python-pour-finance/07-Projet-Analyse-Boursière/.ipynb_checkpoints/Projet Analyse Boursière S...

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"___\n",
"\n",
"<a href='http://www.pieriandata.com'> <img src='../Pierian_Data_Logo.png' /></a>\n",
"___\n",
"<center>*Copyright Pierian Data 2017*</center>\n",
"<center>*For more information, visit us at www.pieriandata.com*</center>"
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"# Stock Market Analysis Project\n",
"\n",
"### Please Note: You are free to treat this as a full exercise, or just view the solutions video as a code along project. This project is meant to be pretty challenging as it will introduce a few new concepts through some hints!\n",
"\n",
"Welcome to your first capstone project! This project is meant to cap off the first half of the course, which mainly dealt with learning the libraries that we use in this course, the second half of the course will deal a lot more with quantitative trading techniques and platforms.\n",
"\n",
"We'll be analyzing stock data related to a few car companies, from Jan 1 2012 to Jan 1 2017. Keep in mind that this project is mainly just to practice your skills with matplotlib, pandas, and numpy. Don't infer financial trading advice from the analysis we do here!\n",
"\n",
"### Part 0: Import\n",
"\n",
"** Import the various libraries you will need-you can always just come back up here or import as you go along :) **"
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"____\n",
"## Part 1: Getting the Data\n",
"\n",
"### Tesla Stock (Ticker: TSLA on the NASDAQ)\n",
"\n",
"** *Note! Not everyone will be working on a computer that will give them open access to download the stock information using pandas_datareader (firewalls, admin permissions, etc...). Because of this, the csv file for the Tesla is provided in a data folder inside this folder. It is called Tesla_Stock.csv. Feel free to just use this with read_csv! **\n",
"\n",
"** Use pandas_datareader to obtain the historical stock information for Tesla from Jan 1, 2012 to Jan 1, 2017.**\n",
"\n"
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"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Open</th>\n",
" <th>High</th>\n",
" <th>Low</th>\n",
" <th>Close</th>\n",
" <th>Volume</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Date</th>\n",
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" <tr>\n",
" <th>2012-01-03</th>\n",
" <td>28.94</td>\n",
" <td>29.50</td>\n",
" <td>27.65</td>\n",
" <td>28.08</td>\n",
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" </tr>\n",
" <tr>\n",
" <th>2012-01-04</th>\n",
" <td>28.21</td>\n",
" <td>28.67</td>\n",
" <td>27.50</td>\n",
" <td>27.71</td>\n",
" <td>630036</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-01-05</th>\n",
" <td>27.76</td>\n",
" <td>27.93</td>\n",
" <td>26.85</td>\n",
" <td>27.12</td>\n",
" <td>1005432</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-01-06</th>\n",
" <td>27.20</td>\n",
" <td>27.79</td>\n",
" <td>26.41</td>\n",
" <td>26.89</td>\n",
" <td>687081</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-01-09</th>\n",
" <td>27.00</td>\n",
" <td>27.49</td>\n",
" <td>26.12</td>\n",
" <td>27.25</td>\n",
" <td>896951</td>\n",
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" Open High Low Close Volume\n",
"Date \n",
"2012-01-03 28.94 29.50 27.65 28.08 928052\n",
"2012-01-04 28.21 28.67 27.50 27.71 630036\n",
"2012-01-05 27.76 27.93 26.85 27.12 1005432\n",
"2012-01-06 27.20 27.79 26.41 26.89 687081\n",
"2012-01-09 27.00 27.49 26.12 27.25 896951"
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"### Other Car Companies\n",
"\n",
"** Repeat the same steps to grab data for Ford and GM (General Motors), **"
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" <th>2012-01-03</th>\n",
" <td>11.00</td>\n",
" <td>11.25</td>\n",
" <td>10.99</td>\n",
" <td>11.13</td>\n",
" <td>45709811</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-01-04</th>\n",
" <td>11.15</td>\n",
" <td>11.53</td>\n",
" <td>11.07</td>\n",
" <td>11.30</td>\n",
" <td>79725188</td>\n",
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" <tr>\n",
" <th>2012-01-05</th>\n",
" <td>11.33</td>\n",
" <td>11.63</td>\n",
" <td>11.24</td>\n",
" <td>11.59</td>\n",
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" <tr>\n",
" <th>2012-01-06</th>\n",
" <td>11.74</td>\n",
" <td>11.80</td>\n",
" <td>11.52</td>\n",
" <td>11.71</td>\n",
" <td>59840605</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-01-09</th>\n",
" <td>11.83</td>\n",
" <td>11.95</td>\n",
" <td>11.70</td>\n",
" <td>11.80</td>\n",
" <td>53981467</td>\n",
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" Open High Low Close Volume\n",
"Date \n",
"2012-01-03 11.00 11.25 10.99 11.13 45709811\n",
"2012-01-04 11.15 11.53 11.07 11.30 79725188\n",
"2012-01-05 11.33 11.63 11.24 11.59 67877467\n",
"2012-01-06 11.74 11.80 11.52 11.71 59840605\n",
"2012-01-09 11.83 11.95 11.70 11.80 53981467"
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" <th>2012-01-03</th>\n",
" <td>20.83</td>\n",
" <td>21.18</td>\n",
" <td>20.75</td>\n",
" <td>21.05</td>\n",
" <td>9321420</td>\n",
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" <th>2012-01-04</th>\n",
" <td>21.05</td>\n",
" <td>21.37</td>\n",
" <td>20.75</td>\n",
" <td>21.15</td>\n",
" <td>7856752</td>\n",
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" <tr>\n",
" <th>2012-01-05</th>\n",
" <td>21.10</td>\n",
" <td>22.29</td>\n",
" <td>20.96</td>\n",
" <td>22.17</td>\n",
" <td>17884040</td>\n",
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" <tr>\n",
" <th>2012-01-06</th>\n",
" <td>22.26</td>\n",
" <td>23.03</td>\n",
" <td>22.24</td>\n",
" <td>22.92</td>\n",
" <td>18234608</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-01-09</th>\n",
" <td>23.20</td>\n",
" <td>23.43</td>\n",
" <td>22.70</td>\n",
" <td>22.84</td>\n",
" <td>12091714</td>\n",
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" Open High Low Close Volume\n",
"Date \n",
"2012-01-03 20.83 21.18 20.75 21.05 9321420\n",
"2012-01-04 21.05 21.37 20.75 21.15 7856752\n",
"2012-01-05 21.10 22.29 20.96 22.17 17884040\n",
"2012-01-06 22.26 23.03 22.24 22.92 18234608\n",
"2012-01-09 23.20 23.43 22.70 22.84 12091714"
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"## Part 2: Visualizing the Data\n",
"\n",
"** Time to visualize the data. **\n",
"\n",
"** Follow along and recreate the plots below according to the instructions and explanations. **"
]
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"____\n",
"\n",
"** Recreate this linear plot of all the stocks' Open price ! Hint: For the legend, use label parameter and plt.legend()**"
]
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"source": [
"# Code Here"
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"<matplotlib.legend.Legend at 0x2145b62dfd0>"
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Xwa95/TT3SA2TFk3KBQB0uimLSgiJDgWohBBCyDhX3eSEJyDijAj7TwHAIJdoCsFgxNsJ\n6UsQg/ALQTUjb9Lrwkp8XX4BAFCWYwVAZb6EkOhRgEoIIYSMcztOSg2SFg4UoOoog0qGp9cnBaCZ\nFiMAKQuvLfF1+6SS3tJsKUB9bVc9gkF6fRGSDHq9HgsWLFD/q6mpifm5brjhBrz88svxW1wENAeV\nEEIIGed2nOxEkcOCkixLxNuVJjeCSBlUMrhuTwD76roxUR5X5LBIp5ImQ+QM6gSH9Jr728cnUJhp\nwX8vnzLKKyaEWK1W7N69e9iPEwQBBsPoh4uUQSWEEELGuf313VhQng3GWMTbDbQHlUTp+y/uxnVP\nbcXxtl4AgMOqZFB18GsCVLdfyqDm283qsa0nOkZxpYSQwXi9Xtx4442YO3cuTj/9dHz44YcAgGee\neQZf+MIXsHLlSpx//vngnOP222/HjBkzsGrVKrS0tCR8bZRBJYQQQsa5TrcfBZnmAW836iKPCSGk\nr12nugAAO2ul/2cqGVR9+KgiJUAtyDSpx+o63er/f/XGQfzsslkolzOxhKSDBz97ENUd1XF9zpm5\nM/HjJT8e9D4ejwcLFiwAAEyePBmvvvoqHnvsMTDGsG/fPlRXV+PCCy/E4cOHAQA7d+7E3r17kZub\ni1deeQWHDh1CVVUVmpubUVlZiZtuuimu30NfFKASQggh4xjnHL0+QQ0kIjEapAyqQHsEySA+rG5R\nmx3tlPc1OyyaDKogBaUBMYj736gCEJ5BPdHmAgBsr+nE2weacLS1F2tvWYosmzGh6/7ocCtKsq2Y\nVmhP6Nch/QXEII619mJmkSPZS0lrkUp8N23ahDvuuAMAMHPmTFRUVKgB6gUXXIDcXKkD90cffYTV\nq1dDr9ejpKQEK1euTPh6KUAlhBBCxjGfEERA5LAPEqAadLQHlQxty7E29ePtJ6VyXSVAlfagShc4\nttd0qvdTmigB0mux0+VXg9wTbS789t1q/OpLcxO67h++vAdnTs7DH1efntCvQ/r73buH8ZeNx7D+\nB+diSgFdIBgq05kqMjIykvr1aQ8qIYQQMk75BBGv7qoHAGSaB8mg0h5UEgWd3O15XlkWvAHpYobD\nKr2ujHqmlohrS8X1uvB9zztOdqLD5YeOAbOKM1HX6Un4urs9AZySy4vJ6Nojl4Q3dHmTvBLS1znn\nnINnn30WAHD48GHU1tZixowZ/e63fPlyvPjiixBFEY2Njepe1USiDCohhBAyTj29uQYPrJP2O2kz\nWX2pGVSag0oG4fQKyLebUFnswN66bjAG2M1KgKpTx8wMNPPUqGfYdLQNz2ypQZbViCyrEU6vEPd1\nCmqgzMEY4A0ERyUQJv1ZjNJ7izcgJnklpK9bb70V3/rWtzB37lwYDAY888wzMJv79yr48pe/jPXr\n16OyshITJ07EWWedlfC1UYBKCCEkaQJiEN2eQNg+NTIy9V0edfakqNlTah8kg6p08d1W04lphXbY\nTHR6QPpzegXYzQZ1L6dJr4NBHlFkMujU2ajtcoCabzeFPX5OaRae2VIDQMpqOixGbD7ahG01HVg8\nKTdu66y8+x1MzLXBbjZgUp7UhKnV6YM3IMJi1Mft65ChKT9vr0ABajL19vb2O2axWPD000/3O37D\nDTfghhtuUD9njOHRRx9N5PL6oRJfQgghSXPnS3uw6FfvhwVSJDYNXR6s2X4KZz+wHnvrpLI6bXnl\nYHtQlTmo979RhT+tP5rYhZIxxy8E4fGLcHoDyLQYMX1CJgBpT6lC6uKrZFB90OsYPrtrVdjz9A1C\nlf2rV//lk7iv92hLL/bUdWFvXbd6vKGLsqijTQlQla7OhESDLpESQghJmn/vbgAgnVBaTZTZiNU/\nttTg7tcPqJ+fbHdjXlk2ejXlk4NljgyaQNbpDQz59f77n9tRnmPDLz9fGeOKyVjR0OXBFx/bjA6X\nH2KQY1FFDk6b0L/ZjVGvw/76Hpxx/3tod/lh0DF1z6pi4cRs9eMLKyeo5Z+JwjlwXO4cDAB1nR5q\n1DPKlN9xj2fo9xVCFJRBJYQQknR+gfY+jsRb+xrDPm/v9QEIDzYnDjJvUinTBAAGNuD9AGlszXtV\nzfj75hOxLJWMMR8faUWr04czJuYAAE52uFHksKCy2IHfXT1fvZ/REHoNXbOoDD+8qH+zlYJMi/rx\nb6+eP+pZNdqHOvqU6oyeBOw1JuMXZVAJIYQknU8UASR2FuJ41tbrQ77dhN9eNR9f/+d2tPVKewCd\nPgGl2VZs/sngc+uULr4A0DVEpqPF6Rv5gsmY4ZGDyPu+NBsX/+/HaHX6wBjDW985J+x+ymtoXlkW\nHrpqftht939pDtw+AQ5NmbnNpId7iMY571c1Y155Fgo1ge1I1FEn31GndAZP9wwq5xyMDX7xbzzh\nfGTbdihAJYQQknS+AGVQR6LF6cOVC8tw3sxC5GaY0KZmUAVkDrL3VKF08QWALnfkDqyKqoaekS2W\njCke+W9zUl4GMs0G3LRscsT7meUMammOtd9tX/tcBQCgsTuUwTTqdSjPkbL6ugjn7d6AiK//cztm\nFTuwrk8wHKt62oM66nxyc6TWNL6wZbFY0N7ejry8vLQIUjnnaG9vh8US+4UlClAJIYQknV8MwhsQ\nYTbo0uIf8HjyBkQ4vQIKMqVOyPl2sxqg9kYZoJoMmgyqe+BMR02bCzc+sw0AML2Q9vKlA4+c5TQb\ndNh370UD3k/p/FyaPXAped9RR9+7YDr+svEY5pZl97uv8jqsbXf1u20wghj5YtfMotGZuUrCKds3\n6tL44kBZWRnq6urQ2tqa7KWMGovFgrKyspgfTwEqIYSQpHP7RMz8xdv4xvIpuOvSWclezpjS0iMF\no4VqgGpCq1riG4iqPDIsg+oZOIO68XDoBEsfKe1Fxh1vQITVqB/ywtG3V05HttWIKxeWDnifjD6N\n0MwGPVbNmhAxs6nMUjUPcyyMV7Of/ReXV6LV6cOdF56Gn7yyDx8fSZ8AIVUonZ7r0/jigNFoxOTJ\nkSsPSGTUJIkQQkjS9cjNfJ746HiSVzL21HVJ++pK5Nmn+XYz2nt9cHoDONzUiyn5GUM+h0GzB7Wh\nyztgOd6hZicAYFFFjjpSZKSe2XwCD6yrjstzkfjz+MWoOmxn2Yy44/zpKHQMfEEkUpBrNujgjzAj\ns1MuNTcbhneq6tXsa710bhF+cslMGPQ6lOVY0dzjU0tOyehQAtS2Xl/Y74aQwVCASgghJCmCmtmn\nvT7q8BirE/IYjUlyIJpvN6Gu04P7/lMFvxjEhbOLhnwOo6aLrxjkeHVXXcT7HWjowVlT8lCaY4UQ\np9m19/ynCn/ZeCxuAS+JL4+cQU0Uk0EHf4TfvZJBHWw8UiRKEPTglXNRnBXaD6tUEijPS0aH9uID\nzaEl0aIAlRBCSFKImi5/bn8oQI1mDicJqWlzwWzQoVjOXOXbpVLfl3bUIS/DhDMqcoZ8DmUOaqbZ\ngIUTs/HitlP9ujAKYhDVjT2oLHHAqNchEIfRQNqvsb++e8TPR0bO7RfUzr2AFKAmcl6pSa+LOGZq\nfXULgFgyqNJz9Q1slb3YvTTuZFT5hCBM8gUwalJFokUBKiGEkKQQg9oANXRCXNNGoyCGo7rJiSkF\ndujkIFNbRXnujIKo9ooqpZcFmWZ8ZXE5jrW6sLO2K+w+J9pc8AlBzC5xwKhnCMQhg6otJT6VxnvU\nUsnce97F2Q+uVz/3RlniG61vLp+CH1xwmvq5ydA/QPUJIl7dVQ8gPLsfDa/a1Cl8zXY5QHVStcao\n8gtBTCmQqjvSeR8qGR5qkkQIISQpwgJUXyhAPd7Wi7llWclY0pjjE0Rsq+nAVxdPVI9NyQ911z1n\nen5Uz5ObYcLPL5uFi2YXqQHBwcaesOxrVaM0XqayxIHdp7riUpJ7rDXUoXWo8TZkdIhBHlYG6wmI\nsBjiF6D+tE8TtEgB6qmOUCAz3D2jyv37Zn0zzZRBTQafEMSU/AwcbnZSBpVEjTKohBBCkkK7h9Gl\nKfHdXtOZjOWMSTtPdsEbCIYFoqsqJ2DDnSvw1PWL8KUFA3dU7evr50xBea4NNrMUjPRtaHKgoQcm\ngw5TC+ww6nUQxJFnUI+19qofDzbehoy+I3JDLE8gvhnUviLtQa3tkC5cTM7PgMs3vAB14BJfacQN\n7XcfXX4hiAyzAUUOC+o7PfAJIoJBDp8gokbePy+IwbBtHoRQgEoIISQpggOU+H5wsDkZyxmTNh9t\ng17HcOaUvLDjk/IzcP6sCTHNlFUa4uyp68amI23q8YONPThtghScGvQsYmOb4Tre6oLVqEeGSY8O\nl3/AGZZkdGgvSlzw+48ASF18h9uoaDhMeh0CIg97P1DK/GcVZw47cHl9dwMAIMdmCjtupz2oSeET\nRJj0OpTmWFHX5cGMn7+NH768F1c+vgUrHt4Azjnufv0AKn/5Dn726r5kL5ekiCEDVMZYOWPsQ8ZY\nFWPsAGPsO/Lxexhj9Yyx3fJ/l2oe81PG2FHG2CHG2MBTnQkhhKStsAyqnNWoLHagodtL4wiitOlo\nG04vz4bdHL8dO0a9DgYdw3/2NOC6p7aqx2s73Jgslw9LQUUcAtS2XkwpyEBOhgnPbKnBWQ+sH/pB\nJK4EMagGh+0ROty6/ELCu/gCQCAYej3VdriRYdKjPNc2YAb1gXXV+Po/tgEAfvVGFX708h4Egxzr\n9jfi/JmFmFGUGXZ/5W/kR2v30oWQUeQTgjAbdSjNtuJYi1QxsXZnHfbXS1sG3H4Rz26tBQA8u7U2\nbOsHSV/RZFAFAD/gnFcC+ByA2xhjlfJtv+ecL5D/ewsA5Nu+CmA2gIsB/Jkxlrh3NkIIIWNSUNPB\nVekaOjHXBgBo7vEmZU1jSbc7gL11XTh7WnT7TIdDe4rIOYcgBlHf6cHEXGlsh0GnA+cY0clkMMhx\nWG7wpGS7Wp2+ft2DSWIExCDuef0AFv36fdz4jBTodfSGB6i9PgF1nR5MjmKWbqyULr3afagn212o\nyMuA2aCHXwxGfE38ZeMxvH9Q6vT75KYTWLO9Dkdbe9HjFXDxnP6jlbQXcZoHmPNL4s8vd/EtzbFG\nvAByUN7brmjspn2qJIoAlXPeyDnfKX/sBHAQwGCbWr4I4AXOuY9zfgLAUQBL4rFYQggh44cYYQ9q\nuRwANXRRgDqUt/Y3IsiB82cVxv25tb+bHo+Axm4vhCBXLyAYDVLp8EiyqD94aQ8aur0ozbYi22ZU\nj0c6iSXxV93oxDNbaiCKHDtPdoJzjlOdUmntVxaVAwBe+KwWnEuNsRLFFDFAdaMizwaTXnmdRXfR\n4gM5YD1ral6/27TdrPsG4iRxlAzq1IJQ87YLKifgkWvmAwDe2NsIALj/i7MBhDfIIulrWHtQGWOT\nAJwOQKn5uYMxtpcx9nfGmNLqrxTAKc3D6hAhoGWMfYMxtp0xtr21tXXYCyeEEDK2hQWovvAMKl1F\nH9qnx9tRnGXB3NLEdjxu7fWpGe2iLOkCglEnl2XGGKB2uwPqGJH5ZVkozbaqtx1p7h3oYSSOWpzS\n7/SCyglw+gS0On3YXtMJi1GHG5dNgs2kx6/ePAgdA04vz07YOpQZmcqeZjEoBcoT82yh8t8oX2dv\n7G3A/PJslOXYIt6+eokUeLe5KIM6Gnq8AYhBDrNBH7ZP/tYVU9WqiTf3NaIsx4oVM6QLbTXtrojP\nRdJL1AEqY8wOYC2A73LOewA8DmAKgAUAGgH8bjhfmHP+BOd8Eed8UUFBwXAeSgghZBzQBqhtvdIJ\no3Ji2dhNGdShePwisqzGmBohDUdbrw8uuQTbLnf4NQ4zs9VXY490AeKXl1fi4jlFyNY0tDna4gwb\nc0Li42iLU81Scs6xdmcdAOBzcuBwoLEH22o6sKA8GzOLHNj045X46SUz8cyNS1DosCRsXUqHYOUi\nVWO3BwGRY1JehjryKNoA9UBDDy6b27+8V/Gtc6cBANp7/fjRy3vwybH2kSydDOELf9oEQMqSay9C\n5dvNyJSbVrU6fVh+WgFKs63Ishqx51RXxOci6SWqAJUxZoQUnD7LOX8FADjnzZxzkXMeBPA3hMp4\n6wGUax5eJh8jhBBCVNomSU1yhi7TYkCW1UgZ1Ch4hSDMCWxeo2ju8apNrDLkfXwGOXCItdmM8nxT\nC+1gjKnvrecfAAAgAElEQVQnqwDwhw+OYuH972FnLY0bGqnmHi/8QhDNPV6seuQj3PfGAQDAu1XN\neGtfEwDgojlFyLeb8PA7h3CgoRtLJuUCkGbjfvPcqVh+WmKTCFlWqby7xyuNGTrZLpUZV+Ta1AB1\nsI7RwT77oC+ZUzzgffPs0oWQUx1urNleh9V/+zT2hZNB1ba7USP/LpV9xredNxUAUJBpVrsqA8DN\nyyZDp2NYODEbO07S3z2JrosvA/AUgIOc80c0x7XvAF8GsF/++HUAX2WMmRljkwFMB/BZ/JZMCCFk\nPNA2SVJmYBr0OhRnWdBIe1CH5A2IsBgSPy1u64kObDwkbcXJMEknlX3LMofLKY/6UBrXXLtkIs6b\nIWVRlGz6huqWEa073QWDHGf+5gN898Vd6rigl3fUwS8E8fv3Dqv3y7Ia8Z3zp+NAQw+CHFgkB6ij\nxSEHqN2ePgFqfob6Ouubqdc2TVICWwAw6BjKcyOX9wKAzaSH2aDDkRZpxmsiuxOnu01HQyOqlFLt\nOy+cgUO/uhgWoz6saZWyP3VOaRaOt7moizuJKoN6NoCvAVjZZ6TMQ4yxfYyxvQDOA/A9AOCcHwCw\nBkAVgLcB3MY5p1caIYSQMIJ80qnpXQKDjqEk24oGKvEdki8gJjyDumJGAZ7bWosXt0utJWxyOWao\nSVJsJb69vvAANSfDhKdvXIJlmo7Enx7viHndJNR47K19TXjngJQtDQaBR9cfQXWTE/l2M86Sy3u/\ndHqoVcjCipz+T5ZADoucQZUDVOUCRYHdHHqdCeEXQjyaAEa5PwC8/d3lg34txhhsJj3qOqUKDeX1\nTOJvsyZANRuknzNjTP0402zs95gZRZkQgxzHWmkferobcnAa53wTgEgbXN4a5DG/BvDrEayLEELI\nOKdkUIscFjUgNegZirMs2EXlnUPyCcGEZ1DPm1GIDYdCjQzVEl9dfEp8tWV+AJBrD+1F3VnbiV6f\nENcZr+lEOz90fXULGJMy3n9cfxRXLCzFI9csUG/PtISChdH+easlvnKA6vIJMBl0MBl0Efeg+gQR\nP3x5r/p5q1Par/z7r8zHtMJQp9iBmA161MsBqpUC1IQQgxybj/XPoGrZLQbYzQb85JKZ6rEZE6TZ\ntYebnZhdktjmbyS1Jb42iBBCCIlA2YM6ISvUgMWg06Ek24pOd0CdjUoi8wZEWBKUQZ3gMAMAlk0P\nn7Gq7CWLZm/gYPqW+CqUE9TVS8ohBDk+O0FNbGLV6wuVvgpBjlvOnap+fvfls/vdf+td5+OTn64c\nlbVpOazSa0Ap8e31CciUXxfK68ynyaB+dLgNb8qjSQCgSW64ZY+QkYvEYtSpo4yUknUSX1UNPeq2\nDSD0vqGl1zHsv/ciXPe5CvXYpPwMGPUM1U3OUVknSV30l0kIISQplC6+RZoOoUY9Uz/fV9+NPLsp\nbH4eCfEGgrAYE3Od+Z3vLofTK6Asxxp2XOkYrDQ10p6EDkffEl/FFxeUoDzXitklWXhlZz02HWnH\nypkTYvoa6a7XF36BZ9m0fDy+4RiMeoYsW/9gbkICO/UOxmzQw2LUoUe+aOHyCWqm3hQhg/p+VXPY\n49/Y0wi9jmFBlKNwlBJTgDKoiXKyQxoVY9AxCEEeMUCNxKiX5qUepgA17VEGlRBCSFIoJb7aE2O9\njqE4W/r8mr9+gvN/tzEpaxsLfIIYdrIdT9k2E8pzbWCM4WeXzup3+4wiKdN5sLEnquc71eEOu6/L\nJ8Bq1EOvC99BxBjDGRW5sBj1WDI5F5uO0pz0WCll1ADwh68uQL5dyopnWU0DPSRpsqxGtPdKWc1e\nTYBq7NMkKRjk+KA6PED98FALzj2tAAWZ5qi+lllzUUcMxraHmgxOGWek7PGNVOI7kBlFmThMs5DT\nHgWohBBCkkJpklSUpc2g6lCSZR3oIePCun2NeHt/04ifJ5EZVK3/Xj6l37F8uxkTHGZUNQweoHLO\ncder+7D8tx/iqse3oNPlR02bS9pbahm8iOvsafk43NyLlh5qmBULJUv9xh3L8MUFperf2S3n9v99\nJttpEzJRJV/ACC/xVZpxSQHPrlNdaOsNn5Eb5MAVC0sRLW02z+0XBrkniZXy+1Iy1NFmUAHptVDf\n5QnrzkzSDwWohBBCkkLJoBZnhWdQ8+z9MzydLv+4CVS+9exO3PJ/O0b0HJxzeIXE7UHtqyhC+Wdl\nsUMNKgbi9Al4bmstihwWuPwifvLKXnz+T5tQ2+FGrm3wTJ7S0VfbbIVEr+/s2iyrEUd+fQluXjY5\nmcuKaEF5Ng43O+H2C3D5RGSYwzNvyl7nD6tb+mXdMy0GrJoVfRm4tuqA9rknhl+++KiM8RlOonqm\nXJ1xpJnKfNMZBaiEEEKSQmmSVJipyaDqdLCbDWEnoWKQ44xfvYclv/lg1NcYb9r5jd0x7t8EpBN2\nzjFqAeqGH65A9f0Xhx2bXZKFIy29g84snHfPuwCA82YWAgDeOdAMp0/A5qPtain3QCqLHcixGfHJ\nMWqUFItQgBp6jRj1OnUfcSqZX5YNMchxoKEnbA+qWuIrl4w2dnv7XSy5fF7JsP4OtFUHbpq3mRBK\nia/yexGGMY5K6TlwvNUV/4WRMYMCVEIIIUkRlANUq0mvjpow6BkYY+rngDTzcLxsFVO6hwLAkZbY\nMwRKV9PhlM6NhMWo7xcEVJY4IAY5jgywX0w7gubMybn9btdmziPR6RjKc21o7vENej8SmdIkKdK8\nyVQzr1waKbLnVFfYaCElg6rsQfUKYtge0nOm5+OmsycN62tpM6huyqAmhFLiu0T+u8/NiH7fc6Hc\nQby1l/7u0xl18SWEEJIUSgZVzxgKMs3o9gTUzGmW1YgOOZhz+8b+PrG2Xh/y7WacbHerx1wjODlW\nspbmUcqgRlJZ7AAAHGjoxtyy/jMLvZrRINMLM7FyZiHWV7eox4qj2GucaTHASXvRYtLl9sOk143K\nPuWRKsy0oDTbit2nuuD0hgLUvnNQfQERFoMeb337HDQ7vThvRuGwv5ZyUcegY/ALQXj8InXzjTMl\n433XpbNw5cIytalaNGwmaT5qq5MC1HSW+u9ahBBCxiWlg6ZOBxTIHUaVE1JtBlUbyA1WTpqq9td3\nY9Gv3sfaHXXYfapLPT6S/W/KHFFbEgPUibk22M0GHBigUZJP87vKt5uwYkYBACDHZoTNpFcD3MFk\nmo3q90qGp8XpQ6HDnJIlvZHML8/Cp8c74AmIyJEzbkqTJGUPqtIYrLLEEVNwCoS6+M4ulS6qNHZ7\nRrr0hGpxevHo+iNjquOwXwxCx6TKi/lRjv/Ryreb+jXDIumFAlRCCCFJoZxwGXQ65MsjIpStp9oA\ntU1T6hXr3M1kUkp5Nx5uxfaaDvW4JxB74LXthPQ88yJkLkeLTsdQlmNFY3fk5lXaDGpOhkmdnVqc\nZcXOX1yA82cNHWBIGVQKUKP17NaT6kWQ5h5v0mabxuL08hz1bz1PDlD7zkH1BkbeGEwp8Z0nB6gN\nXandfO1nr+7Hw+8exs7azmQvJWp+MahebIxFQaYZrc7U/r2QxKIAlRBCSFKIcsMgvQ4ocphhMYYa\nuGTbQgFqraYsttM99q6qKydqr+9pwLr9TVg6NQ8A4PEHB3vYoLbVdCLfbsa0Qntc1hgrm0k/YFZb\nyaB+Y/kUGPU6dS9kkHNYjPqoMnuZFiOV+A7Dz17djy89thmAFKAWRjkbNBVcPKdI/TiUQQ1vkhSP\nztVKBnWuEqCOUgZ1W00Hnvz4+LAfp2R4D6doV9uGLg8ueGQjatpCTY0CAlcvLsQi326mDGqaowCV\nEEJIUihNkvQ6HW5eNgV/ue4M9TZtBrW6KVRCuv3k2MkiKAx9xmIsP00qdR3JDMaadhemFWYkvXzT\nZjL0+z7213fjRy/vQY+c+Vw4USrxUzKoQR59qWKmxQCXXxxT5Y2p4M8bjqKu0zOmMqjluTb1Y6Wp\njrHPmJl4zP5VMqizS6US8+YBKgDibfUTn+JXbx5Et2d4F1x65b+j/fWDj3RKli3H2nGkpRf7G7rV\nY35RVBtcxcJBF6bSHgWohBBCkkLbJKkoy4IVmj1l2ZoA9aPDoTmY//fJydFbYJz4hPBM6fLpUoA6\nkv20tR1uTNSc0CeL1aSHJxD+/T3/WS3WbK/DXzceAxBq5JRpUTKo0T+/EtT2UpnvkAKarskPvX0I\nk/IycOnc4iSuKHY5tvASX2VsiVdukjQSSoBbkmWFxahDzygFQsroHKU8fyCCGAy7INMpb2s4oAkA\nU4myrk65qR3nHCfaXCMq8bVbDHH5m+ech3UTT5QPD7Xg4XcOJfzrpBMKUAkhhCSFmkHV988COjQB\n6qFmJ8pzrbhj5TQcbR187mYq6tsMaWZRJvQ6Bk+M34fbL6DV6UNFXkY8ljciVqMeHk0GtdsdwEdH\nWgEA6/Y3AQh1TVUyKsPNoAIYtSBirKltd+O//7kdbr/Q7/X0xreXqWM+xoqLZk8AENqDatQzMBa6\nyOMNBEfcufoL80tw7xdmy/uiR68J16Q86YLSoSFKdc96YD0+/6dNAKQAq1fuYl7d6FQD9VRSJTdJ\n63BJf6Mv76jD5qPtaOqJPTNtN0uVE8ERVk78eO1eTPvZuhE9RzT+vukEntp0IuFfJ51QgEoIISQp\ntBnUvpTA5LK5xXjq+kV4dPVCzCoefO5mqtLOWrz785XQ6RhsRn3MMxhPdUh70spTIINqM4V/H/Pv\nexenOjy4ZlGZekzZM6jMPb3l3KlRP7+Sde0dB6OGEuF/1h3Ee1XN+LC6Fd4+r6e+peVjwf9+5XSs\n/dZSdQ8qYwwWQ2ifsy8gjrjEtyzHhuuXTgIwuk24lFmudZ3ufrd1uwO47bmdaO7xotXpQ1WjFPS5\n5fL2OaUO+MXgiGYnJwLnXF2r0h9g6xAZ4mgo7/+uEWyDAIA12+sAIKFbBAQxiJ0nO+EJiCl5AWGs\nojmohBBCkiLUJKn/ibTaCIUB58+SsipKVvVgY0/EuZupSpvZuvHsyQAAyyDNhYZysl1qRlKRAgGq\nxaiHJyDia09txQLNOInVSyaqJ4dKBjXDbEDNA5cN6/lt8nzKWIP58c5mkk/kff0zqMnenxwLq0mP\nMypywo5ZjDp4A/FrkqSVaTGOKDv/9v4mlGRbMK9s6FEqyt7Tus7+TZk+PdGON/c2hu2HDQa5Gjwv\nnZqP/fU9OFDfg9klqfPeV9fpUdeozK0eToXEQJQ5uL0+Qb1INVzayhWXX4AjxucZSlVjjzoKzekN\nIM8+dhqTpTLKoBJCCEkKUd4bNFiAqs0KVeTaYDPp1Sv2Y4USiN68bLJ6rG/mcThqO6QMTCrsQbWZ\n9PD4RRxudmLDoVb1uPaEfSQBhbJvbyQzY8czu1n62fZGCFDHC4tRupgjBjkCIoc1jgGqYwQZ1LpO\nN+54fif++lF0nXmVQFj5+9VS9tpqm8C1OH1qo6A5pVmwmw3YV59a+1CVGcgWo04NUOMQn8Ieh73n\nPkEToCawAuMzTca4h/bKxw0FqIQQQpJCrniLGKAqJ6FezUmGTscwoygzrKtvqgoGOR5+5xBaerxw\n+0VkmPT4xeWV6u3S3s3YA9RMiyFsFE+yWI16CEEOt0/EQfnCwc8vmxX2OzWPoJun8joYaanfeKUE\n8C6fMG6DeItRD68QVC/0jLTEV0sq8Y0tg/rYh8cQEPmQP/eT7S5c9+RWNRA+2e5WgzlFpGqKnbWd\neEhuvOOwGDC7xBHWKTcVVDX2QMeAeaXZcPkFtPR48equ+hE/r5JBdY4gsPRqmrclMkDdpplt3TPM\nDs1kYBSgEkIISQoxOHAGdfGkXJw5ORc/u7Qy7PisYgcONjrB+1ymT7W9PwcaevDoh0fx3Rd3wxMQ\nYTWF76jJs5twtLW33/cRDaWDbyqUcFrlElynT1D3FCsnl4p4ZFBHMpJnPFMaT1U3O8dtgGo26OAN\niGqGPq4lvubhN0lyegO45/UDeGFbLYDBX5t+IYgrH9+CTUelTuRnTZFmIGuDGiDUBOrFb3wO31g+\nBQBw+3M78V5Vs7ROixFzSrNwsLFnVLrSRquqoRtTCuzItBgQEIN47rPauDxvPLp3azOovb7E/G1w\nzrGtplNtgEXN3OKHAlRCCCFJoZxnRWqSZDXp8eI3z0JliSPs+KxiB7o9ATRq9mr9e3c9Tvv5urBB\n8cnGIQVrJ9pc8PhFWE3h/9x+cX4pjre6sK1m+HNdazvcqMhLfnkvENoDqZXRJ0AdSQY1Qw6AXQk6\nwRzrlAszb+5txIvbTyV5NYlhNurR4vThtud2AgAKM+O3xy+WJkmfHu/AM1tqwLnUkbvvmCWtDpcf\nbb1+3P+lOXj262fi0WtPh8mg6zdqRgmmynNtuOvSWbigcgJmFTvUbLHZoMP0Qju8gSCanb5hfpeJ\nU9XQg9klDhj1OgQEru4ZHyll36nSeCkWo5FBberxosPlxzny6LDXdjXgkXdp3Ew8UIBKCCEkKQbL\noA5keqEdAHC8NRSMKlmGPXVdcVzdyChdZxu7vdhZ29mvQcfl84uRaTbg2a3Rz3UVgxzff3E3jre6\nUqKDL4B+gTcQyqBeOrcIwMgyXjbKoA5KexL+790NSVxJ4lgMOvRqMlNlOfF77WeYDfDI+1ujpWQw\n133nHEzKy+jXPVlLKeXNzzDh7Gn5yLObcXp5Nj4bIIOqXMz5238twpvfPgcf3rkCNy+bjJlFmciX\nm++096ZGgNrp8qOh24vKYgeMBh0CYhDtvbEHlFoVeTYY9QwHG2PvWhyeQY3/+4cgBnHuQxsAAPPk\npn1rd9bhj+uPYsOhlrh/vXRDASohhJCkUMYuGCPMQR1Irjx+ossTOhHSdnxMFdrStFanD3ddOivs\ndpvJgCsWlmLdvqZ++9EG0tTjxSvy/q6K3OTPQAUAq7F/BlXJovz+Kwvw8Y/Og1E/8j2ov3mrGr+j\nzEQ/PkFEXoYJH965YkSZ6lRm6TOSqSzHGrfnVl6rw+moHQiG3resJj3cgYHfd5QMoDI2BwDOnJyL\n/fXdYe9XytfvO+O1OMuKX1xeCYNehzy79BxtKRKgnpLH5UzOz4BRz+AXg2h1+lCabcWT/7UIL91y\nVszPbTboMavYgT2nYr/omOgManWTE375YsXiSblh2eP73qjCi9tqx23Z/WgYn+9mhBBCUp4Y5NDr\n2LD2UmbJo2a63KGMihqgplAHRaWpz6pZhXjl1qU4e1p+v/tce2YF/GIQL++IrjRTexKdCh18gdAe\nVC2lxNds0I8406vNrq+vpqxEXz4hCLNBh8n5GfjpJTOTvZyEsBh1YcGc8h4QDwONMVqz/RR++051\nxMcoGVSDTieNWfIPXuILhC6sAcCSyXkIcuDJj0Pdf32B8AxqJEoGtS1OWcqRUn4ndosBJr2UQW1x\n+lCQacaqyglYPCl3RM9fnmNDi9M79B0HkOguvtp9xGU5VswplbKoBZlmHG914cdr9+GxD4/G/eum\nCwpQCSGEJEUgGBxWeS8QOjnt1nRLVE4yUyqDKu+Z/M0VczGzyBHxPjOKMjGt0I7PToT2ob5zoAmH\nmyOXta0/GArQUmcPaihAzZQD075NkuKlrtMTVVMpb0DEd1/YhaMtvQlZRyrxCUE163bD2ZPxxh3L\nkryi+NNmUP/rrIq4NgdTys+1mS7OOf74wZEBS6YFufLDoGewDTHPWM2g2kIB6uLJOTijIgePfXgU\njd3STFSfIL0XDlZtkGoZVLf8Hmc3G6Q9qCJHi9Mbtz3CBj1TG6/FQptB7XDFp3lRQAyivkv6nSnz\nbF+//WwY9DrMl8t8V8lzuwGp6qWvnbWdmHbXW2jqjj34TgcUoBJCCEkKQeQwDjNAtRj1MBt0YQGq\nUnIXbansaFCyuUMFa1lWY9j+ym/+awcu/P1H/e7X4vTi128dVD8vzrLEaaUjo51JedGcIswucaAo\nQWvr9gSiyh5tPtqG13Y34Dean9d45QuIYVm3eDWpSSUWg17dI3r6xOwh7j08SpMv7QzZ/fU9qOv0\nDNgZXAmaDDodrEY93H5hwAsnyntSjmYklNmgx2+vmoeAyPG+fNHJ2+f3ONBabSZ93PZ5jpRSJZKh\nBKiClEEtdMQnQFWeM1baDOrJ9vg00Htq0wmc/cB6bD3ejk63H6XZVnXm86xi6UJke68P/3PFXADA\n4WYnnvjoGNZsC1XJ/O2j4xCCHFtPtMdlTeMVBaiEEEKSQinxHa5smxHdmhJfJYMxko6P8ebyCdCx\n8AAuEpsplB0aLDt4rCV0gnX+zEIYRrCvM560Jb7LpuXjzW+fE9cxIADw9I2L8RO5fDWarOjhZuk+\n8ZyXmaqUEl9F3z2M44FZ83vUxXm0UqjEN3SR6K39jQCkbFkkgtzczSDvQQ1yqHsR++p0+ZFlNfb7\ne52cnwG9juEXr+1Hq9PX7/c4kGyrMeziXDKpJb5mA4x6Bk9ARJc7gMLM+FygMuqZevFxKIeanBFm\ny0q/k9JsK06MIED9/J824Q/vHwEArNvfBAB4c18jut2BsFnU88ulQHVeWRZWL5mIH188E3vruvGb\nt6rxo7V7sb9emmGrvN8HYxgxlk7G/7s3IYSQlBQQgzE10MmyGsOaJCknIsMdF5FIvT4BGWbDkOWI\nVqNeLS/0DjKu4mhrKDD7xeWVA95vtGkDcFOCmvScN6MQX1xQAiD85zAQpbFKKr0eEsUniDAbNL+D\nFLlwEU/aCx4GXXy/P+UCi0dzkWjdPiVAjRxAqM3d5AwqAHgH2Ifa7vKH7T9VMMagvDOs29/Y7/c4\nEIfViJ4UCVCVfZ1KBlXJLBfEqcTXKO9rjcaNT3+Gr/z1k7C9pkoGdVZxZswjyOq7PNhX343fv38Y\nAHBMvkDW6vShyxMeoE4tsGPDnStwy7lTAQDXL63ArSum4u83LIJRz/DqrnqIQa5eSG3pSY1S7VQ1\n/t7JCCGEjAlikMMwjA6+ihybKazUU8mgptIeVJdPQEaEGaF92TRdQJ2+/ieenHN0ewJ44bNa9Vjf\nOaPJpC0pTWRwVOSwwG424OgA+3MFMYjbnt2JXbWd2C0HqEeaexEcwR62sUDag6rNoI6/0zqL5sJH\nvF9ifZskVTc5UdPuRl6GacCsqNokSc6gAuElwt2eALYcbQMgVXVoy3u11n5rKQCgvtMDnxCMKuPv\nsBjR402NAFXZZ28z6sMuNMZrD6pRr1P3+w5GDHI09XhxpKUXP1q7V61EUS74zSxyoNMdQFcMFTba\nebU+QVT/jWl1+tDl9iPbGn7xYVJ+hpott5kM+NHFM7Fy5gRcUDkBT206gaUPfIC9dVImtSWF5tmm\novH3TkYIIWRMCIg8pozI1EI7jrb0ak5EpBOlVMqYBcRgVMGC1WRQszeR1v+vT09i/r3v4kBDj3os\nUU2IYqEt8U1UBhWQMk5TCzIGzKDWd3nw5r5GfPnPW9DU48X88mw09Xjx9X9uR3OERiXjhS8QXho6\nHjOo2rJlfbwzqPJzv76nAfe/UYW39zdBx4CL5xQhIAYjlt0rmUK9jkVs0PaDNXtw7ZNb0er0ocMV\niJhBBaSS0NMm2HG8zSXvQY0mg2pAjyc13udcPgE2kx46HYPRELrQGK8SX4M8umYoXW4/ghw4bYId\nb+5txIvyfk8lgzqjKBMAcCKGLGqjppHR/vrQe3CL04duTwBZA1x86OveL8zB3NIsOCxGPHrt6SjP\ntaJBbrZEIht/72SEEELGBCEYjCmDOrMoE92eAJrlEqlQgJoamQVACb6H/t60e1C1ASrnHHvruvDL\nfx8AANyxcpp6WyrtrdQGRImewzmtMHPAPajtffaf/ezSWbjp7MlYX92C9w82j+jrvrG3ISU7brr9\nAhq7Pci0aBvwpM5rI14sYQFqfJ9bucDy+p4GPLe1FifbXSjLsaHIYQHniNhFVlDnN+vgkLuKa7Oa\nBxt71P93DlDiq5icn4ETbS6c6vBEdUHLYUmdPagueRsDEP4+EK8mSSa9Ts1WD0b527995XRMKcjA\n2wekfaKhDKoUoNbEsA+1Vc5yWow63Pcf6b24OMuChi4POlx+ZEc58qgg04zXbz8b733/XFw+rwRL\np+Rj4+HWlMmGp6Lx905GCCFkTBBibJI0OT8DQKgzo3IikkpzUP1R7q9VAtRdtZ1h6+/1CbjtuZ0A\npA6gP7hwBlYvKQeAuI7ZGCntWhKZQQWAaYV2NPf4Il6IaNFkSY16hnllWfj5ZbNgMuhQ2+6O+Wt2\nuPy4/bld+Po/t8X8HInyxEfH0ekO4LrPTVSPpdJrI160F2TinUG1acrwPQERPV4BmRYDjPJrOdIe\nSCEYBGNSBlUde6Vp2pZpkZ7zQEMPOtx+5AwaoErVIFWNPZgrz9EcjMOaSiW+glrNobzXMQbkDfL9\nDodBp0OQQ+3gPBClq3G+3YTFFbnYVduFYJCjxxNAptmAirwM6Bhwom347wNtvT5U5Nlw5cIy7JFL\nc8+bWYhMiwHLphfg8/NLon4u7d/mfy2tgCcg4rH16TMn9enNJ/C1p7ZGfX8KUAkhhCSFIAZhjOGE\nU7lqr+z78sqlXC6/OOTJzGgRxGBUAZuSwfnyn7fgqU3H1eNd7oC6h9UlZ1j/54p5qHngsgSsNj4S\nHaAqJ749fS5EtPR41c69AHDO9AJYjFLp4cRcW0yZE4WSDatujLz3NVlanF78deNxXDa3GGdU5Pa7\nfVFFThJWlRgWTemrPs4BeIZZD6Oeqa/d9dUtyLQY1IxgQOj/fhIQufq+FWkus1IJseNkJ/xCsN8+\nRa0p8sU2AFi9ZOKA91M4rEb0+oSU2Fvd3hvKDisBal6GKW4dxpWy4aEaJbW7pCxnvt2MhRXZ6PYE\ncLzNhdZeH/IzzTAZdCjNsYaV+P7fpyfxu3cPDbmGVqcPBXZz2O/m2iUTseuXF+KfNy1RR8sM1+yS\nLFx9Rhn+vvlETKXHY9G9/6nCx0faor4/BaiEEEKSItYmSWrnTDlAVfZwAqnTKCnaEl/tFrcPD7Wq\nH8OTyS0AACAASURBVHe5A2o3zIm5trivLxESXV6qlED6NA1pBDGI83+3EY+8d1g9dvOyyerHFbk2\nnBxBBlUJUOM93mSkNhxqhScg4o7zp/W7betd5+NfN5+ZhFUlhjksgxrf34PZoMdLtyzF9y84TT1m\nN4cyqJH2QIrBoLqO7D4BKuccLU4pm6/MucwapAx0ckEoQM23D10a67AYwDngTIH3ueYeL4oc0n5T\no/w+XhCn/adAqGx4sAD1ober8deN0oW9CZkWLJwoXZhZ9chGnGh1oUD+mU7Ot6udfDnn+Plr+/Gn\nIbKXnHPUdbmRbzdjTmkW5pdJGe7sKPedDuXOi2bAqNfhbx8fH/rOaYgCVEIIIUkRbRDXlxKgKns3\nfZph7qmyDzXaETra0tQvn16KK04vBSB1//TL39c/blqSmEXGyUNXzcO8siwUZVkT+nWUAFj7+3b5\nRTh9AlbNKsRl84px1RllWDo1T719Yp4NtR3uQWfMDmZnbScAKVDRlnEm2+EmJyxGHaYXZva7bYLD\nEta8aqzTZlBjuaA1lAXl2ci1hWc5TfqBs3cBMXRhzdEnQPUERAREDotRp2ZSHdaBm5pN1mRQ8+xD\nl8aqe16TvA+Vc6lz7gQ5QFUy0PHq4AtA/bdhoHE/J9pc+POGY9hX343cDBOybEZMLbCrwXJVYw/y\nM6Wf6YwJdhxqcuJkuwv/3t0Q1dd/50AzTnV4sHJmIQDglnOnYkp+RtzG6BRmWnDahEyc6oj9Atp4\nRgEqIYSQpJCaJA3/nyFbn9EO3oCITLnsN3UyqNEFqKcVhQKMZdPycet50gy9Lk8AnW4/Lp5dhNLs\nxAZ+I3XNonK8fvuyhHcXVrqchgWo8u971awJeOzahXj46vlhe70m5WXA7RfR2hvbSIfPTnSqGZPD\nLalT5nuo2YnphZlxzyimIm2TpERlsi2agN4nhP52/ULkPajK7Ua9DkY9UzPtSofdz00JXSQZLIOq\n3a8ZzfuFQ26INVCzsNHi9Alw+0UUZykZ1PgHqEoWe6BGSS9sC43eUgJ9nY6h+v5L8NXF0n59JSt9\n87Ip8ItBPPHRcfzy3/sBDD6vVRCDePjdQ5hSkIErFkoXDS+ZW4z1d66IqttytAoyzWojpvFOOzM7\nGhSgEkIISQpBjK1JknIyqZT2egMi8uWTjVQZNRMQuXolfzDXLpmIKXKZX4ZZjyx5v1qX248OV2DQ\nBivpRin19GpKfJUA1TZAcDwxTyqPjqVRkscvoq3Xh8/PkxqhXP2XT7BLzqgmW3OPN+UvXMSLtklS\nLBUX0dCePPsCoQA0YpOkPu9beh3Duv1NaHX61AZGZ2kCVIdl4AB1uE2tlGzsjc9sQ4dr+HM940Xp\naj2hb4Aapw6+ANR9vpHKrP1CEC9vr1M/n6opldbrGH5w4Qzk203qiJmiLAtKs614dmstAiLH2dPy\nMFhRxcdH2nC0pRc/uGBG3PbURpJOAepgF2oioQCVEEJIUgjB6IK4vrR7ULfVdKDTHVD3Gm052o7z\nf7cBr+ys6/c4t1+IOHtOEIP44wdH4loeHG0GlTGG21ZI+whnFjnUbN3jG46hrdcXduKV7iJmUOWL\nFHZz5KvzFfL+3ZoYAtQOtxQAVJaEGqH89JV9w36eROjxCMM+4RurwsfMjEKAKohqyWqk4EgIchg1\n6/jWudLfb1O3Vy29nVXsgEPu5jvU7+nRa0/Hg1fOjWqd2mB34+GWqB6TCEqAquxBVUqe4zUDFQg1\nSRIilPhuPtqGdpdf/RnPK8sOu70g04xPfno+/t+ZFeox5ULgw1fPx9QCO4TgwHtb6+R/JxZNSmyz\nsQK7GR1u/5CNoMYDl394F48pQCWEEJIUghiEIYYuvka9DgYdQ69PxDf/tQMAUCBfuV9f3Yxjra6w\nhkOKG57ehqUPrO93fN3+Jjzy3mE8/M7QXR2jFW2ACgBXnlGGqvsuwqT8DBj1OthMejR2e7FiRgGu\nXzopbmsa69Q9qBEyqBmmyBnUshwbdAyojaGTb6ecodLOsYzUyOZkuwvVTT3Dfv6R6PEG1HEm450l\ngU2SFFZT6Gtctahc06An0hzU8K0Jy6ZL2dIOt1/di5plNaoXNoYKUC+fV4KvLB66g2/f53r/YBID\nVHnvvFLiq/y84rU/E4D6b8Oeui51L7hC6Xz7+HVnYMmk3IjjXvq+//7my3Px3NfPxGXzimHQ6SIG\nvooOeXRNji2xFSyFDjM4D43KGa8458PefkMBKiGEkFH1nz0NqG7qgRCMrUkSII1n2Xy0TS1zUzKo\n9V3SiZMxwvN+dqIDQP99ZUrJaDw7Y0Zb4qvQzmP8368swOolE/HYtQujDnLTgRKoRNqDmjFAia/J\noENJthUnY2hE0iU3RcqxmVAhlwpHKrn+8dq9+OFLe4f9/LESxCDcflFtmDPeaff8JSpAVbK0BZlm\nXHfmRPXv7tH1R9HtCeCTY+3qaJdAn+7jShDT6fLj28/vAiA1M5pbmgWDjsX1QoI2g/rRodakZd6a\n5QyqUtI7rdCOymIH5pdnD/awYVF+Bz9Zuw/3/qcq7LbGbg/MBh2WTs3DmlvOiqqaoDzXhqXT8uXn\nZoNmUDtcPmncUII7k6uvHff4DlBdfhGcS40Ao0X/8hFCCBlVdzy/Cxf/78cQxNjGzABSSd6++m71\nc+XKfZvcDEccZINR90AdMOM4WlAYRga1rwtnF+F/rpg7YNCVrpRA5a19jeoxpWxssJ9VRZ5tRCW+\nuRlGvPTNs6Sv1+cihk8Qsau2a+DXVAKo3WHTJIOayDEzCiVANeoYGGPqxaX3Dzbjxqc/w+q/fYpn\nt54EoFR+hNahZNg7XH615DzLasQ3z52Kv9+wOK57GO2a37nTJ2CbfNFttDX2eJGbYVL/Jic4LHjr\nO+fEdV+0SS7x9QTEftsvGrq9KMm2DnsPr0KvY4NmUNtd/rAGVokSaY7ueNTULZVMny1fIIgGBaiE\nEEKSItYuvkD4vjRAmk2nPXkdLLPQ92Qgxgkkg/KLPKHNNdKRUuK7bn+TOpqh1ycFBBmDjFWZ4LBg\nz6ku7Dg5vJP5LjlAzbaZUOiw4Oxpeeoxxf76bviEoDryaDQojXjSJYMatgc1QV18lefVye8h2szZ\nztouAKHOuWKQh21NcFiM0DGo1Ry5GSbkZpiQbzdj+WkF8V2njmFyfga+t+o0GHQMm4+1xfX5o3Wo\nyYlJeYmdz6z9Gbt94X9fjV0etbw4pufW6yAE+YDjpzrd/rDS/kSJV4Ca6gGu8jekzJKNBv3rSQgh\nZNRoTwhGUuJb26dk02rUh4058Qv9TzyUc9tuT3iQ4R5m84ZoBMSgOkuRxIe21FPJlLuHKPEFQvtG\nr3z8E9R1Rp9JVUp8lZPIbJsJXX1OBLfVSHvjEvEaGogyyiRzkO6w44llFEp8c+UZpKuXSHtBB6t+\n6Fu+r9Mx5NhMagO2byyfkpA1Kj68cwW+s2o6KvJsONI8+uNmPH4Re+u6sGRy3tB3HgHt76Bvg53W\nXt+IRtooW0BEuWz7SLMTk37yJg43S6Ok2nv9yIuw3zze4hGgbjrShvn3vosPDyVvT/JQdtV2wmEx\nYGqBPerHUIBKCCFk1Gj3DwaE2JokAcBMeXzA3FLpiqzFqA/b6xUpg6pk4JTAQ6GU5cUzkTqSEl8S\nmbbUs7lHClCV391gM/a0pXq7T3VF/fXcfqmbq/J7zLYa+712ttd0qPdV9igmmppBTZMSX6OeQYlL\nY90SMBSHxYgjv74Et66Q5hBH2nv45r4mBIM8YuVHWa4NVfIs1OHOe4xVSbYV71Y192sglGi7TnUi\nIHIsmZzYDrfaiwBuvxh2cbO91x+xYVm09PJzC/Lf7JvytoE39jQAAOq7PCgZQYY2Wlly1/Zud+wB\n6tObTwAAntlcE48lJcTOk/+fvTsPj6ys8gf+fW/tqVT2vdPpTu8r9EazNAgNAg0oi8gmjKCi4sDo\nb8YVB0cdQR1ndMYVREVhGFQGdVA2WZtNoBdo6PS+L+l09koqtS/398dd6lZSSSqpPfl+noenq25V\nJW+adNU995z3HDdWtFTqFQqp4KcnERHlTDAcDxy7h4KTzqA++PG12PzP70eNmvmwmqSEDGqyAFXr\nNDk8yND29A1vnpSOMEt8M85q+PvU9jQp3ZLFmCc+xsZGXYOpzxz0hyIJwYbdYkroIByLydhypF/P\nzPvDuSnz9UyzEl8hhF7mm60SX0DJ2Gl7GmdWKuWrLrtZH/XUMxTEE9s7EE4yv3lBXamefXOMUW6e\nSSvUhkR/UYOqXNl0qA9CAKtnVWX1+2gXhsySQDQmo/XOp9DWPgBfKAJfKJpWhlObsaoFqJL6/z0m\nK9lMTyCC5srsljADQKnVDEmkl0HVqomGbz8YzYfv/Rse2zpyDFu2DAbC2NvlwaqWiTXQ4qcnERHl\nTCASP4kPp9Ekqb7MjlqXDSb1RCMmywkdLpMGqGqp4PAyzaGgcj+VLr6BcBQffWATvv5426j7l2RZ\nRoglvhlnDEJPqoHmREcVdXoCKT/XF4qixBBsmE0CYUOW9EifD25fGEvVcSLZ2Ifa7QniO0/v0rMk\ngLHEd3pkUIH4PtRslfgO57CasOmfL8Cf7zgb/3b1Kfjomco8zed3diKaZH7zgnoXtF+NkhwFqLev\nV+av5rJSo98bwqZDfVjcUJb1ObzVpVYIAZw9P95Y55m2k/pIlurSye8R1T53IurnhPZrFZNlfX97\nc2XmGj6NRpIEyhwWuP2T7+LboXZUTuUCmSwrF9W+8L/vTvr7TdS7x9yQZWBVy8Qy7tPn3Y2IiPLO\nmEEF0j+5Mhv2EhlP2ENJOjRqJyH+YfuZtIzq8E6RyfzvlmN4ZW83XgFwyfJGnN5ahU8+tBVXrZyB\ny05p1NcCgBnULOr3hnCszwdPIDLuRQ7jvqfuiWRQw9GEbJhFkhIufPSq+2Dn1JSirX1Q3YeauX1r\nnYMBXPiDlzEYiKCyxIJbzpoNIcS0a5IEAHa15DZXASoA1LnsgAtorXFizewqWEwSfvWacqHggkV1\nCc+dXx//HctVgGq3mFBZYoE/Rw26eoeCWH338wCAW3Iwn7m5sgRvffUCbNzTjY3qXOuYLKNb/XdX\nk06Aqv4eaXNuhSGD+otXDwIAWtXMebbNrnZi54mJzVF+pq0D7e4ArlnTrM8XTSVADWawSihVbx9x\nQwhgBTOoRERUqLQM6nVrZgJI/4SzxqWW+JollBhLfJN8EGvlXFqmS5Zl/ODZPXjiPWX/USA8/of3\nq/t6UOuywWUz49HNx+ANRfH8rk7c+cf30KUOr9dOergHNXs6PQFc8sNX8bvNx8b9e149qxKvfmk9\nVsysmFAG1R+KJpT4WkwSZDl+AUIry2usUPaqeYOZDRRe2NWFwUAE16xuRr8vjOP9SlnzoD8MIZTy\nwOnCluMMajJfvHghZlYpWTVjVg9QMqgahyV3/18cFpMemDy29bh+0SQbeobiWb7TW7Nb3qupc9nh\nNPyeByMxfPvJXfpjk6VdPNT+LWv7x4/2efHnd0/gI6e3YFFD2aS//kScM78G7x4f0APNVNz28Nv4\n1hM79cZcLrsZ/tD4n1+BHG1D0PR5Q9h0uBfz60oTKpxSwU9PIiLKGe0D8oLFdXj/4jqsnpVeo407\nL1mMf/nAEqxfWIeoYfB6OBpDOBpLKMPVvrcWoLa1D+JHL+7HlSuacO6C2nGb3ATCUbxxoBcXLKrD\n5Sua8FRbB46q8zUHAxF9mHxYXcfwMkBK3+5vbcDKlgq8caBXP6FLZR/zzKoStNY49VEhqfCHR5b4\nAvHycS1AbSpXgpZMdvL1BiP4wXN70VRuxy3rZgMAHt1yDIDyu+aymSfUcKTY2fKQQR3ObjHhd586\nE7ee3YqrVzcnPNZYbtf3wOcqgwoAdqsSoB7r8+EL//tuVvejGvdJnpajABUAnLb43+czbSex5Ug/\nPrRqBpY0Tj6ANEmJ/5a1ZmvPtJ2EJAT+4fx5aax4YubUOhGNyej2TPziwiZ1Du6c2tKUgs9c7ZMH\nlBnRZ37nBby+vxcrZ078c54BKhER5YxWYlRiNeOXN5+GS5c3pvX1nDYzPn52KyRJ6BlQsyQQisaw\n/j824gG1s6Esy/qHs1YS9zd1huBXL1uMUpsZkdjYV6CfaTsJTzCCy1c04do1MxEIx/Dfbx4BoJQB\nPt3WoQTGES1A5UdsptktJlQ7rQmlaqn+PS9tKkPnYBBdKWZRfaFowgxOy7DOn3oGVe322TkYzNg8\nwkM9XvQMBXHrOXOwpLEMkgB+/OJ+bDrUB7cvNG1GzGhyvQd1NDMqHLjrA0tGZIOEEJhXp5T55qpJ\nEqBkUAOhqH7hxZvFcl+tCY/Lbk6rg+5EGUvZuz1BXLy0Ht+4fGlaF2i0f8tRvapGubgUk4ENyxrQ\nWJ79/acal035+cbaYtLnDWHz4T7IspxwIfW5nZ0AgLk1TvjD0VH7ImhSqRLKlH5vWH+fvmrVjAm/\nfvrUhxARUd5pV3mNI0My/bWrS5WZhOGojCO9XgBKYKx9dmsz9d5rH8Cs6hLUueyQJIHxpoT8fvMx\ntFSV4IzWaggBVJZY8Pp+JchdPasSh3q8ODkQ0L++LcmoCkrf8L2XqTbaWqaOJNpxYhB1C5OXB8Zi\nMnqGgqgrs8MfiqK+LH4irjVjCkdigC0eoM5VA5PbH3kbAHD4u5dN4KdJblD92osbyyCEwI9vWIXb\nH3kb927cj5fU/XjTiV19v8hmF990LagvxbZj7pyNmQHiJb5agJrN/ahac7mnPntO1r5HMqc2V+B7\nHz4FixvKMKfWOebM41SZ9S6+SgBlLK/Nxf5aI613gtZNPpnvP7sH//PWUZzeWoXzDfufX93XA0kA\nLdUliMZkhKMyrObR/43kssRXa/z0sxtX4Yw5E5+Zy09PIiLKGa96ImA3Z/4kTptdWOGw6vtAtX2B\nxg9m7SSuw+3XOzWaJTFmBvVorw9vHOzFNaubIUkCQgjUl9n1Fv9aJ9d2tx/ff3YvSqwmrB/WSIUy\nY3j30FRHFS1R/x/taB8Y9Tn3PLULa7/9Agb8YbXEN34ybFF/v8KxGJ7f2Yn/en4fnFYTZlc7Ey5G\n9Hsn35FTowW/2s966fIGOK2maRmcAoWTQR3L8hnlMEtCn22ZCw61xPdAtxKgZqOTtEab1VmRw58P\nUP6fX7tmJpY3l2ckOAVGNknyqZ8TpzSXY02a204mqtQQoA74w3htX8+I57Sp71lvHerDd57ejaZy\nu15KXl8WLy8fr4Q3lyW+WvPBikk2c2OASkREOXPbw0qWyZ6FDOp3PrQcd6yfh7WG/VH+sBIQG0/c\ntNsnBwJoKFMCVJMkMFaF72Nbj0EI4MNr4nvP6sriWbilTUp27vr738RzOztxx/nzUF+W/UHv05EW\ntGm/Q6mW+JbZLWitcaKtffSOmVqX1p6h4MgSX/Wktt8bxq0PbVHXYIJJEphVHZ+Z+PqBkSeYE6UF\nqFowIITArGonhABuOqMF9920Ou3vUUzsZuXvWRRwBvX6tS144rNnT7gZTDocFhP8oXiA+u5xt172\nmWkD/jBMkkiYN12shjdJ8oYimFPjxEMfX5vz3zHt98UTCOOOR97GTb96S78YAChVHfu6hnDLWbPx\n/D+di/tuWo2Xv7Rez6Q2ltv1svLxMqQ5zaCqJeGTvWDDAJWIiHKiczC+98+WhQxqY7kDX7h4YUI2\nS8ugGq8c+8JRRGMyOj1Bff+gSYydQX2q7STOnleTsDepUv3gNUkCixtdCc//+LrW9H8gSmrNrCqs\nnlWJ02YrFyImMkt3aVMZ2k6MnkHVfO+Z3RgMhIc1SVJ+r3784j79mFaeN6Mi/nvx6t70A1T3sAwq\nANx6Tiu+eflS3H3lcmxY1pD29ygmdotU0OW9gHKhJFedXzUOqwkBQ4nv1iP9+ORDWxDKwjiR4/0+\nVJZYC/oiQaqGNzzrHAxgXl0pKkomP7pmsrSA3xOI6ONmBg37UY/1++ALRbGowYV5daXYsKwBFpOk\nv+c0Vjj0svLxSryNAep4+1XTpWdQJ/l3ygCViIhyYtsxt367xJa9fVoWQ4CqfWBrf5okAX8ogp6h\nIKIxGfVagGoSiI5xTnfC7U8YJQHEg9+vXbY4oWnN/9x6ekLmjTLr7Pk1+MNnzkKVUznx0faTpWLZ\njHIc7/fj8W3tIx7zGvah/XVHJ0KRGBYY5ltqjVWeeK8DG5Y24PJTm/DLm9cAAL58ySJUO62YX1eK\nV/d1p33yN+APwyyJhAD5Q6ua8dEzZ6f1dYuVlqmmRA6LCSfcAfT7EhvsbG93j/KKyQmEo3h2Z+eI\n+a/FSivxjcRkyLKM9n4/ZlTmrjGSkVbiOxSM6MG/cT/qnpMeAMDChsTPH61Cx242xQPUcTKkxq+r\nNfjLFu0iG0t8iYiooGkB6iO3np7VLpDGkk+tYZF25bjKaYUvFEWvOtOvRg1yTEIkjKkx8gYj8IWi\nI9Z856WL8KUNC3HzsKYaDeUs7c0FbX+odQLdkrXy7+88tXvEY4d6vAn3991zCa47rUW/b/y9uusD\ni/GjG1ZiXp1y0riooQxbv3Yhblk3GycGAlh41zP4u1+9lfoPM8yAP4xyh2VKZKsywWE1cWxTEnaL\nCaEkV9beUsePZEq3Ryl5T3csWKHQmyRFZQz6I/CGoglVELlkMUlwWEzwBJT5xkDiSB8tQB1+gdR4\nEdRuHT1AlWUZoYgycu1zv9sGQBlt860ndup7W7Ph9f09cNnMkx67NO67uhBiphDiJSHETiHEDiHE\n59TjVUKI54QQ+9Q/Kw2vuVMIsV8IsUcIcfGkVkZERFPKtqNuLJ9RjrPm1Yz/5DRYDSeyegZV/eCu\nKbVhwBfWR42UG8p0o6O08e0ZUubT1boSA9S5taX4+/PmjQgiGrj3NCec6onPREp8V7VUYmG9CzOr\nRp6MaieCmuF7W43NmJorS5DMQvUkMhSN4dUkzU4A4Pzvb8TPNu6H2xfCGwd6kz7H7QvltNlOofvY\nWa34z+tW5HsZBcd48t9kuDC2KcMBqhYwDe+gXaziI6NiaHf7AQBNeQpQAaC+zIa29kFo7zDGEt/d\nnR7MrHKMaBA1X63uWDO7ErXqxdOjvT786IV9+F91ZjIAPPzmESy462m8fTSeVb/3xtWQZeCp7R1Z\n+XmO9fnw6r4e3Hbe3ElfZEvlsmMEwOdlWV4C4AwAtwshlgD4CoAXZFmeD+AF9T7Ux64HsBTABgA/\nE0Kw1omIaBqLxmS8d9yNFTMrsv69tMCipapEz6BqgeoHT22EJxjBD19Q9hFWqvtjUglQa0rH3ktz\nibovMFOdJmlsJerf80RLP+vL7Xr3Tk2fN4T/eHZPQrOj4VJpxjS8w/BwsizjYLcX33tmDz7+m824\n4RdvJt031jMUyumsyULXUl2CCxbX53sZBcdYraE1yrGaJGw53D/q+9lkDCbZE13MTIYSX20cSmUe\n9p9qbljbgjcO9qLLo3zWDM+gLqwfubf5tNlVeOHz5+L602ZicWMZyuxmfPGxd/GD5/bii4+9p1cs\naY3fjMFoQ5kdVU6rXkmUadr4tYuWTP7f7LjvtrIsd8iy/LZ62wNgF4AZAK4A8KD6tAcBXKnevgLA\n72RZDsqyfAjAfgBrJ71CIiIqevu7huANRXMSoFaUWGCWBFbMrNDHB2gZ1IuXNmD9wlq8o15N1rqk\nmiWB6Cj7Brs9yTOow/3ohpVo+yaLhnJFy6CGx9o8nIRFEiNec9f/bUfvUAg//cgqfOGiBfjdp84Y\n8bpUMrXDT+Ajw75P0NC8RstonBjwj/g6vUPBcS+IEDUZmrYd61d+j246YxaGghHs6hi9W/VEDR97\nVOy0i02RqKz/m8xGZ/lU3XB6C1yGC5vaBYFQJIZDPV4sGrb/VDO3thRCCJgkgc+cNw/rF9bpc1yv\n/OnraGsf0Ge8/n6zklX9wCmNcNnNqC61odcbzMrP8/qBXtS5bJhXVzr+k0cxof8bQojZAFYCeAtA\nvSzLWjh+EoAWJs8AcMzwsuPqseFf61NCiC1CiC3d3dNzrhcR0XQgyzK2HesHAKxoyX6AesWKGXjq\nc+dgZpUDnmAE1/38DfSoV4pLrCb882WL9edWOJQgQBojg9qtvrZ2nIyWxSRNiREMxULLoE60Y6nF\nJCEyLIP66t4eXLOmGctmlOOO8+cnHSyfSgZ1eAlk91DiCaCxSYmmwx0YcazPG0K1kxlUGpvW2EcS\n8X8H1502EwCwPYP7C/UAdYqUnWsXmyLRGILqxctsdJZPVZndghvPmKXfP9KrzNfuHAwgGpOTbkkY\n7jPnzcX9H12Db1y+FD//O2UM1RPvdehj1YaCEdx5ySL85COrIEkCNaVW/XMxk2RZxhsHenDW3Oq0\n9tCnHKAKIUoB/AHA/5NlOeGyjKy0q5tQLYEsy/fLsrxGluU1tbW1E3kpEREViRd3d6L1zqfwh63t\nKLOb0VrtzPr3tFtMWFDv0jvrvnWoD/e9fACA0vVSa2wDxMvizJJAZLQA1ROEENC7xlJhKFU7QQcn\nGKCaTYkZ1MFAGJ5gZMzyXiC+b22siuLh3ZsPdSc2XhoKjgxQT7gTM6iRaAz9vjCqmUGlcWj7JtfN\nq8FPPrISV62cgTm1yrzcDvfIzPxkTbUMqnG0SyCc/wwqAHx83WxY1Q70v9t8VO2VoFzgqnNNrK/B\nxUsb8L4FtXhqe4d+4aLckRgEVzutGc+gbjnchwu+/zJ6hkI4a256vSZSutQrhLBACU7/R5blP6qH\nO4UQjbIsdwghGgF0qcfbAcw0vLxZPUZERNPMC7uUj4ZNh/twzvwaSDkcFTG3Nl5epJXpagGExSQS\n9iFKQkCWlaHow9fYMxREVYlVn4NJhUHr4jvRDKrVJCV0PtUymOM1SdE6f6aSSdVsPtyf0BRsKEkG\ndXiJb59XyWpU84IIjaPcYcHvP3UGFjeVocxuwQdOaQIA1LvsODEwMjM/UbGYjE8/vBW7Tw7CbRea\naQAAIABJREFUJAm9rL7Yads1OgcD+u18jwarK7PjL3ecjXa3Dx//zRa8tr9H3ys73vaSZC5d1oCv\n/HG7fv9LGxYmVPhUl9rQ48lsBvX5XV04qHZDP2veyCqUiUili68A8CsAu2RZ/oHhoT8DuFm9fTOA\nxw3HrxdC2IQQrQDmA9iU1iqJiKgoGbOOLVVjZ6gybXFjPFOqjOwAbOoV6te/cj6e+X/n6I9rHVqH\n70P1BiN45K2jqGSwUHCcWoA60T2ow0p8tQxmY/k4AaqaQU01QF3U4MLmw4ndVD3BePOT29fPRbnD\nMqJRyf6uIQDArBxUG1DxO31ONcrsiZnNxgo7OpLsbZ4oTzCC53Z2onMgiEUNrikz9shmNqHKaUWn\nJ6CPIMt3gAoos07fN78WLrsZ9768H3c/uRMAUFc28QD1oqUNeoD7sxtX4cbTZyU8Xma3wB+Ojtgn\nnw6/2pTwh9evGLXTeapSyaCuA/B3ALYLIbapx74K4LsAHhVCfALAEQDXAoAsyzuEEI8C2AmlA/Dt\nsiyPPTmWiIimJJfdcMU2x0HejAoHVrVU4OazZsNmlvD8ri79BKvOZU8omzKpwUc0JsN4nvKnd5QC\nIC1ooMJRopb4TjSDOrzEt1svoxv7JFCbtzpes6Ryh9Kka21rFR7behyRaEzPvnvVpl3f+OAS3LKu\nFU+3ndQzphpt7+CyGeUT+KmI4prKHRlpkqQFb1+/fAk+srZlnGcXlzqXDZ2DQT2QyneJr8ZsknDO\n/Bo8tf2kfmwy+9GrnFacMacKr+/vRX2SANepvn96Q1GUOzLzsw/4w2ipKsEVK0a0HpqwcQNUWZZf\nAzDau/EFo7zmHgD3pLEuIiKaAozBQ66zkEII/PHv1+n3NyxrHPW5JhEPUI1kNaOqdUakwuGcZImv\nxSQlBKjavlDjxZRktCBTK/UdzVtfVU6Nnt/ViYfeOIIdJwZxqtq9+r/fPAIAOG9hHQCgxjmyk2bb\niUHMqHBwzzNNWq3Lhlf2pb+/UBuBVGI1TZnsqaa+zI7OQUMGNY9NkoY7d0GtHqDWuWwTHqWluWLF\nDLx1sA8zk1QvaVskfKFIynuLuz1BfOfpXThvYR0uP7VpxONufzhj+5QL43IBERFNSdp4F6CwmwyZ\nRinxHVT3DH7lkkU5XxONrcQ6uQyqxSQwGIjopb1eNUAdb36tVgZuHSeDareYYLeYsHZ2FQDoZb6y\nLOOVvcrUAi0YTjaLsK19AMtmjJx7SJSqaqdVbQCUXgGj9v7tKIDy10yrclrR7wshGInBapJy2h9h\nPO9bEG8e+3+3rxvjmWO7ZnUzXv3y+qRNlvQMajD135F/ebwNf3y7HY+8dSTp425fWB/dli4GqERE\nWbK/y4MfPLdXz8JNR/5QPHgoigB12PgRTyACq1kqiP1JlEgLKIOT2IMKAGd990X0eUP4/nN7YTGJ\ncfeWatn1VJtl1ZXZ0VzpwObDfXhpT5feCXVeXSmq1ZFFVaVWvcQ3EI5iMBDGoR4vljWxvJcmr0Yt\nV+/1Tr4Jzr89sxuX/PBVAIWxPzPTyh0WuH1hBMJR2AqkvFfTWO7ALz66Bpu+esG4zdvGIoQYdW+9\n05BB9YUi+NM7x+EJhJM+FwCe39mJp9uUrK7bl/x5g8ygEhEVvpsf2IwfvbAvrZOEYucPx7uWjlca\nmU+jNUkaDIRRNk7pJ+XH5DOo8d/D/3xuLwAkdHQe9fupGYd1E+hOWeey4a87OvGxX2/Gi7uVjtb/\ndOEC/fEaNYszGAhj0deewacf2goAWNbMAJUmr0a9ANLjmXyZ770bD+i3p2IGtdxhgScQgS8YLcgA\n/MIl9agrm9h4mYnQLvANBSP4xp934B9//y4e33Zi1Of/6MV9mFvrxNWrmpPOTw1FYugYCGQsg8pP\nXSKiLNGuRnoCEf2EYbrxh6Iod1jwqffNwemtVflezqi08q7he1AH/eERHTKpMNjMEipKLPj8RQsn\n9DqLoUT391uOpfy6Opcdz//T+9BSlXp33TJDNmFvp9Joq6E8ftJZ5bQiJgNHe30AgDcO9gIAM6iU\nlhp1hm7PUBDeYAR3P7kTX96wCBUlqVWxDK/6cUyR8TJGWiDVPRTUu7tPJ1qJry8Yxev7lfcdrcpj\nuAFfGNvbB/C5C+YjHI2h3xfSR7JFokpg+vCbR+APR7EuzfmnGgaoRERZon3Gu30hANNzZIQ/HEVD\nmR23r5+X76WMyTxagBqIwDVFhtNPNUIIbPuXiyb8OmMGdaLZ13l1rvGfZGAsd9ui7kVtNpTsVakX\nro73+/RjDWX2Sc09JNJoI732dg5hb+cQfrvpGGpKbSlfzNEupmimagYVAE4OBAoyg5ptWpOkQz1e\ntKv78T1J5jQDwFuHeiHLwJlzqrHjxCCiMRkD/jAqnVb85m+HcfeTuwAA165pxiXLR29GOBHT75IB\nEVGOxNQIdbT9GtOBPxyDvQiuvkujdPH1sMR3yjHuIb1oSX1Wv5cx+77lSD9OaS5PKNurUfdlH+2L\nB6hskETpqi61YW6tE28d6lUvkE5sH+mzO04m3J+KAZwWoB7v9xXMiJlcKlVLfLWtBwBw38sH8NIe\n5b4sy/jLuycQjsbw5sE+2MwSVrRUoFrNzmvdxw/3evXXf3lD5poJTr//I0REOaKFOm7/9N2DGghF\n4SiCD39ttmVEDVCfaTuJezcewPbjA5hXV5rPpVEWfTnL3ZlLh13cuGZ1c8L9qtKRAepSlvdSBpy3\nsA6v7+/BTnUe6nhjlIye3dmZcL+kCC4yTpRW4jsYiGDD0oY8ryb3tD31bxzsTfjduE/de7zjxCD+\n4bfv4In3TqCtfQCnNJfDZjbpTZuO9ytZV20v6703rtKbv2VC4Z81EBEVqXiJ7/TNoPrCkaIoDzNm\nUAPhKG57eCv+7ZndKHNY8Nnz5+d5dZRJEbXr7yfPacXc2uxefPAF4yVzVpOEDw6bHVjtVE7ojvb5\n9WOrZ1VmdU00PXxs3WxYTRJe3dcDAIik0AgMAE64/djePoA1ht/DqbgHdVFDGS5d3oD7blqNO6bh\ne3yp1az3xjD2h9Cy5dp+1HePDaDHG9QrP2ap5eNH1H3zg36lx0amSns1DFCJiLLgzYO9+gy5/mkc\noHYNBjN6VTVbtA7D0ZiMrUf69eNf/+ASVBbweByauLAaoGp7UR+/fR1e+eL6rHyvPsO//UuXN4xo\nUlNZYoHDYsJ7x936sTWzGaBS+porS/DALadBG+/pT3Em6sY9yqxe48UUu3nqBahOmxk/u3E1Niyb\nftlTQGkM+GG1ouPchXX6cbtFgizL+n7U94670ecNoUp976p12eCwmAwBahjljsxvg2GASkSUYZ2D\nAdzxyNuYU6s0RvKHkjcemOp8oQi6PEHMri7J91LGpW1LjMZk9Awpe2se+vhaXLFiRh5XRdkQiibO\nMz11ZgVasvQ7+k8XLsC5C2rx2pfX47tXnzLicbNJwkVL6/Uqi7uvXKY3LyFK1+lzqvHnO84GoLwf\np6LLEwAALGmK74XWupzT1PLFixfi1S+tx02nt+jHeodCOOUbz2Kjuhd1e/sA3L6wPsdcCIGZVQ69\nsduAP5zQrTxTGKASEWXYfz2/D4OBCO67aTXKHRYEJ9gpdKrQ9tW1VBd+B2OTIYOqBQvGEzSaOrQS\nX6sp+yfdrTVOPPjxtWiuLBm10cyVhosgV63kBRHKrGUzylFqM8MXSi2D6g9HYTVLU3LfKSUySQIz\nq0ogRPy9cOvRfniCEb2SSJsRXWWoJKosscKtlgAPBsIJ3cozhQEqEVGGPbW9Ax84pREL6l2wmqUJ\nj7KYKrQSIG3PSiHTx8zIMvrVrpcVHC8zJQ0v8c23s+fXoNpphRBTsxkN5V+J1QR/igFqMByDw2Ka\nkp17aXTfv+ZUAPHeGVoTJI0xQK0osWBAvZDb7wtlZVZ4Ybw7ExFNEYOBMAb8YSxqUOYl2kYJULcd\nc+OhNw6PGIg+lRxVA9TZRZBBlfQ5qDG4fWG47OaEcSQ0dayepTQEWTGzIs8rUVhMEj68uhlN5Y6E\nTAZRppRYTalnUENRBqjT0NWrm3HW3Gr9vj8chcVQZdJQHh+PVeGwot8Xwt8O9OBYnx8rWzL/XsqN\nDkREGdLvDeGep5SB1TMqlKyh1SwhqGZsnt/ZiZUtFaguteEHz+3FK3u7IQmBG09vmZInpod7vSh3\nWFBeUviZSD2DGlOuCFeWsDHSVLVhWQO23vX+gmre9cWLF+KO8+flexk0RTmsEyvxtVukoui+Tpml\njZuRBBCTlVmpTRUO7DgxiNUt8eZtFU4L3P4w3jmqNHe7ds3MjK+Fl4eJiDLkd5uP4bGtxwEAMyqV\nWWFWk5JB7fIEcOtDW/DoFuVx7YPgrv9rw20Pb9Vbuk8lR/t8mFUEDZKA+JiZjgE/Ht92Qh9iTlNT\nIQWngNIsyZWFMjkiQC3xDafWJEkJUE2wF8H8asqsxnIHmisdWNSg9F8otZvx+0+fife+cVFCo6wK\nhxWhSAz7Oj2odlr1WaiZxN8+IqIMMY6KaFLLYWxmCcFIDDtOKMPSvepcxGA4Xvb71x2d+Oxv38nh\nSrMnGInigdcOIRiJ4kivD7OKoLwXAMxqKdPj204AAM5bWJvP5RARZYzDknqJbyAchcNqgt1swtrZ\nVfj5363O8uqoUHx5wyI8fvs6fb9pldOGUpt5xB7TCrUqasuRfjSrF+MzjQEqEVGGvHd8QL+tvcHb\nzCaEIlHsVANU7SQhEI7i1JkV2P2tDbj81CYc7vXmfsFZ8PT2k/jXJ3biuZ2daHf7i6JBEhDPoL64\nuwvz6krxpQ2L8rwiIqLMGK0XQjKBsLIHVZIEHr3tTFy8dHrOCZ2OHFYTqktteuXTdaOU7i5uLIPV\nLOF4vz9rXfpZw0RElAG9Q0G0u+Nd77QGO1azBF8ogh0nlOBVG5buD0dRajPppVTGjGoxe0mdnfbi\nri5EY3LW5ktmmrF76nkLmD0loqnDZpFSHnfmD0ez0pWVisc3L1+Kj5zegiWNyUetrZhZgS13vR+v\n7evBsqbyrKyBASoRUQYYs6dGVrMEtz9e4hsIxzOo2hgTm9mEULT4A9RoTMYre7sBAC/sVgLVliLJ\noLbWxK8Cn7ewLo8rISLKLKWSJ8UANRRlB99pzmySsHScwLPMbsGlyxuztgaW+BIRZcC7x91I1ojX\napLQOxTSZ4Jqs+j84SjsatbOapYQDCffH3SgewiX/vBVfeZYIXvvuBv9vjAcFpPe9KnOVVjNaEZj\nPCE7rbVyjGcSERUXq0lCMJLqHtQYA1TKOwaoREQZsP34AObVlo44brNI6BgI6Pe1El9tGDoQb6SU\nzI9e2IedHYN66Wwh27inG0IAH17drB+rdhZHgAoA3/jgEnz+wgWwmXlyRkRTh80ywT2oVoYHlF8s\n8SUiyoAD3UNYNqMcH1rVjEWNLv241RT/oJ9T60zYg6q18beZTYjEZERjMkxSYho2Jit/SlLhzUmN\nxWSEosrV9lhMxl/eO4FVLZU4Y041/vvNIzBLAmWO4vmYuWVda76XQESUcUoGNbUA1ReKcgYq5V3x\nnDkQERWwoWAUZQ4LPnPe3ITjVrMShNaU2jCrqgQ9QyEA8U6JxueEIjE4rIknBjE1Qi20+HQwEMYp\n33gWAPCTj6xES1UJDnZ78R/XzMPCBiWTXOm0QiSreyYiopxJNYMajsbgD0c5k5fyjjl8IqIM8IUi\ncFpHXnXWgs+lTWVwWE3wh6OQZVkfhg4oJb4Aku4RisSUkwpTgQV6He542fIPnt2LA91DAJTufrOr\nnbCaJVSVWPO1PCIiUmlVOpFxmvENqr0Dyh0MUCm/GKASEaUpFpPhC0VRYh1ZlBKJKhnQZTPKYLeY\n4A9FEYrGIMvxxjw2SzyDOuJrF2iJryegnMicOacaB3u8+NM7JyAEMLPKAbNJwuIGFxrK7XleJRER\n6VU64wSo5/77RgAoqq0ZNDXxN5CIKE3avlKnbWQGdeuRfgDAurk1eHJ7BwLhKAIh5SRBL/E1aRnU\nJAGqGqEWWgbVE4gAAG5fPw9t7QN4ZW83ZlQ49AZDP7phJaQCWzMR0XRkM2wjGa2wRZZlDAWV93Vm\nUCnfmEElIkqTN6R8qCfLoN523lw4rSasnl0Jp80MTzCCtw71AgDqy5QMo00NVNvaB7B92DzVmKzu\nQS2wd2uPeiLTUG7D+YuVuaHNlQ798VnVTswskhmoRERTmXbhcKxGSb5QfItJGfegUp4V2CkPEVHh\nkWUZL+zqHLXJhDc4egb18lObsONfN8BmNmFRgwuhSAy3PbwVLVUluGhpPYD41e1/fWInbnt4K2Q1\nKAUAtUIYhkMFQSvxddktaKpQAtOaIpl5SkQ0nRgb8Y1mMBCftc0MKuUbA1QionE8v6sLn3hwC375\n2sGkj3vVbKIzSQbV6LTZVQCUfaWfu2A+LGppr3by0DMURLvbj31dQ/prtBLfSKywIlStxNdlN6Ne\nDUwtBbZPloiIxm7EJ8syBgNhDPjjAWqpnTsAKb8YoBIRjWP7cTcAoN8bSvq4VhrltI39oT6zqgT/\ncP48nL+oDlesaNKPaycPYTVdunFPl/6YVuIbLbgANQyTJOCwmFAyzs9NRET5o33GBMIjM6i/eu0Q\nTvnGs9hz0qMfqyllNQzlFwNUIqJx7FdHqIyWxYzvQR1/uPnnL1qIB245DWZT/O1XO3nQbNzTrd+O\nFmAGVZZlHOvzw2U3QwiBSrXrRkO5Y5xXEhFRrmlVOv/z1pERjz27oxMA9P4Hf75jnV7dQ5Qv/A0k\nIhrHtqNKBnXnicGkjw+p5a7jZVBHozWw0Gw+3Kd3U4xnUMcfsp4Lfd4Qbn1wC/787gmct6AWAPD+\nxXX43tWn4P+9f36eV0dERMNpAepvNx0b8ZhJ3ZrR71NKfNkgiQoBA1QiojGcHAjgxEAAAPDWoT68\nvLd7xHN6hoIAJl8WZZwX2lrjRDgq4z21rFjPoEYLI4P681cOYOPebnztA0vwg2tXAACEELj2tJn6\nXFciIioca2Yp/Q+qnSNnzGgBapdH+ZyrKGGASvnHAJWIKAl/KIoP/vg1/Pr1QwCAj545CwDw0u6u\nEc89ORiAxSRQOckP9ppSG+bUOgHER7UM+pUMqhaXxgqkjW+PJ4SGMjs+cXYrJDZFIiIqeFazhE+c\n3arP7DbSAtRdHR7UlFpRMdqgVKIcYoBKRJTE7pOD2N4+gJ+/chBWk4R/vmwxzp5Xg7cO9SU8740D\nvXhxVxfqXHYIMfmAbXFjGQCgVu2Iq5X4aiNnCmEP6lf/tB1/ePt4SnttiYiocFQ5rfCFoggMC1LN\naoDaMxTEwgZXPpZGNAIDVCKiJIzB5pKmMtjMJqxqqcCek4PwqU2RAOCGX7yJfV1DCWW6k6Ht+9EC\nVG10jVbiWwhdfB956ygAwMEAlYioqGjlvX3DutGbTfHPukUNZTldE9FoOBuAiCgJLUAEgJUtFQCA\nFS0ViMlK06QTAwGcObdaf066AapLnTtnVxsmxZskKY8Xyh5UoHDKjYmIKDWVhgC1qSLecd0kGQNU\nZlCpMDBAJSJKwhOIDy1fMVMJUE9tVv686//acLDHi7Wzq/TnzK8rTev7laodgEPRGMySiAeoBZRB\ndVhM8IejBRUsExHR+LQMau+wDKpJihdTMoNKhYIlvkREwwTCUdz28Nv6fW1/aHWpDS1VJTjY4wUA\nbDoc349aX5aZDOpQIAKnzYyD+uzVmPpn/oNCbYxOIQTLRESUuio9gxpMOK4lUCUBzK9P70IrUaYw\nQCUiGmZXR+K809Yap35by6ZqZlWX4MbTW3Dlihlpfc8PrWrG+xfX4e/Xz8WAP4y/7ujEr18/hAPd\nSjBcCHNQS21K+TEDVCKi4lLtVPob9HnDCcfDUeWzZXaNk6PCqGAwQCUiGqZDnXsKAJ963xxYTPG3\nyuEB6oWL63HPVcvTbhxU7rDglzefhsby+N6gb/5lpz6TrqAyqNyDSkRUVFx2M0ySGJFBDYaVAHUx\ny3upgDBAJSIa5nCvV7/91UsXJzymNUzSzE1z7+l4Pn/hAghRGFlLq1n5yOAeVCKi4iJJApUl1hFd\nfENqBvUfL5yfj2URJcUAlYhomCM9vlEfW9JUBqtJQk2pFZ84uxWXn9qU8e9/5yWL9NuntVbBLImC\nCFC1ErHPvZ8nMkRExabaaUXvUGKAGozEcMacKsyrYwdfKhwMUImIhjnc68WSxjJs+uoFIx6zmU04\npbkcCxtc+NoHluhlr5l01ar4flanVSnLKoQA1WISmF9XimvXzMz3UoiIaIIqnRb0+4ZlUCMxWM3c\ne0qFhWNmiIiGOdzrxTnza1E3SmfeH96wEnIW92GWWONvzS67GWZJKog9qNGYnDAzj4iIike104Zd\nJxObAAYjMdjMzFdRYWGASkRk4AtF0DkYxOzqklGfM8Mw5DwbHIZOik5b4WRQGaASERWvKmeSPaiR\nqN5fgKhQ8DeSiMjgaJ+y/3RWtXOcZ2aPMQi0mCSYJaHPQ82nqCzDzACViKgoVTqtcPvCiKiNkY73\n+3Cwx4sSjpehAsMAlYjI4LDaIGl2HgPU4QopgyoxQCUiKkrVTisAwO1XZqHe9/IBWCQJH1vXms9l\nEY3AEl8iIoMj6oiZWTWjl/jmmkkSBTHaJRpjBpWIqFhVqQFqnzcEm1nCn95ux+UrmrCkiTNQqbAw\nQCUiMugYCMBlN6PMbsn3UnSFkkGNxGRIggEqEVExKnMon2uD/jDePNgLbyiKvztjVp5XRTQSS3yJ\niAw8gUhBBacAlDmoWewaDADH+nwY8IXHfE4sJsNsYoBKRFSMrCbltD8UjeG/3ziCU5rLcerMijyv\nimgkZlCJaNqRZRmyjKT7KX2hCEqs+W8Y8R/XnAqLGgyaJJHVMTPvHnPjip++jkuWNeDem1aP+rxI\nTIaDGVQioqKkdet980Av9nUN4XsfPiXPKyJKjgEqEU07rXc+NWowNhSMwGnL/1vjh1c367ctJgmh\nSPa6+L5xsBcA8HTbSYSjMVhMyYtrYuziS0RUtLQM6jvH3ACAcxfU5nM5RKNiiS8RTUtPt51MetwX\nisJpy38G1chuMSEQjmbt6x/sHtJvv3PUPerzIlHOQSUiKlZaBvVgtxdWs4TaUlueV0SUHANUIpq2\ntFlwRt5gBE5r/jOoRnaLhGA4cxnUWEzGM20nIav7Wg92e7G4sQwmSeDbT+1KCFh3nBjAv/91N2RZ\nRkxmgEpEVKy0ALXd7UdzpYNjw6hgjRugCiEeEEJ0CSHaDMe+IYRoF0JsU/+71PDYnUKI/UKIPUKI\ni7O1cCKiyZANzYa00lYjbyiC0gIo8TWyW0zwZzCD+simo7jt4a34w9vtAICDPV6smFmO+XWl2HbM\njUt/9Kr+3OvvfxM/fekABgMRRGIMUImIipXF0ORuZmXhjFIjGi6VDOpvAGxIcvw/ZVleof73FAAI\nIZYAuB7AUvU1PxNCFFatHBFNayFD1vT3m4+NeNwbjKKkwEp8HRku8W13+wEAHW4/3L4Q+rwhzKkp\nxcIGFwAgEI7BG4wAULoaA0C3J4hYTIZJYuENEVEx0jKoALCC3XupgI2bJpBl+RUhxOwUv94VAH4n\ny3IQwCEhxH4AawG8MekVEhFlUNDQbOjZHZ3o94ZQqQ4vP9zjRZ83VBBNkozsFhMCkcwFqMYc6IFu\nLwBgTq0TV69uRiQq48ntHbjyp6/joqX1+vO6PAElg8oEKhFRUbKZ4hdfT2+tyuNKiMaWzqXwfxBC\nvKeWAFeqx2YAMKYkjqvHRhBCfEoIsUUIsaW7uzuNZRARpU7by/mR01sQisZwwQ9eRlQd4fLJh7YA\nADoHAnlbXzJ2i4RABvegamJyPJs6s6oEVU4rfnj9CtS6bNjXNYSfvnRAf263J4goM6hEREXLYo5f\nYawrs+dxJURjm+yZxr0A5gBYAaADwPcn+gVkWb5fluU1siyvqa1lm2siyg2txHdFcwXqXDb0eUNw\n+0KIxWTsV5sDXb6iKZ9LHMFmzkyJ766OQXzn6V342UYl8PQEwuj3hgAAVWoW2WyS8NRnz0HbNy9O\nKAGLB6hpL4OIiPLAangDL7Ru9URGkzrVkGW5U5blqCzLMQC/gFLGCwDtAGYantqsHiMiKghBNdCz\nWSR8ecMiAMo+ywF/GLIMfO0DS3D+ovqxvkTOZWrMzPee2Y1fvHJQv9/vC6PfpwSoFQ6LfrzWZUOp\nzYw+NXgFgL8d6EVUZgaViKhYmQ0BakmBdasnMprUmYYQotFw9yoAWoffPwO4XghhE0K0ApgPYFN6\nSyQiyhxtD6rNLMFlVz6gPYGIHqhVOS2jvjZfHBYTwlFZL0WeLE8ggtNbq/X7bl8Ibl8YLrs54cRF\n848XzofNLOGT57TipT1d6PYEmUElIpoCSqzMoFLhGvfyiRDitwDOA1AjhDgO4OsAzhNCrAAgAzgM\n4NMAIMvyDiHEowB2AogAuF2W5exNlycimiAtQLWaJTgsWoAa1kt/KxzWvK1tNHaLEhUGwtG0Gjj5\nQlE0VVjwsXWz8evXD8PtD6PUF0JlSfKf+aqVzbhqZTO6BgP49euHEZFlmJlBJSIqehZebaQClkoX\n3xuSHP7VGM+/B8A96SyKiChb9BJfs0nPoA4GIrCoxytKCi+DarcoV7rTD1AjKLGa8fUPLkWXJ4hd\nHYNw2syoHOdnriuz45LljfjLuycgCbbxJSIiouzh5RMimla+9eROAEqJb5ldCcw8gTD6fWEAGDWb\nmE9aBtUfjuK+lw9g456ulF53pNeLmKEs2BeK6mVdFQ4L3L4wuj1BVKTwMy9uVGakhqOZ7yZMRERE\npGGASkTTSlv7IIDEDKonEIFb3YNamAGqlkGN4btP78Ytv9487muO9flw7r9vxPef26Mf84eiemOM\nyhIr+rwh7OoYxNoU5uFpfy+eQHgyPwIRERFRShigEtG0Ycz+2SwSSg0B6q4ODywmoQcZKU4FAAAg\nAElEQVSthcSpBpVdntTns3oCEQDAczs7AQCyLMMbisQzqGpZrySAq1c1j/v1tC6/2tclIiIiyobC\nOxMjIsqSfsPYFKtJgsUkwWEx4aU9Xdh2zI2PrZsNSSq8PZYl6ry6g93elF8jQyntHfQrAaUnGEFM\njn8tLSO6fmEdGsrHH9heoWdQGaASERFR9jBAJaJpo9cYoJqVAhKX3Yxtx9yYUeHAFy5amK+ljalU\nbYx0oHtIPybLMsQYDYu0bsUnBwM44fbjw/f+DQBQopYLa0HpdafNTP4FhilzaA2lWOJLRFSs7rps\nsf6ZQlSo+BtKRNOGlkH950sXo6nCASDeav+GtTPT6pCbTdq69nfFA9TBQATljtG77wbC8Qlf9zy5\nCycGlPJgq1kJUM+cU41HP30mTptdmdIa4g2lmEElIipWt54zJ99LIBoX96AS0bShZVDPW1irH4vJ\nSilsldOWlzWlQrvavelQn37MGKwmo2VQAWB7+4B+++SAHwAgSQJrW6vGzMIa1bqUv59r1oy/X5WI\niIhosgozXUBElAX7u4YgCejZUwCIqGNYxpsFmk9aY6NgJIYljWXY2TGInScGsHrW6NnPYDgeoB7t\n8+m3L1zSMKk12C0m7L/nEpgKcI8uERERTR3MoBLRtLHtmBsL6l0JpbxRNUBNZRZovmhdfAHgQ6tm\noLLEoo/LGU0wopT43nXZYv3Yxi+ch+XN5ZNeh9kkpZxxJSIiIpoMBqhENC3Isox3j7txanNFwvGI\nOnqm0lm4GVRJEnoW9ay5NVjaVI4dHQNjvkbLoJ4zP17ObMwcExERERUiBqhENC0c7fPB7Qvj1JmJ\nAWpUL/Et3AwqoDRKqiyxYFGDC0ubyrD35BB8odEbFgXUDGp1afzn0joXExERERUqnq0Q0bSw7Zgb\nALBiWIB69vwaABizI24haCiz45z5tZAkgQuX1CMci+FbT+wa9flaBtVmlvCHz5yFX350Ta6WSkRE\nRDRpbJJERFNeIBzFvRsPwG6RsKC+NOGx/7puJdrdPtjV+aCF6tcfOw02NQO6ZnYVPv2+ubjv5QO4\nYFEd3r+kfsTztTEzdotpzGZKRERERIWEGVQimtJe3tuNRV97BrtPeiAJAbMp8W3PYTVhXp0rT6tL\nXU2pDS57PMv7+YsWwGEx4W8HepM+PxiJQRKAmV13iYiIqIgwQCWiKe3lPd367f+6bkUeV5JZFpME\nh9WEcDSW9PFgJAqb2cSuu0RERFRUGKASUdH7/eaj+I+/7kn6mLFJ0EVLJzcDtFBZTGLUADUQjsFu\n4Vs8ERERFReevRBR0Xts63H86Z32pI/5Q8pezKZyey6XlBMWk4TQKAGqPxwt+H21RERERMOxSRIR\nFb2D3d5RM4lufwgA8Nd/fF8ul5QTVpOEcFRO+pgnEIbLzrd4IiIiKi48eyGioub2hdDrDUESgCzL\nI/Zcun1hzKlxJjQYmiqsZgkhdd7pcJ5ABGVT8GcmIiKiqY0BKhEVtQPdXgBATAZ8oSictsS3tQF/\nGOUlUzNQsyTJoL59tB9bDvdhMBBGnWvqlTUTERHR1MY9qERU1A52D+m3h4KRhMc6BwPYfdKDaqd1\n+MumhGRNkn6/6Ri+/dRuHO7xscSXiIiIig4DVCIqagd7vPptTyCccPsjv3gTvmAEt6+fl4+lZZ3F\nJCEUSQxQu4eCAJRgnSW+REREVGwYoBJRUTNmUAcD8QzqlsP9ONDtxfevPRUrWyrzsbSss5pHdvHt\nUQNUAMygEhERUdFhgEpERe1gtxeV6h7TIUOAqpX7zq0tzcu6ckHp4jssQPUEYZaURlFlDmZQiYiI\nqLgwQCWiohWNyTjS68MpzRUAEvegetXbw5smTSUWk4S29kH8+vVDAJQuxj1DIVyyvBFWs4TmSkee\nV0hEREQ0MQxQiagoxWIyXt3XjVA0hqVNZQCQkE0cmgYBqjZR55t/2QlAKXEORWM4tbkcb3zlfFy6\nrDGPqyMiIiKaOAaoRFSUvvSH93DLrzejzmXDlStnAIA+cmXrkT7c/eQuAIDTasrbGrMtEI7PQP3D\n1uPY8F+vAABqSm2oLrVBksRoLyUiIiIqSAxQiagoPbb1OACgsdyOUjVLGlEzqJ94cIv+PLNp6r7N\nBQ0dfH/y0n50DAQAKAEqERERUTGaumduRDSl2czK29dFSxtgNimZwnBMyaBG1EzqVGcMUA8Zxu3U\nuKbm3FciIiKa+higElFRspokvH9xPT5z7lyYJeWtTMugRmPTI0A1lvgaMYNKRERExYoBKhEVnT5v\nCJ5gBGtbKyFJQs+gPt12Et5gBP5RArepxphBdVjie20rS5hBJSIiouLEAJWIis7TbR0AgDPmVAMA\nLGoGddOhPnz5D+/lbV25pmVQH7hlDR755On6cRObIxEREVGRmrrzF4hoynps63EsrHdh+YxyANAz\nqADwxHtK8Lp+YS0uWFyfl/XlipZBXdpUnueVEBEREWUGM6hEVFT2d3nwzlE3Pry6GUIdBGoeljFc\nPqMc9960GjedMSsfS8yZvz9vLgCgosSil/V+9vx5+VwSERERUVqYQSWiohCLybju/jew7ZgbJkno\ns08B6IGq5hcfXQO7ZerOP9V8bF0rPrauVb9/4NuXgtW9REREVMwYoBJRURgKRbD5cD8A4L6bVqPW\nlbxT7UMfX4uGcnsul1YwuPeUiIiIih1LfImoKPhDSkOgb1+1HBuWNYz6vPqy6RmcEhEREU0FDFCJ\nqCj41AC1xDp26a7VzLc1IiIiomLFMzkiKgreYAQAxt1bygCViIiIqHjxTI6IioI/nFoG1WLiPkwi\nIiKiYsUAlYhy4l8eb8NNv3xr0q9PtcTXZpr63XuJiIiIpip28SWinHjojSNpvd4fUkp8HdyDSkRE\nRDRl8UyOiIpCPIM69nU1BqhERERExYtnckRUFFIt8eUsUCIiIqLixQCViIqCNgd1vBJfIiIiIipe\nDFCJKKdkWZ7U63q8QQBAyThjZoiIiIioeDFAJaKcisQmHqD++1934+cvH8SKmRUwm/i2RURERDRV\n8UyPiHIqoM4zTVWfN4SfvnQAl53SiN9+8owsrYqIiIiICgEDVCLKqUA4NqHnv3vcDQC46fRZ3H9K\nRERENMUxQCWinHp8W/uEnr+jfQAAsLy5PBvLISIiIqICMvZAQSKiDDA2Rrr7yV249Zw5Kb/2SK8P\ntS4bSm1jv109+dmzMeiPTHqNRERERJR/DFCJKOsm2hjp8W3tmFNTiuXN5TjW70NLVcm4r1naxAwr\nERERUbFjiS8RZV0wEht2P3mjJFmWcazPh8/9bhs++JPXAADH+vyYWenI+hqJiIiIKP8YoBJR1g3v\n3Ns7FEr6vB+/uB/nfO8l/f5fd5xEu9uPxY1lWV0fERERERUGBqhElHXDM6g9Q8Gkz3vwb4cT7j/w\n2iEAwPVrW7KyLiIiIiIqLOMGqEKIB4QQXUKINsOxKiHEc0KIfeqflYbH7hRC7BdC7BFCXJythRNR\n8QgOy6AmC1DdvhB6vYmZ1feOD8BqllDusGR1fURERERUGFLJoP4GwIZhx74C4AVZlucDeEG9DyHE\nEgDXA1iqvuZnQggOLiSa5ro9SkB695XLAAA9npElvi/s6gIA3HzmLPzq5jUod1jgD0dRZmcvNyIi\nIqLpYtwAVZblVwD0DTt8BYAH1dsPArjScPx3siwHZVk+BGA/gLUZWisRFam9nR4AwFlzqwEA3Uky\nqM/sOInGcju+/sGluGBxPebVlQIAXHZmT4mIiIimi8nuQa2XZblDvX0SQL16ewaAY4bnHVePjSCE\n+JQQYosQYkt3d/ckl0FExWBPpwcuuxmtNU44raaEEt8uTwCHe7x4eU83NixrgCQJAMC8Wi1AZQaV\niIiIaLpI+8xPlmVZCDGxIYfK6+4HcD8ArFmzZsKvJ6LisbdzCAvrXRBCoMZlQ4/axfeZtg7c9vDb\n+vM+tLJZv61lUEttDFCJiIiIpovJZlA7hRCNAKD+2aUebwcw0/C8ZvUYEU1Tsixjb6cH8+tdAICa\nUht6PEG0tQ8kBKcAsLjRpd+Ol/gyQCUiIiKaLiYboP4ZwM3q7ZsBPG44fr0QwiaEaAUwH8Cm9JZI\nRMWs2xOE2xfGwnol4KwptaJnKIjt7QMAgCc/e7b+XLMp/pbEPahERERE08+4qQkhxG8BnAegRghx\nHMDXAXwXwKNCiE8AOALgWgCQZXmHEOJRADsBRADcLstyNOkXJqJpYY/aIGlBQzyDuulQHw73emE1\nSVjUUIZLlzdgfp0r4XUzKhwos5tR67LlfM1ERERElB/jBqiyLN8wykMXjPL8ewDck86iiGjq2HNS\nCVAXGkp8+31hHOjyornKAZMk8LMbV494nSQJ/PHv1zFAJSIiIppGJlviS0Q0Qrvbjxt/+SZe3hvv\nzL2304OaUiuqS5VAUws4X9vfjflqGe9o5tWVotzBEl8iIiKi6YLdR4goI4KRKNZ990UAwOv7e3H4\nu5cBUDr4LqiPl+/WqIFqIBzDabOrcr9QIiIiIipYzKASUUYEI7ERx2IxGfs6PQkBanOlQ7999vya\nnKyNiIiIiIoDM6hElBGhYQFqx4AfAOANRfWOvACwtKkMpzSXwyQJLGooy+kaiYiIiKiwMUAloowY\nHqDe+uAW3H3lMgBAldOqHxdC4LHbzsrp2oiIiIioOLDEl4gywljie+2aZuw4MYgH/3YYAFBiNSU8\n12qWYDXz7YeIiIiIEvEMkYgywphB3bCsAeUOC94+6gYAlNpYrEFERERE42OASkQZYQxQ7WYT5tWV\n4mifDwDgZIBKRERERClggEpEGRGMRPXbVrOUMOPUaWWASkRERETjY4BKRBlhzKDa1AyqxmkzJXsJ\nEREREVECBqhElBHGJkk2i4S5CQEqM6hEREREND4GqESUEcYA1WqSsKDepd+3sWMvEREREaWAaQ0i\nyohQNDGD2lBm1+8LIfKxJCIiIiIqMkxrEFFGBMPxJkk2swlCCNSU2vK4IiIiIiIqNsygElFGGDOo\nVrWk98UvnIuhQCRfSyIiIiKiIsMAlYgyIhg2dvFVAtQyuwVldku+lkRERERERYYlvkSUEcYMqlni\nnlMiIiIimjgGqESUEcY5qGyKRERERESTwQCViDLCG4rAYhI48O1L870UIiIiIipSDFCJKCO6PUHU\nuewwsbyXiIiIiCaJASoRZUTXYBB1ZRwrQ0RERESTxwCViDKiczCAepc938sgIiIioiLGAJWIMqJz\nMIB6ZlCJiIiIKA0MUIkobf5QFIOBCOrKmEElIiIiosljgEpEaevyBAAA9QxQiYiIiCgNDFCJKG2d\ng0EAYIkvEREREaWFASoRpa1zkBlUIiIiIkofA1QiSpseoLKLLxERERGlgQEqEaWtyxOEzSyhzGHO\n91KIiIiIqIgxQCWitCkjZuwQQuR7KURERERUxBigElHaugaDbJBERERERGljgEpEaekZCuKNg72o\n4/5TIiIiIkoTA1QiSssvXz0EAJAh53klRERERFTsGKASUVpM6rvIHevn53chRERERFT0GKASUVrC\nURl2i4QlTWX5XgoRERERFTkGqESUlmA4CpvZlO9lEBEREdEUwACViNISisZgM/OthIiIiIjSx7NK\nIkpLMByDzcK3EiIiIiJKH88qiSgtwUgMVhPfSoiIiIgofTyrJKK0BCPcg0pEREREmcEAlYjSEoyw\nxJeIiIiIMoNnlUSUlmCETZKIiIiIKDN4VklEk3b/Kwew6VAfYnK+V0JEREREUwEDVCKatF++eggA\nMOgP53klRERERDQVMEAlokkzSwIA4AtF87wSIiIiIpoKGKAS0aSZ1fEyQ8FInldCRERERFMBA1Qi\nmjQtgzoUYIBKREREROljgEpEk2Y2KQFqKBrL80qIiIiIaCpggEpEkyLLMsJRpX3vVStn5Hk1RERE\nRDQVmPO9ACIqLluP9OHRzcfxh7ePIxKTcfWqZvzb1cvzvSwiIiIimgIYoBLRhFx97xv67U+c3Ypr\n1jTrzZKIiIiIiNLBAJWIUhaLyQn3v/aBJXlaCRERERFNRUx7EFHK+n2hfC+BiIiIiKYwZlCJKCU/\n27gfPR4lQK1z2fAvH2T2lIiIiIgyiwEqEaXk/lcOwu0LAwB+dMNKnDGnOs8rIiIiIqKpJq0AVQhx\nGIAHQBRARJblNUKIKgC/BzAbwGEA18qy3J/eMokon9y+ENy+MCwmgXBURq3Llu8lEREREdEUlIkM\n6npZlnsM978C4AVZlr8rhPiKev/LGfg+RJQH7x134/KfvA4AuPvKZQCAOTXOfC6JiIiIiKaobJT4\nXgHgPPX2gwA2ggEqUdHadKhPv332/FrMqHDkcTVERERENJWl28VXBvC8EGKrEOJT6rF6WZY71Nsn\nAdQne6EQ4lNCiC1CiC3d3d1pLoOIsmV/1xCqnFbs/tYGBqdERERElFXpZlDPlmW5XQhRB+A5IcRu\n44OyLMtCCDnZC2VZvh/A/QCwZs2apM8hovzyBMLYdKgP82pLYbeY8r0cIiIiIpri0sqgyrLcrv7Z\nBeBPANYC6BRCNAKA+mdXuoskotzzh6L46AObcLTPh0+fOyffyyEiIiKiaWDSAaoQwimEcGm3AVwE\noA3AnwHcrD7tZgCPp7tIIsq9Z3Z04J2jbvzndStwweKklfpERERERBmVTolvPYA/CSG0r/OILMvP\nCCE2A3hUCPEJAEcAXJv+Moko117d14OKEgsuW96Y76UQERER0TQx6QBVluWDAP4/e+cdX2V9/fH3\n3SN7kx1IQsLeG0EQUcQt7l3rtlVba6t2WWvtcNTdVsWfrRP3QEU2yN47hEDI3uOO3H3v8/vjkBsi\nYcgez/v14kXuc599n/E953zOOQO6mN4EnHMkO6WionJiKaq189m6Kq4eloVWqznRu6OioqKioqKi\nonKGcKRVfFVUVE5DvtlUiwI8NLnnid4VFRUVFRUVFRWVMwjVQFVROUMprnPw+fqqTtP8wRArdjXx\nybpKhmbHkRBpOkF7p6KioqKioqKiciZypG1mVFRUTlFumb6SapuHOKuRcT2TAPj1xxv5ZG0VBp2G\nv13e/wTvoYqKioqKioqKypmGaqCqqJyBVLa4qLZ5ALjlzZXcNyGP1FgLMzfWcMnANP5wUR/iI4wn\neC9VjhnBAGh1oFHzi1VUVFRUVFROLlQDVUXlDOSLDdXhv0MKvDCvJPz5isEZqnF6uvPRLVC7Ga56\nCyzxsPF9cLeCwQL550H6EPDawBIn8wd8oFevCRUVFRUVFZVjj2qgqqicYSiKwmfrqhiaHUdhahTv\nrayg6InzyX/sGwBG9Ig/wXuoclTxuWDLJ7D2vxD0QZ/LYduX8t2/x4FGC0qoY/5F/wBzLPic0Ocy\n2PShTD/rIRh8E8RlH/9jUFFRUVFRUTlj0CiKcqL3gaFDhyqrV68+0buhonJS4PD4aWnzk5Vg7TS9\n/V7VHKEsc2u1nQteWMwTl/blhhFZ+IMKRr2WRcUNNLV5uWxQxhGtX+UkwlEH/z4LnHWdp3frD+f+\nCZb8E1IHQv+rxCg1RsCq16FuC5QuAlfjXgtpQG+GyU/A0NtAq9bYU1FRUVFRUTl0NBrNGkVRhh5s\nPjWCqqJyEuHxBzn/n4tpcHj56O5R9EyJornNR1qshVveXEVJvZMlv5m43+Urml3MWF2ByxfkskHp\n9E2P2Weez9dXoddquLBfKhqNBqNeDN72QkkqpwDNu8DZAM07ISYDXM3Q51L5rnYTLH0Rmkvle1cT\nXP8R5E6EopmQOqAjCpo7Yd91j3tI/g/44PvnoPs4yBoJrWXw6V3w9UOw5v8gpY+sc8A1x+WQVVRO\nG9qaoOgr8Lug53kQ3+NE75GKiorKSYVqoB4i5U0u3l1Zzr0TcokyG0707qicJtTbPXyxoZpam4fl\npU1srrKHv7v4pSXhv68dnsXC4gZAIqldRVE/XVfJbz/djCcQIqQo1NjcvHL9kE7zLCxu4IPVFZxd\nkEScmmd69FAUsFVATOaxLzykKPDaRHC3dJ7e+Bj0vQLevw48NohKFeM0/zzIP1fm6X3xoW9Hb4Sz\nf93xOS4Hbv0G1r0N69+F4lmw8QPYOAMu+xdEJh/xoQFiYLtbIGsU6E7jZ21jCVSvA70JssdI9Hrn\nPHEqDLqhI//XY5fvtLoTu78qQt1WCLghbXDne93XBl4HRHXbd5mADz7+iSwbkw6NO8BRI98t+Cvc\nvUQcTSoqKioqgGqgHhLeQJDr31hORbObJSWNTCxM5t4JeRj1qsRN5fBQFIUGh5fn5uzgvZXlAAzK\nisWo0zK8ezwPnVfAda8tJz7CSK/U6PA8AM1tvn36k367uYYHP9jA8O7xPHvVAB7/civFdc5O85TU\nO7h5+koAfnrWae6xD3gll9KaCCPv6pgeCols9UiNqVBIBqftA9TNH8PHt8mgNXeCFCCa+jTEZh3m\n+oOw5VOJjO5eLPs74i5IzAd7tRhwGcNEpjvrMaheC/OflH8At34LmSOgZDZkjz6yY90bjQYG3yj/\nAj5Y+FdY9gq8fTlMehx6TDgy6e/GGfDJ7fK3JQ6mvdl1lPdkQlHk99L9iNdpazm8NgG89q6//+63\n0P8aCHrlOpjwWxj/q6OzvyqHz8J/wPw/y98ZwyFrBJQuFmOzXUbffRxYE0QiH5EEWgM4qsVZlDkC\n/B6IzYYr35JrZvoUeHEoJPcSZcTYB2Dsg/tuOxSCqjWQNhC2fSGVuPtfpVbiVlFROTkomgkb3ocL\nnoaolCNenZqDuodQSOG9VeVM6Zu6TwXTmRtruPfdtYzNS6TV7WNzlZ1HLyjkjnG5J2hvVU513ltZ\nziOfbAKgR2IE/7lpCHnJUfgCIQw6DRqNBm8giEkvUZMF2+u55c1VAHxyz2gGZcZ2iqKe/89FBEMK\nX99/Fgadln/MKuJfC3ex4Q+TiTTp2VHn4M6317CroY15vxxPj6TI43/QxwqPXSSn3z8rhoLeDEYr\ntOyW71P6QWp/iEyRqF9DEdwyE7JHiXHhd0mE6lBoLoXK1bDuf2JcFE6V6cteFqMxrju0lMq02Cy4\n6fODy/faGsFZL/Ob9vwuWz+HGTfJ39YEGdxaE2H0fTD3T1LU6JavIWdMx3rqtkDZUkjIFent8WLH\nbHhnWsfnaW9Ccm9ILux6/l0L5Dxu/xqCfpmm1UlBpsXPyG8x7lcw9wk5zp+vPeaHcEQsfQm+ewyu\nmyHXYu4EiEiU78qWwu7vxdgungVlSyBtkPwPcMMnct0sexliM2HgDdBUItLqoBeMkWCvkmvj/o2q\nMXKk+D2AItWqD5WAF+q3STT/1dGQdy7knSOOGVs56IzQd5rcdzXroXqDLJdUIEXJ9Gb5f8RdUHD+\nvuuvXg8zfynFyjytEl09+xHIGQsJefDJT0GjE4l9867Oy17zHhRecNing4BXnmXpQ6SaN4ooJboi\nFJJ9aCkVR5wl9vC3e7qze4n8lgEvZA6Hpp1QvhxQRB0RkSxOhvzJYI4+0XuronJ4uJrBGi/jqHVv\nwxf3yfS8SdD7Ehm3aPXiuO7WN7zYoeagqgbqHtaVt3DZK0vJiLOw+OEJnQb/v/98Mx+tqWTDHyZj\n0GmZ9upS3P4gM39+1gncY5VTmQueX4wnEOTiAWlc0C+VnilRB12mqtXN2L/NIyPOQp3dy7XDMumV\nGs2grDjO++ci/nRJH24alQPAmrJmrvzXMiYWpnD9yCzueXstESYdL147mFG5Ccf46A6Bo9WHs2KV\nGEee1o5p2WMh5JcBYWsZlMwVozLghqg0iWYAJPUSA6i1HK6fIZGPA+Gsh5eGiny2Ky5+UQyM5l2y\nP+9cCe5mMVCH3AJDfwKmH/zOTTvh5eEQCog8eNIf5e91b0PNBrh7qUj/ypfBm1NkmegMGSzfuejk\nGdwUz4J3r+o8TW+Rwa4pSl5WfS6DOX+ETTM6vk/qKce5N5e/JpGhxc+IMf6bio7jDAUBTddR2qad\nYtAdzHNrr5YB4o+JeB6IpzI7R0J1Jrj0Fbn25v6p87waLaQPhcqVkNJXpJ0HY9UbMPMX8LO1YgSp\nHB6NJfDGJDFSI5IkZ3vyEwdfbvbvYcnzEgkN+Tt+h1BQnAkaHSTmHZ19dLfK86xSnJFo90jcu/UT\nB1TaQJG+x2bBgqfEaTXoenmODbpRjGVbBSQW7F/JEPCKtNxgEZVJe0VvECP1rsXyzCmaKcZ1xlAo\nmQPf/R7slTJfcm+4Y4HI009nmnbKs7dyFUSni+NMo4GGYlg9XQbia94UJ+PkP0PmMKkN8PRBrofo\ndHE89Z0G0944PseionI0Kfoa3r8WRt0nzrgvfiZjqMQCWPVa53m1ekk/ssRB5gg0/a5QDVSAGpub\nTZU2zu2dcsDqp28uKeXxL7cCMCAzFpc3wNCcOHqnxfD3b4sYnhPPG7cMA+DFuTt4ZnYxj0wp5Kdn\n9UCnPXW92hXNLmZtqeW2sd2PuDrs6YgvEOLed9fS4PAy485RhBSF6lZ3lxHIpSWNvDS/hHN7p5Cd\nYOWs/CQMuo5BQq3NQ6PTS1Obj5unr+xkUB4qj326icU7GilvdoWnTeqVwryiOlY8OomkqI4Bw1tL\nd/OHL7ag1UBOYgTv3T6SlGjzjz8JR5tQSPIkbRUw9FYxIHPGwqh7D30dwQCULoQZN8tD76r/k5xL\nj73ryJ2iQFuDRCObdu4x9hR5cDrrICZLBlyhgAw4KlZIxHX8ryG+uxila96C2b+Dy/4jXvGIxD3S\nTqMYPT8cpDZsFyO1tUw+a7QQ2U0M1cR8KP4WNrwHaESqO+cPndu9DLtdZMLt7P5e1pE16uSMpJUt\nFWMzMkVkuqGATI/PlbxKkMH88DukUFPeOWIoLHhKXmwbP4DKNXDHfBn4bv8G3rtGjPuLnodvfg0r\n/iXnML6HFJcZfJMMtNsa4KXhEPDADR/LurvCXg3P9pLfdcKjYhAseb7jOrDEQjZBJhQAACAASURB\nVOFFMrhfNR0mPgbRafuuJxgQA3fXAvjvpbLchc/J9fX1w9CwTebLnyz73loOBqsYpVqt7IdGd2gy\nqIbt4sTIHCkDgdE/P7hB5HVIdNoYKdfMlk/lnGo0YKuUwfGEx35cJPFUw1Er109rhRh47U6qflfB\nhndlnl/tgogDOOxCIXimp1wf6UPkfr/2vWN//7maRUVRNBMGXgd9L5dt752HXPwdfHgL+NvksyFC\nDOigT55J6UNFRZIxFJIKJU1g6+eSMrA3w+8UefHWz+R61lvk+Va6sPN83frDsNvkXpv3Z5j4u46C\naqcjQT+8Mgqadsj5DPqgx9lQcIEUobNVdJ5fqxf1yLKX5P1x8UtyH26aAeMelpSMb38t6SCmaOgx\nXpwDqQPEqZpcKI6+C56G6FRxiLqaxVmg0Ry6ykdF5XjwzlXiuFKC8jk+F+5dIffJlw/I+7nneWCv\nEQdrU4k8k1HQPG4/sw1UbyDIvxbs4uX5JfiCIRIijDx/zSDG5CXw9aZa/rVwJxajjkcv6EWftGim\n/WsZVS0uCrtFs6nKRkKkkcpmN75giFirga9+NpaMOGn70dLm4/4P1rOouIEBmbG8cM1A9DotsRYD\nEaYDe+VtLj8x1mNT+MPtC/L83B389KzuuLxBMuMtBzQ6gyGF3Ee/BmDFo+ecHMbLCcYXCLF6dzMN\nTi9frK+mqNZBVasbgHdvH8Er83fyfUkjj1/chxtHZrO9zkF+ciQ6rYaJzyyktLEtvK4xeQncOro7\nZxck0dTmY+oLi2l0+gCIjzAy/5dnH/a1MOSJ2TS1+cKfx/dM4q2fDN9nvo/XVLK52sYVgzO6rOh7\n3FAUGSAuf1kGy3ujM4mc0RwjL3lFgYv+KVG3H7J7iRSSWfe/jpyvadPFO/dj8LXJQEyrFcOqPTrZ\njmHPYMASJ4ZIu1wY4HeNh168R1FkcFG6WAzMhX/dd54Jj8H4h8W4c9RKJNVZCznjjl6U73jTbggC\n/HI7fPsbORdjHxCJ6/5oP18/XMfE38G8Q4h26UwySL/mvQ45paLsMcqqYeP7EvlI6QdX/xe++51U\nUw2jAfZ6J+adCxf8Xa6RAdeKgVC3Fd67WiJRHrtEs277rkPy2LJbBvpRaSL3PdJCT4oCH/8U6jaL\nPD02W6Tjsdmdo2SuZpGYtlaIZLhxuwysNToxzLpi+J1w9m9EptVO8SzZVr+rRHbcFX73yW/cfn6f\n5EMNuBp2LRI5bruzY+VrUo06Nht+vl5yO2s3QOGF4mBpvwbri+CVEXDJyyLNPNkIhcDnEMn8ytfk\nGoxMEUeaziQR14oVHfPHZEn6Q5/LxFliioTu4zuOt2mnGJ9bP4MRd0NCD4k4m6Pl+m+/lj+4USSq\nBVNhyl8PP9f+ZKZsGbx5vvR/HveQPMM2vC9OMIMVLnlJjMh+V4pqZuYvpMAbwPjfwIRHul5v0N9x\n/3z/T3EEVKyUdyDIPZk2UAb57dM0WhhyqzhxVRWFyvHA3dJRqA/kPVS/Td6X7bUuBl4vBRjXvCXv\n9h5nH3idAS8s/BuaSX84cw3UUEjhZ++tY+amGqb07Ybd42dJSRMAecmRlNQ7SYgw4g2E6JceQ3aC\nlfdXVfDCtYO4qH8qIL0mSxvb+N1nm3n4/AL6Z3TOt1AUhS831vDYp5tweCRSEG3Wc/fZedwxrgfV\nrW4y4iw4vAF+8cEGMuIsmPRa/r1oF9NvGcrEwiNPIP4hz80u5vm5O8hOsFLW5OJ/tw3nrPz9tw75\n05dbmb5E8uU+u3cMAzPP3JwSm8vPLz9cz+IdjXgDEsWKMOoYk5fI8O7xPPn1Nn54q5gNWjz+EGfl\nJzK+ZxJ/nrmNv1zWjyHZccwrqudv3xYBMDo3geI6J23eAH+4qDduf5BxPZPIPYI80Nlb65iztY5H\nLijE4QkQF2Ek8iDOkeNKw3ap9OpqhCn/gLmPS/QLZHCUMRx2fCcDnqnPwj/35CdkjYbypfL3FW9A\nvz25je5WWP1Gh2Qyf7IMGHMn7iubPRxK5ojhoYQkElt4gRTsmfkL+X7S45I3GJksg9XDZed82PKJ\n9BG1JuzfADgd2PKpDJKPJEdu25fwwR7DIHMEXP2OvDSrVkskwmMXmXDAC/2vlojsG5MlgjnpcRnQ\nTT9f5t8fY38hA1CtXgafWz8XR4jBItH0diJTZFq7syIhT3JrRt1z/NqEVK6Bty+TiL5GK5LMrJHS\nw3bThx0DWpCodOoAGWgk9pSBce4Eub53zIZd8+X8Zo6UXGaDVQzgDe/J8hqt3I+ZwyQnUm+CHXPE\nUVC7EW7+qnMO9LGibKnsZ/myPZVztXD+U/sa/qEQzPm9SHkbiiRXcuS9cP5f5BwseQFG3gORSdIf\n+JmeslxMZudoWESSRMkueFqi+l/cB/eukuvsVKFqjRijkUkiP7VVigMwLufQor9+DxgO4LD2uSSK\nuPQF8DlFPTDg2pPfadEViiKRap1RlC0L/ioR95ZS6Qn90I6OonoBn6RtmKL2jWgG/eIkqFwFl756\n4PP3Q/weeT/O+UPHtOyxUozOXiUOzrIlso1eF8J5T50+7w6fS6Ly7a3PVE487TUwcs+B9MFSmXzL\nZ3vUF3ucuFmj4MbPftx1voczMgfVHwyh02j4cmM197+/nkemFHLn+FxCIYXyZhdvLill3vZ64qxG\nfnN+IQuKG/jPIik6cMvoHP54cZ8fvc3n5+zguTnFDM+Jx2zUsai4gRiLAZvbT2Kkke6JEawua8Go\n04YNn+tGZPHTsd157NPNaLXw7xuHHhXj4uKXvmdjZUd+3LXDM/H4Q9x/Tj45iZ0fpnO31XHbW6sZ\n0T2eFaXN9EiM4LsHx6HX7Sdv5RjQ0uYj1mo4IdLiN5eUsqnKRnZ8BFP7p7Jgez1/nrmN60dk0S89\nBn9IYUJBUjhq/s2mGnY2OMlOiGBSrxRmbqphXXkL5c0uVu9uwe0PEmHUseq3k7Aa5bfcWNnKVxtr\nwtfYC9cO4uIBXcgFTzeWPC95Wz8kuTeMub9z38xwhHGRRIl+Oke80e9dJ9GqW2aKxOrTu0Q6kjFM\nBkPd+h374/C74etfSSGkgikHn1/l2LBjtrwgk/scWoVgvxs+vFUi7UkFYkyNuk+8u9FpMlhf/65c\njwYLDL+964G11wkr/yMD1+8ek2k9p4hTpNdFIsM7ETSWQNGXIhtePV2m6YwiBc0YJgOHyORDc9zM\neVyKi7Wj0cJZvxRj48v7O8tB8yZJlN8YIdLF9CFw/YdH55gURaJPIf8eWeowmbb2v7D46X3nTx0I\nt82WVkjtbPpIKmknFojDIO8ckYDvL0+yfIUoJ3qMF4M0IlHkaKunyzPHEi85mFqdFKg6kurUpyvb\nvpR7LeQXB0/2aJj8pBSl+yF+jxi0I+4UY/lkYfGz4kDtisQCuG/l8dsXZ4M4aD12iczuPfh31MHK\nf0txrl4XwRWv7X89pxJfPiCOwKvfkXdtKAht9V2nVpws7Fookexj0RqqPX1kf/g9Hekae+NuFVWD\nNVEckvE99n1mhYLwyR2iTttfy7m6LfD6JCke+UMGXCd1Mswxsv3DzEE/owxUty/I099t57N1VcRY\nDeGI5spHzzmg8RMIhli2qwmdRsPIHgloDyOX1BcIsaXaRr/0GJzeAAP/NBuAywenM2drHXZPgKn9\nU3l62gA2Vrby0vwSvi9p7BSNi7UaeOqyfkzpd/gDHpvbz6A/fUdIgZE94qmze8Ny08x4C9/ePy4s\nP3Z6A9z37lpW725h7i/HM+IvcwF4YFI+D0w6Pl7iXQ1Oznl2IdMGZ/CPKwccl21+t6WWGpuHgm5R\nXPOf5YDcY+2/RVa8lUUP//iWFh5/kIXFDUSbDV0WINpe66DJ6WV0XuIR7f9JhbtVvMsVK6TFQnIf\nkUIqIXhxiMjHLvu3JM6XzBbJ09m/OfTcLVslvHGeRIpCAekdeMUbIn1SUTkYznr47G6JjKcNgp/O\nOzIDw14jRuCB8hVPBM4GkeOmDugs0z1UQiHYvUiKRlniJALbXsU14JX7b/diifyv+59Mv+lzyRtf\n+sL+pYyLnxUjs/tBCgkGfCKHXv+2eO27otdF0PtScTAoIXg6X6bnnCWOo/5Xy7No4d8l1/LORYcu\njQ+Fur4uVr8JO+dKRd2xvxCZsErXBLx7CtGtlOJuAS/c9JkoKIJ+yb+MSICtX8CMGyUqc90MMbY2\nfSTXblJBRz5++hCJkOtNMhi3VUok+GgbtYoCsx6F5a+I42nEHVL4ZcA1okjYvVgUB/uranyi+PAW\nca78Yqu8T9e/KzUcToTMumaDOLI8Nnk+jn2wwwG9d7rG/nC3wN97dNReiEiSaCrIeb/8dVFwHIyg\nH+q3yrjDUSsqkWPlUNpbfaEziVPvkpfE6PO7Ol+noZCkXfic4oDT6MQR1h6JTB8sjlCjVVrTVa+T\n+dOHyngqda+x8bYvYcW/ZdmYTDHg88+Vmgy+NnHktZ87kDFZn8tk/OR1SL2D8hWwfaZ8/4tt4lRq\n3iXPaq9D7oUds6Vuxl3fi+Q/4BEH8dr/Se2Go/AOPGMMVH8wxB++2MK7K8oxG7REmgw0Or2HHRE9\nUlaWNrO2vIU7x/Vg+pLdzFhVwcvXDyYvWeSc9Q4Pby8r44V5JYAYk41OHxpg9i/GAyIffvzLrQzK\niuWSgenMWF1Bv/QYeqXuv2LnkpJGrn99RVjWO3NjDc/M3o5Zr6Oo1s7FA9KYUJhMo9PH9O9LqWp1\nMzAzlk/uHk2PPXmoAHeNz+XX5xccNKrp8UtitNlweM3jfzljAx+vlYqA04ZkcP85+WTGWw9rXfsj\nGFL4aE0FCREmBmfHMfiJ2eHveiRF8P4dI9FqNHywqoKiWgcTC5O4bJDaLH2/tDVJvpNWDx/9RIzT\n2CyJ5AAYo8SQbCqRSGjaIFnGWQsph3EvNu2Ety6WIiA3f3l8oqYqpw+KInm/yb062r6oHB6hoMjr\ndUYpHNWem2mKgUfKO8+79wDut/WS01i+XCLbQZ9UuNYZZeDkapJppmiRV5pjZYDr3fOcSekjBsve\n76PazSK93fJpZ2lu70ulkvbJUtn6TKRui7Ti2Zvel4rhsuF9WPFq5+/ie4gzybenZ3dybzE08s+T\nwX75so4K5/etPnQ5oa1S2lRFJEpF8JR++xosq9+Erx6Qa+5na08+59P+WPW6tCX62Vp5xr00RCJm\n9606NtsLBuQ8lS0Rh9iIO8Ww9LRKmoU5VtQVFSvBaxMZfflymb/H2XDuE/sWLmwulXt6wd+kiNT1\nH8lvVvSVRI+79YXt34rhOu0NMaI2vC/PoXN+J+ke7c8ERRGF1cb3O9bf42y44dOjZ6R6HXJ81gQp\nbrjgKXGQJeRJ9FdnlLGQq7mjuv7OeXKN/bDYGMhYSaPpXP3dYJVCZAl5so2QHy78p0jKdy2U6KhW\nL/dD4YUyzmoo6lg+Ol3qcWj1YsTO+eO+2zVEdBRV+yF6S0etggHXwWWvdj3fUeC0N1AVRaHO7uXm\n6SvZXudgcu8U/npFf6xGHVtr7PRPjzmuctUfS3u+6B3jehBt1vP0d8Ws//25xFqNfLmhmp+9tw6A\n568ZyP3vr8ek17L9zx0yw0AwxFvLyhiWE0dIgdW7m/nzzG2s+e0kEiI7h93/8vW2sMwUwGrUcV6f\nblw7PIvh3eOZv72e3MRI/r1oJ++sKN9vJDUUUtBoJD/33GcX0ur2c82wTKLMeib37obLFyQh0njQ\nYkvlTS4mPLOAqf1SWbariQaHl37pMXx892iM+o7fzO6RHonR5sMrMvLs7GJemLsDgIw4C5Utbnql\nRjMgI4bHpvYi6jDXe8iUzJGHamyWeKh6nn9yVl89FNyt8OqYjjYDAJe8Ii0Otn4hXrZdC6Ty6riH\nflxF3gMRDMhLam8pn4qKyonn++dkEDT8DpHm1W2RIhplSzuqNu9ddCprtMzjtUmk05oog68Jj0kk\n4HDkYp/eJZG3gTfApUeQG65y9CiaKTmwfadJq6jNH3V8p7fAmJ9LGsjYB6UAEYoYIKGAOCReO0dy\nxmOzJXrurJP86ivfktZA+6Nmo0TylJAUwGos7vhu0I2SGtKet7zkBSkk1X285NGdSvLthmJ4eU9U\nMb5HR2/cx2rFWHO3iNM4e1Tn5Wo3i+H0YyKtAa/k1X73mBSMq98qObGmaHnnB31SdGzILeIM/L+p\ngEaiiO2t39rbbrXXk3A2wPP9OySkg2+Gi1/Yd9tVa+DNqV0XeItMEUNMb5LrprVcjL6ht4qia9OH\n8lwpvFDaynU/+/ALDtZsgLeniey4nZyz4JY9xfXaHQbtxmP7MQe90iZq4m8lEhqTIdenp1WWb+9t\nbI4RR11sVkeqSUsZ/PeSjp7qaOR4xtwPKHLc7b+1zylGfVx257SOytViOKf02fPctUtrvdbdkrrU\nrb8UVWvZLc6AnLESga1ZL9Wo+15+eOfrEDilDNQhQ4cqa36Egdrk9HL7f1eztrwVo07Li9cNYvJB\n2sicbFS1urn+teX8363DsXv8XPzSEslLndqLcf+YT0Xzvjflmt9OItpi4IpXl1Jn91Bn7yiIkRRl\nwqDVsPSRfdsrODx+3llRzrCcePKSI9FrNV1WG1YUhdveWs28onoemVKIVqPhkkFpJEeJwfnHL7aw\nsLiBSb2SeW1x6T7Lt3PZoHT+dkX/TsYmiFHd5gvy0rwdvLW0jMW/nkCs1cC3m2u5//313Dm+B49M\n6UW9w8OTM7fx1cYaYi0Gnr16IGPzEg+5nY/LF+DNJbt5aV4JY/IS6Zsezdxt9WTFW3n5+sGHtI7D\nomknfPMw2KrE01a9Th7gSkhKcfe7ErLHyOAsY+iRV/c8FhTNFMM6IU+kWAazvKRm3CyFZ85+RDx9\nmSMga8SJ3lsVFZUTRe1m+N+lnWVlerP8G/+wDMg+u1fka+N+BcN+KvPsmi8Ou6NR3MxWBTtmQf9r\nZDsqJxdBP6x9Swbq278WCeY5v5Pp+3v/1WwQo+i8J2XwHgrCc30lr/XSVyVip9WK/Ldpxx4Hplla\nMbWj0cK1H8gyH90GZd/L9Nxz5Nprr6b+wKZTrwKxoogh6HXIcVrjJVqXkCdRtXYKLxTHcr8rpFDW\n/CfFQLl3+b7rdDWLTLv3JZKS09YA694Rh3rFCkjIh3uWiRG6a8Fe/WCLIHVQh4HfWiFR63ZDy1kv\nLeUqV4l8N2O4GHqVq6RPecYwcU7tT75tq5LtJxXImEpnlDFK8beSG641yNgqdSCM/plM87vhuT5i\n9LXT70pRVxgs4vQu/kaKILY1imJjyM37bjsUkqjsgqdkDHTB02KEupulDsHeObI1G6TNyhf3ibJj\n8M1SEyC51+FL0x21Ip/u1k9+y2OZ3tQuxw4G5Lc/xvUVTikDNSqjQKnduSVsNJU2thFt1u8TCQSo\nbHFx0xsr2bUnv/LmUdk8fknf47q/x4J2yet/bhzCHf9bwy/P7cm0oRnU2jxsrrLxu8+38NJ1g0iL\ntXD5K0v3WX5493h+M6WQwVlxXaz90LG5/Yz8y1zceyS8P5+Yxy8mF+ANBCn47beAXMcJEUYanT6u\nG5HFVUMzufRlaTh//Ygs3llRzoOTepIYZcRq1JGXFEVTm5c/fbmVpj2FkTLjrLz90w4D56EPN/DF\n+mr+Nq0fj3+5lVaXH6tRR6zFQLXNA0BipIkvfzaGlCgzd7+zhtG5idw8OoeSeifdYszhQlOPfbqJ\nd1aUM65nEn+9vB9pscehsmAoBM8UyMM3pe8eD6Nb8iZjMsRjtenDDq+hOVYeXG2N0HOyVLI17ZGm\nbfpQDENzjFTvi+8h1fx+zL4EfR1yqF0L5IU/6AYxLPeXqxYKwT/7iQeyvbdVGA1c8XqHF1RFRUUF\nxHv/5hTJhf3Jd9JDs91Z7HPJoPAUch6rnITM/gMs+af8nTdJJL+bP+4skWxnzP3iDGk3PEvmwtt7\nokF7yxgfrT49eov63fCvsyQ6WrVGpvU8X4y4rjj/b2I87S2F/++l4jjaG0OEnKvCC6Vy/eFK55t2\nSjsvv0vGFm2NYuCOvOvw1ncouFsk57N+m8iNt3wiv71G2yFxtcTJfAAPbpX0pHYDXG+WfV31+p76\nGv84tIrlHptEiA/Wp/oM55QyUE2p+cqf/+9LfnVeIVWtbib8YwEgrU96p3XcFIFgiItfWkJli4t/\n3ziU3U1tXDowHYvx8PIgTya8gSCjn5oHQFObj5evG8zUPS1v/MEQo56ai90dQK/T4PIFmdovlb9c\n1g+7x0+3GDOGoyhnnrG6gv8u201Vi5sWl5/lj5zDlmobt721mlevH8zIHgnERRgJBENhGfW3m2uI\nsRgZmhPHiL/MpXmvHp3tJEQYw707H7ugF7eP62jNsKPOwbnPLQKkFdDfruhPblIEJr2OJ2Zu5d0V\nkucUazVgd/sJ7blsLx+czidrq8hLjuS/PxlOjc3DzdNXMrlPCs9edRwK6jSWiOSlbrMUXMgeA9e+\n3/XDPBQSieyG92H+X8QzltxL8qlAXrrWePHG7Y1GKxUrPa0ii+vKk9a4QzyLbQ3Sx7Blt/QG1Rul\nPPjeL/Kcs2Q/LbHiAR1wrXg25z0hFT0vf03yR4u+Eo9h+zaTex2106aionIa4WuTgV3BBaoxqnL0\nac95bkejFQmxRtPRo3jEnSLrzRy5r2RXUeRfwA2vnyvyxXEPHd9jOB4UzZQWWec9KVFRY4REj2Oz\nJYL5v0tF2aU3yxjgkpdFTt3eymvIrXIvly8Xo6z7WaKYOtXv6dLFIjV31ImEdfTPpN9sxQqR0mo0\nEhUtmSu5n+1kjYJbvzn1j/8k45QyULvl9lEsV/2dm0Zm8/XmWhocIl1NjTHz26m9qWhxcXZBEnO2\n1vH0d8W8cv1gLjhYxVt7teQ/OGol7D/wBtFYn8QyoJWlzTzw/jqqbR5mPziO/JQOCVRFs4vXF+9i\nxupKLh2UzlOXH/uCMTdNX8mi4ga6RZuxmnQ0OLys+e25+0h3f0hxnYPmNh/ZCVZsbj9PzyrGGwjy\nzJUDmPTsQqxGPXN/OX4fmfF1ry1n6c4m3rx1GBMKkjt9V9bUxsZKG/O31/PJ2qoDbt+k1/LVz8Z2\nOn9HjU0fSb+ykXdL9bySOR3fJfaEu5cdWq5DW5MYoxqNeBeXviASHY9d2jxkj5IXjKMWPtvL02iM\ngtvnSeL9znmSi5A5Ehb8Rbx3hgipeBidLkarEpTegRMeFQ9myRzJE23YTjg3DDqS56Mz4Ofr1JxP\nFRUVFZWThz/uJZVsj3ip/DgUReS169/t3OM5PlcKGx5OJfBTnYbtojAr+kqkwpe8JAWb5vwBLnhG\njYYeA04pA3XwkCFKr7tfZtnOJiKMel64bhApUWau/NdS2nydpYZnFyTx5i3DOuebLn9VbrjznpTm\n5EG/DPjn/kk097ZKqT4anSGyj9gsCe2nD5ZiLu25MG2NsOb/RK++v6bBoRB8dKtIJUfdc9TPhc3t\nZ0u1jdG5XVed3DtqeaypbHEx5fnFODwBsuKt/PnSvozrmXRE67S5/FhNui4jvs1tPprbfOGKxwfa\nrxiLAYNOS3mzi8/XV1HQLRqnJ0BipJFeqdGHXxHY6xQPYlRK19/vLYWJSBKvbfoQMRyTCw8/ryrg\n3X+RkOJZIuNx1sM3v6JT4ZF2Egvg6rcPvZm8xybyl7juIp0K+iXPo9dFUlJcRUVFRUXlZKFkjrQi\nGnE3pPQ+0Xtz6rP5Exnv9r1CItCqU1rlOHFKGajtVXw9/iCKQliyu6asmVlb6hiWE4/HH2RrjZ2b\nRmWTGrNXTuHWz2HGTR2fo1JFOw4dJfCbd0lz462fd1Ti0u8p/tL3cpEw+N0d1eb0Zhh6m0SdTJES\n1SpdJEnpq14XSQTAH23H+MyceBqdXrZU2xnZIx6T/iSSUnudkm/Rfdy+8ovFz0p0MX2I/MZDf3Jg\nw01RxDnx/nXSyw2k/1b/KyVpfMO7Ms/gm+A/Z8u8k5+QHnyG45DfujdznxCJSvZouW7jusvL+lQr\n9KCioqKioqKionJGcUoaqJ0IBSX0bq+WKnBVa6SCl84Al/9HJAkVK+DDWyXyc+17oiX3Ojp6o/Wc\nAtft1RvJ3Qq1GwGNDPA/uaPDKI3Nlkjr2Y9Iaef178j0qDQpU91ObJbkP7TsFiN23EOdq3mp/Hga\nd8jvHZncWWLSshu+/6f87nE5Yox6HVJ2ft4TUrGu10V7Evj3yH+adsKLg/c4IKS4ErHZIu9u2gk9\nz4OzfiEV3Iq/leurdlNHH7ZxD8PqN6QCXOGFUp67vdR393HiqBhxF0z52/E6OyoqKioqKioqKiqn\nPKeugep3S5Sqpayj2poxCvImSln75p3ShLe5VHoIxeXALV9LPkIwIMZj7UYxMFIHHLhBe8tuMWrP\nfkRKTQd8HTKHnfNFk+51SIntuGyoXi8GqUYr7UQ2fyy9jAZdL7mC0WkiDy76SiqyjrlfZJu1e0qZ\nH2656dONUEgS9Te+D2v/17nP1dVvi9GpKPDvs+TcGaNEor03UWnS32nXfIkkjroPEnIlwl2+DB7Y\nLHLbsiUSGdUaOpLfCy+U3whEGtt9nMiHskZJc+LmUvj2EVk2Y6gUDmjcDqumy/Vw46eQOez4nCsV\nFRUVFRUVFRWV04BT00Bt3AFzH4dtX0L2WJFYNu2EgddLfh9ItbFtX4oBmDtRehNFHkFeZHv/n8Oh\nZbcUYlr/LljiJa8v2NGblLTB0udp5b/FqM07V1qKDL755OyBeawpmSv5lGVLpOotiDGaPUbyOT++\nTaZNflIq822fKdHRQTdI+e+GIpG0hgJyXq3xkkcx+/cdUfOoNBh9n+QWg/y+G2dI6wNLLLx1kRig\n+ZNh2G3SPF6rFaMZDtywOxSSnmuH2/BZRUVFRUVFRUVF5Qzl1DNQ331SGir7HNDncpg2vWvD0euQ\nYjHxPU6e0s8em/RY8jqkAXD6EDG2P79X2nsYI6X8/qYZMv/E38Kgm2Dew4ccGgAAIABJREFUn6T5\n8Ll/EkMKOh9T004xfuu2SCPhgiky3e8Rg7d8mWzLdOCiQiccRZGGw2vf6pg2+GaJRu+dO/n9czDn\njx2fR94Lk/98YKOxff1bPxMnQc5Yqdp8IEKhg69TRUVFRUVFRUVFReWocWoZqEMGK6svq4bEfMkl\njck40bt0dPDYpFVIbJYYTa0V8MntYljuTdpgkbxGp8E5f4DWcpj/Z/lOo5WGwq4miOwmctiAr7Ms\ntvs4iQSG/JKvedZDxy/KV70O1rwlEc+B10n7Fb1JjECvTXJBSxfDu1dK7uawn0oENLFn14akzwXV\na8WoTx1w8jghVFRUVFRUVFRUVFQOm1PLQM2JVlbfooFbv5X+j6czrmbppVkyR/pSJuZLhLRixb7z\nDr8Txj4guZRvThHDtHG7fJc3CdKHirS1ep20DGlvPTLoRjj/qc4tTwJeMSK7jz+y6GEoKC16fG1Q\nvxXeu1aM0JBfDE+AiGQI+sDT2rFcfC7cs1wtZa6ioqKioqKioqJyBnJqGajpRmX1f34GU/5x5kov\ng3sMvNpNImE2x4hcde8IYigIn90DBedDn8s6L+91SOR1w3uw9EUxEi96XgzH2GzpC7v5Y8nRjM2U\nSGb/q2TZxhLY+AEMvFak03vjbpV9qVoLJbNFctxa1vG9Vg8P7QBzrMhsq9dBY7FURO57hcwT8Mq2\nEnKP/nlTUVFRUVFRUVFRUTnpObUM1MEDldVr15/o3Th9qFwDn94hbVj2JjIFMkeIEWmrkOJEaKBy\nlRR3MsXAkJukQFXtJtj2ufy/N936S1NndzMUfS3y4il/PW6HpqKioqKioqKioqJy6nFqGahd9UFV\nOTK8TtjyiURdDRaR4fa6WCLUXics+jts+ljyXhPzoXAqzH8K6vYySFMHSi5o3SaJ2I66T6S6Z2qU\nW0VFRUVFRUVFRUXlsFANVJUfT8ArrXMcNWKIxmbK9CNpxaOicgJQFIWathpSI1LR7HXtBkNBnH4n\nMaYj60ns8DnY2bqToBIkEAoQYYhgSdUScmNzGZ8xHsOPaCO1tWkr1c5qqp3VfLXrK/Lj8kmPTCcr\nOovzcs7DoD0DW1Kd5rS/d/e+NhVFoc5VR3FLMdubt1PvqifJmsTWpq1UOioZmDyQnnE9GZk6kqzo\nrH3W6Ql4qHRUoqBg1Emuf7I1GYveAkCTu4k6Vx1t/jaqnFVMyppEpPEkrwCvoqKionJaoRqoKioq\npy11bXWsqluFzWujzF7GlsYtRJuiGZM2hpASYkvTFr4u/Zq+CX1JiUihtq2WGFMMmxo24fQ7uSj3\nItIj03H5Xey27+aawmsYmz62y20FQgF0Gh12n5175t5Dqa0Uh8+x332z6C1Y9BYyozKZmDWRUlsp\n7oCbvNg8kixJtPnbKHeU4wl42Na8jeKW4k7LJ1mSaHQ3oqAQZ4pjcMpgQkqInOgcRqSOoN5Vz4ra\nFTS6G4k3xZNgSaC2rRZv0EuEISL82R1wUxhfSGZUJsnWZAYlDyLKGIXNa2Nt3VoyojLIj8v/0ee+\n0lFJub2ceEs8GZEZZ7yR0+JpYXPjZiocFeyy7SLBksCVPa8k3hzP8urlVLdVk2RJoratlre3vY0v\n6KPB3UCkIRKL3oJGo0Gn0eH0O2n2NIfXG2mIxOl3kmxJpntsdzY1bMIVcKFBw/jM8WREZuAOuDHp\nTDR7mllctZg2f9s++2fRWzDqjDh8DkJKKDw91hTLdYXXMTB5IDnROZj1ZqKN0bgCLprcTSRYEogy\nRu2zPhUVFRUVlcNFNVBVVFROOtr8bVQ4KrB77WRFZ9Etohsuvwuz3oxWc3Dp+M7Wnfx15V9ZXrM8\nPM2it1AYX0hRcxHuPe2XNGjok9CH3fbdJFoSSYlIocXTQr/EfgB8tesrvEEvAAatAX/IT9+EvkQZ\nowgqQUptpZh0JsZljOPznZ8TCAWw6q20els5P+d8PEEP52afS5I1CUVRKGktYWjKUBrdjSytXoon\n6GFL4xa2NW8j0hCJVW+l3l0f3mer3kogFCArOovJOZOZkDmBWFMsiZZE9Fo9/qCfueVzWVC5gI0N\nG6lwVOxzLnrE9MAf8lPTVkOyJZk4cxwNrgYaPY10j+5OiBClttLw/FqNlhSrGOsKCqkRqXx9+dfo\ntQduSaUoCqtqVzFr9yxKWkvY0LCBoBIMr3Ng0kCuLLiSjMgM+if1P6Tf8Wjz9ta3eXPzm3SL7Mak\nrEkUxBfQO743Zr2Zamc1ZfYy3AE3Tr+TeRXzuDTvUqIN0ZQ5yogwRDC823BSrCloNBpCSog2fxve\noJcEcwIKCtXOanwhH1WOKiocFSytXkqZvQyb10aLtyW8H1HGqLDzwqK3hK/HdtIi0hiUMohEcyLN\nnubw9oJKEKPWSJ/EPhTEFZAfl0+UMarTveEP+alwVPDh9g+ZVz6PFm9LeP3x5ngGJA1gSMoQUqwp\n2Lw2AkoAu9eOK+DCE/AQZYyiT0IfdFodOo2O94reY3HV4gOe1wFJA4gzxZETk8Oo1FGMTh99lH+5\ngxMMBalz1VHuKCc3Jpcka9Jx3b7dZ6ekpYT8uHzW1K0JPztijDFY9BaKW4rxh/wYtAZCSghP0INR\na2RC1gSSrcnEGGNItCSyy7aLzY2bKbOX0eJtQYOGVm8rNq+N83LOIz8unzZ/G7GmWHJjcwmGggSU\nAMFQkKASxKw34/K7yInOwaAzoNfoSbAkEFJCOHwOHD4HBp2BBHMCVoP1uJ4jFRUVlUNFNVBVVFRO\nKCElRLOnmQRzAkElyKLKRTyy+BFcAVd4HrPOjC/kw6g10iO2B7GmWNwBN9HGaB4d8ShpkWlsbtzM\n65tep8HVwI7WHZh0Jm7odQPjM8dj1BnJjMrEoDWw27abZk8zubG56LV6IgwRKIrSSUa5N4qihCW6\nr216jY0NG1lTtyYcbax2VrO2fi29E3ozLGUY9a56+iT24eY+Nx/yOahtqyXaGI3VYMUX9LGpcRNl\n9jIuy7tsv/u1v3O5o2UHdp+dOFMczZ5mhqcOBzoivBqNBkVR8IV8mHQmFEVhYeVCIg2RhJQQa+rW\nUNRcRGFCISadiefWPMekrElEm6LJic4hyhhFg6sBb9CLJ+hhV+suyh3l1Lvq8Yf8WPQW8mPzyY/L\nZ2qPqbR6W1levZzvyr6j1Sstpcakj+HBwQ+SE5MT3oc2fxsajQanz0lRcxE7bTsxao3EmGKIMkYR\nYYigzF6GTqMjoAR4a8tbOH1OsqOziTfH0yuhF/0S+7GlaQuzy2bT4mmhd0Jv+ib2JRgKsqFhA4ur\nFjMwaSDeoJdtzdsO+bzuTZQhiihjFDVtNSh7WnZZ9BYURcET9HSaN9YUy7Buw4gzxRFrjiUjMoNB\nyYPIicmhqLmIb0u/xR1wMzB5IAOTBlLnqsOsN1MQV/CjfvcDoSgKu2y7iDHFEGeKQ9dVX+mDsNu2\nm0pnJVWOKgJKgJLWEuJMcWRGZVLcUsz3Vd/jCrho8bRgNViZf9X8oy45t3ltzCufx/TN04k3x+MO\nuPEFfTh8DrRaLQ2uhrBDBMShdGXPKzk3+1wGJA0Iy+ndATcra1ayo3UHGjTUttVS56rD4XMwJn0M\nF/a4kI93fIzD5yDBnEBWdBbjM8aj1+pp9bYSYYhAgwaTzhT+jYqai3hg/gNUOavC229XR9h9dtr8\nbSRbkukW2Q1/0I9Go8Gis7ClaQsN7oZ9jtWqt5IakUqcOQ6TzkS8OZ6athpW1x3d8U92dDZmnTg2\nLHoL3WO6k2JNodxRTrOnmSRLEhlRGaRFpuHyu/AGvTR5mhiaMpRRaaMwaA00uZsoaS0hxiQGNoix\nvqNlB7N2z5J7M74X+XH59Ijp8aOVFLVttZTby8mOzibZmnzU7ovDwR/0E1SCmHQmNjRsoMJRgTvg\nZn7FfLY2bcUdcDMmbQzPnv3sCd1PFZXTAdVAVVE5iWgf5Lbng51OKIqCgoJWo8UdcPPk8ifZ2ryV\ncns53qAXvUaPxWDB4XOQEZnBg0MexKw388zqZ3AFXIxNH8umhk3sbN1JQXwBZr2Z9fXr0aChIL6A\n7S3biTHGUBBfQIo1hdv7305mVOYxORaX3xWWXYaUEMtrljMwaeBpF5FQFIW/rvwrM7bPQKfVhaPJ\nIAaAUWckKyorHK3pl9iPy/Ivw6Qz7bOuYCjI9pbt/Hfrf5lVOouAEjiifUuNSGVE6gjK7GWsq1/X\n6bv0yHR6xPSgzF5GuaMcgNyYXIZ1G8aDQx7EarBS46yh1F7KjpYd+EN+ogxR9E3si8VgwaKTqOaG\nhg1kRGWQHZ1NtbOaouYiSlpLqHRUUhhfSJw5Dr1WT6WjEoBuEd2IN8eTEZVBZlQmCeaEM2qgOr98\nPj+f/3NGp40mLTINk87ElT2vJDd239ZhnoCHMnsZASVA7/jeXZ4nf9CPTqtjTtkcHv3+0fD1F2eK\no3tMd0JKiNSIVAw6AynWFFIjU0mxplBqK+Xp1U+H1xNhiGBa/jS2NW9jXf06/CF/+LsoYxQp1hQM\nWkMnp4VJZwpvT6/Ro9FoOi3Xrr6IM8dR3FKML+jjqoKriDJGEWuKZXLO5IM+xwOhAK3eVlx+Fzav\njd323Vj0Fs7JOqfL89HsaUaLlghDBNtbtuPwOdBr9eg0OnRaHXqNGNF6rZ5GdyOBUCCsnrDoLUQb\no4k0ROIP+alz1bG4cnFY2u30O0X1EAqSZEmiwd1AhCECp9/Z5b4btIZwmsD+iDfH4w16O0nKU6wp\n5MbmkhubS3pkOg2uBmpdtUToI9BqtBh0Bupd9SRbk1lUuYgye0e7Og0aUiJSwrL3rOgsPAEPGjRo\nNBpyonO4Z+A9B1V7tKMoCgsqFtAWaGNoytCwOqIrvtz5JU+ueLJLeTwgNQW0BuaUzyHaGE1BfAG+\noA+AcRnjwtP6JPQJ536vqVvDospF6DQ6YkwxaJBt23120iPTuTj34n0cSoqiUNtWS2pkKiAGvN1n\nJ8IQQaQhkmhj9Bn1zFE5fVENVBWVE4A/5Ke2rRa9Rk+Zo4zpm6Zj99mpd9XT4G4gMyqTSEMkSdYk\n+ib0ZVi3YWRGZZISkXKidz1MSAntI9MMKSFava0UtxRT21ZLZlQm7oCbWbtn8W3pt3iDXiKNkRi0\nBpo9zYxMHUnPuJ4srV5KbVst52afy7iMcYxOGx029rxBLxo04Zd6u0wOoNxezic7PmFp9VLy4/J5\neNjDR1zYSGVf2p0LJa0lmHQmMqMyj0iiW2GvYEXtCj4t+ZSNDRvpn9SfiZkTafG0YDFYGJ02mrzY\nPPwhf1iWaPfZyYjMQIMGv+InJzonvA+N7kaa3E04/U6SLEmdigPZvDa0Gq2aJ3kcCIaCPL/ueWaV\nzsIX8mH32vGFfPRN6Mv53c8nPTKdF9e9SIO7AW/Aiy8kA/jC+EL8QT9VzioijZHEmmJp87dR01YT\nXvfApIE8NOwh+ib0PaQo8MaGjfiCPmxeG//Z9B+2Nm0l2ZLMBT0uYETqCAYlDwLEeG2npKWEGcUz\nSLYmc1vf27D77Mwtn8uKmhWkWFNIsCQQCAVQULD77CyoWIBOo8NqsHLvwHsZnXb8pc1HE6fPiUFn\nwKQzhZ1w3qCX2rZaIo2RmHQmjDojS6uWsr5hPbVttRTEF9Arvhdt/jbqXfVoNVqijdEkWBIYlDwI\nvVZPlaOKktYSdtp2sqt1V/h/T9CDXqMn3hJPg6sBs96MO+DGqrfiDXoJKkF6xPTg7oF30+pppcJR\nEXYGNXoa2da0LfwscgfcVDmruLP/ncSb4xmZOhK7z05xSzHFLcVYDVbSItKw++x4Ah4SLAmU2kr5\nYPsH4ePPj8sn2ZrMxMyJTM6ezMbGjWxv3s7MXTPZadvJ4OTBjMsYJxFxazIjU0ei0+pIsiRh1pvx\nh/y8sv4V1tevxxf0YTVYcfgcbGnaEt6GRW9hRLcROP1OVtetRq/RE1SCYTXG3kQZo/AFfQxKHkRe\nbB5Z0Vlsb97Oxzs+ZnDyYMx6M0url3Zapt0QTrIkMaX7FM7OPPvYXCxdUNcmSgSrwdqp8GAwFAxH\n5d0BN/0S+/3o9/Su1l2sqF1BemQ6AMUtxdS76hmROoKRqSPDSigFBUVRunxGtKc/xJviMeqMmHSm\ngz5LuipUtz+8QS9FzUV4A17MejPLqpex274bq95KlDGKK/KvIDP62DjNT0dOOwPVH/Jj89qYUzaH\ni3IvIsIQQZu/jQhDBBWOCtbXryfOHMeIbiNwBVxEGiLZ1LgJg9ZASkRKWKICclPVu+qJNEZ2GtwE\nQ0GW1SwjxhhDYULhfqVMB5INqpxZeINenD4nje5GPt7xMd/t/o4mT1P4+7SINLrHdMfpd9Irvhc2\nn402fxs7W3eGZWN6jZ6pPaYSa4olwhDB+ob1JFmSiDFJjlOjuxGjzkiyNZkR3UbQL0nyKJ0+JwoK\nZr2ZueVzcflduANuvin9hnJ7OdGmaJKtyTh8DnQaHa6AC4fPQYo1hSRrEumR6cSaYpnaYyoZkRms\nrlvNi+teZH39emJNsVycezG9Enph99l5Z9s7nTze7eg0Os5KP4ue8T2xeW3UttUytcdUpnSfAhDO\nn2o3QlXODPZ+r6jPytOPamc1v1r4KzY2buw0fULmBGJMMYxJG4PdZ+f97e9T66wlPSqdPgl9KHeI\nqqJ/Yn/0Wj0WvYWf9P0JZr35sPajwdXAJzs+kWdYVMbRODSVI8Qf9GPz2Yg3x4cNTLPOjNPvxKwz\n4w16KWktYUDSgAOmX+z93cMLH+a7su86Sb2hczT8h5yTdQ639r2VDfUb+GjHR53y8dvJi83j6oKr\nmdZz2iFHZ/em1dOKJ+hhXf06llUvY1PjJrxBL9cUXMNVBVcBco3GmmNRUChqKqLMIUX9TDoTK2pW\nUN1W3SlXPcWagllvZmTqSIZ1G4bLL+/tXbZd7GjZEb7nLs27lMHJUkDv0rxLD0vifzBq22qZvnk6\nM7bPCJ/79Mj0sPPH5XdR6awMzx9rimVy9mQAVtWtQoOG7OhsJmVPYnDyYDKiMmSsVPwxje5GWr2t\nzNo9ax8jvj1/X6/RkxKRElYjtG8jzhxHvDk+HJ3e0bqj0/gkyhDFqLRRGHVGFlQsICs6i8L4QlIj\nUtFqtCypWkJxSzE6rY6p3afy0LCHMGgN1DhrqGmroTC+EJ1Wx7el37K0eimzy2Z3UlmAKH2cficO\nn4Mp3afw93F/P6Jz3VVg4FShtq2Wz0o+wxPwYNKZuLrwaqKMUeg1epo9zcSYYjrdX6esgdrsaWZz\n4+bw3wsrFrKteRu1bbXhG+SGXjcQCAV4f/v7xJvjO1U+bKe98AnIILpvYl+56DQ6llYvZbd9NwBn\npZ9FTVsNzZ5m/EE/Dn9HgYtIQyR9E/viDrixeW0YdAYaXA20eltJsiQxMHkgSZYksqOzGZA8gGAo\nKDdkTHYn47bMXkZaRNqPaj2hcvLj8ru4a85dYRmiQWtgeOpwxmeMJ6SEcPldXFN4zX4jPO2e+qdX\nPU2LtwWj1ogv5CPZmkwgFMAdcOMOuIkwRKBFi8PvQKvRUhAnEqNal1RuNWgNnV5wZp2Zc7LPIRAK\nUNNWQ5QxCg0arHorZr05XEinylGFK+AKS+FKWkuIMkQxrec0Kp2VzCmbE35xJFuSuSj3IkakjiA1\nIpUKRwUmnYm+iX1PO/mriorKoWHz2ggpIbY1baPcUc6VPa88JgNllTObKmcVF396Mb6Qj/6J/bm9\n/+0UxBXQLaIbje5GNBp5v62tX0t+bD4GnYE4U1zYyPUH/RS3FqNFyyvrXyHKGMWk7EmMzxh/wq9X\nRVGod9Wj0+o6BVL2R7OnmUs+uySc9w9wbeG1XFd4HTttO0GB9Q3rCYQCDEgawMDkgUQYIvAFfSRY\nErpc55amLby77V2yorJYWbsSnUZHo6eRZnczTZ4mpuRMYULWBKqcVayvXx92eLv8Li7OvZjM6Ewc\nPgevrn+VFm8LnoCHgvgC4kxxbGrcFM7H1mq04UriUcYonD4nk7InMa3nNCINkWjQkGhJJNGSyLr6\ndczaPQu7z06CJQGr3opWo6XF00Kzp5lmTzN2nz28romZEzHoDHgCHuZXzKfR3Yg36CUvNk9acDkr\naXQ3AtArvhd9EvuwtWkrW5u2EmWMIjsqm6KWIgKhABo04bFPrCmWSdmTGJs2lmhTNO6Am9SIVPLj\n8gkpIX6/5Pd8vvNz9Fo92VHZ3NbvNpx+J56AB0/QgyfgkboOAU/YCG2vF7HLtguL/v/bu/fguM7y\njuPfR1rdb7Et+X7NRcZO7JhY5NIJcYLrTNMGKAzhWgKkhU4olIHQ0oFCaKEDTDsZyEBKAwVSYggE\nSCAMJRcSICTUOCEmwUlsbMuKZdmyLMvS6uKVVnr6xzkr1rZs63bO7sq/z8zOaM+eXZ396dmjfc95\n3/dU0Jpspa2vjfmV8ymyIjqPdVJaVMqy2mWUFJfw5pVvJlGUoG+oL+iJUFJJwhLMrZzLsA8zNDJE\na7KVx1sfp66sjiU1S1hTvyaYn6O4hERR0FDMXI2gcVbjcT1MTqzH5w4/x9aDW7mo/iKW1y6nobKB\nER+hc6CT5GCSwZFBth7cyj0v3sOy2mXs7t492nMwu9dAwhKkPc3s8tmsnLWSskQZDRUN3PontxZO\nA/XiSy72yz93Ods7t9Od6j7p8VWzV3HloispsiK+9cK3RhuRc8rnsHrOaq5YeAWXL7ic3xz8DQf7\nDpIcTNLS08KFcy5k/bz1/HL/L3li/xMcTR1lID3AiroVvLHxjfz20G95uOVhLpl7Ceeecy6pdIqm\n+U1UlVTx1MGn6BjoYMeRHcwun01xUTE9qR5eNudl9A/1czR1lAN9B0bHg2QrKSrh4oaLg7FSyRa2\nHAi6L7x7zbt55eJXMrdybiy5nq3aetvY272X6tLgMg1N85rOeAZvaGSIe3fcy86unRRZEZfMu4Sq\nRBVtfW0c6D1AQ2UDTfOaeHDvgzy490HOO+c8mrubae1tZfWc1bxp5Zu4avFV4/oHc6LUcGp04o7U\ncOq4STqyu6F09Hdw+zO30znQScdAB+197axpWMPcyrk0zWtibf1aKksqR7tsnYm705ps5banbyM5\nmGTVnFXcdNFNzCqfBQQN6MMDh6kuqWZO+Zyc/yMXEZGz01ef+yqPvvQom/9881nfKyM5mMRxWrpb\nuHfnvdy3677jHi8tKqW4qPikWcQvm38Zq+tXU1taCwQ9vJ5oe4KH9j500kRwi6oXsbx2Oe+66F1c\ntuCySW/rQHqAx1sfp2Ogg86BTipLKnnV0ldxbt25pEfSkzpzPZVt6U51j45Jdnce3/84D+19iMMD\nh1lUvYh1c9ex++hufrX/V7x33Xu5esnVpz2z2TvYy/d2fo+jqaM8sOcBDvUfOu7xRFGCiuIKyhJl\nFFsx7s4II6Pj7A2jvrKe+ZXzSQ4lGRoeojxRzoiP8PvDvx89mTYe9RX1GDbmBG3ZMhO0pUfS1FfU\n8/oLXk9yMEl7fzu/Ofibk3oblBQFjdwT62lt/drRkxwfXP9B1jWso7m7mft3309ZcRmDw4PMKpvF\nto5tdAx0MDg8yL7kPra8bUvhNFArV1T6yn9ZyfXnXR9MUIJxzdJrWFi1kL6hPs6fdf7oGcmDfQfZ\nfng786vms3rO2BMwnMrg8CAD6YHj+shP9QMy4iM8d/g59iX3UVpUykB6gBePvMijLz1KW18bEMxs\n2XWsi+c7nwdg07JNXL7gcnZ27aS6pJqm+U0sr13OwuqFox+EPd17+HXbr+lJ9ZAcStI4q5HXnPca\n3J3NL2wG4FD/ITYs2cCSmiUMDg/Slepix5EdbFy68ZRHyvLB0MgQB3oPUF1azb7kPrqOdbGkZgkL\nqhaM+2xcd6p7dOxa5jIQ7f3tbDu0jTu23TE6BgqCsRuzy2fTnepmSe0Srlt+HfuS+9jZtZN9yX30\np4OusZkPayqdGj0IAoye2cxYPWc1A+kB5lbM5aY1NxX8+CQREREpPMMjw3z/D9+n2IopKS6hJ9XD\nDStvIGEJtnduZ+vBrcF44d793PPiPRRZ0XFdpWtLa9m4dCM3X3wzsytmU1pUSmuylUU1iwq2y2mu\nJAeT7O3ey4LqBVQkKigrLptyA7x/qD9oMBpUJaooT5SPnpXtHOgkUZQgUZSgvqKeJTVLMDP6h/rZ\ncmAL3YPdpEfSpIZToz3oALYd2kbvUC+JogRbDmw5bpZygA+t/xDXLr+W5u5m2nrbaO1tpX+on8ZZ\njdSW1VJEEaXFpVy1+KpJ1UhBdfFdvGqxP7HlCZbVLsv1pkyboZEhntz/JJfMu4Sa0hrcnW0d23i4\n5WEe2P3Acd0zMsqKy1hau5T+of7jCiYzziIzi+BY10TMlun3v3L2SuZXzmfDkg2sqFtBT6qHFXUr\ngnWm4QjkiI+w++ju4HISOEtrlo4elcp+/YH0AJtf2MwLnS/Q3t9OS0/LmO8fgiN6Vyy8gvJEOa3J\nVvb37qcyUUlXqou60jrSnqbrWBft/e1AcBa9tqz2uCM+59Wdxy1Nt5AcTGJm3P383dSV1ZEcTLKt\nYxsQdPtePWc1K+pWUFNaQ1lxGevnreeqxVeRHkmzp3sPqXSKBdULmFM+h5aeFpq7m6kureYV818x\n5exERERE4pIeSY+OCz7QGwxte/m8l0/7paOkcLg7+3v3c07ZOaNnUdfNXRfp7yyoBurZNovviI/Q\nmmzFcWpKa9hzdA97e/ayt3svzT3N9A72smnZJjYu3UhDZQPFVsxDLQ/x67Zfs+voLq5cdCWblm2i\nvqKen+/7Ob1DvaNdNuZVzuOp9qfYcWQHO7p20N7fflwX5Ezf+sZZjVxUfxF9Q3209bbRnepm/bz1\n1JbWkihKsLhmMV3Hunj28LNctfgqDvYd5GDfQTqPddKT6qE71c2RY0eOm6o+c/Z72Ic5/5zz6U51\nc2z42Gi/+WW1y5hfOZ95VfNYU7+GYR+muqSac+vOpbmnmcdeeowtfnoGAAAOgklEQVRdR3fRMxi8\n/rAPc8WCKxjxkeNmASwpDrpQVyQqeLr9aVp6Wrh0waU0zWuicVbjaaeUz7xudUm1Ju4REREREYmJ\nGqgCBGcvf/bSz+hOdePudB7rxN155tAz7O3ZS21p7WgjeGfXztGxDSeOqy2yIhoqGqivqKeurG70\n4vCNsxopKS6hd7CXfcl9mNloP/Pa0lqqSoIuCRuXbpzwmUfNliwiIiIiMjOMt4Ea3+hkyYmKRAXX\nn3v9uNcfHhkm7Wk6BzpHx206Tn1FfayD2UGXpxAREREROduogSrHKS4qpphiFlYvBJj09elERERE\nREQmSlN0iYiIiIiISF5QA1VERERERETyghqoIiIiIiIikhfUQBUREREREZG8oAaqiIiIiIiI5AU1\nUEVERERERCQvRNZANbM/M7MdZrbLzP4pqt8jIiIiIiIiM0MkDVQzKwa+BFwHrAbeYmaro/hdIiIi\nIiIiMjNEdQb1UmCXu+9x90HgHuC1Ef0uERERERERmQGiaqAuAvZl3W8Nl40ys/eY2VNm9lRHR0dE\nmyEiIiIiIiKFImeTJLn7ne7e5O5NDQ0NudoMERERERERyRNRNVD3A0uy7i8Ol4mIiIiIiIiMKaoG\n6lbgAjNbYWalwJuBH0X0u0RERERERGQGSETxou6eNrP3AQ8CxcDX3H17FL9LREREREREZoZIGqgA\n7v4T4CdRvb6IiIiIiIjMLObuud4GzKwDaMn1dsxg9cDhXG/EWUJZR0v5xkM5R08Zx0M5R08Zx0M5\nR08ZR2+Zu59xdty8aKBKtMzsKXdvyvV2nA2UdbSUbzyUc/SUcTyUc/SUcTyUc/SUcf7I2WVmRERE\nRERERLKpgSoiIiIiIiJ5QQ3Us8Odud6As4iyjpbyjYdyjp4yjodyjp4yjodyjp4yzhMagyoiIiIi\nIiJ5QWdQRUREREREJC+ogSoiIiIiIiJ5QQ1UERERERERyQtqoM4QZnaLmV0b/my53p6ZStlGT7Uc\nD2UbLdVxfJRvtFTL8VC20VMtFw41UAucmV1rZg8CHwFuBHDNfDXtzOy1ZnYXcHGut2WmUi3HQ7Uc\nLdVxfFTL0VItx0N1HD3VcuFJ5HoDZOLCoz4lwCeADcBngFLgFWZWAqT1wZs6MzN3dzO7BvgUMARc\nYWYt7t6V482bEVTL8VAtR0t1HB/VcrRUy/FQHUdPtVzYdJmZApPZqYU/v8Ldt4Y/bwC+5u7n5XQD\nZ4gTcl4OpIBVBEfevu7uv8jd1s0MquV4qJajpTqOj2o5WqrleKiOo6daLnzq4ltAzOx9wA/M7INm\ntiDrA1cS7tD2mNl1ud3KwndCzvPdfa+7H3D3R4F2YIOZLcrxZhY01XI8VMvRUh3HR7UcLdVyPFTH\n0VMtzwxqoBYIM3sd8A7gdmAt8DEzy4xXSJvZbKAFGM7RJs4IY+T8z2a2LmuVzUAjcNkJz9Ng+3FS\nLcdDtRwt1XF8VMvRUi3HQ3UcPdXyzKEGauG4DLjD3R8DPgk0Ax+AYKC3ux8BKoBrAMxMf9vJGSvn\nv8886O7PAluBi8zsVWb2kXC5+sqPn2o5HqrlaKmO46NajpZqOR6q4+iplmcI/WHyzIlHyrLu7wHe\nBuDuLcCPgSoze23W6puBS82s3N1H4tjeQjXFnL8N/A3wHaB+rNcT1XKuqJajpTqOj2o5WqrleKiO\no6dannnUQM0/x/1Nso6cfQ/oz/qQHQR+DqzK+mCWA/egrgvjUZJ9Z7w5m1k18AXgOWCtu//DCc+X\nP5pUxuEy1fI4mVnmS0wxqJan22TzDZepjifAggljRqmWp9dk8w2XqZbHycyazGxu5r7qePpNNuNw\nmWq5AKiBmifM7FIzuxv4jJmtyXQ7yPpSdAT4AfBeMzN37waqgbKsD+YP3f0r7j6Ui/dQCMKd2r3A\nv5vZlZl8M3mfJufyMOdjwAfc/S/c/UCO3kZem0LGquVxCr/MVJrZt4H7Adx9OPNYeF+1PElTzFd1\nPEFmdomZPQL8a2Z/ES5XLU+DKeSrWp4AM7vQzJ4EbgXOyVquOp4mU8hYtVxg1EDNMTMrMrNbga8C\n/0twbdq/I7xgc9aXokrgIaANuNPMFgIvB9KZ18qsKycLv3B+FvgyQZePduB9wFKATDeP0+Q8FK6X\ndvdD8b+D/DcNGauWxykcS9Mf3m0ws5shOKCV+SesWp68KearOh6ncJ/xMYJujfe4+41Z//OKVMtT\nMw35qpYn5gPAfe7+anffCarjCEw2Y9VygVEDNcfCL+0vAe90983AvwHLgOyjnJ8E7gPmAbcQfPH/\nFnAU+GzMm1yQwp3XL4BN7n4X8HXAgY7MOmb2ryjnSVPG8Qm/eC4gyO+vgZvN7JysL5/KeQqUbzzC\nfUYp8Ct3/yqAmb3czBIE+w7M7FMo60lRvvEws2ILZod14IvhsteZ2WKgMrz/aZTzpCnjs4+pa3v8\nLLhQ8DF33xLeLwcGgRJ3T5nZd4FvuvsDFvSx/zzwcXffnfUalVlH+GUMJ+actfyVwN0ER9i2AD8k\nmDnvTuAT7r4ra13lfBrKOB7ZOYdHizNno+8nOEv9EaAP+E/gMPAVtM8YN+UbnzH+/1UB3weeB15J\n8KWyG7gXeATtMyZE+cbjFN/jngE+DLyFYIKjg8AAwUy9d6GcJ0QZn+XcXbeYbkANQd/4I8DXgNnh\ncstapwR4Emgc4/lFuX4PhXAbI+dZ2fkBFwLXhD+/E/gfYIVyVsb5djtVzuFjjcBt4c+vBnqA353w\nfOWsfPPidoas3wr8DNgQ3v9bgh4Yy5S18s2n2xly/kdgL3BjeH8RwQHajcpZGes2sZu6+MZrEHgU\n+CuCM0tvgJNmaHsZ0O7uO82sxswuhaDLmWs67PE6Mecb4I9jIN19uwfXyAL4JcHOcAhGxzIo5zNT\nxvEYM+dQG3CBmf0I+A+C7tXNmQeV87go3/icMmt3/xZwg7v/Ilz0CDAb7TMmQvnG43T7jDsIZoht\nAHD3/QT7jRJQzhOgjEUN1KiZ2Y1mtiEcv5QimAzpEWAn0GRmjeF6ifApcwimyH4nwZnUNWHjVH2x\nT2MCOZ94PbFNBJ+DJPyxgSUnU8bxGG/OBI3+AwTXfVvv7q8GFpvZelDOp6J84zORfYYHs29mbCIY\na9YLyvpUlG88xpuzu/cSdDW90czWWTC52p8SHthSzqemjOVEGoMagfAL+nyCwdkjwG6gimD68MPh\nOhcA7yDoX//prOd+hmC80zeAz7v7s/FufeGYbM5mVkYwFudzQCvwEXd/Mf53kP+UcTwmmHPK3T8V\nLqvzYBp9xrovAeUbnynsM4qAKwmuA/kS2meMSfnGY4rf495EcCWGC4GPuvv2mDe/IChjOR2dQZ1m\n9sfLENQA+919I3AzQV/6OzPrufsfgKeBhWZ2vgVTYwM8ALzF3W9S4/TUppBzGcGOsB241d1fq3/S\nY1PG8ZhEzgvCnCsIrpuX+fKJGk8nU77xmcI+o5zgjN5+tM84JeUbjynkXGVmJe7+HeBjYc5qOI1B\nGcuZJM68ioyHBRe//hRQbGY/AWqBYQiuuWRmHwDazGxDZhyIu99nZquAnwLVZnaNuz+Zo7dQEKYj\nZ4LJe54DnsvJm8hzyjge05Uz8IK6NZ1M+cZnmrJ+lbs/T3AWRbIo33hM8z5D3RPHoIxlvHQGdRpY\nMBX208AsYBfBh28IuMbCSY7CLzifDG+Z590AfAx4DFjr7i/EuuEFRjlHTxnHQzlHS/nGZxqzfj7W\nDS8Qyjce2mdETxnLRGgM6jSw4JqPy939m+H9OwjOHA0A73f39WEXsbnA7QRjP5rD5+Huj+do0wuK\nco6eMo6Hco6W8o2Pso6W8o2Hco6eMpaJ0BnU6fE08N2w6wLAE8BSd/8GQTeG94dHhRYDaXfPzDb2\nuD5wE6Kco6eM46Gco6V846Oso6V846Gco6eMZdzUQJ0G7t7v7il3Hw4XbQI6wp/fBawysx8D3wae\nycU2zgTKOXrKOB7KOVrKNz7KOlrKNx7KOXrKWCZCkyRNo/CokAPzgB+Fi5PAR4GLgGYPLiosU6Cc\no6eM46Gco6V846Oso6V846Gco6eMZTx0BnV6jQAlwGFgbXgk6OPAiLv/Sh+4aaOco6eM46Gco6V8\n46Oso6V846Gco6eM5Yw0SdI0M7PLgSfD29fd/b9zvEkzknKOnjKOh3KOlvKNj7KOlvKNh3KOnjKW\nM1EDdZqZ2WLg7cBt7p7K9fbMVMo5eso4Hso5Wso3Pso6Wso3Hso5espYzkQNVBEREREREckLGoMq\nIiIiIiIieUENVBEREREREckLaqCKiIiIiIhIXlADVURERERERPKCGqgiIiLTxMyGzWybmW03s9+Z\n2S1mdtr/tWa23MzeGtc2ioiI5DM1UEVERKbPgLuvc/cLgU3AdcCtZ3jOckANVBEREXSZGRERkWlj\nZr3uXp11/1xgK1APLAO+CVSFD7/P3Z80s/8DVgHNwF3A7cBngauBMuBL7v5fsb0JERGRHFIDVURE\nZJqc2EANlx0FVgJJYMTdj5nZBcC33b3JzK4GPuzu14frvweY6+6fNrMy4AngBndvjvXNiIiI5EAi\n1xsgIiJyligBvmhm64BhoPEU610LrDWzN4T364ALCM6wioiIzGhqoIqIiEQk7OI7DBwiGIvaDlxM\nMAfEsVM9DXi/uz8Yy0aKiIjkEU2SJCIiEgEzawC+DHzRg/E0dcABdx8B3g4Uh6smgZqspz4I3Gxm\nJeHrNJpZFSIiImcBnUEVERGZPhVmto2gO2+aYFKk28LH7gC+b2Y3Aj8F+sLlzwLDZvY74BvAFwhm\n9v2tmRnQAfxlXG9AREQklzRJkoiIiIiIiOQFdfEVERERERGRvKAGqoiIiIiIiOQFNVBFREREREQk\nL6iBKiIiIiIiInlBDVQRERERERHJC2qgioiIiIiISF5QA1VERERERETyghqoIiIiIiIikhf+H/BJ\nFvmQ5pCLAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x2145b62df28>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"____"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"** Plot the Volume of stock traded each day.**"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x214543b3828>"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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Mt6YAAAAAgJETOSg1xiyVdLmkv7HW7uhnYdbaC6y1x1trjz/ooIP6eQkAAAAAKDRrbd6r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\nRIYK1W1dk7XJRqVlyDC1UpT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/56wzpQ5BaTr6zZQuqDSO+8OSpQGGwenXna5Trz5VUiNJ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ZP63kuxjM9LzaAomAmuLb61KEoMXLgZnQQCKn2Cy3WPr4fHqP+GyYiS2HotXBMmM0cq0eSI2i\ndH3TemDoLXS/dixSSr50miBCklb9XctuU2Vvqyplf1CSKCgrCr94mpEgKN5aQ6zvzVF6/5GVBL5E\nBgMAxLdThJ8Kqgtg0VvQM6Un+QihgBqUpnSJLvYm1p5f+Q3Q+TwVjdrp8cMv6aHTSDyYXbmPGHvR\nLLwXq6eRruPwL0Sxr9xP92XpzSrAxUB9+xaZ8i368Y2lFGS7bTv5/KXbua8q1kq6YoHSKJlSZR/T\nAKPu4X9ndZg+F1HGi3/HrOL5GKA9RswicU/oHxZ0Buie1xXxPWDgtQTINi+gNZf59cxaqiMOoeCU\ngDcyU8rWJL2ZsuYA+aJJnYCbNgAXvw1c/BYwZr76eoDYSaols4EdH/L3OCsAeybcvgAFrsNLATPD\ngLVebl3X2giseRLG13rDoDXAoTWT35nSVV1frjNwjBIK/n8dlIboYdywDpi2kGoq9Bb1wGQ1QczC\nm8+L1lJNmxnj3osKvN9dB2x4UR1FFB2y1/sCC4QJrTpPKTJT+sF46mHEBoa/lbK8aT2IlsgmDgNJ\nrGheBCHiRI1Wn8kyR0Z58TpbCi9zcsJrMs82U6q0OIniLInncKaaUjYomVO4cCzwxQx1rYDYKy78\n+84EShfKkV4WtTEncC571cG/VjPM+tlFy7TGqin1NBHIdGRxKiS7J83lkaDUkc0/zxwi2ZlFzVE+\nlsR7XFbAM6WicI8YQBGBeNUB2tgH30BUMEeOqg9wnVOI1P3+LLWHaakmh4JFoCv2Ek2HzY/kvMhM\n6dqnsEgrS9O3chq3XR/AyRYTPDCiRzAyksocdgXEMcfBy4WOLv1gB0IMlGr1kORo4oGqVpq/q3lT\nZpuHNoHZ+rXI/bgfsOcLrooKIChpEDQnqmpALfDABGGsybVSXn8AOUlW6Ffdj4cMX+Gd9UV4ZSW9\n9mVBJQ44BSfiwpcBgxnNkizWU9tCrW5kYyJD2akJeDnpScz3k3Plk9sQSYOuA4bciOsXE8A4IrVH\nY4eJOC3RWC6uofvTKZU7g2O7caDhsBjQJ9uBwgonJDH51QAAIABJREFUjsoZK6/cTIJlSutbIoHe\nH8dofGYnWmhctdRxGnn1Ye7UCCCgRQClja1nV/JQIAvbWI3cIWKAlv3UyZu1w2JAs0fuM9uGVTS1\n4vmVhar3BUMSFqw+gt2nIjfAr4LnQuNvAX6Vs03Mgb1qKc0PgJRyA8KcZnNFjFSzdSx8PpvlTJgx\nTnFGtne8DRO8Qn2ZCKw0WrWQxG+PUz3jZll4RZIo4CK2PRGyjm+sPYYPT7VTO2WhMHEvGeClWHhW\nWAGlP98NnNqKJk08nXdLDeLWPYxEjQvJGie07hoCJmKrDba2anVKoMIlD4ENR2uw8agcIOoiq2Cy\nOsjeYUIlsgUEJVKEQsBXV5DQB0D0XYCuJy5N7TCGC2uk9+a/WxJhkPfKDH+AhG+goWwbK+swWJTa\n1/FvbEOzxw9cs5wUS7tfxJ3vGJlSVp8dDEn0TEIB8hlCQQocNpwkRy48yMjGkVDTFmGMCWbPVtZF\nVY311NeAq39QtTOSJAn9/7MNJ0zdgRkfAp1jqJACtO8zhtahH/nfTXHAuXwthc4QCf4Byl4abeq/\nJXQgh93XQuPRYAUueAmYGV1chn+HwHaR6b4fBSfDnXMO3ddRdwPjhHMyRwnwsD1Db4letxr+vljs\ntvh0AqUA0ag/mgRIEqzwopU15hGzsj/fzS+DZXLriwnUivoIniYkmhKVOm6lJ/DSG4H/dKIx31Id\nSW+0pihCV4FQAAPbDSRVYAaGRVAayzqMpJ+WRHV5jGxOD2VKAdCY6TmNfhfna3of5Xxw525ei3/J\ne/SzdDunlJcVEDNr3xJqcyabBhKaNILomruemHONpeRLJLQH0vIJiIUCXNRUTHT8ci9f2xpP8fOI\n5gezIN6UV4HsIfzvIlutvliZJ3EaDwFncXzFp5Mwl2jJXdSg1JIIDL2ZZyytKZFKtLHM2xwblKb3\nAYbJY7GTHCDI7Ec9wY02oPel9LeSTfyzrQ3A5leJhs38Vkkilt4v8+j/nkby4+LaQZIALwwwigH5\nS97jtdPsGAYLcHwt8HofpTdtnM4EO/Nd884loD3+CVpTtToBlP7/JVOaPRDoezktAF0nUfaLGbuw\naHQ+kWvtaaZBb0vlNRc/3BpJMfCJkvFyxEAcKKsfU0cj2DkEPLSgsgWOgQ8WGWk8BUCiCJbBwo/J\nzj+jDwCNuk5SBKXRMnwifVc83zMZo0ye2AisfZof52xFdtg1RmuFwK7LmkKDuK26XHZN1YfU7xOz\nfKIgVfixotF3A14OVlnWkd0Xs4PO6cdbiNMvZtzPZOVnCUrFOkd2fnYBlDKw6G2OpOZaEilL7Gvh\n9Mhv5pD8+duDge/nqjPRAKmysXHOaHuAWuY7fPKbhM0gpTP1LWMfawq7PpYZiGvHF5bfn6WCf/b8\nk/LoekTq+c6PYNTI40Sol4rX+VHn9qMKKejojQSlkrzczP9+H2XMFFDKa0qbPCE4A7KzYU1BjZ7u\nVaIJRPXZt0Q5XqavRPk9YJCvu75YyZQGoIc7qSdweqfyPhu8iNPQPa6E4ISGguhubgDqipCvOYWs\nQClGZpOb8EdJM1yI3OR9MhANhiScqOVjg9XQGXVaXD9tMlJ6jqVTy7sYAHDL9mRIkoT9Zfx5iPW+\nxTV0rLxUoaegwAxJsBowrX82QpKET7bSPfBKMn1X4qC01uXFDZ/swM2f7cTB8iZsKqJ1K91upvXM\n30I08rrj5FyxjIKQgXBrrEpWs7IpbFONYQyUBoKSAiLdYZlSptycYKXzbj4D4P1060m8v6FYdZ/u\n/3Yv3lhXhJnvb40QYSqUOsCTdz6vjWPOQ+fxwDC5rUJZAXRyprRVJ2QFxKyUQq+UnaLc0eS89JpB\nmzPLyhusWJV0FVphxreYQI7qVd8Dc38Dxj5MFDoWbPE08X2O1Wxtewd4uTMxGFigR1ALrm/x4Xtn\nD0gicPryMuBn2QEx2IgC6/cgUVD5VWwXAYa9JTUIZfYHAq1IKF6OX4O8/hQdRqg/I9K05Lokl18D\nu1kPm1GHtYVVKDjZgKaxzwHzCgmoA6jXRaFKAzB7hUCmSGd0VaszI7Y0Yr/cshm4bRsP4gG0Hok1\nV5ZERUk4O+AHUrpRcBhQa1bIFF4f9DhV5yaneOx8KgvoNAaAJpJ6LBsDid5ASN338cMJwHsjyYF7\ne0jkB80OGgesHQ1APTSnviHcBzmb5MhSxrZHCHBBZyBHULBmTwCABuOaHiOHlb0+5ObIDFxTGV+j\nw5k+w27lAD/kJ1GxuHZ03qzUwCyAUns2Zbg0Gu7nBDzknyV2OHPdozbS3ZSgxamJi2ie2DOBMffz\nF9vqsZl6BlVPBspG3h37PaI4kqsKqNiLXE0lTkpyMElk7AQ8WK6hQHjALfs2LKjeeTxvTfPTHdCE\ngsiw0b5lFTNa0UA/M1uqqkXO0HSZcs4CZWcDSnV64J6DwK1bo77s9ATgguxLj30ImPo6cPNGSggB\nQP4UarkF0NyISyVxqYnPAn2voKBN6Z+c/VZ5gO/hQuBXCwm1GmENqj0KfHoR8FovWk/loDFyhlBA\nqFCmSYfTv1kv+8aTfG+Kxipka3xmP752M9aa2Js6awBatTSWg5I2MqjRPYwNk9SRMo3ML9RbgAEC\nzVdvUrMUwi3o55lST5O6P3zZLs4+yxpAe+7jDUD3qZHHceRAuTdZ8np9+k9gzVMUUHn/HPqbiBFa\n6jhYt6XAHwzBCwMMkp/W9T6XA/1m8UAcwzTiHiXbndkTcbk2kXyGdj3pj6Pn0dgBBPquj+9ZZ9E+\nKJb9g0JHoUiw2Wu6Gqwx53vUvMiPX7aY//5abwASPQQWnW6pJoqBis8uZN8YCBKlq7e8AfwspP/F\nc0hoHyWbJ6e52YZkSZD7aLkp+8UoEvHpVMPQUML7WooZw3CBnqCf/41tCGfKlPpbiaLAwEPJJmDT\ny1w172xqNAEOSr3NkdlGtqmxCHBbYkfs/IM+dQ2kWL9w4DuqOag8EIW+G+V8l8wGXu1J18o2X/Y5\nSwKnxAGqGpCY5qoG9n59hkypWFMqbOpCewWFvsvusUBHVYzVsLw5kNcJBH1c/vzgUmDrm/x6sgYR\nUGDUr9Z6EruwpaopWgyUsg1PpFold6a+ZfI1uJxh15chR0XNDvXn6or4WE+WHbuaw0SxErMUYdbs\nyEd9iw9lQcGZmPFhxPsqmjx4f0Mx/84/Fyr9HIPQwt0sj51e03EMBJA0AY9adAFAZy09g+2hfBwe\nKlPVQn5l0zNp/GhO6K6ivls0XiSAglM/BoYrfzdq/OjRysHrWtP9mGvfAafWjl2eTAAaHA7lYGcW\np/l4AyFFjEipsQOn7xp0GgzskIQZA2i+NNrzkev5Er82tUddiw/BkIRx3Vh2lIPa4loXkmxGJFjD\n2ibJ5rAY0DktDq/O7AdJAtLiTfDJrWSY0FGD24dnfynEmsJq/HqwCrd9sUtpzeHyBuCVhA25YDH9\nZAE9ITPihwFWgw5JNiMqmjwIhiSEzpDVZN/jC4YUsMlqiZVMaRgoFbOwnii1q78fpmBbnYuepT8Y\nwtLdZbAadfAHJbwZRSypdiA5pJLeqgZzyXlEQyr4BHc1vQwAqDILAEakBTJQyhgr0xdSWwoWEWbv\nNVgUevzD/uspap/emxyvsQ+SA8Toi8XraT23JCr9bhUHt2IfzWmNVlUX1+j2ozlkhjtZmH9Fa3jN\neOfxFHRd+QD0Wj1u6nMTPpzI554kf3eCxoUKO6edPeyfixpJ/h5RSRdQAxx5zXf6gQSrESnxJtS1\n+DBr4TYs2lauymYOe+F3hNvxUAa61q4hQZPaIroHzErDavkZ6EzvTZF8vRF4qAx4ohG4M6xm15II\nrcz+yfYH6LMMXIugtOc0HNF1QbWUGEmiOed+YOIzMTNvDJR6/EEFeANQM32iZVk1GhoHU1+n/3ca\nR8EMBpoBuE7uhtdIma1jMiiNqXItW42TfAFF/Dy+HbVEmfiM2gkHgA/OVQdWmXPLxjXLFsa1o6D6\nfUeB+4v58zQJ9F2zncA8QEEQbzOxksSM06wlkb1Dz2AemKID2miZ0uzBFEwVW7tEM40GeLIpsp40\n3KYt5EGqgz8gTuPBcSlKy7hzH8M3GhKFCbobqMfokRUyPbg7B7h1x4D3RiJTpgBbxcE24wO6t9HM\nlgIdOCwbkiH7lHVFBM7D21nFMke2ShNAtOZWP5YGR+NS7+OUDDI7aM7Hy9fbXM7BHwMnA+YAI26n\n+5kzlPwUFmSpOsA1Qk6qhRurQoIPIASF6RzlNVNnUNOQO56jfl/pdgrU1x6lsanVk49Uvod8mlUP\n07FP76S1Na0nXc+cZcCtfxDIHvMgP158OqpMFJxkwoDoMFIREoRGQwGjWzbL75fvI2NdGsJEiHQG\n4MIFwPkyOyY8a+qs5O1ewjVYPr2Y/z5oLv2MErRRvpedC6O0r3oICuuRlRKINasnN6vq1Vv9QdRL\n8UgMNVASjwUcWWac7WdR1rFLbZ3Q39VE62lbqtrBAPdDT23lTMC/aP8cKA0F1eIlADndorHWFo6s\nSH57Shdg+O30O4sQdDwn8sGe3MJ/F5W/mKN6YhPaNAY+EjsSHYA1JAYIMIjqZeYEcl5KNlH263fZ\nUY7PJFrx3i+BV3tQhlDk8YeDod+f5TL1LOLXVqa0uZyyoj/eigh67umdNLG/mdP2dTKT1V8lKUQD\n69OLOfhkmVIFlAoTbf93wPtjOIhrbeLqeKIysVibyCjGB5dGFquHU7WDAaDoN/r91FZOO7hQHiPx\nmbQhsGymz0WZ8ufbE/Bd/VjktX5zDfDDTdxBOr6O10h6XcDbw4jKwIyB8hMbKaMBcPquz80BpKdZ\nTRs67ymuluisiGgAr1j5bh58YI6VOD7HzCdHrWw3zZ+SP2iMaQ3AkJvoPSKDILkLOaquKqDwZ8Q7\nhcbaAFelNJjVoNRsV2dKAco8J+SQMIhsBTlC1PCSd3GyC42xRsjHMtjICZv0fAQ4fXt9EXaXORHK\n6KcKSASgQ0o9OXuhXjPxjJcUKaWAR1VPtzxI51Goz8flvsfx4kHuwMz5ngck6u1c2r9WssMGDxI0\nNEbWh/pBkjPLg7VH0fHEV6pzNB7/FVsTL4IXRui1GlwcegmrMnjzcq8/hPx0O/RaDY5WqUGpRsOB\nl81Ez6TFy51N9v4ReZRVEtv1bDhSo6onZXZRX3IeWGuNS/pn4csbh+HpS3opyq4iffd0Aw+inKxz\no1YGdE5PAIdrhPWE0QtFMCZvTsFQCDqdBul2M9YdrsaQZ9fg9q9iiPkAKG9sRXmTB72y6L66vAFI\nkgS3n9F3aV4w+m6ChfYAVle64WgN8h9bhb2lPFBX1tiKwzLof+D7fRjx/FrskV9/+ILuuKhvJhZt\nPhFBAW50dIczbyoKfNn4akfYetLtAqD6IBIlOs6xODkCrdVTto0ZW/taaoCB10VSSVkGQ29WQKk/\nKKn7xDJj+13xenKiBl5Ha0bTaV620lBC32l2qPYydn+aIMzTvkJvSuZYlWwCvC7ccbIQQ1y0r1Q1\ne9AYoO/WQMIRjx24bDG2d38YdXBge0gGGuE1euIaJmcgnD4gzqRHgsWAomoXfMEQigWWgMcfhC8Q\nwmP+a2lNkoHh18GxqDdl0Z5RsUclwCZS/wCoHT8QKHx/WxXKmqIEZi0JaJAdpexAgJwt5uimCNm0\nnCG4x/4qvDAq4mCKZfYjxzuGubxcpCuqjX2IMroiXVs0FshjwZ6sgVTvByCu+Rh2BztBkiQcVzKl\nbYsaVjfTOLMa+VovJebi/T9K0SwoL9NJC76F2UHZjcSO5LADRBF8tCay7Q8DstYkgZ4njAeDhfbh\n6kPqOr5u58sU6hg26h6qdxQsWhAKAKDV4as/T+Ht34V9K6Uz8OCJSJGZv2t9LycxoPgMYisAOBKK\nIux0zn1oDNEa2+m3uUTHPfgD+Xw6vbrOruYw0k8TDd4qrkmp+bHBpSwUZYAWdqMd3RLlNaiuiNaY\naArqZ2nL9pRhweojWHmgEi5YsVMKK1VjAkn5FwLtetN+3e3CyAPlDOE+UPsR5McwvRVZOfeorjNe\nynoDicl8DktlYftFgnB/xdY7A8h/uMt3G61Jx9fRP08TgUdJot8XnUfr5La3gW+vI+CX0Yevr53G\nkk7GFV8AHQU/Oy4dFcZcAICPTbHrVlB/YmYDr+HzlYF7RqFmwqwKqDbRc2HzotsFwN37gavl9ey1\nXjzJViPU4ANczCtn2Jmz/gAFCzIHKOuGqjyRmcjkK9nMywmsyXD7gvgtOJD0NIJe7u/1vpQYPQOu\npf+LgUhWztNSQ+MwKQYTgvmcoQDhn/hMoOBjStb9DRrvP5gpBSLS9QYLT0+n5nNJfZM9evSHTZBz\nHwXmnyLKQbh9fRX/XaTRMOrokZVtnyKbdIzrXV3IF+nmcnVm12Sna2ADrmQTPbCkjkRvYbb6UfUC\nL9J3JYkWO2YKKBU2ZDHju+1dUrndIyiXtROi6WUF/HyYvdqb5PVXPUzncnS18pJGBIefX0oOFKOa\nsfvNnJejqwjYBQNEP63Yw8Gzp5Gepd5CqoRtWeV+EmEQzdNEz4ipuwq1iyheTzSO/Cl8Qe1zmXoC\neJ1Ur8M25S1vRPa4Y8BXfBbrniHAV32IFpINQkN5Fon6ZCpR5TRaoolo9bKQQYgoDl4BlN5zkGpl\nRGc2GjUaoOMwwZEOI+n4MkXckzeZopvth9O5bXuHqJdBLwVLmLqoKIiVIjvMhcuBr2fjFW9Y1Pic\nB4CL3gLyp3JVR4Duo1hTCsg1WnkKDW5R4HxsyhKEKLpMQnI8MR+aJXlhs2fSoj38Nl4XAeDfF/eE\nVgNMe2cLbrMuAOZxtkJSnAUbDVQb83VZIgr96TgeyoDW36oSbXo5dCUknRG5GbT5bSmheVhgGorC\nVh6lrbbxBb9GcsACLxLlTGmN5ECgE6ff2BoOh0XnNdjbbgYAIDfFBofFQKq8svmCIcSZ9OiYYlPq\nwXyBEN5cVwRJ4pRbm4mc5qZW/tz/PEHjeXgegb8SAZSWN3nQKTUSlL56eT8cfnqy6m9DOiZhUs90\nxMfHwS/p4AZFLU/WuVXZW4A71dTflK6jLm04r70R16jbdwJ37KJm4xoNOqXaUNnsgT8YUmjH24vr\ncLC8CdXNfG3aLYsbndOFIrFOTwDHa1w8VuVT03cdYZnSRZsok3BEAPnrj3ABidMNBHrnfEjBwJQ4\nEwbnJsIXCOG1NUcx8dUNyntbvAEUDHwRV/oewcoDYcyJfO50bQ/l44BVDrYk5tL6zrKa7joSaHPX\nR/axBHjmyFWNGhefe+sORxG9YMygoBfoMJzfb1FEqaGE13nL5guE0CLftz1yHPBQz3s5EAUIgJ33\nFNHXF46l+mpZJXb53nI0yXPyLv/tRBPtOQ07UqfTsUId+LUys6YA3afiQFkTzn15PdxWAi0Nfh3i\nzHrYLQYlUHC6ngc/WMb/s+BEBCf/B7hlM27NXoqFwal4r9Pb9Ka641T/yhysA9+pswy2NJxucCsB\njNfWHMXzKw/js61RhOEsiajTy6DUH6D71v0iqsPMUVNqGcYXg0NnYyzb7w0EVar+EmuVk9yZnLG5\nq6N9nPbLWV9z2q5WC1xEQee1wf54EHeistkDF8vIniFTWi0HPyxCzfbphlY8v/IwXj4kgJ68c4GH\nTgN3HwCuW0nU4Yw+wF171P5UeHIA4Hu9NSU2KAWoHrHnJW2er8rOe5LKtASLAPtybaQkSXhj7TF8\nV3AGfYn/C+szE1K7nrjffxN2iKBt9nckOgOgKRTWLYLOkn7YUui980uBdr2QJLNlQgDRX6/8hvbC\nWOBSpwfi02GUJAxOHwwdy0jVHT876m4b9uwvhXhjXRG+3xXjPlqTiIkwah6NzeG3AbYomf9OgmJz\nn5nkE5TJNehyEGOR/gqU2/siP4Pvo77izerjiEKEYuCo1wxUzvgBy0Ij8VXgXFqPvqD9Fx3P4ftU\nyI9gqRygNljI7wxnCDATe2hn9EGjjuZHRTCGIJ1oLINce5T2A7aA9KJ1M2JeaHU01zuNJb9KNFXP\namG+XfLOmc8DIIbOrCVqFfl4wacs/FmdKT22mgInAGBNhscfxA6pG2q18ucZ80ejkQWxmLiX4Hf0\nuISSga4q8sVj0fPZXtVFXs9Fhkp4942zsH8WlNYVRf5t1hKg75XAnJ+4mpvBEhmhBjiQcWTLkWV5\nIrPoyB271BmgTQv471/PJopt6bbodQctdZQZbC4HoOFiAmJtX2u9utbO7OAZXb2ZPpfcWVFeVOxw\nWCN7TyMBraU3kaCNqOzHnCMG9k5sJArrwR9lCoMMxMVsa47Ql+30jshoRdMpGrTb3ga2vgMsmaVE\ngyQ2wQw2HnlRBDpk55NFVdf+m8QTGHAHOHXV2yxL+/ckKkFbdmw1KdyF28IxwNIbiPog0h+2vEmA\nU2zU3nEspx8ClOlk133bdopk/iZExMTrCrdT26heCOC1TlkDI+TjEZdOm4nOyGl4mf0JWIotTgB1\nX7lYptXzCFi7HgrN60goGz93k4WFuk4GIHEWAUAbAqNdiBl1VhckU2t+Cg5HQUiQjdcbgQFXR7IL\n3HX8OPYsPgaT84D2BErLpRTUiCWG1iSlxyfL1oUHkm4Y1RHPT++NOcNzlQzZqoOVqHN5lZrIaQOy\ncatrLnp6PsRDP1BG2Qsj0lqOqGrCW61Z0Fz0JoKDb1b+1tnzKa52340GLYFSn6TDPncy3LL6bWZ2\nLtrrG/CmkTaMJikOu/s8iZd7/6QcA1NeJXomAPS4CBo5Q5SXakOSzYg6QUDIGwjCpNeia7t4/Hao\nCm+tO4atxZG1FB2SbLAadXj7dx4U23ysFnEmPbpn2KHTanCyTl3znSeIHDHTaTUwG6JTDJMd8XBq\nbAA06NouDocrnXLtmdrS4k1weQOwuclB2e44n2oek/LUtXvWJCA5D0G5fcuz03pjy/xzMWtoe5xu\naMXvR6oxe9F2XPjGZgx5bi0OyECVgev+7Slz8PEfJ/DtztPQazWY3DNdyZiylpVJMkW5XlYRZhnQ\nB77bp1B1fz9cjawE7hD2zXYoPVNT441Is5PjsXRXmUoJ2e0LIgA9fDAoDr9iWTyjNMc3H39621M/\nv5mf0kZ90ZtAz+m0Nn8xg8Z+3ysib3yqHOnP6Isapxc2GSjc8nkB3L4Afj1YCUleM3whrSLchbzx\nvE5VFSw9Tg6MsF40CsGMRY103mt8PXGwWXCSjVbu4NUdo8yPLI72454yJGmc+DgwCcVSplK72Cj3\nkV0cnIzSTpejqdccnLAPRiBnOPDAcSAhB6/+dhTFtS3YbB0PXPElSgMJiDfp4fVzIFHawBeC4lp+\n/13eAGC0odpP5+mULJCMcaQKG/QCQ26CxEoZMvspmYiQLQ2jXvwdN31KQai1hQTwS2Xw+8HGYlz0\nlrynCBmqnIBfVgrWckEOwVhf5ZbwsXAGY/ffGwjxLM/0D/CZJKvEJnSAJEm8Xi+KuTueh9ynt+Hz\nbQSsTwcTMNLzOu7WPogKrwnHhHEbM3MoW5UcBIomJLY92IXAw/QPCCSZqEUWOozgQYCzMcaKsqVy\nH0oEpfYs+seoi/+FRbSamrMMeKQKB8ubUdHkUQUC/2c24d8IzF2Hb4NjAQAB1k+7ywRFZbVBBKXj\nZBVjsaSrywRiGQ27DYlyLWmjTkv7iQjEB81Vt/thNvgGPFhbi1s6yyU9PjcFzv8LUCpJEpo9flw+\niANBS7Q9xBQXmz7KLLMfBTZmf89pnz6nqg6yOaCH2aCDZsK/sa7Hc9gY7I3yoB0HQrn8OKIvJIJS\njQan4voB0GBzSEisxGfQZ5iQE4C6IjlA3VJDAZSsMIZANHNkY6+FSnYW+89iLjDM4axQA63zngSu\nXcHZBqzlVN445Tow4GqqEWUmZjblfsShHtPQZG1DQVq0uDTeC3jYbRSQ7D2Dv77sNgpIApTFFjGE\nJQmtviAkaLHFLFOkBfC5o6QeW2S9CYy+j3+u+xT6ztLttF7HAqW2FNIUGP8k/T9ZuFf7vga+mAl8\nevaBq38WlIarugFUXD3tXboZc36iwusOI9UAhBkDDOEO/6wlwD2H6CYOk3sHJXcOq62A0l8OPaep\ni+r9rcC7w4HfniBQGpdGkye9N6k5MoBUsZfS5MzMDjp/gMDJhKc4rTIWtQcg8PTpxfQAw3ugMTDL\nACGrvynfHZn5m/4BCSt0u0B9jdHk65nN/JQ2m0PL6P8sUypSuRjYXy8Do/CWG2KE3efkNQS2FAJX\nzETQGG5sw7t1C0V1AQ60PU2cKtzxHP4cxZpkrVbd5Hv9c5x2kZhLk/j4Og4eAS6Dr9HyPk0AtYcJ\nt14z6BxYjS7Ai+oTcoj2MPA6EkLxt3BQx45rdlCknCndjb6X1y4wk0J0zjoTiUrIFKUm2CCxc83o\nQ8Ga8EADA6XiJmnPIkdP7r/6ZmAaZviewrz23wL3Ho28RmaeJmpqbXKQ08eCEEl5QEJ7zPI9QnS8\nFh9F0+IpIzqkYxJuGNURkwbK1CNriuqwj07pgVlDaFxJ4GJARyqdGOd9BVsGLMDADonwhbRoEYSF\nAlojkn3qGuMkmxHoewVMPflYD0APt1+C3WJCy8Uf4nzfC1hf1IBCib7TkZoNQ4hn9Zpgw1WfF+Kt\nHQLbodM4chiM8cCIO2C3UFChc1ocUuNNSjbss20ncaCsGSYDgVIAeHn1USyNEo12WA14YmoPVfZv\n58kG5KXFQafVICXOqKL/Amrl3bMxncEMjeygD+tEY+HmMXxzYKCuQ7IVwZAEh5uo8zucSSQuckdB\nhFOy8WgNmj0B6LUaOCwGZDgsyHRYIEnAdR/vUPo3AsCBsiZIkoTyxlbEm/RIi6d169uC0/hy+ymM\ny09DThJ9NsNhxthuBIDTHTSH7/12L3o8vkrlgC7ZQXT4I1VODMrl4OPWsXxzTLaZ0E4GpWWNrdBr\nORBp8QXQJGe5XOGOrVYL1+yfcYH3OcTHxWF4FYzmAAAgAElEQVRrcR3WaYZwIYe+lwOTnqN5f96T\ntC5F25SzBwGXvAvPrO/g9JCCM7Pp72zBzZ8VKJnlF1YdgVdu3bPM1R0zPhXm4LmPUl0gNETpjRNA\nqZvP6V1SV+R6vsRef3tcuDCsv6BIwcyfAtQVoaiqGaVl5bBr3KiXaJwyUMrujRtmbO3xGJ5aW41x\n1fdgzdDFymHYMz5Q48cN29NQ5/IhzqxXtRyqb/EpQO+EUBvNAgFcKCiIKq+8n3WdDHSZiIX+8+GV\n9CjvcaNCbayXVbo3F9XiZF2LQg9mAY9nVxRi3+kmfF9wWgVK00OaNsVx2MhoOcvWRszY/ff6g9Q6\n4uofcDRtMp6oGYNb414FcgZjxf5KjFgQrc81WZVMuX1/I+1JNU4vypCKbukO+AIhHCznbKbWGKD0\nmx2lyJ3/i/L8xPgoo3f7tBZgzo/k+LalTnsmY5lSWzL3QUSdhInPEGX5bGsd27CITKnOABjMWFNI\nAf9alxeP/Xjgf9I6SjSmBRD1nAC4Q0LbHBZwjcZ6smeiXUBYb8J7JE9ZAIx5IPJzCe1xiasF+RbZ\nV2Qg40wCUm1Y3sMr4PGHkJ1owfr7xuK6kblo9QfPqAsQ03rNoIxYWnfym7R6YMK/lZcbA0YCvY4s\nWAZegTn+hzDOuwAzfE/Cl9aX/B9xXIq9VQGlxKQWDkg5w4jeeoNcQjXzM1Rq2yEgaRFiZXOMQdcW\nnfu27cDNVAZVZMxHrucL7PC2V5gYMc2SAEx7H7jiS2ohxEyjoZ6ljGHQfhhlmsODPlotcNkndP4X\nv0M+nT1LqSHdUqVH36dWn1F5PsImP0+U43MfpwDBkJvIZ2O9UcOYCDDalKDVZossiiawfi57byuu\nXCSvXaldqXb/noO8pl+mZrcZHLFncrad6OdX7geO/aou1ziD/XOgNCkPOP/Ftt9jS6bFz2iN/jqT\ntBajLQC9nwGG3pfRBn/Ju8D1Yb1FFc51knri711CGdCSTQRK7Zk0wK5dQTUTjLJxbLU662kwc2ci\nPoP6MA2Wi5hHzVOLM7HeQ3Ht6PuY7fpUDfoY8GIgh6XojTY1ILalAr0upUxP+OAR6yLNCcR7Z9Zx\nNGXUDi0D6o5DI9eUqnj/jF7Mai/DVeTELGZzBdVpOnLo3ovXIjYxD7f8KZSNdOREHr+1kQPfXpcK\nfw8TWhp4jbrh9s6PCZQZhD5QYssD1m4lNZ+aUQ+5mRZBpgbX61KiQluSKLMBkMABMxYMufJbyixM\nfY2Dw5LNcmNhIfAy8BouH2+Kp0yoWCvd2kAbUWIujTe5h5QOIZX6KvrJi4/guHJQKmRKtVqaB3Im\nu0F2SqtCdh51E+3Bk0Q1AoBDP1FAQaPhY0GeI1tDPdECC4HSmZ8A9xLQNxt0eHRKD+RmyucVLegk\n27T+2fJntPhpbznKkYLOY2ejb7baqdRouEgLE/EBgOQ42hAMOq0iNhQn127azXroe0/DcSkLe0sb\ncVQjL5L9r+J16AD80CvtHpYGR9E6Yk2i+o2HSoGsgUr2t3NaHNLizahp9qCo2oXHfqTghFGnRbd0\nfl7L9pQjw2HGgplq0ZjLB7fHb/ecg7vG8024sww8p/bJxNCOyXj0wu6Y0IOeS3ZipNpvm9Z3Fqyj\nb8Od53bGfZO64bO5Q/DAJE5DY6COAegnQ9djU7AXVlSTEnB4VqmktgVzPvoTv+yrUKi2AK+PBYCp\nfTl7pbi2BU8tP4Qvtp9CUJIQZ+bvc3oDmDkoB9eMyMWrl/fF7/eNRa5cMytmfkfkJePqYZzG+e3O\nUkiShEa3H4lWI4xyLW26w6KIR6XZTaQmLNuc4bnKPWxuDSi04GPVLtz06U7c9OlOVMtCMQ3JA3FI\nysW8Cd3QOS0O1y/eiWV7hOCHPYMyA6Puido7FwDdt35XosYX+TqjtzJl5j2lDfDBAJ+lHe5Z70U9\nuGjO1bu7IpSQS9FpQBVoZTWEndP4OCP6dxgVMCFsrfU249jqD3CbfjlCkga/hQZhRF4yiqpddF9b\n/egoP4fvCk5j6W669gpBZZk5TO9vOI41hdWoaPIg3qyHXqd2HUrl+mVRhZoFAlyCeu26oJxhGfMg\noNHg+cBs9PMuxN1/6JW9ssTP78v6I6QcOz4/DQfLmzH9nT/gsNCcvPfbvajwcraLgan2xjC2hp7R\nGQ2zJoW+G6LnnXculu4uhwQt1jSkIxAMYcPRajT7+VguONmgyngyQMVqqdm4ZEGMXacakGg1IM6k\njwlKP/qDsi0FcgskMePLjqfVRH7ub5kvCn1XEMJavL0Md/xwPMoH/7qJALDJ7ccFr2/CzpJ6JUMO\nUBDwjbVRmHV/0wpO1qtAKAD4AxwcRKsJD4YkvB6YhnWD3+fCM9G0PuxZONfdirucPtzhCkRtzxLV\nWOLF56RSlS/I13HaOihMlL9iwZAEhnfizXrkptiQ4eABvFjmDQQjmSXhZrQSaMm/kLKIss9Z79Mp\n4nW9suww6rTokGyFF0YUTv0JmLFIfRxROAzq/tqtV/8CzP2V+/K2ZDxlfRgB6JDeKNSpmhPUmcxw\nS8tXRB2DoRDYujnomTXqfsvRrO8VdI2G2CwIAOr2QaL1vIQCl/1nA/MOUqlSZn9gzHy8UkWaK2UN\nsZ9Fm6Y3UoBA8GkAALmjIcW1w+6cq3Hs5pOARqOsKSeNnbF5wnK8XxXZAlMJ+mg0PMAp9h6OVVMK\nmk/KescAb6dx6mTPWdo/B0pZn7ezNmG1ZVmj4bdTkX5b0bq4VOC+I1RfkpYP3CVI0TOAYklU3/CN\npMiI6kME6FidmdkOzPyMaF7MLg7jhLOoWLgTYzATiL7+V6IVj51PIOCKL9XNtV2Vqvo75Tgsasay\nnv5WEv5x5FDKfeTdfEMWI+bQUE0hs/uLKAs6aC5FuswOivRU7AHeHMAjf6IM9ZongCpBpTi8BkVU\nMP7hFhIwmv4BRZpE2jWr8Zn6OtUAi8/03EeBG9fRPQ6nansaOPDtMoGrF7Kmy8wsiWqOfqCVj7Hk\nPKIkM+W2X+7lbQky+lGN1wX/UYs0jH+cAieTn+dNg3cJvawYrUmr5QCXBUgO/0zCXeEBlewhFG3P\nG08RQzHC56qiTCwr/u9xMf5IuEjpc6lY75kUoRQ/G2suCQGKRtiQFm9CQ0uM9huWBKKd5E8hgMyE\nkFhgQV74TXoaZ0ykJ8LYGGoDlN4/qRvG56eh2RPAkh2lmD4gC6nxJiVzxizJalTaz2zVDcSivksw\n2fsCEgVl2jiTAXqtBvPPp4W22umFUadVsmY7M2bRmMsdBUx6Frh5I0KXvIcbR3fEoxfSvZ7nvw24\nnQspMZDGsnD56XakxptQ3uTB+xu4M2bS69ClnZrFcdf4Lpg+IBvh1iHZhnsmdFXARZd29PPRKT3w\n1U3DcMPoTnhxRh88N6038tOjMEPasl7TYRpxC+ZN7Aa72YDRXVKh02rw/tUDseSmYRjakYIWc4bn\nIt6kx7qWTrja/zCq3BLKZQGZPaWNiqO7bA+n5IvZx/H5abigdzr+fHg8BrTnAYSFG4uxeEsJAKIS\nxgvgNSXOiLHdUpGdaMW0/tkxKchPXdwLT1/CN8GSOjdeWHkYTk8ADosBb8zqjySbEZ3T4vCfS/vg\nj/nnwmrUIyWOj4UemXa8d9VAxJv0OFDepAAKANh0rBarD1Vh9UHKwLDXUuKMeHEGOS2fbT2pZBGc\nHr9S+3smYxn0qwRQzYzRTg06LWolOyrTxyIkaVAnB4lKDF2wqUKPU/VuYKjM7JHX8I//OIF/fUkO\n2Mg8XufllJ/T9b77MN37JP2RZQk1WtpDkjuja/EnuM7wK3Y5zsNhqT3O694OzZ4AalxeNLn9SIs3\nId6sx58n6pGVYIHZoFU5SQyUisAhO9GKt6/sH3aN9BlR9MjllbPU8rn6AiE8HLgR3TyL8bszW6FI\ntsKMHSX1qOpzG/DgSRxv4WvA70eq0THFhnkTaV3ddaoRTa1+pMqZ+I+2nsaiGicWVNVECCR5/EH8\nuLtMoU+zuMtfqSn1+IPKtTPKcigkYdmeMhj1WviDEqa8uRl/FNWB7WdOyYIZ727Bgt94JrxOpqcz\nCjGrU82Rg0+7TzWgs8yc+PiPEk4fFYwJnLG6XacISt38+NuK6/Dl9lMRn/9LxvYgazL5V3PX0J4u\n25bjdVi+txwHypqw61RDBNMDgMKcOJOJPZ5/PVSJQxXNWLG/EvvLmhQQBUA1l89k1U6P6riiFVU7\nMePdrZj+zhZVlsorCGD5wu4/G0OvBi5DiWMoL3VgpR6iJeRAB+CG2ko4LH8hk8z8Ca+T+vfKHQRe\n2uHHrIXblHMAqE78jbWRiuOiifc+Xg6uTu6ZgTiTHvd8vSdijEmSBI8/iKsX/YleT/yKuYt3KOUU\nUW3OT7x/qSxq2QojEm1G5Tt/vnMUXrqUghksC1pwsl4d/BOsQSiPCWe3+IMhrG1shzv9tyMk+o6O\nHFVQ9XSDG7tONUQEHQBifrSzmzC6SwrSHWZ8u7M0uijd/9I0GmDcQ6iOozl2vMZ1hg+cwRLD9hxL\nAkqvKcC0Y+djSQHt40zLQZKAq5Y78fyvkQGeH3eXYeKrG1ApCsox5pDBFrMErbrZgxnvbsUD38n+\nNPM5/2rJgGz/sNARN5c3oNQQRbXR82ghuG4lpZYBerjRivTbssQOBAoBEuDR6mkxEDOlzafVFFiR\nhqjVqnsJZQ2kjFq4CIaogirYKVsf1JvlSWRJoCjKha+oVa+6COl3BkpXPgBse4+LIG1eQHTU/lcD\n4x9TqwfqDLRInPcUZQ4ZkJ39HQdPUxYAT8gU0GyBj19zlH8va4oO8PS73kKg8MpvSEofUNdqNp0i\nAZ0OcrsNMevJQGliLmB2QHJko8bRB8FH69QqbDqDur6ttZGDUlsqZTUBnjFsyxhY08rtTCr2UsZ3\nhxCxGyXUFIsK0PZMomn0vYKee84wdfue8J5wAEWu7jlEarPRmAA6PXDxW7wdy9iHaLM/5wE6t4YS\n/po1Cd+mz8MxKVsdPY9LpWDGhKf5eVgSiep+9Q+qrxN74gWgx6Se6SisbI4918wOUq279wive8ns\nh6A1FZ44cpRtJj3O75WO28+NQedg9Oo2NmSdVoM0O43t16/ohwUz+ymZDAZ6AWoZ0j1ALYVqe10P\nbWo+DkvtYbdwKlW8WY9eWQ4M7Ujf5/YFodFoFCcut0tvNbU7oy+0/WbhkQt7YPbQDshPj8cFvaMv\nuGO6puLHf41E9wy7kqH5VhDeMBm06JBkhV3IDJ6bnxZxHNFGdab1JMMRGX1Nshlx5dD26sz4f2GT\neqZjWKdkXDYoG9/eMhzd0uMxayjRmVmWbF9pI8oaW3HJ23/gsWUHcKK2Ba+uoXXgisE5GJTLn2Oi\nzYh3Zg9Emt2MLmkcOF8xWE3pFzOlVwxurzyLtixTvh+9sxyK+vD7GykYl2A1YHKvdOx6bALiTHro\ntBqFkixm7fJSbdBpNRjQIRGrD1Zim1DjO7pLClLiTNhyvBbeQFChZTosBgzskIiL+2Vi58kG/Pvn\nQ/AFQhj49BrMfH8rnB4/WrwBFFY0Kz1YRTtR24Lp75DKe7+cBDwxtYdyPSlxJnxXcBqFFc0w6rW4\n3PcY3jFdBwBohg1eSzt87yMGycHyZlo3r/yW+sgBWLylRHHGR3RWB4HS4k1YFxqAk9ZeOFDWhBs+\n3YmWmd+RSJVGA3/uWORJJ2GUfOg75yXsfXyikikvqnKhqdWPBKtBoVp3z7AjM8GCciFTGg0I5CRa\nI+jlpfVuSJKE4hqXorzMqNgs0KFkTGHEdYt34Jf9XHxKkoAVByoBSwJKhPrq9UdqMKZrKnpmOrDq\n7tEKg2Ba/yxc2DsDS3aUYrBkwAR3awQT5+Ef9uPur/dgT2kjftlXoYhw/ZWaUpE6fbzGhRZvANuK\n61DR5MFlA2k9PFzpVDJPs4JPYbrmVfTLScCGIzWoc3nx68FKLN1Na4ZWq0EoJCkZmmw5U1rr8qFz\nWrxyv5fuinTa9Tr1muALhOCRqZgPfk/sp5Ak4YqF2/DwD/v/O7rrzE9Qe+kP8GjlLF/OYFU2iD3b\n51YUYvo7W3DjpzsjDvHh5hMY8cI6VW9hZiowKNQnrzpAgeZ1hylwxGj+APVv9cr/2rJmjx/jX96A\nhRuit1/Zd5qyjvvLmvDVnxy8s/7SQGSmVJwHnkBQ7gl6iOid4WawcL8nmjhaLBP7dgu04BVHXXB6\nAwoFEwDu+Go3Fvx2FG5fAN8VnMYnckBQNBHssP2yfbIVz07rhZ0nG9D5kZXYf7oJLm8AI19Yh44P\nrcD4VzbgzxIKxK09XE3MEkHITmWWBB50zxkKSaNDk2RDopXvzV3bxSMzgdZ1BkpnvLsVdy3Zw5/j\nfUWQ5hUiFJJQLwTMmz3qtedIpRO+QAiujpNxofc5lM1cRS+0H6Z639M/H8L0d7agyyMrlfHELBCU\n0CHJhs/mDsX8yflocPvx3IrCCAqt2xf4+xTnszQWTN0WRYfibOyqRdvxn1Vyu8V+gqCrwYptJbTW\nFctjgPmPYg/k8Hn05roiHK1yKeUmHn8QW1tkvyi5UwSbqqnVj2BIUp6ToqfRYTixSkfNw/HMKX/5\nuv5fA0qfW1GI4S+sw0ebT0QfDJn9gfuPEfqORj38K5Ysq4h6Gim6rNHw7JveTEXcFwiqq5Ofj32s\nxA7ApR9SBpKdJxDZ3ka2c176Hee+sl79x8E3cKANUIZqXiFw/Wp1dGLVfFL4ZXbhAuqBF81uWk9g\na+prJNJksKrlsUXLHa38qhHpn1d8yX9nfUOnvkYAr+skXntnTVaDcAZWAQKgzNJ7U2Nn+Tz2xo3C\n13Ud8f2eKD1F7z9GfHmAxJ02vEAZXp2BIrdPNKqBRjQzJ6gziBl9ieO+4UWeVcgZyntzAURXGHIz\n1U7oDOrjtQ+jH8ei5TiyKFORkBP9ddE6DKf6n7EPkeCM1qB6TmwquMMdqa6TSF334nfoWWs0RHUP\n7zUozBWdVoMpfTIgScDe021EQNnnZMqKp+816FH/Eh5YShlxlyeADsk2peVJhA2aCwz7FzD8X21+\nxT0TuuK1y/sprU6YLb5uCO4c3wXndE3Fa5f3x1P+q7EyOBi9B4/FEBl4Tu3DP3PvxK54YFK3CEe5\nRybNlYk9Y4tMWYw6rLr7HLwzO7p6n1arQb8cGiuMFgoAF/Yh+pbNRFTGfU9Owq93n4P/zOijCO/E\nsgcmd8ND5+djcq+zEL/6PzKDTovBMri8ZkQudFoNRuQlw6TX4ovtp7BSBghLd5Vh3Mvrlc+9MKMP\nXr6sb7RDYmTnZLx1ZX/8cucoPDCZ04G+vHGoSkzjngltS94vv30UPps7RAHiy+8YhXX3jcXrV/B+\nmg6LIdbHVcbGwD0TuiLOpFdlOsflp2FwbiJW7K/ExW/9gRUHKqDVcGDQIZmA8OItJXhr3TElW7Lh\naA16PvErzn99E2a8uwXf7ChVfeemYzXK72nxJqp3Bo277hnxKKlz4/zXN2HTsVrUIBFL9rBz0uDR\n9p/jLS8pKh8slyl6XScCZjtK692KAJbdrFcUjZldP6ojrh7WAUFJwuPLDmBNYTXeKc1RAqy1Pa6B\nVzLgcKfrYEjpCIfVgK5ydn5fWRMaW31IsBiRJqtmp9lNyEm04nClE60+ovAVVlKto5i5by/fr0Ed\naG016bUobXCjvsWHZk8AvbNovjg9AXgDQcXZF9seAcALKw+r/v/Lvoqo7+ueES+fgx3/GkeBsNQ4\nE64bmQunJwCtrFAuNrLfUVKvALsDZU2Y/z1nSJ2JmugPhhSKb72cublxdEfUtfjwwaZi/LC7DHEm\nPeYMz4347FZ/FySm5+KC3uk4UuXEwGfW4ObPCrBiPznHWg2wu7RRqTEVafpdBHq2M8o5ioEd5tBe\n8MYmPLmc+w7HhZrejcfCeiO2YU6PHyuEIEHIlIBBn7fi9i93R30/c0S3HCdHVBRq8waC+OrPU3hW\nBt7RqKIiYGYOs9Pjx2b5nFlgYrBQS775WC1Gvfg7Ln9/W5vXsnxvOZzeAI6yFjv+IA6WN6GomrK5\nB8poTMeZ9PjojxN4YtkB1Lm88AtANNxhZ+2eAEEd2ZEVm9bJ6urC60nDbMX+CuyS6dgKKA1jgDEw\nx7Ltoi3bU477vt2LJ36iMVBa71bo9x9u5uI6cQJz5eJ+WUoQ8bNtJVhbWKU8o/Bn1ezx4/avduPB\n7/YpcwGguvTrPv4TTy0/iE3HaiANvBb7pixHM+IU8Tpm7exmxJv12F6sZp2wIBHiUnH/rzWY89Gf\nCn1XqwEeX3YQizYVY+NRWl9ZMOGG0R1RKHXAH+5sqmsWaloBqDJ9L/16WAU4mXAfQOvzsE5JWLyl\nBD0eX4WL3tqMH3afRlljK4Y/vw7vCoyo/4WxspgPNhVzoaGztGqnB5uLarGzRB47U1/jeiVmhwJ0\nWTkFyzqLgY3bv9ytsHgAKCKOvx6sxG1fFGD+9/tw5XeVCOitSvbzky0lOFDWBG8giL5PrcbTPx/i\n2gTymtXo9uGOrVYs21+Fi39PwZ7QX6uJjp7O+westN4NfzCEf/98CMW1LjxzSe8zf+i/sQHXkGgQ\nAy35U0j6u11PAlgaDTWWzh0FxKXhZF0L/iiqw5VylgFj5lPT+XBgkj0IeOBEm5RiMfqqmCWRwGG/\nKykKZ8/kNNYnGolaW19MtTirH+HXcCbTGUj4yVUZO6ucnEeF2j/fA5xcqf4sM1bsLGaNNRrg2uVE\nnwj6gQWyYyq2F0nqCEx+gbfOEYSPlqXfgY+Pl+DK0kaM6pyCzISwe8n6ze36hH6GhOhlW5mkyz+n\nSKMxTi2G1GE48Of7pKA8+UWK9GX0U39WoyEabzRjzZ2nvArs/Zo33f6/MK2WAgyj56nue1Cm7MQU\n5+g/O/rfRbv3KP7z004klxiVeyxusmey4tpWeGHE2sIqeANBuRVKG7UCpjhg8nNnPG5avBmX9M+K\n+PvwvGSlVQoAXG+9BB87vSjOckCr1eD4cxeoAPEUAaC+fkU/JQP45qz+2Hi0RnHE/1vrnBaHQ/+e\nhD9P1GNEXgouHZiN/jmcwtotPR7dzoJ2azXqcfOYvy9e8d9aVoIFn80dgo4pNvTOcmD+0v3YHLYp\ndki24pUYYJSZRqNR7r1ILWO07pvP6YQxXVNjBy9k650dXZ7/4n5ZuGsJifkkWNsGpYuvG4xfD1Yp\n4LVfTgJ+mzcG3+wsRbzZgD5ZDnRItiq9Ww9XOnG40ombzumkZFxvHZOH1QcrUVzTgk+38fYj93yt\nFhR6cOk+pDvMOKcrb3vDLMlmVEDblD4ZMBt0KGvcDY8vqNCkbx/XGbOGtsfIF9bh2701ALSwGnV4\nZ/1x9M5y4PzeFPDYcpw/E5NBB4tRhxV3jsbpBjfeXFeEqX0z8ePuMjS6/dglO3jM4T5e40I1snCe\n9z28PnAUWMggzW5G32wHft5XjkY3ZUoDsqpoWrwJZr0OG47WYPgLa5V96toRubhhdEeMepHYMh3l\ndkUfXjMYR6qceOzHAzhV51YAUf/2Cfjqz1Ooc3kVR7Zjik1xkBZePRCHK50qemt+ejx2nmxAjdOL\nk3VujOuWit/letL2SbwMYPqALBRWNGN89zRl/IIlGuT9Ym9pI2a+v5Xq0SXgsWUHVU756QY3thfX\nYcvxOtw2Lg8mvXotu+ajP7HvdBMOPDVJAcgX98tCWWMrFm4shkGnxfC8ZOSmRNe66Joeh8sHt8f/\n0959h0dVpQ8c/55JJpn0XkgCKUDovSNIkSLYWVHsda2oa1t1rT/L6q4VV1m7sordRQU7ooAgEJDe\nAyShhBTSezu/P+7MzUwSIJSZAPt+nicPmZLkzsuZO/ec8573/P1bo9P9l3GdeWm+kWpZU9fgsmY3\nLqTxM8/53OGcxujg/C4amBjO9/a2ujPPtRN/w+kpvLFoJ7d/tJre8SHm+u1Def7Hbby3NIPFfx1D\n+3B/80Jz/uYclu7IZ+HWPO6f1NUcOCqtqqNDuL+Rcm5XVVuPzerF4m35PPDfxroV+aXVLNyWx9Pf\nbuaTG4YR4m91WTv45uKdhPn78Lc5xs8E27wpqaojIczPZb14iJ+VrIIK8kqr2V1Q4VJUDIz1qEt2\n5JuDRnsKjWvKq99dwTJ7h+iFi/qwcV8x/TqEcn7feB79eiM788oprqzlvL6Nn0XO6err9xSbs4dg\n7CO7KrOQuWv38eg53c2Y7C2qJOtAhfHZFZ5s7DpwmE7pLbONrL2MZ85q7JQuecl8vNQnGux9rAPl\n1XSI8KehQWNRxoD1I181Fl7UWjPyn8Z79I4zOrPYaVCi6eXS01N6sXxXAfuKqvh05W6UMgaD567d\nZ27B42f14qrhSby2cAcrdhUQ6m/lgcnd2LC3mCkzlxqDdlvzeHdJBlMHJDAyNRlYbabvOli9LJzd\n2zhXPXpu47Xv1v2lZlG+tbuL2G4fROgVH8I1pyVx16drzUGPjGfOIrOgHB8vC6NSown09Wbj3mIY\n2JOmnAvw7cgrZ+7afeZ1Rl1DA77WxnPBmC7RLNtZwKSesazbU8zdn66lT/tQiitr+eKPPdwyuqP5\n/ztn9R5Gdo5i9rIsLhnc3mXwWWt92OympPu/Ydqg9jxjXypSXFnL2K7RZBVUcPvHq/nm9pHmcqHD\nWZpuxGVFRgFD/j6f7+84nbApb1J9zky+25jHQntHfndhJTV1DebykiynwaOfNuW41ABwcN2CycK7\n0Q8wsecwnvtoNV+vNdKBf7rTuBb+cEUWIzsbbdxRWf/JbzYzd+0+5q7dR2KEPz8XD6CvpfUd/BNm\nprSkqo4RnSI5o2u0GVC36nG+MevoZ7+otFiMktde1sZ38KR/mKm6l765nL/NWd+Y+jPmAWOtaksO\n0iE9ZIEFpeDqeS2npCplFL0JamcUypn8nLHe0auVYwpe3k3WmbbANxC6n9v8/qvs61H32KudNd2/\nKq6fceI92EJvMCogO8+e2in7x+yHy3ZI+vQAACAASURBVLO49/O1zX/OajPSSR056imjD/0aHLqd\nY8x0pk5s3F8WjEqx579mdOYHXGWk5UZ3PfjvaSp+ANyaZlTZdV6Afwg1dQ0uF+yH1WR21jH61Gym\n9EgExbClNpqoIF9zLVZ+C6OuDrX1DTz1zSY+Scsiu9jY/gOMWcGZ9m1Nml4QuNPX00/jpztPN0cW\nD9XJOa9vPL3txZLiQv2YNvj4pcKC0aEc3SUaH28LY7pEE+p/hMsHThDDO0bSLsSIz332Wc7z+8bx\nzJRepD81iYX3jnFJ2z0cpYz1q/NuG2He98Dkbs1STo+UY4auacehqdFdonl6iutAptXLwmVDEjm3\nTxxJkQEopbhwQGP2wtiu0fx1YmOWhJ+PF4+d24P4MD8Sw/15+ZJ+5u/5v3ONtTUBPl7EBNm48p0V\n3PaRMYvkvJ7O28tCvw5h/P7AWAYmhdMzPoQFd4/mB/uH+DWnJXHPxC60a3Lx4RhIuXn2H1w/ayUH\nyqr5Lb0xrSsy0Hjfdo8LZkKPWObeNoL4UD8zNQ5gWEoEuwsrSM8t5YznF3LJm8sox4+IINf6Buf2\njWfD3hKq6xoI9rOav6O6roHIIKM9Ow+cTh2YQEKYP1MHJPDQWd3MDl6Iv5XByeGE+Fn5eUsuF71u\nbJc2JDmcIJs3j83dxLCnFwDw55EpfPTnoVzQL54hyRGNg7t2jovTDXuLyTxQYc5aAy6dP19vLx4/\nrycpUYEoZawjf7z2CnYkTTPXsP+0KQeLUvx+f+PM6dXDk8yLp8Xb87n4jWXM+Hk7419YZH6m19U3\nsGFvMUt3HKCsuo680mozBTI5MoB7J3alpq6B4spaOoT7N2uTPeyZGVMHtCfEz2q23SuGJjL/rtMZ\nlhLBvuKqxtkNjMEfh34dQs3br/ySzl8/X+uSgum8xdOg5Mb35lm92zE4OZy500fw6DndeWBS42fa\nn/+zku837G+chcdYa/hJWpaZonqgrJqP04w0Vkcn80B546DlpW8u5/VFO/lgeRZvLd7J/uIqSqpq\nOT010mV211GQa7893fOLm4eZt6+flcaW/aV8tXav/W8anz9PT+lFgI+32SEFOKObkZHSKz7ErDHw\n0Fnd+OLm4Vw5zFg/97c565utGXzq203cMvsP1u4pxma1sKewkifnbTI7pAB3fbqWFRkF9IwL4Xyn\nTuiXa/Zx4/uN+2Cf9fJvzF5uDEzd9MEqnpjXWDcjv7SaP/17Ke8tzXCZmX7pp21c+c5y0nPLmJNp\nvOe0fySLt+e1WGG12bphR6e0KAu6ncO+MS9yo/VJc33+27/t4l8/b6frw9/ToI26DJ2cllAUOr1n\nZ/y8HaWM5wAkRbgOTChlZAD9lp7PkvQD3DuxC6NSo/jrxC70aR/KPRNSmXPrcEZ3aczOWLgtj/Nf\nXcJL87ehFObnxuCkcD5btYfb7efDsBY+Ey8cEE9lrTG75nyMX63ZS25JldlmAKKCfJnSP4FRqY1/\nu6FBs7ewknahNrwsiqRIf2b9nsnU15Y2S/N1DOhcMdRYmjPj5+3U1TdQW99Aem6ZS8fv2hHJfD39\nNF6a1o/nL+pDgzZmcAckhrEzr9zcYiw9t4w7P1nLwCfn8+L8bbw4fztaa577YSsTX1xE7//78ZDF\nqBxFgD52yrIpqawlNsTGvy/rT0llHY98tYHZyzP5as3eFgelnDkPIueUVBv7YivFrGW7+csna7BY\nFNMGtae+QZNVUGEW96ttaDCXxjhel0OwzdtchnROnzgzi+Pt/B4884fF7JACjH9xEWAUbnN8VmgN\nn6RlkeY0gPPCRX34vr4V2/U4OWFmSksra2kf5kdMsK3Fvf6OO58AI/31ILOHK3YV0C7EZl58O/YG\nyy2tJtn36MKWltF8PVKrnfW8sS2Mjz8Mbix889wPWymqrOHu8V2ajVAdSosjO93OgcJ1sN2pGnDy\n6UYhpV2LILan06bRTfgEGmnCA6856N+srqvng2VZTBvUngBfb5dKgWm7CqmsqXfZEBwwCkMFxxmb\n17dmr89DUQr6XmJ8Ha2oQ6ciOtNaM/b5XxnZOarZBXNLKmrqeGVBOjecnmJ2dhxFOVqzjcG6PUUs\nST/gsmWGQ15pNVFBvtisXgT6epszpem5pdz16VoePac71XUN/PvXHS4jrM5yS6uZ8fN2pg5IaJZy\n607tQvygFXtdi6Nz8+iOnN27HbEhtlat/TyYiYdIkz5aj5zTnWvfS2vVDHRrJEcGsPnxM5m9PJNp\ngzs0qyI7NCWCX+4Zbd7elVfO0JRwesSH8OjXG7lqeBL+Pl489+M25q7dx1m92jFvXfPlB+1CXLM+\ngmxWtjxxpllB2GJRPHFeDx7+yki7e/6iPizYkkttneblBdu5YOZSsgoqiLDvjZsS1fJs1/jusYzv\nvp+BiWEUlNfw7pJCHvpyg8tzIgJcO6Xn9GlnXmRbvRTDOkbzrwXp9O8QRkywL//EGGydde1gYoJ9\n6RprdLaePcjMua3JOTshzL/Z3pJxobZmGRAzpvXlvaUZrM4qYmzXaGOmbns+ZdV1JEb48+7Vg5i9\nPJOYoIPPHvRpH8pl9ZP4vTiY07/dzA2np7B0Rz69E0JciqYN7xjBPRO78O6SXfzf3E1c0C+elMgA\nnv9pGxe/8TvdYoNd1ooDDHpqPpGBPsSF2Ajw9SbZ15uBSWEs21lgzq7fPrYT7yzJ4K9nduFP/RPY\nlV9Oz3jjZDX7+iFs2FdCRKAvEYG+PHVBTya8uMgsCPbpjcNQSjF1QALZxVX4+3iz4O7R/OWTNfy6\nNZdv1mWzbk8x390xEqWUy4VqakwgU/rFU1FTzyuX9DM/y5tmHWzPLeOmD1aREhXA3OkjuG5WmtlJ\n25ZTxsNnd2fW0gyq7Os6L3trOZsen9jioKWj4vjfv91Mg4Zgm5UZ0/rx/YZsXl6Qzr7iSsICrGa6\nae+EUIJs3sxelmmmcP+4MYcrhyWZM6W9E0L4evppXPrmcgoralh83xiWph9gzuq99O8QRkpUICsf\nGmcOyjx+Xk86xwTx8JcbGPXPX4gNsTF1YHsuGdyBjPzGWaBLByfyzpJdzPo9k4sHtueTlbuZPqYT\nGs2rv+xgSEo4If5Wpg1qb3YUmhY3enDOBh77eiO19Zo+CSHEh/mRV1rNj5sa96Yf98JCrhuRzPQx\nndiWU0ptvea6WWn0KPTnAh/YWeHHFW+v4LoRydwxrjMLt+bRLsTGT5tyzL2cwRgoiAuxGdVKlaJ8\n5EMMf9kYAL50SBwfLs9i3rps5tF4rjm9cxRTByYwecZv5JdVM9spuwNgaHIEt47pxM2jOrpUUHdw\nTsm/ZJAxSBQdbOOrWxv3A3VeW+uoJg5GFshNo1KY0j+emGAbH6/I4j+/Z3JapwhigptXIu/fIYzJ\nvWJZvD2f28d25qlvN1NQXsMdH6/By6Kob9BM6hlLxoEK7rIv93jx4r5c+NpSduaVs2FfMVv3l5rv\nu6SIADbsLSEto5AL/72U56b2ITkygCCblcKKWv48MpkHz+rODxv3c+P7q3j2x61syTb27p7gtAzH\n6mUxB7F7xIUQ6OtNr/gQZlzSlyF//5lv1mezMrOAB+e4nlNXZxXyf3M38d7SDBLC/CitquOzlbvN\n935TOU6d7voGzSsL0skvqyHYZqVzTBCTesXy1Zp9/GAvwhcV5Mvj5/ZgTNdobFYv83r91V/SCbZ5\nsyQ9H6uXMt9Xf/92M6uyCimurCUuxMZv941l7Z4iPk7bza78cvJKqzmnTxwPn9WNsAAfOj9oZES2\nD/djd0Elo1KjOKdPHB+tyGJVZiEX9ItjxsV9eX9ZJo9+vZHvnNbmjusWzXx7ZWyLaqz8DZhr2x16\nxIUwbOhpnLlrLnCQ5YNNnDCd0pKqWoL9rEQG+lJRU09FTR3+Pq0/vEXb8vgkbTcvXtwXH+9WXlj1\nntri3bmlVVz0+u8E2bxZ9+gElFLGm7pBk1NSZY5qH6mr3llx0MeKK2oJ8PVqdpFk8gtt8e5XfjHW\nsn6wLIuZl/WnXYjN5WTXko37irnqnTSePL8nZ/aM5d+/7mBVZgFvXjnQdX9SjO0B2p3x8CF/H2B0\n+C7//JBPeXdJBs98t4UgmzcXDWzvkiJTU99AWkaBmRJnchRAsrWuV6K1pq5BH9PF9fGSX1bDnsJK\nPlqRRf8OoUwdeOg1pm8v3sXMX3fgbVHcOT6VX7fmmSPcjnSIh87qxrTBLW+4/PqinXyzLptBSWHm\nLFdVbT1VtfXklVabF/aRgT7mhcO36/ezbo/RHpzXWl06pINZwfGJ83vyw4b9/Jaez8QeMTw9pddx\nnX0Ubc+TM99HYnjHSLY8Mem4/k4/Hy+uH3mILQSc3DGucQuftY9MINDmTX2DZn9JFR8sy+KmD1bh\n42Xh05uHuaSItqRp1eHLhyaycV8JZ/eOo2tssNn5+2hFljlj9ei5PVi3u4ibWhhoAmOt2JtXGiPR\nn6btpqa+gWU7C7h3Yhee/cHoXEYEug5WRgfZSHtwHI/P28S4bjGkRAWy9pEJhNhTpHf+fXKLF7EH\n8/SUXqzfU0x5dR1eFoWXRfHI2d35LT2ft64cyIHyGpcKyQ7n9Y3n7N5xrNltzEwkRvibVTmTIgIY\n0zWaMYcpGhbg44XNamFzdgmbs0vMwlhNB+Yc58PLhyYyMDGcnvHBKKXw8/HiyzV7XTqkn900jH8t\nSGfj3mJ6J4RykdN5OyUqkGU7C/C1b0N114Qu3DWhcbbd+aI0ItDXZbYnJSqQSwZ34P1lmYzuEmWu\nj3fu7HtZFC9PM4q+zV6eyYNzNvD5qj0cKK9xmU2KCbbxwsVNlp604J8X9uavn69jZ145V7+7grSM\nQs7q3Y6K6jre/m0XfduHMuv3TJcLzTW7i1zWD1q9FEE2KwXlNZzXN47tOWVsyi7B38eL7nHBRAf7\nMvPXHdz4/ipKqmrpFR9CqL8Vq5eF+FA/tuwvJSnCn9FdovlwRRa7Cyp4c7Gx3jE8wIeIQF++u2Mk\ntQ0N+Hp7MaZrNF/deppZE8DRIXW4fEgH4kNtvPbrTlZkFPBHVhE/bcphRUYBqTGBvH3VIHJLq8wt\ndJ6e0ov7J3UlxM+KxaK45rRkIuwD+M/8qTdZBRUs3XEAH2+LSyfsuhHJ5rrMy4YmctHA9vxtznrS\nMgrpERdMflk1OSXVvP3bLpf1m5kHKvBXRgr+2iLj2Js+p6kb3l/JpzcOwz8yFTqP44/yCMDolE4b\n1J6FW41lKPdO7MoLP23ll615Zhv+4uZhjH9xEc87pcMDnNHNeO8c7L18Vu92PP3dFk7rFHHQCQ0f\nbwujUqNYuC2Pa09LJre0itKqOvMawDHrOG1wh4Nel4AxM/vKJf3N/2PHeuN3rxnENe8aVe9P6xTJ\nvy9vrCQbHuDD5zcNZ/BT8zn3lSWAMQgFRlG2eeuyGds1mvV7izn3lSXEBtuYf/coKmvrzUH9Cd1j\n6NYumNcX7iTI15v7zuzKuG4t16Tx8bYw55bhxIbYCLJZGZwU3mKF4zO6RvPzlly27C/lmtOSeOTs\n7tz16VreX5bJoORwTk+NMreSc3Qm9xU1vncf+3oj7y/LNFYIphjngMfO6UGIn5UJ3WOZvzmH95Zm\ncPPsP+jTPpSze7XjqW83kxIZ4FLd/MIBCWaqbZ/2oeb12pguUVgsyp5NArd99AdVtQ3EBPk2q3fx\nwXVDuPezdTx1QU8SwvwZ0yWK95dlclqnSCwWZR4fwLe3jyS/rJrTU6PYsLeYq95ZwYHyGj6xZ1mk\nxgRyxdBEauuN6uTbcsqwWY3MFgB158Fah6sTolOqtaakso5gm9X88MovraFDxOEPb/2eYqKDfXno\nyw1kFRj5/C2V5W+quq6e79bvJz7MzywA4vDekgzAWDeReaCCpMgAc3+xnJIq8kqrKayoMSsZtkZl\nk5muhgZtnizKq+vo8/iPXD08icfsaWKtyVFvmhLisj7hEJ79YSv59qqAZ/aM5R/2Cl7P/biVFQWN\nU/Rz1+7jto9W8/ENQ830qqNVVFHDTHsHes3uIuJC/FxGjwCW7Mhv3ik9AiVVtVzx1nJ8vC3mKHRr\nzFu3j7W7i/jb5G4opaitb+DBOevx9rLw9wuOfm2zY7P3qCCjfW7PLeOyIR34aVMOk3q1M0f9Mg+U\nU1hhrGEAWLg9n7V7ilm4LY+UyABC/K0cKKuhoqaO+/+7nl4JIRSW1/Lr1lzun9QVby8LWmuzkMBr\nC3fylr1N/+XjNazeXUhOSbWZuhsV5MuewkoaGjS/29dsOHdIH5zcjetHJlNQVkNUkC+XD+lA93bB\ndIoONP+eEP9rHJ02L4viyfN7cc1pyfy4MYfYEF8GJB7J9mYGpZS5vsjZk+f3ZEVGAbeM7kiov0+r\nsxKm9I/Hz8eL7OJKrhuRwtCUCPYUVrjsLesQFeTLvy5p3NYlxGnN7pF0SMFYoxzfpB7AtSOSuXZE\nsvm3DsbLoszYDU2O4JOVxqyVc1rroSilzFm+6WM68e2GbHbmlTPSnjY+/65RBPp6mwPVVi+Ly2zi\n9SNTuHp4Ev9akM7pqVFEB/nSPtyf/1w7uMW/d9f4VMqq6ji719Flitw5PpWN+4q5ZfTBN6J3fG5N\n6B7Lg3M2cK99q4VQfytju0Tz39V7Dzl7DPDLPaM5UFbNwKRwbFYvbv9oNWkZhbxwUR+m9E+gqrae\nC2YuNVPQbx3TiYqaepbuOMA367KZ7bSlzK1jOpFbWs2Hy7P4y7hUFm/P45GvNprFmiLtRadWZBSy\ndncR6/YUmxWdByWFs2V/KTeO6kjn6EDeW5phrnuExlRPi0Xha2kctOnTvuVBeEd8xnaNYWzXGFZl\nFnDx68tYsCWXa05L4roRySSE+RMX6ke/DqFcPiQRi0W5dLqadnJfvbQ/X/yxh5SoAG58fxV3T+hC\nj7hgRnaOMjuSjrW/PeNCsHop/nlhb6KDbGzOLqGipp6bPjBSf++ZkMpzP25js+7ALTW38/PmJAYk\nhuHv40VJZS0Bvt7mOknHOut7JqTywk/bmPbGMp7/0/d0jg3ha/v/+ZT+8fSKD2HJ/WPN45152QDq\nGhr3Lk+MCOCPh8czZ/VeFm7N47Fzu/P9hv0tFuJylhDmz+c3DSP1MFkosw7yXjhSzv/Hs68fwt6i\nSsZ0iWb29UO47K3lZkFBZ+EBPjw9pRdZBRXYrF7mLOd1I5IZ2zWarrFBFFbUcv6rS8gqqKDnoz8A\nmIMOSinuHNeZG95fxT8u7M1k+3r9g3He3u2SwR1YvquA8AAfJveK5YNlWQxJDuf1KwYw7oWFZBdX\n8cAk45rxqQt6sqewgukfrsaiYPrYzmQXVbJoex4zL+tvVpMGY8/dG05P4W+TG3ecCAvwMTtvVi/F\ne0szsCjYnF3CWvu2PDubrP+8ZXRHs1P6yqX96P6I8dp72QfGQvysvHXlQL7bsJ/PV+1xyTZ64rwe\n7CmqJDEigE9vGmbeHxHoy1/GNWYDpkYHERnoQ5+EUHOQCIzBt6UPjOWuT9fy48b9xIf68eOdjTOh\nVw1PouFIlq05Ua1Z76aUOhOYAXgBb2mtn2nyuLI/PhmoAK7WWv/R7Bc5GTBgoF61yigjXllTT7dH\nvue+M7vStV0Q17ybxoxpfTmvbzy19Q38siWXM7rFNFtLtq+oklHP/uJSyjslKoCbR3Xk2R+28uBZ\n3VwWrzvsL67igplLyC6uon24H4vuHeO0gL+W4c8sIMzfh6yCCl69tD+Te8XS67EfKauuI8DHy0yl\nTHtwHKH+VvJKq5sX6XGyM6+MX7fm8bjTuoSLBiawKrOQ3JJqfK1e5szV6ofHc/9/17E9p4xZ1w42\n87pb6mAt2JLDte81L8U+55bhbNhXQkf7OipHytS2nFJe+HEb329snIoflBTmklZsDfsNW+w8uvlP\nZu+OiewtquTG01N4wOkNBEYRgb2Flby5eBdh/lb8fby4aFB7esQ1fuBX1NTx5qJdZBaUs3FvCdtz\nS0mKCGj25gLjgyIm2Je+7UPpkxDK+f3ijVnaED8+Tssi80CFuadkS7GoqKnj6nfSzIIEz0/tw58G\nNK6jXZVZyKJtedw8uqOZDvHAf9czb1222SH77KZhDEoK5/3fM8y0uh/vPJ0n5m3Cx8tCj7hg7hyf\n6vL3c0qq8PGyEBbgw+qsQnbmlfPhiiyGd4zgXwuMTvjnNw3j4jeWuQwiDE0J59VL+5NfVsPElxa5\nxMHRFu6f1JVrT0s2L6gWbTMq1Dl74vye7C+u5MPlWRRW1JofdCM7R3J+33ju/qxxre4jZ3fn2hHJ\n/Ovn7Tz/0zYz/ePeiV3MGd0+CSF8etOww67hE0KI42lJej5//XwdA5PCeOGivoctkOWQdL+xRdiq\nh8YRHuDD9tyyIxowPpFNeHEh23LKmHlZfyZ0j0EpRX5ZdasLooDxGXXF28u5bkQyFw9qnM3akVfG\nGc8vZGBiGJ/fPByASTMWsznbKJY1IDGMd64eRLDNm6raBgoraogL9aOqtp6Hv9zA9LGdXNb+grGG\n9adNOQTZvFn/2ESKKmr44o+9XDUsES+L4s5P1hDsZ+WsXu0I8bea2QHHYtO+EgJ9venQyoGMQ6mu\nq3f57Hvmuy28tnAHi+4dQ4cIf+obNAXlNS4DLfUNmme+28zZvePMIjl5pVVc+95KJvdqx13jU12y\n9179JZ1gPyvn9olj7tp9XDakA7OXZ/HQlxuICfbl4oHteXlBOjeOSuGBSa7XXaeq2vqGY8puq7QP\nDMSH+RETZOOq4Yku9R72FVUe8hq9JVprPlu1h2EpEc0yiUqraqmqbXBpB2XVdbyxaOdB94/tERfM\nxn0lpEQFMP/OUQcd/NNa89nKPUzu3Y7sokp2F1YQHWSja2wQi9Pz+Wzlbp44rycRgb4k3f8NE7rH\n8MaVA5m9PJPZy7L44PohZgV4h9zSKiIDfI94wBGM/kuYv89BZ9NLq2qprdfN/mZTSqlVWuvDLjA9\nbKdUKeUFbAPGA3uANOASrfUmp+dMBm7D6JQOAWZorYe08OtMvu066363vUbP+BCKKmpYmVnIUxf0\nZESnSEY9+yuBvt789cwuPGLvHIzvHkNZVR1rdhfxpwHxFFXUmmt5YoNt7C+p4r4zu/Li/G0uKRgX\n9Ivn9NRIKmrqSY0Jsq9xyOL9ZY1rDQYnheNlUWzNKSXQ19jE/PObhjHtjWVYLIoAHy9zEfmFAxIo\nq6ozO3bhAT4UlNcwODkcP6sXVbX1DEk2ClwkRgQwb90+Xv0l3dza474zu5ozkw4Te8SYueTO/H28\nsHpZzEp447rF0L1dEJuyS8kqaFyE/fZVA+kYFchop60cnA1JDudAeQ3puWUE2by5engSSREBfPHH\nHkqr6lDKGAGurdcszZvD5xmvUlMwnPCqi8guriI22MYF/eMpqjBy4Euqavk4bTdaGxXaQvys7C+p\nonN0IHeNTyWzoIL03DIWb88zR1MBHj+vB4G+3tz1qdFRSo0JJK+0mrsndOFAWY25NyJgrjNw1jEq\ngLLqOq4YmsjHabu5fGgiHaMC+SOrkLcX76K2oYGXLu7LB8sy2ZxdysjOkSzfVUBdfYNZJCLIZqS7\n7Sms5B57h+3PI5P5aMVuesYH0zshlE/SdlPfoCmrriPEz+qyR9ld41Pp0z6UuBAbWQUV/Pk/K0kI\n8+eBSV25eXbzcZgRnSJ57xqjSuXlby1HKcX4bjHmjICzqCBfHjqrG3d8vAarl2Lbk5OadcB35pXx\n1m+7SIkM4MlvNjf7HV/cPIwr3l5hlv62KGOd3NIdB3j7qoGc0S2G4spanv1hC0E2Y4uIc/vEU1PX\nwKLteeaFjxBCnAyemLeJ9XuKXUb8TxVFFTX8vuMAZ/aMdct5Oa+0Gj8fLzP1/PcdB5j5azqPnduD\njlFHXrVca82v2/IItnkzILH1hdJOVFprduSV0yn6+FRwP5Tftudz+dvLAaPo3HNT+0hW0kmoqrae\nzAMVJEcGkFtaxeLt+SRG+DMsJYIdeeXEhtgOu9SjtWrrG/ByLC88wR3PTukw4DGt9UT77QcAtNZP\nOz3ndeBXrfVH9ttbgdFa6xY2oDT4tuus2131ktmhtFktzL5+KAMSw/h1ay43fbDKTMsBXGYovS3K\nLPt81bBEHpjcjZySKhIjAqipa2BbTik/bjTWwG3PKWtxz6/BSeH857rB3P3pWr5Zn01ihL+519bw\njhF8+OehvLV4J3PXZdMtNohu7YI5r2+cOfry/YZs7vxkLd3jgukcHcjSHQcI8TPWXTTd6ykqyJdX\nLumHv483PeOD2V9SRWSgL+XVdewrqqJ7XDB19Q28+ssO5m/O4e8X9CLU38qMn7dTVFFjrvVojLfx\n78jOUUQGGtP+gb7eVNXW8/LP24kL9SM5MoAFW3JZsCWXYJs3xZW1FFbUMu+2EYdcP/bBpg/4R9o/\nODfpIp4Y+RBLdxzgineW421v9I5ZaYsyOuR3je/CpUM68MuWXG7/aLVLrAcnh3PnuFR25JUxKCmc\nLrFB1Ddo/v1rOnGhfkzp3ziTubeokmvfTSMqyJe4UBu78svNGdzHz+thDk60xKKMNUPTx3Ti9NQo\n9hZVMv3DP8x9sCb1jKV3Qih19Q3M+j3DLOKQHBnA01N6MTQlgpd/3s4L9tnDIckRPHZuDxZty2NJ\nej4h/laig2ysyixoVbGqf13Sj5155QzvFOGSGq61RmvQGJXnyqvr6J0QQqfoQHy8LPh6exEd7MuM\nn7czJDncZePwlmzLKeWTtN0MTAxDKWN96IxpfdlfUsWc1Xv55/dbOadPHC9d3JdtOaV0jQ2SDqcQ\nQghxgmlo0Fz0+u90iQ3i8fN6tjpTQIiTwfHslF4InKm1vt5++wpgiNZ6utNz5gHPaK1/s9/+GbhP\na72yye+6AbgBoH2HxAGZGbvMNXxNe/slVbXkllQTFeiLr9WCzepFfYNmc3YJPeKCqaytx6IUvt6W\nQ15oV9bUszO/zEg/Ka8ht7SaC49olwAAD4RJREFU3NIqLh3SgeggG1prduWXkxwZQF5pNRkHKugU\nHXjYqWgwRkSa/n2tNasyC9lbVElFTT31DZpRqVHHVEiksqaeTdkl9IoP4UB5NQG+3vh4WZoVzjiU\nhgZNdV1D8+q2TazLW8dl317GK2NfYVR7I0e8uq4eHy8LtfWaZTsPYPWyMDQlvFnciytrSc8to1NU\nIDYfyzGngG7ZX8LugkrGd49h7e4i2oXYiAz0ZeG2PLq1C2bN7iKignzp1i6oxaJYeworCPDxdkk7\nKCiv4Zv12fhZvTija7T5mNaa4spabFavg8a1sqaeWb9nkBoTyO6CShLC/BiSEoHVS7FuTzH7i6s4\nu3e7E6Ljp7Xmp005DO8UedxG5YQQQgghhDgSJ2Sn1NnAgQP1ypUHfVi0oYraCvytJ2Y1TiGEEEII\nIcTJobWd0tYkrO8FnPeySLDfd6TPEScJ6ZAKIYQQQgghPKU1ndI0oLNSKlkp5QNMA75u8pyvgSuV\nYShQfKj1pEIIIYQQQgghBLRin1KtdZ1SajrwA8aWMO9orTcqpW6yP/4a8C1G5d10jC1hrnHfIQsh\nhBBCCCGEOFW0qgKK1vpbjI6n832vOX2vgVuP76EJIYQQQgghhDjVySZIQgghhBBCCCHajHRKhRBC\nCCGEEEK0GemUCiGEEEIIIYRoM9IpFUIIIYQQQgjRZqRTKoQQQgghhBCizUinVAghhBBCCCFEm5FO\nqRBCCCGEEEKINiOdUiGEEEIIIYQQbUY6pUIIIYQQQggh2ox0SoUQQgghhBBCtBnplAohhBBCCCGE\naDPSKRVCCCGEEEII0WaU1rpt/rBSeUBmm/zx/w2RQH5bH8T/AImz+0mMPUPi7H4SY8+QOLufxNgz\nJM7uJzF2v0StddThntRmnVLhXkqplVrrgW19HKc6ibP7SYw9Q+LsfhJjz5A4u5/E2DMkzu4nMT5x\nSPquEEIIIYQQQog2I51SIYQQQgghhBBtRjqlp6432voA/kdInN1PYuwZEmf3kxh7hsTZ/STGniFx\ndj+J8QlC1pQKIYQQQgghhGgzMlMqhBBCCCGEEKLNSKdUCCGEEEIIIUSbkU6pEEIIIYQQQog2I53S\nk5hS6m6l1AT796qtj+dUJbF1P2nLniGxdS9px54hsXU/acueIbF1P2nLJw/plJ6ElFITlFI/APcB\nVwJoqVh13CmlzlNKzQL6tPWxnKqkLXuGtGX3knbsGdKO3U/asmdIW3Y/acsnH++2PgDROvbRHSvw\nCDAKeBrwAQYppaxAnbzZjp1SSmmttVJqDPAEUAsMU0plaq0L2/jwTgnSlj1D2rJ7STv2DGnH7idt\n2TOkLbuftOWTm2wJcxJwnMjs3w/SWqfZvx8FvKO17timB3iKaBLnJKAa6IYxwvau1nph2x3dqUHa\nsmdIW3YvaceeIe3Y/aQte4a0ZfeTtnzyk/TdE5xSajrwX6XUnUqpdk5vMqv9JLZTKTWpbY/y5Nck\nzrFa6wytdbbWegGQA4xSSsW38WGe1KQte4a0ZfeSduwZ0o7dT9qyZ0hbdj9py6cG6ZSewJRSFwBX\nAS8DvYEHlVKO9Qd1SqlwIBOob6NDPCW0EOeHlFJ9nZ4yG0gFhjT5OVkw30rSlj1D2rJ7STv2DGnH\n7idt2TOkLbuftOVTh3RKT2xDgJla61+Ax4BdwB1gLNbWWhcAfsAYAKWU/H8enZbifLvjQa31OiAN\n6KmUGquUus9+v+S+t560Zc+Qtuxe0o49Q9qx+0lb9gxpy+4nbfkUIf8xJ4CmI2JOt3cClwForTOB\neUCAUuo8p6fPBgYrpWxa6wZPHO/J6hjj/BFwPfAJENnS7xPSltuKtGX3knbsGdKO3U/asmdIW3Y/\nacunHumUnhhc/h+cRsg+Byqc3lj7gV+Bbk5vRhvwMZKW0BpW5xutjbNSKhCYAawHemut723y86LR\nUcXYfp+05VZSSjkuXLxA2vLxdrTxtd8n7biVlFHwxSTt+Pg72hjb75O23EpKqYFKqWjHbWnLx9/R\nxth+n7Tlk4B0StuQUmqwUuoD4GmlVC9HSoHThVAB8F/gFqWU0loXA4GAr9Ob8Sut9Zta69q2eA0n\nA/uJ7DPgWaXUCEd8HfE+RJxt9jhXAXdorc/SWme30cs4oR1DjKUtt5L9AsZfKfUR8CWA1rre8Zj9\ntrTlo3SM8ZV2fASUUv2VUvOBxx3nCvv90o6Pk2OIsbTlI6CU6qGUWgo8CoQ63S9t+Tg5hhhLWz7J\nSKe0DSilLEqpR4G3gO8w9ou9Ffsmyk4XQv7Aj8A+4A2lVBzQD6hz/C7Hc0Vz9ovMZ4DXMNI5coDp\nQAcARwrHIeJca39endY61/Ov4MR3HGIsbbmV7GtjKuw3o5RSN4MxiOX44JW2fPSOMb7SjlvBfr54\nECNd8WOt9ZVOn3cWacfH7jjEWNrykbkDmKO1PkdrvQ2kLbvB0cZY2vJJRjqlbcB+oZ4FXK21ng08\nBSQCzqOZjwFzgBjgboyL/Q+BIuAZDx/yScl+wloIjNdazwLeBTSQ53iOUupxJM5HTWLsOfaLzXYY\n8bsOuFkpFep0wSlxPgYSX/ezny98gN+01m8BKKX6KaW8Mc4bKKWeQOJ81CTGnqGU8lJGVVcNvGK/\n7wKlVALgb7/9JBLnoyYx/t+jJG3dM5SxeW+V1nq5/bYNqAGsWutqpdSnwPta67nKyJl/CXhYa73D\n6Xf4O43kixY0jbPT/SOBDzBG0pYDX2FUvHsDeERrne70XInzIUiMPcM5zvZRYces85cYs9H3AeXA\nv4F84E3knNFqEl/PaOGzLwD4AtgEjMS4iCwGPgPmI+eLIyYx9oyDXMetBu4BLsEoUrQfqMSosDsL\nifMRkRj/j9Nay5cbv4AgjFz3AuAdINx+v3J6jhVYCqS28POWtn4NJ8NXC3EOc44f0AMYY//+auA/\nQLLEWWJ8on0dLM72x1KBF+zfnwOUAGub/LzEWeLb5l+HifOlwM/AKPvtGzGyLBIlzhLjE+3rMHH+\nK5ABXGm/HY8xKHuGxFliLF9H9iXpu+5XAywALseYQboQmlVW6wrkaK23KaWClFKDwUgn01K6urWa\nxnkqNK5p1Fpv1MYeVgCLME6AtWCuTZA4H57E2DNajLPdPqCzUupr4DmM1Oldjgclzq0i8fWMg8ZZ\na/0hMFVrvdB+13wgHDlfHCmJsWcc6pwxE6OyaxSA1novxnnDChLnIyAxFtIpdQel1JVKqVH29UjV\nGAWN5gPbgIFKqVT787ztPxKBUc76aowZ0172DqnkVh/CEcS56X5f4zHafik0dqpEcxJjz2htnDE6\n+tkY+7IN0FqfAyQopQaAxPlgJL6ecSTnC21UzHQYj7FurAwkzociMfaM1sZZa12GkUZ6pVKqrzIK\npI3DPpglcT44ibFoStaUHif2i/JYjAXWDcAOIACj1He+/Tmdgasw8uWfdPrZpzHWL70HvKS1XufZ\noz95HG2clVK+GGtr/gHsAe7TWm/x/Cs48UmMPeMI41yttX7Cfl+INkre09JtYZD4esYxnC8swAiM\nPRqzkPPFQUmMPeMYr+MuxthBoQfwN631Rg8f/klBYiwORWZKjwPVuGVAELBXa30GcDNGbvwbjudp\nrbcDq4A4pVQnZZSxBpgLXKK1vlY6pAd3DHH2xTj55QCPaq3Pkw/mlkmMPeMo4tzOHmc/jH3tHBec\nSIepOYmvZxzD+cKGMWu3FzlfHJLE2DOOIc4BSimr1voT4EF7nKWz1AKJsTgc78M/RRyMMjakfgLw\nUkp9CwQD9WDsiaSUugPYp5Qa5VjXobWeo5TqBnwPBCqlxmitl7bRSzgpHI84YxTgWQ+sb5MXcYKT\nGHvG8YozsFlSlpqT+HrGcYrzWK31JoyZEtGExNgzjvM5Q1IPWyAxFq0lM6VHSRllq1cBYUA6xhuu\nFhij7IWK7Bc1j9m/HD83FXgQ+AXorbXe7NEDP8lInN1PYuwZEmf3kvh6xnGM8yaPHvhJRGLsGXLO\ncD+JsTgSsqb0KCljT8YkrfX79tszMWaIKoHbtNYD7Olf0cDLGGs5dtl/Dq314jY69JOKxNn9JMae\nIXF2L4mvZ0ic3U9i7BkSZ/eTGIsjITOlR28V8Kk9LQFgCdBBa/0eRorCbfbRnwSgTmvtqBK2WN5k\nR0Ti7H4SY8+QOLuXxNczJM7uJzH2DImz+0mMRatJp/Qoaa0rtNbVWut6+13jgTz799cA3ZRS84CP\ngNVtcYynAomz+0mMPUPi7F4SX8+QOLufxNgzJM7uJzEWR0IKHR0j++iPBmKAr+13lwJ/A3oCu7Sx\n0a84BhJn95MYe4bE2b0kvp4hcXY/ibFnSJzdT2IsWkNmSo9dA2AF8oHe9hGfh4EGrfVv8iY7biTO\n7icx9gyJs3tJfD1D4ux+EmPPkDi7n8RYHJYUOjoOlFJDgaX2r3e11m+38SGdkiTO7icx9gyJs3tJ\nfD1D4ux+EmPPkDi7n8RYHI50So8DpVQCcAXwgta6uq2P51QlcXY/ibFnSJzdS+LrGRJn95MYe4bE\n2f0kxuJwpFMqhBBCCCGEEKLNyJpSIYQQQgghhBBtRjqlQgghhBBCCCHajHRKhRBCCCGEEEK0GemU\nCiGEEEIIIYRoM9IpFUIIIY6BUqpeKbVGKbVRKbVWKXW3UuqQn69KqSSl1KWeOkYhhBDiRCadUiGE\nEOLYVGqt+2qtewDjgUnAo4f5mSRAOqVCCCEEsiWMEEIIcUyUUmVa60Cn2ylAGhAJJALvAwH2h6dr\nrZcqpZYB3YBdwCzgZeAZYDTgC7yqtX7dYy9CCCGEaEPSKRVCCCGOQdNOqf2+IqALUAo0aK2rlFKd\ngY+01gOVUqOBe7TWZ9uffwMQrbV+UinlCywBpmqtd3n0xQghhBBtwLutD0AIIYQ4hVmBV5RSfYF6\nIPUgz5sA9FZKXWi/HQJ0xphJFUIIIU5p0ikVQgghjiN7+m49kIuxtjQH6INRx6HqYD8G3Ka1/sEj\nBymEEEKcQKTQkRBCCHGcKKWigNeAV7SxPiYEyNZaNwBXAF72p5YCQU4/+gNws1LKav89qUqpAIQQ\nQoj/ATJTKoQQQhwbP6XUGoxU3TqMwkYv2B+bCXyhlLoS+B4ot9+/DqhXSq0F3gNmYFTk/UMppYA8\n4HxPvQAhhBCiLUmhIyGEEEIIIYQQbUbSd4UQQgghhBBCtBnplAohhBBCCCGEaDPSKRVCCCGEEEII\n0WakUyqEEEIIIYQQos1Ip1QIIYQQQgghRJuRTqkQQgghhBBCiDYjnVIhhBBCCCGEEG1GOqVCCCGE\nEEIIIdrM/wOOUFHjv8bqFAAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x214543adc88>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"** Interesting, looks like Ford had a really big spike somewhere in late 2013. What was the date of this maximum trading volume for Ford?**\n",
"\n",
"**Bonus: What happened that day? **"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Timestamp('2013-12-18 00:00:00')"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": []
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"____"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"** The Open Price Time Series Visualization makes Tesla look like its always been much more valuable as a company than GM and Ford. But to really understand this we would need to look at the total market cap of the company, not just the stock price. Unfortunately our current data doesn't have that information of total units of stock present. But what we can do as a simple calcualtion to try to represent total money traded would be to multply the Volume column by the Open price. Remember that this still isn't the actual Market Cap, its just a visual representation of the total amount of money being traded around using the time series. (e.g. 100 units of stock at \\$10 each versus 100000 units of stock at $1 each)**"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"** Create a new column for each dataframe called \"Total Traded\" which is the Open Price multiplied by the Volume Traded.**"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Code Here "
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"** Plot this \"Total Traded\" against the time index.**"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Code here"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.text.Text at 0x2145f5b9c88>"
]
},
"execution_count": 58,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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7rgQyqigLpb+zx38/rWLp74a/MDklsnT9/RNJPyfpDmvtEyX9K0nfKHRUADCk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AAAAg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/4S7PfdTgLNLncBIgxj3z87blgxQdfSsepP+7Z/nba+eSzWeF9FcyelQ95CWJ894+z5wYMK4i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\nNOjZja6+owAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x2145e46a5f8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"** Interesting, looks like there was huge amount of money traded for Tesla somewhere in early 2014. What date was that and what happened? **"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Timestamp('2014-02-25 00:00:00')"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": []
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"____"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"** Let's practice plotting out some MA (Moving Averages). Plot out the MA50 and MA200 for GM. **"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# Code here"
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x2145e911518>"
]
},
"execution_count": 50,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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KYSWasfxwFy2jqiolVU66p9rolmplS3EVn60pYv6mEu6fNJC7zuoPQFmNiwPV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qb7nD4wsQdvzhrirB0UNE5qXBjltWav9WfPLT3AygOn/TupSgW9L5WdaGvLgjBKdyod4ieyuYsN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\nJNXKRlSSJEmSVCsbUUmSJElSrf4dCpi//XmMzM8AAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x2145eef4dd8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"______"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"** Finally lets see if there is a relationship between these stocks, after all, they are all related to the car industry. We can see this easily through a scatter matrix plot. Import scatter_matrix from pandas.plotting and use it to create a scatter matrix plot of all the stocks'opening price. You may need to rearrange the columns into a new single dataframe. Hints and info can be found here: https://pandas.pydata.org/pandas-docs/stable/visualization.html#scatter-matrix-plot **"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 64,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 76,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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5CTOaRnKyyjlYJmz3HJCCslbz8JYhSFc1cVFRS4mGoGObZFXNLGq4NY3Y6jhK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CzSgjg3GEc5mVS8szclzAoEBu2TzPhhmFFzLWZJTq9uczxX5FJxs79AG5rAskkLyfXjOfuTBEto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WHE4TkqJEUGcsNlo2YVqgCPFQ3X/B84+UklGUYWgKnqmzN475fz845OZxxPWjWm5YUwWrLZuf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\nRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x2145f4d0eb8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"_____\n",
"### Bonus Visualization Task! (Note: This is hard!)\n",
"**Let's now create a candlestick chart! Watch the video if you get stuck on trying to recreate this visualization, there are quite a few steps involved!Refer to the video to understand how to interpret and read this chart. Hints: https://matplotlib.org/examples/pylab_examples/finance_demo.html**\n",
"\n",
"** Create a CandleStick chart for Ford in January 2012 (too many dates won't look good for a candlestick chart)**"
]
},
{
"cell_type": "code",
"execution_count": 89,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 124,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 125,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 126,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 127,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 128,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<matplotlib.figure.Figure at 0x214667b24e0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"____\n",
"# Part 3: Basic Financial Analysis\n",
"\n",
"Now it is time to focus on a few key financial calculations. This will serve as your transition to the second half of the course. All you need to do is follow along with the instructions, this will mainly be an exercise in converting a mathematical equation or concept into code using python and pandas, something we will do often when working with quantiative data! If you feel very lost in this section, don't worry! Just go to the solutions lecture and treat it as a code-along lecture, use whatever style of learning works best for you!\n",
"\n",
"Let's begin!\n",
"____"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Daily Percentage Change\n",
"First we will begin by calculating the daily percentage change. Daily percentage change is defined by the following formula:"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"$ r_t = \\frac{p_t}{p_{t-1}} -1$"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This defines r_t (return at time t) as equal to the price at time t divided by the price at time t-1 (the previous day) minus 1. Basically this just informs you of your percent gain (or loss) if you bought the stock on day and then sold it the next day. While this isn't necessarily helpful for attempting to predict future values of the stock, its very helpful in analyzing the volatility of the stock. If daily returns have a wide distribution, the stock is more volatile from one day to the next. Let's calculate the percent returns and then plot them with a histogram, and decide which stock is the most stable!"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"** Create a new column for each dataframe called returns. This column will be calculated from the Close price column. There are two ways to do this, either a simple calculation using the .shift() method that follows the formula above, or you can also use pandas' built in pct_change method. **"
]
},
{
"cell_type": "code",
"execution_count": 133,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 134,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style>\n",
" .dataframe thead tr:only-child th {\n",
" text-align: right;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: left;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Open</th>\n",
" <th>High</th>\n",
" <th>Low</th>\n",
" <th>Close</th>\n",
" <th>Volume</th>\n",
" <th>Total Traded</th>\n",
" <th>returns</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Date</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2012-01-03</th>\n",
" <td>28.94</td>\n",
" <td>29.50</td>\n",
" <td>27.65</td>\n",
" <td>28.08</td>\n",
" <td>928052</td>\n",
" <td>26857824.88</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-01-04</th>\n",
" <td>28.21</td>\n",
" <td>28.67</td>\n",
" <td>27.50</td>\n",
" <td>27.71</td>\n",
" <td>630036</td>\n",
" <td>17773315.56</td>\n",
" <td>-0.013177</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-01-05</th>\n",
" <td>27.76</td>\n",
" <td>27.93</td>\n",
" <td>26.85</td>\n",
" <td>27.12</td>\n",
" <td>1005432</td>\n",
" <td>27910792.32</td>\n",
" <td>-0.021292</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-01-06</th>\n",
" <td>27.20</td>\n",
" <td>27.79</td>\n",
" <td>26.41</td>\n",
" <td>26.89</td>\n",
" <td>687081</td>\n",
" <td>18688603.20</td>\n",
" <td>-0.008481</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-01-09</th>\n",
" <td>27.00</td>\n",
" <td>27.49</td>\n",
" <td>26.12</td>\n",
" <td>27.25</td>\n",
" <td>896951</td>\n",
" <td>24217677.00</td>\n",
" <td>0.013388</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Open High Low Close Volume Total Traded returns\n",
"Date \n",
"2012-01-03 28.94 29.50 27.65 28.08 928052 26857824.88 NaN\n",
"2012-01-04 28.21 28.67 27.50 27.71 630036 17773315.56 -0.013177\n",
"2012-01-05 27.76 27.93 26.85 27.12 1005432 27910792.32 -0.021292\n",
"2012-01-06 27.20 27.79 26.41 26.89 687081 18688603.20 -0.008481\n",
"2012-01-09 27.00 27.49 26.12 27.25 896951 24217677.00 0.013388"
]
},
"execution_count": 134,
"metadata": {},
"output_type": "execute_result"
}
],
"source": []
},
{
"cell_type": "code",
"execution_count": 135,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 136,
"metadata": {},
"outputs": [
{
"data": {
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" <th>Close</th>\n",
" <th>Volume</th>\n",
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" <th>2012-01-03</th>\n",
" <td>28.94</td>\n",
" <td>29.50</td>\n",
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" <td>28.08</td>\n",
" <td>928052</td>\n",
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" <td>28.21</td>\n",
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" <td>27.71</td>\n",
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" <th>2012-01-05</th>\n",
" <td>27.76</td>\n",
" <td>27.93</td>\n",
" <td>26.85</td>\n",
" <td>27.12</td>\n",
" <td>1005432</td>\n",
" <td>27910792.32</td>\n",
" <td>-0.021292</td>\n",
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" <tr>\n",
" <th>2012-01-06</th>\n",
" <td>27.20</td>\n",
" <td>27.79</td>\n",
" <td>26.41</td>\n",
" <td>26.89</td>\n",
" <td>687081</td>\n",
" <td>18688603.20</td>\n",
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" <tr>\n",
" <th>2012-01-09</th>\n",
" <td>27.00</td>\n",
" <td>27.49</td>\n",
" <td>26.12</td>\n",
" <td>27.25</td>\n",
" <td>896951</td>\n",
" <td>24217677.00</td>\n",
" <td>0.013388</td>\n",
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"text/plain": [
" Open High Low Close Volume Total Traded returns\n",
"Date \n",
"2012-01-03 28.94 29.50 27.65 28.08 928052 26857824.88 NaN\n",
"2012-01-04 28.21 28.67 27.50 27.71 630036 17773315.56 -0.013177\n",
"2012-01-05 27.76 27.93 26.85 27.12 1005432 27910792.32 -0.021292\n",
"2012-01-06 27.20 27.79 26.41 26.89 687081 18688603.20 -0.008481\n",
"2012-01-09 27.00 27.49 26.12 27.25 896951 24217677.00 0.013388"
]
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"cell_type": "code",
"execution_count": 138,
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"outputs": [
{
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" <th>2012-01-03</th>\n",
" <td>11.00</td>\n",
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" <td>10.99</td>\n",
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" <td>45709811</td>\n",
" <td>5.028079e+08</td>\n",
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" <tr>\n",
" <th>2012-01-05</th>\n",
" <td>11.33</td>\n",
" <td>11.63</td>\n",
" <td>11.24</td>\n",
" <td>11.59</td>\n",
" <td>67877467</td>\n",
" <td>7.690517e+08</td>\n",
" <td>NaN</td>\n",
" <td>0.025664</td>\n",
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" <tr>\n",
" <th>2012-01-06</th>\n",
" <td>11.74</td>\n",
" <td>11.80</td>\n",
" <td>11.52</td>\n",
" <td>11.71</td>\n",
" <td>59840605</td>\n",
" <td>7.025287e+08</td>\n",
" <td>NaN</td>\n",
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" <tr>\n",
" <th>2012-01-09</th>\n",
" <td>11.83</td>\n",
" <td>11.95</td>\n",
" <td>11.70</td>\n",
" <td>11.80</td>\n",
" <td>53981467</td>\n",
" <td>6.386008e+08</td>\n",
" <td>NaN</td>\n",
" <td>0.007686</td>\n",
" </tr>\n",
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"</table>\n",
"</div>"
],
"text/plain": [
" Open High Low Close Volume Total Traded mpl_time \\\n",
"Date \n",
"2012-01-03 11.00 11.25 10.99 11.13 45709811 5.028079e+08 NaN \n",
"2012-01-04 11.15 11.53 11.07 11.30 79725188 8.889358e+08 NaN \n",
"2012-01-05 11.33 11.63 11.24 11.59 67877467 7.690517e+08 NaN \n",
"2012-01-06 11.74 11.80 11.52 11.71 59840605 7.025287e+08 NaN \n",
"2012-01-09 11.83 11.95 11.70 11.80 53981467 6.386008e+08 NaN \n",
"\n",
" returns \n",
"Date \n",
"2012-01-03 NaN \n",
"2012-01-04 0.015274 \n",
"2012-01-05 0.025664 \n",
"2012-01-06 0.010354 \n",
"2012-01-09 0.007686 "
]
},
"execution_count": 138,
"metadata": {},
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}
],
"source": []
},
{
"cell_type": "code",
"execution_count": 139,
"metadata": {},
"outputs": [
{
"data": {
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" <th>Volume</th>\n",
" <th>Total Traded</th>\n",
" <th>MA50</th>\n",
" <th>MA200</th>\n",
" <th>returns</th>\n",
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" <tr>\n",
" <th>Date</th>\n",
" <th></th>\n",
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" <th></th>\n",
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" <tbody>\n",
" <tr>\n",
" <th>2012-01-03</th>\n",
" <td>20.83</td>\n",
" <td>21.18</td>\n",
" <td>20.75</td>\n",
" <td>21.05</td>\n",
" <td>9321420</td>\n",
" <td>1.941652e+08</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-01-04</th>\n",
" <td>21.05</td>\n",
" <td>21.37</td>\n",
" <td>20.75</td>\n",
" <td>21.15</td>\n",
" <td>7856752</td>\n",
" <td>1.653846e+08</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.004751</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-01-05</th>\n",
" <td>21.10</td>\n",
" <td>22.29</td>\n",
" <td>20.96</td>\n",
" <td>22.17</td>\n",
" <td>17884040</td>\n",
" <td>3.773532e+08</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.048227</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-01-06</th>\n",
" <td>22.26</td>\n",
" <td>23.03</td>\n",
" <td>22.24</td>\n",
" <td>22.92</td>\n",
" <td>18234608</td>\n",
" <td>4.059024e+08</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0.033829</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-01-09</th>\n",
" <td>23.20</td>\n",
" <td>23.43</td>\n",
" <td>22.70</td>\n",
" <td>22.84</td>\n",
" <td>12091714</td>\n",
" <td>2.805278e+08</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>-0.003490</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Open High Low Close Volume Total Traded MA50 MA200 \\\n",
"Date \n",
"2012-01-03 20.83 21.18 20.75 21.05 9321420 1.941652e+08 NaN NaN \n",
"2012-01-04 21.05 21.37 20.75 21.15 7856752 1.653846e+08 NaN NaN \n",
"2012-01-05 21.10 22.29 20.96 22.17 17884040 3.773532e+08 NaN NaN \n",
"2012-01-06 22.26 23.03 22.24 22.92 18234608 4.059024e+08 NaN NaN \n",
"2012-01-09 23.20 23.43 22.70 22.84 12091714 2.805278e+08 NaN NaN \n",
"\n",
" returns \n",
"Date \n",
"2012-01-03 NaN \n",
"2012-01-04 0.004751 \n",
"2012-01-05 0.048227 \n",
"2012-01-06 0.033829 \n",
"2012-01-09 -0.003490 "
]
},
"execution_count": 139,
"metadata": {},
"output_type": "execute_result"
}
],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"** Now plot a histogram of each companies returns. Either do them separately, or stack them on top of each other. Which stock is the most \"volatile\"? (as judged by the variance in the daily returns we will discuss volatility in a lot more detail in future lectures.)**"
]
},
{
"cell_type": "code",
"execution_count": 141,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x21466bb6f98>"
]
},
"execution_count": 141,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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"text/plain": [
"<matplotlib.figure.Figure at 0x214664857b8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": []
},
{
"cell_type": "code",
"execution_count": 142,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x21466c7e710>"
]
},
"execution_count": 142,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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G4LGq+gZAkkVgE/DwhO5vWZMapUhr6UT+fZz0s+zVeBZ/rD+f1Xy2M6k5/LOBby25/lS3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\nFr4kNcLCl6RGWPiS1AgLX5Ia8f8AL1Ic04hb75kAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x214666f4390>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": []
},
{
"cell_type": "code",
"execution_count": 143,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x21466ea6048>"
]
},
"execution_count": 143,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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pcAa9JBXOoJekwhn0klS4Zd8CISJOBD7P/JOmEtiamf8YER8H3g/8tOp6ZWbe0WuhGm7e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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x21466ecbb00>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": []
},
{
"cell_type": "code",
"execution_count": 150,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x21469288978>"
]
},
"execution_count": 150,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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J+Y3uBQAwKZVa6/hftJQLk7y51vrezvY7k7y+1nrlbscsSzI08H9ykgfG4dZH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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x21469288c50>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"** Try also plotting a KDE instead of histograms for another view point. Which stock has the widest plot? **"
]
},
{
"cell_type": "code",
"execution_count": 156,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x2146a1dde10>"
]
},
"execution_count": 156,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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rxr5f1w6pQaK+ELlCjmQuWd76RERkXK6FaGPMfGPMQ8aYp40xO4wxf1m6/hljzFFjzJbS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\nRERERCSj/wcxnUAL/7J/hwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x214668b6e48>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"** Try also creating some box plots comparing the returns. **"
]
},
{
"cell_type": "code",
"execution_count": 205,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x2146e738da0>"
]
},
"execution_count": 205,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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Y4A/6vD1VU1Mj55zuvfde3XHHHero6NDq1atlZjp+/HjQ5QEAJoE+7xlu7ty5cs5p06ZN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\n8AYAwDOENwAAnvn/AdklnHS5bU9HAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x2146e843630>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Comparing Daily Returns between Stocks\n",
"\n",
"** Create a scatter matrix plot to see the correlation between each of the stocks daily returns. This helps answer the questions of how related the car companies are. Is Tesla begin treated more as a technology company rather than a car company by the market?**"
]
},
{
"cell_type": "code",
"execution_count": 219,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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ai1pqrg9TNHBhJTksrwJTXnh7nBN5LueWYzZ60V07Mq0125OC4byklhrfdRimJad7H7te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h0qHs5HoA/mNsRppchLRS4NQttSgMEu/Idp98Orjr2aGBwHjIY3ro7wHKh8l/VuzFo75lQ/Jq81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\nPS3xXcF6O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4qrw5zlZsh6JyKvJHvTMftphSMcDCWt0CMJbmUbV9vR95w9XaT/Px6LYOAp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\nMmAwGAwGwy7n/wdNP45UBBE9ygAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x2146ea55c50>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"** It looks like Ford and GM do have some sort of possible relationship, let's plot just these two against eachother in scatter plot to view this more closely!**"
]
},
{
"cell_type": "code",
"execution_count": 229,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x21470b00128>"
]
},
"execution_count": 229,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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1Ds+bqcWI9LQTW8lKgp4M3QrR5Bo9wa3kpLzWJ/DqcFgj99voAo6VntjPjM3z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BHYBpykNL3KZTMbpTSNygPl7R4A/m9K06v8lXPud8vP/2dKzbaO0vQsn6j0+TOzR4Cf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\nEfEpBXoiIiIiPqVAT0RERMSn/n8h1W8j9EenhgAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x21470a506a0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"____\n",
"## Cumulative Daily Returns\n",
"\n",
"Great! Now we can see which stock was the most wide ranging in daily returns (you should have realized it was Tesla, our original stock price plot should have also made that obvious).\n",
"\n",
"With daily cumulative returns, the question we are trying to answer is the following, if I invested $1 in the company at the beginning of the time series, how much would is be worth today? This is different than just the stock price at the current day, because it will take into account the daily returns. Keep in mind, our simple calculation here won't take into account stocks that give back a dividend. Let's look at some simple examples:"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Lets us say there is a stock 'ABC' that is being actively traded on an exchange. ABC has the following prices corresponding to the dates given"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
" Date Price\n",
" 01/01/2018 10\n",
" 01/02/2018 15\n",
" 01/03/2018 20\n",
" 01/04/2018 25"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Daily Return** : Daily return is the profit/loss made by the stock compared to the previous day. (This is what ew just calculated above). A value above one indicates profit, similarly a value below one indicates loss. It is also expressed in percentage to convey the information better. (When expressed as percentage, if the value is above 0, the stock had give you profit else loss). So for the above example the daily returns would be"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
" Date Daily Return %Daily Return\n",
" 01/01/2018 10/10 = 1 - \n",
" 01/02/2018 15/10 = 3/2 50%\n",
" 01/03/2018 20/15 = 4/3 33%\n",
" 01/04/2018 25/20 = 5/4 20%"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"**Cumulative Return**: While daily returns are useful, it doesn't give the investor a immediate insight into the gains he had made till date, especially if the stock is very volatile. Cumulative return is computed relative to the day investment is made. If cumulative return is above one, you are making profits else you are in loss. So for the above example cumulative gains are as follows"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
" Date Cumulative Return %Cumulative Return\n",
" 01/01/2018 10/10 = 1 100 % \n",
" 01/02/2018 15/10 = 3/2 150 %\n",
" 01/03/2018 20/10 = 2 200 %\n",
" 01/04/2018 25/10 = 5/2 250 %"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The formula for a cumulative daily return is:\n",
"\n",
"$ i_i = (1+r_t) * i_{t-1} $\n",
"\n",
"Here we can see we are just multiplying our previous investment at i at t-1 by 1+our percent returns. Pandas makes this very simple to calculate with its cumprod() method. Using something in the following manner:\n",
"\n",
" df[daily_cumulative_return] = ( 1 + df[pct_daily_return] ).cumprod()\n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"** Create a cumulative daily return column for each car company's dataframe.**"
]
},
{
"cell_type": "code",
"execution_count": 179,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 181,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style>\n",
" .dataframe thead tr:only-child th {\n",
" text-align: right;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: left;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Open</th>\n",
" <th>High</th>\n",
" <th>Low</th>\n",
" <th>Close</th>\n",
" <th>Volume</th>\n",
" <th>Total Traded</th>\n",
" <th>returns</th>\n",
" <th>Cumulative Return</th>\n",
" </tr>\n",
" <tr>\n",
" <th>Date</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2012-01-03</th>\n",
" <td>28.94</td>\n",
" <td>29.50</td>\n",
" <td>27.65</td>\n",
" <td>28.08</td>\n",
" <td>928052</td>\n",
" <td>26857824.88</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-01-04</th>\n",
" <td>28.21</td>\n",
" <td>28.67</td>\n",
" <td>27.50</td>\n",
" <td>27.71</td>\n",
" <td>630036</td>\n",
" <td>17773315.56</td>\n",
" <td>-0.013177</td>\n",
" <td>0.986823</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-01-05</th>\n",
" <td>27.76</td>\n",
" <td>27.93</td>\n",
" <td>26.85</td>\n",
" <td>27.12</td>\n",
" <td>1005432</td>\n",
" <td>27910792.32</td>\n",
" <td>-0.021292</td>\n",
" <td>0.965812</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-01-06</th>\n",
" <td>27.20</td>\n",
" <td>27.79</td>\n",
" <td>26.41</td>\n",
" <td>26.89</td>\n",
" <td>687081</td>\n",
" <td>18688603.20</td>\n",
" <td>-0.008481</td>\n",
" <td>0.957621</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012-01-09</th>\n",
" <td>27.00</td>\n",
" <td>27.49</td>\n",
" <td>26.12</td>\n",
" <td>27.25</td>\n",
" <td>896951</td>\n",
" <td>24217677.00</td>\n",
" <td>0.013388</td>\n",
" <td>0.970442</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Open High Low Close Volume Total Traded returns \\\n",
"Date \n",
"2012-01-03 28.94 29.50 27.65 28.08 928052 26857824.88 NaN \n",
"2012-01-04 28.21 28.67 27.50 27.71 630036 17773315.56 -0.013177 \n",
"2012-01-05 27.76 27.93 26.85 27.12 1005432 27910792.32 -0.021292 \n",
"2012-01-06 27.20 27.79 26.41 26.89 687081 18688603.20 -0.008481 \n",
"2012-01-09 27.00 27.49 26.12 27.25 896951 24217677.00 0.013388 \n",
"\n",
" Cumulative Return \n",
"Date \n",
"2012-01-03 NaN \n",
"2012-01-04 0.986823 \n",
"2012-01-05 0.965812 \n",
"2012-01-06 0.957621 \n",
"2012-01-09 0.970442 "
]
},
"execution_count": 181,
"metadata": {},
"output_type": "execute_result"
}
],
"source": []
},
{
"cell_type": "code",
"execution_count": 182,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"** Now plot the Cumulative Return columns against the time series index. Which stock showed the highest return for a $1 invested? Which showed the lowest?**"
]
},
{
"cell_type": "code",
"execution_count": 183,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x2146b9c26d8>"
]
},
"execution_count": 183,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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EiYiIJog2lw9VCeaE2s0MRCk98RnRwXtEPf4wnFYjzEYD94gSUUoYiBIREU0AUkq09flR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\nPvkZ7fD5iQfMNc3Oz+as/wwgKbITI89/nBkrN3P7v3/m+StP4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"text/plain": [
"<matplotlib.figure.Figure at 0x2146b9b1e10>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Great Job!\n",
"\n",
"That is it for thsi very basic analysis, this concludes this half of the course, which focuses much more on learning the tools of the trade. The second half of the course is where we really dive into functionality designed for time series, quantitative analysis, algorithmic trading, and much more!"
]
}
],
"metadata": {
"anaconda-cloud": {},
"kernelspec": {
"display_name": "Python 3",
"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": "3.6.1"
}
},
"nbformat": 4,
"nbformat_minor": 1
}