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@theRealSuperMario
Last active February 3, 2018 19:43
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red-green friendly linestyles
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{
"cells": [
{
"cell_type": "code",
"execution_count": 40,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"from pandas import Series\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.dates as mdates\n",
"%matplotlib inline \n",
"import matplotlib\n",
"matplotlib.rcParams['savefig.dpi'] = 100\n",
"%config InlineBackend.figure_format = 'retina'\n",
"import warnings\n",
"warnings.filterwarnings('ignore')\n",
"\n",
"\n",
"from itertools import cycle\n",
"\n",
"linestyles = ['-', '--', '-.', ':']\n",
"linestyles = cycle(linestyles)\n",
"style = 'seaborn'\n",
"\n",
"plt.style.use(style)"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [],
"source": [
"x = pd.read_csv(\"./Registration Form-report.csv\", parse_dates=[\"Submit Date (UTC)\"])\n",
"x[\"date\"] = x[\"Submit Date (UTC)\"].dt.date\n",
"exp_name=list(x)[15]\n",
"x[\"experience\"] = x[exp_name].astype('category')\n",
"uni = \"Hey, so are we! What school do you go to?\"\n",
"x[uni].fillna(\"no university\", inplace=True)\n",
"kits = x[uni].str.contains('(Karlsruhe Institut)|(Karlsruher Institut)|(Kit)')\n",
"x.loc[kits,uni] = \"KIT\"\n",
"hs_ka = x[uni].str.contains('(Hochschule Karlsruhe)')\n",
"x.loc[hs_ka,uni] = \"Hochschule Karlsruhe\"\n",
"dhbw_ka = x[uni].str.contains('(Duale .* Karlsruhe)')\n",
"x.loc[dhbw_ka,uni] = \"DHBW Karlsruhe\"\n",
"rwths = x[uni].str.contains('(RWTH)')\n",
"x.loc[rwths,uni] = \"RWTH\"\n",
"twente = x[uni].str.contains('(Twente)')\n",
"x.loc[twente,uni] = \"University of Twente\"\n",
"essen = x[uni].str.contains('Essen')\n",
"x.loc[essen,uni] = \"University of Duisburg Essen\"\n",
"kassel = x[uni].str.contains('(kassel)|(Kassel)')\n",
"x.loc[kassel,uni] = \"University of Kassel\"\n",
"munich = x[uni].str.contains('(Technical .* Munich)|(München)|(TU Munich)')\n",
"x.loc[munich,uni] = \"TUM\""
]
},
{
"cell_type": "code",
"execution_count": 42,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"sumbmits_per_exp = x.groupby([\"date\"])[\"experience\"].value_counts().reset_index(name=\"count\").pivot(index='date', columns='experience', values='count').fillna(0)"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"data": {
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de+yxI94DAAAAIHOEQiF5u6MTW24bJrakoZ4tM+wCxqrZCEXLS/KU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/bg29/+Nj772c/i7//+71FbW4tnn302mduZtYqibFWRg4Wt2JrOKfFLu82MLSv12zT+TjLtFjy7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\nypLjklHrpUdlldVR6qX0ssrpiLXS3Llz1bp1a02dOlWlSpXSk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"text/plain": [
"<matplotlib.figure.Figure at 0x21f01024630>"
]
},
"metadata": {
"image/png": {
"height": 408,
"width": 603
}
},
"output_type": "display_data"
}
],
"source": [
"submits = x[\"Submit Date (UTC)\"].groupby(x[\"Submit Date (UTC)\"].dt.date).count()\n",
"ax = submits.plot(title=\"Submits per day\", figsize=(10, 6), linestyle=next(linestyles))\n",
"ax.set_xlabel(\"Date\")\n",
"ax.xaxis.set_minor_locator(mdates.DayLocator(interval=1))\n",
"ax.xaxis.set_minor_formatter(mdates.DateFormatter('%d.%m'))\n",
"ax.yaxis.grid()\n",
"ax.xaxis.set_major_locator(mdates.WeekdayLocator(byweekday=(5,6),\n",
" interval=1))\n",
"ax.xaxis.set_major_formatter(mdates.DateFormatter('\\n\\n%a'))"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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BWYXGmhOHAGBgVAWFTo4ergwvOWnxmlaSQ+DUS4ROAAAAUSYu1q7k\nhBhJUlFusiwR/ovzF6bmyxF44tDGg5w4BAD9qN3t1bGA2YE56ZHT6YRTw/Y6AACAKHPNhSW6+oIx\nqmtyRcVg7QRHjM6fkq9XNpVqSEaCLppVJJ98kiI7bAMAsxytawmadZSdSugUrQidAAAAopDFYlFa\nUpzSkiJ3a12gC6YXatTQFGZwAMAAqHa2Bq0jaaZTV26PVxt3VupoXYsunTPS7HIGHUInAAAARLy0\npDhNK8kxuwwAiArVAfOcpMjdXrd1V5WefWOPauvbZLNaNGfSUGWmRs78qlBgphMAAAAAAAiZwNDJ\nbrNEbFetzWpR7eezqzxen1ZvKTW5osGH0AkAAAAAAIRMfZPLuJ2VGi+rNTK3NZ9ZnKWhWYnGet0H\nh9TQ7OrhGdGH7XUAAABRwuvz6ZfPbteQzAQV5SRp3PAM5UTwnI2edM7gKK9u1Fe/UGx2OQAQUa77\n4hm66oISHa1rUavLY3Y5/cZqseiimUX6w78+kSS52r16fVs5s50CEDoBAABEiepjLfrk4DF9cvCY\nJOnKhWP0hWkFJlc18N7fU60/v7rb2BJx3plDg96pBgD0XYLDriJHstll9LuZ43O1cv1+1Xz+M+X1\nbeVaNLNIjljiFqkfttdVVlZq2rRpWr58ebePr1y5UpdeeqkmT56s8847Tz/72c/U1NQU6jIAAADQ\nRWlVY9C6KDfJpErMlRBnNwInSVq18aCJ1QAAwpndZtWFM4qMdVOrW29tP2RiRYNLSEOnpqYm3Xzz\nzWpsbOz28ccee0x33nmnvF6vrrrqKo0dO1bLly/XtddeK5eLfY8AAAD9qbSyIWhdkB2dodOYwjSN\nGppirDd+XKmautYengEAwInNOXOokuJjjPXqzaVqd3tNrGjwCFnoVFFRoauvvloffPBBt48fOnRI\nv/nNbzRlyhS98MILuuOOO/T73/9eN954o95//30999xzoSoFAAAA3Sit9L8xmJMer/i46Gz9t1gs\nWnz2MGPt8fq0ejMnDgEATk9cjE0Lz/JvV3c2urRx5xETKxo8QhI6LV++XEuWLNGuXbs0a9asbq/5\n61//Krfbreuvv14xMf4E8IYbblBSUpKef/75UJQCAACAEyit8nc6FeVG/pyNnpw5mhOHAKA/7Nhf\no1e3lmn73qM6dDR6RunMn1aguFibsX55U6m8Xp+JFQ0OIQmdnnzySeXn5+vpp5/WJZdc0u01W7Zs\nkSRNnz496P64uDhNnjxZu3btUkNDQ3dPBQAAQB/VNblU1+gPVYpyonNrXSerxaLFs/wzOFxur17b\nWm5iRQAQGTZ+XKlnXtuj3/ztQ/38mffNLmfAJDpiNG9yvrGurG3We7urTaxocAhJ6HTfffdp5cqV\nmjp16gmvKS0tVVZWlpKSjv8FJz+/4xtz4MCBUJQDAACALsqqgt/ci9Yh4oFmjMtVZorDWL/xXrla\n2twmVgQA4a/K2WLczk6LN7GSgbdweqHsNouxfoWt26EJnebMmSObzdbjNU6nU8nJ3bdxd95/ogHk\nAAAA6JuyyuDfswpzont7ndRx4tCimZw4BAChVB3FoVN6cpzOmTBEdptV86bm67ovnmF2SaYL6el1\nPXG73YqNje32sc7729raun0cAAAAfVNa5Q+dkhNilJbU/e9l0Wb2pDwlJ/jnja7/kNAJAE5XW7sn\naCt3dpqjh6sj06VzRurnN56jqy8oUU6UhW7dGbDQyeFwqL29vdvHXK6Of5Tx8XxDAAAA+kNpZcAQ\n8ZwkWSyWHq6OHnExNs2emGesD9c0q56B4gBwWo4GdDlJ0dfpJElpSXFKTeSNnU4DFjqlpKSccFB4\n5/0n2n4HAACA09fm8uhITbOxjvaT67oqKUoPWu8trzOpEgAIb9XO1qB1Tnr0hU4INmCh0/Dhw1VT\nU6PW1tbjHquoqJDVatWwYcMGqhwAAICoUXmsOWhdyBDxIKPzU2SRlJIYq7NKspUUH3PS5wAAjldF\npxO6sA/UC02bNk2bNm3S1q1bNXv2bOP+trY2bd++XaNHj+72ZDsAAAD0TVFuspbdNlfl1Y0qrWrU\nmII0s0saVBIcMfq/b52jjJQ4th0CQB8EDhGPtVvZZqaObmObzSK7bcB6fgaVAfuslyxZIpvNpocf\nftiY4SRJjz76qBobG/WVr3xloEoBAACIOnGxNo3KT9W8KfnKSIm+wa4nk5nqIHACgD7qenJdtP5/\n9eCRBt37xGbd8tB6fevBt7SvInq3bQ9Yp9PIkSP1jW98Q48//rguvfRSzZs3T3v37tWbb76pqVOn\n6vLLLx+oUgAAAAAAQIh1DZ2ild1uVWml/9TY2vo2E6sx14CFTpJ0++23Ky8vT3/5y1/05JNPKjs7\nW1//+tf17W9/W7GxtN0BAAAAABCOvD5f0CDxaA6dMpLjgtY19cfPto4WIQ+dli5dqqVLl3b7mMVi\n0ZVXXqkrr7wy1C8LAAAAhIyr3aPYGJvZZQBA2HA2tMnt8RrraD65Lj7OrkSHXU2tbklSLaETAAAA\nItHeijrtKXeqKCdZhblJSkmgu/xE9lbUaePOI9pdVqea+lb95r9my2aNzsGvAHCqHLF2XXvxOFU7\nW1TlbNGw3GSzSzJVRopDTa0dW+xq2F4HAACASPT+nmqt2lgqSbJIWnbbXMXF0sHTnfKqRr3xXkXA\nuknDhkT3H00A0FsJDrvOnZhndhmDRmaKQ2VVnaFT9HY68dYNAABABCsLGGSam5FA4NSD4oLUoPXu\ncqdJlQAAwl1Gin+uU019q3w+n4nVmIfQCQAAIIKVVvlDp6LcJBMrGfzyshKV6PBvBNhTHr1HXAMA\n+iYzxWHcbnN51NzmNrEa8xA6AQAARKja+lbVN7mMdWEOoVNPrBaLRuf7u532lDuj9p1pAEDfZASE\nTpJUUxedW+wInQAAACLU/orgTp2iKB/q2htjCtOM23WNLlU7W0ysBgDCR219q7xegvpOmanBoVNt\nlA4TZ5A4AABAhDpwiNDpVBUXpAWt95TXKSc9waRqACA8tLS5dceyDbLbLMpMjdcls4dr1vghZpdl\nqsyunU5ROkycTicAAIAIFdjplJoYq9TEWBOrCQ/DhiTLbvP/iryHYeIAcFKdXaFuj0+Vtc0mVzM4\npCbGyma1GOtaQicAAABEksBOp0KGiPdKjN2qkXn+jjCGiQPAyXXdipydFm9SJYOH1WpRenKcLJaO\nk+xi7NEZv7C9DgAAIAK1tLl16GiTsS7KYWtdbxUXpmn352HT4Zpm1Te7lJJAlxgAnEi1M7iLJ4fQ\nSZL0g2vOUmK8XTZrdAZOEp1OAAAAEemzQ/UKPHitiE6nXus612kv3U4A0KPATidHrE1J8TEmVjN4\npCTGRnXgJBE6AQAARKT9XYaIF+YQOvXW6PwUWQLWzHUCgJ5VBYRO2WnxslgsPVyNaELoBAAAEIEC\n5znFxdiUywlsvZbgiFF+dpJsVotGDk1RVirbRACgJ4GdTmytQyBmOgEAAESgy+YXa9LoLO3YWy23\n2yerlXedT8VN/z5BaUlxiou1mV0KAAxqXq9PNXX+mU4MEUcgQicAAIAINCQzUUMyEzWuINXsUsJS\nbgadYQDQG7X1rfJ4/UMEs9McJlYzuLS1e7Tt0yrV1LfpWH2rpo/L1bhh6WaXNaAInQAAAAAAwGkJ\n3FonSdnpdDp18np9+v9e+sRYZ6Q4oi50YqYTAAAAAAA4LdUBW+skttcFio+zK9Hh7/WprW/t4erI\nROgEAAAAnITX55PP5zv5hQAQZaqO+TudLBYpM4XtdYEyAr4eNfVtJlZiDrbXAQAARJhdB4/JJYvy\nMhPNLiWsORvb9O6OI9pd5tTeijrd8dUpGjYk2eyyAGBQSYqPUUF2kqqdLUpOiJHdRm9LoMwUh8qq\nGiVFZ6cToRMAAEAE8fl8WrZyhxpb2uWItemC6YW6dM5Is8sKS00t7Xr+zX3Gene5k9AJALpYNLNI\ni2YWyefzqaXNY3Y5g05GSpxx+2h9q3w+nyyW6DlRlggSAAAggjgbXWpsaZcktbo8csTyHuPpystK\nDJrFsae8zsRqAGBws1gsSnDwM6erzFT/9ro2l0ctbW4Tqxl4hE4AAAARpLSyIWhdmJtkUiXhz2qx\nqLggzVjvKXcy1wkAcEq6zrg6WhddW+wInQAAACLIcaFTDqFTXxQXpBq36xpdx53SBABATzK6hE61\nUTZMnNAJAAAggpR+PqxU6mjpT0mINbGa8BfY6SRJe8qcJlUCAAhHXTudaqJsmDgbLgEAACJIWaU/\ndBqZn9rDleiNYUOSZbdZ5fZ4JXVssTt3Yp7JVQHA4PDOR4f1wd6jyk6LV3Z6vM47c6isUTQkuzdS\nE2Nls1rk8XZsz462E+wInQAAACJES5tbVc4WYz1yKKFTX8XYrRo5NEW7P+9wYpg4APjtKa/T1k+r\nJUmJDrvOn5xvckWDj9VqUXpynDHLKdo6ndheBwAAECHKArbWSdIIOp1CInCu0+GaZtU3u0ysBgAG\nj+qANzqy0uJNrGRwC5zrFG0zneh0AgAAiBBdQ6eRQ1Mln9ekaiJHx1yng8Z6X3mdpozJNq8gABgk\nAkOnHEKnE5p75lBNKc5SZopDOenR9XUidAIAAIgQBwNOrouPsys3I0E1NY09PAO9MTo/RRZJvs/X\nu8udhE4Aop7b4w3aKpZN6HRCZ08YYnYJpmF7HQAAQIQIHCI+YmiKrFaGuYZCgiNG+dlJxpq5TgDQ\nMZvI5/Ovs9McJ74YUYvQCQAAIAK4PV5VHOXkuv4yprDj65maGKuctHj5Av/SAoAoFLi1TmJ7HbrH\n9joAAIAI4PH4dOmckSqtbFBZVaNG5aeZXVJEuXBGkS6YXqjstHhZOA4cAFR9LDh0YnsdukPoBAAA\nEAHiYm1aPGuYsc7OTjaxmsjDH1MAEKza6Z/nZLNagk5oQ/fa2j2qrW+V3WaNmp8rhE4AAAAAAOCU\nVAVsr8tMdTBH8CTufuxdVX7eHXb+5KG6ZtFYkysaGMx0AgAAAAAApyRwphPznE4uxm4zbtfUt5lY\nycAidAIAAABOA8PEAUQrn88X1OkULVvF+iIr1b/9sLa+tYcrIwvb6wAAAMJcu9srr8+nuBjbyS/G\naXN7vNq6q0p7yuu0p9ypuZPz9YVpBWaXBQADrqGlXW0uj7EmdDq5jJQ44/bR+lb5fL6oOJiC0AkA\nACDM7ThQo4dXfKQhGQkqyk3Wl88fxSDxfmC1WvTnV3erqdUtSdpd5iR0AhCVkhwxeuCGs1XlbFH1\nsRaNzk81u6RBLzNg0Hqby6OWNrcSHDEmVjQw2F4HAAAQ5soqG+XzSYdrmrXp40rF0vHUL6wWS9Af\nVrvLnWyxAxCVrFaLstPidcbwDJ0/JV8FOUlmlzTodT3dL1rmOhE6AQAAhLnSqkbjdmZKnJLiI/+d\nU7MUF6YZt+saXaqui565HACA05d5XOgUHT8/CJ0AAADCXGllg3G7MIdtdf1pTEFa0HpPmdOkSgAA\n4SRwppMUPcPECZ0AAADCWHNru44GdNsU5bLFoT8NG5Isu83/K/Se8joTqwEAhIu0pDjZrP7B4XQ6\nAQAAYNArC9haJ9Hp1N9i7FaNzPN/jfeU0+kEIPps3VWlfRV1qm9yMduul6xWi9KT/d1ONVGyPZvT\n6wAAAMJYaWVw6DSMTqd+V1yYpt2fdzgdrmlWQ7NLyQmxJlcFAAOj3e3R71buUGfUdMnsEbpk9ghT\nawoXGSkOozu5lkHiAAAAGOxKq/zznOLj7MpMdfRwNUKhuCD4aPC9bLEDEEWO1rUqsLep64BsnFhm\nwFwnttcBAABg0CsL6HQqykmSxWLp4WqEwuj8VAV+lZnrBCCaVB1rCVpnpxE69VZWarzSk+M0uiBV\nY4vSomJrItvrAAAAwpTb41XF0SZjXcjWugGR4IhRfnaSyqs7Aj/mOgGIJtXO4NApJz3BpErCz7+f\nN1L/ft5Is8sYUHQ6AQAAhKlDR5vk8frfJS1iiPiAKS70b7H77EiD2to9JlYD4HTVN7m07dNquT1e\ns0sJG1UBoZPdZlVqEjPtcGJ0OgEAAISprkPEi+h0GjDFBala+16FbFaLhg1JVl2TSzlp8WaXBaAX\n1r5focraZr3z0WE1tbolSfd87SyNyEsxubLwcNTpn0WUneaQlW3d6AGhEwAAQJiKi7Vp1NAUlVU3\nyuPxaWhWotklRY0JIzL13SumaMTQFMXF2MwuB0AvebxePbd2r9pcwd2Je8qchE69FNjplE3YjpMg\ndAIAAAhT08fmaPrYHHm9PtXUt8puY3LCQEmKj9HYYelmlwHgFJVVNR4XOEkdBwJcMMOEgsKMz+cL\nmulE6ISTIXQCAAAIc1arhV/8AaAX9pR1f9rknnKnfD4fJ4CeRF2TS+1u//wrthWfuvUfHNKBw/Wq\nqW9TVqpDV19YYnZJ/YrQCQAAAAAQFU502mR9c7uqjrUoN4OT2HpSdSz45Dre8Dh17+85qu17j0qS\n8qNgWzw92AAAAACAiOfz+bSn3N/plJIQE/T47rLuAyn4BW6tk6TsdEKnU5WREmfcPlrfKp/P18PV\n4Y/QCQAAADhN+w/V61/vfqZfP/+Blq/aZXY5AHpQ5WxRXZPLWH/hrELF2v1/EgcGUujecaFTqsOk\nSsJXZor/a9bm8qilzW1iNf2P7XUAAABh6I8vfyJnY5uKcpI1pjBNk0Zlml1SVPrnOwf04b4aSVJq\nUiwzYYBBrOs8p3HD0vXJZ7XaVdrR4XSirXfwGzk0VfOn5qvK2aI2l0exnN55yjJSgoO6mvo2JThi\nTnB1+CN0AgAACEMff1ar2vo27dhfqyO1zYROJhlTmGaETnWNLlXXtTJYFxikAkOlGLtVw3KTVVyQ\nZoROlcc6OqFSE2PNKnHQmzQqk583fZR5XOjUqsKcJJOq6X9srwMAAAgzjS3tqq1vM9ZFEfzL6mBX\nXJAatN7DTBhg0ArcPjciL0UxdquKC4P/G95LtxP6WeBMJ0mqqWs1qZKBQegEAAAQZsoqG4LWhbmE\nTmYZPiRFdlvgTBj+YAUGo/pml47UNhvrMZ+HTaOGpipwRyxzndDf0pLiZA34R1dbT+gEAACAQeRg\nZWPQuign2aRKEGO3amSe/+vPH6zA4NR1nlNxQZokKT7OHrS1iRPs0N+sVovSk/3dTjURHjox0wkA\nACDMlFX5O50SHfbjWvUxsIoL07T787DpcE2z6ptdSklgJgwwmAR2IVrU0eHU6YzhGXLE2lVckKqS\nwjQTqgsPHJQQOpkpcUbYFLhdPhIROgEAAISZ0ip/p1NRbjJ/BJis61ynfeV1mjIm26RqAHTni+cO\n1/jhGdpT7lRdk0sJDv+fwl+eN9rEysLHq1vK9PKmUuWkxSs7zaGvLRrL6XWnKTPVIX3+ZgWdTgAA\nABg02t0eHT7qn0sSyQDQ+nsAACAASURBVCfehIvR+amySPJ9vt5D6AQMOgmOGE5e66MqZ4vqm1yq\nb3KprKpR//lvTOs5XRkBJ9g5G9vk9niD5gNGksj8rAAAACJUxdEmeX0+Y13EEHHTJThilJ8dMBOG\nYeIAIlC109+Rk53moMu2DzIDQiefryN4ilR0OgEAAISRUoaID0rFhakqr+743hw80qC2do/i2HYC\nIIJUOVuM29lp8SZWEv7Gj8jQjZdOUEaKQ5kpcUpOjNw5gHQ6AQAAhJHSSv8QcbvNoiGZCSZW8/+z\nd+fxbd1lvvg/2ldLsmTJm2QntuWsTdNm70Z3SluYXkoplGUYmMtcmHJn2C4XLszCvKDDDLQwd/gN\nszAwnTIshd/AlDa0FEpb2qSlzdamSSwn8SKv8iLJtmSt5/6hRDpSEie2JZ1zpM/7H3xS2XpIfOxz\nnvN8P186S5zrlMkKOD0albAaIlqpTDaLgfFoTU+erEQ2K2A6wqZTuXgcJmxf70FXmw12qwHqGp4a\n46QTERERkYKIQ8Tbm6w1mwGhNL3ewo5Xdqse8/GUhNUQ0VmZbBa/PjACv9cOn8cKjfr8PzMXFlP4\nh5++jpMjUSRSGbzrJj9u3eGrcrXylcsdKiztZtOJLhWbTkREREQKIQgC5mKFZgbznOTDaTPif/ze\nJqxttaHJzqwTIrkITi7g+08HAAAGnQZ/9LZN2OpvOud1ZoMWQxPzSKQyAIBAMMymk8jkbLzomE0n\nulRsOhEREREphEqlwgMf3o3IQhLDE3OwmnVSl0QiOzc0S10CEZUQB/snUhm4G8/fLFGpVPB77TgY\nmAKQ24VSEAQ2kM8IhYubTp4L/D0SleI8NhEREZHC2C16bO5yYU2LTepSiIhkLTBcaDpZjFq0LpGD\n5xctk40uJM+Z7qlnIVGekwrFu6/RyiRTGYxNL+Do6Rm8cnxS6nIqhpNOREREREREVHMEQUAgGMkf\n+72OJQObxRsCALkpqWYnN2sAipfXNdoM0Gk5v7JaP3qmH78+MAIAMOg12LbOXZOTdfxOISIiIiIi\nopoTCscRWUjmj/0++xKvBjpbGqAXNVPEDat6Fwov5j/2MM+pLMTTYolkBvFEWsJqKodNJyIiIiKi\nMgnPJ7D/6DgefvIE/vb7ByEIwsU/iYgqorRpJF4+dz5ajRpdbYVly2w6FYgznZrYdCoLZ8kSxanI\n4gVeqWxcXkdERESkAHOxJP7z+dPo8Fjha7bC57ZCr9NIXRaVePH1cfz4Nyfzx6HIIqcCiCQSEIWI\n67RqdDY3XPRzerwOHB/Kfd7ETAyRhSTsFn3FalSCZCpTtJyOO9eVR2ku1kw0gY5L+B5VGjadiIiI\niBRgaGIevzk4kj/+k3dsweU95277TdIqzYQJDIfZdCKSSN9wYVJpbavtknKIekvO4f5gGNvWecpe\nm5LodRp87Y+vRjKVQSiyCLOBbYRycNoMRcfT0dqcdOLyOiIiIiIFGJqcKzquxaehtWBNiw1aDTNh\niKQWjSUxPhPLH5c2hC+ku90OcZYzz+ECvU6D9iYLGhsMF38xXZTDaigKtp9h04mIiIiIpDI8MZ//\n2GrSwWGt7+UecqXTqtHVWmgIipf3EFH19Jc0i3p9S+c5nWUyaOHzWPPHPIepUtRqVVEDj5NORERE\nRCSZoclC06mj2VqT2yrXCr/o5nZsOoa5WHKJVxNRJYibRSoA3W2XNukEFAeOD47PI5HMlLM0ojyX\nvZDrNBNNSFhJ5bDpRERERCRziVQGY9ML+eMOD5fWyVnpMp7SiQsiqjxxnpPXY4XZeOk5RH6vHU12\nI/ZsasF739wLAdyFkirDZav9SScmgBERERHJ3EhoAYLonsfXbL3wi0ly3e12qID8bWogGMEVvW4p\nSyKqOx+6YwP6gmEEhiNodi4vzH/Heg92bmiuUGXK85NnT8Js0MLtMKGj2QpPo1nqkmqGU7SDXXg+\ngXQmW5QLWAvYdCIiIiKSOYaIK4vFqEO724JgKDedxkwYoupra7KgrcmC67e2L/tzuXy5IJPN4hcv\nDSGTzbXRb9vVgXfe0CNxVbXDJWo6CUKu8dRkr60dT2urhUZERERUg8Qh4jqtGi3LfGpP1SfOdRoY\nn0MixUwYIlKemWgi33ACAI+Dv3/KSTzpBNRmrhObTkREREQyJ5508rot0Kh5CSd34lynTFbAwFhU\nwmqIiFZmMhwvOnaz6VRWnkYTuttt2LnBg7fs6kCDWSd1SWXH5XVEREREMpbNCghOFkLEfQwRV4Re\nb/H27H3BCNZ1NEpUDRGtRnQhicVkui6zjEKlTadGNp3KqcVpxv9533apy6goNp2IiIiIZGxiNla0\nNKuDIeKK4LQZ4bIZMB1NQKNWYT6WkrokorowHVnEwHgUPV4H7Bb9qr7WD38dwKH+aUzMxLCt140/\nfvtlZapSOUKzhaaTWqWCs8GwxKuJzsWmExEREZGMDU/OFx13cNJJMd59cy8sRi3WtNpg0GmkLoeo\nLhwIhPD9pwMAgGanGZ+57wo4rCtrlEzMxDExEwOQ2xBAEIS6CxkXTzq57Iaa21mNKo9NJyIiIiIZ\n29rThM+/fzuGJucwPDEPr8cidUl0ia7sdUtdAlHdCQQj+Y/nY0nYVjHt1Otz4FD/FAAgGkthcjaO\nZmd9LbELhRfzHzPPiVaCTSciIiIiGdPrNOhqs6GrzSZ1KUREsiYIAgLBcP7Y73VAvYrJJPGGAADQ\nFwzXVdNJEISiIHE2nWgl2HQiIiIiIiIixQuF44jMJ/PHpU2j5epsaYBeq0YynQWQm6K6dkvbqr6m\nkiwsphFPpPPHHjadKuL1U9P45StBzEQXMTO3iL/9yFUwG2tnFzsuyCQiIiIiIiLFEy+tA3KTTquh\n1aiLpkwDw+ElXl17ztm5jk2niphfTOG1U9MYmVpAPJHBdDQhdUllxaYTEREREVGFpNIZ9A2H8fi+\nAXz90cOYKrmJI6LyES+t02rU6GxZ/cYLPaLG1cRsHJGF5BKvri1sOlVHk63473U6uniBVyoTl9cR\nERERydTJkQhiiTQ6mhtWvfU3SWNgfA5//b0D+eO+DWE08caNqCL6hguTTl2tDdBpVz9j0VuyRK8/\nGMa2dZ5Vf10lmJxl06kanLbi3RVn2HRandnZWXz961/Hr3/9a8zOzsLj8eC2227Dxz72MZhM/CYm\nIiIiOuuXrwzj5WOTAACfx4q//OBOiSui5VrTYoNWo0Y6U8iEuWpzq8RVEdWeaCyJ8ZlY/tjvW93S\nurO62+1QqQBByB0HgpG6aTrt3NgMT6MJk7O5rCyzkTMrleCwGqBWqZA9803GSadVWFhYwH333YdT\np05h165duPPOO3Hw4EF8+9vfxoEDB/DII49Aq+U3MhEREREADE3M5z+2WznppEQ6rRprWxvyWTN9\ndZYJQ1Qt/WXOczrLZNDC57Hmfx6Ll/DVOo/DxPDwKlCrVWhsMOSbTdOR2mo6VTXT6Yc//CFOnTqF\n97///Xj44Yfxmc98Bt///vfx1re+FQcPHsRjjz1WzXKIiIiIZCuRzGBC9NS+w7P6bBKShvjmd2w6\nhrlY/WTCEFWLuBmkAtDTbrvwi5dJfA4Pjs9jMZle4tVEy+cSLbGbYZD4yr322msAgLvvvjv/ZyqV\nCvfccw8A4NChQ9Ush4iIiEi2gqF5CKLjjmarZLXQ6pRu294/ErnAK4lopcR5Tu1ua1m3nBefw1lB\nwKnRaNm+NhEAOO3G/Me1tryuqk0nhyPXIR4dHS3684mJCQCA0+msZjlEREREsjU0MVd07POw6aRU\nPV47VKLjwDCbTkTllEhmin5m9vrsS7x6+fxeB3RaNdb5HLjzqk44bcaLfxLRMrhE31Ph+UQ+B7AW\nVDVA6e6778ajjz6KBx54AHa7HRs3bsSRI0fw1a9+FQ0NDUUTUERERET1bGiykOek16nR3GiWsBpa\nDYtRh3a3BcHQAoD6yoQhqgaNRoU/eccW9AXDCAxHsKGzsaxfv7HBgG9+/DpoNVWd2ZDUXCyJ2GIa\nLruxrv5/S0XcdBKEXOOpyV4beVpVbTpt3rwZ3/nOd/CJT3wC9913X/7P29ra8P3vfx9er7ea5RAR\nERHJljhE3Oe2Qq1WLfFqkju/15FvOg2MzyGRysCg00hcFVFt0GrU2NzlwuYuV0Xfo568fGwS3/tl\nH1QqwNlgxBd+fztsFm5oUSml03Mz0dppOlX1zJmensaDDz6IUCiEG264AR/84Aexc+dOjI6O4s/+\n7M8QjXJtLBEREVEmm0UwVGg6dTQzRFzpxJkwmayA08yEISIZC4XjAApTN1ZT+TKy6FziIHGgtnaw\nq+qk0yc/+UkcOHAADz30EG6//fb8n3/3u9/FAw88gC984Qv4xje+Uc2SiIiIiGRnYiaOVLqQ5+Bj\niLji9fqKt28PBMNYX+YlQERE5XK26QQATQ4Tp20rTDzppNWoEEvUzg6JVWs6jY+PY9++fdixY0dR\nwwkAPvCBD+DRRx/FU089hfn5eVitvLAiIiKi+jU0WRwi3uHhpJPSOW1GuGwGTJ/ZCjsQZJg4kVKl\nM1nMRBfhqeGsPXHTye1gcHqlmQxafP792+G0GWCz6KFW1U6Tr2pNp7GxMQBAV1fXef97d3c3+vv7\nMTExwaYTERER1TVxnpNKBbS7LRJWQ+Xi9zow/UZu1+bp6CIEQYCqhm4siKQwOD6HrCCgo9kKjbqy\n6TEvH5vAs4dGcWo0CoNeg4fuv7omz2FBEBAKF5Z3eRy1kS0kd11tNqlLqIiqNZ2ampoAAAMDA+f9\n74ODg1CpVHC5Khf+RkRERKQEw6Ktv1ucZgZO14g3bW3DZV0u+L12uOzGmrxZJaq2x/cP4pXjkzDo\nNLis24WP3rW5Yu81E03g2OAsACCRymAyHK/JnUWjsRQSqUz+2M2mE61C1ZpOPp8PmzZtwssvv4yn\nn34aN998c/6/Pfroozh+/DiuvfZaOByOJb4KERERUe27absPa1ptGJqYh6eRF/u1Yl0HM5yIykkQ\nBASGwwByTaC0KAuvEsQbAgBA33C4JptO4qV1AJtOtDpVDRL/8pe/jPe973342Mc+hhtuuAFr167F\niRMn8Pzzz8PtduPP//zPq1kOERERkSxt7WnC1p4mqcsgIpK1UDiOyEIyf1zaFCq3zpYG6LVqJM80\ntwLBCK7d0lbR95RCaLa46cTldbQaVW06rV+/Hj/5yU/wzW9+Ey+88AKeffZZuFwu3Hvvvbj//vvh\n8XiqWQ4REREREREpVGkgv99X2VUzWo0aXW02HB8Kn/f9a0XppFMTg8SrIraYxunxKGYii5iOLuLa\nLW1w2ZX/d1/VphMAdHR04Ctf+Uq135aIiIiIiIhqSCAYzn+s06rR2Vz5nT57vI5802liJoboQhI2\ni77i71tNk6Kmk82sg1Ff9bZBXRqdWsDXfnAof7ym1VYTTafKxvsTEREREVGeIAiYisSx7+g4Hn7y\nBA71T0ldEpFiiSeN1rbaoNNW/va2t2QJn7jxVSvEk05u5gpWjdNmKDqeiS5e4JXKwpYlERERkYxM\nzMbgtpugVnNns1qUzgj43D+9hHQmlwmTzQrM7yJagWgsibHpWP640nlOZ3W326FSAYKQOw4EI9i2\nrrZiYoqaTsxzqhqH1QC1SoXsmW+uaTadiIiIiKic4ok0PvuP+6HXquH1WHHH7k5c0euWuiwqI51W\njbWtDfkJjVqckiCqhv7SPCdvdXZBNxm08LmtGJqcB1B753BWELCuoxGTszFMzsbhtrPpVC1qtQqN\nDYZ8s2kmmpC4ovJg04mIiIhIJoKh3E1MMp3FqdEoMllB4oqoEnp9jnzTaWw6hrlYEg3m2sqEIao0\ncbNHBaCn3Va19/b7HPmm0+D4PBLJDAx6TdXev5LUKhX+6G2b8sdZ/h6qKpet0HSqlUknZjoRERER\nycTQxHzRsa/ZKlElVEmly4D6R2pzByyiShLnOXk9VpiNuqq9t/gczgoCTo3W7jnMpd7V5RQFh9dK\nphObTkREREQyMTQxl//YoNcwS6NGdbfbIb6Nq9Vt14kqJZHKYHC88POyWnlOhfcrXsrXx3OYysRl\nKzSdZucS+fw/JWPTiYiIiEgmzi7XAACfxwq1ik+Ya5HFqEO725I/DgzXViYMUaWVLj+uVp7TWY0N\nBjTZjXA7jLhqcwvWtlZvaR/VNqeo6SQIQHhe+blOzHQiIiIikoF0JouR0EL+uMPDpXW1zO91IHjm\n33tgfA6JVAYGXW1kwhBVWluTBb9/2zoEghH0DYerPukEAH/5wZ0wGXg7TeXlshmKjmeiCTQpPMyd\nZwkRERGRDIzPxIrG6DuaGySshirN77PjmYMjAIBMVsDAWBTrOholropIGewWPd60tR1v2touWQ21\n2nD6ux8fgSAIcDeasLHTia3+JqlLqiviSSegNsLEa/NMISIiIlIYcZ4TAHQwRLym9Z4nE4ZNJyKS\nUlYQ8PrpmcIDEAFsOlWZq6TpVAth4sx0IiIiIpIB8c51apUK7U2WJV5NSue0GYuWUYi3fycikkJk\nPlk0cetuVPayLiUyGbQwi6bopqPMdCIiIiKiMhgWhYi3Npmh0zLfp9b5vQ5MvzEBADg5EkE2K3B7\nciKFiiwkYTProFLwBhChcLzomDuoSuO6y9sAVW7qaU2r8pfas+lEREREJDFBEIqW1zFEvD74vXbs\nP9N0SqaymAzH0eI0S1wVkbydHImgyWGC3aKXuhQEJ+fx5O+GEAhGMDkbxwMf3o1mBZ/Dk7PFTScP\nm06SeOeNPVKXUFZsOhERERFJbCaawMJiOn/s8yj/ySZd3KYuF95+XRf8XjvWttqg5+51REsSBAF/\n/5+vITKfhKfRhJu2eXHLdp9k9SymMnjhtfH8cV8wrOimU+mkU5PdeIFXEl06ZjoRERERSSyTzWL3\nxma0usxQqRgiXi88DhPuvGoN1nU0suFEdAlCkUVE5pMAclM56XT2Ip9RWWtaGqDTFm6pA8GIhNWs\nXihSaDo1Nhj4c4nKgpNORERERBLzNJrx4bdtAgAkUhlomOtDRHSOwHBx4L6/ZBfIatNq1OhqteHE\nmboU33QSLa9zc8qJyoSTTkREREQyYtBpoNXwEo2IqJS4qaPVqNHZIv1SZL/Pnv94YiaGyEJSwmpW\nR7y8jiHi8hBbTCOeSF/8hTLGSSciIiIiIiKSvUCwMOnU1Vq8tE0quWmrwfxxfzCMbes80hW0QvFE\nGtFYKn/sbmTTSSrz8RS+8h8HMBNdRDyRwXtv7cWNV3qlLmvFpD9LiYiIiIjqWDKVwYmhWfz8xQH8\n6tWg1OUQyVI0lsTYdCx/7PdJu7TurJ52O1SiFdFKXWI3FVksOuakk3TMBi3GpmKIJzIAgOno4kU+\nQ9446UREREREJKGHfnQ4nwnT1mTBTduU+0SbqFJOljRzpM5zOstk0MLntmJoch5A8TSWkpTuXOdh\n00kyarUKjQ2GfLNpJpqQuKLVYdOJiIiISEK/ejWIX70ahM9jRUezFbfu6JDFkhGqnu52e77pNDq1\ngPl4ClaTTuKqiORFPEGkAtDTbpOumBJ+ryPfdBocn0cimYFBr6yd30qbTpx0kpbLVmg6TUc46URE\nREREKzQwHsX4TAzjMzG8fnoat+/ulLokqjK/1150HAiGcYXfLVE1RPLUJ5ogandbYTbKpzHr99nx\nqwO5pbFZQcDJ0Qg2rnFKXNXy3LLDh50bmhEKxxEKx9Fgls/fbz1y2o3AmUar0pfX8TEaERERkYSG\nJ+bzH/s8DVCJw0GoLvSc03RSZiYMUaUkUhkMjs/lj8U7xslB6VI/JZ7DalVuSVevz4GrL2vl7yKJ\nuWzG/Mfh+QTSmayE1awOm05EREREEklnshiZWsgfd3isElZDUrEYdWh3W/LHSs2EIaqU06NRZLJC\n/rhXJnlOZzU2GNBkLzQJeA7TajlFTSdByDWelIpNJyIiIiKJjE4tFN1I+ZrZdKpX4pvogbE5JFMZ\nCashkpfSJk7pklQ58Hsd0GvVWN/hwIbORqnLIYUTTzoByg4TZ6YTERERkUSGREvrAKDD0yBRJSQ1\nv9eOZw6OAAAyWQGnx6JY18EbVyIA2NzlQjojIBAMI7KQLJoCkYt33dSDP7h9PbQaznXQ6rlshqJj\nJec6selEREREJJGhyUJGiUatQluTZYlXUy0rzYTpC0bYdCI6Y22rDWtbc7vVCYJwkVdLo8Gsl7qE\nFZucjeHEUBieRhPcDhMcDQaomekkqdLG6gybTkRERES0XOIQ8bYmC3RaPiGvVy67EU6bIb+Egpkw\nROfHgOvyOz4Uxnf3Hs8fP/Dh3Wh2miWsiEwGLcwGLWKJNABgWsHL63hlQ0RERCQBQRAwNFloOjFE\nnMTTTidHIshm5TnRQUS1JRSO5z9WqXJNcJKeeNpJyZNObDoRERERSWA6soj4mSeYAOBrZp5TvesV\nhSPHExkEQ/NLvJqI5CydySKVVsaGAOKmk7PByFwqmXDZDNCoVXA7jLBZlLt8k8vriIiIiCQgnnIC\nOOlE5+Y6DYzPoYPNSKpjgiBgcGIOXrdVEY2QeCKNJ18eQiAYwcnRCN57yzpcs6VV6rIuanK20HRy\nOzjlJBcfftsmGPQaxedrselEREREJIGhibmiY18zm071rs1twU3bvOhqs8HvtaPJbpK6JCJJhSKL\n+OJ3X4Fep0Z3mx2/d81a9PocF/9Eiei0aux9aQipdBZALptNCU0n8aSTp5E/d+TCZKiNdo3828VE\nRERENSiVzsKg0wAAXDYjLEadxBWR1NQqFd5zSy/2bGphw4kIQGA4F6ifTGVxbHAWch/40GrU6Dqz\nyx6Q24VS7mKLKSwsFpZ6ux382UPlVRutMyIiIiKFueeGHtx9fTdCs3FEY0mpyyEikh3xLo5ajRpr\nWmxLvFoe/D47Tpxplk3MxBBdSMo6jycULg6oZtOJyo2TTkREREQSUatUaHaaz8nyISIiICCaFOpq\nbYBOK//b196Sn+cBmU87TYqW1gFsOlH5cdKJiIiIiIiIZCUaS2JsOpY/9ss4y0msu90OlQoQhNxx\nIBjGtnVuaYtaQqik6cRMJ3l54bUxhMJxzMwl0NNux3WXt0ld0rKx6UREREREJCOCIGA6soi+YBgT\nM3H8t+u6pC6JqOpOlkwI+b12iSpZHpNBC5/bmt+hVPaTTqKd68wGLfMFZeanz5/GdDS3BDKVzrLp\nREREREREq/PYiwP46fOn88e37PDBauKNINWXPlGekwpAT7symk4A4Pc68k2noYk5JJIZGPQaias6\nP/GkE5fWyY/LZsg3nc7+r9LIf1EsERERUY15+BfH8egz/dj/xvg5SxuIOpsbio7FYcpE9UI8IdTu\ntsKsoAkcv6/QIMtkBZwale+0U1HTiUvrZMdpN+Y/nlFo04mTTkRERERVlEpn8PyRMWSyucCPW3f4\n8K6b/BJXRXLSU7KMKBCM4Aq/fDNhiMotkcpgcHwufyxu4ihB6eYQgWAEG9Y4Japmabfv7sT4TAyh\ncFwxSxjrictWaDrNziWQyWahUStrdohNJyIiIqIqGp2K5RtOAODzWCWshuTIYtSh3W3BSGgBACed\nqP6cHo0W/ZxUWjOkscGAJrsRU5HcZIqcz+Hrr2iXugRagrjpJAhAeC4Jl2j6SQmU1SIjIiIiUrih\nibmi446SpVREQPGkxMDYHJKpjITVEFVXaZOm16uMnevExOdw/2gUmWxWwmpIqZy24gaTEnOd2HQi\nIiIiqqKz4bIAoNWo0OoyS1gNyVWvtzgT5vRYVMJqiKqrT5Tn5LIZz7nxVoKzSwI9DhO297oRT7Bx\nTMvnshmKjpXYdOLyOiIiKgtBEDA6tYDGBoOiwj5rXXQhich8AkY+ZpKNYdGkU1uTBVoN/3HoXKWZ\nMH3BCNZ1NEpUDVF1XbW5BQ6LHn3BMLoVtGud2M71Hlze3YTGBsPFX0x0AaUNVyWGibPpREREZfHv\nT/XhNwdHYDZo8bn3bUNbk0XqkurewHgUf/MfB7GYzOD23Z14x/XdUpdU97KCUDTp1OHh0jo6P5fd\nCKfNgJloAoC8M2GIym3Pphbs2dQCAEhnlLkszWzUwSzzAa1EKgODTiN1GbQEk0ELs0GLWCINAJg+\n8ztBSfhojYiIVm0+nsKzB0cAALFEGt//VUDiiggAHv7FCSwmc+P8T/1uGKk0R/ulNjETy/+bAICv\nmSHidGHiHJuTIxFkRcHKRPWC06CV88C/v4r7H3oOf/md3+GxFwekLocuQDztpMRJJ57BRES0av0j\nEYhvhY6enkFsMS1ZPZS7QR0QbTedzmSLjkkaAVFOCQD0KHTZCFWHeMeueCKDYGh+iVcTEV06QRAw\nGY4jlkhjcGIOs3PKm6CpF+JcJyVmOrHpREREq1a67OOrH70KZiNXcEvpif2D5/xZacODqi8wXDhX\n9Do1fB5OOtGFleY68RwmUjY5LRWcj6eKJm89DpOE1dBSnPbCpNN0ZBGCoKypV94REBHRqgWGCzdC\n7U0WRe4yU0tGQvM4GJg6588Dw2Fgd6cEFdFZ4qZBd5udy0ZoSW1uS1GWRyAYxk3bvBJXRVQ58UQa\niVQGDmvthG+/+PoYjg3MIhCMYF2HA39w+wapSwIAhMLFEzNuB6/d5Gr7Og9anWa47Ea4FHiNzaYT\nERGtSjKVKdrKW7wchKSx96Wh8/75wMQcBEGASqWqckUEAOH5BCbD8fwxzxW6GLVKhVt2+KDVqOD3\nOrC2lcHzVNsO9IXw7cePweMwwe+1454be2Az66Uua1WePzyGE2emXNVq+fz+nQzHio7dnHSSrQ2d\njdjQqdzdS9l0IiKiVRkYn0NGFG5buhyEqmsqEsdLb0wU/dkH7tiINqcJnc0NbDhJKBiah0oFnJ2K\n9/t4rtDF/d41a6Uugahqzk6DTobjmJlL4P23rZe4otXz++z5ptP4TAzRWFIWjbRzJ53YdKLKYNOJ\niIhWpTTPye8rIb23MQAAIABJREFUTG8IgoCpyCIvZKroyZeHi5qAX/jQLuzc2IJQiCHiUtu81oW/\n/9PrcGo0ikAwjK5Wm9QlERHJiviaoqu1ATqt8pcg5x7GFXIWA8MRbFvnlq6gM0KiyVurSQeTga0B\nqgx+ZxER0ar0ifKcGhsMcNmMyGYFHOgL4fH9g5gKx/E3H7mKFzNVcv0V7Ygn0th/dAKtTWZsX98s\ndUkkYjJosWmtE5vWOqUuhYhIVuZiSYxNF5Z81co0aHebHSogv8tvIBiWR9NpttB04sNBqiTeARAR\n0YplswL6RwpNJ7/XDpVKheePjOK7e4/n//y5w6N4884OKUqsO+1NFvzhnRtx17VrEV1IySo/goiI\n6EL6S3ZnrJXcO7NRC5/HiqHJeQDy2YUyFCk0nTyNbDopQTyRxnR0EdmsgI5m5WT8KX9ekYiIJDMy\ntYD4mV2VAKD3zFPJXRubYTXp8n/+5MtDSKXls01wPWiym9DVxuVbRLUimcrgxNAsHntxAPPxlNTl\nEJWduBmjAtDTXhtNJ6A473JoYg6JZEbCaoBUOovZaCJ/zJ3r5O/BHx7CHz/0HP7s2y/jkV/2SV3O\nsrDpREREKxaZT8BhLYRhnr2oMug0uGV7YVvv8HwS+46OV70+KlhMpvHGwAx+9tvTODY4K3U5RLQM\nfcNh/PFDz+Er/3EQ//ncqXMmQohqgTjPqd1thdmoW+LVyiLOu8xkBZwS7forhalIHILo2G3npJPc\nWc2F82EmurjEK+WHy+uIiGjFNne58LU/vhrTkUUEghG0N1ny/+3GbV488dJQ/mne3peGcM1lrVzu\nJYFUOos//bvfInlm2uyGK9sVvfWuEv3nc6dgMmjh99nR2dwArYbP/ejStbstRRsEBIJhbPU3SVgR\nUXklUhkMjBc2vBA3aWpB6dRWYDgs6e/h0p3ruLxO/ly2wjTa7FwCmWwWGrUyriWUUSUREcmWSqVC\nk8OEPZtbihpKFqMON2xtzx9PzMRwoC8kRYk174XXxvDwL45jcjZ23v+u06rh81jzx4FhTklUUzqT\nxZMvD+FHz/TjSw+/in9/8oTUJZHCWIw6tLsLTf2+kl1DiZTu9Gi0qLFaK3lOZzltRjTZC02D0p1/\nqy2dycLtMEKtyl23MUhc/pyippMgAOG5pITVLA8nnYiIqGJu2eHD068OI53JXUg+vn8Q29a5oVJx\n2qlcslkBj704gMnZOJ49PIrrLm/D79+2/pzX+b0OnBzNjfOPhOYRW0zV1NIFORucmMtPmQFAdw3l\nlFD1+L0OjIQWAAADY3NIpjLQ6zQSV0VUHqVNmF5vbexcJ+b3OjAVyUUN9I9GJZ1UubLXjSt73Uhn\nspiZS8DRYJCkDrp0Llvxv9F0dBEuuzKyuDjpREREFdPYYMBVm1vzx4Pjc3iDeUJl9cqJSUye2fZY\nEACz4fzPk8RPjQWgaNdBqqzSybJae4JP1dHrLc6EOS1xJgxROYlDxF02Y9FUR60QLxlMJDMITi5I\nWE2OVqOGx2HKTzyRfJWeE0rKdWLTiYiIKuotuzogvpR5Yt+gZLXUGkEQ8MT+wt+nVqPGLTt8531t\nT0mjQy5bNtcD8RP8BrMOLU6zhNWQUvlLJj94DlOtyGaFogchtZbndNbZc1ivU2NDZyPSGe7qS5fO\nVdJ0mlZQ04nL64iIaEX+/v9/DTazDn6vA+s6HBd8KtnsNGPbeg9eOT4JADg2OItTo1F0tdmqWW5N\nOnp6BkMT8/njay5rgcN6/hH5BrMerS4zxqZzuU+BYWbCVIMgCEXNAb/XweWltCIuuxFOmwEzZ7Y5\nZ9OJakUqncWtO3wIBCM4ORo5p8FaK1pdZnzh97fD57FyMwlaNpNBC7NBi1giDQCYPvO7QAnYdCIi\nomWbj6fyoeC/OTSKt+zqwD039Fzw9Xfs7sw3nQDgif2DuP/tl1W8zlonnnJSqYDbdnUs+Xq/15Fv\nOp0am0MqnYVOywvfShqfiWE+nsofc2kdrYbf68BLb0wAAPpHwshmBe4ISopn0Gtw17VdAHIB11lR\noHgtUatUWNvKB260ck6bEbFQ7mEjl9cREVFNK80D8vuWfirZ2dKATWud+WNBEJDJcqx8NU6ORHB8\nqDCttGO9B57GpZdtiRse6UwWg6LtqakySqdRei9yrhAtRXwOxxMZBEPzS7yaSHm0GjUD8issODmP\nb//8DfzXC6ex7+h40YMRkjdxmDiX1xERUU0r3WWm5xJ247pzTyfsFj3esqsD7W5rpUqrG+IpJwC4\nfXfnRT+ntDnYFwyfk/VE5SVexqjXqeHz8HufVq50R69AMIKO5gaJqiEiJRqanMMLr4/nj7/4oZ2w\nmribrRI4RbvVcdKJiIhqmng3rvYmyyVdrKzraMQf3rmRDacyGAnN42BgKn98WZfrkm483XYj7FZ9\n/pi5TpUnnnTqbrMzx4NWpc1tgUm0Q2XpAwAiUhZBqP5SwlC4uFnhtpuqXgOtjDhMPJ7IILaYlrCa\nS8dJJyIiWpZkKlO0VTczaqpv70tDRce37146y+kslUqFXq8DvzuTr9U/EkFWELhVcoWE5xOYDMfz\nxzxXaLXUKhX8XjuOnJwGkGtqCoLAcHpSrPl4Cka9pq4a8qfHojgUmEIgGEYskcZf/MHOqr5/SPR7\nyW7Rw6Dnckal8DhMaLIb4bIZ4bIbFbMDIptORES0LAPjc8iIQj5rdZcZuZqKxPNBwgDQ3W5bVk6Q\n32vPN50WFtOYmImh1WUpe510bp7TxbLPiC7FtnVuOG1G9Hrt3A2RFO/HvzmJ/UfH0dVmw4Y1Trz1\nqjVSl1RxBwMh/PzFwhL56EISNot+ic8oL/HDELeDU05Ksn29B9vXe6QuY9nYdCIiomUpXc7h9618\neiMyn0AwtFAUMk5Le+7waFHT747da5Z107lxjRM3bfPCf+aGtbHBcPFPohUZEE0EqlUqdHHXIiqD\na7e04dotUldBVB6BYBjJdBbHh8LIZIW6aDrlHtYVmk6BYATb1rmr9v4hNp2oyth0IiKiZRFPbzQ2\nGIrWl1+qyXAcv9g/iN++Ng6DTo2//ehVMOr5K+lSvO3qtWhuNGPvS0NQAdjS41rW57c1WfCeW3or\nUxwVecf13bj28jb0DYcxE10syuIhIqp30VgSY9Ox/HG9TE73tNuhUgFn45wCwXDVmk6JVAaR+WT+\n2O1Y/jUc0XLx6oeIiC5ZNisUNZ38XvuKlnYc6Z/Cbw6NAgDSmSyePTSKN++8tFyieqfVqHH1Za3Y\ns7kFkfkk85hkTKVSocVpRovTLHUpRESyc7JkCXLvKianlcRk0MLntmJoch7AuUuxK2lKNOUEAJ5G\nTjpR5dVPYhsREa3ayNQC4onCThkrfSp57eVtRTvePfnyEFJpZYQhyoVapeLSOCIiUixxs0UFoLu9\nPppOQPH109DEHBLJTFXed7Kk6cTldVQNbDoREdElK81zWk6AtZhBp8Et27354/B8EvuOjq+qNiKi\neiIIAibDcbzw2hiGJuakLodo2fpE1xTtbgssRt0Sr64t4jzMTFbAqdHqTDuFwotFxx42nRTn1RMh\n/OsTx/DVHxzEV753QOpyLgmX1xER0SWLLiShUauQyQowGbRob1r5rmc3bvPiiZeG8k/39r40hGsu\na4VazeVipTLZLFRQlfXvRhAETM7G0RcMQ6tWY8/mlrJ9bSKqrFQ6g//9j/sxO5cAANy2qwMdzQ0S\nV0V06RKpDAbHC83SeslzOqv0/28gGMGGNZXfVEUcIq7Xqqu6ax6Vx8B4FL89MgYAUKmATCYLjUbe\ns0RsOhER0SW769ou3L67EwPjc5idS6yqCWIx6nDD1nb84uUhAMDETAwH+kKK3Aq20l54bRx7XxrC\nW3Z1YM+mFui0q7+4+PqjR/DaqWkAgNdtZdOpjNKZLB595iR6vHb4vXY4rFwGSeWl02pgNmrzTafS\nKVQiuTs9Gi3aiXU1O+EqUWODAU12I6Yiucmjap3DpTvXrSSXk6TlFG3gIwjAdHQRnkZ5Z0fKuyVG\nRESyo9dp0OtzYNfG5lV/rVt2+KDVFC54Ht8/CEEQlviM+pPNCti7fxATMzF8d+9x/MV3Xka2DH9H\n4im1kdA8YoupVX9NyhmamMcvXxnGP/z0dXzi71/A/je4dJTKTzwpMTA2h2SqOpkwROVwznL9Opt0\nAorP4f7RKDLZymdbljadSHlctuIHWaHZ+AVeKR9sOhERkWQaGwy4SjRhMzg+hzcGZyWsSH5e7Qth\nQnRBsbWnqSw71vm9hafKAoD+kertnlPrSm+m1rTYJKqEapn4HM5kBZwei0pYDdHyiEPEXTZD0fRG\nvRBPdyWSGQQnFyr+nh+9azM+9vbLcO+NPUXXX6QcpedKaDYmUSWXjk0nIiKS1Ft2dULcQnli36Bk\ntciNIAh4fN9A/lirUeOWHb6yfO0eb/FShmpu2VzrxH+XDWYdmrklNVWAv+Qc7uM5TAqRzQpFDzrq\nLc/prNL/333DlV9i1+624opeN968s4NxBgrlKm06hTnpREREtKRmpxnbRBc+xwZncWqUT+wB4OjA\nDIYm5vPH11zWUrZ8oAazHq2uQgZAoAoXu/VAEISiSSe/18HMDKqIJrsJTtEyC+Y6kVIMT85jMVlY\nDlraQK0XrS4zLMZcxLKn0QSNhr8r6OJMBi1MhkI0N5fXERFRTVhYTOGhHx3Gz18cwImh2bJnh9yx\nu7PoeO9+TjsBxVNfKlVuh6pyEj9lPTU2h1S68nkStW58Joa5WCEfq15vpqg6xOfwyZEIsllm4pH8\naTUqXH1ZCzxnpkD9vvqcdFKrVPif79iCh+6/Gn/9R3tw45VeqUsihRDnOilh0om71xER0UX1ByN4\n7dR0frez/3n3Fmz1N5Xt63e2NGDTWieOnp6By2bA+s5GCIJQ1xMiJ0ciOD5UmFzYsd5T9t1J/F47\nnjs8CiC349rAeLRulzmUS+kyxd46vZmi6vB77XjpjQkAQDyRQTA0j47mBomrIlpau9uKD92xEQAQ\nmU+gwaKXuCLp8HcurYTLZkQwlMsAU0KmE5tORER0UX0lyzZK84DK4a5r12L3xmbs2tgMrYaDuE+U\nTHvdXjINVg6lT5cDwQgvgFdJvMRJr1PD57FKWA3VutLzNRCMsOlEimIv05JxuriB8Si0ajXcDhMM\neo3U5dAqOO2FXCdOOhERUU0QT2+0NVlgNenK/h7dbXZ0t3EpEgCMTC3gYGAqf3xZl6siN5JuuxEO\nqx7h+SSAM7lOFWhu1RPxudLdZmcDlSqqvckCk0GLeCININf0vGkbl+gQ0bkeeaovn5l5hb8JH7t7\ni8QV0UqJw8Rji2ksxFNLvFp6vBIiIqIlpdIZDIi24u5lRk3FlWZa3b67vFlOZ6lUqqJJif6RCLIC\nM2FWKjKfwKQo0JN5TlRparWq6PusbzgMgecwEZ2H+PeTxVj+h4dUPeJNJAD5Tzux6UREREs6PTaH\ndKZwE8PlV5U1FYnnM1oAoLvdVtFcIPEN68JiGmNTCxV7r1pXmufEc4WqQXwOh+eTmI4sSlgN0dIW\nk2mpS5CdyHwCzx0exb/8/A185lsvIhpLlv094ok05kXTMO4zIe6kTOJJJ0D+uU5cXkdEREsq3Ya7\nWtMb2ayAA30hxBNpXHt5W1XeUw4CwxGIBxXu2L2mooHqpY2RvmAE7W7mEK2EOPtMrVKhq80mYTVU\nL9Z3NuLybhf8Pgf8XjscDczIIfn6q397BelMFn6vAzvWe3B5T/k2JVGqocl5fHfv8fxxfzCCK3vd\nZX2P0kkYt8N4gVeSErQ3WfGxt18Gp82I3q4mNJh1mJqal7qsC2LTiYiIliSe3mhsMMBlr/yFyivH\nJ/GT505hYiYGi1GLHRs8MOrr41fWns0t8PvsePKlYZwai2BLj6ui7+fzWLF9vQddrTb4vXZ0tjCE\neKVOjhTOFV+zFSZDfXzPkrS62+z4k3sul7oMoouaiyUxNp2byAiFx9HYYGDTCblzWAXg7POmQDBc\n8aaTx1He3XCpusxGLa448z1iU8Duj7waIiKiC8pmhaKmk99rr+jUzVmz8wlMzOQuTBcW03ju0Chu\n3VmZXCM5arKb8J5be5EVBKgr/PetVqvw0bs2V/Q96sWn3nUFTo1FERgOw66Ai0AiomrqP2cJMnPv\ngFwDweuxYngyN6nSNxy5yGcsXyhcvOyWk05UTcx0IiKiCxqZWsjvigRUL6Pmui1tRTvkPfm7YaQz\n2aq8t5xUuuFE5WUyaLFpjRN3XduFG67kDmJERGLih1gqAN3tbDqdJW7ADU3MIZHMlPXrT4omnYx6\nTUV2ISa6EDadiIjogqTKczLoNbh5e+GmfXYugX1Hx6vy3kRERFR+4muKdreFO6iJiB/qZbICTol2\nDS4H8fI6j8NUlal1orPYdCIiogsSP5U0GTTwVjFg+sYrvTDoNfnjvfuHkM3W5lbgqXS26CkkEdFK\nJFIZHB+cxeG+kNSlEBVJpDIYGJ/LH/sruCurEpU+1Ct96LdaodnCNYbbwZ3rakEimUEwNI9Xjk1g\n74unkcnKd0UAM52IiOiCpkSNkO52O9Tq6j0Zs5p0uH5rG558eRgAMD4Tw8FACNvWeapWQ7XsOzqO\nf/vFcezc0Iy37OpAR7M0Yd6LyTROjkYxPh3DTdu4PIxISf75saN4+dgkMlkBG9Y4cXmZg4iJVmNg\nLIqM6MER85yKOW1GNNmNmIrkspcCwfLlOmWyWUxHC5lO7kY2nWrBi0fH8e9Pnsgf/81H9qDJLs9/\nW0maTv/1X/+Fhx9+GIFAAA0NDbjyyivx8Y9/HGvXrpWiHCIiuoDPvW8bpqOLCAQjkozB37qjA0+/\nEsxfqD6+bxBX9rpraiw8mxWwd/8gBAF46Y0JHO6fwkP3X1M05VUNT708hB89cxJZQYAKwJ5NzTBz\n6cMlGZtewOH+afh9dnQ2N0Cr4SA5VZ9Br83/rAwMzyKRKm8mDNFq9A0XT+70VikjUkn8Xnu+6dQ/\nEkEmm4VGvfrfJzPRRFHDj5NOtcFlMxQdz0QTsm06Vf2q6KGHHsKnP/1pzM3N4b777sPOnTvx9NNP\n495770UwGKx2OUREtASVSoUmuwl7NrVgS7er6u/f2GDA1Ze15I8HxudwbHC26nVU0qt9IUyIxt6v\nv6K96g0nIHcRmhVyF6UCgP6R8uZJ1LIjJ6fxo2f68aWHX8X9Dz2HmejixT+JqMzEkyPpjIDAUG39\nrCRlE0/uuGwGOG3cPa2UONcpkcwgOLlQlq8bKlm+72HTqSaUnkPTMr72qGrT6ciRI/jHf/xH7Ny5\nEz/72c/wmc98Bg8++CAefPBBRCIRfPOb36xmOUREpAC37eqEeK7p8X2DktVSboIg4AnR/x+tRoVb\ntvskqaW7wnkStUx8M6XXadDYYFji1USVUTo58sbpGYkqISqWzQroHyn8nKzWTrhKU5pz1Vem38MW\now5Xb26B32uHw6qH28GGXy1wlTSd5PzAq6rL6773ve8BAL74xS/CaCz8Jd12222499570draWs1y\niIhIAVqcZmxb78ErxycBAMcGZ3F6LIq1rTaJK1u9owMzGJwoBKtefVmrZA0Lm1mPVpcZY9MxAEBg\nmE2nSyEIQlGDzu+119TyT1IOl90Ip82AmWgCAPDG6WnccDmvrUl6wdA8FpOF5Z4MET+/VpcZFqMW\nC4tpALkHGuV4ENXZ0oAP3blx1V+H5MVk0MJk0CKeyH2/TJ/52S9HVZ10eu6559Db23ve7KYvfvGL\n+MhHPlLNcoiISCHu2N1ZdPxEjUw7if9/qFTAbbs6JKymeHnOqbE5pNLy3QlFLiZm45iLpfLHvbyZ\nIgmJJ0iODczU7I6fpCylodgMET8/tUqVP4f1OjU0Vdy8hZRJPO3ESScA09PTmJmZwVVXXYWTJ0/i\noYcewv79+yEIAq6++mp8+tOfhs8nzZICIiIqdmJoFvuOTqDXZ4ff60CT3Sjp9EZnSwM2rXXi2MAs\ndm1sxu27pW3OlMPJ0QiODxUmZHas96C50SxhRbkb1ucOjwEA0pksBsfn0MObgyWVhuNy2QhJye+1\n46U3JgAAscU0nvrdMOxWPYDcz5jSkPupSHzZu2R5HCZ0t5/7c+G1U9OYj6fO8xkXdnl3E8zG4tuR\n6EISRwcKSwM1ahXW+RywW7lsVansFj02dDbi5GgEWrUabU0WqUuSrbdevQZvvXoNfB4rN6Wgi3LZ\nDAiG5gHIO9Opak2nycncsoiJiQncc8896OzsxN13343Tp0/jySefxCuvvIJHH30U7e3t1SqJiIgu\n4MipaTx3eBTPHR4FAPzdn1wLq0nanczefZMfep1atjtzLFfptNZbdnVe4JXVU7rkIRAMs+l0EeKl\ndXqtGh3NVgmroXpX2vT80TP9+Y8v73adcxN7ajSKf37sjWW9xzVbWs/bdPrp86dwemzuPJ9xYX/1\nh7vOaTqNz8TOqcli1OLT774CHc0Ny/r6JA/b13uwfb0H6UwWU5FFqLkE+YJqITqAqsdpV8akU9Xa\np7FYLiPid7/7HW6++Wb8+Mc/xmc/+1n80z/9Ez7/+c9jenoaX/7yl6tVDhERLUH85Lu9ySJ5wwkA\n2posNdNwGp1awMHAVP5481onOlukv5ly2435qQjg3CkeOpf4XOlqs/HJNEmq3W2BxVjVyNaqWFhM\n48EfHsL4TEzqUmgVtBo1WpzSTvQS1RLx8rp4IoPYmTwwuanalZFanXsrjUaDz33uc9BoCttBv+c9\n74HP58Ozzz6LeDx+oS9BRERVkEpnMDAWzR8ze6H89u4vnnK6Y4/0U04AoBLlSQBA/0gEWYGZMBcS\nmU9gcrZw3cKldSQ1tUqFd1zfXZPNz2gsha/+4CCmI/J9mk8kN4Pjc/jMt17E135wEA8/eYKN2xrj\ntBUvO5brtFPVHoU0NOSe4La3t8PhKL4oU6vVWLduHYaHhzE6Ooru7u5qlUVERCVOj80hnSk0Gngj\nXV7TkUXsP5O5AgDdbTZZhU/7vfb8ToELi2mMTS2g3c0lY+dTmoUjp39Hql9v2tqO26/tRngugZmZ\nhfyfG/XnXvZf1uXCAx/evayvbzSc//bho3ddhnRmeZsPOG3nbt2+pqUhX1M6k8U///wNDE3kMktm\nogl89QcH8b/fuw12i/6czyWiYhOzMYTCiwiFF4GBWbzp8japS6IycpX8DJ2OLsLrkd81W9WaTj6f\nDxqNBqnU+QMG0+ncKJjJVBtLJ4iIlEqcUQPId9JpcjaGX7w8DJfNgDv2rJG6nEsWWUjC02jC2HTu\naePtezolDWkv1estzXWKsOl0AX2ic0Wlyi2vI5IDs1EHs1EHHZaeVDy75XY5uOznNpBWQq/ToFm0\nBOsT79yKv/7egfyExsRsHF/7wSF85j1XwGKUfuk3LS2TzUKjrr3Ju0pKpbM4MTSLvmAE/cEw3ryz\nA5f3NK3oa4XCxauI3I7ynKckD+drOslR1ZpOBoMBmzdvxuHDhzEwMIA1a9bk/1s6ncbx48fhcDjQ\n3NxcrZKIiOg8xNMbjQ2Gst1IlNMPfhXAL18ZhiDkAmZv2uY971N8Oepqs+Gv/nAXDgem8MqJyRVf\nSFaK12OBUa/BYjIDINeEvP4KbvJxPuJzpcPTULabdyIqsFn0+NS7tuKBRw7kb6iCoXl8/UeH8cl3\nbVXMz/56NB9P4VP/3wvoarWhx+vAnk3NaHVx57qLSaUzeOhHh/Mt447mhrI0nSxGLcxs1NYUu1WP\nzd0uNDlMsBo0ssgHPZ+qtp3f+c53AgC+9KUvFU08/eu//ivGx8dx1113FWU9ERFRdWUFoehG2u+1\ny2oK5yyX3YizUUMLi2k8d2hU2oKWSa1S4YpeN/77WzfJbhcfjVqNqze34qZtXnzkrs2454YeqUuS\npXgijaGJwk5dcp0IJKoFTpsRn3r31qIldSdHo/i/P3kN2Sxz5+QqEAwjmcri+FAYP39xoCgDjy7M\nbNQVLZEqXcq9HKFwYfLF7eCKolqjUavxwEevwSfv24a3X9eN7jZ5XotU9dHA3XffjWeeeQZPP/00\n7rrrLlx33XU4efIknn32WaxZswb3339/NcshIqISI6EFxBOFnS/kmud03ZY2PPbCAObjuQcYT/5u\nGDdu89ZkeK4U3nNrr9QlyJ5Rr8GX/vtuBIbDCAQj2NLtkrokoprW3GjGJ+/diq/8xwEsnNmhaWtP\nE9RqeTXuqUDcLFEB6GFz/pL5vXYMT+ayzIYm5pBIZmDQL384Q9zoY9OJpFLVq3OVSoVvfOMb+Oxn\nPwsAeOSRR3Ds2DG8+93vxg9+8IN82DgREUlDKXlOBr0GN2/35o9n5xLYd3Rcwoqo3qhUKrQ4zbj2\n8jZ88I4N2NzFphNRpXk9Vnz8nVthMmjxB7evxy07fFKXREsQX1O0uy3M4FoG8UO/TFbAKdGuwpcq\nncliZq4w6eRpZNOJpFH1RdBarRYf+MAH8IEPfKDab01ERBchfippMmjglXGA9I1XerH3pSEkzmQP\n7d0/hKs3t8ryqXcqncXLxyawa2Mzp7GIiFahq82Gr/yPPbCa2MCQs2Qqg4Ex8RJkeU5Oy1XpQ7/A\ncBgbOhuX9TWmo4v5KAKAk04kHV75EhFRnvipZE+7Q5YNnLOsJh2u31rY+nd8JoaDgZCEFV3YvqPj\n+Pbjx/CZb+3Dky8PIZHKSF0SEZFiXajhJAjMd5KL02NRZER5W3KdnJYrp82IJtFGLqWT6JciVJKh\n5ZbhxjBUXoIgICvDn4NsOhEREQAgupBEdCGZP1bCBeKtOzqgETXGHt83KLubjmxWwN79gwByywB/\n+tvTSGeyEld1aQRBwPhMDM8fHkVsMX3xTyAikkg6k8W//PwNPL5vQOpSCEBfSfg1J52WT3wd1j8a\nRSa7vGsH8c51AODm8rqaNDAWxRe+9SI+90/78ZGvPYv+VQTPVwr3GCUiIgC5bam/+fHrcHpsDoFg\nGFu6V7aS21v7AAAgAElEQVQ9bzU1Nhhw1eYWPH9kDAAwMD6HY4Oz2LjGKXFlBa/2hTAhetp4wxXt\nisi1ODkawd/9+AjmYrmwdrtVr4jviWo4NjCDuXgKfq8DjQ0GqcshqnupdAbf+tlRHAxMAQBMBi1u\nvNJ7kc+iShJP5rhsBrg4ZbNsfq8D+45OAAASyQyCkwvobLn0DORJUdNJo1bB2cB/g1qkUgGHRJP+\nM9HFJV4tDTadiIgoT6fVoNfnQK9POU8k37K7E789Moaz801P7B+UTdNJEAQ8sW8wf6zVqHDLdmUE\n37odpnzDCcCZHdrYdAKAXx0YwYG+3AVeV5sNn3//dokrIqpvBwNT+YYTADzyVB9Mei32bG6RsKr6\nlc0KODlSmLbglNPK+EuuxfqC4WU1nULhQvOhyW6UdWQCrVxpVte0DJtOXF5HRESK1uI0Y9s6d/74\njYFZnF7BLi+VcHRgBoMThSDVqy9rVcxkjM2sR6vLnD8ODC8/T6IWCYJQ9ATfYVXGvydRLdu5oRl3\nXtVZ9GfffvxYvjlM1RUMzSOeKGQXKmG5vhy1usywGAszIsv9PSyOTGCIeO0yG3WwiHLuZqIJCas5\nP046ERGR4t2+pxOvnCjcXDx7aBRrW20SVpQjnnJSqYDbdnVIWM3y+b12jE3HAACnxuaQSmeh09b3\n86rxmVjRBBhvpojk4b9d24X4Yga/OhAEAGQFAd/62ev4k3suxyaZTL/WiwDznMpCrVLB73XgUH9u\nii8QjEAQBKhUlzax9Nn3XomFxTRC4Tgu8VNIodwOExbiuWsTTjoRERFVwJoWGzataUSry4wP3bEB\n7721V+qScHI0guNDhaeS29d50NxoXuIz5Ed8o5DOZDE4PrfEq+sDb6aI5EmlUuHdt/hxlWhJXToj\n4P/+5Aj6R+QXrFvLxNOgZoMWbW6LhNUom99XeLBh1GuwsIxNPVQqFawmHda22rCmRfoHcVQ54pB4\nOTadOOlERET47ZExzM4twu91YG2bDQadRuqSlu3Db9sEi0kHtUwe54mnnADg9t2dF3ilfJ0vT6Kn\nzid7xDdTep0aHc1WCashIjG1SoU/uH09FpOZ/NK6ZCqLr//oMP7XfVego/nS83Bo5Vx2I5obTZiY\njaPHa5fN72Ul2rbOA4/DhB6vA3aLXupySKbEyycZJE5ERLL03JHR/BarXrcVX/zQTokrWr4Gs3wu\nxkanFopCbTevdS4r/FMu3HYj7FY9IvO5XIjAcBhQYPOsnMSTTt1tdmg1HBonkhONWo0/etsm/N2P\nD+PowCwAIJZI48EfHsL/fu82tDiVNXGqRPdc34N7ru9BZCGJeOLSJ3PoXB6HCR7mMdFFuEWT9PFE\nBrHFNMxG+bR6eKVERFTnUukMBkTB293tHMFerb37i6ec7tijzEaN6kyexFn9IxFkBWGJz6htkfkE\nJmcLW1Azz4lInnRaNe5/+xb0tBfO0Wgsha/+4CCmI/KbAqhVdoueTT6iKigNipfbtBObTkREde70\n2BzSmUIjobeGMmqyWQGpdObiLyyj6cgi9r8xkT/ubrOh16fcv1NxY2VhMY2xqQUJq5EW85yIlMOg\n1+BP79mCDk9hCexMNIFfvRqUsCqi6nj52AR+fSCI109NYzIcv/gnkKKJM50A+eU6selERFTnxBk1\nQG1Mb6QzWTx3eBT/519ewhP7h6r63lqNCtdvbc/v8nb77s5L3mlGjkqbkKWNl3rSJzpXVCqgq41T\ngURyZjbq8Il7t+anba67vBXvuL5b4qqIKu/XB0bwyFN9ePBHh/HP/3VU6nKowtyO4olCuTWd5LPQ\nj4iIJCFuIjQ2GOCyGyWspjz+5j8O5ncrevqVYdy2swMGfXXC0e1WA95zay/eevUavPj6OC73N1Xl\nfSvF67HAqNdgMZmbGOsLhnH9Fe0SVyUN8bnS0dwAk4GXUURyZ7Po8al3bcULr4/jzj3Kfgggd4Ig\n8O+3QsamF9A3HEbfcARetwVvuUi+Ykg03VS69Ipqj9NmgFqlykcgyK3pxEknIqI6lhWEfIA4kJty\nqoULxh0bPPmPFxbTePbwaNVrsFn0uG1Xh+J37dGo1egW5aIEhutz0imeSGNoYi5/XAsTgUT1wmkz\n4q1XramJ329ydqh/Cv/rH17Ev/z8DTx7aIQh4mX0rZ8dxb/94gT2HR3Hq2d2ZryQVDqD2blE/phN\np9qn0ajR2JDbUEevVSOTkVf+Jh/RERHVsdHQAmKii8Jayai5bksbHnthAPPxFADgyZeHcOOV7dxp\nbIUu73ZBr1XD73XA77PX5dPsU2NRiDPUayn7jKieHTk5hY1rnPz9UAaBYARTkUVMRcax7/VxbF/v\nufgn0SXxe+0YnpwHAAyOzyGRysCgO/8E91RJWD6bTvXhk++6AhajFlaTTnbXaPzpSkRUx2oxzwnI\nBcjevN2bP56dS2Df0XEJK1K2m7f78LG7t+C2XR3obquNabjl6mm349Pv2orfu2YtNq5pRE+NnCtE\n9ezxfQP4+qNH8J0njtX1zpzlEhguXFO0uy2wGHUSVlNbxA8FM1kBp0ajF3yteJdVAHA7lB+bQBfX\n4jSjwayX5TUam05ERHVMnFFjMmjgdVuXeLWy3Hilt+gp4N79QxW7qUils3j4yRNFy6+othh0GmxY\n48TvXbMWn3rXFXBYDVKXRESr8J/PncJPnj0FANh3dALfe6oPAhtPK5ZIZTAwLl6CzGnQcip9KFj6\n0FAsVLJbnafRfIFXElUHm05ERHVMfNHS3W6HWi2/pyMrZTXp8Katbfnj8ZkYDl4kB2Gl9h0dx28O\njuAvvvM7fP3Rw+dc8BERkbysaW0oytx75uBIvglFyzcwFkUmW2ja+X2cBi0np82IJtFGL0vtJDsp\nugbRatSwW/UVrY3oYth0IiKqU9ORRUxHC0GTtfhU8s07O6ARNdKe2D9Y9ifZ2ayAvS8N5Y9PDIdh\nNjIykYhIzq7wu/GHd26A+FHLE/sH8fi+AYkqUra+kiYIc+/KTzzt1D8SQSabPe/rpsKFTCe3w6j4\nDU1I+dh0IiKqU6fHivMAemswo6axwYCrNrfkj0+PzeHY4GxZ3+NAXwgTM7H88Q1b22s6xyKeSOPo\n6RmMTS9IXQoR0ars3tSC9715XdGf/eTZU3jmQFCiipRLPDntshngtDFHqNzEDwcTyQyCk+f/PSye\ndGKIeP1IpbM48v/Yu/P4tu4y3+NfLZbkTbKt2PHuJF6yNIuTtEnTQtpCS5tSSvd2KAPMMLTACyjQ\n3ss2zHAvc1+0TGGYKQWGpdAZCi20nQ5QylKGLpQutFmbzY6z2nEcW7Ylb5It6dw/0sqSnd2Sjix9\n3n/lHMvnPG3iRPqe5/f8Onx6ZlOXHnu2I2F3arPxKBYActS5iyr0zx+5QO1dg2rv9Gt+ldvsklJi\nw/kN+tPWbr3Z3/Trlw5oybyypFzbMAw9+dKB2LHdZtFl59Ul5dqZZiIc1Vd+/JoO9gwrahh657oG\nXX9Ro9llpcXGtl65Cx2aV1nMDldAlrl4ZY3GQmH9/JmO2Lkf/65NLodd6+IeWuDEolFDHV2TH3Cz\nsXM6E0yd69TWOaiGyuKEc4ZhJCzxryB0yhnhSFTf+PmW2LHLYcuYTU8InQAgh3k9Lnk9lTp/Sfa+\nsa4sK9DqheV6dfexeU479g9oX3cgKSHbjv0DOhA3OPWCpVUqLc7OAdN5dqtCE5HYMPaTzZPIJoZh\n6MHf7NLQ6ITy7FZdvqZO163PjbANyBUbzm/QaCisJ1889hDBkPSDJ3fK5bBpZUu5ucXNAp29wxoL\nRWLH2bITbqapmlOoQpddI8GwpGP/Dl92buKDrsHhcU2EJ5fd0emUO/KdduU77RoLHfvz0R83QsNs\nPK4DAGS9K9c1xH5ttVgSnsjOxK/jupwsFmnD2vqkXDdTxX+Q2NcdSHhjm616BsY0NDoh6Vi3V4Ez\ne5dOArnsuvUL9LZVNbHjqGHo2//9unbs7zexqtlh6kOI5jo6nVLBarEkdJG1dw5Om1M5dSOT8lJC\np1zidU8++PQFgid5ZXoROgEAst68Srdam+bobatqdPft5+vSc2e+BG7v4UDCfKhzF1Zobll2b0sc\n/2Z3IhxN6PLKVu2HErelbuHDFJCVLBaL3nNZi9adM9n5G44Yuu+xbdNmICJR/DynAqdd1XMKTawm\nu8U//PEPj6vXnxgsVJTm6wMbFumd6xq0ZnGFqr3Z/b4EieJnqfVnUOjE8joAQE74+PXLZEniDi7x\nXU6SdOX5DSd4ZfaYumSivXMwY+YFpEr8E3yH3ar6uUUmVgMglawWi/72nYsUHA9rU3ufJKnSW5Cw\nVT0SGYahtrhwvqnWw25pKRT/8MeZZ9PR/tGEuU0lRU6tX1FtRmnIAN640MmXQcvrCJ0AIAf9+qUD\n8hQ61FxXonKPK6lhTKZK5n/j4b4RbWzrjR0vnV82bZhnNiovyZenyCH/8LikY4HMBpNrSrX4J/gL\nqt0MEgeynM1q1YffvVT/+ugWhSOG7rhhufKdfGQ6kdBERNVzCjUWiig0EWGeU4o1VBbrlrc3q7nW\no/q5RbJZ+TcJk7xxAflYKKzRYFgFLvP//jK/AgBAWk2EI3ri+b0KR47NAXjHeXW65e3NJlc1uzz1\ncu51OUnHgrvm2hK9uuuopGOBTNQwsvaptn84pJ6ByfkY7MgE5IY8u1Ufv265ZDnWTYITcznsuuuW\nlQpHojp0dFieQofZJWW1PLtV78jSXXIxc2XuxM1s+gNBFbjM79AmGgWAHLOveygWOEnK6eVCRwfH\nNBKcOKPv6Q8E9dL2nthxY7VbC+tzJ4yIf4o9Egyr2zdqYjWpNX04Lk/wgVzhdNhOGDhNHd4MyW6z\nan6VO2GmDID08k75+cuUYeKETgCQY+KXC0m52b1xsGdI//6L7frcv7+oP7zaeUbfW1Ls1EeuWar5\nVW5Jx7qccmF54ptapvx5mTpoO5vEh04Wi9RYTegE5Lqd+/t190Mbz/iBBZBq4UhUA0MhQtEcNjV0\nypRh4iyvA4AcE/9BuqTIkXMDUqNRQ/c9tjU2YPHp1zp1+Zp6OR2nt4TCarFoVUu5VjbPUXunP+sH\naU9VW1Eop8Om0HhE0rEQ8+KVNaf4rtkpPqCtryhmrguQ4za19+rbT2xXOBLVN36+RXfe3CqXg78X\nkBk6jw7rzvtfkMNuVXlJvm69rEWLGkrNLgtp5ClyyGqxKPpG8Jgpw8TpdAKAHBI1jITQqaWuJKe6\ndCTJarXoHefVx46Hxyb03JbDZ3wdi8WilrqSrJ1ndCI2q1VNNZNB29QlaNkiOB7WwZ7h2DHDcYHc\nNj4R0Y9/16ZwJCpJ6ugK6JuPb9NEOGJyZchFo8Gwtnb49NizHfqP3+6WJB3xjUiSxsNRdfWNyG7n\no36usVmtKi2enKuWKZ1O/EkEgBxyuHdEY6Fw7DgXl9ZJ0voV1SrKz4sd/+aVg7EPEji1+ACmzx/M\nmDc1ydRxOBB7UihJzXW5+bMC4BhHnk2fvHGFCuI6HnfsH9B3/nu7ItHc/Pfjief36u6HNuqxZzv0\n+l6f2eXklMef69A3fr5FT754QM9vOazgeDgWOr2pvCTfpOpgpvgldsx0AgCk3fR5TrnZveF02HTp\n6trY8cBQKGE4OE5uYV2JGuYW69LVtfroNUszYjveZJs6qypXf1YATKqrKNKnblqRMGB8U3ufHnhy\nV0JInSu27+9X26FBPfniAf3sj3vMLienxD80jEQNtR8c1JG4jT2ceTa5C/KO963IcmuXzNU71zXo\nfZcv1LVvXWB2OZKY6QQAOSV+KVS+06ba8tzdue5tq2v11MsHFZo4tjTiqZcP6IJllcddLjcRjuqe\nn2zUmkUVWt9anfMzPBbWl+of/+Y8s8tIqbcur9YcT77aOwfVPxRSSZHz1N8EIOs11nj08euX6Rs/\n3xLbCfbF7Ufkctr03stacmbJ+vhERPu7h2LHudo5bZapD0K27/OpO67TqbzElTN/FpHoklW1p35R\nmtHpBAA5pC2u06mxxiOrNXffkBTl5+mi1urYcbdvVJva+o772he3H9HewwE9/D979L++9WftPjiQ\nrjJhEq/Hpbcsr9LfXLlYd97canY5ADLIknll+si7lyY8pPjjxi49/txeE6tKr33dAUWicUuQ6QZN\nqzK3K2EZ1Y69PvUkhE4srUPmIHQCgBxxdGBU/XG7WPBUUnrHeXWyxQVvv37pwLSthqNRQ0+9fDB2\nHI4aqq3I3Q4xAIC0sqVcH7xqseIf3Tz54gH9+qUDptWUTm1TNpHgPUX6NddNBn079veru4/QCZmJ\n0AkAcsSOff0Jxy08lVSZ26ULllbGjvd1B7TrQGIX08a2XvX0T85JuKS1RoUu5iQAQK5bd06l3nv5\nwoRzjz7ToT9u6jKpovSJnxFZ5nbK63Gd5NVIhfigLzQeUVzjmSpKCZ2QOQidACBH7Nw3ubOMzWrR\n/Cq3idVkjivW1ic8qY5/Sm0Yhp6MO7bbLLrsvLo0Vpf5DMNQt29E+7oDZpcCAGl3ycoa3XBxY8K5\nJ57fq9HghEkVpV40aqija7LTqYUuJ1Oc7OEhnU4wDENDo+Pyj4ybXQqDxAEgV3zw6qVasaBM7Z1+\nDY2OyxG3+04uq/IWavXCcr26u1eStH3/gPYfCWhepVs79g/owJHJQakXLK1SaTEDpd/0k9+36aUd\nPRoem1BLXYk+e+sqs0uaMcMw9OruXjXVePi9BnBarjy/QWOhsJ588YA8RQ7ddXOrCrK4I7azd1hj\noUjsmHlO5qiaU6hCl10jwfC0rxE65bYvP/iqunqHNR6O6pKVNfrrKR2Z6UboBAA5wpFnU3NtCXMX\njuPKdQ2x0KnKWxB7Mx3f9WSxSBvW1ptSX6YKTUQ0PHbsaf6+7oAmwlHl2Wd3E3XPwJi+/cTrkqQ5\nHpfe+44WLW+cY3JVADLddesXKM9m1flLK1WR5R/425nnlBGsFouaajza0uFLOG/RsX+/kLsmwhGN\nh6OSJF8gaHI1hE4AAGhepVvvOK9OLXUlam2eI6vFor2HA9oZN9/p3IUVmltWYGKVmaelrkTPb+2W\nJE2EozrQM6Smmtn9xLv90OSckj5/UIX52dutACB5LBaLrn7LfLPLSIv4eU75TruqywtNrCa3NdeV\nTAudytxO2W2z+wEQZqbM7VJn77HB8oROAABkiFve3pxwPHUHoivPb0hnObPC1CUV7YcGZ33o1Bb3\nYcpht6phbrGJ1QDIBv2BoEZDYdWWz/6dTw3DUFtcON9c65HVYjnJdyCVjre0kaV18LonO936MyB0\nIgIFAGCKw30j2tjWGzs+Z36ZGioJH6YqL8mXp9ARO5665GI2iv9vWFDt5mkxgBnp6R/VV378mu59\neHPCTqizlc8f1ODw5GBi5jmZa15l4r9TG86v18evX25iRcgEZe7JmZRjoYhGjzP3K53odAKALDcR\njujh3+/WkvllKivIk5MB4qf01MuJXU7vpMvpuCwWi5prPbF5WO2dg4oaxqx96u0fDunowFjsmDkl\nAGbicN+IvvrTTQq8sXvUvQ9v0ttX1+lkf0XWzCnU0gXeaedf2n7ktHahKio69mFzeDikC5dVqWjK\nEuGBoZBe2dlzBv8Vx+YDrV5YIUkaHBnX3LKCWIDG35PmyrNbddMljZpXW6LF87yaCJq/UxnM550y\n06s/EFSBy7xOS0InAMhy+7qH9NBvdkmSbFaLPnbdMq1oYjDyiUSiURXnO3TJyhq9tOOIKssKtbCe\nN9Un0lxXEgudRoJhdfeNqGaWLiGZNhy3jif4AM6ep8ghT6EjFjr5AiH97I97Tvo9b1lWddzQ6fev\ndmpfd+CM7r90gXda6NQ7OKZH/ufkNUy/TlksdGqq8egrt52vwMi42jsHNb+KLmCzXXpuncrLj/0+\n9BI6QYnL66Rjc51qK8x7b0bPOABkufiBn5Gooeo5DPw8mWjUUEmRQ5v39GksFNFV6xpkmaWdO+nQ\nMuUp92xeYhdfu8UiNVYTOgE4e4WuPH365tas3ITCXejQ6oUVyrPTPQ1kmqmhk9lznQidACDLxX+Q\nLi12so3uKVitFu3tDmhodFxvXV6lFc10hZ1MbUWhnI7JDx3xIedsEz9EvL6iWPlOGsIBzIyn0KG7\nbm5VvYldBgByi6fIkTDqwBcImVgNy+sAIKtFDUN74kKn5loPXTunYLNa9eF3L1U0ashq5f/Vqdis\nVjVVu7V9/4Ck2dvpNBYK62DPUOyY4bgAksXrcelLf7tGwfGwDOPkr7Wd4N+d//1XKxU91TdLmjPn\nWLjV1zd83BmOjTVu3f+p9acuOs5sndMH5Cqb1arSYkcsbDK704nQCQCy2OHeEY2GJnesYODn6SNw\nOn3NtSWx0KnPH1R/IKgy9+zqqNvbHUj4MNhcx88KgORyOc7+o1d8R+nJFLiOzXA6UaemzWpVvpPF\nLkC2K3O7YqGTj+V1AIBUmbrUie4NpMLUgGY2dju1H+JnBQAAZIf4uU50OgEAUib+w3+By67aWbqr\nGDLbgiq3SoudWlDlVnOtR/Or3WaXdMbif1YqSvJV8sa24wAAALNNmdslh92qMrdL5SX5MgzDtBEb\nhE4AkMXiO50WzStjyRhSwumw6d6PXjCr54VdfeE8LawrUXvnYFbuNAUAAHLHNW+dr+svWpAR780I\nnQAgS/n8wYTdKpbMLzOxGmS7THhTMxML60u1sL7U7DIAAABmzG7LnElKmVMJACCpps5zWjLfa1Il\nAAAAAHIRoRMAZKn4GTV2m0UtdHEAAAAASCNCJwDIUvGdTk21JXLmnd52y8BMjYXC2ns4YHYZAAAA\nMBkznQAgS33yxhVq7/SrvXNQjXQ5IQ1e3tGjp14+oENHh2W3WfXNT65Xnj2zn28FRsd1tH9MDZXF\nGV8rAADA6Xp111EdPDoknz+kkmKHbry4yZQ6CJ0AIEuVuV1au8SltUvmqry82OxykAPCkagO9gxL\nkibCUR3oGVJTjcfkqk5uS3uffvjULtltVi2oKtbt716q0mKn2WUBAADMyJ+2dWtrh0+SVFNeaFro\nxCM9AACQFM21iQFT+6HBE7wyc7w5+ywciWr/kSEVF+SZXBEAAMDMeT2u2K/7A0HT6iB0AgAASVFe\nki9PoSN2HD/MPlPFzz5bUO3OqC2GAQAAzpbXPRk6jYUiGg2GTamDd1YAACApLBaLmutKYsftnYOK\nGoaJFZ2cf2RcPQNjsePm2pKTvBoAAGD2KHMnjgswq9uJ0AkAssyR/lG9sK1bRwdGZWTwB35kp/gl\ndiPBsLp9oyZWc3JTl/8112X2/CkAAIDTFd/pJEk+k0InBokDQJbZ2NarR5/pkCR5Ch36vx9co3KT\na0LuaJnSLdTeOaiaOYUmVXNy8cv/LBapsZrQCQAAZIepoROdTgCApGiL696wWKSifAYjI31qKwrl\ndNhix5k8TDx+nlN9RbHynTyLAwAA2cFT5JDVYokd+wIhU+ogdAKALBI1DO2J695ori2RJe4fGyDV\nbFarmqrdseNMHSYeHA/rYM9w7HjqznsAAACzmc1qVWnx5AYvdDoBAGbscN+IRkOTO1PwQRpmiB8m\n3ucPmrpN74nsPRxIGHIeXzMAAEA2KItbYtdH6AQAmKmpXSUtfJCGCabuArenK/O6ndqmLPtrqiGg\nBQAA2SV+rhOdTgCAGYufn+Ny2FRbXmRiNchVC6rcslknl3VODXgyQXxAW17iUmmx8ySvBgAAmH3i\nO50GhkKKRKNpr4GJmQCQReIHIzfVeGS1Ms8J6ed02DS/yq1wJKrm2hKtaPKaXVKCcCSqvYcDseOp\nO+4BAABkA6978qGaYUiDQ+Pyelwn+Y7kI3QCgCzh8wcTdqVgnhPM9NlbV2Vs6GkY0nvf0aL2zkG1\nd/qZ5wQAALLSooZS/fXlC+V1O+V1u+Qpcpz6m5KM0AkAskR8l5M0fa4OkE6ZGjhJUp7dqguXVenC\nZVWSJCNuoDgAAEC2qPIWqspbaGoNzHQCgCwRP6PGZrVofty29QBOzGLJ3IAMAABgNiN0AoAsEd/p\nNK+yWM48m4nVAAAAAMh1hE4AkAVGghPq6h2JHbO0DpnEMAwd7htROJL+HVMAAABgHmY6AUAWcObZ\n9Ln3ro4NRl4yr9TskgB19Q7r8ef2qr3Tr+GxCX3+r1erqcbcAfe9g2OyWS0JWwgDAABkK8MwNBIM\ny+cPajQ4ocXzytJ6f0InAMgCdptVTbUeNdV6tMHsYoA32O1WbWrvix23dw6aHjr98oX9+tO2bnnd\nLp0zv0wf2LDI1HoAAABS6SdPt+sPr3VKkvKddt3/qfVpvT/L6wAAQEpUlOTLUzi5NW/7If9JXp0e\nb84+8wWCOjowanI1AAAAqVVSNPlebCwU1mgwnNb7EzoBAICUsFgsaq6d7Gxq7xxU1DBMq8c/HFLP\nwFjsuInZZwAAIMt5p4wU6A8E03p/QicAAJAy8UPtR4JhdfvM6y5q70zstGqpNXepHwAAQKpNnWPp\nI3QCAJyJ9s5B7dzfr9B4xOxSgGma6xKDnTeXt5khPnSyWKRGk+dLAQAApJrZnU4MEgeAWe7JFw9o\na4dPNqtFyxu9+vj1y80uCYipqyiS02GLhaLth/y6uLXGlFriA6+6iiLlO3kbBAAAsltJsUNWiyU2\n4sAXCKX1/nQ6AcAsFjUM7XmjeyMSNWS38dc6MovNalVTtTt2bFanU3A8rIM9w7HjZuY5AQCAHGCz\nWlVaPDlMnJlOAIDTdrhvRKOhyR0oWur4II3MEx/w9PmDGhhK7xM2Seo4HEgYYt7MPCcAAJAj4uc6\nMdMJAHDapg5G5oM0MtHUP5dmdDu1H0q8J51OAAAgV3gJnQAAZyP+g7TLYVNteZGJ1QDHt6DaI5vV\nEjtuP+Q/yatTIz6gLS9xqbTYmfYaAAAAzBDf6TQwFFIkGk3bvQmdAGAWi+8YaarxyBr3wR7IFE6H\nTYRTmlwAACAASURBVPVzi2PH6e50Ckei2ns4EDumywkAAOQSr3vyYZthSIND42m7N9u2AMAs5fMH\nE3afYGkdMllzrUc+/5iaa0vUUl8iwzBksaQnJD10dFihiUhCLQAAALnC63ElHPsCwWnnUoXQCQBm\nqfauxG4Rhogjk123foFufltT2oKmeMUFebrmrfPV3unXni4/nU4AACCneD35mltWIK/bKa/bpQJn\n+qIgQicAmKXiZ9TYrBbNq3Kf5NWAuRx5NtPuPceTr6svnC9JikSjspoQfAEAAJilZk6hvnLb+abc\nm9AJAGap+CHi8yqL5TTxQz0wW9isjLMEAABIF955AcAsNBKcUFfvSOyY5UIAAAAAMg2hEwDMQh1d\nfhlxx811DEbG7DIWCms0OGF2GQAAAEgh00One+65RwsXLtTLL79sdikAMGvMr3Lr9qvP0dtW1aiu\nokhNNYROyHzjExE99Ls2femBV/SxbzynZ7ccTvk9ewZGNRGOpvw+AAAAmM7UmU5bt27Vgw8+aGYJ\nADArFRc4tHbJXK1dMtfsUoDTlme36i+7jyowMi5Jaj/k14a1qb3nN362Rb5ASPOrinXhsiqtX1Gd\n2hsCAABkoN0HB/Tclm71B4LyBYL60t+sUYEr9ZGQaZ1O4+Pj+sIXvqBIJGJWCQAAII0sFouaaye7\n8to7BxU1jJN8x8z4R8bVMzCmcCSq9k6/fP5gyu4FAACQyQaGQnpx+xHtPjSoPn9Q/UPpeV9kWuj0\nne98R/v27dMFF1xgVgkAACDNWuKG3o8Ew+r2jabsXns6BxOOmX0GAAByVZnblXCcrodxpoROu3bt\n0ne/+13dfvvtampqMqMEAABggqnBT/uUYCiZ2g75Y7+2WKTGakInAACQm7xTQqf+QJaGTpFIRJ//\n/OfV0NCg22+/Pd23B4BZb/u+fvUMjMpI4bIkIFXqKorkdNhix+1xwVCyxQdadRVFyneaOsoSAADA\nNCXFDlksk8e+QCgt9037u68f/OAH2rlzp37yk5/I4XCk+/YAMKtFDUPf+e/XNRIMy13o0Ia19bp8\nTb3ZZQGnzWa1qqnare37BySlrtMpOB7WwZ7h2HFz3LI+AACAXGOzWlVa7FT/G2FTVnY67du3T9/8\n5jf1nve8RytXrkznrQEgKxzuG9FIMCxJCoyMy2a1nOI7gMwTHwD1+YMpedOz93AgYUh5Sx2hEwAA\nyG3xc5182RY6GYahL3zhC/J6vfr0pz+drtsCQFZp70xcikT3Bmaj+B3sJGlPV/KX2E39WWmqYZ4T\nAADIbXPiQqes63R66KGH9Nprr+lLX/qSCgsL03VbAMgq8UuRXA6b6iqKTKwGODsLqj0JXXqpmOvU\ndmjyZ6W8xKXSYmfS7wEAADCbxHc6DQyNKxKNpvyeaZvp9Nvf/laSdNtttx336+973/skSX/4wx9U\nW1ubrrIAYFaJ/3DeVOORleV1mIWcDpvq5xZrX3dAUvLnOoUjUe09HIgd0xEIAAAged2TD+GihiH/\n8HhCEJUKaQudrr32Wq1Zs2ba+eeff15btmzRtddeq5qaGrnd7nSVBACzSn8gmLD2euoSJWA2aa71\nxEKnQ0eHNRoMq8CVnLclh44OKzQRSbgXAABArpsaMPkCwewJna677rrjng8EArHQae3atekqBwBm\nnbYp3SB0b2A2a64t0dOvdqqhskjNtSWaiCSvvXvqPCeGiAMAAEje44ROzSm+Z9pCJwDAzMR/kLZZ\nLZpfTWcoZq/ljWW6/1Pr5XTYkn7t+ooirV9RrfbOQQ2NTqiyrCDp9wAAAJhtpnY1DQ6Np/yehE4A\nMEvEz3OaV1ksZ17yP6wD6ZJnT92f30UNpVrUUCpJCo6HZbEw+wwAAKDAZdcnb1yhMrdTZcWupI02\nOJm07V53Il/4whe0e/dultYBwEmMBifU1TscO2ZpHXB6XA6erwEAALxpeaNXteVFaQmcpAwInQAA\np7anKyAj7pjByAAAAAAyHaETAMwCU7eUbyR0QpYxDEOjwQmzywAAAEAS0XMOALPA2iVzVeCyq/2Q\nX8PBCbkLHGaXBCTFs5u7tGWPT3u6/Gqq8egTNyyf0fUGhkIqLXYmqToAAADMBKETAMwCteVFqi0v\n0gbG3yHLbN/Xr817+iRJe7r8ihqGrGc5+DswMq47739BXrdTzbUluvTcOi1gl0cAAICY8YmIun2j\n6g8E5QsEtXphRUof2BE6AQAA0zTXlujV3b2SpOGxCR3xjap6TuFZXevNZai+QEi+HT26YGll0uoE\nAADIBvuPDOnuhzbGjstL8lMaOjHTCQAAmKa5LnE+2dT5ZWeivdMf+7XFIjXWMPsMAAAgntftSjju\nDwRTej9CJwAAYJq6iiI582yx47ZD/pO8+uTiA6u6iiLlO2noBgAAiFdS7EgYZeALhFJ6P0InAMhg\nUcPQzv39Co1HzC4FSAmb1arGmsm5S2fb6RQaj+jAkeHYcXNtyYxrAwAAyDY2q1WlxZObEqW604lH\ngACQwQ73jeifH94sq8Wihsoi3fy2ZrXU8WEa2aWltkQ79g9Ikvr8wbPagW7v4WNDyN/UXMvSOgAA\ngOMpc7tiHU4+ltcBQO56c0ZN1DC0r3tILoftFN8BzD5TA6Kz6XZq60xclkenEwAAwPHFz3ViphMA\n5LD4D98uh0215UUmVgOkxoJqT8JsgfazmOsU/7Myx+NK6S4sAAAAs1lZXOg0MDSuSDSasnsROgFA\nBov/8N1U45HVajnJq4HZyemwqaFyMlA9006nSDSqjq5A7JglqAAAACfmdU8+nIsahvzD4ym7F6ET\nAGSo/kAwYY01M2qQzeKXwx3qHdZoMHza33vo6LBCE5PD9vlZAQAAOLH4TicptXOdCJ0AIEO1Ten2\nYEYNsln8n2/DODYY/HS1HWKeEwAAwOnyTg2d/KkLndi9DgAyVHvcYGSb1aL51e6TvBqY3d7sTnIX\nOtRc65HLcfpvUeKX4xXl56nKW5D0+gAAALJFOjudCJ0AIEPFz3OaV1ksZx471yF7uQsduufD6zTH\n45LFcmazyxbVlyo0HtGeLr+aaz1n/P0AAAC5pMBlV77TprHQsfEE/YFQyu5F6AQAGWg0OKGu3uHY\nMcuFkAvKS/LP6vvevrpWb19dq2jU0EhwIslVAQAAZJ9zF1bIMCSvx6WmmtTNwyR0AoAMtKfLLyPu\nmMHIwKlZrRYVFzjMLgMAACDj/c2Vi9NyHwaJA0AGip/nJElNhE4AAAAAZhlCJwDIQO2HJgcjV3kL\n6N5ATpoIR8wuAQAAADPA8joAyECXnVevuooBtXcOagG71iGHtB0a1Cs7e9R2yC//SEj/8vG3yHqC\nweAT4agkQ3l2huwDAABkIkInAMhAqxeWa/XCckmSYRineDWQPfYfGdL/bOyKHR/xjap6TuFxX7u1\no0///osdml9VrObaEl2+po6uQAAAgDMUNQxFo4bstuQvhiN0AoAMx/bvyCUtdYnzy9o7B08YOrV3\n+hWORNXe6deeLr/eua4hHSUCAADMeiPBCd3/+Db5AkH1B0J6z2UtumRlTdLvw0wnAACQMeoqiuTM\nm1wuN3Wofrz2zsnZZ3UVRcp38iwNAADgdLgcNrUd8qt3MKhI1FB/IJiS+xA6AQCAjGGzWtVYMznH\nrC1uqH684HhYB44Mx46ba0tSXhsAAEC2sFmtKi2eHEvgI3QCgOw3PDahI/2jzHFCTosPkPr8QQ0M\nhaa9Zu/hgKJxPyfNtZ5prwEAAMCJlbldsV/7/KkJnehDB4AM8pddR/Wfv90td0GemmtL9P4Ni1SU\nn2d2WUBaTQ2Q2jsHtWbx3CnnEpfd0ekEAABwZrxul9p17D0Vy+sAIAe8OaMmMDqh7fv7le9kK3jk\nngXVblnjBui3H5o+1yl+nlN5iUulxc601AYAAJAt4judBobGFYlGk34PQicAyCDxH64bazyyWflr\nGrnH5bCrobIodhwfMElSJBpVR1cgdkyXEwAAwJnzuicf2kUNQ/7h8aTfg08zAJAh+gPBhAF+Lcyo\nQQ6LD5IO9Q5rNBiOHR/sGVZoIhL3Wn5WAAAAzlR8p5OUmmHihE4AkCGYUQNMig+SDEPqODz588HP\nCgAAwMx5CZ0AIHe0xS0hslktml/tPsmrgezWNCVIil9iF//rovw8VXkL0lYXAABAtpjW6ZSCHewI\nnQAgQ8TPc2qoLJYzjyHiyF2eQofmluYfC2Cr3CotPvamyDCMhE6n5lqPLHFDxwEAAHB6Clz2hI2L\n+gOhpN/DnvQrAgDO2GhwQl29w7FjZtQA0iduWK6yYpecjsk3Q+PhqFqb5qi9c1DdvlGW1gEAAMyA\n1+1SZ++IpNQsryN0AoAMsKcrICPuuIUP0oCqvIXTzjnzbPrAhkWSpKHRcbqcAAAAZqDsjdAp32lT\nni35i+EInQAgA0zdEr6RTifglIoLHGaXAAAAMKu9/4pFcubZVOBKTTxE6AQAGaD90GToVOUtkJsP\n0wAAAABSrLTYmdLrM0gcAEw2EY5qb/dQ7Jh5TsDxRQ1DhmGc+oUAAADICHQ6AYDJItGorlu/QO2d\ng2rv9DMYGYgzMBTSS9uPqO3QoHYdGtTfv+9c1cyZPusJAAAAmYfQCQBM5nLYdcXael2xtl5Rw1A0\nSicH8Cb/SEg/f6YjdvzF77+sNYsrtKi+VBevrDGxMgAAAJwKoRMAZBCrxSKrjd24gDfVVRTJmWdT\naCISO/fKzqM64hsldAIAAEiCLXv61OcPyhcIqmFusdYumZu0axM6AQCAjGWzWtVY49aO/QMJ55vr\nWIYKAACQDP/5u93qD4QkSeefMzepoRODxAEAQEY73pwzBu4DAAAkR5nbFft1vz+Y1GsTOgGAiQaG\nQgqOh80uA8hoxwuYGLgPAACQHN640MkXSG7oxPI6ADBJaCKif/7pJh0dGFPd3CItW+DVdesXmF0W\nkHEaq6eHTqXFThMqAQAAyD5l7sn3VQND44pEo7JZk9OjRKcTAJhgIhzV/Y9v05H+UUUNQweODKnz\n6LDZZQEZyemwaVH9ZGfTJQwQBwAASJo5cZ1OUcOQf3g8adcmdAKANItEo/ruL7fr9X39sXP5Truu\nv4guJ+BEbr2sRUvmlWp1S7ne/Zb5ZpcDAACQNeJnOknJXWLH8joASKOoYehHT+3Sa7t7Y+cceVZ9\n8sblqikvMrEyILPVlBfprltWml0GAABA1vEeJ3RqTtK16XQCgDQxDEMPP92uF7YdiZ2z2yz62HXL\nGIoMAAAAwBRTO536A6GkXZvQCQDS5Inn9+np1zpjxxaLdPvV52jpfK+JVQEAAADIZQUuu/Kdtthx\nMpfXEToBQBr85uWD+uWf9yec+9srF2v1wgpzCgIAAACAN8R3O/X7CZ0AYNZ4dnOXfvbHPQnnbr2s\nRRcuqzKpIgAAAACYFD/XycfyOgCYHfYfCeg/frM74dy16xfo7atrTaoIAAAAABLFh0797F4HALND\nw9xivfOCBv3qzwckSVesrddV6xpMrgoAAAAAJq1o8qq4IE9et0tlHpcMw5DFYpnxdQmdACCFLBaL\nrlvfqHynXb0DY7rx4sak/OUNAAAAAMmyvHGOljfOSfp1CZ0AIA02rG1I2tMCAAAAAJgNmOkEAEnk\nHxmXYRjH/RqBEwAAAIBcQugEAElydGBUX3rgFf30D+2KniB4AgAAAIBcQegEAEnQHwjq3oc3yz8y\nrqdf7dSPfr1L0SjBEwAAAIDZI2oYGhwO6ejAaFKux0wnAJihwOi4vvbIZvX5J7cW3XckoOB4WAWu\nPBMrAwAAAIDT860nXtemtl5Fooaaaz363HtXz/iadDoBwAyMBsP6l0e2qNs3+SSgojRfd93cSuAE\nAAAAYNawWS2KvLFaoz8QPMWrTw+hEwCcpdBERP/66BYd6BmKnSstduquW1rlKXKaWBkAAAAAnJky\n9+RnmIGhcUWi0Rlfk9AJAM5COBLV/f+1Te2d/ti54oI83XVLq+Z48k2sDAAAAADOnNftiv06ahjy\nD4/P+JqETgBwhiLRqL77i+16fW9/7Fy+065P39SqKm+hiZUBAAAAwNmJD50kyZeEJXaETgBwBqKG\noQef2q1Xd/fGzjnsVn3yxuVqqCw2sTIAAAAAOHuETgBgIsMw9PAf2vWnbd2xczarRR+7bpmaa0tM\nrAwAAAAAZqZsSujUHwjN+JqETgBwmsIRQ919I7Fji0W6/epztHSB18SqAAAAAGDmClx25TttsWM6\nnQAgjfLsVn3ihhVa1VIuSfrbKxfr3EUVJlcFAAAAAMkR3+3U75956GSf8RUAIIfk2a36yDXnaOeB\nAS2dT4cTAAAAgOzhdbvU1XtsdYeP5XUAkH42q5XACQAAAEDWSeh0YnkdAKTO1o4+vbKzx+wyAAAA\nACAtvG5n7NejobDGQuEZXY/ldQBwHLsPDuj+/3pd4UhUwfGI1q+oNrskAAAAAEipMrdLLodNXo9L\nXrdLoYmI8p1nHx0ROgHAFPu6A/rXR7dqIhyVJP3oqV0qKXJoeeMckysDAAAAgNRZu2Su1p1TmbTr\nsbwOAOJ09Q7r649sVnA8Eju3otGrJfPKTKwKAAAAAFLParEk93pJvRoAzGJHB8d07yObNRKcXLe8\nqL5EH7lmqew2/roEAAAAgDPBpygAkDQwFNK9P90k//B47Nz8qmJ9/PrlcuTZTKwMAAAAAGYnQicA\nOW9odFz3PrxJff7JLUFrygv1qZtaZzQ0DwAAAAByGZ+mAOS00WBYX//ZFnX7RmPnKkrydefNrSrK\nzzOxMgAAAABIv+37+rVjf798gaDCEUMfu27ZWV+L0AlAzgpNRPRvj27RgSNDsXOlxU7ddUurSoqc\nJlYGAAAAAObYeWBAT718UNKxweKRaPSsr8XyOgA566dPt6mt0x87LsrP0123tGpOSb6JVQEAAACA\nebzuyQfwUcNImHt7pgidAOSsd10wX3PLCiRJ+U6b7ry5VVXeQpOrAgAAAADzlLldCce+QPAErzw1\nQicAOcvrcemzt65SU41Hd9ywQg2VxWaXBAAAAACm8iYxdGKmE4Cc5il06HPvXSWLxWJ2KQAAAABg\nuqmdTv2B0Flfi04nADljaPT4a5EJnAAAAADgmAKXXflOW+yY5XUAcAq/e+WgvvC9l7X/SMDsUgAA\nAAAgo8V3O/X7CZ0A4ISe23JYD//PHg2PTeirP9mk3QcHzC4JAAAAADJW/FwnH8vrAOD4XtnZowef\n2hU7Do5HtKfLb2JFAAAAAJDZyhJCJzqdAGCarR19+t4vd8iIO3f5mjpdeX6DaTUBAAAAQKbzup2x\nX4+Fwmd9HUInAFlp98EB3f9frysSnYyc1q+o1k2XNDE4HAAAAABOYuoOdmeL0AlA1tnXHdC/PrpV\nE+Fo7NyaxRV63+ULCZwAAAAA4BS8SQqd7Em5CgBkiK6+Ef3Lz7YoOB6JnVve6NXfXbVEViuBEwAA\nAACcSvWcQn1gwyJ53S6VxS21O1OETgCyxtHBMd378CYNj03Ezi2sK9FHr1kqu43GTgAAAAA4HUX5\neVq/onrG10l76NTb26v77rtPzz77rHw+nzwej9atW6c77rhDdXV16S4HQJYYGArp3p9ukn94PHZu\nflWxPnHDcjnybCZWBgAAAAC5Ka2hU29vr2688UZ1d3frwgsv1JVXXql9+/bpV7/6lZ5//nk98sgj\nmjdvXjpLApAljg6MKjA6GTjVzCnUp25qVb6Thk4AAAAAMENa15vcd9996u7u1mc/+1k98MAD+sxn\nPqPvfOc7+upXv6rBwUHdfffd6SwHQBZZWF+qu25ZqQKnXeUlLt15S6uK8vPMLgsAAAAAclZaQ6en\nn35aZWVlev/7359w/uqrr1Z9fb3+9Kc/KRqNnuC7AeDkmmo8+t/vWam7blmpkqKzH3YHAAAAALku\nahjyD4e093DgrK+RtnUnkUhEt99+u+x2u6zW6VmXw+HQxMSEJiYm5HTyYRHA2amfW2x2CQAAAAAw\n6z2zqUs//l2bJOmXX6s5q2ukLXSy2WzTOpze1NHRob1796q+vn5GgdP2/f1aUOVmhguSqts3ol/9\neb+Gx8KnfO3la+q0ZF5ZwrlwJKr7Htt2RvfMd9r04XcvnXb+5R09+vPrR87oWhcuq9SaxXOnnf/W\nE68rNB45o2t94oZlsk0JjV/f59Pv/9J5RtdpbZ6jS1ZO/0vrP36zS75A6LSu0Ts4ps+8Z6U8dDQB\nAAAAQNKVuV0zvobp6Uw0GtWXv/xlRaNR3XTTTTO61r89ulUuh01XXTBPF7fWKM/OFumYmW7fiO5+\naKOGRidO6/VrFldMO2cYhrbt9Z3RfU80i+jo4NgZX6ulznPc8zv392skeOogLZ5hTD83EAidcU0V\npfnHPd/W6dfhvpHTvs4/P7xZd97cqtJigicAAAAASCZvEkInU1MZwzD0D//wD3rxxRe1dOnSE3ZC\nna6JcFRDoxP66dPt+vx3X9IL2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"text/plain": [
"<matplotlib.figure.Figure at 0x21f0108b9e8>"
]
},
"metadata": {
"image/png": {
"height": 386,
"width": 590
}
},
"output_type": "display_data"
}
],
"source": [
"submits = x[\"Submit Date (UTC)\"].groupby(x[\"Submit Date (UTC)\"].dt.hour).count()\n",
"ax = submits.plot(title=\"Submits per hour\", figsize=(10, 6), linestyle=next(linestyles))\n",
"ax.set_xlabel(\"Time\")\n",
"ax.yaxis.grid()"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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/fo+1a1dz4MC+205cX++LLz7l6tVkPv30C/z9mwPZybX//Od1li9fznPPvWiW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VAQBQ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wWierJEmC6HNA9Nrg89ggeu1we8vhtByAr8F/W61NRnqPi2XnTkouCia3vM5a+DxWqLWhNXLM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\nXrAJsMrLyxUTE6OcnBx5e3tr6tS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"text/plain": [
"<matplotlib.figure.Figure at 0x21f0102fa58>"
]
},
"metadata": {
"image/png": {
"height": 393,
"width": 603
}
},
"output_type": "display_data"
}
],
"source": [
"submits_cum = x[\"Submit Date (UTC)\"].groupby(x[\"Submit Date (UTC)\"].dt.date).count().cumsum()\n",
"\n",
"ax = sumbmits_per_exp.cumsum().plot(figsize=(10, 6))\n",
"\n",
"ax.plot(submits_cum, label=\"all\")\n",
"ax.set_xlabel(\"Submit Date\")\n",
"ax.xaxis.set_minor_locator(mdates.DayLocator(interval=1))\n",
"ax.xaxis.set_minor_formatter(mdates.DateFormatter('%d'))\n",
"ax.yaxis.grid()\n",
"ax.xaxis.set_major_locator(mdates.WeekdayLocator(byweekday=(5,6),\n",
" interval=1))\n",
"ax.xaxis.set_major_formatter(mdates.DateFormatter('\\n\\n%a'))\n",
"\n",
"for i, l in enumerate(ax.lines):\n",
" plt.setp(l, linestyle=next(linestyles))"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5,1,'Submits per Weekday')"
]
},
"execution_count": 46,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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w1Iz9YWizRNGL//nxxy167725VqcBAAAAwEfcn/JKUrIfLGIlUfRCUllZmWbO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3hhYbmhVqki8msx6WjtGcY7TX5rx+VXFFeH/N6qOF/iKizOF+uHE6PGQK4lm3OOS5F7TL2rkXxr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\niZsSA4Cvo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kBoxudpiSYO7ctlZ1nqmqj2LOXcWAxvX/8LR1qORa4T9Db+fsffEadTCiDO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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x21f02995860>"
]
},
"metadata": {
"image/png": {
"height": 344,
"width": 478
}
},
"output_type": "display_data"
}
],
"source": [
"z = x[\"Submit Date (UTC)\"].groupby(x[\"Submit Date (UTC)\"].dt.date).count()\n",
"z.index = pd.to_datetime(z.index)\n",
"weekday_names = \"Mon Tue Wed Thu Fri Sat Sun\".split(' ')\n",
"\n",
"fig, ax = plt.subplots()\n",
"for name, group in z.groupby(z.index.week):\n",
" start_day= group.index.min().to_pydatetime()\n",
" #convert date to week age\n",
" Xs = mdates.date2num(group.index.to_pydatetime()) \\\n",
" - mdates.date2num(start_day)\n",
" Ys = group\n",
" label = group.index.min().week\n",
" ax.plot(Xs, Ys, label=label)\n",
"ax.set_xticklabels(weekday_names)\n",
"ax.set_xticks(range(0, len(weekday_names)))\n",
"ax.legend(loc='upper left')\n",
"ax.set_title(\"Submits per Weekday\")"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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JyYn9+/fTrl07kpOT8fX15eWXX+bSpUssXbqUvXv30qJFCwoXznpGe+jQIcLCwti5cyd1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\npSJpzdnZmf79+9OjRw/69+/PggULkh13/PhxcufObZUUT1SpUiXLmIc9X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dcePGcePGjcf2vX//PgAnT55M94HiJ598wowZMyhatGi6sZnv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\ndSgiIiIiIiIiIiLyHFCyX566O3fuMGHCBNzd3XFycqJjx4788ss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"text/plain": [
"<matplotlib.figure.Figure at 0x21f02d09a90>"
]
},
"metadata": {
"image/png": {
"height": 465,
"width": 765
}
},
"output_type": "display_data"
}
],
"source": [
"per_uni = x[uni].groupby(x[uni]).count()\n",
"ax = per_uni.plot.barh(figsize=(10, 8));\n",
"ax.xaxis.grid()"
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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8derUKd6QXUREROS/TMvrRERERJ6D1KlTU6JECZycnChevDizZ8+mYMGCLzss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\n8ZIl3xMWFoafXxfSpElDpUpeVKrkRdG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"text/plain": [
"<matplotlib.figure.Figure at 0x21f029f1278>"
]
},
"metadata": {
"image/png": {
"height": 427,
"width": 590
}
},
"output_type": "display_data"
}
],
"source": [
"ax = sumbmits_per_exp.plot.bar(title=\"Submits per day per experience\", figsize=(10, 6))\n",
"ax.set_xlabel(\"Date\")\n",
"ax.yaxis.grid()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# I wouldn't trust the linear model\n",
"there are only so many potential participants in karlsruhe, after saturating karlsruhe getting participants will be harder."
]
},
{
"cell_type": "code",
"execution_count": 50,
"metadata": {},
"outputs": [
{
"ename": "NotImplementedError",
"evalue": "reshaping is not supported for Index objects",
"output_type": "error",
"traceback": [
"\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[1;31mNotImplementedError\u001b[0m Traceback (most recent call last)",
"\u001b[1;32m<ipython-input-50-bfa9a8cd2b0a>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m 2\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0mnumpy\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 3\u001b[0m \u001b[0mdates\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mto_datetime\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msubmits_cum\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 4\u001b[1;33m \u001b[0mX\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mdates\u001b[0m \u001b[1;33m-\u001b[0m \u001b[0mdates\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdays\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mreshape\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m-\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 5\u001b[0m \u001b[0my\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0msubmits_cum\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvalues\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 6\u001b[0m \u001b[0mmodel\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mlinear_model\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mLinearRegression\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfit\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mX\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0my\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
"\u001b[1;32m~\\Anaconda2\\envs\\py36\\lib\\site-packages\\pandas\\core\\indexes\\base.py\u001b[0m in \u001b[0;36mreshape\u001b[1;34m(self, *args, **kwargs)\u001b[0m\n\u001b[0;32m 1147\u001b[0m \u001b[0mReshape\u001b[0m \u001b[0man\u001b[0m \u001b[0mIndex\u001b[0m\u001b[1;33m.\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 1148\u001b[0m \"\"\"\n\u001b[1;32m-> 1149\u001b[1;33m raise NotImplementedError(\"reshaping is not supported \"\n\u001b[0m\u001b[0;32m 1150\u001b[0m \"for Index objects\")\n\u001b[0;32m 1151\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
"\u001b[1;31mNotImplementedError\u001b[0m: reshaping is not supported for Index objects"
]
}
],
"source": [
"from sklearn import linear_model\n",
"import numpy as np\n",
"dates = pd.to_datetime(submits_cum.index)\n",
"X = (dates - dates[0]).days.reshape(-1, 1)\n",
"y = submits_cum.values\n",
"model = linear_model.LinearRegression().fit(X, y)\n",
"end = pd.to_datetime('10.03.2018', format='%d.%m.%Y')\n",
"complete_time = np.arange((end - dates[0]).days).reshape(-1, 1)\n",
"prediction = model.predict(complete_time)\n",
"plt.plot(complete_time, prediction)\n",
"plt.plot(X, y)\n",
"ax = plt.axes() \n",
"ax.yaxis.grid()\n",
"plt.ylim(ymin=0)\n",
"plt.xlim(xmin=0)\n",
"ax.set_title(\"Linear extrapolation of our cumulative submits\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
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"file_extension": ".py",
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"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.3"
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