Created
April 24, 2013 17:59
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Scatterplot with histogram distributions of x- and y-axes.
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{ | |
"metadata": { | |
"name": "design3" | |
}, | |
"nbformat": 3, | |
"nbformat_minor": 0, | |
"worksheets": [ | |
{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"import numpy as np\n", | |
"import matplotlib.pyplot as plt \n", | |
"import matplotlib.gridspec as gridspec\n", | |
"\n", | |
"# generate some data\n", | |
"x = np.arange(0, 10, 0.2)\n", | |
"y = np.sin(x)\n", | |
"\n", | |
"# plot it\n", | |
"fig = plt.figure(figsize=(8, 6)) \n", | |
"gs = gridspec.GridSpec(1, 2, width_ratios=[3, 1]) \n", | |
"ax0 = plt.subplot(gs[0])\n", | |
"ax0.plot(x, y)\n", | |
"ax1 = plt.subplot(gs[1])\n", | |
"ax1.plot(y, x)\n", | |
"\n", | |
"plt.tight_layout()\n" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"png": 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lpQHdu8shu7/+ChQtqi6L7Qsc9t/oy+PhNBXpgwWOvsLCgJ075QWEyIpOnQLu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\nMcYKDk9wGGOMMVZw/gFp9S1m33nzsQAAAABJRU5ErkJggg==\n", | |
"text": [ | |
"<matplotlib.figure.Figure at 0x1082d5850>" | |
] | |
} | |
], | |
"prompt_number": 1 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"import numpy as np\n", | |
"import matplotlib.pyplot as plt \n", | |
"\n", | |
"def label_center_of_axis(ax, label):\n", | |
" ax_limits = ax.axis() ; \n", | |
" ax.text((ax_limits[1]-ax_limits[0])/2, (ax_limits[3]-ax_limits[2])/2, \n", | |
" label, fontsize=12, \n", | |
" horizontalalignment='center', verticalalignment='center')\n", | |
"\n", | |
"ax1 = plt.subplot2grid((3,3), (0,0), colspan=3)\n", | |
"ax2 = plt.subplot2grid((3,3), (1,0), colspan=2)\n", | |
"ax3 = plt.subplot2grid((3,3), (1, 2), rowspan=2)\n", | |
"ax4 = plt.subplot2grid((3,3), (2, 0))\n", | |
"ax5 = plt.subplot2grid((3,3), (2, 1))\n", | |
"\n", | |
"for ax, label in zip([ax1, ax2, ax3, ax4, ax5], \n", | |
" ['ax1', 'ax2', 'ax3', 'ax4', 'ax5']):\n", | |
" label_center_of_axis(ax, label)\n", | |
"\n", | |
"plt.tight_layout()" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"png": 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obW2Fv78/UlNT8e///u+IjY11d2hOJdk7ITExEZcvXzYtNzU1ITk52ayNSqVC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\n", | |
"text": [ | |
"<matplotlib.figure.Figure at 0x10e26c3d0>" | |
] | |
} | |
], | |
"prompt_number": 98 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"def label_center_of_axis(ax, label):\n", | |
" ax_limits = ax.axis() ; \n", | |
" ax.text((ax_limits[1]-ax_limits[0])/2, (ax_limits[3]-ax_limits[2])/2, \n", | |
" label, horizontalalignment='center', verticalalignment='center',\n", | |
" fontsize=14)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 83 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"ax1 = plt.subplot2grid((4,4), (0,0), colspan=3, rowspan=3)\n", | |
"ax2 = plt.subplot2grid((4,4), (3,0), colspan=3)\n", | |
"ax3 = plt.subplot2grid((4,4), (0, 3), rowspan=3)\n", | |
"\n", | |
"for ax, label in zip([ax1, ax2, ax3], ['ax1', 'ax2', 'ax3']):\n", | |
" label_center_of_axis(ax, label)\n", | |
" \n", | |
"plt.tight_layout()" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"png": 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cBzW2uDxIora2Ftu2bXMcKbV161acO3cOr732mmPME088gaKiIiQnJ+PZZ59F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\ndtHUKdPfecAAAAAASUVORK5CYII=\n", | |
"text": [ | |
"<matplotlib.figure.Figure at 0x111a85ed0>" | |
] | |
} | |
], | |
"prompt_number": 85 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"fig = plt.figure(figsize=(8,6))\n", | |
"ax1 = plt.subplot2grid((4,4), (0,0), colspan=3, rowspan=3)\n", | |
"ax2 = plt.subplot2grid((4,4), (3,0), colspan=3)\n", | |
"ax3 = plt.subplot2grid((4,4), (0, 3), rowspan=3)\n", | |
"plt.tight_layout()" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"png": 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AAADxiXovqp6eHhUXF4eXS0pKdPr0aXm93nHHf/zxx6qpqRl33bZt28LPPR6P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\nAwAArEPAAQAA1iHgAAAA6/w/3HoeKzoOQYAAAAAASUVORK5CYII=\n", | |
"text": [ | |
"<matplotlib.figure.Figure at 0x1097c6590>" | |
] | |
} | |
], | |
"prompt_number": 12 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"import numpy as np\n", | |
"import matplotlib.pyplot as plt \n", | |
"import brewer2mpl\n", | |
"\n", | |
"np.random.seed(101)\n", | |
"\n", | |
"fig = plt.figure(figsize=(8,6))\n", | |
"ax1 = plt.subplot2grid((4,4), (0,0), colspan=3, rowspan=3)\n", | |
"ax2 = plt.subplot2grid((4,4), (3,0), colspan=3)\n", | |
"ax3 = plt.subplot2grid((4,4), (0, 3), rowspan=3)\n", | |
"plt.tight_layout()\n", | |
"\n", | |
"colors = brewer2mpl.get_map('Set2', 'qualitative', 7).mpl_colors\n", | |
"color = colors[0]\n", | |
"\n", | |
"ax1.scatter(np.random.randn(1000), np.random.randn(1000), color=color,\n", | |
" edgecolors='black',linewidths=0.1)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "pyout", | |
"prompt_number": 84, | |
"text": [ | |
"<matplotlib.collections.PathCollection at 0x110ec8b50>" | |
] | |
}, | |
{ | |
"output_type": "display_data", | |
"png": 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a2Slp4x53uW5ZuJKz+1op9/dgDsIDBWuRJImspFT+ftt9U3qtzy7ZwK+PfUSL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\n3UtHXTXHY2fK+9r9h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PSRGhXPW8UH6GztwOf1odVpCU+ailBVnK3tZMX7aw1FhIWzQBfN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\n", | |
"text": [ | |
"<matplotlib.figure.Figure at 0x10e39f550>" | |
] | |
} | |
], | |
"prompt_number": 84 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"import numpy as np\n", | |
"import matplotlib.pyplot as plt \n", | |
"import brewer2mpl\n", | |
"\n", | |
"np.random.seed(101)\n", | |
"\n", | |
"fig = plt.figure(figsize=(8,6))\n", | |
"ax1 = plt.subplot2grid((4,4), (0,0), colspan=3, rowspan=3)\n", | |
"ax2 = plt.subplot2grid((4,4), (3,0), colspan=3)\n", | |
"ax3 = plt.subplot2grid((4,4), (0, 3), rowspan=3)\n", | |
"plt.tight_layout()\n", | |
"\n", | |
"colors = brewer2mpl.get_map('Set2', 'qualitative', 7).mpl_colors\n", | |
"color = colors[0]\n", | |
"\n", | |
"x = np.random.randn(1000)\n", | |
"y = np.random.randn(1000)\n", | |
"\n", | |
"ax1.scatter(x, y, color=color,\n", | |
" edgecolors='black',linewidths=0.1)\n", | |
"ax2.hist(x, color=color)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "pyout", | |
"prompt_number": 20, | |
"text": [ | |
"(array([ 11, 54, 110, 170, 246, 187, 137, 59, 19, 7]),\n", | |
" array([-2.76024837, -2.17517499, -1.59010162, -1.00502824, -0.41995487,\n", | |
" 0.16511851, 0.75019188, 1.33526526, 1.92033863, 2.50541201,\n", | |
" 3.09048538]),\n", | |
" <a list of 10 Patch objects>)" | |
] | |
}, | |
{ | |
"output_type": "display_data", | |
"png": 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CKzDmBaJIGedlCO6dv4x7B3HegY5adPbQe69ajBxoqpBkR4hRIsmOGJYPZy/g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\nsUNEREROjcUOEREROTUWO0REROTU/h9klZPQ04c2CgAAAABJRU5ErkJggg==\n", | |
"text": [ | |
"<matplotlib.figure.Figure at 0x10e2736d0>" | |
] | |
} | |
], | |
"prompt_number": 20 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"import numpy as np\n", | |
"import matplotlib.pyplot as plt \n", | |
"import brewer2mpl\n", | |
"\n", | |
"fig = plt.figure(figsize=(8,6))\n", | |
"ax1 = plt.subplot2grid((4,4), (0,0), colspan=3, rowspan=3)\n", | |
"ax2 = plt.subplot2grid((4,4), (3,0), colspan=3)\n", | |
"ax3 = plt.subplot2grid((4,4), (0, 3), rowspan=3)\n", | |
"plt.tight_layout()\n", | |
"\n", | |
"colors = brewer2mpl.get_map('Set2', 'qualitative', 7).mpl_colors\n", | |
"color = colors[0]\n", | |
"\n", | |
"np.random.seed(101)\n", | |
"x = np.random.randn(1000)\n", | |
"y = np.random.randn(1000)\n", | |
"\n", | |
"ax1.scatter(x, y, color=color,\n", | |
" edgecolors='black',linewidths=0.1)\n", | |
"ax2.hist(x, color=color)\n", | |
"\n", | |
"ax2.set_ylim([250,0])" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "pyout", | |
"prompt_number": 22, | |
"text": [ | |
"(250, 0)" | |
] | |
}, | |
{ | |
"output_type": "display_data", | |
"png": 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iTlLiw8NOoVCIZ/a9SfdwjHSoupO/M6wnPz3rnOeUZTnyjTEUCvHW8f0MKl7K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4DuRDjfsXo6K+qbeX7wHKEpE9xm1UZjTT2XY1Z1LX8QXs7jHUfQdXjPrKUsnDX7svtfjoHxUf7r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\nnek54EEAAAAASUVORK5CYII=\n", | |
"text": [ | |
"<matplotlib.figure.Figure at 0x10e3c2dd0>" | |
] | |
} | |
], | |
"prompt_number": 22 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"ax2.yaxis.limit_range_for_scale()" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"ename": "TypeError", | |
"evalue": "limit_range_for_scale() takes exactly 3 arguments (1 given)", | |
"output_type": "pyerr", | |
"traceback": [ | |
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m\n\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", | |
"\u001b[0;32m<ipython-input-24-256f01e28d37>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0max2\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0myaxis\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mlimit_range_for_scale\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", | |
"\u001b[0;31mTypeError\u001b[0m: limit_range_for_scale() takes exactly 3 arguments (1 given)" | |
] | |
} | |
], | |
"prompt_number": 24 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"limits = ax2.axis()" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 25 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"limits" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "pyout", | |
"prompt_number": 26, | |
"text": [ | |
"(-4.0, 3.0, 250.0, 0.0)" | |
] | |
} | |
], | |
"prompt_number": 26 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"import numpy as np\n", | |
"import matplotlib.pyplot as plt \n", | |
"import brewer2mpl\n", | |
"\n", | |
"fig = plt.figure(figsize=(8,6))\n", | |
"ax1 = plt.subplot2grid((4,4), (0,0), colspan=3, rowspan=3)\n", | |
"ax2 = plt.subplot2grid((4,4), (3,0), colspan=3)\n", | |
"ax3 = plt.subplot2grid((4,4), (0, 3), rowspan=3)\n", | |
"plt.tight_layout()\n", | |
"\n", | |
"colors = brewer2mpl.get_map('Set2', 'qualitative', 7).mpl_colors\n", | |
"color = colors[0]\n", | |
"\n", | |
"np.random.seed(101)\n", | |
"x = np.random.randn(1000)\n", | |
"y = np.random.randn(1000)\n", | |
"\n", | |
"ax1.scatter(x, y, color=color,\n", | |
" edgecolors='black',linewidths=0.1)\n", | |
"ax2.hist(x, color=color)\n", | |
"\n", | |
"\n", | |
"ax2_limits = ax2.axis()\n", | |
"ax2.set_ylim(ax2_limits[-1], ax2_limits[-2])" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "pyout", | |
"prompt_number": 33, | |
"text": [ | |
"(250.0, 0.0)" | |
] | |
}, | |
{ | |
"output_type": "display_data", | |
"png": 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odn53eBeDNiuzsjNYO/em847xkwObaTAGwQCNnkbsNRZWX2LEnCAIwmgSyY4w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\n", | |
"text": [ | |
"<matplotlib.figure.Figure at 0x1103c5c50>" | |
] | |
} | |
], | |
"prompt_number": 33 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"import numpy as np\n", | |
"import matplotlib.pyplot as plt \n", | |
"import brewer2mpl\n", | |
"\n", | |
"fig = plt.figure(figsize=(8,6))\n", | |
"ax1 = plt.subplot2grid((4,4), (0,0), colspan=3, rowspan=3)\n", | |
"ax2 = plt.subplot2grid((4,4), (3,0), colspan=3)\n", | |
"ax3 = plt.subplot2grid((4,4), (0, 3), rowspan=3)\n", | |
"plt.tight_layout()\n", | |
"\n", | |
"\n", | |
"\n", | |
"colors = brewer2mpl.get_map('Set2', 'qualitative', 7).mpl_colors\n", | |
"color = colors[0]\n", | |
"\n", | |
"np.random.seed(101)\n", | |
"x = np.random.randn(1000)\n", | |
"y = np.random.randn(1000)\n", | |
"\n", | |
"ax1.scatter(x, y, color=color,\n", | |
" edgecolors='black',linewidths=0.15)\n", | |
"ax2.hist(x, color=color)\n", | |
"\n", | |
"\n", | |
"ax2_limits = ax2.axis()\n", | |
"ax2.set_ylim(ax2_limits[-1], ax2_limits[-2])\n", | |
"\n", | |
"ax3.hist(y, orientation='horizontal', color=color)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "pyout", | |
"prompt_number": 95, | |
"text": [ | |
"(array([ 2, 10, 61, 176, 299, 268, 149, 27, 7, 1]),\n", | |
" array([-3.91988076, -3.10183053, -2.2837803 , -1.46573008, -0.64767985,\n", | |
" 0.17037037, 0.9884206 , 1.80647082, 2.62452105, 3.44257127,\n", | |
" 4.2606215 ]),\n", | |
" <a list of 10 Patch objects>)" | |
] | |
}, | |
{ | |
"output_type": "display_data", | |
"png": 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bgDXKQTg+UpxtdUXj7+4Fu5lwOExuVDyHez2o5kiRcabViaIo2Ewmzp2gFvIP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\nZyUBf/+15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kU+CBSD3x9yvKlYoTkeQFQtsK5pEZvFUkpDOeZEFXzpmttxTiQBuSR6bkTB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\nwv8HmeRxGham0VUAAAAASUVORK5CYII=\n", | |
"text": [ | |
"<matplotlib.figure.Figure at 0x1125894d0>" | |
] | |
} | |
], | |
"prompt_number": 95 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"import numpy as np\n", | |
"import matplotlib.pyplot as plt \n", | |
"import brewer2mpl\n", | |
"\n", | |
"fig = plt.figure(figsize=(8,6))\n", | |
"ax1 = plt.subplot2grid((4,4), (0,0), colspan=3, rowspan=3)\n", | |
"ax2 = plt.subplot2grid((4,4), (3,0), colspan=3)\n", | |
"ax3 = plt.subplot2grid((4,4), (0, 3), rowspan=3)\n", | |
"plt.tight_layout()\n", | |
"\n", | |
"colors = brewer2mpl.get_map('Set2', 'qualitative', 7).mpl_colors\n", | |
"color = colors[0]\n", | |
"\n", | |
"np.random.seed(101)\n", | |
"x = np.random.randn(1000)\n", | |
"y = np.random.randn(1000)\n", | |
"\n", | |
"ax1.scatter(x, y, color=color,\n", | |
" edgecolors='black',linewidths=0.15)\n", | |
"ax2.hist(x, color=color, edgecolor='white')\n", | |
"\n", | |
"\n", | |
"ax2_limits = ax2.axis()\n", | |
"ax2.set_ylim(ax2_limits[-1], ax2_limits[-2])\n", | |
"ax3.hist(y, orientation='horizontal', color=color, edgecolor='white')\n", | |
"\n", | |
"def plt_prettify(ax, spines_to_remove, grid=None):\n", | |
" '''\n", | |
" Removes \"chartjunk\", such as extra lines of axes and tick marks.\n", | |
"\n", | |
" If grid=\"y\" or \"x\", will add a white grid at the \"y\" or \"x\" axes, respectively\n", | |
" '''\n", | |
" # --- Added this line --- #\n", | |
" for spine in spines_to_remove:\n", | |
" ax.spines[spine].set_visible(False)\n", | |
"# ax.spines['right'].set_visible(False)\n", | |
" #ax1.spines['left'].set_visible(False)\n", | |
" \n", | |
" # --- Added this line --- #\n", | |
" ax.yaxis.set_ticks_position('none')\n", | |
" ax.xaxis.set_ticks_position('none')\n", | |
"\n", | |
" if grid is not None:\n", | |
" ax.grid(axis=grid, color='white', linestyle='-')\n", | |
" #ax1.grid(axis = 'y', color ='white', linestyle='-')\n", | |
"\n", | |
"\n" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"png": 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HihrmuBrJKDjJ3Mzp/c7768HdFIb4kELDsAN/OvERPx7ioKfL74ULRhO7/d7B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\njURiUQ73t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bF8XlZYtXR30mFIYyrKVig+FYzgHhslkU7yyL5XGRWS2FIiPr8P7ayq3Pyx\nVIIRq5Ln/G0UNFtZPHOyteBg15ms4Bmn3wyPvfICCoOO3j1H0NksqA06Iu5RTIUO9Ao1laNphn1B\nenYfweCygSASD0YYPNqMEIrxPw98CYspGwB83D+IpTQrELRmI3FfNpRZMmnpcg9SXljMr7a+SG88\niD4tM9beidJmIhEKk0okAAgOjpBJpoj7A1jVGtIjAYZiZ5BSaTKpNBqNhmQymctcW1xVz3Pbj2MY\njwHy9w6xYMk8/vm6bI+b9u4uHt7zHMby7Pc6qxl/zwAxfwjPiTZmV09nacEMFtY1EI9PrZPjMJkn\n9W4TufTK3uciiuIkK9EbCILA0tnz3vLxZFlGqVReknDpDXhQaCfcokGjkoHhIarKLy6u3gtIkkRb\nVwcmg5GSouI33yFPDsu4y33Hjh1UVFSwadMmHn744Xf5rPL8b5MXPXnOSzwe5/E9rzOSDFOutXD3\nFdciniVqOvt7+eGBV/DrRUimySSS+PuGsI436Cz2pmhckW29UFVWjqZpG2ln1uWQiScoK86+2es0\nGuRkBsbdRLIsozxrIe0aGQTT5AajnUP97BhoI1RgQIuBGDDQ1opzUIelpJCYP4hCpaL/8CnsVaX0\n+kdZfM71aRCQx90rAMlAmJ4SDXqFDpVei6kwm9ERGR5D2+Pl/gVXsqntGEWLGgGI+oL4evqpWrEg\na/WRJPrdQ6gFBZtbjnFysBufkMJaWTJJGIihGDW1pfx+56sc0kQQtNnrrokWMRLxoy0vQRAFBo6e\nxl5dhrmkAFtVKZ72HgBM5nHXVYEDKZ3hjh/8C49++h+xmi1UFpdQmFHT3zOIJEnYa8oxpCZS+S1G\nI0rThNATBAGE7PUbip18ZfXNuQavWq2W1fYqdsZHUWjVGMdiPHDZtfzq1E5CDh1SLME1xfW8eHBn\nttaSqOSOOZdTVXLh4OHewQG+8/ITxEWZ2dYSvvCRd6bh4P7mk/z25E4iColpCjNfvvb2i6asV1ld\nSAP9iLrsvbFEMpS+DwREOp3mP174PV0mGTme5GpTJXevuvbdPq33FT/4wQ948MEHSaVSPPTQQ/nM\nrQ8h+Yajec7Lz7e9xH5VkC6DxHbBw+M7Xp30/R9P7SXqMqI26NFUFVFrdvLxsnmsku1cqyjiH9bf\nhXJcyOj1ev5q9iqK/BnsviTXGSpZPh7XMr26hmWinUwsgZSRKBtLcfXC5bl5agpLITRRJ0bhj6IR\nFESlySnaWpMendmEv3cQOSNhry7D6LKTTiSxqw1Tri+RSTPa0kXU4yM44MbXO4DObiEeCOUED4Ch\nyMmNMxexYFo9Hclg7nONUY+UyhAbt+BEfUEeO7WbB//0U7YLHuTqAswlBfi6B0iHY1hiEtb+IAsz\nFtQKJe5kZJIYSuuU3Db3crQWIxqTIZs6P542DqB3WNHZrUS7hzCO998SlQo0ZS7+8/mJrtAPLL+W\nIp0Jg92C1Z/g1rmXTRxDp6cqpsyVAwi5x4iMeSlqrKMQzZSO9h9fs4HPVSzmLkMt/7L2dmZNq+Ph\nq+/kPlMdX65dQYHRwovhHgZNAh2GDP+zd+OkUgPn8tVnf0GyrgjF9BKOqEN87n/+g0wmc8Hxl8rv\nm/aQLraiKbDT51Dy7MHtFx2/vGEuN1lqKQlKVIUEPrfo6veFa+vVw3vpdShRatSoLEZeD/fSPzT4\nbp/W+4pVq1bR3NxMe3s7Dz300Lt9OnneBfKWng8IA0ODJJJJqisq37bL4Wx6EwEwZANnBVGkJ+yf\n9H1CmrxYKXUarrti7XmP1dTRRsfoIFdVzGLl3KnVbj919U2s6GgjlogzZ+WsSVWU6yqruS84ny29\nzYwGfIzEwvxYfQSxz42gL0VUq0jHE1lX1JgPW1XWDebt6MVcVoRSo0Z3zoIWDIXY0nEStUFHaGgM\nY5Ejl8at0uuI+0O5DDE5HKe83IVKpcKEgiSQjMYIDY1StrCBeCCMr3sAQ0JGmlGGtncirkahVlGu\nNnH/tBUka9L8qnUfB61Jjh56mfKwgKxT58YWa0zUuEqQzrQimrJxRlI6g6hUIEsS8UAYU0kBBZrJ\nAk7OZAgrJgoFNtRM43uV1Yx5PLiczpx17uldm9k40kJGIWNu9jG9uAyPD6ipxxhXc8fy8z+7+TMm\nt2IwGYysmLcIgP07NqI4q8/amCJNKBTCbDZzLrFYjIx5ooij1mJi1BriiV2b/qKSB5IkEZVTZxdV\nJpZJX3D8G1y/dCXXMzXW671MSs5M+tsWtGrCkci7eEZ58rz/yIueDwCPbn6RHYlhBKXIzBNavrzh\nrkmuqLeDU6UneFZ/dYdysrtgkauCXl8bok5DJp5goeP8jRn3Nh3n0fE6OJnRPvq2j/LR8yxy9bXT\nz7N3lhWzF7Cgtp7Pv/obrONxF3JjJZUDMUpKC9AIEl0lWjyhAPETvYzqwFRWgFKjRgzGKJ8+4bo4\n3NrEL3a/ijStCCuQCEXwdPSiTYHvaCuyVYcpJqFPgEqp4pqKWdRVZVPQPzH3Cn53cjce9zCO2dlg\nZ53NjBiKUVXsYpBsBeezqXOWMHv6DP7tpd+TtmbvYdqsJSFLLE2a6U0EcCh13LdiLTaLldlH97Pb\nl3VPDRxpQqnVZFtvxJI0+BXce9eDfPqJH2KfWUPMHwRBZL5zcrNPhUKBoBDZd+IoVcWlJJJJXg11\no3JZUQFxh4UGczVrb7zrgvf8Uigz2sh4Rybq6mSUF8ya0mq1CKnJQlmWJAbiwfOOv1REUaRe56R1\nXBDIoSjza/7yYpnvRS6b3sj2ne1EHXpkWaYyAHXj5RHy5MlzaeRFz/uc5vZWdkmjqMZjNVo1EtuO\nHWTNgqV/0XHvX3oVv9y3idFkhDKtmXuvuGrS9+sXr8DWZKLL66aswHFeCw7A3oH2XEyOQqPi4Ggf\nbxbJ0dbbxfH+LixqHVctXIYgCIQjYTJKRe4HKwgCtRVV3HX5VVP2f2H/Tna621HEk2yoWZCL1zjd\n1cHP2vbhV0tYyVpSIqNeiufMYKy1G3tNOZl0msaolvrSSrRKFVeelVq/sK6BhXUN/Hr7Rvbhy30u\nqpUYYzIpZQy9zcJYew8GlYYZlkLuWrUagIwsAxNv6TIyn7zqhinnPr+6jj1HexHUSlQ6LUWz63Lf\neTxJCpxOfv7RL/D13z6C0qTn8qp67l2TrTMiyzLbjx6keaCbkxk/GYcRxcBxlmNHOKuekagQiaYS\nF7z/4XAYlUqFRqO54BiAqxYsw7szzAn/IHqFijuXXntBK6MgCNwzYym/bd6Larwek6W8iAKF/rzj\n3wpfXHcbz+3fTiiTZE7tXBbO+GA2Ci1wOPnqipvY296ECgXrblz+F7/c5MnzYSMvet7nhGJRRM2E\ni0EQRZLSXx4nUeBw8o8b7r7omGUNc5mafzMZ9TmLoFpQXGBklqbONv6naTuSVY8UytDx2hCfvvYj\nuJwu6jI6usfTxVW+KMsWzpiyfzqd5sqG+dywdCWyLPOzTc/xeMs+dIKSQlkLBTokjycneMylhQT6\nhnPp9gq1iiYxwcGuQxgLnRx7qYsvbbhzcvxNOEowMoq52IWUTqP1xumwhYj5EkjpDEqNmusr5nDH\niglBtrZyFo/1Hc0KwFCMK8vn5r7LZDI8tet12r3DdKWCWOqyVjNPS/ekawtlskLFYbfzoy9+fcq1\n/+iVZzmmjRDwu3NuvoxZy5kxL4UJGHVl3ZVab5RFl9dP2V+WZf77pac4lvKgyMjcUNbAzctWX/R5\n3bHyKu646IgJblyxhuWz5vKr3a8Q0Kcpl83cs/KtBeJ2D/ZzsLsVnahi/eLLUCgUKJVKbrv8/O65\nDxpFThe3OFe/26eRJ8/7lrzoeQeQZZme/j5USiWlxSVvvsM7yIKZjRQ9fxS3K/tWbhyLsWTNe6ds\n+tKSWvbuepGUXoUqIfHA5RsuOn53zxmk8ZYColLB4bGhXF2cv7/+bl4+uJuEnGHxoropmUKbj+7n\nifZDJBVQL5ppLKzgkDqCWGAhDAx09pMOy8iZDP7eAaRIgqQ3QCwWR++y5doiKDRqAgNuUrE4J112\nht1uClwunt69GU86RltwBLVRi79nEAQoc1nxZhKYx1PFAcKZJH3uIX5/eDvBTLb9xJdnXUnXyCDV\n5SXMOKsY3m+2vsw+dZBAdBRrxcTvR6HXkI7FUeq0yLLMjHM6j/uDAf5wYCv/j737jorrPBM//r13\n+sAwM/QiAUJCCKGGeu+SZctydxw7iTdxXHbTTpJdJ+v1ZmPnbJxf4jhtd7PxOsVp7lVykdWMZHXU\nAUmIJorovUxj5t7fH4MGEEWAQCDxfs7xOYy4973vDDO+z7zleVp8HiYZbWQ6KzEE25HkK0ZbtBqe\nWncfH588jBeV5YtnEBMe2eO133nsEDnB7Rg0/qKbH9TlMb9iKhOG8T0dERrG97f0V1TCL7sgj+zK\nYux6ExvnL0WSJIoulfDz4zvw2s2oXpWcD0r4/p1Xb6ur0qoK/pK5h3qvk0lGO0+su+OGWMQsCMLw\nEEHPNVJVlV9+8BrZujbwqSw3RPHI+juu2/W1Wi1P3fYgn5w8hAKsWjOHUOvIVYpubWvlxb0fUupq\nJkxn4quLNhAbGdXrsW63m9dyMwme7k98pzY5sJl77qTq6sqRIL0kB0ZZtFotdyzpzLL8yfFDnK4t\nJUjWceeMRbxWcAw52o4RKFJVWgrPIsd3liMwhFoxSP4FxhXHcggxmjCnxBMWEtyR9diG3mKmLDOL\n4KgIdCYDjSUVGJYaeHHX+5wyOZF0EnWuRsImJAQWO4c0KoRrTBRdTlrY7GTqxBR+8skb+CZFADoO\n+BqxXCri3l5GJIpcDf4CnEHmbouoraF2lilhuLwyoToT92zonvjvfzK2UWL3T2/keSporazFEGFH\n1mpxNjZjsoXQUlSOWWfmN/u2sSExjfnT/OtdFEWhvLqSv53YS73XRaLBSkRQCLKmS64ls5H6pqYB\nBT0VtdVsPX0YLwrLE6Yxe0rPkaSBOnY+i5cKj4LFhNLqo3hnDY9vvItDRbl4O3IrSZLEeZqpb2gg\n1N57uYve/OHITirsWsDMGdXFa/t38qU1ovKWIIwXwxr0vPnmmzzzzDOcP3+ezMxM5s6de/WTbnAZ\nJ49yzuJD17E24aCrnkV5uaQl95x66crtdvP6oT00eJ0kWyO5bcHyIffBZDRy15KrZ8IdDq8c2sMF\niw8sQZThr6T9b7d3X6XT3NrC6fxc6qprabYbAnkRJKuZnIpiUhL6Tvm/Zc4Szu95h1qrFqnFxT2T\n/WuF3ty/i8O1F9FLGu6aOh9Pu4e36nKRzXrAS/G+bbSbNYF6l5IkYTMGUdviQOpY79RaU0/YlHjq\nC0qIXzGPhouX0HfkvQmdPBF7aTNZOWeYuGQ2kiz7sy37ZELtdvIc9UgdW7ot0RE4c0vRhgQRoTVx\ne+oiqhvr0VcUYwsNZWrsVLYVnKJO087l8FPWyFS6WnA6nWTlnqO2rZlwm52FabNpramnscmL4lOQ\nNTJqQysRFhvr4lK4bWHf74tiVyMS/nxHsl5Hoi2ChmYHWpOB4Oo20tUwMq0WHKEWLqLwx4KjRITY\nyS4r4v2i09Q1NRCeOhkwcEp1MqvRi97nwBPqf55RDV6mr+h7gfllbrebX+zbSnOE/7ys8wf4Z72B\n5PhJVz23N0fKCwPrwGSthpN1/npcBlmmS/1U5HZfv/l4elPb7gD8u8skSaKm3dn/CYIg3FSGNeiZ\nOXMm7777Lk888cRwNjumuX3ebt+OZYOOVqfjquf97+73ORvcjmSQyGrKRzmicnsv5RLGmrorKmnX\ne7vfNKrqann+s/dpCTPhbG1AVlUMkf4bs8/dTkQv25m7CrPZ+c87/oH8okKiIiKx22wcyDrJJ64y\nNGH+m+rLuYeYZY4IJJcDqNZ6SXAYqOyIMjRNTu6cv4b61hYyKwo5XXiBkPgIJEkK1Mu6ctFtQlQs\nxb6WQMJCky0Ea6s/74xVa8CBf8eRo6GJiDYvqUkT8bS5eOnkHtSJ4fgsXpb7fGzLOkKxxomrqTN/\nseL1Ul1Wzlff/G+CJkbRVFaJVq8n9vCntMTbsBn1qIpC+9kSnv/8PxJuD0VVVd7cv5tzzVWEaPR8\nft4qosMjAm2G64O4XIhCVVXijCG0NjfgtegxhViwBVuQdJ35jHwhJo6ey2aHsxQ5NhSttzPrsiRJ\nuPQy/zzjVg4U5KCVZDbfsjiQa6k/5wryqDaq6C8HbVYT2eXFJETHodFouqUgGAjDFaN9Rtn/ePPc\nZWR9/DqlZh84Pdw1cRbGjnpkl207vI+MygvISNyaOJO1cxZ2+/1Eo5VC/H9TxeslMSh6UH0TBOHG\nNqxBT9cKtuPFoqlp7Pr0PC1h/m+cUXUe5i6ZcdXzCpz1SB0lCzQGPReaq0e0n8MlyWyn0Fftv7mp\nKgmG7tWsd+QcC7wWpgg7DdkFhEoG2lWFRWHxrJg9L7BGpy9arZZpyZ27lipbGtB0WazdbjXRXFxN\ne6wenckfgekcHp66/6tsO3YAp9rOwhlTAyNKS9Jm09DUyCtH9pBdXIqzoQl7YhyqqgSqujeXVzEh\nNpowfRBd0x5Oj/EvKn44fRUvHt5BXnkJ4bOn4ohoZ09RDuFTE6mrc2D3KWiMBraePk74rKnYJDvu\nljYqTp/DYAligS6CY95G7FMTAbAnTqDmQhEXNRrCOnLdSLKMLSoiUIfq48z97PBcQrZouYSH/z3w\nEc/e+Q+Bvj2+cD1/Pp5Bk8/NZGMo1bpW1IgwjECrFbLLSpBCNLQb/PW29Mg0GiQaHQ1o29rwdanx\npfgUJhqtJMbGkRgbN5C3AuCf7nwz+zA+rZumuka0RgNmu5XMgmy2lmajUWHzxDTuHsRI5F1zlpL/\n6btUBYG+1cP90/wJFo1GI/9x55coLivFbrVhs3Z/753JO8+25gKkjuD49fIsksJjSJzQuaX/n1bd\nzquH/SOsSUGxA6oVJgjCzWNU1vQ888wzgZ+vLBt/o7FbbTy1+h72nj+NBtiwadGAFkbatSaqujy2\nafvfHjxWfG7FBuQDuyl2NBCmNfHQ2u6VtJUrjrdE2PnZHV9Bq9XS0tbKf279K0WuJuwaA4/MXcv0\nSVfPMzIteiKfnCtCCjHR7nDRWnSJs3GROMqrcLe2YbRa0Gu1nCsp5P7lve/isVttfH3jPTQ0NfL1\nP/yCijO5mKwWqnLyCIqwYw6z45FUHpqxjL+cPYDLKGNv9iJHh3Ao+zRLbp6+yQAAIABJREFUZsxm\nfWIaDZH+BHs6owFbQizN5dVYYiJw1jcSFBGKxmQIBHQGSxBGq4W1UcnMjkrgeNaebn2SkPA0d08u\nZ9F0vndKWhtQFAWpI0gsc7d0CxgTYyfyw9gvBY7/5hv/C7bOQKDO52KTJY03Lp7EmhhDQ14JB8wN\nhE6aQLvDhbu1jcZzRUyJiGV6aHSfr11/3j22n9oYM0GYCYqA+rxiEtrNlMSHoNf5//fyYWMhs0uS\nSIrvPZfTlcLtofz4zi9TVlFOVHhEt9EcWZaZ1Ec75Y11SKYunyOLibKaqm5BT0iwhSfW3zno5zlQ\n5dVVZBadx6TRsX7uYrGlvIuMjAwyMjJGuxvCODfooGfDhg1UVlb2+PfnnnuOLVt65h3pTdeg52YQ\nZrNzz1W29l7py/PW8Mdje6jzOplktPHA2rUj07lhJkkS9y/vmRvnsnUpszl5+COcoSbqC0qJlo28\nsn8HDyxZxxtHPqXUrkFLKC3AX07t5f8NIOhJS0rmHxytHLqUT+GlSnRp/nOMNgv1RWXYE/27uPJr\nK0mf2v/ONbvVxp++/jS/eeOvZKoNTFw4CwBnYzNFlZe4d/k6Fqak8cGBT/lAU8wBfTOflZ+ksrke\nk07fbYRKo9Oi+hSaiiuQdBo8bU40Dg/tTldHodAWzK3tbFq3kBCTGe3RdjytDvTBZtxtDloqa7DG\nRlF69AwajYbk2Hi+uHgjAHWNDZwsyafNJOFzeTCEBBOvM/c7QqY0t+ELM6PR6/C0OWhrbaHW58Qy\nyb8QWTboMIT75/90ZiNWg5l/W3nXgNbelFVWkFteQpw9nGld/mYOpb1bMRtbsIWZcUkUthYFgh45\nyEhtcwNJDCzoAX+CxYQJE69+YBfT4hLRnDiPz+ofaTQ2OEmd0ff6sa7qGhv429E9NHpdTDGH8tCq\nTYPObF5SWc7Pj3yEO9SMqihkf1TCd2+/tgSQN5Mrv+A+++yzo9cZYdwadNCzc+fOkejHuJM0IZ7/\nnPDl0e7GsJsQFcO/r7ybl3dt41xcJB6jgQM0UrvrPdweF42OGv8uqSAzLYpnwO0um5HOshnp/G7P\nNk52qfV9eZrN53SR21jEDz/8G3atiS8tWkuYrfddPQaDgdTkqXx2YjcNFy8hyRLOxhaKtRaq62qJ\nDAvnrLMWTccCaNmkJ7OuhFWRU6jLKyYsOQFVVak8eY6kCRPBrMOZEBZo33H8Amq4BVuCP9j4VeZ2\n/n3l3Ty9/nP88bOPaLnUSJxXxhUbjWTSM3HhLLyedihuYGpHAPLGsb0wOZrL4zat54qZEh/L6wd2\nszhpGgkxPaegpiUkcaDqIqqqIGu1xEVF4aOzFpaqdh+Hiwy2DijgOZOfy4vn9uO1mVCrc7ivvpqN\nHfXR5sUmcTz/MFKICVVVCW5pZ9uls7Rroam0krDJ8YQ2tjNr4chPfSfGxvF42zL2FOWgkSRunb2Y\nsI6pwqv53WcfUWKTAIkyXx3GA3u4d5AjXwfyc3B3LAKXZJkzSuOgd5cJo+/FFcNTCFfon09R0IzC\nSOiITW/1V3hQuLmF20PR2oLRGjuz/p5rrkLVa7FOjKG1shZPm5NF5sEvIl0wIYmTeYcgxP9t2l1R\ni9anJVLSUxIfgiTLVOLmxf0f8W+3953DxYuCzmjEnhhHfUEJ4ckJeExGfrz/Pb6zYBN6NEDnmhcd\nMnltNVgnRtNYXI6qqkTHxPKr+/6RJ9//I12Xc7vsJmSp8/3vDDVxuvAC6+Yt5ueTvglAU1MTj7zx\n34TH+UcztHod1cEyLpcLo9FIm9J5bVVVcXvcHDY7kBQn+48W8eSi24iP7r6V/PbpCyjIrMMRakZq\ncXH7hFlEW8M4k7UHr82M1mikrqCU0KQJeGqbuCNlKTl5uTS1tTEvNa3PDMw7C7MCJTSkICO7Ss8G\ngp75KWloZZkzFcXofSq7rI1oo+xoAXO4nfDiBv55yxd6LDgeKXOSpzEnefAB1iVPM3SEmLJGpszZ\n2P8JvdBeUb9Z4/VhvEpWa2HseeKzV65+kHDNweFoBDwwzFXW3333XSZOnMjhw4fZvHkzt95663A2\nL9xAbJruNzmH04km0oYkSVhiIrA5VL624e5Btztvahr/lLwM97liGksqiFwwA8kWjMZgCOy6Aih3\nt/TTCiybOpPYYBt1BSUgy+hM/v66Qs3szj3FXWmLMNW2oXi96GpbuSd1AUGSDm3HWh57YhwhOv8N\nbZLRFgjyFa9/T7XapQaX4vQQbulca1NTX8d/7/sAd0P3ulOq10tZtX/qeE74RBSnP2hsrarDMmWi\nPweQotDgc7E352SP5zQpbiI/WvcAX7VNZ4N5AhmlubyZc4jNYcnElrbic7iwxkXiOFvEP05eRF7V\nJX558SAvN5/j2Q//Tmtba482iyvKyblURGNJOfUFJb0uQp+TnMrDKzexdsY8fMbONUmSJDFzUkqf\nI25jSZSuM3+UqihE6YMH3cZtc5cQUeNC8XrxNrexOTq1R+V6QRBG17CO9Nx9993cfffgb2TCzedz\nS9ZSs+d9ipwN2LRGjHozri6/jw4LH9B26N5oFNAlx2HvON9rN3PhSA6W6OmBG7K5vb8W/JmBf7jh\nAfafO807hd0DCAmJKRMT+GnkwxQUF5GwcCJBQUFMio6jZNc7FPlasSgyD832J0p8fN0dfPNPv6Le\n5E/6Z580AV9xNWp5PZIksT5mKrOnpgba//ORXZTYJIITY6jKukDkjGQ8bU48Xi+/ObmTfzXewfq5\nizBm6citr6TS0UKe1oNHgpaKGkJiItlVW0D8meOsmtW95lmIJQRLsIUdl04gdaxtqazP5z823k1F\nXQ3VLU3MuPc2DBotLxYfQ2/3J0KsizDyyZlM7r1il9XvDm1HNyUuUKus4UIxD8zrOe2TV1LEnrws\n5PIGsPoDBk1jGwvmLO3/DzFGPL50E389uocGr4vJplA+t27D1U+6QpDZzDN3PMzZ/DxCrdZhzWQt\nCMLwEBmZhRFhNpl4cnPnIs7tmQd4uy4XOcgIbS5WxA69EnZUWDhqnhts/rev4vXh1mtoLyxFo9Oi\neH2khiVetZ1weyh3LV2Doip83FqCbDYQXOdgU0fWZIPBwPSpnVMlIcEWfnjXP+B0Ov1Vw7tkiv72\nxnv47zOf4rGZoNXF59OWsD7dX/T1ypGReq8Ld4sHSVEJm5pIU2kFLZW1xM1Nw63VcKzwPHdERrFs\nRjoHt77CxYQgqk/moDeZ0AcZaXe6MMeG89aFzB5BD0BRTQVScGfSPq/VROGlUpbM7kwWWlldhXpF\nuQqV7lPSiqJQ5W1Dh38UTNZqWBCZwLr07sVsy6ur+M2p3XjsZqQpMbRlF7E6ZRZxYRM4V16Ky+Nh\nxuSp3c7Zn3WCrJoygjV67l24atBJBgdDVVV2nThMrbOVtOh4Zk3pmTg0JjyS79127YuOtVots6al\nXv1AQRBGhQh6hOti04JlROeFUlxXzeTkmB43wcGIjIjgnuhU3is6hVeWmGuOJCcqEiW2c9FqhGrt\np4Xu7lm2jumF+dQ2NzIrPYWQYEu/x5t6uUGnJCTxg+AQzhcXEpcQyeT4xD7PTzRaya/Kx96x0NkW\nH0tIbBR1+SVojDqydS7WzZrP2cJ88qwqrVW1RE9PRmf2Bx+NxeUYrcG4FF+v001JkbGo5/OQgv3H\ne6obyG0tYfGs9MCx0ZFRzJVsZHndyFoNwXUOVq2c3a0dWZaJ1QVT0/FYafcyM7rnbqgzxfl4OspD\naHRagmZMwlvn4D1PDQQZUS/k8UBzQyBY2p91kj+XnUTuCMw++/t/89svf2fII39X8/LuDzioaUDW\navn0QglfcbtYkja7x3EfHPmMA1UF6CQNd0ydy/ybtFq7IIxnIugRhtX+7JO8lZuJR/UxzxrHI+u3\nBG60c5JTmZM8PN+Cb1uwnE3zluL1etHr9ew7c5y/5R7GY9CQ6DVy16bBZbeeljRlQMfll17k9TMH\ncSle5tjjuu3wiQwLJ8xm560De/gk/zTJ1kg2dCz47eqRNbdT9sr/UakogXVILdV1yDoNoYkTKAZ+\nsv0NbpvkT3KptHsDAQ9AUEQobTUNLLNM6HVbdeqkyXyhuYE3cw5T1d6GPtjMbk8FR1/+FRNiYpgb\nNpFNC5YxLWoiFTknMGq0fO22+4gIDevR1teW3carJ/bS6vMwzRLDpgXLehwTHhyCr9GDpiPJotrq\nosjrgyD/Ohkp2Mi+8rxA0JNdUxYIeACaTBJ/3PMhj28cmfw5J5sqkCP9U26SxcTR8vweQc+J3Bze\nb8xDtvtf5z/mHiQpKpbQG2A9kiAIAyeCnhtE0aUS3sk+glv1siAisdeb6WhraWnhr/lHIdI/UnK4\nvZHEk0dZN3fRVc4cGlmW0ev9N9qVs+axeNpMmltaCAsNHXSOlYFQFIXfHt1BW2QwoGW7q4ywU5ms\nnrMgcMzvdr7PabO/MOmJ+lw8R7xsvqK8iFar5Zkv/qO/UK3cCu1eprh01EzurHxeHabD7fZQm5WH\nIdwayBwN0FpWxVp7IlvmLAn067XPdlDsaCRMZ+YLS9exavZ8DlUU0B7kL2fRUFiKeUo8xShcbMgj\n791iTgd70CTZUVWV149m8I1N9/Z4zrGRUfzzps/1+7rMT53J2upL7K0sRAZui5/JaaWErvuftHT+\nPUI0+m4jVIpPoby9/4Xn18Kg0eLu8tgo90weWtJQg9wlsPTazBRdKhVBjyDcZETQcwNob2/nN0e2\n44jwf1stqj2P/byF+dOuXu7ieqqoqcYbbAi8qWSdlr3nT1JUV0VZXTWyxUSKJZLPrVg/IkGJXq8n\nPKznaMVwaWhooE6vcvnWKBt0lLbUdTsmz1mH1DHCoTHqOdtYweZe2pJlme9ueZCqmmpMBiPHC87x\nanN+oI6b6vLQLrkJnZZIZdYFWqvrMYdaURQFX2MLxya1s2/3q8TLZhSfjyq7HqM1mIu00rr3A757\n6wNYNHrAibulDVNo53SfZNJztrwKTXiU/7Ekke+o79Y/l8vFawd3U+91kRwSwe2LVvT7N3to1SYe\n7BLIxOfn8tK5z2i3mdE1Orl9WueC5vuXrmXXH35OW7AOr6eddocTh7cOn8836DpdA3F/ygL+dO4A\nriAdEW0qd63suUg5OTKOj3ILA1OCpgYnyemJw94XQRBGlwh6xrgLhfmcL8yn0azhcvUp2Wwgv7aC\n+Yxs0FNWVcHBgnPoJZlb5y7plsdl98kjnKktI0jWc//8FditNpLiEwg/lUFjR01Md10jBUaFKmMr\nLRoHWsVLqc+H+chnbFm8MtBWXWMDH54+jBeVVUlpTJ448My916KpuZk/H9xBdbuDiaYQvrzi1j5z\n1QDY7XbCPTKXN3b7XG4SoyK6HROiMXTL2WPR9N2eJElER/oDjzXpizjzYTGnaELy+thgT2Lt0pXs\n2fpnXPExSBoNQeF26s8WErlwBq6mFiSjjoYofzDjKCxFZzKg0esodflHTT43byXV+7ZR7HLhdrRh\nsvuPVTzthEoGuoY5Fq2+W99+9+lWzgV7QQfn2opQDivcuWR13y8m3Rdsz56SwjOh4eSXFjN5ejwR\nYeGB3+l0On7x0Nf4v30fcqy0gLBZKTQCP9n6N/7tzi8FSjdknj1Dm8vFvJTpWIIGv4X8soWpM5k1\nKZmq2homxMT2GlilJSXzxZZm9lfkoUNmy+y1hFj6L44rCMKNR1KvcxZBSZJE4sIB+tOubRxQapH0\nOhrOFmBPnYSs1eJzufly1GyWz5p79UaGqKyqkuePfIDLbvZX8K5t5wd3PYwsy3x25gR/rjyNpqPO\nUWx9Oz/sKIRZXVfLe6cOUd/WzImmS4ESEQCNJeXY4mOZ3R7E19b612+4XC5++NHfaYzwT93oGp18\nf8GtTIwe+e2+v/j4DXKDO5MALvBYeHRd/6VUii6V8MaZgzh9XtLDJ3DnFeVH8kov8vvM3dR7nSSY\nbHxz1R1Yr1JZvquqmmr0Oj12m79cRE19He+fOkhtUyNROjMltVWc1Trweb2ETY4PnKcqCk1lldji\nY0logn+7vTNxmM/n40JpMa9nHcCpepltjWFz+lL+K2Mrxa5G7Fojjy1YT/LExMA533r7/3BHdgYa\nyQ4d6eET8aoKy1JnEXwNQchle44f5rW2gkCwpCoKX7FNZ8nsufzfjvfI1DQh63VYa5w8te5e7Fbb\nNV9TGDvG4r1AkiQe3/f30e7GDWG0Mldf6/tGjPSMURdLS/isvQpdsH9XTOiMKajnygiLjWaePX5E\nAx6Ao0XncHXsyJEkiZIQyCsqIGVyMrn15YGAB+Cipxmv14tWqyUyLJzH122hqamJ7+7pzGyqqiqq\noqL4FKINnTfM7PxcGsIMgRUf7TYTp4rzrxr05BTkUd5Qy/T4ScRFDj6zM0ClpxXoXMdR5fGP4ZTX\nVPFh1lF8wMpJ07sVRZ0UF8/34+LpS/LERH468atXrSR/WVbBBd7IOYRT8QcjX1x9a7fzIkLDeHSt\nPxD7a8bHlOpNWI1Wqs/m42xqxdSRE6e9uY3Qdpn4ZomvLOleG02j0ZCamMQzid13Xv37HV/ss592\nnZGuFfbOFeVzweRBkiQ+/eQcT9/yQI/RF1VVURRl4FNUV1xWVUGWJWpqazjorsJg868Na4owsSv7\nOPcvG3xBVEEQhK5E0DNGudxuJF3nn0eSJDbPWcydi1Zdl+sbJG33G6LTja0jq3Co3oza3hjYeWST\nDD22G1utVu6KncF7ZWfw6bX4ymqZFBNNis/KXSs7E+BF2sNQS1xIHXWulHYvVkv/WWy3Hd7H1qYC\nZLMB3ZEcvjZjzYCqtV8pWh9MU0epCVVVidZZaHM4+MWBD2gJ8488ZWVn8KReT2Lc1YtfVtbWsCPn\nOCoq66alMyGq/2DM5/Px0qlPcUdaAB372muJPnG410XqDY2N7Gm6iL5jbU5UWjLuYxfwTghHo8A9\nCbOImmKnuKGGspoqosMierTRm74Cs6/MX8MfM/dQ73VidUuUJ0ai7Ti2IcLEvpyTbF7YuUD7yLks\n/pZzgDa8pOjtfPfWz6HT9Vww3NXKWfPZv/U8ZeE6VEUluUli4ao51NXXXRkPjbkRAUEQbkwi6Bmj\nUiZPITnnCIV6f+ARXOtk+ZpZ1+36m+YvJeuDYnJ1TiRPO5sjphIV6d9ddNfi1VTueI/zbbUEa3R8\nYe5a9medJLumjBCtnnsXrcZgMLBl0QrWz5pPm6ONsNCwXm+w8XETuKN0KtuKz+DTwCLrBFbM7plw\nr6vd5eeROxZ1t9vM7Mo/3W/Qk1OYz5s5h3Gp7cwLjef+jm3mj664lT/v30GN18FEYwgPr9rEyfM5\nNIcaAzddr81EVlnRVYOepuZmnt//Pq1h/oDt1OEP+fdV9/RbgqGhoYEmvYQRaKttoN3hpETtfQrH\n622HK0ZQbl24gnsXrUKWZT7KPMBLpceQTQbUkmJqW5tZO2s+Ho+H4ODBT0Ulxk7kRx1TljkXcvll\nyeHA71RVRdMlBlFVlb/lHMATFYIOKFBV3jmcwQMrei4YLiot5o/7toNG5nMLVvL0nV/icPYptLLM\nwlVzkCSJ8LBwlhijyPT4p7dsNU42rJs/6OcgCIJwJRH0jFGSJPHk7Q+y5+RRPIqXJWtnEjrANQ2q\nqnLibBaSJJGeOmNIO6U0Gg3fv+MLlFdWEGQOwmbt3P0jyzJf23RP4PH+rJP8+dJJ5CAjqqpStuNt\nvrfFP99rMpl6TebX1ZbFK9m8cDmKoqDValEUhbLyS4SHhvU4V1VVpCvGAfp7eh6Ph9+d3I0n0gIY\n+MRZStTpY6ycPZ+QYAvfvGKbdmx4JFLJMQjxBy8+dzuh1v6TFQKcyj8fCHgAHKEmThVe6He7flhY\nGFEemYsXL2EOs2EOs3GitJh7mhqxhVh547Od5DRXEazR8+DclcyV7ZzxupC1GoJqHaxZOTswwnak\n+iKyzT/lKJkMvHPqIG8VncCrlZmptfOdzQ8EFggPVtrUFOYWZHNSakXSaYmrbWfdlsWB33u9Xtrw\ncnlcR5IkWhUPQLfRwuq6Wr7/4V+wp/kD1J+f3slTGh3LeglyH99wF3PPZtHicrBgbtqwrCESBEEQ\nQc8YptFo2DB/cPl4FEXh+W2vkm9VQVVJyTvDooRpNHsczEuaRnT4wKY9wH/zihtA/aCsmlJ/eYmO\nc/Kc9QNe03KZLMvIskxdYwMv7HmHCrOKvs3Ll1IWsXxGOnWNDfzPvg8odjai8fhwetowx0ViaHCw\naU7fr1FldRWtwdrAzjeNUc+l5vo+j58QE8u9MTPYWnAKLwqrwhNZNiv9qv0PtVhRaj3IJv+VfC4P\n9oj+b9SSJPGNJbfyVMbrGCz+be7e+DA+PH2YMGMwu7yVyFYtVfj47YGPee7ur7D/9HHavB4WrEnt\nNopk6BLQuFvaUOxGTJGhaIBcxcf2zAPctmhwCRu7+tqt93L6XA6udg/zl83qtm5Hp9MxRWeluOOx\n2uIgNCiCf3nnJeq9bhINIXxrzZ28t38PQZM630/GiFB2Zx1jWmLPLM8A86cPvVSJIAhCb0TQc5M5\ncPo4BTY18K0+16pw5PQuQpMm8smBXP5l0W3ED/POKH8+mC6Ptfoh5+F578R+6iJM/iAlCN7KPcry\nGem8npnBJbsGrd2fhyemopXNwVOYnja510zCl8VGx2A/qtDWMQijOFxMjo/ptw8b5y5m49zF/R5z\npZnJKayrKGZX5QVUCdaET2butKuXMYgKC0ev776tXQEuORqRu6zpqvS14fP5WDGn92meu6cv4ncn\nd+O0maC0Dl1SVOB3kizjVK5SgXUAZqf2/Xy+e8v9vHvUn7k5PWkm7+UepyUiCB1BXALeyNyL1WLB\nVVOO3uwfvVN8Clb9yNXcEgRBuJIIem4yXlXpNt8jyRJyx7dyd6iZjAtneHiYg577Fq2mbMfb5Lsb\nCZF1PDx75dVPusL+rJPsKc7hYnUluuTO/rlUHwDNPk+34316mVXpCwE4dj6b/aW5aJHYMmMRCTFx\ngeO0Wi3fWnwrb585hBsv8yJSWZh69RGE80UFFFWXc7b0Iq0miTCtmYeXbiDE0vdU1+dXbuQ+79rA\ndQfCYDCw2BLDMW8rslaLvt7BygWrOFdWxJHW+kDgE60J6rfNtElTeD5mAoUlxSQunshPt79OZcfG\nNG2Dg3nzh17rbCCMRiMPrrwl8PgvOQeBzmC4xevm4VUb2fPnLOrdZchaDWGtCg89OjrbXgVBGJ9E\n0HOTWZo2hz0fnqU6woCqqtRk5RE+vXOR79BWdfTPaDTyr3d8YdBTWpfll1zkr6UnwGrC5dTTXtuI\nOdyG4vUxz+LfAZVmiyG/tQiNQYeqKCSb/aM7eSVF/L7wCKrFP2JQcPhjfnzLQ5jNHbvBFAV8Cv+0\ncnPg365mz6mjvF6ZDUFG2rQtKG3tWGJkXvrsI/75tgf6PXcoRTMf33g3qaeP0ex2MXfpVGIjokiI\niaX5Mwdnm6oI0uh5cNmtV23HaDQyfaq/gvj3Nj3ABycO4lG9LE1fRmLshKucfXWqqnIo6yQ+n8KS\nmXP6fa4pQRGcVp1IkoTP5SYtNAGj0cj/fPW7nDqfg9lgZHpyz2rnlzU2NmIwGK66Hmy4qapKXlEB\nep2exIl9pyYQBOHGJJIT3oTcbjd7s44jIVHvaGGX8xKSSY+9zsX31vS/o2i4tLW1UVNfR3zchKsu\noN1+7CDvOi92nltTT5o3iDmJyWxasCwQSO08foiCphrC9UHcs3QNsizz/pG9fOS5FDhXVVUeD53B\n/BmzaWhq5Od73qXCrKJ1ePji5AWsnNX/zjCAp7f9mVpb53brhouXsCfGEVTr4Bd3PzrIV6I7VVXJ\nv1iIRtZQ72xh18WzyMCmKXOYNaXvIKDr+SNRwmMg131+6yvkWVUkWSKmxsO/3/HFPrel+3w+3jmU\nQX27g6n2KNbMWTjg6/zmozc42V6P7FO4LXoa912n/DyKovDCB69y3uRBbfexVBfBoxtGpgiqMDbv\nBSI54cCJ5ITCmGEwGNg4v7PW0byLhdQ2NzJrQSrm6/DNec/pTF4tPI7PrCc2E7638X5CgvueFkqK\niIaz56Gj7lGIwcyXlm5iQnT3tTcb5i3hyk3QUcE2fOVFgQrfcpOThOn+6a33Tx2iNtzg31VkNvLm\nhcwBBT1yzywxAETqg656bn9UVeVXH75Btr7Nn0G5sIzwmf5pp5fOH+Bpq53oiMhezy26VMr/Hd1J\nVbuDifpgvrFyS79rmYbbsbNnyLOqgdpgFRF69p4+xvo+FtprNJpAaoDB2HPyKNlB7Rg0/t2C25sv\nEpN5hMVz549IXa6u9p7KJM+qopUNYITDrgYW5Z5nZsq0Eb2uIAjXz0jMdghjzJTEJBbPmntdAh5V\nVXnzwjHk8BB0ZiM1EUa2njjQ7zlTE5J4MHYW0U0+YpsVvpy0oEfA05fFabPZYIjFVNOGpdbJFxLm\nEhHur/PkVrzdjnUp3gF9Q9g0aRZyi7+ClruqnnBFx5RmmZXRU6iqrh5Qv7pqaGrkT59+yA/f+ANH\nHZVoTUZ0QWbsKZNovlQFgMdqJK+spM82/n5yH/XhRnQxoVSG6Xnt2N5B9+NaqErP1+1vmXt4dttf\nOX+xcNiu42h3BwIr8G+//0XWbp56/09U1tYM23V64/Z5Awk3wV9Q1uF29nOGcCN58803SUtLQ6PR\ncOLEidHujjBKxEjPOFFdV8tbJ/fjULzMi4wf8HTDYCmKgkdSur2xXD5vn8dftnr2fFbPHloCugdW\nbqS3lTaLJiRz8sJ+1BAzitdHuiVmQFNDy2bMYWJYBMWVFSRPi8cSFMxPt7/OH5vOQflJtkSkcOfi\ngWXGVhSFn+9+m9oIE8Sa0da301bbQFC4HVmnxdXYQkhcFM66BuKT+s7g3Kx4gM5dXs0+94Cuf63e\nObiHw9VF6CQZS10TrZPDQZKozS0ibFo85VoNL2bu5BcJjw/LtNvJlm3SAAAgAElEQVT8ydPYdSAP\nV6g/QG8oKiV00kSatBreOXWAr62/65qv0ZclKTPZvfs8zeH+a0fXepi7ZGSL+grXz8yZM3n33Xd5\n4oknRrsrwigSQc84oKoqv9z7PvUdRT1zq3IwnzWyaPrwZ3jWaDTMNkeQ5fMga2TkRgdLpi8Y9ut0\nlV2Qx9bcY3hRWR47hbVzFuJwOmlqaWa9YQLtaLAHmbhl9bIBtxkfE0d8xy6wN/bvoirCgAbAFszW\nsmw2uRf3W5H9sksV5ZSb1MA+JnOolcaScsBOXX4JGoOOqrP5mBSZ+Ni4PttJMYdx2NeMrJHxuduZ\nbvUvsnW6XGw7th+X4mVRwlRSEnrPeTMUR86e4aPWYjQdJTk0qpl7NBM4ePE86pR45I6FzA06hZaW\nFkIGUVi1LzHhkfzLolvZn5/DtuwjWCfHIWs7dh8qvmtuvz/WkBD+be297Dt/GlmV2HDbwquW0hBu\nHNOmiWlKQQQ9I8rn8/HR0f04VS8LEpKZ1E+hypHU1NREucaDEf/NSzYbyK0rZxEjU9biG5vuY3vm\nAVq8HtJnJzE1ftKIXAf8U0cvZu/FE+rfmfVaRTZmWcf7+SeojzChyF7mtJp5sJeSCAPVrna/2fq0\nMi6Xa0BBT0RYODpHO3TkKVR8Cq1VdaiKii0+Bq1BT31+MfdOXdjrSEl7ezu/2fE2ua21uOoaSQqP\nxqTIGJN0eDwenv/4dS6F60CCw2d28x1JInmYXu9LzXXdCsu228xEh0aw0RrCyxWnoSPoiVJ0WPrZ\nyj9YE6NjeTA6FrfHwwHqAFBbnSycmDps1+iL3Wq7bvXthLHp+J/eDvwcMyeV2PTpo9gbISMjg4yM\njGFrTwQ9I+iFD14j3+5fbb7vxEW+o6xn8sSE696PkJAQQjxwOdON4vURMYJp/WVZ5rZFK1BVlfLK\nChoaG7HbBlZCY7Dyiotw202BpcdSsJEdZ49TH+cPgmSdluOeJopKipkU3/naq6rKvlOZuHxeFk+d\ngbWfUYplk9M4nLkdT6gZVVGYqbFh7VKWoz9Go5GHpy7m9dwjNHtc1FfXEDEtKZCBWfF6uT0ytc8d\nSm8f+pRciw8pJBSd3cz5kkpsKYkUuor57K1sLlkkjB0FIHy2II6V5A9b0JMSMYHtFwqRgv3BclCD\nk5RFSZhMJppdDk7VlWGSdNy/bO2I7Cj7hzW3MfHkUWqcLaQmT2D2FPFNXejfhg0bqKys7PHvzz33\nHFu2bBlQG/O+cu/VDxKum9WrV7N69erA42efffaa2hNBzwhpamrirNqMQfLfHNttJg5fzB2VoEeW\nZR6bu47Xsw/iULzMsESyacHAp3qGwufz8fMPXuO8zoHk8bIpLJnPrVg/7NeZEp+I/uIx2u3+IEJt\ncxEWZOESXUZnpO5VulVV5ZcfvM45ixdZI7Nrzzn+dXXfW/kTYyfw5KLbyCzKJUijY+OKpb0e15fl\nM9PxKj72X7pAuaOdlqIqWkKD0Ol0LLHE8vBtfW+LbvK5kbT+gKKtuh5bSqL/KUkStXHBOHPyMdos\ngedl1upwuVy8dSSDFp+HGeFxrBjAjrXepE1O5mFHCwfL89FJGu6YvyyQN+e2Bcu5bZDt5Rbk4Wn3\nMiNl2oCCJEmS+q1dNpzcbjevHtxFbbuTeJOV+5evH5XUAMK12blz5zW3MVpbsW80PkVBM8R6fqNJ\nBD0jxGg0ovEq3f7NII/sltv+zJo8lVmTRzYrb1c7jh2kwA56yR+MfNJUxLLKCuIGuCtroEJtdh6b\nvpL3z2fiRWVZTCpLUmbw3I43aIgwoXi9zPFaSEpIDJxTXFZKtq4VncY/GtQcZmLv+dPcs3h1n9eJ\nj44dcvmO7IILvFpxBixGSInDVu/gP5bdSXBQ8FWT76WFTyDz0kk0HcVcu+bpUdp9bIibTmZlLR4t\npMpWbr99BS989DoFNkCG4+WnAYkVs+YOqe/LZ85l+cyhndvV7z55h0ypCUmrYcr543zvjoeGXAB1\nJLyU8SFnTE4krUSurwr1s508sHLjaHdLGCH97eJ84rNXrmNPerpRgq4bMeABEfSMGIPBwD3xs3jn\nUjaqSUe8U8ftt47s6MpY4lZ93b4pSyY9Tc1Nwx70AMyeksLsKxL7/WDT5zl6PhuTzsCiGbO7/U6n\n1aL6ugekmh65eYZPQW0FdBRkBXDbTRSVl7FwAIVMl89MR1EUsuvKMMemUlJTQ2moFsXrY6Fq5bE7\n7+YrXi9ut5ugoCBUVeWCow6NzZ/DRxNkJLv2Eiu49sBlqE6fP8txbQvajhpjhXaFjFNHWTvI+mYj\n6aKzAamjJpiskSls7bsorXBjevfdd/nWt75FbW0tmzdvJj09nY8//ni0uyVcZyLoGUGbF65gRfNs\nGpqbiI+bMK6GyxcmpfLpoYLA1uMJTSrT1ozMSFNvWYqDzEGs6WNqJC4mluWGaA656pENOiJr3azf\nNHI7zBJCI1EKC5HN/pu+rtHJlFmJAz5/5ex5rMQ/RaUoClm55zDq9aRMTgb8pS8ul4SQJAmr1khr\nl/Mt2tHdgeT0uJC6FE+VZBmPb2R3Yg1WqNZES5fHdq2xz2OFG9Pdd9/N3XffPdrdEEaZKEMhjJiy\nqkoOFZxFK0ncmr4Eo3F4byRZBRf406m9NHldTDGF8q31dxM0wPpaAFm552lzO5g7bQZ6vf7qJ1yD\n7ZkH2F9ZgFaSuCNlHnOTR25HSFbBBV4+tZdmn5tkUyjf2nDPsL/2g+H1evnPbX+nPEyLJEnYapw8\nvfFz/Wbpvt7Kq6v4w5Gd1HjaiDfZeGLVZiwjuNhfGJv3grFQhuJGmd4aLdf6vhnWoOfJJ5/kgw8+\nwGQysXLlSn7yk5/0WLMwFt/owo3pX955iZaIztIQy3x2Hl599cKc48Vo1enqjdvtZs/pTLyqyqq0\nOWMq4BFGx1i8F4igZ+y71vfNsK5E2rhxIzk5ORw7doy2tjZeeWV0F4QJN7cWX3u3x9crS/GNYqwE\nPOBf43brwuVsWbRCBDyCIIyaYQ16NmzYgCzLyLLMLbfcwt6917c+kDC+TDWFBiJ+d10jmiYneReL\nRux61XW1/OqTt3j2o7/zyt7tY+5bqiAIgtC/EVvI/NJLL/Hoo4/2+rtnnnkm8POViYeE8UFRFN46\nsIcyZxORhiA+v2x9YDHuQH3rlnt5+9CnlNbXUOBSOBWncvL8p9xeWcIdA6yNNRi/3f8hFaE6QKLM\nW0PwkX0jch1BuBkNd2ZdQRiKQa/pGUjGyx/96EecOXOGt956q+cFx+A8rnD9/X3vx2SodcgaGVVV\nmesO4h83DK2Y5B8yPuSopinwWK5o5Lf3/9OwT+889sZ/Q6QNR209eksQ83XhfH1t34kFh8Ox89lU\nNNUzNXrCsNbVEoTRNhbvBWJNz9h3re+bQY/0XC3j5csvv8wnn3zC7t27h9wp4eZX2NaAbPHPrkqS\nxEVn45DbUtTuOXcUhv6BaHM4OHjuNBpJYtXsBWg0nQkl7T4thUWlWCdE42hopnkEc/sAvHcogw9b\nipBNBqScPL7S1joiRWIFQRDGi2Fd07N9+3aef/55tm7dOqpbZIWxL/SKPCjXkhdleUIqSlUDAD6X\nm5VRSUMa5WlztPHjT17jLUcRr7UW8NNtr6AonQFVvDWcsCkJaI0GQmIiKJXcV/3GoSgKe44f5uPM\n/TQ0DS6w219VgNxR8FO1mPisLHfQzwn8u7g+yTzAX/dt53DO6SG1IQiCcDMY1qDnm9/8Jq2traxf\nv5709HS+9rWvDWfzwk3kC4vXkdQE+upmJjYqPLxw7ZDaaW1r5W+n9uE2aqnLKyGhqp0vrBratvXP\nck5RF+4PviRJosgmcfJcduD3RnP39AsefP0GPaqq8sIHr/Jaaz7vuUr48advU9fYMOD+aK8YSdIM\n8eP614yPeaulgP1SPX8oO87O44eH1M5IOpV3jrcPfUrmuazR7oogCDexYV3InJeXN5zNCTcxW4iV\n799+7XPXO85kUhthxIQRk9VCUVMrVTXVREVEDrotuWOuODBK5POhlTs/Ikvip3I8Zy+KzYziU5gT\nHNNv/ajC4oucM7rRyf5AqiXMxL5zp7h7yZo+z8k8n8Wx8iJMspY1MSm8W30WxWrG1ODk9vTBFTq9\n7HRjBXJ4R4kFs5ETNcVsYOyUgNh98givVWYjB5tQSi9S2dzIlkUrRrtbgiDchEQZCuGGduVIiyrL\ntLe393F0/9bMXsChbRe4FK5D9fqY6TIxa1pq4PdpScl8R6vldFkRFqOBW1b1H4To9XqkK2t8SX0H\nSafyzvNS4VEkiz9AibpUxTPL76C4spzU9MmEWEIG/ZwcTidNTU1owjtHqUzy6JaluNLBigLkjucs\nmwwcri5iCyLoEQRh+ImgR7ihrUqdw6GMd2gJN6N4fcxRLUyIjRtSWzqdjn+/80sczT6NQacjPXVG\nj7VBU+MnMTV+0oDamxgbx/KzURxw1iIb9UTVutl4W+/1wACyKi8GAh6AYq0bg07PogEUJu3L/+x+\nD5fVgOdiGQarhaAmN/dtenDI7Y0EvaQBfF0e35jVmwVBGPtE0CPc0MLtoTy99j6O5p3FpNGxYvX8\na2pPo9GwZPbwVST/yvotLM6/QKvLSfrStH5zEdm0JlSPgtQxZWb2qISEDH50p6t8Rz1BMXZMdiue\nNgdpsQnERkRdU5vD7a7pC/ifE7tw2s3oGx3cNUPkPhIEYWSIoEe44dmtNm6ZP7T1LtdD6pSBVZff\nvGgFxZ+8Q1ZLFSZZy4Npy7ttmR8Km9ZIIyBrZIwhwdgV01XPud5SEpL4fxFfJL/4Iknz4wkOFoU+\nBUEYGSLoEYQxQpZlvnHrfcPa5pfnruHlE3to8nmYYg7lvnWrh7X94WI2m5mVOnKV5wVBEEAEPcI4\nUVVXy98y99DQ7iLJbOfLazb3u/PqZpGamMRPE0UmZ0EQBBjmPD2CMFb938HtXAjyUmPTcljbxJsH\nRMZwQRCE8UYEPcK4UOFpDfwsyTIVruZR7I0gCIIwGkTQI4wLsXpL4GdVUYg1XtuuKEEQBOHGI4Ie\nYVx4YtkmprXpiGrysdRn575l60a7S4IgCMJ1JhYyC+NCRGgY39l0/2h3QxAEQRhFIugRBEEY4xRF\n4fXPdnLJ1Uy0IZjPL9/Qb6JLQRB6J6a3BEEQxri/ZHzMp9SQZ25nn1zPnzI+HO0uCcINSXxVEARB\nGOMuOhqQrP7vqJIkcdHZOMo9unm9uOKhUb2+T1HQjIMcYqNFBD2CIAhjXKjORAXuwGO7buyVE7lZ\nPPHZKwM+diQCJBHwjCzx6gqCIIxxX1y8jknNEobqVuIbVf5hodh9KAhDIUZ6BEEQxrhQq41/3fzg\naHdDEG54YqRHEARBEIRxQQQ9giAIgiCMCyLoEQRBEARhXBBBjyAIgiAI44IIegRBEARBGBdE0CMI\ngiAIwrgggh5BEAThpvfkk0+SmprK3Llz+fa3v43T6RztLgmjQAQ9giAIwk1v48aN5OTkcOzYMdra\n2njllYFnXhZuHiI5oSAIgnDT27BhQ+DnW265ha1bt/LVr361x3HH//R24OeYOanEpk+/Lv0TepeR\nkUFGRsawtSepqqoOW2sDuaAkcZ0vKQiCIIwxo3kvuOWWW3j00Ue5//77e/Tp8X1/H3A7o12cdDy6\n1veNGOkRBEEQbgobNmygsrKyx78/99xzbNmyBYAf/ehHWCyWHgGPMD4Ma9Dzgx/8gK1btyJJEjNn\nzuRXv/oVYWFhw3kJQRAEQejVzp07+/39yy+/zCeffMLu3buvU4+EsWZYFzJ/73vf4/Tp05w6dYrk\n5GR+/etfD2fzgiAIgjAk27dv5/nnn2fr1q0YjcbR7o4wSoZ1pMdisQDg9Xppa2vDarX2etwzzzwT\n+Hn16tWsXr16OLshCIIgjDHDvSB1sL75zW/i8XhYv349AEuWLOG3v/3tqPVHGB3DvpD56aef5sUX\nXyQlJYVPP/0UvV7f/YJiIbMgCMK4NxbvBWIh89h3re+bQU9vbdiwgZkzZ/b4b9u2bQD8+Mc/pqSk\nhIULF/L9739/yB0TBEEQBEEYToOe3rraQjEAs9nMI488wmOPPTakTgmCIAiCIAy3YV3InJeXB/jX\n9Lz66qvcc889w9m8IAiCIAjCkA1r0PPUU08xc+ZMli5ditfrFSM9giAIgiCMGcO6e+utt94azuYE\nYUg8Hg+19XVER0Yhy6K8nCAIguAnMjILN5UTF87y+6y9OE1aIp0S31l1J9HhEaPdLUEQBGEMEF+D\nhZvKG2cP44u0orcE0Rhp5p1TB0a7S4IgCMIYIUZ6hJuKS/F1f6z6+jhSEAShp8Hk3vEpChoxhX5D\nEX8t4aYyxxqN4vUCoLa6WBCVOLodEgThhlLtbKG0tQGH13PVY0XAc+MZ9ozMV73gGMzCKdw8VFVl\n5/HD1LpaSYmMZd7UtNHukiAIvRiL9wJJknj+1A7ymmt4NGUZCyITRrtLwhWu9X0jpreEm4okSWyc\nv2S0uyEIgiCMQWJsThAEQRCEcUEEPYIgCIIgjAsi6BEEQRAEYVwQQY8gCIIgCOOCCHoEQRAEQRgX\nRNAjCIIgCMK4IIIeQRAEQRDGBRH0CIIgCIIwLoigRxAEQRCEcUEEPYIgCIIgjAsi6BEEQRAEYVwQ\nQY8gCIIgCOOCCHoEQRAEQRgXRNAjCIIgCMK4IIIeQRAEQRDGBRH0CIIgCIIwLoigRxAEQRCEcUEE\nPYIgCIIgjAsi6BEEQRAEYVwQQY8gCIIgCOOCCHoGKSMjY7S7cM1u9Odwo/cfbvznIPo/+m6G53Az\nGq6/y3C0czP25VoNe9DzwgsvIMsy9fX1w930mDBW/nDX4kZ/Djd6/+HGfw6i/6PvZngO18sPfvAD\nZs+ezZw5c/jSl75EXV3diF3rZgw0xlJfrtWwBj2lpaXs3LmThISE4WxWEARBEIbse9/7HqdPn+bU\nqVMkJyfz61//erS7JIwS7XA29t3vfpef/exn3HnnncPZrCAIgiAMmcViAcDr9dLW1obVau3z2EdS\nluJRfNj0puvVPeE6klRVVYejoffff5+MjAx++ctfMmnSJI4fP05oaGjPC0rScFxOEARBuMEN0+1n\nQJ5++mlefPFFUlJS+PTTT9Hr9T2OEfenG8O1vG8GFfRs2LCBysrKHv/+4x//mOeee44dO3YQEhLC\npEmTOHbsGGFhYUPumCAIgiAMVF/3p+eee44tW7YA4HA4ePrppwH45S9/eV37J4wNwzLSk52dzbp1\n6zCbzQCUlZURFxfH0aNHiYyMvOZOCoIgCMJwyMrK4rHHHuPw4cOj3RVhFAzLmp4ZM2ZQVVUVeNzf\n9JYgCIIgXE95eXkkJyfj9Xp59dVXueeee0a7S8IoGZE8PWJeVBAEQRgrnnrqKWbOnMnSpUvxer08\n9thjo90lYZSMSNBTWFg4oFGeGzWnz/XM+TBSnnzySVJTU5k7dy7f/va3cTqdo92lQXnzzTdJS0tD\no9Fw4sSJ0e7OoOzbt4/U1FSSk5P5r//6r9HuzqA88sgjREVFMXPmzNHuypCVlpayZs0a0tLSWL16\nNa+88spod2lQXC4XixYtYs6cOSxevPiGXZvi8/lIT08PrLcZSW+99RZZWVkcPXqUn/3sZ9jt9h7H\nDPVzmZiYyKxZs0hPT2fhwoUAtLS0cOeddxIfH89dd91Fa2trj/N6+yz1d95vfvMbkpOTmT59Ovv3\n7++zjWeeeYYJEyaQnp5Oeno6H3/8cb9t9PV5GGxf+mpnMP3p67092L70Sx0lJSUl6i233KImJiaq\ndXV1o9WNIWlubg78/Oyzz6o/+MEPRrE3Q7Njxw7V5/OpPp9PffTRR9Xf//73o92lQTl37pyam5ur\nrl69Wj1+/Phod2dQ5syZo+7du1e9ePGimpKSotbU1Ix2lwZs37596okTJ9QZM2aMdleGrKKiQj15\n8qSqqqpaU1OjTpo0qdtn+kbQ1tamqqqqulwuNS0tTc3LyxvlHg3eCy+8oD700EPqli1bRrsrqqoO\n/XPZ2z3spz/9qfqNb3xDdblc6te//nX1+eef73Feb5+lvs6rqqpSU1JS1OLiYjUjI0NNT0/vs41n\nnnlGfeGFF3pcr682+vo8DLYvfbUz2P5c+d6+cOHCoPvSn1ErQ3E5p8+N6MqcD0ajcZR7NHgbNmxA\nlmVkWeaWW25h7969o92lQZk2bRpTp04d7W4MWlNTEwArV64kISGBjRs3cuTIkVHu1cCtWLGi12/J\nN5Lo6GjmzJkDQHh4OGlpaRw7dmyUezU4lzeNtLa24vV6MRgMo9yjwSkrK+Ojjz7i0Ucfva7b1vty\nrZ/LK5/D0aNH+epXv4rBYOCRRx7pta3ePkt9nXfkyBH+f3v3H9P0nf8B/Nlu/phKzDKPH9+Uipkb\nBQVaPVriAnhsKsMobmTBGfUi3B1XTpkoZFn0dmhyEs/coSMRuMV6WxZc5r7bDT2Vsd1VgYuUTWAL\nwxxsGLwFnXhxFkWPH+/vH8Z+RdtCy6d8PvTzfCT9g9LPp8839NO++vnxfqWnp0Ov1yM1NRVCCDid\nTo/bo7u/qad1uNsempubfc7iaT2+5nH32vY1izeyFD2ffPIJdDod4uPj5Xh6SezatQvh4eFoaGhA\nUVGR3HEm5O23356UXcwENDc3w2AwuH6OjY3lVSQy6urqQnt7u+uwxFQxMjKChIQEhIWFYevWrYiM\njJQ7kk8KCwtx4MABaLXKaP84ke1So9EgLS0N69atQ01NzSPrMxgMcDgcPud4cLmmpibExMS4Hhcd\nHe11neXl5UhKSsL+/ftdRYDD4RhzHQ9uDxPJcn89FovF5zwPv7b1er1kfxcggEXPihUrEBcX98it\npqYGpaWl2LNnj+uxSqj0H+Yp/4kTJwDcm5uop6cHZrMZr7/+usxp3RtrDACwd+9ehISE4JVXXpEx\nqXvjyU/kL6fTiezsbJSVlWH27Nlyx/GJVqtFW1sburq6cPjwYbS0tMgdadxOnjyJ0NBQmEwmRb73\n+6qxsRFtbW0oLS3Fjh07cOXKFb/H5ctyni4Yslqt6O7uRm1tLb799ltUVVV5XPeD63hwe5gzZ47f\nWR7ernzN4+61LcXfxWXMA2AS+/rrr0VoaKiIiooSUVFR4vHHHxfz588XV69enewokvjqq6+ExWKR\nO4Zfjh49KpYtWyYGBgbkjuK3qXZOz40bN4TRaHT9vHXrVnHy5EkZE/muu7t7Sp/TI4QQ//3vf8WK\nFStEWVmZ3FEmbOfOnaKiokLuGOP2xhtvCJ1OJ6KiokR4eLiYNWuW2LRpk6yZpNouCwsLxZ///Gfx\n8ssviwsXLgghhPjiiy9EVlaW28c/vC15Wq6mpkYUFBS4HpeQkOA6D83b9tja2iqWLVs25jrcbQ/+\nZBlruxpvnvvuv7b9yeLJpO9bvD+nT3d3N7q7u6HT6XDhwoUpNYlhZ2cnAEzpOR/OnDmDAwcOoKam\nZkqek/QgMYW+Ld7v+XPu3DlcunQJdXV1rl3ANDmEEMjNzcXixYuxfft2ueP4rK+vDzdu3AAAXL9+\nHZ9++umU6ne4b98+XL58Gd3d3Xj//feRlpaGd999V9ZM/m6Xt2/fdh2uuXbtGmpra5Geng6LxQKb\nzYaBgQHYbDYkJSWNK4en5cxmM2pra9HT0wO73Q6tVus6t/Rhvb29AO59PlVXVyMjI8PrOjxtD75m\n8bQeX/LcvXvX7Wtbir+Li9eSaBIsWLBgyl29lZWVJRYvXiwSExNFcXGx+M9//iN3JJ8tXLhQ6PV6\nYTQahdFoFFarVe5IPvnoo4+ETqcTM2fOFGFhYSI9PV3uSONmt9uFwWAQTz/9tDh06JDccXyyfv16\nERERIaZPny50Op2w2WxyR/JZfX290Gg0IiEhwfX6P336tNyxxu2rr74SJpNJxMfHi5UrV4p33nlH\n7kh+s9vtirl6y5/t8rvvvhMJCQkiISFBpKWliSNHjggh7l3hu3btWhEZGSkyMzOF0+l8ZFl325K3\n5Q4ePCiefvppERMTI86dOzdqHdOmTRM6nU4cOXJEbNq0ScTFxYmlS5eKwsLCUZ+v7tbhaXvwNYu7\n9Zw6dcqnPJ5e275m8UayhqNERERESqaMU+eJiIiIAoxFDxEREakCix4iIiJSBRY9REREpAoseoiI\niEgVWPQQERGRKrDoISIiIlVg0UNERESqwKKHiIiIVEHyoufcuXOIiYnBM888g/LycqlXT0REROQX\nydtQmEwmHDp0CPPnz8eqVavQ0NCAefPmSfkURERERD57XMqV/fjjjwCAlJQUAMDKlSvR1NSE1atX\nux6j0WikfEoiIpqi2PqRJpukRU9zczMMBoPr59jYWJw/f35U0QMAd4YG8f2tG7h2xynl0/vFEroA\nefXVkqzry6P/i6Vbsia0jqrkDZLlmaiHs0gxPqmySM2XsSnpfwSMnWcy/29y/G08jU9p/6fDz63H\nY1rfzigoKSlBSUmJ5FmGR0Z8ziI1fgEmOUha9IyfQOPVb9F45Vt5nv4BltAFckcgIhWQu8h4kJKy\nEE0mSYuexMREFBcXu35ub29Henr6I4/TarTYuNCMjQvNUj49ERERkUeSFj1z584FcO8KLr1ej7q6\nOvzud7975HHTtI9J+bSKEWGMkTtCQAXz+Di2qcvT+IZHRlCVvGGS03jmzyGl5cuXByYMkUpJfnjr\n4MGDyMvLw+DgIAoKClR15db/mGLljhBQwTw+jm3q8jQ+pR3C8ScPix4iaUle9KSmpqKjo0Pq1RIR\nERFNiLK+ChEREREFCIseIiIiUgWZLllXDqWd7EhERESBofo9PUo72ZGIiIgCw+9P/KioKMTHx8Nk\nMsFsvjffjtPpRGZmJvR6PdatW4f+/n7JghIRERFNhN9Fj0ajgd1uR0tLCxwOBwCgoqICer0enZ2d\n0Ol0qKyslCwoERER0URM6Jyeh5vFORwO7N69GzNmzEBOTllfD78AAA2qSURBVA5KS0vdLvdgL5nl\ny5dzLgoioiBnt9tht9vljkEq53fRo9FokJaWhgULFiAnJwdr164d1XDUYDC49gA9LBAN9IhIfkq6\nMEAJTTXp/z38BXfPnj3yhSHV8rvoaWxsREREBDo6OrBmzRqYzeZH9vwQkbooqchQUhYiUga/3xUi\nIiIAADExMVi7di1OnDiBxMRE12zMHR0dSExMlCYlERER0QT5VfTcvn0bTqcTAHDt2jXU1tYiPT0d\nFosFNpsNAwMDsNlsSEpKkjQsERERkb/8KnquXr2K5ORkGI1GrF+/Hjt37kRkZCSsVit6enoQHR2N\n77//Hr/+9a+lzktERETkF7/O6VmwYAFaW1sfuT8kJASffPLJhEMRERERSY1n+hEREZEqsOghIiIi\nVWDRQ0RERKrAooeIiIhUwWvRk5OTg7CwMMTFxbnu89ZU9K233sIzzzyD2NhYNDQ0BC41ERERkY+8\nXr21ZcsWbNu2DZs3b3bdd7+p6AcffICdO3eisrISRUVF+OGHH3D48GF8/vnn6O7uRkFBAS5cuBDw\nAQQbJU3jT0REFEy87ulJTk7Gk08+Oeo+h8OB3NxcV1PRpqYmAEBTUxPS09Oh1+uRmpoKIYRrAkMa\nP06dT0REFBg+z9PjqaloU1MTYmJiXI+Ljo6Gw+HA888//8g62GWdiEhd2GWdlMDnoseXpqIajcbt\n/eyyTkSkLuyyTkrg87EUT01FLRYLvvnmG9fjLl68yIajREREpBg+Fz2emoqazWbU1taip6cHdrsd\nWq0WISEhkgcmIiIi8ofXw1uvvvoqzp49i+vXryMyMhJ79+6F1WrFxo0bER0djSVLlmD//v0AgLCw\nMFitVqSlpWH69OmoqqqalAEQqZ2SrvgbHhnhyfhEpFhei55jx465vd9TU9HXXnsNr7322sRTEdG4\nKanIUFIWIqKH8R2KiIiIVIFFDxEREakCix4iIiJSBRY9REREpAo+NxwtKSmBTqeDyWSCyWTC6dOn\nXb9jw1EiIiJSKq9Fz5YtW3DmzJlR92k0GuzYsQMtLS1oaWnBiy++CACjGo5WVFSgoKAgcKmJiIiI\nfOT1kvXk5GRcunTpkfvdtaJ4sOGoXq93NRzlBIVERESkBD733gKA8vJyHD9+HC+99BLy8/MREhIC\nh8PBhqNEROQWG46SEvhc9FitVrz55pu4efMmiouLUVVVhaKiIrd7f9hwlIiIADYcJWXw+eqt0NBQ\naDQazJ07F7/5zW/w8ccfA2DDUSIiIlI2n4ue3t5eAMDQ0BCqq6uRkZEBgA1HiYiISNnG1XC0r68P\nkZGR2LNnD+x2O1pbWzF9+nSkpKTAarUCYMNRIiIiUjafG47m5OR4fDwbjhIREZFScUZmIiIiUgUW\nPURERKQKLHqIiIhIFVj0EBERkSqw6CEiIiJV8Fr0XL58GT/72c+waNEiLF++HNXV1QAAp9OJzMxM\n6PV6rFu3Dv39/a5l2GmdiIiIlMhr0TNt2jSUlZWhvb0dH374IXbv3g2n04mKigro9Xp0dnZCp9Oh\nsrISADutExERkXJ5nacnPDwc4eHhAIB58+Zh0aJFaG5uhsPhwO7duzFjxgzk5OSgtLQUwPg7rbPh\nKE1lwyMjqEreIHcMl+GRETym5ZFqUjY2HCUlGHfD0a6uLrS3t8NsNmPLli0wGAwAAIPBAIfDAeBe\n0TOeTutsOEpTmdIKDKXlIXKHDUdJCcb1bul0OpGdnY2ysjLMmTPHbUd1Tzx1WiciIiKaTGMWPYOD\ng8jKysKmTZuQmZkJAEhMTERHRwcAoKOjw9VNnZ3WiYiISKm8Ht4SQiA3NxeLFy/G9u3bXfdbLBbY\nbDb84Q9/gM1mQ1JSEoB7ndaLi4vR09OD7777jp3WpzilnbtCREQ0EV6LnsbGRrz33nuIj4+HyWQC\nAJSWlsJqtWLjxo2Ijo7GkiVLsH//fgDstB5seK4IEREFE43w5QQdKZ5Qo/HpnCCi+/Lqq+WOAADc\n+0UkAX4WkBz4VZ6IiIhUgUUPERERqQKLHiIiIlIFFj1ERESkCn41HC0pKYFOp4PJZILJZMLp06dd\ny7DhKBERESmR10vW7zccNRqN6Ovrg9lsxpo1a6DRaLBjxw7s2LFj1OMfbDja3d2NgoICXLhwIaAD\nICIiIhoPvxqOAnB7qeF4G44SERERTTafG45aLBbU19ejvLwcx48fx0svvYT8/HyEhITA4XD43HCU\nXdaJiIIfu6yTEoyr6Hmw4ejs2bNhtVrx5ptv4ubNmyguLkZVVRWKiorc7v1x13CUXdaJiNSFXdZJ\nCcackXlwcBCrV69GRkbGqP5b97W1tSE/Px+NjY04ceIEPvvsMxw6dAgAYDQaUV9fP+rwFmfhJH8M\nj4wopi2GkrIQTVX8LCA5eH3n9tRwtLe3FwAwNDSE6upqZGRkALjXcLS2thY9PT2w2+1sOEqSUVKR\noaQsREQ0fj43HN23bx+OHTuG1tZWTJ8+HSkpKbBarQDYcJSIiIiUiw1HiYho0vGzgOTA/fRERESk\nCix6iIiISBVY9BAREZEqsOiRULBPvBXM4+PYpq5gHl8wj41IDl6Lnjt37sBiscBoNCIpKQllZWUA\n7k1WmJmZCb1ej3Xr1qG/v9+1jJobjgb7G1Qwj49jm7qCeXzBPDYiOXgtembOnIl//OMfaG1txdmz\nZ3HkyBF0dnaioqICer0enZ2d0Ol0qKysBDC64WhFRQUKCgomZRBEREREYxnz8NasWbMAAP39/Rga\nGsKMGTPgcDiQm5uLGTNmICcnB01NTQBGNxxNTU11NRwlIiIikp0Yw/DwsIiPjxePPfaYKC8vF0II\nodfrxcDAgBBCiFu3bgm9Xi+EEGLXrl2isrLStWx2drb47LPPRq0PAG+88cYbb7yN9fFDJLkxG45q\ntVq0tbXh0qVLyMjIwHPPPefThFIPNxz1ZVkiIiIiqYz76q2oqChkZGSgqakJiYmJ6OjoAAB0dHQg\nMTERAGCxWPDNN9+4lrl48aLrd0RERERy8lr09PX14caNGwCA69ev49NPP0VmZiYsFgtsNhsGBgZg\ns9mQlJQEgA1HiYiISLm8Ht7q7e3Fz3/+cwwPDyM8PBxFRUWIiIiA1WrFxo0bER0djSVLlmD//v0A\n2HCUiIiIlGvSG44CwG9/+1vU1NRAo9EgLi4OBw8exFNPPTXZMQKiuLgYJ0+exBNPPIGUlBSUlpbi\niSeekDuWZI4fP46SkhJcvHgRzc3NWLJkidyRJuzcuXPIy8vD0NAQCgoKsG3bNrkjSSYnJwd/+9vf\nEBoaiq+//lruOJK6fPkyNm/ejB9++AE/+clP8Ktf/QobNmyQO5Yk7ty5g9TUVNy9exczZ85EdnY2\nCgsL5Y4lqeHhYfz0pz+FTqfDiRMn5I5DKiFL0eN0Ol2Hvfbu3YuhoSHs3bt3smMERF1dHZ5//nkA\nQF5eHpKSkpCbmytzKulcvHgRWq0WeXl5+OMf/xgURY/JZMKhQ4cwf/58rFq1Cg0NDZg3b57csSRR\nX1+POXPmYPPmzUFX9Fy5cgVXrlyB0WhEX18fzGYz2traguaQ+u3btzFr1izcvXsXS5cuxV//+lcs\nXLhQ7liS+dOf/oQvv/wSTqcTNTU1cschlZClDcX9N6WhoSHcunULM2fOlCNGQKxYsQJarRZarRar\nVq3C2bNn5Y4kKYPBgGeffVbuGJL58ccfAQApKSmYP38+Vq5c6Zp3KhgkJyfjySeflDtGQISHh8No\nNAIA5s2bh0WLFuGLL76QOZV03M2RFiz+/e9/49SpU/jFL37BK3ppUsnWe2vXrl0IDw9HQ0MDioqK\n5IoRUG+//TbWrFkjdwzyorm5GQaDwfVzbGwszp8/L2Mi8kdXVxfa29thNpvljiKZkZERJCQkICws\nDFu3bkVkZKTckSRTWFiIAwcOQKtl+0eaXAF7xa1YsQJxcXGP3O4fu/3973+Pnp4emM1mvP7664GK\nERBjjQ24d9guJCQEr7zyioxJ/TOe8REphdPpRHZ2NsrKyjB79my540jm/hxpXV1dOHz4MFpaWuSO\nJImTJ08iNDQUJpOJe3lo0o05OaG/6urqxnzMrFmzkJOTg1/+8peBihEQY43tL3/5C2pra/H5559P\nUiJpjed/FywSExNRXFzs+rm9vR3p6ekyJiJfDA4OIisrC5s2bUJmZqbccQLiwTnSTCaT3HEm7J//\n/Cdqampw6tQp3LlzBzdv3sTmzZvx7rvvyh2NVECWfYudnZ0A7p3Tc+zYMbz88styxAiIM2fO4MCB\nA6ipqQmqc5XcCYZvaXPnzgVw7wquS5cuoa6uDhaLReZUNB5CCOTm5mLx4sXYvn273HEk5WmOtGCw\nb98+XL58Gd3d3Xj//feRlpbGgocmjSxFzxtvvIG4uDgsW7YMQ0NDU25Pjzfbtm1Df38/XnjhBZhM\nJuTn58sdSVIff/wxIiMjcf78eaxevRovvvii3JEm7ODBg8jLy8MLL7yA/Pz8oLlyCwBeffVVLFu2\nDP/6178QGRmJo0ePyh1JMo2NjXjvvffw97//HSaTCSaTCWfOnJE7liR6e3uRlpaGhIQEbNiwwTVH\nWjB6uFURUSDJcsk6ERER0WTjqfNERESkCix6iIiISBVY9BAREZEqsOghIiIiVWDRQ0RERKrAooeI\niIhU4f8AcyON9RJAUHEAAAAASUVORK5CYII=\n", | |
"text": [ | |
"<matplotlib.figure.Figure at 0x111a99c10>" | |
] | |
} | |
], | |
"prompt_number": 41 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"import numpy as np\n", | |
"import matplotlib.pyplot as plt \n", | |
"import brewer2mpl\n", | |
"\n", | |
"fig = plt.figure(figsize=(8,6))\n", | |
"ax1 = plt.subplot2grid((4,4), (0,0), colspan=3, rowspan=3)\n", | |
"ax2 = plt.subplot2grid((4,4), (3,0), colspan=3)\n", | |
"ax3 = plt.subplot2grid((4,4), (0, 3), rowspan=3)\n", | |
"plt.tight_layout()\n", | |
"\n", | |
"colors = brewer2mpl.get_map('Set2', 'qualitative', 7).mpl_colors\n", | |
"color = colors[0]\n", | |
"\n", | |
"np.random.seed(101)\n", | |
"x = np.random.randn(1000)\n", | |
"y = np.random.randn(1000)\n", | |
"\n", | |
"ax1.scatter(x, y, color=color,\n", | |
" edgecolors='black',linewidths=0.15)\n", | |
"ax2.hist(x, color=color, edgecolor='white')\n", | |
"\n", | |
"\n", | |
"ax2_limits = ax2.axis()\n", | |
"ax2.set_ylim(ax2_limits[-1], ax2_limits[-2])\n", | |
"ax3.hist(y, orientation='horizontal', color=color, edgecolor='white')\n", | |
"\n", | |
"def plt_prettify(ax, spines_to_remove, grid=None):\n", | |
" '''\n", | |
" Removes \"chartjunk\", such as extra lines of axes and tick marks.\n", | |
"\n", | |
" If grid=\"y\" or \"x\", will add a white grid at the \"y\" or \"x\" axes, respectively\n", | |
" '''\n", | |
" # --- Added this line --- #\n", | |
" for spine in spines_to_remove:\n", | |
" ax.spines[spine].set_visible(False)\n", | |
"# ax.spines['right'].set_visible(False)\n", | |
" #ax1.spines['left'].set_visible(False)\n", | |
" \n", | |
" # --- Added this line --- #\n", | |
" ax.yaxis.set_ticks_position('none')\n", | |
" ax.xaxis.set_ticks_position('none')\n", | |
"\n", | |
" if grid is not None:\n", | |
" ax.grid(axis=grid, color='white', linestyle='-')\n", | |
" #ax1.grid(axis = 'y', color ='white', linestyle='-')\n", | |
"\n", | |
"\n", | |
"\n" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"png": 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EajahuHwsLpyJqqosKZs75HnhcBhN0zCbzSRb7GiuMOrFOiOj20/2B5oHDuXV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\nsebSHOhAp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8Zwrg45nmRRVzOPbrjUHVoQBLSClJZTro5ehKpSTggBjo80kjwhs25eKuri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\negAAQEhg6AEAACGBoQcAAISE/wO6qXICH22d4wAAAABJRU5ErkJggg==\n", | |
"text": [ | |
"<matplotlib.figure.Figure at 0x110aeb790>" | |
] | |
} | |
], | |
"prompt_number": 42 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
" # --- Added this line --- #\n", | |
" ax1.spines['top'].set_visible(False)\n", | |
" ax1.spines['right'].set_visible(False)\n", | |
" ax1.spines['left'].set_visible(False)\n", | |
" \n", | |
" # --- Added this line --- #\n", | |
" ax.yaxis.set_ticks_position('none')\n", | |
" ax.xaxis.set_ticks_position('none')\n", | |
" \n", | |
" ax.grid(axis = 'y', color ='white', linestyle='-')" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"import numpy as np\n", | |
"import matplotlib.pyplot as plt \n", | |
"import brewer2mpl\n", | |
"\n", | |
"fig = plt.figure(figsize=(8,6))\n", | |
"ax1 = plt.subplot2grid((4,4), (0,0), colspan=3, rowspan=3)\n", | |
"ax2 = plt.subplot2grid((4,4), (3,0), colspan=3)\n", | |
"ax3 = plt.subplot2grid((4,4), (0, 3), rowspan=3)\n", | |
"plt.tight_layout()\n", | |
"\n", | |
"colors = brewer2mpl.get_map('Set2', 'qualitative', 7).mpl_colors\n", | |
"color = colors[0]\n", | |
"\n", | |
"np.random.seed(101)\n", | |
"x = np.random.randn(1000)\n", | |
"y = np.random.randn(1000)\n", | |
"\n", | |
"ax1.scatter(x, y, color=color,\n", | |
" edgecolors='black',linewidths=0.15)\n", | |
"ax2.hist(x, color=color, edgecolor='white')\n", | |
"\n", | |
"\n", | |
"ax2_limits = ax2.axis()\n", | |
"ax2.set_ylim(ax2_limits[-1], ax2_limits[-2])\n", | |
"ax3.hist(y, orientation='horizontal', color=color, edgecolor='white')\n", | |
"\n", | |
"def plt_prettify(ax, spines_to_remove, grid=None):\n", | |
" '''\n", | |
" Removes \"chartjunk\", such as extra lines of axes and tick marks.\n", | |
"\n", | |
" If grid=\"y\" or \"x\", will add a white grid at the \"y\" or \"x\" axes, respectively\n", | |
" '''\n", | |
" # --- Added this line --- #\n", | |
" for spine in spines_to_remove:\n", | |
" ax.spines[spine].set_visible(False)\n", | |
"# ax.spines['right'].set_visible(False)\n", | |
" #ax1.spines['left'].set_visible(False)\n", | |
" \n", | |
" # --- Added this line --- #\n", | |
" ax.yaxis.set_ticks_position('none')\n", | |
" ax.xaxis.set_ticks_position('none')\n", | |
"\n", | |
" if grid is not None:\n", | |
" ax.grid(axis=grid, color='white', linestyle='-')\n", | |
" #ax1.grid(axis = 'y', color ='white', linestyle='-')\n", | |
"\n", | |
"\n" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"png": 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EU0IQgFAwRKZ1cL8vr9fLv372AaW9LhwGE1+fX8Ds/jlMKYlJPJG5kLVlh3C5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\ntQVTIzz+r7WYKqsxmNzAz5MhTVqWzprX6fkOZh3H0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GyoJczoxQ+nzGeoTC8XXdCbz4Lv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\n", | |
"text": [ | |
"<matplotlib.figure.Figure at 0x108241f90>" | |
] | |
} | |
], | |
"prompt_number": 59 | |
}, | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"Hmm but it doesn't quite work for the bottom histogram, since we don't want the bottom axes. We'll switch the one we want to remove to `'bottom'`.\n", | |
"\n", | |
" plt_prettify(ax2, ('bottom', 'right'))" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"import numpy as np\n", | |
"import matplotlib.pyplot as plt \n", | |
"import brewer2mpl\n", | |
"\n", | |
"fig = plt.figure(figsize=(8,6))\n", | |
"ax1 = plt.subplot2grid((4,4), (0,0), colspan=3, rowspan=3)\n", | |
"ax2 = plt.subplot2grid((4,4), (3,0), colspan=3)\n", | |
"ax3 = plt.subplot2grid((4,4), (0, 3), rowspan=3)\n", | |
"plt.tight_layout()\n", | |
"\n", | |
"colors = brewer2mpl.get_map('Set2', 'qualitative', 7).mpl_colors\n", | |
"color = colors[0]\n", | |
"\n", | |
"np.random.seed(101)\n", | |
"x = np.random.randn(1000)\n", | |
"y = np.random.randn(1000)\n", | |
"\n", | |
"ax1.scatter(x, y, color=color,\n", | |
" edgecolors='black',linewidths=0.15)\n", | |
"\n", | |
"\n", | |
"ax2.hist(x, color=color, edgecolor='white')\n", | |
"\n", | |
"# Turn the histogram upside-down by switching the axis limits\n", | |
"ax2_limits = ax2.axis()\n", | |
"ax2.set_ylim(ax2_limits[-1], ax2_limits[-2])\n", | |
"\n", | |
"ax3.hist(y, orientation='horizontal', color=color, edgecolor='white')\n", | |
"\n", | |
"def plt_prettify(ax, spines_to_remove, grid=None):\n", | |
" '''\n", | |
" Removes \"chartjunk\", such as extra lines of axes and tick marks.\n", | |
"\n", | |
" If grid=\"y\" or \"x\", will add a white grid at the \"y\" or \"x\" axes, respectively\n", | |
" '''\n", | |
" # --- Added this line --- #\n", | |
" for spine in spines_to_remove:\n", | |
" ax.spines[spine].set_visible(False)\n", | |
"# ax.spines['right'].set_visible(False)\n", | |
" #ax1.spines['left'].set_visible(False)\n", | |
" \n", | |
" # --- Added this line --- #\n", | |
" ax.yaxis.set_ticks_position('none')\n", | |
" ax.xaxis.set_ticks_position('none')\n", | |
"\n", | |
" if grid is not None:\n", | |
" ax.grid(axis=grid, color='white', linestyle='-')\n", | |
" #ax1.grid(axis = 'y', color ='white', linestyle='-')\n", | |
"\n", | |
"plt_prettify(ax1, ('top', 'right'))\n", | |
"plt_prettify(ax2, ('bottom', 'right'), grid='y')\n", | |
"plt_prettify(ax3, ('top', 'right'), grid='x')" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "display_data", | |
"png": 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ybzsPLbv6VhCf+kLeWn5xaAuNQR8pVgffuH1tzw1fVVVMdist58uJmpCKv9uN\ns6GF1+VjLJ8zv9/7/OGRvRS11ROh0fPwglVE2mx9nn9178d4PW5CdW70ZiPmGAfzdWO7Ueik9AnE\nntxN+4UYTupyMz03o+f51IREvjh5CdtKC1EUhao2H4HJDlRFIaNdZd6y/qM8ANlpE3hwygJedZf1\nPNYea+LY2VMsn7OAOx3DM2I4nIrKS9heUoAMrMuZe9kpUUG4FYmgR7gpXU/Ozb+++xLlqgtZlskP\nVrIhfgp+vwY/QeanTxt0vZ2m1hb+++QO/Pbw6MC5wp1832IhOa63avBdC/JIK4mjpr2Z7AmpTEwZ\nfEB1sXqfCwgHF5IsU+/t6neMqqrsyj9Cq9fFzJRJZF50M8tMzeDfk79IW1sbDoejzyiRJEnMikqh\nwOihu7mNoM+HKdqOUwrh9/v7TMtsP3GINzpK0Jj1QICmT97hh3c/0fP87pNH2R6oxzYxBYDOylpm\nOLXcu/76RuSul1ar5blV9/FO/n78qsri7Nn9VszNyprCrKwpAPh8PvYVnUCDzLJl8644qmY1GFE6\ngz27zod8ASJib8z9Bqsb6vll0ScEI8NRfvGJbfzQej8xUY4x7pkgjA4R9Ai3vPNlJXj9fqZl5yBJ\nEuXedhw5EwAI+QMUVlfyH09/c8jtnq4s6wl4AIJRZs7WVPYJegCmZWYzjevbFDLJEEH1hf+rikLS\nAEv1/7B9MwflDmSdlo/zy/iqbznTM3uvK8syMTEDbz3x9bUP8PN3XmZnazsBfxBZp8Fb20Rjeytp\nCUk9xxW3N/VZ/VTh6egz6lbb1UZ3awdKMIis1WJJiCXXnNwnaKhtauSFozvpCHmZZHTw+TUbRmX/\nqJgoB8+s2jCoYw0GA6vnLLr6gcCC3JkcrynjkLsZSVFZakpidk7ugMd6vV4Ony7AqNczP3fmqOyD\ndrEzNeU9AQ+AN8rMmcoylomgRxgnRNAj3NJ+u+0dDqltSDotE84c5aur7sbg6J2O0eh1PRWMhyo5\nOha16UJFZUDp9pKQNDI3j2eXruWFQ9tpD/mYZHbw4LL+ey8dbq9BTrCH+2I3s6/qXJ+g50pkWeYb\n9z1G+Uu/oLK7nZjsDJRgiH946488u3QdSDA/dyYOnQlV7eq5WUfrTH1u3GeKz2NMjkBvNhFwe2ks\nKqYsy8bFvf3NwS00RGkBPa1KF663XiJkMaBIKqsn5DI3e+CAYSydLisJF5GM619EUpIkvrL2fu5v\nbkIjy8SBXDktAAAgAElEQVRcZk+zbrebv/3Lz+mwyCDBsqpivn7XZ4a1n6qq8vuPN3PK2YBZ1vHI\n9KVMn9T7O5AYGY3SehbZHP6dVV1ektKvfQ82QbjZiKBHuGWdKSnmIO1oTeHpmYpolUPni4gJanvW\nfwU9Ptblzr+m9rPSJ3B/cx1bq06jAmtScsgdocq7sY5ovr3us1c8Ri9p8F/0s+4aRhFqGuqJmTcF\nSZKQtdAiB/ldWxGSBNvfLeS76x+heftmit2tRGh0PDFvTZ/zW/UKenN49EtnNmK0WanraO1zTIPP\nBYSDM3+3hxOKF6MlXL+o7PxBoq12MgbY/FVRwquotLKGWVNyR22UZEf+4Z7tQqQz53jc2UHe9Dn9\njouPvfLS+U1vv0QgIwa72UjA7eWT2mLuLCsla+LwreZ7//BeDmk7kWOteIDfHt/OzyZm9bxX07Mm\ns76lnp1155EkWJc+nUlpGcN2/Rvd5z//ed5//33i4uIoLLz+TUGFm48IeoRblsfvRaPvW7E4iMLf\nrriHV/P34laCzHRMYPWca0suBlg7bylr543dfk0+n493juzBrQSYbU3gYHsjaoQJR7ufjSv67ncV\nDAavWnXY5/P13CA7axqIy5mIdGHqqSIKDp46ydfW3j/guSXVlTS5nTjoHTnwe3x4ND5UVUVRFP7r\no9dpaWsl5sKIVHdLO44JKT3HK5EmztdV9gt6QqEQ/7b5RSqiZFRFYWpZEd9a/9lRCXw+qTmHFHlh\nZMRqYmf12QGDnqupV93ozBdqJZmNyFrdNa/mu5xWX3ef7Vo6NQoul6vPliP3Ll7Jvawc1uveLD73\nuc/xN3/zNzz55JNj3RVhjIigR7hlzcrJJeXccWqiJSRJwtbsJu+2mUTabDy3duBRk/rmJl48upPO\noI8sawxPrFx3TTdWr9fLG4d34Qz6mZmQxuKp17fTe2dXF7/b9yH1PhcJeitfyFuL3RbJpi2vU2a/\nkNgd8vBY0kwcVhs5eZk91X/f27uTF88cIChDbEjHvz76ZWzWgffdmjhhEhVFxcTnZqGqhNdrf0qS\nCKkD74YOcLTyPMY4Oy3FFdiS4nA1taEqIepjjbx1YCcaSeaMNYAtPZG28hqkYIg8WypnnB7UiPDo\nkOrykpLcf8Rk98mjVETJSHL432mLn6OnC5ife/n3taK2mtN1lSRGOpidPfWyx5VUV3Cypgyb3sRt\ncxb1+7wvzTaSrzFOSbQ5evKyAKxByB7GUR6A7OhE9tbU9UxfpUjma95j7Va0bNkyKioqxrobwhgS\nQY9wy5Jlme9vfIyPjx8kqKosuxDwXMmv9n9Ig0MHaGkItWG9aJuGofjPbW9QbpdAB0crjrCnKJ9Q\nhAGH1sSji9cQYbEOqb0/7d/KeWsIrCachPjTgY/58soNnAu0o5cu5BHZTJS521gxbyGKouDz+QgG\ng7xYdhRbTgYAbmc3//3+q/zdQ88MeJ2HZyzht4W7aCuvwdDlwS510pEaTppObPGzdPHlRzgsGj0m\nhx1jZAQV+49jT00kfmoWGp2WancHMQYrkiyjt5hxTDDj63Dy6OK1fHB0HwerKjEaDNyZMZ2pEzP7\ntR1S1Z4RJwBJIxMMXj4AKyg5x6/O7iUUaUJpL2ZdayN52dPZUnQUFViVPZPUhESKyor5edEuFLsZ\nxRuiZEs9X7lkJGtD1mz+p/gQwUgTug4PG6bkXfa6V/LQrDx+fmgLXVYNulY3z695kN0FxyhsqSFC\nY+CB+cuwDvH34lKLc2fi9ns50VyNRaPjgeV3XP0kQRhHRNAjjAmv14uiKJjN5qsffB20Wi1rFwz+\nJlXndyETrlIsa2TqvU5c3S4KS84THxXNxLSr1zRRFIXznjZ09nCeSmdLG8VpScgahQq6KXjtt8zJ\nyGZxes6gqzM3BzxA77TF6ZYa3jq8G5w+uDAwoqoqFlnHthOHeL3kKH4J4tr8WLN7a+QYIiw0NTcP\neI2z5aW43N18Z86dBINBJk+chEaj4fXtH+H1+3hk/YOX3TtqV/4RvEoQR1k7DTaJyJgYHBNSe/rl\n73BSqnXR3lKDJTkOvdVMetDAnvMF7JVakdNi8He4SXUMnBeTlzuLnR8U0RJrQlVVklsCLFh6+VGe\nnRVFhCJ79776oDifD0ry0WSEq0IfO7CZH6x4gH2VZ1HsF/bx0mo43lKPoih9VpPNmzyNFEcc5XU1\nTJqaRtxlEpWvJis1g39PfIaGxkYS4uM5eKaQv9QXoLEYATfV29/iBxct/79Wa2YvZA3XPmUrCLcy\nEfQIo+7lXVvY1lKCKkksjkjiS7ffO9Zd6pF08b5OwRAWv8rfb/0rrhgTap2XjfVZbFy47IptyLKM\nTdb3JEtLkoSs6b2JNoQ8fFR5iq3lhSzMT+Gbdz9y1RVkaUYbjaoLSZJQVZW2gIedNGMw6gmUN6JY\ndGRr7dy2bA7P7/orckIUeqDJ6sZX00BEenjZua/bzbzo/knCW47u542Ws0gWI9qG0zybk4fBYODF\nXR+xQ2lAsuip+uAVnr/rYSprq4mKtBN74eb/px3vs1dtQdbrINbIF5JnkbookVdO7qEj4CXCC+dN\nAWS7hajoDHwlteRlJHL/nSv53ocvIMeFp1+CdjM7SgvIHWCkx2g08nfrHmVv0QkkJFbdPf+K79ml\nU1K1TfWkLeytiuyNsXKs9Cx6qW8bOlUacDozITaOhKskKg+GVqslJTn8/hc0VFwIeMJKvZ2EQqFr\nXk0oCMLVjXxxDEG4yOmS8+zw1aGLi0Ifa+eIposDhSfGuls9vrx0HdndWhI6Q6yQYgjqNbhiwiMG\nktXIB5WFqINIPn1yxjLMTS5C9W3YXSFUVaWjso6Oyjrcbe3YkuKwZ6ZxNlri5T1b+51fWlnB4cJ8\nfL7wJp2fW7WeJUE7ltpO2suqiboQxKjJ0TyWu5hfbfgi37vncbo9bkKm3tEYvcXMHFM8ckUzwYpG\nZnYb+eKGB/td7+PqMz1L74ORJraVFlJTX8d2ZxVaqxmNTktNtJav//4/+LeyvfzvfW/y1oGdABxp\nrwkHPAA2Mydaq0lPSub5dQ/zo7ufZmJyCrK9t1iflORgedYMLGYL8iUBhsTlt3wwm0wkO2I50VLF\nT7e9zsGik5d9/9fnzMXUFg473a3t6ExG/O7ePdsCXh/4/NwzewmOZg8hfwCl1ckDWfNGJTk6GAxy\nuLioz++SWZFEwCMII0yM9Aijqs3VhWzqrfAr67R0+TxXOGN0JcbE8Z2Lkpx/u/O9Ps8HpcFlsc7J\nnsqc7KnhqR2/n++98H8JpUWjNRqwpyfRWlJJdGY6kiRR4+3sc+4b+7bzYVcFssVI9PvH+d+3PUik\nzcbTq9dz4mwRv6g+gqztrf5ri7H0VE1OTkwi5ZCGxgsxhtzh5p75a8hKm3DlDl8afEgS3e5upIsK\nEUqSRGekDrtBDwY9r1cX0NbRgUHS4FcUWs5XoKoqO7wBnF1Ovn7bfdgiInAYzCjOYE+f/VVN7DKc\nIra2gjtTc3mr5SyS1YShtZtaZwdffOOXREg6npyxjDkXJSA3tbbwq6LdPQUhKyuPERMRSeYAS64n\npqTzDxEPcqgwnz901ZA4I4e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rsf/sSX4x1Y5o0gM5JuJhSlRP4RrS6ozwU1UV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\nFiCd1oUQQgjhvXp 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