From ee61cca81743479714c44475e2817538f79bc3e7 Mon Sep 17 00:00:00 2001 From: Kerensa Wong Date: Tue, 10 Feb 2026 20:25:43 -0500 Subject: [PATCH 1/4] Visualization Assignment 1 - Class 1 --- .../participation/assignment1_Class 1.ipynb | 419 ++++++++++++++++++ 1 file changed, 419 insertions(+) create mode 100644 02_activities/assignments/participation/assignment1_Class 1.ipynb diff --git a/02_activities/assignments/participation/assignment1_Class 1.ipynb b/02_activities/assignments/participation/assignment1_Class 1.ipynb new file mode 100644 index 000000000..f2aba95d2 --- /dev/null +++ b/02_activities/assignments/participation/assignment1_Class 1.ipynb @@ -0,0 +1,419 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 3, + "id": "9b7193c1", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7690c09b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "np.random.seed(613) #for repreducibility\n", + "x = np.arange(50) #integers from 0 to 49\n", + "y = np.random.randint(0, 100, 50) #random integers between 0 and 100, 50 of them\n", + "# above is making fake data for the x and y axis\n", + "\n", + "\n", + "fig, ax = plt.subplots(figsize=(5,3)) #size of the figure be 5 (horizontal) by 3 (vertical)\n", + "ax.scatter(x,y)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "f0a8796a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5,3)) #size of the figure be 5 by 3\n", + "ax.barh(x,y)\n", + "\n", + "#horizontal bar chart, x and y are switched" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "b94e7fbb", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5,3)) #size of the figure be 5 by 3\n", + "ax.plot(x,y)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "d57c66cf", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([4., 6., 2., 5., 7., 6., 4., 3., 9., 4.]),\n", + " array([ 6. , 15.2, 24.4, 33.6, 42.8, 52. , 61.2, 70.4, 79.6, 88.8, 98. ]),\n", + " )" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5,3)) #size of the figure be 5 by 3\n", + "ax.hist(y)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "05187e8f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5,3)) #size of the figure be 5 by 3\n", + "ax.plot(x,y)\n", + "\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() #help with spacing of the title and axis labels, don't overlap with the figure, don't get cut off\n" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "d8e44117", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "font1 = {'family':'sans-serif','color':'blue','size':20}\n", + "font2 = {'family':'monospace','color':'green','size':14}\n", + "\n", + "fig, ax = plt.subplots(figsize=(5,3)) #size of the figure be 5 by 3\n", + "ax.plot(x,y)\n", + "\n", + "ax.set_title('Total growth over time', fontdict=font1, loc = 'left') #loc is location of the title, left, right, center (default, if not specified)\n", + "ax.set_ylabel('Total growth', fontdict=font2)\n", + "ax.set_xlabel('Years since start', fontdict=font2)\n", + "fig.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "b3b91cc9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5,3)) #size of the figure be 5 by 3\n", + "ax.scatter(x,y,\n", + " marker='*', #marker shape, default is 'o' for circle, '*' is star\n", + " color='indigo') #color of the markers, default is 'blue')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "eea229a8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5,3)) #size of the figure be 5 by 3\n", + "ax.plot(x,y, marker='*', color='indigo', linestyle='--', linewidth=2) #linestyle options: solid (default), dashed, dashdot, dotted " + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "708fc069", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5,3)) #size of the figure be 5 by 3\n", + "ax.plot(x,y, marker='*', markersize=12, color='#7425b9', linestyle='--', linewidth=2, markeredgecolor='#fa9359', markerfacecolor = '#000000') #markersize is size of the marker, default is 6, markeredgecolor is color of the edge of the marker, default is same as color, markeredgewidth is width of the edge of the marker, default is 1" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "94420c99", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5,3)) #size of the figure be 5 by 3\n", + "ax.plot(x,y, marker='*', markersize=12, color='#7425b9', linestyle='--', linewidth=2, markeredgecolor='#fa9359', markerfacecolor = '#000000') #markersize is size of the marker, default is 6, markeredgecolor is color of the edge of the marker, default is same as color, markeredgewidth is width of the edge of the marker, default is 1\n", + "ax.grid(axis = 'y') #line come from y axis (horizontal one)\n", + "ax.grid(axis= 'x') #line come from x axis (vertical one)" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "81c430d5", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Activity, change the grid line's look\n", + "fig, ax = plt.subplots(figsize=(5,3)) #size of the figure be 5 by 3\n", + "ax.plot(x,y, marker='*', markersize=12, color='#7425b9', linestyle='--', linewidth=2, markeredgecolor='#fa9359', markerfacecolor = '#000000') #markersize is size of the marker, default is 6, markeredgecolor is color of the edge of the marker, default is same as color, markeredgewidth is width of the edge of the marker, default is 1\n", + "ax.grid(axis = 'y', color='skyblue', linestyle='--', linewidth=2) #line come from y axis (horizontal one)\n", + "ax.grid(axis= 'x', color='pink', linestyle='--', linewidth=2) #line come from x axis (vertical one)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "35d303b9", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "visualization-env (3.11.0)", + "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": "3.11.0" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From 7f727903289b6525bee1dddfbcc3353bee755577 Mon Sep 17 00:00:00 2001 From: Kerensa Wong Date: Wed, 11 Feb 2026 20:49:48 -0500 Subject: [PATCH 2/4] Updated Class 1 file, created Class 2 file --- .../participation/assignment1_Class1.ipynb | 476 ++++++++++++++++++ .../participation/assignment1_Class2.ipynb | 420 ++++++++++++++++ 2 files changed, 896 insertions(+) create mode 100644 02_activities/assignments/participation/assignment1_Class1.ipynb create mode 100644 02_activities/assignments/participation/assignment1_Class2.ipynb diff --git a/02_activities/assignments/participation/assignment1_Class1.ipynb b/02_activities/assignments/participation/assignment1_Class1.ipynb new file mode 100644 index 000000000..2681569c3 --- /dev/null +++ b/02_activities/assignments/participation/assignment1_Class1.ipynb @@ -0,0 +1,476 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "id": "9b7193c1", + "metadata": {}, + "outputs": [], + "source": [ + "#Import necessary libraries\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd" + ] + }, + { + "cell_type": "markdown", + "id": "1d6f1074", + "metadata": {}, + "source": [ + "Create ScatterPlot" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7690c09b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "np.random.seed(613) #for repreducibility\n", + "x = np.arange(50) #integers from 0 to 49\n", + "y = np.random.randint(0, 100, 50) #random integers between 0 and 100, 50 of them\n", + "# above is making fake data for the x and y axis\n", + "\n", + "\n", + "fig, ax = plt.subplots(figsize=(5,3)) #size of the figure be 5 (horizontal) by 3 (vertical)\n", + "ax.scatter(x,y)\n" + ] + }, + { + "cell_type": "markdown", + "id": "9bebaf36", + "metadata": {}, + "source": [ + "Create Bar Chart" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "f0a8796a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5,3)) #size of the figure be 5 by 3\n", + "ax.bar(x,y)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "1c3934a4", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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o6JAzZ874NIccO3ZMkpOTJT09XUpLS+Wpp56SqVOnelv6dUekp0MSAADHhNqRI0fki1/8ovd2WVmZ+VhYWGja9h9//HGzl+2RRx6R1tZWmT17tuzcuTOgPWoAAFz1fWpO2ZcAALDPUPIg4l7QmEYKALBXyFv6AQAIFkINAGANxy4/8oLGAABrQo03CUUkodYLBAfLjwAAaxBqAABrOHb5kZoaAMCaUKOmBgSO2hwiHcuPAABrEGoAAGs4dvmRmhoAwJpQo6YGhBb1OYQjlh8BANYg1AAA1iDUAADWcGxNjUYRAIA1oUajSOjRKAAg3LD8CACwBqEGALCGY5cfqakBAKwJtXCoqVFzAgBnYfkRAGANQg0AYA3HLj9SUwMAWBNq4VBTAwAPauzOwPIjAMAahBoAwBqOXX6kpgYAsCbUqKkBwP9GLc8Xy48AAGuMWKi98MILMnnyZImPj5dZs2bJoUOHRupHAQAwcqH229/+VsrKymTNmjVy9OhRmTFjhuTn50tLS8tI/DgAAIwopZSSINMzs5kzZ8rzzz9vbvf19YnL5ZKSkhJZuXLlx36t2+2WxMREcZVupqYGABFc53P/Nw/a2tr8bhwM+kytu7tb6uvrJS8v79IPiY42t+vq6gY8vqury1x4/wMAgKEIeqi999570tvbK6mpqT7n9e2mpqYBj6+oqDBJ7Dn0jA4AgLDsfiwvLzdTS89x7ty5UF8SACBMBX2f2rhx42TUqFHS3Nzsc17fTktLG/D4uLg4c1yOzdcAgJDP1GJjYyU7O1tqamq853SjiL6dm5sb7B8HAMDIvqKIbucvLCyU22+/Xe644w756U9/KhcvXpQlS5aMxI8DAGDkQu3++++Xd999V1avXm2aQ2655RbZuXPngOYRAAAcv0/tau9LAADYxxH71AAACBVCDQBgDUINAGANQg0AYA3HvUmop2+F14AEgMjm/m8OBNLP6LhQu3DhgvnIa0ACALT29nbTBRmWoZacnGw+NjY2+v2PiPRnMvoJgH7NTLZAfDzGyn+MVWAYr5EZKz1D04E2YcIEv7+/40JNv02NpgONXw7/6bFivPzDWPmPsQoM4xX8sQp0ckOjCADAGoQaAMAajgs1/TY0a9asGfTtaDAQ4+U/xsp/jFVgGC/njJXjXvsRAABrZmoAAAwVoQYAsAahBgCwBqEGALAGoQYAsIbjQu2FF16QyZMnS3x8vMyaNUsOHTokka6iokJmzpwpY8eOleuvv14WLFggDQ0NPo/p7OyU4uJiSUlJkYSEBCkoKJDm5maJdGvXrpWoqCgpLS31nmOsLnnnnXfkG9/4hhmLMWPGyGc/+1k5cuSI937dHL169Wq54YYbzP15eXly+vRpiUS9vb2yatUqmTJlihmLT33qU/LDH/7Q58V2I3W89u7dK/PnzzcvZ6X/v23dutXnfn/G5f3335fFixebVxlJSkqSoqIi6ejoCPxilINs2rRJxcbGql/96lfqL3/5i/rWt76lkpKSVHNzs4pk+fn5auPGjerEiRPq2LFj6stf/rJKT09XHR0d3sc8+uijyuVyqZqaGnXkyBGVk5Oj7rzzThXJDh06pCZPnqymT5+uli9f7j3PWH3k/fffV5MmTVIPPfSQOnjwoHr77bfVrl271JkzZ7yPWbt2rUpMTFRbt25Vb731lvrKV76ipkyZov7zn/+oSPP000+rlJQUtX37dnX27Fm1ZcsWlZCQoJ599lkV6eP1xz/+UX3/+99Xv//973XCq+rqap/7/RmXe++9V82YMUMdOHBA/elPf1I33XSTeuCBBwK+FkeF2h133KGKi4u9t3t7e9WECRNURUVFSK/LaVpaWswvTm1trbnd2tqqYmJizH8yj7/+9a/mMXV1dSoStbe3q6lTp6rdu3eru+++2xtqjNUlTzzxhJo9e/YV7+/r61NpaWnqmWee8Z7T4xcXF6d+85vfqEgzb9489fDDD/ucW7hwoVq8eLH5nPH6yOWh5s+4nDx50nzd4cOHvY957bXXVFRUlHrnnXdUIByz/Njd3S319fVmWtr/xY317bq6upBem9O0tbX5vKOBHreenh6fscvIyJD09PSIHTu9vDhv3jyfMdEYq0v+8Ic/yO233y5f//rXzbL2rbfeKi+++KL3/rNnz0pTU5PPWOkXl9VlgUgbK+3OO++Umpoa+dvf/mZuv/XWW7Jv3z6ZO3euuc14Dc6fcdEf9ZKj/n300I/XGXDw4EEJhGNepf+9994za9apqak+5/XtU6dOhey6nKavr8/Uh+666y7Jysoy5/QvTGxsrPmluHzs9H2RZtOmTXL06FE5fPjwgPsYq0vefvtt2bBhg5SVlcmTTz5pxus73/mOGZ/CwkLveAz2fzLSxkpbuXKledsU/SRo1KhR5u/V008/bepAGuM1OH/GRX/UT6z6Gz16tHniHujYOSbU4P8M5MSJE+YZIgbS79G0fPly2b17t2k2wsc/QdLPjH/0ox+Z23qmpn+3fv7zn5tQg6/NmzfLK6+8IlVVVTJt2jQ5duyYeYKpmyMYL+dwzPLjuHHjzLOfy7vQ9O20tLSQXZeTLFu2TLZv3y6vv/66TJw40Xtej49evm1tbZVIHzu9vNjS0iK33Xabeaanj9raWnnuuefM5/rZIWP1Ed2JdvPNN/ucy8zMNG/Qq3nGg/+TH/ne975nZmuLFi0yXaIPPvigrFixwnQna4zX4PwZF/1R/7/t78MPPzQdkYGOnWNCTS95ZGdnmzXr/s8k9e3c3FyJZLr2qgOturpa9uzZY1qK+9PjFhMT4zN2uuVf/3GKtLGbM2eOHD9+3DyL9hx6NqKXiDyfM1Yf0UvYl28N0fWiSZMmmc/175n+g9J/rPTym65xRNpYaR988IH3TYw99BNx/XdKY7wG58+46I/6iaZ+Uuqh/9bpsdW1t4Aoh7X0646YyspK0w3zyCOPmJb+pqYmFcmWLl1q2mHfeOMNdf78ee/xwQcf+LSp6zb/PXv2mDb13Nxcc0D5dD9qjNWlLQ+jR482reqnT59Wr7zyirrmmmvUr3/9a59WbP1/8NVXX1V//vOf1Ve/+tWIaFEfTGFhofrkJz/pbenX7evjxo1Tjz/+uIr08Wpvb1dvvvmmOXSs/OQnPzGf//Of//R7XHRL/6233mq2l+zbt890L4d9S7/2s5/9zPzB0fvVdIu/3rMQ6fQvyWCH3rvmoX85vv3tb6tPfOIT5g/T1772NRN8GBhqjNUl27ZtU1lZWebJZEZGhvrlL3/pc79ux161apVKTU01j5kzZ45qaGhQkcjtdpvfI/33KT4+Xt14441mb1ZXV5eK9PF6/fXXB/0bpZ8I+DsuFy5cMCGm9/5dd911asmSJSYsA8X7qQEArOGYmhoAAMNFqAEArEGoAQCsQagBAKxBqAEArEGoAQCsQagBAKxBqAEArEGoAQCsQagBAKxBqAEAxBb/D4Pj2GG0ycHFAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5,3)) #size of the figure be 5 by 3\n", + "ax.barh(x,y)\n", + "\n", + "#horizontal bar chart, x and y are switched" + ] + }, + { + "cell_type": "markdown", + "id": "cac7ec5b", + "metadata": {}, + "source": [ + "Create Line Chart" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "b94e7fbb", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5,3)) #size of the figure be 5 by 3\n", + "ax.plot(x,y)" + ] + }, + { + "cell_type": "markdown", + "id": "d30e924d", + "metadata": {}, + "source": [ + "Create Histogram" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "d57c66cf", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([4., 6., 2., 5., 7., 6., 4., 3., 9., 4.]),\n", + " array([ 6. , 15.2, 24.4, 33.6, 42.8, 52. , 61.2, 70.4, 79.6, 88.8, 98. ]),\n", + " )" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5,3)) #size of the figure be 5 by 3\n", + "ax.hist(y)" + ] + }, + { + "cell_type": "markdown", + "id": "7c9d3ab0", + "metadata": {}, + "source": [ + "Line Chart with Title, X-Label and Y-Label" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "05187e8f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5,3)) #size of the figure be 5 by 3\n", + "ax.plot(x,y)\n", + "\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() #help with spacing of the title and axis labels, don't overlap with the figure, don't get cut off\n" + ] + }, + { + "cell_type": "markdown", + "id": "e4f32618", + "metadata": {}, + "source": [ + "Try Changing Font Style, Color and Size" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "d8e44117", + "metadata": {}, + "outputs": [ + { + "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)) #size of the figure be 5 by 3\n", + "ax.scatter(x,y,\n", + " marker='*', #marker shape, default is 'o' for circle, '*' is star\n", + " color='indigo') #color of the markers, default is 'blue')\n" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "eea229a8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5,3)) #size of the figure be 5 by 3\n", + "ax.plot(x,y, marker='*', color='indigo', linestyle='--', linewidth=2) #linestyle options: solid (default), dashed, dashdot, dotted " + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "708fc069", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5,3)) #size of the figure be 5 by 3\n", + "ax.plot(x,y, marker='*', markersize=12, color='#7425b9', linestyle='--', linewidth=2, markeredgecolor='#fa9359', markerfacecolor = '#000000') #markersize is size of the marker, default is 6, markeredgecolor is color of the edge of the marker, default is same as color, markeredgewidth is width of the edge of the marker, default is 1" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "94420c99", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5,3)) #size of the figure be 5 by 3\n", + "ax.plot(x,y, marker='*', markersize=12, color='#7425b9', linestyle='--', linewidth=2, markeredgecolor='#fa9359', markerfacecolor = '#000000') #markersize is size of the marker, default is 6, markeredgecolor is color of the edge of the marker, default is same as color, markeredgewidth is width of the edge of the marker, default is 1\n", + "ax.grid(axis = 'y') #line come from y axis (horizontal one)\n", + "ax.grid(axis= 'x') #line come from x axis (vertical one)" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "81c430d5", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Activity, change the grid line's look\n", + "fig, ax = plt.subplots(figsize=(5,3)) #size of the figure be 5 by 3\n", + "ax.plot(x,y, marker='*', markersize=12, color='#7425b9', linestyle='--', linewidth=2, markeredgecolor='#fa9359', markerfacecolor = '#000000') #markersize is size of the marker, default is 6, markeredgecolor is color of the edge of the marker, default is same as color, markeredgewidth is width of the edge of the marker, default is 1\n", + "ax.grid(axis = 'y', color='skyblue', linestyle='--', linewidth=2) #line come from y axis (horizontal one)\n", + "ax.grid(axis= 'x', color='pink', linestyle='--', linewidth=2) #line come from x axis (vertical one)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "35d303b9", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "visualization-env (3.11.0)", + "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": "3.11.0" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/02_activities/assignments/participation/assignment1_Class2.ipynb b/02_activities/assignments/participation/assignment1_Class2.ipynb new file mode 100644 index 000000000..30e019525 --- /dev/null +++ b/02_activities/assignments/participation/assignment1_Class2.ipynb @@ -0,0 +1,420 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "95e305cd", + "metadata": {}, + "source": [ + "Visualization #1: US Gun Killings in 2018\n", + "\n", + "https://guns.periscopic.com/\n", + "\n", + "- animation (not neutral, dramatic, emotional) \n", + "- biased or critial <== race is included\n", + "\n", + "highlighting the lack of gun control" + ] + }, + { + "cell_type": "markdown", + "id": "451022fe", + "metadata": {}, + "source": [ + "Visualization #2: Washington Post Active Shooters\n", + "\n", + "-- Number of active shooters per year (from 2000 to 2015)\n", + "- neutral emotional field\n", + "- no fancy animation <- avoid conveying an emotional narrative to the audience\n", + "\n", + "\n", + "Publish alongside with the unemployment rate graph:\n", + "- actually talking about the same thing, just from different perspective (Republicans vs Democrats)" + ] + }, + { + "cell_type": "markdown", + "id": "1e86bb53", + "metadata": {}, + "source": [ + "Activity - Python Graph Gallery : Adding jitter to a boxplot distribution" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "1646b5d7", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# libraries & dataset\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "sns.set_theme(style=\"darkgrid\")\n", + "df = sns.load_dataset('iris')\n", + "\n", + "# Usual boxplot\n", + "ax = sns.boxplot(x='species', y='sepal_length', data=df)\n", + " \n", + "# Add jitter with the swarmplot function\n", + "ax = sns.swarmplot(x='species', y='sepal_length', data=df, color=\"grey\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "412a603e", + "metadata": {}, + "source": [ + "Activity - Python Graph Gallery:\n", + "Basic 3d density chart" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "d9990d98", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Import necessary libraries\n", + "from mpl_toolkits.mplot3d import Axes3D\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import seaborn as sns\n", + "\n", + "# Get the data (csv file is hosted on the web)\n", + "url = 'https://raw.githubusercontent.com/holtzy/The-Python-Graph-Gallery/master/static/data/volcano.csv'\n", + "data = pd.read_csv(url)\n", + "\n", + "# Transform it to a long format\n", + "df = data.unstack().reset_index()\n", + "df.columns = [\"X\", \"Y\", \"Z\"]\n", + "\n", + "# Transform the old column name in something numeric\n", + "df['X'] = pd.Categorical(df['X'])\n", + "df['X'] = df['X'].cat.codes\n", + "\n", + "# Create the plot\n", + "fig, ax = plt.subplots(subplot_kw={\"projection\": \"3d\"})\n", + "\n", + "# Plot the data\n", + "trisurf = ax.plot_trisurf(df['Y'], df['X'], df['Z'], cmap=plt.cm.viridis, linewidth=0.2)\n", + "\n", + "# Set the angle of the camera\n", + "ax.view_init(30, 100)\n", + "\n", + "# Add color bar which maps values to colors\n", + "fig.colorbar(trisurf, ax=ax, shrink=0.5, aspect=5)\n", + "\n", + "# Show the plot\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "092d7d99", + "metadata": {}, + "source": [ + "3D - Rotate the Camera" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "ff2c3626", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "MovieWriter ffmpeg unavailable; using Pillow instead.\n" + ] + }, + { + "ename": "KeyboardInterrupt", + "evalue": "", + "output_type": "error", + "traceback": [ + "\u001b[31m---------------------------------------------------------------------------\u001b[39m", + "\u001b[31mKeyboardInterrupt\u001b[39m Traceback (most recent call last)", + "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[3]\u001b[39m\u001b[32m, line 37\u001b[39m\n\u001b[32m 34\u001b[39m output_dir = \u001b[33m'\u001b[39m\u001b[33m../../static/animations\u001b[39m\u001b[33m'\u001b[39m\n\u001b[32m 35\u001b[39m os.makedirs(output_dir, exist_ok=\u001b[38;5;28;01mTrue\u001b[39;00m)\n\u001b[32m---> \u001b[39m\u001b[32m37\u001b[39m \u001b[43mani\u001b[49m\u001b[43m.\u001b[49m\u001b[43msave\u001b[49m\u001b[43m(\u001b[49m\u001b[43mos\u001b[49m\u001b[43m.\u001b[49m\u001b[43mpath\u001b[49m\u001b[43m.\u001b[49m\u001b[43mjoin\u001b[49m\u001b[43m(\u001b[49m\u001b[43moutput_dir\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[33;43m'\u001b[39;49m\u001b[33;43mvolcano.gif\u001b[39;49m\u001b[33;43m'\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfps\u001b[49m\u001b[43m=\u001b[49m\u001b[32;43m30\u001b[39;49m\u001b[43m)\u001b[49m\n", + "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\papak\\_Study\\DSI\\visualization\\visualization-env\\Lib\\site-packages\\matplotlib\\animation.py:1126\u001b[39m, in \u001b[36mAnimation.save\u001b[39m\u001b[34m(self, filename, writer, fps, dpi, codec, bitrate, extra_args, metadata, extra_anim, savefig_kwargs, progress_callback)\u001b[39m\n\u001b[32m 1124\u001b[39m progress_callback(frame_number, total_frames)\n\u001b[32m 1125\u001b[39m frame_number += \u001b[32m1\u001b[39m\n\u001b[32m-> \u001b[39m\u001b[32m1126\u001b[39m \u001b[43mwriter\u001b[49m\u001b[43m.\u001b[49m\u001b[43mgrab_frame\u001b[49m\u001b[43m(\u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43msavefig_kwargs\u001b[49m\u001b[43m)\u001b[49m\n", + "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\papak\\_Study\\DSI\\visualization\\visualization-env\\Lib\\site-packages\\matplotlib\\animation.py:493\u001b[39m, in \u001b[36mPillowWriter.grab_frame\u001b[39m\u001b[34m(self, **savefig_kwargs)\u001b[39m\n\u001b[32m 491\u001b[39m _validate_grabframe_kwargs(savefig_kwargs)\n\u001b[32m 492\u001b[39m buf = BytesIO()\n\u001b[32m--> \u001b[39m\u001b[32m493\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mfig\u001b[49m\u001b[43m.\u001b[49m\u001b[43msavefig\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 494\u001b[39m \u001b[43m \u001b[49m\u001b[43mbuf\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43m{\u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43msavefig_kwargs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mformat\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mrgba\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mdpi\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mdpi\u001b[49m\u001b[43m}\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 495\u001b[39m im = Image.frombuffer(\n\u001b[32m 496\u001b[39m \u001b[33m\"\u001b[39m\u001b[33mRGBA\u001b[39m\u001b[33m\"\u001b[39m, \u001b[38;5;28mself\u001b[39m.frame_size, buf.getbuffer(), \u001b[33m\"\u001b[39m\u001b[33mraw\u001b[39m\u001b[33m\"\u001b[39m, \u001b[33m\"\u001b[39m\u001b[33mRGBA\u001b[39m\u001b[33m\"\u001b[39m, \u001b[32m0\u001b[39m, \u001b[32m1\u001b[39m)\n\u001b[32m 497\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m im.getextrema()[\u001b[32m3\u001b[39m][\u001b[32m0\u001b[39m] < \u001b[32m255\u001b[39m:\n\u001b[32m 498\u001b[39m \u001b[38;5;66;03m# This frame has transparency, so we'll just add it as is.\u001b[39;00m\n", + "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\papak\\_Study\\DSI\\visualization\\visualization-env\\Lib\\site-packages\\matplotlib\\figure.py:3490\u001b[39m, in \u001b[36mFigure.savefig\u001b[39m\u001b[34m(self, fname, transparent, **kwargs)\u001b[39m\n\u001b[32m 3488\u001b[39m \u001b[38;5;28;01mfor\u001b[39;00m ax \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m.axes:\n\u001b[32m 3489\u001b[39m _recursively_make_axes_transparent(stack, ax)\n\u001b[32m-> \u001b[39m\u001b[32m3490\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mcanvas\u001b[49m\u001b[43m.\u001b[49m\u001b[43mprint_figure\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfname\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", + "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\papak\\_Study\\DSI\\visualization\\visualization-env\\Lib\\site-packages\\matplotlib\\backend_bases.py:2186\u001b[39m, in \u001b[36mFigureCanvasBase.print_figure\u001b[39m\u001b[34m(self, filename, dpi, facecolor, edgecolor, orientation, format, bbox_inches, pad_inches, bbox_extra_artists, backend, **kwargs)\u001b[39m\n\u001b[32m 2182\u001b[39m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[32m 2183\u001b[39m \u001b[38;5;66;03m# _get_renderer may change the figure dpi (as vector formats\u001b[39;00m\n\u001b[32m 2184\u001b[39m \u001b[38;5;66;03m# force the figure dpi to 72), so we need to set it again here.\u001b[39;00m\n\u001b[32m 2185\u001b[39m \u001b[38;5;28;01mwith\u001b[39;00m cbook._setattr_cm(\u001b[38;5;28mself\u001b[39m.figure, dpi=dpi):\n\u001b[32m-> \u001b[39m\u001b[32m2186\u001b[39m result = \u001b[43mprint_method\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 2187\u001b[39m \u001b[43m \u001b[49m\u001b[43mfilename\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 2188\u001b[39m \u001b[43m \u001b[49m\u001b[43mfacecolor\u001b[49m\u001b[43m=\u001b[49m\u001b[43mfacecolor\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 2189\u001b[39m \u001b[43m \u001b[49m\u001b[43medgecolor\u001b[49m\u001b[43m=\u001b[49m\u001b[43medgecolor\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 2190\u001b[39m \u001b[43m \u001b[49m\u001b[43morientation\u001b[49m\u001b[43m=\u001b[49m\u001b[43morientation\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 2191\u001b[39m \u001b[43m \u001b[49m\u001b[43mbbox_inches_restore\u001b[49m\u001b[43m=\u001b[49m\u001b[43m_bbox_inches_restore\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 2192\u001b[39m \u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 2193\u001b[39m \u001b[38;5;28;01mfinally\u001b[39;00m:\n\u001b[32m 2194\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m bbox_inches \u001b[38;5;129;01mand\u001b[39;00m restore_bbox:\n", + "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\papak\\_Study\\DSI\\visualization\\visualization-env\\Lib\\site-packages\\matplotlib\\backend_bases.py:2042\u001b[39m, in \u001b[36mFigureCanvasBase._switch_canvas_and_return_print_method..\u001b[39m\u001b[34m(*args, **kwargs)\u001b[39m\n\u001b[32m 2038\u001b[39m optional_kws = { \u001b[38;5;66;03m# Passed by print_figure for other renderers.\u001b[39;00m\n\u001b[32m 2039\u001b[39m \u001b[33m\"\u001b[39m\u001b[33mdpi\u001b[39m\u001b[33m\"\u001b[39m, \u001b[33m\"\u001b[39m\u001b[33mfacecolor\u001b[39m\u001b[33m\"\u001b[39m, \u001b[33m\"\u001b[39m\u001b[33medgecolor\u001b[39m\u001b[33m\"\u001b[39m, \u001b[33m\"\u001b[39m\u001b[33morientation\u001b[39m\u001b[33m\"\u001b[39m,\n\u001b[32m 2040\u001b[39m \u001b[33m\"\u001b[39m\u001b[33mbbox_inches_restore\u001b[39m\u001b[33m\"\u001b[39m}\n\u001b[32m 2041\u001b[39m skip = optional_kws - {*inspect.signature(meth).parameters}\n\u001b[32m-> \u001b[39m\u001b[32m2042\u001b[39m print_method = functools.wraps(meth)(\u001b[38;5;28;01mlambda\u001b[39;00m *args, **kwargs: \u001b[43mmeth\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 2043\u001b[39m \u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43m{\u001b[49m\u001b[43mk\u001b[49m\u001b[43m:\u001b[49m\u001b[43m \u001b[49m\u001b[43mv\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mk\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mv\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m.\u001b[49m\u001b[43mitems\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mif\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mk\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01mnot\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mskip\u001b[49m\u001b[43m}\u001b[49m\u001b[43m)\u001b[49m)\n\u001b[32m 2044\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m: \u001b[38;5;66;03m# Let third-parties do as they see fit.\u001b[39;00m\n\u001b[32m 2045\u001b[39m print_method = meth\n", + "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\papak\\_Study\\DSI\\visualization\\visualization-env\\Lib\\site-packages\\matplotlib\\backends\\backend_agg.py:417\u001b[39m, in \u001b[36mFigureCanvasAgg.print_raw\u001b[39m\u001b[34m(self, filename_or_obj, metadata)\u001b[39m\n\u001b[32m 415\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m metadata \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[32m 416\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[33m\"\u001b[39m\u001b[33mmetadata not supported for raw/rgba\u001b[39m\u001b[33m\"\u001b[39m)\n\u001b[32m--> \u001b[39m\u001b[32m417\u001b[39m \u001b[43mFigureCanvasAgg\u001b[49m\u001b[43m.\u001b[49m\u001b[43mdraw\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[32m 418\u001b[39m renderer = \u001b[38;5;28mself\u001b[39m.get_renderer()\n\u001b[32m 419\u001b[39m \u001b[38;5;28;01mwith\u001b[39;00m cbook.open_file_cm(filename_or_obj, \u001b[33m\"\u001b[39m\u001b[33mwb\u001b[39m\u001b[33m\"\u001b[39m) \u001b[38;5;28;01mas\u001b[39;00m fh:\n", + "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\papak\\_Study\\DSI\\visualization\\visualization-env\\Lib\\site-packages\\matplotlib\\backends\\backend_agg.py:382\u001b[39m, in \u001b[36mFigureCanvasAgg.draw\u001b[39m\u001b[34m(self)\u001b[39m\n\u001b[32m 379\u001b[39m \u001b[38;5;66;03m# Acquire a lock on the shared font cache.\u001b[39;00m\n\u001b[32m 380\u001b[39m \u001b[38;5;28;01mwith\u001b[39;00m (\u001b[38;5;28mself\u001b[39m.toolbar._wait_cursor_for_draw_cm() \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m.toolbar\n\u001b[32m 381\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m nullcontext()):\n\u001b[32m--> \u001b[39m\u001b[32m382\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mfigure\u001b[49m\u001b[43m.\u001b[49m\u001b[43mdraw\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mrenderer\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 383\u001b[39m \u001b[38;5;66;03m# A GUI class may be need to update a window using this draw, so\u001b[39;00m\n\u001b[32m 384\u001b[39m \u001b[38;5;66;03m# don't forget to call the superclass.\u001b[39;00m\n\u001b[32m 385\u001b[39m \u001b[38;5;28msuper\u001b[39m().draw()\n", + "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\papak\\_Study\\DSI\\visualization\\visualization-env\\Lib\\site-packages\\matplotlib\\artist.py:94\u001b[39m, in \u001b[36m_finalize_rasterization..draw_wrapper\u001b[39m\u001b[34m(artist, renderer, *args, **kwargs)\u001b[39m\n\u001b[32m 92\u001b[39m \u001b[38;5;129m@wraps\u001b[39m(draw)\n\u001b[32m 93\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34mdraw_wrapper\u001b[39m(artist, renderer, *args, **kwargs):\n\u001b[32m---> \u001b[39m\u001b[32m94\u001b[39m result = \u001b[43mdraw\u001b[49m\u001b[43m(\u001b[49m\u001b[43martist\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mrenderer\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 95\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m renderer._rasterizing:\n\u001b[32m 96\u001b[39m renderer.stop_rasterizing()\n", + "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\papak\\_Study\\DSI\\visualization\\visualization-env\\Lib\\site-packages\\matplotlib\\artist.py:71\u001b[39m, in \u001b[36mallow_rasterization..draw_wrapper\u001b[39m\u001b[34m(artist, renderer)\u001b[39m\n\u001b[32m 68\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m artist.get_agg_filter() \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[32m 69\u001b[39m renderer.start_filter()\n\u001b[32m---> \u001b[39m\u001b[32m71\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mdraw\u001b[49m\u001b[43m(\u001b[49m\u001b[43martist\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mrenderer\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 72\u001b[39m \u001b[38;5;28;01mfinally\u001b[39;00m:\n\u001b[32m 73\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m artist.get_agg_filter() \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n", + "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\papak\\_Study\\DSI\\visualization\\visualization-env\\Lib\\site-packages\\matplotlib\\figure.py:3257\u001b[39m, in \u001b[36mFigure.draw\u001b[39m\u001b[34m(self, renderer)\u001b[39m\n\u001b[32m 3254\u001b[39m \u001b[38;5;66;03m# ValueError can occur when resizing a window.\u001b[39;00m\n\u001b[32m 3256\u001b[39m \u001b[38;5;28mself\u001b[39m.patch.draw(renderer)\n\u001b[32m-> \u001b[39m\u001b[32m3257\u001b[39m \u001b[43mmimage\u001b[49m\u001b[43m.\u001b[49m\u001b[43m_draw_list_compositing_images\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 3258\u001b[39m \u001b[43m \u001b[49m\u001b[43mrenderer\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43martists\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43msuppressComposite\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 3260\u001b[39m renderer.close_group(\u001b[33m'\u001b[39m\u001b[33mfigure\u001b[39m\u001b[33m'\u001b[39m)\n\u001b[32m 3261\u001b[39m \u001b[38;5;28;01mfinally\u001b[39;00m:\n", + "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\papak\\_Study\\DSI\\visualization\\visualization-env\\Lib\\site-packages\\matplotlib\\image.py:134\u001b[39m, in \u001b[36m_draw_list_compositing_images\u001b[39m\u001b[34m(renderer, parent, artists, suppress_composite)\u001b[39m\n\u001b[32m 132\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m not_composite \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m has_images:\n\u001b[32m 133\u001b[39m \u001b[38;5;28;01mfor\u001b[39;00m a \u001b[38;5;129;01min\u001b[39;00m artists:\n\u001b[32m--> \u001b[39m\u001b[32m134\u001b[39m \u001b[43ma\u001b[49m\u001b[43m.\u001b[49m\u001b[43mdraw\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrenderer\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 135\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[32m 136\u001b[39m \u001b[38;5;66;03m# Composite any adjacent images together\u001b[39;00m\n\u001b[32m 137\u001b[39m image_group = []\n", + "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\papak\\_Study\\DSI\\visualization\\visualization-env\\Lib\\site-packages\\matplotlib\\artist.py:71\u001b[39m, in \u001b[36mallow_rasterization..draw_wrapper\u001b[39m\u001b[34m(artist, renderer)\u001b[39m\n\u001b[32m 68\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m artist.get_agg_filter() \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[32m 69\u001b[39m renderer.start_filter()\n\u001b[32m---> \u001b[39m\u001b[32m71\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mdraw\u001b[49m\u001b[43m(\u001b[49m\u001b[43martist\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mrenderer\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 72\u001b[39m \u001b[38;5;28;01mfinally\u001b[39;00m:\n\u001b[32m 73\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m artist.get_agg_filter() \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n", + "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\papak\\_Study\\DSI\\visualization\\visualization-env\\Lib\\site-packages\\mpl_toolkits\\mplot3d\\axes3d.py:445\u001b[39m, in \u001b[36mAxes3D.draw\u001b[39m\u001b[34m(self, renderer)\u001b[39m\n\u001b[32m 441\u001b[39m zorder_offset = \u001b[38;5;28mmax\u001b[39m(axis.get_zorder()\n\u001b[32m 442\u001b[39m \u001b[38;5;28;01mfor\u001b[39;00m axis \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m._axis_map.values()) + \u001b[32m1\u001b[39m\n\u001b[32m 443\u001b[39m collection_zorder = patch_zorder = zorder_offset\n\u001b[32m--> \u001b[39m\u001b[32m445\u001b[39m \u001b[38;5;28;01mfor\u001b[39;00m artist \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28msorted\u001b[39m(collections_and_patches,\n\u001b[32m 446\u001b[39m key=\u001b[38;5;28;01mlambda\u001b[39;00m artist: artist.do_3d_projection(),\n\u001b[32m 447\u001b[39m reverse=\u001b[38;5;28;01mTrue\u001b[39;00m):\n\u001b[32m 448\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(artist, mcoll.Collection):\n\u001b[32m 449\u001b[39m artist.zorder = collection_zorder\n", + "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\papak\\_Study\\DSI\\visualization\\visualization-env\\Lib\\site-packages\\mpl_toolkits\\mplot3d\\axes3d.py:446\u001b[39m, in \u001b[36mAxes3D.draw..\u001b[39m\u001b[34m(artist)\u001b[39m\n\u001b[32m 441\u001b[39m zorder_offset = \u001b[38;5;28mmax\u001b[39m(axis.get_zorder()\n\u001b[32m 442\u001b[39m \u001b[38;5;28;01mfor\u001b[39;00m axis \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mself\u001b[39m._axis_map.values()) + \u001b[32m1\u001b[39m\n\u001b[32m 443\u001b[39m collection_zorder = patch_zorder = zorder_offset\n\u001b[32m 445\u001b[39m \u001b[38;5;28;01mfor\u001b[39;00m artist \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28msorted\u001b[39m(collections_and_patches,\n\u001b[32m--> \u001b[39m\u001b[32m446\u001b[39m key=\u001b[38;5;28;01mlambda\u001b[39;00m artist: \u001b[43martist\u001b[49m\u001b[43m.\u001b[49m\u001b[43mdo_3d_projection\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m,\n\u001b[32m 447\u001b[39m reverse=\u001b[38;5;28;01mTrue\u001b[39;00m):\n\u001b[32m 448\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(artist, mcoll.Collection):\n\u001b[32m 449\u001b[39m artist.zorder = collection_zorder\n", + "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\papak\\_Study\\DSI\\visualization\\visualization-env\\Lib\\site-packages\\mpl_toolkits\\mplot3d\\art3d.py:1161\u001b[39m, in \u001b[36mPoly3DCollection.do_3d_projection\u001b[39m\u001b[34m(self)\u001b[39m\n\u001b[32m 1157\u001b[39m cedge = cedge.repeat(\u001b[38;5;28mlen\u001b[39m(xyzlist), axis=\u001b[32m0\u001b[39m)\n\u001b[32m 1159\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m xyzlist:\n\u001b[32m 1160\u001b[39m \u001b[38;5;66;03m# sort by depth (furthest drawn first)\u001b[39;00m\n\u001b[32m-> \u001b[39m\u001b[32m1161\u001b[39m z_segments_2d = \u001b[38;5;28msorted\u001b[39m(\n\u001b[32m 1162\u001b[39m ((\u001b[38;5;28mself\u001b[39m._zsortfunc(zs.data), np.ma.column_stack([xs, ys]), fc, ec, idx)\n\u001b[32m 1163\u001b[39m \u001b[38;5;28;01mfor\u001b[39;00m idx, ((xs, ys, zs), fc, ec)\n\u001b[32m 1164\u001b[39m \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28menumerate\u001b[39m(\u001b[38;5;28mzip\u001b[39m(xyzlist, cface, cedge))),\n\u001b[32m 1165\u001b[39m key=\u001b[38;5;28;01mlambda\u001b[39;00m x: x[\u001b[32m0\u001b[39m], reverse=\u001b[38;5;28;01mTrue\u001b[39;00m)\n\u001b[32m 1167\u001b[39m _, segments_2d, \u001b[38;5;28mself\u001b[39m._facecolors2d, \u001b[38;5;28mself\u001b[39m._edgecolors2d, idxs = \\\n\u001b[32m 1168\u001b[39m \u001b[38;5;28mzip\u001b[39m(*z_segments_2d)\n\u001b[32m 1169\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m:\n", + "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\papak\\_Study\\DSI\\visualization\\visualization-env\\Lib\\site-packages\\mpl_toolkits\\mplot3d\\art3d.py:1162\u001b[39m, in \u001b[36m\u001b[39m\u001b[34m(.0)\u001b[39m\n\u001b[32m 1157\u001b[39m cedge = cedge.repeat(\u001b[38;5;28mlen\u001b[39m(xyzlist), axis=\u001b[32m0\u001b[39m)\n\u001b[32m 1159\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m xyzlist:\n\u001b[32m 1160\u001b[39m \u001b[38;5;66;03m# sort by depth (furthest drawn first)\u001b[39;00m\n\u001b[32m 1161\u001b[39m z_segments_2d = \u001b[38;5;28msorted\u001b[39m(\n\u001b[32m-> \u001b[39m\u001b[32m1162\u001b[39m ((\u001b[38;5;28mself\u001b[39m._zsortfunc(zs.data), \u001b[43mnp\u001b[49m\u001b[43m.\u001b[49m\u001b[43mma\u001b[49m\u001b[43m.\u001b[49m\u001b[43mcolumn_stack\u001b[49m\u001b[43m(\u001b[49m\u001b[43m[\u001b[49m\u001b[43mxs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mys\u001b[49m\u001b[43m]\u001b[49m\u001b[43m)\u001b[49m, fc, ec, idx)\n\u001b[32m 1163\u001b[39m \u001b[38;5;28;01mfor\u001b[39;00m idx, ((xs, ys, zs), fc, ec)\n\u001b[32m 1164\u001b[39m \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28menumerate\u001b[39m(\u001b[38;5;28mzip\u001b[39m(xyzlist, cface, cedge))),\n\u001b[32m 1165\u001b[39m key=\u001b[38;5;28;01mlambda\u001b[39;00m x: x[\u001b[32m0\u001b[39m], reverse=\u001b[38;5;28;01mTrue\u001b[39;00m)\n\u001b[32m 1167\u001b[39m _, segments_2d, \u001b[38;5;28mself\u001b[39m._facecolors2d, \u001b[38;5;28mself\u001b[39m._edgecolors2d, idxs = \\\n\u001b[32m 1168\u001b[39m \u001b[38;5;28mzip\u001b[39m(*z_segments_2d)\n\u001b[32m 1169\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m:\n", + "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\papak\\_Study\\DSI\\visualization\\visualization-env\\Lib\\site-packages\\numpy\\ma\\extras.py:327\u001b[39m, in \u001b[36m_fromnxfunction_seq.__call__\u001b[39m\u001b[34m(self, x, *args, **params)\u001b[39m\n\u001b[32m 325\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34m__call__\u001b[39m(\u001b[38;5;28mself\u001b[39m, x, *args, **params):\n\u001b[32m 326\u001b[39m func = \u001b[38;5;28mgetattr\u001b[39m(np, \u001b[38;5;28mself\u001b[39m.\u001b[34m__name__\u001b[39m)\n\u001b[32m--> \u001b[39m\u001b[32m327\u001b[39m _d = \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mtuple\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mnp\u001b[49m\u001b[43m.\u001b[49m\u001b[43masarray\u001b[49m\u001b[43m(\u001b[49m\u001b[43ma\u001b[49m\u001b[43m)\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43;01mfor\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43ma\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;129;43;01min\u001b[39;49;00m\u001b[43m \u001b[49m\u001b[43mx\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mparams\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 328\u001b[39m _m = func(\u001b[38;5;28mtuple\u001b[39m(getmaskarray(a) \u001b[38;5;28;01mfor\u001b[39;00m a \u001b[38;5;129;01min\u001b[39;00m x), *args, **params)\n\u001b[32m 329\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m masked_array(_d, mask=_m)\n", + "\u001b[36mFile \u001b[39m\u001b[32mc:\\Users\\papak\\_Study\\DSI\\visualization\\visualization-env\\Lib\\site-packages\\numpy\\lib\\_shape_base_impl.py:668\u001b[39m, in \u001b[36mcolumn_stack\u001b[39m\u001b[34m(tup)\u001b[39m\n\u001b[32m 666\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m arr.ndim < \u001b[32m2\u001b[39m:\n\u001b[32m 667\u001b[39m arr = array(arr, copy=\u001b[38;5;28;01mNone\u001b[39;00m, subok=\u001b[38;5;28;01mTrue\u001b[39;00m, ndmin=\u001b[32m2\u001b[39m).T\n\u001b[32m--> \u001b[39m\u001b[32m668\u001b[39m arrays.append(arr)\n\u001b[32m 669\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m _nx.concatenate(arrays, \u001b[32m1\u001b[39m)\n", + "\u001b[31mKeyboardInterrupt\u001b[39m: " + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Import necessary libraries\n", + "from mpl_toolkits.mplot3d import Axes3D\n", + "import matplotlib.pyplot as plt\n", + "from matplotlib.animation import FuncAnimation\n", + "import pandas as pd\n", + "import seaborn as sns\n", + "\n", + "# Get the data (csv file is hosted on the web)\n", + "url = 'https://raw.githubusercontent.com/holtzy/The-Python-Graph-Gallery/master/static/data/volcano.csv'\n", + "data = pd.read_csv(url)\n", + "\n", + "# Transform it to a long format\n", + "df = data.unstack().reset_index()\n", + "df.columns = [\"X\", \"Y\", \"Z\"]\n", + "\n", + "# Transform the old column name in something numeric\n", + "df['X'] = pd.Categorical(df['X'])\n", + "df['X'] = df['X'].cat.codes\n", + "\n", + "# Create the plot\n", + "fig, ax = plt.subplots(subplot_kw={\"projection\": \"3d\"})\n", + "\n", + "def update(frame):\n", + " ax.clear()\n", + " trisurf = ax.plot_trisurf(df['Y'], df['X'], df['Z'], cmap=plt.cm.viridis, linewidth=0.2)\n", + " ax.view_init(30, 70+frame)\n", + " return fig,\n", + "\n", + "import os\n", + "\n", + "ani = FuncAnimation(fig, update, frames=range(0, 180))\n", + "\n", + "# Create the directory if it doesn't exist\n", + "output_dir = '../../static/animations'\n", + "os.makedirs(output_dir, exist_ok=True)\n", + "\n", + "ani.save(os.path.join(output_dir, 'volcano.gif'), fps=30)" + ] + }, + { + "cell_type": "markdown", + "id": "778d1dcc", + "metadata": {}, + "source": [ + "Activity - Python Graph Gallery : Bubble map with Python and Basemap" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "92535042", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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\n", + "
" + ], + "text/plain": [ + " homelon homelat homecontinent n\n", + "0 -178.12 -14.29 Australia 10\n", + "1 -172.10 -13.76 NaN 2" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Libraries\n", + "import pandas as pd\n", + "\n", + "# read the data (on the web)\n", + "data = pd.read_csv('https://raw.githubusercontent.com/holtzy/The-Python-Graph-Gallery/master/static/data/TweetSurfData.csv', sep=\";\")\n", + "\n", + "# Check the first 2 rows\n", + "data.head(2)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "a150c61a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Basemap library\n", + "#%pip install basemap-data basemap\n", + "from mpl_toolkits.basemap import Basemap\n", + "import matplotlib.pyplot as plt\n", + " \n", + "# Set the dimension of the figure\n", + "plt.rcParams[\"figure.figsize\"]=15,10;\n", + "\n", + "# Make the background map\n", + "m=Basemap(llcrnrlon=-180, llcrnrlat=-65, urcrnrlon=180, urcrnrlat=80, projection='merc');\n", + "m.drawmapboundary(fill_color='#A6CAE0', linewidth=0);\n", + "m.fillcontinents(color='grey', alpha=0.3);\n", + "m.drawcoastlines(linewidth=0.1, color=\"white\");\n" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "affbccb1", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Make the background map\n", + "m=Basemap(llcrnrlon=-180, llcrnrlat=-65, urcrnrlon=180, urcrnrlat=80)\n", + "m.drawmapboundary(fill_color='#A6CAE0', linewidth=0)\n", + "m.fillcontinents(color='grey', alpha=0.3)\n", + "m.drawcoastlines(linewidth=0.1, color=\"white\")\n", + "\n", + "# prepare a color for each point depending on the continent.\n", + "data['labels_enc'] = pd.factorize(data['homecontinent'])[0]\n", + " \n", + "# Add a point per position\n", + "m.scatter(\n", + " x=data['homelon'], \n", + " y=data['homelat'], \n", + " s=data['n']/6, \n", + " alpha=0.4, \n", + " c=data['labels_enc'], \n", + " cmap=\"Set1\"\n", + ")\n", + " \n", + "# copyright and source data info\n", + "plt.text( -175, -62,'Where people talk about #Surf\\n\\nData collected on twitter by @R_Graph_Gallery during 300 days\\nPlot realized with Python and the Basemap library', ha='left', va='bottom', size=9, color='#555555' );" + ] + }, + { + "cell_type": "markdown", + "id": "47e3dd8e", + "metadata": {}, + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "visualization-env (3.11.0)", + "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": "3.11.0" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From e92f3c1b3f4d3c3c0f84405fad15c8c622a41761 Mon Sep 17 00:00:00 2001 From: Kerensa Wong Date: Thu, 12 Feb 2026 20:15:30 -0500 Subject: [PATCH 3/4] Class 3 file uploaded --- .../participation/assignment1_Class3.ipynb | 1203 +++++++++++++++++ 1 file changed, 1203 insertions(+) create mode 100644 02_activities/assignments/participation/assignment1_Class3.ipynb diff --git a/02_activities/assignments/participation/assignment1_Class3.ipynb b/02_activities/assignments/participation/assignment1_Class3.ipynb new file mode 100644 index 000000000..1f4765744 --- /dev/null +++ b/02_activities/assignments/participation/assignment1_Class3.ipynb @@ -0,0 +1,1203 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": null, + "id": "7293ffa7", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import scipy\n", + "import PIL #library for image processing, called Pillow\n", + "import requests" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "ac509102", + "metadata": {}, + "outputs": [], + "source": [ + "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": 8, + "id": "12b507f9", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# make a line plot of y1 and y2 against x\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.set_xlabel('x values')\n", + "#ax.set_ylabel('y values')\n", + "ax.legend(loc = 'lower right')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6ccb4c4c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# change the legend to have a frame, be in the upper left, have 2 columns, a shadow and a font size of 12\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.set_xlabel('x values')\n", + "#ax.set_ylabel('y values')\n", + "ax.legend(loc = 'lower right', \n", + " frameon = True, \n", + " fontsize = 12,\n", + " ncol = 2,shadow = True)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "7b53ef0b", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# change the legend to be in the upper left and outside of the plot\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.set_xlabel('x values')\n", + "#ax.set_ylabel('y values')\n", + "ax.legend(loc = 'upper left',\n", + " bbox_to_anchor = (1,1))\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "ff84c93f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# change the legend to be in the lower left and outside of the plot\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.set_xlabel('x values')\n", + "#ax.set_ylabel('y values')\n", + "ax.legend(loc = 'lower left',\n", + " bbox_to_anchor = (1,1))\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "2afc5c3d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(10, 95, 'This value is important!')" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5,3))\n", + "ax.scatter(x, y=y1, label='Person 1')\n", + "ax.scatter(x, y=y2, label='Person 2')\n", + "ax.legend(loc = 'lower right')\n", + "ax.text(10,95, \"This value is important!\")" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "0dfdb0f2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(10, 95, 'This value is important!')" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5,3))\n", + "ax.scatter(x, y=y1, label='Person 1')\n", + "ax.scatter(x, y=y2, label='Person 2')\n", + "ax.legend(loc = 'lower right')\n", + "ax.text(10,95, \"This value is important!\",\n", + " ha = 'center', \n", + " color = 'red',\n", + " size = 20)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "dfff3898", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(20, 94, 'This value is important!')" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5,3))\n", + "ax.scatter(x, y=y1, label='Person 1')\n", + "ax.scatter(x, y=y2, label='Person 2')\n", + "ax.legend(loc = 'lower right')\n", + "ax.annotate(\"This value is important!\",\n", + " xy=(10,95), # point to annotate\n", + " xytext=(20,94), # position of text\n", + " arrowprops=dict(facecolor='hotpink', arrowstyle='wedge'))" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "56cc692b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.2, 0.2, '. Figure:(0.2, 0.2)')" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "ax.axis([0, 10, 0, 10]) #x axiss = 0 to 10, y axis = 0 to 10\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(0.2,0.2,\". Figure:(0.2, 0.2)\", transform=fig.transFigure)" + ] + }, + { + "cell_type": "markdown", + "id": "066df1a9", + "metadata": {}, + "source": [ + "Remove tick marks and labels" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f4467311", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5,3))\n", + "ax.scatter(x, y1)\n", + "\n", + "ax.yaxis.set_major_locator(plt.NullLocator()) #removes all ticks on y axis\n", + "ax.xaxis.set_major_formatter(plt.NullFormatter()) #removes all labels on x axis" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "cfc84c69", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5,3))\n", + "ax.scatter(x, y1)\n", + "ax.xaxis.set_major_locator(plt.MaxNLocator(3)) #max 3 ticks on x axis" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "667010be", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5,3))\n", + "ax.scatter(x, y1)\n", + "ax.xaxis.set_major_locator(plt.MultipleLocator(5)) #ticks every 5 units on x axis" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "768af5b1", + "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": 42, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5,3))\n", + "ax.scatter(x, y1)\n", + "\n", + "plt.xticks(rotation = 45, ha = 'right',fontsize = 12, font = \"serif\") #rotate x axis labels by 45 degrees" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "66360234", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Shiny New X Axis')" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Modify axis title fonts be \"Shiny New X Axis\"\n", + "fig, ax = plt.subplots(figsize=(5,3))\n", + "ax.scatter(x, y1)\n", + "\n", + "plt.xticks(rotation = 45, ha = 'right',fontsize = 12, font = \"serif\") \n", + "font1 = {'family': 'serif', 'color': 'indigo'}\n", + "plt.xlabel(\"Shiny New X Axis\", fontsize = 18,fontdict=font1)" + ] + }, + { + "cell_type": "markdown", + "id": "67c5a5e5", + "metadata": {}, + "source": [ + "Styles" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "id": "3777d324", + "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": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "plt.style.available" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "id": "222b862e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.style.use('fivethirtyeight')\n", + "\n", + "fig, ax = plt.subplots(figsize=(5,3))\n", + "ax.plot(x,y1)" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "id": "b0af1e19", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.style.use('classic')\n", + "fig, ax = plt.subplots(figsize=(5,3))\n", + "ax.plot(x,y1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2f0c823b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.style.use('default') # otherwise, the style will be the last one used, which is \"classic\" in this case\n", + "fig, ax = plt.subplots(figsize=(5,3))\n", + "ax.plot(x,y1)" + ] + }, + { + "cell_type": "markdown", + "id": "b31dacbe", + "metadata": {}, + "source": [ + "Subplots" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "id": "6e70fa54", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import scipy\n", + "import PIL #library for image processing, called Pillow\n", + "import requests\n", + "\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])\n" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "id": "ca972eee", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, (ax1, ax2) = plt.subplots(ncols=2, #number of columns\n", + " nrows = 1, #number of rows\n", + " figsize = (7,3)) #size of the figure\n", + "ax1.scatter(x1,y1)\n", + "ax2.bar(x2,y2)" + ] + }, + { + "cell_type": "markdown", + "id": "71646e94", + "metadata": {}, + "source": [ + "Activity_Customize the Plot" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "id": "0d8a076a", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\papak\\AppData\\Local\\Temp\\ipykernel_9604\\1679502076.py:6: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", + " ax1.set_xticklabels(x1, rotation=45)\n", + "C:\\Users\\papak\\AppData\\Local\\Temp\\ipykernel_9604\\1679502076.py:8: UserWarning: set_ticklabels() should only be used with a fixed number of ticks, i.e. after set_ticks() or using a FixedLocator.\n", + " ax2.set_xticklabels(x2, rotation=45)\n" + ] + }, + { + "data": { + "text/plain": [ + "[Text(0, 0, 'Luffy'),\n", + " Text(1, 0, 'Zoro'),\n", + " Text(2, 0, 'Nami'),\n", + " Text(3, 0, 'Usopp'),\n", + " Text(4, 0, 'Sanji')]" + ] + }, + "execution_count": 70, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# change scatter plot with * and in pale pink color, rotate x axis labels by 45 degrees, change bar plot to have light blue bars with black edges\n", + "fig, (ax1, ax2) = plt.subplots(ncols=2, #number of columns\n", + " nrows = 1, #number of rows\n", + " figsize = (7,3)) #size of the figure\n", + "ax1.scatter(x1,y1, marker='*', color='pink')\n", + "ax1.set_xticklabels(x1, rotation=45)\n", + "ax2.bar(x2,y2, color='lightblue', edgecolor='black')\n", + "ax2.set_xticklabels(x2, rotation=45)" + ] + }, + { + "cell_type": "markdown", + "id": "91fdf927", + "metadata": {}, + "source": [ + "Demonstration" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "id": "ebeb364b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0, 0.5, 'Measure')" + ] + }, + "execution_count": 71, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, (ax1, ax2) = plt.subplots(ncols=2, #number of columns\n", + " nrows = 1, #number of rows\n", + " figsize = (9,3)) #size of the figure\n", + "\n", + "font1 = {'family': 'serif', 'size': 10, 'color': 'indigo'}\n", + "font2 = {'family': 'serif', 'size': 14, 'color': 'darkblue'}\n", + "\n", + "\n", + "ax1.scatter(x1,y1, marker='o', color='red')\n", + "ax2.bar(x2,y2, color='darkgreen')\n", + "\n", + "ax1.set_title(\"Scatter Plot\", fontdict=font2)\n", + "#ax2.set_title(\"Bar Plot\", fontdict=font2)\n", + "ax1.set_xlabel(\"Time\", fontdict=font1)\n", + "ax1.set_ylabel(\"Measure\", fontdict=font1)" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "id": "3b8c6c68", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 72, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, someaxes = plt.subplot_mosaic([['ax1', 'ax3'], ['ax2', 'ax3']], figsize=(7,4))\n", + "someaxes[\"ax1\"].scatter(x1,y1)\n", + "someaxes[\"ax2\"].bar(x2,y2)\n", + "someaxes[\"ax3\"].plot(x1,y1, color='purple')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "405973f1", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Label 2: 2 Fast 2 Furious')" + ] + }, + "execution_count": 75, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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87LhVgaJBaMeGVGB9bT0d2neIgpYKlB4rqVwxwYYVKx/xe1BwUJbBK1hFZPbv308jR46k0047jf75z39S+/btRdDUunVr7TH33HMP3X///fT0009T79696eabb6YxY8bQF198Qbm5qePDcyQVWBXgwCrvRyVK77FCACXVHzwGgUte2zzRhBPd16U3y0+43UJ44cDKJ+TYm4hJw8p4KgpUpWQDhGSXIYyw7yi9ufvuu6l79+60YMEC7TYET6padd9999FNN91E5513nrjtmWeeoY4dO9KLL75Il156qS+BQvHaYuo2ohtlZPh/EhD4VGCjeR0BE9SoeCNupKoFAzsCK6QDOx7bkQKTCuR2C6GDU4E+EG/sTbyGlQiITrr7bfrp46vpukVrxV9ct9M9PNllYJgw8vLLL9OQIUPooosuog4dOtDxxx9Pjz/+uHb/xo0bqbi4WKT/JIWFhTRs2DBatWqV4WtWVVVRWVlZ1MVJ/vXbf9GTI5+kL//xJQWBoJvXo1KBUrEy6cSe0SxDC1qC1n1d62PF7RZCBwdWPpDM2BunBjy7MXrHS69WOvjCGOf5/vvv6eGHH6YjjzyS3njjDbrmmmvo2muvFWk/gKAKQKFSwXV5n57Zs2eL4EteoIg5Semmhg7n3y77loJAKD1WulSgWhEoVUCt5UJAellxKjC8cCrQBxIde+PkgGenR+946dVKJ18Y4yz19fVCsbrrrrvEdShW69evp0ceeYQmTpyY0GvOnDmTZsyYoV2HYuVkcCWDly3vbaEgEBbFKisvK65iJQMvUNA5WL2s1M7rmc0bNBAOrMKB64rVnDlzxBnB9ddfr91WWVlJU6ZMEVU5BQUFdOGFF9LOnTspXUh07I2TKpOTo3ecUtGs4OV7MakHKv369WsY+SPp27cvbd68Wfy/U6dO4q9+f4Tr8j49OTk51KpVq6iLG56hPV/toYN7D5LfBF2xkn2sVI+Vvt2CqlhJAqdYced1y6BFxtbVWw3baqRcYPXRRx/Ro48+SgMGDIi6ffr06fTKK6/QkiVLaOXKlbR9+3YaP348pQuJjr1xUmWyuwxmqTc3vFpevheTXqAicMOGDVG3ff3119SzZ0/NyI4Aavny5VEK1AcffEAjRowgvxtebl21lfwm8OZ1Kx4rZQCzJGjd1zkVaA1Upr5w2Qs0f8R8emP6G5TSqcADBw7QhAkThDH0zjvv1G4vLS2l+fPn08KFC2nUqFHiNlTo4Kxx9erVNHz4cEp1Em1Y6aTKZGcZYqXeCvOaW1bRrFTjefleTPqBk7oTTzxRpAIvvvhi+vDDD+mxxx4TFyDVdeyz4MOS7Ra6dOlC559/vi/LrAYvW97fQkeNO4r8JCypwFgeK3UAcxhSgRxYGXNo/yFafMFi+mHlD+J66Q8NfsSUVayQ6hs7dmxUdQ1Ys2YN1dTURN3ep08f6tGjh2nVTSqSSMNKpwc8W1mGeKm3t74wNvQmoqJ5+V5MejJ06FBaunQpPf/889S/f3+64447RHsFnARKbrjhBpo2bRpdffXV4vE4SVy2bJlvPazU2XdB8FkFPRVoxWMVKxWIPlZBgFOBsSnZVCKqZWVQFaS+aq4oVosWLaJPPvlEpAL1oLKmefPmVFRUZLnqBuXMuEicLmcOS8NKN0azxFoGK2b5pWu3OaKiefleTHozbtw4cTEDqtXtt98uLkFADV62fbhNHFzlgdYNij8rplZdW5k2yQy8YqX0sZKBld57Y2Rel+0WEDjiNdBg1C/QwFSmgDkV2JTta7bTwrELqWJnBbXs2pIG/3IwvTPrncCsH8cVqy1bttB1111Hzz33nGNneG6XMwd97I3bo1nMlsGKWX5fRQ21Qclykiqal+8VdLiVBGPmsUIgg2ahbrH367306PGP0uLxi42XpbI26uAV9FRgvAahqmKVU5gj5gsGIR0o1SrAilVTXpjwggiqOg7oSL9Y/QvqMqSLuL2uqi41FSuk+nbt2kWDBg3Sbqurq6N///vf9OCDD4reMdXV1VRSUhKlWsWqunG7nDlseDWaxWpK7fzjutCC9zYlpaJ5+V5BhltJMGYKTKfjOomgavN7m6nrCV1deS8RtEUaKhDjGdfDEFhJxQoH3Pq6espslmmqWEGphGqFFBMCq9a9fxxz5Je/CoEegioOrKIp2Vgi/l78wsXUqlsrcUIQpFSg44rV6aefTuvWraO1a9dqF/SNgYdB/j87Ozuq6gZVOih3Nqu6cbucOR2UrkSwmlJDkJesiublewVVjeJWEoweBANy8G7v0xtG72x9373KwP0b94u/GO2CEvZYacAgKQQqtQdrf5wVqAROqmplVBUYpMpAWREItQpwYBVNXU1dlOIolcagrB/HFauWLVsKU6hKfn6+6Fklb580aZJQoNq0aSOCJBhFEVSlQ0VgmJBmeRzYjZJRGY0BjVTLklHRvHyvIKpR+DxONX9lUgdVEUJgterPq4RihZmGbswNhFoDEFRBncprnWdqXNcvXxA9Vlm5WQ0/nkiDSiUDFZkKVKsCg9TLSqYC4a8CHFhFn2zIHWVmdmb0+glIoO9L5/W5c+dSZmamaAwKUzomxz/00EN+LAoTA7tm+WQGHHv5Xn4Qb+D19aOP5FYSTEx/Vc+f9BQHEhz0EQC5kaqSKRZwcM/BJoGVXrEKeioQwSf+IqiKUqwaU4GqxypILRfUVgugWTYHVhKp4KrrJSsnK7VTgUa88847oqRZAlP7vHnzaN++fVRRUUEvvPCCqb+K8Rc3zPJBeC8vsdLYFL4xK3ArifRCBi4IqJoXNKfOgzpr/azcQB9Yhd1jpf41CqzMUoF+t1zgVGD8NGCUYpXqqUAm9fDKLO/1e3mFlYrHEqVXUSy4lUR6oaW1Gkv/u5/YnbZ9sE30sxowIXqiRbIg/Vfyw4+BFXxWesKmWElV6uDug1EtF4yqAlXFqqK4gvyEU4H2FCtOBTKhxMvUW9jSfE6pTEV52VR6qCaux4xJH2TgIrxCCKxGdqfVc1e7olgh/aUemIwUq1B4rJQGoYkqVoFLBXJgZahYZTTLSN9UIMOkM1ZVpqtGNlR96bW5VGklwSTusZJBAhQrsGvdLi1d5LRxXWI08FmmAvPa5oViCLP6Vx1rY6ZYtezS0CR01+e7aOPbGykIcwIBB1ZNFSukAWUBh0wFRuoiDeZ2n+HAimFcxuoooqmjjnDdY8bNR8OZCpSKFfosFfUuEmm7rau3utJqIabHqjEVWNCxIDweKzkv0Kjdgq4qsPPxnanXab1EcPbsWc/SZ3/9jPweZwM4sGqqWMk0oPi/MokgCOuIU4EM4zJ2Kh7d9Jhx89HwIQMXdbwKVCuYzJEOPPzMw11TrIw8VjIViJTZ7i92hyOwMhhrY5YKzMjMoAmvT6AXr3yRPl/8Ob14xYtisO9P/vATV9pbxEsFsmIVW7GSyFQgQDrbz3FEgBUrhvEAOxWPbjR/5eajqZEKlD4rNwYyy4rA/I75cRUr+ZigBVbo76UFVo0HV6OxNmapQKkOXrjwQjrxhhPF9RU3r6BXJr8i5vd5XhXosscK62HrB1vFegsLddVNFSs1yApC8MmKFcN4hF8Vj1YGXHPz0XCY10GPkT3EX6QC1TEtTilWXYd2pa9f/TqmYhXUwEo138fyWJkpVqpydcbdZ1BRzyL657R/0qfzPxUB7fFXHU+emtddTgW+Mf0N+uTxT2jCPyfQEWcdQWFKBWYqwRTURKwjrJ8gGNhZsWKYFBtFlEi7B9l8lAl2uwXQ/pj2QsmoPlAtTOxOK1adh3SO77FqrJ4LSnm7RFWltKpAnccK6kwsxUpl6K+G0pBrhoj/m81PDHO7BaQ5gZy1F6ZUYDNFsYrqZRWAbZIDK4ZJcay2e+DmowFOBSqKFRSqbsO7if9jvI0TQPkq3dxwkO0ypEvcqsCgmtdl8AQ1Qx549R4rscyN8q2ZYmXU28pIwQt7uwWp/ugbv4ZNsVJ9VkFIBXJgxTApjtV2D9x8NMCpQMVjBbqd2M3Rgczl28qFhwgHq47HdvxxELPOe6Oa19XlswJea9uH24TS5hZ6f5WRYqWqWvqqQCPy2jS0lji071DKdV6Xr6dv/BpKxap5w3VOBTIME5h2D9x8NMDtFnSBlfRZOaVYyVYLhT0KKb9Dg38KgZbaK0sOZtZ7rKwanzet2ERPDHuCXp/yOnkxgFmi91jJv0gdWfGn+RJYxUgFOmk0l0GKvvFrGBWrZpwKZBjG63YPgJuPht+8DroO6yoM1vDIlG0rc8y4jsHOeC+p8qg+K6E0NR7TZSoQwZbVarmd63ZGvZcbGPWn0lcFWvVXSVq0beF5YGWWCsT6RxNMp4OUMAVW9SaKFacCGYbxFC8GXHPzURe7iOv68iBF1HFAQ8rOifE20riO5qNRwYTiK5LpIhzkc4t+3I6spgPlmBg3UzVGgZV+pE28ikBTxcojjxWCVZku1acCnQ4cwpgKrDNTrAKUCuR2CwyTJnDz0fB3XldB+X/x2mIRWB1z0TFJvY9UkYp6NQZW7VoIM7uqWMk0YE5hTtTyILCSAUAsDuw44HqqRj8n0CgVaFex8joVqHrQ9KlAGQxZ8YbZUX/CZF6vd7AqEC1LyreXU8eBHanN4c5ZIdJOseKzaiad4eajqWFeV+cGOtEoVK9YyVmAamWgVDWgViENqSkEAVKs9HMCDc3rdhUrZS6iDHS98FdhwLAMYN1qgKlVBaaAYpWVQCrwg/s/oL9d+Dfa8PIGR5cxrRQrPqtmGGfh5qP+pALVDuzFnxaLoCEZFcNIsQKqYiV9OLmN6WQoBKIho9XASipWLnpgYqUCpVJlV7FqXtCcMrMyhZcM6cDsbtmedV2XY3TwF4EE1Bo3UoGp4LFqlkAqUAbZVrcFq6SNYhX2s2pW2pggws1Hve9jJUEFX8suLcUBf9tH25JSAMq2lmnmdVWlifJYKalAdZnsKlZepAJjmdfNBjCbgaDGy3Sgvuu6xI2WC2FMBdbJIcxKejTRVKAMsq2ql1ZJC8Uq7GfVrLQxQYWbj/qXCsQBH6rVF0u+EOnAXqf0Sug9yraUCcM0AiXZRsFIsVJTgXYDKwR/FbsrvDOv58Vvt2DnYIpAs2JXhSeBlb7VggSBBJbdjVQgghF8j0YBfBiGMCeaCtQUqwJWrNLqrDrsShuT2nDzUe9H2hj6rJKoDJQ9rJAGlKkno6pAmS7SK1ZWFAIEJfLM1lXFSpr9W2SZeqzspgKBVKyMutG7PYDZTcVKfa2wqFZ1UrFyIBUoCwU4FZhGZ9XxlDaA+zktyPgFNx/1p4+V3meFwAqqkxP+KjcUK5kG9LPdAgIqNNdMSLFK8VRgmAzs9SaKVZBSgWkRWIX1rDrMSluqw563Brj5qEceK4NUIOh0XCdxX+X+StqzYY8jFYGmVYGN+yJpXrcTWJXvKNf+jwOfk93DrXqssMPEeydyMPUysIqVCnQysMJ3INWfMBnY6+IoVgmlAh1WrIKfUHXwrBrpM6Ofc0Zjo8SgnVWHVWnzCwQ3bvRoCoLnzavPlkzzUf06wW+KfYDu9bGSB5euJ3SlH1b+IHxW7fu2d02x0qoCk1SspOqgNx+7FVipQSmCqkQOpkZm/rCnAkUHd+WAGJZUYH0cxcpWKlCmhR32WGWl01k1PEk4FEVCclYdVqXND7wKdqTnTR+gS8+bU13Mw1a84Gbz0XRGBi1mHivpsxKB1ftbaNAvBjmiWMnASg5ihvdKpooSqQrUB1Y4+LkRWBm1p0DwKVsVIPCyWxXoVyrQbcVKVavClAqsi9fHymIqEKnzRNLCVkiLVGBYR3qwf8Ufg7/Z9+iH5y1MxQtuNB91mltvvVUECeqlT58+2v2VlZU0ZcoUatu2LRUUFNCFF15IO3c2zLgLYiowymeVYKNQ1bwukeZ1HMSlwVffx8pWYNXYw0riloHdLGjSWi5U1ATeYyVTgW57rFR/VZhSgfVx+lhZXT9qs1dOBabRSI+wKm1hbqUR63sszGtu2fOGwCLd24QElWOOOYbeeust7XpW1o+7wenTp9Nrr71GS5YsocLCQpo6dSqNHz+e3nvvvUCa10H3EQ2B1d6v94rUnVSbrL6+DHpkDysZmCCYQ2CH18RB3inzupsGdrPACtex/Lg/kapAoypJt6gu80ixqk4txaqZzVSgDLCBUyOC0k6xCutIDy+UtjDjpME/3vf41hfFrnjezBQyLl5wBwRSnTp10i7t2rUTt5eWltL8+fPp3nvvpVGjRtHgwYNpwYIF9P7779Pq1asD2W5Bqint+rZLqO1CyQ8lmnojfURmwUQyDUL1gZXXipXacsENxaq+rp62rNpie+QN1CnMe9Tf5oXHqkkq0AePVc3BGtr6wVZbFa3y8+sVK7t9rKQSi20FI5oCHVjNnj2bhg4dSi1btqQOHTrQ+eefTxs2RM/hCZrcngxepIcQPL174yh6fvJw+sulx4m/uJ7uQZWTBn8r3+PStdsc97whmDvp7rfpp4+vpusWrRV/cR23c/GCO3zzzTfUpUsXOuyww2jChAm0efNmcfuaNWuopqaGRo8erT0WacIePXrQqlWrTF+vqqqKysrKoi5OHfiEwTiOYqX2s9r24baEjOtQq2QPKzMDe1KK1Q5vFCuz1KnaciGZPlZmgdW6hevoyROfpHduecfW8i67fhk9evyjtPbptZ63W9CnAv1QrN684U2aP3w+ff3q18mb1+X6sRi0u9VqQSyb0y+4cuVKETThDO/NN98UO6ozzzyTKioauu5Kuf2VV14Rcjsev337diG3hxGvVIUw+FfCbPC38j3uq6ihNvnNHfO8xVPINu358TcTCy5esM6wYcPoqaeeomXLltHDDz9MGzdupJ/85CdUXl5OxcXF1Lx5cyoq+tFrBDp27Cjui3UyibShvHTv3hDkJIsasMTyWIGCzgUJqQ5GxnWjlgsI8mTQos4K1C+nETC/+61YqWNtEu28Hiuw2rVul/i74xN72Yl9XzccF9668S2tGlD+9ToV6IfHqqRx+0MaO+l2Czb7WLnVasEVjxV2WCrYiUG5wtngySefrMntCxcuFHI7gNzet29fEYwNHz6cwgSrCqnRSsPq93P+cV1owXubkva8WfFPPf/hZurUKpd2loWrTUiQOfvss7X/DxgwQARaPXv2pL/97W+UlxedCrPKzJkzacaMGdp1KFZOBFcykLGiWNmtiIrVasFIsVIPujJFZVWxggIjA54W7VvQwd0HffFYifsrapJSrPBZjQZel28rjwoUrCKXpWJnBf1n9n9o9OzR8VOBuhReouhfx4/AqqYxdXpo/yHPR9q41WpBLBu5DAIp0KZNm4Tldrekdifglgip0aDS6vcDo7gTnjcrCllxWRX99IQe4jo333QHqFNHHXUUffvtt8JvVV1dTSUl0QdH2BRwnxk5OTnUqlWrqIsTyIAFZ+L6NJ2eRLpOW1Ws4LGSaSIchDKzMqMDqzhBklSroMDIAMVXj1UC7RbUz22kWpVtazgmlW4uFX4ru8sLVt+7mvZ/vz+tUoG1jScPdt47XlWg1aBd81iFIRWoUl9fT9dffz2NHDmS+vfvL25LRG53S2p3Am6J4D9OGPztfI9OeN6sKmS92rWw/Nm4G7x9Dhw4QN999x117txZmNWzs7Np+fLl2v3wh8KDNWLEiEAa15M96ErzelHP2IqV3rhuR7GSgVVBpwJNVXBdsdKtM9VjlUgqEIFtrHRg+fZybdi0VK8sLW/jsrTq1kp8d/Ac+ZUK9MW8fqjh81eVVDlWFZiSqUAVeK3Wr19P7777blKv45bU7gTcEiE1WmnY/R6l580LpRPvE++zhaGJaBD4zW9+Q+eee65I/8Hbecstt1CzZs3opz/9qThpmzRpktjXQGGH8jRt2jQRVPlhUdCM2HHSgOIxCQYsMv2jrwjUVwXqjevqctVV1lkaZ4PASgZhbihWYg7godiKFdQguQx2D6hQ25Cy0w9ixvuqwRT6ghX2KLQVCJ5575n0j0v/QV/+40vtPs+rAkOuWGUlmAoMlWKF/i+vvvoqrVixgrp166bdnojc7pbU7hRhaomQyqpGsgb/WN/jvJ8dL/pY+dX8NdZnC1MTUb/ZunWrCKKOPvpouvjii0VlMryd7ds3jIKZO3cujRs3TlQqwxOKfdILL7zgbw+rOMb1qLN1mwfdWGkxI4+VNK4noli17NzSVcUKB1xZRWnmsVJH9Ng9oJpVBmLdqCk96Vuzc3DHWKLBvxwcdZ9nqcCMcHms6swUK5upQE2xKgiBYoXoHWd5S5cupXfeeYd69+4ddb8qt2Pn5bfcnk4jPVjVSOx73F9RTXe8Fszmr9xE1B6LFi2KeX9ubi7NmzdPXPwmoVSgTSVIO2s3CKzUqkD9OBtbgVVjq4X8Tvma2uOGYqUGN2aBVcWuxkrbDGtKoJXASqYBJVYN7PBiyfUA9ey0208TbRtEgJPRNPBzKxUIZVIEz2VVop+U0z2dYiG3HUc8VjZTgaHyWCH99+yzz4qqP/Sygm8Kl0OHGjZGVW6HmgUz+1VXXeWb3O4kQW6JwKpGYt9j6aFqmrIwuM1f/WoimsrKZ1DwIhUogxGjtJiRx8ooFRgUxUp+FgQGejVDfj5UJMrr8QoCrHZfl8Z1u4qVPhDE+j7lllM0ZVC/fG6lAlGpCRBUyWAjyKnAunizAu1WBYbBY4XeMODUU0+Nuh0tFa688kpNbs/MzBSKFSr+xowZQw899JDTi8I0wqpGcNdbskqnH+0+WPlMjVQgDqTa0GKjVKCBxypZ83qi1YtWUP1V+qBEU6x2VyQ8wiS3Ta6jipUaWMnv+IQpJ1DpD6XUvl9DatqLVCC8XHJINQJovbfLTWoav7PK/d5XBYYuFRiPIMnt6YAdVQNKDQKKIKc0g7reEiUZI7zX7T6k8qn/lUsFL2iewjAjDzpWFKtEUoHq+BWjdIhUrNR5ggkpVo3PRRNTLxQro6BJfj6pWCWS/jFNBTYa19v1aUd7vtpjW7FSA0F8j2fdd5bh491SrPC6UMiEMllSSYXdrRnvnXj/SKMnDtsQLla2dXW5k0oFumheT6shzOmKHVWD1YhwNX91qkGqFVj59BYZsFjxWCUSsESlogzeAwccHLxwIN//3f6kzeuuK1axAiudYpVI+ideKrD7yO4isCrbWiYO/npFpcny2mz7IAOJ+mrrfbKsztxDwKxvBOs2tUoDXAC1rCC3YYKAFw1Caw64124h7YYwpyNW1YpNew6yDyskzV+lx+nV/26nS4d600SUh0J7i9ncO6dSgfLAjtc3MixDRZGq1b7v9iWUCkRfJxnMqIGVm4qV0fqSB0+tatBBxerA9obAsfOgzmKdIMVatiV+E2u7jUrdSgUiQJHfq5e9rGp0A6ut+qxMR9rYbRDKihXjtqrRsVWOGKHCaoQ/apAdjFTFosadc4miQnRyWGkMg4KXSrieCrRwYEdlIDxEMlCISgXmxA+sRBVehCijWUOQlujoHSvE8ouZzQ50IrCSihWafGI0EFQr9LJqfVhrR83TrqYCG79XL3tZ1eoVK4s+K9MhzIk2CA2Dx4oJDqpXCqrGfW99bVraj9Epc9/6xnU/UZgIYvNXM49T6cEacdv00UdSr3b5rnjjgqzgpbt5PZFUoJUDu1SsoMIkkgqUacD8DvmU2SzTE8UqlsfK7LoV1PYTRh6rll1aaoGVFQO7XcVKBhJOt1uA8tOssOF78TQVWFnrqGKlpgLh9Y5X9RmqqsAgkc4mbLuqRlWttbx9uqkRsiWCfl06rQY55XFa9NEWMV7Hje08qApeqqIpMFb6WCWSCrRwYJeBlcTQvB4jSJJd19FqQTzHRcXKisfK7LpdxUoeuNGLSmsn0bWlNnPRioFd81gFIBUol8FLxaomwVSgqWKlmNnxGL253cs+VikbWKWzCTsRVQN+HSukoxoRlOavXlUphknBSwvFyq1UoAXztH7UjV2PlWpcF8vphWJlZMQ3GXFjB3WANIJevCZG3Iimms0yhCoHxQrYUqxsmtddTQWW+pgKLEnSY9W4bYnXrqqNG1i5OSswJc3r6dwM06qqMW5Al6gmpjxMOvjNX4PgcQrT+KaU8VjZTAVaaXmTsGJlkAqEOgDlJl6rBXU53e5jpUd/8EzkYAovjlRJpM9K9rBC4IhUpx3FKlbXeyPc6ryumte9TAXW6BQrq2NtrChWVtaRlgpkj1V80r0kPFFVg9WI4BMUj1NQFLxUx07nde1sPdJQ+ZaRleHIgV22GIiVCpSBUmaLTMuKlZupwKwWWa4oVkj9qYOYYVbXjOtdG+bXSsUK5nWry+uXeV1ttBkI83pJcooVAlsoh9j+rWxfoRpp4zfpXhKejKrBakSwCZKqGAQFL9Wx08dKPVu33HnawoFdVaxw0FIPQmpgZZYO1AdWfjcIlSSa/tFXBqrGddC6d2tNqYvX30trd2EQCHqZCoTyI5VIPxWrSquBlaK06bG6fennNDpNyilWQUiXhFnVYDUiuLCqmF7Y6WMlDyhAHDDyyRHztOqx0s+vy8z6USEwDax0qUC/GoSKIFD50SSqUjQJrBpTgTCui/vb5onXxrot+aGE2h3dLu7y+tZuoTrc7RaaGTRgxfaF9RpvHcltH7BiFaJ0SZhVDVYjgguriumDnT5WIshp/J1a7jxtwTytKlaqcd2qgd1LxSpWFSUCQjXgSlSl0Hdf1ytWeB+pWsXzWfntsVIDlLA0CI1EIqLprJliZbWIQ657/Gas/L4o3RWrdC8JZ1Uj9WFVMT2wkwqUBxUxc81mKtCqx0o1rktwUMLZv1FghYOg1oqgsd1CItWLVon3eXC73RYH8RQr6bGSipX0We1avytuZWDtwdpAVAWqqUBPFavKWs08Dr+TlfeWQZWZYmU1cFf9VfH6XSVCZqoGFl6M+AgqrGqkPqwqpj52zOtuDaFVFSvVuG5Fsaour9aCnfyO+Qn323IqsFJVqkTTP7ltcg1TgdK8DmRlYDwDu98jbYxSgX7MCmzZqPZZCqwaVTZTxcri9uVmq4WUVKy8auoY9OajrGowTPp0Xk/kwGvlwN68ZXORZoRSYDcVKNUqvIY8gPllXtffnmwqUHZf16cC1crA0k2lgR5pY5QKFP4kCwOknUwFFnQuoL1f77XksZIqm6nHymYq0I1WCykbWLkdWISl+ahUNRiGCR9aXyaLqUC7QYuVs3Y5iBlBkl3FSt913W3zejyzv6pSJWter9xXKYIQqbJEpQJDolip/aDUNC9UK33/Mjeobfy+pP8O6zLeKJp4ipXV34CV5rjJkHKpQLfTJencfJRhmNRJBVo9sMvKQEPFKsaBTG9cj/f4MChWqsdKpgFxcM5p9eO60bqvxzGv+z3SRk0FQpWUQYZXBvYaRbECUEXldxhXscpo6FuVaCpQeqzcSgWmdGDldfNRgPvxOIZhmECnAi2etUv1wsy8ri6rYWDVeOBMVLHCa29dvdW0u3sigVXCipUyiFkzrndpGaWyyKrAg7sPagfwmMubgHndand9O402vW65UNt44pDfPl+07bDy3rFaLSSSCmTFKgCke/NRhmGC2W4hoVSgRcUKBz5VrbEcWO1wRrF657Z3aP6I+bR+0XrnzOsOVAUaGddlgCKDFPSycrrdgr46LlH0o2G8bhJaq6Ru81o3pljj+KzUSkYjtJFJVs3rLnmsOLCyQbo3H2UYxhugSNhut5BoVWCcA/uw64ZRv4v6Ub//aai29lqx2v9dg1dp//f7k/KkOZ4KNDCuS6wMY060QahT6UA1FQi87mVVo3xfVtWyuIqVxSHfdgsH7JKy5nU3SPfmowzDeIM46DVme9yuCox3cOlxUg9xMcILxUqqC/H8N3FTgQ6Y12VVIALDvd/sbWJcVw3sxWuLY/qsEvVYad+xhe76gU4FVv6oWFl9b22ZlXWRUCrQxTmBgBWrkM5qYxgmdVHHfbiWCkyyWaZlxUoJrKSiAOUhYtGLKtWFpAOrxtuRRkq0nQAOxDINtWvdLvPAKs4wZiiSdj1WMJg7qVgFJRWYDcWqdWN/sP0N/cGsLnOyqUAOrAIANx9lGMYLtEAlw/zs3LGqwCQOLs1ym9kKrKJmGtpU1mIFVlAy5EE3nmKVTPoHJnWZDkR3ddNUYO/YqUB8RzKwtBrY4r2drAxskgosyvFUsaqRHsJEFKs45nXLqUD2WAUD7mrOMIyXxnWrIzfcaBCaqGIFRUY20VR7IsngLxFlTY6AiavwmfWxavycyaoUMh2IzvJG5nUrLRfUINHO+nc0sNKnAuVYG488VrVKOxG7HiszxcrqyUXNAe68Hji4qznDMG5i17huNxWIA7OsLEvm4GIWWMHDEqlrUGRkxVcTn5BNk30sxUod6GuWOpWfM9mDqb460kix0gYxmyhW8rPYTUs6GVjpgxRpXvcqFViTgHk9rmJltY+Vy+0WOLBKEO5qzoRtzFGqLXcqE6+LeLKpwEQVE6uBlSybxzKpn0Gms3Dgs6tYxQysFPXNTOHTFKskPq/VwEoqVggUcNF3rU+0Ks3NVKBffayykAps9FjFa7cQV7GymApM2VmB8+bNoz/+8Y9UXFxMAwcOpAceeIBOOOEEvxaHYdJizFGqLHeqY7eHld2DrjywwxBt1cNlJ7CSJmSoVfpAB8EWltFRxcri3EOgdklPNrBq0b6F4fqDdwcp0IN7DopeVp2KOtleXr9SgWFWrLKked3nWYG+eKwWL15MM2bMoFtuuYU++eQTEViNGTOGdu1qMAMyTJgI65ijsC63U8yZM0cc9K+//nrttsrKSpoyZQq1bduWCgoK6MILL6SdO3eGIhVotYePU/4qNbDSH8jQ5wlIJSLRlCUM3lLZkAfDWJ8nlsJ3xJgj6NifHUsn3nAiJYPsvm6mVqlBl7ounKjIdDMV6KtiVeSwx8riSJuUqgq89957afLkyXTVVVdRv3796JFHHqEWLVrQk08+6cfiMEzajTkK63I7xUcffUSPPvooDRgwIOr26dOn0yuvvEJLliyhlStX0vbt22n8+PGBnxNo52zdyXJzLUgySQWq/qqEUpaKdyqWYqWV7scIVKBUjX9uPB019ihySrEyMq5LNDO4QbCQaEWmq1WBHjYIjega4NrtvJ7sSBu3U4GeB1bV1dW0Zs0aGj169I8LkZkprq9atcrwOVVVVVRWVhZ1YZggENYxR2Fdbic4cOAATZgwgR5//HFq3brBZAxKS0tp/vz54sRv1KhRNHjwYFqwYAG9//77tHr1ak+XUS1Fd+Og67RiZZYKTFaxkgdAdZnd/Dx2A6uCLj+2ktAjVRij1JrdcTaepAJjLK/T1Ct9zGy1W2j83PH6WKVdu4U9e/ZQXV0ddezYMep2XIffyojZs2dTYWGhdunevbtHS8swqTnmKKzL7QRI9Y0dOzbq5A7ghK+mpibq9j59+lCPHj1MT/rcOvFzOxXo1EiPeOZ1o/mCdhQrNf0XmMCqrTXFKpYCZHecjSepQEVhc2LIs1Ul0o2RNtwg1AIzZ84UZ5PysmXLFr8XiWFCPeYorMudLIsWLRK+Tpys6cGJXfPmzamoqKGiy8pJn1snfkmlAoOgWO1LD8XKqOt6k8DKKBUYAI+VWSoQbTjUvmBuUCtfP6MhsNMCq9LKmB354w1htjvSJmVSge3ataNmzZo1MYTieqdO0ZUTkpycHGrVqlXUhWGCQFjHHIV1uZMBJ2TXXXcdPffcc5SbmxvoEz91jppVrB5UnBpnY7Uq0CnFCgdjs4NuvAHMrgVWMczrsVJrgfBY6VKBSItlNLZZcdvAXqN8Xygg0dpRRIiqyqoSVqysBO1qD7eUUaxwRgjvwvLly7Xb6uvrxfURI0Z4vTgMk5ZjjsK63MmAVB8qjwcNGkRZWVniAoP6/fffL/4PZQoe0JKSEssnfW6d+CUSKCTSxypp83qcVKCTipXR+/ihWMnO68mY1/32WNXX1WtVKlL9QYDjlYG9VtenDduR3JZiBXVxFSsLqUA1WE8ZxQqg1QKMo08//TR9+eWXdM0111BFRYWoEmSYsBHWMUdhXe5EOf3002ndunW0du1a7TJkyBBhZJf/z87Ojjrp27BhA23evNnzkz554JGz+MKWCnTDYxUrHWil3YJTRLVb6BpOxUp9vtqHy6uWCzUGJw5W3juux8qCaiuDddH1PokeboFrEHrJJZfQ7t27adasWcK7cNxxx9GyZcuaGNoZJiyEdcxRWJc7EVq2bEn9+/ePui0/P1/0rJK3T5o0SZz4tWnTRihP06ZNE0HV8OHDPV3WhMzrFrtOOznSI57HyigVaEux0gVSpoGVLJ93qcpLBSrHKbeeItJJ+e3zEzOv++yxkgGKPkjxqklorcFkAQRWGNydjGJlZdty218lloN8YurUqeKSCLJigdsuMEHjmPbZ4gIqDpRTWAjKcsvftNtVSWbMnTtXtH9BY1BU+6Fx8UMPPRSOzuuJpAJ9aLdgazkrrAVW2sHSg8AKnHrLqXEfY6WPlV9VgTJA0Qcpqonc6xOH3MZtRW47bjUIdXtOYGhnBZaXN+z4ue0Cw6Qm+I2jws5t3nnnnajrMLVj3BYufpKUed1KKtChBolxU4FJKlZWU4Fud9JOBEupwAQVK1VxSgT5fJjVM5tlWqpkdLtPW66FVKATDUK9UDdDGVh16dJFVN5A2jcbuKmeASMAw+O5mtB9eH17RyquayhVCKrwG09ntE7iNlKBiaTY3Bhpg8o9eXB0WrEyG2vjZSrQKm60W8hsnumox0qv/HieCsy1F1jFU6zSPhWYDJDqu3XrZus53KbBW3h9e0eqrWsvlKqgk0gfq0QCFic9VgiKcaJbVV6ltUWI1W7BDcUqSIFVVG+mxnUTGPO6ifKTU+StYpVtkAqMNdYmrmIVkFRgKBqEMgzDpBOupwIdUqzkgUx9X2lcx7IbBYaJzDTUL3coAqtG9Qcqiz5V6nu7BRPlR/OFedxuwSnFKiipQA6sGIZhAkYi5vVEvEtOeazE+zYGD7H8VXYVK6tVgV6kd+wiDtyNIpU+WPDdvK7rui6xOi+wbGsZ7f16r+ftFuqkYmXSJsFSKtChbT+tAys077vlllvEX8Z9eH17B6/r1CWZWYFeVgWqBzi5zLEqAl1TrFweqpsIMIabeZb8brdgmgq0aF6ff+J8evT4R2N2SXdTsUoqFehBoUNaBFa33norH3w8gte3d/C6Tl2MDjxuVAUmG1jBN6SvDIzVHFRdzlT3WMUKVPz2WMVLBcZSrKA2lW0pE58BypVTVYF5jQpnLI+V1VRgpC7S0F3ehwHMYvlce2WGYRgmkKlAp0baiPfVBVaxmoMmarKXB9IwtVuI1RfKb49VvFRgLNVIfr/g4J6DzvWxKkq+3YL8DcTavrxQNzmwYhiGCRhhSQUaBlYOpgLlQVB2OA9C53U7mKYCE/VYZXuUCoxhXlcVpYN7DwbLvJ7TtJjCrR5useDAimEYJhXaLcjmkbX1WrsDLwy8ZqlAs8DKlnm98SDYon0L08AKB1B5EA1cYGUQLCBFJYPKwFUFWlGs9ievWNUYKLJOKFaZWT9+HrPtiz1WDMMwaYiRByUeUWmQOAdeLxQrs1Sg04qV6sMKUlWgmQKkfga/hzDrU4HyO6sur44ae2OqWCWaCjxkPtIGgY/Ze8dTrOD5i6fcsmLlABhN0atXLzGqYtiwYfThhx/6vUihZ/bs2TR06FDR+b5Dhw50/vnn04YNG6IeU1lZSVOmTBEDbgsKCsTstZ07d/q2zKnCnDlzxM7j+uuv127jdZ16JJMKjKcGQc3SDmwueKzimtctVG7pgxCpWNUerDVVIHCwNSvDD5J5Xa10tKNIelEVqKqMZsqR6rE6tNd8rp/tVGBj2jSWeT6eYhUVuJusI/ZYJcnixYvFpHqUpH/yySc0cOBAMVR1165dfi9aqFm5cqU4kK9evZrefPNNqqmpoTPPPJMqKiq0x0yfPp1eeeUVWrJkiXj89u3bafz48b4ud9j56KOP6NFHH6UBAwZE3c7rOrVA4CPPtm2lApWDTawDr1TDXFOs9lnzWNlKBbZrYTrSJqj+KrO+UKpaGG8km9epQMwNlMtsFjQ5mQrMVk4ckMaT36FZUGc2isdO1SlXBSbJvffeS5MnT6arrrqK+vXrR4888gi1aNGCnnzySb8XLdQsW7aMrrzySjrmmGNEsPrUU0/R5s2bac2aNeL+0tJSmj9/vlj/o0aNosGDB9OCBQvo/fffF8EYY58DBw7QhAkT6PHHH6fWrVtrt/O6Tj3UA4KdVKAYqNt4wLHSedquImZ1XqDVBqF2UoGxPFZBbbVgZl5PpiLT7VSgqjSqypRZKtBJxUoNxtXgzU4fKyuKqBfNZFM2sKqurhYH+tGjR0fNGMT1VatW+bpsqQYO7qBNmzbiL9Y7VCx13ffp04d69OjB6z5BoBCOHTs2ap0CXtephzzoJJIqsqIGyQM7DmoIxvyqCoynWCHtIw+kMT1WAey6HsuQnWirBS9SgSCvbezAygnFqtYk1R3PwC6XO5ZiFc/D58WswFAOYbbCnj17qK6ujjp27Bh1O65/9dVXvi1XqlFfXy/8PiNHjqT+/fuL24qLi6l58+ZUVFTUZN3jPsYeixYtEqlspAL18LpOPWSaJKNZRswz80QPvE6P9EjYYxVHsVKVtZiKVQC7rlsxryey/t1OBarfm1krBSfaLdSYFGfEC6wsKVYWU4Fubi8pG1gx3ikp69evp3fffdfvRUlJtmzZQtddd53wsqEAg0l9EjGu2wlanKwIVN8Ty41WAvKgGK8qMJ5iJQMmBJjygBvWVKCRed1XxSqJVKAjDUIPuadYxU0F8qzAxGnXrh01a9asSXUUrnfq1Mm35Uolpk6dSq+++iqtWLGCunXrpt2O9YtUbElJSdTjed3bB6k+FFsMGjSIsrKyxAUG9fvvv1/8H8oUr+vUIpEeVomkAp1KhaiKleolitfHKq5ipSg78iAYK7AKWtf1uOb1/ICmAm14rBAAoW+aU5MF8uKMtbGiWMVKBUYiEe5jlQxIj8DIu3z58qi0Fa6PGDHC12ULO9g4EVQtXbqU3n77berdu3fU/Vjv2dnZUese7RhgcOd1b4/TTz+d1q1bR2vXrtUuQ4YMEUZ2+X9e16mpWNkxrts58Do1J9AosJL+Gxy04o0diadYqdVbclmNAqsgVwUapQKD4LGKmQqUHisLVYEUMTeaJ2JezynKSV6xipEKFL+txt65nApMELRamDhxojj4nHDCCXTfffeJlgCoEmSSS/8tXLiQXnrpJdHLSnp5CgsLKS8vT/ydNGmSWP8wtLdq1YqmTZsmDvTDhw/3e/FDBdav9K5J8vPzRc8qeTuv69TCqBQ9yKlANbCKVxFodRn1AUiswCrQqUCpWJVViTYaKBYIgsfKqapA8bi9h7TigmS38VwnPFYxUoFRFbEObf9pF1hdcskltHv3bpo1a5Y4+B933HGiVYDe0M7Y4+GHHxZ/Tz311KjbUeaPNgxg7ty5ogoTzSqrqqpE/7CHHnrIl+VNdXhdpxbJpALjGXfdNq9rA5hNjOuJKFZYTpm2QVACxVzt/xTowEo2vYwQVZVXieuB8FjFUH5iBVZY9/J2fO/4zu36rCKRiKlipaUCHVCsjAJ3ua1g2dGzyy1SOrACSFnhwjgHfhjxgNEaXe9xYZzlnXfeibrO6zq1SCYVGK/rtNuKVbxWC6qiEKmLCLO72QFOLYuXyyqeU1MfpbQE2WOFdYPPi4M8ggURWAXAYxVL+WnRtoVpYIWgUHqq2hzRhnat32W7MrBOCXhMFSsHPFZGgbsXrRZS2mPFMAwTRsyMvY6lAh3uPG03FRg109DCcgrFSgkC9enAILdbMGoSGgSPlaVUoIHHSgbO6JJe2KNQ/N+uYlXbeOKQSLuFZKsCvfLjcWDFMAyTKu0WLKQCg6JYxVtOVV2AQoGDuXq7pOZAcM3rRgb2ZNa//H6h3FjJHDidClR7lMkxQ3a7r9fE6NPmZB8rw1SgB60WAAdWDMMwAcLMf+JUKtDpdIg60iZec1AgAqRGi5QVk708CJoZ2IPced0oWJCDpJNJBapBRiLEClDkdwfDvQzAJGrgnNcuLzHF6pD5iUO8kTZam4gYw7a1vmpGqUCP0sYcWDEMw6RTKtBNxSrOAGYA47mlflu6lKVpYJWGqcBk04GxUoHqd9ekAlAWJ7TO07xYdj1WNTG271iKFRQ6eOwsj7SJlQpkxYphGCZ9cKKPlZWAxY2qQCseK6sBoD4AiatYBTWw0gULTrRbSDawitXHCsUEcpn16UD5/SL40lKBew45psg2b1wn2C5Q2GC0zI6kAl3eVkJZFYhGn9u3bxc9ftSyW4Zhwg3OSsvLy6lLly6ihUQ6klS7hTjjPILgsRLPycmiKqpyRrEKeGDVxGOVRLsF+JJEGjWSpGIVo/O6TAciENQHVvL7xf2ykWiiipVRKlANtvA7UL9TNS1pxbxutG05XbiRUoEVgqru3bv7vRgMw7g4I1Edk5ROJNMgNNY4D7dG2qizAuVrO6lYWfVYBbHdghpYyVRgMusfQgIUGaw3t1KBAEHT/u/3NwmajBSrRD1WWQaKlbrN43egBlZWFatYqUCvtpVQBlZQquTOF52mGYZJDcrKysRJk/yNpyNhHmkjD1yxzOviOQ56rII80sYoFZiMxwo4EVjFSgXGqgw09FjZDKxqYpw4oDO9+HzVdVoAZlux4lRgYsj0H4IqDqwYJvVwK8WPqQG4bNq0SVw/5phjxGSGs88+W1yvrKykX//617Ro0aKoLvZeTmtwIhUY5HYL6nLaqgpUuq8bDdUNi3k9GY+VU72srKQCrXqscFusRq92TxxwOz6bDMD0wSDSobH2D7G2LTavMwzDOAzSi3PmzKE1a9bQxx9/TKNGjaLzzjuPPv/8c3H/9OnT6ZVXXqElS5bQypUrhe1g/PjxoeljZSUV6NZIGwQ41eXVllKBTilWOADLTuBhabeQrGLoSGBlIRUIYnqsGoMvzEA06ztlt92CeruZYhUrDRg3FehR5/VQKlYMwzCJcO6550Zd/7//+z+hYK1evVoEXfPnzxcDxhFwyfmXffv2Ffd7NdTaiVmBfpjXK3ZXNAkm3PZYRQ3VDbjHqkmD0Hz/AivLqUBd80+16hPLkdMqR/S7wuNkatByuwUTxUr7nnWKlfy8sdKA8SpjtWayrFgxDMM4T11dnUj5VVRU0IgRI4SKVVNTQ6NHj9Ye06dPH+rRowetWrXK9HWQMoQ3TL0kQ7wDT1BH2qBSDeBgK7ukO6JYxWi3INOA+NzxlAy/kEEmUoEidemAx8qvVKA+1atVBtrwWdXGOXGQ271esbLSdT3eb4A9Vkzo6fW71yhobJoz1u9FYHxm3bp1IpCCn6qgoICWLl1K/fr1o7Vr11Lz5s2pqKgo6vHwVxUXF5u+3uzZs+m2224LVCrQD4+VJJ6/ynYfK30qUFGpgt51XfVYIV0mPm9jAOpnYOWEeR3AZ1WyscRWy4WaeIpVnnGRgpU5gVYbhHLndYZhGAc5+uijRRD1wQcf0DXXXEMTJ06kL774IuHXmzlzJpWWlmoXVCsHNRWoKiZOe6wk8fxVdhWrWKnAoBvX9alAdc5hkD1WMq2npgKx7UgvlQyeE6kMrI3jsZIBl5l5Pa5iFSMV6FUgzooVwzBpBVSpI444Qvx/8ODB9NFHH9Ff/vIXuuSSS6i6uppKSkqiVKudO3dSp06dTF8vJydHXALRbiGOEiSG9zaOBQm6YqX3IhkGVgEfZ6OmAhFQyMAEqkuiqUu/UoEoTJDbjrw/kUHMNRYVKzPzelyPlYVUICtWDMMwLk9ygE8KQVZ2djYtX75cu2/Dhg20efNmkToMw6zAeEpQlGLilMeq8T3tKFbxRu8YKWuhVaxa/Rh0H9hxIGnFxK9UoPRXIXCRwU8yHqtslxQrS7MC2WPFMAzjDEjboWcVDOkYnYMKwHfeeYfeeOMNKiwspEmTJtGMGTOoTZs2okfetGnTRFDlVUWglQNPMgddGZTAXO6U2Vtt6ghy2ySvWAnVTnqRYilWAe+6DtDfqXnL5kLxKd9enrRa6GW7BVT8QSnCtqL3VwGt+7oNj1VtHEVWrpuEFatYqUCH0+BmcGDFMEzasGvXLrriiitox44dIpAaMGCACKrOOOMMcf/cuXPFjMILL7wwqkGol7iZCnR6nI0E6po8WDvhsYpqoxCjKjDoXddVA3tUYJXE+vciFai2y0CLhfwO+VHNQZv0u7IxiLnWbY9VrFQgj7RhGIZxFvSpikVubi7NmzdPXPzCzVSg0+NstPfNzRLqhlMeK6ks4HGyo3dYU4GagX0rBUaxipcKxDpHcCUHMSOwUpuDJqNY1bjssTJLBaKRqXxN7mPFMAyTRiTTbsFqKtDpA4sMlJxWrNTlNBppE4ZUoKoAycDKb49VvFSgkc9KbQ4qSaYqMCtOHyt9u4VkqwLV13M7EOfAimEYJiBg5po8gLiRCky2OaUZ6kEy3gBmW8upBExhVqxkLytpXvdbsbIyHkYzpjeqUUZzIJOpCsyOM9KmSed1u1WBuvWjFW5kJPbbsgMHVgzDMAFBTX8k08fKVAlyuDmo0bJaSQXGVawMlLWwtlswUqz89ljFSwUaKVbyr1FgheALlZy2FKs8dzqvm83L1NTNFtmuDXmXcGDFMAwTsDRgsh4r01SgS52noxQrK+0W4pnsDZbT0LwuZ78FPLCSTUKD4LGCKgq/kfpaiaYCpaqF/lYY2eOkYlWbZFUg1o8a7HlZ6MCBFcMwTECQBx0cPKRp25WqwIAoVmbBgVFZfFhH2kTNC2w0+DsSWDUGGnaRyo/VVKBM82mBlZLqxfcoAxWrPqvaOIqV2RBmTbGKEQzq/X7qZ/VyW+GqQIZJIXg+Y7hJpoeVlVSgW318nPZYGVUvyv8jGKuvrRe9uMKSCpSKlcTPVKAakNlKBRp4rMTj2uaJoAXpwDZHtEm6OMMsFWjFF6ZvWIvfgVxfFbsrxN8W7RvSl27CihXDMExASKaHlV4JMvK8SMUqq0WWO4FVxo9GbSvLGS8ANEoFqmpG2MzrEj9Tgerz7KQCjRqERvmsLCpWNVaHMJsoVlZTgfrAXRYOFHQqILfhwIphGCYgJNPDKioNEiGh6lhpY+AEcnkRQKATu1OKlbqc6jqRAWLY2i1I/Gy3oKXHMhr6VZmhH8Rs1CBUfZztVGCuvXYLVhUrbH9QM/Xr6EAxB1YMwzBph1OpQLOgxW2PlRV/lZ2qQDVgQiWX3sAeFsWqSSowifUvFZtkU4HxAhSzVKA+1Wun5UIkEombCjQzr1tVrNTAXd2+ync0FA4UdObAimEYJm3QfCw6hcMqqr/EcAitiyNtrFYEJtrHSlzXBVahGWmj+z6d8FjVVzdVJJ1qDqoPrFBFiC7sRt+xnUHMtWrVa5x2C4n2sYpS9ZTtq6K4wWPFihXDMEwaIQ9OUgWwC1IgMhVnpAa5OdLGqnE90c7rIKyKVZA8VlaVHzWwEtWMjZa9JqlAG2NtahUVKlHFysrwcKOq08CmAmfPnk1Dhw6lli1bUocOHej888+nDRs2RD2msrKSpkyZQm3btqWCggIxzHTnzp1Rj9m8eTONHTuWWrRoIV7nt7/9LdXWGv/AGIZh0gWZTpEqQCIYna27PdLGbiowkT5W6nV8DqSVwtJuQZ8K9NNjZTkV2LgNIqiq2FWhqUmqKmp3EHONbCeSlan5oKy2W5CfN9lUYMvOLSlQgdXKlStF0LR69Wp68803qaamhs4880yqqGhY6WD69On0yiuv0JIlS8Tjt2/fTuPHj9fur6urE0FVdXU1vf/++/T000/TU089RbNmzXL2kzEMw6SZYhVrpIebI21kwGM1ILRcFahbTlWxQlAmG12GLhUYgKrAeKlAdZn3fbfPVJFMRLHKilH1mmy7BaOTCwThXipWtkpPli1bFnUdAREUpzVr1tDJJ59MpaWlYnr8woULadSoUeIxCxYsoL59+4pgbPjw4fSvf/2LvvjiC3rrrbeoY8eOdNxxx9Edd9xBN954I916663UvHmwfyAMwzBBVqwQtFRRlXEq0CXz+rE/O5Z2f76bBl892NLjE6kK1AdWUq0KQ1WgGKPSLEN0KPe7j5XVVCAqBhFcwVu1/7v9ph46O1WBtRYGjMv7RL+yunqtctGOeV2fCkQ6Uz4/v2M+BdpjhUAKtGnT0BQMARZUrNGjR2uP6dOnD/Xo0YNWrVolruPvscceK4IqyZgxY6isrIw+//zzZBaHYRgm1DiiWMVKBbo00qbtkW3por9dRJ2P72zp8Yn0sTILrJCGTKRLvZegolFVgHxVrGwoPzLAl4qVUarXTlVgTZweVvr7VNXKlmKlSwVKtQqKmz6V6QYJb4319fV0/fXX08iRI6l///7ituLiYqE4FRUVRT0WQRTuk49Rgyp5v7zPiKqqKhF4qReGYZhUQ6ZTpArgdCrQLcXKrdE7popVxY+BVdDTgEYG9jCkAtXU3/5vzRUrtSow3iDm2jg9rPRqluqzstVuQXdy4WUaMKnACl6r9evX06JFi8htYJovLCzULt27d3f9PRmGYcKoWMVSg9waaZPMMhp2iDczr6uKVUjG2RgZ2IPQINRKgCIDq33fxlCsGk8C0JC2uvzH9GwiA5gBqlq10UyKYpVMVaDWdd2DHlYJB1ZTp06lV199lVasWEHdunXTbu/UqZMwpZeUlEQ9HlWBuE8+Rl8lKK/Lx+iZOXOmSDvKy5YtWxJZbIZhmEDjVVVgUBQrsw7xZgGgUSowLIFVGFOBMmjav3G/qXkdn0Wm7+L5rGotmNfla+oVq0T6WOlTgYFUrHBmgaBq6dKl9Pbbb1Pv3r2j7h88eDBlZ2fT8uXLtdvQjgHtFUaMGCGu4++6deto165d2mNQYdiqVSvq16+f4fvm5OSI+9ULwzBMKgGjrmwQ6lZVoFseq6QamdrwghkFVn5/loRSgfnhSAXmtsmN+o7M2mlYrQyssaBYmVUG2lGs9KlmL7uugyy76T9U/L300kuil5X0RCE9l5eXJ/5OmjSJZsyYIQztCICmTZsmgilUBAK0Z0AAdfnll9M999wjXuOmm24Sr40AimEYJh0Rs9gas2JWG23aSQWiNYFWlRUUxapxOfWqk5V2C2Hput5EscpIfBakncCqYncFlW8vp04DOyWdCtSum3TWh7JVtqXMOcUqLznFSp8K9LLrum3F6uGHHxapuFNPPZU6d+6sXRYvXqw9Zu7cuTRu3DjRGBQtGJDee+GFF7T7mzVrJtKI+IuA67LLLqMrrriCbr/9dmc/GcMwTIiQByV4caycldtNBaoHKb89VqjiQ/sBo+WEcidvS6VUoPRYidYLGfEHVScbWC0+fzE9etyjmj8qoapAXWAVT7GKVxlYa6HdgiOKlc+pQFthczzHP8jNzaV58+aJixk9e/ak119/3c5bMwzDpEdFYBJpwFipQKnwgGQUE6eAqoAASa+sSR9YvM7rYem6rlesklULrQRWCJ62fbhN80e1OaKhJZLdVKC+OtVMSbU6L7DGQruFKMXqYIIeK5NUoBdd10Gwm38wDMOkW0VgEq0WYqUCVeO6nCcYxJYLWgBokDIz9FgVZIdKsUo2ELQSWEGlkkUB+ko9V1KBFj1WtRZTgUaDmBPyWMmqwCCb1xmGYRh3kGmUpBUrkwOvW+NsnA4A1YpAfcoszO0WpHndC8Vq9xe7tf9XlVe5ngq0rVjlWlOsjBqE2q0KRPpR+Bc5sGIYhkkv5EEpmVYLMZWggLRasKpYGVXOGXqsQpIKlEFK85bNPQ2s9IqVnWHG+m0xrmK125piFc9jZdRuQVOsLKQwNfN6VR0d2HlAe57VIeHJ4n+inWEYhnHOY6Uz7gat1YIdxUpPVFXggXBVBR42+jAxU7HfRcZthex+v0j1odLTKK2758s92v/VmYp2AxSrilWrbg0tkFAZ6ITHysi8nshIGwSRahowmaIBO3BgxTAMk4qKVXXIFSuD5YwaaROyVCCWc/xz45N+HTUgQrBhNPvOSirQimKlNjXF8psFNa17t45qJJqsYhXLY2U3Feh113XAgVXA6fW71yhobJoz1u9FYJiUwymPlZoGCeI4m3jKmtkA5rC3W3CKqMCqumlghXYVe77aEzcVaEX5QVsMBFeVJZUx02hFvYq0VGB1RbXpNma3j1WiilVUKtBj4zpgjxXDMEwKVQXGTQUGRLEyCwDNBjCHvfO6G4GV2kJDUrKxJGqdJpMKVBVUM38VQPAl1a2STdEj7ZLpY6W2W7ClWCmqrdZ1nQMrhmEYdwa6Dx06VEyO6NChA51//vli7JZKZWWlmATRtm1bKigoEM2O9fNNA10VaJIKlONyvDLwWl1OO16wMHdedwqoSLIv1Y5Pd8RMAxoqVjZSgarPKt52I1Wrko0lzvWxMui8bqdBaJRi5WEqkAMrhmHShpUrV4qgafXq1WJGaU1NjRizVVHRMPICTJ8+nV555RVasmSJePz27dtp/PjkvTFeeazMlCBNEUsycHOKRFKWamAlvUPpFliB7iO7i79b3t/S5L7dXzYEVrKzvd5jZacflBpYxRuzVNS7KL5idSjxzut2qhnVkTaax8pDxYo9VgzDpA3Lli2Luv7UU08J5WrNmjViBBdGds2fP1/MRB01apR4zIIFC6hv374iGJMzT50G1V2H9jncx0oXsEhFLNnALQiKlRooBsUz5iXdT+xOnz39GW15r2lgteeLBn9VxwEdqfjTYnOPlcVUoExNW1Ws9scwsFvuY9X4PSc7hBnbFvxhgFOBDMMwHoBACmBoPECABRVr9OjR2mP69OlDPXr0oFWrVhm+RlVVFZWVlUVd7IKdP4IrRzxWJqnAsClW8QKrqlJWrLZ9sE1LkelTgV2HdTX0WNlOBbbLs7RdSsWqdFPDb8rPIcxGqUCvxtkADqwYhklL6uvr6frrr6eRI0dS//79xW3FxcXUvHlzKipqOEhIOnbsKO4z820VFhZql+7dGw56ifSwQvNIq0qC3f5QmocrycDNM8XKwGQPf5F8niQdA6v2fdsLszhSojv/+6P/D8G5TAV2PaGrI6nAQb8YRP3+px8dd9VxjilW2S4PYVZ/A1wVyDAM4xHwWq1fv54WLVqU1OvMnDlTKF/ysmVL0/SMVxWBsVKBQVOs4nWIN0vx6QOudAys0BS024hu4v9qOrB0S6kITKHqdD6+s7gt2VRgx2M70kVLLhLBXCxkL6sSCx4r1xWrxm0L/ioZkOV3zCev4MCKYZi0Y+rUqfTqq6/SihUrqFu3hgMU6NSpE1VXV1NJSfTBAVWBuM+InJwcatWqVdTFLk4GPaapwEZVLCgeK9Nh0XE6xOsDq6C0jwiCgV12XG97VFvNE2WmWFlNBVpFKlaV+yupsrTB15SsYiWDbPTmooZMua2qwLJtZZrx3qiRqltwYMUwTNoQiUREULV06VJ6++23qXfv3lH3Dx48mLKzs2n58uXabWjHsHnzZhoxYoRry+WksdwoYMHnDotiFa+RqRpI4f9GI13SxcCuV6ykv6p9v/aU0zJHW7+qD8tO2wI7QDmU21aJiWol+1jZbRAqg0G7VYGRuojnaUDx/p6+G8MwjM/pP1T8vfTSS6KXlfRNwRuVl5cn/k6aNIlmzJghDO1Qn6ZNmyaCKrcqAh1XrAxSgTAwy4NTUDxWTihW6ZgGlMBDhZYKZVvLqHRzKRX2KIwKrNR1g+9fNvi0mwq0q1od3HNQ9LLqNDBa4YX/S26TdkfaqIGhnapAiZc9rAArVgzDpA0PP/yw8EGdeuqp1LlzZ+2yePFi7TFz586lcePGicagaMGAFOALL7zg6nI5maYzSgXKwA0HrKCkzhxRrNKs67oK1k+n4zpFpQNlYNWubzsROMngSfVZuZUKjNfLqrZRrbKkWLVITrHSB42sWDEMw7gEUmLxyM3NpXnz5omLVzipWBkpQUGrCNQ3cVRhxcqez2rHmh20+b3NdMwlx0QpVrLKFN+92nLBrVSgGljtN6gMVI3ocftY6czrqmKVmWU9FShhxYphGCbNcDLwMUoFBs1fZUWxMlPWOLBq6rPa+v5W0VYAvb3gOYN5XV0/qoHd7VSgWS8rqT5BcULbDDvtFjSVLSuTMjIy7KcCPVasOLBiGIbxGberAoNWERjTY2Wj3UK6B1Y9RvYQf4s/K6ZtH24T/8ccQblupYHdq1SgbLmwP4ZiFc9fpT4G2zAqAu02NfU7FciBFcMwjM84NYDZLGAJk2JlKxWYhuNsVFp1a0WturcS1W9rF6yNSgPKVGATxcrNVKAcxLyppEna3WoPK/1j8Dy7TU31qUAvu64DDqwYhmF8xqkBzGapwKDNCYzVFiKueV0JuNJdsVJVq69f/Vr8bdevnXafplipHisXU4GFPQsb3q+8Wpt9mYxiJZ9nW7HiVCDDMEz6InpM7XU5FRgSxQrLLHsPWVGssgvStypQ0u3Ehga3cr1FKVaNgadXqUAERAWNQYy+MlDOdrSiWMEnpo08SkCx4lQgwzBMGoMDjjwoOmler6+t1wY7B7kqUFWsZBrQsnk9zVOBqmIlUUfPeJ0KjGq5sDE6sNq0cpP4K1tExEOtDNSW2aLKJioHGz3ueI7sQu8VHFgxDMP4iFSroNDEK0O36y+RQUtYFCuZBoSaYnbgZ/N6NB0HdPxR3csgatenXZPAyqtUoN5npfLtP78Vf484+wiygloZaFdlQ+Wg/B1ArbJSSegkHFgxDMP4iJMDmPX+EnkQDUtVYLyKQMCBVVN1ptuwblpQo64fr6sCzXpZle8op+JPG6YcHDHmiMQVKxsqmwwcve5hBTiwYhiGSZGKQP3BR6pBYVGsMMA3XsDEgZX5QGbVX2Xax8rtVGCvpr2svl3WoFZ1GdqF8jvku65YqduX1/4qwJ3XGYZhUqQiUBp/cQDCwQhqUNQA5oB7rDa9E9+HwyNtmnLCtBNo//f7xV8VLRVY7l0qsLVBLyu7acAoxepgjZiJaDcYVFOBXsOBFcMwjI84WRGoHlSqa6rFQRQHJqkKBV2xsnIAZsWqKfnt82n8s+Ob3G7UbsH1VGCv6F5WKMz4/s3vxW1Hnn2k5ddRBzHLINCWYuVjKpADK4ZhmBRSrPS9rOTrI5AJksKjV6wqSyrFzDvAgZUz6NstoIu5rBR1KxVY2KNQmOiRwqvYVUH7vtknvlts30gFWkUdxCzN57Y8Vj6mAtljxTAMk0IeK6D1AKqqjWq14HV1lB3F6vu3vhfqBqraZDrJCG63YB19uwWpVrmZCmzWvBm16tpKU62+ef0b8f/Dzzw87ozAeOZ1O4qV3E687roOOLBiGIbxETf8T1INQiowiMZ1/TIiZfTNP7+x5MNRgylWrGKjrwqUAYqbqUB9LyuZ3j3yHOtpQDPzuh3F6qTfnUQDLhtAh51xGHkNB1YMwzCpplipqcAAtlpo0haiqs6ywZlTgdbR97GKUqxcSgWqPqst72+h4rXFIjV4+JjDyQ6qxyoRxarf//SjC/56gaUROk7DgRXDMEyqeayUVGDQFSuw7aNtdGDHARE09Ty5Z8zncVWgdfTtFtQxR7LSzk3F6rNnPhN/uwzpIgz2dpABUaKKlZ9wYMUwDJOCVYHyQBrEAcx6j89XL34l/vYe1Tsq4DJCValkqosxRq4fEZzU1keNhnHTb9e60SMn5wPaabPQRLE6mJhi5SdcFcgwDOMTbvWYMqoKDJpipfbb2vDiBnHbEefEPwDntMqhk28+WTzXbJ4gE50KlOOC3G61oE8FSuy0WTAyr4dNseLAimEYxifgfZEHDS+qAoMGAkB8fjS3tHMAPu3201xestQA6p8MXmFg15qDuhygFDWmAoHdNgtG7RbCpliFYykZhmFSEKkmYfiyk+pLGKoCgZr2Q5sFvdLBOOuzUlOBbtKqayvNw4XZgHbaLDg10sZPwrGUDMMwKYgbFYFhqQrUVwYm4sNh7LVc8CpAyczKpKKeRUl9r8kOYfYTTgUyDMOkUEVgVPPNEClWHFi533JBqqJeBCij7x5N3y//nvpd1C+h54dZseLAimEYxifcCnrUcTGB9lg1BoBW2iwwyacCZWDidipQ9pHCJVHCrFiFI/xjGIZJ5VYLDgc9mc0bdu2Y0YZy9aArVr1Pj99mgQlPKtAJwqxYhWMpGYZhUjkV2M7ZVKAMUtB0U3pe1NL7oCBTU5wG9CYVGCblJ7tx21D7WIVhuQGfIjAMw6Saeb0xxVa+vVx7/SANYJac+NsT6Yu/fyFmujHuKlaiKlC2W/AgFZgshn2sQrDcaRNY9frdaxRENs0Z6/ciMAzjI240B1UPQOXbygNbEQj6ju8rLox7ZBc0BCicCvQO20v573//m84991zq0qWLOAN68cUXm3QSnjVrFnXu3Jny8vJo9OjR9M03DVPLJfv27aMJEyZQq1atqKioiCZNmkQHDjRI1gzDMOmCW4qVTAWqihWTnkQpViFKqWWnk3m9oqKCBg4cSPPmzTO8/5577qH777+fHnnkEfrggw8oPz+fxowZQ5WVldpjEFR9/vnn9Oabb9Krr74qgrWrr746uU/CMAwTMlxrt9CoWLmliDEh9ViFKBWYlU6K1dlnn0133nknXXDBBU3ug1p133330U033UTnnXceDRgwgJ555hnavn27pmx9+eWXtGzZMnriiSdo2LBhdNJJJ9EDDzxAixYtEo9jGIZxCycUdyfpOLCjGPfRsktL1xpvumGOZ8JDWKsCsxsVKwSDtZW1qa1YxWLjxo1UXFwsdkaSwsJCEUCtWrVKXMdfpP+GDBmiPQaPz8zMFAqXEVVVVVRWVhZ1YRiG8UNxd5ILnrmAJn84mToe29HR19W3LmDFKn2RfazErMAQpdSyGhUrUFVWFZqA0HHzOoIq0LFj9E4C1+V9+NuhQ4fohcjKojZt2miP0TN79my67bbbnFxUhmHSECjuuBihV9wBFHfsv6BsXXrppRQW9Kke9lilLzIVGNaqQDWwCkNAGJqqwJkzZ9KMGTO061Csunfv7usyMakLV5GmJ/EUd7PACoo6LpIgKOpNUoEBrQpkPEwFHghXKjAjM0Nsx5h3GTbFytGl7NSpk/i7c+fOqNtxXd6Hv7t27Yq6v7a2VlQKysfoycnJERWE6oVhGMZrxd1MUUcAJi9BOOlrkgpkxSptCWsqUFWtwqZYORpY9e7dWwRHy5cvjzp7g1dhxIgR4jr+lpSU0Jo1a7THvP3221RfXy/ODBmGYcIEFPXS0lLtsmXLluClAtljlbYYpQLlyKOw+KyqQqZY2U4Fot/Ut99+GyWfr127VnikevToQddff72oGjzyyCNFoHXzzTeLCpzzzz9fPL5v37501lln0eTJk4VBtKamhqZOnSpkdjyOYRjGD1TFHVWBElw/7rjjTJ8HRR2XIKFPBbJilb4YpQLDpljVpnpV4Mcff0zHH3+8uAB4n/B/lCiDG264gaZNmyb6Ug0dOlQEYmivkJubq73Gc889R3369KHTTz+dzjnnHNFy4bHHHnPyczEMwziuuIcFfSqQPVbpi1SsaipqqLaqNlzKT170dhya5bb7hFNPPVVUz5iB3jC33367uJgBdWvhwoV235phGCYpklXcw4KaCsxolkG5hT+e2DLp6bEClfsrQ1MVqK8MDJNiFYqqQIZhGCeA4n7aaadp12W18cSJE+mpp54Sijt6XUFxhxcUarpecQ8Daiowr02eqLBi0pOs3CwRXEfqInRo36FQBSjZLbLTQ7FiGIYJK04o7mFLBbK/Kr3BNg2fVWVJpRZYhTUV2CwkAWE41i7DMAxjGTXVwxWBjEwHaopVSFOBmSEJCMOxlAzDMExCqUBWrBhpYA9bKjCLFSuGYRgmaKlArghkZMuFsKcCM0Oy3OFYSoZhGCaxVCArVmmP2nIhzKnAZqxYMQzDML5XBbJilfaoLRfCFKBkh7QqMBxLyTAMw1iGqwIZo1Rg2AKULPZYMQzDMEGAqwIZo1Rg2AKUbH0qMCQpTA6sGIZhUozMrEytKSgrVkyTwCokAUoWm9cZhmGYoPlTWrTnwCrd0XuswhKgZIfUvM6d1xmGYVKQ0+48jfZ/v5/aHNHG70VhAuaxCk2AkhdOxYoDK4ZhmBRk+HXD/V4EJiCENRWYrSpWGUSZzcIRWIVjKRmGYRiGSa9UYIvs0KlsIBxrl2EYhmGYtE0FZoYkGAThWVKGYRiGYdIyFdgsJMEg4MCKYRiGYVKYVGgQmhmSZQbhWVKGYRiGYdJnpE0eK1YMwzAMwwSMsKYCs1ixYhiGYRgmaIQ1FZjNihXDMAzDMEFUfuSIozAFKdlKu4WwBIMgPEvKMAzDMIxtMjIyonxWoUkF5maFLhgEHFgxDMMwTBr5rMKi/mRkZlCznGahWmYQniVlGIZhGCZpn1WY1J/sRp9VmJaZAyuGYRiGSXHCmApUKwNZsWIYhmEYJpCpwIxmPxrZg042K1YMwzAMwwQ1FQjlB2b2sJDdWBnIihXDMAzDMIFTrMKUBlRTgaxYMQzDMAwTOI9VmAKUqFRgiAJCDqwYhmEYJk0UqzCl1ACb1xmGYRiGCazHKkzKD2DzOsMwTAowb9486tWrF+Xm5tKwYcPoww8/9HuRGCYtU4FZrFgxDMOEm8WLF9OMGTPolltuoU8++YQGDhxIY8aMoV27dvm9aAyTMJwK9I7wLCnDMIwH3HvvvTR58mS66qqrqF+/fvTII49QixYt6Mknn/R70Rgm/VKBLTgVyDAME1qqq6tpzZo1NHr0aO22zMxMcX3VqlWGz6mqqqKysrKoC8MEjdyi3CaDjcOUwswK0XJzYMUwDNPInj17qK6ujjp27Bh1O64XFxcbPmf27NlUWFioXbp37+7R0jKMdXqe0pMGXDaATvrdSRQmBl4xkPpd1I8GThxIYSE8ISDDMEwAmTlzpvBkSaBYcXDFBLG67oK/XkBho33f9nTR3y6iMMGBFcMwTCPt2rWjZs2a0c6dO6Nux/VOnToZPicnJ0dcGIZhAKcCGYZhGmnevDkNHjyYli9frt1WX18vro8YMcLXZWMYJhywYsUwDKOAtN7EiRNpyJAhdMIJJ9B9991HFRUVokqQYRgmHhxYMQzDKFxyySW0e/dumjVrljCsH3fccbRs2bImhnaGYRgjOLBiGIbRMXXqVHFhGIaxC3usGIZhGIZhHIIDK4ZhGIZhGIfgwIphGIZhGCbsgRVPj2cYhmEYJtXwJbDi6fEMwzAMw6QivgRWPD2eYRiGYZhUJMuv6fGYr2VnejwuktLSUvHX6hT5+qqDFESsLH8Qlz3M6z2s6zwdthf1sZFIhMKKXHY7n5thmOBjdf+UFaTp8V999ZXp9Pjbbrutye1hH3RaeB+FkrAuN+BlD8dyl5eXU2FhIYURLHsq7J8Yhkls/5QVxunxmN21b98+atu2LWVkZHi2HHJq/ZYtW6hVq1YUJsK67GFdbsDLbh+cCWKn1aVLFworWHast5YtW8bdP4V5GwkjvL69oywF17XV/VNWWKfHFxUVkV9gIwnrhhLWZQ/rcgNednuEValSrQ3dunVLm20kjPD69o5WKbaureyfPDev8/R4hmEYhmFSFV9SgTw9nmEYhmGYVMSXwCqs0+ORjkTvLX1aMgyEddnDutyAl52JB69nb+H17R05abyuMyJhrmtmGIZhGIYJEDwrkGEYhmEYxiE4sGIYhmEYhnEIDqwYhmEYhmEcggMrmzz22GOi6Rl61aCa0ew2Jhi88847okljSUmJ34uSstx6662iAEVy5ZVX0vnnn+/rMjEMw/hGJM2YOHFi5LzzzkvouaWlpZHs7OzIAw88ENm+fXukoqLC8Da3WLFiBQoNTC+nnnpqJKjrHMs3e/bsqNuXLl0qbneTqqqqyI4dOyL19fWWHn/KKadErrvuuia3L1iwIFJYWBgJG7t27Yr87//+b6R79+6R5s2bRzp27Bg588wzI++++65j71FeXh7Zs2ePdr2kpCSyf/9+x14/lXnwwQcjPXv2jOTk5EROOOGEyAcffOD3IoWeu+66KzJkyJBIQUFBpH379mJ//9VXX0U95tChQ5Ff/epXkTZt2kTy8/Mj48ePjxQXF/u2zKkC9vFEFLUPTcd1zYqVDTZv3kw1NTU0duxY6ty5M7Vo0cLwNrc48cQTaceOHU0ujz76qFBlfvWrXyU8GNttcnNz6e6776b9+/eT1w1p0dHfy9FHQeLCCy+kTz/9lJ5++mn6+uuv6eWXX6ZTTz2V9u7d69h7FBQUiPFSamdiPycjhIXFixeLnn4oSf/kk09o4MCBNGbMGNq1a5ffixZqVq5cSVOmTKHVq1fTm2++KfbPZ555puiVKJk+fTq98sortGTJEvH47du30/jx431d7rDz0UcfiWPRgAEDom5Py3UdSTPMFCsjRUJVVHC/XiEyuu22224TkXllZWXUa+E9L7vsMsc/zxdffBFp2bJl5A9/+IN22zvvvBMZOnSoUCg6deoUufHGGyM1NTVRqsyUKVPEWUXbtm01pSve85JZ5+PGjYv06dMn8tvf/tZw/ULxuPTSSyNdunSJ5OXlRfr37x9ZuHBh1OtguadOnSqWu6ioKNKhQ4fIY489Fjlw4EDkyiuvFGeohx9+eOT1119vovJZVVCsKFZ4TaynFi1aiNtOPPHEyKZNm7THPvTQQ5HDDjtMKJlHHXVU5Jlnnol6LSwPHnPWWWdFcnNzI717944sWbJEu3/jxo3iMc8//3xkxIgRQs045phjxPdjB3xmvE6s5/35z38W6xqfpVu3bpFrrrlGKFD6z71s2TLx/eGMc8yYMUKdldxyyy2RgQMHOqIKpxNQqPA7lNTV1YntX6/sMsmrtvgdrFy5UlNU8dtUf3NffvmleMyqVat8XNLwgn3GkUceGXnzzTej9qHpuq5ZsbLR1PStt94S///www+FUnTRRRc1ue3Xv/411dXVCWVAgjPQ1157jX7+8587ukzwDZ133nlCgbjjjjvEbdu2baNzzjmHhg4dSp999hk9/PDDNH/+fLrzzjujngsFA2rOe++9R4888ojl5yUK5kPedddd9MADD9DWrVub3F9ZWSlGHWE9rV+/nq6++mq6/PLLxXrVLzfmTeL2adOm0TXXXCO+B6h5OOvHmSmed/DgQXKD2tpa4R865ZRT6L///S+tWrVKLKtUxJYuXUrXXXed2A7wOX75y1+KiQIrVqyIep2bb75ZqElY1xMmTKBLL72Uvvzyy6jH/Pa3vxWvA8UJ457OPfdcW0oTlCRcXnzxRaqqqjJ8DHyB999/P33++edi3b799tt0ww03RD0G6/JPf/oT/fWvf6V///vfQqX9zW9+Y2OtMUYq8Zo1a2j06NFR3wWuY5tinKO0tFT8bdOmjfiL9Q4VS133ffr0oR49evC6TxAohMjaqOs0rdd1JM1IVLECn376qbgORSHWbTjrP/vss6NUASgYVn0+VsDZLd6jb9++kbKyMu323//+95Gjjz466r3mzZsn1Bw8B+CM4vjjj496PSvPc2KdDx8+PPLzn//cksdq7NixkV//+tfadSz3SSedpF2vra0VCsrll1+u3QY/lXo25LRitXfv3pgqENSryZMnR9120UUXRc455xztOp4P35PKsGHDxHajKlZz5szR7odyCEXp7rvvjtjh73//e6R169ZCGcOyzZw5M/LZZ5+ZPh5nllAx1c+NZfn222+jtgt4tSSsWNln27ZtYr2+//77UbdD0YWSxTgD9l3Yj4wcOVK77bnnnhOqvB6o0DfccIPHSxh+oKxD9YaXSr8PfS5N1zUrVi4wefJk+te//iVUIPDUU0+JSiknfT6///3vRcT/0ksvUcuWLbXboXpA3VDfa+TIkXTgwIEopQjqkIrV5yULfFZQRvTqDFQ+qG7HHnusOLOE0vLGG28IdURFzd9DBYO3B8+RyLFIbvlUsGz4LuGFgYL0l7/8RSiVEnwurDcVXNd/Xv3AcVyP9ZisrCwxW1P/mHhAFYOnAQrqWWedJaokBw0aJLZJAMX19NNPp65du4rtCGofVDFV8YNv8PDDD9euw0vIPiAmLEoKlONFixb5vSgpyZYtW4RC/9xzzwkfLdMAB1aKDK+f7gMJMxGOP/54YUR95plnhBSKNAsOxk6BnQRSM/h75JFHJvQa+fn55Acnn3yyCEpmzpwZdfsf//hHEaTceOONIm22du1a8Ti9sT47OzvqOgJB9TYZGNbX1ye0fK1atdJSB/q0K0zZYMGCBSKoRfoRBuSjjjpKGGWDCnZ4Z5xxhkg/vv/++2JbhGF606ZNNG7cOBGs/uMf/xDb6rx588Rz1PVutM55ElZyIJ2NE4OdO3dG3Y7rKLZgkmfq1Kn06quviv1Jt27dtNuxfrF961uw8Lq3D/YZOMnCyRpO/nBZuXKlsBfg/zjRTcd1zYFVI+3bt6fy8vKoyhEc3BPlF7/4hVAFcBBGfhl9rpwAyzRp0iSaM2eOCDz09O3bVxz01QMffFRQI9Sdi1PPSwQsO6pE1Bw73gt+scsuu0wEpYcddpioYvOao48+Wni19OA2BFBq8IzgEIFK//79aeHChdp6xGdRwfV+/fpF3aYPxHAdzzV7DLxd2InpH5MIWBZs53g9BKB//vOfafjw4eLzQd1i3Af+RqjGy5cv127Dd4HrejWTsQf2YQiq4HeEZ7B3795R92O942RBXfcbNmwQ6jive3tA7V63bp04LsnLkCFDhG9U/j8d13UWpSFQJPRBEw42SHkgxXbttdfSBx98oKVLEuFnP/uZMPg+/vjjQrlygj179gjjNMzqCECKi4uj7scZMFouoEkpjN3YuWAjhjqBsm6ocmYk+rxEQOoOPzyc1UigvP39738XgUrr1q3p3nvvFWc1+oDEbWCGf/DBB8U2gOAYk9lhqH/++edFMLhx40bREPb//b//R126dBHr6ZtvvqErrrhCM5xffPHFIvBCQI3nvPDCC1qRgwSlx9jpnHTSSUJGhxkfxQIqUI+wXhBMzZ07V7SqsFMAgZQejP14DlQpBMkff/wx3XPPPSKIPeKII4Qqi4ICpDVlIQPjDfhtTZw4UWwHJ5xwgvj9IeBFsQOTXPoPJzrSJiH3k1Cc8/LyxF+cnGL9I7UPlRr7PRzocYLBWAfrFyeW+mxI27ZttdvTcl1H0gzZrFJ/mTRpkjBTH3HEEaLcH+0BUMqfiHldAlO1UeuFRHnqqadiNghFo0Gr7RaMDNputlvQm5mxvvA+cv3CFI7HwCyPNgo33XRT5Iorroh6ntFy4zPPnTs36ja8Jr7LRMzr4MMPP4ycccYZorkgDOswlsvXQ2O7888/P9K5c2ex/Hj/WbNmRRn8rbRbgAEc74FWCr169YosXrw4at3gMWg3ASMz3qdfv36Rt99+O2IHbHe/+93vIoMGDRKfAy0VUKCAdXvw4EHxmHvvvVd8FmzzaKOAZVXXl5WiDjavJw4aC/fo0UN8x/iuV69e7fcihR6z/SO2ZX3TShR24HdxwQUXiMIXJnlO0e2n03FdZ+Afv4O7VJZJjznmmChlhmHgUUKawmzsC7xPSF+gzYI6KiaoICX6n//8h959912/F4VhGMZ30jIV6DZI2aD6CpeHHnrI78VhGFfAOdn3338v/BNIfTIMwzAcWLkCDjIIrtBaAGZohklVryI8cGgqC28iwzAMQ8SpQIZhGIZhGIfgdgsMwzAMwzAOwYEVwzAMwzCMQ3BgxTAMwzAM4xAcWDEMwzAMwzgEB1ZMQqD7O/ox3XrrrX4vSujo1auXWHfJdPZPFHxfeG98f0xqr2/0Q8N744L/M0w6ktH4G0D7I6/gwMpl0HYBYxTkl4vxJ0EGGx8OBn4c9P0Mcpwcks0EO8iRg7oZc1AsjlmeN910kwgKMUwXM98wDgaz9tAUdtu2ba4uA14ffQAxlgnjl7AfxQXNc3/605+KOYDJgN+83B5iXbCP8AMEw9hmkz15raqqEqO1MKoM45OKiorEd4n5uKeddpoYaXXw4MGkjhlW1mOGx8GNn3AfK5fBHLjKykrt+pNPPkmzZ8+moIIN/7bbbqNTTjmFgw2GSVPuuusuEVRJcFBEUIXeZRhIjguCnr/+9a9ibqbTbNmyhXr27Bk1FB6zXHEdAQcuixYtEnMwMbsTc1ITBbNQEWSYEes+N8FnxL4YJBNcjRs3LmpWaVZWlpjnh9mzspE1poP885//FAFsMmDOa/PmzU3vj3WfW8hekth+vIIVK5eRg3UxeBI8/fTTVFdX5/NSMQzDmIPh3BiY+7//+79CGcJwaKjv+PuPf/yDevToQWVlZUJN+vLLLx1/f+wjEURhLBj2mVCv8N4HDhygzz//XAwRlyeqySo63bt3F4OazS4fffQRhf27RJCK9YSAGApWSUkJ7du3TzSxRsDx7bff0tlnnx0lAiQCBs4Xx1iXJ554InnNV199JS4YdO4VHFi5CDbitWvXCun1nnvuERL2jh076PXXX/d70RiGYUzBHEsoJg8//LBIFyEFB/B3/PjxQuXA/6urq+nPf/6z4+8P5WPNmjVCabniiiuoS5cumrqEbv+YtXnWWWeJ2+67776kA4JU5s477xSB0y233CKmgmAdynV8ww03aCf/eMzf//53n5c2NeDAykXkBnvJJZdQbm6u2EHIsywruX+ZisPGDp9DmzZtxNkFBvP+5S9/ofr6+pivg50fzii7du1KOTk51K5dO3EGuGDBgiaqmTS6Sul55cqVTfLjZr4rnFk+/vjjNGzYMHGW27JlSxoxYgQ9++yzcdfR+vXr6eqrr6YjjzxSfLaCggIaMGAA/eEPfxBStRVDMM6gzzzzTOrQoYPYaXhhqMdy431GjRpFhx9+uDjI4LNjx4UUitmy6ykvLxd+FcjVeA18RzioffDBB3Gf+95779Fll10mzkaxfSFVg7MynIXizJ5xBig1+C1ffPHFdOyxx4rfIdY31vvPfvYzWr16teXX+tvf/ibS7HgNpGPgV3rwwQfjqti7d+8W2xW2L3zPeP/DDjuMJk2aJBQcp8E+BgdeM3CSiIALuKHo4DMOGjTI9H78/pEGBNjW3VDN9MCH9Pzzz4v9ONYPUoTYryLow28WqbRYQDXBvu6oo44S+zp8h1DLhg8fLkZC4X4JfF1y/QL9vtiOTeOkk04S6T8zsF1jnw28UudutVDUoXq3kjkGxPN3IShHcA41Ddu8/G3je4YwYkbM18VIG8Z5Dh06FCkqKoJBIPLee++J27777rtIRkZGJCsrK1JcXGz63IkTJ4rn4e+UKVPE/zMzM7XXk5crrrjC9DWmT5+uPQ7viec2a9ZMu23UqFGRsrIy7fGbN2+OdOzYMZKfny/uz87OFtfVy6JFi7THn3LKKeJxN910U+S8884T/8fnatWqVdQyzpo1y3QZ7777bvG55GNbtGgRad68uXa9c+fOkU8++aTJ82655RZxP5ZhxowZ2mds3bq1+Iy43yo9e/bU1rUd5PNwyc3NjbRp00Ysg7yta9euka+++irmc++9997I0UcfLf6Pz62uO6yX+fPnGz6/rq4ucu2110at54KCgqjvF6+7adOmmOsu3ZCf3e5uT30e1jG2s5ycnKjf11/+8peYz8X6vuGGG6K2VXXbHzNmTKSystLwNd58882o3z5+m/J3Kredp59+usnzNm7cqD0G/3ea8ePHi9c+5phjYu7H3DrMvPzyy9rrf/TRR7afL5cPv0crLFiwIOo7LywsFPss9Xf461//2vC5//rXv6K2GXyH+v25ut8aMmSI2Ebkffp9MX7/ToL9F94Hxxu7rFixQltO/N8KVvZD6usmcwyItWxbt26N9O/fP+p7wfeq7ofvv/9+w+WL9bocWLnEs88+K1b6EUccEXX7T37yE3H7PffcE/cHj40EO00cgEtLS8V9e/bsifziF7/QvtTly5c3ef4DDzyg3X/11VdHduzYIW4/cOBAZO7cuSIAwn2XXHJJwgdeGVhhGbEhPvXUU5GDBw+K+7Zs2RI599xztQ3z66+/bvL8J554QgsI/u///k9bxtra2sjHH38sAj/c361bt0h5ebnhMuK5+HvjjTdGdu3aJe7DwckooHA6sEJQi8/8ww8/aLdVVVVF3nrrrcgJJ5wgXnPQoEEx3xPrDevvb3/7W6Smpkbc98UXX2jrFt/TmjVrmjwfwSzu79ChQ2TevHmRvXv3iturq6vFj/z444/X3h9BmAoHVvYP9I8++qh4LrZLfMegvr4+8v3330euu+46sUPHzjzWSYDcWU+dOlXbVvGbvuOOO7SAHCdDev773/9G8vLyxP2TJ08W2wd+IwDb3q9+9SttW9EHF24GVtjWcIDHa1966aW+BFbygIp9pNw/uhlYvfjii5Hf/OY3kXfffTdSUVGh3b59+/bIbbfdJg7KeL2XXnqpyXMPP/xwcd+ZZ54ZWbduXdQJ+Pr168XzEbhZDSycBNuYfJ9HHnkkVIFVgYVjgNmy4Xc0bNgw7feJY7b8fUMEGTdunBawvf76602WgQMrHzjttNPESr/99tujbn/88cfF7X369DF9rrpD0v/YJIMHDxb3I8hSQXAjzz5++tOfGj4XEbh8fRwskgmscHn77beb3I+Nu0uXLuL+O++8M+o+KGXybG3ZsmWGr49AQ35GBINGy4gLdq7JkGhgFQsEgvKg85///Mf0PXFBIKYH3+GRRx4p7j/nnHOi7sMBEgdxHGzXrl1r+P5YvwhI8fylS5dG3ceBlfMHKqkqT5o0KeZ7Xn755YbPl4EygqNt27ZF3SdPMGbOnGn6/lK9hHLsVWA1Z86cmCd3bgdWCGqlWmS2XuMhlw8nf3pFSL1YDdr++Mc/itc7/fTTo27fuXOnth4QhFnFq8Dq7LPPFu+BfbI8SbODupw4Uexosh4fe+wxxwMrK8cAswAIGRh53xtvvGF4DJKBF1Qtq68L2GPlAt9//72WH7788sub5LPhpUE+/f3334/5Osi/T5w40fA+WeL83//+N+r2N998U1R7ADOv0a9+9Svq3Lmz+P/ChQspGUaOHBnlBZDAezBmzBjDZUQ+HFUp8IvIx+iBJwC9asAbb7xh+Bjk0m+88UYKGvCJwUcD3n333ZjrDp43Pdg+fvvb34r/L1u2TJS4S+Bzgx8Hxt2BAwcavi78EvB8xFp3jHOMHTs27ncNZs2aZXg7vmt857W1teK3ofoeUZGH38JvfvMb09eV3k0Yvb2oOMbnlJ8Fv1H4DI3Attp48u7o+x86dEh4R+F5gidxzpw5Sb0evKo7d+40vcTzsuq3A/T/Ur8H/B6lYRzFS0ECRVXSGwZvJrx/yfoRd5qsR1R1Ok0yx4DFixeLv/ADw5+lB787GP6lp3bdunWWX5v7WLkAzOHYmZx88slNmsvB4IyDHkyQMMTGKj8dOnSoaTNDWSUjgyjJxx9/rAVlMEkagZ4v2Bmix5Z8fKLAsG6G2TLCdA1gOO3UqVPMHSj44YcfDO9HzxWYFf3i1VdfFX18YPjEjsOoyd7WrVtNn292QFLvw04d1aUyeJXr7l//+lfMdSfN62brjrF/soS+TStWrKDvvvtOFB3oD7ixvmv8Hs16BGGfABM7Ahb19yi/a7wPKuHMkAdxHLj27t3r6m8CJ4SoCkQ14DHHHEOPPvooeQmCTxQMoGIQTS6xD5P7mUSBUdlqZ3r8zrEd4Pf39ddfi5MefTCL/QACDAR9AEEzTqBw0osTIrSwQBCGE0s/+jqphRQonJHBOYz1yYLfx6keThlI5hggf2ujR482fQz2uzhe4jvG41G8YgUOrBwGO0FZPSfPJPVAhUJghQ0b1X1QOIyQlRpGyCoP9ChR2bVrl/iLSsBYdOvWLerxiZLIMm7fvl2rxrBSJm3WFdivoArfMarx8B2qn1VtjocdLj5brLO0WN+Rep/6Hcl1h9e1cgaYTEdlpgGU9kOZQf8fNRhC9RBOfBBkyB5PZsT7Pcr7jb5rqahYwc3vG4EEAn5UKKKKFQpZrN+/0+DgNmHCBHrxxRfF7w1qu5HS4BZQos455xyhtkuw70aFH7YDLJ+sBsa2IAMr8MQTT4gsw2effUZ33HGHuGBfgZNn9ORCdWeyapHdbRrrEtvWhRdeqFWwh40OSRwDrBwr8RvH94jfn51jJacCHQapF3nm+otf/MKwrb/svwJVAcFVuiHP8NCGQqYKYl3MziaT6bacDNgJIajC+yMlgjFFOOhCmZON8P7nf/5HPNbpNIhcd5C/ray7dBkh4RZQgFDaju8XQQXWJ4IXBM7Y2eK7XrJkiSvvLb9rjJOx8l3j4tb4FQRVOHtHKgtKOJSJWIqpG+sCJzPYX+J3h1Yu8jfmlVKG4BpBFVotoBchGqRCuZTbgdp2Q/+7R0NVKM9I7V977bVCoURQA1USvaSgvCQ7oscqCEyx78VnuuCCC0QH+1jtGIJMM5+OAfHgwMph7Eb+Tp8pyAg+VlpCvd8P1UfukMOapsKOSAbO6PuFnaL0UEiwo41HrFlr6n3qdxT2dRc25AEUaiTmrcE7J5tlOvVdq/cbfddQQdzwp9gNqqCgod8cgirp0fRSqcLvTgZVCAy8BGoVfnN4f1gA0KVcr9bF2w6wj4CnFFkKpJVwIoZUJoIuKJ5IcUL9dFupgs8XWQRYUuAz8iOoymp8z1gZC9Vb6gZWjpVYPpxcqY/XB3VGn4EDKweBRP7yyy9rTT1xNmN2+fDDD8XjYGDfsGGDY8uAIZtyY8EO0WxHhZ0jgBStIgMEp5UWvWkbwCcRNDOn1TlmAB4JI6BEWmnwKb+DWPfh+1DfR647pGG427R33zVSX2azxtQ5bLFeB94sI7A/wG9B/f2q3zV+r/GaT7oF9iHwzCCoglIFxS5ZT5Md8NkRcCAAkEHVpZdeSn5tB2gKapY6srIdqCAww2eTJ9dQvlSDtHqy5sT+GONmEJDKoArqH3xqftC6sfmsXK9GWNmHJoP8rS1fvtz0MdjeoewZHStjfQYOrBwERmZstOgafO6554r8u9kFX1KfPn0cV63OOOMMatu2bcyqQBhOpX9DVt6p3hGg+gicBhU9GPODdTVjxoyYOw3I5W4uSyLg+wXwSxgB/wQOlvGAWdkoVYeASY4JwRku1pUE3aZxtgcVQ1asmIGzX+7A7sx3jQDDKJBFZ2arlbXYLozAd41CDXyv8LtIoA5JIzAmEcQ7g9cXiTgVVKnpP6+DKihVCACwbqDu+BFUqduBrHDTgxNZDDI2Ip4KpSqgajAl98Ug2X0glCqsO+xzkf7zM6gCsqIZxyGjAAp+JkzzcBO5LUGNRDGCHgRUt99+u/h///79xcXoM6iVvBIOrBxEBkgwI1qp9kCAAZ555hktKk4W/EhlQAUfECpQ5I4A3hD8+K+//npxHWcvyPWryI0HYzLitYNIFAQKGCEAIO+jQgY/Llllhb+oGMQBB5VHkN7dBh4aBCuxLvLAKj1y+OE/9thj2o4TqYDp06eLEmYZ3MbbWeNACnVTfv+ousL6wF+cocsftgTjc26++Wbxf7wPCiRQCizB6+Bgj+chRRlrJEM6E++7lgcymKNxsEPQgoO8TNnhO8fBCfdbMXDju8Yw4euuu04zOCP4vuuuu7TveMqUKU0ClwceeECciCHIweiTl156KSrAw/LghA5VZ062HsHcOOmpglqXiFIlR3OZVTZb8VTJVBWCV6/Tf/qxMBhBhJNApNJkNgDLCV8tAlCzz4n9KMZ0zZ07V+zX5H4Or4X7rrnmGq2gCI+TIJiVxxGY3xNVrbDNSKUK+xu/gyqAanhUY8piLqRG8fmwbrCtYX1abXORKFgXsqod3ym2MVlotXHjRnE/gi65r9WjtgPCSS4sA0D8vmN21mIss2rVKq1h2CuvvGK74y26+hqNtIk3XsGsa7B+pA0at8mO67iggak60kZtiibHrMiGb3gPXJYsWdKkQWis8THxmsA9/PDDUSNsMPKhbdu2WgdjeUFHXDuvawe1WWe8i2xUun//ftHgVd4uxw3JDtq//OUvY36HRiNt8NnVUQp4LbWhngq6ft98881RI3TQMBTrTh1rgwu6RLu17sKG2lQw3mXgwIHa89DVWb0P35PcRnv37h157rnn4jYyNBppo35Xo0ePFl24jcB32KlTJ+2xeB6+a9mRXV70zYKTaRB61VVXac/FqKVYDTRxcbpB6MqVK7XnGo3XijVuy63O69hfqesbXb8xzgr/b9euXdSIHXV9q40u5efB96fuj7GO//3vfzd5TzSdlY9BQ9QePXqI5TUbnWMEtlH5GljOWOvxggsusPy6yXReB2gOre7r8fnk+kSD5Oeff97S7yoe8UbaYCSTfAyOR+qoIezbzcZVoXO7bASu/q7xlxUrh9UqnJlaLQFGT4y+fftGPd8p7r33XlFlgqgbVUVICeHMGmehGAKNnipGZ9o4O0TOGcZsDFqFaRamTVycTitBTYO/DM0PIauiqSiUApyhI/89bdo0sZz6dKXfQHHDmSaUP1RhQVnCesNZFlTCRx55xNLrIEcPr93vfvc7YWCFaoaSa6SRUS00efJkw+fhzBgqBxqvotkrtiEsA1JFeE2cDaLpJJZR+nSYxEEDSqjKGHANRRhntVADMTj3008/tazkoAEjFFqoH9jfQ42QA9VRLYbSbiPwHUIh+dOf/iR642H7w+8E3zm+eyg7SJNJFdgJVLUAZ+KxGmhabQWR6Ptjfcd7f9nzzk2wv3rttdfE7xz7KKjD8FthPwVbgFmPI9g+oBJBmUKGAOX7WKf4vvH9oyoQStZPfvKTJs+dN2+eyEDI1968ebPYF1sd8q5fl3herPXodDo5FrA5/Oc//6Fx48aJ/RbUP/R7w/4QnkMvqk7x/UEtw/ESijB+38jsYDnQ3BvLgSpOI/D7w/aAAibYevB7xr4Zx/+MxoiOYRiGYRiGSRJWrBiGYRiGYRyCAyuGYRiGYRiH4MCKYRiGYRjGITiwYhiGYRiGcQgOrBiGYRiGYRyCAyuGYRiGYRiH4MCKYRiGYRjGITiwYhiGYRiGcQgOrBiGYRiGYRyCAyuGYRiGYRiH4MCKYRiGYRjGITiwYhiGYRiGcQgOrBiGYRiGYRyCAyuGYRiGYRhyhv8PrsbsNptc77AAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, someaxes = plt.subplot_mosaic([['ax1', 'ax3'], ['ax2', 'ax3']], figsize=(7,4))\n", + "someaxes[\"ax1\"].scatter(x1,y1)\n", + "someaxes[\"ax2\"].bar(x2,y2)\n", + "someaxes[\"ax3\"].plot(x1,y1, color='purple')\n", + "\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": null, + "id": "ab442124", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Label 2: 2 Fast 2 Furious')" + ] + }, + "execution_count": 77, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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LiX+pwSwtIcHi189/ld0NIAyDLI6Vc2w2VqEvyNOL47LVwepYoVzjrJwsUdBij/uP9zS3sG6cNMlseIgUIOyaqKfc3djHSncym1sT/yDC5y7bLF6bv1r+9GpQhl+WgxDiLju37JQ/q3dGj18OGvqYRDJxXFNdoxWt6cVxEIvyVN44vyRfG4ACmDsmCjrHAcKOiXpOurtuTPzzS57ZL8tBCHEXiERVmIbWZ6Fo5VaUJ3KLcxOKY/31yBsHWRwr57hxSWORlZUlchrnSOHPjhVEQec4QNgxUc9Jd9fpiX9OOd5BXQ5CiHfDI8LgHFvpVqGuh9Oak5cTGucYqPWhc0xcE8d33nmnPDK78sortesqKyvF2LFjRcuWLUVxcbEYOXKkWL9+vdOLEnjsmKjnpLubzvIliygkc7wBbk832uCX5SCE+JPKrXu+G4PuHFvpVqHvcawIqjhWBzj5zerEcaPGdSfR6RwTV8Txl19+KR599FFxwAEHRF1/1VVXiTfeeENMmzZNzJkzR6xZs0acccYZTi5KqHrjglgBarY3rpPubqrLB6d16F0fiHMe/0xcMXW+/Inf9Q6sG3lmvywHIclYvXq1OO+886TBUFBQIPbff3/x1VdfRbWquvHGG0X79u3l7cOGDRNLlizxdJnDljcOq3NcvaM6aY/jwItjXawCIFYBOEKaOC6Od+zYIc4991zx+OOPi+bNm2vXl5aWiieeeELce++94phjjhEDBw4UkydPFp9++qn47LPPnFqc0PXGRS9cPfjdTJs0O9xnO5fPbETB6TyzX5aDkGRs3bpVHHbYYSI3N1e88847YsGCBeKee+6J+p69++67xYMPPigeeeQR8fnnn4uioiIxfPhwedaO2CeOM9E51ovjJh2byJ+YrLe7cndgYxXKOWasgjhekIfYxMknnywdi9tvv127ft68eaK6ulper+jdu7fo0qWLmDt3rjjkkEMaPNauXbvkRbF9e7COUv3UG9eNyWxml89KcaCTjrdfloMQM9x1112ic+fO0lRQdO/ePco1vv/++8X1118vRowYIa975plnRNu2bcWrr74qzj77bOEXyjeUi3XfrhM9hvWQ8bsgsHNruJ3jeOJYa+NW3+MYoA1ao/xGUhiXrSkTzXvsOUALpHPMWAVx0jmeOnWq+Prrr8XEiRMb3LZu3TqRl5cnmjWL7g2JL27cZgQep6SkRLtgx5DpqN64I/p3lD+tiNl03We7ls9KRMFJx9svyxEG2N7OeV5//XUxaNAgceaZZ4o2bdqIAw88UJ6hUyxfvlx+l+oNCHxvDh48WBoQ8YABAeNBf3GaN8a8IZ49/lmx7L1lIiiEyjm20MrNyDnGAY0WrVi9PXCZY00csyCPOO0cr1q1SlxxxRVi5syZIj/fHvdswoQJYvz48drv+NKmQA7+ZDYrEQUnHW+/LEfQYXs7d/j555/Fww8/LL8T//a3v8najssvv1yaDqNGjdJMBhgOZg0IZULccsstwk1UVnXxm4tFz+E9RdAK8oLuHOtjFdXF1ZYL8gDE8ZalWwKVO9ZiFSzII245x4hNbNiwQQwYMEA0atRIXlB0h/wb/o8v6KqqKrFt27aov0O3inbt2hk+ZuPGjUXTpk2jLsRb99kOrEYUnHK8/bIcQXaD2d7OPWpra+X36x133CFd40suuUSMGTNG5ovTNSFQE6IuMDqcprqiTpAtn7VcBIUwOceWWrkZFOQFtSivQSu3+lgFnWPimHN87LHHiu+//z7quosuukjmiq+77jrp+KKQZNasWbKFG1i0aJFYuXKlGDJkiN2LQ3yMiihAQBmdfM+qF5z6iIITjrdfliOobjDHhrsLOlD07VvXFUbRp08f8fLLL8v/K5MBhgPuq8Dv/fv3j/u4MCFwcRMljuUI4rVlokn7ugIvPxMWcYxsut45VgV1yZxjNSxE0aRTk8CJ49jMseYcs1sFcco5btKkidhvv/2iLqiURssh/B/Zt9GjR8tTgrNnz5ZOM8QzhLFRMR4JL6m2frPb8fbLcvgNs24w29u5CzpVwFDQs3jxYtG1a1etOA8CGQaEPoqGrhV+MyCUOAbLPwiGexyWWIUUw/VHtFYK8oxiFaDs1zIRdOeYsQpnWTd/nXh0wKPixd++KPyOJxPy7rvvPnHKKadI5/iII46QX+SvvPKKF4tCPMYvEQW/LIdfsDLshO3t3AV94tH2ErGKpUuXiilTpojHHntMdggCaugSugSheA9n8i644ALRoUMHcdpppwnfiuOARCvC4hyrSAXILdwjjiGaa3fXmirIA007Bi9WEW8ICGMVzvH1E1+L/xzyH7Hum3Xip5d/EhGfF2s71spNz4cffhj1Owr1Jk2aJC+E+CWi4Jfl8ANW3GC2t3OXgw46SEyfPl1mhG+99VbpFKN1G/rKK6699lpRXl4u88io7xg6dKiYMWOGbUXSdp3W1zuvEMe4zu8t3aJauenEfdBQYhet2LJzsqNEL+IWylVVqOEg+lZuQc0cN2jlVt+tgs6x/VRXVIu3x74t5j81P+p6RFiw7fkV/y4ZyShURMFr/LIcXmPFDT7lgA6WM9skPXDmDZd4QGBCOOPiV6QQURtMlhClK0vF1mVbRYue/t5OwjIhT8sb14tiCMTsRtnSNYZwjhXHWp/jOAV5yIzXVNeInNw6oelX4Fju2s6CPDfYvHizjFBs+H6DyMrOEkfedKT48KYPtdfaz+LYk1gFIcTfWHGD7RhrTjIPveva6ZBO8ufPs372ZFkg6v53x//Emq/WJLwfnO2wxSqQN1YHVNoIaV3kIlmsoqhNkRTVONDZsW6H8DtyPeoPyjgExDmWzVwmHhv0mBTGRW2LxAWzLhBH3HCEdrvfJypSHBNCGmB12ImXmW0OHgm2OM7OzRZ7Dd/L09zxkreWiA/+7wPx7vh3ky5zbXVtuJzjoj1iN1FRXrw+x3AE1RjpstVlgYlUYLtTziW7VdjPrAmzZPu/rkd0FX/85o+i21Hd5AGY5tL7XBz719MmhHhGKsNOvMhsc/BI8MUxisF6HNtDzLl5juxYgdPeEFxusnHBRlO5Wb1rHDbnOKk4jtPnWEUrSn8pDUTuWF+Mp/LtjFU419Xl2DuPjWrRiAMSOPR+d+npHBNCDEnFDXazvR0Hj4RHHHc8uKMUaTs37xTrv1vvSTYSlG8oN93GLYzOsRLKiZzjeOIYBEEcx7ZxA5yQZz819S68KnZUKLeezjEhJLD4tYMHB48EHyUscwty5Q4Up1+XvrNU5o7b9TeeluoUW5Zs0dxUiEa9YDRyjhs3bSyLuuAcB6HDhh3OsVaQF9OtAqhYRRDEcWynCr2Ao3Nsb47fUBwHpG0enWNCSEL8OOyEg0fC5RyD7sd2lz9XfLDC9WXZvKTOOU7mHitxrMQgIiD6DHKQMHKC44ljOU0vxM4xC/LspybgzjHFMSEkcHDwSPjEMXLH4JePftFcJ7ecxIqNFebEcX2P4yYdmgQ+WqFiFWacY4jGSE3EsCAvaOLYyDlmrMJBcZwbLY6DUpBHcUwICRwcPBI+cdz2gLaisFWhFGarv1jteqRCUb7ehHOMAqOsYBflqViFmW4VKlIRK6YDKY5jpuNFOcfsVuGac1zj8wMRimNCSOhbzRH/i2N0qOh2dDfXW7rpIxXJnGNVkJffIl/byWeCc6xN0yuom6YXizYIZHWZ78cCq1iFkXPs9xxsUIhE9sSNGKsghBCX8HrwCHsr2y+O9bljV8VxfacKK5njghYFspAwU5xj1cbNKFIBitsVy4MbTNeLPdjwa6wiKnPM8dG2Urt7Tw6fBXmEEOIiXg0eQYu4oXd9IM55/DNxxdT58id+Z+u41MQx3EiFyh2vmrtKczbdilWonbgpcdy8QBP1QXWOrXSrSFSMp3KlqsPI5MMni5/f92bSYarOMfsc20uNLp4SVOc441u5wfHxW5sqQog/W82p3sqxPrHqrez0NMAwoRxXvXPcfK/moqRLiShdWSpWfrxS9Bze0zVx3OGgDmLVJ6sSZo5VrALOsRL1QXWOrUzI08SxQRs3xW9f/K2Y9ttpYt38deK/x/9XHHXzUeKI649wfaCL6W4VuswxC/KcE8fZudEeLAvyAgAdIEKCj1ut5pL1Vga4nRGL1GMV6BfsdrRCxQC6DO1i2jnOb56vxSqC6hxbaeWm9TiO4xyDFnu1EBd/erEYMGaA/EB8eNOH4rmTnhMVm/Z0AvFVQZ5RKzcW5NkvjhtFy0wW5PmcTJquxXwkIenD3srOi2PQ/Rj3xHHF5grNDe58aGfTrdzC4BzbGatQ4IDh1MdOFSOeGiFfn2XvLhOPDnhUrPlqjQhCKzc3YhUoVlv23jJRuqpUhJVaXTFe7IAcxip8TCZN14LIx7rod+qo4kexEk//EmIe9lZ2SRzXO8drv1krnVoIUacjFRjq0axbM/n/Het3WCrIC6xzbCVWkaQgL5b+o/qL9gPaixdHvihf41dHvSr+/OOfhR/wegjI+m/Xi2eHPyu6HdVNjJo9SmRSG7cg5bsz0jnOFAcok9xxQpyGvZXdEcfoIdyqTyv5RbziwxWudKpouXdLUdSmSP4fMYDamoZT73CdElYoyKNznJi2+7cV5717nvY6wzH1A16Pjy5bWyZ/bv15qwgrNfXiODZvHCTnOCPFcSY4QMxHEsBIjX2wt7Lz3Spi3eOfZ/3sSt64Ra8WcgCJfBMjQuzcXOcQG2VVQ5M5trkgzwg1SRCtvfSvn1fgAEe54F4V5CnhqM5CZJpz3EhFWCiO/UcmOECZ4o6T+LDgNFy9lTOhW0VsSzenc8cqVtGyV0tZOFTYsjButEKJGQhEtC6zwzn20k214hybKcgzAkJICWr9iG6v2LV9z6Q/o1iFG86xEo54jd0ck+4mNdUJxDEL8vxLJjhAmeCO+xU/uLV+i9T44TUJcm/lTIpVAOQx0QJs86LNYvvq7Y6LYzjHQEUrjIrytDZuzesy0Eocp+oc/zD1B/HPtv8UK+Y4Gx2JJ8o15zhOtwq9cE8lVqGQjjxe043xCx3dQsViIND0wk1zjl3oVqF/DrVNZZRznB8M57hRJjtAEAn1Z9FC5wBlgjvuR/xQAOm3glM/vCZB7q2cieIYp7zbD2wv1ny5RrrH/S7oZ/vzQ/ypWAWcYyWONy7YaCiO9cV4crnTnJC3cPpC6aaumL1CdDuybmy2W8hlrv+CMIpV4DbcR703KopgNVYBiloXiW3Lt/mipZtR3ji2IA/bRWyHBafEMbYpdUAWSnGcG78gj86xT/HSAXLDRcsEd9xvuOHWmtl2/BSp8ZuDHbTeypkqjoHT/Y4x7EOKviwhmvdoLq8rahvfOdb3OLbDOd7+63bPqvb10wf1r7/+//poRVrOcetC/8QqDDpV6J1jfRsyV8RxfWvAsFFD5zjYeOEAueWiZYI77ifccGvNbjt+idT4zcEmwRLHyB1/cucnsijPCTdPucbNujbTdtharMJgSp6+x7EdzrEmjj0QCSpvDIGvn2CH/yODjNshoItEUdriGM6xX2IVyjnWF+PFijgcrBiJOqec47D3OQ6qOM5Y59gLB8htF435SPdw2q21su24FalJ5mL7ycEmPhbH9SIzFgzlwM61bHWZ1nLNybxxssxxbKwinYK8SG1ElK0p80wkGHWqSFSUZ7XPsV+dY9UxI16swo3T/frHz8jMceP0B668d8174vUxr2sHuIFwjidOnCheeeUVsXDhQlFQUCAOPfRQcdddd4l99tlHu09lZaX4y1/+IqZOnSp27dolhg8fLh566CHRtm1bEVa8ctGYj3QHJ91aq9uOitRAOBv9TVb9AVI6kRozLrZfHGziT1QcIZ5zjOshkNHrGNGKVvu0cqyNmyJRrEIJGRWr0Fq51Yt8K+Dx0d4M1FTW+KJThV4cy8hJBsUqsnOyRVZOlojURByPuWSCc1zjcKxiwYsLROnKUjFwzEARGOd4zpw5YuzYseKzzz4TM2fOFNXV1eL4448X5eV7vmyuuuoq8cYbb4hp06bJ+69Zs0acccYZIsx46aIxH+k8Trq1Vrcdp1uOmXWxWRRK4oGYRLJYhdO5Y30bN0XCWEUc5ziVzLGKVPjSOa6/zlAcp1iQ57dYRaxz7GbHikwSx9kGQ0DsKMjTWgumsD16Jo5nzJghLrzwQrHvvvuKfv36iaeeekqsXLlSzJs3T95eWloqnnjiCXHvvfeKY445RgwcOFBMnjxZfPrpp1JQhxW6aOHGyQLIVLYdpyI1VobLsCiUxEPuGOs3GFPiePZyGUXwRayiefqZY8/FcQIn2ChWkWqfY786x0bi2K0uCizIa5TWdi/bEKruKSlsj74pyIMYBi1a1H0BQSTDTR42bJh2n969e4suXbqIuXPnikMOOaTBYyB6gYti+3bn+l46BV20cONkAWSq244TkRorLjbOUrAolBihjyIYTchTdDyoo3SHEGlYN3+daD/AnjoJCO3YNm6guG1x8j7HIXCOk8Uq9OIYr5W6f1gL8twcIR3V53hLZcYOAdmd4naPgxcVSUolA++Lgrza2lpx5ZVXisMOO0zst99+8rp169aJvLw80axZs6j7Im+M2+LlmEtKSrRL586dRdCgixZ+nHJr09l27I7UWHWxU31NwjI0hCQWxzjtatQLVYGpdaoHsJ2jpFEMB8cXOdNm3Zs1cI6xfLFT4uzsc+y1OLZSkKdv+5ZuQZ6XEwHBrm3GmWM3R0hnvHPcOL2CPP3nMrDOMbLHP/zwg/j444/TepwJEyaI8ePHRznHQRPIbK2WGTjh1vpp20nFxbb6moRtaAix3qkiNlqx+M3FMnd82DWH2fL8yjVu3r15lDiHkwpHGIIX7rF+56uEjB19joPkHKufaPOWyOVP5hxjPfG8TgqadDLHbo2QzqTMcU6u/c6xivhgW8TBs1M49sjjxo0Tb775ppg9e7bo1KmTdn27du1EVVWV2LZtW9T9169fL28zonHjxqJp06ZRlyASxtZqdPjcKYBMtu1AfLrxPqTqYpt9TcI6NIRY61RhlDte+b+VthVLGeWNAXopG0Ur4Hja6RyjPZ0fnGMjcZxbnGsojiFqU+k1LQ846gWR19GKeN0qPHOOQy6Os/PsL8hLp62gp84xvkQuu+wyMX36dPHhhx+K7t3rvtgUKMDLzc0Vs2bNEiNHjpTXLVq0SBbtDRkyRISdMLVWo8Pnj21n5oJ1YuhdH7jyPjjpYvtxaAiWKQyfVb9hplOFos1+beSpeZyW//WzX0XXI7o60sZNH63YtmJblDiGAFY78zBljk3FKtIsfoKgLmxVKNcZ7yHcel9mjpVoc7FbRVj7HNc6OATEjU4VjohjRCmmTJkiXnvtNdGkSRMtR4ysMPoe4+fo0aNlTAJFenCBIaYhjI2K8cKIctGCjHL4YoWMcviC6oQHbdvx4n1QLnbsgVG7NAW51WI/p+HBnz/EMcRV92O6ix9f+FHmju0Qx0Zt3GJzxzvW72gQqUBGWYnEVJ1jGEhei2MlfK3EKtKJQ+DgRorjTRW+7VZhx3CKVJxjJ6Y/BqFbRe3uWlFbUyt7TGeEc/zwww/Ln0cddVTU9WjXhhZv4L777hPZ2dnSOdYPASHBIB2Hj06cfXjptDpxBsRP7Q558OcfcayiFRDHyB0ffcvRaT+/mrhn5BwXtqkrINM7x/pIhRIyqTrHeCy9IPa0IC9BK7fqHdW2OXV+6VihJuQZxSqUkHMzVgGBiIMPp4WerzLHjffITrzW2YXZvnSObc8c4yjI6KKEMcjPzxeTJk0SW7ZskcNBMFEvXt6YhGegCQQHTv+f8/hn4oqp8+VP/M4caWp4PZ7Z7my1X9odWunl7BU333yzFGn6C1pi6qeQ4ixey5YtRXFxsTQiUNcRVHHc49ge8ufqz1c36CJhFbhVW5dtlf9vuXdD59goc6y1cavvcax3jnEKGY9pFr1rHIhYhU3Osde9jtFeTG13finIC2u0osaEc5zqtu9Gj2PHW7mRcJKKw8dCK/vxk9NqR0FnbW1EtGvqfbtDrw86zIJBS2vXrtUu+q5Afp9CqkSK2e4HzXs0F826NZNO2y8f/ZLWc29ftV3uvLHjLulS0uB2oyl5scV4sctuJVqhxHFBy4JAdatIx91U4thL53jX9j2zEho3TTAhz2nnOObxw1iUV5OgzzE6TKDzSaoHInZsj74YAkLCh1WHz4+FVmHAL06rnZneZoW52jbhVcu6oBx0NGrUyPCMm5pCitoPTCFVsbY+ffrIKaR+qO1QYtKsc6yiFd888Y3MHfc6qVf6bdx6NDfMOxpNyTMSx/o2dIhWmHWylDhusVcLsXrzaimO3c6dWupzbINTp2IVyZxj5Lx/mfOL6HNGn5TbdEFwLX5jsdhr+F5RAkrljXFAYHS634uCPL/2Ol716SopbDsM6mC7c6zcYxwgp3JgGNhYBQkvyuVbV7pTtCjKM+3wBcWJCxpBHiwT70xCab2jWBIjmtxsdxiUg44lS5aIDh06iB49eohzzz1XdvwxM4U0Hqj/QA95/cUvsQrQ7ei6YSC/zv3VkTZuiqK2BuI4pscxgPulnYpPwTlu0XPP8zstyOxwjlWLNydjFTOvnileOusl8eO0H1N+ru/++52YduY08fypz0eNHNc6VRjkjb0qyPOjc4zP5jPDnhHPHPuMNonOKrVVtdqQHyPS6VihHawFrVuFX2EhmP0unxFGDl9QnLig4afhIFYwcyYhv1G2eO4Pg8WmHbtc/7yqgw5EfoyWMaterHt50DF48GDx1FNPiX322UdGKm655RZx+OGHy6FLqUwhVZNI8ThukIo4btK+SYPT43a3cbMSq1DuMU6TWynKUz2Om/fc09IMIkFfqOQn51g5demcxjZbkLfhxw3yJ0aF73/O/ik9V+nKUvkTDvS8x+aJQX8aFFWMZ5Q31vfkdasgD64q/u83cYwDwd07d8sLlk19Hux0jtPpdWzH9miGjBDHbMnkTOW+EUbtvILixAURp9qqOYmZMwnrtu8S2VlZstjPbYJw0HHiiSdq/z/ggAOkWO7atat48cUXZctMv08iTUUcK7cpXfGyZXH8Nm5AiYGKzRXSOcPpfVU0pXeOtdzxttScY9nvt34Dkw5aw/izYyQqsvOyIE8JW+Xup4K+YHPmNTNlBAfZ8kQDQLxwjovbFcv19VtBnvpsAqfEMZ1jH8CWTM65fIoWRbnihlP2lcVURg5fEJy4IBO0wTJBOJMQtIMOuMR77723WLp0qTjuuOO0KaR69zjRFFI1iRQXN0hFHGsRhjQL2JRzbNSpAmBghRKtEMjoXpHIOQZWnGMljpt2bipFgnTpXC7KsxKrUC3d7MgcJ3KO4Wbv3LzTVnGM/7/5xzfF79/+fcLR0XZMbktVHPvNOdaL44rNFbYX5KV7IBLYPsd+goVgzrt8YEt5tRTG8QYzBMGJCzpBGiwTlDMJQTro2LFjh1i2bJk4//zzAzGF1Gq3CjsmawE4wduWb0sYq0CRHgQyXE7kjhOJY7X8qTjHTTt5J47NxCog4nCxowBKOccQNhBERhES5RqDLUu3yLyw6mqQijgecMkA8e3T34qlM5bKHLLmHBtMx/PKOfZjQV6Uc7w5tWVz0jnWtke2cksdFoL5x+VTThycN68KrYg/CFIhod29nO3i6quvli3aVqxYIT799FNx+umni5ycHHHOOedETSGdPXu2LNC76KKLfDWFNKVYhQ3iBblTVWTUpENdhtlM7tioz3EqzjHy0sr5atqxThwDN8UxOmNor7+Rc6wTzBDRdsQqIEgxXTBRtEIvjvF6bF+dWkGoWl50Wjjq5rphZDOunCE2Ldpkzjl2qVuFKvys3OKzWEX9WQWQqqudaAgIYKzCY4Jw+jaTXL4gOXHEOXgmIX1+/fVXKYQ3b94sWrduLYYOHSrbtOH/QZhCmkorNzuEpBJOcHwTja2FW7zxx41axwq7nGPlGkMsQmx6IY7lstZ/6IycY7h9qlgMQsmOvrJoUwc3HgcbiFbANY+l9Jc94lhNMSzpXJL6gJPiPHHgRQeKBdMWiLVfrxXzHplnKnPsZqwChDJWUeVcQR77HGfQ6Vs/Y3deOEin/4lzBC3T6zemTp2a8HY1hRQXP5JOQR4m0qV7yj2ZCxrb69iuzLE+UhHlhrsojlWkItHrj9cH64zXy66JZMgdQxxXbEruHKvcsZqMmOp7jGLK3zz5G/H4oMe1MwZxnWOXx0cHIlaxJbVlw2fU8VgFnePUYSFY+tDlI07BMwmZSzoFeSpaoR/CYbc4LmxTqA2lwGhorUeuUbcKK85xfVSgSce6SIcXzrFyVrHs8Q4wosSxDbEKMx0rlDhGb1yIK1U4aZXY5W3Xr50YOmGo+Oi2jxI6x26Pj1axCj87xzudyhwHoCAvOxOEHYj9CqCwMw/zwiTTMr3Ev85xOmIyFedYFnLVuwLpZo4bOMceiGMzr4HKIuO+djl1yTpWqFhF5yGd0+pYYbR+h//f4aL1vnWRI4wh9ypWgbx3rHPs91ZuqaDW0e4hIHj96ByH4PRtmAaP0OUjhHgpjuU44frTV6kKGLPiGJljULGhQjvtLccOxzhhqWaOPRXHCTpVGLVzc9s5xpjwXz76xVZxDOE7avYo+bjxRo+74RyruIF+G0ORJlqfxStecxs/d6vYjVHrNXVHqswcB1TYhXHwCPPChBBbxbGFaASKutJtfZaKcxwvb6wXx2ad47JfyzwXx4l6HCvU64MDA3Ugkq4YUeLYyDlGdEUdOPQY1kN8eNOHYsuyLfL6RIWTVt5jONd9R9adSU7oHDvYrUL/2PrhGuiiopz1TOhznJNiQZ6KVCTbfu0g1LEKr07fqsEjsW3k1OAR3E4IIZmKEpNWnOMoMbnLHXGMzHEicazFKnSCIkzO8Y51OxpclypK/Bk5xzvW7tCmEXY4qIMUT3BZYztYJEP1Zk5led0YAqIXx9j2VXGgn6IVdsYqcmx2jlWkAq+d1YMmq2SMOPbL4BGA23E/QgjJRFKJVdjR3cG0OG5r4BzH5I2DGquw4hwrcYzsaDyhY0esQkUq8LogXtBir7oieatFefpOHInEvxFq/ZyMVWjiOEvIvs9qm/JTUZ7+NdyZbqwiTlQk1QiL9vl1OG8MKI5thoNHCCHE5BCKVJ1jl2IVEL3bV21P7hybiFVgnZUIihXHTrcPS9k5XrvDtnxnooK8bb/UTS0s6VoSNb3Qau5Yvb+piHk3CvL0jipiQmqb8lM7t90Vez5b2GZT+aw55Ry71akCUBzbDAePEEJIfKT4qD9xZlUcp3vq26w4hnBUy7Zp4SbDNm5WnWPVxg2OrTqdnpOf48tuFbHOsR2jes04xyVd6sRxy71bpuYcp1E86EZBnhKNSoirbcpPznFsRGhnCsvmdKyCznEA4eARQggxt/NV4tI157jcvHhS0QoljhM5x2bEcdnqPcV4cA2DFKuwQ4wo5xhiSw3kUKhssRLH6TrHqYhjNwvylGjUnOOQiePaZENAUnTp6RyHYPBIvHI/XI/bOXiEEJKJqJ0viq+stq9KtyCvesee0cLJUNGKROLYSrcKLW/ccc/oZC8L8kyJ47X2Ocf61y+2C4LmHNfHKlr2qneOF7vvHLsVq9A7x34tyEulYwU6jGCCJaBzTDQ4eIQQQuzvVOFmQZ5eHCvhYhSrsOIcxxbjee0cm8kco8WY/vd0wMGQEsix0YrYWIVyjret2Ka1BXNcHLtYkBco53iztWXTO+/xhoCk28qNznFA4UQ5QggxJtViPDcL8vSxCoVdznGTTk0C4xwr7BIjWu54U4VhrKJZ17rpdU06NJHbBwY+bFteV6znWqzCRedYbVN+dI5z6gWsVeGuF8eOtXIrdrbHccYMAfECTpQjfiVMkxsTkSnrmUni2K6CPDMDBPRDGuzIHAfROY73ezq5482LNkd1rKgsrZRT4kDTznWvDTLZLXq2EOu/Wy+L8lSBXlgK8jRx7ONWbiWdS8SWpVusxyp0UwDjxaaC0K2C4thBOFGO+I0wTm7M5PUMIoFxjmPFcXObMsc+EcdWnGO7nDqjjhXKNS5sVRgl2CGIIY6tFOXZ4RzDrU5lMl/YYhVNOzeV4jhV5xgxmqw4ZoQWj2Kf44ZMmjRJdOvWTeTn54vBgweLL774wqtFISQjyJTJjZmynhktjh2ekBdm59hKKzenYhV65zg2b6xQuWMr7dzscI6d7FihttvYgjw/9TnWxHGnpmlljuPljYPiHHsijl944QUxfvx4cdNNN4mvv/5a9OvXTwwfPlxs2LDBi8UhJPRkyuTGTFnPIKN2vlbbuEWd+nbBOS5uWxz1e6I+x8mcYwgGTNvzhTi2MAQk3u92jpDWBoDEEcdbFm+xHhlJwzl2MnccNOc4HXGcaAhLqvGo0HeruPfee8WYMWPERRddJPr27SseeeQRUVhYKJ588knD++/atUts37496kIIMU+mTG7MlPUMMsplDVKsAqN+Gzdt6FapdUjmHJetLZMbHwQD4gNBi1XYJUYMYxUxbdwUWjs3l5xjvdPpVO44UUEeJkd6DTqDqMxwSee698NyrKI6uTimc2xAVVWVmDdvnhg2bNiehcjOlr/PnTvX8G8mTpwoSkpKtEvnzp1dXGJCgk+mTG7MlPXM2FhFGh0FMHhC7YytimPkjdXgDsNYReXuhOJG61TRsUnU42Sqc6yPVWxfuT2hcwzxbPb1SUcc431Rgs4157g+x47rY1uoeYH+IK9p/RkOqwV5Zpxj9jk2YNOmTaKmpka0bds26nr8vm7dOsO/mTBhgigtLdUuq1atcmlpCQkHmTK5MVPWM8h4VZCnRKFZ8VTQskArKDKKVMRGQxItk1HeOFDOcbFzzrEWq4hxjnFwIkVQRIitP291XBy70bEiVjjiPVCOtR+iFZpAz6prpwdSLchLNOAn5YK8MDvHqdC4cWPRtGnTqAshxDyZMrkxU9YzyHhVkKeEk5zMl8DVUqBbgYpAGBXj6Z3jZNEKP4ljM86xFP26D5FdYsTIOY5XkAcnV7VwMxutSFccO93rWBOO9SIc66jcYz/0OtZ/Ngta1uehN++0FPlwxTm26WDNV+K4VatWIicnR6xfvz7qevzerl07txeHkIwgUyY3Zsp6ikzvc1xpXbzohZNRRCJRtMKojZsS2rgkK8rzizjGWF/t9U/gHOP10QsQ253jTRVyWSCkytaUGYpjfe7YbDs3u5xjp7pVGAlHPxXl6Q+cClsWphT5sCKOcRBiRXiHupVbXl6eGDhwoJg1a5Z2XW1trfx9yJAhbi8OIRlDpkxuzJT1zMRuFWnFKlIQTmpKXjznWL8eiZzjsl/LfCGOpYCv1yLJXococWxXQV69E49ewhhNvX319rpCxcY5DVrnRbVzW+yuc+xWrMJv4lh/4JpblKstp5WOFaqgz0y3ChwgoRbADBDRoR8CgjZuo0aNEoMGDRIHH3ywuP/++0V5ebnsXkEIcY5MmdyYKeuZqQV56cQqLInjesGW3yJ+Rh3RCuy0vXCOMVlu9o2zxX7n7Cc6De5kOm+sljsR+tiFXc4x3j8IbbxeiFbsWLdDc42N3HytnZtbzrHLBXl+63Ws/2xmIfLRokC+RyjKM3L20+1zrLb9RPlk7X47d0sx7ZZz7Ik4Puuss8TGjRvFjTfeKIvw+vfvL2bMmNGgSC8eyoZnSzdCUmPf1rnyAsp31LlaYSRI66m+z/zQ0imMrdxSEU5KnDXv3jwt51g6pEnEMd53s3EPxcLXForPH/hcbF22VZzzxjmmT5tL8ZPkQNGJWIXKHUMcI1qhpuM169rM8L5W27kFrSDPz84xQO4Y4tjKspmKVcT2lK6r/TOVN06Wlw/8+Ohx48bJSyqUldXt5NjSjRASNvD9hpaVYcWOgrxUnL1UhNNh1xwm2vVvJ3qe0DPufZQDG885xihilauNJ44RLcDpaDOFgnpUERciCnZ1qlDoXyc7T2Mjd4zuE+hYoYrxmnZpmvDgpGx1mdxukm0zgSnIM3CO/VaQFyXcN9srjnFgBmcZ27zpNn1lupoBF84AeiaO06FDhw6ynVuTJtE9I804MxDU+Nswd7zIhPXkOoaHTFhPM+sI5xDCGN9vYcaOgjy3nGPct8/pfRLeJ5lzXL6+XGZsMUhEZZiNHDR5etmiOFZumlo3OzpVKPSvkxkxnUrHCtXGLZ5zjKIwCDQ4l1uWbhFtD2ibuNjQgvg3gs5x9GezsL4oz5JzbGIIiDowrKquMv1au9njOLDiGENDOnVKnq+KR6a0g8uE9eQ6hodMWM9k6xhmx9jzPsdpuoqpOsfaAJD2TWR7OCMxptbJaAqfmXXS93C22znG+xS73Hb1Oo43ACTWPV79+WpZlJdIHOs7KqTtHDvVrWJXsMRxfn3W3sogEDPOsXqt4Qan4hy7QSD6HBNCCAkH2g44SUGYUwV5ucX2uaBmnGP9dDzDqWw2uOGmnWMLBwjqPnaLESWO4RzH63GcSu5Yew2yUtu2vCrI81Wf45iDp8JUnGMTQ0BSOdBVzrEbnSoAxTEhhJDQO8dqx++2c6wGXhS3K7bfDa930/RdKOyKVaiDCLtfLxWrgHMcbzpeKh0rNOFflHomlbGKhgV5TmSOo3pKmzwQcbPHccaJY0zau+mmm+TPMJMJ68l1DA+ZsJ6ZsI5mUSIyLLGKZM4xujLoe/w6sU74aabLSSqxCrvFiHKON/20SXvNYgsV0xLHaby/Xhbk+a2VW6oFeWb6HKey3bvZ4ziwmeNUwY7p5ptvFmEnE9aT6xgeMmE9M2EdXZ2Q51K3CkvOcZwpYkpYKBfOCecYxWj4+2RxglQK8pxyjtd/Xzclt7h9cVRhYrqxinSWl86xDQV5VfV9jvOybR0F73ZBXkY5x4QQQrwlbAV5yjmOF6twwzk2G61IyTl2KHOsHMZkwyWUc4yuHxh6klT42yCOHR8f3bihON5Vuku2/fOjc1yRSkFessyxqh+wWpBHcUwIISRM4NS/5xPyisIXq4j9f9IhICbEseoM0bafueFcVp1jRTJxnF+SL/Kb5UcVN4YqVlG/blb6VbueOd5if+aYBXmEEEIc484775RdD6688krtusrKSjF27FjRsmVLUVxcLEaOHCnWr687je0lUnREokWlFdQOFX2Da3fXBqKVm4pVqFPUdopj/dQwM+3ctKJEEwcI3Y/uLsavHi+GTRwm7CT2ICFRMZ5CE2kJcrm2xCry3I9VwGFVbqjX0YpEsYqIycmdjhXk0TkmhBBihi+//FI8+uij4oADDoi6/qqrrhJvvPGGmDZtmpgzZ45Ys2aNOOOMM4TX6HO56cQqUhGTYS7Ii/2/Xa9Bkw5NbJ9GBtda/z4mc47N5nLtzBy76Rz7qZ2bJo6LomMVOBhF7MPuISCAfY59wKRJk0S3bt1Efn6+GDx4sPjiiy9EUPnoo4/EqaeeKqdpwTV69dVXo27HUd6NN94o2rdvLwoKCsSwYcPEkiVLRJCYOHGiOOigg+QkxDZt2ojTTjtNLFq0KOo+fnXIrPDwww9LcaMGRAwZMkS88847oVrHILudVkDRHdZLf+ndu7cj67hjxw5x7rnniscff1w0b95cu760tFQ88cQT4t577xXHHHOMGDhwoJg8ebL49NNPxWeffSa8RLmr2Y2yk2YSjYgammHR3XPaOU5bHKcSFakXDE5kjp0CnwmVO040Hc+qeLQzVuGmc+ynojxt+yjM1bZN9X+zy6YV5OXaW5Cn3l/GKmzmhRdeEOPHj5ftlL7++mvRr18/MXz4cLFhwwYRRMrLy+U6QPAbcffdd4sHH3xQPPLII+Lzzz8XRUVFcn2xcw4KcLwgJLBDnzlzpqiurhbHH3+8XHe/O2RWwLRHiMV58+aJr776SgqaESNGiB9//DE06xhkt9Mq++67r1i7dq12+fjjjx1ZR3w2Tj75ZHngqwfbET4r+ush0Lt06SLmzp0b9/F27dolx1zrL3aTTt4YYFIbhLUfnWOjWAVcNFVEZne3CsRK9H9jJXNsd+46ndyx3c5xOkNePHOO/SKODT6fBRaL8mqrTLZys1iQx/HRDgEXZcyYMeKiiy6Sv0M0vvXWW+LJJ58Uf/3rX0XQOPHEE+XFCLjG999/v7j++uulyALPPPOMaNu2rXSYzz77bBEEZsyYEfX7U089JR1k7PyPOOIIzSGbMmWKFJQADlmfPn2koD7kkENEEMAZAD1///vfpZuMdYBwDsM6Grmdt99+u3Z9WN5L0KhRI9GuXbsG19u5jlOnTpUH+TjQiGXdunUiLy9PNGsW7cjh84/bEp2pueWWW4STpCuOlYCBMLQqYLxwjlXeGNEEfeGVHeI4NmNsJXPspXMM9M6xmcyx1gvY4ViF4+Oj44hjv/Q6NhTHLQtkIaRV5zhp5jg/x9d9jjPCOa6qqpKCSu+kZGdny98TOSlBZfny5XInqF/fkpISGSUJ8vpCXIAWLVqk5ZD5mZqaGil84I4jXhG2dbTb7fQjiC8h7tSjRw95ILBy5Upb13HVqlXiiiuuEM8995yMiNnFhAkT5GdMXfA8fhTHqYhJGAZeOMcqUgH3Da63reJYF6kIqnOM9yLeQYOhs+pSQZ5jzvGu4DnHhaooz+QgENOZY4udQegcO8CmTZuk6IBzoge/L1y4UIQN5Q4ZrW8i58jP1NbWynzqYYcdJvbbb7+0HDI/8v3330sxjNgLsqjTp08Xffv2FfPnzw/NOjrhdvoNHIDiDMc+++wjIxVwYg8//HDxww8/2LaOENmIgw0YMEC7Dt9vqEP497//Ld59911pCGzbti3quZBtNnK09YNKnJ7g55U4lq5ufbG9m86xOhUdL1KRljiOEcNByRzrnWNEKpBBToYSj5Vb4scCq3dUB3IIiN459k1BXmHDWIXdzjEn5BFik+MIgaHPb4YJiCkIYTh2L730khg1apTMpIYF5XYiO26n2+k39FEnZKohlrt27SpefPFFWRhrB8cee6w8mNKDuBhc6Ouuu0507txZ5ObmilmzZsmCP4BCVjjYOADzw843lTZu6RRN6YVkOsI8Vec4XjGeneI4SM6xJo5NRCrMxg6C2ufY785xQUtrmWPTQ0B8PiEvI8Rxq1atRE5OToOq8GROSlBR64T1Q7cKBX7v37+/CBrjxo0Tb775pnTGkMHVr2cqDpkfgaPYs2dP+X90F4C7+sADD4izzjorFOvolNvpd7Aue++9t1i6dKk47rjjbFlHdG9RZ08UKLhFBwx1/ejRo2UBMiJI6IBy2WWXSWHsdXZbuatuO8dasVZRrv2tyRI5xw6KY32PY7OZY7d7xcaj5/Ce4stJX4p9f7evqfu73cotE7tVqBHkcZ3jzTZnjtVrbWK718eimDm2WXhAcMBJ0Z+mx+9eOylO0L17d7mz1a8vKs/RtSJI64sPBIQxIgYffPCBXC89eE+VQ6bwi0OWLtg+0T0gLOuo3E644+oyaNAgmclV/w/DehoVIC5btkwepLr5Xt53333ilFNOkc4xilfxffDKK68Ir7GrIM+qu+dU3li/Lgkzxy7EKsw4x25PGYtH+wHtxfhfx4v+F5oza1QrN9cK8jKwz7G+B3me7syC1Sl5aiy42VhFTWWNuWVzKBaV0c4xgIuCU9XYCR988MGymwOKnlT3iiDudOFG6YvwIDLgFKHAB/lcdAPo1auXFJU33HCDLBJCr+AgRSlQ2f/aa69Jt0zlMlFciFPU+OlXh8xqIRROx+N9Kysrk+v84YcfSjc1LOsYZLfTCldffbXsPoIoBdq0oXUkzlqdc845jr6X2F70ILqCNo/xWj16hVeZYyfFcaIhINp0PCdiFTEFeSpzm0iYKdHXuKm34tgqWubY4T7H2oGXA90qYPb42TnWi+NGuiEtlgvyzGaOLcSjtG09y728fMaIY5ye3rhxoxyMAZGFeAFahcUWrQUF9MM9+uijtd+xwwU4AEBB0LXXXivF/yWXXCJP4w4dOlSub5DynmhnBo466qio69H+6sILL9QcMnQegUMGpxW9nB966CERJBA3uOCCC2QBFwQUsqoQxjgNH5Z1NEMY1vPXX3+VQnjz5s2idevW8nOHNm34f1jWMR3CKI4TjY+2Eqsw46AldI6TxCr0MQy33De70ItHnP43isb4fXy0fty5EoZ+auWmrwfI0r2+qRbkmR4CYuJzrOWNi/NMFXDaQcaIY4BT9LiEAQjGRLPOsQHdeuut8hJUzMxy96tDZgX0vg37OgbZ7bTakSMRYVhHz8VxGgV5TjvH+M7S77w1cVzvvnkZq1DuG5ZXDVIJCko8QhhDKOWX5Md/j4v8GavQu9GJnOPYbcjrz2ZBqgV5ZmMVJl5rtztVgGB9QgghhAQWW7pV+NQ5hnBTeUs3YhXKTVPCKlkrNzWpL2iRCvUaq9fJKFphVx9rJwvyzIhjCMV4Y8g9E8ctnGnlZqUgz+1OFYDimBBCSLgL8sqdd46NohVutHIrblcc9bvfi/FSJZFIgyBTsQW/FuRp4jhLiKycaGdYxgXqr/MqWhHvs1lYf9ajclulqK2JPvhLawiIhe2ezjEhhJDQosRjmDLHUgTUa51Y18/RbhVlMeI4WeY4wM5xslyu3jVPp2DLDecY20tsbAK/W3VoS1eWim2/bHPNORYRc900TPc5thCPonNMCCEktOyu2B06cQxhY1SUBwdNCVI/OMd+6XGcKonEo1p3iNtkosyUc+xAt4pkcQMz7eq0x6quEY8NfExe7FpWJY5jM9vZjbK1AypTy+bAhDxt23WxkJTimBBCSOBiFX4pyIvXzk3ljVH5n98s3zFxXNSuyFzmOOixigTi0a73Vwk6xCrMFIRbQUU14opjE+3q9GckcME2tmPdDluWT515MPpsFlgoynOkIM/lASCA4pgQQkhGtHJzqkeqkXOsRSpaFIjsnGxbCpMSxip2hDtWkUg82iaO698LEFtc6bhzbCFWobYtUL6h3PHPZoGFZTM7BIQFeYQQQoh+B1wvJt0qmlIDMtx0jpXLlihvbGesAgVpiU6xBz1Wkd8i33HnWN9/2O7ccTJxbKXXsdviuNDCIBAn+hx7se1SHJPA9shF1s+LfpCZuL7dunWTz40BM4QE1Tl2Shwnco4T5Y3taOVW3LZOHCdzj71w3xyJVRiIRyecY7s7VtjpHOtF6o71O+xts1jYsM2i2ViFbGdY3zXEzgl5XkSCKI5JQrZu3SpHNSthtmTJkrQfEwJLPV7sBc8FIfa73/1OvPPOO8LvQjV2kAUhJLO6VcR1jh0Wx2qd4DgqIZJQHIclVrHFuVgF4i+qpZrdRXmmxfHm4MYqaurbuFnNHCfLd9M5Jr7jueeeE5WVe76MnnzySVsfv1WrVnKENy5t2rQRu3fvFr/88ouYNm2aOOmkk8TFF19s+HeFhYVin332kRdCSDDwrM+xW85x/frpRY6VWIWVIjB9kZJar0Tt3LzoFWsnWuzAwViFkyOkk4njwtZ1B1EVGyv8J45bmhPu+py2WXFs5kCEfY6Jb0cbX3bZZfLn008/LWpq7Dui/vLLL8W6devkZf369WLXrl1i/vz54rjjjpO3T548WTz//PMN/u7ggw8WCxculBdCSDAIa6xCOcfpxCr0p6STISfC6dpbqULDTHCOnYxVODkIRAlAfa5ZT1Hruq4j5RuTi119vKF8vb3i2Gj8doFZ5zjBFMBEEZZkn2UW5BFf8fXXX0uh2qxZM3H33XeL7t27i7Vr14q3337bsefMzs4W/fr1E9OnTxclJSXyuldffdWx5yOEBEwcW8gquu0cpxOrsCL4oybCNcnT1itRO7dM6HNsi3Pc2P/O8c5NO+13jsvTL8ir0U0BTNShJfZ1SLbdO/35NYLimCR1jc866yyRn58vLrjgAkeiFUYUFRWJnj17yv/v2LEjpQK177//Xi57u3bt5PL36NFDOuAbNmzwpMCturpavP766+KSSy4RgwYNEu3btxd5eXkyTjJ8+HDpkJs9rfrVV1+J3/72t/IxsG54ra655hqxbVviiUlVVVXioYceEkcffbSMtOD58fqMGDHCtxlvEg6wbWtFP7qRy2F1jpWQUMLCVIcEk+ukd4jh9Cm3z0xBXlBjFaogz8lWbm44x/HEsSXn2K+Z4ypzPY4B9r1mI1KMVRDfgJzxlClT5P+VKMZPbNBvvvmmjEA4SUVFhVi6dKn8fyq5YjjPAwcOFC+++KJc1tzcXOl6//vf/xb9+/cXK1asEG7zySefSBH6+OOPi3nz5sl1hLDduHGjeO+998Tvf/97KeZraxOfWn3ttdfEYYcdJl5++WX5GBAdy5YtE//85z8Trhuy3AMGDBBjx46VBwdbtmyR2W28PhDtyHhfeumlDq09yXTkDrD+2C+ssYpUnGMMCdFyrmbFcb1YwGuBCWZmMsdhiVXgvYzNqIbJOYYAra2pNR+rcDFzXJGkW4UVcWzls8xYBfENEF5wIeFIHnroofI6OK9Dhw6VRXPPPPOMI88LoQfHd+TIkaK0tFR2r4CYs8LPP/8szjvvPOnUQgzCZS0rK5NCcubMmdItHT9+vHAbCNE//vGPchmwbrhs375dbN68WTzwwAOiadOmshARAj4Ro0aNku/JggUL5GOUl5eLF154QTRv3lwKYHT6iM2F4z4nnHCC+PHHH8VRRx0lxfHOnTvle4zLvffeK4qLi8Ujjzwil4UQu9G7qm4W5GGHrXbafmzllorg18RgvVgwkzkOeqyicUljebreKHfsiHPscrcK7QxDJHl8IdY5Rl7dD32Oa6pTFMdJDkToHBPfRSqUa6ywO1px0EEHydP66tK4cWNxwAEHSPF22mmnic8++0zstddelh7zjjvukEIYcQUIUTjIAK73sGHDxLvvvitvdxsUEUJ8YhkghBUtWrQQl19+ufaaP/jggwkfB509kPvu06eP/L1Ro0ZSEMMlV0WOr7zyStTfQPyiePHII4+ULjV+4rUGyHZfddVV2gHP7bffLg+ACLETtfOF05mTa27naYuQ1LmpRsVGXg8BSWWdNCetXgyayRwHPVaBDGt+Sb5htMKJbhVuxyrwuVDueLJohV4cR2oipgaH2BGrqDJw7Q3X0eTnW6sfSLDdQ/jHHgy6AcUxMXReVSb3/PPPj7oNIgxuLoTWp59+mvZzbdq0SZ7WVxe4vQBdK+BorlmzxrLzDNcbICIA4RkLYhpYD79x8skny5+ISKB7RzyQLcZ7EAtEt3L5p06dGnWbEt5wzBExMQIHIxDteE8Q+yDEb8V4ZneoetSOFaLErKOVrnMMB21X6S7HnWMldJM5xyjeU8I9qLGKRNnXIMQq1OMl2gbVtpKoKA8CVDmpENR2RSsSfT7zm+Xvce0T5I6diFXoD27pHBNPQfs0iMzDDz9cDuTQA/EEEaUXXOmwfPly+VzqAlH8008/SQH40UcfScGIAjIrwl4VpcEdjQeiBV6AeMc//vEPuWxwthHxUIWBiF0ofv3117iPccwxxyS9DVESxerVq2XcAowePTrKqddfUNynih/V/QnxnTg2eSrWzUr3WOdYnX5GnlgKC6diFTHOcbzMsXKNgxyrSNTrOEgFedl58WWX1rFC5wzHos5IYNtq1r2Zbe3ctM9n/YGWHjyXNqHQRnFsJiKlDgSwDOkU8lrFvWcigQDFYGpEcGykQp95RWcFnMZHPhVZVbuAWOzdu7e466675Kl9xAGuuOIK2c3BTLwCxW2KDh06xL1fx44dhdssXrxYHHvssVHCF4IYrfLQwg6oQkdkhFNZdnUbOnIo9O47XGEzeBE7IeHGjk4VdghJN1q5KQEDMZespVVK66TrcSx/JulWoYrx8DzpRFr82us4CM6xGeFopmOFEs6I6xS3KxZblmxx3DlWzwdhnKgoTw0BsdM51keI3OwuReeYRIE8rhJvf/jDHwxHPKOwC8BlVDlXJ8DzA4hkFKpZxc0Pkhkuuugi+drCjcf6oBAPIhhCFjEKOLwKK5OykqEvzoMrr3fq410uvPBC256fEDudY6sFeW46xypWYaUYL3aUrhliM5jJMsdBL8ZLFqvQevQauJ5BaeVmttexftsqbltnTNkijhP0OY4qyjPhHGfnZtt2FsiLvDGgOCZRWI1K2BGtiEfXrl2j4hdmaN26tfb/RHllvRB1g1WrVmkZbbju6FEcm4dOlDM2u+zqNkQ2FIhMKBiXIF6hXFXbYhUmxy2rnb6rznGK4jjdgry4znHAi/FiYxWOFuSpgy+Xu1XoxXEi51jfP7uwTd39d6xvOAsg1R7kcZ3jFslHSFvOHJuoH/Bq7DnFMYmKJKDfLXjppZdkPjbe5YsvvpD3g+BbtGiRI8ujjx9gKIgZ0G4OMQWAosJ4JLrNKXGsOPDAAw3v8/7775t6rNmzZye9DUNGFHCqVdzijTfeML3MhPi5IM+sgHElVlG/Tg2c4yQDQOyKiiQryAt6j2NXC/LyvI9VmHWOi9oU2eIc67e7RLEKkChW4URBnhc9jgHFMdH473//K7tFoLXXqaeeKrPE8S5owYZssJPusRpCEiv2kkUpzjjjDPl/tE3bunVrg/ssWbLE0TiIEWoUNvj2228b3I4DDrRQMwOGfWBIi5EwxqARgGEiesaMGaO9V998803Cx8dwEEL8XpBn9tS3lwV5Ba0KzP19mn2OMyZWYVAUhoEZatuy1Tl2KFahP7hLJ1aBbUuJ44oN6dWIqNdPfxYklSl5qfY5NlOQR+eYeIYSuZjihsK4ZJx55pnyJ/rj2tkXF4L2/vvvl/2KlfOpBK8ZJkyYIFudobjt+OOP18QgTh198MEHsrhP3xkiHTCEA0VuiS54XvQk7tKli/ybiy++OKpV2ty5c2X3DCMhbwQm/aGLh3Ls8drD6UdUA2DwSezr9Ze//EXsv//+UlRjdDQGjSDzrECHD4yPRhEmupQQ4vfMsVkx6WZBXrqZY6cL8sLiHOtjFXphZ2e3Ct8W5G3ec1ZCZY7TjVWo1xDLptrDxXOO7YxVaMWPPnSO2a2CSDBsAxPX9KI3GbjfbbfdJkXoW2+9JUW1VeBA5+Ts+SDBuYZIVFlCCEqMq8aYZbNgqh8E+znnnCNbmkEsNmnSRBamoQsDIgbogoECOTUII1VUW7tEYH0Q9Zg0aZI4/fTT5ZQ6OOFKoGOZEBvBWGj0Kk7G008/LV97OPdwpCF40QJPvV4QyhgMogdu/4wZM+TkQbzXl112mRw8gr9HhxJM6tO/foQ4Jo7jOFNmwdkh7HyxIzYjYJRgzC1Ov1jLrHPsVqxCuWlmW7kFPXNs5F6q10K2+tKdVfCbc1xblbyTgxnneOemnbbHKswcuBZaKMgzPQTETEEenWPiB9cYYgluqxngRKopbalGK2KHgECktWzZUjqpELAQkvvuu6/lx4WLCmEMEYkiPYhHTJZDWzg4ySrmoPLJbnDKKadovZvxvHB8W7VqJUU6nGS0eTMDDkKQ9YbQxUEDDiS6d+8u3eH58+fL/xuB1nYff/yxLAj8zW9+I/saQ5hXVVVJdx5RGjj2WEZCHGvlVpi+gLEiJjXn2KHpeEbOsVY0ZdI5zslP7qClkzkOS6xC63Osa+Wmfy3s6FDkB+cYB1fxik2dyBwn6nHsZEEenWPiex5//HF5sYpym62ANmHptgqDeE5Wqd6vX7+42WI1JCMV4W3mueMxZMgQ6YTHI97jxj4nnGc4xFaBS3/22WfLixVWrFhh+bkIcSJWYXan6mXm2PVYRZLMcdhiFUbOsV3vrzY+2sNuFZhoWLmtUstY69GPJS9qW6RtDzgwS/WsTLI2bnpxGu8AzLEJeS58fo2gc0wysivHf/7zH/l/1bOZEOIsylW1Qxxb6QscysxxbEFessyxR+6bk+JYmQW2i2OHC/ISCUe41uo9ijclT79t4WBHPV467rGZA9dc1ZFFl/G2awiImYI8dqsgxAYefPBBceedd4qlS5dqxYKIVrz99tviiCOOkIM3ELdAcRwhJFjOcUqxChecY4gDdE/Qu3tu9jmGAFMdA/yQ27Qb5aRGaiLa+2r3++vlEBD9AVW83LFeHCNGYke0wsxnM68oca49pSEg7HNMiLv8/PPPsmtFr169ZC4XOWYUpSHvu3DhQpk5RuQC1xNCnGd3hT1DQKzmQt10jlWEYVfpLlecYyUY9FlRo2hFWGIVOAhRzq6KVjjlHNudOVaPl0wcJ+pYAfGpxKIqkFPRCj84xzUpxioSHYgwc0yIjYwaNUrma1FchqlxaFuG9m4oVkMrNxTmqcEYhJDgdKvwpXOs65JQtrpM656Q3yzflSEgqgUXsqpw9mKfNywFeXBK4R7vWLejrp1b1xA6xwk6VqgzEvptS3OO1zssjovsF8dmagfoHBNiI5hCd88994gvv/xSjpFGpAKdMDCA4+6776YwJoHm4YcfFgcccIBo2rSpvKDQE32qFWjvN3bsWO2MCTqboBuMl4S5IA9iRS1T6apSrbNCdk627eIYWdvYdYJoTNSxIizOsVFRnmOZYw8K8pI5x9oAkJYFcpuT92/jvnMciVM4nuoQED92q6A4JoSQgNGpUyeZqUcLQHReOeaYY2SLP7Q+BFdddZUcFT5t2jQxZ84ceYBoZZBOUDLHfinI0zvi21dttxSpMJu9jHod67WJXjBovY6NxHFI+hwnEsd29bH2cnx0UufYoH+2rbGKBK3c8lQrxEj87dRy5tjHfY4ZqyCEkICBntR6/v73v0s3GQNeIJzRdxzj1yGaweTJk2VPctx+yCGHhKZbhV+cY60ob9se59iSOLayPvViQWRFv5aJ2rmFJVZh1Os4k2IVRv2z3YpVNKovOpX3LzduG2c5c2zioDC2+NQt6BwTQkiAweTHqVOnivLychmvgJuMSZP6aYuYpojpiRhVHg8VPdJffOsc+6wgz9A5NjkdLx2xrx96kaidG2MV3hfkacJRN/481ViFoThOwzlWHSgSfTazc7K17TRe7tiJgrzYtoVuQXFMCCEB5Pvvv5d5YoxA/9Of/iSmT58u+vbtK9atWyfy8vIaTH/EhEjcFo+JEyfKLi7q0rlz58C3covURjQn1RXnWCeOC1oVuOqExxshjdZy6rUPQ6xCOceyIC/DnGMtc6zbtorbFruSOdbfHq+dm9U+x8lqB/SfXxbkEUIISco+++wjx4V//vnn4tJLL5UdWlKZWKlA68PS0lLtsmrVqsAX5OkdLtec419TyBxbEMfxTjPHK8jT/x6GWEWsc2z3wY/jznE6BXmbDTLH9c7xjvU7HG+zmJuknZu2jrn2FOR5ue0yc0wIIQEE7nDPnj3l/wcOHCg7szzwwAPirLPOElVVVWLbtm1R7jG6VbRr1y7u48GBxsUp1A5Vn110uiBP27lm2fO8CZep/vG1zLHDsYpYJy1e5lhFKiDKlCsaZJyOVWjOcZX3zjG6QuijMzs3xc8cy/vXRrQuFo44x0W5CceUpzw+Os6BiDoQzMrJimqX6AZ0jgkhJATU1tbK3DCEcm5urpg1a5Z226JFi8TKlStlJtkLsJP3IlYRL5/rpHO8e+duZwvy4sUq4mSOw1SMp5+S51SsQgk7r2IVyjnGthDr0BpljpWYhjBWBwxOxyqq7cocJynI03eqcPrz22DZXH02QgghaYMIxIknniiL7MrKymRnig8//FC8++67Mi88evRoMX78eNGiRQvZB/myyy6TwtirThVyp1nffszWWEWSU99uFeOBWGfa6W4VDWIVxcZ50DAV4yV0jlWrMR/GKnBwaFY4wp3F9oBtAW6wfr2MxpIjwoDXBK8HcsdWtjuFErvJXsO8JCOk7S7I86rHMaA4JoSQgLFhwwZxwQUXiLVr10oxjIEgEMbHHXecvP2+++4T2dnZcvgH3GRMhXzooYc8W1690+Sqc1zunjiObW2lFzCOOMdNzDnHYepxHNXKzelYhY3OcaQmoh0cJhOOcEghcJFdR+64WbdmCZ1jFa3A64Hcceu+rT1zjmttLsjzqscxoDgmhJCAgT7GicjPzxeTJk2SFz+gdqYYcWy2WMeU41RZk3HOcbyCvHiZ49DFKpRz7FCfYyecY/1jmRGOiEpAHMd2rEgkjjct3JRyxwrLmeOKanuHgCQpyHO7xzFg5pgQQoij2Jk3ttLnOGjiGA5j7e46982qcxyvW0VYYxUQ/RhX7JRzLN+LmsTvhVn0xX1mxLFRxwo8hjrQiS32THdKnpk+x1HOsc0FedjmjV5rL2MVFMeEEEIcxc5OFakW5Lkaq8gSIr9Z3el/M+gr8VNdp7jdKsIWq9C9rijKc6ogz86OFfrHwdmTZBj1OlZ5Y3SjiN220p2SZ7dznGOxIC9ejMXLWAXFMSGEkEA5x+rUt9lWbm47x3A3MVHMLPqpaUnFcVmSISBxnOOwxCrwujYuqRNLZWvL6vK8DsQq7Mwd60Wjma4LShzrnWNtAEjLggbt2tKdkmfXEJCa6tSc43hngegcE0IICS2qvZltsQqrzrFNnQzMOsdWOwZA8Kmcptl1atDnOEkrt7DEKvTRitKVdT2l9a5muuiFnV25Y6uOqopV6J3jnZt3xu2fnU6swkqbxbz6bcyuISBw0ZXQN9ruvczLUxwTQggJVubYojhWbc6cRL9uVgaAWF6nZM5xbCs3D903p3sdq1HdcO2tOPWJgLNrd69jq+LYMFYRpxgv3VgFOkwo9z3ZAUauzZnjZNu9l5GgRkFtdr9mzRrRpEkT1xtDE0KIE8DBQc/iDh06yDZsYSLTCvJS6TULkQDha9oNN1mQV7U9/M6x3e8vohUQerY7x7rIhtWCPFPiOAXn2EqbxVybh4Co7R6PZ3Qg4mUkKJDiGMK4c+fOXi8GIYTYzqpVq0SnTp1EmPDaOXa7IK+glfkex2ZH6SoyvSBP3+tYOcd2v784+JLdMKo8do7rBbH+/0b9s4vbFqctjs20Wcy1eXx0sl7HO9bukD+L29Wtn5sEUhzDMVY7EUx/IoSQoLN9+3Z50K++30IpjmMGZaRKsuEB2vPuqPbGOXYwVhG3z3GGjI92xTn2OFZhlDlW3SoSOcd47/FZs3IQaraNm5UhIGb7HCc7KCxbXSZ/Nu3kvs4LpDhWUQoIY4pjQkiYCGNUzCnn2E/dKtIpyEvFDW9QkFe/jvh79IxVGdyw9Tl2K1bhZUGeco7x3mEZ4GTv3LQz7raFAx8ZBdlVI91j/VQ9Oz+beTaPj46KSBls9xiE4pU4DlewjRBCiH/7HBeGt8+xHZnjdAry9MVU+tPeoY5VrHYuVuGlc4w+xqofsopTJIpV4IA61WiFFXGcm8A5Rs2EnQV5eA41IrxpR4pjQgghIaOytNJW99KPBXluOMeYJKZuj10n/L1qi6V39sLsHNvd49gvzjHErtqGVLQiUaxCH63Ysb4up+uIOC6KL471kx1TEcexByLqwAfPqfpauwnFMSGEEEdRLaaUuxV259jI3bNjnfSiNzZDDEFl1LEilJnj+lZuCt87x/WPY0U0KhGsOlYk6laRTseKlJzj8uq4eWO7CvL0kQovomaBzBwToqfbX98SQWXFnSd7vQiEOI7aYasdeLqoHars0VobaTAxLKzOsRK6srOAgQDBeuI+SrzgtYmXUQ6Dc6xwrCDPo24VRr2ONXHc0iFxbGKISl6CISD618rsEJBEBXle5o0BnWNCCCGBEsfJxs6GNXOs73Fs5KbFdqzQO8hhjFUowhariO11jL9XB0ZxneO27jnHVQYFeXpxbKlbRZyCPIpjQgghGRGrcEQcxxGTKBByUxzjVH9WTl20AQVVjorjOOsTOyVPFeNJp9nkAIogFeQFJlaRpnOs8sY4QxJv20p1Sl4qmePa6lpRU11juI4QxlZiEPG2e6/FMWMVhBBCHAOn9lVuUrlb6SIr+bH/jcQXMNhZqyIhN8QxnNmzXjlLCohURhmbEcfxehw3EMfKOdbljcPUIjATnGMljvHZ0TpVtCiIGyFKOVZRbt05VqI6p2TP+iixbGUdExXkednjWC6XJ89KCCEkI9i5dafWVUCdKk4XCD3sVHfv3B1XTOojBSpu4DT7/GYfRwebJMsPxxbkhbFThRJpEGFKdIbROdYPAtm5OX6PYzdjFTl5OVKc44AXf5dfkt9wHS3kjc0W5HkBYxWEEEIcQ+2scTrYqquU6vAAvSMGEa16xvoZKwV5yZxjte5h7HGsDo700YrAOMcWoi36EdLJOlW4FavI0nVEie1YkcoBgJmCvCYdvZkY6v9vDEIIIcHPG9sUqTAzdha4mTe2A6sFeUbEFuSF1TmOjVaY6bQQtG4VeufYijjGfTEh0anplblxBoGkKo6NnGM8lvreoHNMCCEkdNjdqcKsmAy1OI6zTrnF0d0Ewtjj2KjXsVPOsR8K8qIyxwn6ZysxjciDmixndyu3RCOk03aOddt92Zoy7bFS6fxiBxTHhBBCAieOkwmYoIrjmsqa1AvyYp3jkMYqYp1jpzLHfmjlBqGrPkOJhCKiQ0o8W4lW2OUc19YPAbHSxi1eQZ7XA0AAxTEhhBDHUONsHYtVZKJz3MRk5rg+VpHXNBivgV/EsR+cYyl06zuybF60WV6XzEVNpWOFZXFcZG+swqh2wOtiPEBxTAghJHixisYZKI6TFOTFdqtQ9w+jc+xkQZ5V53jhawvFtN9Nk51ZjEhFOKIdoDoA2LRwk6mx5Go8uyVxbKGVW6IR0unGKuI5x17BVm6EEF/CseDhoGJDhbOZ4yQFeXYXa/nBOY4nduM6x2HMHPvIOf7wpg/F+m/Xiz4j+4j9ztqvwe1qG7UqHOEUo41b6cpS7fdEqM+YOlvjhHOcF2eEtJ2ZY61TRSdvOlUAOseEEEIcQ+2olatlFxkdqzCZOdac4xB2q3C0lZuFbhW4z8YFG+X/K7dWGt6ntqo2JeEY2xc8mTgubFPofKyi0HiEtDYExIY+x14PAAEUx4QQQhyDBXnu9zmOHR8dxliFco7laGwb+2dbHQICYayK0ZRTH0uqrqrqWKH93rLQ/liF15nj/IZngLRYRUeKY0IIISGErdzcL8jLpD7HWGe7OxpYGQKy7tt12v8rSyudFccmYxUqymQGJXLNTpHMtTtzzII8QgghmUT1zmrN7WRBngt9juMU5IUxc6wiB5i8aDdWnON18/eIY7udY32sAmObk62r+oyVra2LJQRhCEijmIK82t212vKzII8QQkhoXWPsMBuX2Ote5uQndvfCKI6T9jnOkPHRoP2A9mLI1UNEx4M72v7YVpzj9fPXa//fVepcrAJOOQRyIpp1byZ/bl221fFYRVVM5lhFS9ItyEONQqQmIrJysmxv/+iYczxx4kRx0EEHiSZNmog2bdqI0047TSxatCjqPpWVlWLs2LGiZcuWori4WIwcOVKsX79n4wErV64UJ598sigsLJSPc80114jdu+1ptk0IIcR/kQq7T31ncqwibreKDBofDaF4/D+OF/ueua/tj222IC8SiVhyjpUjnYpzbGZSXIueLbTBIWam5MGlVctm1TneXRG9narHsToEJLYgT+tU0aGJbGfnFZaeec6cOVL4fvbZZ2LmzJmiurpaHH/88aK8fE/4+6qrrhJvvPGGmDZtmrz/mjVrxBlnnKHdXlNTI4VxVVWV+PTTT8XTTz8tnnrqKXHjjTfau2aEEEJCmTc2c+o7bOIYQsxsQR7cQIwRDnOswknMxiq2r9ouKrdVuuIcmxHHODiCqASbl9QNDkmEPhphtZVbld3jo+tdej/kjeVyWbnzjBkzon6HqIXzO2/ePHHEEUeI0tJS8cQTT4gpU6aIY445Rt5n8uTJok+fPlJQH3LIIeK9994TCxYsEO+//75o27at6N+/v7jtttvEddddJ26++WaRl8cPMSGEhAE1xtaJ06OZ5hxDfMDpSyR29T2dIV7CHKtwEqP2YkboXWOnM8fJBoAoWvRqIcrWlIktS7aIToM7mRPHWXvW2fXMcePo7d4v4jgtzxpiGLRoUWflQyTDTR42bJh2n969e4suXbqIuXPnyt/xc//995fCWDF8+HCxfft28eOPPxo+z65du+Tt+gshhJDMdY6TCRjVc9burLPT4hgCWIlgI7GfqLNAbkFu3chh9dpHRGhjFU6iWohtXb5VFpUmE8cqzuBktwozzjFouXdLy84xBK/Z2FOuQ63clEvvhx7HaYnj2tpaceWVV4rDDjtM7Ldf3USYdevWSee3WbO6ULgCQhi3qfvohbG6Xd0WL+tcUlKiXTp37pzqYhNCSKCxq/Yj8LEKg7GzRs9t9/ARp1DrE68QTEUkcD/09o2Xw1XO3o61O7TrGhWw9t4KcF8RT8C2teqTVUnFcZcjujgTq2hlXRxj2QGcY7uL8RK2cqtOLXOsP2OC6FDgnWN88f7www9i6tSpwmkmTJggXWp1WbUq/sZKCCFhxo7aD9fFscuxCuyoVUGSE8LcCfTFWkbrlKzHsULFSFQ7LLjGdhdDhh28Xt2P7S7///Osn5OK425HdnMkVoFtQrn+ZmMVLXvVO8eLN9ve49iJ8dHqDBAy8jhjohXkdfRudDRI6XBy3Lhx4s033xQfffSR6NRpT6alXbt2stBu27ZtUe4xHAvcpu7zxRdfRD2ecjTUfWJp3LixvBBCSKZjR+1HvPgaLgo74mta5tjBgjwjl7ViY90QBLSDUsMi/A7cYFwgEIzEcbI2bnrxUi7KxY51dc4xi/FSA+L4u/9+J1Z8sMLwdkQoti3fJv/f9YiumkDEe6c/C6DfRlOZ5AfHGKI7FecYTmyiA6N0nOMqmwvy5GPsqgmmc4wXGsJ4+vTp4oMPPhDdu9cdWSkGDhwocnNzxaxZs7TrcLoPrduGDBkif8fP77//XmzYsEG7D9yPpk2bir59+6a/RoQQkkGkUvvhVnzNjViFkZDUnrd1UdLesH4iUVQkWRs3hRLPKlbBYrzU6HFsD/lzzVdrojpSKNZ/V2fqNe3cVJR0KdGy3kbucarCUd+7uFnX6LhqPFrs1UIuC5ZDHSTaKo6LnCnIk4+5szqYmWOcynv22WelI4G8GzLCuOzcWXf6Cl+oo0ePFuPHjxezZ8+WX9IXXXSRFMTKrcDpP4jg888/X3z77bfi3XffFddff718bLrDhBDifO2HW/E1rwryMEjAqed1kkSC32z3jQbimMV4KQFxhuI2nO5fMWdF3EhFu/7t5AGYOggxKspLRxyf/PDJYsRTI0S3o+qiG2a2oZLOJaaK8pT7a0fmuFYNAcm1to547VROGa6xfK2yhGjSvklwxPHDDz8svzSPOuoo0b59e+3ywgsvaPe57777xCmnnCILQHCKD1GJV155Rbs9JydHRjLwE6L5vPPOExdccIG49dZb7V0zQggJOXbWfsCcwBk8/SUdICrKNzpXFJfIZXUy6+yZOE7S4zjW2VOZY8YqUkfljpfPWp5QHOsPQux2jpEh7j+qv6UzIKpjRbKivLQK8iqqZZrAjnVU2/2WpVu074tUHsezzLH+hYhHfn6+mDRpkrzEo2vXruLtt9+28tSEEEJsqv1wAxTEYQwsMJuXtD1WEUbn2GxB3po9BXkkdXH81cNfGYrj9d+ujxbHaBn4a8OOFdBN6QjHVEDu+Of3f07qHKcijvN0xXu7d+7W/jYtcdy4kTz4U2OvvY5UAO9m8xFCCLGMHbUfbqAEan7zfEdEQaKCPCcLAb0Sx1YK8oAqyGPmOHVklCFLiI0LNmpOvOqGsuGHurqptv3aJnSO5QFiva/opjgGWxbb7xw30rUF1OeObXGOl9UtL8UxIYQQ4Xbthxs43Wc4Y53jZLGK4jqho4qxGKtIncKWhZozvPyDPe7x5kWbZZwHr23z7s3ldfkl+YaZYyUa3RTHWjs3s86xbrJiMrJzsrXtVN+xQsscp7COqn5g69I657hJJ2/zxoDimBBCAoQdtR9u4HRRXKKCvKBmjhOtk+lYRUzPWsYq7M8da3njfnXFeFHOcUysIkocmxzRbJtzvLSunZudznG8EdJqPa0OATF0jusnFHoJx+YQQkiAsKv2w2mcdm9NFeS1ybyCvNjb6Ryn39Jt7j/nSnGs+gYrcdy2/55pv2pMeWysQi+O4002tBu42RDt6CiBriWY9merOC7KlTUFdscq/NLjGFAch5huf31LBJUVd57s9SIQQtLAafc2YawihJljs32OY0+RM3OcHl0O7yLd0NKVpbJgrEXPFg2K8fTOcbxYBUSjW5MK8Vzoj4zlRbTCdnFc2LCdW7oFeZL6434/iGPGKgghhNiO0wJVK8iLEZJw95zOOwehz7GCsYr0QEyl0yGdtFHS2L5i27iZcY7dbk2mcseJ2rkpcWtVHOcZjJC2wzlWUBwTQggJJW7FKtBPGSOXFRAnakdd2Nr+FnK+j1XEZI4Zq7Avd4xR0miRV7GpQo4mb7NvG+0+yTLHbotjlTvevDh+UV66znGVriAPHTxSGQJilMVu0pEFeYQQQkKI07EK/Q5VLyaVYw1RmFtgbacfpj7HCjrH9o2SRseKdd/UucatereKcjxVt4pY51i1GvRKHCd0jtPIHDvlHBe0LPDF55bimBBCSGBjFbG9joNajGdXn2Nmju2n48Ed5esKx/i7/37XIFIRFavwiXNspp1bKq3cHMkc68SxHyIVgOKYEEKI7TgtUlH5r6r/o5zjgOaN7SrIY7cK+4Hg63pEV/n/BS8tMBbHcYaAeB2rQFEeokdGqM9KbBQnnVZuaRXkURwTQggJK9hpKjHnpINr1BfY6f7KTsKCPP/njpXQjBXHyYaAuC2Om3VtJrtsYFtSLdL0bFq0SUYucIDZ4aAOlh47t95pNhoCkkqf45z8HF/ljQHFMSGEEFsp31iuiVcnxZlRr2PlhhW2CVYxXiJxjA4JpsVx7BAQxipsofsx0WPa1dhovzrHEL3NezSPG6346eWfNNFf0LzA0mPn0jkmhBBCUs8bO9nb1aidWxhjFVKE1J8Zt1SQl2U9T0qMwTQ8FIsB9A0uah19ZkLfyk0fY/BKHEfljhfHF8d9f9vX8uPmqVZuzBwTQggh5nCrKE4Tk7qCvIoNFa48t5viWLVxk2I3SWcBvRiGa+zW4Imwg4lz3Y/ubhipANoZksieCIzX4jhex4qtP28Va79eK9vR9T6tt+XHzbXbOaY4JoQQEnbccm+NxGQYM8crP1kpf+I0eTKxqxfPLMazlwGXDJCv736/38/wvVN5W320QhONMb18vRTHP71S5xp3O7KbKGxlPX6UG9PKrbamVnPLUxHH+tfGL+KY46MJIYTYilsC1aggz+n+yl6I459eqhMzvU9P7vJl52SLRgWNxO6du1mMZzN7HbeX+Fv53wxvw0ELXu+dm3fKojwl8nwRq4jJHKuOG31+2yelx82NaeWmivFSHQJC55gQQkjocasoLlFBXlicY/x/8ZuLLeVDVe6YxXjuYjQIxFNxvHdLLUahpkiWrioVqz9fLSM6fU5PTRznxYyPVuuYbkEeDi78ss1SHBNCCLEVlft1PFYRU5CHnXTl1spQieNl7y2TGdamnZvKYRRWxAtjFe5iNELaS3EMFxbbFJzd0pWlUZGKLkO7iOJ2qX0+c2PGR+vFcSqt3NR27xfXGFAcE0IICUVBnmohh0Ijq+2p/CqOtVPgZ/QxXVynOceMVbiKvmOFH8Qxigib7xXdzk1FdFLpUhEvc6zWEZ87xHqsoiJQyun2A8wcE0IICWTmOFZM6kU5hEHQiF0fiI5Fry+yLGaUePHLKepMwWgQiIr8eCGOVe54448bZTu3tge01Yo7cbCVKrkxmeOa6pqU88ag5/Ce4owpZ0g32y9QHBNCCAmkcxxbkKfvrxxEYsXxz7N+lqfocfq786GdTT+Oco4Zq3AXo0EgXjrHsR0rFk5fKFvNdTqkU1oRhtyYVm7priMGlux/zv7CT1AcE0IIsQ20dKrYWOFKx4jYgrwgF+MZiWM1qKH3Gb0tOeGMVXgcq/BJ5jhWHG/4YUNaXSpiM+2xmWOv1tEJKI4JIYTYRsXmCq3naSo9VNNyjgM8HS9WHONUtXT6UsiHUhx7g3q9o2IVHgtH1c5tzbw1ss1cupEKJ5xjP0JxTAghxDaUQC1oUZByBjHlgjyXWsi5IY5/mfOL2LllpzzA6Hp4V0uP029UP9mdIJXpZyR957hquz8m5OmL3NTZnPYD24vm3euK9FIltz7Tji4YOIhTfY5T6VThVyiOCSGE2IabQzgaFOSFJHMMsfHjtB+1wR/IZFodVoELcRc/OsfF7YulmFXFc31Gpucax05hhHvs9To6QXhkPiGEEM9xU6DG9jkOS+YYLJi2IO2WWySzh4AAtP9r0bMudwz6jkx/e8rJy5Ft2wDFMSGEEJIENwVqvIK8oGeOAYaZ5DfPF92O7ubpMhGbhoDU5+O9zB2jlZsdvYSzsrKi2rlRHBNCCCE+iVXEFuS51V/ZKRCfUI4c6D2it+O5bRLeISAKdYB14B8OtO0x83QjpNPtc+xHmDkmhBASeOc4EokEPlah1snOfCjJ7MwxGPjHgaLHcT2i4hXpkqsbIe2HdbQbOseEEEKCmTnWFeThVLaqmg+0OK7PUWOABwQNCQ5+zBwDjHRGtMLs+HGrI6T9sI52Q3FMCCEkmM6xriBPRSrg3umzu0FDLfs+v9lHWz8SLOd49866PtUgjMIRMHNMCCGEmMTNojh9n+MwRCoAivAAIxXBQz90RbnHqlg0TMIxdhBIGMUxD0sJIYTYhptFcfqCPDcLAZ3khAdOEGu/XiuL8UjwCipVT2HEfApbFoZSOMaOkOYQEEIIISQO2FGqYjK3C/LC4hz3OLaHvJDgusf4DKiivLCK41ydcxypiYRuHcMj8wkhhHiKGlEL0YqCMjcL8oI+HY+EsygvtOK4iJljQgghJCl699bOyngzBXlhcY5JuAaBhFE4AmaOCSGEEBNUbK5wVaAaFuQFPHNMwjUIJIzCMbaVm6g/Dg5T5jg8a0IIIRnCRx99JE499VTRoUMH6dC++uqrUbdjIMaNN94o2rdvLwoKCsSwYcPEkiVLHF+uXif2Etfvul6cO+Nc4QZRBXmMVRAfDgIJrTgu5BAQQgghPqK8vFz069dPTJo0yfD2u+++Wzz44IPikUceEZ9//rkoKioSw4cPF5WVeyZ3OQV2kKjSd4OozDFjFcTHznHYelbn1Xer2F2xO5TiOFzvFiGEZAAnnniivBgB1/j+++8X119/vRgxYoS87plnnhFt27aVDvPZZ59t+He7du2SF8X27duF39F3q1At5Nzor0xIPDItcwznOK9pXujWkc4xIYSEiOXLl4t169bJKIWipKREDB48WMydOzfu302cOFHeT106d+4s/I7ejVNihM4x8ZKM61ZRUa31Oc7JDc86Zpxz3O2vb4mgsuLOk71eBEKIz4EwBnCK9eB3dZsREyZMEOPHj49yjv0ukGPHRGMIQ36zOnFCiBdkmnNcHdJWbhknjgkhhDSkcePG8hIkYnfGha0LRVa28y3kCEmWOUZBXm1NrYjUhm9ARia0csv2okp6y5Yt4txzzxVNmzYVzZo1E6NHjxY7dtTlxQghhKROu3bt5M/169dHXY/f1W1hAUJYv0Nm3pj4KVaBLLwiTMIxdnw0xbFNVdIQxj/++KOYOXOmePPNN6XgvuSSS9JbE0IIIaJ79+5SBM+aNSsqIoHv4yFDhoiwoY9WMG9M/BSrUKIxbMIxE5zjRm5XSf/0009ixowZ4ssvvxSDBg2S9/nXv/4lTjrpJPHPf/5TOtJhqKImhBCnwJm2pUuXRhXhzZ8/X7Ro0UJ06dJFXHnlleL2228XvXr1kmL5hhtukN+tp512mggbqtcxoDgmfmrlphfHYRqQETs+WhXkhWkds92uksZPRCmUMAa4f3Z2tnQ2wlJFTQghTvHVV1+JAw88UF4ACunwf0TawLXXXisuu+wyeUbuoIMOkmIapkR+fn64nWNOxyM+GgKixDFEoxvj1N0kl86xvVXS+NmmTZvohWjUSDoe8Sqpg1hFTYgTsNsKAUcddZQ8UxcP7IhvvfVWeQk7+nZudI6JnzLHGGseNtEYmzmGOA7jegaiW0UQq6gJIYQ4DzPHxI/OcaQmIiq3VYZONMY6x/qezmFaz2y3q6Txc8OGDVG37969W3awCFslNSGEEGehOCZ+y+KqdoIVmypCJxqNxLF2EBCiISDZbldJ4+e2bdvEvHnztPt88MEHora2VmaTCSGEkJQK8pg5Jh6DSJNyjys2hlccZ2VnaQemlVvD55A3crtKuk+fPuKEE04QY8aMke3eqqurxbhx42QnC6NOFYQQQkg86BwTP3asgJuqnGN9Lj5sLvnuyt2hjFU0SqVK+uijj9Z+V4Vyo0aNEk899ZSskkYvZFRJwyEeOnRogyrp5557TgriY489VnapGDlypOyNTAghhKRckNea4ph4j3KOyzeWh040xkYrdm7eqf2e0eLYjippuMxTpkyx+tSEEEKIoXMMt07vIhPidceKMMcqYnPHgH2OCSGEEB+gBDEjFcQvaJnjEBfk6du5KcK0nhTHhBBCAl+QR3FM/DYlL9Oc45wQrSfFMSGEkMA7x8Vti71eFEKixHHoM8dFFMeEEEKIb53jwjaFXi8KIZJMaOVm6ByzzzEhhBDiPXsdt5cobFUo9j55b68XhZCogrydW3eGWhznhThzzNJeQgghgaXXSb3E1Ruulp2SCPGTcywi4RONehoVRkvIMK0nnWNCCCGBhsKY+DFzHEbRmCnOMcUxIYQQQojdznEIRaMedqsghBBCCCGmM8eK7LxwSq3YbhVZOeE5gxPOd4wQQgghxAfOsX7EeVid45y8nFDFmyiOCSGEEEJsIlMyx7kx4jhMUBwTQgghhNhEpmSO83QFeWFbR4pjQgghhBCHMsdhE45GznF2brjkZLjWhhBCCCHEQyCG1Vhz9XvYC/JyQraOFMeEEEIIIQ5FK8ImHBXMHBNCCCGEEMtFeWETjgpmjgkhhBBCiCkyzjnODdc6UhwTQgghhDhUlBdacVzEWAUhhBBCCDFBxjnHeeFaR4pjQgghhBAbYeY42FAcE0IIIYTYSCY4x9m52SIrJyuU60hxTAghhBDilHPcOFzCUZGVlaVFKzgEhBBCCCGEZLRzrI9WhG0dKY4JIYQQQmwkE7pVAOUch20dKY4JIYQQQmwkU5zj3Pp2bmFbR4pjQgghhBAbyYRuFYCZY0IIIYQQkpRMiVXkMXNMCCEkSEyaNEl069ZN5Ofni8GDB4svvvjC60UiJCPImFhFIWMVhBBCAsILL7wgxo8fL2666Sbx9ddfi379+onhw4eLDRs2eL1ohISejIlVFFEcE0IICQj33nuvGDNmjLjoootE3759xSOPPCIKCwvFk08+aXj/Xbt2ie3bt0ddCCGpkXHOcW641pHimBBCQkZVVZWYN2+eGDZsmHZddna2/H3u3LmGfzNx4kRRUlKiXTp37uziEhMSLho3aSwKWxVK8ajPH4eNki4l8meTjk1EmGjk9QIQQgixl02bNomamhrRtm3bqOvx+8KFCw3/ZsKECTKGoYBzTIFMSGpkZWeJCz+6UOyu3K25q2Hk0GsOFZ0O6SS6Hd1NhAmKY0IIIaJx48byQgixh9Z9Wouwk1eUJ3qe0FOEDcYqCCEkZLRq1Urk5OSI9evXR12P39u1a+fZchFCSBCgOCaEkJCRl5cnBg4cKGbNmqVdV1tbK38fMmSIp8tGCCF+h7EKQggJIcgPjxo1SgwaNEgcfPDB4v777xfl5eWyewUhhJD4UBwTQkgIOeuss8TGjRvFjTfeKNatWyf69+8vZsyY0aBIjxBCSDQUx4QQElLGjRsnL4QQQszDzDEhhBBCCCH1UBwTQgghhBBSD8UxIYQQQggh9VAcE0IIIYQQ4rU4njRpkujWrZvIz88XgwcPFl988YVXi0IIIYQQQoh34viFF16QPThvuukm8fXXX4t+/fqJ4cOHiw0bNnixOIQQQgghhHgnju+9914xZswY2Yy+b9++4pFHHhGFhYXiySef9GJxCCGEEEII8abPcVVVlZg3b56YMGGCdl12drYYNmyYmDt3ruHf7Nq1S14UpaWl8uf27dstP3/trgoRVKyub6asa6asJ+C6BoNUvpvU30QiEeEH1HKksi6EEOI3rHzHui6ON23aJGpqahpMacLvCxcuNPybiRMniltuuaXB9Z07dxaZRMn9ImPIlHXNlPUEXFdzlJWViZKSEjsXJ+XlyMTvWUJIuDHzHRuICXlwmZFRVtTW1ootW7aIli1biqysLOGnoxLsSFatWiWaNm0qwkqmrGcmrWumrKef1xVuBr60O3ToIPwAlgOvUZMmTSx9z/r19bWTTFjHTFlPrmPmrGfEwnes6+K4VatWIicnR6xfvz7qevzerl07w79p3LixvOhp1qyZ8Ct4U8K8AWbaembSumbKevp1Xf3gGOvjbp06dQrV62s3mbCOmbKeXMfMWM8Sk9+xrhfk5eXliYEDB4pZs2ZFOcH4fciQIW4vDiGEEEIIId7GKhCRGDVqlBg0aJA4+OCDxf333y/Ky8tl9wpCCCGEEEIyShyfddZZYuPGjeLGG28U69atE/379xczZsxoUKQXNBD9QO/m2AhI2MiU9cykdc2U9cy0dfWCTHh9M2EdM2U9uY7hobGN65kV8UvfIEIIIYQQQjJ1fDQhhBBCCCF+g+KYEEIIIYSQeiiOCSGEEEIIqYfi2GYee+wx2YQaPULRhSPedST8fPjhh3J4wrZt27xeFJIiN998sywYVlx44YXitNNO83SZCCGEOAvFcQzp7PwwnWXcuHHiuuuuE6tXrxaXXHKJ4XV+E2/xLkcffbQIw/uJdbnzzjujrn/11Vcdn6546KGHirVr1zo22OGoo44SV155ZYPrn3rqKV8PybELdLy59NJLRZcuXWR1MoYIDR8+XHzyySe2PcfVV18d1ZP9gQcekK8vMWbSpEmiW7duIj8/XwwePFh88cUXIsh89NFH4tRTT5UTtfB9ge8NPahnR9el9u3bi4KCAjFs2DCxZMkSESQmTpwoDjroIDkJsU2bNnL/t2jRoqj7VFZWirFjx8qptMXFxWLkyJENBnn5mYcfflgccMAB2nAIzFR45513QrN+RmCfh21Wv48Iw3refPPNDbRK7969bV9HimMbWblypaiurhYnn3yy/LIsLCw0vM4vKPEWe3n00UflBvfnP/85pcetqqoSfgI76rvuukts3brV9YE3EGx+GnEeJvCl980334inn35aLF68WLz++uvygGHz5s22PQe+XPElq8CBTiYceKTCCy+8IHvYo5XS119/Lfr16ycPVjZs2CCCCvrvYz0g+o24++67xYMPPigeeeQR8fnnn4uioiK5zthBB4U5c+ZIMfHZZ5+JmTNnyv3V8ccfL9ddcdVVV4k33nhDTJs2Td5/zZo14owzzhBBAZMeIRbnzZsnvvrqK3HMMceIESNGiB9//DEU6xfLl19+KffjOCDQE5b13HfffaM0y8cff2z/OqKVG9nDqFGjIiNGjGhw/eTJkyMlJSVR102fPh1t8LTb8X/9xei6W265JdKiRYtIZWVl1GPhOc8777yI1yxYsCDSpEmTyP/93/9p13344YeRgw46KJKXlxdp165d5LrrrotUV1drtx955JGRsWPHRq644opIy5YtI0cddZSpv3Pr/TzllFMivXv3jlxzzTWG792mTZsiZ599dqRDhw6RgoKCyH777ReZMmVK1ONgHceNGyfXsVmzZpE2bdpEHnvssciOHTsiF154YaS4uDiy1157Rd5++23tb2bPni2fY+vWrY6sG5YJy5NoW8Uy4D0oLCyU1x166KGRFStWaPd96KGHIj169Ijk5uZG9t5778gzzzwT9VhYftznhBNOiOTn50e6d+8emTZtmnb78uXL5X2ef/75yJAhQyKNGzeO7LvvvvK9dxK8pnjeRM9zzz33yPcS696pU6fIpZdeGikrK2vwOs2YMUNuH0VFRZHhw4dH1qxZo93npptuivTr1y/p9wOJRA4++GD5PaCoqamRn6mJEydGwgC2N3xvKGpra+X32j/+8Q/tum3btsnPAD4PQWXDhg1yXefMmaOtE74f9J/7n376Sd5n7ty5kaDSvHnzyH/+85/QrR++43r16hWZOXNm1D4iLOt5U8x3sh4715HOsY2DTd5//335f5xKxNHMmWee2eC6v/zlL6Kmpka6XAo4K2+99Za4+OKLhZcgG4ujabhvt912m7wOUZCTTjpJnnb79ttv5empJ554Qtx+++1Rfwv3Dk4pTmnDRTH7d26Qk5Mj7rjjDvGvf/1L/Prrrw1uh8uDkeZ4D3744QcZfTn//PMbnBLGOrZq1Upef9lll8lT+niP4cDDKYPbgr+rqKgQfmD37t3yFOmRRx4pvvvuOzF37ly5bsrJnj59urjiiivkNon1/uMf/yinVM6ePTvqcW644Qbp0uJ9PPfcc8XZZ58tfvrpp6j7XHPNNfJx4OTilCVORdvp4Bo5urjgNPeuXbsM74OMP1w9uEN47z744ANx7bXXRt0H79U///lP8d///leeQseZHkQpiPWzRXDlECvQv/74HdtdGFm+fLkcYqVfZ5xZQJwkyOtcWloqf7Zo0UL+xPsKN1m/njiNjThTENcT+9+pU6dKZxzfVWFbP5wFwJlq/fqAMK3nkiVLZNSpR48ecp+E723b1zFtGR8yUnWOwTfffCN/h5uW6Do4WCeeeGKUwwX3Dk6EV8DlwTL16dMnsn37du36v/3tb5F99tknatkmTZoknVL8DcDR6YEHHhj1eGb+zu3385BDDolcfPHFhu9dLCeffHLkL3/5i/Y71nHo0KHa77t375ZO4/nnn69dt3bt2qgjVK+d482bNyd0V+EijxkzJuq6M888M3LSSSdpv+Pv//SnP0XdZ/DgwXIb1jvHd955p3Y7zg7Aqb3rrrsiTvLSSy9J9weONtZlwoQJkW+//Tbu/eEm4MyGQp3ZWbp0adQ22rZtW+13OsfmWL16tXwtP/3006jrcbYGjnIYneNPPvlEXqc/06A+Q7/73e8iQQTfzfjuO+yww7TrnnvuOXn2Lxackbr22msjQeG7776T39k5OTny+/Gtt94K1foBnLHA2bKdO3c22EeEZT3ffvvtyIsvvii/63HWD2csu3TpInWLnetI59gDxowZI9577z3prgIU+KjCMa/429/+Jo+sXnvtNVmYoYBDiKNr/bIddthhYseOHVEuLJxXPWb/zk2QO4aDGOt6wkmAU77//vtLtwSO5LvvvqsdjSr0+S240cii4m8Uavy5XzKWWBdsV8hAwslFMRnOXijwOuA90YPfY18fvI+xvye6T6NGjcSgQYMa3Mdu4GYjT4azMCeccIIsMB0wYIBWMIezNscee6zo2LGj3Kbh6sPN1jv7qAHYa6+9tN9RF+CX948QL1xHnEWCsxo29tlnHzF//nyZDcdZv1GjRokFCxaIsLBq1Sp5JvC5556TdTZh5cQTT5RnbLE/xr7t7bfflme9X3zxRVufh+LYJDhFGDtpG/Z9Khx44IGyyOOZZ56RpwFw2hcixivwRYhTy/jZq1evlB4DhSh+54gjjpAfpgkTJkRd/49//EMKR3QUQaQAX6C4X2xhYW5ubtTvEP7669SBQG1trXADVF2rU6B68EWhOmRMnjxZHvQg+oGCqb333lsW3oQF7ASOO+44Gf349NNP5ecIBWErVqwQp5xyivwCffnll+XnTBVV6d9Xo/c09nNOkoO4EQ4YY6vC8TuKUsOIWq+wrDO6Kr355pvyOxAFbAqsCz4zsS0pg7aeiP317NlTGjno0IF9ML73w7J++I7DgT0MAhgUuKAgDdEy/B/mTRjWMxYUSGO/tnTpUlvfS4pjk7Ru3VqUlZVFVfBCRKXKH/7wB+lwQbwgH4M+yF6AdRg9erSs5IUgjKVPnz5SXOkFA3LFcOL0X6B2/Z3TYD1RyarPH2G5kLU+77zz5BcmckzofhAEJwRZ51hwHb4s9AdjOCCAeNxvv/3ElClTtPcotu0Zfu/bt2/UdbFiGr/jb+PdB1lnfFHH3scNsOz4jOL5cZByzz33iEMOOUS+HnCZiXPCA6JD3/YOrz9+jz3zEBa6d+8ud7j6dUbrTjiTQVpnfEdDGKMGAbl8rJcevK84iNSvJ1q94cxakNYzFmyfqFcIy/rhLNn3338v9+nqgjN4yOSq/4dhPWPB2ehly5bJs352vpeNLN07Q4AbFyt8sdPFKVjEDy6//HL5BZhOv9Pf//73svDn8ccflw6yF2zatEkWbKEAD8IQxSV64AShnRsGl6AADV+g2NDgzKFlE9z0eKT6d06DGAS+LHA0rYBb/tJLL0nx2Lx5c3HvvffKI81Ykeg3cGrw3//+t9wecbCFXr8oKnz++eflAQAKhjCA5je/+Y0sXsB7gEKGCy64QCui+93vfifFMw7Q8DevvPKKVkSqQEscfLEOHTpUnrJDQSKKK/XAlcXrCEF83333ybZ5ThaYIh6BU2t4DrjDOOhCiya01sKBDhwinNlBESYiJapQlDgHPts4VY1t5eCDD5affxyooMgzyDteOFIKfKawb0BkCUU+6CGLImNs+xCVOIOBz1qQBsUgSoEDZhWpU/sBnH1C72b8hIGC9xfrjTNW+F6H2MCBZxCAOYDT8XjPYHJhfRHDQnwuDOsH8N7B/Ig9o4v4n7o+DOt59dVXy+/0rl27SsMDugJa5ZxzzrH3vbQxJx0KUHAT234Nl9GjR8tijJ49e8p2X2gPhlZeqRTkKVDMZdTWzS2eeuopw3VVl65du5pu5WZUGOaXVm6xBVR4L7BM6r1D4Rrug2JBtGi7/vrrIxdccEHU3xmtI16f++67L27RjtMFeeCLL76IHHfccZHWrVvLIhMUy6nnX7duXeS0006LtG/fXq4vlvfGG2+MKog008oNRWp4DrSo6tatW+SFF17QblcFeWh9h8IrPE/fvn0jH3zwQcRJ8Jn561//GhkwYIBcb7RrQwEo3ruKigp5n3vvvVeuOz6vaNGGddO/H2aKbFmQZ41//etfsjgG2wG2h88++ywSZNRnOPaC7QCg4PiGG26QRZz4fBx77LGRRYsWRYJEvO9/fD4UKPD685//LAtg8Vk7/fTTZQFyUEAhNr7/sF3iuxLv03vvvRea9YtH7H4rDOt51llnafu0jh07yt/1RdV2rWMW/nFK4ZPkp0HQzFrvYhLiJ5DBxenWeE4Ysr1wzNDCTT9mOSzAcfrf//4X1WSeEEJIuGGswgNwyhmndHB56KGHvF4cQkgM8Ax+/vlnmV1D7IQQQkjmQHHsAdjZQiCjtRiKqggh/qs7QOYcQ2xQZ0AIISRzYKyCEEIIIYSQetjKjRBCCCGEkHoojgkhhBBCCKmH4pgQQgghhJB6KI4JIYQQQgiph+KYEEIIIYSQeiiOSeDAuGsMp7j55pu9XpTA0a1bN/napTP6PFXwfuG58f4REoTtBkNu8Ny44P+EZCJZ9Z8BzGbIFCiOQwx6KRcUFGgb9pIlS4SfwQcPO0IvhJuXQvXCCy/0elEIsSRUcSGJQZfUuXPniuuvv14K+7Zt24rc3FxRUlIiBg4cKKcvrl692tFlwONj0NSZZ54pevbsKfcHuGCq5TnnnCM++OCDtB4f311qe0h0wXedF+CABttsukbKrl27xBtvvCHGjRsnBg0aJJo1aybfy9atW4ujjz5a/Otf/xIVFRVp7fvMvI6ZJlC9hENAQsxzzz0nKisrtd+ffPJJMXHiROFX8KG/5ZZbxJFHHknBSAgJNHfccYcUxgoIGwhjDJj5+uuv5QXC9b///a/4zW9+Y/vzr1q1SnTt2lWKdEVhYaH8HaIRl6lTp4qLL75YPPbYYyInJyfl58rOzpZCMR6JbnMSrCP2KSAdgXzKKaeI999/X/u9UaNGoqioSGzatEmbdvvggw+Kd955Rx6EpEPz5s1FXl5e3NsT3eYU+9QPK8P2kynQOQ4xTzzxhPx52WWXyZ9PP/20qKmp8XipCCEk/FRXV4umTZuKP/3pT9KhLS8vl2fz8PPll18WXbp0Edu3b5eu7k8//WT78+O7HkL42GOPld/9cJHx3Dt27BA//vijGDFihGaapOusdu7cWaxbty7u5csvvxRBfy9xoIHXCQc1cJK3bdsmtmzZIifdQjQuXbpUnHjiiVGGVCq88sorCV/LQw89VLjNwoUL5eXggw8WmQLFcUjBB3j+/Pny9M/dd98tT6OtXbtWvP32214vGiGEhJ7TTjtNOpcPP/ywPPWOOAPAzzPOOEO6jfh/VVWVuOeee2x/fjiQ8+bNk47nBRdcIDp06KC5vBiNPn36dHHCCSfI6+6///60RV2Yuf3226X4vemmm8SBBx4oX0P1Gl977bWaEYX7vPTSSx4vLbEDiuOQoj6sZ511lsjPz5dfjsolMJMhU7EGfNCRl2vRooU8Ou7fv7944IEHRG1tbcLHwRc/HJGOHTuKxo0bi1atWkkHY/LkyQ3ca1X0ok5/zZkzp0HOKl4OGc7I448/LgYPHixdmiZNmoghQ4aIZ599Nulr9MMPP4hLLrlE9OrVS65bcXGxOOCAA8T//d//ydNlZoqD4AAdf/zxok2bNvIL040iQSw3nueYY44Re+21l9zBYt3xpY3TuPGWPZaysjKZe8QpMzwG3iPs0D///POkf/vJJ5+I8847T7op2L5wuhiuAlwUOFOE6IFjiu+k3/3ud2L//feX3yfYbrD9/P73vxefffaZ6cd68cUXZfQKj4FT28jv/vvf/056Vmzjxo3y84HPCbZXPH+PHj3E6NGjpZNqN/iuhHiKBwwLiGbghLOKdRwwYEDc2/E9hkgFwGfWCfc6FuRyn3/+ebk/wuuDuAX2DxDu+O5BLCERcC/xnb333nvL72y8h3CtDznkEPG3v/1N3q5Azlm9viB2n2Ilujd06FAZpYgHtmvse4BbLrmZQlV9ljmdfVlWkrwzDqxwgAVXG9u8+mzjfYZJFw8zOepEBfg7d+4U//znP+U+H8+rcuA4+Bs1apRcp5SJkNCxc+fOSLNmzRA0i3zyySfyumXLlkWysrIijRo1iqxbty7u344aNUr+HX6OHTtW/j87O1t7PHW54IIL4j7GVVddpd0Pz4m/zcnJ0a475phjItu3b9fuv3Llykjbtm0jRUVF8vbc3Fz5u/4ydepU7f5HHnmkvN/1118fGTFihPw/1qtp06ZRy3jjjTfGXca77rpLrpe6b2FhYSQvL0/7vX379pGvv/66wd/ddNNN8nYsw/jx47V1bN68uVxH3G6Wrl27aq+1FdTf4ZKfnx9p0aKFXAZ1XceOHSMLFy5M+Lf33ntvZJ999pH/x3rrXzu8Lk888YTh39fU1EQuv/zyqNe5uLg46v3F465YsSLha0eCiXoPre469H+HbQWfl8aNG0d9TzzwwAMJ/xbbzbXXXhv1mdN/hocPHx6prKw0fIyZM2dGfYfhO0Z936jPwNNPP93g75YvX67dB/+3mzPOOEM+9r777pvw+9ipXfXrr7+uPf6XX35p+e/V8uF7xQyTJ0+Oes9LSkrkd6/+++Qvf/mL4d++9957UdsM3sPY/ZL++3fQoEFyG1G3xe5T8D1mJ/gexvNgv2mV2bNna8uJ/5vBzPep/nHT2ZeJBMv266+/Rvbbb7+o9wXvq35/8uCDDxoun5l1Vvv72H0rNES/fv0aaA1oAXWd2e3ScNlS/kviW5599lm5YfTs2TPq+sMPP1xef/fddyf9ssMHBDsMiKjS0lJ526ZNmyJ/+MMftA1v1qxZDf7+X//6l3b7JZdcElm7dq28fseOHZH77rtP23DPOuuslMWT+rBgGfEhfOqppyIVFRXytlWrVkVOPfVU7UO5ePHiBn//n//8RxN1f//737Vl3L17d+Srr76S4h23d+rUKVJWVma4jPhb/LzuuusiGzZskLdhx2wkCu0WxzgwwTr/8ssv2nW7du2KvP/++5GDDz5YPuaAAQMSPideN7x+L774YqS6ulretmDBAu21xfs0b968Bn+PAxLc3qZNm8ikSZMimzdvltdXVVXJL7gDDzxQe34IaT0Ux5krjh999FH5t/h8YVsFtbW1kZ9//jlyxRVXyB0bdsiJDkjVDnfcuHHaZw7fTbfddpt2cIgD81i+++67SEFBgbx9zJgxcjvHZx3gM/TnP/9Z2+ZjBaKT4hifGYg0PPbZZ5/tiThWogjf9ep73klx/Oqrr0auvvrqyMcffxwpLy/Xrl+zZk3klltukcIKj/faa681+Nu99tpL3nb88cdHvv/++ygz6IcffpB/D/FtVhzaCbYx9TyPPPJIoMSxmX2ZiLNs+BwNHjxY+3xCe6jPNwy5U045RROub7/9tq3iGJ97XI+Dkpdfflk7MMZ+Z/Xq1ZFnnnlGft5TheI4hBx99NFyo7n11lujrn/88cfl9b179477t/ov49gvGsXAgQPl7RDKeiBQ1dHzOeecY/i3OIJUj48dZTriGJcPPvigwe34kHTo0EHefvvttzc42lRuw4wZMwwfH2JRrSMEvdEy4oIdSzqkKo4TATGvdrj/+9//4j4nLhDTseA97NWrl7z9pJNOiroN4gACBkJj/vz5hs+P1xcHFfj76dOnR91GcZy54jgZ6izV6NGjEz7n+eefb/j36qANAhc7Rj3qYHfChAlxn1+dDcGZKLfE8Z133pnQaHBaHOPARLm28V7XZKjlgxER68zqL2aF9z/+8Q/5eMcee2zU9evXr9deBwhps7gljk888UT5HNi3KMPACvrlhGkR73V87LHHbBfHZvZlIo6IxRldddu7775ruC9V4hnustnHNSOO1Wt+xx13RJyAmeOQ8fPPP2s5o/PPP79BLgrZUuSyPv3004SPgxwXMjtGqLZD3333XdT1M2fOlNW7IF729s9//rNo3769/P+UKVNEOhx22GFRmTIFMmzDhw83XEZkkFBljNyhuk8syJahByh49913De+DTNZ1110n/AZy08hjgo8//jjha4cMeCzYPq655hr5/xkzZsi2UwrkvpHrRBFPv379DB8XuTtkBxO9doTEcvLJJyfdZsGNN95oeD22WWy7u3fvjsoZop4BnSLwmb766qvjPq6qyUDxmhsdfbCeal3wXYP6ASPwmas3sWx9fmQ1UROCDDBqDe688860Hg81KOvXr497SVajErsdoD+0/n3A94oqgkNhuZ9AwbvKSqPmAln4dPP58V5HdBuxm3T2ZS+88IL8icwv8sqx4HOHIkZVK/P9998Lu0CzASe3B/Y5DhkoeMMX6RFHHNGg8TqKtiBcUBCB4phELWEOOuiguI3+VdWzEsKKr776ShPWKJgwAr00sSNAD2Z1/1RBEV484i0jCskAik/atWuXcOcBfvnlF8Pb0csShQte8eabb8r+qCj+wJemUQP6X3/9Ne7fx9sZ62/DDg1dT9QBiHrt3nvvvYSvnSrIi/fakcw9cEdf39mzZ4tly5bJgtBY0ZRom8X3SrwesvhuQ2EeRKf+e0Vts3geFOnEQwkxiI/Nmzc7+tmGOYFuFehSse+++4pHH31UuAkOIFAEiU4WKGDCd7H6vkwVFF+ZnSCI7ytsB/geWbx4sTwAjz0gwfcZRCKEO8CBDw7mYcDg4Bzt8SCkYXJ40fdXXxyKomZ1gIViwXTB58PNaZDp7Mu+qv+sDRs2LO59sP/Afh/vMe6Pglw7QO9paBkU46LYFs0HUDiptpl0oTgOEdgBqK4OygmJBW4wNih8qNF1Ak6jEary1ghVtYvej3o2bNggf6JDRSI6deoUdf9USWUZ16xZo1XXmmldFG/qkVfCGO8xukTgPdSvq75xPHY2WLdELkOi90h/m/49Uq8dHteMg5HOxCgSLtA2DA4p+sPqBS2q2nEQDqGoegDHI9n3irrdaJtVzqYZnNxuIQZx8ImdObrEwKlO9D1mNxAo5557rnj11Vfl9wbO3hk5fk4BR/ikk06SZ+8U2Aeh8wS2Ayyf6raDbUEvdP7zn//Is5bffvutuO222+QF33kwctCzGV1H0nVtrW7TeC2xbY0cOVLrEBU00tmXbTCxz8dnHO8jPn/p7vP14ADviy++kNMJMcwGFyX2sU2jEwsOmFOFsYoQgdPYynn5wx/+YDh6UvW1hLsHgZxpKIcCR5nqdGWiSzw3JJ1pUumAL2AIYzw/TstiJDgEBxxy1ST+t7/9rbyv3adi1WuHU3BmXjuOOSUATizaZmE7hTDEdgEBioM47DCxzU6bNs2R51bbLEY3m9lmcXFq1DGEMVw0nAbGmTU4hInOwDjxWuDAGt/7+P5Au0v1XeGWY40DJAhjtHFDz30MQcEZBLUd6Fv6xX5/YWgKzmQh7nX55ZdL4QNhirMD6DUMUZTuOGyz4OAC+xCs0+mnny6FWaJWb37Gq32ZHaB93KJFi+Q0SgxgQdQCvaZxZgJjvq+88sqUH5viOERYPXK1+0hXHYEmOjWqv90L91XtjIJ6yl8dHePgB32hsUNQWTwFdjLJwLQsM7fp36Ogv3bEG5QIwtmNN954Q2bi1UAMu7ZZ/e1G2yzcSCfymlaFMZxs9FWHMFa1F246xvj+UMIY4s5N4BrjuwPPj1gYxEysa55sO8B3HWpFcNYTp+hhCiAWAuGMMw9wE3EWwmnHGPU7OCuJmCJyt14IY/Wcic6A6mtGnKCNiX0+lg8HyPr7xwrzdNYB+0BEW/A9g+fBdqbqXrCdvP766yIVKI5DAk7TqY0AgztwNB7vglMRAEV5OOqyCxypqQ8KdgbxvqSxYwA4HaZHiTy7Hc/YQjSAvJ3fCjvMsGrVKvkTWTsjcEbAzBAP9R4kug3vh/551GuHU8GcpkWsbrOIEeD0uRHYpsw8DrLKRuB7DZ9p/feQfpvF906yARNOge9CZEghjOEYwzlPN+NrBaw7RCNEnBLGZ599tvBqO8CQhnin4c1sB3ogrrFuyuiBA60v+tIbB3bsVzDaGQcVShjDhUdu2wvUgBn1uhphZl+QDoPqP2uzZs2Kex9s73DYjfb5ydYBn2srw2nwfmMgDDQQDpgAcuqpQHEcElCchQ8spiKdeuqpMscV74INtHfv3ra7x8cdd5xo2bJlwm4VKD5ROUDVEUKfQQT6PJrdoEIbp17wWo0fPz7hFyZO2Tm5LKmA9xcgd2cEcnj4QkkGCpeMYg8QvWqULRwaVREMkOGCWwEXTlUgxwPuDSflEf02C5FodFCFCVpmO9dg+zYC2yyKaLF9Iv+pgEuripsw+TKZCxVbwGuXMNZHKdwWxnCMIeLw2sBl9UIY67cD1XkhFpgqDz74oOHfJnOD9Wci9IJY7VNAut/lcIzx2mHfgSiFl8IYqI5B2J8aiWDkezE91knOrt+W4NaiwDIWiOJbb71V/n+//faTF6N1iDfJDtPv9HUKeuJdD3AQqGpwYs+smoXiOCQokYvCBDPVuxCJ4JlnntGO6tIFX1BKFCMXi4pi9SWIjCG++FQGCEffsWF59cHBKNdkreZSBWIPOSWAU4yoeMYXi6qax08cqWJni0pynP5zGnzIITgTXZSoUJlxfOk99thj2k4DpyOvuuoq2VZIHaAk21FBROAIW73/qKLH64Gf+HJRX2oKjKq+4YYb5P/xPCj6RHseBR4HQgd/h1NdicaGkuCTbJtVYgTFMdhBQXhCqKn4A7ZdCAzcbqYoDdvs008/La644gqtaAsHgsgbqm117NixDcQnCnZgCkCowlV67bXXokQ6lgfmAroh2NmeEdlHlTGGa56KY4ysdrzxv2Yzxuq0Pw5A3I5S6EEnAYz7hiGBWII6u4jlRL2MGhNsBPYHBxxwgLjvvvvk97P6vsZj4bZLL71UK/bG/RQ4IFH7QxT0peoeY5tRjjG+N70WxgDdptAlRBXaI2aC9cNrg20Nr6fZFnqpMnLkSK1rFN5TbGOqCH758uXydghntc+IRd8yFYYL4lcAn2+MA7/99tujDBo9eF5kz7Gu+sgUDhYuu+wy+fkDKABNCUe6JxNXmTt3rtZM+4033rA80QdTi4zGRycbARpvKlLs+Gg0NdePdMSQEv34aH3DcDXSWDVDx3PgMm3atKRNwfUka5D+8MMPR42LxljSli1bahOa1AUTf6w8rhX0AzmSXdQwkq1bt8ohLup6NdpbTQj74x//mPA9NBofjXXXj/vEY+mbzevBVLMbbrghalw1hoLgtdOPkMYFU7Cceu2IN+gHByS7YLSrAtO39Ldhe1Ofte7du0eee+65pMMKjMZH67e5YcOGyWlpRmBbbNeunXZf/B22WTU5T11iBxulMwTkoosu0v4W49kTDcnAxe4hIHPmzNH+Fq91sufHQAenJ+The1f/emM6W35+vvx/q1atosZZ619v/TALtT54//T7FbzGH330UYPnxGAZdR8MPenSpYtc3nhjqo3ANqoeA8uZ6HU8/fTTTT9uOhPyAAZZ6fdZWD/1emKY0/PPP2/qc5UMkWR8NMafq/tgv6of6419VLzR8Jiwp4aW6T/X+IkLhsLE29/r959qdLR+JHy8iZlmoXMcItcYzorZtjzoNdinT5+ov7eLe++9V1YN46gRVeI4vQ5nCC7Kk08+KTNARk4R3A1kl1Bs1r17d3k0iAIOXOw+RQ9XG3lrDAbAqR0MDoHTBYcJOSoceWI5Y6MfXoOjaDglcOBRVQ+HF68bXAK49Y888oipx0HWC9nzv/71rzKbBfcabZAQyUH195gxYwz/Ds4OXDoMV8FAF2xDWAacrsZjws3AQAYso8p7EoIhEzhLdfDBB8szTHCXcHYB7tA333xj2lHFkAWc8YELiX02XEF0PkDhDboYoG2UEdgW4VTiNC16wONzhM87tl1sw3BYETlQZ5XsQO/awRFLNCTDbJu5VJ8fr3ey51e93Z0E37tvvfWW/L7Cdy3ONiF/jO9bRMXi9cBFFBBuLRxinHFEazC8pni/8f6jWwUc5cMPP7zB306aNEme0VSPvXLlSrlPUWcfrL6W+LtEr6Pd0ZxEIPr2v//9T/b8xfcvXHj0A8f3OjL4bnRD6dixo3Stsd/HmRl8vnGmGMuBQWRYDji8RuDzh+0BxeWIeuLzjH0MdAz2v4kG9+B7AH+HMz7QCzgThe0cbjpcfmgJLFOqZNUfFRBCCCGEEJLx0DkmhBBCCCGkHopjQgghhBBC6qE4JoQQQgghpB6KY0IIIYQQQuqhOCaEEEIIIaQeimNCCCGEEELqoTgmhBBCCCGkHopjQgghhBBC6qE4JoQQQgghpB6KY0IIIYQQQuqhOCaEEEIIIaQeimNCCCGEEELqoTgmhBBCCCFE1PH/yKKVD72NrOgAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, someaxes = plt.subplot_mosaic([['ax1', 'ax3'], ['ax2', 'ax3']], figsize=(7,4),\n", + " layout='constrained') #constrained layout automatically adjusts the spacing between subplots to prevent overlap\n", + "someaxes[\"ax1\"].scatter(x1,y1)\n", + "someaxes[\"ax2\"].bar(x2,y2)\n", + "someaxes[\"ax3\"].plot(x1,y1, color='purple')\n", + "\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": "markdown", + "id": "f33fae33", + "metadata": {}, + "source": [ + "Multiple viz on one axes object" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "id": "de54dd05", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 79, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "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", + "fig, ax = plt.subplots(figsize=(7,3))\n", + "ax.bar(x, y1, color = 'indigo')\n", + "ax.plot(x, y2, color='red')" + ] + }, + { + "cell_type": "markdown", + "id": "2ebb60ae", + "metadata": {}, + "source": [ + "Add Error information" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "id": "9302903a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 80, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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FFW5fU+AEWfYoVarUMbNHntdYWQMsgNmQn1myZIl32R+qTKtWrVSgQAEtW7Ysy9cYMWKE98v4TxaqEKauvVb6z39cmHrtNbfuFT1XAAJh+3Zp1CjpzDOlq6+W3nvPLfcycmSwW4YokqfBat++fV7NVffu3VPT3ZYtW1S+fPkMjytYsKDKli3r3ZeV+Ph4L6D5Txs3bszLZiOvXXON9NZbduDdN8pevdw3TADIjVWrXHlB5crSkCHSb79J5cpJ/tGU+HjpsceC3UpEiTwLVlbIft1118lGGp+zFbhPQJEiRbxglv6EMNe1q/T22y5cWe0V4QrA8Th40H1Ba9ZMql/fbae1b5+7bCUGmzZJ06dLjz7qHv9//5d2GchDBfMyVFld1fz58zMEoYoVK2rbtm0ZHn/o0CFvpqDdhyhy1VWu5sqGB998023abMODFrYAICtbt7pFh21XB/+Mc/ubYT3hd98tNWnidn3ws0BlM5IffFAaOtT9nbFzIFx6rPyh6scff9TcuXNVzrpj02nSpIkSExO1YsWK1NssfKWkpKhx48aBbg5CnXXVT5smFSrkaq9s3St6rgBktny569muWlUaNsyFqgoV3OVff3Vfzpo2zRiq/Gwo0F9nZY9/6KF8bz6ix3F3Ddh6Uxs2bEi9npCQoNWrV3s1UpUqVdI111zjLbVgyygcPnw4tW7K7i9cuLBq166tNm3aqF+/fpo4caIXxPr3769u3bplOSMQUaBzZ+ndd9OGB+0bpa17ZWELQPQ6cMD1ao8bJ6Wf3GRfwq13ynqpihTJ2Ws98IALXXb+r3+5vzN2DgSa7zh99tlntjzDEafevXv7EhISsrzPTvY8v+3bt/u6d+/uK1GihC82NtbXp08f365du3LchqSkJO817RwRZOZMn69wYftz5/N17erzHTgQ7BYBCIbff/f5hg3z+SpUcH8P7GR/G3r29Pm++urEXvvxx9Ne035GSkqgWo0Il5TD7HFC61iF+loSCEMffuimSds3VTu34UF6roDIZx9FS5ZIY8e6Hmx/SYCNZNiSCf36uaG/QBgzRho40F3+5z+lhx/OeggRCMV1rIDj0r69ZNskWfe+rUFz/fUuZAGITDaTz3ZjsLUNL77YzfSzUGWz/ezyL7+48BOoUGUGDHDhythMQXv98OtjQIgiWCH0tG2bFq5suvR11xGugEhj6xHaTD1b8LlPH2nlSqloUenmm93lRYvcez+veqzvv196+ml32da4stmDhCsEAMEKoalNG+n99124snNbkoFwBYQ3Cy6ff+6KzqtXt201pL/+cjP9bNaerT310ktSvXr5055775WeecZdtrbY7EHCFU4QwQqhq3Vr6YMP3LdYO7c/xun2jAQQJvbulV54QapbV2re3NVQ2VZWLVq4If+ffnKz9TItz5Mv7rnHzTo0th2OtYNwhRNAsEJou/JKt5mqhSs7tyUZCFdAeEhIkAYPdlvN3Hqr9N130sknS7fd5i7Pn+8WCg72osD9+0vPPusuP/649I9/EK6QawQrhL5WraRZs6RixdJmDVrBK4DQY4Fk7ly3Pp1thvzEE9LOndIZZ0hPPumG+2zV9HPPVUi56y5pwgR32do8aBDhCrlCsEJ4aNkyLVx99BHhCgg1u3e7YHLOOdIVV7jhewsm/l7n9evdbLwyZRSybFkH/962NmvQ2ku4wnEiWCF8XH6567GycPXxx24IgXAFBNePP0r33Seddprr9Vm7VipRwg2v2eU5c6QOHaSTTlJYuP126fnn3WWbNWizBwlXOA4EK4QXK3a1Hiur05g92w03/O9/wW4VEF1SUtyXm3btpJo13cy65GR32Rb4/P13VxBeq5bCktWD2UbPxn43mz1IuEIOEawQfmxWkf1RL15c+uQTwhWQX5KSXNCwwGShyt6HtmK5LexrX3Ssh8r28IuEHTFspfcXX3S/n4VEmz1IuEIOEKwQni69NC1cffqp1KmTm9INIPAsMNkwnw332bCfDf+VKuWGyax2yuofbXmUAhH2kdK3b1q4slmDNrxJuMIxRNi7AFHlkkvct2Sr57BZSIQrIHBsnSkrQLdC9Dp1XGH6nj3ushV42+w+K/A+6yxFNFsJ/uWXXbiy/wcWMG0oFMgGwQrhzfYT84erefOkjh0JV8CJsKURbLmBGjXcMLt9abGeqC5d3Hvs++9dgbe956LFTTdJr7ziwpWFyjvvJFwhWwQrhD/buNVmHpUs6RYctBlI9s0aQM7Zgp1WtG3Dfbaopy3uWbasWyzTVka3fTttZq6Fi2jUu7c0ZYr7/W3WoC3NQLhCFghWiAxNm6aFq88+c8W0hCvg6A4dctvL2ISQ8893287YRBDbesZqi2yjZNvm5fTTg93S0NCzp/Tqq64Hz2YN2gryhCtkQrBC5GjSxM0StBlJttGrzVqyRQsBZGQbH9umw7Yauu3Bae8XW2fKNjtfuFBatcoVbtuyJsjoxhvTwpWFT+vlI1whnSBv0AQE2EUXuXBlqz3bB4SFK1v3KprqQYDsrFzplg548820PTdPPdWFA6ubsj39cGw9erhgZSHrpZdcsLKQFWmzIpEr/CtA5Gnc2C3BYNPBFy2S2raVdu0KdquA4Dh4UPrPf1wtYoMG0uTJLlQ1bOhqhn77TXr0UULV8ereXXrjDRemrLDdevhsJiWiHsEKkalRIzebqXRpafFiwhWiz5Yt0sMPS9WquRDw5ZdSoULSDTdIS5ZIX30l9eolFS0a7JaGr27dpKlT3TCqBVZbmoFwFfUYCkTksm/kFq5atZK++EJq08YtKhoJq0ID2Vm2zA33vf22660yFSu6oT4b8qtUKdgtjCzXX+96rSy8Wu2VLSBqPVjhsjciAo5ghchmQx+29o6FK/vGbqtD27pXNkwIRAob2rMgZYFq+fKMEzpsi5muXaXChYPZwshmRf+2DIP1YL32mqu5smFWwlVUYigQka9+fddzVaaMtHSpC1e25xkQ7myz46FDpapV3bCehSoLULbm0tdfuy8T1pNCqMp7NrvyrbekggVd7ZUdD1vOAlGHYIXoCVfWc2ULHtpQic0aTEwMdquA42dDTVY3aENQtr6UFZ5v2+aKz//9b7fVjNX7WG8t8pf1DFrPoYUrq70iXEUlghWiR716bmX2cuVc4S7hCuHEFu60PevsS4Ltk2kf4PahbRuSv/OOWyn9wQfd8gkInquucsfDwpUta2GLihKuospxB6uFCxeqY8eOiouLU0xMjGbMmJHhfp/Pp2HDhqlSpUoqVqyYWrVqpR9tJ/R0duzYoR49eig2NlalS5dW3759tZuFHJEfbEVp67mycGXDJrbBrO2NBoQqWw5hyBCpShU3pX/1aqlYMemWW9xlW9zThqHsgxyhwfZVnDbNzcK0pS5s3SvCVdQ47mC1Z88e1a1bV+PHj8/y/tGjR2vs2LGaOHGili1bpuLFi6t169bat29f6mMsVK1Zs0affvqpZs2a5YW1W222CpBf4cp6rk45xdWhEK4QisN9tjXT1VdL1au7bWW2b3dLJ4we7Yb7bPsZ+7eM0GQbWNt2QRaurHfRlrnwz9JERIvxWRdTbp8cE6Pp06eri6Xzv3urrCdr4MCBGjRokHdbUlKSKlSooMmTJ6tbt25au3at6tSpo+XLl6uhTYeXTdKarXbt2mnTpk3e8zPbv3+/d/JLTk5WlSpVvNe2Xi8gV77/3m0q++efUo0abubgWWe5k123DzTW+EF+sv0tX39devZZ9+/Tr2VLN7vPNhhnpll4mTXL1V4dOODObXjQwhbCjmWPUqVKHTN7BLTvOCEhQVu2bPGG//ysEY0bN9aSJUu8YGXnNvznD1XGHl+gQAGvh+sqG5/OZMSIEXrooYcC2VRAOvdc13Nl4cqGqzMNWXvTp234xUJW+sBl52eeSehC4Pz8s2SjAFZD5a/7K17cFT/37y/VqRPsFiK3LAy/957rfbQeLFuSwYYHCVcRK6DBykKVsR6q9Oy6/z47L1++fMZGFCyosmXLpj4ms/j4eA0YMOCIHisgIOHqu+/cwqEbNriTP2TZSu1W32Inq8vKHLpsFlb6sOU/Wehi81ociw0W2NZLtvbUhx+668b+/ViYuukmt3MAwl/79tL06a6w3UKWzei0cMUyGBEpLKodixQp4p2APGFfBOxDLD37kPvrLxew0gcu/7mtg7VxoztZLUxmp512ZOiyy/ahaT0RiF4W2G3xSBvuW7cu7XbbGcCG++yczXwjj20I//77rrDdQtZ117naK8JVxAlosKpo2yZI2rp1qzcr0M+uX3DBBamP2WZrrqRz6NAhb6ag//lA0FmPlE1bt1PTpkeGLiskzhy4/JetEN4WbrSTzdjKzN4b2Q0vliyZb78i8tn69S5M2RpT/n0r7Xj36SPddZdUs2awW4i8ZqHZwpUVttu5rdhuSzMQriJKQINV9erVvXA0b9681CBlw3ZWO3XHHXd415s0aaLExEStWLFCDf5ewG7+/PlKSUnxarGAsAhdNqPQThdddOT9O3Yc2cPlD14WyP74w50WLjzyufblInPg8p+YqBF+bGsTG2a24b45c9Jur1XLDfdZDRVhOrrYzg8ffODClZ3bUhkWrhiVid5Zgbbe1Ab7gPDWW6ynMWPGqEWLFl6NVNWqVTVq1CiNHDlSU6ZM8YLW0KFD9e233+qHH35Q0b+Lfdu2bev1YtmSDAcPHlSfPn28YvaptlJtACvzgZBjvVnZ9XTZ0OPRWG1i5rDlv87eh6HFCtBtI14rSP/pp7RAboXMNtxnE3zsOqKX1dd16iTZUkRWg2WF7YSrkJbT7HHcwWrBggVekMqsd+/e3pIK9nLDhw/XpEmTvJ6pZs2aacKECaqZrpvbhv369++vmTNnerMBu3bt6q19VaJEiYD+ckDYfRjbh3D6wOUPXZmGz49gvWdZDS/ayfZIRP744QfXO2Ub8drSCcYK0G1hzzvvlM44I9gtRCixSTEdO7pV9a0Gy8IVs42jL1iFAoIVok5y8pFhy385m9m0qWyV+cyBy39ueyfixBw+LM2c6QKVLd+Rfsap9U7ZqttMWEB27N+M9WRauGrb1s0aJFyFJIIVEC2sENp6urIaXrRarqOx3qzseroskDFclT2rpXvxRWnCBOnXX91tNpvPZn1ZoLrsMv7/IWdsZrENB1q4sgJ3mzVIuAo5BCsAbjgq8/Ci/7LNWjwaG8LKqp7LTjZbMlpDwzffuN6pN95w9THGQmi/fpJN0qlaNdgtRDhasMCFq7173Qbxtg+v7QmJkEGwAnB09gfc39OVubfL1uc6GnvfZRW47LIV2Uda6LINdO2DbuxYadGitNvr1XO9U7aaNh+COFG2PIvVWtl70/YwtSUZ+HcVMghWAHLPhiRsm5WshhctdB3tz4ZNQskqcNm5LScRTqHL9pGcNEmaONFtfGwKFnR7vlmgsjXOwun3QeizZVgsXFlvs80etXDFTg4hgWAFIG/Y8FdCQtbDi1ZrdLQ/KVbEnV1Ply2cGioh5euv3XCfbTtim+ca64m77TZ3spX1gbyyeLErZN+9223AbetdEa6CjmAFIP/t3+9CV1bDi7/84hbMzI59cNjq81mFrri4vN/mxQLUtGkuUC1dmnZ7o0aud8pWyWadIeSXL75whewWrmyJI5t5yuzSoCJYAQgtFlwsXGU1vGi327IF2bEZUha6Mi8XYSfbDPtEQpctV/H88264z790RaFCbqNcC1QWrIBg+PJLF65s5m/z5tKsWYSrICJYAQgfBw+6YcSshhetB8yKx7NjvUjZ9XRZ6DrppCOfY3/2li1zvVO2nYj9fGPDkTaz79Zb3ebcQLAtWeK2wbFwZUt4fPgh4SpICFYAIoOFKgtdWQ0vWoG9PxRlxTa3tdXO0wcuKz5/4QVXR+V38cWud+rqq11vFRBKbGjawpUtFHzppS5c5XCnEgQOwQpAdIQum6WY1fCihS5/4Xl2PV033OAClS2bAIQy62G19a0sXF1yifTRR4SrfEawAhDdrGbLlkjIarNr25/tllvcHotAuPjqKxeukpKkZs1cuCpZMtitihrJBCsAACLM8uVu8VALV7aO2scfuwV7ETLZI4/nLwMAgIC58EJp7ly35ZR/1qANDyJkEKwAAAgnDRtK8+a5TdT9swatBwshgWAFAEC4qV/f9VxZuPLPGiRchQSCFQAA4RqurOeqbNm0WYOJicFuVdQjWAEAEK5sqZD586Vy5dJmDRKugopgBQBAOKtb1/VcWbjyzxrcuTPYrYpaBCsAACIhXFnPla3NZrsKEK6ChmAFAEAkOP986bPPpFNPlVaskFq1knbsCHarog7BCgCASHHuua7nysLVypVSy5bS9u3BblVUIVgBABBp4cp6rsqXl1avdj1XhKt8Q7ACACDSnHOOC1cVKrhwZT1Xtk8m8hzBCgCASFSnTlq4+uYb6fLLpT//DHarIl7Ag9Xhw4c1dOhQVa9eXcWKFdOZZ56pRx55ROn3erbLw4YNU6VKlbzHtGrVSj/arvMAACBwateWFiyQKlaUvvvO9VwRrsIrWI0aNUrPPfecnn32Wa1du9a7Pnr0aI0bNy71MXZ97NixmjhxopYtW6bixYurdevW2rdvX6CbAwBAdKtVy4WrSpVcuLKeq23bgt2qiBXjS9+VFAAdOnRQhQoV9NJLL6Xe1rVrV69n6vXXX/d6q+Li4jRw4EANGjTIuz8pKcl7zuTJk9WtW7cjXnP//v3eyS85OVlVqlTxnhcbGxvI5gMAEJnWr5datJA2b3bDhDZ70IYJkSOWPUqVKnXM7BHwHqumTZtq3rx5Wm8HUDas+40WL16stm3betcTEhK0ZcsWb/jPzxrauHFjLbFdurMwYsQI7zH+k4UqAABwHGrWdD1Xp50m/fCD67naujXYrYo4AQ9WQ4YM8XqdatWqpUKFCqlevXq677771KNHD+9+C1XGeqjSs+v++zKLj4/3EqL/tHHjxkA3GwCAyFejhgtXlSu7cGU9WNl89iJ3CirA3n77bb3xxhuaOnWqzjnnHK1evdoLVjb817t371y9ZpEiRbwTAAA4QWed5cJV8+bS2rUuXNmwoNVgIfR6rAYPHpzaa3XeeeepZ8+euv/++73hPFPRZibIeh8zdj/adf99AAAgD515pgtXVlrz3/+6cPXHH8FuVUQIeLDau3evChTI+LInnXSSUlJSvMu2DIMFKKvDSl8QZrMDmzRpEujmAACAo4WrqlWldetcD5YVtiO0hgI7duyof//736patao3FLhq1SqNGTNGN998s3d/TEyMNzT46KOPqkaNGl7QsnWvbKiwS5cugW4OAADIzhlnuHBlPVY26czClS0qagXuCI3lFnbt2uUFpenTp2vbtm1eYOrevbu3IGjhwoW9x9iPHD58uCZNmqTExEQ1a9ZMEyZMUE2bsRDAKY8AACAHfvnFhapff3U1WBaurMAdx509Ah6s8gPBCgCAALNQZeHKQpYNE1q4Ynmj4K9jBQAAwlC1atLnn1sxtPTTTy5k/fZbsFsVdghWAADAsUJ2q7my2quffyZc5QLBCgAAHBmubDgwISGt9go5QrACAAAZWW2VhSsrZPeHK6u9wjERrAAAwJFsVqCFK9sGxz9rkHB1TAQrAACQNVvPymYH2nJINhx42WWuBwvZIlgBAICchSsrZLdwZYXtyBLBCgAAHF1cnBsWPPtsaeNGF65sSQYcgWAFAACOrVIlF65q1ZI2bXI1Vxs2BLtVIYdgBQAAcqZiRReuatdOC1c//hjsVoUUghUAAMi5ChVczVWdOtLvv7twZRs4w0OwAgAAuQtX55wjbd7swtW6dcFuVUggWAEAgONXvrwLV+eeK/3xh9SihfTf/yraEawAAEDunHqqNH++dN55hKu/EawAAMCJh6vzz5e2bHHDgmvXKloRrAAAwIk55RQXrurWlbZudeHqhx8UjQhWAADgxJUrJ82bJ11wgbRtmwtXa9Yo2hCsAABAYMNVvXrSn3+6mqvvv1c0IVgBAIDAKVtWmjtXql8/LVx9952iBcEKAADkTbhq0ED66y8Xrr79VtGAYAUAAAKvTBkXri68UNq+Xbr8cumbbxTpCFYAACBvlC4tffKJ1KhRWrhavVqRjGAFAADyPlw1bizt2OHC1apVilQEKwAAkLdKlZLmzJEuukjauVNq2VJauVKRKE+C1e+//64bb7xR5cqVU7FixXTeeefp66+/Tr3f5/Np2LBhqlSpknd/q1at9OOPP+ZFUwAAQCiFqyZN0sLVihWKNAEPVjt37tTFF1+sQoUK6eOPP9YPP/ygJ598UmWsiO1vo0eP1tixYzVx4kQtW7ZMxYsXV+vWrbVv375ANwcAAISK2Fhp9mypaVMpMVFq1UpK1/ESCWJ81n0UQEOGDNEXX3yhRYsWZXm//bi4uDgNHDhQgwYN8m5LSkpShQoVNHnyZHXr1u2I5+zfv987+SUnJ6tKlSre82LtIAEAgPCxa5fUtq30xReuJ+vTT93swRBm2aNUqVLHzB4B77H64IMP1LBhQ1177bUqX7686tWrpxdeeCH1/oSEBG3ZssUb/vOzhjZu3FhLlizJ8jVHjBjhPcZ/slAFAADCVMmS0scfS82aWe+K67latkyRIODB6ueff9Zzzz2nGjVqaM6cObrjjjt0zz33aMqUKd79FqqM9VClZ9f992UWHx/vJUT/aePGjYFuNgAACEa4uuQS6w6SrrxSWrpU4a5goF8wJSXF67F67LHHvOvWY/X999979VS9e/fO1WsWKVLEOwEAgAhSooT00UdS+/bSwoUuXPkL3MNUwHusbKZfnTp1MtxWu3Zt/fbbb97lihUreudbt27N8Bi77r8PAABEWbhq3tzVXrVuLX35pcJVwIOVzQhct25dhtvWr1+vatWqeZerV6/uBah5tvt1uoIwmx3YJIwTKgAAyKXixaVZs9yegv5wZYXtYSjgwer+++/X0qVLvaHADRs2aOrUqZo0aZLuuusu7/6YmBjdd999evTRR71C9++++069evXyZgp26dIl0M0BAADhFK4uv1zavVtq00ZavFiK9uUWzKxZs7yCc1v003qoBgwYoH79+qXebz9y+PDhXuBKTExUs2bNNGHCBNWsWTOgUx4BAECY2btX6tRJspEtC1v+Avcgy2n2yJNgldcIVgAARLD//U/q3Nmtb2XhymqwLr00OtexAgAAOCHFiknvv+9mCe7Z4xYT/fxzhQOCFQAACM1wNWOGK2S34cF27aTPPlOoI1gBAIDQDldt2rhwZetdzZ+vUEawAgAAoatoUWn6dNdjZbVXHTq4wvYQRbACAAChH67ee8/1WPnD1dy5CkUEKwAAEPqKFJHefdeFqn37pI4dpU8+UaghWAEAgPAJV9OmuVBl4crWu7K9BUMIwQoAAIRfuOrcWdq/353Pnq1QQbACAADhpXBh6e23JdsKzx+ubIX2EECwAgAA4RuurrpKOnDAhaxFi4LdKhUMdgMAAABypVAh6a23pO7dpS1bpAsuULARrAAAQHiHqzffdEOCJUoEuzUEKwAAEAHhqlAhhQJqrAAAAAKEYAUAABAgBCsAAIAAIVgBAAAECMEKAAAgQAhWAAAA0bzcgs/n886Tk5OD3RQAABAFkv/OHP4MElHBateuXd55lSpVgt0UAAAQRXbt2qVSpUple3+M71jRKwSlpKRo8+bNKlmypGJiYvIsmVpw27hxo2JjY/PkZyA0cKyjB8c6unC8o0dyPhxri0sWquLi4lSgQIHI6rGyX6hy5cr58rPsAPGGjA4c6+jBsY4uHO/oEZvHx/poPVV+FK8DAAAECMEKAAAgQAhW2ShSpIiGDx/unSOycayjB8c6unC8o0eREDrWYVm8DgAAEIrosQIAAAgQghUAAECAEKwAAAAChGAFAAAQIASro5g0aZK3kqstSPr0009nexuA6LBgwQJvt4fExMRgNwVALv3rX//SBRdckHr9pptuUpcuXRQwvgjWu3dvX+fOnXP13KSkJF+hQoV848aN823evNm3Z8+eLG9D6Pjss89shmu2p+bNmwe7iQjQ+9qO54gRIzLcPn36dO/2vLR//37fH3/84UtJScnTnxOtLrvsMt+99957xO2vvPKKr1SpUkFpE/LXtm3bfLfffruvSpUqvsKFC/sqVKjgu/LKK32LFy8O2M/YtWuX76+//kq9npiY6Nu5c2fAXj8st7TJD7/99psOHjyo9u3bq1KlSt5t33///RG3IXQ0bdpUf/zxxxG3f/DBB7r99tt155135up1Dxw4oMKFCweghQiUokWLatSoUbrttttUpkyZfPu59u+gYsWK+fbzgGjTtWtX72/ulClTdMYZZ2jr1q2aN2+etm/fHrCfUaJECe90PNvUHI+oHAqcPHmySpcuneG2GTNmpG7obPefd9553mU7sHZ7Vrc9/PDDKleunPbv35/htaxLsWfPnvn2+yDjh176086dOzVo0CA9+OCDuvbaa73Hff7552rUqJG3kJwF5CFDhujQoUOpr9O8eXP1799f9913n0455RS1bt06R89D/mnVqpV3fEeMGJHl/fZHuHv37jrttNN08skne+/dN998M8Nj7Djffffd3nG2cFahQgW98MIL2rNnj/r06eNt8n7WWWfp448/Tn0OQ4HBZ8fA3ofFixf3/o5ffPHF+vXXX1Pvf+6553TmmWd6fw/OPvtsvfbaaxmeb8fPHtO2bVsVK1bM+3s+bdq01Pt/+eUX7zH/+c9/vC9rFuLPPfdc7/2PvJWYmKhFixZ5X5patGihatWqecc6Pj5enTp18h4zZswY7/1sx9/KcuwL8+7du4/4fJ8zZ45q167tBag2bdpk+NKd10OBURmsjuX666/X3LlzvctfffWVd0DsQznzbQMHDtThw4e9HhG/bdu26cMPP9TNN98ctPYj7U3auXNn7wP0kUce8W77/fff1a5dO1144YX65ptvvD+wL730kh599NEMz7VvS/aH+YsvvtDEiRNz/Dzkj5NOOkmPPfaYxo0bp02bNh1x/759+9SgQQPvvWg9zbfeeqv3Zcfeu5mPs4Vnu91C1h133OG91+0DdeXKlbryyiu95+3duzcffztkx77I2AfgZZddpm+//VZLlizxjq3/S/H06dN17733en+b7bhbj6aF5M8++yzD6wwdOtTrGbH3co8ePdStWzetXbs2w2MGDx7svc6qVavUpEkTdezYMaC9Jsi+J8k6OjJ3WPhZffPYsWO1Zs0a7/07f/58/eMf/8jwGHu/PvHEE16oXrhwoTcCZV+w840vCmusshqvz1yfsWrVKu96QkLCUW+74447fG3btk29/uSTT/rOOOMMajCC7PDhw95xqV27ti85OTn19gcffNB39tlnZzg+48eP95UoUcJ7jr/Oo169ehleLyfPQ/6/ry+66CLfzTffnKMaq/bt2/sGDhyYet2Oc7NmzVKvHzp0yFe8eHFfz549U2+zeip7zSVLlmSo4wtkPQZyXmO1fft27///ggULsnx+06ZNff369ctw27XXXutr165d6nV7vtXwpNe4cWPvb7mxv+/2mJEjR6bef/DgQV/lypV9o0aNOuHfEUc3bdo0X5kyZXxFixb1jmd8fLzvm2++yfbx77zzjq9cuXIZ/q3Y8duwYUOGv9VWq+U3fPhwX926dQNSj50VeqxOUL9+/fTJJ594PRr+bkjrVvR/g0Jw2NCffZt9//33vSEdP/tWat8+0x8fG0qwruT0PR/W25FeTp+H/GVDBvatNXNvg/UkWy+lDRmULVvW+xZsQwP2zTW9888/P0MvmA3t+4f8jQ0P+nuiEXx2LO3vqw3PWw/SM888k2GIx/4d2PsyPbue+d+HvZczXz/aYwoWLKiGDRse8RgEXteuXbV582ZvJMiG8Gzot379+t5nq7GRo5YtW3rD/Pa33XqUrScxfa+yDf/bcLCflW7k53s4KoOVdSVm3iLRitJzo169eqpbt65effVVrVixwuuetDc+gsdqI6wb2M5r1KiRq9ew8XuEvksvvdT7kLUajPQef/xx70P3gQce8IaBVq9e7T3OimLTK1SoUIbrFpzT3+YP0ikpKXn6e8CJjY1VUlJSlsP6/gLjV155xfvSZMO1b731lmrWrKmlS5cGobXIK0WLFtUVV1zhDdl++eWX3meqbbBs9W8dOnTwvhC9++673mfu+PHjveekf29n9b7Oz22RozJYnXrqqdq1a5dXpOpnf3hz65ZbbvHStL3hrajWCuoQHHYc+/btq5EjR6YWnadnxYz2Rzn9m8zqqOybT+XKlbN93dw+D3nPjvXMmTO945P+2Fh93Y033uh98bEC5fXr1we1nTg2Kza32rbM7DYLUOm/0FqYtg9dKyyfOnVq6vvUjn16dr1OnToZbsscxOy6PTe7x1htl32IZ34M8kedOnW8z2s7BvYl58knn9RFF13k/Zuw3q1QE/HLLdi3n8yhyQ6SdRXacNE999yjZcuWpXYz5sYNN9zgFcbZjCLruUJw/PXXX15hqxWr2wfqli1bMtxvQz02g8QWdrVCZZv5t27dOu+b0IABA7yezOzk9nnIezZ0ZwXIVtDqZz2VNtPLPnhtxp/NJLJp25k/YBFabPLAs88+6/1dti+sNgPXJiDYjE4LzwkJCd4izTZDLC4uznsf/vjjj+rVq1dqwfl1113nBS/7kmvPee+991InHvm988473tBes2bN9MYbb3iTF2wySnrWE2L/jixMPfXUU94MYyYl5a3t27d7k0fs/7P1StkX16+//lqjR4/2vijZLF0bXbJJKzYU7J9cFHJ8UbCQYOZT3759vULXs846y1esWDFfhw4dfJMmTcpV8bqfFbyWLVvWt2/fvnz7/ZDR5MmTj7pAaLVq1bzHWeHrhRde6C0+V7FiRd8DDzzgFaceq4D2WM9D/siq0NTek3Zc/O9hK3K2x9jkgvLly/v++c9/+nr16pXheVkdZ/s38tRTT2W4zV7T/l4Yitfz3ldffeW74oorfKeeeqpXsG6F5f7//1u2bPF16dLFV6lSJe942/EaNmxYhgkkEyZM8CYQ2WLONWvW9L366qsZXt+OnxUz288oUqSI7/TTT/e99dZbqff7i9enTp3qa9Sokfdz6tSp45s/f34+/l+ITvv27fMNGTLEV79+fe/Yn3zyyd6kIXv/7t2713vMmDFjvONvn92tW7f2jm/692ROJqfldfF6jP0n2OEuElgx3TnnnJPhWzMAILRYvY0ty5DdukVWx1O9enVvmYX0ax0hcsTHx3vrZS1evDhPXj/ihwLzmnUP26wFO02YMCHYzQEAAFmwfqSff/7ZW8ndhovzCsHqBNnBsXBl076t8BIAAIRmzbXVWdpCz1ZjnVcYCgQAAAgQpjMBAAAECMEKAAAgQAhWAAAAAUKwAgAACBCCFQAAQIAQrAAAAAKEYAUAABAgBCsAAAAFxv8DNU7+D1It3E0AAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "y2_sd = np.std(y2) #standard deviation of y2, which is a measure of how spread out the values in y2 are from the mean of y2\n", + "fig, ax = plt.subplots(figsize=(7,3))\n", + "ax.plot(x, y2, color = 'red')" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8ad18626", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 83, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "y2_sd = np.std(y2) \n", + "fig, ax = plt.subplots(figsize=(7,3))\n", + "ax.plot(x, y2, color = 'red')\n", + "\n", + "ax.errorbar(x, #our x values\n", + " y2, #our y values\n", + " yerr=y2_sd, \n", + " fmt=\"none\" #, format of the error bars, try to distinct from the original color, \"none\" means no marker will be used for the data points\n", + " #, color='red', ecolor='lightgray', elinewidth=3, capsize=0\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "id": "7a247e55", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 84, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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un37qxYNWZE2a5K0iBJCcMjKkVauk+fO9mxVP27bFPsbmTf3+99Lvfuf9aSNUJUoc3s+xeHDuXOnll6WbbpLWrPGiQbs9+qjUsGGgvxbCixErJF48+PjjUqVKWfGgDfETDwLJweZA2eRyG5W+5BKpVi3p5JOloUOlf/zDK6psekCPHtJjj0mffy5t3izNnCldc410/PGHX1T57HkXXyx99ZV0663eqPnrr3vxoI1iEQ8iABRWSCz2RjdkiPfGa/GgvQk/9ZTXXNSG+okHgeLH4joblbb4rl497/Vso9KzZnlXZDjiCC/2s/jPYkBrmfDqq9INN0gnnZT/Qio3FSt6P+uzz7wRMIsHbd4V8SACQBSIxI4H7VI4Fg/aG+C113rx4MSJxINAIrMJ5O+9lxXvZV+JV6aMd/krK2rs1qqVt62oNWnirTC0Am/YMOJBBIIRKyS2du28SNAiAYsHLSokHgQSizXknD3bG222UZ/ataUrrvBOhKyoKlnSa41gLRKskElL8wqvu+7ypgDEo6jy2WiYRZLEgwgIhRUSn73RWSRgqwctSiAeBOJr+3bpn/+Ubr5ZOvVU6eijpQsvlCZMkP71L69YsWad1rTTmndav7olS6S//tVbmZdTn6l4yy0etCjSfgcgj4gCUXzYJNdnn81aPRgdD9rqQYsTAATPRm1SU7OiveXLDzyhsREef9XeOedI1aqpWIqOB231oI24WQNSiwdt5PzYY+O9h0hwjFghOeJB69xOPAgEw3pFLV4s3XefVyxZLykbabIRJyuwrKiy+Uc2B3LGDGnjRq9lgo1Y2chVcS2qcooHb7klNh60RqW7dsV7D5HAKKyQfPHgk08SDwKHw14vdoLy0ENS167eZWLsBGbkSOn9971YrE4dqU8f6ZlnvEne//6395q7/HJvTlUyOvJIacwYr7eejcRZQWWNSm0eGfEgckEUiOSIB/3Vg9bzxnrd2Bs+8SCQMzsRyd6U0yaUR7N5U360Z7eC9I8q7mykyuLBl17yVg/68eAFF3irB4kHEYURKyQHu+TFRx95b3LR8aAVWdYTBwh7IWWXfbHRXLvsi52QNGsm3Xij9NprXlFlrxsrFMaN80ZorCmnFRI2j9EuMxXWospnv/+ll8bGg9bQlHgQ2VBYIXnYG519UFg8aJGFfZjYB4l9KBAPImzWr/dGc63Rbv363uvATjRefFHassVbmde5s/Tgg95kdDsBsSLLOqBbJ/QUPh4OGQ/aiJ4fD7J6EL8iCkTysbPx6dOzVg/68aDfXJR4EMnIRphsPpQf7337bez91ivKesD50Z412S1bNl57W/zZSNW8eVnxoM05Ix4EhRVCEQ9aMWWTcO1SGRYPWsH1wAPx3jugYKw3lM2N8gspmzMVzUac7CTCL6Ss07ldOgbBx4PdunlxoBVUFg++847XDNUiw3Ll4r2XKGKHPda7YMECde/eXXXq1FGJEiX0ql3PKUokEtHIkSNVu3ZtlS9fXh07dtQ3lu1H+emnn9S7d29VqlRJVapU0YABA7Rjx46C/zbA4cSDFocAxYW9R771ltcd/LTTvJYGf/iDNH58VlF1yile7yVrDWDd0Jcu9U4iOnakqCrseNBWVEbHg3YyZ/GgNVJFqBx2YbVz5041b95cE20UIAdjxozR448/rilTpmjZsmWqUKGCunTpol1RE/usqFq1apXmzp2rOXPmuGLtautBBBR2PGhn+DZp1z50sl+/DEgk9p4ZfdkX6yVlrRDsA9z6uNlJwgknSNddJ738sncx448/lh55xIukKleO928Q3njwhRe89hQWD553ntSzp/Tdd/HeOyRqFNi1a1d3y4mNVj366KO688471aNHD7dt+vTpqlmzphvZuuyyy/Tll1/qrbfe0ocffqjT7KxLdsI1Xt26ddPDDz/sRsKy2717t7v50tPTD3e3Ac/ZZ2fFg8O+kjKy3f/9996IVo0asTc7Iw37qigUrr17vdWsfrRnDTqj3vccm7fjt0CwP3N4v0Sc2fuErby0gsqPB21RwNtvEw+GRKBzrNasWaNNmza5+M9XuXJltW7dWqmpqa6wsj8t/vOLKmOPT0lJcSNcf7Ch7WxGjRqlv9jFMIEg48HnnpBWbjlwJdU1Iw98jk3yzV5s2a169Zy38caJQ7FVqhYd+YXUwoVe3BfNGm/6c6SskGJCdPGLB/v1kwYP9hYWWDxoKzUtvs1lgALFX6CFlRVVxkaootnX/n32Zw378IneiVKlVLVq1czHZDdixAgNs1UXUSNW9erVC3LXEUalSx+4zf5ttrnAm3/l3+zDzkYOrOiyW15YT6CcCrGcbtblumTJwH89JBiL7uwCxRbvWSFlH7Q2AT2azZuyAsoflbIrCTBSWrxZl3Y73tbmwl89aJPdLdWx0azf/Cbee4gwrgosW7asuwGFzq5/9tr9sdt++cWbvxJdbB3stm+fVf/eLfuS95zY6i3rcp2X0TBiyeJVSNk8Pn9Eygoqa4kQzY6lXbDYH5Wy+X/0j0rueNDSF7vOqR8P/vnP0s03M8qdRAItrGrZBGHXTmWzWxXos69PsdUqvz5mS7bVWPv27XMrBf3nAwnFVlM1aODd8vJhal2s7d94Xooxa8qYkZH1dV7kFkvmFlVyUlJ0NmzIGpGy27p1sfdbU06biO4XUi1betE0wsEK6Ycflq66KisetMUJ06YRDyaRQF/Rxx57rCuO5s2bl1lIWWxnc6cGDRrkvm7btq3S0tK0cuVKtbQ3Fdn7z3xlZGS4uVhAsT8ztdVbdrMYJy8Tlq24yuto2M6dhx9L2uqwgxVexJL5Z8ckuilnttYyLm6Obspp73EUuvDjwZkzpeHDs+JBWz1olxQiHgxXYWX9pr6Nijdswvonn3zi5kjVr19fQ4cO1f3336/jjz/eFVp33XWXW+nX0/7BSGrSpInOPfdcDRw40LVk2Lt3rwYPHuwmtue0IhBIavbBayO1eR2ttcLKRsLyGk1aLLltm3fL/qF/OLFkbreKFcMVS9popLXs8EelrKt/9r8/O2H0CykbnapQIV57i0Rmr5vLL49dPWh9Ia1XGfFguAqrFStW6Hc2sfJX/qTyvn37atq0abr11ltdryvrS2UjU+3atXPtFcpF/QN5/vnnXTHVoUMHtxqwV69ervcVgEOwD2m75eWMNjqWzMvNensdbixpr+u8joYVx1jSCtlFi7JGpKxVh/0dRbPr6vmFlLXzoH8UDoctdLF40F89aIW7xYO2etA+F4kHk7+wat++vetXlRvrxn7vvfe6W25sdGvGjBmH+6MBJFosaU0sbR5R9rlE+Yklc1otWdQTue33sW7l/ojUsmXe30s0+7v0V+21b+8VjEBBWZd2+3fnx4OWDBEPFkvMmgRQsFgyL0WYPS4/sWRuKyNz2p6fWNL2KXtTzqirRDj160sdOmT1kjrmmMP7GUB+4kF/9aDFg9GrB4vbqG8IUVgBSNxY0toTZG9RkJ9Y8r/7D3z8V195o2Lbt8dut8LSH5GymzXlDNM8MiRGPDh2bNbqQYsH77wza/XguecqjIa3faZAzx+b2l9FgcIKQGLGkj/+mPfRsEPGkgMlZWsqbIWetnv7FF1I2fX3KKSQSPGgXXvQjwdtzpVdocTiwby0gEkiq5d+r+KAwgpAYsaS1gsvqh9egWLJOZWlbdmeYx9Ksz+SmjenKScSlxX5V1zhXVjbjwdnz45dPUg8mFAorAAkfyxpEUL2s10r2lq0KJLdAwqMeLDY4DQNAIDiFg8+/7w3H9CPBy+8UFq7Nt57B0asAABIonjQRrFsPlYSxoON2xy4InftF1u0a0dsS5RyFUurwUk1FC8UVgAAFPd48PrrpQULvHlXfjzYpYuSydgcVvXZSsHsk9qtqCqqFYA5IQoEAKC4x4N2zcq//c2LB61PnM256tUr7817ERgKKwAAkiEe7N1bWr1auukm72Lqr7zitQ954AHv4u0oEkSBAICkahpp825y2pbTY+MZGRVaPPjII1mrB5M8HkxEFFYAgKRvGmkTnItLg8lANGvmxYN2XV7rdeXHg7Z60JqL2qWaUCiIAgEASOZ40C7fNHRobDw4ahTxYCGhsAIAIJlVruyNUn38sXTWWdL//ifdcYc3qmUXeEagKKwAAAgDK6SsY/tzz0k1a2bFgxddxOrBADHHCgCQVE0jcYh48I9/lLp3l+65x5vQ/ve/S2++6TUXHTYsKZuLFiUKKwBAsZV0q/qKOh7s399rLrpwoRcP+qsHO3eO9x4WW0SBAACEVfZ48OuvvZYMxIP5RmEFAECY+fGgNRe98UZv9aDFg02asHowHyisAACAFw8++qj00UdSu3bSL7948eDJJ0vvvBPvvSs2KKwAAEAWK6SsY/v06bHx4MUXS+vXx3vvEh6FFQAAODAe7NMnKx5MSZFeftlrLvrgg9KePfHew4RFYQUAAA4eD1pzUT8eHDHCG9WaOzfee5eQKKwAAMDhxYM2kmUtGYgHD0BhBQAADo14ME8orAAAQMFWD/rx4LvvKuworAAAwOFr3jwrHqxRwxvJ6tRJuuSSUMeDFFYAAKDg8eANN3jx4KxZXjw4enQo40EKKwAAUDBVqkiPPebFg2ee6cWDt98eyniQwgoAAAQXDy5cKD377IHx4IYNCgMKKwAAEGw8eOWVOceDY8YkfTxYKt47ABSF4W2fOWDb2i+25Lgtp8eOTe1faPsGAEkdD/bvL11/vbR4sXTbbdLUqdL48VLHjkpGFFYIhdVLv8/T43bt2JvnxwIADmP14HPPSbfeKn31VVY8OHasVLeukglRIAAAKFwpKVLfvl48OGSI9/VLLyVlPEhhBQAAiobFg48/Lq1cKZ1xhrRzpxcP2qjWvHlKBhRWAACgaJ1yird6cNo0qXp1Lx60OVeXXlrsVw8yxwqh0LjNMfHeBQBATvFgjx7SyJHSxIlePPjGG97XQ4dKZcqouKGwQiiwqg8AEjwe7P/r6sElS7JWD06YIHXooOKEKBAAACROPDh1arGOBymsAABA4sSD/fpJX38tDR4cu3rwoYeKxepBCisAAJB48eD48bGrB60HVjFYPRj4HKt77rlHf/nLX2K2NW7cWF/ZkJ41YNy1S8OHD9fMmTO1e/dudenSRZMmTVLNmjWD3hUAIUSXfSAJ48Hp07Oai/rxoDUXDcvk9RNPPFHvRl3NulSprB9z00036Y033tCsWbNUuXJlDR48WBdeeKEWW6t7ACgguuwDSRoP9vh19eCkSdKLL0pz5kjVblcoCisrpGrVqnXA9m3btunpp5/WjBkz9Pvf/95tmzp1qpo0aaKlS5eqTZs2hbE7AACguDvqKC8e9FcPpqZKO9dJqqekn2P1zTffqE6dOmrYsKF69+6tdevsF7eodKX27t2rjlEXXjzhhBNUv359pdpfUC4sMkxPT4+5AQCAEGrRQlq0yFs9GJWIJW1h1bp1a02bNk1vvfWWJk+erDVr1uiss87S9u3btWnTJpUpU0ZVbFJaFJtfZfflZtSoUS429G/16iVWdQoAAIqQHw/aHKwEE3ip17Vr18z/P/nkk12h1aBBA7300ksqX758vr7niBEjNGzYsMyvbcSK4gpATuiyD4RIqcQbsSr0PbLRqUaNGunbb79Vp06dtGfPHqWlpcWMWm3evDnHOVm+smXLuhsAHAqr+gAkdR+rHTt26N///rdq166tli1bqnTp0poX1YNi9erVbg5W27ZtC3tXAAAAiteI1c0336zu3bu7+G/jxo26++67VbJkSV1++eVuftSAAQNcrFe1alVVqlRJQ4YMcUUVKwIBAEBxF3hhtWHDBldEbd26VdWrV1e7du1cKwX7fzNu3DilpKSoV69eMQ1CAQAAirvACyvrqH4w5cqV08SJE90NAAAgmXCtQAAAgIBQWAEAAASEwgoAACAgFFYAAAABobACAAAICIUVAABAQCisAAAAAkJhBQAAEBAKKwAAgIBQWAEAAASEwgoAACAgFFYAAAABobACAAAICIUVAABAQCisAAAAAkJhBQAAEBAKKwAAgIBQWAEAAASEwgoAACAgFFYAAAABobACAAAICIUVAABAQCisAAAAAkJhBQAAEBAKKwAAgIBQWAEAAASEwgoAACAgFFYAAAABobACAAAICIUVAABAQCisAAAAAkJhBQAAEJBSQX0jAACAwjK87TMHbFv7xZYct+X02LGp/VUUKKwAAEDCW730+zw9bteOvXl+bGEgCgQAAAgIhRUAAEBAKKwAAAACwhwrAACQ8Bq3OUbFAYUVAABIeGOLaFVfQREFAgAABITCCgAAICAUVgAAAAGhsAIAAAgIhRUAAECYVwVGIhH3Z3p6erx3BQAAhED6rzWHX4MkVWG1fft292e9evXivSsAACBEtm/frsqVK+d6f4nIoUqvBJSRkaGNGzfqyCOPVIkSJQqtMrXCbf369apUqVKh/AwkBo51eHCsw4XjHR7pRXCsrVyyoqpOnTpKSUlJrhEr+4Xq1q1bJD/LDhAvyHDgWIcHxzpcON7hUamQj/XBRqp8TF4HAAAICIUVAABAQCisclG2bFndfffd7k8kN451eHCsw4XjHR5lE+hYF8vJ6wAAAImIESsAAICAUFgBAAAEhMIKAAAgIBRWAAAAAaGwOognn3zSdXK1hqSPPvportsAhMP777/vrvaQlpYW710BkE/33HOPTjnllMyv+/Xrp549eyowkSTWt2/fSI8ePfL13G3btkVKly4dGT9+fGTjxo2RnTt35rgNieO9996zFa653tq3bx/vXURAr2s7nqNGjYrZPnv2bLe9MO3evTvyww8/RDIyMgr154TVOeecE7nxxhsP2D516tRI5cqV47JPKFpbtmyJXHvttZF69epFypQpE6lZs2akc+fOkUWLFgX2M7Zv3x758ccfM79OS0uL/Pzzz4F9/2J5SZuisG7dOu3du1fnnXeeateu7bZ98cUXB2xD4jjjjDP0ww8/HLD9H//4h6699lpdd911+fq+e/bsUZkyZQLYQwSlXLlyGj16tK655hodddRRRfZz7d9BrVq1iuznAWHTq1cv95777LPPqmHDhtq8ebPmzZunrVu3BvYzKlas6G6Hc5mawxHKKHDatGmqUqVKzLZXX30184LOdn+zZs3c/9uBte05bbv33ntVrVo17d69O+Z72ZBinz59iuz3QeyHXvTt559/1s0336w77rhDF198sXvcBx98oNNPP901krMC+fbbb9e+ffsyv0/79u01ePBgDR06VEcffbS6dOmSp+eh6HTs2NEd31GjRuV4v70JX3755TrmmGN0xBFHuNfuCy+8EPMYO85Dhgxxx9mKs5o1a+qpp57Szp07ddVVV7mLvB933HF68803M59DFBh/dgzsdVihQgX3Pn7mmWdq7dq1mfdPnjxZv/3tb937QePGjfXcc8/FPN+Onz2ma9euKl++vHs/f/nllzPv/+6779xjZs6c6U7WrIg/6aST3OsfhSstLU0LFy50J02/+93v1KBBA3esR4wYoQsuuMA95pFHHnGvZzv+Ni3HTph37NhxwOf722+/rSZNmrgC6txzz4056S7sKDCUhdWhXHrppXr33Xfd/y9fvtwdEPtQzr5t+PDh2r9/vxsR8W3ZskVvvPGG+vfvH7f9R9aLtEePHu4D9L777nPbvv/+e3Xr1k2tWrXSp59+6t5gn376ad1///0xz7WzJXtjXrx4saZMmZLn56FolCxZUg888IDGjx+vDRs2HHD/rl271LJlS/datJHmq6++2p3s2Gs3+3G24tm2W5E1aNAg91q3D9SPPvpInTt3ds/75ZdfivC3Q27sRMY+AM855xx99tlnSk1NdcfWPymePXu2brzxRvfebMfdRjStSH7vvfdivs9dd93lRkbstdy7d29ddtll+vLLL2Mec8stt7jv8/HHH6tt27bq3r17oKMmyH0kyQY6sg9Y+Gx+8+OPP65Vq1a51+/8+fN16623xjzGXq8PP/ywK6oXLFjgEig7wS4ykRDOscopr88+P+Pjjz92X69Zs+ag2wYNGhTp2rVr5tdjx46NNGzYkDkYcbZ//353XJo0aRJJT0/P3H7HHXdEGjduHHN8Jk6cGKlYsaJ7jj/Po0WLFjHfLy/PQ9G/rtu0aRPp379/nuZYnXfeeZHhw4dnfm3HuV27dplf79u3L1KhQoVInz59MrfZfCr7nqmpqTHz+IKcj4G8z7HaunWr+/t///33c3z+GWecERk4cGDMtosvvjjSrVu3zK/t+TaHJ1rr1q3de7mx93d7zIMPPph5/969eyN169aNjB49usC/Iw7u5Zdfjhx11FGRcuXKueM5YsSIyKeffprr42fNmhWpVq1azL8VO37ffvttzHu1zdXy3X333ZHmzZsHMh87J4xYFdDAgQP1zjvvuBENfxjShhX9MyjEh0V/djb72muvuUjHZ2eldvYZfXwsSrCh5OiRDxvtiJbX56FoWWRgZ63ZRxtsJNlGKS0yqFq1qjsLtmjAzlyjnXzyyTGjYBbt+5G/sXjQH4lG/NmxtPdXi+dtBOmxxx6LiXjs34G9LqPZ19n/fdhrOfvXB3tMqVKldNpppx3wGASvV69e2rhxo0uCLMKz6PfUU091n63GkqMOHTq4mN/e221E2UYSo0eVLf63ONhnUzeK8jUcysLKhhKzXyLRJqXnR4sWLdS8eXNNnz5dK1eudMOT9sJH/NjcCBsGtj+PP/74fH0Py++R+M4++2z3IWtzMKI99NBD7kP3tttuczHQJ5984h5nk2KjlS5dOuZrK5yjt/mFdEZGRqH+HvBUqlRJ27ZtyzHW9ycYT5061Z00WVz74osvqlGjRlq6dGkc9haFpVy5curUqZOLbJcsWeI+U+0Cyzb/7fzzz3cnRH//+9/dZ+7EiRPdc6Jf2zm9rovyssihLKyqV6+u7du3u0mqPnvjza8//elPrpq2F7xNqrUJdYgPO44DBgzQgw8+mDnpPJpNZrQ35egXmc2jsjOfunXr5vp98/s8FD471q+//ro7PtHHxubX/fGPf3QnPjZB+euvv47rfuLQbLK5zW3LzrZZARV9QmvFtH3o2sTyGTNmZL5O7dhHs6+bNm0asy17IWZf23Nze4zN7bIP8eyPQdFo2rSp+7y2Y2AnOWPHjlWbNm3cvwkb3Uo0Sd9uwc5+shdNdpBsqNDiohtuuEHLli3LHGbMjyuuuMJNjLMVRTZyhfj48ccf3cRWm6xuH6ibNm2Kud+iHltBYo1dbaKyrfxbvXq1OxMaNmyYG8nMTX6fh8Jn0Z1NQLYJrT4bqbSVXvbBayv+bCWRLdvO/gGLxGKLByZMmODel+2E1Vbg2gIEW9FpxfOaNWtck2ZbIVanTh33Ovzmm2905ZVXZk44v+SSS1zhZSe59pxXXnklc+GRb9asWS7aa9eunZ5//nm3eMEWo0SzkRD7d2TF1Lhx49wKYxYlFa6tW7e6xSP292yjUnbiumLFCo0ZM8adKNkqXUuXbNGKRcH+4qKEEwlBI8HstwEDBriJrscdd1ykfPnykfPPPz/y5JNP5mvyus8mvFatWjWya9euIvv9EGvatGkHbRDaoEED9zib+NqqVSvXfK5WrVqR2267zU1OPdQE2kM9D0Ujp4mm9pq04+K/hm2Ssz3GFhfUqFEjcuedd0auvPLKmOfldJzt38i4ceNittn3tPcLw+T1wrd8+fJIp06dItWrV3cT1m1iuf/3v2nTpkjPnj0jtWvXdsfbjtfIkSNjFpBMmjTJLSCyZs6NGjWKTJ8+Peb72/Gzycz2M8qWLRv5zW9+E3nxxRcz7/cnr8+YMSNy+umnu5/TtGnTyPz584vwbyGcdu3aFbn99tsjp556qjv2RxxxhFs0ZK/fX375xT3mkUceccffPru7dOnijm/0azIvi9MKe/J6CftPvIu7ZGCT6U488cSYs2YAQGKx+TbWliG3vkU2j+fYY491bRaiex0heYwYMcL1y1q0aFGhfP+kjwILmw0P26oFu02aNCneuwMAAHJg40j/+c9/XCd3i4sLC4VVAdnBseLKln3bxEsAAJCYc65tnqU1erY51oWFKBAAACAgLGcCAAAICIUVAABAQCisAAAAAkJhBQAAEBAKKwAAgIBQWAEAAASEwgoAACAgFFYAAAAKxv8DnKONAxsXpSAAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "y2_sd = np.std(y2) \n", + "fig, ax = plt.subplots(figsize=(7,3))\n", + "ax.plot(x, y2, color = 'red')\n", + "\n", + "ax.errorbar(x, #our x values\n", + " y2, #our y values\n", + " yerr=y2_sd, \n", + " fmt=\"none\" #, format of the error bars, try to distinct from the original color, \"none\" means no marker will be used for the data points\n", + " , ecolor='indigo',elinewidth = 4, capsize = 6, capthick = 4\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c13bcf14", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 86, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "y2_sd = np.std(y2) \n", + "fig, ax = plt.subplots(figsize=(7,3))\n", + "ax.plot(x, y2, color = 'red')\n", + "\n", + "ax.errorbar(x, #our x values\n", + " y2, #our y values\n", + " yerr=y2_sd, \n", + " fmt=\"none\" \n", + " , ecolor='indigo',elinewidth = 4, capsize = 6, capthick = 4,\n", + " errorevery = 2 #, display error bars on every 2nd data point (not commonly use)\n", + " )" + ] + }, + { + "cell_type": "markdown", + "id": "59421bfb", + "metadata": {}, + "source": [ + "Add Image to the Plot" + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "id": "dda2dd42", + "metadata": {}, + "outputs": [], + "source": [ + "from PIL import Image\n", + "import requests\n", + "from io import BytesIO" + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "id": "49746191", + "metadata": {}, + "outputs": [], + "source": [ + "response = requests.get('https://static.wikia.nocookie.net/the-ultimate-good/images/3/3d/Luffy.png/revision/latest?cb=20230417200546')\n", + "img_file = BytesIO(response.content) #create a file-like object from the response content, which is the image data\n", + "image = Image.open(img_file) #open the image file using PIL" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3948f16d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(np.float64(-0.5), np.float64(410.5), np.float64(999.5), np.float64(-0.5))" + ] + }, + "execution_count": 90, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(7,3))\n", + "ax.plot(x, y2, color = 'red')\n", + "\n", + "ax_image = fig.add_axes([0.1, 0.11, 0.15, 0.35]) \n", + "\n", + "ax_image.imshow(image) #display the image on the new axes, which is a small subplot within the original plot, located at (0.1, 0.11) with a width of 0.15 and a height of 0.35 relative to the original plot\n", + "ax_image.axis('off') #turn off the axis for the image" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "2b95ced3", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "visualization-env (3.11.0)", + "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": "3.11.0" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From 5ae096a4ae8ebcd27c7ff7a93d472728e97699d1 Mon Sep 17 00:00:00 2001 From: Kerensa Wong Date: Wed, 18 Feb 2026 21:05:31 -0500 Subject: [PATCH 4/4] Class 5 file uploaded --- .../participation/assignment1_Class5.ipynb | 2399 +++++++++++++++++ 1 file changed, 2399 insertions(+) create mode 100644 02_activities/assignments/participation/assignment1_Class5.ipynb diff --git a/02_activities/assignments/participation/assignment1_Class5.ipynb b/02_activities/assignments/participation/assignment1_Class5.ipynb new file mode 100644 index 000000000..f876e6034 --- /dev/null +++ b/02_activities/assignments/participation/assignment1_Class5.ipynb @@ -0,0 +1,2399 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "af67ffa8", + "metadata": {}, + "source": [ + "Seaborn: data viz package on top of matplotlib\n" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "6737e55e", + "metadata": {}, + "outputs": [], + "source": [ + "import seaborn as sns\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import scipy\n", + "import PIL\n", + "import requests" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "21c760f5", + "metadata": {}, + "outputs": [], + "source": [ + "np.random.seed(613)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "203ed3c9", + "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": 5, + "id": "89d082e2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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wyNSVegMAAMnh7JuetS75u/Erp86gJPH7l9bSTx9bRp09vfSND86iSq5YYrqSKGSU8mumtTG9RKEpXnR6EJEBAIBsktijRBbJPV09VKlsbk92aknt7MsMbqy3LhGRiU4vhAwAAGST5AZlYoat5NLrpAqZLpm11L+fK7W0C0ImMj0QMgAA4N24LEmIfOmV4TMVbvZNpEdGi8jAIxOnR6YfVSqVu2cAgIKx1zZlJpGeCo7IqGbfJEZkdLMvyq/zpwcRGQAA8F5wkoTMHZQv9kpks1p+nbCIDDfzyzb7QsjkSy+EDAAAVJZHRjqdVmRX3wRHZLqU7dXLr1G1lL+QqYOQAQCAZEdkKj211N7Z4xIDSRMyqu+Kh0YyrU2ZiAwLNRCeHkRkAACgMiIyKdvuW6mppa1KWimJqSX5TNXX9qO6WnfVEleaJfEzVw702hFIRGQAAKBCqFQhs1lJKyUxIpMx+maWpeb6WieSAJ9Mfp/3fhAyAABQGVRq+bWUXo9qaUh0REb8MUxNTQ0Mv3nSB48MAABUCKnKbognRt9xgxsTGZHptJvhScWS4AiZvRAyUeiBRwYAACqziqNS5yyNH9KUUCHjboYnoJdMXFVL/ahSqdw9AwDETr1dTZJERL70JCzlEnbO0oShjc6ZuKQVktgMT0BqKS6PDFUsFbxrAIC4Uc+WkxrZ6KmSiEzSfDIZj4x7WYKQiU6f8llHRKaErF+/nj796U/TsGHDqLGxkebOnUsLFy4s9WYBQNUuZPbuT+YU6UrtIyMDI8UjkzQh45Vaam2ssy7RFC8/0V5bwR6Z9CekTNm5cycdf/zxdMopp9CDDz5II0aMoOXLl9OQIUNKvWkAULWnlnje0qAB6bPlJCAN1Sq1s+8WO7U0bogiZHoSKGS8zL4QMqHpdUVkIGRKwg9/+EOaMGEC3X777c5tU6ZMKek2AVDNSFM5Zk9XQiMyFZha6ujqoT22x2R0ywDqX1tjVWclaQK2qfyagZCJTo8i2is5IlPWqaW//OUvdMQRR9AnPvEJGjlyJB166KF02223+T6mq6uL2tvbXT8AgHhQgxlJnYBdrqmlZ5dvow/893x6ZfWOyNEYbiDX3FBndcdNWkRm3/70tkLIFOb/ay2ETGlYtWoV3XLLLTRjxgx6+OGH6Ytf/CJ95StfoTvvvNPzMddffz21trY6PxzRAQDEgzrvhqMASUI2vVxNyg8u3kjLt3TQQ4s3RTb6jmwZ4EoBJknIdPZ4eWQgZGKJyNRAyJSEvr4+Ouyww+j73/++FY353Oc+R5dccgndeuutno+56qqrqK2tzflZu3ZtUbcZgEpG1QCJNfuWqUdGUnVRFmxHyAxqcAkZdYhkUsqv0UcmPnql9LoGIwpKxpgxY2j27Nmu2w488EBas2aN52MaGhqopaXF9QMAiIc+JSKzp6s3mX1kPCIyq7Z2WKmdP72yjkpBh308d0XoYCupJYnI9JfUUm8lmX2TKZxLSU8VdPUteyHDFUtLly513bZs2TKaNGlSybYJgGqmIiIyHh6ZF1Ztt1I7f3q1NEJGjueuGCMy3UmKyNhCpkFruihChsuv1dQmCB6RqYWQKR1f/epXacGCBVZqacWKFXTXXXfRr371K7rssstKvWkAVCnRIzLvbGynbR3uCc3llFoSkbaxLR3dKFlqKZ+IjAiZCorIDG6qd/ZFxA4IRm8VjCdgynrvjjzySLrvvvvo7rvvpjlz5tB3v/tduuGGG+j8888v9aYBUJVEjchs2LWPzrrpGfrsnaVrZikn855VS/YdeFtLceYv5umde/dHjsiMslNLDQk0++6ToZGaR4YrsSSiAJ9MOHqqJCJT1n1kmA996EPWDwCgvDwy4ukIwqb2TksnrNu5l8rhy52FSo1WxSF7xgbZnXu7aWhzOhJQLKScnVNLpu0LMmdJTy0lSch0eph9+ThwemnHnv2WkBnTmmn4B/xBagkAAHxmt4SJyMjjOu2z7lJj8vuq+8ZRmVJFZFh8hD1OmfLrhsSafb0a4rkMvxHSbtVML4QMAAC4UTMuYTwy8oUqPohSdyU2dbxVtU2xfTIcgVEbDO7atz9U2fLuzp7k95HxETIowc7XI1NDlQyEDAAgMOpiHyYiI1+onNbpKYMogakpnirSNrYVNyLD6Sx1m8KUYG/Z3elMjR7UUJdYs+8+D7Mvg6Z4+RnbayFkAADA0EcmxIiCXuVxnWUQJTAZftV927CruBEZvUtyOCEjpdcDHF9NkiMyukeGgZCJRi9SSwAA4NcQL3hERm1CV6r0khpxydXdt9gRmb1amq4tRGppS7u7hwyTzFlLklrKXpZaG+ucXjIgOL1VImQiVy0tXLiQ3nnnHafbLg93BABUNmpGJoyQUY20pfTJkE93X1dqqcQRGa6aCptaktJrV0O8hKSW2CMkkTpEZOKjt0o8MqGFzLp16+hTn/oUPffcczR48GDrtl27dtFxxx1H99xzD40fP74Q2wkAKAPU/iphpl+7IzJ9ZSlkXKmlIkdk9uyPnlrabEdkRqgRmYSllrp7U86iOwAemQL0kelHlUzovfvsZz9L3d3dVjRmx44d1g9f5wGP/DcAQOWiRi3CRFbKLiKTo2qJ+7Ko2+zFojU76ZjvP05/eX1DXtujR7fCVC1JREZKr9XUUldCIjJqx15EZAqRWqKKJvTuzZ8/n2655RaaOXOmcxtf/9nPfkZPP/103NsHACgj1KhFmHbxagSkq6f8U0scIQgyTuH5ldutZn9PLd2S1/bopexh+qVsVcy+SY3IiLhlL4f0wFGBkMlXyPSjSib03k2YMMGKyOj09vbS2LFj49ouAEAZoq7/XSFSRKoAKlVqSU2Lmcqv1W1kNgToJeMIhVTpUkti9h2lRGSchngJEzKmaAyDPjL5Cfa6CvfIhBYyP/7xj+nLX/6yZfYV+Prll19OP/nJT+LePgBAmaDPH+IeJUF7wqjlzuWQWgpigt0YoLuv9GnJdzKTpJakuiRMammzpJYGJdfs69fV1x2RSebE9VLRi6olMxdeeCHt3buXjj76aKqrSz+8p6fHun7xxRdbPwL7ZwAAlYHJMsKVJgMDJOBdfWS6y7UhXviITLcd8ch3yKQImdEtA2j9rn2BIzKcppP7quXXSRsaKaXXjfX9fIVMe4Q5VNVMjzTEq/DjFVrI8PRpAED1oadeJLoy0O4mG1Q4lMojo249e2B0dG1T1IiMvZCPG9wYSsiIP4bNvYOb0ou99bsImaRFZOr8IzK8PyyETd1/gff/2bpaCBkXF1xwQWG2BABQ1piCDnImHUbIlG9Exv17kHlLEvHIMyDjRGTGDh4QKrUkXX259FqNUiStIZ74rbwECotlTo/w+8Y+GQgZCpXSrUVqiai9vZ1aWlqc637I/QAAlRuR6V9bY0U1gvpdesuts6+x/Dp9h+ED62lbx/5AvWTiishIQ7xxQxodscfHycszImxpzy69Vs2+PMOpEjwyLNJaBtRZjQJZyIxuzfiBgDdoiKcwZMgQ2rhxI40cOdJqgmfKT0rekquXAACVhyoEmurrrAUlaHTFJWTKtPxabho7uNESMkG6+2YiMqlYRhSwR0aNPOQUMk7ptVvIJM7sKx4Zn/3l9JIIGRDuc94PHhmiJ554goYOHWpdv/32260S7Npa9weOG+KtWbOmMFsJACiriExzfa21oATtJVMO5dcqxllL9jayT+WNdW1WozmO3NT5mJkdIUPxlF83N9TR4Mb+tH3Pfssno44d8J+z5L5f0vrIOJOvcwgZBkImOH3wyGQ46aSTnOtclSTRGZXt27fTaaedBg8NABWKKkbEoxBUyLga4pUqtaTIDdP0a7ll+MAGJ3W2eXeXJWy8cCIeqXhSSyxkWptEyOwPMWfJHJFJitlX0o2mgZECesnk45HpR5VM6L3zKn3r6OigAQOQtwSgUlHXak4tMUnyyKj4NcTj1I5EQnJVLmU8MvGklprr0xGZoIMjN3tFZJLaEK8+d0QmiMADaeCR0bjyyiutSxYxV199NTU1NTl/Y1/Miy++SIccckhhthIAUHJSyprYZC840YRM6RfXbp+qJT5PG9vaSOt27svZSyauqqVMRKaWBjfVW9fbAlQuOVVLHhEZU5l5Es2+jJSXcy8ZEIweeGTcLFq0yInIvPnmm1Rfn/7PxvD1efPm0de+9rXCbCUAoLw8MnbvmEjl16XqI6Os6b0Gj4z8uYZqaMzggBGZmITMXtsjw2XGEpEJ0ktmq9PVtyHREZl9++3ya3hkYsXxyCAik+bJJ5+0Li+66CK68cYbUWYNQJVh8sgkNbVkbognZ69EY1obA/WS2W8/T76pJRka2WR7ZJhdORZs9uewl4bRTcESkVHLr/k9KNd+IkEiMhAyeXhkasvzfS+ZR4arliBiAKg+1GyMnDnvC1p+XQZVS6kcHhlSU0t2RGZDzohMegE2PV1QOGoiXpuBlkemPlBEhqdz82Hls+2hdjoqu2opvX3/+de36fDrHs25P6VCDOCIyMRLrx15rPSITGVbmQEAsSFRB/5OzAiZwkRk/v7GRnpo8SYqFOaGeOT4AINHZPJPLUlaiWlqqKUhzf0DeWSk9JqrrPppC5WTWrK373+fe9cSRt/7xztU1hGZAGZfCJng9FSJRwZCBgAQCFms+UtRymQjpZZy+DZ4Yb/8nkX0lXsWFczjYWyIZ9/G3/lj7M6xG5Xuvs8s30rn/3oBrdm+17mtu0eeJ5W30ZejKNyRN1Od0x2sGZ5m9JXnMqXQWCDKOISk9ZFB+XV4eqvEIwMhU6Fw/nxze2diOnuC8ifjIalxFpwoQiZXH5mOzh5LaLCICWomDm/2Tfmafbm7L8MdfmXI5aW/fZWeW7Gdzv+fBbFGZMQfI8M3pWopV/m19JDRS6/ViAzvJ/8Mbc6knv770WVUbsj77NdHJhORKT8hVq70wiMDkm7y4tCzqfEXAFGQtZ8jFpICiDY00v8xarqqUBVOJrOvWn49pKk/NdhRjU12emm3HclYu2NfrJ19M11908dUqpbacvRLcXrI+ERkZBtVk+/tz71Lr63dReWEROmCeGS4/DrfkRDVQk+V9JGBkAEABEJNvQyoi97ZN5fZ1yVkClThZCq/VquW2CcjUZkN9sylY6amx7Qw623TbByzliTV02w3GRwcsGrJq/TaJGRkO+eOa7UE6Tf/9EZZRWs7A85akihYOfQiSgJ90uQRHhkAAMhgpZac8uu+UCIoSJRFjfLEu2BltsGvURynlhjdJ9NsCw1m5579lniJY/q1I2QktWRXLe3d3+uktcLMWdLPwLt6ex0h891z51jRpiWbdtOvnl5FSTL7cupNIkvwyVCoE4jaCh9RELiPDACgsmET632L1tOFx012epnE5ZFxz1rKiJNXVu+kl9/bQZecONVZpMJGZO5duNY6Wz/joNEUFKNHxt4/OXnVK5fUfeC7qmLIKyDDAu62Z1bRoROH0FFTMhEdYw8ZexEfNKDOigrxy/GCPXJQra/ZV5+zlN6HGisqwwKGt1MEF0/XvvpDs+nKe1+nGx9fTmfOGU1TRwykshEydqTPBO9Ty4A6ZwL2aFtommB/4K+fWUV7YvBYsd/o08dMoukjS3+conpk6ircIwMhA0CFwSmDHXv2WwZProIJyi+fXkm/e3ENtTbW0YXHT/H3yNimzEjTr3t6nZltH7/leSc98rHDxqf/rjxnrufn/fz6H9+wztbPuNZfyKhio9uYWpL9S3/p671k1H3gahB1IKNXRGbR2l10/YNLaMLQRnrm6+/39ciI2ZdLqQcN6G8t1u37emjkIO/F2isiwzTUpoUMH08RbixuPnroOEuwPrN8G93w2HK66VOHUhJmLTEsWEXI+HH7c+/Rbc+8G9v2bd3dRTeffxgljRVbO3Km7CoBCBkAKtTo3TKgP4X5/pIUR3unuSpEjcgMyCMiw0/DIqBBOft+d9uerHb1QZ5ftllKmMOeqZr65Mi5qx6RUaM4fL1bKQ338sjwAigGYRYeegfe9D7YAyNtIaOmhoyN++zbuSGel9nX8cl0ZY6R3MZC7etnzKJnlj9L/3hzI/37WQf6RjeKKmRyfGCD9pIRkXfSASPo8ElDIm/X6u176U+vrqP3tmc+n0nhpXd3WBFPjiidNXcMVTIQMgAAl9jw8mWoqZewDfFUj4x4X1Qho1bVqA3icnlk1KgIv4beGC5MHxm1akn1yEhERn0Mizr1tb1Qm9q9unonnWlYUDJm38zxkKiQGgVS2b6ny4og8d2GKaXVKhKN43J2vSx77vhWOmryUHrpvR30fwveo387YxaVMoIoabpcQiZoLxkZ3fChg8fQJ46YEHnblmxqt4SMmLuTxC+eWmFdfvzw8SUXqoWmsh1AAIDAyKLpJR5kHXdFZCKUX5t6yagpMDUK42d2ZdTKG69FX1D/3OOTWpIuqM7gSDsio4oxvq426/N6aXXBfXXNzhyTrzPnlXI4vCIyalffOo/0oVQuSdk401/xSlx8wmTr8q4X15R0/pX62g0+fWTCRGR27Ekfn2EDzSIvKOPsyjVuTliOjQS9WLy+jZ5autXyWn3hpKlU6UDIAABci6Z3RIYyIwqkailg5109AqKLJbWFuhrlydWnRu2TpM5zyoVZIJhTS7xocpRI3Qd+LXUgo5eIUrvzvrrG3LtFIlCqkJHj4bVLmWZ45rSSKmRkAeZojER6mA/MHk3jhzRanpP7F62nUiGfBd406d2Tt5DpSEdkhjZ7H58gsFeJDcZMkqIyt8xfaV1+6OCxNGlYM1U6EDIAALeQ8YzISGopU7UUtCGevtDrJdhquXAYj4w7tUSxNcRjeAGTdA/3klH3gV9LjQYFici8ub7NOHLB8cgoqSURMl7iLFN67SNkJLWkjEBQ4XQeV6jJLKZSNZlT/TGq0MrVFM+PHXYzQX2YZhTGDWlKlJBZtbXD8j4xXzx5GlUDEDIAAC0i4y9kWHNICoCjJ0EWwOyIjCZklJSHu7OvvzpRDbe5IjJi5rXua5q1pAg1uRxjpxa4l4we/XGlljzqltSmdnz/tza0BUotSdsPr0iPM2fJo2JJFS5eQoZh/wiXfS/b3GGNXyjXOUthIjIc4ZIoz9A8U0tqemn9zmQImVvnr7SE9WkHjqQDx7RQNQAhAwAIaPalrD4y6fv3RTL7qgJIjcioIidXREaNrHj5ScyP68sZkXE1xdMjMnr5tcdLS+RAds+UXjKllqQTq37c9NSSqYdMVkTGNvvK77ow+MTh452oTGnnLMUjZLbbaSUWbmqUKyrjbK9UEiIyG3btoz+/mk4TXnrKdKoWIGQAABayUOeKyNRoi04Qo6huruXHqFEatfNomM6+LrNvCCGTa2ikMNb2yWxo2+d6TJ9efu3xOuKR4YZ4XobfDkP5tVRfee2SzFkaYSjnDhORYaRn0BNLtlhpiWIjnx+/gZFhhMxOJa2UK1UVhHFDkhORue2ZVdb/Kx6ncZj9masGIGQAAIE8MpmIRY1VZSRRlCAl2Lp/hRcvNTXj8siEiMjsj1i1ZPLIqKkzwalc2tWZ1UemS43q5PDInDJzhHW5aHW2kBEz7kB7aGR6G/z7yGRSSw15C5kpw5vp1Fkjret3PP8elSy1FCB6IkJml89ATSm9Vid+58O4wcnwyGzv6KK7X1pjXb+siqIxDIQMACBQ1ZKz0NvfGmEMv1kRGat1fl9uj0zO1FJwj0yuoZEiRtSTeFdERk8tBfHI2Avu+w4YYQmkDW2dzjRtPbXUVJ+dWvJstGc3fDM12PNKLfl1eb74hHRU5o+vrCv6HKOgzfDcfWR6clYs5Vt6nbSIzO3PvWdFMA8e30onTB9O1QSEDAAgoNnXHS2QAX9BBjvqARArIqOIkN1K07YwHhnVgJuraimVqyGeIbWk9pJxvRZ3J87RR4aPp/Rw4Unas0a3GNNLEjGREQXWNtR4izNOa8UZkWGOmzaMZo4aZA2qvPfltVSSOUtBhMyAtJDx6+nCYyvijcikhczm3Z1lNTFcZXdnN935QjqadunJ02NJqSUJCBkAgIWs017iQaIDImTCdPeVCIj4ILghnioEuINqFI/M/ogRGVWUZFctZW5zxhTs2pc9oiDHrCVeXGSTOCVy2KTBTodf9XlkH90N8bw9MuwBESHGDfG8kAiMLPo8e8kLXvikQd5vFrxX1FJs2f8gQoYHaspnzktUSOn1kBhKr5nhA+stEciHRI+mlQu/XbDGOhngwZanzx5F1QaEDADAJTZyRWRknRdREsTsK2tOs50+4cVL9am8vaHdo/y6t3hmX21opDo4kqco71LGDWSllgwLv6RouHKGRYWYL9WIjAyMVKdfq2LRtE8SjeGIg1+URe/s63df5sPzxlnbwHOh3liXXSZeKES4BkktqWLPKyrjpJZiisjw50GiMuvKML3U2d1L//PsKuv6F0+aFnhMRyUBIQMAsBBN4CVk1FlL6sITTMikn7PJNrTqZt+lm3c74iJMZ1+1ciiU2deQh8qkljKwb0UMpmp0iLc11/RrqViSx4uQWby+3fEhyWLMZme1q22maslbyPillZgGvbNvDiHDZttTbNOvNFQrtz4yvA+yX2o60mj2jckj4+olU4aG33sXrqVtHfutbfzwIWOpGoGQAQC4zv71OUieHplQqaX0g5vtiAyLJTWawiJBJmCr85tyNsSL2EfGryGefkIrvWTc983tkZGITKud4pg0rMmKorAAesuOQElXX46EqJEg2QbTdspk55E+Rl+XR8Yx++Y+Uz/bHmr5j8Ubi5ZeClN+raaXvCaeO3OWYorIlHNTPP4/9Mv56WgMz1TyM3RXMtW51wAAz8qiXBGZLCGzP4SQsVMDutmXeWdje5Yw8hJVUcqvVUzl15mqJfeCz0Zdnb4gERkRMo11zvMeNtHtk8mUXmdSJq6GeIZ92howIiPChdNiTL0ybdyLk2eOsAQFp5c4clTUhngBm9fJsfISMjw7Kk6PjKtyaddeKif+8toGK0rEPp58pnwnHQgZAICFnPyzkDGdjTseGT21FKCzrxhxHSHT404tMW8bhEyYqqVcBSXuEQWm1FK22dcrItMbwiMzuDGzoEpjvEV2h18RMqr3w+WRMSikLRKRySFk6mvdwsDU2VeHU2nvl/TS4uKkl8QHFSS1JIMcxUzt1U8lzvJrNSLDM7fKBRbTv3hqhXX9MydMDWSWrlQgZAAAWWkMPVpimkXkTMAOEJER3SAt49Nm3+yIDH85q16UMJ19w6SWjFVLfcEjMpZHJldqya6eEY8Moxt+JVrSpAuZft77JB4Zvx4yJk9MLo+McOYcO730ZnHSSzIkNKiQkYiMySPDn4d2+/Z8J1+bIzLlk1p65O1NtHLrHivV9uljJlI1AyEDAMhaNE3pJd1DIp6GIB4ZSVu5Uks92UJGf91cz+2qWsq16KZy9ZHJjGDIFZHhBd5dfu0TkWnKCJkDRg10+tKwaDN19XVHZHw8MrkiMppwUc3EfnBEhu+7evtex8tTHI9MQCHj45GR8QT8GVUFZJxm3zDVcYWCP383P7nSun7hcZOdKFW1AiEDAMgWMoZIiPxV98iEK7/OjsjIhF6eH6R7EOIcURC8/Np9u/SSCRuRkaol6UbLNCiLNW+7M/la6err7iPjU7XkMzAyn4gMi81TZqbTSw8WIb0UpmqJGSQeGUNERprhDW6qd45hHIxuHWCJI37Pt9lm4lLy7Ipt9Ob6NuuYXWTPyqpmIGQAAFkN5UxjCjJmX4rcEE8iMvz8++30zpCm/lZFD/Pqavd0aC+/Tr6pJVMzNb0qS+8l49ofrlrKMf3aFJFRfSq8b6bJ12p6S7fy8LHIlF/nSC1pVUpBqpaEM+eOti7/8eamgqeXnIhMQLOvVC2ZUkvSQyaurr4CVwNJKq8cKpdufjLtjTnvqAmx72sSgZABAGQJAZM3RfeQhIvIGKqW7IgGLxKz7aiMeEfURderiorp7nHPP/JD/atZ9JhTS3w2bqxaUl7bv2opI2TU/WIxlZl87V7E5W56t+L2fT3OcRsRMrWkm3/9OPXAUdbjuSR+yabdVE4RGb/UUtwDI8vR8PvK6h20YNUO67N0yYlTS7ot5QKEDADA4JHpzemRyTTE6wvRRyY7tcQL5oGakOHUgOAnlNwRmZybYXxcrtRSQ12tVd6qYnX2dUVksqVMu0HIsAiUqAwLkr05qpb05+V5P/KcuTwlWVVLAVNLYqg96YARRWmO55RfB+wjM7BBqpa8PTJDYyy9LrcS7F/Y3piPHTreaESvRiBkAAABzb5aRKY+RB8Ze0GW6hwWJ46Qqc0ImWWbOxwfBHe7tZ7fT8go25yvR0avyvLzyaTLr/33Wzwyavm1KihYyMiIgmbNIyOdfXW9taU9WA8Z9XW8fg/aHO/vBa5eCjP92h2RyS6/3i6ppRhLrwURDaVMLbEh/vElW6yTiS+cPK1k21FuQMgAEOIL9/5F650+FUmG9+HPr65zRTtymX0lgeJULdkLY5TOvmofGV5gZ4xMV/MIHG3IpK78UkvBZy2pi7EqgJy/25cmJ4leuZROLQXs7KtVzzhCxpVaCtYQb4sdkcll9FVfx+v3XLz/wJGWyFy1dY8jMEs9NJJp8Uktidk3zq6+5TSm4Jan0tGYM+eOoSnDm0u2HeUGhAwAAfnRQ0vpit+/Rp/81QJKOjc8tpyuvPd1+vOr6wObffWIjNNHJoSQycxa6nNSM5zr130o/NxBPDiu1FJsVUvZUkYP4fPLqt2B9fJrPn4i8FoVsy9jTC1pRlfpI5MtZOweMjmMviZzr27+zUXLgP70vgOGFzy95HhkQnb2NZp9JbXUXLjUUqkGR763bQ/97Y0N1vVLEY1xASEDQECkFHXFlsKdnRaLtTvTef519mWUPjJBh0ZyJESeWhYhfkybnXrhHhgsWtSzaH7uINO194eoWtLNvnq6xGvWkjEik9XZ1xyNYU0k5cJ6ZISPcUeuzr7aPkkPmREBIjINeUZk9OZ4hRYygfvI+JVfF6hqiRlf4ojML59eaf0/OmXmCDpobGtJtqFcgZABICB6WW6SkRC8zKUJ45EJOzRSfV4ejmg9f3dfVmM3NSoTOLUUsY+MV1M8xvQ2j9EiMvxaXT6zlkSkcVpJ/C5+Hhl91pIcY70BcdDSa/OIgvAt7E+bPcqK7Czf0kHLN8dfvaT24wnrkdntk1oqZESGI0HtHuMRCsWmtk760yvp6Ollp0wv6msnAQgZAAIi4f5Swgv3Cyu3B0rn+CFf+LvsULx+5m8a1igRDFnogwoZVTDIgs2RlE3OFOeGLENtOrWUOyKjpncM45N80SM4TmrJ4JIZq0Vk+LGqP0eP7nj5Y1yppV5OLWWmX6tIMzf9ebcW0ewr23/iDKle2kRxo6YwgzfE6+8ZkSlk+TXPoeKeR8yGIkdlfv3MKuvzctTkoXTE5KFFfe0kUAZfzQAkAzFglpKfPLyUPnXbAvrSXYvyep6d9he+CBo9OmGKyMiaKtGCoOXXaqSEFwOBJyyrfg+18Vxj/340oC5ej4z+Z70EO1O1lP3YqSMGuprZWVVLPg3xMhVL2UKmvxKR8UotyTboYkvMvrnmLBk9MhGEDHPmnNEF6/KrVrwFHaEgDfFYQLvGRKRSTvn1sBjnLJW6con/r/7uxTXW9UtPgTfGBIQMAAlKLf3vc+9al4+9sznyc7AwkGGFsuDqaRmTeNDLk52ISY7ya1UkqY3fNrbtc0Vk1NQSiyTHTNwTNCKTiiciY3if+Qz//suOp7Psjrd8X5dHRru/RGTU8QRCgy2IeBHeax+7gZ5VS+r2pawxDpEjMgGmX5s4ffZoqxSeG+Ot3BqvP0yieSxi9BScF6rok1lV0ixQ3tMhzYWZPVSKyqXbn3/POk4HjW1xevsANxAyAAQk6BdtuSNnrep1fVH398ikL0Vo5EotqQKDu/hKpEBuHiERGVdqqc5qRBfGIxOmain9WE3IeHT2FWaPbaGJQ5s9Zi2ljF191cZ+2WZfFpQ9rmouv6GRHL2RYx2t/Dra55erro6fblcvvbGxMD1kAlYsyX5J9EatXNpuz0BiUSifnYI1xStSRIbf8zuff8/xxphENkiYkPnBD35gvZFXXHFFqTcFVCHlkFoKA0cFthl63kjTMInI8CIcJLWUqepxp5b4saZOuYIqkvgYSsqI4QVJ+oLoEZlgHploVUum+3vNWlKRoIblkfEz+zoeGXekRRUYbAgWnZJl9nUa4qWyjL58XzVF50VDDGZfvTnePxbH65MRkRrUH6Onl9ReMk5X3wLOHpKIzLoiRWTuenG19VmaOryZzjgoHQ0ECRYyL7/8Mv3yl7+kgw8+uNSbAqqUctAxfkGHp5ZuoedXbLPvl6Jjrn+cjrjuMVf4XY/IWIbT/b3ZZl+foZFyGNRyWT+xIYsxHz9eoNUJ0BxZkLNMNSLDIiaImdhtuPW8m/mxuvjyGFHg1ajOt/zaPsZ6V181xbPDTuvxU+oLuUS91IiM09U3QDQmLrOv8IHZoywDMneW5flLpZqzJHDJvi5kRKAPKaCQGW9HZIph9uX/U7c9k04lcxffOKd5VxqJEDIdHR10/vnn02233UZDhgwp9eaAKiXfLxJeOLnk2C96kQuvtZqnKF94+8v0L79+0RIu6v1Wb3fPhhGDryps9LSMqbOv3hCPoymy6PuJDXluGTmgztRRy4hHtTa4ztQzERnv4yUTtK3XCdHZ13T/XKklNVKSXX4domrJFhRSMdZcX5eVMpDPmiowna6+AfwxcZp9RRwcN21Y7D1lMnOWwgmZTFO87qJ09RXGDW4qWmrpj6+so627u6yKuXMPGVfw10syiRAyl112GZ199tl02mmnlXpTqh7+4ih26WE+8OLFDex68hAPJiHDlQRb2jutyMWqgAbInt6UdVbNl9yHQsyuDIuPtTuiD6NTowNsyFTX7B6tLjlLyOzpDuSRyVQtpS9rlDSReaSB/fq22ND7zzCjlOiC6mvYtW+/c5ZuKgUXVFH44rvbQx1D/bjoQs2E09/F6uybuyGe3tVXFRTyPuiTr9XXUd+WzJyl3BVLTF1tP1dzv3yEDHOWpJdCChlOb/L/Ff9meOG2zdTdt5Cl14JU1nGazxS1jAv+vuIGeMzn3jc17/eu0in7o3PPPffQq6++Stdff32g+3d1dVF7e7vrB8THvGsfoeN+8IRrES5nfv/yWjrtv+fT5fe8lvdzqQvcod99lI76/uNWm//3/9d8eundHaGe6+BrHqFjr3/COcs+/odP0Ik/ejKnKPIa3qcKEQ79qykJ3f8ipdeuiEyA1JKpPDmI4bcvYERGpSnCiIJ7F66jk378pHNMc6EfF71Pjp+YZeGovhVZ5dcBIjKS4ms2+F0yDfGiR2TU1zJFaMLCHg3e/7c2tNPq7cHSSxxR+tBNz9IZNzxtHC4axezrHhypeGSKEJFhkSSf3427gn3OovC3NzZa7Ql4Xz555MSCvU6lUNZCZu3atXT55ZfT7373OxowINhZCAue1tZW52fChAkF385qQr77X1m9k5LArfNXOhN888WUWXrYNj++F/CLXWfx+jZXGfT8ZVsjPY+6JnM0wCVktOocOXP1FzLZERa5TY2cOIMjfUqwRTBIWkY1+47QFuWffepQqwX7JSdODdTZV983fqkXV5lFZSrHY/2GRuoCI1dDQonImPrIiEeGI2GmHjLp1zF4ZGTOUoAeMvr2msy/URbxY6dKeimY6be7L934kDtIL9+yO+/J11lmXyUiIxGuQnpk+GSm0CXYLP5+8dQK6/rFJ0wJLfKqkbIWMq+88gpt2bKFDjvsMKqrq7N+5s+fTzfddJN1vbc3+8vkqquuora2NueHxRCIn7DGylIRp0HOVLUki7Rp4Q+C3kU2l88jSKSGzbuu1JKWVlPNviKisoSMQTyYFp0BAQZHis8jE5FRzL6akDln3li6/aKjrLJlKbH1ivaktKZ0wqI1uyhKRCZM1ZK+TVmdfffmTi05ERlDasnkkXFGOgQ0+3q9bj6cOTdcczz1c2WaoB3VIzOoRKklZtyQpoIKGe4RxceK9/HTx0wqyGtUGrlr+ErIqaeeSm+++abrtosuuohmzZpF3/jGN6jWcIbR0NBg/QAQt5Dx6yPj5+OIY/6P4PVXNQXBxl+/1JKcufJZLS8ERrOvIbUki456hiiixi+1JK9fa0ot+UQXcqWWvI7VorXBooW9+kyDAKklr4hMShM1mYiMd9WSb2rJMRVTVkRGj2IVU8hweunq+xfTG+vaLD/ShKHpRd0L9T0yRWT22YI5tNnXkFoqhtmXcSIyBTD88mfn5qfSUeT/79hJxtQkSFhEZtCgQTRnzhzXT3NzMw0bNsy6DkpHqgq78fppIlNkIBDac+auvDHfrj4sKyKjLdhyFjvRXoSCRmRMU4qD+Fh6NSGjpqb8/B7OCASPaJdX9ddb69vNRsysEQUeqaUoQkZ5Ku6aLAu4n0dGUmZ+qSX1fcnMWQqeWopb1A8f2EBHTxkWOCrTqxzj5YaITNTU0kB73pIakSnkwEhTCXYhIjI8R+31tbusaCSnlUAFCBlQvniZTis6teQbkYmaWqJYUktqCsLqC6O8P/qCLW3x5cySF4AgZl9Tz48g85YcISNl2y6zr7eQySWSuntSnqKSDam5yG6I5x7B4PcZkEiC/lhGojEsWEzVOHpkxJhasrdB/p9xlE2mPauVXqXgrIPT1Ut/D+CTUSMyywzTs/M3+3YXXchI5VIhIjI3296Y846cYIlGUKFC5qmnnqIbbrih1JsBEoL4Mgod3YnqkQmbWvKiLyu1pDynJmSkQd54O9cf1OwrM5Ua6zNfG0Ga1knaqtaumpHHcBXNEEML/8xz2638PZ7bLwoWxCejR3Qy06+9kZSPvk3q0ZP+MByNMYkifeZRsyG1JI+TYyel1ywc9S7AxeaMg0ZZUSuOHKzb6V/urn6u1u3cl9Wc0RTlC0KLllritKc8V8E9MtJLJuaIzGtrd9FzK7Zb31mXvG9qrM9d6SROyABQqvlIfkJG7eMSBn2hy/JtBERdMPZ2cWpJ9cj0eQiZRu/UkmF/TBEZERt+VUt6REaqlkYMbPB9f3KJJFNqafKw9CLz6ppsn4zetC7M0EhBNtcvteRXsWSOyNR5m31Tbn+M2gm5VHBq66jJQ63rD+UYWaB/9vShkxmzb359ZHbY4pFFYqGFnsxb4hYUYQeV+vGLJ9PRmHMPHeecZIBgQMiAiibeiIz336I2x8pOLUV6Gl+PjCpK+It3r70IyxeyubOvd2pJPXsOYvbt1cuv7UVrRI4y4lydffVIE3PYxHTn79cCRGSyq5akcZ/3Y0SMZe9vKrtiKbCQMTXEs7fJ3kbpITMqoj8mbqQ5Xq62BrpY1CuXxP8U3iPjLr/e4YwnMEfB4mTUoAZLaHLKdqthllkUOO32yNubrUjXF06aFstzVhMQMiASCbHIxGr29fXIhIjIPK30itE3L2pEJuVTtaRGizp7MiJHPDIckekLEpExVS3Z1/2qtno9yq9zNXbL5ZExpZYOHt9qiQAO+0u5stdn1iSETCXxKiLGssuvDREZQ+m1MbVkMvsqoxDU1NKIEvtjhDPnjLY+u5zC8+v0rQuZ5ZpPxvlMRaxaEt+QTL4e2lz448Mdk0fbIpzTZXFwi12p9MGDRtP0kQNjec5qAkIGREIP01eD2VdvJBc1tXTPy2s8owJRPTJqROWdTbvpZ3aYWt828RTwIjTWFjJ8myzMIjaMHhljailERMZWbXPGtViXR072n5uW0+xrEDIsCg4YNci6vsiQXvJLe2RSS7kjMhIlElHi8sjYQqYlYETGlApRRyEwmyN09S0kXDZ/5KR0eulBn/RSdkRmdyxm3xYZGikRmSKVXgsSzYzDJ8Nl7H95fYN1/dKTp+f9fNUIhAyoaOIUMn4G0jCpJXXWkVqeml/Vkvt3tfOyGrlg/wzTXF9nm1Hd2+REWAJWLYUx+9bZZt/3zxpFr3/ndPrc+6YFEzIhyq85rXDYpCGBDL/ZnX0D9JHRvjGlaZ8aEfPrIWOKyDQZzL561VLU0utCRk6d5ng+6SVdmC/fonlk7M+NWpIfBBF//Hj+HBSrYqkQvWR4phL/v3/fASNo7vjWGLau+oCQARWdWopTyPgRJrWkCpns1FL+VUs6akRmz/4eZ5YRHxsxpPKUXabZXlQ5/69vi+ORqQ9Zfm0LBrUzcpBGXzL+gLffdFyMQobnYE0YbDT86ocou/xaniP30EhBSsndVUv5e2TkZZyqJWc8QXlEZJgz56R9MgtX76RNbea5Q3KM5XOiVy6Z0pVBUNNx/HwlEzK7og96ZXiYJs8IYy49Gd6YqEDIgMoWMkWq8AiTWpIKCxMFFzISkbEXAil/lrQZCxxBj8rs29/nXbUUpPw6pKhUTcWmCNF+jz4yh9qGX+4+69U0T+YARR0aKTipJWVT2nN5ZAKkluR15POQGRg5ILbPRb6Mbh1Ah9vRr4c8muNJRIYFhvRF4Wn0qmcrikeGj6FEw7hyqehCZkg8EZn/efZd6/8nH8ejp6RTdSA8EDKgoinHiIyICdPZf2SPjM/j1NSSRGQkCiCL7Xa7+kI9M9ab/HX5NcSzz6xZDHA/DLV1vN7ZN4qQMUV8dI+LiJCpw5utaAi/J0s2Zjdh07dLSAUwiGdHZGqzUku79mX6yAQRMqbUkryOPO1mSS2FjMgUUsio1UteQyTFvM5pxRm2iVX1yTi9iUIKGWaQ+GRKGJHZkMcEbK5u++2C1db1y06ZVvKy+iQDIQMikZCATBGFTG/Ov//6mVX07jb3lOz4UksUKCIjHhlZPCUis80uX+WzXC/Dr+ORMVQtyZk1L2jn3vwcffjnz2btU9gKMn7vJOJhMvyaPTLpip9DDOkl3aCeNaIggNk3S8iIR0a5TTwypoGRJo+M0eyrRGR43+U5w5p9o36ewlQvMS+v3mGlSbx8SPxeHjBqYFZEJlPSH34pciZgK0KmFGbfqF3O73zhPWucxazRg+iUmSNj3sLqAkIGVPSIgjgb4uWTWvrN86vpvx5dRl+5Z5Hr9poCdPbVUQWJ+BOabQHCU6aZbXZEhhccWZxVccaiQbZNjZSISVO8Dg+8tt66XLV1j6E/S/j3QjwoJiHjlVpiDp04OGflUq9XaimEMJZjpSqZXB4Z5zE2TX59ZFIpx7/EkZywQwQLrGOsyjc+1nzoHnprk2/p/Qy7mkyNyETt7OtuitftCJkhRRIyY1szFX/t+9zdioPA/w//97l3reuXnTId0Zg8gZABkcRLMmSM2yNTyLPTXKmlpYY5Myaidgr1e5zJ7JvxyKQXxm32YsliQ9Il6j6pHhhXaskWRPrsoSAVP0Hwq4oym31rXI3xFq3d5d1HxiO15D9ryf27CDlTRMars2//ACMK5HPLQibjjwnf1feYqUNdXZwLwVm26ffvb2z0mXzezymLl6Z4/H0iKcOwZl+9u+/2IkdkeHvltdZFMPze/dIaS/ByJ2pJz4HoQMiAwCQkCOPZ2dfP+Jkvq7fvpTfWpRfNexeupTuee5dufGy54z2RCIiOvi6ZfB8vv7eDTvzRE/T4O5ujpZbU8ms7ctIsqSX7y3ibvRCwl0GO2WPK64mXgSMSPCNJFzV+DfGcYYy+sY7w3X29UkvMPDu1xO+LRJtylV9nhkZ6b48uJCRiJI9lsSxt84N4ZPj4mdKfmYZ4mWZ4UXrI3PSpQ61qmLsvOYYKXYb90ns7nOhRVul9v4xHhtMxHJFQhXIUj4w0xWPhKOKxWB6ZfAy/HOm87ZlV1nXu4lus9HclAyEDoqUvEiJq+hVJyDAf/vlz1vyVr//xDbrmr2/TTx9bRl++O51KavKc/6LPWso+sJ//v1do7Y599Jk7F0ZKLXEVjey7hODFXyAeGYnacERGSn1/9NBSYw8ZdTEPMqLg+/9Ykt7TCN/XfkLJ7/1kESEdUvVxBSLUsiIyAYZG6lVwmT4y7ool2YZcQsZUeu1uiMcRmWg9ZOQxX//gLJowtHCze3guEAtHU3rJKb3vV2OJZrVySZ3PFSW1JJ9hbijH8CGTVGlxS7DDCZmnl22zzNtcSv/Rw8YVaOuqCwgZEJhUGXb25cWMW9F7LWrqwuPVkj5O1Iok5vmV230jMhTAIxNEgPkJGc7jy75LQ7Jp9iIvqSV1kTe1SPfyMujl1/pW9PT2OWfp4h0JQ6YpnsEjk+P9lH4yi9amfTJyb2nMx9umIofQz8uTVX7tmH1Trq6+nPbgVva5hYxZ4MpD1dRSOfWQ0Tlrjrk5nnyeRTyK4Zd9MvKZYfNzlKjEIPvYcdRNUnnFjG5kKpfCCZnnVmyzLk+fPTp0I0BgBkIGJDq1xAs0h9495+Yo32uFjsiYjJy5FqwgVUvyhe2Hn/9H3e9lm9JeHfEr6GewvBD8zwVHWNfVFFKmcVm/UGMEZEBlVPErk7LV1NLq7XssEaILER3p8PvqandEpr9t1smefh2gs29WREbKr7WKJR9Trlq11Gzwx6ivw0ImU3pdHgMjTYjPY8Gq7a5Unj4wVD53LKg786hYUlNLImSKmVbKZ0zBs7aQOX768IJsVzUCIQMCE3cU5vW1u+gRQ6VDnKiLVXcBzL56Ka1XlZTaaC6sIJEv7KgiU8qMuW/FJrtEVs6MeVqwvoBKfw5+nJiITeMJXOXX3X1Gw7GaPoiCeFDkeR5avIlO+vFTVgWY14gCvXLp9XW7XMdVIjJZ5dcUpLMv+ZZf77KbHQYWMjlSS2yZktTSiDKZs2SCU1dzx7Vanp5H3tqc5fmSiIxE+9SITBSjLzOwIX2M19ippWFFGBipIrPKwnhkuAMyp9X4cBw7dVgBt666gJABgXFZZGLQBB+5+Tn63P+9kjVILk7UtbU7RNO6oEi/klxl6Vy1YSJXJY1Xn5EoEZllW3Y7IXERK+KRURd5NaokRmHTwMjs7rvZx1fMxVHRU0vSh+fhtzZlCRFG1RkzRg6yjh1vA3/G5FjLe5Fdfk3hO/tq5de5Jl+L2JVol1ekzvHIcGqpvbwGRuZujrfRsxmiE5HZrEZkogkZ8ciIINJFeTl6ZCStNHf8YM8+QyA8EDIgMIXy+qo9R+JGFRamiqB8YH/JHRcfqb1e7u3wu90ckemfl0dGUjBLnbRSxgOjL7i8gKoeDunuK+MJsjwyyn1Nht+9drl3VPRZTiLK+DOzbqd/2SsvnvMmtGY1xhMRoUfoglQt6RG3TEQmFTi1lN6G9OOaPVJLErThz4d4jEaVcWqJOcuuXnph1XbHVO7lkeHFX5owRqlYUoWMMLTIERkpaef98EqtegmZE6YjGhMnEDIgMIUy+Bayv4u6wPs1UIvC6NbGrPbyXoLC65X1CIzpWDQF+KL3EzISuZDI1wGj02fF4vFQjci8+POiI+u1NMXzMvuyodWv+64akcmv/Dr9PGo6ias/GFVb6CLk0AnqJGx7UbWFTG+E1FJtLo/M3twRGUbEoldqSVJkHOWSHinlHpGZNKyZDhrbYn2GJWWcicj0czxZkiJbvL4tr4iMHqksVg8ZgcWq/N8JYvhlUQp/TGGAkAElSy0VKlKiouqCuF/HVJQSNiITRMgE6fYrdznKMHiuW4vIzLTD+4Jq+GUhw4uoLNCSLvLyyKhiwxR9cQmZCAUlA7Tya7UnjoT01YVQFyGmDr9i9vUqv/Zr3JdrRIFULbXkiMiI+POsWrJfhyvyGBaXehqwHHHSS4s3GSMyjPSTeX1dW14RGV3IFNvsy/9Pwhh+2RvDfif+/yING0E8QMiAwKhn/XFGZ4oVkYm7ask0WdsUGbn35bX0jT+9aXwOvfIm3/JrXi/URUMez0LKichoQkb1Fsg+icmWS7dXbe3IDPczGDOH2b1BJFWgsi/P1JLe2bfbEFXzO6OXSdgrt+5xyr+d8mvPEQU+Zl+9s699nOSxQVNLTkTGq2rJfh2pWOIoRrHGbcQhZJ5fsc0yPosBvFapgJPP35t2A8moVUvi8yqVkHH5ZAIYfiUac+TkoZGjUMBMbhchAKY+MnFGZHqLJWTS159fuc0annja7FF5PbdpYTFpsq//6Y3AIk43oAaZ46Q+D0dU+EcVRPx4Fhk793ZbQkfvE6Oe6csiLxGDT922wBIAs8e0WL+bvoCHD6y3TLimDrp5m33tBV/3yJjuw+jakhc3bgP/3va9tHhDmyvN4T2iIMysJfeIAhFLgxvrA6aW/M2+QjmXXqtMGd5MB45poXc2ttMjb282R2Rsnwx/HvOpWsr2yBRfyDiVSwEiMhl/DNJKcYOIDCh5H5mogxKDoOoCWQT/5bYX6bO/WWh14c0Hc2lxuH0JkloKEpFRm7npiy1P2JXUyuRhzVliRBUysoBKpEEW5rc3tnumAaRbK89r0j8jbo9MeAY45d3ZHhnnPq7UkndURsRQf8+GeJmoVujUktbZN2dExhaKA3OUXwvl7o8xNcfj6iUR5upnUo8IxuWRKUlEJuCYAv7cLli1w7oOf0z8QMiA4BSoaknmsRQ6IsORH7XXSdgZKTomc2tYTRZEyKi+EFOkhr8kd9r9S3gBNHWmfdSem6QvInp3X1lwvDqO6g3xXELGmFrKNyIj5dd9rn1W0xFqlZWJw2yfjCDRAf1YZ3716yPjUX5tC6Fd+/YHMvuKANLN4oIuRhMlZA4e40QgxKhs8sgIUT0yejRr2MDSpZbW5YjIcM8sTtPy/zWJboL4gJABEWctxSc+cnVozQd1rWJBoIom/mLxYndnN/3TLc/T/zz7rud9TO3Qgx4WWYj1VJIpOuWVWnrfj56k/3vhPUugSeSEN8m0XU8u3ZJVseRl9vXrUOwbkbFSS+7tl2nbUdE7B4uoO0ZpJibTur3SQhKREWR0QFZDvADl116ppfTjg3tkpHJnzGBzykjfhihzlkrFtBEDLUM5H9+HbdOv2kdJrVzKJyLDIlL9nJbCDC0l2LmqlsQfc9z04YnwOiUNCBkQzSMT4/MW0uzr6iPTm3K9lp9/4zcvrKaFq3fSd//2tud9TILBrwxaRRY6fTENk1riLr1XP/CWlZ/PmH0zpdOmGVB6xVJWRKbGX8gYPTKD7AnaBo9M3hEZj/Lr46YNc87yVY+MKZoyc/QgVwRHUktZIwoowKwlj9SSPF4EZS4h891z59Ctnz6MjpkyLNDrlPOcJT/TL3uTTBV+ai+jqBEZ1fDLZdClMNCOG9zkdOz1+x6DP6awQMiAwHiVEJe1R0arWlJ/3+MTkTF1qdUxLXhhhYz+5WeMyBiEzLfOPtDxBHD0KFM67PbI6H1KZo7OHgjJU4kFeaxXusZkzJSIzFZDasklFiPUX+sRGRF+bKblicsm06ep+dzB4zPppTrH7OvR2dfnufRdUI8Tb6N8bnJ1bR3T2kgfnDPG8+w8K7WUOCGT9snox1ztuixENfuq7/3QEqSVJOXHwpj/30qpvA5HftN9jCBkCgWETIUKjhseW0Z/e2NDrM+rrrFxapq4IzLcxI0X96wRBTxoMGBEpn+A8K9U+KgEPS5S1ZLl0zBFZAwlx5xOaVLnHClGVVVgqREYNphy07JgqSUPj0wOs2/8IwrMVUv962roP84+kC48brI1RTiXVpJ+Mm6zb/6pJVXISA8Zvk+QQZ9+qDOjTKXG5c6MUYNcXhj9uEnlEpNPJEUMv0NL1GOHhejo1gG+lUsvvbvd+t6ZOLTJmkkF4gdCpgLhxku/fHqV5e+IM4qi9o4JGnkoRfn1p3/9Ih1x3WNWa3e9/FoVCn7+DfFRhO0jE1jI2GfsUfvI1CgLwP6eXkewSfm1oJp7p40c6LTGVxmap0dmhOKR0fd/X3fMHhk74sH7wU3FrvnwQYFm1kiHX3Ufe6KklnyEzE7b2NoyoC5LiIRFfx2/bSr39BKj9zZSP5dR+8i4hEwJKpaC9pJ5dvl26xLVSoUDQqYCkVJZ/qI2zb+JTMEiMvGafV9+b6cV4r/npTXuqqW+PlcExC+1JGftQRab686dY11OHd4cWOBJNCVQ1ZIhzcXrmogNjlZkognuqiXu6yGLyEzlLFhFrbBxhIzHWbKUQ5s8MnzMdQN13EMjnYiMIsjU/a0JULkkIlVPLQV577KqlpTtyAyMzH9R1QOCSfSHqkJGF2YHqKmlvDwyImRKl3oTn4xXRAb+mMIDIVPBQobZ3ZnfGbGK+jUfa0SmQB4ZHhSorlUsCNSqJZ7Ae+aNz9DdL62hLbs76awbn6G533mY/vmXLwQSavLlPGlY+ots1bY91nMFQao4/uvRZc4XndcYBZNHhrvPyiK/taPLec85SqQuGlzeK6FvU8VSlkfGXqjVBVrFtOjwa4gw0w2/+TfEq3UNrRSPjLp96qZ6RUK4oZycOUvaMDu1JM/hvT26oFAFlZTA5xpPEARdMCUxIsOG3mkjmo0RGY6iSUl5PkJmoC1kSlF6LfiNKeDvlaWbd1ufqWOnYVBkoYCQqUDe2ZhuRc+0216R2EcUxNnZN0Yho6ZqNrZ1ahEZTi1l7vvUsq1WB9L7Xl1P//XwMksM7O7qoZfe3UGPvJ0uG2XW79prTO+YFpffL1ybcxuPmjyU6usyjz3/1y96Rl84QtOVIyLzrfsX0zPL02KIu/aqawb3feEKH77N64yQKz4kAiXmU2mIp+O16Hj1klHnL0VqiGdvh8xakvdBTekEXeQ/OGe0JfJmjm7J+tyxr0qOs9/C6uuRcbr6xi9kTBVy5Q6Lyk8dNdG6Lsdc5aQDRlifO/bTROUQ2/B9qH1ZCsb7pJaeX5FOK/EwzVKmvyodjCioQHhxFjrijMgoeqNcPTJ69ELdzG4tIiOigcWLnoJTy4Y37OykoU0NnouNOpsn12H5wOxRdOunD6f//Otbxr/rmk59//hLXyISqkdG+P5H59B5R06kB15b79zW2L+Ofvjxg+k/zprt6SXhBYfTIewpqsvlkfGoMOExBWt27HXSK4VKLcn7q0ZC1EXeb7nnSq+vvH8GLduyOyuNt8WeacTCxG/B0auM1EgDzxYKUnodBF24JDAgY/GZE6bQPx0+3phu48/ltz40O6/j9a/HTqaPHDIulmNeiDEFmHZdHBCRqTA4tM8LktBesNRSbE8bqyhSIxr8vFnl14YN5wonfaHQZxWZ8JuS7AVXs6QNud4PVg3aElHjyITayZRFlC42Tj5gpLXQqmfzvDCzUMlliJVeMlGqltSITNx9ZOT1WMBxtC3jkakxmq79Fnw5DrKPapRNGpqNaR3ga9TVDd7GiEwA83F4j0wylYyIZBP8WY1DgJRSxOhjCtT/u3wd/pjiACFTYSxR0kqMlCHHgfqfNE7xEedUajUNw4ufGoHp7nM3xBPYoKovE2okwWv7JBITao2pyW0mVqNDImS4/NYlXGqyIzKyqKpn87na9+tdUWXB9HqcV6nscI8W+q5ZSxHWYvX1eEyBlKKrEZmwFUKmEQXcXFCEjB+6oHB7ZII1wwuCHvlJYmqpWpDPDP+/lc+AeOY4vc3/l3jiNSgcEDIVnFaK3ezrqlpKlWUfmS6734hEA1x9ZHrcfWT80m9qRZPXrKMoC7OIH7+FSa38ad/X45T0qlESfrQekZFFX11svVJEOjJdWUy74VNLDcb3Nd+IjLodXIIt74UqtFyppQDvSaYhXuazsGGXCJn02bUXeiBNFaRxppayzb55PyUoEPz/TkYuqKMKJBpzxKQhJek6XE1AyFS8kIkzIlOY1FKcZl82bQrsq0jpZl+DAOsxGGrVHjP6GIFsj0xwZEHy61Mj4wTU90+PyHAUQv1y5CiDLOh1ESIyXzplOn3hpGl05pwx/iMKPG4fYagaYb+MlwgME5mQfWAhw2I02yOTub/qV8rVyNBtDM+klvzQU0vqdkhDvFg8Mtrr5NuXBhRpeKRi+H3WNuDDH1N4IGQqDCnD5S6S8XtkCpNaijUi06NHZFLuoZEer6X3P5FOsr4emSgRGREyPg9Wo0Hy/nFJr1pJZEVkXPODlCoeVcgEaOwn84i+eeYsx0tj6iPDz+UlwEwRGS49VYm6FIt44vckY/atiewfkWOvCmhOATBj7AXJC/211F+l/DqOPjL6LpmaL4LyQS/BZpH8wqp0xRL8MYUHQqaC4AV35dYOJ5xZ2Kql8o/IsKhRK6J6QggZFU+PjCwuNYVLLWUiMnUuUcIpDjXVpKY8aiOklnQaDILFrwOrySMjlUD5IuksKyIjqSWPqiUKk1pSPhtORMZOsQX1rqgRoLYYPTKV0Nm3mtC7+765vs1K63NKeM641hJvXeUDIVNBsIjhNAhXxvAZdmH7yMQZkQmXfmBB8ounVtBra9OD2Lw8Mrpx1hpR4LHdfl1+vdIj+URk/My+e4wemf6aR4ZTS+ZeKqqoCZpa0jH1kfEb7meOyMQjZCSFxsdFdGjYzr6m1JLL7OtEZPyFjI6qLyS1FE/VkiZk8E2dDCGza6/LH3PctOEwahcB9JGpQH/MrDGDrIUvKZ19vTwoXty3aD396KGlRLSU/viFY10LfJbXRfGbdPtFZHyOk/gyvCIyQXwZ+mP8yq9NERnL7KumlqyGeJn95oVdFmg1IhNZyBge59cojvvI5EwtRYwqSHdf9bMcpSGenlrqtgU0R/Gkkd/YHGZfHfW15bMVT9WS9+uAchYy+9z9Y2YgrVQMoPMrUMgcOKbFmUFSrmZfNaIT1iMjFSbMP936gmdqSe8sa/WR8RBg3BQvjohMrhlNwSIy2eXXlkcmq0pJ9cjUZKIUrtRStGoJ0+P8Ki94eJ++fXGllmQ/d3dlPsueDfECLPhyf/4ocF8hicbw9oeNppherTBVSxAySfDI8HcTf+e8ujodLYY/pjhAyFTgaIK0kClARKZAfWTCCplRLd4D4vSIjNrHhD0RXl2E/VJLOauWlDXmxBkjnNlLJuSufuFmdVvk/eOITL2aWrIa4mV+V6MwatO/WCMyPqkl3h49vcQzoOJAjMfqZ9nVEC/kLqqGZY7KiNGXO7SGjRrpd+fjFkeprW7uRWopGUJmx5799PSyrdbJD0dpJvt8F4D4wH+PCmLJpuyITKE6+7p/ifBcqehCxm8on+6RUbGqljwEmN8meKWWTGfJo1oG0Px/O8XzueQhfjrQ1UfGq/xai8ioJlT1eAatWtIxCSBJ8QQ1/G6Ny+yrCRkWMargCO2R0Y5V0NJrE7rwicMfYzIVIyJT3nAqX75z7124zro8fvowlM0XCQiZCoH9CJzn5/83M0exRyb9n6pDCceX06ylVB6dffXXVoe16aklFY7GhPQVB2qIp35V5dIN4qfx22ej2bfRnbrpp0dklIVPvB9BUl1hUkt+ERlTL5nNcZVf24Kt3TbTqmmlSA3xlGPCFXOSqpQp4eXQLr9SRhRUo0/mqaVbrEv0jykeEDIVllaaMqzZWnAG2qkl7r3ht7hH7yPj/tuyzbvpuOsfp3teWlNwj4x+/y/87hXnumlStMvsG0GAeXtkshcXU7+Pjx46TnlMZlu8UJvxuRviqakld0RGfV31+EQ9IzRWLeVImeippfg8MrWu6KIuZMKbffu5xK14ZMIafQX15Qc3xjPhWE89oo9McoSM/PfjiiVQHCBkKtDoK+ZLIS6fjBrN0KMiV/35TdrQ1knf/PObBe8j46dFfIUMd/aN4FL2Ti1liwVdOBw7dRhNGd6c9Xe/Sq0Ol9lXKb/WG+J5RGTiaDBo8sgMCClk9IniUclULZkjMmoaJkgFGR8reZt6LI/Mvkil15nXDJb2DENW4z18UyfGJ8PMGj3IGVsACg/+e1SckBnkfFnL3Jy4hIwakdHFRGgxolz3W3hN/WpM95f7dfksnixIoizy3WEiMtqZNI9JMPl6g6SWeJ+8GuJlRWSUF4mjwaDJI9NY7/91YSrBVokaVHBSS/bnuF5LlwWdfq3S347KsKB0uvqGTC2ZhGxsHhlULSU2IsOgWqm4QMhU2NRricgwTfV1Lm9BIT0yYawY3LjP1XHXY+G98/n36PgfPEEPv7WJtirN1UzpIYlw+EVk+Ow7Smrp7pfXOv0hjH1karIXt8Ptzsr/dPh4LWIj29uX0+zLaUHZL31EAccBXJ19PVJLUTF6ZHJEZKRSLm4G1GsRGU1kRanoaWpIP+ferh5FyETrIVNTBI8MUkvJisigf0xxQUO8CoA9MDKaQBUyAxtqaVtHvN19vYRM0DPGv7y+gb5y9yI6UfmP7tXZ9+YnV1jdYT//f2kPzJLvftBKb5iiNCxScntkoqWWmP+4LztlZoq0SJrj/z5zFC3ZtJsOGT+Ybn16pfKYmpyLvkRkZOHmp2yur9WEi09EJs9BjVEa4uVT6h00tSSCXK/EirLIc+p1195uq0ScS2bzaYbn9sjEI2T0yB50TPkzfkiTY7A/avLQUm9OVQEhUwEs39xhRTX4bFANjzfbPpnYPDKuPjL+5aJe3Pb0KuvyGXsyLOPV20W/lc2jE4c1kWmdDhKR4ShI1LSLqd2+6YxcFlWOhh02cYhnefC/HjuJFr63kx57Z7OnkFFLr9N9Y9zTr92zluJNLRk9MvX5CZkwHZBdr5tVfu1dtRS0mk48ZCu3dDgijSvDwpCpWuMrdlffmFJLutcKqaXyZ+64VjrvyAk0feRA57sXFAeklippNMHoQa4vQPHIFCK1pEdFgo4TMaVUvBZePQIgHh3TYiVRCL8KLb/Ovrkw7Z9pbTEtOOot8mcWOr++4Ahj87w9dhO/zOTruiyhoPeRUYkjtcRN4/R9LllERjr7ipDRXkf9zAfdden5sWxzh2P0DVvhZYrIxJVa0sG8nvKH36MffPxg+uyJU0u9KVUHhEyFdfRVkbOCuFJLrllLfdG+aE1Cxmvh1dcVuZtRyPS5IzKmRnAc+Ym6yJv0j9EjYzgOroiMtlOmJnNORMYWoIMa0oujOyLj9rGo6aS4ui7rPplcQsY0MTsOJCIjVVBZZl/lmKdCRmSWb9kduRlexuxbeCEDHQOANxAyFdTRd7YmZAbaZt/YqpZ8RhQEDX2byo49hYzH65t8LiKQpLOvKcRvdfaNKGRMUSPT4mLya6g3ZbW0N0RVeKwC7+NuLSKj95FRhY0qEOOIyJi2LVdDvJwRmYiLsS6gslJLrohMQCFje5Q4LRvF6OtOLapVS/H0kdFBh1gAvIGQSTi8uOs9ZIQmicjElFpS10d9rcwnIiNGXR1dHMlrmiw1GY9Mr+eZsdXZN2K0Yr/Be5PZPrVdfvZj3R6ZmpxeFGmKp3pkrPu6pl/XuH0xAarAwpI9pLK0qSUhu49M5nrQzs0SkdnuGH2jjCdwXxYyIgMA8AZCJuFsbu+inXu7LSExY9RA19+40iXeeUtqH5moEZngHpnsp/SOyOhVS+qCIgus1dm3z31sgmLabr+qpcARGY/5RTwB2xlPIEJG7SPj033Yyzxd6NRSoYSMDI0MEpEJWl4vHhlhdJSIjP1eq+9FXFVLAIDgQMgkHInGTB3enHXGnKlaKnwfmaBCxhTZ8Fp49XC6n0dGr1pSF5ShdrifBZOUeoftwGoaU2DuI5PDI5Mj2iAGbe4lozbDM0VkvI5hXKklXZjkTC0VyiOjCar6Ou+KnrAeGSFKV9+M2bcm9s6+AIDgQMgknLelYklLK7nMvvaZfb6o66O+XARdw0zRl73KbCEVfdGXxbrXr2rJNoSqEZkhzRnfgggdiXIExSTAgg6N7OcjdPSoh4gWNvxKakkWR5dHxic955Wqyze1lG9EpqZgqSVVyFAkIRNlzpJj9lXeO1QXAVB8IGQqbDSBObUUV0QmVRCPDD+X6XY9uCHDFE2LlYgcERyq2XeIcr3TFjphe4aY+tPkir44+LTQ18WCCCwWMo7ZVyIyWtWSl4k6poBM2Xhk9EiQX+QnemopikfGrWTgjwGgNEDIJBzuHmsy+haiIZ6r/FpbMIJWVXgNS2xTDMmSGtFFwSdufcESU70+UZ1MaqneNyITRzt906wds7jJXK/x8X9YHXzt94xTS2LSdjwyroiM+5lUIXjagaOcBl2xemRypJa8/D5xp5b0PjIqYfvIiOAXsZhPRCauOUsAgHBAyCQYji6sskcT6KXXTHMBZy3pXoR8Z8GIkLnhsWV0yLWP0Aq746oOCxGTR2abXX0iVUuDPSIy++xmc/oZuQoLgO+cMztn744gQyOz7peVWsr8F6zr189JeXD0SQSobKsa8dBfRvXI/Ncn5lnb/78XHkn5oEdYvCqsgv49KnokyC8iE9wjk/lMjBncGKm8WffIICIDQGmAkEkwyzbvts5AhzbX00jDyPhmezBex/6eyDOGPFNLWqYlX2tARsgsp91dPXTtX98yLi6WkDHsy/aO/e4+MsqiwtEXnn/CLN7QZl1OGNLkufCyGDnvyIn08385zHebHbOvcpu5/Fp5jPY31cDLZcTOe8ZVS1kemcx99UOgmpE5rXbR8VNohOEzEQb9+OQSKiaBUReDZyTbI+P9nMH7yGSEbJRmeKbOvhAyAJQGCJkK8ceYFn1JU/B3O4uDQqaWgs5a8kJNLTE87dr0lBxxMfkgtnV0ucuvlSgMRzk42sEsWLXDujx++vAsw6ceVclVhRO4/NrVZ8bb7MtRLXnP3B6Z7D4yftOz40JNe331tANypuNM+66mo6IG7fSIjG72VQnbRyYfISP7I+9pq5LOBAAUDwiZChhNMGt0dlpJvvDlLDqO9JK7/JpiTS3p28cTiU1PyREXU3CJhQxHaiQyoZZfc2pGPYvnM/zDJg32HOwm+5JLyJgaooXt7KtPsHZSS4pHxkktKdvjNxwzLuSzw56by0+bEek5pJw8ju0IJGQimH2jdPU1DQ1FRAaA0lDWQub666+nI488kgYNGkQjR46kc889l5YuXVrqzSobvDr6qshZdByGXxnaaPTIxByR2bl3v3FasldqaVvHfld6RW0Vz+JAXfyOmjLMioR4CRnpFOu3YIapWvLrI+OKyPTLRGRYxMjwSEkt8SBHv742cSMemSjpIRFdPBwzXzjaqAo+v+qosNOv80styfalL2H2BaA0lLWQmT9/Pl122WW0YMECevTRR6m7u5tOP/102rNnD1U77tEE2aXX+plnHCXY7hEF3qmloIZLlba93VnVTapwUlNLRrNvR5crSqGeHbNYUEXJCdOHWZcDbT+Krj1ElPXXGq95e2Rq8ujsq0ZkMmbfjW2dzu0mY3J3ESMytT6eFM/H2sJD7T1jEqZR0kv+HpngkSJ5L9jsGwV9RAUiMgCUhvxPlwrIQw895Pr9jjvusCIzr7zyCr3vfe+jamZDW6c1eoDPlqePdI8mMAqZWFJLPn1klBWam96ZFhs/X8eufd1ZkZYOQxSJxYrpabZbQiYdwWAtoZ5x69Ei9seo0QK+rxqxkgUqd0Qm6G1qH5kazwWaX056/2xq73SEgGk7iuKRsaNFUSIyvF98TONILVnPZ21Ld2ypJX4fuOMzz1qaMCSakNFTixhPAEBpKOuIjE5bW7riZOjQoZ736erqovb2dtdPJfLOhvR+sYjx69/REjK19Oa6Nrr5yRXGhdJk9uX7/eKpFfTG+vR7I6XAtz/3Lj27fJvr8fvsZnReqSX972t37su634urdtD/Pvdu1u08b+p7f3/Hus7HQ00/8EIswoA50PYUidjx6vKba+yCXrXilWILHJFRzL4bdnX6lokXI7XkRGQiCBlJ14yPKBJ01NSSv5AJ/pzXf2wuXf2h2TR1hPeJgB/wyABQHiRGyPT19dEVV1xBxx9/PM2ZM8fXV9Pa2ur8TJgwgSoRSSvNGu2dVlIX6yDzllhMXHTHS/Tjh5fS719em30HVx+Z9OXf39hIP3poKb2+dpfzt2eWb6Vr//o2ffp/XrR+f2tDG/3zL1/IEjb6az/2zmbXbabGdz98aIlzXY9EPfDaBuuSy9FVJg9vpnkTBlvX33fACCf9I6XOulgIOjPI1HDOJH7UKIxuBnYJmdqM2VeqsLxm98i+33jeIdblDz8+l+Jm+MD0cRyi+I2C8sWTptFdnz2arvnwQc4+njAjHQmLghq58vPIHOATndQ5/aDR9JkTpoTeFilrf/+BI10CJmqKCgBQwaklFfbKLF68mJ599lnf+1111VV05ZVXOr9zRKYSxYxfR19TF1SvjroqP310mWWaZe5ftJ4+fcwkz7C9XJcFV2XlVreH6b5X19NL7+7w9Tas3r6HLr/nNQrK6bNH0Y8/MY/+8eZG2tTWaW2PnKmfdMCI9D5cdrxVxs2L/n994mB6YskWOveQcc5zNHtEZNSF8o4Lj6TfvriGvv2h2fTg4o3WGf9RU4bQup376OSZ6ddRydXZVz9rd6WWlIiMoIush644kZZv7qDjpqVFwUcOGUdnHDQ65/iAKHzssPHWsTjV7hQchMeuPIkWr2+jD84Z7Qi4J752Mj2/Ypu1rbEIGYPQfPDyE2nV1j109NS0/6mQ/PVLJ9DTy7fSh+eNtX7/6ScPoTU79tKU4c0Ff20AQEKFzJe+9CX629/+Rk8//TSNHz/e974NDQ3WT6UTpGKJEfGQKxXBz/ebF95zfl+4eiet2b6XJg5r8p1+PdZwFirzjARe9NV0iYllm82dfL34/EnTLFHAwoS7ALNY0VvoH2JHYZjpIwdZPyrvnzWSHl68ic6aO5peei/dX0YXMrwwnjxrpPOawuFujZdjaGRGyeiVLW6zb7aQ0UUWl9rr5faFEDEMb8snj5wY6jH8PuiRsnGDG+kTR0woaGqJ/x/k+r8QFzyX6Z+V/ZkzrtX6AQCUhrJOLbG5lEXMfffdR0888QRNmRI+DFyJ8Fyhd7fvCShk+mW1sDdx/2vrrWjDB2aPohPtFMADr6133Ud9BhE1phiL3uNk3a691uX6Xdmel6jE0Q7/xBkj6PmrTqWz5o6JlFoS1CBM7ohMvWfTObWPjOA3SqGaCFq1BACoPvqVezrpt7/9Ld11111WL5lNmzZZP/v2xbcgJpGlm3ZbQmL4wIacbehlUc5V5SJm4IPGtjgpgPteW++qVHJfT1+auuxK9ZAekZHJ1LngEP0gjx4vhZi0rHes9RtKmAuzQThYRIYfK74dwcsjU22ogyPzeX8AAJVHWX8j3HLLLVal0sknn0xjxoxxfn7/+99TNSMdff36xwhSOptLyMiMIj7zPeOgUVYonz0HbyrVSKY+MiZDrhqR4SnOu7QeMbngxfzgCf6h+rBRkzCzfMJGe9T+KLmqlnQho0Ya6hSzr+BVUVVtqGnDON97AEDyKetvBI4AmH4uvPBCqmaWbArmj1FTS7k8Mp12FIUXcY5QfGD2aOv3+xap6aVss6+pb0en3ZGWWW8oodbRgxjcO0X1txQ6IsOmVOnfku9zmwIyqmdIrwDyKr8WkFoKV34NAKg+8I2QQIJ09NX9BLkjMr2uCMFHD01XZPz19Q3UYz/WNGvJ9LTc3E5YtzPtj/Fb+PU0UmN9HR0yYUjBPTJeKZx8PDKmiIw6fkE35qr7wYKKF2lVSCG1lEbtlQSPDABABUImYXBEaomTWgoekcll9u10Ukv9HCMs92PhcuxnV6T7v6hZJPHLeI0L0P0xKmr0o0abVM009a+lCUMbixaR0cui80ldmIZG6uMXVFRhI2k6Nb3UgoiMweyLry0AQAZ8IyQMFga7u3qsxXZagI6kgVNLEpGxz3z5ceccPMbVaE6dffT6ujarC7BxgOPuLt+IzJQR7n4bem8V9kPkEhNxCxk1hRPWTOru3FvjOXfIhBqRkaiZaviFRyY7tRR3NA4AkGzwjZAw3rbTStyrI8iZKRtIgzTEE4+MeuZ77qHp6qWHFm+iPV09rtQSc87PnzVWLUlTPa+S6wOUfi6sg0xCJte+xW34VKMgeUVkDKml84+eRKcdOIp+8ol5WX9TJ1rzjCqmWZkYDY8MZQ2fREQGAKCCb8kKbYSnf+nnmpYsVUtq9IANt5OGNdHq7Xvp0bc3Gyc7c9M8HTX6s3bHPsfXIGJKb6KnCxlOLfmddbPQMEU+8mGgEvkIG+1xTb82bBYbeH99wRE5n0e8SK7UEjwy2aklRGQAAAr4RkgYGX9MbqOvyyPTF6xqSV0wWCxIS3+uXlL7yAgLVm23Lo+eMpQOHt9qHD3AzFRmQrFwUQ2+epO4XBGZQqQW1MhHPmkrk9gLigg9tXIJERlT1RLMvgCADBAyCeOdEKXX7hEFAc2+2iRtSS/xIEieW6TDXhmpKjn5gHQrf5V2u9He3HGZcmo2946ypyN7emT8IjKFEDKKeAjdR0atWsojUiRi0232RUQmyKwlAED1gm+EBMHN5TjNU4jUkph9dWMqd9nlFBPbN/7yetr0a4IDEWMHZ8SJCkcVJiszm1i4jG7J3HeaZv5lP4RfRKYQQub0g0bFslCaO/sGQ6qWxOzLfpsmbX5UteIuv8bXFgAgA74REsRSOxozqqXBKo0OQsbsG7yzr85H7ajMG3b0xWsBH6w1exPGD2miIcr2Dm7sTyNbMqMVPn7YeHrgsuOd33nx9ksfFELIHD5paOSFUt3SfnlsmqSWmmyzLwvAuL1AldDZF0IGAKCCb4QE8XaI/jFZERkfIcMl1GLQHWAQCR86eIyxGsdFTVqgmBg/pJGGKiKHU0tqRIZ9JfOUTr7cEM9vAVdTPyzUWBSJYIsDdeJ3WHIeJx/kPZLUEtJKGdTPJTwyAAAVCJkEsSRkxZJ7aKS3R0adjWSKyAwb2EDvsydiq8xSDLz8OH2OkCpkhjRn/ja4sZ5GKUJGh6uW/FAjMizU+LniOEu/65Kj6cbzDqEDRgUzUgedfh0Up/zaFjIw+lLW55JFDKJUAAAVfFMmsPRaFRBRRxRwqe9TS7fS7xeudZ7XS8iI6ffJpVtdt33mhCnWon/Py2vpxOnDPVNL4wY3ujwO7JHh9JgXuXwhhTJ7HjctW6yFJS8h40Rk0vuPiAxlfS5h9AUA6EDIJARO/yzZlE4tzc4jtfTetj1078K19MdX1tEWrQqJJ2V7pUZOnz3aGi2wRxkIyT1OOCXEYmbFlg6r8ocfrjf7ZY8MN/BjATOkqb9VSnvc9OHWfWeNzuyL9KyRNBMLNtnnQntkdMKlrPz7yARFjtucca3W86jptmrHiuo19acZSjNFAABgIGQSwpode2nv/l5rEedKoqBI59hN7Z308Vuep1dW73T+xoZhTstIRMYvPcNmyzPmjKY/v5qZhq2nPtjrwlGZHXsynX1ZGB00tsU6o15w1amWGZZTAxxtWHztGVSnuGMf/epJVgmymF3//pUTadq//yNrW+q1EvFCICmrOIZGhuXQiUNo0bdPx5wlBU63PfuN9xdFxAIAkgW+KROCiI2Zowa52trnYvjAemuh5T4xLGL4+vtmjKDzjpxApx44ih5cvJEuv+e1QIvwZ0+Y6hIyptQH+2REyHAlEkdtJgxtyqo8YUSwCLxI1Su2La/tKedZO/mkllT03jrA3SgQAAAEfDMkhHc2hevoK4xpbaR7LjmGVm7dY6VJjp8+3PKsCOrgyVxr8OyxLfT3r5xAZ9/0rOdiq1YujWkdQCMDRjXCUG5n5e7yaxhRAQCgmEDIVOiMJZWjpw6zfkyoQma33YXXjx6l+skUkVFNvYMKZFbtX8ZiIZ/OvgAAAMJTXqe2IEDFUngh44ee7skFT8EWBho8HKo5Vp2PU8mo5cBRNNY/HT7euvyY3XgQAABAcBCRSQDtnd20bue+0BVLQeEU0Ma2zkD3VSuSTB4WrnwSCtXvw39qVGmJklq67tw5VtPBYzyiZgAAALyBkEnQxOuxrQOsrrhxM3VEc2Ahc+y0YXTagSPpoLHZk66ZMEbkSkGdCh4ltcQVXSfPzB64CQAAIDcQMglgSciJ12GZOnwgPbdie6D7chTm1xcc6fl3NSJTKBTdUBaoUaq4qpYAAAAEo/pOn6vM6BuE02ZnJj/n2zzuxBkjrNsKuZ6XmY6hPkVZ5TM0EgAAQHgQkanQYZFhOOmAEfSzTx3qqmCK2jzuk0dOsMYiHDk5M026kKmcshMyiMgAAEBRgZApc3r7UrTUTi3NCtlDJgznzBsby/Nw6ukTR0ygQpIqu/ER8Xb2BQAAEBwEwsuc97bvsbrycinz5GHBRxOA4oGIDCgEZ88dY10eNaVw0U0AKgFEZJIymmB0C872yzQko2a68BaBuPjhPx1MJ88cQR/I08MGQKUDIZOQ0uvZBUwrJY1UmSkZNSIDsQniYmBDXcHTtABUAkgtVXnFUpL4/ElTrTlLV37gACpXIVOoJoAAAADMICJTpaMJkshVZx5I/+8DM8tuaKTaRwYAAEBxgZCJyIotHbS5PVg33Kh09fTSBrvjbiErlpJEuYmYciwHBwCAagJCJiL/+9y7dNeLa4ryWuOHNBonTVcT4wY3Urkytoy3DQAAKh0ImYiMGjSAZo4qfJSELRcXHz8lr267SebPlx5HP310GV39odlUzkLmrs8eTS2N1S02AQCgFNSkKjwu3t7eTq2trdTW1kYtLfCZAAAAAJW0fpef4QAAAAAAICAQMgAAAABILBAyAAAAAEgsEDIAAAAASCwQMgAAAABILBAyAAAAAEgsEDIAAAAASCwQMgAAAABILBAyAAAAAEgsEDIAAAAASCwQMgAAAABILBAyAAAAAEgsEDIAAAAASCwQMgAAAABILHVU4aRSKWccOAAAAACSgazbso5XrZDZvXu3dTlhwoRSbwoAAAAAIqzjra2tnn+vSeWSOgmnr6+PNmzYQIMGDaKamppSb05FKmYWiWvXrqWWlpZSb07VgONeOnDsSwOOe/Ud+1QqZYmYsWPHUr9+/ao3IsM7P378+FJvRsXDH258uRQfHPfSgWNfGnDcq+vYt/pEYgSYfQEAAACQWCBkAAAAAJBYIGRAXjQ0NNB3vvMd6xIUDxz30oFjXxpw3EtHQ5kf+4o3+wIAAACgckFEBgAAAACJBUIGAAAAAIkFQgYAAAAAiQVCBgTi6aefpnPOOcdqTMSNBe+//37X39lq9e1vf5vGjBlDjY2NdNppp9Hy5ctLtr2VwvXXX09HHnmk1dBx5MiRdO6559LSpUtd9+ns7KTLLruMhg0bRgMHDqSPf/zjtHnz5pJtcyVwyy230MEHH+z0zTj22GPpwQcfdP6OY14cfvCDH1jfN1dccYVzG459YbjmmmusY63+zJo1KxHHHUIGBGLPnj00b948uvnmm41//9GPfkQ33XQT3XrrrfTiiy9Sc3MznXHGGdaHH0Rn/vz51pfHggUL6NFHH6Xu7m46/fTTrfdD+OpXv0p//etf6Q9/+IN1f+5k/bGPfayk2510uIkmL6KvvPIKLVy4kN7//vfTRz7yEXrrrbesv+OYF56XX36ZfvnLX1qCUgXHvnAcdNBBtHHjRufn2WefTcZx56olAMLAH5v77rvP+b2vry81evTo1I9//GPntl27dqUaGhpSd999d4m2sjLZsmWLdfznz5/vHOf+/fun/vCHPzj3eeedd6z7vPDCCyXc0spjyJAhqV//+tc45kVg9+7dqRkzZqQeffTR1EknnZS6/PLLrdtx7AvHd77zndS8efOMfyv3446IDMibd999lzZt2mSlk9S20kcffTS98MILJd22SqOtrc26HDp0qHXJEQOO0qjHnsPBEydOxLGPid7eXrrnnnusKBinmHDMCw9HIc8++2zXMWZw7AvL8uXLLfvA1KlT6fzzz6c1a9Yk4rhX/KwlUHhYxDCjRo1y3c6/y99APANQ2Stw/PHH05w5c6zb+PjW19fT4MGDXffFsc+fN9980xIunB5lT8B9991Hs2fPptdeew3HvICwaHz11Vet1JIOPu+F4+ijj6Y77riDZs6caaWVrr32WjrxxBNp8eLFZX/cIWQASNBZKn+pqHlrUDj4C51FC0fB/vjHP9IFF1xgeQNA4eDpypdffrnlBxswYECpN6eqOPPMM53r7EtiYTNp0iS69957rQKOcgapJZA3o0ePti51Bzv/Ln8D+fGlL32J/va3v9GTTz7pmubOx3f//v20a9cu1/1x7POHz0CnT59Ohx9+uFU9xmb3G2+8Ece8gHAKY8uWLXTYYYdRXV2d9cPikQsJ+DpHAHDsi8PgwYPpgAMOoBUrVpT9Zx5CBuTNlClTrA/z448/7tzW3t5uVS9xaB5Eh73VLGI4rfHEE09Yx1qFF9n+/fu7jj2XZ3NuG8c+/tReV1cXjnkBOfXUU62UHkfC5OeII46w/BpyHce+OHR0dNDKlSutlhrl/plHagkE/lCzMlcNvvzFwqZTNnyxd+O6666jGTNmWIvt1VdfbZnGuO8JyC+ddNddd9EDDzxg9ZKRfDSbqTncy5ef+cxn6Morr7TeC+558uUvf9n6cjnmmGNKvfmJ5aqrrrJC7fzZ3r17t/UePPXUU/Twww/jmBcQ/oyL/0vgVg7cu0Rux7EvDF/72tesXmGcTuLSah4SWVtbS5/61KfK/zNf6rIpkAyefPJJq9RO/7ngggucEuyrr746NWrUKKvs+tRTT00tXbq01JudeEzHnH9uv/125z779u1LXXrppVZ5cFNTU+qjH/1oauPGjSXd7qRz8cUXpyZNmpSqr69PjRgxwvo8P/LII87fccyLh1p+zeDYF4ZPfvKTqTFjxlif+XHjxlm/r1ixIhHHHdOvAQAAAJBY4JEBAAAAQGKBkAEAAABAYoGQAQAAAEBigZABAAAAQGKBkAEAAABAYoGQAQAAAEBigZABAAAAQGKBkAEAAABAYoGQAQAklgsvvDDwGIyTTz7ZGqXhx+TJk+mGG25wfq+pqaH777/fuv7ee+9Zv/NoDgBA+QAhAwCIlSCCIY7HFIKXX36ZPve5z5V6MwAAIcDQSAAAsBkxYkSpNwEAEBJEZAAAsaZ65s+fTzfeeKOVhuEfTsnwbUcddRQ1NDTQmDFj6Jvf/Cb19PT4Pqa3t9eauMvT1HnS98yZM6375AO/5pe+9CVrmu/w4cOtKe3quDk9tQQAKH8QkQEAxAYLjWXLltGcOXPoP//zP63bWJCcddZZlmD5zW9+Q0uWLKFLLrmEBgwYQNdcc43xMRwZ6evro/Hjx9Mf/vAHGjZsGD3//PNW2oeF0D//8z9H2r4777zTEkcvvfQSLVy40Hq+iRMnWtsDAEgmEDIAgNjgSEd9fT01NTXR6NGjrdv+4z/+gyZMmEA///nPrWjLrFmzaMOGDfSNb3yDvv3tbxsfw9TW1tK1117r/M6RmRdeeIHuvffeyEKGt+OnP/2ptR0c4XnzzTet3yFkAEguSC0BAArKO++8Q8cee6wlHoTjjz+eOjo6aN26db6Pvfnmm+nwww+3IjQDBw6kX/3qV7RmzZrI23LMMce4toO3a/ny5VbUCACQTCBkAABlyT333ENf+9rXrFTQI488YpU9X3TRRbR///5SbxoAoIxAagkAECucJlIjHAceeCD96U9/sky1Eg157rnnaNCgQZYHxvQYuc9xxx1Hl156qXPbypUr89q2F1980fX7ggULaMaMGVYaCwCQTBCRAQDEClf+sGDgyqNt27ZZQmTt2rX05S9/2TL6PvDAA/Sd73yHrrzySurXr5/xMWz0ZYHBhtyHH37YMgNzhRH3eckHTkvx6y5dupTuvvtu+tnPfkaXX355THsOACgFEDIAgFjhdBBHOGbPnm15W7q7u+kf//iHVSk0b948+sIXvmCli771rW95PoYFx+c//3n62Mc+Rp/85Cfp6KOPpu3bt7uiM1H413/9V9q3b59VCn7ZZZdZIgYN8ABINjUptYkCAAAAAECCQEQGAAAAAIkFQgYAkHg4FcXl2V4/+ZRsAwDKG6SWAACJh0cPsFHYCzYT19WhSBOASgRCBgAAAACJBaklAAAAACQWCBkAAAAAJBYIGQAAAAAkFggZAAAAACQWCBkAAAAAJBYIGQAAAAAkFggZAAAAACQWCBkAAAAAUFL5/wGXPiQJ9/peQQAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.lineplot(data=tips, #choose our dataset\n", + " x='total_bill', #define our x variable\n", + " y='tip') #define our y variable, which is the variable we want to see how it changes with respect to the x variable" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "77efc6d2", + "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": [ + "sns.set_style('darkgrid') #set the style of the plot to 'whitegrid', which adds a white background and gridlines to the plot\n", + "sns.lineplot(data=tips, #choose our dataset\n", + " x='total_bill', #define our x variable\n", + " y='tip') #define our y variable, which is the variable we want to see how it changes with respect to the x variable" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "503e07f5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[Text(0.5, 1.0, 'Total Bill vs Tip'),\n", + " Text(0.5, 0, 'Total Bill ($)'),\n", + " Text(0, 0.5, 'Tip ($)')]" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.set_style('whitegrid') \n", + "tipgraph = sns.lineplot(data=tips, #choose our dataset\n", + " x='total_bill', #define our x variable\n", + " y='tip') #define our y variable, which is the variable we want to see how it changes with respect to the x variable \n", + "\n", + "tipgraph.set(title='Total Bill vs Tip', #set the title of the plot\n", + " xlabel='Total Bill ($)', #set the label for the x-axis\n", + " ylabel='Tip ($)') #set the label for the y-axis" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "795c5bc2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[Text(0.5, 1.0, 'Total Bill vs Tip'),\n", + " Text(0.5, 0, 'Total Bill ($)'),\n", + " Text(0, 0.5, 'Tip ($)')]" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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tWrSIsrOtzUtmHnvsMWEGwaKIzRm4ES03rAUAAGCtzTfbOG8urqL9FbYdaito0L60D3YEgaR3QjLfC0lpMSWiaGeN7U2RhiqYOeLDgpqjE1awZKe9vbcKIkjOKa3ybPEtGZLbWfzeXlpDU613aAdhRAMiSJZi2ormX//6lzBMcEZSUpKDOGLzhieffNLvAXbu3JkeeeQRWr16Nf3yyy903XXXoT8HAAAEoFGsHkFSIgZWNS+M1OiJqwiS2V5IzYpCmi+K6yOLqvomkQLHxMfGUH1TK+0tb0+58weuaV62WwqkLNcCSXt+4EMEqZsWQSpBil30pNjBEt8KTB/FHj160KxZs+iee+4RNUhcc2Skrq5OiJg77riDzjzzTHEfAAAA4Q3bVjN9s1N1MSO/bP1FPo5sbBnJKPrIVIodCwClBy/9vO2gMCXwawxtbVRZ3xT06FGXlHga2r2zpXVIXBdTXtMoFnSjemU6/D0jBREkZ5RVe5Nip0WQyqrtrNNBx4P7szGIIAU5xe7cc8+lk08+WfQ4YgFUXl5OvXv3pi5dugi774qKCiosLBTOc3PmzKGPPvpI/A0AAEBk1CDlpCWIJoONLa1CJPXuYosoWeGs1NFqkMyk2KlaiKMvLAbW7T9CY/o4igGzPPrNFnr+55303lVTaZwXtuG+IqOJvbok07Du6bR+fyVtKqqiU0f2sLT+KCHOcb8WKXbOBXJppUyx8yyQOG2Wjy2/D8tqIq+pJzAPR3cZCKQgCyQmMzOTrr32WrrmmmuEi93GjRuFUOKUN06x4zqlIUOGWDQ0AAAAwaBZc7HjInneleaoAafxWCGQ9AhSdaNY3EV2irRSg2Qiwqam103qn0WLth+in7aU+SWQVu09LATt1uKqoAgkadDQOzOFhukRJGsK/pfssqXXTe7vvH5Z9pmCQGqnprFFjxR0TfMskKST3aaiStpXaS4tFEQmSLELoUCS8BfcsGHDxA8AAIDIplkLdfBiqqsmkGQhuFW7mhyVqqxv1qMCke9i1+yVQcPMYblCIM3fWko3nDjY5zEcqbM9r5+Zel6n2HEESU+xK/FfILFYXqoZNEzu71h/xCCC5Ehppc1AJTUhllITzS3hhuRCIHV0OHVX74OECJIlQGYCAECU06zVIIkIkrYrLQvBrbL5Zg5FuFGDqknMpNipEaQThtmaqxbsq6CKWt/TDaXldbDqSQoP2wwZemspdszuQzWmTSpcsfNgjUjj5PQvVxE1CCRH5PuyW7pnBzujk92+IxBIHRUpjhik2FkDBBIAAEQ5ciHPESRZ+G2FQOIogYwgdRSrb29MGtQIEkdgeCefIz8Lth30+XmlWPDX7MHbFLtemclibmSnJohImr+uaEu0+qNxfTNdLuikQKqqx8LewaDBRHqdZJDmZFeICFKHRTXVgUCyBggkAACIcmSKHRsJyMJvuRCzalezQ0SQlKiNmQiSGuWJjYmh44baokhch+RrrVh1g0yxC45AkiYNsh5tWA9r6pDa0+tc909EBMkRadCQk57odQSpsKo5aMIaBBdZl8YmO1b1KIt2/BJI3Bdp/fr1wqyBLb4BAABEbopdbCebSYNVESTZJFZysCayI0jq0rLGRIqZjMyxL0WnTjE0Y0iOuD5/a5lPC1U1kiKdBwMJp9Ed0s4ZR8CYobm2NLtNflh9i/qjXbYI0mQn/Y+MAolFoTQSiXZ8iSBJJzvW9Pss7HEGwi+ClAiDhtCaNLAYuuuuu+irr76i5mbbB3ZCQgKdddZZ9Ne//pXi4yO3CBcAAKINuZCPU1LsrDBpUOuPmIMW1TWFh0mD+RQ7jh4xE/p1oZSEWFF7s7Gokkb2yvDq+dVISjAiSAc0g4bOSXG6WLHCyW7PoVoqqWwQu93unPjSk9qXKGzwkZWaQNGON01i7ZzsuqbSpuIq2l5aTQO62c4h6DjIVGYYNFiHT1Lzb3/7G23evJlefvllWrlyJS1fvpyee+45WrFiBT300EMWDg8AAECgkdEIafNtlZhR6486QrNYb00aZIodR4+YxLhYOnpgth5F8hZ7gUQBR0YbVLt3mWK3ubjKLuXQG2T0aEyfDLf1EnGxnShNc2pDmh3ZbVyY6YGkMjg3TW/OCzoeaBIbJgLpxx9/pIcffpgmT55Mqamp1LlzZzr66KPp73//O33++efWjxIAAEDAaNJT7JQapKoGnxfAknpDBCnSm8Wqx8NMBKlFO64cmZPM0OqQ5vtQh1RZ3xTUFDu9SWymLb2OGdyts0gZ5Ka3vtapmak/cleHtHJPOf3h1eW062ANRRu+RJCYQTkQSB2ZBvRAshyfjiQ3hT10yLYDpNLY2EhpabY3IQAAgEiLIMXozSdF3yKt545lNUg+Lqir6pvo3OcW08sLd1G4UNvUbDqCJFPsmOO0OqSVew/bCR6179CCbWVOxaldBCkIAklvEqvVHzHJCbHULzvV5zQ7fl3Swc5d/ZG7ZrG3fbCOfthcSsc/9hOtLaygaKKsytYHqVtn8zbfDCJIHRu5GYUUuxALpCuvvJLuvPNOmjt3Lm3YsIG2bNlCH3/8Mf3lL38RdUiccid/QHTT1NJKJZX14jcAIDyR70+OIHGKhqz9KKu2LcZCHUHiiMOy3eX0+uLdFEpUzWIqxa7VPsWO6ZOVQgNyUsXfFjmx+77lf2vowpeX0b9/3B7yFDu1B5KKP3VILLoOHKkXUbXxea7rjyQZyY4pdmr07DdPL6J7Pt0gRHRHh40qpGmGtxGkwZrV946yajjZdUDqGm2f4YkQSKE1aWAjBuaBBx5w+NvTTz8tfpiYmBjatGmTv2MEEe6Oxbak6UnxhPctAOFu891JX3xxUTy/dwf5UdAtnZWEg1Zzq88pWbLuItQmD23kZYpdq2OKHcNudjvLakQd0q9G9bD722ItuvLvH3fQwFO6Ur7yNzuREASTBo5mORNIQ7t3pq/WF9OmIu8Fkoweje6dQSkJnpcg/N1hfO0ZKbbbUhNiqaaxhV79ZTd9tb6I7j3zKDrlqO5i7dER4bRGPu08nbw1rGAnO86+4rpAFql9s9vrykDkIz9rUYMUYoHEBg0AAADCD95JT02Is4taeEp5kgt52T+DBdKOshq/eyHJFDuuYeF6EbapZmc7NivwZsylWloRL4ZZmHCal6+21SwCpRAMRQSJ4X5IryzaLQQSH391Qd8jI4mKjthe76riBjpDuZ+a8uhNFID/l4u4UzXDA+9T7FKcR5BKvLf6XrpLqz8a4Ln+SK1BqlQEkhRLL188UWzC3fnxOuGMd9XcVXTi8G5076yRdnVTHQW5UcBpsN72uuH/79U5jnYfaaatJVU+C6TSynqq0npxBYs+XWw25cBMih2Ok1WY/rQ8cOAA9ejRQ3yQ82V39OzZ04qxAQAA8IJ95bV0whPz6YxRPeiJ89TYg+foERPfqZNdfYO/vZDklzb3bOGx8XPxLniPjPbFKwsnriU5aUQuvXjRBKePw5bQah0Tp6l5S01DM017ZB4NzEml9646Ojg2305qkJjJ/bMoMa6TEEJbS6pFRMZZc91GzeTB3wjSlXNXisjNh1cfTYO1pqFmdqTl+TeKjWHdbb2QtpVUCxHozWJd73/U33P9kSuTBimW+G/De6TTN3+aTk/9uJ2e/3kHfb+plJbu+pleumiCaRHW0Q0aJL3TNYFUWkUnjsj1+v7fbCimK99YScFmRI90+uKPx3bYyKC/8HtwmbbxgAhSCATSCSecQAsXLhQGDTNnzhQTVS0ildeRVgcAAJ5rflgocJqMr9EMZ/DOMKeysQGAWdR6jtjY9giSJQJJiyAlJcRSdlqCEDoHq+wF0twle8Tv7zaWeCxMF5d9FEgcYeBjbkbYmEmxYxMLrglhK2pP4tMoIHgRM3VgNv20pYzmby21E0gyVUZ1F5RU+tAHicfIjnk83ge/3ESvXjLJqx5InMaWqaW0SXLTk3QxV+9FZIofc195nTgeE/p5KZBqba+d1xlSLMm/8fG85ZShdGZ+T7r1/bVUsK+CLvzvMnrq/LF08lHdqaMgI6neWnxL+mTEEe0j2l7im1HDj5tKdac0YxQ4ULCRCfcM43TOET1twhzYR99veKeAftxsOzendqD5HjECiS2809Ntk/OHH34I5JgAAKBDE6jaPClIWAiYRTVQkbUyVjWLlY1ik+I6ibQgIZAMvZDMpKqp4/C1DqlaSwsyNq/1h9qmFkp3I5CMqYvGOiQWSPxzxfSBTiNIykWfXex2H6oV4ojh52KHvGmDbU56ZtLrenVJdti5Z7dDiTcGPDJ6NLJnut7fyBOy3ki+dk4VlMJRCiTJkNzO9M4VU+i6t1bT95tK6Kq5K+nh2aPp3Il9qCPgbwSpT7rtmHMEyRfW7j8ifv/rt2NFrVcwuOy1FeJc/rCpBALJAEfl+fhsKakSEeknzs13qGkEvmN66/KOO+6gykpbvnGvXr3c/gAAAAg+cvHPtT5mF65qBEkXSGkWR5DiOYKU6NTJTo2YuILFpOSgj0540uWMXy5HVXzBGLSpbWgxl2LnRCBxHRKzfHe5SP9j+Jyp50NNf3Tsg2RuzNtK7BfDD36xyVQPpXaDBsdoHb8eqZmk+DLDkh3e1R85S7GTv3mupjipReO59tz/jaNzxvcW5/rWD9bSc/N3+N3TqyMJpO2l3jvZ8fuUI9TSYCNYcE0Z870WIQHtvcDYwZHFEc+H/105lU4fDXEUEoHUET5cAACgI6NGHw7XmhMSahqXatJgjUCyCQje3eyquW4ZeyGxcYI7eCGn3sfXXkoyguTtol7F+C3oaewcKXQlkPplpwhnMT7+v+w45FQsNhkWsfY23+a+k3kBxZw4PFfYt28urqIPVhWatvh2ZnbAEaUELXLGKZ3eRpCmmOh/5KoPkppe56omhdMeH5kzmq6cMUBcf/irzfT3LzdFvL21jKR62wNJkpsaK8wOpJOdN2wqqhTCmiPB3bUUy2Awc5hNIK3ZV6GnGEY7H6/eT+e/sFRYvnN91qfXHUNj+mSGelgdDq+S31EgBwAA4Yu6wDabZqdaUcvP+G7pmkDy18VOWzzzrn5XTXQdMjxmnaGZrJHy2ka7SIqvAoltyyXeLOrtMEaQPKQHujJpYPhYHzfUlurGdUhGgcsYg2u+CCS568+i5PqZg8Xlx77Z4lHc7XfSJFZFCiRjnZQruB8ep/uxVjRbf+Q0gqTVIhnT65wd39t/NZzuOG2YuP7igl305/fXRnRPPn8jSCzUB3RNtZsXZlmnpdeN6pUe1LVgt/QkGqNFrOZFeRSJBf7j326hP71bIDZ5Th6RS+9dNdWuphNYh1een2effTZ10lyO3IEaJQAACD7qAtusQJILxjilrkSm2PFj8N99NZJo0HtzdKJsLYLkkGLnQWSo6XX+CCS1kaivAkk1aZD1ML7YfKt1SK8v3iNqgzhLwxhBUoUhL45UkwYzaXJqM1d2r2OR9PqS3cIo4cWfd9ENJ9oEkzcW35J4tl1uMF+DJPsfcR2J7G3ki823FEoysuQJru/KSk2kv3ywVkTOKmob6akLxvlsFR8OESRfBZJsGMtRxG2l1V452a0t1ARS7+BHKk4YnktrCo/QdxtL6byJfSkaYXOZm98roC/XFYvrV80YSLeeMtR0OwcQYIF0ySWXUOfOvjcNBAAAEDjUBfbhmvbFtLkIUrsI6pKSIHab+W8sSHzdoWxPsWuvQTJGpVTTBF78GiMDxrQadsHzhWolgmSM1Phcg+RB3LlqFCthJzuOxLAY2XmwxuHx1RS76sZmUVMjMaOP+Nhy1IYZmttZnIe/nDpMmBiwJfb5k/qIHXp3NUhs0uAMb1Ps9P5H/b2z3pbzgXvv8PE0OtiZYc743pSZHE/XvrWKfthcShe+vFT0UPLmMUINC2gZQfLVxY5hm3tmR5l3TnbrNIE0ulfw6o8kJwzvRk98t5UWbi8TnynRZmXN0dfLX18hRCobpPz9rFF0zoSOYTzSIQQSh1RPP/10YfMNAAAgzCNIJmuQmlsdI0i8K9lVs+XmRZmvAqk9xY5d7JxHkNSd/LeW7qWrj2t3dFMjSFyQz4LE9wiS9TVIdR7S1DxFkFIS4mhS/yxauP2giCIZa3NU7aFGjxgz9TQ7y2rEGLj2KFdLmzx9VA96ue8uWr23Qiw6Hz57tMP9WPQUV9a7TbGLj4vx6lgu3eld/yOJKmL4GPgikBiOlsy9bDJd+upyWrHnMF09dyW9dukkS232A4lokqxtOPgTQcrTGsTu1YSzGTgdc5vmfDcqiAYNEq6z6ZmRRAeO1NMvOw7SzGHe93CKVNbvPyKc6vj92CUlnp6/cIL4zACBByYNAADQQWhQ6nnKTbq9NbuIcljRLFZGkEQNknSxM9h8q8Llv4t2OdhwywjSMK1XUFkoU+wM34MeI0h6DZLr/2mvQ+LdcWMNUpvT+iP1sd0h60y4z5KsG+Hffz19uLj8vxX7aHOxzZ1WpehInYhmqamRRqSwaDJxLPkc7iirEc533i7u+HmkWx0fA7VJrLdM7JclbMC5txMbY9z32UaKFEo1wcr26CysfaVfti2CtPtQjVcGDfwxwSJb9sAKJjxnOc2O4UbA0cLX64vpnOcWC3E0qFsafXztMRBH4SiQzjrrLEpM9H3XAgAAQGCpV8SFWRc76bSmpthZ5WQnF/zsYseNYmUESY1+qNbV/Fzs0OSs7kL2QGFBZcYa3K2Lnc81SDakljSfYuf6q5brkGSNzpE6+3Om6iWjQGr1QiBx/ZHK+LwsOm1Ud7Ho/fuXm10aNLCDnauCfD3FzkQEaZmWXsdpfpkpzgWXWaMGXyNIkqN6ZtCT5+ULsfbGkj16o+KObtAg6ZuVrL+vPBl1ONQfhSC9Tk2zk81qO/qGPb++Z3/aIfp4cdRw2uCu9OE1R1OeJm5BmAmkhx56iNLS0gI7GgAAANZEkGq8iyAZrailUYM/zWKlYEvkPkipifrzqaKoss62SDtPy6l//ueddgJKptgN7tZZb1DK9rZ+udj52QcpVdvB58Jpcyl2rv+Hd4ZZiLBom7+lzKVJgy8pdluKq3VhYoRrkfh4/ry1TESvnDeJdW7QwLBdNGPGpGHpTptAmuJF/yOnRg31/gsk5uSjutMtJw8Vl+/5dINI24oYgwbtfekrLFDlsdtbXutV/dGoXqGzkua5w5FEjqZsOOAY9ewocAT9lvfW0j++tm1cXDQ1j165eKJXxibAGiIj+RYAAECAIki2Ba4UH1ZGkKRg4xQ7XlBzLYza7JUX+TL17YoZA6hzUpyom/luU4lDih2n90iRddCHMakmDf5GkFISY72z+XbjNMURmulaFOnbje2v25hiJ4WkxIy7towgDXEikHg3+sIp/cRlYxSlUG8S67r2TKbYNTa3BaT/kateSFYIJOaa4wbSmWN6ChF6zZuraI8XKWchjSBptWT+wD24mD0m65DWahbfwWwQa4Q/QziSwnyvfD50JHhT6/9eWircFvkz475ZR9F9s0aKvl4g+OCoAwBAB4wgGc0QvI4gWZFipwm2JC3aIOuQpNFCjeLMxlGU/5uSJy4/N3+HnkbTbm2cRF07O282a4aqBv9rkCSpWgSptslso1j3X7WyDqnoiE0Myqw2tyl2HiJInD4lIwRDcp1nf0zWBIvxeMomse4EktkUO170bS2xRbImeelg5yzFrsJLm293wpSbyXKPnYraJlEIr9aphRuy9s7fCBLTV0vVMiMKOTVVOt6NDGGKHSPrkH7ogHVI20qqaNbTC2n57sPUOTFORI0ummrbwAChAQIJAAA6CA1+1CAZ3byklbA/zWL1GiTNllc3atDEm0x748U21yldckw/cZkd1thpjEWSFEg8HqPA8oYqC2y+ZY6dHkFq8N+kgTl6YLadSYZMp1FtvqVAkkLWUw3S9lLbopbdA6XFukvhoTVfdUixy3QTQZIpdh6O5TItesQiLcuF4UMwa5CMUQl2BeO5xX2B/vROgen+UsFGpprKJs7BiiBt2H9ETHt2kfO3/slfZg7rJjYPuGktW193FDjFdfYzv4j+ZH2zUkS9kYwqg9ABgQQAAB20BslMMXOTE5tvy1LsDBEk3ahBc7KTdTXpyXFiR5+d884e30vc9vz8HWIxLKM9OXYCybsaJD4O1RbafEsXMY8pdi6ic0Y6J8XThH5d9Ot8PIw1SFIYsNUv42khLxvEOkuvcyY8nJk0uGoSyyRo88VTDdKSnb71P3I1Tn9c7JzRPSOJXrhoghDo3CPpkW8cTSs6XAQpy7xAYjESDtEjht//+X0yO1QU6bVfdtMlrywTfb4m9csSTnVGUxUQGiCQAABBZXtpFV3032W0au/hUA8l4uCF/r2fbaCnftzmMYLEURLZN8UdLS7SwKRA4hogX12j1BokVSDJGiJdICkFyJdNGyB+/7i5VOzqy8WwahXurWjjSJYqNny3+bb9Zptops5Tip1JgcTMGGJz6WI6J9qOh+p4Lo0tuImvmQiSu/ojSWZKu/CQ55hr0jz1QFJNGjyJTXbnU9P5/DJpUCNI2titgBfdnG7HPD9/J324qpDC1ebbiihOv67mrb7XhUH9kcqJeppdZNch8fvsbx+vp7s/3SDSjLmZ8RuXTfI5ygqsBwIJABBUrnh9pXDO4pQC4B1cy/HKot302LdbHXb9GWMfHTN1SLJRbLyLGiR+TNUi2xukHXdivKEGSXOhkwtxuVBnBuakCWc3XjR8pFl+y3Q/2WzW2xQ7Y22J7yYNMsUuzjKTBmMdkhpBcpZi1y6Q3D+erPsxE0FiISdfC58Tjk5xqqO7aEW7SYPrY1lR20hbNKHmT/8WOc7iI/W6cYVVESTJrPxedO3xtibFt324Luw2cOScl/3J/CFPiyAdqKjz+F7QHex6h87BzpndNzdX9uQiGa7we/mSV5cLm3lOGbztV8Po0TmjKTGuvWk2CD0QSACAoCIL0TsKXL8hndYCzdrCCv3y5iJHq1tjk1UzdUiuohycRsZNKf1Js5O1PknaF7+shTmkLfZkf5wxWtqMZPpgm1j4bM0Bu7oLKdq8FkgGgddoOE6+RpDM9kHq5KKXkAo3wmWnPply50ogZZpMsWtvEuu6PUdyfKzuXigfX9Yf9cxMok5uhJ3eKNaNnR6fXz5mA3NS/VrYG22pea7Kc2AlN580lE4akStEA2/kcMPccIk2SGt7KyJI/Bh87nkKSUMOZ3DUcufBmpD3QFJhy3qujePPFhZJkQYbY8x+ZhEt2HZQnIPn/m88XTVjoMt+YyB0RJRAuuKKK+i2224L9TAAAH5gtJOOdMbc9y1NevAHn6Ms3rBeS3dhNjoRSDKCJL9rzfRCcmXSYEUdkowgyRS7HD0CZBvX0l3O61NmaNEUaawgF9e+1iCpBg1W9EFK8bIPkmrA4ApeIB2npdnJSJmq46SAkSk47lLs+H/lRoS7egZ+Tik+2MnNbP2RXYqdmwiEfn597H8kkWPkInZ5PRALShaE3ESWF+Eswi9/fUVYRClYHPHpZmFoRQoWH7s8adTgpheS/LzhVMtwSf3isZ+oRZEiLc1u6c5D9JunF9GOshrqnp5E7101lU45qnuohwUiXSB98cUXNH/+/FAPAwDgJwkdKI1Arc3ZZ7Lpoj/IegBm4wHXESSZkuZPBImRKVa+ONnxrrd8bC6AN0aQeAEqndaM6VeT+2fp91Ffj68udqpBgxV9kFL1PkjNJhvFmlvM33jSEPrjzEF0yTH9xfVWpU+V7IPUxYRAYstgpkdGkscGk2qPITWC5K7+SLX5dmfSIPsf8fn0BzlGKWytTq9T4ajpS7+fIATB+v2VdMv7a3yuwbMKuUGRnZpgKl3TDLpA0iJE7hvEhkf0yMHue3OpqYbJ4cD/Vuyj/3t5KR2ubRL1XJ9cd0xYGF+ACBdIFRUV9Mgjj9CoUaNCPRQAgJ9I96uOgPrd7GlDm6Mph51EdDgV6s6P1nm0reWFsho1chZBkiltPTKSzdcguWgUa2fUoFkMe4Nqpa2bNGiLe44AyfQ63q037k7z/6tRBzkOGVnhaIcn97SA1CBJm2+zESTd5jvGtKPaTScPtbPXZlHAz1vphYudmfojV052MuXKncW3Ol9cnQd+PCnip1gUQZL42wPJE32yUujZ340Tkb8v1hbRf37cTqFEpvBaabPdT/ZCcrOxIzdkRoWJQYOEDT84xZKFo7ppFI6wgHvoq0106/trRTrq6aN60LtXTKXcdP9ryUBgiQiB9I9//INmzZpFgwYNCvVQAAB+IlNzAgUv2FhseLOA9hV1kRpD7hfB5z6/mKY89INDzv85zy2mN5fupeveWuX2/pyWwSl0cgd5W0m13WvkRbRMaePIgSURJD96IcmxMDIa1FV7PE5HZKMOd+5m0wd31S930xYTbFAgx2m2Ea6zFLsGP+eGXoPkwSVQOgQaLdS9eY/woorPu4yeZEqThlYz9UeeBVKm4hDH7K/QIkhZyabG6Kqn1Ird5WIDgXvu+LsYNAqkQEaQJCzQ7//NSHH5ie+20tfriyjUESQZSbWCviZ6IekOdr3Cw6BBwmYGsk9QOKfZ1TQ005VzVwpnRIajw/85fywlB6B+DliPbRssjFm8eDGtWLGCPvvsM7rnnnt8eoyWltDnEEcrfOxbWltsv0N4Grgg8r+LdtODvzmKeio7o3JuROMc4Z2tP3+wTiyirphmS+kJBmqtCx/3RdsP0osLd9MDs0ZQz4xkuuPj9WKBf8MJg316/IbGFiqqqKXU+E7USfsiWlt4hJ74fhvdfupQu0UjRxJu/N8aOmZgNl0wua/Xz9WkFIm0tbW6nU88Buaf322le349Qn9fyJ177qDubh4W7LNFXMb1zaTNxVVi0b+tuFJ/PSyWpF7rnt6eyuZpbkvDAhYexv/tmhavWwx7+x6pbWjSF9K2Y0OUEhcjIoiNLW30zYZi8feJeV2cPva0Qe1Rh66p8fr/ZKUkCMFWcqSWcrTxeaKyzl5M8YLlp82lIl3t8TmjReTGDDKtLVlz5WOTBnfHRUbnWB55c/xi2tpERJKfrq6hSY9U8TlKS7A9d4sy34xsLrZFbgblpHp83vQk2zLgcK1trkgB3yM90e1947SoGM8fZ/+3eIetgJ57u/j7+Zqqveb2MccG5TP73PG9hBnKa4v30I3vrqFeGUk0ome634+7s6yaHvhyM/3phMGm7LNLtHoyjqD6+rqNn019tBRKNg1w9pj8uSTF04geaWH3HTlzWA59tb6Yvt9UQjecEH6b5+wQeMUbq2hTcZX4DHz4rJE0K7+n/lkY6bRE8NrJ7JjDWiA1NDTQ3XffTXfddRclJfm+A7Vu3TpLxwXM09DcRoVVzVRbFEeJcaFLrbr4Pdti7NrXFtPdMxx3rKNxjhRWNtPHBQcpJT6GJnUOXppCc2N7KllBQQFdpJ2bq15dTJeNTaf3Vh4iDhJMy6o25f5lZs6drT3H+n3l9NKv2/vNzNtdR19vOEJfbyihEYk2AeINdcru+ZbNm6kmPc7pfFJrGH7ZWkxr1zbrY1Th4+GKn9bYFr258Q1UkxZDG+uJvlq6nurybAudWsXiu7XG9lp2HShz+5jMjj22dKzaygqH/63T0m92mngcIweqbFGbuJg2u/t2ToihQ3VtIhefSanZTwUFtvNjPGb9M+OouLqF6kt3U8GRveL21NgW4tjTsrWbqbnM3I76tt2216iyRUtDu/2dJXTDZHM75HV1trlbeqBQF9grV612WReyv8gWySk/dMjr4xcfQ9TYRrR2wyaq1+ZZahzRnt27xeWqqhqXj7lxv83tsK3iABUU2CJ1rmissc2rLbsKaWVqBR3QapCOHNhFBRW2Y+6Mg1r9WHHpQafj+GmDrf4oN7bK69fuDN7rkBmNTTVHLHlMM5zes40KchNoTUkjXfLKEnrkhGzKSPIvAvD2+iqav7WGDhw8Qg+f4Dn9cOMu2zlqrXV8j3qL/GyqqWnWBdLK1asd0kDXlNiiVrmpsbRrywYKN7o2tooUqI1FVfT9Lyupa0r4RGW2lTfSw4sqqKK+lTISO9FfjsmkPCqlgoKO0dw2WtZOYS2QnnrqKRo5ciRNmzbNr8fh2qXY2PB580QTvPOZUlZNg3LSQhtWfu9r8aumLZ7y8/PtdhL4DR6NcySB6wO+OUh1zW00evQY04Xk/pKxZDFRhU2QiXOhnZuiGqJOXXpx3ENEQgYOG+lTKo3TOac9x+H6Vrvzv7GBF4DKWLxE1LZ89IO4PHz4MOqXlex0PolUuPe/td2nOYZGjx6tj5E++k7/P3djKF66hGUMzcwfRNmFR2jjwT1UG9+F8vOHtRsXfGz7Ah43bAC9tmYNtcaneHxdnxZu4qQ3GprXg/Lzh9r9rSK5jGjFSqqnRK+PT6KokTpIqYkJdvftsegXOlRnW/Cx/fNxU8a7fIwPhjVRQ1OLnmLH9Fm9nHYfOUTpub0oP7+3qbF8ccD2GmVURuXnvfV08xn9TRVMJ81fSFRZTSOGDCRaslLcNmTESN2W28j3pVuJNu2k7rk5lJ8/nLwh8bPvqbG+mQYMGkwVdawMDlFW52QaOGAA0S+rKCnZ+bnleVDZUCxe62nHjtXrpVwx8OA2ou07KDk9i3oOGEjNbSWi9ub4KePcGgKsrN5FtH4Ldc7IpPz8MXZ/4xTKXR/Y3hfnzsi3i9r7Spev51GJlmo2oDfP1SEULF4Z3kSzn11Muw/V0tNrm+iNS8famYh4y+f7eT7W0LbyJorN6e/ZBGHjavHeHzmwL+Xn5/n0nMbvOk4Pjv/mW5HC2b3fMOplMOVYItLCDtP4ATk+fTYGg7FrltDKPRVUEptDJ+Z7nwEQCL5YV0R3z18nUk+H5KbRSxeOdzi2HYGWCF47ybFHtEBi57qDBw/S2LFjxfXGRluaxDfffEOrV/MHhjn45EXaCewo8GGP7RQbNudAWKU6GUe4jC+YtGo1M3xMGlqJ0rRC+mC62KnHnBdV28vaHZUq61soKy3J8jmn3pac2L6w9en8x7SH6uOU5zM+d4PSK0bUw8R00sfoamxGdmrHZkSvDGrWHo7TN+R9mtts55PTOXI0QcFRGk+vS1pm56YnO/xvrmb2UFbd6PXxadQCWkkJnezuK+uQZJ2Hu8fNSnP8W45m+V1e02x6TDU8wbUaJtX6nPsvrdlXQf/4Ziu9edlk09bRyYlxIsrJQr6hhSjTxThkTC+uk/0x8CYVtaUthqr4SbTam3jt/dNKbU4fc8dBW9Svb1YKdU72HGGTNU2VDS1UpJlx9MhMooR498uDRO3vHNwyjmP1vkNiAd4nK5n6ZLvuw+QNGSnxukDi1Mhgfl7zPHzp9xPprGcWiQX53Z9upEfmjPbZarxevoGJ6K1l++iROe5d/vj9J9+P/r5u+dnED9OnS4roc1RYUU99u9qfp/WawcaY3plh+9144vDu4nz8uKWMLjo6eGnizuCI979/2E5Pfr9VXJ85rBv9+/yxei+5jkpsB147hbVJwxtvvCFqjz7++GPxM3PmTPHDlwHwBXfWuNGGWuDPxaTBwtXOK5sFSPctswYD/sKN+iSeGm96NGlws1hqUhZExr5CZnrksHiUtUrsLjaiR7ruZCfT96QpAh9f6QrnzDXPlUOWbMaqIovCy2savD4+DVrKn7E7fHaqIpB8sH+WAssbq+8qrR7K6Jb3l1OGCrvqX3Ycop+2uE9FY9oUQw4ZmXHXLFZaEPtizayaIMhzz+5tMtLryqRha7EtrW9wN88GDapA4ufQeyBluu+BpAo4Zz2lXPW38gc1mhwMkwYjg7ql0VMXjBPC+L2VhfTywl0+P5ZqYPJJwQGq8PBZFwiTBtXqmyNjkeJgpyL7IfH715PlfiDh83nDOwW6OPrDsf3pxYsmdHhx1NEJa4HUq1cvysvL039SU1PFD18GwBcipGVCUODUClcuX4HEWUNSY/8WtXFlIEnSiu2ZOg+OZO5snBl3vVKMi8iiI7aFKJNiIvWUC35lQT2ncw3OTRPCio+RbAgqBQlbZOsCqbbRY5+QUn3x5Rit475FMlJyqMY7J7t6zfxBPcZM187tIsWXBbS0+vZKIGnzW9qMq3bOFx/TT1xmK15pquAKeY5ZC8v0TXcLM3cOgZ6QfYZ47kiBxMJA1oq42uzZqtUGDe1uLnKj2nzrFt8mUoLcNYrlhphW9D9yNk7j5WAyY0gO3XGaLVXy719uovmaE6O3qPbwLIDfW2GraXM156RAstLmm8nTrb7teyFxlFX2wwrnXj0sWjlSynOQjZhCAZ+b819cQp+uOSA+kx+aPYr+dsYIy/pVgdAR1gIJAKtp0/eAQbOyBc0RimDhLmKyV+nJoaZC+YMqRoxBHtVO2ZcdSHUX350OMQokXlhJK2ZPNSKM3Nnv1SVFj8rw4oCRvWakIOEIEqeSyTFVGnoAGRdfsseRs91p/pLP0iI+atTLDFw7xCQZIkhdtcfj3Wuz7nF29/ehWawUSPK+6ny49rhBYsHN0cv3V7peqNpHkNqFbV2AIkgy0sqRXnkOeZzyoVxF9GQEyUwPJPmYzJHaxnaLbxMCyVUfJH4fScdGf/sfuep9FOg+SO7g6MC5E3qL9xZb88tmx94g36sT8rqI33OX7nG5kcGfzXLzxnqBJJvF1jqNHvXvmuqx0XAo4aj9CVoUKRR235uKKuk3Ty+i1XsrxObV65dOovMnhUctFIgygfTwww+LHwB8BRl27agLm+ogRpC+3VjidKecUdcIVqXYfbhqv365E8UYege1/1+tVufhawSpffnsSJNhl/35n3fSze+tEb1nUhJjnabeqBRqC1e1eae0G+YvaWMEiaN0nTX75kNuhKa6+HKWYmfXLNZLgcS9e5hEQwRpQr8u4pyfNZYNOch3gVTlTR8k5yl2vMDi2pbrZw7S+924Fcpt7feT6ZnuUuzk/PDFjVGPILlKsXPyYcaCd0uJjwJJRJAc55mn8RkF0so9h0XkrGdGkimhFUkRJHnuuT8SixsW3pe/voKOeBntlqL63Il9xPuU7bTnb3MejZIbE5yuZWYzxYpmsesKbS6IHs0jwoATh+eK3z9uLvUYLbcSFmRznv1FbCqwkPz42mPo6EHtvdtA5BNRAgkAf4FAcp5iF8wIknFBJxfyRqxKsdtwQLEwj+HeNEpanPJ/7ha6rlC/kN19N7tqWsuLUrVGx9Vr1mtDlAWnWofENCgRJMZMHVKpicWX3izW2whSs/MI0ti+XWjdvSfTn070zYXMlwiSnN/ZWnqeREZjLpyaJwwF+Hi8tGCX5whSDFGqVl/gViBpk8JMnZmRBM2iXhVIIsVOF0iO9ymurBeLdv6fATm2xa8npNiorG/WBVJvLVLpS4rd0p1a/dGAbJ9NDNyN03g5FPB79jl2J8tMpl0Ha+jat1Z5TM9UkRshnPI5Z7zNifGNxXvcvketjh7ZN4utsUsRlhFAMz2aQs3EflnUOTFOmM0UaMIukPBxemnBTrrs9RVU09hCUwdk00fXHE0D2JEUdCggkEBUAZMGFxGkEAkk3ml2lX7kTwRJ/bKX6SJMjJv5UNfk/TFQ05zcTS1nheziPkozUUYuhI3sdxZBMggkPWJjEEjuUhXdpddJurkQSHyMPynY7zLFqF6JaBkxGjd4g6xhKq9tNL0o1WuQDCl2MrLD47n1FJtd+vPzd7gUg3oNkppi52beyPnhi4W+LkA4xa7OXIqdNDnhHW2zx1iKDX48XiibT7GT47Mfx9JdtvqjKQOsqz+SxhgSY6pkKOAxcCE+z4OF2w/SA1+wdbc55HuDo5AXTrHVVM/bUkr7DJEcJlD1R/I883xikc/NlyXrpUFDBESQ+H0yfWhOUNLseDPg9g/XiXPNHwXnT+pDr/9hkm50AjoWEEggqoBAakeNpFS7qVMJ9BeOUTzInW9fI0h3f7qernhjpUir4ijGvvL2GqQ2N0Kqxs8UO3dzS43WqfD4VKHqys1qv5Pi+eGaQOL0HPlaVUGSpX1puxOa0sHO3eLLVQTpmw3FwrnpxCfmO72fjCyodV5WwK9L9jNikeQJXvjLKI/RpEGVLWeM7kFjemeIXeF/am5U7iJIplLstFPrSw2SLkCaWSA1KwLJdYqdrD8aajK9TppoyHPEmouHaqY2TI5Pnb8cGVmz74jlDnaMnN+2MYeHrTCnuT5xrq1H0Ku/7Ka3l7lurKsi01oT42NF5GHa4K5iPnMtUjAFEovoHpqV/17NyY6f78CRejHHj4oAgaS62f2wKXCNWPmz+aL/LqV3lu8Tx+avpw+nv581yq3pEIhscGZBVAF91E5jGESQhEAypOjIhRWnUBnHxYtdeZsr84H/rSgUqUb8RbapqMrh/q5MFsyk2HG6Gu/0ytS6NtMCyXmkg1+7Kp4qXESQDlTYhIzacJN7wXCdB7O5uEqx1e6k/53hCI8rhz3dPlhpxGokJ825QOLCZHc0+5Fe5o642E66+DNTh6TW1zmrQVIvS4cynjvOImPthzHGlElDizbBfEqxc1KDZJdi5ySCJOuP2OXQLKIOS0lZ4wWzmUWfsxS7VXsPi8+V3PRE3QDAKozRv3Dh1JHd6eaTbOmif/t4ve7gZ0YgSZEto0j/W77PoQ5RT7EL0Ovv19Xe6ltGjwZ0TY0Ym+rjhnQTwp4/B6UTo5XsLKums575hZbsLKfUhFh6+fcT6LJpAyxNIQXhBwQSiCpg8+08glQVIoHU4EQgTerfRe+lMvLub+xqaLggevKD39Nz83fQ6Hu+FbngruC0tIK9h90+v7cpdvd9vpEueWU5fbuxWFxXdY878S1NGozF7zaB5D7FjntUlWiRHuP9pVEDO9k5RJA0MfDigl301I/bfe6v4ksNUvGRevrH15vF5TjN7cxKvKlDkkKahaNxwWdc33DdDBd9s5B++Cvb+J25YNpsvk3UIGlzwieTBiXFTjdpSGqPINkbhNjb5HsTQWJUgWTGoEGMz0kEiReQcpPD6sXj7yb3FcYeT11gaxwfTlw3c5CIQPKmwNVvrnKaKqdSr80ZaRV/wvBccdy5sfPna4tcbGIERiD1zbJF7Pdq6ZXt9UeZFCnwZtCEvKyARJE4yj7nucWi1ozP0QfXHE0zh9mMIUDHBgIJRBkdVyHxQqWkst5ltMKdzXewGsUaIxm8kyojDTIFaqCh2JWbAKqGC5wCJRev7vL+iyrqaXtZtWnBbCbFTi58lu067FMNUpfUeAeBqB573v00nr+PVu8Xj8078rIHkEMd0oFKhxok7vEjKdhX4XMBuC6QvDBFeHf5Pv1yIPqByDokVwJJja7IiCP3jzKm+zkTLrf9apgY8/ebShyiAfIcqzVINW5c76xoFMsRRjWC1J5i5/hcsgZpSHffBZJZ57l4zURCna96/yOL64+k8H/yvHw6Y3RPCjdYDD46Z4yo2eGav8teW+E2Km/sEcbz44LJNnvoNxbvdp4GG6gIkqFZ7Lr9keNgp3LiCFuaHb9vrfy+uvOj9eKcDuveWTjVDetu+8wFHR8IJBBVBDuC9PX6IvpotfveKlZGhLjoXo0MuUON3ATL5tsoIozCjFODZA8fSZricueq94ur/kdcn+N+PEoEyUSKnYxGyDSUVi9rkIypS/z6WfBJio/Ynz8eH9c2ML+f2s9hV16PIBU5RpDOm9BHt9J2VYckF18+mTS4vAdH79qPe1ynTkGNILGj2MzHf6LSyno7gwZ2S1Qt5RlnuoX7S/12Yh+9GaizVDY+D2ZS7OQmhD+NYnmOyJQsdyl27EDH/8f3y1PEsdcRJJMCSY6PRT7DqWGrNSFudf1RJMDRoBcuGi82FDjV8cZ3C5zOHRaU8vNAptgx503sI47pmsIjtEbZ0DCTBmtNs9jaiHOwU+EonHRRtCplnJu/frexRPT8YnEeiDowEL5AIIGoIpgmDby4vWruKrrx3TUi5SjcUCM3wapBMqYFycWrhBdWmSn2UZY0pU+QOmZPHDAhkNSHM1ODJIvlOZLFix+7CJKb+8lddqNAMkZlZL8eyaLth0QtDOe9z5lgswNWGdHDtojhBZkUWjKCxBEIXnS5M7xod7FzU4OkLQp4jphtplukzPeARJB0geQo/L7fWCJ2w+/9bKPdMRUCyRBBUp3RVNiCnI85L1Y/X1fkNIIk06MCZdIgx3pIe42sjfk1yClkfC/J+qOB3dJEnVbAI0iGFDte1POmC5+bgSYtxjsaXL/1woXjxbnjhfXj321x+B+1xkg1m+Djdtqo7uLy64rlt9wECFQESW8We6hGZCBwVJmnq9x8iRQ484DdGzlav2Cr855S3sDC9O5PN4jL188crJvigOgBAglEFcFsJKc+lbc9ZIKB2rzUKFSCJVDl4pUXf9/eOF007DTWiaiiwmx0TKbMSXtsM+Mxs/iXESQWIzsP1ph2sdMd3WI7Cccqo0BxJVRf/cXWk4d7pTjraM+LWe4Bwo/PaXbSGUui90JyGUHyXN/A50OmApmdx7zQklht0mDfLNZ+PHwcZETji3VFQizJY8qvw0EgdXItCq+cMVBcfuTrzXYOapKUeM8RJDknYv2oQZIimsfPduEyimiMpm7V64+878diX4NkLvpkNGngmkGZXhfNxevc5+sfZ48Sl5+et0NY4avIVFg+RHIzQ3Lh1H7i92drD4i0Lraxl42eAxW9kAKJN1EWbjuoR1GtbkobDE4YJtPsSv3e3Pzrx+vEMeE05quPs30WgOgCAglEFcHMsLM3APDeQjrQNCkLLHd1FFaiusapwowXCkNyO4udb+PiStUdat2UkRd+3iF6VKjwIlIu7j0LJPfniHfK1f/hNLtWL2uQOFXjqQvGuYwgqamOvKP7w2bbF/1FR9sWTkZ4wTysh63eZLVmSJGkLLpkNI7d8fhY8EKfncb4Mu9ky9oWdyl2fD56albAsk4h9BGkBFMRuLs+Wa9Hb51HkFxz2bT+4rhw6pps4qn3QYrhGiRp0uD6vSMjnv7YfMvXKEWMFFvG+SYFkrf1R+pjexNBkil2/BJ5Pun9j/pbX38UaZw1tjddpQnsP7+/1q4GUEaQuIGy8bNuXN9MOqpnuhCd763YJ8QRn2eeP0YHRqvgeSzF1+drD4jfo3pFjkGDszQ7dhr1Jh3bCBtlfLOhRGzuPHbOGFh5Ryk46yCqCKbNd7gLJLXJprEGib/EL3llmVuXOF8wpgXd/N4a8dtYG6Ki3sPVlx6P9x9fb3HahyRPc2nyhCeBZIyysUCyN2nwbPPNX7S8GGWnNGcRpIOKY99rv+wR83XGkBwH4wpnRg2VUmwqESRZz8WPw81Gb31/Lc1+5hfhaiejQSwa1AWyM8b0sS2YVu057PH1csRGPVYBiSB1dp5iJ5+Xazv6ZqWIfi7P/LSj3aTBoQYpxu3C8SbNvvk/P26nI7VN7X2QKMZUip1fJg1SIGlW5rpA0h7L+F7YovVAGtLNd4HEh6NHprlal3hFbPIGy0ptbrATICD68ylDRUSDxc4Vr6/Qhbpu8a3NHxUWTBdNtVl+c08keR82rwnERoPRqGGBFkGKtPojyYR+XSg9KU5E3+SGkbdwSiNvrEh3wkhLNQTWAYEEogp3i1jrn6v9cl2QIjTeoLpPGVO72Alo3pYyr7rDG1PReEFpxFUaWkJcrKlz5qoGiReHrsRT3+wUOntcb6e7496k2LHAUFnHAkm5Pxf08jE7VNfiMM9kOqNcVCZoDmBlmknCyF7pQkiwSx5HAvh88A4yc/ExzqNHEuMXuJq2w4KMU/AYbqr6SYFth5ht0tX+Kp5Sonhnm+HokyeM9XaxATBpyHFh0iBTIDly9sBvRorLMkomUuy8EEjMORP60JDcNPEYT/+0vb0GKYYoVauNc7f5IeckR/q8RUa75GtURYx4bPV90dJKO8tsNs1D/YggccSMm4eagaOhkpW7D4vUMY5yDO7mfYpfR4QFzT9/my/mD7/XrnhjhdjIkREk1aBB5cwxvcT54AbX768sDKjFt9HqW36+jopQgcSfd8cN9S/NjsUR261zzdE1xw2yeIQgkoBAAlFFMF3s7ARSGEaQ1AalxuiIukhS+xCZgXfNf/XPBXTik/Mdehy5qgEz5uLb3aet/b6u9O0Grf7G1e7o76bYLHQdx2M+giQX33KBys+pijIurL7s9ZV0xedldM7zS8TfpPV6vfa8idoCXR5fmT41oGua/sXOtt4frioUvam46HjG4By345JGDRI1gqQ2jOVO8BIWY1KcmVl8jcuz9aYq2Fvh9ByqgtAokALZB4l3itXxqI5104fk6C5+DO8sG4WKp1IZXuTe/itb89hXF+2261OVHG+iD5IfzXKlQJKPL2vQZCRBPeac+shpnOysZ7aPkXETgRnqhYWxKjZ/3mYrip/UL7rrj4xw1PKliyZSl5R44Q7HEVx5Pl2l/nJk6Zzxtg2dd5bvDahBgzGCJOeXjEpHIicMt32O/uCD3fcXa4voy3XFWmrdaIeUXBBd4OyDgMJWy2b78nQ0Fzu7FLvG8DkGEvW8cGG7el3daGczAm/gHh9sjsApXMYakRYfBJJMsnMVPeIFMrvKuaJvdqpuySwL+PX7emHzLR3suMM8j5ejPHLXnvn1mJ767vnqfUfE3JfW6w2aQJa57LpDmSY+OeIxW1vMcySKF+PM76fmeYw+sDW6mn6j1iAxvDhjymua7ESLbtBgovibG4/yMWTRtq202kltWPsVft0qgUgNytZqkHg+qQYU7Y51ttf819OH63VY6U7SCM2s5Y8bmkNHD8wWAkRudNhqkDybNMgoj0+NYg3C0liDpL6XZP0Rzz9folUT8rrQa5dOosfmjDZ9HxZCMoq0aPvBgPU/inRYfD7zu/Fi0c3v7X//sM3Bwc7I/03Js9vECrS9dF7X9jRknkPuxhbuHDekm/jM4c+pvSZrJplD1Q30Ny217prjB9FRPSMzigasAwIJBIyftpTSiU/Mpxd+traOJRJrkMzaIweKBdvK6KxnFtn11zA6wqk9iRo0pyWGO4h7gxqlMUafXEXwjDt1ak2MPIyuxFVtU4vHCFKKttuvWuyqj23GqEJGkDiNSFq+yuPJTRX/c/5Y+vqGYykruZMe3XDog6Sl1sndd/n8mcnxwt2OF/N8PxalnBI2Z4LNptsdvJgZpNQoGSNImVodkiokeAFhxuJbwuYZ+Vodkqw1Uc+GOpccIkgBEEgsNKXwUeuQpIjlaBGTnZZIT50/jk4akUunj+7hINhc2XwbhcAdp9miSOr9pEBy996Wc9Yfm29JerLtNckIDT+0jCLp9Ue53qfXycfkWjdve+1Iwc/pYMxgH+qfooGpA7Pp3llH2TW+dpVix/TjyPGQ9sixmfeoP6h9syK1/kiSkRJPE/t18bpp7F2fbtAbwl53PFLrAAQSCCC8U8Zf4msL2xfloaYtiD526jMZF+bB5vFvt9LqvRU06+lF+liaDI5wapqdGmnZWVatC97lu21WvuL+La0iR56jRd9sKNbFgp1AMthLu65Bsv8o+u/FE/TL760oFELLOF61NmhzsTuBlKoXRPPr+mBVoaj18TaCJKMTnOoku8wXaHNb3bXPSGzvX8MLWI6k7T5UY7egNEbMMlIShAg5XkuzY86Z0NvB8txMHZLxsbOcpNgJgWSiSazKuL5dXNYhqe6CRYrFt3yuQOCsWWylIYLEHDu4K7140QTRo8Yo2MwObWSvDLt0PdYo5vog+Z9iJ0nV5oJ6POX03VZa5XP9kT/IMcrImlqXBOz53eQ83YDBlUmDyoVaFCkYEST+jJSM6h2ZDnYq0gTnh83mBNKX64pEel2s5lqH1DrAYBaAgLBidzmt2mtbPBZX1jvUfkRFDVJr+NQgqfUK8zTraLUGyWjUoPZ92VteK8TBZa+toEteWa6n4r20YBfd8t4aOubhH+nKN1bS5a+v0O6rCqQmn1LsxudliVQ25t0V++jat1ZRi4seSCzMZG8RI5zn3yMjSd/tZ/768Xq6/3NbE1F1ONIFzhUyRY1TtdhUgZEpduq6MF0KpJpGuvWDtXTpa8uFbSwjBY/x9XIESf1i5wX4RVpPFDOoNQPG9JhMJyl2nKYlXezMLr7Ga3VIqpNdqCJIqtW3KpDUGiQztTPepL7dfPIQfeGUmhCn23zzfHc1r6Wo9sUm2Ggowc9p7KnUYoggDfYxguQrxtelOtsBR/52xgiRrsl4co48flg33VTGl7oyb6Mu8v2U3wEEkrT7XrqzXN80cQVHjf72sS217trjBorNEACYyOsEBiKC55W0Ol477DtcSxkpGVHlYudNj51Ao9aIsPWxuM1QG2aXYqeIHO4Dw01X+TFYRB2oqKO87FRauN2+WznXtPBiVa1BEZGfllbxJcSRDLMRJEZdu3JayjIleqXy9YZip7ffN+soyk1PEpEZ40KYXxOjjofHzsLQlYvXbi3VkO2j+XFVYp1EkMprGuhHTYxyXj9b0PIusrPXyyKG64L4fx4/d4xIv2GDBrOoXd4dIkgpjhEks01iVcZqTnac/sfnUxUFanQvGC52agRJbV7bLpBcLz5V0whvSoN6d0mh//5+otgw4LoSNSrMaXbG5+TIKpsn8NSQEUd/BFKK5pqnHk4+B61tLXp/Kq4VCybGMbqz6wc2Qfns/42nNxbvplNHdnf7v/yZ8vyF44X1NoulQMORE06nlps/kQx/dg7ISRUbWD9vLaMzRvd0+b93f7pBbGaJ1LqZg4M6ThDeQCABy9lRVq3n/vIihheetg/ejKiKIKmL71Cn2Km1QHLH3WiewQX4EjXiV3i41s5SeM+hWiGQnO2+7yqroeIjDXYpdtKogFPTXPV5dbawMrphyeJmIz+4sHO9YFJfIY5kChxHk2SkSdYHGQXz/sN1NMBFz6GdB22phvzFK/sLSdRjISNI/FhSGL952WS7+g6jrTkLJF48sfCSluTeMFxrFus0gqSl2Kk1Ufyq200azNU3cC3TwJxU2lFWI3qMqGl1anoiR4yDE0Fy7IUkd4tlvY6nqIe3jmucrqcKUb47TyF+/UaBxAszhmu3eIfe7xQ7LYKkzjV+bv5sZaHEdVe5AbaD9jRGNNT0DEeOzC7E2SggWGYB7KJ53FDqMHA0/oWyneL7wZVA+np9EX225oAQo4/OQWodsAezAVgONxflL27+gJqiuRp5W+jfEVCX3qGOIKmpbge1hbFDip2LGiRegKrRpT1aPY0zgcSRQlV4GU0ajI1i3UaQDNddGTEYezi5qn2RKVFSLLA4MgpmGVlyhkynY0tuY1d7ZxGkrSXVukAw1hI5mlLYP563sBmBTEk0psy1R5Da5wCfe3Zt8qYGyViHpKbVySJ93ghQhVgga5Dk67RPsXOsQTJi1SKexVWKJkadvb+lQJoxxLfdf+MckWmi6vHk95N0sOP6o2BbbBtrjlCDBMIFma48b0upQ7aE/G7idGvm6hkDI7b3EwgcEEjAUjjd5YNV+8XlK2cM0Is/ZXpSKHDVeyfgz6uIAU5RCxW8u63WQElraTUC4FCDZIh4qXapMp3H2bqXzQ/sBJKhBslVip2ztDZvrZHVuhO+q3GxqLpGsWVzTaNjQ1dXAomb3srj1j8nVa/rkaiLVhlB4kiquJ4c7zAWhxokHyIMRl65ZCK9e8UUh3oFafN9qKZdSLCo4LcFD5vFlVlkHRI72akCm9POGO75ZCQQfZA81SBJFztnWDmeZE10GwUSL8gWatbX04e0R538qkHSRLb6vuDIUajqj5zWICGCBMIEbm7Nn6u8MSTroVXu+WyD2PzjRr7XnwDXOuAIPs2Apbz2y26RnsX1CtxbQ9ZRhDKC5Kp/TqBR196BsPl+9qcd9EmBTYy6w+gkp6fYNbfZLcRc1SAxe7QFsLisCSRnkYF9h229f1w9tyux6qkG6fih7pul8liOUpzc1EJ2iWrUwJRXNzpEkDgC5i69jlOYOBrEP+puubMUO5nCZuxL5NTFzkPBthk47XHyAFsBuDObb2NtEMPiyJsIj2wYu2bfEdHvSrKn3Pb+LnLyHMF0sTNj0mDlIl7vhdRk//4u2FchxsILtNE+Fr0b3xPS9Uw9nG1qBCkEAsk4RqQogXBBdQU1No1l19VPCmypdVx75aruFEQ3+DQDlsEL7DeW7BGXr5w+QOya6wJJS8vq6M1hXffYsTaCxJGaf3y9mW54p4Cm/P0Hmqsdd2cYU57YflotrO+SGu/W5pvZq5w/mWLnLJ3HMYLke4qdClvPypQJZ7AJQqqSQuesWaZRIHFEpdVkBElNr5OvXQoPhxS7JGNqVJxD1EKNDtjEVuA+imU6oLM56E16HcP9llh8cERyw/4jDhFGKcLUwx8XYJOGg1VOapDcmTRYKNjaeyHZH9v5WnrdtME5PgtEly52aopdKwukar96IPmDcd4Gqt4MAF84YbhNIH2nCCQ2q7nzo/X6OsXXDQzQ8YFAApbx7vJ9dKSuSTTmPGmEzaEnL9vWgI7D3MaFerBwZcEbVBc7F3UyvqLacHNRvMyldoYUKZ21FJ2y6gax8yyFjDQccGXz7RBBKq8VkSBnayFOtWpSjvdhxVqacWXSYIyoGAVYQmwMXT9zkFgcylobYx8gVYQ4iyA1Gmqu+LjIUyTT72R/JHcGDcbUNVcRJElqYqzDQlIVhFZEj9zhLn3PW4HEwnOsVockUy3VFDsZQequGFIEzKRBGzsLXZkqacbFLhARJKNAkvVH0xVTB28xWmbL5+L3hZxu/J6Vx55ThYKN8X0Lm28QTkwfkiM+f3iDS2ax3PvZRhF15k21G06Eax1wDT7NgCVwzv3LC3eJy5dNG6DvcvLuudzplQ1Hg40xauGpJslT34RwsPk2RniYRdsPOo2WSWE6SFtAcQokO9bJVDi5gLYzadDc3uRCV6bVyfuXVNU7rRFisaY6mhlFsTc23+q6mv8+pk8mfXbdsfTW5VMcokHs9CQd6xhnu/aygF+NpMnxSCHvMYKkONypTnbqmtsokJy9NvU2K+qP3MGudsbjJTHrYKcyXhNIKhxBYpFSrFm8syW2JDZANUjZWmSMa6F4Y4afv92kwV2KnZURJNvzGOf8Wi26NmOI+9RQX2qQ1A2AzVr9EddjeVNLZhUOwh81SCCM4EjyZM0oitPsvttYQh+t3i++Wx5Fah3wAD7NgCV8sa5I9P3gRcuc8fY2xbLZnVxkBhujIFJ7thjhmp7R93xLT8/bbnGKnbURJKMDHXPZ6yvoRyeW19JJrmdGMqVqC2UWB2xUYBdBUsYoBdjAbqm61bfK7oPc3yXG6WvmPkkSTsVSLc5dNop1avPtuBDjSFH3jCQ98sE1QSziThqea7c4cy6Q7M8BL2TlcPpk2Rb0vLPozJK9XSClOhVI6rFIiYsRES/9tTn5ElZvC7RAYoy25BKzPZBUxuU5pqSw4GZDDhlB6qW95wMZQWLhJ4WQrYdVq/6+cCeQVCHtL7IuSN0AWbCtTLwPuK+Kau1ulYudOt82F1WFLL3OuYsdlhQgvDhhmC01+9M1B+iOj9aJy1dMHyjs9wFwBz7NgN/wzu0LWmPYi6b2c+jD0ltz1dqhpSkFG+OiXDURMHLr+2vF70e/2WKtSYMXLnbs+FfqxA1MRe1TpPLzNvvmraqTHNcaybQkXlDK49BF24l3ZvM9UIuYGAUZ1yG5MpmTKT/t/9t+3atGsYrRt/HvcuF57fGDaMkdJ4jGnepC3JlAMtqB2wSSdgxS4vUURKMYZIEta+jU9D553Iw1T5wCpdqAO0sfVG/L9NPi2wyyzszfFDuGFxbOzj2fd+lipzrpBcqkgcnRm8U2UmWdbZ7z06Uq9WiBjSBJgdTsUH80w4OxiCfUOc/HW50zsqxrc3FlSAWS2s+Lj3sgzzUAviBrV9cWHhEuu9zL7U9IrQMmgEACfvPLjkOiRw034rxwap7D33uFOILkjUDydwf0raV76YrXV4gohCoGOFrjStSocG+aE5+YT5P+/gP97eP1dNF/lwlHLCPGJq/q87iqQeJ+OO2F7SyQZAQp3mUNkrN6H1l/4sqG2ygwfvPMIvpwVaEPNt+uzwvvzhtTxNTIgLOxGeeB7IXE8MJOzlN24lPhyCifO45Qqaljag2SsebJTiDFu0+x86WJqFURpBwfUuy4vsdoJS5Fs4wgyahxIE0ajE52lZrAZ9MLZyYdgYhySIF5oKJeF9M/b7XZe88Y7KdAUsbJY1Zr8uR821QUWoGkik1Ej0A4wptnXG/EyNQ64yYuAM7AJxrwm+e16NG5E/o4NNBk5GIqXGqQjP1/rOyRwiH8bzeWiFQ9oxhQ6xRcwQYK0pacHQG52Ps3Ty9y+D9XYsuZcJJ1QBzxkL1j+Hm4bkMVGc4iSLyAdpautLe8xqlJgzOBwbzyy27xu16rbTLlYqcsCI1RmNt+NYw+uPpoOnlErtPFmrO12i0nD7GrXVFT7HjxKcVPoSECtlMr7uU6JXWH3L4Gyf5gyOewjT3WfQ1SgE0axHO4FEi+1a2or12mCPIGCM8rY4pdIKMKXTu390Iy0yTWasHWV+vzxu8HZlNxpRgLR5bG93Os1fIGdY7EG46h3ACQ5ilDuwffoMGZiAMgHPnN2F7i95UzBurNrgHwBD7RgF/wDiYv4vn7+7JjBzj9H7lYEg5nLiIfQY0guTFp8GfxpDYdZQFjfBYzdUjuolvOIkXGPGpnwkmPIKUmUK6WmsbnjW2feZ0lozH2EaRWXZioURO7GiTDos2MG5vR9tt9ih25XHxxcTw3LVXHoJ47Zy521xw3iL67cTo9eNZIcZ0bv0oRy//dJyvZqVGDFPZq/ZFDip27CJKT1yZrwYJVg5SVYl2KnXHMMsq4Yk+5SCvlRbMqvAJp/ewsgsSNed2REGfdePK02jWZRirT66YOyPa7AFytYzPWTcl5Lz9yQtEk1kHEBciMAwB/YTvvb/40nW49ZWiohwIiCAgk4BcvatGjX43sIULZrhYxnH7HdSyubJQDiTFg5E6k+fMlLxdo0nFKFUxmm8Wa7dkkhRAvvrkprzvzhnLNapujCFIgLdtVLn73SE/S3a/sBJJmVMDpYWq6lFwQiRokOwlj60XkCVkPZcSZ+5Wdi52J3Wm7xq1OFuV8Gy8k5aJatfnupEaQHASSo4OdQ4qdYXieBFKK4kgWjBokqyNIqgiRdWor9xwWv3MzEj3WgwWiF5IZBzurI0jS/ZA3f2zpddbUHzFqSp1RZKrHtEdGktu+T4FE3bhABAmEK7zBMLR7Z6e9+wBwBT7RgM+wWxk7wzBXTHcePZKLz35aKkoo6pAcUuzcRGn8WcxxAaiEn9IYqKoxYdRgtmeTFHksWLi2yG0NkpZix/8nIwY7tPOQl50qajakQJKirl2AxdoJpD5dkkXUiaNP3HBPZYgWiXKHHIsRZ/1T1C8zM/1V1AWau/MoxUt5dXsNEv+7fJ37DDVUeg+krq4jSMbns69BcuZiF9waJGeprxzx8zUXX00LlMJRpk/2SE+mWEWE+Ju2ajaCJF0K0z0JJAvH0zOTX2uMiLiykceK3TaRON3P+iNPY1anW6jqjxgIJABARwWfaMBnXlm0S6SrTe6fJXrUuKO/triUi83Qpti5iyB1skQgsb21MRhkpr+StxEkjqyoC/UmQ4odC4ByTciwk5mMIEn6dU2hNG1BycdJLnJdpdixrTHbhTtzq+NIgqcNOlcpds7SsNRbzESQVJHiLMVOkp2aqFtT12uvk8VYHxcRpF0uI0iuU+zsa5A6hUENUrxl6XXGx2NXKBW2YVePf2BT7LyvQbKyVw9/Xsgay3eW7RWfhxxV6ufC3MSf51FR5xvvjIcKdR47rSMEAIAIBZ9owCd4sf/2sn3i8pUzXEePHARSKCJIxj5IbiJI/izmZIE6Y3SxY2Qnb3e4yv6bt7nUdQRJWYwbG8iyUJNiSq1BkvTNSqWU+Fhd2FQ1NNm52BlT7Hjhq6YVqbBNtmwsy8jIlKToSJ3LCJKziI+6CDRTN6L+vzsXM07Bks8nXdeEENRqkNi8oUZLN+S0yAPa/xgjSGrkzniuPaXYqYt0V+lvgY4g+dIDyVm9GQsitaaKU77ULDY1mmQ17bb1bPMd/AgSI98P/1tRGJDokTOBpL5fQhlBUuukUIMEAOhIQCABn+2sOSWL606OG9ItogSSuzS2OIsiSM4E0tYSW1NHFXaqu+W9NbogcTW2S15dbheBkkKIF07q4tcWuWpzcLDjRXpyfKxorKrSLztFiIk0rW8MpwHy/RuanKfY8f9yWp46BgmLqaMHdtWv99UK2CWPfbvFrgZJHYvTxZVdDZLnVDD11LmLIPFrkNGfIq2pLafBcR2HXPjLKJIUtVxvpEbqjLUuav0Zo54TpwYUouYpWdTm9cj0vZmoPzbfqkW6t6h1U1zTI93cGBbh6gI+Lhh9kELkYqc2GZaukDOGWC+QjMdQ3QwYkhsaBzsGKXYAgI6K+622MKCkpIQefPBBWrJkCSUmJtJpp51GN910k7gMQgNHJDi9jrl8+gC3u/XhkGJnFCqBMmnwlGK3rcTxtXOvI2ZEj3S69Nj+bsUbR19kMbaMghlrkOTiXtYDHdYMGnjBzotyFgB8HxlVkmKHTSU45YytvrmujC9zlCM7LYGy2pRaG1FP5tyMg0XYfWceRaN7Z4iUJz7nN/1vjf73bzaU2KV1qSYPzhatdi52ZiJIyjz0NCc5BY7HqEaQGBYtvNDlXk6cuuTKoMH4HLJJqf74WuqX7bGdi7v/XTlVRKiCUWDvLMXOGE30BrVuit8zfbOS9Z48HEGKDbJJA89nGenzZNJgdSqYdLKTx2LqwGyyGkcXO9tv1kmDTJijBAr1WPqzuQQAAOFGWH+i8U72H//4R6qrq6M333yTnnzySZo3bx7985//DPXQohru8VNS2SAWu7Pye5q6jzRp4FSYIy6czMLD5tsagcS1PA4CqdReIKmucQu2lTk1lFCpUI6bFDi8a2uMbKzaaysUZ/T6I01EsUhSIzfSeVDWIbGAvfvTDeLyH08YpEdVZNqSLYLkQiDFx4q/c58JttQ21mHweZCCxDYW92lP6t9N1SB5UfciIzzFlbbxSLMC3ahBSx/UBZKHmhIHgeQhxU4W+A/qFpz0KDWi9duJfWj22F7itxUpdrwwlkLbWQ1SIAUS18TJ9D5px+45ghSYFDtmQl6W2GywGuPGjTy+HKVly/tQoUaN1HQ7AACIdMJaIO3cuZMKCgrooYceosGDB9OECROEYPr8889DPbSohUXriwts1t6XHNPfdK8PXjTIhfmOIEeRWryIIPmVYldtH0GSkStb9MaW7sZRC4lM72KW7z4s0uzYKtgVUuyor4EX31mp9gvC1Xsr9Muy5ocNGiS5WmoV777LOiH5+8Z3C4QQG9krXTTVk0ijBl5cqothFaMQMEa2jKjLKWcRJDWNyEz6jtkaJFUwSPEsx240atAd7JxEkFSMKXZ8POWillMPQw2nV8rd/tG9M+mJ8/L9MhJQI1I8J2SaGdMjw+bsJgn0slnWIcmauPRk94LB6lQwruOTWGHvbSrFTrs+OEgC2xVoFAsA6KiE9SdaTk4OvfTSS9S1a3tdA1NdHfw0LWDjpy1ltLWkWiwAL5jc16v7yn4pVtQhNbe02kVg3GEUHc5svjnVicWfulPLz+GNA51dBKmxXSClJMTqC2+1Dmm/IpD4tfyy45DHFDumpLJefy4er7HIf/nuctpRVi1+tmtRK7UGRaZWqalyMi2Jn54f89E5Y+wWPDKyEusugmQQy8bIljE1z67Pi4cIkqsojIoqijxtZhtNCxwiSJrVt6xBMjaJNSLrT9rHHqO75fnbMNQKeDxSsCYn+P+xr9Yg8TyRaWY8Pxx6KwVYIck0O5l26imCZLWZgPp+CIRBg7MNBLkZMLR76NLrHBvFhvVyAgAAOk4NUnp6Ok2bNk2/3traSnPnzqUpU6Z49TgtLZ77zwBzPDd/h/h93sTelJbQyeOx5b+3tLaI3/2zU4QI2FFa5dc5YZF25ycbRL3MKxePFyld7mjUDBD0603N+vPz7w1ljXT2vd/TTScOtotC1DY0icjXF+uK6I/vrKE/nzyErlIc+9bsq6BP1xbRLScNEak+pVq6lhQ8LZrA4nX74G6pYod7S1ElTe7XhdbvPyJsgVU+Wb2fTjkq1+XrOFTdQF+u3U/XvFVgt7PM50Fl58EaOuHx+Xa3sZW0fM05nW2L2z5ZyfptqgvZtccNpCHdUu3OUS/NSICPTmJsjEivLFUEIZMYa3++Uw2Rk0uP6Ud3fbpRv87CURIf4/g+VcVip5g2j3MmhtT/j3H7/11S7D/6eKj8//J1FpbXUXNzs5621U85Vs7g9CLx2pV5xceZU/iS4tyPJVhw1IfHkxjr+X3rCXXO8ftpaG6qMJwYwhGNtlbxWS1pa20N6OtX0xkZnnfuni9ZmZdWjIvP752nDRMmEUO6pVj2WtXH4aiYel1qvEE59u/TYKNqzfhO4THPgXPUzyYAonk+tZgcc1gLJCOPPvoobdy4kd5//32v7rdu3bqAjSma2F7eREt3lYsvxUkZNSL90RMNzW1UWNVMtUVx1Fpr243ftreICgrsLaLNUNvUSq8UVNGPu9sjL5e8sowePD6beqe7nspbS+0X8tt27KQu9QfsXhfz/PztNKBL++7zioK1lJHYiW75oFhcf/TbrTQlw1aIztzy3UHaVdFM8XWH6aQBybpjHLNqVxltybU9bmNjI6WT7fUu2bSbhieW02WfllJ1k21BPyAzjnZWNNOnBQcouan98Y1s2rmP1msagNd4mUmdqE9sBe3bVkPH9kmixpY2IRE2ljXabdrzAm5QUpV+vgYmNFLvzrE0qnOdftvI9AZamtSJ+mfG09TM9v9tP/i2c1dTbftbdmIrlRpM+Q7s3kaV+zvp5zsxLoaO75dM83bX0exhqTQo7hCN75FIuyuaxCL2mvxE+mJbC5XXtVJDyQ4qKLXf2T9S2f4Emzeup2QPUaSi/e1zKr6l1u38rDlsH8UsKtxDBa0lVH3Eds72HKyin5asouqGFhFmP7xvGxUccIw8/HVaF3ptTRVdMyHV7vn4M+c3A2KpT3IKJVcVUkHBfgo1U3OJGurjKKl6PxUUFPn9eMflJVFNUxuV7t4sIlRPnZJNSfEx+nE4pk+SiEju27aRCgPZwb7e/j2zf/d2iil3/XkwLKGVBmfF07juiaY+w8wwjgOMqURr1rSbkljBtRPS6fNttXR2/za7sU7sRtTUEEddGoqpoMC+BUAwKdzfvilUU33EsuMJAgfWQ8BK1nXg+RQXSeLotddeE0YNQ4YM8eq+o0aNolgTNsHAPS+/Y/vy+/WYnnTi0aNN3aeusYVSyqppUE4abW4qJFq/iRJSMyg/P9/r5//bJxvox92lIvXq4ql5tGpvBa0pPEKPLK2m966c4tKVq3r7QaL5K/TrffL6Uf7I7vpOwvsbF4vLvNjbfKg9VWrw0OGikL7xva/12+S49x+uo10VNuF0OKYz9Rk0mNqoRI/qHKxrpdhMNrAop6TERDp21ED6aPNaOtySRC2Zfam6yfa/zJzJA8Rr+X5TKb29wTF99NhB2bRw+yFK6NyFbBvzNXT9zMF07fHtNUKvjbUd6+3aseaIliv4FVxwkuG2fKKrz3B5F+rWr47WV6wVx52P3Ygd62jTQftF/7SJY0XUJ0UZw0uG0/y/8fbXz5zh+jkTl/B5OSIuj8/P9+g+trFhL9FqW4Rq8tA+lJ8/yOX/FnYqIlrdvpgdNngQ5Q/uSoM5bfPb74V4bc7ozYmT1DsrhSaOH+v0cfjlXXJq+3WeT/yFwZ85+fmxdDGFD3yO/2rh473s4S38uvdvcZ8Yfmg7fbtzu359Uv5I6ubBoe/rCRQhu5zr6IYzJzt8f/nw8RkQjqSUEf2yUlzumpVF+fljQj0k4AL1swnrIRDN86lFG3uHEEj3338/vf3220IknXLKKV7fn09epJ3AcGPvoVr6er1NEHDxvtnjyf8W28l2/NO1uoXqxhafzseGA7ad4odnj6LzJvYVKWdznlss6kT+8PoqevfKKU4tk9sMRRBcqqA+f5OSyqU2keVWQMZxyus/brG5zjHrD1TSoVpbPRTXX7A4WLzzEC3aWa7Xxgztnq472S3Ybrtd0qtLCp00ojv9uLlU7LgbyU231cVU1DaTLUZE1CUt0cnY2o+11fO9T3YavXfV0Q627SrJifFCpFk1BtVtMCkhzq5myRlxSq3P8J4Zbp8/x9ADKCUx3jZHU2JFfRJHAxfuOCT+NjAn1evXgs+c4JFjEEOZqUkd6tiH81xKim9fQiTEhe84QWTMJxB5xHbg+RT2VZVPPfUUvfPOO/TEE0/Q6aefHurhRC0vLdwpFu/Th+TQ8B62xb63SCMA2dDRW9giXO0cn52WSK9dMkkUaXMPlitfX6k3XHXXB8lo0qD1RHVg9yHXZhLfbmyPALHoka5n3Ljy2ME2U5GFmnU318OwQQWv77lR6qeGdKtemck0OLczzRnPEQtHumfYitB50S6tvrmmKJSojUEDhXqePIkjRj3Nw7Q+UK7IUvoUGU0gpFHDz1sPmnKwA6FFmjTI6C3XQoHgEK+8bxJM9CoDAIBIIay/SXbs2EHPPPMMXX755TR+/HgqKyvTf0Dw4IX5/1bsE5evnN5uUuAtnTUraTZX8BZ2mDtU0+CwIOI+Pq9eMlGYDHDU5ub/rXFwrTO6ejcrBeRqTyEjm4oMRTYa3MeJa7EYXoxxWpnsY8QRpGMG2QQSiyGGlw2cbsY9SxjZ0FLCaXzMn050njoqUwfZ5lu6pTlr/BlMjI50VveW8WTH7gxp88xI10BXGC3IpYudel/5eJ4c7EBokaYjchPGjJgG1gCbbwBARyWsP9F++OEHkSv47LPP0rHHHmv3A4LHG4v3iManR/VMp6P96BIv7XerfBBItY0tYgxMtmH3f2SvDHruwvHCvvfztUX0wBebhKCStBgE0b2fbaRb3luj23g3akGn4Yaow8Yi54YJ87aUClE0NLczTepvOx4/bLIVSrO726heGXq0jJHOeK56lvB9VKHkSiAdtosgue8xFGjylN4vxsahVqGmO5pBtW/21AfJaEGuRh1kBEkyoCsiSOGMumGSHuLIarShiiIIJABARyKsP9GuuOIK2rJli9MfEBzqm1ro9cW7xeUrpg/wa3c2TRMNZvsXqcgGq9zw0lnn+GmDc+ixc2wFwv9dtEtvZssYAxEstt5fWUhzl+yxq0HiOiB1scVpe852S7/daKvFOmlELo3qZUs3ZPtkZmC3NNELRhWS8pANyU3zqTmtLpBqG8VPOESQMlLi7cbA161G7UNlhkuP6S8MRDii6AlezKUrIlbtVWQUSFyDBMIX9T2rbkyAwKOm1UEgAQA6EvhEA25hIXGoplHUyZw+qodfjyUXL6JHkJuGqO7qj4zRI5VZ+b3oztOGi8t//3IzfbS6UFxuMdQgSR7/bqsQXjLDjvvy/Pv8fDphWDdxnc0fuIGsGmXgGqf5mkHDyUfl0sieGXaPyVEl5lgtzY6RolLWTnmbmpabblsA8iFr0AYbCEHiLXlKHVJAIkhezhGOCv3n/LF03FDb+fME17A5jSBpqZAMp246ND4FYQX3KuONE6ZzYujfF9FEglKczb3AAACgowCBBFzCIuYlLRLzh2P7e4x0eCJNq0FiahThYQZ2rDMuap1x+fQBYqzMn99bSz9vLXOoSZJwqt+j32zVF+JsI330wK4iXY+bT7KuWltos5kmrY6IG93WNLZQ9/QkkUrH6X0qQ7Q0PVmHxEgNxCmKjBq5cGVNrsIRM1m/xXCESr0eKsb0zgioQPI2guQtXRSRqUaQ+igRJDZoQE1L+NNVq0PihqogeMQrESR/vx8AACCcwCcacMl3G4tp96Fasfg9b2Ifvx+PC+Flmpq3dUgcxWK6GmpHnMFRJE61Ypvoq+eupDWFFQ7/M65vpvj9/qr9tOmg7bFlnx1OFRmhiRm23pbw37/dYHOvO3FEN7Fw5nQsmWrGArBnRpJugy0v6zVIuZ3pX7/Np5d+P9EhOuQOPmZqzQyfj3BYtN/2q2H6ZXbvsxqj26DVZKUmOnWx65XZHkGCQUNkpdnJOkcQHFCDBADoqOATDTiFTQ6e/9kWPfq/KX1FGosV6HVIbgQSR3z2ldfS/K1l9OqiXbRid7keQVLrDVzBBfqPnTOajhmULaI9ryyy1VCp/GZsL7pwSp5tLI1tDhEuKZC+Wl+k38YmEd9vsgmkk0fYGs2yUJFpdoNz26MN/PtoLYqkZtFxGuCk/ln69e6aiFKjQ0ZYmKkCyZXFd1xsDHVLTxS/gwFHtu44bZgQEX8+Zajlj99kMNewGo4SSgGqmjpwpFDOMxg0RJpAQgQpmKjNm1WTFAAAiHTwbQKcsmLPYVq9t0IsHn9/dD/LHpdFCNuGFx6uFQ05SyrraUdZNe0sqxG/d5TV0K6D1bpjnawPOW1kD481SCqcMvXc/42n855f4tSNjhe+LJBOPaobffTLRmpOzKDjhuTofx+h9XraV27rb8SUVdlEGqe3TRnQbsKQ3yeTFm4/qN9HMm1wV1HDpVpIG5mqPA7D9U9qjyUpmrJMGCLwDq6ZlD0ruWL6QPETCLx1sfMW2Qsp0UnfnP5dU0R9mitjDRBecI2k2Q0UEBibb1UsAQBApAOBBJzy/Hxb9Gj2uF7UrbN1i265w/uH11Z4/OLt1zWFDlU3ivQ6tu/2NoWG/5cdzWY/+4veyFUysFuqiPKw0IkpT6OUHnmUqAgZo9iRiy9eNJ8+uofdYuCKGQNEipYxDZFNLTgSptYjST64+mhasvMQXTDZFsWSPDJnNI34ZbeIesmeR8Z0sFA3iXWHlVEsb408vEX2QlLrjyR/O2ME/bSljE4ckRvQMQBruGxaf8tSgYF5kGIHAOioQCABB7aXVuupZJdN870xrDNOG9WDNhdX6YtfLpQf1C2NBuakiVQt/s0/XNvDRb9vLN5Nf/tkAzVqBfve7lJ2S0+iN/4wmZ78biv9vK1M7yPEJgvu4Boifi7ZRPbBs0bSuRP6COtvoxt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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.subplots(figsize=(10,3)) \n", + "tipgraph = sns.lineplot(data=tips, #choose our dataset\n", + " x='total_bill', #define our x variable\n", + " y='tip') #define our y variable, which is the variable we want to see how it changes with respect to the x variable \n", + "\n", + "tipgraph.set(title='Total Bill vs Tip', #set the title of the plot\n", + " xlabel='Total Bill ($)', #set the label for the x-axis\n", + " ylabel='Tip ($)') #set the label for the y-axis" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "c037877d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[Text(0.5, 1.0, 'Total Bill vs Tip'),\n", + " Text(0.5, 0, 'Total Bill ($)'),\n", + " Text(0, 0.5, 'Tip ($)')]" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = plt.subplots(figsize=(10,3)) \n", + "tipgraph = 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.set(title='Total Bill vs Tip', #set the title of the plot\n", + " xlabel='Total Bill ($)', #set the label for the x-axis\n", + " ylabel='Tip ($)') #set the label for the y-axis" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "e5ea29f0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[Text(0.5, 1.0, 'Tip vs Total Bill'),\n", + " Text(0.5, 0, 'Total Bill ($)'),\n", + " Text(0, 0.5, 'Tip ($)')]" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "tipgraph = sns.scatterplot(data=tips,\n", + " x='total_bill',\n", + " y='tip',\n", + " style = 'time', #set the style of the markers based on the 'time' variable, which indicates whether the meal was lunch or dinner\n", + " hue = 'day', #color the markers based on the 'day' variable, which indicates the day of the week\n", + " palette = ['purple', 'hotpink', 'deepskyblue', 'green'])\n", + "\n", + "tipgraph.set(title='Tip vs Total Bill', #set the title of the plot\n", + " xlabel='Total Bill ($)', #set the label for the x-axis\n", + " ylabel='Tip ($)') #set the label for the y-axis" + ] + }, + { + "cell_type": "markdown", + "id": "84c3a086", + "metadata": {}, + "source": [ + "Pairplot" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c2d23cb1", + "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": [ + "sns.pairplot(data = tips, hue = 'day')\n", + "\n", + "# focus on scatterplots mostly" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "8f77abbe", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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"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": "Interactive Pirate Plot" + }, + "width": 500, + "xaxis": { + "title": { + "text": "Pirate Name" + } + }, + "yaxis": { + "title": { + "text": "Scores" + } + } + } + } + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "graph = go.Figure()\n", + "graph.add_trace(go.Scatter(x=x1, y=y1, mode='markers', marker = dict(size=15, color = 'hotpink', opacity = 1, line = dict(width = 5, color = 'purple'))))\n", + "\n", + "graph.update_layout(title = \"Interactive Pirate Plot\",\n", + " xaxis_title = \"Pirate Name\", \n", + " yaxis_title = \"Scores\",\n", + " width = 500,\n", + " height = 500)" + ] + }, + { + "cell_type": "markdown", + "id": "6c324016", + "metadata": {}, + "source": [ + "Making wordclouds" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "b5ac487e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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quotemovietypeyear
0Do, or do not. There is no try.Star Wars: Episode V - The Empire Strikes Backmovie1890
1Listen to them. Children of the night. What mu...Draculamovie1931
2It's alive! It's alive!Frankensteinmovie1931
3Oh, no, it wasn't the airplanes. It was Beauty...King Kongmovie1933
4Magic Mirror on the wall, who is the fairest o...Snow White and the Seven Dwarvesmovie1937
...............
727I didn't know if you were lost. Stick with me....Usmovie2019
728This guy's awesome! He's holding his own while...Dragon Ball Super: Brolymovie2019
729Murder is murder, it don’t matter who you are.Black and Bluemovie2019
730You know what a lion is? A lion is a strong an...Between Two Ferns: The Moviemovie2019
731That was the best acting i've ever seen in my ...Once Upon a Time in Hollywoodmovie2019
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732 rows × 4 columns

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" + ], + "text/plain": [ + " 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]" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "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", + "df" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "5ab304ec", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(np.float64(-0.5), np.float64(399.5), np.float64(199.5), np.float64(-0.5))" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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rBrMeNpeF8xgdNV3aTaizcJ4PoVFtUm55HSi+Ex8GiGkl0JVv1SajRKDj1hkhZJQDfY3aa0S0Cgc4NxoP+fRr7LEQpJwlkEo3z7xzkx1SyTUc6taM4jEIqXkQ4kPSggDVkQmpeJ0Wku6t59wsAsPs5U6G2l3Lod/Y2HUr70l8bIqMyKlX+F8eb/EGiHnLZxwuhat1ResQ7q3Txtt0EDpHBjBNqHvKomP9xRGu6KY0Ge6PPp9fIow2qfdCUUd4xS1gGhZ5DHII0Jmgv/XfAKODjbHUcZQNMLy97G3qtn8VQukN/HHdus8gsvc7UAfrOec7GVLV3ZDKbtauKT15CuMQ3GWQ8jdCzNsA+cRjkI//Wgs7N+2BVHHblOtwDORVm13Q3/jPEGnbRsf4NmnxUHQdQs88CrXjKNTBRig09lWfSLgp4hNIjlQYKpYj8MFbkAf7NKMZI2TOEXV1DThx4hS6ujqR7nbh/hu2YfT1Z+C482H+bQWDEaqiQA2HIZotWpSEjLWiaO8RZ0OR+bOBM8dgXLQCUgqlN+Z6XQgwmQzQG/QwmY2QdBKn4Ggr9K/2iLCn7HKnwGIZ9xxp3+kZLpiYmDV5WTU9JEnHc248dDodUlJS2PlJFmqgAcrAG3z+BctiiOYyQJ8Ope9ZqPIIpJQbIdBrogXQOQF5eML3lVAHEKgHRCMk68pkRx/3XEhwvkVYLI9AFBPxHnzw+1+G0bgZRuNN7PEqSg+83v+a8CkKd080m7ziw8Xggo1wVn4abn1oM08QgihAvVPlHz4S9UrpgomdA0ESsfmm5UhNn2XySIAHHriPV3kTJn7aZ3Sii5/wJL0Eo4VuEBWj/RTXp6vVp3lqBjtgyQYKbh77/B9/6n9jy3WrsWX7auQXTM/qfenZ3Th84DQe/cM7UV5VOPb6gX0n8OoLe/DenuPQG3T47o//F6oWF4+9f+zweex89T3s2vkBRkd8+Olv/glVS4qTnqTJsJCB5Z84tqqnf4S44yYPjdjFMUSCY8YrHnLrCc4zU0ibtxv1nqcFlUA5x3Pn7AkTi3ryGMkbXnY7lM6zUAOjUPpbINfsg27FHVM+S2xsYlHHxkAh5oSTtCpDaT0enURFDrkL9pnz+ILeBNjHc5mUw6Xc+axn2uTQtu+cvbRqNlxKFmpEbuBJRBRcs8/lZHjd5dq/sfuECFPth6D6yAg7IRZcM/5eaol2j9B1E/bx70g527Hj0pmg6kwzH2N6JYS8dcDxX2vX6kCD9vvNAN3qT0HMWTthnDGo1jSIxduh+PqYPKYOt2jXXwK+A3nAluvuhehIheBww5CSDtHmvOD8/XPPPY8nnvgdGhqasHLZYty3bSP0+cXwHdoL0WCEEgxCtDsg2VMQamvkRYCgkxBub4HkSoc+ixarBkR6OqGGyZOaP5BH7HKn4nv/8QtUlBfBYDRg89Y1eOXFXXhv72EUFuUiLz95YzkZ5Chdd921+Oxn/xDPP/8i55XvvPN2fOxjj8DhSH7+FkwlEEzFEIyFEO3rxvgZovsOqN6zUPzVEHVOCLqpJD7ynhFohGhbDcEyH5FLYcwzDofPQq/XQ5KyoaphJnKJojvq8RLM7E1TqJmIWJfjPr9gIyyKdGBTV5mU940NNBQMY/9bp9g73nTDMthTEhOGpgNtg1ZhiV5PBLr3Y/nhUCCiGS+dWSs1IePk7wE63wfytvNniHVNiwYy2jPh2hvWYv2mpUhxjU9MhOWrKlBcmouyykI8+7s3eXUcj6rFRcjLz8DS5WX492/9amxsSYPCn5ZUHt9w1zBC/hBGukeQXZUNa6qVFz/REzLxJCRYmTGjlSZZVUF4/68ROfnKjJM5reSJoT32N5VOUVlQApAxFff/CvJgO5OjiFA12Qgrg21QqB55pIe9X6nqRg5fJhwCeX4jXWPHEnrtWwjv+uHM4yWyGtU6x/72j7Ixnw2C0QLBTEYg8YRNN6msEGMyDBWjkJVuDj0ZdJsgibSQCUNW2hGWz0JVBmHQXw9JzIqyKOkQwlDUPoQjR6J5Jqo9liAJxFql0KmNPxeRTzNzU0UQopDG70liITM1Q/IBZn+SEZYVMsZ6iGI6jPqtib0rYjtbiGwS957JqdV8i3rA4ABMqePvkQGO3cv0u1MZHOKudfL+ZjuRBhsEyudGM1wqRZ5m8RCEwq2ck050P7PHacvWFs88rjDU4HBC0iEZOmW4H6LTDfPqbQi31XOp3oVOlqdOnUZzcwtXX5C3KVqskBwpkAf6IPu8EESRPVtdajoC509CtNk5L83jliRIrjSIJjPCXe1MGLtQUGTxK3/+KSZhlZQWYMu2dZBo3zoJy1ZUMjGLwsdudyo+9vG7EAyGodNLMJmM2Lh5FWxWIhGJHKKmzyYDXlTr9fiHf/gq/uzPvsyvkfF1Op1zOp8ar4IeEnuPlB9WPMc4ByzoUrUF2jSLNFUeIVcYqkr3wnwZPBEm061MrgoGd/J9yYta0QmT6U4IggN6/SJEIscRDh+FKNr4PUGYPZJ2sZj3wtkJnqlOQnFlDrLy3HCm2iZ4tJcC/tEABjqIfg5mWPNIaCIOUS3sEBNUkFI25+06nDZ+TIbFauZHemZqwmOjC58eWdlpnDOfK7QVNpGhBJjsJrSeaEUoEEJGWcacI1tkRGPeNJfcePsvrN460ThJzCJnCZSBNt6u3HUOymgvxDiClkL5YsoFU0rAZONcNi8epltQBcYncXWkkx9zAi28kokSUTnVdCFTHgHls4YgKx3QScsh6Yj0EoYopEYNjp6Npl5agqDyFhvl+B0TmSMSOQtRSGfDKQutURanhbehRj9PzEydbgmvyGWlhY2uKBLBzgSdWAVVIfKWBZKYy4ZbwPSkI4GOxzDxehUoX0uhWYpwGKhKID66RM9jv4OaePFCpDpvL5QBClk3cl21GhrRUh80YVL993BrNDcmRSfZGc673grBkcMLhmlBBpfGrZ1ILcw+5QdSofq9CLc3QJ9fDsFsRaStDpI7E4LJwgZzLmhvb0dbWweXQPI9LYoQbQ4YSqqg5gaY6CZEXxMMJlg3bIOg00OVZT4HRAaTnKlkQWFetgZqKAjRSguJuRsTuu+J2UygcPT4Iauw2cbTc/SvOy11LBfNhiu64Cakpc+ttI62l52dzY+ZoPSc0PZBCzDK+Y60Qiy4boxAKujcUEOdkEc/gGDIgKr4oIZaASWo8XQo7yt7ofrOQA2TNgItMIkYnQuI5Dx5oXjPQLTO5g1L0OmqoteeAXr9Og4nU6kShdfpX/6URHoHuigLmhwKyknT9UfXvwi9fjV7wPSe9n1LNHSt3ecm040Q+L6PQQejcQdEMeuiTOncvsk/6vQT52TQKiw7yZrgiwF5mCO9HjSdaEXD0Rb2EF3Z0RUMXRCmNCAwwPlhwZabcBs+XwDtrd04faIO265bA1eaE50dvag514TOjj5YrWZs3LICGZmXs1aUzrU2WRIpgxYZgVE/5LCWb7ogiDpNICOtaG5fy10+vaKVKEEsWAOh7VTUYGrlU2LV9dr7RNLoPAOF8tZkBOyZzGhOCpJeKxmi/O4cQHlvQT9NLn3KOZ59oiZqjSQS/4CMG93AtMKn7xFBIwWCSrWJZDAm/y5hyGo3DFIxJJFSFURQCTCpgyYHIoMQqEwi9j55zlyrSGxM0cr7jQjnIAoOSGIBh9VmPiQytpO4FzzW6PUkTn5v8pgnWk91pANK13GoXae4RIlLiTy9UCnVEw+KNiXexFQYbRB0ExcDCY9jwtimblTxjCDcXo9Q7QmItpSx12YLhU+Hs2fPY3BwgD1MNsKCwCFo0RW9lmJpoRgPpbBsIgs6brxiVl58/gjzBY4STBc94AQwGWNZ0xCIBLSaayJAUspmPkHXAS2MJArfaos3leZZc5qWkTWXQQj1aNEXIksZC6DS+ESbdj2yRxzWjK7OrYWs9RkQJWfUCNNCfPZ7k+5DSRqfH2J1v9p7Rg5FazAwsWo6SBKRhicShylsHX0Gna5iyn4nv3bJjbDi6YNApQREpoldBJx/pBMrjhvp6M3CK/IEoHre0T4PBjs1rzUGeo0Q9IXQfLqDa36TLZfqqOnBybfOoulEG7O1i1bka+FalXKmuVDlAKCb6s3SRev3B9BQ18Y53lPHarByTSVS3U4M9A3jxLEa7H7rEC8o8ouyLrMR1kAXuH/YD3u6nUPSFJ6mhQfla5IF1wFTuJZILCWboFt935xW53wT26ZfUFHJk+zKh9J2gmtr5do90EWNMImEUPmSOtTJk6+UvZiZ3bOOl2pGJT10S26ZnUg2+ftWt1b2Mi/QsdcqirFFSHLSmBrIWNvYm1bUXjauAjQGZ9xo2dBqBl1iL1dFgALxFzZcnuimMW4cfUj+umHltvo3uUyJanppomXxDHMKBEMeBCJUUfhbZ+QyKKVxV3IbphD4PBgmJeiDMjoENeBHuLlaI/zlFEI02+bsBROOHj2OkRGa/KdBojFPdxz8+uVXq9I4JAqUnmq+F0VXkTYXz7cRJuMa8mqlbsR1Ti0FQh42wvy2qRgwFowvqMhQm0s1zzP+nJnnHp38fcKcjLBc976mJmRL1+QRiSTFeUOB61lJcpEVdKJCDJhUrxrDcPcIDjx3DK//aNeEMoKAR1tJ9zb341d/9RTEJJVeyEOMhCn8ov22lC9de7tG06dJRB2lMJkQ9YInEUBUFdXnmlBX3YKOth783T99DpnZWj3i0hXl/EhLS8G77xzGFYMAJpzlLslBSg4RToijEoLJlvxNRUQodbSH1bZgpfDx0lklLucCYhiLaaUsckGCHFzWRCFhUceMaWWwnXONRAiTKrfPNlomYpGsJHlXRJoSc5dOu6i7HBDmZHjjvieYoZeqEAy/A1FoYU9XLy2CxCo88Zgthxlb3CbLxBTmTQAk8v5/sFoWEajErOUQlz0EqXAb4KTIQLQWmHS3a15N3ghfAGs5EXRp2RAtdujzy6Av0LwSKguicPBcEAvlHjlyBMPD49yCDyeoNCqoGeDMKq3uWonM+3JAsOVApRLQ6IbVgVqI2esnfSjud+Dr+0MgHXyZMaczwvKEpIhEkzcJIRitkLtqAN+AppzUflojRNAq2ZUHXcW1/LnJkAwSzA4iFSjwDfmiK7fx9xVZYeWsC4HNZcOGe1Zi3R3LtfBIz0HA06qF4EITafCEM6fqcf50AyoXF+Pr3/xiwtzvFQcpOHr8OPvOOfbIabIuWlOE/OWJqPaJIeWvgtJdy3kW1kLub4SUWTl/Y6SwXd4yiB0ruQkCSWoqHWf5NWJE8wKAWdEZ0FVeN/O2iHxSsForj1IiUEiJa6gDgnucmX61YHwRGf9vfI2qzDWKklgGo56OO947Sz5kSkQvRaV7hWoso5GmS6kJHN0H1/J6urU0RuXt0F/7txAcU0N6XKYzh5rOeR0n5SNDobExk2iHLrcIMCUWa4lf+Mee078DA4M4dOgIRkYmGmEKTSeDWDj4Yn6XxGOLbX/ivhI9Z1D5FHE+KAI10AxdmVaPP3m7yRNF6ZjotpwUWWChFi9LmMKWC2nFp2c8rtgj0blSExz3bMd+sdd//G8/cX9zLzm6mN9+TkaYPBLKK5Dov0KhRZm8lByuKWUtYiodIi/ZmQmRSkqItJHACKdmOXH9Jzfj2o9tQNPJNpzbV4vqAw1oOt6KkT4PdAYJjnQ7lxzNOiauDzYgJdPBIeil2yux6Jqy8VVY8d1xK8CpJ2igb4jr6TyjXvz6py/gS3/xMVxtoLC6O88Nq9MCQRI46i8Z5rai1C2/A5GTL3GIV2k+AvnMzvk1wmRe8ldBItWsszvZeMqnX2VJzEj9e2yEhdR86ArXAnETQuIN6SCtuBPhw7/TtnP+Ha1b0lVohCnEHAofgop+Vs4Jht/mcDKp8OjE0miemGT1zsCn1GlhO1ihkxZDr1uc9H6IFBYK70Yg9PJY+NpkuOmSHhsRrpSuU1oEI3OZJshhz51W3U31JS/mMJ+gHHCo/jQMxYv478DxvTBbbdBlmBN6xK2tbaitrUddXR0/qqtrWcu5ubl1gsEldjTpPJuIWZ4EqKznz/7sT1BeXj6n8ccbN0qN1dc34K233sbOnW+xKFF3dw+Py2KxIDMzHWVlZdiwYR0++tGHE9fukjEwpUBa/QCU2t0JSxY1KeBs3t9sIGb0xz72ML73vX+b8Lo61AAxZyOQMl6WOR0GBgbwgx/8N/7lX77Ff5eWluD//J9vcflT/CLo2WefxxtvvInGxib09PQwQY4qcWgMpF29adNG3HvvXSgtLWXtiIsBibG0tLTit799Cvv3H0BtbR0GB4dYmIR++7lg48b1+Jd/+Sds27ZlzuOY00zOjNaxWiD6YRWNXapG2bOcGybiB8X8xWnzUrHVAmlDF6/IR96ibGz/+CY8/tXn8MHzx5BZko5P/dtDyCpJh3zyCQipRRDSF7O04DQbhOBpZ8NkcOWyVrRcvxPiyk/O2nZu/eblWLdxKZoa2vHSs7vw2M9f4nrgqwmcEx7xo/2Mdozr7l+LjNKMORtIapZAohrkBXO7RJMD+o0fS0CAie1XAUg3ua+BOybNRuxglnRGGWs7Kz113JFIWnwT1OFuDomJGeUQSzbOvlokokXBGhbpoA5RSscZRI48zdeaftXd0zaI4BKq0V4o/Q0QizdefMtByrvDBVFaAwiJV8ei4IbJcD0Tt8jr5bwuL/Z0nNOl8iZiO5tNnxwTE4jI55h05fM0YbgrFf7RW5BXRQIPCuQIPcqgM4gQ7eNEOMpJmwy3UZGTdoomCBPMP/hoWdwl6i1x3nf6jjwk9KF0J66rvJSIdLcicPJ9BI6+i0hfJ1/GkisTosmq8VQS4DOf+QKXIZHqFBmj2GM6jzdZT1ghBvkF6DaYzcR0FvHee/vxm9/8Fq+99joGBoa4eQ2NK+axkl5+f38/amrqWM73hz/8Ef74j7/Axp/ENCb8NkoEkfd+xk/FwvUJQ9FUfpXMsckkL5rIa9abobTsApreAhwFkEo1ecdE0JrvKGP7I+M3PEySkjKGhobw6qtv4Jvf/FdecMR+F9pnzEulPH1XVxcbS9K1vvnmHXj44Ydwww3XzYkbEzO+R48ew69+9RhefPFl7kmglaNN3OdcoB3XhYl2zM0Tjp+EJ8cJEsUNZtpWnCGmh8lqZM1om8vKpU32FDMcuj6uixTTlkCwhaEGarXEv8XNJBDqwCKYUyG4yqCKJBdo4iJxiE7usEMg7VmS3GMCQcgDMZ2o7OMwGvVISbUz85nG9MwTbyK/MAtbt6/Bb//nNdTVtODE0WrOF//nd55AXmEmPvapO1Bcmodnf/smzp9t5AcRu/7jX/8H2bnp+IPP3IX8wmzsfO19HD98Dg117Whv68V3v/0/yMnNwCN/cBuKSnImlB3MeK5I4tGkQ2Z5Jnqb+iDqRYjReuykz7XOAMPWzyJEpCkybP2NCL33M0SaD7LB48iFqINKbMfAqNbmr7+ZQ8HUs9iQVTUrsYOIMAJ5rMUbmIhFJUncA5k0sHVGlsGUcpcmNV6VuiFd/ycIvvxPmiZ1xymoewYh1+2BmLcyOl6Jc19Uz0yeNofAB9u08RasnZ6cNBl044WCUIIBLjGh2k7BaNLEFiIhVmPicLuNhASCEI0mLd/N+VCqiQ3x54mcxPeBRGQsilhoXVzo5hSZVU0SeVTyRNyHCCIhASO9XiiyHsfeOM2EwpHeUZjtJmSVpiO3wgSTXduWFsUxX16aD6ljEYGKulV5e7hEKSagEg/V2weleR/UxndxuSGmpsO4ZD0kpxu6PCL9EBHXwmId0y0YSH6xr68/aeN6qWGzWfHSS6/gqaeexcGDB9Hb25fQ6JFxiElqkmb+6Ogo/vu/fwKv14ePf/yjKCsrHXdKqClH0XoWyBkjRcUzt0URq1atYKNO3iY9qCMdGahkIWSvh5BG4i6Dc05F0AKDfofDh4/i3Xf34he/+BVHAGhhMH1HvRA/aKzUAIPOU29vL0cEkgUd31NPPYPf/e4pHDx4mI3+2PEIAiwWimLpeeFB53U6g0znz2q1Ijs7E9nZWdi0aRPS05PX1Y7HhWfJE+jrXgzoBDgzHHCk2ca3R7WOVINmz9HqyohkRb1fKUdFzFluzuDVjDAReFhJS4TKNZHRDQeGoI7oAMpdTDqh9z+8gw1uqssBq82MDdcsRyAQQmaWmxrZoiDHA5POgoK8pQgGvDCbZFgdLliN/RCEHBTkSdDBisK8QmzdnApbSiYsZjMs+k4Iigk5WTqEF5lQkJ2KtWt2wO4qhMVihCOFaqbntnpTIgqC3iDMDjMk/YX9bFTLq1v7EW5lpzR+ALW/EfJoL9Seehas4JtViUClNAKpX3n7WAaTWtOxDF8S+xBIxrJwHSIHf8OelFz9NtHdNeIWdXhKIGeZcDucY14J/caPI3LyZa2jVHctlOFOiF010fGKmjGkBgL+ES0cSmpPNvecVqWKdwTBurNaaYciQ3K6oAT8kPt7WIaQeA7yUD8td9nA6lzpCHe383clhxMCGe6AD6LJAl1GjsbK5fwQka3IQzEiFCaxDjqDlDsNckmSTueG3uhHX+sAehr7YLQZ4R8JIOQPw5ZqgXKB2sfzAb6dqcYyfTHU0EGADG37YcgNuyBmrdDaIYY83JlJad7L+s58b1LdL/dhvjzgJg3uLCqRQLi9kSN0pB+NaLlSInz84x9DZ2fnFENHodlf/vJX3KmNQPcoNYmhDkLJhiRTU2dJtSQAhZxfffV1bpxAIVkS26D9UsiWtkfiGWQgu7u7OZRO2s6x/Cp9l4xKaWkx7HY7MjMzxmqqRUoN0iNO/WzsvIkii3GQd02ep9YyNhjdTw9+9KP/O+142TB5OgBvN1Sag3092tyQuSrpY+YGEydOorW1Fe+88y6qq2v4dQqvx47bZDLx52ixQc17zp2rHjtuMsDkFdO5WbVqFRYtSi61tmfPPlYC27v3ffbACWRMb7rpRt5G7HzTQmdwcJD3SWkB6lsQg8PhwLJlS1jNMSXFyY/c3Fw2xheCOc3m3r4RmByWOecjCawmNUviOiXLgdTsFCZl8URmTYdgzeB/iXk31tDeH73ZyfOIhcVJbo8l94b5AuRynOAwQAaE2q9RvalrIhX+1rtIcWgcZHwf+tjN2g/tO4VNm0sgSC6uZVOVkXEjpQxBFFSsW+sCVlOphU4jHemzoCp+qMEGiEjH8qVWLKvKB9QsCLo0SLY1cz5vfO6gcm1wYDQAZ3YKS2ReCAGAVse6qhu4DaBsc7Nh45revgZN0pLOJZ13Lmcw880rpJVAKlyteXnJ7MPs1HoUO7NZ6lLTnlZ5AUB9i6cLESbclsEM3fK7tLE4s3lbKoWb++qj8pyUDqF6Q6P2GSqjyqjQGlPMoQxH8Xkht9RDICZ3KADzynREejuhDA1ASnGzgY10tvJ75BWrPi9CLXXsaZOcoT63EMrwICJd7dClj9+I3HFFTIOq5rHyVmxlSAZYFHNhNKcgNdvD7P6M4jSOBsUmGbvbxhGiKwdtrFLFrZCph/BwG5QOrUJALbyGc45cvtRzGmrL+5qGORnn0Q6NSX0ZQYpZkcEeKLRQUmWE/F6I9lRIhrhSyjg8+ugjiJC+86Q1DhnAJ598Ks4ISzyx/vmffyWpcVDO9kLylGRMSKuaJv7CwgIsWbKYvVTqFkfeFbVpJSNABvj06TM4ePAQjh07wUaTcP58NYeni4qKNCPMJ0XhKgXBXaxVrCQgcpERiQctSsjDpnA3edgzhmUjAU0CleZjatZxAZULlG+XZZk9YOqUt3LlCmzevBHLly/j46bzSWMgY1hTU4O33trF54p+H3qdPOlDhw7j9dd3JmWEacHx3HMv8H5jBpgM/W233YzPfOYPuWey0+ng353GRcb/yJFjbJTJ86ZcMe2XVBxzcnLwqU99gg3yxWJOd3nniWZkLSuAmSQTyaBKIjOZKXxM/8Yz3aiWlQwvGWx67hsYhd5sZCUrcRr1qPRCN0pWFbDqFX1OO0tRDVjygqkRA024JldUgk8bPlHxue0fhcqoMThNzmRUPN0QUot5lS44CyC4o+GaJKAE6iHaN0HQOaEGGrnTh2hZCnlkV9QYe6FGKAwTgKDPhGgspHoJqIE6TRGGRBnCnVBlDwTJDjWSHGmFvDgxrYg9OxaoIG+EtE8lkZWyLClW6IzjPxt396HVbprW8YjqcGcq/yBGO9XvkqGS209qOeL201C9A1E1IB2Xm1EdLzWQEAvXch/dZMuDWOXLlg7doh2cE46BQmO0vblCMNm4w5FUuon7IFPbRFLfIqY+j5fY+JYUNtI83vzVkErWa8cx03ap4xKF7JzZgDMTqs1BTBxI1jTos3K1JgABKr8Q2MuifDN5ueQlh9ub2OsVrHZNKzgzjz8TrDnD52m8PpUWnVbodYm7VcEApGY7magYrweuCR9ohLwrDWnJg9xLGDighZ1rX4NS/VKU/0HiCmauG6YmD9RPWD7z9GU3wopnGOHG87Df8Qd8v4w+89+ajKQzcU0/9R+fDDrnNNlOzC9qEo4X6uEkCwqLEqhdKxlG0mleuTJxwxIiDr333vv4u7/7OhvkGPbu3Yd169ZwX2IiMtE8SRKxdJ9Qz3AWb5ll4U7HTgafPLuZwNcp1QSTI0S9pGle5lrhuYEWDwQytrTg+MY3/gHXX39twhwvLRBuv/12fO5zX8Tx4yfZYyeQIX722efwJ3/yRTaeMzknZOz37n0P7e1aRyn6bakT37/+67/wvxPUHiWJ8+zXX78dFRXlPFZ60MKHSGbHjh3nv9evX4fLaoR7zrfDaDchOGKHwWqEJc0OT88wHDku+Ac8/BqtnSLBMIKk7jTkRebiPASGfTj2+F5kLSlA9vIC2DITh4pKVhbwIx7SMi3eLxRfN66LnMjLyRhnmtKpFG/4Bj+nDiwkUC+kFGjF5UlCMORA8RyEYCD2Ie2PWnMdZyk2fu45woZVIGUX9oQ1T1HgztuUk27VBBlYdUeCaCyaNjIQT9vXb/sC9Nv/aMrFZHPbsOaeqZ40eX/Gm/6CH3MBGS5d+TZ+zDdEZxaMd/8zkvOdo+eCDFYCo8PnhrrT2DKgW3wTpEU7NA84Knl5oWUKli88PXlHE9SNzMvWjqsuUYekJeOG1FQZldGL7lsJBSGPjsK4aOWc61N5/MLsryUFUQ9BIu+PohmTbm2OGBi0iXPKgookBg1akwZ+L85rsrigv+nbUGpfh1z7BtSuE1B9fWyABXs2hIJNkJZ8BGLGIs4ZC71ngPqd2qKNxZuiv200r03ymbQfrUZ9loOknD4ZDx6XcdrPa+dLQGSgm8PTlMf/sMFgMOAv/uIr3LM3N3dyDfk4UlNTsHXrFvzjP34NDz740bG5g5jd9fWNbKTdqU6o/kEI2YuAofaYese8C4eo3i5N8jQwANVLDk/yTk68sVu8eBF+9KPvY9Wq6bslkWFesmQR/vmf/xFf/OKfMJOZQMb4zJmzHEKfrcvTzp1vswGNnTOXy4VHHnloSteoyddWfn4ePvrRj+AHP/gR2tra+HUqYyMW92U3woTB5l60HKyD2WlB8bbFOP3sB9jyp7ejbtcp5KwoYo+4+0wrhtv6UbR1EU+sFEoNjpBUH92EF8vqnOOFJBkhlt6oNSJPdg9Mwlk/64UrJpoMTBUQTGWT3p26nVBbK0SrDXq3m3ON4f4+6DMyMfL+PthWrYFkuwrrlS8Rho+ehDEjDeaCqfWn4cEhjBw/DX2KE87Vy7mDTe+rb8NcXAD70ioI+vkU8JgsL5gkyVBvgGnZhaUa5hO6a/8OoEcCiIvuhWHRvYm/6CqF/lEqfZoGJNKx9CF+zASSI9WtuA+6dAtQpYn/Y/gsYMoATOkQaD8ffTbp4+EWilV3z/65tGxYttwO77svAMEALJtvhZR6YSSZK4VHH30YN954fVLtAqmhwg03XM9ErLq6+jGjQrliCiVv2rQegiMXSv2TUQ+Y3p3/qIpgL4BS+xwv/sTCqETtHLF06RJOD1AoOhlQhycK15PRjdVzE5mL6rvvuuv2GRflFLomUlcMFHq+8cZoxc8suP766/DYY0+MGWEy/sePz081wBy1o4G8taXw9o7AP+RFyDteY6bK4yQHe1YqnHlu5K4q4UnNluGE1W2DqyQDFtdFGJcL8XrsFEpKogvMlF1Nnoxj+ZE4ofsJf8d9T40aYK27OBR/EMHWFgTq62AsLIYuPR2BlmYYc3IhGgzw19dh5L19cN1xF0Lt7Rge9bBB1jkcnO8KtrXBWFDIpKFwTw90LheMefmaAb9MCJzYx4pEUurcSqOSQai3H/6mVvgaW2DMSIdoMcNz6izMxYWwlBZBNGq5PdkfgK++CZ6aetiWVM56Peze9T6KSwqQn58zexnDnOUI4/+88mHj2cZxoe/N+r6nCerACU0Mx1GuGdzoPSEEuqEOnQVSdaxhDF8rkLYW6HgLsOQBg6egmjMBZxUE69QFWLLnVR4e4DIlImSZlm5AqKUWvhd+Dn1OEQxVq1hV66LARo64J4lL+eYDDz30IPLyqDmHkGR3OQnr16/lEGvMCFPOc2hoUJutSJ52dXTRRGmDeRw3pxvrXmJCFpemymEo3cchOedex7948SLcccdtybd3FQQ2wlRiFjPCFKom0tpspUVUdxzP/qboA/WjTwb021CbxxjC4Qi6u6kiB5ffExYp7h4VNqdcMBnbo4/tQe/ZNmQuzoeol1hukvK+lMdkkKqdoqLtCLVqA9wlM+sGzyema1GX5LeneZ7o7wk7nfC5yOgIvCeOQ0pJQaCpEc7CQo2JK8sQzWYYcnJgyMiAISuLw4bW5SsQ6uyA7+wZja1rtyPQ1ADRYoExNxf6zExI1uQXM3Rxyh2NXEdJ3WVird+IiEVeBIUpufOMS+s8o/o9kEcGoUvTwmKRnlbIPe3QZSav0DVXWEoKobPb4GtohrkwD5LNCm9tPcz5OWOnWjQaYMrPgTkvhz8Ti6pQ2UL1+Tq89eZebuV2081a6uLpJ19GVnYGVq1eitKyIrhdKXjpxbfg8XpRWVWKRYvKUV/fjFOnzsNqMeOGG7egtqYJXZ3d6O3rR3l5CRYtKuMb/+WX32L2bHFxAe6488aLFgogUPP3yMgIAo0NCLe3I9TbDZlqJ70eKD4fe/10jVCkRNDp2Ounf6lNnmi18nVB7GxDRiYM2dnQZ2RBcjh4YXe5oEa83HgdwT5gNNosJfaDGbXUDZevUHUDdTIbOgdV9gOdbwLGNAi+NsDoAhIY4aTHEPRD7mmDVLUa/sO7IPd3c0tDebgfkfaGizbC1AwBnW8ArrUQ9HYWMdFy4rE8q6odmyGVuSN8PnTJXx/ErCWv1mKxzmleS0+ndpXjr9F9wKSyWOvJSyTzygYzfxswWAO175wm5kKlbHOEy5XKuVgycHMBheSJQR4/v82o9x0FEauoljv+OCgHngwofxxvS2ifRKS77Ea47MZlsLht0FuNcGSnwGAzocBkgH/Yi4zKHDjz3UxKsaY5puT3ym9cRooDTOpKFnygwQj8ngAiIZL/0wgrycKdN17APrL/fYzu3zelTGleodMh7Z77YcgvmCAeT+Qpkej2ERn6NDdkrxfhXsqridCnZ3CXFtK7lT0enmhpckUXfVPVJlRFYa+X3qcwtUjF/Qn6LM8ENRyEMkTtBVOheId54tJlFyHcdA5qmAhOOkS6qOuK1rKQCFZhIrfIEejLlvPENt25p7H7q88j0FiPcHc3GxEm5VmsMOTlw7piJfTp6XyciSDqdZCsFj7WCNUrtrZz7EIJhhAaGEKopx+SyYjw0DAks5mNMW0r9tsSWaKnp59Xpjffuh0Z6S4eqslsQklJISory1iOlCaok6fO4dFH74M7zYXz5+oQCAaxdGkV9DoJL7/4Jq92nSkOrFq1FM1NbTiw/yg3SbeYTbBZLQiFxmUjLwSyz4dgSxMb3lBrC0c2ImR4PaOa4Q0FodI+iL1LBpjy37Q/qsGma4r+jRlkg3YeuN+tzcr/6hxO6NLcMGRmw5CfD3N55UV56qHhZ6FGesc6R4n6HOgdd41/YJSY6n6AGqSERwBfB1RfGwRfK1RRD9XbBuidEByVbGzV1hcgFD8CNagxmdkAk2G7WDAZJcLKWcrIIExrrtUYwkSum4+NjzZGGR/CWDWE1ps5RVuAkOENDUEN9kBwLoWQumJqJ6tpQOVFRE6aS9kiZ75MVLc//tuSgZkvwzDr/okdH/JAcFeNV60kqCGfCRkZGczmJo90LqB7dHLr2GQUrsw0d8TNy+RBEwM6EVFvMkZHR7h2OAbaP9V3zwfmNJNnVGkrFoN1XLTBaDfDketiozvTzZ6xKC/KoJ59P0F/iOsm26u7MNg5zEZYjhnhOeCBv7sdki46UTfWY+itnZfUCNOkmLLtOjbC8SAP1lxZxZ4NhZlpEjXk5UKy2XlhQv1ITcUkMiLCXFrGxkifnjlmbMnI6dPSERkeZBWlC8mrs+HghhseZpMi5Gcvm5uOR8IQrA7eLhlnYgLTmGjxINNnpzlnMdLU6Af7MXrwAwQa6hDu7YHi9bIRZs89JxehznY4Nl4DY3ExG+bJMBXkcc5X0EmwFGvnjs+BK0XzfnOoxEtrHcifKSueEIigG4KkRyuryhAOheH1+ZGbm4XUVCeKivM5JE0lB16PthImz5i+s3fvB3ClpmD58irOKz3+2LOoqirF4iUVWLK0Ck1NbVy2kl+Qg+GRUeTmZKGktIhXxXM+93IE/poa+GtrOC0RbG5EqJN6rY4kLygSrWtlneRpIBiN0KWkwJCdA+uKVWyELwZEvNEE8bqgyn1Q5f6JRpjCz7EG7RIRqMyAa2WUoS9GjW8aYHBo5CprPmArguBeRysS7T0OYV84RIsN+iJNhEdfWAnFO8qRGyKFkYjHvICOJ0xVGH1RhTk6L0SAM2kkNGrrSFEB8oS5OgJz8oQvpN/45BRLvDbzZQNHOS6sbSR5wqmpKZNltbR5ig062ZSpRp3ngUmGJJnjJsLbyZOnxkrQaPHe2Ng4IzErhoaGpgkSnzQHEGFrPnDRhYga2Sq5lfZYeHoG+Eie8XwXDr18AkdfO4Wexv4LvrDu+1+30todVxqSxQJTecXYBcYs6PUbxz9AdaEbtL/10WJ/E4Wsx8pVVPaCDJkXHsanBuQUbuZa4FAAit8HZbAXuow8gJqSB/zQpWdrylE+Cu0IkNKyIPR2QO5t54kO+qkrVvLk+p55EoH6ev5uPBSPB/6aagQa6L0wUgwGmMvKp+SnbBXjrEqDi3qMRiMeTKgVYMqeeNzOVRObfNMNkZWVgdLSQrz6ytvR+s4MmC0mDlP19PTBYjHxQpHIGDELTiFo8hy6u3rZSDudmkdms9l4tU3N0e12G3/n0MHjiKxaim3bN01Zhc8EMpzk4VI6YfC1l+E5eJAjBZdqMUiKXhyNGB2FLu3iyUl6+62s/BXx7kPEf2DK+0L6xil9xgV7nJZw/h0TP1/2Ke2Je1VUZSnahekiINpTYFy2EZGOJpiWb4JCPIoT7/Pruuz50BsXAUeZFm4m75fyoNxyMhqOt1UCQ2e0xYXOClgLp5VWnc4YzVV68WqAYEmH0nOSIyFCSumcvOCYSIbFMh7G5juCdBioG59MKnQ2wDR/BFWqP3733X0YGtIa+ZBc5b59+7Ft29Zpy5s4lSfLXJ8c39iDvGra3nzgquorRY3raz5oxOs/2o0z72o1ZDRxUu6ZPe25bCyWF7lKECujmObNC/teApBRia30qABey2UImopQFk0OIkKNZ6GMDsK0fPP4jRNX9jO2IqVweW7p9I3JqZD+rZ0JDfCEj0UiGN6zGzq3G6aS0tk9+TmW6NBNde5MLQ4dPsGhLT0rigmoqCjB2TM16O7uw+o1y9jIWqzj0o8bN63GnncP4DePP8fv3XDjVjQ2NLNXwvkik5HP5fDICF+b/kAAx46exPU3bIVONzvbnrWgPR74Tp9A53/9AJH+flwukLSmZcnsEqGzglS/JHrYos0oEn3mAg3IPLUzpNSJZE+BVKmVuEhGMyzXTK9jPOftU6lU9g7tD3dc6RonTaL3hmtVHIFzbvcs3acXx12ZCG3hHh0j/TtZvpWrPOdpf0z6ou2Pe7HJQrtX9bFBa/+Qyl7tXiZ7UftSKXuizPDFgJjQTzzxJGtQUyiaypVIvvKTn3wUWVlZY3Pl5Lwvff7JJ59mlS4+ZFHkhRMxpn/vjHDL6XYceeXkmAEmZBalIbs8E84M+9wUhLh3+dVkhqci3sOfL4Ytyax97av/wjfD3/7tn2HjxrXjb0aNny6nGFAKJk6e8TdlvOGfrjF5LBT93h4tjzwL5KFBZogT4YyY3fN5fjIy0uC+1oXNW9bxDRJr93jHnTsQviXCh0AqN4S//ds/Gftebm42Hn7kHqgPa2G8yR7uw4/cjQP7j3Be+P/+7DtsqL/8pa9h46a1rDE729jJ6I7ufw9dP/0xk+EuJ4iDYFs+UUYwmYjShVyHk3+nyfuJry2YCxJuK4kwZKLvTbf9C8IEgxnbRmyfc69dp2tz3sjLZHTDAaiePk0/PzDKkrF0f1P6ieu76X2HFl26qLaLg3UQsymtEII62jbnWmS6V8X4eYc7pr2rdd+bpwVaPNasWcUlTqTARepjxJQmucy77noA3/3ud7jmN57wRXlmUsz6ylf+HGfPnhvTtS4oyMPtt9+CFSt+Dz1hamdYd7iJnxstBnz0n+/B1kfWcxj7gmQar3IjTKuxxsZmnDl9Hnffc9tl2y9pHc8LSFS9tUXzopOAPDKCcE93UkaYJrSwx49XH/1XrPjinSi+ZeaieFIJEqMhwPhrJZlc20x9QMvKiuHzBfDDH/yCPew//PQjHKKeDWSAh3a9hb7fPn5FDLA+Owf67OxJxxWGEmqE7DsEOXgGaqSHG0oIugzoLJuhsxD7d+4M+GD/97UmI9ZrIZmp3lNGoPvvoYTaYcr8KiRDGXeNkgMnERz4OSxZ36QYMiLevfyaEm6FqmjsVlHKhN5xKyTLJgqGszJdxPsuwqOvQ++8C3pb1CONgnLUEd8HiIy8CKP78xBN2sJDlXv4ddl/FGqkk0PqgmiHZCyH3n6bdpwkpjOfiMmoXkGQ8ZXPv8WkMJJ9pQVD5NybGkmNRExIW92RAd3yO+eknZAIFIJWOg5o4WgnqeFd5Hwr6iAWrQE8fRDdRazcN9/4m7/5S/Zun3jid8z3oDmY8sQ7dtzGBC1SR6MwOcl3Ut11T0/vhO5YlFd+8MH78dWv/q95G9OcjPC/P/QjeAe17kRzxVee+BwcaTOzIPvbBjHQOQxrqgUrdyzB5gfXjnm/V0st5nyivb0TO3fuwttvvXt5jfA8nEsm65B2bdKNwbWwtDLHPp0KrT6TIORNd0wXVQNL5RAuJzZfsxZr1izjOSYW4p8JxGoefvcdJgIqUXm9ywkp1QVz1aIEx0ZdpwahRLogmpZClKiGXkXE9z4iHpqog9DZboSoozKj5CFKbjaG/KDJXvFDCbdzCY8S7oagywL4tV4IAvX41RpsKMFaCJIDOsN1bCCp4xSNJTj4a5h0WRD1lD6xQNDn8kIh4n1/ihGm/SjBauqkAdGo9RMmrffw0O+gRHog6vMgWbcxiYrGR/tUBQr/Xpz/QdcyPYhjwf+qKgL11TAWFEO0O8be1zmTa1gyb9CbINgzIDcdhrT0FiitJzTmMkWrSF4yEoQaGJ1TznpauKsgkkoWNe4ghvzFzCuClgYjJb9I7T7IXTWQ8ldAyqrAfILKukgLnHoTU0vEU6c06U/K+1K4mQxzLJJCr8U3+SAJy09+8uPYseMG5o3MF+b0S5Co/Hjtr+Y9UE1w3UGi7wPpBW6YHSbWivYO+zHYPsifX3/f6qRCyQFvkDsFpWQ6ULIqnwXt5wuOrddyuQwTknx+TbSfnvsD3DFHCRBZyR990Ge82vNAQLvJLgFIau7smfMTOnR8mMBqVbTyT9IQUy5YTEDuuppBIWp6xIepZoPv3Bn4zpxCuIvrzObsxepcbhZkoVpwYjuTWAndUzSRUjkZtVyUvT4meEUGBqAQ0SsOOqdTI8BNggARorESel2GJrdKD3pd50Z46Ak2zmqkmzXQ5wJBlw5FHuCHBDJKHRBEYrtrxhkKlawFoMpDEHVZPA6C3nFbtNzHRBcTG09Rl45g37+zx86fFY0QdZmQTIsQGd0JOdTExlkTxSFDR+0meyEZl0AQNc+W9NrJAJOBl0zLIZlI0pYm1iBU00reR6y384Ui3NOFYGOdFm0TRIR7Opi8yFEPWeaSM+IEOK67WevEdZmcCMFggZhVBcGeDsGRzU1beMlM7PoRakrSASl/FefRLxTcUrHu5fH2hf4+9rwld+XFjz8chEClbdSAh8Lpc8wzzwa6l6kumchYlOslqU+qH46RrSgETcaXFtpEyCTPmARFrr12GxOxqJ7b7XbNK5FuTr/EpgfXIhwcN0ihQBjNJ1rRWdvN77nzXBxGpgmDDGp/6wCOvnKKOyMlM2gOC4oCdwmi78wnDDm50GdksCemBkPR/rFUkxnSXiOR/uhzrtWMey9QWwPv6ZMspDAfeOONt1Ff14jDR47j6NGT8Hq8+Ievf2vs/TVrV2LdutXcq5JWYkSNP3LkOM6dq2Ft2Eg4wszfvNwcLF+xFIsWVcx605Bc29NPv8DbWrlyGVavXsGGRWsV5sHuXfvQ0NjEZTwGo4HzpRs2rOEaxkTQxAAk6FJSERkcSIrtK1mt0E1q9SaHIug73YiRpm4Eh72akL7ZiLJ7r9H2I4oYbupG85tH4OkcYK84tTIP2Rs1T2+4qQuDNW3wdg7wdUciMVnrKpBaTiVxMjr2n0Vo1A9Tqg3DDZ2QgxG4Fxcgc00FJKOe3xtp6Ub/2WbWlfD1DUNnNsC9qACplflcjuftGUT34VoER7y8T/fiQrgq8mBwWBKf6yOHWJQl6TA0GfniUpgrKrlunEqMqFacexTrdRD1+miZk8xeNl+XwSAvEIn4JY8OQx4a5t8hMjTI2zIVJ/jdaNGsSwXoEf+ysQph8kSpA5gy9wWhIKVBQA1UmRqahKGEWyDqqawsC6pMvwuxwUPciUzQk/hKtJuUYeIYuaSIxRMk3haHynn7KRAppC28Ddl/HCKHzCUokV4oYRLjVyGZqeFBjMdARLIUDnEroQb2skVDLkRdBkCPeQCVQYW72nmRRNdkpKcbhnwzFKr3pvkkFNRKDC93BI9yvtT9LNq+kBqbxKCa7KzBLrqID3Jx4xK417QW7tbqoefpOFUFqn8oqldwaSoIKB98+PAR7kRFBpe82vvvvxcVFZowD825kqTj+ZFaG1IpEql0ERkrxi2ZT8xpi0uvj4Z7ohjqGsb5fTUoXlWAGz97LUy28RUf1fR6B73cEamrrpvZpbOBPF824kmSSOYC8sLYEzOagLloA6gqht5+k3Of82WE6+oacfTICZw+dQ6dHdTXVMW+98bLP5wpTixerLEC6TzQSu35515BbV0D/D4/wiRKEAwhJcWBLVs34Utf+izryU5Hsad+oW+9tRu/+tVvkZeXg5ycLL74tEbZQbz22lt46snnmWUcK/anVWBLcxv+8NMfiyrzTOkyoJUPlZbBc+wICyXMBFIGo1pnXdpEL4sMaPu+0/D3Do/VOeoMes3z4/0AI01dUMIRBAZGEPYE0He2GWnLiqG3mBAYGGUDPtray99RiB3ePYhVX87m77TuOgFPRz8yV5fB1zOE0LAPA9WtcBRnwZKRgpHmbnR+cI4NvdFhQfeRWoS9ARhsZjiKsuAd9aHzUDWGatsRCZKXo8LT3scGPLU8FzrTRM8+MjTESmeRPo1JOSPIKJrNXENu33gN7GvXsaTpXKIF7JUEA4j09iLU3c05d1roJC5Pos5mVAc+zAaRvFOWYyQyj+IDRCsbvrlC1LkhCzqoMm2TBEdaIejz2JOlnC95piz2oQxDNNKCUfttlcggVGWY962q4ehY5KjXSn9HG5uIZt6WqC/gHK/efhNUmKGEm7h2WZBSIRrGy9wE0QLJtIL3LYfq+VjFcCFEQxGLjUB0aI0HJkFLM8SLXyh8P9C/k50IEkbRZ2bzQok6aNECU3Kna8x/rjQQtYXUvGqbJ4npUjPUbcwyP86NkLmSNcWpW5kaGtXC0fMBibbn04z7HCtDkgE5I7t378Gvf/0Y9xYmo3rLLTfhT//0S1i0qGrOwiHzgYsy6+Ttnn7nPO7/+zthME+kdxNRhozqku1V+O3XnsXdfzN7zpMY0I40G4JeTawjvrvQFcMYO3j+xnDH7TfhxhuuxSuvvomXXnyNWXo//OH/N/Y+tdCKFbHTsVMIhdSgrr9+KyoqSqHT6fHBAeqj+RZ+9rPHcOON12L9+okNBIQ4KbvTp8/hn/7p/zCr74tf+BTWrlvFcm2035aWNvzNX/8jCgpz8cjD96OwqABdXd145+09+Pd//08UFuXjoYfuSVwbS3W0GzfBf/4ch9+mXbmKEpcmGUtLWdEpHrXP7uO8b9HNa5G1oYqPNzDoYW+UiFmkSU4CHTlbliBjeQlGmnvw2if/Dzzt/UgpzYY1y4WCG1ZpMqk6CSMtPdj1lf9iMhch5CFCUAjO4mws/9ztCAx48MK9/4jRll4YnVb0nW7CUH0nyu7ZjKw1FWh87SAaXj2I7A1VsKQ70fj6ITTvPIIlH98BZ2k2j+m9v/8lHAUZMLsdsOVMFIPwV59FpK+Xw8azgeQnSUwj67NfhLGo+MLIh3R9mMyQ8gtgnCQSMxlkdJmY5ScyVLNmjNWA5n3IA1EDOXdQr2yBDDh5vZF+9oR11m0QddmIePdovbiptafsgajP1S4TxQPZfwhKsA4KiYDQIkANRY2wlmOdsA/RCsm8BqHBX3L4mbxsJdhAPUc5xC5K8deVAL3tBva05cAJyIEzkAOnIIgO6Gw7oLOsgyrSonWiYSXGezyRjxaqVKJGi2Ai68T/PobcAn5MGGf87zdTx7cPOfg8mMfbRAoGO0CP+YBI3bnSoAbHGy3MJxoaGvDyy69wS8NYCPob3/g6li5dfMVqtS/KCJMClnfID0UmD0ZblU/oKUxlGqEIfMO+cc9mBhQtz0Pj8Rwc33kWx944g5u/cC3nkuO3+/sAMnSE4ydOs/QZ5SGma0odq0l7/Df/d8LrFCrOzsnC1//+mzh08NgUI0y5eArvVVfX4hOf+AKKCvPx3e9+E/n5pM6j/ewUhv7FLx5nBuALLzyGqqoKro2l871hw1qcOVON7/7Hj3D//XfyOBJ5w6k7bmEBCu+Zk6yUNcUQU61xZiZS77wb9rUbphxf99FaLPvMrRzilbi+F2z84iMhWWsrkLakmOUtTWz4XAj0D0MtzoS3awAt7xzHwDmthy1dZ+TJsjpblB3vLMlG7tZlHNo2uexsOEPDXiihCOftuPkIhaEoWhO32AiO+Njr7T5cwx5zPGihQAZ+MjyHD3OIeFZwFKEU2V/4EoxFsyv2zAdk/2GEPbuhRvqgt98AybRMC9vCgGDfdy54u4JoA6QUgEhScifUcBskQ4kW+iUDH6bcOPEG1GgoGQiPvojw6C7ozKuYbCUa8jVyFkT42z83dSdshNdCGH4CEd8B6CwbeCFBeW3JtCTRoCAZy/ih2u9krzk88iJCgz9jiUnylClnPPZxqqXX6zn8SAQdWqBqqZpRfPDBISblJJyHZqz9//2Zsy4bRFGbQ0jRT559ITtXkOgGcXFivyU5I+XlpZesZPSSG2G9UY/s8gy88cN3ULq2CGl5qZD02iRG7Qt7m/vxxn/uQk5VDiT97KuMqmvKMdw7iqZT7Wg41oJf/MWT+MS3H+AQ9QImgsLFmZnpXDYzMDg45X0K/584cQbf/95/o7SkCE/89ufcdCD+2qL88O5d72HJkioUlxRxLjgGWhysWbsCv/7Vb/lz5H0nvC51OuR/9essxjF68AACdTUIkygF6V1nZsFxzVak3no79O60xL126Wagf2e45inkKxnjLlUmUqoIDvtw/D9fRNrSImz55h+yZ0oh56d3/M2E75PxJs96wvf5PyB3y1JEfAHs/ZufwlmcBTkYxpo/v59D1WF/KJoDLsAtv/xrCMkovp05xQpZs8FUVg7HtdfBEFVGuxxQQk3UBBaSZSV0di1SwAi3MDMaxFy+QFBImAyiEjiv/c3GVoSgz4Yid3PTA0FycSiYwLldQy509hshGmIeeAQqjTFhVTHxRWyQzNdA9lHqhljYHjam5AnPPDg9REM5jO4vw9f+GW0ftEiIM8Ix0OKT2uT1RdMJtED92tf+Aa+++uKsze4XcHEQiJWsN0O/XushfymgpeGi8q+qiuHhYXz+83+ML37x80y6onl1rrK0V9QIU+j4rr+8BT/+3K/wzzf9GzKL02F3WXl68/R70dPUBzms4Is/+yTM9tlr8ohpvermpczCfvKfX8L+p49w3fDqW5ahYFkuUrOdsNhNSYt25FRkfug9aC2nG8AzT7+EF198jTVMh4aGOM9L9av66KJnMt577wMOQ9Oq3ukkz1LzROJDcEzL7+tDW2sHSopXTjhXlAej/WodSjxRsfKJ+xqLeuh0cGzbDsc1WzSvMraiJJUzSWs2EGPTT0bm2gomTxkcVuRsWsSfCwyOwuicWAKQ6LsRH3UZUqCzmmCwW9gzrXvh/YTnY7rrIDjo4eGW3b0Zyz59i9YdzKhngysa9LDlpnGer/rpPVj0sKaQQ2QwU6odept5TLKVoz4D/ZwLToZNbyoqhm3l6st6fbIRhMghYPKKKZerhNoQ9r6rhaOpJGgM6lgOmUK+Wh6ZDLXAOtKUdyWjK9AUwlUSKVAEA+TguSjhiiIn1MgnHxGq1UVYYzBHyz8oLE2fpXAxh6GJaBVu5fA1BEvCdpEqdNDZb0DAtxuq7wDniCnPy2OIgxw8i4jvCI+RcsAUyqZ90Dgo3E3jI687ER544H4cPHhkzAgTZ4IEGzZt2oaHHrofFRUVsNupnErlnrIkZdjf3881pTffvAObN29i9uyHDTF1KIqO0SIkHsRZoZA8vU7zAIXmLxWES3w/bN68GTt3vo3jx0/y3xTx+N3vnsbzz780JvIztT0tSWzaOCJZWFiAFSuWY+vWLbj22i3zkkO+OE/YrEfFxhL88S/+EAefP4b+tgGM9nv4QCwpFqy9cwXW3LkSZWuLoIuGGmfCvt8dwql3zqOnuQ8dtT2IhGXODe954gMYnzdAZ9DaIyb1QwnA/979V0nt92pGZ2cXHnvsSfzsp4/h7rtv5XpiajpAHYL27z/Enm4i5Obl4LbbdnAO+at/97/xjX/8Nr76tb/gXHPs/FGI2WG3syDF57/wqYRtveiTqalEZJlZWpMN7QWsIBd97AY0vvIBap/bh3O/eZv3aLCbsfHvH531u+Y0B3I2L+a87rt/8WNmK5M3a8lMSZrQQYsTf98w2veeQv+5Zg5nUzh88Sd2wFmUhcw15TxBte4+ifZ3T3KY25hiw+JHb2AGNWLesapyL2jufDQLqN0gs/UvQgv8QkA5VULEfwjh4afYzFK5jt52LeTAaU0jOe68yL79CI++yoxn8jpVRcvTBfq+w2VGxIo2ur/AYV1BTOEHfUYwxMLrdF1kAwERgkrM7PHj1dnv4MU6ecSy7zAzmul9vf0ORLzvTFNCRNugHtzFTP4SLQVsiKf81oIDUAOQ/TWIePez10ySm+RJG1I+CtG4mMPbiUBGdMeO6zkM3dyspTjIOJHQ/09+8nPuXBTjR9BClRay9D6llEpLS7B69USVsqsN/f0DeOaZ53Hw4EEmKZFxpQdFu0KhIKtC0cIjPjRLfYpffPFlXoyQoaKoGOXPSfeZ/qW8KnVE2rhxAx544F5czaisLMcnPvEo/4avvfYGOxpkiOP7DCfC8PAI9yOm6+DgwUN49tnnsWzZEvz933+V03gXk0++KAtFOzbZTSjfWMICG55BH0LREB4RtaypVpacnEzamg7NJ9twatd5rhWOlULJEQWjfR7M3i1yKi53Q5G5QkdsbdJyDk1/AQwMDOHtt/dwQ4GHPnIfN6ini59ujPPna6c9xsyMdGzevJ5Lkaqr65hdvWhxJe644yZkZWmTIa3ili1bjL1792PLlo0s/zj1YhL4JrtUK1R7fjoKd6xGWtcgwj5i6wocftaZNKbq6i/fy/niGPQWI1Z8/g6klOVC0vlQcP0iuKpyEfaGIBkNnC92FGVGvw9UPriNX487HCZopVbkIjziw8D5NlZ7WvaZ29gDphPaRgb5TDN71+Z0J5O0qMSJwt8cZreaYc12TQlPEzM5FuqaCVwHnOq67DXTVLdLhpjLhJRRHqtWvlMMQUelLPS3RghUVQFt7Uak2LfAbDUknGQEru81jm/bshGCIW8s70ug0iK9427NA9WP942lz3BzCCpFolA1NUQQqRdyEetUkzfMHuwUb5jmEgsbfhLi0Lz7iRB1LugsW6GahjTvnY2wjg0v7ZcXDdPIIlKVwSOPfIQNzcsvv4pz587HNXGf6CFOBk3o8eIOVyPI4H7wwQd49dXXeeGgGaAILyRoQZEIdExkvOkxnj/X8Tmi0C09jylNXe1GeGBgMNqWUJ5TIxY6B3S+6EHRAoowEoGVIovf/OY3uBPWhYax56WLksFsQNHKmZmZyYC240i3A/S42HFN4kyQoaPVTH//ELerI/T1DbAe8OXOAcTgcDpYApGkKykERrW5dENQ7pYmA/JMmaHp9fEFE+vy09vTx6FmKnPSmhVMhdli5tIi6tf58Y9/hD/77DMvIj3NjS1bN3LIjFaxN918Pd55Zw8OfnAEa9eugsutdXShUNvg4DAbf8o9XyojTGQsV1UBPxKBWNMTPm/Uo+B6zdtQRo/DmZ8OZ3ElBGqhF0X8trI3TCyro+MouF4T+u8/08TEK9GgQ+ldm9ioKmGttjg45EEkEOLxWdJT+DEzVK1eOgkCot7lZm94OshUx041z1QjfAEt7qaDIOgh6KnUh5SyJkHnmsAnGOgfQX2tgsUr1sGkd0IRgFAwDJkEKJzUzAEYGhiFQVVgMslcRhRWcuHxumC2GGHRAwF/EKGQGapSwbX/Zl3UYHPpiRGSMbE4vyQtm6F1pk8T/dBTxyISHUkQveESpQsX/l+5csVYd6P339+PxsYmrk4g7zhG2CJyo8Gg53uU0j0ul4tDlVqP36sXZGwpfD7bgmIm0PHTfBrvPND8NDw8hKsRapQk/MEHB7Fnz3vsyZ4/f57lKMmh0RYQ1M95qoZ3TDmLFlhkPyiHTKnAWAOIF154CZs3b8Cjj36Uq1ouBLrLcfAd57vYI46RtqYDhbYtznnSNZ7Ub5Nunva2Lhw5cgqVlSVs7KrP12PZ8qpofifInzGbTLDapoowXAqQV1tRWcZCHD/96f9g1cplXANM3ilR5tPTjWyMV69ZgRdfeA3PPvsyG8ThoRHU1taz2stsDamp5GLx4kquJf7a1/4FL730Ohto8nzJCN9yyw146qnn8dhjT6G2toFriEVJ4lxXd1cPSkqLsXz50guTxNVqUaBGqCdxRBNlJ1Uj6sYTITKZqpFjiBRE7eG4pEPryCLoUqGGaeVNeryUI2SdTK2EhbwaLuqvZW1hGAKALgVgD4r6vg5Et01/G7ScI/Wu5W2RbGK0ppqaPRj1zKYerGvn6yXsC7KABxGzDLY5TKikpcGtzpIQLSExjhlk74IDI1xWZUpPgXiZrsUYyNAO9o+guaET1WdbUFSWwymdUWKKj5CQix42uwWjw1401XXwtVJYksWGd3jQi5amLr7mVq6rQGNdB3+HzkiKy47s3DTYEwiczAQtsiCPlS/JwVpWwzLYbkzoBc8HyMCuXbsGVVWVuPnmm7Br1y6WN6S8L4VwCbQ4Jc+PiDwFBQUoLy/Dhg3rZ9UVJ3JXWVkZb59AlyEpOM3FKyPQtUre19q1qyETD4NDrZW8GJgJtGiI3/98gRb1+fn5M57TnJycCfslVnLKBZDdMjLSsbiiDDpiT6sKjLTt7AQLyzjU1dXjhz/8EV57bSdzasj40nhIoINSCLRNOjeTnY2YB0wiSSTyUVtbh/r6Bk4TakJKfvzsZ7/ETTftYK7AXH9HwiVPmIYDYfzwEz/D3776FTgzZhbkXrljMT8uBWil40yxj6Xc+/sHUVvTgLLyYgwMDKP6XB26e/pQUVGMjZvm9wKdKT9x//13cS3ia6++iZdfeoMFOP7ojz+DkhLKq7nZO/7ylz/PhvenP/k1XxDFxYX8veuu34qdO9+ZsPqmi4BJVIIwVvNIF9Zdd9+KhsZm/PaJZ3iioAUA5TJotf+zn/0Q3/vef2P37n1oa23ni8vtTuXi9VWrlnPN94WAzZHshTKwk4UcBL0bgqkEgiETcv+LWojSuQlqoB1quEczsJIVghKCmHYP5P4XNFatlbwaEWqwFYiMkCsJRDxsUFXvOcBzAoI+DYJtJQSdC3Lfs9q27WshGPOhBjuheI5GxTEqIThJjUtAakUevF2DaHr9EN7/+19B0Gl8g4LrViF702JmW88F1MM3mRyIaLFoojHTwNvahWAfCcNQmFiCxPKgAhTyPKItJtlDJpJUUFu8aGI0pI9MJVe0UKH8qY5Vw6gMKza5UJkWPUjIhL+n12mvRd/v7uzHgT2n4UpzoLm+g0k5Xe19OLz/HF8H665ZwnnDXa8dhqQTcfp4A267bzNy8jIwMuzBYN8w3nr1IBvhl5/aC583AFe6gw3wyJAXa4l8NxewNGVPtMmDFxHP60y2YlY0lUVdQpCS0sqVy/kxX9i2bQs/LhZkML74xc/xYy7IycnGd77zr3Pen5YjpgelDubu7ZOx/fznP82Pi8UDD9yHe7auhTLUAzXog+rzwLThloQlFjFBoq9//Rt4/vkX2XuneZHIVV/4wmfx8MMPzikS2tLSit/+9kl8+9vfYcNMOHHiFEdLsrOzk2ructk9Yf9oAL0t/UxouZLQemyO/52VlY5IROHXT504i5raRmRmpuH0qerLZoRp4qPyoH/913/gRyJQ3pakI3/5q/9K+D4Z43iQ0tbjv/lJws/+6Z9+gR+EGPGCJm1XqhPf+MbMXUGSVTCbErZmGcNOSKk3QbQugRrqhjK0m40mDLmQ+15iz1YkA6pPg+JvZBKQMvAGBBJgMGdB9Z6EGu6DQNKDzmuh+M4z8QYwsYEWTSX8vtL3AgRTQXTbOZCHdkF0XMNj4LrRrD+MEqc0hi7VEedvX86PuR5zQnUykqlMxgjrDRBmkb/ztvdiuLqZF0QFd22DJSsNTc/vQqh/BLbiHLhXV8GQYkfdr15m4+xaUQ5nZSGGzjZi6EwD9HYLsq9bi95DZ+Ft74HJ7eTf2lGWB0teJlpffQ+IyMi99Ro4SnPZGBN83iCG+kdx70evQ1d7/5hWfGlFLtIzU7FoeQkb1vNnmtiwZmaTlJ+Ero4+tDR2ob2lBx7KnROhz22HK82Jsqo8GE0G+DnnPzdwU4fAcUSGn9HOnbEChtRP8mJrvtWUFjATFChKN/yhJ2Ez/+mVHYpKi05aPErUbg+6XJI0TRyqIwN84MBBPPmkdv0QiED26U9/Ch//+EfnvOuCgnzccMN13Nrw179+fOz1s2fPs8b01WeEFcA/PPcb71Kgv28Q587V4czpaja0FE46feo8CgpyYDAamchEtzQ1f/9/AazvPexD84FaZC8rYCKT3qTn+m4yTpQL9faNwOK2I+QJwGg3aXWzkghJJ3GEw2A1cliMy6hG/DDYjDBap66SecKM5e7I25X9gDGDQ8VSxoNQRg5qAv70EImspOX+YMjgv8WUa9kLVkO9ZMG0kHZM0pCIQbRtugljYWdDdNvuOzlMrQZa+F/y/rreOgD32iUQTUZERr2QzEYuRQqPeFmPOTzqhb2skPOy7G2SLGQoDMlsYoIXe5XT5OEVyhcmce6JST6bETZnpMK+aSms+Vk4+4PfwVGSB8mgR8qSEvg7+tD0uzeRtn4J7IXZyL11M/9mra/sg8FpQ8mjt0ANy6j5+Yu8WMi/cytGGzvg7+rHcHULfJ39sGS52bDX//plLPubP+DvEcgDLijJwg+/9TsOJ6/bEhXC4BKzaOMFgw7X37qOPWazxcA54t6eIfR2DTGRcj5BZC1qPai3k6cTw/z3ml3AhwiKjHDDSci9bZDc2aypLrlzEn7U6/XhuedemPDaNddsvqhoBHEAiAkfD8qHU5TyQjAnI/z/3ftDeAbm0spQRSRIqkRXnqZMLem2b9+EDRtWwWbXJOi+9g9fGWvOTiE2MiZz6ZbzYYandwTNB2oQHAlgpH0ATQdqYbSZ+BETxgj5gtxgYbRrCCkFaXAXZ0IOR+Ab8LAhJgKPM8+N0c5BZi1nLspNaIQnyH7qUiE41kHpfxWCcRAwlYx3Yxn7rAQhZTuUvucBfR9gzOda1URQvCcBzzFAskBwbIJgzOPvCcYBqKaiiQxbRUGwdwB9B0/DtXoRfO09kH3+sVAuNUqga7Z710EmRZFwh95mgcHlRLBvEDqbGSnLK8aUvS6Yjh/TxZ3pIzoJOjL8Bj2HnMNeP0xpKZBMBjgXF8MRyUd41Ae9w8pjp+tZDoSBVBE6kwkRlSQqw9DZqVZWr9U+U/g6FObjIs9YNBlQeO91vBCJweV2YOuNq7Bu82Ioqgpnio3/pUgWhZ/5J6Sc7/pKVCwu5EWY1W5CVq4bFYvyOT8Za37+0Cdv4n+JPKgxm+c+D4zXbf7+yT8u4AIhStCXr4Ius1CrOXdO3/WLeD6UD44H5X/pcaEgohaVdMWD6ogvtLnDnL7VVdfDeV3qCywZkliNkofkCfL3rjQoV2qxmvkRQ1raOInhqtCpnmeo6ihk9RxEoRgCJjZhoNBk2B9GcNSP3ppOhLwBmFMs0Fs12UrykukzRKZLLUznsKQ13c6vD7aQ1q8Wzu062QJnnosNtTPXBed4FYoGyQ4x5ToIlMcliEYIpiKIaXdzyzKtD2xOVPzBAMmQzXrGgiEbovtOrZREIrEFEgGJsBGXyLuVFzPblxsOkBEnzVkieZHYf9o9/B50dq0frc5B6hhUqAK9w8YiG+GhEfg7etgASSYjAr0DSF1egdG6ViZFRbyaJKUpPRXmnHQOY3sa2+FafWk4C5MR7B9Gz4FT7KWnLi+DvTQPfYfOIjzigTkrDeYsNy8O2l9/nw20NTcdtsIs+LsH2CMmrz11WRk8zZ3jQvgCYMp08TENnqxlpTAKbU/4uXQSzJIIMxlmIfH9oMn9ETN4PJdG0QEibWlyydp3HM5LJ+pwqSCPDMNffQah5kaE+7qhjI5ymoEaNYhWG/QZmZpudGEJDFmJvS9qqBHu7oT/zEmEWhoQIdYwdeah72fmwFhWCVNZJaRJOuoE79GD8Hywj899xue+Au+Rg/Ae2MOdmQw5eTAvXQnz4uVQgwEMv/kKAjVn2SgZS8phWbEapuLyhAs8un4jfT18bMH6GkT6e6GGwhAsFhgysnhMxtJKTdluRqiIyLWQ5WaoCEEU0iBJBZDELK2XtDqMsHyS0wi0mJbEbEhiHgSBjjWAUHgvRKkAikxSpkEIQiokqRCSmKkReeFFJHIWqkokRxmCYIMk5vM+xkBRGYMZsncYkbZa6EqWQUqhcSdq+KBO8VBZ1+Ai5vnBwUHU1tZOeI0IshfKjJ+TEVYiChZtLedypGSkJGmiHu4eQfV7dXMaFHeGkRUMtA9hqGcUkWCYCSJzK/wVeKzJkop+n4xvDKRSpKhdEIXxdmYxGO1mZC/NR3A0wOcotSgd5lQrDBYje7rEGFZFARlVuTA5zBxmtGelwOSwcJiWrgWSIg2OBuHMTYU1zc7fj4dWimKAYBpnTXJIk8hXZup3q0SlDeMY3jrnGL1CsJRrxnfKzWUb/0wCsXzBUjHxe5LGyBVkGc6lZexhkvdoK83XwtFkQFLsMGW42PNnInYkwoQlo9sJndXMnikZvZjXeSlhyaHSG0krVZIVWPMzeRwKdXEiz9Jpg8lF4zIhdUkpe+jksVtyrDzWYP8QRKOBQ9qWnDTN69WJMLlToHdY+LN8qq1mmDNdfJxTf7eZxzidcf6wyiUzgaf2PDyH3mcjRUZUHh7i3uLUVk8wGCAYzdy601RWBZsoJjTCZOh8Z0/Cf+oYgg11CPd0sqY6GShq2EH14fraczBXLoZ13TUwFk5s5xju7Ybv5FFuhRi4dgeGX3se/nOnuCGIzp3GiwQKx0b6+zDyzusItZF+toRgUz0bZtFohiF3IkuZZFRpG75TRxGoPY9wRxu3vyRlN+p1HBuTqWIxbOs28wJhhjMFRRlg4ymASnVIU12EKJAGuYqwfCL6Ny26FSgqLdjD0EtUhRJBRK6GnoVd7IBqYGMry7X8fcCAiHyG96IZbdpiAGG5FoLogoDxJhqCTlsAKt5hqEO9046W5huqMIkHSZFSiVZx8dw126m868yZc2OKWwRiWtO2iMh3yY2w0WpE+YYSLN5Wwc9nAxnSwY6hOd2Y1PBhdMCL9nOdaDzRiu6mfoS8wTEa/lxQdU0pX6D/byPxySfDmrU0X0utxubO6AVOuV2qkaWFT3pFDud+Y16RyW6GjVju0e/F/iVveU4TMO8rid8mmS40icTyE3yPymkc5ePCH+bs9PEoSH42b8JZVTzhuOiYI/4ge5aOyqLLQgay5mXwQ6uLVbT2eBRG27Scc9La4WnHl33DOi1PHWU4U8ial6pMPBNhL9ZCE1TuFA9zdtqE7/FXgh5afUAwOf+fIj2pZNT6ejH89msY3b2TjZNod0Byp8FgMrM+OhlB8nAV6t1MBixIIiATIfu88B4/jJFdbyBQcw6iycTtDsmDpvOpBgJcS+4/dRzBumruBy2lPMAe8YRFDTkhnlGM7N6JyGA/G8VwdxfLonqPH4Li8/B2yICal6xAqK0F4Y5W3rcuM3uCESYP2F9zBsNvvwo/GfdImMekz8ljXgIdR2Sgj712NuQ+L3TudEgpqdMuNsk71UnEcg8jGH4HqjoIRaWmJQoi8nmYDPdAFNLZUw5HjkJROqGI2RBgYaNKBlcSyQDKCEdOQ1YaoVNH2PCGI6egl1ZAFMmIC5AVKgVqYsMvxVJL5DGHA3yPi1YHFN/ItPMEpUIm529PnTqNI0eOckg6WQlOCkGT4T5w4AO8+ebbaGhoHHuPqkyIsBVLbV5SI0x9g1OynNDFi+nPAA5bWY2wpiTX3Jo856HuERx/8yxe/u5b6G+f2pggmX1SCFVv1F0VuWgNWr00QCEaWsFp5SFanovyZdGm7fyapvCjgd6nXJ5uhve17/NeOLdK3lLUC+Tn02M6z8WemcKPpL43+d95xuVIE8x2PDqzUTPA04yNDCVN0jEDOa/jmlR3mMhrjRlpHpMcAiJUT61ApVA+jVHSkSqKtiCVI9RdhbqvQAiSDp0A1UCThwCluxqqfxhSwRpAb+Jm7fNx3rXKBKoXl7XzxGOQx3XGOQwZ9ztHa7gpGsDHRjl7nU57zHO7OQ6BBgIY3fM2hl9/gc8RGTHLyrWwLFvFz0WzFbJnBKHODgSqT8OQX8jh38kINtRi+LUXEGioZe/SsnINnDffDVNxGcubhnu64D18AJ4DexE4fwaDLz3NoW37tTdqa7547fZAgD+X9ad/B1P5Igy/8RJGdr2OUHsr5KFB6FxpyPrzr/H4+n7zc3j27UKkq4O9eFx389h2yJsfeulp+E+f4PNoqlyClNvuYa+XwuPh3h4Of3sO7EGgthrDb73KoXbHDbdqv82U31+ETirTJEkFqqu1Rucz8vbDlPCBKGSwByrAzB6xQvwEpQ+SqIWUKTxNJEwBpMTmhKKYoKiDrAFO4Wz2huXxa1rgxiJxix6SVO1th+IbhZiSAWV4ek+YQsRbtmzB97//X2Nh6T179sJsNiEzM5O719FnqEyJxxxtDqOJdGj9pEnOk4Q6SObyiSeexKFDh8fufRJseeihB1mo40LvlTkZ4S/85A/mtnVqO+kw4e6/uoXlLQmxA4y1kooX1Aj4gjjy6ik8++3X4Bv2jzV1iLlqZFRjhpXCa9oGo9uM5igtDhPyFuWgZFXBWG7qyoPGPIqw/BpEYTEUNACqH4LggiiUQkSsldYIZPUgVGiiDwLo/RKIKIp7n8TwaXEiQ4Aj+v2y6MXTi4h6nPcFkLj+7MIIMW9rLKR7yRCbWOc2iZKCFYeAo40S4tMVSeuIzxETSpMSPY+Vd9F1FwpxiJA6R0WGBpNSzGKjTUYoMs+t2gQRcusxKM0HAf8IYE8HAqMQ0kogZS+BkJoHpacGSncNpLKtCL/7nxAkPaSlt0PQmSBXvw2lpxpqfz3E3NUQC1Zf1HBi1xYtTigvGmpp4S5bwdZWhLo6Ee7vg+LTWOkcGqXPGwwQzWboKUSals6duAy5edzwwlRcDNGi1cDHjMNF//7kBQ/2o/+p/+HflQws5WLNlUs0PfQoKBRsLCyBfeOWaa+Xwed/h1B7C6uh2TZtRfoffJHD2DEYsvNguPMBNrwDz/6GQ9b9j/8Utk3bIEzSbae/LavWwbJyHR+jfev1CNRVI9TSxB6w/dodMJVq3afsm7ezUQ821LBXGw8KWVNYXAkFYdtIY/oC9HFhdDLirvseYSnVgWd+g1BrEwaefgyO7TugUhlQglPGFQlJ30NT6XgqzV288Iq/v2J7EmEy3AtB0PTqxxfhcZ9RVUjp+ZAyCyHoDFAGJ7YZjQdJ7pIWOAkOUQg51qSC9LN3797DTTeuu277WAcljnxFIsyqptBzU1MzG91du95FX18/vxcDEbFWrVqJP/qjz11UU4tLLtZBE+X1n9k69ndLcytLLnZ0dmLN6pVYtXrF2I10/r16nN1TwwaYDGh6gQu3fekG5FZmspLWO798H3seP4DMknR8/r8eZXYuecun3j6H07trWLd6+Q2LuP2hyXa1sZzpoiPjGIFevJ2NaEQ5BkVtgiiQljMxWt+BTtgMQSCSgQpFrYGsnGctXQFuRNRd0AnrIQgURqULtBUR5ZRWT6umIaLsgyRWQhQo5KqDrLZAUT6YeViKgq4f/ycGX381qUb0FwrL4iVw3Xk3nNtvmNP3nvzCT7H241tRfl1cz1hVxS/u+zd89Jd/BIvrwvIwM0EN+BEZGmKjKg8PswGh8F9kYEAztoOD7I2Q8ZX91GVobh5w31NP8GO+kXLzrbDnKTBl2CAtugly52kg7IM60gXVVcg5cfJ01cEWqh0Egh7odvw1BEeWFtobaIZgS4duw8dZeexiDZzv7Bl4DrwPz7EjCLa1JgzhxoOnW7+fz6k8MIBAfd0kMo4BthWrYN96LezrN2qqYxc5RvoNvUc+gOrXqj7SHv0MjOS5zpHpSl4ohaBpUWFbtR62jdumbWhC4WXnDbdxeJi8Y9+JI+x5xxti8vqNBeNhVF1aBqToRE9hblNZRZwCWyqfGyJaKXQ9xmFk79t8/ZLBJoNO4epEIM/etn4zBpobEKZjaaiDibz9pM8DebWUCglBlpuYSKXCz5wUwAdJHGdsRiLnodctZWOsUM6Y2muKNAfaIIqpTOzSS8sgcJ44xARTykFrkT9azEsQrONCOmLG9EpdfL5NJjz22C9x//0fYaVB8ojJuJNRffzx3/JjrqD87/bt2/DrX//sortKXVIjnOgm7urqQWdXNyu+nDh5GitWLhtrGN9e04XO+h4uhUgvdONvn/sSbG4rd+6gm82Zbmf2JhGJ8hdrF1Ph0lwsv34Rzu+rw97fHsSxnWe4+cMfk9ee4P4kavm7u/fj5lu2XxEyFhlJPu0ChZGtUNUQMwKJ4Uu5lYi6J64cg8LLZjbeAkzR9/fF5VJp8pfYc+b3EYAgkHybRkQQBTcUYf6N1AXhgh3tqV/iwP6gb17SDWRUvadOYHjX2xy6I0OrBPzatpmRHU0lxLy6uOdXXYcQzgNT2NYAUP9nPV0z0ZBijF1OoWAysOml0G//E0Q++DXEog2Q8lePCa7H8wPmun8Ko3pPHEffs08h0FjPkQJu7XixoXr6HYJBjB49DM/J4+j77eOwb9gEx+YtMFctmhCSnwuItERhZIJod8JUWsne9lznBn/t+bHIBjOo8wqm3YZot2s5WbOFjX+AiFpLV5AM1thnKGKki2NPxzqVcUhe0kFypo6/Nxamj7tOqWSNW2v2ApQHzsiGITNn2jFJVjuk1ChBUlURbmuGsahkSpvI6UHXjRUm/R0IRfYjGNnDlQ0UetZJ1CbVAVX1ReerIAKhF7kKQhTd0OvXjs1ZRv1tCEeOIBB+medG2r8oZsBooMU7hbjjrtFkRhX1pikv/OyzT+JHP/q/3BEqPqc7F5AWP9UZk9LWjh03jolzXIwtuSgj7B304eDzR5FenIbFWyvG1HVmQkZmOlztKaipqUNhUcGEcPRIzyhGej2wuaxYc/typGRRi7RxOjnleiksSeQtMsZjB2HQoXJzKTyDXjbi59+vw9HXT2PVLVr/0niEgiGcOHaWjfDlB43FFBdaiY1N01gm6MStmmjFGKSoAdbyGTpx86Tm61ruhUgSsTzzGNFGja4cP2SgUHPzB3VcyzzaNYym/TVcGkUg4+jpG4HeYsC5/XWo2lIB2yRWNuH0nhqUri6AeRb9Z2K/htrb4Dt1ko0FT6RXm3GdM2LXVvS+yajkULNMYWoitFBUpr8JcsN7QGAEoDwypT+saVAH2xA+/ATEwrUQM6qSnlxkrxeB2hoMvb2TPWAKNc/m+V4Q+DeKcDh76J034TtzGpalS5Fy/Q6YSrS0zlxAv3dkRJMfJEISG7oLmFBl2kb0uhHNFo2MNQ0490i123YHIn4fIkPU+GNSB6Oo5x//94T3ouzg6AvxRzS28IoMD45t13viMBOvOJyfAHROKe89djyeyRKsIkQxDWbjRyZ8T69bqS3+eE4iBykLRv317OVqhpnmO7oHY2xHGXppMVSpMppy0/N3x/pMCy4YdJvYo46xI+kzFyPQwjwhSUJRUSH+7M/+BPfccxcrXh09ehw1NTUsRUnNGMhB05pzSDAQ6c1sgtvtRlFRAYqKilm+lDTCc3NzkJaWxqzr+XDkLsoI+0f93Ed44wNrNM8hifNEDLKCwnzuh0txd0LsQKiFYdAfgjXFibzKrClGnUpiyPiS3CR5u9RfOPZds92EnMoslKwswHtPHcLJt89i5U3UN3Ti/ln9NBzB4//zLHcxou9TE4eiojxcHiRg8jLJgS5UjYCg1fQSWYsMK+UgYgQZ8oqDEEFdjcgw03t0sRrHSFpEbFBBNxqRcogscQkmwssAWnwNtw8g5AthsFmrS2bQQl+WserhzehrH0btoWa4cpywUuMPQUBf6wBcOSloq+7iMqrUbCdHVuhaovRG27kuFCyN8wjIawiF2Bj/PkDMWgKppIDDyoLBCjW9DGJqAa1UuZaaO3EQ4crigpizHMiogJCST83BIaaVat+JBCFYZ24MEo9AcxO8x47Cc/Qw/LXVkIcuQzcdWeb9BLxeThtE+vs51WFbtz6q7pXk5MhMWy3PN8HoXcB4xowWRfZm8cwnEOooUpBo3TcTfyIZbkXcglIZHUGItM1nOy3RfPvkvtja+TRAmlTuKFLv5gnbJKM6tdY4vsUnsatFaqwyZddClGh6aTTBiXxFTSbS09M5B0zNL/r6+rhbnN/v46Y+vBCgKIROx8xqKj8i0hVp7JM2NPVjT9R3/YoZYTKE7ec7J3ils4FWG6TnSXF06kgSz34lNhpNnFSHanFOJRVRNxe9Uc+f8Q37tLaHcXCk2dgQkyfVcLQloUNDbLalSyvQ2dkzVp4RnqGf7+UBXXxGiEIRFLUTAhlWVYqSryjXkgdVNfD7RL5SyOtVDWMsaI3uT6zEXKjogcKG1xANY1/ytP+8g36T1Hw3gp4A1x+nFqQhrTTaEJ56mZr0KNxYjj1PH0UkHMFA5zCGe0dhdVq4pG100Av/aBCRsIzelgHmDtAija6d7sY+FCzJ+TAGCJKC4CqAmKU1SRBs45OhxM9joh3M4oNkoclOGFfw0psg2Nxa6JgY1TMgdt8GGuox+t4+jB48gEBjw1SP7hKDeAxUvjMySGmEALlmsC5dzvnYpAxxNMzL2wpQPvXCoiBElop5qxxRCYc5bDztuKOLP+271Fls/i9IXlREt6sngZG8Ava+Z/+iAGNBsabN/CFF2ONjmVpjqiNhjpgaWdAjWXDlw0WKfEyHi5qhaTzkuhMjOdlJjVrkNTe3cljYmUL0dGWs/RPlfjn/S/TwqPRdPAwmPUxWIwK+AE+8k40wvW9zWbi+ta91MGFYkTSjN1+zFu3t3UhLd/HJTXVd2m4s42Fl8i7GTxSHkTlnSz+DCJ24ArJymuvi2AMmGr+QDhFEPBCgE5dDVs5BUdq08DPllUG5oaKoMV7K76toZaNOOWdRoLKAK9Mv+WK8YE19y4WuU60ov2EJcpaP1/fGQOmJzKI0DHYNo79tSKuTtRjQVdfLz7PLMtB2vhOB0SBMFiNqDzfBEmXp/z+HyRMqG+MEtz+LqcziZUXvKzJ+g6++jNH972m9lK8gyKCNHnifw+K6T9tgLCziHOtskyaFdXXR/Ko8pBly0abVT88FxJ6OeadEzpJHR1icI+FYiSAXCGghX27l7E7Os50jREfKWNjavGgpUm6+k0uU5huhQJgXvPH3VsAX4jLR2PuhQAj2VBL5cWOo1wM7ic1M47x5hn18v+qmaX3rb++C7AtMWxJozEyDv3sQoVEfXMvNvK6inuHs6FHXMbr0qbJCjNqaQIgFe0iQZ4wDQg4h2SbSi5cVBHo12VoS+pnPHt8XbYTJs8hbkovu+t6kS0bIra8oL9UUsKCyAY59h8qYjDYje9gDJPIxCeTNkJH1DHnRdrYDRcsnhpBpm0qYCCiAnxSfEuyfdG1bWjrw4x89hs9+/qPweHworxBgj+pJXxrQebHDoLt3wquSSPV28bBCJ21IuAVtaPT+2un3QiVPErXpmxsEvYEnDFWSovNrlOAR93ys5CBGTIo9v8RY8/EtrOKlRBdldPPEo+5oM1+HLKHZ0AuzzQiDWY+AN4TqAw1sqLPK0lnhbc/vDuFz33v499YLvlzgOzcYRM+vf4GR9/ddWO6XJsAxzyKuTnsSEW6u8J06ga6f/AiZn/kCTKVlE8qMEg7DbBlTrSKmdLC5gfO5cyVnEZNYNBg5NhXp6WYBDWI0T+0qpvJ+qJSJFK7Y6ywtn5TjvXjQfvWuNM5zs7gHjamrE8byRTMvMOLv6SSPv7O5H73tg1i9vTJaKiqi6VwH8soyeRON5zrQdK4Tt//BNQiN3ot3njmCmx7eAIfbynM2fSfGDSLDd3R3NZasL4E7O3Gv4br/+DmGjp2BPEm/OYbyv/wsYHEgSMacuodFZNjL8lgFjzqKEQwpNhhT7GyUh843w+h2wJqTzvMMGXjypEk10FlZgNCwB43P7oJreRlSFxWzIM5VY4Tt6Xbc9Vc34+d/8hssvq4KORVZnKedDrELsre3D+erazkcsG79mrGaYcrfpWQ6MNg5jMbjLWOvx+DIsMOdn4rmk204+MJxbHl4/YSaTiJm0URMIB3bRJcQ9e594bk38NDDdyIYDKH6fB33GaZm9tOtzK5mjIXzYy/EzlesDm825p4oIvNTn0HafQ8i4vFA8Y6yNyF7PLxSJ+1calYfoX/pb68HMj3ofdLVvRTkmzhY3XYMNvdioLmPDW3JliqWlqSUxM2f3TpB2WqsXWXsb1roCYB32I/Ouh4s3lo2tjr//cSlX11wjXYggK4f/xeGd79zQQsx0WiEqbKKjQSVGYlWK0QqsSF949FRVosKdXQg2NJ8Qbl6Imv1/s8v4b7vAVhXr53x+ie1KsvqDRAe/xkbxYEnfoH0z36ZBTJoUToTxiQUqXd3WgbMy1ZyuZP/3ElILhcsS5ZD1U/NfZKgBqlqcc9vVxqLglxUPnoGUH3x0MvPwH/+NKRUF8yLl/FYZ0RUSS1ZEI9nsHeEDXFHQx/yyjJQf7oN7iwn0nNT4UilBY12ntJyUjUpYQHoaRtk4zzYM8LfITSc6cBQ7whKl00WoR+HSLKzs5ZOqaypPni6Af3Ha7DkTz+CnvdPMZ/E29oNc3oqsrevYWlYMs7VP3sRS7/yMBvfvsPnEegbQsYGjdhLRjwy6oNIhLokyMdzxUXNSESaIV1oV24Kvn3XD5BR5IYj3cE5u8n41HcfZtZzZ2c3DEYDPvnJj+L119+eYGhzKzKRXZaO9uounH+/HiF/mL2a2PtZJekoWp6PA88cxand1XjhOzux43Pb2EPubx1goY99vz3IHnlOZWbClRzfMHodmhpbYbNZ0dzcjqXLqrQw+IcRSgQYbodqTWNSzRiICEFM2OAw4EgsND8GSeJJgx4Jvdy418ZejXorFIrs+P6/T6lPnC+cfeUYTj13EL21XchZUYiiTRXoq+/G299+Efd97w9gmswdiG86EP2Hftu0vFSUrJhaT2jIy0f6I4/Cfd+DFzdQWUb79/8dnsOHtDKgGeC+9wE4tl4LQ870E82FgCZyavhwKUFh56G338TQm68nbYDJG6XwsH39JlhXU5OB0qks5LjFo/aPCtXvR7CtDd6TxznU7K8+l/Q4qTaZRD/ogrWtXTf9ByUJ+vQMuD/yCfT9z08QqK9B13/8C6yrN3BdrT6X9MXNHF4O9/ciWHOOF6DmJcthv2ZihYX7wU+wpnPg3CmMkoLVwABS734Q5vJFvNil+tvR/e/Cs38vgvXV3BQi/Q//SMsnXyI4b72b90WSlp79exBqrmc1LGoEITldUIN+PjYaN+lQU60zqX1l/PFfMi85GdCnetuG8PIv3sOnvnaH1q1LjoueTYPzh5vQ1dIPh8uG6qPNCIdkPPil6/HSz/dNqJqZjEVf/zIv2JRAEBGPD8G+ATT+9+MYPkV9xsc/R15w1rUr2dBGRv0Yrm3l5i2kgEfdx8jgjtS3w9/Vxx3JYtce6a3bi3PY86Xr0pSRCqPLwc1OSGP+qjLCAU8AJ3aeRTgQQmqWk0/8SC8VVk/98ShcTUhzu9DX248XXniVmWfxn81fkou8qmwceeUUC3ac2nUeq2+lom3tfWeGneuCcyuz2FC//uPdeO/pw9zflIQ6vEM+9nqoZGnNrVR/PHUcNpsFn/zUg3j1lV3o7OrBbXfcgMVLyj9UDRyU9mOAKQViaiGLMcgN70Is2gy4SrSuQ2yDiRziBXwDEGYwwlOOe7YcWtxz1h7mFfylO3fnXz+Oih3LuedxT00nL7DcJRkYaOhmbzh+/JOPJfa30WrgxVzCEjoKiRqNkC7WE5FlbXWeDBfIYGDhBck+txva8/5uTSSEJs0+Cnk287nP/uo3uc6TymRG9rzH4g/0nAyd49qbYNt6/YwkoWRBog9UAzzw3NNJh4rt12yF45qtMJdXsNdJQhOxEPFM9xwXtJDMYlkZjPn5cGzZBn/NefT+9nGEWltm37GqwnPsKBti+j4pbyXcD43BaILz5ruYbT208yVuokC6zaP792i/KRkEhWQ2Zc49k+IUKWtNhj47B+6HPoHhN15kj9h37CCCtefGvFwibHENejDA3ijJR1rXbrpkhB8CpZlcj3wKkiuNpSmDbS0YeOoxCC88pUmi0mI9puDGLHEV1jWJU2LTgUyXM82GpZtK8f6rp1C8OAct1V3IyHfB7wuhra4bLTXdaD7fCVEvoqW2G83VXczhsadYIOkElC7NQ3tDL3/fM+KLpiunOSa9DirpRRj0kGxW6OxW6Lh5QqwMKgrmHEoa21tVkba6kg2xEpI510vd06jHNqe64r9GZbGxnHGc/eo9eAZpq6u4W9nVE45223DP/7o1qc+aHRpJITMrE2aLGUNDwxjo18gcsQvQlmpByepCXPPwOqTnuznnG39tEgs7pzwT2z++CU/9y8tcp0yGl4yt1mVJI2cVLMvFujtXJpStpM9RadQtt17L+eFAtDPNvCLsh9y4F2pgGIIjG4ItA+poN6SC9QDJA9a+BTFzCdTRLij9dYBkhJi3GoI5FUr9u1BDHv4OlZKQ5q+YvYy/p5x/BUJaJeSanfwdNWcFf4eE9+W63RB070PMWgrBVQzV2wel8xQEsxMq7av1EL+mBoZ424K7FNBboNS9w1rDgj0bYtFGTbx/DrjUi5fAiB9Wl027UWo6tZo/g27Gm3QyeFU9zcJ63Gu+uOOYnDqZGRpDec4Snn4fd8IhIo91zSbYNl3LEQjKa0IUMPrumzzR2zZfy6/R54d3vgRDcRkMOfmz5kdnAi24/LW1GHprJ6uJzQbaf+odd7GylTG/gMPOcxXU4OoFMmDk4VsskOw2XriQUIe/tmZWhTciSPnOn8PQrreR/vDHZtyPaLPDectd0OcVInDuJIItjewdysODHI6kxQPlig0lhbAsXg5jSVlCkhe1BEwxPsi5V+6k1FTPnZXo+uBWhlk5rF5F7Qjpwb/dJQQdmyErF04iZZVWwH/uNMtfkleu+L38m3Bds83O+WNSC7PRwmAOC+vsojQ4XVauTvCO+Nmw3vyxjUhJtzPBymIzITPfzTleukfu+IMtSM9L4XRRKKBFjYjURduhu7qwKhuuzJlZ3DGNceIRKtTfe9Jc7ygvgGQxc//tjI1L2ZOlrmMWakuqKDA4rNDbLci8RmuK4lpRzn/rLCYYiB80acGed/NGraua6yrzhKk5A3VUShbnztUwO5rOXzAQQl1dAzZtHl91kQdbsDSXw8vEfHbnjavCxGBPs2HFjsXobelnicuBjmEuUyFyjiPdxl7yqpuXcmh8MuhGIMmy8+fqcM99t/I43nhtNwx6Hdd/zU9IWoXSdRrKIHkpKhDyQh1sZuOmdJ+HkJLLsoHU21b19UP19HKNplK/G2LVrVDaDkMg42pyQCWhff8QlK6zEFPy+HtCxmKoYT9r/QpGO6AzarcLTVimFCidJyFSWJpqQqlwf1TLkSt9tdEifzNUTw/LFwqphVD9URa5t2fWMOqVgMFmYnEW6n1MoOedp1pgS9OEXOYNTAiSObIAw/wU4V8SkJiAK53zj6LNwTl5mvyJfOM/cyLqlUcgWu1QAj6E21sQ7myHPiProoxwqKMdvtMn4K+mkN/MCyCKLKTcdAsLaBhycvgalrupJFCC6MrRSnImH1bAC2WkF1JG4vZyZCzIk7auXA3F40Hfc09zzng2TkK4r5dD085t28fC/+TVKMSSjXo8VMpCnpGQmgHzqg2Q3BkwDfQyP4I8V45yGI1aK0J3Ovf11aVHS+YmgQwtyVLy53ILEO5sGxO+IK+cVKlIr5nek2xTJ3QygmQwyeM25E30tik8TgsBye6cUGpE26XcL/UD5g5KkyNClA7IK9RaFuYWwFS1hBcYFIom1jzl6KlJheRMgT4rd0orxNlARpceBBvV6wMoWz6+DXotPWeczFSxarw3sBrlcdC9bE+1jPWMuNj7j4yuIVVzKKjXNoHC0AanbQJvhNqExnYa2ycZ4slwlORqDUeuthKlyQgHw5DDmlJKrJNRPNrb21mvkwqhiRTV3t4xZRsktECP6UDbzChKwx1/cgMTudrOd3FumlixGcVp7Ekv3lKeMPRI++xo78bhw6dQWUVNDwTU1zfD5U6dNX+RNIjU2X5Mkw60ZwK+QajBUYiZS6G07IfgrwBs6WyYqc5XoM+QQELHcS3kFfJAV7CBPWiVDHBfLZSWA0CgCnDkRj3rTIjuUoi5q3jbLPaRuQhi9ipE9n2Pv0dqRyTSoLQd08YVGNE+k7kEcvMBqN1nNY+YvG1rOgRziibocJUhe2kePD0j6Kvrgq9vFA17zqFxXzUKNpSxR5wMVDKs5O2bUsZrOX19mrGl4+fXqCwhCPhoUURNAq5Okh4ReUj/lyZighBtJE49a9lrC4cRjBMTMC1aFjW+WkguEozwfUqLVuqG5h3wwpJqmTEHR6FK3+lT8J48wcS8mUCeq6WyiklR1ICBvIdIWxuUwS4IFmKqhiA6MyDYUqH6hrXZUIlAGeqG3NUA0Z4GhZpOGCwQTBO9Zxa40Ong3H49Qt1dGPL7EWpvj/aOnmbsgQBCba2cq3fdpRnhwMAowh6SJtWaS4RH/cyWDQ6SEpsZqjkDxqWlMKU5oDPO/Z6gRZE+PZMfc4W5YhE/EsG2YQs/Ehl+5447ZhmUAMnmgLnCMe32rwSEuA5m/Pte4rXv5M5xY127kvnuJeINXbQRjt3YvhE/BtqHOERMqxoqJaK2h2a7GXqTVqO1atUKVhshQhR5pFQvfCEgBaTUnBTc8eUb5/S9kREPTpw4y57wE795nsdUUlIAlztlXpnRmiplVOc0rRSiNYMlAZWjvwa8fdCt/zRUMoR+rbYVRiuExdpNJJhdYzWdZBjpexhqheIbgO6aP9Y8X8rvKWE22NyWjrZhijOiNCnJIfaYua1dJErlNznY6+Ycl9HG3nXowE8g5q6EtPqj2ntXGZbftwFHHtuL7rNtLGP5xj89w+Idt3/rEb6u+BwQOY3ONrXr05mAEHkedHVrIgjqUCNAj4KtgKS9pjTvhpi5Aqo9h4oItZ35B9g4C85CqHTOaLuxCV4yatGFsCe6cpaiv8VlXrhEW/pNAXl1ej03DnDedh+HT7V6R3msHWI4EMZQ5xBGuodhc9mQUZqJhg/qUbmtCjq6R8WJXc0m5IJPHkegVtNYnhaiyIY3/WOfYLLTmHxqwAvBbIeUVYLggechZZdCv/xGyM2ntN8nFIAy0gfVPwK5vRqRjmpI6UXQFS0HzJPkH6PbTL3tDmZQU2ic2NQzQR71YOidt5B66+18/oZqWhH2BBAa8cLXM4TgsBdGpxXBIQ9seelcX5pSmoO05SWw5U5Vf5oOEa8fMgmGkNdrNEJvJ214FQoxcANBZuZquXQtFSHodZDMRk37eQ7WhxYOCjVriDJ7x/LzUfauSJKYJiPXeye7XSbCcYQgBIX0vnmsUQ+RxhrNwYoUMZhpwUYlWHQeiKgpiNBZzZDMJg4903blgNYxa8z7FGm7Os0bp7DyVQBKfXH/aDrHlCdnoY5oekSn4/MrUvXNBeqVT8ZFHXWspRyFhZ/+pxfR09jHRdtjHmtJOu76q1uw+rZl/JrbTY2aNRgMBpSXT9R65VaFrCeaYLUyD8jIcOPue25CWTnpgC6e0Cpr3kDtGatuQ+TILyEMt3PIl4yBYM+CmFIE1dvDoWahZCvk6p2Q245CTMlnL5U+M7k5NTGehczFUDtPAibKqYgQUgqhdJ3RwtOUL44ndtD3fQNQ2o9Crn8XGOmE0EhNH/jN6P/puBWtiXtgCPD3Q+44Aalwk2aoryI4slKw/c/vwKbP3gD/MC3wRDhzUrVDCQxCPvskMFinneO0RRBLb4F86AdaSLbkJsDogNqyF0rLbohDDRCy12n59dOPQ+08DCF7LYT0Jbz4kU8/DsFZDCFrFdTW96AO1kH1dGuNWwqvA9IWQTn4Pc3I23MhFm6HkDMD8/YyQu9Ohy4rl3OZvuMHYV13DS8ggs2NHNYkD7V2bw28gx6uu67fX49NH92I1hMtcBemsVdMhpm84vj7je6PkX17WA1rttaL+owMOK+/EdblKxO8G1XmokluoIPHpgx1QfUOQSpeCX12OUJHX0Po9G420nJ3HaSccgiTjXAU1NzAce121jse3f/+jONSwyEev7+uBubKRbBmu9FzvA6RYBiOoixIJj17xq5F1PlHRWjEx6FLNTK3OuX2p19D5ws7uX4148ZrUPbnn+F8ct/eQ+h5/V14G1sRHh7V8rRpqXAsrUD2HTfwv2pUvW/G44iGbiOjXgwcOoG+3R9g9GwtQkNaik9ns8KUkwnn8kXIum07zPnZU/oUT7ddImX5O7rRt+cgBg8eh6+pnUsWeTHhSoG1KB+pa5ciY8cW6GZqWqACLf/zHNqefgV6mw1Fn34IWXfegAi1BnzvMLpf2w1vQysiHi8vFEw03hVVyLjhGtgXaWzkK5UKitWn+9s6MXTkFAYPncBodSPCg8O8CDGkpsBaUoDUdcvh2rwapiwt0nNlS5T8YdQeqMcP/uCnKF5RgFu/fCOHkqnguq95AGf31uC/P/NLfOXxz6JqSzmHwGbCgeePcalRdkUma0dT2Hm+ibdk6IOB8TzS2TM1SEt3IzMz+RXvbKC8r/7Gvx/30KKerbT1y+MfMtggrf4YJO5uo0RzuIDuur+evDXuhiMsum1sEhMrdkAsu07z9sgrLhoX6NBt/6ux52LFTWPbQPl41IByz0LPecjnXob+I79gjzv82t9qgv1XmRFmULDAYeZHDD3VHXBJZyHasgEHibYI7KUqZ38HWLN5oSJXPwtp0YMQMpdBUIIQV39x7DwL6YshLn4YQtpi7bwqYYjld0Otf03LD1OO3JIGMX8Lr9blwz9iAy9krdYiBuQpU9j6qoGAtI9+GqN738HgC0+i9yff44WWITsfWX/zz5D0eviGfDDZzCjfUg6ry4qmo818DXVXd6H9bDuK1hSh8tpKNtJjiEQw8u5uhNpIpW0GSBKMBUVw3XbnlLeUgBdyVz3kgXZIeVVQvEMIHXqJm7FTiFrpbYXcUadJaeZWkCg9pIJlEEwzn1+Sp6SmEZ6jR2ZvkyhHMPz2mzCXVcBRnAVHUSxUrC3EKQoQ60l+sQiPeBDsG0Sgswf1P/w1+t49MEUNk4ySr7kdXa+9i4JH70HBx+5hlu9MIBGJ/vePoO03L2C0umHq+/4ggr0DGD55Dm2/ewlFn3kYuQ/cqnnFM8DX2IrOl99G12u7ERmemG5QQhE2+v7mdvTvO4iWXz2D8r/6PNybV49FWKZDsH+QFwgkrNH62PMYOHBs4raDIV6UjJ6rQ8cLbyH/4TvZaF/ymPQMv1vr/zyH3l37+bebgFAYfl8Xq3X17TsE42PPI++RO5H/kVnSAJfaCHsGPNj543exZHsV/vC7j8BkN46tDMhD3v7Ja/DY3zyNnT96F0UrC2Y1wuRR73/mCOdzKadsthuRtyibyVYkQUh9hMkwp2RcGCmHbjbSrj508DjWrF3OK6739h3mBg5uDknPVzgkupqLTvgzX1TiuHbvJCgDzezRUj5XWnrP+NaT3vYM7zmyIRZshHz4VxzGlZbcA8GSvGj/5cTklTGF49759ku451t3Q1/3cyZTiTnrIWSvh3L+aWZ6k7crLf4IBFcZ1N4z47/J2LaECa8lapgoUM6YwvzUZYgiELkbIb/9lxBcVZBKbwFSNKWlywVq5G6nMGGi65Ryfqlurgt13HjbeIiSmL/UOWcs6qOOpZDofqSXyrdVsCdstJm02vw4Izx69IjWEWkWL5g6GNnXrofknMquNyy7DliyTbvOo1KBsTaR45GfqNAKvU8EQRK5iF3j04C8e9ovGWPPkUMznzxF4byw+lkF4qTfe0x0IzqnXLQnRtGDs7Wo+c5PMHz0NCz5OXBtXAlDGt1fKgLdffCcr8fImVoeV9vvXmbvkrxn0zTOAHnXrb99Ed2vv4tgVy//npb8LKRuWgNjupv3Gerrh6emCcOnqjmU2vTzJ/m3Jq/Y6J5KciWMnKtH88+fxODRUxwyp3CrvaoUKWuWck2s7A/B19YJT3UDvPXNCPYP4fz//gEq/voLcG1cxeHmaaEo6HlzH3vA3rpmWIry4N60is+DEg7D19zGBpi8boWO74kXYcxwI/OmrRzCvlzgELrPj+pv/idGTp5HeNQD0WSEJS8LKetW8JgoPO1r6cDIqWr4WzsR7O1H8y+eYnuXe+/NmuTlFWngEIig/UwH7viLm1iIgwxnPKh0aMVNi/HCt19LqAU9GWaHiYU+qOyIVqX0r2fAh8ZjrTCYtVpP0o62plqQUehGVikZ5jR+Tvlnk21mrdiBgSHsf/8I3t19AKFQWJN20+u4dli8FGLlSQrIT/uWPQNS8RYmbE3JPV7sREE5YWJhu4iBKXCp09WQEyb2M3VPmu2mGe4YgBIJaXnc4DCU0Tb2ioWCbVCqn4UQGAZcZVpDATKkoh7yiV9ByNvEYWshpRhKyx6oo20QUigtokJpeANq90kIHdTyzzchhMqgyAZ5yCYXlOFGiHzOLlf3LUpdz+zRcM7KaOK610RIK0pDb0MvDj91iFWONjyyEfUf1HNVArcJTZCe8Rz6gElfs8GYlw9zRWXC8JygN84sjRj7O/Y8xm2YrWad7t+0dBgLCmc3wtQjlwQpSLoxJ/eimOLJgEKY3tomuDavQcHH74UhxRHdJ+VGwwj1DrBX2/LYc+wRdr74FmylBfw5yrtORtfr72Jg/1EEu/sgWSxwb12H3Ptv0bZLAi20hgmHERocxsiZGjT++DfsOXc+9wZsZYWQVpigs5inKJ+1/fYl/rwSCMGUnYnsO6+H+5p17JWTRjLNw3IwiGBXHwaPnOLPk2fc/OtnOBxrpW3PQF4jg2XMdCP9+s3Iue8WGFLpPOg0+U5/EL6mNvTvO8SeOC0C2p58BSmrlnCYer41mmdC629f4tA+GWBLYS7StqzjMeudds4BU1SJzhGF7Gm8XS+/w+eBFlC0wDJlZ0C8QCfuonPCoWAYVqKnC4lvEovTzALeyTQnWXfHCvZ4idw13OfBcPcwBjtHMNwzgpG+UfS3EblB4UmjxWWFw23jkiXqJ0tEMKpbptKm1EwHE7eKV+RP8JhNJiMKi/KwbftGLFtWxWNOTXEiNy87obDHlYZARvESGUZq/k7536st/Ozr92DvD15nr2w60DxNJC25eS+E7NUQjClsINWekxAXPQix5GYOFQuWtCgDWg+xcBtA9ddEfKPjz98Kwd8HGJ2at0tGLnc9VFcZBHsuG27B6AQMRGazQiy/HUrT2xDJu3bkQh2ohzrcAoFD4R8OZJRmwGQ3a7l1SYQt1YYlO5bywjerKpsJj1R2SIiRuvznzmrdiWbxSA1ZWckrgM0kEDPHxaVWVpNcNxwiBAVbWzh3TeH5SwquCzYj596b2bMkxDsI5JmStzV4+BR7g4GOboycq4MpNwuW/InHQyFdCuWSJ0YGgYxqzt07Em7XkOaC3mHDyOka9kIDXb0YOnqaPWxdyXhpEGHoxDnN8Ix42NtzrV/BuVlz3tTzaUxzQWezsFHtfed9DmEPHDwOfYod5tzpxSvIeJFBzb7jetirSqaON0WLalJ43VPTCD95m2dqoHPY+L1LDVpkhIdG0LvrAIfG9Q47UtcuR8ZN22AtyZ/i1BncNNcobIwH3j/Kv9vA/mPIvHU7RPsVMMIUNibDR+0MV96ydEIDB7qJw6EIOs53wZlk+Lh8fTFK1xZyTSi1pqMmDv1tg6wlPdQ9As+AlxWx/KMBfvhG/fyZoC/EeWiTzYSULAdc2SlIy3ehcFkupDgP12q1oLKyRDPktMqLFaVdAahE7vF2QPV20F2msZhZ/j0RBM2YFN7GxKyJG1I0Ju9QNVRfF0AqWVTvSkZWR4YoA3BWaEbpaq19jUPIF0Tje9VYfPvq6T8UrStkSU4LkXfcVHcCNSBxPbZQdL3mtRKDmY/ZCsGUGj0vUbUmdwWglESLEqNsdKtWT8jPJ+8zfwvUE78EMpZxPh9S64euEYQtzc7CJ4TY/Vi8TgupuwumpiIiA/0I9XTNGoom8RBiQ5Mgx+UG7VPvTuOyoNnGSQi2tMC6fIXWujva4YcW/OkJNAkINK9QiJ4icHMal8UMa3EeUlYt5r8n33vk7ZLH5dq0GqPV9cxGJiPkWFI+xQhTKJfyx7LHB3NeFpwrF8O5tCLh3EUMYzLE6ddtYiNMoBAreZdEKooHGY/Q8AgbldhYEhlgPh4KzxbkIvPmbeh79wMmnA1+cBwpKxaxkZ1ubqFaXVt5EexLKhJ+Rme3sjdNZCc6fjoPwyfOwbG4/DIZYQWemgY2/nRM1uJ8OFcsgq1kar01gcLkluJ8XrCQESbQAil9+0Zglpz+JTHCBosBpWuLcOKNM1h+0xI2trH2U9QJqb9tAMd3nkHl5lL2XpMBlUjQajyDHkTMioPfE2SvuK9lgMU6iI3dVd/Lz0d6PVwm1X6+C21nO/nzj37rPmptPwGktDQ0NIKjR05pC4VwBDfdvA2uy9LOUIMaGoHacwRq21tQO98HRho140l1qgopeMXCc5RDM1CVOYSUSggFt06Y+FUlDASHgIHTUGqegNp9APB2aduRTBCs2VAz1kAo+wiEjLVQjSlTjfhVBp1Jj9yVhbj56/fPeON0nGyGVLgF8J+DMtgIwZoBsWBcy1eN1fmO9auO5t7jMUvOceJnyZveDrl5N1RBhJixDIKrHB82JM2loNV+Xc1Yz9vZQtHcyu8KLPKIvSs5HCwDSqVUsyHU3hqVZ9RAKa9zB+phumER58glSWAVJzpPFBmgeayzoReFi3M07Z1AGKJO5OoPksudDuTJ2StKZgxRUv7VvXElk51UyPC1tDOxajK4Y5BHa2RhzEhj9vNM55q8ZceSqJFWVTbgoYHhMVW3GAt46BhFOUJc3kZ5a/7ODBDNRjhXLuJjo3A7ea80XoowTBfe55B1Ye6MoWWd3YbUNcvQ+vgL/LentpGJa5cDZPQHD58ca4toqyrlxcZM51ef4oC1dFxUhow4heznppo3T0aYZCav//QW/MdHfowffvxnKFlTyPrOZOgGO4fQfKKNw147vrCd87UXCqbQsySljoX4iYFNXjPltcjoUuekjupuNJ1sRfOpNvhHAtOGl6mL0rPPvIotWzfAYjaitrYJSrR92iX3FGPi9M2vQTnyLWCoVqs/NadBSClndq86XB+tRZU5FCo4SgDXEghpKydcGBTmIYOrNr0E5cDXiLmhGWz2/iQ25ioZ96FaqLVPQrzmOxDKPwLVoEnHXSmMt0TU3M3JwQgKly5/YOOEjkhj/8a+BwGuonRI6eUQ7cs17Vu6iUQx2nybGLlBrTMP1SRyw/okwo+xFnoJykVYgzatCrq0qnk8G7HdUgtOTZuYvXwd1XtKibWu57hdrv2kukdFYS9JpNahyRhimrzPn09KI5rysqRmdaXANaykw52EEQ739DBTOoYQGdn6XgQDEWQXp8HptqLxdAfPNZTWopaYe589irv+aDuC3hCaz3Zw9K+gKgvZJeORk0SeMIWWZxy3JMJC3in9HjIQ7O5HeGh0ylzkqWvi+lrertXM5U0R38wNU2L1vHRNUbiZSoJYGSza4IN66PrbyPuLsDdK2zS4Zv4NaUx0T9lKCzUiVzCEQE8fwoMjHM5OBH2qE4b08dLUab3soryxRYO/rYvzxZdlTpYVjWkenZcMrhRIFlNS51fTFFd4gRPrb3whtcMX3U+4cEU+/vr5L+GF//M6avbXj4l1ODPtWHbjItz+lR3ILE2fU9H4ZFBjiN7mfnTWdKP1fCdaz3ag5XQ7e8GxxhBjoPnWqONGEIn2SczI1FQnNmxciVdefhsdHd3wjHohy/I8sqOnhxrog/LB3wOeVsC9AmLloxAXf5q9XX5/sBry7s8DvccBaw6E0gcgrvrzqQFSCmXXPwXlwNcp2QVkrIe47msQyPPV26AGh6D2HIZy9qdA86tQ9n4ZInnUhbcCpivjtRBogRbwh+D3BWAyG+DzBmAyGbizFsmPjo76kLaigD9DQu4Wqwl+fxAS1VYadfz5tMxU3P1vH9e2Fwoh0NTE7RYNmVrZiWAyYuCll2DfuInrQyWLFbbVq3nCobZ51J6RNIi58xMZXFFkkQXSGlY8XpirqhKWX0zwJOZTN1tVcfonr6Dhpf0svpB/3SoU374R6StLL26zsoLWt4/h7K/ewFBdO5Z9/g4U37EJ1szUJIakIthYP23j9Hjo0txzbkYxn2DBhyQ1mKkTEuJJoqRzYzPhxo9uwIv/vZslFa1OE/o7NCGdyvXFaK3uQn5lFn7zL68gLc/F77HW8QxGmDxgqtudcdzEaDebmGEcHvYwQ5eNbfyikxYKUW+T0L/3ED/miphgCBth4vIMDGoyjDSPO+2c700GNGYiWvF9AJVLmqiT0XRGmPLe1IVqxm2KIhtiMn4k9EGEJ2JPXw6QMxPs6R8zwg3/+Wt+zBU0bo6wXG4jTMIcw13DyKnKwuf++xN8w7JsJV1cOlErNZojw41WmwMdg2g928l9gxtOtKLtbAcCniDkiKKt7rkRND0Ht1Ekg5tXlYWcyizkVmQhuzwdepOBxzAZNrsNn//io8jMTEdGRhpcrlTk5mVBmif1k5nABSItO7UQMjlcxXdBqPqEpuIUQ0o5xMWfgXLyhxxm/v/Z+w8wSc7qahw/VZ1z9+Scd2dzDlqtpF3lgCSCQCKbZDDGxtgGbGMc4G/jz5+xDQ7gQDQmCBEkoZyztNqc08xOzrl7Oof6P+dW90zP7ISe2ZmV4Pfd5+nd6a6u6orvfe+9556jdT0LiBOetq32x5E68wO9uT1/A9TbHwRMzkm6RVsRlKpbYCjeqTv11oeROvA3UF1VUMquWRBB+1JaJBzFuZNtePgXL6GwxAePxyn3idNlk+va3zuCoYFRmRBV15cg4A+juq5EnPK5k60IhaL41J/cDYfTJgNB8OhRoTBkSpIRTqStDbb6elHOYVqO9cJ4fx+GHnwACb9fPrc3NmLsxRcQ6x+QKMro8cDIlKbHK+nNmYwDVqC1B666MoS6BoXIfSaO2YUaJ5Gh3mGc/dHTuOn7fwpHaZ6k7paCIo/bqLxhMyr2bsQzv/u1OVGsF5mWQqSlJSe5QlJpzsSDfNnMaBDEcC5GpSSNiPns8pd98rycP9wu9d9ELDmRiSAepbupXxxxKBBBUVUeiqvmju5EiWeG8WcmY3SZyfiwLqlzWU9mbhJhnWLzUkzWz9oGHfLEvprIwpb7+EfHmhk/Mgxbs1lGkWheUxSJLunMZH/jCTkXgqReTiP+cJ6oN6fN8J5aJPHTJR0hiTX++Z7/kPQMHXFJQ5HwN7OWm1+ZB7ttYZR+D/7zE9j/q6MIjoalFkOOW1Lt8W+qIzEVze1TV7hsZTEq15bCXeASdCejX9adWafh/7Ol3MLhMH75i8cRj8aExpKnrb6++jKlaDUgRLagJEBErzVfotbsqFRql84qKGa31HwFwEWnbZmMXrRQP7Thk8BYk56yXvUh/f+0Oo9sR/4xSPpZXf8ppNoeBca7gIFD0Ny1UFwXS7FdDmN0e/pEqwDj8gu8yCc/r8mI4cExcbQFxV4pJdAZjw6Pw2wxobyqSHi//WNBuDx2WG1THSXrloxgEyOjiPX0wLF2HQxeL1Sq7iRI7xcRAn4REyCAr7pGKA/puPng6OIAbiHCj3Z1w55OK3U//Tr6Xjos53TFh9+G1vtfgHtFBaLDfpRdtw3Oyrlb4nIxOvfQwBhMbjus+XTsS6ctK1y8nFzyxdSZsgBaxHAEiZG0uMc8NvCD72Ho5/dOkNJcbuP1T4yO5PTdFEk9so6JKeer3r5Zzs1179mhlwPSUR7vS6alb/+dPaIQxO8yEDCayYs/d3lDaBqzas9z7hOjvvQusd6sTmv1FJnNjNJcYx0K9+wQINpCjGAjUplObFP+ToNoWa5YADuYiF+kd5j0jXNpWPP+5vbnN22KKhZLJ0tFCzmnkXIha3JadONuOOqqF/zbBLQtdsJwSU6YrUnXfGAXxvoDoi3cdrRDUtKMVi02M9yFbhRU5aGgOh/rr18tjnQuG2gbRsfJbkk/UwO2YXuNRLZUU/IWu6Xdye62ST8xHwq2JYnDXQjvKtNsVJ6BIgQdIto8D6PMkpqknZU0CGvmh1RLcuabviEFvTvtMo23AURCE8TFFHNJWnpspvOgGqAUbtajZALCRpugBc9BcTihqpMppFSK6TcnlPRvaVoMKW0QBnV2LeLFmNvrxBVXr8Pm7Y1weRywWE3obO2TiMTptqGoJA+xaEwiXpPZBJPRII6ZKFWP1yWTrGy1K2t9nbTHCCmFzQajzyepUVt9g0RHTEWzZim91ir7HnVFHPu6delxRM/9ici8QRWlmcwDGCdTUM+QDIpmjwO+NbXwrKyQ6NWad2nITW5jtLkbrY/sg7+tD7GxII7+2/2SLiy7ah0KN1OgwoTw4BguPPgqIkNjcn3zVlejcGO9MD5xgIsM+9F8/8sID/llu576MlnuW3kJrVPMaPnH9B7rHCwxMgzk5gPfeMto53KipaoCJGX6WdPG4HDHoaheaCzvgLgA/T7zFLKzQAdj5VqKoAPOgKlmM71XNyZEHMI3bbVIVDx92wRC8Z5kdGgp8MG3fdO89dvpJn2/GSCZoqS3qUKLQ9LJsg+5tqUylZ2eNIhc4BzEGoy459u2xvtNzkO67m23SWR+WeIi9pp7XIj0DMg1oAPO370VRsfCJCZZ+xbcyOV2wnSGu961Xfp5mbKhMw4Msb/Xj9HeMXSe7kbLkXZxno276ud1wkxvc6Yp9XnSS4Zi8j9BXQR8sQeYPcF0/tMVmnI13kSRSBRr1zbCSvCCosjgfnmMjcmrdZ1g1mzHzksNWPGxZzl9xyVCUstFeAAgiMpRPjVdzWPgsph/AuGruKpm/0VFlWhYIm8CvsL90CK9MugomhMaOCGxIqUNw6BwMEpA0yLQtHH9syV2wqwD164onzLQsBbMWrHL7YDb65gCxsuWNXO69Acje11TXj7gy5t8oPL0vzNp5YnZfzYhBAEYhUUXfSYygVkScRPGwdpuhaOiEIlILP37lw4aoQqUxeeCZWRcBlk6dvIYk7eYmRwKDLQ9fkAGKWu+G6lECoPHL8h7i9ch0ULLI6+nJwUu3bE3dSERjsJW4JHPFmPcfmKMCke/maYD4LIjfJa3/KxwErEERdFJNXQMALMdvCd0h5zrNWfEHR2cm3SGAgkENmlpvn225Ehtdtpv2MpKME4AKcUPRE4PQg5xKcb6qznfh2hvP5LBkPTIEoyUTegx3eSZTCQQ6eqbyCDR+cxFt8n6Lvtw55uwRKXurZ8HTjT0FP3ye2FOxBjF6uAs/d5gluBSz+9l7ROmYzTbTUKaUVgdlZruaN8Yes/3C4Cq63QPwv4wktMBVDMY082kqIwEuZ0oWg51YLB9BK3HOiUazi/3Ib/SJ99jCpy6w1aXFTaHRdi0mMqZn6ycWsZRYcrS69WKgLUuhwlRYv5GpLwrgcGj0HpfhWbNB6pupoilpKm18U6g/TFxlvCsgFK6W1cHyrZEJCtSVqWHeL5fVox0uIo4eSKpNS2ElDbEx1EGHU0LSJsEP9c0v0TCmnbptZKL9mSGc11acTHAZSZZs1mv7WKZyeYijdA/yEJla0LyH0/XrKxFPphyBLPM2mNfWYSVd+/BwNEL6H39DFa9/wZR86ER0Rzq60PTL17Emg/fAndVEZKROM7e+ywGj7dIpGvxOnH+p89h7cduk21xMGt59HUMHm1G0aaGRTthRsAEuv3GGmuj052w3PtRaKlBqAaimhPQUuPybBiMnotQ/PMZo0u2BonDn0WcgcsCp5omomsO/HRq0821pkGIMRL+ccSGRhA40yxEHYsVD5B9MRjgaqxDbHhUSg/RvgEh4uBnsxmdJBm7hFdZ04S4wlKYB8McUSP5oxllcvIwW204GQpLm0/G2LPMaPhyGM+he10jBp55Ve6B4IV2IeKwlhUtiTjDsjthgrCGukbE0fLVc74PvU0DEg0TFFVcW4ANN6xB9cYK0fudz6569w7UbqpE11m917f9ZLeQdnSe7pHWI1JfMlXNKIGOmN+tWl+BytWlUodmyxTp9+hc+T9rNxeldowG1NZV4eWXD8DCWoYCeL0uYc1aduO+2AqgrvsdpI58DRg+idToOeD8vYC7lggM+UzSzLZiKFU3Q2141wzb4c2Rid74PBAMZ5qz5CffkXXZwqSKs00mgzAZt6Zn+YwOCHbTZeEYASdS89MVXlr7TBKJEKXNOAByYJz6HTo51pt0cv2UtPEQPUoHxS+z3YaoSr1+NPWB4XfkuwR4kJhfsvoGGG3WdKorq92L2+b3QxGRm2P2gLWubDAM9zfYM4jKm3bqcnFz1MGWwpLROMIDowi09eLMD56aUs9llEvZPe5zoKMfZ/73qSkTBsrwUY5vsSZUhaG5dYN/s0yFqnqRTLRCUaxQVWZTUkhxUqwFJko0CzE6zMDpZuFapqOa3m4j2YZQGIMv7puYEDjqq6Svdrqxh7bnV08hNjiMcFcfhl4+iMI9O3WHPYvqUKYXmBSZIpU4g6wh065jx84gFo6IshEdPVuFZgLwie7ymB8Dz++TbdJIAELe6rkCHzpgtljFRsek/Yc25TwkkzKxICVnxkjsMZ+YxVIZx4K8nZvQyrak8SDGjpyGo7YKrsZa6V+ezRFnn1+RYMxBBWtZnDDJMv5yz99LfbZ+ew0q15YJc1b5qlIUVucLYGohO0anzdeWW9dPHGh/2xBajnSg/XiXHlmf6xUWrf7WIfS1DoryEgdvasv6Sr3ikKvXV6B2cxU2XL/qot8na9YHf+udc7ZGLTdIi+QZqsmJ1PF/B7qeAwLtQKBV1791VUMpvxZq/TuhFGycaF2asj5JN0yOdEkzAYT6Bcw1k2VI+xHpT/ceeyTqVhSX1ISTqfNQ1WIkU0NQFIK/UtAQRjLVqn9/GSxzrsfOtOLcdx6A/2wroiMBUWyZiFBUBVu+9EkUX7MFRocVsdEAho+cQ+vPnsbIyWZx3O6Vlah+67Uo2LkOtpJ020R6/fELXbjw48cwdPisDIQGqxmeVTVo+ODtyN+6ekLiTQhb/EEMHT6D89/5FfzNHbB4XSi7YaeO2JxAjSow2axo+vGTsq3y67bCUT57i8pSmclpw233fnFiEM0cH530yNl2qRvf+uM/1yciSyXNKemi+Uk6flNM5EEVL1RzRoJRQTJJkQQjDOrspZ65jM4l0tOHlm/+Lxr/7HdlsJ+4MhqkJWnwxddFjpCm2qzi1KRfdpqRJSt/9zaJrsnsREaps3//H1j5uY/DnOeDplzUSJ/+Db/IKLrWrICtvPiiVHPRdVeKtGAyGJQIkHKLtpJCFF6/+6IsEHthh/cdFZlC2V+zSdizKJc453mIx+E/cVbUiep+9wMyIWDeIbPdcGcvBp5/XSYWNEbA+VdunXDYM25z+j0+/ZaXIU8vJ2TbTOO6pKMrS4UnmgxjzAz0PvKMOGSqW01mJqaeX+m/HvFj4IV9sr9s0ZpR53u5nTCVV8pWlqC3qU8cMp2uwaSjk1nvorCCYrg0h8Zt8LXzzk1y8VgXI3UlI2U6ZUbJXef70N86iMGOYdmPg48elxP+7a6vQjVPp3lkRjYidTOzy4F4MCQ9fQoRiSJppkpNblnNfwGp498ARk5DbfwAlO1/DdjT0mo6rHnuFqK8NdJDLMbouedlYMUsgwVn80PHgSjTixoUXyNU9zbAkGZ7UnRHYjHdMH3F5Wtjkofaj9c/84/wrq3D+j/7CKwFPowcO4+2Xz6DeCCEPT/4G5iYmlUUhPuG0fbzp9H2wHNw15Vj/ec/KM6n59kDOP3N+1Byshk177wBnsZq2XbgQhde+dTfwVroQ9lNO+Gqq0DCH0TfS0fw6u//A3Z89Q9QsH2tzPh5L/S9fAQnvvoD2MsKsekvPibH3f30PvibOkSo3bumTqJxe1kBQqxdzfCAL7URJc0atL0kD6e+9zjWfEhXagn2DMk9yhqxs7wQzspCnP7+k1j1vutlnfDAmMzObcU+eRYXZZzh50AB+Ztsqkq2vsXLmzJFS37ovideFLWkwr07YSktknGJfM7kdiYTVsaq3/c20dOdSbyBVvmeOyUa7X34WVFRGnrpAPa9fhTerethqyrTHWxaDYiRZbCtS/SLWXde9cXfg5WEGVlOWByS2YT6T38YF775A4zsP4ZgSyfO/O2/o+v+J5F/xWaYfG4BjpHJi3zO1NbNtDnV/f6H4Fq7Yl61I9admXnr+uXjGN53BIXXXgFLSZHUlrl/Y8fOINjUOvH92o+/V08Fz9UyxfszSsBXVLJXjLITAWZu9Gcy0jcgwhCWUERq3+xTVq1zd+rUf/pDiA2NYuzIKYneO+97GL0PPwP3xtVwMDtgtQqKnRkO9hWHOntFd5j74l7dIHXsxdolOeH8ijx89hefkpove3mFvaqpD8eeOoXAYEAg/hVry1CzqRLXfuiqBbNmTZm5yMSMKFZFwFnkhWb0S9BXQaUPQ12jEiXTKZMxa7ZBkoPuhftfhNllQ2QkgNhwAEanFWa3Q9KfzsoiFGxswHJa6vT3gJEzUPI3ATW3Q3EUT/b35mAKW5vyN0DzrQH8zUid/C+odW/XAVxTZntsggtDO/p1PaolSUfRVj3anjPazzjg5XHCTBEPHzuH2Ng46t9/GzyrayWtbHLYZHJ07r9/gfDgiDhh7mff8wcxdOg0vI3V2PiXH5fJE3etcOd6nPyXH2P0TAu6nnhVnDAj5PPfe1DWW/dH75fPOGtnirXoqk048Cf/gjP/8XPsXF0nTnj05AX0v3IMJpcDm7/0STgqimTbBTvW4Mw37kPvC3qajAPgWFMXHGWFcg8JWnWZGX2cZfnY+cX349T3n8Bj7/uKpJ8tPidqbtmBujt2Sf34yv/fh3HiO4/hyY/8A5LxBMxuu6CrV73vBiS1OPZ/5UcY7xnC8MlWBLuHhLzD11iBxnuuy9LUnW66eMP/t2waQ9olXldyEJe/42Z0P/iUOJrOnz06gboXjgO2L6ULzRV33ybC94z+ZvtdOueKd90m2+25/0mhWuRki//TmWdz9mcQ4GSDmsjmzKRuRYGdmgrUfuJ9sFWVo/+JFyS6o1wfpQv1sURnXcvsL1O0NR9/N0puuUYc8HzniXKHFELof+YVSc933vtwel+ytwtBhlMSsOT2a2fcrsgNhiM48skvIjai811nUsKyjFiN9JDf9fNHRZVKUsnpdD0zScwmVH3wHTOm/Dn+rPz8x2U91oeZGSB15sjrRzF68ES6bS2Nrpfzm+675rYlAlbeGCfMuq8rX0crU8qQ7Fkj3aMY7BhB/4UBdJzqQjsJNw624cq7ty/ICcuJTaQk9cwXhRpGeqmqxNcoAoPjiIbjiIVjIn/HXmKiqUm2zh6+wqq8mU+LqsBkt8DscSLmD8FZVaQDbsYj4gTsxXM34S+Jsb0oGYEW7oNCakkKERC9PFub0XRTDFDKroIy3ikOVhs6gdTLn4O6+kOAdyUUow1abBza6DloLQ9A63hCj4JX/5bOQU16y7l/AMuuXOInACwlzo9OkgMFnaLJYZXlnMFnLNDSJbPevE2NsOazFUAfUPh939p6jLd0I9jRJ/27TF0PHTwtqWdbSYGgTScfaBcKdqxFy71PINI/DJPLjsjgiKSrGQU7q4p14gIOXCYjHBXFsBak61iqCs+Kcnn4/KPjOdE55mI87rzGSuz+ykfl2KewKZlN8DVWYsMn79Rr51TmMRlhK/TovaRE9jeUY8Mn79CXpzTZntXnlEwUjWAvAroE1c1atskAk90Ke/FcXOk6cCcXY7uXY9MWmPLfnFrUM5loHi836EZVhK6x4Q8+LCLxjDQJaGKkynvJVOCFo6YS+Vdtk5okhQ7mIrXg/UAGLir8EMBVeHYXhhm9NrWK4yTjmzgzi0nIZ6ia5GiogWfDKhF8mA3oxPuFQCjKIno3rBJVJ2ohR7r1fWVbE1t4rCVFUif17dgooDBpI8phrOIxMcJnSpy6wnRqch4iMUFAW2U/KeCwUUQc5nTsqZRkEYi4nstS4ai8phszBBnmsennlsZJUMlbrhOgFoFi1GVmtB4nLSW1lsnsZbfC5HHLfttrK+DZuEbvEX6j9ITpAEkfyZYkeQ0EhLaSBBt0oGxJqlhTCrtX7+edzwjI6msZFGAXXxRl4P/jIyEhWg+NheUV9IcRC8VkEkDRCFJkegpdQtxBtLb+t87ENN04iBVsatD5SkvyZCDXATxJqb+xZWS5TclfD63nRcDfilTzL6CRQ5ro6MzNRydrcuisV3SqhVt15Z5sc1YLcAvBLmjNP9c5pCMDgJ09sya9DznUB23oGBAdgVJ7J9Tat+vL32A1JV4XRyX1Qo0YPHQaRpddMhHBrn6MnW3T23byddCJzn0blL/52XSghKXAKzVapo3JkUumITpja1GeDCDZDzTXtZcXIRmNITYWkAeS6yXCMXHC2WArKUu47BOi5aJdS95ej0Nq19JGtATnkb/D6LVgw8WoVKbA+Ttz9fwarWb4Vsy+3NuQo7zglB/W+6Zz+ipF4LfvgHVFI35dzEie6+V+BtJRknNFrUSxlPEjL7SAmlSq8VhgKSiAo75aUMY5OTQ6b7cTBnutOAGmoZkapbPUI8oUYFSgWg0wuwukTsl6MtOxczl4joG2smJpkaKD925dp+9rnBM3gh/peFyw0PFUl6WBW9mZxtn3nZNWOlZGw5xw04ELP3ZcB4wZnXbZT04E5qoD0+i0az727imkHrmZBm2sCbaqKhgZCDIrmIzpPA1ZnSVS5ikukGPleXM21gsYjueX2TudO9ukU41SarEgL31+588ILJsTDvkjeO1nBxAJRITonG1FHGDZP0yHmMeWoqo8FNXkT+iUzmVnXm7CkSdPYbRf7zNm37EgW1VFqOSsLotsO6/CK6QdrjyH/hsVXgFl5ZV64C3xiBOejfyeEQ7rijRHWYEedWX1oi6rSfokCbCv1+wF2I7U95qufpRtwnTlAhwVAs5SwgNQa27XxR4yjFgmO5C/DsrqDyOVjEEbOgqNIC+RMuQAYAD4HWuh0Fcqaz6mf38GoNdFu8mbMxYEQgOAr15aojDeAziKoEyfDCzCOGt01lUgf8sq9L1wSGbFBEOFeocQ7h9B8dWbRfw7c8rmBlakswfptFQmRTXx+fTvZz4j9WkawDHx/enf1VeQATUeiiDQ0g13Q4X+O1lc0ktpVPXqo4D6sH+iN7qsvAjN5zskc1BQmCcI/2AwjDBbS8IxlJYXIhaLCyVoJBITQpOCAi9sdhtamjtEUrS8slgoQkmAkpsTzpHtLpUSHWH7yl8fJzyXaVoQmjYMDbkA08xQFZ+Q3Fy8IR28w/uKNUW+2H+fSrH/mtsmaNUOVV046QujVwKGPMI1tCZ9DxKUxxJCFKlUBAbDwjJ6Mul06k5Sb1MiQDMN6pzoz+JzpndRpJLDUFSy/ZFrYfYokPesLh5iEinF6XKK2cbnabxnBI5ij3Q+sLwSG48gNh6Gp7IQitkkKfmFmIxl4R5ofTHAVQeFfoja4+RMSIShzNDeyQCNkxK+pmyLbaMkRzJOZTm8VLskJ8yIl/zOpJBcsbMWJQ3Fgm72lHikh3eh1nyoDcefOS1RM190pgR7MY3NliQirunQi2sLUVJfKG1Jwk16CSckZ2m3SzVxECmAKeKhE3rk66ycdJgTx8CbPsX+L2C8HdrYOWj9+6EUbND7hrP3nYLzJVdA9TZCO/9jaD0v6frEImVog0IBiMItUNjmNK0OLPvC2WA8DJhs+u9T05jtT3xwxnugtT4HdWs9EAsg1fIs1Nq9F0fki43+PE5UvXUvTn7tRwj3DkvEyUiXQK3qt+2dmERJW1E6GiVCOjMpyxjrQ8xkcHuS2jYaYfa6EB0a0/lnsxwl1yXIiw+4iZzVTIHbrBJJM9pmzTUbhZwIRpAMRiSijo2OY/DIeXHGTKUTGb0cWZOxUT8O7DuBk8ebZD8qKktw1Z4tePqJ1+QSrWisFifc3zeMsdEAxgMhrF3fgFAoIu8pgGGzWbByVY18/swTr8l3996wExs3NwpV6LzXhzP+eUj3M0aATDYD1XzG7wW6hyVlbkqTkiyX8XpzAI+OheCuzA1kpWEIidTr0HKiAPPAaNgOA3J7JlKpESQS58XRsw1KVQnUckq7IE1R9AhTZ+zifctWQv7Pa0GcSyrt8DhsJ5FInIXRuJr5IHHqugMmQIk9/gQKkQ+AZZP0xD29LicD+nuux8+iWSxh6c+SI7oTFmlVeRBlfXH0qgnJ8BkYrA1QDPlz41m4iXgS0QBrtpqUSYQpLJHS9edVth/yfVKWdb1+DpVXroLZaRMn7O8YxOCZTrgrCpCMJaS0wpKKrJNWHSM/BL9/0U9zX2Nj0Lqfk7EUnkY9u0aiozAJR5g9qNTPETXd5djMaXIkwsvTvfImHSGt9b0CxV4CjfrsBjsUdrO80U6YTvHPH/1DLJUx2iU3dGl9kYgxVK4pQ/W6cnG8RGL/OojSz2ZyQ0cGkXz8HtEPVqpugrLq/VAKtwnQakLbVlhpxoGxZqQu/FJkCBkxpyhHuO0LF6d+mLqmFOKG3wf4ytXiIWgjzdC6D0It3SKOONV7FLC4oOQ3QrH6hNxDzrmjKM0LvITnX9PQ8+x+cbqrPvkuuOqmsmhlm6u+Av7mToyebpU2DUO6dspU18iJZiTGw/CurpX6LdN9BdvXYHD/aUQGx2DJ86SR7yQFiGDgtWOwlRXCVpwvaTWuQ6ftP9uGSN8QrCX5Mv9ndB7sHhCAmKXQC3tZPipv3QVvY6Wk6JbrXmy50CXR6sbNq2AmbWU4gp/95HG88z03o6ysCD/5wSPoaO9BdW0ZNm1ZjQ2bVuKLn/s6ausr0NBYjevW1KGvZxDPPLUPu6/Zgjvefh0OHzyF0yeaUFZemJMTBuk7vTnqa7PHOhTS04uziF9kWzwUxeOf/i9s//QdqLiiUdLpl2qTAJ20YED62iRjcTQ9cgDHf/g83v2rv1jAFjOgxKVFwJOljv3IilIHg4GtPZzsjSMWYyYsBaOxXpxhKtUvRDm6g47AbN6JROKERNFsIzQYmMlLIh4/LMsNhgoYDMVIJvuRTHalHXwZYrEjOjOeQjINLf15qazH9Y3GtfJZInESqdQAFMUDo3ElVLUQieDL0MQZE43vAtT0Nsz1SIbZvkhHnhsugtzofa3HJaXrri6U5zbYPwabzwmzw4p4OIbQwCg8NcXwdw2i5ZnjcJXnIa+hFBa3feJSDJ3rwsDJdnHInFyFhgLivJ3FXjTcQr6DaRYPQhs9Ba3zcSgEpTKSdVZCG3gdCFyA4l4B5G0QB6yd+S+908RdL4RKjJZTzT+CQl32urv12Kj1l9BMTihFV0DJ2wjkb1iS+2L5tfsWYB/4u7SQ+6+vr53d4iFdVpD134KNULd9ESjYPMuXi/WbgREp9YX79ul9xEs5KAT7dQe86cP6+75jUKxeaIEuvaZcpPdqL+ekZPjYeZRcvUVHb85BSVR2/Q6JRNt+8Qz2f+5rqGKkLC1K+zG47wSKdm9ExS1XyndZZ1r52+/A0IG/xbG/+46ktt31FYiPhyT1PXqyGdv+z6cn2K5861cgMjiKgX3Hsf/zX0f9B94iTrb32f1Sn55wthPpxeVzwLR1G1bi3v99BMePnsPmbWvwljv34MihM3DYbcLyltRSwj5nMplQUOgVMQvqYXMHSTrj9jgwNDgK/9g4HvjZ0xjoH0bdisoJzexcTDEYYSrIvT2HPNOUgZxNgWq5LR6MYvRCLwK9I6i7MdPruzhTYIeqlCKlcaIXE1pXRop6CvnSzGBYgUTiNBKJo0gkTsFk2ohE4jhMpi3inOmM6QxV1ScRbjLZzaNDPH5MolSDoUycNh2yxXKdRNJm85UTwzgdMY3OmKZp/TAaNyOVGhJueH7O9ZkCpzOPx1+ByXSVOHJVLYHJxKhad7ZaKgQwza56M/JOUAw+qJY6pGLtAJdLlD2/xSMxSbKtfvsuHPnuU7AXelCwqkKc6Vh7PwLdQ6i7aQuO//A5ASOuvH072l44gWDvqGRM5FhSKTQ/fhi++hKMtumMXZJCZ5thZJYasYkBxSag/HrAvRJK0Q6deKVwKzSDGVqoR3c1FMrxN0Pd/hUp30n0PHhA/421vw/YdF1oxUdd9y1A6bVpwiT85jnhjPPNZZDjRel57hCa730KgQvdqH/3jai6fTdsaXQzBxwub/nFc/A3daL8um2of+9Nl4VgYeYdTqQdKUN+Rr6zE5nIp3TA0REBXskFt+sz5yUz1ottPqQO/TfU8u1IdR/Qa87JODT2FA+dhTZ4Glr/SYmCtcEz0Gz5IgShOC+dV5XHXnbdDrQ/+Dw6HnpBr0MSfWizwFFZgoYP3CYtRUwdE3xV887r4W6oRPsvn8GJf/gfSUc5q0uw4qNvQ9GuDYJk1jdM3pIS7Pj659D60yfR8/TraL3vKQFsMdre/tU/RNGVGyfQjERTF1+5EYYvfBTNP3gEx77yHWmNKt27DVVv24NAcxeiI349jdrSIylo1owI0MoIpC+lsa7LtDLlHLs7+3Di6Hm86z234N+/9iOp9dY3VKFxTe388zGmlA0KWlu6JZqWBr9cJw8c3Dw+gOCsHEAw8cFBJPwBEb/IxZZ6EhMZGUfHy6dgXBIhlnwY1J2YpNaY/D+Zeh1JrXnRDpnpZTpXo7EBqdQgYrGXhaFLTwHrbTu6caLHzJ85jXOIpGvHJolwDYaMznQmzaz/ffEcS08hk3pTL7GQASyedsJGmEy7xXGrqgfJZCtisf0wGGpgMFTD5H3nxQQgso8ELO5NR8G5teYwWg32j+PcQ/t1p6qwtGqWNLKRk8iUhpanj4pz9ncMoPnxQxNZk9CwH0PnujF8vhv5K8ukHJRXX4Lw8DiifmrXz3W+021FUz+c+bscX+VcKcK1rxTtgmIrgnbyX6GU3wAUXzWRIZnAivwmOuEFPZyKgsIda+BeWYXDX/62Xo+adsYLt6+GZ2UVTnztXh0duMwEC3Ma083u9MPTfwCpC/dD1ZLSMjSFFSs+LqIOWseTSJFDOtApCD6l5i1L64TtBVBrrwMSManzqp60tCHPEfdVNcCQ1wDY9IHVcMVndMfNWvYlGqPSpu/9SpivyGBlznPrTjGZktrs8JGzQp6xmylmIkcNKsw+Fwp3rYd3Ta3UgLmbdIImt0PEFTLoT7mHFEUcbuPv3CWtTUIMryqSfmbqOZu2kv+bvU6JpknKwRQmtyWUmUaDvM8AbGxFPoyd65Dt529ogKFgYUo2udiTj72MFatqcOsd1wjY6v77nsLnvvhRfPIP3iPLqfhFqUcev82uI7T/5IsfE8lH1oLNFjPWrKvHH1R+QN5v37leomV+z5UjFaBk/zj5qahCtPXCvM8N9ZqT/lFSTly0bLSlD02PHET/8VbR1/XVTkXnh4cD6HjpNNpfOonIMIUsVKy8cwfqbtwsNcKBUx3oeOkUuvefl3Qm64Fr7r4albtXS62x45XTaH7soHyPnQ+dr52R7e7647fBVVEgv8UWxFM/fUkGeg7srDnW37oV3hn6pPX7YnqNMyP0YQK0xT+DyWSnRLp63VaDwVAlpCDxOFmz6CgdacrM6VS7jVL/BfwSMTMC1qk2Cch7BQZDLVTVISxfdKaMdpPJ7Ily5l73wGAoRDx+SqJtOmBNG0Ey2StRsn5ZWHfmH9kTzMz1V7LcxvTPZjdeF0eRBzV710+AYFmG4PPlLs+HPd81gfVgHZhjOf/OZMiK19dIWtpVni8OnetSrCQjZrEgFT12jPS9DG1gn6SfNVe9Pi5ne/PYiLR3ov81XVAnldCP0lUDbfiY3lrKMiJrw0tgbyonvBCTlhGnXV6MTDjIzrbcSAH4y0TGPasZLFCrb0Xy3A+lJqw1/RQppplZq2A7Eh0fwVgEDUSHoZHKki1HjjKoK+6BQvWlJTSFv0dglzlNzEFw1nRVoWwQllNPyVyq8SEiaKrryddQcfOVKL1+h7SGSd8mKSTZA2hQ0PviYcRGAoKalv5WgwGqwyZtQrkYHbStKJ0VYXN9OIhEfzeUuAGYxogmajDpe2Wu/WbUHGjrgclhv2SR9dmsoqIE/X1DOHW8SchuNm7Ra8MlpZPpYda9o0w5n29D4Y51go4OdQ/A4rILbzqBWzY7FbE0cbw8p+yJ5jnMydITGUtVFaLtrfMSd1DDWbSHpxnP0dkHXpN0cfmuVXCWeCVqZd1PargpDReePCLOt/LK1dK/z9Tl2ftfg6++FN7aYpidVhSsroSrLE8ccHgogJM/eQFF66ulpshlAr4KhOEs8aH2+o3y24yqMvcxOe4jo0Gsufsq+X3WiT21xbAXuGcE9MxwQnI7b/NthdSYKqNZZhc4EbSlI2GdC5612wzHu6pSVpTXsEToZXVQFZdxQsX7lFH1KlZcZbsiNGEoFkdO8Qk6c5Npk/zP2rLOAEZHb5VShh5pO9LrlaadP4FZ7hyPP/dzwutkr8uHxXOxCprBbJzQT55COJLdv5u+RnS+C+5mYU235BrA5NYBZAxo8jdBcVTo6XRnta5WV/MOXe5Vfsiu661T7S61SwfQsgxVdIWMzVKuY9p6iWzZnDBZhQKtPTJ4EUxDkAwjCs+qangaCG5RhZ5w8NAZxImcI3tLab6kEhlxEPk23tojYBxBrSqK8AO7akonUs6LNV7kUPcgRs+0omDralGjkX0ORjByukVSl761dUvquHnTa77VUNf8NrTOZ6DREQ8cFkYrmV2nnZAMHOR3thVCYUtR4WYoNXdAsSx91DXRdjDl/fIbB2c6Yl5jHb2Z1rCNxhAdHkO4d0icBlHL0ydXi/7NRBzJoT6kxkdhWbdjERvQCUZctWWIDgcm2qGWOrW6cnWNyD0OD42JI2X6+eLfUORcBdt6hX6T0f54W7dkBBj187mio2bUn0okMHToDLxr6+V8CtVfJCYTUwLV+H2j2yHfzU6v8zetNbUIvPKSzr40h8X7epAYHpK+62z+XLaX9B5qRsXuNai7aRPs+W6MXOjVI5h0urHnQBNigbCMB1afQz5j6nGsrV8cbyYqkolUSkcL9x6+IOQjRK17a4okeuo72gJfXSlqrtswcb74HUHkmgzIbyxH1TVrEQ9GZGIQ6h+T/cvNCS+NqQQ4wXER+MtgqJyRpU53trrpQK7MxC9NVkNkMoiCzjhxm0S4k+a5aDv6fuh134n0qpJB+S4PSx4nUvaqwtnLb0rubGULRdMrdJiZDCSNmTy+z/6MRjBWZh2io1kHFkdLj68zb4kzJl0wT90itYMvqxPmQNC/7wSCHf3SOsKZOgcOAmo4kCGewODhs+h76Ziu+KJp0qJSuG01indvkIfSf6EbPS8ckUFANFMLvJJirrz5ikvbOQKVB0bR/KMnBCVrcjKdaZDaX8vPn0XB5kZJey7p7Sg1TxOU9b+LVP5aoG+/IKA1RrvS25vUZ23sH3aW6SQdBZuh5K3V08ALMA5KPEY9gpycSGRg/RzYZuujXm6T1LLbAd+6egFmsVmf7UW8/iTOCPcOYvjoeRResV4mWxmqP9l/TlLoTMeGxWkrVhtUmwOpSFgiXU5kVKcHitGE5Ajl05JQ7U6oNruAjWAwIt5xAZa12xc84RAxc38QBVsbdfKQZapsFBT65DWXcZIonL3pQ6CYQ6RvGMn6Sh3V3dYtKku8h+lkR46cg720QJ4hMoXREbMEwGja7HHpzmxN3dQaN4kLGlbkxCyVGB2VlHTCP6brO6ctMhZCLBiFo9ANV6k+cWZK0ZZu7WJNLzTox3jviEy2MpekcG2VTgtKfeSWPvQcbEJ4cEx6/HkMpDalmlquxgi7bPsKvfTgtMHqderboZNeQiPphGt1PcxF+UIvyb7bi236+czch7ncjzOtuxhnMN3ZLuFYQK3jkkJ41jYiGYvBXlkqiki8Br9Wpojs2gyfs510aX9qWdPRZBbqfekYdv/bH0uNTpyw0SCN28HOfpz+z19iwx++VwgQODCc+c6v0PfKcQHc8PueFRXwramRNCERrM33Pi1gqwrKyV1Kb7DCiU+DPPjjbb3CnEVHwAhn5GQL1v3hu5cnfZ2+sGrF9QBfS2RC8RlLTFAVhobHpV5m8zmkBSBjlIJkWo5pHav78kUAF5UJPC6s+9xvofkHD6P7ideEQ1p4aR1W2EoLUHrtNtS860ZhGppynZNJJMdGMP7Mg/IcmGpWwFTVgHhbE2IXzkCxWGFZvw2m4koEX3oMqbFhmFeuh2XlBnHOqssD9Cxyv1VVQH2dT7wu4KxL7U+/FMtw12ZeJrddnjU6XO4XgS6paEyiUjKB2SuK5LwOHjglzpr3eqizX1q7Ku+4Bh0PPI+kENhk9T0zM7V6DVSrVQbTOevCmoZoZwci58/BtHPX5CZ4jrg/SV0qkhMw6SnOpBtZ9zMZUH/zFmz9xC0C1tElLnXt2Zg/jObHD4ojv/Kzb4ez1CdkDmd+8eqUn09XPGcvEZBparoTWAZ8SMmte+T1/2UTwOXbb5LXm9k03itp/mn6ozfSltUJ8wEr2LJSnKxEX2kAElPVoZ5B+M914MBf/teUdfI21CM8MCJp5/HWXjT/+Em9KZtdNd0D8FItiCcw1/rWTJYePKvvuFrAQbYir0QKTEV7GqtgT9cSL6ddiioPI9zzTx3HiuvXSTTTf6ZbamSl66umDD6c+YdHgrB6NFhyJFNZakcjKVzyydaVY9NffXyBv6tBi0eR7O9C3u/+ldxToX3PIDk8AGNpJVSzBeOP/wz5n/prOK6+FbGWM0gM9CDe2QLLqk1LsO+60xOHJ4xbyyPgoPe9pjNhM2w/PhZEsLUb4y1dGG/uFL7gwIVO6XFmtohZDkaNY7y3S9jeFUCoq18ms6moDjwjt/bYqZbMj1wUiQl3tcMJW+NqhI4dQYrcxHNY5EIzgseOwLnjiol9Zo3WlufESHMvBk53IK+uBENnuuDvHJTljiLvRJtK67PHUH/LVjn2ofPdApqKE1THSYbVJPVETjRP/+KVi5wtAV8mmxmBnpGJmuGvc5ujcAoscDjIqaNkju1mENZLPXbl+nxoCxz/LvW5S44HEOvqQmJ0BO5dlG5842yZgVnkvp19sCcZ9k0P/sOUqFMg4qmUOOn9X/gmrvneX8BVXapHyt96QNLbS2XlN+1A19P7Md7eJwjK4WNNqH7LG3dBCLs/+IMXEB4OonrXShnAxrqGpf9xvG8UK2/ehNGOQVRub4CnPA/+rmFcePE0yjZWY/93nsXwhT75OzQYkPV6jrbJjL/hhvUo31yH4z/fBzNTc5tq5Klrf+08/D3DMng13LABBQ0l6NjXhJ7jen9sfn0JNr1nac+H6PdGEsIJTtGPDGNOLBSXMcBiN4kKFulHZzRFhSFvEhSRikb0VD9T0x4fXLe+G6GXH0dydBjGwhId9LIEUQ/vSX9zN1a8/2Z0PXNwWaUMn/3uS+g9348tb9mAVVelJSezzOR1onD3RhReuWFiQrnu87+VdqhpwhdhsNJR4Cs+9va0okyarpM0LKoK3/oG+azyzmtmTc97rtkrDnY+J5wYGkLo9GmETp2EY+06+YzXdscf3ImTP3kRz/zJ92G0mFCwtlJqs3p5RsHW37lFwFknfvICXv3qL4RJiQ74hn/8iICrqvesx/mH9+Onb/tbUT5ruG0bPJUFWTrPgLPYh7pbtuClL/8EP7zpL2BxO3DdVz4gwK5fTyNlJAVOOpHSuqBhNM1yRVYrAxQBZzmln1lBTRpMlUtQkkIK/UgkH82qL5tgVK+BQam+BCfciWTqBFLomvjMoGyHQaUanWMBx9yLlNaOlDZAGHOaOjRFJW+A9W6lCAoq5bhJGXopFu/vx/jhgzA4L50B8M2Pjp7huhIgQpAVa36tv3gOtXddKzN38gbTiJbNqMJYC3TFmN4XT2OsqVOas5fK2LJStGMNIkNjGD55QSIGtj29UWb1OrDmjm3oO9WBQP8oxrqGpI+OEW3hXVfg1W8+jhU3bkD/6U74u8ndqkq6uWBlGfJqCrHxnithddvR+upZST1Xbq8XZ73/28+gcls9aq5sRM+xNsSCEUn9RcaCKFpdgfXv2InX//tpofczWo0o21wLA1OHy+BnxodDOPd6i2w/Fo2LCtdg2zBc+RTcUNBxugfjQ0G89bM3CYPazDPeyc+sqzcjfHQfYudPwFBQAnNZtThqRsBahMIPKlLhIGJt5xE+8AISfZ0wVa2ApXFD7vzIaeO1YN95bGQc0SE/vKuq4FlRqaO7l9Ckdi+pspmXT5yTKVKfWZSkacT3RBtWVvuWJr44nUqfaTvTzLXjCgw//KBEDJhBgSbbop3tGH7gF7A3rpJMFX8jb0UZdv3x26XVS3qX05SDzNCwfGLLd2PV23eh4dat4oCFlcloEJlGOunqvetQvnOl3M/S2mIzY9XbrpggcaCxvMI2ltu//emJVhdGztzOyjt3ovaGqVmQvV9+n9TBOSl4c1kKKa0fqdQFJLX2NEkIs4D6edEtLgQimhaQ7wKnxIGqKmveVI6b65hUISNRUAJtwmGSkGQAmkaE9WI0cZPQMCbOPbuf2KBSVGT+bJumhZHSepHUzkDTmCFJZB2vvj2Nn2lhJDXybl+Q/VSVBqhKBVRlYdSxibExjD3/LAKvvoRYZ6cIlfhffEGWlX/+z2AqmB1Atlz2xrQoEXlZ4MHqT7wNPc8fwdCx80BSE+dMJ1h2/TZBSJdcswlH/88PZPCjKg4fNvaF0piiPvudh9KtGh2IjgSE2pBp7IpbdgnSmssjAyMYPnJOAGFMc1MovfrOa0SgnSe7aNd6AWOxRpa/uVHIIt4I4+DByHR8wC/pN95/iWhCRxYWuGDPdwq9W15NEZqeOYHh5n54qwtQsbVO0J980SEbSO/JGpjNDGeRW+rCsRA5odmbpz+gkrKTEV6BQ7btQiIah7s8D/2SLhxG/ooSVO5Yel1l7qfdZUXrsU44fXYMd42KDyhdUQSL3Syyle58p8hRXmTsXfYVwHHtnROOw+AtgG3LlUiFScBhgmpzwpRKwlRZB8VMwQsVqsUKGE0wON2SzjbkFwtIa8GWfjZZg81bXyfa04LgfpPZXGjThQ4wqsMB56YtSI6OItZDBqfZLRUMInz2DEafeQreG2+e6BE1eGY/14pBgWq3zArc4TM/ndoyG+cg22APuNkoLUfTzTTDtrMd+JvH4kimzqUjwSHhip49J51xUHRWcSS1VqSSYzCodVAVRsYzTwp1mgn2mVcimZqMWhl5KiiEYRFOmLSYmsYe8UlSF4WMf3T287BK8ThTqVaktFZoCEzZxsXHi7SDJh/8IJIaO2pGAZXOOPd2IdVuh2vHTvEHgdf3wVRSAs9V10yqay3SOGmW87sIMaBlc8JsgSjYugr2qlKcfv6sgEUKawpktiupzqo8aQ86/0ozSqq9aD/agUQ4CWU4Cs9YBEazAbHiCoycbYfPYUPSYINz81rkVRWIdnDr4Xa468sRL/LBUV4k/MBkzCGpA502zV1fBluhV4TapcZls0jrS2Y5zcp2qFhCLgr39w3jp2bb1FAAQ029gialU5zUldUdK83ksMDitsHfM4J4KAZ3mU+XTCvxovXls8hvKJY2D0aVjDoy64VHg+g/1Ynhlv4JsIzIxsp3dGYZRgaR0ZBE4HTelPhbarPYTCK+QbYcu9uK0FgEJosRBVV5MHJfCNwi+tc4gwg521UsVqillZOfmUww5hVN8AdDYa12DEZXKRSVfZiT26ETXrSRz31c14JllMlJpKC6l9n43Ax1DOPo4yew9rrVyK/w6Ty6XcM4/9oFhEbJGqSgdnM1KteVi3AKnw9Ki55+6RyCw0FZXrW+ApVr9eVDncM49uQped92vEOeyeoNlShfXSpSoNnG43Vu34lIcxPiA/0z6rFm7SwSI8MYffIxWOsbpMUpG93+pja5f/RnYtLS7SnL+8NpNq4mYeOigtNUh0Z2K963GVYtpm3jgDYuaWrdEYcldZtk9kRNwYCGNAvXTGaCqpSQOTrt1Hjoo9CUMYk4lQW6BHGksh+TEwZVouC52bRS2ohE/CmtbZpYhhUKvOmJRGZfEtBEjGIofW6432NC4cryiqKy1zq3iJggLHNJKeLllTD6zsnf9jXrpu5bMiWZFz4XBrMBcWrUW03Sby5gQmaWKCiVoOZ9UnQNBtsGYXPbRLZ3xgDijXDCJFUgOX/kXB9aHjsuA2xgcFwGV6vLKmAKh8eGWH4RnFtXwRh3QAvFEEia0XmqG6UrS9AfVFF23U4U1BQgOBKUViJThU9Smm3HOnDD71w7p9Ms2zsDqfd0VOfAqNTP6Mg9KycH98tuigJ3WR6i7F10WKAadTlGi8sm73nRi9dW6qLueU6JYAmuouPkTVO+pU7qxnTAdKB0rlSp4TZK1lUKOpWzNS7jOvzcW1UAi1OPKopXlyM44IfZbkYBidNdNvQca5e68FIa1bF8pR74WPPNcORnzR7tHpKGLHw2qadX0+ApjAEkQZC6UW6DqN6vHE7P4GWL078hKVUC33RaUSy78bqO9ozi2JMn0XWmB/U7agWoNNQxgnOvNaOnqU/q67x/hztHRS60dGUx/P1+nH7hHLrO9CIWictyrkMiDwqj9LcM4qn/fh7XffRqDLQNITQalgwEOalXXdkgg0q20aHaGlch2tE+bzRMIQfWhUefehx5b7kTpuKSNwx9yuNmLTsVDsPopRY1JwQcuDm5TKO35GITN5DUOYTjo+Qylb/pgBVLwfLuo2ClhpHUzqYdcKYnm/dZPlSlDIqSn3ZKaSesMbNFJ9QLTetLR81MCzOVTSyAEwYlIxk4PSvCY/WIo9OgA+RI+KFpflF3IqtWzvvO36Tso6SJM2aAqhBpP5e8YRypVJtE8BAHru+nAspClkhkq8tDmtL7T1WocaTQA03rgYZgevIRQFIj7sUNo8Iy4tIg8uLROAIDAYz2jMEpZTJVnC2dMNnq+HzwWaI/Y7BDB919phfF9YXyDL5pnDAtEUvi9Itn4fQ5kFfhQ8uhNvnf4XPg3CvnUVRbJLXAc680idPw1RUKYKftaAeKagsxPhjAzj+/XU7CYPsQOk924fyrzciryIMzb/FRiMjUhSLCyNTz/GGpHXnX1gg70xtlPMaKbXUo3VgtUeJMTmjrB/dIalmLJ8WB+mqKJtatu2a19AfzWKavu/W3yPUKrH7L7JOSTe+5Cod//BK81YUoXFkq6OqTDx7EcljGYepv5li2KOMslZJrA5S0h8ZbXGTa+MrQ8anpepuWHizUdDqwHQa1BprG70w7j6oKW6FPIkFOaJaKRGQ2Y8mAE09GrKeeP4f3fuUueEvdssvn9zWLY772I1ehpKEIEX8E3/r9H6JsVYmk+DtOduPV+w7glk9dh9LGYtH7/uGf/hy+Mi8cPjsS8STGh4PIK/Pixo/vlcj4B5+7D037LqBiVSm8pZ6LxNQdm7ci1t+H+ODA/KLqnBQ88EuoVjs8e/ZKtKGYzcvPWpcuolOMPhWmDOW4TBoSgwNwX70HBpsdWnxMCPonUrp0SgYHQOdr8gIjhwDXKiA2rDvoZXTCOrgvhWTqpNBHZjtglelhww4o0MtmU4yTTdbOtQYkUvslnavfz5yAjiCpnYCqMSVMTAVm7C3WU9JDk3VXSSsPAAtxwqznihMNZTlSl0we5ppEC1Wmdl6iWd14XzhgUNdBVfR+7osHBmo61SOROiJpe4gj5r4HkeL5U2pkGznP3dMTbaG0nWaclHYc70Lz680oWVGCmi3VaD1EsKr+XNIJM5DpPdcrevaxcEwmzMzuvvlqwiQ4CMdhd9slpbrhpnXwlXsx0j2Kww8fxUjnCK7/xF68/KPXBLXLKKl8TRnsbtJMKnAXTaYPC6ry0XWqGx3HOzE+PI6r3rfrkvar7+WjOPXNX0pvav3dN6B07xa8GYyTkbms4/UmjHYNC1iLaOap617a5azeuRKdBy8IqtrmdWDtndvw62WZjlG7Hg3TOOvWiLpkBKfCoBAR7EAydVQcs6IUQFXyZEAhOIQSbaxp6XWmdA2dvYQGFeXX65MYCoKQnWo5jZPRE8+cxpmXm/DFx/8IrgLSGCoYGwhgoH0Yp188h+6zvVPXGRzHcPcoBjuG0XygFT/6ws+nLKdTD42FJzIS628kSll/tkpXFCMeS2CgY+giJ0yzr1qNxNgooq2tCJ89Pf8BaBoGf/K/iFw4D9+tt8OxboOuUcx0/hKWfCbKEBk5w2QS4XNnENj3KsYPH0Ksox2mklIBmGk2OzDwku5c4wFo0X494rVXAiOHoWz4iu6UyViXClPPck51ryXYe4lAU+KQJrmYFRTBaLhS6ChnM73+aIXJsBvxZCx9f9MRx9M10yYYlLVZzFjZxuegFklQnUl3QgKu0nqhavULaCvqBjQ6w4zRuWdQ1hdvI9NRkNSOZTlRmgNGdQMMaiNmN33yYFS3CHJaImDJXHE6EkQydR4GlaxXue274EfMZpmgpdgHT7S+UZfLZRQ83DkMq9MqWVv6pO7T3fLsMBIOj4URCY3Jc5JflY/e872IBxMTTHBvKifMMH3nO7bikX9+At4yr6SY2ZZC1CvfR/xhyaFve9tmPP+9lzHQ2o/C6gKUrCyRtOh040w+vzIPwdGQrLfYh5kz8vIbd8rr183q9iwfettXWyiv3yRLap2SajSqrPsYEU+9BiM2Sw3NoNRNOFtFoX5rHgwKNUKnRmxsjxs91y7iDRQR8Dd3of6eG2BuzKT8lt44eVUV1nLL8cD/fRTv+co7hEta5NUUYMXOOnzmJ79zEY3f+EhQSjUlK4rwl0999iJmNNaLTz1PMQCelsmc+gSBxhz75Ni4WZ6dzn/4O6TGKUIwv42/vg/BY0dhW7kKnr3XwbP7ahjcl1Cbn2ZMNcd7exA6cxqhk8cRPHoYieHh2dvSnHXAwAuAyQfYynV+9rGTupB7oBma/xxg9ACRXp0vWJzUcg2TSSS1k1NqG4pCgFTdBOXk3Kan0o3qVsSTEWgTTDSceJ6EYSJFO5ORU5qTz6HJurL8TYBUbteHCG4dUJUxAwzKxS11U42o7s6surcJqkyEc+fGV9VGEcFga1R6T5DSTsOA3PV9LRWVcGzZir7vfgv+jz0P1elG9Zf+BqbCIlRuqJBXxuhntt+1bep8JuvvlWwjnGmu82ZwwhwgfBU+3POVuySMZ5THVCt3+Obfu2HiQfGV+nD7Z2+RkF7k7JhSVYHbP3fLlEGGJ8Nb6kXVxspLnk3nvH46ZZSrdqbOs7vEBUOZ5SeBYKcuTs0Zujw46Rkn+VEpWG0r1peRFIUz/ESQyDNdojAHW8w5zfV4pVY7AZ66nOC3pKSy9FudDomtLi4YlY16XQpjUJViKLBNZsin1YQJ6MtbWyeCEARksVf9UvnL5zMCsDbdvA4V68rw35/4AZ78j+dxzfuvkPJNYXU+Wg6348UfvIo9H9L7uHvO98JT5IbdZZPI1mK34LnvvITrfvsaua59F/p10EiampK15Nd/eQhXv+8K9LcOoPtMDxp21EoZaEZje5HVCvuatSj7g8+i8//+bU4yhzQtEkHoxDGEz5xG//98B/a16+DYuAXW2jqYS0rEKZNoZcZ1ybAVj4tecXxgANGebsR7uhHr7UWspwvxPp0uU9iPeC+SyGMWBywtWu7VgJOo/3RELs91+lkireyKT+nUhFmygou2zNghJRLZg2lf4DPROnUfQYdUvoBnkd8jkCk/XZsNpSNsArf6AK14RrS8ZHeUOiQ1OlG9B5zgJzpWo7JunsPicfkBqWFnwJuMIklZOnv0zl9IaRey0u7ce6+0GuU+JDAHUAAFTibkJ/qdGQ2zbYsTiPlQ2ROo/y1bJUOTId1RpulhT+8qELKTyd2YsjyzbDFj6PI6YR4Y+VrTdHSZz2hTZugU8bGYLv6OZfI77cc60XO2R6Lrmk1zRyDcjgAygkEhc+BLi0aR4osyeFwWCevLIlnLolFo0QiS/IzL+b1YTNoziPqczzhYdH/jX2BwumTAosg5LyzTHnxPZC85fwXhS0k6s75cMevfVW383CYtNaRslHWsNigGDeh6TJ/FDx3UvUSSteGAOGelcKc4aPS/SI+hO+VUQtf+Lb956j6Sh5vHGg7Lsco5CGfOR+YcTJ4Lfp4MRya/G5m6nH138xE50CItLej//ncw9MAv5Lh5/Dw2g5yXyXOhH7t+LvTzlHUe5VxZYOA5sVql0T67zqgr0IwjmaKc2ygUlfUpYgfGkUidSNfaKmT2zvSdhvH08kxt2INE6jgMahkUiRSMk/cjlYkKvSKD6KgsmkIWsRzGySfrTu4CF+7+8tvwsy89CE+hC2v2NmLNnlVSl2K9+NCjx4RH2ZnvwK2/dz3KV5WidlMVbvqdvTj40BEce+YUUglNasF7P7Qb1ev1CazBpCIwFMC/f+jbiAajqFxXgTV7V8n3Zt0nOmK7A44NG1D8oY+i/7vfmhstnW10krEokvEYgocPIXzmjH49qeiTfj7kHjCZ9Hs0pt9n3H7GucrfcYKnYkjJ//pLHG+u55UONnPPyDgzTZJvEWhuGbeo/S23kUWfMPMN97nvEJSCtfpvWilIod9TurZvAFraAeqmk3AQHLjwcdYHRaNjytRn6YgHJLKeDZyoKlVIgqWFzD5EkNI6SP0y728mtY40mUbGrFCV+YIjOuHsfmJdXIIR+ULCSP14CeBkSShzvDrATX+e53fCsp8GIxTbxS4wV6GJXJctuxMWYvuBIV0OzqPrwiaCISSDIRgcdhjsNvlbBm32Ajts8hkfrNjgiPxNgm8eRGLML4Vyfkc4a4MhaNRz1TS48+0wb66CgbPH8QDiyfjEehftUzyGoft/gWhLs/6gcjadTAAJ/X/+hv5wJyYfcn4n/Xf2MpFxy5W1gmxQnKnzJmEfKiN6Q+bF90aoVJnhe9Yf+MCnlymZz+TFz40wFxXBvm4jXDu36hKHkX4gNqpHufIw80FPQAv1AIELEgErlOxKhPQXvyOz+qlMMYH9ryF0/NjEedHimePlecicg/TfAkTieUift/TyzLnM9dzQYcf7I9LmIsedOdas488+LxPnYtp55HnRz6ERpZ/6NAwuV9Y9wIfPCoNSCU0hWxadsBkaQR/Ci8yIhBGvOZ2GZnuXWWrIfBQMrGdp0RkfZHnw0zX3KUIHy2Crr1kpE02WXgSwt7oUN3x8DwprGOHG4PCasfrqlRL5sk4lpDYui2SJ2HfLks/KK+sFac7SDZdbnBaJconmFEIMg4oNN6xBSUOxLC+qLZA2MWah5jLJVDldcO++GsnhYYw88SiSTE0v4BlJhULymtyoMnFtuX1xapn7bDkkI6eMGUuTldG6D0ALD0JxlkKLBYB4GIotD5q/A9p4DyWjoDbcTq7O9LPLthv/VIckRBpsq1v4REBVnNAUW9ZloMMbhipZoBlM8I9k3fIhJWxcsXQPLmvDY+nWqDlajFId01qp6ITL5tlLfZ+mZs7MZCtYwJGmd17wGlPdlz4BmbxfCJgaHw0hr3Su6PyNt0tywhyc44MjCLa2w+zzimpIbHgU8ZFRccS8I9zrVsF//IxES5zlmgvyYHQ7oUXjiA2NSJTl3bpe1kv4A/KeUaCjrhqB0+eF9jI6OAzX6pWw51nke+H2folQvds2Sn/v9JuFzoK1IXLeLgvt03xGgEiC6WCy2yzezJVVMLg9cF2xA/A0Eqaq167YYqESbZpG/qo2nYqQSE5qBNMhJwnSUPTvcp20JQMBhE+fhv8lnSXmjTk3nBBxELo0K/7Yx8UJZ0y/DxhNTKUr5MCGiT7CDHiLVHiZ95nPvOnU9RtLPly2cirgjiCqTbfo0Uky3g4oUXiLC+AtqYOizEAWokIi6DV7Lga6SMtSugWM0S9fCzUhgykqFkKOZCiI8UMHER8anJdR63LcE2+YhQeBQBe08BC0KFO1KUpGAdExsu6IWqmO0s8YnUXWRIQmkoKLneBx3an3AluOZisV6cQdTCEXQdFG0lEtv0s2rr5ZdIUzqWhSSma3U1FohU57rjp2hmBk6jFrIDDtAqAtbOKhdz9MK4dI69bk8QaGQ7jAjpw7foOdMJ1dtH8QkfZuiaasFaUIXWhDYjwoaddQSwdsFWUYPXhMbkpLUaGkPjnrpdA4U3rjTa1wNtYhcPy0pBcZMScC4zB7PRg7dBzeLesRON0Ec1GBRMXhdqIANYTau+BaswKqKd1v+htsoolZsH2yvjTZXDv5HUyiu7VU+uFgajo51Qn/f9cuRojO/J03980kg2UqJoy6dMCK4Y0B0tGJW6prkH/XuyRrJUjkXlKFzl+a+I00TxUUiwtakGQ4RpEfVax50ARt7YJqLyRVV1ZmiuniqWQ4nBhmSiALt4sjQz26nXtaQx7mlELwIqPyDMipQ1qFZkYbZVLKk4xejGSZ9p6LMlP/JichU1uCNK0PCel1vnQj2QhxRYEhv/T09l4YwPn9Ldhy6zqM9rIPWpPskNlqkslocJTkO4ArzwGj2QT/YED6gc1UmXPqlLnsUuA22f8r/9vNUl7l3+ND40JuM8Jtk4PBZZXlnDRfNifMKNReX4XxM03ifBn1JkIhqFYzHCtqRbqQ0S71hPmgOlfUSvQc6e5DrH8QRrcLloI8STnF/QHYqsqFVizc0S3rkQ3Fs0WPknlCosOj4vRFgzbfBwgk/BJgab9OJg438wDPfbxK3nqAr/9nEyYSeakU1AXW/DJqSW+U/vJ0UxQHtFQIyUSniLGrC3TCEv+QOtS7sLrjbGYpr0TRBz4Ma8NKjD75OEJnTkkt9w3JQM1kBkqnmucFA+r3h847vRiiGKXiqsyWMp+mz0FmfJo+cU4zX03d2UVr+yoi7DB13ak125lNiDHgShN3xNNOuCudmmakPHWLOr9127S6rkdYuOY25upyA/It3lLS/77/wVMIDJM3Xn9+A0NBPPP9V6SFqPHKepStKEZ/6yAOPXZC2mG337kJniIXXrnvgJRvSuoKUbOpUhiwXvzRPhk3iKXgsvJVJShvLBEcxSs/P4ir7tmO537wqnA01G6qFDxGQWXeZYyE4wmE27rkYKP9Q8LnbKuqQLCpBb2/ekrSS3lXbsPogSNZaykw5/lgKSlC4PgZvSbs88C5eiXGz7emnbMDno1rgFcOZDkcBbZKsscoCDa3Sb2Z611epO3/s19XoxC8v2MQ+Y0LS79GRscRHQ3CW7e0zGGLN6I0dVJ/1ZB/MbBoHiOwcd11q/G3r+TeEjKfsf/Xe90NwjEdOLAPAz/5kWAj3mgjiMxSWwv37mtElnE+5auejiGUVOh1+MUDbaaLaszCSqPLaEz7bFK04PKZKt0BulJTRqGOfcedAtzKRofrpy+RJgfRspi9iHDOhdRkuY9NweHHTwrOYWNdAUZ6xvDcD17DvvsPw1fiFud45ImTotLGTh1Grdd9ZDe8RW489a0XYbaZUFRdib6WQRx46BiueMcW9LcN4RP//j65H9qOdaKvdVCiagIhOZl95WcH4S5wSDfDuX0t0nVwWZ2wYjbBuaoB9toqiYqJAGSE6qitnJBSI7NQxfvuyqq/TV4I79YNaZSaCvf6VZJelm+J7JqC6o+/T9YvvHFSas1RX428q3bo6y03A8//s98YCw2M4ezPX8KVX3j3gtYbaepC38EmbP7k7XgzmJYaBlKsq6lIJTphMBIM8+aYiBp8Pnivvwnuq/Zg7PlnMPLIQ4i2t0EjGcJl2wkDHJu2wH3lbjjWbxSiDpa/kkkNz/z8dYTGw6ioKxbWsKJyH/IK3Th58AJ8BS78/FvP4O0fuRb1qytgI1Xsshqv2fR6fkYxaXGpWH1ylv0LuR0DU9LsEU6KEpK+tZTWNAP9ZHxajy+HZbZAFeRwDyoz7I8ighML6RGe+xcciEWOiHMkFwXTznQT4UBEnCQnoFe9ewcKq/JhshqRV+7F4998Hmv3rkSI8qnFbhG+WbmrXkRmCGLMBnVVritD59leNO1vQXFtAXaS3+KH+5Bfzm2bse0tG4SFbqF2aU5Yeqcg7SaZ9zSNrDjZzDiCyJw8VfId9malkZi6f6YzTr+fWM8ws0wb0bKTO3Eph/D/7DfYYuNhdDx/HOPdg/p9wrLHeBin73tBBOJLNtfDVVkoOs5dL50QwYqGO3cJN3fTw68jGY0LvWlGCvDNYKqajySJClIjUFQC0Jbo/k+GkBo/Di10VicEsdfr7W/2FYCpEFrgELQY6502aLEBaIkhqN6roDjWQCFgMDMeqKpExp6918O1cxciLRcQPn1K+KQjF5qQHMvmGb50Y4+xuawc1oYVsK9cBVvjah0xz5YnclanJRUJ/OrrHsZbP3gNnnvoIEKBCKw2MxwuGwa6R7BldyOqV5SiuqEEFtvlUMbi+GidEhySE5q8you7pDpb1lTjuJzLxthh4AU0+wRwSk9JR7L66zNOuH3aURQBWp7wjhvmKPXo4ReX85WZLPDgLelOhaV4xlSs3r1Sot1TL54XESDSuG69bT2e/s5LGKv0CTOcqqqSWiZoiyxxnPfwOy/ftx9DXSMoqs4XkRmnxTEtsaHI9pjCJiUzwY/bbt+AZ777Mrw9buGO5vJldcKBQBB/97f/il27tuKOt944sWPTLZdUzlKuN93Yf8g+xqR/agsAjbPyyOnD0CIhYUlRXV75W9ZzOJEaG5EeRWNBsejNJoYHZEKh2hzSMmGuaUT0/HGY69csu0IMBzNj/tJy15rLy5D/zrvhufY6/LpbRnqMWRfadG7i/iPNknYqXF8n4gtjLb3ofOVUWnXKh77DzaJS5GsoQ+GGWow296D34HmRj3QUeWHNdyHQPgB/RyZC0C347AOInjuq6zmv3Aj71bdJVqbgnvfCe9Ot8xK70GnEzx9C4Mf/OONy1eGGZf0OOK65Y+YNCLiH/NgcJKcxZj3zS0QOPDfzdl1eWLdcDfvOGy5apmkJca50wKpvj4D6UsPPApYyKKZ8ccBapA0wlwCWYqiujUiNPAeDrV5H7Wd2LSMxabPJi1gQ1o1dO6+QnnISbsS6u4RoQ/rvAwGkguN6v366D1j2lf3DJrPeR8yXxSLATVN+gTwTRl8ejHl5MHo84oi5jCpZgpafhRozGAjjxP5mqRMyShroHcHwwBhC4xFYrGaEQlEMD/jFCZuXXWvYeBGaWG+xoTNduJF2lTrD2aYK7WUuY6oKRWNdtzBd78043D6ogny2pmvYUaG2nDT2+PrQ2TGCnp5zWLmyAQ6HA8FgEBaLBSZetzSphZFthRINe9LI6owl5JhzVUGaz4pqCiQiTVABSYihNORX5OG6D+/WsRBum0TE8agH3hKPCF4wHW1xmHHVPTtkG0xTE2RFJ371PduzzhPVyqrkN1iyIPEUHfa1v3WlLkxE2VkK0CynE47H49j32mGUlurCAYu1SCSKoaERjAeCWNnINoupN0osFsfg4DD8YwE0rsqdyzRjdI7kup3JUuEQFLYTJGJQrA6d/MGbLwNzcngAKacZlvo1SPR3Sb+xyVmu96YKmYQVpnL2Kodg27J9waLwbwZjbcxW3wDw9WtkQuAg/d1JKX2QPjIRiiI1GkQiFJaBl7KUbGnLWLB/FPZCD9xVhYgFwoJo9HcMwOK2w5bnlr71ZCSG8a4hiYxthR5xxNExI4o3N8BTVYT4eAT+9rQTTtcUw/ufQfTcMblnSEBh3XoNDE4PbA3zUfZNWuzws4ieOqA7nWlOW/Xm65rHM50HjfSadhhNeRf1gNOS/V2Injygt8hN264hrwim8trZzrA+YBucUGwUsWAPOJHY/J/KQxGJlmmKuViPkPt+miammN0Mdoe8UFIi1zAZDCIxPCTkN4PHLyDeN4ToMFnLNPjSacKuA83C4eyrL4W9wCMUnmM9VDeywLOiEs41tehvGoQWt8BpKYK7sACa0YDOY61yGAWryxELRESEJBaMCMDTWZ4Hk9kIb74L+UVUVNJZoxKJJApKvPJ+85WNEhlPpwJdFhPHx350jiGZdH0EmkZFo9jMrWdzmPQcT+FxJsAsL+cIU1qMJKrNOGGeth6pF7P9iRH6JCOXbhm1o5GRPpw+fRbhcFiiYZ2xSoPb7UJxcRHy8nxZ+5SfFqvQso7Zv2ROmA60pL5oYu6R8R1Va8vTjIw68I4TMXeBU2eCS19vAq4yusCZe4CRc7ZR65yvjBEpXbmmbMq231wCDrPY2Kgfx46eQsCvO+HpFgqGcOzoaYwMj87opC/NNCgcVOhAU0mkgn5dj5ZO2K9zzppqV8kgS7Yo1e5KR1iKRMORkwdhLKlYVBpcEJiJBBKMAPwBnbSAZCQkvSAy02SSHmnO5o0etwxeUmtfgEW6uiXaSIbCQnZhyvPB3lA/sTzTApbw+4VkgW1fZB+S8oHJKJGLweGQ32eUcUnnPu20sn9PWMhIDpJISFmBEY8M1C6noOUNdvuM5zbuDyIyQFYiDeZ8Ukf2wWgxCyoxOjCSPrdJOGqoI6xHQmaXHfFgFOPdupMVGUifC1F/SFLVrsoCSUEPn+1AZGQcjtI82b7F40RkOCB6zDF/6KJ0dCo0Lj3gdPycqOXSHyugILaOCR8xYCyrgW37tToTmWwjLtE1+Pcslkr5kWIamlEUlX9meHxNlQ2y3VQskt63OKJnDgv5xbyWFdHqDpkcyuQHpncPTujrMiUNaaXRFjw5Nrrd8kJNLbr7VCSt5VArkjAYjUgUuGAr8yEeOCoZjGiJD+7GMiTGQggEz8JbWQhTTSEMJUXoebwJRptZwFcmpw2R0SBGWvsn7onYeATxSEzXgFUUjA/4UdVQgpXrqyRqyVA38rJwEObf2/esmYjcltuIZNakp538zZnoknVdsmiRLCN31DudNh3bJFsWjc6QwL0cj4XMVaDTtk7SWGp9aUYvMnGRW3pwGiq6VAhGYrEYBgeHECRJUzIJu90GG8sBRKarBuTnZ4BKdFLFQBZ1pSYShQNQUbpEKWmdbW4my+5wEIc5w7lhqnoxdindEwt2wrw/GckyUuX/NK/XDYdDF1TgRQiFwhgf1y8ID9PldsHptMuNHhwP4fz5Frzw/GtwOp3o7tJvwMKiAhgMKsLhCFpaOvDcs6/Ixezq7JWHJL/AJykObiMei2Nk1I9EevBzOuywO+wwm03S5zVOusoUZ7kJRKO8QTW4XA6ZmckgYnNO1JvpBJLjo3JvGfOLJbKRz20OiRzIj8u0tbG4HIrZhsDj9yFv919KdJyrZTiTyQAW6+tD4PBRBM+cRbSzC/GRESRDIXEgHJxM+XmwN66Ac81q2OpqYS4pFseUqwzc6EuvYOjxJxFpa5cUnWfndtT82edkGaOQaGe3/Hbw1CmELrQgOepH3O8Xak2SrZiLi2Grq4FjzWo4N26AyeedUBdZiMkAF4+L8w2eOo0gZ8oXLiDa0ytOWRjVmG73uGGtqoJ9RQMcJGRpqJf95v5kW6h7AEOHT8PEa11RjN5n96Poqk1yXhgJx8d1zlxrSf6EwlHhuhp0PH8MI+e7YHba4CzNQ/mVa3Dyh88I4M9op26zAQaLGYloQlDQFo8DJVsb0PrkIYxe6JHtW/PSs/T0ObBtukq/HiYLzKs2w+D2zX/9Uykkh/uhOlyAxQbblqth23qNzqktFKt+9P/Vh5EazWi8XmypRA801oOJXo0Np1uUpoqQ2HffIi+m6LVoGKlgAP1feJ9sf27LONfJNjjVvhLJgV9BiXbpPa2Mvg2cJKUnhhRBuATRezpOR5EH+StKERkL4vhPXkZeXbHU5D3leejc3yS61hlQ59q7rpBzSd1sXrei1RXyYsTbtb8Jjbdvg6vUh+e/8nNYvQ74aouQv6IMJpsJ+//7SWz/zB0TDniS/hAX/X15kcnVSEqfbEZScERSvjpt6nzlrsw61PSlpGAmHU334k7r8+Z2UDKxEwYtpqQ70lsnYjqok9hQtnBKPy+FFxhx2mRc5lhOB+bxuMUpV9dUobW1HclEQtLSmV8xKOVISj9xRr0pIGpMmtYg7XeZ7y2n6TwK5IsmAPiNx3ss2AkbjQa8vu8w2tu78OorByWs/8PP/jbuefedkvfv7xvEo488i5/d9xB6uvtlhvuRj96DD/zWOxGJRPCz+x7Gffc+hHPnLsBiNuOB+x+T7f7PD/8FhYX5ePKJF/C97/wUJ06cFaf6qweflIfjn7/+Jey6citCwTCOHzuN//v330RrSztUgxFve/vNuOudt2H1mhUyOfjRD++H3+9HZ2cvDh44hnAogg9/9B588lMfhMvlhOPqW6YeVCZtl3VBHHvSaNh0vZF14kRvB6xrt+m1qpzlvvQBmJScAw/8Cv2/uF+i1JksPjQkr9C58xj81SOwVlfBt+cqFN5+m9S/ZBcXMFKQVSzaq09ytGgM/b98EEOPPSnk9xd9NxxGjK+BQYyfOInBR5+ApbISNX/8B7CvbNCTlQs4Zka6wVNn0PWt7yLUpNOHTjdGxnxFu7ox9uprEg07Vq9G6fvukUmA0BlmfpPbjCWQSIUQaO4QR2srKUCwrUciLP5tyfNIpI+0E6bTXXX3NWnZ2MkezR1/fJektiViZhQk5P8pqFlSkBs/duskSfu043a97cPyytlI1Tg2hMAD34N59WZY12yFwasjSqUeZ7NDtXGixUF39nNsMK2EauB6FDixQktldHFp00j6eWw2h0wmc+kiUIwuKL6rpoq/O1fD6GCKXe9WmP4bxqrP4FKNzlT0s9l6lUwhEYnB6rFLFmLFLZth9Tjg7xyCzeeYBMcUe7H+7t1oeuIIRtsHYMtzScRLrm051+ln1uywwOpO1+g0SCr6TWWKASpWIIkjEw5UwxBSKTNUQymgMZKd+bkTwYB0yxClAekwJ80Eg7oyHVkugJNZqCerJpyw/I7WD01x6wIJGJj8LmlhSdIBAzZuXIcNG9ZOCCHw/1deeQ3r1q5GRUV51jrcF7dwTOu1Z2Z9kkhhEInUQRhV3n96Knu+sWby+Kfe/zmNUaFhITHSbF4o5oVSZr4JnHA8noTVasE73nkb/uEf/wKnT53HrTe/H9t3bEJNTQW++Y3/kQj4a1G7U9sAAPrHSURBVP/yZTQ01GBkZAx7rroLDStqsPOKLfidT34AO3Zsxve+c6/Uez/1+x+asn06823bN+Kf/uE/ZfnvffrDEykCXtyDB4/hH7/6n/jy/++z2LhpraS2P/JbfwSbzQq7Q0+DcCb2nW/di1888C2sW78K0WhUJgj8zsw2x4XLXFSCs1weOK67c0HzNDofRoGd//VthM7oEnK5GqPZ3h/fh9EXX0XdX/4ZLJUL63ElCC3a3SsOseX//F/4Xz+oO6kc9zty4QLO/dHnsfLrX4WtplrS5bkYqTGHn30enf/2HxOgqdzWG4f/9f0YP34C1X/0afj2XD2RsSBBi3ddA/K3rkkTW+lXwVmTfsinoRiz3sx4eaekmEVLdFrUsZR1QW7f6YHBl4/U2HC6ZWcR5YzUKBLRg0ilglBUDh5k8Jkq0LH0trzgw7aXz6D56WOw+ZxouGkT8upLsO8bj8JVloeClWW6Y80yjgFDTT1off4UAn2jcJf54Cx0w1dVgFe+/pC0mFResRLB/vki/zeH0fFRI5dOKFMbpvpRPPksTNQUxux8zKJ6lHoxjWTO1OaZtaIS06pFRPY2cZA6+5Y+aU6RHpKoaY2Bw2RJw6CwxGWeUbCHtnv37HrvuvTiqEw4IC1ZBHw1IZEah0HZldZRnm/nozLxSKV6oKEbBnXTnOcq21J9J6GFhqGWb4aSNxtG4vLZomrC69evxvbtm2CxmKVmu2bNShw7ckrqK0w1v/LSATz68LPiPEXgIRZDW1snNm5cA4+HcPj0hqYVzzM2/V1m+dhYAC0tnXj15YP48Af/SMjmJcUdDKFhZS0GB4ZRWVkm0fruq7dj7bpGiab5mul3Jn9ififM6NfgIxAh9zubzm/0xZfRe+/PEG6ZKllmq6uDY3UjrDVVUntlRBAfGUPw9BkEDh9BYnRsQsYt3N6O83/6F1jx1b+DpbhoQahsRprt//R1jL22X49GDQZYKwluWQVbfS2MHqaaNMT6+xA4cgyh803y2xmj027/2r+h/q+/CHOBDmCby5huHnn+BXT/z4+mOGBTXh5sK+rhWNWop9htukBHpKUN/kOHEe3umVBjYlTe9k//Iqlq59o1Uqd2VJZIGprOMbs9bT4JsVw+XyxSP2djFB/0w+ApkBKHYp257j2fKaoHBvMGGKUuS2TtZUilLXOOtvaaNfDWFEmky5o9BSiu+8u75bnW36vw1RWjbOskdiSvrgTusrw0k5lB6se0vV94hyS1DGajHpWpykStbu+f33UJe5kh0ZgOQmM0lsjiK14ggFSIVygpuBqqMpRu/8nIlI4hnnxSRBH0fl1SQxrZwSui9mS4Sqb4fTrHVNYWC2FUdi6K/lKUHTWKm9QgpZ1PHyFT3aaLRBcoP5jNcz3f8zTVnDCq25HQjkDTerKYuHqQ0h6UWraeSmed2jwhQUp0tq48RQrKYHrSwmM3LHiqqI20Itl3Qq6oYeVNUApWIHH0J0DED7VoDRRvBVLdx6D5u6C4S4FYCIZVtyE1eB6pnmNMs8Cw4gaohRfzs18WJ8wb25hmlaGjJSKO6DAyZvF83nTzHvzepz80pY5ZUlIIHxmuLsEkbZhKobi4AN/9n3+eUgz3eT3w5XkRHA/KfrkJbmI/8RINIjOlJeezsf0HMPLCi4i0d0yktQ1OB0re9x4416+FOS9PlzLM9DImE/BcsR2x227G8DPPwb//IGJ9/aLkFBscRPe3vofK3/8kjN7cAVN0vKOv7JP/zaUlktp2blgHU36+LicotW29fuu9ajfGjx3HyAsvyW9nLHyhReq66uaNOqhmFmO7SeDIUQw89KhOXaifOOTdeD18V++GtapS6sAkeRG1HN4zW7cg78brMPba6xh58WWEm5onHHH3936A6s/+IawV5fo5mu26vNlNtEqtSAZGZBJknAN8Nfdm9PRiKsk+3T6oxiIYDDOjqH8dzFHskfqv1WWVCHZCwtSuYz+mXN8Mp4AoLikw2SeJH3RdYA2KbdpnWWbKWjaT8feSqUPptDABUoz6iAzn4K/TOTIlO4lkpgUlgk2KTCZrqlQtM6b/5v5SJMQGg7JxnsmgAUZ1MxIpc9oRZ1or2SbUjZQAotIpe1mLY0l8Gje0UVLJBqUxx0hyxr2Rfcl2wjp7FrsDJiOnjANe7KOnH3MRDNiAFBxIaS3pKFs/ZoozaCAIk/e7OsNEKENqkjn2hU9GFXselNL1UDzlSBy5F4r3BNTSzVCchdAGziF5+hF9yzVXQRtuhhYZRbL1ZSldKk5qtJuRPHov1Bv+Em+IE2Y9uLm5DY2N9ejt6UdnZw8qq8tRWJQvL4Kh+Nqxc7Pc3N1dfVKwN6TBTOLETUYMD2fXMSaNjt1sMWNIlk/OwGx2GwoK8+D1etDfP4gbb9IFy1mHttqssNks4oRpBHm9kRYf88O//xDGT52ZrIcaDCh+113wXnUlzIUFOpnANGNUzKiRvc50WHTG8SHWMJIIHDmCwNFjcG/ZNKcznCkaJtip6B1vFaCWubBoRtS1yecTHV9G8HT+MnlIp7UJ5rLV1835u0y3T0wc0ua98goU3HwD7A0NQjV68ZPrEjCaaCcbDRjw+xHr12tPoeYLcrxEa0sULjtDRGsKoz/4J0ESs0/XsmoTjEVTU/Xxvg6EnnsQKf8IZYhgKq+B86a7L9rnyInXET3+miCJLas2w7r9uikDJnvCw68/DY2I6OlmMMJUvRLO69+B+YwTLMXuEtQykmwfEimjede7eEMk6hjXAV0ct4Q7+uJ67XKbaHZH4zj3nz9Hxe1Xw1Wvn/+YP4i2nz2Fkr3b4KwulfajoUNnMN7ajVQ0JsfsXlmNsht3omh1pThfopxnEp6fyy5aTud8icdEZ6DzLadmeM2EBKczYGRGMXk6SDXLcfBlgKLZYTBsnPe32aLDOq6SolPqlJS07pg4dujjx2xYdEaNdIy6ni+zdZfS9EInzHvKlo6ydWWl7F/T6SwXVm++aJ8VansXyb6yVUuOeQJ9nXG0uRgnPMTLLLA/1+yA4qmQF0JDOsFU7TXyXhtqhhYchOLIB5yFgL9T14amOIfVC9jzoVjc4oiXwhZ8tYgyHh3147VXD+HkiXPo6elD46o61NZVSqRLIo8jR07iiceeR1trF1JaSvqB3/aOWwVFzQvHlHRtbSUOHDgmQC2mtffs3SWf04iKpoN/+aX9+DmXWy2yXTr4uroq7L56B555+mVJTxOEQbAWa9IztTvNZ4ysWYuk46F4BNOkS2HhpiYBJCWGRyYcsK22Bnk3XAdzYeGcLExEBttXrpBUMCPgkWd12UGCu8ZeeU3qs1N1dOc316aN8O6+UpzZXOlsc34+7KtXwdnUPOGE5XhaWnXd2FmMEpSccDCdnon6VbsNeTffCHtj45znVRDI5WVwbd4kUffw089NgMno1ImcnnDCsgCIHHwRyaFeQf8aC0oucsKJjmaEXnpUvgOjSRys/Zo7oFptU659rPmkkG/QWG646LgGuhF+/RkkB3sv6rtlicK6dU8OTlhHx/P70jZ0SSas9BKh6GQdb5yx1azrsVeQv33NhBPmfdD33EF419TBUVWC0ZPNGDt9QZjKTNIhkUIiGJZT4ipZGMWfxp5kfxvgrklnBZbSmBjm/b1YkYGZnIfOE5Wb0bnlC/uYojmgaS6kBJ08nnaCOqI3E63qnM3UHuY4UCIpa73X99K6TnVglS2Nku6cNgFR0gxXJUsy6VMUZieKoArAy4kUiJLmpCY8Adqa+biZYbBKPZ1pejlvygKZqog8N1qlZZCmequhjbRAo0OOjktEPNmSxzIAoDiLdVW60BBRkktWT17QFWN6d+u2DfJ3/8AQnnzyRcGvfPJ3P4jCwgJZfvOte+HxusQJH/7x/cJcUlVdhrfcMcnSU1xUiKuu3oFDh47jJz96AG63E5s3r5twwnTWe6/dJSjse3/yK3H8dXXVKCouQF19NX7rw+/C/3z3p7Ium+1LSgvlc9lHkxHFxYWIxxO53SgciPv7pW/XVJAPWzVneZduTEXHBgamONa8vdfAzJpuLsxgqiotSnScY6/smwBU+Q8dQd4N18JSVgplWhvPrGYwoOC2m2BiGjuHejInCc51azH4sI5cp0V7+yZqtjMZW6/CrW0TUayQZ1RVwb1ty0XtRjMapfFKiuG5YieGn3l+osc4eOIU4v0D0Fas0MFT6bKAsawaydEBafuhI55u8Y4maHHqiyrSI5saH0NqpB9qqX6f0LRYRP886IfqyYOx7OKHip+bG9Yi6c3XHWgyicRAt7T/5G6KTuyS0hHZUutn+56wCC3MpI2DLUKpsM5qlQqktVwXpiaWaZsT5SADeaiT8jf71TnoGedJ3+Zq4y3dcg0Ktq5G3uZVMFjN0hs/HfgmbSPJMJU2AGNagpOTDcoCim52CogHoXW/CMVVvQyBPyNpTvRy10TWUgloaS6B2bdpETwAHLxGubBXuWCgUpZWDgV90FK96RpodELKlHVSRaEDLhTeZ512ciknJTqnsy61yPPBcz8KLT4C1bF1TmINua/CrYCZKVvrvG1WivQzu6EpLqgakdm9EhFzQiRZCdJ4iiPWj1v6mRU6bZbkvOmJx8IiUsXi1O8nRrJ0st4qGOr2IHn+Cb3/310GtXI7tLEuKCYrNFue1IXViq1IDTZDG2mTGvFS3YILGgXYZ/sXf/UZHXAjpNEXM4Tk5Xlx21uul9dsRhTzlq3r8b3/+dqMyxn5st2Idd/pRoTzmjUr8H/+4c9nXDc/34f3fWD+9GDGpNZoNAilXmJkVOqWtAzpvDgtYVjhMacjGqbV2drCPuWMMgvR0+n0Mr9L5zERBaf5tb3XTLaA5GJGl0v2h61KbFuiJUZGEL7QKg6OTmv+A1Rgcrng2rghZ6dtdDnFyU9HPDPymc3GT55CrHeyj5DnzXv1lVAX0GPMVDcBa0xNsyZMY58xHTvrzexZ1jdOUoo6xM4eRnK4T5xopj0iY/G2c9LzzVqsOJtoGPHOZhiznHCKDGkB9oiTx9wMU8XFTti6dru8ZHBJO+2hb/wl4hdO6+QbuZrJIpF2YqhP7xe2O9NtSguzlBaQuqNqZORjQSKyHybbnhlk5+Y3EpVEx4KweB1CYBIPRYVBTFin1k6ep5wsK72eAcvRCnasRfv9z6LjoRektaxg5wZ4102Sx0xYPABt+AQwdBLIWw0Eu/W0vTUPMLuBZBQItAPBriVX48m0EZpwi97OpU1rW+TfmePLvBfSljG5B01b9kxEVPqyDH5EEyKX8JFnYNt+HTSzRc8SyWYM8/JKG1ANGBZ4HS7B9Do8jzUFVVkJgzENOkpGkBq5H6mOn8G487PzbQWp5r+HUvVxKM5Vel95DqbISbHDoDCbufCM5kJMrdg25b1p7+flf+POj2ddv6xJTd7k/hC0pd8P6QniEphxMRcq3DuERDgCa2EeTK65T/KEqEOWjNiCEMYL1CVdMFBHUYTKkTXTpD8wkfbtu+/nolfs2rJJHGisu1ci2/jwCLzX7JaUMNOm0e5ucRp0Hvk3XCv7y77XONHNaTIROj9LcbEevS5w/7hfzk0bJpwwLdzWBufgYE5OmM6QQCzh3821cZ9MNwSMmc0TkxH2Nguz1yxGlDOJRya2oapwb1i/sLongX5mkwCxiNLOWLSnR1jAJpww575VKxE0GJEcGUCSjpQO0aCjYmmxlrN6nXf1FvmfdI50zBwMM5YY7NZrxmSxsjthLCqfY9cUIdkwWAgsYxpLXZAT5oSAdWXLig1IkUQjEl5c8w9TsloEKS0k0TB7h7XkABQBaOW+RYLixtr7ce7nL8JbXwbfinK5ZnTCJDHJxSYuLSc56f8ZSSdDkxkTz5o6rGusRqirH4OvnZAaMulFN335k1PbwkJ9QMdTgGcFMHhMnLLS+EFoo+eA/oPijJXG90I79m9zjg2LAuolE4i1nUOyuwWmmlX6/TLcJ9kKUtomulslmlV8BTAVVeolDomorEh0tyA07oexghzaqpQvpD/b5QM48etplba0yLGXYVm7A4m+Tl1trvrSUbVLbskgtPAFKJEeoOCmRW2CEblh/X/gcpk27R64NKAmnW8Oz9ASk3ws2AkHW7vhb+rQSbkddqGM859thaXQB7PXLTWhRFCnJuQxOdhWQvhCS5dQypm9LhgdtpxPcMevXsSpf71XaAvnspI9W1D11j0o3j0/CGLO34zHMfDgQ8i/+UYBTw09/hTiA4PSVuPYsA72+np0/ue34NmxDeaiQkEc07JBVgQUkQ4yY3TSEmGzuD8LufxsZrBaYEtH5xkTpq2sKHtOU1VYFpViZ++sccIJT2Q/ZrFwe4fQcWb/rpmN+gt9KIi2d01ys2aYvpLpyDhjxppVkpHgfqVGh4T321jI6F0Th5vyD8PgK4C5bjWSo8OIt59HrHVqn3aivxtJ/4hEpTqn8jKBmyRFF4ShtFr/HSNrWov7LUX16Sk6OmHVi2T8NEzWvQtGiKbiSfQdboKBAECzCZGhAOzFXnHAob7c7i2D3SqkKcG2XrjqKyXVPHzsPIKd/VPGC5PbCUd5Max35MG1sgr7P/PVyQxSxswu3QEngkDxDqD/wOSAyNod4+um+/R0ddrIzPeP//h1/N1X/i+8Xi/+5m/+Ch/56G8tYiAmV7AqGRVOsOLt5yRjolhsiB59GYrJAlgdQCyKyLFXxMFKfX9kAIrDDfvet2H8sR+KA7Juv1bwA7Ezh+S+cux5KwKP/lAG7VjbWRGLMXhzp6S8rBYfAQZfgGZga9Cvh40192D/V36ItR+9DaW7dIKfXzdbkBPuff6gPDx8yMgu5KgpQ/fRszC5HOh/5RjKbt4F/9k2xPzj8mCHOvtQ9/63YHD/Sak5BTt64WmsQd6mxglqwfmMdSo69LlSoTRu/6IHezHGyXw4IlSRUssUNiXyHBthomILAUbkR22ox9BjT8hs2b6qEY5VZKiZTN3q1Gi68VyRFannuUPI27QCJqdDROalxYoKe9G4TEwom2f2TQVcKUYTjN6ptIjsr82VdIO9kiavd+E35wK+zoifwhha1jVi/fjMJz+dpoZbyLaSiGc7c9lW9KLjNRVXQCHIijVd/4hExOKEUxpiLWfk/BuKKmCsXAGoF9Lp6Aty7SSKJcXqUI+koxm5sMa8bA8wkbt2JxJHXkZqqA/mlRtmBIHlui3Rjk2R09oDk/VqploWPGgaLCasuP0KaS0kOxWNveqCtW0on3830vtS9/7b0Pf8QXQ/+RrMeW5Yi/KQv21SPGVg33EMvn5KUNLMsNBRN37yXRfTsNqKoNTeqffdGmyAtxEwOaBYrgAKt2SaWPVMwES0ogktInkIYrGokAQtznRebzpUOmC5NyjgQufscAsKX/aX1LYFZWmkuxOqJx+JjvOIHHhW55g3mqRMwVoxiX0EQHj4BVnf0rgZgYf/B5ZVW4Q3/KI9CDYh1fMzaOMENoblmqq+XVCqP6mDpcJt0PofhTZGcY4gFJMPasUHAe8O+Vw4vkMtIrIhaeBkGKnR16HW/iEU90aZuGlj+6H1PQxE++UcKiVvh1J4ExQtidTwi9D6H4IWOCUc4srw8/o90fCnIughk7zkOFJdP4I28Di0ZBBK3lVQi+6A4qiHFh+DNnYQWs9PZT/UFX8pv6sYnZzxyf6nzn0JSvGd+vqJMSiudVD5+75dumDI+Dmk2v9DbwuLdOntQI4GKIW3Qi3UVfsuPnG6f1iSsT9HiwVCGO8aRHRkHKW71lxeJxxs70XBNv1HM9FuqLMfVW/bK+T6sdEAoiN+ccrO6hLExsaF0zdwvl1mw5lWLw60bxbjgM/UZ/DceYmCrVUVkoIeef5FiULpiAmmklEnPXhn6kOsI7PtIj5IusnhifYdOkkd4ILJerHZjGD3gNSSqf7Dc0PHay/2weR2INI/KgCZvA100rZJ9DQjw2nIYtZLBdySkykw2Bcur7UQk1T19GtKApCsGvGlGLfN9OkUB0DylIJS3QEHRic5l7UU4ox4UykYi8okxZwaH5UBUgsHkRjsgaGIoBekQV1+GAtKYSyemm1YWiPlZhTx3naYmIZMYwsW5fQFiOWAaspDKjWo8z0vhihCYfCZXjdNNZgxgyWHYSG97+TvdtaVI8lJpdkEo8MqUba9rFAcV+GVG6UlKRmhSIgiE1J7pU66MmVzrK+ZsjIgEv3KzEAHamX2bzkmSqoBxpIqqO78yecuk2KnZZHOsJbLCZ7gQtiiVlolLXA6xSpFGaYIBOsgt4oGAQEyAqbjpnLbdEsNPa3TWBbeDFjL9cmGmv5eKirOj1gApegt4oARG0Ky/b9gsFWyfgYt0gPFXisONNX/KNTSd4lzxejrgL0G2uh+aKFmKAU3QDF5xUknu38E1VYF0NF5Nsuzo6XiUKxlUAtv0c+1pSxrohInGQDU6k9Aiw0hRYdL3WlLoUycFBflXT+E5Jk/k32eJBER2Dy0wHHAdyXUyg9BS/ihDT6F1MhrUB0rmS5EqvuH+oTBsQrK+Alo/uPs2RRnPatlseddLosM+TFwtFmIYpbCFuSEzVSXGRpFZHA0zburSnqZijZ0ynwIZbZrs8CS75V0NSNUc54H8QCp9lSZCVOt581iEuEW5MMuAyOl/hwwFRWJQ+b+UoVIz/9raSerwHPlFeK42TebUf2R97X6DJfR8ZTcLW8S1llNRqRiSZmwZAa9ZNQpYLNwHwn5FaTW1sqDPMkKxVFxatQgDilXOkiWOYxGEbSgetRi5bbmMqowLetMNOO0MpbefzrOROcFcbLJsaGJ78bbm+R/Y2EZDG6vyAxy8COoKtHVIk6YkXvKPyroVjJYGYsXRgm6YJPJG0/WpWZsDOn2JKZlL+E6LrAvdzazFvrkNZs5q0rltZh9ynnZJZqMZXYXVAq7ZEh55nL62ctEvCONTJ++XtZ1JqKePe2UqJwJyayodmiJTiIRoah1uiM26ihkLdonUaKSvxdK3jWAyaNHs90/SUfOMUEiw96g/5/8uThErq8NPQ8lNgwtcAJa4Ji+rxTioJNk5BxuA2zVUPh7rhCU0df0yNd35eQ9kWSNn3JTZnGIincXlFQIWs+9QIyysONQrG7AUgLNTEa/mfgA6MRjUFxrAd8VUFMxJMf2A/FhPQ1uLgQYhXOS4Nkqky8tNizALsU6ef+E+kfQd+C8HsTYLKITnv1b4WE/ho63INQ7Ir6HAU3R5gY4KwslaOx4+rDug1QVwe5ByQT5VlSgePvKeUVyCFwcOdeB3n2nMXCkWQhgJAMLoObWHTC7dRGjhdqCvKFnVQ3G23ol7WjyuSWC42d0wqrZKI7XUVGUjiBNsBX55IDzNq6Ev6ldnBlTVvxsuYytSaOD43JybQ5KhSmIRmKS+jWZDNLSFI3EYbVZROQ5NB6H0cc+03LpOR6LJmCDEZ4rdIHnKSICaSP7U//9v5I6L510fHAQkS7Sr6VXkUlG1jqC3AXcdeVyzgwkKGB0ymjE44StOA/2sgIko3FJ40/5PcnATYsyOQNbiOQWz0E4hvFAGC6vQ86DgNtVFfFYQs4Vz4vDaRUq0IWaLo4w7TP2RWdJKF6KWSrKBaA23SgpybpdKjAmTliEI5IJxLtaZFZvKCwTxSzV4RaHHPMPS0rasmm3RM6p8LiOBGU6uiBHR7EoU3Td6rxCUeWS+vpia8IKe20jaV1hRrK/fjWwN6VNZ8TLdUIwXdhilm1womciZeks6muKd4fu0CLdEo3C1qOnlY1uIMb0MR+EQihmvV9eM3mh2Kqghdsl4lX4PaNTJBJF5tJSDCXOyT6lUsd1RxcbACKdeqqXv+nZIuvkDDJitMt1JKhwAEZS3jIgyK00prcDbdPZxOhcjR5JY0trGksMjMqDzYDBJcclTp+tTlkArO6XT6Dv9bPCzkjJURrLePKdpIbe105j8NgFUUTj4Cl4h2E/Vt5zrYyjTb94EdZ8N5xlBeLQqTM+dKIFeWuqYHLMrSWdSiQEL+Fv6cV454BIpQ6f0vWXK6/bxL4fLH+L0spquBr0tF1m1mAryRdHTKdA52HNn6SmLNyl9xRb872SstJXXPpILNuC/jD2P3dS9i+/2CPMWf6RoAh6W+1mBANhdLcNonpFKewOCzou9ImQt8tjFwfuHw2huqEEjRurJ8SeZzKmrMePnxRCDhJJsB82YxIdZztJRq6JBAp3rJW33lU1ek9mlnZp8VUbsybUWb9LzePw1P5cpqcXojPMzYaCERzb34SV66pgtZmRiCdhc1rl3HCSwvNCrVWHc+Gpa5FanJaaUW02VH7qE0sSwRidThgnkNFZn6fBM0LaMTok54oIZCJUhR6yqELAMazPcZJFvV4CtHhGEv2douXLtLaIK3izyECWw1jbLyxDMjC26EiYRBfsmVQJzlJLoaUy9Ia0/+eM38w2n9wl7HVQaj5FhCO0kdekzpsaeAqGdf8q9WEx1lbpoMmIpREXEIXKlDWdmGRI1Kx7IXtoVwlMgeLZBnXFX4hilt4nTvAs6WCz7x1G8LOVC1W9Xj/FFngvi1zmDFGyaoZS8g6kzv81FP9hfeLKmnj+NRPfYiR78ruPY9V7r0PFnk0wWE3ofukEWh/ZJ8tJCHP6f55A7e27sPqDN4kE6ciZDrz8hW+hdNdaOEp90pJndjtQvL1RXsHuITzynr+RGq+nvgyGOdqOLG4Ham7eDnuRFxcefFW6Cla9f5L/4vLpCU+LwMRh5JAbz1UP91KNzmVsZBz3fOJG/O+/PS63197bt2CofwwnDjRL9HfhVBcsVhN62odQWpWPkcEARgb88BW5sW5bHSpq9dnXXEbE8nTUcsaMXu8URqxUIo74yFSw0fQZl85NffG2eONNR0KT/pEtRLkaN+sr9AiZykDfKFrP9aCnYxAr1lRKNsDuZFO9DoJbjHFfVItZT5una7ecdTISZi18uSZdpvI6AWcRcUqAFUk74h3kntYkCqbzZS2YaFYja3eppA68Yftmb4ekog2efB3Qtdy6ovGY1K9NrD1SXnARNWE63UTsuE5eL9qrKRiM84OoFmPCpUxSEQopyPPNunFqQiaQ11T/PC1dSQCldvGy6dc+E9EI7WWaGGSmNpMML/1M21jMsdBEfzw90eX+Zav+zLQOj1WObVp75fTXkljoPGAulmhQYWrWVgnttK4DrjhWQGOkGDoPJdQk6WMt1AaMHQJqfh8Y3a+npGcxiZ6tlZKO1vofAUp0MQsteA6Kjb3I9kzdCgqdbLRbd/Ka3rKjLKjHOF2Kk1Y63j/TSnOzbiAlx6Tk7YHKY2JkPy3Fzyg0NjqOwo0NcJTq0q6+lRWwp/8eOd8pvAR5jZVwlumTaldVIQo21qHvwBlJGdMKN9WjcHODABElKi4vQGTQD3dNSbYmxWWzN09xdomMqdXRoSAe+tHL8PgcoqB0fL8uCmB3WDE2HMRt77kSB144g5rGMknTFpf7JFIOh6ISHV+qOVY2TGGJYiSbTQG5oOOJRhDpmLqupbxcr1XnaLyF25p60HymSzIDjHy9eU4UleVh/wsncdvdu3Hw5dNoXL94YgBLRQXC7Z2TBCVaCtHWdlFOWq56noBpiF5VDUgRdNXVgniH3k9tqV+r9/Ny0kJHy9agVArxnjYBycR7O6RflxHyXP3BS2Ic0EPjgtqGzQ5jgi1jC2O4mlBRslCyjXrCiyXpz82IOL7jjrvw/HMv4oknH4bDYceDD/wKP/7xTzE6OoYrd+/Cv//711BaWoJXX9mHH/7wx3jkkccxPh7Eli0b8bWv/yNWrVo54YyzjdKiDz/0KJ548mkcO3YCHe0dsk06ebfbjcbGlbj55ptwz7vvQmVlRZYo/GKPJY6mpibc/pZ3oLOzC+XlZfjSl/8Cd9zxFuTN8hydPnUGTz/9LB57/EkcPXIMQ0PDcDodWLlyBfbsuQa33XYTrti1UyRSl8K0/seQGnoGiLFv3SRpWMPKv9IXqlYYGr6AVM99SJ7+vF43NuVBXfnXgh7W/NQjnicNXPZuYKRKtoHWf9OdpK0GhlV/q6eBaZZioOhWpM79NfDa9eIIDav/HiD4aj4LXUCq7RtAqAlauBXa+b+RfVQKb4ZScH2uZwFa7/1IDjyhvzV5BIFtqPokie1nOTYdEKf/nd5GDp0BfE1sYhF8FG9aJ5xK+YXpRcmkTxZo8dgZoTkzmigkvjhjTbOg2IOb7tqZBiFxvybZlHiyjUYVa7bUSp1YWjTSilD6+pcWEXE7pgI29RciNjQsakIEecUG+hFua5c68kJmz8lAEONHCKiYNEbgVEHKeZ8AVNUV432/e3MWbkSRY21cXwWLzYybS3bBnAsqdhYjSC145tyEEyZ4zH/4CGwNy8d+I73qhWWIuzwSDSd62xHvpCILYKpdNYlCZT3Wkw+Dr0hamRJdF5DsbU8jVvMlal5WY1THlHd+MT1QGum9cAeqR4fZQu/Lm4LORIH7XnsdL730Cl544SUEg0H57InHn8KnPvUH+OQnP4F//OrX8Oqrr4loC5e9+OIreP/7Poynn3kUPp93yrM3NubHTTe+BefONyEWjUm0nYm4adHoIIaHR3Dw4CHce+9P8dnP/SHe9rY7xQEuxsbHx3HgwCH83qf+UBxwTU0V/v3fv44dO7eJw59ukUgE//RP/4Jf/OIBnDt7Thw4I2ju38hIXLZ19Ogx/Oxnv8DNN9+Av/rrL6Igm9d8kcZWJEPlx9KI4nQEqKYR4vzbVq1HiHRIafpKAWGxBlz8Nv2ztHCDuvFbZPkBvLuguremv6dIO5Ihf89kupnRtUTBmU4MIpw3wrDph5O/YeRyg/yGmn/LFGY6ddX/0X9T1R2auvLL6W3rNJN6nd2sL2dG5coXp7ZfVn1C14Vimn3sIDD4OAw7HkvvL6CxbSpwAimCy0reBkdxntSB+w+fh8XjgMFukeiXqWQaI+BUIiV1WmdpnkS5/rZ+9B88jzUfviXdgpc5pYt/dhhtE2QbzLGf/rI64Wj4SZhMq2AwNaTJuXO1JGKR1xCPHYXBWHtJTtjptmH73jWw2CY1hC+SRUtzTNNmWnapxtS7a9MG4TymTm6m13X0xVdQ8r57ct4OqRoj7e1Tomij2wVrbfWCImEaJxpW0ySjVOa8MEVNY3r+Uoy6v4GDhyekCNk7TAWowttvheqgFuoyOIy0E1ZdXmkBSgz2ItGj6zabqlZMOGFJG1psMFbUIjnSj3h3m7BlcR1yQxvydcKV5TSSO9j33CHAHNapFw/MuvzqYN/5zvexbt1a/OmffhYlpcV44omncO9PfoYXnn8JoyNj8Hg9+Pyf/DFqqqtx8OBh/Nu/fRNnz57DkSNHsXPndjgckw6UkeO69WvR3d2LK27Yjg3r16O6ugpen0dS2l3dPfjJT+7D6/v24+zZ83jwwYeRl5eH2267ecH7PTo6iqeefAZf/5d/x4ULLaitrca//Os/Y8fO7XC5XBPp7myjA/7Jj+9DS0sLioqKcN11e7Hziu0oKSnG4OCQHN+TTz6N9rYOPPzwY1BVA/7pn/9etnUp97ikgS+qt2YtzzjMmSp/hmljbdopSokl87e8p0OcPUDSS2J0qu6LSnyDvUF0tw+gso4wCpawbAgFAYtFQTIZQzwWh8VmQTSchDdfn3gN9o4iMDYsGJTSqgKAWIbpxwwmzUZ14BjLGSafiFgQ7KUlxiXqF/CYPEMGrPvE7eh6/ih6XjkpNV8ipPPTFKvknlj/8dvRu+8UDn71p1JOMFrNWP2BG+GuKp6XayJXYyqc6exzP34Gz/3+vwoCe/MfvRP2woUJkixPJJzoQCzlhwlJGE2r5o2IdXBAFLHYPiSiR5BM9kK9RH1Uk8WIksr8qTOuOR6O5apXurduxfjRE4j29krPcCoWw+iLLyHv+r3CtDWfkAIRtFQuGnt1UryB5tywHubi4tzFG6bZwsS3czdLaYkIToTONYkgBme+ZPYaeupZOWaimxf1e/P0hxoKSiTKTI4OCtUgWbDo8NhyRD7ojJFi0FRWg+jxfZK2ZnsSjfVig0evKS2XZbSojXnzYw3ejBYI+HHFFdvx9ne8FS6XUxzSgw88BL8/gHPnzosDppOks6yqqsQvf/kAurq6cfbMOWzYsH7CCfM8UDHtAx94L/buuQbVNVWSzma0bBV1Kz1S5jb+9E/+HBcutErUefz4iRyc8NT67MjIKB5+6BH8+Mf34cTxU6ioKJdJxJVXXiFR9XQHzLHo1MnTuP+Xv0Jz8wWZdNxxx2246eYbZH943MFgCBs3rkdpSQkefPAhHDlyTCYkjI63b64XkQO2BRH4JC02cT+08VNQPNt1x/JryOZEI36k5Uw3hgf8GO73w+1zYNwfFlBnQYkHTpdduisI/iTGZOtVq2C2mASbMzY8Dk/exZ0NU0y1QrHXQTMXQGv7JjQR7EiKE+bn0n+cPnelV6yG2WkVVDMdrMllQ9nV6+GpKxUcTtGWBpicVoQHxgRBzTaivNVVkn5mcLT2I7fC2zCZ+TKYjVjzkVsFlJUdKc9lBHaxrixlplhCtj2fXvVlc8IaUkglLqQVL0wwmFbMqm0peqhaCInYScQjr6WJBzw68vMSjA8XZ15vtLFnmCxa5D0W0opkEiGR6XsWedfthWkWPWEaHXakrV2E7qmnmzFGlNTnpd7wm03Mnghpx5rVErXHhobkeDl5GHr8SRicDllmpm7wPIAyoaGMRIT8JNrTKzzSpjnWYxRLJ5xgdNvdJr3AxvxiHZSVNdCyPmws1fu4Yy2nkIqEpC/U4PJCtc7TWpAB5yQTOn92utc38xl7jmVSxfog6285Xht9Eqoj52W7aXIHTtq0RFz2MUMKsZCugowgwcT+ZiYyfObiC99uaWmpRK/19XWy7W3btqK4uAitre0SBW/duhkrVjTIs7diZYNEtnTCfMXTtKfZkTAdoWmP3oo3/bedTifKykpx309/jr6+fvR098p2pgt0zEg+kp6YBgIBiVZ/zIj69f0oLS3GPfe8C3ff806pbc+0HW7/8Seewrlz52AyGbFnz1W4+567pAacMU4miooKYbfZMTQ0JE6YKW464q31EahS+4rq4Cpbuf534AzgWq9HoDz/yaA4GIWpZiKbU6QftafTuEwpUzBmaUgglsoIXO3tHEJoPIKRQb+0OY4NjYvjZQdJMBCR7goda+JGJBwTjA3PcyyaQCQ0t3ynolqg2WulDxqhZl24g5Mqfsa+ZPYwp81W4EHFXrYDzWwWrxMlO1bNuIwOt+aW7VM+Y1p5+mfzGbfjLM2X11LYkjphg6EUCSI4E+ehIQ6r6oZqYP/l1IeNiDkiPBOJZkTDj4hmJiWpTOYNMJoa8EYZ0xdsU2KKNju9lEFK8pUrSIRtRJ6dO0TUYOS5F3UZwFQKfff+TEBbzo0bYMr36ejhjFITHVckIqpBdNZj+w6IMxJTFDjXrIJr62ZJSb8ZzbG6UY431NyMaIfei0jhib5774Pv2r0ijyh6xlnHrJP+69Sg7D9PRqMi1kBtYk5CSt51ly6iMasTLhYyjlQoICpJooZT2aCr1GRH/RZbmh8aiFEBKRGXdZnKno2QITkyKIxaMnjSUVJ4ga9xv05Lyu/4RxAlTzCFHajYxJYnRZXtqg6XLmGYvdlEXLarRYIy4eB7pAUdRHox852hPkTPHoFqtgoCXJwmt+stkHT29EyKrDPcL/vIfRPxkIi+v/IbnDTE40gMdCF29ohMSia2SxIdX5FQq86k7sOINVM/FcyDyYiqqiq0tXWIk+KyTGRJIFZhkU7JOeYfQ2Jaj7seDc8+Ecs45o2bNuD551/EyEgXxgPj8uzNBPLKXo865ASUvf76Afzbv34TJ0+eQklJCe688y34489+Zta6cqb2/atfPYJIJIrGxhXYsnXzFAecbZxorFm7Gl6vRwBlzz33Av703XYgbwu00UMihKBYKOVH0gpjuo9WJ6tApFdnuCL611EHhNqFsQrRQR2QZXTMmZZ+I4xgVUa/LGkRN6IqKjz1xXD5HALwHB0OCMC1qK5Eol7269J8BW4ExkJpFPxcbXcJ0XFmi9J0X7GUlownZT8TseSkdKcCOH0OGC25q70ttS2pE7bYbwPCRmmjSCaaEQndD5vzA6I/mZnJSgScGkUifhKR0CPC/qMoTljsN8FoWgNVnewzvhxG0EXG4fIB5sDCdBtlGzNG4EgoFJL0G9NauZpz/VokQ0HEBgYRILiKIJRQSAQgmLp1rFklakxGj1cIPhKjYwiePgP/wcMiWThB0qGqwtZV/vGPCg/05Wr3Wkw/r2frFiCRRMc3/nNCjpDSi+EL35NeXwLTqNls9HhEnYrRcjIYluON9fVL+n5i4iEPztxEAEZfIdR0DyZpKdkuRyWc6S1HQpZRWqXTV4YolA69jWm2/k1NQ+Ch7yP04sNIxSJCsjGT0aEN/cNnJj8wGMW5OW+6B46rbxMEd7YxbT76v/+M6Il9UpNmtHrRT4cCCO97Sl6TB2qCYrHD8+7fg23HtRLBT9nu8ABGvv13iJ0/pjvzGXiUmSUIvfCQvKZs12qH70Ofh3XjLp0reZr5fD5YrZOOk8+KMy2yUVhYOMWpZlLOcm5i8RlRpxmnx2cvmUxNawXi/4CD3O3p+zyZSsp353PCjFSbmy7g07//R5LKrm+ok9T3pz/9u7DZ5nZs8Xgchw4dlv9ra2vgcjrh97MPe2bjZLygoEAi4rNnzkKjDCLJLEwunUo0S/Jw4riFmCIIzX8SWnwYas0noY28qvftDj6jU0caFgBknDhfaWk9+b207GIGIzzxd9rBTDiaDDlJWhEoLdNIso/pk9KGtZWoX1Mx0VU3/f/Mz0znVfAVuKakoifvheze9gS0RD+SkWMw2vfqfcRCGTr5nUlcT/ZnmQSPfmxztZrxK/FoHMPdY2g92o6B1iEEhsYRC8agGlVc/9GrUdZYMnGKJOBKpAS0K9c6jZdZLie9pE6YDtRiu0UQnLHIc0gmWhAe/x5szo8LUEt6DxMtiEf3IR47kF7HB5vzg1ANZVAoVr4EthC4ORGflZWVqK+vlXrUY489IWCMtWsnSeiFxMM/joGBIXHCuW6fF829fRtMhYXo+f7/YvSlVyaWhS+0yGteMxhEsrD2z/9EUtyXciMsBwhtujF17Lv2GonyW//+H0UWMmPUax7n6+jxBWxxnn0lTaq3QKLaJGXiFBWm+jXStjS9v1O1WEVyLt56Rt/X4gqpB8sEUf/SxPcl+xEKSu/xgowRfTAgEwKJnqefcyKBw+P6hGEhlogL6T01jacP7mKphK6rHAktfLvjY7rjniVisdtsMFL5KcsyDpGUq2x7m0++dPr79vYOPPrIEzh85IiApvp6++T542SX0ShRygttG+E673zne9DUdEEmDb/9sQ/jtz/+0XkdMAfd3t4+hMj5DkhEzFeuxvqzzojTIi01TEdrRCcTVJQ5dv4TuqALMUQ65TOpExe/FVrvLwFSNObZAUbCc1k2p7Uc9CAwdALa2Hlo/iZo/hYg1A3E/GSv0F9UnmKdlRE2ebhNZLtyAq5KKK4aNtNCcVRBcddAo5LVtEhcp2fWHZ+8n+7P5yAYm+6YtSSxGLyH2ZPsYopKdIR1V8S0tY2yHEjFu4RERDF4oalp+s5En2RQVWMFNDCVH5DtKQYnNNU3Y086o93RPj9++lf34/CjJxCPTJ1MW+xmbL51PUobiydISwbbhnD6hXM49hQVyoz46L++H0aL4denT5hRrcmyU5xrOHQ/kok2RILfh9X+LsRjxxCPHUIqyVSlEQZjJWyO9y15zyNns0RVtrW1o7u7Bzt2bMOGDeukh/GXv/yV3Bgf/OB7BWjx3e/+QNJp/A5rUYyGf/jDexEOh3Hzzddjy5ZNOHeuScAXrIlt3LgOv/zlgzKI9PT0YtWqRqmJMRr43vf+V1o42B/53vfeLREE705Gu9Wf/QxcGzei54c/FuGHXFiTLOVlwlNddOdbYC65NARvdJhi8IroP7OmsZxG6UYC0xr/9Z/Q9+OfYuSlV5AMjC9wI6qwkNlqqqDOI0DhuPGdcFz39knO7YzD6NunOywHeXErhR+46Evf0dPLMggagXAvMHoWcJTp4vEZGzsL3z3vg/cDv6cPWgu12CgQ7gd6XwE40Dn1DIrBMIL83/08YPZOihQswPT08cUDgqG4AkV/9a10em/hphhMs1KhEgE828Rtoahgtgz9zd/8Pf7rP78tzxgdILdht9tRWFggWSj+PTAwgNbWNnHIuRjTwp/97J/Jc8nBl8/2z372S7g9bnz4wx+cc12mSwMLvT+zjLVRmpJ3pc6BzGCCEe/4OWgk1GANuOydIrJAnmW5JyVTw0I2xRgGAaGozKHMlIwCwQ5onU9Ba/0VtL7XdGEFIcjgtc/mWc8aY5hxIQc0+5AzY+3wUf2JEeGJtJC90Q4lfwOU0quB4iugFGxmoXVBWtVz7DwS409CNdcgFWuGwboJqnmG8mMqQAFuJKNnJZ1vdFyLVOw8UrEWKKZqwJhCKtYkEbSWCiOV6IXZ81ZomAr+jIViaD3aiW/97g8w3D2aMxmRM98Jk82MI4+fkBT8jrefwoYb1sC4TOPmMjhhngSbgLJsjnciHLwPifgFhMa/BS3FHsOQOGqipy22Gycc8FJGZ3ywCeZgbefOO2+X6Pbee3+Ourpa3HPPXdLX9/WvfwN/+qd/LJ/R0V5zzW55EE+cOIkrr9whqM7vf/+HKC8vR0NDvQwGHBRo3DYj51tuuRGvv35QQCBEU65bt0ZScZwEcOCaPB+6METeTdfBuXE9AkeOIHjqDCIdncKGlQqFpD4o9Iz5eXCsaIB9dSPsdXWiV2x0Oi4pBc1nsue1kwj3j6JgfR08DeWw+JavrizpI4MKS3Exyj7yIeTferPUhkNNF3Tg1sCgaAQzXa2YTJKWZnqaUbSlpAS2+lo4V6+Sfmujxy0CFHP+XhpklH0Hpc7+iMTcUOjoWItjDZeOMR4UQIxiL4KSInAprANBslo3tKGT0AaPAi4S23sBVQP8bYDFB3A9DmaJCLQoZ/UaFDdlEKcOUqn+00CwG5rJCa31URg2/YEe5STCUGz5UKhPq5qgJWPA8Gk9lHBWQqGubhZ1HrMwD/z8aXR39iO/wItkIonahkoUFvnwzBOvYXw8hHfcfRNOnWjCpq2rUVJagK6OPhw7ehZvfUeuJAmXx/r6+vCtb30P3/rv7wp4ioQfb73zLdi2faugpJnipUPm64f/+xN84xv/Kc9aLsaSEYFcH/rwB6Rm/cADD+PQoSMyOabW8Nvffues60obbla0fNddb5c68qrVjbn3q9fU6MhoAVbx/rdDca+DsvLPdQAWeZ2LbhSHKepGmXKJOE6dU3lWQgpaPIRUz/PQWh+E1vMCEB3To1yhrFyoZaeqJTydXJSMimPXho4BZ75DhQ4oBZuglF4FpfhKKJ5L5YMnmphKYrF0Kj100TdS8R6kEv1IJYegSLsUpWw7YbBthWLIk1YrLTkszpf86aqBspGk88zaRjKFtmOduO+vH8BIz5g44KLaAlRvrERemRe9zf04+vjJGffQ6rTId/IrfBjqGMHZl85jzZ7GXx8nPNnLaIfBWAer7VZEwg8jlRzQeW8NJTCa1sJk3gxVZWvINOL0JTLWkNjnR3Yc1p0GB4cFpMGZNllyBgYGhU2LaSv2DDIaZg2LD1RZWZmsFw5HZDtEXVqtVp32Lh1psxbG7xkMR8Th5ufn4fHHnxLHf+21eyRNl3VCdHIMhwO2ahuMbiecVRYkE9ugqR5dBpApUQ5CFosAr4xeDwwOp04HuQAjetpeXye1Z/lpgwH2FQ0YP3RBdGOpOpKcpV8u1XcciqMIirMYZqbA//Szk3VpAl+qi6HFglDM80eGMvmgQlWeT2g2zUVFAkZLjgcFfCap2mQy/T0qTJl1+ku7DUaXfvx0vouenFnzoI2eB7wroBjt0KIj0NofBxwV0IZPQV15t0jnacFeIDIAOEoIe4TW+ZykdrWRs+IQtWA3EBmW9J4WaIe66v3QwgPQ+g/plH55RGLOsI8JAvGojWuRATRTQEuNnNbBTyYXi7TQho7Lcm3gINR1H79oW5xQnj7RjC3b12BwYBSDAyMoLS9CQYEPa9c34NyZVux/7RiKSwpw7nQrhgdH9XRueHZEqqbFoCX9UI0FuFzG46CT/Om9P5f+3dVrVuFzn/tDafnhpJhOMPtaE2Q1Ux/vbMbo+e673yn1Xz6P4XAUTz35NA4fPopvf/t7qKmuwuYtM6Nq+Tv5+T6ZBJDNi5mysvJSmYjnYnp77dR7VcbA6b2/jHSzWu6oO4zx00DeLsCcP3snSd+rSF34JbT+/YC/Wc+wLJSzOWcj4j+iv5iECPVDC3XL/am4fwWl+naojXNnFuazZOSMOFCDIV/u9lRyUNLPychpGOxboSXJA89nJpE+TiMUYxmSkRNQDD4YLKvFGSspP7QkpT1tOsI8y/pbB3Hm5SZ0ntaR9bvfvQPb7twEb7EbZrsZhx45PqsT5v1gc1tRXF+IwY5hdJ7ipGBxGaZcbNnykrojtsFoXg9zalDS0FpGC9VQAoNxmVmKOA5brYJ05sNRWJgvvX6vvrpPnO6KFfXysLK3kW0Ghw4dFccpIhRW1rn0yIYpbKa4Tp8+i/b2Tqlf0TjDZrsFv09nzgeYPZNEYOoMO1P3RdKEsTEZnE35hTCGUrr8l5cITBWKRQekaaE+PSXE2g17DRkpRUegUGuV7DV8eBmBcfZqsMjnUjvjg2m0wVpRCmvlVFk+LveuiMFZXgiT2y4N7vI5I8BAN7TIGBSrB9rAaWCcCNsxGMwueDavgObvhuIoEIej9Z+ANtAP+OoketSC/VDsBUAiCrjLgGhAdzjc79CQvh6POxqA0WSHqTwfikVHKC+3KXnUvVZ05zneBcXqg+Zvk1m91MsiI9B4PqUfMQyF55lp6oEjUCqv11PTHBTpcIdO6anjEJGtYX2bFFa3FVOdZPZJpGwTUIp3ACaKeph058wBjgMMr2E8IPslUQ2XT9+WBoRCEVRWlSIUigIDIxgZGUNP94CkUUvKCnH+bCt2XrkRLz1/EB3tPSguyUd9WmglY6lYmyjq6NuMQEuOQDVejctlLPOQ7OL8+SZ5v23rFlxxxQ5JQc9kJO3gOrkan7/Nmzdi/fp18ky++93vQjgUwlNPPYt9r+3Hd77zP/iLinL5vekTuwyoiyhwArtaWlqFtSvTJbGkNr2QKlJ9ZXomZsp+pQFX3S8gdf5/oXU+oz/j4pguo/Ge4e+G+6GF+6GUTgoq5GqJ4UFEm04hOToAy3bWee1QFYIk+exYoKhOGCwrpP4rWVFjCRQ6aGOBSDzyOVTNlUhpsQnQm2qkxrtR+NSJN5rOSdHfMoiWQ21CNFJcV4ir33cF6rfXTKjEuQvmxuOYbWbklfvk+aMjznCmyykh2j0+qOszO9aSiQmghGM2McpyOuFUirWTXG8EnVrPZNmGVGoUyXiTLsOWGkYqOTLj4KWAF+XSIPp8cNhgT4fIB4z8s0wpc8ZNJ8zol9EqH1wCsIik7OjokP5GflcnF1DQ0FAnzpZpaoI+ONsmh2ymeZ+AFEbWdLoEdjBFzWiblHsVFWUTKFFRPomOCnBCBmVrHtnIoSXSqRgOxkXb9Zt9nOxYKjQXax9WKkjr36VDKNgIJIKAv0XavOgENFK8hQcA/wVdAMVHzmQCHqZStHnqZ0B1J+NI0bEOnYeSvwIY79Vn53RMRjMUWwG0vqPQnCVQ3RXQBs4AjkKqwQNjbdACPdDcFeKEVUaR471AsB/kfRdn7i7X027xMBQnydFtlCLBZTFOZLwrkGp7THewhRv1c2GyQzM79cGMn6cSUBJhaJFBKHSoIgtn1Y+RdVIOhHSaTCNa8iZqeYqjFIq7Vv6f3ajd6oBStBmapKJDounMewGxgB4NUxt2tAnw1KXZjaZrQtLBGNNSnPqkb6B/BPHYWYmKK6tLZZLFSJhzsfa2HtjtVuy5bmrvYyoxIMQ4cm9pUWipMVxO4zMSDoUnHCufoZl4l3ksrO8eO3Zc6rq5mt4nPDkIXn/9XoyMjEjU/dJLr+JHP/qJ4D7ueufbLoq6JZ1sNOKaa65CR3snzp9vxskTp7Br107JiM1mGUQ3X4thzJLUtWPm9K5MkP3NSJ36D2htD6frvm+g8b5neacoLfG6AEsM9WH8+ccQbTmNkis+CtXSmAXCVaCoZVBNWQQaFgYmGaeXFvEweKHat2Yhve0wGNxZ76ee+5HuUfQ09cFkMaFxVz1WXFG3oOtD0hFnnp7xI5J6Sj2ZLWbjp5AaPw7VlA8t2gXV6NEn7cutJyy/Hz+r04zlZEzDcobHqHEltNQIkokexKOH0vyiF88cDMYKGNXcajGzGZ3rrbfcoiNiFRVvf/sdEzD37du3THlorrrqSpmR0/ggEmSVsY997EMTf7N5P2Ok4st+2Nm0//TTz+GP//gz0jv4pS/9LW666QZ4POl2q1gA2sABINAKJU+XdxRjXSd2XGqH8KyQeo/C/wcOSP1FEL5j56HYSqH1vgTFWQEEWqCNntMdNGfPFi+0jsd1hzFwCMoqD2BokBTvvEalFH8X4O+CZnaIg1CK1um1yq59kp6F1QfQ+ZZuBbzVUs/kA5nqOQLFWw2Mtkv6OjV4Rp9MhCkg3gPFUyHLwO2WbIDiqc4pjX3RLqYRjoLOnENa8qL1Bo8D4526syPoig6Oaeb2p4FgF2ArFKeIYI8gShVOZty1UEt2INX6KDDeDsVRptfACFxhjZiOlOcjPKinGedC8/P6OCuhFm4GzOlsBSdTwR6JfhVG2u46fVIlPMFGvc5sYDYmawIFBS43NaCNooFNdiKr1SyMRMHxMAb6huFyO+XcVFaVYHh4TI/snFPTczKwkRuY9TRSAjLldxmN6Gq7wy7PGB1ye0eHgLT0yaxhAuDE6PW5Z58X2kouv5QxgIxXfM6FvevseXzhC38ppCOrV6+SCfJ0R/ze99yNRx95XACXFG7IL8jHe95zt2TI9AmD3mLJ+jOPgVzZBJexvJVNzXmpJj3o4X6kjv0ztJb7F7EF0lXSeaXBX+KoMoCtTCvTAo33vrsOShEd4eKM7U9MJetuZ75nWb1o7an/Z/6eeTvB0RDG+gOCbm64YuH89WTfYjRMi01DVGsxRsFNUNzbRKtZC7dQ23ZSjWq5nXA8+pr0AF+KpVJ9iIbTShnTzGTZDaPp0pxwNBrH//73wzJoXX/bThQV6ypJ2fJo2XapSiic1W/bthnf/vZ3ZbB573vvEWc8YenoVal9O2AvnngwFN8qwF4KrY89o2N6FNz44bQYSBJaoFOP1squ0bcx3gbkrdfTooFWaExH08GMnNYRwHxJOJzjQ8YUS2QM6pq7oLW/nHbsnM3xQkeg9R4DmCanU2AdMzYOLRkVOkjFR5q+cahlm4H8lUg9/7dQqnZDrbgCqZ5DkpbmstRwsx4Bz4DozbXBPuIPw2AywObJXTRbrbw23ZpB1K9RT/karFDXfTQLh6BAWf2BqSuW74GhdHeauUh/oOQ6VeydfOjz184/hFRcO+W9DPieOhh2fXniM9as6dzVK74M7fxPofkv6Gl0dXJAp7P93J9zn4HG1ZOpfKbHCNIypaO/TB/+qtW1qKmdIeuR5gPW236IQbi8kRWzT2TZWr26EcePn5Ta8JbNm3DbW26Rtj9xzO0d+OUvHsTf//0/CrMVJx4Epi3WyL7FybDVYsWHPvQx6ZT45O/8Pr73/f+WzFj2c89zt2fvNbjn3e/CT378U5kEtFxokbryO97xNiHoMJnMGA8E0k79HA4eOoQzZ87hgQd+NqWl8ZJMSku90Frvh3b2+zmulL4vpe3XpKsPEY3PEhYni5wcc8LJ0gdLMdEh/dmY6LPN/n8Wc1VDrX7LJbJ5KVDNC4tIF2sk5IiHyWdthsOX+7gxYWxRTNeBGU1PsUxfdawHYD062jf5+SLsN07KkGaxmPDxz7wTp45dwIM/fQ4DvSOoqivBzt3rsHbT0jNykfuWqayrr94t7y+6yYiqLdwG7ehXdQRs44culrLjzV22F9qJfwPCfeKwmfohSlE79jUdPLT9y8BYs+6QoyNAyKm3z1TdCvQ8p/f+MdWda+uL1QPD7s/qP1+xc8oipWDV5Ow5fXOpa9816bxKN6dbLfSH0nDD304cj5pXN7FMLZnMLCzGEtE4QiNBAVMsxAnrO5V1Hqw+qKz1XjTDnsFmHGiWgSDFWQGl7q3Qzv1Evy9YbsixriQp1LQICe3Jx15Be2s3tu5Yh1VrL575a4kOQZgSkKWlQvK/JW8y03M5jJPVv/3Kl/DOu94rAKg/+qM/kVdG25eOmP9v27YF//Kv/4SP//bvitThpRgnw9dedw3++7+/gXe/+4PYv/8g/uRPvogvfOHzUzJaGfvKV76EqqoK6Yw4fOiI9As/9NCjM26bExq2IS6pU6Gi0OBhpA7/XW7fJ0FIzZ3SUqQUbgWYuWGZY1Yjcxcn+C3AyCmZwGsDh6ANH9ODgBkn8AoUd4P8zuJsecC3c5nZahKUM1HSweEF9s4z+g3HMdSlqyR5iij2kZU1sdVLj3Nq5FkgNQa1/MMA09GLtAU7YZvzfZMAj2UwQbotgQXHQzh1tBmD/SMoqyyAy23HqeMtOH2yFe983/Wz1hIWt8/piGm2G83ogMK0JCMqQQM7oKx4fzraUqE4KvTBl1Ft8RX6PhFVm1lWfsPEeshbI0314hz5HaYvS64ECrfo64n0WG7HNO/goU3vzM/odjLaznJW02X1MstmY7GhOMVYGK9973nEQzF4ynyo2FQjnze9cEbqn+vu3CKfn3zoiGyqdG2lpIda9zVhrGcU/v8/ef8BH9ldnovjz5neNUUa9a6VtKvV9l1v967XvWKDMb0TQgiEhAu5SSAkEHKT3JAG3AChgwnNBuPe63rt7V29967p/Zzf533PjDSSpmq1tvP/v/6MV9LMnDlzyvdtz/s84y40XNuMwjonxi4OY/hsPx8SR00Rtt57zYJowoJRVlC0JbfFYPlrrtYCQueOFk1z1YLizVJ6V1n4PrEAZBLfoB4wLTjkmFOdV0FVDuWCOg5JeK6NDFs+RiXbw4cP4Yknfo9vfuvbOHH8JKanZRk6GiOiccGbbroBH/v4h7nES067pycHQpsMxuxeJhNuuvlG/M3ffBFf/er/YRlGmmYIBUM4mNRmIqPs+KMf/RCOHLkOr712HE8++TTOnjnLqk8UOFCGThl9XX0dtmzZxEIUNBGxVibNXYI0QiCsLO0CWi+qboVy598CBkL2y1UseUQqQ8BI7R1qxVnouqsBKm7kUT0O7P1jjIKWxl6GNPgEZ858M1sbITh3QtBnFiChiYdQXwfmf/V9RIb7mSpW19wKFYmsLKNvFcMhBC+cQuD8cYR72hm8Re9Xl5TBdOhW6Lftgcrq4NeF+7sw+c9/Bds7PgzT4dt4imRhOwE/Qh3nMfkfX0HRp74IXet2KDRamAtNsFfYMNU3jfZXOrH3vtz5oan95Z7yoONoF9/6tduql4g7SMEhSK5XuR2lKLwL0BReUZCetxMmjmdBuJoCyFe+4EUjUbzy3BlU1hRj2zXNMJqpF6XE3Iwbvd3DkKQARKkfCqGWD6RcHI4PuvPBpH41zZ0qkpz16g/ygkRYcoRK6OeELcyFUtk3frEuOD9l3CEnflcvbidxs3HJVb32TiOTM8r0GVk+PxYVMdE+Cmu5nWnj6NWTnaOsRNJw7XrozDqc++1JHPzUDShtKcdE5xhCngCiDhM8Ux52znX7mnD58XMIuYO8TXtNEQPlqJeTepdoZOStRfeZuC4kQYlzx0m7NoqG5kpWAmNe6piIzosDaNxYjQJbZiWaBAgw/WcpIXIW7OISWjIQJl1P9etf/0e4XC6UlZayhGHCCKD4ta/9Df7szz7DBDfJ4CWqCn3pS3+JP/zDjzNokcYEl4x+6HXYvmMbvvrVv2Ya2ARQS61SQW/Qw+FwLCCY//7/fJWBVYUOR0rOdppi+PBHPoAj1x9m50l0k6mMPpec54c//H5ce+gABzcyMUhJGg5qA4Ms6TX79u2Gx+1BKBxe4K+mkUUCd1E/m4KHK21nJRu3KCaJTTDDGksAqYobodj+RblPmwpVn84IW8H/0j7TfH1Cc9sMSWuHQBWZskPA+o/L88JEBkJOuPiajM6dHGh0agwz3/83qgXDuO96KHR6RGcmEbhwkmlVl5hCwZKiMdccNPXrod9q5X67/+RRuB76uczFvnkn86QrC2xQOUvhfeUpGA/etNQJ+zzwnz7GrTVNDY0jyueiqMaByo3lGGkbw6UXOtB9vA9126sX0NGZbODCME4/eh7z424+Xq1HiKgjCaehLYVgOwgpNAZx7gUu9yuKbiedWazG8rp6ZjuGEZzzLCDFVFo1irevXRS4ZkY3klGPibEZnpck8frqulJUVBdDb9BAYnR3DBJIw1IHiWjU+G/E90qD9HRYiEVGAwGkuqJdi53KLb7IJQtbfjNcIZWlFInBNzqJwPgswvMeRNw+RLx+iCS6HiZu1xigoNECJbNtKfVaqIx6aCwm6J026EsLobVbWJEkFyMQkdFh4qzXWmFHcVMpZvqmEAmGYat0QGvSYX54htchvZU4hAXO8ui6o38tJVbOgAMuH9QGDfwzXnjGXbytkuby1R4IPhahGRf8o9P8b9jjQ9TrR9QXRCwS4eMkxUQIPNeshFKrgdKgY2kzjdUMY7mTj4Uijj/I5xyMDE7BYNLh0tmehbE6UqWZmXKhrmnpyNlqTVBaIBEYLzaLaGQIatPSvvVyx0Usc6mMnE5LC42ArTRyUNT3pUf6zNTITHPZLFuflRxiTU01P7IZfZ/yinJ+sMXCEEdeQmy4G8rWP1zxepqKKCqiRyFPN4iXvg9FzS1crcp1FIVGCcWuX0Mo2QPBvj6lOMYSI0CWbxigKYp0RkE5Af7Wf1TGKqyVUdWN2lj00BXJoEECgjp3QCB2N3MVJMKJzPRC4YxX9JKucaJMJWcb6e+E/QN/DF3LVuZpZyd85jV4B3sg6BexDnQstM2boC6vhtJig8IoB5lKixVz938boYFuqKvroTRZoDBaYNixD64Hf4rI6CA0lbUsjEIAtphnHsG2c9A1b+b3JtZGGktat6sW55+6xACtJ775HHbetQVVmypgK7WuYM8i0YmZ0TkMXhjGxefacflFAiBLvJ3G3XVLnDfRjUpEuRnrghToBYiiNJnw5Go6YRJFdvdPsH4iLbhE/ED6jW81WT1aUP2+AGZn3Jif88DvCzHApbquDHpjMSARIpUuCGLwIsYZcsJ0UiibCECAPKIkwQ+B/5baCftGJuEbnEBoLj3Re7LxqFBTNYxVJTlrVy5+JQmxYBiTx87zv+nMvmkddEU00J5hoaBthSMIzbrhH5mCf3QK3v5R+EamZOfj8rIjjgaCrJdJ550cJzkfcjwqgxYqkwFamwWG0kIYK4thKHdCRw65yAZtkRWqJML/5UZO1VRkwXjbCAcmJevLYCw0IzDnw2TXGDQGLTvacCCE+eFZLj0z/afVyHEMlaUpg2YnXWDA7MA0prrHodKp2SnnY/Qdw3NeBKfmEJychXeYzuk4gpNzCLs8CNNx8AYQC0UgkiOOieyA6fpXEtOXyQCN1QSdvQCm6lI+t/piG58DXaEVaktubGehYIQz+aGx2fjIjJIz47SnkBS/PH5MHD2X9jVMEKPToPjgVigYgUzOXSWT44urYVoiAHcIvoFxuHtk/uNsZmuph77YzvtBQcX4yAxfyyXlhdwDpgw+oVBGP1MrIu13pvJ8JIqx50/yeUhndNyt62uZopWAhIyQjwXl6YLk3uvECUgjzwMpnPDSD6YmoUsmX8mHzzrig9T7EKB3QrBT0JFFQzzqg0TYDyKHSWcaCwTremawysWkaBjS3ACkkE8OAnQFEMxOSDN98vfRF0Aw2JmEB94p2RkXlJFqASR/CJJkI6kyCBKBG8cQa3+atyuYigCDTaZ+ZXEQDztDhcEI4/4boDBZ+LpXlVSwUIn/5MtLzhk9p1vXsnRfJQlGkwXzD/wYsbmZBd524nzXb97Ffw9eOgNVYTGUag1zu0fHhhGdHIPlpnuYRz7hiyyFZtRtq8bG65px6uHzOPvERfhdAdRtq4KjyoGB80NxpjURXa/3wjvj5XngnhP9GLw4Atekm0vau962FY7KpX1/RkQT/zeNLRrWQVDblzDuXVUnXLixBsE5L7QFRii1KriHpmXsDiF90zpi+aKVOW3pEQf2JLhTr4LRqMPRF85h/2GZIWewf5wP9oKSE49GUe+U5iZpMaJyjo41kCU+JBSVUWSTIO9fuTBQxjj27AkMP3YUrs7B7DulEKBzWLH+U/fCUFaU2wjRMiPHeP4ffozQdPoRsc1/9RGUHNwGZdFSlZ2EkTOJeHzseGfPd2H8hdP8L2e7GYwiRbqJRHq/m8QHZheODpnaYoK1uQaO7c1wbGuCqaoEGpuFy8PLrw0xJsE9Pg+dRc/Iw5neSThqnYyAHjjew062fn8Twt4gZvqn4JvzstSYb9oDvc24wH1tcloQ8gZZlkxj1PECOXZhiDPibBb1B/k4UBA139aHmdMdmDnTwX/LZhyYhKOcIVPQ4pPZTNno+xasq4J9SyPsmxtR0FzNx4EcAj+f8j4RWHHGPeeF3qjjrE1Nc4qCgIA/tEIgQT4fIgcNZ778nYwOSesowJFdLRAMOkjETBSdlEcGTYT2zt/Ccx4MPfIKeu5PDVZabi2fey/KrtvJwZrXE8Cx587zinD9Hbs4SLZYjIiEIxAlCeVVRRmdMJ3f8JwbZ/76O+yM01nxga1o+ey75WMeckGauSgT3jRUrJpXW7n9z3HVjVDLhF7OVIomGkm7PEaYi0n+WcS6X2IHKqh1EBx1UNTtQ/TCQxB0ZiiK1gG2KojkqEdoDE8LRcVWKEo3ItZ3FJJrDArnOgjFzUDQjVjvy4DRDmVZKwTtIsUq9W5jUxNQFpUuOGAyqp6RpKfKWYbIWFLgRgFVKAiJ5TaJwEZm0FvwF5GwLMfJHTg1NJV10FTVI3D6GPRbd/NnxKYnEeq8xFmxbsuupdKlCgElDU7c8IlDmOydxkjHODpe7eaHXJSUXxsNRfHsf72EcDCMWES+j2gdKnBa0LCrFkf+IAU5Cc0JB2mssQAK+yEZzEb60Ku0vJsZxhIbZtqGEJr3wlhqTzu7KY9CJBxvBCIpXkgh7rMu0ozJZV9mjFrDbJq2ZbObsXHLOrz49EnMTM4jQCXFKAFXKFoihxvvBy30t5cCYiSMQwA13JdmdPxcNIaB372Avl8+jcDEbC47xOXKpj+8B5V3HLiqlQPKziNeH3RJTjihRkP77e4axPATxzD23AkExtduVjRCKlPHL/JDU2BG6XU7sO7Dt0Nf4lgSofJrg2Gc/91J3PRXb4O+QI/XfvgizCVW1O1rRO3edXwfJhbjHe+REeep7OAf3YAT9x+FraoQm+/eibA/hFe+/SzW3yITc6SWNZOzqenjlzD46CuYPdvJjnStjBzifHs/P+gaMdWUouquQ6i8dS9U5AhTkDpQZeDwLURoQ0HiEmbDlBJx/B61Chp7AbT2As7i0xl9NwqaVDoNpDirELFlScS7q0mMPOV4PVIFJRCCqzMp6shivr5RrqyQE6bsPRgMw2gmpRygv2uUgwwSfS90FjCGI+PHk9BCz0hWdSVzfTmUeuIXDjPVqDTyEpPESMTmRqai+3/xOzErHWWFfOGp4gA5IjWhmdqYTJSRAEISVWn8xPDzlGnTexLv53E+dcrSMxHsyK+TcRxyIpJktH+0vUxGwEua1c/RpMkOCOYiObulLJf4BOj7zg9Ddc+/8u+xjqchzQ1BsFUCOguiZ38NTc1uKJtvgjhxmZ8DOWNyzoUNUG9/90rgJWmh+71QWlMEwMTrrl0KuCUHG2w/j8A5Ama1ITozBdFHXNgRBlutQGkLCpiuvRlzP/kmohOjUDmciEyMINjTBm3jBqgLV/b3KZiv3lSBP/zeB/GzL/yGM95IKCrreCdtPuAJyuOrKpm33FnjwNZbW3HTpw7DlAqLobRAUDsgzjwJhaYYUmQKCst2WYbxjSDr4GxSSReohCjR6KV9YQDRaBfCwWOIxfqWzSUKcQKPaqg0u6HWUO9p7aSiaL7w1rsPoLS8EEXFNpgLjKisIarMdFH2Sho7SPJJXeEwJQldP3oEXT98GLEcFV7MtWVo+oO7UXZDHLV7Fc03NBHPVJeaFImi7dsPYPjxVxHMJXC4AqMy7sBvn2dHv+kvPoTi/VvYASVMrdNg4+3bcPwnL7Ozrd5VzyXphWOTxyEixz14shfHvv8CA7q2v3tv+heLErwkbvAPP8Tsmc6M2dRaGLUNXO0DuNDxE/T94kls+suPwL6pgUv6qUxusyXIFZb+nMqopVHQXJPRCZN5ekc4CASmuZRGC2gsMshqNvlWo6K+AObb+nN+vbt3hLNXMqVKheIyB26+Zw/6u8cw2DsBk1nPgTFlHxmz4HgJnqtOWZywpaESSnggnv8JxK7fyGN9SjWkyz+S9+O2BwBiOiNH6x+HeOr/QqQxsYgLwrr7oGz9I6CglufxpcFnELvwn8DsZShvexBCyW55LJAc2fgxxF78EwgbPgyp7UfMTy5U3gDF+g9CKE9BCTp1DuLF7/D7Fa2fjFPWppg/zWQUENCMb46mqNqByLP/zP1mRe0e/l0KuiEULDot6vXyMVUbIOjtUO35A8Qu/B6SbwpCQbkcZCS8Vpr9I0CUwmxJLf0ZjbCDTjb347+B9/lHZe3t/TdAu34zVDYHoNVh5LPvW3ldKhQwHbgJ87/+AQJnXuXsODLcx4Avyy3vSPv9qZdbWOXAZ3/xCfSeGsCFZy+j/0xCU9iHkD8MrVGDgmILarZUoeVQExp21sBRmb6aJoVGIXkuQHDcxNzV8JMK2/p4NvwGOGHf6Cys9aWovXF7ms8TEY10Ihw8yuxacll3+U1DGUmQXxeN9CAaWQ+t/jbWIU5mC1qtUWmLuHWfeew1+dNIQaM43TxfmosqxWsjvgD6fv4kOr/3u9wWcEGAc99m1L37RhRRSfAN6J37hya5V5gw+u5UOj/5F9/E3MWenAOHtTDKgE7/9XfQ8MHbUHX7Ae4dk1HEWdJSjuJmmfKRSleJikq+x8heVSiXn3lhJvBYakWu4IwLI0+9hvZvP8COJJ127lUxSYJ3cAKvfeafUXXXQdS+4wjM9RUpOYyT/13+83KjHj1hDCZePpPx4z19I7BtrIfKUApR9DF5vkIdJ3bJw6g/7hueZLBarubpGUZoTl6YrXYTbrhLnkevri/Bhz59O06+chkjA1NcpfK4/LBYMzBPiSLc3bJUYSajdoDaXgKh6NPM8CR1/Ddga4Ki9RPyC2ich8kqRLmvpzFDdd/rPJ8fffhOSMU7AVLPMpRAaHo3VLV3IPrg4RXHi/rNkm8YilgQinuPsrZv7IXPQBp+FpJ1kY+As8+h5xC7/AMINbdCUX0LoE/BmU1TD8u0fFdYcJoFSHK2CFGyknpYENJsH0Tq41qXluWV1dcg1vMSxIHX+TkFlZ6J4GZuBJLfxQArmJ0QVFoIRQ0IP/0PUDbfCAWVpImIh76jTg91WTW8zz+G2Ow0lHbifVZwxhtzzSIy2MuvWfgabeeIiQbGPdfBTP1cKl8T/0Uftcbi0ozLjN5Prw91XOTtkvqcyu6EYduejIcgcQ/Vbq3izJjWRJluNPk18jqkUMqEThnXIX6xBIRGuKIrBRNKX6tb3/N2woT8nLk0gOkL/dA5zKi+bqkySSR0FuHQScSiveyABYUNSlUtFAqrTGFJJPlSEKJEFJaDTIEZDZOzVkGjO8jZ8ZUaCzmTfm681Gd32rKOeGQz//gMhh99BT3//WRODpgWyKo7DqD85r28AMrAmKtv1OtlJxynewzNuXDuaz/E3IXujICuq2ViOIL+Xz3DZdrym3bzAikLhBNV45WPDJHzVmZAnVL2RMHH4MMvY/z5k4gmBShvqHEPLIyRx19FYHQKlbcfYMBUJgBbNqNM2LKucrFunca8/WN8HgSLHUrlFiiJN1tQy2/x9wP6SgjhGdkBqNOPWRAA0dOfm7RgwiLeAGfqFJBpCkwMOCNLsNdt3tWIlq10fyigN2izl6N7RzK2TLUOCzR2KhfKCHWJADOkh0zlX56hX2o0+yrUv00WTKHxHEOpLKYR8UEgkh3Klql8nXI8h8rXWgiN98lc5cxaVyafCyLT0ZDEnsgAsBjJWe78KzmT1tlTb48+j4VDCHQopnfC06chzZyD4Ejddkm26NnfQLX5HZzRSrP9EIdOQlW5Haq9n1gcjaQeb/ONUNbtj3NEG/nzldW7ZDpc1hnWcKas2nQPCfUyKIv6xwlTWh0w7bse3hcew/R3/wnmQ7dC0BsQHuhC8AIpji3dL1Whk5HOod52BC+fhcJsRnR8FJ5nfy/zty+7pxNOkbLmwPmT/FA7S6HbsAWCNrd+LF1j2aotuZigq4Zguw6i5yQQnoTCebeskCW8QU6YQFm+iTnuCRNKNNlisUlEI+2IxQZ5rEel2QGVej0URBJAShdxgBOPSYBI5N2IRi4hEjqFWKQLMVUFv1ahyKCrmePCXFhoZaYsHjsJhjIiTbOZp28UYy+cYkAKZZVZP1+tRPVdh2Sn01i9oFr0RhgBjnjMyBfgBbDvl09h5nT7m+KAE0YL8OgzxxlNTAux3pmm1MNeYZGh60qNHPDUaxcw8tTrmDx2gdHgb7ZRgDR7rgtiJMY/V962n5HDqzECvZjrynNqUTDCnQnm47c8OYfwDKTxxyCYGiBSKdZMRDAtaRcTuq4IOZ6XSRIjzckR07lfbgYC1OW0GRnR7x8hJaH0XthUVcr98pwrKkz9SqXp+Cw/8aUTnWuu1K9MqBM/B0SWQe8nj0PjRvKeyypeJBwyexmCrRGCoSj1psjZkyiLvhTwj6T+POorewchXvgGFLu+CuhLMldLCushucchEfKZMr2SFjkzJ3TzwldQcS8YBLRKvv+08pTIkutBb5Vfu6x0Lmi0UFfVoeDuD8B/8hW4H/sVBJ0BSqsNqrJKKApsCLWfX3i9cfdhBl+FRwbg+t1PAbUGSqMZ+u37+PiTA09l6opaqMsqEeq4wM6XR6HWaL3I1QSFDpKuCgLpRLMQDJXaV19Zy9sJE7pWSaAQs4Ev9gTimJ+L9iMWG5WJutV1UGt3QaVKSKotv1DkkgDJWImxScSiI5wZK5VlV+yE6XgQuTrxzsqgltWXgamUN/bCaYw+/Tq8A2M5ZcCEBq24dR9nKWrj2jCA5eN4OGPpG+XFl5xfcnk6nVEpRl1ghNpk4DlgpUbNizyPhYTDC6hq2hYhpPM12hcar9KX2FF5676UYzvSfD+rOimb7ljyd3HoGINpFESVmYfNnO3E8JOvYeq1i1n7pqlMZdTx8aCZaDomPFZG2VU0JqOjgyGep6YefDZ0ebLRMaTKBKG6adtlR3bydZO3Cg9lj8V23k8ao8oE1iMnnHyvxjcgC84rdBCIg5oY2TJYeN7L5zFfC0zOsiOmXu1qjY4vg8wyfE86NxSULMl2GECkhERjSmnekxJpnOuaSoeTHW/6F9BoFMlZipPHIY0fk5nSLNVpZ4BJ/UtK54TJSEpz6EmI5hooau6CRGQaK6QQZaOSsTTdy+VocqAKAl+l3dVla2Uq58bBysrKE5dyjWaYDt4EhdGI2OwM94lVpRXMmCXFolCXVy28XlPfBKMYg3qgmwk76HirHEXQ79gPpbkAglrLv6/4PgYjlAV2CETi4XBCU51ahWpFABcVEfKGWEudAJDZWhrLjdDSAk3TkIwhjffF/AtjfpL7FARdzaoR0vk74XAEKr2G51B54DlpRCkW7WPNYIWyECr1RqhUiwd9pcklSZWqFjHNZoixGYgxGiWavGIBB9of0mCluUQSbqARj1RjHtmM0MNjz53EyDOvw92RfQyJghJrSx3q33erDA7JNKt7FY3GbqhP6Oke5jngjEohBWa5hGe1wFBexDOWXDY06uNBlsg9VBrHoeMRmJhBcNqFiMuDwNQ8A75yMkmCu3OAZzyLdm6AvnglwpOUmMRzP1vphDsfBQxFeTlh2tfB378kZ8AZRrqWm8qkh9ZBx8DIDk7ntENnt/AIFp1PCkzoHqDjEXF5EZieQ2Bsmvue4VkXZ9uZRoaSKxbzl3rQG4nAWFXMc60yT3fujpjvH72OEejevtG0nxuamkfEF1wgGpHfrADUVgi2HYCGSosW2Qmn+XwxFuPxJCIyydcICBiYvDKaTCqnUz86GyiLnDCdo4Sx3rbeyUpZ0vjrcgnWnl2Ag4zFDrwjTLpBmtMgNisqaVuqsgYsizugYAlSoep6CFRKnjonZ9wasyxpuvzllnpIhVuBsZfTE0CwWtkkpPP/CjHigaLyFkhEZasrhLDsHCrMJQA93gCj464uKUfBbfelfN6weVEGUaEzQN+6gx/LTV2Ufn9pnEkM+NhBa6pq2SGnM0JC0/zv/KQb3lkfPNNeRAJhdsjkiPOxg+/bA7UqBETdkMITkEI0bhWfOvF10MWC1VreTthS5UTEG0Rg2sXsWckjSmJsiskvBIUdyowOeNlOqBsRCb4KUXRxifpKjXpN1bWlGBueZqUZIuzw5tEL5MgpEMLAQy9i6NFX4KebP9tnalQwVBSj9QsfQEEjlSoUfKIp26F/iVA8X6N9p0BHFZ+LzdWmT7XxgxbNVMZRq1bN4y3F+zej7MguuW9NTiaLE4gGQlwSpOySnJxveCLnUjc5LgoMxl86g5p3HFlwJPKICCm9hJkFR6KeU8JITSrshZCjDnFihGzwoRc5EEl3DJYbOScKPBxbm1B24zUo3NqcEwuYXCmIwN01xGjw0edOcMYWC9B3EXNCT3d850Hs+PtPMftW3jUbAbDUV3Lglc4JUxZMjtBUWQxFfF55cScCjNqFvgowNwO6kpSOmDLt4PR8+nZMYh1IsbjRGB8Fbysy8TyMAh/fYJZKlCDwsVhCXWquhFB+ENKJrzGSmaQ/lUe+yw6LUc7Uh002+p36w1SpcfVAvPQ9SK5eBnCJ7T8FdI9C0fAOCGX75ZElYpdKNtaINsbVyBT8ecxEpdRCuemPETv3DZmWkpi3Kq9b+RUoqy3ZB6nrfllfPJNFvCzuEuv7HRS1b4NQeTMkmiEmbnoWcXnjhRNWY9LCOGt8tngZfzoHXjRHLEmIDPUi3N8N3frN0DSkZm0ji0ZimB6cwcmHz+H1B05htHP8SirGuObubdCQvjBVHGI0bhuDwkJBBWE9iORk9QlXXqs7LzgxEfpCC88Ih+a8S24sAlwxGEvQQMGMVLmZQkFNbQWn+tIVRBQJC4cj+NVPnsaufS2sv0pkHfK5zL4IyCcd6Pz+79H/m2dzIm9QaNSMUt38xY8w8Chh/nk/+s8Pwzvr5ZOYr030TWN2ZA4bD+VHT5dt7tVY6UTp4R2oufd6nt9MWEKgnCzdcaL+NmX5hO6teft1aP/ub7nvnKsjpsV48HcvovqewwslaWn4OKTZbogjJwDXIGKnv7f4Bs8YpLl+CLbs6le876LExBtdP3mUA6lcjJwfBU7Nf/QOFG5fn5ejYFYqrYaDGHpQFaT/189g+KnXODvNZuTAJ145x+QX9e+/jfvD+Tkqgfd9/CXS6E5vFCwRcUiCNGTBvB2QlEYgOAJB6wB0xPW8stxIgRdl/KmMAhUKWCgTImDgciPnTUEAtTFW2/+m93p6Mx9POmyWxsqlmTBlnOUHoShfSbqg3PIZgB5Jprrpp4u/mCqgPPSt9J9XUAfFe5Yi05V7/27Z9n62+IvGBOXOv8jeo7ZvhEDczadJmSwH8/RDJKW1tu8Dtg1Q1N8L0IMEFxIz5/y/t6pDjjCVKkiXgGZtk42pKd0Id7dBDAbgeuhnfH/oN+2Ati59xXTg7CBevv81vPQzeUJmMR5Z5TFg+QBytGoIxvVQGhvj4EYJiqJbZerKN8IJ+8fn0PPwaxxZq4nZR61Cy/uvXyhHC0xsQci+aJyYIzfpOUmMz6nRF0wAR67AaF+sNhO2X7MBLz5zmjPiiqriBbKObIti+7cf5EUxlz4f9eNKrt2Opk/cA2PFUpUR0rE0FOjhnfOxLi455JH2MZQ3l8DvDqK4tpAZo4gmjXoOPaf7Ubm+jHta5Hznxlz8/rW0qruu5TEZordcflM+8qOXUVJdiKYt1bBQ1JfFFDoNNnz6nTwH3fFfv81Y+k4Y9VJpoaZM2rl3E/9NMJdAcg9DonGKsBeYalu2cH0CitIcghiJQK1+nPv7H+YcFJjqylFx0x7Uv/dm7vte6RiZxmZG48fvZtamwYdfwsCDz2dH00sSOr//EBzb18O6oS4/IJ8ALmVTvzrT1eodHOf+9QqzbgcmnpKdL/e0UrdtaMSKesupjNoYtA9U9UnlhBmcNetifAWX3VdhsVCYqw3pjLJfQ3kx04ReJSK+N86o17v+o4iNvwqMPp/7+0j1aPJ1iJMngONfglB9K4SGd0Eo2b8y438LmRTzIuY/A6WemMCWjk9J4TBnv1Pf/ApRIUKzrgXWt39IdsAZAFm9ZwZx9qlLfC2QpvCRjx9AVWslTHYDVxbzvc8NluR1mN676KckCmDVlMysLhvOy+PpnVZUXbeFFwm93cwzmXKEEZ9vVNoBcRKiOI9YbBgKZW4nPhrpYqctI6NXp0SRbFqNGu/68M0orSxCYVEBDEYtizekJ+tYjNh7f/Ek+n71dE4OmAgQau49wghXQ5ms/JJsyb9Tabn/7CD2v/saHPvNKWj0ah4kp33yUcZ8bgiFlQ4MtY0hGo5i/b4G2MusmBxYO1ardR+5k0FRNK+bChjlmffjmV8/jkg4isbNVdh322ZsO9jMs3Npv5sgoPzGa+Afm8bIk8d4HCabEciLStLOPZvk69laA4W5nDV/RZUWyhuStVRJnpHAQ+qcWLt6f/V0VgRtwigQqXnHdSg5tGNNHDDvLQNXwKC8unffxBSll7/5q6y9c0JLt33rN9j0Fx/kSkM++0KftdDrTWPUUkkJ3hLDEGo+EgdopQb38PtHJvkcpzL6jpbGKp4jTmfUFqDKwGqcMBMDBcMZgZE8M91IVajUc+L/k4wnzvROKA9+C7FnPwhMn85TIICYvAKQBh6VZREJQU1ShOWH2CEL5vzHQKn8ysIfvle42qnSk3TmrMy+FiO1IQWU2vVQqEsQ8RC/tAiltlW+v6l0qyplpqmo92koDXsQ878Wz371EBRGlseN+l/ldpRS1wqlltShjDwbrGvehPJ/vV8+Nio195Ohio+gcfVLXFL9IAv5QiyXSknMrX9yAw5/aB8TwsjjkXl/feY2kMJTkPxdkEJLJwQk93EoDXXZZ7zXwglThkaoaApAgrMeBF0+ODct3lRKVTXE6AjE2Bgi4bNQKMugVKanWJP1UicRCR2HJPmgVG2AQpmZui4Xoz41sWURGGvn/o3cm6NRiEw3J6GJR544xmNIuZQxiZO34QO3MRsUlXRTzQG7p72YGphhdpbpoTlojVqW1CJZrMqWMgycH0bAG+RyM4lIR0IRzo4pA57sn+ELabnax2qNELgVN+9loYV0fc7r3r4Tm/c1YnJ4DsM9E3j6l6/j9z94CTuv24Bt1zajqNwGbYreNo0ekXMnLuPg1LxMhpHBKDOcPde5IBPJIxIKFRSlWyDobRCIKCFPo21S75G4vLP1YsmoakHl9KI9rVzNWOuFm46xocSB4gNbOLjr+eljWd/j6ujHzKk2LhkbSlKQOaQxdYGJecmjngDEON/ucqMqRcrzEhhmPVQCMMmZhSr1sR2fSQtw05c6YKmvSOukE2NqlI2vxuh+pM8msY10plCpYGmo4HaZIKYnbfmfYbTvKkimKij3/QvEC9+ENPQURTL5bSZGnMxBuXccnJRlCQ2lEBwbIVRcz5KFAhGX5DDiQw4zFmqn+j4UygJEfUdZlYv5k7UNcUrT0xAjhVBqm/m5WKgNkhiAQlkEiUQgqH8aGYYiMsgUj4JAZD302TQ+R5SalUwiEw2chEJVCO+QG/6xGZ4wsdSX83Wo1GgR8YUQC3m4OkKAQwr+bE1VfB8kzrnRamAWrKA3BLPDBJ3pyoNskQBZFLSSYAO1cBLHxt/+xuoJEwo0OO9joIQMPhIXyBdUqnrEVN2IRuYRi/QhjOeg0jRAoaDMi0rT5Kio50qE7T4GcsUiHYjFxphPWqmugUK5OiTfUqlbAWoauQDgKCzI+l6iwht7QUZB0yhFNqP+V+19N6Dk2m2yA07j1EgXtqyxBNZiC0xWA+tZkhCCrczKWS452EgwAkeFjeWy6Ge6cOzlVohRkUvYFL1dkQkC72/13Ye5F5wJsV1S5YCzwobKdcUoqy2ErciCY0+exzO/PoHLJ/tQu74MLbvqUL+xAnrj0pKpvqyQe6JUMiRyjExG0S6VLenmITnEBXCf3g5Bs7reCvXBCYyWS0mcSpflt+yFfWsTK0FdrcWasAJ0fZTfuBtTxy7A3TOUERxCzob6w6TGRLPUuagv8b2nUnJQ4R+fhuhN7YSDM/PyeFk0yg5rcSd1gH8AElUaDNUQ9Ct1hmm8i8beaNFLZYR0p5I0T04YdIz8TuWEqS+9GqPtMc95hoCUzqmptgxBXwhzw3NwVNn53mHKZ5UC4QDRE2o5sNWZdGtC2nBVjdt7KqBoOxQbPs7jSNLoC8BcG5V88tsWUV0GZ+SHuxeSuwvSfAeEsaMQirZCcGyFQCQjyRrny00KAbF5OTtVFkBQUb85yIxR/DPheSizhQhBt4VfIwVOkcYhwBVRui7F+HvMkMJ9/P0EdTGv/WK4H4KqCIK6HJLvRfYREXeEA2vRbkFoxo2Z810c2FKQSq0PqqhRYOkbnoIgSXBsaVwAl1a2lGPDtU2sC9z+SherKRU4zQzaXfUpUdkhkIQh6zcvjiMpLPOrzoJX5YSjoQjCcaSxbhkLlVLlhEq1jhHOsegwIuGTnOkqlETCQZG2LFZOpWdJ8nDGTLPFJCFIY0k0rqRQZHeaqYzKEctLErkYlbhobIaQrVmBNOTczQaUHtmJqjsOcjacSZJQb9ahcoNMzUhmcZoTyR9fKNWti/2PssZidsrkkGwlBVkBUrka7V/hjvXcbyQEdzYLByPwe2i8KwKtQYO6lnIMd0/y3zrODCBAUWhUxOZ9S3lvqRJAPMYFG2qzOmE6BsQ7TgsrzeEusOOEvZC8E0BBJQSNEeLoaUi+SQiWcgj0tzQZMh03ysLIgeUyHkRyg6WHd7LcYCZHRwEmCQzQdzaadNAZtPxZs9NulsYkhicagctkBNqi8jLxhhPbVLY2Bx07CgoL1tdCy3zPuRl9J3pvunlhcvDE6U0OjQKfBdMQ5WdMJhwgbEYKI77tsMuXOoAgkIzTxvdCaNrFI10ki5nakc4yuj5f8hrqZVOAkckoEDbXlPL6MtU/xVUlzooFAUa7EVG6nk1anhV1NjgzSyaG/BDnxyG6JiEFfSy6IKg0EAxWKJw1EPTUipM5EpgXeWYI4vyEjOqnpESlll9rL4PCKlf2pHAA0Z5T/F6FowIK89IKoeibQ2y4DYLWCEVRNRRG0sblIWQIpQegMFZAIk3f0ZcgzV4A3H0ysj1fI3IJ3yg/pLFXgeJdQOl+SI4tEAoaAHN1SmYxxusoTJBEH6SYDwpNJTtOWYGOHsQdQNmsHWJ0DILoZlU68HouZ8ACOXKmlrVCioxDEpRQKq2A2rZAgpEMCmShBVK/i8a4ijJ3sZevYwr2aZ2kzJiuKxqfI1pawoHwGicIKG0sxrbbNvFoEuFwXv/NKZQ1l/CaTMkRrYv5lKZpe0qNU+YJ4PvFwxzSPB+sJda61WOZ8n4nOV6SjaPIk3VVlyxiSqg0mxfAWTGRRoR6EYumW5RlRSWFsoopK+VS9OqcDt2EuTgZtriDo6x+6OGXMfLM8exMQJTp0wjL9mas/6N7oTaTTqywqn5huue4x5782is1aqca9YxEzoVFaGZ8HqN90+i+OIy2U/2YGJrFvls24dP/9E4GN5x+oR1HHzuP5yZPrHDCZObacmYIU5BGbJqsadEkJn6QGZ/kG0+a6YbY+QiUOz4OSVAgduI/IU13QlG1F4rmOyFUpuaIjYVCnGXJJe5sx0RAxY27EdbpGMhEn0w9cHK2hB2gPn3iONFo2fTEPAZ7JlBS4UDD+gqWyey4MACTRY/yaicKi7OXzunYV7/tWvQ/8CyXpjNldET84Wrvh7ulDkU70o9gLDdSa6K+diajhYp6s0ucMGUntm2At0vuC6eYVaY+P/XbUxmhnbWkm2yUSU0oGEjlhKknTtkwj0qRs8zDKLAIjGRwwnHdZBoRJMUuqiL1neiFb87HYiGFNcRjLPC5JWyGvcrBgMiURmXVkQ5ELj6PaN8ZiJ4ZFjhQxJ2j7vqPQVnWyMpAzDoW9CJ8/HeI9J6G5J5hFSCo1FAWVkHdeh001xCloQZSwIvAI/8Gha0U2t33QLGRuKgXLTZ4CYGH/wXKsiboDn+Q6qlLv6KlFoL5I5DKj0AcfhpS9y8BV5dMjymucqIk5ufsWhp7iQi35RJ17T2AtUmm1qR1fAHvY4VCU899WypJC5KMZCbWKAFKSIIKgsoBpW4zor6X2Skp1BVyRhybh0il7NgMBGWhnFGz41YxrwQiRP9J16S8fgvMsKiGUitCbdJz5YauXV2xnZXDjOVFMv8ztTLdXpgqnKzpLbLqlfzVqBdMUoQEwnrkX57Cr/7mIRTVOFiYwWQ38npGfd6EpGE2e9ffvQ1KUzz7jc6zgIPoehWKorfx3LCgrwSk9JiKtVVRiorQ2kwwOFMvPpTxqrU7uT8cDh1DNHyWM9+VYTQ5YBM0umug0ZK8H/UmhCsq/SnUOaDTWKZQXhRICWno8aMI50BnSBlw4fZmbP2bTzChw/+EfhNlYTRKVLRzqXh2OvuvrzyErvNDqGwoxuG7t2P3ja3Q6heP6f7bt2BsYBodp1NL2dFCSGQfBFLLWlWQZLBPcuYqecchjZ4E9H8Okf71T0F15KuIXfoNxOHXoUjjhMlJzF/uy6mXT+V4Ks1/+5uP4/Z3H0RdUzlGBqdw/MVLOHDjFhSVWPn6UNIstYJaLCoE/SGcfrWdnbBKrWL+485LhNQVcnLC5ADIUdE8Ns1WZ+uZk0qR5Xx3XuNSFMxkdcKTc1y2p3L3gnnaAPN6wNsH6AkcR88lfaYk8zUTW1YqI4wBOWAKyum+IKT8RJpxKRIPIRnEfJ0w6z5nmNVnB1zu5H8neycxOzzLi7Ct3AaD1chl6b5TfVh/eD3anmtj1qR0JkXDCD75n4jNjUFVvx266z7EeAVxehCR9mOcqTKfMvt+BSQBiA5cgHrdNVCWrmPnHO05icjllxB78ttQVrVCWbkBioIiqOp38HPRgfNQbbhWFjiIJwSRSy/ynDxtg7eTyqhvaqmFksaX1r0XUt9vIV38FpeWuffLVJurwJDQ++Y7IM13Qur8GYSmD0Cx+fOQmExEDt7Z2WqqoFFXLs70JtNWwgJNAakZSdBY5X8T2vEc2OlJ8EdO2MLzv4DSdAQKVRFioS6I4T5oCu5a2Jam4G38r7WZHjVLQZZJn6m21PDzqZIh0gae6JnC0V8cZxwOGWFz6LEae/sXb4cuHrtKoQlIvnYI1oNcFUCgGzC1ylKGb4SKknd8Bqp5L9fk1QYtdLZUJTOSJSuFznAPYLgLYmwYojgbnwEm52tgxaRE5rsW7oyccM4MVbEYLn79fibjoJGkbEY9L9LHXf+pe9cMRftGGInJE2AqV7vlfXvxoQo7ijPIeO24bgPWbUpPxEIRKTmEXGZkiXlrSVbIFIJUTlJCuvgrKDa9HwKBtdofoj5I2u1Q+TaXLJgyUhod4jaCUon5GQ96O0Yw0D0Gj9sPnV6Db33tN5wZH7hpC5pba2Awabk3TiXohLQgOd6J0fzlIGk0jMg8sjlhqsrMt/Wxw6SgJhcjkgrKRDMZlf/5mMeNv03hQWD4l4DGIQsOpLgbSYM6lIakw1JXzsC2RKBqblg6YpJsrEXc3s898nyMsAPeofSVKvrejBAn1bI6J67/lEwEs+CPBKB+Vx3/W95MurrpP0tyU199DqqSemi33Qplw86F5zQHSWJvqQlGG0x//MOl+0MO2VnLmW209xQ7YX7/tpsRG+1AbOgyYkMXoaqWR/SIUpKctrJiA5TlzTkBpbhkvO69ENa9Bxh/FWLvA5CGn5Gz41WzUkjUvId04RuI9TwAxd6vQyg/vHS8iaHbmSQXE/Kby59PfCcBKsNeRANnEJOCEFQlUBkWmbQyWqrPTLMbbS934rkfvIJzT15c8ncCxZLOcL5YmyWOnnmz6ViNMLqbRpRSf+er5IQNRVb4xmYxdbYHarMelQc3rdzhhYNF/V9yyFVQKJdzliajF4U1yfrIEWc0SeKSWPt3HkT/b5/PaQyJ+nnVbz/MXNCBSAwnXjqBdc1VKKssglKp5PJkwBdksXLSLl5ubgKkeAMosJpzJqtfKyP6See+lecnYaFAGOePdS/8Tj20wc5xDHWvBNBs2tPAJZyaplJIjek/k3q8y+elU5ssscjC6AlTaWniHOK5n0IcPAr14S8zZzQLoach1Ke+EDktQrdnM2pXlN9wjVy+VClw4VQ3X4NynzuGJx58DYUlNpRVFuLZh09yq6Vhw1KnciUBGJOc1JQxQCqWAry0PGulwIKy51xMadAyaMVjNqTlCieQC5fD48ZLdXg2TqPokBGfy0vRA2PyeUqTPdKcdcL507knp5zOqB883567FjG/xxfgShVRhKYzRs/GeamXsC0lO6M4DmPJ31KYYCuBqrpVzmR/8zWoNx2BetP1UFakqEoweCqFUc+Yer4KNUsBJoyyYlXFBjlTPv/sghOOnHsGkncO6sZroKwgJ5zlGkuUiOMLv1S8GwrnDiD0BdY9FgcfhdT3OyINx6rNPwbx+Y9AaPogFE0fgFC0fcXnZ9jBlPu78Ku6EmqW0kw4rixBRzoN4wz7Mdoxju7jvew8iYOBMtmmfQ0878t4gDxvY8LHLHyuvg6C0gBx7iVAdENR+kFAlejhvwFOmEooBM6imrw+K/I40fi++pkjLbAkOpBZ03Uc/Q8+z8L2uThg5oF+7y0o2rWBF5poIMx9wmMvnced7zwkO+FIFF5vgB1tKic8OjSFns5htG5tQFXtYhnu/Oku2OxmlFc5rwixl84oK6F5YKKmTGdeVwC/+uYz/HMC4U59YaJ8M9sIgi/xuFLrngY0tFbKfZQsqFKSkCOEbC7GhBpJa6KiaD2w8T6IQ69CuedPAaKqdA0BlgoI1tTZN/WVGUGZg6gEBWr2LcR0AxhMOoQCER5jo+9NGtSkZ0vlaL1Bg0O3bENV/dpx7sp4AAG21nrO6gJZnDBlwVRiz9UJ0/apJEuz6+mcMI35hOdcS/u+3m7y4EBwHNAWyY+kTGy+czAj8Ym5umThfBNKm8gyiMua0czLjNDV1C8WIxEm988loKHMPZv4BjGeUXCz3FJtP9tnUomZ+r6q2q2IdL2GyMUXED75CJTlTdAeeA9UNZshaOPAJaZIDXMpOdr2CsS5UUgBD/9N8rmIa3NJKZUAiMraLYhN9TNIizJuwWhF+NxTUBRVQVFcC8GQDzA17oxZkpCUkJyQii1Q2NYDzR+FNHEM4uATwMQxIDSbuzKU/OXkWeOeX0KMuDnjVlTckMf7M+w1X19XF50eI/R0JMZArOs/fhBbb2lldHwqzoO8TQzLCmTBIXnOnniktSVvDFkHGc0HEzScf57xyDOZCX3YlCbL04msOBFH0AkEI4+za62RkQNOC8ySJMx3DLAS0uizxxn8ks2IuajhfbfAsWM9ixvQ9U7ADqvNjMG+cQ5CYjERXe2DGB6YgN1RgPrGCvh9QTz/5AkEAyEUWE38+/Ski/mrdbpL2LS9ETqdBi88eYIdQcvmelRWlzCZyFoazcwRSCYTetto0eHujx+SfxGAo4+eQ0m1HRX1xVySpu/Yd3lUzoxzVB2hz6O54axGM/acXSVtl0Qaaq+FYKuGYK2VS9MGBxRNt6cdXSLkbjaaTt4vrZrHaMhJkdkLLZidcsNsNTIKmoTlW3fU4/UXLiIciqCixgm/N4DRAS/OHe/CxPAMOi8NwuYw49yJLnS3Efo/yqXp8urU0nSpjEgtNK+cRSCLEAJln+7u4bxEHagXT+cdaZSOSPWJUM48GpaQFdSXQnK3kXJFvDEkrChFp3XC5PgrnAu9aKbw1Ki555vKCVPrgfjDaaQk175waGZ+Sfa+ch8oE9bx+N2aGOkcUzbcvJeR0OLMMGKjnYh2n+Bese6WT0FV2QJBZ4LonWUAV+jV30BV3gQVla411B9XITrSjsjplbPh9N7Y0CWEzz6FaNdxqNbtRLTvLDTbboGigEY5r2AkkXWTjaxtLBlKWCBCYWuRx5JmzwNTp2VkNYG5crXQnEz4odRBMpZDsOUOFnwzzV5hQ2ljCSb7pqC36PixZm3EyBSkQC8Ujhv5AhQ9p6E0tcjjfm8EMIsQ0QSm4RktQ/o+HTGgSKKLZ4DpX0ny89/k7FgjI+sE6s2VQKFII3Kdz35pCI2X+uswuf6zJ3gUKdviRweRFghCFBOjk4rISeIHVkHjGMvALzweQwo1cW7q4cFJjI/OcIZMiNsEHzNTZqqUeP2VC9h/eCtc816m0NQQqvsqzCzSIksowkxGIzd7b1ksV7/+9EWs316L3TduhLXQzM6peVsNvv7Z+3NWHaExMco4czEptrQaIVA52uiEQD3hkAsCimXuXwc5jNQXN/EZ56LxTKAdAiQlgpKm1mrOfI1mHcvHkjOlHvDMpAuWAiMczgLo9FoYTFGUVxWx86XzR2CtQmcBXxOUNeerzkUZm8qYnc6VHCZlgCTdt4LvOY3pSwtTavYuGM2lu33s2BZepy0G9G655M+yf0uPs6dreCHoXm6U9RLuIHnumCohhJInWtKUuxCNwdMzDFN1aqGI5UaqVDT6lM4o4KPjQ0hXmoHmUcUElz2PuMS46qXU59EKEhQ8QkQPqaIZqqpWKCwO+B/8B0Yx04iRUmeC5JtH5PwzEOfGoL7pE1CU1EPQW1hsgL5bKicsFDihLGmAwvA6IpdegKAzcsmaHLhgSo/FyMu4TE7lnlIIhlKgcAsrM0mF2yDMnIU0cwHS9BkqM+S2Pf84pLGXmTyEVJ5YuOItblUt5dh2ayvPCRMwq2FnLQqr7PFseJXrLdExUxYcmQGicxC0e+SJgtnn8qwyXIETDs572dHRjRT2BaAvKkgxZ0nQ8QBi4iRikS5EwxfZEcvD2gmj0pwaSmUJlOqNUKtboGBmrewqPumMkNGpesK0kI3EM+BslIqE8KTZ0cpb9qHqjgNZNV5pAS6rdMLt8mF0mBSkJMzPuWEwaGEpcHCmS8/5vUE0b6zBhk31+PLn/h/uvPcQiksdaNpQja271l8VJ0wLE5UF87Gp4Tmsa61cUHxiNnC9GiO9k1yizsWoByPkCHpISGEu/E7c0STYMPwaJM8IlLv/BBIBsrxjgNoAwbIS9EOl6Ex0iQmjwIAqAwlr3lSz7BV1/P/b79uPqN/NzpZmQ0vKCtC4oUzOyslRKZQ4cEOrfNNxlprfuSPyDhq7YNWhTIENZY1xkopcnbAhmxOOI43pmJnr4sdSjEAw1gOBOC9zPPNOqFFx+TgNeJF6/6w7nQRaIYdMCOl0RgG8u3sIJYe359SkoioHEY2kMw4ECkwIjU9CW+KEyrz4/ckJx/wBiMFQzk5YpHKyb55VlAS1nkeeoDMy2IrOPZWbaTaYtx8JQZwbh8JSyP1eQaODRHPD00OITfanvDYoS6ZRJ+oxUxlb0JmhIMdc0czZ9VUxlR6CfQME23pIVbdCmDwOsfsXkCaPUymJmvVxxHMGc/dB7HsQQt3bWenprW72MisTIE0NzuDck5eYNYtGlixFZqhoTpju73iLKBer2FAKBYIAUVdG5EqC5O9hJ0zIcRms9Qb0hKfO9WK+d4wXTrrZAjPuFcpEhICORjsRDr6KWJRAP/LAORFyLCLnZFh8LDqEWHSQX6fV38pOWX7dKjPhpHJ0QmJu8OGXMfzksaxyhBRMkAOuuvMAGj96Z/yPSyW1YrEYQkSVFonyQx1VIRKOcPmSfqdsd+Pmevzk249wafr6265hFaf+nlEU2MzQaOMD/kxsokSUhswDIWh0Gs6y1tKoh03fJx+jPvBg1wQun+hDQ6s8E/s6XcBWI/dSrrZJrkGIl34NsetxIDAL5a5P8ZhS7MwPuTyt3PEHS18vSexQIrk64bLMlQE+N7EwFLOdsvO3lAO0EJOjMpdB8k5CMNgh+adltDbNhNLz1uqcg0c6L1QSJ8IKKs1mMrp+CRhFyN9cjIIurY2IJBRpSUsoYPGPJyG7qSdMDEysj5uQlJOvxdCsC4Ep4gZOHYBRxru8+sSkGfXpEdLkGF0dAzkBeOl8BLOUo4nxTGvRw3OhTZboVNE6oKEZM3a+UbeHZ9Y1zkIOMHh+nc4zB1lE2rB0/2PDlxE+/QQHYApnNRQGC6RIGJG2lyGodYxepj4umaDVQ1lcz89RRkygLkJXR3vPINZ/Xs6KUxg5Ycp8Q0d/ifD5p6FpPQJBR3O3V5nFizJkjRmoOAJF+XXA0JOInf93YPYcEJrPzE/NJB8j7LyVO76U2OAV75JI875EyCHlL9mayUY6xtFxtIf7wlqjBk99+wV+ECpaZ9TK3P3Ec5FjAvSlp/4MBmMAUoiClhlu30iEjiZjHMUbRNZRee0mPmCmcgeDMWY7qGcloxATZNqR0AmEQ8d5LIl6vsQbqlQ1QqEkgQONPOAu+SGKM4hFeiCKRF3ZiZAUg1Z/I5SqhvyzYbr5KBOO31AJRzf8xDH0/OyxtDOOyWaqK0P12w6h/j03p3w+EAiht3MYj/32ZQz0jqG2vgw19aW4eLYHJ49dYnQ0KTWtb63l/u/M9Dw6Lw+yc03+Pokfq+tKcfl8L/p7x7DnQCtnyWtpdH5yHW9J2Dv/+HoGan3lI99jTmvWZ7WZ8MXvfRgF9qsUpSeZNNcLaew01Pf9BpEfyVqrgq2ORzgkf4oeoySXK1PRJC43qpJQuTbzDogQ2x6GpNJD7D8KZdPNPBMqTVyCctv7IXY9DUX9IcQu/Q6CsRCSb5rACFBtez+gzZ3dimhEiewlqxMm5HcONJwJo6yU5pHpvFNwkspoOiAwmhSQmuri5DoxQE0Iz3gwSMxgF3oy8nCnEo6gQJjGlKgsnMp50/pBgDOZOS+ztCiB7SgTztRuoHEzAiCKITemn3mRHW/hjYehrypnxxwYHIa+qgKG+hpEPV6M/vdvEfP5oCl0wLJlIyybl87QK6ylfI+SYxWP/ZqU4blkrCxZB8N7/g7qpj0LGavCXgHdrZ9mMo/AQ1/nwExRVAPNztuhbtzN/eJU2RE5dp4Hrm5FrOc0NDvvYIe+VpZY/9JZAoSJqpuhKj2A2KVvQ+r+b4D6xZksNM86x9L2LyaBbq/MfLNeTPVNwzfrQ+tNG7FWdvG5Njz0T0+s+Ds5ZRLMoWJHPibGJAiaIn6steXtvs0VRZjpGEJo3gdTqW2JihJRUEbC59kBC4pCaPVHoNZsXzIjtjQEjiIceh0h/yPMqhWNXGJqNKUyv2F+yiqoV50wKqNRT+rCP/w4Ld9tspGkHjlgmgVOZ9QLJhDV+tY6XkC47CoIaGiuwl33EfuNxCXbf/7Kj/H1734OdocFv/rJkwzkuvOdRxaO0d9/4zOMhr7u5p04eP02PhzZqA9XY9QDzbWMmTCiqPz8N94PnzsA14yXv6Ozwg4NU8Hh6luC8YZQ0clGYJUUWQLRMIrhpQjUdEbOIWtlgM5RYSOkyw+xvKJgKoIU9sUXUoo2405FFKGo2MnPSa4RIOTJywlTJkznJiV4KcnoOk4nmpDOEjzOaZ3wvGcp8YUl9QgbOd+5c10ZaUALmqpS4jBUOi3MdWVw9wyvLLlTdjs1x7rSFBRlopol5DsH0BlOr66wgNsM4YEgrLt3wNRUj6Hv3Y/iu2+Fsameg4TQ5DSfM+/Fdv6bUqNhhLbSsNLxKQoroX/HF6FPdU3xNZh0I1Bp2VkN48f+YxmhhDwCo95+a3pVJ+b81nAZmuaDmYFrDY1oZ1967hQamipRXuHkqpbfH+R9KSxKCs5VBig2fQaSpYaFIjDxavqN0vXvnwDmLgEE+FqDRWFmaBYdr3TCYM1vrcpmla3l2PeeHOePczC1bu3X6NUzZsVLt3TRRfzhJRdYNHKZSTkIbKXWbINas5VBNrItnwmmSFgNjXYXCzlEwqcRjQ5CoSzP2wkr9ZqFiDwaJwQ4+/c/yMkB64vtKLt+F8/TZioHJb6ncllZdvkNduPte/HQL5/nfjFlu00tNUtGkGisKfE+tTo+YrDWCj5ajQyOynO7tB/eeT8GOsfR3zHGs7Rb9jWivK7oDSEoEdRGFnGQptsXWxYXfy3TBhpXosfDc+7sWr1xI3IO1prNtg9iFFJgTuappmBLa4ak1CF67NuQprugqL9ukb2I5055R/P6niqDls9RNiPsRUZkcArTFVnjGX9Hyucp+2alqywczoxvuNybvm8tCDDXVa5A3/MxEQQUNFXz7DaJdaSy+fYBaB1WKPQZnPDIJGfu6YwcOI3gGUrsCA/2c99XodVCIiUpdoqLaw05UNPGZgz8vx9CV14K666t0FWkGWtaWLMy26KcZ5rXC+n7zrHxHsSG26G79VNy/3mN7y8CfVLf87WXz+GG2/bC6/ZjaGCc22CF125ZKRRRfh0UYgQiOdhwhmkDkjScPAXB2ozx7ikcf+AERtvGEPaFMDs8B4PNgAMf2I/tb9sK96QbZx87j/YXOxBwB9nRHvnkITTuWQefy48TD5zEhScvYqpvivu0Z35/hj/iw9/+EPPsX8kxIWW6xt1rV13UGrRvHSccmHbBXOZA8db6FTcgCTKwJKGyFEpVvVx+TmuJcoYWKs0GduCkwiGKc6sj6qAeayAIV/sA2r/9QNbZwoQRExCp71D2kI3eUYpFIc4NIzZyEar63RD0VgZaJIycLZWjaV6YvpvJYoSJQDhp7Kqp91AJPAuoLJX1Xh7Bcw+c5JEki00e3XnpoTN475/dxKhpAmwRGIVKdLRIK/Rx+bs1+h6CoxGKhhsQe/2b7AgjD36QHbGi/oaUvNHkUHIRbOBtE61ithuJnP7ga1BtfR/EmW5IgXkIBRVQNhyGFPYyIEcwF0PZeg8EYxFd8FBS31iXnwY2IXozzrQv7I6IqD8/kn4qRZMCU/qNSnyfBManuaeb+iUynsLTO5y6HC0I0DltTNaT6tzTn7gkTbSMzNC90mj0qWhXC5AhECBRjnQzz2TawgIu7VNvVwxH4TpzAZ6LbdDXVTO5iK+jC55LHYj5/PC1d0Nb6kR4ZpaddWhiCmpbwQrAVujyCYg+NwS1BgqTFYLegNjkCJRF5RA9c5DCIShMBVA6SqC05i43SQIOsalB5pomburo5RdZ3EGz6Ya8wH0jQ5Po6RpCcYkD42PTsFiMsNos6GofwMTYDCxWE3buaUFJWSEryA0PTvB9THgWwq9Q26y3axjjI9PYfWBTnLiCesUW5okUSvZCGnw80zcBArJe9/HfnOA+7q6372AWqs6jneg/M4jG/ev4Gnrlp68yAdCue3eyOpxnyoun/uMZOCrssDgtaL1xI/dlO17qZNWrLbeS7gBgsF55aZ72R62IQPJOQeFYCsKUQj6Ic4OQPFNQrTt4RZ9D39Pj8fE0jIHwHhoNBz9XNxOOiQjMeWTaSpNuCYe0KFLpKBKnpcwdbq9UFnE0JkoeWepqFU6YJALJAQ/9/iXMne/OjDxd1neaOd3BPToCeSSYd5YbRfSSfx7RjhegMNJIlSzLKPkIuBJmTllBa4LRpIdRSTD2IAS9GoJaLQ/v++fpyuDXLIxQ8FzTIpvPWhmLa6xCUYpGlCKhKDbuqkdJlV2egz43hGd/cwLVTaVQC1HExnsRmx5iwgLqY6katjOD25o4YmOhzA8d9rNyErcxCsqhqNoHoWAlWQdJ5+WiHcyLjFKZwzERoLBWQiLAlcbEyFUOtLRmmgZcyHgEW/JNnZ8DXhAbyQWIR2DAHEhIko1GhshByvSCUtprniQf0zphKl1mcIAsG1hVsmQcaGWWTH3h9M7F0z0sZ6wZjAKFiDc96I6CDcqECRFtaV2PWDAIKRKBtrQY6gIL31/UJKDetNJogPv0edgP7Ia2qJCdcXB0AtripfPFsdkJiH4vKyGJ7jk5m6Uxp1CQyTXUVY0QvfMcfOflhAMeJv0gQg8E3Hzfa/bcC4U1P0IY17wHHZf6MDftwsy0i1tZB4/s4LG6mal5TE/Oo+1CL0rLi6DVapYk4+SApybmeP69eWPt0kydrm2tFbBvBDI6Ye5p8D+TvVOo3lKFsvVlMNoM8Mx4MNo+xlKtVGae6J5EzbZqNB9sYtEEz7QXL/7gJYxcHoW50IyimkIU1zkx1j6GwupC1F8jTyisxhjN7x6D5KM2jMAqVjTNIM70QbBXQ5obghRwMViO7mdOJDyrk9ZM/kyP24dnn3mV25V6vQ5VNeWoqSnPaz3P2wlTBO8ZnoarZww6hxmO9cmLY4JAnMor+TgB2g3aaXFV81aU9XkHRjF3sRujz5/MqQy9fNZ06rULLB1HwJaUEnJUVgu4IA6eh3Lf+3gon9CxoncGkmeSATzKmh18EYiTPfLQf1Edv0/0TEFyT8qZU+0OSEoNj+cE3AEZvWdaOrtGGXVC1nA1esJcVl+FU7x8vA87r9+A6+7ZAVOBgZGLG6+px5/e/q8IfS4CSR1EbGYEsbEuCBo9O0BV/ba1y4TpuFgqoNh4Lysq0bUkWEkqzBxnBVpqFAjm0g/m/n084s/yQiiq9kCcuCT3hElCcSHLVa5tpSIHJCxnpJH8nDBROFIwSQQWNGOcyoh8g0q96YxK/J6eEXmELIXRvlOwmnahISdcW8bBRjpRDSpVx8LRtOAsRr6PzyLiSV8J0JeQE7ZAZTLCvLFZDmopKIuXd9U2K4z1NQvfae7YCZhbmqE06hGZd6VGfUskRShjIKSgX858LVYOpMWgH8qSGoh9lyEGsoM9V5gYg0Dbt5Uxylq95aaUWIdMRrgT4jmnAJnIYsKU3QZCMFuMKKtwYmJ8BgN9qUcxiaVteHAcUxOzuPPewytvB6UWgt6ZpblCEwSUKElwVDkY5DRwdpCdsGvCjZJ18vy3Z4oSKrCzpbEgMnoNvYcENihzXGsTp0kreRwC6f0W1kIgUKWXZqEliNM9fA4V1EaiwFpNY0VZtieK8M8H+F+T3bQiw6XrbWZmDu2XuzkLpteRVVeXXV0nrDbroLeTLi4tELElN5HMgkWbjDACWkBuiFrSqJQdeFybMk+jyH706eMM1MllXCWV0QwxjTMRUUfp4R2py7lUNiJdUS2VYQUespeCbsQmuyHNjUBZvRWxofOQ5kdkB0z50+wwYsPn5QthtA2KkkYIRgcCniDGOidYZLyw2sFlGyrtEN0aKfWQgyPxcZMjSfQ+V8vIYJbe6KZWq1VMTxnfDIwWvTwjTJFmLArBYGY5Np6lTGRba5TEcwYadEGa6WAJQ95+yA3BXg/JUMRkHkteH12ULsueCedAis9fuBDKumtxVY0W3lwWXyqU5DifnTD6nlTVob5wpCs++7vMKEj1D6dHXVOFwd05mPEzCpqrM553nodmBHggZcuAgoCo1w+p0LoCYU1G5XBqKWXi2NaXFLK03ZLzl6baQftsvWYb5k+c5evBWFcNfc3KqpegN0FQR+JiIhQsKSGGg1CX18sYAcr+tXrOlPMxmgU23P0FXKnR/ZkgDKIsmMrM5093wj3vZfIdjUbNzoDuZa/Hz1MdpAJG6wr/PRIDTXDNzboZPLrEuDKXLQmiY0yfL6D1hha88P2X0Hu8F/YKO/d1j3xCdu70M4NVw1FEQ1EoNUpOOMKBMNS6JD4IQeYj4ID6So0yWwocdVSlM8nfhTSeaZzQNwtFxRYobBXyvDdRilKFMhpmgFwqo/0mIQja511v2wZFnD9h8XiBR1Ybm2oxMTHNP69mLczbCTuaK2FvqoR3ZBqznSNLRpQEhQOCQD2IOcSihJDODOhJQOlj0S5IUhAKZQEUpCWZp9Es5VqYf2yK1ZWoTGeuL5crxYkAg06UyQGF0QaFcx3/PTYzCHG6nx2wLOgtQZrogGrz7RDMRZwdixOdEGcGIBjtPP7AbDqQ0Heij0s21LuIBMLoeKULpU0lmBmc4ZNfUFLApZzqrdVLyMOvptmLLZganUN/2yhqmssYUXn6xXYUVdgY0EF0flRWEyf6IQZ90GzYJyOX1ygTltzDENt+xz1hhZP68xLEmS4o1r8NypZ7IZQlkcjnWwGX1m7k44pbBzK9Wo4vzv+z1BYDTDVlzBSXNhPOoJ9NQS2pOGXK5K3razMT69N4W0MFg+dSjZBRz9Y7MA6d0w5NCsCcf3RaduAZ2g3k6AkdnYtR9m6oqeJHJtPvuC71uaLMukqWGNQ2b8ObZUaTjol+5ubcKCsvYtpccsYulxdTk7Mwmg0wGHQMwnrm8dcw1D8GZ7EdzhI7iort2HutBYVOG37y3Yfw6c+/hwP+BYuFIPnHs1+PWirDC5gbneOS8tbbN2PTza0yS1f8kihZV8zOdrJnEiNtoyheV4yp3in0nxnArX920wLQScX8DkrMj7l43WMfr84fz8KmMUKitbaghBMGaX4Isek+KKe6ZSAlzfST/KR3htdkcaYf0kwvhOLmlJujLP+nn/81vLM+bLq+hb/PkiOhENDUXIfLF7swN+fChg3rUFNTkbcWQN5OePJcL1z9E3wjG7j3tLgoqdWNEGOjTMARpv4aMWKp0rPn8CIbG0Yo8BwkyQuVcj2UK9SW3kATJUajHv9f/4b93/uiLH6QgaSCS8wBIsSPLxRE0N50COGXfwDB5IBqww0ceSkrN0McvghQ39hcKF8QCoGjRBIepzaRxqBhsAL93Tvtha3cynynJJbxRjnhd376Btz/9Sfw0A++xbJ+VI4O+kL42i8+CYvdyD0W0kVVtxxgqvK1BpZJU5ch9jwFzfsfAxxxVp75PkRf/ieIvc9BscwJM0NaDlUCWsivKNJmDo8oQnMeGEryI0BJZSL1GHPoZXM7Ynn0nYMRCpxGhNIZ6fp6BtMHrrFwGHOEjE5lCtINNsCUpp+cbNYNtZi71JN2jtvdOcAo6lROmDSMMwlH0EQEkZNoCnIfDVu15cGsdLWtsqaUHwm7Oc4rRERBcvK+6AD+4qsfS7udbTtTOJ7gtCyHmMnoQwrWxVnVgK5jPTj6s1fxwJd/y+uBo9KBj/7Xh7gMffuf38bgrZ//r1/yOme0GvDOr70Dpc2lC/tZ1lwK37wPj/zj4zj10GlGV//xf3+S18J8jRIeZe0eiFNdXDVTNl7HDzJl6eIMsmB2QtV6B0CPDMYtwwztEDKXy4N9B7bjzruvX5h8ydfydsJFrbUobKlZOvSd2JimBdFoHyTOhPvh93wXKs1GqNRNEBS2JLIOqrPPMlNWJHSOzj4USidUmvVQqNKz7ax2XpaUaIiLl6ThMvHQskkSz1Ge+dv/wua/+gjPXS6Ug3VmaG74k8Xv23pzXGYvTrJPfeDiddDe/Hl55VbSmJACKosTWHdAdhgKFQeLBFZo3CejCBMlGbowGWAQ7wfT72+kdnFVQzE+84/3cTY8MTwLlVKJuo1lzCPN+0bITgJmjfdwryw63AbT+7+2djtAwQkJNdgXCVukgmru4XDGnWL2NyeWIWbliS0c13yN5BbJcRFDnIGUsq40EY7E2BFnNbqeckBRLzeNxZQWdMWfT/1Et59HlQhhvGTMkJDTxH2eBpRFCPN0QurLraC5JqOYB9FXRrypP8fTP5pZvammXJ6DX825CLsgnvgsYKqBYvOXM792lfefNP06pK7/glD9TqD0hpzuY2mujfQgIZhoDcxPvo/GCTM9n/Wz3X2QRl+UZ4AzmUINofga9J8ZwrnHzuP6T12HdXsamFEv6A3h8X95EqcfOoO979vDbbabPnMDrv+j6xaWSLVWvWRd0xfosfFIC5r2Ny68ZrXjQOo9H4LknoBqw028Vl/J2kmle2rDxSKZg2WlQoHf/+4ZzM7Oo7KyDNt2bETz+vqrLOCQAdVJTlaj3Q0BSkTCJyFJHkTCZxGNtMuzaAsXlkjdAi5BkwOmMrZWR2xZdXkCujKbbfM61L3rRl406IaeeOUsun74cHaGJWq4n+lAz8+fQM091y1w4fJJVS+ONFDjnzmF5ScTf1zyGtk5q7k0nfw3pkyL3zgL236TLaGzSWVo0hqOqZQyziVx02gNUBG5QHEtO2RxnnowsTUrSQvmUgglmyF2PwllrUyAIg4cBQyFUBQ2pQQh5dLrTSB+qbyZicCEGd+8AfQ8/Br/q7WZuPViLLFh8LlzMhBxQxWGXjgPa0MZO+TgtBuT53pQsX8jun9/jDNu59YGFNQUQ5Pms8ih5yK9SI4uV1nIZFMZdSxrSL3WdJKdFJSQpCI54WSLegP897Tb1utYCSqX65XAWxQEpzNP7yh/XirzD01kBFiSGAfpF6/uvpGAqD8OMLpKRvcFfYaYO7BOvPANgByxbT2EskNQVFxHlGA53VtXsn5IvmGIvQ9Aav9h5p6wUgfYNwM6B3wz04xjIfwIyQWSBd1BTA/OoH5XLe8PrRv0UGeQ+BPia+FqAKhLtkP/oz6wTcvEJ1cqCEQMWWF/doAvAbIOHdmDoy+fRG/PIBwO69V3wpmNDnwR1NrtEBQWnv2l0jQrKKV4Lc8Iq1ug1myBUk19VipLXeFirhA4Eyg7shMlh3fAtqGWlZAS4BDiw+375dNpkZ8JI1Tn+POneO4yMZKR+iunHtHI+pq3iONNtp6Lwzj2xAUMdk9ApaKsHHjhodO488MHWE1JjTAT09OIEj2pLKzIW8BguUWf+QtAE7/xQy4WcMDAKxDbfy+PgLmHZdRmCrIOku1bzv2bzuj8R33+zCxiEuDqG+dAk0qkPOcaE2Xe6RIbvCMzMu+DWgn3wATCnoAMIJp2Y/xUFwd69L7xEx0cYDnWV6f+zoEcnbBSCY01f7pQeh+JRBARDY0ipfyqMRH+4Qk4tjQtueUiJDWYRgqRjGQLLRm4oZONkMvU0vFpJlKKQAQmZ5mMgxDgRDubbP7RqbTCEWTGqmLm4f7/KfONQpo+HZcevAhp8DEIjk2AbQOEggZZFYkIbdbCGEkegjjxOn+ONPwc4BnI/B61GYqqWzjRIPwKjSKdf/ICOo92yRgZCkBrClG3s25NeaBTGYPMAhEGoBkK9PE+LInHrA2pBgUYlIhkM9e8Gx1tPWhoqEZzcx3KyvOXpF3zI0XZsEJZBrWCxkosTNwhspQhjSpQVE6ZIZVk9VAorZz9qtSNEBgZLVy5kH1VKRzbm1B+425Ym2sXy2ZKJd+45TftYcDK9Mm2rNujhYAcMd3sKpMeuiQk5tWyyckpGI0G6HS6VfcYVmvHn7mM4d5JlvcrKrdBjIrobx9lAg+eE47f/xxlEvl99cYr7pcxo1KCDpJkCwstSUTyAoSCSkBnA0wr9WIpEyKd4EwzsQmj8i8t+ISozebAwt4AdFYTZ7r6wgLuyxrLHJjvHuVg0lJVjPHj7fAOT0PnsMBYaoerZ5QdHznrKJdR0x8TysipPZLNKPhL6B/nY5yFaNVM55jWCdP4Bct6JjNLUfIWyCh2QpSUpgwqSclGwYuhpBBu0xDCs5GUgS7JKtIYktYuO2FuxxAXweRcRjY00jGmjH/Vxsj7aUhTxyD5iIhfhGDfxiVqGoeTglOAtw+Sl8QmYux4BNsm+XlCBxNzFDFLuS5D8hNAlUpGagiFROKzMmCXAuOQZs9AMFYCxtr0zjQWogFpfkiTJyBNEzvVekiWegjmatYJhq4QgsYqz/VqbRBUMuAos5HTjUKK+EgInhY3SHPtkMaPskwhBQAZlZToO5urIVTewL/aKmxovrYJE90TCHlDjLr2eoIMJi2scsjiG/4wl8mz0fJGic/ZE8iLn37o4igGLwzD7wqgYkMZWg4trZTRc4MX4gILqzAaoZoeSk39ukJTW69DXUMVCgttTNaRr12VcIVKyoJghUa7HZJmK8TYJCSJFJfoRqQMi0A/Juj0zvgCcOUZIYFFrBvqUH7jNexoU5XxqJRW0FiNunffzIjqIPWHsyzesxe6oCTov9WEkgNbM2rl0oVHc3s0JkCjA7wYKhQctYVCIf5Zq9Xy34NBuRSmUqn4Qe/1+Xy4dKkNtbU1KC4ugl7/xkb65452Yud1G3Dk3p2ynnBMxPjgDD73tn/Duz97IywmA5RFVVyOJrKOtTDVtV/kSkVWo/56Kn5so557w9kyS1rQ6XwXrKxqL5pADtaJC99/nDnSTZVF0FgMiAbCDMqK+AJMYGEqczCJhmtgAlaFgMqDm+CfcvFn0HhPYUu13DtOY2GXjx1xNkvQMq7GlGo1t1GmjqUm5SdH5xudWsmm5QvAN5w6E6byNoG+jOUrA6J0RoEvVabCs+6UzxMpSGjOzVlzwmgfIi5vWjY0Ck5IRnE1pfrFjSi4DIvRpyG52qkOD3h7Iaz7BIlxE3kApMlX2UmzE6aHpwvCuo8DSuIUdwGzZyEOPiAzSJFUq6CGYKCgMen4sBqEC9LES5DGngZKr4dAz+eU0YrAfCek+U7+TVKbAHLi1kZ2yIK5BoKlFpKuiAMAWQ9asfgvl5bjnOdUFo94eV+l+Q5IU6flHnCExDGyIfXj2sSl10IoJFYrGvkTsOmmVuCmVuapnh6bR8+lYThKSASEuDBicM96oTfpsjphvzeIznOD2Hl4A3K1c09dwss/O8YI5qa9DSuc8Pln2vDovz2N1ZqMzcncD6Z13G634rob9uFKLC8nTOUGci7Jc6jUmKa/0WlkKsP4oDwTDYgicygLghOxmGPhOb8vgLkZFyqr6fVro8Zh37QONfcczijCwPur06Dk4Fa4uwfR/dPH5MUw0zUogbNmWuRpJCIxmpGOYGBwcBD19XWYnp7hbJYegUAAfX39MBgMaGpah3A4jL6+AT5uDocdTmcRz5hduHAZ586dR0GBBQ7HlaNw8zVCYRcUmpioQwaMCXCUWnn+kL6vOD8O0TXFuqmkh8rG/ZfVn0BBa2GVmlXvc2EBZ8ShUGbAHZU204kaJFuIFn8CZITC8AxOyn0ttQpjr7XDPTCJ6Qt9KN7ZBL3TipDLB6Vaxdlw+YGNuPyjp+QsmOZQy1JrOVMbhEQU0hFpJBt9rr40P03ohfdq1FklBTnjTdZzJifs8S8VeEgymvsletdMfd7lZqouyahxHBidZqUkJO0r7Vcm4BoFArpCW8aAOKtRBYbaHEV7oGj9S0iebohPXw+h5HpIVqLTLIVQcQeE6ndwGRbeHogvvB1C1d3yiM7sGYgDv4SgMkOx/8dUpydxazk7TQoYJXKAY88AvfdD0foXcjatWmUAS050vo0fvN4m/k4ylARoVJlk506/U/9WpFnYoBxgBKZlTmiSJMzXCCxWsg+KjZ9ckTBRoD42MI1LJ3rhmvaiulGuAlBmO08iMBQwmXWMM6FrnyYu1BpZQpAyYDEmMRD0pYfP5OWE3ZMeuKe8nLEOX16J9I9FoszBQCaL7eT3lXOeIFwDy8sJd3YM4NL5LqZmLCgwISaKqK2rREdbLzwePzvX4tJC2OwWZnHp6RpE84Y62AutOPbyWVTXlMJSYMJA3yhOnbiE93zwdjQ2LxdXx5roCWcynu/62Nv4Zh978XRWgg8Ct8xd6sW5v/8Rdv/751g+LRXTTyQSwQ9+8BP87d9+CS+++DKqq6s48x0YGMTo6Bg2bGhmJ/zww49xZkyO2Gaz4pZbbsRzz72IwkIHzp+/iF27duKNsOXzr7uua8Ecka6/0okNO2pZJ5lK0Yfu2g69UQtB64A43M7ct6q5cY641ZuXzVW+wUZZGTFE8UKewahfSwL1mYwyr7b7n8PuL74HOrsZPb8/Bs/QFBru2stTAclWff02fiTMXF6Ia/7qPQzMooUnXWBCDpgerGubxZRaymZXNy1A5eiCdelnYjkTHqSMd1FSMOLycRk4HcsVXffmuuyjSclGr9fY0pfUKRtfcu4kCd7B8czqTY1VOd/rmUwwN0Ao3i+DKy3rIFg3QnJdhmCqAkIzkEafBEafWBSDCJEaUyROVzvEJV1h2z8tOlUqFSdbLABp/CVg4JdQ3PwKoC9bBHKupUV98gNXRsOY0qh12PAeKDZ8DIJp5fgoTVGcebmDH3ZnAaZG5lFaXYjHf/4qzAUGtO5p4Hvi9MsdmByWpy6uvXMbateX4tiTFzHSO8mZcr5OsnpzBQYvVmCybxqbb0rP+U/8Bs7awrx71BwsB8O8/attee3ZU4+9Aru9gFlYiLmlpq4CX/js/8UP7v8afvKDh3DPO29g5/rCs8eJuBLllcU4d6YdoVAE7//InTCZZCpEQpQFAkF2wG8mOKn1Cx/kSG7y1fMZNUvJmNC+ewgn//c3sedbX8g6OkK0crS4lZeXwWIxo79/AMePn8LBg/tx8eJl5hmlBzler9fHz3/4w+/nnvAbVYYe65/Ge7YkBLplFDQdj+QAg85XTVMpbnnfXhajUFW1MPH8alm51tqMlSXQJJUy0xkh4l0ZWKDICIhVf/s16HzwFU4z7E0VsC+hZc1u2dDaPJaTQZQgeTvUYqHMczVGWTSxv5EzTlmqlySE5t08qqQuMPL5JKBUJjpLnaMgZ1BW8vmh96VDalPWHZxOEluRwOjsTMDJgqaaVY1upbTkj0nMyEQ8kLp/BPgGIOz8JkBOOTgD6eFk2cdFEo/0244BoUmg8BpIl/8FQsvnAUN+QcybamoLFNu/BKHmDu4Hp7KSKgdar6nnIL28zomWnTThAhy4bQsH835PkCugXleAA/t7P3kd/t9fP4DOcwOo21COLQca+TUP/eDFvHZt37t2Yc87d/ApyESOQWpMf/LzjzOjVz5GoK/Bi8P4xzu/gbeUEyan63F7UVhkg1anQWdHP+59903sdF3zXv6XStClZfLCEYlE0bqpEZNTc3j0dy+itr4C9Y1VXIadnprDYP8oqmpkns1I+BLE2ATPC6s1ayfunNISpXSDFk0fv5uj6tFnjqcdl0gY889e6sGlf/8FNvzxO1f0pOhioGz3m9/8T3R0dHNZ2W6fx/j4OB+XwUGZwejAgX04e/Y894UpUy4vL8W2bZvxr//6DXbQLS25l2WuxArLrPjui3+5+Iflcs9Jsmg2pxkg1ix7meyEF97w5pqloRx6Io3JYpwJ940i7PYxgC+18ABgXVcBU6Xc0+MxsgSjEPWIQH21ebnMJ/oBJR2TAjk7IuBK1EM6dfyQ1E4I6pX75WrrzyjPlzAq4Vrqy1c115wwQo6T05xv609dX5PkTLTApOcAJDgzzzzq6Yz6tqYMJCDpggmatdcX2bj/u9yoChWacfO8MLUV6Cj7hohnPX0mbFlXxW2AKzUqQUtTRyEUH+J+sORug8JCaHElI4eh0ELQFREfIDDw6yWlXMFQBklfDKn3ZxA2/TWV4uRMmbJiKgWTKQ0Qym/jkrd08rOQ+u4HKu6CkA6YwNdkmpvwjbainbIDLtomg7/SAL9kpkT5Qa3FBL+yInF/SYsBvs1pgd6oY2KRAIO2lMwARgDQfJWHeGwy/p5MyQBtl4hDCCCWV9IgSQujV1fb8rqS9+zfzE14csAqlZJBSNTzpXo/lZhbWhu43Jz4stRDpt9rSbXFF4DJbIDZbIROq8EtdxxEYZLkWizah1ikC0p189V3wnGj/TSUFaLytv38+/CjR7Pq01JWMfbsCV4ISg9t41JowgjNfOTIYczPz+Pw4WtRWlrKSGcqORcXO/l40Wdu3boZVVWVHIxQlmw2m7Fv3x40NTXy+2pqqtckG5b78nLfPfF9k43KQLUbli6qpCc8PjTLgCw6t/UbK1BUbmVHLM1PsDoUMX8p9GZEuk5A3bx7Takr8zVdkZ0XeUKvZwyiWMIvxHSMLKGXbmZRo+LHircjBsl7IZ79KGXQC2U64UlIgU4ImlJA4wRifv67oEodeRMTVU5O2GZBwbrqtAtHyB/G1OAs5ic9aDnQwAsbZY+0OC0sOLQA1ZXD1THAKmMpDgoC4zNML8nbnHWn7ZvTaBKVo/MFitF+6Irt/EjlhOl4UhUqODnHTpgWbZpKyASKoe+0fKQpb9M5IBBD1NTrEAd/y9mvUP8BwFQLQWWEZN8KaewZxE5+Tu6JGipkwFWinGzbDEUsCHHkMcSO/3H8u6ogrPsYl7XlPyh4WzCUQWj6DKTen0JSPiNXkSyNK4/V+o8DpkpI46/K88Kr6d9eiSkIAV0FRc1dEKpvB+wt3GPOh7uBRQ3GXTj1Ujs6zg4iGhVRXCnfC7SeJOL2da2VGO2fwkDnGFdV1auobGRzqvQ8laGJjTBfo/voamoIr9oJO4sdvKjLUylLD0DrlkZUVpPT0S8As+RSwWJZM/E+jVbNDjl5G5LoZhYthZS9VLeWRpkOlbeoXEmL0MRLsrB0JiNi+aGHX4LOboF9S+MC8IQy4dLSEna4CRAaWcIRq+MLB/1MWXIy61hRUREKCwtXsJBdidEM3dTkPINcKqpXzq+x0kySw5kYmsGpF9ox0Dm+0C++dLwXN79nNyrqiyCN9UCcHWERC4XRiuhIJ9TNK3V+87ErjfkJJESBlKGsKKPoABkFWNPHL6No54bVBQ004hEehaCvl51tzAMp5oYUHoOg0EEwEOuPCESmSEB2yVvpeIam5xmVnwsyWmszw9KUuhQ+N+5C79khXHypi4OmDfsb4JnxouN4H0rrnahuWSSX4R5uhu9KJehE/zU852Ha1pT74yjgmflcdJCXm77YJssrpjEKSqgXLfebJQ4E0pWjqfpE6klCEtFNKhN985BckzLrmKOSwYQLptRBqLwLCHtkEJPPLjP5CVUMtIJKx9krA7Jo/IgyYmurDHzSyhMdgrYQUuE1Ml+yj8aYiCFPR9GTHKQZKyFUvZ17zawqV3QNEJqSn6fPTGGk5Qu9E0LRdkYwMzLa3QN4B4EIrYv5K8xlNdpnYzkEc62MurZvhFC8RyYM4csm+31iK7KgvqWCNcjJaH2vqC+GqUAPe3EB/91WZOaJC7J9t2xGfUs594d97gAndWW1q2u7pDMVjejZDKzgxM4/T2OiHAKQqRScqV9Ny58xK03ZYOOmdazusaiotBSRlvy+lMhi0KJ1db9sOqP5TtvGepnYfmiCy5bZbPZsJ0bLj3OGYGttgCqubMLZ1LL5XnLIy/sWy39fS+eb3Jeem3Gjp2MIGq0sNl1gNfFNksrOHu3C5ZN97BnL64r4/ZdP9OGVR8/hbR89AG0sAinkB4J+Lq8rLA5ZDehK0NG4cqN5WGJnyuaESb926vglNH7kDigNujyPtwKCtgJS1AVBTSVKOsCEIzBB0DcA6mJATYIlakhUkhZW3lpzF7oZhJSOxWrhk7RqzhzNNalLvyNdEzj3fDvmJzzoPEHnS2Kk6cnHLmLzkeYFJ0yZMHE8M+kIz+gvPyDgDJS5tSNRdobh+dRZOvE0k9jCaozeR+XodEafS4EtV25Inm82zeggZdVOO8/tZ6IrJWWc2Eg7xLlxKMwOFk5hPfCARyZzoEfxEUjeOUhBD4Sq/RB0JkROPAR1KAhQUGKohcLSKGfkIR/1ZCAU7ZadNYmwkOKXYIKi4o6U1788D1y51PET0jqDCVorBOcOoHALpLAbmD4DcfoMlU8g0RgUjRORM44FiPFFnimmsjlR5zJ9Lq2fVKFJYKeFxZElyuCpZE5tE5orpnEnjRWCoQSCtQlwbIbgaOWRp+V3JVU/Ce1M5BU0gqRZVimyOy38SBjxzG+/NrUoAtn+W2nMCSipdCyK/2S5F/namJuCwlqY8tzLz09DUWDn0b6yxmJsv2MzHOWrmzJJMH5pdBoEvVeRWW0t54Sp7HxFJkWIpBBvllFZmTIkWiTbvvmr7NSWtBg++Ro7YRqZICRqrhSKb5RxL9dhRvsFGo/S8UW1ZWcjHEXWlK9/9dFz2HptMw7fvR0FDhM72omhWfzve7+Jm969G8Z1O6CqbuWxJIXx6hOX5GqkGESjYyNPvZbRwVHG52rr42yU2glCHn1F7onpyqDUlcYzoeS+eNICorZBUNOxSaryxAkoRp87mdN1ReV1ygop+0xl4z1TnPm++0u34W/v/Cb/rajSjoAvxPy9yftMHNKZrsvAxAzvG/XKI25vWtS2ocTBDFyrMV0RZcJ2mTs9RYa74IRFkVWX0nFGs45xfUX2BTvgQbTjGEtuKgorAcqCIyGIY12AzgRlcR3L28UGzyM22gXV+gNQVq6HSJWekoYF6UEYbZBCPohTA4BGz++TwgFIfjekgFvmhS9tkJ3cWhrxy+vsQMURKCuOyN/JP8kZsURZMZGL+MchBSfjo0ceSISOZqccjs8Fy7rK7HhVegiU1WttMtGHqRwg8g/HZsBMurukrZv6mDJwdWQWvZdH4Hb5cODWrdDYTYiEoswXnRBiSHDeU+CeqK5Ri4SCAa4KKgR+jrJSOb6Sna8kym1L7ifHn2OHGpP7xJy8RSOQImEEL5yAfjfxUFNLiLZJrxf5uwpKFYKXT0G/bT/12bD5unXYfJjkJ8m1yOQ5FJwtjFRypZbep14IrFiekqQq4/1vyoJLGorgmfHxXPRbxgnzl74KwAGJyncLTElvjhE7UfXbDsHbO4r+3z6fWvQ7ycRoFMOPH+WZ0vWfupcXm7cCYjhhdPFbCoy46a54yZiorzOUE2kRN5i0smJSPBosrrAj6AvLvWWdiRext5oxarehgjNHQh9nMlroe3/5NDb+6XuY9jK/85XscDO9b5nTkyT4x6cx9vwJxHKgwrOur4F9o+wMUpk8MaNgvemE8aKVBFZJ7CKTWhAYhpxrCgdIQCw6JoHx6bRZMJmhzMnZ8GqMCFVonjvdKBn1hDkYiCZYvFIbBRNcos92zrg0rJS1v2mRFWMQfXO80Iaf+yH0d1KfVwsxEmSMg6Be7BkSLas4fBnKum1QFlUjOigLGsT6TkN386cguqcR7XyNHZy6YVdetK10D9F5EtMMoari5y/VNSkYnIDBKWfKWTAg9Bm8PeL5T9E6zMe87gBOvNCGmYl5XHvbVlgKDLz9nsvDHKjbCi183dFIasAbYoe9YbvMHU09Xwrk6XUmiwFTY/MorXLA7yUBH4nL0D63HzOTblisBjjLKZAM8jo0M+GC1WGCw6xAdKgH0fEhxOamEZ0YQaS/CwqjGYLRBCkYQMw1C3VpFUS3C7H5aYh+H0TXLESfh/2VqrgCgkaLcE8bVM4yKAz0Pj9EvxfqynqIAR+iI/3Q1DRC6SyDoJNHzqiU/cUn/4zdHTlhdv7xNiu3VvOULFwzJxz0Pwgxtno6sHQWixJp/BsMREhTCtz4hffBNzaFmVNtGZVcyKK+IMZfPM3i49u+8oecGb9VjKJImumuqi3h/jDdMASCyKQnTJkv6QnXbijnSPbUC20oLCd60TeWQjNfM1aXovKug7j09fuzvpYAeOU3XMP9fAYDXWUjdq3L//YLxILZ+aKp1Grf3AjbpvRO2GjVw2DWYvCy3DahRfGpHxxlEoSCeN9twVh5rhozZ9pTXssElmIe6ZEpZgVLh5ugUanVlqPJdDZ5vGkqhRMmdiwCiFGgsILFK/mrUDslBwUngUrQ5kJ2ooK9DCD1r6FLkGbHOIulzEcwFEBB6mZ+DxSc/colXE3LtYho9EwgQwIl4mgnhIIiCI5KuQxNnOmlDVAUFENRnol+baVdONWNb33tV3jlGVKOW2lf+/Yf4cjtO2Gxro68ZmJ0Fs8+cgLf/scH2MH9v1//Oeqbyq/o3k1kpNTC0ujU3PZ45P5XUFRqw4uPnMY1RzbCUVKAnksjOHO0A/tv2cLn54Xfn0IoFGUiD3OBHrtvaMULD53C7e8/gCd/eQzXHGlhpzwz6eYRpaGecXzwc7dhuHcKz/3uBJq21GDTNfUQfV52wMbDd8DzyM/ZeSrMFkRnJoDpMShtRdA1b4bSWY5wbzu8z/wWpsN3QdIbqY4Ow5Y98D7/e3bKqrIaRMeGoHKWshcVgwEIWp3cXvN5SIsXwjK1tuRrbaZzFLNdIwjMeKCzmdB05zV4U5wwUVDGopmzjdXZm1eKXm7UU9jyxY/i1Je+jflLPWnJC5LHLKZOtuHC//0JtnwpruH5FsiI6YYZG57Gz/7rMZRVEuhLgetu2YmKamfK6PieP7wOD3z7Ofz1B77Lc39UXvK6/fj8Nz6wkB2/VY3GlEr2bcbAg89n7elT5nf5W79G6+feB/vmdYtjSFfBqMw79vxJjL90OicanrLrd8HaUpdxDrZlvywu/99ffQRz4258svXLsBZZcM//uglNuxdJRRLn2NJYyajsVE6YMlPqB5MTTjcrz6Vxm6x1vVrT2M0w1ZdzT3650XVGwSyNJhEyOp1R5lHQXJ313kq+tpnpLRaFODsqs2Qlv0YS2dFGTj8O9babE08kXsElaWX9dsQGL8gTASYbYlyGFlaVYZrMelTWlaC2cQoetx8elz8nkYBcbbh/EudPdGN2ys1l39OvtqG6vuSKnLDFboK9yAKdQYPKhhIGKY0OTOOWd+3lcjRpohNTFhFzbNvXhK17G/m49LaPMn2vRqtiTmj6mUrZ5JynJ1zMytd5YQjDPRMwmvUoLncgGpbPz8adDWjdVY/CkgKIs1EuIfuPPcvyqeGey3KmSm0nloYlrEZ8kkQSYbjmCKJTo4jNz0Bhti4CUCvqIIWCUJdX8/ulAJWYlQj3XILSXgyFyYLIQBcUWgOUdhkktvz8ekZmYG8og/WG4jWteK5i9aGFhASkTVAoVleeSmWxGGXC2Untr7YlkN1UPmv+xN3o/N5DLGuYSdGFLOLxYfylM+j91TOoeft1GSUf3yij0TGvx4/ahnIuF3k8Pp7dTscxQJRz7/nszRjrn8LspJvLTBV1TtRtLM/K//pWOG/UQ62770ac/4cfZX09OereXz7F57XwmhYoroJYBjm16dPtLJ+ZDYyVaIeUXLuNOZ8z3eQmmwGbDjWhtK4Ik0NzXBgvqrShqNrBXL2pnCiNXaW6grkfPOdhkg7qCaf8vJoy5k6/koWHvpu5elGMPpW8o39kEsE0I1LMo038BNbcxN7VW26EoJYXZ0FvhmbbbdzuUm+8jjNlMlVlC5SOKl7kyatqD76Xe7+qhh3yWA71D60lLN/JwCa1DkpnDeAoXypNmqOVVzvx0c/eifs+cgOPJwb8ITz8y5fxqx88k1XVLRcrKrGhfn05Z9IGoxYbtzdccQWLaYW5N6uI93MlNG2pxjO/Pc5jjMSyR+VmymppHIhwKGQt2+u4j0xETaQhbCs0wWw18N8aWis5U69uKEHQF8LU+Dw7cUJRj5OOuUbJ2+H2itUB/fb9chl4/Va5BEyP+CImqFQLPPaGPcTLbWDQHIEwqU9MDtqw90a5PUFsdlqt/H6iWo5GeLxSUKuhKirlvysog053LNRKTF0ewlTbEAwOM6oPrs0o7SpXVjUUqgpotPJ8rXxA6AchBaNMbnXzUOBRzrLfCsZoPaWSwT4Vt+3jzGn6VFvKntqCiRKX8wZ/9wIKGio5m8mHY3eJcd/9ytSJyNRqJQqdVhiMOkyOz6Kypph/TmyWUI9thIZO/hoxua9EpSe68ULBMDrPDmL9jlpodWvEUnQ1jFDpeh2K9rTC1lrPNKOZzhc539kzHZwFUxnUuXfTlXERLzPqcU4dv4zhR19JK4iw3Eh8hEq22YQJmOTAaoDBokcxj3ZI0Jm0cE16oVCE+O/JRr3yTHO1NJZEGWg6Ji/W7rVcWSVE5p12cl83FSUlZen+sSkEJ1M7YSLUMVY6cw5uqRydMF6MLYVJiOH4BIfOBEFrXFzQbXKQQKXqhfcSklpPOIj4TaOhY7u6GX6dXoOyqsVRnGAgjJNH29aMnqOoxIpDN2+Hs8TO9z5nwWvQt2xoqeCAnozWBMpSid62qr4EFbVOrpoRvzwBrBLWuKkKjuICrsaRkyYsikotMQWus8wmM2zVFnHQ6HX5eb2hkndZTSG/zxAnyqB+vZIAUwlLVkxbtj4qrYmkUJ/678nvW/4zgfeyKMLpLAaoDVqo9Rr+d61sdU5YUEOpKIJKvZ4j/MDENJML0A1CzouiJYpsox4fdMUEKZe/XKZIOhx6GYhdfZ7OfIwWQ+c1G5nUPuz2wt2ReQSGTiYRIww+/BJTARori9Mu7BLNDFIJngbkCcFIiFtSQuFZ1Kk4CTvJQa7e8anUKtgLLSitKGTRiNp1ZdwjTpyHcCDMnK8rTR4vIzTj1MgcYpEYSxm+pZ0woxmVLLJRcdt+eAcnZE7wDCVgmgufPn6JHUAsHIVj8zoeDbqSjI9UlCjLpqBt4uWz2YO3uBGAquzG3dCSfnUOC6ccKAowWBYddufxPjhrHKjdtJRakpwfscOlk3z0DY6zI6bedToRBnKiCeMe8ugUywkSsIvu/cSIXjqj+4AYtygjTgXOYic8Oo3A1HxaHm0KBlZtC2xUKf6e6Xyne99b0CjAbmyp4sdaGnFBJ2fGxeV2OEttS0BkhmUVGHKkVMbmsCdeuqf/th9YHF2i6popIRbD658Ah7Ng1frsWS35fct/zmGbtJ96mwnGYuuaVjpX5YRl7V8No4eJ95XmHwkwQb8rdVrmiaUF0D80zmMgOjspiwg5bHNtvhifVJoLpJk/2rZGu2q1H0I8O/dv4cW1e3KeRyiy2dCjR2GsLkHZkV0MaElV6pSCg0DMx9R2rMBCl6u2nLlmJV8noCuBoK8B1I68EJgrhK8jUR5TsljlPmLyIeDGwjImJQJiUIROXK8kRdZ3eRR6k5aBXW+WUSWCziWVmBRGk/wlRBExjxsKg4Gj5YX5dKUClbfsw+QrZzFzuiPrSBA54smj5+DtH0PNO66Dc88mLr0SQIpoH7P2QRktKbEDo3Iu9VaHnzyGyaPnM/Y3k43AfOU37ObKSypnxhKZwQhnCrQ/1IdL9M+S7eyzbcyetdwJk/OjMq5PM5lyBGn2XJfcD07hoKk3TUQoNEufPBUwdfwiKhx7MXO6nefk6TMYlEyMY7qV34H2m74nOdJUTpjOk7d/hAlNUplCo+Ey/VvFqJIS9foRcXn4Z0N1GRTaxeuQ+uxRnx+ReTdXWgyVNN6mWTNE7ZtpiQAw6+vISeeyLSH7jPDy92SzgCfI872UuZvsRh43ymf9J1AqJSkRuu/0GmiNGoS8QUQDEe6La0xamNMopb0BTpgWJsqmdIj5Q5g6dp6jWIqIZ0+3QWU2yuWrAhODLaZfu4CK2w9m3aogaAgKgTUxgup7XAj3d8jUZeW1XJKQqPezvNSbsvRLTpzpvvgiMlUWM2CGFqqe+5/I2t+jYKTrh4/wYlR+wy5oHdYVF4CgKYTkmwP8fZCI9CEyCxTdAmn6aUBdACE2LwspmE1xJ52/hcNR9PeM4effewKbtjXwPlhtJmYrI6MezEe/eOeC8yVhbs+cD13nhvDqkxcYKX39O3fhzg8fhKM4t17c1TBywMHuDkSmJmHecwCCTg/R54Pn5Wdh2LIDmpJyRjYugDDMBmz4k3fjzN98lwk8slKRRqKssHTx6z9DQVM1Km7Zx9SWhAamDCxRyVm8ZuT/ycEeVX3CcPcMYfTp1zHy9OtyWTfHHh85OWtzNdZ97K6M7YvBy2Oo3lAGjV6N2TEXRnsmV1xTU8OzCAVSZ7NUlfH0UY9upRMefe542nqosbyIGeGSwWuUCXu6hzHfPsDbpOcYSCZJnNFbGlOT/at0WiZVIcedsn9+si3tftB5sNRVxMdESLv3yiQ0+XvQOaIZUbrV88xsQpMzmHntLMaefBmejj7s+M5XYWqoXpg9J+c78/o5jD78HNyXu7Htm1+Guak2ZYCyqn2Pz+X6mEgi1UETuC/MfdUMx4kC7oTMINGd6uOypdmMMCZUaqZjRxktVclSvU8emYrxa2NJ41nELU37plIpub2SigQq4XxZApGEZWISVDqVfN4SL493GBY7DfIT3cf7cPG5Nm7NHPrwPh43yseCngD6zgxh8MIQqjdXsmaxwW6Ce2QG3sk56AqMb54T1ur2M/uOQlHEJC1Ufo55/XC39/FxoEheR4TtxQ52zFzWDIWzX3wCLUBrlOLT0H9/B2KTo1BXr5MzYQJc0TzY1BiU5gIobEUU7iAy1MtD2kqrHYLRAikUgBgKQqT3VjXQF+ZNGsuKsO6Dt3OmQ2IP2Yyi5O4fPcL/1r/3Fs4ClqA29dWQSOcz5pOJ/o3NgK9dLk0TB7G6UKbQI0acVTph+jTKnvYe2oQb79y9gqUrOcIkqsonf34M5491w2wz4tDbtuOTX7lnoTfzZppCb2DABGURYigEld4ApcXC/TqJgGY0aL+s50m91Q2fvg+d3/89pk9ezk0gVAJc7QP8ICMnTE6IMkGmbKQFSq1i/nAC4lFGR9cDkX/kooyUUumotgzbvvpJOUvKsPj96v88jk/8230orLDh9YfP4YH/+yTspUtJV2bH5rHthtTiH+a6Msyc7Ugt+Zjh0Fg3rMQ2ULXB3FCB0SeP8f5TlYiAjKaqMujSEMGQ0T3A6OZ0lmE/6L30mfyymWch2A5AoipSHrZCenTeDf/IOKIkSrNve17b0leUoOIdN6P4hn04/qE/X1Gy1hbZUXb7YZTcuA/H3vnZNZ+WIEc01D+BO3d8jqtdy41AVD96/MvYvHMdt6XS2b9++ed46nevYXrShd2HNuLff/45JvZJ+7nx++grn/0envn9cQQCYbz74zfis19+FwxJ1ZLEa+em3Th3ogtP/+41nHm9ExNjs3woiopt2LClFgdu3IoD129BYcnKRIUTg0AYQXeAn+s/3oPmG1oR9oeh1qr4cokGI1Dr1awdbClelJjtPdWPp7/zIqylBdhx55a8nbDfHUTHq9149N+fxuYbWlC3rZpbKvR5YU8AOqsxpZztG+KEleq4mDvlrSag8vaDXPZM8IzKLRSZqLv85n3yS3MYbVBrtkGprIJCuXaIa9HvQcw1A1VRGaLDfYgM9zJriq+/EwX3fJSZVKRICMFzrzLdGaHoIgOdDIfX7TjAByd5z9UWE7Z86aM8W+lq78+oeUpGLECDD7/MmRKReSy/EQXTesCU6JHIF7eQFylEehsdmkLPo8fRcbGfL5a28zIA6+73HEbtOllOjUqc54524YH/fA6uWR8zZX3+G+9nwAQrCF3BSMpbwQp3rOe574EH7Rh6hOQJ84O/EEiIzuHMuU6ZI3g57lD+36oUwMmpFO7YgJY/fQ/0pYs9t1RGN/qf//xjfE7IzHYj9ty9FR/5p6U0iN/7s1/BFOfvXW6muooFjvN8zLqxfuXsO4HgdBoOIohLmtGz9LM283JCATo59XyNWgMUCNG/bKFBSFOPArpyCKoCmSY0MAjBUM9VJMl9FtCWQVBoIJGyVcwLQVcJmFuXbJcc8NzJi9AU5LdAvyVMIKCXFhu21WFuyg33vJez4nzbRodv3c7zyzRjTI9Xnz2P6+/YlfE9QX8YLz99Fj5fEBu31mP95lpWR1puTz/0On79w2dx4pXLiEainBUnbKhvAiMDk3j+sVOoby7HJ//87bh+2dztVPcEpnsnobPoUbdnHQfhr/34ZXjG56GK41PIKZqcFhgdJmy6Yxs0jH3AFRshvc2FJr6/RzvGOYt3D06ikOautWrM9Y4vZuFX+ln5vmG5pJXEiHF5cZD9cNJe5UH1pVRVQ6miSHftGt6CwQylxcGZMLGqREYHeB6MS9ORCCIjfYhOTzATC8+axZmINA0t0K5rlTPohY3JNQ9aCLb81Udx6q++Be/QRNbSNFUDaE6UACkN7781zbFcvohf+Zl1ltpRe9N2zoKTLVGKJpub8uDvPyGP8xCB+mtPXcCpF9u5LLXc/td/vI/BFv+TjG5aa3MtlO9Scybb+99PZiVfWWFc/ow73DUyUiIqu/EaVN91LYwVxDed/Xwni5LXbamErcSyYmyMqCtpfCk9uCp/YhIqzy8HF5LDLT20A869m+UyNZUWqaSYZd6a8SFOGwO5csFWJIyQ2cQPnhgfZAYj235I/k6I7pMyBaLaBsnXAZg3AioLEByARPzdmiIIpg2AdhHURZ89/sRLmH71NALD41BqNJh88XV+ruVv/wTqAjODSl0XOjD+1FGEp2Y5+y+++SCKDu5cAlJ7s4yOBYGY/vUnfyqzcIki+jpH8czDx9nx5WqbdjSgosbJ1LazUy688tSZjE6YnNGrz51j/gDKxun9TRurVlzD5IB/+B+PoP18PyOhWzavx6Hbtssg0VCEnfBLT51Bx/l+dLcN41++/HMmE9q2p3lhW3pCI2vV7Iyt5TbM9E3C6DCjoKRgEYktAe7xeQRcfhl7s0Z5g6yiJF/33jkZ4GkstmG+bwJhfwh6u3nNPuuKhz/XamiZiO9p9GktjdhUVCUV3ENU2gqhLCxBjEjA1VqmLovNkgydT54XW4CsE2BZxw54OYiCFwHOKsqw7sN3oOtHj3ApMlNGLCNJpzH02FGe16RRmJXHbO0zzkSvZX58FmqVimcUT7x6GXXrymF3yFRzpHJy36ev5wWeys50UyUWueVGw/pvlkXdLkQmRhHq7+Vzady2CzHXHMKjg3H+VyU05ZU8M5gSVVtThopb93Eg1POzxzm7fbPM0liFylv38SiVqaqEwV/5mrPaAXvpyoBo79u3wbhsPCmZ2pMyPurdZpt5T54OoB4vjQclG+MsjPrFzDQfUny1Si6Nn04NBEtlGsKZVCSpgNFEQUKJiNYNmuElbIeuHPB3x/WAwzJ7KM/7miDQe+JG4h2O3VsY8Dd/tg360iIU7pfpIFUGORifPXEB3q5+FO7dxvgWArSN/O4Zfi31dlXGq8+0lsn4HKiUKClfrBySRq/Fml+1Q2/QoXlTDTouDKC/ewznTnbD4/IxzWTKHm9MZOdJfWRCRDe1VqOydvHc0PrhmvPiVz98Bt1tQyitdODgTdtwy9v38r5Sz5kChk0717EDf+LBY/j9f7+E0cEp3P/tJ7B5Z+OCFKfBbkTZpko46opgKrKg5dYtPB7EfNXxayfkDWH4bD8qt9dCqVnLWf/FazMciMhTbCoFotSK8gZ4XGmtfN9bm4FhtUYyVMUVcoRuKuDFWWl3QtsA5hYVVNR31TJgC5EID2orLPb464qhMFCUI2TQnFVzFkCZMPWHszE00aJHr+l/4HleeEl6jxzH1TS6GbwuH04da2OkH1FXXr7QB2exjceWyChCJeBVLqbTy8CbN4MJjI6VylkCnUIBlc0uj7upNdA3t0JhIG1jQ8b9ojIoHXd2GpLElQkSus/VGa2FUfm2cFcLSg5sQdHuVuZhzpUghM7l5MDMCp/lnV8qichAlzQlYR4RchRwVpkOgbzEaBGM806vJaJXFmGoZAKcXIsLKrOBpwwWzLxZlhfUVTF2ghytQGAtTRGkkFHGVejo3KogqCwQlMYVx8JYW4Hg+BSCo5MwVJfDvmuxYkRSk57OPsyfltm9NLYCiOEwfAOjCAyNw1BZ+qY74ZS2imkqaiW0bKnD+RNd6CIiirE5tJ3rx84DK7EF5Dyp5E2zzTRVUd9cwVl0cnWN7MxrHWg728ccA1t2NbIDpt50slntZhQVW9lht53vx8VTPTj+0iXuGZeU2TmBUOvUfD2bCs2yLvW6khVYFuoZ0++Ftc4r5slOtmgoCteEXK1JtIFCLj/0DjO0FgNEBqW9ST3h/wlG/J9E6J1sRPhN2a+aHG+8f61t2CirjSQhX1WF8onOZjSSUXHTHhaSp0e27IoW/ImXz8C+qQFVdx2ExmK6qqpLdJ1GKQv3BeH1BPhmM5p0CyQcZHShFxK4RyKmshhpqSVFgPF9Y11cEox3QZIo8yGA2RvLBqY0mqBf1wzQI7F3VhvMe7Oj7hder1axClDdu2/i3qjK+Dq8A+MIzbqy0pKu2uK9UyrBElCs5h1H4NjStCoSl3PPtsuqNMJiRkIjFCS1Rn+jaJ2qGc1762EsSJMNO23siHNxwrS4sNLUGo/UsAjDusp4VSk3L6xOcsI80mLZIj9hqJMPR0K6j5R1tHT/xiceVllhivkDDNoKTc8hMDKBwKhMIlSwcR1UxDX+FqCkXUsjZ0ocAsRiFQyG8epz57FzP2luL30d9ZuH+sYx0C3rjW/f28xtr+QxPjoVlCnTumO2GNCytQ4tWxapVJONQKOVtSXYuK0eF052Y3bGjd72YRQ6CxaYvlKKWST9jXrAxU1XMD++zFj3m1i8BmbQf1amZ7YUmhCc88I7NgejswAqEp6YmH/zesL/oy3VUPYVLDJUXi6/eQ/PTQ7FAVjZRpc6v/c7mGtLYd/azIvL1VJdIlBVYZEVt7/jIMLhCJegiQouZYkpOgGIAShUBBCKL46CmkfGxCgJ1IcgRSchqMugUJVAUlwZheGbZbyAq1WouutaFO7cgNFnXsfEK+fg6R1BNBiGGAzL+rFX+jlxwBJl3jQaRExYVA6n8i5zGdPcc4KgIE6KQqVF+pfOWyLQTxYjP/tcG88G0+tJRs4774drysOMWbQGjvfNoLS+CPZy66Ke8DKjIETnsMINGf2d0RQCj06tuROmTLgxByWkxOtJ09ViyqzgtIJQI8d9TuzD8nNO9IUqNQo2NqH5f398Ieul+5yPx1W+9pNHc+SvlpDek+IAQbpGZN1geg0FmFdyPxYWW1Gzrgzl1UUY7BnHy8+cxaf+8t4V64XfG8TRZ8/x9UvX6859G5ila8l+SxLOvt7JiO2qEpm3eoocVhrz+4KLJEAS0Ns5gm17m5HrIFciGA14lgbSid95nG7ai/lxmgrIfoyo1zzRM4mzT1zExefb+C0VG8ow0z7MZegQEQBxi4Q0rd9i5WhevBL9RNo3mrFNcWEsLHI5itjzwDczcWW+sfiAsG5rbFHKbA171unM3trANyZlw6Rnm81oXOvi13+OTX/5YTi2NuZNlUjHIdux4DInkSOoFLDaTZib8eDSuV7uBxOJ/FI+WYlq9ARtQSx4AYKigGcweXZZQZR+PuIAhBRzQRIJoBCFQlMXz5pT7iEDzrJm+TzwL6Po3wwjtG3DB25H1V2H4O4aZN7vsRdPITA6ndQXT90fX2EJohDmslXCuqGW54yLdm3kn5dnvm6Xl+d1qSJBJeSZ6TlUVZViemoOBVYzZyPkjB2FtoXtfuH+jy+8//TTl9Hxeh+uub0VdVvkis/ApVG89tBZrnSk/c6lRdCXkOh5didFCzshmddqoVmeCVM2QYFPtr4wkeXQPlNQs9bGzkupRHBqFiLxCsfXLSo/68qcCE5MYfzJV1B2p6zp6+sdgp7Yx/T6ePJNs6u07sUJZeKPZOdOzyf0pJOfz7gu0ex5KMziHyqTnq+TGJF/eAO8v2qznueq6fhFPQGWviTsw5VYXWM5Z7+9HSPcH6aMt7q+dGGt4PaWJ4DnHyUgHFCzrhQNGyphLlha6o+JEm+DqjadlwZ5lCkfc8/5lqCosxmBpl5/8DQe+Zenlvw95JcTIve0F9/6yA8WdI+zGelxUyk6EQgRyceuu7eh/oZNDBK7GrZmTnju6OuYfPhx+Dp7Yb1mO8rffx90FSsj8qnHnkZgYBDO22+Gvroy63Yr7ziAytsPZGVX9XV2Y+6V13Dhe/+FyPw81n/976CvT10GWWujhXbb330S2776hzm+Y9m4S45G5cQbH/33HJhm5e0TeGJ8dAb3f/cxbNnZhKcfPoZ73nsEDc3Jx50cRwmkYJv8s5pKOxLE6Dik8CiUui2QIoOkci731gTqq1K/LbUT1josXG6vupPOWbbdfPOzaeqROrav50fLn7yb6S5nzrXD0zXMjFeByTkuWROjE8lVkim1WiipX2U2MOCJZuIp47W1roNtYx1nwJkc3amTF3HhXAdUKhW279yI0ZEJXLrQxUozUWIFUyhQVV224ISX2/TQLCb6p1G7efE8Vm0oxW//5SkUVqZ+DxnN6G7+q49g819+OLeDc5XODwWet7zw3RwZk1d3r+RixoZqpqPt+/5vMPHUK/II4n98idHRpbddC11pIUYfehYDPyb51hizXjV9/uMwVOkwe/wsRh58mvvKoelZXP6b/4DaakHlfbfCtr2FS9j9P/kd95zDM3No+9r/Y2Bg6e2HUbhvG7RF6TN77/AkBh8/huDUPMoObeO2Sem1W2WO7/EZDvqZmUyfnoo0X6trLsc117bg1z+UxSQe+82r+Mhn74Qh7oQpYyXg1sXTvfz7bffuZ/BWKhxKMod0vhblJCr31yuVSgYjErWu37UUI8H7RIQmc/nP8JMRU9auu7fimru3XdVkYc2csHX3Dli2bsLQt3/I2UA6K7zhMCQxxjR0yy00OYXwJJU/aaRvw2K0GO/hhmfnEBqfhBgMomDb5iXvNTbUQ19dBeuu7ej752/ijbTF/ZRHKOY7B9H2w8fhGZpiOkNq5Jfs3YiWj93OL/ONzaDrl89h9mIflziIJrHmtt2ouX0vb8s/MYe+h1/F5Il2hF1eBhbV3rUPtXfuj2cmuV0R1MOZn3Fj+571OHD9NgY9UImTyknJxB2CqghKozW+6Krio1hUmqaoXQ1oEuVDThUylvuSj8WVGB3Hcz96Fr1Pn0HEF0Lxllo03rYTZbsac97GK3//KxS1VKNiTxOMztQkEskZCY3bmaqKYShzQLoxkbkkhLzjgiTx75YYx6Pz4Z/x4rm//DG2b2hiEQmuVmT4/haLGaWlRcxoNjY6id6eIRw+sgevHT2DTVuaMDE+g7HRKWzempjJX2pEvkB9q3PPtWPLEfk1Z59t5xJccgk77Xd9E4Of5fc0GSntvPzMaXzj73+Bh47+6xu2L88+ew4vPH4Cd7//Puza3czHhXq+zLpmMaFo/w44dm1anH4gYCARWSgUsO/cBOum5oXsNlGmpgCD1j+V2YSWL31qxfOETs82ykVZrbGsEJa6cm5xUSWFxGF8w5OcsRtKHcxWVnbdDsyc6YS4MXbFg53EO11RU4zNuxoZWPXkb1/D+z55C/+dbGxohmeI5cMg4MgdO7mqttwSjFhk2/c04+a372EkdD5KUAZT7qxihgI9dr5tK1qv34DBi8PoOdGP3tMDGLo4irmxeZZbJKKOTIQlCybE54MdJpQ2laDl2ia0HqHr4upWVNfMCZNKCz1k5qL0oQzxq6azwOAwgoPDUDtSR/OhsQn4OjqhNK2c06MLn0onSurf5FlCk2bbIXmoTyZAMBEFohnS9DkI5ipIoTkgSKArGoEgVq1ySDOXIRTUAtYGCOqV+zLw6OswVThRddM10DksfBPTHGWizHn5e4/A2lSF0r0b+Qaj6Lbrl8/DvqGG5d467n8K+iIrmj90MzQmPYJzblz+/qOwt9TCUluaM8UeAS0qa0rQeXkQD/z0WUYjEpJxud6qfJUlzktikUxazJc/d5WNjhMJZ3f87jVs/diNsFQUQltgYGRiPrbxvYegMeo4CMrF+FgoBSiV+bUIlP4IYuGYfNXncMOu31CH2rpyLrtRMLRr92ZYbRaUlBbCbDZyDz9T+Wzdjmq4Z7z47b88jd//uzwTSlWPrTdsQP22RUCiJEYQG/4OrepQGFsgei/Is7SiH4LKCsGyA4qiuyDQPG18n6WYH1KgH+L045ACXSz/J+gqoCjYA8G0GYK2mJneot3/G0rnPRCseyEodBBnn0Vs5km+QlT1X5W55UOjiA1/C0LBPihsB2UGuFRG3NihCObnUkspXi2jIMgfjAA6LWe/yUZOU9Ao0uo6U99/uTOlDJDfx/J/gIJAXKswAn2W7N+8cB3R+qHUa2Asl0ldaGSMqIF1dgtUe1tXr9aWYu5475HN7IRpjrenfRgbttTxWNHk2CyTbpADJiAVjRslZAuTt0FjS/QaLikrZKeaj6CEUkkkQbnjEOhYM4Jaq0L9jhqUNZUwQ9Zz338ZL/7kVRisBrz77+5BUWUBxNGzEEw0N06MhKnBi1xlUCt5RpgcvC6FNOha2xsGzCIH673Yxo5UbbfCuu8aaJ0y4jHq9cH1+knMHz+N8NQ0VBYzggPDvDCUvucdEANBuM+ch+vkGd4OASXC4zI5fsl9d3NWnW3hiwWDCI2MwX3uIqJuD7/e1LoBpuZ1EPwTQNgLwVLDDha2RiDihzR7mShZSBqHtyGFvZBc/fKCNdcGwVQGpHDC1MOavdALtVHHklfkkDVW+XUhlxeTpzoQnPXAMzjBZaXQvI+zY+/QFCN3p892M2E+/Y34diP+IPxjs/AOTcJc5QRydMKUFVHJaN2GKkxPzDNVXHpu2Ks/u5yzSRL8027OgB3NFbDVlayqN2mtduKNsBUkNVnMRHOvKQgfjDnO3RZV2bH9phaYbQbMxccoCpwWNO2qZcKORROBYD+k8DhEokSleVmNHZAKgPAUxMkHZTSxZScEQcvOVfJegDj1e0gRIrChMT8F/xybfhyK0BgU9utpZggIT0L0tUFp2ckEO1KgD5LrBKC2QgyNQtDVQAoNQfR1QmneGlcKe+vZ8tMW9gVZUYtMpVVDpddwKdo7OsfBHAFy6Pqk8ieLdvhDMJVYeVRm5HgXzKU2mMsd0KbIEnM16n8rbItLc+J+VcevDwpS1XEHrytcOwKdApsJO/Y2M2qZgqIzxzoYvUzBxcjgFAZ7xjg4JEdNAX6qdUStVqGwxIbJ0VlME4mGPyQLj1zFTFKIb5scJj2sJRKK650s3EBVKXLMZY1FEM19MntaSTUUtrVVmvof4YQJMBULheBt6+Bs2bihecEJExCBOIFjXh9iPj8UWi2PCSz0O6gcGA7zczGfT9aAped5w7lwAksIDo7Ac+ESwtMzvC8UXc6+eJTLRjp4IagNgLkKGHtNdqxEAOAblYf9SU6QQlsxAoTmAb0zY9+ieNd6hOe9CLv9mL7QC9/oNCz15XC01jG4ggAXtHIT21Y0KvJNV3F4GzQFRu49MiCDyl6ihKg/xIjIiiPboaVB/HyUQGjxcPvhdQdYuCESjiC2Bujfq2VUtgt7g5g424vpjhFe/MZOdsM9MAlTmQO2+hJeBIi1hspytAAG530MWqFys7O1mqsEND4w2zmKkMfPDtxSVcQZMX+GJLFzn24bQohZf0RojHpYKgthrnDw/N/gK5dgKrYhTGhIF2WNCljKC+Fokuk+6TNnu0c5eOLWS5Z5QSr/z4y5UFi2kh832XJdqHRGLSqaS1C2zglvvN9F+sIJkoMVxzUwACgLoLBcA8FIpUEBkq8L4vC3IM69BKVJnruVgkMQ549C9JzlDFlh3cPXPzNTzTwF0fUqoCqAwnEDBH0dv54yZSk6L/OgU+tCZYXk75GdcHAQgsrE70kmy0jz5fl6parNQO8Y0xyWlDlQXV/Gc+3kFIYHJ9HTMcxOgbIlIqApryzimVNC4/Z3j7IIid8XwPysl/9G29i4pZ6ztrkZN86d7OI2DYnIjwxRIL/0eM10jMhKVaEIV6Ec68oQCYbhnZjHTNcoKq5pZBUd7/gcArMeqA06mIqtfJ+One6BRBSOdvMVOWH5cFz5dbIavePqhlLWIaaZYcp8D926g8k7BrrHGJhlNOux98imlJUaJmNRCGhqqcbspItR0aND03DNemHNs4p1JUb7YbQZmFnLPeWR/0jZtcYAaWoEAiVThC4P+yDN9vE6K5BTVusguccgBVwQVFoI1nJSHYE03SOv/TqL7BdiERpQhhQNQSiokLPrKzgnb5gTNtRW84PoIn1dvUt3gvovt97I/bfAwBCMTQ0ovP7QwvMKswmOI9ey83afPQ9DXS2ct9+U82eTs/OcvwTXmXNw3nojA8ZIZqzvH/+dM2FVlQpqUwHBigGdDaAStNpMNEPyQacH4gucqQIIeyBQtpxg7UkyzrArirDhY7fB1TOKyeNtGH35AiaOt7MTVqiV3DeqvWMvSna3cL+XVUIiUQ4uCAhEz1ce2YbqW3ZzRkyOg+aMWZg9j3NNC9L46DSef/w4tuxq4n2j8nTGYxWLQgr6IPndLB3IDGImKwSDhZrMEANyyVBpXSRPEOen5P4oiZ8TEUokCNE9KzOR0fsNFqYQJTlJhAKIuab4b6LPzZKTgs4IhbEAklLD83jdj52Ca2iaHWDPE6eYJadi3wZYyh2Q1EoMvHgRnpFZdo6ekWl23CVb6uBoLOdykmtwGl2PHMfwsXZsuO8AGu+8hp1wAvE4eXGAt+ubcPFxp1J38eZarL93P//+6j8+iNojm5io3TM6y07Wvq4Muz/3Nj5H46d70PvUGV6YtRY9l8lp0U5nhBS9eKwHe2/bJJfPCO1PJTsiqA9HZXYztVKmHyRpSTpmxMesVPB7uadI/cb4yAiVnskR0PM0wyi/RuJtcUtm+QJJ42dFt8slZbXcG5f0tRCnH4HkJXELed8l32VI3nPMs6wq/4jsVPma38hCI+yI516Ewn4Egr4e4tzzjJaXQiO8DUFfBUFTCsnfBdiPAOSE1U4mzMhmdFmTo33+iZM4/Vob3C4fKqqcuOe912HnvhbOqM6d7MSjv34ZkbjqT3NrDa6/bRd27d/IPOgvPHkKI4OTfAyGBybg8wT4vY3rCdMAHHvxAh746TMcP5dVFsE9510Qq08YZbPWGidXYphtrcSGkMuHiD+M7ifPoGhDJWfKFCT6JudRuXe93P6iICIS5fcsZxj7n2IU2JDe+J7rNrETvni6B3PTLg5oetqG+Tqlllbrtoa0vPKUMOw+vBGnjrVzAtB+rg8Xz/Qy6Iuy5FQmxe9LCproNWsRZJgdRjjKrfDN+RZaboLeCilOsYywH+JML8T2JzjBUlTugFC8AeLYeUiTHcTwA0XdfnbO0YsPQdBZoCiskyVyA/OQgqR8F4DgbISy+ZYrkuH9n3m15GlUfg5NTMB9+pxc5k5+zuWGVLAHilIZyS00v2dx+H+FxGEi86ZsMvW8oAzMGoax3MGlY8pe1RYDOn4qQ+j1TjvMNSXslImOz7ahGmI4Ct/wFArWVbAKjbmqGLNtg/xa584medatfxzWxsq8bnDaO0LckgO+7pZdvGirl/Vxln830T2DyKWjCJ14HDFyrgoFdLvvgG7/PYhNDCB0+mkgGoHxnV9Y+P7+J74PQWeCdsthKIoqEe2/gMCzP0NsegwgDtat10O76xYo7aWIdJ+B91f/BN3euxE88Rgkvwfqxu3Q7bsb6nXbUFDtxKGvvR/jZ3rw0t/+Nw595b38t4RR9kvW+/Rp3PD1j8K5sZoXQVqUE9lu+a51/Hj8j7+9Qp+XnNer//Ab7PrMHSjaWM1B0dDRyzj/4+fg3FQDa20x/FMuxEJRbHzfIVirnBg73Y3n/+qn2PDOA5wxn/7O46i6thVbPn4jjEUFGHm9E22/OZr2sJJj7T4/jLqWcgauOCtsTAPqnvVhpHcKtiIzyuqKMDvhQSj+/UiCjcrNsxNuBmGRA3ZW2nmhnJ/0YH7Gy7Sjzgo7ZsbnEQ5GWS7O5jSjwLFsjlthgGBsWnDA8T/KfMreCzLlI1WbQmOQom4o7DtWlI/J6bK6V2gEUmQGgqEBGPsJk7lwpk30oYZ1nHHD3yFfToF+QFcr/y2LsSYzVYWUAr79y7/E7JQbn/7AP+HsyU4mk6BSKSH89xxs5Z+HBybxf//6Jzj+8iV2tIltPPn7Y/iPH38eLVvqF/5G4CKP249/+tKP8IWvfAjX3rQdM1Pz+Nl3HsPxVy4u2w8RtoYSGAotCMx54Zt0wTU4Be/YLAdlDNSjykNRAZeenfF+J71ebyV5O9vqs+ArBTmvAb25Vq9m7uif/efjPNrY0z6CgZ5xdLUNcr933w1Uis4wqiMAt79zP375/Wc4cHr1+QtQadQorypEWbUTSh5dTeieyHPOrHsejmJybA518WrTyu+W9OVycNLWkgJUtpTDN+9PSWcpzQ9DHHgdgqkYIEd7/kGor2+Gsno3RHMxxOkeiIPHobSUAq4RqA78MQStGbHelyEF3VBU7YSicB0ij38JyqYbr0jz4P8vnLBMPiGgYOtmrPu7v1ogIFguFp24ipP1jFKXuxNsUqmv+oHHjmH0ZVlnmVR8LDUl2PTpe+SFUQB2femD6Lj/GZz+518gOO2SZyfrSrH/659idN7Wz92H3t+9gkv/9TBO/N2PZbR4TTEO/ttn8nLCtGCTE+64OIDL52QVpbe/7wjPBKY7TsGXH4DknYPxXf8bypI6zojnv/YuKItroG7YAkVBISKdpxCbGoTSWU3MEQidewHmd/8llCU1CLe/juBLD8D4ts9AWdlMU/NwffPTnElrWg+wcpU4O859dtsXfwXJMwP3dz+PSPvrUDmrIFhz6+OW7ViHwuZK7rvnanTDe0dnuZT8/Jd+tqSkprUaOYMmJ0xWf9NWLmUr1SoYnFaYy+yc+VD27Z/zcunbXi8z9dDPlmRaxTTWc2kEF4914/A7dqCyoRhel5/nIh/5/sv48+9+EE/efwzOShumR+fZkW450MR/a9xahVMvtOPeTx3B+OAMZsZd8LsDGB+YwTs/eyMe/sErqGkuRfe5IbTua8D2w+uXcH2TuIGQcpGgazzeniDaR2ZOkyCkcppKkpI0QCKgVswLybieqKUghSch+dqZ4kUwtrBoQmzqQf40MdALZcHeZc4/vVEWdt+H5QoXgYQqqp0M8HHN+xjL0HlpAD/9zqMLc6Td7YNYt76KF3H+NoKAXfta0Nxau4DqJSOg29jwNDuVI7ftZPUhQvZS2ZRK2EuPiAJ9z5xH0O1nQGDJ1lquqKQ6dMuJTMSohIGXLnOmXLR+6fjlyrWG/7rg1OXXxGeK06wrC0CtNM8nnNrC/hAXfJrXp8s2KRPdQkFsVRGrHB174QKDtEYHp5nM4+a796R8X/J2HU4r/vRv343/+MovGdz11G+P4eTRy7j5nj3YtrsJFqsRoWAUs9Mu/ozOS0NoO9fLgK+v//hP0/MniTG5Wpnq+8gfvvA7OWB6JB+bpduKyHgfvY1Lz6o9f8BOV/JOARojBCpDB2WCD8FSvASoSs8JRgeBBtYk8nlLOWFCTlO/NjKbmmGFy7E0qjQzm9d21VYrtKUl8PcNYPLRp1B8x8389+DAENSFDiiJtH3hAidO0HkIAulFRiAwMpgONJWt6GfiKvVDkoJQKJIl6FT8d3p+02f3YvNn75a5a+OMN8lc0TRi0PKpu1Hj9vFcnE6nhT8QRP/QBJfh1rfUcjl7/YdvWbh4EnJx+Rj1wcqqnPj0X75r4W+ZRljE+WnEJvoRPv8SQhdeki885r8MIzY9AlXVeqgqm7nUHDrxBAy3/gFCp56Cumo9FEUV7GBjE4MIt72G6Fh30vsjEOcnIXnl8/r/tXetsW2VZ/g559jHcezYcZx7nTS3JmnahksaUgK0gOgqaLVubLBN2mBD2oDBNGliGmxoEtPQxn5sP6Yx7owhMdim7QfiTjtoqzE6OhU1qC3rJYS2Sdrc2iR2EtvnTM977MRJczEJI5v4HsnKxfY5x+d8Pu/teZ+XE6tyNt3o/J4Xhh52vixMT+tZGmES3hbDHeP5pPH9/NPfg7+MOtSpJ1JDxtORtivXcz4LfR7+wYzhYjP3Kvu9bFuzEHqYLqUB7f6gD71dA1Kz5xJjOrqptVoi4uHBUamr8fhaN6/B8FBUjPYHh7txrn9UJCqLIiERFuD72raskSiG0cpYdHz6wA0ZLbrAySJDWqfh0kWY5TwkR2FbUSftRqNuFkNzh53omelnXyN0/zpo1jiSiSFgtIMDewFvpdSJswHX+LS2F/FZbUyMTciUn598/1E88ZcfS52Yo/vuueP8VkQa36yzmakWs0zQbNVtvgiBSNhhOrt0XHDTVXKOm7+6aXLgBg30zP203LpF7l+ztWiS5PT7B1/Aic7TiI6OS99tTB7jk07Ffd99FD+/+yl4vR54/Tnw+XLgC+TiZ4/cgZLyAkkHI5W2P/b+Kdx/1xOIDsdEz1m2Fx0XvWaC6mvf3P5TGdBAjXieFzoyrPne+cMbRCFrLvB7cN0X2/HUb17Erlf+JRkKvreyplS0oLPB1VvXy3uefexV7HntXdGkfubhl/HsoxmiGkL3seXzO+pcOqzhAeeamF6Z9y6lMSmPjSDRdwJmw3povqA4/84Ae7c8L+WxObTtxTnpP4bEgb9KDZgEWz2yHnrlBiT3PwctVAGt1BlzaY/2SeRLQyyPTwAfmxHueuhJ6eEdPcy2BhtjH56EWVqMshuvR05FOU498yfEOrsQPXIcyeERxM/0wSwuEnYza8Vc8P6mRmlsH3hzDwbfehsunx+r7rt70oB5a6vEAJ956TVhS7NVqe5Hd0lvZt/OXTj3zn5hX4/3nkHnrx+BWViA0i9sh7eqEqFLLxFWNUVF+ne8ISlesyCEFTd/Bd7KiKRdaVgTiaOwbZK+XND1MGx7EJbFFiUXDCOCZPIIDMMRAYnHD8K2yU4lrT6cmgRF0XgbhkEDbM7pLb6x8x0cPtiJQMCH+qYq/GPPu2i77AJHhUeUWoysWdBzgenJ7pN9+MPjL0t9jNv92q1bUd80FzPQScGbay+H73N3Tvf+fEGp3XJwAiPZsV1/hv2Zr2N874vwtF4LPS80mcFnRBu4/VfTJEGlXmy4Jd0tGr+5wSmVKTHW6f1niUXUjeQmX+qwVzv/dgB1162HvywkjFi2RPG5qc3PrmpEAlhOMBd9h04I4YtpyMGj3RjuXtgxpPGV9hUKMpyNSarZqUlOOVr/3HFQ2o+Ysq5eUy7r9PXn9uLYgRO48Ip6rG6pwtGOk0L0CoR9CIZ901s7tEU65/y8nhXOSECmqK1xpzUt7ZzS0I73AGYp4KajpAFMSY8eFGIWW544wxfxPsBTIYQvjhSkoZapR1kfRkb7XOoniVgxiqUkkiguD0s6dM/O/ejt7kfj2qo5358GjVcxr3swF3t2vov2Tc04OzQiUXDf6ekOf9nFNVLjZ8ZpMroy9EnnNb39VKf4NLBkYM8yBpSgLvL7HV3CMpYI1bKcnlp7OocjHo+JPKTWfw46a5WGJk7VzAiXZCkOPUinc7mtzNcQE+MJxCdGJRWvpxwOGvDR4bEFz//m7W1iQM9yjB+ASHUJ2jatzVp5iuuxpX21sKu33Xhc9Kh5vKzZ8/PxXAWCPrkudAzWtdThqq0tSBx8GxODvc56zA2K5j95Jpx8Zw2cxsTBvTL5zhrlmjNhFEZglFVP46jM+rnyK+C+9Fuwk3GJZNMtSnrBSmeleagOaEk62nmCbXss2eTB1X771OsjLU5E7vbIa9yb73WIu/8LRrhg02VIxmKwYlem5nuaMNh/V+B4wflt65HX1CitQkhaQrJi5Osp4hQU58KbhWGELt+A3Joq8SidWaX6tIg22HoRzJIiIVvx+XR0SIKVGS4QlrU1Ni7bZuuSp6wEmumGO1yAQMuFMEtLhGFNR4Hycyb3P2ksGLHQk2SLApl+ASSTLOw7EYJlUdJwQqJky6KoO6XuvKnnXbCsfjHQltU7leabA/zI+aE8uUEcP3JCGJ3Ud/73oc4lKc5kgkQHpuBqGyLoOtaNZNKGkaqfztbyQ7IU083WYA+Sg70wG9scT3WgG5rpiBQwrayHyznbEPGO3Uj2n4KrpllqwlzEOuc35+Qi0XNcasQEt8UvEgdrTH7+2XJOH0NNi6zp957bLWLrA++fFAYzh3GHyPq8cp2wnFtuuxbd+47gnQdfSB2LBl9JPi74xjULbp8tZU03XIHeA53Y99uXkJPvkzaWUN3ckQVLDNd86RKph61rr5PIhA5SSWWB/KRxTRtP1o19gRyJdKW1Q9exdkMNatetkHpvoMCH/KI8xEbGRaKSbTSchGV63WhoWSnrKTewuN5Gzb8GGhnS/S8hceJh6PmXOxKm0UOwhnZzBiD00JXQdLejY+ytgTXSIX9Lyltzw9Y8zv+H/u4YdZ3fj6XpT/M8lEWKcPGGRvzi3t8JQzdUEJCWLg4lyYot6/filu9sx/N/3IU3X92HcFEQ/aeHJOWdicKGiJQ4zu+lzw5zvZap1h88cLMY1I8KRsGZM75N0yV18gceu3NxohycOLQAqurKcf9D35ZaLcFWR4p5fJRzwUiYKexgyCclsIG+c3Kf45rnd46fI4elgUCuMOCLyvKR6OPoSRdskjbZxeJ2w/CHkBw6LQaZ9xbySHivgtsUeWIjXDqvUy7HTMKoq/B812kypZzi/6Sj38w1K8JFqX+bM3q/8zJGbC63Efavnj9N4aurWXAbNJzeSLk8Zn3edMNTUiyPmcgpL5PHfKCR5mN+OEw6ppppbA2jGDb7KiWtMQ5NI+klAF13FiejYLn52FTLcqWeI9t0/ii2tr4SKypKxKsdHYmibEURSssLJZ00F4vwo4LeO0ksTc01wmZkbW0+/VMaWveqFsSP7sfEgd1I9nQ6kXl8Ap4N2xyWtOGSlLGrshFjbz0vtWI9WCT/J1xltXA3tEpKmiloeX8iDrOpHUY4u2knwjAvDaHx+naYM4Q2mCEggYrtRLPqCXPkWcgvEWTd1laJPpla9obypL7Ly1u5ca3U4Ud6hkSjlylGRsTcNvfdfNPV04RBSLhZta0V/nJnYkzlxjWpSSpksruRWxREsLLISVHO4lzwOtSsdVLuJRl9vDSqDIbSTNPSlWFU1BUjVByQ4xwejAphq2LV1M1PBBHycjLuG9rktmUi1hJAo0kGNeIDsEc6YE2cSfUJDwJGHvS8C6EH1k+9ngzrgR3yUyJeHiMNcm6ttDPpBZuzioIZNVWvWoEv3zK942Hj5haEwnkoLAlJ9EumNOvCXMMNTSulblxdV+4oXJkuNLesEqPqnrEuZPau28CWz14q2QIyqTm0oLY+4hj4iqkoik7VfwMUt8ic/bsUcE3TidiyQH12sUiLbly9lT3gSwOdQraQ8bEQbH4ZInUwCsthxRj8MAMXgJ5XIEEdXC5onlxY+cXO/cYwJBrWfQuz77Me/rFEh3FRh2DPVeX/FIJGNpnkoPg4XC6mnClswYuSeYrSFyxL3dt598fIOz3cyXktjXLm30sBt0+vk6mrzmOn0Nd7Fhe1NYhox1ywosNIfPAeJjr2IDnQLSL0RqgE3i23QA+yTmY4r+nsQOz1p+Fp2wbPxdc4XxIRNBlD8nQXxva+iOSZD+X9jK5z2reLgU50HUJsx9MI3PbLyX1GX3kSmr8AZn0LjKIIPq3oOtwjDOh0PZfGovt4H1auXtyoNipmWScfdzTAK+6AZmYMX09GYfU8Azt6BEb1PdBcKUczGXP6hftfcVLQzPaYpdCCl0D3N0Mjozq9dkffQ/LkE9D9TdDyN0L31cNOjsEe3ofkqaegF14HPXQVNPfHJyih8CmCndGlMrNbJUNC9v8dyggrKCgoKCgsEz752FtBQUFBQUFBoIywgoKCgoLCMkEZYQUFBQUFhWWCMsIKCgoKCgrLBGWEFRQUFBQUlgnKCCsoKCgoKCwTlBFWUFBQUFBYJigjrKCgoKCgsExQRlhBQUFBQWGZoIywgoKCgoLCMkEZYQUFBQUFBSwP/gOWMd7CSE/zcAAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "text = \" \".join(each for each in df.quote) #join all the quotes together into one long string, with a space in between each quote\n", + "\n", + "wordcloud = WordCloud(background_color='white', #set the background color of the word cloud to white\n", + " colormap='inferno', #set the colormap for the word cloud to 'inferno', which is a color scheme that goes from dark purple to bright yellow\n", + " random_state=613).generate(text) #set the random state for reproducibility and generate the word cloud from the text\n", + "\n", + "fig, ax = plt.subplots(figsize=(7,3)) #create a figure and axis object with a specified size\n", + "ax.imshow(wordcloud)\n", + "ax.axis('off') #turn off the axis labels and ticks for a cleaner look" + ] + }, + { + "cell_type": "markdown", + "id": "9832781f", + "metadata": {}, + "source": [ + "Making Venn Diagrams" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "19ecbe26", + "metadata": {}, + "outputs": [], + "source": [ + "from matplotlib_venn import venn2, venn2_circles, venn2_unweighted" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "ef60c3f6", + "metadata": {}, + "outputs": [], + "source": [ + "A = set(['apple', 'banana', 'watermelon'])\n", + "B = set(['pumpkin', 'blueberry', 'apple', 'key lime'])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "8445e5aa", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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ROq/mQGK3Eg5Hb0+pmusucl0GEN4NY9kyJUE6iT0lNm92XQV8aTA0pb3FdRmR19zapJ7Kya7LAMKxYUNwjG3MpZPWXOjBB11XAV8sqj6g1CCjAsN5eNqdW6xcsl5OkCTLlsV+W3Gifnoffljq6nJdBXxQlR3UpHY6UQ1XT3eZWuvOdV0GEI5du6T16xVn6SSdPfDss66rgC8WVTUn5lTCQtnXeZoGs5WuywDC8WS8+w4kJgxYc6GYj/KgQKpLBjSRtQIjNjiQ1r6qJa7LAMKxZYu0bZviKhFh4OWXE3sQFUbhnKoWpRJ4UEkhtLZNUG95o+sygHAsX664in0YsJMIE7IzBAVQkh5SUwejAqNlo2/7Sha5LgMIxyuvSM3x7DsS+zDwu99xIiGGb0FNK30FTlJHe426qk9zXQYQTtpdHs/RgViHAesmGfM1HyiglHKa3sOoQCHsHZrvugQgvK6EnfE7tCzWYeCZZ2L5b4aQzKrp5AyCAunpKlNHzZmuywDCmXtesUJxE9swwKgARmpmjlGBQmoemu26BCC8J82+eD04xDYMWE8BRgUwXI3lvarq4BumkLo7y9VZfbrrMoBw2tm+8ILiJJZhgFEBjNScslbXJcRSs85yXQIQ3tqBGEnHdVSgo8N1FfBFJpVTQ1e76zJiqaujUl1Vp7ouAyi8bdukffsUF+k4ru1gVAAjMaumQ+n+AddlxFZzaq7rEoBwrI7P6EDswsCLLzIqgJGZkWtzXUKsdXZUq7tyqusygMJ7/nkpJt1K03FsMgQMV23JgGpYOBi6lixrBxBD7e3Spk2Kg3TcpnDsdEJguOZWtnKCVRF0dIzRYLbKdRlA4a1apThIx23rJzASTb1MERSDjaS2Vp/tugyg8NaulXp65LvYhAHrKbBmjesq4JOmih6V9MSrcUiUtXZPUU4p12UAhV+1/uKL8l06TiM19m8CDNdppaw0Laa+3qy6aEKEOFrt/66CWIQBm/K13gLASDT0EgaKrTU903UJQOFt3y61+t24LBZhYP16qYW28hhh++HSnl7XZSROR3ut+kvrXZcBFN66dfJZLMJADKZrUGSnlzEq4GoUr62SbYaIoXWEAefnENhiTmAkGvsIA66090x0XQJQeJs3BzckT6XjMEUQs5MkEbLxZX0q6/Z/K5CventK1Vfe4LoMoLAGBoJA4Cnvw8BLL7muAL45tYyOg661l7OQEDG0zt+pAq/DgI0I2MgAMBKNuS7XJSRee2+j6xKAwltHGHDC1gp4PEUDB9LKqbqr23UZidfbXarecgIBYqatTdq1Sz7yOgwwRYCRmlrVo9TgoOsyYKMDZWe4LgEovHV+jg6kfZ4i2LDBdRXwzdQS1gtERUcfIwOIoXWEgaJ67TWJBzyM1Ph+1gtEaaqgr2yc6zKAwtqxw8v5a2/DQEyOkEYRlWcGVdHFlsIo6Sqf7roEoPBHdFp7Ys94GwY2bnRdAXxzSmVP0AIPkdGVY6oAMbRtm3yT9nXB5t69rquAbxrS7CKImq6uGo41RvxsIwwUBVMEGI0xQ0wRRM3gQFq9FZNclwEUFmGgOJgiwGhU0oI4krpKT3FdAlBYHR3eHaXrXRiwKV9GBjBS48r6lB5g+0kUdQ1NcF0CoKSPDngXBmytQCdbxTFCTaWMCkRVd1eVcqmM6zKAwiIMhL+FExipCWnCQFQNDabUU866AcQMYSBchAGMRu0AYSDKekvYYoiY2bkzONbYE2kf/36BkSrv6XNdAo6jNzXWdQlAYVmL3H375Iu0b42dPD0QCg7VlAxwOFHE9fTXuC4BKLz9++ULr8KAhSwPWz7DsQmljApEXV9PGYsIET/NzfKFV2GA9QIYjbFZwoAPo3695awbQMzsZ2QgFIQBjEatCAM+6C0lDCBmmhkZCAXrBTAaVYOEAR/0iOOMETP7GRlIeshChFT0EQZ80D9Y6boEoLCsQ16PH9uavQkDtnDQ2j0DI5FNDSnTx6pTH/T1l7kuAUjsU6w3YeDAAdcVwEd1pf40/Ui6gb6scv68JAGxmirw5iePMIDRqMnSX8CnQ8gGyupdlwEUFmGgsAgDGI2aDFMEPukvGeO6BCCRNy/CAGKtMsXIgE/607WuSwAKq6tLPiAMINYqxciAT/rTtCVGzHR3ywfehIGWFtcVwEflORYQ+qR/iO2FiJluwkDBt2sCI1XKAUVeGRgsdV0CUFiEgcLypG8DIiY7RBjwyVAu67oEoPBhwLbKRJwXYcAayPGAh9FIDw65LgEjMDjIyYWImVzOi6dZL8KAB3+PiKi0HYcHbwwNevGSBMRuqsCLnzwP/h4RUYwM+GVoIK2cUq7LABK3vdCLMMDIAEZ7LoEPc3V4i/1rDWXKXZcBJO6J1ovVOh78PRZdV9durVz5de3e/bQymTKdcsq1mj//i/n/RqA8O6S4thnoH+zXF+7/gj593qc1r3Ge4mQoW6HMID/0YdrS3q6vPvusVu7bp7rSUn105kx9YvZs12XFV3f0v5+9CAOMDBwul8vpiSf+WKWltVq69D/V29uqFSv+WqlUWuec8xeuy4uM8nQ8pwj6Bvv0T8v/SVtbtyqOBtPlKnFdRIwN5XL61KOPat7YsbrrXe/KB4MvLl+uxooKvWf6dNflxdNA9PudpH05vhhvaW/fpP37V2vx4m+oru4MNTQs1Lx5f6wtW37turRIKUnHb4rAAsCfP/Dn2tWxS3GVSxMFwrSvp0ezx4zRlxct0vSaGl3a1KQLGxv13N69rkuLr6HoP5h4EQaY9j1cefkEXXbZ/1FFxfjDfr2/v8NZTVGUTsXvG+elPS/lpwW+ddW3FFccYxyuhooKffeii1RdUpIfZbQQ8MyePTq/sdF1afGVi/5rkRfTBB6EqqKy6YFJky558/1cbkjr1/8/NTZe4LSuqInjmvRrz7hWsZeK479cNF1xzz3a0dWly5uadPWUKa7Lia+h6N/EvIjgHoQqp1av/pYOHHhZZ5/9BdelREoqvzYdvmFkoHi+f/HF+t/veIdeaWnRN1atcl1OfOWi/1rkxcgAjh8E1q79iS666Duqr5/puhwAHpk3blz+be/goP7XU0/pSwsWqDRDF8gkhgEvIjijhkf37LNf06uv/l9deOG3NHXq1a7LiRya1/iJEZ1w7evu1oPbth32a6fX1al/aEgdHqx691I6+rfa6FdIGDiqF1/8gTZsuF1Llnxb06Zd57qcSOKW4qlc9OdXfbats1Off/xx7T6kK95Lzc0aW1aWv5DMm5gXYcCDUFVUra0btWbNDzVnzic1YcJ56u7e++YFr0bmcBSMDITL+gucNXas/nrFCm1obdWjO3boW6tX6zNnneW6tPhKR/8m5sWaAaawDrd9+0PK5Qa1Zs2P8tehbrpprbO6oqZ/KPo/gDhSKsdQdZgy6bR+eMkl+tpzz+lDy5apIpvVzTNn6paZrDlK8shAKmcbTSPu5ZelO+5wXQV8U1syoOv6N7ouAyN0atkylfbuc10GUDjve5+0YIGizItHp4oK1xXAR70ch+slziVA7FRE/ybmxatlOYeYYRR689ME0R+ew+HSA4QBxEwFYSApf4+IqFzGi29xvCGTsQ2h7CZAzFRWKuq8eKVkZACjNUQY8Eo6QxBADFVE/4nWi1dK2/rqwWJMRNCgB1t68JZ0ZtB1CUDhEQYKw4IAowMYDUYG/JJJs60QMVNW5kWfgehX6M+UCyKoL+NFKw28IZPpd10CkMiblzdhoK7OdQXwUU+KjlU+KUmxkwAxUxH9KQKvwsCYMa4rgI+6/WiyiTdkc+2uSwAKizBQWIQBjEZnrsR1CRiBEsIA4qaSaYKCIgxgNDqHmCbwSWn/AdclAImc4yYMINbaBhgZ8IXtHs72NrsuAyiscePkA8IAYq2tn5EBX2RKB5XmxELEzdix8kHapzUY9BrASPUMZjSUJRD4oKSkz3UJQOExMlB4jA5gNHrLSl2XgGEozbKtEDFsOFRdLR94FQYaG11XAB91ZQkDPigTiwcRM2P9mCLwLgw0NbmuAD5qE2HAB+UDe1yXACRyisC7MDBpkusK4KMDQ4QBH3YSlHXvdF0GUFiMDIRj4kQvzntAxOzrIwxEXUl5v9JDva7LAAqLkYFwlJRIEya4rgK+ae4tIUVGXHlph+sSgMIjDISHqQKMVE4pdhREXFmKxYOImVRKGj9evvAuDLCIEKPRUVrmugQcR/nAXtclAIVlQcCj5jiEASTCfvnzQ5nEB6iynh2uywAKa8oU+cTLaYJSRnwxQjv7CANRVV7Zo8xgj+sygMIiDIQrk5GmTXNdBXyzq7tMORYRRlJlyX7XJQCFRxgI32mnua4AvhlSSt0VjA5EUWX/NtclAIVvQ9zQIJ94GQZmzHBdAXzUliUMRE06nVN511bXZQCFX9xmi2E84mUYsMBVU+O6Cvhmb44wEDUVlV0cW4z4mTpVvvEyDBhGBzBSW7orXJeAt6nMsqUQMTTFr/UCXocB1g1gpNr7s+qroN9AlFT2MUWAGJpCGCjqyIBnUzKIgAOlla5LwBuypYMq66K/AGLYbKjSv9cZb8NAdbU0ebLrKuCb7YP+/ZDGVXXFPqWUc10GUFhnnCEfeRsGzNy5riuAb17rqmRIKSJqBja7LgEovJkz5SOvw8BZZ/G6jpHpHUqrq5KFhFGYIqjofM11GUBhlZdLp5wiH3kdBmx7Id0IMVL7skwVuFbDFAHi6LTTgja5HvI6DBwcHQBGYms/YcC1moFNrksACm+mn1MEsQgDc+ZYFzPXVcAn27rKNVha4rqMRE8RlHducV0GUFiplLeLB433t9GqKunUU11XAZ/klNK+imrXZSQWUwSIpcmTvdxSGJswYNhVgJHaPEAYcKWu7xXXJQCFN9PfKYLYhAFbN2CLOIHheq2zQoMlWddlJE5FZbfKune6LgMovJmEAedKS6X5811XAd+mCporGR0otrosvQUQQ2PGSBMnymexCANm0SJ6DmBkXhskDBRTJjukmvY1rssACm++/0+j6Ti1g2YhIUZiU0elhpgqKJraqj0cV4z4SaUIA1EcHQCGa0gp7a2scV1GYtT3vuS6BKDwpk0Lpgk8F6swMGuWVFfnugr45JU+vmGKobK6S6U9e12XARTeggWKg1iFAWs+dN55rquAT3Z2l6m3kq0oYatPr3ddAhDO6vU5cxQHsQoDxsJACc3lMAJbSxgdCFNZRZ+q2+gtgBiaMycIBDEQuzBgHQkZHcBIrOmooad1iMaWrKfjIOLpnHMUF7F8BbzoIinLInEMU/dgRgeq2WYYhtLyftW0sXAQMTR2rLfHFScmDNjRxgsXuq4CPlk/xFRBGMaWbVRKQ67LAApv/vxYNbeJZRgwjA5gJDZ2VKqvvMx1GbFSUjag2rYXXJcBFF4mE6spgliHARsdYO0ARmJLWb3rEmJlbPlmpXKDrssACm/ePKm2VnES2zBgLr6Y0QEM3/PttRrKZlyXEQvZ0kHVtq12XQZQeKmUtGSJ4ibWYcBGB84913UV8EX/UFq7qlk7UAjjy9fTehjxdMYZUkOD4ibWYcBceqlUxlQwhmlV55hYLQpy1VeAUQEozgvSYij2YcD6Dlxyiesq4Iu2/qz2x2wusNgmZF+krwDiacqU4CyCGIp9GDAXXBCLcyRQJM/32jcLowOjUVXToar2da7LAMKxJH5rBRIVBmwR4Tvf6boK+GJ3T5laa2lCNFI2u9LQv8J1GUA4xo2TZs9WXCUiDBj7NzztNNdVwBfP9Y1jdGCE6mt3qbRnj+sygHBceGGs1xMlJgyYa64JekUAwxkdOFBb47oMb2RLhjSu42nXZQDhqK6OzVHFx5KoMDB+fLB+ABj26ECMnwQKqaFijTKD3a7LAMJx2WWxb1qTqDBw8N/UzpcATmRvT6ma2VlwQjW1bRxGhPiaMCERDWsSFwZKSqT3vY8HPgzPsz1j+WY5jkx2SA3dj7kuAwjPVVcl4ojz+H+FR2GnTjJdgOHY31uqvbV0JTyWhspXle1vd10GEI7p06WZM5UEiQwD5sorgzUEwIk83TVOOVaeHrWnQG3b867LAMKRSiVqT3piw4CtBbHpggSM/uAkdfRntbmahSaHymRyaux93HUZQHjmzpWampQU6aR3loxxQykU0LNtY9RfXuq6jMiYUL1OJX0trssAwntavPJKJUmiw4C5/PJYHkCFAhvMpfRidoLrMiKhtvaA6lpXui4DCM/550v19UqSxIcBmwr+wAekUh76cAJrO6rVUVOlJCst71dD529dlwGEp6JCesc7lDSJDwMHt5G+5z2uq4APVvQ3JHarYTqdU1PqSWUGe1yXAoS7lbC8XElDGHjDvHnS4sWuq0DU7ekp1Y66ZB6B2VCzTmXdO12XAYS7lfDc+DcYOhrCwCFsF8nUqa6rQNQ92ToucYsJWSeARCwafE9yh4gJA0dZP1CV7GlhnMBALq3nMo2JOdXQ1gk0djziugwgXJdcEhxTnFCEgbexVvQ33kj/ARzf5s5K7a2rS0S74cl6TOmhXtelAOFpbJQuvlhJxi3vKE49VVq61HUViLonOsZrsLREcWXrJJvKn1Fpzx7XpQDhsSe/97438efbEwaOwZoRLVrkugpEWc9gRqvLbLognibWvKzKjk2uywDCZSMCTcnpNHgshIHjuPZa6cwzXVeBKFvXXqXmGE4XjKvfxrkDSMb0wKWXuq4iEggDJxgmveEGdhjg+H7b3hCr3QW2c2B8C+cOIOZsWoDpgTcRBk6gpES66aZELzLFCfQOpfV0elIsmhFVVnVpYvsy12UAxWkuxPTAmwgDw1BZKX30o1J1tetKEFXbusq1udbvM7HLKvrU1LtMqdyg61KAcM2eLV1wgesqIoUwMExjxkgf+YhUVua6EkTVitYx3p5dYEFgysD9ygx0uS4FCP/F3KYHcBjCwAhMmiTdfDOBAEeXU0qP9EzUYElWvjUVmjLwgLL9Ha5LAcLvMvjBDyby7IETIQyM0JQp0i238L2Eo+voz2pV2URvuhNaEJg6aEGg3XUpQPiuvjp4qsMRCAOjMHlyEAjspEvg7dZ3VGlLffTXD5SUDWjK0IPK9re5LgUI39y5NI85DsLAKNkiVAIBjmV5y1i11NYoykFgqh5SSV+L61KA8I0fL11/vesqIo0wcBJstOljHwt2GwBv92DHRPVWRG8+qay8T1NzD6qkt9l1KUBx9ofbCXSl8ekFEgbCwEmaODEIBDXRfQiEI/1Daf12qElDEVpQWFHVrakD96qk74DrUoDwWe+P3/u9oNMgjoswUAD2ffaJT0gNDa4rQdQ095bod6XRaEhUXdOmKd3/w/ZBJMc73ynNmeO6Ci8QBgrE2tP/wR9IM2a4rgRRPO54fa3bpFhft09N7fcqPdTvtA6gaKyp0IUXuq7CG6lcLpdzXUScDA5Kv/61tGqV60oQNZfW71NTy/6if95x9a9rfMsTRf+8gNMOg9ZPIAIjcr4gDITkscekhx92XQWi5p11uzSutbUon8teBxtr16qudWVRPh8QCXaynG31soWDGDbCQIheeEG6++5gtAAwaeV0bc0O1bSH2+2vpHRQk7JPq6Jra6ifB4gUO1Hu4x9ni9coEAZCtn27dOedUgvbufGGkvSQ3l2xTeWd3aF8/MrqLk3qfYj2wkiWqqogCIwd67oSLxEGiqC7W/rlL6W1a11Xgqioyg7qmuxWlfT0FfTjjqnbpQmtjyqloYJ+XCDSbErA9nhbv3iMCmGgiJYvlx58UBridRp24y7t19LU68r2nvwK/3Q6p8bqNapte7EgtQFeBYEPf1g69VTXlXiNMFBkW7dKP/+51EY7eBQoENjxw5O0XGXdOwtaGxB51lXQzpafNs11Jd4jDDjQ1SX94hfShg2uK4HPgSD1xrTAuLbHlc4NhFYfEEl2lrwFgVNOcV1JLBAGHLG/9WeflZYtk/oKO22MBAQCO2hoYslzquzYFHptQCSDwEc/GmwjREEQBhyzXQa/+pW0caPrSuBLIKir3acJnY8rM9hTtNqASAWBm29msWCBEQYiYuVK6YEHpB5e3xMtCATblO09crgoWzKoxvIXVN3+qpPaAOfKy4MgMHmy60pihzAQIbao0FoZr1vnuhK4VFMyoKtKtqusq+fNtQG1dfs1ofNJZQY6XZcHuFFREQSBpibXlcQSYSCinQttlKCDnjGJVZ4Z1NUVOzRmsEWN6WdV0bnFdUmAO7W1wWJBjiIODWEgonp7g/MNnn6adsZJHQ298rIhLXz9LqXW0DsACWYjATfdJNXUuK4k1ggDEbd/fzBKQPfCZLDDhc47T7riijfaq9uPp30DPPWU69KA4jvzTOmGGzh0qAgIA5547bXgnrBjh+tKEJaZM4MQMHHiUX5zxQrpvvuCcAAkwZIl0lVXcQxxkRAGPGL/Ui+9JD3yiNTc7LoaFMppp0mXXz6MnVKvvCLddReNKRBv6bR07bXSwoWuK0kUwoCH7GyDNWukxx+X9uxxXQ1Gy1qpWwgYUQM1+we/4w5p374QKwMc9hD44AeDhIyiIgx4zP7lXn01CAVMH/jDbv4WAkZ9roqtLr37bunllwtcGeBQfX1w4FBDg+tKEokwEBPr1wehwA5CQjRHPm0t1OLFBTxThWMwEacFM+973xurZuECYSBmLAw880zw0MiWRPfste3cc6VFi6S6uhA+wZYt0p130pQCfspkgkWCF1zgupLEIwzE+GTEVauk555jsaEL1hvFRgHmzSvCrqj29iAQMCwEn4wdK914Ix0FI4IwEHP2r7t5c3BCovUqYLQg3LVPc+ZI8+dL06cX+ZPbVIEdgUk/AvjAUvK73x380CASCAMJYiPJL74YTCFs28aW9ULIZqUzzghe22za0953yg62sGMwbbQAiBobJrvmmmDuDJFCGEjwoUgWCux6/XWCwUhYDxRbBHj22cFIgLUOjpTu7qBB0fPPu64EeIvtEvjAB6QJE1xXgqMgDCD/EGn9bKx3gQUDFqcf/cC0GTOk008PLi/apDNKgKhspbFugpdeSlvhCCMM4Igt7Nb62NYZ2GU9bpL4HWJP/7au6eDN345Pt9c07zBKAJfsB+f66zlt0AOEARxXZ+fh4cAOToojm+ufNCl47bK2wDYKEKstz4wSoJhsYaAdtHH++Zwt4AnCAEa8ZXHXrsMv64zr09SCvTaNHx/c+A/e/G0607Y8xxqjBCiGWbOk666TamtdV4IRIAzgpA0MSLt3B8Fg716ptVVqaQneWnhwpaoq2Mo8btyRb0tLlVzWqOj+++lhjcKyhTS2U8BW1cI7hAGEyg7YOxgM7K3tYrB1CUe7enqCP3/oKIM9xdtcvV325G6XjUDaEP7Byxb3Hfp+dXVw04/cKv8osR97GyF46CGmDnBy7IfzvPOkK6/kh85jhAEgySx9PflkcM5Bf7/rauCb2bODEGDzbvAaYQBAMGRjhx5ZVypeEnAi1mJz6dJgwQ1igTAA4C3btweLDK3hBPB2EycGIcD22yJWCAMAjr4V0c7EJhTAjBkTbBWcO5etgjFFGABwbNZkwkLBxo2uK4GrHQKXXBIsEIz93ttkIwwAODHbhmih4NVXWVOQBHZ+gLUQtgM4CAGJQBgAMHzWSOKJJ4KFhj51msLw2AlcF10UHMXJdECiEAYAjJw1jXj66aBXgXU2hN+9uM86S7rggqAnNxKJMADg5NpP2pGXK1cG6wt4OfFrPcDChcFl7TqRaIQBAIXR3CytWiWtXk1Xw6iyI4TPPDNYC3DaaZ4exYkwEAYAFJatJVi/PhgtsLesLXDL5v5PPTUIANYx0Pp5A29DGAAQHhsheOmlYBeC9SwgGBRPY2MQAObN4wRBnBBhAEBx2BGW1szIgoH1LeAshHACgO0EsABg/w0ME2EARWXfbim2LMGCwKZNQTCwgNDZ6boiP9mRnTNmBO2B7bJFgcAoEAYS7C//8i911113HfP3v/e97+ld73rXqD/+FVdcofPPP1//+I//mH//hz/8oUpLS/WJT3xi1B8TMWQvQTaFsGGDtHVrcD4CowZHZ0G6qemtm//kySwCREFkC/Nh4KsJEyboBz/4wVF/b7qdTHYS7ONWV1cfFi4+//nPn9THRExvcKecElxmcFDatSsIBgevpI4c2Op/2/tvAcBOCLSFgGwDRAgIAwlnT+oLFiwI5WPPmTMnlI+LmLP2t/bEa9eFFwa/tn9/MHpgwWDbtuB9Cw1x+7ptnt9u/Pa121trC8yTP4qAaYKETxP87ne/08MPP3zMP3PzzTersbFRfX19euyxx3TOOefoM5/5jG655RbdeuutWrx48WF/1tx2221HTBPMmjXrsI+7du1a9fT05H/PPn9zc7OmTJmiD3zgA/r4xz8e2teMmLAgYIHA2iPv2RNc1ufArqhPMZSWSvX1wUmAdo0bF9z47XhgzgGAI4wMQAPWRe5tMpnMmwv97r33Xl1//fX60Y9+pKFRbg372c9+pg996EO68cYb8zd88w//8A964okn9Bd/8RcaP358Pmx885vfVH19vW644YaT/KoQa3bTbGgILmule5A927S1BaHAwkJHRzDFcPCyHQ321looh/EcZK19y8uDy6bIDt7wD70Y5kcEEQYSbvv27Trr0BfTN/zZn/2ZPvWpT+X/u6SkRF/5ylfyUwpmxYoVI/48B6ciJk6c+OZ/26jERRddpOuuuy7/vo0yVFZWapw9KQGjYQG2ri64bH79WCzUHgwG9ra3N/g1uywkHO3twSBsPwd2s7fmPYe+tYsne3iKMJBwtoDQnvjfzm7aB82YMePNIFBIdvO//fbbtWvXLl166aX563Of+1zBPw9wBJuHtyf3Qxa4AklGGEg4u8nPswYlx1EV0rDm3/zN3+RDxz333KOvfe1r+cvWJHz5y1/WmdY/HQBQFCxTxYgdXEvw9vUDnSPc/mVB5LOf/Wx+TcIjjzyiv/u7v9Prr7+en6IAABQPYQAjdrB3gA3vH9Ta2qqN1mL2ONKHbJGynQRXX321fvzjH+ffb2pq0kc+8pH8+oEdO3aEVjsA4EhME2DEbJvgpEmT9C//8i/5YGAjBf/6r/+qCmuNehy1tbVauXKlnnnmGS1cuDC/cNEaE9kCRfuYmzdvzndEtJAAACgewgBGzLYdfv/7389vDfziF7+Y3xb4sY99TJs2bcrf0I/F+hNYS+JPfvKT+s1vfqOvfvWr+u53v5sfHdi7d29+F4FtPfyTP/mTon49AJB0NB0CACDhWDMAAEDCEQYAAEg4wgAAAAlHGAAAIOEIAwAAJBxhAACAhCMMAACQcDQdAoATuPnmm/NHbh/KOmdaw63LL79cf/qnf6q6urr8nzO33Xabo0qB0SEMAMAwzJkzR3//93//5vv9/f1as2aNvv3tb+uVV17RT3/608N+H/AJYQAAhsHO4ViwYMFhv7Zo0aL8aZ3Wnvv5558/4vcBX7BmAABOwty5c/Nv7bRNmyY4OFVw8Jjvf/u3f9NVV12V/3N2CNfbpxC2bt2aP7dj8eLFmj9/vj70oQ/p0UcfLfrXgWRjZAAATsLBw7mmTp16xO99+ctf1i9+8Qt9+tOf1jnnnJM/sdMO+Gpra9PnPve5fFiw32toaNA3v/lNZbNZ3XrrrfrsZz+re++9V9OmTXPwFSGJCAMAMAx2ptvAwMCb77e2tuYXFf7oRz/K3+gPjhAcGhLuuOOO/Mmen/rUp/K/dvHFF7955PeHP/zh/Mez0z7/8A//UJdeemn+z5x99tn5o737+vqK/BUiyQgDADAM9lR/1llnHfZr6XRaS5YsyR/HbTf5Qz399NP5AHHFFVccFiLsfQsQzz33nK688kqdfvrp+tu//Vs98cQT+bDwjne8Q3/1V39VtK8LMIQBABgGCwJf+cpX8v9tN/6ysjJNmjQpv7DwaFpaWvJvr7vuuqP+/u7du/Mf58c//nE+HCxbtky//OUv81sWly5dmv9ctl0RKAbCAAAMQ1VVlebNmzfsP19bW5t/+5Of/CT//75dU1NT/m1jY2N+bYFtS3z11Vd133336d///d81ZswYtiqiaNhNAAAhWLhwYf7tgQMH8iHi4NXc3Kzvfe97+ZGDVatW5acZXnjhhfwowezZs/WFL3xBM2fOzO9OAIqFkQEACMGsWbN0/fXX59cDbN++Pb/A0BYVfuc739GUKVM0ffr0/FqC8vJyfelLX9If/dEf5TsaLl++PN/E6JZbbnH9JSBBCAMAEJJvfOMb+Z0Dt99+u3bt2qVx48bp2muvzbcvzmQy+cvWDPzzP/+zvv71r+e3HFpIsAWJ73//+12XjwRJ5Wy5KwAASCzWDAAAkHCEAQAAEo4wAABAwhEGAABIOMIAAAAJRxgAACDhCAMAACQcYQAAgIQjDAAAkHCEAQAAEo4wAABAwhEGAABIOMIAAAAJRxgAAEDJ9v8BTxfr2ezZlskAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "diagram = venn2([A, B], set_labels = ('Fruits', 'Pies'), #Fruit = Set A, Pie = Set B\n", + " set_colors=('blue', 'red'),\n", + " alpha=0.5)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "24bbb52d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "diagram = venn2([A, B], set_labels = ('Fruits', 'Pies'), #Fruit = Set A, Pie = Set B\n", + " set_colors=('blue', 'red'),\n", + " alpha=0.5)\n", + "\n", + "diagram.get_label_by_id('10').set_text(\"\\n\".join(A-B)) #left (Fruits only) (left = 1, right = 0)\n", + "diagram.get_label_by_id('11').set_text(\"\\n\".join(A&B)) #middle (both left and right = 1)\n", + "diagram.get_label_by_id('01').set_text(\"\\n\".join(B-A)) #right (Pies only) (left = 0, right = 1)\n", + "\n", + "#** right size red circle is larger because it contains more items (4) than the left blue circle (3) and the middle overlap section (1)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "9056d588", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "visualization-env (3.11.0)", + "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": "3.11.0" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}