From 2fb371ee00d1772c3ff900224be1c2a2d29902f2 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E8=B4=BA=E6=80=9D=E6=B6=B5?= Date: Mon, 2 Feb 2026 18:53:46 -0500 Subject: [PATCH] complete assignment 1. All files are in the participation directory. --- .../Participation_codes_Session1.ipynb | 416 +++ .../Participation_codes_Session2.ipynb | 581 +++++ .../Participation_codes_Session3.ipynb | 598 +++++ .../Participation_codes_Session4.ipynb | 2281 +++++++++++++++++ pyproject.toml | 6 + uv.lock | 963 ++++++- 6 files changed, 4844 insertions(+), 1 deletion(-) create mode 100644 02_activities/participation/Participation_codes_Session1.ipynb create mode 100644 02_activities/participation/Participation_codes_Session2.ipynb create mode 100644 02_activities/participation/Participation_codes_Session3.ipynb create mode 100644 02_activities/participation/Participation_codes_Session4.ipynb diff --git a/02_activities/participation/Participation_codes_Session1.ipynb b/02_activities/participation/Participation_codes_Session1.ipynb new file mode 100644 index 000000000..00824ec7d --- /dev/null +++ b/02_activities/participation/Participation_codes_Session1.ipynb @@ -0,0 +1,416 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "7e660f8b", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import scipy\n", + "import PIL\n", + "import requests\n", + "from PIL import Image\n", + "import requests\n", + "from io import BytesIO\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "897b62df", + "metadata": {}, + "source": [ + "Session 1--Jan 15th" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "edb47427", + "metadata": {}, + "outputs": [], + "source": [ + "np.random.seed(613)\n", + "x = np.arange(50)\n", + "y = np.random.randint(0, 100, 50)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "ef650de6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize = (5,3))\n", + "ax.plot(x,y)\n", + "ax.set_title('Total growth over time')\n", + "ax.set_ylabel('Total Growth')\n", + "ax.set_xlabel('Years since start')\n", + "fig.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "16a093e2", + "metadata": {}, + "outputs": [], + "source": [ + "font1 ={'family': 'sans-serif','color': 'blue', 'size': 20}\n", + "font2 ={'family': 'monospace','color': 'green', 'size': 14}\n" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "9b8cd35e", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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", 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize = (5,3))\n", + "ax.grid(axis = 'y', color = 'blue', linestyle = '--', linewidth = 2)\n", + "ax.plot(x, y, marker = '*',\n", + " markersize = 12,\n", + " color = \"#7425b9\",\n", + " linestyle = '--',\n", + " linewidth = 2,\n", + " markeredgecolor = '#fa9359',\n", + " markerfacecolor = '#000000')\n", + "fig.show()" + ] + }, + { + "cell_type": "markdown", + "id": "05fd687d", + "metadata": {}, + "source": [ + "Activity: Python Graph Gallery\n", + "\n", + "I found the 2D density graph interesting because sometimes we need to view the heatmap of eye movement dynamics. I think the graph produced here is succeed in substantive and perceptual qalities because it provides a overally interpretable and accurate represntation of the data (without omission or potential risk for perceptual distortion), but it could benefit from more aesthetic stylish design." + ] + }, + { + "cell_type": "code", + "execution_count": 122, + "id": "6841bf9b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from scipy.stats import gaussian_kde\n", + " \n", + "# Create data: 200 points\n", + "data = np.random.multivariate_normal([0, 0], [[1, 0.5], [0.5, 3]], 200)\n", + "x, y = data.T\n", + " \n", + "# Create a figure with 6 plot areas\n", + "fig, axes = plt.subplots(ncols=7, nrows=1, figsize=(25, 5))\n", + " \n", + "# Everything starts with a Scatterplot\n", + "axes[0].set_title('Scatterplot')\n", + "axes[0].plot(x, y, 'ko')\n", + "# As you can see there is a lot of overlapping here!\n", + "\n", + "# Everything starts with a Scatterplot\n", + "axes[1].set_title('Scatterplot')\n", + "axes[1].scatter(x, y, color='green', edgecolor='black')\n", + " \n", + "# Thus we can cut the plotting window in several hexbins\n", + "nbins = 20\n", + "axes[2].set_title('Hexbin')\n", + "axes[2].hexbin(x, y, gridsize=nbins, cmap=plt.cm.BuGn_r)\n", + " \n", + "# 2D Histogram\n", + "axes[3].set_title('2D Histogram')\n", + "axes[3].hist2d(x, y, bins=nbins, cmap=plt.cm.BuGn_r)\n", + " \n", + "# Evaluate a gaussian kde on a regular grid of nbins x nbins over data extents\n", + "k = gaussian_kde(data.T)\n", + "xi, yi = np.mgrid[x.min():x.max():nbins*1j, y.min():y.max():nbins*1j]\n", + "zi = k(np.vstack([xi.flatten(), yi.flatten()]))\n", + " \n", + "# plot a density\n", + "axes[4].set_title('Calculate Gaussian KDE')\n", + "axes[4].pcolormesh(xi, yi, zi.reshape(xi.shape), shading='auto', cmap=plt.cm.BuGn_r)\n", + " \n", + "# add shading\n", + "axes[5].set_title('2D Density with shading')\n", + "axes[5].pcolormesh(xi, yi, zi.reshape(xi.shape), shading='gouraud', cmap=plt.cm.BuGn_r)\n", + " \n", + "# contour\n", + "axes[6].set_title('Contour')\n", + "axes[6].pcolormesh(xi, yi, zi.reshape(xi.shape), shading='gouraud', cmap=plt.cm.BuGn_r)\n", + "axes[6].contour(xi, yi, zi.reshape(xi.shape) )\n", + "\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "visualization-env", + "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": "3.11.13" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/02_activities/participation/Participation_codes_Session2.ipynb b/02_activities/participation/Participation_codes_Session2.ipynb new file mode 100644 index 000000000..5a8ba45ea --- /dev/null +++ b/02_activities/participation/Participation_codes_Session2.ipynb @@ -0,0 +1,581 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 2, + "id": "7e660f8b", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import scipy\n", + "import PIL\n", + "import requests\n", + "from PIL import Image\n", + "import requests\n", + "from io import BytesIO\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "ff159698", + "metadata": {}, + "source": [ + "Code Session 2-Jan 22" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "819589e6", + "metadata": {}, + "outputs": [], + "source": [ + "# ensuring the reproduciblity of the data/figure\n", + "np.random.seed(613)\n", + "x = np.arange(50)\n", + "y1 = np.random.randint(0,100,50)\n", + "y2 = np.random.randint(0,100,50)" + ] + }, + { + "cell_type": "markdown", + "id": "43a92be1", + "metadata": {}, + "source": [ + "Activity: Multiple y variables on the same axes\n", + "We created a figure using plt.subpolots function, and plotted multiple y variables using ax.plot against the same x value." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "d79175e6", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/5s/lqr8kdvd3qx9q3r5ykdg6jcw0000gn/T/ipykernel_6790/3070682784.py:5: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Activity: Multiple y variables on the same axes\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.plot(x,y1)\n", + "ax.plot(x,y2)\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "9d8ed37d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# add legend\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.plot(x,y1, label = \"Person 1\" )\n", + "ax.plot(x,y2, label = \"Person 2\" )\n", + "ax.legend(loc='upper right')" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "9a56016e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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dQgY7QXbHgt3bB+GGs2d5vzsJjINvuAumvH8v9L7zOPyn5vOQV1IVW4bXuhXg4NsAuUUAw70A2X6ARR+HZMTWph42ZxDhywD41AmRQy/TGkM9AFv+Hvq+8WSA6rnsyw0HOmH7kV6YW1fMJno8v+kIdA2MwhlzqqC+NHJuW1yw9R8Ag+qA0hlnA5ROdvZ/ZmYDHHul8WO2rAAY6gaYfQFAUfL5QyYK+za+Cg09G+Ht/hqoyh6G8rFM6GnaBScsOUUbPhsrbFYnHeDA1kRCBjsBnD+/FqqLcqG1dxie33wELjlWqeN5hmHlYkDMyzkCXVOrYOOhfmY4G7NicttegNY2AJzd2d8GkNEJkPcBJCO2N3VDa8dg6PuiwbhPOU5q4OJ+sC30/fAugC5lk7T3cDe0dg5C6VghfDBUCD0tndDaMwybA+3QV5Ggwa37DgOMDChfj+0AKBsS+7uBduX/zCkAKDC5Vg+1AQx2A/h2AhQqjEICoOXAQRgJjENHMAPaxithSbAVFmTugVNPOSUO4hTJ7FIG2AT56ZMmw30v74Q/rt7vfbAbVFgLItMH8KEFjbD4nJPg6NGjMDYWo4b2d34DsPEgwJz5ADsUN364+AJlIUkyvPePzXA0I7RwnXvhCVBaoIh6JACgeTPAADfmZeHJACdfwb7c9fx2OLqnHa44dTqb6NG/eh9sWn8YTphbC1ec7t1II0f40xMAg+oMuRM+DLBYOVZb7PsPwNATANXHAFxi8jfPrAJoOQhw+rUA00737phTHO/99lVYHDgID4wtga3+k+GejFegwtcNvq4dAP7jYva6R7qHoKN/BLIyfKxml0jIYCeIT584GX7xyi54d38nG1XhKSUfCgU7huE+Nm+Ln3bsOXZnAPh7AaY2AhwZARgfBphUBlCWfNO6DwcPwWB+KNVS3TANplYmiJWIoHM/wB8vBcgvB5j9YYDZ5wPULkQlQGxeL+Og8l4SiocB1Incg6s6YDA/E6bOmAmzZ0+CRd358Kdto9DqK496ardr5HcCZKjHWzKmHastet5U/s9J5eZ/U50H0NcLUFso/rxpgIH8bpgNvTA8UgXtuXVQOfdsJeWLH5OOi3m9blZNEeRlZ0IiISV/gqguzoMPL6hlXyO7ixWzYxiJQwsCvUaOH8BfGUoTJRlGxwPQ1KWkuVC6jEh6+7YPXgTo2ANw+F2AV+8A+NVpAD+dD/DcLcrvRkMpWU+gfz7ueuoZGtXaaBDTqpRNwt62fkgYRtUUJmLQQf/qgJqq9VeYPwavZ/1rSEBRUCmVdEEhDIyMAcy/TPnFlqcx1xiz192ipTAT55wSs2CHY+m/853vsIGG+fn5bDrvj370o7DaE36NAw7r6urYY5YvX84GESY7aHL50xsPQ/eAsojEitnFHLQY4OJQUJ60wa6paxDGA0HIzcqAxnIlxdo7lOTBrvuA8nnKqQBzPgKQlQ/Qcxjg3d8BPPYJgJ9MA3j1zhgGu85QsBtUzlVxvpLEmarW6Q53DcLw2HhUL/vE2wfg0w+vgfte/gA2HeoWqy+PjwEEuHtnIHSstuhXr88CdXNmhGxVdOP1hiLFJw6UgLKmdAYLYWg0AOMzliuiNLxWD6+P6v686rdr4etPvQcvbD4SsRElZpfIZvKYpTF/8pOfwIMPPsimNM+fPx/effdd+NznPseG6910003sMXfffTfcf//97DEYFDE4nn/++bB161bIy0veyeAnTC2DubVFsL25F55adxD+67TpMWJ2XEoqVhjp54Jd8jI7dEtHYKArzM1KDWbXpQa7eR8FOPlLysK77w2AHc8rzK7nEMDaBwHOut2b1xtV38vsAmUTMxTJ7EryFWZXWZjDziOewwPtAyy95Ba/eHUXaxh+a3c7q2fXFOfC2XOr4Zy5NXDqzErIzzFIW43pA7MbZicQ7EgAIwEDI6NQqgU75f0ehFwonPNhgM1/UxSuDUtdPfdz7zfBf3Yq78tT6w5BTmYGnDS9HM7B62BejabEnJDB7q233oJLLrkELrzwQvY9jqV//PHH2Uh7BO7+7rvvPvj2t7/NHof4wx/+wMbIP/300/CpT30q4jmHh4fZB+8AkAhg8yWyu2+t2AR/XLMfPn/qNG9UgaimizezG+EWyAI1LYSqzCQNdpPLC2BkTLFT60+VYEeSelyAZ52rfPS2ANwzW5HRoz2crrXkz2v3Q9/QGHzxDAfiEWIxxfUA7bs0Zof3Ws9geBoTr+FplX6248ZUZjTBrr1PceD40MxKWH+gE1p6huHxtw+yD2TiS6eUQUFO+BJTPN4B9/I/GHAQ7Oj6tGR2qsBKpjE1DPZ0QKFPuXe6fYUAQYCB4TEoxFQmC3ZPA5x3h6uaMmUOplf5WQZmf/sAC3748f1nt7Lf4RI5r3YCpjFPOeUUWLlyJXzwgSINfu+99+CNN96ACy64gH2/d+9eaG5uZqlLArK+k046CVavXm34nHfeeSd7DH00NjZConDpknrWZ4dvKu5qY5LGjEvNjphdYVLX7JB9ULAjZoeTKFIq2PHIox1uMILBr9zWAv+9YjPc+fx2aO0RlOPzCzsGOy5TgOwtoGYWi1VmhyBxz75293U7rPsMjipp0IeuWgrrv3Mu/P7zJ8I1y6bApNJ8GB4LMMb38raWsI+3d+omiDi55uixfpFgJ9OYhKEeZZMwEMyFrGwlczYwMg4wc7ly/2Om4dC7rp67V80cfGRBHbx225nw8q1nwLc+MhdOmlYOmSoRWNxYaszyU53ZffOb32TMa+7cuZCZmclqeD/+8Y/hyiuVJlAMdAhkcjzwe/qdHrfffjvceuut2vf4/IkKeLhTLc3PZj13vcOj3qYxMYeOKam41uw4ZkdpoiRldpS+ROaTtMBNBC3KpQbXKC42mbmK+hUZvRr8ugZG4Pa/b9Ie1jU4ykRRYq9JwW5SKFU4OgQ9Q0qkw9QSMi3CtIqCqEUqxOrwef05mYwxnjG7in18/6NBZp6ORgABXR2vuHc3wH9C3wcHO8GHjxFhFXRe6Xo1gmR2ERjpVe7rbl8xW7/6R8aVYIfrzZwLADY9pagyG09w/NxUPy/My2LXAA5mxY/rTp/Brul1+zvhmASO9YlpsPvLX/4Cf/7zn+Gxxx5jNbuNGzfCzTffDPX19XDNNde4ek7s8I91l78T+JFh9A4rF4yXzK5kEkDbB3FidupigBe8FuxiP9nBbbCbUlGgfd3n1SYjFug6qHzGIKaxOB3w5/2tYenrHzy7lW2gCI7qksRiCqsBfJkAwXF2TfUMFmjiFN7/0AtFZnu/Euwq/DkR3or4PfZUGfZVHW5jwa4DiqEcesDHjrUbIL/U+gUxIPY7qNlJZqdhVA12vRkY7BSGxRSZCExlYrDbqqYyHTo2UZalKC8ylGAvLNbtkgWepzG//vWvM3aHtbeFCxfCVVddBbfccgtLRSJqaxX5PrqD8MDv6XfJDn9uprdCCWJ2JQ3KZ7TvimfrgYua3esfHIWDavCJFbDmxKcx6YZKamZnlcIkUBBUg92/tzSzAcGY9SlW/0dHdUlNoOIPPfdgZ6hex6UweUXmvjb3719HvxKYKwodbkLVIDSaU8rSasqxdohdr8iGhdWYktkRAv3K+e3PVJgdQtuozzgHIKdIUQtjq4zLNGaRWhNOZnge7AYGBiL8HDGdSbPaUH2JQQ3renxacu3atbBs2TJIBWgXzLDXzE4NdiNxTmM6rNmh/c/Vv3sbbnhcdV6JEdDDkXaOjalSs+tSezBLpwgFu87+EfjWis3sW0z9kGDEWbAbDL2X+WXK14Nd0KNuCkicQkCBCqK5Zyi0w3eINjWNWe536GSjHmtufgF0QqF4+wFtxDBNaeXyI9OYEQiqbjUDmQbMDtPqmMpEYCrTZRrTiNlN+GB38cUXsxrdP//5T9i3bx+sWLEC7r33Xrjsssu0FAemNe+44w545plnYNOmTXD11VezNOell14KqQCsUXiqCqR0Vola44l1zS4wDjCmCiCwQO2wZrezVWGeW5u6WdN3rEBpS5S0o/sC1gWSXo3pkNl975kt0NY3DLOqC+Hm5bOUFDnLGjjYSNHCjqyG0oGDnWyGmBGzw/RSWUF2VOwOLaAQFYUOg53aeuD3F0FXUAl2ne3GtXrjep0Fq0NQIJzAacx9bf3OeiTV8sRQdikX7Li/5xvMHQ6QpmBHGYm0CnY///nP4WMf+xh85StfgXnz5sFtt90GX/ziF1ljOeEb3/gG3HjjjXDdddfBCSecwIaWvvDCC0ndY8eDFqR+l7ti2zRmrJkdKTH1rQd4HNj0awNyNBkdD7IbL1bYz4lTECnRZ0fBjjYuFsFu656D8Mx7TUy19n8fX6wEdDVF7iiga/VXntlxaUyDhShaRWZ7n5rGdMnssvP8MJarBOYdewUcibR6nYU4JQ2Y3T/fPwJn/t9rcNfz24X/JmNIYc4jOaFghyIVDTh5IrcYoLcJYN/rjo4nrdOY6OeIfXT79++HwcFB2L17N2NxNI2b2N0Pf/hDpr4cGhqCl19+OXE+fS7g1+e9owEW3jVmRzW7OAU7FDNk5SoejsrBRLZBmLgmEHa2xu5YqSbYqA92yVyz6z4ozOxe37Sbff7SGdOZPBvhV68tVwIVXOjzVGaHApUhY2bHpzLdilRIoFLud1qzCwXmvOIq9uWhw4fs/46yDlZKzAneVI5OKPe+tIN9ve2IeK9x1rByT2OdlEowg/xGHVOZiz6hfP3GfY5q6nSd0r2ZzJDemC4QSjV5sOiiGAUVabx0HPuvYuhXF2YVhkq6zKzQIikgUuGD3QctsRPTkDhlSrmyMKdGzU48jZk12gNzaorgpnNmRWYNHAU7M2Y3FuaewmNaRZTBrs9lGpMCc1YelFUqgrT2o82sITnqhvIJrsZ8cUsz7D7a79gyL1sNdmO52ORPmQPdRv2Um5TN755XAQ6vE3pe7KXE7E7a1uzSAaTGRBeCqEFMKjMHwK/sdCEYiO3NyisxCQ5EKji2g7CzJXbMbn+HcmNPrlAWMKrZJS2zQzbRf9Q22G1TZ82V+Abgnk8shtysUMNtYTTBjglUqGbHMTuDFJOWxnQZ7LSaneM0ZigwV1YpwS5/rAfeO9QVvVUYe96JaQSNLArt2Qj03oogd1Q9t/mhYEeGABpw2smiTypfv36P0PPSMeB+2a9zyklGyGDnAq5EBHb1OmRWKBYhxLJux9d4CA5EKmgiHA9md1Ad2Eo1u6Lc7OSu2VEKM7fEtG8Mg9iKrco5O7bKF+EZ6E6gMsgJVMoMBCpZnqcxQwIVp2lMdaOUnQ8Zav2tzNfLWlnETKAr0pLZvfbBUdii+kw6ZXZ5o0qZJFhQrqUxDTdTH7oFQxfAjn8CtChWX0IN5blZKTFMWQa7KNSYbmXbYaB6HS6O2LJBO9NY9trxJtAEQTNoLEjzNxouluRZ6ekhjgWgqZuCnT+M2WGt1DbtlaQpTDQRbx5WAsSMosiA5kqgwqcx+ZqdzhfTiNlh7c0JSyCWgQrS6Jhdvha40KR4lV2wE2Z2BSHVp0NlYTLjlyqru3ixYgmH96DQlAk8ZePKGpPBgp3K7Iz0BlWzAY75qPL1G2EOpjZKzOQXpyBksEt0zY7SmLRI5RbGntmNGgW78vAdtE0KExV+uKMbCwSj8lg0w6HOAVa2zM/OZE79fPrYUyVsTHrszJWY6HnZA8qCnDHc7Y3S10yNSYuRQc0O37uqolxXqUzcbGC9JqqaHVMBK9dcua+XWYuhvZRnNTujCQspirV72uGdfZ3M9u3WcxUhH272hARyo4OQE1Q2JpmFFVCgXl+mf3va15TPaBDdrgio7JSYqSBOQchg5wIRLgRepDEp7UWpzFgqMvmJBw5rdpTCnFRWwDzwYpXK5D0xyY4Ka1t4wydt3Y6swiyYHTZy9wQLjKdduNlIIXuhRT0s2IWYnZFAJZpUJolT8rIzIqYaiAe7PE0FXJXZzwyr39jV5gGz44LdBEllUq3u48c3wNSKAs1gWSiVqfbYjQYzIaegFArUaeGmm6m6xQCzzlN0A2/+zPKp6R5MBXEKQgY7F3AlIkgmZmeYxhSr2R1Re+zqS/Jgdg0Fu76YtR1MVk2LCZpIJRnrdgJpTAx23eA3DXaOry0yBzBoKg8JVIwXI7eKzHayCnPadsCOl2d2SmAu9SnXj2XdTrRml4HtNHkTRqTy/qEuNi4HA9yXzpjBNn4UXIhZWUK1YuuCQvDnZWnZEcM0pp7dbXwMoFs3pSJF3VMQMti5QAHVVbxIpUUwu6LY1+z41gOHNTtqO6gvzYfZqrXVzhgwOxyhxItTCFr7wVBqBruWbo7ZDasz7TiEWg8Eswb8gs4xu+BQF/QNjZimMaNRZLpuO4gQ0yjMLicwBLkwwup2hnUo/BtKvdsxO3pu/rVSGA+orO6SxfVavykFF6Faq8rsOoOFjIXnk0DFKthNPhlgyoeUifJv/dz0YT0p1FCOkMHOBfxeemNqzK4kSZideLAjH8dYpjFx2gGPpHZREWR2PcTsMFWke59JoCL8/1GwQzaDAic1Q+ALBqAQhix33m7TmK7bDiLENCVKbxdawmUPsOGvhlkCqtdlZCtOH3ag9DzvFJSCwPvqxS0tTNr/lbNCw3xJEEI1WRFm1wlF7N4JCVRs/vZ0ld2texSgz5hxS2aXBvB06gHfepDImp02+cAm2KkKyfrSUBpzX/uAM68+B8GOdrOEpO21QxaBY3tsrMJwQR+GbAhk5BimMvmmciG1Hc+U2Oc8gCzl6xJfP6ur8X18ZsFOVNmHaFPTmI7dU/jjxeCMq7jKRE+fpBzjqg/Uc2g2tFVk7t0EYXYPvqYIRM4/phZmVofGJYXSmOI1uy7G7DKN7cKMMP0sgPolStp57YO2s+xSATLYuYBfZXaoSBuL1giZbz2IO7Pj+vr8osxOrdmV5kNtcR4U5WYxZVg0s9EMR/vofDEJ+HpJOdOu+1AoDU0iEYP/q5mpWX0QJIaCqUyDYIcqV1I8im1cOJauXksl0GcqTiHWjLEDGULngPj57FDTmKSSddtnx6AqMk+pV5YiwxYEzSpMIIXJnjv1zaDRPQh9UxHXnzUz7HeUNiQBkhUCXBrTz5gd2YXZBDu8ME67Tfn67YdDm3IOdA/K1oMJDFqQhHZITgUqGrOLR83OgNnhTs4k/YPefMpirQQ7LJbPioFIBXu/UOmK91tDWX7sGvpj0nYw2ZR9oM0ZOVf4aHOjZ3aculFIpKJndgg12CKzs1qI0Hi6vkT5u71tfS58MaNMY7JjVYLdcVVKYH9nb2dk/yplG+xMoCeQGfSDq3azTSROfl/YEG48QO+pCLMb61M2Cl1QxFidNrFlRCBzMOcjAFXzlA3ZOw9H/FqmMdMAOVkZkJ3p86axXC9QyS1KTM0Og2xmriW7w/TVyHiADRmtUXu0YiFSIXFKXXFeRAouadOYguIUBLKtjLxiw2CHqjvsLRQWqRgFO3XjhM3aZuIUwtRKJTDsNRv1g4FGV7Npd+ueYnS8KrOryRqASaX57Ppas6c9SmaX2mlM3FD+bd0hQ1aHcKLGHFcHt3ZDIeRmZUC+GuwwztlmDrAGfNqtytdrHozYBMtglyZwZdjriNnFo2bHBTtkIzYTyymFWVOcB1lqv1ssRCr6aQcpkcYUFKfQfD79tHLXvXZGBgFhzM56IZpmpcgcHwX49RkAD30obKFzPd5H76DCjlUJdr7BDjhjjuIN+/oHbSbjfZymMVNToPLY2wdY0D9xajmcOI0mkoRQ7ECNGVBZ8UBWCcvE8H2RQn3C8y8HKJuqbICx0dxovI9q45fskMHOJfyax1wU6TTcXg0mUo2pCyZa3U7ZDepxRFVi1pWE5g6SSMXLUT9mSsykVmNqwc5cnEIpYNwsWAU7zTJsxG0ak5hdvz2zs+q16zms+H32NQPseyP6wa18X6DG7EKOL6fPqjKu26UZs8OhyIiLFtcZ/r4sZ0w4jemjwa1ZJVrmABme8EYdJ6JgOhPRHjKi5l9fClTSRJEZFbPDXS72ssTbQcWoz06gsZzcU7BeR5ilqsT2e6jINOux42+spOuzE3BPaVGZHQp7PGN2RspajdlZC1Rs2w/of0LsWsk+YZ2H+uwc1+yY28uQYc0OmcMpMysgK8PHjoXGO7mq2eWkds1ujzrGZ0YVJyAjHFoHV686HW7Jekos2A0pwW44uyTi+oqYfGCGImU6BfSGT5SnUVsyjTnBobmHRyNQoYUOe40oyGk1u1gaQfdFpjEFGsvJFxNrKwRMyeHFjsV0ukljmcZMfmZnn8asLRELds4EKty5UlPiJcjsbJRyxJ4Pdg6YK0wRu17Wzjum2Fw5qPBelRqzC2UT8FiPm6wE6lU7j6alGnN0PKBlNqZX6e5PRNN6yAyOwWkZm4TUmFncLDtCqCYseA8VqQyz94hhGlOqMSc4PGF2vDiFFHxxqdnZMbt2y4ZyPo2JdYDZHtftQmnMyJuddpGeWLV5BZTTY6oPUTrF9GHN3cMGacyu6CzDrNKYPhSoWO+6iaUjS4ioAdHIIkTHboCOvVoKE5V9JHYQBh981F5AzYBcbX6mut2qHUcNTKBF1ZipO60cr31sO8HzyzIAeqgq7QZfmz2zC4xD1ojS2jKaG6r9CVmG2TA7DMpDo8qmRzK7CQ6/xuzGvBOnxG3qgUHrAS8AMBWoRKYxw+p2HrQfDI2OawzIKI1JrCep0phaj12haY8dorXXaRpTRI1pkcYUYHaYoSgryI6YQB/GVgm7V0Kb2xQmO1b1+VH1i0q/sDSmGuxmK8Fu9e620OgoURPoCdB6QNkRTC+TAbpRsKv2dcHwoM39NtiFHZ3syyA3X1HIMsyQ2YWCHX//yakHExy0IEVlGaZvO4gHs0NRjFFTOb/LNmN2XI8dD6rbecHscLQP3UC0CCd9GlOgxy5SoGLcZ+d4ph0FEH7jojE7e4EKYpLay3i4c9A4iFfMUj7vWul+aKsZC9Uxu2PqipnKExfidfs7FUUonaM0SGPuPqrc99ON6nW6TXDhcIv1k6nnFL1Y8/NC7xdNPhBumyJmh/126rpEKUxkoKTMTnakxlFOVMswvS8mX7PDHXsshk+yBSAYyQZs0pgoPjnaO2zC7Io8U2QajfbhQSmTpAp2lO6zsAlDpx0aeFpTYtN6YDVN2k7Kj8hTmF2xr99WoIKgxnJ+An3Y/7X0s8rnva9DZ0+fN76YBGJ2uPELjLOJ16er7O51rNvRtejLsGTNxmrMVGR2arBThUMR4DbBZaPN1kOMdSbQ+rVLeEQZrkm0Me5riZhSniqQwc4l/NpMOw9qdmFpzJAHXkxSmXxjaESwMxeotKj1JvRa1DMuSmPub+9nachYKTERhWpPDzaVO/FzTLQ45WjfMJvZhmrDSj8f7MLtwpyrMQdM7cJYU3meA2bHBzs8t8Ts5n5EuTZG+iD7yDtRBDtulp12rBTAglrgP312ZahuRyl1DIqU+pzAzI7SmIbiFJ1wrcF31Poa0UygCzXnFD6N6Wgep1a3O5KSDeUIGexcwhPbKr0vpmaQmxm7YMfXePSLh0VTudZ2UKLYhPHAidfIIHAxpzRM1MzOoMeObz0Q9o5MFiWmmsKsLspl7MW6zy5agYoSQAp9Q1CcY78hIHVtWBoTrwHWJuADKG4AmHkO+3FVi9JvV+6qx85AOZqVExprpTKR09R+u61HeqCzrclZvS7VmV2bRduBzkYQg52lIlMzgS7SJpQjKPANOMmO6Op2WkN5iigxETLYuQS5hw94LVDBQJIbw7qdkVUYgRaUwU6WUhIRp4QUmd6IVLShrSbMDusNFGuTRqQiYhVG7imkZOXtwnQM1ZlAJTI1OJodyg6gSEU42PHMrvtAaJHDgDRDCXZTO1ezz4ydOoVRYA5rLFcW58rCXFg4SdkMfLBnn/oYB8GOru0UC3ZdAyNaTZT6HyPArQm2ikyO2RWqqUsEqWgHnGRhJLNLX3gyrdxIoILIiWGvnZb2MggmfEoJAx6HI9xoHyN4ZRtml8ZEVlTopKaVNMFOSQNrcnJidsHxCM9BR20tBsra3pEgdKsDYguDfcJpzDA1JjWUlzQon2eczT41DO+CKuiKTo2pD3Y6RSafyjx46KCzhnL++VMsjblbTWFiaw9vNh8GLtuDzM7SHzNsvE+W9mO/6OQDi/aDVOuxQ8hg5xKUFojKLsyI2SFiyuz6zJldZnboWHR1u8OqL2adKmbQY3Z19NMP+NE+RlZhrmpascbYcKjZVsgXM49LI2cZpjK1jdSIO4EKpra6g8r7mzUSmSY1Y3atvcMhuT/V68j+rLAKoG4x+/K0jPddTimnQbN6ZheuyEScMbuafe5oPaw+pnLCBztNnGJWr9OtCZN8bdYDXNV7uDNYpG2geGbnaLOoayyXApU0Aj8qwzX0vpgEUj7FpGZn0lBuo8ikXT/vnmKsyHTP7FDtiXU4LGkZpUuT0jKMggIGL4umZ5p4oAU7n3ndzpkRdGQdDJvDu0C9hgzmkOmBLA2FR5hNJQZvqDCduZx9OiPzfefuKexYdb6YFsxuyeRSZbL2WJeLml1qTiqnet30SpN6nS7bU+vrhP7+fqE0ZkEYs4smjdkcdm3KNGYawJOpB0Mmacx41OyM0pgWjeW0CNbZpDGRmTlKj3DYr7I6DHTZFr07SdVrx6cwrXrsNKswLkiYBDtHKXKDtHQ3x+z06WgjYM21Xl+306cxkXmrdTvG7AocuqeYtR6Y9Hfi+3/qzAoo86mLu2R26lye8M1kgPcv1WOgU0tjFnIMjALfQBTMjhilFKikAfxu5Lt60CKnT2NqzC4WNTuThnJbZmfcUE7AqdXYkhCMQpFJ5r9WKczwXrvRlKjXGaYxETbMTmyeXWQA6RkcY/PLlOe2Z3aGikxidtz/1VO5BHqD+VDu64OK3m1CzysmUKmISGNSKrOCgp2jmp0/pP6MRa9qzNsOCs3PX1D5f7qylTRvBgmJLJmdMriVUOC0z07P7IJBTo0pmd2EhydN5WYCFeq1iwWzM7MKs5h8gGkx+j+pAVkPZWp5dCIVvqHcChqzS4Y0pmCwozRmrVCwczBN2iCA4PvlhNkZKjIN0pgdQ0F4M7CAfZ277zWh57VtgDdJY5JIpRyUPsS+LN09YgX++WnKQpIDm8NJnGXaUM6VNdoLprPPOX2cWbdpUznW7Hhm5yLYFdaG3sPhHqnGTEu7sJFxd83NKGygviNTZhfn1gOdC72+XofMzcr8N9rZdgcsph0YBTsaMZIUwc7CPQV3weRDyCYeCKYx8bKyXJCwPWR8OOL9RIFKF1Cwc8bs2HuNmywKklwaE4e2vh5YFDYFIapZdhEClfDA3FBWAFWZyrW0oc1B2pR//hRJZaJNHk6TwFlzZnVxLYWZUwj9Bcr1lj+gCngMZ2WGHFT8RmlMJ3oD3BzT9drbLJkd4fDhw/CZz3wGKioqID8/HxYuXAjvvvuu9nsMDt/97nehrq6O/X758uWwc+dOSCXQxTPutrlZW4Swr07tuYprzc4m2HE1O6seO0ORiktmR+IWywK9l1PivYBBus+s7QAXBl4oYBbscAQLinRs/0e+jyxaZse7qJDoBo+P+gEx2PWPhILdoXeEA6k9syszHhocCEBJULkmVh1ysKHMyFTMptlr9qecATQzHTACbX5zi2CksJ596R88YvLYfoDxEUMHlQI3zI6v2/U0cQKVNK7ZdXZ2wqmnngrZ2dnw/PPPw9atW+Gee+6BsrKQr93dd98N999/Pzz00EOwdu1a8Pv9cP7558PQUGqkHHgzVdeLrtZ2UBzpZBKXmp3fWqDC1ezs6nWRhtDOgzR6R1JD+txazjLNqmaXVGnMKfYN5fqRLRTshrsjUsJ+NShapsk11uJTnHc4gUpIjSkW7Or5mp2WwgwP4NjwfChYBUeyG5X+wL2rhJ474njNBCq6mh0eewYoG8kX94w4y6BoA1wHU8wA2qrtIMTsxoqV96Zk2CTYqedyOJgNg5AbtslyH+xCdTuZxgSAn/zkJ9DY2AiPPPIInHjiiTBt2jQ477zzYMaMGez3eMHed9998O1vfxsuueQSWLRoEfzhD3+ApqYmePrppyFVgLsvumhc9doZ+WImac1OY3Z8Cs4ijYmDQJ0qMvexSecBxmomp0oac2yE7XJFrcIi5pMJDXAdF1PWckpQJlAhZudQoIIbm0DngYgUJqUxEbuLT3aXyhRpKucDmnoNdgX9cLBnDHY5SY+n2JgfobYDWg8w86NebxVj4dPDI+p1UMiUrTlZGdGlMXWKzFCwS2Nm98wzz8Dxxx8PH//4x6G6uhqWLFkCDz/8sPb7vXv3QnNzM0tdEkpKSuCkk06C1asVKyI9hoeHoaenJ+wjuaaVj0Xti9naMwRX/XYt/PP9IzGu2fXZqDGJ2XVETCi3Y3Y49gUNgnG9crQwAcCOZmXXOru2yDyNo+uzSziz68F0H7o751v2gRkqMRG5VsFOQABlEjxYGtMhs8NaIp52rBsNtu0Lbyjn0piIpqpTlR/seiXC6swSdLxmTeVYf+SDk5pKH8xWp5d/wA10nWDtB0IN5dy9m1WuZBLKAx1K/V8Pk3odgjbpo+NBNoTVKbML9B6RfXaIPXv2wIMPPgizZs2CF198Eb785S/DTTfdBL///e/Z7zHQIWpqasL+Dr+n3+lx5513soBIH8gcU35auc495YUtzfCfnW1w6182QstwVgxrdhZ2YSY9T6TQq7MJdohZKrtzqsjc0axsYOaqdT8rJE2fnWCPXYtRjx0iWjNok7413kFFtK6Gu39insNt+w1FN+3q4Nb+2hOVmhgG+6M7hJ7fktnhxisjO7JupzK7DLXtwFWwS5Fp5bZtB3waM7cY8ktrYDCYAxm42aIaq4kJtJ+vE0Nok+68/UBhduNdodRpWjuoBAIBOO644+B//ud/GKu77rrr4Atf+AKrz7nF7bffDt3d3drHwYMWjZRxhN/pxF+LtgNaEDGV96s1rXFQY9o0leNCqi4UIfcU6zQmL1L5wImTSjAIffs3wA2ZK+Carl8Yjr1Jypl21NCrY0CepjGtsgYmKWls+MVGYo3ZCbIvjblrNbvwNCaZFJeWlABMPdV5KtOsqRw3CkZ1O5XZ+csURvH23g7xEVIplMZEZSNatQkzu9xCKM7PYfVTw4nyHKNX3FPClayY0sRRU45TmWqwQ2bHniczA/I47ULaBTtUWB5zzDFhP5s3bx4cOKC8IbW1yoXb0hI+ZRe/p9/pkZubC8XFxWEfE43ZtaqKPcTGFvX5dG4JnoDUaWZpTPx5pup7ONDO1KYUiO3SmAjqtbOdfoC7/A9eBHjuFoCfzofvHv4i3Jb9FBxz6EmAzX+z/FNtpl3Cg51gj52dQMUi2LlKYyKzo9aDwKjwgk+KzJw+4zokDZ8tR6sw1U0Fdq8Uem6r4zXttVOzC/6yGlYvxo3gmj2RsxZTfabdXrVeh9MeLI2VOYEKPu5wUNmYjnUYBDv13DETaAP2VeBGpKIGuwzVMiyVUpgxCXaoxNyxIzy18cEHH8CUKUqOGQUrGNRWrgzdJFiDQ1XmsmXLIJUQlQRez+zUnd2J08qhD5TFYHwohmpMszQm22VT3a6NLXCY28/M8EF1kQCz0wyhTY593xsAj30K4CfTAB77BMC7vwPoOQwDwVw4GlQX/z6V2ZpAq2cNpUqwG3Yc7ITSmCbvJaoxByAXgpQadNBYngVjUDDcapjGJGbHBreqPpmw703xVKHWZ5cnlD4nZufzV2rTy4VTmSnE7GwHthoIVLBufUgNdiPtao3VRKDCj/eJtAxz7qKSOYBEJSiD3S233AJr1qxhacxdu3bBY489Br/+9a/h+uuv12TVN998M9xxxx1MzLJp0ya4+uqrob6+Hi699FJIJfijsQzTmF2JJlBBfOXMGbBg2iQt2KEk31PQwmTWeqCzDKMUJqbgMOCJpjEPdQ4yoUQEnr0Z4IPnlYZ6HAp6wn/B7nMfgSXDv4LnMs8xlqDrUJRCzA6ZMU4pj2go1we7iJl2JFAZdyTlxzSf0vfpgyD1rwnW7ZC5o7kwk/sju/eraTJVRa0FO5x4UDVH2emjqKT5/ejSmAjtWLnATIpgfyWcoQa714WDXeoIVEicMsMu2FErUk4RuxdbMxTdQ6BTrbEaClTQKsyA2WmWYQ7uoULl9TICo1AGvSmlxIxJsDvhhBNgxYoV8Pjjj8OCBQvgRz/6EWs1uPLKK7XHfOMb34Abb7yR1fPw8X19ffDCCy9AXp49c5gwlmE6X0x0/Ecge/rGJUvZ1zkwCr9d9QHEJo1pcWORD2E/Bjsa7SP23pT5c7TWgY0HDBbZfpU1XPlXgFs2A1x4D7yTfTwMQw7kFkX2+FmpMXGTgcEkmXvskBnjMeLihGkqw2AXGItgIEJZA4MmbZKEI0H3kQ2dg8byemgL1eu4/k9sZ8Dp8Ag2yw5fgPquBJ/fMo1p4NyjGRsUVMIpMyvZOcSZb+g2Ih7skr+pfLdI20EYs1M2lB05yvn3GdXsSKCiayiPKo2JQ3zVrE+Nr0syO8RFF13EGBs2iW/bto0JVHggu/vhD3/I1Jf4mJdffhlmz54NqQbX/Sq6NCbKf0nWXVOcC7WVoR31b1Zucu1I4qqp3ITZidTrCEunKLv09Qc6zV3baxdqCsbtattBYVm1sZOGDvxsroSxu/FRgN4mW6swEqdUFeZGMmN8D3yZxpZhIgNqDcY1EZsuys0CH7ElwV67htJ8NiPN6H9q61ddYHKzIDdLPWZy/rERFGnvvRWzMxKo0KbHXwEl+dmwpFEJ3q9/ED6Rw3paefIzu91qm45tGpMTqCB6cpUaWlavgWBPPY8dOl/MyLXLnYtKja8zpZSYCOmNGQVCdZVo0pilGqtDhVRZQQ4bohpU7Y5yxvvha0+95006E5ugkUVY1ex0jeVN3c6D3XGTlUVp3f7OyECrurbzFmnb1baD8qpaIWaHiy01ySYs2PUcVv4XdC4pVIO0VY+dETOOdqadkQn0oDpBOp8bxOvARYWC3WihkkonhKUwCWQlNiwQ7HhDZs7txVKgwjE7BKUyX91hXdNNpTRmIBCEfe3KBnSGVduBTqCC6M9XLMNyBlqVe9tkSrlxsMtUnsNxY7lyj1b7OmUaM51Aee9oBSokO64qytUaqn3q7q0mbxTeP9QNv3p9T/QHzLcyWDK7SgNmJ55iXjJZYRQbD3axm1kDLYo4oVtdjLAWRA3ldXUNQjU7YhgJFanwBtAiPXbFJsNOtWDX40mfHYpTEEzV57Bmh4vi9Gzl3Hfn1hq6p7AUpr4pXiTY8UHHMI2pY3bMBZuYnXI9kkjlpa0tcNb/vQZ3PLcV3trdZtwYnSICFdxMDo0GIDvTBw2qGlbIQQUDZUEVDAWzwYc1Vtx8GbYehI/3IdDPHM+eVINdDT6zTGNOEIzaz8LyR+WgEmJ2JE6pLuIWRHX3dtOHlLTBfS9/oDEg16AbH8UHmRa7Mk4Zp/limoz2MQJ6W+LNhPWjXfxsO1rQkdWpAQJZbefAKHPvaJg0SSiNGeaikihmJzrHzqzHTs+O3My0MzAIoKGaxflZodFRojU1nCWYpZz71oxwtkppdnTJiTx2B8EOFaJG156e2eH5wLYJbvO1cFIJXLZkEgsMKNf/zRt74dMPr4XjfvQSXP/Yelix4RB0DYykVFM5KTGnVPghy2JgsV6ggijKz9HaD8J67TDFrm5AmINKTmzSmMXRBrsj7xsqkWMFGezMdlD3LQJ49ELLhzkasskDL0ZiWRjsSJzCL4hqEfqMqfmwfF4Nk//f9tR7zux9nLYdREwrb9cmlDtJY+JNu7hBWWjX86lMYgDk/cnV66ZW+iG3WK1V4rkxskDiD1HEKDmJ2g7C3lseNjPt3KYxscYFDmt2iHo1jXk4oAYfnXsKazsgUCraCbOzc+4hZkesDjd9aqsCZj1++sljYf13zoUHrzwOPra0gR0PbqrQZu+WJ9+D0+5+VekH1NKYyR7s+qxn2FkIVJBZGTaWq5ubAPigB/yWacwBl2nMmmjTmJh2/fWZAHdNVgbCxgEy2Bmhc6+iGjzwlmUKiFROjtOY/MKWV2LJ7HwjffA/ly+A0oJs2Hy4Bx58bTfEbEq5rmYXYH12I47TmIjjphjU7YgBcGNjiK2ySQeYFvNlCLG7hPtj9rWEm+PapjHtgl2XcRpTxEEljNlxaUyHNTtMHVaOKfWwXaPl9jU72rQIMTs6VpPzoDG7zvBgR/VjDrjIXrCwDv7v44vh7f9eDn//yilww1kz2bxFDHzotKKNsErymp1mAG1XrwuzCyvU6rKGwU69d/ozCiEAGWGCLq+YHdbs6B50hY7dyuQMZKlqS0OsIYOdEfibt3Wr6cNClk7j7oIdvtGZWSFmxzdtczPt8Oc/+Oh89u39K3fClqbu2FiFEdS0UbCvTdsFMqbgAMdNNlBkasyuJILZza1VRx3Romfba0fMzqCXzwG+tWITfOJXq2HE6UxCEk9Qm4aNQCWix45gI1ARU2NywW6Q0ph8zU4w2A20Q3ZwGAJBH3wwUGyYxmTuKdqxE7PrdT+4Vc/scNzR+Bh3fs0NthGocMVr7bbz58BHFioL8XsHu1JGoCLcUI7ZIG1Qb6HG7AzTmOq90+NTNiOGfXY50TK7KFsP2tSWqqrZljVvLyGDnRH4hadli+nDaMfk+ILRuadQsMO2Aw26yQcfXVwP58+vYb1Otz31vvPF2USqbgh1N50x3MUajLHHDttFnIBEKtgXpdVRhiOZHYlT5tAMOyMnDQPQrpL6ytwAGfVjaw8wJuDUuDrEPKwX4xa1ZhfhnkIg9mUyrbwvKoEKMTvBNKa6YB6FEtjfPWYoUKksdJvGtDEg50ddYXCmhnKb88tjsdqagMKoVBGoCDeU8xsKLY3JMTvyM+WuzW5QHudZnx3H7KqgC4pyoggfR9VgVzkH4gUZ7IzALzwizM5xGrMz7AanVFc1H+w0Zqdc5Bhs7rh0IUvVbDvSA794dRc4BtUJzaaUE9SA4wsGoAT6HNXrCKjaozrEBlx89AIVGtjaqhvYatRcHM3kAxQZrfgSwCt3RPzq9Z1tEcxFGALMA68LmrnnltmhUs+07cSoZkdpTCZQccjs1AUT2QJNutCnMcPUmG4EKmbMLjMrdC6QmQgyOx5UJ958uBvGqb0hiYMdbpKb1M2QbUM53bvYkqQKfIo5yzCjNCaKUxBWfXb9TvUG/ioYhwzI8gWgDKIQl7TtCDG7OEEGOyPwO9UWi2Dn9oIxYXZhaUxVccW3C2Brwo8uXcC+/uWru9hN7blVGAJvJnXhKff1aoM9nYLYnSZS0QlUcGArMlTcZTaWFehqN+3e1OzadwK89zjAf+6NUNfy1lOdToOdAPOgFCYGZtMGXBuBimWa3EiNyQtUNNYoyOzUUTEY7PCa5LMHVLut4NOYjloPBoxn2fHg33uLmp0ZZlYrDv94vg71+5I+jUkG0LiBRechJ+IUYu8Hidlh6wGmOvmG8gAFu0hmRz8bHHW4Uc/MgnZQ3veycUFTbiPQaCjJ7JKM2ZmMSKEd0+CoQ9sqzhcT/45SRGECFa5mx+OiRfVw4cI6NZ35HgyPjXs3pZyHuoiXQy/UOWg7MBKpaHU7nUCFxCk4KUEb2GrkpGEAzWHELoXcqZrkYjGcW5TxvP9n51F3zA5rSsSWLJiHIWMXDHbYOI8Se8vMgaFAZSyyz47J+MeFRxa1+KrYJU9tE9gr2TkQrUDFpmYXlsJ2x+ywfoftCYhtbWNJz+yEZtiZiFMQWDNrgxIYhmzF4IB67VRm1zbuN63Z5aujeZxu1LEvtiWg3NeFIwJONkbATWfbTuVr9FiNE2SwMwK/8OACyefDOfDNmo7qdsTs8kpZoMM4iWt9WA+TxbTyH14yn0muUdzx85UO0pnapGMBmbO6o0Zm51SJqRepoEcm2wxwwyf5et08SmGy1zVw0oimZseb5HIMB1kx9vdpD3MS7LRA7AsFFDdKTNGZdrbBjvPG5B1UqGZn8vwRUK/z/jylLnOoa0CrA9Jmjjn8aMfO1ezsZuYZHGsEeHGSi5odX7fb0jqS9MxOC3YibQe6Hjt6j4OQAc2gS2Wq12cbMTuDYOenjbrDmh3W+JqDyjVfMOxgmK7+OkMjeOz3tfCV9Roy2BlBvzCYpDJzszI0v0NHOyR6/vxSrQ+rUu+dqKvZ8cCgeIeaznxw1W5FfSYCLe0lHuzKWLBzx+xwAgKm7zCtxAQgOoHKdr04JRY1uy4u2HG1K/2oGEfMTrOxKgfIMB9e2dw9HF2ws+slpIWc27xoAhWs2WE6mjZNInU7NdiN4TQKNrR3KOzcYI2IbNrCLd+C9oOG7frs9O+9do7F05h83W5jMwW7AVtziJhh/1sA2541/fWetj4HzC7cPQVBasiDAV2wGwi5p/BOTzzyXdqF4bXYqga7nMHwmaSOlZjlM5RabZwgg50R9AtPq7EiE0UjfjcXDe+e0muS6jKo2fHAPqOLF9ezHTemM4UmOIuYQKsIErODHtfBDoP3sY1cvx2dVx2zCwt2gjU7bVq5LbPjZn1xqkQKdiSMccTsBFmHNrS1RCDYGdS9bL1XdWwJU0xhfXYIJ43lahozQ528frhTCVCUZg/LPNDrovWbSCrTTqCiT2HrrMJEsbhROZ/vtYwa+3LGC5jqxrmNT14Vnl1w03YQlpXhg53yHh/Qgt1B3XifQrY5yTZwZilwaReGU9Vb1GDnc9sMfjT+4hSEDHZGoIWnap69SMWNItPAFzNiMKpJzY7HDz86nzFCVDT+bKWaAxca72NfsxvJKdPSmKLjfaxMoVndThOoFLPzdaBjINRjZzBxwZNp5QbMrntgFDaodUS0n0J0UHuECARZh61VWNjkAKuZdmM2pt75mnITnXYQWl+kaGM5boTURTK/ahr7fFhNY4YNbeWB7Sii7QeYtuKO1RC8ZZhLZodiKjzOvgDXF2qTykQhzotbmsU2jE7YC/YMQhCCR7dH/Bo3JsJtByYCFdxoYzIoorHcZrwPwu+yqRxrwi2gbqDcBru2+ItTEDLYGYEYyJRlDtoPxl36Yhr02NnU7Aio4PrxZUo68+HX99gv/JpdmP3N1eVTFrGG7B7IU4vZbnCcOu5nA8624wQqO9S+NhTlhMnZaXEb9KpmdyDivL+5u43VSVG9R4IGWtCFwI2esYI28UAkjTk+EsFALDdSvPBCfT+J1SGj1urJor12qhITFZZV6ogpSmO2GbUdOBWpCDE7dRFFoQUFR4fMDrMtWLdD55DxjBwhkcovX9sFX/zjOrjr+cig5BpHNmpf/vGfKyPGdOEmF9P7+F5NLve7Eqjg/xrWa6er2eHgVqO2Az6NieK6MLN2G+D91hJUr6neIxBVj10cxSkIGeyMQDfu5FNCuzT9CI1oLMM0gUoJtKhpzCoXzA5x/vxalu5CdSaNCoq69QDv1RzF83FuhroIusSSxjJNZh0YCglUDFOYTgQqInZayGbY7pr7nms5OH1WlSb5dpTG1I2esU1jWqkxcVNDFmkmjeWG/yMFD5yHp/ZdaeN98rJCJgCiZtCUAitp0NLW1GvXQW0H+jSmkzE/TgQqpNTDnjI7azuLut0Q5AoxO/TVRKzYcNgzdjd8cEPom/Y9cMHP/sOmNGAaELFbZXWNZfnhdVAHAhVDf0zMDtDEAxMTaISf+zkGPFHg8VPNzhWzw+PTmJ1MYyYetOjUHKP0EmG6iIqqppZhLmp2mMbsMWg7CKvZ2Tt7lPmzxdiJAzXmbt9U9rlx/FBINu4CJQXZjEExUOBBZqfZhOmDXUVo8aS+ISuBytAYSwkZQl8rGexij6V63RlzqrTUHErrhXe4VLOzYB34XJSiNm0oR6BFGp/KFJ1px7cdqIEtJE7hUniiNbtuMrZu1EbNYLDD/6NdHdwakcZ00msnJFBRgx2pn/H8urCSorrdQDDHdlr5vrZ+zdgAz9/KbQKz8gQwfigU7JYWdrDNKE5pOOeeVfD0hsPMWUhYnGIiUKHarGYZhowYA52a3sY0ppE4BZGXnaGdWidrF95vVLOD/qOW96hpVoQFYx9A5SyIJ2Sw0wMXTlp0MMVUPc8ylenKUFV7fhzcamACrWd2NrJukoNrtlzR2oUBwAdDxWxnmAnjAAY1B6d1u1wYgQwa2ZJbrPXYzeHrdVpaz2fL7iiNiYvIsJl1Gl+vQwx2wq7WPjjSPcSUtCdNK4dS9dxhnKNg4QWzw8neKB7CmgpOKbeEiSLTcqadkS+mXpzCntthGrOkkQVnXAixloX/R2i8j0GwE3VRoWBnNLhVz+wIDut1hEUqs+sZz7Fldi9vC1cU/m19dJkMhsA45LSHRG3zc4/CI589AaZWFLAN0M1PboQ7/7VNvO3ARKBCzK4VSiHgw167cYDmTeznY5n5MAw5pszO5/NBQbZzkQqmMTugCMYB/zYI0NfqTpyC00KsWH4MIIOdHlg3oUUZFyFkdxYemYVOB7iiDJoWBk6gElHXoYsaL2AbNRkFO3tmJzjihw2VHIatAbUHRr2B3GLplDIoAlpwfBDM8XMG0Dpmh1J+zebKPNjhjUo7U9O6nZ7ZDXVprO6k6RWsFokpJFJ2CrcfCCgFW9S2AxQQ2c4ps3FRMawHG473Uc5DmGm36ABXLo2J6r0aNa2OdTvDwa0EUYGKE2ZHcFivI+BxTi4vgCGwr9lRsLvqZOVax+uDFNKu0b4LssYGYDSosqrug3DWjGJ44ebT4evnz2GsijbHzpmdPo2p9Nr15deF1QqHs0tM3VMI+S4coDCNia/Xm13pLpWp2YTFt16HkMFOD1pwsI6CAadmvjWzcypQURVaiEBuiVZni2w94G4Cm7od2g0hurgmaeuanf0NdrhzALYG1WDXshmiATaXF/mU1w7mFkJr3yg7VmQ9WoqTh4AZNDqukIuKqTCHmF3ZVG3Bp2B3+qzQQkqLOLmE2EJAKWg77cCBP6bh/2cgNgrzxSSI1uwodai2HUyiVGbnoLaJwsAdU4FKBLNzF+wQKFIZtKnZYSbknX3Kebnu9OmwZHIpY+P/2NAEUeHIe+zTe8EZMJSJ70+QtcDg5ur6s2bCyq+dCRcuqmNM7/TZgv+jwSxI/r3uyVWDXZMS7Aaz1GBnwuzcWoaRQ89AbqU7kYpmAB3feh1CBjs9+F4wpA7V8y2ZneM+O9phZxdAx7CShsOXiVhIsJZDC5lN3Y5EFrbyeQetB1iv2RaY7Amzm1FVCDW5yrGNZhVprG5apd9Y6SnaWG7Xa0fMrm4x+xQY6IS1OOsMAM6cUxUR7GhAqRc1OyElpuhMO8M0pvng1rA0pnDNjtKYyntOfqjYfmBoAu1aoGJx7eF1yac5XTI7xOKGEhikmp3JtPLXdhxlwQ2zC43lBXDFcUoz/V/XHTKvA4tADTibAtOgt0DdMLaHnI7w3D7w6ePgta+fBQ3kCesyjUnvdXt2bRizG8hU3hezmp1byzDKogzlVbsLdgkSpyBksNNDk8erCxDV7Kj4G22fHeeLSeIULPwbNX6KKjKFa3aCTeVYq8H06tbg1FCwi+LmRxZ2bLXy//X7CmCHNrBVV68jiJpBq+e+12ymHTWU1x3LPo30tbP/rb4kjwVgQnmBA2aHaWgKwhbMo0Wkx85mzI/firkaqBsNBSoifXbYAN2jspkSZcEnReYhjtkZ1uy0NGav4Dw7m/PBszuXNbtIZmcc7F5SU5jL5ynDQy9eVM/S2tgWs6VJwO/ThtltCU6F0dLpoWGl0cBEoEIp+KMZavDp2MM+9WUo74vfktllOdYbkJp0pKDGXRozQW0HCBnsTMUjxaE0kGqfBK1KUZmHX8t7O2R2nHtKRNuBg167MGZnVXNCI2BtwfHbNkNjbDuc1QBB9K/DXbte7OEQC8qVAlvneJ6xTRgPh712hjtTDErUd6QyO5/63qIKk5/PR4xFqNcONytYR+WP05LZ2YhT3A5wNRAbaYNb+aGaImN+epuU/wnfa3VqNKUxcdEnkWqYL6ZjgYoAs9PX7aJgdvPri7XWg57eyGNDA/VVO5SU9vJjajTl8Lnq18juXAGvOzXYIbPLqpqh/Lw9ymBnw+yO+EKZCkQPBTuzaRvgboArbbwCfhfBDgN2j3peJbNLAmjyeM5Et8Y8lel4Wjnni2naduCY2SkXPG9sbMrqBNKYZABcVVoEPtqBNUdXt5tdqigmW4ZzYPsRu2BX5tAf0+D/7mtRJjtj7bV2IftRbmAAsmAMzpgdvjA4CnZUr0PJfVaOQI+dkzRmj7hdmMUsu3CBioAak1KYxZOU9DmaCajMbkuTcr2WFmSbZB+cClTyxYNdFDU7VEnn5Csbgeb2yEC/dk8HW7hxbNYi1VgA8TE1lfnMe03uBiR37mVlh6FgNuwKToKC2jneBDutqTyyzw6h9dqp6CJfTBMHFbcDXDUxmDrE1VEak9q3/FWRYqQ4QAY7PXT+jQwWisyQYm7MvS+mWbAT7LXT0nBWizXtrHHxt5J/c84ZrG5Tu8iTut1kv3J+jo7malPB55mlMZ2aQRvV7IiJIivnGFh5xgCcMjN8EXXUWK7V66xTbC2OBCpmfXYWdmGG430s+uzQkcSsX5JTYhIojYkWZKb1Ohsja1fBLt8bZocoKlLOa1tnl6kKc/m86tB4KQA4bVYlC4C48Xl1h4ueuyalv25bcArkZOeAv35O9GlMZIsj5mpMxL7x8OvRanCrvm3KWeuB6tJTUuec2VGwi7NNGEEGOz34HjtCtbki06/NVRt37YtpuvsXZHbUKybE7DCFadOoSwbASrBb6EmwyxtXXr83WMBEObirpObl6Gt2Y+bilLIprJ1hJEtZJJbVZ4QLOHiBilCwo6GildH7Yor22RmlmQwHt3Kz7PgNk+bQ0mXTUK4Kkrg0JqGSH9rKgxZfK2aHOXGtzy4+zA5RVqKc1+7u8P8bxScvbw2v1xGwTYT8Uv/mJpWppjA3B6ayc+irmBFiQDb3sSn4pnh9GlNVYx4cKQbICL3vHQLBLt+FiT0xu+zSeufMLkEG0AQZ7OwEKjyzw5qdTqhBaqcBF8zOdrgnXdg2xX9arFGgYqoiczDxgAyAw4JdS3TBjv6HXijQxv/wO+poanaWzE6dl9UNyrn80KTIm9+RQEVgqCjulEmibTnxwIuanaFAhfsfMS1pJ1LRmJ3SdkCBlk+HmjI7EYEKumxQndMRs3MvUEFUliustq+vN8wdZ+uRHmjqHmL9bqfqWD6CVJmvbG/VegyFoaohNwWnKewYmTX9T6p4xDEoSOKmRXf+iNl1DwcBSpQgzQ9uNTOC5n/ntKkckVs+KXSPijosSWaX5AIVRMUsZZSJwSBXS3m48MQDm5qdjUAF6ykIZEyGLIc9h7O2AwS7WaleiWIPu8ZkgfPaE8w3biZ32GeHKLLqQ+OY3eh4AFpHldc9Pnwjz1Be6KD1QBvvYy9OQfZKxxhNsMNJBhET6Q2atA0dVETqdlrbQSiNieBHOxkqMfUCFbONVphptaBABe83vm7uAhWlyt9njg/B3vYQO3p5q5KePG1WlWHrC9aS0SAc7yes3QkD/39SYgamae0bUDEzulQmn8LUZWWoZsfaTjhm3moxpTyiqVyQ2eE1ODKupLULS6oU71JEX7OzYCeZXZJg2IDZoRCBdiO6cT90MYkLVCJbD2zVmDbMDm9YKjab1p1GxZmdVrMrU3emau9VVM3l6nntA5Fg50GfHcfs1u/vhI6AsshOKRiJktnZu6dQChPT07zq03Gw43blESIVnV0Ym2U3aCBQEVFk6hrKCdpibeaLyTM7dB0yc/oxMK02BbEgvAZc+GLyyMxVzg0aZ71/qCuiXneuLoXJ42NLG5zbh2Gry1A3jPmy4YNgQyhNT6lMtyIVWpN0JtD8xqZvZAyCJVywGy2wdVDxOxSo8E5Fhfi6xQ7qdsjuidkmQImJkMFOpGYXJlLZbMrshBpR1ecP5oXcU0zl6VQPsZsCLWIZJjjeB9M9xOy0xc6Lup2aHg7mKIvjvDoTcQq/4OHGAHvA3My045jd6zuPamnMDAMhBTE7vOltXe8FBrcKTTsQCHZYP8JUm2HmQCdQwc0WZerCBCp2jeV4zRqkMRF8TdU0jck2ZD7r9gN+lp1dACusDv8cDdRzUwDD8N5B5dwe6R6ETYe72WGcNdf8NT66uB6yM32w+XCP5uMqmsI8kDUVRiEL6kvzQhO5owp2xj12PLPDt3G4KMTMj4wUiLceDDsLdrjm4WgiR4pMDHRoUI3XC6p+EwAZ7ETUmIhqqtvpmJ26c8KUB1F8S6ippH5fkfZ4VH9ZM7s+4ckHppZhguN90PgXJdd4LWtKQi3YRc/sPv6hY+C282bDidMspMe0ONs4f5iqFXEXSf08pVOYRVh30G/KbjDViAubUPuBQM0utFkQdMfQZtoNR9Q/Qu0VYyYCFSUgEavLycxgJtfhz29Rs8NUMQUj3SKkLdZm4320qQ02IhVRJSZi2ukAy24AWP4D8CrY5flGYONB5TqiqQZLGkvN7ztVoXvO3BpnQhUSpwSnhb//xOyiTWMa2Pwxf1e1JWQgXxWN+DKhZVTZnPgt0pgFZGIvOOKHlJh0TUJRrTizI3EKTjqIkrG7hQx2IgKVsF47XbDjcv5Ctjvq4k1pNay35WZlRlWzE2J2glZhlMLEFJzWV1WrDIiF5vfBNdRU7KIZk+GGs2dZp/cyuXqNRd2OdrURgQBrUMEAqyl0ZJSx3XkX+E2DJx6LsJm2ALM71KkEIlO1qR4sPeVzJlLR1ex4cUrEudWbQeN7sfUZgKe/AvDLk5WfYTO5zt2ED9amaUyENqLIg2CHac7zfwww8xyIGtmhNCaKUnATp7UcqM3jVrhCTWWu2NAEYyIbWdUm7O0h1XLNszSmObML88fMU4JdsKAcKH5Z2YUVaMxuzBGzo/vOEbNL0HTyuAa7u+66i918N998s/azoaEhuP7666GiogIKCwvhiiuugJaW8FEbSSVQ4Zld+86wQa6WqSYjqAvO0bE8a3GKU2ZnV3fSBCqF4m0HBGJ2OOrH6fwqAi2EesZsBoEhrloaU1+z0+p1k+H9w8rrZhVY162EG8upZmfRFIsWW46CHVNMFjuzDNOlMQ19MfUCld0rAf5wKcBPpgH85SqAjX9WZpLhe3LKTRF/xrcfmDI7EX9MUfcUr6EGV3/GCAt06/Z3wlu72m3rdQT0T8Ug39Y3zFLhouKU98ansjRfDd3b5dNDGyU3Ii/qs9X12OkVmUdLFgHMvwwGT7zJcDNuZmLvtGYXCnZOmF1ixSkxD3bvvPMO/OpXv4JFi9TGZBW33HILPPvss/DUU0/BqlWroKmpCS6//HJIWoEKKdVMBrn6RVVN3Ky85pF8e4eNXPEBrrbO/QZ9WVZtB7wSj8n3cUEcHzEdYuvWtd1epNLuvM+Oq9eRx2FRmVqfMVlshCYf4PsnYAJNGwZhk1+hmXYmAhVKY6oLUUS9jmd2h9cB7HlVEZPgAnzy9QBXPwPw9d0Ap9wQ8Wf8hse0ZifiokKpWRszA8+hXuvFmcq5+cWrO1npYEpFgfG0Df2fZ2bAJcdO0tidJVDkM9gBQV8W7Ag2sv5KbbQTXvOFte5TmSRQMxCo8MGHTZX6+KPQsei/2Pe4CbcaL1VArQcO05gUXCWzU9HX1wdXXnklPPzww1BWFqrBdHd3w29/+1u499574eyzz4alS5fCI488Am+99RasWbMGEgoUQ1DKUC97xtSQiZNKKNU0bn/Rqv1Gh4eUC6bKI2ZH7QemjeVa3l8sjRnWVMz+9wXuRSrIBmlx1m8i7EQqFr12WhrTlNlNgU2HlOBRVVVjyezIRcWy/QDfPwz4FmlMFPgc6nLI7MImfpvNtDNhdmoNVmN2RsFu9ocV+fvU0wDOuwPghncBbtoA8OH/AZh+hqntWWVhDmu6PmtOFfvaFHb+mIlmdj5FCPamyurwfxJSySIDVNOdGw7YjEhSWV1P8SwYgezwzEi0qUy7NKYafMgQnZia36Jexwc70bYp18wOHWDadibMADrmwQ7TlBdeeCEsX7487Ofr1q2D0dHRsJ/PnTsXJk+eDKtXrzZ8ruHhYejp6Qn7iAn4nakRA9FEKlvcXTS0a8/MgaY+5WarNms7cFiz05iJac1ObJYdpeAibtZoFJl860QMmB3uTMNqKhyz26x6O9bV1VkKXoTaD4jV4aJtsmnAlFeEwEcETmfa6epgoR47gwUOF9ob1wF89jmAU25URAICwIDwm2uOh0c+d6J1cPBSoOIl1PcoNxjeGK53TbHCvLoi7b4gZmNVr2sqmBMh7glLZboJdhYCFT74UDCia8WqXufGLsy8ZmcT7FAshusPOrzQbMmJEuyeeOIJWL9+Pdx5550Rv2tuboacnBwoVRs+CTU1Nex3RsDnKSkp0T4aG8Ml0p6BFhqU5xv1A2nMbqvhomvrHs65pxxVGYSlPN0RsxOs2dmmMe2CnQuRCi2C+Np2fVYOana8rDqsz1Fldn35k7TgPaVhklDNztIyTKvXmacwD6qvV1eSb2yc7DqNaa3GNBzvEy/YClQi3V7iAvVazxzH9ySo9SCeMJVT+wrcV3SPkqerFbPblTnD0G4tqsZyG2YX1ljOtRL4RZndiFjbVGQaszZ0f1utUVSvw4Avev+nQrA7ePAgfPWrX4U///nPkJfnTY7+9ttvZ+lP+sDXiKs4hUCpvIj2A8E0Zph7CplAC9TsUEmJqQAhM2izNKZYU3kTBTv9zcq3HzidbedUnCIY7HD2GH5EMB+V2e0cUdgh1miKSqtC74HB8dsyY0ETaFJiRpy/aJkdv5FiXpMUQPzmvpjxgiZQMQkG2mipeAe70OtNK1EW9rPnVlvWsYwwRzUsp9FUxuKUjZo4xbDtREtjhoa4OheoFFunMVXmRdoBqx47Pthhf+awwIQHjdnR8+L6RBtynDJiV69LoDglJsEO05Stra1w3HHHQVZWFvtAEcr999/PvkYGNzIyAl1d4ekkVGPW1qo7BR1yc3OhuLg47COu4hSCySDXQqqrOGB2LTTeR4TZObAMs1djmgc7DBjEEMIEKoiquYoDBtbQaNBnrMQpgjW7MMswqtsh4+lXeqk29Crv4wIc4UI1WBRn8OOOHDE7+7YDYsY0IkcYTvwxx/DaCYYt6Jg+Vf6PBDI7Xb0xWZgd4rzZyjFefpzzhuZ5qtvPDrNghwINVLX6MuHtgTqTNCYFuz3ON4uaQMWM2WWHiZQow2Q13kdvJSaiyKQNpZbGDKvbHUlaT8yYBbtzzjkHNm3aBBs3btQ+jj/+eCZWoa+zs7Nh5cqV2t/s2LEDDhw4AMuWLYOkdE8h4M/JZYJLZWqWYYLMLhjG7CyCHXOcyBAKdrya0DAlYTDs00xFiKkerXFUO5a8UHHZad1O6110wuzsa3ZhlmE0044GtuYWw7pW5TwsqC9R/m9yhTeo2zljdlY9di7EKZZpzMzIa8vAa3J/h/KzyeVxFoFYzOOz8vGMCzLQnky5v249swH+842zmB+mU9DcRVNmp9brcEO4tytg/P6XY6O5T9kQ2FzTrtOYapqxTzCNmZnh0wwIRAa49ujTmKJ1uwROJ+ch4FLrDEVFRbBggZruU+H3+1lPHf382muvhVtvvRXKy8sZS7vxxhtZoDv5ZLXBNdncU/QiFZQZYypz6qlhHnP2AhVlkR3LLtLmhFmmMVEUgHJjvEFsB7jmaKbBWL+KCFYCNTsthWnGSjCVif83Brs5HwbnzM7bNGZY+wExO06JuVltO0BTX3Yusd8Md+DIynWmx0KtBxqzs0pjumg7cCpQoWCHk8WxAR/LB1qws/c+9RzJKlCh1xwfhtzAMDRWuQu2czhmhxvJCLGOWq8bqV4IvQfGjDMjeBx4zeHagalMJ7P6bAQqVKele4CaxO3SmMT+MIUpwuw0uzDHzI7aDiZYGlMEP/3pT+Giiy5izeSnn346S1/+/e9/h6R1T+Fh0H4QmlY+JmYVllGk7choppS9ItO61w6fh5rbDdmJQFM5SeZN601ux/1QGiYWzE4fDNR63WhxI+xvVwLA/PpiYycRw2A3GjYOJgx0LH4P3VPcCFR0wQOFA9QM31iegIAi7KCSANZJr8mzYYfAnjxkQZjip4kWYVDrdR0lytpQVpBtPG3ArSJTY3bWfXYkICGxlpUJdIRlmFCwI2ZnEOx6jpiLuui+EVQBp3Swe+211+C+++7TvkfhygMPPAAdHR3Q39/PAp1ZvS6usBOomIhULOeO8VBrSb2+IvsUptcuKjqXfGH3FB5ue+1EGLOVGXTA/EakG0879yqzO5pVqwUd6qGzcv+nczceCGrpGqc1O9z1u2oot5x8YHBt6Uy9D6isDgN2WIopWQQq2uDWODeV82ySjsEF0M5vWqXfPJWppjEP5s623iy6VWTaOqiEqzHpWrEa7+PGMoyYXZgIiloJNvwJYN8b5qwOJzIITFyJJaQ3ppOaHd9rhzU7tTampTHtdkdHFNn+kbzp9ilMr/0xBQQqQmlM9gJ7bMcOeZbGRI9Lg0kF+o2GlsbEMSsAsG+sMlSvI5BIxaBmh6pOEruYilRsanZtfSMsJeRz2mPnOI0ZzuxCKcwEMCchB5UECVTCmF2kKMkJ5pqJVLBWhfPcfBmw0zfF+v5xo8hk4wysBSp6NSbV36wGt7qxDDMUqCz6FEDjyUqp5Y+XAWx5Oqmmk/OQwc6JGpOoOAodcLelLqyh1gOL3RH6aapscHfWDPERMF5MPsAbRmDEj9ZjZ7YzxUW+qN6w19BzgQr249AiKtBY3qdjdpsGlMC2sKFEeK4bjfoxFanY9NlRChOtoqglIlqRh6FdmM6RhNK1CQt2eUmcxqRMRhTMzjLYqfU6rEft7/UZ1+uMFJmiQOUtWhSKOKhQ6wEJVERqdtkqs7OxDEPTBgqIYdkDPKarnwaYe5HiLvTUZwHW/irplJgIGeycpttwEaYJCE0bwpvKrdSYR7cpF0NeCewaURbLaitfTBf+mKbMjt3oQeE0punN6nYCghtmJ2oGrbcM61TUmGs7i8LrdQITu+n82TO7Cm+VmAgzI2gjuzBdSvpAsjA7HBVkZBSeaIEKfwwuYdprR8GubnGo5l0qkMYUbT/gMzo2DiroJDTKghIJVOyZnT9XLI3JZxYildr5AJ/4A8Dx1yrrzPPfAHjpe8r/yI/2STBksHOaxkRMWqp8blof4URgCu6maFXdU2JVs+vS1+wMpOp64E3SorZDmN6sbm3D3AhU+Lqd1ZgfntkhY1N7vdZ0+kM9doLMjsbYGAt8BkLn0ZTZuazX8dccBgzWR6djdrzLhS54aMGuIlHBjqslGbE7fnhrCgpUeGa3q7WX3SsRbQd1x3L1WpP/s2yK0quKxyJinszfO/h/YCuFAfi0IrK7Pgc1u3xBgQqxRmxVMMxa4LFdeA/A2d9Wvn/zPoAVX1ImpSRB2wFCBjvDYKczgTYLdofXW1s68eBuilZV0SXG7BzU7GhMjT7Y0d9m5ZveMM3dQ2wjhheypemvm2DnxkGFV2RaNJaHTT4gJWZeBQwE86CuJA8q+dE0FjU7y/PHszqU+5sIBVwrMfXnhgsYlIpCgajmTq9LYyac2WG2g4KKUWP5BGB2uAHEGhi29uxt6zfcxFLN2zQzguepdLIzRSYFOwtDBnSEoQ03ilQGnKgxs1VmZ6MkN+yx0wOL1ad/HeCSXypB/f0nFAMOhExjJhlE1JiISceFAlhgPNRUbrU74m6Ko73DMWJ22caWYQJTynkDaEvT31p1XBPWH3FKRKwcVMLSmBY1O/XmY2lMtV7XmVMfyepEanYU7IwmH9AxIKszOT+mvqIiwE2IJuEPBQxcxOjltFQSN64JaynEKBIW7MJEKr3JM/WAf00D1xwnyMjwRTaXYw0XTY7x366aD63qfW35/jtVZNr02BmZQdOm2y+ixszNFGJ2VCYwNBrXY8mVAJ9+MnTucdNqYbEXL8hg51SgQs2RePGhwuvoDvMxLAQMCi2bla/rl0ALMTuRYCfYZ2fZGK0pMaNoKCeUTVNELuh3KHrDuhGohPXa2TM7du5VwdAhqIpUYgrU7MqtmB2JUyx9MaNIY5ooMnHj4dc79HDqxiPdQzAWCEJOZgYTxiQMViKVhDI7bwQqfN1uR7P6P9L1X9IIRwaVTRf2ulrO/nOqyLRxT4kUqfDMzkHrwYhYGjNMiWmFWecqUzbQZnDpZyEZIINd2GBVwXQb7sLrlyhfH16nXVR4wRg2JGOvCQaHnCLo9zdqDFAojUkDGx1MPogUqNg3lAuzEpyqTQId0VSmxuwEZ9k5YXZ8zU5NY+4YUv5uYUOxM2Zn1boxYN9jF1UaMyzYhQfjiM0Ux5QohdlQns/YR8Jg1X6gDW9N3TSmoSIT3VAQJY1hKUzLzIhTReaI9eBWI8uwUM3OSVP5mOXjaFaeoz5OLPdcvxbgnO9CMkAGO579qINVhQaM8sGON1Q1kvBq9ToUpygXDeb/I1RN0c600wQqo46twoSUmG7qdjitIVqBiklw4tWYvVwa8/3+UmNmRzU7u2nlRsHOxioMFZxoAYfrXJ3eBNjrXjtauHNCwW5KIlOYfIrakNkNpLxABUFpzG1H1Ou5i4Jdg70SU8/sRLMigsyON4MmliayvhQI9ghrVmEia1aSQgY7Ai0w2EMnclNyikxMXdCm2lDCS/W6eofiFJfTyjv0ZtACNbumbpseO7fBjgXpYHQCFYfM7kCwiqWII84xMTsUURi4smjTyq2YnUlDOaUwa4rymOOGK4hahnHMLuE9dhEuKrpgh60IOGkiUcEux7tgR8wOsyDMOouYXWmjvRIzItjtsXQGciJQ4f0xcfoFugDx/b9W8AsOcHWcxkxCyGBnJE6xSkPog13LFvCNDWkXTcREac47D5ldi1rErhKp17mcVo6TsjXlHv+3AhMPhMQVNOqofaf9Y2nxw01EluD/7KDPLmQXNgJBdeLBwWB1pDiFr9khDFxZLFsPbKzCtPPnNoUpYBkWKVDJ19xTGhMd7MzSmHz6MCEClXzPgh2WCaguyga5dh+KTGOW2Lz/ODUFFb3Yc0t/76FABVXVhHxVaWmFfEETeyE1ZpJDBjun4hQCOpj7qxR3g+ZNYXW7MODujRgQ33YgGuy0ml2vUEoChQoRdScbNRzzdHSiJCyuD1kl2TXH8uIUkU2ES2ZXHugC3/gwBCADmoIVxsEOpd+0aBj5Y6rBDlM6Q/p0tGYCbdZQHmW9TmimXWTrgZbGrEis76DpmB8a3IrjbZxudpJMoIIIU2RqacxGe/chvt6PIi9RkYrG7MQEKhTsMNChebUd/Go9OGxzbKHGlMxuIsCpWTEu3Fy/HUl4I5hd205lcUIFY8UMre2gRjSN6YDZYWHc0DLMJo2JaTtHno6Fqmk37k7tZnO5dU/R1+xMJrWTNL/Rp5hsH/VVwhhkwQLeOUWwboey6ix1gYhQtNowu6jcU/QBQ8eOQjPtdDU7lsbsT440pimz4+p1Tjc7SSZQiRCp8GlMJ5tFPpUpzOzEBCo0lUFEiYnIz3bWVC6D3USAyHgfPbRgty5kGaZXNWkpzEVsV0e9OOLMTrxmZ2oZZpPGPMzVm4Q8HbNyQou+nROE27aDMDPocdMp2Bjg8dw3+o6y7/eOV0Z6YhrV7YY6TTYLJopM25odMbsogo5Bn52xQEV5rf5gjjadOiGjfUQEKolsO2Cv613Njmd2+w83a4E9UDQJjnQNiQu8tPaD3VGP9yFQ/xu2oog2lDuxCzMc75NikMGOQHJvJ8GuXm0uP7wupGrS+2NyzeQIrcdOxASav8jHh419B0XG/NhMKaddab0TFWFxnfUcKy+YHaa9KNjb9NoRszsQqGK1N9OeM5teuwqzYGdrAu0hsxMUqLQOZWr1XxFrqIQIVBLZUM6/LmU3PAp2fa0qK8svh7aRLBgZDzCRmlBmRGs/8DCNyQlUEKLXQwH12Y2KMjtZs0sf9xQjJ5WO3VCVqSx2EYVeziYMEWJ2DtWYgnU7Q/m8TetBSFzhYEGi6Qe9TbELdqJm0ByzOxisYvU6014nLdh1ijNjnFhBzNKA2Tmuebqt2VHWQGVLR9T1O+EpTKsBrlqPXYIa3j2u2dEg19KRZuUHpY1a2wFusLLVmrln7QcOBSpUQhcZ7xPWZ2dlYi/TmBNVoGLji6lfiNVi89zg7sh+Fawz0XQAldmRQEVovA+lDFG9JVi3o/YDnLgtOqXc1UItyuyiSWOG1e2sJx+Egh0qMS1ey2JaOT/mJyzYUV0S/f4Mrg8811TzEEpjue6zGw9jKYf7M5In2JkNcE14GtM7NSYC20qmV/qh3tdu2FAuBLIMw1YZu2yNYOuBnnGJ1uwK1KCIzDTM4Np0lp1kdqkPN9O0OXY3c2xHJLPDnRsGKHSOqJzNFH5UY6kSZXYO63aGlmE2dmGhYJeXhMxOTJHZmNGqMbuFRkpMQTNoaswPY8aae0q54iBjUq/DOmyegNzbeRrT2EHlYG8weYJdbrKmMb0VqFAqc5KvLaTEdNp2UlSnnA+sRau9odEyu7Dp4Q5qdvkcA7QSqYRaDySzS5/xPiYilalDarDjBSpUr8MZcJlZ0NozrI3JEDJUdaHIJMuwMGZnV7Nz0yMWL2YnkMYsyQWog3aN2c3XO6c4sAwzbCyPhxLThYPKvp4kDHbJJlChax7vAdEZcgKKzAYKdk6VmAhMsZdPF0tlCgpU9EFItGaXk5mhKZDNGsvRAlFjdtJBJU3VmFywm9S/NZLZqcNdQ/U6SmHmWfvnRdFrV662HoTX7Posp5Rr7imlTmp2dWJqTC0NEztm15DRAZm+IAwHs2E0v9I66AgKVMKYsdZjF0MlJn/t4cKMdcKIPrsxJTWuzofb060s3lMSNceOB21m0MuRdwZJ5Cy7sNcNcj1/0RtC1xswO0cpbC3Y7fFEoKIPdqK2Xj6fL9RYbuKPqcxSpNeRacz0FKjQyBtfJhSOtkENdIQXenVKTMdtB1ExOz7YmTM7XECpJ8+RGlM42MW+ZlcfbGGfDwUrYf6kMuuNhCiz48f82PhieuKeEjHTrttYjUnBA9ssugPJx+z0m7JEMzvefNrDXjtKY44VTRJvKHca7Ma599umz86fk6VZFoqaQBP8NpZhJE5BBojWiKmK1D3yRDuoELAOVn0M+/LYjN2hVBNuhY6o4pT6Y921Hbip2RnVnCxqdnSjYlrV0a6NXFSQ9XCTtSMw5HKWnYPJB7MHlfO8NTjF2DnFQc3OmNmJ+WJGncbMzAo17KvjisLtwsbDFuyBYA5bfISt52KJ7LyQkCos2CXQBJrOKR2XRyKVhqIMqPEp18/+8QrtHmpwxOxUF5WOveaP4Te3NswOJ17wbE5UoIIItU2N2YhTspxlpJIMMthFW7PjRCqLM3aHirydexW5emauMtPJTduBm2nlhjU7aj2IZHahXalDdoAMCf83O3ZHkn2n430igp355IPp3WvY59cDi6yVmCLMTms9GHVRs/OAYVWpE52PbjNmdurGZTwzD4KQwVhd0ixARiIVzu0lYbATqex/C+C+hQC7Vgo9nU8VZQ0Gc2BNc4j5eJ7GpPtd0FeW36w6YXYFuda9dqGG8tRNYSJksItWjckFu0W+3aG8N/XX4ew39GRE81h1DpbjtJODmh3ZhaHXnebvaJHGDBlAOwzAuMCKiFSiFqjY1Oz626GqV6mXrhpfbK3EFKnZFYaYnTab0ILZeTLHzshku3W7oX/huPpejmbkJU8K02qAa6LTmOy1/dbTyt9+GABNxDf+Wez5VE9M9GB9dcdRreXHCZvSgh2OpcJ0ZRRtB/rGcsfMLts6jdkzAcb7IGSwQ2AajorXrpidIlJZlLEHBoZGDOt1uCiuP6CwiSWTHfTyOWR2eEGG+Tui0IFGrFikMV01Q4u0H0QrULGr2e15FXwQhG2ByTCYV2W/+BOzw1oINTwb9CnimBTasYfcUyJrdljvpN7KqBrKCWoWgGd2/MI1OKCcz2FfbnJMO+BBi7IRs0vE4FYRZoflhgOrIzYYllA9MQ8HK+GNXW3u3nu8dzAzgkby5LHpcpadkUjF78BRp0Df2jIBG8oRMtjpd6JuaktV8yCQmQfFvkEoHzoY7omp1uv2tvWz1CJ6T1pK46Os2UX4O1IK0ySNSQ2xrsQVRbXWzA4XkmEPmZ2RdHzXy+zTqsAiOG1WpX1KD1myL8O0bodNwySvbu8ftmV2tFmoLIyyx86C2WGrSnam8n8Nq8FuIJibHENb7doPkoLZWfhjYm2U0vA4ssqMZfFQR/OgIAoH9royE8B+TarbYckjiinlBL6diQKYCApyrCcfyDTmRALf+IwjOJwiMwuGq5SBptNHdyiLMjedHLH+gLKwLppUIma2zIMCsACzQ5SRiwrWnSh1w/L+aqGegyvZdMSoH5Nghwsd7ly9EKjg8+jTuCjDV+ssl33sGrj3E8rGwnaR0SYfWCsyNZGKRc3O0xQmz+yQLaupVgzgxO6GB5RroC+gvMeTk6HtwGpqQ6Kbyu2YHdbrCDjFQ2QSgZbGDF0Prlg9jfoxe02HzI5vLPc7YXY5uhFSJszOUW9wEkIGO7cm0DqM1yl1u7ljO5X8Pz4nBhhVqUkpzOOmqGk0J6CLXaBmF2EGbTPeJ7o0pk37AS16yKRsHCAsFypaKPV1u5bNAP2t7Pc1C84QZ1Y2dbtyvv0Ae8YoKBowO8+UmPyx0Xk9qhgVsJdWF6ThQWUB7BlTg10yMjs+2FF5IJHMzmpa+QEu2OnSx6boVoYE9+Wp75Pb918TqeyNyj3FMI3phtmNmKgxZRpzAiEacYqKjAalbrfQtwtGD20IpaRUFdX6/Wqwc1qv49MYwsyOD3bm433QC4/aIVylMe0EKnzbQTSKQUpl6ut2u1X13LTTnQ0GtVFkhlmusccEw/8uVkrMiLpdKJVJ4oDRIYWp9wVyvH/dmAhUEtx6wF7bItjtV+t11PIhUrdTmV1OxRTtR64yI+V2zM6ZQIVPM/odMLt8ralcpjEnPty6p3DInnw8+zzPtx/GD7wdVq/Di2VHi3LhHjc5GmYnGOy0yQejllZhONUYBYdoGVTpz/VeoKKlh92f17Ago7cMI6n4zOXOns/OH5O3DKMUJv6NqqqNaRqTr9txwY526hTsBiGXuex7UieMh0AlocHOJI3Z26LadfkAllwpxuwwdd5zmH1ZWqcGK7eZEbv2A0H3FEJxvruanZ8mH5gEu21HesPEW6kKGeyicU/hkF05HTqDhZDrG4PsLU+F1eveO9jNyni4IFaLTijnQWkMpzU7xuzMx/vwc+ywKTUqZmckHolWnBIhUukIXwgOKP11MONsZ88nyuww2Ak2lEftnmLE7FojFZnjWrDLSa4UZlILVEwmH1AKs2YBQOPJYswO0+ZY2/NlQP1kNVi5ff8p2KFIBoOoyynlBJ55OWkTKKCZdgZpzHX7O+DtfR1MIPWRhaG0bSpCBrto3FN4+Hyw1aeM7sgcUBz4oW5JeL3ODatjx6UuIn0tQmqxsDSc5p7isRKTT/3gYFmjwBGte4qVi8re/ygtFVjkp/lgorCp2YU1lluIU9gcOzXYNcaY2dHiFVDfz8FgbnKJU8wGuCZFU7nJTDtKYU5ZBlA9NzRQ1WrsjprCxKzG3EnKJiw/O1Nz3nGEkkaAjCylrmlU93bZeoAVg7wsJzW7LFNm94tXlAGzly9piG581UQMdnfeeSeccMIJUFRUBNXV1XDppZfCjh2hQjtiaGgIrr/+eqioqIDCwkK44ooroKVF8TdMOfcUDh9kzQp9g7PPahRxyrpo6nWI6vlKvxkGlD2vCftjstYDi2CnKTFL8t1bRFEfXE+T9+N9rGp2assBzDzH+fPZMLvQtPJhS2bXMzgGvWpvkiMTbVEXFVwA1YBMzC4wMqilMZOW2Rl5YyZqeKvVtHJSYk45RQk8mEHBDVS7xSQC6okraYA5NUVw67mz4ceXLXDnYoNWZqWTzVOZDgUqpMYsyM50lKkp0AQq4cFuS1M3a5rHp/rymQ43lOkQ7FatWsUC2Zo1a+Cll16C0dFROO+886C/P9Tvdcstt8Czzz4LTz31FHt8U1MTXH755ZDKAhXE3hx1d0i78+x85sKxQWV2S6eogcEpsGVg4ceUr997THjyATN4tpB+H1TrTVGl4LT2A3Vys5fuKYR8HbPDlKkW7Ja7eD4xM+gOPH8WDeV0/ioLc8LmgkUN3HQVTwpjd1paipgd5CTHtANhgUoyMDsu2OEmAtW8iMmnKHRIs2rbbh/sShtZgLvpnFlw+XEN7o/Nqm7nUKBSojqoOHJyAc4bU5fG/OWrStC/aFE9TK00VnOnEjzXkr7wwgth3z/66KOM4a1btw5OP/106O7uht/+9rfw2GOPwdlnK7WWRx55BObNm8cC5Mknq7nzFBOoIA4WzAWg+0mt1+1p62N2O2jYO7cuinTesZ8GePvXANueU25USsUJM7vI3eH7h7o1F3fXQJk8Lhq9cWB2FOxwYUCbJWztmHqa8+cTFKjYMbtQvS4GCznW7VAIgXW7ySeHpOQqU8Km8qRyTwljdt1JWrPj0pgH1yoqWww2RTXKz6rmARxeZx3sKI2JTNALeBjs5tcXw4WL6mCpw3JJgcHUg12tffCvzUpq9StnpT6ri0vNDoMborxc2Z1j0EO2t3x5aEc+d+5cmDx5MqxerebQdRgeHoaenp6wj2QTqCDG8quYqwI/w279frWZvKEUsjOjON34fHgzYn1sywqhyQddYTW78IUxTCHqpvdPpP2AbtaoBSq6Aa6kwpx8snA9w51Axbpm58rt3mXdjnbrQZWdDCVzGpM2jyi6wOs1aZrKB4xTmITqSGGQmXsKpjE9QZmFi4rDNGZWZgY88Onj4PMfCqlEHdmFjYSY3UOrdrMEyvJ5NTC3Nsr7Nx2CXSAQgJtvvhlOPfVUWLBgAftZc3Mz5OTkQGlpODOpqalhvzOrA5aUlGgfjY0e7ao8rtn5c7Lgd2MXQEfRHIBjPqqr10URUBCYZkF2h3jvccuHksAC+2bGqMitq9mFKUSdTmEQbT/wXKBCwS6KFKaDpnIcbRLot2J2MWg7MFFkUhpzRHVQGc/MdyeKiItApVdJNXOz91h9N1Hgp5UTyA8TU5gE3EwKpzHVWltMmZ0zgYpbFOhqdnhdP71Baa+44WxFdDcRENNgh7W7zZs3wxNPPBHV89x+++2MIdLHwYMmxqmJVGOqO6TfjV8Afzn+cc03kpSYS6NhT4RFn1DcSDAF06aopMxUWZlqgXpE9VLU+2JGrRAV8cfUxvt4VLNDgQqadu/7j3txigCzQ1skMtMe7ztqWrPz3D3FitmpqaZxlakXFBYlz2gfAr3PQZy7NxCeNkwmI2j8fHi9ObNDRSY3KT4+acy9ke07DpmdW/h1dmG/WrUHxgJB+NDMSji20aWoLp2C3Q033ADPPfccvPrqq9DQEKL8tbW1MDIyAl1d4btqVGPi74yQm5sLxcXFYR+xEahEF+xo9z2gKvS6B0dhZ2ufu0kHZoFlxjm27A6VWKVqsXp0yJjZhYJdlMdVLMDsotxEhNXsMP2EC2lhjdIf5QZ8zc6gv4k309bSmJZWYbGo2c0JtZsMdGhpzDxQFuGioiRMLeE1ppls94SYFCox0ZM0WQQqh95VVJdYby6bGnocioKwpw19WFmzucE6QRs4z9KY6MLiUwJbv7qx8mpiiCDyOSNodFR68l0loF9/1sRhdQjPr0DsPcJAt2LFCnjllVdg2rTw/PHSpUshOzsbVq4MDUrE1oQDBw7AsmXLICHwaFEu4CdKA8DGg0pAR9UcuuJ7Ai2V+YRxI6oKWqzHtWAXWpBRIUr2Za4VohH+mM0xFKiox4jNvNueCaUw3TIbSmMGAyFnecO6ZxAyhzrjZwLNA1O/xB6Obtc2UgWg1MBKS6LcQMQC+H7wLio0QimR4hQjZqelMJeFX0O8ItOobkf1OswMeJVaRJs7ep95j0xkeSPxTWNSX93IWIBtgk+eHuXaMNGDHaYu//SnPzG1JfbaYR0OPwYHlQsNa27XXnst3HrrrYz1oWDlc5/7HAt0CVFiYsDwKI1ZSBN/1UKvZ/U6HnM+ohxnzyGAfa/bilQCw5FqTM8Uojyzw12pPvXjlUAFd+bUp0XiHKeuKWHPlx96Pou6XTH0Q0ZwzJDZIWsnN3hP3VNM6nakxsxTg115aRIGOz47EsbsEh3sdMxu/5uRKUx9KtOobud1CpNQPjWybofHipuxOKQx87IytZj/+NsHtFpd0qXJky3YPfjgg6yuduaZZ0JdXZ328eSTT2qP+elPfwoXXXQRaybHdgRMX/7973+HhIAFuqAni3KI2SmLIPXXRaV21AML/QuuUL7eaN5zp/nY0e6QU8N5phClFGOmmvLra46NQAVvOq1uh+fUF12wE1RkVvi4eWI6o2lqyMfH0fvuObSFd4fG7PJ9yoaisszDayomIpXu5Gg70DeVowPRwXfMgx2JVAyZXayCnYFIRfPB9ZlOLPEKGRk+5gKDwFrdvLpiOGtONUw0ZMUijWmHvLw8eOCBB9hHwkGsDnf6TpzzDUC7b7TdwVThRnWGXdR1MT0Wfxrg3d8BbHtWYU8GwQQX4TMy3oPy7q3hLQJeilMoEGEtEccaoUiFV6l5lcakoEp1wUnHhVKbboF1O3QoMem1K/NnQzmox++viG8KM0IdiMyO0phKarC2MklTTGEuKr7Etx3o05jN7ykDjfH9p/Mryuy4hvKYBztenBIHhlWQk6XZhV1/1owJx+oQ0hvTI/cUBC1ION4ehSloJYX5cLQV8hQNxwNUzFRSHVv/YfiQGXAIfp59P2RAAODYK7W+Pz696olCNKxux4lUMKVJs8yiTWMiCrhjddty4IjZ5UKFr8eiXhdDJWZE39f2CIFKdXmSMztk9ckwy06fxqT+OqzXGYlmKACiZRgqf+OSxjRidh5lRRzW7aZX+eGCBalt+GwGGey8UgzyEt6RMS2gLG4oZc2enoLvuTNKZfa3wSd33gbFvkHYnb8I4KL7tN2h5wpRPtjx7Qe8GbBXzI5AitRoYNdrV5AN5ZTG1NXrsCH/yXeUhW9qRQxTTJWqWKK/Ffxj3ZAJ42yqBiInP7Z1HE8GuGppzAT22IUF2yDA7ldD5s9mNWj8H7B9AlsQYtlQbtVYHqceO0J1kZLV+vIZM7S2pYkGGew8aihH0O57YHjc2/46Iyz6lJImwmI7r+LC3eiTn4HiocOwP1AN95Z/V/HWVBEThahR+wEFO0zDZGR6F+zwfZqkDMqNKbMrzA2lMTlmNx4Iwlef2MjcZ3CBuHoZJ133GrjQlShp4az2HVCazbnxJzo1aAZiIrxAJdHHyr8+iVP4ZnIeTJFp4qQSszTmtNC1SMYJceqxI9xx2QK45+OL4WNLPQ7kSQQZ7DyyCuNTAShQ0epiU2LUlFkyCWD6maE2BATWS5+7hUmrx7IL4drR2+DQcHgKKTQx3cMgbNR+4JU4RT9OaPpZilt8tLDzxyzgBCpcze7Of22DV7a3Qm5WBjx89fFQWxJj1qLVkLZBZY5SUwngJifK+nJcxvwki0AFrxcSUWFqFYOf6l1rCKO6Habl6fpWNyCeAQUodH0Tu4szs5tbWwxXLG2YkLU6ggx2HrUdIEgxh3Pk9hxVJP9LGmNYW+Htw7CF4s2fAWz8M2vs3XvWL2BXsAE60B+TQygIe3hcxOyM0pheNcQu/SzASV8GOO9H3jyfgBqzXKvZKcHuibcPwG/eUBajez6xGBbHw11CYxnboTxHSWGOZ+TFRbQQtT9msjA7fcDFmjeX7RBSZLLp5EFFyGYyyNczJ5VY3D8SMth5KVAhQ9XRcUWROr3SH3LiiAXmXqTI4nECwMvfBXj5+8rPP3wXZM46l33ZhWbGKmKmEDUSqHg13odQWAVwwV3eeRIK+GPWghIIgwUV8NbuNvj208pImFuWz2ZjT+ICzjasnJhdMgQPIWaXJAIVdgzcOTNLYRq0fBjNsYvJRkMvUolzGjMdIIOdhzU7beaYiiVepgqNgK4o8y9Vvn7r58rO8/hrAU68TjODRkUoOiIgYqYQ5ScfUOtJsu9M7WbaZfTD0gxlsduRNQe+/Kf1rAfp4sX1cNM5cbRR4upHH1ukMMzsvCSeLUZN5cM6u7BkCnZG/XVGzA4DDykyY6XEjGgsT0waMx0gg52HwQ4bM/lNX8zEKUapTATW8C74Cdt5FudnswnDiK7BkbAUpucKUWJ26HJPNTCv3FNihXzrml3urhcgxzcO2wON8Jl/dDEVK5ri/u/HFsW3rkH2VQNtcFaNUgPL0I1rSl6BCtXskuB46RgysgAaTrB+LPaN4nqAisy2nbFVYhIks4s5ZLDzMNjhIujn3DRiJk7hgf1CmM7E1MzHHwXIVJxTUD5Mk4vZXDZOnOJ5EMY0FQk+qG7ntUDFa+QRszMOdmRL9s/xk6CtbwTqS/Lg11cvhTzVaSJuQPFC6RTVtmV98gSPVBKo8MeA/aZ2mwWmyNSN++lWbLQ8S6PbBTvNBFoGO68gg52HAhVekYkpzVnVcVjo8cb81J8BPv98KDWnguqFKJhBrIulQlRrPzji7XifWMGqZoepzT1KP9a/Aiex9/Tha46Pbu6fF3W7pg3JH+x4gQrNs0uG46VgZ5fCNBvkGus0JvXa9bcqgS5OEw/SCTLYeShQ4XvtMOWV6OZMqtt19o+wqeUxVYhqIhUds/NoE+E5aGOAUw/Guf41xPZ/sjEvrQUzoSlrMtz3yWNhfn0C/w+q2zVtVD4ncxqTH+CaLE3lmmNKdqjGLXrONWYX4zQmbr7I/7Vzn0xjxgAxcrBNIXi8KJM/pqfS/miD3cAobFBVmDFTiPIilVQQqPDvN254eDm5msKsPulTsPHUcyE3K86pSzNmh56OyZIWNAO93+PDIdacDMzurNsBPnSLeODlG8uxrYeCndcN5fpU5uEOJZUpBSqeQzI7D2t2iBlVysV55pwqSDTK1MkHmMaMSX8djyKdi4rXrQdeA11dSDnIKzLRwWLPa8rX8y9NfKDjF15CMgQPM/A1Whw8m0zB2QnDpA0GNnlj2wEGb2zmxwGvsQJft5PMznOkN7NDmbyHDiqIuz+2CG5ePhumVSZeHo69YpTG3Hqkx3vnFL2CLYzZ9Sa3QIVSR1hb5IPd9ueUSdU1CwEqZ0FSoHK2OkEgmPzBDjcRuEDjYp1swc4JCmsU0RWqdXe/EkrVqwKwmAe7VLh/UgzpzezQOigw6imzQyaQDIEOUaqmMdv6huE91RMzZgpRvT9msqcxzUQqNBxWtLYTD2CNrozz4Ez24EHvObGTRA9vdSv8Ina36+XYpzD1Lioy2HmO9A52xOp8GRMyXVDuV3aha/d2QP/IeGwVovrJB8mexjRqLO9vB9izSvl6/mWQVKCFN9mZndF7nuzB2S59TGntWCkx9YbQGOxkGtNzyGBHO9Fk9Rr0gNkd6R7SRvrETCFKzK7/qKJuTAVmpzeD3v6s0khcuwigYgYkFfi6XTKrMY3e82QPznYbDAo8sVJi6pldzyGAcdXTVgpUPEOaB7skl8d7VLOLi30ZjsFBaTfWlXqaQgtEMp9bPbPb8nTypTBTkdnpU2+pzuwIsU5jouG4fqOA3rcSniDNg5234pRkA6kxCZ6aP+uBU59JpEIWS8lec+Brdv1tAHtfV74/5tLkXniTPXhMlDQmv8GIxWgfPTC7RKlM8hT1YpyVBEN6Bzty+aB01gQD9dkRYjpuCKEFO9UtPjM3eeeu6ZndNjWFiXPOki2FSYpMrC2nBLObIMHOXxVq9I4Hs+OdVJJ9o5iCSO9g53GPXbKBvDERs6oLoUTH9GImUiHXiWRnzHzNTlNhJpkwhe8Ro4UQ/TKTGfr3PRXVmHpFZjxqdnzdDiHFKZ5CBrtkF1FEAZxsQAEvZv11RiIVmgOW7OeVmB2mXff9J3lTmIQzvgEw+wKAKadCUoOa9RE4ITyVU3GUPsaNUTyYFh/spDjFU6TwVegBJrhAhUQqOJ4mLhMYUo3ZUbDr2K18rl8SXjNJNiz+lPKR7ODf91RldQRidvFIYUYwO5nG9BKS2aXCohwFLjm2HmZWF8I582rix+w0xpzkNysJVAjJmsJMNfDve6rW6wizPwxQPgNgUZw2GZLZxQzpzew8Hu+TjEDrMvyIC4jZEVIljUk45pJEHcnEAv++p3qwQ0Z3kzpHMB5AkReyYRyPlOybxRSDZHYTPNjFFfpgl+znlVfh1h8Xbskl4R58piTZlaPJBr79QApUPIUMdqnAQFIFNOaHkOznFVWNrBFepjBjx+ySYJZdqoFSmZLZeYo0D3YTP40Z9+DBK/GSvRaKu+j6Y5VjXnB5oo9m4kAyu+jQeCI37ULCK6R3zS4NBCoJYXdHU0SggrhqBcDIAEBRHAQ86YKJVLNLBJbdCDDnIwAVMxN9JBMK6c3s0kCgktC6XbKnMSkgy0DnLWSwi956D2cpTkBz+kQifYPd+BhnVjwx7cISAmo/QEjGnJ7IylF8HdnXMthJJAfSN9gRq0uVdFuqgPwxU4XZScQG9N5LZieR7sHugQcegKlTp0JeXh6cdNJJ8PbbbyemXpftB8iMsWdkuqYxZXo4fUGsXgpUJNI52D355JNw6623wve+9z1Yv349LF68GM4//3xobW2N30FIcUrs05iSMacv6L2XzE4inYPdvffeC1/4whfgc5/7HBxzzDHw0EMPQUFBAfzud7+L30HIhvLYINUEKhKxgUxjSqR7sBsZGYF169bB8uXLQweRkcG+X716teHfDA8PQ09PT9hH1JBKzNigeFLoa8ma0xfkO5rs44gk0gZx77Nra2uD8fFxqKkJl3vj99u3q275Otx5553wgx/8wNsDQbVY7UKAilnePm+6A2X8J35RUeTJhS59sfRzACP9Sr+YhEQSICWaym+//XZW4yMgs2tsjHLkxqxzlQ8J7/GRuxN9BBKJxoyzlA8JiXQNdpWVlZCZmQktLS1hP8fva2s52TqH3Nxc9iEhISEhIZESNbucnBxYunQprFy5UvtZIBBg3y9btizehyMhISEhkQZISBoTU5LXXHMNHH/88XDiiSfCfffdB/39/UydKSEhISEhMSGC3Sc/+Uk4evQofPe734Xm5mY49thj4YUXXogQrUhISEhISHgBXzAYDEKKAQUqJSUl0N3dDcXFUt4uISEhka7oEYwH6euNKSEhISGRNpDBTkJCQkJiwiMl+uz0oMyrJ04qEhISEhIpC4oDdhW5lAx2vb297HPUjeUSEhISEhMCGBewdjehBCrYl9fU1ARFRUXgi2KaLzmxHDx4UApdDCDPjznkubGGPD/WkOfHu/ODIQwDXX19PfNZnlDMDv+hhoYGz54PT6a84Mwhz4855Lmxhjw/1pDnx5vzY8XoCFKgIiEhISEx4SGDnYSEhITEhEdaBzs0l8Zp6dJk2hjy/JhDnhtryPNjDXl+4n9+UlKgIiEhISEh4QRpzewkJCQkJNIDMthJSEhISEx4yGAnISEhITHhIYOdhISEhMSEhwx2EhISEhITHmkb7B544AGYOnUq5OXlwUknnQRvv/02pCNef/11uPjii5nVDlqvPf3002G/R7EuDtmtq6uD/Px8WL58OezcuRPSBXfeeSeccMIJzJquuroaLr30UtixY0fYY4aGhuD666+HiooKKCwshCuuuAJaWlogHfDggw/CokWLNKeLZcuWwfPPP6/9Pp3PjR533XUXu8duvvlm7WfpfH6+//3vs/PBf8ydOzdm5yYtg92TTz4Jt956K+vjWL9+PSxevBjOP/98aG1thXRDf38/+/8x+Bvh7rvvhvvvvx8eeughWLt2Lfj9fnau8EJMB6xatYrdcGvWrIGXXnoJRkdH4bzzzmPnjXDLLbfAs88+C0899RR7PPq2Xn755ZAOQNs+XMTXrVsH7777Lpx99tlwySWXwJYtWyDdzw2Pd955B371q1+xjQGPdD8/8+fPhyNHjmgfb7zxRuzOTTANceKJJwavv/567fvx8fFgfX198M477wymM/ByWLFihfZ9IBAI1tbWBv/3f/9X+1lXV1cwNzc3+PjjjwfTEa2trew8rVq1Sjsf2dnZwaeeekp7zLZt29hjVq9eHUxHlJWVBX/zm9/Ic6Oit7c3OGvWrOBLL70UPOOMM4Jf/epX2c/T/fx873vfCy5evNjwd7E4N2nH7EZGRtguFNNxvLE0fr969eqEHluyYe/evdDc3Bx2rtBwFdO+6Xquuru72efy8nL2Ga8lZHv8OcJUzOTJk9PuHI2Pj8MTTzzBWC+mM+W5UYCZgQsvvDDsPCDk+QFWEsESyvTp0+HKK6+EAwcOxOzcpOTUg2jQ1tbGbsqampqwn+P327dvT9hxJSMw0CGMzhX9Lp2Ao6Ww3nLqqafCggUL2M/wPOTk5EBpaWnanqNNmzax4IapbaytrFixAo455hjYuHFj2p8bDP5YKsE0ph7pfu2cdNJJ8Oijj8KcOXNYCvMHP/gBnHbaabB58+aYnJu0C3YSEtHs0PFG5OsKEsAWKwxsyHr/+te/wjXXXMNqLOkOnMX21a9+ldV6UQgnEY4LLrhA+xprmRj8pkyZAn/5y1+YGM5rpF0as7KyEjIzMyNUPfh9bW1two4rGUHnQ54rgBtuuAGee+45ePXVV8NmKeJ5wNR4V1dX2p4j3IHPnDkTli5dytSrKHj62c9+lvbnBlNxKHo77rjjICsri33gJgAFX/g1spR0Pj96IIubPXs27Nq1KybXTtoFO7wx8aZcuXJlWHoKv8dUjEQI06ZNYxcWf65wgjCqMtPlXKFuBwMdpuZeeeUVdk544LWUnZ0ddo6wNQFrD+lyjvTA+2l4eDjtz80555zDUrzIeunj+OOPZ7Up+jqdz48efX19sHv3btbmFJNrJ5iGeOKJJ5ii8NFHHw1u3bo1eN111wVLS0uDzc3NwXQDKsU2bNjAPvByuPfee9nX+/fvZ7+/66672Ln5xz/+EXz//feDl1xySXDatGnBwcHBYDrgy1/+crCkpCT42muvBY8cOaJ9DAwMaI/50pe+FJw8eXLwlVdeCb777rvBZcuWsY90wDe/+U2mTN27dy+7PvB7n88X/Pe//x1M93NjBF6Nme7n52tf+xq7r/DaefPNN4PLly8PVlZWMsVzLM5NWgY7xM9//nN2InNyclgrwpo1a4LpiFdffZUFOf3HNddco7UffOc73wnW1NSwDcI555wT3LFjRzBdYHRu8OORRx7RHoOB/ytf+QqT3BcUFAQvu+wyFhDTAZ///OeDU6ZMYfdRVVUVuz4o0KX7uREJdul8fj75yU8G6+rq2LUzadIk9v2uXbtidm7kPDsJCQkJiQmPtKvZSUhISEikH2Swk5CQkJCY8JDBTkJCQkJiwkMGOwkJCQmJCQ8Z7CQkJCQkJjxksJOQkJCQmPCQwU5CQkJCYsJDBjsJCQkJiQkPGewkJCQkJCY8ZLCTkJCQkJjwkMFOQkJCQgImOv4/jWPb0o8l7IUAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# modifing legends\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.plot(x,y1, label = \"Person 1\")\n", + "ax.plot(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='upper center',\n", + " frameon = True,\n", + " fontsize = 12,\n", + " ncol = 2,\n", + " shadow = True )\n" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "437b9b8f", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/5s/lqr8kdvd3qx9q3r5ykdg6jcw0000gn/T/ipykernel_95781/4262405084.py:7: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#moving legend outside the graph\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.plot(x,y1, label = \"Person 1\")\n", + "ax.plot(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='upper left',\n", + " bbox_to_anchor =(0.7, 1.3))\n", + "fig.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "4c0dc925", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/5s/lqr8kdvd3qx9q3r5ykdg6jcw0000gn/T/ipykernel_95781/2985756142.py:17: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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lllvkNj/hh1rRcCWLtDNnzgTREkAz+JpYs4aoRw+ievXsb/7/+Y/3hIXso8ZiYORIu2VkyJDgBcukSXa/FPZv+d//iL75xi5YgoUf/BkZRLfdRtS5s92qxUIuNvbqOnxsNWoQtWtHxEPifE/hpHwl8cgjRO+/bxc97LPD/nIsOrSwAPH+jRhh318+JvY/YouZAltZOSkkX7/XX29PFsn7yZmofeHpXHL7z51rF1qcuPaZZ+z5egKldWu7uGQLH1vd+FwrsCAK1HeKX47tztwAmI+XX36Zpk+fTkc5UZYF4YzKnDVZr+VCADAc7LzMD3kWPWwNMiIssthakqdCtmaDgUzQwDSwZYMjwapUqSL9WF555RUaEuzbJAAA8LAWD6nx0BD7//zzn1ezRwPDAwEETAP7EXGo+R9//CGHq3hYh32NAAAgaHgYiJ142Qn3ppuI1q4luuaacO8VCAEYAgMAAACA5YATNAAAAAAsBwQQAAAAACwHBBAAAAAALAcEEAAAAAAsBwQQAAAAACwHBBAAAAAALAcEEAAAAAAsBwQQAAAAACwHBBAAAAAALIchS2HYbDY6fvw4xcfHU0RERLh3BwAAQJjgYgZnzpyhlJQUiixN5XdgOQwpgFj81KhRI9y7AQAAQCccPXqUqlevHu7dAAbCkAKILT9Kh09ISAj37gAAAAgT+fn58oVYeS4AYGoBpAx7sfiBAAIAAAB3CBAoAQ+Yrlmzhnr16iXHW7nDffHFF8XGY0ePHk3VqlWjuLg46ty5Mx04cMBlnT/++IP69+8vxUtiYiINGjSIzp49G/DOAwAAAABoIoDOnTtHjRs3prfeesvj8kmTJtGUKVNo+vTptHHjRipfvjx169aNLl686FiHxc/PP/9My5Yto8WLF0tRNXjw4KAOAAAAAAAgUCIEm2yChC1ACxcupD59+shp3hRbhoYPH07PPvusnHf69GlKSkqimTNnUr9+/WjPnj3UoEED2rx5MzVr1kyus2TJEurRowf9+uuv8vfuXLp0SX7cx3x52xgCAwAA68LPg4oVK+J5AAImpDGD2dnZlJOTI4e9FLhjtmzZkrKysuQ0f/OwlyJ+GF6fwxfZYuSJ8ePHy+0on1BEgBXaBGUdOkVf7jgmv3kaAAAAANYgpE7QLH4Ytvg4w9PKMv6uWrWq606UKUOVK1d2rOPOqFGjaNiwYcUsQMGyZNcJGrtoN504fXVYrlrFWBrTqwF1b1gt6O0CAAAAwBgYIgosJiZGfkIBi5/H/7uN3O09OacvyvnTHmgKEQQAACrCFvdN2X9Q7pmLVDU+llqkVaaoSERxAQMLoOTkZPl98uRJGQWmwNNNmjRxrJObm+vyuytXrsjIMOX3al50bPnxNNjF8/jy4+VdGiTjYgQAABWABR6Y0gcoLS1Nipjly5e7DFexb09GRoac5u+8vDzaunWrY50VK1bI8hbsK6Qm/MbhfNF5EkG8nNcDABgIWyFR9lqinQvs3zwNdIdigXe/DysWeF4OgG4tQJyv5+DBgy6Ozzt27JA+PDVr1qTMzEwaN24c1a1bVwqiF198UUZ2KZFi9evXp+7du9Ojjz4qQ+ULCgpoyJAhMkLMUwRYKGFzayjXAwDogN1fES0ZQZR//Oq8hBSi7hOJGtwezj0DTsACDwxvAdqyZQvdeOON8sOwczL/n5MfMs8//zw99dRTMq9P8+bNpWDiMPfY2FjHNj7++GNKT0+nTp06yfD3tm3b0rvvvktqw2PNoVwPAKAD8TPvb67ih8k/YZ/Py4EugAUemCoPkNHyPvAbSNuJK6S51dNB8ztHcsVYWjeiI95AANA7PMw1uWFx8eMgwm4JytxJFBml8c4BdzjlyNC5O0pc741+Tah3k1S/t4s8QEAXPkB6h0UNO9ox7vJGmeblED8AGIBf1vsQP4wgyj9mXw+EHVjggd6wlABiOMqAQ93Z0uMMTyMEHgADcfZkaNcDqsKh7hzt5e31kufzcl4PAC0wRB6gUMMihx3tkIcCAANTISm06wFNLPAc7cV3Wmc3BFjgQTiwnAVIgS+yjL9WkWPN/I2LDgCDUau13cfHl00hIdW+HtAFsMADPWFJCxAAwASwYzOHunO0lzebQvcJcIDWGbDAA70AAWTlCBp2DmX/CB4i4LdkPChMianLDnCen3tme8kDNAF5gHRugQcgnEAAWREkjrMMlig7wH02vScEPQAgICyVBwg4JY4rlgmpyCLAb9MQQabAW+FfxfYDnwvrYGYrIJ4HIFhgAbLasBdbfnwlo18y0v42jbdnQ4OyA8BSVkAAgsCyUWCWBInjLFMIFGUHAIPiowB4BxYgK4HEcZbx54pKZ0vftSX+HIV/zQusgAD4BhYgK4HEcZYpBNp8UyZ1i9xU4iZQdsC8wAoIgG8ggKwEEsdZyJ+LaGzZjyiKbB5/jrID5sdf6x6sgMCqQAB5MR1nHTolqxfzN0+Hw49DtcRxvsrBInGcKfy5IkhQMp2i5pF79Vf4V4u+DlB8FIASgA+QHiImtMzLg8Rx5sBPP61RbRPpsR9jXfpzcjgjgJCDSvPio+zw7OkVLqKoL8AKCKwK8gCFO29KuPLyGCwTtJnzmAQFW05m3VbyegMXU2GttvpoO+Sg0hzlnhZJNmkNrEp5lEuJtNmWTjaKNEUuKOQBAsECAeT0gG07cYVXp0HlbWndiI6he3iwCJnc0MdQBvvkpBBl7tS1OFEb5DHx1Xc4jFnov++gr4eN7UtnUUrWWEqiU455J6kKHc8YQzd2G0hGBwIIBAt8gMIZMYG8PCWCPCYm8edCXw8Pu7+iG7OGUlUn8cNUpT/kfGmVA8CiQACFM2ICeXlKlceE4eWaOKnrEcWfK8HNCsaWFL0NJ6GvhzVSsLhELrpmOPM7nNCBRYETdDgjJpCXJ2RWOctWljZKIVD0dX1b3dLaabhjAOgDCKBwRkwoeXlK8uOwaF4e5DHxExY7en+Aoa9rD6xuAPgEQ2BFsGMzO9UymuVNMZofh8Ygj4mJQF/XHljdAPAJBJATHFHEYaFs6XGGp1ULFzWSH0eYrHI+8lYjm7GRKG1fRwLFwEDmdwB8gjB4veScMVheHq2jwBihVW4moL++jgSKpcy95OUKMsFLFsLgQbBAAAHdgzxAFgcJFEuHR/GYaprM73gegGCBAAKGAJmgLQoSKIYGE1uY8TwAwYIoMGAIWOwYJtTdxA8bzUEot3UiBQHQGAggAEIJfFVCC0K5AQAqAQEEgNq+Kpz7huezr4oRkhbqaUgSody6BkPTwMhAAAEQ4rIDxeF5EUSLhprCOqSpUzoSKOoWBCcAowMn6ADBGw/wCOelmXVbED+8GslUmN5L931LSUvgJR5LpiXo0iDZ53EEfA1ZIJTbaISiH4QKOEGDYIEACgC88QCvcHK+zwYF+eMIuhCXRJ0Lp9Kx/ALd9i0WLm0nrvBan40fbRXLRVNsmSjKyfd8jQR9DZk8lNtIhKIfhBIIIKCbTNCFhYX04osvUlpaGsXFxdFf//pX+te//kXOOov/P3r0aKpWrZpcp3PnznTgwAEywhuP+0XPtcN4Pi8HFqZUPiiC4i7kUI2zP+q6b/lTnDbvfIHLQ8/5OMZ/szv4a4hFTuYuooGLie78wP7Noe8QP4brB3rpzwCEXABNnDiRpk2bRm+++Sbt2bNHTk+aNImmTp3qWIenp0yZQtOnT6eNGzdS+fLlqVu3bnTx4kXdvvHwW6s37w6Gl/N6wKKUWHagZKpSnq77VrBFZ0XR57212aW7hpRQ7kZ32b8N6DxuBkrTD/TUnwEIuQBav3499e7dm3r27Em1a9emu+66i7p27UqbNm1yWH8mT55ML7zwglzvhhtuoNmzZ9Px48fpiy++8LjNS5cuSTOn80dvbzy8nNcDFsVnsU//yKVEXfet0had9fXM09NxAvX6Ac4zMLUAat26NS1fvpz2798vp3/88Udat24d3XrrrXI6OzubcnJy5LCXAo/ftmzZkrKysjxuc/z48XId5VOjRg3S4xtPsG9GRoPf3rIOnaIvdxyT33ibK6HYZ3wKUVxlr8KIm++4qEKbbOm67lslFacNBXo4TqB+P8B5BqYMgx85cqS00KSnp1NUVJT0CXr55Zepf//+cjmLHyYpydVngqeVZe6MGjWKhg0b5pjm7Wspgvx94yntG7IRgCO4HyLIU66fvV8XRTLxY8PJH65oemzBALL5eB/RQ9/iCB4+z+zH4XoUoUMPxwnU7wc4z8CUFqB58+bRxx9/THPmzKFt27bRrFmz6NVXX5XfwRITEyO9+50/enrj4fm8nNczM3AE9xNPvirerEMJKfR/0c/Td7YWhuhbLHI5xDm5ousDLDkhhhLLRfu0CnAEtNWvIV1aXzmHFadx4EhG/uZplfoBzjMwtQXoueeek1agfv36yelGjRrRL7/8IoexBg4cSMnJyXL+yZMnZRSYAk83adKEjPbGo1zovFxvOVu0dATnI+flnPvDzO0QautQRK3W1GF3Ln1qoL7FDz9POV6W7c7xeY082i6N3l2TbZjjtIT1tRSlW4LtBzjPwLQWoPPnz1NkpOtmeSjMZrPJ/3N4PIsg9hNyHtLiaLCMjAzSK17feCrGyvlmH/6BI7h61iEj9i2lOG3vJqnym6dLOo5RPRoY7jhNbX1VEky6F5tVSrfwchX6Ac4zMK0FqFevXtLnp2bNmnT99dfT9u3b6bXXXqOHH35YLo+IiKDMzEwaN24c1a1bVwoizhuUkpJCffr0IT3j7Y3HCm8zcARXF7P0rZKOwyzHaXjrqz+lW5aMtFssg0g3gPMMLCmAON8PC5onnniCcnNzpbD5+9//LhMfKjz//PN07tw5Gjx4MOXl5VHbtm1pyZIlFBurf8c45Y3HasARPDT4KgNhlr5V0nGY5Tj1aH31u115GNbd8uO+1fxj9vXYUhkEOM/AcgIoPj5e5vnhjzfYCvTPf/5TfoAxUBzB2eTupSSlNHHDudE7iKADurG+sg9aKNcDwICE3AcImBPFEZxxN2LDubFkEEEHdGV99bd0S6lKvACgbyCAgN/AuTE4UEoF6C4NR4mlWyLsxWZ5PQBMSsiHwIC5gXOjTnw4gGVQJQ2HUrrFQ3JOx1a7T0C9NWBqYAECAeMp9BV4BxF0QJfWVx/JOeX8EvIAAWB0YAECQGUQQQd0a331VroFlh9gASCAAFAZRNCBUKFKaLmSnBMAi4EhMABUBhF0AACgPyCAANAARNABAIC+wBAYABqBCDoAANAPEEAAaIihygNwvSg4x+qmVEpYQB8AJgYCCABQHK4EzsUynetFcXg0545BeLQ1SqWgDwCTEyGEMFz62fz8fKpYsSKdPn2aEhISwr07AJjL4rB3UVGCPPdbQ5ElAjliVCuV4qXFr/qJaWWRYfFjkD6A5wEIFliAALAoniwOqQnR9H3UcxTntXBHBNGSkfbcMRgK0aRUCksOXt4lYhNFLR2pvkWGRRZbftAHgMlBFBgAFsRbcdYaZ3+kuAs5Pn4piPKP2a0QKomBrEOn6Msdx+S3Feqj+VMq5YYzayhy/kBX8cPkn7BbathiEyr43Lr/HQ37AABaAQsQABbDl8WhKuX5txEegjG7D4xGlFQCJZJsNCZ6tnYWGX/PrQp9AAAtgQUIAIvhy+KQS4n+bYT9TzSwSHH2bJ7Py81KSSVQWkTupZSIP7zWbQ+5RcbfcxviPgCA1kAAAWAxfFkcNtnS6bioTN5HniKIElLtzrca+cAwvNysw2FKqRRvAkdzqxyfW/Yt8rpHoe8DAIQDCCAALIYvi4ONImlswd+KxIeXwh3dJ4TU+dUfHxhezutZsVSK5lY5PrfsWO11j0LfBwAIBxBAAFiMkiwO39la0P9FP0+U4OZ3w1YBFcKfS/KBCXQ9s5VKefC++7S3yPA55nOtUR8AIBzACRoAi6FYHNi3hh+pzgNLyiO2Q5+HKaLBSE1yzpTkAxPoeqYslRI1sSgvj5czpoZFhkUOO1YjEzQwKUiECIBF0UvUFfv2tJ24Qjo8e7oZRRRZQtaN6GjtumkeMzOn2sWPhS0yeB6AYIEAAsDC6KX2lBIFRl4sUo5MyFYHtbmKgecBCBYIIACALtCLRQoYCzwPQLDABwgAoH8fGAAACDEQQAAA3cBiJ+OvVcK9GwAAC4AweAAAAABYDliAgC7QizMuAAAAawABBMIOnF8BAABoDYbAQFixchFMAAAA4QMCCIQNqxfBBAAAED4ggHQCP+SzDp2iL3cck99WeOhbvQgmAACA8AEfIB1gVR8YFMEEAABgKgvQsWPH6IEHHqAqVapQXFwcNWrUiLZs2eJYzsmnR48eTdWqVZPLO3fuTAcOHCArYmUfGOfilpFko1aRu+n2yPXym6c9rQcAAADo0gL0559/Ups2beiWW26hb7/9lq699lopbipVquRYZ9KkSTRlyhSaNWsWpaWl0YsvvkjdunWj3bt3U2ysdR52JfnAcBA4L+fsuGYMCedQd7Z0NT6zhkZHz6aUiKtDXcdFZfpnwd/ox/j2cj0AAABA1wJo4sSJVKNGDZoxY4ZjHoscZ+vP5MmT6YUXXqDevXvLebNnz6akpCT64osvqF+/fsW2eenSJflxrv1iNR8Yo2TH9ZnPx62QY1St1vR201+p8frJxbaTTH/Q29GT6cemfzGl+DM8KMoJADA4IRdAX331lbTm3H333bR69WpKTU2lJ554gh599FG5PDs7m3JycuSwlwIXsmvZsiVlZWV5FEDjx4+nsWPHktkwmw+MT1+myM1ES0YQ5R+/+oP4anTjlUskIq5W/VZgzSMogm78eSJRlwfwcNUTu78qfi4TUoi6TyRqcHs49wwAAMLnA3T48GGaNm0a1a1bl5YuXUqPP/44Pf3003K4i2Hxw7DFxxmeVpa5M2rUKFnpV/kcPXqUzIC/vi1G8IHx5cv0xZzpJOb9zfWByZw5QXThj2LiRyGCbWD5x+yWBqAf8ePpXOafsM/n5QAAYEULkM1mo2bNmtG///1vOX3jjTfSrl27aPr06TRw4MCgthkTEyM/ZvWBYZHgyQ+IhUFyRfswklF9mSLIJv17hLTnBAkPswB9DHux5ceX19qSkUTpPWGxAwBYzwLEkV0NGjRwmVe/fn06cuSI/H9ycrL8PnnS9aHG08oyq8C+LTw8xLiLA2Wal+vdB8aXL1OLyL3SublUHY19TED4YUucu+XHBVjsAAAWFkAcAbZv3z6Xefv376datWo5HKJZ6CxfvtzFqXnjxo2UkZFBVoPz/Ex7oKm09DjD0zzfCHmAfPkoVaW8Umw5gigh1e5gC8KPv5Y4lSx2VkwWCgAw0BDYM888Q61bt5ZDYPfccw9t2rSJ3n33XflhIiIiKDMzk8aNGyf9hJQw+JSUFOrTpw9ZERY5HOpu1GrovnyUcikxyK0WHXv3CRhO0Qv+WuJUsNhZNVkoAEA9IgTHpYeYxYsXS8dlzv/DAmfYsGGOKDCG/+SYMWOkKMrLy6O2bdvS22+/TfXq1fNr+2wx4sgxdohOSEgwfYivz9ByHcD713biCo++TJzQcF3M05TsdRgsgiiuElF0rFtUUapd/Ogxqkhn/UPT457c0O7w7M1rjaPBMneGtD0UB3v3v6hcAWwpNfILhCUJ4TWk+vMAmBZVBJDaqNrhdRbia5Q3X+UhxTh3KH4EdYvcRNPKvlH0wHJfSkT3zLY7zhpBVOisf4QtCszXuQxhOyji2puPGf/ViuWiKbZMFOXk6/saAepcQxBAIFgggDze3L28a4b45h6KN1893eADzgMUZitPwJY1nfUPfT3A1DmX7Otz33sbAv6dXq8Ry6PCNQQBBIIFAqiYed9blIs65v3SvPmyo/S6ER11ZeoPJBN0OK08AVvWdNY/wo5G55IdnofO3RHUb/V6jVgWla4hCCAQLKgGH0yIb1o71XfHqGUy+EHjdX/4pqZB25X0oF6yO9ejZU0pQOvRaqCz/hF2NDqXpUkCqtdrxLLgGgI6AwJIJyG+Zi+ToZehGpGQQqvOP0CCmgRWgFZn/cMqlJQs1B9wjegEXEPA7HmADEsYQ3zNXiZDbyUb/l0wSTpml2Q10HP/sAq+koX6C64RnYBrCOgMCCAF9mHg8Wcflam0TMqnvPn62Bu5XO9lMvRWskHWF+MM29EfyRB9v60GOusfVsJrstCEGEosF41rxCjgGgI6AwLI2aeBwzB9FabQMCmfWcpk6NHXgJssJeKULNPht9VAZ/3DiiKInZk/ebQVvdGvifz+YWQnmtC3kT6vERbh2WuJdi6wf/O01cE1BHQGBJAzHH7JYZgJbg6w/NYShhBnM5TJCAt++hB4KtPh02qgs/5hNRQH+95NUuU3T+vyGuHhV452mnUb0WeD7N88zfOtDq4hoCMQBu8JHYVrGyETtO7gN25+6JRAv8sv0AZbg8Bzx+isfwAdXSPIFeUfyAQNdAAEkMFR7cZv5Ie8HyUbLsQlUefCqXQsv8AxF9mDrUnIriHkigoLeB6AYEEYvIFRrUyG0cs9KL4G8k08wmPJhrher9Ca9C76sBoAc1xDyHMDgKGAD5BBUcpkuCdLVJL58fLSmPCF241csDWFBYVR/Bj88DXw5FMCrEPIryHkuQHAUMACZFCTPb+1ehrc8ZnMz8/wcUHCQ4yGfW7EkpH2wqVGMOGzCDJKkVVg+GuosHxVigrhegAAdYEAMiCqlckoMuF7z9JhQBN+OMpvAEteQ5sK06mWqEzJ9IdMteCOTRDlUBXKLriOIg+dwtArAGEGAsiAqFUmw3Ymx68xUX/XA8BK11DuuQKaWfA3mhY9WYodZ03D08zYggG0ce6PlHcBzvcAhBs8xwyIWmUy9pwpF9L1ALDSNcTrLrW1oMcLMimHXPNIseWH5/NyZ/ETEr89AEBQwAJkwgKREUWJ4AItAXCwXCOq5IcJn9e7PvjdB8CU15Cyze9Ot6Bll5rJTOOcbDOXEmmTLZ1sXt43S+W3BwAIGliADIhaZTKqJpSnsQV/czHZezLh83oAGBk1riHnbQqKlEk2v7K1lt/exE+JRXgBAKoBAWRQ1CgBwG+wP8W3pye8mPB5Pi9HcUlgBtS4hrxtMzEuWhW/PQBA8CATtMEJdSZoJTcKV0pv7mTC31xkwkcNMmA21Mim7r5NmxDU//2NJf6Oi7wGFLkJ8DwAQQMfIIOjJPMLFcobLPsjbDh9tU4WIlWAWQn1NeRpmyyI1PDbAwAEDwQQKAaLHHbGRJkIAEKD4h/E1lXPxVmC89sDAAQPhsAAAMDo9fssDJ4HIFhgAQIAAI2AdRUA/QABBAztbKpHrHKcqsD16Exeu00NnyMAQOBAAAFNsIrp3yrHqQq7v5LFeLkenYOEFKLuE+2FbQEAIITABwiojhJa797RFJuImqH1Wlpjwnmchre4sPiZx0k4vbTePbMhgoxyLjUGzwMQLLAAAVVhAcIWERGGEgBaWmPCeZyGt7jwg5v3w1frLRlJlN7TEg90Q59LAAwEMkEDVWHri7MA0aoEgGKNcf/bahWeDNdx+i0wstcS7Vxg/+ZpxeLi/MBk8k/Y5+/+Soq6rEOn6Msdx+Q3T6sCWy3c98MFQZR/zL6exmjWBqXBj3MJACgOLEBAVfxN7R/KEgDhsMaE4ziDtgzEVyO6csmnxeXCoueo8xexdCy/QH1fJh6yCeV6VvLngvUMgKCBBQioCvvdhHI9vVpjwnGcQVsGzpwguuDr2AXFXcihGmd/1MR6Jv1VQrmeAS2IZrSeAaB3IICAqrDTMb81e7Oz8PxqIS4BEA5rTDiOM3jLgH9wHThnlC2xVSSkQ0HsrMv+Kr5aLyHVvp4GlGRBVKUNTGY9A8AIqC6AJkyYQBEREZSZmemYd/HiRXryySepSpUqVKFCBbrzzjvp5ElcoGYuAUAeHm9qlQAIhzUmHMfp00+lRMtAyXARXE18mXhohp11fbVe9wlBD+EE6seja38uA1jPADAKqvoAbd68md555x264YYbXOY/88wz9PXXX9P8+fNl+OKQIUOob9++9MMPP6i5OyBMOBdYdX6wJKvkT6FYY7QuPKn1cfryU5ne+DA1DnKbrA9yqAptsqVr58vEkUoc6u4xkmlC0JFMwfjx6Nafy5f1jB2evfV2Xq6R9QwAI6GaADp79iz179+f3nvvPRo3bpxjPudq+OCDD2jOnDnUsWNHOW/GjBlUv3592rBhA7Vq1arYti5duiQ/znkfgLHQsgRAOAtPanmc3vIOsfAbvy6P5pYNfJuiqMXGFgwgmw8DsSq+TCxy2Fk3RLlsfLUPz/eWl0mX/lwlWc9kDiUvvb0U1jMAzIxqQ2A8xNWzZ0/q3Lmzy/ytW7dSQUGBy/z09HSqWbMmZWVledzW+PHjpaVI+dSoUUOt3QYalADo3SRVfquZD0exxrD1xRmeVjshoRbHWZKfymZbOp2kKkWCxhMRRHGVi3xvnEhIof+Lfp6+s7UIjy8TP6jT2hE1usv+XYphr2D9eHTnz+Wv9SzBrU/zuUUCSQC0tQDNnTuXtm3bJofA3MnJyaGyZctSYqKrf0FSUpJc5olRo0bRsGHDXCxAhhNBFs3SGk7MXHiyJD+VQoqk0ZcH0PSyb3i3DPR6o5jFJaJWa+qwO5c+DYP1LJQE4sfjXpcrnBZEvVjP/Ab3NWBgQi6Ajh49SkOHDqVly5ZRbGxoTMQxMTHyY1iQpTVsmLXwpD/+J0ttLWhzi8nUYu9E3341bGkJsy9TqCmtH48h20CxnmkF7mvA4IRcAPEQV25uLjVt2tQxr7CwkNasWUNvvvkmLV26lC5fvkx5eXkuViCOAktOTibT4a3GkZKlFSZqEAT++p8UXteLqPuAgN/SjW49C4Ufj9HbQFVwXwMmIOQCqFOnTrRz506XeQ899JD08xkxYoQcuoqOjqbly5fL8Hdm3759dOTIEcrIyCDdE4jJF1lagUoEFOnGD+wgLANGtp6FKhLQyG2gGrivAZMQcgEUHx9PDRs2dJlXvnx5mfNHmT9o0CDp01O5cmVZvfepp56S4sdTBJiuCNTkG0iWVi1N18DwGNJPRUPQPiqC+xowCWHJBP3666/TbbfdJi1A7du3l0Nfn3/+OemaYAoOIksrUJFwRroZAbSPSuC+BkxChBBCB/ncA4OjwDgcnnMKsQVJE5Pv5IY+3nqKko1l7nQ1+XLl7Vm3lbz9gYvxpgSChkO54afiHbRPiNHZfU3z5wEwDagGr6bJF1lagQbATyVM7WPVEHB/72s1WtrFktXaBxgGCCA1Tb7I0gqAObFyCLg/97WGdxJNaWzN9gGGAdXg1S44iCytAJiLYPwBzYav+1rrp4jWT7V2+wBDAB+ggHyASjD5uvsAuW/DiuZyAMxEsP6AZsX9vsbDXu6WH5XbBz5AIFgwBOYPoRjK0jpLq5pAzAGrghBw3/c19vlB+wCDAAEUqMnX47i/U1kBs2Nl3wcAEALuG7QPMBAQQEYoOKgXkP4eWJ3S+ANaAbQPMBAQQIFipqGsQED6ewCQ2qIk0D7AQCAKDITe9wEAs/sDStyTKSK1BdoHGAkIIOAfGNsHwA5SW/gG7QMMAobAgH9gbB+Aq1jdH7Ak0D7AAEAAAf/A2D4ArljVH9Bf0D5A52AIDPgHxvYBAACYCAgg4D8Y2wcgNBGVnDBw5wL7N08DADQHQ2AgMDC2D0DwIJEoALoBAggYf2zfLKU5zHIcwDNIJAqAroAAAsbGLG/UZjkO4BkkEgVAd8AHSCMKbYKyDp2iL3cck988DUL0Ru2eoFF5o+blRsAsx2FUtPDJQSJRAHQHLEAasGTXCRq7aDedOH3RMa9axVga06sBdW/o5lAMrPVGbZbjMCpaWd6QSBQA3QELkAbi5/H/bnMRP0zO6YtyPi8HFn6jNstxGBEtLW9IJAqA7oAAUhEe5mLLj7d3e4aXYzjMwm/UZjkOo1Gi5Y3fXkaGbjhMSSRaLIeWcyLRVCQSBUBDIIBUZFP2H8UsP+63WV7O6wGLvlGb5TiMhtaWNyQSBUB3QACpSO6ZiyFdD1ylsEYGnaQq5M14xvNzqIpcT9fAMmAdyxsSiQKgK+AErSJV42NDuh64yqZfTtPMywNoWvRkKXYinfSDIorGXB5AD/5ymjL+WoV0i2IZkPlh+CCcFR0sA6azvBkskSgPz7OFml/S+D7VIq0yRTlfbAAYGAggFeGbBUd7scOzl/KhlFzRflMBgcE35KW2FvR4QSaNiZ5NKXR1GJEtP2MLBsjlPYxgXVMsAx6jkSbAMmC24r56SyTqBUSvArMDAaQi/KbENwuO9vLybi+X440qcBSrGYucZZeaUYvIvVSV8iiXEmmTLZ1sRaO7hrGuGcwyYHhgefMretVdGirRq9MeaAoRBAxPhBDCcCFI+fn5VLFiRTp9+jQlJCSQ6d+kUCLBo2m+7cQVJVrX1o3oCIEJAswDlOqX5c2sw0PKteUtgENv15bRngdAP8ACpAEscro0SA7uZokSCR6BdQ2E0/Jm5uGhQKJXde1fB0AJQABpBD+IA75ZqFg80Qxvr/ygYVO8+4Mo2SQPIqARAfrk6HV4KFTXNKJXgVWAALJgiQQzvb2WyroGQIiTm3Kv4+XcJ7Xsg6G8phG9CqwC8gDptaiiSonazFiaQ7Gu9W6SKr8hfoCVkpuG+ppWold9ZKaSyxG9CoxOyAXQ+PHjqXnz5hQfH09Vq1alPn360L59+1zWuXjxIj355JNUpUoVqlChAt1555108qTBU/3zcNXkhkSzbiP6bJD9m6eDrSekQqI2lOYAoHTobXhIjWta8a/zkbMa/nXAFIRcAK1evVqKmw0bNtCyZcuooKCAunbtSufOnXOs88wzz9CiRYto/vz5cv3jx49T3759ybCoUVRRhURtenx7BcBI6G14SK1rWvGvY386Z3gaIfDALITcB2jJkiUu0zNnzpSWoK1bt1L79u1lqOIHH3xAc+bMoY4dO8p1ZsyYQfXr15eiqVWrVmQo1PLVUSFRm97eXgEwGnpLbqrmNQ3/OmB2VHeCZsHDVK5svyGwEGKrUOfOnR3rpKenU82aNSkrK8ujALp06ZL8OOd90A2B+OoEkv1VhURtent7BSAcFBYWyntQsPyzZ116adFur8tf6lmXCi5fouD/gv9ULRdJqfFRfq3HrgfBcGNqeSLiD2l2XM5ER0dTVJS1854BAwogm81GmZmZ1KZNG2rYsKGcl5OTQ2XLlqXExESXdZOSkuQyb35FY8eOJV2iZlHFEJdI0NvbKwBawjlf+R6Tl5dXqu1Ujyaaelt1On2hgK44+daUiYyginHRFBd9jrKzs0kLKgqicZ2SpI+Pt2uaLTYVr+RRdnbpjjuc8PMiOTmZIiJgfQIGEUDsC7Rr1y5at25dqbYzatQoGjZsmIsFqEaNGmSJooqlKZHglkE6qlZrJA8ElkURPzwkX65cuVI/TFlQnb9cSIU2G0VFRlK5slFheUBfe/EyHc/zbt1JSYyl+NiyZERkG58/T7m5uXK6WjX4HgEDCKAhQ4bQ4sWLac2aNVS9enXHfFbxly9fljciZysQR4HxMk/ExMTIj2WLKgZTPNFLBunu3SfStAeaI3kgsNywlyJ+OPo0VMTFUdiJjY2lsjGxUgQVFNoc86OjIqX4qRhnTPGjEFfUyCyC+PxhOAzoVgCxYn/qqado4cKFtGrVKkpLS3NZftNNN8kx3eXLl8vwd4bD5I8cOUIZGRlkOPRYVLGEDNLd75lNXUb0gnNjkJghi7bVUHx+2PJjRljkJMRG07lLhXTFZqMykZFUPsY/ixTfs4P5nZYo543PIwQQ0K0A4mEvjvD68ssvZS4gxa+Hi9WxkufvQYMGySEtdozm4nUsmFj8GC4CTCVfHS2i0qLSe6KOTxCYKYu2FdHbgz3Ux1YhNrBb+ukLlw1hOTLzeQMmEkDTpk2T3x06dHCZz6HuDz74oPz/66+/TpGRkdICxNFd3bp1o7fffpsMTWl8dYwQlQZ0WwMKgGBg8fPLqfPF5rMY4vm1qtgtSwCYFVWGwPwZs37rrbfkx1QE46tjpKi0cOLm0K21uNRrDSgAgr1P+3KcZng5D6vB+gLMCmqBmQ21o9LMUGYkCJBFG4SDTZs2SWs6ixDOl8b/Z1eBRo0a0bvvvhv0dtnnx3nYyxO8nNdTi82bN1ODBg0cIwMAaA2qwZsNLaLStKQEh27pe6WGj5WbxSk3v1ZYs2jD8Vo/aHkuWrRoIYNJWACNHDnSIRZ++OEHuvnmm6VP5b333hvwdtnhOZTrBcrEiRNlqSRYl0A4gQAyG3qMStNbmZEgUgh0L5dM3SL70VJbC82zaMPxWj/o5VwoyWU/++yzoAQQR3uFcr1A4dJHzz//PN1yyy2qbB8Af8AQmNFhkZC9lmjnAvs3TytRaQluN2S2/KhlMQm3Q7fKhW3Lnj9J08tOpu6Rmzz+LKLoQRjqLNqK47X78JvieM3LgTbo7VxwSDinFGH2799P3bt3l8NjLI44A/+FCxfksjfffFMOn9WuXZtmzZpFPXr0oJopVenVsf9Hly5epJeee5r69+pMj9x7Oz3arzetW7nMEQ12Nu93KbCaNGlCjRs3pv79+9Mff9iHeTnBLf89tuJ8+umndMcdd0hhc99997mULvLE7bffDusPCDsQQEbGl28Mi5zMXUQDFxPd+YH9O3OnccRPOBy6fVicIoosTqOjP6Ioch0WUCuLdkmO1wwv5/WAuujtXLDg2LNnjxwSUyJp+/TpIwtKr169mg4ePChFkJKUlofPOJEgi6JvvvmGFixYQJUTytGcGe/QkexD9PGi7+n9T7+iHn3upqVfLZS/41B4jtTlYbYdO3bID8MCh2nbti3NnTtX/p//Jud+27ZtG61du1amQgFA70AAGRUvlgqHbwwvV6LSGt1l/zbCsFc4HbpLsDixCEqJOEXd4g+7zOcs2mqEwMPxmkInbH/dQnT5PNHlcxwCZchzMWHCBIcTNKcVYSHTpUsXKTZOnTpFgwcPluuVKVOGHnroIfrwww9dLDGcDZtzsDEdO3akyf95lS7k/UZn8k/LD9O9d196+PGnqFaVcrRtww+0fv16GjFihCMXz3PPPUffffcdbdmyxWXfFFHEud7Yb0kRSwDoGfgAGZFw+caY3aHbT0vSm71SaGP5Vqo7wfrrUK2W47UpUPy5bFFEbf5DlBdBdP4EUcXqRHGuBZn1fi6cnaCd4XqLLG5Y1Chw5ffU1FQ6ceKEHPpiuIyEMmSmMDxzKC1b8i31yLiBbu/Tl+7v/wDd3qWjFDu8Xc667JzNv06dOvJ7586d1KxZM8f8lJQUx/85AS7XawRA70AAGTE6xCrJDrV26PbTkhQZn0wZaepn0fbXoVoNx2tT4BxBWMGpeLKtgOhPrtae5rcI0vu5uOaaa2S0mC88lZCoW7euLEXEdRvZP6hn9y40fPhweuWVVwL6+87bZvHkTz44AMINhsBCBDtAtp24gu57bwMNnbtDfvO0Ko6RZk126AkNHboLa2TQSapC3tw4eH4OVZHraQELaHas9iah1XK8Nr+VtIjTv/o9HKbnc8HRYGzpOXPmjIuD9MCBA+nKlSs+f8s1Gfl37D/EPjxTp06l6dOnO7bLlqXsbBaLdg4dOiS/OQ8RAEYHAsiI0SFmTHboC40cujf9cppGXx4g/+8ugpTpMZcHyPW0gK2H7FjNuD941XK8Ng0lWkmLLEGXzxr+XNx///1UvXp1Gj9+vGPe5MmTZbkh9gfyxUcffeRwZFaEU7169eT/OUS9devWDmsQW3VeffVV6tq1q8vwFwBGBQLIiNEhim+Mr/fRhFTjJDv0Bw0cunnokvP8PF6QSTnk+ibPlh+ez8u19Llhx2p2sGZHay0cr02Dv9bPQnuVeL2eCyUTtOIEfeuttxZbJyYmhpYuXUrbt2+XlhlOkMhRYBz+zsycOVP+lgtT87Y4fF2hX79+MqKsffv28vPtt9/Sxx9/7Fj++eefy7B3DoPnj81mc0R4saMz/17Zzu7du2nUqFG0ZMkS+eGhNG9wFmveF94Gr8v///rrr0PYcgCUTIQw4GAtO9hxaObp06dlNflwknXolBzuKolPHm0V2urrDv8G8uwbY6R8PzrB+VxGko1aRO6lqpRHuZRIm2zpZCt6Xwj5ufQDZIIOEM6JxWkhirhYoQZlt/kPpaVeS7FlnNqtSh2imPiANo1zoT3s1M1DceyQzbUk9fo8AMYCTtClJGzRIYpvjFvGYmkZYsdgiJ+AUfw8eOiSxc4Gm33IQyGi6G0/HH4e/IDVWnQZmhIjCFnlRhOVrRDwpnEuADAHEEClJKzRISxyONQ9jFXSzYTi58F+W15izuBzY9gIQg9wKDyyEQNgWeADVErCHh1i9GSHOgM+NybCWwQhW34q+R8CDwAwJ7AAlRJYDcwHi5wuDZLh52EGFCvp4Syic3FEibWI4ivD8gMAgAAKpdXAvUo0Ww1QsduY6M7Pg/PaYKgzOLidqjcj4nw2ZctD/AAAJBBAIQJWA6B6OYdizu4T4ewOAABBAgFkYqsBwnVNVs7BU9FbpDtQF84SwskSOV9QVFHUGCxIAJgCCCCTwtmn3Yfk2BkbQ3IGwipFb/XKhTx7uQzOGO3sQB1gIVUAgD5BFJgJ0bw0B1CHQIregtCLHy6Y6ix+nAup8nIAgKGBADIZYSnNAdTBSkVv9QQPe7HlxxcBFFINRSkMrrCenp4u/9+qVStZ8oLLSRiRX3/9lYYNG0bt2rWTZTuaNm1K77zzTrh3C1gQDIGZDPb5cbf8OMO3bF7O6+nJXyks6D2yympFb/UC+/y4W37c+83x7fZPpdqh7TduPkctmjenVatWSQE0cuRIevDBB+VqP/zwgxQPXALi3nvvJSPBtcl+/PFHWrZsmSxrsWvXLllclWuaKccHgBZAAJmMsJXmMBpGiKwqsZwDF71NMVfRWz3gq0Bq9hqi9VOJzv0W+n7jy+fIjTZt2lDDhg3ps88+M5wASklJoeeee85R04uPo3PnzvTJJ59AAAFNwRCYyQhraQ6jRVa5+9cokVW8XE/lHCTukUdF01z3TU9WKzPA0V7exM+y0a7iJ1T9piSfIw8UFBRQdLR9X/fv30/du3eXw2MsjjIzM+nChQtyGVeF5+Gz2rVr06xZs6hHjx5UuXJluQ4XGX3kkUeoZcuW1LFjR+rUqZOsCK9w8uRJKbC4Enzjxo2pf//+sjo8w1Xl+e+xdYoryt9xxx1Uv359uu++++jSpUteD/Xhhx+W++oMiyFfvwFADSCATEbYS3MYPrKKvchH2tfTczkHtjogBF4dONSdLS/OcH9gy49HStlv/PE5UtYrggXHnj17pMWEhUO3bt2oT58+tGHDBlq9ejUdPHhQChxmyJAhcvgsNzdXiqJvvvmGFixYIIecpkyZQgcOHKCNGzfSihUrpMDhbSv07dtXDrPt2LFDfhgWOEzbtm1p7ty58v/8NxcuXEjbtm2jtWvX0pw5cwI4fCH//j333ON/mwEQAjAEZjJQmiOEkVVcW00PoOittnCeHx52cra85PxU3PITqn5Tks9RERMmjKeZs2ZJq01iYqIUMl26dKEZM2bQqVOnaPDgwXK9MmXK0EMPPUT9+vWTAoeFDlNYWEiDBg2S/2drD3+GDh1Kf/75J50+fVoKHf5N8+bN5TorV66k9evX0+zZs4uaJUIOXd144420ZcsW6bejoIiiuLg4atGihUMs+QPvf1JSkmP/AdAKCCATgtIcJoysUoreAm2QeX7SrvrknLcP+6jSb3z5HDkxctjT9ODfhxSbz07ELG5Y0CiwSEpNTaUTJ07IoS+matWqjiEzBbYOLV68mGrWrEl33XUXDRgwQEaaKduNioqitLQ0x/p16tSR3zt37nQRQOzXoxAfH0/5+fl+HdNPP/1EEydOpO+//14KNwC0BD3OpKA0hxcQWQUCEUGxFe0WGumIrlK/8eZz5E6k99v1NddcI6PFfP6ZqOIWw7p169K+ffukCGL/IBZRw4cPp1deecW/ffKwbbYU8bBWSRw+fJgeeOABOXRWo0aNgP4eAKEAPkAWKM3Ru0mq/La8+HGOrPLlJZWQisgqcHU4LCaeqF439fqNJ58jT5SxD2W5w1FUbOk5c+aMi4P0wIED6cqVKz43uXz5cvk79h9iITJ16lSaPn26Y7tsWcrmIrJFHDp0SH5zHqLScPz4celf9OGHH1KDBg3kPKPmNQLGBQIIWAtEVgG99RvF58if9Txw//33U/Xq1Wn8+PGOeZMnT6bIyMgSh5U++ugjhyOzIpzq1asn/3/LLbdQ69atHdYgtuq8+uqr1LVrV5fhr0BhfyXeBg+3MexPxB/ODwSAllhXAHG0RvZaop0L7N96ifoxOkZoV0RWqYsR+oDe+g0Pt1VKK2YJ2vTjXurQ7yn5/wkTJtCtt95a7Kfs5Lx06VLavn27tMxwgkSOAuPwd4aFBf82JydH+vdw+LoCOz1z1Ff79u3lh0PgP/74Y8fyzz//XIa9cxg8f2w2myPCix2d+ffKdnbv3k2jRo2iJUuWyA8PpXmC9+Xnn3+mZ599VjpcKx+2CgGgJRHCn8FaFXjrrbfkmwVflJxfgk2vHD3gD+xgxxELHLmQkJBgziR4RsRo7ar3TNBGRKd9gJ2CeSiHHXqVBHy67DeoPh/w+Sv18wBYlrBYgPiNg2vBjBkzRuaNYAHEeSw4T4XqGCUJntEwYrsqkVWN7rJ/Q/xYrw/ord8oPkflKtu/IX4AMJcAeu211+jRRx+VuSrYAY6d7sqVKycd4lTFaEnwjALaFaAPAAAMhuYC6PLly7R161ZZ+8WxE5GRcjorK8vjbzjTKZs5nT+qJ8ED/oN2BegDAACDobkA+v3332VoJWf+dIan2R/IExzdwGO8yifonBFGTYKnd9CuAH0AAGAwDBEFxpEF7OCmfI4ePRrchpAETx3QrsAgfYCjmIDxwHkDpsgEzRlLOWsoVxl2hqeTk5M9/obDPJV6NiFJgiezugovycxSkAQvUNCuQOd9oGzZsnKonUOtr732WjnNGYuBvuEgZXab+O233+T54/MGgGEFEHfgm266SWYg5eyjirrnaa5Lo0kyM45I8VYqFEnwAgftCnTeB/jhySHUnDEZ+WaMBwfJcL0yPo8AGDoPEIfBc5r2d955R+b+4ayl8+bNo7179xbzDdIuD1Cq/Qatx3w1RgHtCnTeB/h2x+Uh2A8RGAMeMeCM1t4sdsgDBAyXCJGzlCqJEDnD6JQpU6hly5Z+/TYkHR5J8NQB7QrQB4CGQAABwwmg0oAODwAAgMHzAAQLBlQBAAAAYDkggAAAAABgOTSPAgsFyqhd0BmhAQAAmALlOWBAbw4QZgwpgM6cOSO/g84IDQAAwFTwc4F9gQAwtRM05w3iXB7x8fGlSmbGbw4sojizNJznioP28Q7axjdoH9+gfULXPvwIY/GTkpKCPEHA/BYg7uTVq1cP2fb4AsNNyDtoH++gbXyD9vEN2ic07QPLDwgGyGUAAAAAWA4IIAAAAABYDksLIC6wOmbMmNAUWjUhaB/voG18g/bxDdrHN2gfoAWGdIIGAAAAACgNlrYAAQAAAMCaQAABAAAAwHJAAAEAAADAckAAAQAAAMByQAABAAAAwHJYVgC99dZbVLt2bYqNjaWWLVvSpk2byIqsWbOGevXqJdPIc1mRL774wmU5BwmOHj2aqlWrRnFxcdS5c2c6cOAAWYXx48dT8+bNZdmVqlWrUp8+fWjfvn0u61y8eJGefPJJqlKlClWoUIHuvPNOOnnyJFmBadOm0Q033ODI2JuRkUHffvutY7mV28adCRMmyGssMzPTMc/K7fPSSy/J9nD+pKenO5ZbuW2ANlhSAH366ac0bNgwmWdi27Zt1LhxY+rWrRvl5uaS1Th37pw8fhaEnpg0aRJNmTKFpk+fThs3bqTy5cvLtuKbkxVYvXq1vAlv2LCBli1bRgUFBdS1a1fZbgrPPPMMLVq0iObPny/X5zp1ffv2JSvAJWn4wb5161basmULdezYkXr37k0///wzWb1tnNm8eTO98847Uiw6Y/X2uf766+nEiROOz7p16xzLrN42QAOEBWnRooV48sknHdOFhYUiJSVFjB8/XlgZ7g4LFy50TNtsNpGcnCxeeeUVx7y8vDwRExMjPvnkE2FFcnNzZTutXr3a0R7R0dFi/vz5jnX27Nkj18nKyhJWpFKlSuL9999H2xRx5swZUbduXbFs2TJx8803i6FDh8r5Vm+fMWPGiMaNG3tcZvW2AdpgOQvQ5cuX5dsqD+U4F1fl6aysrLDum97Izs6mnJwcl7biooM8ZGjVtjp9+rT8rly5svzmvsRWIec2YjN+zZo1LddGhYWFNHfuXGkd46EwtI0dtiD27NnTpR0YtA/J4XQefv/LX/5C/fv3pyNHjsj5aBugBYasBl8afv/9d3mjTkpKcpnP03v37g3bfukRFj+Mp7ZSllkJm80m/TfatGlDDRs2lPO4HcqWLUuJiYmWbaOdO3dKwcPDouyrsXDhQmrQoAHt2LHD8m3DgpCH2XkIzB2r9x1+kZo5cyZdd911cvhr7Nix1K5dO9q1a5fl2wZog+UEEACleZPnm7OznwIg+QBjscPWsQULFtDAgQOlz4bVOXr0KA0dOlT6jnGwBXDl1ltvdfyffaNYENWqVYvmzZsnAy4AUBvLDYFdc801FBUVVSyagKeTk5PDtl96RGkPtBXRkCFDaPHixbRy5Urp+KvA7cDDqnl5eZZtI35Tr1OnDt10000yao6d6t944w3Ltw0P43BgRdOmTalMmTLyw8KQgwr4/2zNsHL7uMPWnnr16tHBgwct33eANlhOAPHNmm/Uy5cvdxna4Gk244OrpKWlyZuNc1vl5+fLaDCrtBX7hrP44WGdFStWyDZxhvtSdHS0SxtxmDz7Mliljdzh6+nSpUuWb5tOnTrJ4UG2jimfZs2aSV8X5f9Wbh93zp49S4cOHZIpN6zed4BGCAsyd+5cGck0c+ZMsXv3bjF48GCRmJgocnJyhNXgCJXt27fLD3eH1157Tf7/l19+kcsnTJgg2+bLL78UP/30k+jdu7dIS0sTFy5cEFbg8ccfFxUrVhSrVq0SJ06ccHzOnz/vWOexxx4TNWvWFCtWrBBbtmwRGRkZ8mMFRo4cKSPisrOzZf/g6YiICPHdd98Jq7eNJ5yjwKzePsOHD5fXFfedH374QXTu3Flcc801MtLS6m0DtMGSAoiZOnWqvLjKli0rw+I3bNggrMjKlSul8HH/DBw40BEK/+KLL4qkpCQpGjt16iT27dsnrIKntuHPjBkzHOuwGHziiSdk+He5cuXEHXfcIUWSFXj44YdFrVq15HV07bXXyv6hiB+rt40/AsjK7XPvvfeKatWqyb6Tmpoqpw8ePOhYbuW2AdoQwf9oZW0CAAAAANADlvMBAgAAAACAAAIAAACA5YAAAgAAAIDlgAACAAAAgOWAAAIAAACA5YAAAgAAAIDlgAACAAAAgOWAAAIAAACA5YAAAgAAAIDlgAACAAAAgOWAAAIAAAAAWY3/B8fiurGDm6KnAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# adding annotations\n", + "\n", + "# create a scatter plot\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.scatter(x,y1, label = \"Person 1\")\n", + "ax.scatter(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='lower right', prop = {\"family\":\"serif\"})\n", + "\n", + "# including texts\n", + "ax.text(10, 110, \"This figure is important!\")\n", + "\n", + "# modifying the text\n", + "ax.text(70, 110, \"Is this figure important?\",\n", + " ha='right',\n", + " color = 'red', \n", + " size = 10)\n", + "fig.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "c2dd3f48", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.6, 0.8, '. Figure:(0.6, 0.8)')" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# positioning the text\n", + "# making an empty set\n", + "fig, ax = plt.subplots()\n", + "ax.axis([0, 10, 0, 10])\n", + "\n", + "# positioning\n", + "ax.text(1, 5, \". Data:(1, 5)\", transform=ax.transData )\n", + "ax.text(0.5, 0.1, \". Axes:(0.5, 0.1)\", transform=ax.transAxes )\n", + "ax.text(0.6, 0.8, \". Figure:(0.6, 0.8)\", transform=fig.transFigure )\n" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "618c3014", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/5s/lqr8kdvd3qx9q3r5ykdg6jcw0000gn/T/ipykernel_95781/298180182.py:8: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# including the arrows\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.scatter(x,y1, label = \"Person 1\")\n", + "ax.scatter(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='lower right', prop = {\"family\":\"serif\"})\n", + "ax.annotate('This is important!', xy=(10, 95), xytext=(30, 94),\n", + " arrowprops=dict(facecolor='black'))\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "38450b80", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/5s/lqr8kdvd3qx9q3r5ykdg6jcw0000gn/T/ipykernel_95781/4141978610.py:10: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# modifying the arrows\n", + "# <->\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.scatter(x,y1, label = \"Person 1\")\n", + "ax.scatter(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='lower right', prop = {\"family\":\"serif\"})\n", + "ax.annotate('This is important!',\n", + " xy=(10, 95), xytext=(20, 94),\n", + " arrowprops = dict(arrowstyle = \"<->\",\n", + " color = \"hotpink\"))\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "b04dc51d", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/5s/lqr8kdvd3qx9q3r5ykdg6jcw0000gn/T/ipykernel_95781/1550707657.py:11: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# modifying the arrows\n", + "# -[\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.scatter(x,y1, label = \"Person 1\")\n", + "ax.scatter(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='lower right', prop = {\"family\":\"serif\"})\n", + "ax.annotate('This is important!',\n", + " xy=(10, 95), xytext=(20, 94),\n", + " arrowprops = dict(arrowstyle = \"-[\",\n", + " color = \"hotpink\"))\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "fab33715", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/5s/lqr8kdvd3qx9q3r5ykdg6jcw0000gn/T/ipykernel_95781/1895230519.py:11: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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plETHneuOUQId6TqVruw3ioxOoPKAfXZaRi5x3lu1cJ6QSfyvfK1rQ96ndGXOOEp0EXQgkU6I9ULbtggs7LSMXOK8txrlCQFsVyWASI9I/tc4D+0WGpLeTIJ8rWsasRvmJYBJgIpJFgkQ4gAVLSOXOO9NNm1b7QrqugECDeXd9O5/5Wtd39p0mvnrirKw0zJyScp7q87vYtG8N84TMlERZL7W1Ye1aTfYjOnRMh6olpdkNL+LynCekInga119WJt2g4Wd1i3jjeR30Ujb9lPvhauAGImaXuucjB4cXDHJDU490EtOl8Hy3tSOxgR2tXIfGf1d65yMXsPcRh93kAleqDnPjjENnGdncTgZvWZ4fVFINU3FJBZ2jKngCioWhZPR5cFmXstRoPKAozEZQwDBZpj0AhM/WFSHw+etE7GrMCzsGEZO2LckLxw+z8gECzuGUdq3hNwyrIdvyQgJ4HoyK3P4vK6pNJB7gYUdw6jSTDWMaOU4U2h9qgYMcTK6bsk2WOAYB6iY+E2G0WHLnQs4H1FYmT5I99dWIG2w+rRK9nseQd9DFgifNxrZMlwHcsHRmApgtDcZRkWQ6Pzh6BA/HEZnY5Kod+UcOnyyQrfXViBtsOrXiaToWhFUcNL7PRLyPWTy8HkjUSnDdWCKFj+VlZX09NNPU1paGsXExNAll1xC//znP8lVpuLvKVOmUJMmTcQ+vXv3pn379pGe4VYzjHI+IzvFnC2gpqe/1/W1FUhh7qIzFW4PONfzyPw8L/R7CAIt40fRjJaGveWYI92ABZ3hroNsja5n2YXdjBkzaN68efTqq6/S7t27xfLzzz9Pc+bMce6D5VdeeYXmz59PmzZtorp161K/fv2otFSfBX251QxT89JM1YMu0nq+tkItuG2vmt74Nr9m95AUPt/mVsfcgIE9ZqCwBteBltez7MJu48aNNHjwYBo4cCBdfPHFdOutt1Lfvn1p8+bNTq1u9uzZ9NRTT4n92rZtS4sXL6YjR47Qxx9/7PWYZWVlQlV1nUzf2JUxUaHjwCikeF1fWzUtuO3v+aan82SUuw60/J1lF3bdunWjNWvW0M8//yyWv//+e9qwYQMNGDBALOfn51NBQYEwXUrA3tqlSxfKycnxeszMzEyxjzQ1bdqU1IRbzbiDt7KcA8fpk52HxVwPWoeuCx3HphDFNPQpBDF8R+wJtNmWrutrq7rC3HKgh/NklL8OtPidZU89mDRpktC80tPTKSIiQvjw/vWvf9GIESPEdgg6kJTk7uPAsrTNk8mTJ9P48eOdyzi+mgKPW82ch4N0Qmymuue/VRGFeES4+K+rlqdVjCSbn3dPPVxbUhss+F3cz0I+9HCejPLXgRa/s+ya3fvvv0/vvvsuLVmyhLZv306LFi2iWbNmiXmo1K5dW0TZuE5qwq1mHHCQToB48y35aW/zZOQE+tLW2RDXls82WHG1Kb5OpN+3fUSdW/0e0qVVxRZ866RQrwMtf2fZNbsnnnhCaHfDhw8Xy23atKGDBw8KU+SoUaMoOTlZrD927JiIxpTAcvv27clobzKKNXY1WJAOzhzbkVtj5nGQW+sLa96Nrs8rpGUGurbwoPOWQ7U6r8DvPXL/NWn0+vp8w5ynJawqeaGXtwv1OtDqd5Zdsztz5gyFh7sfFuZMm80m/kZKAgQe/HquZklEZXbt2pX0iiaNXXUEB+kop/UZ8dqSCnMPbp8q5liu7jwm39jKcOdpaqtKXlWyvmehbam8HbYrcB1o9TvLrtkNGjRI+OiaNWtGV1xxBe3YsYNefPFFuu+++8T2sLAwysjIoOnTp1OLFi2E8ENeXkpKCg0ZMoT0jK83GSu8jXKQjrKY5dqq7jzMcp6Gt6rYAihvlz3JYYkIIcVDj7+z7MIO+XQQXg899BAVFhYKIfa3v/1NJJFLTJgwgUpKSmjMmDFUVFREPXr0oOzsbIqO1r9z2lCtZmSEg3TkwV+pLLNcW9Wdh1nOU49WlYDH9aDyrZP09jvLLuxiY2NFHh0mX0C7e/bZZ8XEGAMpSAdmEx/leIWZggMMfMORrIxurCqnrdc6SXafHWNOpCAd4GmI0NrxbAQ4kpXRlVWlnvVaJ7GwYwJGr45nvcPl5hjdpT41r668HVonpZqqdRL3s2MM73i2pM+FsQyKpD6FV5W381LowHlUdJQwUf1R1uyYoPEWbsz4hiNZGV1aVVr5LnRgxh6BrNkxjMJwJCujW6tKKx/l7Uyk0UmwsGMYheFIVkYuFAnnD68qdGBy2IzJMArDkawMoz0s7BhGBTiSlWG0hc2YDKMSHMnKMNrBwo5hVERvJZSqrZ9ogcAFo5ST0wSbea4BFnYMw8ja+oUxSTm5PHNdA2F2u91wZRvQEqh+/fpUXFyseiNXhjG9JrFnZVWyseejoUrDMGEOll7KyfkY8fN+XbU0rbxPDXMNBCoPWLNjGIviTZNIjYukryKeoBiFWr8wNWjhE7aZIlZNUl7Tsinb/kcrOBqTYSyIr8LUTU9/TzFnCwJr/aLQgz/nwHH6ZOdhMbdCvdBAysm1PbWewpePqlGj1YAJpv2PgWDNjmEshj9NIpGKNGv9ojuflUpUVyYunGw0NXKxeprWaXO2/2HNjmEshj9NopDiNWn9YuUWSNWViescvodSwk747E8gu6ZVz5ztf1jYMYzF8KdJbLal0xF7Q/JtPZS/9YvVWyBV18JHdW27uTnb/7CwYxiL4U+TsFE4Tau4u0rQ+ChuJnPrl2BaIFmxnJzq2nZ4Vfsfn9/ImO1/WNgxjMWoTpP40taZnoycoFrrF26B5L+c3D133KG+ptXKfO1/OECFYSxGIM1Arx9yH4W1mqRKThe3QAqgnFyEBo1WW5mr/Q8nlTOMRdFL9CN8cT1mrK22BdKGiT2tXUfUa0WTVIegM6CmpbY8YGHHMBZGL7UYpWhM8qFpcmcI89WqlAsWdgzDGAq9aJqMseByYQzDGApugcQoCQs7hmF0g6FaIDGGglMPGIZhGNPDmh2jC/QSKMEwjDlhYcdoDgcmMAyjNGzGZDTFygWAGYZRDxZ2jGZYvQAwwzDqwcJOJ3DTSusVAGYYxuDC7vDhw3TXXXdRQkICxcTEUJs2bWjr1q3O7chjnzJlCjVp0kRs7927N+3bt4+sCkx1KJd0xxu5NG7pTjHHstlNeFwAmGEYwwq7P//8k7p3706RkZH0xRdfUF5eHr3wwgvUoEED5z7PP/88vfLKKzR//nzatGkT1a1bl/r160elpdZ7qFnZZ+Va2BfdmK8Oz6ObwzeKOZa97ccwDKOLaMwZM2ZQ06ZNacGCBc51aWlpblrd7Nmz6amnnqLBgweLdYsXL6akpCT6+OOPafjw4WQVqvNZIfAe21FVwoxh+FKrmXan1tOUyMWiG7MEGog+W3E3fR97rdiPYRhGV5rdp59+Sh07dqS//OUvlJiYSFdeeSW98cYbzu35+flUUFAgTJcSqGvWpUsXysnJ8XrMsrIyUf/MdTIDZvRZ+fU9ooht/rdEuz4Q8wiy0b87/Eb/jpxNyeR+jljGemw3o6A3PB6/pVhmGCtpdr/88gvNmzePxo8fT08++SRt2bKFHn30UYqKiqJRo0YJQQegybmCZWmbJ5mZmTRt2jQyG2bzWfnNlwvfcmF7ktgmdOW5MrKHXdiWEvINnbKv/GkGUZ+7LF/ZXf+tZlIc3a0t3GqGsZhmZ7PZqEOHDvTcc88JrW7MmDF0//33C/9cqEyePFlUtJamX3/9lcyAmZpW+vM9frxkPtnReNL14QhOHSU6e8JP/2U70cnDjpYmjH4Enbff8uRRx3psZxgrCDtEWLZq1cptXcuWLenQoUPi7+TkZDE/duyY2z5YlrZ5Urt2bdG6wXUyk8/K98PeoRnp3Wflz/cYRjbhj7N73Rog6N3FaA9MldDo/GVGZk9ikyZjDWGHSMy9e/e6rfv555+pefPmzmAVCLU1a9Y4t8MHh6jMrl27kpWALwomPuAp8KRlbNe7z8qf77Fz+B4ReFKjCw1NKhntgYbtqdG5wZo4YyFh99hjj1Fubq4wY+7fv5+WLFlCr7/+Oo0dO1ZsDwsLo4yMDJo+fboIZtm1axfdfffdlJKSQkOGDCGrgdqP6MKcXN/dVIllo3Rn9udTTKSiGhw5jCgu1dGNmdGeQDVshTRxKxZeYHQcoNKpUydasWKF8LM9++yzQpNDqsGIESOc+0yYMIFKSkqEP6+oqIh69OhB2dnZFB2tf9+UEhi9aaU/n2IhxYd41Kpz75/FwSl6IVANWwFNnIuFMzUlzI7EN5O2YQ8Z+BxgisEbKm5caBYaPnD13v4G3w8VXxCM4nkxITl8Q+1HKdmnKTOMKKYBUWS0R3RfqkPQ6TG6T2fXh6rnPbu1IxjFh4dWRGVm7JJ1PKTgJ8//KN0BsIAY+WXRktjku4cClQcs7HQeVm2UN1rpgQRcLyg8bvqFb6Z5US9XPZw8txLRbYuJ0gcaQ4Do7PrQLBrT328p4zhIL1K+fML4r/XrRFJ0rQgqOKnve4RR5h5iYVejG9nHO6TMN7Icb7R6upmDzrPTWHsLWmPW2fWhr4eVMr8lfHOoFRsser1HLE+e/PcQC7uQTTS+os2UMdHU5I0WQSwbJvbUlbnGrwDRkfkvaI1ZZ9eH5qj0WyIYBcXRQ0Gv94hlsSlzDwUqD7hTeShh1WnX6KqUWNdLEkgv4KHi8/vgAlZh7Kp7KGfnFXrVmKXi2161AZ1dH5qj0m9Zk4IKer1HLMtBbe8hFnY6Cas2eykxvZjb7HEp9M2Zu8hO7YMrvq2z68MqSIUXvAU/BQrfIzpB43uIm7fqIKza7KXE9FbW6rmK50XQTFDFt3V2fVgFf4UXAoXvEZ2g8T3Ewk4CPgfYi/0V71IxwdkspcT0VtZK1NtEZZrId9x65lWrDejs+rASPgsvxNWm+DqRfI8Yheba3kMs7Fx9EAh99Ve8S8UEZ7OUEtOjbwBDlhJ2XJQyC1gb0Nn1YUWBh0CT9+6/ml4e3l7Mv5vUi7KGttHnPcItkC5E43uIhZ0rCHlF6GucR3AC3kY0CCs3QykxTQjQ5u+tlJlfbUBn14fVkIKfBrdPFXMs6/IegQkdUYeLbiL6cLRjjmXuCEFa3kOceuANHYXIG6GCiu7AmzQeMNUwvPwpyrW1Cj43S2fXB6Oje4RzMQODK6joRNgZCMVuciM/0AMoa3U2Jol6V86hwycrnGu56oY1ke0e4lxMTeA8OwugWCkxo5fEknwD4g07zGtZq5hBM2l9eh99aAOMOe4hzsXUNeyzMyj+OoNjPbbXxAxj97hp7UbrRB2Ab8CbD4ixDrLfQ5yLqWtYszMg/jqD+02MDjBkH13FL4yVcqwNQydqFG02ghkGAs8oBaYZw99DlXUTKULG/Rh5YWFnQBQrJVZlhvGdBWNAM4wWJcoYS95DmyvTqbm9ISXTCZHe4gl6zRZQAuVXXE7hB46z+VxlWNgZEKVKidlOFQRk1w50P4ax0j1UWFJBCyvupnmRs4Vgc5VfUlP1aRUjadPS76noLAdGqQ0/swyIUqXEdp+qI+t+DGOlewj7rrJ1pgcrMqiA3PM0odFhPba7CjpZ/OxMQLBmZ8LiuFJrk2DLJO2v04YaBGCGwX5XhP71GcaU95B0zC+LO9Pqso6iQg8KFxRSPG22pZPNh25RIz87EzCs2RkQpUqJJcbVpWkVd7uZXbyZYbAfwxgZJe4h12PaKVwULPjU1k3MfQm6aguQM7LBws6gKFEmCW+mP8ReSw/5MMNgPbZzYV3GDChxD/k6ZnxMZECf53ZEysEVVAyO3BVUpNwjdATo5GKG2VJlhuGanIzZUKIKkecxbXY7jXhzU7WfQ4FrbjQbHFxBxSL47QweAtKbKfwHucXn60ZyxBhjVuS+h7wdE8JPCT87Ezgs7JgLgECDo5xLaTGMPEj+PFhNvBew45ZdSsNmTIZhGKPXs7UwJ9mMyTAMoy/YaqIdLOwY6/UcUxirnKciGLm1lIY+QqZ6WNgxqmAV841VzlMRjN5aitE17LNjFEdKZ/DRu1nRdAY1tSwtz9PwmhR3+DbPb6ky7LNjzN2OSGdalpbnaXhNqqq1FPkbPSO1lrLyb6ljuIIKo5tWKoZobquz8wxYmOR/S7TrA8ccy5Im5dlZ26VJLwR4zoHj9MnOw2KOZUUIpsO3yqg2BjUhgN+SYc2OMWg7Ir1pWVqcZ8hv/LFNiM6V+dWkzq58gnp/HE2HT6rQikanHb4N4X9lrThgWLNjDNmOSG9alhbnGfIb/6mjRGf9nbudYs4WUNPT36vTigb+JTn3M6BlwIxaseWEXVZWFoWFhVFGRoZzXWlpKY0dO5YSEhKoXr16NGzYMDp2TN23NkYdpLYnvrufO96W5SyTpIWWpcV5hv7GHxioi+qKdCRoO7Ka8xBIAf+Sv9GLS3XspwLVWQYUGQOTacWWE3Zbtmyh1157jdq2beu2/rHHHqOVK1fS8uXLad26dXTkyBEaOnSokl+FMVk7Ir1pWVqcp1+/UrVv/NWDAuCq+B5hXkMghb/R658VshkuWL+brv2vBtCKLeezO336NI0YMYLeeOMNmj59unM9wkPfeustWrJkCfXs2VOsW7BgAbVs2ZJyc3Pp6quvVuorMRrhWlza9SGSrJD/Q6nmtno7T39+pfntfqF2IR5TatKLhqOq+R4RMYj0Aq8RhVkhRxSG4nfTrf/Vn1aMYBRfVzu2N1dHK7aksIOZcuDAgdS7d283Ybdt2zaqqKgQ6yXS09OpWbNmlJOT41XYlZWVick1r4IxFmqWSdKy6K6a5+krrw9CPnNDES2NCv6Y9qoRQ5Nefw1HFfE9QqAhkEKmXDF/44P1vvIedel/rU4rFjmKPq72GmjFZkIRYbd06VLavn27MGN6UlBQQFFRURQf724iSUpKEtu8kZmZSdOmTVPiqzImLZOkhZal5nlW51dC/8FjlECJdILCfL3xxzQgioy+QJN68swI+rKsvdf/q3grGjyU067RNCJXK8uA3rRisyG7sPv1119p3LhxtHr1aoqOlufNZ/LkyTR+/Hg3za5p06ZkKCxa3UBLzFx0tzq/UiWF05TykTQ/6mXfb/yDXr5Akwpr3o2uzyukZQZvRROM383zxcSQ7Xhk1orN+FyTXdjBTFlYWEgdOnRwrqusrKT169fTq6++SqtWraLy8nIqKipy0+4QjZmcnOz1mLVr1xaTYeHqBpph1qK7gfiLVtk605bOs6nznhn+3/g9NCkttWK5qKnfzZBjIJNWbNbnmuzCrlevXrRr1y63dffee6/wy02cOFFoZJGRkbRmzRqRcgD27t1Lhw4doq5du5Lp8FXzT6puwDX/mBAI1F9Uefkgov4jg377NrpWLIffzehjoCh5xnuuyS7sYmNjqXXr1m7r6tatK3LqpPWjR48WZsmGDRuKwp2PPPKIEHSGiMQMRm3n6gaMQgTlV8LDOYQ3fiNrxXL53Yw8BophM+ZzTZMKKi+99BLddNNNQrO79tprhfnyo48+IkO8zcxuTbToJqIPRzvmWPZVe46rGzAKoWVenxHg8VGQg8Z8rqki7L755huaPXu2cxmBK3PnzqUTJ05QSUmJEHS+/HWGLrbK1Q0YBZH8StBQXMGyLtsJqQyPj0KcNuZzjQtBK6m2c3UDRmHYr+QfHh8FqGfM5xoLO7nVdlffCFc3YFSA/UoajY+Bwu5lJdDnWtMujpZSOhkfFnZKqu1c3YBhzInBwu5lJZDnWuthRK+009X4cIsfpdV2qbpBnId/AD+8DsNzGYapBm6WSn6fa90eIdo4R3fjE2a323XQpyI4UEGlfv36oqg0UhcUB+YKRF1Wp7Zn7PKfhmBFkwfDmAnns8CXWyOAZ4GZsHk812C69NToFB6fQOUBmzEDQQ5zpNrVDZSEBTdjVUL135uVcI/nGnx0Oh0fFnaBwsVWHVjZV8EwBg27Vw0djw8LOyMUW9ULBiwRxDCyYtCwe9XQ8fiwsAsWM5kjLVAiiGFkhdOJDDs+HI3JmLpEEMMo4r/3V4jMyulE4fodHxZ2jOFt8QyjKpxOZMjxYTMmY3hbPMOojtX99wYcHxZ2jOFt8QyjCVb13xt0fNiMyRjeFs8wDFMdLOwYw9viGcZwkc1Ivt71gWOOZUZx2IzJGN4WzzCGgYsyaAYLO8bwtnjTlC8zy3kw3uGiDJrCwo4xNmZ5UzbLeTDe4aIMmsM+O5WotNkp58Bx+mTnYTHHMlNDzNJqxSznYVTU8KFxUQbNYc1OBbJ/PErTVubR0eJS57om9aNp6qBW1L+1R7AHY603ZbOch1FRS6Pmogyaw5qdCoLuwf9sdxN0oKC4VKzHdsbCb8pmOQ8joqZGzUUZNIeFnYLAVAmNztc7O8B2Nmla+E3ZLOdhNKrVqPGmOkk+k6ZUlOGCHFXXogypXJRBQVjYKcjm/BMXaHSetxS2Yz/Gom/KZjkPo6G2Rs1FGTSHhZ2CFJ4qlXU/5jyVTbvSMUogX0ox1hdQgthP1/Abv3U0ai7KoCkcoKIgibHRsu7HnGfzwWJaWD6S5kXOFoIt3EVWSAJwavlIuudgMXW9JIF0i/TGL/KvcBKu0pvf+E2nURusKEOlzS4sT3ghx3Oqc1pDinC92QwECzsFwYWBqEsEo/gonUzJ9R0XEBMcuPlW2TrTgxUZNDVyMaXQeVMwNLppFSPF9huNoDVLb/xeowKz+I3fbIXN9VaUwSJR5CzsFARvQLgwEHXp451dbDfqm5KWSNowBNrqso7UOXwPJVIRFVI8bbalk63KQm8Yrdlgb/yGhzXqgKLIPV8DpCjyeXd1MJzAC7Pb7YYLBTx58iTVr1+fiouLKS4ujkz/hsRlpLyaV3rMWFut1rxhYk9+mWCCzLNLDUijNpOJz9u95Su4Tm/3VqDygDU7FYBA69MqObQbg8tIeYW1ZkZLjdpsJr5Qo8h17Q/3gIWdSuChG/SFoWDhWDO8leKhAnOK50Mn2SQPHUYlgvSh6dXEJ9c9XWjSKHIWdhYsI2Wmt9Iaac0MI3OhCFx12I5rUs1rUM57OtGkUeScZ6fXgrIKJb2asXyZpDUPbp8q5izoGCsVipD7nu5cFUXuJ/NTbDdaFLnswi4zM5M6depEsbGxlJiYSEOGDKG9e/e67VNaWkpjx46lhIQEqlevHg0bNoyOHTN4OSSYHGe3Jlp0E9GHox1zLIdaX0+BpFcuX8YwNUNvJj4l7umIKn+4n1ovhvSHyy7s1q1bJwRZbm4urV69mioqKqhv375UUlLi3Oexxx6jlStX0vLly8X+R44coaFDh5JhUaKgrAJJr3p8K2UYI6E3E59S93T/Kn84/N+uYNmIaQeK+Oyys7PdlhcuXCg0vG3bttG1114rwkPfeustWrJkCfXs2VPss2DBAmrZsqUQkFdffTUZCqV8awokvertrZRhjIbeCkUoeU/3N5k/XPEAFQg30LCh48eH0IO217t3b+c+6enp1KxZM8rJyfEq7MrKysTkmlehG4LxrQVTNUGBpFe9vZUyjBZUVlaKZ1CoPDuwBT2zMs/n9mcGtqCK8jIK/T8ETmKdcEqNjQhov9LS0F5ir0ytS0SYSLXzciUyMpIiIiL0LexsNhtlZGRQ9+7dqXXr1mJdQUEBRUVFUXx8vNu+SUlJYpsvP+C0adPIcgVlZS4jpbe3UoZRE9TPwDOmqKioRse5KJJozk0XUfHZCjrn4gurFR5G9WMiKSayhPLz80kN6tuJpvdKEj45X/c0NLH654ooP79m560lkBfJyckUFhamT2EH392PP/5IGzZsqNFxJk+eTOPHj3fT7Jo2bUqWKChbkzJSHpVXIpp340RsxrJIgg5ulTp16tTowSkJzzPllVRps1FEeDjViYqo8TFDoXFpOR0p8q21pcRHU2x0FBkRMcZnzlBhYaFYbtKkif6E3cMPP0yfffYZrV+/ni666CLnekjn8vJycdG5aneIxsQ2b9SuXVtMli0oG0rhWB+VV/r3n0Hz7urEidiM5UyXkqBDFLhcxMSQ5kRHR1NU7Wgh8Coqbc71kRHhQtDVjzGmoJOIqRpkCDz8fqGaNGspIYkfeeQRWrFiBX3zzTeUlpbmtv2qq64SNtg1a9aIlAOA1IRDhw5R16467z1mlIKy1VRe6X/bYuozcZBpHM9qY4bqM1ZD8tFBozMjEGhx0ZFUUlZJ52w2qhUeTnVrB6Zp2u32kD6nJtLvht9RN8IOpktEWn7yySci107yw6FQJyQ05qNHjxZmSQStoHAnhCMEneEiMfXYoiXA6NCI9IGGqmunF8xUfcaK6O0hLve51YsO7pFefLbcEBqhHL+b7MJu3rx5Yn799de7rUd6wT333CP+fumllyg8PFxodoiy7NevH/373/8mQ6OXFi1KRYcyuq2JyDChUHy2nA4eP3PBegg+rG+e4NAYzYIiZsxAbMxz584Vk6nQQ1NGJaNDtUTjNkd6rYnIMKE+p4/4CWoB2A7TqFm0Ya6NaTaUjg41Qym2EODqM4wWbN68WVjJIHCQj4y/4e5p06YNvf766yEft6Ss0s106Q1sx35KsWXLFmrVqpXT4qc03PXAbKgRHaomCrY5CkaTLDzZXNPqMxwUox/U/C06d+4sAv0g7CZNmuQUDN999x1dd911Igbi9ttvD/q452w2WfcLlhkzZohykmpqjSzszIYeo0N12OYo2LSN/nWSqV/4cFpl66x69RkOitEPevktpEIdH374YUjCrlZ4uKz7BQvKQ06YMIFuuOEGUgs2Y5qxrZAUHRrncfNBo1NKE1IChdochVLUO+rMMZofNZv6h29Wte2JGVsyGRW9/RYIw0caF/j555+pf//+wsQJQYjKVWfPnhXbXn31VWECvfjii2nRokV04403UrOURJo17UkqKy2lZ554lEYM6k1/vf1mun/4YNrw9WpnVObpoj+EMG3fvj21a9eORowYQSdOOEz1KBaC/wftbNmyZXTLLbcIIXbHHXe4lXf0xs0336y6L5CFnZHx58uCQMv4kWjUZ0TD3nLMM3YZR9BpEWzjR5MMq9Ikp0S+QxHkbtpRqvoMt2TSD3r7LSBcdu/eLcyaUkQ72qmhmD46yezfv18IPKnAx6RJk0RSNgTg559/Th988AE1jKtDSxa8RofyD9C7K7+iN5d9SjcO+Qut+nSF+BzSDxAxD1Ppzp07xQQgzECPHj1o6dKl4m/8T+RWb9++nb799luRfqY3WNiZua2QFB3a5lbH3AimSy2DbarRJCHwUsKOU7/YX1Rpe8JBMSTfS8xvW4nKzxCVlyAU0ZC/RVZWljNABalcEFp9+vQRguX48eM0ZswYsV+tWrXo3nvvpbfffttNw6qsrBQ5zgAdZ2a/MIvOFv1Op04Wiwn0HzyU7nvwEWqeUIe2535HGzdupIkTJzpz3Z544gn68ssvaevWrW7fTRKAyKWGn1ESjHqCfXZGRCtfltmDbQLUEF8dlEKb6l6teIACt2SS0f9qiyDq/gJRURjRmaNE9S8iinEvRq/338I1QMUV1B+GIJNapgF0OEhNTaWjR48K8yVAqS3J7CnxeMY4Wp39Bd3YtS3dPGQo3TniLrq5T08h2HBcVCtxrYJ16aWXivmuXbuoY8eOzvUpKSnOv1FMRFedaapgYWfEKC2rJI6rHWwToIYYHptMXdOUrz7DLZlkjOSt51I43lZB9Ce6EqQFLPD0/ls0atRIRG36I8JLma0WLVqIco2oYwx/3sD+fejxxx+nmTNnBvX/XY8NQRlIvrXasBlTJuCc7jFjLd3xRi6NW7pTzLGsiNParInj3lAx2KayaVc6Rgnky+2C9QWUIPZTA6klk6/XJaWCYsxv/aii+LeATZp6/i0QlQkN7tSpU27BK6NGjaJz5875/eyaNWvE5+Dvg89tzpw5NH/+fOdxoTG6tis6cOCAmCPPz2iwsJMB1aO0zJg47g+Vgm02HyymKeUjxd+eAk9anlo+UuynBrAKIOgFeD5kuSVTTa0fVRpe+WnD/xZ33nmn6CyDvp8Ss2fPFiUZ4b/zxzvvvOMMMpGE5GWXXSb+RlpAt27dnFoetLVZs2ZR37593UyYRoGFnRGjtCRflr/3zLhU4ySOB4IKwTYwPyOP7sGKDCog9zd0aHRYj+1q+sgQ9ILgFwTBqBEUYxoCtWpUVuj6t5AqqEgBKgMGDLhgH7Q/W7VqFe3YsUNoXEg2RzQmUg7AwoULxWdRlB/Hcu0vOnz4cBHZee2114rpiy++oHfffde5/aOPPhKpBkg9wISG3FKkJYJQ8HnpOHl5eaL3aHZ2tphgDvUFqr/gu+AY2Bd///e//yUlCbPr0bhaDXB+Ihy2uLhYdE3QkpwDx4XJsjreu/9qebsMOP0R5N2XZaR8Op3g+luGk406h++hRCqiQoqnzbZ0slW9G8r+WwYAV1AJEuScIhWnitJ6TSm/+wuUltqYomu5jFvCpUS1Y4M6NP8W6oOAG5hTESyD2sqhyAMOUKkhmkVp6amtkEmQ/DIwP0Ow5docZiuJsKq3eC38MniYcksmOSN58UYTSRRVL+hD829hTFjY1RBNo7T00lbIJEh+GfhZfcR+so/MsJG8XkD6gUkq+jPVwz67GqJ5lJbRE8d1BvvITISvSF5odA0CTztgzAFrdjWEtQHzAYGGvnTslzEBkvXjlxyikhii+OZEsQ1Zo7MgLOxk1AY8q6FDG+DK9MZEd34ZjZvXGhqM00UdiZAvFlWXBZ1FYWEnE6wNMIrhpeWQIxBpBgciMUyAsLAzsTbAIdImQKvmtYwDZGYh8Rz5eBFV0ZusGRoSFnYmRS9NJpkaYJWC33rlbJGjpBgqrbgGtwRZRJrRBxyNaUL01mSSMVDzWua8oEOxaFdB51pEGtsZQ8HCzmTorckkUwOsVPBbb6ZLaHT+CKKItBzlwtBJAN3GpX52KAuGkltG5LfffqPx48fTNddcI0qbdejQgV577TXF/y+bMU1GME0m9eRf1AS9RzhareC3XoCPzlOj87xujuxwTA0ulve68fARdu7USbTugbBz7Wf33XffCUGBMlm33347GYmFCxfS999/T6tXrxalv9A3D4WlUePTW78+uWBhZzL00GTSEBghwlHt5rVM9cWh89cTbZxDVPK7/NeNPx+hB927dxcteD788EPDCbuUlBTR8VyqcYnz6N27N7333nuKCjs2Y5oMvTeZ1FWEo6c/TIpwxHY9lbzy11hGzua1jANEXfoSdKunuAs6ua6b6nyEXkA7Hqnz+M8//0z9+/cXJk4IwoyMDDp79qzYhu4H6enpomM5GrTeeOON1LBhQ7EPCiz/9a9/pS5duohO57169RKdDySOHTsmhCk6HrRr145GjBghuiAAdE/A/4PWic4Jt9xyC7Vs2ZLuuOMOKisr83mq9913n/iurkDw+fuMHLCwMxmaly8zfIQjInwmOfazWPNapgqkF0CjcgXXAzQ6r9TwugnERyjtVwWEy+7du4UmBCHRr18/0YA1NzeX1q1bJ1r8QJiBhx9+WJhACwsLhQD8/PPP6YMPPhBmw1deeYX27dtHmzZtorVr1wphhmNLDB06VJhK0YoHE4AwAz169HD2wsP/RPPX7du307fffutsAxTY6dvF/7/ttttISdiMaTK4fJmMEY6oNaoHuOC3uiCPDqZDV42q4IcLNTq5rpvqfIRVZGVl0sJFi4Q2Fh8fL4RWnz59aMGCBXT8+HEaM2aM2A8NW++9917RYw7CDEINoOv46NGjxd/Q4jCNGzeO/vzzT9EeB0INn+nUqZPY5+uvv6aNGzfS4sWLxTI0OJgfr7zyStq6datbA1dJAMbExFDnzp2dgjEQ8P2TkpKc318pWNiZEC5fZsIIR6ngN6MOIo8u7bwP7YzDdKfIdRNgA9lJ4x+le/728AXrEeABQQbhJQGBmJqaSkePHhXmS5CYmOg0e0pA6/vss8+oWbNmdOutt9LIkSOdzWJx3IiICNFDTuLSSy8V8127drkJO/jhJGJjY0WPuUD44YcfaMaMGfTVV19V21W9prCwMylcvswHHOHIBCPwous7NC8RJKTQdePLR+hJuO/HdaNGjUTUpt9/E3GhJaBFixa0d+9eIfDgz4PARIfxmTNnBvadvBwbGmAgPcF/+eUXuuuuu4T5s2nTpqQ07LOzQPmywe1Txdzygs41wtGfVzMulSMcmfMmTXQyv6yfcteNNx+hN2o5zJGeIJoRGtypU6fcgldGjRpF586d83vINWvWiM/B3wehM2fOHJo/f77zuNAY0SFc4sCBA2KOPL+acOTIEeEPfPvtt6lVK0eTZKXzBlnYMdaCIxwZvV03ko8wkP28cOedd9JFF11EmZmZznWzZ8+m8PDwak2D77zzjjPIRBKSl112mfj7hhtuoG7dujm1PGhrs2bNor59+7qZMIMF/kUcAyZTAP8fJuTfKYl1hR2ipvK/Jdr1gWOul+g7o2OEceUIR2UxwjWgt+sGJlM0lPXQ8DZ/v4euH/6I+DsrK4sGDBhwwUcRgLJq1SrasWOH0LiQbI5oTKQcAAiRrKwsKigoEP44pAxIICAF0ZfXXnutmJB28O677zq3f/TRRyLVAKkHmGw2mzPSEkEo+Lx0nLy8PJo8eTJlZ2eLCeZQb+C7/PTTT/T3v/9dBMNIE7Q9JQmzB2JcVYC5c+eKNwb8AMjfgPqMKJ5AgPMTkUOIIIqLizNnQrERMdq46r2CihHR6TWAgA2Y4xBsISUz6/K64S4LQf9+gcoDTTQ7vEmgNtrUqVNFXgaEHfJEkAeiOEZJKDYaRhxXKcKxza2OOQs6610DertuJB9hnYaOOQs62dBE2L344ot0//33i1wQOCfhEK1Tp45wViqK0RKKjQKPK8PXAKNzVBd25eXltG3bNlELzfklwsPFck5OjtfPoEIAVFXXKSS4ZYoy8LgyfA0wOkd1YffHH3+IcFZkzLuCZfjvvIEoI9hkpSnknAyjJhTrHR5Xhq8BRucYIhoTET5wPkrTr7/+GtqBOKFYGXhcGYNcA4gmZIyHHL+b6hVUkOmPbHtU03YFy8nJyV4/g9Baqb5bjeCWKcrA48ro/BqIiooS7hKEtzdu3Fgso9IHo2+QLADX1++//y5+P/xuhhF2+LJXXXWVyNxH1r4ktbGMOm2qJIYiMsxXmWROKA4eHldG59cAHpQIW0elEaXzuRj5QQAj6nfidzRUnh1SD1DKBq3YkVuHbP/333+f9uzZc4EvT708u1THzajHfDCjwOPK6PwawOMOJbQQN8AYA1gCUQnGlyYeqDzQLKkc2f1SUjky89GKAg0EA6HGwg5wQrEy8LgyfA0wKqJ7YVcTZBF2DMMwjOHRdQUVhmEYhlETFnYMwzCM6TFk81bJ8hpyJRWGYRjGFEhyoDqPnCGFndSkUI3utgzDMIwx5AJ8d6YKUEFeHnJlYmNja5QYijcCCExUZOFAlwvh8fENj41/eHz8w+Mj3/hAhEHQpaSk+M3DM6RmhxNCZ165wGDyBecbHh/f8Nj4h8fHPzw+8oyPP41OggNUGIZhGNPDwo5hGIYxPZYWdigujW7pshSZNiE8Pr7hsfEPj49/eHzUHx9DBqgwDMMwTDBYWrNjGIZhrAELO4ZhGMb0sLBjGIZhTA8LO4ZhGMb0sLBjGIZhTI9lhd3cuXPp4osvpujoaNE0dvPmzWRF1q9fT4MGDRKldlB67eOPP3bbjmDdKVOmUJMmTSgmJoZ69+5N+/btI6uQmZlJnTp1EqXpEhMTaciQIbR37163fUpLS2ns2LGUkJBA9erVo2HDhtGxY8fICsybN4/atm3rrHTRtWtX+uKLL5zbrTw2nmRlZYl7LCMjw7nOyuPzzDPPiPFwndLT0xUbG0sKu2XLltH48eNFHsf27dupXbt21K9fPyosLCSrUVJSIs4fwt8bzz//vOgiP3/+fNq0aRPVrVtXjBUuRCuwbt06ccPl5ubS6tWrqaKigvr27SvGTeKxxx6jlStX0vLly8X+qNs6dOhQsgIo24eH+LZt22jr1q3Us2dPGjx4MP30009k9bFxZcuWLfTaa6+JFwNXrD4+V1xxBR09etQ5bdiwQbmxsVuQzp0728eOHetcrqystKekpNgzMzPtVgaXw4oVK5zLNpvNnpycbJ85c6ZzXVFRkb127dr29957z25FCgsLxTitW7fOOR6RkZH25cuXO/fZvXu32CcnJ8duRRo0aGB/8803eWyqOHXqlL1Fixb21atX26+77jr7uHHjxHqrj8/UqVPt7dq187pNibGxnGZXXl4u3kJhjnMtLI3lnJwcTb+b3sjPz6eCggK3sULBVZh9rTpWxcXFYt6wYUMxx7UEbc91jGCKadasmeXGqLKykpYuXSq0XpgzeWwcwDIwcOBAt3EAPD4kXCJwofzf//0fjRgxgg4dOqTY2Biy60FN+OOPP8RNmZSU5LYey3v27NHse+kRCDrgbaykbVYCraXgb+nevTu1bt1arMM4REVFUXx8vGXHaNeuXUK4wbQN38qKFSuoVatWtHPnTsuPDYQ/XCUwY3pi9WunS5cutHDhQrr88suFCXPatGl0zTXX0I8//qjI2FhO2DFMTd7QcSO6+hUYEg8rCDZovR988AGNGjVK+FisDnqxjRs3Tvh6EQjHuDNgwADn3/BlQvg1b96c3n//fREMJzeWM2M2atSIIiIiLojqwXJycrJm30uPSOPBY0X08MMP02effUZff/21Wy9FjANM40VFRZYdI7yBX3rppXTVVVeJ6FUEPL388suWHxuY4hD01qFDB6pVq5aY8BKAgC/8DS3FyuPjCbS4yy67jPbv36/ItWM5YYcbEzflmjVr3MxTWIYphjlPWlqauLBcxwodhBGVaZWxQtwOBB1Mc2vXrhVj4gqupcjISLcxQmoCfA9WGSNPcD+VlZVZfmx69eolTLzQeqWpY8eOwjcl/W3l8fHk9OnTdODAAZHmpMi1Y7cgS5cuFRGFCxcutOfl5dnHjBljj4+PtxcUFNitBiLFduzYISZcDi+++KL4++DBg2J7VlaWGJtPPvnE/sMPP9gHDx5sT0tLs589e9ZuBR588EF7/fr17d9884396NGjzunMmTPOfR544AF7s2bN7GvXrrVv3brV3rVrVzFZgUmTJonI1Pz8fHF9YDksLMz+5Zdf2q0+Nt5wjca0+vg8/vjj4r7CtfPdd9/Ze/fubW/UqJGIeFZibCwp7MCcOXPEQEZFRYlUhNzcXLsV+frrr4WQ85xGjRrlTD94+umn7UlJSeIFoVevXva9e/farYK3scG0YMEC5z4Q/A899JAIua9Tp479lltuEQLRCtx333325s2bi/uocePG4vqQBJ3VxyYQYWfl8bn99tvtTZo0EddOamqqWN6/f79iY8P97BiGYRjTYzmfHcMwDGM9WNgxDMMwpoeFHcMwDGN6WNgxDMMwpoeFHcMwDGN6WNgxDMMwpoeFHcMwDGN6WNgxDMMwpoeFHcMwDGN6WNgxDMMwpoeFHcMwDENm5/8B0Sn3AGUZ63UAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# modifying the arrows\n", + "# fancy\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.scatter(x,y1, label = \"Person 1\")\n", + "ax.scatter(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='lower right', prop = {\"family\":\"serif\"})\n", + "ax.annotate('This is important!',\n", + " xy=(10, 95), xytext=(20, 94),\n", + " arrowprops = dict(arrowstyle = \"fancy\",\n", + " color = \"green\"))\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "ceb11e54", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# non-locator--removing ticks and labels\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.scatter(x,y1, label = \"Person 1\")\n", + "ax.scatter(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "\n", + "ax.yaxis.set_major_locator(plt.NullLocator()) # remove y ticks\n", + "ax.xaxis.set_major_locator(plt.NullLocator()) # remove x ticks\n", + "\n", + "ax.yaxis.set_major_formatter(plt.NullFormatter()) # remove y labels\n", + "ax.xaxis.set_major_formatter(plt.NullFormatter()) # remove x labels" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "3aa8afab", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# limiting locator\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.scatter(x,y1, label = \"Person 1\")\n", + "ax.scatter(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "ax.xaxis.set_major_locator(plt.MaxNLocator(8))" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "d4de7e52", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# multiple locators\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.scatter(x,y1, label = \"Person 1\")\n", + "ax.scatter(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "ax.xaxis.set_major_locator(plt.MultipleLocator(5))\n" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "239fa74a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([-10., 0., 10., 20., 30., 40., 50., 60.]),\n", + " [Text(-10.0, 0, '−10'),\n", + " Text(0.0, 0, '0'),\n", + " Text(10.0, 0, '10'),\n", + " Text(20.0, 0, '20'),\n", + " Text(30.0, 0, '30'),\n", + " Text(40.0, 0, '40'),\n", + " Text(50.0, 0, '50'),\n", + " Text(60.0, 0, '60')])" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# rotating labels\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.scatter(x,y1, label = \"Person 1\")\n", + "ax.scatter(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "plt.xticks(rotation=45, ha='right')\n" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "visualization-env", + "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": "3.11.13" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/02_activities/participation/Participation_codes_Session3.ipynb b/02_activities/participation/Participation_codes_Session3.ipynb new file mode 100644 index 000000000..9f311f29e --- /dev/null +++ b/02_activities/participation/Participation_codes_Session3.ipynb @@ -0,0 +1,598 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "7e660f8b", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import scipy\n", + "import PIL\n", + "import requests\n", + "from PIL import Image\n", + "import requests\n", + "from io import BytesIO\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "6ec56c6c", + "metadata": {}, + "source": [ + "Code Session 3-Jan 27" + ] + }, + { + "cell_type": "markdown", + "id": "c8949790", + "metadata": {}, + "source": [ + "Activity: Modifying axis title font\n", + "Adding a label with plt.xlabel, and modify this with fontdict. Using ax.set_xlabel, though, allows us to add label/title to a specific axis (could be helpful when having multiple subplots)." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "207fefee", + "metadata": {}, + "outputs": [], + "source": [ + "# Producing the data from last session\n", + "np.random.seed(613)\n", + "x = np.arange(50)\n", + "y1 = np.random.randint(0,100,50)\n", + "y2 = np.random.randint(0,100,50)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "879c5650", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Shiny New X Axis!')" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# activity modifying axis title font\n", + "font1 = {'family':'serif','color':'indigo'}\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.scatter(x,y1, label = \"Person 1\")\n", + "ax.scatter(x,y2, label = \"Person 2\")\n", + "ax.legend(loc='lower right')\n", + "ax.set_xlabel('Shiny New X Axis!', fontsize = 18, fontdict = font1)\n", + "#plt.xlabel('Shiny New X Axis!', fontsize = 18, fontdict = font1)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "f561108e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['Solarize_Light2',\n", + " '_classic_test_patch',\n", + " '_mpl-gallery',\n", + " '_mpl-gallery-nogrid',\n", + " 'bmh',\n", + " 'classic',\n", + " 'dark_background',\n", + " 'fast',\n", + " 'fivethirtyeight',\n", + " 'ggplot',\n", + " 'grayscale',\n", + " 'petroff10',\n", + " 'seaborn-v0_8',\n", + " 'seaborn-v0_8-bright',\n", + " 'seaborn-v0_8-colorblind',\n", + " 'seaborn-v0_8-dark',\n", + " 'seaborn-v0_8-dark-palette',\n", + " 'seaborn-v0_8-darkgrid',\n", + " 'seaborn-v0_8-deep',\n", + " 'seaborn-v0_8-muted',\n", + " 'seaborn-v0_8-notebook',\n", + " 'seaborn-v0_8-paper',\n", + " 'seaborn-v0_8-pastel',\n", + " 'seaborn-v0_8-poster',\n", + " 'seaborn-v0_8-talk',\n", + " 'seaborn-v0_8-ticks',\n", + " 'seaborn-v0_8-white',\n", + " 'seaborn-v0_8-whitegrid',\n", + " 'tableau-colorblind10']" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# modifying the styles\n", + "# showing all avalible styles\n", + "plt.style.available\n" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "5911f251", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/var/folders/5s/lqr8kdvd3qx9q3r5ykdg6jcw0000gn/T/ipykernel_6680/3613891178.py:6: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# activate one style for subsequent figure\n", + "plt.style.use('fivethirtyeight')\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.plot(x,y1)\n", + "ax.plot(x,y2)\n", + "fig.show()" + ] + }, + { + "cell_type": "markdown", + "id": "7b6ce0ea", + "metadata": {}, + "source": [ + "Ended the remainning part from last session. Starting the actual coding session for this session." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "875f354d", + "metadata": {}, + "outputs": [], + "source": [ + "# setting up the data for this session\n", + "np.random.seed(613)\n", + "x1 = np.arange(50)\n", + "y1 = np.random.randint(0, 75,50)\n", + "x2 = np.array([\"Luffy\", \"Zoro\", \"Nami\", \"Usopp\", \"Sanji\"])\n", + "y2 = np.array([110, 180, 240, 99, 220])" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "2f9927ba", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# defining multiple subplots. One scatter and the other bar graph\n", + "fig, (ax1, ax2) = plt.subplots(ncols=2,\n", + " nrows=1,\n", + " figsize=(7, 3))\n", + "ax1.scatter(x1,y1)\n", + "ax2.bar(x2,y2)\n" + ] + }, + { + "cell_type": "markdown", + "id": "fe6fa37f", + "metadata": {}, + "source": [ + "Activity Customizing the plots.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "f3dab117", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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2THr37i3Tpk3z+r4YDxJDCKEwBy2MWgukdollqA63de7cObt1ChLu1mX8+IV7GwLNbPtktv0x4z4VNcj+MJCkkBfO7Dq+Sxb+e6GknktVhTPv3PEOpyEkw7VEfvTRR9KzZ0+ZNWuW6g7yRdmyZeXAgQNy8eLF/OAQeZC7du1SeZCOgaSn/EkionBiIEkhceriKVn8x2LZuWenNK7YWAbdMEjqlaknRg6I2XJq7SASg4/Pnj3bZaW2J5mZmfLrr7+qcScRUGpatmwpH3/8sWzatEluvvlmp9lutHWIiPSEgSQFDQpnvkr5Sj765SPJysmStqXbygctP5ASccZsfTyXkyfjdmbI56lZkpN3RaIjisgdiTEypmlJKRHNIVmt0p2NIBI5jpjpxl0Qia5o5Dhdc801dsvRAonpFHF737591eDjmrvvvltefPFF9bgPPvig3YDk77zzjgo6u3btGuS9JCLyDQNJCjjHwpnxbcZLQmSCGibFqNXXCCI7rj4p+9Ivi20t7NxfMmVL2iXZ0LU8g0mTwyw1ixcvVmNAIkCcPHmy0zpdunSRxo0by+nTp1Wr4o033ih169ZVSfMnTpyQr7/+WgWG9evXl3HjxtndNyEhQT0mqsCRR4nAUpsiEY83b948zmpDRLrDQJICVjiz8reVqnCmfPHy8sB1D9gVzmCYGSNDS6RjEAm4juXjd2bIpOYJYdo6CoWUlBR1ef78eZkyZYrLdTCnNgLJ0qVLy4ABA9RA5Bs2bFCz3sTGxqqgEoEiZqrBdUf33XefanmcOnWqfPjhh+rzg2kTR44cqQYyJyLSGwaSVOjCGbQ+onCmU82uUrncVNl0NEo2bkXX7/H8rl9jtkP+Bd3Z7kblw/J1qVkyqXmIN4pCCkU1+PMGCmhctVh647bbblN/RERGwECS/CqcWfLLEll/cL00Kt9IFc5UKVHHpus316nrd/VtJQ0dMCMn0hPczgIcIiKyGgaS5FPhzOK9i+XylcvS+9resqz7svycx6e3p3vs+p2YnCmDKjg/rhGCL2wfCms8we163w8iMp6EeUeC8KjF0SQQ0EdMf/hqcRhZDwNJ8qpw5sdjP6rCmVfaviKV4ir53PX7xZGc/EDSiNXP2D60rrraR2xx50T9DxpLREQUaAwkycmFnAv5M86gcObBBg96nHHG+65fkfM5V6TrOuNVPyPIxfY5bje2tF5ClIxuatyueyIiIn8xkCSXhTOYcWZu57lezTjjfdevyITkTENWPyO4RZCL7Vtn05KKlkgEkXoMfomIiIKNgaTFaYUzGw5uyC+c8WfGmYK6fm+vejWXcv2RHMNWPyNYRJCL7TNCbicREVGwMZC0IBTObDq0Sc04oxXOLO2+tFCDhRfU9ftM4zg5nXbGNNXPet8+IiKiUGAgaYKgMDLCu7l+/0j/QxbtXaRmnOlQvYPbwplgdP1G52bLmSJXu7hF3AeTrH4mIiIyDgaSBvbf0/+VcVvHyQd3feCxcGbl7ytlxb4VUqF4BenboK/Hwplgdf1m/W9oyU5Vo2XevkusfiYiIjIBBpIGdfjcYfnnpn/Ku53f9Vg4g/XuquN94UyguAtUn20cJ1tP5LL6mYiIyAQYSBrQ6YunZcj6ITKj4wypEPfXKN9/XvhTlvx6tXCmcfnG8vgNj0vdMnVFT+Kji7D6mYiIyCQYSBpMZk6mDPx8oLzS5hWpUaqGy8IZ2xln9IjVz0RERObAQNJAsnOz5bHPH5MRN4+Q+Oh4lR+JGWdQOPNq21elYlxFMRoGkURERMbFQNIg8q7kydD1QyWxZKK8sfON/MKZ0S1GMxgjIiKisGBCmkEgJ3LN/jWScjZFtUB2qd1FikUWk7TMNLmcdzncm0dEREQWxBZJg5hx2wwZ02KMHM88Lscyj0na+TTZfWK3un7ywkmVH9k2sa0MvmFwuDeViIiILIKBpEGgeKZqiarqj4iIiEgP2LVNRERERH5hIElEREREfmEgSURERER+YY6kjnGwbiIiIn1LmHckCI9aXEROBfQR0x8OTo0FA0mdOZeTJ+N2ZsjnNtMH3pEYI2M4fSARERHpDANJnQWRHVeflH3plyXPZvncXzJlS9olNUc1g0kiIiLSC0YlOoKWSMcgEnAdy8fvzAjTlhERERE5YyCpI+jOdgwiNVi+LjUrxFtERERE5B4DSR0V1iAn0hPcjvWIiIiIDB1Irlq1Snr06CE1a9aUihUrSuPGjeXRRx+Vw4cP262XkZEhzz33nDRs2FAqVKggjRo1kjFjxsj58+cDsf2mgepsFNZ4gttZxU1ERESGLbZBi9hTTz0l8+fPV0HkvffeK/Hx8ZKWliZbt26V1NRUqVatmlo3MzNTunTpIj///LN06NBBevbsKcnJyTJjxgy17tq1ayUmJiYY++XVfugtKEN1Ngpr8txE/J0Tw/NaEREREQUkkHz77bdVEDlgwACZNGmSREZG2t1++fLl/P9ff/11FUQ++eSTMnbs2Pzl+H/69Okyc+ZMGTFihISK3ofWwXagOtux4AZbVi8hSkY3LRnGrSMiIiKy51P0dPHiRRU81qhRQyZOnOgUREJUVFR+i9/ChQtVa+XIkSPt1sF1LF+wYIGEemgdtPilnM+VtAt56hLXsRy3hxuCWQzxM/C6OEmKj5TKxSPUJa6v59A/REREZOQWyU2bNkl6err07dtXcnNzVdf0/v37pVSpUtKuXTupVatW/rpYju7uW2+9VeLi4uweB9ebNWsmGzduVDmVWld4uIfWmdQ8QcINwSK2Y1JzfXa/EwUS3+NERBYKJHfv3q0u0RLZsmVL+f333/Nvi4iIkCFDhsj48ePzA0mwDS5tYTkCSaxXUCCZleXdsDfZ2dl2l7bWpVz0OLTO2pSL8tL1zEEMFk/Hhqx1XM7nXJEJyZmy/khOfopJp6rR8mzjOImPDk5QGa5cbCIis/MpkPzzzz/V5VtvvSVNmjRRLZR169ZVBTTIg3zzzTdVAQ6qt1GtDWitdKVkyav5ftp6nhw9elS1gHrr+PHjdtcxYk5WDn5I3HcNZ+VclpSUVGHjSHA5Hhuy1nHJvCzySHKMHLxQRPJE+7BdkXn7suSrwxflvcZZEhfg+bZw4uvuhJaIiArHp6/svLyrbXpFixaVRYsWSeXKldX1Fi1aqAKcVq1aqWASgWQgValSxav10KqCH0QMR4RttBWz+4xItvs8yJjoKElKSpRQsGJ3nqdjQ9Y4Lnjfj/4pUw5euOQixaSICi4/OF1axjeNFz3CCe2nn34qGzZskN9++029bqVLl1ZpOsOHD5ebbrrJ6T44UUY++cqVK+XEiRPqdcawaaNGjVJ54q6+Y9955x15//335cCBAyoNCGlDGDINuelERIYOJLVWxOuvvz4/iNTUr19ffdHhyw95lNq6Z8+edflYWkuktl4gu6Xwg+h4n85JsR6H1rkzKTao3V96rxgPFVfHhsx7XBzf9ycu5nlMMVl/9LJMaanP98ecOXPUaBPodWnfvr2UK1dOpeasWbNG/c2dO1fuueee/PX9Gf4MPTsoQrzuuutk0KBBKs8cwSt6f7788kupXbt2GPaciChAgWSdOnU8dldry5HTqH3hIbB0RVseqi/GcA6to1WMOz43AltsEyq1rRRMkjW4e997M3uTHlvsb7zxRlm9erXqebG1bds26d69uxrKDIFjsWLF/Br+bMuWLSqIRA8PgkethbhXr17qD6NdLF++PGT7S0TkDZ+il9atW6vLffv2Od2Wk5OT3xWDM3UEiGi13LFjhzozt4XrWF69evWQVGyHe2gdbyrGiczG3fveqLM3devWzSmIBAR++G5ET8zevXv9Hv5Mu/7888/bpRl07NhRPS9aJTHhAxGRnvgUPaFLB100CBgdvwSnTZumurFxRo6xJPFj0K9fPzUV4uTJk+3WxXUs79+/v4RjaJ3kXpVkb+9K6hLXg90aiG49T91561K9q0onMhJP73sx2exN0dHR6lIbW1cb/gz5k+6GPzt48KDdlLLffvutuq158+ZOj49h1ABd4kREeuJzfeTUqVOlU6dO8sQTT6i8IHR3I+8H3TKJiYkybty4/HWRgI48IHTjYB1Ueu/Zs0edWaObaPDgwRIuoWr1QMsEuuuM2p1HFKz3vZhk9ia0Em7evFkqVaokDRo08Gv4M/TSHDt2TOWau5roQXsc7XEL4u2QaYFmxmG+zLhPwRCu9xzwGAX2GPmaL+9zIIlWya+++kpeffVV9UWIoBCViAMHDpSnn35aypcvn78uzq4RbKJqcdWqVfLNN9+odYcNG6aqFmNjY8XsEByiu86o3XnhwKDaGu/7yCIiFWIj1HpoiUQQabRcYaT0oCjm0qVLKvdRCwJ9Hf6soOJDX4ZL82fItEAz4zBf4dun4mIEeki74DEq/DHyZ7g0v0Zswxk0EsW9gS/SCRMmqD+rQnW2p4pxo3bnBRKr2q33vh9wbZxMbFbKsCcNGKoHkzCg2AZpOn369BG98HbItEAz4zBf4d+nU2IE6JEMFx6j8B6jAA/9S3qrGDcCVrVb931v5CBy6NChsmzZMundu7fKEbfl6/BnBbU4+jJcGoR7iC0zDvNlxn0KJD28NjxGngXrteGvs8krxo2AVe3mZNb3vdYSuXjxYjU25KxZs9QUsbZ8Hf4MaUDIsTx06JDLLulQD5dGROQttkiGKDdPqxif1Jw5gP5UtU9sZs3XzOjvFbO977Ug8qOPPlKDj8+ePdtlcYzj8Ge2ldvuhj9r2bKlfPLJJ7J9+3b1vy3ko2tDDRER6YkxmwQC3K369PZ0abzsmNRfekxd4jqWB4vRf0xDXd17ODM3ZMfGqu/JUDD6+17rzkYQiWkOMdONqyAS/Bn+TLv+yiuv2FWfYkpGDA2EodeSkpKCsm9ERP6ydIskc/OMUd2LODPtQp4ljg3fk/o1adIk1Z2NwcSvueYapwARMI5u48aN/Rr+rE2bNvLQQw+pMXrbtm2rhlnDkEArVqxQc3q/9tprIdtXIiJvWTqQ9CY3D91yRmWUrkRP1b1i0mNj1fekkaWkpKhLtCZOmTLF5TpoMdQCSX+GP0PQibEk33//fXn77bfVY3Tt2lXGjBmjhl4jItKbIunp6d6PGmyAwTYxThJK3L2pTkKXYcp592OtoTAAs98YiV6H0fF0bPyZk9mIx8YboX5P+vqZIbLa+ync+5Qw74gYQfrDVcP23DxG4T1Glm2RNOOMM0btFtWqe9HahsKa7Nw8OZl1RXKvmOfYWPU9SURE5qa/qCJEzDjjjJGH0bGdB/2X+ypL1TjXRQxGPTZWfU8GG4JqIiIKH8sGkoAuX3cvgBFnnPFmGB0jQKBktmPjLavuty/MWtVORGRElg4kkTdYNyHK6UUw4owzvnSLGoGZjo0vrLrfvqZvIF0DuaSo5sclrmM5g0kiotCydCBpppk3zNYtaqZj4wur7rcV0jeIiMzIssU2Zpx5w9MwOkbsFjXTsfGFVfc7UOkbeN2IiCg0rN284cDoP9hm7hY1+rHxl1X32wrpG0REZsBA0kTYLUpmZrb0DSIiM7B817bZsFuUzMxs6RtEREbHJioTYxBJZmPm9A0iIiNiIOkF5lxZ51jxWOv79WH6BhGRvrBr22BzVlPgjxWPtbFeH6ZvUOjnPS4uIqdMMzc1USAxkDTRnNVWVNhjxWPtmd5fHwaRREThZd1fyBANehzurkCzK+yx4gDXnvH1ISIiTxhIBmHOas4FbJxjZZb5yYOFrw8REXnCru1CDHrsqltN712BZlLYY1XY+5sdXx8iIioII5oAD3rMrkDjHCsOcO0ZXx8iIioIA0kXUJHq7oUpaNBjdgUa51h5e38r57kW9vUlIiJzYyAZwEGPORew8Qaodnd/tLGVKlpE1qRctHSeKwcAJyIiTxhIBnDQY3YFGm+Aalf3rxYXIQlFi8jZ7CtyODNP0i7kScr5XJXnivxXKwWTHACciIg8YbFNgAc95lzAYrgBqh3vP2rHWZfH0DbPFetbBQcAJyIid9ic4AVffjjZFRhehQ1ycH/mubrHIJKIiGwxkAwwdgUaG/NciYiIvMeu7SBgV6BxMc+ViIjIe2weCzIGHMbDIW+IiIi8w0CSyAHzXImIiLzDQJLIAfNciYiIvMMcSSIXmOdKRERUMDatEBWAQSQREZFrDCSJiIiIyC8MJImIiIjILwwkiYiIiMgvDCR1Qm8zpehte4iIiEh/GEiG0bmcPHl6e7o0XnZM6i89pi5xHcu5PUT6s2TJEnnyySelXbt2UqFCBUlISJBFixa5XHfChAnqdnd/hw4dcnm/jRs3yp133inVqlWTxMRE6dq1q3z99ddB3jMiIv9w+J8wQXDWcfVJ2Zd+WWzDtLm/ZMqWtEtqHMNQjleot+0h0qPx48dLamqqlC1bVipWrKj+L8j9998vSUlJTstLlSrlMlAdNGiQlCtXTt0PVqxYIT169JD58+dL9+7dA7QnRESBwUAyTMbtzHAK2gDXsXz8zgw1jqFVt4dIj2bMmCG1atVSgeG0adPkpZdeKvA+DzzwgLRu3brA9dLT0+Xpp59WQSpaIKtWraqWowW0TZs2MmLECOnQoYOUKFEiIPtCRBQIbGIKk89Ts5yCNg2Wr0vNCmlOY6C3h8iM0KXtqnUxED799FM5e/asPPbYY/lBJOD/gQMHyqlTp2T16tVBeW4iIn+xRTIMEPTl5HkO/HB7QTOqoDsaLYkIArF+dEQRuSMxRs0V7Us3dKC2h4icbdu2TXbu3CkRERGqNRPBaHx8vNN63377rbpEq6OjW2+9VSZOnChbt27N7/ImItIDBpJhgGAMQZ8nuL2gIDJQOY2B2B4iErdFN465kQgKHQPC/fv3q8vatWs7PYa2TFunIFlZ4elByM7Otrsk/R0jM+4P33eBPUYxMTHiCwaSYYKWQwR9rrqTEf51TowJaU5jYbfHG+EcUYitqRRqDRs2lDfffFNatWollSpVkuPHj8sXX3whr776qgwZMkQFlKjO1mRkZKjLkiVLOj2WlheprVOQo0ePSm5uroQL9jV8iosReFOoZc79MeP7rriY5RhFRkaqnhNfMJAME3Q/o+XQMRhE0FYvIUpGN3X+MfE1p3FS89BtT0Hd7+tSLkpWTozE7D4jnZNife5+L8xzF7brn8gfd911l9316tWrq/zHevXqqSpsVIDbBpKBVKVKFQkHtAjhxxwV7UWLFg3LNoicEiPA0E7W3B8zvu9OiZWPUUACyenTp8vYsWPV/xs2bJCbb77Z7nacRaMrZ+XKlXLixAl1sPFFOmrUKJe5QlaAQAbdz2g5XGcT6KDlb3QBgU4wchoLsz3ed79HiGTnhWRIIQ5nRHrVtm1bqVmzpuzdu1d9N2otkNollpUpU8buPufOnbNbJ9BdU4GGH/Nwb4Peme310cP+8H3nWbBem0IHkvgyRA5QXFycZGZmOt2OZV26dJGff/5ZJZH37NlTkpOT1TAaSBxfu3atZQ88Ahl0P6Pl0JegL1g5jf5ujx6HFOJwRqRnGOLnwIEDcvHixfzgEHmQu3btUnmQjoGkp/xJIqJwKlSTTE5OjgwePFgaNWqkgkVXXn/9dRVEYiy05cuXq5ZLXOL6Tz/9JDNnzizMJpiGr0EbumjdHbxA5DQGIp8wnEMKcTgj0iucXP/666/q5BsBpaZly5bqctOmTS5nu7Fdh4jIFIHklClT1BciEsqRoOkIrVoLFy5U3dcjR460uw3XsXzBggWF2QTLQp5f3YQopwNY2JzGQPGl+91Mz02kdUX//vvvTsvRAjl8+HB1O9J7oqL+6hS6++67VevknDlz5MiRI/nL8f8777yjgk5Ml0hEpCd+d23v3r1bpk6dKs8995xce+21LtdBd0xaWpoaAw1n37ZwvVmzZupM+/Dhw2peWfJeMHIa/eWqGzwUQwq5637ncEYULDjx/e677/LTegAny9oYkLfccos89NBDcvr0aZUrfuONN0rdunVVXjjywzFjDQLD+vXry7hx4+weG/NvT548WU2RiDxKBJbaFIl4vHnz5nFWGyIyRyB56dKl/C5tnF27o+X1uCslx3IEkljPUyDp7dhHVhtLKlpEXro+Rv3ZBVW52ZIV5JE/zudckQnJmbL+SE5+ENuparQ82zhO4qOvbkfHKlEyb1+u2yGFOlWJ8nnsMW+eN1jPbUZW+cwEKg8bQeTixYvtlm3fvl39aRBIli5dWgYMGKAGIkcBIqY/jI2NVUElAkXMVIPrju677z7V8oiT9A8//FB9pps0aaJ6cDCQORGRKQJJjIOG4G/z5s0uu7Q12phnGC/NFdsqxUCOiRbeMczML/OyyCPJMXLwQhHJEy14uyLz9mXJV4cvynuNsyQuSqRfGZGvijuuh0DuitQofkUeLHNGUlPPBPx5IdDPbXZm/sz4My6aO7NmzVJ/BcF3G1oX/XHbbbepPyIiUwaS33//vaq4fuaZZ1T3TCh4OyZa+MeSsobnd56XgxcuuaiILqICtw9Ol5bxTa8O67S+2hWZmJwpXxzOlqzLuRITFSm3Vysmzzi0IAb6ee2e26b18vaq0X49t1nxM0NERCELJC9fvqy6tBs0aCBPPfVUgetrLY5nz551ebunmRwK0y3FsaSCa8PRdI8V0euPXpYpLa++/jgMU1rGyvisLElJSZWkpES/j40vz2v73FM4s02B+JkhIqKgB5Lnz5/Pz3ssX768y3U6duyoLj/44IP8IhyMl+aKtpxjoxlHYQZDL0wcV9hB2BlEEhERhTmQLFasmPTr18/lbdu2bVNBZufOnaVcuXKSlJSkAsTKlSvLjh071NhptpXbuI7lmDaMFdvGEa6KaFZi+46tsEREpKtAElWGyI90BV3eCCRHjBhhN0UiAs/XXntNJZ5r0ygCrqOFE+uTsWAwdEw1mBekwdD19rxGwvnFiYgolAIy17YnGB4I0yBiPm5MjYihLPbs2aNmb8AYawhAyVgQlGC+ascpCIM9GHq4ntcoOL84ERGFWtB/VdCdvWbNGhUw7tu3T82Cg8thw4bJZ5995nIsNTLGYOgDr4uTpPhIqVw8Ql3i+vogBivhel69cTcjjzfzixMREQVSkfT0dNPME4cBplNTUyUx0f/KYApOLl4wjo2VcgC96bJuvOyYpJx3P94qgu7kXpXslvEzQ4Gkh/dTwry/ppfUs/SHq1pyf8z4vkuw+DEKetc2mV+4gjkrBZEFdVnHRxUpVFU7ERGRP6zRF0hkYN50WbOqnYiIwoGBJJHOoTvb00Ds61KvzhmOrm53H2hWtRMRUTAwkCTSMV8GYke+ZN2EKKcPNavaiYgoWBhIEumYL13WrGonIqJQY7ENkc75MhA7gsVJzRNkUnNrVbUTEVF4sImCSOf87bJmEElERMHGQJJI59hlTUREesWubSIDYJc1ERHpEZsyiAyGQSQREekFA0kiIiIi8gsDSSIqFHS1ExGRNTFHkoj8mv8bUzdi1h0MiI6xLDFMESrMWfxDRGQdDCSJyOcgsuPqk07zf2Osyy1pl1SFOYNJIiJr4Lc9EfkELZGOQSTgOpaP35kRpi0jIqJQYyBJRD5Bd7arWXYAy9elZoV4i4iIKFwYSBKRT4U1yIn0BLezAIeIyBoYSBKRT2NYorDGE9zOsS6JiKyBgSQR+QTV2e6+OLC8c2JMiLeIiIjChYEkEfkEQ/zUTYhy+vLA9XoJUTK6ackwbRkREYUaA0ki8gmG9sEQPwOvi5Ok+EipXDxCXeL6eg79Q0RkKRxHkoh8hmBxUvMEmdT8agEOcyKJiKyJgSQRFQqDSONKmHckCI9aXEROBfQR0x+uGtDHI6LAYR8UEREREfmFgSQRERER+YWBJBERERH5hYEkEZGXlixZIk8++aS0a9dOKlSoIAkJCbJo0SK362dkZMhzzz0nDRs2VOs3atRIxowZI+fPn3e5fl5ensyePVtatGghlSpVktq1a8ujjz4qBw8eDOJeERH5j4EkERmCHqZdHD9+vMyfP19SU1OlYsWKHtfNzMyULl26yMyZM6Vu3boyZMgQqVOnjsyYMUO6desmWVnOc5IjSB01apTa10GDBsmtt94qq1atkvbt28v+/fuDuGdERP5hIElEunUuJ0+e3p4ujZcdk/pLj6lLXMfycEAQmJycrIK6Rx55xOO6r7/+uvz8888qOFy+fLmMHTtWXeL6Tz/9pAJMW1u2bJEFCxao1sivv/5aXnrpJZkzZ45q8Txz5oyMHDkyyHtHROQ7BpJEpEsIFjuuPilzf8mUlPO5knYhT13iOpaHI5hEl3ZSUlKB66FFceHChRIfH+8UAOI6liNotKVdf/7556Vo0aL5yzt27CitWrWSTZs2qZZQIiI9sUQgqYcuMSLyzbidGbIv/bI4hou4juXjd2aIXqHFMi0tTZo1ayZxcXF2t+E6liPv8fDhw/nLv/32W3Vb8+bNnR4PXdywdevWEGw9EZH3TDsgOVor8EP0eWqW5ORdkeiIInJHYoyaJ5hTuBHpHz677tocsXxdapaaWUePtHzGWrVqubwdyzdu3KjWq1atmsqnPHbsmNSvX18iIyNdrm/7uAVxlX9pZGbbHzPuUzj3Jzs72+6SCneMYmJiRKweSJ7PuSJd1510as1Al9iWtEtqnmAGk0T67kXACaAnuF2v0zOiWhtKlSrl8vaSJUvaraddassLWr8gR48eldzcXC9nodE/37r0zbZPZtuf4Dl+/HiYnrm4mOUY4UTW3QmwpQLJCcmZBXaJYZ5go9LrjydRoOD9jV4ET3A7PweuValSxcs1AzuVYbAkJib6sLbZ9sls+yNSabH+9+nY/WV9WPuUmO9zZPFAcv2RHMN2ibnDrnqyGry/0Yvg6rOMd3znRN+6X0JJa0E8e/asy9sdWyALanEsqMWysF1Teme2/THjPnF/rLtPpgskUVdj5C4xT9Wr7KonK8FJEt7fju97vNPrJUTJ6KbeBVXhgIHE4cCBAy5v15Zr66HIBgOQHzp0SHVJO+ZJOq5PRKQXpos+EBuarUvMyNWrRP7CyRFOkgZeFydJ8ZFSuXiEusT19To/eULAV7lyZdmxY4cqpLGF61hevXp1VWijadmypbpt+/btTo+HwhzAGJNERHqi32/iQuhUNdrtjum9S8zf6lUiM0KwiHzm5F6VZG/vSuoS1/UcRAJOVPv166emQpw8ebLdbbiO5f3797dbrl1/5ZVX7KpPN2zYoIYG6tChg1djWBIRhZLpurbh2cZxsvVEriG7xMxWvUoUKHp4f2PQ8O+++079v3fvXnWJgccR6MEtt9wiDz30kPp/+PDhsnbtWpk+fbqaDadJkyayZ88eNbD4jTfeKIMHD7Z77DZt2qj74jnatm0rnTp1UkMCrVixQkqXLi2vvfZayPeXiMiSgWR8dBHVJYYu33U2xSloiUQQqffWDFusXiXSDwSRixcvtluGrmjb7mgtkETe45o1a2TixIlqvuxvvvlGzc89bNgwNZ92bGys0+Mj6MRYku+//768/fbb6jG6du0qY8aMkZo1a4ZgD4mIfGPKQNK2SwzV2UZvrTNy9Sq5ZvT3pFXNmjVL/XkL40hOmDBB/XkjIiJCHn/8cfVHRGQEpg0kbRn9B9vI1av0Fw7hREREZmOJQNIs1atm6Kq3Kg7hREREZsRA0iDM1FWvF6F8Hb0ZwikUsy3xvUNERIHEQNKAGAgYr3vZmyGcgjXbkqd9jg7OUxIRkUUwkCTLCFf3cjiHcCpon1ffxvxaIiLyH5OyAgiBAFl3hiB3xz+cQzgVtM8Tk+1nXSEiIvIFWyQLiZW4xhGM7mVvj3+4hnAqaJ+/OJIjgyoE5amJiMgCfIp0jh49KjNnzpS7775bGjZsKOXLl5e6deuqqcB+/PFHl/fJyMiQ5557Tq1foUIFadSokRpcF1OEGZ3WbYgAIeV8rqRdyFOXuI7luJ30wZfu5WAcfwSWdROinD5wwRzCyft9DvhTExGRRfgUSM6ZM0cFhQcPHpT27durGRqaN2+upgHDdF7Lly+3Wz8zM1O6dOmigk8EnEOGDJE6derIjBkzpFu3bpKVZew5ooPdVUqBE4zuZV+OvzaE08Dr4iQpPlIqF49Ql7i+PgC5ma4CYO/3uVBPTUREFuZT1zbmh129erW0atXKbvm2bduke/fuMmLECBU4FitWTC1//fXX5eeff5Ynn3xSxo4dm78+/sdUYAgwcR+jCmclLvku0N3Lvh7/QA/h5E23ekH7fHtV1m0TEZH/fGoGQSuiYxAJLVq0kNatW0t6errs3btXLcMP5cKFCyU+Pl5Gjhxptz6uY/mCBQvEqILRVUrBFcju5cIe/0AEkd50qxe0z880jivUdhARkbUFrBokOvpqy0ZkZKS63L9/v6SlpUmzZs0kLs7+xwrXsRxd5IcPHxYjCmclLvknkN3L4T7+3narF7TP8dF8fxIRUZirtlNTU2Xz5s1SqVIladCgQX4gCbVq1XJ5HyzfuHGjWq9atWoeH9/bXMrs7Gy7y2DrWCVK5u3Lddtt2KlKlOHzQAMl1MfGHZzuvHR9jPqz617OzZasXOMc/3UpFz12q69Nuaj2saB91stxCbaYmOBUxRMRWV2hA8mcnBwZNGiQXLp0SeU+ai2SqNaGUqVKubxfyZIl7dYrqFo8N9f7X/njx49LKPQrI/JV8Rg5eKGI5MlfLTsRckVqFL8iD5Y5I6mpZ0KyLUYRqmNj5uOP3vKsHARG7ltQs3IuS0pKqteFNGY6Lo7wneTuhJaIiMIYSObl5alKbBTb9O/fX/r06SPBUKVKFa/WQ6sKfhArVqwoRYsWlVBYX+2KGtQZ4/FpBQ8oYEDuGbsNw3tszHz8Y3afEcl2P7xUTHSUJCUlWva4EBGRzgNJBJFDhw6VZcuWSe/evWXatGkuWxzPnj3r8v5aS6S2XiC7pfCDGKquLDzNlJaxMuV/BRjMidTPsTHz8e+cFOuxGvvOpFifXmezHRciItJxsY3WErl48WLp2bOnzJo1SyIi7B+qdu3a6vLAgQMuH0Nbrq1nBgwirS2Uxz8cA5wTEREVOpDUgsiPPvpI7rnnHpk9e3Z+XqQtBIiVK1eWHTt2qIHJbeE6llevXr3AQhsichbsAc6BQ1cREVFBIvzpzkYQ2aNHDzXTjasgUmudwdSJmApx8uTJdrfhOpYjr5KI/KMNcJ7cq5Ls7V1JXeJ6YYJIjD/59PZ0abzsmNRfekxd4jqn+yQiokLnSE6aNEl1Z2Mw8WuuucYpQATMbNO4cWP1//Dhw9X0iZjFJjk5WZo0aSJ79uyRTZs2qVlyBg8e7MvTE1EQu9W1Qc4dx6dELuaWtEuqBTQQLZ1ERGTRQDIlJUVdojVxyhSUFzhLSkrKDyQx8PiaNWtk4sSJsmrVKvnmm29UdSjm6B41apTExsYGYh+IKESDnKPFk4iIyK9AEkU1+PMFxpGcMGGC+iN9YrV58BjpteXc8UREFJaZbch40I2JFigED9r4h3ckxqhqYHZfWu+19WXucKMExkREFHwMJC2IuXDBY9TXNtxzhxMRkTHp7xeNdJELR9Z7bdFq6u4LAcs7J4ZmwHIOO0REZBwMJC3Im1w4st5rG85BzjnsEBGRMbFr22KYCxc8Rn9ttUHO0Wq6zia/Ey2RCCKD1SVv1HQAIiJiIGk5hcmF02sApBdmyDPUBjlHdXaojjeHHSIiMi6e5luQL7lw7HI0Zp5hIIQq4DVyOgARkdUxkLQgb3PhtC5HdDGmnM+VtAt56hLXsZzBpL7yDM2eDkBERPrDQNKCtFy4gdfFSVJ8pFQuHqEucX29TT6akSuQ9f7a6kk4YzQzpAMQEVkZcyQtyptcOM50Ypw8Q38HTV+XclGycmIkZvcZ6ZwUG5ZB05EOgFbuPBOkAxARWQ0DSXJbWGPkCmS90ONr41wlHSGSnRe2KmkEr3hex9ZvpgMQEemf/vrZKKi8zTVjl6N56S1lwYjpAL5o1KiRJCQkuPzr0qWL0/qXLl2SSZMmyY033igVK1aUa6+9VoYPHy4nT54My/YTEXnCFkkL8HfuZ3Y5mpMeUxaMkA5QGCVLlpTBgwc7LU9KSrK7npeXJw888IBs3LhRbr75ZunWrZvs379fFixYIF9//bV8+eWXUq5cuRBuORGRZwwkTa4wgz2zy9F8jJCyYLYgEkqVKiXPPvtsget9+OGHKojs2bOnvPPOO/mvxXvvvScjRoyQ8ePHy/Tp00OwxURE3jF2n5ELHCUkcN2YZu9ytCKmLOgbWh7hhRdesDsGDz/8sNSoUUOWLVsmFy9eDOMWEhGZsEVSTxWoZuvGNHuXoxUxZSH0srOzZdGiRXLs2DEpUaKEyn+86aab7NbJysqSH3/8UerUqePU5Y3PXfv27WXevHmya9cuadGiRYj3gIjIpIGk3ipQzdyNySDSHJiyEHrHjx+XoUOH2i1DMPnuu+9KzZo11fU//vhD5UjWqlXL5WNoy5EzWVAgiaDUTMy2P2bcJ+6PefYpJibGWoEk5+l1j92Y5CllAZ+NtaoV/7LEREfJnUmxKoi06olXsPTt21duueUWqV+/vsTFxcnvv/8ub731lixZskQV02zbtk21UmZkZOTnU7or2AFtPU+OHj0qubm5XmxdcTGC1NRUH9Y22z6ZbX+MsU9m2x9v9ykyMtLtyaxpA0k9VqDqCbsxyVPKwkvXx0hKSqokJSX6fBZK3nnmmWfsrjdu3Fhmz56t/kcw+f7778uwYcMC+pxVqlTxcs1TYgSJiYk+rG22fTLb/hhjn8y2P77vk0UCSSNUoIYbuzGpIBb9aIQdCmgQSO7YsUMFklqL49mzZ12ur7VEaut5YraTArPtjxn3iftj3X0ydB8Wu24LxsprIn0qW7asurxw4YK6RFV2RESEHDhwwOX62vLatWuHcCuJiEzcIgnsui0YK6+J9AcV2qBVaMfGxkrTpk3lhx9+kJSUFLvKbXxuv/rqK5VjecMNN4Rtm4mIHEWYoeu2bkKU046w69Y1BpFEobNv3778FkfH5WPHjlX/Y/BxTf/+/dXlyy+/bDedKYb9OXjwoPTq1UsFnEREemH4FklWoBKRXn3yyScyc+ZMNVwPEt2LFy+uqrY3bNggOTk5araali1b5q+P6RFXrFghH3/8sRw6dEjdhi7tVatWSfXq1WX06NFh3R8iItMFksAKVCLSo9atW6vWx+TkZPnuu+9U6yRyIzt27CgDBgyQDh062K2PHElMkzht2jRViIMgtHTp0tKvXz8VRHKebSLSG1MEkrbYc0tEetGqVSv154tixYqpIYMchw0iItIj9vsSERERkV8YSBIRERGRXxhIEhEREZFfGEgSERERkV8YSPrJdow3IiIiIisyXdV2MJ3LyZNxOzPk89QsNYc3pl/EzDoYFJ3jVRIREZHVMJD0IYjsuPqk7Eu/bDcdI6Zn3JJ2SQ2KzmCSiIiIrISRj5fQEukYRAKuYzlm1iEiIiKyEgaSXkJ3tmMQqcHydalZId4iIiIiovBiIOllYQ1yIj3B7SzAISIiIithIOmFIkWKqMIaT3A71iMiIiKyCgaSXkJ1trsXC8s7J8aEeIuIiIiIwouBpJcwxE/dhCinFwzX6yVEyeimJcO0ZUREREThwUDSSxjaB0P8DLwuTpLiI6Vy8Qh1ievrOfQPERERWRDHkfQBgsVJzRNkUvOrBTjMiSQiIiIrYzOanxhEEhERkdUxkCQiIiIivzCQJCIiIiK/MJAkIiIiIr8wkCQiIiIivzCQJCIiIiK/MJAkIiIiIn0Hkj/99JP06tVLkpKSpEqVKnLbbbfJihUrQvX0RERERGTEAcm3bNki9957r8TExMg999wj8fHxsnLlSnn44Yfl8OHD8o9//CMUm0Gka2Ya5N5M+0JERGEMJC9fvizDhw+XiIgIWbNmjTRu3Fgtf/rpp+XWW2+VcePGSffu3VVLJZHVnMvJk3E7M+Tz1CzJybsi0RFF5I7EGDW3u9Gm3TTTvhARkXciQtEa+ccff0jPnj3zg0goVaqUjBgxQrKzs2Xx4sXB3gwiXQZeHVeflLm/ZErK+VxJu5CnLnEdy3G7UZhpX4iISEeB5LfffqsuO3To4HQbWiRh69atwd4MIt1B692+9MviGGLhOpaP35khRmGmfSEiIh11be/fv19d1q5d2+m2ihUrqnzJAwcOeHyMrKwsr54LrZu2l6QfPDbO1qVcdAq8NFi+NuWivHR9jCGOix72xRPkZxMRkQEDyYyMqy0RJUuWdHl7iRIl8tdx5+jRo5Kbm+v1cx4/ftzHraRQ4bG56soVkaycGI+dAlk5lyUlJVVCUbNSmOOit31xFBkZKbVq1Qr9ExMRWUBIqrYLC8MFeQOtKvhBREtn0aJFg75d5D0eG2cxu8+IZLvPHYyJjpKkpERDHBc97AsREZkwkNRaIt21Op47d04SEhIC2i2FH0R2ZekTj81fOifFqmIUV+EX2vbuTIoN2WtV2OOip30hIiITFdtouZFarqQttIScP3+e3U5kSRgWp25ClNOHENfrJUTJ6Kau00H0yEz7QkREOgokW7ZsqS43bdrkdNvGjRvt1iGyEoytuKFreRl4XZwkxUdK5eIR6hLX13ctb6ixF820L0REpKOu7bZt20qNGjXk448/lkGDBuWPJXn27Fn517/+pbrU+vTpE+zNINIlBFiTmifIpObGnw3GTPsSbphSdsKECbJjxw41qUP9+vVl6NChcvfdd4d704iIQhtIRkVFyRtvvKGmSOzSpYvdFImpqalqZpvq1asHezOIdM9MgZeZ9iXUOKUsERlJSKq227RpI59//rk6w16xYoXk5OSoM+yXXnpJfVESERGnlCUi4wnZ8D9NmzZV3duhGDOO9InHRp94XPRDm1K2b9++LqeUHTJkiJpSdtSoUQF5vrLFzJe7arZ9Mtv+mHGfyppsf0w5jqS30BXECnB94rHRJx4XfQn1lLL7H6gsZmO2fTLb/phxn/abbH98Ze0wmohIRwIxpSwRUSgxkCQi0olATClLRBRKDCSJiIiIyC8MJImIdMKbKWXdtVYSEYUDA0kiIp3glLJEZDQMJImIdIJTyhKR0TCQJCLSCdspZZOTk/OXG21KWbSePv7449KgQQMpU6aMJCQkSHp6eoG3kbE1atRI/VF4DB48WH2eDh06lL8M/2MZbguWCLPMS9urVy8120OVKlXktttuUzPoUPAdPXpUZs6cqeYAbtiwoZQvX17q1q0r/fr1kx9//NHlfZD/9dxzz6n1K1SooL54xowZo7rtKLimT5+uvlTw98MPPzjdzmMTXtqUsnl5eWpKWcxy8/zzz0urVq3k999/V8ciUFPKaj8wmI4x0DBw+pIlS6RFixbyz3/+Uw2gjjFLC7otEPCe1d7jBf198803olfa8cGfuxng8BkOdpDgD7yuBW2XN+sYQWZmpkydOlXN4Fe1alX1vYmZ+zp37qxm78MEA2Zn+AHJOS9teM2ZM0cFJzVr1pT27dtLuXLlVH4XpnfD39y5c+2+BPGhww/kzz//rAZd7tmzp2p5mTFjhhpoee3atQH9UaG/7N27V01TGhcXp46DIx4bfTD6lLLZ2dny1VdfSbt27eSdd97x+rZAQWCCFlx3fvnlF/Ubgc9BYmKiGAFSHb7++mvVYq1neF0Bv71WgOK3O+64Q/7zn/+o3OXevXurVvZTp07Jzp07Zdq0aeq3EX+h8OKLL8pTTz2lGtQ0+P/7778PapGeoQNJzksbfjfeeKOsXr1atZjY2rZtm3rtMa0bgpNixYqp5a+//roKVJ588kkZO3Zs/vr4HwEpWjdxHwosBCP4gUVrDb7wli5d6rQOj41+hGpK2WBA1zVaVCtVquTTbYGCFk93Tp8+rYJYeOutt1Qagd7h9wuBGT6HCCiLFCkieqUFTFYJJGfNmqWCyIceekh9fzoem4MHD6qTp1DB58rxsxUdHa16CYMpwgzz0qLlxNW8tDiAmJeWgqdbt25OQSSg26p169Yq9wktYXDlyhVZuHChajUeOXKk3fq4juULFiwI2bZbyZQpU+TXX3+VN9980+Xc2jw25E/eG04S0T1pe11bF9+9WtcsTmLc3TZo0CCVSoEg5NKlSy6fB92EZcuWlSNHjhSq4eHvf/+7pKSkqFabHj162N2O7yncfs0116juSfymPPPMMyr4dPea4PsNnw/ke2L7Fi1alL/OunXrpGvXrioQxI87iqTw+cN2+KJOnTpy3333ya5du7xK2dq9e7fapltuuSX/ufF9jNYxnFC62xe04uJ3s169eqoVC685HgvS0tLkscceU68NHg+pTK5GFihsjiQeEycCeO1xDBDo43XDccB3lC0cx2HDhsl1112nUqrQao/rqampbt+nWVlZKiDH+w0zRf3tb3+T2bNnOz02jiPWxyUaqdBDU7lyZTWqwtChQ+XEiRNqPS09aMCAAS4DfGy/bRCHmAX3v+mmm1Q3OP5wYjN//nyXrwe2AduO50NeMRoB8Pojfc9VWka4ciQN3SIZ6nlpyTc4EwItcMGXBL6QcGzQrWQL15s1a6YqU3E2W61atbBssxnhxwA5PMh9vPbaa12uw2NDgfDAAw+oQOLtt99WP9b4EQQtUHF3G36gX331VdU1inx3W7/99pt89913cvvtt6sfXn+NHj1a/ZDjRxi5prbw+EiRQuOD1ouF7kBs6xdffCFffvmlChRtYV2cSCMlBEEXvucQ/AACRjxf6dKlVUNH8eLFVWCJZXiuDz74wKeWRXx2ly9fLuPHj5e77ror/7vVlffff1+lRiB47Nixo1y8eFH9ViI1AvUEOGF0hAATwSECLVyePHlSBa0IttevX69SKhDAoOsWU3Ti8fE/XiNXJ6b+wPcPfssvXLggnTp1Us+J1xbP9+6776p9Rw4xIF8YXcp//vmnukQwiRMBvK7YNvwh6HWEEwX0uuA1hFWrVqkcXQSlr7zyitP6eD+iFRjvCQR8CBwRXOIYYjmOr/b9aduY5Q5aLbE/N998swrW8ZnAewu9QHifu9oGrIN9RNc0Tiiwz3gv4P26efNmFUCHm6EDSc5Lq184K8SbHF8+OFu3PV7uxsHDcgQrWI/BSmCghUfr0kYaiDs8NhQIffv2VS0gCMDwnnv22Wftbnd3G7ryX3vtNRUEOQaSWks4ug/9hRZQPC/ex8jbRjqUBl3taAVDAPPJJ5/kN0LACy+8oIqfkHuG4NCxmx4BMQLN2NjY/OXoJUOrF1rJkA+qfV4QvCIwQwsXio18qb5HLidaBJGvPG/ePPW/O2hVRA+EbYCHFjfUCyDQ2r59uzRv3tzuPseOHVPL8NpowRoCI+w3glEcVwQ5WvD7f//3fyq4w74gmA4EBG0ImpAb7Nh6dubMmfztArQoI6BCyg2CQw22HwVceA20fE1b+P5C2hV6LQHvQZxYIG0HAf8NN9xgtz6OreN7AgE5WnfxeuB4Ll26VJ544gmVE4lA+Prrr1d5kq7ghN4xnQIt1HjP4/2JVkfHvN1///vfqsUTnw/tfYvePjwn8oyxLeFm6K5tzkurTzi7RXcVghh8oWpfaNqx0D7Evs7qQb5DKw++PJEP5qnlgMeGwgndhmh1QQ+S7ck/vks++ugjdUKKFkl/oEsYgQcaFrQuS1sIrBD8IWCyDRi0fHu0OiFf1VWuG4IK2yASli1bpoIDdLPannQhT1zLPf7www993g8Eb/h8Tp482eMoCghEHD/rCAARjABO8F1BTYFtsKZV8+fm5qqWVNsWVO02BDmB5vh6gtbypzVSoFsXvSv9+/e3W++RRx5RXcloeXaVp4kuf9vvOPyPwBOBtqtjglZIx/eEdhxwMoD37Pjx49X9caKBVlScrCAgxXM5dv+7ysnFa47iYLzOrrqr0SOE943tyQ9a/nE/tDDrgaEDSdIf7eweZ334kBthzDuzQrcTWjDwRamH7g8iT/Bjih9k21xcjBSAbla0iNkGOd5CbtmDDz6oTmpRGIEuUEfaeJ2ucr0RfCIoQJcvuh5tYQQDrbfF28dDTh7uh+5VXyEARkCM1wOfa3cQ8CKoQesYgkoEYbivVmSE1kdXj+3YEqYVbSAwQte8q9tcPZa/EJQhaML3Fd4LaD1FsYoj7bVD7qRjegCCLXTp265nC3mj7pZ5uz7eE2hRx0k1tm/YsGFqJADkOaIlFfdBEIvWQmwj3sO2Vd44ucdypGloecJaa7ur1xM9rnhOW/gsII3C0+gEoRRl9nlpHc8+KbhBJBKJcUaO/BnHJnfteLl78xfUwkzeQ4sIvtTwQ4cfn4Lw2FC4IfDBGJnohkYLGH4skc+HYAHj0voKrZk4mUWBDlqHtLw4V78TgK5oV5AmZbueBkOducpz9PR4WB/LkQ/oD/T0IEBBD4PWwugIQYmWI4h8RzwfXkt8ttF96qqgCb13jrTA3dVtWounq+Id0FrP8Jvgjnabti6O/YYNG2TixInqUissQgsjckS14ih/jxdoOayulrmKI1yt7+o+JUqUUNunbSNea7TwoqsdKQXoPgcUX+3Zs0elDSDfEV3geC2Ro4n3vbfHBnA/tGLqQZRZ5qVFXoKreWkxPA2FriUS3VDINcHZv21TvO3xcpe3qi13lfNKvsF7X+tWcfeFi648wJm/VoTDY0OO8Dl2FzAEMtUBQRby3dBdjMIUtASioEGb7cdX6JbWinQQiLij/VCjpc8VrULX8QfdXbGM7eM5Dj2HFlcsdxcceNPtiwpmBCeTJk1SwYgtdHUiiER3LHL3bLu4USiCQDIUtBNO5Da6o1XD256coucELdJ4v6FIEAElqqrRQolWUORx+nu8tNscW1619V2dJGu3uVvu7sS61P9SEJBjia54FAKh9RJBJE6KHFuUkYdp5BFmDN21zXlp9RdEIkcEH3xX+XgIQpALtWPHDqcBsXEdy3FWymKOwkM+Fr6wXP1pwSAqTXEdP3Y8NuQOenXwo+04bI1WURtI6MJGRTJaInGCg+8Wxzw4b6CbEUUpGDoHLXieKqS1alttFBDHfUSOJQI4PJY3PD0eZvtCN3lhhshBfhy66FGY5Pj6a7OooOrZ8TsYQXWo4LXCdJ4IbN0Nd4TUG3CVHoD3ACqbcQKAgBkBOIIy0F47pE85DtuD61huu15Br4G2zNv1cZKObnAEkZ5OcIoUKWI3AoZ2bO68806vnsdIDB1ImmVeWjN0ZyOIRLM+ZrpxV9ShdVHhg4izNVtaArk/PxrkDD98OOt19Yc8LUBlI67jh4/HhtxBrw5aiGwHsccPNloOXc2QVBjoMsSwQBgS5b333lND7mjDBHkLJz1ojcQPPYprCkrHQCsXxrBE65djIQqqn9FyhuIS/J54AxW46BZG97NtFzZyF1EFrQWD/sL3KyrAcUzQDWxLa21DAZEt5PDhNzFUkAeK3wNUVjt+nwAG8cbJAloN0d0LaIF01cKttTxqk1pgH1G1jH1yHMoIJxD//e9/1exQrk56sS226Tv4H8cY33+ujgneD1qjlG3lNe6H1mAE8z+5KXjBRB3YFrROIvB3d2xwwoHHMbIoM8xLiw85vmxsp0hEczJyFAI1Ly25hrNFNMnjdUdOjqsvDRwb7SwdQ9Ag+RjDNiD4b9KkiWruR6syfrCMPu+qkfHYWBO63dwdW+SnDRw4UAVkGG4EP6wI7tCCgh9TDH8T6MpddGN++umnqvsQhQzeBnBaXhxyBBG04YQJXYaeoCAGQQmGf8HvCIJABED40UeLGX7kEWTazvRUEG195HmiRwx5iihWQZczCnbQIuXYJe0rPAaKOhxbsjCMEv6QX4jCDbTqofADqQJopfzss88kVDA8DobEwW8EWhPxWiDAxBiQ2B6cjKC1WKtjQGMEAkEUy+A1RJCJSRQQ4KNgCK3VGgTFKM7BdxZeV6TmILDE4yJ31V3QjJ4XPL7tOJLIoUVjiOPQP4C0CDRGaWOLIj0AldXYvueff171xD311FOqIAlj7aJXBydX+P7EsUFaCAJPBMHYXjwGxpLEtiK4xPsBrw2C6VAem0AzdCBphnlpjQ5JwoAWK5zZuYIPjxZIoqkfY4/hTBofYnwokRyNHwwMDOtq6AcKDR4ba0Krmbv8LPz444cSvT4vv/yy+rHD+wT5tRj2xHYMv0DRWpMQAPk6diRaD5EfDwgCXXUvO0IgiaAMAQvG6sOJE1rGkJOHcf1QqOM4GHlB8JlBcIFWSbTkIrBFEIPXDI8ZiGkOEaw6DomE1koMS4Pb0JKGbnlsBxpVUPARymAFudl4LRGk43sFQSJeB3ynIDDDa4STVQ1y61FsghZlBKBYF4N2Y0gfnMTY5jai6xxjdCJIxX5i0HQEkAg28V3lblpkbANiBZxg4EQFDU14DHfjcmKMTLwHEQxiH/AdiJZLtCwjAEac0bx5c7Ut6FLX3nsIKO+//35VHKXVb2iNXBibFOvivYkAGME0XisjB5JF0tPT7ZMMiIiIwgQtaWjpRGsaWpiICgu9YhijFFNaegMt8GilxImAbUuo3j3yyCNq1hu05AZzPntT5UgSEZG5YMQHFGg8+uij4d4UIkM5cOCASgVB62woGb5rm4iIjA35liiuQW47hn9Blx9yC4moYOiyR/c6CpaQNuDP4P2FwUCSiIjCCl2OyDdDMQZyzjCZgacpPYnoL5j3HDmfKAxyrOQPBeZIEhEREZFfmCNJRERERH5hIElEREREfmEgSURERER+YSBJRERERH5hIElEREREfmEgSURERER+YSBJRERERH5hIElEREREfmEgSURERETij/8H6TdfCfFugGUAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#\n", + "fig, (ax1, ax2) = plt.subplots(ncols=2,\n", + " nrows=1,\n", + " figsize=(7, 3))\n", + "ax1.scatter(x1,y1)\n", + "ax1.annotate('This is important!',\n", + " xy=(10, 65), xytext=(20, 80),\n", + " arrowprops = dict(arrowstyle = \"<->\",\n", + " color = \"green\"))\n", + "ax2.bar(x2,y2)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "28282d12", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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E0hcWwC3+UesAff/VJvrfqX2ubHOUceu8enWudd5jS9cA7f/nLYSgVbyA6MjhA3TBpD6qCJyBLrfn1K17L8gUFhYqAx8MY9DZn6CPW/ppr9oiKi4siGRJy92R+kLtQUDYylraiXr21DPJ+CIJvvvd76Y8njlzJt11113ivyHsf//739P8+fNd/cxx48Zpr4uoH0QCymcWFxe78vml7+3YWURX9XxRnCZOrLd8j9fe3UGpMfrdQOi/1lpC9fVjst7WqOLFefXqXNu9R3eigDb27P5hfmRjjN7rKMm72Rqdc+rG+WCYMPPo6k666JUdojFRdVEB3Td7OB01LpyzO52OS1ra22/ClCzbbGO/YU89k0xO43xIfoWoX7ZsmRD1RiS+paVFur4RoTfWc3t6GiLBrWntEyaWWVa3+OLEMsvPwnS8zXeZeL6kpCSv7Rh+n1cvzrXde8jYOVuToBv+2SOSl/MNq3PqxvlgmLCyoydB33ppx9DvR2vfIJ37/Hb6+D/HUtymlGo4PfWDKY2YbALboapVD2uN3aCGPfVMMjnNxhoxYoT429nZKf5OnjyZYrEYrV69Wrq+sXzq1KkU9SY9XMs6vxoyqd7DCu48KocbZDH5DKoqmXUgor3vbw+nVdPOTpMcmW+3i4SFLFG2VWPWge03TGBEvVEBx6h0gzKVBx54IH300Ue0bt26tMj1888/Lzz5+++/PwUdN6pbRLWLa9Rw41zL3qO+IkblNnNp3Hk0Ha4sw+QzyL+R0aoTwg5hnfrkxFgdPz1o7OinMNDSY78/nCjL+Gq/+fDDD2nChAlUXl6etvzqq68W/41GUwbnnnsuvfXWW/TjH/84pfnU7373O1q7di197WtfC2yNerfrunMt6/DgRg1/2XughOk6i6linq2Rk689FRgGddhl2Nk4QlunPmm/7NZN9tSH4XuhWWMgBssRw/gm6v/0pz/RwoULRQnK+vp6Ie5R/eaZZ56hvr4+0SX2sMMOG1r/rLPOokWLFtGjjz5Kn3zyiXgOtpsnnniCJk2aRD/4wQ8ojGQq8vKpi2tUcOOHwngP7jyaPUH/4Y4i+L5GueLly5cLeyUSmw866CC65pprRJAnOU/quuuuo8cff5w2b94s1jvllFPoiiuuoMrKypzuQ9REfRhtGohC2+naTOw3SCDe2p2gUWW7q+aEsfINCOkEDBNWUX/EEUeIqPyKFSvo9ddfF1/w8NIfe+yx9I1vfINmz56dsj489Q8++CDdfPPNIokWA4Jhw4bROeecIwT9yJEjKZ/giGN+w7M1TJjAd9R3vvMd+r//+z/Rf+S0004T4nzjxo306quvUkNDw5CoRyPBuXPn0vvvvy9+BzBji9+J2267Tay7ZMkSTmjOMFE2KpF6nW1uz8B+Y/jqoyDqwzhYY0Is6g8//HDxzwmo6IIymOZSmPmOU0EfhkFAGLYxl/BsDRMmfvWrXwlBj4DN9ddfL2rqJ9Pfv9vLfOuttwpBf8kllwxZMQH++5ZbbhEBHczkMu6I+q4Qinqd8pTJQr7NwT6iVv1+I8PdTRawp55JJk9b10QXtMj+yd9b6ekkAQgLx1UBEoBh2MYgwbM1TBjo6uoSQh5VzGCpMQt6EI/v/MnBdXzfffeJKP5ll12Wsg4e//rXv6Z77703p6Le+J5auaOPDhxZTP+9byWNKA12ZNfKftMVQvFnV87SLPx1PfVhKWupE6lnTz2TDIv6CIEfoWOf3JJm1YAnGxYORHwzEc1uCkmvtjFfYEHPBJXnnnuOmpubRQdxdPOGfWbVqlWiQ/jnP//5lC64WA5Lzpw5c0RFs2Tw+OCDD6alS5dSY2NjigffL/Cdd+pft9LbW3aWgXxlUy+9t62P/nL8iMDfg9u7oxOp1xHpmdpvwtCAqlkxQEsG+QEMY8CiPkIgqmQWywCPsRwWDt1GRV5F093cRoZhgsN7770n/iJCjwIHKIiQnCt14YUX0rXXXjsk6kGy0E8GyyHqsZ6dqO/u7nbclTj5r4x/NfcPCXqDFzf20PMN7XRoXRGF0X7T1t3n+Fjlmh2dfVq/Vca5bOmRl6qMF+xs1pjMutbewB+PbV32+9/dPxD4/cgUnXs1Hyh1kFvEoj5CQIAnbBoVwcKRy2i6W9uoS5BKuLN1hokyW7duFX/vuOMOmjVrlojcT58+XSS/wjd/++23i+TZr3/960PdwRHFl2F0DTfWs2LDhg1iZsApTU1Nyufe2gqbTUna8r/8exvV9wS3iROcGM29KPmc/j2zpaWNGhq2U5j4ZDt+Z6wFTXtvYuhcNrV0oNBv2jr1pQla05X6m7WmuYsaGpopyGxqLraVae09fSIBPcpY3atRp7CwUBn8kMGiPiJAMCKirtOoyE5YehVNd3MbdWYZnlrXRd19pVT63g46YWJZTjz7nD/A5AuJxM5vjOLiYnrggQdo7Nix4jHKGSN5FgUTIOwh6t1k3LhxjtZH1A8iAeUzsa0yKgZ6IJfSlr/TXkr19WMoyH76QdohfS5eVkn19eEqE1qekJ+HZHoHC2j4qDravmUzDRajH07qoKs4RjR9eAmtWZ+6fEt/nOrr6yjI9K3CoNZ6EDkYw37UUxTRuVe9ZnBwkN7Y0k9PN/bShIoYfXmPEqrGRRVQWNRHBIhgCEYrdBsVeRVNd3Mb9WcZYqKQby48+5w/wOQTRnR9v/32GxL0BjNmzBAJtOg5At+9sW5LS4v0vYwIvbGeFZmWvYRIUL22r0Ae+f9H8wC1JIpodHkwE2Y7LWYRegdjoSsR2qs4D2b6Yjuj812J9N+OyqIYTayCIEw9Npu7BilWVELFhcGdPW3rt5+p6k0UhO68unmvep3T8J3Xm2nR2q6hZX9Y00tPfXFUYIV9MLeKyQhEgFUnVLdRkZNoeq62MdtZBr8I0rYwjNdMmzbN0lJjLIf/d+rUqeK/IfJlGMuN9YJUH/25DYgeh6vyTVir3+gmvhrryZpPVRYV0ITK9EEY1tzQORD6kpY9Nr/XTGa8tqmHDn9sc4qgB//c0U9/awxuDgOL+ggBS8f02njaSXXSqMjraHq222g3mNCZZXCLIG0Lw+QaNBoEaDZoBt3DIdRR2QYNBCHWEc1ftmyZaEKVDB5jOTqI56Lyja2oXx/c+3ZHj3q7w1n9Rq9dqiHm2/oUor6iMJQVcLQ6yoZwsBZk+hKDdO07rXTi01uV18eKbcHNq2FRH8FGRd/8dAVNrCykseUx8ReP/+bA6uFlND2TbYSN5fI3mmnmI5toxsObxF88xnI/ZxmCti0MEySQBIvOsBDvqDGfDDqEw2qDDrKoVY+gALqEt7e30w033JCyLh5j+bnnnku5oqtfLaaeW99DiRzct5u7BujJT7rozc09GUXqw9hRVqdOPejcJeZlJTDxm6IU9QGvVc8dZf1lbVs/fXHJFrpxeRtZ/XwHuTcAe+ojhhuNihBNh+fbbB1xEvF3axud+NK9nmUI0rYwTBC56aab6LjjjqP//u//psWLFwtLDqrfvPTSSyKZ7yc/+cnQuhdffLGoZY/usVgHFXOWL18uquYccMABdMEFFwRSTG7rSdDybX20/0j/EveWru+m817YTq277Bj/uWc5LTy8Nu37w0rUh1H86TaTQqR+lMJ+U1VUQONDGKnv7h/UqkEP3c+V1bLn3819dPziLdSsY3kK8L3EkfoIk+lN7lbE341tdOpL93KWIUjbwjBBjdY///zzdNZZZ4m69XfddZeI3H/zm98UYh1VLAxgxYHwh3iHZQeVcfB3/vz59Nhjj1FZGUoz5gY7q8qzPnpqMSvwgzdbhgQ9eOjjTlq2Ob129w5F46mw2m9kIt3SUy+138RoTHkhyfJhG9vlde2DQLNGlN7AwaqMgh+93aol6IM+QOZIPeNZxN8NnFbi8XKWIUjbEiU4yhQt4INfuHCh1rpInl2wYIH4FyTsrCpIlr1sP3+2paF9QDTDMrN0fQ8dMjq1lv6O3mglyup76neqGVWibDxWQGPLC9Mi8+sDHKnXsd4kR45LAlzFJwws36bf4Ko7uJcNi3rGnlwJrkzq2huzDIiaLxF16vuptChOX5xYJkR0prMM2W7LU0l16hGhz2ZbogDX72eCjJ2of3NzrxBdNT6UtfuopV/psTezPWKRet08ANilBgqxPklFPaivTBf1jRES9Ux2yO4P5GK09yXSIvgcqWeYDMjUl27MMlyzXymtW9dAEyfWZ13jNtttyfWMh5+4mSfBMEEUk/hNf3FDD5002XuL0IcKUd/UlXBW0jLCibKw3XQp1IzxXSLz1WMWJKjfyzrlLA1Y1GdPn+TWmTO+RNjcmnv7Q3O8+ZeTCTTZ+tLd/K7OfluC98PhFrpVgQDX72eCjo4ARvKqH3zsJFKfp3XqIf47BuTfr0iUBbIKOLDrOBHPfjc+0oU99dnTK5mJL44VSG1NQY7Us6hnIl97P4rbEiSMyDsi7evaB2hjZ0L8xWMsNwt7rt/PRCFCDE+7HyVpP2yR18TeLInU77AQgrgN7SyEofXU9w2Sqo8UEmWBqqxlUH31Tuw3QRaZYWBQ2GvTlxcVEpVKRD1H6hkmQ/ysxBOmbQkSTiLvXL+fiUqkHn5sld/dL0+9+T6xEvVhtODo2m+sIvWGpz5sZS2dzCBwA6rs6FXcNmGM1LOnngk8QfKlB2lbgoKTqkBcv58JA50WzaeSeXZ9D02vLfI0WivzzhtCBMKvtqRgKHpoJ4IhRqqjWKe+D6KerO03lXK509gRzLKWnCibW+uN8VtUWhiu452foUUmtARJ7AVpW3JFJpF3rt/PRKXqynMe++pVfnqDpiRfvZWfPoxdZVGfXztRtn+QOvtVkfqd3zb1ikj9Ax91UkMA69U7EvXsqc+KPoVIR3Eruf2GAguLeoZhMiaTyDvnJjBBR1f8vrKpx1NLi6ryjUFyFN+qnGUY7TfY1kEHEf1Om0h9TXEBVcbTv6ve2dpHhz+2mf6ypovC2nwqyJHjMNCrONSw3shEfZDvIxb1DMNkhdPIO+cmMEGmPzEo/ZGX6EHRhOb1ph7PtuVjRZKsrAKOVeOpMHiBzehG6XU99Qgs7D9SbpWCjelrL2yn+a/sEHXJgwCXtAyG/aaEE2UZhsknMom8G7kJK04fQyvPGCP+4rGfgp6TcRknUfojxqZ2bzV41kMLjl2kfrPDSH2Y7De6fnrDfqP21O/+Trli/2phqVBx/0eddNTjm+n97daDqVzZb1RNY71MlF2xrZcufHkHffmZrXT/Rx0URfoU106xovpNkAfHnCjLMExWZNs518/cBO5ky9ihmlo/bEwJvbsVjWhSn39uvXeRervqOimReg1jdZBtA9lE6neWtLSO1IPDx5TQ4hNG0Tde3E6ftMuV3KrWATrl6a308sl1NE7hw/eDFsn5HFkakyZOeyUyV7f204lPb6XWXdf8Xxt7xAzCRXtXUpTocRipx6WJGb24jfU0F/CvGMMwWROEyLvb9fSZ/EQVzYY4/Py49CTuD5r7qdGDREuIBogqbU+9jqgPcIRRt0Y9vPFp6yJRVqLRobnKTb6pg+qKhWA/Y6q6G/C2ngQ9tja3Hnvz4BHUlRX62nxq0ZquIUFv8NsP2ilq9CoTZeWe+iBbcILzi8swTCQIalUg7mTLZCPqIQ7RNl7Gcxvcj9ZjwGkn1pIj9dvzJFI/WiJskdvQKql+g8RY2fdRdXGM7j5yON195LChRFozq2wGVF5bA2X2m9FlMV8F5pq2fulMxkDImpjZoYrnwKpVopisYVHPMAyTQ7iTLZOtqJ89Xl5udakHvnpVJ1lVpN4L+w26rd7+jza64b1W26Rdt4GlRkadQthu7U0X53YzhWdMLRdR+2qJsN+CkUIOBzQyzThKFan3SGCqEkidVOYJA72K/SxWVL8BObw8LGFRzzBM5OFOtowboh5dSWfUpqeiPb+hR9hl3ESnW63jSL0D8beqpZ+OfmIz/eCtVvrpu230+ce30DtbeinXkfox5YXaoj7ZT69iclWcJlSmv+cWRdOvXFa+qSuVSzavPPW9CuGqc62Fib6Ehf1GVvaKI/UMwzC5gzvZMtl2kzW82bJoPXzHf3dZ8OqI+q3diSErhNuR+ns+aE+proMKM7f/sz3nnnqZ/QZsyVDUg1GStqFbNKoJ+d14qk4xoPFKY6si2DqVlsJEr0X1G1mibJDzU1jUMwyTF3AnW0YHlfA1RP0xE+S++qUu++p1RD00F5I6vShpKRuk+FnqURmpV9hvZHXqjW6ydoySvOeWpFkQv2lWqHSVp94z+43ifaMWqe+xqH7DibIMwzABhDvZMtmIybL4zivnkLoSKpP80C9tdNdXj+RtHQxfvdvNpxolhd/9TLRVeuoV0WoZ+pH6mLT6jJf13zOJ1I8oiVGBn/YbxSWlMysUJvosqt+oIvVBrVXPop5hmLwgCJ1s2bMffFTCtWJXpB4e28PHFKc9/87WPtruUvYc3seIwOv46nFd6UTqdUU5xOymzkROo5Md/c6i1TJUlW10E1BhbwqSp762JCatxuLV4EPlNY9apL5XsTv4SQhbpJ6bTzEMk3f19K8/ZKfA9sNDzw2vwoXKolKWlDA3Z0IpPWNqOjW4K2H2tCnlvlhvDJo6B6itb1A0xHHLfrOhc0DsTy6jk7KOspghqbFqCWtC9/5CUycZqICTiwZUqkg99h2RY/N58Epjq4Rr1CL1vZbVbyhUkXoW9Tb49cPPMIy/+CXo0djKXB8fDa9e2tgjZg5Y2AeLTsWPdXITI1W9+qXr3RH1HzoQ9Uhm1Y2c6goRlLLM5vVuIBuAVBQVaFtqgO66yjKZOYrUq0pGovHWTjvIoE8lLSkvIvV9ClFfYmG/6XEwKYdGZg9+1EFVxTHROwF/MYv0rRmVomeCm7Col8CRNYZh/Gp4hZkDJjh09tmL+j2r48K6hQZRyTy3vtuVQNDHTkR994AysTLTSL3MTw9QkAbVdgptKkl55amHBapiV26DDtqJsopwbHL1n6BE6uHz9q+kZZ7Ybwbky4sK1fYbJ8f838199NfG9ET6r+9VQW7DCtVEPreSZ78vw7gLN7wKH7JSddCGySVRIdpl0fpNXQn6545+TyL1iNLinx+R+kbTYCWT9/AiYRmi3kmkXtdTr7LfbM1RBRyZpx4R3riiGovfzad29AzmTZ36Ehc89bDHZTPodAKL+jxvJY9ByuVvNNPMRzbRjIc3ib94HOXBC8P4ATe8Ciey+ujJfnqDOYrusojWe+Gpn14Tl9Zoh6deV9TrJso2dvTnXtRLzoNX9htZSctc1qpvkZxPI5cAtdN9q1OfJ5H6HmX1G/m9D7odVIJql1zLSHhWDRiygUV9HkfW8nlWgmG8hhteRSdSb1S+SebIsSUk+71/1pRA6xQM9Na2pYvqaTVFUu+3iNR3u2u/UXnqgUsFfjKL1BfFKFYAC47ePaMbCS2P7/Q6W3XszbX9xpilkQnBHr9LWnbnSfWbQndKWsoi9V5ZuVnU53FkLd9mJRjGb7jhVTQ89bK69Ehw+2xdemnLN5p6lN1QdVjT2i+tZDNNFanvGvDXfuNTrXqVp1781YzA69pvwEjJgCl3ibLp+15TEhtK3vRN1OdJpL7Pwn7jhqe+TTJqcDLj5AQW9XkcWcunWQlGj6gMWIMCN7yKRvWbckVUTWbBwe/3K5vSu7FmW/kGol4WqYcAhLB3134TBE+93H4DZFF1GagyokudJFk2Z/YbaaR+l6gPgKces1l+NiLLWUnL2E6bjBeeeo7U+0S+RNbybVaCUcN5FdFueOUn++67L9XW1kr/zZ07N239np4euv766+mAAw6g0aNH01577UUXX3wxbdmyhXKFzKJSrojWqUpbPpuFr15V+UblqQf/1uw+q2O/gaBsVST2+euplyWLxhzZaiqzjNRvCaT9Jn39Hpvf8kzAb79V2cYo1arvk+wnLjEEcGUzI05taHJR701wmEtaSiJrqB9ttqVELbKWb7MSQSaXvRCCXEc9Kj0ictHwKpdUV1fTBRdckLZ84sSJKY8TiQSdddZZtHTpUjrooIPopJNOolWrVtG9995LL774Ij377LM0cuRI8htZBLJc8QM8c0SRqJxitmlkkywri9QjML1HdVyZ0PmBpqjXEeRWfnrd98gWRJ5lPuehSL2mINKN6INRkgo4iNT7fc8mBgepVWa/MRJlpfYb97cDp9nqTMOCk4vGXH5F6ot3HWeUb8VPoDnG5SxSn8hqFskJLOoVkTX4yZ9KqlOPCD0EfZQia5iVgHhLRHxWIogEpRdC0OqoB+W4eEXUBT2oqamh733ve7brPfjgg0LQz5s3j+65556hY/Pb3/6WLr30Urr22mvplltuIb+RJWjKPPUASZuzx5XQw6u7Upavah0Qya6Tq5z/xH7U0pe2DO+De0EVqdf1OCNSbydSrfz0fol61YyC4anXFvUOvjNkteqhxVBesrbEv/sWgl6297W7PPWlcX889XbvGSVffY+ijK0BfPVmZ4MzT71/kfrw/0p6GFlbcfoYWnnGGPEXj/0SFX5ZXtjvG/2qQ3bXUpDyKrgaU36BiDz44Q9/mCIyzzvvPJo8eTI98sgj1NWVKpZzFam3SsycM0Ee/FiaQbQe96usnCX89FadT51gZxuw8tOL1/vgpZYNrFIj9XrHwYlwUpe1HJCKwJ+/10rfeHE7/WJFW8ai+t2tvfTtV3aI93m6ocu28ZQyUu+B/cbu6zZI9ptP2vrpe8ua6StLt9G9H3Y41lCyfS1OGshnW3GoXZIfwvabiEfWchGhzKdZiSDhdXRc91pyklfhxn1g9z46x+Wa/Xj2KOj09vbSAw88QJs2baKqqirhl//MZz6Tsk53dze9/fbbNG3atDRbDq6Ro48+mn73u9/Ru+++S4ceeqiv29/pIFIPEKmXsXR9D319r0pHnw0bj6zyCfz0QBWpdwIijKra23Y16o3Xe42qetBuT7399xE6ADvpfCuz34AtXQmaVpO67Mxnt9HzG4zSpV20rKmH/nisM6vY+9v76MSntg4NYB5d3UW/PKyW9htRJF3f0lOfg0h9UET9tu4B+uKSrbS+c+fg68l13cJC9r39q12x3wBZBRzd+wDHUWaP8kpfsagPALn0Neeb3zcI6ETHcT68vpb8yKtwMljVOS4s6oNPU1MTXXTRRSnLIOx/85vf0B577CEer1mzRnjqp0yZIn0PYzk89naiHgMEp4OO5L/J4DtQJupLChLKz6kqIJo5rJBW7Ej95X5lY4+YaXBy//xjS7r1BkwqHxSfX0mDhFtWJzCLT5WttqOji8oG1YODda3WlXvaunupu9vbgM92xcCimPrFcSgrsBeUFXFn10Z1oXyGYkNbN3XX7j6S/2ruTxL0O/lrYw+919ROe+0afOlw3wcdaTMSKFBw9f4V0vXLd+174WD6vkM0Or3W7GizSRLe3I7rwFtPvdW9avDYqu4hQW9wz7/a6b8/VaQ9qOuWZMoWFey850BJLP1O6ugd0Lq+tikGP2UFeq8HpaX6v3ss6gNAUHzNLOi9x+vouNNrycu8CicDDK7GFA3OPvts+tznPkczZsygiooK+vjjj+mOO+6gP/7xjyIR9rXXXhPR+9bW1iH/vSrZFhjrWbFhwwYaGBjIaPBhZqfTojxteV9nGzU0bFe+14yyIlqxIzXCigoya9Y1pnhz7XhzE0RSeuS/unsbNTTsvItq42W0vc/+u2F40SBtk6y3unEjDZSp76NV2/H5arG2cesOaijSS8zNlLXNOGjp3z2dzTgOA9TfiWMtj2gblNIANTQ0aH/mQCeOVVna8g83bqcG2r2/zzfJz9HzH22mitH61+E/NqcfZ1x/P3qnfdeQLJXe5q3UQAnq7ZDvu9NrzY51XfLjYfDJthZqaNhKfiC7Vw3e25B+PLb3DNL7axppRHobCSltnZJrPtE/dP3EBnAtph7c1s5uamhosX3vxm75cexrx/HbZvv6wsJCZfBDBov6iEdumWDhdXTc6bXkZbUnJwMMrsYUDb773e+mPJ45cybddddd4r8h7H//+9/T/PnzXf3McePGOVofUT+IBJTQLC4ulkTVdqS9ZsywaqqvL1dvQ3Mn0YZ0//+oceMdzbJu39IBaZe2/NA9x9LwXYmSY/7RTNub7cVjfVWctm1PX2/YqDFUP0z907/1Xey/OhJeXl1L9fVqsecG/4ohMtuWtnzSmJFUP6aYxrV3ETV0Wr5HbVkR1deP0v7Mcpz7d9LP/UBZTcq578C5pvRzvT2O9eRRdhkD/4YgTB8c9STk33F7ThgtztuIHZ1E69M/v27cBFcbGnWI3A61aO0vrqT6emf2MqdY3asG8Sb5PVM6cizVa86cxD5MPxcVxbuvn8p/tcCXl/qiohKqr6+zfe/WHfLjWF83jOo9KEbCoj7H+O1rZnKPV9HxTK4lL/MqnA4wuBpTdEHyK0T9smXLhKg3IvEtLXLRYETojfXcmppOBiLB/NqBfnkEuqq0yPJzKktgm5Ek9cZLqFRSVUXFmg5EaVMZURKjcTW7ReWY8jit1BD1EyqL6D2JqB8oxL7I8wAGEoMiQd2K/oJ4xsdclz6FvWZYeSmVlhbTsDLsl7Wory4pdLSdY0sGqbBghyjlmExzfyzlfdZ3yT93dYeza7FzwFnH9lGV2Pc4VaiutSJczy7aYdqtbVgt/QWeXwdW96pBj+xYEFH7oPo6NzMgGUCWxHef97J4+vO9Cb397ylItWoZDC/HdwOL+sjBEcr8w6voeKbXkhd5FZkMMLSOy0DmnTqZ3DFixAjxt7NzpyBCdZtYLEarV6+Wrm8snzp1qo9bqe64WrErQVOFrDqGeD+HCYyyGvWoUJaMbgUcVQ1xq06gTV0Jsitu40uirG31mwJXy1ka5UnRcwDHIJnNJm85KnI5aRqmot1hNa/dHWXlz7tdq95u85oDkijbqWiUts1BN2BZUnBy9RtZoqxucrKs8RSo5pKW0SVfutgy3ncZzfZacmvwmMkAI9vjwn774IJKN8CodFNWVkYHHnggffTRR7Ru3bq08/j8888LT/7+++/v63aq6qNbVYsBqgCp06okm02CEuxhqnWvWwFngkrUW2yTXeMpv0R9e591nXrjrxWZlAyEqDdjbiymEvWr2/ptAxk6+ygDe1JtVL9RfK+iYZeb2JXJDEqd+k5JuUiw3YGol1W/Sf79kg3ade8D1eDN6aBTF47UB4B86WLLeF91KEjXUiZ2GqfHJerNqsLEhx9+SBMmTKDy8vK05VdffbX4bzSaMjj33HPprbfeoh//+McpzadQynLt2rX0ta99TYj/IIh6lEfMJFLvpJU8rC+yzzc3PlLVU3cjUm9XzjLnJS0d1Kl30k3WYBQGTMIDnVrS0gDfMRtMlVZ2P7ezXvqeNdYJvJmIegh6zCRYX2vunpe+kDSfUt2z2xxsn7ROvan5lNuR+qpdgzS3YVEfAPKhXjznBKhx87joXkt+nI9sBxg6gj5XpWCZdP70pz/RwoULRQnK+vp6Ie5R/eaZZ56hvr4+0SX2sMMOG1r/rLPOokWLFtGjjz5Kn3zyiXgOtpsnnniCJk2aRD/4wQ9834dMRb2qjr2zBjV61h/dSP14hahX7aNON9mcN5/adSx0ovBVyapMkzpJpH5z0sgMMxlWAWzYp3REPQZwTqxZhvXGbAvxsla9XaQedeqD8Luuup63O/AjyWY5UptPZT6IalM0E+M69REnivXiOYoarGsJ5wN1kP06H14PVoNSCpbZyRFHHCGi8itWrKDXX39d+OfhpT/22GPpG9/4Bs2ePTtlfXjqH3zwQbr55ptFEi0GBMOGDaNzzjlHCPqRI5018wlmpF5faHWoInomAVunIepxa8msJHbb1KBhv/Gi0ZGOqMchNsSVnqc+A/uNZBaktRfNgwbFOUYk3gpdX71qAKcj6lVWL5mFJBt6bS4FXAYtvYNpM0mBidR3O4nUO28+pTtmQGlbGW5WKkqGRX0AiYqg5yhq7kkW9Lk4H14OVoNcCjYqA3MnHH744eKfE0pKSkQZTHMpzFyRqaiX/eg7jtRrem9Hl9vfpyh/qZo9sIrU63jqnSb/ZoJsgIMkWeOeqtCx32TwfTZKoZjhq8fMxyc2MxmyRGcn1pt9hxeJTrNmkgdoyWLTy0RZnUFCc2+CaneVWs0Vqlmd7Y489Tb2G8n9j/tA53teeV9nYA/TgVUV4wk6UVQmv86HmyI3iM2qjJmQmY9sohkPbxJ/8RjLmXDQ5Xak3kFEtl0zoqdjv4GoV22ztac+KJH6hKUI0olyZpIoq8pX2LKrAs66Nuvj85G2qJd/J3ztU+U0d2J6rtHscSW215rb50Un8daJcA6yp75Xsq9FNtVvxOsSmXnqcS3rdrt1Cot6xhN0oqhWcCWTYJ2PoBG0UrDGTAhmPlAdA7W+8RePsZyFfTiQiUm96jfZCy1VQp250kttMa596/caVhKTRhft7Dc6nnqrQYGXkfrypNwCnShnRqJeEanfsku8rmvvd0XUq6xWmF2484hhdNyE3SL+1Mll9P9mVPov6jW+soKQLOuG/UY2K5Ecqc/GXif77vcqSRaw/YYJTEMt9uB7Q1QbnAWpWRX7+6OBuk69XaSesvfUKwYUZhsJ7tG60kJar6jCMiTqHdpvUBpQJ7rpts1D11Jh1KgHiHJiJsLKSpSZ/cY6Um9nv4HI3dY9QCNsmkCpBnAYrFQXx+jhY0dS067zO7q8UOtac99TPxh4UY/fLHWibCKrAUxy0CibQXtbryRS76GeYaXEBCKKypHO/IlqZ4sxiYPBHhrzmL/EclG+M2ozIfmKuk699U9lqQslLVX2G1nEuc7GVw/7DUogynz1KkvQBg3rjV+eetmxMA+s7AZalW7abzQj9bq+ep38CYh5s6C38tQ7udbcqH4TBFFvdS229Q1qDUxQiUi2q8nR+Wwi9bJrOZNZJF1Y1DOe4LQJUhA831Em7A3ODL/6QY/voLlvlYq/uGYWHT/CkyZeYff3M+6Jevz82gReXal+o+up16mAA1EPSiVz8Z2KbdLx0/vmqZeIXvNxsBPtmURDR6rsN10JMRhCsMkOHQuOqvqNjthTXWtuN5/SiaOhrGUusZqp0R10qGxGdnXqtSP1MvuNh79NbL9hXMWwcDitUR7kSiZRIEhNqZySXrknJr6Jkyv3wNqSK/tQ1GZC8hmZSIDNw+7cqTz3blS/kVV6GW3TgGr4LhtJeWGMdtCAlsWoQcNPL16fo5KW5nr9O0W7epsziYbiPOJ1ZnsMatXrNObSFfUqT32yxcjL/A0ddN4v15F61XFM9tWPkcx26NiWUjvKUsazI20+R+pZ1DNZo/LCI4p6y4p22xrlUfV8B4kwNzjT9avn8toIkr+fcV/U2+FKpL7fvUg9PPWqwYbKfhOsSL21p14nUp+pcEL5yLa+1GOxtWunHVQHt+w3KpTNp1z21Nv9JochUr9NJ1KvuJ6Tj3M2A6lWjVknN2FRvwueGc8MnfrndlFUjnT6Q1gbnIVhFifMMyGMtUiwq3zjeZ16yefLOp/KRL2sAo7KfqNTo96PjrL4bpJH6k2i3tZTn1mgAgOmNabSlfDUf2JTztLg45b0OvPaibJa9ht/Eph13i/XJS1t7Tfdmdtvki8f1aDdrhIUrmWppz6Dbse6BDc8lyOfLteVdoauF95OQIbd8x02wiLow+JXN2ZCcu3vZ9wXCXYJmUD1G52tp75cUc9alkAp89SXS8RIV5aReif7lAmiqY9kebqnXn1P4SmVELND1okX1W90kmTB2rYB28FcNg2J/CtpGXz7jX2kfsD2PVS/L8kJyZna67B9srev5kh9bny6/EPsXxSVI51M2GdxwjoTwuymS1JWUidSj3ONHEuzx9ZZpF5/QFFn56nPxH6jaS9BZBMVQ7xqnqP2m5s99erPz+a3W1bWEh1lIdZ1wClf09ZPe9UWKdeRzUSgUpHOMS2J+ZMoq/N+gbffdGdhv0nx1Gdmr1PNyHipLfNWtXK1lWBFUTnSyURpFocFfTjpyNBTr/rhd1JmUKfii25X2eEO7Tf4jtZNBPXCv213DqT2GwtRn41neZTk2GKTVmzv1X4Pu2RZ2QBOd5tVP4XdOWg+lXtRn/Cu+k1h9vY6de4ER+rz0qebb1FUjnQyMngWh/GLrixEPX74W0zGkWw7yqosJnaR+mEO7TcQP7IBCF4u2wVE+8s9Ug+q0p7pibIxb0S9Il9hVWv6AZpeE5cmxtqL+syTJ/G7CF+92VmSi+ZTrX07A3t2OsDvAaATT72O/cb1SD176vPTp5vPUVQW9IxsFqe+IkajihPiL8/iMP5Uv9G7vmQ//HaJdJlGbyFoVYMN+LKNyh0y+42sJKWqnOXkqkJfGh3ZzVg4jdRnZb+xGTAlc+TYEpKdhg+b+1wbwOlea24nyuoOEnIZre/s86v6DUmxO+atkm6ygJtP5bFPN+gEqasnE12MWZy3ThpGiw/qFn/xmAU94yYyEa7jqVdN0Wdb/cYqcVIVrR+WFGmWinrJPqqSZPesjvueLKu238RyZr9RMaU6Lv6Z+bjVO/uNylefi0h9zkW9C576niyq39hH6uVvzp56DwijTzeIsBee8RseazO5LKXoRNQ7Eb+yz7aK3qp89Yaf3ki+NAOd0W8SgEpRX1Pku6h3w37jdqKsCvzWTatJF/Ww5FjN9EvzJzSvM2X+Rr//nvpcV8BRlWd1EqnXsd9k7qn3P1Kft5569um6B3vhGYYJO9BZst9oJ556M9lWv7GK3qoi9cmiXpYoa1hwqpJEy3qnkfr+ACTKWpwXLzz1MiZVxYWvfrHEdrG5K6EsPSprNObMfkOeR+p1r91c1qq3s99sz6L6TWpHWfV9ZAVH6vPMpxtFzz4LeoZhwohqKl/XfiMTWroR7YRilsBKnOpE6lUDErMFR1bOsqa4gEYoBK6n9hvNiiFe2W9qS2JSn7wqUr+nJFIPPrKw4Hhhv3HbU6/TUTbnkXqbwWVH/6DtAFQ1I5F8P8tmvEBPf6aJshyp9zTCfM1+pbRuXQNNnFhPpaXe2m4wckM5TVTfMbLGYQXCzAFbVRiGYYIlELKx3+gKLbXlJOY4odOofGMlRsz7KitnOaGiUGk7cCrqMYhYvq1X+M/RsTWjSH1anXqr6jeZ/5bGCgpEA6pNXdZitba4gGqKYzRdYVH6qLmfDh9TkrYcNf5l15oTUZ+cxOlV8yndazeXnvoOm5KWxqBjXLwwK/sNLic8GnTqqVeMGLikpQ/4EWBOb3i1E254xTAMQ4Gsea0fqc/cU68SslUZROpTRL1i283bJfPUT6iMK+07TkT9sqYeOuPZbdSyqxLIlftX0WWzqpSzum7Uqc+2Y+fIskJbUT+xcqd8knnqwYctfVkNWhxXv3HZfqMbqQ9yoqzhqx9XUejcfpN0jHc2lytIs9tk4qnH26oG227ACtJHuOEVwzBMMFEJBG1PfTzz6GkmTWp0PPVlGvYbiLdNnemfXy8i9ZSVpx4W0wtf2TEk6MHP3m2jlTv6nXeUTRP13kTqQZ2Gr37SrnKfsOvIfPgfK2rVu5E8KS9pmSNPfcBF/Xab+qvK5lOx7O11rZL7GufZS5syi/qANbxiGIZhwifqs4nUq4SelTgdq0jCTLbl6NhvNnQMpNkK3LLfbOxMSJs2vbypx5GnHvtRaPKRW9misrU3jNSoVW9E6oGqAo5XXUaTxm1D9Lpep54iIeq32STLKuvUm663TOx1Mk+9l42nAIt6n+CGVwzDMMFF1ShKt/lUNiUtVQl1VsJ13+FFaRFi6BA0RHJiv1GVsxxvKepJi2aFMmyxUIzSsqISwetVoiwYpZqiMCXJGqACjpl17QPSayqTAZyOp97t5GXdajqBF/U9iYz203w6Mhm0y851lYPSpZnAot4nuOEVwzBMcOnwoPqNKJOpIY5UFV+sLBnxWAH9+qjhVL2rkgZEyO2H1aYkoqq2PVkMqUT9hMrCrD31qkRBlcVGJYRksyXYf9VMRLa5aaMc2G+ArAIO9mK1pAKOrJylk4RsIBts5az5VHe4I/V9yuo3OpF65yUtvY7Uc6Ksj6DKDZJiZdcQN7xiGIYJXqReV2wpy94lBqncJqCTafT2qHEl9NGZY+mD5j5RU96cbFmuirQni3pJOUvDfpNpJ007AavaXyAt7ak4B4jIy2qFZ9vcR1VZSGW/UVbAaemnvYcXadlvqgJW/UbXfrNDd8Uc1KnXmUlQR+oLso7UtyXlkvjReApwpN5HULZyem087aBzwyuGYZiw16lXdZ20f61a1Bdofe6sEcXS6ilWzacMNnSmbyD0DDz72XrqVfvVblGKUDZrIbPfWC333X5Tq18Bxw37jcxT77qod5AomyvbsG5JSyv6FPdncWH29jpppN7jCocs6nPU8ApfCGPLY+Kvnw2vGIZhGA+q32QhgFXRWyeWDCfbnryvW7rSVQ3qtMPeotwnzeo3qo6aVvYbuac+5kgIZ1v9xi5SP6IklvIZqBQks18hUu/mAM66+o17DS3RDE23aTA+V8cG4wV2HV117DeqUqBpibJxdzz1XtaoB2y/yVHDq+sP2XkDsoeeYRgmmtVvdCOobYrPzlaclmmI8q0S0TNyVygYHw9tY9Y92UbqVfkLqteoBjcqK0PW9hsbT32ynx6gMs/UqjitbO63FfUdLgzgZNcajhoOqxuaUVVJB5soO3WIhjups+8GyFXRmQXblkH1GxxC8yGWTd5Y3dvYPtl17mU3WRDY0PA777xDp59+Ok2cOJHGjRtHxxxzDC1atIiiBAt6hmGizi233EK1tbXi31tvvZX2fGtrK1155ZW0zz77UF1dHe2777501VVXUXt7e0Cq33gfqVdFrrON6qnsN51J2yQTPSN2iVqj6Y7bibKqmQmVpUJps5HsHwYhuudMxUgb+02yn95gmsSCA1Fvjp67MYCTeerdrICjil6rGp7logKO1cDQkf0mIbfemPWZanbEaUWrvLTfvPTSS3T88cfTG2+8Qaeeeiqdd9551NTUJP7edtttud48hsk78qXUar7sp1+sXLmSFixYQBUVFdLnOzo6aO7cubRw4UKaPn06XXjhhTRt2jTxPX/SSSdRd3d3zv25ut0flUmlGuJDJnLxubDAZINK3HbZReqTRG02ol4Zqbew38hmTCoVZUVl0WEI/WwDZhgMWXWlnZTkpzeYVl0kFZ7mzrRe1al34oO3Q1V+e0y5/IObcyDqdS0/2+wi9ZJ9NVtvMrkPVNazqnyz3/T399PFF19MsViMFi9eTDNnzhTLL7/8cpozZw795Cc/oZNPPllE8BmG8Q58KaELMpqm4Use1QBQwQkJ31HK/8iX/fSbvr4+uuCCC0TkfcqUKfTwww+nrXPrrbfS+++/T5dccgldffXVQ8vx34jwQ+xfeumlOYvUQ9uamx5546nXq83uFFzLMsuEMdCARUAWyYSn3kAWtNb11Cur3yiW4/6TRT9Vx2LGsDj9ZW3qsk8Pk1eiycRX36rIopxost+olhk5C8mNwmTn2ukATnWt6dhRdFC9z2ixH32BiNTrivqugUHq7E8o+03oinqnXXzVnYPzLFKPKP2aNWto3rx5Q4Ie1NTUiC/33t5eeuihh3K6jQwTdSB0j31yiyjBiiYq6AyJv3iM5aooRNjIl/3MBTfeeCN98MEHdPvtt1NhYaF0VuS+++6jyspKuuyyy1Kew2Msv/fee3MqEnQr3wBZoqSup14WvXUroU62D4b9BuUIZVtn2G8yrc9toLp/VNFqVQRf5Tf/8tRyGp2U1AotdtHeleQGVhVwJknsN8MV4fMdJsHrxgBOZb9xq1a9KlKv6mIcZPsN2G4RrZeN28yVb8IUqQ+cqH/llVfE39mzZ6c9h0g9ePXVV33fLobJJxC5/rC5P62nAh5j+bV/b6UokC/76Tfvvfce3XTTTXTFFVfQXnvtJV1n1apVtHHjRjr44IPT7Dl4jOVr166lxsbGnIn6Cs1ustbdW+1fK4tcZ5ska7VdxqyEzHqTHqmXvF4zIiyr020l3lVCTSV6J1XF6a9zR9H/7FNGXx7bR3+aXU0nTS4jN0g+BlblLO1EvVnwdrgwgMu2f4AdqkFb8gBKVzR7RZdGOUudrrKygZCsUajsmFs1l1N66vOt+RS+6MHUqVPTnhs9erSI3qxevdr2fZx4MRH9T/7LRAM+r5nz1LouaZM0gOVL1nXRNfuVhv6cBnU/7SgtDd42GfT09AzZbmCltPuuhzVHBpYvXbpUrDdhwgTl+zj13auuoXZJyY/S2KD2+xcMpNsSQFt3D9m9RZvE71BRqP/ZVsi0aUdvv3jvDa3yba4uHBj67OJYujjp6tv9vBWtPenVXwDyZ1s7utIiztsV3W1LSP15Y4qILv5UnJqa+mh0rTvHDAwvVgvkUXEcv9RtrSiQ72tTey91d+8+CS3Sc+3sOo4l5J/V1tlD3aXZe3Dau+TvPzwu/7bc0tnnSf6L1fd9c6f+b8Cm1m76VIV823EtmykqSL+O4oPy49rc2S2dSdrW0SNdv2QQx4o8+74PnKhHJQRQXS1vxFRVVTW0jhUbNmyggQFnFzeScZnowefVGcgV7e7Dl4g6otDd10/r1jVQrgo4uXFOw7CfMmBlUQnhIPCzn/1MCPEXXnhBarsxML7HYa2UYfwG2H3fZ/JdL7uGmjtLcHRTlsUT/dTQ0KD1fs1tuI7Sf3w3bN5GDWS9fc1d6ddhrL9H+7OtKBxMf+8dHd3U0NBCH27F/mK/U0m0bKWGhp0iqKA//bi0dvVqbdt2yTE1+PCTRjI3Yl2tOIZdLdupoWHA1+/64h5sXLo/f0TRIG3dmD571CU0Znna8k+27KCG0t0ieUdn+vkoSugdT4O2HfLz1rCxiWo7so+aN1ich4rCYuoYSP1CXL+jnRoatpNXyM7rum3yYyDjo41baUq//Pppk12jA+n3fXc75HJx2utXr2ukWkkaR0OTfPvatzVRQ/egZ9/3gRP1boEymLpgFIiLBjMBxcXpJ40JJ3xeM6f0vR2WfcJLi+I0cWK9r9vkxTkN6n6GlTfffFNUrvnud79LM2bMCNx3vdU1NPDPZvx/yro15cVUXz9K633bUaN8eUva8sra4VRfbx1p634bgij1h35kZRnV19dRtlSvbIaJPmXZYLxk53uLkGFH2mv2mjia6mt2yoOaj1uJTBH9RGGR1nHpW75j15xXOrWjx9EEhKiTWNeEz0kfxE0cPZLqJxT7+l0/paubqCH92OxRg30fmbZ8DGwYb6YL20RpNdXX77aX9b6XfkyGVZQ6OtfjCnqJ/t2WtrxmZB3Vj84+UXjDFvl5GDNqBI1Y30kdpoFDTxzX6mhyG6vzWj6ASLhm2dvKYVRfL7dlFf4b92zqzERFSfr1Pbq9i2hdZ9rrR44ZJ801KOrogqkvbfmeE8ZSvcS+5RaBE/V20Zm2tjZR79iL6WlcNEGe1mYyg8+rc06YWCaSRWU/x4jhfHFiWU6PqVvnNOj7GSZQuQy2m7333pu+853vaH/Xt7SkC2GdWVuDTM+P+RrqTqRPx1QWF2q/f005hEH6vgzE4rbv0SlxO9SU2r9Oh/IiCIhUUd+TKBDv3TIgtzCMr8Z1v1N4lBVB2KaKeliUdbatXe7iEPQX4vinCtA+idUHDCvXu9/d/K4fX41tSRf1k6uLpJ9RuisJ0uylbunfeawNTOMrQU2Js3NdqVo1Lt82xyg8+5WlxTSirIfWmUR9S5+3lkDZee0r0J+dax1Q38f9ksFLaTx9/coSxcUcL6HS0nQp3UXye2tUVRmVqmqSRlHUG156TN/ut99+Kc9hxIaGJAcccIDrn2s1TcyEFz6vmfHDA6tpxbZeWtUykCJ48VW0Z02hKPcYhXMa5P0MG/huNnzyo0bJo7jHHnus+Hv//fcPJdCqcqSM5bL8Ki/oVJQa9Dp5MTE4qEiUdcfzJatVjzJ/qkTZAlPSpyzRVrf6jaqsn+o5dfUb/2t6qBJlZTXqDYaVxKjN5NHWqX7jVqKs7nmxQ1VFBzkQsoTgoFe/2WGRyCvrnivGwZqN3FT3t+rad+u+Do2oP+yww+gXv/gFPffcc3TaaaelPIekKWMdN8GILMgeVSYz+LxmDipvPD03+6n/oJ/ToO5nGCkpKaFzzjlH+txrr70mBP8JJ5xAI0eOFH1GINbHjh1Ly5YtE02okivg4DGWT5o0yTJJ1k06B9J/+Msd/ACrKiDa1XRXiRNVwyWnyAYmRvUbWWMeCNPk2vwyAWkMCjIZrFhVgXFa/cZLzNYggz2q1bIJghclcZPZ0TOYckxk++hY1CubT5ErqJpYoX47rg8zyfuY6w7QsQIcZ/3qN31Z1Km3GkjJuinjO0JWWSfSov6oo46iyZMn06OPPkrnn3/+UK16TNFC7GMa5swzz8z1ZjIMwzBJlJWVKTt+w5YDUY9eIwcddNDQcgwCfv7zn9MNN9yQ0nwKjxH596vxlKqkZbkLkXq7hkBeR/SclrQ0R6hlgwKdiLBdJFW23y29uantrSqX+dlRxfTmlt6U7Thpkrpkpl0UW3muHQ7gvC5pqYzUx3YO+sw09ybEgCXmY0UBNJSSMa68kBpNVZSsusrKrmVZ1UmnzeVkJS39aGYYOFEfj8fpl7/8pYjSo334l770JVHG8vHHHxfZyOgoi+gNwzAME25Q8nLJkiWie+yKFSto1qxZtHz5cjFTC5slBgN+gFrTMvHtLFKfmdCSRaw9F/VD9psBy8ZTqqZaOFZ2Ik5Vo95AFsVX1fau9ri2t4q7jxpGF72yg/6+pVckQ95y6DDLbRlmI+qVszIu2W/caj6lqh2Az5UNXPCxLb2DNKzEP1GvOpbjKySi3rJOPWnWqSdnkXrJfe3H4DRwoh4ceeSR9PTTT9OCBQto0aJFot04Kilcc801QuQzDMMw4QeWm8WLF9N1111HTzzxBL388sui0sX8+fNF4ypE//3A6LBqprxQX0zGYwUE/WzWGnZRbXWk3jv7DWYl0NF3m06kXuElhrAvs1AQqq6xVv55mWUBVDro7Osmk6vitPgEvepHYLhNFFt1TILmqVe9D8SusslWd0I6qPF1Zi1eIM2F2G7RAU5qv5EcX9WgXWVFkw1Q3bqnQyfqwYEHHigsOAzDMEy4ufPOO8U/GahTjwAO/uUKlT/XSaTe+OE3R6DtIvWq6LRbPnKrTrc6ot7K6qF6b7skWdUMRatMCMULUjz+QWZYqXUU260BnGqywC37jUzoGtFqq865/qS0q0V9WWFB2kyTEanHILZAMrMkm92QHV+n9jqp/abY++s4N3NaDMMwDBMQZALBafUb1Q+/faTeWx+5Snhv6hxIm1UAI0wZv6pjkOlgZej5fr1IvR9CyC1UgteogOPWAE5pv3EpUVYlVBGpV0XjzVV+ZPS7ZA9SzfSUFxXQCMn2YX9U97ikoayjSL3SUy+7ln2I1LOoZxiGYfIa1Q++U7El++G39dQrfdbu/Dyrkn0bTL5jx5F620TYDOw3kmXVPgght7CKYlvlTzgdwCmjxgmvI/UW9hsLUY9r4b9e2E7192+kfR7eRA99nN6UySky20tFXL19Kl+9PFKvL+rVnnrZtcyReoZhGIYJSaQ+fVnmnnp3BICqvnaDojOUrqc+20i9TOBKkwtDFKkfZuE3B27Zb9SRem899bClDC91Luovf6OF/rymSwhxJLFe8PLO5GO3+0qUQ9Srtk9iNYMlR54oS/qResV3h2xQ64ennkU9wzAMk9eoRL2scZPzSL31a2RC1og6uoFKlJsrhGTiqc8qUi855q2Sijl+WBbcwi6K7dYAzmtPvar6DWwpyoGLQtRDOD/xSVfa8sfXpi9zQoekpGV5XO6pV0XqVZdotnXqsUx2DP2ofhOeu8UD3nnnHTr99NNFI5Rx48bRMcccI6rtMMFmw4YNtHDhQjr11FNpn332Ed0rp0+fLmpev/3228qW81deeaVYv66ujvbdd1+66qqrRC1sJrig1GFtba3499Zbb6U9z+eV8bLmtVNRXyJZ3178yp+v8tp+Y2qSpPLUZ1qq0y5RVhbJlw1wqiPkqW93aQCHhE/ZrJAfzadgIZFdEipPPZKEZedaNajMtvrNCEXtSVlSuKoEaJHUU0/a94FqoF5VnMfVb7zmpZdeErXw0aEyuRb+eeedR42NjfTtb38715vIKLj77ruF2Ntjjz3o6KOPFh0q0dgGpfHw79e//nVK6VN0p0TPg/fff59mz55N8+bNEzWx0Sjn1VdfFXWycR0wwWLlypWiIgrKHuIcmuHzynhe/caVSL2dDSVX9hu9SL1T20E21W/aQh6pt4tiqzrsZrKPJbGCtCixW556pdiN7RxQYD/NjctUol7V+KmpywtRH1NH6rudROqzq36jHqjnaZ16r+nv7xdNT2KxmBCBRtfayy+/nObMmSMaXJ188skigs8EDzSlefLJJ+nwww9Pa0WP84YulBB7aFsPbr31ViH8LrnkkpSulfhvDA4Q9fezcyVjD3pToPEQIu9Tpkyhhx9+OG0dPq+MW6iSVa1KNsoodan6DaKCqHvvBqqBSWOH3FNvrh6SaaS+1aH9Bg3AZKI3F91kM6WmeGcU23xodkfq3RvAiQotpvdzq069LOIPoWuUhBwuEfUq+42swRnY3GVfLSeTSP1wB/Yg1YyETMA7saG1qvotsP3Guyj9mjVrRGTPEPRGvWSIgN7eXnrooYdyuo2MmpNOOilN0INDDz2UjjjiCGpubhZRXsPPd99994mZmMsuuyxlfTzG8nvvvde3bWf0uPHGG+mDDz6g22+/nQoL0+c9+bwyfkTqK+LZJzDa2lQkn+30c61QJfvK7A+wupjL+TmxHTiJ1JufVyXW+mFZcAuI3lrJ9u721Ls3gEOk3oxrol4SqU++tmXCWZaICszi341IPb7/ZaK+Il4wNLDSEvXKGYkCZXM5PfuNt5Y6K8Jzt7jIK6+8Iv5iyt4MIvUA0/dM+CgqKhJ/DSEIW87GjRvp4IMPFjaOZPAYy9euXSssV0wweO+99+imm24SHUX32msv6Tp8Xhlfqt/4EKmXd550L6Knst/IbAMjJWJN9Xq7BGCnJS1VPmQ/ygC6iaz6ilWibKYDOLmn3q1I/aCl0JXto8pms83Ca5/pIASBcNlLy+MFYmAlG3Rka79xYq9TXsvcfMobIAjA1Knp/c/QohxRvtWrV+dgy5hsaGhooBdeeIHGjBlDe++9d8q5hoVDhrHcWI/JLT09PUO2G1jkVPB5ZYJY/UYmtOw99bLSd+79+DvZh5GSsLxXnvp2U3KyKrpZHaJIPZAJSqtE2UzPtbTRWXaOliFk7pHka3uURNRv6R4QEXTdSD3YnGG0Xnm/Fu08JtKuspJRqLJ0p+Ka120u51bp0kzIS089KmaA6upq6fNVVVVD6zDh8WCff/75QhTCU21E6o3zCGuVDOMa4PMdDH72s58JIY7Bmcx2Y8DnlQlLSUtVd04rAeDmNL1KlMuQiaFMPfWqaGXyfkMEGj5tlQ85TJ56VbKsVaJspqJeJjzdst/02ETqR5Wlfzfj9CH6XltSoOWpN3z19ZXOt0/VxKt81zGRRuqztN8Mzdz1aETqJQnfgEtaMowGiUSCLrzwQpEoe+6559KZZ56Z601iMuDNN98UlWv+93//l2bMmJHrzWHy3FOP329VxM6pp14WwTSQWjJyFql3T9TbRerx8uQBT6Qj9RbNpzIdwGVi9cqmo2zytS2L1KsEvFWkvsnHSP12F+w3us3llCUt2VPvDXZRvLa2NmUUnwmeoL/ooovokUceoTPOOINuvvnmlOeN89jS0pLRrA3jX0Uq2G5gm/rOd75juz6fV8br6jdOo/QqoQV9ZBW0dtOSkW1egFTUe9RR1txAqC3CkXpE6OFTl53rTAdwMuHpbaSebEW9rKKNymuvWj+7mbWYtIKT2I6eRNrgutcF+41sIqJVmfTNJS09wfDSY5p/v/32S3muqalJNK5B2UQmHBH6P/zhD6KS0Z133inKlMrOtSpHwlguy69g/AP3nOF/RzMxGccee6z4e//99w8l0PJ5ZbyK1Gci6q3K3qmEgmxAURkG+42tp95esEH4jyi1EUIhqlNv14BKFql31VPvUvMp2alLidRL7Ddgi0TA++qpj6sj9dgnDK6SB4myGQlVR1knsyNuNRnLhLwU9Ycddhj94he/oOeee040oEpm6dKlQ+sw4RD0aDR11113ST3YEHVjx46lZcuWiWZFyZVS8BjLJ02aRBMmTPB5D5hk0FMAHYFlwFYFwX/CCSeIRmPoH8HnlfG6o6zTyjdWAlgVQUXkUCr0XPzxjxUUiLKJdtVqVImyoj45ttVBpF61X1YVcKISqbeqky5rNJbpAE7qqXep+ZTsfZKF7qgyffuNn5H6il33jaoJGLYleZDY69h+o1v9Rt5vAfei14RrCOwSRx11FE2ePJkeffRR0YHSAFP5EPvFxcXsyw6B5QaC/pRTThEdZlVJlUjCglhEJPiGG25IeQ6PsRw+fCa3lJWVCT+97N9nP/tZsQ56SOAxekvweWXcRNXIxilOrSqI0g/60KRGd4Ais9/gXnPaKRfaziaQn2a/aY2Kp17V0RSR+n73BnCyc+JlScviDOw3GNxZJcpm6qnvsI3UF0qfN/vqVYPtIsXgXHofSLZFNkD1a3Cal5H6eDxOv/zlL0WUHp1HEelFGcvHH39clEVER1lE+Zhgcv3114vmYDhne+65Z5qoAzivRmMxlEZcsmSJ6DKKQdysWbNo+fLlYqYGNit4uZnwweeVCZyoVxRsUokHv0rfoQHVDunwwV7Ug9I4kVl/WYl6HevNzvWSIvV9uevC6Say5lOgsV0uYCsD6KmXRbCTZwYQCZd1zjVbbSC+rWaI3PfUFyg99bIKOGr7jReRen8Gp3kp6sGRRx5JTz/9NC1YsIAWLVokSiKi4sY111wjRD4TXNatWyf+IhqLzqMyYNEwRD2sGYsXL6brrruOnnjiCXr55ZdFP4L58+eLBkeIEjPhg88r462nPuaip16+vsyOkctIvcyLvDtCOehA1OuJy+T1WntzZ1nwI1K/rr3f1QGcl556eaR+9+fhnGAA2GQS5VtMIz8rP3121W8Sjj31MiuQ2n7jvqfer8Fp3op6cOCBBwoLDhMukBCLf05APXMM4PCPic755vPKuIFsOt8PT706Ou1ypF4MUAYy8tQDuf0m8xr1suMue03Y/PRWnvoGlyP18uZTbkXqJaLedGlIRb1JNFv56cX6XkXqS/Ui9Sq7kqpOvez20I7U+2QjC5dZjWEYhmF8iNRXuFz9RobMY53pZ1uhKFaS9pmqgYyul9hJOUtzRFP2mrD56S1FfceA55F6aPF+F4R9r2RTS0xCt05yUZlFul2kHoM6XauWVqJsUcy6ApFpe1QfLatH76S5nKz5lF8D1PDdMQzDMAzjIp05itSrBI3bAmBnpN4aVXRTlQDc44L9Jtl+JOsoG8ZIPa4b5DCYWdfW7+oAziyydfsHZBqpNyePypJlt5imb6ySZLPx1Xf2WUfqq4oKUurqG2wzKXCnHWV1m8u1SexBfnnqWdQzDMMweQt+kN1KlFVF6mUzAdaeerftNwUZJ8mqBitdbiTKpthvcpdc6DbDStKPV6MiUp/pwMVsh3GzAo5M7JoHESMlZS1begdTBnt29ptMffWy+xWbVxzbXbFJFq03b0+fw+ZTsvsA75B8ueP7RBap98tTH847hmEYhmFcAMFE2U97bqvfuG2/cV/UuxOpt+4oG0b7japOuiopM9MBnHJWKDObeooolVlKzJtZp7jYky03dvabTCP1shwYzHgUJCVVq7rK6hwrZfUbjZK1qjK11RypZxiGYRhv6bKppOEEZfdVh4myFTmofqOq7a2agVDNPoDWjEpa5s6H7DYqT7erJS0dWr10UZ1W8zUgi9SbK+DoiXp3IvXm+3W4ZJBqrlPv1H6jc3+r8kmqijlSzzAMwzCeompk466n3llE223bic4AxSpSX+ZVpH7XsUdyp+w8+CWE/Cpr6eYATuWpz1bUq15vLvM4SjEITK6As03DU2+uoJPpQNx8jY+QnIO0OvWa++okEV6dJ8OReoZhGIbxFFXEucLVOvXqjrJ+2G9Ugw1dUS+rBtLlov3Gr8FNECP1me6jqkJLtqJeNcli9vDX5TBSL7tvzKK+SnJczTksyjr1yuo39sdc5qcH7KlnGIZhGI9RlcfLVfUbiDXV9L+39huLSL3j6jd60VfDqqCy60TJU6/CzTr1VkLV7Ui9ahDo1FOfSaReds+aB+EVkmsWr0uuVCOz3+BlqoZnOs3lVJY6LmnJMAzDMB5j18jG0zr1kgh1JjMEXttv5KX8diZVumG/kXWTDbOnXlfUZzOAU3nqsy1pqfKZmz9P1agsOfF1m4+eevPAs0Jy7QyaZphk9hvVcRWfoTFob1V66tl+wzAMw4SE7u5uuvLKK+mEE06gvfbai0aPHk3Tp0+n448/nu6//37q6+tLe01ra6t4zT777EN1dXW077770lVXXUXt7e2hFPXOO8r6U/pOz35TmIGYybKj7K79V63vV8WQXNlvshnAqTz12Za0VL3erEkhomWDLqNWPZqTqZqrpazvUvUb8/1arji2yfe7rPqN1SWn56lX2G9cbiinIpx3TAh/7FavXi3+5gO8v9GG95eR0dHRQb/97W9FWbnjjjuOLrroIjrxxBNpw4YNNH/+fPryl79MiUQiZf25c+fSwoULhfi/8MILadq0aXTbbbfRSSed5NvxdjdSL1+u8p8nl3T0UtR7Eam3rurjrKOsyocc2kRZTVGfzblWnZNsPfVqn3n658kaUBmWG53GU0adetWMj5PmU+bIfLnimk8W3X2SWQlVkqzuoF1WmtVPK1ncl09haGDA+RRTmOH9jTa8v4yZYcOG0bp166i4uDhleX9/P51yyin03HPP0TPPPCMi9+DWW2+l999/ny655BK6+uqrh9bHf99yyy1C7F966aWhEvUY0EDYmyPYSk+9rOKLB9FpnUi9U0+9U1uRpf0mTyP12Yl68sRTr47US0R9WSGtbhuQ2m90/PQAp765d1DasEuFbJBsvl8rFNds8v0u21crUa8c3No0UQPsqWcYhmFCQywWSxP0IB6Pi4g9wIwHQGTuvvvuo8rKSrrssstS1sdjLL/33ntzWv0mE1Fv5T/X99S7/+NvlygLgWhlD3CeK6Bfp17VgTPMkXpdT302Azin5yRbT71sECGb3TEi9ObykW51lU1odoAu1xH1Cf3KN7qR+lyXtORIPcMwDOMZsNwsXbpU/PeMGTPE31WrVtHGjRtpzpw5VFFRkbI+Hh988MHiNY2NjTRhwgTL93dq0+nt7U3529K986+Z2EAvdWtaCJKBzmk1Levs7ZduZ1tv+vuXFQ66bj2KJ9LzGZJB982enh6L1/dLl7d0dlN3UbqMaNUMF0MKbe/opu1d8nNQnNA7B+ZzmmvKSW//y2JZnOt++Tnp6MYxy1xAtnUprpWB9Gt4RPGg1CPf1dVFG1v1z0VjczdNLh3QOq+qMrAllEjZvuJB+fFp7uih7qqd56enL/0zMRZQnZOCAfl7tiYd8x3dfdL3HOzrpu7+zAappaWl2uuyqGcYhmFcAz/AN910k4jA7tixg1588UX68MMP6eyzz6ajjjpqSNSDKVOmSN8DyyHqsZ6dqIdnPxN7VFNTk/i7aRt+BtNnGJqbNhAVOX5big/iBzhVVDW3d1JDQ3Paum29ZZAKKcsKeuTrZkNbM7ZHLQyqCvqpoaFB+XxHC8KXJWnLP9mwicpb00VWe1/6fqn46JNGWr8NBzr9YLc2baCBuPNzmmt26s5y2/VifV3U0NCS0Wds78LxxXFOZdO2HdRQLBefOmzYIb9WWrZtoYbB1MFKUU/6ecO+/3NNI63aLL+vZHywYQtNkghs2Xnd3is/tr0dLdTQsG3ocbvimv9k0+7PauvCNW0KzQ/0Ke+FHZ2KY751BzUU7TzmTc3Y59SLtqJwUAQoMqGwsFD5PSmDRT2TF9T+br3Hn4Avmd1fKG7TfN54z96bYdwW9ddff32Kz/zb3/42/ehHP0qpegNqamqk71FdXZ2ynhXjxo1zvH0QCajOA7tQ0bYOxPvT1ps6cUJGFpyKFc1ppvpYcRnV149OWYZBT1die9rrR9dWUn196uxFtmwp7yP6h/pYjq0qofr6Ucrnxw32EH2YXpGoduRoqh9lEnWJQeqR7BfyBGUB/Nq6cVTQ3J12DnDkp0+eoKwZbnVOg0DNm9upxSa3YFR1Rdp1oUtBxwDR39MHf+XVtVRfny48dflXDKq5LW35+NF1VD8m9VxP6eoiauhMW7dk5DgaaMPMT5fWZw6UD5Nus+y8Jtpxb6Xv99jhqfu9uUx+zVcMG0H19TsHqAUfYECVOgCqKClS3guD+Ox3rI95Yg0+MzVaX11SSPX19eQHLOoZhmEY14Afvrm5WdhuYLF5+umn6cc//jG99dZb9PDDDw8JdrdwMjWdDEQCXtsrEfRgWEWpGJA43h5RSi9V1PdSQdp2ovKNzL5cUxrPeJ9U1JYjGqkW9XXl1p9ZVSYXp4nCorTXNSu81KPLC6lBCLJUemNF1JnolSYWlpeVZXROg8Cw0hi1WESfsz3X1YPy907Esrt+BgsVJRnLcGxTZ2vGV2HddFHfmohTc3/6OUUOquya394Xs9zm5POaUNiDasT2ldpe870Fu49Pv+T50nihcltqEvJjPpB0zDsH2qSVb/y6LjlRlmEYhvEkcXb8+PH09a9/XVS6eeONN4QtBxjCvqVFbj0wIvRuDwBkqJLuMhH0QFbuXVb9RlnP2oOEOlWdeZ3KN1avlyVlqirZjC2TZyDCIy0rA+hXYmEuK+AEsqSlg+o3I8vk+whfvaz6zZiymDQR3EmirG61qgrFsTV6I6j21eqyK9WoAiWrfuPntRzuu4ZhGIYJPEcffbT4+8orr4i/U6dOTamGY8ZYbqznJTrl8byofqNK+KvMQfUbq8ZT1qX8SHuwMro8phRZsi6c1SGtfONM1Aew+ZRmR1lVnXqjAZWsm+yI0kKqkwwEkrvQ2qG6bzKpftMnrX6TZZ16yZv62RmZRT3DMAzjKZs2bRJ/i4qKhsT62LFjadmyZaIJVTJ4jOWTJk2yTZJ1g+TIna4ItkL2w59cx9pA1UXVi+ZT9qLeWgqUOojUq0r6jRF2CPkgQC6EYtEX9VlcZ6rSi1mXtFQEzWW9k+oUsy8Q6bLmU7jORktes1mzpj3o7Jevq1+nPmE5gLGqU6/qH2Ubqfep8RQI913DMAzDBIIPPviAOjvT/bVY9v3vf1/897HHHiv+wtpyzjnnUHt7O91www0p6+Mxlp977rm+bLcsUl/heqRe335TEUD7jY7twG6/xigEYHt/QlqnPqw16p3Uqs9mAIcEYplWzLr5lLJOffq21hQXiHKNZiDoZfYbiHp5pN6B/UZxfZlFfZnimk2O9MtSHqzq1ON7y85eJ7v+/YzUc6IswzAMkzWLFi0SXWAPOeQQmjhxIlVVVYlyk88++yxt376dPve5z9GFF144tP7FF19MS5YsEd1jV6xYQbNmzaLly5eLzrMHHHAAXXDBBb5sd6cPkXonnnovBADGCdgsVRDXzUi9qqPmGAv7jSxSH9Zusk5EfbYDOAhtswj3ylNfJIlgY2CBa2eTyT6zoTNBLZKBGgaPskA7BgADiUEqtIiS29pvTMcyVlAghL7Zg5/afMpZpN445ubr3mhgh8pPMs+/F3kyKljUMwzDMFnzhS98Qdhs3nzzTfEPNhokuu6999502mmn0Ve+8hXRXTa5ydTixYvpuuuuoyeeeIJefvllUbpu/vz5dMUVV1CZw8onmdLpsqdeFtWWi3r/7DeIMGKfVII7Y1HvwFakst9ApLVGMFKvY7/JdgC3U4C6LOoVkX5ZR1kwqqwwTdT/u7lPmbuBjrBmoK0h7FEhKdMO0LLZtXIbUd8jEfWywYv5XmhJO+b+D9RVsKhnGIZhsmb//fcX/5yAOvULFiwQ/3JFp0SEltvYVRx76iVCS5ko61FUD9ulFvWFLnrqFYmyCvsNSmDKLFCh99TbDJTcGMDJhHa2ol4mdK3ErixZ9pO2AeXgUbXHmzVFvW71G9Wy5OtTar+JZW6vU1V+8tNTz6KeYRiGyVuk1W+yKjUoj34iQpncSEklsLPx81uhshRhMbzRXot6eKlldco3dQ7kPLoZxuo3KoGpaBOgTZ9iUKCqtiMra6kaVsB+o7q8d/rqi1yrfqO6l+zsN0U2A3ore10QIvXhHgozDMMwTBbIRIJdYqkV6rJ3evYbrwSAylIEoWVXk19lvXBS/QaRd1m1lw0KUY+GPVEX9dkO4GSivtejSL0qgbTOZpZHp/oNaFJcB25H6jt3mfrh4ZcdKtXgRSdSL+u3AFjUMwzDMIwPyDy62SQw6jYF8rP5lNVgw67yjVXVD7mnPn0ZPhqvlzUE2hjRSH2tb556d0tayiwp0MbJs0zJjFI0oFKJetX6urXqZSUtMf6LS45FheReMhLjFWNPy+o3qgG/cW/L+i34bSVj+w3DMKGn9nfrPf6EciLa5tm7N5833rP3ZtT0JQalP+5eROrNYktWHx/ixKr5jRf2Gzs/ffJ+mfdBXv0mIfWOY2BQEYe4SX1+Y2cibyP12Q7gSn2K1Ftdk3ZJ1qnrFipnjHS7yspm1lTvWS5ZbrxeVbrTLlFWNmtl3AeqAarOwNktwn3XMAzDMEyGKKfys/LU64l6mU1F1dreDVTCR1eUyROA09eT1+mOKRNDVecg7JF6bL+Vu8aNAZwsqpytp142KLAaX6kaUJkp3JW7gfujVpLDsUWzAZV0Zk0MFtOx8tQrO+dqVL9RWesa2uWivr5S36KULSzqGYZhmLxEKep9iNTLbCpe1rPOxn4jXi8RSLqJsoZAdzJoCXukHjMTVhVw3BjASRNlPShpaTX4kFW/UV1nhoVH5qvPxlOvGoSXW0XqHXTO1fXUN3akvykmwkZozNq4RbjvGoZhGIbJEN3ulE7Qrekui9RXeVT5xrtIvb79Rvx1sH9hj9SDYRYK0Y0BnCeiXhqpz95+MzJJ2Mq7yup66vUT28sVkXpUolLab+yq31gMbhvb+9OeG19RaJuI7iYs6hmGYZi8ZHuP+3Wl1dVvTJ56nztPqrYrG1Gv2ynX2C8nCchhr1MPrCL1bgzgZJVasvXUy7usqtfXzclInhGSWXa0PfWS60s161GhWA4LD/JpZOh0lFXdB+slkfoJFf6mrob/rmEYhmGYDNhZGzud0Q4qeuiXf7QXv1566t1IlNXxN7dbReod2W8iEKm3sF24MYCTe+rdt9+o8kSMyLXOuUq+zmSR+ubeQa1ZBqn9RnFtVyi89ngPpf2mMLMZK0T/10ssRBN89NMDR1fVhg0baOHChXTqqafSPvvsQ6NGjaLp06fTOeecQ2+//bb0Na2trXTllVeK9evq6mjfffelq666itrb26XrJxIJuuuuu+jQQw+lMWPG0NSpU+nrX/86rV27NrM9ZBiGYRgJqil/3eS/bCL1VuLX7zr1OshsB7qReiPqrluXvcDDJlxBqYDjxrmWR42ze09ZpN+uIoyOrz55RkhVq36LRrReVtLSSfUbY5Ys80h9+jLcyk1dCemxn1ARYFF/9913C4EOgX300UfT/Pnz6ZBDDqElS5bQcccdR3/+859T1u/o6KC5c+eKgQDE/4UXXkjTpk2j2267jU466STq7u5O+4xLLrmErrjiChocHKTzzz+f5syZQ0888YT4vFWrVmW/xwzDMAxjMeWfXaRet/pNuOw3sv0yd+NFtFK+X0airN5nVRXvLIEZZVEf3ETZQe3ZJ4NRGrM9qfabzGvVO4rUFxWoI/UZinqVf39Va7qf3vDU+4kjs88BBxxATz75JB1++OEpy1977TU6+eST6dJLLxUivqSkRCy/9dZb6f333xdC/eqrrx5aH/99yy23CLGP1xi89NJLdO+994oo/V/+8hcqLi4Wy08//XTx77LLLksbODAMwzBMJshEBH6zdWqMZxOpR9CqXeqp907Iji1PFxfYVNlyp013kiOggxZJr7rJr9UR8NP7Yb+ReepxSvoTg9JmTDrIbCm2kfoyh5F6xTWn46uXiXqVzaZcIfbxHqoZDbvTohq0r1aI+vogR+oRXTcLegARfsQRR1BzczOtXLly6Evrvvvuo8rKSiHGk8FjLIeAT8Z4/P3vf39I0INjjz1WfO5zzz1HDQ0NzvaQYRiGYTRFBKwEhRkKIqsf/eSoNv5bFih0Uh3GKcdMKE0T5lhWo5kULIvWmj31dl1ydS011RGofOOP/Ua+PJtovTxSb2e/KXTkqVfZdewi9RisyDz/ZU7tN30Jtf3GrvqN4vmPW+Si3m9PvWtpuUVFReJvYeHOHYBVZuPGjcI+U1FRkbIuHh988MG0dOlSamxspAkTJojlr7zyingOlh4zeB88/+qrr9KZZ55puz0ya0+u6O3tTfkbdfJtf/2Ar+do4/T8lpaWerYt+cQWiYgYlYWfXjdSbyd+vQA2gEeOG0FXv91Ca1oH6PPjSugXh9Zqv14eqSfbPIHUOvW69pvoR+rdKNmpEtsQvqmqy7vmU2CkRqR+hIan3i5SL6sYZZ0oW6B8H9W4PZM69eDjMNpvVCB6/sILL4jE1r333lssM/zvU6ZMkb4GyyHqsR5EPfz3mzZtohkzZgwNDMzrJ7+vTlLvwECWGSMu09TURPlEsPa3PNcbkBVBnKHi85ub84vvR9X3KuMMmYjIxk9vXf1GR9R7G6E+fEwJPXtiXUavVXnqMStv+N/tBiu6+xeFGvXAsvmUwjLiBJXAzC5S7zx6XecwURb/DVFtDpbLBtk6zeJU4r1CMYjE+6i885lG6ldJIvWYqSl34Tz7Kur7+vpEQmtPT4/wyhuCHFVvQE1NjfR11dXVKesZf43lduvbMW7cOAoKiGhCAI0ePTrFVhRVgrm/2yjM1NfXU1Dg8xvt85svQIzKpvuzqXxjZQVIjmqrItpei3ov9gsi0BjItPZaD1Z07UVh7ybrl/1GJUzdtt/YJY/qzG4li3rY2/DYfP/ZReqdNosrt/DUFyjUbyZ16sHqtv6cV77JWtSj/CQq2iBR9txzz9WyxfhFEKenIYCCuF1ekW/76yVBPI58ft2Dj6P/IFHVXL3FnUi9ffWbXNhvskWZK9A/OPScvf0mvyL11omy3tlv7EQ9/OT4B0uVucqQ7LV20Wu7CkoFkgEOBs9mUW/nqe9U7Fd5kVNP/aAy+dfuFlRF6mWXvt9+ehDLRtBfdNFF9Mgjj9AZZ5xBN998szSy3tLSIn29OTJvF4m3i+QzDMMwjC6bu+QCoS6nnvrgitkynf3qt7PfaHrqAzy4cS9S74b9Rr5c0ShZsHR9N33mT0007r6N9Jk/N9GKbb224tRu4kRVojJ5cGNOPpdZduwj9Qln9pu4RUlLxQDBbgBjV94z15H6WDYR+oceeojmzZtHd955J8ViqW+FplFg9erV0vcwlhvrIUEWnvxPPvlE6oU3r88wDMMwmbKlW9V4KjuxhVKCMl2QGqlX2G8C3HBJp6qPbaRec/9Qpz4K4Jip9tnLSL1KsLb2JuibL+6gT9p3aqxVrQP01ee3CytaNpF6u+o3ski+7D6zjdQrBo2Oq9/0JzKuU68atAehnCWIZSro//CHP9CXvvQl0f1VltgK8T127FhatmyZSIJNBo+xfNKkSUOVb8Bhhx0mnnvjjTfS3g9JtUb5TIZhGIbJhs1KUZ/9D7Hsh99JRDuIqHMFdu9LW687ibJRqVNvZcFxYwCnEqDmRmcGS9Z103ZTGH9t2wC9v71P/PdAYlDUudf9HIOa4gJL24qsa7GsAg6q0qgGhsbzMlTJqGUW9htZQrCW/cbBefO78g2IZWK5gaA/5ZRTRIdZmaAH8Gmdc8451N7eTjfccEPKc3iM5fDhJ2M8/ulPf5pSLu+ZZ54R5Sxnz55NEydOdLLJDMMwDKMt6rP11KsiqDqeeje6jObCU69rK9Kt+BKVSL2VBceNAVypw0j9u1vlZYiNCLlK6NpZTqD3VLXnlZF6RQMqqwo4TqvfxAoKpNF6vE+f4hjZ1eR3EqnPhafeUaLs9ddfLyw3aBy15557pol1gI6yM2fOFP998cUX05IlS0T32BUrVtCsWbNo+fLlookUutNecMEFKa898sgj6atf/apoQnXUUUfRcccdJ8pcLlq0iIYNG0Y///nPs91fhmEYhqEtHnnqgcyN0N2vb1MJq6e+zaaqD8QhNJZCm0XOU28Zqfey+ZTCWrJ8286IvMyWA1SWFLuOskZzqQ2dCW1Rrxo8w1e/R7VcmpqbndnZbAzBbx4MCE99hvYbO9GfzIQK11pBaePoE9etWyf+Isp+4403StdBJN0Q9fDJL168mK677jp64okn6OWXXxZl8ObPn09XXHEFlZWVpb0eAwDUqv/9739Pv/rVr8R7nHjiiXTVVVfRHnvskdleMgzDMIxNpB4iCVaCbJH98Oe6+VS2aNXfl4gu2EwQMTUiupiNaFHYdKLWUdY6Uu+C/UY50EpfBmvNil02GzPG+VBF+HWE7CiLGa4RklGuyoffZBGpd9p8SvUc3idj+42mqMfHujHr56moR0Is/jkBdeoXLFgg/umAhNtvfetb4h/DMAzD+JUoC6FhLvHnVlS7e8BanEBMOIkC+o3Kn5y8X7IZCLN4rYzHqKV3IC/q1Fs1oHKl+o2DOvUftfYr7Sutu85bpkIXOLXfjC6Xr7+pU31tdGYYqXe3+o3ePTq2ojCt4o8fROfOYRiGYZgsIvVuRdZKJELCzqaiWxkmV+jU35clyprFq06EOsg2JKfMGlGUtmx6TdyVAZyTOvXvbZVH6UGLYb9RReo1xKlVAyqZqB+n8NSvak1v4mTQ2Z9wHqkvkol6dfUbu9vQptBPTstZAhb1DMMwTN4h89S74adXTdHbJcoG2Xpj5am3368Cx8nAVRGK1J80qYw+VbPbFIG9/59ZVZ5aomSC9T1TPfpkjE7ASp+5jv3GYaQeszFjJdH6j1rUoh5Va5zMIqkq4+B9VPX47WbqdAdjuShnCfx38TOBoPZ36z3+hHIi2ubZuzefN96z92YYJtpAu2zxMlKfgac+6NFpZaTeJgHYvF86MxJR8tTXlsTo6bmj6I+rOmljxwAdX19Kh44pceW9VWI72RJllySbHKlXdaLVGWNZReplnnqwZ3WcNnb2aot6mf2mPClnw5GnXlaPX2NGQtdTn4vKNyA6w2GGYRgmZ2zYsIEWLlxIp556Ku2zzz40atQomj59uiht/Pbbbys7hV955ZVi/bq6Otp3331FUQQUY/ASzPDL7LmqMnvul7S0956Hx1OfZL/p17HfWMsO6CorO0VYK+B8a0YlXXNQjWuC3kpgdpiuL5EkayHqjeo3qhLxXkTqwfTadGtSY8dA2vbLGp0Z2F0rlVL7jbz6jc5+qprLBaFGPWBRzzAMw2QN+pZAoK9du5aOPvpoUeXskEMOEWWNUZ74z3/+c8r6aDSIEsgYCED8o6nhtGnT6LbbbqOTTjqJuru7PdvWbb3yX2VZ6/pMkAUmk6Og5gZAYUgO1fPU20fq7QYvWN+NZOV8oKY4JgZBZt7cnBr9/ri1X1k5Jrn6jTpSr1PS0qL6jaIC0LQkW5J5e3XtN3aivlxVp15hv8nGipbrcpaA7TcMwzBM1qD3yJNPPkmHH354yvLXXnuNTj75ZLr00kuFiC8p2RmpvPXWW+n999+nSy65hK6++uqh9fHfKG0MsY/XeMG2PoWod8lTLxPARpRxcHBwqNmPF5+dK0899ksnV8DOfhOlGvVeg+vsMyOL6c0tqSL+1U29oqa7MbvynkWUPjVSr/LUZ26/qS4uUEbAVaIeFpxZI4q17TeZiPpuyQCmSNNag+Ou6gptwImyDMMwTGhBdN0s6MGhhx5KRxxxBDU3N9PKlSuHBOB9990nGhledtllKevjMZajCaHfkXq3PPUyW4RROxxiQCZOclHT2k1PPfZPpnPSE2Wt9xMikNFn9vgS6QDy9aaeocfvKTrJpkfqKfPqN4pI/UhFlN5O1OtWv7ET9RWK5408gkwi9Tq++lx56jlSzzAMw3hKUdFO72xh4c4fulWrVtHGjRtpzpw5osFgMnh88MEH09KlS6mxsZEmTJhg+d5ObTq9vb1KUV9b2E/d3TbtTjWID6YLBkQGu7q6qLFd7hceHk94ajnKmkH5cenoxTHrpq2SxGNQVjCQsl+lBdY16qGFMjmnyX/ziSNGFdB1kuV//aSDDh2x87/f3bJb4Mto7t15jjp65MdvcKCPdE5JDRqLmWZrhpcUKM/nyMJBQoC/y3RJfLC9R7zGfF7bJUK8NDZoeb0Uk/x6227+0F3lLHWuveKY9XcEGq6VJHq1jpkOpaWl2uuyqGcYhmE8o6GhgV544QUaM2YM7b333kOiHkyZMkX6GiyHqMd6dqIeCboDA9ZC0cy2vvQEPdCzdQM17KCs6evE+6d+BpwNa9c10j/aEA5M/5Eu7NxBDQ1bKcgUF5RR72DqgGhrSxs1NGynxi4sT+8S39feQg0Nuyuh9bVDdqRbKwziAz3imsmEpqYmyjdGDBJVx8uotT/1vPytoZO+MWq7uO5WbMd5UUeXO/qJ1qxroA1bMehOj/w3b9lMDZI8EDN1xaXU0pca7h5G3dTQ0Kp8zYTSUvqoI/U1K7fhNc1p57W1B/dN6rqxPuvrpadNfr1t64IlyRSa7+/TuvZiifTtSKaueCDja9gMAiGq70kZLOoZhmEYT+jr66Pzzz+fenp6hFfeiNSj6o3RcVxGdXV1ynpWjBs3ztE2Ieq3/d87pNG16ZPryQ1G7ugkWt+VtnzUuAlEGxF1TK/u86nxo6h+tHywERTK4tup1xSJjZdVUn19JbXsgGWiJe01E0YNo/r63YOY8Qhfru1QfsaoqjKqr69zfE4h/EaPHk3FxeoBQ1T5fEMbPb4uNcq+pjNGseHjRHnLzoHdAllF7ejxVD3QJ702J4wdTfXD7eXil1o66fr3U6/7L+9VS/X16oo/M9a10Ucdqdve2B2j8RMmUH9fX8p57Xt7O+YNUtYdbnO9TOjtJlqTfr21J9JFeWVpMdXXj7LcR7HeymYcVOXzk2tKtN7HC1jUMwzDMK6TSCRERRskyp577rl05plnevI5TqamrRJl68piGb2XjMoSiKN0UU9FxbSjXy4G6mtKqbQ02KK+NJ5ur+gb3HncegvkFo/h5SUpx3VYOSK+alE/rDSe8XmA8HPrHIaJ4yYOpIl68Oo2/brqPbFiGiyU20qqykq0rs3LDiihtkSM/vBxl0isvmDvCpo3zbrR1l7De+kx07bDGbN1oIjqduVXGOdV4pihymLr66WmTH69dUps+yVxve+A8iIEJ9SiflJ1Uc6uQxb1DMMwjOuC/qKLLqJHHnmEzjjjDLr55pulkfiWlvTIbnKE3ljPbWSe+tEu1ai36vSJpFJZ5Rvx+QGvfmPXKVdW+QZUmRJfbavfBLy0ZxCZPU4uIJeu79aul47EUVlDJt2SlkYN9599tpauPahGmH10SpNaJcvW7coJMJLrZWU57a4nJz0PdOrU63SVHZ+jcpaA7x6GYRjG9Qj9Qw89RPPmzaM777yTYrHUn5qpU6eKv6tXr5a+h7HcWM9tVJF6t1BFR1FdZLOk3Sd0bE0Iqr5Yi3r5YAW2Jqd16hlnjKsopBm16ULy+Q099M4W63KWBq29g6SyzeuUtEwGHV51ew2oRP2Hzf1p946s4qZ9ScsY6aI7nrQT9bkqZwlY1DMMwzCuCvo//OEP9KUvfYnuuuuuIR99MhDrY8eOpWXLlokmVMngMZZPmjTJNkk2E/oTg9Qs0Tlu1om3atTUpKhRH4aGS7DfqER9myJS77SjbNCbcAWVORNKpUL9DVMjKqtIfV+WkfpM2LNarwGVrJwlKLcZBFY4GCQWae6nXfOpXJWzBHz3MAzDMK5ZbiDoTznlFNFhViboAQTsOeecQ+3t7XTDDTekPIfHWA4fvhds6xmkQUklEDftL6pIPQTwZokxOOg16nUi9W2qSH1anXqO1HvBHEm9eiegAVWPovmUXWQ6G9C3QBbZ/tA08lZ1xM2k+ZQK3cGLyl4XhEg9e+oZhmGYrLn++uuF5QaNo/bcc880sQ7QUXbmzJnivy+++GJasmSJ6B67YsUKmjVrFi1fvpyee+450Z32ggsu8GQ7VZ52N+03VpH6zZ0J7W6coRD1/TaeerOo546ynnBIXYkQsLLGZjqgAVWfIvfT61MCC05jx4BlAyp0yJVRYWOvKXfkqddbzyr5GM+MczE/xyks6hmGYZisWbdunfiLKPuNN94oXWfixIlDoh5NphYvXkzXXXcdPfHEE/Tyyy+L0nXz58+nK664gsrK0mueu8FmRZMkPzz1QtR3hzlST44TZc12GzvRzh1lM7dGHT6mmP7WaN1oSkVrX24i9Yaoh/8/mU1diZTZH9VgpcxGtFcWeRGpV6+He1k34dYLWNQzDMMwWYOEWPxzAurUL1iwQPzzC5Wod9V+oxAamzoHSOZScdPPnztPfUJqUzALHLvIaTVH6jNm9vhSW1FfW1xAzb2DUk/9gOTaxNnyWqOqkmU/bk3QSD/tN4UFWUfqc+mnB3z3MAzDMHnD1m65OHBTWMsi2mBdu9zfEJZIvSxCaRWpr5RYIyCcrHJhzSUwGX2O0fDVHziqWGqBQlJtryRSj4GZ10nc05WifsA2Um9n5yorLLDopZuK7njSKlI/IYflLEE4vkkYhmEYxkNP/ahS7z31KlEflki9rOpH9y7rs6ykpcr6YJUsy576zJlaHaeJNpHi/UYUSS1Ook59wt/KNwbTauSNrVa12Yt6u0h8QUGBdrRed1+tIvW6fQG8gu8ehmEYJm+Q2W+GlRS46oNV/eiva+/33M+fi0g9GgPJSlqqGklZlbVkT33mQMAeM966k+msEcVUIzkvIlIvKWnphz98bHksrZ8B+CgpUr/BlEhroCPYy10W9VbVb3JZ+QaE45uEYRiGYTwS9W53c3UaqQ9DN1lVpB4yEBFeqahXRORlAg7g7e1qgDPWzLax4MwaUSQV9Tsj9RJRH/NnMLKnxIKTbL95/JOujD3s5ZqivsiF6jfsqWcYhmEYn9iiaP7kJqoffVW0cVRYIvUKcYRovdR+E3dmv8EgIAxNuILMkWNLSKVhMSMFe0615PiLOvWSy9OvSi4yX/2atgHC5AHKXb7elN5E66BRRTRSlcCSQQOqEl37jcUgoZ4j9QzDMAzjD1skibJuJ6qqRL2sYSeEr12X1aCgiqKjVr00UVaxX6rlKrsOow868n62rlj63H4jisWgqaZEFqkfpD5ppN4fUS+rgIMZoI3dBfSXT+RdcedNKdd67wrtSD176hmGYRgmFEB8tkjEp9uReid1vcPip7faL5SzhH1DO1FWIbJkEWTGOXMUvnokyarKhoo69Tny1Fsly67tgqhPL9OJscape+j1sii3aVBloDumVN0H8NqPdDHhPhPC823CMAzDMFkga/zkhbDWcAQkfXY4/PRWkfqn1nVLK6eocgVUdghEmZnsOWaC3Ff/mVE7I/g1kmRkuKcQrTfj1ylR1ap/YVuc/tE8ILUZ6d475T5Vv0GSbK7tY3wHMQzDMHldztJtYY0fdqsKGamfHZ6fYdU+3f9Rp3T50YqkTVXZSlViLeOMmcOL6DiTsJ9aXUjH15daDp62Sga9XneTTS7HKfukJzfLL7rTNKP0Tjz12dapz3WNehCebxOGYRiGyYKmTv+aP+mKobBUvgFliojnv1vSS3WOLy+kz40udmS/4Rr17g0q7zpyOF24dwUdXFdMZ04toydPGEXxXZFoWfUbsFVSGarIJ089kk9lNfYHBtM/H5v/H5P0RX25bqRe21MfTD89yP2wgmEYhmF8YItEtHhlgcEUfaso+BilSL2+wIPfOaawIqjtNxypd4thJTH62WdrHR1nSQEjkuTUeloB5xNF2ddkjp1QSrUONqzC9Tr1BYEsZwnC823CMAzDMFnQ1BXASH157oWALk5qyM+boo6kcqQ+t6gi9dlUhHGDabXxrK8tGRW6ibKat6KqjOZkFvUMwzAMkztPPYJzwz0IR1qVvUtmVI6rZXgxUNmzOi6aHKlgT31ucVJlSLd2uxtMq1ZfM8klYI3cAF3Ki9yN1MNms+/worR8kxMmOhtseEF4vk0YhmEYxmVPPUR1oQfCJZ889WZOm1JmWQWEq9/kFlmd+my7rPoVqf/ipFLtEpWOO8o6+B54cM5wkTOCl0ypKqRHjx0pLE+5hj31DMMwTN5G6r0qKalb1jKKnno7e4TafsORej+Q1akPQqRe1lXWzLw99BpOZVbSkrSpr4zTU18cRb0Dg77V8tchPN8mDMMwDONynXov/PROBPCoMEXqNfYJthtVIyEDVZJjECKd+YCsTr0KPwUrZs2skqVhk1OVSXUlUbbQ+b4GSdADvoMYhmGYyDM4OOhrpF5HAA8rQT37YIkCK3S2dZ5G/fD9RxQLb3QyCB5/brRzwcZQRpFr3cvOT0cULFtW0fpTJpdlVGKzQrtOfXjuRRUs6hmGYZjI094/SJ39g77ZX3QEcJ2T1rMh8dSjlKVOTfJ7jho2ZFGCoF94+DBHZQqZ7MSzbgUc3eRRt7Ca5UGuRiaUa3rwdRvGBRn21DMMwzCRZ3OnfzXqdavfhMlPryN6Dh1dTBMq9WQFKoWsPmssrdzRT5+qjXM5S5+BzWV7T/DsJdMUkXqrZmZu2W+KIhCpZ1HPMAzDRB4/a9TrRurDVKNeZ6Ayb0q54wjqZ0ZlJtSY7NgZqbdv9OR3QSKVqP/SFHUzM/cSZQso7PDQmGEYhok8fnaTjWqkHqJKJfKgm06e7Kx+OBP8WvV+53wcUlecNiOELfjyVOdVbxyL+nCNsaWE6xuFYRiGYVyqUe9tpD5aNeqT/fAyZo8voREhyxHIZ3Q99X5bUlAN6vJZ1SnLLvx0Ke1javbkhIo8SpRl+w3DMAwTeWSVb3IdqQ9TN9nk/Wql9ITj0xxab5hwNKDKRXWm/5lVRUeNK6F3mzppRM82+uLeI7J6v/I8st+wqGcYhmHy0lOPYKWTmt357qlXDVYQoP/iRLbeRNF+k6v8ZeRa7FOVoIYG+WDcaXnZApS1tVkvCg2NI7ALDMMwDGPNZomnHlF6lPfLVflHr2YJvGTGsHQbxAn1ZVy9JqL2mzD1UVCBe9yuAg52szAfI/V//OMf6fXXX6f33nuPVq5cSb29vXTHHXfQ2WefLV2/tbWVrrvuOnr88cdp8+bNNHr0aDrllFPoiiuuoMrKyrT1E4kE3XPPPfT73/+eVq9eTRUVFfT5z3+errrqKpo8eTJ5Re3v1pO3YGpym2fv3nzeeM/em2EYJuxslkTqvfLTa0fqQ5YoC7756Qpaur6b+naNkdBE6kefSfVAM8GnOqB16r2ivKhA9KqI+n46FvXXXnstNTQ00IgRI4RAx3+r6OjooLlz59L7779Ps2fPpnnz5tGKFSvotttuo1dffZWWLFlCpaWpU3aXXHIJ3XvvvfTpT3+azj//fNq4cSP95S9/oeeee46effZZmjp1amZ7yjAMw+Qtsjr1XkbK7Tz10BAjQthsac74UnryCyPpsU+6xOPzPlVBk6vYyRs2dG1nUagIo+OrL4rIfjr+RoEghzBftWoV/dd//ZflurfeeqsQ9BDqf/7zn+nqq68Wf/H4nXfeoYULF6as/9JLLwlBf+ihh9KLL75I11xzDd199930wAMP0I4dO+iyyy5zvocMwzCML2AmF9/vmF2tq6uj2tpa8f2tAjO5V155Je2zzz5i/X333VfMyra3t7u6XYODg4T/FfhYUtIuUo8k2bBO9x88uoR+9tla8c+qAygTXPIuUh8vyIv9dDy8xpe17pfofffdJyw2ZjGOx7/+9a+FgL/00kuHluMx+P73v0/FxbsbUhx77LF0+OGHi2g9Zgbq6+udbjbDMAzjMV7P5GbjqV355bHUlxik9c1d9I9PNlBBTR2Nr/YuudOuuiNK9zFM0D31fneU9YoKW1FPkcCz3UAkH9aZgw8+WPjik8FjLF+7di01NjYOLX/llVfEc4ccckja+82ZM0f8xZc9wzAMEzy8nMl1A9ShHlMeo09VDtKcccW038jinEXqw+inZ/Kv+k1UxG6FTSJ3VAYvnhnh8KUOpkyZIn0ey5cuXSrWmzBhgojabNq0iWbMmEGFhekRDON9jPe1o7u7m/IJ3t9oE6T9RXJ88l/G//PrVgTbbbycyQ0bdp76MFa+YaJDbYDr1HtBOdtvsgNeSVBTUyN9vrq6OmU946+x3G59OzZs2EADA/IOgnLC3TjDappbDu9vlPf3oFe83l+8f5tn7/7W4Z0OX5E/5xdBD1WwJCwYM7mYgVXN5CLog5lcBH3cHBD5NSgtGOizfH5EUSJQg/Uww4EG5xQn9Oq/D/b1UrekHGzYzmtpgfU+xAsGA3s/OgniRDZlfdy4cQ5f4V25ST9wnmfA+xsmeH/tyLf9DTdOZ3LdDeDspKmpibykpQ2RUPWPcVF3KzU0bPd0G/INr89plNhZ3dE+GLJt8yZqaLdr2xT885roLraUvIP9vRkEC73HaRDHM1FvRNZbWlqkz5sj83aReLtIflimp72C9zfa8P5Gm3zbX6czuW4GcBD1g0hAIm9yQQa3aW/uJ1ou//0D08cMp/r6Es8+P5/w65xGjfJl26iz33qdiePHUn1lYejPa92WDqImdSS+srSE6uvrKOx4JuqNevJoICXDWG6shynXMWPG0CeffCKiLmZfvXl9hmEYhsl0QASR4OVgqroMakkt6sfXlFJpKYt6N/H6nEaN2uIYdfZb21Kqy3GdFob+vFaXwMKjFvUl8Vgkrh3P8pohvseOHUvLli0TSbDJ4DGWT5o0KWVq9bDDDhPPvfHGG2nvh6lYgBr2DMMwTHhxOpMbRkpsdBBXv2HCUKs+OtVvCvIiUdaz04W6wOecc45oInLDDTekPIfHWH7uueemLDce//SnP01JjHjmmWdEuUvUMp44caJXm8wwDMP4gNOZ3DBSalNtYzRXv2FCUKu+OF+q3xRGYz8d229QZuz1118X/71y5UrxF6XJILrB5z73OfrqV78q/vviiy8WDURuueUWUbt41qxZtHz5ctFE6oADDqALLrgg5b2PPPJI8Vp8xlFHHUXHHXecKHO5aNEiGjZsGP385z93Y58ZhmGYHGKeyU2ugKOayQ0bVqUAoaVqiqMhIpho16qPSgS7nJtPyYGgf+ihh8Q/CHQAu4yxzBD8AF/UixcvFuL9ww8/pNtvv138nT9/Pj322GNUVlaW9v4YAFx33XXiv3/1q1+JKP2JJ54oBgJ77rlndnvLMAzD5JxMZnKjVKceNepxDBgml9Ro1KqPitit4Ei9nDvvvFP80wXVDRYsWCD+6RCLxehb3/qW+McwDMOEBy9ncsMGNASCnAlJNcA69tMzIbDfoAlrVAaf5TazEug2HQUiW6eeYRiG8RdjJjcZzOQmFz8wRL0xk4uZ2SeeeIJefvllUboOM7lXXHGFdCY3TEAMIVrfubMgeArcTZYJg/0mKtYbUB6P5cWMBIt6hmEYxhW8nskNGypRz5VvmDBE6osjNPasiOfHAIa/WRiGYRjGA1TlvTlSz4ShpGVUhK5WScuIeOpZ1DMMwzCMjxVw2FPPBAG7CkxREbqAq98wDMMwDON6BRyO1DPhiNRT3thviiIygInQKWMYhmGY4Efq2VPPhCFSX5JXibIFFAX4m4VhGIZhfIzUczdZJgyR+qhEr438loI8mJWIyG4wDMMwTDgi9aM4Us+EoPpNlCL1BQUFlhacqNSp528WhmEYhvGp+g2ERSW6+jBMwOvUF0VsQqnCYn+jUr6Tv1kYhmEYxgPGlqcrhclVEVEPTCQqwljlj0YpUm9XAYc99QzDMAzDKDl1j7I0H++Ze5bnaGsYJt2SYuWrj5Kn3lbUR2RfWdQzDMMwjAccNa6U7jlqGO0/soj2qo3TDw+spvl7V+Z6sxhGqwJOScQUYoVFBZyoJMrGc70BDMMwDBNV5k0pF/8YJojsjNQPRDp6bVBu4annRFmGYRiGYRgmkhVwouIzN2BPPcMwDMMwDJN3FXCiYkkxqLT01FMkiNgpYxiGYRiGYXSosTDOR85+E+dIPcMwDMMwDJNnibJREbo6nvqoDGBY1DMMwzAMw+Qh1RaN0EoiYkkxKLeofhOVfnAR2Q2GYRiGYRjGrUTZqFSESe7mHPVZCRb1DMMwDMMweUi1VZ36iFhSDNhTzzAMwzAMw+RhpJ4iRYVVnfqIWI0idsoYhmEYhmEY/eZT+RGpr7CI1JdwpJ5hGIZhGIYJK3lV/SYe/fKdLOoZhmEYhmHyEMuOshERujqe+qhYjSKyGwzDMAzDMIxroj5iCrGCE2UZhmEYhmGYKFKVBw2ZdJpPcaSeYRiGYRiGCS3xWAFVKiLYUYle29lvIOgLCqKxryzqGYZhGIZh8hRVrfqodZStzIPBC4t6hmEYhmGYPEXlqy/Kk+o3xREavLCoZxiGYXLKO++8Q6effjpNnDiRxo0bR8cccwwtWrQo15vFMHldqz5qdepLColk45QoRerjud4AhmEYJn956aWX6LTTTqPS0lL60pe+RJWVlfT444/TeeedR42NjfTtb38715vIMHlZqz4qyaMG8M2jAk5b3yBFdUaCRT3DMAyTE/r7++niiy+mWCxGixcvppkzZ4rll19+Oc2ZM4d+8pOf0Mknnywi+AzDeEO+ROqNZFmzqI9S6c4I7QrDMAwTtij9mjVraN68eUOCHtTU1NCll15Kvb299NBDD+V0GxkmXz31UbKlWFXAiVLpTo7UMwzDMDnhlVdeEX9nz56d9hwi9eDVV1+1fI/u7m5Hn4mBQvJfJvzwOc2OilhCunywr4e6u/spSue1XJIUG6dBx98jfgJroi4s6hmGYZicsGrVKvF36tSpac+NHj1a+OtXr15t+R4bNmyggYEBx5/d1NTk+DVMsOFzmhmFXZCCxWnLWzZvoEQ8Wue1bLAEe5yyrDjRSw0NDRRECgsLacqUKdrrB+B0MQzDMPlIa2ur+FtdXS19vqqqamgdFaiW4wRE/SASMGgoLk4XMkz44HOaHadW99PNa1pSlu0/Ik4z9qinqJ3X49u66O3lnSnLjptcSfX1dRQFWNQzDMMwocXJ1HQyEAmZvpYJJnxOM2NmKdEthxbQ95a1UNfAIE2ridNvPj+CSkvjkTuv/z2rhP7dNkh/Wt0lHp8yuYy+s9+wyCQFB+OMMQzDMHmHEaFXRePb2tqotrbW561imPzja5+qoLP2LKemrgGaUFEoyj9GkZLCAvr1UcPpxkMSlBgcpOGlEeo8xdVvGIZhmFxheOkNb30ymHZvb2935CdlGCZzUAWmvjIeWUGfTG1JLHKCHrCoZxiGYXLCYYcdJv4+99xzac8tXbo0ZR2GYRjGGhb1DMMwTE446qijaPLkyfToo4/SihUrhpa3tLTQL37xC+GlPfPMM3O6jQzDMGGBPfUMwzBMTojH4/TLX/6STjvtNJo7dy596UtfEmUsH3/8cVFiDh1lJ02alOvNZBiGCQUs6hmGYZicceSRR9LTTz9NCxYsoEWLFlFfXx/NmDGDrrnmGiHyGYZhGD1Y1DMMwzA55cADDxQWHIZhGCaCnvp33nmHTj/9dJo4caJoLnLMMceIKA7DMAzDMAzDMCGI1L/00kvCY4lmA8key/POO48aGxvp29/+dq43kWEYhmEYhmECQ+BEfX9/P1188cUUi8Vo8eLFNHPmTLH88ssvpzlz5ojEqZNPPllE8N1kRElgJy08gfc32vD+MoyawsLo1afOd/icRhM+r84oaG5uHqQAgXrFiM6fffbZdMcdd6Q89+CDD9KFF15I3/ve9+iKK67I2TYyDMMwDMMwTJAIXHjrlVdeEX9nz56d9hwi9eDVV1/1fbsYhmEYhmEYJqgETtQb7cKN9uHJjB49WvjrV69enYMtYxiGYRiGYZhgEjhR39raKv5WV1dLn6+qqhpah2EYhmEYhmGYAIp6hmEYhmEYhmFCLuqNCL0qGt/W1qaM4jMMwzAMwzBMPhI4UW946Q1vfTJNTU3U3t5OU6ZMycGWMQzDMAzDMEwwCZyoP+yww4ZKW5pZunRpyjoMwzAMwzAMwwRQ1B911FE0efJkevTRR2nFihVDy1taWugXv/gFFRcX05lnnklhBDMN3/rWt2jvvfem4cOHU21tLTU3N9s+x+Qn++67r/jHhJMLLrhA3MeffPLJ0DL8N5bhOYZhGIaJtKiPx+P0y1/+khKJBM2dO1d0l/3+979Phx9+OH388cd01VVX0aRJkzz7fONH97TTTnP9vdE4649//CMdeuih9L//+7+igVZpaantc14D4Yh91vn38ssvUxgxziv+obmZjLfeeiuUggvnxG67ddaJAh0dHXTTTTfRkUceSePHj6e6ujqaMWMGnXDCCXTNNdfQmjVrcr2JTI5455136PTTTxfdyMeNG0fHHHMMLVq0KNebxViwYcMGWrhwIZ166qm0zz770KhRo2j69Ol0zjnn0Ntvvy19DfLxrrzySrE+7n/8vkE3wLrLBJdbbrll6Dcav8Vm+LzqEacAgh/kp59+mhYsWCC+dPv6+sQPM36UVYIs6PT29tLzzz9Pn//85+mee+7Rfs4PIPQwE6LiX//6Fz3++ONUUVFB9fX1FHZg7XrxxRfFrFCQwTFn9EES/Re+8AX65z//KfJuzjjjDDHrtW3bNvr73/9ON998M+2xxx7inx/86Ec/ou985ztCQBrgv998801O9veZl156SQRqECjBbwj6neD+Ou+886ixsZG+/e1v53oTGQl33323EHu4Z48++mgaOXKkyLdbvHix+PfrX/86RRNgUI9g4Pvvvy8aWM6bN0/M+N92222iaeWSJUt8C5Yx+qxcuVLoPWgMnEMzfF5DLurBgQceKCw4UQH2Gsw+jBkzxtFzfoBZAhXbt28Xgw1wxx13CGtUmEGUDj/iV199tRD3BQUFFFT8Ep9R4c477xSC/qtf/Srdeuutaed27dq1YgDtF7ifzfd0UVGRiDQy/tHf3y9mfGOxmBCCM2fOFMsvv/xy0aX8Jz/5CZ188sniu4EJFgcccAA9+eSTYqY+mddee02cs0svvVSIvZKSErEc9z2E3yWXXCK+4w3w3xgcIOqP1zDBAUFbBBYReUcw5uGHH05bh89riO03UfA740sGU0jJj411H3rooaEpJlzIqufOP/98Mc0EYdfT0yP9HFgKRowYQevXr/fsx/BrX/sarVu3TkQcTznllLTRNZ7fc889xXQYfiy/+93vioGA6nghT+Cyyy4TuQPY9gceeGBonaeeeopOPPFE8eMKMYSE6Ntvv11sh1tMmzaNvvzlL9O7776rNfX+3nvvie393Oc+N7RdsEgh6osvI9V+YuYDXzKf+tSnRHQW5wrvBTZu3Ej/7//9P3Hc8H6YWpZVe/LaU4/PxIAO5w3nDwM2HHOcw8HBwZR1cQ3Mnz+fPv3pT4spcMyc4XFDQ4Py+u/u7hZfuriO0Q36s5/9LN11111p741rAOvjL0QXIjFjx44VlbAuuugi2rx5s9b+GFO23/jGN6SDNexfsqBG9Bbv/5nPfEZYdfAPA9j/+7//k74/thH7hu1B/gt+gHD+YOOQ2dLYUx8McJ5hu0J0zxD0oKamRtyjGOjhu5cJHieddFKaoAf4Dj7iiCPE7wl+hwC+V+677z4xC4Pv7GTwGMvvvfde37ad0ePGG2+kDz74QPzWFxYWpj3P5zUikfoocdZZZwlx9qtf/UoIHAgDYIg/1XMQNT/72c/ENDG8oMl89NFH9Prrr9Pxxx8vxIgX/OAHPxA/iBAt8K4lg8/GdDZ+EI0oF2wF2I+//vWv9OyzzwrRngzWxZc0ptIgcnEDQ0wC3ND4vGHDhokf3/LyciHysQyfdf/997sWVYcv789//jNde+219B//8R8ieqri97//vbCC4Ufk2GOPpa6uLnrllVeEFQweXXzZmIHYh1CHqMXfLVu2iAEEBkV/+9vfxHQxxCDsIatXrxbvj//G8ZN9qXkBBhYQz52dnXTccceJbcJ5wfb85je/EccG+S0AuSywtWzdulX8hbDHDynOCbYd/zBAMYMBH6IrOMbgiSeeELkiGCD89Kc/TVsf1zlmT3A9QVxDpEPo4/xjefJAWQauHWOwkizeVCD6g/096KCDxMAL9yKuW0SDcH/JthHr4BjAPoPBIY4JriXcCy+88IIY7DDBAvcrwPVuBpF6gCl8JlwY39vGdybue3yv4ZzCxpEMHh988MGigh5maidMmJCTbWZSQaALOVD4Td5rr72k6/B5dQaLeh84++yzRYQOghdi/Xvf+17K86rnYEH6+c9/LoSlWdQbI1NYDbwAkStsE6KR8C1i6toAViFEeCEI//SnPw39MIIf/vCHItEZfmIIdbPNCAMXiP6ysrKh5YiiIaKLCDByC4wbEwMJCGFEb5FE7FbVI+QFIFIOP97vfvc78d8qEMlDJCFZbCNyAA8uRO0bb7xBhxxySMprNm3aJJbhuBnCGCITxwQDA1wPEIzGIOV//ud/hJDGfmLQ4wcQ0BCo8DGao8Y7duwY2m6AWRqIV0xzQqgbYP+Q1I1jJPP/48sY0+SIiAJc2xggYqoUA7f9998/ZX1cF+brCYMnzIrgeN1www2W+4RrBVO3//3f/y089BBx++23n/DVy8CPidlOhlkh3Gu49hGNN+eQ/OMf/xAzAbgvjXsCEUN8JvJhsK1MsDBmwYweKMlgBgmRPgzumPCAGUIMohEcwaxv8nlW9bHBcog/rMfiL/fAgWDYbmCPU8Hn1RlsvwkwsCAgKogoUvKPDiLBf/jDH8QXGiL1bgNrCoQcfuwMa0QyELIQ4hCoyQLM8KkiYop8CJl/GSItWdCDRx55RIgp2DmSb0r4JA3/3IMPPujqPkJIQ2xCKFplz0PUmaPnEOMQdgA/LDLg000WxkY1pYGBATH7kDzrYDwHweg35nORHPE2fjxhLUEU5dxzz01Z77/+67+EnQWzOYiSmMHUqCHoAf4bgwAMimTnE9F58/VknCcM6jCYtOKLX/yimGHA+2NAidkHfOFj8IBtMVucZPkhOGdInsR5kllqEBnCNZk8yMVMHF6HmRsmeBjdyVXJyVVVVcoO5kzwwO8f7KkQhbgXje9n4xwmf+c46VbP+AtcCPhORq6e1Qw1n1dnsKgPOBAYECnJnjFkesPSgYhvsnB0A/iFv/KVr4gvTCQewmphxugfIPM6YiAAEQXrCSwMySA73Yiq6L4ffNh4HWwcboKBCgYuOI6I2KvAwAQCEVFfCHwIXrzWSB5GVF723uYIr5EwCZEJa5HsOdl7eQUGixCoENm4xjDrgERSM8Zxh9febH+CsIUtKXm9ZJCHoFqmuz6uJ0Ry8IUt2z4zGBiiWhN88YgC4T0x4EAUHfuAeye5Wg5+WLAcFjYjn8WY/ZKdD0R7sU3J4B6EjcyqghTDMNljzBJjBhBBhrD2rMl3YDXF7y5+f9iy6C5svwk4EJOoyw87DCK8EBDwcUNgoVav2xEQfFEi8RaRTcMLbQZiCMAuIwNT2snrGaAcmcwXb/V+WB/L4alzG0R7IPYQKTAi72Yg8AzPOPzx2BacAwg4WDRkScyI/JkxBl+y54wohSzxVgcjamwVyTaeM9bFNfXMM8/QddddJ/4aScOIvMPfaCRFZ3qugZEvIVsmi6rI1rd7jQwcY2y/sQ84V5g5gV0ItilYgACSspcvXy6sUfDHw6aDcwHPP+433XML8DpE95ngYRfJw7Vrl6/B5B58hyGxHTO7yEEyW92M86waXNvN2DD+gFl5BFwQ4ENgzQ4+r85gUZ8hEEcqEebmNBBELXzMsK0gcRRRcCQNGp133QTWGSP5FsJOhSFsEOWWYVQrMQsgVaJr8vuZy8phlgLLVWIqW+sJKr1A6F1//fVC2CUDOwUEPSwh8GonTxEiiROiPggYX2bwwqswKhIlf/EhQoIZIFzHSFiCuEd1GkTuMXuAvIBMz7XxnHnGwlhf9gWsqnJj9RodDJsVPPuwEyHJF1F/CHoMjM0zNfD1czWU6GB46THVjxwLc54P7HconcgEP0IP2ynycTCLnGyBSz7PqvwIY7kst4LxD9xvhhVSFSyCtRdgBtlIoOXzqgfbbzIEkR0IHXO5RaOCiJvAZoNMf0TocZHjC87sb84W2BWQNIqSj4heW1WaMSqLGFUlzPsPTz4EM95LB6v3Q9dAWHm8Ku0IPzQsRkhGNp83o/soqsOYPX8Y/AQFHOfi4mIxCFGV/8R0J5DZn3BtoQIMBnIY3GAgBQEMjOOO6W5zKUo8xvLk9eyOkbFMd338AMCqA0GfzSAW13Ny5QTj3MKHr7MdTHiBvQogGGIGCXbJ6zDBFvTIk0HgQebBhqhDHtqyZcvSGhjhMZZjhpKTKXMLcuUQTJH9M4Q5quPhMYJ8fF6dwaI+QxDZQYQzuVECRA4i6rKOaNkA+wFKXaLc3m9/+1tRKtIofekGuCkQpYdwQmKsXUQUEVzUz0dk15woikoxiAoj+RNCUwdUG4E9BTaYZJsN/OyoGGOIby/AjwOq7OBcwoqSjBFlRmJwMvBs/+IXv6CggJwDWE1QoUZWIQYNmTAgRDQdlhOAyLxsRsmIyBvNXHAMUN0F+2wu34mB4L///W/RAVr2hYptSZ4yxX/j+oDAlp1PXEuGyEquUIPXYRbFHJkzg0GpKlkVDWywrYjaYxCnOrcYWGKAx0QHY1YTyftG/g7AdYX7GN9T7M0OtuUGgh7fcegwq0qqNCypCASYvweNgghuB8MY5yDgh9lR2T/k0AFUVMNjBPz4vDqD7TcKMEWvahAD3/E3v/lNIYBRyg5iBEIbET78UKBso9uVTGCJ+Mtf/iKsCEgG1BXMdsBPCt84BDRuKFgPrEAyK0QeyhJCuEOQ48sWIgnRYIgiCP7krm92GOsjZwARM3jXkUwK6wuSbRFNNVtj3ATvj4RKc4QWJUXxD35zJE0imo2kS9igEL1/7LHHKCig5CPKOCLSjig7jiPEPmrMY3sx4MQMjOEdxo8kRDkSXXH8IfjRAAQDNSQDY3bIAMIHibUoO4ZzgulQiHy8L/IkVAMcRFjw/sl16pGvgR9pczlLANsXxJXR9wAWJ1SgwfZ9//vftz0G2HZ4NJGMjNrFiO5ggA0hh3OLQQEGCRiwYH/wGahVj32B0Me1hmOHgU+Qzi2THQgYoMwuvq8QDEG0F8nOKMMKOxbyLRDpY4IHvs9ghcP5Ql6TLGiBc2rM9uI7CsnwKL+L+37WrFnCZodZGgTiuOlbOOHzqg+LegWIGKt8tRBMEA+I/Pz4xz8WAgBT+/CBoaReci1vtzCioRCVbtamR1QdvlIAQS6zwJiBqIcIhohCvW7cWIj6woeN2t5IsjU3nrIDAxWIMUTrMfuBQQZEIY4n3tOtxlMqMKgwlwdFRAilFPEcIsiwFWEbIQKQbBkk4QdvIs4DBluodw/BjmOIRFaIZBxffBEawJeKRFDM0mAwgHXRgAllKjFQTfbCw96D/gH4gcVxQAMtiHkIfzSTMudBGGAbUAcfA0UMRiGc8B6qvgCo0Y9rG8Ib+4CIDiL6mK3RSWTELBlmkbCtsAUZ1zXE/X/+53+KxGjDU22IOvRVwLq47jFYwcAHxzJI55Zx5/sTA1JcjxikY2YOOSW4ZiDymWCCpHWAaCxm+WTg+8cQ9fgdxncHZl0RREBQAN+B+P7Dd5WshC8TfPi86lPQ3NycapRlAgkixZgBQLQYEVKGCSqInKG3Alq464AZL0TvMaBLniEIOxggodssZkCMsqUMwzAM4xXsqQ8JyPZHEuTXv/71XG8KwzAaIPEaNjnMajAMwzCM17D9JsDAn4/EWPg+UXoQ9gD4zRmGCS6wHcEChGRkWJ/cbhDHMAzDMDL41ybAwL4AzycSHuEVRrMNq3bKDMPknt/85jcihwBJv+aKSgzDMAzjFeypZxiGYRiGYZiQw556hmEYhmEYhgk5LOoZhmEYhmEYJuSwqGcYhmEYhmGYkMOinmEYhmEYhmFCDot6hmEYhmEYhgk5LOoZhmEYhmEYJuSwqGcYhmEYhmGYkMOinmEYhmEYhmEo3Px/L+qQrlUkMfQAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# arrange the subplots\n", + "fig, someaxes = plt.subplot_mosaic([['ax1', 'ax3'],\n", + " ['ax2', 'ax3']],\n", + " figsize=(8, 4))\n", + "someaxes[\"ax1\"].scatter(x1,y1)\n", + "someaxes[\"ax2\"].bar(x2,y2)\n", + "someaxes[\"ax3\"].plot(x1,y1)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "93e9eb59", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Label 2: 2 Fast 2 Furious')" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# modifying the layout\n", + "fig, someaxes = plt.subplot_mosaic([['ax1', 'ax3'],\n", + " ['ax2', 'ax3']],\n", + " figsize=(8, 4)) # Default layout cut off one of the x titles\n", + "someaxes[\"ax1\"].scatter(x1,y1)\n", + "someaxes[\"ax2\"].bar(x2,y2)\n", + "someaxes[\"ax3\"].plot(x1,y1)\n", + "someaxes[\"ax1\"].set_xlabel('A Big Label',fontsize=18)\n", + "someaxes[\"ax2\"].set_xlabel('Another Label',fontsize=18)\n", + "someaxes[\"ax3\"].set_xlabel('Label 2: 2 Fast 2 Furious',fontsize=18 )" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "55e5b721", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Label 2: 2 Fast 2 Furious')" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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19nsMcpVMjoOfx4mT7+rs7affvLqC3lhbIEpuFuYR7TZ8gE6d3EcVhisDHwv245COczzT/Gr04APbItexaUUTNTkYg4KCAu0kE8PkGu1WNYjXqSi1JfmOm0Uak+xz3VmxqgQGemzGjmEC66xccMEFCc9nzJhBt956q/gfDsvdd99NZ5xxhq+/OX78eNefwawhbsYol1xcXOzr+pR+2kRkcTErLSqkSZPqHH/f2580UaKmsh44MG+3llBd3dhAjUEuka1x8PM4sfuulv58emR5fsJR9PDyfPq0o0Qoc8XxPj4WXBwLfp/jQYKvC0yUsFNJVO/bfUaGgm07qjjUYWDcZ4UJXYI9kubhrLz33nvCWZHKSUtLi3J5qajI5axIJSQBN2O/Qxr2n1RmmcT6o0lljn8TITt2kxd4v6SkxHO8fzrGIBfJ9Dj4eZxYfRdQHUODylyMrvpvz1DIEh8L5Ggc/Nx3QYWPBSYKdNiEgalUFCe5omFIsm+2KSTQk/ubyASQrGY7jxgxQvzt7OwUf6dMmUL5+fm0cOFC5fLy9enTp1Ou4WcSK5cbDS9+HidW32WVzsSNAL3BieoME/5qYOJ9xUyPXTWwsDgrdmFgrKwwoXNWZEUwWfkL5Yi33XZb+vbbb6m+vj5JTXjllVdEzss222xDYel0jucveChpyl2+w4mfx4nuu07ZpJxGlFp/DzcCzP45zjBMMJ0VVfliR8pKW+73WrFLsO/lBHsmF8PA5s+fTxMnTqTy8vKk1y+++GLxPxpASk488UT64IMP6NJLL01oCnnXXXfRokWL6Gc/+1lge6xksndElBsvhh0/jxPddz23ZIXl51iZi05/GIZh3FUDUzWARP+RKCgrnLPChNJZefTRR+mmm24SpYbr6uqE04JqYC+++CL19fWJrvQ777zz0PLHHHMMPf744/TII4/Q4sWLxXsI/3rqqado8uTJ9Pvf/57CQKpGDDdejAZ+GrvG7+JGgOmHHRWGyU06bJJCVcqLo2pgHQM5P4lhFwYGPw5d7gtsQtUZJlDOyq677ipUlHnz5tE777wj8lOQq7L33nvTKaecQrNmzUpYHjkr999/P11zzTUi+R6OzrBhw+j4448XjsrIkSPTvcqRmcXN1Ytmrq53kHCkzA1Eu78KwzDJvL2ih/78UQs1tJXSAas76NLtS2xzKHPt/mIbBqZQVpxUA+vsj9OanhiNLC0IbRiY7LVSHqJjgomAs7LLLruIhxtQxQrljs0ljxk9To13XGTRafs5gxqDWfaLAq7G5Op6BxUnyhyamDEMw0gWtvbTT15Yva7iUz7d/HU39VMLXbVjLYVJVbFzO7zmrID6toEcd1bsnTIcH+VZrTXLhA0+nCIELqZ7P70qaTYd4UCYZYfxim7WQVM7nKw3Oyzu4fwKhmHc8MSirqTStA8v7KQrd6ih/JBcPzocKCSqnBaVA6PLW5k5ikKbswJ6OG+F8Rm28CIElAmzwQ/wHK9jlt2tE3Heu8004+EVtNm/V4i/eO50hilb680kw44KwzB2LFZUs8JMe1eIupbbhYCpQr4w2aNKutc1hsxlnDgrnGTP+A07KxECIVQxn3prSLUD6gZmipZ3xsRfPMfrfjosfq63G4JcuZfLCjMMk2nWdKuvxF0hMk6d3LvMygrsd6e3vIYcrgiGcGFVjxkzrKwwfsNhYBEBxi0uNH711nCidiDEKJPr7Yc6IHNjnq3vou6+Uir9tEl0Jg9Cbgzn7TAMk02QHK5LHA8LToxxc5liJ8n1YVBWnKgqgJUVxm/YwokIfne9z5Ta4fd6O1WLGjpitKo3X/xNh1qUyrqlW8limGyCMvWHHHIITZ06lcaMGUMzZsygk08+mZYsWZKwXGtrK/3ud7+jLbbYgkaPHk1bbrklXXTRRdTe3p61dQ87a3XKSoicFSc5K2bnxEnoWBh6rTipBAZYWWH8hp2VCOFX13u/VZpMrLeTdclWbkyQ141hMgXOg7PPPluUqUePrcMOO4xOPfVU2nHHHem9996jhoaGoWU7OjrogAMOEKXtN9poIzrttNNoww03pBtuuIEOOugg6u5OT2ho1ImEsuIhDEynrKjm2eCs5GoYr12PFYm5CAPDpAqHgUUIv3prZFLtcLzePoRNOVGLUDnLD4K8bgyTDW655Rb65z//KfpvXXnllVRQkFjetb9/ffjMddddR59//rlwbi6++OKh1/H/tddeK5wYNBwOCr0DceqPx6m8MHfnB2PxOK2NhLPiQFkxVf7SOSsbVhfSNy39SaWRMY4jcrB8cXOPs/3MygrjN7l75WQ899b4xaYVNKmygMaV54u/eP6Cy/K/fqk06Vpvt2FTmVSLgrxuDJMNurq6hIMyZcoUuuKKK5IcFVBYODi3huP83nvvpcrKSjr33HMTlsFzvH7PPfdQUGL8j3xxNY25Zxlt8uAKunZeG+Uq2BbdZShMYWBOQmrNy+gcnM2HF4Uqyd5pGBjnrDB+w8pKxPCrt4ZXtSNT6+22AEAm1aIgrxvDZIOXX36Zmpub6dhjj6WBgQF65plnaMGCBVRTU0N77LEHTZs2bWhZvL58+XKaPXs2VVRUJHwPnm+//fY0d+5ckeMyceJEyiYXfdBCLyzpGUrKvvijVtp6ZBHtMd6/yZxsh4BJtSAsONkW2OxG9UCnrGw+rIge+74r6fXF7QO09UgKcRhYeI4HJhiwsxJhUjFunXRAz+Z6ewmbgloEdSOWZrUoyOsWBbgBZvD49NNPxV8oKjvvvDN99913Q+/l5+eLnJTLLrtsyFkBRgfGCF6Hs4Ll7JwVL7ktvb29CX+teKY+2VC99b+ttMNwyjmWt/Zp32vt6qXu7nCcU81d+u00srq9i6ryBkO8mrrVn9mwUm20L2zqpu6xuTdeqzvtj3nQ1o3jIVqBO26uC1Eeg9JSb7YKOytM6Dqgey13nAm1KMjrFma47HOwWb16tfh744030lZbbSWUFiTOz5s3T+Sl/P3vfxfVwVAVDFXAAFQXFdXVg+eCXM6KZcuWCSXHC42NjZbvIypzbU8ZplcSXn91WS99t7iBSnLssJu/BqF5Jcr3lq1aSw2FuVuS10hjM0K31OFbRubXL6OJpYPX8uVNCO8rTlqmpnMlEeEYSOSrxhZqqBw85nOJJWucjU3j6iZqKArH8eD3dSHKY1BQUKCdZLKDnRXGF4LiqKQSNmVUizAj2t3XT6VFhfSjSWW+qUV+rFumlawg48RJljlCZkcPShUcQIxrVMcvKMRig3umuLiY7rvvPho3bpx4vtNOO4mk+1122UU4LHBW/GT8+PGuP4NZQ9yMUVYZ66sDSedxWpv0elcsj+qLxtCs8frPBpH8XqhQHcr3Sqprqa4u2SjPRfIa4HjYz45XjxxLYypig4ZZaaXyM1tOnUBj/ttEjV2JE1RNeeVUV5d7E0z9S1AWfDCs0YrymvAcD35fFzLNh6v76MGFPaJp6SGTi2nPccU5OQbsrDChxGvYlFSLLtm6lOrrG2jSpDrPsmW61i1oSlbQVZJMNTBlvCPVkK233nrIUZFsttlmIvF+4cKFIq9FLtvS0qL8LqmoyOWsSOXcxs3Y6vPt3XrF5pXGGP1oWm6FbrYO6MOj+qjA9+tktuiMqR0yMz15RVRcPOiEdMaSr8UFeUTDKkppUmUhNZpCy5Z2xnNyvNoGnI3NQF5hTm6fH9hdFzJFe1+MLv6wlf7x9fp99vCiHrpnz+F04OSynBsDnk5kQgkM141qC5MOcDdhU+nyBfxZt+g6Km6bY2aqgSnjHfRIsQrtkq8jx2T69OnifzgvKuTrcrkglsB9bkl3zlXvs0qw7xqIVp+VweXilvu6qmhQIYezYqahIzd7rbRwNbCc4I3lPbTzEysTHBWACPQ7TK/lCuysMKHEzzLNUVq3oOO2OSaXfc4Ndt11V/F3/vz5Se/19fUJBwSVvkaOHCmcEKgvaBSJ5pBG8ByvT548OeuVwKx6j6B07ZdNuRXTv0bTvd5p1/dcod1hZTPjxIiqGlh18eB1HNf25M/GqdnUqyUX4GpgwaajL0bnvdtMP35utag4p+JbU9+fXIGtIia0yLCpeUeMpS+PHCv+4nkQnIEgr1uQcauScNnn3ADJ87NmzRJOiblHyjXXXCNCvtCxHr1WsK/Q5b69vZ2uuuqqhGXxHK+feOKJlG3sGiU+vyT7ih6c9I9X9dI7jT3U2W9tiEZFWXHqeBkdlDaNsgJUygpY3Nafk712nNBjM0HE+M/bK3pol/+spNu+6gil6sU5K0wkCLIxGuR1CxJeK6lx2efc4Oqrr6Z99tmHfvOb39CcOXNEaBiqgb3++utUV1dHf/rTn4aWPeuss0QvFnSrxzKoIPbZZ5+JKmIzZ86kU089lYJu9D5X303nzKiibIFz5biX19Lz6xz8jWoK6f7Zw2mDGnW1pzUWOThhagrpNAxsUFkpsFdWqtSd6utzsNeK06aQPbnZ8zJnuf/bDjr9zWZychZ25+i5ytO4DMPkBF5VEj9yhJjMqCuvvPIKHXPMMaLvyq233iqUll/84hfCCUGFGQlCwuDQwClB6BgqheHvGWecQf/5z3+orCz7lYg6bJSKD1b10moLByDdPLSgc8hRAfNb+umqz1AJy0MYWI4aQG5zjbwpKzpnJbeUFTikTg/XXJ29z9XQr7Pfduao5LIKysoKwzA5gxeVJGhln6Ncyc0O5JncdNNNjpZF0v3ll18uHkHELgwM7764pIeO3qCcssHTi5PD0IzOi6swsJA4Kzg3HeesGFQGtbMyeF2ZWFGozVsKo6oCOGclc8xb20cudg1h1/TH4lRoM/EXNNhZYRgmZ/DaHDPbZZ+5KWX0sHNWwHMNXVlzVr5uTi5FjKRvOB5lhYnnB47ZVouE8LA4K5h1dppu4aQaGMBYji7Lp5VdsaQwsDAm1+dyqFEu0qUZ6x+OKqbJVQX08MKu5M8MxKkqx5wVvksyDJMz+FFJLRuOittyy0w0ErVfXtpDvVmYhUYy/eI2tbHc2JX8+lqLELAwhYE5DQEzqimY1VbZ8VXrclZ0oWC5FgbmNLke9HKCfcbo0Vw/LpxZTZvUFoXGmWRlhWGYnCLbKolbuCllNHGirMDgfbuxh/YYn9kiDyhfqlu7FZ0DNKWq0HEIWJiUFXfOyuCYdGoEkup1yoqsCPbhqr6kMLBcuH55CQPLYipW5OjV7JaSAqJSk0KayzlFrKwwDJOz5MKNnptSRhO7BHvj8ZFpvm7Wz+qv6Iy5Sq4Pl7MSc+3YtA+or0F2ykprX5xacqjXii4MTGUPc85K5ujVjHVxfh6Vqms7sLPCMAzDrIebUkYXp/064Kxkev9/o8hXkaxQhYHZKCtOHbNQKSvrprQ7NH6fzFmx6rWSS6FguiaWyMcJgzGcq/Ro7i/FBXBW8kIzucDOCsMwTJrgppTRxUkYGFjUNiDKBmeSr5r0v9eoiGuyVVZCYpzqnJUyhdHX1m+jrBjy5+q05YsHcj5nZXRp8vazspI5+jSHEIQ91XGbq31w2FlhGIZJI6j6pbvQclPK8OLUWbErGZxpZWW50lmxtm5g/AyEIKlaFwY2tjzfQllRG4TVxUZlRe2svNvYmzOqqspZwRaOLE0eG3ZWgqGslOiUlRzcP+ysMAzDpJEgNqXMFQMpl1H16xhekk8q+yGTeSsIAfleUwkMNJpK7ILVNsoK6MxBA8iMrsfK2PICZXEEnEcdmqF0oqz8/b/tdMzctUo1KxcS7GuK85Sz9+ysZI4+i5wVcwnyXK4Gxs4KwzBMwMst+wGqF533bjPNeHgFbfbvFeIvnnPp5PTQqRjXsWX5tOOY4qTX31vZ66qPRSp829Jn2e0a1cDc5qzkahy80zCw8QpnBTYiBKcObRjY+tfLC/NpguI7aF2BjR2eaKSHF3QGehJBpawMK8kXVafMcDWwzNFjVQ0sRMoKly52SC6VGGQYJlhku9yy7PViLqGMXi9osglniptTpj8MrKIoj/atK6U3V/QmvA7b4aUl3XTE9PQ3iPzGohKYLsHeLmfFbdhb7oWBFWidG52yUm2oBgYOm1ZG13/Rrly2qSdOv3i9iZ5Y1EXX7FRLo8s0ZZyySJNCWakVzkr2lRU4Urik1pjGPAr06JSVAr2ykovKV/T2rAt4JpJhGL/JxqSHk14vjL+ojHfMsOtylDIVCqbqXG82nM1hInZ9VsLjrKi3AWqoCiTZ63JWjMqKDAc9anqZ5e/Pqe+mHR5fSR+vSnRmg0BzT/LY1BbnU4migEimjGFUUvz162tp2gPLacp9y+mkV9bmZIhTKvTpclby9TkruVitjZ0VDdx1Wk2QZWqGYdRwr5fMo+rqXl6YRxvUFNH06uSZ85eWdtuWuU53jxVdF3snykoYwsBU+wyT0yNK3SkrsN+xr81V/27ZbTjdO2s4jVIkpRtD7k54ZS3FAnavVeWs6MLAMIz9GTiWb/mynR5c0EX4Kfza44u66IYv2ihK9GhzVvTVwHLxXGVnRQPPRK6HFSaGyV2410tw+qwgDAzsV5c8w44GgchdybayospbWRsRZUV1T6ssyktSSdYvH6d2hbKC5XUK6o8nl9G7PxlNh07VqyxLOgYcOZWZAtcGVU4VlBVdXkQm1JVXl/Ukvfb8kmhNvPQpTk1E9OL403Ww5zCwEMEzkYOwwsQwuQ33eglSGNjgGCNvRcVz9em9r3TbVAKTrDBUBOvsjzlyRMIaBlZZlK91VnTKil3+F5SaO/cYTnfvOZxGlOQ7LiGdzSppKvu2tiRPzOBnyyBWJf2rqtmFmR7FOMvQvDAl2LOzooBnItfDChPjJ1E4Z4II93rJLAjhURkEFeucFVQEM/bhyNSs8Let/SJkxg5jKd21DkLAUgkt+c+iLjpu7hr65Wtr6YMMKEtu1bBBZSVfa8SrqoFVa5wbMwdPKaP7Zg9Xvhekcsa6hpDDkLOizYvITiUsp8drmPusFK0LzdM5K7mY18POigKeiVwPK0xMqnAYYfYJYq+XMKNTGSoK84fuH3tNSHYQv23ppwVp7GZv1QxSVxHMSXK9VGDc8uB3nXTiK2vp6fpu+vfCLjr4+dU0b01voKqBCWdF4VjKMDClsuKiKtWECnU+zMoAKQS6sto1mpwV0JuBnJVexYQA8o5yMSfDzw72JUPKivoznGAfIngmkhWmXCVI+yOXwgiDNG5h7fUSFVQz9KDcMOOuCwVLp7riNA9iRWfMvbLiwQC67av2JCfvwQWdFLQwMDx0y6uqgTlVVoCuTLG5yEE2ae5V71sk2Gtn7zNgEOtCzZzkWIVZWSlet08woa7ug5N79zrus2IxE4n+A+YQqCjNRLLClDvA6EfIHpQwOJDYL3C4cRxn0xB1EkaI/iPZIqjjFsZeL1FCp6wYK0TtPaFEVI0y2xo4Fk/bvDIt6/V1k0NlxRCC5KR7PejUOGhWoXL/VazPIgc5NRl1Vgr1CfYIA2tXhIG5UVYQRlVbnJfkEOSCsoIE+5b87IUa6SZT13QPaBWrKHSwLzbsEziTZqcuF5WncN2NQz4TmY2ZX1aYgk+21Asnx2OQwwhzSfXxG3ZUMl8C15izAoaXFtD2o5O72b+9oodaFGVi/eAbhyFmnsLAXM7WruqKUY/CL8mmIdWuCGVDBTfstzw3YWAulBUwRqGurAyQsqI7HtEUsrggewn2quMnesoKJWHcJ6ryxbpxCzKsrAR8JjLbM7+sMAWfTKoXbo5HN2GEfp9bTr4z6KoPk7vo8jeMzgrYd2IpvdOYmKMBW/2VpT10iEVpWy/AeFzY6j4MzEmPFS9OBiYGVGQrRAXXDJWygusariVwQFpN7yPxvCemKl3s7t48uiyfvmmhwCor+gT7PIswsDSvlEVejFM1MAz0xayVFVUBBK4GFmKy5ahke+Y3iAoTkx31wu3xmOkwQreJ/EFWfZjw56yA/SaplelnG7p8X6fvWvqV5WdVl3DMTMuZcaez1Do1SUd9u9pxypayAuNaNT5IsAeqe90yjUOhS8h3k7cSpJwVbRgYEuzzs5dgr1NvnDrYoS1dXLD++CtT9FrhnBXGV4Iy8xsEhYlRk0n1wsvxCNUFzkwszWGE0pEyrx9+G8ogHG6jscHFI5h0ojPcy9dVA5NsXFNIkysLaLFJZXhxSQ8NxOJUYOPs+1EJbLtRxfS2Sd2RxvKkysLIKCuqSmBAJtdLp8UIJmxUeFFWzCCHBYaorjRwtrvXwwaGUqgvXZze/Yhrsy5a0mnoYlidlWLD4aRSvryE6OH8OOqlNVRdnC8KSCAvq6Yon2ZPLKEdx5RQuuFp8QATxJlfdlSCRSbVCy/HY6ZK5rrtB8TFI5jslC5OPJ5wfKmqgkHN+HCVvyV8v9JUAttjvNrQaFxniCNZOT3OSrCUFbs8I5VaYmye6XfOSpDyVpp74spKYIPVprLTJd0qrStKvVZUPrasBqZzVrycYwgFfHNFLz1T300PLuii27/qoL/Oa8tYbyR2VgIKz/wyQSqC4PV4zFQYoRdHiotHMBl3VhRGrO44wzHtJyplBYb4D0YlJ/kbk+zXpCkMrCFgygqS5VVYhYHp/DjMPqeqrAQpb6VJ4RkgBAzowsDSvR+tnKGoh4EVG6uB+RQGpjs/3B7rXuEwsIDCM79MkIogpHI8pjuM0GsoHBePYDIfBpZ87O80tkSUx0UZXCPPN3TTH39Qk9YeK1A9x5UXWJYvXpvhMLCugIWBVVmEgelw02cFjNHsg6DkragS7NG9HmRPWbFwVnoinmBfQJbKihdnpVUjZbk91r3CykqA4ZlfxgmZUi/8OB7T4Vx7daT8GDdWNhkVHRrD1xwGJo29PSckh2J92dxPi9v6fev0vUBRCQw5MzpnBWFgOL6dGn5unBV8ry4MLBP9OdwURbBSVnS46bNi1RgyKMqKKmeltmRwXHQd7NNdHtfq+52GLoaBHosO9lpnxcM5Zq6E5/VY9worKwEmyjO/nMgfvCIITo/HbOw7r4n8XsYt2+XEmVxuCqk+PpC38tTi5LAvqCu/3Cz1BpHftaorgW06rIhqige7XJuNnuVdAyL0w2nRyQ5NuWYVq7pj2hAq2MV+FxdwgqpssTF0z00eivucFV0Y2EBgq4GhIWRWlRWL749Sn5VehbJSlJCz4o962ZZlZYWdlQAjZ36RHPyswTCC4fX7EBpGbAT6Q7ocBavj8ewZlTnfD8ipo+Km6hgTTVRhYLC9VYYD2GdiqWg6aP7U80v8cVZ0lcBwbuC4H1uWXJGssXPAVey/G2VFFwJmDFOpyLCz0mZTDcyVsuLyGjCiJF8cH2a7MwjKSiwep9beuDZnRXdMpz1nxSoMrDsWmQnPXsU4GJUVVeliL46kTlnhnBUmUmWD2QjM3eMxCPsuU459UMqJOyXM14xcU1ZEF3TNvkAY0LajiujDVYlOxRvLe0QuhTSY/cxXAZvUFom/Y8uTnZXlcFZczFC7ma2ttwlvE87K4KplXVmRKomb3ilu+6xARRpZmp/knAQhZwWOimpkpLNiTObOpLJi9f0QAZAD5lbhyjXicZS3JsucFZXyBVXT7b1Bl7OSqTFm6y+HCLPR4bb0LBOc4zEo+046UvOOGEtfHjlW/MVzPx2lIJYTT7U5ZlDYcsstqba2Vvk44IADkpbv6emhK6+8kmbOnEljxoyhTTbZhM466yxatWoVZRtV/oMqud7czd4M7INXlvWkvD5fK5QVrA9ytMDY8uRzpLErplVWRpXmpVQNrKFjwFMYXTZLFztNsM/T5CZ5yVsJgrKibQi5bkZdN7GebmWl18aPi0JFsH7NEBsdyDJtHxx3v8XKCsM4NAIxm28FzyLn7r7zm3QcB5lswOmVIKhcqVBdXU2nnnpq0uuTJk1KeB6LxeiYY46huXPn0nbbbUcHHXQQLViwgO655x567bXX6KWXXqKRI0dStuhU5G/YOSv7TSqjP3/Spsxb+fHkspTW5xtVJbCaQspfd5yq+nys7o4NVQQzM6E8n1aZrB2/w8CC1hTS6XkDVUWOq9u8lS9MrwVBWVEl18s+K0D0WsmPU08sz5Uzkc4wMOmsTKmiUNOjOU8S+qxorjv4rCpEzI2ykueySl4qsLPCZJ1UjEDOc8kuuWDAR6mceK6FqZmpqamh3/72t7bL3X///cJROfzww+n2228fGvM777yTzjnnHLrsssvo2muvpWyhmqWvsLkebTGskCaUF9BSk4PwwpJukTfgxQCWicjftSgqgdWuv/0jDEzFV5pcl4kVBfTp2sT1hK0vr8GphoFlozGkKgwMNp/MyXAa7lLt8b6jU1asrp0YJygfqMylK97gtkQx7qnYv/I3VWWLQa0h1A3/9mRcWbF3VoJOQ3u/sFNkSJ1b+jSbaNfBXoZturkTqJwVnBNer0tuYWuOyVkjUM4iY9YYM3XLO2PiL57j9aCHvYSBXDDg/UBWKA56OfFcCFPzAygo4A9/+EPCsXXSSSfRlClT6OGHH6aurq7A5axYoetmD4P109Vqp8EJC9v6leEiMl8FjNVUo/qyqV+rrKQSvhVEZUV1v8CssTy+nOYNeY3hV1UEw3ia++9I5i7tpq0fGQz13OaRRqHAeQUO0QXvNdP0B5bTlg830l5PrxI5S5ZhYAYDWzU02cxZCXqvFYzp/s+sEmM99f7ldM7bzdRvM+nnZgyMeSo6Z8Vt+WJVU8hMhYABdlaYrCL7VHgxAoOSKxF1gm7Ap5r7sd2TTXTAB6XiL2bzNkD4jGnZIJQTd6NyBZXe3l6677776Oqrr6bbbruNPvzww6Rluru7xesbbrhhUngYDMs999yTOjo66JNPPqFs0ekhZ0WeSyqeW9LtawgY2MSBsvLftclOEsocIxncqyIy2GPF2lnp8qe9TMp5RpUGtcKpE+JV0df1WlmlyFuBofnr15tEXhHA39PeaNL297HjycXddMuXHUPlrT9a3Uc/fXGN+J1mRSUwYxgYQBhY0jqmvSmk9ftB7rXyxw9b6J3GXvE/RunObzro0e+7/AsDy7euBuZl/6iUlUyVLQYcBsZkHFXo1qzxJcIIRLiC09KzQcyViCJh7AeUnPuRL+6O98zvpOk1BfSzjcvppaU9gSonHgaVq7GxkU4//fSE15BAf8cdd9DUqVPF8++//17krEybNk35HfJ15LDstNNOlr8Hx8eLQ2X86zT/oTQ/Zvt72w2LE2xWc6rCp6u6qbu7mLzw+Sq1ETS1bP36DCvodzw7Pbw4n0pIbQg2d3RTbb6mlq2hx4pd5bDWrh7q7s6sU92qKKtUXrj+GCmJOzN+Kwrino6r4YXq729o6aLxxYml0eYu6xXjaN5XLyxup/0nuj9OXqrvSHpt3to++u27a7SqW1m8j7q7B8R5oJpg7+wb8DQOTmnv1p9/YGUH1i9zSrKT64Lk5aXJ6/Xc4g46eIK7+0e7JqcpL9Y/tO35A+pzu6Wzh7rLnDt0LYrzo8Jwfjgdg9JSb5OX7KyYCPCkYyjQJQC7NQKjlCsRdMLYD8hKtVvQMkCzxueJamNBO768NscMAsceeyztuOOOtNlmm1FFRQV99913dOONN9JDDz0kEujffvttqqqqotbW1qH8Fl2SPpDLWbFs2TIaGBjw7FjpaO9FQnzicRHv6aKGhhbb7x1fUkoLOhPPmbXt3Y4+q+LTFcVJt3oxE960jBqaB5/3CwGl3NH3Veb3U18HHKCSpPcWLl1OBRXW1+X/tmHbrI/DpStXU0MsszPjazuxPYmOVnGslxoaGsT/Lb3Oxqig39l+NhNvVY/LV0tW0XiTSvDJMuzPZKfk/fo1tEXcvSy1tDn5GAF3fdtD08txNUm+hretXEq9614uzk9e77ZO78esE1asLlAeg5L6NW3U0LCGMo3VdUHS1J18fahvxnGz7oR0SH0HviO5+EZH81pqaBg8Zjqa1eNUv7yRRnQ6V+KaukqTjoOigZ6h88PJGBQUFGgnmexgZ8Uw0/9sfRd195VS6adNtP+kMk7SDrARGIZZ5DARtn5ATlW7oG1nLqtcF1xwQcLzGTNm0K233ir+h8Ny99130xlnnOHrb44fP971ZzBriJsxyiUXF6tnsbvfTjaSRtdUUF3dGNvvr/qymchchauohOrqRpMXGj6HATSQVAlsyqS6oecT43Eq/mCtbWgNGFtZQmOGw2hPnh2uGTmG6kZaN0j5pB6p2O2Wy1TUjqC6Or0hmg76FOM0vKJ0aNxHIsTt/bW23zO62tl+NtNV3U/0RbJxP1AxjOrqEg3SlpUdyvFvpEqqq3NfAmvgOzj26rwos+MMoP5tMLlu6HwoyVcY2Skcs06oFDP6yYqQpLeo3NN+8IqT6wLA/bFzIPk4aqdi1+O1di0c0+RjZszI9efPhIJeoq+TqwzWjBhFdeOcq3CdH2CdEyciRleVJayz0zHwQuSdFV24R66U+oyyEZjLs8hhJmgGvFtyWbULo8qFpHk4K++9955wVqRy0tKinrWViopczgqvIQkAN2PV55Eoq8rtrSopcvR75UUFSUYzysJ6WVfs/4VtyQrFpsOT131MeQE12OSSgFHlhVRdWqg0lvvz8b3WTsaKHvtiAQP5hSntGy90KASJqpKCofUoiccJ4f92aTnDypztZzOT8nDQJB/TTX3r10FS36U20r9ti3v67Y4Bd/mdSK43/o4qdaHX4zHrlFi+tYLU1Jfa+e33dcGY16U6hNb2eNh3BeoeTJWl69ehSvRESnZWBgrcHaeqBPvaUvV5ajcGXoi8s5LrpT6jbATm8iwyE1xyXbULm8o1YsQI8bezs1P8RbWv/Px8WrhwoXJ5+fr06dMpG+iaCzpJsNdV7/GarLyorV9Z3tRYCUwyrsyZszKiJF/baE7VX8aMXXJ99koXq6uBSXAe4bku4TzVamA1xXki98Osbql6rSzWlH7+tqWPBmJxKnBQPtqubLMVw0xJKiVZqAbWa2NLrA1o6eIOzTmytifmukR5j2YTjXNSZRor3001MOxLlerK1cAySFRKfYbRCJSzyL/YtEJ0Yh5Xni/+4vkLrIgxKRCWCme57qgAWRFMVv4qKyujbbfdlr799luqr69PWBbO2SuvvCJyXrbZZpusrK+ufK/TruaqJm5enRVdr4kp6zrXGxmjKUdsZnhpvkg89+pk1Lfb51RkunQxjhuVwW6+h1Q5MM6cLKM7V9W9VhKdFRi0cEJVILVlsQNn0EybjQNmpsbknRRnoRqYnTOEpqZBRFV1DmBzdD1tdOgmf52ULrYrcmFXCQyws5IhwlDqM+pGoJxFRp7Ll0eOFX/xnB0VJhWg2m1UG8wSxWFk/vz5Q8qJ+fWLL75Y/I8GkJITTzxR/L300ksTrs933XUXLVq0iI444gjh1ASlbDGocDjjrlIt3PZEsArd0BkZuvLFrpQVBwaQE/XGab8Wv4AtpvrJSpPjWOXA4fSqrOh6raw0Gd0rOmPCKdHxFeKfXOK2J1mt6fhR2ax2ykeq9NocRk29MaEyBQ2d8grMFd586WBfoOtg7/x3WjXObCrHulsiHQaW6+EeuUg6Q7d4PzHpyP14RhTe6KfSokL60aSynM39CDKPPvoo3XTTTaLUcF1dHZWXl4tqYC+++CL19fWJrvQ777zz0PLHHHMMPf744/TII4/Q4sWLxXsI/3rqqado8uTJ9Pvf/z5wYR5Ow8CMs6KpzlKrQpt0RsZYTZ8PM+ixUlYYd+Wouemxkg1lRTdOZgfTiWritYM9GFRWEp2NlaaKTTpVRfJNSz8d4OI3sU90Tq0OY48VXRhY2pUVG0cEb7f0xmh4qbPjOlNYOeJQgzb2u4N9YerKis6ZzaSyEmlnBXCSdmYJYwIwE06kanfJ1qVUX99AkybVZSVhMwrsuuuuQkWZN28evfPOO0JlQa7K3nvvTaeccgrNmjUrYXnkrNx///10zTXXiOR7ODrDhg2j448/XjgqI0eODNzMaYWhwaAVqiZuXg0/nRGq6sbuNAxshAgDi3kygBCXbzWznKqS5BWn4+RkJrmq2Puk2WilsjKQkMvwvY2z8nWzO2UF+0O19dOrC2hBq9qxrC1J3EbVsLiZufeCk5wY9J4JmrNi1bjTbehaj4MO9joV1M051qJRVrgpZAbhJO3ME7YEYCb88CGaXnbZZRfxcENJSYkod2wueRzUmdNUEuxh33hJnNbFmqsM6nEOw8Bg/JUVxDyFbzlRVdzO+vqBLsHcmGA/+NxBzkoKBpwqZwX7vtlgdH+vqO5m5Oumfl8cteM2rKAvm/ro4YXJTUXHmNZT18E+nff3XifOSneMNlS3Y8oaVsUMdDlmbp0VY8SQSql1OwHSqlNoOWclcxiTtOsq8mlUcUz8zWaSdpRyZNhRYRgmTHSkmLOimwj2YsDrDCNVqJLZALXMWdE4Xn45K5kOA9PNdiflrDjYh6mExqhyVkBjV8y2Ephk/rqKYH6ECv5tp1qhsJjZZ2KiwqzaZKxCOgUyJ7nobo3/7IeBuZOj+jSbV2LYZbpz1c051qZLsGdlJXrhHrIx5XOG0CiEqHFjSoZhmNwh5Wpg2oTYOFVa91t0Ed6kUlYcVgNDgkJ/HhXmxak/nueqGli9jaHt9Hv8pr3fYRiYgxCvVO7XKmVFVgTbdFiRozAw2LtwCqdWF6ZUCQyz5tiWJ/YdSSe/2kTvr+oV+/7S7aqH1kWi889wzNrlBadVWXFZXSssCfZFhjHH/7ikmBd1EwbWqrmO1HDOSvbIxkR/cmPKQbgxJcMwTG6RchiYLiHWgwGvmjVHDHuhwoCEIYrbjFVhKCgNWL/ufqLSfCKzUGKrrHQEU1kJShiYE2Xle00eiTlvxbGzotv2dcdhXWWhiDJBsjpeU4UiqkoXe3Ww/cxZCWKvFStnxa0S1OegdLGcADH/rqswMBfhpOmCLeAcaUzJMAzDBB9dSFEqOSteDXiVIaozMBCSaxcKhh4r69cz+bu7/MpZybSyogsDM1cDc+CIqFQrp4zR5A3JXiswGp2oBV8396dc6cmcj4BZdF3OlM5mdRnV5AonpZEDqaxkIsE+399Gs9oS6BmcRGdnJQBwY0qGYZhwoK0G5vDGrm/i5n5dVLHm5jwMI2NtQsFQCUxi+NdxB/sGh2FgwVFWzNXArMcHzoybDuRmRqkGVTgrMUdli71UBNMbos63wyoMLF04qTYW9pyVXl0He9M1RJW34mZCQKWsILfO2M8l3bCzkmW4MSXDMEx4SDVnRZcQ68XwU+ViWFXwseu1guR6iSpiycoQc9pjJRuli52GgdkpK6k2yYNDq/qOxnWeql0lMMk3LpQVp6qSFapqYOl2VnJXWfEvDKxXq6zkaRPuvewbVVPITPZYAeysZBluTMkwDBMeVAY7/A+ns5BaZcWDAa+aEbUyQu262NuGgVkYQE09MW0iu5vvyW4YmJ2ykrpJpVJXpLJiVwlMMr+lX/RmSUVZcbMt2VFWnJQuTnOzF59zVhAG5nS/WTXGNO861TUl1aaQmexeD9hZCQCo+qXbEdyYkmEYJndQGb7lLm7sac9ZsTBC7ZwVo7Ki6lpu1cHeqaqSlTAwhQGJOURzQz07taHah4RjVd7KemWl37HD7HS823xIntY5K91Zd1YCqKxYhEpik3QNGFWofGzsC/PkdqqNZllZYQQoT7xRbWHSzuDGlAzDMLmvrDgNAbOqBubF8FOFN1nlIuiqUUlGGprAlCmUlU6LddQZzyolwa6qmN+oxgm5PWajz64Jnh/KirKL/TplxWkYmJu8FdW2qxw1K6yqgaULq6p1uRoG5jZvpUcxvqomkKrX3IhOqqaQmUyuD7Sz8vHHH9MRRxxBkyZNovHjx9Nee+1Fjz/+OIW9MeWkygJR7x5/s9mYkmEYhvHLWXF+DdcZiW7zOJAjogrfqExFWbFJsLcKVatvV6sCmJDLfoK9s3A525wVH5QVVa8VKATIXVUl2OuS8p3mragMUWynm9BzvbJCacOJIwRFwC4nOEhhYG4rgvUqtk2VVqC6prjqs9Kb/TCwQPZZef311+mwww4TjRkPPfRQqqyspCeffJJOOukkWrJkCZ155pkU1saUV+4weJPhHBUmavBxz2MQBlTGiNOyxbpZUC95HKiWpJp9rkolZ6XErhqYe2Vlo5oienNFb9K6I3Y/lcpaKSsrCqfOPsE+9YlFVflorN2KzgFqUIzhrAkl9MjCrqSmf07LF7sNFVRRohmWbCfYy14rupLQQVRWVhl66tjRqzilVMn06ShdnOkwsMA5K/39/XTWWWdRfn4+zZkzh2bMmCFeP++882j27Nn0pz/9iQ4++GChuIQVNlaYqICZX/QZQvluzIBhVgg5XAiNjIqiyGMQAWXFxSykTllxa/i1a2LjrauBOS9drAwD6x+sXKm6h6mcFYSd1WosXRhTbpw8vw1IlbJi1xTSj9lmVRgY+Hh1X5JDAjauLaJp1X30bUu/b2FgbrcjqKWLZShYkJwVuxBHN3k2PQPOlBVVaKlTZ2UgFtc4KxFPsIeq8v3339Phhx8+5KiAmpoaOuecc6i3t5ceeOCBrK4jwzD+GOl7P72K/vFVhzBklnfGxF88x+u6ZmVhgscgfKgM33I/clZchoG1aRJ1rZLE4YxYrapdGBjsH90hqwoDQ7iztqBABvNWVGFgqjwjqF5WE8p2OS1O0DXmfLexR/n61KoC2kQRSicaTTuoLKWu9ORuO3Q5K+kM59OV7Q16kr1Vgr3bnJU+hbqkUmaVykp/5qrFhdJZefPNN8XfWbNmJb0HZQW89dZbGV8vhmH8BWqCuKGaXsdzvH7ZR60UdngMwoeqMaKrBHvNJLDbMDBtZ3ILZyXfpou9sRqYqnSxbuYYassShbJSV1moVZK8NMH0SptinXUqipWRlk5l5f2ViaFykqlVhUJdUYUjqsLGHCkrxTmgrDgNAwtYkr2fOSs9SmUleTnVOeb0eqK7jmRaWQlcGNiCBQvE3+nTpye9N2bMGJG/snDhQtvv6e523/Udqo3xbxThMRiExyH9Y/BsfVeSkS7B68/Ud9ElW5eGehzCNAbIMWRSz1nRKQ1uDT/djKhdKBO62C/tVBu5w2xyVqSzUluS+BrKsbYq1kcoKz4pSX6rYTrHA4b8GrXIQTU+KCuqBHvw2Rp1WNeUqkLaVKGsyCT7yVWFrksXu2kImY3SxVCMnIrOQVJW4LTb5ay4qWDWp1jUaTUw7Jr+WJwKbfr8qcoW+3Ws57Sz0to6OJNYXa0u11tVVTW0jBXLli2jgQFvUzONjY0UdXgMBuFxSM8YIDqhuw/Grf6C193XT/X1DRSUFC6/xyFMY1BQUEDTpk3L+PrkTs6K8xu7timkT8qKVeliMBjfn2wY1xbnJRg2WgVIsf2LNZXAJlUWKmeCxfcMZDkMTDNOg87eQNqUFV11L5Xvhn1SW5KvVFZk3so+Nn3afEmw14SBaVq4pIwqsTwXGkMiz8busHaTYN+jCgNzmLMiz7EqO2fFg0IbCWfFL1Du2C2YNcTNGApOcXExRREeg0F4HNI/BqWfNlnezUqLCmnSpDoK8zjwGIQLxNGr7u1ulJWC/DxhwJu/p9tZcSfL8B4neRXjNMnIxnwVUKoxUFUx+bpKYFBWmjXHf6bKF2OfqVZBHwam35d+xPEXF+SJqmtOwpemVg+acBvWFIreKDGXFcGQPK1SAl0rK5rF07UPnYaAuQ2rykaIaCo5K70phIFJ9bJK7efa5r5FvhqYVFR06klbWxvV1tbafk8qIQm4GUc9pIHHYBAeh/SNwf6TykQiueryjcvgjyaVBWrs0zEOPAbhQlfpx21VKxgX5uRZt4aflwR7q8aQI0w1UXVhYCplxcpZ6W5Rr6dVz5Z0qypW42SlTPk124x94MhZWRfihTCfaVWF9F1ronPyjU1FsHbNGLtPsFe/3pOmfeg0uT5oOSu68fYattbrOAxM/Xkn1xSdshL5ppAyV0XmrhjBzF57e3taww0QzhB1eAwG4XFI7xj8Ydtq+uHoIhpVki8Sd+UDz7cfXSRK94Z9HHgMwoUueRbd0N2QSqlR+wR7u5wV9X4ebvJOVKWLdeFb9YpmhkMJ9rqcFY+z8p+v7aN/ftNBH67qFTkCXg1InbJilfPjRzUwq7wVM1OqCiybayJnxWoMVPkqTkIFzWAX5mVSWXHxvUHKWbErWyxzVpwct25KF6dyjulyVvxogJrTysrOO+9Mf/vb3+jll18WjSGNzJ07d2iZdIAZw6jHXfMYDMLjkP4xwE3/uQNGU5THgccgXOjCPMpdGn+q2VG3SoO+5Kj1uozVGMojk8LA1J9XJRA3dAwoczNgROlydJwYdmZu/G87Xfh+y9Dzs7espIt/UOMpXE7nYFZlSFlxApLrJZvWFtGc+u4kR2xJx4BwCv1w1HQgpw45TOYKbumqBuYmF8ZNwnq6sUuuB5hjQEEKXf8hv0oXO72m6HPfIq6s7L777jRlyhR65JFHaN68eUOvt7S0CCcGYQhHHXVUVteRYRiGYZwaI+WF7m61qhhz99XA3IU3ScaU68LA8j2XWFaFgSEEzCpEzouSdMmH6x0VcO3n7bREk9zvNQzMUlnxyYAb5VBZkWFgOmXFLm+lzcdZc5WRnC4/IVeVFbuyxW7zVnoUi6nEPX2jWfvfaNWpb1FvCllYWEjXX389xWIxOuCAA0Q3+wsvvJB22WUX+u677+iiiy6iyZMnZ3s1GYZhGMaRMeI2Z0U1E+q+GpgicbowT/RSsaKuosBReJguwV6liKgbQg4a1341hZy3pk854/7hKpu8DZclnq0M+UwrK2gIKdlkmL4imN+hgipURnK6lBXd96pWO0g5Kx0O6y07LQrQp1BWUKDBiSPp9JqiCgNDpJmb3lGhdFbAbrvtRs899xxtv/329Pjjj9Odd95Jo0ePFn/PPPPMbK8ewzAMwzgOXXJbXUnZcdql4adSDJzMmA8vLaBdxhYnGSf7Typ1pKyYx6C5J6Y0eKSyoound+uc6WaAdQnC9s6KLgxMk8tSmCcquWUqZwXOgbFy24bVgxXBXCkrLrfdCpVBnK6clV5NNTBVvhWORydVuIKlrMQ8O20lBS5yVhysj+r8gVOelxfxnBXJtttuK0LBGIZhGCZK1cBUCfZuKyupQnyc5iLcvvtwOuW1tfROYy+NKyugy7evSciPsFJWzHHwKlUFTFqnCvilrKiaTloZ5HZhYLqZY60T42NYjBNlBc0ejc4RjhkoLQtaBxxXBNMrK+63RbUf06esqF8fX15ADYqQw7XdMSqvzP7cvNM8LCeha/G4uuS26hRPpXeTaqIh02WLA+2sMAzDMEwuoQvzcF+6OHWlQaUYODVCMWM/Z/9RwvGAgqKaRdXZ02aDTF+22DoMzHXYm0ZZ0Tkj6993V75Xl1jsV76KU2XFGAImQXPIZGdlsCKYah/qtt2LMWpKacqKsqLrEYQk+4mVlHV04+1FWenTLKJsCqnNWfGurGSa7LuaDMMwDBMCdGEebuO7/QipUc2au63yhPARXbiHrneD2VlBNSoVdTZhYG6VFZ2CYmcgastNu1RQ/DTgdEUOzMqKmU0VSfYYl6WafaBz8PwKA3PTD8UNOiN7nGbcoKwEAafKyioHCfY9GoetSFUNLIUiFiqFtiYLygo7KwzDMAyTRmOkwqWT4E+fFe/KihOwiiqbxRwGtspcz9Y0C47vUK2V+4ICXpUVTRiYrhqYrqSxjwYcOthrJsOVlcCMyoqKb1r6XZa39pBgr3BeXTRjd4VulyIMLMhd7J0m2DsJA+vTnB8lLqqBOSldrFJW3Pbh8QN2VhiGYRgmQNXAVMZFt3UFXkfGu9/hG6rtMiczr+yKKVUZafBAuSnzwznr9aasqAz2PAs1TOeU+Dm2qNg22iZvRRUGtommfPFXTX2OxwZ+iq56lBWlivCjTFcDG6epZBeUXit+Jtj36MLAXFQDcxQGpjiv/HTMncLOChF9/PHHdMQRR9CkSZNo/PjxtNdee4kqZGHjoYceorPPPpv22GMPUV2ttraW7rvvPu3yra2t9Lvf/Y622GILsfyWW24pSke3t7dTrrJs2TK66aab6Cc/+YnYrlGjRtFGG21Exx9/PH344YeRGYfu7m6xTfvvvz9tsskmNGbMGDEO++67L/3rX/+ivr6+SIyDmWuvvVacF3h88MEHkRgDbIPcZvMD5ePN9PT00JVXXkkzZ84Uxw2OH5SYX7VqFUWdzr70hYFBaXDa2RrLqZUVf2/5KqfKrC6tUhheo0oLEsLLlNXPXCfYxzwm2KsKEejD33QhUn4nHWOMrJhaneyYbFhTpFSpkLfi3KH1th2qsMBMd7DX5qx0h89Z6dWWb3ZeDcxOvRy8jqiUFU6wzzivv/46HXbYYaJD86GHHkqVlZX05JNP0kknnURLliwJVankyy67jBoaGmjEiBHCyMD/Ojo6OoSh8vnnn9OsWbPo8MMPF006b7jhBnrrrbfomWeeEWOWa9x2223CIJ06dSrtueeeNHLkSFqwYAHNmTNHPP7xj3+I4yDs44DtQilwGJz77LOPGIfm5mZ68cUX6YwzzqDHHntMVOPLz88P9TgY+fLLL+nyyy+niooKsb1mwjwG1dXVdOqppya9jgkcI+h/dcwxx9DcuXNpu+22o4MOOkicP/fccw+99tpr9NJLL4ljyQ9wnl588cXifxyX+D2z43jFFVeI6/XKlSvFNe2QQw6h888/X1zHs0GHokQqbNhClyVtdWEbSDHQ5YqYHQZVSLufFatAWaF9aImqwd0ok2qg2l73pYt1ykrM9T6zytnQJ9j7O7Z2FcEmK7rSwyidUlVA37clJ9k7raDmdTuUTSEznGAPNQqrYf7ZoPRacdLBHqxxED/XqxkDNx3s7SYEsBqq0yfTDSEp6s5Kf3+/mBGEQQZDdcaMGeL18847j2bPnk1/+tOf6OCDD066YecqMKqmTZsmtueaa66hSy65RLvsddddJ4wyKDHSYAD4H0YE1IlzzjmHcg0Y508//bRoMmrk7bffFvsa2wSDtKSkJNTjMGzYMKqvr6fi4uKkcwIG38svvywMRCgtYR4HCZQkGOtQGXCO/Pvf/05aJsxjUFNTQ7/97W9tl7v//vuFowJH7fbbbx+afYbji23HhAjGIqqOo2rm1G0ImFVCLBwBJyE6bitceaVcpayYLEVVGNio0sT1KHXg9HjNWfGirFQUWnWpz6Pa4jxqNjlHsrqZX4zWqAQykVw3W75hTWGSs7JckzekcuS8JNdn2lnRlS7GOiDfx6zmBUVZcdrvBeuvq+BmNwaqU1w3wWGnfOm713MYWMZVle+//17c6KSjIm/cuPH29vbSAw88QGEB4V9OHC+cJPfee6+YnTz33HMT3sNzvI6Z1FwEM8FmRwXstNNOtOuuuwp1AYZS2McBDrrZUQGFhYV04IEHiv8XLlwY+nGQ/PWvf6Wvv/6a/v73v1NBQfKVPQpj4AS5jX/4wx8SbqRQoqdMmUIPP/wwdXV1+eY4qsLQzI4jVEA4jPiL5wjrheMYlDAwtxW4LGdCHRp/OsPdqyGqQ2Uwm8PAVCEto0ylecsUzoH7BHtvyoouDEwHepv8dHp54vKFefTjyaUZU1bMPW+sxtaqGpYqz8erIapK7NYZ1KmiC4FC2d4RJkfYqVIRpNLFOGR1fYOsutfrnEbkQHkJ0/OzD0+qRNpZefPNN8VfzMyZgbICMEsXNRDWsXz5ctp+++3FzKYRPMfrixYtEmFyYaKoaLCSijRWozgOCPPBzDnYbLPNIjEOn376KV199dUifAj5FyrCPgaYmEH+GsYBoZKq/C3kOeH1DTfcMGnSA44LwiqheHzyySeRdRw7/VJWUnRWMqWsKMO3DGMAR0E1JmZlRdVWxHXpYm2fFfcGmZ1T9+cf1tD5W1fRjGEFtPvwfnpkVjXV+a2sWPRasXJWRii8Bih+KqXKzyIMunLbTvOs3KAr24t1UDorPblVutiJGtSjuRYUa0JOVdcUO/VSF1rJTSEzDAwQMH369KT3EP+Mm56cXY7iuCAcRgVeh0GL5SZOnEhhAPk7r776Ko0dO5Y233zzyIwDjFQYqLihNDU1ibyD+fPn07HHHku777576McByeJyFh8hoTrCPAagsbGRTj/99KSQyTvuuEPkdwGo0HBmrcYAYAygVKbiOKKIgZ3jiAklneOIfQHH0W5fwAHzcs4Y/xpp702ewS0tiLv+ncK4OsegpbObuovsb9urO9TVn0qo39M2m5HbXqLoYo/yrPI3lmoaQg4rXL8MKM5L/p5Ow/c4QRey0mbzPe2Kz5U72Gf/s2kxnT4d504bjalyt65OGFaoVwPqyvTrV12gHodlLZ00wVQtS+XgleW7O17lsVBIyd+FvdrW2U3FHqqLWdHZoz4/Yn09pKreDGXF7/3j5rpgdX3Qsay1i8YXF+m/q1t9jucN9FF3t6IimMK/6OyzHpfVHeptKdNcR5yMgdfw3Eg7K0jQlMmlKqqqqoaWiRJymxEOp0KOV1jGBmEnv/rVr4ThinASOZsbhXHARQWVnYwz5Cgq8cc//nHotTCPw//93/8J4xeOqmoWPwpjAMd0xx13FEoajP3vvvuObrzxRlE9EGGTyOcyXgvTNQbZcBxRHXBgYMCzg2emqQs34kSroKC/17KYiYqOZhyLg3lzRhYvW0Hlrfazs4vWqD/f1bSKGuL+zTLn93cnmREdvQND2/tFK8Yi2TjJ62iihobV61/ow7omnn/tPX2uxq2tr2xd0eFEOvuJFtc3kK7GQWtP8ufyeruooaElpWMhZTRjB6p6mqmhYY3yvbwO9b7/qn45xSrjtmOW19NJDQ3Nrle3vwu5ZcnG9YL6JeSz6ESrW4qUv7Vy2RIq6Ut+DypFfX0DWaSA+IbVsdDak3x9qCiIU8dA8op9vWQVjdHkGoGlTerjo2Wt+hwvjCf/dlO79b7+frX6WOrEdSQWcz0GuMfqrtt2RNpZYRjMFJ922mnCIDvxxBPpqKOOoigB9RB5OhgHzFY/99xzdOmll4qyvUgy1znyYeD9998XCdkXXHDBUMhbFMH2G0H+3q233ir+h8Ny9913iwpxYXQcUarei4OPmzHU96QCFZ824aqS8NrwylKqqxvt6jfGx3uIvk0uh107cgzVjdLPtkpK+3tg7ie9Pm38GKobkfptX47BsIoyolWJM7zd8Tyqq6sT//93CWZY25I+v8mEkVQ3dv3Y1S5uI2pKnI3tzysc+h7b9RmIU09srfb94eMmaEPgut5ONvpHV1dQXd2YlI6FVOmpGSD6XG1Ibjt5FNWNVB8HG+T1En2XPOZFtaOpblxxQs6DaszGDqukurpExdLJGAyvxmeSZ9RHjZtAIxWhWalQ0gjHKHFmH+LNlEl1NKm5k2hFYt5cfzyPhlkcA37g5FjoeQ/jnegwTq4qpC+bk52SvKrhVFenVyFq8tTn1vgxo6luTPKxUTmvOSmJKK+ozPI4L+7DGCcXONlgwhiqG1aY0fMh0s6K3U2tra1N9BqI6ri0tLR4UqRyBRjoCH1BUvCRRx4pKqRFcRxkwv2ECRPo5JNPFqWtf/azn4lwHFSMC+M4oOoZZvER8vc///M/tsuHcQzsQNI8nJX33ntPOCvpHINsOY6pVAzDzdj8edVEaFVxoevfqS5TqyexgiJH39VN6jCZEZUlVFpq7+w4pUK0LU90Vrr6SVRThErbrFGtxleXJaxHRXFn0jLdsbjjceuwSaDuzcd2JzvAgwZ78vI1pc7G2epYSJW6fKyY2lnZaGS5cnvA2Ko8pRHbFk88Drs0eRy1LrddUl4Mc1IR/lOIsfHX1BzI61Lmq2C9R1fg2E9+v4OKaZTP6+H2WFBVC5xSXaR0VloGCqz3Q4EmL60Uv5+shpQJRy3xd/pocMx0dGnCUUdWllru03ScD5F2VmSuCmbztt5664T34B2i0RvitqM6Lrp8Hfm6Ktcn1xSVBx98UFSDu/nmm4d6ikRpHFQgUdpYgCKM44BzW4YToTGoir333lv8RZNMmT8RpjGwA04r6OwcNCRR7QvniN9jECbHMd0J9k7L+bZlrHRx8mv4ZUzgwpZZpQljMXdnVyXqd6vtJI/liWGYFzjue+F31TQvVBflEfwRsx+GBHhVEr1ElWCuStjW5fh47U6u75JOvqNKLperrdt+VKWbUkVZA+qf6vSdVKl2OlX9iZwUGdDlB9kVw3BTDQzHZqaJtLOy884709/+9jfRUwKNIY3IikhYJmrA2Bg3bpyYUUV1H2MSK57j9cmTJ+dkIrHZUUEDSIS8qMJOwj4OOlasWJFQHS2M44CZ3+OPP175HkIC4cjsv//+osEhKl+FcQzskBXBZOWvsrIy2nbbbUWIIHr0GCuCoUDDK6+8IsZlm222iaTjiDFoV9z83Xavt3JWnBp+7RkqOarr9YF+EqWFBbRSUdEIn0AvDNtKResqSVn1mrAzvO0qgumMsYoAOCvYblQEqzcVKUAlMKsxGaFRXMwVsfQV4zxWA9P4OOnoYq/a3dJI1zly2e61outeP6wkXzRZNFfesuti3+u2GpjiXLXvs6I5RrjPSmZBtSPMFqJTNxqKSTBjBycGUlbUchgALoQw5GBEXHXVVQnv4TleR35HLod+wVFB80OUadXFx4d5HFAaVs6YG8FrF154YYKBGMZxgOGNsCPV44c//KFYBr2W8Bw5HGEcA4DKb6rjAK/LxpdQHiVyG5HXZCxJetddd4nSzUcccYQYWy+Oo+ohHQ44jniuchyNZNNxhCOhmuz0VVlxaPipejTAhvGyLlaoZmuNCtNqRUNIOCqFJoNK5/Q4dc6cKSsuSrOmMbfBDTNHJsf9bzfKOhegpjhP5G/Y9Vrxu4eG3sGOZ0hZybNRlrLbawVV8lTgnBypcLBU546zDvbuSku7nQTA+hbpqlWkkUgrK2iAd/311wtVBc3HMMuOhOMnn3xSVCFBB3vc9MICeg+888474n/Z+BD9CmS4DyoCnXDCCeJ/VONBF2h0o4Yjt9VWW9Fnn30mVCiExiFsIxdB5Ss0+sR+3mCDDZIMT4BjQTYJDes4PP7446Jx3g477CAMQFR7QmWkl156idauXSuOBahPkrCOgxvCOAaPPvqoOA5QahjJzOXl5aIa2Isvviiq5MFhM6rLxxxzjDh2MMGzePFi8R6UjKeeekpcK3//+997dhxVYEyhumA9tttuu6HX4bj85S9/EeevdKqMjiOWD0p3ai+z9Drj3WnvEVVJWoQ2OVEp3KBzfqRTtVJhIJpDwOz6yqhmhM3oDO/176vHrVUX5lKcfWUFnLpZBT3X0DUUCobmk6dubp38jgaATrq4+x0qKNKXXIQrpYJKVZBGulm1C0qvFZ2yUlmYTyNLC2hh24BLZYWU6BwJdailXRhYPBANISnqzgrYbbfdRAWkyy+/XNyEcYNGgicSi+G8hAk4KjDUjbz77rviIZHOCsI55syZQ1dccYUwRN544w1R4QGJtmie53b2NCggfAXAoEHzORUw3qWzEtZx2G+//US4FxKb8cCMNGL8kTcA5/24444TzrwkrOPghjCOwa677ipUFDhfuD5AZUGuClS1U045JalhLnJW7r//flGMAsn3cHSGDRsmnAc4Kgibi6rjqDNGvKgZJWloClml6BKfKjqnSuaCqGaHVZWh9OFkcapNzhV21IndSciTTlmpyUKYi4rtx5TQ6weNpvu+7RRld0/ZpIImOqgDDHUhyVlJCgOL+Zqvg+7xGVNWYvrf1ykrZmUpKA0hy4s0jSztnJWY8w72QBUd2OVBWclGQ0gQeWcFIA4bM4VhB0nkeDgFpUHhxOER1TEI6zggr8BtbkEYx8HtMRK2Mdhll13Ew23YFqp2mUseR91x1DkrFR6chLIUnRXljGga1AJdk3VpBJkNZl1n9nRsb+L7ujAwnbISDGcFbFRbRJdspy7TrUOlLpjDoPxWVqzUsUwoKzJnBTliUFnMIYTZVlZ0DjPWV+XAr+4ZsMzZ6tHmrDjfP3aOpEp5zEZyPWBnhWEYhgkkueQ4dvbpZ07dogt9cpqzopo1T0f4hjYMrD8uygKvVRiIKsNMu70Ow968Jti36JyVACTYp4Jqpt68L/TVwDwqK7owsHRUA1OoClJRgHE/sqSAlnYOBCzBXq9kjVKERmLcULBDd972ajZHVw1MnWBPlg6RSnnMRnI9CM70AcMwDMPkKHplxcdqYCmULq4symAYWH9caxymR1mxc1Y0ykpfsMPAvKKqiIX9YSyKoa8G5nfp4gwpK4bVHu7AWbM7XoxjldbJjEKEgWnKF1sk2fe6rAamP8fcnVfZcuRz+4xkGIZhmADQ6aOzAsMrLwVlpS1DyorOAIIislLTY0U1i5yqkqRzOmwT7HMgDMwvZQWbaiytrRsTrzkrxVkuXWx0lrzkgIClHQO075xVVPev5bTpQyvoyUXJzSW9oiprLsNEVWqjXZJ9ryZnRedrenEmVcpKts6N3D4jGYZhGCYA6KqBeUmwR1iGSrVIKcE+DUZGuSaQHM6KztAapUqwL/C/+pnXMDAYe5qJ7pxhuK7XimGfqNQm7AevZWmzXrrY6KxolCU7Tn51Lb23slc0Nl3RFaOfvbqW6ttddCf1MplRpM5ZsWsM2TugDsXThXSVuZwQ6I/FlWpxtqqBsbPCMAzDMCmiM4jLPYfVeDPeY/G4OgzM5x4rVk4GjJyVmhCWUYowsFSVFT/7rKDHit8lnjONk8aI6lBB79uty1nJVIK9sRqZLgxswKKMMhyDd1f2JryGxZ+p7yY/kBXynCbYD65TzFXeTrGFo6ktgKC5puiuZ6ysMAzDMEyOops59eokKPsiODD8tLkIaTAytLO1/XFapZkVTouyYuusOA8DQ1PFXEffGNHgrCi2PZVZc32YEfmO0lAvsHbW8IlmCwUOIWAqlrQPpF15RZ8VFVZqUJ9FY0w/qrVpi09w6WKGYRiGyU20fRQ8Oiulfjsr6agGZpGz0qLpYaKsBqb7Hp8S7LWlixVjlev5KpbKiiHJXJVDkYpDW5rBPivqECjrnBVp/GuT2TWOQaMm98otqvMyb53DX6gZO1Xpb6cOm1P1UndN0eWBcRgYwzAMw+Qo2qaQHm/uKgPeSSlfnWHutcqTFWWF+jKtKkMLIS8VivXQKTTdWShdHAZnRRUGZe61ohqzVMLAtB3sM5SzYgwDc+KsmdGFLS43lUD28/qA8yE/D31h8pROgNuclWIPyorumqLLA8tWpbzcPysZJgOg6Vxtba14RIFsb++WW24pfvu+++7Lyu8zjFs6NE6CTn2wQzUT6iSkpi2DM6IwtJSdsREGppiRVlUC86OhoH1TSOdhYLneYwXociCM5XuVjUNTcGhxuKpsZb9zVpCTpbKvExLsPeSArNYoKI0W5YNTVV6NExluK5j1KpUV986KzplUNYQEXLqYYRBT2txMY8eOHTKUFyxYkPJ3wuCV32d+4LdgGP/sZz+jF198kYLuOOB/hmGCh8oYgSFf4GN1JSdhUbpk8lRmza1QqSKdA8hZiTnKV7EKldOF1plp04SceUmwr9HMyucSsou7dTUwfys9oSiBly7pbtE57Mbt9dK3ZKXGMVjhl7KiOAaNZc1V54Zlgv2Ada+ZVEMtVecG4KaQDENE//73v6m7e331jX/961++fv+IESNo9OjR4jFq1Cjq7++nhoYGeuKJJ+iII46g008/Xfm58vJy2nDDDcWDYRjGiWGNHgpe8ZqzkmkjQ7WNaICnMgxVlcBSVVb6YnFbJw6GubnJH0qzqvI2wqCswHGwKt+LsVD34kntGFFWsPPdWbFvhjhGo+CttAirUimBUoHSObuphoEZnXSVg2XlrPTZ9JpxGrKpC7XUhZOyssIwRHTvvfeKv7/85S/F3wceeIAGBvwrJ/Lyyy/T/PnzxePbb7+llStXCrVizz33HFJhHnnkkaTPbbvttvTBBx+IB8MwjCNjJIUbuyoMzFmCvS5nJYPKiqYamE5ZEf0hFK87ydHR5aMYwdeYZ+R1oWFhyFnR9VqRORsYC9VhkuoxYswbscqtSAVdM0SjoT68JJ9UdrsuL8XOMWjsTI+zUmlwDlWhe8hZMTvZ1sqKfv+V+KSscOliJvJ8+umn9Pnnn1NNTQ1deumlNHnyZFqxYgW98MILafvN/Px8EQYGBae6ulq8NmfOnLT9HsMwUVJWvBt/ytLFjhLsdTkr6bndq9ZzRdeAssu4TlnRhRA5U5KcGZLmmeKglWb1G5WysnadQd7en55QQZVBnCllxXh4I/RS5Rg3WoR0WTkyOJ5TBWqjlbKiclbg7+sKd/S6zFnRlQfXhdXpzqvqLJX2DsdZyYQCGfJ16KGHUmlpKR111FEJr6eTiooKmjZtmvi/o6PDU8L5f//7XzrppJNoo402ojFjxtBWW21F5557Lq1atSorCet9fX30zDPP0FlnnUV77LEHbbzxxiL0bYMNNhBjDAVJN2tj5pNPPqETTjhBfAe2bZtttqGLLrpI5BhZ0dvbS//4xz/owAMPFOOL38f4HH300YHNEWIYv2LSvZYtTsXwy2SCvezAbaa+zXmPFUmpIkzFSY6OXXK9ToHRGWNh6LOiTdhep6y0pSlUMBM5Kzqlxny+jFY4xtbKit4hsXJyUq0GJnHbGLJXWQ1M//tuG6+qzisMsc7pSTfsrDCBAHkqDz/8sPhfOikwaDHj9vzzz4twrXTS2dlJCxcuFP/DmHfLU089JRyCxx9/XKxrUVERNTY20u2330677ror1dfXU6Z599136ZhjjqG7775bqFZdXV3CCVy9erUIhzvllFOEcxWLWc9MQmnad9996cknnxTfAQfn+++/pxtuuEFs2+LFi5Wfwzbvvvvu9P/+3/+jN998k5qamqisrEyMz7PPPityhM4555w0bT3DZBY7Y8SP8KpUwsCMISd+ojJeVLkgYLQmlyAVJcm7sqIJc0nTOAVCWemJiWpa+vLWOaCsOAgD0x1rup4puKdZ9TRZ7kNFMJTztgoTddsYstenamC6c0xZKa84T9hk2SAcZyWT88AQbmlpEbPv22+/vXhtypQptMMOO4gk+AcffDAtv4uLFBQRqAatra3CmP7FL37h6jsWLVpEv/rVr4SSATXl1VdfpSVLltDy5ctF4j4clwsvvJAyDYoCwBnBOsBxwAPFBOBoXHHFFSLsDe/ddtttlt9z6qmn0g9/+EN67733xHcsW7aM7rrrLqES4fvwG+a8IqhThx9+OH311Ve0yy670NNPPy1C+vB5ODd//vOfqbKyku688066+eab0zwSDJN+1KVJ/U2wh405oDHWrGZE4fdobKGU0fVIUaEzyIDXMDBWVpz3WsGhAydNN2apOrSZUVbsE+ytlBVVNAHGxCqH3hdlRTHmlYbiFDplRZX7pRsHVc6Q5w72qoapWXTk2VlhApVYL1UVCdQVP0PBZs2aJcKQ5ANVwXbeeWcx83/AAQeI0KSpU6e6+s6rr75aKDMIcYLxv/XWW4vXMQMBteWxxx4TikSmQVGAa665RqyDzMcBw4YNo1//+tdCGQG33nqr5fdgjKB6IQQMFBYW0k9+8hP65z//KZ5//PHHQlkycuONN4oiBhhbqE1wWEpKSsR7yElC1TXppPz1r38VDinD5DJ+56zo7Hq70ChVM7eqNM6IutlGK2VFFaaSShNMW2dFY7Bnq+md3+gaIyLcKV2VnlSNIS36MHpC5/yYK5GpKoLh3FE5aittclJSLV+MinUq39gYQuk2DKxHMWlRZDEhoW28qgsDU15H2FlhIgyUCTgLuJn+9Kc/TXjvkEMOEWoHDF/M7KfKmjVrRBiSfEANAT09PULZwey/GzBLA1UI/PznPxeOgBmUO8Z2BI199tlH/IXSgpA1Hb/5zW/EPjADJ0iqYI8++qjS+YRTAmVJBfJY4ERhnyBMjWFyGdXMaSo5K26buElUxli6QsDcKitWOStlXpUVmx4ruvA4fQJxOMwiXWNEhBXpKqjlQs6KzvlxoqyAVYqQLqsQMLAixTAw1bUhuXSxfn+p6FP4T1bKirZppy4MTKmsZE91DMdZyeQ0UE1g9O+4446iApgRGLNQPIwGcCp89tlnIilcPuCwvP/++8Igf/vtt+nII48UCeFuHC04OQAqgg4oC9mgra2Nrr/+evrRj34kcnGg/shE/3Hjxg0th9AuHbvttpv2PeSsyAR843chPAyceeaZCUqW8QGlpr29XSwnl2eYXATXL9+VFV1CrI3aoO6fkZd1ZwWL1Za4VFYcTGg7VVbMTpy+Glg4wsCsjF+dg5cL1cCgUjj5bV2vFVXeisqB8VNZ0VX0qkxIsC9IWVkptshZwWSwmwkBdc5K9lwGTZsYhskMSO5GLxVVCJgxFAyVqxBihVwL5Dr4RXFxsTCcL7nkEhGKhPClCy64gGbPnu0oHAzJ6hKj8W9m/PjxlGm+++47Ovjgg2np0qUJeSwIw0LJZiALF6gqoLnZLuM4GNUpqCZOQBgdw+QqCC+JO6yU5RSvjRLbMxxr7tQhQ5hLvkUomucEe4c5K2anpjXkCfboNaICFcH0CfY5oKzoclbMCfblauNfVRFMlxfiV+niTk2paGOCPZx+OC/m4hQqZyUeV+fY2PkS2D9mx0kbBqb4AVZWmMgyd+7cIWMa6oac9Tc+DjvsMPE+ZuGR/5AukGQP4LTAMXJLtqpk6EAIFsZ20qRJoiIYwr2gesCJQVgdkt8lTksYO8GYbA/Vyqhk6R7HHnusb7/PMJlGpaqAcp872AMbu0ppZKQ6Y25FmcNtHKkJy1n/Pents5KcsxJTOkxWs9O5hG6mHr1W9An2wVdWtKWLTYehG2XFqqSxdGx1DkcqYWAVpnNHpYatVqxvr8NQOCfXFJVSC3tA5cxnU1lhZ4XJKm5Du9LZc6Wurm7of105XjMjR44c+h/Vv3RYhVmlA1Qjkzk+d9xxh1BYzPk0VnkqRpxsl3EckJAv4fAuJgrocgBSyVlxmxArURmi6WoI6SYMbLRFvor4HoUhpXMC/agGpgoDC0sImFdlxRiW5AVzkrtV9a70ly7WKSsDrnqs+NHFXhcGZr4+KLvYK5J0ehyqS056Gam+C+ed6ieyeX6ws8JkDYQOod8GwMw/DGzdA31BAAzwb7/9Ni3rY3QoEC7lBJRXRlgVQJEAHVbvpQNj6NeMGTOUy6DEshNef/112+1Ck0gJ8o5keNhzzz3neJ0ZJlfRGdWp5KyoZqmd5KyoHCdUA0sX5Q6ViJEWlcB0OSvOEuydKiv2YWBhSa6X46lyPkTOirKMbp7o/O6/suKvcu/UUEfIksp5alSFgTlIoF+eQt5Kh0MlS6U+qsLA+hw6bI6UFcV46hvLsrLCRBD0TkE1LiTR77///iIXRfeYOXOmyC3xK9FehWxKaTa+7UK/fvzjH4v/0XtE1dF9wYIFnsLKUsFYqviLL75QJt6jZLAT/v73v4umnSonBo0nwaGHHqoMqcO+QlEDK9AskmFC6aykEFaj6xRtlQPQH1Mn+qczDMwYd2/FaJtGL7oQFTtD17GyYhoXZQJxFmPyM9VrBcqKqnGoH8eILnTRoT/pCJ1SY66EhXuzutfKgOtqYFYNJb02hFRNZqiUFVU1sB7NqjjJWXEyIaCvlMfKChNBZEgXKlUh0d0OhDJJJ8fPvhxwMG666Sb629/+Jp4jx0M6IE5AF3bZmR39R6Rxjpvsa6+9Jgx5VelfL6BxJZLWrR74XVTamjhxovjMGWeckVAaGHkkKBuscqxUIGEeVdKkooWx/89//kMnnniieI5GmObxwm9uttlmwsnBe2g8uXbt2qH38dvoaYNmmnBUGSaXcVKa1LdqYBbOirYkbTrDwBwqK6NslBXV98QdGLpeq4GpEvPD0mPFKgdiLfqsKFQlP3po6Gb2/cxb0ZYuVvjCqrwVZYK9A0dkRTrCwEzn5UhF6B4mHzpMx7iqe72zMDC18uW0aEU2i09wNTAmK3zwwQf09ddfi/+d9iDBcldddZVwCp5//vmhksZum0IWFKy/qkHZgeEsZ+9g4D/00ENUWlrq+DunTZtGt9xyC5188smihO/uu+9OVVVVItEcVa4QEoWO7Uh4l40RveIkER3llFGYAMrJcccdJxLp0RNFhrZhnSoqKuj+++8fcgCtQPPGn/3sZ7TddtsJxQY9afCQ44UQPjSKNAI1DL1XoLBgX5933nl0/vnni8+L5L3W1oTxY5hcRpd8m1pTSI3hZxEGps1FSKey4nAbrXqs2JVqtgpvcaqsmMPF1DkrIXNWStQz9XmUl5by1l57A/mirCh+e1BZGeyllqqysiIdYWAOlBUZClZhcBR0Y2CXYO+04p4utDKd4aR2hOvMZHIGGcoF4xUOhBM233zzoS7qXkPBzE0hEQ41fPhw0QcFDgXCmjbddFPX3wuj/5VXXhEOFZLNYcyjpwk6xSNcSoZlyfyWTLDffvvRM888Q/vuu6/4XSgi2FY4PMhXgVPlBDiFL7zwAh100EHCiYOzgbwUqCfIWUHejq7kMXJWkOAP9WTs2LHU1dVFvb29Qr3C+l1++eViHRkml+nIaDUwK2cl8zOijp0Vu2pgHmflneesOAgDC1GCvVUYmLpiXOrHSHEGnJUeF4a6TlmJGUIL4Qw7cXhTKV+srxaY56g3zlqTnKStBlbgT7U2VlYYZh1oVIiHW7x0sYdxnmppXDQ/tAub2nLLLemf//yn8j0ZhrXJJpuk5bd1/PCHPxRKkQ7d95p/Ezk899xzj+vfh4qF0tOy/LRTPv/8c9e/xTBRyFmxdFZ0M6I5rKzYOStO+6wY8zRg8KrCX8LSY8VKWWnpjVNZQXoah+rSknxVVlwkl6tyVnCqNvXEaMS6lbXrseJLGJiudLFpzHVhiO2mz3tWVhwWsdA3TOUEe4YJddUzaejvtdde2V4dhmFyOGfFKgzMnETu56x5qqWLvSorVtXPdAUF7MZGl0BcEzJlRRrkZlZ0pcdZ0eeskG+4SS4foznmjBXBVjuoBJauBHvz9UEXrtlh+rzT8s2OEuxVYWDa3DcOA2OYnAY5K9dccw0tXLhwKPkfoWAIn0IBgVWrVonwMOSQMAwTLtJRulg3S22trGiMjOJwKiu6ggJ2y2q710cgZ0WHH0UYspWzgp9VlV3WFXUw5q2sdOhJpVS6WHF9wHmTb2okrQsb7UhSVvyrBqYq2KF35jkMjGFyGiS1w2G55JJLROgTclSQDyMdFzxHaWPkjDAMkwiqxl166aWiQMX3338vylkjz2rq1Kl0/PHH009/+lMqKipK+AyKNFxxxRX05JNPivyzMWPGiJwxFHJAgYdM4nTmNP05K7owsOzmrECxsK1U5EFZUXWhB7BbzZPPotFdLC6MWt3nwuasqHJWdPjh0OrCkPytBhZ3rCjou9jHXPVYkeFzOBadKol2yqvqvNGFjXaYzgHP1cAU72PXQKEsNOw7nbOSTWWFnRWG8YGjjz5aOClvv/226PiOMr0oV4xE8tmzZ4tEe9kokWGYRDo6OujOO+8U/ZT22WcfoULK8tYo5PDYY4/RI488Qvn5+UPLo/ADcptQoOPwww+nefPm0Q033EBvvfWWKNrgpqJfyuuvMEZwW/di2Nga7x4S7NNZDczJNo6y6bFi5fR4UZLGluXTMkWOAcantiQvQmFgzp0VP0IFtX1W0pxgr/MxnXSxd1IJzBgKNqWq0BdlRaW66pTYdp9yVqzKoVcZnRXFdaTCh6ahqcDOCsP4AHqN4MEwjHuGDRtG9fX1Sf2WoExCLXn55ZeF44LKduC6664TjsrZZ59NF1988dDy+P/aa68VfZPQ/yibYWCqMA83wDCA/WgWAXQx+1bKSjqbHTrps2LXY8XK0LXKSdFt77jyAqWzgiT72pJ8ao5IGJiuFK6K9Oas+BkG5vx3R2vDwIzKivPwLpQv9uSsKI5TlYqizVnpc9hnJd9j0Y7+OFUVWRfqyHalvHCdmQzDMEzOAcVE1RgW/XvQwBQgHwygdDZKlyPU69xzz01YHs/xupfKdelwVlJFZVxYhUXpcjjSmWCPTuF222qXr2Kl0Hgp1QxnxSrJXtuhO2Qd7DOfs6J+3crB9iMMTBf+hBwQ1T41Jsujh4lTvFYE63SsrGhyVvrjjsbTLsG+xGEenEpZyXalPFZWGIZhmEASi8Vo7ty54v/NNttM/F2wYIEItUR4JZqbGsHz7bffXnxmyZIlommpXa6MW9AnyPgXtPUO5qYZQQSKl+9PMi4Se9pRR2+/9nubu/qSvyOfKNbXQ93Jb3nGPAYwUjuTh2CI4cVx27HIX5ffZ6a1q5e6u9WG0pqOwea0ZkZreu+ube+m7tIBWtu5ft8ZKYn3UbcL41V1LASJMkM/ETtKSH9cOR2DvAH1fmrrxj70xxHs6ku21Ivz9MfXqFLkKCWOw4r29du6oiP5uFMpmmBJa7d2O6yOBZVSAdHHvM6YiIG/YfbPW7sT901nj/p4i/f3Wh6/hXG1l9PS2UOjCtePQ3N38phUFNpfz5ycD17Dc9lZYRiGYQIBbnJXX321uGkjyf61116j+fPniz5JsokpnBUwbdo05XfgdTgrWM7OWVm2bBkNDHib9m1sbBz6f207rOPEacuieD81NDRQKhTGcWNPNACb2zupoUHdH6mxpTjptl5eEE95PezGoJiS19NIcU8bNTQ0WX5XU5fI8kl6ffnqJmooVjsyi1dizJM9k/K+VrFWZhYuX0mjumK0ZDViXhILNoD2VcvIZjVtj4WgUV1YRq399o5CV9Mqaoh77yWCMVjboduHa6ih0B95pa0z+VzLG9Cfa9V5ycsvbesZWn55W/KxO6UsRt92JB/P365soYby1a6Phbae5N/I6+uihoaWpGXL8suofSBxf61saaeGhrVDz1esKVQe32tWrqCGNr2D2tmiPl8WLV1OJS3rP9fUlby+xQPrx8zr+YC8Xt112w52VhiGYZjAOCtXXnllQojRmWeeSX/84x8TqoABVAtTgcp7xuWs8FL0AuuImzGqj8nQtYGvYHQkGtS1ZcVUVzeKUqFyXnNSzEdecRnV1Y1RLh9biG1OlFCqSwqorq6O/MQ8BlXzmmmFRazP9NHDqK7Oeka1AKVhP0p2wsqqa6muLtkABkXtXTDBkl7fZOxwokXtSa+X146kuroSopUd0NWSPzd5oqskYtWxEDRGftZErW32Tsi08WOoboR7k9A4BgM9BUSfJO/Dipph2n3olvyvk8+1itIi7blWV99Gn7QmzvQ3Daw/J5o/gBOQaOBvNLyUlnT3kjmdpbOwkurqKl0fCz3vJ//GyKpy5Xlc9VETtZsrlJUkLlvZoT7uJ08YR3UV+mIW42M9RN8mnxfDRo2hupHrnfeuD5PXd1QVrjujKVvnAzsrDMMwTCBAvgmqgCH8C6Fezz33nChp/MEHH9C///3vIUfEL1KpGIabsfx890DyDGllcUHKFcnKRAx7osXUE8/Tfm/HQFvSa9U+rIfdGFSIeHa9szKuqsR2HWo1n+/P069/V1wdbjK5FssnG2XdVCi+qyMGYy+RysI8qigvS/lYCBojSwtpYZt9mNqISuyjZLXJzRhUF6g/H8sbHHc/6KPkSYiyQv0xMrYCTmni9q/tiVNBcYnQDtYqii2MqyiiceUDtLAt8Zhc3Wt/zVAdCx2KvKuqEvWYVCJL3uSsdMcSz/lYvjqms6qslEotKu9VlapVl4ECrPN6xaVN8fXDypzvw3ScD5xgzzAMwwQu4X7ChAl08skni8pf7777rggPA9JhaWlJdhCMiorfjo2Xpm+poqqQ1eMy4TwTvRHsyhfrqjKl2hRSVw1sbHm+ZQGC1gBWO8p2r5V0Jth3p7t0sUViua6LPRLr1/bEkvrxyCpqYxRFGlANzC3oYaISHQcdfMXrivOgw2GfFbsEe20RC8P398XiyvLo6ezV5ARWVhiGYZjAsueee4q/b775pvg7ffr0hOpgZuTrcrls9VnRNXhzg8qANxoWqtK82XBWdP0h3PRZ8dIUUuec6SoXyWpgLQpnJZvduYPQayWdpYv9rAamLF2c795Rbuwc0Do56M+iqii3wkWZY6uJDKvrg+r1docd7O38CSelpVXFAILgzIfz7GQYhmFCwYoVK8Rf2cEeTsi4cePovffeE80hjeA5Xp88ebJtcr2fOC1N6hbVpLBlU0hFSEtVBoxwO2XFSZ8V9KRRlVa1bgqpds50/SqkM6cszRpWZ8VB+WKk6fihBGqdFY0SkO7SxVbKCnqt6HqsCGVFccw29cQtJwvc9AnSXR8QjmjXZ6XHq7LiwFlRnRtBKF0czrOTYRiGyRm+/vpr6uxMThjFaxdeeKH4f++99x5Kuj/++OOpvb2drrrqqoTl8Ryvn3jiiRlac6JYXB02kS7jzyoMrL0/5sj4yaSzAgfE6ay9Sl2xUlZUhhXCVQYbcuqVGGUYWMh6rLhRVuDc4bxKlcL8PFF6N71NIeOujHStstI1oO1ej8/oevUYe7R4bQhp5ayowsM6zGFgijHAt9md6k5CLXU9iKqyrKxwGBjDMAyTVR5//HHRdX6HHXagSZMmUVVVlSgr/NJLL9HatWtpxx13pNNOO21o+bPOOoueeeYZ0a1+3rx5tNVWW9Fnn30mOt3PnDmTTj311Iytu37m1IccAIVxoVNW4MSowm0yoaxYqUgIAXNqCMPJaDGpQ90WtqFSWSkeNLzhpJmdmfU5K8ljWOOigWIuMdzBdvk5aw6HM7mJYZpzVixWX5V7IpUV3YQCjlnd55C3MtlFF3tdGJjut5U5K332OSvFBYMTOamGWgZVWWFnhWEYhskq++23nwj3ev/998UD4VxIkN98883psMMOo+OOO050szc2f5wzZw5dccUV9NRTT9Ebb7whymWeccYZdP7551NZmT9lUr3mq4ByH2bqVWEbin5t2nyVICTYOwkBs1ZWYi5zVvKH/raaGghijNDDR5Wzkm1jLF0gpMkOXdicF6BymA10X5UVxeFgpaxg+/FuXKGQ6LYbx+xYTfjYCnNZYY/XB12CvcqJ6eiPCwUXoZLaMXBQclvnrPQ4UFZqWFlhGIZhosw222wjHm5An5XLL79cPLKJ25h0N6iMMCgrMLjNs6gqwx1UZsAILy/Q/8YohwneOufMKupGVQ1MJgKrDFGMEcZPtcuynUCczTAwPx1aVS2FtCsrFs5KUX6eUJfW9MSSlJUuRbNMGbaoqyjntiJYh9ucFcW+iK9TP2TyvSoMDNvpdVLBqNbqriPZrgYWzqkEhmEYhskAbsM83KBLiFVNfuqNjPQb4VYq0ijNDLUf1c+UBQXWGVUqow/KiioELNwJ9vbj76dDq3Ic/KoGNhCLk8rvsVMVVMnyK7sGaKUiZ0WGLY71KWel03U1sHzb60yPMm/Hfl10yxjPMZ2ykm1nPpxnJ8MwDMNkgE5NmJIfyoouIVaVdK4vOZqBamAWM9tulBVlGJhmVh6GqyxFrHLOVAY4clZUIWBBCHMJj7LiriiEG/RVsKw/N1rheEBZWa1wPGTYIgouqI7rFZ3uwsDa3SbYa17vMExGqA7hohTCwBIT7IPpzLOzwjAMwzAe0c2c+pGz4sS40PViSEc+gg4rFcmNsqIKU9HlO2iVpGIrZSWuN8ZCmrOCGXGbira+FmFQhS76lbOi7y/ivimpXlkZXHZQXclPOQzMbQEOneLSbvgetxXR3JQH1zVa5TAwhmEYhslRdE5CuR/VwFw4K3ojI8vOSqrKisbYs9te1XbjM62az2V75jhdwEC1qwjmZ3nrtCormu+xM9RVvVZQ9UrleBid67E+NIbUJ9jr+qyo91Wn4bhVVwPL854HZzjHmky5PQB+ioO+rmklnGcnwzAMw2QA3cypHwagLiHWnbKS3aaQuj4X6VJWpEJSpQsDUxhj4nMhDQNzEgrmp7Ki+qruNIeB2RnqumNQ5bcanWtVRTC3YWCuSxdrnJiOBGUl+X2nu7DMJqeooT35y+G0+dGHJxXYWWEYhmGYAIaB6WaMVUnnrQFVVka6mJJVzcrrEux1OTrrc1aSvws2c6Om9GxNSJUVYKes+NkQU7UPdeFbblGFPwG7VjK6LvYqjMrKGEUY2NqemCulqMNlTpvu9faEnBVvYWBO8sLqFc7KpMosyyrsrGSP7u5uWrhwofgbZXgc1sNjsR4ei/XwWASbbFQDU4eBZa/kqG/KiosEe/ucFfXvLtPkHIS1g70TZcVP9S2dOSu6qmJ2yoqqGpgOO2XFbUUwVRgY/PeC/FSUlbinBPvB39bvH/RyaehIbuQ0qTL7XU7YWckiAwM+TTfkODwO6+GxWA+PxXp4LIJLh8tqP24o1dgI6jCwWOAS7PMcdlC3qn6GTe1TzCTrclak06Hb7qUdGmclxMrKCJt94Gs1sML05ayoFAUnqoKbIg9G51pbvthFKJhKedUl11vlrHQYjndVOJzT08xq/6BCmsohrGNlhWEYhmFyl9WKikJ+KRq6BHt16eK40okodDjjmg5nBTP6bn5f27ROtb0eqoGBZQpnJS9DTl1wc1b87WCfNmdFGwbmn7JiDFvUNYZc7qIimCqXzCpE1JGyEiPPCfZK9XLdd6vyVQCHgTEMwzBMDqMKCRlZmu/YePDirKhmP1XGeybyVazC1dxUArP6HpWzouuXsr4amPq3lyoMTSTXo2pWWBlukzfkaxiYwnHwL8Fe/XqxjS09rCSfnAqdjpQVF2FgKmXFqviGtnRxn3UYWLHDSQGrML369uQQsKCEgWV/DRgmB6i9a2mGfqmciNZk5JeaT5qQkd9hmDCjqg7kZibXk7LiMAwsU2qBrus2nLZ0ba9djo7OUVuuUFbCHALmZD/46dSq+njAr4zH4ylXlNIqKzYTA3BE4YQsswnfMoct6nJW3PRaUSXY6xwSUK7Zlo5+u9LF3sPA1jsrrKwwDMMwTOhQGS66GVm/OtirKmSplZXM3OJ1ishoF7kCbks121cDU2+7qh5CmJPrneWs+HecuFED3aILJ3OiKjg5Fs1hizXFecr+Iis0FeVUdKrCwCxyVpB4rwqr7EhQVsizsqI6V+X1RKWs4GsnVLCzwjAMwzA5CWaLVSEhvjkrBakZ75lSVjCbrjKw3I6DdnsdOmcoaiCrLLnZ9jCXLXaUs+KrsuL8mPUvwd7+s07UTnPYIpQgVdljN8qKsfO80+IbSmelP27ptDktXawaqy4LZWV8eYHjSmPpJNxnKMMwDMOkiZbeOHUr7JaxPoWBuSpd3J89ZQVG3azxJUmv71dX6up7tAn2yjCwmKXR7cZZCXsY2PBAKCvx9JUu9klZUVUNG6fqYu8mDEzlVNscmypnpr1vfXlhlTpYlFJTSH2CfRAqgYFwn6EMwzAMkyZWaBJt/VJWdLOlXQ6VFT+rPNlx7c61tMPoYvE/Qmcu3raadhk7+Dwtyoqi+pnR6XBjgIe5e72dsgK72Iky4ZTirCgrTpwV98qKrjGkrrGo89LFNs6KwpnpWOec6xpsOm4KqcxZGXSCVGFgQchXAZxgzzAMwzAe0M2wuumY7UVp6DEZQAhHU5VIzZSyIku+PnfAKFrVNSDCqrxUQ3OXYO+fslKTwXHKBjCO4ZColAk4tKkmvjvZhzpHww06dcaZs1LgqRCBKske5cqR7G93jA/E4spj165hrKrXSse6c143jk7PN93+gaqiUomDUAkMhPsMZRiGYZgMVgLThY54AUKByrQwG0AwMlShIZkqXWwOpfFatrlM1wRTsXGtCmVF9lgBSJTWhdFFLWcFzoguyd5vh1an0qgMYf8S7O0/62QCQeXQ6FTSlQ7KF3dq1ldXPW/9+/oE+16ds5JCB3vwbYuubHEwlJVwn6EMwzAMk2llRdNMzouRqVJXzCE1um7umVRW/MBPZcWNuhL2MDCrXit+F2FIZ86KpgCcf2FgimV0zoqTimCqfBW7Piu6MLGOdQ67Lm/HaQd7nVr7jdZZCYayEoy1YBiGYZiQ5Kz4FQYmZ6o7+62dFVUIGOVgV3ZXpYsdhL1h+1d12/9u2BPsgU5ZqfbZoU0lZ2VxWz/d/12nMOaP3rA8oZu8pbLiwFlxck6qclZ0xTKcJNmr8lWchIEplZX+QeeoT6OsFDmuBqZRVpr7Aq2ssLPCMAzDMD6FgaHyktNkVycglKmJTGFfJiOo1abnSK7gtIM9koHVzopZWYGhaW9Uhr3PilWSfVVAlJWPVvXS/s+sGlJPbv6ynZ790SiaXFVo2xTSUTUwB2qnqhrYGJ2y4sBZUTVqdVINTNUjqGPd8a7N20mhzwqYr1BWsGQQeqyA8E8nMAzDMEwaUPZY8alssZXxlxwGpunmnmOKgbZ0cb8zJcm8vU6VpRqnMTQhVFZ0zTO9UuLRWfnzx60JYV7oNn/vt52J35FCnxWoNXaKhkpZGZdKGJhGWamwaAo5+H7yevbGBp01XShcKh3sdc4Keqx4zT/zG1ZWGIZhPFB719IM/lo5Ea3JyC81nzQhI78TBpansXu9tbPibAY315QVp00wdc6ZWSFxqpj4HQoVRIbrlBWf83U0qTGWzgqM8DdX9CS9/vGqXtNyyZ+F7Z3voJoZ8r+Qt7KobcBVzkptsbqSWiphYLZ9VjTvd/bHU1KXrM4xVDgzM6kqGKoKCP8ZyjAMwzDp6F6vCAPThY14RdkXod+hspJjRrjTppC6ggLm3BOnqkEUEuxVZXnTkdek72Cv/8wXa/uUikGz6cVUOreD0TpPakh5SR4jXRf7RkdhYB5zVjTvt/fF0la6WEVQGkKC3LqSMQzDMEwAgIOgqlI1zqdKYFbGhVPjPdcS7DFDropc6zZFqDjN0XFeDSz8plDmShe7DwP7aHWigiJpMTsrCkPdafiTXUWwkRbvqXqtLHcQBqZVVuz6rGj2SYelskK+OyuTKoITfBX+M5RhGIZhfEYXs+5nJTCdcWE2/NpDoqzolKRk58zZ9jpVVmoioKxkO8HeqhrYh6ZwL0lzT9w2DMxpYrmd6mmluoxVdbF3oKzIrvOuw8A0zkxHX1xfutixskKOydkwsGXLltFNN91EP/nJT2iLLbagUaNG0UYbbUTHH388ffjhh8rPtLa20u9+9zux/OjRo2nLLbekiy66iNrb25XLx2IxuvXWW2mnnXaisWPH0vTp0+nkk0+mRYsWedtChmEYhvGZlV1q48v3nBUnxruiQWI68hEygapaUVLYm8PtdaKsYHidNo/MZUZorFS/G2LqjGadIgA+Xq0um4swMIRbWqkzbhLAvSorKidnVXeMOteVE3avrFiPuS5MrB3Kiq50sdOcFRtVJ4hli4Gro/S2224Tjgcchz333JPOOOMM2mGHHeiZZ56hffbZhx577LGE5Ts6OuiAAw4QDg6cmtNOO4023HBDuuGGG+iggw6i7u7kAuhnn302nX/++eIA/dWvfkWzZ8+mp556SvzeggULUt9ihmEYhkmTsuJ3NTBHxrtuBteFYRIUnIS9tTpsgulENUAIGPISws6mtYVKY33nsSVZVVaae2La7un4iLGilqrHiJucFSvVU1UJTDLVUD7ZyPxm9XobnQtvpYt1ykpM6/Q5qYgG3DjmQWkICVytycyZM+npp5+mXXbZJeH1t99+mw4++GA655xzhHNSUjJ48F933XX0+eefCwfk4osvHloe/1977bXCicFnJK+//jrdc889QlV54oknqLi4WLx+xBFHiMe5556b5BAxDMMwTKZpVFTPSYeyojLGzDPMup4jTqok5UKSveNSzSYjz0kYXBRCwEBBfh5dt1MtnfTq2qFk9wu3qaJp1f4apDqjWZez8rEmX8XozMhwPqWy4mJuwEpZUfVYMTp6uq7vW48ctFNVdGqOU7tJhAqLnJV+Xelih8qKU+cuSD1WgKspIKghZkcFwLnYddddqbm5mb788kvxGpSRe++9lyorK4WTYQTP8TocEyPy+YUXXjjkqIC9995b/O7LL79MDQ0N7raQYRiGYXymMUM5Kyrj3UmCfa6VLbYs1ZwUBua0GpgzZSUq7D+pjL48ciw9us8I+uKIMXTu1tW+/4Yuh0RXDQzNIK1oMYT8qXZ7JpSVjWuLlK9/3aQOXzN3nTc7c4X53nNWelOsBqaruKcqFOJnc9tU8e0sLSoa3JkFBYMHA0K2li9fTttvvz1VVFQkLIvneB3hZEuWLBl6/c033xTvIbTMDMLBwFtvveXXKjMMwzABIBP5kJlwVoaV5LmKCfdqvMM3GTAYLSqlwe9mf5nCmXOmNtjMzomTMYhC93ojw0sLaPaEUpqYphAfKDiqU8BchljyoSZfRfW5VEsXq/qoOFFdYLirylt/bRMGJrvOuylbbBUm1t4fT7mDvdNqYHUBCgEDvqwN1I5XX31VJMRvvvnm4jWZXzJt2jTlZ/D63LlzxXITJ04U+S0rVqygzTbbbMjhMS9v/F47VPkwQaK3tzfhb1ThccgeQT5H+LjIveOitLTU828iHxKhwVOnThX5iSNHjhTX+jlz5ojHP/7xDzr00EOT8iERZjxr1iw6/PDDad68eSIfEhNayKNMZX28OiuqEqepoqveg9CoinUGyqqu5Gnr2hxVDJzk6KhKF8MINCcZs7KSHaBgLDVVy3p9eY+IuDHmB+G5ufGjKgxMosrXcBr+ZFfxa6TFe1jnTWqK6H3Tun7dbKesxF0n18ueL8rv64shk175XpHTDvYOnZUgJdf74qz09fWJRPienh6RiyIdDcx6gZqaGuXnqqurE5aTf+Xrdss7makbGLAvLZdtGhsbs70KgSD444AO4uEiF0Iqg31chO+Y8Hpc4Lqvm5gKQj5kppwVvxtC2iUsVxRZOE4+93sJeuliVdibE2fF72pYDNGu44rpwQVdCa81tA/QV839tNmw9SFV9e0DoqqWFcZeK6o+K04Ty+WxhRwlY2iZE2UFbDKsMMlZWdQ2QF39cW1oldpZcaKsaHJW+uJUlJ+asoKvxqKaaLJwOisoM4wKX7ihnHjiiXTUUUdRUBg/fjwFGcwYwxAbM2ZMQn5O1MidcViT7RXwnbq6OgoquXFchO+YyNZxgXxIFTIfEvmKyIfcZpttbPMhocIg/zGdzgqqqaoS7P2uBAZ0YWUwkuRs8+ruzDhO2VJW5LZa5+gkj321kzCwiCTYZzo3xuysgOcauhOcFbvketBscCxUPUbcKCtS9Wnp7XeVs6LLW8GazW/po61GFDtOsLerBAbgP+O0N/s6nf1xKi9KLWcFKhHOMZUjFdRKYKAwFUfl9NNPp4cffpiOPPJIuuaaa5RKSEtLi/LzZiXFTjmxU17MpDsEwC9giOXKuqYTHofMkwvjzcdF5gnaeOvyIZHHqMuHRIgx8iERYux3yBsc6Y4BGA7J740sjvseXlkQU0cItHb1UHdhPy3FyigYVeT/umQiTLOIYkpnxbgtLQqrtaIweXsLY/ZdxsvzY57HicNV1WOw0wgoAIO5VUaeXdxJp2203uh/d3myQ2NmTWfv0P7pGUjen4Xkbv+NLCGab/6OPKLSOH5Hb/BPK1cfS1+s6qKNK2LKcWhTdLEsy3d2XkKBaTE5Oy09/VSer3aqYn091B13WBEsn6jDZpmxxQOuzwsn54PX+0thKorKgw8+KGKFb775Zso3DSCaOYKFCxcqv0O+LpfDTQY5L4sXLxbhW+a8FfPyDMMwTLjxIx8yHeHCq3vVRkFJTys1NKwlP+lqwb0wuRfGoqXLqagiTl+04d6bbAAUdjVRQ8NqyrUwzf5uGLOJs9hdA7GE8MS1ndjeRJujaKA3KYRxsAKVdbhmrKOFGhrWhDhcNTOYx2Cb6hJ6v7kgKZn+84UNJEWKd5fjuLZWAJesaR3aP919ZeuK6q6nr7uTGhqaHa9nbbw4yfQdWRyjpYZiTyqqevC7+P1EPmxooh8W9CnHobUn+TjN6+txFGpbkpf82dWtHVQslKZklWflsiXKwgYqCsX1wlpJKmhbSQ026ovb8yGVcOHCVBwVJDyi27wqIR5Oxbhx4+i9994TyZDGGTA8x+uTJ09OuJnsvPPO9Oijj9K7774r/jeCm48MC2AYhmHCjV/5kH6HC2PW8MNvVinf23jccKqr87fJ3viBHqLvkiuc1Y4cQ3Uji+iLJZjFbEt6f7MJI6luXHHOhWmOXN1BtDxxRncgnkfjJkwcKvna83ETrJGEZUZVlVJd3eiE1xAyWPDuWtFcUMekUcOorq40xOGq6UU3Bj/u7KL3P+5MWDZOefRV3mg6sq5ENHic/469Yz9QUkF1dVXi//53kp3K4VV4f4zj9T2UeuiZVYnn0wGTy6mubpTl5ybG41T1aVNSvtTyOD5brRyHng+wfYnLj6wqSzpOVdTMa6aVJmUmXlRGJaL3SeL5gbNiSt1Ex81NKz9ropWa6mySH0yf4DgZPxPnQ6GX0C84Kocccoio4KJyVAAGDWUn//KXv9BVV12VkASJ5ygvaY4pRt4LnJU///nPCU0hX3zxRVHWGFVfJk2a5G1LGYZhmJwgU/mQXkMSdMrKpJpSKi3111mpLFNb2rFChEiW0Jo+dfnUupoyKi1V94cIcphmZQmcr+Twk3hRCZWuy0FRJdjXlBQq1wVJ9qqEasmIipKUt4HDVZPH4MCphXSRyVkBL68YoBM2LaVv1vSSoohdEu0D+UPfaygMNkRpsXq/6zhsgxL6pi2PbvpvuyhSsX9dKV3yw2FDx5YVm9S20QerEiuAfdsWS/h94ziYCqIJqjTHqZlKUfgh8Qu6Ynk0oFBEUGSgrCxZ9dFRKiqS6Z0V5N7VVjj/vkycD66clSuvvJIeeOABkdi4wQYbCKfDDCq2zJgxQ/x/1llniRKSqM6CspJbbbUVffbZZyJZEtVfTj311ITP7rbbbnTCCSeI5Mjdd9+d9tlnH1HO+PHHH6dhw4YJx4dhGIYJL37nQ6aDVRpnxe/u9bqEc2M53xWa5pToDZGLWG1vVRGqGMWVzoquBDES71sUuQNR62CfaaZWF9LGNYWiy7uRl5d2i6IQH5uMfrtqYP2xuLKCldMqWMaJ9AtnVtN5W1cJZ0VVmMEqyd7srHzfNpBUWhvgOEVCvJcEe7GcIqarvR9NIVMvMqA7x4KaXA9crVF9fb34C1Xkr3/9q3IZKB/SWUHoF2rkX3HFFfTUU0/RG2+8IeShM844g84//3ylJwjHBr1W7r77brrlllvEdxx44IGi2Rdq8DMMwzDhJB35kOlAp6z43b3eshrYutimFYrpW9jtw5BFm4PYbS+qGKl0El3lL1VJYyNcujh97FtXSt+0JIZctfbF6Z3GHvrQQSUw0LJOTtE2Q/R4yqEnj7kvjx2b1CabzHCgvm3tpw1NqVEqR8Vp6WKxnOJ47uiLKTvYO60EJrFrXDupqiC3nRXcOPBwA+KKL7/8cvFwAm5Mv/71r8WDYRiGiQbpzIfMhLOCGXpdv4VU0MWNS+OtUeGsoGyx0/j1oGGnJLVpQrqqNAqJXa8VJ+WNGW/sV1dK13/RrixhbNcM0tzBXpdi4dZQT4VNFOWLwddNfbShScnUOisOjzeVU9MBZUXhtJX4rKzUibyYYMFnKcMwDJNVvORDQuE3hyLLfEjkuaQTlbMyLk19TXTOSpdFGFg6+r1kijIbZUXVYwXownkqbYxD7rOSPn44uphqFeP75KJu+rpZnWul67OiVVZcGuqpsLFCWQHfKLYFDRxTUlZUzkpfXJm347R7vaQk7GFgDMMwDOM36c6HzISzko4QMEulwSIMLB25M4FRVjRGoC7cy1ZZ4TCwtIHqbXtPLKWHFyb2U1mqyjxfZ6CbmxV2rlMTdM5KJpWViRUFVFmYJ3JHjHzVjDyWxOpXuqaL5Y7DwNTKSo8fykrYw8CYaFF719IM/VJ5xrqBN580ISO/wzBMsPIh/WR1n8JZSVNCuy4mH8Y7yr+qutePTZPjlAlKNVaJdM7aNPFA+jAw/X4pLbCfZWZSDwUzOys6dhlXQs83dCuT7FW5GqnkrHgBqi7UlY9W9zlQVmKenOeh5UTFrmSaFdJKkducFVtlJXjXD3ZWGIZhmKySiXxIv2jvi1PngCIMLF3KimYWFMb7yq6YMtk8jMqKzAFAgra7MDC9YcaqSvqZPaGUsEutet0A7IpdxhbrnRVNQTe3lbBSZZNhRUnOysK2/iTFQ6+sOMxZ0Ry3axXOittaGnbOysSK4LkGfKYyDMMwjEMaNaWCkdSeDnSGBZwVVXL94Lrk7q3dantBq05Z0Rh31VbOCifXp53aknzacYx9g8AthxdpQymRt6JXVjLsrNSoK4ItaB1w5KykUrpYp6y4rgZmsfyYsvy0FApJFT5TGYZhGMYhjYqwq3T2NdEm2A/EabnGWcntMDDrggK6nBWdSmIVBsbJ9ZkrYWzHzFHF2jLSMND1pYszr6yomG92VlJNsNc4Na2K73WrLlmVLq4LYAgYYGeFYRiGYRzS2KlRVtLkIBSIfhDJr/cM6FWeMIaBda+zBXXVwHQKilUYGPdYyVzeih0/GKWuHCbDwHC8q8j0LtRWBGsZ8LXPil0Vu1TydqyUlSBWAgN8pjIMwzBMyspKQUYNeCgNWmUll8PA7EoXa/qs6Iw7Vlayz4Y1RTS92vr82HZkEdVoki/QayUoYWCoCKZyOOabnJUPNH1knDohTp0a4La5JQpL5FJyPcjdKxrDMAzDZBhVX5N054moDDKRs9KV7KzAFhqeo93rnZUujimNL13cvmWCPeesBCIUDIrK9OpCqtXIJC29wShdDPLXVQQz803L+opg7X0xenJRcgW0UaX5jsNFnea2eHHYrHJSWFlhGIZhmBwHFbhUM/ROq/z4pTbAWVH1WEE4Ggyq0Coriph9XSUw2wR7DgPLGPvV6cuJbzuqWJQFrrXIWVF1bs90U0jJxopO9t+3Q/0Z/B+OiirB/vBpZWI7/VdWyBVWzg0rKwzDMAyT46g7xhdkXG2A0rBCkT+TyyFgTpQVVTUwXSUwu7CbGg4DyxioCKZzHGeOLB5yVFX5FwgDU3VuB8VZsK03VSgr8KXquwa37/7vOpWfO3oD9JSjNOSs5JEf5xjgBHuGYRiGCaGygnKf6USVENulCQNLV6J/Jrueq+w0KEnxeJwa2pO3ucpCIeE+K8EAeRXouaJLrpeo1JXBPivByFnRKStgYWc+1bcP0JsrkvNVthheRDNG2Jdw9qKsFLvOWWFnhWEYhmFCS2N3PKPJ9TrjAqVRVY5TutclEygLCgzEad7avoTcAEldhX6bLRPsXeQFMKlzwORkZwW+yXajiiwrtDX36HNWshMGps7r+L4znx5e1JOyquI2Z6XYbTUwjSOEnJp0hrOmQjDXimEYhmECRkdfTJkzka6GkFbGRUNHv7J7fbpVnkygzNHpj9MDmvCaH03SJ29z6eLg8JMpZbT1iERV4hebVtJwQ3kqnbLSEwtGgr3M6yhXHKMLOvPo4e+TnRUseuQ0fc6OCtX36yjxSVkJar4KCGbaP8MwDMMEjGz1NVFFdjX1xEPXY8XKmEKuyqvLepThMgdN0RuClRZGH4eBZRb0DHpq/5F065cd1NDeT9uPLk5SHGpL8tSliwPSZwWggMVGNYX06Zq+hNffbiqgnljyNWKviaU0ymV4Jn4DDouuX4uRIp9yVoJaCQwEd80YhmEYJkDoO8an12JyE5cfBmdFZUy9saJnqDGkETgqVqFeMJDh0KiqM3GflcyDym3/b6sq7fvqMLBgKStgk9pkZ6Unpl6XY1yGgEkqHDorJS6VFd31JKj5KoCnFRiGYRjGAY3aJoyZDwPTEdowMM3MupNcAF0oGIeBBQ9VGFhrX5x6+oOTswI20STZmxlWkmfZY8aPvJVil4fxiFL1B6ZVB1e/4DOVYRiGYRywXBcGloXSxTrCmmCvmwneZax9hSV2VnIH1T6BqLJGU7s4G6WLwSbDnBn2h08r91yxzGlFsGKX34/JFXPuEMTJAyxyv7INn6kMwzAMk4Kyks7u9cCpsQPbRjdrmks4VZKOml7uqAGmLkzMqj8Lkx1qFDkrYKWiTDd2a7YaoDpVVryGgLnptVLiwRm6Z9ZwkTMEJlYU0AOzR7jOq8kkwdV8GIZhGCZAqDrGw+B108AtnUpDrnevd9IHwoshqFJWMGuNni5MsNB1sVeV6c5WCJisnIXzEiW1rZpHmhWMdCgrRR4uP0imf/6AUdTVH6cyF2Gm2SL3p2AYhmEYJlvd6zMQduVUaUi3wpMpnDhn6Ig+1WGMPZK6zXD3+mCiC81TKSvZSq4fqgim6bdizKfKS2HywGnOSkkK45ALjgoIx5WNYRiGYbIQBpaJhHanSkMYKoE5dc7cNNnbztAhfei1dSEwTLCoLXGhrGT5cNc1hwQQfY6c7j0EzJ2ykkdhh50VhmEYhnHAcsXsbkaUFafOSoBjzv1siAfl5RCL3ipmTtioXITkSIaX5NP/ztCXz2Wyh07xUhUDK86ykb6pRd7K7PElKV8bnOesUOjhnBWGYRiGsaGzP0atvfGsOAhOQzXGhiQMzM45O3ByqauGjkgcRnz+y0t7qL0/RntNKA2NChWVnBW/w5/Srawcs2FqqoqramD54VdW2FlhGIZhGBsaO2NZyxNxapSFxQC3y1nxUmEJzs0hU52rMUywwsBUZDNnxUpZgTq0f13qx5rjPisF4XdWwjENwzAMwzBpZIUiBCxTfU3KIhYGZpWzMr48n3YbV5LR9WEyB6rrOTW9Xfg1aasIVq0IWztsarmrRq46KpyGgeWzs8IwDMMwkUdVtliWC043pQ5jIMJSDazUYkiP2qCcCiJgnEUVVNlyWqkt24oCjsOTN65IeK2yMI9+s2WlL9+fztLFuQaHgTEMwzCMDSs0YWDjMuAgOE2wD0P3erscHTdVwJjcDQVr7lVPDgQpZwVcOLNaJMI/V99JJQM9dMEPhtGUqsKMOislARiHdMPOCsMwDMN4VVYCUg0Mi4wMQfd6q+3dblQRbVjjvckek0u9Vhw4KwE43NFY9H+3qqLTNy6ihoYGqhvp3/HpOGclP/zOSgB2NcMwDMPkXs4KQj5UDQez4ayMLssPRfd6oKv0dfQGiSE3TLQrgmU7DCzdVBQ6HQcKPeysMAzDMIyHMLBM5Yg4SdYNSyUwsOvYEjJv8oiSfDqUq3lFAqc5K2EPf6rMQAf7XIGdFYZhGIaxoTFLDSGdKiuZSPTPZM7CzbsOIznBjiaOt+w2zFVZWyZ3cbqfw965ncPA1sNnPsMwDJNVHnroITr77LNpjz32oNGjR1NtbS3dd9992uVbW1vpd7/7HW2xxRZi+S233JIuuugiam9vz2jOSqZKBTspXZyJRP9McsT0cvru6HH06o9H0ZdHjqW9J5Zme5WYgIWBhd13ddwUsoBCDyfYMwzDMFnlsssuE8mpI0aMoDFjxoj/dXR0dNABBxxAn3/+Oc2aNYsOP/xwmjdvHt1www301ltv0TPPPEOlpf4atgOxOO0xvlQ4LMs7+8XfnlhexsLASiKmrBhzV7YeWZzt1WCykmBvT9hzVlBlzAnFEVBW2FlhGIZhsgocjWnTptGkSZPommuuoUsuuUS77HXXXSccFSgxF1988dDr+P/aa6+lm266ic455xzf+yn8c8/h4v/u7m6qr2+gmrETqLikNOulfMNWtphhaks4V8OpspKfN1iRLOyEXERjGIZhgg7Cv+Co2BGPx+nee++lyspKOvfccxPew3O8fs8991C6QdEtzP4Oy1AcCiaa8yLSEJJhnCorYe/cDuXITlwpjshpH5HNZBiGYXKdBQsW0PLly2n77beniorEMrZ4jtcXLVpES5YsoTCRl5dnm2SfqfwZhglO6WIKPXbqSnHI1SUJh4ExDMMwOeOsAISMqcDrc+fOFctNnDjR9vsQ0uWW3t7ehL+ZorSASFGQbIhhBf3U3Z1cXjkdZGsMggaPQ3rGoJz6HC2XHxvwdA7n0rEAZ6W5N659H1Wec2kMvOYTsrPCMAzD5ASoAgZqamqU71dXVycsZ8eyZctoYMC+U7aKxsZGyiRFhJu8esY5n+LUtWopNWR4kjXTYxBUeBz8HYOOThzI9j11OlubqaFhNYX5WCiO6897kB8fsCxIEqQxKCgo0E40+e6soMTkO++8Q59++il9+eWXwoO68cYb6dhjj1Uuj5vGFVdcQU8++SStXLlSVHo55JBD6PzzzxfxxWZisRjdfvvtdPfdd9PChQuFtI94ZpSlnDJlCqWb2ruWUuYoJ6I1af+V5pMmpP03GIZhco3x48e7/gzuebgZ415WXJy5SlXlnzYR9aqVk1Fl+TRlUl3G1iVbYxA0eBzSMwalUAg/brJdbsyIYVRXVxrqY6Hmy2ZLSbW8uJDq6jJ37mfrfCgMWolJVHhBguSmm25Kv/rVr0R88hNPPEEvv/wyvfTSSzR9+nRvW8owDMPkNFI5aWlpUb4vFRW5nB2plDjGzdjvEslWlBdidlXtrIwtL8zoumRrDIIKj4O/YzCmCGFP9s5KRWlR4Mbd72OhUiTmDGjfLynID/0YeEqwh6MBhwMxwT//+c8tlzWWmHzsscdEaUn8xfOPP/5YlJg08vrrrwtHZaeddqLXXntNlK+87bbbRHOwpqampOovDMMwTHSQk1VQ3VXI18M4qVVqkWg7lssWMyECSePlDsr2hr0aGKiwKQdWHJEE+/wglZiUzy+88MIECWnvvfemXXbZRagrQYvNYxiGYTIDnJBx48bRe++9J5R7I3iO1ydPnuwouT7XsKoGNraMC3sy4aIWmeM2RMFQr7SrBpZPkaAw3SUmZ8+erS0xiaotKDEpbyxvvvmmeG+HHXZI+j58D95H+NhRRx1l+/tBqY4QBHgs1sNjkRtjwVV2cu+4yEQoAkr4Hn/88fSXv/yFrrrqqoSmkHje3t7ue0PInHBWWFlhQthrZVmndXW7kggc9hVFXLo47c6KmxKTmBVbsWIFbbbZZqJigGp54/emr8oLkt7DhXc1isdiPTwW2SDYVXbCd0x4PS5SqfIiVXUUbgEo3AKgzGOCCuy44450wgkniP/POusske+IbvUISd5qq63os88+E8r7zJkz6dRTT6UwYhkGxj1WmJBR66DhaiTCwGyUlZIIqEtpdVbclpi0S4x0W5LSS5WXQdJfnSvTeK8UwWOxHh4LMPaB8I0DWHH0CA+fCudYZKOyDByVBx54IOG1d999Vzwk0lmB+j5nzhxRZfKpp56iN954QxR7OeOMM0SVybIy+5KnuUiZpbISkVgQJjI46WIfhTAw25yVfIoEoe2zErTqCNmEx2I9PBbr4bFYD49Fdsfi5ptvFg+nYBLs8ssvF4+oYDWDymFgTNiocZCzEgVVwT5nJY+iQH5QSkzaKSduS1IyDMMwTFgo42pgTISodaKsREBV4JyVQfKDUmIS0v7YsWNp8eLFylyTMJekZBiGYRgvCfZ4dVRpBKw2JlLUOMhZiYKhbpezUhyRUz8/SCUmd955Z/GeMU5ZgmR8gB4sDMMwDBMlSjXiyeiyfCqMSCgIEx2cKCuRSLC3yVkpiYDDllZnRZaYRClJlJQ0IktMnnjiiQmvy+d//vOfE0qWvvjii6IqzKxZsxz1eGEYhmGYKCgrY7gSGBNCuM/KIJV2YWD54R8DTwn26Swxudtuu4nP4jd233132meffUQ548cff5yGDRsmauszDMMwTNTQlS7mSmBMVKuBRaLPil0YWAE7K1kpMQnHBr1W7r77brrlllvEdxx44IF00UUX0dSpU71tJcMwDMOEUFnh5Homqn1WoqAqcOlij85KuktM5ufn069//WvxYBiGYRiGw8CYaOFMWQm/s2Jburgg/GMAIuKTMQzDMEz4ShePY2WFiWrOSgQs2HLusyKIwK5mGIZhmNxGN4s8poxv40z0wsDgqKCQU9ix77NCkYCvcgzDMAwTcLYYVqR8fcYI9esMk+uJ5VYRTlEIAXOirJSwssIwDMMwTBCYWl1Ih01NLEpz7IblVFfpOvWUYQIPVBOrXiuRCX/Ky7OsCBaVnBW+yjEMwzBMDnDrbsNor4ml9OnqXpo5qpiOmJZcUZNhwkJNcR6t6Ylu2WJjKFhHfzyyeTuAnRWGYRiGyQHQqf7oDcrFg2EikbfSNhBpRQFUsLLCYWAMwzAMwzBMsLAKA4tKroZdr5XiiIwDOysMwzAMwzBMzvRaiYqiYNdrpTgi4XDsrDAMwzAMwzCBorZEb6RHLWcl6goTOysMwzAMwzBM7igrETHSQQXnrLCzwjAMwzAMw+RQzkpEjHRQwTkr7KwwDMMwDMMwudPFPiqKAqjknBV2VhiGYRiGYZjg9VnREZX+InY5K8WsrDAMwzAMwzBM5uEwMPuclZKIjAM7KwzDMAzDMEzuhIFFRFEA5ZY5KxQJIrKZDMMwDMMwTBiqgUWpdHElVwNjZ4VhGIZhGIYJFrWWOSvRMNJBBeessLPCMAzDMAzDBItqzllx0GeFIgE7KwzDMAzDMEygKMzPoyqNqhCV8Ce7PislrKwwDMMwDMMwTLDyVixy7yOTs5KfR1TAzgrDMAzDMAzDBKvXSqTCwIo0YxARRwWws8IwDMMwDMPkTPniSIWBFepC4SgysLPCMAzD5CQff/wxHXHEETRp0iQaP3487bXXXvT4449ne7UYhkl7GFh0nJVKTc5KVCqBgcJsrwDDMAzDuOX111+nww47jEpLS+nQQw+lyspKevLJJ+mkk06iJUuW0JlnnpntVWQYJk1d7KOkKpRrlJUohcKxs8IwDMPkFP39/XTWWWdRfn4+zZkzh2bMmCFeP++882j27Nn0pz/9iQ4++GChuDAMk7vUlrChXlyQJzrV98YSX7coEhY6IrSpDMMwTFhUle+//54OP/zwIUcF1NTU0DnnnEO9vb30wAMPZHUdGYZJXxhYlEKgdEn2UXLY2FlhGIZhcoo333xT/J01a1bSe1BWwFtvvZXx9WIYJjNhYFEy1EFFYfI4FEXIYeMwMIZhGCanWLBggfg7ffr0pPfGjBkj8lcWLlxo+z3d3d2ufxuqjfFvFOExGITHIf1jUJ43oHw9b6CXPJy+OTsOZYocnaK8uKdrWDbHADmGXmBnhWEYhskpWltbxd/q6mrl+1VVVUPLWLFs2TIaGFAbQ3Y0NjZS1OExGITHIX1jUNQBRSHZwB1oXkkNfXGKyjgMyy8hokSPpSreTQ0N9te5oIxBQUEBTZs2zdN3srPCMAzDRBKUO3YLZg1xM4aCU1xcTFGEx2AQHof0j8G4CXEa910zLe9an12+QVU+7bHxBMrLy4vMOBzZ003vf9CR8NoRG9VSXR2cmPCPATsrDMMwTE4hFRWdetLW1ka1tbW23+M1JAHgZpzK58MAj8EgPA7pHYOn9y+ic95pps/X9tEPRhXR1TvWUllZYaTG4eTNS6g9VkD3zO8g+Ggnb1JJx21aSVEZg2DubYZhGIbRIHNVkLuy9dZbJ7yHmb329naaOXNmltaOYRg/mV5TSP/ZbyRFmby8PDp7RpV4RBGuBsYwDMPkFDvvvLP4+/LLLye9N3fu3IRlGIZhmNyGnRWGYRgmp9h9991pypQp9Mgjj9C8efOGXm9paaG//e1vIgzhqKOOyuo6MgzDMP7AYWAMwzBMTlFYWEjXX389HXbYYXTAAQfQoYceKsoVP/nkk9TQ0CA62E+ePDnbq8kwDMP4ADsrDMMwTM6x22670XPPPUeXX345Pf7449TX10ebbbYZXXLJJcJ5YRiGYcIBOysMwzBMTrLtttuKUDCGYRgmvHDOCsMwDMMwDMMwgSSwzsrHH39MRxxxBE2aNEk07tprr72E1M8wDMMwDMMwTDQIZBjY66+/LhIn0VTGmDh50kkn0ZIlS+jMM8/M9ioyDMMwDMMwDBM1Z6W/v5/OOussys/Ppzlz5tCMGTPE6+eddx7Nnj1bVHk5+OCDheLCMAzDMAzDMEx4KQyiqvL999/TscceO+SogJqaGjrnnHPotNNOowceeIDOP//8tPz+iJLARsZlHB6L9fBYDMLjsB4ei+hSUFBAUYfHYBAeBx4DCY8DpW0M8pqbm+MUIC699FLR1OuOO+4QoWBGGhsbaeONNxYlKxEWxjAMwzAMwzBMeAnc1OCCBQvE3+nTpye9N2bMGJG/snDhwiysGcMwDMMwDMMwkXZWWltbxd/q6mrl+1VVVUPLMAzDMAzDMAwTXgLnrDAMwzAMwzAMwwTSWZGKik49aWtr06ouDMMwDMMwDMOEh8A5KzJXReaumBPs29vbadq0aVlYM4ZhGIZhGIZhIu2s7LzzzuLvyy+/nPTe3LlzE5ZhGIZhGIZhGCa8BM5Z2X333WnKlCn0yCOP0Lx584Zeb2lpESWNi4uL6aijjqIwAKXo17/+NW2++eY0fPhwqq2tpebmZtv3GMYtW265pXgw0eLUU08V147FixcPvYb/8RreYxiGYZigEzhnpbCwkK6//nqKxWJ0wAEHiG72F154Ie2yyy703Xff0UUXXUSTJ0/O2PrIG7u554sfoMHlQw89RDvttBP9v//3/0Sjy9LSUtv3sg2MXoyJk8cbb7xBYUMeE3gceuihymU++OCDUBmE2I922+NkmSjQ0dFBV199tegHNWHCBBo9ejRtttlmtP/++9Mll1wimt4yucfHH39MRxxxBE2aNInGjx9Pe+21Fz3++OMUNnDfOfvss2mPPfYQxy7O6fvuu0+7PPJLf/e739EWW2whlsf9AfdphGznKsuWLaObbrqJfvKTn4jtGjVqFG200UZ0/PHH04cffhiJceju7hbbg+vWJptsIlpHYAz23Xdf+te//kV9fX2hHwMd11577ZANgHt9FMZhSwu7D7a6mZ6eHrryyitp5syZ4tjBMQR7ftWqVeHoYA9wk3/uuefo8ssvFzcDnBS42eNGrzMOc43e3l565ZVXxA3h9ttvd/xeEIAxCqVLx1dffSWadlZUVFBdXR2FGYQrvvbaa0IRDDLcRDUzoADIfvvtR//9739Fbt2RRx4plNE1a9bQRx99RNdccw1NnTpVPDLBH//4R/qf//kfYVxL8P/777/PhUpc8Prrr4sJK0wY4R6Efl84p0466SRasmQJnXnmmRQWLrvsMmpoaKARI0YIIwP/WznmMFQ+//xzmjVrFh1++OEiIuKGG26gt956i5555pnATLK54bbbbhMGKc7TPffck0aOHCnyaOfMmSMe//jHPxJskTCOA7bpzjvvFMbmPvvsI8YA0R0vvvginXHGGfTYY4+JCJj8/PzQjoGKL7/8UtimsG+wzWbCPA7V1dXKyUhM4BiB2HDMMceI1I3tttuODjroIHH+3HPPPcJeeumll8TxlPPOCth2223FiRBWEOaFHTp27FhX7wUBqD461q5dK5wscOONN4qQvrCCExSGysUXXyyclry8PAoqmTKOo87NN98sHJUTTjiBrrvuuqRjYtGiRWIyIlPgGmK+jhQVFYkZUsYZ/f39YkYQRhkM1RkzZojXzzvvPJo9ezb96U9/ooMPPjjphp2rwKiCo43tgXONSUIdOMZhlEGJwXVQgv9h7EOdOOeccyjXgIH+9NNPi4gOI2+//bbY19gmGKQlJSWhHYdhw4ZRfX29CL03nw+HHHKIuOfBcYHSEtYxMIOJcxjrUBlwjvz73/9OWibM41BTU0O//e1vbZe7//77haMCRw0T7vI+COcX244JEYxFToeBhTEnABc1SGXG53LZBx54YEhKw0mge+9Xv/qVkBRhdEJeUwG5FrNhS5cupWyAi9jPfvYzcYHDbC4uaOYZCby/wQYbCGkUN/0LLrhAODi68cRMzrnnnityd7BtxnCEZ599lg488EBxU4VBhsILf//738V6ZIINN9yQfvrTn9Inn3ziKBzk008/Fduy4447Dq0zwvxgEKgkdTkGULFwgm+88cZiVhz7Gd8Fli9fTr/85S/FmOL7ELagqqSXrZwVrAucW+xr7HM4r9hP2O/xeDxhWRw3mLHbdNNNRdgF1FQ8V83synMKoQq4CeDcwCzwD3/4Q7r11luTvhvHjQxngcGJGa9x48aJ6oOnn346rVy50pftlSEBp5xyitJ5xfYbHQXM2OP3f/CDH4iQMTzg7P/zn/9Ufr+U3LG+yGnDDRP7HSFJqpBLzllJHewjhO7hxisdFXnjxnkJ5xPX6rCA48+J44Vz7N577xUqE65rRvAcr2MmNRfBTLDZUQG4Xu+6667ivoT7WZjHAc652VGRofq474KFCxeGegzM/PWvf6Wvv/5a2BkFBQVJ70dlHOyQ2/iHP/wh4T4IJRr3wIcffpi6urrIDeysZAHIYzA0AIws5KPgASNE996Pf/xjMVvb1NSkDOn59ttv6Z133hFGCwyebPD73/9e3NixDojPNCLXDbNVCJmCgYYQsVtuuUXMTiJMxgyMANw0MIMDAx0GIAxegIvF0UcfLWaxYUTgPRiuWIcTTzwxyVhNF4hLxewaZgpUDoeRu+++W2w/jHA4bYh/xnpi5vLnP/+58jP4Tjgg7777rviLcXjvvfeEIzh//nzae++9xQ0D4UYwMhA+iP8HBgYo28CRglOACxMcJTgtiPmHcX3HHXckrCPy0bAsYqG32mor4aTgM3iOMAy8rwLjiO/HzRMXQkjwOF9wHKjAuYPPwMiHsY59AQcGoVt+FLDAbCRQOYwqMAuH2VrM5P7iF78Q+w7nAmblkKunAs4r1hc3TTjLuDbAYUaYkjSgGP948803xV8cn2Zw7QII74gaOMZxjm+//fYiJMYInuN1KIlQn8MElEkgjdWojQOiPmRlVlw/ozIGmCBELiLuL8i/UBH2cejt7RX3S4wDQiVV+Vuww/A6JnPNkx5wXHA/x30a96xQhIGFmWOPPVbMbsJQh0FmltV07yE07i9/+YswemH0qTxZODTZADOLWGcYgYjnlXGs8uIGQ7Wzs5MeffTRoRu89LxRUAGx9XBAzOFwcNief/55KisrG3ods5yYTcfsO4zziRMnitfhIMGIx8w5kkQzUTUODheUDYRO3HXXXeJ/HZiFxcyMcUYGzgri3WGUwyHZYYcdEj6zYsUK8RrGFDNaALO7GC84KjiW/vznPw/NXvzv//6vcAQwBnD0sgkcAxjWiO81z+LD6ZbbA6DErV69WkjDcCYk2G4UmMDYqZx03Bxg7GOWG+B8gVMMqR1O7DbbbJOwPI4l8zEIZxHqFsbxqquuSmmbcfwhNOA3v/mNyFGBgbv11luLvBUVuOibQyWhDOL8xvmEiQtz3tcXX3whnHNcC+R5htle/CYkd2wL4x/S8ZQ9wIxAzcNsqZxhjuK46Pqe4XUYtVhOXqNzHai8r776qphwgdofhXGAgYrrFO5VuG4j5wATZbj3yFzNsI8Bollk+BdCQnWEfRwaGxvFRLMRTLTB5pCh5rDPYPNZjQHAGECpdAorKzkEwlYwo4pZPOPNEbPvDz74oLiAyvjRTAIPGcYmbtoy3MYIjHAcwDCujUaijPvGbDTyk1Sx/DAkjY4KwEw6DDrMvhtPeCgcMkYUMZOZAg4CjGUYulbVPmB0mqVjOBkwPAFugioQE2807GVlOigTUBCMMqt8DwZtUDDvP6MCIQ0AhDBhtgqqmBEoTgibgmKnmo2CtC4dFYD/4dzgxqo6BqA+mY9Buf/g4OIimwo/+tGPhMqG34fzjSRcXJzhNGFdzYqLKqcL+xoqEfavKrQLM3Q4zo0TAlBk8TlUrGL8BZV9gK4gQVVV1dAyUUJus/H8MyLHKyxjg/sswrFhuOL8k9fysI8D7suo6oTJEUyGIIoDE2xQhSVhH4P/+7//E9du5OGqwr+iMA7HHnss/ec//xH7H9XycE+Gso97DiZGUVwmnWPAzkqOASMGhpAx7hHVJVAODgeT0ajNBIidP+6448QFHMnFyDcwI/vlqGKA4eDAkIN0iJPACCpmyNkrp9+HnAV8DglumQLOGZw17AMoLFYXfRiwmG2H4wKDHZ+VBQmgoqi+2zyzLhOmYQSXl5cr31N9V6aBYw3DGs4DjluoR5DAzch9hVwWc54HDHI5+6Lap8j/0b3mdHkcg5gxw8VTtX5ugRONinjIO8FsHH4TjhZu9NhGnK8SXOBxI8TrCN+UOWpSIVXtR8zwY52N4LxHiKRVlT6GYbwhowOg4mJCJSy93pyAaw1CZJFbirBrRAfA/kDobS4a3W5B5UTc13Efk2FvUeSCCy4QShoiWmB3IMID+aFwWDDhiIifdMLOSo4BQxd9ZhB2JRPJkdAFIw85EJmeacKFGwn9OJERO69Cetw4yFUglMK4nASl7VRJylbfh+Xxuvm70g1m3GBsYuZFV0ccBiiUEFzgkX+C0CbEv8ocJVXhBMzampEOqeo9Oetjlz/jFjmLb6U8yPfksjhOUS0GaoMsd4mQKDiUTzzxRMrHB5A5TKrXVDdS1fJ2n/EC9g1CwhACh0IQyLmReVWYlYTjigdu+JixxH7DRV/2VEI+lptjAuA7gpCrFDbsZgJxXEaxDLTcZp2DbKdI5Qq4riH0BYo+csrMYZZRGQdc13GPO/nkk4WqgogJhIeFeQxgY2HCCZOmmJC0I6zjYAUmIgFyadM5Bpyz4uOJrDMQ/Zx9gDGOmH6ER8EIgiqBBHR4vJkuE4wQLiTOI/QMieY6pHGlM+JlJSazEaYrBWz8PnMCF1QnvK4z6NIZ6oSZBxiikMxheBqBVIreQQhBQk6DUUpGBSnkJwQZeWFBzLIOWdXNeBHCTBRm4XBuIEERTgtmY3CBgwqEfByvx4d8z6w8yeVVF0Nd1S+rz/iBDBNEzgxmoZAIDxXns88+E5MMZkUOeTVhqjCVy8hcFYSBwNk2x3Aj9BNx21EdF12+jnxdleuTa4oKwqyRA4foAWP4ZVTGwQySpI3FJ8I6Bji3ZeiubjIN4e0AkQMy8T5s42AFqrQC5CQD2KE4R/weA1ZWfAKhGzC2zGVzUfXA7+RLhHuhIgkUFZwguKCaY/3TDUJckFCOig/GOtoqZLlPeWEzIqtCwNjHdznB6vtQhQKz19ko04u8AYTBQQ4173PZtRzNtcwxr3D4gg72DcpYwunSlYaGXA5UoXs4XtEcCk4tnDk4lTDcgdxXCLEwV3HDc7xuXM5u7ORrTpfHDQkhY3BU0unw4xwxVoiRxwSUJyfryWQHhOgBTAqZkVWR5DJRAsYG8igxo2pujofneB3qai4mEpsdFeSeYZJFla8Q9nFQIcNTZWW0sI4B8mAxmaR6SGMbFTrxHBOnYR0HK2RFMDlxDFsOxaAQ1o92BOb7OYoi4T5oLn5jBzsrPoGZNcweG5sEybK0qi6nqYCQFZQ5RhdQNNmBZ4vnmQInHFQVGHdIqLebjcbsOSpFYFbdnESO+FfMyCMxXFXTXQUqJSEUCiFXKBMoQVgNqmRJxyHT4EaGimQ4Dq644oqE9+TsP6RzI8ht+Nvf/kZBB3lACGtCxS5VxSzEMsN5hvoha/BDSVGpilJBkQ3VMDaoZoWxwHeYneJvvvmGdtttN+UFHutilJvxP44pOAaqYwDHnzQwJQhlwOeghplnTd0CB16X5I6y1dgWqCxwanXHBJzwdMf/Ms6RqjWKgMh8OYBjBucurltRymGQyNBjOPvma4IsNpLpSTS/Q7/gqOC6hzKtusTqsI4DSqPL2XIjeE2WVZeqQljHAIY3VG/VA+HMAOHceI5J1LCOw/z585XHAl6XRY2gPErkNl566aUJE5C4PyKiADacqvCOFRwG5hCEbeiaqKFaEXokwHBH+VAYRHAgMDuKGxrK7/pdnQlhNIj7R/gKcgGcGvqpgvhs5F7AMcDJinAVK5AED0MUpWThkOAgxcUfhhpm4mGYwZExdnq1Qy6P/A/MaCL/AwlfCLOCN4+ZanMYVqbAbyOh2jwzjpkGPNA8ErNSUBmQdI1QPqgtqLIRdFDaF+V4oYxAFcHYw4lBPga2AxclqGyyGhxu9HA2kCCPfQZHBjdAOK0oLgCFUAKjDwn5KAuJ/Qg5Hc4Lvhe5SzqHDjNZ+H6ZL/XUU0+JHCoYGqqZG4QswrCUHccRgoeKW1g/XV8TN2DbENuM4geoqY9ZNkxWwMjFMQFnCM4RHDVsL9YB8d/YVjgwOH4xtnD4cuGYiAKYGEF5dVy/MCmEWXYkHaOUNkL6UK0Ps6VhAWGb8vol+/ZgEkEq2bi+yQIQOF9RMAIlx3GMo0cSQhuhQmECL1cbj+IahzBM7Gc03FVN0OBYkCp/GMcB9yrctzHZiOsUrt+oAoVJUkww4jiA8iQJ4xh4IYzj8Oijj4pjAfda2G6wt3Dfx/0Ok7Nw2IzqMiYKcfxgggetOPAeok1wf8a1UtcHzQp2VhyCGXxdDDl2BAwU7Bh4kjAyIHNh1gFlTI19I/xCzjTD4M1kbxVcpBCnDXDzUoVimYGzggsbDmwkE+OkxYw7chaQXI6SrjLu0Slw0GAQQl2BmgXnCYYrxhvfaRWWlm7gSJlLSGNWDqVx8R5m9hH6hvWHoYO+ILlgmCJmF/sOFy30cYEjgnFHAjyMf+wTXJglmGlBgjiUODg5WHb8+PGiHDGcemOuCcLMIA/DSMD4vPDCC8JJgUODhHNdR22sA5LYcTGF444LIb5D1+8GJRZxvsBhwDZgdgcXVihy5pLbXoCSips7tgXha/JcgdOCpHkUYpB5D9LgRa8hLItzCU4aHD6MdS4cE1EB11s40TjWcBPGDRr5WNjfcF7CBBwV870O6p9RAZT3HNzncB5BSYYhAscf1wNcC3Deup09DQoyfAUz4VBqVeCaJJ2VMI4DJlMwsYZJRTww6YIoCoT5wnFHFVBj9dEwjoEXwjgOu+66q1BR5KQbVBbYbLBxUTjG3DAXk3JoHYBiFLB7YDNgghKqExwV3Nvdktfc3JyZVt+Mr+AiAsUGM/SYfWaYKIFZTfQbctp1Hqon1BY4t0ZFJ+zAMXzssceEoiXLWjMMwzBMLsE5KzkKqpIg0RllBBmGYVRAekeIqJeZLIZhGIYJAhwGlkMg/wUJ9YiTRlwxQkaQr8EwDGMOj0MoGoocIEQv081iGYZhGMYv+A6WQyDkBTHSSGpGXDziAXUVShiGiS533HGHyOFBMQFzZTqGYRiGySU4Z4VhGIZhGIZhmEDCOSsMwzAMwzAMwwQSdlYYhmEYhmEYhgkk7KwwDMMwDMMwDBNI2FlhGIZhGIZhGCaQsLPCMAzDMAzDMEwgYWeFYRx0S6+traXLL78826uSc2y55ZZi7NBBPtNgf+G3sf8YJipk87hfvHix+G088D/DRBF5DrzxxhvZXpXQwH1WGF/7wKBRZXd3t3j+0Ucf0fTp0ymo4ELy5ptv0qRJk+jYY4+lKDgOaCh69NFH080335zt1WGYSDgOV1555dD1kdETj8fpgw8+oBdeeIHeeecdmj9/PjU1NVF5eTlNnTqVZs2aRb/4xS9o/PjxaVuHZcuW0TPPPCPuDfPmzaPly5eL10ePHk3bbbcdnXDCCbT77rt7/v5TTz2VHnjgAdvl6urq6PPPP6dMAwfz/vvvF///9re/9fw9PT099PLLL4sH9unChQups7OTampqaNNNN6Uf//jHdPzxx4t96wXsH3yHE5566inaddddPf0OExzYWWF849///veQowL+9a9/0R//+EcKKnBUYEjsvPPOkXBWGIZhgsrVV19Nl1122dDzvLw8qq6uptbWVvrss8/EA81Ob7nlFvrRj37k++8vWbJETOjAaZLAmMbz+vp68Xj00UfpuOOOo+uuuy6lhsz5+fk0cuRI7ftW76UTbKN0rlNxVn7605/Sq6++OvS8sLBQjOWaNWvEfRePW2+9lR555BGaNm1aSusMBaO4uFj7vtV76WLDDTcUf706Y0wy7KwwvnHvvfeKv7/85S/ptttuEzNIv//971O6qDMMwzDhp6+vTzgnhx9+OB1yyCFCySgrK6Ouri568cUX6Xe/+51wKH72s5+JmfWNN97Y198fGBgQjgmUk6OOOor22GMPGjduHMViMaHyXHrppUJ1wSTc2LFjxb3NKxMmTMiKcpLJfQl1CJOA+++/v3AC4aBBXbz77ruFQwS1Bfv67bffptLS0pTsjqApJ1CTGH/hnBXGFz799FNx8YXMi4v65MmTacWKFULSZxiGYRgrkGOD0Ku//e1vtNtuuwlHBeDvQQcdRE8//bT4v7e3l/7+97/7/vuYoYca8J///EeEysJRATCyEd6MvLu99tpLvAZ1xxhFwCQCR+6TTz6hCy64gLbaaisxhnKMzzrrLLrhhhvEczgsGG+GsYOdFcYXMNsEDj30UDFLgpkp4+tWMby4gOEvwIULN60pU6aIm8Uuu+wi8iswu2UFZtpOPPFEEQ+L+GJIy7jB4fcxY6ZKApVy91tvvTWUECcfuoRwzLxhZmj27Nli5mjixIm0995700MPPWQ7Rl9++aW4UM+cOVNsG2bXdtppJ/rTn/4k5HEnybIYn5/85Ce0wQYb0LBhwzKS9I/1xu8gRnjrrbcWs4rYdsxmIWxDt+5m2tra6JJLLqEf/OAH4juwj4455hj68MMPbT/77rvvCsVuiy22oDFjxog8I8SwX3vttdTe3u7DVjJMcMAM9D333CNUBFwjcD3EcY/j/5RTTnE1c/v444+LsCl8B/I9oBxA+TZfF82sXr1anN84z3G+4fdheJ5xxhn01Vdfkd/MmDFDXOt0YP3lDPrHH3/s++9jog3XNx0IS0MIGMA155tvvqF0gzwPhEr96le/EvdC5IDi/gbnCddOKE5WQBHCPWfbbbcV9xzsw80331w4XZhUxPsSqB/GPBDzPVHeo52w4447itAvHbiHVVVVpW1fei08ATtCbm8q92K7BHs4ujfddBPts88+YmJXntvYz3DYU0ncP8CiIBBUSjiKsFnwuwg3xDG1/fbb069//etAO44cBsakDE68hx9+WPwvnRTMTP3lL3+h559/nlauXCkusHace+65dPvtt4tZGFzIcGJ98cUXInYW8cqYzVKB8ACc+MY455aWFnr99dfFA7k0cD7kxRFhaVifjo4O8SgqKhIXGyNyVs8Ibu6QtREKIGNwYYDDcMBjwYIFYl1UIMYZhrp0uvBZSOVwBPDA+sHhgTGg48ILL6Qbb7xRbCNurHK2Kt0g/hiJ+QCOKMYGxhSUNDyQkImLnIzTVYHl4Vx8++23IoYY37N27Voxls8995wYHyRcmsF4Yf8jvllSWVkp9htucnhg7BBLDoOKYcIAJmjkZAquV/LahTAoGK843mGMwMCwAjmDOLfkNQPXapn/gWszzt2SkpKkz0FhwOQPrqMA10ict5jowQPXVHwvrvOZRK6rbvLKmMCejoIGxrGym0DzAziap59+uvgf+xDHAe49iFrAtRMPOI/GXB/JK6+8Iu7HSHaX+xD3naVLl4oHJonwmsxNgeGK+5kcN/M9G/dVv8C9SzozmRhHv0nlXowiDgh/w30fYB/gnopzGzYAbCmc23Bc/KStrU2E5MGmMttKmHCE842J24MPPpiCCCsrTMo8+eST4oDHTDk8dDkLtsMOO1B/fz89+OCDtt/x7LPPCsXiz3/+My1atEjcECERo/oKwHe89tprSZ/DDKF0VDAL+fXXX4vPIlHw//7v/8QFEQ4LZpckUEMwo4SLPPjhD38onhsfUIjM/OMf/xCJgfg9GO/4jf/+97+03377iff/+te/CofFDGZIYTTgRnHRRReJiwIuWKg0A6MAIQ+4+WCmTKcSwLjAxfHss88WBj/GCN+RicIAKECAbYZjgvX8/vvvqbGxUTgomLHDemC21woYXqtWraJ//vOfYnmM3XvvvSe+Gzer//mf/xGhhGawD+GojBo1SowvfhsXdawHqrxgNhbjAUcnF296DKMCs+Dnn3++uD7gOoHzHcc8zhHpoMBgwnVBB85XOBSooCWvGXjgczBU5s6dKyZQzOCaBicE13Q4LDhP8dswcPGdONcRinXmmWeKUJ9MgckdrAvYbLPNKBvg+g/guGWi0iVmyDHOmNDB+OO6iesn7nNwMmDoIiQOTouZc845RzgqmCRCXgiuv7g3Yl+i2ho+b5zggXMj806B+Z4onWc/wDGGSm/Z3JdeSeVejAlP2DRwVOAowH6R+xXn9r777ivuYwifs1PN3ILJXjgqmJiFTYLjAMcDJpOhlOJ9HCtBhZ0VJmXkBU6qKhI562YXCgYwm3PNNdeIWSQ5gzN8+HC6/vrrh6R5zCYagfIipU7MVCAkCHIqqKiooNNOO004P+Cxxx5TGsNuwDpiW+BUSOUFoVxwsmQiJmbCzLMZcFAAlvvf//3foXXEjCm2DeuGv7ho4SKiAk4Mxubiiy8eqhSDWb5MqAm4iGGbEfolwc0a4SRwWDADhws4boA6UNEH24/EWTmjhgRZzBLjpg+nFo6JEVxIcUxgrDFGMJKkAoabNEJC5syZI/YBfl91w2aYXAQTLzAmcV2Q1YzgYGAS6IorrhDnAgwfTKBYnXNQRa+66qqhawaurVCwcR0CMJZkeV4JfhfXVhi7cHZwnsoiKbgGYNIAs744Z/HdmQIGIgwrICexMgmM0rvuukv8j/CfVJQGXOs32mgj7QP7Tob0IEwYE3/GylIIo4Uz+4c//EE8NyrPAI4JJnYAJpqMDgFUbYRL4/PZqoKJ+xiAKoF7Qipgoko3jrjn+E0q92LcL2XYMybujjzyyKHzG+c2ogQQJo1wc78rqb7//vviL5xfhMhLlRCqEOwX2G8434MKOytMyhdwzDbhRooboxFchGBoYlZGzojpgNoBg1gFpEs5G2MEM0FydgYzESpwU8eFHchQNa/ghgEVxAxOejkjYV5HqTpBAUCeiwoY74cddpj4H3XpVeCCgpmcoIGQLKgjMq/EauxU/QlwfPzmN78R/7/00ktDYScAISowyDBuiKdWgbAIWcZUN3YMEzYQ6253zgEYpCpwzuHcg8OBa5RxggBKNK5JMGp0yIkoqN12uS9+gIkQOZmBiSldrxOEz2FSye8QMDhvcCCRQzJixIghY9srmNiC46V7OFWJ5XGAMGTjfsB1WYYmYQY9SMAglqoBlD1zCLZbsK9144hwYb9J5V6MSTcZzaFSMXDeyXMW6ovZnkgFOIZBPB6cwjkrTEpAacAsAJJAkbBlBDNPmBnC7DnUFxkipmKbbbYRDo8KWZVFOiYSGYIARwdJbiowIwgHAzHWqYYsIORJh24dpZMGhw0zPTpkZRmZG2IGIXYIhcoWCENAPC1yRDBrh5u2GUjhOqxKS0oHEDdoKCTyuRw7OKVWYydvSLqxY5hcnQiCcoJkWsySY0bXbMRanXO4Lup6WODaDNUGToDxuijPOfyO1fVaGsY495B7ls5rE66dmD1H6BkUAaitmQQOHSa9oMxD0UVepbzee8VN00cY3TgOcB387rvvhOpidhBxPYbRDkcKwBGFQ4fPwLk76aSTRIgRJs2y0XdEgsgDGXqImXw4gKmS6aaPqdyLZXSHVWNRbAvsFuxjnJsoiOAH2P+wxXD8IkcF6iAKIchjJuiws8J4Bjc0mcxoDgEzzsDhBHniiSdE+AJmfFToXgcyBAExy+ZqNcDuxiE7HsvlveJlHeUsBpwRJ6UuVU4AyJajgn2MKlzYh8bZH2MjLtw8sW1Ws1hWXaeN+8+4j+TYyUIIXseOYXINGGAwkGVytHQwoOJiUgeGO4xTq/PC7roo31edc3Lm3wnpPO9gnCNkBeuIAh64j8hiA5kABiNyfhBuiusenIZMxvUjdOeII45IUJxxH4IzguMA6yerMeJYMBqeCKHG/Rd5CgjXwwPXbFSjhBoNBzBVVcPtMY2xxLGFfZqO8tOZIJV7MSb67O6HCNPDfsT5l6rNYgTH0UcffSRCPxFSL8Pq4XzhmEalO6tqeNmGnRXGM0jQROytDCuQ4TwqMCuIWRVVxacwI2fAkLB/5513ev6eTFX+MgNFDI4KnDHEucMpRWytcX3gzEC5MnZ+9nPsILmnGnbBMLkClArExMNRgcp43nnnCVXXWKEQ4VfpqNojzznkoRnL2mYDOCoopQsHCso5jF2Z75cJMBa4tuG+hesfjLxMVkqConPyyScLRwVhsMhPQTit0VmD4oaoBGC+/kK9QUgf1BX0O4NqBscFoYN4oJ8NcjqsZvn9Aj1yfv7zn4ttOvDAA8W90Kq0cZDJ1r3YDzBhjGMaTj9UVTjDKGSEBxxxFO/AMkEkd0edyTrGyiFOcJJo7waZ3GYVCmF8Xy6fSWT5x1wNUZKzL0hoRVlmzMKYL9ZOZmCt9pExwde4j3J97BjGCzAsoVZCvUQVRPTXMJdSRzU+O8yJ87r3VeccZuvTEe/v1lHBOqIABxwVmXuYSUUF1z/pqKgqRKYTGJK49uH3EYKL3hhmVcnuOMC1Gjl/qOSFynJwbhAGhBBBKHPYRqh06QT7DmFoiDpAWDiKFGTDUZG/aVQrzcjCBulWZeQkrwpEKWDCQmWzFKyL4EhlG3APR/EM5PDieED+kOwdg2I6QS1Uw84K4wnIkyg3DDA7g3KyuodMfMbMDkr9+YWcUcKJj5ub7qYjGyhB/jYijW6/FQEjmAmTsaq5mNgmL6qIddYpZpCWnZb8VCH3D/aH8Xfk2OEmy92imaggzzmEPRkrQBnBOWEHrr2yIpQZVCmU8fPyOmo853DdRMGLbIBrOWbf4ahAUcGsfKo5Im7AtiMED8nQ0lGRBVCycRzAYNWFDTk5DozA2UE4kAzBwkST7PcBjBNRftwXUbwBiop0VFABC3k/2UA2erRyFJzcy1JBhllB8bK6V0KBUtkstTbbgPPajSKK/b3ddtuJKqRwYAGUuCDCzgrjCcz44QKEOGpU60Icre6BE04mSLtVY6zYc889RXljoJMuMYsjZxCRaGhEzlIZ44H9BmEDqMKBsUJ/A6sbAGJ509HILBVkeU7ZSMoM4qBxgbQDkrOq6y6cEHnjxAygsXMwYmgxG4ZZXlU3XiOYHeRO9kwYkOccjHaVk44O18YcMivQmFcFzjlUuML5hfwBCVQMKDkAJXPtro3mgiJ+OSrG0K9MOypQGxD6hbGBCpENR8V4HMjKVmZgsJpLFkvs1BLkRUiMhW2Myk2q90XsO4Sx4d6HfZpNRwWgQzyAPSDLB5vzSdJR6tiIPJagmqmqV8JJkecsyk2be9BssW4bjBX8jKA7vU51sVJj4JTLHNSghrkFc62YwCNDupCo56S6iIz1hZMjZw1SBaERsmQxbt5oLCgv6kj6hKQpu/NCwjcnj8kLARps2ZVW9gqMb2loI6QAddVxoZRVffAXTSJxkcGsJrpKpxvcyOAAWD2kkSTLLeMijpuNvAki/ABjizKU0mG0u/EilAx15uX+xwwQxgN/cbFEmJmRqVOnip4QAL+D3g7GWUB8Dww3hDjAIXZaXYdhsoHdOScnKpDsCoMBjgAMZxlCiXMPRjSuZVbFPoznHAqgoBSqTMLGxMLVV189ZBBBQTA7A3gP3w/HAaFHSC43Ok1YH1zH4eT42QsCcfMyRwWqkhdFBR3scc01Tnq4zVGBoiKT6TMd+mUE9wP0C8MEF6pmyegBrCfyReEA6Cpo4n6GCp3oTYP7i7zf4LvwHsKAAHpUSQMYwEGU93PMtntVV3DMSEUFx0m2HRWA6nayVxiOE1TawvZhbDCRhvFMd2NhjAX6qADsU4RiyaI8qP6HnF7ZD0XVsPWwdc4O9j9KecuQL5zfl156qeiBJEsUm8G9HPlv2FZjiCecN9xncf4Zy2EHjdzMcGKyCmq6w8AHThs6YTnMwsOZgEEuYyRTBTcXnORofAUVBRdFnKyYZZdGMUoBqpodYQYRN0WEpqGsH25wcmbpsssu8y2ZEv1jcLOXXWnxQFUf3IhgPBgriOluPn5irASiAxdCNNU844wzxCwOHAokuuMmhzHCRRIXesQiY9tkVTgdMJiwb9ARG9uOh7zQYpuR7GkMR5Hg4or9iIsw4rbxgJOKB2b+jCU8MzF2DOMVu47nMBoRAoLlUKwETW4xO40HHA8oIbhWoET873//e+HIWIGkbBhGuPYhlAnXRVxv5Dmzxx57KAtXYBIHkz84V3Heo3EgJhPweawDHhIU2/ALOFFSBcdkiKqnlRG/CwAg6VxeF3EtwbUHDx1Q89PpzGC8oW7hmosO9NiXcCJxPcQ1FxWj4IzInjdmMLEDNR8POAryui3vizimoBzJPAiAsEP0S0MEBBL6sY2YjMJ44H6I+6ITMPEk72tvvfWWZZd69BzxO59VBSYAcE6hSAzu+YjMwPbCQcF44rzDfQZqULrAWMMJhNOBrvE4h1FMQ97P5Hri/ouJAjPHHnuscHDgcGBSATYVjhP5WTgsaDOAMTeDZXAdwAP7E/sfx4LRccE9X9cPLtuws8K4RoZy4WB3WsYRtcLRCRmzPPi8X84KwIm93377iZkwzBohOQ0XddysceHFxdx4QZZg9gwz/bggo7oObpRydtPvkCLMMuEiIOvl19fXi4sHbiBQEBA3CpXK7gadaeDAIeEX6gVmyzBGGDc4epgZwkUXs1ROvgezQeiRAOcHIQwom4nZLtyMccNSgYsqbraoCY8KMrhI47MyARkzgfgOzIrpvoNhcg04EZtssokwJmF0wqhAYiyOczgyUBSdgNnZrbbaauh7MGuOcwZGDwwl1XVRzupDAcYEA3ITMTmF6xWMKlzH8Z0wpmRDVj8wzmrj/E53srPV78PQtiscYnTa0gXuG8glQBli5BjhOIDahLFHJIEu3AtKM/YdrpfIw4Bahdl3hH/hfoP7Nio/qZQrGOxQXHCdxkQgcp+AVOfcjqXd5/wOJbQC92AczzDyYStgH2J8oXjgPiTzuNIJ8o9gA9xxxx2iKhdsIrkeaLAM50WXI1pQUCAqb+J4gGONJq64R2J/4rqAym5wVlTg/onQMzi++ByObxxPUJtgf2ByIhOV4byS19zcnL7sYoZhGIZhGIZhGI9wzgrDMAzDMAzDMIGEnRWGYRiGYRiGYQIJOysMwzAMwzAMwwQSdlYYhmEYhmEYhgkk7KwwDMMwDMMwDBNI2FlhGIZhGIZhGCaQsLPCMAzDMAzDMEwgYWeFYRiGYRiGYZhAws4KwzAMwzAMwzCBhJ0VhmEYhmEYhmECCTsrDMMwDMMwDMMEEnZWGIZhGIZhGIYJJOysMAzDMAzDMAxDQeT/A9H5Qc5HT7qvAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# adjusting layout\n", + "fig, someaxes = plt.subplot_mosaic([['ax1', 'ax3'],\n", + " ['ax2', 'ax3']],\n", + " figsize=(8, 4),\n", + " layout = 'constrained')\n", + "someaxes[\"ax1\"].scatter(x1,y1)\n", + "someaxes[\"ax2\"].bar(x2,y2)\n", + "someaxes[\"ax3\"].plot(x1,y1)\n", + "someaxes[\"ax1\"].set_xlabel('A Big Label',fontsize=18)\n", + "someaxes[\"ax2\"].set_xlabel('Another Label',fontsize=18)\n", + "someaxes[\"ax3\"].set_xlabel('Label 2: 2 Fast 2 Furious',fontsize=18 )\n", + "#fig.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "5b58f302", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# multiple visulizations on one axis\n", + "# first make our sample data\n", + "x = np.array([\"Luffy\", \"Zoro\", \"Nami\", \"Usopp\", \"Sanji\"])\n", + "y1 = np.array([110, 180, 240, 99, 220])\n", + "y2 = np.array([170, 100, 90, 120, 50])\n", + "# define our figure and axes (just one this time)\n", + "fig, ax = plt.subplots(figsize=(8, 3))\n", + "# now call both bar and plot elements to the same axes (ax)\n", + "ax.bar(x, y1,\n", + "color = \"blue\")\n", + "ax.plot(x, y2,\n", + "color = \"hotpink\")" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "5421df71", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Add error information\n", + "# calculate standard deviation\n", + "y2_sd = np.std(y2)\n", + "\n", + "# plot the previous line\n", + "fig, ax = plt.subplots(figsize=(8, 3))\n", + "ax.plot(x, y2, color = \"red\")\n", + "\n", + "# add error bars\n", + "ax.errorbar(x,\n", + " y2,\n", + " color = 'black',\n", + " yerr = y2_sd,\n", + " fmt = \"none\")" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "7aa05279", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# customize error bars\n", + "fig, ax = plt.subplots(figsize=(8, 3))\n", + "ax.plot(x, y2,\n", + " color = \"blue\")\n", + "ax.errorbar(x,\n", + " y2,\n", + " yerr = y2_sd,\n", + " fmt = \"none\",\n", + " ecolor= \"black\",\n", + " elinewidth= 4,\n", + " capsize = 6,\n", + " capthick= 4 )" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "1cc82cfe", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# using Errorevery\n", + "y2_sd = np.std(y2)\n", + "\n", + "# plot the previous line\n", + "fig, ax = plt.subplots(figsize=(8, 3))\n", + "ax.plot(x, y2,\n", + " color = \"blue\")\n", + "ax.errorbar(x,\n", + " y2,\n", + " yerr = y2_sd,\n", + " fmt = \"none\",\n", + " ecolor = \"indigo\",\n", + " elinewidth = 4,\n", + " capsize = 6,\n", + " capthick = 4,\n", + " errorevery= 2 )" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "visualization-env", + "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": "3.11.13" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/02_activities/participation/Participation_codes_Session4.ipynb b/02_activities/participation/Participation_codes_Session4.ipynb new file mode 100644 index 000000000..77f950372 --- /dev/null +++ b/02_activities/participation/Participation_codes_Session4.ipynb @@ -0,0 +1,2281 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "id": "7e660f8b", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import scipy\n", + "import PIL\n", + "import requests\n", + "from PIL import Image\n", + "import requests\n", + "from io import BytesIO\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "03ad337d", + "metadata": {}, + "source": [ + "Code Session 4-Jan 29th" + ] + }, + { + "cell_type": "markdown", + "id": "a915ea90", + "metadata": {}, + "source": [ + "Finishing the remainning part from Jan 27" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "ebf8ca90", + "metadata": {}, + "outputs": [], + "source": [ + "# load pacakages\n", + "from PIL import Image \n", + "import requests \n", + "from io import BytesIO" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "fbf16dfb", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# get the image and open it\n", + "\n", + "headers = {\n", + " \"User-Agent\": \"Mozilla/5.0\",\n", + " \"Accept\": \"image/*,*/*;q=0.8\",\n", + " \"Referer\": \"https://en.wikipedia.org/\"\n", + "}\n", + "\n", + "response = requests.get('https://upload.wikimedia.org/wikipedia/en/c/cb/Monkey_D_Luffy.png', headers = headers)\n", + "image_file = BytesIO(response.content)\n", + "image = Image.open(image_file)\n", + "image" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "e97d8a25", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(np.float64(-0.5), np.float64(219.5), np.float64(425.5), np.float64(-0.5))" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# get the same data\n", + "x = np.array([\"Luffy\", \"Zoro\", \"Nami\", \"Usopp\", \"Sanji\"])\n", + "y1 = np.array([110, 180, 240, 99, 220])\n", + "y2 = np.array([170, 100, 90, 120, 50])\n", + "\n", + "# create a simple plot\n", + "fig, ax = plt.subplots(figsize=(8, 3))\n", + "ax.plot(x, y2, color = \"red\")\n", + "\n", + "# add only the image frame, first figure below\n", + "ax_image = fig.add_axes([0.1,\n", + " 0.11,\n", + " 0.15,\n", + " 0.35]) \n", + "\n", + "# add the image into the plot, second figure below\n", + "fig, ax = plt.subplots(figsize=(8, 3))\n", + "ax.plot(x, y2,\n", + " color = \"red\")\n", + "ax_image = fig.add_axes([0.1, 0.11, 0.15, 0.35])\n", + "ax_image.imshow(image)\n", + "ax_image.axis('off')" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "62fba2f0", + "metadata": {}, + "outputs": [], + "source": [ + "# saving the image\n", + "path = 'C:/Users/Desktop/\"DSI 2025\"/visulization'\n", + "# can be full path or relative path\n", + "filename = '/fig1a.png'" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "963de20e", + "metadata": {}, + "outputs": [], + "source": [ + "import seaborn as sns\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "23fd31ee", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " total_bill tip sex smoker day time size\n", + "0 16.99 1.01 Female No Sun Dinner 2\n", + "1 10.34 1.66 Male No Sun Dinner 3\n", + "2 21.01 3.50 Male No Sun Dinner 3\n", + "3 23.68 3.31 Male No Sun Dinner 2\n", + "4 24.59 3.61 Female No Sun Dinner 4\n", + ".. ... ... ... ... ... ... ...\n", + "239 29.03 5.92 Male No Sat Dinner 3\n", + "240 27.18 2.00 Female Yes Sat Dinner 2\n", + "241 22.67 2.00 Male Yes Sat Dinner 2\n", + "242 17.82 1.75 Male No Sat Dinner 2\n", + "243 18.78 3.00 Female No Thur Dinner 2\n", + "\n", + "[244 rows x 7 columns]\n" + ] + } + ], + "source": [ + "tips = sns.load_dataset(\"tips\")\n", + "print(tips)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "812eb73f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[Text(0.5, 1.0, 'Tips versus Total Bill'),\n", + " Text(0.5, 0, 'Total Bill ($)'),\n", + " Text(0, 0.5, 'Tip Amount ($)')]" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.set_style('dark')\n", + "tipgraph = sns.lineplot(data=tips, # choose our dataset\n", + " x='total_bill', # define our x variable\n", + " y='tip') # define our y variable\n", + "\n", + "tipgraph.set(title = 'Tips versus Total Bill',\n", + " xlabel = 'Total Bill ($)',\n", + " ylabel = 'Tip Amount ($)')" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "430e0b05", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[Text(0.5, 1.0, 'Tips versus Total Bill'),\n", + " Text(0.5, 0, 'Total Bill ($)'),\n", + " Text(0, 0.5, 'Tip Amount ($)')]" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# updating some other aesthetic features of the graph\n", + "tipgraph_update = sns.lineplot(data=tips,\n", + " x='total_bill',\n", + " y='tip',\n", + " color = 'hotpink',\n", + " linestyle = '--',\n", + " linewidth = 3,\n", + " marker = 'o',\n", + " markerfacecolor = 'indigo')\n", + "\n", + "tipgraph_update.set(title = 'Tips versus Total Bill',\n", + " xlabel = 'Total Bill ($)',\n", + " ylabel = 'Tip Amount ($)')" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "7710c9bc", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[Text(0.5, 1.0, 'Tips versus Total Bill'),\n", + " Text(0.5, 0, 'Total Bill ($)'),\n", + " Text(0, 0.5, 'Tip Amount ($)')]" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Multiple variables\n", + "tipgraph_mulv = sns.scatterplot(data = tips, x = 'total_bill', \n", + " y = 'tip',\n", + " style = 'time',\n", + " hue = 'day',\n", + " palette = ['purple', 'hotpink', 'deepskyblue', 'yellowgreen'])\n", + "tipgraph_mulv.set(title = 'Tips versus Total Bill',\n", + " xlabel = 'Total Bill ($)',\n", + " ylabel = 'Tip Amount ($)')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "2216dae4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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+gC92fVFzTM/p8cyIZ9HHNgCM5P+xK4oywiacjbIPP/Q7bp00GaLRjFbZBZBCaWcQ4xBTjx7EQpE0r6ozbujVE4rJ0ixzo1DaE3SLsB2S5dgHn+JDiiUtJOcjhgZbSjfRpoCUdg+xhV5XvKaWyCF4ZS/uWDIblWppve9XomNgu+iiOsf52FhEzJgBn0pdmiiU1oLTIsB01811jjMmE0wP3gmv2dAs86JQ2hNU6LRDMit2gwGDJFNySM7XwdIRlWIFcpwHQnI+CqW14mbseG/ru37HFFXBr/t/gSAEFisewQTrDTOR9MEHsJx+OoyDBiHm/vuR/NnncIVFnsCZUyiUUEKy0jI92fg+owj6j+fCNHECjAMHwjB9GvhP52L2wbmwKxXNPU0Kpc1DU9faIXvtmZoRAUmnCQUkdY0Ip+3lW5EaoigRhdIaUSCjwFkQcDyrMgs4TgNQt2AC06U3bI/P0VJeJMEAh6wQpRSyeVaVBjA0CkuhnCAYhkGBqxAfZn2Nr/mfcdbk0xHD9cIO936sWPeVtvHhU7wwn4DrkvxWemtTKFVQodMOyazYhURTUsjOZ+CNiDcmYHvZVoxPnhiy81IorQ0BOvSI6oG1BWv9jg+NHwq1AZ4ERIB4STNBluT3N+ANDYRhGTgUIKfUDYdXQqcYMywCC542IqVQQl6j0yG8qk+dS3Lhx+xfao1bdVYYWCPZHQkJMsvAKanYU2SHnueQFmmEhWNCukFCobRGqNBpZ5BdpD2Ve3B64pkhPW+qJR3byraG9JwUSmuDl424ud/NuOqPq+qM2fQ2nJowHJIYOuHSKFgGO0pcuPHzDZrIqeaSwcm45bROEJRmmheF0kaJ1sWgZ2RPbCut6lt3NNf1ug4W2FDXpqDxiAyLL9bm4M1/9tboGj3P4vmpfTA02QaWhnco7Rhao9POyHPlwi27kBii+pxq0i0ZyHbsh0tyhvS8FEprgkRiEnXpePW0uYgzxdUc7x3dGx+M/RBmOaLZ5lYpq7jm47W1RA7hqzUH8deuIs1IgUKhhA6dZMYLo17E2LSxYJmq+8siWHBb/9twVsoEyFJo+vVsza/E64uPiByCV1Jw69cbUeoLhZSiUFovNKLTzthn36t9Twph6lp1nY4CBTvLd2BA9KCQnptCaU1wsoD+1iH4aOwncEgO8CwPM2OBTjFp6SzNAc+zWLQlH6Ls//pv/bsXYzpHg3pAUSihgwRS9D4r7u37IG7uews8shdm3gyzaoMihuYaHhV4bfHegNf/em0Obh3VAZJIBQ+lfUKFTjsjy74PZt6CMMGq7T4v2ili4VZRKwMY1VXA2X0EcGzjm5jFGuNg4IxaI1IqdCjtHUlSoEeY9lWdm6I0YwMcsuu7ryhwtDWvwhOqUgEKhXIMjCTAgihoXXPEkJXlaMiqirwKd8Dx/cUu7TUUSnuF5iq0w4gOMQ4gziw/bfThq1U+xNtYZMSw+GWTDx8v9zbJiYmE5VPNqdhRsf2EzJtCoTQdWVYwJCOwPXX3hDDwtEk7hdLq0LEMeiXZAo4PSY8gtiYUSruFCp12xj77HiSYEpBZIOOXTSJGdOIxobeAM7oL2veVeyUs39O0xGHSgHRned2iSwqF0rzIsooBKeGItuj8jt8zrhsMVOhQKK0OXlVx2xmdD1vG18as43B2rwQtwkyhtFeo0GlH+GQvDrkOIt6YiC9XeRFvYzC0w5G9nu4JHHomcvh2jRcub+OjOqnmNJR4S1DkLgzxzCkUSrBYWOCL6UPRPyW85hgRPq9c1Bddo5uvfohCoTQdkoCRYBIwb9ogJNoMtaK0X80YhjAazqG0c2iNTjsix3lAs5d2VaYjp1TBRYOEw83FjjCyM49dBTIWbvfh3P6Nayha3SyUpK/FGGNDOncKhRIcRMhE6zi8enE/OHwSfLICm0GAVcdCoc5MFEqrhdhH94+34KvpQ+HwycRJHmE6TovShnIDgywXvGBgF2XYPRJsRkHrwyXQTRJKC4YKnXZElmO/9n3TvnDEWxmkRNYN6FkMDPokcVi8U8SE3jroGpG4b9OFa1+7yndgVPxpIZ07hUIJvllolt2LmZ9vQH6lRzsmcAxmntYJFw9IpIsVCqUVQ9LTjACMusOf66oa0l6hROQ4weD2bzZh/YHymuOjusRgzrk9YaB9uCgtFJq61o7IdmTBglTsygP6pnB1ojnVDEjj4PICa/Y3vlYnxZSCndSQgEI5LqRvjU7Ha9bPJwO7rOKKeatrRA6B2E2/+ncm/ssqp310KO0S4kio03EQBJrjVR8kknPb17VFDmHJ7iI8/ssOyCx9flBaJvQvsx2Rbd8P1jEEZD3TJT7wQz3cxCI1isWyTBG+Navg/OBduD75EOLOHQ0yJNhdsbNJzm0USnuA3H8WZxnUP36G49knIf/8A8yOUnDMibtniIhZtqcErgApaq8uyoSLRnQo7Qiyz2f22sFvXgvnc0/B+8E7MJfkQi97m3tqLZJKn4wNObVFTjV/7SyAQ6QRHUrLpMWkrs2YMQORkZF45plntJ+3b9+ORx55BLt370anTp3w2GOPoVevXs09zVafuuYoP1WzktYfJyWtZwKDBVtlHFz0E2KiDFB9PohrV0N32hgYzrswYDQoxZwKp+TUTA+SzSkn6DehUFrv7rE+LxsHrroKivNIXxvG8BKSP/gA3rTOITcFMHAijJyE7XkVAV+TXeKifXQo7QqzpxJ5M2+Ed3dmzbHSd99FzD33QD9hErxc42pUmxvykWxkPNCpTqhg4GWt8MihW+KVuQJ3OCX7mqTuz2ZsMUtKCqVlRXR+/fVX/PvvvzU/u1wuTfgMGjQIP/zwA/r374/rr79eO05pGqIiIqeiEhV2GzrHHj9En5q5HLwiYvspF8Mw9WIYL70CulGnwffPYnh//V/A9xGhQ9hVcfzoD4XS3jC47cibPbuWyCGoHg/ybr0VRldgMdIUURWBQlgW3Qn+ywvQLyqwlOkQbW4ZHwYUyklAxyqo+PTTWiKnmqJnnwVfWYbWBM8qiBCzYVpwPYQ3+kH31kBY/rkPEUyR9hwIBZFmoV6RZdFTkUNpmTT7Z1t5eTmee+459O7du+bYggULoNfrcffdd6Njx4544IEHYDab8fvvvzfrXFszB5058Nm7gmFUdIip/z+7lHMA2LIBaUIlNijJVQcZBnzf/hBOHQHvn39A3OG/X45ZsCBKH62lr1EolGOorIB44IDfIamoCGp56BZYNhSD/3g8mK3fA/mbcWq8jLAAi5HZYzvDFKIFEYXS0hFcDpR/+23AccfCha2qZscq5YP74Ewwe/+uCq/IIpjNX4L/ZBKsKAnNNQQOQzMi/I6d3Stec1+jUFoizf6X+eyzz+Lcc8/V0tOq2bRpEwYOHFiTHkW+DxgwABs3bmzGmbZuchzZkBydEW8DDELgBQ2prfH9uxhsdDQ6xws44NSh3Hvkz0QYMBBcaircX30O1es/l5mkrO2iQodCqYMqivWPB7inGgsxOGB3/gI4jvS0Slp8O766NBWpkaaaYwaBxX0TumFAkg2y3DKS1xhBgZd3QOI94DgqvignAFWF6nYHHJbL/deitEQMnAR2+UuA6Of3qTwEbv+/ITEa0UHF8xf0wchOUTXHyBJtQq843De+G7gW8vygUI6lWWONK1euxNq1a/Hzzz/j0UcfrTleVFRUS/gQoqKikJlZN8xMaRhZ9mwors7I6BA4/EyQ92ZCKSuF7rTTkR4mgoGKrWUGjIg/nDbIsNCNPgPuLz6Bd9GfMEyYXOccyeZULMr9U+vZwzLNrqUplBYDGx4OxmSC6i8NVxDARceE5DqC4ga7+9fa1y7YjJ5/XobvTnsApbae8BpiYTPpYeEYqC1gkcJwKipQjE+3f4KVuSsRbgjH//W4Gn0j+0MQj4gzCiVYZJ0BpqFD4frvP7/j5jFj4JOa/55oCDrFAWbf4oDj7M7/Qeh4LuQg97VJoMjEqHjuvF6wiwqcXkmLEFsEDhy1lqa0YJptFer1ejWzgYcffhgGw5FuvgS32w2dTlfrGPnZ5/Od5Fm2HTbnlUFV9EiPqv8/uW/dGrCxsWAjo2DgVSSaJGwprV2UyYSHg+/TF95Ff0GxV/qt03HLbhx0+k/RoVDaKz6zFdG33ep3LOr66+EzWUNyHZXloRoj6w6U7kPsgmvR7d+Z6GwWYYbaMkQOw6BIycUlCy7G95nfI9eZi+0l23H30rvw2uZXIPKBd98plMbi5Q2IvvNObXPhWAx9+oBLTW81zqEKOMBgCziumqOhMqFJwyP/l/CKigiOQbJJgI1jqMihtHiaLaLz+uuvay5qI0eOrDNG6nOOFTXk52MFEaXh7ClUwLIy4qyBU0HkogIohYXQnTKi5liaxYd1xUaQtdDR0W9h0BBI27bAt3gRDOdMqXWeare13RW7kGpJPxG/DoXSKhFVFoaxE5DcoSNKiw5ADreAtTsRERYHrmtPuEO0IPHKPEyDbwBH0tf8IA+7CR7WAsgtYzFH0tSe/+85eOQjPX6q+WX/L7ii+5WIBXVxpIQGLUU7LhlpX32N4pdfgnPlSnBhYbBdeimsU6fCqbcALePWOC5enRXq4Gtg+utxuPtMRWX6CEAREbn9VwiZf8DT/0q0kuAUhdK2hA5xWisuLtYc1QjVwuaPP/7ApEmTtLGjIT/HxsY2y1zbwkO9qNSGcLMbHGsO+DppyxYtrYaNj685lmoRsaLQjCyHDh2tR8QnYzCC79UX3qX/QHfmWWBNR1JLTLwJ0foYzZDgzKRxJ/A3o1BaHw4DsDtVxmul32P/wf1ItaZiZvpM9DQCQuN79AZeyIV3hn7IjWBXv1V7rPsUSEmnQm4hIofgUV1YU7Am4Pjy3OW4MPUyrfs7hRIKJLCQ45IRPudpRHs9UBkGotkKB2k11XJujeNilytRHt8DYVf/D+/u+gp/bX4ROk6H89POwsVj7sEeezZ6cwog03o3Svuk2YTOp59+Ckk68qn+wgsvaN/vvPNOrFmzBu+99572YU1SGsj39evX44Ybbmiu6bZqijxF8LlSEJ9Ujw++LEPaswtseoeqCsPDxBolGDgFO8trCx2C0L8/pI3r4Vu5HIYzxtYaSzInU0MCCsVPHcq/+YswZ/WTNcf2lO/B7CWzcXO/W3BeyoWAHJqojkMxQxl6Owz9LgdDIjuKCLXrRPhMiXAoFrQkGDBaPR+p6/OHjq2/tpBCaWoqlpfVw2s8nJ7tv59ui4bcO26dEdcvvg120a4dc0tufJj5LRYVrMaDQx8EVCpyKO2XZqvRSUpKQlpaWs0XsY8mX+Tf48ePR2VlJebMmYM9e/Zo30ndzoQJE5pruq2atbnZgGJESmTgBmjygSyoXh+4lKo+ONUQx9lEk4jdFXXfy5gs4Lt0hW/JYk0oHWtIsKdyd8CFC4XSHnExFXh5/Ut+x97e/BZcbN2at2MhTmQmTyVMJbkwlxfCKLkD9spwKSaUCumoHHArKgfdiTJjlxYncghGmHFa8mkBx4cnjqDRHEqrRa+KMNtLYCo+BLOrHKF0YjZyJvyy75cakXM02ZXZyHflg1GpKRCl/dIi//otFgveeecdrFu3Dueff75mN/3uu+/CdFR6FKXhrD9UpMXiO0bWk7aWuRuM1QbWWreoMdksYr9dB9HPOoPv2w9qWRmkY/rqUEMCCqUu5b5yuCRXwKa+xe7aKbvHolN84DasRu6VV+DAlCnInjwJRbfdAmNJXr2NAUVR1r5aan01Kwu4tf9tiDTUNVC4vvf1sLDhzTIvCiUYtEaa3kpUzHkM2ZMm4sB55yHngvMhzv8aRjE0DdBdshPLDi0LOP5n1p9QmBDlxFIorZAW08r2mWeeqfVznz59MH/+/GabT1tiZ74HvE6CSXek9uZoVEWBnLUPbEZtS++jhY6kMsiy69DZVjt9jY2NBxsbB9+yJRB69TnqPdSQgEI5Fp6r/5FLcusDQYQMl52FnJtuqnXcs2kTDk6bhpSvv4HD1DoFARFg4WoMPh33GRYfXIR/D/2LKH0ULul6KRINKeClwNFoCqWlYvA6kX/bbfBs3VpzTHE4UPzCi4hhOQhTpkIMMl2OBQMjbww4bhEsYBkOSmsqPKJQ2npEhxJacksFmI2OgOPyoYNVaWuJiX7How0y9KyCPZX+F2F8r95aREcpK/NrSEChUKqwCGYkW5L9jkUZomDVhwV8r87nRvErrwRscOhauUJrFNpaIeYIRjEc5yRNxTNDXsC9/R5CmtAZvETdNimtE6a4sJbIOZqSt9+GzlER9DVMXBjO63xewPEpnaYQD2oKpd3Sej8VKQ2CND2zuyyICAscupaz9oMxGsHa/O8Gk4yYeJOEfYGETueuACfAt3plrePUkIBCqY1b8uDuIXdrGwFHo+f0uH/o/XD4nAHfy0k+eLZvD3zulSvAHmUk0lohtTiMJEARiRFNc8+GQmkaJALr3bs34LhSWQnVHXz6mkOuRAdbB/SN6Vtn7JyO52jpsApDlQ6l/dJiUtcoJ4bdhZWAyiHOGljTytlZYOPia7mtHUuCScSmEiMUtUr41EKnA9+5M3z/rYD+rAmaU161IcGi3IWaIQFxVKJQ2juyIuOdTe/ghdEvYEvxFuyr2IfUsFQMiB2A97e+j9kD7iA2Sn5RGA5CXBx8+/f7HRfSM2hyCoXSQiBuseR+DYgggNHrQ+K6NnfDXFzR/Qpc2OVCrMxdCYETMDJppObouPTQMoyIHhP0dSiU1gpdfbZxVh/K1XonJ9v85/AqDjuUslJwROjUQ6JJgltmUeD2r425bt2hlpRA3rev5liKOQVu2YWDzpwgfwsKpW1gFWwo9ZRi5t8zsfTQUm0TYHX+atz4943YX7EfEbq6xfjV+ExhiJwxw/8gyyJs0mTNcIBCoTQ/JBrJp6SCi/R/T1snToRormv+01hMCMOUDlPw2MrH8Or6V7Wmu2WeMjy0/CG8tektXNj5QihS64/0UihNhQqdNs7mvFIwQhmijP4fqPKBbG0HmY2Jqfc8cUaS+qYiy+6/nwWXlAwmLAzi2v9qjiUdNiTIrNgV1O9AobQVTIoNz418DgbOgK3FW7EweyE2FW0Cz/J4dsRzMCrWgO+VZQW6oacg/LLLah1nDAYkvvoKfLbAIolCoZx83OZwJL/3HrioqFrHjYMHIXLWzfAh+J5ZsqRibOo49IzsiSJ3Ef4+8Df+Pfiv5u54bsdzkWxM1aJLFEp7haautXH2FXvA6UphEfwbDcgHc8CGRwK6+kPoek5FtF7WbKZPiXPXfQHDguvSDeL6dTBccDEYnoeZNyNKH43dlTtxRtJZofqVKJRWCxEryUIHfDvpO/yZ/Se2lmxBl/CuODvjbFjVSKjHCci4BBPMM26E7fLL4du1C6zJBCGjAzymMEghWDRRKJTQoSgq3PGpSP7yK8h5uZCKiqDLyIAaEQWHELp2GXrRghdHvqy5nP5v34+aC9sFnaYi0ZgMQaRtOSjtGyp02jCyoqKwgoM50qVZUB4L2eORcw6ATa6KvBwPEtUhQicQfNeukNatgbRze43VNLGZpoYEFMoRVJmBWY7ERWmXY2qaDBZcVY+bBr7fy+nhtcaAHRoLiXR2r2e3Vuutw8mQoYBXdJrQolAoJ1fsOI028N2skLp2hqoKWhQmlJBHgE60oI9lEPoNGKx92kuiAlUM6WUolFYJFTptmIPlbsgKh3CTf8c1pbQUqssFLia2QeeLM0nYUa6HT2ag4+o+qNmoGDBR0fCtXV1L6CzK/YsaElAox1BdT0NkSFMXUPWeX3Bhv2Mvvtr1JdySG2dnTMSQ2CEwSDaaykKhnCRk3odiKR9fbv4Cuc5cDI4brN2LYUoklBCX1JFnguKj9zaFcjRU6LRhMouqrGpjrP4LEeXcg5rTGhsV3aDzxRtFKGBw0Mmjg9X/VhHfuQvE9Wug+nxgdDpN6FQbEqRa0oL4bSgUSkMReRde3fQyFmT9WnNsVf4qzeHt7TPehcEXuBaIQqGEBoWTsKRgEZ5Y9XjNsbUFa/HJjk/w4VkfIZZNPu6GBYVCCQ66xd6G2VNkB8O5EG3y34RQyT0ENjwC4Bumd6P0MjhGRbajnvS1zl0Anwhp25Yai2kCNSSgUE4OxN39kOdgLZFTzQH7Aczf8x2M9kIYsnbB4iyFTg3cY4tCoTQdN1OJp1bPqXPcKTrx2H+PwscG30enGgEyzM4yGLN3w3RoH8zuCu3zmkJp71Ch04bZVkgc10ph0wVwXDt0CEx0w6I5BI4FYgwSsh3+ndcITHgEmNhY+Das034mhgTR+hjsqtjRhN+AQqE0FkHgMH/P9wHHf9gzH4Xb1uDglVfiwEUXQV66CGaGih0KJZSQ+rhdZTshB3AY2VayDS7VEZJr6WUPpN9/Qc5FF6L03XdR9PLLOHjJxeC3b4IAWpdHad/Q1LU2zN5il2YtbRO6+u2fozrs4CJ7N+qcsUYJB+oROgS+U2eIa1bXpK8lmZOpIQGF0oSFEs8CLNlhcLuhMgwknhgK1L9LS0Z9si/guEQiOAIP0ytvoLRjd3yTVY7wncUY1jEa4ZwKkan//qZQ2hIcx1ZFPhgGPjG0okBU6t9AILWrwaIZjuzKhDc1A/z835BXXA6W5RATaUHF4j8RlZgI0dawOlwKpS1ChU4bxSPKKLarECLLYdFZ6owruaSRKMAc4+9/PGINEraUGuCVGc1y2h98x84QVyyHtG0rhP4DkGJOxd+5f1JDAgqlgZi8DsjZ+7VFjG/vXlT+/gcYjoPtkkug79MXLj/3dDWypOCcDufij+w//I6PjRsNY2p/zP6rECv/WV9znGMz8eLETjitUxRENnB6KoXSFmAYBiZ3BbwbN6Dy99/BRUTCduGFUGLj4eENQZ+f1N50j+wBBgxUP56KGbYMmFgL6ecdFDqfG66EZLjdItiFvyFu4W/aBqN07lRIA4fB7nBCH8VClGhkh9I+oUKnjZJd5oYKBmFG0pKsrriQ8/PAWCxas8HGRnTIeQ/VY0igpa/FxMC3eUON0HHLbuQ4DyDNkt7k34lCaQ+YfQ4U3ncPIq+8EoWvvwbv7syaMdeqVTAOGYKYp56BS28JuMDqaO2EgbEDsa6wKoW0mgh9BKalXoBv94hYub+0jh397b9k4s9rzIiJ1CGYzW0i0FwqYPfK2qZLhFkHM8eAofbWlBaC2V2OQ9dcAzEnp+ZYxXffIurGG2G46FJ4QyB2LIwV1/S8BvO2zat1nGd4PDT0YRhVCxpuLO8fnmfBkk/lO2fBm5V1ZGDlSuhGjAT/0MNgZfJZ3Xr6bJEotkNWUe6uWmNEGAWYOAYqfX5QmgAVOm2U/SVVRY4RZv8PUTk/F2xE4zupE0MCllFxwCkEFDoEvkMniBvXQxVFzXmNsLtiJxU6FMpx0mg8K1eQJhjw7tpZS+RU4169GuK2LWAHnRrQsYn01Jhz6tNYnrcUX+36SrOXPjNpDM63DAdfwuD9/7L9vo+4Ti/cVYirBwkQOWOTf4cCj4RZX27A3sPOjzqOxYxRGbhsUAoEhS5WKM2LjlFQPm9eLZFTTclbbyHtrHHwRvtvst0YWEmHiztdhv6x/fHe1vdQ5CpCn5g+mN7rOkQyccdNQ20IboaD83//g+9okXMY37Kl8GbugeHUoYCzddThKSyDTfl23PXdZpS5qtYY4SYBT5/XCwMSrWCpSx2lkdA8ojbK/lIXON6NCGPdXV9VlqAUFYFtZNoagZQLROslHDxOnQ7XqRPg9ULatRNG3oRYQyw1JKBQjoPgcaDiiy9gGTkK9j8XBnxdxVdfQdB2aQOj81kwNm4iXhv1Ft4b8wFuyLgSvul3QmIFVLoDL3ryXQqYIPrs2GUVl89bXSNyCD5ZweuL9+LvXUXaDjSF0pwIbgcqfvwx4Lj9zz80U49QwItG9DIPxAunvIz3z/gId/e9H5FKAiCH5j7gXU5Iv/4v4Lj84/eA2DpEDqHEI2PGp+tqRA6h3CVi5hcbUOiWNFdJCqUx0E+cNsr+YifAl/l1XFMKC0l+C5jIxgsdQoxB1iI69cFGRGkpbOLmjdrPSeYU7CynQodCqRdFgeLxACwDtb7Ih9Zp8PhiRJIU6CQT9LIFXt6ClHkfgM3JQt9k/06MhJFJpiaXDZCUtW15lSh1+jdDmLt4D+wh7gpPoTQaVYXq9QYedobGDa0aEnnlJAMMkoU0uQrpuTn2OCldsqzVI7UGGJ7FB8v3w1/Qhuy9vLNkH1SWLlspjYP+xbRRMovtAO/fWlouyCf5JWCtgRc79RFjlJDnElBvuizDgOvQEdKWTdqCjdTp7KnMhHwcFxoKpT0jmyywjBsH58qVCDt9TMDXWS+YConXN+7cCuCOT0H0sMF4cEJXvzuj6VEmdE+0whOg/ud4sCyL7XmVAceL7F6INPWE0sxIeiPMI0cEHDefORaS5N8WuqUhGS0Imzgx4HjY1Kk4XOrS4vHJKnYW2AOO7y6ww0efH5RGQoVOG0SSFeRV+sAK5bAJ4X6FjtYotIk7I6SXjqwyyHfXvzPFdewI1emEvG8PUs1p8CleZDnq5hFTKO2datEhyoB1ynnw7dsP44ABEJKT67xW37079P0HQm5CYS7ZWXbxJqSFm/D51YPRJa5K0Agcgym9YvDJxT1gM+mbdO6q8yvoHm8NOB5j0UMgdrgUSjPi43SInn0HGH3dzQLj0KFgklK0CEJrwKcwCL/4YvBxcXXGDP36Q9+te8BavpaGjmXQOdZ/g3NC51iL9hoKpTFQM4I2yKEKj7Z7ywnlCBPqLjqU/HywsU331Y82VO10HXQKSDIHjtBwcfFgTGaIWzYj6ZzJms0mqdMhjlAUSkuC4wEHU6H1n9FzephVK+QTHHzkGMDgqtAcEBWHA0JaGiSzFS5LBJI/+wyVP85H/MMPwbV+Pex//V1lL33xxTCOGg2XIawhmWuBrw0VPWLN+PiK/nCLsvZzOKdAEQzwBFEgTRZUvRKtWvEwyas/lpmndYSFZyDT9DVKM0JEjCc6Aen/+xFFuXvg1pP7kYPVy8KS1hUOwYzWhNMcgRTyzPj5J9h/XaDZS4dfdhmMpw6Hox4r+pYGScG7dng6ftx4yK/QnDGqAxhFCdKnjtLeoEKnjVpLE8wGHwS29n9ikv+vVlaA69qtyecn/XNsgqwJnaGoupZfGBZcRgbEzZsQNuUCxBsTsKt8B85Omdzka1MooUbUOfHd/vn4dPunsIt22PQ2XNvzWoxLORuCaDoh1+QZFcL+3ciZNQtKRUXNcdLHw3bjTXCYImC44v/AuBwI69IN5gsvgQIGkskCJ+mH0cRPepVl4JSBnYcqUemR0DvJhnCDTnNC06pqQuACZWGBL64dihs+X48DpVXujzzL4JrhGTire6zW54dCaW4YuLBO3INnC+Zif+V+TegQZ8JbhVkIY81B2aufbMgGg91gg3DxlYg993wtRExS2hyt8F6LMfB467IBuPuHzTWmKVYDjzlTeiHeKEBtLaE2SouBCp02SDZxXGNlRBjrNv1TCguq/hEREdQ1ogyS1kvneHAdO2mNQ5W8PKRYUrGjYltQ16VQQonC+/DetnfwXeZ3NccqvBV4af1LKPeW44qOVwNS6PtPGBxlyJ4+vU5BdMW330LXqRP4yefDJ7PwGQ5HZKunEMTChYicjXkO3PzVBniPOs/ZveLxwIRu0DXA9tkge8E5K6FUVoINC4NsscLDGeosuuIMnJYaV+GV4BEVRJoFLZJD++hQWgLEUS2zfC9uWHF7zTFZlfHHwb+wvWIX5o1+Czwa336hOeFZFXpHBZTyMi36q7NJUEy2VpO2Vg2rqhiUGIafZw5HmVvUIjuRJgFmjkR8WtfvQmkZ0BqdNkh2qRuCzhHAca0AEHRgzcGFs4nzGonoHA8uKYV8qkDcuhkp5jTst++DVw7sdkOhnExcsOOHPT/4Hft0x6dwInBhfVMhfWZc//0X0PWp9L33oHOG/rqVkoobv1hfS+QQFmzNx69b88Edx/bZ4rWj/IlHkD1xInIuvRTZkyah7KEHYPHWnStZXBmgIk7PIc0iIIwBGLpIobQQRLkUL259ze9Yjj0HO0t3hMxe+mSgJ5+p//6NnAvOR87FF+PA1KnIvfwy6PbuAN9kD8XmQ1VUmKAiycgj2cRr/6Yih9JUqNBpg2SVuqDyZQgT/DiuFRaADQ8/Uv3cRKINEhwShwrfcf6EeB5caprmvpZqSdN2zfZU7g7q2hRKqCj1lEJR/S8EREVEpXgkrSxUEAtmcd++gONycTEYzT46OI6+xUnvmoXbCyAH2N19b9l+OOtZSJBITvHTc+D4e1Gt486lS1H48EMwSp6g50uhnCy8jIxtJYGzC1YWroZO1zoSXsjzhDmwH/n336/V+rFmk2ayIBUW4tC118JgL23uKVIozUrruJMpjSK7zAVZVwybLqbOmFJQADYx+I7PROgQcl0CbLr6IzTEZtq38A/ESWbwjICd5dvRM6J30HOgUILFyBvrHSfGBKHeECWOZob+/YFPPvE7rktP1+zfmypuDD4XmPJSbaHDx8RADY+Eorcip6yqXiaQ7XN9GS4kXe1YkVONa8VKxNjLgYj4Js2ZQjnZMGC1WjySpuqPeFMC1AAbIC0NnehByWtzYZ08GbaJEyGVlYIRBM2QoIwYFPz0E/RXTYfYCut1KJSTJnTWrFnT4BMOHjw4mPlQgsThlVDuliCYKmDTdaw1prg9UB12cMRaOkhsOgUCqyLXyaN7+HGETloG+WQBduxEclgKdlbQxqGUloFVCEdKWIqWrnIsXSO6IoyzhVzokLQuY89e4KKiIJeU1BmPvOZqqKXFYJOsjcqvJyLH7KpA/h2z4dmypea4vmtXJMydi9FdYvDF6rq/J4GYEgjkHg1wOcUeuLdFzTgVOpRWgoGPxOWdL8GbW9+pM8YyLMakjoHHI4U88kK+yEZHKOvpWZ8XllGjtLo5Ym4CqWreJLITd+998BGXVZk4ILaeVDwK5aQLnSuvvLJBJyPdd3fsoIvY5uTAYcc1VqiAVVe7h45SVGVEwJDUtSAhVvZRegmHXMev02GMRrDxiRC3bkHK2FRsL9sa9PUplFBglMPwyuhXMeOv61DiOSI64kxxeHbkc9DLZpwIM1O3ORypH8xD3oMP1YgS1mZD9HXXwZd9AGWffY7Yt9+BuxE2t3rRg8KHHqwlcgjeXbs08TP01TeQYDMgr6Jumtl9E7pBzyBgVIe11F/Tx4YF7p1DobQ09G43pkSfjo1xm7Ci4L+a4zzD49lT5iC8TIIc/MekBsOpcDIV2Fa6FbnOXPSO6oVkcyr0UlhIHMRUgwFCXBxyX3yp1nHF6ULeI48g7dNP4eOEoIxMKJQ2L3R27tx54mdCCanQ0elcMHK103KUwkLNGIAJ0oigmijNkKBh2Y+azfSa1UidfDmW5v+DCh+JONWtIaJQTiYkYhLNJeDTcZ9jf+U+7K/Yh04RnbV6MpN84hyLyM6uY8NGhI0Zg+gbrocqSVAlGeXffqsZFWivcbuBRggdzlEB16pVfsc8W7dB5yjHvKt74+lf92LZnlJtVzk5wog7x6ciLZqBIgb+XYm7mnnUSDiXLK0zZhw8SBunUFoLrNeDinMuw4MvPoGKM27AhpJN2udRX3MXyG99Co9lI4w33QaRdPAN5jqsiv3eTMxcdCPc0pFWDBnWDLw+5g2YpPDgozuygtLPPvc/piio/OMPGG7sEuRFKJTWS4NWqbm5uQ0+YWII6j8oTedAmQs6QUS4waRlix2NXFQA1ha8EUE10XoJu8rNWusN0vywPriMDhBXLEdScdUHx47ybRgWe2pI5kGhBIMsqzDIVvQw9UcvywBN3KiiekIiOdWQxQ3LcSiYO9f/C0iNTiPrdBSns95xyV6B6zdMx+ReF2Ha6JGQZBWVUgE+23svCnAWLky9LGAjT2IhHfPwI1AfeQSu5ctrjhsHD0bcU0/BqTMG1cCUQjmpkM9AjoNj1t3gjUYMT02F4nbDdeCANmy56aaQXMbJVWLW4ptqiRwC6dvz0oYXcX+/h8FIx8+KqA9G8kE8dCjguG/fPpi07sc0dY3SPmmQ0Dn99NO1tLRAYdbqMZq61jIiOoLgQphQd4eVRHTY2LiQXSvaIENSGRS7OcSZ6t/5YiOiwFitsG7PhqWDRTMkoEKH0pIgzzAiehq6TtLJPvAuB1RZgmowwmeyafn3DYG8zjJwENny1XZdj8Vy5litOWhjYK3WgOcjeC06rTfQpzvfxad4t9ZYoasQE9MmQY+wqnOxDATRA1b0QdEb4WN5OPRWRD75NGLsFVDspI+OFXKYFU7BGNKaAwrlRCOaLLBNnYryTz6B6nZr6Z1HYznrLDiDjOaQ9VCWfT+cov8NiMU5i3Frv9thCbJfj6wzQN+tW60NiKMxDBgAOYSpa6Q2V+eogOrzAXo9RLOtVTVXpbQ/GiR0/v777xNy8ezsbDz++ONYv349bDYbrrjiCkyfPl0by8nJwUMPPYSNGzdqUaL7778fI0aMOCHzaEvklLmh8uWwHiN0FJ8PamUF2C5dQ3Yt0jSUQOp0jid0yMqQS8+AtGULUvukY3s5rdOhtE6ICDA5SlH8wgtwrVkDVleVDhp7333guvaAj63bqNcfXrMNSa+/jpIN/4HxSZD++lfbmeUTExE9+3Y4WaFRURLJbEXYpImw//RznTHz6WOwU80P+F4igNTDFzNIHqh7d6P0nbch5ebB0Ls3ImfMgC86Hh7eAESQr6M2TKjIobQyfAqL8GnT4FqxAr49e2qNRd91FyRb8M1CyWZIqfuItbOJNyFMF6bVAkqKpNnai4ov6Ov4OD2ib56FA8uXw9CjB3DqIDAieZ78A6m0DGETJsARIpFjFp2wf/UVCj7/VKsBInWFkdOnwzRxMlyCKSTXoFCaRegkJSWF/MKKomDGjBno3bs35s+fr4me2bNnIy4uDpMmTcJNN92ELl264Pvvv8dff/2FWbNmYcGCBTQ17jjklHsgGYtgPaaHjlpUqH1nbKGrizHxKky8ollMD8Dx+2hoQmfzJqQo/bCsfL32oCcONxRKa8LoqkDByy9CuWIyCq45HXbRgU7GFBT/uxoxegPYTt2PW9tDdnvtehdWJZXgF98u6FgdLj7nFvQwd4SNs8FlCtea5jUGL6tD5K23gxF0qPzf/6rcl1hWW+hEzb4De6UjtZYdbB1wYdx4JJoSsF8qwOaK7eBVHXSKD54fv0fxq6/WvJaIL/vChUh+910o3fs2OGpFobRknAYrEt5+B+LuXXD8+Se4yEhYJ58DMSIKXmIrHyTkGdAlogsybBm4vs/1YMBoIifZkoysyix8vfNrGDlT0K6OJBLNxcQibOH3WJG3EgtKl2rPk4vOnolekT2hHsdCv6HoFR/K5r6Kyh9/rDmmVFSg+MUXEVlRAcP/XQufStPjKK1U6HTv3h3Lli1DVFQUunXrpn1IB6KhqWvFxcXaeR999FFYLBakp6fjlFNOwbp16xAdHa1FdL766iuYTCZ07NgRK1eu1ETPzTff3PDfrp1R4RZh90oQLOWw6pJrjclFRaQoIOTuSJrzWkMNCZJSAF5AUr4PTpMDOc4DSLOkh3Q+FMqJjuZ4Cw7h4LVjccfmB+GSjvSmmdxtHG4UyxDudcEj1L+48AgVmLnoBm3BU83KvJUYlTQK9w96CLp6jAFqT4iBUwGKHV5wLINIUxgibr8TEdOnQ3U4wZhNkCw2OBgBncxdkGZNw81p09CrzAKbGg7vht3oVeLERUOmgneKgCwh9/XX615HllHwyCNI+OhjuPRV6W0USmuGpFs69WFg+w6GZeAwTTAEm652LFG6GNw/5H7cu/TeWq6OA2IH4NXTX4VZtUEOMiRKUsmK5TLcsO4eZFdm136eJI7Eg11uhk5nDtpYRXBUVm2g+KHs44+ROnUqfObgI2EEhmPgkIESZ1XEK8qsg4VFozd/KBRCg1aoH3/8sZZaRvgkQJO7xhIbG4tXXnlF+zd5wJD0NdKv55FHHsGmTZvQo0cPTeRUM3DgQC2NjRKYg+VHW0vXjtwoxYVamFnL4Q8hpE7noLOBxZQ8Dy4lBfFbc8EMYTSbaSp0KK0JnmdRGiXg5mUPaeknR/PzoT/QrWsHXMj1q/ccHA/8vP/nWiKnmiWHluDSrnvR3dT3uAsTiWHw9+5iPLlgBzyHk+RtRgEvX9QXvWOjAUtUrdcbJRs+O/VtuL76FuZOXXDw9hur8uwJ770HXUY6kua+pnVVV111m4uKBw8CDjtAhQ6lDUHuM58vtD1zqvGpXtyz9B6Ueo6ksBHWF67HJ9s/wW297graJICXPPi5aHEtkVPNktyl2NfpQvRhk+EJMnIkFxdVqUM/qKIItbISCIHQUVgGa3Mqcc8PW7S+gASzjsOc83rhlJRwsLQgkNJIGrTqHTJkCHier/k3+erVqxesVqsW5enbt2/N8aZAzA4uu+wy9O/fH+PGjUNRUZEmhI6GXCc/P3COOaUqbY3A8JV1a3SKikKatnZ0RKfYw8HXwI0wkr4m7MlCvCGO1ulQWh0kmr20fF0dkVPNhwe+RblQfxqnCw78uGd+wPFvM7/Rem8cbx5Z5R48+L9tNSKnOqp73afrUOqru6ohG0pCcSXCevTW+vfUiJzD+PZnoWjuXIRPmVLfheudF4VCOXKrHHQcqCNyqlmwfwGcamXQ13EIXvy4v25dXjXfZv3YwC3t+mGP2nj2O64PPt2PUOiWMOurDTUih+D0ybjt603Ic4n0EURpNI3e3rfb7bjvvvs0UTNlyhRMnDgRgwcPxlNPPQXfMR+cDWXu3Ll4++23tbS3p59+Gm63Gzpd7YJe8nNTz99eyCl3Qy/ICNPrwTNHdolUWYZSWlplLR1iSC8dFQzy3Q2L6nBpGdquUIrXiq1lm0M+HwrlRELEwgFPXsDxYncx5OPaQhPr6sDbq7IqA0z9QkdkGMxdlOn//YqKr9fmgBO4OtEo97p1kMpKNacpfzj+/humU4bVOc4IAsJmXIuyGD0quWJ4eQc4jtbXUVo/Ol6FhbHDxLrBHa9PQiMgmxEFrkKtCelZaWfhuVHP4cXRL+KRUx5Bz6ie2maJT/EGfR2SzqU9MwIgq0pIGpOyRiOE5Nop8dUYevUCc8yarSkwHIt5y/YHdHF8Z8k+qCHOSqG0fRr9F0Oc0LZv344PP/xQq6dZu3Yt3nrrLa2G54knnmjSJIghwZgxYzQBRepyBEGoI2rIzwaDoUnnby8cIkJH564bzSkrAxQZzIkQOvqqB2yuq2FbRkxYGJiYGCTnenHAkQ2HaA/5nCiUEwUpxB8YOyjgOCk+ZpX67wUra8TE9PEBx8/rdD5Uqf5Hs6goyCqpm15Wzc58OyQ/qW+s2QKZPA8CoSjgo6OPeY8Jxo9ewwdDnTj31/Mx5edzcN3ia7C+8j/IfPALNQqlOSA1bREoQtiaF2D86lyY518G26GFsLLBR1mqU+I6hnfE86Ofh01vwyMrHsEd/96Bdza/g3M6noMb+twAAxu8UYBFNWBC/JiA4+fFjQWjBC8OJIcd8Q8/BC6qdkqskJSImFtvgewn3bWx+BQVe4ocAcf3Fjm011AojaHRf/3//POPFnUhURyz2awZCQwfPlyL6Pz6668NPg8xIyBuakfTqVMniKKImJgYbfzY1x+bzkapzYEyD8BX1umho5DcWq3PRuhT13ScCpsgI7ehdTpaVCcdiVtzNTtb0jiUQmktkD47vaJ6I9pYWwxUc1v/26FXzDU/a/1oBA48XxVdId8sh5bhouiBiDPV7WnVL6YfutmO79qmYxl0jg3cZ6d3kg38MTkekqTA0LcP9B07BnwfHxsLJioGqd99B+t558E4aBAsH76B+/Pewbd7voPvsB3uQftB3P7vbdhSsVGLFFEorQlya9jkXPDzxoDd/CVgSwFYHtz8a6H7635Y2MCL7cYQaYjElzu/xLe7v61pGprvzMfTq59GtCkaVi74zUeJM+Gi9Cl+nyd9o3qje3g3HJUF1mQ4azgKnn4Gcfffj4Sn5iD6pplIfPZZxNxyK/Iff0Kz2A8WHcege3xgwyQyRp59FEpjaHTmJrF/Li2tm3NK0s3Cwxt+0x48eFCzjP7333+1cxK2bt2KyMhIzXjggw8+gMfjqYnikOgROU4JzMEKNyR9SR1raaWosOohpAuuA3MgIg1ygyM61XU6kWvXwMxYsK1sKwbH1E2VoVBaKiY5HPPGfoDH/3sM6wrXaceI8Lmz+03oxSdrSWlkIeUGg33FLizaWai5Bo3rGY841gP2l1uQKJjwyZTX8FPROvyWuww6TodLU8/C8PRxYH3HXzDwKnDL6Z2xJLP2hhBBx7GYOjAZslQ3nUUy28CYTDANHQLXqtV1xkkPEbclArLRBsud94KRJexVDmDzhi1+5/Hiuhfw/hkfQg9LLXFHCNbliUI5URhYH9ilL6Ng7BvIRAr+yhIRaQDOHq5H/PYPYXQeBGPqFnQj3ApvBVbn173PCG9tfAunxo2AAcE5oUqyihg+Gu/3fBILSpfh9+Il0HN6XBg7DqcYe8LK2OAKQeqaaA6DaehQ5N5xB7iYGOiSk1D25VeQS0sRdfPNWuPQYFElBdcMT8f36w/i2McHeaZeNzKD5OYGfR1K+6JBq1PihlbN5MmTcc8992gihaSccRyHXbt2aQ5q//d//9fgC5P39uzZU2sESlLWDh06hOeffx433HCDVv+TkJCgHZ85cyYWL16MzZs3a5Ekin9cPhllLhGCsRg2XUatMaWkqMpx7QRBDAn2VDa8EJGLTwBrMCDFY8aWsk0nbF4UyomALOAT7CweyR0Msf+VEFUJxjI3MOdrFO5/AanffINiSxRmfLoOO/KPpGa+9Fcmnjq3O87pfgm8MclwqDJOjRuMsenjYHRXIvGf5yCH90GpKeK4cyA598lWHV69uB8e+mkrKt1VW7bxVgNeuqgvwnkGdVYKpNcOr4chozPiH3kUZV9+gYofftAa/wmpqYi58w4wvfvDe3gh4VMYcLwemw8FvkcPOQ7Bq7irhA6nwMVWILN8Nyp9dq0OwcpGgJdoyjGlZaFXHCjocTWu/d2NbXkHa46/tBR4Ytw0nFu6H7y1J8Qg7KaJ4M8s2RVwnNhNu2VX0EKH4BBMiA1LwWUVp2KSsSMYlUGEkAZEJYSskSfp02W9YSaUC89GKRzI9ZQg1hiLCJhhikiFu/EJQn6J0vN4f9og3P39ZhQ7qiLIkWYdnjm/N2KMvN/nGoUStNC58sor6xx77LHH6hx79tlnGyx2iEB68803tbqeiy++GEajUbvOtGnTtCI+MvbAAw/g/PPPR1paGt544w3aLLQB1tIMX4Ew3ZEHJ3kkKEXF4DJqi59QW0yvLebglhgYyVbz8WBYLX0t+WAelpm2QVYkcGwIbGEolJOAjlFQ/uln8Hz+mfYz+Xg/ulLFuWMnPhSTaomcap7+PRPDb52B+1bchy273q5V2/Pq6NlI4Bpe0MspKkakhePnmcNR7hbBMgxsBh5mtv5oioc3wGs1IOzGm2G7cppmVqIKenhN1jrNQImgijEFThkWWAE8IwCchM2VG3D30rtq0tsI49LGY3b/OyH4aNd0SstB4gz4cAeDbXl1U9Qe+uMQTrlxIPwnpzYcEkSJ0gfetCDNsvVHmQYFey3SAJXr2hfhiqh9xnrBhjSqStZlxQY3bt/zNDLLjxih9I3ui6eTnoVRNAQdAdOuoyjoG2fG99efggqPqJ0z3CjAwjFQaDSH0gQatLrcufNIR+2GQlLNSNTmWPe0oyEpa6/7a04HaOLms8+qFhKU43OoosrSluXtsB2VuqY6nVA9brDW0BsRHB3RIZD0tY5WscHpaynrd8LTkcNe+150sXU9YfOjUEIJ53HBtWJZwHG7LRpfLsjxO3b1qFg8vuZJbCmpXZu2u2w37tjyFt4Y+TzQsFtIg3zwEwlhIjudGirxEzguZPHgkhnAeNRzwc8igiyUSGSGpMJ45brGA5M6TIYJYbAzZbhjyew67k9/ZP+OPtG9MSnpfMgS3YmltAxKZBM+3+Df9pnwW6YLVwSZKU9SrZLDkmERLHCIdQUVaQ5sVnVBtgutDdmokElfHu2kob3fiNMiucePFjmETcWb8MTqx/H4oCfBhSh6q8hq1XPNcNRzTabPD0rTOGFVpNdddx0KCgpO1OkpfiI6PKeC530w8eZaaWuEE9FDp5oIvQwGKvJcjTAkSE1DYikDXmWpzTSlVaFyPLjwwDu1qtEId4CUl37pQsCc/e2l21Eq19+Dpxpi7WzgZegFVdtpPZGYFBvmnvYadGztTasekT0wo9f14CFgUc6igBa3H23/CC5Qd0VKy0FWmVp9Wo6lxCmFpF9LmbsEjw9/HEa+trtahi0DF3e9GO7G7Go0M3apArvK/KfircxdAadK73FKy+SE5QuFwred0riIjlHvhVVnA3NMo1DwPBjzEfETaojpEhE7jTEkgMEIXVwikpyV2Fq6CeenX3jC5kehhBKfzoiom25CUVkOXOmxWo2O1cuB/fIneBb8CYvVgoGpEVh3oK6Ns0/x37+mGlLbEsEnBBwnosbKlII9sBL8tm+hChbIg6ZDDO8Ih9ww1yNNGHEsFNJAlKlyY6sXmUVnUw/8MHk+thRvQaG7UEtXiTcmQi+awQoMDtr9R7CqewupDE05obQcdCwwNCMSURYW5w22QmHs4Fkd8st4vLu4CKd3iz3+fdEADjgO4du93+PZkc8iz5mHQlchOoV3gqiIuG/ZffjgzHkIVQUb6S/jkBUcLHND4Fgk2AxaGmuoaloqfRX1jrskF6wh3HMhNU7KYbXJQdUcLymUpkALI9pQRIfjnXUd10qKqxqFnuBd30hN6DTO1Y1LT0dyzn/YHLlJE8YnemeaQgkJjIqcruG4Y8mTOLi+qpCZpHbNmHoFJl30FsxmIx6c2A1T3/lPa955NGG6MC03X1H9L6IiDBFAPVawROTovjgPKNlTNRXyEN8+H0y/K2EZ9SAccv0bGj6GQVaZG5+szEalR8L4nnE4rUsMLMep6yFixyRH4JSI0WCjGC1FRhWrkmPIv4cmDMP3e773+9YeUT3AqSfG8ZFCaQqCCjx1QQZ+2jcf962eV5OWSVLN5lz0DDpbDVCDTLUk91OHiM7YVLQJtyy+BYnmRITrw/Fd5neaGxvprWPgTY1KVQ2ExDKYvzkPLy3cXdM/y6zj8PLF/dAv3gImBGIn0lC7f87RcAynpejV9+xqDF6GweZDlfhqTY6m0y4ZnIy+STYYSVMKqncojYQ2QGgjHCz3QOHK6vbQKSoCYw3e1aUhjUNznY3TzVxGB6QWyCj1lSDfHbjbPIXSknCy5bh24XQcdBxxayILpdcy52FjjBNewYgkiw7f33CKtmtMCNPzuGFUB2SEx2FixkS/5x2RNAJl7mKwejdE3g2F99VYNRMMOgbMug9qRM7RcBs/BW/Prnc/Q2QYvLV0Py6ftxp/bC/Ayn0leOTn7bjk/VWwKw1fvJGd7qMXG1pvocjefvt4EGYPuAN6hZoRUFoORkHFjpJl+GDHm7Vqz0h/qLuW3wARVSnfwRKli9F6YxFynblaeioROYQb+8yEWQ2+dpY8I3YUOvHcH7tqNQl2+mTc8Nk6lPlCE001M1aMSBzhd4zU6pmZ0KTHexgGs7/bgplfbNDs85ftKcasLzfilq83apb9FEpjoUKnDUAebvl2L3xMoZa6Vg1xU1LKy6oiOieYaIMEh8TBLjb8T4qNiEKKJ0z79+bSjSdwdhRK4yF1MF7BDidfCg9vB8cz2rE1BWv8FhcTXt/0BtyMXdtBTTYJeGVqb/x7x2j8evNwXHdKKgQfj1l9bsF5nc4Dz1RtDJAIz9i0sbi82+XwqRI+yfwcty67CfeuuhMb7ashClUdx3mxDMKmwAYt7IZPYTQGNn8pdIn4bNWBOsfzKjx4Z8k+MFzTPw5Msg3vnzkPpyYOB3N4MUJ2sEltT5qxA+2pQ2lRONUyvLFtnt8xcm+vy1sFvT74hBedZMIzI57B5A6Ta+53EtW5d/C9OCPpzJAYdBCZNndR3c0PArntvlmbU9OwOBiITfyDQx7CuLRx2jNLO8bwuKDTBZjZ+yYwYvD/f5Hn67qccqzOqmsUsSGnAiv3l2qvoVAaA01dawMU2r1aigzHlcOmS685rpSVki3YE2pEUE2UoaoQmUR1uoYfsZetF4ZBWFIHxFVu14TOuOSzT+wkKZQGIgpuLClYirc2v4UCVwGiDFG4ttd0TEybiG2ltR3TjibHngOFqboXSDomcVvXHrIqoBxe1Ag+M27qMUMTN6RbOrFoXpO/BhzL4d6l96LUc+RDfm3BWoxPn4Db+94BkPfLge8tRuu87n/hJAgcfl0duI5m/sZDuHFUB9QumW44RMhY1Eg8PmiOVpQsk95CnBkmxQo5BLUOFEooEaFo0ZtAbCvfgzPTgl9Qy5wPf2YvBM/yeG70c9ozgUSQft33K3pH90ESlxH0JgB5/8Gyqs0Qf+wpckIJUSBE5wvD3f3ux019Z8EpOmEWLLAwVsAXmqWkT1XxuZ/NmGrI2IiMSNBEWEpjoEKnDXCoorqHTmWt1DWluKprOht24oVOuE4Gx6hanU6DhY6WvtYRKbmbsSnKvxMVhXLS4RX8nDUfr296vVZzv+fWPgtR9qFHZPeAb022JINV2eOmmlQ4SzHz75k1x6Z0moIfMn+oJXKq+T3rNy3aY9Klges8EbotX/g9r7v7RRDFwKLCd4zgMAocJvWLRqd4HhVOslHCEDsqNBWSzsZKOoThcC6/AsjkfyiUFgbDcEiyJGkNb/3RLbIrlIb4tB8H4jb4yoaXtZq8+Xvm1xorchfhtVFvQggyrdOo+NAt1oIVzlKM6hKFoZ0MEGUVf211YvPBCgyINUDPKKjfBqXhMKIAC6JgYaJCVpNTDXn6SPU8g0j2Co0NUxrLCYsBZmRkQBCo7j5Z9TnE3pnhHbXMCNTioiq3Nd2J/+9ASglIP528xjivEaGTlIy0Eg65YiFKPFXCjEJpTlyowHtb3/M7NnfjXAyMGwgTKSL2w419Z8J0nE7nWqTnmMagpyScgkUHFgV8z29ZC8ByeigjZgPxfSCNmgPfhM/hO/sLyANvhJR2Gpi4XpoxwNF1PdVIkoyJvY+4uY3uGo53rk2CHPkNfsy/D9vkV7DPuR4SH6rlEIXScmFZHW7ofZ3fMbNgRr/Y/kFHWrTamdLtAY1HSO8sl+w/BbYx6BUJdw1PwEfXdUa37v/h1+IH8U/FEzj71Cy8Na0TJncJ99ciq0ViYBmcPyAp4Ph5/ZNgIhsyFEojaNCq9Mcff2zwCadMmaJ9/+GHHxozD0rQ1tIyTIIBOvaIqJGJ45r1xEdzjnZeO9RI5zVwHDrqU4gRp5a+NibxzBM1PQqlQVT4Kvw2xySQXjFO0YX3x87D7CW3I9+Zrx0n6WfX9boOg6OHQqonqlId+bDyYRgWNxT/Faxq0JyYw13OPXws5IEvouCJOfDu3k1WU7CMHoWYu18GK/Fg1/4LiCKMvXtDstjg5fQ110yy6jXb3KxiJy4dyeLWJdMgqVVbssRYYeaimZjR+3pcmHEpOClwrQ+F0tohmw1xlgRN7Mzb9pFm90yIN8fjuRHPwC2LOE5gtoEcZ1EegjW7aLAgIsaO2/+5QYsSVZNZ/iz6RPfBC0PmaBGe1gAxOhndORodY8zYW+SsNZYaacJZ3UNj+01pXzRI6MydO7dBJyP2wNVCh3LyOFTugSC4EXastXRxMdgUIiJODqROZ22RTltUNcYp2pbSBVEV2diYu5IKHUqzQ6yi64MU2yfy6fjwjI9RIZXDJ/sQqY+siuSIDSv6Zdgw3D/gbly9eIaWFrcybyVOTz0dv2f97vf149PHa9EaQ24ODvzfNcTqrGpAUeBY/A8827Yj4d03UR7BAzuzIF37CsImTIBt2lVQvR4oJSUwGY14alJX5HnL8fDqm2pEztG8t+VdTMqYpKWmUChtFUmRtc+pNFsHfDf5W5R7y6Fj9dDzemwq3IQoYxQS+YygrkE2JnpEdAtoJ98logssnIXkdwZ3Hcj4NuvHWiKnms3Fm7HDuRd9w6JbTW9DEiv/6KrB+HVrHr5dd1D770SiPOf0SYSJ2Es39wQpbVPoLFoUOKWC0vwcrHBr9TnWo+tzPB6oLie4k+C4drTzmldhUerlaswJGgKfnoHUTcCmMFqnQ2l+wnib1tRvT3ldJyOy42sTwiGLCvQIQyzCSDe7RueqSwqDSC4Bn4/9CP/l/ofVpRswrcc0rM5fXadOZ0L62UgQYmAqK4RcUYHomTNR/vXXkAoLj5yvsBDFm9ZituFHmOONuPWN+8F+9gcMa9eg+M03IWZlQde9O1zP3A6XhUVWZZbfeZFlxI7SHRgaPpI6pVHaLCbVqqWokU2NOaue0kw/SB+Yczqeg4u6XgRO5SGJQSoQsolnl3Fzp2vwaub7tY6T6z7UeRZsDgWOIIOnHsaJ37L9b5AQftg7H/0GDSZNtNAaIILMABUX9U3AxJ7x2jEzd7h3V3NPjtJ+zAhKS0uxf//+mmI98ofp8/mwfft2zJgxI9RzpByHXNJDx1wC21HW0krx4d2dk5i6RnrpaPNx8Y0SOtAbkSFGYANbggofcY47eeKMQjkWvWzGsyOfx3ULr60lOsKEMLwy+tUqJ7EQfOSS9hY6ROHMlHMwLn2KtnP56bjPsCBrARbl/K0txKZ1n4aexgy4br8PpauqNgIMffog/rFHUfLOu3BvPGLLzq/YgM7nd8JvWb/j2uI78cZlc6D/cDGs48ej5O23wTx0M2asuxtPDH+i3nnxbN2oFLF0dSuqZldr0EwLaPoIpfXCklRQVcH0P6fXRDYrfZX4bMdnWFewDi+MeiH4a7AM1HVbcHquhD6jnsUnBb+gwFOE/mE9cGHMWWDnvAnloUeASEtw15ElrWFnIASGB8+yIXlmnUyIW6Oh+t+tJPWO0kaEzjfffIPHH38ckiRpqWrV4VDy7z59+lChc5JxeCVUeiUIliJYdR1qjpNUFbAcWEtwD9HGECYo0LOK5rzWO9J/jUMgOtq6AFiNDYdW4LQMajNNaT5IJCOai8dn4z7HzrKdWkFxp/DO6BXVC2YlXPvQJYsYvdcJ1mmH6hPBhIXBawmv1zEoED4f2RSo2hgwIhwXZ1yOC1Img5dkmDwqyj/6Gt5t22te79m8GYdun43k119Dzo0ztZocghwfhUrfoZrIzHN738XcsdNgLHRC36UL1vr2aj1Csiuz0T2yuxa5ORbSF6NLeNcaK2yCl2WxYm8J5i3LQoVbxKjO0ZgxqgPCeQYqjfpQWiEutgJzN8z1m75J7ov9lfvRxxIVVD0IWRoJUVHwPvQQknPPweOXTIeoZ6ErqkT5E6/Bs3kLGF3wtXDhkg7ndzgXr295y+/4hR3OBy+pWr8dCqU90uhyu7fffhs33HADNm/ejKioKCxevBi//PILunfvjrFjx56YWVLqNSIgsFrq2lERnZJiMNYwrVj5ZEHqckgkh/TSaSxRaT0RWali484/T8jcKJTGQMSMQbRhgHUYpnWcrqVyGcVwKDKJbjAwluaj/JmnkL9+KfLtB1CwfyOYbeuhl6rux6bCQ4awbw8c19+C/NFnYd+ECfDt24ekV16GkHTEjUj1eFC5YAHCzjxS0yaNH4lV+UfMDUh6mpyRBN/efRASE7Hdu187/uXOL3FTv5tg5Ot2zbl38H0wqkdSYH0Mg0d/2Y67v9+CXQV25Fd68M26g5j8+nIUeeVG1eJRKC0FCaKWrhZnisPMvjPx4ugX8eyoZ7VmmETsLz+0XOs9FQyau2JGByS/+ioYQUDhVdNReu6lKH7oUdgmTkT8449BMtXv0NgQSHPis81DkGGrW1M0Om440p0mMDxtsklpvzR6RVpYWKgZDuh0OvTs2RMbN27EhAkTcP/99+OBBx7A9OnTT8xMKfUKHa1GR1fbWvpkOq5VQyymDzbWeY3MPywM6VlGbOC2npB5UShNje4oRN0chcFRhoLf5qPs5gtwAKWQVQf2lu9FhKLHJDUBei6hJtWC51lwqgKV47TIDREGPjBwiAo8kowwvYAwEhmRFW1MX5SP7CuvJPZD1ROA4x9iNrAN8Y8+goM3zaqZh3vTZm3BZP/jDxgfvAOflS2EpBzZoSZF0LrwSFT8+it0qanoqu+vHScNUN/a9BZePu1lLM9dju0l2xFrjMWVPa5ELJ+oubcRyHzyHT78teNILVDNtUUZz/6xC8+e0xNsAPtcCqWlwoDH2NSxmNhxIuZtmYc3N70JA2fAhIwJePX0V7G7NDMkxfsqL6D0iy/gWrGi5piUl4eCOU8h/sknIQu6oHpXadcQJXhnP4q5D9yKvJ48HDpJa0gTJeoQsT0X0mvzID/1bGgs3iiU9iB0IiMjtRqd5ORkdOjQATt27NCETlxcHAoKCk7MLCkBOVTuBs8p4HmpprcHeUDLpcXgu/Y46fOJNsjYVm4Aifg3dhOpgy4Z6817UFaei4jwxBM1RQqlyZBojnggG75LJ2JZzl/4ed/PcPgcGBI/BKd2vRCf58zHtM6Xg2NtMDlK4fz3Xzj++w9CWhpsU6eiwBqDu77bjDXZZTVNO2ee1hEX9EuARfKh5I03joico5CKiuDduxf67t3h3VGVcsZHRUI/cAD4r9/Gu/k/4uec2tHQMcljwP27BqrLBe/OnRiiv1WL4rglN7aVbNMalg5LGIauEV1xZsqZSOI6aHnx1fA8h4XbA3eP/3d3kVa3Yw7h/78UyslAD5tmOnDDXzdolvEEj+zRmnpuKd6C50e9FJq6kLKSWiLnaIpefhnJQ4ZCMga3IcmwgC49DaLNhAUHf8ai/KXQcTpMSRyPc5OGaJFgVuCPODVSKO2MRscziai55557sH79eowcOVLrl/PHH3/gjTfeQGpq6omZJeU4PXR8mhEBe3jHRq2sBEQJrO3kR3SI85qiMihwNz59rXN8P+37utXfnICZUSjBQ4ryKzrF4Mk1T+O9Le9pfXRI3cuinEW4bfFtGJp0CioUB4zFuThw4YUoeuopOBYtQtmHHyIvMxvTPlxbI3KqIyMvLtyNP3YUQudxwL12bcBruzdshKErqWWrIuLa6ZC6dccesxO/5v1V67WJ5kTMHnA7dOXOI3UAT7+Jdwe/oKXrEEgx9pr8NQjXhSPZlKa5Gh2LXgj8EcGzxGibQml9iKoHb258s0bkHA1xW8y1H9TqjoOB1PF5d+8MOC6TOlqPC8HCsCyUB27CtM1348cDv2qmCsXuYry/9zPccvBlKNMvAny0QofSfmn0avTOO+9EWFgYysrKcMYZZ+CCCy7AI488gvDwcDz99NMnZpaUenvocLyzdn1OcbH2nWmO1LXDbmuHnAKSzI3z3A23JSIqh8OGyqU4E7edoBlSKE2HREsPScXYWHTE7awa0mSUuDZd12s6DHM/hkI2HA7DhYfjYFgsDpT6t3V+bfFenHtuIriICMjl5X5fo41VVGj/jrj6/8B26Qavj8HA8KH4YdJ8TWzlOXNxSuKp6BbeHSbZBu6CS5A6/mwo5eVg9HrEWyPx0dhPUC6WQST9fwxRmtWuv/4/rM+LazsZMTosDdvKJby9sVSLIFdzTt/Eqi7lfna+yRqxlbTtoLRHGA82FG0IOLw8dwn6WAcGdQny989G1OMgyrJQdU0yvq2FRyfgs13faQLnWPZX7Memiu04LWU84KoyLaFQ2huNvstITc71118PQaiqw7j99tu1L2IvvWTJkhMxR8pxeujIXGmt+hzNiECnA2OoNmc8eRg4FVZBxiFX0x7gHZRobNLlQXE6wJpPnmMchdIwGCw++G/A0f/y/sPsgbPh3rSp1nE+Lg67SgPvqpY6fSiXGdjOPx9FL77o9zVh509B0Y6NiLt9JozGcKhOB8y8G5LRApaLwdTUyzTvEeIUpYgqSNcJBRxEcwRAvg6jFw2Iq+7/I/rfiSZpdyVz51bV/0gSRvTsgZG33o2nMg34M7MM8VYDZp3WqZbNNMeoMLgqIeflQnE6IaSna8XWXi54ZykKJZSwsqL1zSHRWH9E8jYteisG0UuHiH0xNQ6szQrLiBFVxiEk+lJpR9l33wHREXCYucan1RxDOS9i0aF/Ao7/cvBPDE08I8irUCitl0avRqdNm4bly5drtTpHs2fPHsyePVtzY6OcHGRFRX6lF2x4EWzCkU7mpD5Hi+Y0kyUSieqQiE5T6BTeDWvkAuQt+QVJEy4J+dwolGAhC6RAkEaARs4AZ2ntpp9yaSnSbIHvCbOO02yi9Z06wTJ+PBy/H9UAkGFgvGsWvpNXozC9FNeVlCFvzr3w7s7UFk7m0aMRc/fdcFmjIR1lC91UjK5yHLrmaoiHcmuOeYi99Y3X4tGPPsPYPskYkh4JC6t5JWjwUMBn7kDOLbdAsdtr5h1+6WWwTr8OLqGqfpBCaQkQS+aLOk3FBzs+8jt+ZsoZIYn+5htFdPziM1R88DFy770PqtcLPjYWUddNh3zqALh4FqZGNhv21xPIwAfe1CS1uzzDwXfYwp5CaW80SOh88cUXWu+c6r45w4cP9/u6U089NdTzo9RDkcMLSVGh4ypq9dBRi4vBHCNETyYxBgk7y/VNem/HsM5A+b9Yu+UnKnQoLQ6yw3tW2jj8nv07rup5leZWJioieJbHL/t+QYQ+EnvzWWR8/i18N18P+XAaKTET6KC6EGESUOYnheTKYalI4rdDKP0LhuunwTf9/1CyYhlUgw5S/+74pHABFu5fis87PYGCaTOOKAxFgXPxYni3bUPSZ5/DGWRhMzFb8G3aXEvk1CDLEN9+HWc//SxcJFqk1Haiy54xA+rhnj4aqoryLz6HvmsX8GdNDKonCYUSSjifhKnGU6F0B/rH99fcCsk9XOgqhNXHIbzABTU9SDc0FUhjolH0xINw/3fE9l0qLNRc1yIfexhh488OWn5YWSsu7ngBXtj4it/xSzpdCNFLRQ6l/dIgoXPZZZehc+fOUBQFV111FebOnQvbUYXuRAAZjUZ06XKkUJZyMq2l7TWpa6osQykvg5Be11P/ZBoSVIomOEQWFqFxi5sw1oR40YxNyn5MLi4GGx19wuZJoTSFSCEaj5/6OB5a8RAO2g/WRHKu6nEVzko9BxNf2oKkCCM+fPpFyNddVfM+5vkn8emLb+Ha73eioPJIGtuk3nG4JiUX+h+uA4gVdcV+2IffDHnqWEDygiR+jdANRLIpAepbnx0ROUdBFk+edWvBjR7r11TgWEiwlzy3iX320XAcB8fiRQHfR8wSGK8HMBxJRyMW2sRdrpbIOYqSd95B4vARkPRhx50XhXIyIHbu8ubtCOthwt1L7tbq6wjJYcl4vv+jkBaug5AevGspX1xRS+QcTcWrryP51FFwGoLrpcM6HThd7Yo/IntiS+m2WmNTksYj4aATfFcGYgiivRRKm05dGzx4sPb977//RmJiovYh6XA4IMtyLdFDaY5moXbYhKqHpUJSZlQVTDP+NyEW04SDTh7dwn2Nfn9HYwa2pG+Fe+FvMF965QmYIYXSdNyqEzcvurlWfj9ZKL275V1E6VPRKTYCO/Pt+I9Nw5hLL0Xlr79CiI9D5IzrIUSZ8Na07jDqZHhFFeFCOCK2fADb/Cc1keMYMA3LO56CORueQ5m3yp0t3ZqOZwbdhVPNg5C1wX+qDcH1zz8IG3NWvS6yJMVM76qAlJUF2W6HsUtXyGE2eA6nvpCIPRdf5coWyBBBPSYlltT0uPfsCfge0jeEob12KC0Jgx5buhvw2ubaURCycTFj5e34atw70DVgw6A+yH3h2b074DhJZ1VcLiBYoSOJ8Nz1GObceSOy+qj4pXw5DKweU8JHIWpjNuRlX4F9egC5e4O6DoXSWml0HVxSUhI++eQTzVqaiJ9hw4ZpqWyvv/76iZkhpV6hY9BJsOrM4BiuxoiAwIY1n9AJ18ngGbXpdTqGdJRYgQP/zA9J0zYKJVSQAmXSUT1QEfPnu97FxcOqCv9/3FoA4aZbkfzdD4h9612II4Zjp3QAL2++H5f9fi7uXHEtluR/DzEuuerNllhk9piAO9c+XSNyCFmVWbh6yZ3wqT7wUUdq8Y6FT0wkfQIDIkAGt30TDkyZgkPXX4/8O+9E9jmTUfnqSzCLrprUPOvkcwKeI2LaNPiO6eZO+o0YBg4K+B59ly5QuKY9CyiUE0GlQcKbWZ/5HbOLdqz3ZEIXpCMa2Q9QwiPrd107bOoUDIrOAH1aOjy3PoDk2W/gtl8Y3PC9E9bpj8D79KswDhgAmd5/lHZMo4UO6Zfz9ttv46abbsKPP/6o9dGZOXMmPv/8c7z77rsnZpYUvxCrV0Fw13JcU4uLwJjNAGkQ1kywTFWdTk4ThU4GnwRWZbBJdwjSti0hnx+FEkwNy7Zj0kOO5oD9ABLCq/7uDTwLheXhMlrhM4Zhj3MHrv5jGjYWrYekSihwFeD5DS/jqbzFKDv9PlT2vxxzM78+ci2G01LiCKTJ52L7GkRec3XAa1umnINc8QCcfBnA1w3r6O3lOHTTTVDdRyyiCZU//gjXX39qKWgEMTwacY8+WsfMxDRyJEzjJkA6xk6apMoZBw7Qoj3+iL7jDnj1tK0opeXghViTduqPbWU7au6HpqLt0aWmg7X4Ny8xnH4G3Kbg0zm9nB5Rs2Zp9yuJnjp+XQDHnws1UxDGZIJlwgRaH0dp1zR6NfzNN99gzpw5OP3002uOde/eHXFxcdrxGTNmhHqOlHp66KjEiOBw2hpBLikG2wz9c/zV6RxsotAxsnok83HY0qUYE3/6EUKvPiGfH4XSFEj0okdE94DjyZZkFFRU1apMOyUdnEosngE3W4mnVj8F1U/MZWHuUtww8jyE2wuQueMvdIvogtmpVyPerYPq9kCMsWF+ySIszFuB8afdC8uKsXAsXHjkBCwL2yP34dVDn+Gr//4HgRUwtfNU/F/3ayD4qgQGWbRptTeSf4unsvffR+LpZ2h1ND5OB92YM5E+eAhcq/6DYq+EadipUGNi4Qzgnua2RCD5449RcN+9VQ5th3sHxdxzD9C5W51aIAqlWWFYJFmScMhxyO9wp4hOQV+C/M17w6NgeOl1eG6fCcV5pDmo0KkzlBtugSLowQV5b5CsBykhBUmvv46Cxx7T6vUIuk6dEP/003BbIlFvqJdCaeM0WuiQupz09PQ6xzMyMlB6jKUq5cRyqNIDSVcMm+5IUzKSusYmp6C5iTHK2FZugKgA9TRXD0gnIQWr00rgfvUPmGfd2iLEG4VCoheD44dolq0uqW5X80u7XIevF5djXI84dIs11yzw3YpbS0ELxIayXZigGnFG4hhcy42EZ+Zj8FQ/TzkOF19+IVxTL4Z3ywYYunVD+JRz4dm+HWxUJFz9u+C1g1/il5wq8UNc4L7c9aX2fWb3WwCJ1+oFxAPZAa9PFkfMUSYHPlYHnzUa3PhzwDOA6zg7wkQAuqMSEPPam2AddqiiD0yYFV6zDV66mUxpYfCMgMu6XYbn1z5fZ8wsmNE1oqv2Nx0sOgbYHp0K61ufwnpwH1CQD3Ttjmx9BFKiYsGrodEgrCJDstsRc/ttYE0mMCwHsaAAit0BNk6GfDi1nUJpjzRa6PTr1w8ffPCBZjfNku502oecjHnz5qF3794nYo4UP7hFWbOpFQxlsOo6a8cUjweq0wnOVk835pMESV1TVAZ5LgGplsZ3ZO4spGARvwbZUSosC36B6ZLLT8g8KZTGYlYi8P7Yebj939u09DMCiaJc2e0aRLO9cf+EcKRFGKE/qr6M9LFgwPiN6BAs1mRYt/yG2/vcgvypV0CIj0f41AvA6A3wbN0Cx2ffIL5Ld5QvXKQ5nDF6PcKmnAvl4glYXroWoo7V7HGJTW418/fMx7Tu/wcLIqvSywYPQcXX3/i9vr57dyh83QhsQxzcqiGizk0iPhFHRX2oyKG0QFRZIr1/Ma3HNHyx84ua+ybOFIcHhj2AnSU70dHYNejrMIqKHnFWVESYUGAwQ+jYE7KgQ6cYKyxsXdfDpkA2MdTMXci/9966gxyHtB9/hBge2GCEQmnrNFro3H///bj88suxYsUK9OzZUzu2bds2+Hw+vP/++ydijpT6rKWFStiE8FpGBGghqWtkWZfjaJrQSeXjoYOAbcNj0fH7r2G88BIwHN2VojQ/qgwk8Rn4aOwnqBDL4ZN9iDREIsIngCsqAyOXQvVZUWlmtQWUAWaYmDCMTh6Nfw7W7WDOMzz6GOPgG/MQ5N/+Rdx990KVJFT+/AtkhwPmoUOQ8u47KJk3D2FnjoV740boX38K//Otx/wlN0KURYxMHok3zngDT616CtmVVZEbWZVhFythYYjQUWHu0xd8TAx0HTrAOm4cGIMeni1bUfHTT4i5886qOhqaYkZpBwicDnn2PJT7yvHSaS9p9xDZrCj1lOLltS/jhVEvaM6yoRAhZmcJ9Nu2Qff1N1rk1NC3DyKmXggmKQkOLvhGujqfGyVvvuF/UJZR+cMPMMy4CWKI6nRInaLO4wQrS5rJgU9voqmplLYldIiYIQYExGZ679690Ov1muvaqFGj8Mwzz2g9dignx4iAwPKVsB02I1BIc0KWC1j8eDIh6WqRernJhgRk8ZchJGJzR2DSd9nwLVkM/ZgzQz5PCqUpkEiHXg5DLMKghxfy0pXIn/MU5PJybVyXng7dE/fg0eKPEWdJxIxeM3DHwDuxo3RHTRSIQKI8c4Y9hJj1X4IzREKIG4mK776DY/ERQeTbswcVv/yKpBdfgOJ2w/TOq8iJsKK/cimGpV4Jvc6Hf3J/wqPLH8Wjwx/FTX/dpJkdEEy8GdUdCd3mcKR+/hkqfpiP4rffhuJ0wDR0GFI//ghydDxdrFDaD6oel3e9BLP+uUVr9Hs0s/vfBptgDonjp8lTiYrvv0fpO0eMmnz79sH+y69IfucdGLr3gsd/2VyDYSUffDk5MIwcCf622+CJ0INRAX1OKXxznoAvMxMmLWIVnLkCwSi6IW/YhMLXX9euqe/YAVG33gZ06grvYYt6CqVVCp0NGzYgO7tql5A4rZFITlhYmJbGVs1XX32FZcuWNeriBQUFmoHBf//9pwmms88+G7Nnz9b+nZOTg4ceeggbN27U+vaQSNKIESMa+/u16YgOxyow61joWKEmosNYw7Ti5JYASV874Gi6rWUnPgV/iv9B7tYZrs8/ge60M0Kyy0ahhAKOZ+BhHTDsykb+XXfXGvNlZUG8/g7c8+kruGDtTPyTsxjfTf4OH4z9EFtKNmF57gpEG6MxOH4wVuWtgrnzCPRzVoInjXaPEjnVKBUVKP/mW+hn3Yp/SlQ8O38PHN6qFVJyhBFPXTAJp4wcjr9zFuK0lNPw14G/MDR+KMxsWI3QMbjtyL3nXng2bKg5r2PRIjiXL0fq11+DiU6scoqiUNo4OsYHrNmOl63XYl+qD4vs6xDJWjAhfDiMf6+G4TwXEFmPNXQD0D6q3E6UvvtenTHSXLfw6aeR+MYb8BiDSzWXdXpY7r4HFcO64+OdH2Hp5sXQcTqMTz0XUz94Dab/tkBmeb+NhhuDTpXg/t8PKH711Zpjnq3bcOi66xD3xBMQTj8LokI/nymtVOgYjUa89tpr2g4H+SJRner6HAJZfJpMJtx5550NvjA5zy233AKr1apZU1dUVGhihpz37rvv1uyru3Tpgu+//x5//fUXZs2ahQULFmiih1LluKbXeRCuD69lLc2GBdd8LJTEGiWsLDSD1HRyTXj+dRZS8at7GfaO7YUur82HuGYVdEOGnYipUiiNQtQ58VP2AhjcIk555V+/r1FdLghL1qFfWj9E6GKxJceHP7aW4NTeDJySE3nFefhk+ydaitnHAO7scyPGHwhseevZtQt7JQMe+t8RoUI4WObG9R/vwLzpGegb0xfx5njkOnLx8NBHIUgGrSqIPKPlA1m1RE7NPL1eFL/8MiIenwMPqwvB/zsUSsuGc3hQ+dJc+PZnITUhATf06AHVXQjXmq/hEUVIHbrAfFYaPEGEW0jPLff27Yd9puvizcyE7HEBQQodyaCHc0RvTP/zclT6KmuOf7ZrHpbnL8Lc0W/CGoINDJ2rErlvvul3rOjZZ5EydCjEIH8XCqXZhE63bt20VDXClVdeqTUHtdmCqwPZt2+fFq1Zvnw5oqOjtWNE+Dz77LNaGhyJ6JAoERFQHTt2xMqVKzXRc/PNNwd13bbCoQo3GN5ek7ZGhKNcWgy+a2Dr2+YQOmSHJ9/FI8nc+A+MeC4KYYwJG+Nc6J6eAdcH70EYPJRGdSjNisR78Oqml2FWBNyUdCmK934Q8LX8lkx07t0RI+Ivw/R52/DGtAw8tuEJOEVnndfO3ToPpw0PXOfIXHgpXvh7X0Bzkk1ZLE7v0R3dI7rjjMSzoJNMNWssQWDhPNqS+hicS5ci2usGjFToUNo+rKxqIkc/chSUK65Gsd4CgVFhHLMdyvtvwbtxC4xnnh3UNcjHlHyc5IpQBEB8jIhPd3xSS+RUs79iP9YWbMC4lNMh1zWJbBRSURHpKOx3THE4oFZUBC3aKJQTQaNznD799NOgRQ4hJiZGiwxVi5yj7as3bdqEHj16aCKnmoEDB2rCiFJFTpkHEltSYy2tVtoBUWpRNsyxBpIzozY5fY0IGmIzvd67E/rxE7XmoeKqlSGfJ4XSGJxqJa6OmYwrf3VD/XsZhKSkgK+VOiSjQ0R3fL68VKvzZ3inX5FD8Ck+lOh8AVNPuf4DsLfIEfBam3MqMX+tA25POPQyqTE4Mkb+zYYFbk7IGg11GoRSKG0VCTwMd9+PpVNvwnmLKnDej9mYNP8AZpUmQHzlHQj9+wd9OxADED0xbApwPxt69IBiDd6MwC27sSy3brprNYsO/gYpBDmprO44n+N88zUpp1Dqo9mKOUjK2siRI2t+VhQFn332GYYNG4aioiLExsbWen1UVBTy8/ObYaYtD0VVkVvpgcKV1QgdpaRI+860AGvpanScqhkSHHA0fZeYpK/tkw7B3iUFXMdOcL79BlS5btd3CuVkoLkoVXog3D4Hnp8XoHz+fERceon/F/M85LOGA7IB2w45a/p31IfMMtBPHl/3VDExMCUmIC0q8MIoPcqMddlluOy9/+A4Jh1fFGVYxtc9bzW2qRdCNAbfpZ1CaQ24rTZs7zMSjyzOgf1wrRthR54dl/+cDceg4VrqWTCQLIt8vQeG22+oM8YYjWDuuwmVIajfJ9b1hnqMAIy8CRwT/FKPiYjSmgD7Q0hNBcJaziYrhXI0LaNqHcDzzz+P7du34/bbb4fb7YZOV3txTH4mFtYUoNDuhaSoYPijrKWLi8HodGAMLcv5JNYgITsIQwIidAgbxd3Qn3Me5L2Z8P7xWwhnSKH4h+FYOFSg2Kdo38GxWpRRt/eQZjZAELOzIRUVI/Kaa2rtaJLoiemVOZib+yVKfUVIsFXdl8UVPBLN/usMiUW1XXJg09TesL35EkwjR8LYrx+irr8eCU8+AXNZEW47o6pn1rHoOBZDO0RibXYZih0+bM2r1ETZ0cgR0YiaNavuezt0gO2KK+FTaUSH0j5wiype/Md/A1/Sn27NQbu2+RoM5Fmx1ZGJX7o5of/gFZjOGgtD374wXnUZhE/n4sGC9+GWqtpEBEOEasLUThcFHL+o80VQxOAjOh6TDQmvvAJGqP15zphMSHj+BXhNdKOE0jLhW4rI+fjjj/Hyyy9rBgTEda38sE1rNUTkGFrYIr7Ze+gcZS1N6nMYkrbWwtJP4k0SluabQSz8+SbIaitrRgIXjXXeHRiTcSWE/gPhfOcN6E4bA9ZkPhFTplDgY1l8+t8BfLwyW6t/0fMsLhqUjFtP7wzfstrpk8WvvQbr5MlIfv01KBWV4JMSIcdG4ruSRTBWWtEvvgs6jU7GzM/K8d4/xbjvvCfx4oaHcWbKZCSY0lDoPoTfD/yA2/o+BEY24OHtL+KBIQ9g3H2z4fvuJ7jWrUPJO+9Al5GO/h99gbvHdcErf+2B73AzzyizDo+d0xPvLNlXk662KacCw1PDoShHop/E/tVwwUVIPe00rbeGXFYGy4QJ0HXvCafRGrBomkJpa7BgsK/Yqd3Xk/okoHdyODw+Gb9uycOWQxXYcqgSk3rGB3UNYteebs3AwysfxpfCT7j2/6YhQX8a1pRtxPz1s7QojIE1BN1Ul7HbMTZsEBZG9cbWki21xs7tMAVJeT4wGcHbSxNTIaZjN6T9739w/PkHvDt2wNCvP8xjTofbEqGl6lEoLZFmFzpPPPEEvvzyS03sjBs3TjsWFxeHPXv21HpdcXFxnXS29spBrYeOCqtRPWItTRzXIqPQ0ogzSpBVBoecAtLCGt84tDqqs867U0sF0J97HsSnHof7o3kwz7wl5POltG/ILqyHYbTNBLL4eePyKCzfU4xPVmZpwifCpMMVcXUXQJU//6x9cbGxMH70OpY6VmF0+umYzJ0PGRI2eTNx9YgEfLQ8D7uyE/Fg34/x2t97sKfIibSonrjn9HNwoNCFhCgfrDorBscMQMm1d0PctavmGqR42lxZgil9E3F69zjklru1SE6EWYclu4uwcm9JzWs7x5r99sXRel3EpcJ06x3az5KkwEleR0UOpT2hAmO6xuDq4Rn4bt1BvLF4D6wGHuf1T8Y1IzLg9EpaY8xgiTXE46ru1+Ks5EuwItOO5dluDMkYjLPHXIXdlf/BzIQHq3OgchykO5/AM3ffhH09JPxy4FcYOAPOSzsHMZsPgPn9d+DOfiFpBiyBhSMsGsIl06A7nEbvILuY9PFBacE0q9Ah7m3EWe2ll17C+KPyx/v27Yt3330XHo+nJoqzbt06zZCAQoSOBzrBh3D9Ycc1WYJaXg42vQNaGqSXDsuoyHI0Xeh0EVKxxLMeWVIeMiIToR87Du5vvtQMCvgOHUM+Z0r7FTl2Bbj56/XYeqjKwYgESMf3jMfLF/XDbV9vxBv/7MGMq89ECekl4Ucc6M6biKcyX8Oy/Kqoz8y+MzEpYxL6xXRBt0gVVw3rgv/2leLy99fUvIekml394TrcO74bUsNj8NnYj8A9+AKcR4kcXZfOME2/CuVRcbjt601Yk10GjmW0hQaZxnUjO+DaERmYt2w/TDoOg9IitaamgfD5aJ0bpf2i4xncckZnXPbeKi1iSyiye/HCn7twSscoPHFuz3rvn4ZiRBj6hV2K819fp6WbEz5flYN4qwGfTz8Hh/v6BoXPGAbbJZeg4IrrkZyQgNsGDgB8DrhW3gyX3Y7Ur7+BSwqtEiE1fxRKa6HZanT27t2LN998E9ddd50mYIgBQfXXkCFDkJCQgPvuuw+ZmZma6Nm8eTOmTp3aXNNtcUKH5e0IrzYiKC3RFl0tyYigGpKuRup0suxNNyRI5xMhgNfS1wi608eCjY6B4/mnoQaZR02hVEMSQqd/uq5G5BCIiPhtaz7+3V2EKf2TQNY+eUIY4p95po6bkm7QABSf1R/L8/+rOfbmpjexvWw7Xtn0ElTGrZ3vqQVVf8fH8srfu1FqV7Fskw9hs+9G8nvvIunVV5Hy6/+Aec9jUScvvtmQrYkcgqxUiRzCe0v3YWhGJJLCDfjsmiGwcifm/yMKpS0gKtAiqtUi52hIZJT0pgrFYr5cVDDri/U1Iqea/EoPHvlpGyQ++KgREWTGYUNhmTAeUl4eHL/8Cseff0Kx2xF9x2wwcXFBX4NCac00W0SH9OWRZRlvvfWW9nU0u3bt0kTQAw88gPPPPx9paWl44403aLPQw+SUuyBzpUcc14qKAQZgrS2nWejRxBsl7AtC6AgMj45CEtZ6t2Oq5QytGNJw0aVwvfYyPD//COO554d0vpT2SZHTF9C++X8bc/HOlQMRFaaADZOBUSOQ8ccfUMrKtIabxCZ2vZyFO9bfB/WYPI7f9v8Gi2DB9IXX4oVh36AyQBNCj6ig0iNieJiMsjtu1xoKEliLBYZZ09Fp9HC8tqog4PyXZhZh/o2ngpNkv2lrFAoFNZsE/+wuDDj+764iDEwkn6dNFzvEtW13bqV2X/tj2Z4SVHoVRBxjGtJYiOlIgcmLDZf3Q9/LJgGrN0LV66AO7oPffDsxxuCGQTQGdQ0KpTXTbEJnxowZ2lcgiLghdtOU2pA6lZxyN1RjOcJ1qTXW0ozZ0mJ97IkhwcZSIxwiA4vQtAVYFyENC1zL4VG8MLB68J27QBg2HK43X4Pu1BHgYmj9FiW4xcKhMlL75p+ZZyRANe7CLvUDzPo3H32i+uDq5AsgvPk+fP8sBZ+QgPQ7bsQFSWfjiwPza97HgEGyJRmD4wejc0Tn4z5wo008pOnXQz7KjIU043M98wpiR4yD3XMw4HvLnCJ0nASRmlNSKPXCMQwEjoWX1Jf4wajjgnZdIzU+dnf9N6NEQsRscOFXjvfi613f4LMdn2m1OZ3SO0GURWRueh+KqiA2KhUjYk6DO8AGC4XS1mkx9tKUhlHhkeDyKWCFihrHNWIt3ZIahR5LgqmqNmd/EFEdInQkyNjkq9rlJhimnAfwHJwvPx+SeVLaLyQCkhThf9fzkqGx8JmX4NZ/ZmJd4VoctB/EgqwFuHT59SiedT50GRlayojrzodxGYYgyZKkGQo82ete/DzxB5hYA15e9zJyKnPA6Tw1VtPHEmESECm5a4mco+EW/onhnQIbjozqEoMKuUyrNaJQKIEROGBK/4SA4xN6xUKvD27jkKS+9Y4L7AxKngM2LvjIa6Vix8Lshdq/PbIHW4u3YlfZLk3kEH7NWgCZobsflPYLFTqtjEOa4xrACg5YdTYtSYY4rrXE+pxqrIICCy9jb2XThU40G44o1qalr1XDmMwwXHAxfEv/hfffxSGaLaW9EmPWoVOspc7xs/tZ8PmueXWOS6qEJzPfADPjsppjymsfYkbKJZjX9xn003XAzCW3wsBH4p2+L+Ea72mIXLsZcy/srdnaHg3PMnjlwj4wLPo94Pzc77+LW09Pr/NeQodoM5IiDFiw71dIvLcJvz2F0n7gZTsuHhqOZD+bG9NOjYOOrwTHBRdpIRsOtvJCTOwa6Xf8geEJiPLYETQsC7aehqBkjGFaZrYHhXIyoEKnlZFTXtVDJ8LIgAML1eGA6vGAtbXciA7ZYE4wSdgbRESHfGgQ97U13u1a+l41fL/+4Hv3geOl57QUHwqloQhQYHaVw5i9G4asXYhyV+D9KweiT/KReynBpkeBZ1/N7uixZFVmwZt6JG3Ss307To3oD8sXf2CJYyMu7HgVJgiDYJ9+HSpuuA58UQHiPpiLn89Px6yhCRjdJQYzBifgl6kd0OnvH6AzmwLOl9zjojsT71zdCSM7R2r3lVHgcPHgFDw8uQcqfaX488CfEFUqdCiU+vAyXty7cgYeviAM909OwWldY3BOvzi8eVUGohM34qd9XwR9DfI5ZfbYcVeCG/eOTEK0perzr0eCFR+f2wHdl/wEOWhzacDEmjGxw8SA41M6TqE9bijtGirzW2EPHZ7zIdIYVpO2RmjJER1CoknE8gKz5nYjNFFedxXSsdK7BQflQqTwcTUCyDD1YjieegKu996C5fa7QjtxSptEp/igrl6JA488AtXl0o4xBgPinngc7148GuWiCpdPRqRZh0znqnrPRepwqpcRXFQUbFwY8uIjsMS+HvfG3gfPPfdAPJRbdd2UZBQSx7Yf5+PCYcMwNSUVTG4uXCuWo1KWkfbzz2D0es3goM6cr74OdmMkuNJdeHp4RyijkrTFFCtLWF9UBIdtL8L14RC0DhcUCiUQJLmz2FOMO5Zfgy4RXdCjcx94ZBee2LAEDtGBa7pOC/4aDAM+NhbiXVdjXGoqzrzoCjDWKGD/XqgPPQ7jKcMgmfVB96DxSD5MSJ+AP7P+xAH7gVpjpyaeigh9BFRqTkJpx1Ch08ogRgSMUIlwfYT2M0lbgyCAMQXeCW4JJJlFSCqDbIcOnaxNyxfuKCSDB6elr1ULHQIbEQn92ZPgmf8dDGdPAt+1ewhnTmmL8MUFOHBXbVFMIqP5d92NlK++Ap/cAaqmyFV0tnUCz/BaqtqxdIvsBv3ObM2ammD+vytQZgoDN34qHokxQipXIZ19LgxQ4dm6Dap4uJeUosC1YgWAFZqRgf7uB+Dp0h0H9OEwzF8A9f474Nm4seq1LAvDZVdgXXIvjEUYSkojkMnL+P1gESw8g8lpRgwUS7DcXYQ7BtwJnWoMyU4xhdJWsahGTEgdh5+yfsHust3a19GMSx9XK3OgKZCIq1RYgISn5qBk/WaIUdHwqiyMqemwnHsuTF06g3W4AGIkFAQmWPDHwd/w6uhXYCp3Qyov0wwOuIhw5Bk8sHsdUDUbayp2KO0TKnRaGVmlTihsKSJ0VUJHLi4CS6I5LbwAOdogQ88qyKxoutDRMQI6CMlY5dmK88xjao+NOg3iqpVwvPgcbG/PA3NMjxMKpRo9o6Dsw48Cjpe99y5sjzwBLyNoPxtVK+4bcj+eWPV4rdcZeSMe7ngTpFlPaD9bzhoL5rTxuOKzbXjz4h6wlZdBcBaCGd4Z8pg50BXYwbjtYHQ6qL6qe0DXqzfs9z+BB5YVYtv/DpEqPK3e5vHHXkGqpwy+/HyI0XH4dK8DriIRg5Mk3LZZxsbc7Jp5zFsLzBwSj2vSz0Tkrh+hxnaDHN0ddkRSm2kKxQ+cxOC6vjdiZcEqFLmLao1d1OUSRHJRQbuuESdHDzEpSemCFyKH4Ldf8jVba6uRx80jzsQZuZsQk+EDAvsVNAhZAqYkjoNr2TI4nn6lxsxESE5G0pwHwXXtDkWkzwFK+4UKnVbYQ4fRVyBc11n7WSkuBBsZ2ImppUBaBSSaJU3oTEhp+nm6CWn41bUcbsULI6uvOc5wHAwXXKT11vH++TsM488OzcQpbQ5G9EHM2h9w3Jd9QHsNdFVCh5V5jIo7HV9O6I7Pd32OXEcuBsYMwLlpZ8O6YT+Uyy6DvltXrd+NvagAn13eBZYdn8O64mlAOpyCZo5B2aT34TLHIeKKy+HdtQtRl0wC370Ltpb6kGQVsD2vqkHpvmIn/u/jdXj/qkG4fdUBlLn2aadYdWN/fL25EBtz6xYwv7k6H2d1jUZ03nrg74fBhcUj/IqfUM4nUbFDoRwLy8Iq6vHJyJfwT+5S/FW0DlbBgitTxyPF2hmSYtIacQabuiYNHIY7ftqH9Age312aDAMjocDD4dVVxWC69cVFtuB735Hr6LMLUHjPo7WOiwcPomLGrUib/yMcYbSPDqX9Qre9WxEOrwS7RwXDVyJCFwlVkqCWl7doa+mjSTaL2GvXa3U6TaWbkA4ZMjb4dtYZI711+H4D4HrnDS0NiULxh6LTQ9+jR8BxfbduUHSGqvovxQejxw6TV0UCl467+9yPV3o/gvN/LIRr9BQUPf4Eyr76Cjk3zkT2pZfBGBmBMLJoWvLoEZFDcBYh4vuLEBbJIOKcM5F89QCo3FZU5i1D59Kf8VLaKnw4NU3bECCQTurfrM3B2B7x2g7wnDPTIOkM+HxLVU2eP77bUQY1cUDVD/Z8cPOnw4QQuDpRKG0Ml2CAsPcPJL8zGpdv/AmvIw7PORkM/vFWxM87HeFqKXg+ONc1SVJQLAt46LRIzIleiA5lvyPavQZDyn/AvEE5EOBGGR9kOIdEhSUPSl57ze8YqfWz//oLeD9OjRRKe4H+9bey+hyC2SBCz+mgFJdoW8At3YigmhSzD6LCBNVPJ4oLRywXiVWebX7HDZOnQCkrhfubL4OYKaUt41MYhF9xhf8GuyyLyGuuAWQZhgOZKHvgXuRdcRnK7p4N/Z5tMEgi2A3bYf/uB+g7dQI363YwDz8J3YOPQd+5M1ReRNiK5/xfWPKC3/0LvGwJ9nUchq3dzsTm2E7Y1mUMDnY9FX347bhh2JHas62HKnHtwDj8eG4aJnWyQZUlOL2BO7WXe2WoFST97TD5myH4yoL7P4tCaYOYpDKE/fc85PQRKDjlBhzqOAp5PSehfNiNgGAEspZqqWfBQN5vVR1IkTbjv+ROuMG+AZdmfYsHmVIUx8VhclwemBC4oXGiF97MI/3ljsWzaRM4hTYLpbRfaOpaKyLncOf2KHPVfzalpFCzj2FDEP4+GcQYZBg5BbvK9ehi8wUV1Vnt3apZ/h7bP4CNiYFu+Ei4v/gEhinnt5poF+Xk4ouIRfK77yL/vvsgFRRox/iYGMQ98QTk2ASo/y1Hzp131ryevMa1+v8Q+8hDJNwC/Z33YnOngXhlTRGyNhYjLSoct942B+NNOqC0KtXMHyxE5EYm4bNdX+KXfb9AUiTN6GBs+lhc030aLonQ482VBTUNBR0eCfN3OXFtfxMsh/ZhdOco/Lq1avxYzukZBfbfP2odYyQ3fcpTKMfAMzIqe5yDxQmd8fzml1HhrdCO94nqhScvfB/Je4lRSHBwHAObyYcPc3fiw8zvao4vdBVg0aGleH/40+jFO2CXg/uMUngddCkpcJeU+B3Xde4MheU1AxQKpT1CIzqtiOwyN1jOg2hTlbBRiorAhNkArnWsZIhfAklf21F+pLamKXQX0lGm2JEp5vgd1501QUvrc3/5eVDXobRdRCI5uvVG4mdfIPX775H63XdI+uJLSH0GgnM5UPBElcHAsRQ9+zz4U4djQVxf3PZ7NrJKqqyps0tcmP1nNvI9HBBdVT/nj+I+U/Hh9k/w454fNZFDIG5uv+3/Da9vfhusVahJX7tyWBpu+d9OnNolBoZli1B6y024uX8UDH782TvHWtCH3w+UZR05yBugGKpMSygUyhEYToeN6YPw4PoXa0QOYXPJVly96lEU9T43aNc1UhtXAW8tkVONrMp4bPObsCP4nlc+nRGRM2/yP8hxsJ5/PkSJihxK+4UKnVbmuAa+DJH6qk7LSlFBi24U6o80iw/ZDgFOselpAWl8IkyMAf95t/gdZ61W6EaeBvf3X0M57EBDoRwLaaLnMoTBFZsCV1wqnAardkwpL4NScWTxczSk9qtcH4bXVuX5Hb9u/gFIpz3o/4KCEQ6WwW9Zv/kd/vfgv3DIHm1D4LrRSUiLFvDB5Ax0+fhVlD/3LBSnC/wT9+OHqZ1wVvdYCByj1e9cPzwFH080If7Xq2udTxl+O9yc/67sFEp7hsQ+Xtrxsf8xTwk22cmGQXCpaySAsq18T8Bx0mzYrh62mw/qOiqYzl0Qc9ddYIQqAxUCGxaGpNdfhy88OuhrUCitmdYRCqBo7CmuOGxEEKPtNsklxeC7Bi6qbomkhYlQwWhRnUExTTMM4BgWXYU0rPRsxlVhk/y+Rnf6mfAt/Qfub76AecbMIGdNaU8QB7/6KPUq8AbYId1b5ESupT8Sz34J/F8PAz5H1YAtBfIFH8Lus2spl4Egu8sfTM9AmZiNVGsn6FQRJawKkdilKwqknTsR9c9veObSK+E4u7u2FovhPdBv/uTISSyxUEbdA2+nifDKwRVUUyhtER9k7C3fG3B8TcFGjE0bH9Q1yGe0wBvqfxErIBQtrzy8EcLk85B6xhmQCwrA8DzY6Bh4zTatfx2F0p6hQqeVQB6auRU+MKYKROi7VkUqRAlseOswIqgmTFAQbZCwrczQZKFD6KHrgM8dvyFfKkY8X3fHilj9klodz/ffwnjpldruFoXSIKzh4OPiamp3joZEUHk/qWNHc8gr41feiWuuXwLOVQ5wAhRDFBwIhwUH632vSTDhxr+vwJeDXoOuqAiOsGhY73kQkbNugep2gzGbIVnD4WQ8UFAJhmHhgAXe3tfB1OMCMIoIhdVpkRxRorbSFIo/GLCIMcbU6aFTTWpYekhS17pG9gzYbLh3dG8YEbr6WpHhIZojgQ5HRXHpI4BCoalr/8/eXUDXVWV9AP9fea5xadKk7k6pUVyLF4dBZ3AfGHQGGz50hkEH1w5upbgUKBVoaUvdLe7yXK5969w0adK8pHHdv7Wyktz75KR9796379ln796iKiQhLHGwmCOwCGZoZaX6dq6XBTrMIHsUG6pMaE97DzajI0LAr02kr9XO6rDGjOH5H7f9iUi/E7Y6kfbYow3SQHSsV9MDt8NuAjLiYvelGOC2wKsUYHLS8ViVp2FLqQ2bi01YW8ohpGmIF6w4KOWgmPcdETcCRYEivDD1MYj/eQ3V8+bByKmI8AYEHAkIJmcg4HRil7QbNy+9AScvOAmnLTgFj699GB6uGj4uAdVcCrxaHAU5hDTDYbTgTyMbpnrWMvJGzM44RE9jbS+L6sDd0+5utN1usOMf0+6BUaX+NoR0Ngp0eomcypqKa/HWmmlotawUnNUGzti+hf3dYZAzioAstKvMtIkzYpghE0tCa5u8Dau4Zjh4GkIfvaf3EyCkpVdilWGjkf3Rh3Bddgms06fDcsHZML3zPOaZ/0B8RRmeOSYDdlPDCXGbUcCzpwzF1LihSM33IfWRf0C44HSIF5+FxJeegFRUhKjmwAMH34lR8aMa3HeQaxAeO/RRjHWNwMCPVyD6yzIEliyBEA7U3Yat3SlXi3Dpt5dgY8XGfYUM9nyNy3/4M4JC7HVFhJD9hDUcm3Y4Tso+vcFmh8GB/xz2HJxBETxLF20nThExO/kIvDfnfcwdOhfT06bjhok36L8n89TMl5CuQKlrvUROJavupCHFUZPzq5SV9rq0tVqpFhk2UcXaCjOGONteZnqMcQg+DvyIasUHtxA7Nc14xFGQli1B5IfvYD7x5HaMmvQnUQXQ4pJhu+RPyPHl4MOCL/HFuhtw6ZhLEfz8czhWrMBnd96LfMGO4ghglcIYZYqCu/92WB9+CCVXXApIexcaSxLCX30Jcc0fcLz6OgrNXpw29DTc6LwRFaEKxJnjUBwoRmFVDibxg1CRk6PfTXC7obGysHspQhTPrno2ZhoMmwlaW74GM+MPb3dHd0L6OmMwhNLzzsdVLzyLS0ZfiF3eXNgNNgwwp0D4bCGU6sXAjTd1yHPxshHJyMSNY/4GBTIETYQiaR2xNIcQ0gIU6PQSOyt8eiGCJGu8nnbLZnSEQYPRG7HyuYMdEfxRYcbp2WydQdseZ7RhMD7Gj1gWWYc51lkxbyOkpEIcO04vSmCac5Le7Z6Qlua8W0QLxrhSMFo8Bf8YfDZUayK8zs/BHX40KlUBC7ZXojqq4oSBVnBqCEpxEeTSEj24MWRlwX3Rn2AZMwaKxwsuzo2oEsJu7x48vOJhiLyoX0H2S35IqgSn0Ym3Rz6M+NNOQtIlp8OUbIemFsDEJSDAx8GPMH4v+b3J8f6U/yMOSTqC9TolhDSDV1Xwgog4mx02QUSmM0NPheagoSwpFVxFBevF3aFYcAMIUGjhDCFdigKdXmJrWQU40YN4YwI0v08vc9tbZ3SYoa4o1ldZkBcwYKC9bSU2bbwFQ8QBWBz6o8lAhzEefiSCzz4FafVKGKdMbceoSX/i4P0wrnwB/K/PArWdxeOyYTjjTSzYKOL/Pt2NkakOmEUB9/9cCbfNgHkvvA4lfyfMzz+GHek8viz8HkfbXUhJSsZH299GVXE1jsg4HO/MeRf3/3oftlZtrXs+b9QLU7wdjuBGcD/dD0g16aqCLQnCGa9Djh+GOFMcQqwJaAwp1pR2FsQlpH9gVcmyP5mH8kgpvsv5Hd+VrYLLYMf5A49B9iHDIEybAr62oRUhpFejQKeXyKkKgzd4EG8eDHVXTVNAzt17e2Rk2iRYBRUryyxtDnSYccZh+Cy4CB7VDxdvj3kbYdgI8OkDEProAwp0SCOcqCIALyQ1CpNghk1zgQMH4/YvwS99suGNq/ZAePs0HHvWtxiSNRXrCzzwR2T8efYgeEMyFpZFccKUYbjll5uwPXcHLhh1ATZUbsSdm++qe4hfi37VKz69cPTLuOHHa1EQKNC3p9pSkRAqBff9HQ2fM1AG4e25iL9qGS4cdREeXflIzL/jlMGnIspy7gghzdKsNpTKBbhk6e162mitb3K/x8VDz8CfR1/c4TM6hJDuQcUIegFJUVEV4GGzRGHgRKilJeDMZv2rt2IXy4a6Ivi93NKu6mtjjUOgQcPScNNFCVi6mnH2YZCWLYZSVNj2JyN9jmoOYZ1vFb7N+xp3LbsT539zLr4q/AwWrQz8L4/FvlOoComedbjv84144vtteHd5LnxSFZKSCpGYvgUf7p6P7Z4demrajLQZeHvz240egpW1fWHtC7h/+r7nuGzw6TAueTz2cypRcOs/xPFZJ+DQAYc22MWCsjun3gW3QI0BCWkR3ouXNr2F8mA5js06FjdPvhlXTbgKQ9xD8OaOj1EargDHUaRDSF9AgU4vkFsVgqZxSLDVTKUrpSXgXe6aMky92Eh3BJ6ogG2etldfs/NWDDVk4OfQqmZvZzjoYMBkRvizT9v8XKTvEAQOQWMlXt/0Gv618l/4ds+3ODb7WNx58J146o8n4QuVA/7GfXRqKUXrkeI0wyjweOrCQfi44H78dfHlCCsBzN85X7/NmIQxWFXS9Ovyp7wfYDfa9LU5zOFJBwEVTTcx5IvXwiiLuPuge/D2Ce/gugnX446pd+DTk+fjqNRjIchtfx8R0p9UqzK2enbjuaOfg81gw4fbP8SivEV6ZbT7Z96P7/MXdUjVNUJI96PUtV5gd0VNidk0h7mmEEFpKfjsQejt0iwy4owyfi21YqS77dXXxhuH45PAj6hQPEgQXDFvw5lMMB48DeEv5sN62eXgjPShsD/z8hW46OsLURWpqtu2rWobJiVPwu0H346tvj1IcqQBvqKY9w/Fj0HRhhDmjE/EwsJ3kGqJxy3D78MI9zDww8/Fi9s/hMAJepGBprDqaRFZxQlZx+F41ww4oxZoicPB5S2PeXs1bRJUiDBIVqRx2Tg7a7CeXkNV1ghpHTbLf/3k63HLz7foxUBqba7cjNkDZuOc4ed06/gIIR2HLln0AhtKSwE+hHRH/N5CBCEIcb23EEEtNiE1Oi6CP8otCEhtn50aaxgCAfyBZ3UOORSax4PIoh/b/Fykb6zJmbf5rQZBTq0/Sv+AgTfg/fyfocy+JfYDWONR7BiDvMoQjhtvwzkZM/GIloAZ8/+K+Odn44yVH+CdCTcj25qCySmTmxzHwanTYYAN1w25DKNcYyDFD4Z62L61PA2IJqhjzoAk7VuDI8sqBTmEtIVowvtb328Q5NRaXLBYn2klhPQNFOj0AptKKsAbqpFgToJaXNzrCxHUNzourK/R+a3U2ubHsPJmjDJkY2FoRbO3Y6WmheEjEP704zY/F+n9Qgjg25xvm9zPPuiYDGaEBk6DNutmQKg3+5cwBKHzF+Cv35brv05wGzD653/DvuxZIFytb+PzVyL53QtwXcosvU/OoRkN19QwZsGMS0bcALfRCYl3IWhyQJJVhONGQT3vfUSnXAoMOqzmaoAzHcoF8+EXkzvjn4OQfieiRPFL/i9N7l+YSxfDCOkrKHWtF8ipjMBo9MMuDkK0tBScxaJ/9QU2UcMwVwSLimw4Ij2gFyloi8mmUXjT/wV2SQUYbBjQ5O2MM2cj9MYrkHfvhDhoSNsHTno1kROb3Tc5aRKqeA5bRhyDjFFzYIuGIRodWFNhRKopC6paAYdJhDNYBjH3t8YPomlI+vlxOGddiTmD5uCwAYfi/W0fwBPx4OCUGTg5+3zEG9Ng5VBXjIMTNJRyIXwd3IVNVhmjBxyDE0/+F5JgR1hzQlFocTQhHUHUWEEcHooWu0qhkRO6fEyEkM5BgU4Pp6gaqvwGJCfXHJCV0iLwce2czdE0GOQgRDUCSTBDFizdWthgYkIY7+9yY32lGRMSwm16jBGGLNg5K74P/YYrDWc0eTtx/ARwDifCC+bDfmMTqUmkT7PCjlOGnILXN74ec/8xWccg05aKc7+/Qu9tU4s1D31oxnPYVuzDw3PHYemOcmBXM8UtitfjqKTJyF+2GubVW3HQ0KNhPO5YBHk3zLwJNh5Q90Y5rGfH7sg2XPnDFYiqNevVFuUvwisbX8cLR72IIWZHR/8zENJvuSHihOzjsWDX5zH3H5vJGu/ShQVC+gJKXevh8qqD0DQBSQ4RmqZBLSkB545r02OJchCZZb9i0q55mLzrLYzf8z6m7HxT/51tN0g1RQ+6WppVRrpVwncFsfvgtARb+D3ZNBLfB1cgqknNNoozTJuOyDdfQou0LagivZsqczhr2DnIcGQ02nd89vEYETcMtyy+o0GQw7BGnQ+tvB0hVCEkKRicZIPB0UxJZ8EIdUcOonc9BO+n88EZ4hEIWZEgmmCBVhfk6I8teHD7ktvqgpxarJjBbYv/hiDfcCyEkPbgcM7Ic/R+Vvs7behpsBhs+vmWENL70YxOD7e2qGZNTpbbDrW6Glo0Cj6+9TM6SZ4tyCpdov/ssWYgYE6EzJsgKhHYImVIqd6I1KoNyE88CEVxE7t8huegxBAW5Dr1UtPDXW2rwDbVNBq/hFdjWXgdDrdMafJ2xhmHIPrDd4j8+APMJ5zUjlGT3soiufDSka9geclv+GrPl7AIFpw38nwMtg+FP1qJgBTAdROvw9C4oVA1FSWBEry39T3keHNgt4Zw5eur8PZfpkExHwpwPKA1Lgqgjj0TPskMwz3/hDJyDAo5HmPsMqQYjaM8kgelwdKYY60IV8AjVcOMmjLUhJD2qeRk/H3JP/DQIQ9hS+UWffbUaXLitCGn6e/xL3O+xRVjr+nuYRJCOgAFOj3cqsJ8gA8jw5EIdWcuuxAFvjWFCDQN2aWL9UCm2paJEvcYKHzD0so+axrKXKOQ6N2GgWXL4fLnYkf6sZDFrlsHNMgRRbJZxhe5Dtw8ljVra/1jJAvxGCwOwOeBxc0GOnxSEsSRo/SeOhTo9E/saq1ZcuKo5ONxaPIR4DkBgmZACF6oHK/30nh+7fN4ds2z+u0HuQbhhkk34NMdn8Igyjh9ciLs9mosrdiFWSc/BevnN+jvtToJQ+Gddit2hlzgBnIYwJXi4CV3QyzMhveQBxCNNlwb0NRagbr9qkLz74R0EEVT9YqI+f58rCxeieFxwxGUg/h85+c4Y/gZWF26uruHSAjpIBTo9HBby7wwGENwGLMRKSnW15fAaGjZnTUNQ4oWItG3A4XxE1Bty2rypgpv0IMgvzkFAypXYWzuJ9iccRIixth9aToaC2xmpATwWY4Lm6pNGBMXadPjzDCPx9v+rw9YlMAw4xCEXn8Z8q6dEAdTUYL+ipVo5mCALEaxyb8O/1r1OP5z+JO47ZfbGpSe3e3Zjdt/uR1PH/k0Ei1OHDmpAJvL/LDx2dgeNwTDrlwKYcsXEAJlkAYdhT8iGbj2lZ2oCkp4/9xMZH53GhCsgGY+FVyMlBi30a2vAWLpcftj2+NMcUDTGZmEkFYw8zbMTJ+JWxY1Xqe5rnwdnj/6BXYC7ZDnEgQe1kAVNK8XajAIIS4Oqt2BAFsbSwjpdD3iGmE0GsVJJ52E5cv3NcrLy8vDJZdcgokTJ2LOnDlYsqQm7aq/Kari4LDWfMJRiovAt3R9jqbpqWosyMlPmNJskFMfS2nbkzwbnKZidO58mKM1JXO7QrZdwgCrhE92O9HWdaBjDIPh4u2YH/i52dvpRQmcToQ/+6RtT0T6DPZBZJN3Hd7b+i5uO+g2VITK9ZSWy8ZeBofB0aDBJ5vRsQhWWLUhcAcSMVL1ISFQij2VKpYmnY0tB12DL0Ojcf77uXqQc9nUJAzzLNODHEYdMgdCpHEwY1WduHXKrTHHd/Pkm2HVuuaCAyE9paGnxHOoVjSURhQEwYEXO+7jigYVL617CVNSpuDhQx7Gvw/7N5464ilcM+EayKqM3Z5dDdbQtZUo8rBVFaPoxhux54wzkHvhhdh96qmoeuo/cEZo3R0h/WJGJxKJ4JZbbsH27dsbpJVce+21GD58OD7++GP88MMPuO666/DVV18hPT0d/UVQkhAK2zEwxQdNkqCWl8EwsekGhPXpa26qN6AobgK81tb9m0VFK3Ynz0JW2a8YlfsZNg08rUtmdtiszqFpAby7040lxVYclhZsU1GCmaYJevW1SxwnI16Iva6BEwQYDp6ByLdfwXb19eDM5g74C0hvFOK8KA4WYUziGPztl7/VzeRMT5uOxw97HHcvuVtfJ8OsK1sHReUwVCpH6rIrgMpdNQ9isGDA9FuRbz4V4weaceMhKThhqAWpeV/B/dODNbeJH4yI147g5/NhOP1sSOq+/ExN4XFoypF48ehM/Hftc/oMUpYzC9dOuBaDbcOhyd1XFZGQrsQqEFbLGu78dD1W7Klp6uuyGHD7cSNw+NAEGDqgSICkhXFw2sFIs6Xhsd8fq2sePD5xPB485EGsLV2Lw9KOaPfzWHwVyLv6Gki5ufs2KopenERwOuG44moEVSplTUifndHZsWMHzj77bOTWPwgA+O233/QZnQceeABDhgzBlVdeqc/ssKCnP/k1f6f+X5TpskEpLdFnabgWFCKwh4qRVboUlfbBqLK3bCZnf4pgQm7SDGg8j1H5n+vlqLtCikXG2LgwPstxwhNt28tzmmksRE7A/MBPzd7OOHMWtGAQkYXftXG0pC9QeUXPz39h7QsN0tV+K/oND694GDdNualuW7I1GTZVReqnZ+wLchgpBNfifyK9YhVsBjtuPNiFEb/fA/fSBwHRDHXsBYjMfAL5f38Elc+/AKPf02gcgmzCCPM4PD7jCbx3/Af498ynMNIyAaLcMAhnF7atIQ+spXmwVRbBIgX1D4eE9AUBDfjTayvqghzGE5Jw1/wNWJXv0Wdg20vkTPq6nPpBTm3a2t+X/B2HZRza7ufheUApLGwY5NRT/cGHEDz7npsQ0gcDnRUrVmDatGl4//33G2xfu3YtRo8eDavVWrdtypQpWLNmDfqTZbm79Un2YYlxUIuKAIMI3tn8zIqgRDCs6HuEjW6UuEe36/llFuwkTgevShiZ/yUEpW3V0FprVkpAf2G+v9PVYH13S1l4E6abxmFB8Bd41aZLZvOJrCjBaITm968AmqBRIYD/bfpfzH2sApOBN8BprJkZvGDUBXDkrQLCjQMVJu63R+FSfPBtKEBFxTSEjnwHwZkvo2i5GbsuvRFKRQXUQACaf19AVR9LlxFlC8yyUw9w9k+fMSkRcL/+goJzz0HuGWcg59RTUXrV5bCU5KEDPv8R0q1YwL61xI8iT+zS/49/tw2BDuhvw85pb2x8I+Y+Nnub682Bqqrtew6eR2T3nib3a6EQtHDjNFZCSMfq1lPj+eefj7vuugsWS8NFeWVlZUhOTm6wLSEhAcXFNaWW+4tNJdUQjT7YDCYoRQUQWKPQA5QjY+tyWLBTkDAZGit7206SaNVndkySB8OKvtPX7nQ2i6jh8HQ/1lRasLK8bQs2Z5snQdU0fORf2OztDLNmQ9myGfLWzW0cLentFFWuS02LhaWRpdpScdbws2AVrTDlNbNesHIXDFDAO+woe+F17LniVuRcczu8n38NSHurCXBcm1Il2YdALmcXim69FUplZd32yLbtyLvoIlh8dHWY9G5sFuWPvKbXheZWBiF1QOqaqsnYWc0yJmL7Q6+61r5ZUhYoGbObzqhgxwDOTAUJCOlsPfIaYCgUgtHYsAQy+50VLehPCqoAp1WqaRRaVAguoZnmhKxyk38PkrzbUOweq6+z6SgRgwP5CQfBGShAVsmShmV0OwnrpTPCFca7O10oD7c+h9nOW3GIeaJelKBcafrEKY4dBy4+AaFPP2rniElvJXJGvbJZUwa7B+tFCkRerLkKnDau6QeLywbHi+BT0iAkxn6/2mYfAtm+r8hBSxkjQVQ8+Z+Y+1S/H4HFv+iLnwnprdgM5qCEps9dbqsBYgf0eBPAxWwWWmuwY2C7q66xCSFxwAAYMho3JmbcZ54JuTWtIgghbdIjz4omk6lRUMN+N/ejBePsCnMomIAUpwC1qhJaJAI+oekDM5vFGVTyC/yWFL0haEcLmJNQFD8OKR7WWHQ9usKR6QGYBA2vbImD1IaJpEPNk2HgRLzuXdDkbTie19fqRL7/Fqo3djoS6dvscOGsYWfG3MdS1gY7RsEXtGJy3PE4a+DtqEieCRhtMW+vHHoHAnAhbHMh48UXIbjdDfYbhw5F0t//gahgavU4BUVCeOu2JveHV/4Ovosb/RLSkRRFxdTseJgNPCZkuPCfE9Px2twBuHxaMmxGAX85ZBBsYvtf407Zhj+P+lPMfSxVdVbarA6puha0JyDjxRdgGj5830aeh/PkkxF3ySUIKT3yIxghfUq3V12LJSUlRS9UUF95eXmjdLa+7OfctYBqxuB4A5TCnXq6C99MIYKM8hUQlQhykmYcML2trViJapPkR1bZMoSNLlS3sdBBS7Eg58RML97f5ca7O9y4cFh1q/40tlbnOMsMfBL8ESdEZ2GsMXa/HMOMWYh88xXCXyyA9fwLO+4PIL2CKnO4cPifkOPNxaKCRXXb483xeOrwZ+HxOvCXVzbp2zLiLHjv3IFQz3kH/GdXA97CmhsLBqjTb4SWPlPvzcOEUgci44MPIe/eBamgAMbhw8GnpiNgduiztK0eJy/AkJ6O6H7HxlrGocM6qPMHId3HzgPLrx8HbcsXcP/xIhCqwuyBs3HNZX+D7EqBuvf91R5aOIyjbVOwbfBJ+GTXF/ue22DHU7Mfh2NbKaSxmR0SuAXcqUh77r+Az6Ovz2N9dBSHC16+/1y4JaQ79chAZ8KECXjppZcQDofrZnFWrVqlFyToL5bksEWMQ5EVZ4W6tqCmf44Y+7/LFirVS0kXu8foa2o6U4lrNIxyEEOLvsemzNMRNCd06vMlWxQcne7HtwUOpFplHJsRexF3U6aaRmNldBOerH4H/026A0aucbNV3uGEYfJBCH/yISxnnweuiX9n0jex4DkkOTHRchXOmH0lioN5SHckIt6Ugud/KMPETA9On5SO+WsK8dppKcj46ETA7AIOvwuwxgOsSIfJAVlyo/y512C74a+Iarx+RThgcYEbMxn8uCmIqGpN1mcbUz+jFgcSrrpKX6PTiCjCPmcOApLS/n8QQrqRDT6Yv/8ruO3f1m0zbF2AuB3fQLnse1SZhrbpQkF9qssF4fPFuDLuYFxywoXY7cvRg5x0Pg7q02/CdM11CIQ7pkMvW6vjNzsB9tV0UgYhpJP0yHnTgw8+GGlpabjzzjv1/jos6Fm3bh3OPDN2eklftLnED6MxDIuRg5KfBy6piSOkpiG79BeEjU69nHSn4zgUxE9CVLRhRMGXMEhNVzXrKKPiIjg4KYj5OU4sL23d4k2e43GG9SgUKeV4w/d5k7czHnYE1JJiRJf80gEjJr2JwnF45JstePDzHPzllTwsW5eKbTkJOPWpDViyvQKPf7sV2Qk2fHD5VGTmLQB8xUDZVmDBdcB75wMfXQr87wzweT8junMnDKGGwTj7UMau7LZ3aRt7DHHyQYi7/PKa2rV78TYbBjz3HKLOzr3oQEhXXHQwBvIbBDl1lCj47+6GlWv/OUeVNGizD4f621qEDz8LA69+Eu6zb0PgjL/ActqZqLTHw2Cg/jaE9AU98tK1IAj473//i7vvvhtz585FVlYWnnvuuX7TLLQyUolqnwPJdgWapxoam+5OjB3oJHm3wB4uw57kWZ2WsrY/lReRl3gwBpUsxsiCL7Ep8zQoQsPiER1tRnIQAZnHvO1uGAUNkxJilx+NJVVMwPGWmfgk8BMmGIdjmnlso9sImQMhDB2G0Htvw3T4kR08etKTBRUN328q0X9WVA0njk9DTnU53roqC1WRUjiMSSiuiKKoqAhTt33W+AH2RjBi3rewHXR0uxcxNydksMJ6wcVwnj4Xcl6uXrlJSE1DxOaCrNH6HNK7sXM/t+P7JvdzOUtgUFlPt/ZlLng0Hnd9m4PzTjsPI677Ewr9ebAa7XAKCfi/nypxkjuAmdlxkGiGlJBer8cEOlu3bm3wOwtu/ve/2L0t+rpVpSuhhDKQlWaAUrBLr3LJxyfGLEAwsOw3eKyZCJq69mquLJiRmzQd2aVLMKzwW2wdMAca33lXwFgMd1S6X+8m/+rWOPx5RFWrgp1DzJOwWy7Eo9Vv4qnEW5Appja6jfGIoxB6+QVI69fBMG58B/8FpKeSVQ21645NIo+haSo+KngKz/68vO42GY4MvDbrGWBjM3n1BisMmQMhmzo3fTQiGBFxJIAbk7BvlogW55A+QQMMsQt96ARDzcmgna93tszn5CkurAp/hDu+eh/a3gd0mVx45JAnsGm3F4cMpopohPQFPTJ1rb/7MXc9oJkwMN4EJS8XPCtBaWy8tiSjYiV4VUaJe1S3jLOm7PRUOEOFGFK8sNPLTrPm78dl+DDUGcWrW+LwWyvS2Fg1qnPsx8DBW3F3xX9jlpwWx4wDn5qG4DtvdfDISY8kqggaqqEJQQxJsuubLp6Vhpc3PoPlxfuCHCbfl4/71j6OyJS/NPlwnnGXQTrsBET5xu/VztCetxv7rGiRQrBVl8CSu13/bpapeSHpXqyQhzbs2Cb3a2POQJivad7bHmaRh2xeiw+2vVcX5DCeiAc3LboGh48xIhKh2RxC+gIKdHoYls+/Or9cv7KV4uT1QIeLUW3OHK1GStUGlDuH6bMr3SVgTkR+/BQk+Hbp5a07O9gROOD4DB9Gx0Xw1vY4fJdvb/FTmjkTLrOfiihk3FbxNMqUqsalpo86BtKSXyDvarqZHOn9ZDGMrwsX4IwvTsctSy7Hjcem6B/+T5jowLd7vol5n2VFyxDOmgYt+9BG+yJDjsevkWx8ua1K74jek7G/0xbyouKOvyHn5JORd8EF+vfKu++EPeLt7uGRfi5sTIRy1D2Nd7gyoBx6G8JK+y8kqIIXr214Jea+iBLBqtLf9DVxhJDer2efkfuhXb4d8PkS4bYpED0V0EIhCEkpjW6XVboEkmhBRVcUIDgAnzUNhfETkOzZhKzSpV0ys8PS2KbtLVDw9g6XnorQEm7BgSscpyOkhXFz+RPYI+0tD7yX4aCD9QaiwTdf7ZzBk27H8xy2+jbh8ZWP6R9q9nj34OeyN/DCxcPA81EoWtNXcpd696DoqGdQfMo7UEedCnX06Sg67UN8O/hOXP95AZ5ftBMBpWfnkZmlEEr/fjeCK1Y02B5ctgxl990Hs9LylFBCOloFH8YbZg6FF7yP6KQLgRFzUHnCw1h/yr/xRdWGDmmKK6kKSoI16/Ji2V61E2Zzj8nsJ4S0A72Te5hlpUughgZhYLIRSu42tjoTfELDXGG3PwfuQB7yEqZ26rqY1qi2DQSnaUirWqvPRuUkH9KpxRHYQ89ICcJpVLCw0I7SsIjLR1bBYThwxJMguHG18yy87luAmyr+jVtdF+IQy8SaxxUEmI45DuEP3oV88U6Ig2P33iG9V5QP4vm1/22w7fu8L7GmfAVeOOpVmAUzwk182E+zpuHtNWF8tNqEmYNugAYOS76oRLm/QN9f4o1ArwnQg2Md3udFcHnD1LxagSVLkOj3Ai7q8UG65yLExsoNeHLT63hRtGBm2gw44rKxofh77NiyA4mWREw5dirMcLTveTQeg5yDsNu7O+b+UXHj2NmgXc9BCOkZaEanh1mUvwJKNBEZcQKUnN011daEffEopyoYWLYMAVMifJbGC+q7U5U9C0VxE/SePoOLfwKndf7U/5i4CM7I9qAwYMAjaxKR529Z7O7i7bjaeSaGiQPxYPWreNbzAcJaVN9nmDYDXEICAi+/0MmjJ91BhqTP4uyvLFSGiqAPc4ecG/N+o+PHIN6UhOEpDj2g+XRtCeavLUa5v+Z1w4xIcaBnXHpomur3Nb/f1/x+QjqLIPDYWllTmCgkh7Aw70fM3/0FdlTXNMktD5VD0eR2P49DseCy0dfG3BdnisOEhPFQFFqjQ0hfQIFOD1IeLsO2kpoPTel2BUpBAbiUhsFMSvVGWKIelMSN7bJy0q0NdgriJyPRux3DCr8Bp7b/pHQgA2wyzh1SrZedfnxdEla0sEiBiTPiAvsJOM16OL4N/opryx7BxuguvWGo6YSTIC1ZpFdgI32LAAMGuQbF3Pffdf/CyYPOxtnDLoSRrymZzoHDzPRDcOeUh2HSbJiY4UKS3RTz/rcfPwKWHn5UZQ1ym9/fvqvlhLQVWxczMr7p4jop1hQIHZCIYpQiGGsbiZsm3gWncd/7YVT8KDw26wU4AyIkidboENIXUOpaD7K4eBHU4BA4zICtPB8RVQGfui/QEeUgMip+R6U9C2FD+yvPdBaPLUPvq5NRvhKj8+ZjW/oJkJorGdoBnEYVZw3y6Glsb2yPQ17AgNOyvXrxguZwHIcZ5vEYYsjAR4EfcGvFkzjReggumXQS+J8yEXj6CbhefE0vVED6BpNqxbUTrsM1P17daN+Wqs1wGE04LesyHJZ2KoKyH1bBAhFOpJjiICgq7DyHd/4yDbd/sg6rc2uq9yXYjLh7zkiMSrJB6eFrdBSHE9ZZsxBcurTRPtsRR0Cxu7plXISoqoYx8WPgNrlRHWlcGfPK8VfBprmgoH1BSMRkR9ymXTg0ZSaGHTwFIdUPo2AAHzVjQGkYriTAT8UICOkTOI2V+erDyst9nb02vsPc+OtVWLPmeGS7E3Fk2S9QcvfAdMzxdftZOli8byd2pB0FZe/V5p7MHPUgs3w5NE7AtvTjELA0LqrQ0dj/9ZoKM34ptmGEK4K/jKyCVWzZC0DVVCyLrNNnd+y8BVcEZ2HSfz6H445/wHziyZ0+9t4sKcnRq96HmiGMn4t+wL9W/0dPkWFSban41yGPIsM0DFA5hDWAJa9wGmAT2NVmrUGAHOU4BCQFEVmFwyTCIXJQWloVo5ux6mplD9yPwC+LGwQ5SXf/HX4Tzej01fdiT3sfNrVOpxyFuPWXW+pSTNns6mVjL8PcQWdBlFreVqA5NiWA0Ddfw+MLQRszQS/8Y1r6MxIvOBehtCxQ5hrpzHMi6ToU6PQQZeEynPP9ufBtuwfHjTFg8Levgh+QAcO4Cfp+W6gUY3M/RnHcOFTaY6fd9ESiEkZm+UqYpWrsST4Epa7RXZJyl+c34Ms8B5wGFdeMrkCypeVnrSrFhwXBRdgk7cKkcgcu+1rCqOc/Ae92d+qYe7PeFOiwl1+cnA/15wdRNvl8VPI8DLyAOF8pkjfMR/S4J+DR4tDXsepqgt+rr8lh6WpsJicsxE7JI71Hbw90aoOdsOCHV65GVInCbXTDCifrVN0hj88uVMSFt4Nb+jTkIedACSngDCIEqRBi/neIHvs4vCrNbJK2o0Cn56BAp4d4b9fbeHHlEvjzzsOfR1XD8Nm7MM4+HHxSkj5NMSb3Y4hqFLuSD+2Ra3Oaw6kqUjwbEO/fgwr7EOxOPQxKF3ygqo7wWJDrREjmceWoSgx37Vs03hIbozvxuX8RfLIfc0uycMllr+sVuUjvDnQsggTbD38Ft+nTmPuVM96AZ8AxPT4FjZC+Guh0NhsfguXzS8HtWRJzv/Kn+ahyT9X72hHSFhTo9By08KAHYAfTb/K+hCM6DQk2DrbcbeDMZvCJifp+1p/GHi5DkXtcrwtyGI3nURw3HvkJB8EdzMX4nA/gCBZ1+vO6TSrOHuxBolnGMxsTsLyFRQpqjTEOwV/jLsQh0UH4OHUPLvr2NPxQ8K2e4kZ6L4PqB7frxyb3C5s+gXigxV2EkF7LoIWaDHIYbts3HdKvhxDS/eid3ANs8WxCjn8P/N6BGJjAQ9q5DXxauh7UsAIEA8t+Q5VtIEKmhv10ehuvNR27Uw6DzJv0IgWZZb92elU2s6DpRQnYep03t8fhq1x7q65oGjkDTsg4GTdsGoTEfC8eWns/rlhySU3hCAp4eiXW+wbNrEPRrInQ6NBISN8+BhjtTd/AmtCVwyGEdCI6m/cA83M+hlMbAV9IRLZQDc3rg5CRqe8bVLIEGseh1D0afUFUtGJP0kyUukYhrWodxuV8pK8/6kzs4vwxA/yYkRzAF3lOvLXdjdZWDk2deTzO3RCHy35zgFdU3Lv6Tly86Dx8uPs9VEYqOmvopBOEhTioU69ocr868UJEo51fFp0Q0j1CggvqlEub3K+NPBmSRNUICOkLqLx0N/NEq/Fz0UJkKJejXADSCjdCs1jAJyYhzrcL8f6dKIif0iuqrLUYx6HcOUxveJpe+QfG5n6CwvgJyE+YCo3vnJcky/iblhyCy6jg+wIHysICrhxZBYexhRGPwahXXhv40fu48Jswyi65Bourf8VLW57DC5ufwXDXSIyPn4jBjiFIsaTCYXDCwItQNBWSGkVYCSOihBFVJf3h2FoftzEO6dZ0WERrp/zNJDZJ1qCMPgPctq/B5f7aYJ966O0IWwegndVrCSE9WFTmoUy9Etyun8CVbGiwTz3+MQQNiXQMIKSPoGIE3ezN7a/i3Z3zYC16AGaRw9ErXwOfORCW0SMwfvd7CBtdyEuY2ivX5rSIpiHRtwNJ3q2IGBzYlXIEfNa0Tn3KwqCIL3NZIKLh8pGVGOSoCT5aQi0rReTTj8ElJcF21XUIWXhsrF6PrZ4tyPXnoCJS3urxDLRl4aCkg3FE2tEY7R6rVwTqbXpTMYJaTt4LsXoXuC2fASYXtNGnI2xKRlDtmPK1hHQHKkbQMuww6+A8ECu3gtv6FcBSVkefpgc5YZWKzpD2oWIEPQcFOt2I9e8476fTMdQyE4uWH44TksuRteRDGI86FiP8y+EK5mFn6uGQ+0GlL6PkQ3rlWlijlShxjUFe0nS96Whn8Uu8Xn66JCTi5IE+PbWNb2F8oZaXIfLZp4DRCOtlV0DMzq7bF1Ei+ixdSAlBUWU9aBF5g94Hgn2Je2esWMlUn+RFabgUe/y7saV6E6qjVRjiGIYLh16C2amH96qApzcGOoz+/7N30TGlqpC+gAKd1peyZscA9u9CxwDSUSjQ6Tko0OlG7+38H17d9iJmGO7H9+tFXBr4BoagD+kT0zCk+CfkJ0yBl6XR9BeappegTvZshiyY9MIF1fasTns6Vj341xIrVpZbMNAm4ZwhnhbP7mg+LyJffwG1tBSmo4/VG7uySnltxQobbPdsxU/FC7HNswVj48bj5rG3YZBjMHqD3hroENLXUKBDSPejQKfnoECnm/glPy74+QyMdU/EhnUnwc5LOPK3l+GcPBrjpV/ht6SiIH4S+iODHNQLFdjDpahwDMWe5FmQO3EdS1FQxI+FdpSFRYyNC+OodD+GuaIHnuFRFUgrV0Ba+Ts4iwXGw4+CccYsvflie7BA59Ocj1ARLsdlw6/A2YPPB8/17LohvTXQEQQOmqCCBw9F0nrkGAnpj4EOm9AWRA4qVPCaAFmmRTOk96BAp+egQKebvLD5WczP+QgXZNyDp78VcbK4CQN3/4opI0PgNRm7k2dD7aSF+b2CpsEVLECqhy0U5ZCTNBNlzhGdtlZJ1YCtHhNWlllQERH1ogUs6BnijCLDJiHZLMPYRFNuzeeB9PsKyFs267+LI0fDMGEixNFjwDvb1l1bUiV8k/+lXqhiSuJU3D3xfriMPbdTd28LdNjLKCz6sK5iLb7c8wVsog1nDT8bA8yZMMhUHIL0Xn0h0JHFMMqkYnyw7X1UhitxRMaRmJ46HVbFDZUdrAnp4SjQ6Tko0OkGrGfO5YsvwjEDjkfRnsOxJkfCeZtfxriRKuK5KuxOma0vzCeAoESQWr1JX6/ksaRjT+phCBvdnfZ87LXCZni2eU3I8xv0oKeW26jozUdTLbIe/Ax2RpFuletmfrRQCPLWzVB2bIdaXMiaNej9kMQRIyCOGA1x2HBwxtatO9pavRlv73wTNoMdD055DEOcQ9ET9bZAJ2L04tqfrsEuz64G2+cOnYsrx1wLg0QFCUjv1NsDHUWM6C0Xnlv7bIPtKdYUvHLMq7BJvbufHOkfKNDpOSjQ6WKKpuDGX69CWbgMVw+/HXd9JGEKn4/TKj5AVkJAr7DW2VXHeiOWxpZatR4GJYTC+Ml6Wl9nlaKuL6JwqIgIqIoIqI4KqN77M9vGms45DQomJYYwKyWIDNu+3itaMAg1LwdKXi6U/DxoPh8gChBHjIJh4mSIEyaCN7fsw3RlpBKvb3sZFZEyfWZnVsps9DS9KdARRODt3W/ipfUvxtz/1nFvIVMc2mPGS0h/CnSq+RLM/eL0mPvmZM/BrRPuAKR+nO1AegUKdHoOCnS62Ns73sRr217CtaNuxKbdA/Hl2ghuKn8FU1KK9SaarL8MiY1TFST6tiPRuwNRgw05ybNQZcvultLbrOFocdCAXT4jtnmMCMgCRrgiOGmgT093a0DToFZXQdmzG8quHVCLCgHRAMPkKTAdeiSEzJrmsM1h1dxYGfL1VWtx1ajrcWb2OT2qKltvCnQiog8Xfn8BykOxS4GfNuQ03DruTkSjVIGJ9D69OdBh1c8+yXsfT/7xn9j7ORGfnfI5LFLPTeMlhKFAp+egyyJdaG3FH3h9+8s4Kv1YpJmH4OlNAUxSd+pBTqU1C+WOnpmW1FNovIAy10h4rBlIrd6A4QXfwGtJR27SDAQsyV06FgMPZNol/Wt2agDbvUasLLPi3+sTMTE+hDMHexFv2vtBmePAx8XrX4ZJU/SKbSzFTd6wAdLy3yAOHwHTCSdCHNJ0kGsSTLho2GX4Ku9zPL/5aeQH8nD96JvrylWTltOg6eW9mxKUg/ptCCFdjdObKzdF1mT08WuzhJAO1rNLOfUhBYF83Lv6Tr1PynEZc/DdxigiERUXi1+imk9Ecfz4vtsUtINFDXbkJk7Tv0yyH2NzP8awgm9hDVd0y3jYGp0RrijOH1KN4zJ82OE14oHVSfix0KYXOdgf53DCcNA0WC66BKbj50CprEDgqScQ+O/TUPLymnkeHicNPBVnDzofX+UtwB2//1XvxUNaxwwbjsw8qsn9Jw8+BYpMH6YI6WqKomD2gKZTcw9OORgmjtbPEUJajgKdLlASKsYty6+HWbDoV+UrfcB368I4gf8NXFRBYdp0CnJai+Pgt6RgZ8phKIyfCHu4BONyPsCI/C/g9ufUVBXo+iFhlDuCC4dV698/2u3CE+sTUBpqolwbL0AYNgKWcy/QZ3SUkmL4//UQgm+/CdVT3eTzTE+eiStGXIstns24eumfsdvXcEE9OQBZwGVjLoPT6Gy0a1zieAx1DqfKToR0A3bYTjQk44iMIxrtYw2Xb5lyK0S57zfQJoR0HFqj08ly/Tm4bcVNUDQZ14y6CXG8BS9+moPdQTtuC70O/6BpgJXK2bYXp6lwBguR4N8Jc9SDqGjX1ztV2gcjYE7qlkCyICDi+wIHAjKP07M9ODQ12HxvHlWBvHG9ns6myTJMxx4P05FHgzPErtRWHi7TixRURStxy9g7cNSAY9FdetMandpu6D6+AvO2zMOPeQthES04Z/g5ODrzWJgke48aKyH9ZY1OLckYwLLipZi3+S14Ih5MS52Gy8ddDjeSoSl0UZD0fLRGp+egQKcT/Va6DP+35j44DA5cMeIaZAYq8NvC1XgyMAd/9n+ItDQ3uKSuXVvS52kaLNFquIO5cAaLIKhRyIIZXkuaPgMUMsYjbHQhKtigCoYuKVqwuNiGdZUWDHVG8Keh1Ui2HGCReySM6O/LIa9dA87phPnk02GYchA4no9ZpOCj3e9hVcXverny60f/FXaDHV2ttwU6tThRRQgB8OBggYNS1kiv1xcCndrCBEH4oEKBmbNSpTXSq1Cg03NQoNMJgnIAr2x9UW8IOto9FhdnnoExWxdg/eYSXB+9DrMDK3CIqxTCwKyuHVh/o2mwRiphi5Tp382SB4Iq1e1WeAMU3qh/1zgBKidA41gwwUHl+L3bRCg8+zJBEUyIilZERRuiogNhgwOq0LK+OKwnzw+FdgQkHsdn+nDMAL9e0KA5rFKbtHQxlF07wWdkwDznFIhjxjaqtsbewivLV+DTnA/1xpfXj7kFs1MO69KqbL010CGkr+krgQ4hvRkFOj0HBTodiHWz/67gaz2dyC/5MDf1WJzl9WDQ1s/wSfhg3Bm9DKMC23CKYyvELFYWuWvGRfbSNBiUMIxyAKIShqBG9MCH1xRw+pcKnlXb0jT9Zw5qzTZNAa9K+uyQQYnodbtqscCHzRKFTAkImBIQNCciZIzbGzA1nt35rdSKP8otcJsUnDzQh6lJoebT2VhAVlQAadkSqIWF4DMyYT76WIgTJoETGq79qYpU4uM9H2BT9QZMiJ+Ev4y4CmPixqErUKBDSM9AgQ4h3Y8CnZ6DAp0OUBoqwfcF3+Cz3E9QFSrFOcYsnBPmkFWwAlWqBfeqV+DLyERMDGzACYn5ENOoIWivpWkQ1QgMchBG/csPs+SDSfLqARTDZoGC5gT4TckImBP1NULhesFPZUTAshIrdnhNSDTJOCI9gGnJQVjFZl6omgYlPxfSyt+h5ueBc7tgnDYLxoMOBp+S0uCmm6o24Mu8BSgKFWJc3AScnn0mZibPhrGFs09tQYEOIT0DBTqEdD8KdHoOCnTamJq21bMF6yrX4I/ipVDK12JiVMGRihkT/JUwRoNYbxiFd6Sj8Vl4ElSNw1HRVZicxYGzUeGBvkpQZZiiHpilan2dkEXywCj59X0sLS5oqpn5YTM+7Gu3moxfq5Ow3WuCwAFj4sIYFx/GcFcUCSalyfoJalkp5PVrIe/YBkSi4FNTYRg9FsLQ4RCyB4G326FqKjZUrcMvxT9hl2+nntI2LWkmDk6ajnHxE5BqSevQ1DYKdAjpGSjQIaT7UaDTc/T5QKei4sAH9opwOQKhcvCBIshyCLIcRDTqQzTqRTRShWi4EtFQOZRQGbhgOZzRAFJlGZmyggRZxVJ1DPZoqditpWOzkon1ajb8vA2CJmO8sh0z3WWwu1hJTMpV6294TYJZ9umzPhbZC6MUgFmuCX5qlfMJWKyNx0plGArUBH2bmZOQZaxGujGAeGMELoMMq6jCIqowCqxhqQYrJ8NZngNfbink/Hw96NFZzeCTU8AnJIF3u1HuANZZSrAFhSjVaspWGzkDskwZyHAPQrI1DQmmBLiMLtgMdj0oMglmvZyrWTAj3TrggEFRYqKj3e9DQkj7NfdepPchIV3jQOdE0nX6fKBzIBvLN+LcL8/FBwVFGBXdt1C9pTao2Tgp+lCnjI2QA/nO+Desd1bjvqSaAKkzPDjrQZw69NROe3xCCCGEkM7Q7wMdQgghhBBCSN9zgAK3hBBCCCGEENL7UKBDCCGEEEII6XMo0CGEEEIIIYT0ORToEEIIIYQQQvocCnQIIYQQQgghfY6IPo4apBHS+ahhKCE9AzUMJaT7UcPQnoNmdAghhBBCCCF9DgU6hBBCCCGEkD6HAh1CCCGEEEJIn0OBDiGEEEIIIaTP6RGBTjQaxUknnYTly5fXbcvLy8Mll1yCiRMnYs6cOViyZEm3jpGQriQIPIxGEQaD0N1DIYQQ0k7sWM6O6ezYTgjpR1XXIpEIbrnlFmzfvr1um6ZpuPbaazF8+HB8/PHH+OGHH3Ddddfhq6++Qnp6ereOl5DOxPMcAkIVfiv+DatKVmKIeyiOzjwaDsQDCp0gCSGkN9EEGV5U4tvd3yDXl4vpqTMwJfkg2BQ3VJVK4BHSpwOdHTt26EEOC2zq++233/QZnffeew9WqxVDhgzBr7/+qgc9119/fbeNl5DODnLKUYjLvr4U3qi3bvvza/+LZ458BiOt46EpXLeOkRBCSAsJCtZ6V+HWX26Bqqn6pq92f4UEcwJePeY1uLjkRp9/CCEdq1svEa9YsQLTpk3D+++/32D72rVrMXr0aD3IqTVlyhSsWbOmG0ZJSNeICAHcvfSuBkEOI2sybv3lVgT5htsJIYT0XOyYfcfi2+uCnFoV4Qr834oHIYvhbhsbIf1Ft87onH/++TG3l5WVITk5ucG2hIQEFBcXd9HICOl6fsWHrVVbY+4LSAEUBQsx2ODq8nERQghp/Qz99urtiKrRmPt/L/kdQdUHB0xdPjZC+pNuX6MTSygUgtFobLCN/c6KFhDSV8mq3Oz+kBQEZ2Rr2LpsSKQdFFXGdwXfIC+Qi3FxEzAteQZ4jtZZEdJfBKVgs/vZbD0hpB8GOiaTCdXV1Q22sSDHbDZ325gI6WwOgwPx5nhUhisb7ePAIcuZDTov9g5+yYdbl9+I7d6tcBndeG/X/3B46pG4a+J9EPkeedglhHQgVmhgZPzIJven29JhFexAw6w2QkgH65GXF1NSUlBeXt5gG/t9/3Q2QvoSm+bCbQfdHnPfn0b9CVY4unxMpPVYPv49q+9EfjAPN4y5BfdM+icuHvpnLC5ZhBe2PNPdwyOEdBEn78apQ06Nue/Og++CVXV2+ZgI6W96ZKAzYcIEbNy4EeHwvoV6q1at0rcT0lcpsoYp8dPw8tEvY0zCGBh4A7KcWXhw5v/hwuEXg5cbpnOSnunr/C+wpmI1Lh56GbLs2fq2CQmTcFLmafhkz4dYV0lFVQjpDwTZjGvHXY9/TLsHGfYMGHkjJiVNwhvHvYmR9rFQFJrOIaSzcVoPqW04YsQIvPXWW3oVNkVRcMopp+h9dK655hr89NNPeP755/Hll1+2uo9OebmP1jSQXreINcoHIXMSeE2ARXP0+BNiUlLzs0395X0YkkM476e5GO4agfOHXNRopuepjf+G0+DE0zNeAMdRqXDSte/F/vI+7GlEkUcAXmicChFGGBUL9dDp4w50TiT9fEZHEAT897//1auvzZ07FwsWLMBzzz1HzUJJv8BOgKJsgVlywijbenyQQ/b5Jv9LfX3O8RknNtrHChEcN+AEbKxejz8qVnXL+AghXU+WVZhku35MFyUzBTmEdKEesyp269aGZXWzsrLwv//9r9vGQwghrcFmbD7c/S4mJkxGvCkh5m1Guccg3ToA83M+wuTEg7p8jIQQQkh/0iNndAghpLdZW/kHikNFmJUyu8nbsHS1aUkz8WvpUlRGGlfXI4QQQkjHoUCHEEI6wHf5XyPRlIRs++BmbzclcSo48Pih4JsuGxshhBDSH1GgQwgh7RRVovil+OeaIOYARQasohWj3KPxc9GPXTY+QgghpD+iQIcQQtqJFRcIKUGMj5/YotuPi5+ALZ5NKAuVdvrYCCGEkP6KAh1CCGmnpSW/INGUiFRLWotuP8Y9DgIn6E1ECSGEENI5KNAhhJB2YK3IlpUuwZi4cS3ujWMRLRjsGIoVZb91+vgIIYSQ/ooCHUIIaYc9/l2ojFTopaNbY4RrJNZWrNbX9xBCCCGk41GgQwgh7bCqfCVEzoBsR/PV1vY3wjUKETWCDVXrOm1shBBCSH9GgQ4hhLTDqvLfMdgxGEbe2Kr7scahToNTvz8hhBBCOh4FOoQQ0kaKKmNd5R8Y6hze6vuy9TxsnQ5rNEoIIYSQjkeBDiGEtNFO3w6ElBCGOIe26f6DHUOwzbMFESXS4WMjhBBC+jsKdAjpBqoYhV+sQIG6C1V8MSRDqMUVu0jPwdbXsPU5mbaBbbr/YOdQyJqMzdUbO3xshJD+gxM0hAzVKFL3oBR5CIteCAKdUwgRu3sAhPQ3kjGA59c/hwW7FkDVVH3bmIQxeOSQR2GXE/RyxaR3WF+5DgPtAyHyhjbdn/XdsYo2rKtcg4kJkzt8fISQvk8RI1hWthiPrXwUASmgb0uyJOGRQx7BYPMIaApd0yb9F736CelCnKjif1vfwvyd8+uCHGZjxUbc8NP1CIu+bh0faTkWkK6vWotse+uqrdXHczwG2rKwiWZ0CCFtwPMcckO7ce+v99QFOUxZqAxXLbwKXq6yW8dHSHejQIeQLuSHBx9s+yDmvt3e3SiPlHb5mEjblIVL9f452fZB7XqcLHs2NldvoJk8QkirSXwYz6/7b+x9qoQvdn0O0UAf9Uj/Ra9+QrpQWAk1u/A835evX6EjPd8Wz2b9e4ZtYLuCFBbo+CQfCoL5HTg6Qkh/ICGK3Z7dTe7fVLkJCuQuHRMhPQkFOoR0IbNgabbfygD7AKgqXdnvDbZUb4JNHYLHPjfgr+8FsKGgbR8mBtqz9e+bqjd08AgJIX2dgTMgy5nV5P6RcSMh0HJs0o9RoENIF7JzTpw57MyY+wY6BiLZnNLlYyJts7l6E3z5Z0BWAZeFx8uLwvCFWx+kWkUrks3JeplpQghpDYNiwdUTrom5T+RFnDz4FMjSvvWghPQ3FOgQ0oU0ScDFoy7FyYNPBod9KWoj4kbg2SOeg1lxdOv4SMuwQhIbCiMIBOJxzBgRp0w0IKoAi7ZKbXq8AbZMbK2mQIcQ0josAyDbMgT3TL8XFtFStz3BnID/Hvk8nEjo1vER0t1oPpOQLmaI2nDj2Fvwl7GXwxPxwGqwwiG4YJRtUGlBeq9QFCyEv2IcXFYJmXEmvQfSmDRBD3TmjDeAb2VPpAHWTPxQ+A0UTYHACZ02bkJI3yPIJhyRfAwOPnEaqiKV+jHEbYyDVXVCVbp7dIR0Lwp0COkGvGyEA4lwCIkAyypQAQ0U5PQW26q3Q/aPwNAssa7R66h0AWvzFewqUzE0uXXBSqYtE2EljIJAXt2aHUIIaSlN5mGFG1beXbNBqjm1ENLfUeoaIYS00tKcPEC1YGSyqW7bADcHmwn4I0duU+oas82ztUPHSQghhPRnFOgQQkgrbSgKgeclpLj2paixmZ2sBB6bCpU2FSRIMCViu3dbB4+UEEII6b8o0CGEkFYqqDDBaQ82WouTlSAgv0qFN9T6pJF06wDs8u7owFESQggh/RsFOoQQ0grVkWqEA6lIdTZeUzUwvuaQuqO09YFOmjUdO33bO2SMhBBCCKFAhxBCWmVl0U5AtSIzztxon8PMwWnhsKNUadOMTnW0GhUluzpopIQQQkj/RoEOIYS0wsqCQv17dlzsnkesKMH2ktYHOkk5Hv37mr+dB8+dt0KLhNs5UkIIIaR/o0CHEEJaYWupD7wQhtMc+/CZ5uKRV6lCVlpeLlzesQ2WN96HUeFQcMwkSCt+g//Jf3fgqAkhhJD+hwIdQghphYIqDVZzqK5/zv5SXTwUFSiobtk6HS0aRfB/b0JIT0eKMRn5GWaYT52LyBefQd5G5aYJIYSQtqJAhxBCWkjTNHgDVrhtTaemJTk4sBhoT3nLAp3Izz9A83hgPPIYpAgJ2CMVwjDzEHCJiQh98G4Hjp4QQgjpXyjQIYSQFioOlkGJxiHJLjZ5G4PAIdHOIbfiwOt01GAQ0R++hzh2HHh3HFKEeOTKJdB4DsZZsxFZ+D1Uv7+D/wpCCCGkf6BAhxBCWmhl4W79sJnutDR7Ozark1t54Bmd6JJF0CQJhilT9d9TxQREIaFYqYBh8lRAlhBd8kuHjZ8QQgjpT3p0oFNUVIQrr7wSkydPxpFHHok33niju4dECOnHNpSW6N8HuO3N3i7ZwaOgSoWqNl2QgAU40UU/QRw1Gpyt5vFY6hqTIxeDj4uDMHgIIr/81KF/AyGEENJf9OhA56abboLVasUnn3yCu+66C08++SS+//777h4WIaSf2lXpBcdH4TA2f+hMdnCQFKDE23SgI/2xCprPB3Hi5LptTs4GC2dCjlxTwlocNQbSyt+hyXIH/hWEEEJI/9BjAx2Px4M1a9bg6quvRnZ2No4++mjMnj0bv/76a3cPjRDSTxV5JJiN4SYrrtVKdNQcWpuqvMaKGkR+/hFCVjb4uPi67exxk/eu02HYbA9CQcgb13fo30EIIYT0Bz020DGbzbBYLPpsjiRJ2LVrF1avXo1Ro0Z199AIIf1UtV+E3XLgIgNWIwebiZWijn1bZfcuqPl5ECdMbLQviY9DrlSk/8xnZAIWK6Q1qztg9IQQQkj/0mMDHZPJhHvuuQfvv/8+JkyYgBNOOAGHHnoozjrrrO4eGiGkH/JJXkQjbsRZW3bYTLTXrNOJha274dxuCAOzGu1jMzr5SilUTQXH8xAHDYa0dk27x08IIYT0Nz020GF27tyJI444Qg92Hn74YXzzzTdYsGBBdw+LENIP7azOgSa7kMimalqAlZjOjxHoqNVVkNf8AXHcBIBrfAhOFuIQ1qIoV6v134UhQyFtWAdNOfBMEiGEEEL2aboZRDdja3E++ugjLFq0SE9jGzduHEpKSvD888/jlFNO6e7hEUL6mY3l+QBsSHFYWxzorM7VEJU1GEWuQUlpiAIMo8bEvB+b0WHYOh32s5A9CAiFoOTugThoSAf9NYQQQkjf12NndDZs2ICsrCw9yKk1evRoFBbWVCMihJCutK28XP+eaGvZ9aEEOw9NY5XX9s3qaJEIoksWQxw9juXnxrxfHO+AASLy5GL9dyFzIKtSAHnTpg75OwghhJD+oscGOsnJycjJyUE0Gq3bxgoSZGRkdOu4CCH9U06VnyWewWFqvuJarXhbze0K61Vei/66FFooBMPExkUIavEcjyQhDnl7K69xZjP41DTImze2+28ghBBC+pMeG+iwBqEGgwF///vfsXv3bvz444944YUXcOGFF3b30Agh/VCJLwqTMQqeb1mgYzZwsJv2BTqsQWjkh28hjhgJzuFq9r6Jgrsu0GGEjEzI27a28y8ghBBC+pceG+g4HA688cYbKCsrw5lnnqkXI2A9dc4555zuHhrpB9iHWYNBgCD02LcI6UKsApo3KMJqal1BgHg7j6K9gQ5bm6P5vBCnHnzA+7ES0/UDHX5ABuRdO6ggASGkWaIoQBTpvEVIjy9GwAwdOhSvv/56dw+D9LMAJyR4sdO7A2vL12KgYyAmJU2CTXVDU1p2JZ/0PaXhEsiSE869jUBbKsHGocijQg34Efn2a4ijx4J372sQ2hSWulat+hBQQ7DxFn1GB5EIlLxciKw4ASGE1CMZQqiIlmJxzmKYBTMOST8ETj4OgtyyKpGE9FU9OtAhpCuxZvc+vgJX/HA5igI1DRsZdtJ4/qgXkG0cBk2lYKc/KgjkQ5PciLcYWnU/tk5nbZ6GwPz50BQZhukzW3Q/Fugw+XIJRhizIQyoWZuo7NhGgQ4hpAHJGMBjqx/BwtyFddv+s/oJXDvhWpyadQZEeV9RJ0L6G5rfJGQvWQzjn8sfaBDkMGEljBt+uh5BwdttYyPdK9eXD012IKGFPXTqz+ioGlC8ZhuMMw4BZ7W16H5Jglv/nieX6t85m01vMCrv3tWG0RNC+iqWpvZbya8Ngpxaz619DmVSsX4Rj5D+igIdQvYKqn6sKFkRc59P8ulX9emE0T/tqGKlnnm4La07ZMYhoH8vzxwLcez4Ft/PxBnh4u36jE4tITUd8q6drXp+QkjfFoQPb256o8n9H2x7H0K9Pl6E9DcU6BCyV1TdV8o8Fm/EC44inX5pd2W1/t1hbvn/vxoJg//mUxjVKCpGTqvJjWyFRN6NAqWs7nc+LQ3Kzh2tegxCSN+mQoUn4mlyf0W4AiqoiAnpvyjQIWQvm2iH21STMhTLYNdgqCwPifQ7hd5gqwIdvZT0gvmA3494s4oS2dLq56wpMV3TNJTh09KhFhVCC4db/ViEkL7JzFkxLXVak/uPyDgSvEbLsUn/RYEOIXvZNBdunHRTzH3HZR0Hu9B87xPSNymagsqAClFQYGxBCoimqgh/9TmU8jIYZs5GnBUoDrb+gwYrSFAol+ulrRk+JbVmPLk5bfgrCCF9kiTg8nFXwCQ0Xj+YZEnCjNQZkOV9TYsJ6W8o0CFkL0XWMCv5UPxr9r+RYa+pcuU0OnHNhGtxy6S/QZSock1/VB4ugyzZYTO17MNCdPHPUPLzYJw+E3x8POKMCkpCIrRWTgay1LUoJFSoNWkpQmqa/l3es7v1fwQhpM9yIwlvHTcPU1Om6r+LnIgTsk/Aa8e+DqvSdJYCIf0BzWcSUg8rwznVPQsvHzUOkhaFCBE2OKE0v3yH9PXS0rILDvOBrwvJO7ZDWrcWhklTwCen6NviTApCCg+/xMNhbPmV1X0lpkv1nzmLRa+8puRQoEMI2Yf1eEvmMvHQtMcQQVBfS2rW7OAkESoo3Zr0bzSjQ8h+FEWFSbLDLsfDLDuhyN09ItKdCoMFUCUX3JbmrwupkQgiPy+EkD4AQr1eNyzQYdisTmvE8Q7w4BtUXuOTU6Hk7Gn130AI6ds0TdObg1rlOFgkNziZrmMTwlCgQwghBwh0ODnugDM68qqVehECccKkBhXW3EYW6GitDnQETkAC70Jh/cpryckU6BBCCCEtRIEOIYQ0I99fAEW2wmFquhCBGg4junY1hCFD9RSz+kQecBnVVgc6TILg0lPXavEpKVAK8qEpVC6WEEIIORAKdAghpBk5ngr9UGlvprS0vGE9oGoQhwyPub+2IEFr6b106gU6QnIqIElQS/aVnSaEEEJIbBToEEJIM3nvRXt76NibmNFht5E2roOQkQHO3LjEK+M2KShuS6AjuFGiVOolrpnaAgdUYpoQQgg5MAp0CCGkCV7Jg1DUqP9sayLQ0Zt4er0QsvYVIIg1o1MREaCorQ90FKh6sMNwcXGAaNDLVxNCCCGkeRToEEJIM4UINMkJntNgrYl3GpG3b9PX5fCJiU0+TrxJgapxKA8LrU5dY2rX6XA8Dz45CUpebqsehxBCCOmPKNAhhJDmAh3Zqc/msN4U+2MdKuSdO8CnD2hQaW1/bS0x7eIdECE0rLyWSIEOIYQQ0hIU6BBCSBOKgoUQ1Pgm1+eo5eXQAn4IaenNPo5NVGHkW195jec4PX2tfkECPimF1ugQQgghLUCBDiHdhOc5GAyC/p303ECHV5oOdJSc3YAggk9oOm2NYZM9rJ9Om0pM8y4UyPVmdJKSoJaWQItGW/1YhJC+TRQFiKymPSFER61zSZ8lCDxCqgZF02AReLR6JXgn4QUgwFdjQ8V67KjegVHxozEybiRsqhuKwpKhSM9KXRvbZCEClkImsLU5woHX3rD0tZJwW3rpuLFV2tcklE9KZqXeoBQVQszKbvXjEUL6HskQRHm0FEv2LIZZMGP2gEPh4N0Q5NiVIHs6XuQRlGvOhzaBg9JDzt+k96FAh/RJUZ7Hsl2VeGXxblSHopg1JAFXHTYE8QYemtp9wQSbvSlWcnH5N3+BT/LVbY83x+OVY15FPJ8KtRvHRxoHOrJkjRnoaKpaE2yMHNWix2KBzoZKc6vHwAoSLFaqIGkyDJxYE+iwICs/jwIdQggkYwCPrnoYP+b9WLftP3/8B9dMuBanZZ0BUW79cae7sLWQrKD/JysL8PEf+eyaDk6fOABnTRkAGwc6P5JWo/lN0udEOQ4PfrUFf/toHbaW+FDijeCTPwpx8rNLURKWYy4q7yoh3osbf76hQZDDVIYrcfvi2xDh/d02NtKQpEooC1UgKhlhj3FRVC0tBmQZfGJN4NGSQMcvCwjKrXv9JQouaNBQrJTrv3MuF2A0QqUS04T0eyxN7bfiZQ2CnFr/XfscyqTi5uqk9DgsyLnw9d/x5MLtyKsMIb8qhGd+2oHzX12BAMU4pA0o0CF9TllQwtcbG3eOj8gq/u+rLZC68aBfLVWhJFgSc9/26u3wKd4uHxOJrSRUDFW26T/HmtFRior1lDXeXVMC+kBYL52axxVbnbrG1K7TYYE6W6dDvXQIIUH48ObmN5vc/8G29yGIXK9JN/9xaxlyKmqaNNfHAp6vN5ZAoPVHpJXoFUM6Hftg1pZZlLbcjy3E/HnrvgpV+1u2swLhblwHE1JCze6PqJEuGws5cCECVlq66UCnAHxcPMtHbNHjtbXEtJOzwwCxYUGChCQoBfmtehxCSPfqjMIzKlR4Ip663xPMCXAaa45bTEW4Aipqjj09XUTTMH9NYZP7P1tTiBCtYyWtRGt0SKcxqBKMIR+knTtrfh8yBFGLAxJvaPZ+migjxPmwy7MLqqZiiGsILJoDvNL8/fbeGyax6YXhIs+CJ3SbRHMieI7X/679sQWkLqMbkLplaGQ/xaGiukAnVtU1tbgY/IABLX48Aw84DQqKg20rMV1Uv5dOUhLkTRtb9TiEkO6ZpWDFZ4pDxagIlSPLmQWXGAeDZO2QxzdzVkxPm4441Yy5CUeB35MPzmhEMD0eLxa8j9kZR4LXRD0g6unYUdbYzIwN26fHihTrdKpnnnkGK1aswLx589AXUKBDOoVJDiP6/TcoeuwxfR2DThSRdNttMB17AiJC7EowihjF4tKf8NCK/4Os1txP4ARcP/F6nJh5CoQDLKqUZRVHjEzCo99ujbn/hLGpsLIr8Gr3HPRtcOK8Eefh7S1vN9p3+bjLYdOcdAzvQTM6FqQiDMBibLhPDQZq+uewGZ1WaE+J6fz6vXQSk6CWFEOTZXAiHcYJ6akzOCVqHq754WqUh2rW2DFTU6binzP+D8aovf1PIgm4bfjV8Mx7G+HXr6o7t4kmE/523x2wJM7Uz4u9gZEDLpw2ECt2V8bcz/aZOA4KnSVJK1DqGulwbMaEL8xD2UMP7QtyGFnWt/EFuTFnVdi2MqkID/x2f12Qwyiagif/eBI5wV0tSmVzGQTceNTQRtuTHSbcfPQwcN0U5DCcbMBFIy/FbQfdrqcYMCnWFNw/4wGcnHUaNJnekj1pRseoJcJmqplVqU8tqQk6OHdcqx4z3qSguC2BjuBGYf3UtcQk/QONWlzU6scihHSNoODB1QuvahDkML+X/I7n1z8HiPXOj+0IpoQN2xF+dV6DC3haJILAXQ/AVhFAb8HaK0zKcGPW0JpzY31Ts+NwcHYclZkmrUafqkiHM2oyql59tcn9Va+9qt9mf5yo4X9b/tfk/V7d+CpU8cBNEkVNwzmTBuDjq2bg9EnpOHRYIv55yhh8eMV0uITuX5RpiFpxYvppmHfs2/j8lC/wxtFv4fDEYyFKlu4eGtmvtLSgxsVcn6OWlejpIZy1deknbJ1OeVhsdUunRN6FMrUaUU2qS11jaJ0OIT0TuzaSH8jT18jE8uXuL/VCAu1ljARQ+cILsXdqGjwffgBDLylGwJg0FY+eNhavXHQQjhqVjCNHJuOlC6fgiTPHw8xqTZMOt2PHDpx33nmYMGECLrroIlRVVdXt+/DDD3H88cdj7NixmDZtGu6//34oioKioiKMHDkSGzfuS6GuqKjA6NGjkZOTg56Ech5Ih+OiUUgFBU3ulwoKwUlRwNDw5SdpURT4m/7gVhQo0m9jxIHX6hg0DVl2A+45boTeMJSt2mHT9904mdOAImswY9+CUaUX5E/3N8VBtkbHASvLp9iPUl4GjlVba+WCLzajo2gcysMCUqwtXyDM1ujoJablCgw0pNbMJAkCBTqE9FAs+6A40Lj6Zy2WtcCKz7R3pQ4vy5BYBcgmSHtyYFOVXnVd26RpmJRiw6RTxuhJaiwLg/rndI5oNIorrrgCBx10EB588EH89ttveOihhzB58mR9nQ7b9vjjj+sBzIYNG/C3v/0NM2bMwLHHHospU6bg22+/xZgxY/THYj+PGjUKWVlZ6El6zyuf9BqqyQLzxAlN7rdMnKDfZn8GzoQJiRObvN+4xHEwoeWzHuzijywp0GS11+Qok54hJAfhlTyQmmgWqpaVgXO1rKx0R1ReY4EOU7i3IAHH83r6GpWYJqRnYh/MB7sGN7nfYXDAzLd/Fl8xmWEeM7rJ/ZapU6HwYq/891Nldv5WKMjpRMuWLUN1dTXuu+8+DBkyBBdccAGOPvpofZ/VasX//d//6UFNRkaGPrPDAp7t27fr+0888UR88803dY/19ddf69t6Ggp0SIeLahzcf7oQnKHxzAvb5rrgT4iqMT48SsAZw86AKUahApETcfHoS2kNC+kSRcGatS+RiAm2/QsRRKPQvB7wTlerH9cmqjDyKopDLakguI+Ds+kzmQ1LTCfSjA4hPViiKRmj42MHIX8ZdznsaP0xZH9RwYiE66+PObvM22ywH3ccXegjzaatZWdn60FNrXHjxunfWboaS097+umnccMNN+C4447D2rVroe5NjWGBT0FBATZv3ozy8nKsXr0ac+bMQU9DnxpJp4i4k5Dx+uswDsqu28Z+ZtvYvqY4tQS8csyrDa6EZToy8eLRLyGea1kHekI6pLS0BgQjfKMZHa2yZmFxW2Z02GeRthQkYGkwCYKrbkandp2OSjM6hPRYJtmGfx/6BI7KPEpvK8DYDDbcMOkGnJA5B0r7axHoxykpJQMDXnwBYnr6vuceORIZb72FkKN1lSFJ/6Ptt/bJsPci9eLFizF37lw9iJk9e7Ye8LCUtlrx8fF6GhtLWfvuu+/0NT6pqanoaXrffCbpFWTw0AaPQMrLr4Hz1yy41OwORK0OvbJKUzSFQ6Y4BM8f/iL8ik9/A9pFJywqux9dlSJdozhUCEFzQFY5WPcLdNSKSr3hA+9wtOmxWfpaa3vp1JaYLtivxHR02RJoqqqnshFCehb2+dEUdeLOyffghok3IaKEYRPtepsBVeq4AgESJ0IYOwXpb80DfD5wggDV7kDYZKO0L9KsYcOGYc+ePfD5fHDsPaexGZraQgRnnHEG7r33Xv13WZaRm5uL6dOn193/pJNOwuuvv64HOD0xbY2hsyPpNCygCZnsCCak6V/s5+aCnFrswGyQbIhTUxGvpcEo2SjIIV1eiMDJ1zQDte1XjECtLAdnc+jFANoc6IRE/UNQa9fp1A90OFZiWpL09UKEkJ6LlwxwKAlIxABYZBdUueOroLFzZNDkQDAxHYG4FIQMVgpyyAHNnDkTaWlpuPvuu7Fz50588skn+Oqrr/R9brcbf/zxB7Zu3aqvy7njjjtQVlamFzCoxdbzsECJFS5gqWw9UY8OdNg/JitlN3XqVP0/44knnmg0xUYIIR2tKFQEK1czBc/66NSnVlSAd+6rmNdaCSYFYYWHJ8q3OtApVz0xSkxT+hohhJDWMxgMePHFF+HxeHD66afj3Xff1QsSMNdddx0SEhJwzjnn4NJLL4XJZNLLUNfO+DB2ux2HHnooJk6cqN+2J+rRqWusrN3y5cvx6quvIhAI4Oabb0Z6ejrOPffc7h4a6UFEHjAFvNC81QAvAE4XIgdIkSOkOUXBApi0yU3M6FSAz8hs82PHm2oS89msjtt04L5QtRL5mhLThXI5sg1p4OMT9EU/an4+MPmgNo+HENJXzoMevVCKPtvsoPMgaZnMzEy8+eabMfexz98HwmZ5zjrrLPRUPTbQYeXuPv74Yz33b/z48fq2yy67TK/4QIFO/8IWcLPF2Gw2b/8JPaMShbZyJfIfuB/K3iZXhsxMpD72GKTMwZC13tMojfQcJaFipKvx+ocHo7hfxbVAAIKj7TM6LqMKgdNQFDRgpDva6hLTBUqpHuhwogiOVV7Lz23zWAghXXse64x0MqMqQVu5AvkPPNDoPBjNHKz37iKko7GeO6zSGkt566lpaz060Fm1apU+JXbwwQfXbWNNjUj/wfMcQoIHhcFCFPgLkO3MRrI5BSbZoQc97KQhFOYi7+abGtxPystD/iWXIOvT+fA7euZUKum5fJIXATkAKE694hp7ndXSajtGt7EQAcNzNet0ilpZkMDOWWHmjCisV2JaSEyEUth0c15CSPdidUKCgge5/lyUBksxxD0EicZkGGVrq9fpxaKfBwtykHfzzY3Pg5deiqxPP4XfTudB0vE+++wzLFy4EA888ABsNht6qh4b6OTl5WHAgAGYP38+XnjhBUiSpJe5u/rqq8FThaFeSxA4hFRAUTWYRR68qsY82LMgp4orwVXfX4mSYEnd9kHOQXjmiOdgk90wymFUPPdczOfRIhF4v/gcxgsvhSzT1D1pXSECRpFtsO7fQ6e6Uv/Ot2NGh2ElpovaUGKapa/tX5BAyaMZHULaTOARUlTwHAebwHVozxn2UaVQycHV318FT8RTt3184ng8esjjMEXbfsGkllEJo+KZZ2Lu08Jh+L78EoYLLqFeOqTDPfzww+gNemzEEAwGkZOTg/fee0//x7z99tsxb948vPHGG909NNJGEsdjWZ4XV7zzB854eTnu/WozSiNqzSXu/YQFH274+foGQQ6z27sb9/z6d0hCGIIUQXTbtiafL7JuLYSOaFRA+pXiULH+PRo1NSotrVVWgmON1cT2XSNKMMl66lprr+jGC6zEdL1eOizQKSigIi2EtBLHc/CowOMLd+DMl5bjkrdW4aut5Yh04IVUNpNz9Y8NgxxmXfk6PLPmKWhi+89PQjSCSDPnwfCaNRBUOg+S/qvHBjqiKMLv9+Pf//43Jk2ahGOPPRZXXXUV3n///e4eGmkDmefw3yW7cN27f2BjoRdlvgi+3lCCU55bit2eiD6DU1+1VIU8X+xqUqtLV8OveaGKRhgyakoAx2IcMhSq0GMnLUkPbhZq4I0IhIVGhQiU6ipwNnu7n4NVXgvKPHxS6w7BSXwc8pV6vXRY5bVIGFpFRbvHREh/wbJRK6Kqfv75YFU+Sn0R7Cj14+75G/D3zzYgUi9dtT3PwdLV9g9yan2X8x2CqOkx1x4158GMJvcbhw2FytN5kPRfPTbQSUpK0kvZsfS1WoMGDUJRUU1aCeldvFEV//utcYqNrGr4x2cbEd7vgrQv2vwJICyHEDVaEH/1tbFvIAhwnnEGJEpbI61UEipCgikB3rDWKHVNY4GOvf2BTrxZ0b8XtnKdTqLgQpXqRUiN6L/zicn6dypIQEjLyTyPx77dimC05n1Y38/bylHkjeiBSnuwVNOyYNM9rmRNRnTv+7g92Hkw4ZpmzoNz2XmQ0tZI/9VjA50JEyYgEolg9+7dddt27drVIPAhvWddzuYiL0yshFUMW0t8CEgND8RJlpoeIbEYeAMcBqdevYYbNhxJf/sbKwZft5+325H+zDOIupt+DEKaUhQshNsYD19Y04sR1GIhs1pdDc7e/rx6t1Gpq7zWGolCXF3lNYZPTNQvHSv51EuHkJaKKBp+2rr3PcQBSQ4TnOZ9Fx2+3lgMUWxbQ+Ba7PzECg80xWVywcxb2vUctc/DDR+JxFtvjX0edCW2+zkI6c167Hzm4MGDcfjhh+POO+/Efffdp9fpfumll/RiBKR3YOlo5pAXWmkJZhYU4cvjk7BRMuPexUWoDkqNblufjXfgmIHH4Pvc7xs97nkjzoMNNYvBw6IFhpNPR/ZRR0MuKgRnMIBPTkbE6qLS0qRNioJFSDJkQ1Eb9tDR/H5AlvUPEO3FXu6sn06rZ3T4mhLTrPLaUEOm/nrn4uMp0CGkFdhsDbvwdvVBKThhgBHYswu83YGquEw8urICFkP7gpxaCcYkTEiagLVlaxvtu2rc1bDDhcZzSq0XFs0wnDIX2Ucfs+88mJSMiI3Og4T02ECH+de//oV//vOfeidWi8Wid2u98MILu3tYpAVY4GKtLkXBlVdCYg0N9xo7chTeufdhnPvZHnjDNQskpw+Oh43N9qj7ZnUEyYxbJ9+GREsiPt7+MaJqFFbRiotGX4SzMk6CZc8e8O44yDYnIpwIyRYHDK252q2jjDXSBmxRP+uhk2moKWtfvxiB6qmu+aEDZnRq1+kUtnJGx8qbYeMsyK9XeU1gBQko0CGkxSw8hw/PGQnrG88j8sXnddsdNisef+QJaGNSIEntD0FYCelHZz2GZ9c+g2/2fKOnq7GZHBbkHDXgGCgNr/e1D89D4zjwVpteSa72dzoXkv6uXYFOVVWVXurZ5XKhMzgcDjz22GOd8tikc5lDPhRed12DIIeJbtkMy5MP4+ozb8SjSwvhthpw/8ljYGDNQPd7DEPUhitGXIsLRvwJETUCqyYAL76Niv+dgApWZUoU4T7vPDgvvQxBQ8+t4U56D5/kQ0gJwqDV9J2w1Vujo1VXAxzAs6prHSDBrGBlmVGvvNaa9QCscWht6hrDJSVDycnpkDER0h+I0JC6ajHK6gU5jBoIIvzX6zFwwecIGOLb/TzsvW2MOvDX8bfhynFX6RfsWLqaPpPTgUGOSYlA/uUn5D7yCLRgsK7HVtrjj4MbOgpyz12lQPqAO+64A59++mmT+9mSE9YT85FHHkF3aPWrX1VVPPnkk5g1axZmzpyJ6dOn47DDDtPTygipU12FaL31VfWFly/HnEwz7p4zEvOvnolEI99keVxN5mGV45ARsCB0+iXwzXun5uzByDKq581DcMFn6KBMA9LPsYprjKC6G83oaJ5qcPrV0o55sSWaZURUHpURodXpa/VndFiKilKYD63ejCghpGnGgBdVr7wSc58mSQgtWQyxiTWlbSKJsMnxiFNTYZFd6MiuByx7gtuzEyX33FMX5DBKeTnyr7gCJi9VZCSd6+6778aSJUv0r7vuugupqal1v7MvVjm5V83osJ423333HW655RaMHTtWD3zWr1+Pp59+GtFoFNddd13njJT0Koo3dknNWomCgjPHpepNzA70+YxVr5F374JcFruCTeVrryFjzomQLJ0zs0j6j+Jgof5dlR1ga5GN9WIQpTbQ6SCJeyuvFQREfXanpZIEN7aE9+gXB9h7g09JYU1/oJYUQ0hL77DxEdJXcZra5PmEYRfpLB1QYrorGKUQKp59NvZOSYLvs89guvQKqrzWj3iCUZT7o/CGJTgtBiTajHDtX0K0g7Ov2Fftz4Ig6JWTaxnqFcnoDq2+ZPHZZ5/h8ccfx9y5czF8+HCMHDkSZ511Fh599FG88847nTNK0uuI9V7kjbAF1HZHizs1s6ptkZ07m9yver3gotG2DJOQRjM6Jt6EcMSgFyJggUT91LWOKC1dyy6qMAsqCtpQeS2gheBR/frvQnKK/l3JoxLThLQE669mGjasyf2Wgw6CwqqR9AJ8NNpk9gQT2bQJfIcuBiI9WWF1SO9XeNQTi3D6f5fhqH8vwvXv/qFv706sL+bNN9+sV1RmhcY+/3xf2uiRRx6JTz75pO735cuXY8SIEfrP+fn5+s/PPfccpk6digceeKDzAx2z2RwzOnM6nQ0+FJD+TbG7YDviiJj73GefBcne8tkXRdFgGtJ0mU7e6YRm7LyrFaT/KA4VI96UoJeWrn8BTC8t7fF06IwOO1wmmhQUBAxtqrxWoNRckebiE/T1akourdMhpCWiFjsSb7mlyYt0xrHj9LLNvYFqNMI4aFCT+02jR0MVuveKOum6mZzbP16HxdvLG2z/ZXs57vh4nb6/u3z//fcYM2YMvvjiC5xwwgl6ipvP1/KGuatXr8bHH3+Miy66qPMDndtuu00f4E8//YTq6mo9Slu5ciX+8Y9/4OKLL0ZhYWHdF+m/WLnLpL//A865p9fV9ufMZsRddhlcf74cUbR8XQJL0REHDW5ylij+sstaFTgR0pTiYBHiTPHwhFigU282JxQGpGiHlJauL9EiI6+1gY7gZjURULB3nQ7H8zXrdCjQIaTFF88wYjRSH30MQkJN4ZHamZyMN95AyFZzMaE3iBosSGhqyYDBAMepp1LaWj/B0tX2D3LqBztsf3dh63T+8pe/IDMzE9dcc42+1IX1xmwpFl8MHDgQ2dnZnb9G51bWlArQ+9nUzuDULiTfvHkz/vOf/9TljrPfSf/lN9phv/lviLv8SmjhEDiLBZLdjYDW+kWe7MQz4LXXUHTTTYjWprHtrbpmPeVUBDuiGQHp94pCBci0DURRSIPbWr8Qwd41Z7aODXSSzDLWVpgRUTiYhJZdQTZwIuJ4J/LkkrptrHeUkrunQ8dGSF8WEc0QZx+BjEmToAX84AxGKDYHAgYLtF4ym8OwmSctewhSHngAZY8+oleOq191LeLcF8iRvo2tyWmO7wD7OxMLcGrVrueJRCItvj+r3NZWrQ50Fi5c2OYnI/1PFCKi9nig9vOh1vaDeSg+FSkvvQLe64EaDu3to+NAkKNpedJxPXTGx0+EN6Qh3V0v0PHW9NDRe1R0cKCjgdMLEgx2Sq1ap5NfP9BJSYW0amWHjo2Qvk5WNMisiE39QjZNVADtySKCCYYjj0Xm9OnQqqoBkQfndCNsdeqNj0n/4DQ3/1nIcYD9nYkVKNhfU9V2FaXxlWuTydR1gU57oipCmio2wCqvNfWibxDsGG1AYss/bJrlMEQpDCkYgsFkhGowIWxx9Jr8a9J1vJIHYSWMOGMCfBENtvrNQr3V4ExGwNixJ4p4kwIemp6+1ppAJ4mPQ45c2CDQ0SrKoQb84Dt41okQ0guoqt7XUHY49JLTDKefU2ntdH+RaDfi0GGJepra/g4dlqjv74nYuv9AIFD3e15exzbAblGgM2rUKL0WdkJCgl5lramiA2z7pk2bOnSAZN+/rUkKQvB7oYXD4BxOfV1KtA1pYD0BewlFxADKIiXYXrEdqbZUZDuyYVVcMctNswO3MRKEIEWgcTwkmwOS2vwB3K6EUFLhwdKCIBYWRZFi4XHucCcyEgHB5qjJ0yZkr6K9paVtfJJ+FbT+Gp2aQgQdH0CwVh2stHR+K9fpsBLTv0XWQdYUiJwAISVV384ah/Kjx3T4OAnpiwycBmPAA83rAWcwQHW6ETHZet2FMLMSgUcJoEAMY3XVepgEEyYmjoIzrMJsdEDiOq7RnCDwMAU94BQFmiAianO2uIIq6VyshPQjZ4zXCw/UD3YOHZaIR88Y36klpttj3Lhx+OijjzBt2jRUVVXhtdde6/pA580334TLVTO1m56erjcHqs2xq8UKE7CCBKTjsQ/5Vm85Su68E6E1a/RtnMmkL+y3n3UOgoaO6dTelcIGL/76y83YXLlvHZfL5MILR72INH5gg2DHoMoQc3ah7JFHEN6wAbzNCtc558J1wQXwGxu+DmsZeQ2FnijOX5CDEu++PNB3/yjGXYdl4syJBkBs+1Qo6ZsV1xh+b7PQ+jM6GithbuvYtLX66Wu5/tYFOslCHBSoKFLKkSmm6DM6jLJnNwwU6BDSotn+6MLvkPef/0DdezXZNHwYUh97HOHkjN5TXprn4BUkvLTxLXy664O67QIn4JbJd+Lo1MMgah1z7LJKQYR/+AmFzz8PubQUhgEDkHDjjbAcNA0hg6VDnoO0T7rbgmfOm6QXHmBrchxmgz6T01ODHOamm27CnXfeqbetGTx4MG688Ua9FHWXBjpsWomVhGOKior0r/3LwrHqCZJEtdo7gyXkRcHll0PKz6/bpkUiqHz+eQgOB8RTz0RvuqCiiRKe+OPfDYIcxhPx4JqFV+Pt49+BWXXVHcSF3TuQd/HFdbnTbLFl1WuvIbR6FZL//R8EjY2vtKtSFI8vyW8Q5NR6aFEejhqbDpeBO2C6HOlfPXTMghnRiJmF4rDVOy+onmrwndSMM8kiY6vHpr+HW9qMPUmI07/ny6V6oMMufHCJSVB2N91vihCyb1ZCXb0apQ8+2GB7ZNt25F9yCTLe/wABa++ovGbmFSwuXd0gyGEUTcFjqx7EhOPGIsvsQFRq34cEkyrB99YbqHrjjbptUkEBim+7DUl/+xsMp54BqZdmmPQ1LKjprsBm7ty5+ld9jzzySKPbbd26te7njIwMzJs3r8H+OXPm1O2rf9tOC3QsFgueeeYZ/UMh+3rllVf0XND6aVVWq7WuIhvp2BQv1giwfpBTX+VLL2HA0cfULKjsJuzDmSFYE/jKVgcUcDBFguAUCYrJgihvaLC+MwAvFubGLmpRFalCfqAAI21xkCUVpkgApQ89FHOBaHjNWmgFeZCHZ8Gk2sHC7IiiQeCAIER8t7WiyTEv3lGB0ycPRDQqt/j/QeY4RNmHUQ5gF/tZegMv8gjIbDk5YBU5qC2MOEWRr/k3UxUoFnuvTUHsS0qCRYg3Jeo9dBjr3hkdTVWh+Ttv7UuKRYaicSgKisi0t+z16OBsMHNG5MnFmIFx+jaWvibvokCHkAMxBr0oefLJmPuU6mpE1v4B4ZAjOyy9ma1DDXNBKJBhghm80vCc2B5VWgj/2/p6k/s/3fUxbp1wK6LtvA4tBryomjcPYkoKXKeeon9ngY5n/mcof/ZZDDz6GEgdGBwaDTzg8+oVjDiHC5F2Bmqk/2pRoMPW5dRWW7vwwgvx7LPP1qWykc7FAsrI9u1N7mcHZbASfd0wa8wCXFvIA9+Cz1DxySd6EOw88US4Tj4Jpf/+NyKbNsM8bizir70WUlI6JE7UZ2hCagiq1vRBa0dlIXblpeKwYYmwRcOIbNnS5G0DS5fie+sOjHcfjZcX5WHFniok2U14ZO44NJdmHVJY7NSyA6fKcyj0S3hy4TZsKvIhw23BLccOR0acBR8sz8Nnawr1QOjMyRmYO2kArKi5INAUW9SP0Pc/o+R//4Pq98N22GGIu/RShJyJoGVD3acoVIh4Yxy8YQ2iABj3prVrPr8eaHNWa6elrnHQkOM3tjjQYe89VpCgQYnptDTIa/7olDES0pfwqoLo7qbLsbOLaJZDj45Z/am1ZEMIf1StxasbXkFpqBTjE8fjynFXIUlIBZRW14NqROUVlIdi905higKFiKrt/zuU8jLEX3wxzCNGoOr99yHl5cE4eDBS770H/l8W67Pe6IBAh33mMQerUfX2xwh/vkA/l1pOPAlxZ52FqCOO1gORVmv1u2z/6SXSudisgXHgwCb3s/UqnLF7piitIQ8Kr/hLgxNG5csvw/v550i7/37kXXUV/D/+BP/Pi5DxyitQR46Hj69EfnUenEYnvFF2taaxNGs2rnlvE0ak2vHeqdl6Wg5L1YtFsNkwK/5wHP/cSkh7o4QyXwQ/bSvDxEw31uTVlAXe3yGDXDD6PZBMsdf41D2+wGF1oQ9Xvb267goce/yIrOL8l5ej0BOuu+2TC7dj/poCvHXp1CbjTms0gLK770Lwt9/qtnk+/BC+r75C5vvvI+hO7o3VTVOtx3gAAQAASURBVPuEomARsu2D4K3QYDNydUVXVF9tD53OWaPDLlwmmJRWr9Nh6Wu5cs26IkZIG4DoD99B9XnBO5ydMFJC+gieh5iaCrl43/unPuOwYR1SkEARI5i37Q3M27zvc9OPeT9iUf4ifT3qcMvYdq8FciiiHjz9lP9TzP3TU6bByImQ0bKLKE0R4uLA22wovP32um1yWRmCy5cj5e93Q+igYw4Lcoouu1QPpGr5Xn4JoS+/QPqbb0I200V20jqUL9PDsasZ4uAhEOLjY+53n38BovauzyVmqVfhZUtjXhVjJ4/A8uWwzZhRs0FVUXLffTAqAXy0/QN8sv0T/GnUn2I+7qSkKdhdLCCqqFhf4MVOyQjnSSfGHgTPwzJ+PFZsqqwLcmq9uzwX1x4xBAaWx7afE8Ykw75iCSIrf9dztZvjV4C/f7axQfAxY3ACVu6pahDk1NpTEcSibeX6v8/+2AdnNS+nQZBTiy2GrXjmGRjV9p2MSPt66MSb4vUeOvXTm1lFJpabyFs6r+hHskXGnlYXJIjXZ3RqZw/5vaX/lZ07OmWMhPQVIYcd5j9fHnMfZzZDnDadHZXb/Tx+zdMgyKm/fubBFf9EiG+41rktRFXEhSMv14sP7I9dUJyRejg0qf3nFU4UUPHiizH3lT3zLLC3pHV7GI0CvAsXNghyasmFhfB8/Y1+G0JagwKdXiBsj0PGq69CTG+4GNpx8klwnHc+uiN1VYyE4V2woMn9/kWLYD3ooLrfpdxc+BQ/vsv5DksLl8IgGHD9pOvhNtUEaQbegBOzT8VFQ+/CE9/s6w/ywq/5iLvoIpiGDWv4BByHlDvvQDg/Hz/l+Rs9f7E3jNeX7sH7V0zHCWNSEGc1YEiSDQ/PGYbbUwII/9/98M6fD1GONvt3eiOyPoNT37TB8fhpa2mT9/l0TSHCMXLQDAYevm++afJ+/h9/hBjZV0uedJ2qaBWiagTxpgR49ECnfsU1HzizhU3vddrzp1plFAYMiCqtq7wW1MKoVGtmRvXKa4IAmQIdQprlk1SsyhgP03kX6BfMarELiuannseHeRFYLO2rysnStPcvuFNfjjcHQaXxuau1fKqAd5eF8fDM/2Kwa3CDi4YPTX8Bby31QRPbnyIXLa+AFo19vmTl9yVP7AyNVgkFEf7qyyZ3s31aoP3/ZqR/af+rn3Q6NrUdSs5A+pvzgKoKKH6/vhBQtjkRELqnRLLG882mzLF9mtzwKhLPcTAKNfd5avVTmJY6Dc8c8TzKfSoUWcT3G4K45rud+mxOLZHnoDldiL/sUj24Ca1ZC8HthnXSJFR/+QXsV/wFC1+L/cFu2c4K7NpVhDu9KxEZNxC8vwr8k88gtLfXE0uJ069CNZOhIMS4SsVmj4zNlMcyibz+t+6fg8Z+5U2soldsrI8DNXfrHsV7e+jUBjpx1vrNQlkPnc5JW6uVapGggtMbhw5pYeNQNqPDsPS1BMEFThD0ynDy9m2dOlZCejv27r59YR7+NP54nDnvDBgrSgCLFYWCDQ+vKMchI5q/ANZStee7pvBcR1xr1vD7bh/+yOFx0SEPIm2Upj/u+lwJt7xdjIOz42MW82k1/gAXeg6QHdEiHHfAzxVcB8wckf6FAp1eguULB80OIK1mTUnsFStdRxIMcJ9/PoK//hpzv/OEExrMXpjHjoVdcOHMYWfiX6v+pW9bXrwcWPMUhmhX48WfY3fCPe/ggYgajBCzB6HiP0/oB1uW5hVYvBjcHdfg69AaTBuUgWU7qxrdl8Uak7LiEbjm6ZgHevd55+kFEpo7CbhNvD4TtLNs30zLj1tKcNrEAViXv3ftxn4unD4QIrRGiQ+SpMBx0omoenNfec76XKefDsnq6IiMCdKGQgS1gY4vpGKAu96Mjs/baYUIarGmoSKnYY/P2OJAJ553QYSgV16bZBqhbxMGZEDe2nTxDkII4DAIOHliMl5dWYxXVwNmAw9JCUJRy/T9D585Bn5/pN3n7BFxIyGy9TFa49SxCYkTYOUdQDvrBNjMJpw3KR2PLdyJ++c3zgj400HpiErtD3SEpCTwTidUb+OZG5ZtwrlqSt63h2Yyw3bOuQitXBlzv/Xc8wCLDa2a+ib9HqWukTYfxMXRY2A79NBG+8wTJsAwIB3hvTMnvN2OlH/+E2HOiKMzj8GouFF1t11RvBwHD9cwPKVx6d7TJqZjoNsMSeMQGTgUCY88hqS770bSww9i7Z2n4vKch/Hcxqdx1VEJemra/u45cTTirQY9yKolJCTAPHYMnHPnQhg2oskFpyKvIV4rQsrqJ/CfE9NhMey7mrW5yIcUpxlTshqvjZo9LBHj051NPq6amAz3hRc22m7IyID74ksQVelqVXcoDhbBKtpgEsx61bX6zUJZWgY6OdBhS8lYmeldvpYXFhE4HkmCu2FBgsyBUPbsajLFhBACKFHgusOHYoC7pmxMWFKh7D1mXzprAJItHfPRyKo6cM/0e/Wf023pGJ0wWl834zA48Pfp98CotL9cajSq4LRJAzAqtXFhnZPHpWJwvBVq/Q7cbSTZ3Uh69LFGKbxsliX5kUehOtpfJECSVJgnT4apdn1vPaYpB8E2bZr+9xLSGpzWxzsmlpf7qIpVJ7JG/friZ88HHwCKDNcZZ+olJ6vfexfRXbthmTYN9mOORcgRB5aRZlYi8PjysMG7FQuqfoGJN+KcpOOQnjQVa4vC+HhNIawGARdMG4jsOAuMMf7zWO5zQKjGsqIl+Dn/Z4yMH4mTBl6MRVsq8cv2CqQ4TfjTtIFIthj0mRVr2Adp105UOznkGDzYKRVikHsoBruHwaa4GwUl7PHd4Z0QXj8WkMOQ06ei4PAnsGCHhN+LZH2G55ypmbAZBWwu9uP9lXkQOA7nTc3EsCQbTAd4wZmlELjCPFS/+65+dcx+wgkwTz0YIaurQyr9dIekJEevfh/+a/3DWFe5FlcM/Rtufi+AUyYYMDxVgKYoCDz/NAyTpkDI3pf/3hkWF1ux02vCQ1P3lYw+kLf9X+ul2v+VeJP+u7x7F4L/eRzuV96EOGLfBQXSfzT3Xuzp78OuZDAI8CgSFm8vww+bKuG0sPNOBjJdRhjUDkx2MUrwadVYU7YGRf4ijE0ci0HOQbAr8R3WpyeBr0Rp0R6s9rnw4RYJZhG4aKwJw7g8uDLGoVpr/2wLY+BUiFVlqP7wY6i7toMfPRZxp50KyZXYoWuFzVE/olu3IvjRh3rGhWXumTCNHoVwjObgvfWcSLoOBTqk3VhgwA6AbK2LBL6mJLbIgVNkKIKhru69frst61Dw5z/DkJUFw8FTwCkKwr8shVJejqwFCxBKGqCnnLHGmwd6abLKZgong4cAVdb0+vtsQoRdb6pfa59VO/MKpbjihytQEtz3IZIVQnj56FeQxA1oEGDY+CAs8y8Cl1evOhqrmJZ1KCLxwyDOuh7VakLd31S3mFVVWxyosL+RlRXmNBUyJ7a7xGh36+2Bzi3Lr4eiKjgm6VLc91kI5x1sxIA4Xp/NCb71GoyHHAo+OaVTx7DTa8TnuU48eFAJ4k0tu2r5Q2g5loc34IPUms7TbCbHd/tfYbvxFlhOP7NTx0t6Jgp0WsdsNkDSJBgEAVJEQQe0zqnD8RpypB24euFVCMmhuu2DXIPw7OH/hUVq/yyIyaDBvuwR8CueAxKGIDLwUHBKFMad3wGBMqhnzUNV6pEdehHNbGQXgWR2EkYk0jkzLOz8ztJ52ecK1mmst/XP6U+BzpFHHomCgoJG2ydPnox33323wbb8/HwcddRRem/OjIyMLhkfrdEh7cYOoJG6RfQ1B9OozL4LQL2Dk0EKo2pveUopJ0f/qq/qtddg/9udLU7fqjnw8VD2PmdtsLB/NnRUCOCOJXc0CHKY6kg1blp0I1456jWY1H0HJYPibxjk6H+WBn7PIlj2LIKSMAji6Ev159dPHm1oxsY+bNTMwLMgqXcdwPtq6toI9yg9bY2pLS/NetIwnb1Gh0mzSnUBT3zSvg9FzUkREuDVAqhWfHALDj2NhE8fAHnTRoACHUIOKByued8p7V0sE0NQ8OC6b69tEOQwuz278cQf/8JdE+8BJ7eurPz+LNFK8Fs+rfmlYidMFTsb7OfXvg1L5uEIRDouLTqsn7w4dtJFZ2Hn133ncorOe7q77roLc+bMabDNoBdYaigtLQ1LlixBfBMtUzoDrdEhXYaXJUhFRU3uZ7XzOUlq3WPyHEycChPPZnRiH8j9qrfJMp8F/gJ4pOrG0y17m0XGwgkGuirah7CeFmXhUiSYEvQeOkztGp3aHjpcJ/bQqWUVNcSbZOzwtnydTsreyms58r73lZCVDWnj+k4ZIyGkZVgmwR7fHvil2OWQf8r7CQG0v48Op5fz3HvNOmEo1AkXQR13PmBP1jdpnKHmNqT/CFUB5duA/JVA+faa3zuZw+FAUlJSgy+3u/E6ZkEQ9H3se1ehGR3SZVSTGeZx42I2A2PMkyZBZaUlW3iRyBrxQ968EZ6PPtLLRDvPPgfi8BEI7pfHG1Gar54TkAJAvQsPUcEBcchR4Hb8EPP22qDDe32qGdmHBTmsKhKruJZXroHVnWCpl13VQ6e+dKuM7Z6WBzoJvFuvvMYCnQmm4fo2YdBgSEt+gVpVBT6uY3LzCSGtw66VVYYqm9zP1tZJavuLhkQFN7ixF0J1DEEw1w/PV0vBmQyIO/kRmI1l4BIHIqKxExwt4u8XPAXAZ9cBu37ct23IUcApzwCumqbSXenCCy/E8OHD8fPPP0NRFLz44os45ZRTKHWN9E1RTkT85ZfD9+23jaa8WTdq19y58LfwWGyL+FHyt1sQ/uOPum3+n36GddYsJD7wzwbBjtPghJE3IhrjpMKBQ5IlqUG+W0g1w3zMQxAKVjW6EqIedidCYhxlm/WxtDUmwZSIjSEN9voV1/TS0p3bQ6e+ATYJG6rM8Es87Aa1hZXX4rCn3oyOOKSmua60fg1Mhx7RqeMlhMTG0pqHxe3X6LqeBHMCLIK13eeSIESII89B/jXXI7Jte912/w8/wnHsUUi+7QS9tQHpB9jnlf2DHGbnQmDB9cCZrwKWrr/49cknn+DVV1+F0WiEzdZ159NalLpGuoy+LiUhFRkvvQTDgH1XFoxDhiDzjTcQdtYs8D8QQeAR/nVpgyCnVnDpUkgb1jdIY7PBhUvGXBLzseYOnQsrHI3G6REHQP7zT1CPvA/ImgVtzFwol36H0PhLEVLbXxKU9BxFe5uFxpni9dQ1a71Ah6WudcX6nFoZe9fptGZWh63T2S3V/A0MHx8PLiEB0prG7w9CSNeJMyRgRlrjUsnMDZNugE1rfzEC1tTa8+W3DYKcWr7vFiKSW6in0ZF+IFDWOMipH+yw/Z3k3nvvxaRJkxp8BYNBfd/hhx+uFyYYW6/VR1eiGR3SpSROgDpqAtLffgd8wA8tEtZncyRHHGStZQdjQziA8vcaVvKoz/PO24ibdBAiXE0+mibzOHPw2TVV1ta/jKpIld7L4MJRF+HUQaeBjzb+UMl6KlQhEYZxl0NkaQGcAVGFh0YzOX2yWajbGAcDb4AnJNcVImBY+W++XlDe2RxGFW6jjK0eEyYlhlt0nzQhAYvCq/UqhbUfaMShwyGtXNHJoyWENMcgWXHftAcwb8ub+HjHx3pRghRrCm6adBOmJEyDohftaedzBLyo+PDDJvd73n8fznvHopOKo5GeJOxt3/52uOGGG3Dsscc22Gax1FwUHtCF59BYKNAhDRgFFVa1Cny4CppggmR0I4imG2DWx5Yx+HkPfFEvBF6AQ3TCrDga3dcoh+GtKkDQXwn4AuA/+Rai0YyEm25GwOo68EJ/TYPWTNECLSrppZ71OtN7iZIVJ6afjsPTj0RUi8LAGWCHS28c1xxJ1iDBdMC/nfRexcFCxJtqFvV7ghqSHHvX56gqtIAffBemrjGZNglbqls+o5MqJCKohVGqVCFFrPk7xJGjEFr+K9TycvCJiZ04WkJ6L5NRg6RVIaRG9TRQu2CFrDg7tJSxIWrDn4dfhXOHn6+vBTTxJn0mpyOfo7kGwVokUpOmUFcZlfRZZmf79rdDQkICsrKyYu4zmbr3MxQFOqSOnQ/AtPlD8IseBqIBfZuYMhbG01+Bx5jZbHMzRYjg18pf8ejvj8AbrblqMNAxEI8c8gjSxex9FZgNMjZ7tuLxHU/qldDsBjvOOecUnC5ORfFfb0byU083KiawP9lig2POiYhsezLmfsepp0IxWRqUttbHKGswwwlz7e+t+LchfVdhsEAvRMB4wyqyE2sOi5rfr39A6MrUNWagXcL6KgsqIzziTQf+MJQq1Ix9j1xYF+gIrFkoxyH621KYTzq108dMSG9jMPqwJ5CLx/54BmvL18EiWjA3ew4uHnMJrIYkRDuwAybLKrBibwUqhS0J7bjHVqw2OI47DlXz5sXc72QNPfVVClR5rc+zJdUUHmBpavsbclTN/n6I1uiQuuZcprxF4L//e12QoyvZAGHeSXCo5Y3uwwk8JI4DJwrIj+zB3UvvqgtymFxfLv78/Z/h52sW9AsCh53+zfjzz1fVlXtmpTdf3fUO7ql4AzjvFKgFBTErO7N1OVGOQwAc/CpgP/FEiGlpjW5nzM6GddYhva65GOk+RcEiPdBh6Yr+MGDbO5mi7e2hg26Y0eGgYXN1bUjePBdvh4UzYbe8r2Ebb7dDGDwEkcWLOnGkhPROJpOAvGABLv7haphEKy4ddS1OHXwOfihcgusW/RVhrvH5rqdiTbedxx8PIUZfEtPIkTCkpjbZeqEn03geQXD6lybwzXV8ILVYoQFWXY0FNfUN2Vt1rRsKEfQENKNDdBalCvzPD8beGSgHX7IWfOpRNWloPIfKqIo3F+/EugIPBiXYcObB8Th10Dn4bPf7De7KcpJ/zFuI0zLORpDz4eGVj0KLcWVpdcVaVE66EI41myEMG9UgUJE5DmuLfXjkm63YUepHkt2Em48ZhtPefAu+Tz6G7/MFrAU1nHPnwnHyKQhYXHun6glpXlgJoypaqffQ8YVrXpm1PXTY+hyGt3Zt8QmzqCHVImNTlQmzUmoWczaHrcthszq7pIadqcVxExD5cgFUln5na36WlJD+RNIqMG/bh3hq9jws3RrFT8uDcFoEXDHlOISEbdhZtQNj4mYgWtPVuUcTIiGUPPYY0h97FL7vf4D/l1/0xsHOE06AefRoVLz6Glz3/RNyL7muzS6IVskanvx2K77eUKwfk48bk4K/Hj0ccSLXojT6fo2VkGbV1VjhAbYmx+ysmcnpp0EOQ4EO0QlaFKjObXI/V7AawoBjwHEaNlcEcfHrv0Pee8DZUODF5+uKcO+pp2NWWjGWFjW8irymfA1OG3g2IkoYuzy7mnyO1d6NGD50OqL1DmS8wGPZrkrc8tG6um1l/gju+nQD1kzJwO0X/xmpZ5ylp+lIVgf8LL2OghzSyoprCeYkePZvFspKS+s9dLr+MJntiOKPCgtYuyahBZ9P0oQk7JTyG2wzTJqCyGefILroZ5jnnNR5gyWkl4lqKk7J+jNunJeLisC+9S1Ld1Ti5IkDMGCqDKNR7BWBjsqL+hqdvCuvguOII5BwySX6Glbfjz+i4oUX4D73XGisoShbt9oLeBXgrBd/Q2W9/5ev1hdj6Y4KzL9mJuiSTQuwoKYLA5sff2yi0huAefulVLLeOVu3bkVX6h0hPul0rKpYbSflWJTk4ciP7oZHjeLWj9bVBTn1PfpVLm6acC/unnY3Um2pdduHuYaD0zi9QIFY28E5BrfBBUPWoAZXbFjg8n9fb4l5+w9W5aMyoiJkdiBkskNuZg0RIc0FOommRL0QAfab0eH2Vo3paoMcUYQVHju8LStKkCYmolApR1jd1xyXNQsVhg1H+IvPOnGkhPRCnBXvLPU0CHJqfb6mHDZuYLNrUnsSyWJD/BVX6L3pfD/8gJKHH0bpv/6F0OrV+n7n2Wcj2ktSuQWRx4K1hQ2CnFqekIQPV+XrtyGkNXrNK+aKK67AHXfc0d3D6PHrbNhXW+4TEuKgzrpl3w5XJjD+XGDEHMCeil3OZPz917tREqhGmsuCNNe+9QPJDhMmD4xDssOMEq+E8mA57p1+LzIcGXpJ59OGnKYHL1bNgTmDTqy7H8/xGBk/EuMSx+lFCQ4edCgiNidMJlFfk8P4InLMg16t7aX+DukRwB6C/TvUPi/pP4UIWFlph8FZN6NTW15an9HphuZmTJJZgcOgYG1ly9bppAtJekpo/cahjHHWbMjr10Lesa2TRkpI7yPLFny/qWYdjsMkYlKmGyNT9/VT+2mLF7LcsbM5FosIu93U6nP0gbCAzDBxEtwXXADe7dYbbztPOhGwWpHyz39Cjm/6AmZPE1Y0/LCltMn9CzeXItQBJblJ/9IrUte+/PJLLFq0CKeffnp3D6VHskhBcBVlerNMzmSG7ZBZkO1uRMSmS/qpQhR+eLCscBmCUhAz02cibfTJiI/6UZQxBxt8dmwu9GJkhhljDnUhSZRx3+RXkVsRxqSBbpyROACpLrM+s1MVjGJ7iR8ZcRYk2s0YJgzHgp0L8PKUf8FWHoD09gJoLjfsM6bjplFXY335OhzsHIdzE48Dv2ItEAzDPftmWBQzkP8zuOK1MCePAtInoXpvFammOC2sV077DnwWVnyhtBjBX3+F4HTCNmMGJLsLUb7lJX5J71QULECCKVEPllmgw4Ic1oCvrodO6r6Zya7EAu/BjijWVphx1iDvARfipgjx4MFhl1yAkcbsuu3i+Ing4hMQfPstOO9tYg0eIf0OB7Mo4O4TRyDRZsTafA8cZhG3Hz8S76/Mg9aBpZjNgoaqqIpf1pUgrzqMyQPdGJZkh9lo6LCiOUHRCuXqmxC8+Fp8tbUUJlHAkbfcg7CBg6EXxQUiz8FpbvpjqctqqDk+0zod0pcCnerqajz22GMYN25cdw+lR7JKAVQ++gj83367b+OjQOLNN8N0ytyYwY4iRvB94Td4bOWjddueXfsM5g6di3OH3YwLXv29wSzK+AwX/u+U0bjkjZWoDtb0r4m3GfH0uRPxj4/WodCzr7GhzSjg6T8Nxe3DroH39n+g+PeV+56Y55H60EP434wXEP76W1Rcc2XdrpL/vgb7YbOQdtlxEJfsHZfZjfjLfsVBWXFYmVNTua0+diUuw23RGyW2lS3qR9nf79aDnDoch5QHHoBx9hGIChTs9GWFeg+dmvLMLNCpW5/DejX5feCtg7ttbEOdUayttCDHb0C2o+m+UYyBE/VgZ4eU12A7JwgwHX0swh++B/n8iyAOG97Joyak5xPFMF65+CA89u1WrKp3bmGfof9x0mhMHxTXIVW+TCKwsTSIi+f9gUhdUJOD7AQr3rpoMuwGnmWctVuY5/HPLzfju00lddvY33bT0cNw1qR0GHtJYCBoGv6fvbuAjuLq4gD+H1mXuBtBAgR3KVJKC5WvbtTdKHWh7i0VSt2Feqk7daF4keIOcdd1nZnvvAkJCdlAIElj99eTk2ZmZRJ2d+a+d9+9lx6RjiW7KkLuv2x8D2igtGJxbtIddPg8nSeeeAInn3wyevfu3d6H0uGwNCvf8uUNg5y9yp95BkJZwzSWWpXBsgZBTq3+YaNxzYf/NkoVmzEqFdd8vK4uyGEuHJeGZ37b2SDIYVx+Cbd/kgVnVRDe+kEOI8sovvNOaKsdqHhybqPndy5aCvumUiiJI2o2eKsR9eXZeOK0AWp6XH06kcer5w+HuQWvYFHg4Pr+u4ZBDqMoKLn3XmjslYf/4KTTpK5F6WsaatrcMkzavYGOy6W+Xrn/uLR0fUmmAIyCjLXlzVsnxAoS7B/oMJpxR4CPjYPz6cehtMZVFSGdnFEQ8feOsgZBDsPigYe+3wKR49RiBC1l80m47MN19YKcGtkVbjy0cBs4Kdji52DHuXhXeYMgp9azv+1EsfMgXbE7EJbi3jfGhLNGJjfad/KQRAxMbF7zckI6TaCzfPlyrF69GjNnzmzvQ+mQtB4Hqua/3eT+6gULoBUbDktpNAK+2v1lyNsnGfurH8D7i7FokV/labBtQKK10UmiFlvgWeQKqiUuG1EU2H/6GYYhQ0Let3LBN5D6nLVvQ/EGpMoF+OzKsXjxnGG4aHwaHjopEz9dPwEZkQYoLfjQ07rsTTZZYxw//qj+vUjXJCsySjxFauoaU+2uN6Njt9XcqB0DHTa63DvMh9XlhmZlaiSJscgKFCKoSI1mdfQzzkVwy2Z4Pmr69U5Id+F0yXh/ZU7IfSxB4NcNBdBoWnZ5JIocdpU61MG/UP7YUQ5by+Mc2AIS5i/NbnL/RytzodWzFO/OQasouOHIXvhm5nhcM7knrprUU622NvuYPtB2kspxpGPpsKlrPp8P999/P+677z7o9c1bkNvdsEZhUlXoYIORysrU29SPZxVOQak79GK/QIgPXTZ97wvRIdp/kAWBdk8AEXq9WvZyf8HycvBNLPKWqquhaPYrIOmpgtGSgnHJVkxIC1fTitTc5haO7LCmjOz5mhIsLoaeupR1WRXecvhlv1pxrTZ1Ldayfw8dY7seY79wHzZUGrDTpkXf8AOPzCYJsQggiNxgMXpqkhrsE3v1gfaY6XC/+SrEvv2gHT22jY+ckI5LBge7p+koo8Tph6K07LNfEASUO3xNH4MC+AMSTGLLLsMkRWmQbbG/CqcfwU4WILBgJ9Eg4qpxaerPgYBEbSNI15vRefHFFzFw4EBMnDixvQ+lw5IMRhjHNn3BYjrqKEj79QBhg71TUo4KeXuNxqcuBmxwewUwsipo+2+Hoq6RaUpalBGywxFyn3nSRFhPPhkJj89B+Nlngat3MWkcMQx85b6eOawRKMxx6v+yKWv2gddaCzgljRbGkSOb3G+aMqXVK++QjqPAXdN3JlofowbPDdbosNLSeh0blm3XY0wwBBGuDWJF6cEDrkQxWl1CHSp9jdEdfyLEfv3huPdOBPfsboOjJaRz0PMyhqeENbl/cp8oBAItS/ny+YIYkBze5P4Yi05d09pSJo2A0elNF+2ZlBEDTScdsGPnezXIIaQrBjqs0tpvv/2GYcOGqV/fffed+sX+n9TwQUTkVVeFTBETY2JgPGJCo6BAkmSMiBmBOGNN8FDfLwWf47Ij9lVsqvXrlmKcOzqlwbbP1+Tj8kmhF2qfMiQekYJcMx20H216DwgRkSidMwfFDz0MqbIKyc8/B/2ATBZpIeaysyFsWVB3++CIyxDQtrzxVajPeZ9oQPTNN6tFEvanSUmBtn8m5QN38UCHA4dIXSRcPqjNOc21PXQcNnCG9ktbq/+6zQz3YW2FHp7ggS9WdJwWMUIkdgZCN/7leB6Giy8HFxEB+603QC6vKa9LSHdjFnncPb1PyPNCrxiTWmra72/5Z3+MnseRvUMHIXdM7YlwS8v7dHEBCdcd1Vtdt9ro+S06HNUvRg26COmuOmygw7qpssDm66+/Vr+OOuoo9Yv9P9nHFxGLlA8/hGH48JoNggDz9OlIfu89uE2hR5OMUjjePOYtTE+bDoGrGVEaEj0EZ/Y5GRcPjcR9x2Ug2lwTPLHvfcw8rhiXjFun91CrrTGbC+wYlRaOuWcMruupYzWIuHFcIm6MsMH36ktIenoudP36qfs4jUat7x9//wMouO46SJWVUNxuOH79FfnX34DY2bOR9t6b0O5+D/DaAGMkAlMfQnD8zXAFDq/ymcABJo8N+uzt0GxcA5O9DDppXyoBG8UPxCcj5b33agItRqNRZ5uS3noLbkPTI36k8yt0FSBCFwmR16DaUzMgYNbXm9Fp57S1WpkRPgRlDivLDn5RlCzEYnsg9NoDhtPrYbzqWigBP+z3zFY7qBPS3bCM7iRrEAsuGYHMBKu6TSvwOHNIPN69YBhErbt1ZvN5DR4/ZQCuGZ8C894MiNRII146YwCO7BEG9wFSzpqLBWtJkh2fnjdQrVDKsAyM4wbE4eMz+iA2uHe9ISFtKBAI4IUXXsDUqVPVbKwjjzwSc+bMgdPpbNb9t27dirV7m9y2Nk5pSW3e/1Bts9DHH3/8kO5XXu7o8qmdPM9B6/dA8LrVFcxBgxl+XnPQ31sRg/ByTnVRtoE3wvDvFhRcfTUM448AZl4PJSYOvJbDzsqVeHLrC0g2p+J/aefCKFrhClRjU/UyXD34agS8RvgdTsg7t0P87CN4lixWc940SUlIePIJ8JFRUAQBSnk58i6+OOS6Hev//ofwu+8FL9nAy34ovAZ+TRR8/sNLUxM4BdrsnSicNavBOpywM05H+Mzr4NIYG/z9dD4XeJ9Xnd0JGC3wg4oQHIqYmH3N9jrL+/CBtXejyF2Ia/pfh80FQTz7qxdXTNIizMDD9e7bag8dzcDB6Ai+z7XAEeBx37CyA5a9Xepdj4XuJfgqfq5acropwaw9cD8/D4YZ58F09ay2OWjSLg70XuyI78P2ENC4MWvRNRgdPxoXpl0KnyyqadtuuQSzFl+HW0fdgpFhE1o8o28IeFD5yIOwXnQxnKm9wJa26qBA+9O34CMjoUw6Ws2yaAmN6Iey8h8Ed2fBIeoQzBwMXlEgLP8b4X16ArHR4AeNhL+Jogikfc6JXc2cOXOwbNky3HXXXUhJSUFeXh4effRRJCcn49VXXz3o/dlExqxZs3Daaad1n2IEpPnYh7FX1LPh6H0bm/H5zAVFGFAz62P0OVD40EPq/3uWLQWWLUXkxRdj3vhKLMxaqG4vchVhVcnKuvuzjvIXZV4Ik2KAxaiBGB+JSq0ITXKymqLG0uqkpDR4tTrIWi+8894LGeQwzr/+Qvj1N8JpCGdVAmqO/zCDHMbgrEbO5ZdD8TYsf237/Atoe/WCePKZCEpK3d/PwwKfesEP6foKXHmIMcTVVVxjWHnpjtBDZ39Dozz4PCscW6t16gxPU5LFWAQhqdXXMrSpTd5OTO8J3XH/g+fjD6CdNAWazAFtdOSEdDwSAthZvVP9+mzHZ0iyJMEb9KrnOGZ16RqMiZwEWW5ZcMBVVyAgB1Bu9GJx1ocoCJRhpKk/+vZNBOa9gdgRI+HW18woHS7B64Xk9qD8hRfq/X4Amysq5nmkzn8bssLOuzR4113YfDZUeivh8Dtg0VoQqY9EmK5tM1S++uorPPbYYxg3bpz6MwtwHnjgAZx33nkoLS1FbGws2kunCXQOdSaHHCK3G8HCwgabAkVFSDH3Qrg2HF6pJmCQFEn94GbiTHHgWLEAFpPwWgSTeiDs/ofB+/2QNRp4BZ26/KVIysF7a97BLHPTqTdqdatWWjDJ+gt5Vv/TKMipVfnGm0g6ejqC+u414kL2YcEMaxbaP7zmAr/ao8CgqemtJLOp9nbuobO/JGMQsfogfiswHTDQSRRiwIPH9kD2AQMdRjv1GATWrYXzmScR/tp8dQ0PId0BBx7xxnhcnno2Rgk9gU3bAasFvhHJeCnvI6RZerSoEXVtpoC3vBh5M0/ATf9erw4MRhui8Un2V+oa2dcefADweoCWBjqygvKP961rbUCW1XYOYQMGAiGqp5Kup9hVjPuX3Y9lhcvqth2ReAQeGP8A4k3xbfa8HMdhxYoV6swMv/dcwtbUs/X2ERERKCkpUWd4WNsYj8eDPn364J577sGIESNwwQUXoKCgAHfeeSf++eefVr/e7zSBDmm9F6OBc0NUvJAhwsOHqVPnbA2NWmEqGARnMCBm5kzoph6DkwwWTAs7HbGKDygtghs+FJsDeDHvQ0ztOQ3hu0qgVuf1eREoKoYQZlXXAYgGHaBT4BE8iJQCsPI6SCdNQTgnQj9wAGSPB46ffoZn3Tr1uMJmzIDfZGWRVIt/R/UEsyeryf1sfVBrNGo70PMb3DYoFeWQHA6IiYkImqzwCQ2bnpL2U+WvhEdyI1ofWzejU7c+x7Y31bEDBTpsDGB4tBs/5VuR69Qg1Rw6t5+lqyUK0dgWyMaJmHTgx2T9dU4/E+7n5sH/5+/q+52Q7sCoWDF/1DOQn3kD2vAsmEYMgOz2ovrxN3H3+WeBix/W4uqeLE7yZCThx+0/Ycmkz8FV2dV2EJqBSbBrJTy+6w3cM+TmVgnaAvsNUtYXyMuD5GfnOxrI6A4zOfsHOczSwqV4YNkDeGLSE202s3PhhRfi+eefV4uITZ48GePHj8eECRPQu3dvdf+tt94Kq9WKBQsWqIMIc+fOVWd82Fp8trbn5JNPxqWXXkqpa6RldJwPJk82+D8fAVe0DrAmQjvhVgQSx8FvssAybRqcv/+OpGefgT8hBQvzPLC7qjB1zwoUvfYyW22mPo7JZMJjcx6AYO0PviALpa++AdfixXXPo0lLQ/y998D2x28oOWMC/nWux1V9z4OhSkG1w46yZ54Fb7Eg7JSTEXHB+ah6731YTzoJjlYIchgWuBkGD0JTHYY0qamsnTTagsADusJsFFw7E8HSspqNHIewU09F+Cy2NqjjXDx3Z/mumhLMMfoY9Xu1W64rLV3XQ8fUsVIZM8L8WFEq4cc8M67q33T/rFQxHlv8TQf6+/fXETMHwP32G9BOmUqzOqRb4BTAtHYbzJeeCmHL2+C3fgjow2G+4Bx4tTx4exDO/dq5HQ4778eDcZcg//KrESgoAKfTqZkG5iMn47G770KxGISppUtnFEDfrx9cS5eG3G0YNlQd1GiNQUTSsbF0tf2DnPrBDtvfVoHOtddeq67N+eijj/Dpp5+qAQ27Vrz77rvV4OXoo4/G9OnTER9fM6vEUtquvPJK9f/Dw8PVvlMWi0X9am0U6HTx2Zug4EUAfnXa3Fy+FfwHJ+1rvOWpgvDFJeDGXAtp9E2IuvEm6Hr1UqPtHC+H55YX4v3BCrwvPtfgcWWXC1U33YHUd99B9a+/NQhymEBODorvvx/R114L6dvlyBvnga+oChUXzoTiq0m7YQUCyl94EaaJE2B+5jEU6D0o9eQhTBuGME0E9JL5sBeCstQ1TVycWmI7WLY32Kgn6rJL1ep0bUHvrEbepZc27CHEerR8+aVaslpz1nmUQdABFLhqeuhE6WuahVa7FFhqZ3RYaWm9AdivB1V7Y62sRsW48WuBBXlOB1LMoWcl08QELPNtQLXkQLhw8JOGdvrxcD/zFPxLF0M3cXIbHDkhHYvB54DQJxqahZfA0+94OI65H7zfjaiNX8DA/QV/9AMQw2NbNKvDZmF7u80ovPd28DdchmB6LOwBB2LECAQXr0Hlm28j5rqZcLfwd5FFEVFXXwXXsmWNmmqyypGWY46Bn4KcboGtyWnJ/pY66aST1K+qqiosWbIEH3zwgRro9O3bF+eccw4WLlyoVlbLysrCpk2bIP9HjWxp+K6LkkQ/sgPbcefK23DezzNw85IbsEyqgG3SLY1uy//zMnRSFVzGMPCnnA5/zwy8vrYUFw6MAPfuG008gQTHL79CdtSMfu8vUFAIXm+A79ufcEXimQg8/1ZdkFOL9f9RLp+Bezc/hVO+OxVX/nYFzl54Fmb+dRXsfLmaAna4AZ79l1+R8Nij0A8atO/3tFoRc/NNCBQWAU0URWgJdrz+LZubbJRa+c470Lio1GdHmdGJ0EZCy2vrUtdMezMLZZsdnKljzrz1C/chXCvhu9ym8/pTxQT1O0tfaw5WmEDo2Quez5rI8yeki+H5ILjcH5E14x08HKbHmTvfwcVFP+KTEWegYvwVEDk7jEZNi55DEBR1oC3w4A2YFXgP5665AVdvuAenr70Wz/XejcAx4yDam1d692BcS5ch4aGH1MG9WtqePZH01JNwLlmqVj0lXR8rPNCS/Ydr27ZtDdbVsDU5J554otomhs3gsGpsLC3t7bffRmJiIi677DI8+eST+K90rCFL0irYZ9rKyhW4c0lNSW6myleFa8o34tYBV+DsAadCv/mrfXdQFHAlmyGmJGNpnh/9TApybD78L9WgTrc3xb9nDzR7pyFDCZSWgmd9aaBH4bLljfbrZpyGl50LsaRwSYPte2x7cN1fs/DalDeglQ89f0CSJOgGDEDhHXci4txzEX3VlVCCQSiSDNsXX0D2etWyum0S6GQ1nTIk22zggtS4rSMocOcheu9sDps5tHvrrdGx2zpMD51QvaHGxrK1OhbstmvRy9o4YI/gLbByJjV9bax+X6B/INqJk+F5920Es7Mg9khvgyMnpOPgBRnZA4/DOYtvrSu0w9J6Ht34Cn6PG4k5fc5HGN+y4ECj0aI6Wo+Zq+9Eibukwb7fixYhOi0SN4gZaLFAANWff66ei9lAHivsw/GCum6nZM7j0PbogfCTTqWqa90Aq67GCg+wNLX9HZF4hLq/LbBrrvnz56uzOZmZmfvOK1ot9Kx3m9GIVatWqYUIIiNrjuHDDz9Uv7MMIjY43ZZoRqcLcvI2zPnnsZD7ntv6DsqHn9t4h9YIV1DGnF92qi+6AdF67LIHoendp8nnYbMl/pKGH+D1aRIT1CAqyMnq7M3+pGkT8HPB7yHvm2PPQYX/8Dq3S5IC3eAh4ERRLbmZP+s6FNx4EwpvuQWu5csRfcst8Gtb3pF6f+yCWde/f5P7xdhYKKzoA2l3eU4W6NSMfrIgh2VJWmrX6NhYw9qOGegwfcN8iNEH8VW2JWRPFPb+Zelrm/27m/2Y4uCh4Mxm+H74rnUPlpAOyCkKeGbHx3VBTn0rSlYjTyO2uL+NzxdAoeBoFOTU+irvB1SbWp5SJml00PXpA++mTSi68y4U3HAj8q+7DiVz5iCQnw/9sGGQBDrvdAds/Q2rrsaCmvqO2Ft1ra3W5wwYMEBtEDpz5ky1uEB+fj7WrVuH+++/H36/X20iyiqxsQpsrLraTz/9pBYgYNh+hgVDe/bsQXW9voethQKdLsjut8HubyKlTA6gRPYB9T/4RB1gToXP74dRK6AEOpx3RC/06RkP+eGnoDvtjEaPwyqrmSdPUtf0hKLr1w/BsnJozj8D39mWQve/YxvdxsMH1XLVTSl1lx52pO8xhSP5nXdhOvLIurLVbGQr+Y03EEzu0eJGcKGwx2SBoRhX05tlf1GzZsFnqulbRNoPa5Bb6M5HzN6Ka1V7e+iwNTqKJEFxO8GbWmElchthL+cJ8S7sceiwrrJe76x60jWJ2B7IgV9pXud1VnVRM2IUvD//oM5+EtKVuXgOS4pWNLn/1+LlCAZbViWADUIUeoqb3O+X/fCh5e81v6hH1HXXhdzHztOW449vcQU50nmwEtKsutq3p3yLD4//UP3Ofm7L0tLMs88+q1ZOe/HFF3HcccfhqquugtPpVNfpJCQkqBXW3njjDfzvf//D66+/rpaWFkURW7ZsUe/P1vCwWR62vbVR6loXJBxkyl3tmK7s/eBjBQsmP46ih56G5qobcc8J/XHDpxtQ6qhZT6MROFw1YQZOHzIc3vvvqtmWlgbtvQ+hIiEVwTOPgVkOwPXxp1D2VmUzjhunLviv3LgWG0ZF4vkt8zDt4rcgrVjdIBXOEOTVIgm1fXn2l2BKOGAvA3bBp5X8EJ12KB63OiIdMIfDr/Bq0OGyRCLigUcQ7XHUXLwZTfAZrC0eqTsQjzEMyW/PR/Eds+HduLHmOI1GRF1zNbQTJsPThs9NmqfcWwaf7NsX6LhqXmMsdU2229QqRh11jU6tNHMAPcx+fJVlxcAILzT7DVn1EBPVxqHb/TkYpKsp73kwmlFj4F/0JwJrVkE7pqbpGyFdEfsYZucenxS6J5VBbJ0Z3SRr072sjKIRPBtwbOEpgZ0jpcRUJDz7LEofekhtn1BX/fTxx+GxRDargTjpOtjMTVs3CN2fwWDATTfdpH6FcvbZZ6tf9bGgpxarwsa+2gIFOl2QRQxDkjkJBc7G62usWitiWGTfZxpkUwqCydNR/tH3CPTtjWBiPK56aTU8gX0jWQFJwYt/ZyP9jBE46utvUWV3Y7OLx7wVFRiYl4XTxnvhO20wRp19GjROH0S9AZzAw8sHsMhsxhbbBrw19iEYq1Yh5okb4M7zw/7rH2q/HXNMD5ylnIkPt33U6DgHRA1AhCaqpr1zE0GOyW1D2aMPw/X34pp1RmYz4u64A5ajpsINjRrQeAUtYI7ad8c2DjTUACssBtHPvQCBBWA+HzirFX5TODxK2+ahkubJc+Wq32MNNTNvVW5ZLQvOGoZKLNBhr68OPKNTa2K8Cx/sCseiIhOOTnI12JcgREPPabHRv6vZgQ6fkgo+Lh6+336mQId0aRbRiBPS/4cvd30Rcv9RKdNaPOvPxuii9HFID0tHlq3x2s0ZfS+AkVVFbN6k6wH5BS2EUeOR8sknUKqr1XOwHBYBn8GipnIT0p1RoNMFGWUr5hzxuFrFrH4OssiJeHzCE9Ab+8A38UlUzn8X3g/fhNK/FzZO7YHcbfkNgpz6nvtjN+xH9MCD39WU5WXyKt04YWQUblt5t/pzujUd7094HGGvHwmDKRbnpI4BLwXAr5illrJmLBNnIzB8GLzrN0CUBVzY7xIEZQlf7PwCQaVmGn9swlhcO/Ra8KzZQT2cRoJLscMVdMHE6+D97Ve4l69QzyjWE45H2Iknwbl0idpPwDR5MkzDR6gpbG2RpnawETavxghE1BsVpHNNh5HnzIXACYjURdXN6LC0NZYmqc7o8LzaNLeji9JLGBTpxcI8C8bEemDR7AvieY5HupiIDf6dOBeN00ZDYb+/OGw4/IsXQfH7Q66rI6QrCAR4XN7nfKwsXtFoQPDyvhchSjJCpxPh87UktUxBuU2P24bMxRtbH8O/ZWvUrWwm6dSeZyOJPwoerxbm1mpS7XOgzF4Ah+KCIAuwVrsRwafApTGGXMtHSHdBgU4XxGYyUrQ98dn/PseP2T9iY/kG9AnPwEk9T4IVURA8XsgOF8TwcJjGjIb7vBPw26YXoatsuvBAbqUbsZaG6wH2/+zMsmehzFOOMJYWV50DsTqn8QPZi+D+Jwey2w3JaAFkP0waE+YdOU9NYdMIGqwvXY+rf7sap6SfhCszZ0Hycwho3fhg+7v4ZPsnam4zu1A9JnUKZr35DISPvoNh6FDkXXNNXR8Bx48/QoyNQfI778FljaIPelInz5WjFiJgr6Ha0tLmvYUIFFYZjxUiaOMqMK1lXKwb2206fJdjwbm9G5Yu7ykm4xfPCnWdjpZr3mJkzdDh8P+0sCZ9bVzDBa2EdBUGrwvmgmq82uNOrJOz8Zt9FcIFM06LPArxdh7G3GJwkYkteg42cJBV7sajP2Tjogk34qIjBARkHwQY8eN6F2avzcLC6xJh1rS8GpoYqMLyirV4bNsLdcUPeof3xkP9b0FPa2+4hY6diktIW6JAp4tSJA4mKRIz0i7AWT0kCBAQCMjQBb3w/7wQFe5KBCYMgSwK2Fm9BcNih2HisAhcdKQWBtEAvaLBmh0uPPxbAcqdfvSKMaFvtA5vXTQS3oAMrcih2u1Hn0gBHxz3IQQoCBdNiJQ5KKe/De7nu9RgZ39S0tEIlr+HhHnz4NbqUezJxtub3wY277sNm+q/acRNiDHEoDxYiAidGe9seRcfb9/X54MVMfip4DfYAnY8ev3NKDlpRqNmacHSMpQ9MQcRDz0G795+KaHwogIXbJAhQeEUeIJe6AU9TJwVWlkLrdMOOO3qCLdkssKnMRxw7RDp2HJduXXrc5hKl4zaGF62VXfoQgT7M4gKxsa48XexSU1lq99EtJcmGQFPENv82Risa3oQoz4+IRF8bBx8i/6kQId0Wex8Zfv6Gxh69cLQ409ET//x0IoCLD47/I/fBeHGG1mo0uLnSY7QqutcB8YakRoG+CQZOl6LPlEsVVaAthWKoel4INuZj1ezP8Q1Q65Re6WwGd08Rx7u2fIUnh/3JMz84TfgbkQThEtxwBN0q+uM2HlSCVDpatJxUaDTxdVUW+EgQ1YHqcXKMpSN7IXH8v7CPxveRqo5FXOPnIvNu7/BjB/OVGdLWIrbtB7TcPWgy/FtUhrOXVCAeaf0x28bC/HisgI4fUH1sab0jUF6fAxuXjoLVd4qNUC6rM9ZONOQjMjjnwT+fgrIX113LHLmKUDSQMQ9/wJceqva6T3fVrNeon4ZxFP7nIrn1j6nflAzr0x9BZ/t/Dzk77e89B9UDwyqDUxDYet3ot1OwBy6fnxQ48EPud+qM0lOvxMfbP0AzoATHDhMSJqAOwfcAN9VNyGwtz+OYfhwxD38MNzhsf95ShxpHfnOXGRGDKz7udKpoFdszWp+Nb89vHNVxhsc5cXGKj0+zQrDzQMr6iajEoQYGDk91vt3NDvQUdPXBg2Bf8kiKNKd4KjRIOmCOH8Q0rnn4G+3Hk++vhYVrpoSt8NTwzFn3ksIrF0OsRUGsyIsEr6cmYG5/z6Fv9b+DQWKGhxc1v8CfD/rRAgaFxBouvlvcwRlB5bbN+C8/ufhxXUvothVU+ktIyJDHTBcXbEe05OS4GmFHtl+rROvbnwZ3+/5Xk01Zw2Xz8o4Cxf0uwgaP80akY6Jykt3IxqeQ7lix8xtD+Of0poAZHTCaHy+43N8uPVDNchh2AfYwqyFeHLNPAQNQXx5YR+szqnG43/mqEEOw84Bf2wrw12f5WDWoJpqbJ6gBy9ufRdfeYsQ3LMI8okvAAmDgV5HIf+SVVg3+mn8WmnEDkkPz95jSrGk1B2fTtDh/P7n446/76gLchh30I2g3HSudImnFLyxiTUVitJkuVxeBH7OW4jlRcvhDXrx6oZX1SBHvRsULC5YjOv+mQ3hukvq7uNZuxb5l1wMg6v1a72TtseqLJV6SxCrrylEICsKqj01a3TYZQ1bo9MZChHs30R0coILu+06rC7f9z7gOQ69xGSs8W07pMcTBw1WU/iCmze1wdES0v4EiwWbFStmf761Lshh1uZW4/y31qB61DgotZVJWyBSJ+HWJbfiz/xF6jml9nz2wsbXsKjwJ1i0uhY/h09U0DeyL+5dem9dkMPsqNqBOxbfgbTInghyLSuVzQRFL55YMwdf7/66bj0tu2b4YNsHeHPL61BEKktPOiYKdLoRXpGQhTIUugrrth3f83h8ufPLkLdfUrAE5UEP3BKPF5aEWG/DPkxLXDAhVV1nw5ze53T0TRyFz1MHYEHJcmw/403sOvZVXPNtCU57dSVmfrgWp76yHBfMX4XKgIIkYxLSrGnqfY9JOwbf7fmu7kO0lpZVTjuASHMMZE/jxm/qfXv2hGIMPdLE0tXe2PQGTu59sjqTE8ru6t0oSzKBN5sbpMT5N29SF4CSzrc+h11wxBlqegrYPYpaiM/KAh2Xi02Bgjd3vpFJVm66l9WHL7Os8Er7Xpd9NKlqPx2n7G72Ywk90sFZrPAv/buNjpaQ9lWqAE//ErqhbpnDh7V51a3Srb3UU46tVaEHGt7Y8i48fkeLnwMij4+3fVwXSNXnCriwsmgldNrQ/bYOBSsE9GfenyH3fbXzK7gQuncfIe2NAp1uRNFoscmzp8E2SZYaBRb7z5a4ggqq3U3XwNxT5kOsMRYXD7hYLV99zW/X4NFVT2DOv8/ijO/PwLvbXsMpIxqmA2VXuHHVB2sRlMPw0rin1XLSqZZUbKtsfFL4t/RfjE8cH/K5e1h7IEoMh2XatMY7OQ6x994Lv8ES8r5eyaM2VmXrcap9Tc/Q7HLnNGoCymZ2BFaTmHQqOY5s9XttoFO5t4eOOqNj2/sa6GQzOrUmx7vgCvJqFbb6gQ67AFrn29Hsx+F4HmLmAPiXLm6jIyWkfQUVHjtKambvQ1mdY4Motuzznd1/T9XOJvc7AjXrXFqKzapsr9ze5P6N5Rvhk2pzKA5fpbeiyX3sGsIZaIWgjZA2QFdq3Qjr9Nw7MkMNGkbHj1bza1mpywOJ0EVAL3DQHeBDPz6M9ayRMDB6IOZvnt9o/9d7PoM5rAApkQ3Ty3aXOVHpDSKCj8MLI+fg+PijkGhqXOlmwbYFakobe/z6WNrbc0c+D1GIRuTts9WgRpOUpHaDNo4di9SPP4bUs2+TDUK1gq7u92dpc01J0MVCqm4YCGl79KCCBJ1QjisbYdpwdT1Z/WahLNCR2b8xh05VjKA+q1bG6Bg3/ig0odBds/wyUrAiho/AGt/WQ3osccBASDnZkAob9+IipLNjrQtiLE1/5qfHGCDLLUtdY+fEeHPTldtEXoRObPlMiwARcaaGA3H7nyfZua6lLNoDryWq/Uwl3VMgEMALL7yAqVOnYuDAgTjyyCMxZ84cOJ1NDyj8V6gYQTfiloFE/Ric3aMXdBoO5sEa2ANFGBM/BiuLVza6Pat+FqMxI9Jhw+kDY/DRupqylfWFGzUwm5wYGjcUP2X91ORzf5fzAU4cdgte/r3hyFKVO4A4nR4QohGh4XDZgEuxpHBJw+MOujH779n44JjX4XcWozDoQnRYOiK1MTBIlpomnRoThONORvzkKeAVGZJGC4944OpoZoThxJ4n4ffc33F8+vH4atdXjW7DuguneUzwVewbzWLV1wzjj4BLLfRAOpMcR1bd+hymwimDVXfVa4CArRqcwQh04gX4w6M92Fqtw8e7w3DTwAq14EdfTRr+8W1W3wvNTccR+/ZX/w7+FctgOO3MNj9uQv5LFiOHyycmY87CxulrWoHH5IwYOJ0tW73P6uOkWFIRpY9CRYjZkP+lHQuLEIZACxuGapQIXDLgUtz2962N9rGiOqf0PhUudvJvIasYrpas3lW9q9G+UXGjYOKtQMuXApFOau7cuVi2bBkeeeQRpKSkIC8vD48++ihycnLw6quvtuux0YxON+Hneey2FePv4m/x5IbrceuyC/H65nkwayJw55g70S+yX6NRoDlHPIoYjx9VTz6DKxMlTOoZ0eA2MWYdnjuvF17b/IRa0rLSW9nk87MP+jBD44usuHqjaj62ZsfQA7eOuE2t/FZ/5OumzIsRs+od9F35LiZEj0YClw5doGHJTDZz49GZ1YpuXkF/0BkXJcjjyoFXwea1YWLyRIxLaNgNnp2gXh3zNJQnXq7bxtbqJL32GnzmzlWZi9TIcWYjzrAv0GGpa1ZDTbNQqbqq0xUi2B+beD0qsaYwwfKSmoa1/bXpqJBt2BNs/uwMa5gq9OoN/7KGgw6EdAV2nxPjM/Q4dXjDmRCzTsRrFw3GLvtqiGLLBzzMXAxeP+oltVVCfWNiR+LaITMR8LZ8poUtMozT9sXFmRerZaVrsSyFh494BE6nBWIrLCfVS2bMm/SMmmJeX7+Ifnhg7IPQBFs+O0VaR9Bmg2/PHnjWr4dvT5b6c1v76quvcMMNN2DcuHFITk5Wvz/wwAP4888/UVpaivbEKV08/6a83NHtm0WytSR7nBV4ecvDWFWyosE+lrr1/rEfIUJnQoWvCrmOXMQaYhGnj0ak3Qu+xAZ/fhGUQBD+EaNRAR2y3TIkhV1U8RA1TgSEcmh4BbscG/Dy+pdCHsMJPU6Bt+QkfL123wv+yIwYzDk5E+J+ZZpZ9RY37Miy71ErSvU0JSHCUQq9PhI+TSRccusuFg+KHtilavhlH3ieR76zAFG6KHUdR3hAD6G6Gv7du8FbLRCTkuE1hUFSqBBBfTExoddBdaT3IWtIe/zPR+GUtNNxRNwkdduLv3tg8yg4Y4QW7o8/AGc2QzN8JDq7X/LN2OPQ4r5hpTBrA3i4+g2caToG51mObfZj+H7/Fb4fv0fUwt/AsVlX0unfix3hfdgR+LVe3Lb4BlyceQ2SDP2xs8QBq0GDhHARC3a+hkkpEzEyfBz8/pZVEjN67ah67hnwN1yMYthR4SlXi+9Yy1xQvv8bxiuuhl9pWUDFJmnzXEHsrCjGkDQtdtt2qKlqyaY0/LjOhVMG94SZa51/dFaAxys4UO4rRbGrBEnmJERoo6ALmuh1dYjnxLYSKCpG4T33wL10ad0244QJSHz4YWgSatamtoUxY8bgxBNPxF133aVeR9Wmb2ZlZSEtLQ3Tp0/HrFmzcNppp6n7Vq5ciQsvvBDbt29Hfn6+mvLGUt+efPJJlJSUYPz48XjiiScQ3grtHih1rQsReQU6pw2K3cZWQkKxhMFnsMAjK6gKFDcKcmov/uaueQJPjJ+LRD4CSeG9oCsrQP6JZyNvb24lb7WCE0VIlZVq2taR332Hy37Ox/I9Vep+1viMjYQ9fe4UWLXvqwv862MjS2dnXIAL/6zpRSPwHE4cnIBbj8mAGCIPmguKMCESg0xRNYWeZcBjToSbfZK2QbaYGDQgEgZwPKfOAsWZ02pmgwKAWsstPBbcSDbyp8DHPszpA71Tynflqo1mEwz78uYrnAqiTHtLS1dXQYxPQFcwKd6FHKcGH+4Ox8z+lcjQpGG5d8MhBTpi5kD4vvkSgX/XQjs2dDEQQjojHiIuH3w5bvzzWgi8gB6WHrD5bSjzlKnZDOf2P1ctJuD3tywAkQvy4fj+B+D7H2CKiEBYTAz8ubmo8nrBaTQIO+cc+E2he7w1FztVJZo1qHBF4KLXNsOsM8ATlGDS5mPuGYNhEaCeQ1sDy6DQymYk8mYkWXvVnSfplNgxsJmb/YMcxr1kCQrvvRdJT8+FGBaGtsCClueffx6//fYbJk+erAYqEyZMQO/evZv9GCzFbd68eerr6pprrsH8+fNx0003tfjYKNDpInRBL4KL/0Lek09C3hugaNN7IP6puZCS07G2fFmT911dshpe2QODrFU/nH25eXWPwcj2eoGL34+A3Y5LJyXUBTqegKR+Pfx1EZ447XW8u+NZrCiqCaqGRA/BHaPvRLIYh++vioXTH4RRp4FZpwGCTSf0yjwHp6SgyOaFSSsgyqiFSeAgs6mkNlI7uRlqkrOLT3x2C1mOmoqDccZ9wUylS0Z6tAiFvd5ZaWlL247C6X1ViHDlwOCvhCAH4dOYUW1Mhd2YVHNl1FrPIyqYmujCt7lWLCs1YkB4T3zs+hmlUiViheZdWPHx8eCiouBfvpQCHdKl+BQ3fs7+GY9NeAyvb3gdu2y71HTpo1OPxukZp+On7B9x9cBrWvQcLB02UJhf97NcVQV/Vc05k1HY4hyfD2iFBAVeVjA83oxPrxwDhy8IgeNg0QrQs2CrjRpb0zmx45EqKhoFOfWDHba/rQKda6+9Vl2b89FHH+HTTz/FggULYDKZcPfdd+P0009v1mNcf/31GDx4sPr/bHZo48aNrXJsFOh0AWo/lx1bUXLffXXbhOhohJ84Dbw9D3o+BZH6ptcesPQ1Ye+QD1uHbRzSG+m/fgk22WL7aw3szz8D2VVTBpPN6AQNeiRbgUdOS8ezvxSgfO+iTYHnwck6zBoyC3ePvkf9IDRwJoTZfSh75Da4Fy8BryiQkpKgu/seKJmD4A/RIyfAc3hzWQ7eWZaN2s/oaLMWr54/Aj2sOihNVFFrb4IIuDkHZMgQoYFOMrXZSYYcXqDDKq6ZxJorC49fgdtf00OHzeaozG0Q6CgKwl25SKxcC4unGDInwKexQuIFWNyFSKhcD6c+BllxU+DWs1nM1tHT6seAcC8+22PFLYN7Q8CvWObdgFNMRzb7Qk3sl6kWJCCkK2GBwB+5f2BrxVac2fdMxBnj1Nf7soJluPmvm3Fh/wsQbGGxGXX2o0dNj7hQeJMJsuHAPeIO9fl0gh+ciRX84aBVTJCDnbewCjl0suPAJb5lR9tWQDvppJPUr6qqKixZsgQffPCBGuj07du3WfdnKW61zGazWsmtNVCg0wXofC6UPvts3c+mieOQMPMsiGufhc0D5Of0wpToMXi+ifsfnzIN5iovNBYHtCUbIf5+L1C2HTBGAaNmwfrdZyi+4jr4d++B/syzUaAJQIYTlogc3HdGBKyadFi0Bsi8HX8XfoOzImdAH6gpRWny2pB/4QUIFu/r2BwoKEDBzGuQ/O674HtnNggG2Hqin7eX4e2lNf1OarFg6oK3/sHC6ybA3AGXxwS0Lny+5yu1SzRL3cuIyMCtI25FT0MGeKn1TmakZYFOvGHfbE65s+ZCJszIQc6vUmdU2MVHazJ5SpFWtlQNcNy6KORHjYRDHweF33sBoigw+coRV70ZA3K/xK7Eo1FlTm+155+c4EKBW8QHO+PQK70HFnv+bXagw7B+OoGliyHl5UJIabgImZDOKkLS4KReJ+HTHZ/iyVVPNtp/dMoxTbYlOJQBSHuEDtqMPvDvaNxPx3zJBai28NC1bBnQ3udSUI4S/JX7B8xas9ofLyAFcHTqNJilCBpw6yYOlpHAW9qm2M62bdvw9ddf44477lB/joiIUGdk2LqcadOmYcWKxssm2Pqd/Wk0B253crio6loXwEtB+HfVlHwUIiKQcO0MaL47D1zVbpSlnAjTzz9AU+nAVYOvanRftpjw0kGXQSyvgq5gCcQFZ9UEOYy7AsZFD0Jc/AgiX3oW+nPPhzLjHLy64yU4/A44A070io7CqsqvcOfKS3Dnsutqytdyivohz778mzY1CHLqK3/qKWh9rgbbXLKCF/8M3bGapcct21PR4Rp1BjQePLzqIby84eW69Uk7qnbgyt+uxFbnpg53vN1VlmN3w0DHUXPyZ9UAlaq9Fdf2LqJsKTHoRs+i3zEw9wtoJDdyY8YiO2Y87MbEfUEOw3Fwsdmc2Ilw6mPRp+BnhDsbBvktoRUUHJfiQIFbA0/pcdgc2IMyqar5v0dGX3W9n3/l8lY7JkLamw86XNb/vEYVxJiZ/S9CjMYIDas73wIso8ETpoN27gPQj99X0ZP1eTNcdgH8/5sM7iB97JrLJdpQ4StDoasQb296Gx9v+1htSJrjzIJHbPuKW6RjEKKi1MIDoRgnTFD3twUWtLD1NFu2bGmwXavVQq/XIzIyUg1iXK5913us/PR/ha7AugCZF6BJSVH/P3LGqRD/fQGQg3BlzoDglRH84VvkBkvV4OT5Kc/jtD6nYWrqVMweNRs3j7gZz697AZr0aAi/3R3y8XVbvwDHeyFdfjk+Kv0SEaIZblc1EswJmL14Nt7b8h6KXEUocZeoDUMv+eViuMVqdTGne3nTaS/ezZshSA2Hs9jAU7FdLQEQ0o4SR02qXgdSFSjHkoLQXeSfWP043HzD4gzkv+cJelDsKUKCseGMDruWMWoBubKiVdbncIqM+MoNGJr1ESJd2SiKGII9sZPVIOZAa3BY8JMfNQIOQwL6FP4Ko7ccrSXOIKnFCbaUpkC2D1FndZqLVVsTe/VR1+kQ0lVoeQfiF96FtzKvxNwRt6trc87qdTI+mTAX59lsMJVuhcBKfraAWjtHkXHW6mvx62WDwH/yCoT3noXvvSfx6ohKXLHqVjXNucVECVW+Stzx9x34cueXKHWXIt+Zj7c2vYXn1j6H6kA1DbZ1E2z9Dauutn+wY2RV1x55uM3W5wwYMEBtEDpz5kx89913ahW1devW4f7774ff71dndQYNGoTPP/8cO3bsUCuuvf322/ivUOpaF+A3WBA1cyaKbr0VxiH9wS16TN3uM8RBsFdD7JmOJY51+CjrC3yx8wuMTRgLo8aoTttn2WoqoXH9LwOcTdc6l4s2oyqFx9aqNZjT80bsQRV227ORY89pdFsW8PyQ9QPO7Xk+NMk1AVgoYnQ0FNaKvh52bkmPNiGrvOFMT62hKeEt7ljdmtgJZGNJ0wvm8h358Ehu6NC5+7N0hdkcBQoSjcl128ocijqbw2Yh5apK8AlNdzFvDrOnGOklf8Poq0CluQfKwvpB4g8hbZHjUBA5DD3KliKj8GdsTDsDUit0NGeGRHpR6NZgV9EZWGj6FKeZj2r2fYXMAfB9/w0UVilKT2WmSeenlbzgd/yIePYV1QvHJAwFHygCFr0FBNwI+J3gex3doudgA3LbK3eomQ8v7HobL4S4jSfohh41ad6HKyj48PXWr1HlazxTyzILtlduQ1J8KjXz7CZYCWlWXY0VHmBrcniLWZ3Jaasgp9azzz6rVk178cUXUVhYCKPRqFZdY+t02HqbG2+8EXfeeadaXrpnz55qz53WqKjWHBTodAEsl1g7fBQir7kGstcL6MMAYyT8fY6HtsQBn8eLCKFmtNon+bAof1GD+5s0JijcQabpDeGI10fgYe+x4PKKsTEmF2MSx6hBU22Ftfp+zF6IE9NORsTUqSh/7rmaNtH7ibjkYvhNrJvyvvxhI8+pZaev/bjxqHO4UYNhKeGQ2rDy2uGkJ4Tpmv4AYQ3cNLzYJmWxSfPtsu8ED17tjVR/Roc1C1WCQShOB/jDLETASwGklK9AfPUmeLQRyIqbBI/28Gr/s5mdgsiRSC9dhLTSJdiTMBWtgU0mHZ3oQNFuM7ZnH40d0cXI0Mc3e52O76vPEVizCtojJrbK8RDSnhTWWFNnAXwOoGI3+IqG6dKyMYY1GWzZcyiAVdt0EMOBg8hS11p4bmD93/4u+LvJ/X/k/YGjEqa17ElIp8KCmrYObPZnMBjUwKWp4IU1EX3//fcbbDv++OPr9rF+OvVdd911aC00n9lFeDQG6M+5AJoh4yGPuhrZx76Pk97dAz4yCsGyUkyJGNPkfc9IPgHezdlQejRxEaM1Q4jpA+XX36D8uhhbYrx4beNruOrXq3Bev/PwyKDZ+GzIc/i8/1y8OfQJjIsbo/bO4cDDb4lE4rPPqj0D6jNPmwbjsccjuF/QwoK2YUlW3H9iptqbp1bfOAsWXD4G1hamE7Q2tsgzMzJTrVwXypSUKTCifRqHkX12O3apQU79f6dSu4xwA5vNqVIbQXBW62EVGxic8ylibVtRHD4QWbETDjvIqeXXGFESPgAx9h0IdzaeMT1cWgE4KdUJORCJR7Y5m10elo+NAx8TS+lrpMtQdFHwD7ugyf1c5smw230tew5FQc/wntALoWdBxyeOh5lr+blBw2mhPcDMsfr8NNBGujGa0elC/JwIv2iBfvgVePK7XSh1+PD+djtu+OAVwF+J5ZNeRK7swWt7vsYfhTUXLZkR/XCmYQJK5zwF47vPQfzgJMBeuO9BBS3sp7yHUiUMpt49sbG3iHs3P67uijHEIN2hh/zUQnj//VdtGhYeFoa7rr0M7olDYOItcHASuKGjkfrzr/BvXAfJZodh0GDIYRFwaQwhfw+NouDE/rGYkhEDmycArcjDurcnQEsr4bQFoxyGpyc9jZsW3aQ2pKyVbE7GzcNuAR/UUEO1drbbvgMJrFdNvQC13KlgQCKnrs9hePOhBToxtq1qqppXE4Y9cUfCr2m9im3VxhRY3YVIL1mE9YZzIAuts2g5Rg+kx2zH7tKB+L7IjxMTdc0rM505AP5lS9SLN7XgCCGdmFfSwDTmasg5y8AXrWuwz3/8U/BqIyG1sLw0I0LEU5OfUiu7HZN8MiJ00chybMPashW4ccSN6hodoRUCnVP7nIoX2NrcEE7pfYo66EjRDumuKNDpgioDOvy8tQJT+4TjkqQCaN67GnCVg10qZWpNeHzq/VjZ4zh4RR0GGHpC+GcHwl95Ga9u8uO0M75DpG0z+NxlCISlQ+k1Fb8XiHj79604dVIRnlk3p+55Hs24Cf5rZiNYum9tj2yzwfPYPCTMm4efosvw+uI9aoGB04Yl4eSRE2DhAVczTiCsVw67bDQZ9r5EFaWup06HI/EYYBmGr078GksKl6DQVYDRcWPQOywDRskKmRqrtSu2IHiPYzeOTjy2bluVWwGLmcONHJTCCnAGA6BtZjChKEguX4WkyjWoMvdQZ3LUVJjWxHEojhiMnsV/IrlyFXJjWq9h5xFReuS6tuHpHRkYEq5BqvHgxy4OGAT/oj8h7d4JsXdGqx0LIe3By9Z5SkGETXukZmAvb0VNynePiZBNUXDJMsx6DbzeQIvW6FT5qxAIaHF939fw+qI8lDq8GJIyHY9MugK7KtdiSIwZAlq27s0redEvsp/a0oCtyalvWto0tQiRpLCiP5TAQ7onCnS6IHZZzQZd759oRtQnJwNSvQ9rvwuGH2/H0HM+wmUb3sB1w6/D39FrIRZtw+Y9EzD3lwr0jgnHUf0uhqMkgK9/3q2WdU4I00PAvunxBFMCInOr4asX5NRX8cwz0N85F7vLaooKPP3rDny2Jh8fXDoKoedxOjdOEmBGFP6XeKo64s1mnuSAApnmctpdvitXvRhINu0rjFHqqAm2I4wcJFZxzdrMfGZFUdfjJFauQ0lYJiosvQ5YTa0l/KIR5dY+iK/ciFJrf3h1Ea3yuNFCOBKi/kZZUQoe3izilRF6iAepZCj07gPo9fAvXUyBDun0dHBDzPoT/A+3AKZoIG6gem7Esueh1xhhvfQXcIaYFj8PrxixZLMX7y7dULctv8qDnzeV4oXze6utGFpKCz2+2/UdLhlwCVxBF/7O/1tNHT8q5ShUeCtQ6ioFHyG2ToU3QjohCvG7IL3A4drJPRG187OGQU491mUv4rjE8VhasBTZjmxsqvwXo3rVjCztKnOqMzEfr8pTgxxmbM9wbLftKxCQbEkGt6lxE7Ragbw8JJsaTsrnVbmxMrsSunprbw5Ewysweu0wee3QoRW6qv0HWDftQECiBm0dyHbbNvV7g0DHzlKwoBYjkMvLAUvz0tYSqtapQQ6bxamwsguVtk3jqjD3QkA0qJXY1NXNrWSgPhWI/BVbHRIW5B181JoTRWj6ZcK3uGEhE0I6I73shGXp3hbarnJgz19A/ipAlmoKFOQsbnF5aUYKGvHessZ95IKygrk/FiEQaHkVQ0HS4OIBl+DupXfjvc3vIVIfqQY6T61+Cq+tfw1TUo5Sz0uEdFcdekanpKQEjz76qNpVVafTqRUabr75ZvX/uytWzti99yLaJHIQAn7wPi9kjRZBjR4G3g0p6MdlY6Nh+q5hFYv6WJWZNMM54OQArk6/GGVSEDIXjszYeMSatTBLPlTbnPhkmx3by924Y0IiFuelwJ04GX8WLVa7LuvTe6KpjjdiYiLEMANmn5CEMrsMk0bEsUMtcARL8G/1HrWfiVUTCcGvbzDVH+A9kCAhLAg43/kIpZ99Btnvh/mooxA1axYcESZIsh/GoABO0cDPa1rz+o90QTts2xGtj4FRNNZtK7bVFCJgzXYVhw08m7E4CNbIM7VsBcqsGai09MR/gVVhKwnPREr5KoS7clFtTmuVx+2lScZK/SYkRBTjrawEHBkjIvkgKWzioCHwvD8fUmkJhNi4VjkOQtqDqMhAdQ4gGuA55WVUxvSBRpEQu/JN4N/3oSvdBrmFcQ4bA9le5FHPTwMTrbjhyDiEGdhAoozHf8nB7jInfH4RlhZehbHHjxES8MrUV6GROSRqo9Xtk5Mno4clHWY5olXncljGglb2g/f7IOv06tpgOgeTjqzDBjps0ev1118Pq9WKDz/8EDabDXfddRd4nsfs2bPR3bAPTQ94/La1FJ+sylPXfZw2JAHHxfFQHr0fsbMuhTHCB3HZs4C7HIHUSVAm3Q7OUwnkr270eFJUb2S5SzEx/WQ4AgY89P12LNuzqe65TsqMwa0DTXh4pBXeLQWouuF6DHO5MPrII3DPaR+C9/ih8wRh0+vV/hr1aY+ZAv9tV+C93a9ge/VWJJgScfGAi7C+YhM+2vYRMqMycVKvk7A4fzFOTD0OnGRFQOPGlupNeGfLfFT7qjEuagTOPm4ahOXLIG3ajEBmOlb7tuPt5R+jzFOGoeEDcWGPMxAvW6GYo9WAh5BQdti2ItnYsJ9TiV1GhImDXFFZU3HtIKU4dX4behf9BrshAWXWvvgvOfTxcOmikVa2FDZjshr8tJSGE9FP0wNbzb/D7DofT+/wYd4Q/QELDYgDBrCRFviX/A3DaWe2+BgIaS+KoIE86U7kDD8TC7Z/gmU758OiteDsAWdj1KSbEJu1Ah5PoGXPoQAGUcRHl/SFpM3H/O1zUOopw5CIgfhs5sX4apUPmlZ4LzM6QY80QyK+2fU1fi78A1pBi7N7nILwsEx1kqq16CQf+IJcVL7+OgI5OdBm9EHkFVciEJuIAJ2DSQfFKc2tMfof2717tzqDs3TpUkRH14xQfP/993jiiSeweHHoLvShlJc7usRog5fjcOUHa7G12KH+bNGJuHBEFE7MMKB3pA78Py+DX/1WwztpjMCZ84Fvr2vUDLT07PfwU9CPvpbx+HptOQYlReCurxo2vpwxPBHXeTbDPufRBtuF8HAkPj0XFa+/johzz0XRfferRQgYXUYGiubOwrUrbmtQgYy5esjVyLZl46fsnyDyIp6Y+AQ07gAGxQ/Hc1tewde7v2pwe4NowDvD5sL4ywp8O5rDGzvfa/jr8Rq8MfxJZFTpEeg/RF1cTtpHTIylQ74P2WvwpF+mYWriNByVeEzd9ru+cCE1kscEaTt8f/4K/UmnAkLocR9OkZGZ+xW0QZfaI0dqhxO6PmBHz+JFyIkZj+LIwa3ymC7Zg4+cP2GoNB1LC1Lx2CAdJscceOzL/fLzgNGI8OdeaZVjIP/te7EznQ91ggSDbAOUIIK8AW5YWy0l2GjlUeQuxIU/XgRHoOacWr8lwJ0jb4VBjlbTkFtC5lz4dPfHeH1bwy7w7Pz35pTX0NPUH8FWyMr2i5W46LfL1Gbd9Q2JGoynx80BL7d8fZ+GrfL561eU3Htvwx0ch8Tnn4c0fAydgw/hnEj+Ox12jU5MTAzefPPNuiCnltPpRHdMV1uRXVUX5PSKMeGH8xNwo30u+n02BWL1rsZBDhNwQ2F5yGOu2bdNZ4HnhHlwhPXH5p1pmPXBVoxNj4ZG4BBnbZgS+Pm6IrgyBjR6WKm6GtWffwFNUrIa7MTfd58a+MQ/9CD0b87DgxueahTkMG9ufBP/6/k/9f+DchAvrXsJTp2M0mB5oyCH8QQ9eCb3XXBnnIA3d77f+NeTA3h018uoKMuBzlUTaBFSX44jGx7Jg1Rzj7ptrHdThVNBJJvRKS8DxxqFNhHkMAmV/8LsLUNB5PB2CXIYr8aKKnOqWoFNlJpKGD00Jt6APpoU7NL8jf5WDs/v9MN3kGa84pBhCK77t6b3ECFtgE0qhvPVMC97GJpXR0Pz0nAYPj0D4dVroeP9rfIcroADL/z7YqMgh/kz708Uecqg17cs4YWlYnvgwBvb5jfax85/D695DAGpEi1l0Cn4ZNuCRkEOs75iA7ZUbW32utgD0bptKH204aCnSlFQcv/90LnsLX4OQrpVoMNS1iZO3NfAUpZlfPDBBxg7diy6G78CfL4mv+7n106MQepXJ0Oz60cgpm/I1LRaXM5SBDJOQN5ZP6Po7J+w58zf8FzpaEx/cRc++acMZU4fLAYRf2wrxZj0qEYLJt1NZDc6f/8dpvHj4N28BYW33IKie+5F2bxnUCU5UOQqCnkf9uHOqsDUdoveY9uDRFOiWhChKStK/oFTDEJponrZzuqd8KbEAHYKdEhjLB2SdSBPMaU2SFtjA8NRZl4NdPiwpht86v3VSK5YjXJLb3haqerZ4Sq19qsrbd1ahmr7wiG70Ss6C6VeBZ/nHzhdRxw8RD0G/+K/Wu0YCKnPwtkhfnYu+NVvAsG9QX3JZggfnAQTa31wkAqBzcGqMC7Kb7qwxi/Zv0KjaVlamSgK2Fy2qclz1+7q3XDIHrSU01eJhfm/Nrn/y9zvIXItS8Nj5LLyRmnqtaTKSsBe3eLnIKRbrdHZ31NPPYUtW7bg888/R3cc4eL35s6P6xmBmJzvAffekSC2qPJAPTw4Dm6Jx8T3apoiAo1HkFgqg8Bzjfq9sG1GtTRACIKA+vPUiscDyeNRLyoPROAEta9JLa2gAa80fR+e4w/aoFB9TmpiSELYWr0ZicYktQpRrSJbzes80ghIZaUQM/qFvrOiIL14EQKCQS1A0N4kQYdySwbiqjejNCwTbn3DgYnDES5Y1MIEq6SlGBedjnezAzgxUQOrJvT7ibdY1b+X9/dfatL9CGlFanPa6t3giveVY66jKBB+uQvGMz+FEy1NC+LUc0uozANGaIW1M2xVADvfHfAoWqn/1oGeR8DBz6HNcrCHoHMw6aA67IzO/kHOu+++q37PyGj/C47/mgYKzh1ds5h6dKIWYbm/79tZthVIHtnkfaX0o+DgLDBpQ38Qsv44bFZnav84LN9dGwzVOGVwAoyb10L/8hMILHgewU+eh+75x6Dr3x/W6dPgXPx3g9uLcXFqW4A0a+jKUOxi06qzwhmoST/sH9kfZkmDiYkTmjz+SfFHwOzj1ZNSKAOiBkC3uwBobh8U0q1srtqI1P0qlRVWyzBpAb3HBgQC4MNDz+hEOXbD6ilEccSgVikA0BoqLenwaUxIK13cauWmR2j7wym7EBW+DUEFeD/nILM6w0cg+O9aSOVlrfL8hNQSRR5c9gFKmBdvhEZueeqmWTDh6LSjMSl5Ep6e/LT69dyU53D7qNsRb4pXG222tBgBW9+TGTuwySAkMzITZmFfJcjDZdFF4eTU45vcf2b6KfAFWz6mzUfHgDexNt6NibGxdA4mHVaHD3QefvhhzJ8/Xw1ypk+fju5IkhQMTQ7D6PRIVPsAyVBv3RIrqbLjZ2BsvXU4tfThqJjwAKAz4Z4TMhsNuLB1OfedmIntRXZ1kWeFa1/+8/S+Ubj5iGjsnpCAS8rm4bz1N+PcdTfjCtuLKHzkcpjOnwHHz7/UezANdA/eBp+g4OHxj0DL72suWuv6Ydfj8x2f1xUauHvUnTD+tByRYgQuybyk0e3DdGG4se+V0KzejFuH3dxoP3uMe3peg+ieA+Ez0YcsacgRsCPPlYs0c3qD7UXVMiJZ2treZrdceOOUNE4OIrVsORyGeDj1segoFI5HSfhAWD1FiLLvapXHZLM6fTU9sCSwAhNioKavlfmaXlWsGTK0pvrab/Xe/4S0Aha7S6YDlC7XGCEdZJakOXQwYtbQWRgcPRj3Lr0Xtyy6BTf8eQO+2PkF5kyYgwRDbIsDHcbImXDbkBtDnrvuH3U3tHxki5/D7QNO7XNqyAHGSXHj0cfaG4FAyysesHNs/GOPNZ65EUXEP/44nYNJh9Vhq64xL774Il555RU8/fTTOPbYYw/rMTpTlZnmVF7bVuzEcG4Loj7bL21k0q1AbCaUTV+Bc5XClXoUpIGno0ITAYWToEhGOH0S3luejaxyt1rX/5RhSQh6fYgr3gNeAdy9+sLpl2ENuKHfuAaOUSk45+/LG6SaMSIn4rPjFsDwwocI7NwJMbMfjGedDn9MOHiYwYOHnavAFzs/x/ry9Ui1pGJGvxnYXL4ZC7MWYnjMMJycehyiiv0Qo+Pg1poQ1HiR587Gh9s/RKWnApOSJmF62rGIEKIhy4BXcaHYV4APtn6AIncRRoUPxklJ0xGLMASMEQh0/Ji9S+uIVdeWlyzF3Wtuw91DHkCUft/gwL1fuZAQxmNCxXIEd2yDbnrj0dDEirXqWpjd8VPg14QexWxPyeWrYfBXYn36uWpKW0u5ZS8WuH7BCHEwVuWMxNFxIm7r2/Tjut96HYrTgYh3Pmrxc5PW1ZmrrrF1MbIjF5Fvj6tJy96Pa/iVcE24B5zUss97WSNgffUSNcAJNcA2/5iPEMVFQWqFMmKc6EShpwjvb/8QxZ5SjIgcglMzTkW4GAu/D602E+ZVKrC0YAm+L/hFHWg8p+fpGBCRCU5ueg3iodLIAWgrS1H14YcI7N4FXWYmwmacA39EDAIKnYPro6prHUeHLi994okn4sorr8R5553XqCJbc3X0D/ZDxbo16+GCftWL4Jfv7ey8l3voZSgfcQO0OhFBjQ6ugA9GjRk/bqxAsc2DY/rHokeMCS53ABqRh83uhlHDI0zk4Bc9eGrT0xgWOxxHJ0yDmRfw2IansDD7x5DHcUafM3DjgJvUfjrQ6xGQuUYnBUHDCin4IHIaIMiDE2VIXBCGIK+ew1jd/frlQlkesSIG1bxpLXSQWB5NPWwgiT2GjAD0kgAZIvxUzrJD6IiBzmvbXsJP+T/gvqEP1+WoB4IKrv3QhWP6i+jzz5fqi0ozZlyD+7GqZkP3fKD2rGFpax0RO8ZexX+iwtIbWfFHtspjrvPtwCrfZozxX4BFJXp8PNaAJEPoi5fAxg3wvPEKwt96H2LGf9tXiHTdQIddsK8vKMcg9wpE/Xh1g2AnGD8U2498FeaoFBibWODfXF6tC9f8cTly7Dkh9z80/jFMS5wGt9vf8vN13m6UPPoYrDdfh2CYEcKOHDg+/gSJTz4Fu6H1ghDGZNLC760Ez4sAb4bP1wq1q0PQ8gq4gB+KRkfn4CZQoNNxdNhiBL///jskSVJndNhXfdu3b0d3xdLYXOxjfuQs6IecA3nHz3B5/XCkTEEpZ8WmqlV4Z9tLKPeUq7X6j+1xPI5JvAjP/56vVm57/qRkjIn0wLl7I7TmROTzibj+zyrc8j8Lfs/7Xf2ai6cwe9RsbKtq+u+8tXIr3LIPoqAHAuyk0/jEIwXYQkhd3R4lwIODFnUZ1vv1RFBj7oAA9p8U4vHYbvYYLPGgdQrskq5sQ8U6pJt7NliIW2iT1ddRtBmQSksg9uvf6H5JFWvV72VhHXc9YFDQozSsPxKqNqjBjt2U3OLHHKTtjR2BHOTqf4VJOBFvZ/lxb6Y+5G3FzAHgwsLh/f4bmG++vcXPTQgTDMpIiYnEQ7+k4PoZfyO8eCk0njI4E4/AJk80Vu1WcFUsB+UgZdAPRlKCTQY5zMayDTg+9fCySOoz2iuQc+VVap8578VXNNhX9sw8RNx9L9xK65Wsd6np5+zDjf3UNkEO45c5gM0kU5BDOoEOG+iwmRz2RUJzy0YE9BbsSbsIj/ywFdosCceN24y5/z5YdxtJllDkKsBG2094ZsaJSOG96PPn1RCK18Gw9zYJxii8dfICrPMakW5NR5/w3ur2YlexmnLGSkCHkh6WDr2ob5VmZ+w6lKUssFOXFJRbrSkc6b48QTd22LfhlLTTG2zPr6w5M0f4qiAFg+AjG/bp0gaciKveiHJrBiS+5SlhbanKlAaru1Cd2dnQ42xIQuN1cYdC4HhMNgzHN65F6BNViF+KE3FBmowepsazOpwgQDNmLHw//wjTNdeBM9R+ohDSMmaBw1ED03DMO+vQNz4TRq2IXSudSI6w4dXzhkNphXQynhPUogPsPBdK38jeLZ75Yue1QHZ2XTPt/Tl++RXRs64DrM3PUCGEHDpKquyEFJ5DtQS8sSIXAUnBpgI7Th9jwbvbXlIrvByVchSeP+p5fH7i57ig/wUo9ZTAashCxrrH1CCnAXcFEr49F5OjBLwQcRVu/IFXv87wDsSF/c9vspzziT3OwadrSmBn1a2Fwy8rGdR4kBfchbmb5uDRdfdjk2st/BonVaokLbK+cp2aAtnH2jCtKqdCVhuFCmWFrKMf+IiGqSNJFash8xpUmHuiw+M4FEUOhSD7aqqwtYI4IQpDtBnYqf0RFo2MN/Y0nbqjHTcBiscN368/tcpzE8LwioKxKWH49cZJOHtkCsamR+KVc4fhtXOHwRBi3c7hMAlGXJV5Uch9rFDAuDhWyVRpcaPvQHHoQEolSVB8lJtASFujQKcTYY3SfGIA1ShDubQD04bJ4EQH7vlff5gNErxBL56d8qw6UnXX4rtwxndn4KNtH2F6j+mIFY3gt30f+oFdZdAWbYP3lvvh/P4H9ctzxU2IW7QFD497SP3gr2UUjbhj5CP4bLkHc37ajuNfWILdVV7whxHsBEQ3Xtn8Ei78+UJ8vetr/JT9E2b9eS1uX3obfJqaEtSEHI615asQoY1EzH4V07LLJcRZOchFhTWNQoV9k9o6vw0xtm0oN/eGzHLcOwG/aERx+EDE2Hcgyr6zVR5zpC4TMaIVnHUl/iqTsNUeutcIHxUFceAgeD5bUJN2SkgrBjtWHjg5MxZXjE1FRoQBOkVptfVFrJDHZDEKF/a/oEH55yh9FF4/6iXEFaxrce8ZtmZVn9Gnyf1CeDg4Q8vLSxNCDqxznM0JOIGHDXa8vuElLMz+tq7bcg9rDzwxYR40fCRmj56NF/59ATuqdtTd75/if7C2dC3enz4fYAsfaxuN7kepzgdvsUB2ueq2uR58Eke+Px8j/vcFit2lqHIHoUE4/tzkxR9bS9Tb+IIyZn28Dl9cNbYuHa5Zvw/HocCTh692fdlo34by9fg971ecmHS6mrNNyKFaXb4KfcIyGlysSLKC/CoZ43uLkFbng09MbDSbwyqYVZp7oDNhRRPM3lKklyyCSx8Drza8xSlsR+vH4AvpT+jsA/DSLg4vDDOEvPDTTj4K7hefRWDVSmhHj23R8xKyv7b6/NdwPMo0WniCXjX7we6zq6nY7qAb72/9GLN7noKwFs7osKCMj4mBfsgQeNevhyYtDWJEBPy5uZAqKxF1xeUIhke25VIaQggFOp2HHzI+3bEAP2R/02B7tj0b1/11NZ6d8LbakLN+kFMrKAfx3L8vYd6oK2BZ9ETIx1csPSBVNGwYylQ/9xIi5z4DD9cHzoAX24sd0IlaPHTyALj9EuYs3Ko2HK3yBGAwNP/lxCqyfbL5kyb3f7LjE0xNOgZatrCSkENQ5i1DtnMPJsRNarC9oEpGQGLpWR4oLieE6H3rc/S+KnVWpCM1Bz2kFLaIIUgv/RsZBT9hU+rpkNkbrAUsghHHGsfi67AV+Ld8GpZWBDAhuvEaIKFPBviUVHg+fI8CHdJp2AUBc7d9gFWlq/HZzs+g4TVqqmttK4Uze5+EkULLE15cxgjEzXsWxdUurC1yocAZwNBYA3pG6GAKM8IRpBxtQtoaBTqdACu5WegtxVe7F4TcX+ouhcy78E/RP00+xj8l/8B+9FUhAx0lZRzc2/KgBBo3SGM5+KzEZ06VGzM/XKuuCarVP8GCZ2cMw9Xvr2mwvTnYCcUd2Dd7tD9P0AO5hSNqpHtaUbpU7eXULzyzwfY9ZTJ4Doi25YIVDeKj9i0CTilfBb9gRJWxcdO9zoCl2uVHjUJ6yWL0LPkTuxKOadzY7xDFi1E4NtKP7xyFeHC7CV9HRMG0X88eNsujO3o6PPPfQGDzRmgGdMxy3ITU54SkBjm1AnLDc9+fRcsxKmlii5+HncE2eEVcvGAHvIF9s1Pp0SbMv2gkzFzrpeMRQkKjNTqdAM/zcAU86rR6U0o9xRgWOwpPT35a/bp91O1qWlstk2hClSDAMeVOQL83tUXQQBlyLoJHPoHipxuW8K5lPvY4OHXGRkEOs7XIge/WF+LkoQmINh/aCDInCzg+/YQm909JOQoGjmZzyKFbXrIE6ZZe6nqy+vaUSYi1cOAKcsCzlBFtzQyF0VuOSOdulIf1gcJ33o9En8aCwsihiHLsRmLlv63ymD20CZgU74LbZ8WlO/5CmVTV6DbikKHgExLhfvuNVnlOQtqcwqmfD6yy6K0jb607b57a+1ToBT3MGjNk1qm6hZwycNm7qxsEOUxWuQuPLNwKieu8nzeEdBY0o9MJsA9ck8agfvg6A40X6YfrwpEelob5m9/GwqyFaqpaz7CeuHrI1fg7/29124m9TsSrm97CmWnHYuLpb4KXA1Aie8MpREN0uiBYLAh6PA0eV4yNhfnYY7FwT1WTMzYLNxZhwZVjYWLT/IdQ9pMt1BwaNVQtaZ1lz2qwz6q14oJ+F0AJ0LQ+OTRsJnBtxRpMTz6u0b6dJRJSInnIm3LBp+2buUku/wd+0QSbMQWdnd2YiLJABlLKV8KjDUeVpeXV44ZYIpAfYcOuklG40vwiro2ajqmGUXVrdjieh+7Y4+GZ/yYC69ZCM3R4K/wmhLQdHW/AzSNuhkVnwRsb3sCu6l1q37mpqVPxzJHPIFIfCY+ncYbDoWDvjz1lLrj8oYt5/LGtFM5j+6lFFwghbYfeYp1kQWa0PgZn9A5d7vmeMffg5kU34dvd36pBDsP639yx+A5MSZmCiUkTMSV1Cmb0OB5DCzaDy16CYPQAVHCJ8EoauE0RSH7/fYRfcIFaCYZ9sf9n23yWSJQ6fE0eGytGYNaKhxTk1NIHw/DyUa/gikFXqtVuWIBzSq9T8cGxH8IiRx1yRTqv6EAp8lCkZMOjsYETKCegO6at+WUfBkcMbbC90iWj3KkgibND8XogxCWo282eYkS4clBm7Quli4yust/FbkhE76LfYfKUtspjTo2XYOBFBIvPwFPV7+Omiqex2re1rtqaOGQYhNQ0uF56HkorjIQT0pYiJR16hvfE7zm/47ph16mzOfMmz8Oo+FF4Z8s7MGnZjE7LnoONA1SoDTxDY+3iAq3QE4gQcmA0o9NJ6BXgtN6nwxV04Kvdn9QFNOMSxsGgMSDL1nBWpNbbm97G3ElzYeIEhOuT4YsZjmrooAS1dRckrEGn0xgB49XXwnphTW+BoNEMp8yDC0oY2SOiyeNiucZ6kaspMXOI2EWSzm/F+ekX49R01thRgR4m1vb9kNbnsIAmy7cDs5fcrq5XYlhawq0jb8PE2CMhBDt240fSev4q+h2ppjRE6Rs2At1RXDOqGl+1B5xGCz4yUn3NppYth1drhc2YhC6DVTSMHIYeZcvRt+AHbE49HT6ttUUPqRcUHJXowve5qZjmuwL54re4p/JlJAmxOMY4BhP1QxF38mlwv/AMfL/8BP2xx7far0NIayuDG7n2XKRYUnD737fDJ9UM5iVbkjF71GwUOooRaY1FgFUvOUzsvNo/3tLk/hizDkYNK3xCA3KEtCUKdDoJWVIQJphxaf+rcGafs+EM1JTDdDiN+D334ybvt7VyK7ZVbUOvsF7Y7anAgh0L4PQ7MT1tOkbHjYVRClM/kBm/zMOv33tBtHegicUvCRYdhqaEYV1e4w7P9xzfDyaeg3SIxQjqk4KAHk2fEA7GwVXiqt+uhF/eN3rG1jM9tOJBvHZ0EvrqB9X9jqTrYmmdK8uWY1pS44vsLYU163O0WdvAxcerzULDnVmweIqRGzO2xQv3OxpWOS43ehTSS5eowc6W1FMRFPQteszeVj8yw734KycdswefC48xByt9m/GR4ye84/gOCWHRGHJuHAb++DTGjxmK8IiG5bsJ6ShYk2uW5vrWprcabM935OPOxXfipakvQ6Ph4W1hP89IgwZHZkTjrx3ljfbNPrYvzCIHKUjnJkLaEgU67YxdX7FiA+xCPFTTPUFtxMkCCVkNJhROg0vf3IMiW80n8KCkMEwf13D0uj62rifaEI33t76PxQWL1fSwIlcRlhctR7I5Ga9PfQN6OazJam+CFIBWEPHCjGF4Y0kWPl2dpy6s7BVjwt3H90dmrEk9tvai0Qhqo9H6QU59L69/CU+Newai3LKLPNLx/Vn0m1o9aUQ062q+D3tfbS6QkBERgFxRDm3vceAUGWlly+HUx8Cp21d9rSthPYFyo8cgvWwJMgp+xNbkE6G0sBHqkQlOlHjC8dq2KNw2WMY55mT4lQB2BnKxPZCDVWm5+CnNA27ZGegd1hejYsZgbOwR6B+e2aAxIyHNwc5BLC3Z38Q6l8MVkP34cNuHTQ6Y7Kjajn6WAS1+Ho0s49GTB+K9lbn4YEWOul4nJdKA2dP7YUSSFRL1iSOkzVGg007Yh7dHsKPQnY+d1TuRYk5VF+YbpXA16NHzPhikanDZK8EFvQikT0KpRotCVykuHJ+EJ37crT7OpkIbbo0cC57j63oA1HdSr5NgEA2YmDwR/aP6o8JTgV7hvVDlrcJza5/DR9s/xOUZ10CuV8+fFZ4yOqvg/OUXOFYsh5iUjKgZM3DzESm4dHyauhxHJ3AwqjM57ftBrUDC5opNTe5nKX1B+CGCAp2ubmHed+gfPgBh+zXMzK2UYfcqSHHksCsn8PHxiKvaBL3fjj3xk7vcbE59fo0ZuVFjkFa2DL2LfsWuxOktWoukFYATU+34ZE84XtkaiesGVEInaDBA20v9YpmnZZtXYEf2CuROVvBtzpf4aPd7CNdGYHL8FExNnIYBEYNa3HWedG2cJggHV42NZRtR6a3E0Nih6jpVna9lKZi1eI5TZ2+asrt6N/zxrdPJUyvLuHJsKs4dlYKgrEDLczAJ7X/uJKS7oECnHbBzvFOoxDV/XI08R17d9ghdBF4/+g2kCJEw7PoG/I+3qT1sgimjsSkqEdesuF+dbp8z7iVMzAjH4h3VamrZh0ttuGvkY5iz+m616VmtoTFD1UCHBTd3Lb6rQXnq/pH98cSkJ3Df0vtwbt8L6lLHWABmKCtA7gUXQHY46m5v+/RTxD36CMInHoUAGxVWlBalq7UWDgL6R2ZiUf6ikPtTrakQ0bjRIeladti2YbttKy7uc0Wjfetyg9BrgJg9qyAkJEJU/Eiu+AdV5jR4Na1z4dSReXQRyI8aidTyf9Cj5G9kxbUsuAvXyTgpzY6vsq14cXMkrsmshFHc91kQkzkalu25GP51MYy334M8uRQbK9dhUfGf+Cb3SyQZk3FC6sk4Lvl/CNOGnk0m3ZhGwgb7v7ht0W0NZupHxo3Ew0c8Ap235e9ZNsubZE5CgbMg5P4+EX3Uc2FrkSUZarF7dYyhY5w7CekuOCVUvlQXUl7u6HANuYKiF3euuA1rStc02sfq+n8z9hGIrx9Zt63g/E9w6sr71CCHYV2crx00GymGwdiSLyHGZMaEPmGQBTvWlq5WA5tBMYPUwMkgGnHW92eG7MFzbI9jYdFacEn/y6AP1Jw8DAEPym66Ht716xsfuCiix/ffw2mKREfiEMtxxvenN2r6xrxy1CvobxxKa3TaWEyMpV3fh4+texD/VqzGnUPuV2c3a7GPt3u/ciOS92LyP29DO3EyMgLrEe7Ow674KZD47hMEh7nykFT5LwoihyM/ZkyLH6/ILeKbHCssGhlX9KtEsmnfCLhit8Gz4EOImQNgvPhydQaHzTjvtu/EP2UrsL7yX/Xf6ajEY3B6j7PRy9q7xcdDDv5e7Ijnw/05NGU4/bvT6wru1Hdh5oW4rO9VkHwtC0IEox+/5v2GR1Y+0mifSWPCB8d/gGgktqgYAeneDnZOJP+drlFPtZNxKfaQQQ7Tj40krZ6/b4M1CVt95XVBDsMu6J9d/wjuWX0RVnnnYEp/HYyyCHMgElOij8VZaeejn2EwYrkU7Kne02Sj0d9yf8P0HtOhrxlrUvFuR+gghwkG4du+rVVHulqDRYnEq1NfU0tU12JN3+4YdSd6mftSkNPFFXuK1GprE+ImNwhyatPWSuwKelVvBWc2I9LgRpRjF4rDMrtVkMPYTCkoCRuApMq1SKhc1+LHSzAGMaNntfr/T6yPwfe5FtQupeCsYdAdNRXBf9fCv/gvdRv7t+kT1hfn9b4I9w17BMckHYuVpctxxZILcfPKWWpp8FDpt6T70GoFLCtcFjLIYb7Y+QUcSuOmtYfKE3Spz8ECJzZwWCveFI85E+dgU9lGdf0nIaTzo9S1duANNl3KJUJjAW/fvG+DPgwlnsqQt2XBz4byDWogEwazuq2maEHNfkHgUXqAPhrsgz5MFw4E9r0MDtYDQ/E13Reg3Ug8eun74f3pH8Lmr0ZQCSJSFwmDYgWCFMt3dR/segd6waAuet/f0p1BmDQKEraugm5gBtKLF8Gpj4XNmIzuqMLaC7wSUMtqS7wGpeEtW3DN0tjO7lmNlaVG/JRvxtJiI6YlOzEuzg19774QhxbB++Xn4BOSoOmT0aBICluvc2T8VGyoWodFRX/grtW3IcWUijPSZ6hBEBusIN0LK8xT7C5ucr8r4GqQnn24WDGSx1c9jhPST8C8I+fBL/nVgKfCW4F5q+dhfMJYTE8+ocXPQwhpfxTotAOLxqqexL1S44Bnq20PpF5HQ9j1e80GWx4Ghvdq8rHijHHQ84a6ctD1saCHrcVpCqvGZuLNQP3zhskMbY8e8Gdnh7yPbsAAuDrgDIksAXrJCj1nZQt3gJY1tSadRJZjD37K/wH/SzkZOqFhvyRvQMHy3QEMlAvU6k19dDkQvAEURgzp0gUImtNQVJCDSC/5W13lVhqe2aLHE3ngiHg3BkR4sbLMiM+zrOrszrhYNyYOn4KwinJ43nwV/M23Q4iLb3BfgRcwLGoEhkYOR5Zjt7qO59lNT+GNba/guJQT8L+UU9RCLaR7YNXVRsWNwrub3w25v2dYT2i4ls/E6iAiMzITP2T9oH7t75Yh18Lno5MIIV0BDXe3AxOsuHTgpSH3salzOeNYwLh3HYzPgSR7CQY0EbDcOPwmGNnMRROitTEYEjMk5L4bht0Ik9ywQpXPYEXsAw+w6aBGt4+4+GIETV1/8TbpHNj6mxe2zEOULhoT4iY12r94RwD+oIK+uxchtY8Bke4cFEYORVA0oFvjOBSHD0ClOR3pJYsQV7WxVR6Wze5MT3bikowqZEZ4sbzUiAfXJeC1npdjY9RQOF56AXJV6LQjtoanp7U3Lsm4AncNuR8jY0arVfQu+nsGrl9+Nb7N+QpVvtAz26TrkGVZDWZ6WHuE3H/j8BthUZpuYN1cAiJw67AbQu5jRQr6RfZHIEBplIR0BVSMoJ0ENW78WvAzXt/4Omw+m1oC+qyMs3BuxvnQSxaEBfLA/zQbXNZfgM6C4nM/xku5P+H77IVqyhmbyblx2I0YETUGYrDpFA82cO3TOPDaptfw/Z7v1PU9scZYXD/0BoyOHhfyvholCG1ZMSpeeRneDeshxsYi8sqrIAwcDI9m33oeQtqzGAG7+H1281O4su9M9NtvVsIXUHDXF24kuvNxRtW3GBBfjnJLH5SGNz3D2e0oCuJsWxDl2I38qFEoiBrRqjNdrEXILrsO6yv1KHJrEBmowmT7Khx10RToow9+sco+qzZVrceqspXYYdsOBQr6hWViRMwoDAgfhD5hGYjQRh6wVDVLSSr3laHYXYQST7H6VeotQbm3DJW+Ctj9driCLvhkr7o+iAOnpjAZBKNaES5GH4tEYxJSzGnobe2DjLC+MIomdGSdvRgBWwPqFCvw3L/P4Y/cP9RUNRZ83DT8JgyOGAox0DrnIFHjwWbbJjy2Zq5a/VQtjpE8GbewwUM5lso/kxahYgQdBwU67UgQObg4m3qS1fJamJSwun427Nxt4LzQSjY1nzggmuESTXDJNgSUIPS8HkbZ2vwylaIENxwIKAHoOL36XAf6IGfPr5UC4P0eKIIIv85Ei/pJhwl0dtq247rlV6vNQc9MP6fR/m/+9WHhej+uLH4XE1MK4DTEqSWWu3PKWkiKgmjHLsTatqLMmqGWnm5pU9FQSjwi1hRrsNNpgEn24NgBIo4cGQmd2Lx/D2fAgc1Vm7DNtkWt3OYMOtXtLCBh/VWsGiu0glYNhvySD46AU12vZw/YGjyOVROGCG0ErNowNYWYVdgyCAb185fnBCiQ1YEkllbMGkdW+6vUgIgFRyzw4sGjl7UPhkePxOiYsRgUMQRiG/y9unOgU0fnh1O2q393tgYvDNHw+1unt0394gc+pRwuyQMNL8IshEEK6HCQpaqEHBQFOh0HBTqEkE4V6LDR+etXXK1eoF7b/0b1Are+3AoJj33vxjjnKlwT/ivc+ijkRY2GwlMVpaaEufKRWLUOLl0UdiVMg0/bNimqVTY/Vm53Y4chHSYNcMJwAyZlaKBpZsDDsFNWha8che4CdWbGFrDBE3SrAQqb3RE5US2rbxJN6qwMa1bKviJ0kQ0qbB0KNqtQ6ilBtjMLu+27sMu+HfaAHWbRgvFxEzApfgpGRo9u9FpsD10m0CGkE6NAp+OgQIcQ0mkCHbZg/c5Vt6ppRjMzb0C4tuEaM7tHxmPfOqF3lmGO7i14DDFqShYFOQdn8FcjqWINBNmPvOixKGEV2dpiBszvR/nqjViFNOyw9kWYgcOxg7WY2EcD7SEEPO2Jvf4KXHnYVLURG6vWqyXOWWDFSpwfmTAVI6JHtdtMDwU6hLQ/CnQ6Dgp0CCEdPtBhF5YL877Fy1ufR6QuCpdnXI1wXcN1HmUOGS9+Xw63V8JDmvmAORplEZmUrnYIeLb+z7YZEc4cuHXRyIsejWpTauv/DRUFwR3bUb4rH2tjx2CnoQdMOg5T+mkwqa8G4cbOVSeHzTL+W7kG6yv+VdPc2EzPEXETMSF+EoZHjVLXYP5XKNAhpP1RoNNxUKBDCOmwgQ5bK/F38Z/4dM9H2OPYjTEx43FK2ukNSklLfh9W/70FH+cnwwwPbuA+A2J7wmOKPZxfhbDZHV+VWqjA6KuARxuBsrD+qLD0hF/Tuidv2W6HtHEdKis92JgwBtsNPSGBQ2aiiJE9RAxKFmA1dJ6gh51OWUrd+sq12Fi1QS1+wNLl2Fqe4VEjMSByEPqG9W/THkEU6BDS/ijQ6Ti6fKBTUUEf7IS0tehoS4vfh2zxN7tILHIXINuRhc3Vm7ChYh18sg99w/rh+IRj0FuIgK+0GPaiMpSUubDVYcJiKRM2mDABG3CMbgcCCX3A8Z3n4rjDUhQYfZWIcGbB4i1Wi6J4tOFwGuLh1kbBqw2DX2NGQDAgyC7cucP/m0tlZZB274S7pBy7LL2xKzITRWKU2ucnwRhAehSH5BgdYiNERJl5WA0cTFoOotCxZ+vYup6t1Vuw3bZV7fnEAndW0CDZlIIelnQkm1IRb4xXq7uxNURhmjC1mSpbYyRwQqu/F+l8SEjHOCeS/06XD3QIIR0fW0g+7P1hDbb19/nxaWHDLumfSxNxa+CaRvcXEUQsV9Hmx9ldsRDmUMKYUp79i7SMLBsgK80vJZza9yuYrAXoqFj6ZaGr8LDvf8WgK3D98Otb9ZgIIaSro0CHEEIIIYQQ0uVQfgchhBBCCCGky6FAhxBCCCGEENLlUKBDCCGEEEII6XIo0CGEEEIIIYR0ORToEEIIIYQQQrocEV0cNUgjpPM2DCWEHBpqGEpI+6OGoR0HzegQQgghhBBCuhwKdAghhBBCCCFdDgU6hBBCCCGEkC6HAh1CCCGEEEJIl9OhAx2/348HH3wQo0aNwvjx4zFv3jwotJKyS+N5DhzHHWR/8x+P3ZbdpyPqyMdGutb7pvHtAVFs+49/eo0TQghpTx266tojjzyClStX4q233oLL5cJNN92ExMREzJgxo70PjbQyiePglBRsLbBBrxHQO8YMkwBwsqJeLHnBocIdQHaFC3FWPRKtepgFQJJCB74cz8MpK8itcKPKHUDfODOsWgGaDhAoi5Chc9sQzM6G5HTCkJEByRwGr6hv70MjnYzEc3AGFWwrtEMrcugTY6l734Qi8go0Tht8e/Yg4HDC2K8vpLBw+Hldqx4Xx3NwyUCO+v7zIyPOgjCdCI0st+rzEEIIIZ0y0KmursYXX3yB+fPnY/Dgweq2Sy+9FOvXr6dAp4sJ8DzeWp6Dt5dm1ZU+1Yk8njx9MMamhsGnANd/sg7r8mx194m16PDuJaMQqxMg73dRxy6ydlZ7cMV7a+D0Beu2HzsgHvce3w/adrzY0kAGv3kdcm+6CYrHU7fdetppCJ91HdwaU7sdG+lcAjyHD1fl4+VFu+veNxqBw2OnDsLEHhEQ9gvqNZwMeeN65N90Y91rrwKA8aSTEXXTTfCIxlY5Lvb+213txeXvrYGj3vtv+oA43Hd8/3Z9/xFCCOleOmzq2po1a2A2mzF69Oi6bVdeeSXmzJnTrsdFWpcg8Fibb8NbS/YFOYwvKOPGT9eh0ifhiV+2NwhymFKHD5e8sxquEAPXDgm4eP6qBkEO89PmYny2tkB9zvaic1SiYNasBkEOY//yS3j//KNdj410HiwdbEuxEy/9tS/IYQKSgts+34Byb8PXPqOxVaJk1rWNXnvub7+B46efoNUKrXJsTgm46J1VDYIc5ufNJViwJp9e44QQQv4zHfaMk5eXh6SkJHz99dc49thjMXXqVLz00kuQaTSwS/HICl76a1fIfewC7pM1+fD6Q/+bF9u9KLH7GmxjF1H/5FSqgVIoby/LgqOJdLe2xtZEOH//HQg2vghlKt94Q01pI+Rg2CwnC3Ka8sHKXAj11uDodCJsf/zR5GvPOf9t8I7qFh8Xe/+tzq2CNxD6/ffusux2e/8RQgjpfjps6prb7UZOTg4WLFigzuKUlZXhvvvug8FgUFPYSNfArnmKbd4m97M1NpEmbZP72cxOulVXV6SCjXSz+zTF7glCYqlu7RDis2MLZGc3uT9YUgKOAnnSDEH2vrEf4H1T6VZvU1sGQBA4yLm5TT9eaWmrvPZYQQT23E2xe4MIttP7j5CmVPkqsbFyPYZHj4JZY27vwyGEtKIOe7oRRRFOpxNPP/00hg0bhmnTpuHqq6/GJ5980t6HRlqRlgcGJYc3uX9sz0gUVjdMtakvLcrYoBKfJMkYnhpxwNuzdQztgRVOMIzZl4q5P31mf0ii5j89JtI56XkOg5PDmtw/Nj0SYr2XeSAgQTtyZJO31/Vvndcem3EfltL0+zk10ggtVWEjHQg7f9yy8jo88O/deG3bi+19OISQ7hLoxMTEQKfTqelrtdLT01FUVNSux0Val6gANx/dJ2TJaKtexDH94zA6PTLkfdn2CEPDSUlWmKBPrAnJEYaQ95l9bD+Y2ulCiwVhuqHDIURHh9wffcut8OuoGAE5OF6Rcd2U3gj1UjZpBfxvcAKkeumbgYAM47BhEGNiQj5exM23QDa0fCSbvf96xxzg/Te9L0ztNNBASCj/lK1AtjMLfax98XP+QpR5y9r7kAgh3SHQGTJkCHw+H7Kysuq27dmzp0HgQ7rGaFqiSYO3LxrV4OKIjVZ/cuVYWHngzGFJuOWYDJh1NUGNwHM4ZWginj5jMLQhyuiaOOD9S0ZjYu+oum1RJi2eOmMwhiVY1ICjvXhM4Uh5910YRu0bXRdjY5H47LNQevZpVEGOkFDYJGasQcR7l4xWZ0lqDUi0YgF734QIJgKWCCS+8w709WZ2xNgYxMx9GujTF8Em1rUdKuPe99+kPtF1Axjs/ffk6YMwPNnaru8/Qva3pGQR4g0JuLjPZZAUCavLVrb3IRFCWhGndOAOnFdddRVsNhseeOABdY3O7bffjmuuuQYXXnhhsx+jvNzRoCoR6ZjYImaXpMAZkNRAxizy0HE1I8QML/BwSDLcfknts8P2cwe4YGIXWAGOgyuowB+UYNKKsIhcg1Hu9sLWMegCHghuB5RAADCZ4TOFNdkTqDOIibEccD+9D9vufeOWFTj8EgSOg0nDQ1/vfRNqnZjo94B31bz2OLMFsjUcfr/UqsfF3n9BjoczKHe4919Xd6D3Ir0PG7t40TlINqXgjPQZmLfpCQwIH4TZQ+5p78MindzBzonkv9NhixEwc+fOxcMPP4xzzjlHLUJw3nnn4YILLmjvwyJtgI3ysnaZes3eSUZFQf1rNVmSYdqbllNzhwNfMLGTuagoCGMPp95HgcRWZ3cAbGxBbQ5qrdcgtBMHOaT9qOmQbI1NE++b/bEAyM9ee2H1XnutHOTsPQwIitwh33+E1LL5q5HrysHE+CPVn9MtvbCucm17HxYhpLsEOhaLBU8++WR7HwYhhBBCupjttm3q9x7m9Lrvi4v/gs1vQ5i26WIfhJDOo8Ou0SGEEEIIaSs5jixoeS0idDUFb9haHXW7c9/aYEJI50aBDiGEEEK6nRxXNmINceC5mkuhGH0MePDIdlCgQ0hXQYEOIYQQQrqdHEc2YvVxdT+LvAYxhlia0SGkC6FAhxBCCCHdCisKk+vKRpwhvsH2OH08spx72u24CCGtiwIdQgghhHQrzqADjoADMfrYBtuj9TEodBW023ERQloXBTqEEEII6VaK3UXq99pCBLUidVEo95YhKAfb6cgIIa2JAh1CCCGEdCvFnuK6wKa+KF0UZMgo9Za005ERQloTBTqEEEII6VaKPUVqaWmzaG6wPVIf1WDGhxDSuVGgQwghhJBupcRTrKatcRzXYHuENgIcOBR5Ctvt2AghrYcCHUIIIYR0K2zGJkLbcH1ObYnpcG04it0U6BDSFVCgQwghhJBupcRThHBdRMh94doIlHnL/vNjIoS0Pgp0CCGEENKtVPjK1ZmbUMK04Sjzlv7nx0QIaX0U6BBCCCGk22Clo6v91bBqwkLup0CHkK6DAh1CCCGEdBuVvgr1e5i2qUAnTO2loyjKf3xkhJDWRoEOIYQQQrpV2hrT1IwOW6PjlbxwBV3/8ZERQlobBTqEEEII6TZqCw2wFLVQardT+hohnR8FOoQQQgjpNiq85RA4ASbRFHJ/bZGCcgp0COn0KNAhhBBCSLdKXWOzNvs3C61l0Vj33q5mLQ8hpPOiQIcQQggh3aoYQW0wE4rIizCJ5rqiBYSQzosCHUIIIYR0G1W+SphF8wFvY9VYKdAhpAugQIcQQggh3UalrxIWjeWAtzFrLOrtCCGdGwU6hBBCCOk2qv2VB0xdY9j+ir3V2QghnRcFOoQQQgjpFlgT0CpfNcyag6Suaa2ooBkdQjo9CnQIIYQQ0i24gk4ElcBBZ3TYGh22locQ0rlRoEMIIYSQbqHKV1W3BudAWCDkkdzwBD3/0ZERQtoCBTqEEEII6Raq/DWzNAcrRlA741N7e0JI50SBDiGEEEK6hepmzujUruGpvT0hpHOiQIcQQggh3UK1vxo8eBgEwwFvVzvjU+WnQIeQzqxDBzq//vor+vbt2+Dr+uuvb+/DIoQQQkgnZPPXVFzjuQNf/phEMzhwqKZAh5BOTUQHtmvXLkyZMgUPP/xw3TadTteux0QaEgQOWrcDnNPBCncCJgt8pjBIktyCx+Th5m1qdRzGLFpgVizQOKrABYPgZAmyzw+YTAiYwuCHgLbGiTwcARkuvwSDRoBZw4Nvwe9IOjeO46DzuyG47FACAcBsgd8UhmBzXxKiBBfscAfdMIgGmGAFF2z7j2Oe5yH6XeCddnB+P0SjAbKsAKJGPf6AwrX5MRDSnljgwoKYg2GBEAuIqPIaIZ1bhw50du/ejYyMDMTExLT3oZAQRE6BJnsXSu6+C/6sbHWbJikJcQ8/DL53fwS4wwhABBk7vVvxwPL7ke/MVzelWlLx8Ih70KtchPOjBbD//AvAAh6NBmFnnYmwSy+HS3vwE9fh8vM83l2Wg3eX58AXlMFzwPED4zH72H7QyxTsdDc8z8FYVYLiu++Gd/16dZsQEYGY22+HbuwR8In6A94/oHXh7S1v4stdXyIgByByIk7oeQKuGXQttP62ex1rNDzEsiKU3XUXvBs31h139DVXI1BUBD4sHIaTToFHY2yzYyCkvdn8Npg0pmbdlg2y0YwOIZ0b39EDnR49erT3YZAm6G3lyL/44roghwkUFCD/iiugrSw5rMesUkpx9W9X1QU5TK4jF5f/fS3KwjnYf/lVDXIYNpJe/eFHqH7lZeiUANoCJ/B4Z0UOXl+cpQY5DBsA/35jMW77YgMCLOoh3YrBVYW8iy6qC3IYqaoKxXfeCWzfrM5yNkURA3hl40v4ZMcnapDDBJUgvtn9DZ5a+wQkjbfNjlu0V6KQHffeIKf2uEsemwNd376wffklvD8thKZDnxUI+W9mdJiaGR0KdAjpzPiO3L04KysLS5YswfTp03H00Udj7ty58Pv97X1ohI0OC4Dts0+hhPr3kCRUvvkmtJAO6TE5jYR3t76jXvjtj10Ufpr3HQxTj2y0z/bVVxBddrQFR1DBe8tzQu5bsacS1d5D+x1J58aCGN/69ZAqKkLuL396HrTempTLUFi62rd7vg257/fc3+GUWQpo69NoBLhWr4FUGToNp/Lt+Qg/4wxUvPoqtM7qNjkGQjrMGp1mBzoWSl0jpJPrsIFOYWEhPB4PtFotnn32WcyePRvfffcdnnzyyfY+NMJeOH4fvOv2jWjvz7dpEwTfoTVa8ylebCrf1OT+Dc7tkHunNd4hSZDtbRPoOH3BupmcUAqrPeBoUqfbYOvHvGvWNLnft3Mn+L0zjqHY/XbIStOvp7YqZcvS1vxr1za537djB7Qpyer7SPG13awSIR2h6pppb+no5qSuVfpCD2oQQjqHDrtGJykpCStXrkRYWJi68Ld///6QZRm33XYb7rzzTghC2y9AJwcgaiGmpADr1oXenZQIWaM9pIfUQItEcxL22PaE3J9siAdfEvqkwxubl3N9qIxaQQ1kFCX0/iiztsl9pOthC/c1PXs2uV+MjYXCNz1+ZDrI+he1d0cbvJ4kSYGQnt7kfjE+HlJVNTitFpyWCr6QrolliqhrdA4hdY3dnhDSeXXYGR0mPDxcDXJq9erVCz6fDzYbffC0Nz84RFx4YZP7I6+4En7h0C6YeEmLywZc1uT+85NOgW/hL422G0ePhmSu6WLd2swih6n9YkPuS400Itp0aMEc6dyCQRmmiRPVQhihRFx5JXzGsCbvb+LDMCJ2RMh9GREZsIhN37clfL4gwqZMafq4Z5yN6q+/RtippyLQRu8lQtqbR3IjqARgbmYxAhYQOQIHnoUlhHRsHTbQWbx4McaMGaOmr9XaunWrGvxERka267GRmhkOKTYBcY8+qo4C1xFFtfoU0nqqo2eH9pgKkvVpuH3kbIj8vslGDa/BfUNnI5WPhhjbsAKfLjMTsY88Ap/mwJWuDhcvK7j/hEwMTw1vsD0l0oC3LhwJI6WtdTtecwSSXn8dvLnhqDCrAGg46ugDllbXBPV4aNzD6BfRr8H2dGs6np44D7pgG1YPtEYg/tVXGx43xyHs5JPV6mt8mBXhV14Fv0Kz5aRrqp2dOZQZHRmyGuwQQjonTjnUq9H/iNPpxPHHH49Ro0bh2muvRV5eHu655x5ceOGFuOKKK5r9OOXlDkotakMaRYLOY0cgJweKJEGb3hN+gwX+eoHKoVKEIDy8A9n2bHVGL82SBmtQD73dBXg8ULxeBMrLISYlQYmIgldnatN/Yzap6Oc4VHqCyK/yIMaiQ6xZqwY5ag8SgpiYmi7i3eV9KHAK9G47pMICyE4nNOnpCJqs8DVjFpO9nnyiC9WBShS5ihBrjEWUNhp6ydLmrydRADROG4L5+eBcDuhSUyF5POD0Rkhh4fCKB+4WTzr3e7GrvQ8P1bbqLZi57HLcMvAOJJmSD3r7PfZdeHHrs5g/6SOkmakCLGm9cyL573TYNTpmsxlvvfUWHnvsMZx++ukwmUyYMWMGLr/88vY+NFIP65UTMEaAy4xQf/a3wkmUk0QYpQgMMNY8JqsczZZ3Oy0GcFZOnfnh0jLgrz1jt/GJmz2NRlEQpxMQn2CpmalSFLXMNOmeJIWDyxAGrjdLNeP2vRabgd1UGzAhFibEmVNrXk8BQG7rFzJLvZOAoCEMfN+9xy0r6mBCBx3vIqRV2ffOzBjFZqau7S1awEpSp4ECHUI6ow4b6DB9+vTB/Pnz2/swSDO0xXVSqMesvSBrrwszuiAk9dW8HJRO93qq6XPbvu8lQv5r9rrUteY2DK0JdGw+KrlOSGfVYdfoEEIIIYS0FnvApq751ArNKyJjEI3gwaslqQkhnRMFOoQQQgjp8lgfq+YWImB4jlfT11iTUUJI50SBDiGEEEK6PFuA9dA5tJ5r7PZsjQ4hpHOiQIcQQggh3WKNjlE8cNPe/bEZIEpdI6TzokCHEEIIIV0eS0FrbsW1+r10aosYEEI6Hwp0CCGEENItGoYe+owOpa4R0plRoEMIIYSQblF17ZDX6KjFCGhGh5DOigIdQgghhHR5zoDjkFPX2BodFiBRvylCOicKdAghhBDSpQXkADyS5zACHRP8sh9eydtmx0YIaTsU6BBCCCGkS3MEHOr3Q12jw4oRMLYAVV4jpDOiQIcQQgghXZojYFe/H07qGmPzUaBDSGdEgQ4hhBBCujSHvybQOfSGobUzOlSQgJDOiAIdQgghhHRp9roZnUMsL62pCYyoxDQhnRMFOoQQQgjp0ljlNMYgHFqgo+W10PE62PfOCBFCOhcKdAghhBDS5VPXdIIeIi8e8n1reunQjA4hnREFOoQQQgjp8qlrh7o+pxa7HzUNJaRzokCHEEIIIV2+6tqhrs+pX5CAAh1COicKdAghhBDS5QOdQ12fU39Gh4oRENI5UaBDCCGEkC6NFRM47BkddY0O9dEhpDOiQIcQQgghXX6NjuGwU9dMdVXbCCGdCwU6hBBCCOn6a3QOO3XNrAZKsiK3+nERQtoWBTqEEEII6dIcAQeMh1t1TWNSgxxnwNnqx0UIaVsU6BBCCCGky5IUCa6g87DX6JhFi/qdChIQ0vlQoEMIIYSQLssVcKnfD7+8dM1MkJ1KTBPS6VCgQwghhJAuvT6HaUnVNcYWoMprhHQ2FOgQQgghpMtihQSYw+2jwwIkDhw1DSWkE6JAhxBCCCHdYEYndDGCbUVBfLvOj50lUsj9AieowQ6t0SGk8xHb+wAIIYQQQtojdW3pzgDeXeaDVgB+WA9cM0WPoaliyBLTNKNDSOfTaWZ0rrzyStxxxx3tfRiEEEII6UQcfoc6K6PltQ222z0yPl7pQ/8EHjOn6NAzhsc7S71w+5WQ63RsflqjQ0hn0ylmdH744QcsWrQIp556ansfSrcgChy0Ljs4KAhqdPDrRUAMwiW5wAHQKAIsQhRgq4ao1aBM44fMKeA5ETEBAbLHC0nUwa81QFSC0Hhc4DQaVOqDUCBDL3GweBSA4+DUK/BxMiBoERnUozKoQOYECIIALbu1vO+Eo+cVeBQbgrwMAQLMkhESJ0D0ONVj5UQRUlBC0GiBX2ZHCuhEHoKzGgr7XUQddDoRflmAX6nZz/A8Bz/vgczXHB8js+PkDdAHvTDIMmSFg0eIQCC43wlQ4OGRarYZBA6QmtdQTqMR4OSqISMIDjysiITfHzptgnRMRj1g91WAvSkMnB4Kx9JieLhhhyCy15gPiqJAw2mhk4yQgzWvOUHkIfEcvKiCwrF/c0W9v94nws/p1Ne8RgA0Ljt4KOBFEQgGoMgSZK0WAb0eHkVX97oL1/EI+iRoeRkat5M9AThFhsJet7wA0aiDJsBSbjj4tOEIcFo4fUHwHMAJHkhcAOwdFcmZ4Qny6jGLIl/z/IoESdDCrzOqxyWwzwaPEzw7Fk6A32iBVO81X3PcDvX5Jb0Rbq0CP7zgFA5GWCHt//7ZD8dxCApeBDhfs+/THILAw8s5IXFB8IoAg9LwuEnXn9FhldPY66u+79cH2GkIU/pqIPAcpvbX4K3FPvy62Y+Th+ka3JbdnwIdQjqfDh/oVFdX48knn8SgQYPa+1C6BZPfCdd336Lsgw8g2WwwjhqJyJtvxHJtHp5c/wwqPBV4euj9GJLDwd07BYvlHXh363yUukvRP6o/Zg66HilFMoQFnyP62pmofOdd+CcMw/KIcryT94V6uwFRmbi+35UwiUY8uuIZbK3YilhjLM7vdwnM0lDM/nQPhiSH445j+yLZooOGzTsGKvFvxWY8v+Mt7K7ejURzIq4eeCWGlZngnHU7OJ6D5ZhjYD3pJPjW/gvLKaeogZT9069h++gjSHY7dKNGwXr9jeDi4mEOeOE2RSDI+ZHry8KSwiUYED0A725+F5vKNyHKEIWL+p+PY/WJsC64ADCEQzNmJoKZZ8AmWdULvuqggpd/34kfNhSrF40nD03ElRN7wsKjQYC2v4DWhe3OXXh53ct1v/vFAy7GpKQjofXVVPchHRfPAwHBhne2fI5Psr5UGxGOjR2DG4ddBxNnQKlcjV92/oJvd30Lv+zHhKQJuGTAJYg1xEMOmFHtq0CBdzteXf8KsmxZSLGk4Nz+5yLOGIcMQxqiAgbYP/4CVUuXIOa661Dx5Zdw/vEHOEFA2GWXwn7SDDz9x1b8taMMeo2A04cn4eLxPSB//B58igJtQjwq33sPvj1Z0KamIvqqiyFaiiCueR72M3/Ax9sVVPlcGJ/pw/vbX8aWis3qa/CCfhdjSvKRiPAK8P65CMWvv45AcTH0/foh+uabIaT1QGDrFpQ+9xx8WTWPHTVrFjTDRsCnMcDkdcD+xecoXbAAstMJ4xHjIc68BA/nvYbd7hxc0P9CTEuZDo0/9DoJRQiiOFiA59c+h9XFqxGuD8d5/c7H8WknNHmf5giKHqy3bcRL619U/95p1jTMHHItBocPhRg0tOCVQDpToGPYL23NF1SwbFcAw1IFGLQ1AZBFz2FwsoC/tgVwwhAtRPbBXi/QqaI1OoR0OpzChu86sDvvvBMxMTEoLS1Vf3788ccP6f7l5Q507N+w4zD4XSi/czY8//zTcIcgwPjWs7gs73FMihqNC9ZawPdIxeuxW/Ft1jeNHmfO+KcxQeiL0gvPh3jOKXirXzG+zf+p0e0eHP8gFmxbgK2VW+u2HZd2EiK8p+O1v4rUkbb3LhmNEZYgFhb+ggc3zW30GJekn41T/vTC9/EX6s9ibCziH3oQ7B+9/M234F2zpuEdRBFhb70L3mRGWHQY/vFvx7y1T+OKQVfgriV3qTM/9U1Lmox7takI/+NR9Wel9zHwHvc8SmQrTnt1OSpd/ga3j7Pq8OmVY2Fs4kUnaGUsr1iCOxY3TsM8udfJmDXwBggBPTqbmJiahnrd4X0o81W4celt2FS1pcF2Da/BR9PexQc7PsE3e75p1Fn9nWM+x9YCP2ziYjy9pvFrmQW7ATmAczRHwH3+NUh57VUU3nobpOqaUWTOaITy9kc49Ys98AYazkb0iTXjzbMyYfr2c5Q9/3yjx465+hJIxx2JK37xgU0EXXqMGw/8c2uj2x3f4yRc338m3GdfgGBRUd1285QpMI4cidKnnmp0n+gbboD5xBNRfOON8G7a1GAfp9VC/+4LOG/bnbD77ZicNBl3jbwXmkDDi042q5oT2IlLf7lEbe5Y39iEsXhw9CON7tMcnCjjh4KvMTfE3/v6YTfglJQzgKCAruRA78Wu9D48FE+sfwQ7bNtw3YCb67at2B1QZ28un6hFuHFfFn+pXcZ7y/2YNVWPISn7xoK/z/0Gm6s34eMpNecaQlpyTiT/nQ69Rmf58uVYvXo1Zs6c2d6H0uWpM/rFRY2DHEaSID3zJi5KPh1nxUyD9/1P4D1iWMggh3l23ZOotgBSVRX8k0eGDHKYV9e/irP6ntVg248532J8hk6dIWEn5B83FKDcWYRndrwe8jHey/4cyinT6n4OlpbCt207YDA2DnLUGwThfW4eFIsZVc4SzFn1GM7uezZeWf9KoyCH+aVgEUpThqupderfadevEIIufL62oFGQw5TYffh5c4manhSKHdV4Zs0zIfd9s/sbOGRKjejIWErXHkd2oyCHYUHKvHXP45qMixvtC8pBVDgl9EtW8PL6l0I+9odbP1Qv6v8N7kHEjBlw/v5HXZDD6E45DS+tr24U5DA7S53YVumHbeHCkI9d9fWP2CElYkOBHRdOiMCrmxtf+DMLs7+FDU5EXnxRg+1hp56KshdfDHmf6k8/RXDP7kZBDqP4/VBefg/npJys/ryoYBEqA+WNbucX3Hhi9eONghxmRdEKlPqKaz6jDpGLs+PFdaGPm82oubmaReqk+83orNwTRHIE3yDIYWKtPGIsHJbvCjTYbtaYYafUNUI6nQ4b6Ph8Ptx///247777oNd3vhHuzoatiXEvXdLkft/69Rhs7A1tpRNiZCS223c1edsSdwlsARe0vXphhyurydsVuYpg1Vobbc927ESctebfvI9BVivdsNHgUNiFUZFcpY521w92XEsO8LusXQPJ5UZQw6HAWYBoQzRyHblN3n599U4gokfdz3Z7NX7ZUtzk7X/cVAxfE6lrzoBD/fs0ZXvVdnV0m3RMRqMWfxb81eT+FcUr1fVo+0u1pGJ1dhVcQRs8QU/I+7JAyRv04hfbSmgnjYNr+fIG+6WRY/HXnqYvtL7bWAJtnz4h9+kyMvDztkr1/8PMEopdTb9+N5ZvhWHYsIYb2Zofz//buw/oOKqrD+D/aduLVt2W5d57twHbGNtgwPReQgkQCKEkgRDA1ISWUALhMwkQegmmO5hienWvuHe5SLK6tNq+O+U7760lS9ZKloRlaeX789GRNDs7RZ7ZmTvvvvsSb7elf3/4v/660eWFFy7GeOfQ2t9XFq/kAWNdESOEjeUNg8e6wQ7rZ9NSrE9FWAsnfI2lFVaE438T0vnH0albcY2lrW0p0tAnM/Ex1T9LwvoCDer+fnA1VddCWghRLXJEtpkQ0skDnTlz5mDo0KGYPHlye2/KUcKA6GoYdNRgN2+qoPFUFCMS4ak4TTFJcjxP/xAjUUtiw7QRtuxwLP5kN6jFU4KaYpHMMGJ1nr6JIqSm9sVshiCKfAA4Prtw4OdEHLIVUA/cLMmSCIe58e5tNrMEqZHHz/Ih9sVuchyVqSXJgmX6uuTGUxKs7FhJ8B/IbradFvmQx7IiKXBIVgihKET7QedOOAy7ufE0K7dV5vMk3O5IGCnW+HtFNJ2q5VQcvCWmLtY/qDF6OAzR2fj5JtpsiOixek/GD/4TiRAhi42fU85WnheyIB/y702OkhadOoOFbi3SwC4xvdMT3wL1ShcRUYEdpXq945apolYdQpKK2JErrX311VcYNWoU/5o/fz7/Yj+Tw09VddgmTWr0dfOsmZhf/gOKrBF+I9dLzoJZql+VpsbojDFwwAa1sBC9jPRG5xubNRYbyjbUm2aRLHDL3VAZjN8YFagK3CY3+qT0SbgM1iKUWqUBdQIdy6BBsB93XKP7Yjr9DB4IWTUpnipUshrHdj220RulYfZuQNX+Fh9BhMOdjiuPOdDCc7Crju0FqZG7MofswMiMkQlfY/vey9WL30yTjsnni2Bmr5Mbff3cnmegNNQwNWuvby/G9PBAV23o5uyW8L1pljT4o36clzod3ldfh+u00+q9Ls3/AJcOSWt03ReM7oro3r0JX4vtzcdpg1P5z+v2qBidOTbhfOxcHejpA++8efWmq+XlUHJyEi87fy9cp57a6HaZzjsDH5R9VftQYXTm6AYVz6xw4pSepyR8P3sIcUz2sa2qkuZS3Ohq75rwNVaAwS17WrxMkpyBTt2HbuvyNbitAlLtiR9IZbkE2E3A+ny13mc3Q4EOIcmlwwY6r7/+Og9s5s2bx7+mTZvGv9jPpG3EnCnIvPfeBtOV7t0RvfxMzM//HE/ueRXmR++F9Myr+Nuxf+djExx8s3bH2NlwbNzOOzDj2Tfwt6GzE8537fBr8d7W92qnsXlmj30YL/9Qzn/Pdlnwm0m9kOLIwiND74RTqf8knT0df3zoXTD+75Xaac6TToQeDCCal4eMO+9ssC+mXj3h+vXVELZshMWahtnj7sL3+d/jssGX8apXB99g/W3MbUhf8p/aafrpcxCEA2O6uzFjUGaD5Z8xoisGZtkbrbpm09y4e+LdfP/rYvv+9yl/h0NPSfg+0nGkCS78YegNDab3dffBZYMvx2f58Zv6ulhwazaFEQy68Mhxf2vQIsqC3Lsm3oUSXxFyNTdCq1dDSkmB7ZhjaucJL1mM09NiGNm1YYsSO088JfnIvOWPDVqCBIsFXf9yG7rmvYfbp3fHm4tLcc2gPyc8Bh845m9wazZUf1a/X13V+x+g6z+eSLjs7Mceh5qWgfQ//rHBdin9+yFw5hR8u+9Hfj799ZgHYDPcDf+oqoTfDrs+YRB4z8R7YUeC9zSDTXfhsSmPx1va6mC/PzHlCf466fxYZcS6fXQ271PRPVVsUG66BpveI13EhsIDfcbs+68/Xqq8RkhS6fBV12rUDBZKVdfalkmLQvGWw/fJJ7yvi33aCRAH90exPYZPdn7C+5fM6n4yRhm5CBcUoHJAF3yx52vsDezGqPTxGJc5Cvavl8Fkd8AybCjU0lL4tm5E8Jgh+KpyCXb79+KYjHEYYe4NGSJWhLdiSdlK9HL2wAm5J+LnHSoW5QUwtX86RuR6wB64saDBpkdQIVRhScEirPZtRH93P14KN7U4BP/cd9mjYjinTYOuqpDSMqBnZLEcM4gVZfDOnw+trAzy8dNgHzIYuiRBEkWEFRvvDxOUqrClagvcFhf2Vu/lfQhY+eqTuk9DZnUxXGvmwnB1gzHkXASVDIT1eAtVVBCQXx3BvDUFEAUBZ4/sii5OM0yHOOAkRUC1UI7lRcuwqmQVLy88s8dMuIU0GLHkrAB1NFVdYyTBhzKtEvPzPkZVtBrTux6PgZ6B0BUZu327YZbNWLBrAYKxIE7IPQG93L1hNRwQNStiIhs7qgxLixZjXdk69Hb3xrjscbCLFngMB8y6BVJFGXyffgrbqJE8XdS34HM+ZpNj5kz4ew3AlqoY5q8r4imUZ4/KQZZNhqsgD8GlS2EfOwah9esRXr8BlsGD4Jx8LKS9H0Os2onqcb9HoZGGb7eWYVw/CXsD67GidCm6O7pjeveTkGI4YYIZJm85/F99ieiOHbBOmADruHGIOD0wV1cg+NNPCP/8M8xDh8I+ZQrCDg9UQ4BZi8S3++P5vBCJY+aJCPXKxn8K34PHnIqZPU+GCx6ImtLozWVY9mJT5UZ8l/8dsuxZOLnHKXCLaRDV1qeYsWcsAbESCwsXYn35OgxOHYxJOVPg1FOga52vPxxVXasvokVwyucn4JI+l2Ns+nj4wwb+ODeAU4YqGJLT+Oft2nwVX25U8c+L7bz8dFSL4o4Vt+DOEffixJzGW3UJYajqWsdBgQ5pdEBLPnifqvG/n6KIMJnk2mmhUIx3KBZFEbIs8GIGLLWEvcbaQjRWqU0zeKUktiyGBRXsPTVP0eKHnsADmViMrceAosj8eyym8vfXxd7GBvyUZbYuA9FoLD64Il9+zQ0Lm16/cpPVqvB52HIjEXX/uurvL+vozL7YOthrNd9rxLepYUWouvuXaLlNMZkkvi+6riMcPpAikYyOtkCnhstlid+gh2P82GLY/yk71mu+2Dlx8DHJjhmLReHjMbG/Czt22PvrDb6pxJfDll+zLHa8RyIsTVPg5wI7Ltm5ePCxqOvx840dW2wes1nh62HbyX5n5wQ7Zw1D58c9W24wGK3XElmzH2yb6m5XzXnPls1SXpv67GDbFF9P4vMnkfjnRMve0xyH2u7OggKd+krDpbjwmzNxzYDrMThlCNbsUfHMN+EGZaUPVhHQ8dJPUfz+RAuG5sT7et25/FZcNeA6nN/roiO4ByQZUaDTcXT4AUNrtDTAIb/MwTcY7Ebt4Ju1+M2Cjni/5fqlOGuwi+rB72uKqjYs2Vx3WfGAoH5QcKjlsxvBmpvBxhx8M9dcLd2/Q/1NSXKprm7Y+T8e7B/6/DrUTXzTr8cDk+YeiwfPGz8fmj4nGtuPmvO+udutaS0L4lmwFY0e/sD/UNtNOid/LF6x0ybF0xe3l2hwWljxjgOteer2bYh8/038AcIJ0yH37gOPTYDNBGwr1moDHYfiRFWEUtcISSYdto8OIYQQQsgvLS3N1PTR2VGioUtKvNWR0UqLEV7wCcQUD0S3G+HPPoZWWsJfz/GI2F5cp5+O7OAlywkhyYMCHUIIIYR0SmzsMsYux4vE7KnQke3anz7NWta//QaCywVl/EQoE46B4HYj8vWX/LVsl4jd5XptSicrIlJFxQgISSoU6BBCCCGkU6oZbJqNo7PPq4NlRdYEOnpRIbTiIihDhvHx19iXMmQ49NISaHt2o4tb4OPpsPfVlJimQIeQ5EKBDiGEEEI67Rg6rHw7G5yatc4wWe74rU9s3VoIDgfErOza+cWMDAgeD2I/r+bzsZBoV1n8fU7FhYpIRTvtCSGkwwQ6H330Ec455xyMHTsWe/fuxUMPPYTnn3++LVZFCCGEENLoGDo2OT5uFQtY2CChZlmAwSqD7tgBsVv3eMnCGoIAuUdPaLt3QYmF+Py79gdIDoX66BCCoz3Q+e9//4tHH32UBzqx/aPVDx06FC+++CLmzJlzuFdHCCGEENJoi45Nihci2FOuIdO5vwjBnj0wYlFIOTkN3iN2y+UBj7p1K7LcAnaVabUtOiEthLDWsNoiIeQoCXRef/11PPjgg/jVr37FxyxgzjzzTB78vPvuu4d7dYQQQgghjbbosIprumEgv1JHhjN+X6LtzounrbncDd4jmMyQMjKh7dyOTKeIgkodmm7wFh2GSkwTchQHOoWFhejTp0+D6bm5uaiqoiZfQgghhBy58tI22YZyv8ELC9S06Kh7d0PMyKyftlaH2KULtIJ8pFtUsKGhSqoNOOT4IJCVUeqnQ8hRG+iMGDEC8+bNqzeNjXD90ksvYfjw4Yd7dYQQQgghCfmiXlglK/ZWxPvZZLhE6H4fjKoqSJlZjb5PzO7KR+FNr9zLf99bofHUNaaSWnQISRrx4X4Po7vvvhvXXnstvvvuO0SjUfzlL3/Brl27EA6H8Z///Odwr44QQgghpNHUtW727siv0GEzAXYToObl89eEjIxG3yfYbBBcbkiFeXBZuvNAaUwvOwQIVGKakKM50Onfvz8+//xzzJ8/Hzt27ICmaZg+fTrOOOMM2O3xyieEEEIIIUem6poNmys0pDtECIIAfV8hD2JYX5ymiJmZfDyd9BECH2hUEiQ+8GgllZgm5OgNdFja2owZM3DeeefVm+73+3HnnXfikUceOdyrJIQQQgipRzd0BFQ/L0bACgp08+wvRLCvEGJq6iHfz1LbtO3bkKFEsLnSVGcsnfI233ZCSAfto3PHHXfg3HPPxebNm+tNZ6lrB/fdIYQQQghpC/6YHwYMmAUHSv0G0hwC9GgUekUZxNS0Q75fTMsAGzE0NVwOb8hAIGLAaaJBQwnB0T5g6HHHHYeLL76YykkTQgghpN3G0GHCISerK8BT1/SSYsAAhGa06ECRIaakIqViN/+VtQo5ZScqImVtvemEkI4a6LD81xtuuAFPPfUUHn/8cdx+++2IRCJ8OiGEEELIkSotzb8H4uPf8BadkhJAkiE64xXUDkVIT4ezYBtEgQU6Gm/RKacWHUKO7hYd5vjjj8f777+Pbdu28VS2/Px4lRNCCCGEkCPVolPpM8NhBiyKAL20GGJKSqPj5xxMSk+HGPAhzaqjoEqHS3FRMQJCjuZAh42ZU6Nbt26YO3cuH1vnyiuvPNyrIoQQQghJyBeNBzplPhlpjv2FCEqKIbBAp5mE1HT+3SMEeYlqVowgpAURUkNttNWEkA5dde3GG2+EzWar/d1kMuGhhx7CyJEj8dFHHx3u1RFCCCGEJExdkwUFxV4gJ0WAEY3C8FZB7NOv2csQzGYILhcvSLA25oBT3j9oaLQCVjmnDbeeENIhW3RYoGO1WhtMP//88/H6668f7tURQgghhCRMXbNJDpT6DKTaBegV5fFCBO7mt+gwrEJbSlU+glFA0Nx8WkWYSkwTctS06AwaNAg//fQT0tLSMHDgwCYLD2zatOlwrJIQQgghpOkWHbUrdANIZYUI9pXxvjmi09nyQGf9NsB5HAKh+HvLqPIaIUdPoPPqq6/C7Y4/5Xjttdeg6zrvqyNJEoqLi/l3r9eLPn36HI7VEUIIIYQcskVHiGXzn9PsIvSyMgis2poktWg5QmoaXNGVkAQD5dUmmEQTysOlbbTVhJAOF+iMHz++9mcW1Nx666147LHH0LNnT9xyyy28vHQoFOLTCCGEEELaWnW0Glq0OywKYDMB4bJSiK7mlZWui7UASYoCjxjGPq8Cl81NLTqEHK19dB555BHMmjWLV1p75513YDabsXDhQjzwwAN4+umnD/fqCCGEEEIaqI56EQunwmMTeMqaXl4KYX/2SYuwdLfUVKREK1FYpcOtpKCMWnQIOToDna1bt+Lyyy/nBQm++eYbnHTSSbzyGmv1KSwsPNyrI4QQQghpwBvzIhxy80IERiAAIxJt9kChBxNYoOMrxj42lo7JhdJwyWHfXkJIEgQ66enp2L59O//auHEjTjjhBD590aJF6NKly+FeHSGEEEJIwhadQNCOVNY/h1VcY1qRulZbkCBYCn8EsCIdZWFKXSPkqBxHhw0MesMNN0AURQwbNoy35Dz77LOYM2cOT2sjhBBCCGlLmqHBFwZimgwPKy29rxwQJYh2R6uWJ3o88EQ38J+NaBbKw9/xoktNVZklhHTCQIelrY0bNw4FBQWYNGkSnzZx4kRMnTqVl54mhBBCCGlLgVgAWjSN/8xT1yrKIbicvL9Nq5jM8Fh0CDAQDachokfgi/l4Ghsh5CgKdGrG1WFfNUaOHNkWqyGEEEIIaaA65oUeyeCBSYpNQKyyAqKjZePnHEzxpMCl+REMOgEFKA0XU6BDyNHWR4cQQgghpL375+jRdDisBmRRgF5RAaGFA4Um6qfjCZWhymfmvxeHig/T1hJCjspAZ/fu3bj66qsxatQonvr2wgsvtPcmdXiKIsKOKOyIQZZb9t8rigIkiw6LNQqHRYfJKsFq1WGTozBbDFhFFRaLCE0R+WssA0BUWJO+CrMNsCEMu6zz5dQuzyTBDBUWyYBsEiCadFgFFWZBhyQJMAsazIYKxSTCkGOQ2PL2v1cw6ZCVGCwmna9DkgW+Pj6fLPAv9rOosDzp5u1jzXtq1lOD/a3MegwmQW91znXN34MtX1YEmEUDZiMGWWr58iQZCbeTHBmiLEGXREj7zyF2fNjFGOxGFIoSH2yQH79WDbIcgsMiQjTJEMwCJKsOyaTz+QxFhWQ2IJo0KCYdFsRg2j9WodXKzrcgbA5AsqgQ2PmhSFDYdKsKuzkGtxGC3aXAZDb4ebR/1bDZ2KCFGh8fRJYbH/yQnUeiose3Q4rvCzu++TS5ZZ8R8ePbqD3/Es/TumV3dHxfFJXvG/XJSKIWnWgGUmyAHgrDCIdaNYZOg8pr0UqUVhqQBAklFOgQcnSmrh0Ouq7j2muv5QUNPvzwQx70sMFHs7KycPrpp7f35nU4ogg4AlUILVyJso/m85GfU849B9bBQ+GzHnrcgKjJj00Va/Hu9g/47+d3PxGDPEMR9FtgsThh370Jxa5MvLWpClsrwhiU7cSF43Oxp3o5BkXciH7+A9RVP0POyUHKJRcjltUNmtcP/3ffwfj+a36BSbnkEujQUf7cfyA5XUi56EKoagzlOXZ8UvEjVlesQ293b/xq0K+Q592JLZVbMTprND7PW4C86l0YkjYY07pPxxe7voDb7MaUblPw9pa3EYqFcPHAS9DF3A2yakm4f4Kkw4tyfLDtfWys2Ig+KX1wfr8LkCZlwubzI/TTT6hesACi0wH3JZdC7NkbIcXW7L+/JkdQEt2H/276LyY5R2B8tBsCb30ArbwMtuOnwjHjRIScHmia0eRyBMmAT6jA/3bOw8+lP6O7swcuGnARUsVMiBpFPW1NEwSUhlW8/v1O7KkIYmwPD84d2QVp27eg/KUX+Q2T86STYMychO3+Pfjv9ndQHfNhRvbxOKbrFLy+JIihuWaMzE3B6vKv8FneZxjlGYZLPSci+MFHiG3YCMdlF8E/pi9eWf8uNlZtRz9XT5zf/wLs2meCw2Vgu385vsv/Ck7FgYuyT0WPfSlIdWdhr+xDildDNKMnvl61Bx9tLodNEXHFuBwMSLdC4E8dDogpQeT5d2DulrcQUkM4peepGJc9DqXBEry+7g34otWY0X0GJnWZDJuWAl1v/NhU5TCKo4V4a+N/URIswXFdJ+HE7ifCoaXWvi8mh7A3mIe31r7F+y6w14/rMumQy+7IWKAYlLxYUrQYC3Z/Brtix8X9L0YPR28oseZ/PpD2GSyUteikpcowKvdXSPuFqWusNHWKmo81URk95EwUh4sOz8YSQtqMYLCyIR1QSUkJHn74YTz44INwOOJVUm688UZevvr+++9v9nLKynzomHt4eLlCVSj4/e8R2bSp3nTbhAnIevAB+Cwpjb43qvgwe9EdWFW6ut700enD8bch1+OH3Q6M6NsTZz+7BKGYVvu6Igl45bLR6PKXWxBZfeC9gsmE7nPnouD666EW13/i5T7nbMgZmSh/7jkoubkIPHc/rln0e4S1MH/9L8f+BfN3zOc/z+o9Cw8seQC6oR9Yp6jgkcmP4Nmfn8W+wD48OuVR3L/ofpSGSnHdsN/ivF4XQlLjaQV1b1Z2RDbhuq+vhaqrB6YLIp6a8iR6PfU/hBZ8UX87zzsPzt/dhLBiPcRfHtClGD4v/BiPrXwMv+55Ic5eJSP83Kv15pE8HuS+/gYCKRmNHo9sO/eqO3DNl1cjokUO/D0h4OFJj2CC5zhAa/zpfXvKyHAm/3koCvg+rxJ/em9tvclWRcKbZ/WC6883IFZQAM/H7+DFfe9j7s73682XZcvC8yc8jzPnbMPQHAfOPS6A/257Fk96foPgDbcDsRgcp8zEvlvOxXXf3dzgWHx6yuNYXbYOL254ud5yz889HZfv64Mux5yAUkcaLnllFQ/C6jpraAZmn9i3NtiJyUE8tfYf+GzXp/Xm6+7sjtvH346bvrmp9rxi2/3iiS/DFkv8GaFJUXySPw9PrX6q3nTWN+GVma/Co2cjJgXxn83P4t2t79abJ9uejRdmvNTosju6sOLFb76+BgX+gnrTz+xzJn435CYoqi2pzsWkOA8Pk3d2vI3H5mVi+iAzhvo2I/Ltl7CccQ5/CPhL7Fm0Dh+4TsCAoR9iQKYD94x64LBtM+k8DnVNJEdOh80tyMzMxFNPPcWDHBaLrVy5EsuXL+flqkl9JpME/9dfNQhymODSpYisW89T2hJh6SyrylY2CHKYVWVrsbJ6G47vBryyZA9OGpJV7/WYZuCP76+Hcfk19aa7TjkFlS+91CDIYbwffAjrsKEQLBaI11+Ge37+W22Qk+vMRVSLYkXxClw88GI8vuLxekEOX6cewxMrnsClgy7lVXVYwHPBgAv4a8+texY+o6rBOkNSNWYvvLPejSXDln3Xoruhn3dyw+187z2IpUXNSokLCtV4fOXjPJXhDPfkBkEOo1VWouwfT8CkRRtdTljy455Fd9cLchgDBu5ffB+Cou/QG0Naza8Bsz9c32A6C+7v+KEIwlXXQcrKQrldbxDkMMXBYryy4UXceVIPLN5RhUiwC27rdTWi9z7KgxxG+uPVuGPxfQmPxdmL78dpPRsei+/unQ/v8B4I7NqN1xbvahDkMPPWl2JPdRSyHE8xKwjnNwhymD2+PVhYsBCTcibV3+6NL0GQ659rNQLwNghyap6YP7riUWhSBGWxkgZBDlMUKMKrG19udNkdmSgbeHPLGw2CHOZ/O/6HkmjzPh9I+yioZueJBI9NgFFZAYHniP7yB0WprngijBTLQVGQWnQI6eg6bKBT17Rp03DJJZfwvjozZ85s783pcEy+Sng/nNfo697334M5Gkr4WlQI4e2tbzf63rn5X0MJ70apL4ITBmQ2eL3EF4EvLbveNPuUyfB9Ub+FpK7A4sWwjhyJcM9s5FXn1U6fnDMZX+3+CrIQv5CwQCYR1pLjsXj4z+vK1qFvSt/a1xYXLmrQN4DlarObuURYik2lW4rn/h2kev782v4YjWGtMGvL1vJgpL+nP8Tl9VsD6mJpfHIo0Pjrmg+7qnclfI0FPwX+fLqxaiPs75pXHkBUS3xDvrXYj3CfAci4/rf4fPfnjS7nkz0LMK53vEXx0zUB9NTToRYduBnyKjHe+pgICxz8sQDEBB/Ln1cuhtpvEN5f2/ho7G+v3ge73cqP2Q+3NwzEape163Oe9lnXxzs/RkjwJ34QUrKy0WUt2bcYYSGABbs+a3Se+TvnIyQ0ftx3VEH4+bY35qMd/zvk5wNpP4VV8YcLHrsIjVdca934OQezpaXApgZgBFKxL1R4WJZJCDnKA52nn36aDzq6adMmGnQ0AUM3YKhq46+rKoxGbuAM6A2eLtfFXzN0sGwHaX+RgYPpB+VCCIIIQ9Oa3B5BEhFfKuql76iGyjv7su9NqdvSw4KMGlE91uS8iZelJRxbwYg23vpSg72NtTLVbH/Nk/vEK9LRVN7IobbzUH8T8ksIiDVyjtRg/3OCotT+fzc2SGHNkaSy/lgH/Z8e+lhkxTwafizH9p8XMXYMNSKqGjD2n6usZbSp44i1Ptab1sRnQFP7W7PNUb3p9cX/eklGMJrc9/g+05OHjqqkmn0+a3BZAL2qEviFFdfqFySoQrjahqpoJYJq8gXxhBxNkiLQYQUJTjjhBNx5552YO3cuos24AT2aqK4UOGee1OjrrlmnIcaa7RMwG3ac3rvx4g5ndZ0MzZILt1XG0p3lDZdtleEOeutNC65YAceU+k+M67JPnIjQ2nWwFVfzHP4ay4qW8SfN7ObCKllhEk0J359qSUVEjad3saICLD2mxrFdjoWq1r8ZdJtSePGCRCySBWkRE5AgMHPOmoVYrOkbU1ZcYETGCP7ztsptwPjGx4yyjhsHzdJ4Tr9TdvL+EomwVq4ejh5HTX79kcbSY/tmOFg3nYS6eaywFuWj/OVXeCf7xpyQczw2F8aDhhlD7ShRgpBSDvRPSYGt0XE3rLIVKWZ3wqDjxJQJEHftwCkD0xtd97kjMhEKqdBUHWf0ObPR+aZ2m4rlRcvrTZvefTrMaHhsapqOMVljG13WsPRhsAp2zOzRMOWudtm502ExOl5flkOxGHbMaOL/elav0xCr02eRdCyVfhlmc4g/XDKqqw9bi45gNiPFCMDnjx/T+4LUqkNIR9ZhA52ysjJ89dVX9ab17dsXsVgMfn/DFIujWSRmwH3WWZC7dm3wmrlfP9gmTkA0mviCzG5kjs+ZyjspH4xNOz59JFaUmXDVsT3x4eqGueoPnjYQ4mv1y357//c/pF53XcILi33ScYgVF0P3+YDn3sS9Q2+Nt4Sw9KDKrejm6MYrr83bPg/XjbiuwftZx/ybRt2EuVvm8pv/3434HeZunstfYwGbR2l4I2gzXLhnwr0J9/+2MX+C+G7Dvgy2SZMgdOvOb4APxSmk4JIBl/AnvD/GNsF8esObPtYnKeOOOxFporiBTXfhvon31f496rpx5I2wgjo3tiW7LOAP0/s1mM5aMh86viuEl55FdPt2dBVScHz2gT4uNRyKA78bdgMeWLAb/bMcyMkM4Indr8A8+w+18wivfIB7xv454fpvH/0HfLv3+wbTJ2VOREZeFezZmbj++L7w2BpW35vQw43+6XZ+480qnPVx9sWYzDEN5vOYPTi196n4cveXtdOcihPXD/8dRDVxEU636MH5/c5vMJ09iLhz3GwomhVdrd0wKWdyg3nYsn834gZWtg1JR5Xwm6G/SRiYTsiegO72ns36fCDtozpggdUche718tZ0wXn4BvZMNWuo1Fj/YQEFwYbXRUJIx9Fhq66tWbMGF110Eb7//nteUpqZN28e/v73v2Px4sXNXs7RUmWG9UuxVZfD+8H7qF7wOQRRhPusM+E85RT47QdKwCbCUmIiihcLdn2CD3d+xKednTsDJ3c/CdGgFYIpBdadW5BnTcOclWXYVRlC3ww7bpjWFyF9G3pVa9Bffhux9RsgZ2Uj9drfQBg8FJFKL/z/fQPqTz9CdDrhufwyyNlZKP7LAxBtNnguvhjo0x0FjhheyH8Hmyq38P42t4y5BT/k/8Bbdnq4e+CdLe8g35ePfp5+uHDAhbwzdUW4gv/8/rb3scO7A1cO/jVGpI5qtOQrq4xWFMvH8+uew/aq7TyIu3bYdehu6wlXVQBVb76JwLffQrTbkXLZZbAccywCpuY/AVSVEDZWrcfLG17C1bnnof8uFdHX5kKrrIJt4kR4rroKIXc6NKPpVBdDUlGmFeH59c9hU/kmdHV05Tdbvez9Gi2d3RF0iqprLE1LELCtLIhnvtuOQm8Yw3PcuPH43sjcugbV/3wSejAEx8kzIVx9EZbuW4LXts+FP+bHlMxjcNGgX+H1RQF4HCJOG9EVn+x+E5/mfYozus7E+eZjEHzuJR4oue67HcX90/Dsuv9guzcP3Z25+O3Qa6CGM2AoGr7Mfw8L9/3ASxlf2vUMjDcNQIY9A7tM1cjSnPBaM/DGol1YsI2Vl5ZxxdgumDYgE9JBATIrGb9w34/8oQArL81KSZ/X/zxsrdjGC3ew7T6+2/G4uP8lcOrsM6Lxv4uqBLG+ah1e2vAiKkIVGJs9Dr8e/Gu4jXRAj683ZgpgafESvLn5jQPLHnAJnLwENZIS64Pnlyp4P8Zv934Dm2Lj+3RM1rEwxQ5PC8HhRlXX4iY+/TG6poZwrltD+OP/wXzKaRCsh66i2Rx528vxv/AApPb7J3499Bxc1PvSw7Jc0nlQ1bWOo8MGOpqm4YILLkBKSgpPWSsoKMDs2bP52DpXXHFFs5dzNH2wM2ZFgOKt4J1HYq5URA6RelUXGwQwKvogGhHYYUHAsEFBFFIwANHmgBCNISiaERRlmNlgiQYQQQi6oMFmCJD8YSiyGWGriz9ZZoMt6poGJRyALEkI280w1DDMoRgE0QTN5oDor2YHISJOM4J6BAr7p1vA7tnCgh+SpkEWJYRhwCSYoUFHzIjBIlh4607YCEKCDLNhO/QYNUI84IkgAhNMkDRz7RNZk6hDCgVgCBJiVgdv6WrNTVFUDEGDCptohxIIQ9BUaFYbokbzOy3z7ZRjiBgH/h4dfRySzhLo1P4/8n4rBkxs0FBdh4kN5Okt52kwqsuDsApYLDJCsXLomgqH4oJXU6BChdkUhWhIMMECv+qDJIqQRRlSJApzhI25pEAzW2BIAUS0IEyyGYZoQTAsQhJkmExRqOz/PhyDKypBs1vh0yOwR0RokoKoqMCqiKgOhsHGonW4HAgEoo0+AGGd6lnfHZZipqsCLzDAzi02ppUFNhiq2ILjOwgNGsyw8haPg9VdthXx9XUGrAJbCAEIEGGDo0F6bEdCgQ4QjmmY/PRPGNKzCNODlYguXgjLGWcl7IvZGt6qIF7O745u3T/ApIHZuHXYHYdluaTzoECn4+iw+QSSJOFf//oXHnjgAVx44YWwWq247LLLcPnll7f3pnX4NLaILV6RDC0IchhNNSCBPaV0gBXmZJcElY3HbjKzH4D9fWZsbLG6wSdJsIDd7rAuuzGLDbxQ9P68ddZXgC0lanbwG0fwbjU2hGu63rB0OpN9/8+ABfGUHN6dWgcUxF9jT4Nr3sLWJSFe1Ypdr83707m0ZnR2Zhd4QVVq11O/iIEImPd/MLUiyIlvpwFZt/CTiv0FNJamxlbVwhsLvp2xA9t5cNEG0rb4/2PNh6MW/+tHohoi1v19bfZ3oQmHVQhw82MyFIsfoyb2rnD8YzUGA2Z2Pu3PGtVgQrBmiCfVAFQbZNhQ0yUn/qzZAEIKZCh8vV620Bg7ixQEaz6tDSAY1SHL8bOisSCHr0bVYdrf96bmqGZBvLJ/mtHi49va5EWj7rI7bijQcixg4/+X/L+/M+1Z57SjopJfe1jFNaOgAoLTcdiCHMblskLRY5B9adjlO1A5lBDS8XTYQIdhKWtz5sxp780ghBBCSJLYWsoCHSDNLvGKa6L98KYZCqIAjxGAUe3Gbv9PPDOApYATQjqeDluMgBBCCCGkpXZWsNrSEbgtlnhp6cNUca0ujymGUDiFp6dWRisO+/IJIYcHBTqEEEII6TT2VIYgKl6eWG0EAhAPY8W1Gh6HjGoxk6caU/oaIR0XBTqEEEII6TQKvTEIcjUs/vh4a0IbtOikuUSEJRvkmBM7qrcd9uUTQo6CPjqEEEIIIS1RUg1IFj9EXs2jbQKdVHO8KEVKVTY2ezcd9uUTQg4PatEhhBBCSKfgj6gIRiRYzCHoVVUQFBMEVjn0MEsxaRBgwFLuweaK9Yd9+YSQw4MCHUIIIYR0CnurQvy73RLjhQjaojWHkUTAo6hAOBP7IkXwRr1tsh5CyC9DgQ4hhBBCOoU9FfFAx2nVYLAWnTYKdJgUi46ImMN//rl8VZuthxDSehToEEIIIaRT2FMVgiRFYDfJbdqiw6SZNVSYspBeDawoXdpm6yGEtB4FOoQQQgjpNKWlJcUHi2CCEQod9sFC60q1aPDChtxCBcsKf4RuxAsUHCwQC2B56RLsqN7eZttCCEmMqq4RQgghpFPYVREE5EpYovsnOJxttq40s8q/Z1XlYrW+E+sqfsaItFH15vmi4DP834YnEVD9/PcZXWfi9uF3QRLp9ouQI4HONEIIIYQkPcMweIuObquANazxaWIbpq55zGwdBiTnMKT68zBv13u1gQ7blpe3/QdvbH8FY9PH8wBnlz8P7+a9hRRTCn43+Pdttl2EkAMo0CGEEEJI0isPxhCMajC5qmDymyFYzIApPpZOW1BEVmZaR6m1F45br2G+41ssKVmI4akj8c8NT+DLggU4LfdMnNBlBgRBQKY1C0E1gPd3vYMZOSejv3tAm20bISSOAh1CCCGEJL09lUH+XVC8sJS7INjbLm2tbqvOPiEFJ5e7sNUv4a4Vf4YiKvy1S/tcgTHp4+rNPzl7KpaWLsGr217AQ2Mfa/PtI+RoR4EOIYQQQpLe7ooQBBboyNUwV4kQ7PY2Xyfrp7Oj2gTTwMG44LPl2HrLBQgJUYxIHQWPObXB/JIgYVqX6Xhr5xvY7d+FHo6ebb6NhBzNqOoaIYQQQpIe65/jtOoQBB3msmoIbViIoG6J6cqojFj/4RBjGkZuVzG1y/SEQU6NUWlj4ZAd+HTvR22+fYQc7SjQIYQQQkjS210RhM0Sg1k0QQxHIDqbV4hA1GIwR72sgkCL15lmiVdeKxbdkPv0ReT7b2HoictM15BFmae0fZG/AKoefz8hpG1QoEMIIYSQTlFa2mwKwgZzfEIz+ujYQyUYlfcGRub9F/0LP4Ogx6u1NVeqWYMAA4UBBdKo0TBKS6GuXXPI941JHw9vrAqry1e2aH2EkJahQIcQQgghSS2m6SjwhiGbfLDqcrNKSwu6iv77PkdMsqIwdQRS/HuRU7GqReuVeeU1DYVBGVJ2V4i5uQh/9skhW3VybN2Qbk7H90XftGh9hJCWoUCHEEIIIUktvyoMnWWeyRUwxwDBagXkpustZVethxILoiB1FKrsPVDu6oMulWsga+EWrTvVoqEgGK+0pkw8Dvq+QsSWLWnyPazc9LDUkVhY9CM0o2WtSISQ5qNAhxBCCCFJn7bGRMUSWMIahEMNFGoYyK5ch2p7DqJKfN5yZx8+PbNqY4vWnW7WUBiIB1VSdhfI/Qcg/L8PoAf8Tb5vqGcYT1/b3ML1EUKajwIdQgghhCR9oGNTJAT1Mlj9MQj2pgMdV7AAJtWPCvuB8s6aaILP2hUZ1ZtaVJgg3aLCr0qojsZvqZTJUwBVReidt2A0sZwejl68+trikoXNXhchpGUo0CGEEEJIUttdGUKm04Sg5oelOgTB6Wpy/jTfdkRlO0KmlHrTvfYcWKLVsEXKWxToMDXpa4LNAdMJ06GuXoXoTz80+j5REDHAPQhLSxY1e12EkJahQIcQQgghSW1nWQCpdjZcKGALaRCbGkPHMODx74LPms06y9R7KWBOhyYqSPXnNXvdKSYdimigYH/6GiP1GwB5+AiE338HsU2Np6YNTBmMHb7tKA+XNXt9hJDmo0CHEEIIIUmLpYftrgjBbYt36rdGADQxho49XApFC8FnyW64LEGE35IJd2B3s9fPYqV0s4qCQLxFp4Zp8vGQuvdA8IVnoW7fmvC9rEVHgIDlZUvRWrH1a1F9zx2oOHsWKi46B/45T0Gvqmr18gjpTCjQIYQQQkjSKvFHEYxpsFpYhANYYyJEm73R+d3BvbzVJmhOTfh6wJIBR7i0RdXX0iwa9h4U6ECUYD5lFsSsbAT+PQexzZsavM+hONDNnouVZcvRUoaqwv/0P+C9/hqoWzZDHjUaUu8+CH80D1VXXwY1b2eLl0lIZ0OBDiGEEEKSVl55gH83mX0QDMCq2ACx8dsbdyAfQXNag7S1GqxFh3EF8pu9DRkWFUUhGbGDh8+RFVhOPxNS1xwEn3sG0RXLGry3v3sgVpQug240PfZOXUY4jOo7bkX4g3dhPud82G+/C5bTz4L1/IvguONuXlq7+paboJdRShw5ulGgQwghhJCklVcRgiIKMMQq2DQJksPV5CChjnAx74vTGFWyICo74Arta/Y2ZFhV6IaAffsLEtQjKzCfdgbkfv0Reu1lhL9YUK8a2wD3QF5mekf1tmaty4iE4b39j4itXgXbdTfAPHUahDqBnejxwHb9TTBiMfgeuPeQg5cS0plRoEMIIYSQpLWrPIgslxk+tRrWiAE4Gy9EwFLSREOLt+g0IWBJ4yWoW9KiAxjY608Q6DCiBNOMmZDHT0Tk4/8h9N/XeOoZ09PRCybR1Kz0NRa8VN91O9T162H77Q2QBw5KvDq3G9ZLL0ds1QpEFnza7P0gpLNpetjgdlZcXIyHHnoIS5YsgdlsxqmnnopbbrmF/3y0kKR4LKpp8ScyoijAZJJ5i3sspkFRJP5kKBrVYDbLfH42D3td4/0ydQgCW4bBR2Ku25qvafFpB54sxd9Xt+y/pmkQRRGSFH9NVXW+Lva++LS67zHY0AH71xXfVvZetp26bvB1G0Z8feyLbSubzl6v2e749gm172HTa7IL2N8g0ZAE8fcJ0HWd/23YPNGoWjsv2062zJq/Yev/Hwz+NyOdi8USvzFhx4cosmNOAnsAqmkqrFaFH8PxY4cdu+wYFPg5wKY5nWZ+fIbD7HgzoChy7fnIXne54p9VkQh7n86PI3YOsWNTUdj8yv7jOn4usfeqKluWwM9tdlwHg1H+nprjmB3nbDlWq4lvL1u2qh44h2rW3RSzWeKfC5GIypfLjutE433U/fypOd/ZthDSkewoCyDbaUZVuALWIKu41nghAmdoH++fE1aaLj8dNKXB498NWYtAlQ59z6GIQKo5QT+dugQBpgnH8CAk+s1X0MtKYbvqOshOJ/q4+vGCBBf1+VWjb2eBke++2YitXAHbdddD7tuvyW1iQZAyZhwC//6/eKuPzXbI/SCks+mwgQ676N58881wuVx488034fV6MXv2bH7Tcfvtt6Ozs4gRWLVKiDsXwoiFYfSahoDhRpVJRX5VITaUr0c3ZxcMSB0Ma9AMpxBCpaBhTdnPKI96MSR9CASIkAUZkijCLJqww7sTxcESDPD0h0Uyw2QA2dZ0yJUaqtwm5Pl3Y5d3K3o5c9HPnIaUqnJEsvqj3Iji56IV6Osei3DUibV7fch2W9E/y4mNhdVwmET0twOONUshjB4Mv9sEr+pDRbgceVW70N3RDf0suRBkGUtLVyCsRzE2ayzKg1UoD1VgWMYQ/jQrpoawoXgdyoOlGJ41Fi4lGz9uDMFpAsZ0NSND9EM0O+E3XPxGkd33WYJViG7ahFiaE4GeGVixezlCsSDGdRmPdCUNdm8UodWrofuqYRszBkZaBkIsf7uZrLEghLISBFeuhJySAvvIUYjaXYgJHfbUIc0kKl6UxiqxuWg7+nr6oTRYil3eXch15aKrIwcOxY7lhZtREtyH47LGQRJN2OLdgb3+fRiSPhhZtiz8tGc1f9+47HHINKXAs/pToMtw2N3dYIQroG7+EVpaH1RmD8L6iq3ItmfDJJlgNrKQVxjG1mIf+mY4MCDTgeygF5V2AztDe7G9ahv62ruhjzUbGZoCzbBiq1aK9f7tmJ45E0V+A0tX7YHdbsGoHmnIK/PDGwljUBczFLkaqRY7THpaw6BE0uBVgY15FRhl0eAo3At15w6Y+/aF3Ls3QrYU/oBB0VWYg16EVq6E7vfDOnYs9plc+KE4htHdPci0KzC1YEBFQtryXmFHeQDT+qVjfagMrogBIcvVZKATMnka7Z9TI2SKFypwhIpQ5ejR7FadPY216NQhDxwMgQU7n34M/2OPwHb1tTx97ZO9HyGshWGRLA33MxJG9X13IbZkEazXXAd5QOKWnIOZTz8TsQfvR+jdt2C74upmvYeQzqTD3q3t3LkTa9aswcKFC5GeHs+lZYHP3//+904f6FjFEGxb34f4xZ28qcTImYhK12SUpocw+6c/YWvVltp52Qfi3JPfxKbqHfjTV7OhGvGmcGZM1hj8dvhvEYqEcPuPtyOkhmpf6+/pjz+M/gNeWvUkbhh9I6776tcoChTVvp5iTsHr05/Du5tfxjs7P8bjx72IO97Lx+aiwIHtVCQ8dv5wPPtjHh/D4N0rRuLHogUYoAzHQ0sfwl7f3tp5nYoTD09+GG9sm4sdVTv4tNN7n47hGcPx2LLHcN6A8/Cn7/+EmB6rfc/w9JG4su89uP7V7fz3/zuzO6ZWvQj3uF/Dp6fAtHcH9l5zNaw3/AaLujrw8CfXwcD+m6+1wCndZ+J34WMQuuvu2mXap05F+r33IaA0XpGnhiPqR8k9dyO4qM5gbrKMLo8/DmX0eAp2kpnJi4dXPob1FZtxz8R7cMPXN6AiXFH7Mgti/nrcXyFKErZU7UC2sxtm/zgbQTVYO08vdy/8edyf8fDSR/DP1U9jQvYE/GXiPcjZ+SOMJc9A2PIpwv1Owoq0rrjj00vx6JRH8cbGN3DNoNn41UtrUFR9oKJTmt2E164eg+fX/gXf7P3mwHRLGl6ceD967tmKnrFcZAw7Ffd9shmfbT4wmKEoALefPBDbSvy4+8PNePDcXtgZmYsrB18Ik5jOW4AYQ1Lx0y4v/vHlTrw2PROhG66Hv05HZTkzAzkvvgTVnQpt4ffYdffd4E1bNX+yqSeg9xU34ex/L8KxfdLw6DnDYKbcf9LOygJR+CMaurotWFjtRZcwIDQ2ho5h8P45lY6eh1xuVLbyvjotCXSyrCoWFdvBGv55A2wTpC45sFxwMSKffYzAU4+j56zjEXPG8HP5akzIPKbevFpJMXz33AF1+zZYf/NbKIOHNrpczWCpHAIknskBiKlpUI6dhNDbb8F6/sXUqkOOOh22j05GRgZeeOGF2iCnht/vR2dnDRVC/PyO2hyy2Njb4LXZ8J9Nz9YLchj29McQdNz60531ghxmZfFK/vT44CCH2Vq5FfO2z8OpfU7H7J/urhfkMGbJjLXe7Xht23uY1etsvL0oXC/IYUIxDX9+by2undKHPwXOi5XAp0Tx4voX6wU5jC/mw/2L7sc1Q6+pnTZ/53yIEHDZkMtw6/e31gtymLVla7Co9APMGJwOVTdww7zdKOp5FqSFT8IarELBddfBUDUETz4GD636+4EgZ7/P9nyOFWlemAcdePIV+O47BD77FPIhrkKKBPjef79+kMOoKvbdcgtMvsom3086dqrad/nf4ou93+CqYVfhoWUP1QtymOJgMZ5Y8QQKfAW4dNCluHfhvfWCHCbPm4f/bvovzu53Nv99adFSfLDjI0QzBvEghyk59nr8YdlDOLHHifh458c4v99VuPXtjfWCHKY8EMX1b/yMKwbeXH96uBx/XPUPVFoFWDIs+GZreb0gh9EN4JHPNuPkofExQWa/l4djsmbhX2v+BVmprp2vMgrc+u4G/Hl8Oox7boN2UDUmtaQURbfdBqWyFEWzZ9cLcpjod9+ix9rFGJ3rxqId5Zi7Ym9tahsh7Zm2xmQ6ZAQRhU2TITSS3m6JeXkqGm/RORRB4POxwKi5WKCj8oIEzXsIJjhdsJx7IeSRo+Ca/w3cIRFLlv8XemUlb6nSiosRfP0VVF12EbR9hbDf9MdGg5ywEcUc7zs4q+hPOL/4drzpW1Bbxc08bQaMYADhj//X7H0hpLPosFcplrI2efLk2t/ZU8k33ngDEydORGdmUgSIq148MMHdDdGgjEpFxdd7Pm8w/7TcaVhcsHD/U5z60q3p2Ond2SDIqfHNnm/Q1dEVG8o3NHhtZs+ZmLdjHv/5mMyZ+GJD4hKVwaiGikAE547pgk/3voPh6cOxvChxh0p20yaLMg+iaizat5jfMKp6/SCtxie7P8CsUY7aG7ovd8UgevdA27MbenU1nKeegvd3fYTGvFYwD8YFs+pNq3r1VZiCB24AEzEFqlH5xuuJX9R1BL7/HrLcYU8f0oSQVoKXt7zFf860ZSLfl7iELHsYwFptCvwFqI4mPl4WFi7E+Ozxtb+/s/UdlDhS4r9kD8Piys383JycMxlf7v4SViEDG/clXtaeiiAEreGT6LzqPFSk9oSU9z+sL2r8Qc/3W0pxbJ90aLqBtbuj2O7fA58Wvwm02Uz4dH0hf3Yy2Kohmrcr4TLk1FRUz5/f6Dq0t9/ElYPiaUGvLd4NP/VZI+1sR1kQJkmApMSPdbvUeIuFPVTCvzcr0OHzpcARLqnfcfUQqWsCDOz2mdBskgTTsZNhvehX6Oe1YWnlClScMRPlU49B5XmnI/jS85DHjIXj9rsg9UjcEqUaGv5a8R98HlyMqdaxGGMehDf8n+AV38cHWnVGjUHovbdhxDvvEnLUSJrcm8ceewwbN27Ee++9h85MNFQI1XUqvZhd0IMRhLVYgxabmmCmaP+H98FYulh5qP7T37rY8g5uRak7iFnNU27DEHmLSmPY0+h0l4SdwbJGl1eD3TBaZSsiWnxgN03XeB+HxrAgTZYOPFku9BuALRVqRXy/hMx0FIV3Nb5t4XLAXf/mUa2ogHCoC5dh8ECqMeq+fVAOkeNNOiYWeLBjWxIkRNT4cdgY9lS1qXOIPTGtG6RXRapg1Dw/MruwL3KgpYjNF442fZPhj6j8YcDBgX9YVyH690GyNJ4qVh6IwGWJf6SX+XRYzVbEtCjYYwVWSKDIG+WvCZHG91l0Ovix3RitvBwpFon/XB1WQYlrpL3tLA+gi8sCn+rlvztMTVVcK0ZEcfBiBM3BAiJJj8EarUDoEFXaGJMUL0iw26/gOLSMmJ6BIa6pWOH/GJVXX4Au1SLvx8MKDghNDH7KvO77BGuiW3C18yz0VXL5NIdgwzuBLzHBMhRDTL1hOv4EBJ74O6JLFsF83IGHyIR0dmKyBDmvvvoq/96/f390ZioU6H1nHphQtQdKqhNO0cT7DRxsRfEKTMgel3BZ+wL7MDB1YKPrYk+zD25hqbG9ajtvnWECWgUynY1Xnemb6cCyHT4MT5vA08fsTfR/YZ2x6z4d91g8GJreeL4xe6K+r/LA7dSU7grgLYB5f7WZyLKVmJJ1bKPvH502AuK6rfWmWUeNgiY3/cRNZ4O8DRnc6Ou2Y4/9RVXcSPuxSDaMzhjBAx6bYoO4P5f9YIqo8ECmf2rjnzmsL1tUiwcQzLD0YTDVBE/l2zDBE0+bZMc8O39dVgmmRtK9WF+bdIfSIMhhAZlHVKB1nwoI8SAjkVHdPdhc5OM/D+9uRiAW4A8VGFZdbVLfeOfqiN3FnyInEsnLg33K8Y2uwzxqNNaUxvd3SFcXFIr1STvbWhrg/XO84Xg6sd3iaTLQCSvNa82padGJv6/xh3GJ0td2NaMgQSIsSJEhYWUfA6bJx0MZPvKQQc722F68E/gKJ1on1gY5zBTLKOTKWfi39714ldMePflXeN77rdo2QpJVhw90HnjgAbz88ss8yJk5s04A0EmxKkk80LHv75sU9UMJbEKqV8fVg29qMD9LTctx5KCHq2FnSdZ/J9WSihEZIxKu66qhV/F0mssHX9bgNdYh+py+Z/Mbpfd3voTrp3dJuAxWgWlfVRjfby3HCV1Pwpe7vsRlgxouj5maOxVrS9fW5g2zG8lTep0Cf8yPvil9E2/joN/jzUXxC1iPNBsGm0uhT/wd9NQM2CZNQnj1akx0Deedtg/GKs79NvciRN+rk9omiki/5RZElPgNYGMiZjvS/5y46IXSoweUvv14vySSfPSYDTeNuIEHED/m/4hZveqnNtY4v//5WFe2DjEtxgsNJHLlkCvx4fYP+c8CBPxh9O+RFfLzMTPgL0GfmMqD9fe2vodrhl2D1RU/4PJjcxIu67yxXbDdt6bB9At7n4G07d9BtQ7CBaNzILGI6CBsDJFcj40XJOidbodiKcOv+18EpxQ/L1jJ6eE5buSmWvHeziDM556fcBvsxx0H86hRkLPj/X3qYbXff/M7vLI2nsZ61ymDYKFAh7QjlqbJCuF0S7Gggj0AixkwO/enjh5E0DXYI+UImdzNXr4uyogoTthZ+lozZdtUFAYURLSWnxwmQUE/JReLwmubNT8LYP7lfRdZUiqOt4yu9xp7gHOy9VhsV/dieWQjn6YccxxiSxdDK2r+QKiEJLsOHejMmTMHc+fOxT/+8Q/MmpX4ZqQzqhbToV3xGYx+J/IOkfJP9yLTEsBxqaNx3/hHeKsIw0oyn9fvAtglF547/mnM6jGT39wzLPB5aNJD+G7vd7jvmPtwTr9zaltu2PtnT5jN08LGpAzARX3PxR9H3QaP2VObtnZN/4vQ3V+B10+YA1mQUC58h7+e3ZM/OWPMsojzx3TD9VN749/f7cANE7ogc3cFftP1XOQ6c3lFt5rgwybbcOXgK3HJgIvx0vqX+LTBaYMxZ9r/4ZX1r2B92Xo8fcI/cWav03gLE8OW8cDEJ7F0oxO7ywM4Y2ga3jwnE5kmDcHM8QhKFmT+9QGkXH45Yn+4D69MfQ7Hd53MbzaZAZ4BeHnGC0j5fj30QDx329S3L7q99BLUnB4JxwypiwUxes8+6PbCCzD16hWfKMtwzpqFnP/8B0Fr8y+WpGNhfey7mHPw8oznsaZkDcZ3GY9fD/k1T/Vk3GY3rht+HY7LOY5XBWSFMn499Ne4ZOAltWVfWWsoO4dY6tuyomU8mHlm+hz0ry4HVr0C41cfAFlDkPnZHXhu5C3o5ejG+wKJooozxjhw28m9kWKLP/Vl6WY3TeuJm0/ojbLAbrhM8T4w7PvNg6/EtZnHQul+GoKuLBhCPt66cjQGZse3lcU80wZm4rHzRuCRTzdh1vAMPHRBNlymEMZljUMwfOBmyyWZ8NpVY7AvqmPbSefDcv2NEF3xdbFxPdJvvQXOy65E0O5Bt1degWPGjHhww873/v1gfeZ5PLE1BrdVwStXjkNvj4WCfdKu9laGENUM5LitqKguhINVXHMmLi1ti5RDMPRm98+pETaltCjQ6WKLsdHrePpaaww29cGG2E5UafHW2aYsDP+MjbE8nGabzB/cHKyP3A25Uhb+F/iO/66MGQuYzLzSGyFHC8E41B1fO9mxYwdOP/10XHvttbj00ksbVGRrrrIyX3P7EXYorPuHVQzDpFazIQIRkxxQBRsMXUelGETEiPCKaiY4oaoy0rUgNEWFVwghauiQJQWCIEFnH7m6DrMo8/4z/DVRgswGLIQBt5QKraQcmicFZUIQqhGFVRSRqrMRRw2EFA8MIwS/5odJtiCmOhBWRSiSCEUWEYyqMAlAmhaCEPQBdivCDgVRI4aIHoGm67AYMjwRGTHJQLUUA+uloCgWvj2CYMAm2nl/IfakOhoLQtNjPDiCkYbqcAwmUYdHCsNk6AiIKfVSxthrir8a0DVE3BZUG0Ho7MmdaINZ9kAIhyGz7dI16BYbolZHiwb9ZFWlWOECMRzigY5qcyJCZaUbyMhoPC++o56HbEBO1SiHn51LihUxXUVUj/EbBtaSKRhAUAtCNHQ4IcEqmlAGFRFNh0U0w6lYUBmr4qlmNtmCTMEMPVgGVbbAsGRBiFZAjgXYgD0Iml3wqWEeOLD0ThYwBcMyoqrBO1JniToEXzU0pwOVchSqHoIFItJ0CYgKiJnsKJdCUPUY0k0ehII6ArH48amYJITZoKPQYVZCkBGDQ8pAKNxIfyBFR3VUh0kU4An6IMVi0BUTYnY3YvqBzx+THoMc2H/uWO2oNNsRjumwyiJs4i8bgJe0z7nYEc/DX+KLzSW465PNePzMwXh9+UMIVZXi1F5nJxwjJ7NqA3oW/4TNOafAYC2uzZTqy0OWdwOW972mWe9jsf+zm1Jxcq4fJ3dreZXYgB7Cg1Uv4nrXuTjdPqXR+Vjq7bWlD8MuWnG188xG51sR2Yh3A1/hpYx70VXOQOi/r0PL2wnPO/Mg1B1BnBzRayI5cjrsHdvXX38NTdPw73//m3/VtWVL/RLLnRG7GAU1C4LC/oHDau8pRNg0F2x1pilgAYAFLIIww8E7H/No4iBs+sE9bbysdoArg89vx/5WCg2o/XjmtQXssMHOf2YHjJV/1huAqsG8P40mzAIT1/5qNyG2TVbUfZ5VU23TWrMfkfrbUjOvha2H4d0ANLh5fwYRYd0BXpD3oJurqC4iatufqqAhvp37/zYsXYfdZEYc8b4J8XladpVnN3MhswNgX6RTicXYSZISP2K0+DFYW69pf00N5/7jiR11rF2QJTzypEeNvR9wYP9DFw2oYt/F7vGZg+w4Y4MSevipwg5ea/ydtfgRtf++KcDew9JVdcASZed8/Kk0717Nzh2dnTvxfmWREGvJkfhAujXrVnjjvAjEnLWl3xvfcREu1i/JAELWlP07VPczJv75ExHqnzsWnQVoAn+xJQ8LCGkr28sC8FgVOMwyKrRqZLBzpJEiMayfTdjkbFGQU9NPh7UEsYIEQcuhH7KySyLrp7OzugWV1+pggUt/pTu+Di1vMtD5IrQEBVoJbrZf1OTyRpj6Y37wB768y5ynQpl4LB90NLZmFUyjx7ZqGwlJJh02nGctOSygSfRFCCGEkKPb1pIAclIsPBXZK0fgFJooLR0uQVhpecpxWGEPHYR4melm6mpTsdNn4q07rTHaNBCbY7uwK5a4L01Yj+B136c8iMmRM5tcliLIGKr0xdehZfGiBL16Q8zIROSzT1q3cYQkmQ4b6BBCCCGENGZziQ+5KVYEoj7EpPiQCokIugprpJL3t2kp1gLEWoLsLai81s0eQ1AVmz1w6MGGmPrwoO3j4A8JX38/8A2q9QBmWo9p1vJGmQegSCvnhQkEQYAybgIi330NI5R4jD1COhMKdAghhBCSVMr8EZQHYujusaKseAef5rTWSVM+uBAB9FYFOgxrCWpJoJNti0EUDGxrZfoaKwB0jGU4Pg8uQakWrzpao1AtxVz/F5hkGYk0qXktVL3kHNgFK34Mxas6KuPGA+EwIj/EixQQ0plRoEMIIYSQpLK5JN6TlAU6JaXxQMftSJzGxYIUNpBvWE5cke1QWIBki1TwEtXNoYhAtlXFNm/j488dCgtkWLnp56s/qK0Syor8/K3qFThFO6Zbxzd7WZIgYrCpF34Kr+HLEtPSIfXpi8jnn7Z6+whJFhToEEIIISSpbC72w2GSkGpTUObNhyUGWKyJU9ccEVaIwAWjlVXGQkoKbxFiLUMtSV/b6m19Px2zYMKZtuPxY3gNXvZ9hLxYIf5S8Tx2xgpwieNkHgS1xBClDwq1UuRrxfx3lr4WW7kcell8XCxCOisKdAghhBCSVDYV+9HNY+V9TsojZXCyTjqNsIdKEG7BQKGNFSSwR5qfvtbdEUVAlZAfaN14OswIc3+cYj0O7wa+xvVlj2BzbDeucJ6OXDmrxcvqq+TCBAWLw+v478rIUbzcfeSrz1u9fYQkgw5bXpoQQggh5GAs/WpDUTXG5cb73JQbPjiN+uXb6xUiiFbBa89t/fp4QQIXL1Hd3NprXawqFFHHpiozujv216tvhanWMRhp6o8yvQrd5ExYhNalw7Hqa32VblgaXo8LHCdCsNkhDxmG8OefwnpR/bEKCelMqEWHEEIIIUmjxB/lhQh6ptmgh0KosKhwSYnHOrPXFiJofYvOgYIEzS8xzYaA62ZXsamy9f10aqRITt4i09ogp8ZApRc2xvLg0wO16Wva9m1Qd2z/xdtISEdFgQ4hhBBCksaGfdX8e69UG4J7dsBnE5BiTlxxjQUnhtD6QgR1Bw5lJapZC1Fz9XREsd1nQkhNPIjpkTbA1AMGDKyMbOa/y4OHQHA4EFlAY+qQzosCHUIIIYQkjQ1FPl6EwG1VUFwUv2n32DKaHCi0tYUI6lZeYy1D9kjzO+/3ckahGwJPX+sIUkQnukjpWBHZyH8XZBnK6LEIf/4ZDLX5ARwhyYQCHUIIIYQkjbWF1eiRauM/F1fu5t9TGmmxYf1qQr8wba2mIAFrGWrJeDouk44Mi4q1FRZ0FAOUHlge2Qjd0PnvyoRjYFRWILZsSXtvGiFtggIdQgghhCSFqKrzFp2+6fsDnVAx7KqUsNyypEVgjVa2eqDQunj6m+KGowX9dJjezijWVVigxuOKDhHoeHU/tsfy+e9it1yIOd0Q/uSj9t40QtoEBTqEEEIISZqBQmOagb7pdhjhMErlANyNVFyraX0JmjyHZd2sn44jXNSi9/RzRxDSxA6TvtZD7gKLYMLKyCb+OyvPrUw8BtGFP0KvrGjvzSPksKNAhxBCCCFJ4ecCL8ySiG4pVmj5e1CUAqTKiVts2Lg3mqggKieuyNZSIZMHlmg1ZC3S7PekmTWkmlWsLEscjB1pkiChr5yL5ZENtdNMYycArMXqMypKQDofCnQIIYQQkhRW53t5WWlJFBDYswNVDgFplsSFCJyhonj/HEE4bIEOYw8VN/s9bNUD3BGsKbcgrHWM6mv9lR7YFNsFnx7kvwt2O5SRoxH+6EMYegfJsSPkMKFAhxBCCCEdnqobWJXvxYBMO/+9sHgLDAFIlxOkphkGHDzQSVx2ujWisg2aZIIz3PxAhxmUEkFUF7C6zNJh+umwMtOr95eZZpRJk6EX5CO2fGm7bhshhxsFOoQQQgjp8LaU+BGIahiQGU9FK/TvhWjEyyYfzByrhqKFa1thDgtB4MtjAVRLsOpr3e0x/FQcD9DaGxuANFtKw7I66WtSr968MEHo/XfaddsIOdwo0CGEEEJIh7diTxXMsoieqTZoFZUosIXg0W2QBSlh2hoTMh/GQIcXNkiFg7XoGEaL3jc8LYw8nwm7fQ2rw7WHAUrPemWmWVEC05SpiC1eCHVPvGQ3IZ0BBTqEEEII6fCW7a5Evww775+j5e1AfpqATCUt4bws0IkoLmii6bAHOpIegy1S3uIy025FwzeFHaNVZ6DSk5eZ3hbbUztNGTMOgsuN0Nw323XbCDmcKNAhhBBCSIcWjGq8EMHgrHiaWiBvM8rcAjJNjRUi2IfgYW7NqSkxzcbUYctvCVEARqWHePW1klDDFqj2KDNtEyxYEllfO01QFJiOPwGRzz6BVtqy8YII6ago0CGEEEJIh7Z8TxViuoGhXeKBzu7STbwQQabUsNiArAb5QKFBU+LWnl/CECXeT8cVbFmgwwz1hGGVdXy6t2GfoiNNEkRelGBxeF296aZJUyCYTAi98Wq7bRshhxMFOoQQQgjp0BblVSDLaUam0wzd50OeUgmLIScsRODa39oSsKS3ybYEzGlwhQpa3E9HFoHxGSEsL7Vij7/9++oMNvXGLrUQRWpZ7TTBaoVp2nRealorankwR0hHQ4EOIYQQQjos3TDw3fay2tYcdftW5GUJ6CqmQ0wwRo47kM8HCVWltinnHDSnQ9bCsEUqWvzeYalhPojo3B1u6C2Lkw471qIjQ8LC8Np601n6mmCzIfDcv9pt2wg5XCjQIYQQQkiHtbagGhXBGEZ1c/Pf/VvXoyBdQFdzdsL5XcF8+NuoNYcJmjzQBRHu4N4Wv5f11ZnW1Y9dfgVfFcTLZLcXs2BCf6U7fgqvqTddMFtgnnUGol99jtja+q8Rkmwo0CGEEEJIh/XNtjK4LTJ6p9lgGAY2V6yHLgDdpYaBjjnqhSVWjYAlcZGCw9VPh7XquAMtD3SYrnYVY9JD+GiPE9u8h7cqXEsNNfXFplgeSrXKetOVCcdA6tkL/kcfhhGNttv2EfJLUaBDCCGEkA5J0w18saWEt+awNDW9uAibPAGk6zY4JVuD+VMCe2BARMDcdoEO47dkwhUqhKjFWvX+Y7OC6GqL4bnNqSgMyGgvQ0y9efra96FV9aYLogjLhZdAy9+L4EvPt9v2EfJLUaBDCCGEkA5p+Z5KlAdimNAjXio6sG41tnYT0dOcm3B+T2A3ApY06GLbBg9+SxYEQ29V+hojCcBp3X2wyzqeXJ+GHdXtU5zAIpgxSOmJr0PLGm5jTjeYTz0dof++jujSxe2yfYT8UhToEEIIIaRDmr++GNlOM3qmWvnva4uWIioD/Uw9G8wraRG4ggXwWxL33TmcooqdD0jq8ee1ehkWycA5Pb1IMbFgJx2f7nEgquGIG20ehDy1EDti+Q1eM00/EfLAwfDdfze0PbuP/MYR8gtRoEMIIYSQDqciGMW328pwbC8PBJa25vViqacMXVUHXJK9wfwp/t28lcVnbftAh6m2ZiPVvwuC3vroxCrHg50xaSE+vs69K7Pw8R4nLz+tJajKxiq1VUZE7KxWsKrMgu/22fDZXgd/D/v+wz4bNlaaUR0VW1R9zSnY8HmwYasNS2GzXnEVBIcD3ltvhlZS3Op9JaQ9tF9iaAtEo1Gcc845uOeeezBhwoT23hxCCCGEtLH/rSsCBODYXvFBQbf9/AXy0wXMVAYlnD/DtxVBcxpicrz1p61V23KQUb0V7uAeVDl6tXo5kggclx3EYE8YK8ts+KrAzoMeSTDgUjSYJYMHOCFNRCAmQmd/lP1EweAtQ+y7bggIqQKM/a9nWWMYkRrG+MwQutrUxtcvSBhrHoyvQsvwa+cZsIrmeq+zUtO2629E4J//gPfG6+B+cg5PayMkGXT4QCcSieDWW2/Ftm3b0NnoSgxBoxq+qA82xQaH6IKsWhKOQcaeZkXlAHyaFxE1gnRLKtJVFVKIVUoxoFtSUSmloiyoI6Jq8NhMsLMkYE1vj10jpMMTFR0+oRJVkSrIggyXyQWXkY5YrPGns7okQtV1uLVymKOV8afMllQExFSoiR6/EkJaJaLqeHt1AcZ1T4HDLPNqa5+GFiNVl9Dd2fAm2xTz8/Fz9nmGH7ltVJwImdzI8G7+RYFODY9Zx4wcP6Z2AYpDMsrCMvwxETFDgAgDJsmATTbgkDU4TTqcss6DoLpDCbGAyBcTURSSscdvwo9FdnxR4EQ/VwQzu/kxKCVSb/4aE83D8H14JT4PLcZZ9qkNXhc9qbDf/EcE//V/qLruKrge/BuUkaN/8T4TclQHOtu3b+dBDvuA62yiJj+eXvMUFuxeAN2IByPjs8bj/mP+AmvMXS/YEUUBXrEUf/7hNmyp3IIZXSfh7i7TYVpwJ+Av4fNIVg9M0x/HG9u74b9rymGWRdw0rS/OGd4Vyv7lE0LiYqYAvi38Bk+v+ieCapBP62LvgkcmPYJeln7QYg3vBCKiiIWb9mKGeQMcX98K8IcMAOwZkM/8N3xpYxHVO/RHKiFJ45MNRagIxHDSgHj1tCXbF2CPO4pTggMSDhLKgg02tg1rZTmSvLbuyKraACUWQExpmE7XGrII5NhV/tWacXrcJh1uUxQD3FFoXYAdPhNWlVkxZ2MaejsjOKdnNXq76leLS5GcGGHqj/f932CWbRIUoeFnmZiaBtsf/oTQy/+B9/e/g+3qa2G95HIIMn3ukY6rQ/fRWbZsGU9Ve/vtt9GZGLKKf697Bp/u+rQ2yGGWFS/D7T/9GVE5fuNVIyRV47qvr+VBjiIq+FPfC5D2wbW1QU58pkqkfHINbhphwGmW+dOwx7/YikW7KiCzT01CCMfOh23VW/C3ZY/UBjnMvsA+/Par36IK5Q3fJIl44ac8TE7zIu2Tqw8EOUygFOLcC+GI7TtCe0BI5xaOaXhxyR6MyXUj22VBUXAf5pUtQJ8iAd0zGqatsT4yWVXr4bXnQmvjamsHY+vURZGvvyNiaXH93VFc2NuLs3p44YtJeHxdBl7aksL7+tQ11TIWZXplwr46NUSHA7bf3QzTjJMQfOE5eK+/Bur2rUdgTwhpnQ59B3zJJZdg9uzZsFqPTL7tkRKAFx/v/Djha+vK1qFarar9naXG7PHvQlGgiP8+rdsUpK59H0jU+dEwkL7qaVw4Mp7PzDz51Tb41c7XIkZIawVFL55d+2zC18JaGJ/vWgCzuX6pV5+qQ9bDyFg9h59nDegahGXPwyxT6ykhv9RbqwpQHozhjKHZKA+X4blNc2APaDg22it+536Ef1V7AAAan0lEQVSQDO8mKFoY5Y7eR3xbWWBVZe+B7Kp1vOpbR8UawXo6Y7i4TxVOzPFhY5UFf1mViS/yHVD3f2xly2kYZRqA1/2fwq8HG1+WJMFy2pm8dUf3VqHq6svh/+cT0Ku9R26HCOkMgU5nFYgFoBmN9wMoDZXU5tCytLUd3p21r/WxZcNatqXR9yoVW9Av5cB/a0FVCBoo0CGkhmrEkOdtvCQsazkVxPrnZyCioY9bgFK+qdH3icVrIekd90aHkGRQ4A3hpSV7MLVvGgJGPp7a8DiMaBQz1uiw9u7fYH5Ji6Jb+Qp4bd0QVRztss3lzr4QDAM5FSvR0bHUtiGeCK7oV4nBngj+t9uJB1dnYkNlvADBybbjEDaieNk3/5DLknv1hv22O2E+7UyE5/8PlReeg9DcN2FE6HOQdByUWNkO7IodoiDWS1urK82SXvvQWNcN9HId6OS4O1SGSGofmPc2HNyLUVP6Is97ILBhzf4Sr8BCwQ4hjCQo6O7sjk0ViYOWPu4+gCGxs692mt0sYZfPQMzTF0pZ4sIoRsYgaKxaETXqENIqmm7ggc+3wm6SYE1ZgzmbPkOWORtTlpfDntmdV/86WG7ZUkh6FCXugWgvqmRGmasvsivWoszZD0FLvF9RR8aKGEztEsBQTxjf7bPjmY1pGJwSxtk9ZZxiPRbzgt9hjHkgjrWMaHI5rH+OecZJUMZPQOSzTxD49/8h9M5bsF15DcynzIKgNH8g1PJAFLsqgij2ReANq1A1HbIkwm2RkeO2oHeaHU4L3baSlqEjph3Y4cKJPU7iKTIHG+AZgBQlFdjfT5AVYujh7Il0azrKQmX4Kv873Hzs39F17dtAgkCpdPRNmPt+Re3vrCABq76mUUUoQji77sa1w6/FH7/7Y4PXWB+4U3ufinC4fkddhyzCp5lRNupGdNn2WcOFsupr43+LiEqN5IS01guLd2PVXi8yu/2Eb4s3Y0zaOAzbI0LzF0Ke2LBvTlr1Nt43psgz7IiVlG6qVccV2od+hV9gQ49zoUoWJIN0i4Zze1Zje7UJC4vteHhNBkanTUHvND8erXoNj6TeiEGmQ1eUE11uWC+8BKap0xD97BP4H38EwddegvWSy2A59XQIlvp/D3Zvs6M8iOV7qrBqbxXW7atGeeDA565JEniQw4KdaJ37FzZw7IQeHkzpk4bRuSmQWRMVIU0QjCQpaTZgwAC89tprLR5Hp6zMlzClviNUXXtk+UP4vuD72mmD0wbjsUmPw6Z66lWaY+lrFUIR/vj9H7C7ejdOy52B29LGIvWz2UB4f38ekwNV0x7BnMIBeGFZGT/5r5nUC5dP6A5Fp0fMpG1lZDiT6jyMmf34ZNfHePbnZxHVo3xamiUNj0x+BH1tg4AYa9FJVHVtN06UViH129uBqD/+gsUN/fRn4M8+DhG9+U8vCTnS52JHOw/reufnHXjsqwLI7mXIzS7G8V1OQGrMjOAbr0Dq0RvK8BENgpw+Rd+g2pqDgtSR8U4o7cwUC6Jn6Y+Iyg5syTm13VLpWouNRrGhyoIVpVZUxyQ47Hsgehbh9pyxmGof0bJl7StE9IsFiK1aAcHphOX0sxGaeQZWRcxYvKsSi3dV8MBGEQX0TLOhT5oN3VNt6OIyI81mgqlOESVWXKnMH8HeqjC2lwWwsciHimAMqTYFpw7OwlnDstEjtWFrX0e+JpIjhwKddqTJEfgNL7wRLxwmB5yiGybNnrCcNgt2QpIPvpiXV4rqYs1AuqZBCpTxlh3DnolK0YOigI5QTEe6wwSHLECglhxyBCRboMOZYvz8Yy2liqTAY06Fy/BArd+YU48mCtAMFW6tEuZwKQRBhGHLQEDwIKa3/40WIckW6LD+qg//8Bk+WuGAybED0weLGOQZDMEAwvPeh15RBvO0mYAp/hDBFilH1/KVSPPtgNeWi8LUETCEjtOSao750L10CdiwnvmpY1HqHgBNqj8AZzIEPFurzVhTbkZxyASIYWS7ijErIx3TU9ORaxMSlviuS9UN7A0Z2FxYhXXb9mFNzIrdziz+WldZw6BuHgzpnoa+6fZ6QU1zsHuk3ZUhLN1diWW7qxCIapjQIwUXjc7hg8seatuOBAp0Og4KdAghR2egQ0gnlEyBztrydZj9xXcoLhyBNE8xLhidBbscT3GKLl4IffVSuMcOgd1mwB4pgzO0D9ZoFWKSBSXuQbwAQUdoyTkY6zOUVbURKYG9MAQBPks2/NZMBE1pCJk8CJtSoEvJ0fpbHhaxuCKCXX4FajSN3TZCEjRkWDR0tShIVWTeKsMOq7BmwBszUBIxUBw2UFPwNcssoJfVQO9AMXrnrYNzV7yfo9glB3LfvpB69ILULRdiZmaLx+SJaTpW7vXiu+1l2FURQm6KlQc8pw3Jgs3UsGX+SKFAp+NImkCntTraBzshnREFOoR0DMkQ6BSHivD4srfww/os6OGuGNUrgmn9UmCK+uCq2Ab7juVwBApgVeJp1wZEREwOHiT4LZnwW7I6VCtOY2QtDFewEPZIOcxRL0zagZLNIVMKApZM+KzZ8Fm78H1radDGlu8IFcMeKYU1Ugmz6uPT2H+yLiqIyna+3IAlgw+kGpNbn97FiiftiJRgUyCE4jAb68gGQ7NBNqwwwwKzYIJTMsEjm5BiEpBmEtDFIiDHKsIm198vIxyCtmsXtPw90Pftg1G1f1wyQYCQmgYxIxNSWlr8Z/aVlg4xPR2C3c6H3EiE3cruLA/i661lWFPghVWRcPrQbJwzvAt6pR35tDYKdDoOCnQIIb8YBTqEdAwdOdApChbhn8vn4/vNQMw/AC5bBOf0i2FoeD08pRtg8xXy+YIRCUElBZH0Hgib3PyGPRkCm0MRdRVm1Q9zrBqWqJe3TrHvAnRevKDaylp+shEypfJAKCbZoIsyBEPj4wSxtDhrtAKOcAkcoSL+fkaTTIjILl6QQRVNvNVFMFSYtBBMMT9MaoDPFzSnodLeExXOXgia01vdGsZuG316EKVaJUr0CpRolfxnDTrsggV9lVwMVHpigKkHHOKhgwwjHIZeXgajohx6VRWMai90XzUMbzUQrVOq2mqFlJEFMbsLxC5dIHXpCimnG0S3u97yKgJRfL+jHIvyKuGLqBjWxYVZQzIxrV86PDb292l7FOh0HBToEEJ+MQp0COkYOlqgUx4M4cPNK/H51jzsLk6BobrhNvtxqnsPZoR/gC1UytO4/HIqqkqjqPbqQM++ELvm4GjAgh9rtJL3PbJFKmCJeSHpjXcUZK1bYZMTYZMHQR4QpSLKKs41EbTIWgT2cGk8QAoX8+WzQgkVjl58sNNqaxcY4i8rwqsaGkq0CuSrJchXi1GqV/GBLXLkTB709FW6obucDVlo2XpYEMQDH68XhrcSemUljMpK6OXlqO1Q6XBAysmF1K0bD3ykrt14GpwqiPi5oJoXP9hY7OPbM6KrC8f1TsO47inon+los6ptFOh0HBToEEJ+MQp0CDk6Ax029o0vrKI8GEWJP4zt5WXYWl6O7WXVKKzUEQzHK485xGqMUPZgurEGA/U86IoFflcu/Ck9UbF2B/SycogeD6RefQF7x6qgdUQZBm+JUdQgT0NjrT0suNFEhaeeRSU7DLH1rVuCofOgivV3coaKoWgh6IK0P40ui7f0sNakiOKCxlqHWtnqE9TD2KsWY69WhAK1lA9CKkNCjpyBbnIWsqU0ZEoeeCQXXIINotCy/jQGqyZb7YVWXga9tBRGWSm00lLA74vPIIoQ0zMgZGVDSs9E0JOOdWIK1kcUbK1WeclqiyzyYKd/hh09U23o5rEi22lGhsMEp1luNE2uOSjQ6Tg6faBTXk43WIS0tfT0pj/U6TwkpP3Pxeach59tLMY9n245bNsjQUM/IR9ZqES8yzoQlSREeAtC/EbSiLEn8wa/OSVHltnQ+VdLBEQJeaINzS00yf7XI6KOiNTyoS7Mmoh+PgfMejOPDVWDEQnDiMaHDUhEE0XkOzJRavO0eHtOGZyJv54y4JBB0KGuieTI6fQDhqal0cFGSHuj85CQ5DgPQyhp/fLhRZZQCVPNiNf7xUQJxXDXv/PV6swgsPLLRnw6OaJ4eYQ69+yiAZjQdEDCSulHBDP0um88BEEDLHX+z1k7VUw0DhkssR46PkiIGs0MdCQJYP1wGjQKGjBiKgxV5a1mqeFq/lW7PYKAcosbFdb6/X0OFtXjQcwvae0hR1anb9EhhBBCCCGEHH2onZgQQgghhBDS6VCgQwghhBBCCOl0KNAhhBBCCCGEdDoU6BBCCCGEEEI6HQp0CCGEEEIIIZ0OBTqEEEIIIYSQTocCHUIIIYQQQkinQ4FOG4pEIpg9ezbGjh2LSZMm4aWXXkIyKy4uxs0334zx48dj8uTJeOSRR/g+Mnv37sWVV16JkSNH4tRTT8VPP/2EZHbttdfijjvuqP1948aNOP/88zFixAice+65WL9+PZJNNBrFX/7yF4wbNw7HHnss/vGPf6BmGK1k3b/Odo4dCV9++SUGDBhQ74ud1yTxOXPaaadh6dKltdM622fd0XzONXVN60zXr2TU1PWKkJagQKcNPfroo/yG8dVXX8V9992HOXPmYMGCBUhG7AOGXRBCoRDefPNNPPnkk/j222/x1FNP8dduuOEGpKen4/3338eZZ56JG2+8EYWFhUhGn3zyCb7//vva34PBIL9wsAv7Bx98gFGjRuG6667j05PJgw8+iEWLFuHFF1/EE088gXfeeQdvv/12Uu9fZzrHjpTt27fjhBNO4DfoNV/s2CD1sRveW265Bdu2baud1tk+647mc66pa1oyO/j6lawau14R0mIGaROBQMAYNmyYsWTJktppzzzzjPGrX/3KSEbbt283+vfvb5SWltZOmz9/vjFp0iRj0aJFxsiRI/k+17jiiiuMp59+2kg2lZWVxpQpU4xzzz3XuP322/m0d99915g2bZqh6zr/nX0/8cQTjffff99Ipv0aPHiwsXTp0tppzz33nHHHHXck7f51tnPsSLn11luNJ554or03o0Pbtm2bccYZZxinn346/9yrOcY602fd0X7ONXVNS1aJrl/JqKnrFSEtRS06bWTz5s1QVZU/Ha8xZswY/Pzzz9B1HckmIyMDL7zwAn+SWZff7+f7NHjwYNhstnr7umbNGiSbv//97/wpbd++fWunsf1j+yMIAv+dfR89enRS7d/KlSvhcDh4ikYN1orDUjWSdf862zl2pOzYsQM9e/Zs783o0JYtW4YJEyY0eILcmT7rjvZzrqlrWrJKdP1KRk1drwhpKQp02khpaSk8Hg9MJlPtNPaBytIhqqqqkGxcLhfPYa7BLmpvvPEGJk6cyPc1MzOz3vxpaWkoKipCMlm8eDFWrFiB3/3ud/Wmd4b9Y/0KcnJyMG/ePJx88smYPn06nnnmGf7/mKz719nOsSOVrpOXl8fT1WbOnIkZM2bg8ccf5/nw5IBLLrmE90OxWq31pifruXK4dKZzrqlrWjJq7PqVjJq6XhHSUnKL30GaheX91r0YMDW/d4abiscee4x3YH/vvffwyiuvJNzXZNpPdqFm+eb33nsvLBZLs/4vk2n/WH+b3bt3Y+7cufypGLthYfvKbuSSdf86+znWFlhfkpq/G+uLkJ+fz3Phw+Ew7r777vbevA4vWc+Vw6Uzn3N1r2nJpqnrVzJq6np11VVXtffmkSRDgU4bMZvNDT74a35P9g8idkFgHVFZ583+/fvzfT34aR7b12TaT9ahdujQofWe8B3q/zKZ9k+WZZ6SwTp1sidlNTe9b731Fnr06JGU+9eZz7G2wv7vWQUxt9vNUxQHDRrEn5LedtttuPPOOyFJUntvYofWGT7rfonOes4dfE1LNk1dv5JRU9crCnRIS1Gg00aysrJQWVnJ85nZScuwpxLsYsCazJPVAw88wD9s2IWBpb7U7Cur5FRXWVlZgxSPjl6phm1zTe55zcX7888/5+Vl2WvJvH8sH53dpNRcNJhevXph3759PA86Gfevs55jbS0lJaXe73369OFPhL1eL1JTU9ttu5JBZ/is+yU64zmX6JqWbJq6fq1evRrJpqnrFSEtRX102gh7UsouBHU7qbIOdsOGDYMoJuefnT01Yk3JrJ79rFmzaqezsVc2bNjA01/q7iubnixef/11zJ8/n+cEs69p06bxL/Yz2w92saip4c++r1q1Kqn2j20ru5ll/TNq7Ny5k19IknX/OuM51tZ+/PFH3smepSDV2LRpEw9+KMg5tM7wWfdLdLZzrrFrWrJp6vqVjJq6XhHSUsn3yZQkWC7pWWedhfvvvx9r167FV199xQdWu/zyy5GslZr+9a9/4Te/+Q2vssOe4tV8sRaBLl268NQXNubE888/z/f5vPPOQ7JgH6Ashavmy2638y/2M+sMWV1djYceeog/zWXf2Y3iKaecgmTRu3dvTJ06lf8fscpJ7IaX/T9dfPHFSbt/ne0cOxLYE1/2pJT1x2E3Dmy8DTYuyjXXXNPem5YUOsNn3S/Rmc65pq5pyaap61cyaup6RUhLCazGdIvfRZqF3SyyC8IXX3zBSyVeffXVfETtZMQ+ZFi+bCJbtmzhHQfvuusuXmaUfbiyikVsNONkVTOq9N/+9jf+nV3UWWdPdnFkI8mzEZtZmdlk4vP5eJrGl19+yW9YWGUpNvgh66uRrPvXmc6xI4XdoD/88MP8qTy7GbroootqjwPSEDsfXnvtNd4SxnS2z7qj9Zw71DUtmR18/UpGTV2vCGkJCnQIIYQQQgghnQ6lrhFCCCGEEEI6HQp0CCGEEEIIIZ0OBTqEEEIIIYSQTocCHUIIIYQQQkinQ4EOIYQQQgghpNOhQIcQQgghhBDS6VCgQwghhBBCCOl0KNAhhBBCCCGEdDoU6JAW2bRpE1atWnXI+dg4tG+++Wazlztt2jR88MEHzR6pfOnSpQlfY9PZ60x+fj7/mX0/1PsIOdrP6brnDiHkyKLzj5C2QYEOaZEbbrgBu3btOuR8y5cvx1//+lccaaNGjcJPP/10xNdLSLKf03TuENJ+6PwjpG1QoEPaBGvRaQ8mkwkZGRntsm5CkhmdO4S0Hzr/CGkbFOiQZrvssstQUFCAO++8E3fccQd27NiBq6++GqNHj8bkyZMxZ84c6LrOU8Uuv/zyeuli0WgUjzzyCJ9vyJAhPFXt7bffbvW2sBajk046CSNGjMDvf/97eL1ePp2a/wlp3TnNzsmD0z7nz5/Pz9mxY8fiwQcfhKqq7b3JhCS91157DSeccAKGDRuGc845BytWrKh37fq///s//vPBXx9++CF/fevWrfzcHT58OGbOnNmiNHFCjjYU6JBmYx++2dnZmD17Nm666SZccsklyMzMxLvvvov77rsPb7zxBv8A79KlC5+XYU3xrEn++eefx3fffcenL1iwAGeddRYeeOABlJWVtWpb2Af7XXfdxb/n5eXxIIoQ0vpzmn0djD28ePLJJ/n3L774ova8JoS0zsaNG/Hoo4/ya+Znn33GHyL84Q9/4A8Ja1x11VX82lnzxa613bt3x4wZMxAOh/Gb3/wGY8aMwUcffYTbb78d//rXvzBv3rx23S9COioKdEizpaSkQJIkOJ1OfP3117BarTxY6dOnD/8AZi0rL7zwAp/H7Xbz97CmeNYkP3DgQDz00EMYOXIkcnNz8dvf/haxWKxZ/X0SufHGG3H88cdj6NChuPvuu/mTZ7/ff5j3mJCj55xmXwe77bbb+I3YxIkT+fn9zjvvtFtaKiGdAWtBFQQBXbt2Rbdu3XiQ89hjj9U7r+x2O792si8WGLFCPf/85z/5OcqudWlpafx9PXv25C2x7HrKHjISQhqSE0wj5JBY2hpLQZPlA4cQa7kpLS1FdXV1g/lZILRw4UL87W9/w86dO/mHN6NpWqvWz5r8awwePJin1OzZs6dVyyKEJMbSUmuwhwoVFRWorKxEampqu24XIclq0qRJ6N+/P04//XR+7Zo+fTrOP//8hA/9WArpn//8Z55ayuZl2PVz8+bN/Hpbg11H2QMLQkhDFOiQVjGbzQ2m1TS9JwpeWPoLS3Fj+cgsbY0127MnUa1V90O95kmYoiitXh4hpKG651TN+c2eRhNCWodlQrBr4bJly/Dtt9/y1pq33nqLp6DVFYlEcPPNN/M+chdddFHtdPZQ75hjjsG9997bDltPSPKh1DXSKr169cKGDRt4+lmN1atX8ye9LB3m4JuhuXPn4p577sGf/vQnnHrqqQiFQnx6a9NgWGfMGmvXruU3ZCwNgBByeMfYqbF+/XreJ8/j8bTrNhGSzNh18rnnnuPpoKylhvVZZUFN3ewIhg3PwK6TBw/TwK69rF8qu9716NGDf61Zswavv/76Ed4TQpIDBTqkRWw2G286nzJlCq+kxp4qsTS2r776indUvvjii3mQw55a1dwcsQ9xFvywp1d79+7lFWZYczzDltEarIVo8eLF/AOeVYNiT7xq1kkIafk5XVO5sC7Wr27dunVYtGgR7yNw6aWXtss2EtJZWCwWPPPMM7xVh6WmffLJJwgGg6iqqqqdh7326aef4uGHH+avsZRw9uXz+XDGGWfwggQ1197vv/+en6es3w4hpCFKXSMtwgKZxx9/nOcTs8ID7AOWpaKxlpwrrrgC1113HZ+PlcI87rjjeADyj3/8g39g33///Zg1axaysrJ4TjJLP2NPjFnQ1FK//vWvedU11l/glFNO4S1FhJDWn9Os0MDBWOsrO6dZ2hqb79prr22XbSSksxg0aBC/brJKaay1hhUlYMUI0tPTa+dh1dRYgFM3ZY05++yzeT/X//znP/yayq697CEiewBRc+0lhNQnGFRChxBCSB3sSTPrJM2qK1JKKCGEkGRFqWuEEEIIIYSQTodS10iHwqqysY6WjWFN9mxcD0IIIYQQQppCqWukQyksLKxXye1grH8P68xJCCGEEEJIUyjQIYQQQgghhHQ61EeHEEIIIYQQ0ulQoEMIIYQQQgjpdCjQIYQQQgghhHQ6FOgQQgghhBBCOh0KdAghhBBCCCGdDgU6hBBCCCGEkE6HAh1CCCGEEEJIp0OBDiGEEEIIIQSdzf8DDOH9n3ROSgAAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Pair Plots\n", + "sns.pairplot(\n", + " data = tips,\n", + " hue = 'day'\n", + ")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "3df357bd", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Relplot\n", + "sns.relplot(data = tips,\n", + " x = 'total_bill', y = 'tip',\n", + " hue = 'sex', col = 'day', \n", + " kind = 'scatter', col_wrap = 2)" + ] + }, + { + "cell_type": "markdown", + "id": "8f201e92", + "metadata": {}, + "source": [ + "Activity: Type of changes\n", + "Type of changes when interacting:\n", + "When we type in a word, like professor, the graph changes the order of its y axis and (sometimes) the scale of its x axis. Therefore, this graph has immediate/transitional changes instead of being always identity-preserving.\n", + "\n", + "What doesn't change:\n", + "The colors associated with male/female genders never changes regardless how we interact with the graph, ensuring a consistency for interpretation.\n", + "\n", + "What changes:\n", + "The spatial locations of the dots changes when we enter a word. Also, as mentioned above, the x and y axis can both change in some perspectives.\n", + "\n", + "How to improve:\n", + "Some dynamics tend to be redundant in this graph, including the reordering of y axis and the initial moving dots feature. In fact, I don't the the dynamic moving feature of the dots benefit any interpretation or storytelling, so I'd suggest to remove it.\n" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "8f379815", + "metadata": {}, + "outputs": [], + "source": [ + "# Plotly- dynamic data visualization\n", + "\n", + "import plotly.graph_objects as go\n", + "\n" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "c7ee6230", + "metadata": {}, + "outputs": [], + "source": [ + "x1 = np.array([\"Luffy\", \"Zoro\", \"Nami\", \"Usopp\", \"Sanji\"])\n", + "y1 = np.array([110, 180, 240, 99, 220])" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "612af291", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "type": "bar", + "x": [ + "Luffy", + "Zoro", + "Nami", + "Usopp", + "Sanji" + ], + "y": { + "bdata": "bgC0APAAYwDcAA==", + "dtype": "i2" + } + 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[ + [ + 0, + "#0d0887" + ], + [ + 0.1111111111111111, + "#46039f" + ], + [ + 0.2222222222222222, + "#7201a8" + ], + [ + 0.3333333333333333, + "#9c179e" + ], + [ + 0.4444444444444444, + "#bd3786" + ], + [ + 0.5555555555555556, + "#d8576b" + ], + [ + 0.6666666666666666, + "#ed7953" + ], + [ + 0.7777777777777778, + "#fb9f3a" + ], + [ + 0.8888888888888888, + "#fdca26" + ], + [ + 1, + "#f0f921" + ] + ] + }, + "colorway": [ + "#636efa", + "#EF553B", + "#00cc96", + "#ab63fa", + "#FFA15A", + "#19d3f3", + "#FF6692", + "#B6E880", + "#FF97FF", + "#FECB52" + ], + "font": { + "color": "#2a3f5f" + }, + "geo": { + "bgcolor": "white", + "lakecolor": "white", + "landcolor": "#E5ECF6", + "showlakes": true, + "showland": true, + "subunitcolor": "white" + }, + "hoverlabel": { + "align": "left" + }, + "hovermode": "closest", + "mapbox": { + "style": "light" + }, + "paper_bgcolor": "white", + "plot_bgcolor": "#E5ECF6", + "polar": { + "angularaxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "bgcolor": "#E5ECF6", + "radialaxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + } + }, + "scene": { + "xaxis": { + "backgroundcolor": "#E5ECF6", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "ticks": "", + "zerolinecolor": "white" + }, + "yaxis": { + "backgroundcolor": "#E5ECF6", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "ticks": "", + "zerolinecolor": "white" + }, + "zaxis": { + "backgroundcolor": "#E5ECF6", + "gridcolor": "white", + "gridwidth": 2, + "linecolor": "white", + "showbackground": true, + "ticks": "", + "zerolinecolor": "white" + } + }, + "shapedefaults": { + "line": { + "color": "#2a3f5f" + } + }, + "ternary": { + "aaxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "baxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + }, + "bgcolor": "#E5ECF6", + "caxis": { + "gridcolor": "white", + "linecolor": "white", + "ticks": "" + } + }, + "title": { + "x": 0.05 + }, + "xaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + }, + "yaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "title": { + "standoff": 15 + }, + "zerolinecolor": "white", + "zerolinewidth": 2 + } + } + }, + "title": { + "text": "Pirate Scores" + }, + "xaxis": { + "title": { + "text": "Pirate" + } + }, + "yaxis": { + "title": { + "text": "Score" + } + } + } + } + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# more variations\n", + "graph = go.Figure()\n", + "graph.add_trace(go.Scatter(x = x1, y = y1, mode = 'markers',\n", + " marker = dict(size = 15, color = 'hotpink',\n", + " opacity = 1,\n", + " line = dict(width = 5, color = 'purple'))))\n", + "\n", + "graph.update_layout(title = 'Pirate Scores',\n", + " xaxis_title = 'Pirate',\n", + " yaxis_title = 'Score')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "37114587", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " quote \\\n", + "0 Do, or do not. There is no try. \n", + "1 Listen to them. Children of the night. What mu... \n", + "2 It's alive! It's alive! \n", + "3 Oh, no, it wasn't the airplanes. It was Beauty... \n", + "4 Magic Mirror on the wall, who is the fairest o... \n", + ".. ... \n", + "727 I didn't know if you were lost. Stick with me.... \n", + "728 This guy's awesome! He's holding his own while... \n", + "729 Murder is murder, it don’t matter who you are. \n", + "730 You know what a lion is? A lion is a strong an... \n", + "731 That was the best acting i've ever seen in my ... \n", + "\n", + " movie type year \n", + "0 Star Wars: Episode V - The Empire Strikes Back movie 1890 \n", + "1 Dracula movie 1931 \n", + "2 Frankenstein movie 1931 \n", + "3 King Kong movie 1933 \n", + "4 Snow White and the Seven Dwarves movie 1937 \n", + ".. ... ... ... \n", + "727 Us movie 2019 \n", + "728 Dragon Ball Super: Broly movie 2019 \n", + "729 Black and Blue movie 2019 \n", + "730 Between Two Ferns: The Movie movie 2019 \n", + "731 Once Upon a Time in Hollywood movie 2019 \n", + "\n", + "[732 rows x 4 columns]\n" + ] + } + ], + "source": [ + "# Wordclouds\n", + "from wordcloud import WordCloud\n", + "df = pd.read_csv(\"https://raw.githubusercontent.com/prasertcbs/basic-dataset/master/movie_quotes.csv\",\n", + "on_bad_lines='skip')\n", + "print(df)" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "d1b565a2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(np.float64(-0.5), np.float64(399.5), np.float64(199.5), np.float64(-0.5))" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "text = \" \".join(each for each in df.quote)\n", + "wordcloud = WordCloud(background_color = 'white',\n", + " colormap = 'inferno').generate(text)\n", + "fig, ax = plt.subplots(figsize = (7, 3))\n", + "ax.imshow(wordcloud,\n", + " interpolation = 'bilinear')\n", + "ax.axis(\"off\")" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "0c483bf8", + "metadata": {}, + "outputs": [], + "source": [ + "# venn diagram\n", + "from matplotlib_venn import venn2, venn2_circles, venn2_unweighted\n", + "A = set([\"apple\", \"banana\", \"watermelon\"])\n", + "B = set([\"pumpkin\", \"blueberry\", \"apple\", \"key lime\"])" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "fb4c0edc", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/Users/hesihan/Desktop/DSI 2025/visualization/visualization-env/lib/python3.11/site-packages/matplotlib_venn/_util.py:32: UserWarning: venn2_unweighted is deprecated. Use venn2 with the appropriate layout_algorithm instead.\n", + " warnings.warn(\n" + ] + }, + { + "data": { + "image/png": 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