVYv6xaF9I5z8p0d50xvfKPm5KhQKZAt57K763qjf9ZE/UrUG6oGv1Kch0+l0WD1OYrEYQ0NDkq6hWCxh3GT3phQasn8TCPJvFn/xMrN27/ufg/38z6GBpsbeTEMmqEBDdvbieT7+rvcpuoatOHbHu+n7XQt33HGHYmtIJpNYXQ5VBq07xelxEYpGJR2zYwKycrnMYjjMvu7Nt9BL1Rz7H6/89w0jN/OPs2cBOA600uXM39/L5dEnJB83kojTs+9IXcdqubn4GiaLmZqA5GLNNS5cuohn18B1Nyap9Yty4PJ6KOlXfeqkDh6SySQWt7PuG7hWNVAbYXY6SCaTkp/TQrGAwbhxhkyq87fRvW8Y+POmR94YvVHPyspKi0bfnmKxyOVZ9ZqJA3z0f/0VT3zz71vSDLtekslk2+ywXMPp9RCekjYB0TEBWTgcxuxxbnpD0jpOj5vlXIZcLofdLs2Fv1b33+tRTzsQObC4Vx+IrQjITp8bo+9463Ymyo1nVz8XLl6UPHhIpVKY7BvvCJQDuTRQG2Fy2lrSJ29lpbhphkyrGExGCgoGZJOTk1h7vCrfKWjC1utjcnKSI0fqe7mWmmgsiqWN9GMATq+bCxJXUzpGQxYIBLDVWXqTivEP3C/bXIIgYO/ySephVCgUqIhVzBaLZGNqgVY1jk2n0yzGI3QP9ks+tlL079nN6Qtjko+bSqUwOtpHb9IIVqeDaFLaVjLVapVypYJhE6d+qZHr3mc0m8kVlLPaOXPuHH4NbNDx7x7kTAv1ntsRikZweNvrxd5ssVBBJJvNSjZmx2TIZhYWcPVsvcvkCx/5JM89/Li0E3/nAcmGuvWel3H/Jz686e/XejFK5Q21vLyMuYFGsFrz0toMo701jWPHx8dxDfZt2JdRqz5Q/r4exlJJlpaWJPVuS2czmO31B2Ra1UBthNVmYymQbGq+a1lZWcFgNm76Jt8SDeNXvynZUJt5MBpNJnJJZQKySqXC2UvnePFbX6/I/I0wuHeE5/7un/hnlbco0q0hGI3Qu2/jndAtee5KyFbPXZvHRSKRwOmUJvvXQQHZLMOv2PphfP8nPsz9n5BpQS3A29vNTEC6nZbLy8sNlY205qW1GVaHnXhK2gciwLnxi/h3bfxg16qPlk6nwzXYw+TkJCdOnJBs3OVMFrOj/sysVjVQG2G2WVnK5SQds1AoYDBvXq7UooYRVjWf2bz039V6mJqaQu92bOprqSasdhsGj52pqSkOHTok69y1Wo1IPMYB78a2IFI/d+XUf5rcDuLxOCMjI5KM1xEly2KxSDSVxF2H27yW8XZ3MbMwL9l46XQao62zypUAVoeDxJK0JctqtcqFyQn6d0urtVID/uEBxi5JK27N5rOYrZ137QGYrRayOenKIAD5fH7LgEyrmK0Wsnlpg9d6OT02Stce7Xyfu/YMc2r0rOzzLi0tIZhNGGWyXDn02S/IMg+sZshCEvpWdkRAFolEsPncG5aK2gm7y0m+VCSTyUgyXjrTqQGZjaVMWtIxFxYW0DusWGzKCdVbRf/uIc5PXKZarUo25kqpiF4mvdNGyKn/vBaDwUBJYvf51QyZMjvsWonZYiErcTaxHiqVCqfOjzK0f6/sc++Uof17OXV+TPbOBrFYDGubmou7fB4WwtL5VnZEyTIYDGKtQ1CodR8tQRCw+T2EQiFJatqpdBqzrX4djxa9tDbCYrWSliioXWNyegrnwOZN7bWqIYPVHqF6h4VgMCiZa3W5XMZpUG5HtFI7LAH0LTA7zeVy6M2bn0+tXn9mq5VMNiN7a6CJiQkMHucL5Uo162fXtLM2hx2j18nExASHD8vXwigajWLeYofl++59MwuTzVmHfLRW46PrPq/pPz8OfLzJRMzw/j187scbm1a5/T7OPXmmqfHX0xEB2XxwEUcdPfHawUfL6nMTCoclEfYvZ9JYB+sv82pVh3ItFruNdDYr6U3+/MQ43Tfu3vT3WtWQreHo62FqekqygKxSraLTt3dGezN0Oj0VCbONAJlMZstst1avP6PJSE1Y7dMpp8fWc6dP0b1v1wuftaKf7d63i5NnTssakC2EQjh9mydENgt2GmUj/eeLAOm21V2PzekgW8hTKBSwStCFoCPuePPBAJ4u5fp4yYnL72UhKI31RTaX60gdj16vR6fXSda+plQqMRsI0D3QJ8l4aqR7qI/zE9K1ZxEEAVEUJRtPS4i1muTyiqV0GlMbta1Zj8lqldR6YDuKxSJnxy8wvF977c+GD+zl7KULLWnNtRkL4cXrOpO0C4IgYPO5iUrk2N/2GbJarUYwEmav/6VKL0UWPN1dzF+UJnWezefosrSf7qQeDGYThUIBiwQebIFAAKvPvaUpsdabY/cMDvDzR56mWq2i1zfXIgxAr9Mh1jo0IENEJ3H5LZVZxtrVpgGZzUomk5GtefaFCxew9vo02ZfRbLFg6/dz4cIFjh8/3vL5arUakViUAz75AjK59Z9mj5NIJMLu3ZtXQOql7QOypaUldGYTxjp2GLWDBsrldRNNJiR5MOYKeYwNlAG07CdzLWsBmXeTrdqNMDs3i71X22+IX/jIJ7c8d0azCaPTTigUksS132g0Uq1U6j5eqxqojahWqpIbuCZSSbx7btj091o+f0abhXRa2k04W/HMqZP0H7g6O6bme9+1972+/SM8c+qkLAFZIpFAb7VsucOyJfq7T39esqG28690+DwEQkFuk2Cutg/IYrEYVm99OzzaQQOlNxgw2q0kk0m6uzcXkdfDysoKpga2yv/gG/+nqfmu5aN8jI/zMcnGu/8T9bc30ZuMkvXIG5+ewrend8tj1N16BWD7QNbW7WN+fl6SgMxqtlAu1b8bTKsaqI2olEpYzdJmX1LLywxu4Zel5fNnsFtaYuS8EZlMhvH5GV7+ihdd9XMteVgO7NnNY088TzqdxuVq7e7HSCSy7YY6rejvNsPT5Wd+dEqSsdpeQ7bdDo92xOpxEYvFmhqjWq1SqdXQK+DqvMbH+Lhic+sMBkm2h4uiyPT8HN0DWwdk7YCnr5uJ2WlJxrJbbZRl1LmoiVKxhE1C7Wa1WiWTy2LVgIHpTrA67CRa0OpsI0bHxnAP92u6J7LBaMS9q5/RMelbnl1LMByqOyGiVdxdPgLhkCSa17bPkIViUext6oGyGSaXnXg83tQY5XIZvcHQ0C5DybM8I8pljqSyHkgkEogmgyb1Jo3i7+1mYvTnkozlcjgIFKTt56gVVvIFnHbpGtsvLy9jtFra1ofR7nISnW3uBbRennr+OQZvOSDLXK1k8OBenj51krte2lpt9XxwEfegtuUa22G2WBCNepaWlpqWuLR9QBaOR3Ecrk9s1w4aMgC720U43tyuj1KphN7QmAbtHSfuYSne3EP0o3BVkXLNT+Zj0HS+zNPl5+snH67rWJ1BL0lAFgwGsdfR1P5373od0UCw6flaRc/QAF9+4odbHuP0eljKZMjn89iaNMD1uNwUE9LsFtYahVyO3R7puoqkUinMLukCPLXhcLuYSVxq+TyxWIxgKs6BoVdc9zs1a/A20t/1DA1w8ZGniMViTUtbtmJuMcDhW/ZveYya9XdQn/bY5nUTDod/GZBtRzQe5yZ3fTvY2kFDBuDwuAhfmGtqjEqlgtDgpoB6g53t2MhP5sXAP0gyep3o9VQaEJVvxnxgAVvX9gHZdsGOFhAEAXuXl1AoxL59+5oay+12U8kXJFqZtihkc3j7pLNISaVSmB3t1yFiDbvLSXIpSa0FdiHrOTs6infP8IZzaE2Dp9Pp8O4Z5szZs7z6Va9qyRyFQoFMPofdtbVkSEv6u82weJ2EwiFuvPHGpsZpzxz2FcrlMplcFpuzfd8ON8LpdhNtsmRZqVQksS/QKjq9TpqALBTsGA88ALPXRTjcfG83r9dLMaNMj0KlKWXy+CW0CYjFY5hd7akfg1VNlM5saulOS1EUeerUSYYPydMq6aCEuwQ3Y/jQXp46dbJlfn9rLQvl7KCgFJ5uP7OLgabHaeuAbLU5trUjLoj1WB12MrlsU70Fq9UqgsJO6Ur2ExR0giS9GRfDIdz+9tZQrMfp87AoQbNdv9/PynKmI81hS+mspJ5awVgUp3f7LK2WsbqdJBKt0xwGg0GWKyv4elpX3luPHA2yfT3dpCsrLC62RhoQDoex1NGysB3wdPkJhJrvadnWAdny8nJbp+o3Q6fTYbCYm2oyXqvVFA9klewniNB8QE9qVHoAACAASURBVJbP58mtFDoqQ+v2+1gINa+Fs1qtWEwmVjqsbCmKIoVlaU1OQ9EITk97PxhNLntLA7Izo2fx7xlW/J4oJYIg4N87zNmx1mycCoSCOOrQz7YDDo+bxHKqad1xW2vI0uk0Rnv9u9ukaHLaSrZqcnotZoeN5eVlPJ6dfSFqtRpCg3qMdhBnrqHT6ajWak3Nl0gksHpcdd3E2+XcuXwezkfCkvQBHeobYCmewGrf/qVKzaJqqN8YNpfO4LTZJemLB6uZ7ngqyU1tHpBZXU5CkUhLxhZFkWdHT7P/VXdueoyaG2Rv9dwYOrCXZ3/yJK9/7eskDzbngot4j2/fU7kd7n06nQ6rx0UkEmmqn29bB2SZTAaDtX6neamanKoBg8VCLrdzDc5OMmTtIM5cQ9DpqNaay5Alk0lMzvq0O1Kfu4Of/rwiGUazxUJNEMnn89jtzemWRgaHOB+L0797+xuc1kTVm5GKxdk92Lyx7hrJZBKjzaqon6AcuPxeFiebLxltxOLiIvlaZUvpgVYbZHu6/OTFKoFAoKlA4lpEUSQYCTPiv33bY9vluWH1rvp/NnMe27pkmc5mMHVgc2wAg83cVEDW6UjxshhPxDHXGZBJjRwalM2wuJwkk8mmxxkaGCQfl8eBXS0sRROSBmSxWAxrB/gwun1eghJoFzdi7Pw5vCNDbVWuXI9vZJCx8+ckHXN5eRmMekwd1AvZ4nESDDf3UtDWAdlyJoOlAww5N8JgNpPJZpVeRkcTicexd1iXCACTw0ZKAuf0oaEhcrHmAzstkYsl2T28S7LxorEYJnf77rBcw+Z0kCnkJGt3toYoijw/NsrAvuYbRzeCnBuaBvaN8PzYqKQbaKLRaEe8CKzHI4F+VrE8tiAIeuAksCiK4q8JgrAH+DbgA04Bvy2KYlMKuUwui7mnp+7j20lDZrKYZA/I/vgt72Bi7IKsczbCgaOH+dR3v17XsVLcm+JLSWwD8t3ID37681dlxtY0KOMfuF/W8qXRYV19Q24Sv9+PoQb5bA7bNm1/WtKgWEK2a1AMqzKBXCwpSS/QNQKhIC6fdCazakUQBGwed9Mlo2uJx+MkC1mObbO7siWm4l/9piTDbGco7u3uYrSYJx6PS2YSG4vFMLnr28zULs8Nl8/Lpaeb2yChpLDgA8BFYC2M/hTwaVEUvy0IwheAdwFNmbEUVlZwmepvjt1OGjKjyUQ+t/O3xZ2k5+sNdrSCrskSxdLyMn6HfDssL//Bv34h8FqvQZEbi91GUoJmz4IgsH9kD/FgiF0Ht3b71nqDYoDleJIut7fpLgfrCYSD9O+7RbLx1IzZ7SAajUoakF0aH8c91Lft/VDLpuKCIOAe6uPS+LhkAVk4FsVRZ4asXZ4bNqeDpUyacrmMcYe9ThUpWQqCMAT8KvDlK58F4B7gO1cO+Rrwpmbnya+sYDTXH5C1EyazmUJx55YBgiB0pAfUGmKthiDs/OshiiKp5SWsTQrbtYjVYSexLE2z58P7D5JYbM3uObURWVjkyIFDko1XrVYJx2O42tyDbA2bz920hudazo1fpGfXoKRjqpHuXYOMXZIuSxXqAO+7a9HpdJidjqbsV5TSkH0G+A/Amq+AH1gSRXHNGj0ANP0tWCmuYNhhpKp1DCYjhSb0FB0fkIki+ia2mheLRUSdgNGkzPWnpKmu1WYj3YQH3nr27t1LNixP42ilyYTjHNy/dSawEVKpFEabtWPugW6flwUJA7JSqcTE7Ay9w+0fkPUODTAxNytJ/16ASDyGw91ZGjIAi8vRlH5W9pKlIAi/BkRFUXxeEIS71368waEbRgOCILwHeA/Arl1bi18r1Qq6Btr/tIuXEaxG6820/tHpdA0HZO2kwauJYlN98fL5PEZz/TuMWqKj+PxXJBuqEf2d2WohI9EO397eXnTlKrl0ZsueeFr3MqpWq6TDMUZGRiSbsxFhdTto8Fw+L+efPCPZnPPz81j87rqqLGq+/urx0TKaTVi7PMzNzXHgwIGm5qtWq6SzmboNsX/3rtcRDTRvJt0qeoYG6u41bHRYWWpCrqGEhuylwBsFQXg9YGFVQ/YZwCMIguFKlmwI2PAvJIril4AvAZw4cWLLiKFaqaJvoP1Pu3gZAej0eirVnQdker0esdqYMWo7afCo1Zrq5ZnP5zE0UC5vFx0FrAZk2Zw0G0oEQeDowcOE5hbYf/Twpsdp3csoHgwz3NPXtHfbeiLRKGZPfQ/FdtDg2V1OMvkchUJBEmPd6dkZHL31dUzQ+vUH4Oz1MzM723RAlk6nMVotdb/Q1hvsaAGLw048qaGSpSiKHxJFcUgUxRHg7cDDoij+C+AR4K1XDnsnEnjhVapVdLrObJCt0+uoNNH6ZzVD1pxTvZYRazSVISsUCug7Vb9osZBfKUhW8r7phhtILbTG9FMtROYWOHbj5gHnTlgMhzpKxyMIAjavm3g8Lsl449NT+Af6JBlLC/gH+hifmWp6nNWWhZ2nnQWwuRzEUju36lGTD9kfA38oCMIkq5oy6eotv6Rh9Ho9tQYzZO2E2GSGrFQqoTe2tzv6ZgiCgM6gl0yPsn//fjLhGNUmSvBqZzkQ4YaD0gn6ARajYVy+zgnIYHWnpRQBWbVaZWZhju7+zgnIuvp6mQnMN93DN5fLYbB05suoxWptSj+r6BNDFMVHgUev/P80cJuU4+t1OmoNZHnaSQMl1mpNidINBgNig1/MdtChvEC1iqGJdjPFYhFdAwFZS3yMJGQ7L6Nr0RsMlEolzA3o6DbDbrezu3+QSCDIwMjGulEtX3uZpWWMFVFS/zFRFInEYhzw1udBpuXztx6L20kkGm16vng8jsFurXuXvtY1ZLCqIzPYrMRiMfr6dh6IZrNZ9A049LeThsxit7GY1WhA1mp0eh1iAw2i20kDJYo78xJbw2AwUGswIGsHHcoatSYDslKphGCoP8OmZR+jjdCbjBSLRZxOaToVvOjIMR6dOrdpQKbla29xeo7jR26StDVPOp0Gg67ugELL5289Tq+bYLh5m5RQKITVW39D9nbQkAFYfW7C4XBTAVkmm20oQ9ZWGjKrlXQThuxqKllKjkFv6NiyW61axaDfeUBhMBgQax1se1ETmwrIqtUq+gYCsnZDp9c3XfpYz+Ebb2RpPtiWVizJuUWO3nhE0jFTqRTWLXaltitOt5tIvHmblEBwEZu//oCsXbD53QSCi02NsVJcwdiAIXs7YTAZKZaKO75PtXVAZjaZqZTLSi9DEcqlElbLzhurGwwGqpVKWz4A66FWaS5DVqlUEJsoGWudZm1XrqWrq4sel4d4qL1MYgu5PJWlLPv27ZN03FQqhdEpneO/VnC4XcQTiabvW8FoBJfPJ9GqtIPL6yUYbe47VigWMSjkv6g0Op0OoYl7X1uXLC1mE+UGhMXt0lMLoFIu42pCv6PT6dDr9NSqVfR1BibtpIMSq9Udt78AKFcqTWn4tI6g10maIQM4cfQWnp6aoruNdr4Fpma4+YYjTQX/G5FIJjA1sNOtXTwYjWYTNb1ALpfD0UTbskg8zsjRPXUf/5vHXkYund7xfK3E7nLxt6P16ducHhczpy41NV+xWERvrf/e2U7PXQC9cVU/u5PnR1sHZFaLlXKp/gxZO3lBlUtlrJbmvHhMRiOVSqXugKyddFC1JgMyUawhdHJAJuioNaDfrIejN93ED596DPEuUVK9lZLEZwK89lW/Kvm4iaUUNmf9AVk7eTCa7TYymcyOA7JarUZiKclNDTjN1xvwqB2H20ViKUmtVtux7U+lVkWvrz8Z0E7PXVjVbu/03tfWTwyXw0GxsPN+jlpmJV/A06Sg2mQyUS23r9XAVlTLFUwdqoNQKz09PfhsDpKR5nfRqYGVfJ5SYqlpI86NSC4vY7V3XskSwGizrG5q2CGFQgHBoO+YllPr0RsM6IwG8vn8jsfQdXjbPZrYUNfWAZnb4WIl35kBWWWliNPRXEDWyRq8arnSVIbsl0iPIAjcduw4gQn1WtM0QmBqlptvuKkl11lqebkjG9sDGKwWMk14QeVyOYxN6G+1jtFiIddE67PVgEzCBWkMkZ1n8Nu6ZOl2OikGw3Ufr2YvGajfTwagUig23YbFbDZRbiAgaycNWU2CDFkjb4nt5IHXSm4+dowHn26PsmVsap7X3vuGloydL+Qx2+qXLLTT9WewmJrK8ORyOYzWxvS3atZBNaqBMlhMTQVker2xIcukdtEvriHWdt4Hua0DMo/HQ3lype7j28VLBqCcL+By1a+B2AiL2UylAQ1eO2nIqpVKU6amep2+Yz3woPlOB5vR09NDl91NPBTRtLi/kMtTTmXYv39/S8bPFwqYGmjd1U7Xn8FkJN+EVKVYLKJvMGvZTjqoNQ/BnWKzWCiXlus+vp30i6IoUi2Xd/zsaOuSpcfjoZztzJJlMZPD42mubYqtwU0R7UK1WkWs1Zra+bbq49aZHniwKoxuRUAG8JLjL2JxYrolY8vFwsQULzpytCXlykqlQqVa/2acdsNoNpMr7DxDVqlUEPRt/WjcEkHX3A5pu81GuShN2zStUS6WMJvMO86QtfVV5/F4KGZ3nnrVKtVKhUqx3LRLutVipdzEm5JWqZTLWEzmpkpier2+w411d75LaztuPnqM1ExA8l2cchKfXuDFN9/SkrErlQo6vV7zJd2dYjAYKDbRR7VarSLoOvPcwaplTTMegnabraHKSjtRKhaxWXfubtDWAZnL5aKyUuw4YXp2OU2X19f0A9FusTbk49YulIslrE18qWCt9ZR2A4ZmqVWasw3ZCr/fz4Cvm+iievvfbUUunaGWyUtuBrtGrVbr7IBCp6NW23mGR1ztOyfhirSF0OQuSafTSSXXmZWpfCaLz73zylRb57R1Oh09/m4yqWW8PV3bHq9mYSbUL85cTqYY6O1tej67zUopmaj7+HY5f82+5QAYjUbEBt4y26W58xq1SmttQ2675TiPXB6jb3i1IbeWhMHzE9OcOHpzy0q6tVoNQWjsZaydNjTpdAK1JgIKvV4PDWZf1Xzva1TU32yXktXKVP0lYzWfO2js/OXSGbp9/h3P1dYBGcBQXx/LyVRdAVm7CDPTiSX29w42PY7NaqPagca6pWIRu7U5DyeTyUStUv9bers0d16j1bYhx44e4+9/8qPVnqF6vaaEwYnped7y629XehlX0U4bmpr1wNpJdrtd7n1A0/pZt9tNqYGArJ3OXS6T5ZBv58/eti5ZAgz19ZNOJJVehqysLKXpkyBDZrVaqXagOLO0UsRukyIg60xTXVEUqVarLc2QeTwedvX1E1lorhGy3GSWltGtlNmzp/62PI1iMpmodui1B1ApVzA3ce2ZTCZqZWnbfmmJZuUGDocDvUhHmrIXlzP0dHXv+N+3fUA2ODBIIanOHmOtIp9Yor+/v+lxbDYb1WJn6e8AioUVXPad98EDsFgsDWUX24lKqYzJYGyZqH+Nl9zyYkKTsy2dQ2oWJqa57ejxlp4bo3HVB6pT3dJXN+Xs3NjVZrNR6cDNTGtUVprzsBQEgaGBAVLx+uUu7UIhuUxf387teNq+ZNnf308unkIUtzeSfMeJe1hS8UXk6fLz9ZMPb3lMaaVIbaVEV9f2JdrtaDRD1i7mkqWVIg7PznUAsBqQVRoIZrWkgdoOKTR49XDTkSP83wf/8YWypRZIzgQ4/huvaOkcgiBgMpqolMoY6/Qia6frr1wqY/Hu3EPQbrdTLtTvXwnqvvc1aupcLqw0bSq+u3+IiVjyBY3nVrTDcxdW3Q2KmRzd3TvPkLV9QOZ0OrEZTeTSGRzbNIut56SrnWQsxvDAgCRv4DabjdJK/TemdjGXLBWKOAebz5A18patJQ3UdpSKpaYb29eDy+VipH+IyHyAgT27Wz5fs2SWljGUquzatavlc3lcbgq5XN0BWTtdf+VCEc9u947/vd1up1wsNtRgu13ufbVajXKxiK1JycauoSFOP/9EXce2w3MXYCmeoK+ruyn9XduXLAVBYN/uERLhiNJLkYV4MMKB3dLoUxwOB+VC56XuaytFHI7mArLVskepI8tGxUIBp0OePoq33Xyc0NScLHM1y8LlKW49ekvLS7kAXrebfAd6MAJUmuxSotfr8Trd5DNZCVelDfKZLB6nu6mgAmDXrl1kI+rNerWC2GKYG/YeaGqMtg/IAA7t2UcyFFV6GbKQiybYt2evJGNZLBbEaq3jBMKVlVLTKXuDwYDJaOpIx+pioYC7ycb29XL48GGWF0JNOYvLRXJukZuPHpVlLp/b25EBBUApl2/aFLvb30Vmqf72P+1CdjlNj795uYvf78eMjuxy5+i305E4+/c29+xt+5IlwO7du8k/+ei2x6lZBwDbawFqtRrZaJLh4WFJ5hMEAafdzkq+gN21/Q2uXXQoUmgoAFwOByuFAibL9nqWdjl3ACv5AsOOnZeMGsHtdrOrt59oIEj/bmmu+1aQXU6jWymze7c8pdX+nh5mghN1H98uXlCiKFJYyuD3N6cB7evuZn5pGeq8ptT8/W3ku5tJLbGriV2CawiCwA179xENBLeVCv3uXa8jGlCvyXPP0ABffuKHWx5Tq9XIRuJNyxE6IiDr7++nki1QXFnBbNl8943WdQCpWJwer0+SYGINj8tFIZevKyBrFx1KKd/8GzaA2+liJZfH5d3eubldzh1AMV/APbC9mFcqThy9hUcmRlUdkAUmZ3nxTcdkKVcC9PX2snL+VN3Ht4sXVC6dwWV3NN1pY6hvgPMXn6/7+Hb5/mYTSwzd+CJJxjpy6EYeOPk4e4/csOVx2wU7WiARjtLn9TdVKocOKVnq9XoO7d2nOc+iRonML3LTga0v/kbxebwUcp2jRalWKoiVWtOiVuhcHU85v4LbLU+GDODI4cMszQdVrddLzgW4+Yg85UqAnp4eCqnOK7ktxZMM9TVv+TMwMMBKh9klAayk0pJYJgEcPHiQ9GJUE3KCZgnNzHP8cPPf744IyACOHDhEfF69aVEpSAejHDrQnKjwWnwuD4UOCioKuTxul0uSxsz+Dgtm16jki02/KTaCz+ejx+0lHlLnxp1CLk9lOddSM9hr8Xq96Co1VvL1O6a3A0vRGHuGmt/F2tvbSz613BHBxBq1Wo18qjkfrfU4nU6Ge/qIBUOSjKdmlgMhbryh+WRIR5QsAfbv3893H/7Rln5kWu7nVimXyceSjIyMSDqn3+vl3Hy4rmM/+e4PqL4f44f/+rNbHpNLZ/B7vZLM53V7KMYX6jpWy9fetUhV8m2EF990M8/OzNA9IM3DREqCM3McO3Rj0zvXGkGn03Fgz15iwTDD+7cXGmtdP7tGJpJgz4tf3vR8ZrOZ/q5uluIJ/L092x6vZg1evfq7VCxOn78Ls3nnHm7XcuLYzfxs8sKWfmRav/elkylMFRgcbL5dYccEZN3d3TgMJtLJFG6/b8NjtNzPLTy/yP7deyT9MsFqi5ryhfpaYGwX7GiBfCZLl2fj66NRPB4P5Tp7umn52luPKIqsZHJ4PNvr5qTk8I038tDJJ+Glsk5bF/G5Re6561Wyz3to735+NnuhroBM6/pZWJUb5OMpyTY1Hdqzn8lAqK6ArB00eLHFMIf27Jd0zGNHj/H9hx/a0rxZ6/e++ctT3H7LiyTRh3ZMyVIQBI4fPsrizLzSS2kJ0bkFbjl8k+Tjut1uSrnOKXvk0hm6fNIEZF6vl2Kms0qWhVweu9Xa0j6WGzEwMICpJpBOLck673ZUymVy4TgHJJYS1MOekREyHWL3A6vC6qHefixbbNxqhH179pCJxCUZSwtkI3H2SVxW93q97OrpbVv9tiiKJKbmueXYzZKM1zEBGcCR/5+98w6Pq7r29rtVbNmWbVlW712yuizJttwbHUJJAiGXBJKQdm+SSyr5IDeBNEISciEhBW4CJBBCL6ZDANOrcZMtW7Z6HWlm1Ls0+/tjz8BYqGtmzhnNeZ+HB0tz5pzl7XP2WXuv31przRo6F6COTEpJV0MrWZmZLj93SEiITzkVw739rF7lWodMz2JzV9PX1U146PzrGM0WIQSF2Tk062zB1dbYTEpcwryz/uZCbGwsfkOjPlMLqqWmnsLsHJedLzk5mZ7Wdmw2m8vOqVdsNhvdLW0ul7wAbFhbStOxKpefVw9YWttYGbjEJeFK8KGQJagHbLSrj8H+foImyKLTsw4AJtcCWFrbWB28Yt61dyZi+fLlyJFRRoZHCFwUOOWxC0GHMtzbT6iLdsiCgoIIWrSIwf4BliybOmtzIejvQLUHigqbPsTjDnIy17D/30/B2nxNrj8RptpGdrgg+2ou+Pn5UZSdR2NNHRmFU9ug5zpaMLNaWp0NLWTvPNdl11y+fDlRoWFYTe2ERUdOeayedVAz0X9aTe1EuqBsw0QUFhTw0DNPTlp2Ss9jB1OPX93R4+zcUOaSJDDwMYcsICCAgqwcGqtqScvL/tjn3qoDaK6qYV1+kVvOLYQgPHQ1fd3dhIRN7fAtBB3KUE8fq1wk6geIjoik29oxrUO2EPR3AL2dXRTEZmhy7ZSUFPrbrDNaPHgCKSVdja1knv1JzWzIz87h4AtPwDQOmbfX0eq2drBE+rmsZIODvMw1HKxtmNYh83YdVGtdIwVZH38nuoIlS5ZQnJNHbcUJMos+fh9669iNDA3TVddM0acvd9k5fSpkCVCUl4e5tlFrM1yGlJKOumZyc1y3VT+eyPAIn2gjMjoywuiga0s2xERE6U7X5E6GunqJCJ9/pe+5sHjxYtISk2hr1Idepaejk2X+gYRrNB6gsstHrD0Lvh5e/fEqNhQVu2ynwkF21ho6Gxd+2YbOhmbWZLq2hqUzZaXrMB2vWlDyjbrKkxSkZ7k0o9znHLL09HQG2zsYGphZ5qDe6Wg3szwgyGW1YyYiJjyCHh9wKno6u4kIDXNpNfWYiEh6fahA50BnN2FhnteQOcjPyqatXh8OWUtdA/lrsl3uJMyGwMBASvMKqD++MDU88JGwem2h66MECQkJiIFh+rp7XH5uvdDX3QP9Q25t65WUlEToomWYdLJYmi9SSprLK9lS5tq0bp8KWQIsWrSIwqwcGk7WfCxs6Y06isbKasqK1rp10o+MiGSg8eS0x3m7Dqqno4PoyKlDE7MlKiqKofffmPa4w2+9p/uxyysrnfKYkeERRvsH3aJlnI69e/eyd+9eent7eXP/+1TsP+RxG8bTVFlFblIa5QcOsX37drZv366JHSVFa9n38L1QPLm2zhvnPgfm5lZWLw12y6LUocNrqKohs2jy8dOz/ni6OmRN1bUUZee5ta2XEIJdm7bwxL43PlaTTM9jBxOPX1tjM6sWLSVlns3Ex+NzDhlASWERdz//xMccMm/TUUgpsdY0ULD7E269zurVqxnq7p32OG/XQXVbu0gLd022jIOoqCj6LB1TFiQGyCsrndbh0TtdFisxEZGT1htyJw6HR0rJtb/4KXmf2DVtU2N3MjY2xit3Pcgvfvgjl7Thmg9JSUkslf5YTG2T1tTytrnPmfqjlewqXe+2RWlhbh4HnnkUpnDIvFV/DGCpaeScM893+3UKCwt5+Jkn6e3qPuXZ9Maxqz1cwXmbt7r8nvO5kCWosOVIh/frKszNrYQtW0lEhHuz2lRfvO4FFf+fiMHObqJdvMpetmwZyxYvWdAhDwedZgsJMa51aGeLEIKc9CzN6x5ZWkzERkRp7oyB2uXZvmEjteXHtDbF5QwNDNDTYKJ4bbHbrpGamoqtq5/+nukXpd5Gf08vY119pKW5tiDsRCxatIjtGzZy8uARt1/LnfR0djHa3kVRYaHLz+2TDllAQADr8gupOz59GE7PNB6vYmNxids1KkuWLGFZ0JIFOSE5M9jZ7RYBdnJ8Ata2dpefV290t1lIckEfwfmSnZFBR+PM2n25i7aGJvIy3CeSni0lxSV017UwNDiotSkupfpoJSW5+W51fAMCAijJK6C+stpt19CK+hPVFOfme6yt16ayjXRU1Xv1fXhyfzk7yza5pfi1T4YsAUrXFvPeA3dD8UcVdr2pHsrY6CgddU0UXPhZj1w7NiqaLouVZSsmzyjxRi2Ag7GxMQZ7et0iSE9LTOaNxuMkpKdOeow3a3gcuLJtzWxxaMgABgcHeeXtN6msqAC0EdQ3VJygJTObt958E0BTDRmondrSnHxqjhwnq9g1VcW1xmazYao4yWcv/7Lbr7W2oJD3H71vUh2envWzU2lnzVV1XHThZzxmy4oVK1iXW0jV4QqyS1USxpWbz6KtUb8F2yPiYvjr688Aake2q6aRjZ9yT3jfZx2yxMRElkp/OtrMrIpQL2FvqofSXFtPWmyCx3oGJsfGcbDdREzy5Jk43qgFcNBt6SAyNJzAQNfXr4qPi6Nv/9tTHuPNGh5Qgv6Rnj4iXZwUMVPGOzzX/fqXpO3eOGnfWncyMjzCa/94mBv/5zqPt5Caiu1btvKbv/6J9MJcTXR+rqbxZDWJq6OIi5u8cbWrSE5OZvGIpNNsmbAeozfqZ7ssVhYN20h2cbuk6dixZSs33nYrmUV5+AcEfOjseAMnDhyhrKiY4OBgt5zfJ0OWoLQmm4rXUe+lYcvm41WUFXtOBB4bE8uAdeGWb+hoN5MY656JPTY2ln5LJ2NjY245vx6wtJpIiI3TzYt+TWqGZqtuc0srSXFxunLGAKKjo0mPSaC+0vtLYEgpqT9YwWnbtnvken5+fmwqLqX+mHe+LyairuIEm4pL3ZpdORGRkZHkJKVSfbTSo9edLyNDw7Qdq2LHlm1uu4bPOmQAxWvXYjlZ73UvyoG+fobaOsjNdX0z8cmIioqi37pwa5F1mTvc5pAFBQURGxGJ1bRwdWTtjc1kp2pToX8iMlPT6GrRZrzNTS2sSfF8M/GZsHvrdhoOVnh9gk5bYzPLCSDTDf17J2Nt0VosVfULorelzWbDUlXvi1ceLQAAIABJREFU1mSIqTht+06aDlV41VhWlVdQnJXr1rI+Pu2QhYaGkhITR3NNndamzIraYycozSv06Ao8LCwM28Aww4NDHrumJxm0dLqsQexErElN17VOYr70miykeDj0MRWJiYn0tLZr4nj0tJpJdXF9IleRlpZG5NIVNFV715w3nuoPDnPWjt0e3d0JDw8nKSJadw3s50JzTT1JEdGadZFISEggJTzaaxLrxkZHaSmvZJebd2R9VkPmYFPJOh556yXi01J0LcwEJc685vabaa+s5pJLr/Dotf38/EiIjcXa3v6xwn4OvCkpwhmbzUa/tdPlffCcSUtJ5a0XKib93JsTIkZHRhiwdGom6J+IkJAQghcF0dPZxYpVntFZgpq4B6xdHtE1zQUhBGft3M3fn3mM2JTEDzO0vSmpxNJqYtHAKIVuKDswHVvWl/Hwmy8Rl5rk8Wu7kqaKSi4q26mpDWfuOo0/P3APPZ2dlL+9T1NbpiJvQwlBy5aRnZji1ncEGA4Zubm5/GvPo/T39HqFMLO9uZWQwCUkJHi+vEBqfCJHWtsmdci8KSnCmS5LB6ErQggKCnLbNZKSkuhrszA6MkLABIkD3pwQ0dbYTEp8IosXL9balA8RQpCZkk57U4tHHTKrqZ24yGhdjcV4srOzWfX8s7TWNxKdqJxob0oqOfn+Ic7dvksTvWJOTg7/2vMI/T29LF3uHmG3u+nv6WXY3OVRyctEpKSkELMilKDwMD777a9rastUjI2N8eq9j/JtD2Tz+nTIElSxurLCYmorvENgWH+0kq3ryzTpj5cYn0Bve4fHr+tuLK0m0pPcG24LCgoiNT6RtqaF16i4raGZ/Kw1WpvxMdKTk+lsafPoNduaWshKmby8iR4QQnDOrtOoeu+Q12nJLKY2/LoHKCnWRvu0aNEiNq1dR7UXF9mtLj/GxqJSzZNOhBCcves0avaV6/o+rDt2grSoOI9EAHzeIQNYX1pKW2WNrm8KUFkeXfXNFLmhie5MiI+Pp6/Novtxmi3dJjOpiUluv05eZpZuGl+7ku4mE+lp+hOxJyYm0tdu9eg1+9qspLjZuXcFubm5hPgtoqWuQWtTZsWJdw9w9s7TPFbIdCLK1q+nvbLG65LBQO32tFfWULZ+vdamAJCZmUnYoqW01OpTl2ez2Wg8WMGZO3d75Ho+H7IEiImJIWr5Kl7d84yuxa6rIsJYn5Htthoo07Fy5UqWBi6mr7tnwj6B3qRDcaa33eqREHBWZhZPvr53wr6W3qBfnCik393RyWKbcLu2Yi6Eh4cjhkYZ7O8nyAMtjKSU9LaZNZETzBY/Pz/O3X06dz+3h+jEePbccY/un91NZ5+Of++gZrtjDiIiIkiOjKGpuvbDYs96fn6dn92m6lqSI2M0qxc4HiEE4StC+NsvbyYhOx2tCjlPRpfFSkpYlMdqtRkOGeqm2LZhI0/sf1O3sWwpJW88+ASbN5RpZoMQgszkFNqbWiZ0yLxJh+JgsL8fBkfc3g8UVP2d5YGL6TRbWRV+auq0N+gXJ6KxqpbinHxNQujT4efnR2piEuZmE3Fp7p9Qu60dhCxbodmCabbk5uay+sUXaK6p84pn983Hn+XCXWdoujvmYPvGzfzrpac/dMi85fltOlLJZ3acpbUZp3DFFVfQ0mEhcn0ukfHa9sJ1RkrJa/fv4csXXuKx+c0IWdrJz89noMXMQF+/1qZMiLWtnaXSnxSN0+kzUtKwNps0tcGVtDW1kJGc4pH0eSEExbn5NFfXuv1anqKzrom8nBytzZiUjOQUrK2euV/NLSYykvVZ7mIihBB84oyzvEJL1tbYzJJBG8Vr12ptCqASI/z6huk0W7Q2ZcZ0mi2I3iFydPa8+vn5cdaOXdR8UK61KafQXFNHxJIVpKd7To5hOGR2goKCWF9QRM3R41qbMiG15cfYtmGj5jsRSUlJ9Jm8ZxKaDkuzicyUNI9dLy8nF2tto8eu5076e3qx9QyQlJSktSmTkpiQSG+bZ3RkXa3tHtEiupKsrCxilq2k4YR+q/dLKTnx7gHOO+0M3XSC8Pf3Z8eGTdQcmryUjd6oOXyMHRs26WYMnSkoKCBwYASLhxZP0yGlpOaDcs7aucuj71zt9351xFOPP8Ejjz1KUPAyrU05BSklQ739NF9yCdu3uq9tw0yIiIjAf8xGX3fPxxqN61lHARProPpazaTs9JwIOz4+nsWjSpvg3GfRG2u41VdWU5ybr4sQ0s0338xjjz32sd/bbDaq62p54r4Hwc0Ta1ebmeeiYibMXrvgggu46qqr3Hr9uSCE4LwzzuLPD/6TuDTP7BTPlpa6BlbIAAoK9NUUfV1pKU+98iLDg0Pc8Yvf6vb5Ld25hS9e+z06axpZ/8nLtDbnY+zdu5e9e/fS0NjIS6++Qmy69rvMfd3d9Da2EdQ9hNlsPqVPrjsRet+qnoqSkhL5/vuucwCklNx06x9YUZD6YX0ePXDiYDnhffC5Sz+rtSkA3P2ve7Gs8Cc1V3+lDmbDQF8/7z/wFL/68fUefRE9+fRTHO42kVtW4rFruoM3HnqSK8+/mLQ0z+0wzoUbb/kdkWX5rI50n05waHCQt/75OL+57me6dGqmQkrJH2//C2Pxq0nJydLanFOQUvL6g0/y+bPO17xu1kT864H7aQwYJqtYX87ieI7tO0TcaCCXXnyJ1qZMysjICD+58Zdkn73tlMWqFrz1+LN8avNu1rohRC6E2CelnHDy966Zw80ocX8ZDUf0U5NMSklrRRWb1m/Q2pQPyc7IpKNJH1vL86G1vpHs9AyPv0CLCgqx1DToXrczFT2dXYiBYc01jTMhLTEZc3OrW69haW0jOT7B65wxsO+SnXk2dR+U666UQ1NVLRFBwbrTPTnYumkzLUdP6Lono81mo7XiBFs2btLalCkJDAxk9+atnNyvrZbM2tZOQN8w+fn5Hr+2980ebiY/P5+hNiv9Pb1amwIoofCKgMUeS7udCampqXQ3t3m1QwFgaWghO91zzYkdxMTEELp4KeYW73Vq6ypOUFZY4hUOSEpiEj1u1pFZW9pIT9TPMzpbEhMTyYpNovqIfjS0Ukqq3jvIJ844S3Pt7GTExsaSuDqSZh2XS2quriNuVbhu23k5U7Z+A32NJk3fv1X7yzl963ZNpBjaiz90hEOHYjabefD+Bz6mkdKCHmsnocuW8+8nntaNDiUkJISIlSFYTW2sjvqono036aCklHQ3mcj4dIbH7RBCsLl0PS9XHCY8JgrwrhpuUkrMJ+tYd+XZGls1M+Li4uh72r0OWZ+5g6Qife9ATMXevXs5drict/a/T2LeGoQOHO0uiwWbtZd/DoyxY8cOj+l4ZsvOzVu5/OtfobFWn05ZXFIid/3pNq3NmJTx+k+LxcJD993PsglKK7mbsdExes1W9iYkfrjY9OR719CQTYDJZOLG2//Itssu0nQHYGhggLf+9QQ/u/oalnqgsOVsePa5Z9nf0URuWanWpswJc4sJ09uH+OFV39Xk+t3d3fzkphvZ+rmLJuxtqWdaGxrp/KCS739L+8XBTJBScvX1P6b0knPcUiBWSslLd9zHz39wrdfUIJuMO+/+B5bl/mQW5Wlqh81m47X7HufrF19Gaqq+W1GNjY1x/a9vIG33RlZFhGltzil0tJk58cIbXHf1NbrMrpyIzs5Orv/f37DlPy4kcLFn2zsdePUtSiISOeuMM912DUNDNksiIyNJCo/SfBu65mglJbn5unPGQFWd72xwry7HnbTU1FG4RjtdyooVK8hJSaPhRLVmNsyVxqMn2bxOP5rG6RBCkJKQiNlNfS17OjpZuWy51ztjAGeddjrNBysYHRnR1I66YydIXh3pFRpFf39/dm7aQvXBI1qb8jGqDx1l56YtXuOMgYrArM3KpdrDJaiGB4foqKpno4bF1w2HbBK2bthI41HtxP1SSkzHqjStzD8VCQkJiMFheru6tTZlTnTWt5CTra1QePP6MporTmpqw2wZGhigr6mNQp2VIJiOtKRktxWINbeYvFo/5kxUVBQFaVlUaVhfy2azUfdBOWefdoZutWPjWVdSSm+DSXX+0AmD/f301LeyvnSd1qbMmh1bttBypNKjyRLVR45Tkp3PypUrPXbN8RgaMie+8Y1v8OSTTwLKIers6uS2G27SJGw5NjqKbXiEB2+788NJ6dxzz+XWW2/1uC0T4efnR3FOPrVVtWStVdko3qKD6u7oJHBUai5yzcjIIPCRUTrNFu675S9eob+rOVpJaX4hS5Ys0dqkWZEYn8DL5fvccu4uk5l1WUVuObcWnLFrN7++7VZS89doEk6vO3aClPBoXRccHs8PfvAD7n/gAf72pz8TuHix1uYAMDI0RIDwY8jSqZv3xkRMVkOwsamJPQ88zOIlQe43QkJnWzvxUTHc/qc/n/KRoSGbIe7SkDl46pmnOdDRRP6m9W67xmS8+8yLnLd2E+vW6Xd1c/z4ce565jE2Xqiv3mjTcfS9/WQEhnDh+edrbQr/fvFF3myopGiH/gXhUkpe/ecj/PfnryQ+Xj91+mZCf38/19zwM3Z88RKXL7Bef2AP37z0Cs0dfFdy1z13Y14qyCz2bOq/zWbjtX89xn9dermuMstnQnt7Ozf86Ra2XnYR/hoXSx4bHeXVex7hh1//lkf69LqDgwcP8sArz7Ph/DPcfq2m6loGKur49n9+0+3XMjRkc2R96TrMlXUer80z0NfPYKtFd5Wpx5Oamoqtq083JUJmirWmkUINasxMxLrSUjprGxkZGtbalGlpqa0nasVqr3Q8li5dSuiKELqtHS497+jICMNdfURFRbn0vFpzxq7dNJcfZ2x01KPXra+sInF1pFftjjkIDw8nMyGZ+krt21DVV1aREZ/ktc4YQE5ODrK73+XP7EQ0lB9nx8Ytbr/OdBgO2RSEhYWREZdA40nPCq9rjh5jfeFaFutk63syAgICKM7Np96LhOnd1g4ChsdITEzU2hRAifuLMj0vYJ0L9eXH2blps9foesaTlpiMpdW1wn6rqZ346BhdtI9yJdHR0WQnpnj0vpRSUrf/CGfu3O2199iOTVtoLD+uaY1GKSWN5cfZuXmrZja4goCAALav30j1YffqGXs6u7B19emiE8TCmkXmyYUXXsjLL5+qgRobG2N4dMRzWgoJoyPDLF60mCv9vnjKRzt27ODRRx/1jB0zZG1BIR88/gCszecbp19Ew8karU2alPi0ZL7202tYX7BWVwVNt27cyBX/+VXuspi1NmVSCrdsIH5lGHl52pZDmAxHP7ypaGxs5GR7M9HJrnPG25tbCA9YynXtlimP2759u27raE3G6Tt2ccvdfyM1d41Hnpem6jqig0N034prIhw6KCkl9Y0NPH7vAx4v2eBgZGiYoe5e3nnyBYQQuqlfORlTPbsDAwO88s6bHHl/v9tq45kaGolesoKf//znE37uyWfX0JBNw9jYGP9zw8/JOXcHK1aFuPVaAM219fQerua73/iW26/lCmw2G/9zw8/JPnsbK0JXaW3OlEgpefXeR/n25V8mNjZWa3M+RErJ7/74B4Jzk4lxobPgSvbvfYMNMamcftrpWpsyZ5qamvj9P+9k8yWfcNk533/mJT65cacmbVY8wR9v/wu2xHCSstLdfq03Hn6Ky04/Txc7FfPhrbff5umDb7PuzJ2aXP/dZ1/i7IINlG3wntI0U3HbnX9jKHolyWtcX8R7bGyMV+9+mGv+6yrCwjxTQ87QkM0Df39/tpSup9ZDLUUaj55g24aNHrmWK/Dz82NTcSl1FSe0NmVazM2trF6ynJiYGK1NOQUhBLs2b6XuoHalBqZieHCIzppGNuion+pciIyMZLinj5Fh19XY6m23eqWmbqactn0nDYcq3B6Ca29uZemoIDs7263X8QRri4oYarXQ193j8Wv39/Qy1GphbdHCyfrdsr6MFjeVB2quqSM5Os5jzth0GA7ZDFhXUor5hPvF/f29fQyaLLoNC01GcdFazFX1um6wC1B/7ASbSkp1qU/Jy8vDv2+IjmlCX1pQVV5BaU4BK1Z4vpWJKwkICCAhOharyTU6sv7ePgIRrFql753h+ZCenk6IfxCmxia3Xqf6QDmnb9uhKynBXFm8eDFbSja4Xfs0EVWHjrK5eL3u9cezITMzE9k74Jaal83Hq9hc6vkqCpPh/Xe/B1i9ejXpcQk0VblXH1VbUekVYv7xREZGEhcaRmtdg9amTMrI0DBddc0UFepz5ejv78+uzVupPlCutSmnMDY2hqniJNs2bdbaFJeQnuQ6Yb+l1URKfKIuHXxXIYTgjG07qD1w1G3X6OnsYtTctaB2dTZu2EB7Za1Hs1THRkdpr6xl4wIJVTrw9/enrLCE2grXFmof7O9nsK1DV7uyhqjfickK1AH09vbS1mllRVio267fZTITFxXNrTf/fsLP9SzO3Lp+I7fccwej6FOTaG1rpyg5g+XLtW8YPxF79+7lhRde4OU3XqP8gwMELtJGEDyeTrMFv+4BKjdX6i7UOxcS4xN493XXhNetrW1sTPQ+AfpETDX32Ww2ahvqeeSue9xSX6u3s5sVi4J4+8VXJj1Gz3PfRKxevZrspBTqK6tIzs70yDXrT1STlZism/CbKyktLubVO29Dri922QKo9thJinPydbUBYjhkTlx11VWTPvSjo6P86Jc/o+CC0wh2Qxd6U0MT5vePcvV/f8crV9x5eXlErVpNyafOZmnwMq3N+RivP/gEXzr/Yq3NmBRHJs/jTzxBeU+rJsWIxyOl5PUHnuDKCy4mI8P1glotiIuLo9dFYeF+cycJ6xNcci6tmWruA3j2+ed4v62Ogi2u3X0ZGR7htXse4Sff/j4hIe5PmvIk2zZu5m97HvSYQ9Z8pJIvnPtJj1zL00RHR7N6STCW1jbCoiNdck5LdT0X6uydYIQsZ0hAQABlRa7fNnXQUHGCres3eqUzBko3sbGwhOpy/QnTLa0mltr8SE1N1dqUadm6eTOWyjpdFIo1NTSxKnAJ6enuz7DzFCEhISz28593MWObzUaf2aqrbF13smHdeiwn6lyaEAFQe6ySgvSsBeeMAaSlpbHU5ofFRZrFqbCY2lgyJhbUs+qMEIL1RcU0uqjmZW9XN2JgWHfN6w2HbBasKynBfKLO5RlHw4ND9DSaKPDy1PlNZWW0H6/xeGeD6ag5dIydGzd7hWB41apVFGXmUHXkmNamUHvgCGds2+G1i4SJEEKQmpCEeZ6NxrssHYStDPW6np5zJSQkhNzUdOorXZftJqWktaKKLWXek1U+G/z8/Ni+YSO15e5/lmvLj7Ftw0avmOPmSkFePh01jS5JHqs/fpL1+fqqRwlGyPIUpisuKaXk4DtvU1l9kmAXZpxZ29pZMmjjN7/5zZTH6b245Fe/+lWeffZZ/nzjTfj5+2ttDqD+zcaGR7g5KIidO3fqrrCuA+d7r7u7m7f27yMxPwshtJkwBvv7sVTV49/ew549e3R/782G1IQk3myqJCF97jumllYTaYlJrjPKC9i8voy7nnqE1Nw1Ljmfta2dZfjrbpdiLkymwRsbG6Omvo4H/3KH2wqbSpuNLpOZFxMS8Z9g3tW7/m4mRZ0dHHr7XU7W1rBsxfy0wPVHjlOak8+BDz6Y9lijMOwM8URh2PG8+dZbPFf+PiWnb3PZOd94+Cm+cM5FZGZ6RmvgTioqKrjr6UfZ/KlztTYFgCPv7CNt0Uo+dcFFWpsyK/70f7cxlhDmkYKcE/H+86+wK6uArVu8u/3KRFRVVXHHkw+z4YIz53yOfS++ylk5paxfr73Wz1PYbDZ+8qtfkHHGZkLCVs/7fPtfep0tKdns2LZ9/sbpmH/efx+tQTYyCt1T8LbywGEi+v343KWXuuX8euLFl1/iraaT89Iy9nZ1c2jPv/nFNT/WZIfMKAzrQvLz8uhubHGZlqKnswvRP+SV7UImIjMzk2VjfrQ3t2ptCmOjo7RVVLF1o/eVbNi9bYdHCnJORF93D/3NbawrXefxa3uC2NhY+swd8wp9DJg7F3RB2Inw8/NjS+kGlxSBHh0ZoaO2ieKitS6wTN9sXLce0/EqtzzLUkpMx6rZ5CMLg9zsHDpqm+Y1lo0naynOzddduBIMh2zWBAcHk5OSTqOLapLVHTtBWWHJhFvN3oifnx+nbd1OzcEjWptC7bETrElMISIiQmtTZk16ejqrApZganBvQc6JOHnwCNvXlREUFOTxa3uCoKAgwlauosvSMafvjwyPMNzTR1RUlIst0z9FhYVYqxvmreNprqkjMyHJ64sNz4SkpCSWi0Uub2wPYDW1ESwCSU5Odvm59UhERAQhi5fS0T73vr/W+ibys/XZnsvjIUshRDzwDyAKsAG3SylvEUKEAvcDSUAtcLGUcsoZ09Uhy5nGsk0mE+W1J4nLnO+ulqTu8DE2FKyd0cSkdx1PXl4eFRVqV8cmbZrpnxxIKfET4kNR+po1azh8+LCmNk3GRPdeS0sLR+urXXCfzZyx0VEayo+xbcOmUxwyvd97s9GhABw+coS+QMmqiPBZX6uvu4chk5WyWewgLqTxe/Pdd1gcuYrglSvnfL2mE1WsiUsmOjp6Rsd7+/jV1dVRYzW5tLE9QEtNHUmhESRNoWfU+9hNVQNvIiwWC31jwyydg47MobdLSUya8Q6ZqzV4U4UstXDIooFoKeUHQojlwD7gAuAKwCql/JUQ4ofAKinl1VOdSwsNGcDIyAjX/OKnrLvkHIKWLp3zeSytJhpf38+13/n+gspkA3ju+ed4p6WGou3aZFA119TRfaia733zW147tqOjo1z36xvIdJFmZyYc23eQuNFFXHrxJR65nla8/fbbPFexj7U7t8z6uxX7DpAZuIrzzzvPDZbpnzffeovnj7xP8Wlz09EODQ7y1r2P88trfqyropzupKenh5/c9Cu2XHYRAYGBLjnn6MgIr979CNd/92qf2Gl0UFVVxV/3PMjGi86e9Xfrjp9gSWsPX/r8Fa43bIboSkMmpWyRUn5g/3MPUAHEAucDf7cf9neUk6ZLAgMDKcrOpWGeNVEaT9SwodB1lYf1xKaNm+iqaWSwv1+T69ceOMoZ2727ZENAQAC7Nm2h6oBnwr82m42WIyfYtnn2Toq3ERcXx4C5c07f7WvvIClhYRSEnQu5OTl0NbTOubxN48ka8jPW+IwzBrB8+XKyk9NoOOm69nsNJ2vITk71KWcMIDExkZHOXoYGBmb93fa6ZvKy9NMqaTyaxpSEEElAEfAOECmlbAHltAG6Fv4UFxTSXlU/5+9LKemoafT62mOTERwczMbCYk4edF8PvMmwtJoIGraRk5Pj8Wu7mvWl6+itb2Wgz/2ObcOJKlIiYxZEi6TpiIqKYqirl9GR2Sfn9LX7TkHYiVixYgXJMXGY6hvn9H1zTSPFBYUutkr/lJWso7XSNYVNAUwnaigrWZiJN1MREBBAdlo6rbO8/6SU9DSbdF08V7M6ZEKIYOBh4CopZfdMdzKEEF8BvgKQoOEqNS0tDVt3P/09vSxdHjzr75ubW4lYEUJ4+Ow1LHplvI6iv7+f1959mwNvvO3RumRNJ6pJj47nZz/72Sm/17OWYiodRbvZzMMPPjjv2jvT0dVuIXp1OA/de9/HPtN7LaPZEhAQQGxUFB3tFsJjZi7OH+zvR4yMsXq1Z0LIeqUkv5Dnj+4jZpaaqOHBIQbarLp+Kc6FmeigbDYbNfV1PHb3v+Y9H9rGxuhpt/Lag09Mq4XS+7M7W/0nQGNjIyfbm2elyRvs76ejpolb5C2zutaCr0MmhAgEngSek1L+zv6748B2KWWLXWe2V0o5ZWEurTRkDu576EGaAofJKMyb9XcPvPoWm+Iz2Ll9hxss0w//uPdeTEtsZK31zE5gl8XKkaf38tOrryXQRVoNrTGbzfzyjzez9bKL3NLcGcDcYqLh1X386Hs/0GU6uDt45PHHqJa9ZBbN/N5srq1n9EQz/3XlV9xomf7p6Ojgp7fcxI4rPj0rWYAeNDxa8uCjD1Mj+1lTXDCv81TsO0gyS/n0RQuzd+V0tLe3c+Ntt7L1sotmfP8d23eQVL/lXHSBtmooXWnIhBq9vwEVDmfMzh7gcvufLwce97Rts6UwNw9L7ezLEkgp6axrIjfb+0Nq07F7+3Zayo97rJ3Syf3lnLZ524JxxgDCwsJYk5hCfWWV265Rc/Aou7ds8xlnDCApPoFe8+xKX1hb20mN9139mINVq1YRGbJq1qUc2mubyF+z8Oe9ySgpXIv5ZN28z2OpqqPEB2q4TUZYWBhBfgH0dffM+DvdLe1k6nxnVovZdxPwOWCnEOKA/b+zgV8BpwkhTgCn2X/WNampqYx09MxaXGhta2dVUPCCCldORkxMDJmxiW5ryu5MX3cPfY0mytbPvYqzXtm+aQtNRyrdUlyyv6eXgVYza4uKXH5uPRMdHU3/LIX9A9ZO4uPi3WSRd1GUnUtz9cydC5vNRndT64LoSDJXEhMTCRyx0d0xt4QSgO6OTgKGbSQmuraEhjchhCArJY22xuYZHW+z2egxtet+zDyuIZNSvg5Mtse4y5O2zJfAwEBy0zNorqknOXvmk0xLdR0leflenQE4EZPpKAYGBmhuM7EyMsyt1+/t7GZ54GLee/m1CT/Xu5ZiKtLS0giWAZhbTLPSPM2E6vJjbCoqXbCFYCcjIiKCkb5+RoZHCFw0sx3VPnPHjGtnLXSyMrN4+dC+GR9vaW0jKjTM57ICnfHz82NdfhEVlVXkrC+e0zkaKqtYl1+0YHaz56IhA2hqauKEqZHolKRpjx3s66errpnf/va3s76OJzVkRnPxeZK3JofH3n11Vg5ZR0MLa8p2u9EqbbjqqqsmdHiklNzy5z+yKDOO+DT3NBIeGhjgrfue4Cff+cGCnPCFEOzYuIkXyve71CEbGxujvbKGL33XzYpFAAAgAElEQVRNH71HPYm/vz+xkdF0tpsJj53eyRrs78d/TLJq1SoPWKd/4uLiGO3pZ2hggMVLlkx7vKm+iYJM1zQm92aKCgp4/V93wRwdMmttI4WX7HStURoyV4enra2NX//fn9h22fR9io/vP0Qyy/jkBRfOwULPsTBcbA3JyMigu7ltxhqp/p5exMAw8fG+E/YQQnDGjl3U7T/itt6MJw4epaxwZh0PvJW1RWvpbTTNqf7OZDRV15ISFeuV7aVcQXJcPNa29hkda20zkxgXv+B2tueKv78/WalpM27v1d1sIiNN3xoeTxAfH8+iUdXHeLb0dHYRMGzzqffHZISHh+M3MjajWpc9JgupSfpvL2U4ZPMkODiYhMhozDNspt1S10BeRvaC2W6eKZmZmawQi2Yc858NI8MjtFdUsX3zVpefW08sXbqU0rwCqo+6To/XdPQEWzdo001BDyTGxdNnmZmep6PNTLKhHzuFnPRMLI3Tz32jIyMMWrt1r+HxBEIIinPy51QktrGqlpLcAp97f0yEEIKUhETMzaZpj+1rtxIXF+cBq+aH8a/qAvIy12Cqn9kqsaOxldysLDdbpD/8/Pw4Y9sOatxQdb7m6HHy0zIJC3OvRk0PlJWuo72yxiU7jb1d3di6+sjO1m/lancTHR3NgHVmOxUD1i7iYny3IOxEJCYm0muavtGzudVEYmzsgsp+ng/5ubl01s0+Q7+jrom8BVDw2lVkJKdgNU2d6TvQ14+/TXpF7UDDIXMBGenp9DRPn/5ts9nobjaRkuIeHZXeKSwsRHQP0NFucdk5bTYbzeXH2bVtu8vOqWcSEhJYGRiEuWX6VeF01B6tZGNRKQFuqm3mDURERDDY1TMjyUG/tZOoKNcmVHg7UVFR2AaGpw2jmxtbWZNihCsdJCUlMdLVNyv5wdDAACOdvSQn6z/05ini4+KnbYFmaW0jJT7RK6QGhkPmAj4Utw4OTnlcR7uZ8JDQBa1zmgpHb8bqg67bJWusqiFxdaTPaCqEEGxdt4H6eZYRsdlsmE/Wsq5kwvqEPkNgYCDhq0Lptk49qY8MjzDaP+gVq2xP4ufnR3pSMu1NU4ct+9osJCclecYoLyAgIIDs9Ayaaxtm/J2Wukay09J9egE1nujoaHrN1ikjBp1tZpK9pHag4ZC5AH9/f9ISk2hvbJnyuLbGZrJTMzxklT5xdW/GhkPH2L11u0vO5S0UFRbRVdcypz6MDtqamolaEWrs+ACJsfF0tk8dduuyWImJiMTfgy3AvIX0pGSspskTI6SU9HqJhseT5GdlY6mfuabWXN+k68bYWhAcHMyKJcvo7eqe9Jh+Syfxsd5x7xkOmYtYk5aBZZowUm+rhfTUVA9ZpE+WLl3KprWlVB2af9NxS6uJJaOQ5WOavOXLl5OZkERzzdwrfjcdr6asuNSFVnkvcdEx9FinrtjfZbGSYOjHJkSFjSYfv25rB6uWr2Tp0qUetEr/pKWl0d3cNiM9qJSS7qa2BdcD1BUkxsXTMUWmdJ/Fe2oHGg6Zi0hOSqKndepVojdUCvYEm8rKaD9ePe92SjWHKti1aYtPZhytX1tC68naOX13bHSUrvoW8vNm34N1IRIdFcVAx9QtWHosHcRFxXjIIu8iNjaW3vbJw0aW1jZSE4x5bzwhISGsDl5B5ww0tZ1mK6HLlhMSEuIBy7yLhJhYuiZZEAwNDBBgg5UrV3rYqrnhe28yNxETE8NwZ++kYaRuawchy1YQHBzsYcv0R0REBOlxiTScqJ7zOQb6+ulraqN47dyKK3o72dnZ9LdYptUtTkRzbT3p8Yk+q2UcT0REBAMdU2daDnb2GOHdSVi6dCkrlwVPGjbqtnR4jYbH0+RmZNE6gzpupvpGcjN8KxIwU2KjYxjsmPje6zBbiIuJ8QpBPxgOmcsICAggPjpmUi2FucVEWqKRHeNg+8bNNB2ZuzC95kgFGwrXsmQGFcIXIosXLyY3I3NWvQQdmKrqKS3wrb6VUxESEgIjYwwPDk16zEBHl0/0np0rCbFxdEyiwxu0dhnO7CSkp6bS0zJ9YeKeVjMZaWkesMj7iIiIoH+SpJzOdisJUd4jNTDSNVxIelIyrx84jLXt4xNTa00dGzZ6VatOt5KZmUngo6N0mi2EhM0uc01KSdvxWj73xa+6yTrvoDi/kAde//es2naNjY7S3dTKms8aLWwcCCGIjojgyLv7WDLBDrbNNoa/TWn3DCYmKTaOZw6/R39P38c+6zN3GA7ZJCQmJtJjakdKOekujiF3mZrQ0FBGB4cYHRkhYFydu/7OLmJyvCeRznDIXMi6ktJJH6rsNaE+XYBzPH5+fmwpXc+7FScI2TI7h8zU0ETUilVeI9R0FxkZGfQ/dD8jQ8MELl40o++01jeSEptghM7HceaO3dTW1U76efg5WV4T9tCCgvwCBiYJn5fsPoNly5Z52CLvIDg4mLAVq+hst7AqYuLC1p1mK6HLQ4xndhL8/PyIDAunu6OT0IhTd7GHu/q8amfbcMhcSGRkJOeefY7WZngNJcUlPHPLK4yVleA/i9o6DUdPcM76Mp9/QQYFBZGRlExrQ+OMm7abahvYnWuEK8eTm5NDrlEBfc6EhYUZc98cyUhJpbGldVKHzNzSSkaybxYTnylxkVF0Wj/ukPV7mdTA0JAZaEZoaCipsfG0zKI44vDgEL1NbeTn57vRMu+hMDuXttrGGR0rpaSroZWszJmHOA0MDNxLSkIi3W2TZ1p2m8ykJiZ5ziAvJDoikp5xiTlDg4P4I7xqd9bYITPQlA1rS9jz/uvEpc0s4aHhZDX5GZk+K+YfT0ZGBg889+SMapL19/axakmwUW3ewEBHxMXF0fOcedJnuMdkJjbWe4TpWhC2Oozh6lNrW/Z2dhEZFuZVkRTDITPQlJycHO7d8yjDg0MsClo87fFtVfWctutsD1jmHYSGhrK9ZAOttdP3Ul0GbNt9uvuNMjAwmDEREREUp62ht3bibMvitDVERER42CrvYvXq1Qx1n5pQ0t3RRXS4d42b4ZAZaMqSJUvITc+gqaaO5DVTZ8MM9vczbOkiI8N7smY8wSfOOVdrEwwMDOaIn58fn73kM1qb4dWEhoYy2NN7yu/6unrICvOOlkkODA2ZgeYU5uTRXjO9jqypuo78zDUEjkttNjAwMDDwXZYuXYoYk4wMf1SYfbi3j9WrQjW0avYYO2QGmpOVlUXvYw/Rbe1ATNEGqa2qjl07zvKgZQYGBgYGekcIQdiqVbQ3t7A8RLVJGuzq8bpWU4ZDZqA5quF4CeUvvDnlceHLgo3mugYGBgYGHyMnI4v97xymxf7zysBFXqe9EzPpNK9XSkpK5Pvvv6+1GQYGBgYGBgYG0yKE2CelLJnoM0NDZmBgYGBgYGCgMYZDZmBgYGBgYGCgMYZDZmBgYGBgYGCgMYZDZmBgYGBgYGCgMYZDZmBgYGBgYGCgMYZDZmBgYGBgYGCgMYZDZmBgYGBgYGCgMYZDZmBgYGBgYGCgMYZDZmBgYGBgYGCgMYZDZmBgYGBgYGCgMYZDZmBgYGBgYGCgMYZDZmBgYGBgYGCgMYZDZmBgYGBgYGCgMYZDZmBgYGBgYGCgMYZDZmBgYGBgYGCgMUJKqbUNc0YI0Q7UaW3HFIQBZq2N8GKM8Zs7xtjND2P85ocxfvPDGL+5o/exS5RShk/0gVc7ZHpHCPG+lLJEazu8FWP85o4xdvPDGL/5YYzf/DDGb+5489gZIUsDAwMDAwMDA40xHDIDAwMDAwMDA40xHDL3crvWBng5xvjNHWPs5ocxfvPDGL/5YYzf3PHasTM0ZAYGBgYGBgYGGmPskBkYGBgYGBgYaIzhkBkYGBgYGBgYaIzhkC0AhBDpQoglWtvhbQghMoUQa+1/DtDaHl9ACLFUCLHI/mehtT3ejhAiQAgRq7UdBt6HEMJ4/7sIV42l8RJaGOwCLEKIIMAspXxGa4P0jBBCSCWe7AJuE0L8A+gQQjwlpRzW2LwFixAiHCgBDgshRgGTxiYtBOKA04UQzwBBUsoTWhukd4QQ/lLKMa3t0BoppQ1ACPEZoF9KuUdjk7wOx6LSMZbzxfCQvRChcP63qwL+DzgXOKiNVfrHMW52ZwwpZSuwCPgJ8KLhjLkHIYQ/gJSyHSgC/g7cA6Qbu2SzZ9zz3w2sA94ALjPGc3oczpgQolgIEai1PZ5i/L0hhFgnhPgpcBbwPSHEVm0s816kHSHEGiHEHUKITUKIFXM9n+GQeSH2e8AmhEgVQqwB9gG/B/ZKKZs1Nk+3OI1brBDiU0KIlcBVQCOwFIwwmjsYtxtxGNXa5HdSykqHc2wwMxwLCvt9HCWltAJW4BXgbvvLwZjXnZjAESkTQjwC3Aj8RAgRr41lnsN5IerEj4EwKeXlwA3Ap+1zosEUOD9fdsnAFajxOwlsBz4z13MbD66X4NhlcPxZCPEdYA9wGXAtcD2wwe6pLxZCrNbIVF0x/uUkhLgWuBsV5v0GykH4K2pyBljwk7O7se/gCKefdwshnhBC/Bh4GXW/pgshIjUz0kuxO2JL7GP5rBDiK8AtwEPA5xzHaGmjnrCHJ6XTz9nAL4CnpJS7gTbgC1rZ526cQ2pCiEVCiN8JIX4ohMgCfgCk2J21ZwB/4GIt7fUGnEK9S4CVQCFQI6X8JfAiECOEKJrLuQ2HzEtw2mbfCVwENAG5wJvApUA28ADKyXgCWKuNpfrC6eH5lBAiAygHzkDtKJwNXCmlvBNYIYR4BVhn7JLNHYc+z75TEyqEOA34FPBDYAXwW+BZIBo4TwhxvRAiUUOTdc0EC4pM4A5AoEJNeah5oAmQQoi/CyG+5XFDdYqUcszuwH7Z/pKsBp4HUu2HPAokLrRwneO+cTijdv3m3aim228CtwI1wCFUlADgTsDntXXjmWCH9VwhxB7gV8AI8DDQLYTIBfajtLHnz+laRsRAn9hvAuHkUKxGrewA/h/QC1yH8tDrgQullGX2FeCIL4t77Ss+x7iFAf+FclivllLWCiGuRr3IXgTKUBNRFRAqpTymkdlezbgxF8B/A7HAI8AB4D/s/+UBpwMtwNeBdinlHzQxWscIIQKklKNOP5ehQpMngNuAd6WU/yeEOA/lkO0BhoCvAbdKKWs9b7X2ON+H9p/LgD8DT6OcsJuAYeAC4CUp5atCiMuAYSnlA1rY7EqEEEuklANOP28ETpNSXi9UNm4gKhoQj3JMbwH2AruklGYNTNY1wikBxK43zAO+CvwS+C4qMfKnqPtpEepeS0C9u0/O9npGlqVOsa9spBAiBrXbZQIigCellB1CiAiUM/FZYAdgFULESSmPwimZhD6HfXs+HLVKeQIoAJ5zekn5AS8AwcAAMCClbEOFLwxmif1eczhjUUAmcDWwRkrZad/VyZdS7hBC3AD8Ukp5phDiJ756j06G3Zm9GEgHfi6EWAr8CQgFmoHXgH8AFwshQoGnULqVVHuW3Pcc5/GlsXW8OJ3uw7Wo3QsraidxFDV2XwT+FzgOfEoI8SbwT28fK7ukJR+12LnR/rvvo/7uv7Uf1ovSGt9o//PjqN3WC52dMV+7d8ZjH8sIKWWLfYd1EcoBOwo8hlpsfh71XolEyQWOAhvs36ua67WNkKWOmCA88Vng36hQzwHURJwjhAi3OxDvAfcB4VLKc6SUjY7v+tID5Rg3p/+fiQrfJkgpTagHJkUIsdL+sL2JeqBWA9+WUh7QxvKFgT08uU4I8U9UOH0f8AFwjv2QVSh944PAYpSz5vjeKXozX0Z8JLx+G0gWQqSjFg3NUspPoBYPX0Y99yPAZXYH5EbnkgViYgH3gkQoPe3ZqOxdhBBBQohbAceuayVqp/Ye1E55GGqB+wHwRynlqFNYzyvvQ3uo7KfAYSnljUKINPtHi4DvSymfBpBSdgEhwLdRjvuPpJT1Uspq5/P5yr0zBRcA4QBCiGXAzYAEHrYn0YQDmVLKbcCDKO3mQeB/pZRN87mw4ZDpBOddBvvPgcB64Cwp5b1SyhHgfaAVFfoBJY4+W0r5e/t3/PExxo2bY0JNAx6XUv7Y/vO/UC+2MwGklK8A50opf2oIoGfP+PvMvoL8Fkoo/ScpZS9qRXmGEGKllPJt4DvA7VLK70gpDzqJjaXxAlA43YsFgA34JKqsxWeEEO+gwpXnAkEoDVCn/f5vA9fXRNIrjr+nEOJS1DN/UEr5vlAi62ggREq5SUp52H5vZQFPAomoqJBJSnlcSnnc+bzedh86OZAjqB3Ac4XKun/S/vsUlKTFcXwKKqRdDvyPlPJhD5qre4QQPxNCfN8+LiYhRB5qXEOBW+wOLUAUkCqEeAHl4N4gpeySUo7M16k3HDKd4LTL8HchxH+gYv2LsTsRdkZRokGbUEVgx6SU/UIIP/vE7HOCTPu4ZQkh/gb8zB6q6EG9rBbbD/NHbTVnYg/TO+ssDGaHk6ZivV2jFwJESinvdTrsHZTQ/Bv277wupXzB/j2f2cGZCvvm4Ie7u0JlR/8NFWp/D6VXKUTpnkyoENOfUWLiWinlP5zH0VfG1OnveSkqKadJCPGfqHID3cBKIUSC01dqUfNpGfBFKeVLnrTX1QghwoUQqx3jYHcs3wC2oXYEXxRCfB74C/B5IcR/CSH+BVyDKhx+o5TSND4i46vYF5SgwrcXCVX641zUTlkq8Dpwmv3YaNT75RrgeinlN6WUlc4LzHnZ4iPPsO4Q46pFCyEKULsK/wCSUELda1Gi6C8DX0IJof9qD8P5JOLjot0wVHjyHyjHKwLlyPagnK8VqHDGp6WUfZ632PuZYMyzUSGgctSuw3mobf23pZS3C5VZGYLKZB21b/MbOCFOTYJYDXRJKUeFEDcBd0opy4UQnwI2Sim/Y5cvbAeelVI+4nQen9H7CCGC7buvjp8zUaHJS4CNKAf2DSADpef5Ayo8fhfwsrQnSYy/n70JoYT5V6EWmMdQeqZnUFq5XUA/aofscdRiPhilM26UUt7vdB6fuW8mQwhxvpTycfufA+zP33WompQ/sv/3DtCHCkuOAFuAHzvvLrryfjI8ZA8jPkpHduwyOMpTBAA2KeX9UsobUS1RVqJuiotQIsxfOZwxb9U7zBWncXO8xM60r2T8UJqwe4H7UcL8alQqchBq3AxnbI44h4SdVtRbgL9JKT+Pyl67DpX5e6YQ4iGURqVCStkmpbT62r06E6RKPBH2nZ1ngZ8KIVJRO2Hp9sNagXwhxIV22cJXHM6YGFfWYKEjhFiPckIQQoQJIcrsO0MvoO63l1HPehZKV1sBfB94QUr5wkJwxgDsGqVKlLP1J9Qcdy5qV7UcFQXwRzlpN0klTL/J4Yz52n0zGXZt2GeFEOcLIc4A/i6EuEBKeR1KKpSCyj7NRz2HP0Blpe4YH+p15f1k7JB5iPFbmkJlo92DEgu+gnIgPgu8JaV8WqiWFo9KKfePW0373MrG+e9sXyF+E9iE0tTdg9o9vEdK+aYQ4hfAUSnlP7198tWScffcUlSmlgn1sksFviCl/LT989dQi4YuIEtKeUgbq/WL/UUone7jSFR1705UCPIHqHlgOUoDGYbSQz0NPOjYGfK1e3rcs78HVZ5mDSocHoLaHXsGNScss//8mJTyTW0sdi2Ov7/j312oRI9q1D0TJKX8pv13n0bVFIsFoqQqcxHpvID3tffGdAghNqHa5tWjSh99E5WV3wJ8TUp5sRDi16jd1Wecvue2Z9DYIfMQ0o4QIl2obLMrUFk+p6Gyp85HpbB/zx7v34pq6eO8K+STD5V93OKEEL9HhcbqpZRbUEUMw1EZU6cJIZ5GaW6O2r/nMy8uV+N0z5WhCrs2ofSLN6G6GwwLIb4khPgCakLrl1IOO5wx4YMJJlMhpbTZ7+MCIUSR/UXZBlilEuU/jLp3q1CC/SbUjvidUspepwWdT93TTs5YEGon7FLge1LKL6EWs+cCv0NlGR5E7TZ+uCDwdp2U4+/v9O/+MGrX5iGgXwiRK1XNyXBUCPMp4J/273yoE/PF94Yzzrv0dq3mLqABNWaDUso3UMWrr0LtjEULIXYDP3d2xsC9z6BX36x6Z/xLSQhxOR8VKQxBaW9AbYWmAB0ovdgdUsrtUjVj/hBfeagmGLdzUTs0h1DlP2KFykJ9ACW23I+qrfN7qcp/7PewyV6PY8Jy+v8WoQTm16EmqoekKq3wHspB+zZKP7Yd+On4kLD0wQST8Tg7A0KJ9n8O/BEVKrkW+BuqvEWylPItVMZgrpTSKpXwep89rOmTCzEHQoh1wK+BOlQZoCvsH12L2ql9BlWjLVhK+ZJ00pl5owM73okUQnxdCPE5+4+/AL4rpXwHpRv7pv2+Wgf4SykbpVNBUm/8+7uSCSJTAah5ayeQg1r8xAkhEqSqU7nfPmb/gSoc3O18HndjOGRuRH6kE0ux/2oAVTPsTpQD0SmE2CmlPIxyKlKllFXyo2w0n9plcHp4HOOWY5+clqDEqs+j+k4KoExK+S5qUlotpRyUUj6rjeXejXDKenR68f8eVUX/DFS21g/sv/8LKiy0Qkr5Yynl5VLK44ZO7CPEOL2jnZXAEinlZlQT4i+gnIgqVLFSUAuKvzmd58M2VJ6xXFvEqf16A4TSicahxqgGtRD4OvBJIcQOlMTjOICU8iopZacGZruccbvToKQZ37DfD/cDkfbF/b2oWmO1wG45royHLzN+ISNUfbofADullJWoMc1EdW14G3hSCHEf4G932hrsIWKXZE/OFMMhcyFC1cFx/nmzEOJJ4FqhmgC/CzwnhPiClLIDlRF0pX0Cv13aC/g58JVdBqFSiZ1XMTlCiFdRxQv/B5XpUgcU20M9x1AC8uWoopjPa2P5wsA+8SwWQtxgD0OGo9qC7LZ//nsgQgjxKfv4X+m8ChdGGYtTcHqhnieEuFcIcYn9ed8shDiIKki8AbXQuBVV8yjQ4VB4+iWgNeLjiU6hqOzA9aidDCvwFlBi/8ptKM1PJ2p+OOU83sb4xYxQ5Y/uQb03HkQ57s8DjrqKz6L+3o3AVVLKv0opB3xtAT8ZzgsZoUoiOep2WoFs+/vmFZRWcyNKh/wE8Dsp5ZekU7FgTz+DhqjfBQghklDb5yP2//6fVPXBfoUKT3YAv0GFK+uA61GhSTOQIZ36J/pSeEIoYfMPUX3VDgHVUsp7hKqhUytVn7l6lNhyDFVH6H5Ugcw0+86iwSwRQlyMvS+ilLLO/gL8MyocuQ9VKuAc++8OSyn/IIQ4CzXmRt/JCRD2Mjb2l+tiVGgpErgdFWI7gtI4/Rrl6F6HEmB/TkrZr4XNekOojPPrUT05f4vKNI9HvSwbUU7Yfinlr4UQMVLKZvv3vDbRYbztQmWOPw68KqX8sRDiSpSe+GuofqU99v/ukFLutX/Hpxz4yRCnJiIFoRIdPsFHY/Yg6tk7iHJw70Rl4/5eSmmZ6DyexnDI5okQ4svAlSg9yB0o0XMDSmheBCSjsoJuQQkuF6EerrftuhGfRAjxSeD/UO1MnkeN0U2o5Ibvo9LXR4E9jjCOUL3ZXpRSfqCJ0V6OUKUDrkZNTpUo3cmfUbsPVwGvojJWO6WU3xCqztPTqD6URtmQaRBCBAOBUvWa/SNK03S5fcfxGdSL9WxUhvAxKeVtTt/1mYUYTFiH8RuoBdcdqLINBaidocXY9VEoycftUspy+3dOyVz1Vuwhsh+inIPXUQVePyelPM/++eOod8xiIF1K+bJWtnoLQpWyuBn4vJTyPSHE/6DKgnShnLLzUfXpbpFSDtu/o/kzaDQXnz9pwANSytsBhBDXoypGx6GKkkag2sqEohyQm4Cbtf6H1wHvotKL77OPxev2GP7VwM9Rk1MZECKEeBm1XX+Tt66EtUaociHfRe0w/Mz+u20o5yAZFSL6HcohqxBCfFJK+bAQ4hwpZZ9jstLDpKUH7DuGJxyhW/vC7AqUJKEWtRP2OyFEjpTyiBDiPZSD9hAqQ85xHkdTbJ8YU6dw0phQnTQ2ojQ8B1H17aqllDVCFR8eQpVZWQQgpfyL87m8cS4QQlyGcgrel1K2CCESUYkeb6Acrp+g9MXnCCG+i5JnBAC9UiV5NdrP47W7gu5CCHEOSoz/PKpQ+EuovqXvocK8/yml/IJQZXr+IqWst3/PT9qzoDUy/UO8MuauB5z0Cn9FxaWL7JOrFSVCjbd/9iTqRfg14A9SyiN6+IfXEvs4NaBi9x/uEkgp/xcoRk1M30E5tj8DrpFSvmZMQHNHqoKSrwINQoh4+6/3oRxfiQoZ70Flrb6I0jnhCKdrpanQG07PfQH2bD+hKu2vQ2VN16NCJYEoR+Muux5oJaqtj+M8pySwLHSEELuEEMuddKJlqCjCTpTTdRgl5zjH7qiFAWvszupfHM6YF+vECuwLy7NQc5yjuOgw6nl7BpUs040qh3Inyrk4D9Ug/JRWb748FwohUoQQvxFCfNsemkQIUQxchipQXYbqevM7VB/Yi1FJNB1C6bxHpZT14qOWg7oZS2OHbBY4r0qc/n9CCHEAVQ+nHrCgtp1/BNwqpfyHEOIlKaVjZeNTOwyTrOQcL/cbhBCvCyE2SVUHBtRLbLldSxYg7RW2DWbHOD2F48/PoCYmkxCiTar6VqFAgpTyGiFEMnA6cIG0N6w2OBWne/kx4NdCiM0oLagV+F9U25WrUc7FHaiq+0eklLeMO49PzAFClaz4MWqRVS6EuF+qZvOFwOWo7PImYDNKH/pDVJ2tRajaYqfMmXp6ec6SUFRJkx3woXA/GohB/d0vRGUyH0AlfBxCOapSSnl0fIjXV7HvRH8ZtZjfhHqX3IyKRPWgnLEM4DYpZZUQ4iXUffYnKeVTzufS473klasNrXB6wa2x/9+RHXMXqv9kvP13XwH2Snt3eCdnzKey0YTqz3mt/aWPEOIKIUSsVFl9joygP6BE+wiViRqLCmViOGNzQwhRhBLlOzLWHC+zKj/1vbsAABgCSURBVNSOWD5KcA7KkWi1f14jpbxNStnmrTsR7mD8WAgh/huVHdmNWpH3///2zjvcjqrcw+8vgPQi7UKkV0FAOoKXIleKqJRQggauSAe9ARQplwsqSgcpIk06CNJbqKGF0HtHOoIUReld4u/+8a3JmRx3knNOTnJy9nzv8+xn7z17Zs2atad866vEA/cdwtdnLUKz+y/gMmDtJo6nImXFnsA9jgTY/yI0ixCJTC8ikphuQjixP0DkGXvD9ja2X2iHCWw5hluAiyXtJWlvwk1gkXLMdxAC/tcIM9vCxdJyBbCSpDlTGBvNwsAljsjv4wjBHkKQXR74dhF631TUfz2WmAw8CJN/KqnG3SQmBElbSPoDcKEikVzlU/M+oX04gAinnZcQNMZgcpTIJwa1h8+zhI/dcopErisRamNVNxhHXp2Bkl4higPv45KML+ketZvNY8BBxVT2w/LbXGV2+SChfVhXUflgKKHRrbczWanx+wq1yCemcMBeFNjS9lZEBPUyhInpEULAWBg4xJHq4mbgHGDK2gSuEZSJ6G3A84ryW7MSuZ8g/KbeJYJKFgCuUZSyGQYsLWmlohXq18JYobof/pqIxl+UKAq+uaSfED5PlxBpUAa5BDE58or9ILXVYzxTTgMWVeRhOwZYQOHv+joR2fyJpLMJpchj5VlyK5GzbrJ3Ecgoy7HQ2dQmaWnCJr0DcVG97OIcXVvnR8Rs8P7yvd/P7rpLi3H7DhHVch1xs9mx9tuUtj+X9BVgHtvXT/oe9386mScr5/tzgRVtf7ksvwR4xva+ktYBdiXMRQdN7jepSY2kOYGPy0SrHp16DaENP5vQgJ+iKK9yDLCu7dckzV0eDo27/luZyRUF03cm7gFPEW4ydxAT2M+JaLfFgQMqwUMRbHK/+1lkr6I+8WrAdY60R0sQQQqfqiMtyv7A9Lb3UaS42JuoEXtczb8uHfYZ+zhI2pYQsM4kIsT3JMbwdOKcWsj27Z236w+kQDYOJH2RKGn0GB2+Ndsr8mddAexm+54WQoiIsW3kRSVpekLzcqftEYpC6RsAtxDamBGU2od92M22QxFltAUhMNxJlJY6zvZwSTO4o0C1iIi/SuBI/5SCpEUIAWIYod3Zk/BV+T1hEhlABKJcS5gnNyI0u3vYfrG00bi8UMVMPo/tq4qZ/O2agLEx4duzHzF+axOmpHVcIt3Kev3aZ1RRkeUIov7hQ5LOIbRiz8AYia/vBvbvfF2W3xolxHcFSUvYfqo22ZyBOH9+Z/tBRYLwnYns+n+sbVdNCvrNmKbJstDCT2Rrwv9jKJGq4mpgMUUx178S4cebl9Vd264K626EMNZi3KrkrQOAjRS5w44kxus2wmx5JuHImvSQ+rhLmlHSQURU6k2E8LsmcAiwryKqcjVJ09bOz/dVSGGsA0cai5eAJYG5iITE09geRkRurQxMQ/g9fp+YWGxcCWOlDfeXB8CE0gUz+Y5EeaMPiMnCdI4SZ5t1EsYG9EdhrH4d2n6BMD9uJGm1WOSnq/OhNlbHEmmR6DRJapQQPz7G4SL0AaGt3rVopN+3fURdGIMxAu/6zZg2XiCrPZTqGq5VgUOBnW3/gAhZ/xaRH+bnZYbzILCWpK/W//D+9OdPKEWzUpko5iyLXyPMYRcSviE7EZFntxNRRv8HDLZ986Tvcf+n7tekqM82LeETNgfwvO2zCYF4M6Je2w2EA/oUtj/ufK426XxtRSfBtvp8LRH9tgxwFvCGpG8VgaHSOo4kijwfUradrJ2Fe5vaeTiq3D8/JyIDV7R9VDmvfgcsaPspwjy+ODB92W6MKhv9dQJbu/99XZH+5HRgbuK+96gisKFat/KbPd9Rz7jeTl6HY35fmg73oLuJSMl6+p1LCEH/s07b9Ws/zTRZFiQtRjgCXgS8QJQ2+bOjTMdShPPp+oQPxBxlnTOAIzvfXNqVmsr4GOBM2w8X8+3JxAz4NSJsfSAR1LA7kYl/LmJsl7D9UN/0vn+jqGxwjUs+Ikk7ERqHWwk/ik+JaLUTbD+nSFD8ge0j+rspaGIxHjPbECLi91JgPuI83qyc/4u4IyFsozUb3TSTz+g2CNipm8AUqSsOJjReLxKm7qeI4I4riXqcn9AhxLdsJ+m5i1A70UgNWQtpfE1iZvMWkRhzD8JMuZSkhRylOm4kfEXeJy6+m4ms500RxgZQ1OxE4sKNy+fvAJc6Is42JDK9z00IYWsSAuyttj9JYaz71M7VNYgoIooJcnlgUPltS+Km/yfge2XZCUR0H47AiUZe663ogpmtikadmkji+RgRVr8ohFmzLog15aHaC2by9/qzBkMRYUtlOiuLFwEucKT1+JjIP/kC8Xx4zlH+aL/OwljVzqTp+eRHb7oITZoeTxoadZOu3UQrNfOWihpq/wRutn0wcBIwC6EFe4SSI8v2L23fXbZ9Hljf9jF9cBiTHIUT5ZGEGRfCF+xzRSj7TMCmki4GzgfOs30fYTZbEviV7dP7oNttQW0m+FtgdUXU2uzExODnwIrEf/Mgcb5+KmkW23+1/Ubnc77JdMPMtlAxsz1MnMNT2v6V7Weqtpr0MO1tM/kkP4AeUl075TkxY6VlVpQ0Ol7S4CJo3S/pGiLNz4uEUHYCUa2B6rxpN+GhJ6SL0LhpTKZ+hZPlVMAISQMJbcPfCM3YfMAHkua3/WdJHxJZ90+j+DyUNqqaV69M+iOY9JSH/2e2X5H0NpGkcA2i0O+MhAZhJKEV24uw9R8laVhThNWJQWeVvKTdiWSjrxPm4fWIm9XdxKxxe0JjeZLte+pttdsNa0KoTcS+DWyhyFe0A+E0vI7t4UTepyrqbRgwojKzNc3E1AUz+TnAJsWEe28Z191sH9omZvIvEK4A6xC55Q5SJBtdkPBtulnSKCII5H0iWGmu8nrF9jn1xpp07oyNmqm37iL0HJEYd0NCy384HS5Ct9PhIrQ4kVy4bWlrDZmkBSTtUxwr/wScqAhFXoTQik3jSL73dPm+l6RTCWfez22/Y/vVBmsZ1gR2krQs4SPyAVGWYjaiEPDyjpxrBxGh7JcDNzoi0pJuotaJSGcmIvu2sr0h8ZBYlcgE/xZwFXE+n2T7nbJN42fiFb1pZmvKA7XpZnJJU5VJ0IFl0blEYt+pCb/CV4lJ6FtEWaz7iWfpFcBNtnepCR6NvxbTRajr9MsLpisoMiCfSYStv09out4EFrN9G5FVf2lJ8zrCr08iQmlvt72e7TertppyI27BWcC9hPbrU8LB+UPCeX8qQjOD7fOBw22vYfviPuprv6emwVlZ0gWSNnApv0WHz94xhFl4ZNFC7mD7J7bfaZrgMC6aambrDZpqJi/WtGkJLcx8wCqSliSSjUJk0n+EiCJ/3/Y3gZWLyW2I7f9ylEga7afYtHOnTroIdZ+2FciImcxejvwk7xYz4yCitMIytt8Argd+CVBuwlfbPhOaF8beCtujbF8J3EfMfl8n6szdScyM55VUOTo3vrxHT6jOs/IwmEpRJ3FfQkBYsXz/NfDj8nBYDHhB0oJFi/NyzS+jsTf/CkmbSpq29hDYiXAQ3hNYjtDgzFSZ2Qhtx262DwU2tX1tX/W9L2mhxdidELoqM/mjhOXgA8JMvjbwM+Bp24dX2lno10LIXoSwNStQTSxXIYTRrwEDbd9AWAvmk3QTMSZPuCS5rglijc7tV1yE1iifB0o6g7j+hhPKkcpF6O/EJL9yETqy1kY1qXrF9ieT+BD6hLYUyCRNQ0S8bCJpM0k3FI3ZjIRq9ABF3qwbgPcUmeXHoOkXVB3bRxPq5Z8C3yiLDyKcMJ/ts461AbXzbNbyPieRfuE0InR+KaJo9SGEUGHbazkKgVc5edyPH4K9QtPNbD0lzeRjcCIhHOwL3ENUFBlFFI+fm8gGD7A/JSLQ9k9dS+XR5OdGughNOG2bh0xRR2xt4ob8AGFm29n2+kVaH0iUO3myD7vZbygX2V6EQ/mSTb7xTAiVJqv2vinhWP4EMUF4hzCjXWL7bkm7EPnbhtYdpZXljlqiKH10PiF8zQQMISaeCxN1A58lTG5rAqfUBYomC7WSViYmXGfZvkbSeYRD/7mSBgHH2J6vrDtfcfNou3Erk/kjCcHsGkIYvRP4I2FWG2L7+dr6jS6TV1EUHhsS2uhTiGvvXEIIW0VR5/M8ImjmlWIaXhuYo7JKJW0skHWmaMEOsL23pC/afrv2W9smmutNysz5I9v/7Ou+9Ec6n2fl5v9bQvOwTnn9jpgsrEAIEDMAs7vBdRLHRovxrKJRBxDVIdYjsu7fTZh9tyceFKM1O01EHYWuRUTa70qM2zDC1eNdwrR0OrAt8aBdn8jV9lI1oYD2PA8VaX4uIXyOh9s+S9J3gVltn9W3vZs8kXQUkY/t3tqy2Qi/4/+x/aikvYHFbW/bYvucYNKmJssKSVNKmk7SFoSKeUCZ0b1dfq/s/SmMdYHii5fCWA9xOJjPImlrRdj3PIRGbEdgMHC8I6/RE8A/gHkdddoaWSdxbKSZbcJIM/m4caQ9OQD4IiHIY/uqFMZaky5CvUfba8gkrUWYhE6wfUcfdydpEC00OBsBGxH112YncontRczE9yK0ECsT5bgySGI8pJmta6SZvGcoApZmsX1f5zHs675NbqSLUO/QBIFsjJtImieTSUELYWxewgx0mO0zykPvn0SU32KEM/pbwMF182Te/IM0s/WMNJNPOHkddp90EeoZbW2yhA5VaCszR5L0JpJmk7Q0jDZPLiHpfEk/IqL7fkOEfkMIDoOAO2wfS6Ro2cH2i01/ALYizWw9I83kE06Tj707pIvQhNP2GrIkmRSUqKGNgWWJ3HbTAccSOZzmJ0xE3wCuIyoaTAesBuxq+/VaOzl7JM1sPSXN5Elfki5CE0bba8iSZFLgqPd3D1HRYA3i2pqWKJS7BVFSZRSRmfp7hI/FVnVhrLSTwlgIFaO1WsXMtj6h1XmSMEN+gciwP6hoFM8Fji7bfK5Cw4WxeQkBbKTtnYlyUV8ltLNPE5U41gNOrISxpgY6JL3GSNtDKmFMDcvrN6E0prh4kvQmLTQ4qwK7lJ+nIxIjvgv8wvYKxXy5u+1jJA0mzG0fqj2KMPcqlZkN+C4h5P6LDjPbysCBtm+XtBSwAGFme5ko7VO10QjVf0ktMND2Y5WZnIgQvB24kA4z+RmEIHYZsKXtayUNc8mpVZ3HTRm3ZOJQdxGy/a+cYHaPlF6TpJsUIWq0Bqcs/hGR8+owwjl/PUJj84ykIwjH6WfKumcAm5abVuOFsc6z6GJm+w3wdeBgIv3AAoT/2CBgLkmHA3+zfVgRxhpHMZOvC2xVfHdmB/6PyDj/HpFL6zRgieLHOJTQ4E4PUBPGBqQglvQmKYj1jBTIkqSLSNoYRpvEppT0Q0lrlp9fBh6w/QRhVluGKLnyY+Bq22vbvqZsf63t7fKmlWa2CSHN5EnSXqTJMkm6gCJ799aSPgXeALYDpgG2kTSESGGxtqS/ERGAswALOYoR31raaJSD+dhIM1vPSDN5krQ3qSFLki7gyN79W8KP6WzgWdvbE2ahzYELAAMXE9qKA4owVm8jhbE0s/WINJMnSfuTAlmSdJ27gBGEgDB/WXYqsAowj+2TgR1tb1XX4vRJTydT0szWPdJMniTNIU2WSdJFbH8q6TpgJWB1SWvbvlnSBYT5EtsvwBhRRo3R4rQizWw9J83kSdIsMjFsknSDEhG4JfALQisxKLUOrWklREk6F7gaeJRIWPoPQvO4L/AXonzPkY7alN8ikr/u0NQxLok2dyMKo59q+1hJQ4EpgOuB1QmT+RvAzyvNbJIk/Y/UkCVJNyhO6CMIP6cbmyoojAtJG9u+vDKzAVsDL9geQYeZ7RlF8eZ1iEjKHwNL2/5Z1Y7tawkfqSZzF1H9YV7GNJOfDjxh+2RJwyvNLGTtxSTpr6RAliTdxParhCN10ok0s/UuaSZPkuaQJssk6SGpiWhNmtl6lzSTJ0kzSA1ZkvSQFMbGSprZepE0kydJM0gNWZIkvY6kLwP7A4sBexcz2ybAKNtX1tYbkAJGkiRJCmRJkkwE0sw2cUhNYpK0LymQJUkyUZD0JWArwsz2QF/3J0mSZHImBbIkSZIkSZI+JksnJUkyUcnyUUmSJOMnNWRJkiRJkiR9TGrIkiRJkiRJ+pgUyJIkSZIkSfqYFMiSJEmSJEn6mBTIkqQNkDRK0sOSHpd0kaTpurn97j3Y5hpJs7RY/gtJe3anrdq2C0j6fu37ipKOK5+nlnRjOc7Bkk6VtGQP9rGspA1q3zeUtE9P+tuNfQ6V9JSkP0zM/fQWks6UtFkPtx1jfJMk6RopkCVJe/Cx7WVtLwV8Buzc1Q0lTQHsDnRLILO9ge13utfN8bIAMFogs32/7aHl63LAVOU4L7C9ve0ne7CPZYHRAoPtK20fOiGd7gK7AhvYHjK2FSS1Sym7McY3SZKukQJZkrQfI4nC3ki6XNIDkp6QtGO1gqQPJB0o6R5gP2AgcIukWyRtJ+no2ro7SPpN551IeknS7OXzfpKelnQjsHhtnYUlXVf6MLKUVKo0MMdJulPSCzVtzKHA6kULtoektSQNkzQncC6wbPltYUm3SlqxtLe+pAclPSLpprJs5dL+Q+V9cUlfAA4EBtc0bdtIOr5sM7+kmyQ9Wt7nG09/O4/JT4qW8nFJu5dlJwELAVdK2qPT+tsUjeZVwA1l2c8k3Vf68MuybHpJV5fje1zS4Np/cJike8ur+t+7dRwKjpf0pKSrgTlrfVxB0ojyH14vae6y/Nbavp+RtHqr8W01TkmStMB2vvKVr37+Aj4o71MCVwC7lO+zlvdpgceB2cp3A1vUtn8JmL18nh54ntBGAdwJLN1iny8BswMrAI8RGraZgOeAPcs6NwGLls+rADeXz2cCFxGTwiWB58rytYBhtX2M/t7it1uBFYE5gFeABTsd80zAlOXzN4FLyudtgONr7Yz+DlwF/KB83ha4fFz97TQe1ThMD8wAPAEs13l8O22zDfCXWp/XBU4BVPY1DFgD2BT4fW27mWvt7lc+/3dtrLp1HMAgYDgwBSGcvwNsBkxV/v85ynqDgdNr439U+bwBUZHh38Y3X/nKV9de7aIiT5KmM62kh8vnkcBp5fNQRVFvgHmBRYF/AKOAS1o1ZPtDSTcD35H0FCGYPTaOfa8OXGb7IwBJV5b3GYDVgIvUkRt26tp2lzvqWz4p6T+6fqj/xteA22y/WPr/Vlk+M3CWpEUJAXSqLrS1KiGcAJwDHN6N/v4nMQ4fAki6lBibh8azz+G1Pq9bXtU2MxD/2UjgSEmHEULXyNr259feK81md49jDeB826OA18r/D6HtXAoYXv7DKYDXa21dWt4fIMzNSZL0kBTIkqQ9+Nj2svUFktYiNEOr2v5I0q3ANOXnT8rDd2ycCvwv8CfgjC7sv1WG6QHAO537VePTene7sI+xobHs/1fALbY3kbQAodHpLvV2x9ffnh7Dh53aOMT2yf/WuLQCoYk6RNINtg9s0cexZfruynG02lbAE7ZXHUu7VVujyOdJkkwQ6UOWJO3LzMDbRRj7MqFJGhvvAzNWX2zfQ2jUvk+HBmZs3AZsImlaSTMC3y1tvAe8KGlzGO2n9NXxtDVGP7rIXcCakhYs+5m1LJ8ZeLV83qaL+7gT2LJ8HgLc3o1+3AZsLGk6SdMDmxCare5wPbBt0S4i6UuS5pQ0EPjI9rnAkcDytW0G197v6uFx3AZsKWmK4iP2jbL8aWAOSauW/kwl6Svjaasn/2GSNJ4UyJKkfbkOmFLSo4S26O5xrHsKcK2kW2rLLgTusP32uHZi+0HgAuBhwgxaF0KGANtJeoTwqdpoPH1+FPi8OK/vMZ51q/2/CewIXFr2c0H56XBCm3QHYWqruAVYcixO50OBH5Yx2xrYrSt9KP14kPDRuhe4BzjV9vjMlZ3buAE4D7hL0mPAxYRwszRwbzFL7wf8urbZ1IrgjN2Aasy6exyXAc8SPnAnAiNKfz4jfMkOK2P7MGGGHhdjjK8idcmp4z/6JGk2WcsySZKWSBoGHG37pr7uS9IaSS8BK9r+e1/3JUmSCSM1ZEmSjIGkWSQ9Q/ilpTCWJEkyCUgNWZIkSZIkSR+TGrIkSZIkSZI+JgWyJEmSJEmSPiYFsiRJkiRJkj4mBbIkSZIkSZI+JgWyJEmSJEmSPiYFsiRJkiRJkj7m/wEClx+ScpJQhQAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = beanplot(age, plot_opts={'violin_fc':'#66c2a5'})" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = beanplot(age, plot_opts={'bean_size': 0.2, 'violin_width': 0.75, 'violin_fc':'#66c2a5'})" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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OOSQgy4EgCPB4PVCkBGS8UgGP10MkG1lwOByTdlimj785F5yHEZIhqy9GbHFh4doH1+OFx5/EqkWX44XHn8Q3HvkuDux/Ex0fuxpHD36IjrV3V7qpkseXEliQgCx/3D5vst827tyaHHcnOj/CD37wgwq3jlDL+Pw+cOP6p9Sxd2D/m1h9/9fg9RFxejaCwSAEmQw0c3anKs0wgFxG7n9Z+OjoUez68Q7cPv8TuHPx5bht/icQCUfw5kuvYNXiZXj20R2IRaM4efpUpZuaF6RIVgkYHR2Fx+eFSqvBs4/swOpvfR0r7v489j33Il7f9Ty27X0eAOD3eHH09bcq3FppMzo6iqgQS7rNy1kSkOWL1++DkjcCAFrnzE6OuyP/exANDQ2VbBqhholGoxMKi6eOPQA4ffgoPFViO1ApvF4vuJTsWAJWqYTX64VSOfk1AvC9730X7Z+6AicOdUJvNMBlt+OqFTfghcefxD0PrMeKuz+P3zz7Al597kU8/uiPwXHitlRSgWTISoDdbgevVYOiqEnr16bjJ5PHKTVqeAN+hMPhCrZW2qQXKaY5hgRkeeJLWTZKheE5eEiGglAm/H4/GI6dVFg8AadUwE3GX1a8Xi8Y5eRrl1Up4PEQHVkmurt7cEPHP6Ln5Gms374FPSdOT9Ju37J2NWyWkaqoC0oCshJgs9nAjxvTpa9fty1akDyOoigodBrY7cSxPxPxIsVnb0wyjiFu1Xni8fsmbJtPwCsUJENBKBt+vx+syLhLwCsUxE8rBx6PRzQgY5Q8Cciy0NLaigNv/A/mLpiPHRs2Y+7C+ZO02/ueexEts2dVhRcZCchKwIjVCk4XLyqerp/YuHPrhGM5rRq2KtnxUQmCweCEEiwMz8FPihPnJBaLIRAMJnenpkIyFIRykl6DMR1epYSbBGRZcbpcoEWCWlqpgMst/cxOJYhGo7j+szfj0FvvoOfEKRw9eAjdx0/hwP43sXnXzgnz8KpvfrkqvMiIhqwEDFnMSWO6dP1EOrxOA4t1ZLqaVnWku81zPA8vCchyEggEQLMsZLLJv7F4pQJmsn2eUCbiARmb8fV4hpYEZNmwuxxQilR6UWpUsDmln9mpBG63G8aZrdieYb5NnYdP/PUIbCRDVh/0m4egMzbmdazWoEf/8FCZW1S9pBcp5ngeXrJkmROfzye65AEAvFJJMmSEsuHxeECLaBcTMByLyNgoMXjOgs3phFKjnvS8UqOGrQoyO5XA6XSCy1KuMBW1VoMRh/RXpkhANkVisRgsNiu0Dfq8jtc2NmDQbC5zq6qXQCCQLP8DACzPwUcCspz4fD4wGSZFXqmAz+9HLBab5lYR6gG31wM2w48BIK6dZRU8vGTZMiN2pxNq7eQC2SqNGnYSkInicrnAqDJrF1NRaTWwOqSv3SZLllPE4XDAHwrigTvugen4SbQtWoCNO7eidc5s0eM1DXrYXHaMjo6CSfGcIQAmkwlf+cpX0GUy4bwLF2Ljzq1QqJQY9hNBei58Ph9ohbiORyaTgWZZBAIBqNWTf4UTCFPB6XZB0TgxU2HuG8C2dZuS98RP33ITfD4fGhvzW0moJ7q6uvCzx3bA/pAVNMNgdHQU5y2O3/+MM1rgdDshCELGXaz1itPlBKvOL0Om1MYDW6n3I8mQTRGz2Yz9v351Qu2sbes2ZTxeLpeD12pgtVqnsZXVQUdHB5Z+8pN4+IWnk/3I8jx8REOWk/iyUWZhNaMkGQpCeXCmOcwDk+sJvvb8i2T8ZWD16tW4YPEizF14AS66bCnmLbogef+jGQYUTcNHdklPwupwiuruxGA5DmOxKEKhUJlbNTVIQDZFhszDsAwMZfQeE4Nv0MJisUxTC6uHzs5OLLv6Smga9Ml+ZHkOgWCQlA/JgdPtnlAHLx1WpSATIqEsOF2uSfqnSfUsB4aIfUMGjhw5gk9++lOTvLQS8winUVWFh9Z0Y3PZodJNXuYVg6IocGol3BIv1k4CsinSNzSI2efPy+g9JoayUYdBIuyfRHt7O373xm8BCMl+lMvlkMnlxEw3Bw6PC4os6XuGaHgIZUAQBLg87kkZsnQ/xplz5xD7hgwsWLAAhz/4cJKXVmIeYdVKEpCJ4HA6oSxAgsGolJL/UUACsinSM9CP9dt/GK/ZtuQqPLt1B04dPoo7F1+Oj97/QPQ9jc1NMA30TXNLpY3JZEIoFMJvXt2Lf77uNrz96r6khxvNc6Q4cQ4cLicUqswBmVzBwyXxX4eE6iMYDALyiTUYgcl+jF/6zgZi35CBhx56CCeOfDTJSytx/2M1yqowNZ1OEj8ElHlqyIDqMNklov4p4PP54A8H8cnFC7Bt7/O4c/HluOiyZVi/fQt2bNiMLfeuw0vH3p/0voYmA07+zwHJCwynk46ODqxZswZmjxMjQQ/+8j9/Sm6MYEiB8Zw43W7MynJzUmpUsLvITZ1QWlwuFziRcZfux2gdHIb98JnpbFrVIOdYfPuxhzH/4gtFX1dqNbDYpW/ZMJ0EAgHRHwLZYKrAZJcEZFNgaGgIKkNDMqgKBYJYv30LtI0NWL99C9Zcslz0fZxCATBy2O12GI3GaWyxdOns7MRbb72FB3/07/jsvXfhhZ1PJV8jGbLsRKNReP2+rEuWSo0a9i5it5KJkZER7Pv9bxHLoFW85sqr0dbWNs2tkj5utxtsFu1iAqVGDRPJkIlisVmhWXhOxtfVOi1GTvRPY4ukj9frBVtgwXWFWgmHxAMysmQ5BQYGB6AwnvUf45UK7NiwGR6HEzs2bBatK5hAaWzA0BDRkSVob2/H448/jqgg4I3dv5qgw5OzpMB4NrxeL2ieE3XpT6BUq+AgE2JGenp6cNJpRmSmftK/nogbfz9+rNJNlCRutxu0KrMHWQKFWgWP34toNDoNraouRuw2qHXajK+rdVpYbGRXfiqZirFnQ6FSwilx2QYJyKZAV18vGlqako8379qJowcPYc0ly3H04CFs3rUz43tVTQ3o6SM6sgR79uzBr3/9a/zXjx+bVANURpYss+J2u8Gp478WzX0D2LjyLtx+wVJsXHkXzH0DAACVRgOHy0V2q2bA7rCjYUYzZp8/b9K/GXPnYKQKTCUrwYjNBoWIw3w6MpkMrFL6u9ymm9HRUbi9nuQuVbHrV6lRw+PzkkoHKYj5Lma69yVQqFVwSbyEHAnIikQQBHT19cDQ2pJ8bsnll+KlY+/jtZ7DeOnY+1hy+aUZ329sbcGZ3u7paGpV0NbWhtdeew3/+ugPsG3v8xOMdeUsQ5Yss+B2u8GMZ2PT/Z8SnngMxyJKCSSwzYDFYYdKxCkdiLt820hAJsqII3t2JxVeoybi9DQS5X8S2W2x61cmk4HTqKqiOPZ04fV6JwVkme59CXilEi6PtH8QkICsSJxOJ0YhFLTLI5WG5ib0Dw9hbGysxC2rXuKFxSeLNFmeI/Uss+B0OsFq4hmydP+nVE88XqMm2+czYHPYMwYW8bIrDpJdFGHEZoUqz4CM1ShJUJGGw+EAl5JhzHT98loN7HbyoyCBx+eNa7FTyHbvAwBOwcMfCEj6OiYBWZH09fVB3Wwo+v0My4DVq4mOLIVQKAQ5x056nuVY+IMkQ5YJm9ORFPSn+z+lavGIn1FmrFkyZBzPY0yIkexiGrFYDNYsgWw6nFaFEaKFmoDVagWnOxuQZbp+Wa0KNhvZaZnA7fWCS9NoZ7v3AfEqOXKGlvR1TAKyIunq6YampfiADABUzQb0Eh1ZkmAwOKGweAJSPik7FrstmaVI939K1eIxapKhECMcDiM0Gpn0izsVnrilT8Lj8UDGsWBEstpiaPV6DFtHytyq6mLYOgKV/mxAm+n6Vem1GBohu6QTuH3eSZvmst37EjAKXtJlqIjtRZGc7O7CzCvbp3SOxtYmnO7uwtVXXVWiVlU3gUBAdMmS4zl4iIYsIzaHHedpLwAw2f8pFV6tgo1oeCbhdDrBq9VZPQFZdVzDM3PmzGlsmbSx2+3g8yxdAwCaBh26/5a9rFy9MWQxQ7PkrJ1K6vWbWqD9nPPa8IXVq/H5f1xVqaZKCq/fh1bFxF2Wib5L9Ns/X3crZp83DxCA/i4TGIZBJBzB7194GS+//LIkbWxIhqwIAoEARhx2NDRNzUOsadZMnOzukvSa9nQSCAZAiyxZMhyLAFmyFCUWi8HucmVcbktFrdPCYidLRukkhNXZYNQKkl1Mw2q15uy3VNQ6LewuB7G+GEcQBAxbLdAZGkRfTxWpX3nzddj11P8lc8U4Pr8fLMeJvpbabz6XGz63B/MWxQu3N8+cgeuuuw4dHR3T3OL8IAFZEfT29kLTaszq+5QPSrUKMUaOkRGSxgcAXzAoepGxHIdAKFSBFkkfj8cDmmchp3Mnu9U6sltQDIfDAVqdebkSAJRaNUaIW/oEhi0WKBvy048BgJymwagUZKflOH6/H5HoWMal8lSR+sovfxEjZgv8ZHMTAMAfCIDjxX3IUvvNabPDZbOj50S8cLt12IzbbrsNnZ2d09zi/CABWRGc7uqCuqU0DvuqFgO6u4n9BQD4An6wohkyDn6iIRPF6XSCz8MHCohnKKwOO/mVnYbN4cjppaXWaUlAlka/ZQg6Q2NB71HoteQH6DhWqxVKvS7jUnm6SL151kxYrSTDPTY2htGxMdAZtIup/dZgNEBvNGDuwnjh9pbZM/HLX/4S7e1TkxuVCxKQFcHxrlNonl0aLUnjzFYcP3OqJOeqdgLBIFiRXz00QyMaixGLEBFSLS9yQTMMKIaG1+stc6uqC4vdmnOnYDwgI9nFBIIgYMhihrZRfLktE5xODQsJyACML/k2ZJYapIvU7/znL9d9QGYymbBs2TL8549/gn+9dc0k81fgbL+tvvgqeJxu2MwWnPnoGI689xdY+gfxh7f+gD179lSg9bkhov4C8fv9GLbbsDDFoX8qtJwzCx8e3I9YLDblJdBqJxgKQiWSIaMoCjTHIhwOg85jaa6esDnsYAvwwuO1ajidTmi1+S811TpWuw1zlszLeoxKq4HD7STX6Tg+nw/hsTEo8qhjmYrO2Ii+ocmTaD0yODwMpT7zdZi+Qefk345gcHh4OpomWTo6OrBixQpcdctn4AoHsW3dpkmbmBL9tnHlXbji5uux4u7PY99zL+LA/jfx1X9/AOdRGkkK+oEKZcgoivo2RVF/pyjqKEVReyiK4imKmkdR1EGKok5TFPUiRVGTZ2YJ0N3dXRL9WAKlWgVwDIbr/EIDxjNkGYSaNMsgRHRkk7BYR6DOclNPh9WoiIYnBUEQYHM6cmbI5DQNOceS7OI4FosFSoM+685UMfRGA/qI9yIAoM88CJ0x/yVfnbERfebBMrZI+nR2dmLNmjXgVSpR89dUxIxiGVbanpbTHpBRFDULwP0AlgqCcBEAOYDVALYCeEwQhPkAnADum+625cOJM6egndFc0nOqZzShy2Qq6TmrkUAomNHTSM6QgEwMi90GTSEBmVoFOxH2J/F6vaAYGjST20uLlP45i9lsBl+AoD+BpkEPu9uJSCRShlZVD4IgYHB4GPoCNHh6QyMGh4frWgPa3t6On//854hBEDV/TUXMKJZhWYQi4WlscWFUKvdOA1BQFEUDUAIYBvBpAP89/vqzAG6tUNsyIggCjp46gRnnzs59cAE0nTMLfz91oqTnrDYEQUAgGALDiReM/fED38WKFStgIoFrEkEQMGLLv5YgAKj1WpjrXIeSitPpBK/Nb1MEKf1zlt7BAWgz2DVkQyaTQaHXwmKxlKFV1YPH40FUFq+vmC+8UomoLP7eemXPnj144403sP3B72U0fwXi80YkHMEzj+7AnYuX4e1X92Hjzq2gOQaBEHHqTyIIwiCAbQD6EA/E3AA+BOASBCGh2h4AMGu625YLh8MBbzhUsJA1Fy2zZ+J0TzdGR0dLet5qYnR0FJSMglwun/B8wlPm//zkYVx77bWS9Y+pBMFgEJFYVHQjRCbUOi3MNiKqTuB0OsGq85sUGZUSDifJkAFAz0AfGpqL09EqDLq6LxlnsVigaNAV/D6+QQezuX4d+9va2vDcc8/h3/7jJ9i293m0zhFPjmxbtwnLb1uBXx17D2sfWA+WZdE6ZzYYhkFQwistlViybACwEvhb2UUAACAASURBVMA8ADMBqADcJHKoaF6WoqivUhR1iKKoQ9O94+TMmTPQzGwuWDeRC4ZjwRt06O3tLel5q4lQKAQ5M1mwn9AB8GoVbr/9dsn6x1SCeHZHVdB41Oi1sJLdgknsDgeYPAMytU4DC6kniHA4jBGnI6OhaS40xkb0Dta3sH/YbIaisfAlX0WjFsN1HJABQCQSgUxkrkglU6FxmmEkvVxeiSXL6wB0C4JgFQRhFMDLAK4AoB9fwgSA2QBEf0IJgvCUIAhLBUFY2tRUmp2O+fL3UydgmD2jLOfWzmzGydP1a38RCk1ergTO6gDGBEHS/jGVwOFwgMvTgywBp1AgPDYq6QK708mIPf/i2MSLLI7ZbIaiQVv0xqbGZiO6++v3xycA9A32Q2ssvBayzmhA72B/GVpUPUQiEchy7LbPVGicZhiESUA2gT4Al1MUpaTiP+2vBXAMwB8B3DF+zFoAeyvQtoxEo1EcO3M6qR9LaJtuv2ApNq68S9QPRYxM72s9dzYOnzhWtvZLGZPJhBtuuAHbvvN93Ln4ctw+/xPJvkl4yjz89W/jrbfekqx/TCWwOxx5e5AloCgqaX1BAEYc1oxlp9KvVZ/HixEHCcgGBgagNBYv29AbDRi2jkg6U1FuugcG0NBUWEBm7hvAjg3/hvvuvgeXXXZZ3eppI5EIKHn20CXVw+3tV/YhEong9guWYvOar8Ei4QxjJTRkBxEX7/8VwEfjbXgKwCYA/0JR1BkABgBPT3fbstHX1wdaq0yWuUitl3XFzddj27pNeZ0n0/saW5phdTnhdrvL9h2kSkdHBz7zmc+gZfZMXHTZUsxdeEGybxKeMlv/+xk8snWrZP1jKsGI3QpVAYL+BIlC2YS4S3+mDFn6tfrEA/8OfzBY14EEAJj6eqFvLr5SiZymoahjLVQ4HIbd7YSmQV/Q+7at24SrP3sjvrZxPVauXFm3etpQOJTRpT9BYt54+dQhsByL5beuiF/HN12H1/775WlqaeFUZJelIAjfEwRhoSAIFwmC8EVBEMKCIJgEQfikIAjnC4KwShAESe1NPXX6FHSzWpKPM61R5yLT+yiKgnZWC06fPl2W9kuZzs5O3H777RgZGsb67VvQc/L0pD5lOE7S/jGVwGyzQqXLXVQ8HVarhJ3oyDA2NgaP3wtFBmPd9Gu1+/hJ8BoVXC7XNLdUWnT198DQOjXrH4VBj/7++lx6M5vNUDbqCl7yNR0/iVvWroauxSjpeozlJhwZLcggPPU6vmXtalgtI4jFYmVsYfEQy+k8OXziGFrOPSf5ONMadS6yvc9wzgz8/eTxkrdd6rS3t2P37t1omT0LOzZsxtwF8yf1DctJ29CvEljtdqiLcNxXajVECwXA7XaDVSozToxi1yqnru+AzOfzwe33FZzdSUffYoSprz51ZENDQ1A0Ft5/ifEoUynwxBNP1K2eNjwahryAgCz1Ot7/i5fQ1NIsWUcDUocmD7xeL4btVixobYa5bwDb1m2C6dgJ9J3uwi+27cR5ixdm9UPZtm4TTMdPom3RAqx9cD2efWQHdm9/Ivl448q7YDp+EnMXzMc111yDNau/MMn+oZbZs2cPbrnlFpj7B+EYsWJsdBQymWxCn7IcBw8RoicZGxuD2+eBUkTUnz7mNu7cOmF7uEqrwcgZUhnC6XSCy1J2auPOrXj4q9/GM4/uAAXg3IXz4fX76zogGxgYgKrJMOWd5saZrTh5+M8lalV10d3fD21TYUXZgfh43LZuE7r+fgJz556L3//u92VonfQJRyKgNeJWP2L3vkS/Jebcm++4DZFIBFyGqjCVhGTI8qCrqwuaGc2QyWRndSVH3sXqb30d5y1emNMPJVWH8uwjO5Jr29v2Po9nH9mRfP2qW27Ab17Zi4GB+toS3tbWhh9v34ZHXtqFl469j5dPfzipT1megy/gr2ArpUW27E4ufaNap4WVZMjgcrnAqhUZX2+dMxssx+KeB9bjpWPvYfmtK/Dyz5+t60oHvX19UE1B0J9ArdPCEwzUpclpd38PGovwcEvoona993t86etfrVs9bSgczlhZQ+zel6on27b3eTQ2N0k2Q0YCsjw4euIEGs+J210Uqh3LdXz66yPDZpyqQx2ZL+DPWMcSAFieJ0uWKTidTvAZLC9yjTmVRg2H2yVZHcV0YXfm9iBL78vh3j5Y6jggO9VjgmFmS+4Dc0BRFNTNhrr78ZnwcCumykECnaEBI04HwmFJyaynjfBoRNSzEshvfpbTNAnIqpVYLIajp49jxrh+rFDtWK7j01+fM78NR+rQ/sIXCIDL4jjP8hz8gWBd13FLxe12g1GJ91euMSenadCkUDasdjtUOXzc0vvynPnnwVanAVk0GkXPQB+MrVMPyABA3WJAd29PSc5VLQwPD0PZqJuSJEUmk0Fl0GN4uD5lB5FIBDQtniHLZ36W0XISkFUrw8PDiDHypFYn1d9ErJZWunfR2gfX48D+N7H64qvwwuNPwnTsxAT/sfTz/Z//2IaBETMCgfrKBnX39ODH92/K6Osml8shk8vq9ldhOk6XE2wG/VOuMQoArFpZlxYrqdicjoweZAnS+/LbP/kRbHVaPslsNoNWK8FwbEnOZ5zRgpOmrpKcq1oYHByEogRLvrxBX3fZxQThyGhGUX/yeh2fb7vG59uP3v8gOS8/99P/RFeXNMcdCchycPrMaWhS7C7S16PTtWOZNGPnLV6I1d/6OvYceXeCrif9fLPmnQtVi6HuTP+e+b9P47Lrr8nq60bzXN0FqpkYsTug1IgHZLnGKACwKhKQ5ROQpffluQvORyAUqksvst7eXqiKEKNnorGlCf3DQ5LNVpQDU1/PlDzcEuibjTD19Uy9QVVIOBIGk8GHLHG9to3Pty+Mz7db7l2XnJcXXfIx3H///dPc6vwgAVkOjp46ieZzZuZ9fKY17EK0Z/pZLThxpr7KKJmHhnDL2tVZ+4chAVkSh9spusMyX2iVoq53C0ajUXj9voweZJmgKApcnWYXT/eYoJ8xNf+xVGiGAd+oxeDgYMnOKXW6+nthaJl6yT9DSxO66tQ2JDIayWl7kT7fhgLB5ONPfvpTOH5cmvZSJCDLQiQSgamvF02z8g/IMq1hF6I9a50zG0dPnagbvVQ0GoWxuRlvvvRq1v6heQ5+P9lpCQAOlwvKAoOJVHiVEs46DCoSeDweMAq+qHqMnEpVd7sDBUHAqW4Tmma2lvS8yiYDevv6SnpOqeL3++HyTd3DDQA0DXq4Az74fL4StKy6CIcjGXdZJkifb3mlIvn40J//FxdccME0tbYwSECWhb6+PvAGXcb0qBiZ9Dv56HoSaBsb4AkF66a8jd/vx4o7b8d7b/xP1v5hFFxd3oDSEQQBLo8bCnXxGTKlWgm7uz7GlxhutxucqrA6oAkYFV93GTKn04lgdDTnEm+hGGY246TpTEnPKVUGBwehNjZM2cMNiGdqVcZGDA0NlaBl1UMsFsPo2CjoDLssE6TPt5t37Uw+PvbXw/j+978/PQ0uEGIMm4UukwmaGU1ZjTbFXtu29/lJ50qsbYuReo7ZbfMACug/3YXfv/QKXnvttZr3m/H5fGiaNSNj/ySQ82RnIBDfOh+DgBN/7cSWe9chFAiCVyqweddOLLn80gnHZhq7CrUajlP1KQoGErtUM3uQZYNRKeF01Vcw29/fD02LMRlMiN2zBrq6J4yxXAbFAGCc0YpD73wIQRBKEqhIFZPJhJUrV+L0mTM4b9dzon2RD6l92nrObCxoaJVstqccRCJxy4vUsZJpnKXPJ4nHhw/8BUbj1HV85YBkyLJw7MypeKCQxWiz2CLjqaSew+f2wOdy4+EXduHi9va6KCDr8/lAKzJbXiTglAq46mypSAyfzwdGyWPLvetw0WVLsfuvb+Oiy5Ziy73rJh2baXwqVEp46jjb6Ha7QWewDcmFUqOqu52WZ7pN0LQYko/F7lnpYyyfe6NCpYTA0RgZGZm271IJOjo6sHjJRdj+6vNFzxPAxD699NpP4Xvf+16JWyptwuHJZZMKnYMZlkEwJM2qLyQgy0A4HEbv8CCMM1qyCvKLLTKeSuo5XDY7nDY7Zp8/D+ecP68uCsh6PB6wytyTo1KjrutltgQ+nw+sQoFQIIj127dA29iA9du3IBSYfJPJND45hQIer6dudIrpOFyuggX9CZQaNWx1IidIcNLUhaZZM5KPxe5ZxW5kUjU1ore3tgXqnZ2dmHvBfLTOPafoeQKY2Ke3ffUe9Pf11dU1HA6HIWcn2q4UOgczLItAKFTOZhYNCcgyMDAwAKVBDzlNZxXkF1tkPJXUc+iNBjQYDWBYBu8deA8XXXRRKb+WJHF7PKCVuZePlGoVnO763RmYwOfzgeZZ8EoFdmzYDI/DiR0bNoMX6cNM45NhGcSAuvV1s7kcUBapwau3cRgMBjHiskNvPJshE7tnFbuRST+jGae7u6flu1SKiy66CB988BfI5bKi5wlgYp++9evX0DSjBQ5H/WRrQ6EQ5OzEDFmhczDLsZKt+kICsgz09vVC1Rz33MkmyC9ErJ9KqoFswOfHLx/7D6xadDk8Tid4pRJfaP8Uuk6fxpYtW8ry/aSE3eWAIkcJGwBx3VMdTYRimEwmrF69Gj9a968wzGjBkfc+wJpLluPowUPYvGvnpOOzjU9GwdetjYjd5YQig49bLpRqNZxud91kJvr7+6EyNk7YkZo6rtQ6LdR6XdEbmYwzWnC6V5pGnaXihz/8IbpOnc57nkg3GJ9kJD5ufDoybMby5cvrxrcyFAqBTsuQFToHMxwHf1CaS5ZE1J+Bk6YuGNrihrDZBPnZXstGYt37Ry/8HP/06ZXQNjTgP996FfueexEH9r+Jl08dwom/HkG4DkwTrQ4HVBfMynmcQqWEPxDA2NgY6Bw+NLVKR0cHrrrqKty+8Z/Qf6oLB/a/mXX8ZRufDMciKNEbU7lxul2YV2SGjOFYRIUYwuEw+CzlvmqFHhFD2Hzue/neG7WNDXD7/fB4PNBqtVNqq1SJCjHc/+MfYPGlH8/r+NT5Yd9zL2Lbuk1Jk+dte5/HxpV34Yqbr0fbRQvR/Yf30dHRgYMHD5b5W1SeYDAIeZrrQaFzMMdzsAWkaZ9EMmQiCIKArr5eGGeUpmabGKnr3k6bHS4RDUbTzBac6q39Xz42hz2v7fQURdW9w3xnZyeuve46aLTaKWlRAEDOsXWZIRsbG0MgGBRd4s0XVqWoGy+yUz0mGGeV1n8slXooNH6mrweNrfkbwubSRSVenzHnHCxYclFdaI2BeEAmm2LpLpbn4ZPofY8EZCLY7XaApcEpir9h5yJ13bvBaIBeRIOhNxpgHhmp6dIisVgMTo87Z5HnBJxaVTf+bGK0t7fjlb17AWBKWhQAkLNMXWbIvF4vWKViSjYLrFJZFxYs0WgU3f29MLSUzqFfDFVzY80WGo/FYugbHIChOf8+zKWLSryu0miw7ze/wcc+9rFSN1uS+AOBSRmyQmElXPGFBGQiDA4OQlVEAdj0df+P3v8A99+4Cp+b146V89px/02rYO4bgLlvAJFwBM88ugOrFi+D2+GEbdiMOxcvw9uv7kuugctpGqxeDbPZXOqvKBk8Hg/kHJuzFEYCVqOs64Bsz549eP/AATy0+t6MeolM+pP0590ud13WZPR6vWDy2NWbDVrJ1UWGzGKxQK5SgOW5sn6OcUYLTnXX5mrAoUOH8MIzv8Dnl1wx4XrMRi5d1MadW/H2K/vwhY9/Cu/84Y/w+/11oSPz+nzgp3jtshyHYCSMaDRaolaVDhKQidA30A+lsfDyFul+KFvuXQef24M1G76BuzZ8Az6XO64FWLcJy29bgV8dew/G1mboGhvxq+PvY+0D68Gy7ATDQJWhoaZrvTkcDvDa/LU8nFaFEZu1jC2SNm1tbdjw4Cb8x1t7MxYOz+TLk/78r5/6/+tyl6XX6wUzxew3o+TrIiDr7++HsqnwH6eF0tjSjL7hQYyNjZX9s6abe++9Fxde9omCvCrTi9qnX+etc2aD5Vjc88B6PPTENlx//fV14Vnp8nmmJDUA4kvkjETlGiQgE6F3aBANTYU7+YoVNHXZ7Fh53xqsvG8NnDY7TMdP5qUfS6A26DEwXLvlMRwOB7gCdrtp9DoMW2vbRDIXwVAQTJZabvkWuB/uG0BQon485cTr9YKe4q9sTqmoi1qgpr5e6EtQDDsXDMuA09bmasDJkyex/I7PTcmrUozE9dwwqwWXX3FFXejIPD5vSaREjIKXZBk+EpClIQgCBsxD0Bkacx+chlhBU73RgL1P78bep3ejwWhA26IFeenHEuiNBvQO1W6GzDxiAafLP0Om0eswXOOu3rmIRCJZl3jzLXA/c94chCP1lyFzedx5GRFnQ6FWwemt/YDsTG8PDK3l1Y8lUBj1NSnsnzFrFjrfeW9KXpViJHVkWg127/kl2tvbS3JeKeP2eKEosgZtKoyCh98vvZ2WJCBLw+fzITw2VtQfXaygqVqnxe7tP8Pz238GtV6HjTu3TvTw0eug1mkzagV0hkYMWcw163k0aDEjEgqLap7E0Oh1sLscklz/ny7Co6Ogs2TIMulP1j64Hi88/iRWLbocLzz+JFbc3YFIpHY3jGTC6fYUdX2navC2f+tBnOmqbe+sYDAIU283ttx3f17XJhDvo/tvXIXPzf1Y/F+KdjYXumYjTH19pWq+JIhGo7julptw+N33M97jxTSfqc/df+Mq3H/TqoyeZPffuAqH/vIX7N69uxJfcVpxedxQqCauqGTSzGaDUfKS3JRTn2ZOWbDZbFA0aIvagSXmh/LT3/5K9Nh8fVNYnoNAy+DxeKDT6Qpuk9QZGrHg+d27cfVnb5zkuSOGnKbBqBRwOBxoair/UooUGR0bhUwuz/h6Jl+eZx/ZgdXf+jpW3P157HvuRez/xQtY/nB97M5KxeV1g28u3MYh1Rvq5aeexTM/fxo/+u73S99AiTA0NITfvbYPN9x1Bx7O49oE4n3kc3tgaG3BnAvOQ9+pM2e1sznueY0tzej+0wel/hoVxWazwTh7Bra/9suMx4h5jgFI8am8FYCAPYffEfUkA4B39uytWQ+3BOFwGFEhBjptl2Umz7Zs0AppbsohGbI07HZ7QSLz6UCh08StOGqMcDgMl9eD3lNnCqpFptBra74YcTaiY1HI5YVfuukassHu3pq2VMmE2+uBQll4hiy1/z73pbtgGRqu2cw1AAwMDmJkaLiga9N0/CRcNjvcdgc27HgYLrsjqZ3Nhc7QAKvLWVMbTcxmMxQN2X9Ii2k+86kVmoqiUYfh4eFyfQ1JkNgdnZ4sKaaeNK9SwuGSXtUXEpClYbVZC9I0TQecVl2TAZnVaoVCrym4Fhmn18BsqT3xb75EYzHIZJkzZJlI7+fZbfMQq+GAIhNurwd8EUuWqf33uz2/hrGluaaCh3RM/b2Yfd7cgq7NtkULoDcaoDM0Yvv6h6A3NCa1s7mQyWRQNOowNFQ7m5gGhgahNGQPyMTuf/nUCk1FadBhoIa1xgDgdrvBiVy3xdSTVqrVsLulZ59EArI0hm1WqHXiqd9sa9ViHmT5Hiu25p16zM8f3o4jHx0p/ZetMBaLBbxeW3AtMr2xsaY3OuQiGh0DJctvST11HEXCEbz96r5kP9/7nX/BWJ1p8aLRKPyBADhF4aL+9HH62S+skuROrVLRM9CPb23bggP738TqJVfi2a07cOrwUdy5+HJ89L740uLGnVuh1mlhN1vwtz8fgN1iTWpn86FWMj0mkwmXXXYZbv3cSjz53Uey6prE7n/51ApNpdY3fwFxz0pGNXmHZTH1pJVaNexO6RVlJxqyNOxOB5rmzxB9LdtadfprW+5dh9Xf+npex4qteaces3vbz/Dww4/gvnvvK++Xn2YGhoagbNQVXItMbzTgzN9Ks3W8GhEE5K1xTB9riTqpADDQ1YNof+1lXrMRCARAc+yEQtn5kj5O33/lt/D5fDAaC7fIkTrBYBAunwefuGgRtu19HncuvhwXXbYU67dvwY4Nm7Hl3nV46dj7k97XOmd2Rt1sPmiNjegZGMAVU2m8BOjo6MAdd9yBq2+4DmZ/dg1dpvtfoffEv/35AwiCMKUKFFLG6XKJ2tUUU09apVHDLkGDcZIhS8PhdkGpEa+rmG2tWsyDLN9jxda8U4+54Qv/iN7e3tJ/2QrTM9SPhubCJzO1Xgen14NQHXpoJcnzpptrrBUTmFQzPp8PTBHZMTFonq3ZDJnZbIaqsSE5uYcCQazfvgXaxgas374FoUB5Sm41NBvRM1D9Oy07Ozuxdu1aRCkBK7+8pmTeY5lQqJQIj41J0sqhVFgdtrxqHucDy/MIR0clN4fU1904B2NjY/AHAhmdgLOtVYt5kOV7rNiad+ox7/7m92hpLV+h80ogCAL6Bosz4JXJZFA0aGGxWMrQstqiGH1FLeP3+0sWkMkl6mVUCoaHh8E3ntU+8UoFdmzYDI/DiR0bNk/ZLT0TusYGjDhsVe/Y397ejp/85CegVQrs/8VLZb/uKIqCslFX0/dEi90Gla40ARlFUeDVargkJuwnAVkKiZu1pX9QVOOV7uO09sH1yfeKeZBlWtfOZ8079ZgP3voTPvPZW2pqR5fD4YgXcOf5onxkFI36mhL/TpVMfZh1rNXQeMoXn88HmmdLci6GZ+HxSm/rfCkYMA9DYzhbPm7zrp04evAQ1lyyHEcPHsLmXTvL8rlymganUcFqre7yaHv27MHrr7+Ox77zg7x1TVOF02lgs9nK/jmVwu5wQF0Ca4/EvXL7v30fN9xwg6RqgBINWQqJgCyTxivdx+nZR3Yk167F1rEL1QxkO+YPP9+DcDgMni/Nr/tKMzQ0BNX4Db8YHxltUyO6+/uxbNmy6WiupKAoTAqmMvVhtrEmoHb1Jpnw+/2gS5Qh45QKeGp0ybJvaACGpYuTj5dcfqmoZqwc8A3xTM+MGeJa3mqgra0NP3rkEZyJebDg4xdPy2cq9RoM1WDpKSC+euX0uqHUTN0BIXGvvPObX4XjbyfQ0dGBgwcPlqCVU4dkyFLw+/2gOTbvWoDl1gWkItVSD8USL+AeL1pcTL82Njehu7/2dHX5IJPJEYtNDMiK6UMhFqs7DZnH6wWj4EpyLl6pgKsGM2SxWAxDFjN0jeUvKi6GslGLYXP177QcHDFDO419qDM0YnCkNgMyl8sFTqUqyf0qca/UGRvwqeXLJVUDtL7uxjkIhUKQs0zetQCnU49DcyyCwfIIaSuBqb8PjeNFi4vpV62hASNOe037QGWCoigIsdiE54rpw1hMAF1nAZnb5wVXoiwzr1DAW4MZMpfLBYpjwXClWdotFG1jI/qGq1+OYLaOQKOfvuoqGr0OZmttGmY7HI6SGbYn7pUcz+PFX70kqRqgZMkyhXA4DDnHYuPOrdi2bhN2b38CbYsWJNf/N+7cioe/+m088+gOUABmtc3F/TeuwoCpG7Pb5gEUMNDVnXxP65zZAOJr1g9/7dvoPXEaAoC5C+bjoaceS76ewNw3gG3rNsF0/OSkc8gZpmaCj1gshs6PjuDPP3sCPSdOYfZ58/D2K/sm9Xc25HI5VAY9hoeHMXfu3PI3WkLQtByx2ET/sExjNp3UMTZr7rlY/81109FkyeD2eqAwlqZYdnzJUnr18KaK1WqFsqFyZXh0hgac/MtHFfv8qWIymXDbbbfhyJEjwHcozJp3LhiOFZ0bpkrq9Txv0QJcceWViEQiYNnKBNPlwm63g9HEa1hmmyezkXzfsRPoO92FX/x4J1pmtOKdt/9U7ubnTX39PM5BOByGjJEndTcvnzqU1OEAcV0Xy7G454H1eOnYewgFAvC5Pdhz+B343B74XG7sOfwOrrj5+mQ9MmC8vpvLjbs2fANrNnwDPrdnwuupx11x8/Wi55AxdM0EZDabDftffQ1XrfgM9hx+B8tvXQGWYyf1dy4Uxgb0D+TeAFBr0HIasejEDFmmMZtO6hi7+MrL8LOd5RFnSxWv31eUKawYvKI2NWQjIyPgSrSbrRjUOi1cPm/V3u86Ojpgs9lw1WeuxZoN34ClfzDj3DBVUq/nK2++Hr9/fV98w1SNYbFaoRyvoJNtnsxG8n1H3sXqb30dbRcuxKq778KcOXPK2fSCIAFZCsFQCHI6e9IwVavjtNnhGq8xlq3emOn4SThtdqy8bw1W3rcGrgy13bLpgGSMHJFIpHRftoIMDAzAajZPWY+nbzbiTG93GVoobeRyOWJpS5b5kjrGrrjpWvR095S2cRLH4/OBU5TGsoHhWERGI1Vv0ZDO0IgZ6hz1F8sJRVFVXb+3s7MTIyMjuPLG67DyvjUYGx3NWYuyWNLnjJHhYclZOZSCIasFmob4JrBitdzp7+s+fhKMSgGnhAxiSUCWwuhoBDI6e43AVK1Og9EA/XiNsWz1xtoWLUCD0YC9T+/G3qd3Q5+htls2HZBMLq+ZG393Xy9mzjt3yno8Q2szTH31J+xnaBrRIsdC6hh75/Xfoa2trcStky6CIMBbwoCMoigwPIdAIFCS80mFIYsF2gZ97gPLCKdVV62FQ3t7OxobG/HBuwew9+ndoBkmZy3KYkmfM1rnnFOTAZklRY9XrJZb7H28VlqBPwnIUoiMjkEuzx6QTagxptdBrdPmrDe2cedWqPU6PL/9Z9i9/WdQ67Q5vcfSz0HJZTUTkJ3p7cY3H/1ewfXH0lHrtPCGgvB4am+nWzYYhkG0yBqUqWPsyHsf4MHvPFTi1kmX0dFRxCCAYZmSnZPmuZra/SwIAoZHLNBUMEMGxAOykSoVqO/ZswcqlQpvvfI6dm//GVrOmZWzFmWxpM8ZazZ8EzaHdAKMUhCJRODyepIu/cXUrsz0PlYrLc87IupPYSw6Btl4QJZJOJjLQyzxvn++7lbMPm8eIAADpriY87/+9Jus+qhs56ZksqInOmp6fwAAIABJREFUYSkRiUQwZB3BNZ+9Jq/6Y9kEnBRFQd3ciIGBASxevDjHmWoHhmYQHStuLKSOsSMH/oJzW6Wjnyg3fr8fDB+3vChWGJwOw/M1lSELBAKIxMZKlkUUI73v1z64Hs8+smPC30LdoINZQhNlIbS1teHr938T//Hkkxjs7oFKoy6ZkF9s3KbeR/tOnYHNKp0luFIQ32GpSVpepM+TCaPXXNey2Pzqc3swbJVOdQOSIUshGosm/+hTFg4efgc+lzsp+p+qmJOSUUXrhqTE0HhB8VyZyAS5/g4qYyP6+qu/9l0hMAyNaHTq2VIhFgPDlC5bJHUCgUAyICv2+k5HzjE1lSFzOBxQ6LRlNQxO7/st966b9LfQ6HUw26ozQwYAP9vxU3zy2k+VXMifa9wq1Go4amzJ0mazgctieTGVa1nboMeQhMpNkYAshdTSRKUQDqaK/qcs5qSomiid1NffD2VTY97H5/o7GGY041SdCftZmkGsyAxZKkK0/gIyejwgK5XJM62oLQ2Zw+EAO24vUC7S+z4UCE76W2gadLBYrVV7zxscGMDNd68uuZA/17hVqlVwumsrIBuxWsHrMwdkU7mWtY16DFstkhlnJCBLIRZD8pdhKYSDqaL/qYs5ayMgO9PbjYaW/AuK5/o7GFqa0TswUBPZw3xhWbYkekJhLAo6x67iWsLv90PGxQPQUpk80xwLbw15kdnsNnBlDsjS+55XKib9LTiexxhiVWmGLQgCjC3N+OMrvym5kD/XuOVVSri93pqYKxIMWcxQZ9lkMpVrmVMoEImOSeZHFQnIMlAK4aBarwOn4LFq8TI8++gORCKRrIWzsxfZFqr+IhMEAV29PTC0tmQ9LrUfIpEI3n5lHzouvgovPP4kuo6dmNA3LM9BruRhkVDaudywOTRk+RZrj0XrKyCLZ8jixewjkQiefXQHVi1ehrdf2Ve00LrW6llabDaoyuRBlhiXXcdO4IXHn0THxVfh7Vf3wdDagmce3YE7Fy/D26+e/VvwGnVVemodP34cY2NjeO7/++mk7yRGvtcrkHteksvlkNFyhEKhkn2fShMvQZU5IMvUJ8l+nf8J3Ln4ctx6/iW4Y+Fl+Ny8dnxuXjvuv3EVLP2DUOi1ktnRSwKyFGSys8uW+RptppP6vp++8SuoNOqkkezyW1dkXd/OtRZe7YWgPR4PAqOR5G6ZTKT2Q8I0tm3xQqz+1tfxwpF3J/WN0qjH4OBguZsvGViWzWp7ka+mIjZWX0uWHp8XDM9i27pNWH7rCrx07D3c88B6sBxbtOCaU/Dw+GspILOWrdxPYly+kDDmXLwQLMvi+s/fhl8dew9rH1gPlj37t2A1Kkl5ROXLF7/4RVx4SbvodxKjEA1UPvMSo6idnb+CIMBitUKrzxyQZeqTRL/OXXgBLrpsKRiGAc0wMLQ0TTBol5LFCgnIUihHwFPI+nbWYwWh6gtBDwwMQNNsyNnPYv2QrW+0LUZ09faUufXSIZ4hyxyQ5TvmhFh9Zcg8Pi94paJk+jEg4dZfO0uWIw4bVLrylE0q9LpmNcqqzJAdPXoUn1x+Vd7jq5TjEQBYnq+ZgMztdoNi6aLqqib6tefkaazfvgXhYAjhYBAuu2OCQbuiQYthizSKslf3DF9iKEpW8mXBQta3sx0rCELVZ8j6+vugMOY2nBTrh2x9Y2xtqa+AjKGzWqDkO+aEaKyuAjK3N15YvFT6MSCeIauVAuORSAT+YBAKlbIs5y/0ulZqNbDYpZG5KISFCxfib+9/kPf4KuV4BAAZy9TMkqXVaoWiyCX0RL/OXTAfOzZsBqfgwSkU0BsaJxi0axv0GCQBmbQwmUz4zqYH8K+3fVF0Hb+Qdf7U403jeonVS66coIH66P0PJp0vmz5AiKHqM2Sn+3pgnDFRPybWr6n98Par+xAJR5K6k2Q//v0E7lx8OW6b/wn88CvfwmlTV83chHLBMCysA8MZx2O++sfYWLSuliy9fj84paJofagYvFJRMwGZy+UCr1GV7YefWL9n+1uotBpYq9Dk9Ec/+hFOHP4o7/G1cedWvP3KPqxavAzPPPIYek6ewe3zP5Fxnsk1F8k5pio3Q6RjMplw66234tEND+U156aTGFvdx0/hwz+9i3AwhIDXC7t5BLu3PQFOwWPjzq3QNjZgiARk0qKjowNXXHUV/v0XT4qu4xfqdZJeyJRh2QkaKDHvnWz6ACEWy9u7S4rEYjH0DgygsblpwvNi/ZraDyzLYvltK5K6k0Q/zlsU1wXMW3QBrrz5evzu9X0YGhqq0LebXliGwYs7/yvjeMxX/xir8jFVKB6fF5yCL1ofKgbL8wiGQzVh2uxyucCqy7fDUqzfs/0t1DotRqowQ2Y0GvG17z+Q9/hqnTMbLMfingfW4/yLF+PiZZdi7sILMs4zueYieY1kyDo6OvCJpUvxw18+VZSXW2JsnXfhQqzdtB7nL1mMpddcjfMvXox7Hvw2VBo1WufMhkqrgcvrwejoaJm+Sf6QgGyczs5OfPazt4BhGdF1/ELX+XN57Yh572RFiFV1hmxkZARyJQd23AcqQa5+zdSPCV1Az4nT8aK6Q8PoHyjsF1S1IpfLMdw7MGXdSb0tWfr8fvAldqCnKAo0y9ZERsLlcoFVlc+hv1CUGjVcHnfVWdqEw+GcNZHTSeqdTozf106eznhd57pnyhga4XB4St9BCnR2duLiSy+BYUbLlLR16VqyxJyROJ9MJgOvVUuipmX1zvAlpr29HW/sfwOhgPg6fqHr/Lm8dsS8d7IhRKs7mzE4OAilsWHS87n6NVM/JnQBcxfOx77nXsTs8+aiq69nmr5NZaFpGq1zZk9ZdxKLRqt6TBXC2NgYIqORosTBuWAUPHw1sGxpd9jBacqjHysGuVwOmufg9VbXpolQJAx5gVKApN5p4fh9bcH8jNd1rnsmzdAI1kCGrL29Hfte/w04XjElbV26liwxZ6Sej9dpJFHTkgRk4+zZswf/++67+MGXvim67l+o7iT9+M27dmZ9nFPHEhOqOpvR098H9XhANsFnLBzB26/uy9gPmfqx58QpHD14CN3HT+HA/jexfvsP0V0nJZTkcjnu+OqXpqyDqvZl8ELw+/1gFHxZ9FFMjbj1jzjsOS1pgML1tMWQ+IzH//1h/MM//ANMJlPJP6NchEJh0Exh9+qNO7fizZdewZkjx3Doj+/gzEfH8OZLr4he1zm9yGgaoRrIkO3atQvHj/4d9115Aw7sfxNrH1xf1LhL9Ff6nJHab6xOGsXsq3eGLzFtbW146qmn8Of+E7j4yssmvZ6rqHg+x+d6nI1qz2aY+nthvPRCAGc1ED964efY99yLOLD/Tbx86pDo+/LpRyC+C7X3L4fh9Xqh0ZTH2FIqyGQyNDYZCho/Ygix6l4GL4REQFYO5BxbExkyq8MOQ9vinMelX7/b1m2a8ljM9Bl3fHktAl2D6OjowMGDB0v6GeUiMjYKeYEBWeuc2bAPW7D0mquxfvsW7NiwGUcPHsq7SHYqNMNgNDL1Sh6VRqPR4Ev/sg5X3LECALBx5V1Fjbt85m5Ng14Swv76uBvnCU3TiEWlqVcQYkLVBmRjY2MYsligN8ZrWJbadweIa3lUxkYMDw9P+VxSRyYrjT2LEKt+b7t88fl8YBRc7gOLgK4RI067y5lXhqwc12+mz1A26vCZG25AZ2dnyT+jXIyOjhZ1rw4Fgli/fQu0jQ1Yv30LQoHidIkymUwSAvWpYrPZwOvPjsdyjjudoQFDI5Wv9lIfd+M8kcvlECQakFVzmRuLxQJOpwbNlLaOYDoKgw4Dg7Uv7JfJZCUZp0KVbxQpBJ/PB3kZ9GNAXEPm9nrKcu7pIuFBxitzi/rLdf2KfQbNsnj+l79Ee3t7yT+jXIxFxyAvUNQPxC1UdmzYDI/DiR0bNuf1txBDTssRGav+gMwyYgGnPVtUvJzjTqPXw2KzVnwDSX3cjfNELpfHK4ynMB16iXyoZr3P4OAggtHRrLqxUvRzQ0sTTHWiI8uEVMar1PD5fGCU5Vmy5JUKuDzVHZC53W5wamVeGrt89LRTHYeJz/i3L3wZ7777Dvbs2VPQ+ytJNBYDJfJDJ1efbN61E0cPHsKaS5bj6MFD2LxrZ1GfT8lkFQ8sSsGQdWRCDcucNStT+jX1uftvWoX7b1yVdSwyLAOK/X/sfXl4FFW+9lu973s2EiAJsiqCioI7zlyvuxEFBGHEqzOjflwUB2YcUFwGFRlhDCIj13EBBwbEFR3UGTccF1aBJJA9nT3pdHpJZ08n3fX9ETp2Or1UVVdVV4Pv8/hIuqvOOfWrU6dOn9973lcKj8fD2/WFw88TsiAMpiyH6wnR1R/jCsksUVDTUI8P39jxkz/lnJsgk8mG6fSwEWdjiuWsIfZHglD6q9Dg9nggY1nyIgClWoW29sQO5PGira0NcooaZFR03OLth4E6th36Avc+eD9yc3NpnZ9I+P1+EMTIV2usmEyddTH2FB/ERzUF2FN8EFNnXcyofoIQnRG6eE0tLdAZf5qQxfKsDI5r8GedbR50etpj9kWlXptwT8ufJ2RBEIvFIP3DuTl88CWoIJlFPKsb6tBUU0dLb4xJnNU6Lbq9fUm3TZ5NCKW/Cg3uDg9UGm4kHZRqNdqSPGXp8XggZVGDjK1+qNJq4GprY93Sjkv4fD6EW2jk69kUiYikXyHz+XxwtrmgoeCrGssj1e1wos3hjBl3mV6TcOmLnydkQRickA3vyHzwJaggWXXIBgYGYLPbkTNlAi29MSZxHiT2G894xX6SJIEImSVacSSIpHrRxYM2jwcKFTcTMsUZsELmdLsgY3HCyta4KZFKIZJJku5HVrjUr1DeJckAl8sFqVoJMYWsUCyPVKPFDIPFHDPuaoMOLT9PyISDcBOyaHnrh66fh1tzpiMvZzoeumEep3wdvz85ZS/sdjtkOjXuWfUIdm/ainmTZ2H3pq1Ysmr5sONWbl6P/R/uw/wpl2Lb8/nw9nkZxVNpNqCp+cyekPn9fogi9AU6enkEkfy/pKnC7WmDSquJfSADKFRKdPf0YGAgeaUGWp3UNMioglW/UK0m4dweumhtskX36P1gH7xeLyWO09nIC3U4HFBGWB0LjceSVcujeqRqDHpo9LqYfVFnMqLRnljpi+QkJXGEwV2Ww1cMImmYbFj2KDo97Vi8YikA4LOd73CixxNAsq6QNTc3Q2U2YPu6fCx4+AHcdPed2PfW29i+Ln9YrNLHZEEmk2HJH5cPHcMknoZUM6ob6nEN2xciIPh8PoTNiYCeXp5ILD4rJmQkSaKtowNKNTcrZARBQKZSoqOjA0bjSDeKZIDD7YJuzDmslUdXtzEapGol2traMHr0aFbK4wOvr30Bs+fcPEIzKxCTgKbWTXffiQd/kQeAwK6Cb8OOe3zovgkNra2tkOnCcxpD4xH6Lhk6jmaMdEYDCuxHGLWXLfy8QhaEQX0nai8oa0kZ2hxO5N23GHn3LYbb4eSUr0OSyakZVdfQAI3FSIk/wQbHwpSagtqGejaaLlj4/f6IEzJaIIgzgvwbC11dXRBJxZTSH0whUyuTLq0WDIfbxdkKYryQapRwu92JbgZlEASBhqpqypzZWBwnuuMiSZKcOFLwiSZ7CzRGfdjvuOLiKTVqdPX2JNSYPfne8BwiXMoyEnInT4TBYsbe13dg7+s7YLSYOeUEJKuqurWhDsYUCyX+BBscC7VOC0931xkh1BkJ/f39tM2Lw0EskZwRApKx0N7eTnkHIVNIVcqkS6sF0N/fj46uTig5jhFTqLQatLoSb/xMFSKRCFnjcihzZmNxnOiOi8ksIh5AY4tt2A7LYHDFxSMIIuE7LZPvDc8hRCLRiF2WoQjkr6uKS9HudmPHxpexc+MWaAz6uHgSsZCMK2Q+nw+nSorx/IMrYC0uxe5NW7Hg/Csi5vHZ4J0QBAG12QCbLfE2GFzB6/WCEA/vC0x4JiKJ+KyYkHk8HnT1dMeMTzxcHalmMK2WjPB4PJCpVZTHF775s2q9DvYkm5Dds/qRqGNZNI5TqGdjOI5UNJBI7hUykiRRWlaKdQ/+bigGRQeP/KRj6fVi/weR/Y/jgVyX2AnZzxyyIFDpxOF8GHnJ5yfhMrTD4cBnez/Gdb+aj+fefj1mvNjinShMBjQ1NWHcuHFxlyVE9Hm9I8yLmfBMzpYJWVtbGz7YthPX3jknanzi4eooNWo4XC4ums85BjXIqPPr+ObPanRaVDlPcVI2F5CKxTCnpEaNR7SxLtSzMRJHKhL8Ph8kSbxC1tnZiY/f+xA3LLkT695+A/veehtr712GBQ8/QMn/OB4o9Fq02BNnMp5cSy4cgyAIIIYMQKJ0nkgSSbdC1tzcDLvNxnu89CkmVNfXcl5PotDd2wOpbLgNEJN+KZZK0dfXx1UzBYNWpxO2ugZOOYxqnRZ2V2JFJZnC7XZDpqWeruSbP6vWaeHyuJNmA4pYLI3LEzned4zf54dEnLxrLQ6HA46WlmEx6O3u4eU9ojMbErrTMrne8ByDoKDLlDAtmSTUi6praMConLG8x8uUakFNYyPn9SQK3T3dkMqHG2Uz6ZcimSShBFa+YHc5MPqc6JweIL5nW6PXJRXPKRhOFz0NMr75s2KJBGKZNGk2TUgk8e1ejvcd4/f7IWGBY5ooOBwOpI/JGhYDhUrJy3tEZzSgqeXnCZlwECMtyKa+Dr12UUupCgnVjXV44JnVvMdLazTA1d52xk42unp6IAsxymbSL8Uy6Rkbo2DYHQ4sXfdkzPjE82yrdVo43a6kWcUJRouzFRo9dQ2ylZvXQ6PXYcfGLbzwZ4FBLbJk2WkpFUvgi0OTLt53zGDKMnlXyJpsNixeuWxYDNa8sZmX94jWoIfD7UrY7vPkvWscoKamBm+99Ao2PvYUcidPHLrpG5Y9CmtxKURiCby9vQBBIDNnLLxeL/7ff92G3MkTsWTVcmxfl4+q4lKIxRJ4T6eCsieOx+pXXwzr90YLJJJKVd3v96OusRGXzs7Dys3r8dz9j6Ci8BR+e/XN7MUkBLa6hsF7VVKGlPQ0zPmv63H11VezWocQ0NndBZNiuFE2E/6dSCpFV3c3m00THPx+P1pdDlx5yzUx4xMPh1EilUIkl6G9vR0GQ/jdYUJFq8sJy7gpUY8JfrZyJ0+M+fyGHr9y8/q4nnfJaemL7OxsxmXwBalUAnt1M1598vmh6w+8H6jEI9APAzEMvGOoxtA34INMIWX7snhDo92GnHMHrzfQh7avyx9x/ZH6WDx9TyyRQKpWwuVyISUlhatLjIifV8iCsHTpUkw8/7ywJqXZkyZAIpXAnJ6GxSuWoqW+EZ1tnqFj1967DJfdeC1yJp8+Li0Vi1csRaen/aw0eHY6nSDkUsgVikEScJsHi1Ys5TQmwYay5826GA8++CDrdQgB7Z2dUKji9x1UqBRoT5I0EFO0t7eDkEkhlXH/glLoNHA6ky9t2ep0xvQMpGsWzrbJvUyjhsudHJsmZFIp/vHiX4ddf+D9QCceTGPo8/kgkybvhKzptORFrOuP9H28fU9p0CXM0/LnCVkQTp06hYsunxXWpLSmrAK9PT3wOF3Iu28xBvr74Q4S8wuQDmtKhx/XxhLhlRCJkmqFrLm5GWrLoGq5taQM7iASMFsxCUUwGfbaO+egoqKC9ToSDZIk0dHZCbmSjQmZEm2dyW2KHQsOhwNKQ2yDYjYg1yffhKynpwd9A/2Qhay4hoIu0ZztzU8avRYtCZQjoAOpRIrmmvq4SelMY+gbGIBUkpwTst7eXnT0dEGt08a8/kjfx9v35HoNbC0trF0THfw8IQvClClTcOyHQ2FNSrMnjodCqYTebMLe13dAIpXCGCTmFyAdZk8afpyBJcIrIUou38G6hnqozINKy7mTJ8IYRAJmKyahCCbD/vjNd0jLyGC9jkSjv78fPtI/QvaCCeRK5Rm/Qtba2gq5jh8FeqVeh6Yk079zu91Q6DQx+al0ieZsb37S6HVocSTW+JkqpFIpK6R0pjEkfX7IQnZhJwtaW1uh1OtAEETM64/0fbx9T2syJozY//OELAgvvfQSygpPDiMOLlm1HLs3bUVlUTF6OrvgtLVgx8YtSBudCY1BP4J0WF1SjoH+AThb7NixcQs0eh0rBMRkM4Kuqq+FKT0VwGkSsEGPnRu3RIxJNFFOqoKdwWTYY9/8gGtvvemMI623t7dDplKyssFDpdXA5UlOMVOqaLa3QG3kdoUs0D9X3/k/WP7ww7BarZzWxybcbjdkFBT66RLNIxlpMzXH1hj0SSMrIpVKMff+ewev//wrsHvTVvR7vTGFsYHhYx0VAdRwY6N/wAdpkqYs7XY7FIbBDSax+lyk76n01WjvFL3ZiHpbE4dXGRk/k/qDkJmZif9ZsQwz864b+mzDskeHmWJHEzblUiCWEImSxncwQOi/bPbFAAZJqi99+k7Uc6KJclIV7AwlZR94/1M0NzcjJyeHxatLLAZtgNgxyVZp1PC0t58R3neRUN/cBP153N7/QP987G+b8Obj67Bw4UIcOnSI0zrZgsvlgkwXuz/R3fAQfHywkTZTc2ylWoXu3l709fVBHiL5IjRIpVIYzUZs2LtzxLXHEhIPJzweTQA13Nh417L7IeHQt5VLNLfYoDz9AypWn4v0PZW+Gu2dojMacNzRCp/Px7sFVUJWyAiCMBAE8S5BEKUEQZQQBHEpQRAmgiA+Jwii4vT/jXy3y+fzjbCkSZQQbChE4uSZkLW2tkKklEGmoD5wRosz03ugMBtQ38CdpUsi0N7eDokqOt+HKsQSCQiJ+Iz1/SRJEg3NTTBYTJzWE+ifhhQzzr1oOk6cOMFpfWzC5miFSkdd8oIJ2BhDCYKAXKNOCukLqVQK8vRYzTX3LtzxybxCVtfcBIOZ2+cViB5niVQKqWpwpyXfSFTKchOAz0iSnARgGoASAH8E8CVJkuMBfHn6b14xMDAAIkQNP2FCsCEgxGIMxKFtwyeampqgstCbT0eLM9N7YEyznHGK/S63G1J1/IT+ABRaddJ6MMaCx+OBT0ywsgEiGgL909vbi5JTxZg0aRKn9bEJu9MRc4dlvGBrDFXokkOLTCqVwj8wSC/hmnsX7njS50/aCVmjrRl6HiZkseKsNOphT4CFEu8TMoIgdACuAvA6AJAk6SVJsg1AHoDtpw/bDuA2vtsWbkKWMCHY0wjkujeufgrXX399UvBTaurqoE2h91BFi3Pod6Hmu5E4Keb0VFjrzqwJma21ldUXqEybHKsOTNDc3Ay1mfuF9uD+WXayGKtXr+a8TrbQ4miF1qDntI54xtBgrs8bG19CUVERhy1lB4MTssEVsni4d0yPT9YVsq6uLnT19UKl5W4TTqA/WYtLo3L6FAYtbAkg9ici0ZwLoBXAmwRBTAPwI4CHAaSRJNkMACRJNhMEkcp3w/r7+yEKsZxgy/CaKQK57rxFd0Ls6koKfkpFrRUpl5xH65xocQ79LtR8NxInRaPXob2nCx0dHdBquU3L8AW7sxXaTPZM02VaFRxJJtVAFfWNDVCZuRdpDe6f1SXl6HMlx0aSgYEBtHV4OH0BAvGNocFcn23P5+Oxxx/H/PnzWW4hu5BKpfD7BrMZ8XDvmB5ffbQwKSdkdrsdKqOeUz5rOI5euHjrLUbUNvFvv5eIlKUEwIUAXiFJ8gIAXaCRniQI4rcEQRwlCOIo2+JtXq8XIhbkBNjEUK5bpcSCBQsEz0/xer1osrfAmGLmrA6qPAuCIKBJNaPhDOKRtThboWFxRUOt18GWIBFErmGtq4Uh1cJrnea0FFgb6nitkyncbjfkGjVEIuFutg9+1q9beAdqqqsT3aSYCF4hSwSSdYXMZrNBwfGOaKrvDoPFjPqzZELWAKCBJMnAMs+7GJygtRAEkQEAp/8fNoFLkuSrJEnOIElyBtvWBuFWyBKNQK7b5/fjrbfewvTp0xPdpKhoamqC0qSHmMNdPnR4FiqLCbVnSNqyu7sbPX19UKrZ2WUJADqTEU32ZtbKEwpIkoS1rhaWDH4X2rVGA9o6O9DZ2clrvUzgdrsh53h1LF4EP+sHPvsKqRnpiW5STEgk8XlZxgvfwEBSTsjqm5ug4XhFm+q7Q2PQw9XuQd9pC0S+wPuEjCRJG4B6giACkfglgGIAHwFYcvqzJQD28t227t4eiGl2ZKoaWUwR4Aj8+Xer8a9//Qu7du1itXy2UVdfDxVN/hhVUM3/B8OckYqK2hpO2sM3AqrzbC7p60wGNNvtSeUCQQUOhwN+qRgKFXuTVyoYXJW1JMWqrMvlgkwbW4MsHLge9wII5kgd/fpbXHvzjYLfbc7mChmdOAeOfXHN2qThGwejrqkBBgu1zIqtrgEPXT8Pt+ZMR17OdDx0wzxKfXDl5vXY/8E+zJtyKbY/nw+v1xv2PJFIBKVBxzuxP1Fr1csA7CQIohDAdADPAXgewLUEQVQAuPb037yiu7sHMjk9hWO2PdtCEeAIPPnGFrz66qvIzc1ltXy2UVlbDWMaN2mioVgXfocFDz+AcVMmYcPenVGNY81pqahpqBP8IE4Fra2tkOvZXdGQKxTwiwblNM4k1NfXQ83RD4NYUKeYUFMr/FXZltZWKBm6GHA97gUQGP/eLz+KjXt3wpKZIfhNKBKJBH6Wxhs6cQ4c+8Cjv8OcOXOwcOFCVtrAB/x+P5pabJQlLzYsexSdnnYsXrEUi1YsRWebh1IfTB+TBZlchnv+uBx7ig9g9m03RTxPadKjhWcLpYRMyEiSPHE67Xg+SZK3kSTpJknSSZLkL0mSHH/6/7yLgHT39kBC03KCL50ysVSMHoGrzpMkiYoaKywcpRWYxFqmkEOsVsKWZJY24dDQ1ASVif0dcaoEbfHmEuXWKugz2KU0UIUlMw2l1sqE1E0HNocdWoY+n4nSZ0wG6Qs2V8joxDlwrEQkxtKlSwW2RvBxAAAgAElEQVTPNw6G0+mEWKmAlOKCiLWkDG1B/shuGv7IVGOqMRtQ18jvSrdw2ZwJQFdPN6Q0J2R86ZRJ5XJ0dXdzUjZbcLlc8IKEmiOhSaax1qSaUVeXHETraKhtboAxhf3VR4VJj6bmM4tHVmqtQGpmYrxMLelpqG1qhNfrTUj9VGF3OhlLqCRKn1GmVSdEsJMOAitkbNAA6MQ5cGxvby9effVVwfONg2Gz2Wj92MydPBGGIH9kIw1/ZKoxNVjMqGmop9wmNvDzhAyA1WrFzJkz8f9+cz9eWPYHynwIW10DvF4vtj+fj3lTLsX+D/ZF5TPFw7uQK+To7Ba2onp9fT00p9NE8XJMwp0f8BWdN3kWdm/aiiWrllMqy5Cegsqa5OJThIIkSTQ0/aQ6HxyfB3+Rh7mTZuLW7GmYP2UWig4eoVW2zmJCfZPwOU9U0dbWBk93N3Qm3s0+AAwqfSuMWtTX8zuY04Hf74ezzcV4QsaWtli4sSHa9wqdGnaBm4yLRCIQhIi293C466YT55Wb1+P7Tz7H317cjPfee0/wfOMArFYr5s2bh2eX/Z7yu2Ll5vXQ6HXYsXELdm7cAo1BPxSbWP1rmM/qh/vg7Qvvs2pMsaCxxcarh/TPEzIACxcuxNy5c7Hq6Scx89prKPMhNix7FLNvuwl7ig/gnj8uh0wui8pniod3IUuCCVmFtQq69MEVnHg5JuHO374uHwsefgDvlBzEgocfwPZ1+ZTKSsnMQKm1KqmJ621tbfCJiSGSenB8WuobIZFKsOPYfpw3cwbW3ruMVtnGFDOqk4CEThVWqxW6UakJ9efUjUpFZZVw05bt7e0Qy2WMd0MHc7ti8ThDEWtsiPa9Vq9Hi1P4JuNSiYR22jLcddOJc/qYLDy/500sX/0oDh06JHi+cQALFy7ElPOn4i8f/YPyuyJ9TBZe+uwdfFR9AnurT+ClT98Zik2s/hUcU5lMhtlzbgp7rFQug0gh43VF9ucJGYATJ05g6dKl8A54cfOSBaznopkeHwy5UomOLmFvpS+zViElcxSA+Dkm4c5nWqZap0Wvf0Dw3JNoaGxsHGZHFRyLgf5+9Pb0QGcyYvnGtejt7qFVts5khMPjQq/AOYpUUVxeDmNmWkLbkDo6E0XlifG9pQKXywUFQ0J/vIj1HEf7Xq3XCX6FDACkUgn8fnoTMjZ4eX6/D1KBaWnGwokTJ5AzcTzSRmeywkdkwruLdKzKpEczj3SOnydkAKZPn47NmzejvaMDn+/5kPVcNNPjg6FQKdEuYG2jzs5OONrdQym1eDkm4c5nWmZAILY2CXa+RUJdQz3UQROy4FhIpFIolEq0u9zIX7EGChU970aRSASVyYCmpia2m807/H4/TlaU0Fqx4QLmjDQ0ttoEa9zudrsh0/ArCRJArOc42vcavQ6tLqfgV7slYgl8PnqpLjZ4eT6fHxJxck3Ipk6disMHD0EkFrHCR2TCu4t0rMKkRyOPArE/T8gA7Nq1Czt27MDWDfnYvn4TvH2D2iS2ugY8dMM85OVMx6050/HQ9cO1TqLl98PppCxZtfyn3PUH++D1hs9dh4NcqUSHgCdktbW10KalDKWJ4vUADXf+Lfcuwvb1+Zg3eRa2r8/HLfcuosxV02ekoNxaFfd1JgqVdTUwpf20azA4PmmjMzHQP4DFF85G4YHDsGSk0+buqSwm1J8Bacumpib4ZRLONpZQhVgshjY9BVVVwuxzDpczqgYZ2zpjweV5+7zY/+G+iGNDpLHDVteAVfPuwebnN+Diiy8WtM6WWCymLX3Bhm+y3+eDWCwscfNYeP7552GtqMBd06+i5VUcCVTjaKtrgLfPi23P52P+lEux/8ORHHBTqgVWHon9hNB/aUTDjBkzyKNHj7JS1oUXXghdRir+d+PTQx5XAOCyt+L6RfMAAJ/tfBemVAslr7GVeYvgsjtw/aK5p899B6bUlKFzA36MN919Z1RPrQBIksSXr+3CC0/8CTKaO0H5wN6PP0ap140pM7jb2TN/yiycN3MGlm9ci/wVa3Dy0FGMGT+OUhzbHE5YvzyEJ/9A2aVLMPD5fPj902twxeLbY24Lp9uvAqirqIK8yYNf330PS61ODL746kscbKrCtCtnJbopqCwqRmoXgUV33pnopozA33ftRJtJgexJ48N+z7QfRQIb5QXKMOv0kLX34csvvxSsr+/aDX9G7i9n8r6xpN3dhqrPf8ATv0+ece7r/V/jh6ZKnH/5TADs971IoFJPd2cXjr//GdY9/hRrnFSCIH4kSXJGuO9+XiE7jZMnT2LmNVeO4Cy5g7RO2mhqnUTTSaHLFyAIAlKlQrCWLHzIDPR292D5xrXDuFJU46g3m+Du6khKAVSbzQapRkVJo4cpD8WSkY6KGqvgU0GxcOLUSaRnj050MwAAo7LHoLD0lCBFiVucjqg7LNnWGWOjvEAZapMRt956q6B1tsQiIiHPEun3C9qbNByqG+qht/wkCMuXxh2VelQaNbx+H2/vjeS6cxxi4sSJOH7oyAjOkjFI68RAU+skmk4KE76AXKVER0cH42vkCt3d3Wh2tsLIsZGzQqVE/oo1w7hSVONIEAR06RbU1NRw2kYuUFtbC3UqNUsRpjwUlUYNn4iAwyH8HWyR4PF40Oi0IyVB+mOhUGk1gFouSA08h9sVNa3Lts4YG+UFyoBMjDe3bRO0zhYhEsHv539C5veTEImSK2VZ21APY+pPdAy+NO6o1qO2GHkj9seckBEEkUYQxOsEQXx6+u8pBEHcx33T+MWqVatQcrxgWN555eb10Bj02LlxC3Zs3AKNXkc5rx9NJyXwPV2+gESlEOQKT21tLTSpZs65C2ve2IyTh45i8YWzcfLQUax5YzOtOOoyUlAuYCmCSCirroIhnZrqfDw8FHWaJak3PpSWlkKXmS6oFQLjmFE4WXwq0c0YBq/Xi56+vqibP9jgM7FdXqCMZ3+zHF9++aWgdbZEIhFIkj/9qgBI0g+xWDj9Pxa6u7vh6eqE1vCTKCzbfS8SqNajMOrQ1MzPhicq2zG2AXgTwGOn/y4H8DaA1zlqU0KgVKuxfOMzmDB96rDPX/r0HUblBXRS4oWtrgEblj0Ka0kZ0rIyce66DEydOjX2iTyioqoSWooThuDryZ08ESs3r0f6mKxhn2fl5gAE0FBVPeyYqbMuxp7ig7TKCv48NSsTxV8f5ioMnIAkSZRVVeKCaddROj6gscMExlGpKKuqwowZYekNgsePRQVIzx2T6GYMQ+a4bBz94gfcfONNCdVFC0ZbWxvkGnXU9jDtR5GePTrlxSrDVteAvtJ6QetscXGvqYyRyQabzQalST8sXrH6iq2uAc/d/whqSytAAsieOB6rX30x6tgfDtHqCS4nMzcb4l//Br+45hdxXSsVUJlKW0iS3APADwAkSQ4AEB4pIk60up1QafnbmUVVODX4uGmXz8Tja9bw1kaqKK4sR9roUZSOjXTdwZ93etrR2eahFZtIZQV/brCY4Opsh8fjYeGq+YHdbodPKhpMf3GMtNGZKKkqT0oeWVdXFyrqa5A+VlgvJb3ZhG7/gKAkRQYnZNxIXrBhOh6rDLVOi1aXk60mcwa2nyMqYyRJkoKZ+FNBc3MzlGYDrXM2LHsUnW0eLFqxFItXLEWnpz3m2E8Xw8q5/r+wOf8lRuXQBZUJWRdBEGYAJAAQBDELQPK80SjC2eaGmoeXXgBUiYvBx/3X/NtQLbCt3p2dnbC5nMM4ANEQ6bqDP29zOOF2OGnFJlJZwZ8TBAH9qNSk4pFZrVao06jxx+KFWqdFj38ATqfwX3ahKCkpgWZUKiRSaaKbMgwEQcCYnYWCosJEN2UIHo8HUjU9rTqqYJO8H1GsU6NGW3s7r5Y2dCEiCIDlCRmTMVLoqG1shM5MbydqtM12bG0ICC5nzm/vRktzM7p58JKmMiH7HYCPAIwjCOJ7AG8BoOfNInCQJAmn2w0Vj8rVVAmFwccd/NeXyMikthLFF2pqaqBLT6HM24l03cGfGyxmGC1mWrGJVFbo+fpRqSitLI/zqvlDcUUZUiiuPsYLgiCgyxCudlY0HD5xDBnnZCe6GWExekIuDhUcE8zKo6vNzdmEjE3yfqQyxBIJxDKJYEV3AcDn94NgmctIZYwkiMTs7mSKmsY62pvBom22Y2tDQHA5n/x9D9IyR8FmszEqiw5i9hiSJI8BuBrAZQDuB3AuSZLC+bnHAnp6ejBA+iGTywEwE0Wkew5VQuHKzeux/8N9mD/lUuzZ8jp6e3sFJYhYXlkJbfpPDxQVY9fA9Wx7Pn9IhDc4Hhq9DhqDflhswpUbTig2UEek2KaNzsSp8rKkGLR8Ph9KqiqRNjoTAFB08AjmT5kV0UScDTFPU1YGTlUk16/tjo4OVNTXIGNsfHIXbIuhBmCwmNFN+tAgEOFdh8vFWTaATfJ+tDLkGrWgqQckSYLAYOowUr8KJx4eECQPd3y0MTIgpvrry2/AyxvzBfWOiISysjK8tOEv+PXlN9B63qJttmNrQ8DKzevx+dsfYN7kWdi27kXYbTbs27ePUVl0EFMYliCI28N87AFQRJKknZNWUQRbwrCNjY3YvGs7Lp93MwBmwnRcitkFyr7xV/Px0rLV6PV04MiRI7FP5AF/emE9sq+5BMaUwbQalTiwFd+6iqoRQrHBpP9wIEkS3/z9Paz+fw/DbOYnFcgUdXV12LLn77hi3i0AwgvjBl8vG32wp6sbR/fsw/NPPC2o3YrRcPDgQXxadBgz/nt2XOVw+QyfOvQjJistyLvlFlbKiwcvvfoKlFPGIn20sPh2dHDkk6+w4Or/xpQpUxLdlLB47sWNyLryQhhTzBH7VSTxcACMx8fLb7oW7z3/Mlx2h2BFcwMIJ8bOhQAsUwSPt8/+9hFYi4pZ8fuNVxj2PgCvAVh0+r+/YTCN+T1BEL+Ku3UCgNvtHkZyZZKH5lLMLlC2QqXCJddcicJCYSxQejweuLs6hvwrAWpxYCu+4YRiY4EgCGjSU5LjF2R5OXSjUof+jnW9bPRBpVoFqOWCWc2hggPHj2LUhPh33HH5DI+ZeA4OFRwThEhsm8cDlSYxxuJsQaKSC1ICKACfzzckPxGN6xpOPDye8VGpVmPGpbMELZobwMmTJ3H5jdcKlgcXPN4++Oxq9PX1cV4nlQmZH8BkkiTvIEnyDgBTAPQBmAmA2RYGgcHpdEKm+8nXjUkemksxu+CyC388jokTuRHKowur1QpdRsqwXT1U4sBWfMMJxVKBKTMNJUmQlisoOYX0oDRcrOtlqw/qM9NRWib8+ACDz25di42VLf9cPsNagx5+pTThPwRIkoTb0walOrKPZTJArlbC3eZOdDMiYsA3ANFpXcZoXNdw4uHxjI/9fV4c/O4HQYvmBpCTk4MTIWLsQkLweLvtuXxIpFLOf1BRmZBlkyTZEvS3HcAEkiRdAPq5aRa/aG61Qx1kIxKch6ZqAk4ld82UoxJcdmlhER79ozB8ykorK2DITBv2GZU4MMnzhzsnnFAsFaSPyUJxVYWgeWSdnZ1oaG2BOeOn+Ma6Xrb4E+ljs1BQKiwx00g4UVgAU24WK+lVrgUpU84ZiyPHj7FaJl2UlJRg15tv4c7zLmWVJ8c3lGo13AJeIesf6B+akEXqV6Hi4XKVEl6vF9biUuzetBULzr+C8rtkyarl+OGTz/GbK2/EqaIiQYvmBrBwya9QfPQ4Fp5/BXZv2oqq4tKE9MnQWBYdPIKVeYvg9Xrx4zffYfGFs1F85BjuuGcR504mVDhkfwUwBkBA5fQOAA0Afg/gnyRJXsNpC6OALQ7Zi399Gfrp48NarrDJK2GjLOupUqR0AnfNn8+oDWyBJEk8/txanHvzNcNUlpMF3/zjA6y457fIyBCGzU4ojh07hg8P/wcX38C9GGEo/H4/9m/bgz+tXAUtj9p8dEGSJJ7Z8GeMvvoimNNSY5+QYPR2d+PQ2//Es6vWQH56AxHfuOiii6BNM+N//7JWkLwdqmiurUd/eSOW/vq3iW5KWKx88nFcelceZArq95nO+yHSsd7ePhz4x15sePoZti6FE5AkiVXPPIULbr8eTyz6LS9m4pEQGsvdm7ZiwcMPjGjP0c++xtzLfhG3MHu8HLKlGFTqn376v8MASJIkuxI5GWMLJEnC1mqH1hh+UsEmr4SNsrRGA5pbud9+GwsOhwN9pC+qQbGQoctIRZWAeWRFJadgHpMYiRORSATtqDSUCTxt2dDQgHZf3xARWuhQqFRQpBpRXFycsDacPHkSl1xzlWB5O1ShUKngaRfmLkuSJOHt74dYSsUI5yfQeT9EOlYslcDb3y/o1X9gUMi5zzcApVrFm5l4JITW39vdE7Y9CoMOTRx7WlKRvSABVGEwPTkHwC8BlHDaKh7R1dUFL+mDXBmef8Qmr4SNsnQmA5rt9oQ/cFVVVdCOSk0qVehgWEZn4FR5aaKbERYDAwMoKi/DqJzE2QClZGehsETYacsjP/4Iy7gxSdUHMybk4oejibPvmjBhAo4fFC5vhyqUaiU8HR2JbkZY+Hw+kCRJ29uXzvsh0rGDdZKC2DwSDXa7HUqDDgRB8GYmHgmh9StUyrDt0VuMqLdx67gRcUJGEMQEgiCeIAiiBMDLAOoxmOK8hiTJlzltFY9obW2FyqCPOKgP5f9ZyHNH0uCKhHCcM7lCAVJMJHyHUXFFGUyZ6TGPo8KbY8qti6fs1KxRqKipFuTAVVNTA6leDYVqpL1NJL4D29pZGdmjcaqyHP39wqSJDgwM4FDBMWRPnpCwNkTrf5G+y8wZi8rGOrS1tSWkzU899RRKThRybtwMxH4+49F9kykU6OnrFaRaf19fHyRy+o4RdDiMoccGdMhunzADe97aidJSYf7YDMBut0NhGMyuLFm1HLs3bcW8ybOwe9NWLFm1HAB3uoChCI3lmjc2h33n93X3oNGWuBWyUgyuht1CkuQVJEluxpnoYdnaCpk+8o6jgAFp7pRJWPDwA9hd+B1jj6z0MVmQyWRY8sfleKf4AGbPuSlqOZF8uZQGPVpbW2nXzxb8fj9KgwRLo4GKtxhT/7F4ypYrFJBoVYKUdyg6dQqGseFjG3o9a+9dxop3WyjkCgXkJr1gVfvLysogNmp48fiMhGj9L9J3YokExuwsHC9IjCyBTq/D0nVP4P3yo9iwdyenhtSxns94fAdFIhEkMhkvdjZ00dvbC4lMRvu8wLuGyr0JPXb7uvyhWE6cei6WLFkSzyVwjkZbM9TGwQnZ9nX5WPDwA3in5CAWPPwAtq/LB8CeL2UshMZy6qyLw77zX1nzHFyeNni9Xk7aAUSfkN0BwAbga4Ig/kYQxC8BJE9ugCIampugMcU2N+XCI4spT0Bu1KKlpSXieVyjubkZUMoGNatigCtdMjbK1mZYUGkV1oSDJEn8eKoQWeOyw35Ple/ABkxjR6Hg1EnWymMTB44eRvr4nIS2IVrfivbd6Enn4PsjhxNCO2jv7IRcqeClrljPZ7xjqlSpEKR90uCEjF9P1eBYzrjyMpw8KcznNoBGu23Iw5KuJzFfCK2/uqQMCr2WU6/fiBMykiQ/IEnyTgCTAOwH8AiANIIgXiEI4r85axHPqGtqhN5sinkcFx5ZTHkCWpMB9c3c5rKjobKqCpoMakRqrnTJ2CjbkjUKp8qFRWpubGyEVwzojOF/JFDlO7CBrHE5OF5cJLi0UGdnJ05ZK5B1TvxisPEgWt+K9p05PRWe/p6ErM62d/E3IYv1fMY7pkrkMvT0xBaD5hvd3d0Qy+mvkMWD4FgWHD6KSZMm8Vo/XTTbW6AzDk7ImHgS84Gw2pd6LafSF1RI/V0kSe4kSfJmAFkATgAQhhBWnCBJEg22ZhhSYlvoRMrv081zR8qX06nTYDGhtilxqbbiijKkZFHbAciVLhkbZaeMykB1Qz2nS9B0UXiyCIYouysj8h044ASpdVqQShlqa2tZK5MNFBQWQj86A9IIqxCJ4p4Exz7adwRBwHLOWBw9xr8mWWd3F2UphkhxjOWpGkCs5zPW99E8IFfmLcL636/GrbfemnCx3VB0dXVBoqA/IYun3w7XqjyJZ599lnb9fKG7uxs9fX1DGZaVm9dj/wf7MG/Kpdj+fD683kFuNZ13ZTjEOw6E659ynQb2Vu4cI2PqkAkZ8eqQuVwuPLslH7Pvnsu4DLraYmxokQ309+M/29/Fhqeeob2TJ14MDAzgD396ApcvmkNLY0eoOPDBp7j35jtwzjnnJLopIEkSf3phPXKuuQTGVEvsE3hA8ZHjmCgz4rZbb010U4bwwkv5MFw4IaIXI5eelGyhq70Dx9//F5597AlIJPTkEeLBuvyNyLz8Akr9K1IcY3mqsoVoHpCX3XgtMkePRkdpDQ4ePCgo38bvv/8eX1lPYfpVs2idx1a/Lfj2IK7JOReXX3457XP5QH19Pf66Zwcum3vT0Gfhrh2g7+kZDC7GgZrSChhcvfjVwkWMy4hXh+yMhc1mg/p0Hpsp6Oa52ciLS6RSSNWqhBD7GxsbIdNpzojJGABo0y2C0SOz2Wzo6O+ltGLLF7LOycGRohMJl1kJoKWlBbZ2F9KyIm8oSTT3hArUOi3EejXKy8t5rbe7p4fysxspjkw8ZJkgFrdIoVXj1ltvFZxvo6fdA5mK/vjIVr+VqRRwexKzi5cKQq0KgfDXHm88uBgHtEY9mjhcITurJ2SNzU1QGOMTNqWb52YrL6406QfJ9TyjyloFbYYwVm/YQErWKJwSiK9l0cmTMGZnCkpXS2c0oF9KoK6uLtFNAQAcO3EcptzRUWOUaO4JVaSOz8bhY/E7jdBBd08PZBRdAiLFkamHLF3E4hb5SD92v71bcL6NjjY31Ax2/7LVb1UaNZwC9vm0O1qh0A13AAl37fHGg4txQKvXw+5wcPYD9ayekFXX18GQynw1wlbXAK/Xi+3P52PelEux/4N9MXkQAc+xhdOuxP4P98HbF9snMxzUFgPqGxsZt50p/nPgB7z2zEbGeXmq/JMAYvFI4uUJWTLSUGdrQl9fH6Pz2QJJkjhccByZFHcO0o1jLESLpzknCwVFRXGVzwZIksSBY0cxZmL09DLXnpRsYcz4cSgsL+ONmO73++Ht91LeARgpjkw9ZOkimgfkD598jrX3LsM3+78RnG9jeWUl/vLIY8w9i+PUvFRpNHAmSOeOCprtLdCGLISE8sVuuXdRzHdrLHAxDsgUcvhFBDo4EiU+aydkJEmiuqEuLtuVDcsexezbbsKe4gO454/LIZPLRmjHhGqpbF+XP6R5IpPJMHvOTYx0VkypKbDW80u2HhgYwP9t+SuuvOV6xtowa+9dhvNmzsCOY/tx3swZWHvvsqjHR9KiYUujRiyRQG0xJnwFqKWlBe7eLsr9kW4cYyFaPLPOycWRwuMJT1vW1taiV0zCYIn+I4qOnlMiIZXLoB5lwalT/Dgi9PX1QSyVUl6BjRTHqbMuxp7ig/iopgB7ig9i6qyLOWlvpPoDn//lo3/gqWfWIjc3sbttQ/Hmq3/Dpdf9kvbYxJbmpUqrgdPtYtJ0XmBztEIT4n8cqkW2ZdWfYr5bY4GrcUCp18Dt5mYF8qydkLW3t6N3YCAuYcl4dbDiyXGbUlNQ39zEqyRBY2MjWlvsuPXeuxjn5enyT/jQqNGkmWGtrmZ8PhsoLCqCKSeL8suSbR5PtHjqTEb0SZDwSeuxEydgzk2cnRQXyBifg0PHf+SlLq/XS9tfUciQymTo6etNdDOGob+/H7ZmG/J+vThh3CeVVoPO7i5B7R4PgCRJ2B2OER7IfOorxguZVg2Xi5sJ71k7IWtqaoImxRgXXydeHax4ctxSuQxilZxXYn91TQ0yxo6OKy9Pl3/Ch0aNJSsDJdYKxufHC5IkcejEMcrpSoB9Hk+seJqys3CisDCuOuKB3+/H4aLjGDNhXMLawAVGZY9BZUMtOjs7Oa8rsEJ2pkAil6K7V1g6ZG63G2kZ6fh0xzsJ4z4RBAG5lrtVnHjQ3d0NP0FCrhiuhcenvmK8kGnUaHVyo0V21k7I6hsaoGKwwzKYa+P1erH/g32MdbDizXErzQY0NfEnEFtmrcS1d87B9vX5mDd5Fravz8ct99Lb/rvmjc0oPHAYiy+cjaNffwtLRjpsdQ0ROUyReBXBXLx4+QHmtDTUNjQkzLfRZrOhzdtNK30ei8dD1/MyVl8cPWEcDhceT5hIbHV1NaCSj/hlnewQSyTQZaWjuLiY87qEuELGxA80AKlUmnDuZyicTidu//WSuDQr2eA+KXQazlZx4oHL5YI8KCsViIm1uBS7N23FgvOviEtfMVDenPEXYf6UWbh9/EVD499DN8xDXs503JozHQ9dPw/f7P2EEZ/5iV/djwcfeJAT/buzVodsy2uvQnJOBkbljB367Nbs8ymcORPAXABLAWwB8C4AfjRwPqoZvkJRdrwQOVDjjtvmcF633+/Ho08/gc0vbMTUWRfHpUHERHOGa22pH97dhwfm3oWxY8fGPphlfPavz3DM2YCpl1/CWpmh8dq9aSsWPPxAXPH7bs/HeGDuXcjJ4d+y6L0PP0ClrwNTZghrRx0baKiqga+qGf/7m/s5rcdqteKNf76HmXnXcVoPHUR7rmM98x6nCzVfH8bjK/6QqOaPwP5vvsF3DWWYdsVIDTI+9fEKvz+Ey0aNxzWzZ3NSPlMUFhbivQNfY8b11wBgPyaB8r7b9y8YzGa0OZy44ubrsHvTVmj0Oly/aB4A4LOd78LZ0oKLrr6C8rssUPYl187GvpfeQGtTMyP9u591yEJAkiRq6utgSmNC6D+BwcmY6vT/E6eBY05PQ1VdDS912e12EEoZ+np64+YuMdGc4VpbSpVqRk0CFOlJksShguPIGs8uMZkLToYpJzFpS7/fj2OnijD6nMR6V3KF9DGZqKqv5dwo2+v1QsSjCC0VxMOxFRJ2OkgAACAASURBVEsk8CZoVTsSGpqboDOFz7zwqY+nNRrQaONfFikWXG43ZNqfPJDZjkmgvJrSCizfuBY1ZRVD45/b4UTefYuRd99itDmcIP0kIz6zOS0Vk6aey4n+nbCeTp7gcDhAyiRQqIabY4euQIXDyrwJuOzGx4Nm9BOwYW9iuDXGFDMK7C3wer2Qybj1Tqurq4M6xTTEXQr8qmDCXQrwBQIxDPADwn0W6xy2YMpIQUWNFVdfdRWr5cZCY2MjOn1e1sVgQ+MV4GTEE78xE8bh8EdfIO+WWyAS8fdbrrGxEQNSEbQhO7POFEikUmgyUlBWVoYLLriAs3r6+/tBiIX1Gzzacx3rmZfKhJeyrLc1ISN3WtjvuB7DgqG3mFBfJizBXACwO1uhCtIgYzsmgfKyJ41H/oo1yJ44fmj80+h12Pv6DgCAwWKGs6WF1rssUPaNv5qPg9//gGnTwt/neCCsp5MnNDQ0QJ0S21A8HISkcSSWSHgTiLXW1UKXZmFFgyhcDOP1vYsXlvQ0VNZW8y7tUFBUSGt3JVVw4Xmp0etAKmWDfC4eUVxSDP3oDF7r5Bsp2VkoKD7JaR39/f2C45DFw7EdXCETzk7C/v5+tDhaYTCHf7fw+e7Qm4xocbQmjBcbCXancxgPlO2YBMqrLinHyUNHUVNaPjT+aQx67Ny4BTs2boFGr8PvXnyO1rssUPZd06+CtbwCL7/8clxtDQdhPZ08wVpbA20qswnZEEgSdRVVePCXeRg3ZRJWbl7Put6Rra4BG5Y9CmtJGXInT8TKzevR2tSMtfcuQ293DwgRAQIE9r72d/zzn//kVI+noqYaY2dfDGOKmRPfuoBmDNPv44VKq0E/SLjdbphMcfYNigjsrpxw3RWslx0uXmzEz5wzBscKTmDcOP52O54oOYX0S85jfH645yh9TFbEzxOBjOzROHxoH3w+H2f+tF6vF4TAUpbh+mnoffnrFx+GvS9iiQQDPh/8fj+vK7aR0NLSAoVBCzGFGHv7vHju/kfQUFXNSd8TSySQG7Sw2WwYPXo0a+XGi1anA5P05w79HfX+F5dCIpWiv78/4js2uK9kjcsBSKDBWo3R5+QCJFBfZUVdRRWeWHw/pDIZxBIxcoPKmnjB+UPnb1+XH/U+BLf18D+/gE7H/gYjYT2dPKGythpps6YyOjcgoOn3+2GwmNHmdA6J97E9YQjU9ezu17DvrbexYdmjqKuownkzZ8DV2gpvTx/sDU04b9r5WLhwIWcGu729vXB63Dg/Tt/PAMJdlxDMn9UWE5qamnibkNXX16NH5Ic+wi9qIWL0+Bwcff9fuD3vNl6M7dvb22FzOTApPZVxGZH6m5D6oUKlgkijQH19PbKzszmpYzBlGX4lltqGJr7wGwB3A1iK8oIt+O1VT+Ojmr+NOIogCIjEYvT390NO0Q6KSzQ2NkJhipxWD+5vD/7iNgAkdhV8y1nfU5kNaGxsFMyEzOfzoa2jHUqNOupxdN6xw2OaB4DAroJvh/6dM3kCDGYzig4ewXkzZ6DNMbwspmOAVKNEGwduCIn/WcEz+vr60NRqhyGFmR/jEGmw7DRpsLSCM4JmOMJjQBC0rrwKT7/1Crx9fciecA6nBrvNzc1QmQys/QoVqvmzymJAfUM9b/WdKCyEOUcYgyVVqHVaiHQqTrZ8h4PVaoVuVFpcfY8PcWE2oM9MQ3kFd3p4fV4vpdWbxIP6ximRRIyBgQGe2hUdlTU1METZKBbc39ocTrgdTk77nj7VgqoEbFSKBI/HA6lSEfOHHJ13bHBM3Q4n2k7HNPDvALk/sBktQPKPdwxQajWwO9jXIkuGp5NVNDY2Qm02Mv51P0QanHiaNDhpPGcEzXCEx7qKKuSvWIMxE8bhybsfhFypwMEDBzB1KrMVPypobGyE0mJgrTw+ya10YEpLQWUpPwOY3+/H4cLjmHzj1bzUxybMOVn4seAExo8fz3ldZVWV0I9ivjoGRO5vQuuHKVmjUHyqHP997bWclN/n7YvIIaOyoYkvhNs4FQliiUQwPKmK2iqMv/byiN8H97dB+y+SU+HTlFHpKP/396yXyxRtbW2Qa6OvjgH03rHBMTVazAAI9PX0DP3bkGJC/oo1kCsVw0j+8Y4BGr0O9safJ2Rxo66+HqqU2Km3SPySlZvXY8OyR1FTWj6U3xYRIqzcvJ4VTkpoTnz/B/uwY+PLyJ08EUtWLcdfH3sGR7/+FkBgyV6EqopKvPbXrYziEQ1WqxULFy7EsWPHkJmbjcde2xT2eoa1OTcHA/39aLTWgASQPXE8Vr/6IgCEva7A8Xk504cdHy1uoXFesmo5tq/LpxX3cPfKlGrB4a8OgiRJ1kn2oaivr4dXSkBnjD3RFRLXCQBGjx+HY+9+irm3zYGE4xWX4soyTPjv+Dh2gWc28BwFiMNLVi3H2nuXYdu6F6FQKeM2yY73Plky0lD87+842zXd5/WGvV989S+q9US6X+EgkogFYRHU0dEBT1cntFGe5+DrysrNAQhg4bQrI15jvPdFazSgvbsL7e3tnPCd6MLtdkOmUY34fGS6fC/KCxYCqARQC8CLykINgL24NTuUJz147LZ1WwBMBkBi3uSrhv7taC45XYYPR78+BqAflUXBZQWfPz1sHeF+rKh1WjQUsL+afdalLCtrq2FMj60/FslseciwtOJH7Ck+iA8qfhwyLmXD8Dq4jNm33QSZXDZkjrp9XT6unT8H75QcxD2rHsH488/FB5XH8NALf4KPZF9BfeHChZg7dy4eW/s0Zl33i4jXE9zmTk87bHX1WLRiKRavWIpOT/tgXj7CdcnkMvR2d484nmqMLrvxWqy9dxntuIe7V3KlEgOiwaV1rnGisBCmsZmUjmXLSJ0tqDRqXtKW7e3t8HR3R33JUUEkk+FQQ+Pt6/Ljqife+ySRSqE06dDY2BhXOyKhz9sfNmXJV/+iWg8dU2ixRCKIlGVNTQ006SlRf8gFX9dLn72Dlz59J+o1xntfCIKANt2CmpoaupfDCRwuJ2QUVsiAXAyKrfcB6ATgPf13uE1rwceeAFAQ8m9vUBmdp78LLiv4/Eh1jIRGr4PD7WJ9V/5ZtUJGkiQqa6txwUXXxzzWWlKGZ3e/NpRb3rEx9hZXJufQKSPSd5aMNJSfYH+2fuLECfz73//GEy88hzn3L8F7//dmzDa3OZwY6B9A3n2LAQC7N/0f2pxOAAjbdmtJGUiSDHt8JITGYdu6F4fxAOK5V2qzATabDQYDeynaUJAkiSNFJyinK9noV2zDlJ2F40WFmDAhcjopXjQ0NECbauZstZLtuLJRntJiQn1DAyduCH39fZBIR65Q8NW/uKhHJJEIYoWsrLIChjhT66FgI176Uakoq6zA+ecnftOG3dEKjWnkSp2Q0uVUIZXLALEIXV1d0Gg0sU+giLNqhczlcqGfGPyFHwtMDF5Dz/kLg1/2TMzITWkpqG9uYv2X4vTp07FhwwaI5TJ8tvPdiDEIbpfBYoZEKsHe13dg7+s7YLCYkTt5YlSTcKPFPOL4aGDDiDZSe+QGLWwtLTQjRQ/19fXwSkApXQmwa6TOFsaMz8Wxk4Xw+Xyc1VFXXw+VhZ2dveHAdlzZKM+YZkZlLTc6b16vF5Iw5uJc9K8JL77CSz0iiVgQHLJTFWVIG01txZsq2IhX2uhMnKos411fMRxanI4zyotWoWPfwP2s8rIsKCjA+wf3D/loRQPV/H0kHZTcyRNRVnASH9cUROU8hZ4TjQ9lq2vAc799BDVlFSAAjJ00Hqv/b5Bv9d07H+N/77yb1S3OVqsVeXl5KCktwbhzJ0fUgQlu06jcsSBAROWQDbvO4lKIxBJ4e3sBghh5fBgtmohl0eSQhYtld0cnUjpJ3DX/TtbiGIp9n36CwnYbzps10s4sXL8DQJlLEji/qrgUYrEE3tNK5lS4eXTx/Xv78Ju8+Zxpkm194zUgJxWZudkxj2Um22AFsBCD6Y3pAHbhp5RFtO/olxdYBYg1rrS721Dx7+/w1B9WM7ie6Hji2bXYsXMH6kO0r7jgkN2SPQ1/+8++uJ/TWDj66VeYf+W1OPfcc2MfzBGcTiee3ZKP2XfPjbiaG/xcSqVSDPT3D9PDinZOtHjFOqa5th5P3vVbuFodmD59Onbt2sWpXmUkkCSJR59+AhffedMIh5xkxdF/7cftM6+mrdgfzcvyrEpZVtfWQkNRoZ+qEGmojskPn3yO98tPTxKzp4U9Zu29y7Dg4QdGaKfse+ttbF+XH7He9DFZkMlluOePy4d2hQR0U9QWE+rr61mdkOXm5uLF/Bdx2F6LqZddHPH6Z8+5iZI5bDiz8OC4hfs+khZNvKKnkWL5x61/QWPVKVpl0QFJkjhaVICcX4w0HwaiaGZRvL4hDR/Sj6bqemgNOtyweD4+2/ku61pHxrGZKDx5krMJWYOtGefOmMRJ2YMI8EfCYSGAuQC+BrDl9N+xdP6ilTeIWLpHGr0O7vZ29PX1sa6tte1vr+HSW67Dn99/a1jdXIkuh15rtLGNKUTSxKcsy8vLoctKi5paD34uA6bXsfQrqdyXWP1p40N/xHmXXYzVDz6Mo0ePcqpXGQ09PT3w+n2QK+lb7QkVMq0aDie7Oy3PqhWyDS9vgumiyUgZlc5aG26fMAO7Cr6FXKlEX08Pis+9DE/4RxLsi5feh6rfP4S+nh7MmzwL75QchFypxJzxF4EAgfcrjqKvpwcLp13504SOQn2B46uLy2DyDGDxgoWsXRsAbP/HDrSblcieFF7iIFJ7YiHWeYHvF067EtsOfo57Zl079DeV8qkgXBt2F36PH3Z+iA1PP8MJd6m5uRkb3/w/XHXXnLDlM41n6PkLp10J0k8CBLC78DssPP9KgABrsQMGV3OK9+3HM6vXsB6rnp4erHruT/jFfQs43/EaDvHeh3jK/f6dj/G/C5YgK4vdnY4SiQSvfvsJUkals3pNAUx48RVM3DRyt3fZww+g6IF7WK8PAI7v/wHXTboAM2fOZLVcOtj6xmt48L5fxzhKDsANwAigEUBm0N/x+HEGylUB6A5Tnhwv/vMtKFo6cPeCu2A0GhPi/9nQ0IAtu9/CZfNu5r1ursD0nRttheys4ZD19/ej0WaDkSMT50Cef+fUKfi4pgAf1xQAAD6uKcDEaefhBZ0uLOfJaDHDYDFT5glE4hWYM9JQwQH3pMXpgNYQOe/PlOcQ6zw+9N7CtUGmkMNPAF1dXazVE4zi0hIYxoyKOMmIlzcSbK4rVyphMJsoc/PoQmc0wCsGJ7sCXS4XFHptQiZjAPAXo4ET3h6V+yvXauByuVipLxipGen46t2POOMilj/y4LCxb+K08/A/qx5B0QP3cMZ9FEvF6O3tZb1cqujr60N5DZVxdzoGV1rPB7AEwNTTf0+PswWBcrsjlDcdx775AacqyrFp0yZMnx5vfczgcrko7rBMHmiNBtgcdlbLPGtSljabDXKDNiypldL5MXTJomnmhB6z5o3N2L4uf1CPZlwO+vu8mDfl0iEuk62uISJXoKq4FHUVVdixYfMQBwEAtAY9PF0d6OrqglrNTscnSRJ2hwO5hsh2IHQ0g0L1yvZ/uC/iedH03thCpLYr9IMvRDZ3zwTwxf6v8fY7e4bxeIDwGm2x4hntmqpLyiEWS+Bs6cSOjVuQPXE8J2bGhjEZKC4pYX01x+12Q6YezjUpOnhkyMc1oBs2dVb4VHq8WNbSiomffM74PkQCledFplWxThYGgOvzbsF3X+zH2y+/OqLueHhkkXiPTMcGqpzd3MkTkfebX6HHnLgJWWVlJZSpxpg7BW11T4bhkPWdvk7muwwD5VpLHguKW+GI76tOlWDK5Cn48MMPGdcVD+ytdij0WtrnMe0X8fITqZSnNepR3NrKqm7lWZOyPHDgAD4vPY4LfsFMZDLAaaLClQpgwouvoPyRB1kpm8oxB/f+C0uuz2NNiqC7uxurn1+LX97HThqUSQwTgR//vR9zLqFP1oyF9vZ2TJg8CdfffSduXrJgKAYAkiIu4dDaZEPr4ZN49OHfsVrut99+i/01xZh+1aVDn82fMgvnzZyB5RvXIn/FGpw8dJQTo3tgkJQeWOnhGxWFpzB6QI55c25nrUyfz4flj6/CtfcvCvvyiOfZDHfuR7OvoDT20a0/9Liv3vsIf1n/Au64bQ7lutjEzrffRovKj/HnJ25TARVUFhUjtYvAoju526wUDX/ftRNtJkVE6kskMO0X8Y6hVMv76o238aeVf4RWS32y+XPKEkB1fT10qczTlUw8r6gOSFTKpnIM216MHo8HcgoSIVQhNO/ASJCquTGOLSsrg8Nux81LFgyLQbLEJRzM6amwuV2sx6u9swNy9XACcMDHVWcyYvnGtejt7mG1zgkvvoJbsqfhltObcQL/DifhwCWUKhXa2tkVJ+7t7YVELo34Sz6ePhjuXDqTMTr1hx7XWF2Lrp5uWnWxhYGBARSUnqS0CzjRyMzNxomSkwkT0W2yt0BrjJxpiQSm/SLeMZRqeSqDDs4Yupl0cBZNyGpgSmMu3MelFhSVsqkcY0xLQTXLE7LQtFE8EKKeVjgoNWo43OxzeE6WlSBrXM6IGCRLXMJBJBJBl5mKyspKVsv1dHRCrlAM+0yhUiJ/xRq0u9zIX7EGChW7O7ZCOVCBf9OdXMQLuUqJDpY5jD09PZDII9sxxdMH2ei/VMsIPW70Obno7E7MhKyqqgpivYaSrmWioVSrIDGoUVVVxXvdfr8fLY5W6Iz0NQWZ9AvJb5bzpiko02vgYNFk/KyYkPX19cHudkFvZi4yuXLzevzwyedYOO1K7P9gH7o7u3Br9rTB/3Km46Eb5sFW1zDiPFtdA1bmLcLtE2ZgZd6isMcEl/3DJ58PcS2Cz/V6vdj/wb4RxwTDmGJBdX0d42sMRXt7O6QqRczjgtv50A3z8ND188Jeb+h1Llm1PGZsmIJK3CNBqdHA2cYuh8fn86G4sgIrX3p+xL2OdP/pIp5rjqcc8+hRKCotZlRXJHR2d0KuHN731ryxGScPHcXiC2fj5KGjcXtPChVypQKdXZ2sltnd3R11QhZPH2Sj/1ItY8mq5fjHi69g3uRZ2LbuRfT19KC2rpZ2fWzgeFEhLDmJ85SNhEjPryVnNI4V8p+Gb2trAyGXQSqjz98O9IsFU6/A9vX5KC84iflTZqHo4BEAP12rtbgUuzdtxYLzr8Bt3x2MyVdcmbcIt51zIfJyp+PW7GnDygyuN1Z/VBl0aG6x0b6uSDgrOGR1dXV45d2duOyOm1ipd2XeIrjsrSBJYMyEcagrrwJBAKbUFEbcr2j10DmXJEl8/eYe2jntSPjiyy9wxFEXVsA0UjsDumqvfPVhzDZzySmLp2xnix32Qyfxh2XLWWkLMOh1t/Xdf+ByDrd9sxVPuuX0dnfj0O5/Yv0TT0MsFsdzCUN46dVXoJwyFumjE/PCo8r/5ALdHZ0o+uhLPLN6DWtllpWVYccX+3DJzf/FWpmJwODY68D1i+YCAD75+x4opDI01rOXGaCCgYEBrH72aVw090bBrZBFen67O7tw9J1P8NxjT0DKcHMbE5SVleHvn/8TM2+5lnEZkfij4a41IMgeCYFzduW/gpRRGZAp5DClpjDipDZV18JXZcP/u+83lM856zlkTU1NUDLIX0eCtaQMbocTHqcLK/Kfg8fpgtvhZMz9ilYPnXMJgoDKbEBzczPtawoHd3s75BTSQsHtdDucaHM4KbWZS+5UPGUrlEq0d3Sw1hYAqLRWQTsqtql9PGArnnTLUahUEGsUaGpqYlRfOPT390Mi4e+lEYpETcYAQMyB2GlXVxfE8sTFky1YS8rQ5nAi777FyLtvMTxOF1qam3m3BqqoqIDEoBXcZAyI/PyqNGpIjVpUVLDvexwNdrsdcgY7LIMRiT8auNapW7fhzXUvoqzgJIDo/M/AOX09vXj6rVdQV1HFmJOqN5vQxOIK2VkxIatraoSGRU+8gP+i3mzCxuWroTebYIyg88Q3N0Np0qPZxk4H8XS0Q0nB5iK4nXR01RLNy4sEhVqF9s5OVgf5UxVlSMkaxVp54cBWPJmUo0lPRZWVPX7KgM8HkfisGJ5GQCQSY4Blj9COjg5K9AOhI3fyRBiCvG+NKWZY0lJ5V+s/cvwYUsaN4bVOqoj2/KaMG4OjJ47z2p765mZoTfEtiETijwauteiBe/A/qx7BxGnnAYjO/wycI1cq8OTdD2LM+HGMOakqrQadPd3o6WFng9FZMeLVNTXAYDGzxrG55d5FcNrscNpacPw/P8Bpa4HGoI+oQcaUX7Fk1XLs3rQV8ybPwu5NW7FkVewUms5sRH0TO0KdnV1dI3g84RB8jRqDHhq9jtL1hrs+tu4Rk7gH6p43eSb2bP87SktLGdUdCq/Xi5qGBlYdIoCRXJElq5YP4zl6vV5GcYwWu0j3JyUrHacqylm7NoIgWJsQs9Wn2EKs9pB+P0QidofmtvZ2yMLY1ggtNrGwcvN6aPQ67Ni4BTs2vIx2twetLS247LLLYLVaeWlDX18fCsqKMfqcHF7qC4dw9y0cnyqUk/zXx57BvXcvwSWXXMJbvOptjTBYqFkWRuqPkfijTMb5wDn9/f1orK6B9VQpY04qQRBQmfSw29kRiD3jOWR+vx8rn3wMV/zqDqya/z+scGz40kNiwglytzrR8J+jWP2738dd/zMb/4zsay6B3kztYaKLcNcHJE6TK7g9m5c/js5WF3788ce4y7VarXht7zu49PYbIh7DzBx7Jgb9FpdiUKX7XfzkpRjtO/oICF9G6pP9fV58v+N9/PnJtazwyDZueQmmiybDkpEWd1lC07+L1Z6+3l4c3vUx/vzUWtbq3PaPHei0KDF24nAdKKHFhg4CbU8xmCB2d+Grr77ixafx+PHjeO/AV5h5E3NOVLxgMnYGzklLS0VvtQ0HDhzgPF5D79+751Ii9bPRH/nmfx776lvccO7FuOSSSygdf1ZzyNra2iCSyyCVy1jj2HCthxQAk/bqjHrYXU74WEh5dPV0Q8qywXEwwl1fIjW5guueceVlOHnyJCvl1tTWQJ3GxaT2BAYnXKrT/z9B8TvmiHR/pHIZpFo1a/xFqVQKH0uaSULTeYvVHt+ADxIpuyYqTrcLqjAbfYQWGzoItF1l0OG2227DiRPs9PFYOHTsKDLGJ251DGA2dga+Hz1lAnInnMNLvJxOJ8RKBeUdlmz0R775nxqTAQ3N7PBnz3jrpNbWViiNg16MgdxxYPbNlGMTyGcHVsjY1kMKgEl7xRIJpGolXC4XUlLiI5H39vZCFmWrfCjor/JcgHmT/4OfVnEuAIChz55EHgZwAcPVo5GIZW8SHO8Th49i8uTJrNRbZq2CKSf6Sk+stoXDyrwJuOzGx4N+TU7Ahr2FMb+LB9H6pCrFhLq6OlZslJRyBfq9/XGXA7D33LOFWO0Z8HqhlLM7prg9HmSGIaALLTZ0EGj76HNysW3bNl58Gjs6OlBWV42rrr6Q87qiIdJ9i3YvA+dct/AObPnzFkydOpXzdra0tNDaUJeM/dFgMaOukB3+7Bm/Qha8w2Pl5vXY/+E+zJ9yKbY9nw9vn5cRZ2LNG5tReOAwFl84G0e//ha93T2YO+kSzBl/Eas8DKb8M6VBh9bW1rjqrqiowK433sL8cy/FyrxFKDp4JCLX5P+zd92BUVR798ymbXrvPSQkJJAEAiR0EBEQBRXhwQOFpz47iO0pKDaeIj4Q+BC7PlSaoAIq8uyAKCCdQEghm0J6dtOzPTvfH2HjZjO7O+XO7lLOP0p25t7f/ObeO3fmnntO/pFjmJ2eB4AC4ANgv5WSZeheTvMA0AbgRQDeAF4GsArANnQvrwXiJfx0+d9syspCt7Gux+W/cedHmOa78Mw5rF69mnMZ5qBpGrLKCoRGdU/IhHB2rHHGzNsHl7ZjXq61e21a7o87dqG86CKmJ2ThzrRcbFz+b4wbNw65ubmC+Snenl7QaTSCymCKWYjOGynYiker0cKLBXeTLbq6utDe2QFPhgmZs+WGC4yxv/bA4/j555+xbZu1sYIMzubnwz82ktET2Z58PHNdTK1Wa5E7Zn7OXUMnoKy0FP/6179Ei8+Imrrang8ibCBk3DLl0Yl1D5jK9w8JQlUdmZ2+Vz2HbMdXX6LaXYfkQekAyGo1NTU0Ysq8Wdi3eQfUnSpEJsZi9LTJDudhnDl0BGNj0zB27FjeZQwbNgxSf1889tZK7P308+6O/tiDjHnjwqnjollmy0+wd1m3AaDxzi97iHBhTny/HzNHTBD8FimXy/H6e29h3Pw7+sQsti4dW5iXa+1em8L0vt8/7hZoVGo88+JzCPDwxhdffCGIn/Ltd3tRoFZgQI74Xz2cDVWl5XCplOP+hfcQKa+pqQmvvb0e4+6aSaQ8Z0O1rBxUeSMe+Me9ote1esN6+GenMBpXO4qPx6feusoqtJ4uwVOLHhM1tg8/3QRtdABik5OIl+0IDrKlXO//7Es8/8gSBLJwI7imOWR18gb4BPw1Qyep1dR8WQ+nRdEEjVqN8sISp+BhePv7oU4ubNfH2bNnMThveE+e1EqVxbxx4dTZ0izj4idoWlaLXIFmlvpnbCBxdSGylb6mpgbewQE9/7anLh3fcq3da1OY3ne1SoUuvR6dGg3+8Y9/COanBPj5Q9OpFlTGlQpVZyeCA8jJ9DQ3N8PDz4dYec4GH38/NBD0E7SExsZG1DTLEWZBvsZRfDw+9YbFRKGmWS54JcUWKqqrEBgaIkrZjuAgW9R4C/RHHQG5qat+QtYgl8PX/681bJJaTYGX9XACgoPgIe12sneGdW+fAD/UyYV1tIEDB+LM8RM9eZJ6eVrMGxePQVuaZVz8BE3LCggJRiBL/TNWcHEhYsRbWXUJXiF/Tcgc7RnIplxr99oUpvdd6ukJVzc3uPt5Y/Xq1YL5PP7+oKOnTQAAIABJREFU/tCLtFnG2aHq6ESgf4DtA1miubkZHj7kPGmdDd5+vmhqaYLBYBC1njNnzyIwMdaiJImjPGn51CuRSBCYGIvTZ8SzUlKpVGhXdsLbT7hrDBOYrlvse2CpfGmgL2rrhG9ouqonZDqdDu2dHfDy/evtkBRn4qkNq+AT4I8tazZCUd8AnU6LsgvFTsHD8PX3R4NAw9N33nkHJecv9ORp+ccbLOaNi8cgX80ym2X5+8EnwJ8YF0biIiEzIautQUBIcM+/He0ZyKZca/faFKb3Xa/TIzw2Gm8uexlff/21YD5PYGAgNO1kDbavFGjblQgOIrcrt1HeCA8/51OUJwVXNzdIPNzR1tYmWh00TePwyeOITbW89EayfzKtCJCuNzY1CYdPHhfN5aC+vh5eQf6gKEqU8pmuW2xOpKXyA0KDUV4tnK92Ve+y7DbH9gRFUairrMLqRc9AdqEISQNS8fZPuxl5AObHPbVhVa/jjL+XFhTCzc0NLq4uSEpP63MclzKFwrz8J9avRHtnB7q6unhpQslkMjz44INoqK1Dv4EDeuK1tBY/KG8Yax02a+WYo+ixB4mU1ZOfgkK4urlBp9Ohn417RkkoItIh1XW1GDQ8vVfMT21Y1XO/Vi96hnh74ArTPHJpq0z3/WJ+AaK1bkhKEsYZCQ4Ohrq1HTRNo/5Staj9hw3E7sOm0LZ1IDg42PaBLFHT2ADfKHJf3JwRnv6+UCgUCAgQ5zpramrQqlcjK+yvnet1lVV47f7HUV5UAgpAfFoK/vniv/DJynWQXSjCa/c/DlBAVWkZ5zaTuv5di/INTG2RaRy01WaDwkJxTq9GdXU1kZ3Rfeqvq4PUwg5LIf3J1rNcTN6epbEyvn8ybpkm3Kf4qv5C1tra2vOpfvWiZ7oNRc/8hpE3T8LqRc8wnmPrOOPviQP6Y2DuUCSk9bdaHpe6+cK8/DcfWwpXqQfaefoxzp07FzfffDOWvPK8KPGyBSk9GWN+EtK671niANv3DJTwCZlSqUSnWtXrC61pPFzbg9jtiEQd/sFBuERAk8fT0xNSd3eolSq7XLct2CsGmqaham0nOiGrbaiHbwA5L19nhLufNxQi8shOnz2D4MTYXl97Vi96Bh2tbZj/5COY9+Qj6GhpxYp7FvW0k47WNnS0tBJvM6SeZRRFITgpFmfyhcvhMKGqtgY+wcwTZCH9yRnGA/M4Rt8yGds/2yyYd3xVT8ja2trg5t3NZ2JL9mMrrldeWIIla1agvMg2kd8RREMPHy+0trbyKu/06dO4++674S6VOsUmBaHouWdFl+8Zi80XEokEXQI5KQqFAp4Bfn0+2fNtD/YgDQutwy8oADX1dUSWQWIiotAiVziFeKm9Yuhsa4evlzc8GWyO+KCrqwvy5qarfkLm6eeL2vp6UcqmaRp/nj2FGDMxWHOj82a5oteGGK4bjdhuaCL1LAOAmJQk/Hn2lCjLlhU11Qiw4PLijJubuMI0jlsWzIG8vgH1AtvgVT0ha29vh6tnt9I8W7KfreOMvyekpWDdk8uRkGqbyO8IoqGrVIrOTn4cnOzsbGzatAl6nc4pNikIRc89S718z1hsvqAkEnQZhH0ha2pqgruvZTFOru2By3lcOCgkYjPCQyqFgaKhVCp51W+KhOgYNDfKHUaWNoW9YmhulCM+mtzyUVNTE9y8POHielWzU+AXHIjqBuG73JhQXV0NpUHfx0Kuj9F5SHCvDTFcNxqx3dBE6lkGdIuaKukuVFWR1euiaRo19XUWbfeccXMTV5jHEREXI3jX6lWtQ7Z333c4r5JjQE52r/XemKRE6HU6VMvKQQNISE3BsvfXIiIuhhOHzMXFBVqNBhQoxKelYNl7a3nx0pjQh/ek1cLN3Z2R/8RUfq2sAlPTh2LYsGGc8yqTyXDHHXfg3LlzvThkQq+JDcQo1xaHrPc9dYVWowFoGomJifjpp59486F+/uVnHK0vx6CRve8B32vkcp4tDTcSdVjCH1/sxcOz5yM2NpZz/aY4ffo0dh09gJj0FFZ9Ukx+l704ZPl/HMOwsHhMmngjkfIKCgqwff/3GDZtIpHynBWdbe04980v+Pey5cTL3vf9/3CqqZqxH1vjkMUkJbLmkOUfOYYV9yyCWqmCu1QKjVoNN3c3JA1IxYKlS3rKZPq3pXLZttlzh48hKyAKN0+x7LXLBTKZDLNnz8bp06eJPD/MjzW9/ph+iQANVMm48/T4xMJ0npFPrtNq0S+pH/bt22f1mWFNh+yqnpBt3fE55L4SJKb3nkGbiroCwP+2fIGgsBDOZEAxhQCNZR/69nsEhAQj/8gxDMobhhaFgpX4bP7h48gLT8QNEybwqr+iogLvf7UdeRYMse0lUmoPccWeXO/9HjVllfD09kbO+FE49fNvSExM5C1wunXH52j0oZCUkUY4YtvgOyEjgeP/+xUzR0xAZqYwyyu5XI7X391gU9D0SjbINseRPd9jwZQZ6N+/P5Hy9h84gENVRcganUekPGcFTdP4+aNtWPXcS5BKybkc0DSNV9f8BzFjhyA4PIxYueboLbJ8K57p7ED6+cOchJr5oqmhEZX7j+P5p/5FZEdkbm4uxo0bByo8AA0KueB4rfVvEn1faBnG84eMHYlfP9qO6spLVp8ZTikMS1GUC0VRpyiK+vbyvxMpijpKUVQJRVGfUxTF3kTRAto7O+DBYEFiKuo64975PTwVrhBzLduc96RRqVnznwDAXeqO9o4OYvFYik9skVJ78ANMeYFqlQqtiiaMmnYTmpubBQmcylua4GVHQU4uorpiws3Hkzd/0RTBwcFwNQDKDutL787CKREKg8GAzsYmojveqmpr4BdETmTWWUFRFLwC/IkLncrlcjSpOhAUJswX2BZMRZY1KhVeNNCchZr5IjA0BC0aJeQCpZKMOH36NCZPngzv0CAi8Vrr3yT6vtAyjOeHREUgbVCGoGeGIzlkjwG4YPLvVQDW0jSdAqAZgGAfDJVaDTf3vvM6U1HXPR9tRkBIMK91aDHXss15Tx6eUtb8JwBwc3eHUs1f6dzWm5K9RErtwQ8w5QVKPT3hHxyEQ3t/QGBgoCCB05bWVnj52G9CxkVUV0xIvb3Q1NIiuByKopCckAh5jXXBRWfhlAhFq7wJIf6B8PIiJ+JaVVcD/xBymmbODA9/HzQ0CHMoMUdhURH8YyJE09IywlRk2cPTE65urpyFmvmCoij4x0SgsIjMRC87OxuffPop3D09iMRrrX+T6PtCyzCe7+LqgoMHDiArK4tzDEY4ZEJGUVQMgGkAPrz8bwrADeh2lQaATwDcJrQepVoNN4++EzJTUdfNazbCx9+Pk4Cc0WC09LKZ61wLZq6mx3I1OzUK0JUXFuPc0ePQ63Q4d/Q4a/FZdw8PqDT8lc4pirK688aWAJ+l67aVjwVLl2Dr2rcxa0AeNq1ci7LCEtxB2LSd6Vr2796Li2cLoGzvgKKuHj9u/wq+vr68BU5pmkZzaws8vcUX5DTN6eKps7B4SvdSvHneF0+ZhemJ2ZiRmI3FU2exzifXNuzp4w1Fa7Owi7qM9OT+UFTXW41BLDFIe5lFG+u5Z+RkfPr+h4KN2Y3o6upCnbwRfoGO0yCzp+G2V5A/agiopZviXNEFhMVF9/xbLEPr3iLLOoTHxXAWarYUHxuExkUjv7CAc9xM2LZtGw4ePIjl8+4n0h97+nfmaGxf/y5KCwrx1Ix5yD9yDFqtFp+8vg6z0kdg/669NuvKP3IMs9PzMD0hC7PT85B/5Bir8aOusgqLp3aPn9MTsjA9IQuLp3SPocbz5w0eB1nxRWzYYFkY3RYcwiGjKOoLACsB+AJ4CsBCAEdomk6+/HssgH00TQ+0Vo4tDtkLr7+KATePg48/e7d5NuCy5uwofktdZRW0RVV45L77eZ1fVVWFjZ9/hpF3TuN1vqXrtpWPbn6fHFPm3Yl9m3dC1dmJqIQ4jL5FXNN287h+2rEbn37wESbw5OCp1Wo8+9rLmHjvXMKR9gWTYfuBO6bhP35+vfJuzCsA/G/LTgSFhbLKJ9c23Fhdi7YzF7HkoUcEX1tdXR3e3PQ+9mzf6TBuodh1GuuJCAuH9lIDDh06JMiY3Qi5XI5V72/E2Hm3E4iSH+w5/tWUVaCrtA4P3/tPIuVptVo8u+IljL7rjp4Xe0cYWnMB33zrNFr89tlXWLX8JbgzrCpxxfKV/0b6tPFEn73m18aHW2fK1Vv35HKcO3qclai5kXdO0zTi+iejsrgUFEX14Z4f2/sz5k6YggEDBlgsy6k4ZBRF3QKggabpE6Z/ZjiUcaZIUdT9FEUdpyjquC2+gL5LDwkPpXpb4LLm7Ch+i0QizPpHIpEI0qaxdN1sdN6M2j6tiiaoVSpWWm9CYR5XbcUli551bKBUKuHm4UEwQstgMmwvfXpxn7ybayaJpX/m4SlFO0/JFXOEh4dDouuCrMBx3EKx65RdKMKUeXdC1dSKZ599VrAxuxENDQ3wDCD7MsoV9hz//IICUVNPTvqisrIS0mD/XqssjjC05gK+sbh5uMMzJAAVFRWCY+jq6kJbR3sfQWyhML82Ptw6U67ekjUroGbpl2vknbcomvDkutfQqmhi5J67+XiiRQBdwxFLlqMATKcoqhzAdnQvVa4DEEBRlFEsJwYAo9w3TdPv0zQ9lKbpoaGh1omWXfouuLiQv0Qua86O4rdIXFyg7+I/IXNxcQHdxV8Y1dJ1s9F5M2r7+AcHQerpyUrrTSjM44qMj+FlO2WEUqmEK8NyuRiwZdhuPMZcM0kM/TOge0LW0UlmQwlFURjUPx1RiXEO4xaKXWfSgFR8sfEjhAcEYdOmTYKN2Y2ob2iAR4D9OIxMsOf45+3ni3ZlJ1QqMqb0svIy+IT3dkxwhKE1FwiJxTc8GGXl5YJjaGtrg5unVNALLRPMr40Pt86Uq7fuyeWQerETYDbyzgOCg7BmyTL4Bwcxcs+lPt6QN/F3jLD7hIym6aU0TcfQNJ0AYA6AX2iangfgVwB3Xj5sAYA9QuvSd3VBImF+qLJdazddc56RlI3bkodAq9Fi/+69rNb0+XKt+MZrhMRFAr0A65/uL2T8J2SWrttWPp7asAo+/n7YvGYjFHX10Ov0KC/kZtrOh0dhHtedD90naEBRqVRwYZiQCeFyWQIbw3bTvG5ZsxE+Af698tmLhzZlFhZPndWTvwVLl3DiaLlLpVCqVcTUvwempWH6/Dl254mJbVRsWs+RH37Bi88uwxdffCHYmN2I6rpa+AYG2JXHZQ575RC4vNMy0J/YbsEiWSmCoyJ6/c0RhtZMsHRPLcVirQ0Yf3vh7gdx//33C+IwymQyTJgwAeteepWRO3x7Sg5mp+fZ5AUzxWvOJdNqtX043LauMzgyHMd//Q3zh4zH2cPHsPxjdnwvI+9cUd+IUwf/gKKunpF77uXng8bmJp7Zc7AOGUVR4wE8RdP0LRRFJaH7i1kQgFMA5tM0rbF2vi0O2ZMvPIdR829nJvazXGs3rjk3NTRCq9agsaYWc5c8ZHfdLa7cgKaGRtQdPotnFj/OK66mpia89s7/Ydz8O3id70iQ4K2c2v8HJqcNRm5uLq8Yzp8/jx2//YihU2/oExtfLpeY6M1Duw0AjXd+2cM7fz99uBVvPP8yPAgs23Z2duL5N17FuLvvJK447ywaZr9t34NFf18oWEzXFKv+by3Ccwdi5QNPOMU12gMnfjyAGTmjMXjwYEHldHV14emXnsfou2YyPj8cDa7tlo2W101/uwPvPPkC1G0d+PPPP3nFlZubi9GjR8MjPhy1dXV9uMOH9n6PgOBgtMgVVnnBfLXHxNYss4WGqhq0ny21yp91Kg6ZKWia3k/T9C2X/19G0/RwmqaTaZqeZWsyxgYuEgkMFr7ysF1rN645V5aU4uVP34FGpXaI7hZXbgBtMMBFwBceV1dX0ALNtR0FIpyOri64Cnj4azQaSNz6ni+EyyUmTHPG1YOPCS6uroKNdo3w9vZGfGQ06quEm5abwxn4P+0trXDT00T1x2iaRn1jI/wCA53iGu0Fqb8v6glIX8jlcrh6ezrlZAzg3m7ZaHn5BPghZ+wonDnDX1D69OnTmD59OqR+vozcYbYe0Hy1x8TWLLMFqbcX2jraeZ9/VXtZSlwkoC0YRLNdazeuOcel9MOLdz8ED0+pQ3S3uHIDaNq2lpg1uLq6wnCFTshIcDoMAidkWq0WlGvf5XIhXC4xYZozrh58THBxd4NGI/idqgdDMjJRX3aJWHlGOAP/p1pWgcEZA4lqXbW1tQGuErh5uDvFNdoLvoH+qGkUbjJeW1sLz0DnNWTnek/ZanmdO3NWkEtEdnY2tmzZAgNFM3KH2XpA89UeE1uzzBaknp5oEyDIflVbJz3/2gqEDU7DxqWv9PGpMvUOk3p5YvnHGzAob1gfX6tb75mHjUtfgVqpAiWhQEkkSM5g9ucygq03Vl1lFV574HFUFJb08dTkW6YRDVU16MiX4bEHH7adSAZotVr8a8WLmHhfX9kGNrH08g614jcmqnelgDKP/+9XzB59IzIyMnjF8Pvvv2N/+XlkmlnWMPnfWfJAtSfMvV7ZevBZwqHPv8YTC/6J8PBwIvHJ5XK89vZ6jL/7TqITF3t5VFrDH7v2YeHU25CaSu4BUV5ejg92fY6EoYNYjzGk4YjcNjfIUf37KSxd8iTvMvbv34+pU6dCrVbDXSpFaHQE6i9VI6ZfInQaLarLKhj7rj2vl6kuAIx92Jp3s3lZkXGxeOHZZbjvXn667DKZDFOnTkWpTIZ+Gcx+wW5ubtDrdEgy82S2dH3m45E1L09b533w8hsoLyzp/mIBICGtv+D+YFpn4oBU5I3Iwydvv29xnLpmvSxXrH4Dn3yyCWNuncJaD8ue3lhirmlXy8ohqZDj/oX38DrfYDDgseeewaQH5vdpWGziZtLGeueX3Q5Z1+eDP7/9CfNvnMb7IXngwAH8VlOCrJHDCUd2ZeCPnd/i0bkLEB0dbftglnh93RqE5Q5CqBnR+kqGqlOJYzv2YuXzLwr6ImuOU6dOYc+JQ9j21vsO61+O6Ns6jRa/f/YVVr/yKu+Ju4+PDxL79cPdLz6NlxY+DK1ahW1nD+GhG2agRd6EOY89AKAv/9PRY5klHigXTmhVaTlcKvk/NwBg566vUOWmRfKgdN5lmIJvXi1pxpHwsbZWz75PtuNSeQXc3NwYj3daDpnYkHq4o6LoIic9LHt6Y4m5pq3X6SAVQKiWSCRwkbgwLluyiZtJG8tR6/p8QHd1WexQbKDT6wVx+K50UC4SdBFe8h46KBs1peVEy3Q0qkrLkJWWQXQyBgCKJgXcfbwd2r8cUbebhzsMLhQ6BejgdXZ2YtrtMxARHw2NSgW9Tt8zjul1Oov8T0ePZZZ4oFw4ob4BfqgXuEtVo9EQ3XzDN6+WNONI+Fhbq0de38CbP3tVPzE8pZ6ISU7kpIdlT28sMde0dVodPKXsNFYswd3NjVFclk3cbLSx2JblCBgETsho2gDqWp6QURIYLPA3+WLQwIFoLq8mJqfhDJCXVWFIZibxchUtzfDy9XZo/3JU3R7eXmhv50+s9vb2xuebt8DQZejlKxkYEgxXNzeL/E9Hj2WWeKBcOKE+/n5QtDQJ6rt6A1n9T755taQZR8LH2lo9oRHhvPN3VT8x/Hx8sOCZxzjpYVnTlGGrpcJWl2bB0iXYvv5dzBqQh+3r38WCpUuIXbtaqUKAr6+gMtzd3dGl6zshY3N9lrSx9u/eC61G25PD0vMXsHXtO5iVPgKbXl8HrUYrumcgGz2mLp2eiIUI17qNnmkzErMxPTG7xy9NbDB5vHGNXWyEhYUhyMsHTfVkDaQdBbVSCa2iBSkpKcTLbmpthae3F2cdxPwjx4jda2uaWHzbOBs9rdXLXsSUKVN462nt3LkTVZWXsDD3xr98JTNHo625FXqdDptXv9XtgWym5SdEj8yaDiBTbizpdO3ftRez0kdAXlePtuZWzMkcDR9/P/gE+LOKy8XVFRI3VyiVSm5JM4HEzAdZqNYm37xa0owT4mPNpp6pM2/jvVx+VXPI9nzzDUq6WpE6mMwbKFctFbblicE5OH3gD0zqn428vDzbB1vAitVvIGliLvyCAonEBDDnsEWugCWOGUlwyfeBzV9h2UOLERQUxKuuH3/6ESeaq5ExfAinuo2eaSQ5DmxgzeONTzs9sut/+Odts5GQkEA0zh9/+glH62TIGsO/XTsLLuYXIKSdxl1zyfudvrZ2DWJGD0ZgWIjV40j4A3KFkDbORmcqKjYWHYXlOHLkCC9P0IaGBqz++D2MmTuDVb0kwFUHUEwO9KHtX+OJhfw35GzevhXNgR5ISEuxGqu1HDgTn5grfvnv5/j308vg7e3N+Ps1yyHz9/WFhqVXFRtw1VJhW54oHDKVxmKDYAsPD3fodDpCEXWDKYfWOGZi1M2mHgOBL2SmLztceIWkOQ5sYM3jzdHcGFNkZWaiubzqqli2bCytxFBCNknmUKqU8GBhC0PCH5ArhLRxNjpTXv4+mDZtGm9P0M7OTrh59ubfit0HuOoAismBdpW6C+Lgubi49eIeOwOn2p6gDTRvl5erekIWEBAAnVJNrDyuWipsyxOFQ6ZUwc9PmLGw1MMDei3ZCRlTDq1xzMSom009XXq9IJV5F4lLLw08LrxC0hwHNrDm8canndIGgyAvUEsICwtDiLc/5LXCtaYcCVWnErrmdiQnJ4tSvlKlgjsLUVMS/oBcIaSNs9GZMtAG7Nixg7cnqEajgYsZf1RsfhhXHUAxOdBCNQS9pFLoTEjtzsCpthdomkaXTsf72XH1T8g6yH0hM64Vl10oxrmjxzl7LFoqTwwPNE17JwICAgSV4SX1hI7whIwph5b8F0mDbb67urpAGwyCdr65urr2mpCxrVsMjgMbLP94A84dPY75Q8bj3NHjvTze+LRTg0gTMgDIHTwE1SX8/facAZdKSjEkY5CgjSOWoNfroe/Ss9rpZn5vl3+8QXRfRiFt3FpbNP728sJHceDgQd6eoHq9HpQZKV1sv8penFsWnC++XsFsQEmE7ZD29vKCTvPXhIzL2GdvT1DS0Gm08HD34P2FjOxeaydDQEAANB38P72aIyIuBqv3bOklBEeiPC6oq6zCy/94BNWXt/+7S6VYtOpFfPPxlh6hvMfXvgq9RgdfgaR+T6knlATV1gHb12xLUBaAcPFFmkZlSSkemjgD/RjECfU6HaTuHoIESF1cXEAb/lpW43LdSQNS8d6Bb+0qUDoob1gPZ8wcfNopbTAIMme3hqxBmfj2wM8wjBFWBwkhT75lyGWXcOs0cXxi9Xo9JC4uVtuvedxv/7S7J25SvB1LuYmIi8H/7dvJ+1xL8Rl/KysoQki7AUlJSbzirqiowEevr8Vri5/uNe6IAWv3wRpM82BNJPbhG2/j3LYpFwnj7nq28Pby6rWyYumeMcVtepyR5G9LAFZo32UrVssGWo0GXp781Q2u6i9kfn5+0Ks10BPmQa1e9AxG3jwJ2878hpE3T8LqRc8QLd9W3fWVVRg8diTmPPYAXN3c8Objy3rF859FzyAkMEjwA9Fb6tnr07M9YJrbjpZWdLS29cqzkNwbz01I64+BuUOROKA/Yxk6jRaeAjoVYLSeYr/12ZFtSgwY9MJkQ6whODgYUUGhaKgW5m1JIud8yuhsa4ehXYl+/frxCdsmDAYDKIn1lwl7tDcSfZXPuZREAoOB/xeeZ599FgOGZhMbd6xBrDYoKH9muyS5wtfXF/pO2ytTtmK09jvJvCUO6H4eJKQxPw+4QNnegSB//itTV/WETCKRICw4FO3NrUTLdbTYol6nx5PrXsPMB/8BjUoF2kD3iqey+CKiCFjWeHt5Qqux74TMlqCskNz3bCgouryhoJB5U4bQtxwAcHNzA83hLfNqIbQaYdCTlQ0xx/DswagpLhNUhj1FoE1RWSLD0EFZoi3pGgwGUJT1od0e7Y1EX+VzrkRCwSBgQlFUVITh40YRG3esQaw2KKRcg16Yj2/3ypRt2QxbMbLZwEEib6Q26QHdL1uhQcG8z7+qJ2QAEBMRgdamZqJlOlps0dXNFWuWLMOX7/4XHp6eoCRUr3gi4mIREx4puC4vTy90EeaQ2YItQVkhue/ZUJB6eUNBGvOmDK1GA29PL0HX4e7uDoOe/Vv61UBoNUWXTi/aFzIAyByUiZaKGkFcF3uKQJtCIavEkExxdleyhT3aG4m+yudcoTtw09LScPSXg8TGHWsQqw0Kyp9A/qy/vz+0LCZktmJks4GDRN5IbdIDgM72DoTwlEoCrnIdMgD45ddfsPfMEXy7aRvv9WbztWadVgs3d3dea85sTbd7HVtQCFc3N+h0OkTExqC+qgb6y0uJbh7uWPzGy704ZJPvvA333nonsrKyWF8jE06ePIlvTv2BITeO5XSe+TXqtFrUyCp6jG3/+dK/2JnDWuGQ8Vn3N8+nVquFO8N9rCwphVd9B/4x7y5eeQOA4uJifPbjNxh+yyTOORODL8G2LhKgaRo/vr8F6//9umg8MgBY+85b8EpPQFRCHK/zHcEha29pRf43P+PVZS+IkhuZTIY5c+bgxMmTSB44gJV5sxhtwLwOrob1QuIrPXcBkWoJ/jZzFq+4f/31V8z/xwI01Nax4q7aipVt37b1PGAqa8HSJfjgpTdQXlTSy/DcWry24jr69Q9YOPU23juAaZrGv15ajty5t6K5UcH62nk/Jyy0LaZcfbJynclzXAc3997PgZjkJJv3wBpO/LAfM4aOweDBgy0ec82aiwPdn59vmDwJN/39Tt6CcyQFYdmabveq99vvERASjBaFAi2NTbAlGnhwyy48fd9DCAsL4xSbOQoLC7H1l30YNm2ioGtskSsw57EHAXSLQHa0tgoWnxTTBL7k7HnEd0kx87bbOZVnisrKSrxd7ROYAAAgAElEQVT75VaMuONm3mXYitNZyjOHTqPF75t3Yc0rrxIrkwl/HD6MHwpOIIfjC4MjUXDsFPq7BeD2GTNsH8wDubm5mDlzJmQNNVC7UTi87yenENe0p+hn0amzSHHxx4xbb+V1fm1tLdZv/hijZrM739a1kRRGJSnka6m+33d8g8fm34PISP6rLOvfexteGQlY/egzogtisxXJNebK2nNcaDs9tH0Pltx9n9XcXbPCsAAQGRmJ+qoa3HzXbN7rzSTXmm1xpBjrNeE82RIN1Ko1MKi1CAmxrtDNBp6enujiwSEzv0a9Tt9LBJKE+KSY/B+tWgMfgaK6UqkUeg2Z5V7S/BWx+UMkOHhsMDAjA62VwpYt7Y2msioMFvjl2hpOnz6NRx99FN5e3pg8Z6bTcBHtyZHUaXWQSvlrCHp7e0OnYq9fKYQLxfU4kkK+lurTqdSCRcXjI2PQ0tjE6dpJiwVbypW157iQdtql10PT3onQ0FDW55jjqp+Q+fr6IjwyArs++JT3ejPJtWZbHCnGek04T7ZEA5saGxEbFUVkOcTLywtaNXdhXfNrdHVz7SUCSUJ8Ukz+j1alga+3D+fyTNE9ISMjGUKavyI2f0ir0Qo2tmcDPz8/JETGoN5B3ppc0d7SCldtF+Li+C2xskF2djY2btwIL6knvv7vFqfhItqTI6lTaRDg58/7fG9vb+g0GtYG0UK4UFyPIynky1SfwWCATqOBl5cwDm1cTAw65E2crp20WLClXFl7jgtppy1yBSJCQgXx7676JUsAWPXmarzz/nuoLquwuMbcs35fKuvhaxk1qgB2vCU2fAA+HLLS84UwGLpAG2i4Sz0QFh2FuktVjOecO3oCmb7hmDZV+FKZSqXC0pUrMPHeOayOZ+K8xSYnceIGsIUl/gMX7omlY098vx935I1HZiZ/D1S9Xo97Fz2Mw4cPo0wgT8eeHDJSvCp1YSUW/fNB3jGyxeHDh/H9FbJsWfDnSaR6BOG26dNFq0Mmk2Hu3Lk4efIkYlKS8M8X2fU1Um2Mbb808nmE9F9LOPbdz5g7fgoGDBjAOX4jXnz9VaTdPA4+/rbdTqzpgDGN80KunW0e2YCpPh9/P1z47gBeefY57kkzgVwux8p3NyBtXC6r+1lXWYXXHngc5YUlgMmcxF3qAUNXV6/nrXnct94zDxuXvgK1UgWplyfmPfkotqx5C2qlCpSEgkQiQb+MAX04ZEzPcSHtr/DEGaS4+tvs39c0hwwAfv/9d/x88SwGjx/V6+9MfK6AkKAevtboadx4Ylz4YVzAZV376Dc/YP6NtyAtLY1XXaagaRpLnl+KCffMZqf67QTmsCRiOLrnB/xj2u2CdaIio6Mxad5MTL9nnsPywRUk8ldRVAI/hRp3z50nUpR/obW1FS+tfQPj7r5TNBkJUji08xs8OPPvSExMFL2urTt2oNEHeHvZCrsaOwvlS5GI4/ed3+DROQsQE8P/peWtD96De2oMIuNjeZ3PxgTdkeOkJdRVVkFTeAmP/vMBQeXQNI3nXn0Fg6ZPZDWpNcKUS7Zv8w6oO1WITIjtxfWyxaP7ZNU65IwbjSVrVmDdk8tx7uhxi6LXJPHndz/jb2MmYeDAgVaPu6Y5ZAAQHx8PZUNTn78z8blsaVRZAxd+GBewXdc2GAzoaGhCbCy/QcQcFEXB19u7l9E0iTjFBIkYSHAoAKCxvh7jb7/litIWI5E/tVIFfx9hPqps4e/vj7jwSDRUCROJFRsdrW2QqHWIj4+3S32RYWHoaGklyl9iA6H1CY2DpmmoWtoRHMxfCwoAIkJD0dHCX79SbA0tsdDe3IKIEP4cKCMoikJaUj/O/dKUS9aiaIJGre7D9bLFo6MNNJasWQG/oEAsWbOC9fNLCAwGAzrq5YLpCNfEhCwyMhL6DhU0ZnwoJj6XLY0qa+DCD+MCtuvazY1yhAUGEZlMGBHg5wdVp21NGS5xigkSMWiVSsG2UwAQHRuDfZt3XFHaYiTyp1Gq4E8gf2wxdFA26kor7FYfH1RdLEfOwExRZUBMEREeDnVzO1H+EhsIrU9oHJ1t7fDz9hHstBETEYV2BX/9SrE1tMRCh6IFMZFRRMrKSB0AxSVuEzJTLllAcBA8pNI+XC9bPDpKQmHdk8vR1tSMdU8uh9RLfD6roq4BEYHB8PMT9iJ6TUzIXFxckJrUD/WXqnv9vZeh62WD6/LCbtPrsgt/GYcbPbXu6D8UT82Yh/wjx3r9u+4yqdi0PA8vT7Q1t2DWgDxsX/8uFixdwjt+tqar9ZXVGJgifKnSFEEBgVB1WvcDNeantKAQ29e/i7mZo4mbw5rfgzoLRG5LubJ0vvnfq2XloPUGwaRWAFj02GM49vMBi/eN7TWJAWPdt6fkYHZ6Hu5IycFTM+ZhwdIlgg1+dUo1/P35k6q5IiM9HS2VNYIFQcVEU0UVsjIG2a2+sLAw1JaWQ6vRYtPr6zArfQS2rn0HpQWFjG3NvN8sWLqEsX2YnsfUfoUaSVs7n01/aZE3ISZCuCh2VFQU1E1trI6tq6zC4qmzMCMxG9MTs7F4yizces88bF37DmYNyMOmlWvR2d7B+Jzg2sfEHjPUzW2C5C5M0b9/f7RVN3DaBf3UhlWQenlh8+q3oKhrQGdHO8ouFFltI8s/3tDr30+sfQ3njh7H/CHjcfbwnwiJjGCVLyG5rS2rxOB04f37muCQAcAff/yBHwtPYcjEMZzr4aP94giewJE93+PuydORmkrujWv311+jlG5H/2zLjc0e1yq0Dracld+++R/mzZ+Pl59ZJjjmvfu+w3mVHANymFXZHcklIamtZw5SHDwueH3dGoTlDkJoVITd6mQLVacSx3bsxcrnXxS0A4sLDAYDYuJiMXHO7Zhx312cOa1s2oe92y+b+s4dPoac4DjcNImdILMlaDQa/GvFi5hwz99schOZNLQ6Wlvh4+/HS1fLVl1i5dxgMODXjz/HqudfgocHf9kQU6x56//gl52MiFj2fD6S18ilLCH1/vb5Hiyau5AVXeia55ABQHJyMtpqGni9RfPRfrE3T0Cv00HZ2ISEhASi5QYHBkLVYf0LmT2uVWgdbDkrFUUlCA4MJBJzoH8ANFZMdh3JJSGprWcOUku+XJAzMAu1Zc65bFlTVoHM1AF2m4wB3T6+jfUNyJkwhhenlU37sHf7ZVNfe70CiQTGQA8PD0SGhKJFrmAVl7mGllqp4q2rZasusXLe3ChHRHAIsckYAAzNzELtRW79kuQ1cimLb71tTc1w1wPR0dG84zTimpmQhYaGwsfVHW08fC35aL/YmydQV1mN5PhEop0J6DaK1XVYJ0Xa41qF1sGWsxKdmICQAP5eZKbozp1l/p0juSQktfVMQdM01O2dCAgIIBQpO6QPGIDWylq71skW8opqZGVY33klBlJSUrDvsx28OK1s2oe926+t+rr0eijlzcQ2NaUmJqOxynabYtLQknp58tbVslWXWDlvrK5DaiI/uyRLyByUiebyak7LliSvkUtZfOutLC5FXvYQIvzQa2ZCRlEUBqcPQnVZZa+/s+GHma9ZP7LyBWxf/65VfpgQngBTXObr2ea/Fx47hex08oO+v78/tJdJ/aZ1Lp46C4unzMId/YdCq9Fi/+69rHlbXK8VsMxxMY+F7fmW+AizHrlPkDmsKQIDA6Fpt/x1kU0b4cprsHa86W9arRb7d+1F2YVuzmR5YTGve2cOVacS3p6ecHd3Z3U8KURFRcHdQKGtucWu9dqCXqdDZ50cKSkpdq/7/fffR/4fR3txZE3bmrV7bGybltqH6TFC+IZc2pmt+hR1DYgJj4RUKuUcBxP6JSaivV5u87inNqyCT4A/tqzZiM1rNsLH3w/LP97Q528kOLXWOLKLp8zC9MRsTE/Iwp1puYy8P2voqJejH2FJlsDAQMSFhffhb1uD6TXu37UXWq2W8zhki9cshP9oCpqmoSitRHYmGfeNa4ZDBgAlJSX4+NsvMdLEX9BZ+WFc/NG+/WQ7vv9sB86dOSt4u7c52tra8NLaNzBh4WzOOmskPdysnUNS8+3kTwdxS/YI5OTk8DrfFGq1Gs+++jJuuHcOKIriVQbX3JDSP+Lbxhura9FyugRPPPwor+sVgi92f4UyWom0IfwFfUmjpqwC2uJqLLpffJFccxgMBix79WVkzZjEqAXlDHpYJGM489sR5EX1w403cPPetYT29na8sHolxi+cbbfdsXzRzWOTY8q8O7Fv806oOjsRlRDHmhdqMBiwf9MOvPzks4J3Cprj8JEj2HfmKIZNmcD5XL7tg5S/qC3Ia+tR9dtJPP/Uv1iP8dc5ZJeRmJgIfWsn1Mq/lpGclR/GxR8tb/INaKyrJz4ZA7qtp2idHjqtjrPOmpgaSGJpvmk7lAgi9IVMKpVC6u4uSAeHa25I6R/xbePtLa2ICBFmas8XGakD0FJV55C6LaG+vEqUL9dsIJFIMDh9EGoscOucQQ+LZAwtl2qRnsZfnd8cvr6+iAgKQVN9I7EyxYLsQhFaLnPWWhVNUKtUnHihTfWNCCcg28CE7KwsdNY09pGdYgO+7YPL81NIu6soKMK4vBG8X7jNcU1NyFxdXZGVloGq0vKevzkrP4yLP9ru9zYhWaQlEYqiEBoUjM62Ns46a2JqIIml+aZp70QgIVI/AESGhfPiLRrBNTek9I/4tvGOllZEhYezuzjCSEpKgrKhCTotGVN3oaBpGq1VdUjt399hMWSmZ0BRwbxc5Ax6WKRiaGtqhictISbZYMSg1AGoK79EtEwxkDQgFQGXOWv+wUGQenpy4oXWVVQhMy1dlNg8PT2RkzEI5RdKOJ/Lt31weX7ybXc6jRatFTUYnD2Y87mWcE0tWQLA+fPnsfXXfci79SYA/LzBevlRJiUCFFBVyuxHyQa2vNCs+VzKLhQhJCwMu3Z+gby8PE71ssXra/6Ddz/8AFWlZT0eYDHJSVZ9OI0xvvbA46goLOnxsVz2/lqb/mxsrj//yDGsuGcR1EoV3KVShEZFoL6qWpAPn16nw4FNO/HmK68RW6LYuesrXHLVICUzg9N5TL6g/Rj8Uy2eJ9Cnkq+n27HvfsaccZORni7O4G4LGz98Hy79IhCdlOCQ+k3zFt8/GVOnTMH/vbGG2Bs0V+h0Oix79RUMnXUzvHx6C0aT9kjlAz4xMPWNyLhYvLTsOdx7z71E4ysvL8c7X2zB6Fm39qqfzbjGFqT8Y1+7/3GUFxb3/oGikJCWgmXvWY9PbFuvsrIyvL3jM4z52wybfcGW3zNg/dnQpwyGZ7SxDKOvpU6rhZu7u0WfaiZczC9AYIsWC+ffzSkX17yXpSm0Wi2WvvoyRsydDg+Bas4AmbVoIWU0NTSi/NdjeOHpZ0Qb9FPTUtFvWDbuee4JzvE5OwfAFM2NClQdPIFlTzwlqBxT/P777/i5NB+Dx43kdJ4z8Hv44ODWXXj63ocQFuaYZcvfDh3Cr6X5fXxr7QXT+7Zp5ToUHT6BkuJi2yeKiB1ffoEKSo20HOfh1glBj0bat993+w7LFYiKikJ7gwInT54kWpeRh5d9203w9vPtqd9cd0yIxpgYultc9AU729pxatf3WPn8S6Jx5Wiaxuvr3kTIsAE2NclIj/1seLVc9RhpmsZv2/fgwVnzOOstXueQmcDd3R3ZaRm4dLGMSHkk1qKFlFFVLMOIwUNEfQMvk5VhcN5wXvE5OwfAFO3NzYgkvNwWEREBTTM7xW9TOAO/hyt0Wh30SrUoXEa2SElORlt1vcPqN71vGdmZqCgvd1gsRgwdPARyE5rGlY4ejTQT3+EbJkzA+fPniddl5OFVlf71vGDSHbOXVhbbsrjoC1bLyjE4fZCoGxcoisLEUWNQmc+NH0xi7GfDq+Wqx9hQVYNAdy8kJSXZvB4uuOYmZAAwNHswGksrbR/IAiTWovmWQdM0msouIYvQlltLSE9Px+H//cTrGp2ZA2COtqZWRIWSn5B1Kpo5CxI7A7+HK1oVTYgKC7epbC4mwsPD4W6g0NHKfRJMAsb7puzowB97f0RWlrh9kw0SEhLgRbtAUd/g6FCIoEcj7bLvcFhUBOorqpCdzeyIIRTZAwdBUf6X3AKT7pi9tLLYlsVFX1BRVoXsgeLbemVnZ0Pb0Gyzb5Ie+9nwarnqMZbnX8DE0WOJfwi5JidkKSkp0DW3Q9nRyVq3iau+FRfYKsNSHPKaOoR4+4u+PLR161YUnDzD6RqNMcsu68DM4ehvuWDpkh6tt61r30FnRwcvzRgmnzlLWjbqljZERpC13vH29oa3hyc629otxmfLF5W0Lyib+vmgRa5AXJRwtWohoCgKGSlpnHSP+MKaltH8weNQcVGGzz//XPQ4bEEikWB83kiUnyt0dChEYMxxeWEx8o8cQ92lahw7dgzbtm0Tpb5+/frB0KqEsr2jp342GmN8/XfZ+IhaKp+NfpwplO0d6GrtRHIyWUFYJri7u2N83khcPGP9S2ZPPjJHY/v6d/v4ry5YuqS3T2hHh9XcaDVa/LRjN2anj8Cm19dBq9H2Kmv7+ndx8WwBThw4hLKCIsY6TdHe0gp9YysGi/ACcM1xyIzY+dWXKIMSH73yBhHdJjFhKY5TvxzCuH4ZGDd2nOgxPPfqKxg0fWIPj8IWSHpPCtEZ48L3OLR9D5bcfR/xnVoffroJmih/xKX05Ro4uo2RrP/kz79hSsZQ5ObmEo6SG06dOoXdfx7EUB66R1xgLXfnDh/DkKBYTL7pJlFjYIvOzk4sf+M1jPz7DHgQEk51Blw4cQaxXR6YO2u2qPXs/OpLlEPFiYcnlD9ri9dEou8WnjyLeIMUs2feyek8vmhra8NLb67CyLm226E1/2FbYzpbfVE+OqSnfv0dedH9cNMkfn37OoeMAcOG5EB+sZyYbpOYYIqjS69Hc0W16MuVRkRHRKJV0cT6eJLek0J0xtjyPbq6uqBu70BISAinONkgOT4RLRa0jBzdxkjWT9K2RggSExPRXtfIy7eWC6zlrq22Ecl2NFe3BW9vbwzLyETZeefnIrKFwWBA/YWLGDOC24YZPhiSlQ25zD6ejGx5TST6rry0AjkEZRtswc/PD8MHZqM0/4LNYy1dH5sxna2+KFcdUo1KhdayKowUqc1dsxOy+Ph4eNEuiEvpR0S3SUwwxVFTXonk6Di7eQYmRsegudG20a4RJL0nheiMseV7tCmaER4UCjc3N05xskFsTAw6G5m1yBzdxkjVr9PqoGvvRLiDNMhMERAQAD9PL0H6b2xgKXc6rQ7qpjanmJyaYvyYsag9X8zJV9CZUXVRhvjgCMTEiC/VkZiYCA8dzcps3Aih/FlbvCahfbdV0QR3rUE0qQtLmDBmLOoLLqJLr7d6nKXrYzOms9UX5apDWnL6PEYMzoGPjw/BjPyFa3ZCRlEURuUMx4x75lvk6tiLx2MLTHHUFJViRM4wu8UQHRUNVVMr6+OF5s70fCYfPi7lsOF7NDfKER8tzsAeHR0NpaKF8UHo6DZGqn5FXT3iomMcSug3xYB+/dFQVSNqHZZyJ6+tQ0JMjN39PG0hMjISKVFxqCwudXQogkHTNCrPXMCkcePtUp9EIsGonGGoLLzI+hy+fYstD0xo3624UIJROcPsbgsVHh6OjIR+kBVYl4Ox5j9sa0w3P3f5xxtYeRlbOg7oFoJtKCzFhDHiUYSuWQ4ZAJw8eRI3T78VisZG3qJzpAUV2ZSt6lTi2I5v8eqyF+w26Dc0NOA/H72DsX+/nVOsjgLb2IzHlZ4vRP+UFHz77bfEtzIDwLMvPo+tW7ehqrSMl5ikPXPNR/gy/48/MTQkHjdNmiRKTFxx+vRp7Dp6QHQeGROcLRemKCkpwftfbceYv01ntUOMj2izPVB/qRp1R85i2RNP221C0djYiJXv/B/G3TXT6b0tbcFgMODAZ19i6UOLERoaavf6Kysrsf6zjzD277ejoarG4e2JDQpPnEGk1hXz58wVVM51DpkFPPTQQ8jLzcV/vvoMI2+ehNWLnsHqRc9g5M2TsO3Mbz1/MwebY/iCTdnlhSUYNijbrm/gISEhMKi00Ko1nGJ1FNjGZjzu8X+/gBkzZmDuXGGdzRJ2bd+JtuYWzHvyEcx/8hF0tLZxypc9c7160TPoaGnlFGtHvQJJdl76sIb4+Hi78MiY0F4nRz8RJvUkkJycjHAvP1Sz5EMxtTtn6Peyk/mYOuFGu06MQkNDkRAWiZoyMpJJjkRNWSUSwiIdMhkDgLi4OCSFRqKi6KJTtCdb6NLrUXuuGBNF/iJ7TU/ITp8+jaefeBLy8ks9BD42REkxidi2yqZpGo3FMuQOtd9yJdD9yT4uOhpNjX+R0x1NSLcGLsbmU+fPgq5DiaeffhqnT58WJZ6ysjK0N7fwFpO0Z665Cl/qdTqoFC1OxZkKCAiAj7sU7S3sl9lJoEuvh6qp1S68Jj6gKApTb7gRZSfzWU1Wmdqdo/u9oq4e7iq9aLpj1jAmdwSqeXgyOhuqLxRj9HBxrPbYYsrESag8dd7h7YkNZAXFSI9PIr4D3xzX9IQsOzsbBw8eREeNHLs/+BRJA1JZESXFJGLbKlteW48AN0/ExcURq5Mt+sXGo6nuL3FJRxPSrYGLsflX722Cj9QLH330kWiDfFZWFrx8vLHr/U94iUnaM9dchS8bqmqQFBsPDw8P0WLiCoqikJqUgsbqWrvW21TfiJjwSKfKhTnS09MR6CJlpTnH1O4c3e8vHj+LKeMnOoSvmJGRAa28pUeT7EqEsr0DWnkrBg4c6NA4kpKSEOUXhOikBKd9jgDdO/CrzhRg8g03il7XNc0hk8lkmDt3Lk6ePInIhDgs/3gDAHSbtBaVgAIQz2DM6kgO2YmfDmJiahbGjB5DpD4u2LdvH+57+EE01NRaNGIHHM8vAbhxyP5932LUyCowZMgQbNu2TRQOmUwmw5hxY1FT3U00J8kh6+HB9Rjl6uDmzt6Q3Bz5R47h5YWPQqtWAwCikxLw4qaNFss4ffAwxsan2UUPjwv+/PNPfHf2KHIm2S+u83+exEDvUNxy8zS71ckHZ8+exZYf92LUzJsZuWTmbcpourxg6RJ88NIbVsdHMaGob4Ds5yN44eln4erqapc6zbHnm29Q0NmIgSMYaUC8wGa84vvcyT9yDCvuWQS1UgWplyfmP/Eopg0bjdumTycWP18UFhZizX/fx4Hvf0SZE3DImHKsbO+AW00LHr7vfiJ1XDcXt4Hq6mq8uel9jJt3ByiKcrhYpyXoNFr8tuUrrHh6mWjbbq1h6NCh8Aryx6L1r+K7z3Yw5sVZc2cNJ386iKmDhmP48OGi1rP/wH78VlmE7LEjiJZrLiSZf+QYBuUNQ4tCgdHTbBvlWiqP7T08uG03Hr/7PkRFRZG4HGKor6/H6o/f7bURRWz8+e1PmDthCtLT0+1WJx8YDAasWr8WQUNSEZXQ92u7NVFOR/bvI9/8gFuHjUGeA8WHGxoa8Pq7GzB2/h3EvtKxySvf3M9Oz8PA3KFYsmYF3nzieeT/fhSXLl1yCokamqbxxvq1CMhOQVRivKPD6ZPj37/7ETP+dice+ttdxF7Ur5P6bSAqKgoRvoE9divOuqZdXlSC7P7pDpmMAUB+fj5GjBwJvU7vEH6dWOhobLLLEnBaahpaK2uJE83NhSQ1KnWP6bJQUV5b57c1t8DDQInOreCD0NBQUBo91EqlXeqjaRodDXKH0Am4QiKR4JYbb0LpsTOM7dGaKKej+re8th4uHWoMzcmxW51MCAsLQ2J4FKpl5cTKFJO7rFaqsGTNCvgFBWL2I/dBp9M5xWQM6KYW3DxxEmQnzjlkA445zHNcVlCImIAQu2m1XZ+QobtRjMsbicrLuiiO5kgwgaZp1BeWYnQe2a8rXJCdnY2K4ouoLi13CL9ODKiVSkCtE90PFOjW3/F180CLnL3jARuYC0l6eEq7BSXT2BnlWiqPzT2sKi1HTkYmcZNdEpBIJOgXnwB5Tb1d6mtrakaAt5/DXpi4YuDAgQh29URNWd8dl9ZEOR3Vv4v/PIVbJk522FKlKcaPHI3q89Z1tLhATO6y1MsT655cjramZnzw4kp4enoSi5sEMjIy4AdX0XUD2cA0x99+sh0hEeGYOnGS3ca36xOyy8jMzISqVg5Vp9Ki2aslk1hbJrIkDJybGhrhRbuIwm9ii23btiH/zFk8M2shtq9/FzIGA1ZbxrAkzazZwFZ9DdW16J+YZJft8xRFIWdgJmoY3qzN48w/cox1nsyFJPU6Pc4dPY6yC9aNhW2VZ+kemqKlohqDMjI4lW9P9E9MQlOd9QmZMfe2zJxtQV5bj/6Jzil3wQSKojB98lSUHjvb5+uENVFORwgZN1TVwFNtQM6QIXapzxbS09Mh6dTaVO7nYjC+f9dezEofgU9eXwetVtvnWL65f2TlCzhx4BDmDxkP2YVivPfee+wu0k6QSCSYOmEiyk6ec1gMxvtUWlCI7evfxdzM0Tiwey8WLPwHUlJS7BbH9QnZZUilUuRmDUZZQREi4mKwes8WfFV8HKv3bMEnK9dZ1UmxpaNCQmel/FwhxuWNdOiXiKSkJPzyyy8Ii4zAnMcexLazh/pcjzF3SelpmPPYg9hudoy9NWds1aeoqUdqUrKoMZhiUMZANJX3HZTN41xxzyLWeTLmfFfJCewoOIJdFy//t+QEVu/Zwpkga+seGqFs74ChXYWEhARO5dsT8XHx6Giw/kXSmPvEAf0xMHcoEtL682qbrXWN6BefICBa+yMtLQ1R3v64VNJbvd98DDS2IUt/FxM0TaPkz9O4ddJkp3GCcHFxwYS8USg7a92Tke14FxEXA3cPdyx8dgl2FBzG+Num9TmWb+6/+XgLFjyzBM+9uw733Xcf3nrrLXYXaUdkZWXBTaWDwsbLk1gw3qftZw9hzmMPIjE9DbPvW4j5s/9m12fu9QmZCVWTWvgAACAASURBVEYOz0NDkazP26KttXuhv9uCVq1BW0Uthg5xLHcC6OZPNNbWYfxt03jxHezNQbFVX2ed3K6CprGxsfDQo49RO1eTW3vAVu4qi2XIGZjpFEtIlhAd3W35Zc2/ka2Zsy3Yi4tIEhRF4dbJUyE7ng+DweDocBhRW3EJfrQrsrKyHB1KLwwfNgwt5dW9xLLNwWW8E2tslF0owqTZt0NZ04AVK1aIprUoBC4uLpg87gZcPJHvkPqZuGN+cLP75pzrEzITREVFIdIvuM+nYltr90J/t4WKohIMTstwCm4KRVGIT0jAl+/+lxffwd4cFGv1qTqVoJUau+4OlEgkyM0egkvFMqtx2jK5tQds3StFWSWGZNlfnJMLPDw8EBkSanVpia2ZszVo1GoYlBq7cBFJo1+/fkgMCkP5BXKcKFKgaRqlf57B9JumOJ1dka+vL4ZlZEJ2vtDiMVzGO7HGxqQBqdjy5tvITE7Fp59+6hBBXTYYmpMDQ1N7n5dVe8A896FRkZg6YaLd29x12QszHDt2DF8fP4ThN0/s+Zsl/ZeevxcUwtXNsu6T+flM+l2WPj/TNI1Dn3+NB2fNcyh/zBR79uzBw0seQ0NNjW3NnIJCSFxcoNVoQIFCeFw0muoboVVrIPXyxPKPN2BQnniuA9a0e8ouFMNPocLCeXeJVj8TqqursfbTDzF27m2ov1TN2Ia4tBFzkNLJs1ZOe0sr8r/5Ga8ue8HpHpTm+HL3LpShE6mDMxl/t6S5xSVvNeWV0BVX49F/PkAydLuhoqKix1uQxLIgqTZYdbEMnQXlePLRxU65caS6uhpr/vsexs27o08/qKusYtS0BMDoFQuIo+FYU16Jl+Y/gKYGObKzs0XTWiSBX/b/ioOl55Fz41jG38XSazM9Jy6lH26eOhVrV74hytf/6zpkHKDRaLD89X8jZ+ZUePla/yLFVxeGy3mNNXWo+eM0nnviaacZkFpaWvDyutWYsHCWzZiemjEPTQ1yTJl3JwBg+/p3ERASgnd+2e1wnbLjPxzAtKxc0fXHzEHTNFauXY2IEVlY9dCTxHWd7KEVde7wcWT4hGH6LbcQLVcMnDp1CruP/Yahk8eLVse5w8cxJCgGk2+6SbQ6xMb7//0YHSFeSMkUvkxDog3SNI2D2/fg/jvmoH///oJjEgvr39kI9/4xiEnuTX2wpuXW1NCIKfNmAQD+t+ULBIWFiDYOVl0sg7roEh5/+FFRyicJlUqFF954DUMtPH/F1Gsz4tj3v+KmjByMHjVa8PUw4boOGQd4eHhg5OBhVj9DG8F3zZ/LeRXnCjE+b5TTTMaAbp/AMP8ANNU32DxWdqEILSa+iHqdHi1yhcN1ymiaRlt1vUMGeoqiMHpYLi5dKBGFNyI2T4+macgvVmD4UHJK5WIiJiYGnY3iLoN0ypuREO94YUshmHbTZFSdPo8uvV5wWSTaYGXxRcT6B9t1lxsf3DB6LCrz+z4vrPFouXjFCkVlfiEmjmb+4uRs8PT0xLhheSg5zbzjUmyv6Y7WNqhr5RhmZ69oI65PyBgwIjcXjcXlNkmufNf82Z6nUanQUdWAIYMHc74GsTE4fSBqyyptHpc0IBUBJr6Irm6uCAgJdrhOmaKuAeEBgQgICHBI/dlZ2WipqEFiWn/ivBGxeXr1VdWI8AtEREQE0XLFQkhICCS6LtEEYo2CsNHR0aKUby9ER0djUEIKLuZb3znIBkLboMFgQPmJc7jlpilO9TLKhPT0dLipdGhukPf6uzUeLRevWCFobpDDValFhhNL05hj9MhRUJRUQKfR9vlNbK/pi2fOY0LeKId50V6fkDEgPDwcCaERqJH1FUw01ZXRarTYv3sv5maNwf7de9HZ3oHpidmYkZiNxVNnWdWcYaMnU1ZQjKEDM+Hl5UX0+kggLTUN5acL+mjsmOvuLFi6BD7+fti8ZiO2rNmIiLhY+Pj72V3HyBy1ZRXIHuC4QcrPzw8ZScmY89iDvLSFrOkbWWtfTOdx1YarKriI0cPz+F24A0BRFJLi4iGvtf1Flw/am1vg7+3rFJtuhGLqpJtQc+YC9DqdoHKE6pVVFJYgMTjcablOpnBxccENo8ZAduZ87+eDVov9u/Yyarn5BPhj85qN2Lz6Lchr66Ds6MTiKbOI6zPKzhbghlFjnEYuhA0CAgIwJG0gZAV9v2yx0Uh8asMq7N+9F7PTR2DT6+ug1fTVdGOCVq1Bc2klRjpQfP06h8wCTp8+jZ2//Yi86ZN7/d06L+AvrtT/tuxEUFgob14ATdM4uHUXHrvrXsTGxgq+HtIwGAyIiYvF+NkzcMf9C3pyAeCK8LL8bfseLPr7QofmtrCwEJu+24VRM7kbUZPkLwLs75lGpcKRbd9gxbPPOZ3itzX89MvPOFonQ+Yo8h6IsvOFCG7rwvw5c4mX7Qh8smUzGj2B1BzmTRBiw2Aw4ODWXXj07wvtZlkjFEqlEi+seg17du3C6Fsms+pLpn3xoRtmAKCIcmvVSiWObP8WK55Z5pQv9dZQVVWFtZ98gLF/v51x05Ct8Y/P+Fh44iyi9W74++y/Eb8eU1znkPFARkYGulo60N7S2uvv1ngBplypZoG8gPpL1Qjz9kdMjGNc721BIpGgsb4BGcNzeuXiSvCybGtugZuednhu+/fvDze13qbaNxNI8he5lFVWUIxhmdlX1GQMAOJj46CUN4tSdmu9/IoThLWGyRNvRE1+oeCvZHxRUViCpNBIpxYcNoeXlxdGDh6KsgvFvHTHmuUK4tza0vwLGDk454qbjAHdvM/YoDDUWKDFkNb+NBgMqLtQgrEjRxG7Bj64PiGzADc3N4wZmosyM3K/NV6AKVcqUCAvoPJ8EcaPcC4yvznS09Px89Yve+XiSvCyrLpYhqEDsxyeW4lEgnG5I1HGQAi2BZL8RbZl0TSN+gsXMXI4+a9MYiM6Ohqdjc2iiJ92ypuc8is2X0RERCCzXypKbajQiwGDwYDKU+dx86TJDu+fXDFm1CiEhofhm03bOOuOBYYEE+XWdun1aLhQijEOnmAIwYSRo1F1jnkiRVr7s7a8EjGBIQ5/Sb8+IbOC3GHDIS+u6KXybcqN2L97L7QabQ+fzMNL2sOV8gnwt+mBCZhwei776N2ekoMnbp2LugsXnU6Z2hw7d+5E4ckzmJv5F0fCEnekrrIKi6fOwozEbExPzMbiKX9x7Pj6OPI9r6msCtmZjlmOMUe32ncVI4HVCCaOF1+ODpNPq1ajxabX12F2+gjs373XYlm15ZWI8At2+KDFB15eXgjyC0BbE5mvZH/126H4ZN3bUIq0YcBRmDzxRtScKyKy45ILKotLER8cfkV9HTMiNDQUjyxahAMMvDEmmPZFnwB/m9xaLuNdZXEp+scmXJFCxUZkZGSAblMy9llb45/x9zmXuWZMvsumuHSuCBNGjhHlOrjgOofMBt758H10xQUjPrXv1msS69jGYw59+z0CQoLRolAgJXMgSo6eQkmx8ylnm2PHl1+gQqJG2hDrExxr2jvmedq+/l3MeexBm+v/fM5ra2pGwXcHsGLp804jaPrZtm2o9zQgdfAgxt/F1BXjUvaRb37AzJE3YIiTGDxzxdYdO9DgTaPfwAGCyzLmbdjEsdj31iY01NTi6NGjBKJ0Hnz4yX/RFiRFSqZ9Nr8YdccemDnX6aUuLKG4uBgf7tmB0bNuJf6Fj+14R9M0Du38BvfNmO3U+m1s8MOPP+JobSmyx43kdT6b8c0ocr3i2eftYgN3nUMmAGNHjELNhYuMv5FYx+7x0Su67KNXWILkxH6orOi7w9MZMSQrGwqZbfkLa9o7fH0c+ZxXWVyK3KwhTjMZA4CxI0eirqCkj4eqEWLy8tiW3dbcAkNLBwYNYp40XglIiotDq5k0AV8Y89be0ooF8+c7pT+gUNw0YSKqzxbazeOyWlaBSJ8AJCcn26U+MZCSkgJ/iTsaq2uJl812vJPX1MGXcrtiJ7WmGDZ0KJpkl3h/qWUzvpWdL8SYoblO4cnrPE8lJ0VaWhrQrkZbc0uf30isY/f46KV2++hFJ8ZDdva80/qNmSMpKQkuar3NpSBr2jt8fRy5nkfTNBSllchxMl23uLg4RPoFobaceWIrJi+PbdmlZ85jQu5IuLm5Eavb3oiNjYWykcySpTFvrdX1+OP3P66Y/soFcXFxSAqNRGVxqV3qqzh9HpPH33DFccdMQVEUbhg1FuXnuPNCbYHteFeWfwE3jh53RefRiMDAQKTFJ6GyRGb7YAbYGt+6urqgKKnAcAcJwZrj+oTMBlxcXDBmWC7Kz1vRRLGxjm2NF2A8prywGOeOHselizKUXyzFtm3bRLsmkpBIJBiVMwwVF0qsHmfU3tmyZiM2r9kIH3+/Xro8pnla/vEGVvworufJa+oQ7OlrVzNxNqAoChNHj0XFGWYStVBNJ2tgU7ZWrUFLWRXycq8c7TEmhIeHQ9veCZ1W+O5BY97eeGIZDhw4cMX0V66YNP4GXDp7weLXW1JorKmDl55Cerpw2yZHY8jgwdDUKdDZ1k60XDbjnbK9A5o6hVOKifPFmNwRqLWwSmULtsa3mrIKJEbGICQkhESognGdQ8YCCoUC/96wFuPungkXFxdBZuHWoOzoxPGde/HvpcsdphTMB/X19Vj1/kaMm9/XYNccpEyH+eDEzwdxQ0omxo5xPhuRrq7/b++8w+Oqjj78jnu3bMtyk2y5SO6y3Bsu9Bp6CyUhISSkQEhCIPkIhJBCIECAFErogTi0hA6B0Evoxca9yV2S1S3L3fP9MWfta3lVVlppd7XnfR490pZ79+zRLXNmfjOzh2tv+B1ZRx1Cj969mvSzIv0fLP74czL2duCrZ5zZpONqDv741z/TNWcofTIaX1W/qnIrn/3rJa7/xbUtwhsRDuu7ejO9p4yib0bd52l9j63q7zvitBM5/6gTmTY18TJ4w/Hs88+zoHwTY2c2b5/cBe9+yJhufROix2x92bNnD1f97jrGnXQkXbp3i+q+P3j+FU6bfhjjm9GA9RqyRtKrVy+y0geyYeVqAG665EpmHHck8754mxnHHcmvv3nJAY9vuuTKBn1O3uJlTM2dkFDGGJjnIb1nKvlr1tX53upz19C5ipRdO3ZSvmYj43Pjc+XYunVrDj9kNqtq6OEWTSL5H+zZs4eCxSuY00SNdpubrMzBFOdHp2J/cX4BQzIGtVhjDMx7e/ScQ8n7fFG93l/fYyv4vomHzuLfdz3Qorw6M6ZNY/OyvGbNUt2zezebl+UxY1pie7Kr07p1a6bnTiJvcXST3LZXVbG9sDSuvLLeIKsnh0yZxsbFpqVoqAi9NlSVzctWM21S866oosXsqTNYt6j2sCU0fePrmlizbAXjskbStWvXZvm8hjB18hS2biikqnJrk35OJP+DtctWMqxvetyFeRvKoIyBbI2Sjqwkv5BhLaggbE3k5OSwN0yR7HDU99gKvm/o6JFsLiykXbt20R56zOjVqxejMoc0m/4OYO3yVYwYNDhuwm/RZPLEiRStWBPV0HnekhVMHJ0TVw4Qb5DVk1GjRrGnrJLK8ooGi9Bro3D9RlI7dU3YBsVjx45lx+bSOo2JWBWOzV+ykplxroHq2LEjh0yYwoovmtZLFkkh2PXzl3D47LlNOp7mJD09ncrNkXdGCEdVURkDMwZGZV/xTNu2bZkzZTqr6tF0vL7HVuh9leVbeOPRpxiXE981FxvCnBmHsGFh85Uu2rhwGXNntAxPdnX69etHr45doubdBihetZbJ4+OrhI83yOpJmzZtGNwvnStO/RorFy3hn7fdyVdzDolIhF4b6xYvZ/bUGQkb/mjfvj1D+qbvK1R46bFnHNAsN1TEsPrcRUOgXldz7OL8AjrtbcXQoUMb/VlNzexDDqF42Zp9hWIjbfxdH+qbJFCwbgM92nZsEenzIVJSUmjfqjVVWyobtZ+9e/eytagkYRdQkTJtylSKl6+pMyGivsdW6H3nT5zLxlV5PPbYY00x7JgybNgwOu1tRXGBGRHBc/nSY87g0mOj10y8uKCQjnukRZ2rQUSEqeMnsj7CbMuarp+V5RXItp1x17zeG2QRcNcddzB42FDmffE2Z//wYoaMGsFNTz/C2GmTuenpR/jXso+56elHIhap79y+gy3rCxgXJ9XjG8rf7rqLwUOG8PCnb1BZVk5lecVBOrt/zn/ngLmLhqC/Lt3K6vlLOGzGIXFVe6wmevTowfjho1npWnY1heau78D0eh2veZ8v5Og5hybsIiEcIsLQgZkU5Rc0aj/lxaWkdu+ZcD09G0pKSgpjhmaxdlnt2W71Pbb6DkznD089zI9/+0tefvnluLsxRoNWrVoxd9qMfSUwgudyZXkFlWXlUTuv875cwpxpMxLiGtdQxo3NoXT1+ojq4tV0/Vy7dAVTc+KrHiV4gywiFi5cyJGHH05ZcUlU9U9rl69kXPZIOnfuHJX9xYqFCxdy6oknUbh+00HNcqOhs6uJ2nQr26uq2Lq+gIkTJkbt85qaw2bPZtOXy9izZ0/MNHelm4tptWU7OQm+SAjH0IGZlBVsbtQ+ivMLkkI/FuSQqdMpWNqwelDhKCncTGdat0hjLMSkiZOoWLOJndt3HHAulxUVUxqlZuI7t++gYs0mJiXQNa4hpKam0qd7D4o25td7m5qun8Vx1D4viDfIIiA3N5f8NetZ/fniqOqfCpatZlqcFKZrDLm5uazPW8PqTxcc1Cw3Gjq7mqhNt7JywWKmjZ9Ap06dovZ5Tc2AAQMY1ncA65avipnmbuVnX3LkrDlxUb062gzMyKCq6OBCz5FQXljEkIGDojSixCArK4s223dTVhQdDd7ahcuYPXV6i/LAVqdz585MHDWWvCXLDziXU1J70SNKzcTzlixj/IgxdOnSJYojj08m5eSyaXXdnWFChLt+VpZX0HrnbgYOjD/9pzfIImDevHl8+MEH3HjZlbz7/MsH6SMaovfZUlaOVO1I6HYhIebNm8fbb7/N7Vf/hrbt2lFRWsYZI6fxz9vu5PvXX3OQtiSspiLQZL16A92adBc16Vb27N5N4eKVzE5AoesRcw5l3fzF/OT23zdanxjpcbm1YgtVGwuZMjkxM37rYsCAAWwtKq019FHXnG0rKkvIJuuNoVWrVsyaPC1sEehIj7Hdu3ZRmreBiXEmqm4KZkyZSsHSlQecy126d6NLSvd95/XXf35Zg7SiqkrBklXMbCH12+pizKjRlOZtOCDbct+xV+3ekb92fdh7w/oVeUwckxN34UrwBllEDBkyhI8++og77/0bP7jh2oP0EQ3R+6xZspzpuZNo3bp1Uw272RgyZAgffPABb7/zDiLCOT/6Lo8vfp+zf3gxz973yEHaknCaiswR2YyZOonBI7MPqvFWk+6iJt1K3pLljBw0hLS0tFhOS4PIysqiR5uOiEij9IkQ+XG54ouFzJ0ynQ4dOjR0+HFNhw4dSO3eg/Limstf1DZnu3buYueWrfTt27c5hhtXjM/NpWTVuoOM2UiPsY2r1zB8YCbdukW30Gc8kpmZSVdpR9t27fady7e/9Di3v/j4vvP6wetvbZBWtKSgkC7SlsGDBzfxt4gP0tLSSGnfidLN+3vSho696veOmy65Muy9oWTtBnJGjYnht6iZZjfIRCRDRF4XkcUislBEfuie7ykir4jIcve7R3OPrb5MnTCJgmWrD3o+Ur1PvPZWbCwTJ0ygYN0G5px0XL0aqwc1FcEm69W1Z5HoLlSVDQuWctisOU35VZuMUEHO1Z8vbPS+Ijkud27fQcmKNcycPqPRnxvPDB2USUlBzSn0tc1ZaeFmBvYb0CIWUZHSu3dvBvTsTcG6DQc8H+m1b9Py1UydELZYeYtDRJgzbTprF9VcAqOhWtE1C5cxZ1rLDvsGERHGjx5zQNgyNHfV7x3h5nDH9u3sLK2IWwM2Fh6y3cBPVHUkMA34voiMAn4GvKqqWcCr7nFcMmLECHaWVLC9quqA5yPV+5QUFJLSvlOLKboZol27dgwbNox/3PLXejVWD2oqQk3WM0dkHaQ9i0R3sSlvLWmduie0YDgnJ4dWW7Y3WrMTyXG5auESJo/KISUlpVGfGe8MzhhIeWFRja/XNmfFBYUMyUgu/ViQ6RMns3HZgeL+SI6xHdu3s62gJK4qpDc143PHU752I7t3hS8b0hCt6O5duyiL4+4jTcXI4SMo37A/Szo0d9XvHeHmMH/NOkYNzaJt27bNOeR60+wGmapuUtVP3d9bgMXAAOAk4EH3tgeBk5t7bPWlbdu2jB81hnXVaqJE2gR6/fLVTMud2CJXN48//jgL3v2Ar+bM4o2nnmfnjp21ar9CmopQk/XVi5cdVOOtuu6itvnN+3wRR89N7JINbdq04fCZs1jpvGQNrUkW7rgMt6+9e/eyaeFy5hwyqym/VlyQnp7OtlqE/bWdy1s3l5IZh4Lg5mLM6NGUr8tnz549+56L5Nq3fsVqcrJHxlWF9Kama9eu9O7cjR+dcDanOK3TqXVonepi3YrVjBo8NCnCvkEGDRrErrJKdmzbBuw/9vbdOxYt5Z+33cnKRUsOuk5uXrORsSPidyEQ0+biIpIJvAWMAdaqakrgtVJVrTVs2VzNxcOxdOlSHnjh38w49bgGba+qvPn3J/nZxZfQu3fvKI8uPnjyqX+zbHspD/z+j8w47kiO/9pZPP/Qo7z3wivc9PQjTfa5xfkFrHnzY37xkysSPqxUVVXFNTf8jilnncDV51wUtXm8/KRzD9rXJTdeC3mb+cG3L47ul4hDdu/ezU+vvZrZF5xOmwhXy6HztiW2qKkvt991B+2Hp9N/cOSewg+efYWz5x7NmDHxqeNpKnJyckgdnMG6vDxSevWirKiYQ044usHn8fvP/IevHnps0s0jwH1/f5CqPl0YNPzgQrjhrm03Pf0IqsobDz7O1Zf+hB49YqeIisvm4iLSBXgSuExVKyLY7tsi8rGIfLx5c+NqCTWGYcOGsbeiqsEVv4s25pPWLaXFGmMAc2fNZvPSVaxa1Ly1tFZ8uoCjZh+a8MYYQKdOnZg5YTIr5y+Kak2ycPtaN38JR7SgNkm10aZNGwb07UtphG2UtldVIbv20KtXryYaWWIwKSeXTSvXRLzdzu072FZY0mIrytfG0qVLGTdmLHmLndZpac1ap7qoqtzKrpIKhg9vnjI48caorOEUrd8U9rWarpPlxSV079glpsZYXcTEIBORtpgx9oiq/ss9XSAi/dzr/YCwiltVvVtVJ6nqpFgaM61bt2b86LGsX3mwuL8+bFiZx+RxLTv236tXL3KzRtEvM6PZammVF5ewp7iCSRNbTpHEWTNnsnnpKgaPzI7aPFbXrGQMG0Lnva3Jzs6O4sjjmyEZg2oV9oejpLCIzIyBCR0KjwYjR4ygfF1+xM2eN61Zy6hhWUkVrgyRm5tL0fqN9B2Yblqn4TVrnepizdIVTB6bG7daqKZm6NChVG7cHPb4q0mPl79mPWOzRzT3UCMiFlmWAtwLLFbVWwIvPQN83f39deDp5h5bpOSOGUtx3oa631gNVaVszQbGjBrdBKOKL46YO5cjjj+WdyPQR+SvXc+lx5zBiYNzOWlwLpcee0a99VIrPvuSIw+Z06IuVKmpqYwcNISzL7240TXJQlTXrBz/1TM4YtacuKzN01RkZgyksqjm0hfhKMnfzNAkaCheFz169KBPSo+Imz1vzttAzsiWf90Lx7x581jwxXw2rl7Dlx98TN6SZQ0+j4tXrmFSEtRwq4nU1FQ6tGrD1ootB70WvLYF9cu3/vgXdIrzUj6xKMM9EzgfWCAin7vn/g/4PfCYiFwIrAXOiMHYImLo0KHsKt3Cjm3baB9BT7uSws306NClRYcrQ/Tv35+pY3PJOWIWQ8eMrNc2N11yJZXlFZz3k+8D8NIjj3PTJVfWqbPYWrGFresLmH7OhY0ed7wxd+Ys7nn6Mf7w1MNR8c6E6vMAVG2p5OMnX2RCCyu/Uhf9+vWLuGL/tpIyMsa0zIK5kTJ+1Bg+XrWG1H596vX+vXv3UrEhn+FnJ2eYbciQIXz66adcff1vGHX8XLr1aFgmc0VpGW127mXQoOTN9BURRgwZRuH6jXTpfmBSQ/DaFtKTHXveGfzp0qu4+uqrOeaYY2Ix5HoRiyzLd1RVVDVHVXPdzwuqWqyqh6tqlvtd0txji5S2bdsyJiubjRG0cgDYtGoNk8bmJE3Y46hDD2f9/CX1Dm+sWryUsqJiTrrwPE668DxKi4rrpbNY/vmXzJ0yvUU2fB42bBhdtA1FmxrXFDscq75cwszxk1tsIdiaSEtLY9fWKnbtDF+KIBxbi0rp169fE44qcRgxfARbNtbfQ1acX0jfnqlJlxUYpFWrVkzJGc+6ZSsbvI91y1YyJWd8Unmzw5E9ZCilG2u/Hob0ZNu3buOwww9j/vz5zTS6hpHc/9EoMHbkaIrWRBa2LF23iZEj6uctaglkZmaS3r1XvfV2Q0YOJyW1F0/f+zBP3/swPVJ71amz2LFtG2Ur1zFrZuK1SaoPIsKhM2ay5svoJkTs2bOHzctWM2PatKjuNxFo3bo1A/r0o2xzzfXIgmyvqqL1Ho1rUXBzkp6ezu4tVfvKD9RFwdoNjB2ePNe9mhg/bhzFq9c1ePuSvPhsjN3cZGZmUllQe1JOSE+2ftVqVi9ZTm5ubjONrmF4g6yRZGdnU7Gx8ICaPLVRtaUS2baTjIyMJh5Z/CAiHH3o4az5bGG9vGSX/+kGunTvxsM3/4VHbv4LXVK616mzWP7FIqbnTmjRq+8J4ydQub6g3jfA+rBhVR5D+g5IyPZS0WBwegYlhfXL1i4pLGJQekbSeLbronXr1owYOuygqv01UbGxgOxhyZddWZ2MjAza7bY+xpGypaycNjv3JtX9oyZ69+5Nq117DirQHiSkJ7vmvO/w2aefMm/e3D4E3wAAIABJREFUvGYcYeR4g6yRdOnShYF9+lG0Mb9e79+0Zh1js0clnbt5+PDhdJN2FK7fWOd7+w5M5/aXHueZ1Z/z9OrPuf3Fx2vt4bhr5y42L17J3ENmR3PIcUenTp2YPHYcq2ppwRIpGxYtZ/a0lt0mqTYGpWewtbh+OrLSwiIGp/sbYZDRWcMpXl/3tW/3rl1sL6lIat1TCBFh4ugc1q2IPEN//co8Jo0Zl3T3j3CICEMGDqKolrBlSE922S+v4vXXX4/7zi3+vxoFxg4fScHa+q0SS9fnM2ZEfKfeNgWtWrWKWm/G6qxetJScYcOTolDn9MlT2LxsdcTlBsJRWV7B3vKtSdXCpjr9+vVjW0n9PBXbSspJ7z+giUeUWAwaNIjKgrpDvkX5BQwaMKBFZT83hpwxYyiLUOoCULpmA2NHJ2eWajiyBw+ps3TNtq1VtN6rCVE70BtkUSA7K6te4ta9e/dSsbEg7q30piI3Nxep2BZxMc7a2Lt3Lxu/XMrhc+ZGbZ/xzMCBA+netkNUxP15i5YxY/xk2rSJRbJ1fJCWlsb28i31khxUlZTRt2/fZhhV4tC3b1/2bttZZxi9aH0+I4f4cGWIzMxMdpVvjUh+sGPbNnaVVcZtY+xYkJGeUWsLNLBkkiEZgxJCauANsiiwT9y6fXut7yvdXETvlJ4tWudUG6HejKu+iJ6XbP3K1Qzq1SdpNBUiwuwp01i7uHFhy71791K0Io8pk8J28Ega2rZtS+8ePakoqf2ivmvnLnZXbU+IVXZz0qpVK7IyB7N5Q+1hy62FxQzOzGyeQSUAbdq0YVRWNhvz6i/u37RmPaOGZSX1Aqo6/fr1o7KopNaIQVlhEYMTpHagN8iiQOvWrRk2KJPNNbRyCFG4fiOjhiZPJfRwTJ08hcq1+WzbWrMQMxKSqd1PiPG54ylfs4ndu+pfrqE6hRs20rdbT+/xAQYNyKgz07K8uIT+aX1aRDuuaJOVOZiSgpoTI1SVys0lpKfXrANNRnJGjKJ4bd2a2hBFazfEdWPsWNClSxe6dexMZXnN3RerisvIGJAYx543yKLEyGHZFNcRRqrMLyZr6NBmGlF8EuzN2FiK8wvouBtGJJkmr2vXrgwfmMnG1ZH3EgyxYekqpk+cHMVRJS7p/fqzpaT2iv3lxSUM9PqxsFjYqOb5qygppUfX7nTq1KkZRxX/DBs2jIqNhfXSg6oqFRsKk7IHaF0MSs+gtJZM6a3FiVM70BtkUWJwZiZb8mtfJW4p2OyzjICZ06ezeemqepcKqYnV8xdz+MxZSZlxNHXCJPJX5DVo2z27d1O+dhM5Y8dGd1AJSr++fdlWenALliBbiktJ79u/mUaUWAwYMIDKzTWHjYrzCxk60F/3qpOSkkKvLt0oq4emtqyohJ6du5KS0rDq/i2Zgf0HUF7DgmDHtm202Qvdu3dv5lE1jOS7kzUR/fv3Z2dZZY1hpIqSUlI6d6NLly7NPLL4Iy0tjaz0QaxbvqrB+9i2tYqtGwqZOKHlNBGPhFGjRlG1qbhO3WI4NuatJStjUNJqGauTlpbGttLaMy23l23x4d0a6NSpE907d6kxbFRRXJowGp7mZkz2CPLrUcetYO16xsR5Y+xYMaBff7aXhj/2SouKSe/fPyEE/eANsqjRpk0bMvr1r1FLUbSpgGGDfHZMiLkzDmHDwoYL01cvXMy03Aktsk1SfWjfvj1jsoezcVXkYcuClWuZPC65+lbWRkpKCuzaw87tO2p8z7bS8qToPdtQBg5Ip7QGHd72knJvzNZA1tChbNlUd2HiLflFZA8b1gwjSjzS0tKoqiEpp2xzCQP7Jo7UwKdrRJGszMG88/kCSgoPvjDlr17DtBmHx2BU8cnw4cNp++/dlBUVk5IaWeaaqlK4NI/zv/mdJhpdYjAxJ5fH3vkvg0fVv1nznt27qdiQz8hzfAubECJCv7Q0Fn74CR3DeLD37t1D672m3fOEJ3NAOi8u+IiqLVsPem1rUak3yGpg0KBBbCnYjKrW6MXxcpfa6dmzJ7u372D3rl20qVbnrqqsnP6jEyeRzhtkUWTKpMk1nlSjRvZM6gKc1WnVqhWzJk/lw8XLSZkVmUFWsG4Dfbv1SBihZlORnZ1N1ROPsmvHTtq2b1evbfLXrmfIgIE+dF6NYw49grw1eTW+3vv4EQkT9ogF43LGsa2G8PmkI46mc+fOzTyixKBLly6kdutB2eZieqSFL2xdVlRCz64p/pytgVatWtEntTcVpWX0TDvQi72zfGtCeba9QRZF+vTpwwnHHR/rYSQMkyZO4sXb3mTP9Em0jqC2zrpFyzl+6vSkv0F26NCB7MzB5K9bT8aw+hUbLshbxxFjfLiyOmNGj2aMr4DeYFJTU/21r4FkDxnK+k35NRpkRZvyyR6cnMXE60t6n76UlRxskFUlmNTAa8g8MaNnz54MHZDBpgiKI+7cvoPKDYXk5OQ04cgSh9xRYyjMW1+v96oq5evyGTG8/iFOj8fTtAwZOIiKwpozLSsKihg6KLP5BpSA9Evrw5ZqiTk7tm+nNZJQ3lnvIfPElGkTJvHMx++QPqx+CQ/rVqwiJ3t40or5q5Odnc1j/3muXjXJqiq30qNjF19t3uOJI9LT09nyn6Iaz+EtBUUMGJA4wvRYkNorlZ2rDqxtWVlWTp/U1ISKpHiDzBNTRo8ezT+e+Tc7t++gXYf2db6/cOVajjz8uGYYWWLQs2dP5k6aRn5e3b1UOwNzjjiq6Qfl8XjqTVpaGhOHjaQyL3y25cRhI0lLS2vmUSUWvXr1YkfFgQklFaXl9OudWPPmDTJPTOnYsSNjsrLZsHoNg0fWng2zvaqKncXlZGcnTtZMc3Di8SfEeggej6eBtGrVinPOOjvWw0hoevbsyfYtlQc8t7V8CyNSE6NlUgivIfPEnNzRY9m8um4d2YZVa8gZPpK21VKbPR6Px5O8dOrUCdmj7Nq5vzD7zsqt9OrRM4ajihzvIfPEnBEjRlD51BNUlJQitbRBKly5hsMPPbYZR+bxeDyeeEdESO3Rg80bN9E1xdokbS/fknCtprxB5ok51nB8El++8l6t7+vduYtvruvxeDyegxidPYLPPljAJve4e9t2Cae9k/p0mo9XJk2apB9//HGsh+HxeDwej8dTJyLyiapOCvea15B5PB6Px+PxxBhvkHk8Ho/H4/HEGG+QeTwej8fj8cQYb5B5PB6Px+PxxBhvkHk8Ho/H4/HEGG+QeTwej8fj8cQYb5B5PB6Px+PxxBhvkHk8Ho/H4/HEGG+QeTwej8fj8cQYb5B5PB6Px+PxxBhvkHk8Ho/H4/HEGG+QeTwej8fj8cQYb5B5PB6Px+PxxBhvkHk8Ho/H4/HEGG+QeTwej8fj8cQYUdVYj6HBiMhmYE2sx1ELqUBRrAeRwPj5azh+7hqHn7/G4eevcfj5azjxPneDVLV3uBcS2iCLd0TkY1WdFOtxJCp+/hqOn7vG4eevcfj5axx+/hpOIs+dD1l6PB6Px+PxxBhvkHk8Ho/H4/HEGG+QNS13x3oACY6fv4bj565x+PlrHH7+Goefv4aTsHPnNWQej8fj8Xg8McZ7yDwej8fj8XhijDfIPB6Px+PxeGKMN8haACKSJSIdYz2ORENEhovIBPd3m1iPJxkQkU4i0s79LbEeT6IjIm1EZECsx+FJPETE3/+jRLTm0t+EWgaHA8Ui0gEoUtUXYz2geEZERE08WQ7cJSIPAaUi8ryq7ozx8FosItIbmAQsEJHdQEGMh9QSSAeOEpEXgQ6qujzWA4p3RKS1qu6J9ThijaruBRCRs4EqVX0mxkNKOEKLytBcNhZvIScgYgT/dyuBvwEnAF/EZlTxT2jenDGGquYD7YBfAq96Y6xpEJHWAKq6GRgPPAg8DGR5L1nkVDv/K4ApwLvAeX4+6yZkjInIRBFpG+vxNBfVjw0RmSIi1wHHApeLyOzYjCxxUYeIjBSR+0Rkpoh0a+j+vEGWgLhjYK+IDBWRkcAnwO3AG6q6McbDi1sC8zZARE4Xke7AZcB6oBP4MFpTUM0bsQBrbXKLqi4LGcee+hFaULjjuK+qlgAlwJvA393NwV/XA4QxRKaLyL+AG4BfikhGbEbWfAQXogGuAVJV9evA9cAZ7proqYXg+eUkAxdg87cCmAuc3dB9+xM3QQh5GUJ/i8iPgWeA84CrgF8B05yl3l5EesVoqHFF9ZuTiFwF/B0L8/4AMxDuwS7OAC3+4tzUOA+OBB4fISLPisg1wOvY8ZolIn1iNsgExRliHd1cviQi3wZuA54Azg+9J5ZjjCdceFIDj0cBvwWeV9UjgELgG7EaX1MTDKmJSDsRuUVEfiYiI4ArgCHOWHsRaA2cGcvxJgKBUG9HoDuQC6xW1d8BrwL9RWR8Q/btDbIEIeBmPww4FdgAjAHeA74KjAIew4yMZ4EJsRlpfBE4eU4XkWzgS+BozKNwHPAtVb0f6CYibwJTvJes4YT0ec5T01NEjgROB34GdANuAl4C+gFfEZFficigGA45rgmzoBgO3AcIFmoai10HNgAqIg+KyKXNPtA4RVX3OAP2IneTXAW8DAx1b/k3MKilhetCx03IGHX6zb9jTbffA/4MrAbmY1ECgPuBpNfWVSeMh/UEEXkG+D2wC3gSqBCRMcBnmDb2pAZ9lo8YxCfuIJCAQdELW9kB/ByoBK7FLPS1wCmqOt2tAHcls7jXrfhC85YKfB8zWK9U1TwRuRK7kb0KTMcuRCuBnqq6JEbDTmiqzbkAPwQGAP8CPgfOdT9jgaOATcB3gc2q+qeYDDqOEZE2qro78Hg6FppcDtwFfKiqfxORr2AG2TPADuBi4M+qmtf8o449wePQPZ4O3AG8gBlhNwM7gZOB11T1LRE5D9ipqo/FYszRREQ6quq2wOMZwJGq+iuxbNy2WDQgAzNMbwPeAA5X1aIYDDmukUACiNMbjgW+A/wO+AmWGHkddjy1w461gdi9e0Wkn+ezLOMUt7JREemPebsKgDTgOVUtFZE0zJg4BzgUKBGRdFVdBAdkEiYdzj3fG1ulPAuMA/4TuEm1Al4BugDbgG2qWoiFLzwR4o61kDHWFxgOXAmMVNUy59XJUdVDReR64HeqeoyI/DJZj9GacMbsmUAW8BsR6QT8FegJbATeBh4CzhSRnsDzmG5lqMuSuzy0n2Sa29CNM3AcTsC8FyWYJ3E3NnffBP4ILAVOF5H3gEcSfa6cpCUHW+zc4J77Kfbdb3Jvq8S0xje4v5/GvK2nBI2xZDt2quPmMk1VNzkPazvMAFsEPIUtNr+G3Vf6YHKBRcA0t93Khn62D1nGEWHCE+cA/8VCPZ9jF+LRItLbGRAfAf8Eeqvq8aq6PrRtMp1QoXkL/D4GC98OVNUC7IQZIiLd3cn2HnZC9QJ+pKqfx2bkLQMXnpwiIo9g4fRPgE+B491bemD6xseB9pixFtruAL1ZMiP7hdfvA4NFJAtbNGxU1ROxxcNF2Hm/CzjPGSA3BEsWSHgBd4tETE97HJa9i4h0EJE/AyGv6zLMU/sw5ilPxRa4nwJ/UdXdgbBeQh6HLlR2HbBAVW8QkWHupXbAT1X1BQBVLQdSgB9hhvsvVHWtqq4K7i9Zjp1aOBnoDSAinYFbAQWedEk0vYHhqjoHeBzTbn4B/FFVNzTmg71BFicEvQzucVtgKnCsqv5DVXcBHwP5WOgHTBx9nKre7rZpTZJRbd5CF9RhwNOqeo17PA+7sR0DoKpvAieo6nVeAB051Y8zt4K8FBNK/1VVK7EV5dEi0l1V3wd+DNytqj9W1S8CYmP1NwAjcCyOA/YCp2FlLc4WkQ+wcOUJQAdMA1Tmjv9CiH5NpHgl9D1F5KvYOf+Fqn4sJrLuB6So6kxVXeCOrRHAc8AgLCpUoKpLVXVpcL+JdhwGDMhdmAfwBLGs++fc80MwSUvo/UOwkPaXwNWq+mQzDjfuEZFfi8hP3bwUiMhYbF57Arc5gxagLzBURF7BDNzrVbVcVXc11qj3BlmcEPAyPCgi52Kx/vY4I8KxGxMN7hUrArtHVatEpJW7MCedINPN2wgRuRf4tQtVbMFuVu3d21pjrubhuDB9UGfhiYyApmKq0+ilAH1U9R+Bt32ACc1/4LZ5R1VfcdsljQenNpxzcJ93Vyw7+l4s1P4RplfJxXRPBViI6Q5MTJynqg8F5zFZ5jTwPb+KJeVsEJHvYeUGKoDuIjIwsEkedj2dDnxTVV9rzvFGGxHpLSK9QvPgDMt3gTmYR/BVEfkacCfwNRH5vojMA/4PKxx+g6oWVI/IJCtuQQkWvj1VrPTHCZinbCjwDnCke28/7P7yf8CvVPUSVV0WXGA2aixJcg7HHVKtWrSIjMO8Cg8BmZhQ9ypMFH0RcCEmhL7HheGSEjlYtJuKhScfwgyvNMyQ3YIZX92wcMYZqrq1+Uec+ISZ81FYCOhLzOvwFcyt/76q3i2WWZmCZbLudm5+TwA5MAmiF1CuqrtF5GbgflX9UkROB2ao6o+dfGEu8JKq/iuwn6TR+4hIF+d9DT0ejoUmzwJmYAbsu0A2puf5ExYefwB4XV2SRPXjOZEQE+Zfhi0wl2B6phcxrdzhQBXmIXsaW8x3wXTG61X10cB+kua4qQkROUlVn3Z/t3Hn37VYTcpfuJ8PgK1YWHIXMAu4JuhdjObx5C3kZkb2pyOHvAyh8hRtgL2q+qiq3oC1ROmOHRSnYiLM34eMsUTVOzSUwLyFbmLHuJVMK0wT9g/gUUyYvwpLRe6AzZs3xhpIMCQcWFHPAu5V1a9h2WvXYpm/x4jIE5hGZbGqFqpqSbIdq/VBLfFEnGfnJeA6ERmKecKy3NvygRwROcXJFr4dMsakWlmDlo6ITMWMEEQkVUSmO8/QK9jx9jp2ro/AdLWLgZ8Cr6jqKy3BGANwGqVlmLH1V+wadwLmVf0SiwK0xoy0m9WE6TeHjLFkO25qwmnDzhGRk0TkaOBBETlZVa/FpEJDsOzTHOw8vALLSj20eqg3mseT95A1E9VdmmLZaA9jYsE3MQPiHOB/qvqCWEuLf6vqZ9VW00m3sgl+Z7dCvASYiWnqHsa8hw+r6nsi8ltgkao+kugX31hS7ZjrhGVqFWA3u6HAN1T1DPf629iioRwYoarzYzPq+MXdCDVwHPfBqnuXYSHIK7DrQFdMA5mK6aFeAB4PeYaS7Ziudu4/g5WnGYmFw1Mw79iL2DWhs3v8lKq+F5sRR5fQ9w/938USPVZhx0wHVb3EPXcGVlNsANBXrcxFn+ACPtnuG3UhIjOxtnlrsdJHl2BZ+ZuAi1X1TBG5EfOuvhjYrsnOQe8haybUISJZYtlmF2BZPkdi2VMnYSnsl7t4/2yspU/QK5SUJ5Wbt3QRuR0Lja1V1VlYEcPeWMbUkSLyAqa5WeS2S5obV7QJHHPTscKuGzD94s1Yd4OdInKhiHwDu6BVqerOkDEmSZhgUhuqutcdx+NEZLy7URYCJWqi/CexY3clJtjfgHnE71fVysCCLqmO6YAx1gHzhH0VuFxVL8QWsycAt2BZhl9g3sZ9C4JE10mFvn/g//4k5rV5AqgSkTFqNSd7YyHM54FH3Db7dGLJeN8IEvTSO63m4cA6bM62q+q7WPHqyzDPWD8ROQL4TdAYg6Y9BxP6YI13qt+UROTr7C9SmIJpb8BcoUOAUkwvdp+qzlVrxryPZDmpwszbCZiHZj5W/mOAWBbqY5jY8jOsts7tauU/PmvmISc8oQtW4PcsMYH5tdiF6gm10gofYQbajzD92FzguuohYU3CBJPqBI0BMdH+b4C/YKGSq4B7sfIWg1X1f1jG4BhVLVETXn/iwppJuRALISJTgBuBNVgZoAvcS1dhntoXsRptXVT1NQ3ozBLRgK1uRIrId0XkfPfwt8BPVPUDTDd2iTuupgCtVXW9BgqSJuL3jyZhIlNtsOvWYcBobPGTLiID1epUfubm7FyscHBFcD9NjTfImhDdrxMb4p7ahtUMux8zIMpE5DBVXYAZFUNVdaXuz0ZLKi9D4OQJzdtod3HqiIlVX8b6TgowXVU/xC5KvVR1u6q+FJuRJzYSyHoM3Phvx6roH41la13hnr8TCwt1U9VrVPXrqrrU68T2I9X0jo7uQEdVPQRrQvwNzIhYiRUrBVtQ3BvYz742VM0z8tgiB/brbSOmE03H5mg1thD4LnCaiByKSTyWAqjqZapaFoNhR51q3mkwacYP3PHwKNDHLe7/gdUaywOO0GplPJKZ6gsZsfp0VwCHqeoybE6HY10b3geeE5F/Aq2d0bbOhYijkj1ZX7xBFkXE6uAEHx8iIs8BV4k1Af4Q+I+IfENVS7GMoG+5C/jd6gr4hUgWL4NYKnFwFTNaRN7CihdejWW6rAEmulDPEkxA3hUrivlybEbeMnAXnvYicr0LQ/bG2oIc4V6/HUgTkdPd/H8ruAoXX8biAAI31K+IyD9E5Cx3vh8iIl9gBYmnYQuNP2M1j9qGDIrmvgnEGjk40aknlh04FfNklAD/Aya5Te7CND9l2PXhgP0kGtUXM2Lljx7G7huPY4b7y0CoruJL2PdeD1ymqveo6rZkW8DXRHAhI1YSKVS3swQY5e43b2JazRmYDvlZ4BZVvVADxYKb+xz0ov4oICKZmPt8l/v5uVp9sN9j4clS4A9YuHIN8CssNFkEZGugf2IyhSfEhM0/w/qqzQdWqerDYjV08tT6zK3FxJZ7sDpCj2IFMoc5z6InQkTkTFxfRFVd426Ad2DhyE+wUgHHu+cWqOqfRORYbM5938kwiCtj426u7bHQUh/gbizEthDTON2IGbrXYgLs81W1KhZjjjfEMs5/hfXkvAnLNM/AbpbrMSPsM1W9UUT6q+pGt13CJjpUH7tY5vjTwFuqeo2IfAvTE1+M9Svd4n7uU9U33DZJZcDXhByYiNQBS3Q4kf1z9jh27n2BGbj3Y9m4t6tqcbj9NDfeIGskInIR8C1MD3IfJnpehwnNxwODsayg2zDBZTvs5Hrf6UaSEhE5Dfgb1s7kZWyObsaSG36Kpa/vBp4JhXHEerO9qqqfxmTQCY5Y6YArsYvTMkx3cgfmfbgMeAvLWC1T1R+I1Xl6AetD6cuG1IGIdAHaqvWa/Qumafq68zi+iN1Yj8MyhJeo6l2BbZNmIQZh6zD+AFtw3YeVbRiHeYba4/RRmOTjblX90m1zQOZqouJCZD/DjIN3sAKv56vqV9zrT2P3mPZAlqq+HquxJgpipSxuBb6mqh+JyNVYWZByzCg7CatPd5uq7nTbxPwc9M3FG88w4DFVvRtARH6FVYxOx4qSpmFtZXpiBsjNwK2x/sfHAR9i6cX/dHPxjovhXwn8Brs4TQdSROR1zF1/c6KuhGONWLmQn2Aehl+75+ZgxsFgLER0C2aQLRaR01T1SRE5XlW3hi5W8XDRigecx3B5KHTrFmYXYJKEPMwTdouIjFbVhSLyEWagPYFlyIX2E2qKnRRzGggn7RHrpDED0/B8gdW3W6Wqq8WKD+/Ayqy0A1DVO4P7SsRrgYichxkFH6vqJhEZhCV6vIsZXL/E9MXHi8hPMHlGG6BSLclrvdtPwnoFmwoROR4T47+MFQp/Detb+hEW5v2eqn5DrEzPnaq61m3XSl0WdIyGvo+EjLnHAwG9wj1YXHq8u7iWYCLUDPfac9iN8GLgT6q6MB7+8bHEzdM6LHa/z0ugqn8EJmIXph9jhu2vgf9T1bf9BajhqBWUfAtYJyIZ7ulPMMNXsZDxM1jW6quYzolQOD1Wmop4I3Dej8Nl+4lV2p+CZU2vxUIlbTFD4wGnB+qOtfUJ7eeABJaWjogcLiJdAzrR6VgU4TDM6FqAyTmOd4ZaKjDSGat3hoyxBNaJjXMLy2Oxa1youOhO7Hx7EUuWqcDKodyPGRdfwRqEH9DqLZmvhSIyRET+ICI/cqFJRGQicB5WoHo61vXmFqwP7JlYEk2pmM57t6qulf0tB+NmLr2HLAKCq5LA7+Ui8jlWD2ctUIy5nX8B/FlVHxKR11Q1tLJJKg9DDSu50M39ehF5R0RmqtWBAbuJdXVasjbqKmx7IqOaniL094vYhalARArV6lv1BAaq6v+JyGDgKOBkdQ2rPQcSOJafAm4UkUMwLWgJ8Ees7cqVmHFxH1Z1f6Gq3lZtP0lxDRArWXENtsj6UkQeVWs2nwt8Hcsu3wAcgulDf4bV2WqH1RY74JoZTzfPCOmJlTQ5FPYJ9/sB/bHvfgqWyfw5lvAxHzNUVVUXVQ/xJivOE30Rtpifid1LbsUiUVswYywbuEtVV4rIa9hx9ldVfT64r3g8lhJytRErAje4ke53KDvmAaz/ZIZ77tvAG+q6wweMsaTKRhPrz3mVu+kjIheIyAC1rL5QRtCfMNE+YpmoA7BQJt4YaxgiMh4T5Ycy1kI3s5WYRywHE5yDGRL57vXVqnqXqhYmqieiKag+FyLyQyw7sgJbkVdhN9wyTOszF/Ps7gX+DRyWjPMpVrLicuADtQLYezHPIlgh08exIqanYCL2T7A6Y/mqeoGqrmoJC1j3HV4HnhCRK0TkSkwmMMx953cxA38aFmYb6iItTwOTRSTNG2P7GAo8qZb5fTtm2IMZshOA453Ru1ms/+tt2GLgU4j/UlJJd5FoDCJypog8AjwmVkgupKnZgnkfrsHSaTMwQ+MA4tEibwoCN5/lmMZuvFgh18mY21hCFxi1ujr9RWQd1hz4Z+qK8XkiI3CxWQD81oXKvuFe6+tWl59i3oejxDofXIp5dIP7iSs3fqyQMPXExATYWcDZqnoelkGdg4WYvsAMjKHA9WqlLl4D/g60CSzgkgK3EH0LWCnWfqsnVvsJTDdVjiWVZAIviLWyeQ4YKyKTnVcooY0xR+h6+BssGz8Lawp+hoj8GNM8PYmVQTlVXRKTWl2xr3tv9QH3lHuBLLE6bLcCmWJ6101YZvN2EXmWIVSxAAAWh0lEQVQIc4oscPeSN7CadXEvEfBZljVQPdQmImOxmPRF2Em1Vp04OvCe72OrwY/d44Rf3UVKmHk7ActqeQm72Hw78FobVd0tIqOBdFX9T/OPOPGpFp4Mie8fBiap6gj3/JPAMlX9uYgcCXwPCxf9Nt4vUs2NiKQB29xCK5id+gLmDX8I84DfLdZe5VbgKFXdKCL93M0h6c7/cGFysYbpF2PXgMWYTOZdbAG7G8t2Gw5cEzI8xJJNPtYEy+wV6088A3hJrezRSCxJYYfsL4tyNdBZVX8mVuLiSqxH7O0BfZ0X7FPzPIjINzED6wEsQ/xybA7vw46pIar6TvXtEgFvkNWCiPTAWhotYL+25lti9bOeBn6oqh+EMUIEm9ukPKlEpDPmeXlPVd8Ua5R+HPA65o15E9f7MIbDbHGIZRmdiRkM72GtpW5X1VdEpIvub1AtWMZfyODw+hSHiAzDDIjnMO/O5ZhW5W9YSKQVlojyIhaePAnz7P5IVVe7fSRdXSgXJk9X1WddmLw0YGCcjGl7rsLm7zAslHSkukw3976E1oyKdWT5A9b/8DMR+TvmFVsGBxS+fh+4uvp56V5LKiO+PojISFVdHFhsdsGOn7+o6qdiBcIvxqrr/zOwXWhRkDBz6kOWjjA6kfMx/celWKmK54FssWauBVj68Rnu7RrYLpTWnRTGWJh5CxVvbQWcJFY77CZsvt7CwpYPYEJWTwMJzruIdBWR32JZqa9ixu8c4Hrg52JZlTNEpGPg+NwiDm+M7UetjEUeMAroixUk7qCqz2GZW1OADpju8RxsYXFyyBhz+9BEuQE0lnqEyb+NtTeqxBYLndRanJ1ezRhrlYjGWPA8VNVVWPjxJBGZYU/p0tDxEJir27CySFRbJCWVEV8XtUiEKjFv9fecR3qLqv4haIzBAYl3CTOnSW+QBW5KQQ/XdOD3wMWq+nUsZf1YrD7ML90K51NgroiMC/7DE+mf31icZyUUokhzT2/EwmGPYdqQ72CZZ+9gWUa/AM5S1deaf8SJT1DXJNafrSOmCesNrFTVhzCD+HSsX9vLmAC9tapuq36sJtPxGo5qhm3o7xex7Lcc4EEgX0SOdQZDyOv4Ntbk+Xq3bVyLhaNN4Djc466fu7HMwEmqerM7rv4CDFbVxVh4fDjQ2W13QJeNRF3ABq5/M8XKn9wH9MOue/PFEhtC7w3pZuep9TMO7sefhwc+Hst+edD7WKZksPzOk5ihv7Padgmt0/QhS4eIZGNCwMeBVVhrkzVqbTrGYOLTYzANRG/3nvuBm6pfXFoqAZfxrcADqvq5C9/eha2AN2Jp6/2xpIbLsEr8fbG5Hamqn8Vm9ImNWGeDF9TVIxKR72AehzcwHcUOLFvtr6q6QqxAcaWq/iHRQ0FNRR1htnOxjN9/AQOx4/h0d/wP0/0FYZPasxFhmLyrtoCEnWAITKx0xe8wj9dqLNS9GEvueAbrx7md/UZ82P14Gi4RakkkpYcsjDU+B1vZlGCFMX+EhSnHiMgQtVYd/8W0Iluwk+81rOp5shhjrXBudqxw4cnu7xOAf6llnJ2IVXrvhxlhczAD9g1V3e6NscgJHKuzsSwiXAhyAnCqe+1s7KK/BPiqe+6vWHYfaokTSXmuh6MeYbZQNmp7rIjnAiytPgssrBk0xJLlphqFMHlFInswxDJsCYXO3NPDgEfVynpsw+pPrsLuDyvU2h9dVd0YC+2neUYef0RTItQ8I24ekuoiHbiIhtzMZ4v1UNsFvKaqvwPuBFIwL9gXuBpZqvorVX3fbbsSOEZVb43B12h2xESUN2FhXDAt2G6xVPZuwGki8gQwD/iHqn6Ehc1GAb9W1ftiMOwWQWAl+CdglljWWiq2MPglMAn733yKHa87RCRFVQtUNb/6MZ/MRBBmG+LCbJ9jx3AbVf21qi4L7SuZbqbRDpM3+xdoIKFzx90nuoa8zGItjf4sImc5Q+tjEXkBK/OzGjPK/op1ayB03LQ046EheIlQ7SRNpX4xkWVb4E0R6Y95Gwoxz9hAoFJEBqnqGhHZilXdvxeneXD7CPW8Wtf836D5cTf/naq6TkRKsSKFs7FGv10xD8LbmFfsCizWf7OIPJcsxmpTUN0lLyKXYcVGN2Hh4aOxi9X72KrxW5jH8k5V/SC4r5Z2wWoMgYXY8cCZYvWKLsJEw0eq6itY3adQ1ttzwJuhMFuyhZjqESb/O3CKC+F+6Ob1h6r6+xYSJm+HSQGOxGrL/Vas2OhgTNv0mojswZJAtmDJSn3dzzpV/XtwZ8l07NREINQblAitwArjnoh5+W9kv0ToHfZLhIZjxYVbLC3aQyYimSLyMyesXALcIZaKPAzzinVQK7631D2+QkTuwcS8u1W1TFU3JLGXYQ7wHRHJxTQilVhbil5YI+AJajXXfoulsj8F/FctI80TIRK+EGl3LLPvPFU9EbtJTMcqwZcAz2LH852qWua2SfqVeIhohtmS5Yaa7GFyEWnrFkHXuacexgr7tsd0hRuwRWgJ1hbrY+xe+jTwqqp+N2B4JP256CVC9SchT5j6IFYB+QEsbX0L5unaDGSr6ltYVf2xIpKhln59J5ZK+46qHq2qm0P7SpYLcRgeBD7EvF87MIHzVky83xbzzKCq84AbVXW2qj4Ro7EmPAEPzhQReVREjlPXfov9mr1bsbDw284LeZGq/lhVy5LNcKiNZA2zRYNkDZO7aFpHzAszEJgqIqOwYqNglfS/wLLIt6jqEcAUF3I7V1UPV2uRtE+nmGzHThAvEYqcFmuQYSuZK9Tqk5S7MOOpWGuFHFXNB/4D/ArAXYSfV9UHIPnS2MOhqntU9RngI2z1uwnrM/cetjLOEJGQ0Dnp23s0hNBx5m4GbcX6JP4cMxAmuce/AX7gbg7ZwCoRGey8OGsDuoykvfiHEJHTRKRj4CbwHUwgfDkwHvPgdAuF2TBvxw9V9ffAaar6YqzGHkvCeDEuw4yuUJh8PhY5qMTC5IcBPwWWquqNIe8sJLQRcgVmbPUEQgvLqZgxOg3or6ovY9GCgSLyKjYnC9UVuQ4YYkld289JhGa7v/uLyP3Y+fcK5hwJSYSKsEV+SCJ0U2AfoUXVOlXd3sxfISa0SINMRDpgGS+niMjpIvKy85h1xVyj14jVzXoZqBCrLH8AyX5CBVHVP2Lu5Z8Ah7qnf4uJMJfHbGAtgMBx1tP9TsPKL9yLpc6PwZpWX48ZFaqqc9UagYdq8mgC3wSjQrKH2RqKD5MfwB2YcfBz4AOso8gerHl8P6waPMDVuIxAVf2JBkp5JPN9w0uEGk+LrUMm1kfsMOyC/AkWZrtYVY9x1np/rN3JohgOM2FwJ9kVmKB8VDJfeBpDyJMV+H0aJixfiC0QyrAw2pOq+r6IfBer33ZpUCgtvt1RWMRaH83DjK9uwLnYwnMo1jdwORZymwPcHTQoktmoFZEp2ILrQVV9QUT+gQn6HxaRU4FbVXWge+9AJ/NocfPmFvM3YYbZC5gx+h7wTyysdq6qrgy8P6nb5IVwDo8TMW/03di59zBmhE0V6/P5DyxpZp0LDR8G9A5FpTwt2CCrjvOCXaOqV4pID1UtDbzWYgvNRRO3cq5S1V2xHksiUv04cxf/P2GehyPdz1+wxcJEzIDoAqRqEvdJrIkw8xnKRm2FdYc4Gqu6/z4W9v0WdqPY59lJRmR/o2vBMu2/h83bc5jUoxwLLd0HfBO70R6D1WrLCy0ooGUeh2Jlfp7ENMevqOqDIvIVoKeqPhjb0cUnInIzVo/tw8BzvTDd8SWqOl9ErgSGq+o3w2zvF5i00JBlCBFpIyKdRORMzMXcyq3oSt3roXi/N8bqgdPieWOsgagJzFNE5HyxtO90zCP2beAs4M9qdY0WAsVAhlqftqTsk1gTPszWOHyYvHbUyp5cA/TADHlU9VlvjIXHS4SiR4v3kInIXCwk9FdVfTfGw/EkEWE8OCcBJ2H911KxWmJXYCvxKzAvxBSsHZdPkqgDH2arHz5M3jDEEpZSVPWj6nMY67HFG14iFB2SwSA74CLiw5Oe5iCMMZaBhYFuUNX73U1vF5bll42J0UuA3wXDk/7ib/gwW8PwYfLG48/DyPESoYbRokOWsN8VGi7M4fFEExHpJSJjYV94cqSIzBOR72PZfbdgqd9ghsOpwLuqehtWouUiVV2d7DfAcPgwW8PwYfLGk8zfPRK8RKjxtHgPmcfTHLisoZOBXKy2XSfgNqyG0yAsRHQo8BLW0aATMAP4nqpuCuzHrx7xYbaG4sPknljiJUKNo8V7yDye5kCt398HWEeD2di51RFrlHsm1lJlD1aZ+quYxuK8oDHm9uONMTMq9nm1XJjtGMyrswgLQ7bDKuyf6jyKDwN/dNvsFkeSG2MZmAH2tqpejLWLGod5Z5dinTiOBu4IGWPJmujgiRpvq+q5IWNMkqyuX2NJmubiHk80CePBmQ58173cCSuMWA5cq6oTXfjyMlW9VUTOwsJtW6VlNGGOKqEwG/AVzMjdy/4w2xTgOlV9R0TGAJlYmG0t1tontI+kcP270gL9VXVBKEyOZQi+AzzG/jD5/Zgh9m/gbFV9UUSeU1dTK3QcJ8u8eZqGoERIVff6BWZkeOvV44kQZ0Tt8+C4p7+P1by6ARPnH415bJaJyB8w4fQy9977gdPcRSvpjbHqq2gXZrsFmAn8Dis/kInpx04F+orIjUChqt7gjLGkw4XJjwLOc9qdVOAXWMX5CqyW1r3ASKdjvBTz4HYGCBhjrbwh5okm3hBrGN4g83jqiYicDPtCYm1E5BsiMse9vBb4RFUXYmG1HKzlyg+A51X1MFV9wW3/oqpe6C9aPszWGHyY3ONpWfiQpcdTD8Sqd58vIjuAfOBCoANwgYici5WwOExECrEMwBRgiFoz4jfcPpJKYF4TPszWMHyY3ONp2XgPmcdTD9Sqd/8J0zE9BCxX1W9hYaEzgEcBBZ7AvBXXOGMsuA9vjPkwW4PwYXKPp+XjDTKPp/78D3gTMxAGuefuAaYC6ap6F/BtVT0v6MWJyUjjFB9miwwfJvd4kgcfsvR46omq7hCRl4DJwCwROUxVXxORR7HwJaq6Cg7IMkoaL044fJit4fgwuceTXPjCsB5PBLiMwLOBazGvxKne6xCecEaUiDwMPA/MxwqWFmOex58D67H2PTep9aY8Fiv+elGyzrErtPlDrDH6Pap6m4hcCrQG/gPMwkLm+cAvQ55Zj8eTeHgPmccTAU6E/iamc/pvshoKtSEiJ6vqU6EwG3A+sEpV32R/mG2ZWPPmI7FMyh8AY1X1p6H9qOqLmEYqmfkf1v0hgwPD5PcBC1X1LhF5JeSZBd970eNJVLxB5vFEiKpuwITUnmr4MFt08WFyjyd58CFLj6eBeE9EeHyYLbr4MLnHkxx4D5nH00C8MVYjPswWRXyY3ONJDryHzOPxRB0RGQFcDWQDV7ow2ynAHlV9JvC+Vt7A8Hg8Hm+QeTyeJsCH2ZoG70n0eFou3iDzeDxNgogMAM7DwmyfxHo8Ho/HE894g8zj8Xg8Ho8nxvjWSR6Pp0nx7aM8Ho+nbryHzOPxeDwejyfGeA+Zx+PxeDweT4zxBpnH4/F4PB5PjPEGmcfj8Xg8Hk+M8QaZx9MCEJE9IvK5iHwpIo+LSKcIt7+sAdu8ICIpYZ6/VkQuj2RfgW0zReScwONJInK7+7u9iPzXfc+zROQeERnVgM/IFZHjAo9PFJGfNWS8EXzmpSKyWEQeacrPiRYi8oCInN7AbQ+YX4/HUz+8QebxtAy2qWquqo4BdgIX13dDEWkNXAZEZJCp6nGqWhbZMOskE9hnkKnqx6p6qXs4HmjrvuejqvotVV3UgM/IBfYZDKr6jKr+vjGDrgffA45T1XNreoOItJRWdgfMr8fjqR/eIPN4Wh5vY429EZGnROQTEVkoIt8OvUFEKkXkOhH5ALgK6A+8LiKvi8iFIvLHwHsvEpFbqn+IiOSJSKr7+yoRWSoi/wWGB94zVERecmN427VUCnlgbheR90RkVcAb83tglvOC/UhE5orIcyKSBjwM5LrXhorIGyIyye3vGBH5VES+EJFX3XNT3P4/c7+Hi0g74DrgrICn7QIR+bPbZpCIvCoi893vgXWMt/qc/Nh5Kb8Ukcvcc3cCQ4BnRORH1d5/gfNoPgu87J77qYh85MbwK/dcZxF53n2/L0XkrMD/4AYR+dD9hP7vEX0PMf4sIotE5HkgLTDGiSLypvsf/kdE+rnn3wh89jIRmRVufsPNk8fjCYOq+h//438S/AeodL/bAE8D33WPe7rfHYEvgV7usQJnBrbPA1Ld352BlZg3CuA9YGyYz8wDUoGJwALMw9YNWAFc7t7zKpDl/p4KvOb+fgB4HFsUjgJWuOfnAs8FPmPf4zCvvQFMAnoD64DB1b5zN6CN+/sI4En39wXAnwP72fcYeBb4uvv7m8BTtY232nyE5qEz0AVYCIyvPr/VtrkAWB8Y81HA3YC4z3oOmA2cBvwtsF33wH6vcn9/LTBXEX0P4FTgFaA1ZpyXAacDbd3/v7d731nAfYH5v9n9fRzWkeGg+fU//sf/1O+npbjIPZ5kp6OIfO7+fhu41/19qVhTb4AMIAsoBvYAT4bbkapuFZHXgBNEZDFmmC2o5bNnAf9W1SoAEXnG/e4CzAAel/21YdsHtntKrb/lIhHpU/+vehDTgLdUdbUbf4l7vjvwoIhkYQZo23rsazpmnAD8HbgxgvEegs3DVgAR+Rc2N5/V8ZmvBMZ8lPsJbdMF+5+9DdwkIjdgRtfbge3nBX6HPJuRfo/ZwDxV3QNsdP9/MG/nGOAV9z9sDWwK7Otf7vcnWLjZ4/E0EG+QeTwtg22qmht8QkTmYp6h6apaJSJvAB3cy9vdzbcm7gH+D1gC3F+Pzw9XYboVUFZ9XAF2BIdbj8+oCanh838NvK6qp4hIJubRiZTgfusab0O/w9Zq+7heVe86aOciEzFP1PUi8rKqXhdmjDVV+q7P9wi3rQALVXV6DfsN7WsP/n7i8TQKryHzeFou3YFSZ4yNwDxJNbEF6Bp6oKofYB61c9jvgamJt4BTRKSjiHQFvuL2UQGsFpEzYJ9OaVwd+zpgHPXkf8AcERnsPqene747sMH9fUE9P+M94Gz397nAOxGM4y3gZBHpJCKdgVMwz1Yk/Af4pvMuIiIDRCRNRPoDVar6MHATMCGwzVmB3/9r4Pd4CzhbRFo7jdih7vmlQG8Rme7G01ZERtexr4b8Dz2epMcbZB5Py+UloI2IzMe8Re/X8t67gRdF5PXAc48B76pqaW0foqqfAo8Cn2Nh0KARci5woYh8gWmqTqpjzPOB3U68/qM63hv6/M3At4F/uc951L10I+ZNehcLtYV4HRhVg+j8UuAbbs7OB35YnzG4cXyKabQ+BD4A7lHVusKV1ffxMvAP4H8isgB4AjNuxgIfurD0VcBvApu1F0vO+CEQmrNIv8e/geWYBu4O4E03np2YluwGN7efY2Ho2jhgfsVKl9xT97f3eJIb38vS4/GERUSeA/6oqq/Geiye8IhIHjBJVYtiPRaPx9M4vIfM4/EcgIikiMgyTJfmjTGPx+NpBryHzOPxeDwejyfGeA+Zx+PxeDweT4zxBpnH4/F4PB5PjPEGmcfj8Xg8Hk+M8QaZx+PxeDweT4zxBpnH4/F4PB5PjPEGmcfj8Xg8Hk+M+X+qBlnQaiA1/QAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = beanplot(age, jitter=True, plot_opts={'violin_fc':'#66c2a5'})" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig = beanplot(age, jitter=True, plot_opts={'violin_width': 0.5, 'violin_fc':'#66c2a5'})" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Advanced Box Plots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Based of example script `example_enhanced_boxplots.py` (by Ralf Gommers)" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "import statsmodels.api as sm\n", "\n", "\n", "# Necessary to make horizontal axis labels fit\n", "plt.rcParams['figure.subplot.bottom'] = 0.23\n", "\n", "data = sm.datasets.anes96.load_pandas()\n", "party_ID = np.arange(7)\n", "labels = [\"Strong Democrat\", \"Weak Democrat\", \"Independent-Democrat\",\n", " \"Independent-Independent\", \"Independent-Republican\",\n", " \"Weak Republican\", \"Strong Republican\"]\n", "\n", "# Group age by party ID.\n", "age = [data.exog['age'][data.endog == id] for id in party_ID]" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, \"US national election '96 - Age & Party Identification\")" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Create a violin plot.\n", "fig = plt.figure()\n", "ax = fig.add_subplot(111)\n", "\n", "sm.graphics.violinplot(age, ax=ax, labels=labels,\n", " plot_opts={'cutoff_val':5, 'cutoff_type':'abs',\n", " 'label_fontsize':'small',\n", " 'label_rotation':30})\n", "\n", "ax.set_xlabel(\"Party identification of respondent.\")\n", "ax.set_ylabel(\"Age\")\n", "ax.set_title(\"US national election '96 - Age & Party Identification\")" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, \"US national election '96 - Age & Party Identification\")" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Create a bean plot.\n", "fig2 = plt.figure()\n", "ax = fig2.add_subplot(111)\n", "\n", "sm.graphics.beanplot(age, ax=ax, labels=labels,\n", " plot_opts={'cutoff_val':5, 'cutoff_type':'abs',\n", " 'label_fontsize':'small',\n", " 'label_rotation':30})\n", "\n", "ax.set_xlabel(\"Party identification of respondent.\")\n", "ax.set_ylabel(\"Age\")\n", "ax.set_title(\"US national election '96 - Age & Party Identification\")" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, \"US national election '96 - Age & Party Identification\")" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Create a jitter plot.\n", "fig3 = plt.figure()\n", "ax = fig3.add_subplot(111)\n", "\n", "plot_opts={'cutoff_val':5, 'cutoff_type':'abs', 'label_fontsize':'small',\n", " 'label_rotation':30, 'violin_fc':(0.8, 0.8, 0.8),\n", " 'jitter_marker':'.', 'jitter_marker_size':3, 'bean_color':'#FF6F00',\n", " 'bean_mean_color':'#009D91'}\n", "sm.graphics.beanplot(age, ax=ax, labels=labels, jitter=True,\n", " plot_opts=plot_opts)\n", "\n", "ax.set_xlabel(\"Party identification of respondent.\")\n", "ax.set_ylabel(\"Age\")\n", "ax.set_title(\"US national election '96 - Age & Party Identification\")" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1.0, \"US national election '96 - Age & Party Identification\")" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Create an asymmetrical jitter plot.\n", "ix = data.exog['income'] < 16 # incomes < $30k\n", "age = data.exog['age'][ix]\n", "endog = data.endog[ix]\n", "age_lower_income = [age[endog == id] for id in party_ID]\n", "\n", "ix = data.exog['income'] >= 20 # incomes > $50k\n", "age = data.exog['age'][ix]\n", "endog = data.endog[ix]\n", "age_higher_income = [age[endog == id] for id in party_ID]\n", "\n", "fig = plt.figure()\n", "ax = fig.add_subplot(111)\n", "\n", "plot_opts['violin_fc'] = (0.5, 0.5, 0.5)\n", "plot_opts['bean_show_mean'] = False\n", "plot_opts['bean_show_median'] = False\n", "plot_opts['bean_legend_text'] = 'Income < \\$30k'\n", "plot_opts['cutoff_val'] = 10\n", "sm.graphics.beanplot(age_lower_income, ax=ax, labels=labels, side='left',\n", " jitter=True, plot_opts=plot_opts)\n", "plot_opts['violin_fc'] = (0.7, 0.7, 0.7)\n", "plot_opts['bean_color'] = '#009D91'\n", "plot_opts['bean_legend_text'] = 'Income > \\$50k'\n", "sm.graphics.beanplot(age_higher_income, ax=ax, labels=labels, side='right',\n", " jitter=True, plot_opts=plot_opts)\n", "\n", "ax.set_xlabel(\"Party identification of respondent.\")\n", "ax.set_ylabel(\"Age\")\n", "ax.set_title(\"US national election '96 - Age & Party Identification\")\n", "\n", "\n", "# Show all plots.\n", "#plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.5" } }, "nbformat": 4, "nbformat_minor": 1 }