{
“cells”: [
{

“cell_type”: “markdown”, “metadata”: {}, “source”: [

“# Scatterplot Gallery”

]

}, {

“cell_type”: “code”, “execution_count”: 1, “metadata”: {}, “outputs”: [], “source”: [

“import numpy as npn”, “import matplotlib.pyplot as pltn”, “import scprep”

]

}, {

“cell_type”: “code”, “execution_count”: 2, “metadata”: {}, “outputs”: [], “source”: [

“X = np.random.normal(0, 1, [1000, 3])”

]

}, {

“cell_type”: “code”, “execution_count”: 3, “metadata”: {}, “outputs”: [

{
“data”: {
“text/plain”: [

“<matplotlib.axes._subplots.AxesSubplot at 0x2755a59f438>”

]

}, “execution_count”: 3, “metadata”: {}, “output_type”: “execute_result”

}, {

“data”: {

“image/png”: 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n”, “text/plain”: [

“<Figure size 432x288 with 2 Axes>”

]

}, “metadata”: {}, “output_type”: “display_data”

}

], “source”: [

“scprep.plot.scatter2d(X, c=X[:,0], title=”Continuous color vector”)”

]

}, {

“cell_type”: “code”, “execution_count”: 4, “metadata”: {}, “outputs”: [

{
“data”: {
“text/plain”: [

“<matplotlib.axes._subplots.AxesSubplot at 0x2755c6d7d30>”

]

}, “execution_count”: 4, “metadata”: {}, “output_type”: “execute_result”

}, {

“data”: {

“image/png”: 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”, “text/plain”: [

“<Figure size 432x288 with 1 Axes>”

]

}, “metadata”: {}, “output_type”: “display_data”

}

], “source”: [

“scprep.plot.scatter2d(X, c=np.where(X[:,0] > 0, ‘+’, ‘-‘), title=”Discrete color vector”)”

]

}, {

“cell_type”: “code”, “execution_count”: 5, “metadata”: {}, “outputs”: [

{
“data”: {
“text/plain”: [

“<matplotlib.axes._subplots.AxesSubplot at 0x2755c76aa20>”

]

}, “execution_count”: 5, “metadata”: {}, “output_type”: “execute_result”

}, {

“data”: {

“image/png”: 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n”, “text/plain”: [

“<Figure size 432x288 with 1 Axes>”

]

}, “metadata”: {}, “output_type”: “display_data”

}

], “source”: [

“scprep.plot.scatter2d(X, c=X[:,0] // 0.3, discrete=True, legend=False, n”, ” title=”Explicitly discrete color vector”)”

]

}, {

“cell_type”: “code”, “execution_count”: 6, “metadata”: {}, “outputs”: [

{
“data”: {
“text/plain”: [

“<matplotlib.axes._subplots.AxesSubplot at 0x2755c6a2198>”

]

}, “execution_count”: 6, “metadata”: {}, “output_type”: “execute_result”

}, {

“data”: {

“image/png”: 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”, “text/plain”: [

“<Figure size 432x288 with 2 Axes>”

]

}, “metadata”: {}, “output_type”: “display_data”

}

], “source”: [

“scprep.plot.scatter2d(X, c=np.round(X[:,0]), discrete=False,n”, ” title=”Explicitly continuous color vector”)”

]

}, {

“cell_type”: “code”, “execution_count”: 7, “metadata”: {}, “outputs”: [

{
“data”: {
“text/plain”: [

“<matplotlib.axes._subplots.AxesSubplot at 0x2755c8aa128>”

]

}, “execution_count”: 7, “metadata”: {}, “output_type”: “execute_result”

}, {

“data”: {

“image/png”: 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n”, “text/plain”: [

“<Figure size 432x288 with 2 Axes>”

]

}, “metadata”: {}, “output_type”: “display_data”

}

], “source”: [

“scprep.plot.scatter2d(X, c=X[:,0], cmap=[‘red’, ‘blue’],n”, ” title=”Continuous color vector, list colormap”)”

]

}, {

“cell_type”: “code”, “execution_count”: 8, “metadata”: {}, “outputs”: [

{
“data”: {
“text/plain”: [

“<matplotlib.axes._subplots.AxesSubplot at 0x2755c9323c8>”

]

}, “execution_count”: 8, “metadata”: {}, “output_type”: “execute_result”

}, {

“data”: {

“image/png”: 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n”, “text/plain”: [

“<Figure size 432x288 with 2 Axes>”

]

}, “metadata”: {}, “output_type”: “display_data”

}

], “source”: [

“scprep.plot.scatter2d(X, c=X[:,0], vmin=-1, vmax=1,n”, ” title=”Continuous color vector, specified range”)”

]

}, {

“cell_type”: “code”, “execution_count”: 9, “metadata”: {}, “outputs”: [

{
“data”: {
“text/plain”: [

“<matplotlib.axes._subplots.AxesSubplot at 0x2755ca16b00>”

]

}, “execution_count”: 9, “metadata”: {}, “output_type”: “execute_result”

}, {

“data”: {

“image/png”: 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”, “text/plain”: [

“<Figure size 432x288 with 2 Axes>”

]

}, “metadata”: {}, “output_type”: “display_data”

}

], “source”: [

“scprep.plot.scatter2d(X, c=X[:,0], vmin=0, cmap_scale=’sqrt’,n”, ” title=”Continuous color vector, nonlinear scale”)”

]

}, {

“cell_type”: “code”, “execution_count”: 10, “metadata”: {}, “outputs”: [

{
“data”: {
“text/plain”: [

“<matplotlib.axes._subplots.AxesSubplot at 0x2755cabab38>”

]

}, “execution_count”: 10, “metadata”: {}, “output_type”: “execute_result”

}, {

“data”: {

“image/png”: 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”, “text/plain”: [

“<Figure size 432x288 with 1 Axes>”

]

}, “metadata”: {}, “output_type”: “display_data”

}

], “source”: [

“scprep.plot.scatter2d(X, c=X[:,0], colorbar=False,n”, ” title=”Continuous color vector, no legend”)n”, “# equivalently, legend=False”

]

}, {

“cell_type”: “code”, “execution_count”: 11, “metadata”: {}, “outputs”: [

{
“data”: {
“text/plain”: [

“<matplotlib.axes._subplots.AxesSubplot at 0x2755cb22cf8>”

]

}, “execution_count”: 11, “metadata”: {}, “output_type”: “execute_result”

}, {

“data”: {

“image/png”: 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n”, “text/plain”: [

“<Figure size 432x288 with 1 Axes>”

]

}, “metadata”: {}, “output_type”: “display_data”

}

], “source”: [

“scprep.plot.scatter2d(X, c=np.where(X[:,0] > 0, ‘+’, ‘-‘), legend=False,n”, ” title=”Discrete color vector, no legend”)”

]

}, {

“cell_type”: “code”, “execution_count”: 12, “metadata”: {}, “outputs”: [

{
“data”: {
“text/plain”: [

“<matplotlib.axes._subplots.AxesSubplot at 0x2755cb0acc0>”

]

}, “execution_count”: 12, “metadata”: {}, “output_type”: “execute_result”

}, {

“data”: {

“image/png”: 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n”, “text/plain”: [

“<Figure size 432x288 with 1 Axes>”

]

}, “metadata”: {}, “output_type”: “display_data”

}

], “source”: [

“scprep.plot.scatter2d(X, c=np.where(X[:,0] > 0, ‘+’, ‘-‘), cmap={‘+’ : ‘darkred’, ‘-’ : ‘darkblue’},n”, ” title=”Discrete color vector, dictionary colormap”)”

]

}, {

“cell_type”: “code”, “execution_count”: 14, “metadata”: {}, “outputs”: [

{
“data”: {
“text/plain”: [

“<matplotlib.axes._subplots.AxesSubplot at 0x2755ccc50b8>”

]

}, “execution_count”: 14, “metadata”: {}, “output_type”: “execute_result”

}, {

“data”: {

“image/png”: 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n”, “text/plain”: [

“<Figure size 432x288 with 2 Axes>”

]

}, “metadata”: {}, “output_type”: “display_data”

}

], “source”: [

“scprep.plot.scatter2d(X, c=X[:,0], cmap=scprep.plot.colors.tab10_continuous(n_colors=3),n”, ” title=”Continuous color vector, graded discrete colormap”)”

]

}, {

“cell_type”: “code”, “execution_count”: 15, “metadata”: {}, “outputs”: [

{
“data”: {
“text/plain”: [

“<matplotlib.axes._subplots.AxesSubplot at 0x2755cd75e48>”

]

}, “execution_count”: 15, “metadata”: {}, “output_type”: “execute_result”

}, {

“data”: {

“image/png”: 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n”, “text/plain”: [

“<Figure size 432x288 with 2 Axes>”

]

}, “metadata”: {}, “output_type”: “display_data”

}

], “source”: [

“scprep.plot.scatter2d(X, c=X[:,0], cmap=scprep.plot.colors.tab40(),n”, ” title=”40-element discrete colormap”)”

]

}, {

“cell_type”: “code”, “execution_count”: 9, “metadata”: {}, “outputs”: [

{
“data”: {
“text/plain”: [

“<matplotlib.axes._subplots.AxesSubplot at 0x7f8938110128>”

]

}, “execution_count”: 9, “metadata”: {}, “output_type”: “execute_result”

}, {

“data”: {

“image/png”: 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”, “text/plain”: [

“<Figure size 432x288 with 1 Axes>”

]

}, “metadata”: {

“needs_background”: “light”

}, “output_type”: “display_data”

}

], “source”: [

“scprep.plot.scatter2d(X, c=’xkcd:light periwinkle’, title=”Named color”)”

]

}, {

“cell_type”: “code”, “execution_count”: 10, “metadata”: {}, “outputs”: [

{
“data”: {
“text/plain”: [

“<matplotlib.axes._subplots.AxesSubplot at 0x7f8936881ef0>”

]

}, “execution_count”: 10, “metadata”: {}, “output_type”: “execute_result”

}, {

“data”: {

“image/png”: 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n”, “text/plain”: [

“<Figure size 432x288 with 1 Axes>”

]

}, “metadata”: {

“needs_background”: “light”

}, “output_type”: “display_data”

}

], “source”: [

“scprep.plot.scatter2d(X, c=np.random.uniform(0, 1, [1000, 4]), title=”RGBA color vector”)”

]

}, {

“cell_type”: “code”, “execution_count”: 4, “metadata”: {}, “outputs”: [

{
“data”: {
“text/plain”: [

“<matplotlib.axes._subplots.AxesSubplot at 0x7f139dec8550>”

]

}, “execution_count”: 4, “metadata”: {}, “output_type”: “execute_result”

}, {

“data”: {

“image/png”: 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n”, “text/plain”: [

“<Figure size 432x288 with 2 Axes>”

]

}, “metadata”: {

“needs_background”: “light”

}, “output_type”: “display_data”

}

], “source”: [

“scprep.plot.scatter2d(X, c=X[:,0], ticks=False, label_prefix=”Axis”,n”, ” title=”No ticks, automatic axis labels”)”

]

}, {

“cell_type”: “code”, “execution_count”: 11, “metadata”: {

“scrolled”: true

}, “outputs”: [

{
“data”: {
“text/plain”: [

“<matplotlib.axes._subplots.AxesSubplot at 0x7f8936839cc0>”

]

}, “execution_count”: 11, “metadata”: {}, “output_type”: “execute_result”

}, {

“data”: {

“image/png”: 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n”, “text/plain”: [

“<Figure size 432x288 with 2 Axes>”

]

}, “metadata”: {

“needs_background”: “light”

}, “output_type”: “display_data”

}

], “source”: [

“scprep.plot.scatter2d(X, c=X[:,0], title=”Custom axis ticks”,n”, ” xticks=False, yticks=[-1, 1, 2], yticklabels=[‘a’, ‘b’, ‘c’])”

]

}, {

“cell_type”: “code”, “execution_count”: 12, “metadata”: {

“scrolled”: true

}, “outputs”: [

{
“data”: {
“text/plain”: [

“<matplotlib.axes._subplots.AxesSubplot at 0x7f89367ddda0>”

]

}, “execution_count”: 12, “metadata”: {}, “output_type”: “execute_result”

}, {

“data”: {

“image/png”: 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n”, “text/plain”: [

“<Figure size 432x288 with 2 Axes>”

]

}, “metadata”: {

“needs_background”: “light”

}, “output_type”: “display_data”

}

], “source”: [

“scprep.plot.scatter2d(X, c=X[:,0], legend_title=”Colorbar/legend title”)”

]

}, {

“cell_type”: “code”, “execution_count”: 13, “metadata”: {

“scrolled”: true

}, “outputs”: [

{
“data”: {
“text/plain”: [

“<matplotlib.axes._subplots.AxesSubplot at 0x7f8936708630>”

]

}, “execution_count”: 13, “metadata”: {}, “output_type”: “execute_result”

}, {

“data”: {

“image/png”: 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CwsLCUgYWFhYWFrTheQYdO3ZU6enpLS2GhYVFG2Dp0qV5Sqnk/cnjxJMOVfl5DRtot3Tp5m+UUiftT3nNTZtVBunp6SxZsqSlxbCwsGgDiMh+DwvOzytj0ZKHG5TWLhe2yvVU6qLZlYGITMYM0TwQc2GNGMzx/kuAfyulZje3TBYWFhb1oVAYRvud5NwSPYO7MVeZWokZqtZDMKwCZmiFZ5RSt7SAXBYWFha1oxSG0X6D+LaEMjgbMzRytTViReQo4GvMGYezlFK/tIBsFhYWFjWiUBh7xYxsPzT7aCKl1II9FUHleeD94OEJzSuVhYWFRX0olAo0aGuLtDYHcuVbbL99MQsLizaKarMVfUNoNcogGAd9Imb00DktLI6FhYVFdZRCGZYyCDsici1VccjTg/t+4Hql1IqWksuiechevglfmZtuR/ZDNGvuo0UbweoZNAnHYPYEKqnAXAj+zdpuEJGrCC7Q3b37Pq07b9EKWPvxQn5++D0QIWP84Yx+8KKWFqnFUeWFBNbMQ+vSH1vnmhbbs2h5DJTe6FVA2wwt1iRTSp2nlBLMeQaHAR8ArwFfikiNcfmVUq8qpYYppYYlJ+/XZEKLFmTb9ysIeHwE3F52/PRnS4vT4ihDp+KFk/F+cjful05Hz7TeSWvEXASm/TqQW7x/rpQqV0otV0pditkrOAm4o4XFsmhC+p13DDaXA81pZ8BFx7W0OC2PpxRVnAV+s9Vp7LCspK0TBUagYVsbpNU4kIP8F3O94tOBB1tYFosmotuo/pz//ePoPj/RKYktLU6LI1EJ2A45BX3VV0hkPLb+1sjqVolSbbaibwitTRlULvNo2YDaORGJMfUnOoCIvOBlVFk+RMYjttb2s7TYTRs1ATWE1vbVHRv8f0OLSmFh0QJITIeWFsGiDkQZSMDT0mI0Gc3qMxCR0SLydxFx1nBtPPCv4OHrzSmXRetDKcWKFz7iy/F3snraly0tjoUFls8gvPQGpgEFIrIMyAESgIOD1wCeVUrNaGa5LFoZBSs3se6db9A9Pv585VO6HTuU2PTUlhbL4oBGIZaZKGz8CPwTOBroF/xfB3YC04HXlFI/NbNMFq0QW2RV51EBmjO8n6q/oJD8b74jonsaCaNGhjVvi3aKAqwQ1uFBKbUZuL85y7RomyT0SWPIPRex/etF9DrzGKK7hHetkLU3345vVzZis9HznjtIOOrIsOZv0R5RSBs1ATWE1uZAtrDYTa/TR9Pr9NFNkrc3axfoOkop3Nu2k9AkpeyNUZqPZ87zSGQcESdejzgjmqlki/1HteueQYtPOrNoveRtzuX7l+ayadHGsOe99qMFTBt6Ix+eNoWKvJKw518fXa+4FGw2XCmd6Hhi843rL582Gd/CmXjnv4Fn9lPNVq5FGFAKCXgbtLVFrJ6BRY343D6eP+UpvOVebHYbN3x+M10GdA1b/gv/ORPd46No0y7WvP8jQ64fH7a8G0LquWeRcs6ZiEizlqtK88zWpVIYxbn132DRelBWz8DiAMRdVIHP7cMIGIgm5G7KCWv+0akJiKahOezEprXMHMPmVgQAUec/giR1Q+t8EBGn3dbs5VvsH2LoDdraIlbPwKJG4lLjGXbO4fz27q+kHJRKv+PDG0nz1Ldu5a93fyC+ZwoZ40eENe/WjL3nEOIf/KGlxbDYJ9p3z8BSBhY1IiKc/cR5nPX4xCZpQUenJDL85glhz9fCoqkQpdpsq78hWMrAok5awpRiYdEqUQoJ+FpaiibD8hlYhJW8DbtYPXsp3tK2sQiINzOTbVOfZNc7M1B6+231WYQJQ2/YVg8i4hCRE0TkWRFZLCI5IuIVkc0i8rqIHNwMT1MNq2dgETZyVu9g+jlPIQIxKQlc+e39LbKkpVIKb3YezqQENKejzrQb774HX9YuxOlAi4qi05mW6cqiNhRiGOHK7Bjg2+D+DuBnzGgMQ4DLgQtE5Fyl1BfhKrA+LGXQTinKLuHpS96kJLeMa178O31H9q7/pv0kc/kWUAq/20/R1lx85V5csTUuWtdkKKVYceu/KFq6CkdcNMP++zTOpPha0+ulZeZC5wEdvbi4GSW1aHOENxyFAcwCnlZK/Vp5UkRsmAE77wTeFpHeSqmCcBVaF5aZqJ3y0RNfs2HpVnZtyuWla95pljJ7H3cIzugIbE47fcYNajJFoAyDzLmLyJy7CBXSUitetZ6tb39K4eI/UH4/gXI3BYt+rzOvHnfdiaNTJ6L79yf5rDObRF6L9oIKm5lIKTVfKXVuqCIInteBe4C1mEE8T2mSR6kBq2fQTolJjMJm01CGIjohqlnKjE1J4NqfHqaioIzY1KYL8LD6+ffYOmseAEV/bqT/5PMpWbORZddPMSdz6YI9wmXK1C+jzrziDh/OgBnTm0xWi/aFqLCZiWpFKWWIyArMaM7dmrzAIM2qDETEAYzB1HajgB5APJAJzAOmKqXWNqdM7ZUJt52IHjAoyi7h3Hv+1uTlrfh4Eb+88i09jujDuCnnNukopIJla9E93uD+GgDKNmwDAcPrR2w2+txyBQmD+hKV1qVJZAjkZaN8HhxdejRJ/hatEKUg4G+u0ipbMbuaq8DmNhNVOk0mA6mYTpPZwWuXA8uDi9xY7CfOCAfnTzmN6165kI5pSU1alqekgjl3v0v+xmxWfvwb6+eubNLy+lw5Ac3pQHM66HOF6fBNHj0MV8ckECH1b0fT5dTjdiuCii3bWXHVray64S682fsfAqJi6QJ2Tj6brDsuoujDN/Y7v7aE8uVjFC5ABZo/nlSLoxQYRsO2/UBEjgMOA7zA1+EQvSE0t5mo1TlNLPYfzWYDraonYI+oewTP/pIy+jBO/P5VAGwR5roHjvhYRs56HsPrwxY0EQEYgQAbHnmW8jXrQRO2vPgGBz98136VXzb/c/D7UMH9hLMv36/82grKX4D/jwnmOsD2GByDPkNszTtAoKVp6klnItIReDN4+KRSKqtJCwyhWXsGrdFpYrH/OKNdnPvaNfQ6uh+jJ/+NXkf3a/IybRHO3YqgEhGppgjK1m1i0d8uomT1RgylIZqGLXL/Q0ZHjRyLOF2IK4LIw44g/+X7KXj1YYyy9t1aVuWrTUVgVECgBOXZ3tIiNTON6hl0FJElIdtV9eUuIi7gI0zz+U/Ag037PNVpNQ7klnKa7A8+n5+c7Hy6dks54Gfq9jyqLz2P6tvSYlQj88PZ6BXByW8OBx1POIr0G+puxStdZ9erL+Fet4ZOF15KzNDhe6WJOWoczu69MdzllH7yKt5Vv4FoEPCTdN1DTfEorQKJGQj2WAgY4OqGRPZsaZGaF0VjTEB5SqlhDU0sInbgA8zVH38Hxiulms1BAa1IGQRpdqfJvlKQX8SxR15AXl4hR44awgefvXDAK4TWRtzAfuTNXwhA/JCBZNw9ud57in+cR9F3c1BeL9sfuo+USZdilJaQeMZEbHFV8xWc3c15GyWeCrOCEIXhLm+aB2kliD0Ox6BPUd4dSEQ6ojWtObD1ofbbH1ATQTP5O8BpwF/AOKVUs096aTXKoKWcJvvKD/MWUVxUis/r5+cFy9iVlUvnLp1aWiyLEFLHn4AruQO+wiKSjzuqxjR5X8ym4NvvSDphLB1PGw9UKXTBT/6M11G6jnv1StIefWGv+xOvvJ+Clx9A7A4SLm7/IanFFolE9WlpMVoEUQoJ82giMVuQbwITgQ3AWKVUXlgLaSCtQhk01GkStLtdBdC9e/dmkq5mBg3phwKioyNJSIyjY3L4R+xkbs5l3qzF9B/ek6HHNr0dvj2SeMSQWq9lvfMuu96eDoaBe/Nmog8dSPwxx+HZuA732jXYo124ly82Z1XnZNeYh6NrT1L+Zc1TOGAIf8/gFeBiYCtwfHM6jPekxZVBY5wmSqlXgVcBhg0bpppFwFrondGd+QvfYcXyNYw5bgQOR3hfpd8X4KrRj1BW7MbhtPHsnFsZcHivsJZxoOEvKqZ48TKiD+5DIC+X7HdngmF+RkoZoEBsNlKvvB4A365Mdk65Db20hJTrbm1J0VHKIPDtHRgbvsM2/Grsh1/XovIckDTOZ1AvIvIkcDWwEzhOKbUtbJnvAy2qDFqD02R/6J3Rnd4ZTdNDcZd5qSj1YOgGInZ2bMi2lMEeKMNAd3uxR9c/vNHw+1l5xU3oZaZdv/sVFyCahqkKhNSLLiKyZ3q1e7TIKOJPnoCzaxrRQ2tegMdwl+NZ+SuObr1xdEmvMU04UFt+xFjxLvgr0L+fgq3v6Uhc+JYhtWgI4fMZiMjpQGULYzPwQC0+xwVKqdfDUmg9tJgyaC1Ok9ZKXFI0Z15zLB++PI/uB6cyevxhLS1Sq8JfVsEvk+6nfHsWqceNYPAjN9XpwA8UFRMoLkb5A2gREWhx8cSNGE7Zyj9J+ftEOk04fa97tt8zGX/WTtA0Ot/2ALFHVPc7KKXIeeBS9PwsMBTJU97Amd5EkYedMeakJzBHLtlcdae3CD+K3T3JMJAYsn9UcKuN9qsMWpPTpDVzw+Pncv1j57S6UUq7Vu9k8TsL6T68J4PO2HvoZVNQtnUXeUvXkHzEAKK7JJP783I8OflgKLJ/XII3t5CITrX7bRwdOxA3ZDAlS5djj4shYcQwkscdV2eZvp07QA+AZsO3dTPsqQy8bgKZm81K2uHCt35lkykDretwbOMeR62fg23oFUh0xyYpx6IuFAQC4clJqbeAt8KSWZhoqZ5Bq3GatHZamyLQ/TpvnPMc3lIPyz/6DcOvs/bLZUR1jOXEf5zdJJFK3TmFfH/+/SjDQHPYGTf7aWJ6pWH4TIuiaBqO+Jg68xARDn7sH/gLCrHHx6HZ6//0O154GXnTX8ee1IG440/c67oWEUXksDG4ly9Ec0UQMWT0vj1gA7EPvhgGX9ykZSh/KargFyRuABJpmaGqEd6eQauj2ZVBa3OaWDSOgC+A31219N9Pz8ymNKsIm8NGRFwk4x44O+xllm012wq6xwciVOzMRfl9iN2G0g0Uiortu4itx38jIjg7NHzUV4ezLyBpwnmgabUq5aT/ewI9bxe2+ETEuf+zm1sSZfjRF44DXz4AtqPmIVFpLSxVK6MZopa2FM0dtbTVOU0ORNxlHnwVPuI7xTX6Xle0i3F3ncaPL35L10O7U55pWveUUhj+ponbknRoBtHdUyhZv52EfunE9UnDvTOHyjkBgmCPiW6SssVmq/u6CPbkzrVeNypKzdAVdmetaVoN3hzw7gLDB7YoVPEySxlUQ1k9gzDS6pwmBxqblm1l6oQX0f06p91+EqfePK7ReRx55XEceaVpb89evZM5980kKimGY249NdziAmBzOTl2xkP4SytwxEUjIkT36Mxhj/8fu+YtosuJo4hM7bBfZXi2b2fTzZMx3G5Sr7mGjuP3dig3BN+6Zfg3/0XE8BPw/PIZFZ+/hDgjSLjrHexdm2aylirdhv7bY0hsV7ShdyC2fZwZHNEZ4g6FklVgi0KS6vp5HoC0czORKNU2H27YsGFqyZIlLS1Gm2Pa5HdZ8O4iAGKSonlu7SMtLFEVRkBny5xFiAg9Th6BZqs/jqJSis3//ZSi5WtJv/g0kob036ey1113Dd6NGzEnG2gM/PrbGtPpxQUUzngFcbpIPP9atKiqHolv4woKHrsSDB0tOg7Ry8BrDmWNHHsRMeftX7RUY/P36NsWYut/NlpyVRwo/4whULAGbE60w+/FNuz2fS/Dk4Xa9SWSPBYtOh0A5ctD3/QEiA1brzsQR2LdmbRCRGRpY2IF1cSwnppa9I+G9fDsl3r3u7zmpsUnnVk0LwOO7ctvnyxDRDjoyKZfF7kxLJ06kw0f/wQCBWu2MfS2idWuF6zaiOEP0GHwQbtt+Ln/W8LmNz9B93goWPQ7CQMyOOiWS4nrX/cKZ3tii6ju+NbLy7FF7216yn3hITwrF4MIyuuh4/X37b4W2LkxuOPHKC3C1Xcgga2rAHBkHIYyDAIbFqPFJGHr0rhegrFrOf5Z50PAg7H4PzhvWoM4g/J5CgADjADKndOofENR/iKMBWPB8KM2PI0cvQBxJqGvuw9VuABE0A0P9n7P7HMZbRmlQAXaZuO5IVjK4ADj8DOGkNQlkeKcEgadeEhLi1ONvBWbTCd0932sAAAgAElEQVQxkLdiY7VrG9/7lj+ffx+AjItOpv91pqNad3tRgKBAKYpXrWPFnVM56ov/VLu/dNUa1t71IAqIG9QPz4ZNpJx1Oqnnmovj9JjyIGvOPw/l94EGOTOm0/mqa/aS0SgrAV03K8Y9QlZHDD2e8i+noe/aRuSxZxN33i14l36HlpSK8+DhlL99J77fvwZlEH35szgHHt/gd6OKtprzC1Cge8FbjKrIJjB/MsT0RomGFpuGbeh+xEcq2wCGH/RyINo8Tjo8eKyDEtAr9j3/to7CXJGlndLcK51ZtAIyDu/J0FMHYXfU7RxtLMowyN+UjbfMs0/3D7r+DDSnA5vLwaHXVrfZZ85bjO7xoXt8ZM1fuvt8ytiRpI4diSMh1lxkB0Jjze1m67+nESgtQy8to+jnJfhyctnx+n/x5VZOb1GIJoiYDmlVyyImHa+5G0daL5w9DyZp0v9Vv6jZ0JLT0Dp2xTVoNOKMIGLkeJwHm3Mx/Kvmg68C/B78f8xt1LvRMk5EOh9mmoKGXIbEdiHw9WWorfNRWYvRuhyH/ZwfkaiURuVbjbhDILIbaC6I6ALxAwGw9XkIiRmIxA7ClnH/vuffHjAauLVBrJ6BRdj4+JpX2bJwDTannUmf30VCWuMmRnU5aiDn/foSANoesZ56njuWgpVmb6HnxLG7z2t2G4c8cC265zLWPvUG7p059Llp77H4kT26Ub52Peg6osyJQwrQXOZM3rwPZ6EqI1JqGikXXlKjjM70PnR95t0ar5XPex/fX79BwE/RS3eS+urP1e8deTbeH6cDgnPEGXW/jD0QewTOC2dXP1nN37f/5guxRWAb9S14dkJEl90hqiWqJ/bDPtjv/NsF7ddKZCkDi/Dgd/vYMH8VKIVSio3fr2LoxWManc+eSqCSbuNG0GFwH5RuENV5byVji3DR/97ag7f1nHwNUT17kPX2u+ilpSBChzGjscfFmvfHxSF2O8rvx5nSCffqlex6+RkcKZ3pdu/D2GLrH4arRcWBpgGCuCLR87MIbF9N2Zt3I9HxxN/8Oq4jz0Ei49DiGqcoA0teI7BgKlrX4TgmvInYXdhPfpPA3BvBGYPt6McalV9tiGaHqB5hyavdoUAZrWsSaDixlIFFWLBHOEjp15WCLbkopUg7vG4Hacm2HObf9jqFGzOJ7ZLECS9cR3x6ap33RNYQbmLNc9PZ9uF3JA7uy9Cnbkdz1jysUnM66Hz2aWR/8BF6aSlis+HslLz7esczzsRwu/HvyiL5govZestVGGVlBAryKfj8I5IvuLTedxA1ZgJGcR6+NUsIbF5O3l3jsUVo4ClDecqomPMqsZf8s958QlFl2fgWvoha+jIoA2PzDxirP8U2cCKS0BvH2V81Kj+L/aSNmoAagqUMLMKCiHDBB7ey7dd1JPVKIbFHcp3pf7hrGrkrtwCKwg1Z/PLo+xz90MUUbdhJ8mEZOKLqn83ryc5n2wffYPgDFK1YS+7Py0kZU3espIwH72Hb8//GmdKJzn+vmi0tdjspF1WZhmwxsRjl5YjNji0+vqasqqEMA0QjdsI1FL92D4F1piNc+QSx2UGzY+vU+Ba3951zUTmrwWZUuUKi6363Fk2EAhVov25WSxlY7DPu4gp+f/8X4lITGDB+CI5IJ72PbeAIJa2yahMQcEQ4+Py0+1BKEdUpkfGfPoRmr9nBHXB7WPvKh/iKSxG7DfwBlKGISK3f9BLT72D6v1L/0Mi0h6aSN3M6zi5dSTz5tDrTls2dRfF/n0CLSyT5H9NwHno0niVzEREcg47B0bU7WlxHIo4+p95y90SVZJohEHQ7dMrAfsR12HrVHWDPoqkQsMxEFhZ7M+OSV9j153Y0uw1fhZch5x1Za9r//et9Vs74kU4De3DGWzdz7OOX8b/73qZ0Ry5dR/Un5ZAe5Py8koDbR9nOXDz5JUSlJKJ7feT8tpqY7inE9jDNSKufn8n2T75HGQbxfXuQfHg/koYOIL5v4xZo9xcUYouNQXNUmZbyPppF4VdfEHvU0XS++a4GBQosmfk8GDpGcT7lc2cRf/7/YU/pjlFaiHPAEYhWpdQCm3/HM28a9j7DcR19Yb35O055Ev/sW5DYVFznf4jE1R76ojGo3AWogmVItzOQ6JZdNbBNoSxlYNGGyVyXzWMTXqSixMPVr1zI8FMHhSXf/M056H4dXTfIWZtZa7qK/BJWvfc/lG6Qv3YnW75fQZ+/DeOUabdUpcktYvmzH6EUJB6cRkV2Adu+/Y3tXy6kbOsuUIpBt0xk07tfo5eVYwR0UArdG+Cg688nf9EK8n5ZTocjBtVbwepuN5seepTSZb9ji4mm379fwJmcjC8zk5y330T5fBR89glxI0YS1X/A7vuUYaACfjSnK3isE8jJxJbSncCODYhmw96tF2WfvIx/43KiT72qmiJQfi+lz18CPjf+P3/A1rE7jgHH1CmrfcDp2AecjnIXYmxdiMZgJK5bnffUhypYivHTOeYktTXPoY1fcwAubr8PWA5ki7bOF898S9Euc4LUjHs+rlMZ5G3J45tnvqZjj46MvekEbCGmGqUUhm7sPjfu3jP48t73ieoQy4hLx+xOt2PxBmZPfgNHlJMJr11HXJck7BFOfLoHlCIubW+bd1RyAhO+eYyynfmIwLcXPIzSdQx/ALsoNIeNv56fiV7hQTTBZtMQTci4/HQ2vfERW6Z/Dgq6n3cyfa77e7W8la6T+cFneHZkkXrm31h/9wPo+eb8Ar28gqIFP9NpwulI6EgmpRBnVegB/66d7LzrKoyyEhLPu4KECReQff9l+LdvwhaXQNyZV2HvnA7KT8nXb4HPg2/9cjq9tBCxBytaPQB61UJ+qmLvtZz0HcvxvmM6q10XTsPWbTDK78b76ijwlQKC6+pf9muVM1WyDhBQfvAXQ6AcnAlBmbah8n9CkkYi0dbKenthWD4DizZM176pOCMdGLpB54xOdab99/mvkLc1D4fLgSs2gjFXjgEgf0su/5nwDBVFFZzyjzMZOeloDjt3JIPPOWJ3S1wphREwmHv/e5TnFIPAgic/Y/yLVzL6volkL99E7xOHkDKwZkeqIzqSxIO6sWP+MkQTdI8OmobmEGxOB874CNxuLwJm6OqAYuO0z4mItqO7vQDk/frHXsog+4tv2PHmuxg+P4W/LEY85SgFlR2I6H5mnB9Hcie63nEPhV/NJqJXL4q/+xKjbDTRg4dS+v0cjNISUAZFs97C2bkz/q3rQQ9glJdi796XyMNG4f75i6qCDb3aXACJiCZy4oN45ryIvdcQHENO3usd+L6cgirZtXs/8upPUcXbwVMIAQ84YzB2/YEtRBmogAdKd0B8z2o9kdqQrqeg1r0IxX9B78uRSkXgKzBDWBt+Mw7R0T8hEfsxia29oQSlW8rAog3ztxuPJ7ZjLGX55Rw3aVSdaSuKKsyIBwGDnPXZfHDru2xYuJbSXUWgKzSB76bOZuSko4GqxXfKckt4+8yplGYVkdA1Ec1uQ2wacV078OODM1n9ya+gFJ2HmjGD3IVl+IrLWThlOqU7cjny/gtJO8ac8Zo6cgCx6akU/rWV7uMOZ+B1pxPZMYHc31axcfocdLeb8i2ZKF1HcznpccHfKFnzAkop0i8cX+15PJnZZH0yx1wIRymMCjeu2CgCgOaw0eeRB4nonsaW++/Fu2MHXa67ga4338qmKy9E+b0Uf/0F3Z/+N67eByMOB0rXsSV1JP+Vf5qrXpn+b5w9DgIg4vCT8K9dim/jCmImXI84qgc2ixh1LhGjzq3x3Su/B5SBEjuIoCWZSlOSeiGdBqBy/oSIeLTuVX9DoywL/a3+oHsgIQP7xX8gUr3CUkpB9k/mQcpoxBGHbdxClDKqp3VvB6WD4QFbFJRvAksZVMfqGYQPERkCjAWGAcOB9OClgUqpVc0tz4GApmkcc8ERDUp70UsXM+uuD0jomsjKz5fhKTVDS2iiEAHNoZGcsXcF8ddniynLKUEZisIdhYy88jhccREMu3ws/z3+fgLBBXE2zf0Du9PG/NvfRPQANs1s5f94x+uc882/mPP3hyjfkUvSgHQm/PgcEYlxGAGdnF9WsuTef4MIiQN60u2Uo/CXVjDg5guI7NyRpC8HoJTCmRCLMgy2vPYeRcv/JJCbhy8nGxGwRUbQ+96biT9sIO6Nm4jK6I0tOorsme9RumwZBAJse+Sf9H7yyapFTIwAu556mJ4vv40r42C86/4kUJCNJgaiBLE5SLjsTrQ4s3Utdgdxl07Zp7+T571r0TP/BARbn2Nxnv6omadmx3nJN6iirUhcV8Retf6xseQJUxEAFG1AFa5HkqovvalWPoFa9YSZ14BbkUH3mPt7KA1iB5ghKYqWQnQGJAzZp+dor6gw+wxaW13YEj2DB4B9CxZv0eT0O7YfDyz6B36Pn/sOuqPqggh2p2Y6gTfnUrAtn6TuHSjYmktEbCSd+nZFs5krgsWmJnDMXRMI+Px8eunzlOUUm4rEbmPAOaNY9uIXGL4AGgYKMfOOcrL0qVmUb881o5b+uYXZp91L92MGsm32QlxJsQTcPkQUhcvXIoZO/5vOIzI4Gzl02cv8BYvZ8cFsDI9pOrIJYLfR8aTj6TDaVIqxgwbuTl+y8GdUIIAA4nTi6pWBs1savq2bAAgE/QuBrG2g+8zx/q4IlNKxJyZQ9PrDlLz7DCmPzMCW1AmjvATfuqUYBbtw9DwER6+qsurC2LEc/G7zdUfGI84o9HXfoK/6BNvAs7H1GbvXPdJhYEiEBIGYvZ3LavtsCJgB5tSOLyGoDPbKS7NjG/ExBIrBHt/qllxtecI+tLRV1YUt0ef5BfgnMAFIw1wH2SJMrP1tM0u/+RNd37+pko4IB6c9OIGohCg69+vCmOuPB91AGQpvqYcVny/lu0c/5ZVxj/DMkQ+gRTg5+7VrOPauM7j4I3Mxux2/rCV71TazklXgiomg85DedD9mIPZIJ1qEi05D+5B2zEACxWWs/2QhAaWZSwoA/tIKdnzzKwC+kspomQIoCpavZdHkqTXK7snOw/BVLc3pSu1E3KH9SJs0ca+0ht9Pxdo1ZqtPhIRxJyEidL3vEewdk8FmJ/bo48h/701ixp5BUHeBz0PkiONQRTlmyGp3Be6l/8MoKybvrvEUv3ATZTP+ReHjl+LfsLxh73zsraDZwRmF/cjLMfI34pt1OfrKD/F9MAmjaO8VYrVDLkWG3Q6JfSCxJ8av9+8VZE/632gGn9NcSL8b65RBRBBHgqUIakEpadDWQFpVXdjsPQOl1OOhx9ZHFz6+f+83Xr35fTRNGHn6YG545cL9ym/UpUcz6lLTN1CcVcS671ZRuKMAlKLboB58dMMbBLxm0LcVH//GqY+cR/qoKhNFfPdkVKBKKQU8fgo3Z3PYNSfTaXBPMBRdj+zHmne/Z9fPq3YHAVOYFW5sWjKerFwMQPy62cIXCYas3iNOW5DStZvY+NJ0lG5eFIHkk8eSfrmpCHSPh+3/eZNAYTFpV1+Kq3MqEb1648vMRBkGkek9MPx+fFmZdL7zIfSifLKffhDl92NP7FAtIKr7l/k4U1NRZUWgFM7eA/BvWw1+c9RU0NONf+tfODIG1/u+7T2PwGePAN1H4Je3cIy8sMrLjYBn79FHIoLtiHsJrHwOdC9q9Vuozkcgfar8ElrPc1Gp5hBWiawy8amdX6LKNkL3sxBvHkT3AtEwVtyIKluP1vcfaJ327o0csCjC6jNobXXhAedA9nq9nHvOhSxa9Bv33ncXN954bUuLFDZ+//YvfG5z6OLy+Wsbff/Kb1fx63u/cthpgxk2oWqRplVf/8F71/8XBPod15+jrz6e7kN7knFMf9Z+twIjYNDp4L0nQyX2TOG0165jzo2vofsCxKQmkJTRmUCFl2Uvfk7B2h0MuuJkIhOj0Rx2DL+OaBq2SBfHPHc9m96fS9bObEDQXDY0paPZbXQYlIHh8dB/8t/3KrNo+V9BLWH2IJSC4uUrKd80kuhe3cl8613yvvwWFQjg2ZnJIa+9QMYzz1A4dy7Zb77KzueeJuvfL5orlGkacUccgQoEwDAI5OfiSowz1zQAsNmJv+g2JODG0S0DR/cMjIoSJDIGFfCCEUCLTsA19IQGvf/An3NMM5HSCfz+Acb2/yE+NzgisA2/FEmpa3Z3SEUie48oqqYElAGZszEWXwtGAP56FOVwgi0CMq5E5f0AKoDxx/VoJzT+O2q/CIY1mqj9MGvWx8yf/wMVFRXcftvdTJp0IbGxsS0tVlg48fJRLP5qJYZhcOp1Y3af95Z7eXLif9jyx3ZOufF4zrjjpGr3ecq9rP5+NdNvmE7AG2DND2vo0q8LXfp2IXttFu9eOw0j2MLftnwrmxauZd7U2Rx51XFsW7QeT4mbeY99RvfhvUntX91m3f3Ifly24DGKNmeT2DsVu8vBms9+Je+vbegeP8ue/wRHpAtlKIbfcx7OKBcpw/oSm5bM+v9+hTIUoIjqkowqKyOhXzojn70FqWVJzI5HDWPLazPR/WaPRURRvGwVK2+4lxFfvo3urjDjCCmF4TYdr7bISDQNlNsNKAyfF0ShaTr+/CKUbpimKxEijjwJ7x8L0XOycB0yhKhhoxFNw7tuOTl3nYUtsROJ90xHleajJaWixSXtNdzTqCjBM/tJUDoRp96GFm0uI2lLHwF2B0gEEpuMVOwwZ7wGdByjb6215Sg2F7ZTPsRY/Ch0Hon0nlBjOmX4MeadDHmLIO5gc5EczGdDDwCC2vUVBEN8t+t4zftCmHsGrY0DThl0ColUGRHhwuls2JqmbYEBR/XhtTUP4/P4SepcFVxt8Rd/sOn3bQQ8fj59Yg6iCaffdiJgKoqHRz9KeUEZRtDkI5rgLTOdr8s+XrxbEQB0OySNn16ei9/tY/vSTWiGjjIU9ggHWSu27aUMAByRTpL7p+0+jumahATHZAoQcHsRTfCVeul/QZVZYuh9l7Do3ldRuk7Z2s2ogE7e0jVkfr+UrmNrDkgX2TWVIz79D39MfpCy1et3t5cDZeVgGHSddCHeHZn4i4pJv30yZX+tpuiHH8whlebTAyponVEEdm5id6vbrmGUFGIU5oEy8K3+A+VxI1HRFL50F0bBLgKZG8m9+0ySbnkBR0LNAeXcHz6Af/kcM9x3aR7RV5irstnSDyfq+q8x8jcj0Yn4pp8NdhdEJoArpsa8KtHSxqKl1W3SUatfMBUBQOkGiOkCvjxwJQA+wFa9VxHdupZFbQ1YM5BbCSJyFXAVQPfu+xZPZdy4sbzw4tP89NNCrr/+alwuV/03tSFiEqP2OtcxLSkYVdM8/vSJOWxaspkz7zkVDIOKwnJ8bj8Op42YhCiGnT2M9KHpAPQ8vDc/T/sRpaBTRgpDzzmcrb+sA0xrzEFjB7Lh+z+JiI2kz/ENC1LXbdQAjnl0Erkrt1C2M49t3y/H7nLQ88Sh1dK5EmLJmHg80V07svCqR1GYFbZWywptpWs3k//rcjqMHEzn8cezcd1GlGEgCHGDD0FsNhyJCRz81CMopdj65DMUfPNN1bBZlwtNguP9MXskgZJibBoggqBwL/4fEpRD6TqG14MWFY1EhLx3n4fiaQ/TaernNcqpyouCLXGFUV5U7ZqWchBaijlnwXXJxxhZK7D1O2V370IZOoHZl2Ns/Bqt/7nYxz3XYFuzyl8c4mjR0U74Hzg7mEtZFi6DuL6o0r8wfr8CELSDa1/VTLm3YBTOR2KHoMXW7w9pDyhojHO4o4gsCTl+VSn1avilCh9tShkEX+arAMOGDdvnPuykSRcxadJFYZOrtdN3VAZn3H4Snz4xByNgjghaOXc1W37fxtTfpxDdIQakHFeMi3t/upuo+KqKre/xA5j4/MVs/30rx1xzPBHxkQw55wg2/7qeo28Yx8DxQyjLLSEqIRrNYeOrO6az+sul9B5zCKc9fxlaLeacXicNI6ZrR7654mlQkHH6kcT3rFrPYN3Meax4eiYYBmLT6HfZeLbMmkdEp0Q6Du+/V36enHyWXH0/hs/P5jfex24PTrYCQFHyxypK124g9mBz0lv2hx+T/83cag5hw6eT/ui/yHrxKQLZWZghGwTsNlMOw4/yK7S4WEQT4k45D3tiBwA63PIs+U/dhJGzHQRsHTqjDAPPjzMx8jOJGHsxtgRz9nfkWQ9Q/tZNYOhETTTXNzDKC1C5m9G6HbJ7HoGWNgwtbRihqJ2/YGz8GvzlGH/ORA25Bkne+33UhNb7EozMr82DbqcjrmCUV3s0JI8GQFzHIMevNpVfDb4HAKWX4199KRhuEAf2/m+hRR4AvQgljTET5SmlhtWfrPXQppSBxb5z2i3j6NAtkbmv/Y8df+7E8Ot4K3w4Ih3c9+Nd7Pwrky59OxMZW30dgex1WXwweTqIsO7H1dw05w5OeejsamliO8Wj+wIseHY2f36+GMMfYOPc5Xxw4bOc8sxlxKaaE7J8ZR4q8oqJ79GJzd8u4/tbXzUrWWDN+z8w8t6/484t4rtLHqVsew6CgU0DUTY2vvctgeIyvPnFzD3zTk7++rlqMniz80zTjmGADoZSQZO3IBhoKsCf191Jt0sm0u3ic6lYu75qxE8lmhAoKkKz26m8oNBw9epLwoknkf/a0yDQ4fLb0KIicfbI2H2rPaU7nR6ZRfnX0zHKS4k5ZRKeH2dSPvNRMHQ8v3yG86BD8a9egGvEGcTe/sXuFr1RuJPyp8eZDueOvYia/CWi1VLpRKdWTYgDJLJDQz8BpOtJaKcsBV8hJNU+oUy0eqqFQJEZ1whzDQe8mXAgKAMsM5FFO2HUucMZduogXrv2bTLX7GLiw2eYTtFoF72H1xz+efOijRi6QcAbYNfqTLxlHiJiI3dfrygsY/5jn7F90QZKdxWg/Lo5eUU3yFy6kTm3TePst26iLKuQD858BN3rp8fRA/DkFmLohplWEzr2N0MvrH13LuU7cwHMCWko7FEuAqUVu8v0ZBdg+APVlsiM7pVGRLfOlK3bgqGbCkaz2Ug6aiju1WsI5Oej/D52vjOLrhecRerEsyn+bTGGx0P0oENw/7kS9AA7n32G6D49gR27JUi59mYievch5shjQdfZde/l6MUFAHR+YjqO1G4opSh++1HcC2bjGnA4EhFFYPMKMz4RoEry8a76CU334P31EyKOvRhbqlmB6psWmaN6fBUY2WtRpTkYu1ag7/wD++Bz0JLSdz+nlpSB46xZ6BvmYOs7AYnZeza4yl6EsW4G0n0cWo9Tq12T2DAEn3N2QUs6ESP/SyTqYCTu8P3Psy2gBKXXH/uprWIpgzZOpSmkoXZjV5STG/57xe5737l1JsvnrGTkucM58x+n75XPQWP64XjcgWhC+vDeuGKq9xy+uvs91s9budvJbBOwRzowfAFQisxF63l99D30HN0XX6kZ92jT3OX0Ov5QbC4noEgb1Z8xU68EIKZrMprTge71ozns9L/mNHqNP5J559xDoMxUCM6EmL3WSl5y3UNUbNuFQsx/rgiSjx5KyYq/iOzRA3+eGQ1V+X1sf2M6UT27c+gHM9AcDpRh8Odpp2LGKFbo5eVIcH1DZ7c0Inr3wXBXoEVGoxflEcjPhoAfcUXiXb8KR2o39F3bcC/8EgI+fGuW4Vu9GNeRZ+D9pdJvoMDrR9kMxPBS/u7dRJ3/CPbUDGy9RuyebKZ17ImRtw7f+1dAwEtg0RtE3vlntRFJWo9j0HrUHPpaeQrQvzwJAhWodW8jp/+IdAxPyPJKRAR7z/uhZ+0+hfaK1TM4QAgEAhiG0WZGGK35bTNTJrxMIKBz73tXcthx/Rp1/8bFm/nt46X4Knz88NYCRp43gi59q88XSErrwJ2/TKE4q4jkjJS9lIWnxL1bEYgIjmgXpzx1Mcvf/p7MRaaj2VNcwZrPl6CFWGV2/LwaEY241Hi2zf+DH259lbEvXU/vM03bddmOHA46fyxRnRL57e6XCVR4UIAzPoaxH1ebq4MRCFC6xgwdgWbGB4odkEHe9z+jAn78ubkIglJgM3RyZn2C2G0UzPuRgx57ELHZSL3iSnKmv42jcyrK70WJHc2ukXLF9WS/PJWS72Zj75BM2tRXcWUMwLdpNeKKIHKgOapJi01ANC3oZDTQklJxdO2FJKaiCrNM2Ww2JDYOzZ2PsXkZZY+dimvsFTjH3UDkpW+iyvKx9z+ewNIZEPACCtwFGKU5kPcXeIvRDh6P2OpYe8BXXDUySjSUexdCeJXBgUojHchtjvY7aLaRLFjwKx079CEpMYNPPp7d0uI0iHf+OZvyEjfeCh/T7vu03vTeCh+/f72KXRtzAIhJjA6O4wcURMZH1nhfRGwkKQd1RqvBjn3yPyeSekgaqQPTuPq7e7llxZNEd4gh56/tIILNaUezadjswYoyeJ/u9qEMg7KsAkQga9EaCtbtRDSNXmccRcY5xxKRFLdbNkTMNYZ7dsGVGFdNBs1uJ+WEUWgOGzYMRBSOmGhzshiETEIL/qADAQyPl7JVq9n5+puUr1lL8llnM+DTz7FHuvDt3IEyIPKwI4g65FBKvpsNhoFeXET5op/odN/zdLjxQTo/MR1bgmmz12Li6XDvNKLHX07SrS/g6GqaYxLumQlOZ/CXphAjUCW47sc39yXKHx6B+/UL8cycjL5+IVpK/6qZxzYH+sJn8H90Mf7ZN+KffX21Z1e6H33xkwR+uA1VnoXE9UQOuRGc8UjaiUjX4+v4IiwaRTBQXUO2tkhLRC09BQjtX1Y2RWeIiDu4v0wpdV1zyvX4Y89TUWEWP2XKE0w489R67mh5eh3SldW/bgIF6YfUvdiJUopHxz9H1oZclGFwz+zJpA9K48pXJ7Hsyz8YcdYwEjsnNFoGb6mHkx6eSNfB6bvP/TT1U7wl5ruMTUnglGcuI+DxMvvKFwl4fWjBuln3BsAOtmC46+jURAIeH19PfD9+jeMAACAASURBVJCyHTnEpady4nsPcOjtFxBwewi4vQx94PLd5ZRv34Unp4CkwX0Z+PBNrJ0aSeYn36L8AfIXLMbmdKB8vupOYoKjg3QdvbyUnJkfkDPzA/pOe53ItG7mgjYioGnYoqMQVwT2DsnoxeYQUGd6b7IfvA7/tg2I3UHnqTOwdzTt9o70vjjS/5+9846votra8LNn5rT0RggldKT3zkVEFERBxIq9i4oFy3ftvWKvV0Xsig0FRREFFKT33muAFBLSy6kzs78/9slJIkHBywVUXn4hJ2f2zOwzM2evvdd617ta17g+ekIq0Vc+TcVHD6LFJRM1fDS+CXeFg8Bh0+grjPQxuHwizu7nRoLfOKKQZXsgpFxk9p5FNY5vr3gJe/FYsINYOYswLpqH3utJ6PXkId/L4/gjCKQ8fPPnY20sPBpuojpAr1re71jttf8I9SWCXr27MXfuIkDSo0eXI336P4UrHjuLBi3rEgqaDL7iwPWHAcygRcbqTAAMp8GWRdtp0imdjqe1p+NpB1nE/jdYOP5nfn1pKiDoe/0pNOrRnLrt0kluWZ/ctbuRQHqfVqR1agJAdJ04yjILEKKKFWzboGPT6JROzL/nHXKXbkTYFtK0KM/cR9Gm3aR0bI4nNZGMSbNYet8b9Bt3LyUbtrNszDMITZDSuxNdn72d1AG92PvDbCUj0f4EnG6D4qWrSD6xJ+Xr1mPm5yOQKvgsVHZyZZGbrDfeIn30KPxbNoMQONLqUe/6mxCaRvoL46lYOAc9JgbsEMEdm1TFMjNI8Zdvk3zjA78bs7F2rQUkdkkeUjiIffhnfJOexFz3U7iFBuEYhXBGE5z2EFSu2JJb4eg7huCuOWCFMPr9X41jy7IssAOqDkJFzp+6j8dx8DjMxW2OqbHwaAjVfQB8cKTP+0e4777bad26JT6fnwsvrD2d/1iDbuicdtXvF6uphMNl0G1YR9bM3IjDZdD5TxqA6tj4w0pCvhAgWfCfn1jiMjDcTq6bdi8pJ9QHKekwsqp/p708il8fnoAVCFKelY8dssAykcCO7xZiaAKkjYZEaALNMIhrnIYvr4jd384BW1K6dQ+7vpmNN2MPdkApk+5buIritVvIm7Oc5rdcgSc1maTenWoUul88cETY8yLCXiOVaFY5hgeysymdNxc7EADbJpSVybarLiDtpjuI7XcSwqGz73U129ZiExGl+8C28C2YjrdDD6JPrCnxUR2BhVMgqCZ6gaXfE5j0MDLoBz2aqFFv4v90NPiKQXeg1W2FlbWQyFJh73q09N64bt8Gdgjhquki03v8GzNnIXj3oQ8a91/czeP4QxzmegbH2lh4PIAchqZpnHfe8KPdjf8pbn7/anJ37CM+NW6/fIJDhbe4gvYjepC7MUtl+WqCYEW49OT2XLpcdhKZS7ay9adVtDytM4bLQWqHxpw/6T5sy+b7K18kd8U2JfciwdCI+PZtJJqu0fvJa3DGR2P5HehuJ9KyIOhnw0ufIC1bMZdcDtIG9GT5zY9h+4NoLie9PhxbwxAAxLRrTdn6TSAlGhYglX9Xk2gOg7oXnIencUOE4UCGaxVLv5e9Lz5O7qtP4U6vjwyqz6dF1Ud6i8AMqYzg/L2R80gzRNErtxDasBgtNZ2YoVdUq3UscLbvT2D7HAgFwBWF9JYiEtOx/eVoqS0QMoTeciBWYYYKBLuUbpZweID9YzoitiGOS5b8V/eyNiiWmoTSVaoMZkLPo66qebQhD7Ob6FjDcWPwD4IQgrTmv18DuRI7Fm9n6lPfkdYqjbMfPw/DVfWorP9hJZPGfARSElsnFm9hOYbHgWZouOM8pLVLZ8u0Ffz47w9BCDZMXsS571fp6M++7wNylm2NDP4SGWYyVLqP1JQ9pZNK6tLdTgZ8/Cgb3/yKnJ8XKeE4wJKCpA4n0PyaEeT/ulDtqWkEC4qhaZVGkhUI4N2Vpdg1toXQRVifTWDrBm3feRN3Q9W+2Sv/Ie/D8VQsXaB6JEFYFmZpBcLpQloWZm4mznoNsYv3oafWx8rPIu/Ra4k7/wbwlRBavwikjb03g/JJb1aFLITAfeJIrHXTMbcsQEusj5WxGDtrPWAj924gOH0rGG6MLiOhZA/O05RLWZp+ZHkeIr7h/hXKDjNk2QasZReBVQ6aA3QH1DkVXMlodYahxf0z5Cdqw181OHwwOG4M/qL4fvwcfvlsCYMv682Qq/od1D7+8gCvXPI2mRuyOfveMxh49YkHbPvuFW/jL/OTuS6Tem0b0O/KqrYLxv2MFVSVwcpyixUD0rS46qvbqdOqPs4oF5lLt2H6lZx2zqqMGsfOWrCpKjtYQNNBXShZvwNvbkGkTf2+7RG6hhUMoTsdxDROo/FZ/cmZsbDakQTerHwqdudQf/hAsqfOJrl3ZxK7VMkzSNNi30+zlVBdmF1khzObAZIHDogYAgB3k6YI2woP4FVf/KhufUg4fTg5916LMC3M3Fxih14AvmK8syaDlOQ/MwZPx85KIjq8t/DEorls7KJcos66FaFpRI9+D+ktQXjiKHukCxEjKFCxCE3HeeJNaHVUUpqsyCfwTj/wFSMa9cF50SSEEEjbxN46GXv1W4iYNPSBryHcSQe8p9UhSzZgzzsPzAq0Xu8i0qpE7uydb6hqZwCWhdQsKJoBSKy8yYjuMxGOxIM6z98K8u9NLT1uDP6CyFifzTv3TSLoC7FjTSbt/9USh1PnifPforyogjHjLqfzKfvnHCycuJQdy3cR8of49N5J9L+0D4bzjx+B3z7+LQa0JW9zjnIPSaV1FJ0cS/3OTSKuhA4X9GXD14swAyF6XFdTz7/Dlaey9OVvEQIGPn8NzQZ3JW/FVubc8QbBsgo8SbHsnbuaSf1uQgBtrjqdTrePJLF9c3SPC8sXiPTLvzef1Q+8TnL3NmiWSeH8ZRQsXk1KX0UC2PLkyxTOW6JyISQqcFw5+Goanhb7yyh4WrelYvliKgdpV9uO1B19p9rf40F6y5FWiPIfPkVIf9X1sUxCm5erWLAAERNPwujnMBq0UCuScOKYEAIRHa6ZHBWvXE5CQ0TFg7cQkdgQEqoMlL3zF/AWgR1E7vwVa+GL6J2vwPzhamTWzyhZCAPLlYRxyms1PosMVSC3vANGFKLlVRGpCXvjs+BX7i179b3o1YyBdPzWoBggDCVBISWYpfBPNAYcNwbHcYyhSoBNwbYlE5/7iexteUhb8uaYzxm37tHwNpsJ909m3ezNdDi5VSRg6olzoxkHdjdc89Eopj71HfVa1aPXxX1qbBtw2+mkd2sKEkLeAHmbs+h0Xp8aPuU6rRtyw5JnMP0h3PE1lVQ7XzOYlmf2wnA7cMWpbaldW3Le7JfIXbaZ2Te8EFHXlMCmj36k0+0jccRGc9InT7Bn2nwKlq7Hu3svZnEJls+ieOkaCKmVyI7xX5DStwu502ZRMGchMhiqfvXCUWMJtkXORxNIOe0UjGo1LZJHXkYgO5Oy2TMRHg9pN96B0NVXpd4T4yib8Q3ehTOQZQWKCCRUP42UNNztO+FfPB2khaffWVh5u9HrN9+vpkEloq5+j8B3TyISGyCzl2MHCpHFuwnNfg3XoDBzKL4R2JVlPCXm3KexVn2A8O0APaxTJKpRVavBnns1ZP6oNITKMxHd1HMhYk9Aam7AhpgWNfYRcR2RwgkyCEJH6/Y1MusdZPE8ROo54P5zisF/dUgE9nE5ir8ugsEgZ511DnPnzuPmm0czduxTR7tL/zWatm/AFQ+dyc+fLWHw5X1o1DqNOulJOJwGlmmR3KAqX2D1jA38+skiAt4geRn5XPzYWezdmkeHU9qwY9kumvdoUmtgsFnP5tzyzW21nl8IQYv+VSuPNqcrH3Lx7ny2TF9Nwx7Nqd+pCYbLgeGqPVs2OlXVWyjamkXJrlwa9mtP4YYMfrnxJWRlYZpw2+pJZjFN6tPmxvPhxvPJmjaPtY++hUSCbSNRekRxrZtRvGo9W58fh/SHIrUJNE0iNNBdznAwWGBVeCmaPZc6Z55R9fk0jQZ33k9Bk6YUTfqc7OcfQ3pL8bTtSFT7DgS2bcLZqhOB5b8o1wEANlZxDoGNNrHnjyG44kd8sz7DN/sLYi68i6gB59d6HfTUFkRd8z4AFc/0VPkHVhBZVhWU1uLTQXeCFTYIdghK9yBanILMmg8EoF4fJDbmtJHofZ5AJLRUbYs3KuopIIvXV33GNneBOw1CpYjmVbkbAFrqIKyMN8C7E1HvPPTYttD6xVr7/4/CYWYTHWsQv51l/lXQvXt3uWzZsj9sN3nyN1x22ZVUVFTgdDrZuXMr9evXPwI9PLIwQxbfvzmL0vxyzrr1FOJT1Ex37axNvHL5u0qh1GXw+qYn2PDrZt676ROEJuh3cW8ueurc//r8QW+A//R9gJAviKZrXDnlblJapNXa1rYU+yh3xTZ+uu4lhKaR2LIBrUb0Zvlzn2MFgmF3jsLgzx8muW0TAKRls3bs++QvWUeoQCVrSdMCO4QubYQm0TSBMyke6S1DBoKARDckOmr2rGky4irSXQYtn32SYPYe8j7+GGdqKo0efBjd7WbrxcPAUtIOQtiq3gFBhB1COF0Y0Q7s8iI0YVWrCSMRuoYe60GEWUSO9n2ReVsR7hjibnoDvU5VoZ/qCPw0ltDctyAmhagbp6DF18cuzgRfIVbWUuylb6lcArMCvfsNGAOfwM5Zhr3wQciaB0KqlUpiSxyXrFHXOvMn5M/ngjQhpRva6bMQ+h/LrUgpQQYR2t+j3ocQYvl/KyndMSlafj+o3UG1bfzl0v/6fEcaf1+eVBjp6Q0jAT2n00lcXNwf7PHXhOHQGXHrqVz+2IiIIQBoP6AVZ981hHb9T2DMR9cQFedh+ZRVhPwhgt4gy79fVeM4/nI/2xZtw1fqi7wnpSR3Sw4VRRUHPL+3sBwzEIrUMS7ckVtru1XvTWd8h9F8MuAeds9agx2yML0B9q3ZSfqgbnjqJCj+f7V9tn81G2nbSClZfPvzZEz6hYrMXKxAENsfRJom0lYlZ5QHSGJW+HA3qI9maBgxUSR06YhwOlUhG5R+UXzvHrR48lEcsTFkv/wyZn4+3g0byHrtVXAYKhtZXQH1v21VK1APcRfepHSCwm9F8hZsG81T9ZyZ21ZgF+3FytlOxbcv13pd7MLdhOaNU7N/byHSW4S5bgqBV3oSeGcocu8WXDcuxXXnHlx3ZuM49WmEpqO5YiB3GZElipQQqrpPIq4ZGE4VLCndDHtnH/AeVocQ4m9jCA4npBQH9fNXxN/eGHTv3p0vv/ycO+64jblzZxET8/vlA/9uEEIw9JZTuGfyTXQ6VbFs+l7YE4fbgcPtoN9FvSNt/eV+Hu/1GK+f8xr3trmHbQu3AfDFmI95fejzPNP7YXI2ZuEv85G1ZjdmoMoXH1c/kVZDlLsouVkqTU9sQ2l2IZOveZ1vR71BRZ6aJS99ZQrSlnj3lRL0+jE8LnSnQYsRfchbupkON55F0zMrs6kV133P9/PYMelXCldtYd+S9ZEt1V3kApWsFnlPSkL5+aoaWYWXopXrqHP6qQiHoXaUFt4tWwkVFxMqrGIxAfi2bsGu8NLo6VeJH3QGRmwMQlNf8OgBp+Ns2oqE866k7Ot3lNqopqkVSvVFdg36pwBNB4cDPbH21RK2qkFc2V5WFBGaNFq5hEw/1tqvkIEyMH3hnIMwYhuC7lLF7IUOSSegD5lQtd1dRwV/0ZULKqZJ+PJI7E0vY809D5n3a+19+pOwvGsJFX2LNAsP63GPOuTB6RL9VV1Jf/uYAcDQoWcwdOgZf9zwH4IOp7TliYX34y8PUL9V1eCUsykHb3G4boCEqc98z5VvXsnKb5aDLdF0warJy1g9cTGmP0hCejKXvDuKTy56mbK9JQy8+yyGPXcZmqF8JlNu+IQ9CzchkHx0+qMMHzeahCZ1KdyqEtW2/bCcc75+EE3TWPX6ZObdMx6hazQe3IPUXm3JW7wBsLGCJnlLNhJTP0npVwAgsIXAcKBiDEKElUklmsdNUpdWlCxZHpkwCwlxXTpRZ/BJ7PnPeLzbtmEWFZPxzEt0mvQZMd26U75sKSAx9+WR8fADtHjlderechfbZk+LjPSOtHTqjr4H/4YVlH3zjoo9CIGjWRvMzM0gLYThIO7KByl54TqQEmmFcPcZjpbSEFePIYS2LcVo1rWmLHVKM7QWJ2Nvm4PW6lSEy1VjFUJiYwIvNAUhMM75AKPVUADsjJnQ6hJETCp68+GIpJraSMKZgHbGr8jdUxBp/RHxqqQme2cgNz0Plhc7fwHamdsQxv4lUw8VlncdgayHABuz6GvcTT/4n+dFHClIwLb/vgHkv8ddOo4/REWJl3dumcDrV71HQVYRSQ0SaxgCgPpt6tdILmvUqREvDX4WRcYU6IZOVEIUZkC5mAp35bPkvV8o21uMtGxmP/9dxBBUotI3Hyzz8d2Nb3L62zdH2FCmL8ieueup2FvIzu8XYYcsLH+I/LU7yV+5JXwEDSkhZ/Zyltz5SrjcjAoCNz5nIEJo4QC4wEK9tn0BZFjmQkGia5KtD49l3ei7MH1eFWeoPIPTQdMnn0I4dISQCCEJZu5R/ReC5MtGga7jqJNG3MlKdsLZ5ASwzCqJC4eH6JPOwtGyM1Enn03Fd+PBMBCaRBgOnF1Pw9WuD2VPn0X5G9dS8XZN7TFr5xLsrXMg6MPe8BPE1EMkpIPhgviG4M9Rfn87hDVlFAD2tilY069Hrh6Hveqd/QxB5B4ktEHreDcitRorzPJVa2FVyV7/l7CDu1AWOKRWBjL0h/v8lWBLcVA/f0UcNwb/EHz+0Dcs/Go5y6euYdz1H9XaxhXt4qElD3PSdQM476nz6H1hL0L+INKWONwOBtwymIKMfViWjTPaRVzdeBp2bYbhDGcfx3rY9MOKyGA/6OlLSWhaN+xikdhePx8PvB/d7UJ3GQgByW3SKdmeDbpOZaXK1pefWjMZGYkdDGGHQkjTRvN46Db2VvbNW4EdDNVwz0gJ6DotxlxNVONGuBs1pPHVI8MrCmUUArv2hBvbCDvI2gsvIVRYhKdp03CmGEqOIhw8Tjr7Ylp8PYsGj71I0RfjKZ70EcLlJupfQ8BwIJwuXC064OrYFz06Gv/cSYQ2LUWGJFIKjLpNcLbuRWjDXCVDEfASWj8Hc8/ayLWSdqjGSkDoDlw3zsZ142zcty5Gj69XmZgdUTCVJTuVe0laUJGNlfHTfrTjA6LBMGh0AcS2RHR7HeGI/eN9DgJGbD+EkQQIjIThf6+4w3E30eGHEMIAxgBXAC0AH7AIGCulnHs0+vR3R8gXQtoSaUuCvgPP1mJTYjn7USXUZ1s26Z0akbFsJwkNE1kw/hcCZX4cbgcn3TqEXpf3w+Fxsm7yEnbMXo+/sIxvx3xA3y05nHjbUOLqJ3HJd/cz96mvyFmxnbJduVj+ELZu0+2G00nv25a6nZuR2LQu6z+aQWlGDm0uHUSr8wcQKixh00fT8STHUrF7L5rTIKFNOsXrdxBVvw7J3VtHks8A0HXSh/XDl5FJ85suJbpZY7pPeJVgfiF5M36lMv6gEM4zEEIZmtIyNlw7irrDBuPfsR1sCxkMUvjdZBJOO4Pcl58ksH0zwgogy1St5Yr5M0h7+DVcbbogdB2jTiqFL9wMZiC8ukApicYlETPqOYTTjaPDKfhnvqNKYcoQ5a9eiLP7CKJGPonerC9Gh6GYG6ajdzoLEVMHhEBLCUtyDHoG++MzkLaJ1kutKrS2l2JtmAAFm0AHe9rF0OMe9O7//sPnQQgdvevhp4sKPR53k3cBC/U1//vg717c5mjUMzCAqcBgoCD8OhkYAgwRQlwhpfzkSPfr746Rj46gZF8ZgYoA17x68UHto+ka10+8hYqCcnSnwVOd7lUbBEQlReOMcrHxh5XsnBeWlxCK+rln6fbIMQyng5MfuYjC7Tl8dc5T4amtoNngriS1UBRfV0IMZ3//hKqJrGvYpsXmD6dhVfgpL69Adxro0R76/OcuhAQjxsPGVyZg+oLKfeV20f3lu0jsdALb//MJO8Z9SuNLR+CpV4c1N9ytVhS2QNdUvKFStlpUcyTZpWXsmzgRTVQmcUnyPnwX/8bV+FYsjojU6brKVQjt2krx1++TfNXtAHjnT1U01MrrIMMGoaSIikmvkTD6BYxG7Yh/9Be8Xz1CaNUPEDQJrvieqJFPQqAcc90UCPmwlk/Au/xDREwSrqsmQqCY0K9Pqo5rBpQpppbMXYnQo5GuWAgVgBlE7p4JB2EMIp9754fITc9BUne0Hm8jtP++yp9y2/29DEEljhuDw4v/QxmClcApUsoiACHEqcA0YLwQYraUMvMo9O1vi8R68dw9+eZD3k8IQUyYqjrormHMfn069dun0+HMroDKLxCaonVq4fZ9R5+233FC3iCdrj2NDRNmYfoDTL5gLOdMvJft3y1k14wVSMsiOiWeNpcPIv2kDljVmEpWMIQos5l77dO0unoYDQf3ImvqPOxwcpqOxcoxT1FvSF/2TpsFlk3Jqg0YBug64YpnygjJSpqoFOhapWFQ71km4XwBoWQ2QkGs8vKI+0Y4HGCHIsbELi2O9NHT4xQqpr6Pmbk1fN2qXUOXm/KJY3E064Kr22k4e52LueZHkDZaPRXQlcEKtWKAsD6RDeX7CH44HKwAmH4QiraL6UNaIcxvLlDbdIfquGGgdb3joO+tNMuRq+9Wfv3cn5GZ3yAaXXDQ+/8TcdwYHCYIIXTgzvCfoysNAYCUcqYQ4j1gFHAbymgcxzGEE284hdQWdSnJLiLkC1KYsY+WJ7cn44wu7Fm2g3bDu9H3xtNwRdf0E++et4Gpo98CBFYgiCFshMfJspcnk/nrmnAwV1K+Zx8FG3Yx/JtH6f7AFaz9zyRCZV4VqLUtSjbvYtmDb5PcuSVpA3uQNXUehAKRugZ7f5wHVlgJVYJp2mhYVQOz040QJkiI69wO36rlNT+gEAjDIKpTZwJb1qPHxZF64+34li3Ev3UDcQOHsO/5e9QqQdOJP++qql2dbuo89RWFL9xIcN18Iq4oLEIrphIyA/idXyCi47FL8yL72TtXIIN+xQY6YSDWttkqaGyWg65BoEQZCYcHEZ+OiEvDMXhstT7bQFirqdejaE32N8QHhHAoVVIrFP4MBydy90+FlALruBzFYUNfIAXIkFIuqmX7ZyhjcBbHjcEfYsF3q/j50yWkt6yLlJKBF/Wkcdua2dVrZ21i6uu/0K7/CQy79ZT/SpN+zbfL+fbuz5G2zfSxU9CkxHAZ3PjTvcSlHbhkZtbSrZiBYMSForsd6E4Hzhh3RI66ErZlU565D0dcNKd9+RiOaDdZM5ex8on3sPxq0A+WVNDu7qtoOKw/+XOXkfHxd0jLQoZC1T6fRHMaeBqmEchWbpXYjm3xrlmDtG3K1m8hsVtXytetRwYCCF0j/fZbievRA0dyMmZhAbvvuoldN11ByiVXU+/fStPHePxNvMsXENWtL84GTfb7rFGDLiG0bgGVMQpNlypoHO6WVZBFaPFExfkP99P2l2Gt+Q5ry1xF4a17Ao7OZ0BcXaz5LyKLdoHmwHXZd4i4epFzGSO+wPz2rIi7Sy57DrrVLiHyW0gpkZmTof6ZSpKi7kCoe7xe8h/h+Mrg8KGynuTyA2yvfL+FECJWSll2BPr0l8TejHyeu/pDgv4QS8MD4I/vzeejbU/i8ii/r788wPMXj8cMmGxetIP0tvXpPKjt7x22VqyZupJv7v0CXQhC/vCgHgBdSBCwc8EWOp3TE4BghZ/Jo8aRtzGTfrcPo8tlJ5HWqSlhBiaaodP33gtoObQHpi9AyfYcCjdnQiik5tKWzbw7XwdbGY3hPzxD+hl9KN+9l+xfliFDQeZcch9xLRvR772HSWjXnIxPp0Zmt5WIbd2UppefTWKvzmR9Npl902dTumwVuoHSMbIsGtx4A8GcbIyUZKKaNUPoVbO+klk/EcrfB7ZN/oT3SDr/UoQQuFq0xdXiwNfQ3bEf2sOf4/1+PMHVM1GFE9RgbTRuj+Z0Yu9ZHzGM6A6E4cTO2wIhPyCxC3fj+Nf1ap82Q7Bz1qIlN0dE1Zy5a00GIeKbQUk4RpO0v1Kt3DsHe8n/QWwLtH7jEY5o9X7mJOTKO5WbKboRWp/jYbqDweE2BscSmeZIU0sbh3/vqW1jePAv/U3b46gFfm9wP9mGkD+Ev6KKYWOaJmZQ+dWD/hBlBeV/6lyT7/4Cb5GX8qKKCCFHCHBGORFCkN69WaTtxinLyF61E3+Jl58f/4qKgjLSujTD8FQFJg2PC2eMBymh9/0XMuDZazCi1HZHlAtpSUyvH9MXJHvuGrJmrSCqXgq2P4BvTw7SsinfvZfCVZspWrOFuNbNI2J0lT8VGZk4khMxoqNI6NIeq6REzaDDFNPYdq1xpCQT36c30S1b1jAEAK70JghDV/kFqXX3W1GZedlk3zGSPZf3Z9+Ld2GVl0S2OZu0IeHmF4m77hmEwwWuaPSGbYi/8yM0VzhTOFzPwXPJc2hR8Tj7X4+ITwPDhevMhyPHEoYbPb3HfoagEvrFSxDtrkZ0vgnjnGn7bbdnXQSFa2DP98iNb1RtqNitspuxwffXqZ0sCWCzC8lRmCfKw5tnUI1M8zxQP/x6NYpMM1sIcen/6qPUhiO9MqgkMx9Y5AbKgbhqbSMQQoxCuZFo1OifKaNbiSZt63POmFOZ8fFCdE2jrLCC4aMH1NAlqijyoRs6VshC1zWcnj/HFImrG0eg3I+uC1W6PWShuwwGPXAOrU5tT1xdpUBqhSzMQCgiUyEtm7f73Uvzk9pRr2dLshduBsvm1wc/QQhY8MhHgKButxb0+PdICjbs4oTzT2TBXW/iyyvGkxTD0ofGYwdNBBJDWOFC9iBtm11f/EjhsvWqrgIaKowdZgppGr6sXJwJcTjTUlVtTa2KXlq+zmmgbAAAIABJREFUbj3rr72Zdu++Tu7Hn+DdvAl3k8aUzZmFu1lzGj/2JFEdu1CxfAmhgnzKVy4lqnU7NI/K0i3+/A3M7B0gJYFlM9m7fCauDr1Jvuu1SGaxu+fpGI1aE1w5E/+ibyh9bRQxVz+La+A1mFsX4R48Gke7kwDQUpoSfd/SQ743mjMK7dT/1LpNSlslqgFhudbINtH0MuUmqshAdHj8kM97NCCxsJkKhJRCLUMRHDl5GVX28rCuDI4pMs2RNgZVDt0/ASnl28DboFRLD1en/qq49P6hXHr/0ANuT6wXT2xyNL4yPwBNO9eulvlbLPhkPlvmbaX/VSfSrFdzrplwE3Pf/oXYtHhWfDqf4j2FpLVtSNeRvdHDGcchX5D3ho2lNKO6QJ3EDkq2/7IWXQND1ZoEp0HGzJVYAZX7kDVvPae9cTPOWDdFm/YwZOKjBApKmXvLS/grDUv4X/UnKH/x2kitAnedROziIrBVVrCwbbY+/xYakqS+3Wn7ypNsGH0HlQewQyZmcQk5731A4XffIoGKdevRNRvf5k0Uz5hOxaoV4ZwAi+yH70RoEj3KTerN96EnpESeYtvS0HSb4JbVhDI242xW5UYy0ppSOnsCdnEu9r7d+H96l+hzDy0cJqWEYDk4Yw4p5mOvfiYi1S089RGtb4hsE64U9FPnHFI/jj68qGC5jRq6CuEIGgM4fG6iY5FMc6SNQeXa7vfuYPRv2h5HLdi0NIPv3/6Vjv1PYPBlfWpt43Q7GDv3btbN3kKzro0IegM8NugF3DEuRr15GQlp8fvts3X+Vr55+BuCviDrZ6zjibVPEpcWz9CHVCLav64+ifJ9pcTWjUfTqryMOWt2UZZTFKFdKgjQJEJKpA2OxGhCJRXEN0qlPDNfJcFJiG2QzLp3prHunR+Qtk32/LX0f+FGyjMq3RdhpdFwURopFd3Uk5pAqKgYaUtChcoNpKvmyGBQmQ8hyZ+1gDaP3AGGIxxkVn1z1U/DDvgj7nspqmYphRM/VG2pNB9qVWH7vOx7/UlSb3sApk6o2mrrIAR6SlWANwKXR7UTGsIdvf/234G0TYITzkXuWgDOKLDKEFGJOC7+Hq1OLTECaWOvfhkKNyCD2WCriYC0gsg930KDIYct2/jIIwbFP8kHnEDdI94Dyz5snvVjjkxzpI3BrvDvWqeoQogYIP43bY/jN/B7g9w/7FX83iALpqymbqMkOp3Uqta2sckx9DlX5QQ8cvKz7F6bhaZrfPnIt1z35mX7zTS9Jd4q5kvAZMaLP9LxjE406toEAN3Qia+3f8nDlJb10Bw6MqjkO3WHrlREbTMSPO54+Sn0vHEIQtMY33ZUZOQtyy4gb9W2CFto98yVlGUX4IyLJliqPIqaUEYgsjKwJd69BeGynZYqKymk0ieSEl2z1aCv60Q1rMvKi0chQ5WrDIjr3pmGl16Aq14apQsXYJeVoblcxHXthMDGv35lOMkLpThqW6gZKciAl/yX7gsbqHB/BBAVQ2jnBvRO/6pxbeJveoOKyS+hJdXDPegqfN+9QGj5dzh6no3njDFIKwSaUeusX+auR2atUOyjQJnKP/DlY/5wE84rftm//eaPkMseU3kJUSngiAfLC8E85KLRyJgm6MMO3R11LEAg0DgV5WX2IDiyNE95eGsgH3NkmiMdQF4Z/t31ANsri0HsOM4kOjBCARMzVCUsVlrweyGYKjg9ToSmitCvnraW0el3suDzxTXatB/cng5DOuJwGWhS8uubv/DGua+RsXTnAY8rpWT281MI+oLEN0vjzFevpkm/VtimGRnwdaeBK9aD6Q/x1YjHwwSbStE5B82H9wkfS/33y6gXGPTl4yS0bIimCaTQ0ZwOqDZXB4EVspC2pPpXVIaF9QB0txu7pIjA3ipuv0DiXbWKbfc/wta77geHA4RAmkEqli2mYvVKZDCAcEchohOoe+s9JJwxHM3QEYCmWWCZ4cGhqs+ycC+FL95C+Y81mTl63abE3fAqMRfci713G4HZH2AXZBKYOR7vp3dSdk8LyseeiF1eU0obQCQ0UsaosiBNOEGOqJTa74UvP2y4JAQr0C/di+j5pAqQmxVQvF7pIB0ipB08eN2j/yGUNm3METcElWc/jAHkY45Mc6SNwQKUBEVTIUTPWraPDP/+5sh16a+H2MQorn7ybBLrxtHjtHb0ObPTQe13w/gr6DasE2nN6xD0BzGDFl8+8i0luSU83v9p7mxxF0snLefily/GcFQ9GrZlsXn2BrbM3hhhJ1VH8Z4C1ny1GNu0yd+2l6zVu2nQrTmGx4XQdXS3g/S+rWl3/r/Y9ctqinfurWIl6Tp97r6AVf/5DjtSn0VStjsPT2oiustR+SZRjerhTk2kym0U7oCs/CP8I0REH8idVgfNqFoAV2dg2T4//j1ZmPmFICXCthTtNBDEsg3q3XY3De55GOn3kjDiYqK79UGLiVXB2EhFG6VyilAyFULalH31GqE9W2u9B8LpiVBNkZLQ8q/BlsiSXMxV3+3XPjjtPqS/Aqm5ESfdjUhtizhhOI5hb4UPUXOA1tpeB2l9IboB2snvIoRAa3w2OGJAc0KzSxBa7aVIa4OUNuaGmzHnd8JcdQHS8h/0vn9HHEJxmxQhxLJqP6N+c6iDJdNUb/s/xRF1E0kpTSHEi8CTwBtCiFOllMUAQoiBwLWoCNErR7Jff0WcdeMAzrpxwCHtk9QgkdHvXcXsD+cx8aFvsEwbp8tg/LXvk7s1Fykln942gc9u/5Rm3ZuQuSIDbIk72s28cT+z4N3ZpHduzLWfK1mLkD/I0g/n4CuuwK4mCb3mq4Xctmws3vwS1n46F9NnkvHLOn64eRy9xwyj2qKA2AbJxDdOxZtXHHlTc2g0GdIDTddoMqI/xZt2gRB492SjmaFwSczqAtUCW0rcSXHEtmpK08vPIuPNj7CDIdo8chs7nn9DxRakRI+JJq5zOypWr0GaIQgFq43NAuEwkKaJMDRKZv+Mf9UidYYJ75F2530Ed2zE8qpzarpACoGRlIz0loBZVQuCAwR69bTmeC4ZS2jpt9h710NpBaB0MbR6VRLU0luIXZaLvXaieiNQhijJxXntwnBfbULfjERu/x7ReCDG2ZMQugPhiscY/lONc4rodLRztkKgEDy1xDR+D74MZNH88OsdyJLFiKSTDu0YfyMcgpso/w/KXv5XZJr/BY6GNtFzwMnAqcBWIcRsIDH8ngCulVLuPgr9+kvjx3fn8cXTU2nepRH//uiaSOJZJcoKyhl3w8eU5pdx1UsXcvmLFzLtlZnkbc+lLLdEuT9ABV+lZOeKXTw47wE0XWP5l4v55ZUfMQMmOxZtixxz2kNfsm6KKnxTHYlNUrGCJmsmzI1kGEsge9k2NMPgjHG3sGfuejZ9MRtvXiFzHvoQ27LR3U50l4Oed52H5Q/hLyhl22czlItDKlppJG5QKTYnwHAKMCVWaTklK9eTWzeZpjdeRsX2XTgS4nGnpVKxaavSAnI6CWTtJXXEMPK+moTUNKQtUfEAgbtDF3yrlyGDQcqXL8bQpQpGWzZ5T92NiOjzK0OgO1xE9T0d74/vq88pQa/bCEfDFpHrIYM+AkumosXXwdnhJFzdhuFsN4Cy+zuqBpqBo8/lGM1V1Tlr6ywCE65ScQIpELq6viImteqYeWuQu1XMQGYvRmYvQqSfeMDnQ+huiPoTtb+dqUq2QtggbYSn6aEf428CKQ9rAPmYI9MccWMgpQwJIc5AUaauAIYBfmA68LSU8q/GdzvqCPiCvHvXRCzTZv3crcz7ajmn/IZhNPmZaWycuwXLtHnz2g95dtmD/PzWLGyzSg5CChCaKmKT0iSF5MbKL93+jE7MffsXLNOiYcd0xp31AgU78ohO8GAFTCrdNpoAV6ybCz8YjRkw95OaAIltWXj3lbB58gJCvhDCNvFlF6js3rgo+o+9hjljXkXaNqtfn4SoKFffQiGxTRuhCTS3AxEIJ9cJkLZAE0LVKA5a7J02i7xpMxFCkPn5FLp98AJ6TBTlmzbj274Ds6iQnD27VeEZWxkB2wZNs/GtWhappiYtgV4nBTM3B1ejxphZ26rcWw4HsWeeh7tZG+ySSjptmFkUCNT41KVv3kJo63IQEH3hA3j+dS7CHYPRdiDm5rng9OA66dpI+9Ci98H0qfiAKwGiPYikZujdLo+0EbH11fmEoVxc8f8bt7IwYjC6fI1dOBstvjvC80/O7zmshWuOOTLNUSluI6UMSSmfk1K2l1J6pJSJUsrTjxuCKti2TcAXPKi2hkPHFVUZYBTEp+7vYnSFg8cAeRn5fHD751z49PkkpMUTVycWh8sgOjGac584l7MeHM5Fz4/k0zGfMOutX0g9IY0x0+/G5XKQvWYPu1fuwlfiozCzCE9SNJquRxhDjXufgDsuCnd8FLENqrJmdZcOUjLp4ueZdc8H+AvLsS1b+fcBpCRY4Wfv4vVKuM6WhEoqaDS8n7IyUmBLEE4Xaf27V7lhJKSd9i/i2zSrooCaIaSlJCcCeQXobjfN7riRlFP6I6Qdkb2QpqwRXwCVzBa+kCQMPp2m4z6jxRc/0uDBsWjRseGQhETYAcqnTKBk8oe4O/Sh+qrfLs6lYsan2KEApW+OUVpFAT8E/Jg710Suiefq8cTcNZ3YBxegJVbN2rUGHVWCnACCpQhXDOSsIPhGb+y8jap3UakYF89C7/cQxoXTEXFqkLZ3fo/5cTPMbwYi/YXIzJ+wpg7AWv6ASkL7ExCedPQGlyFi9qey/pOgyMXioH4OAsccmebvKTr+F8e+rCKu6/8UhbklXHzHEG547Jzfba8bOo//MIYf3vqVlj2a0G1wuxrbpZR0Ob09mxdtJ2PlbqQtmffpYkY+NoKxqx+LtKmkNkopeaTTA5QXlOPwOIhNiSW1WQq2ZWFVCyAbLoM7lj7Fvs3ZfHPr+zg8Tk59oKqvCY1TKctSRdGlJbFCahWh6crPo4mwoLTLgRausbzx4xkAkbyCEy4dQrsbz+bnc+8JS1YLQsWlikEU/s4VLN+IKK+Sk67urk/u1wPN6SCQl0/BrHmKjBPZLtGEHf6zyrhUuvz9O3cghEC4PWhuD+mvTWDPqBFKeC6M0K6t2F4vCbc+R/Fr/6dm6aafsk/GUv7Vq+hGlVsJtwfPyZdU66dApDSOXPPQwg+xczZiNO8RVi5VCVYyf3OYJuvA3jEbLVUNylpKO0hR99rOmoP106UQzFPxFF8e9upXYPPLYAdg3yLs8t3oJ9Ve5e44Dg6HkVpag0wjpVzym+1HnEzzjzAGtm3z7LPPs3btWu69927at29/tLv0u5gxcQnF+WXYtmTCiz8y6pERNRK8akPTDg256T+X1Lpt/K2fsfibldiWHZm36IaG7qyi5/2W4+4rUzVybcumorCc+md2JjolluDuKvqj4XKgaRp12zTk+hkPAlCRX8baiQuo274Rrlg3QlNF6j1JcVjlFep1vBt/vhq8BWAGTNwuA8sfQNfCEtRIYtLrkNCyIQAnf/oYufPXUKdHWzBN5l+zCRkMIRwGwbwCdEx0XeCIiyWpRzsKfl2EMyWJlncqEsfutz+kYvN2hC2pcSklYUYQgIZlg6aH3VGeKGy/j/wP3qB87gyMlDqk3PQAxV+9i5Wzs/LCodeph7NZa8oSUrBL9oWD2wIZ8FUZHqebxMd+QE+omShlVxQSWjoRWZJNaMkEhBnAWv8TeouB2JumhbuoIwwDNAOt+cnYe1dhLX4JUa8reo9bEUJgzbkNfHlVKwphQFQqNWob75qE9L+EcCcf4Ck6jj/C4XITHYtkmn+EMfjoo495/PEn8fl8zJz5M7m52Ue7S7+Llh3T0Q0dXdeo2yj5Dw3BH2HJtysJepXLSdfCRWh0jU1zt9Lx1P0VOIuyipRLSYDhNOh5UW818OuqH5W0zmb/OqHGflbI4qPhY/EWliOlzRnPXoa/2Euw3ItZESBomTTu15qMn5ZDtRl6TP1kzIJKobeqHIIOo0dEjh3buB6xjauYMKfPfZ/s6QswvQG2vPQeMiiQDicdn7+HwnmLKTI0QgWFbHrsZTq99hiaoav4gqbjaduawI7NEAxiS4EmJCIcldaio0ns0wNpWaRdP5q9Lz1BxZJflcdmdzneNctp+NKnFE98h+DmNUQPOIPSL15HT21AzEV3UvbJM8gytRoShkH0yLuwCvbg6jpoP0MA4B13MXZuuCAOKj9A+ktwXvg+5vSHsZZ/jGh6Io5+N6MlNYXoFIKvpEOwFHb8iIhtiN7mXERsI2TxVnVjElsgTrgIrd0NSOlFrniYsAwsGFEH/+Acx29w2LWJjikyzT/CGBQVFWFZFlJKSkvLarhEjkX0GNiW5ybfyq5NOQw89/fYaQeHbmd0ZPnUNdi2xECq4K4tSWpQew2CHQu3KQMkIeQ3Mf0hsncXUJCxD1DjeOPeLTj/9Str7Ocv8VKxrzTid5/58JfcsvI5Ph36OCW7VNLXlilLMSKzf0HvO0bQ7tJTyF+zg63fLsCfW0DxlkyaDe9L09N74d1bgDs5Hs1R81Et25FJoKCEOn060fGJMWRPnYMzPpqNT76BkDZWWNwusK8AOxiiYN4isMKKpe1bk9i7Cznvf6RE7ySgqxwFZ2oqDe+6L3Ke4J6MiOsIAaGs3QhNI3GkWnHk3HwGVmGuiiNUZj0jwNDQCBJYv4D4m14+4PNm5+9U8ttCg4Q0sHy4hj6Ipmk4hzwOQ2qKyEnbVMFl9Qf41QpLH/Qh1sqXEI4YtM63IMKidKLjv5HxLbD3zkWkdEVuehUaDkMk1HQlHsuQshRbZqOJ+ggRdxT7cVjZRMccmeYfYQyuvfYaZsyYycaNm3jhheeOaUNQia79W9G1f5XExPY1mUz/bBFdTmpF7yEdDulY179xCTuWn0hcaiy+Yi+LJ6+g3cmtadimdqphsz4t0HQNZ7SLOs3qEJ0cw5djPsa2w6sCDU6+/fT9VixRyTHUaV2fvA1KZDFY4ccKmvhKqvJqKstOGm4XqZ2a0una0wFI69ma1K4tKVi3k+j6ybiT45l1zVgK1u7Ak5rI4C8exRkbhb+ghGBRCQuuehg7FGLL658ikLjqJGIVFYBpobmcuFKSwArR+OqRmGVl2OUqB0AgyZs4Cc3pBNSqAASxvXrjbpROnREjanymOtfcQvYTdyt3i4RgVs2Jml1RRmVoMRJv0EBIEyklwTVzsQty0FNqv9auM+4lMOVRRFxdoq58D2EYiNSWB7yXQjPQh76NNedhtNSOaO1VPWvhisfo/UjtO9UfjLACyCU3gR1EbngRbcQmhHN/WZFjDVJ6CVqTUNRfDad+IUK4j1p/bA7v2CGlDKFWCM8d1gP/CfwjjEFsbCw//PD90e7Gn4av3M+YQc/jKw/w3fg5vDT9Tlp1PXgqoaZptOjRRP3ROJnGnX5fvTSpYRL3zn+QfTvySO/YCE3TSG6cwo75W8L6CzDjme+5fvLtNfYTQnDBx7fy2YUvUZyRR59bTuebq1/DV1hVR0FoGikdG9PjpqE06FOTnfLLTa+wb8U2QHLis6MoWLcTO2Ti3VtA5s/L0GyLNWM/UNpHBqoAvabMS6CgBC0sJYQQ1D2tP9kTv2Pr06/T5KYrcNVPI5CVo2buUmIHAqqesKZcZo6kRFKGD8eRXNOfHt2tNynXjSH/7ZcAieb21FhZJo5+jKJxj4KvVL2vhQPkEkADVxRaXBWryvaWUDFuFHZeBka7/jjanUTM2O3I3E343jgbpIXe7nQ8F712wPtjtDkPo815v3sPKyGtAPb3PcGbDZZfrYCkBf594ExEBkugZDXEd0Q4D1yt7mhBUgrh8qHKlJciODrGQCXCH/sTyT+Lf4Qx+KujosyPGQxr9Wsa+zKLDskY/BnEJMcQk1yVDzP04XPYszKD3E3Zygvirl3SwJMQzdU/PgBAUUYey9+ahm3ZOKJdDH7mCup3aYYnJa7G6ixQUsH6D6eTPX99ZOUx/643sQNKNRTLJuPbeZj78sL1ksG0QUcidB1p26rovaHhSksm/dzTKFqwCBlUuvd7v51OhxefYNM9jxIqLAS/FyQ0vOFqAju3UTLrF4p++onShQtp++mnykiEEczJouD9NyL5BWbhPsx9uThS0wDQomOVAJ4Q6Mn1ieraF/+CKRD0g9BIuv8ThNONtG1Cq6YTXPkD1q41YIUILZ6MuWYqbm8JwrcPQj6QNtbqKfA7xuCQULYDvDnKEIgwYSB9BMS2RIZKsX/uozSL9Ci0UxchnPsr2R5NCOogSESSjyAJQe2aTEeqN4cxz+CYw3Fj8BdASr0Ezr15IN+O+5X2fZvTa8ihsaFK8koZf/On+Mr8XP3ShTRonXbIfXC4HVzz2c1MfeRrQoEQQx859w/3iU1LwBnjJmDZmIEQ8Q1TiKpTc7DJmr+en29+DTtMWdUE6NjYAeXfr8wdKN+2G0eUMyyRLRFCI7lTK4rXbqlUisM2LTwN69P40uEYUQ7KN20HIahzaj9caal0fOdVsr+cRCAzh3ojz8bTOJ2CqVMpmT0LGQphFhcjg0GEu2rm6Vu3skpLCIFwedDjq2bQ5T9+HqaaCmTIQq/bFKNhC6zsnUSfdT1GWhN1nKmv4p/5HkgTTVTVPybox87eiLPn2TD7dRAaeuP/Pk5UdROaQXRDZRAMD9rwFQi3GlBl6WYwy5UxkBJKN0BK7XLoRwtC6Dj0s1DEGtdRd/EeXxkcx1HHdY+fzXWPn/2n9v38kSmsm70Z27J564aPeHz2XTW252zey4zXZ+KJc7N22lqcUU5GfXgdqc1Ta7SLSozm/Fcu52AQLPdTkplP80Gd2PDVQpAw77nJnP3+rTXabfhkZsQQADU8shqKHKMJCJV5CZV5EZqGLmzSBnSjYN5SpE0kaKs5dZpepa5Rg3NOJ759K6RlEdtG+eD3Tv6OrA8/Q4ZClK3bQKeP3iL+xBPZN2kSgcxM6pxzDpq7pgsiqmNXhMOBlDZadAwNn3kLzeXGt3YpocydOJt3ILB2kVIKLc+ndMLzICDx5mfx9BwEgH/pNLw/jFdy3poN8cno9Zth7VyCiE7E2f8q9LrNibptBnZRJnqz3gd1jQ8GQnehDVsMRWsgvnXNmX98W3AmK0PgTIR4Ncmw83+FklWIeiMQUUdEMPN3oQzA0YsTVKJStOTviuPG4B8Ah8tQ0tU26A7lKvCXB3BGORBC8PI5r1FeWF4jHf3bJ6Zw3fvX1n7AP0BFfikfnvEEIV8Qh0OLiNhlL9++H5OrXu82ZM1ZS3W9LuFwkdA0lbJtKkEOUWMrbW4eSc4Pc4gkC0uBI95D/69expVYxTaJOaGqNjNAqLAYGTJVdnORYuEYcXG0fvddpGXtVwcZwFG3PnFDzqRk6tfIgJeS774gpnNX8l99GCltjOS6JN/5It5ZX+NfMj3cH0nF1Pfx9ByEDPopf//usMSFQEoNo+NpxFz8KLZpInQda/tCAmu+x+g0DKPlgfWF/iyE4YE6vWp5PxrtlPlQthliT0AY0ciipdgrR6lEtV3voQ9Ydkgqp39rHGY20bGG48bgH4CRjwwn5A9RUeLjsqfPZcI9XzH7g3nEp8bxwPQ7VYJZjcxciKtzaKq5UkqKd+XjSYpm5+x1BMsVk4igiAjLyZBJRW4JMWlVbpb2VwymcMNudkxdpGosaxqa28lJb9zOjJEPEigsC3dNHUQI8Gbvw5dbALZEczk54bpzSR8xAGfC79MOE/v2JOeLrwHQ3S62PfQ4dc8dQWynDhFDEMjKpGzBPKLadyCqjaJfBrZuhFAQkJTNnELFjIkRV4+Zm4mrbXeMOmn4V/6qXEa6gbNdb0K7NuBfPqNaSrQA3cDd/yL8P71K4MdXEPEp4C8CK0jg17eJfWiZkrk+DJChMuzFd0GgEK3nWETs/iJzwoiCxC5V+3gzwq9sMMvA8sFxYxDBQUpN/CVx3Bgcg9iwbCe6odGq88Ev0X3lAeZPWkFqoyQ6DqhZ9Sw6Porr37wMUIVxZr03T9UMKKxg+ferueyVS5h4/9f4S7xIW1Up63bOofmtp937KRu+XYbQNaLjXRHZCldSLNKrePGepFiiUpSR2f7DEnb9vPr/2zvvMCmqrA+/pzpNTuScoxIlSDCAgGBCRFlRWXMW87qmNbMG1FW/FbOI4poVIyqoIApKkCA5w5CGmWFy6u6q+/1RPTMgk2m6Z4b78vTToapvnWm669S9J/zocv5QTn7yKtLXbCdnZwoWQq/J49j2xS/gcCIuF4ayr9otnw8si11fLcDpEhwBvYSoVo1xRpWeQHd/MpstL75DZIsm9HrhIdyJ9tJI7vpNgYCzH29qOhlpqWQtXkbP92fgSojHLChg6y03YBUWIk4n7Z+fRkSbtsQOP4PCNSuw4wJ+lCiU0xYJiht3GWIYOJu0ptEzX1G08GscSU1wd+/HgXtH2z2JXE5c7XtjJDUj6qwbcTRpR94zZ4KyUDlpiBO7ZsBbYC8TNSk/tbQ6WEsfRG1+FywfZm4yjjO+Re2Zg8R3QxIOLzYEkCZjYOcMyFmLtL0acYUvr7+2oXQAOTiISBdgNNAfuwlTZ+xrxrOVUnU271MpxbQX/sf8H5Zw/c0XMmzEka33vvXUV8x46muUgsn/voDx1w6v0vseHT+NbSuTAeHmVyYxaGzvMvdzuh00bJNE5r5sEGh9fAs6ndiBnqOO5/FhT5CTlktC8wRaV5J++ldWf7rYXg4SyC4oxCFguBz0v3okG2ct4sDmvaAs/IVesnemMv++GZiFPrb/sILzv3yI7O224I2y/Pz5wkdYeQUULw4l9ulEt0mns+y+F1FeEwyD7v+4jKJ9qWyd8RmrH3mZ5G7tGfDyAwBsfn46ym+Sv2M3+776kdaT7DhC/Am92OWwtYrx20Vp4i9k9YSJNBo3FodTsAoK7fV/h4Pkh+8hpndfEs8ei7hRvk68AAAgAElEQVQ9AXF5exkLQ2g2dTquJi3wp+2jYNFscj56wW5F4fKQcPVDJYFtcODudwaRwy8pWSIzGrTCytgD4kCSmqFSN4MoCl4ZT/TtPyExQWgZ4c+3nQwK/PlY3w2D/GQ7/jFyDpLU57C3iDMG56A6+3M86vylW3u9IpQzg+uBW0J4vJDw809LeHrKG+TnF/L7whWs3vo1sXHRJO/Yx6wPf6Rnn86cMqLqV9lzP15CYaB1xJyPFlfZGWz/cxdFBT4QWPnjen75cAkxSdFcOmUcUXGlV80iwn3f3s6yr1bSsntzOva3lw480R7u+/leUrel0qh9Y1ye6n01Wg/syK4/tmH5fCS2bEju3nQ8MZE06taSxc/tx/JbFGbms+v3TeTtTqVkTco0+eGm/9rdQ5VlJ9hkF9g9igQMQ4hqlEjz4Sew97T+7P52EQnd29Ny9CC2vfsVym9ien0cWL6uJB7hadSAwpQ0xOHAGWu3hM/8fRl73vuExmPPIn5AHw58N4fsxYtR+XlgWaR/9okdTwlIaCqfF3/KXrLnz8XZoAFxp48j7/f5RPcbhLt1OyK79cQRl8Dem8/FzM3CYXgDrbYBXxHebevw9B1B0e/fgFlE3mfPorLTiB5n12ZE3/IRvqWzMJp0wtGoFfnPnw6+QvAVYe5chrP7qGp9/mVh9HsEM2+XvUx04n9QP4wALDAiUGlLynQGB6Pyt6KyVyFJJyPupAr3PVbQy0TBYTV2ld1SbLHnN4A6L5lUUFBUel6zLEzTxO83GXvqZDIzcnC5Xbzz2b8ZMKRqVcPjrjyFF+75EICxV55cZTvG3zGK9//9DRExEWxavI1d6/fiCLS2vuLJQwuUYhvEcOqlQw4bwxXhonk5VckAO5dt44PJMzAE+k0czMC/n0REwNFc8Mb1vHXOExzYlkJ2Sib9rx7J4BvHoEwLd0yknbsvwqbPF7Fj3p8orw+ny4GIImOT3SvKEcgcshBEKQyB1mcOpu9dFyEi9JtyAyc8dj0A/oJCGg3ty9a3ZqFMiyan9i+56u790mNseGIamUtXsuW51zAiXOx4+gWUz0/uuo3E9elB+3v/QfayP9j6wMOgFIZToYpsSUd3h85Y+7aA10R5vRz4+F0Mh0GLh6YSdXzpjCvvl9lY+bm2WprTQhyGfSXudBHRYzCe408kKzcV37pF4DPxrphb4gyM2Ea4B19Ewbu3UpSyBYlMQEkOON0YrSo+SVeGOrAWa+PbSNNBSMNesO5F1B//gpbnwJ7Z4IpGWp5Z8Rj52zAXn22LXDhjcQyZhxieI7KrrmO3o9DO4IhRSr1+8PNw5wsHi1FjhnDhJWeyYN5Sbr5jEgmJceTm5JOZmYtpWriArZt3VdkZjL92OANGHIfDYdC8baMq2zH+jtM587pTcXmc/GPokygFlqVKGtQFg8/ueo/MXQcwgB+f+ZrVX/3Bjd/eDdiC9/kZuVh+C8u0yE/LxemxA48XffUv1n22iJimiSx48B0sr93W2TItHK5SAcuSMKshiBh0OP8UEru2xhFRqtqWv2s/8yb8s2SM4++5jEb9jyO6td3ELm/7Lra89D+y12wCv4kSxbZnXgafv1RxwGe/N+6EvnR8/DEKd+4kok1rdj35OMrvJ2nEcNLf3oySQLWu34+yIO2tF2n5yHMYUfZsw93eXneXiEgkOo74v12DlXOAiN4n4WzenrwvX8K/b1eg66iDiFMmHvJ5Fs57Hf+aH2wH4okm+pq3MZp0RqJq3iZC+QsxPz8FfNmotS8jDj8oP6QvQ7q8hPR7CjwNbOWzisbJWWv/j1j54PODNw0iWtTYrvpCsNtR1CZ0APkIMQyDx5+545DXYmKjuO6WC3j5+Y/o0KklZ5xb9St8gFYdDu9uWRUiou0rt5tfu5RXbn6PmKQoJj5wdo3GKgtPbERJ+qmyFPs37C1ZmkndsIfCbDtQ7PS4aT2gIz899hGdTu9DQVoWvz//JYgQ1yIJf649E1AIcW2b4cvJo9O5g9n903KUZTH0iatI/m4xm96bw44vfyFt+UZO/Pe1AGx5/1ssr684QYmNL31Cu/NHlti48rYp9hKRISAOHIaJ5fMhFuAQ4vr1IXFIaZplTM8exPS0HXXXmf8DYM9/nrD1kbHDC2LYiwNFm9ax886raDvtPQBczdvQ5ImZ+LZvIKLHQIyY0mCrd+My8me/Ad4CcLqIv30Grg69SrYrXxG+udNKBGdEKRztDk//LMY6sBXfF9eBCK5zXsFIbFv2jv58OwOoGMMFph+UhcS2RaKqdkKXpKHgSgTLB4kDwVMDycx6hm5HoakRdz10BXc9dEVYjt22Rwse/+nOoI97woSB7Fm5A2Xa1/L9Lh5SMsPbNPdPLJ+FUoKv0M/3983ELPKz6v1f6HByN/yF9sm1MDOfoQ9exPJXZxPfpgmjnr8GT7x9pd335tImccsefwd/QOktY/2OktfjuwTEYALPY9oeepIyi4pAKVuwXgBLobAwIqMQw6D97Tcc0m6iLOJOHkbOgp/sK3ar6CDxG4W5dye5C38kZrAdy3E2ao6Zvg8rL/sQZ2B/LgErlSL/62lEnn4F7i72Cd86sAtlekuvMw0DK2M3RmLZJ2vfN7eidi+1H397J56JH5e5n0QkIb3/iVr1HDTuhwx6ErX9U4wmQ5BGAyr8uw8ZxxWPY9CP4DsA7sb1ZiZ/ZOhsIo0GgOPG9Gbec9+Sm55L675t6TaqBzuXbKF1/w60GdyZhS86EcOgQfvGZG/fiwkgQuuh3dm5YC0Ax194EsdNPIXjJh4aLlrz1nds+XwRHcYOIrpRHAfW7kAhiCH0umVCyX6tzz4FZSp2fDyXhG7tOO6OSw4Z5/jH7mDD1Nfs9tX79oJXUOKg/W3XknBCTwq2bmP7088Tf2J/moy1182V38++t6ZTtHsXTS+9jJgTBtJu2ltYuTnkb1jNgbdfRhXmU1zncODdV4gZPBx/yi5S7v87qiAXDAdJN02BvAxc7brj6tSX6HNuoHDRF5j7t+Fb8zO+jb8TN/llvL++j6NtL4hphMoNKJN5c8l/4zJi7pxz2OeuLD9q9zJKnEth1mH7HIyj37+g378Cf1shKi8Za9n9GIYTaX5alf+/xXCBp2az1PpKPU4mqlvOQESuAa4BaN36yIW5Z858n7fffo9JkyYyadKFRzxefScqMZrbFjxAbmoOv735Ex9e9zooOO2usxl4+alc+c29ZCan0ap/B76//39snrOSLmecQHzrhrii3FimRfP+HQ8bN2Pzbpa/MAuzyMfy/5tFi/4dS2ICDo+L+M6laa4iQttxw2g7bliZNsb36IzDKRTsSgEcuBKjaX3Z+TQZMxx/dg6b7n8E5fWRs3wVUe3bEtvjONK//IL0z2ehvF4KNm6k7cMPkznnW6J79yXpzPNIPGMcex++jcJVSwAwIu2ZTPq0h7Fys21NBMsi44U7MTwuEKHh/W8RNfpKnC06kP3qbeD1gWWS9/I14C3A9+ePRF86Fd/yjzHXzAEsVH5GmX+Tuf5r8OWXKnPmplT5/0xtmg47PgOzEOvHCRgXp+mr/BqiCJ7SWW2kSs5ARN4Gqj7HtFmmlCpbh7GGKKVeBV4F6Nev3xE56Q0bNnHddbdQUFDIwoW/MWDACXTpEpxin/qM0+MioWUSG39YjTfPXsbZ+OMaBl5+KoltG5EYCHqf8fRlAPiLfLzS57aSlhTf3vI6Vy9++pAxD9FFUNBqVH/2/74GLAuryMvPNz7LmE+nHPKeAys2sO65mcS0bcHx91yBw2MHmfN37qFgdwpWkRdHVCSd75tMg0G25njqdz/iLzIRBYYIVkFA2rOgwG57AajCQrb/8zZUYQGZ38/G+fizRHXtRuyocyj8cykohXfrBqy83JLlJruPnQKx7ApkdwS+5A242nbF2aFY71zA4TpImEahCvOIPP/f5OemorJSiJzwVJmfufnH2yWfDYDRvBrZRg5bt8F+Y5269quVmMe6MwBaA10q3etQ0qq5f0jxer0cLLFYVFRU0e51mkWfLOOjKV/TtmdLrnt5Eu6/tJ/OPZBHTmo2378wh+WfL6fTkE5cN/Pakj5GZeEr8JU8btGn/Erp7fNXlzgCAGek+7B94ts3Y8C9E+1lonMG0fG8k8lct52tn8xDmRZFB7IPe8/S25/Gl51H9sadxHRsRYdL7CWfyBZNccZGYxoGYhjEdrH7ExXsSCb5tbcDAjQG8YMHEtfPPlE3OHcc+RvWU5S8i8SRI0h7d7pdMmAI/vRUoBv+PckHdS8FX+pekq5/kPRXHsW3cTk4BMMp4M0HbyFFqxcROfQczJRtdk9uFIjgHnY5vqVf4mzbC/cJZyIuDzGTK9Y8N5r1wty5CJQPadQVR++JFL3YEYlsgOv8j5G48gsEpeOlqKxNcGAVRt+H9KzgCFBKzwxQSp16lO0IOT16HMf99/8jsEx0IT17Vq8tdG0lfXcGhtNBYhM7mOn3mbxy47uYPpOs/dks/Ggpp04qbVO8a81unjn7eUy/ifKbiFJsX7adzYs20+Xk8v1/XrotWGM4DJyu8nvX/PTge9gt2sAd7WHcjFtLtuXsTuPAxt00G9CFzuefTOfzS7Oujr9uLBlrt5GfksGAsgLxB80mDp5ZOCI89J/5HNl/rie2awfcSXYfJHWQQzI8bppf/LeSK3tHVBTNrrqaLbfcxP4Z0wF7OSqibQdiB9ifVVS/IWR88IYtqON0YeVkkPfDZ0T2PQm8BYjTScyo8WS/+TCqqICiP37C3LMVZ4vOGLFJtk5XVBwRQy7EkdAER4uudiVzFXAOuw9Jag