diff --git a/02_activities/assignments/assignment_2.md b/02_activities/assignments/assignment_2.md index 7bb5b2df7..fd637e46c 100644 --- a/02_activities/assignments/assignment_2.md +++ b/02_activities/assignments/assignment_2.md @@ -10,7 +10,7 @@ - For each visualization (good and bad): - Explain (with reference to material covered up to date, along with readings and other scholarly sources, as needed) why you classified that visualization the way you did. ``` - Your answer... + diff --git a/02_activities/assignments/participation/assignment-1.ipynb b/02_activities/assignments/participation/assignment-1.ipynb new file mode 100644 index 000000000..b25870190 --- /dev/null +++ b/02_activities/assignments/participation/assignment-1.ipynb @@ -0,0 +1,700 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "17b2d1b4", + "metadata": {}, + "source": [ + "### Assignment 1\n", + "\n", + "#### Slides 01 \n", + "\n", + "- why should we care about data viz? \n", + " - helps us to communicate information effectively \n", + " - want to make sure that we don't miscommunicate the message \n", + " - helps us to tell our story\n", + "- why bother if we have AI?\n", + " - we need to be able to interpret what is going on on in the visualization\n", + " - many ways to visualize, but we need to know the best for context/goal\n", + "\n", + "Classic Examples of Famous Data Visualizations \n", + "- Doctor water pump visualization example\n", + " - Dr. John Snow decided to visualize deaths and it revealed that the likely source of a disease was through a water system. He shut down the system and it allowed the most effective approach to understand and solve the situation\n", + "- example: causes of mortality of an army\n", + " - a visualization of mortality revealed what the biggest contributor of death was actually disease, not battle. so they decided to look for changes that could be made in the hospital system, which allowed them to understand what was going on. \n", + " - the diagram can be difficult to interpret since its the area (not the radius) of the circular diagram\n", + "- example: Minard (1869) - figurative map of the successive losses of men in the French Army int he Russion campaign\n", + " - shows the size of the army as they moved from Kovno to Moscow. \n", + " - and then the return journey as well.\n", + " - it also shows the temperature as well \n", + " - this allows us connect the size of the army with the distnace travelled and the temperature\n", + " - can really emphasize how bad the losses were in this entire campaign \n", + "- Challenger Distaster - Tufte's graph\n", + " - they were ble to show the relationship betweeen the temperature during launches and damage to the o-rings\n", + " - lower launch temperature is related to greater chance of an incident\n", + " - though this looks like its really only based on one data point\n", + " - it was used as a classical example to show this\n", + " - Robinson identifed errors with this visualization -> it was actually about the ambient temperature.\n", + " - the argument is that it is actually a bad data visualization since it leads to a bad understanding \n", + "\n", + "- So how do we know if something is a good or bad data visualization? -> an activity:\n", + " - is the vis nice to look at? \n", + " - (i disagree with the term nice since this is really subjective)\n", + " - is it accurate? \n", + " - what's the message?\n", + " - overall, is it good or bad? \n", + "- example of Life expectancy 2007:\n", + " -no its not that nice to look at \n", + " - unclear accuracy. The scale is unclear. it may not need to start at 0. the title is unclear\n", + " - the message is that there is lower life expectancy in Africa compared to other continents\n", + " - not a good figure overall, but passable\n", + "\n", + "- What data vis is:\n", + " - context: where and how it will be used (academic journal, infographnic, poster)\n", + " - audience (who is intended to be seen)\n", + " - data structure - what information do our data capture (quantities, relationships)\n" + ] + }, + { + "cell_type": "markdown", + "id": "07a7ebb4", + "metadata": {}, + "source": [ + "\n", + "- What tools are used for data vis? \n", + " - Microsoft Excel\n", + " - easy to use, but cannot reproduce\n", + " - easy to connect with other resources\n", + " - usually first tool to look at data \n", + " - Tableau \n", + " - combines data from diffrent sources that are interactive, dynamic on the web\n", + " - easy to use\n", + " - industry use cases (infographics for media)\n", + " - R \n", + " - programming language for data analysis\n", + " - free and open source\n", + " - government and academic uses\n", + " - Python\n", + " - programming language \n", + " - free and open source\n", + " - requires coding knowledge\n", + " - used in industry \n", + " - MatPlotLib\n", + " - python library\n", + " - commonly used\n", + " - free, open source\n", + " - reproducible \n", + " - lots of resources online \n", + "- we want to apply our general principles to apply to whichever you use \n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "69eed354", + "metadata": {}, + "source": [ + "#### Slides 02 - Getting Started with Matplotlib" + ] + }, + { + "cell_type": "markdown", + "id": "1ecad9c1", + "metadata": {}, + "source": [ + "What is a figure? \n", + " - a container that holds a set of axies (not the x and y axies but the general canvas)\n", + " - a figure can hold multiple axes (subplots)" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "dd1e5771", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np \n", + "import matplotlib.pyplot as plt\n", + "import pandas as pd\n", + "import scipy\n", + "import PIL\n", + "import requests" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "ba77ee4e", + "metadata": {}, + "outputs": [], + "source": [ + "np.random.seed(613)\n", + "x = np.arange(50)\n", + "y = np.random.randint(0, 100,50)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d1787287", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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", 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.plot(x,y)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "8ab50bef", + "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": 7, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Can you modify our existing code to produce a histogram?\n", + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.hist(y)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "1cdf822b", + "metadata": {}, + "outputs": [], + "source": [ + "ax.set_title('Total growth over time')\n", + "ax.set_ylabel('Total growth')\n", + "ax.set_xlabel('Years since start')\n", + "fig.tight_layout()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "20bcecc1", + "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))\n", + "ax.plot(x,y)\n", + "ax.set_title('Total growth over time', fontdict = font1)\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": 13, + "id": "5d61ec3d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'Years since start')" + ] + }, + "execution_count": 13, + "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.plot(x,y)\n", + "ax.set_ylabel('Total growth', fontdict = font2)\n", + "ax.set_xlabel('Years since start', fontdict = font2)" + ] + }, + { + "cell_type": "markdown", + "id": "b139bd35", + "metadata": {}, + "source": [ + "### Customizing Plot Appearance" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "0eebf4b1", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\Prateek\\AppData\\Local\\Temp\\ipykernel_29304\\2403773087.py:6: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.scatter(x,\n", + "y,\n", + "marker='*', # NEW ADDITIONS\n", + "color = \"indigo\") # NEW ADDITIONS\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "0b732192", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\Prateek\\AppData\\Local\\Temp\\ipykernel_29304\\2303017762.py:8: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "ax.plot(x,\n", + "y,\n", + "marker='*',\n", + "color = 'indigo',\n", + "linestyle = '--', # NEW ADDITIONS\n", + "linewidth = 2) # NEW ADDITIONS\n", + "fig.show()" + ] + }, + { + "cell_type": "markdown", + "id": "64a88acf", + "metadata": {}, + "source": [ + "Colour can be modified. Here is the link to reference the different colours: " + ] + }, + { + "cell_type": "markdown", + "id": "77822276", + "metadata": {}, + "source": [ + "https://matplotlib.org/stable/gallery/color/named_colors.html#sphx-glr-gallery-color-named-colors-py" + ] + }, + { + "cell_type": "markdown", + "id": "e19ad1e3", + "metadata": {}, + "source": [ + "We can also use hex codes. " + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "cfd684d0", + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\Prateek\\AppData\\Local\\Temp\\ipykernel_29304\\3198338300.py:4: UserWarning: FigureCanvasAgg is non-interactive, and thus cannot be shown\n", + " fig.show()\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(5, 3))\n", + "# color being the new addition\n", + "ax.plot(x,y,marker='*', color = '#7425b9', linestyle = '--', linewidth = 2)\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "94f3d247", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ax.plot(x,y,marker='*',\n", + "markersize = 12, # NEW ADDITIONS\n", + "color = '#7425b9',\n", + "linestyle = '--',\n", + "linewidth = 2,\n", + "markeredgecolor = '#fa9359', # NEW ADDITIONS\n", + "markerfacecolor = '#000000' ) # NEW ADDITIONS\n", + "fig\n" + ] + }, + { + "cell_type": "markdown", + "id": "96c07297", + "metadata": {}, + "source": [ + "#### Gridlines" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3650a4a8", + "metadata": {}, + "outputs": [ + { + "ename": "SyntaxError", + "evalue": "invalid syntax. Perhaps you forgot a comma? (2145817996.py, line 1)", + "output_type": "error", + "traceback": [ + " \u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[34]\u001b[39m\u001b[32m, line 1\u001b[39m\n\u001b[31m \u001b[39m\u001b[31max.grid(axis = 'y' # this adds gridlines\u001b[39m\n ^\n\u001b[31mSyntaxError\u001b[39m\u001b[31m:\u001b[39m invalid syntax. Perhaps you forgot a comma?\n" + ] + } + ], + "source": [ + "ax.grid(axis = 'y') # this adds gridlines " + ] + }, + { + "cell_type": "markdown", + "id": "2d64a53f", + "metadata": {}, + "source": [ + "**Activity**: Can you modify the appearance (colour, width, linestyle) of our grid lines\n", + "using what we learned before?" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "d8ebfecb", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ax.grid(axis = 'y',\n", + " color = \"red\", # changes the colour to red\n", + " linestyle = \"dotted\", # chanes the lines to dotted\n", + " linewidth = 2) # this adds gridlines # changes the thickness\n", + "fig" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "83f9e7be", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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C0BS5da1c77mcU6UO+3xlg+Z+t7sj4SyYseMpTsinr9HLthz+j5b0b32DF77edAekU1bT7RmO87brappj+U/jqJdN2H++n6oo1l/OvG0L1+3KC2uxZUEGfvvgnO3HaNMHrOejG3DDgGHLzSgT7f0tGQd3/st5105m7Myk394xq53W408nHbX/UWFoedvLf7pPLWRMqK2oV2drkteZty2Mdf8+ibf778Tur7Ow55vrNo8y1oXCPci/pO/ZFd1QSSOKgalxcGjDdadmgvJhxk4AwZGaA1SUU81mtA72tusbtPOoamtUcRHihZPXqQ6kh3jb9vSW+k/m1dqJ1YUiv5T+JY8t+R3MK3QcHUc0R1icr9ZzxTna4uD2Ggdlf67D1AmbkRB1E86GGTsBzFjfV+tx1aVzrIu5g7ztrFNFes/XK3iLAB6m7yimt1Scp92FvFWPcNijCwXti0e6UFjwO5hX6DiIWsqraUO0nisvqnXIOBjY+RiS4goxYdRutB0o4vizAlZ6ILRGiUwLGlRdzGXe9XQmw/qqOeZEXXR+DN4dvBOl+aoTVOnYzGm37dl3cb/+REFXrzB5cHPxu1CU3Tb5O1hvQich0ajnGBIIt8c4IKiulUo8Nc9xGaCGYJ6dQAY0hoBIF/MGZQPrYu5gfHmdjRsaPFTvysws2VKunzBdavD36muCulDQ7hI6N90uFCSRSP36zUumf4fIv5MhDKlUU+NWU2HZjNEu48DdPbv6+nq89dZb+OGHH5CXl4eYmBg8+eSTeP311yEhO4JMLpRKvPnmm1i5ciWKi4sxcOBALF++HG3btoWroDuTuacfULg/AIN7H2d91RrXXKqvnIBvYjfIxr1q9+MREE7WTRvDcm5u6xzVs+/WNe0wJoGU0jTUq3Zgzrkym7pQ1NY10CaglbX1mLhyN4J8VOHkD+7vRvtAllXXYUdmPoa3jwS+ft5uv5Nhmv99egHHt+SpjzsdB96WFXfbMg5c5TiLbuw+/PBDari+/fZbdOrUCUeOHMFTTz1FValnzpxJt1m4cCGWLl1Kt0lMTMQbb7yBsWPH4uzZs/D11V5IdaW+ao/fS0oQlKyvmhPWXEKjfOApOKpnX00FL1TVeG3zCfRSh7AqBYSyTPV83DZjBIa106+bqm9owLJd5/HN4yma1yuL7fY7GaYh2be1jZ6czFeKD06OsniX2TIOXOU4i27s9u3bh/vvvx933303fdyqVSusXbsWhw4dUnt1S5YsoZ4e2Y7w3XffITIyEps2bcLkyZPhCrC+asZx5JoLvzWIK0gOudPYmvFzf/q3trYW5bdU6yUt2gSolVQa6pQ29Xxce+QqUhIjUFBRg+fXHdb7HeZeF+t3MkzDP87ecutXrqwdB65ynEXvZ/fBBx/gyy+/xLZt29CuXTucOHECY8aMweLFizFlyhRcvnwZbdq0wfHjx9G9e3f1/w0dOpQ+/uSTT/Tes6amht74/Yvi4+MRHV0CqdS2fnY//AAMG6Z5vHMn8Oijqvup/1qAeInlfdX+vtId034x3m5m6FDgxx+1nxsxAjh/nqi2ABk68psvvwysXQubSU0F2rfXPF6zBnjlFdX9hQuBRx7RvJaZCYw00kjg1ItPwce7Cj3n/xfH5t2FaoUfui5ZbXDbhx8GFi3Sfi45mcgVAe3aAWlp2q9NmQLs2qV5PNlvG+0xSEbpuipyoITV6Zw7BwQFaR4vXqy6mTvmtjBnjurGUVYGdOhg+Jhb27NPd2yZGy+6x/yTf13Hjc2qgnLVPhXe1y7SvwB7p8+El1TT87Fvq2b4+elB9L0mrdqj9zvMvS70dxLMjRdTx9wWTI0XU8fcFkxdI75/+AP0jtFeQjB1jXjIdzu8pKrLfEW9HJtreD/GimuEod6fthznv2RzbbpGNDSUIjfXfD870T27uXPnUmOUnJwMLy8vuob3/vvvU0NHIOt4BOLJ8SGPudd0mT9/Pt5++22953NFUO3i2VD14+xs1f21xXPx2kT9mYyhvmqfTepD7z+/9hl8e9B0u5mCAv3n8vNVn8s/WTmKijTfyRbqdKJWlZWa9yX3dbe9v/VWpLTRX1uSe1Vhw3HNmsu4bvFYMFo/Fr//UnsUFemHJ3JyVBeFkBDD+0bzW2sB0nyikexs4QWpulO40lLN+5o65rZAPkP3O3Dvq3vMySz5nYnbMW+IbWPL3HjRPeay1pFQKs/RCxXBkt+djQg0KKW4VVqh7kJxOqcY/Rf+D+umDTL4O8hFj7yeOmukzeeQufFi6pjbgqnxYuqY24Kpa0T/uFPw9tJeQjB1jZAkaXZMVZ2Xye8n5BpB6lsVpBtJifBxYOo4T5sGG64RwhHd2P3888/48ccfsWbNGrpml56ejtmzZ9NElSeeeMKq95w3bx7m8KZPGs+OZBjZ9n19fPQfx8aq7pNJAlHqoO3rv5tJ+6dtPnlDr4s5eZ5IZg78bCnyKyPU/2+MCAO9C4ntLylRzdR1CQvTfCdb8NY52v7+mvcl93W3nT9uNfzk+kOkvkF/zWVSL/1Y/H1d9uHdXH1jFxOjmrXpzHfU+4b7TvG4pb4oEyzZB/z/444l9/+mjrkt6E4qyXfg3tfQMd9bNBqDP+9BvSVrx5a58aJ7zEND5civD0FBXQjONbS26HfLUAmlUtPzkd+F4q7Pd+Lgy2MM/g6icNO2RTD9HbacQ+bGi6ljbs9rhLFjbgvGrhEpkfvoZ+iWPpm6RvB3SzN5FV5K2oY6pRS/VI+y6hqh2/tzyQM98cygtmbHgbHjTL67tdcIQkODMMdH9DAmMULEu3vhhRfUz7333ns0OzMjI8OqMKa1bdjFRPH5o3Qm0/L1TXT2RrqYk+wjMvCy3huPyBB/yF74AZ6EYuVzZteWCK2aBRiMxXv5B0P29AqrP/+Lxw/j0gFNrRipt/NEst/5B+qkt5D4nw2ijq3Xe6aipryeXu2GPp2Ae15Otul7Kja8B+ScxeRVezB7RAf0io/AsbPt0LtzBo5cu42iylr0iA9DgrFzJNgXeaVVTeocEhvFF09BUaNZQpD5+EH2D8NLCKbWvW05n7TGwfAO6N2yGfIKmiG6eYGwcSDycRZqD0Svs6usrIRUx90i4cwGYn4Bmn0ZFRWFVBIc5n3ZgwcPIiUlBa6I7kyGuOHFHz1Ee9+Rx6Svmie2/iEZWKSvX0SgD83AkntLkX6jSMvQEchj8ryPtxQrp/Sj25P/s8XQEfIvlGslpZCTlru5M3ypLDJm/P0q8Gv6VdHHFjV0BCVw65L2MbO152OnyEjaheK3nSm4UNSddqEgJQY/N54jn0/qTX/HZ/zfUd/Q5M4hW8pTFFuX6N1I2QZ/CYEYPkPb0fIWe3cjeag32jePxspf78Kyn+6l57ygceCk4yy6sbv33nvpGt0ff/yBq1evYuPGjTQ5Zfz48fR1UmtHwprE29u8eTNOnTqFxx9/nIY5x40bB1fvq0bWHkhftYMn22PagLYe31eNrC2RDgPhAT40Fk9i7oYgz6fNHkUXnbl+gLZSVapZQPAJ0O6uTTIMPaJsY8tiBPrVq8ZWY8++Q6fbiT62mrcJELXn4/Kf7ld3ofAZMw2ysGj4eHvR75s2eySmDiCLrRJ178GC8hr1OUQeT01JoufQ1JR29Jzy5HPIGqwq4ubd6P/bAQVvHATI/LW6kdBrhZlx4MzjLPqa3aeffkrr5p5//nncvHmTGrHnnnsO//nPf9TbvPLKK6ioqMCzzz5Li8oHDRqEP//802Vq7EzNaEP85HRGSw7wmUvxeOy+bXSG48ldzIWuW5KQheTxpXptkqylXqGJsDdL8MON05oi6Jwz5eJqPTqpbIOEg7ixRYyIMrYLBs6eS7M1eyJdtLHVsnuo+v7x33Pwy2vnUFtdTycR7x0znVDF70Lh7SWl3SaKPz+mfqlVr2Dg2C3N7/CTwys6CbIH36W1WT2V6egSG6r1O/+7pz8OnEjGsYw2ePy+P7H0oUCPPoc8pvTptmYcrDs8FeWVddoLg2Wmx4Ezr5Wie3ZBQUG0ju7atWuoqqrCpUuXqBfHb+1AvLt33nmHZl9WV1fjr7/+omUKrojujLZh0FPqmczF63FNpq8aMWASkoFVWqXOwCKxeAJ5nF9aTV8Xy9Dp0mWs9kr1tXQ37bqtI5VFLhzc2CIeccADc7U8arHGVmKKZmKQl1mG2qp6Gt5Uhzpt6PkokdRpnSOyYVNVFzjudwx+jM7m1a8PfRLyXqr1InIufbZ2XJM4h9xpCUHIOCi6rRFgJw6m7rVSbxw4+VrJtDEt7GIe1Hus1stNpa+as9ct+07Rbk9z86J+jy53W3MhHnIdGVtKJWStupMum1prLmKOrcBAzWRz8HOJVr0H111CL4Ssc47IuuskPsQkq15vNO6Iaot752qSZUrKgpHX/V2PP4ectYRAElHm7RiAKUs7i/O9uHFQrllmkBDdTTPjwNnXStb1QOBMxlQbGTrTnb4GEoXCo9rNmFq37BXfHAdPtsPUAaC6eEvSMjB9WHtVLH7C66J8pG+QF6obPQ/+xZpQlKNT/OSGkmCf7sykNYpUM/b6SYMSSvYYW7r7khgvS5pqXtyrkf4Sco7wXzf2O356JxfzUj38HHLiEkJ4bCC9/YjTon03rq8kwctb4vLXSmbsBCD0oHj0ScpbtyShiG9/G4PLN6LpmsvTE3+3Syz+3aMjjbYoKS+s9cg1l+VkzSXQD/uP98BYB42tXV9dx+jnhTe/PbtDvxGnue/Hvc7fLiBchopCBb1feKPa888hKyEGorDSD2WKYq0lBJLOzy0h0HR+Oy0hGIPfV9LbR+ry10oWxmSYRS8WP+IZXM2Noa/lFkWhOOlRh8Ti+S1Kqi3sx+Uuay4B3sE0lfuvA71s+vxb18yEeXmVxqf+l2/Re+edFyeEPHZ2G4PHlqENOZ8k0lp1eYqrpPMrecu9utnSrgjz7KzAU4ubhWbikRnkhyp5RTWKkv5Qfj+Tbicjsfgo4Z6CUCTkfGo8wWqqXNvYmRLONSWhtPjb+1FSHqj2XgNpayPLubC30OTrXjIJ6mtVbnJhlsrrFMqTy3ri6G/ZuHa8BGEx1mdQp0xOQHF2FUbOSLQojNrUyFu2GFGN5Sl/zRyFvq3C1en83cwsIZAx9Hb/nXRy4+PvpW5CrSWrYiX8vpJ+Ia7vkTNjxzALPxb/5yfnUVNxCwOmxKN5y0C7xeK3fpRJ1wSGTm2p6hRP1wWkqK9VWbu6GqVHrrmU8FL6s04Uo+NwVeavpUikprtEBEXIUdy47kkzMy2AGOChTyUCT8Fm7nyJpzrMMEh5diEa4pT45MG+8JEG4qsNI3AtJwopPc7hjgH7TS4h3DjTmLWsVDVsFXOiLvf3UrcOikk2oFvnYjBjxxAEZ8BSP79K/+755jraDgzHs6t7G9zOVtJWXFN/Tpv+YfjHd33QqmcILu4vohfypP6aujFXx5BwrpA1l+xzZVYbO+I1kZsxWvUMRXqOKnyp1Cy9MFyMWxdvIiL8Ng3zVpZFY92ugcgvUJWRHDrTEfe+3hGhaavUSwhQVEIm0wjd5pw136DXWt4/LqA+04Vga3YMq2k3sBn2r8vCyqlH7LoXk4eojMAzX/fGh+dGY8GZ0XjqC9vWtFyhbMPcmsvtayJIfBlhpAUJKY4i/c8cZ38Fl2PjvCO4WRiMAyfbY/XGO1Aji9ZaMzOXzn/rqmuX6DgS5tlZwdxO29XqHp1GRuDJ5T3RFPljoSqF3pr0dUsY8LgIMvKuUrYxcxR6JUTg2LnWmDZQqb/mgr7qfyvOtV95RVRSoMGQpxDeTtlBu52TDLxHl3ZF8uDmNn2X17qlqkOpN54ptVmw2t0hmqnVV1T96p5d/yrSPmuDrZuvoWX3YBqKROO44NbMTC0hlOYbzlouL681WIbiyTBjZwX1vM6/hTmqlOmmzp7VNzDiOcNFr5aiW7Ts9skLPOFcGYLx1YZRVDmk59gAfQklSV91eUWFncsrrF2/Kb+tKheor6vH9VOlNhu7ulpNHHX/muwmb+y0tFNJ09bp7emN8NXTR5GX2ejx6yxbG1pC0CrRkQAvt9+m/r/2Q5rh6a/cJ0JiK8zYWQGJnzfUq0ZMNU+s2NPJzigxWvd29Lcc0Yzd/h+zjRrBzF2FyD5bCi+Zl0W1Yc4OYRLPLsTXF5+uuQuFJaHUm+KyNflrLqSjdH29KqGkmqdQYSnzOm9HXWO2ZVisL17dMUSQJ8F1vhZKlzEGGo5ZSFT7AOScVYXbuISHpoqudirXr44joqUf9NspG6e6jKdyItFucFtZbNtkit99xB0y1NmanRXwm0QqLMxkc2f2r7mu9VjWWEjKLwoWA2N1Xwd/ysF3L5ykSTLbllyCW8CTUPKZuhTzDj9ELwwLM1QXB901F39/zX60NEuSTwP/X5WWeRLWhkOt5dFPunpMRwuxtVPJYz5xnQ207jZBbWW9tqSXRPNaFc8QNgWYZ2cFUm+JOpSp4EnmeDrXjvE8OwnQrKWfOqRSVy3efrh1pVJrX3O07G7Zie4KWCqh5L15P1CmMnih0b6i1ED5h8ms9iQcAb+EhXDitY+RHHPMKk/TXaD95vL0fTSinboxXaWduiH9Ou5ITkLNyo/QIk5VtN2urgExzaNRXumL0grzbZv41ycpOZcUpMxONTbo+p+VuOOEhBk7K/CSS6Co1l+/83RK8mq0ipL7PhSLze+eF/1zqss0J6FfkJdWuMsdsURC6dWdxsONFsEbliSMaYhN756Fz/m/MaQXqCdBOl97EU/ChLGzl0wbLXJvTPqK8Muy2tN0F4Ropy7ffR4P9EhASM1RoDGQ4Qdg+sPA+axm+GbTvWY/h3998vKWQEkmQY2nV50NE/Vbly0TInAFmLGzZqf5aKQ8uLW7pkANLyTiG+iNfpNi7GLsGngnaERigMckqhRmlyOwudzhvyOybYBBT6Jn83pIlRexIV3T+Xp893hg6xL9N4lqT4WpT/6ZZ5fvmJQSjszdt+HvW42oZkXIzHeep+nq/eoiAvxw6rywYny/YG+UVasmKMEtfFCSW4P6xmsXv1+kpVw+XAR3gxk7KyA6cOW3VPfpTKmJwDdC4XG+ehftjL9v2ZyZp0vP+zR1Re7O/OH71PcHPRmP+1/t4JDPbdUzzKAnQfZsXYiSehBc5+uJPRJU3a514LowXD5oWobMWiYv6YK3e+5Ezw4X1WtWQjxNd4Vop5KGphFX0ql26sSVf+PQ1dt626kMXwX6tWpGtVNJG5//7e+LMzc6ICzOfMTgP3uGaT/unQY0OmX1ddZ7dnkZ9itWtxfM2FmBf7A3uGHJz27ydF7bPQgH12fjwt7buOultnqv71x5VRRj9+aBYdjz/VWc21GA3g9EwRNJ6Oq49cfW/UIgyRCn8/XNq7zCdxv0FXU9TR8AbeJC0KvTOYs8TXfGGu1UIsI+ftZIjLfyM719pUApbFbOETMhzVEwY2cFRFdQTRMydkSjcuyMtvTGX/TmPL78S+IofhDtxTtmtaM3U5DCWHctiu00xnA7lt8+OEcl0sRM6aYeuA2eBO183dgQtKyg1qTmplAMeZrTJgB19ZZ5mu6OWP3qLNGz5LAlKlVWwBM8cJOGFczYWUGnMS2QsauQqvA3iydLxk2XsbPa4PqpEoyd3VaUNHRLyDpsvVCyszG2bucb5O1ynoSsi0YDUU48A+6+n9Qpa1Z8T9MTsFY71Rr8AjXjy5aoVBWvvthd2jMxY2cFfSfE0xsDohWSW8P10yVuY+zyLgrTKIxJDnJpT2Je6hCnr1nxPU1PQFc79eMHeuHZQUn48u8LePHXY1Q79bnBbdUiz3+TEH9aAcpu1eDOl9qaPAf4hd8PLuiAgY8l4I8Pz0Pm64XW/awXU+fXgPLLg1wZZuwYgiCCzxvezIC3TIKYjkGY8XN/u+y5JeP3I/tsGdVd7DshBuPf6mh02wJePZ6rc/iXG4K2i+8SbPNnkRqooBZyKnjgLZc61ZOwt6fpERjQTj14sp1h7dQJr2Pze+fVyyepyy8LnvAFhvnQbXuPt11rtttdkUjfko86RQOS+ruHl82MHUMQRzbk0BOMSFBlpTeucNuB3Mxy1edUN+Dkn/l6xq7f5BgU3ahGWJwvRjzXCu7C1WPFgrbjevfZGiLVzcIT4kms+PsC5hjwJDxpzcqVtVM/fag3fKRB+GrDaKqd2q6fHD0TTuj1q+PLfpUXqnRKhZDQTby2WA+805ne3Alm7Kzk+O85yD5XSrXn3O2gWwO/m7Vu2GLpA/uRfaac1hzamlLPL29onqRfRO6u+5qfvWZLYofYnkTarJHoGd9c5UkMALqb6XxtD1zF03S2dmqovxxVXSajRWEsKo6WoMW0eVDoaKeSCQhZI6tvTC6psUA/NdDKrveeAjN2VrJmzmm3vwBbQhXvpPLhZXQRbpwuU6cxn9yaL1r9WI97PKfsgC/IS9O/XcSTIBfY/+7uh8zb3eAf4YueCcdNdr7mrwG9f3qYKAXyruRpOks71dtLSjVS/UMiMHmEAc/3+5l0O9ntXHjJpLTjhLVyhZ9M2I/qijq6bjfnN8+rYTQGM3YMQfDVFkKiSFUUtNRUuOwsrv2LGPSa4DnGrl6huSgFmNCqFIN9a7Kwf+11hET6ovvdUVprNLqeBFkDe2AWtwY21KAnYczAiKYEo+Npqtas2mNqioSuWX3iYE/TlbVTyXbevtdQyxWG89ojCeXGadsLwn+adxJVxXWIaO2PYdNau4XXyIwdQxi8NOWWPbULomM7BeHi/iK9MKSlcA0lTV1MtyzIwKH12XTtMLF3KJ5d3RvuwPBnWiJ9603ao27AI8IzeYvzKi1ex9u29BIqChVUpPvivkLthAQdT0I3NGjIk0BUG4d6mjuO9saOA51xLKMNHrv3f1j6UKBRT9MTsEQ7leDj743KojqnyhUe+bVRNi6ViGzInZqVLRRm7ETAmguSO5Oic7EePb01Lu4/avP7Zi/9P0ydkIO/9vVHVp7hDLNjv+WqhaIvHXQffb47X2pPb5ZCmqNaOrYUvA4UJORlqydhafmERd/VgKfZqmsX4EA6TdL4bM14vPTkz4I8TXfn7YE7UXG7lsoR3vtaO6PlTSQyUJRdbbZWTnfyaC9a6Ux+XRXWz04EyAWpKRGbrD24W/dpJkr7jzBcQlJcIfp1PWt0G3kAryjWQ3VJQ2N8IA/wQkCYN8KtEC3gh0xlvvrJMLqG7tCG61h8/z6qm/jLf04b3e7E1lzYs98f9TS7jNRKpS+tCMS+hpfV/f7I9p5K+a1auvZNJnOntt40ul1IJG8ZwcQpcPOcY/Qr47rZtzZULJhnJwI5GWXoMtpz1pdsnSGSTuNDn0q06H+Iun1QYCXVROycdA27jup0RW8kINQbhVmerUv62s6hNv0/P7Tlw1PMMMZvb59XFwkf25RnNOHq+gnxJ3XGPE3SyZ1Letr1QzFGHdX3ND2Z4c8aL6uJTArAmdQCs+9x/bRjJuFyN+lGwjw7Ebh9zX2Km63h6Pps8xvxHIgjv+ZY16G5QaV2r0QD7higr4dICG4ubFbramHuN3qnYuEde7DxLeNeq1jwBX4Dm5m/EAWEawxInYmEh8IbvB5mIlZPGDJg5ILOwYWtm4qhMxQt4RMnUEQ8OjkIMl8p7RUYyNfz1Wk71VRgnp0IlN1yv669llDJb9hp5CIn85Gq14pu82ryLOvQfF2ldn8iC/d1lkBhQO0+KToKZxAOd4J0iqgurUd1aSVuXa40qQojNuFx5sOgMcmBmjUgE8l9FUW1Wo1A7cmUJd3w0V37tELj7uJBWMOp7cL7BLYfGo5RMxLRsnso4noYN3ztUiLwwclRJt8r61QpwmMdq2nrLJixsxZyrqtVDMQxdopNH6D6ygn4JnaDbNyrcKfkivB4X+RfqDRb+2O6Q/N5rQ7NhtTuO/k34DdMhTthaSJN+p85OPF7Pkpv1qD3hBikTE6w+rOj25tfT+k1IUZQWKy2kr8WaN+gkK6o+Pq55zBlcTd4Knu/13S6MAcx+vzOI7aQf6ECuMOy/7FXt3p7w4ydlRAVA25tpKYxzGIrDddPwVfmRf+6G30eiMXv8y/Q+8ZCJmKo3fsEiCd55BT1GQHqKev+dQb1taqxdetqpU3GrnXfUEGegqWJL35B9g8pkgSdqtJ6xHUJwt2viHNxd+V1f2cIKxfnGI/CGOPiIfMTI1eEGTsrGTu7DbLSixEW70dn37ZCEjRIwkXmzVIkNQ+ij2Vu1KGZJKQISUqxVe3el4gHf6xR8XAHqkp46ikGhJl18fKWor5WNYHijJ61xHQyH6LSDQ8aCxnGdgxCToZKFq7dEPuHkt86yJMS8XD4E2b/UHEmEiRCkLGjAGFxfugwLAIJXfQFm8sLLBeBuOGm2efM2FmJ6EWUJEFDqUrQODbvLnilrQTcyNhZQlNTu1fU8C5kYeZPOS+5BGjMeaqva3B4ptzRDXkGvclZG1Js+i4MYRm0cZ3Mh57/0zcN1aV1dIL85v5hBhVMfn39HF0rJuz88hrmn1Kt383e3A9+QV5Wr9UVXHbPhDy7GLvs7Gz8+9//xtatW1FZWYmkpCSsXr0avXur1C6USiXefPNNrFy5EsXFxRg4cCCWL1+Otm09O1RhPkEjS5WgkX4d47vHAwYSNBDV3uEdmvl6iC/9d4DZJq1C1h6bkto9P+kjoqX5gmiiPUqkmOj/WhEhf/PYMNrYNu+8dZl2p7fdtCl0yrCNkc+bj5Bw44Nw5WihwdInflRAyguN6tbJWsoDizqj+54C6uER9ZQma+yKioqo8Ro+fDg1ds2bN8eFCxcQFqZxoRcuXIilS5fi22+/RWJiIt544w2MHTsWZ8+eha+vLzwZ0wkaqjUvkqgx0UiCRlXGPocbOz5CupHXXDkraO3RWrX7RefHwF1pO8B4SjlfaxSoofdJOYalBAbKaWG2JY1t+XVt+RdVa6euUuO5ZsZJXD5YBL9gb7x5YDg8PeGtVQ/LQsTX0osNGju+tyjzES+hiIyv7nfE0Js7Ibqx+/DDDxEfH089OQ5i0DiIV7dkyRK8/vrruP/+++lz3333HSIjI7Fp0yZMnjwZ7sCu1VewbellqgUZ0coPL20ZKOj/bE3Q8AtybKNES9RQSOPV4ks38cpUJTLzza89Wtqh2RPo+2Cc2W0CaEiqwqG1hDI/L9RWNK4TGtE3JeK/pCdalzFRDhP+/eP9DFzYW2hx7zZ3Y1Gm9RM4Y2FFfkRB7qvdqaQpIrqx27x5M/XSHnzwQezatQuxsbF4/vnn8cwzz9DXr1y5gry8PIwapan/CAkJQb9+/bB//36Dxq6mpobeOEpLVQukyckkK9K27/vDD8AwXp/LnTuBRx9V3Z8zR3XjKCsDOjR2rxklz0Nzb9XFITejAnHmr2GNrMDGZxegU4jlCRq7LnfDtF/mAm9Z91tTU4H2vAqCNWuAV15R3V+4EHjkEc1rmZnAyJFALAowpNHOkJCiqd/Z1zsAT/S7RIvCubVHxdaVesaOHLfycuDXpxajZ6Ruh+a2eh2a98xdjMd+skzt/tw5IIi39LF4sepm7pjbgrHxMtlP1XCTwDcSI0YA51XVFlr09ZajjVzYPg8MBDJ09JFffhlYu9b8Mefji36og5zekAWs1PvMWkz2y6MCwL++kYGeb48xOF4IDz8MLFoEg8fccpLp59KGpY36nPzowpQpwK5d5o+5M64RtjB0KPDjj9rPceOFHPN7eZ5gcV6N1jHnmOSnhLRx3F3M8lKPoyGyI4j2LqTOZGF9ALbVDrTpGmErpsZLu3ZAWpr2a/xjTmhocJKxu3z5Ml1/mzNnDl599VUcPnwYM2fOpAvlTzzxBDV0BOLJ8SGPudd0mT9/Pt5++22953NFkMnj2VD14+xGwZBGm6qGXHi414oi5WgerHmNe14Ir++di9//z7IEjefXPoNvD9o2soiOLp/KSs33Jvd1tyWv9YrU3snc9s8P3oqUNjprjw0N6NXmHDbw1h7HdYvXKw5/ZwiwK6M9ujbXqN3LJMH4asMoKgB9W+qL0R3S1X3V+iVkWLR/DUmJkWPJvYepY24LhsdLLZCkui7pJpTn5xv+3JwQf7ThRSBNfTf+xZ2wfdklKH+7hId8JShW+KKubrDRY66N6fB0jLwUkpba72NovBCKDJQV5uSoDIHlyOn+Q+P++2FWOv71xyD1qwUFms81dcydcY2wBfK7YGS8kGMujdWUPlUWK+g+1/1cSeN+o9+zWo7sxlM5NLFUbQRDpJVa/yfkGvHRvXtx82Il1d9KqorFrkLbRBJMjZcQA8uL/GNuCaIbu4aGBpqI8sEHH9DHPXr0wOnTp/HFF19QY2cN8+bNo8aT79mRUGl0tO2enY+P/uPYxo4owTxjRiCzS+61ei9tZQrueSFERFiWoLEgayn+uhFh0WcYwlvnaPv7a743ua+7LXkt2kezfkNOLW77+eNWw0+uP3zq6pW0KNzU2uP4rsAdyfvQ0CCFt7cUAXI/LPl+HMorVV/ihd/nYlLWdrw7VtVXrR51aBVbCQVUr0/0TYVMovKqz9fG4Fi9vpYj50lxkGPJfXdTx9wWDI8XOdZVjcHQlFq8+4r21Z7M90oMSIDWQduCmfpuZJbP51zaTWoUvKRKhMurTB5zS+jupS1MbGy8EHjL82piYqz17IAapRd8G493tPQUyj7+VJ38RM4l7nNNHXNnXCOEIkc5anUmG+R36cKNF3LMJSQq2Zi8VFNZR/e5qc9tkMvVryvpP6usGtll/P8Tco0gheg0RFoPJIcW4KLlWuVamBovOj4RhX/M6W9rEOb4iG7soqOj0bGjtqXv0KEDfv31V3o/Kkq1kJqfn0+35SCPu3fvbvA9fXx86E0XEr7RHWy2QsIVN24Yfo3MqLjX/v7eH5vf1QxwY/8jRoLGfxZF4D86br4YkJAEPyzBh4QyyG96rbsCtY0zOh8/KW6ocmigWGnj2mNAECoryiCDFF9seQzllapZC5m8qPblaChKNH3Vzh/JpaLBhJfb16tDOKP6lGHzL+Z/q264SegxtwX+eKEeCrSTU3TDMxzlheF4u791Y4u/riX10g5JmTvmpvj8kTJcPaL5TrrvwY0XY+iGWi1h+7JW2LbkEr3fpe1lreQn3VCf0GPuiGuEUF5up5FFG/lCK9wxq53B7fjj5bUemlrMumolDQPqhgJf5r3Nsy/6YcMs1f2Fd3jhVmMgyctLafL7GhovfA86uasMX2yE6JgaL7rHnHjXhjxAXUTX/CGZmJkkmMvj/PnzaNmypTpZhRi8VBIcVn/ZUhw8eBApKe5TxxPf2XYrq5ugQUKWxR89RMN65DFJ0CCv0+02fYCyjyfRv45EUV1vUDCYFIeTIu+IQB+69ij3liL9RpHa0HGQx+R5H28pXXsk25P/kz23iqrdy6evQeFNL51MxMbPCImgr1NVfF4DUf4MvoKXgu0pkHW9IVMT8OCCDnhlu2W1ljUVdVYrccztvJ2WmZCbbqeLktwarcxNRzL6edWx9/etRlJCDk1+IhdckvzEx1nniJgkDxFWYiPnZVfylW2MEdVe4zmSrFab4Bm7kEj3KT0Qfdi++OKLOHDgAA1jXrx4EWvWrMGXX36JF154gb4ukUgwe/ZsvPfeezSZ5dSpU3j88ccRExODcePGwV0Qokxhli2LadNKmqAxaySmpiThen4zTBvQFmmzRtLnyetkO2dJifEzuiJ1yg5IcbhsxDSEB/jQtUeyxmgI8nza7FE0yYYWh5Oicp6KPb+7eXxX/UmEfvsXzUW8lndx9yTunZtMm3c2b2nZOCOzfGONW83Br8vS7XRRVapwmAi0MXp2uKhOfiJruUSIwVPk9jiElh3IeZNCIeUpCV0051Ugb9Jqa7ZvRCtNdwpXR/QwZp8+fbBx40a6zvbOO+9QT46UGkwhKTSNvPLKK6ioqMCzzz5Li8oHDRqEP//8061q7ERRYM/VJGiQLs3eiV3RetZcKDYvQE9oEjSkOWddQkqs610t7F4cPvZFjQdnDOKxcAaS35XbFcW33+iVqmpRIwF6T4jCpPldYU/qeLN8uQ1ized2FGjJv/HFvWX+Xg4XXhjY2wu9krWTn7SEF8puu8Q5Yo2klzU0b+Wv1lyVGSkrGP9WMrLPlKAkv1ZLLSU0ysZFNh5xIkS43FpB5Z577qE3YxDvjhhCcmuqcCFM4rkRQ8eXw+LktELTGhM0GhpAJm/OkBKL7hCI21erqORV93siRS0O569THN+Sj/LbtQb1+3TxlktQVy08hGMKe3sDXC82MoO+dcVy0V1L4c/yfS0MVxGRai7D7+Yl7XA0v/YuIEzmcOGFuweYT35yR7m9fT9Yt1j89Fe9zG4z4BHDKjjhLcUzdom93UeYnWljOovbuTTxwttLCtmTn6kMhs6MVtaqB6ounab3N5+85hQpsTm/mb9gGCsOX/H3BcwRUBxOFuSNLcobgsxkOc2/hnr3Ed9u00f4heHt/jtQWVJHjddruwYhNEpgUb2FjVv5yPykqClX7dCqEoXR9w2PFe9iaanwQm1dA7rHhdGJ1MSVuxHkozK8H9zfjSZEuaLcninyMssd3u0gUoAKklAEj0sXgBk7J0ESLmjihUyGLQsy0NBwC8N8voG/j3ZIgiQykhkt1+vNJaXEeGuPZK2xd8tmKCwNwNMDk+iFiSsOJ9thgmXF4YbwC/JG2c1aq+W0nCW+3fuBWKuyKq+fKrXqohJh4Qw+JNIHN8tVqbd1CuP7Nb6bfUNXpjpjbJsxAsPa6UcYSPRj2S4XPkeMwE0uCP529pg54jrZpo3prjBjZwO2ajRyiRe7v86if6s7Dcb9w/e6jZSYsbVHkm0ZeV/j2qOSt/aYa0P+OQ+ti4LSfcS3LU024cg+W2pQ+9AcMR0tM0oJ3YNx81Klwf06ZWlnnP3rFn297wMxTuuMsfbIVaQkRqCgogbPrzvsPueIEfj6lQldzHc7sETm743uu6i3SBJSXts5VP2altSbc3KNnAIzdi7EkTPtMPL+MkQoT1jV643LchSLnV9dwdHfctC6VxhSHk0wKAJtydoj2U43lPmfPml0PSiyjT8e/6ybIA8mNIokMhmoxnYx8W1LdEVNcftalVWCzm1TLOsUkfJIPJUDM4QzhH8NJT8Rg3cmtwQ/Pz0Iyyb3waRVe5x6jojJ8OfMdzsw1o1Ed+Kdl1lBk7jIrThHRwLGzcXUrYUZOxcj4sl5ULhIr7e/ll2mYRZy4hz6JRvzT48WtPZo8ILVWBwuu50L8GrmuMam10+WofRWjSBj13ZQONJ/z6ezUhLSdFXxbfodRaDkpv7FyhgLM6y/iAlJDnI0hpKfTucUo//C/2HdtEFOP0fExNJuB6bIPmOVNpsg3NVQMmPngrhKrzdFlSYrwTdEZnbtkc+qZ47i/N5COrPscV8kHvm/NZAoFFrb6RYuC73YkvozchOKrd3RrfUGzm6/BavhCf1WFonjIVpKeWGtw7obCE1+WvJATzwzqC3tjHHX5ztx8OUxbtsPkXj+HUc0Q9apMtTX2pZVrMvNy67TpslVYMbOBl7vkYqaxrYo3e5sgUc/MSx3Zoqrx1XtS8RO5xd7PcFUsoOuoSNwho5wJrXA4HapS1USUJ7aHT2Pn75v4dqIVKopA+AnMdgbrvyArPVwxu78/gKsmnYc3j5SGm6e+UuKU5OfyM6cNjCJdsa4cruChs+ddY7YWqv71BfmSwiEUJhdrlVLV5zTWJvDUONg4R/PoqZScxHK16lLEkr673mCZrSfT+rtVCmxdoMsu2CQHn8cXJ80Xc5su+XQhXLiMZNQK9l/ZNZPZv98OG+AvE5DsjaGvcoLNJ6Gt9yyU41q9TZSU+U4Y/fhudE0TPXh2dHqNdojv2bTiQs5jiTc7Kzkp54J4SpPe/qP9C95PLx9JH4WcI6Ywx7nkCPlyy4e1G4dUFZQY/LcerlRFo7cSNukpgAzdrbsPJ5sVXW5dbJVJK1cyIx26oAkKOq8MDWlLf6aOcrhUmIpk4WHDQl381VoBaxF+QZ5WRUGys4QnqhCILN8CfGYS6u0vAEC5w2Q18XwBiKTAtQXGkvLAPhSX/U1wsorMv6+pbmItdckL9iKOkPTwdl73ISPJDeF6krNEam6sGj4eHupzpHZI/FUShIOnmyPqSntkDpL+xwxhz3OIUfKl+XorNFxa+FCuHFK+Dn06UMH1GOMqAO5EyyMaQNUELdx0l1r5ey7KLtaK4RkKp3f9765+O+Ti9E3+QQ+eSjQoVJilq7ddByuLS1GjFJssnZ9D18TM65TsGiZaPYsgLeEGT83ti6wAqISU9sYLKivF7aec+UQLyQuYodzkjhkaIJnd8wkP6HsluYc8ZPjzI0O+G1nf6SfT8Rj927D0ocCBJW82ENcQMh7vjt4J12ri04OwqQPO9lUoH3rirb3yp98mztmty6XW3W9quWt6bsDzLOzAS9vze6r44noWkJ1mWZQejdqGZqa0d71zRxUtZ+IMH8ZT0pMaVQc11pIaCMh6iamTtiMNvG297/Z+NY5k6+PnW1eE1OUFH+ex0w85Kf6t1V5AwbEt51JUIRmciE3on2oS/5F8ZISTm3Pw67VV+h9bl3amnCsLXDJT6Tzha6h0ztHhk1F8ry5VA9y+s7H4T/mCfo8V/JiMpTJExcQ7RwS8J6l+bWoKKrDxf1FKM61Yo1NYnhCoqsZyw+JG6LIgs/md0FxlOKLWDDPzga8ZBKgyjaNxjpeFpZ/iLcgKTFaZtaqB5RZ6ahvUNKCaLELow+szUL/bmeRFFcIZb1KssxSiPGuazzpsk+XmTRQtqRdk9KIhC4CPc9Gj/mTB/tALgmi3dGv57XA8cxETJvwX9EL4K2F341bKFoXLSuvQ1s/ykTaimvqx0QMuo4nAi0PsK8ItJDkJ2PniIynB2mo5EWRe150cQFbBAtiWzRHWYU/SisCrBr//CQm3bAlv4OFue4XZbeETxb5k3oSfXAnmLGzZecRT6xxyU1pZQ7B3NQBOPpbPi4fLES/h2ONpvMbKowmgtpeUqldCqNLz5zFmP5Ej7MUbeJgVWiHtOu5cqjYoOe77RP9TEhruZZeIqhsgV8AX1keg1X/Hanujp6VGwXpoMcRuuc7owXw1nhH7YeGi9MhQwCVxQqbw4097o/VMna6WbmBzRwjaWUOYyUvWtsQb3C6puSldO080cUFbBEsePqBeuQXhOGLnyfAGvjdymt5yXL08+WaibiPoS4VEk2ou4I3bszBX3qQ+zl24mMrzNjZAGk0aqtGI0kXHv18INDYoJJD9yR2dGF0r/gD6t5hR+fepQrDWGjsHny/IxaO1m6waShT0dakh/wLAtccGr2B4tJgfL3hLtQ3aJ+sl0t7o+2TfY0WwFsC8Vy/e+GkQwtx+SUK5kJXxjCkksNf/2ue6Dr9y0wZOkPb2eMcsvY910wdiAC5N5RK6ycPCd1DcO1oCT3W7YeQkgwN7xweYfJ/JRJNx/EaC5Lr+Nc5m5vAOhj3+rYuhiMPtr0Ko42FYVrF3lCHYTadsC48qqsFSXp3cZJTkz/sSm9iyGoV3ai2yBv4oOtOg5OT83sK0HF4Ry1vwFoydxmun7QnCl5I3NvCxq3GKM7TXutKtKBzgzM4/nsO1sw5bXCSYY9zyJr3/OrRfvD19qJRk9bNJWgebllGMcfzP/SFtUikEigbzwGLEk14p01QhA/cCZagYgNB/BYqIma/GcPWzuCGIGEYGl7RuemGYUhoz9B29P9NwC1iy3ylkPsYnhxYFebjeYNlt4UbS2LA+GE5PtnnNOuKthg6wsmttkmFZZ0q0qqFsjTEJFaD1f0/Xtd63GW0fgNfVyKO15HbUeeQpe8Z7i+na+0kakKiJ3cN0g+Z2hspL/O7rsa6NZjwOPdptk1gnp0NtBkQrlIHkQABoZbvSuLRvN51JzUIwS188GraEIdLidk7PEqKk+0Bf3G+2oKaIqIGYkw4uSRPuAalOXJ4htOaMG14rOXhQr4R9xcp6kCUcNypf5luNIEc73Y6gtj2kOMz9J6kBpCcI4RQPxl9vqZWCqW0TpNUdiIL93WRQOHg3ntSMgltHO71Jto5maKFiH3xHAEzdjYw+LFW9GYtF/cW0wstyZwSGooTW0rMGbqRxMiTyGVgoFyUGseaKuHG7pdXz2o99g3yVmeykQmHWPAz3GjWroVYpUnJDzE197HpQsh5iYXZVW4r/Ev478ILaLcxwug5lFtcKZrUmO55+b/p+r33fOQNqG8gURNV7z3Sef0BK5PKyHl0ZlsBbpwuhbdMgjtfaq9+7ZXkbepJ3IMLOuhpybYf3AxnU29RDy95WITHdyknMGPnRE7+aVgqzNGF0Y7WjUz99Io6449kjS0w1E1BQI1jvUJl7eoEKowQiniagaTP15sHhsMe8LPjfByUrh/VPoAWF5PM4K536Dc4FQr5vtwEoKbMcVJlYkFC5lydWZ6R5CXuHPrl+DWtc4gITL9opbiA7nlJsqVJuDK/rAr/XCt+7739P2bj9/mqpQYC39hxhs4Yjy+1XMeXy1MgBevE6yXjzZ1ga3ZOJCeDdyJaMvnXkRLjCqOn2VAYbW/dSJKc8uHYv2kCQfp/NetZ1oZQ+k6KQVALOVq08cfo6YbXSAzx5v5haNM/jHovd76SBHtRzwspiukxmuKlLQPpxIHoW3L1ZtYQFutr8He4C7GdgwzWm5kUF0hJUgtMWy0uwHvP1JmjMCAxEhmXW6J5oC9WPNIXcm8p0m8UqQ0dB3lMnvfxltKoSUSgjypq8vQKUTyrhK7itW5658gI2kZqUeYYh5XUiAXz7ESAhBNUhc2WDarS/BrDUmHm0JES++rXO2lh9KmLLfHE/X9aXRhtr04Lcztupw1aCZvnn0cVr67HWq/n/lc70Js14cF/fKfyTu0K7xobx7v4ugNJ/cORc7ZxIuZ+tg7j/pOMJfcdNH8ONRBxgb6QSwKx8a++mLLledT+sgDd609adw7xzkuZJFgtWPDBm9vQDDdEj5oI9azCE9zLKNkL5tnZCMmUe63zTnw68bDF/8uvb5H7CTsUhqTEyAlFuHwjhmaFCZZJMhOGIScfUZH/zAoVeT7+YbwedgW1Wt5cdLJ7LXJbQ4/7YkQvAbAng59MoN5dp5ERCE/wU2eEvtV/B9wBXQ1W3TZa6nNIKkFlWTSW/zQOxUG9MK/LX3jr1Z5Y/O1DCJD7W3QO6Z6XP20fi+xbkXQSK5vyf5D1fxBkPitm1ESoZ2Vou/LCWvzv0wtY9++T+H2Rc9WCHAUzdk6kjpcq7h8mt6gwmvynoRODC0eS18l2ZHtbdCOvZLewLbQDoN9klTKMIU9h9AzrNTHFgFwILU3xtxTdbEBruJquUqIxxQ+z0umF6+yOmzZ9Fsm4fHXHEDy5vKfWhKy61LrOHs7m9w9VySBqbueitk6Jg6fa4euNd1EVnSe+7KGuOyur9MfC1Q9bdg7pnJfTUx+m4WRyI8j6TYRU6oV8B3TbEELqF5fw16dXcHRjHnatzBL0P6TZMjGQpLuGbuNld4CFMZ0JbxG5RaK/1TJJAx+LQ2i0HzqNbm5QJsnSMMzSB/tA1qgbebsmBq+/dgg9lelWh0fHzmhLTyxCy+g8jBpwENv3piArr4XVhoAIVf84+wQV0g5qLhfUUJQYM7JWR9Y6uFBmTCf7eJYPTzyKuJCzOHyGJALYns2Yl1kO3GF6mxNbVUaOXLzEyqDk92wkzVvdBfJdOU3PbC4kyzuHbvZZgt9XnaYJJASSGTz8H63U47S2VgY8+w38JRJB55A5+TLq+dXXq3vv8TuuW5sQY2g5Rai317yV5cklGdtvqfcPwd2ydN1n9LoBt65Z3wSxnY7cjyl0T6hxb3TEsKcT9WqMLDF0/DCMsi6chnZIeDQsxk9dNGtteJRPv64ZaBNbhH5dtUsALCXz71vIO1+B4twaQQ1Ff/tA1XWBpNRfOqBpdGmvRfZOMScRFliPUX2PiPJ+t681Ch0agYSl7EGDwj3loTqNiKAhxNAYH4x/S5OlyNFuSDQWnFU1qn3/9DD1pIzP10+fsOgcMrmtgf6UNifE6HDrsukxwiemg+WTvOxzRnpvugnuM3rdgBunSvUMjlB63G37uo5N8FTkP18zDnUNqhM3aUCYURV5S3QjiUfl612FTm1U4tKdk67hrwPWnzwtu2uvy5jj0Poc65KBrECs/miBEXJUFNZSaaeEHqZ/74V92sXytrL+tVM49b9bWoXqwZHuIw/16CfCU+v5Ex4ibsz1pryk0/1bKCSUXJJbg5SH49C6TzOj/Slpyc/mBTZFTfhc3F9I1yuFTLoj2lp+nSrQ6ZnnbjDPTkTyMs17GKIWEdupdxhn6AiDHtOksJPwKHmdhmssFEhuluCHnh0uqsWlyd87B1nv9VgSflRs+gBP3/sT7c9nblZraedze/ZHe3PfMJrmTVRozIkXZJ0U4XvzOLopD1U6a3RRbd2rrsoaSD88NUrrPOZdX2Uh/fd8LJ9yFJ9M2G++47pIUZO882XqSbc5Aq0QdNDqmede3X0ozLMTkUJeF18hiBXzXjn1CA3NkZqo5CHNMG1lL6vex1AYxpA8lLnQjiFx6cnj6iG9mYENXI+vE1m4t7PUapkkS8KP9VmnENdCQkOnZJ3wsU+7GN329Pabetl8xjAmol1VWYPNJ8XvMWiKW5fFnXX7BnrRxqJ82g4WHmp3ZZY9eoiGs5/8qofeRb/3+Fj89O8z6sdfPHbI8t6CvCSs1n3DzHZctzVqwlGUrTJGfiEytTESc521qlh493NXhBk7ESm5KZ62oiVcPlysrmO7esx81p4pbO1AYKzHVzTJPg1RUnkkW2WSLIGEEAlc6PR/e8tpWyVj3DgpPLRqrJeZzFuploMSs8egKUrybG/cyic83g8VRWXUGx414AD+2tcPHUeo1rbcBVKu8esb53DlSDGaJ/pj1gZVEhPXY/Htnjsx6Ml4vXpNv1Bv9YU9/0IljQxUXzkB38RukI171aLvQJLHZFGBFvfeE8qQqQkouFqB5m0CMOCROPpc8uDmtOhbbKor62xuIeVMmLGzFV4TxMoi56Tjyvw0mWcKXldpayAek60ep6N775kkbaVaYf7o3LsxduBRABOMHsPCG1Uu8ztJenfOqVLknClDizYB6DjceMeByhLbG7fyaTe4GU384brVV/Y443aKGV8/l47cc6r1qxuny9RZvHxGztT3oJ78vBsNQXLUXTsNX5kXGq6fsvg7cBMrS3vvCeXeubywq52prxHe/dwVYcZORPX9mgrn6Aj6BcvUM1F+mxdn4Qxx6bJ9W+Bbcknv+drqKrMK813a+uJadiRKKwJQUaRwmd/5fyP3qEOJ5jRE+VqcXFslW+g/KQ77V51TJxR1aJ1ldaKNs7jrX22xatpxree+m55udu1KnVRCwvhBpZBIlHT8CEk2siUj25nUCihbqFdoJtJyNypD4XC/b+xidLu7BU1vjmoXgLGzhGstvj1gp7qQ+YPhu236DiFRPoIFYB2FPfqGmaJ+/48m+vJpQqdyb6XeNg/fsRsTRqfpGQ1n/065n2YuSsSdTVHH04D0lttu7MhabZ/OFzQJRWRgWZlo4yxIOI9PYXY5FcrmhytNJaq8sn0AXnnmD4uSjfZ+J6xA256Q30k8WEuWJPIytfU6DcFveCwPdD8/yf2+sYvxyP91s+r/qnhhp+oK25QpopMC1esQtkJmpiHRclFCVvboG2aMakUEfGW3rQ4pFpU0g1+IN7re2cJlfqdPkGZhxFBndT5dWmeiR4dz+GtffxQrVWs3QjGWaNOr01l1QpG13epdBbL22PDjc2gdO5rK6hHum9fe6D7oQyLMZ7nIQJbgZKNLh3jlCg7I4UhbcRlpX1xBnaIBkUkBeHHTACydcEgdESAJKvNPjTL4v2SNr7amDuHxAQhPNJ9pS8Yvv2OIu8GMnZPgEkoIQRG2GZakgeHYt+aGCN8KWDhaldBB6H5PJKYsts6Y21tcWpc9lf/A/R1/tzqkOGjmXFiYc2f336kqR2mccZuJTo8bvo8mxjS/OxW5Pedb9N2NJdqEBmkSihyVaCM2pJcg0WIla48h/kr06nhebexI5qW5faCKDFwQvA9IfZ36f0UIJ5vj2OYc9fJJTuP6pILn5Ztavx3/VkeLPuu+19shY0cBLUEY+U/hnUaajLFbsGAB5s2bh1mzZmHJEtWMqLq6Gi+99BLWrVuHmpoajB07FsuWLUNkpPU9uNwO3sUr2ooCTz7th4bDHojRiVhXXFpMmaSX/jsAgVFy3rpLZ4f25TP1O8Xoj8YPT5v87PP7IJU2qNeVkluS3xzlnglFItOspR/KbxRqiRn8sbsa1Qo/u+wDvrwaKd+wN8EtfGnGKP+a0sBbW7OmcbC9mlV79Jrd4cOHsWLFCnTt2lXr+RdffBFbtmzB+vXrsWvXLuTk5GDCBJ0MOTeBiO4uunMP3h28E189rcngsoROoy0PnfGxV5ZcymTt7sZWYUeZpKikQL0EA3v35bNERDvjSqxNv7NZywCHFLGTRBvi3ZI+al/aoe+aMxk9s7WemEGPDpfQum+oXfYBX3GGlG/Ym/B4Te9Bjgbeur23L0vLsLtnV15ejilTpmDlypV477331M+XlJRg1apVWLNmDUaMGEGfW716NTp06IADBw6gf//+cCfSVlzBzUuqmVVpvn7YTAidxjhG6dwpqi4OkEkSI6RIJJ6yT5fR0o3p6/pZ/TvJ75FB1cuMtHh578OjVv/O+C7BgtbWLF1XcoVu9fbA0P7pRCIUXc5oiRmM6ByAkC5KKLbu1X6D+G6QJfayaR+8f2oYjm7Iw6n/3cSYmfYP9cV2JGNEI4Wnu75rql/kF48fxrX0EijrlEh5NM6q/pDuhN2M3QsvvIC7774bo0aN0jJ2R48ehUKhoM9zJCcnIyEhAfv37zdo7Eiok9w4SktVhb/JySQmbdv3/OEHYBivVnbnTuDRR1X358xR3TjKyoAOOuMhRSZHq8a1WjKpjhOQGzB0KBCj45kRu3/+PEmFBjJ0rocvvwysXWv6PSfzJpFxceQCr2+oUlOB9jxN3DVrgFdeUd1fuBAY1EVbC1DIbzGFDJU4/a86OktWyyR1GUmPW3n5XMwavR0vdF+llkkiIb4nn/THrl0ifO7LwkOn5Jjv/DILEonwY2jsd8olwfjip/tpGYNPkBSJz8/FpK7b8e5Y7d9JPpc75sbwRggebIx4ku9VtWM1/OS2rSutP3en+pjrMxqR/j2wd7rpRBvS9WZLyFI82EUzWcjMBEY2XvMffhhYtEj7nVXHHDbRrh2QpkqaVTNlCtTj5exLhtfdwoL1xQy8buhL1VWd24eOi38WvA8GfrYUU+ojMIcnyFNTI8eD/yISewl4Z7v1v5VcI378Ufs5Q9eIxN6aJQxu7JJrARnLdJ9ckBkdzw/5FsNLqjKMW1fdwgvLOpi8Rkxplkazmf2CZHh15xCtY24LpsaLuWOu68k63NiRtbhjx47RMKYueXl59OIeGqodRiDrdeQ1Q8yfPx9vv/223vO5FrRqMwbPhqofZ2er7jfaVK3BxL3GkRfuh1Y8FSXd1w1RkFOrZewI+fmq/w0y0NS6qMj8+34koI0Muc7yqazUvC+5v3/Nda3XhfwWU3SLzUVdQwNk0JZJyslRTRy+OTQas5doyyQVFLQR/LkToo+gVUAhTXq7XeuHb7IG0+e3vrAYcl5IsXdCBLJym2HaQCW6xYVhSVoGpg9rrwopTnhdbwxY+ru53+nVIEXoP/8Pb8yNoGnfBVl1eL8tsDh7NHKkPfDtHdpyUNwxN44cyiTNhausJgxyb9vWlfjH3BDZiECDUopbpca94vAAf5QoIvTGFve+ZLzqwh1zWwgxoOJWUKD5XB8b191Kq8PoewndB8cuROBeAdcIayC/CwKuESSUz4d+Nq8CqrhShux8w5+h5NXTSxrq6f+aukY0+NeB6PRUl9XrHXNbMDVezB1zSxDd2F2/fp0mo2zfvh2+vvrxZGsgCS5zeC4W8ezi4+MRHW27Z+fjo/84tjFJK1g7ikQvOtxrHPXQXlfRfd0QcRL9I0Vyc0pKVLM2XcLChL2vObx1jra/v+Z9yf2sdN6Za+C3WkoB2uC93B+xaJF2mnJMjGrWRn6zrkxSRITwz432KQOXbBYmq1b/39C2+n35cmoTMbz/3xicqB9S5I8BcowTYytRC3+LfmenxT9izhwZ5jSenGRCFxQpV38naaOINl8OijvmQun3+QqsemAB/Q3WFrH7rzG9f4mXqlSa94r9ZSR07681trj3JeNVF+6Y24Kh/DX+eKmdvAK+O6wr8t91uRum/TKXvpfuPuCSjVb8fQFzePugVWwlgoP9zV4jrIH8LkuuERx61ycfP6PfR8mTDpJ5NdDtTF0jdOEfc1swNV7MHXPOsxPi+EiUSn71hO1s2rQJ48ePh5eXJlZcX18PiUQCqVSK//3vfzSEWVRUpOXdtWzZErNnz6bJK+Ygxi4kJISu/wXrWiQHQ4o3P7pLk64vRGqLJLJk7r7tck0QX++ZipryenVh8nwTih2uwPyRu1F4XaUJKZGCdgigWZHLptJkkBs3Q/Dd5rG0E/Ujizujxz0xUJzaDkXaKvo69bKe/5qGFPldyklB8YBHNN0enMlnkw9A5uNFswofeKczfY77DQSx19YUG94Dcs5i8qo9eHFEMnq3bAYvqRT1DQ04cu029YrXThsExHSEbMLrcEVs3T+6+6BnfASOnW2Pnh0zcex6gdF9sH3ZJWz75BK8vCSITg5Ua3HaG/7YJdcS/uP73mhnNIPyjV6pai+NJLLMP2m4Ho+TriNaovzPcRWE2gPRU3VGjhyJU6dOIT09XX3r3bs3TVbh7pOZbSoJDjeSmZmJrKwspKQ4ZnCISXiC5Ukc7Yc2o32zSF81oenljkBRpQl+U+V0F8ef9x3VU7ZGhXmSFLfi53upoSMQQ8fP1iSbk+3I9rpcOWJdHzN7MH1dfzz3bR+1obN7xikvoahnQrjKI5z+I/1LHnNeMdnOVbF5/+jsg283j8ZvO1Pw1Ya70CPe+D448UcudZRIDe2NMzbGbK1EVzUlvrPxi783T9/SnMzgjePitpByBqKHMYOCgtC5s+bEJAQEBKBZs2bq56dNm0bDkuHh4dQSz5gxgxo6d8vEtDbt3x71Kh8M242iHJWXExAuw1sHhlv8Hvy06YhEy2renEFwC96+V2r35fvt3UzUN2hnqZlUmOeJQfMlpaz18s1pWdqKPYrYuVpB4vXyE4r42ZqhafqJNq6ItfvH0D64/LnK+7me1wJ/pN+He3psNrgPSvJq7FLfZgmFWbXoNDICt65Worq8zmTfR5kfib6plJyUZhR6rqWLo9DkTJxShPHxxx/jnnvuwcSJEzFkyBBERUVhw4YNzvgqHgO//QYZ5NZA2p2ExflSr3PYNNcvHg1PMHyhJQbszF+aFX4S4jS2nSGlibIC61o17fnuqvp+PU/Fwh7oFrGTkFzxRw/hs4d608dkXcniRqCNXjH55oY8HiFesaugu38+n9Rb2P4xsA/IxIXjxIlIo/ugtpIXGQl2XGSEhBS5G0lYeXJ5T7y8dRDe+HuYycm4D6/o3dxi1q2L5rUzXR2HyIXtJLndPEjiyueff05vDHHwD7W98wGps3GnWhuyLmKMCl6H6QAB9YJkJs55ttWN65aWQvqmqRFpYv/5IweRf74CdbUNePSTrpo2P7wi9tRZo9ArPgIHT7YzmnEqBM4rtkffNYejI2ZA1h45MQNT+8fQPgiN8cXtq6rMzrrqBqP7gB8ZaZZg/4JyW/HjL1WYuWQU5zunV6eYMG1MJ7Du3yepbl6XO6LQul+IKAoooVGaE9JVOh/Ym8RexmWq+Pug0yjzoTy5vxcU1ap/4noDWgo/jOUtUhjr6hHNWsmxTTkaY8dbV/LzDsBXG8bSMJvS1x+92hy1uljfXn3XHI4NYga6v23cG8n46/PLGPVCa61OCqb2Qcfh2h0XXJHgZsKvOxW8Xp3GIiWuDjN2IkBagVjSKeDoRlU94aH1uXhqRXeTTTmFEtU2AJcOuE5ihSNo3lKYducdr7Qzu01AmAwVhQpBHQYEJfiEim8MSm7VGFxX+vi7cSguUxVfeQ+YBFmn7m6ztmYPxF57JAZOt12QOfpOsVGRwQbe6r8DMl8pwuL88PwPfY1u1zyJVzZlZm7GZW3STUVoDuwMmLFz4EXXEEkDtYvrraXdoAjs/d76zgf71mRh60cXaHZoz/tiMOI591M159DtRm2oQacukxZ2wtm0W+g4ojkSulgnbMwPY0XZKO6thpc4U1ms0FpX8vZSZRMWLzum3rzXhCjI5AmqlkPfaxexNxl09o9uEoq6JZMd94+QMWeP5LTwBD/1pK04x3ToceyMtvQmBE7YQDeL051gxs7JiCXibKvR3PX1NTp7qy6rxNbFF93a2JFFerJYT4zeia3CkiiIgbPWyBmiy1jbvXUucYYzolwNpO660qLMMe67tmYHnLH2ePV4IZxFOW99uiRPZfTE5j97eZqKbgozdg6GNEd1RaNZfltzwpCGj+6CqeJWYvSiBM5cxYZ4WGIgIQlzjREkfhd1j1lbsxNi75+Nb53FwZ+zaQ1daIwPXts5VOv1fT9qS+05EnK+cuvNpHcfwzDM2InA+0N3oZgkJyiBvg9G48H3ecqwOhzdZLj2y9mQLDOOADusN3k6usW8YnnsXjIp6mtVRo5dyJxHxt8F6obLxbwGrYbq6qQOaNrKh3Q2qCppLDdits4ozNiJAGfoCFfNKA1cPuyY4szC7HKExwZatd7Uoo3APmoexus9UlFbVU9rjgyFBk1x8o9bdvlOMrkEtY0lTvV1TSTN1gXpcV8UUj+/atSgTJrfld6cVXZkbn1OqNSYJ8OMnZ3WVYxRdL1K839e4s4A5QFeNG2eLCDXW1dXLup6kzMgRn7+8H3q/fH+ceFSWTUV9VqemiXeGSnQJcXHxPsSMwws9/NGRVGd0ZKSf3fcrq6rTEoJo9JiDPEZ8c9WGmPnYgQ390EODCyPiHh5+TdvnD24oAP6ThChsbODYcZO7HWVatPGrpILN9hBUsiSC7sj1pscwSvJ29RGoNudLWjxNUctz3hZysW9xRaVhHQZHYUFp8Xfbz5BGpULQyUR1goIMCxDd+Jzfn8B2qW4RtNlEonJ2HXbZAalrfDHmb3VgeyF+2QiuDBe3lLBA4FfsOwb7O3R602OgC9zVJRbjUuHi0RZO8ncZaChmJNm7UIvXr3G6XZJZNgLUmRu6hxyJHFGxJ75EnhCIJ0NhMBvGOtOuMbV1s2h2nmVwtZV+Gtj4XHi9PuzlcxdzkubthWuuziholihVfwaEml9R4mc885Rrdflma97C962692ur9rhzpBIDJcklHNWe3y81tl57W/aDjDsYUosnOzdPFeGwD68TtRG0G0Y6y4wz04EfKh6uAqlmcjZmweG0R5TyUOb4Z5/m1f2sLTeZv+6LCpHRorEhXJ0g2tmiAqBr+ZA10t5nl7/yZapWPBlkPjSX0JT03etvuLQGT6/vsrdPHJ3JJg3eeKv7zqbQCPar5ZK1mVnuMYEz14wz04ESCIEhzmpKTIw7dHih7Dozj2obExmSP89X3AD0rLb7qt7R0KV3HqCQme9dNBTcRa/FxeGri61LMNn3xqVes3v8y/gpf8OcMjsd8/3rpkw4an0uDsSaSuuqR7wTvOMv+2TiWsREo33SVpL0ZCkhfOu21eta23lLjBjJ1Lqrxqlc1XMOWPHD5eaY8bPqj6C5AQpuaHJFnUHyOy1rlE0ooZXdG2Np0P0BLmaNnOJRq4Q5jm3g7eu6J5yhW7FyBmJGmPH49D6bDgb3VIZa+TKihslxzwVZuxEIISXROBMbO18QE6QwGT3CoXJfL0063T832zFxd8vSIbq0nqLsxxJuYM9MVYLVcgrY3FWs9CmBH/yRKIAXHlK9plSzUZuFhnhU17UqL1qRmvWXWHGTgTiu4fgxNabqh1qosYq61QRPn3gMG3vExrri7nbBkPs/m5NrfOBb5A3ym7px2v8grytWpMpyq62eLJgiwC3LWg1C+X3JmPYDUPJJ+WNwssEmdzNrJ1EE42qKjVs7C4fct8ENj7M2InA0KcS6c0cxzbl0oFFMro4D0xM2qY0w55vnKfR5/QQMo/WfSwXxm7VKwTXjqkUcPjdqc1xYT/vYuBAB4sfqo5p754Zcp6Aoqpeq1WUsyDLEO/23aWKSkiASQs6off4WJP/ExLpo0rGkgAJ3QyXMORk8DxXN4YZOwcSlvc7pk7Iwl/7+iMrX3yVEms7H3BhMpKcsjDDvSSDQiN9wF9F8ZZLUFerxH2vW57pes/LyfRmKcWN3iCBeO2Oou3AcFxLL6EX24GPCUtGYogPPwoQKVZrJxtC3RSltri7MV7frS1obYjwWH+1B0jWtd0VZuwcSFLkRbQIL0dZ17O4kRop+vtbk3rOT5V3xw7nPcfF4HTqLSqYHNnGHzN/SXH4d+AnxlgTPrVW8/TZ1cJr8BjiQlr6HP8tD+Pf6qj1fPe7o5wejuSIEsnbH/Fca7du+cXBjJ2DUJzfh/CQcmTml6Jz0jXsPeUaa2v2EjB2FETSi6RaKzZ9gOorJ6DYtAOyca869Dvwk1matbJvR/Brx0stEvhm2NeL0jV2zirs54srcMR1CnHKd3FV3NcndcETgLsZJG0lGpQNeGDlbijRgDv6HbL7dxKSJZj+Rx48gYbrp+Ar86J/nUnnUfYV0c7L9OzCX3f08KI7BMI3yAvevlKnFfYbEpU3VmxurM+mp2RdGoN5diITHFAOxdYles/XVldhY/p1ZOaXYeOJLNzXWWpwO0S1h6zHnaJ8l1PbbmHoU6a9gPwL5W5bUM73msmsNvNmKZKaB9HHsnYDrHqvl9tvU4eDZm/uh9hky2bHvSebTgiwldtZqsSmtBWXcXhDNlr3DsWwZxPRvCXz9pzBtqWXMec368aamNC+hwrLa0MX3rEHty5XmlyzJ0o98kD3V+hhxk5kJo7ZAVzSVyD3kkqwbPd5en/57vN4oEcCcEnfu6vK2GeTses9MQqKyga07B2KHuNjLKqtITVr7kjhr98h0A/Uaz46927U/ne11caOv+5xevtNQcZuxq99sH/NdeRmVFhVzGsJxfkqGbMdX16h9YUFV6pw9Lc8GsplOF615/op0/0rHYXMR4JaKwRQZLyEE90wKMe7gxozPEmSXawvXt0xBO4IM3Yic+p8e7SO3YubZdX4x9pDyC1RzcSLq2px9baqC+e+ywXo8M4WhPqpLozRIX744uG+aBHkC7+gMJs+39IGkvyWOIHNXLtWS3F8K4nj6T1fX6/AhvQstdc8oXu8KF7zjZPCUq4TuoQhYb5tx01wLVSJQq/Gzlj5BcM+hLTwQVGj2ghfeNyZyAM0fQ8twZ9fn2nE2PElEC0pyXE13DRw5bocOdMOecquiAj0wZeP9IXcW4r0G0VqQ8dBHpPnfbylWDmlH93eq1U3yJ5e4dgvzMvAjOkQBFemaudqlTescwsLqqTeMoH8lZLVegPb0f83B+9cLnQR6bTAZnK91HZ+jV2six83T6PTGF4SihKYP+pv/DArHdkZzvPyAsOtm/AENTcfiejS+jKmTtiMhKibCAhz31Am8+zswKmq8bjj7t4IT1uFHbNHYfpPh7F6v3b/K8JTKa3x2SRVZ2nZiGcg6yJO81Vr6TPRvutNtuIXGIb6qlK7es1koZ8L2VQYkU9yNG/uG2by9b4PufZx8zRGzmyjJd5QmFVFb1knS50W4guJ8sX1k5YnL4XH+5ndpk+XTCTFFdKSqQvyLnBXmGdnB4hHIOsyGrInP4O3VIoVj/RDswDtGRF5TJ4nr5PtxDJ0f35yHq/1SMW/O27H4vv3WfS/lnTmdgayZ1ZQ79eeXjNf7q1WR1jaEB/ds5d2Syf7nOx7Z0C6pDMcB39dlng7nNcTk+y8JKEWidolL0KTzSISAky+TpK9WsXkq0umWse6r0ITM3ZiwQt/lRWokghkIRGQSKXIK61CYaWqeNtfrkoCIY/zS6vp62Q7sTjx33zUVtRT7yQv03wqsbvF4GX3zYVsxDSEB/hQr5l4x4Ygz6fNHoUwf7nKa75vrqD39+G1a+IadZoi/2IFLcYn+/z4ZseUcRTneXYrFneif7ez1Ovp1/Usek1wXqf4HvfHIiTKB1HtA9D3wWjBSkhxXcwkYOmUTHX23gR3hYUx7UBViWqhWKGohKKuDuuPZVEPbskDPfHMoLb48u8LePHXY1h/7BqeG9wWUFRCJvMXrfMBydATqojijll8xGtGQg8ov5tJvePNJ2/gdkWtntdMssskjy+1aDIRFCFH2c1aQb0JdfdxfGfD2oJi6x/u+lq/zQzD8RmZvt5V6NTmWqPXcxWylmSpwjleNmkrJUT6S5fwBJWXGhxQgdAg/bIpUjK1gVcyNb6bOMlfzoAZO5GQSiXqpIHq8sasqC2LIfOSYu+lW0ibNRK9W5KW9xJMG5iEbnFhWJKWgenD2tPtMOF1Ub4HkQi6uF+YOgunOuKb2M3hqiO2QgyYgnjNJRVaXnNlbb3aa44M8bfYa27e0h85Z8ut6k3Y18LO6EL5bPJBtUA1iSBEJvEmRu7lmHsMgx6PR4ey5dTbUZW83EW9IFhb8iISlp7T8sbauYlj0tA2/jZwSb9karkDSqYcATN2IpHYJ5SK8hIh4B73Nc7ucjPQoFRi6UO9IUMwvtowHNfzY/Deh0fRU5lOnyevS3MzxPoaaD84QnDnA1dRHbEGe3nNpD6Ra9dkKe1SxAtH85H78eoflUBRjipMzjWvZTi+5OWObkBNxk1eyct1WvICJ3s91p7Tp863R6vofSioqHJKyZQjYGt2IvGP7/pg/slReO/YSKqcz12MSRq8jzQIy38ah2s50TQ0xq07hfrL6etkO7K9GLTuF2KZ6kh+Kf1LHrsVOl7z1AFJaq+ZPCbPk9ep12wBXUa3oBmZRPopItF0phpRlnAEIVHayU31Ck3sNMACSSiGuCUv3l4qb0eUkhcRmN/nF9TXS+k53dAg/JyOSPTD1cpuOHqph/uUTFkB8+zsxe1cKOob4O0lxcffP4TaWlUdjH+ot/a60/cz6Xay27lAVBubP1awpE/aStQ3KNWqIze+/RlJ7ztf9kgwjV7zpw/1ppMGesKRJJTNC2zymkOj/PHhOWHrmPvXOSYzLbINqaPL01pnJd0q9n2XTXvwMdy/5EUMOrbOsiqs+u//cU2kB0NxarvblUwJhRk7OyGLagP/GT9CJpOhdqlGHLrHPZoFbLqeNH0NJAoF3c6RqiN6Wp1dJG6z8Mx5zcRzI4aOf8JRg3dqO0LTVqm9ZjETgPhk7HRMx4iYTkEGJzXDnjbfMJghTskLmURFXEmnXs/ElX/j0FV9SUCV4atAv1bNqNcTxp+EOeCc7tXpnDqsuunEdYy3Iqwqs2Pyl7Nhxk4kiGL4nu+uojinBpFJAbh3brLK0PH6xRHu+jcJt2ljL0NHqNzxjbrcwRlanfb2mmmNos4JZy+vWe9rXKvUys6zFzFd7J/lyTANN4lyBa+HhEX9ZPqX7mYhSnVYlZzbE608p2V2Sv7yOGM3f/58bNiwARkZGfDz88OAAQPw4Ycfon379uptqqur8dJLL2HdunWoqanB2LFjsWzZMkRGit/Q1FFseOssrhwqpvczd9+mxo7wxwcXtbZztHJ4dV1z+HjfdvkQjLVes9FtbPCaz+8vwNm/biInsxwT3upI07oNwddF9Am0n4i2vcWlGcJwFa9H7LDqN/88hpxz5VBU1+OJ5d0Q29nX4SVTbpmgsmvXLrzwwgs4cOAAtm/fDoVCgTFjxqCiQrPQ+eKLL2LLli1Yv3493T4nJwcTJkyAu4vDGiJ9a57JnlN2gfcxx7xm2F11xBkINWDWeM0rnziGvd/foJOX1GU6udg85P4aA9eiteNOeto3sf02fDBst8M+kwGnCUXYW0noTGoBFbYuL1TgyMYcreSv1JmjREv+8jjP7s8//9R6/M0336BFixY4evQohgwZgpKSEqxatQpr1qzBiBEj6DarV69Ghw4dqIHs378/3JHwWF+Dz1cWa5TIQyING0SxWZSpq57gOiEYt4DXZeDWFeNZsu8cUY1fp0BKEHJVyvsMx+EMoQhHhlVLcmuAyAyaNf7Jg30hlwRiY1ofPLzpBZuTvzx+zY4YN0J4eDj9S4we8fZGjRql3iY5ORkJCQnYv3+/QWNHQp3kxlFaqmq9kpxMirlt+34//AAM4+ns7twJPPqo6v6cOaobR1kZ0KGD4feJRRCGNI5tEsaIa6wvnuwHkIxkwtaLrbAsDhg6FPjxR+3/J3b//HkSsgIydMbQyy8Da9fa9juB0Ujd0gOJe4SFYC7nRWCkCDXSDz8MLFqk/Rw5buXlQLt2QFqa9mtTppDogO2fe+4cEMTL61i8WHUzd8wJD/lK4CVVWbvMkzXqY2kOU+PF1DEXAn8ccSjqpXRfmhovqakAbwUBa9YAr7wCm1m4EHjkEc3jzExg5Ejzx9wWzI0XU8fcFrTGi0ChiD1zF+Oxn6wXihByjRAaVq1vAAZ+thT5iyLMjq3bedWoUdRRb7CyLBqrto7EloL+eDmOHPO5eHCEdvJXu7hKKODv1GsEKbNwurFraGjA7NmzMXDgQHTu3Jk+l5eXR9etQkNDtbYl63XkNWPrgG+//bbe87m5tn9Hng1VP87OVt1vtKlqiCHgXtOlBMEY0lbzWLVdLZCk+d892Qn0fkGB/v/n56v+h3+ychQVGf9cS6iTN4ZgBCw8190Q5zPJd9clJ0dlCEIMZM2TfSPG5+o2oiTHkntfU8ecUN9GAq9G185bWS/4+5gaL6aOuRCKW/rCW9KAQO9a9YWpsk6GnJumxwtJRuVTWSnO/iXvw4d8Dve+po65LZgbL6aOuS1ojRedkpfLtd3Q8V/6JS/9EjJs+myh1wghySThAf44dsF4WFWZpFn58K4twu3iAGTlJOCP3X1R3+CFo9lR6mOum/wVglycyG7jFtcIuxo7snZ3+vRp7Nmzx6b3mTdvHubwpszEs4uPj0d0tO2enY+P/uPYxo4pwTpJcOQiw72mT6DKK2ocNart5Pi9agD6ys/AX1Kj/t8IA+OO5OYQJ5jM2nQJCzP1ucLxVmqHYD5+oBeeHZRkMATj7e0vymeS765LTIxq1mYoH4nsGzE+V9cLIseSe19Tx5zQQJeyVdNFmbTB4Pf55sEP0C/hBA5mdcOT6181O15MHXMh/Fmnah0z2VtTxlIkCab70tR48dY5w/39xdm/5H34kM/h3tfUMbcFc+PF1DG3BW686Ja8vPbnM4gfPRIdDZS81KMOrWKt93qEXiOEhlVbmfguSqUECdH5GDXgAC5mtcFnax5Up3M0T0lAbKX2MeeSv66cVqBgsczmfWzrNYJ4dkIcH4lSaawZu21Mnz4dv/32G3bv3o3ERE09UFpaGkaOHImioiIt765ly5bUCyTJK+Ygxi4kJISGSIN1rzBOhCQOcCw6L0x13B58O/04Tm+7pe5qwIk9Kza8B+ScxeRVezB7eAf0SojAmYut0KXdZRy5dpuGYNZOGwTEdIRMJK1Od2TRnXtw81LjGS4xtAYKFC58EkH+tTh7KQ5rt492mKA2f4z988deaN2HhNEYjkCRdwmVa+bBT+4NyWOGsy0VJQXU66mqrYP/I/Np5rBdvxPvnH5xRDINq3pJpahvaBB8Ts/tvB0Th+9A9/ZXce5KDL7fMsYlrmNCEWoPRPfsiO2cMWMGNm7ciJ07d2oZOkKvXr1ohlxqaiomTpxIn8vMzERWVhZSUlLE/jpNkuoyTeyqvlZpNARzNqcrDtwciu5jdrr1wrPYhMX6aYydgakgkWHy962hxbttW2Yj2M85HaqZofOskhdnKQm1CCtWd29IipfA37caldW+SOyrvdTk7kjtEbr84YcfaLZlUFAQXYcjt6oqVS0IscDTpk2jYckdO3bQhJWnnnqKGjp3zcR0NWI66C/88bU6OdWR3h/+GzN+7m9XrU53JK6LgYVTI1JrRJ5pbMoxu38n0hh24R22LQcwXLvkxVIMndOcWosl5/TIPkfUMmPkb48OqnKb53/oC09CdM9u+fLl9O8wfrpbY3nBk08+Se9//PHHkEql1LPjF5V7EpcP38byKUepskZC92C8sKafwz677cBm2P11lkuqjrgDHUc0R+rnV2mPr7CQMoM9vvhSa/d08rK71FrqsqsWtxxieDiWntMHfoGivFDvbRKis3ndG7IwrFMgJN5kTJ91eelAS7Dbmp09cdU1u98XZcBbLqU95XZ8cVXTF83BsW8iUfZa5516n01KPoTMOIVu58mQtbGnxm9R9fjSgXh1I5b8hf1XCjCgdQRSZ42i8mu6VCnqEPziz6J8n3932I645qokgr/29UdWfguDa4mMpoUl53TVZ1MMyow5Yzx7xJpdU4a09uFY968zhvuROQBjkmTkpEhbcRlbP7oIiRSI6xyEmb/or5M2dUNH6HZnC4SHKemFwBWk1iReQP9uZ5EUV4iyrmdReESENENG0wqrBrpH9wZ7wfrZ2Ql+YogrtWHZ870qvKlsAK6fsrHwyYN59JPuiJr7mctIrUU2K1InEXRpexWvfucYNR6G5yATWWbM3WDGzgFMfFfj8TmDW9c04dSyAo3CQmAzJjBsDm6hPzzAh8oyEfklQ5Dn02aPom1d+IkCYjGKl0TQQGYqpFcZg+Gm49kZsDCmiHwyYT9yM8tRX6e9DBoea1g131Gc2X4Lw55u/A48aZ1+kwxUJDPUKDZ9gOorJ+Cb2I0mADhC7d5Yr7L4qBybe5UxGK7UvcHRMGMnIjfOlmkZE4qDGh2YIuukqg6svFy7t96If7Zy0jdyfT6bfAB3t81GXKQXKi5kInScY3p8GetV5isXp1cZg+HJPetMwYydiEilEsS14GXM5bWAX7BzdnFAmDcqiutoW6GErqo1w9/fzXBqbz13ouzSDUT2L1YV2jYPguLsLoeo3Yvdq4zBcOXuDY6ErdmJCMlw5DLm+nVV1ah0GdMczuCtgyNoavqHZ0dj2NMqFZszqSoJMYf21nNTRvU/pl4jIxmZSPtSS+3eXj2+mnoSAcNBbNHu3uApPetMwTw7EeFnzHVOuoY/dlfh/jd5/VWcTHWpprN2WLzh/ntNDWNrZEkJ13mFttdp2JCUHqllmfxDgNhkeN2+jp5KpahSa/bqVcZgiCkz5m4wz05ERvbWlt0Z0feEy4YKx85smuoohtbI6NqXzs3Pp069RvbF7vNU85XILtHsNDLjrS6l21Xdum4XqTWSRECSYkiIiSQLkKQBPlwSAXmdqmcwQ8dwsMyYu8E8OxG9gYRofsZcFsZ3V9pdRsoUxXmVOJtWQMOrSSmq5rkcPe5hmZhC18iO3yjC4au3kVNSicWpGWge5Ku1RmYvqbWmmETAcAC3m6Z0IDN2Hpox99XTR5G5WyN1NXtzP/gGeaG6rJ6t1+mskZHQTcSVdLpGNnHl3zh0VVsijBiXYUv+ovf7tWpG18jC+KEfO6ndN8UkAkYT7d7gAJg2phUoVj5n1hsgtGoWYDBjzss/2O6JBFsWZGiJQbtDXypnoji1HYq0VfS+q6yRidGrjMHwdEoFamOyNTsPzZgjnQ8Ybr5Gxksi6JkQrho703+kf8ljLomAbMdgMEzDjJ2Hyu607uc6epzuAgndSMgaWWmV1hoZgVsjI687Yo2sqSYRMBj2ghk7T/MGGtHNAn138E7s/OqKwz7fHdFdI/t8Um8Uf/QQPnuoN31M1sgcZlgakwiI8JyhscONPfI62Y5sz2AwjMOMnQd5A6Yoza/FHwsv4OX225z6PVwaFyq05ZII5NPXGB075HnyOk028IBsOQbDnjBj50negADk/o7tredWuNgamUW9yhgMhkmYsfMgb8AQCVE3MXXCZvqX0LY/0040BFsjYzA8G2bsPMwb0EVXq/OB9zs75Xu4PGyNjMHwaFhRuQjeAPHc1BlzjYkEnL5haNoqdcaco4t/w4JLtbQ6/9xTgcBw15QvczZNtdCWwWgqMM/Og72BJ8enQYl6jVZnvxMO/Xx3g62RMRieC/PsPMAbMKbVGRJQiI3p1xuV+7Nwd0cvp2p1MhgMhrNgxs4DvAFjWp1eUgnV6CQQzc4HWHdrBoPRRGHGzgNg3a0ZDAbDNGzNzgNwB61OBoPBcCbM2HkIrq7VyWAwGM6EGTsPwpW1OhkMBsOZMGPnYbiLVieDwWA4EmbsPAx30+pkMBgMR8CMnafh4lqdDAaD4QyYsfM0XFyrk8FgMJwBM3YeBFPuZzAYDMMwY+dJuLhWJ4PBYDgLiVJJYlruRWlpKUJCQlBSUoLg4GBnfx2XQiFQg1PodgwGg+EJ9sAt5cI4+0x+JEOfqqoqUbdjMBgMV4WzA+b8Nrc0dmVlZfRvfHy8s78Kg8FgMFzELhAPz6PCmA0NDcjJyUFQUBAkEolNMwJiMK9fv87CoWz/sLEjIuzcYvvHUeOHmDBi6GJiYiCVSj3LsyM/KC4uTrT3IzuTrf2x/cPGjviwc4vtH0eMH1MeHQfLxmQwGAyGx8OMHYPBYDA8niZt7Hx8fPDmm2/Svwy2f9jYYecWu/Z47rXZLRNUGAwGg8GwhCbt2TEYDAajacCMHYPBYDA8HmbsGAwGg+HxMGPHYDAYDI+HGTsGg8FgeDxN1th9/vnnaNWqFXx9fdGvXz8cOnQITZHdu3fj3nvvpVI7RHpt06ZNWq+TZN3//Oc/iI6Ohp+fH0aNGoULFy6gqTB//nz06dOHStO1aNEC48aNQ2ZmptY21dXVeOGFF9CsWTMEBgZi4sSJyM/PR1Ng+fLl6Nq1q1rpIiUlBVu3blW/3pT3jS4LFiyg59js2bPVzzXl/fPWW2/R/cG/JScn223fNElj99NPP2HOnDm0juPYsWPo1q0bxo4di5s3b6KpUVFRQX8/Mf6GWLhwIZYuXYovvvgCBw8eREBAAN1XZCA2BXbt2kVPuAMHDmD79u20NdKYMWPofuN48cUXsWXLFqxfv55uT3RbJ0yYgKYAke0jF/GjR4/iyJEjGDFiBO6//36cOXMGTX3f8Dl8+DBWrFhBJwZ8mvr+6dSpE3Jzc9W3PXv22G/fKJsgffv2Vb7wwgvqx/X19cqYmBjl/PnzlU0ZMhw2btyoftzQ0KCMiopSLlq0SP1ccXGx0sfHR7l27VplU+TmzZt0P+3atUu9P2QymXL9+vXqbc6dO0e32b9/v7IpEhYWpvzqq6/YvmmkrKxM2bZtW+X27duVQ4cOVc6aNYs+39THzptvvqns1q2bwdfssW+anGdXW1tLZ6EkHMcXliaP9+/f79Tv5mpcuXIFeXl5WvuKCK6SsG9T3VekQSQhPDyc/iVjiXh7/H1EQjEJCQlNbh/V19dj3bp11Osl4Uy2b1SQyMDdd9+tNUYIbP+ALomQJZTWrVtjypQpyMrKstu+ccuuB7ZQUFBAT8rIyEit58njjIwMp30vV4QYOoKhfcW91pQgraXIesvAgQPRuXNn+hzZD3K5HKGhoU12H506dYoaNxLaJmsrGzduRMeOHZGent7k9w0x/mSphIQxdWnqY6dfv3745ptv0L59exrCfPvttzF48GCcPn3aLvumyRk7BsOWGTo5EfnrCgzQixUxbMTr/eWXX/DEE0/QNZamDunFNmvWLLrWSxLhGNrceeed6vtkLZMYv5YtW+Lnn3+myXBi0+TCmBEREfDy8tLL6iGPo6KinPa9XBFuf7B9BUyfPh2///47duzYodVLkewjEhovLi5usuOJzMCTkpLQq1cvmr1KEp4++eSTJr9vSCiOJL317NkT3t7e9EYmASThi9wnXkpTHzt8iBfXrl07XLx40S5jp8kZO3JikpMyNTVVKzxFHpNQDENDYmIiHVj8fUU6CJOszKayr0jeDjF0JDSXlpZG9wkfMpZkMpnWPiKlCWTtoansI13I+VRTU9Pk983IkSNpiJd4vdytd+/edG2Ku8/Gjoby8nJcunSJljnZ5bxSNkHWrVtHMwq/+eYb5dmzZ5XPPvusMjQ0VJmXl6dsapBMsePHj9MbGQ6LFy+m969du0ZfX7BgAd03v/32m/LkyZPK+++/X5mYmKisqqpSNgX++c9/KkNCQpQ7d+5U5ubmqm+VlZXqbf7xj38oExISlGlpacojR44oU1JS6K0pMHfuXJqZeuXKFTo+yGOJRKLctm2bsqnvG0PwszGb+v556aWX6HlFxs7evXuVo0aNUkZERNCMZ3vsmyZp7Aiffvop3ZFyuZyWIhw4cEDZFNmxYwc1crq3J554Ql1+8MYbbygjIyPpBGHkyJHKzMxMZVPB0L4ht9WrV6u3IYb/+eefpyn3/v7+yvHjx1OD2BSYOnWqsmXLlvQ8at68OR0fnKFr6vtGiLFryvtn0qRJyujoaDp2YmNj6eOLFy/abd+wfnYMBoPB8Hia3Jodg8FgMJoezNgxGAwGw+Nhxo7BYDAYHg8zdgwGg8HweJixYzAYDIbHw4wdg8FgMDweZuwYDAaD4fEwY8dgMBgMj4cZOwaDwWB4PMzYMRgMBsPjYcaOwWAwGPB0/h8Oyv9r/QMxCAAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# example answer: \n", + "\n", + "ax.grid(axis = 'y')\n", + "ax.grid(axis = 'y', color = \"blue\", linewidth = 2, linestyle = '-.')\n", + "fig" + ] + }, + { + "cell_type": "markdown", + "id": "701a130d", + "metadata": {}, + "source": [ + "#### Cheatsheets for Matplotlib \n", + "\n", + "https://s3.amazonaws.com/assets.datacamp.com/blog_assets/Python_Matplotlib_Ch\n", + "eat_Sheet.pdf\n", + "https://github.com/matplotlib/cheatsheets (with beginner, intermediate, and general\n", + "tips versions)" + ] + }, + { + "cell_type": "markdown", + "id": "9671e2b7", + "metadata": {}, + "source": [ + "### Activity \n", + "\n", + "Visit the Python Graph Gallery at https://python-graph-gallery.com/all-charts/\n", + "Select one of the visualization types that you find most interesting" + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "id": "f21483ab", + "metadata": {}, + "source": [ + "![image.png](attachment:image.png)\n", + "\n" + ] + }, + { + "cell_type": "markdown", + "id": "98ecec8a", + "metadata": {}, + "source": [ + "Recall the aesthetic , substantive , and perceptual qualities of data\n", + "visualizations. Does your visualization of choice succeed in each area?\n", + "\n", + "- Nice to look at? - It is nice to look at. \n", + "- Accuracy - Unclear if it is accurate since it is example data and does not refer to the accuracy. It commes from the flower dataset built into R, so it likely is following those numbers. Missing a lot of elements like title, axis titles, units, and a legend\n", + "- Message: the message is that the sepal width is greater with higher density. \n", + "- Is it good or bad: I would consider this relatively 'bad' since it is clear to read but is lacking some really important features like a title, axis titles, units, and a legend. \n", + " ;" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "visualization-env", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.11.14" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/02_activities/gapminder-1.gif b/02_activities/gapminder-1.gif new file mode 100644 index 000000000..6a3d7e6b4 Binary files /dev/null and b/02_activities/gapminder-1.gif differ diff --git a/02_activities/gapminder-2.gif b/02_activities/gapminder-2.gif new file mode 100644 index 000000000..b2722de2a Binary files /dev/null and b/02_activities/gapminder-2.gif differ