From adff868779ddf40df4331e3a33e525c6c32e4ceb Mon Sep 17 00:00:00 2001 From: Susan Li Date: Mon, 30 Aug 2021 03:04:34 -0400 Subject: [PATCH] Add notebook --- ...d Time Series forecast for Occupancy.ipynb | 2176 +++++++++++++++++ 1 file changed, 2176 insertions(+) create mode 100644 Ocean Sea Breeze EDA and Time Series forecast for Occupancy.ipynb diff --git a/Ocean Sea Breeze EDA and Time Series forecast for Occupancy.ipynb b/Ocean Sea Breeze EDA and Time Series forecast for Occupancy.ipynb new file mode 100644 index 0000000..1e35a1b --- /dev/null +++ b/Ocean Sea Breeze EDA and Time Series forecast for Occupancy.ipynb @@ -0,0 +1,2176 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Ocean Sea Breeze EDA and Occupancy Time Series forecast" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "import warnings\n", + "warnings.filterwarnings('ignore')\n", + "import numpy as np \n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "from matplotlib import pyplot\n", + "import seaborn as sns\n", + "import itertools\n", + "plt.style.use('fivethirtyeight') \n", + "\n", + "%matplotlib inline\n", + "from pylab import rcParams\n", + "import statsmodels.api as sm\n", + "from numpy.random import normal, seed\n", + "from scipy.stats import norm\n", + "from statsmodels.tsa.stattools import adfuller\n", + "from statsmodels.graphics.tsaplots import plot_acf, plot_pacf\n", + "from statsmodels.tsa.arima_process import ArmaProcess\n", + "from statsmodels.tsa.statespace.sarimax import SARIMAX\n", + "from statsmodels.tsa.ar_model import AR\n", + "from statsmodels.tsa.arima_model import ARMA, ARIMA\n", + "from fbprophet import Prophet\n", + "import math\n", + "from sklearn.metrics import mean_squared_error\n", + "from random import random\n", + "from math import sqrt" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "sbz = pd.read_excel(\"concat_raw_sbz.xlsx\")" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Time period start: 2016-01-01 00:00:00\n", + "Time period end: 2019-06-30 00:00:00\n" + ] + } + ], + "source": [ + "sbz[['DATE', 'DAY_OF_WEEK']] = sbz['DATE'].str.split(' ', n=1, expand=True)\n", + "sbz['DATE'] = pd.to_datetime(sbz['DATE'])\n", + "sbz = sbz.sort_values('DATE')\n", + "\n", + "print('Time period start: {}\\nTime period end: {}'.format(sbz.DATE.min(),sbz.DATE.max()))" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "sbz.set_index('DATE', inplace=True)\n", + "sbz = sbz.loc[~sbz.index.duplicated(keep='first')]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Occupancy, Revenue and Average rate distribution" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(1)\n", + "plt.subplot(211)\n", + "sbz['OCC %'].hist(figsize=(10,5))\n", + "plt.title('Occupancy distribution')\n", + "plt.subplot(212)\n", + "sbz['OCC %'].plot(kind='kde')\n", + "plt.show();" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(1)\n", + "plt.subplot(211)\n", + "sbz['REVENUE'].hist(figsize=(10,5))\n", + "plt.title('Revenue distribution')\n", + "plt.subplot(212)\n", + "sbz['REVENUE'].plot(kind='kde')\n", + "plt.show();" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(1)\n", + "plt.subplot(211)\n", + "sbz['AVE RATE'].hist(figsize=(10,5))\n", + "plt.title('Average rate distribution')\n", + "plt.subplot(212)\n", + "sbz['AVE RATE'].plot(kind='kde')\n", + "plt.show();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "It looks like a bimodal distribution. And it turns out, there were 230 days in 2017 with occupancy at zero. Seems the hotel was closed for 6.5 months for renovation." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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IND REVIND RMGROUP REVGROUP RMALLOT REVALLOT RMREVENUERM OCCAVE RATEOCC %DAY_OF_WEEK
DATE
2017-04-300.0000.000.000.0000.00.0Sun
2017-05-010.0000.000.000.0000.00.0Mon
2017-05-020.0000.000.000.0000.00.0Tue
2017-05-03-6095.2300.000.00-6095.2300.00.0Wed
2017-05-042638.1000.000.002638.1000.00.0Thu
....................................
2017-12-110.0000.000.000.0000.00.0Mon
2017-12-120.0000.000.000.0000.00.0Tue
2017-12-13-0.0400.000.00-0.0400.00.0Wed
2017-12-140.0000.000.000.0000.00.0Thu
2017-12-150.0600.000.000.0600.00.0Fri
\n", + "

230 rows × 11 columns

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" + ], + "text/plain": [ + " IND REV IND RM GROUP REV GROUP RM ALLOT REV ALLOT RM \\\n", + "DATE \n", + "2017-04-30 0.00 0 0.0 0 0.0 0 \n", + "2017-05-01 0.00 0 0.0 0 0.0 0 \n", + "2017-05-02 0.00 0 0.0 0 0.0 0 \n", + "2017-05-03 -6095.23 0 0.0 0 0.0 0 \n", + "2017-05-04 2638.10 0 0.0 0 0.0 0 \n", + "... ... ... ... ... ... ... \n", + "2017-12-11 0.00 0 0.0 0 0.0 0 \n", + "2017-12-12 0.00 0 0.0 0 0.0 0 \n", + "2017-12-13 -0.04 0 0.0 0 0.0 0 \n", + "2017-12-14 0.00 0 0.0 0 0.0 0 \n", + "2017-12-15 0.06 0 0.0 0 0.0 0 \n", + "\n", + " REVENUE RM OCC AVE RATE OCC % DAY_OF_WEEK \n", + "DATE \n", + "2017-04-30 0.00 0 0.0 0.0 Sun \n", + "2017-05-01 0.00 0 0.0 0.0 Mon \n", + "2017-05-02 0.00 0 0.0 0.0 Tue \n", + "2017-05-03 -6095.23 0 0.0 0.0 Wed \n", + "2017-05-04 2638.10 0 0.0 0.0 Thu \n", + "... ... ... ... ... ... \n", + "2017-12-11 0.00 0 0.0 0.0 Mon \n", + "2017-12-12 0.00 0 0.0 0.0 Tue \n", + "2017-12-13 -0.04 0 0.0 0.0 Wed \n", + "2017-12-14 0.00 0 0.0 0.0 Thu \n", + "2017-12-15 0.06 0 0.0 0.0 Fri \n", + "\n", + "[230 rows x 11 columns]" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sbz.loc[sbz['OCC %'] == 0]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Boxplot" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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olSRJUu8MpZIkSeqdoVSSJEm9M5RKkiSpd/P6LkCSJA23733pyr5L0Aiwp1SSJEm9M5RKkiSpd56+l6QRc/SJv+m7BEnabIZSSZK0VR546J36LkEzrItxw56+lyRJUu8MpZIkSeqdp+8lacS883k79V2COuDYYY0ae0olSZLUO0OpJEmSemcolSRJUu8MpZIkSeqdoVSSJEm9M5RKkiSpd4ZSSZIk9c77lEojavHixX2X0Jtly5b1XYIkaTPZUypJkqTeGUolSZLUO0/fd2iunk71VKokSZqKoVQaUX38MzD2Hy//IZEkbarOTt8nOTTJD5OsTvKqCZZZkmRlkouSfKqr2iRJktSvTnpKk2wLnAA8DlgDXJBkeVWtHFhmIfBq4E+q6pokd+yiNkmSJPWvq9P3+wOrq+oSgCQnA4cBKweWeS5wQlVdA1BVV3VUW2c8nSpJkjS+rk7f7w5cPjC9pp036N7AvZP8T5JzkxzaUW2SJEnq2Wy60GkesBA4CNgD+FqSB1TVr8dbeNWqVR2WNjrcb+qSx5vUHX/f1KUtOd4WLlw4aXtXofQKYMHA9B7tvEFrgPOq6ibgJ0l+RBNSLxhvhVNtmMbnflOXPN76cfSJv+m7BPXA3zd1aSaOt65C6QXAwiR70YTRw4Gnj1lmGfA04CNJdqU5nX9JR/VJkqQt9L0vXdl3CRoBnYwprar1wFHA6cDFwNKquijJsUme3C52OvCrJCuBs4BXVNWvuqhPkiRJ/epsTGlVnQacNmbe6we+L+Cl7UOSJElzyGy60EmStAXm8q3evO2dNDo2K5Qm2YnmBvcPoBnv+aaq+tlMFCZJkmanuRz+/Udo5mzumNITgOuA44HrgVOnvSJJkiTNOZOG0iTvSnLbgVl3o+kd/TLwz8B9Z7I4SZIkzQ1T9ZSeD6xI8tR2+rPAt5N8ArgQ+OhMFidJkqS5YdJQWlWfAg4GHpXkdJrbNh0OLAeeWVVHz3yJkiRJGnVTXuhUVeuAFyV5CPBhYAVwbFX9fqaLkyRJ0tww1ZjSuyY5Psl/AUuAw2g+kemcgZveS5IkSVtlqjGlnwF+D7wHCHB8VZ0AHAosSfKfM1yfJEmS5oCpTt/vDRxUVTclWQGcC1BVVwLPTPLYmS5wOoy9p9hcNpf3hfeSkyRp9poqlH4MOCPJfwOPBk4abKyqs2aoLkmSJM0hk4bSqnpJkocBewGfqqqLuilLkiRJc8mmXH1/AXBBB7VIkiRpjpoylI6iVY9/Td8lqAMLv3xc3yVIkqRNNNXV95IkSdKMM5RKkiSpd1PdPP9uSZ4zQdsRSfaYmbIkSZI0l0zVU/p64NYTtN2qbZckSZK2ylSh9GDgExO0fRJ43PSWI0mSpLloqlC6G3D9BG2/A3ad3nIkSZI0F00VSn8O7DtB24OAX0xvOZIkSZqLpgqlnwJOTHLXwZnt9PuY+NS+JEmStMmmunn+vwD7AauSnE/Tc3oXYH/gK227JEmStFUmDaVVdRPw5CSHAIuAOwDnAv9cVV/toL4Z4Sf9SJIkzS6ThtIkAW5XVWcAZ4xp2wm4tqpqBuuTJEnSHDDVmNKXAO+doO0E4EXTW44kSZLmoqlC6bOBN0zQ9gZg3E97kiRJkjbHVBc63b2qVo3XUFWrk+w57RV1YNXjX9N3CeqAY4clSRoeU/WUrk9yp/Ea2vk3T39JkiRJmmumCqVnAS+foO2lwJnTW44kSZLmoqlO378OODfJfYFT+b/7lP4l8EjgETNbniRJkuaCSXtKq+pHwMOAdcCbgP9qv64D9p9ovKkkSZK0OabqKaWqfgw8s4NaJEmSNEdNGUqTzKMJpY8DdgV+SXMj/U+0n/gkSZIkbZVJT98n2Rn4BvAW4Cbgwvbrm4BvtO2SJEnSVpmqp/RfgauBx1bV9RtmJrktcErb/vczV54kSZLmgqluCbUY+LvBQApQVdcBLwSeMlOFSZIkae6YKpTuDFwxQdsaYKfpLUeSJElz0VSh9MfAwRO0LQIumd5yJEmSNBdNNab0HcDHkhwFfL6qbkmyDfAXwHsAP0ReGsfixYv7LmFWmMv7YdmyZX2XIElDZdJQWlUnJbkDcBLw6SS/pLkt1A3AsVX1kZkvcfot/PJxfZcgSZKkAVOdvqeq3g7cFfhz4BXt192r6q2b80JJDk3ywySrk7xqkuX+MkkleejmrF+SJEnDa8qb5wNU1bXA6Vv6Ikm2BU6guQH/GuCCJMurauWY5W4HvBg4b0tfS5IkScNnk0LpNNgfWF1VlwAkORk4DFg5Zrk3Am+m6ZGVRsbH97pN3yVohj3rJ7/ruwRJGmpdhdLdgcsHptcABwwukGQ/YEFVfSHJlKF01apVm/zib33rZo00GCmveMXGu3Iu74vNOWakreXx1g/3u7rmMbfpFi5cOGl7V6F0Uu0V/e8AjtjU50y1YRqf+03qhr9r/XC/q2sec9NnygudpskVwIKB6T3Y+Kb8twP2Ac5OcinwcGC5FztJkiTNDV2F0guAhUn2SrI9cDiwfENjVa2rql2ras+q2hM4F3hyVX2zo/okSZLUo05CaVWtB46iuYL/YmBpVV2U5NgkT+6iBkmSJM1enY0prarTgNPGzHv9BMse1EVNkiRJmh26On0vSZIkTchQKkmSpN4ZSiVJktQ7Q6kkSZJ6ZyiVJElS7wylkiRJ6p2hVJIkSb0zlEqSJKl3hlJJkiT1zlAqSZKk3nX2MaOSpNG2ePHivkvopYZly5Z1/prSKLKnVJIkSb0zlEqSJKl3hlJJkiT1zjGlkqRp0cfYyrVr1/K85z2P9evXs91223HiiSeyyy67dF6HpK1nT6kkaWgtXbqU9evXA3DTTTdxyimn9FyRpC1lKJUkDa2zzjpr0mlJw8NQKkkaWvPmzZt0WtLwMJRKkobW9ddfP+m0pOFhKJUkDa0FCxZMOi1peBhKJUlD68gjj9xo+rnPfW5PlUjaWoZSSdLQOvfcczea/sY3vtFTJZK2lqFUkjS0zj777EmnJQ0PQ6kkaWjttttuk05LGh6GUknS0LrqqqsmnZY0PAylkqShdcc73nHSaUnDw7sMS5KGlj2lc9fixYv7LgHop45ly5Z1/ppdsKdUkjS07CmVRoehVJI0tK6++upJpyUND0OpJGloHXTQQSQBIAkHHXRQvwVJ2mKOKZUkDa0lS5bw1a9+lZtuuol58+bx1Kc+te+S1JFRHVc5l9lTKkkaWvPnz2fRokUkYdGiReyyyy59lyRpC9lTKkkaakuWLOGyyy6zl1QacoZSSdJQmz9/Pscdd1zfZUjaSobSDs2Ge6p5PzVJo2bt2rW87W1v4xWveIWn76Uh5phSSdJQW7p0KRdffDGnnHJK36VI2gqGUknS0Fq7di1nnnkmVcWZZ57JNddc03dJkraQoVSSNLSWLl3KLbfcAsAtt9xib6k0xBxT2qE+xlZecsklvPSlL/3D9Lve9S723HPPzuuQpJmwYsUK1q9fD8D69etZsWIFL3jBC3quStKWsKd0xL3zne/caPrtb397T5VI0vQ78MADmTev6V+ZN28eBx54YM8VSdpSnYXSJIcm+WGS1UleNU77S5OsTPK9JF9Ncveuahtll19++aTTkjTMlixZwjbbNH/KttlmG+9VKg2xTkJpkm2BE4AnAPcDnpbkfmMW+zbw0Kp6IHAq8JYuaht1CxYsmHRakobZ/PnzOfjgg0nCwQcf7C2hpCHWVU/p/sDqqrqkqm4ETgYOG1ygqs6qqt+2k+cCe3RU20g7+uijN5p+2cte1lMlkjQzlixZwt57720vqTTkurrQaXdg8LzxGuCASZY/EvjijFY0R9zjHvdg3rx5rF+/nnnz5nmRk6SR4yc6SaNh1l19n+SZwEOBSUerr1q1qpuChtwVV1zxR1em3vWud+25Kmn0+R4lSRtbuHDhpO1dhdIrgMHBjHu08zaS5BDgtcCBVXXDZCucasPUOP744zeaPvXUU3nPe97TUzXS3OF7VHf8mFFpNHQ1pvQCYGGSvZJsDxwOLB9cIMmDgQ8AT66qqzqqa+R59b2kUefHjEqjoZNQWlXrgaOA04GLgaVVdVGSY5M8uV3srcBtgc8k+U6S5ROsTpIkwI8ZlUZJZ2NKq+o04LQx814/8P0hXdUiSRoNS5cu5eabbwbg5ptv5pRTTvETnaQh5Sc6jbgkk05L0jBbsWLFRqF0xYoVPVckaUsZSkfcho/fm2hakobZAQdsfHfBhz/84T1VImlrGUpH3J3vfOdJpyVpmHk2SBodhtIRd/XVV086LUnD7Nxzz91o+pxzzumpEklby1A64g466KA/9Bwk4aCDDuq3IEmaRgceeCDbbrstANtuuy0HHjjp565ImsUMpSNuyZIlfxhHOm/ePD8bWtJIWbJkyUah1Pc4aXgZSkfc/PnzWbRoEUlYtGiRn3YiaaTMnz+fgw8+mCQcfPDBvsdJQ8xLseeAJUuWcNlll9mDIGkk+R4njQZD6Rwwf/58jjvuuL7LkKQZ4XucNBo8fS9JkqTeGUolSZLUO0OpJEmSemcolSRJUu8MpZIkSeqdoVSSJEm9M5RKkiSpd4ZSSZIk9c5QKkmSpN4ZSiVJktQ7Q6kkSZJ6ZyiVJElS7wylkiRJ6p2hVJIkSb0zlEqSJKl3hlJJkiT1zlAqSZKk3hlKJUmS1DtDqSRJknpnKJUkSVLvDKWSJEnqnaFUkiRJvTOUSpIkqXeGUkmSJPXOUCpJkqTeGUolSZLUO0OpJEmSemcolSRJUu8MpZIkSeqdoVSSJEm9M5RKkiSpd4ZSSZIk9a6zUJrk0CQ/TLI6yavGab9VklPa9vOS7NlVbZIkSerXvC5eJMm2wAnA44A1wAVJllfVyoHFjgSuqap7JTkceDPw1C7qk2bas37yu75LkCRpVuuqp3R/YHVVXVJVNwInA4eNWeYw4KPt96cCi5Kko/okSZLUo056SoHdgcsHptcAB0y0TFWtT7IOuAPwy/FWuGrVqhkoU5Kmh+9RkrSxhQsXTtreVSiddlNtmCT1yfcoSdo8XYXSK4AFA9N7tPPGW2ZNknnAzsCvuilPml7Lli3ruwRJkoZKV2NKLwAWJtkryfbA4cDyMcssB57dfv9XwJlVVR3VJ0mSpB510lPajhE9Cjgd2Bb4cFVdlORY4JtVtRz4EPDxJKuBtTTBVZIkSXNAhqkzct26dcNTrCRJksa18847/9EdlvxEJ0mSJPXOUCpJkqTeGUolSZLUO0OpJEmSemcolSRJUu8MpZIkSeqdoVSSJEm9M5RKkiSpd0N183xJkiSNJntKJUmS1DtDqSRJknpnKB1SSRYkOSvJyiQXJXlxO39+kq8kWdV+3aWdf98k5yS5IcnLx6zr9klOTfKDJBcneUQf26TZbbqOuST3SfKdgcdvkrykr+3S7DTN73FHt+v4fpJPJ7l1H9uk2W2aj7kXt8fbRb6/bTrHlA6pJHcB7lJVFya5HfAtYDFwBLC2qt6U5FXALlX1j0nuCNy9XeaaqnrbwLo+Cny9qj6YZHtgh6r6ddfbpNltOo+5gXVuC1wBHFBVP+1qWzT7TdfxlmR34L+B+1XV75IsBU6rqpO63yrNZtN4zO0DnAzsD9wIfAl4QVWt7nyjhow9pUOqqn5eVRe2318LXAzsDhwGfLRd7KM0vyxU1VVVdQFw0+B6kuwMPAb4ULvcjQZSjWe6jrkxFgE/NpBqrGk+3uYBt0kyD9gB+NkMl68hNI3H3N7AeVX126paD6wA/qKDTRh6htIRkGRP4MHAecCdqurnbdMvgDtN8fS9gKuBjyT5dpIPJtlxpmrVaNjKY27Q4cCnp7U4jZytOd6q6grgbcBlwM+BdVX15RkrViNhK9/jvg88OskdkuwAPBFYMEOljhRD6ZBLclvgs8BLquo3g23VjM2YanzGPGA/4H1V9WDgeuBVM1GrRsM0HHMb1rM98GTgM9NepEbG1h5v7fi/w2j+Ab8rsGOSZ85QuRoBW3vMVdXFwJuBL9Ocuv8OcPPMVDtaDKVDLMl2NL84n6yqz7Wzr2zHxWwYH3PVFKtZA6ypqvPa6VNpQqr0R6bpmNvgCcCFVXXl9FeqUTBNx9shwE+q6uqqugn4HPDImapZw2263kSUZDkAAALFSURBVOOq6kNV9ZCqegxwDfCjmap5lBhKh1SS0IwDvbiq3jHQtBx4dvv9s4H/mGw9VfUL4PIk92lnLQJWTnO5GgHTdcwNeBqeutcEpvF4uwx4eJId2nUuohkrKG1kOt/j2ougSHI3mvGkn5reakeTV98PqSSPAr4O/C9wSzv7NTTjX5YCdwN+CiypqrVJ7gx8E9ipXf46mqtRf5NkX+CDwPbAJcBzquqaLrdHs980H3M70oSFe1TVum63RMNgmo+3NwBPBdYD3wb+tqpu6HJ7NPtN8zH3deAONBdBvbSqvtrpxgwpQ6kkSZJ65+l7SZIk9c5QKkmSpN4ZSiVJktQ7Q6kkSZJ6ZyiVJElS7wylkiRJ6p2hVJKmWZJLk/wuybVJfp3kG0lekGSbMcsdk6SSHDAw7zVJrmsfv09y88D0Re0yleT6gfnXJXll19spSdPJ+5RK0jRLcinNDdrPSLIzcCDwbuDsqnpOu0yAHwM7AydX1QvHWc8R7XoeNWZ+AQuravWMbogkdcieUkmaQVW1rqqW03yi0LOT7NM2PRq4C/APwOFJtu+rRkmaDQylktSBqjofWEMTRqH5DO3/pPn4QoA/76MuSZotDKWS1J2fAfOT7AD8NfCpqroJOBX4m81c14XteNUNjz+d7mIlqUvz+i5AkuaQ3YG1wFOA9cBp7fxPAmck2a2qrt7Ede3nmFJJo8SeUknqQJKH0YTS/6Y5dX9b4LIkvwA+A2wHPL2/CiWpX4ZSSZpBSXZK8iTgZOATND2li4AnAfu2jwcBb2bzT+FL0sgwlErSzPjPJNcClwOvBd4BPAd4FvCdqvpyVf1iwwM4HnjgwNX5U/numPuUvmtGtkKSOuJ9SiVJktQ7e0olSZLUO0OpJEmSemcolSRJUu8MpZIkSeqdoVSSJEm9M5RKkiSpd4ZSSZIk9c5QKkmSpN79f94r3PUymG02AAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(10,5))\n", + "sns.boxplot(sbz.index.year, sbz['OCC %'], ax=ax)\n", + "plt.title('Occupancy boxplot by year');" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(10,5))\n", + "sns.boxplot(sbz.index.year, sbz['REVENUE'], ax=ax)\n", + "plt.title('Revenue boxplot by year');" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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VktTVent7n2xlnT17tk/NkmrMUQUkSV1vwYIFrF+/3tZWqeZMXCVJXa+3t5clS5ZUHYakXWRXAUmSJNWCiaskSZJqwa4C0iTX/ISXycIn2UhS/djiKkmSpFowcZUkSVItmLhKkiSpFuzjKk1yVfT1bO5Xa39TSdL2sMVVktT1hoaGWLx4MRs3bqw6FEm7wMRVktT1BgYGWLVqFUuXLq06FEm7wMRVktTVhoaGWL58OZnJ8uXLbXWVaszEVZLU1QYGBtiyZQsAW7ZssdVVqjETV0lSV1u5ciXDw8MADA8Ps3LlyoojkrSzTFwlSV2tv7+fnp5iEJ2enh76+/srjkjSzupI4hoRZ0XEhoi4raHu/4uIOyPixxHxrYjYq2HeP0bE6oi4KyJe1VB/XFm3OiJO7UTskqR6mzdvHhEBQEQwf/78iiOStLM61eJ6NnBcU90VwJ9k5ouAnwD/CBARBwMnAIeU63whIqZGxFTg88CrgYOBN5XLSpK0Tb29vey7774A7LvvvkyfPr3iiCTtrI4krpl5DTDUVHd5Zg6XxeuB/cv3xwMXZOZvMvMeYDXwsnJanZl3Z+YTwAXlspIkbdPQ0BDr1q0DYN26dY4qINXYRHly1t8CI7d57keRyI5YU9YB3N9Uf/hYGx0cHGxXfJLGkZ9VjaeLLrqIzZs3A7B582a+/OUv84Y3vKHiqDSZ+B23/fr6+sacX3niGhEfBIaBr7d7260OXtLE4GdV4+nmm28mMwHITG6++WY+8IEPVByVJhO/49qn0lEFIuJE4HXA3+TItwqsBQ5oWGz/sm5b9ZIkbdOMGTPGLEuqj8oS14g4Dng/8PrMfLRh1iXACRHxlIg4EOgDvg/cCPRFxIERsTvFDVyXdDrubuVzvCV1q4ceemjMsqT66NRwWOcD1wEHRcSaiDgZ+BzwDOCKiLglIv4FIDNvBwaAO4DLgLdn5ubyRq53AN8BVgED5bJqA5/jLalbzZ49e8yypProSB/XzHzTKNVnjrH8x4GPj1J/KXBpG0MTv/8c7/nz5ztcjKSuceyxx3LZZZc9WT7uuObRGSXVhU/Oks/xltTVLr/88q0eQNCYxEqqFxNX+RxvSV1t5cqVW40q4HecVF8mrvI53pK6mt9xUvcwcRXz5s1jypTiUpgyZYrP8ZbUVfyOk7qHiavo7e1lzpw5RARz5szxxixJXaW3t5dXvOIVABx55JF+x0k1VvmTszQxzJs3j/vuu8+WCEld6YknntjqVVI92eIqoGiRWLJkiS0RkrrO0NAQ119/PQDXXXedD1qRaszEVZLU1c4777ythvw777zzKo5I0s4ycZUkdbVrrrlmq7LDYUn1ZeIqSZKkWjBxlSR1tVe+8pVblY8++uiKIpG0q0xcJUldbeHChVuN47pw4cKKI5K0s0xcBRR33S5evNi7bSV1nd7e3idbWfv7+x09RaoxE1cBMDAwwKpVq1i6dGnVoUhS2y1cuJCDDz7Y1lap5kxcxdDQEFdeeSWZyZVXXmmrq6Su41jVUncwcRUDAwMMDw8DMDw8bKurJEmakExcxdVXXz1mWZIkaSIwcRU9PT1jliVJkiYCE1fx61//esyyJEnSRGDiKiJizLIkSdJEYOIqMnPMsiRJ0kRg4ir22GOPMcuSJEkTgYmrOPjgg7cqH3LIIRVFIkmStG0mruK2227bqnzrrbdWFIkkSdK2mbiK3t7eMcuSJEkTQUcG7IyIs4DXARsy80/Kul5gKTALuBeYl5kbo7il/QzgNcCjwImZeVO5ziLgQ+VmP5aZ53Qi/m63fv36McuS1C5z586tOoTKLFu2rOoQpNrr1EjzZwOfA85tqDsVuCozPxERp5blDwCvBvrK6XDgi8DhZaL7YeDPgAR+GBGXZObGDh2DJEnaTpP5PynNJvO5aPd/2DrSVSAzrwGGmqqPB0ZaTM8B5jbUn5uF64G9ImIm8CrgiswcKpPVK4Djxj/67nf00UdvVe7v768oEkmSpG2r8tme+2TmuvL9g8A+5fv9gPsblltT1m2rfpsGBwfbE2mXO+qoo1ixYgWZyZQpUzjyyCM9d+oorzdNBl7nmox29Lrv6+sbc/6EeCh9ZmZEtH3U+1YHr9+ZPXs2V199NbNnz+awww6rOhxNMn5WJ48q+nk2/0xrX1Opc9r9/V5l4ro+ImZm5rqyK8CGsn4tcEDDcvuXdWuB2U31KzoQ56SwYMEC1q9fz4IFC6oORZLUhV503D6tF1Lt/fiy8b3Bu8rhsC4BFpXvFwEXN9QvjMIRwKayS8F3gGMjYnpETAeOLevUBr29vSxZsoTp06dXHYokSdKoOjUc1vkUraXPiog1FKMDfAIYiIiTgZ8B88rFL6UYCms1xXBYJwFk5lBEnA7cWC730cxsvuFLkiRJXaojiWtmvmkbs44ZZdkE3r6N7ZwFnNXG0CRJklQTPjlLkiRJtWDiKkmSpFowcZUkSVItTIhxXPU7PhZOkiRpdLa4SpIkqRZMXCVJklQLJq6SJEmqBfu4TjA+x1uSJGl0Jq6SJGncjfcz7DU52FVAkiRJtWDiKkmSpFowcZUkSVIt2MdVkiSNuxcdt0/VIagDxrsvsy2ukiRJqoUxE9eIeGNT+aCm8rvGIyhJkiSpWasW1zObytc1lT/axlgkSZKkbWqVuMYOliVJkqRx0SpxzR0sS5IkSeOi5agCEREULasxWlmSJEnqhFaJ69OB4YZyNJQDW1wlSZLUIa0S1wM7EoUkSZLUQqvE9QuZ+dqORCJJkiSNodXNWa/sSBSSJElSCz45S5IkSbXQqqvAUyPi3LEWyMyFbYxHkiRJGlWrxDWBn45nABHxbuCt5b5uBU4CZgIXAHsDPwQWZOYTEfEU4FzgMOAXwPzMvHc845MkSdLE0Cpx/U1mfmS8dh4R+wH/Azg4Mx+LiAHgBOA1wGcy84KI+BfgZOCL5evGzHxeRJwAfBKYP17xSZIkaeJolbh24iEDPcDTIuK3wB7AOmAO8OZy/jnAaRSJ6/Hle4ALgc9FRGSm48lKUgtz586tOoQJYTKfh2XLllUdgrRLWiWuXxtrZkTslZkP7+zOM3NtRHwKuA94DLicomvAw5k58qCDNcB+5fv9gPvLdYcjYhNFd4Kfj7b9wcHBnQ1tUvO8qdO85qTO8LOmTtvRa66vr2/M+WMmrpn535vrImIqxU/5i4DXAk/boYi23tZ0ilbUA4GHgW8Cx+3s9pq1OniNzvOmTvOakzrDz5o6rd3X3HYPhxURL4mIzwAPAMuAx4Gjd3H//wW4JzMfyszfAhcBRwJ7RcRIUr0/sLZ8vxY4oIynB5hGcZOWJEmSutyYLa4RsQ/wFuBE4AXAlcD7gE8D78nMDbu4//uAIyJiD4quAscAPwCuBv6aYmSBRcDF5fKXlOXryvnL7d8qSTvnM297ZtUhaJy9+8u/rDoEqa1a9XFdQ/ET/keBpSOJakR8sh07z8wbIuJC4CZgGLgZ+DLw78AFEfGxsu7McpUzgfMiYjUwRDECgSRJkiaBVonr14E3AP8APDsivpGZt7YzgMz8MPDhpuq7gZeNsuzjwBvbuX9JkiTVw5h9XDPzRGBf4H8CLwVuiYhbgWcCzxr36CRJkqRSqxZXMvNRiqdVnRsRzwEWlNMtEbEsM+eNc4xSV5rMY0k2m6znwjE1JWnHbPeoAgCZeV9mfjwzXwD04x39kiRJ6pAdSlyb/BR4pF2BSJIkSWNpNRxWAH8LvBgYpHjs6p4UN1P9V2DleAfYSZP158pmk/k8+NOtJEkTV6s+rp8C5gP/Cfw/wOHldD1wRGbeNr7hSZPHeQfu9EPoVBML7nms6hAkqdZaJa7zgKMz8+6IeAFwBzAvMy8c/9AkSZKk32mVuE7LzLsBMvPOiHjUpFWSuoNPVZJUN60S14iIA4Eoy8NNZUYS2240eOziqkPQOOu7fEnVIUiSpO3UKnHdE1hNQ6JKMZrAiASmtjsoSZIkqdmYiWtm7spwWZIkSQD8+LL1VYegLtDyyVmSpO70mbc9s+oQNM7sx6xuY4uqJEmSasHEVZIkSbVgVwFJktR2k/lJhM1PoJzM56LdxmxxjYh9W8w/rL3hSJIkSaNr1VXgJ42FiBhsmn91e8ORJEmSRtcqcY2m8rNazJckSZLGRavENXewLEmSJI0LRxWQJElSLbQaVWCPiLimofyMhnIATxufsCRJkqSttUpcT24qn9lU/kobY5EkSZK2qVXiemNm3tGRSCRJHeXjQCXVTas+rjdHxI0R8Y6I2LsjEUmSJEmjaJW4Phs4B1gArI2Ib0XE3IjwiVuSJEnqqDET18z8RWZ+LjMPB/4UuB34DLAuIv5PRLx0VwOIiL0i4sKIuDMiVkXEyyOiNyKuiIjB8nV6uWxExGcjYnVE/DgiDt3V/UuSJKketrvlNDPvAj4EfCgi/gL4MvB3wNRdjOEM4LLM/OuI2B3YA1gMXJWZn4iIU4FTgQ8Arwb6yulw4IvlqySphcn6vHSfGy91jx0axzUijoiILwDnA1uAj+7KziNiGnA05WgFmflEZj4MHE/RRYHydeRb53jg3CxcD+wVETN3JQZJkiTVQ8vENSKeGxEfioi7gMuA3YG/ysw/ysyP7OL+DwQeAr4aETdHxFciYk9gn8xcVy7zILBP+X4/4P6G9deUdZIkSepyY3YViIiVwMuBq4GPAN/KzMfavP9Dgb/PzBsi4gyKbgFPysyMiJ16tOzg4GAbQtRk4jWjTvJ6q4bnXZ3mNbf9+vr6xpzfqo/rpcCbM3PtaDMjYkpmbtnJ2KBoMV2TmTeU5QspEtf1ETEzM9eVXQE2lPPXAgc0rL9/WTeqVgcvNfOaUSd5vVXD865O85prnzET18z85Gj1EfFCYBHwZoohs3ZKZj4YEfdHxEHlzV/HAHeU0yLgE+XrxeUqlwDviIgLKG7K2tTQpaDt+i5fMl6bliRJ0g7a7lEFImIGRaK6iGJorGuBd7Yhhr8Hvl6OKHA3cBJF39uBiDgZ+Bkwr1z2UuA1wGrg0XJZSZIkTQKt+rjuBrweOBF4FUXCeD7wXGBeZm7Y9trbJzNvAf5slFnHjLJsAm/f1X1KkiSpflqNKrAe+BJwF3BEZh6cmacDT4x7ZJIkSVKDVl0FfgwcRdGfdDAi7snMjeMf1sQweOziqkPQOLMfsyRJ9dHq5qzZEfFcYCHwD8BnI+JyYE9gtw7EVymTGkmSpImj5QMIMvNnmXl6ZvZR9DtdR/HUrB9FxP8e7wAlSZIk2MFHvmbmdzPzbcC+FKMBvHBcopIkSZKa7FDiOiIzH8/M8zPz1e0OSJIkSRrNdo/jOhksW7as6hAqMXfu3K3Kk/U8SJKkiW2nWlwlSZKkTjNxlSRJUi2YuEqSJKkWTFwlSZJUCyaukiRJqgUTV0mSJNWCiaskSZJqwcRVkiRJtWDiKkmSpFowcZUkSVItmLhKkiSpFkxcJUmSVAsmrpIkSaoFE1dJkiTVgomrJEmSaqGn6gAkSZPH3Llzqw6hshiWLVtWyX6lbmKLqyRJkmrBxFWSJEm1MCES14iYGhE3R8S/leUDI+KGiFgdEUsjYvey/illeXU5f1aVcUuSJKlzJkof13cCq4BnluVPAp/JzAsi4l+Ak4Evlq8bM/N5EXFCudz8KgKWJO04+3lK2hWVt7hGxP7Aa4GvlOUA5gAXloucA4z0pD++LFPOP6ZcXpIkSV2u8sQV+Gfg/cCWsrw38HBmDpflNcB+5fv9gPsByvmbyuUlSZLU5SrtKhARrwM2ZOYPI2J2u7c/ODjY7k1OCp43qTP8rEmTg5/17dfX1zfm/Kr7uB4JvD4iXgM8laKP6xnAXhHRU7aq7g+sLZdfCxwArImIHmAa8IttbbzVwWt0njepM/ysdc7Q0BCf+tSneN/73sf06dOrDkeTjJ/19qm0q0Bm/mNm7p+Zs4ATgOWZ+TfA1cBfl4stAi4u319SlinnL8/M7GDIkqQaGhgYYNWqVSxdurTqUCTtgonQx3U0HwDeExGrKfqwnlnWnwnsXda/Bzi1ovgkSTUxNDTE8uXLyUyWL1/Oxo0bqw5J0k6quqvAkzJzBbCifH838LJRlnkceGNHA+swH4coSe01MDDAli3F/b9btlcCbvIAAAnpSURBVGxh6dKlnHLKKRVHJWlnTNQWV0mS2mLlypUMDxcD1QwPD7Ny5cqKI5K0s0xcJUldrb+/n6lTpwIwdepU+vv7K45I0s4ycZUkdbV58+Yxch9vZjJ/vg9clOpqwvRxVcF+npIkSaOzxVWS1NUGBgYYeTp4RDgkllRjtrhKkrraypUr2bx5MwCbN29m5cqVjiowiUzW0Xq69RdcW1wlSV2tv7+fnp6inaanp8ebs6QaM3GVJHW1efPmMWVK8c/dlClTvDlLqjETV0lSV+vt7WXOnDlEBHPmzGH69OlVhyRpJ9nHVZLU9ebNm8d9991na+sk1K19PScrE1dJUtfr7e1lyZIlVYchaRfZVUCSJEm1YOIqSZKkWjBxlSRJUi2YuEqSJKkWTFwlSZJUCyaukiRJqgUTV0mSJNWCiaskSZJqwcRVkiRJtWDiKkmSpFowcZUkSVItmLhKkiSpFkxcJUmSVAsmrpIkSaoFE1dJkiTVQqWJa0QcEBFXR8QdEXF7RLyzrO+NiCsiYrB8nV7WR0R8NiJWR8SPI+LQKuOXJElS51Td4joMvDczDwaOAN4eEQcDpwJXZWYfcFVZBng10FdObwO+2PmQJUmSVIVKE9fMXJeZN5XvfwWsAvYDjgfOKRc7B5hbvj8eODcL1wN7RcTMDoctSZKkCvRUHcCIiJgFvAS4AdgnM9eVsx4E9inf7wfc37DamrJuHaMYHBwcj1AlqS38jpKkrfX19Y05f0IkrhHxdOBfgXdl5i8j4sl5mZkRkTuz3VYHL0lV8jtKknZM1X1ciYjdKJLWr2fmRWX1+pEuAOXrhrJ+LXBAw+r7l3WSJEnqclWPKhDAmcCqzPynhlmXAIvK94uAixvqF5ajCxwBbGroUiBJkqQuVnVXgSOBBcCtEXFLWbcY+AQwEBEnAz8D5pXzLgVeA6wGHgVO6my4kiRJqkqliWtmfheIbcw+ZpTlE3j7uAYlSZKkCanyPq6SJEnS9jBxlSRJUi2YuEqSJKkWTFwlSZJUCyaukiRJqgUTV0mSJNWCiaskSZJqwcRVkiRJtWDiKkmSpFowcZUkSVItmLhKkiSpFkxcJUmSVAsmrpIkSaoFE1dJkiTVgomrJEmSasHEVZIkSbVg4ipJkqRaMHGVJElSLZi4SpIkqRZMXCVJklQLJq6SJEmqBRNXSZIk1YKJqyRJkmrBxFWSJEm1YOIqSZKkWqhl4hoRx0XEXRGxOiJOrToeSZIkjb+eqgPYURExFfg88BfAGuDGiLgkM++oNjJp1yy457GqQ5AkaUKrY4vry4DVmXl3Zj4BXAAcX3FMkiRJGme1a3EF9gPubyivAQ4fbcHBwcGOBCRJO8PvKEnaWl9f35jz65i4brdWBy9JVfI7SpJ2TB0T17XAAQ3l/cs6qVaWLVtWdQiSJNVKHfu43gj0RcSBEbE7cAJwScUxSZIkaZzVrsU1M4cj4h3Ad4CpwFmZeXvFYUmSJGmcRWZWHUNbbdq0qbsOSJIkaRKaNm1aNNfVsauAJEmSJiETV0mSJNWCiaskSZJqwcRVkiRJtWDiKkmSpFowcZUkSVItmLhKkiSpFkxcJUmSVAtd9wACSZIkdSdbXCVJklQLJq6SJEmqBRPXLhYRB0TE1RFxR0TcHhHvLOt7I+KKiBgsX6eX9S+IiOsi4jcR8Q9N29orIi6MiDsjYlVEvLyKY9LE1q5rLiIOiohbGqZfRsS7qjouTVxt/p57d7mN2yLi/Ih4ahXHpImrzdfbO8tr7Xa/37affVy7WETMBGZm5k0R8Qzgh8Bc4ERgKDM/ERGnAtMz8wMR8QfAc8tlNmbmpxq2dQ5wbWZ+JSJ2B/bIzIc7fUya2Np5zTVscyqwFjg8M3/WqWNRPbTrmouI/YDvAgdn5mMRMQBcmplnd/6oNFG18Xr7E+AC4GXAE8BlwCmZubrjB1Uztrh2scxcl5k3le9/BawC9gOOB84pFzuH4gNFZm7IzBuB3zZuJyKmAUcDZ5bLPWHSqtG065prcgzwU5NWjabN11wP8LSI6AH2AB4Y5/BVM2283v4YuCEzH83MYWAl8IYOHELtmbhOEhExC3gJcAOwT2auK2c9COzTYvUDgYeAr0bEzRHxlYjYc7xiVXfYxWuu0QnA+W0NTl1pV665zFwLfAq4D1gHbMrMy8ctWNXeLn7H3Qa8MiL2jog9gNcAB4xTqF3FxHUSiIinA/8KvCszf9k4L4u+Iq36i/QAhwJfzMyXAL8GTh2PWNUd2nDNjWxnd+D1wDfbHqS6yq5ec2WfxOMp/qP+bGDPiHjLOIWrmtvV6y0zVwGfBC6n6CZwC7B5fKLtLiauXS4idqP4cH09My8qq9eX/XRG+utsaLGZNcCazLyhLF9IkchKv6dN19yIVwM3Zeb69keqbtGma+6/APdk5kOZ+VvgIuAV4xWz6qtd33GZeWZmHpaZRwMbgZ+MV8zdxMS1i0VEUPRLXZWZ/9Qw6xJgUfl+EXDxWNvJzAeB+yPioLLqGOCONoerLtCua67Bm7CbgMbQxmvuPuCIiNij3OYxFP0XpSe18zuuvHGLiHgORf/Wb7Q32u7kqAJdLCKOAq4FbgW2lNWLKfrjDADPAX4GzMvMoYjYF/gB8Mxy+Uco7rD9ZUS8GPgKsDtwN3BSZm7s5PFo4mvzNbcnRTLxh5m5qbNHorpo8zX3EWA+MAzcDLw1M3/TyePRxNbm6+1aYG+KG7fek5lXdfRgasrEVZIkSbVgVwFJkiTVgomrJEmSasHEVZIkSbVg4ipJkqRaMHGVJElSLZi4SpIkqRZMXCWpAhFxb0Q8FhG/ioiHI+J7EXFKRExpWu60iMiIOLyhbnFEPFJOj0fE5oby7eUyGRG/bqh/JCLe3+njlKR2chxXSapARNxLMcD9lRExDegHzgBWZOZJ5TIB/BSYBlyQmW8fZTsnlts5qqk+gb7MXD2uByJJHWSLqyRVLDM3ZeYlFE9tWhQRf1LOeiUwE/gfwAkRsXtVMUrSRGDiKkkTRGZ+H1hDkbBC8czzb1M8ShLgL6uIS5ImChNXSZpYHgB6I2IP4I3ANzLzt8CFwMId3NZNZf/ZkelV7Q5Wkjqpp+oAJElb2Q8YAv4KGAYuLeu/DlwZETMy86Ht3Nah9nGV1E1scZWkCSIiXkqRuH6XopvA04H7IuJB4JvAbsCbq4tQkqpl4ipJFYuIZ0bE64ALgK9RtLgeA7wOeHE5/SnwSXa8u4AkdQ0TV0mqzrcj4lfA/cAHgX8CTgIWALdk5uWZ+eDIBHwWeFHDqAOt/KhpHNd/HpejkKQOcRxXSZIk1YItrpIkSaoFE1dJkiTVgomrJEmSasHEVZIkSbVg4ipJkqRaMHGVJElSLZi4SpIkqRZMXCVJklQL/z8YHSdWPcjJ9AAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(10,5))\n", + "sns.boxplot(sbz.index.year, sbz['AVE RATE'], ax=ax)\n", + "plt.title('Average rate boxplot by year');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The 6.5 months closure made 2017 look bad." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(10,5))\n", + "sns.boxplot(sbz.index.month, sbz['OCC %'], ax=ax)\n", + "plt.title('Occupancy boxplot by month');" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(10,5))\n", + "sns.boxplot(sbz.index.month, sbz['REVENUE'], ax=ax)\n", + "plt.title('Revenue boxplot by month');" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(10,5))\n", + "sns.boxplot(sbz.index.month, sbz['AVE RATE'], ax=ax)\n", + "plt.title('Average rate boxplot by month');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The closure definitely affected monthly performance for 6 months." + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "order = [\"Sun\", \"Mon\", \"Tue\", \"Wed\", \"Thu\", \"Fri\", \"Sat\"]\n", + "fig, ax = plt.subplots(figsize=(10,5))\n", + "sns.boxplot(sbz['DAY_OF_WEEK'], sbz['OCC %'], ax=ax, order=order)\n", + "plt.title('Occupancy boxplot by week');" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(10,5))\n", + "sns.boxplot(sbz['DAY_OF_WEEK'], sbz['REVENUE'], ax=ax, order=order)\n", + "plt.title('Revenue boxplot by week');" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots(figsize=(10,5))\n", + "sns.boxplot(sbz['DAY_OF_WEEK'], sbz['AVE RATE'], ax=ax, order=order)\n", + "plt.title('Average rate boxplot by week');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "There was no significant difference for median occupancy, revenue and daily rate between day of week, or weekday vs. weekend." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Time Series\n", + "\n", + "#### At this time, we care about occupancy, revenue and average rate, let's focus on them.\n", + "\n", + "The following three plots show occupancy, revenue and average rate trends from 2016 to June 2019. except those 6.5 months, they do reveal somewhat upward trend, with seasonality." + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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7oABcefgUXHu8zepY5BkzqkRERFR0XGf9a66OuNzGE4e7+MHLvSNX/+aNfnQFPRbKki0GqkRERFR0Mpn17xbceuEUeloXCNjSzRKAbDFQJSIioqLjOutfE5OGctCsP51Yt3WYGdVsMVAlIiKioqKUwq829DnuowtUw7nIqNrcRVRzResQl7HKFgNVIiIiKipr20J4td15WF0XqLotu+qF3WSqoCZQbR5kRjVbDFSJiIioqPzfG/2u++gynG6dArywC3V1ZQUDmpWtKD0MVImIiKioDHpYHUq3R49bYasHdkP/umztEFexyhoDVSIiIioqc6r8rvtoG/jnIlAFsKs/grMfbMOB/2jGr9bHa2V1Q/9eAmpyxkCViIiIioqnQFUTOHbnoK+pUsCvN/RjTWsIHcEYvr+uF+99uE3bM5WBavYYqBIREVFRqS0T1330S6LmJlC95c2BpG3Pt4RStgEMVHOBgSoREREVFw/xny5Q7Q7louG//j7u2DKYso2BavYYqBIREVFR0YV/S+tKki7r2kjlYug/nVasDFSzx0CViIiIioo1WLz04GrMstSt6gLK/9vo3tYq3cd2sr4zzBZVWWKgSkREREXFGitOLZOUgMY69P9cSzAnj53u6lan/6ctJytiTVYMVImIiKioWOM+AeC3zK+yBqqr94Vy8tg9ada5vtUTwQM7hnLy2JMRA1UiIiIqKtb6U58APl9ypBq17DMUyc0QfCa50RdachMkT0YMVImIiKioWINFgbhmVIdzsHxqpkoYbWXM9dSJyK0i0ioib5i21YvIKhEJGP9PM7aLiNwkIo0isl5EjjHd5hJj/4CIXGLafqyIbDBuc5OIiNNjEBER0eSWMvQvqUP/1n2Gdf2q8sR6bOSdlxj/NgDLLduuAvC4UqoBwOPGZQA4B0CD8e9yAL8D4kEngGsAnAjgBADXmALP3wH4rOl2y10eg4iIiCYxa8jpE8AvydGgtTxgPAPVEh8j1Uy5BqpKqWcAdFo2nwvgduPn2wGcZ9p+h4pbDaBOROYCOBvAKqVUp1KqC8AqAMuN66YqpVYrpRSAOyz3pXsMIiIimsR0k6mssWDK0P849jQt0cSpXcEYrnyuCx94pB2P7RnO/0EViRL3XbRmK6WajZ9bAMw2fp4PYLdpvz3GNqftezTbnR5DKxAIpPkrZCffjzcR8RzmBs9j9ngOc4PnMXs8h950dJYCKB253NXZgYEhH8xhTVNzCwLR0cLUjp4yZB72ZKenuwuBQGvStp9vLcVdzfHfYc2+YTxywhCmjM/haeXrudjQ0OB4fdanRCmlRGRMv6Z4eQy3XzSXAoFAXh9vIuI5zA2ex+zxHOYGz2P2eA69m9bbA+webd4/Y/p0dPdGgLbRNlAzZ81GQ0P1yGX/9nYAuemlmq5Z0+vR0DA1adtdzzWN/ByMCTaWzMMnTMc7ngrpuZjpPLR9xrA9jP8TXxOaACw07bfA2Oa0fYFmu9NjEBER0SSWWqMqKTWqqbP+C7tGdSDMRQF0Mg1UVwBIzNy/BMADpu0XG7P/TwLQYwzfrwSwTESmGZOolgFYaVzXKyInGbP9L7bcl+4xiIiIaBLLaNa/pUb1NyfXjcGR6VmPTanUoLSCrQG0XIf+ReSfAE4DMENE9iA+e/+nAO4WkcsA7ATwEWP3hwC8B0AjgEEAnwYApVSniFwLYK2x3w+VUokJWl9AvLNAJYCHjX9weAwiIiKaxKxxng/uK1NZM6r15flrbmo9ln7NxC6usqrnGqgqpS6yueoMzb4KwBU293MrgFs1218GcLhme4fuMYiIiGhys64xJRIf/k/ax6U91ZTS/GUww5YotGM4dZWs/nBuVs6aaLhWAhERERWVTDKqQcvKVNWl+QuBIpZAdWdf6jJZfePYPquQMVAlIiKiohKzTqcSD31ULRuqdc1Nx0jEkix9tiW1+wAzqnoMVImIiKiopGRUReC3RDRRy07W4fd8Tl4KW45lc1c4ZZ9+zvrXYqBKRERERUW3MpW1PVVjTyTpctSSsCzLUaB66txy132sydLOoK5GlYGqDgNVIiIiKiqpfVRT60Bv3zKYdDmirBnV7I/jkLoS1GgmZb1tRmnSZWuQ3KUJVMezz2shY6BKRERERcU69C8AXm4LOd7GGgfmIqNa4hNUampdqyzbrGUHuoxqiIGqFgNVIiIiKiq6jOoZ8yscb2Od0JSLGlW/pAalQOpELXOgqpRCp6Y91WNNQe1CAJMdA1UiIiIqKroa1Q8urnTYXyUFtwKg1CdYvtA5uHXjF2BmZWoNQVVJcnhlTpb2RxTsOlF9c01PVsczETFQJSIioqKiLDlVnwgOritN2S/R9N+aTU3EkbeeNg3XHjc14+PwCzC3KjWUqi2zZlRHf+7RDPsn/HHzAIIsAUjCQJWIiIiKii6jCgBllqgmESBaY78So0NAVYkPVx5Rk/FxlPgEszQZ1UOnJQfN5qF/68IDVrv7I847TDIMVImIiKio6GpUgfhwvlnICBCtM/5z1ULVJ8BUzaz//aYkB6/mof6QNcq22KFZtWoyY6BKRERERSUlozoSqCZvTwz5W9tDWRcHyJRfBMfOLMMU0+Sp9+5XkRIwR5Iyqm6BKjOqZgxUiYiIqKhYQ71EWJiSUY3qM6olkpuUql+AKaU+/P5d03B4fSlOn1eOH59QmxIwm2tU3TKqutZVk1nJeB8AERERUTq8ZlQTtaF2k6mylUikvm//Srxv/9GuA00DycP35h6pIZc4dIArVCVhRpWIiIiKirXfaCKYSRlyN3azjrbnrEbVp78jax/VAVORqltj/3673lWTFANVIiIiKirWpKQYKVXboX9LCtZvE2Cmyy7gtS4CMGhK6brVqPaHOfRvxkCViIiIiop1ASef7dB//P/U9lTJl686OrMWVd4DVe9D//0c+k/CQJWIiIiKitfJVKM1qpbJVJb9TpxVltFx2E3KmmKJmM11p65D/wxUkzBQJSIioqJinUyVbkbVmgnNtAmAXZsra0Z1IKJG6mrdZv0PWGd+TXIMVImIiGhc7eqP4OaN/Xi+Jehpf+vQv2tG1S1QRWaRql2pa5lfksoLomp0yD/k0s+fGdVkbE9FRERE46Y7GMMpD7SiNxQP0O46czrOXljheJuYZfDfPqMa3y/qMvSf6dwqp36sVaUy8jsB8TrVcr8g6JJRZaCajBlVIiIiGjd/2NyfFNB99YVu19ukZlT1s/4TQ//WjKp1MlWmgapTm6splgdJzOYPc9Z/WhioEhER0bh5oSWUdLlp0H2t+/Qb/lvaU1kyoZk2q3IKVKssqwokZv67LTw1wD6qSbIKVEXkKyKyUUTeEJF/ikiFiCwWkTUi0igid4lImbFvuXG50bh+kel+rja2vyUiZ5u2Lze2NYrIVdkcKxERERWeTMIyz0uo2k2mskQ/GWdUHW5o16LKrY9qOOa+z2SScaAqIvMBfAnAcUqpwwH4AVwI4HoANyqllgDoAnCZcZPLAHQZ22809oOILDVudxiA5QBuFhG/iPgB/BbAOQCWArjI2JeIiIgmiJh1HN/TbZIvj9aoWlamMna0Lkuaj6H/6lLr0H/8GMKWg//G0TUpjz/A4f8R2Q79lwCoFJESAFUAmgGcDuBe4/rbAZxn/HyucRnG9WdIfCmJcwHcqZQKKqW2A2gEcILxr1EptU0pFQJwp7EvERERTRAuc4u0rDdxa091zcs9LrfPLFJ1DFRtMqrdlrH/2jIf5lX5k7b1cULViIxn/SulmkTk5wB2ARgC8CiAdQC6lVIRY7c9AOYbP88HsNu4bUREegBMN7avNt21+Ta7LdtPtDueQCCQ6a+SkXw/3kTEc5gbPI/Z4znMDZ7H7E3Gczg4VI74oOwot/PQ3598m+a9zQgEoxjqL4M5tNnd3IKAimJzd1XS7Z9rCSU9xp4+HwDnTgM6vT3dCATatNfFhpOPZevuvQgMR/HS3uRjr+rfh9JYGcy5w01bdyBUPb7Bar6eiw0NDY7XZxyoisg0xDOciwF0A7gH8aH7ceH2i+ZSIBDI6+NNRDyHucHzmD2ew9zgeczeZD2H5VvagN7kCVVu56FqRzvQNdpzdcH8eWhYWIFZ7d1A68DI9trps9DQMAV4rinlPsyP0d8eAl7XB5xOZkybhoaGWu11s5o7gY6hkctTZ87GkiVV2Pri3qT93nPEIvyttQPbh8Ij26bPW4iGWeVpH0+uFNJzMZuh/zMBbFdKtSmlwgDuB3AygDqjFAAAFgBIPDuaACwEAOP6WgAd5u2W29htJyIioglCV6OqXOpWU2b9G/9XWMbivU5KynTWf4lDFKVbRjUUA4KmpgalPmB2lT9lX/ZSHZVNoLoLwEkiUmXUmp4BYBOAJwFcYOxzCYAHjJ9XGJdhXP+Eij8TVwC40OgKsBhAA4CXAKwF0GB0EShDfMLViiyOl4iIiApMp6Zfk1uLJrsa1YrkCgIMeQxUM51M5VTbqpv1bw2cy4wHtpt4RdnVqK4RkXsBvAIgAuBVAH8E8CCAO0XkR8a2W4yb3ALgryLSCKAT8cATSqmNInI34kFuBMAVSqkoAIjIFwGsRLyY41al1MZMj5eIiIgKSySmsKs/tW/qYERhSqn97ez6qFozqsNR5Zqdjd8+95OprIHqQEQhZDnwMr9+X68B9mSQ1RKqSqlrAFxj2bwN8Rn71n2HAXzY5n5+DODHmu0PAXgom2MkIiKiwrRnIApdJya37kwpGVXj/4qS1EDVS9CX6fCydSlWM2uWdDASQ8gSk5cbt7cGvNYlXyczrkxFRERE42LPgH4VKmuvUSu7jGqlNaMaGW0LZXbV0TVJlzMd+q+0NmQ1qS7R1agmH0upcbzWgJeLU41ioEpERFREBiMxvNYeQm+o+JvCWxvxJ7gFqtbhfDGmQ5X7U4fQdY/x6YOrky5nGqhWOYz9e6lRTWRUrfFutPj/tDmT1dA/EY2PSCz+hpfBgi5EVMS6gjGc8Z9WbOuLYkG1H4+8ZwYWTNF/lAejCt3BGGZV+jKuwRxrwzbD8tYhcitrHDeSUbUO/UdUSkb1oNoSzLY02M/07DhlVHU1qimTqYzDSM2o8s09gRlVoiKzpz+Cdz7Qivl/a8ZVb5aNLBFIRBPfHzf3Y1tfPIrbMxDFnzYPaPfb2hPBCffvw8F3teDCxzszWqY0H3TD8oCXjGryZZ/DZKohy2NYA0jz7dPlFKhOsdSoDoRVSu1tIgOcUqNamH+uccFAlajI3PRGPzZ3xxd/e6KjBM+3hFxuQUQTxS/X9yVd/vUb/SM/N/aE8eDOIXQHY/jTm/3YacymX7l7GA/vGs7rcXplDSITEptDUYUVO4bw9N5g0nC/9VaJOC8loxpVKa2u9IGqc6Squ43Tdt11g5GYbXsqaz/WZ5uDoDgO/RMVmT9aMih/eWsAp84bvxVMiCh/gjZD4s82B/HBle2IKGBxjR/b+5J3vHlTP967f2UejjA9djPyQ0ZbqY893oHHmuJB2/8srcZPT6wDYJ9RtdaoDkdTh9t1WVC3jOpNJ9fhc890pWQ60wlUte2pjAC1xBIoP7hrGLv6I9jPpqxjMmFGlajIWVugENHkkXj1X/5M50gW0hqkAkBvqDDHku0yquEY8FpHeCRIBYDfbxrApq74MqN2K1NZZ/0PRVRKHaw1mPXilDnlWP/hOSnbnQJV7cpU1vZUfn1GFQC+taYn7eOciBioEhURXePqmRV8GRNNVuXGZJzmQedp4oXaIWDYoUZ15e7UcoXnW+KBq7IM/tvVqAY1GVXrPubb2xEAcypT32vTmUy1sz+KlqHkSLV0pI9q6v2saWVZF8BAlaiodGmWGizNdBYAERW9Mr94mlDZU6CB6qBNH6ZwTKFjOPW6LT3x+vzUjKo+MxlRqZ0FdBlVt2BIRB/M6oLeBF229e+BQe2xZJDknTQYqBIVkV5NP0C79i5ENPGV+QQtgy69nKB/7ygEdkP/oRgQ1ATgASNQTVmZygj0dCs8Wet6K5I7UwFwX0JVbPYpc1qZShOoWrOkdu2p4sfkeEiTBgNVoiKia1xtN3RGRBOfAOjxUH9aqF3sbGf9x1KH7AGg08iy2tWo6lZ48pRRdRv6t7neaejf72G0y67hP1pAdDkAACAASURBVI1ioEpURAYiqUNhg8yoEk0KIc1rPRxT6LU25ywidrP+wzF9h4NE0GkNVBMxoTU2jCl4q1F1Oc7E9aeZOqwcNb0U08qzC6PKEkP/mrth7BrHvgdERaSfGVWiSatfE5D2h5XnGf2hqBoJjArFoE1JQsgmo5oIbO1+Y+ukpKjyNuvfPaMa3+H375yGa1/pRTiq8K1jpjrfCPEuBHbBOGDfngpgoJrAQJWoiOgCVbuVXYhoYunXvNYjCugYdq9RBYCOYAxzqzQFmuOo22aSVySGlJ6jALC7P4o/b+7Htt5I0nbbGlWPGVW3etDE1XOq/PjtKdOcdzb5v1PqcNnTXbbXVxstrHTtqVijGsehf6IiYl1hBeBkKqLJQvdFFQD2DXkb+m8d8hbQ5lNXML2MKgB8fXVPynthIuOZMus/lptZ/5mqKXW+59rSRI0qM6p2GKgSFRHd0J/dZAQimlh0r38Anmb9A8AOzUIA403Xcg+I197aBao6iWBGN/TvrY+qc1iYaRdAt8UFphpj/7oaVYrj0D9REdHN+ufQP9HkcOP6fu32Vo8Z1Q2dYZy7qHCWUVVK2Q79b+mO2C4XqyMOk6mslRHl2vZU3u4/XbpWWGZTy+z7qEoec6p94Rg2doYRUcDUUkHnsGBBRDl2NcgXBqpERUQ39BfOU9+ZSEzh2eYgZlb6cXh9aV4ek4jimgejeFizUhOAlNWO7GzpDufykLLWF1awS5r+1dIY300iQLXGVZGYxxpVl/vPNFzzmlEdzz6qTzYN47Knu9CZlN2uxK3VQzj/gKr8HIQDJpuJikinZphMN+FgLFz0WAc++GgH3vlAK/7ZmN6HCNFE9VxLEO/49z6884FWvNw2dktePrhzyPa6F/d5e1wv/VbzyW7YPxOJmG7MZv1neFwVLhnJxKIAur1imiWzx8Iv1/dpP1sSQfR4K4yjICJP2jSze/PRQrGxJ4xVTYk1toHPP2s/i5VoslBK4crnurCpK4INnWF87cXuMXsst8ycF7o+zOPJa22tFyOz/i1RTVSl1vHra1Sd7z/zoX/nGyYCa11Imq+qrmdb9F90EmUJ442BKlERadesfe1lne9sbe0tvEkYROOtN6yw3TRB6fWOsRtan16R/ce1XdeA8bJnIHfvK6MZ1eTtUZU6CW1KqW7Wv8tkqgxzqm5fMPabEi9i1b2Neynr6g/HcPWabnzqyc6cZ/QLJaPKGlWiItKmmTRhMxchp6aVp77ZBqMqJ1keoolEKeW6bnxm95v9fUzkQDUxa98nAoGCMgWWfZbfu1rTMmrsJlM533C20ddWaf7AUQ/v7de83Itb3hwAADzbHMTrH56NKS4tsbyamqP7yVZhHAURuVJKoVU79D/2Hz66D8nNXYU1MYMo36Ka195YleLkYhjYrr3VWNncFcb6Dvss357+3AWq5pjKOozfa/k2P0VTNzpWNaq6DgMJv3x73cjPuj+vlz9XIkgF4gs63LvNvpY5XRNi6F9E6kTkXhF5U0Q2i8jbRaReRFaJSMD4f5qxr4jITSLSKCLrReQY0/1cYuwfEJFLTNuPFZENxm1ukrH4mkpUJPYMRLVLJWZbdvb03iCOubcFx9zbgqf36mcV6xIxV7/Uk90DE7kYiijc9tYA7t02mLeJJenQBY9j9cVRFxSnqzuk8MCO3AUyTr67tgdv/3cr3rWiDd9/Wf9esduSUT0yi24i80wrblljQ+skMv3Qv7NMo49Kv9i2qDIH1/oa1dGt+wajWLl7GO0uq5CtbQshGFW45MkOzLy9CR96tD0lUPequgBaUwHZZ1R/DeARpdQhAI4CsBnAVQAeV0o1AHjcuAwA5wBoMP5dDuB3ACAi9QCuAXAigBMAXJMIbo19Pmu63fIsjzdncvHNdEdfBJc/3YnPPt2JHX0R9xvQpLauTZ/BzGbWv1IKX3mhC9v6otjWF8WXX+i2GYJK3bamNYTuHM7aJQLigd7K3cPY0BnGxx7vwJdf6MZnnu7Cd9YW3hcj3ZfEQs6oAsBXXuge86D/tfYQfvPGaM/XP2waQCiq0B+O4YrnunDC/fvws9d6U4b+z1pQnvFj+k0pUetou3UVq2pdoDpGGVURwX5T9FWW5uBXX6Maf4/e2RfBSf/eh48+1oET7m/Fa+32WeqmgSge2jWEB3YMIxwDHm8KOnZp0b3fm4+9EGQcqIpILYB3AbgFAJRSIaVUN4BzAdxu7HY7gPOMn88FcIeKWw2gTkTmAjgbwCqlVKdSqgvAKgDLjeumKqVWq/iZvMN0X3kXUwo/fbUXH3+8A+eurcDifzSntWqG1drWEI6+dx/u3jaEe7YN4TNPd+bwaGki2tqr/zKTeDPLRG9YYZtpMsj2viheaU8NiHUfkjEF7OrnFyzKnWhM4bQVrfjoY/E2aE/uDY5cd/PGAYdbjg9d9jQyRkFgriZNdgZj2lZEufSU6e8GAEPReGP/27cM4u+BQWzpieC6V/vwRmfye80BUzObNvPe/SqSLjsFnYJ4ljNl+xitTAWMTpiy8vInjSng/u1DI0vNdgZjOO0/bXjKZvQrpoAfv9KXtO2ba+y/5Nl9AfrYvMIp7cpmMtViAG0A/iIiRwFYB+B/AcxWSjUb+7QAmG38PB/AbtPt9xjbnLbv0WzXCgQCGf8iXt22uQItQR8S8f2q9Vtx8JT03zxiClj+fCXM39Febgvj9TcDqHJZxWIiycffbCLZ3FwKQD809magMaXRtRfbBwVA8ko1n1y1Dw8cn/wmuLPTByD5wwAAtuzYjcrO4s+q8rmYG9mcx64wsGyNc3PxQvs77R5Kff1sadyOrvLMg0q733Fvix9A5hlHsw2B7VhQMXZZ1Q1Nqe9Vr2/Zjm+/Yr8qlh8Kka4W6N5nnNSVKFxU34VAYDTZ4xf7x6nyKzQ2Ntpda3u7xkBjxsP/tVH9e3fLvn0ISDxR0LxP//fdHGjEes35PG9lB35wUDDlNv0Dg+gdFljzkHbPq/haEcm/d32pwpcXh/P2emtoaHC8PptAtQTAMQCuVEqtEZFfY3SYHwCglFIikpfCIrdfNBeO3tmBR0wrgwxOnYeGA9NbtUEphYse70QUqd+GqucuwpLaybHiTyAQyMvfbCIZ3NUBaJ43ALDogCUZLXV376u9AJK/fe8N+lL+Nm/tHAI2pWb96+fMR8P89D5YCg2fi7mR7Xn87cZ+AM7D+4sPXKJdwWe8qO4wsK41aduCRYtsh3rdOJ3D6dEBoDE3fVpbq+bh3Wl+dqWjd3s7gOSsav28/YBX2mxvU1Pmw9EHLgQ2Ju/z2gWzcdtbA/jVhtTlY396Yi0uWlKFWksbJd/qPSn7jj6O3/55+lyT7e0OOijz5/ana4K47+H2lO0zZ85GQ0M1AGCJfxBoTO1PveiAA+Fv6QaQWlt8zZbUwNZfXoGpUGgNJY922f3O3cEY8GJz0ra3PjYfO7Y2Fsz7YjY1qnsA7FFKrTEu34t44LrPGLaH8X/iVdwEYKHp9guMbU7bF2i2j5t5lnRnJvV5m7oiScGuWfNgDKGowo6+SFIN0ZbuMD7zdCfq/tKEk/+9D7e9NZCTwnoqLnsdWrlkWqd6/Wt92u3WGja7KpfBfHWkpgnv2x4m56XbXqltKIpvv9SD763tQXMOm8sn6OpRx6qnfi5LCj73zNgu2KFrO9XjMqGnusSHI+tLcXDtaJD/mUOqsaimBDU2bZIOqi1JCVKB1BrVpMfR1KeOtVPm6DPh5r/oe/erxFTNsUVi6a3gNRBWaNSUidmVh1lLGGdW+FBaQF8GgSwCVaVUC4DdInKwsekMAJsArACQmLl/CYAHjJ9XALjYmP1/EoAeo0RgJYBlIjLNmES1DMBK47peETnJmO1/sem+xoW1VUNvBj3pnm8J2l73ekcIpzzQiqPv3YdTV7ShPxzDcEThglUdIy0nNnZF8OUXusd0BRQqTE51ZZnWr9nNRrUGBHYzmRmoUj5ZJ8XoNA1E8d21PfjV+j5c+FgHfruxHze90Y8z/tPqOmM6Xbrg8UvPd2VcM56wZl8Qyx9sw7mPtGOjUceZ6wB4eAxfu/2a+9YtVmJWVSoQEaxYPgNfO3IKrj1+Kq47oRaAfXBpXS51dLv976YLbMeLMoWqFSWCf509I2WfiFJp1RRvtZmY/Z218Tk2t7zZn/T8tCY5ygosSAWyb/h/JYC/i0gZgG0APo148Hu3iFwGYCeAjxj7PgTgPQAaAQwa+0Ip1Ski1wJYa+z3Q6VUYozxCwBuQ7wI6GHj37ixrtLgpeVD+3AUjT0RHFFfiupSH2rL7V8kv93Yj+bB+H1u6Azjqy924+NLqrBL02vuti2DuGhJFU6cnZuaJSp8IYfJe/dtG8LlS6ekfZ92n9s9oVjS893uQ5KBKuWKQN+ixyzebcW+kF8phfc/3JY0QTBh72AMD+4cxiUHV2d1nGa6huzPtYTwansYx8wsS/v+Nvb5cO5dzdg7OHrHX3q+C4+/f1bOJ2lt7Y3gsCzaQTnRTTRucmnun5jgNLvKj+8eW6u9zsq6XGqCU6xVN06BaqkvNQM/vzr5uXzszDLMqfShxbSwSzjNjGrQ5jTHS2uAB3cNY0aFH+cuqhy5/6TjLMB5Mln9xZRSrymljlNKHamUOk8p1aWU6lBKnaGUalBKnZkIOo3Z/lcopQ5USh2hlHrZdD+3KqWWGP/+Ytr+slLqcOM2X1TZfk3NkjUt7xaobukO48T7W7H8oXa8a0UrdvdHHFcXaR5Mvr+7tw7h0T32GdhLn+J665OJ09PtGw6zOnX6wjF88Tn750+3pe+g3YeklwwXkRdeejbaDf0rpbCrP4In9ga1QWqCly4Vu/sj+MTjHTjinhb85NVex+yo3UjDPxzaATn5467SpCAVANa1h9ExHE0Jiq0z3dMV6Bm7jh3DmkDV7dw7DcnPrtKHKnZPGaeh/zqHZNFYuvW0+qTL08t9OEtT32+twY7EVFqBqhdPNI2WH06GjOqkkpJRdRn6v3PrIDqMJ9jW3ii+uaYHZ8xPLwP6h02pBeQJTWNQc0WFyymjmq6bN/bjbwH7D1NrPZltRjXPK91Q8YrEFPYORjGn0o8yTSRRXSraIWMzXaCqlMKnn+rCvz00srcmA3T3deFjHdjYFQ+qrn+tD2fOr8Dxs/TZUbvDzXSk4YUufTrrlfZwymMtqnH/+NZl8RJyXQZhpsuo/uUt5+C9yuGLymlz9UG53cQ6p6Rg7TittvT+/Svx4Dkz8IOXe3HUjFJ8/ciapN6vCSWWODoSy/3Ilfnt3fq5UiCrpiYpwEMqXNYa1T6HFNcLLUH8cn1ykPnQrmEMpFnXyoTV5LZ3IIrGnniNWjaN/c1iSuEnr+onUSWsawvhtrcGsM0oyrergeXQP3nRF47h9P+04ch79uHUFfpa0XoPmS7dQiuvd4Q9BakA0OLy5b59ODYSpCa82W3fT9LudZGr12rCurZQymN5mRTUdsl8LKrRh23WUZNcGYzEbIefndgN7wPx+s0PLU5tOWV3k0Ic+geAk+eU49H3zcQNJ9Vhtk0vyhJL3e1wVOV8EQnzc8l63+VO6ehxwkA1DVNLvWVUd/VH8P5HUltRAMDPX3cOENJViMsKUm7cu20QR93bguPub8VVa7odh/51Woei+L83+vDwruQP8f/s1HedMLvm5V58+YVuvPOBVuzoi9i+UZqH/h/ZPYTT/xNv1r6TK62RyV2Ng1hvTAra3B3RrpSjy7Ja9Wnec+/e5n2Y3W3mf7fmReYUdNp9T3Orx0zXurZQymOVCHDaPPcROrsP+bFYVU4phbP+a9+CykmVS+B9SF1qBjmjQHWchv69smY0x6K8ash0nxz6n2Cs6wP32Xx6P7B9yLadTyadApwEo0Al/4oT0tde7B4JEH+/Kb1VeULR+Ao/iXq3X7+jbmQSyZee917bPBBRuLNx0DZ7k8io3vbWAL78QqITRRjlPuCO06endcw0cX19dXIN9XfX9mJxTQm+9Hw3/AL85pQ6T7PQs63Vc2uRZF0THrCfcAjYl8S4PU66VjUFMcuSgSvxCb5yRA3WtYW0AXzClFIfgNRfQheUZ2t9ZzglI+1VhcsXlWmaANN26N/hrmZVFuBsIRNrOUAulmu3GjIFKBz6n2CsKXG7N6n1nflbekxXtE4Tg+5D06t/7xhKmpTxvy+MtjNL937jfXv11wWjCm92h01BatwKD1lbmtz+3+pudAZjaBuO4asvdHvKHHVoAtVQGslLt1KVH67rTdnmtFS2Xdug3jEYVv+7paa8RIBT55Vjw4fn4LULZiNw4ZykTOJHDowPlV97/FTt/Y1FRnWHw0Q2N25fVHQLmtgFpHahaHWJYNmCwu6UYw0Unb6EZCo5o5p8nZeRjXxjoJoGa0rcbkjoze78DXsyUCUdp7q6dLUMxdBr863+nm1DOOlfrdrrcrU2OU1M5olNewdj2ibxVrqMqlvdqZnT++XrHSE805zaZcXuNl9+vguff1Y/OpFJEJhuU5tE5q2u3IdFNSWYWenHj46vRV2Z4Ij6Uvy/o2oAxJvNf35pakuuscioeumqYOdwl1ZZuhpWaz1ngs+mj+qlh1Rjul3z6AJhjcfTXeTCC3NGtW0o+fXjVCs8XjhonAbrbLyw5v2xLxzDhjxmVJ2+7dPk5UNu32zu3+5tsopZ23AMc20mDNDkkcs6+o7hGCIxhaGowjN7gzhgagn+u8t79n44Ono8UYWkFXh+uV4/fyCoyfRt6Q7jti32tbH9EYVITKW13Gu6I7y6SfJfOGwKvnBYcj9lv0/wkxPrcOGSKpy6YrR+dGd/FEopSKYL2Gvs1vT89mJmhQ/nayZLmWkzqjapNrtYa0ZF4efmrM+ZsRj6N2evrSPAh0wrvGXcGaimwZpRDZvegCMxheGowtrWUF6PiRlVAoC3zYi/ubzeEcK/tw9h5Z7cDr1nMqTXMhhloEo57QH57x1D+M9O+zkAXmzpieDTT3Zic3cEH1tShd+eUgcRwSvt+gRDUDMy4KXLQG8ohvo0sne6x3FiTZy4aagtQbl/tCH87v4otvdFccDU3IUBmQSqS6eV4KFzZrpOckpr6N9meyFOFLLKR0a1dSiGpoEo5lX5sMlSU3zkGC0CkY3C/3pRQKy1G4ki5NX7gjj4zhbs//dmXJ1m4/V/LZuOY2a4PzHs3u/Gchk8Kh4xFW9ldeZ/23Djhv6UN5+ER3annxnNVOtQ7jMBVHzcls5MV7bfzX+5vg+bjfKsfzQOYm1bPLlgNzql2z7Fw4yTdGvB0x0dsxv2tlNV4sMxM5L7we7IcXeO3Wl2OzhzfjnuWzbD00x87dC/TeBpd29lRfC9uTQPGdWOYAyH3d2Czz/blVKu0VBbePlLBqppsL43JZ4/173ah45gDFEFvJXGah9H1pfi3fMr8MT7Z2HpNOcnR02pDxcckDo08tPXctvuiopTVAE3vN7rOHwYUwrXaiaLjJUBLgYwoe3qj+ArL3Th2y/1YJ+mTnQ4onDrmwP41Qb7RUvGw91bk7+sJTpq2AWKuln/NR56mKY789/ae3Rulc+2BypgP+ztxLpozVCOEx2706hR/dbbanDvshmeR10qNBlVuzUC7BKnRZFRzcNkqoQ7tw6ljJYtnFJ40Xzhhc4FzG4yla4A34ubTq4b+dmtjKumVPCbk6fh3m3Jb7KP7Obs6smoRJJ7OMaUwmsdzrXRncHUZuZjicurTlxKKXxkVcfIxNFHdg/htsOS97nkqU6sLKL3J7vuAboA1sszO93JStY2QWU+wfRyn23ZTboZVSB1ZC6Xcxz6wrG0sshestJmupWr7Ib47QJYt2b2Vx1dM+7Jn9Qa1fy9j04rl7T/LvlQeEdUwHQZVbu1nt2cOb8cR5uGYQ7SNDM229Uf1dbo0ORkfS7EFGxbSCUs+WfLGB5RKq5aNXF1BGNJ3U229kbxSNtoFNQTihVNkOqXeOBtV++v2+6l5CrtoX/LZ0m5X1DrsIpSujWqQGqv0lVNmSVZdDrSLPGw9iV3oxv61y1BCmQeqH7z6BrceWY9TpipXzI3H6xxxlgM/dtZUF2YuUsGqmkQkZQXgNsKJHU26wr/4u11SZc/fXBq+xAzfuaTmTVQjSogUmCrlDFQnbh0S0GvNq1T/9ct6S1QMZ58xuiE3bPVmukEvE1iTSw/7JU1u1nmF8fazcwyqsm3+WfjIJ5sys0XCruWXP93Sh3mVqX+Hl7KJ8x0iRq7gLTEp//7uK2eKiJYvrASHz7QuQPBWLL+XbPJqE4rT+8c61b/KgQMVNNknVDlNsvR2ioEAM6aX479a5KfEKfOLcc3j67J/gBpUrB+4MSUcs2o5huH/icu3ZBx4+Dox8l31uavFjpbMeUceOquG/IQqP5gXW9ak5WspQflPqDWJtEBZFajqlv96Ssvdmv2TJ+u1OH2d9fj40uqtKtKpTvErJ/1rz8/djFwIa5jb2XNlGcTqM5JcxWupQXYmgpgoJo262vLrcHxoZo/vK6xsYjg6rdNxeoPznK8v8Wa4vooG6tPOtZhsKjKfjZ0tqw1ZIN2S7dR0dMFap2h+N9/PN+Prj+xNu3b9IZi2qxpgi4o99pt5bpXvAfs1qH/Mr+gzmnoP4OYSxfsZbOalFl3MPn437dfBc5dVAkRQbXmcdMd+tcF2XbBut1dF+KqS1bWGtVsluNNd7nYxTXMqE4I1glVu1wyqgdo/vDWmZdm82xmQCZm/P/guNQ3YmauJp/9LDMzMxn6/4Ylg3/NsfqlFr26/NDk8pXBPE4CoPzSBW99UcFwRNkuKzrWzphfjs8tTR3BctMdUikz7s10s/699q++e9sQuoMxXLuuB9eu63Fcscr6enGrUa3KoEh1LDOK1oyquWyhUnOs6WZUfSI4buZokufI+tKUVk4JdqfGbeg/YTzDWWuQbbcqoBdOGXmddEsF8oWBapqsry23of/Zmtqc2ZX2p90uiL3y8Pgb8AcWpdbOsBZw8jnK0g9RKSDdBOZnDqnGTSfX4ZgZpfjUQVX47KHVeM9+FRkf0xzLl6zB8U7x0pjRBW8A0DocxbNpdEHJ5QTj354yDQDwg+PS+8LVHYw5zn7XZlTTeG5f9nQnfrG+H79Y349Ln+q03e+ltuTFYmZX+hxrVNOt8QTGdnlMaxBuHu7XzdjP5PhvPmUazl5QjrPml+MP75pmu1+pzRKqXttTjec7lzWj2pvmpDwz3Xl34vTFaDwV5lEVMOs3OLeh//pyHz7ZUDVyubpE8J79nAu1de8lR00fDUz2t2TTGKhOPG7rfi+1FL1HlUI0jYzq7945DbMq/bj4oGo88f5Z+NXJ0zCl1IfrTqjFWfPLkzIXXlm/gDGjOnHZDX23DcXw9dXeFj1ZVOPPaEKQncQXpc9rsqpOQU1PKIadDu/jW3oieMIy4UjXf/RDNkuAPm6aWf/E3iDOfrBNu/DGq+3Jgepp8yocM2LpDp0DY5tRtQ5Rm4MeXcCUyfEfVFeKu86agXuWzdCW1SVkOuu/EFizwdmMmKabdfey8MJ4KMyjKmDWGpeAQ4N/n8SHK7577FRccEAl3j67DH85rd71yeC2HrG13oeBavEIRhUae8KuNW5uZX5zqzVD/2lkVD+iWTwCABbVlOCeZTPw2Ptm4Y5313u+v+oSQY0lPcbn5cRll1HcNxT1PPT/85PqMmqxpDPVFNCV+QX/OKMe5cZL5LxFlThxln27oe5QDD90WQjj/Ec78JhpWWJrRvmCAypx4ZIqeLGmNYRPPtGZkoHstQR6i2v8jjWqmfS7HMsWh9aAyhyI6upLre8XuWT3vCqKQDVHX94WVPvTzqg6Pd/GU2FWzhYw62trn8MykVOMJ8msSj/+fKr3D/3FNSXYNxSyvb6q1Bqoxo9hOBLvBVio34omu87hKN73cDs2dUcwt8qHD+xfiXAM+NzSahxcl5wdcPuot87mjMaQVkbVrv+gWTorlEwtk5QMSTaTAKiw2QWqbR6Xzb380GqcMb9cO3o0p9KHljSX37V+SXvPfpV45UNz0DEcxRH1pY7v08NR4JV258UyAOB7a3tw5oJ4aYx1MtkHF1WmFQSGY8Dlz3Ti7rNmjGyzBnrVpT6U2bRZAgovo2r9YmoOkiKab95jeSy2k6mK4KMxV/H7DSfVenpeJwiSv/AVEgaqaUpnCba/nj49o8e47JBqrG4dDVSt2S9rOn8wovBSaxAfWdWB7pDC2Qsr8Kd3TXOctEVj7/mWIK54rgvBqMLPTqrD3oEoNhlN0psHY/jD5nivyRU7h/DIe2agtsyHmUYA6pRRLfenFsl3jMEElvnV3gPVKaU+TLeMBIzFMVFhcMqoCuxr/PwCbPzInJFh+ngpVfLeNWU+fLyhCr9Y733pVV32fn61f+Q5rMvopWuTaYEDa/azpsyXdv3no3uC6AvHRjKL1t+hukQcp/ZnEqiOZY2qtRzC/Fhe2nnlUjG3p/KSRNA5fV457j97BpoHo6g0evCaF+VwU1sm8OWwFCeXGMmkKZ1vOyc4DDc5OX9xJY6dEc+wVZUILrEsBmBdRKBtKIYvv9CNbqPoeuXuYXw9R73xKHPfWN2NHX1RNA/G8JUXuvGdtfravfbhGI67vxVH3NOCFTvitWtO2dEZ5f6s3lDcSkvM+3l9vpf7BTMs6zN2prlSDRUPu9KV3f1Rx4koVx4+JWnSnW6IttQHfOttU3H7u+vxq3fU4e2zs18lKFdD3tuNJv7W5/b0cl9Gj/GyKSFhXUShqkQca1QzeQ8Yy6F/p4yq13ZeuWLb8N9joDqea6e4ved++236fuuJmt25Vf6RUdV0/t6FuHRqQtZHJiJ+EXlVRP5rXF4sImtEpFFE7hKRMmN7uXG50bh+kek+rja2vyUiZ5u2Lze2NYrIVdkeay7YtcPQyfRNwe8TrHzvTDz8nhlYe/5snDynPOn6eZZM18o9w9hkWcP9vu1DCNJlLgAAIABJREFU6Mvj0muULBhV2Gj6m7QPx+D25xiOAte/Fq+Vc8qo1lf4kOGXbgCpq6LZ8Ylgrk27NKtEc3Lz50BvWOV0LXEqHHZ/1wd2pk4SAuLPjZfPn4XvW9rr6Rq2l/sFfp/g3EWV+NTB1ThwavYDf2W+3LQc+onx+rSOFtRX+NKuBwSQ9J6QklEtlZyPih1UO3aDqE6Bar47gNhlVDP5G+WbW43qqfPK8c45yV/efAJ89tDU1S3T+X0L+dzk4lXwvwA2my5fD+BGpdQSAF0ALjO2Xwagy9h+o7EfRGQpgAsBHAZgOYCbjeDXD+C3AM4BsBTARca+40q3wobOZw5xXhLVTYlP8PbZ5drhV+u2e7elfjhEFbDXZXnXieqOLQM4dUUr/ueZ1AkL+dI8mNm539gVQUwpx0C1wq/vDOHVGfPL3XcyeB3+L/PHh43qLa+P8eqpSWPLbihX10rnD++ahnUfmo0ltamztHUZVWt5lbXtmc53j3FuSSUiOckm3r11CO3DUbRbMqr15b6MygsGjOLamFIpNapVfrFNjOgWjfFikWbBGMC9y4gXKUP/pvM9Lc9laLo/dYmkl2gaL26JzaoSH25+5zRcZEzeO2N+Of67fAYWaXq2p1PqMZbZ9mxl9ewRkQUA3gvgz8ZlAXA6gHuNXW4HcJ7x87nGZRjXn2Hsfy6AO5VSQaXUdgCNAE4w/jUqpbYppUIA7jT2HVdevpFW+kXbIiVX5nvMclnfTJ0opXLyZpVL4ZjCL17vw2ef7sRzLd56M+7oi+BLz3fj9Y4w7tw6hJs3ea9zy6WmLL4ktA/HHAPVEp/YLh3ohW6VGDteA9XEh3RKnSqH/yckr31ED60rwUcPrEopC0nQBQ7WD2rdOvEH1PjxkQMrUeEH3jmnDJ862H3GfTqBpLW8yuzcR9qTLk8pEZT7MwuEE68PXX2nU62idXENr0QEV2iW9e7JoldngjVras7Qfe2o5OHqG05KfwWxdOi+AKWTMRzPUk1rH1Wr+nIfFk4pwe/eOQ3dn56P+5bNwDvm6JMP6TwnJ3JG9VcAvoHRScrTAXQrpRJjnnsAzDd+ng9gNwAY1/cY+49st9zGbvu4ss7ONjt+Zil+e0odVn9wFg4cwyEWa2siO9ZA9bE9w7j1zYGULONftwxg7l/3Ysk/W/CkpV/gePr9pn5c+0ov7tk2hPNXtqNtyD34+7MxQSnhZ6/1jdXhOXJbsczJ7v4oYg5fGkp9kvHQ//5T/JA03oW9ZkIStV/WJt79LD+ZkPo89sh1m/Cj+2y0TnhZWJ36XvrA8hn447vq0XLxfPznnJmYbhMIm3ldpeeCA5xn8G+0lFlNM76cZTJRKVFCsKEzeXa2cmk5f/FBmY/Y6bLPz6SxSIOdQctr3Rz4HD29FD86fiqOnl6KzxxSjY83eGvllSldw/9CzhiaOR1mXZlov7jZ0d3VZw+txgJNDDGWE+2ylXE0JSLvA9CqlFonIqfl7pAyEwgE8vI4kW4fAP3qPfN8QzgBPQi1AIGWsTuG/kEB4LxoAABs3NWCpeH4m+p9zSX46dZ4XcuvXu3E3ccOwy/xGqmr11RiOCoYjsbw/55rwz+PyU+w6vY3++7a0TezUAz42fO78ZF5YZT5ALuk8p72Mlif1vl6bpg9tCX1OLx6eFMTls2MANC/mYeGBrFta5ft9U7+sLQPgYD34L0uVALAfTJLeLAfgUAnECoHMPrHCezcg+m9hR+sjsdzpJjpXmc6/vCw47mNhCtgzZeEhgYQCHSNXJ4bBeaWV6A5GN/vbVOjGG7ejnT/YnNLyrEd7gFtZKAPgyE/vFa1lsXCCAQCxgSc9F6TjS2dCAT24ftvJL9uhqOjz8n9Kiqwa3j0HB1RE836+frRuaW4q3k06XLr662YNRDC9CzmrfUFk/+WLbt3QrWOBoxnlwNnHxr/uWl7W+YP5EGppP6dS1TE83lrbU1938vXe0RXu/177oLyCBobGz3f11Bvarxy+fQ2zIv48YNAchY2Npz8ugPy9zs3NDQ4Xp9N2u9kAB8QkfcgfiamAvg1gDoRKTGypgsANBn7NwFYCGCPiJQAqAXQYdqeYL6N3fYUbr9ornS1BoE32rXXzaqvRUODt4kq2ZgZjAGvNLvuJzXT0dAQ//b80+dGT92uYR92VS7EsoUVaOwJoz/aOnJd46AvL+cyEAi4P85zyX/uP+0uxZ93l6KqRPCX0+qxbGHqF4YZ7d3AvuSsar6eG2ZbNuwD4L01iNk/WyrxyWNmAGv2aa+vnVKFgxsWAs/v9Xyf5X7gB8fV4qSl6Q1KfGZ+FDdsc//WNb22Bg0N9ZixswPoGf2iUzd7Hhr2d/9SNZ48PRcpidrZAcD9C+2s2mo0NOxne3315lZgIDmbWFZZjYaG/ZO2PbN/FI/sHkZliWD5woqMZii/rasHL3S5lwLNm1GLgdYB1/0SKsrL0NBgfFQ9b/sRpTVYWoOGhulY/Vzq7RLPyV9XDeODj3aMbP/2iTPRsDC719QhQ31A8+giB091luDlV0rxh3dNw3szfL0GX9oLc6uxwxsOGLee3iVt21K21VaY/k4uZob7gW3JXVry9R4xTw0AW/Vde46aU+P4erJaFFP4TqBlpC/x94+dioaG+Xj/rDB+EGhN2ndGXfw9PKGQ3hczfhYppa5WSi1QSi1CfDLUE0qpjwN4EsAFxm6XAHjA+HmFcRnG9U+oeFHkCgAXGl0BFgNoAPASgLUAGowuAmXGY6zI9HhzxWlJsnylzr0OYTnVqN63fRCvtofw3bWpK7KECnimtkK8MfYNr+tXkimUDhv7PJQp2GkajOJf2/Wzp4F4DZOIeJ7F/MXDpuCtj87F/2RQNz27yo8vamrarBJD/9WWoV7dUpNU/Kx9RO24BZS6qw/RlFfNrPTjkwdV44IDqjJuo3OyZab0+TZLnlaX+JCvp+3ewah24uWnTTW3p80rxw0nxZc2vu6EWixboB/RS4euXrc/ovCppzoRdlsWz4bTZKp801WcFMvQv9OEr08fnF7JR6lPsOp9M3H122pw8yl1+OLh8fdyXSeN/gJe8nosPta/CeCrItKIeA3qLcb2WwBMN7Z/FcBVAKCU2gjgbgCbADwC4AqlVNTIyH4RwErEuwrcbew7rpwmolTk6YXgtcbQqabzrq1DePd/2vDw7tSsSG8R1BWubdOvuKF7ked7klg4pkZ62trxCTDPodboPodANfE7ev1e1DIUzSqzYf2A1yk3jslakJ9oWfNscxAn3L8Px9+/Lyf1cDS+ej1+qLnFlLqJI1cePjYTUZcvrMDnl1Zj/yl+fGxJFX59ch3ePS91Ekq6jfTN78dfOCy9QGLvQBT3a17rPz9pdGRORPDZQ6fgnmUz8IXDpuSkKbtd0BaOAZu6vK9mNHo7ldRqyyfjuwqU7tcrnkDV/rpMzunCKSX45tFT8bGG6pHXmy6G6CrgDi05mfGjlHoKwFPGz9sQn7Fv3WcYwIdtbv9jAD/WbH8IwEO5OMZcsWaMzPJZjLy4xo/tfc5ZuzYjo5puoNYbUpiR/Zf2rGQaXOqyAf0RlTLJZyz9cbP7sGF9uQ/VpT7YLZZqnVxhlngj8/uAiIfEbbbvz156qZYZu1gD1YFIvJvE/z7fhW3G8/XK57rw2gWz05rURYXF6/K4mUz687ogRbp8IvjJiXX4yYmj206fV44n9yZ/caouEZyzsEL7Jd7Nj46vxSF1pfjS894WXNk3FBtZRCDh0oOrM16dyCunoK07mP57r25VrfF8fZdqGv6nM6t9PHOLTrP+vS5YkIlCbiVYIAOlxcPpyZ6LZfq8+u4xU10zaomh/3s0fVadbOgMI9CT/rfqbL3QEsRlT3XiE4934HoPs/WVUhiMxNA0EB0JbH+3KTVI9PJNsWkgij9u6sdLrdln+36zwf3YZ1Skv+RiQslIRtXb7dMdLrI6rL4Usyqd3ypsM6rhGIajGAlSAWBnf9QxEKfC53Xo3y37Z12NCXBvz5NLpZrXYFWJ4OKDqjyPWJh384ng4oOq8Yk0ZrXv6EsOVI+ekVmP1HQ4fVZ1e/zbmhXSsD8A6JrujPcxeeWUUS0fw9dGPpM56WKgmianQDWfL4TzD6jC2vNnO+6TGPr/fZq9RC95shPH39+K617V14Fm6rX2EC59qhPL/tuGK98ox0cf68D6jvgSgjeu78N7Hm7HfduH8N9dw/iph0D19Y4wjr+vFYfd3YKPPtaBrT36yUsBm+0J3cEY3vHvffjGmh6c/WA7nsiyRVeicN3J9AxXsgFG38i8vHivOroGx2e4lO/o4wl+c/I0HDjVj8PrS3GOZhJb4pu+tYZ7MKK0Laq++ByX+C1W/eGY576bbs/R8S4z0gUFlSWCc/arxIvnzcI9Z03HxQel311jtssXO7PHmpK/HE/NQ6G903vPJU92YtWe9N4DdX1gx1N9aerzM51E0ngevVONai6fGjefkjzx+xtH65dmLQRj1+xzgnLKEJyUgzWp03GAy9KC3SGFUFThlfbMsle/Wt+HLx0+JSdrAAejCueubDd9wPmB7mHs7o/giffNwo9eST8ovvqlHjQZExEe3RPEzEp9cPuhRzvQ/Wn72e43b+ofOS4F4Dtre/DC/LGtfZhR4dOu4uNF4o3MZ/Nn+eqRU/C9Y3PbUPvshRU4e+EcAMAfN/WnDIuW+/UZ1YGI0hbpr+8MozsYG7dZwZS5Ld3eu1m4Jf13uJQvjTVdUJBYGeugulIcVFeKLS5fdHUqHSbduqnxOFk2G25B24dXdWDt+bPQoFlNTMe6qlY6i4qMhWllqe85syq99R8fb44Z1Rx+AfjQAVVY1x7G03uDOGe/Cpw5xp952eCnRI587tBq7WzV8WZdkzodoVh6H0pOnt4b1GZhNnVFsK49hEwaDby4L5R0+e+BQdt9799mf90/LLfb1JXd7+yh9zhmV/ozzsAnbmb3nlWdxYekF7rgstyfeOzUQLXPJmv2mac7c35sNPbeSiNwcwtYzrQs57t0Wn5zJ7rDs06KPcBm2dEE3W+YTTiRjyFYL+89173ivd9yoQ39677/zhqj2udcy1eNarlf8Iu31+HlD83GtcfX5rXkJl3F8ZcrcJceXI3rTxr7/qmZaB2KZrU02mPGMPiKHUM4+8E2fPzxjoyWB3VactHr8qjZuPTpLuzTtIFZvS+IPVksd2o1GInXZLqZXelHNMM2MCMZVZuPw7FeCm+aLlA1jsl63bPNQVz9Uk/K/gDwcltIu50Km9eJVABw6SHO9dHmVktlPuBP76p32Dv3dB/8ZZYP7INcsoonakprsvnMn5qH6fJehubTmf1vnUxViMtxLq33nkga18lUDqfO+tycLBioZuCUaaORSKVf8L1jU5ekKxQvt4VS3kTScd2rfaj7SxMufrITa1pDeHDXMK5eE68vfLM7jGvW9uDWNwdce+85vXE9l6d2RY+YhqsHwjE8tGsIX3sxt7WSnR7Xtq8uFc8tfqzMs/7t7nss6QLVRBbqlDllSZneXf1RPN+iD0i7QwrD7LNadMJpDH8snOKcIb34oGp8+201OG9RJf56+nQclkYwkQu6of9ySwL1gKl+HDXd/ri+fGRqbd+ZWfQ6rclDjaqXjGc4Fi8de3T3sOuXyl+uT86+FkKg+r+mNmeLavw4dW5qK7JC5FSjan1uThasUc3AFYtC6EQN2odjuObYqQVdZ/cnTauksxeUY+WezIPDdW1htA1F8YFH2tFqTBwaCMdw5RH2xdhDDh9ua/OUWWs02sAMRmI48V+tOc2kJngttThwaonn9dKtSlz6qP7/9u48TrKqPPj476m1u3rfl+nZYHoGRoZhmBUYBhCBARSGRJBXEMRIkldlMWJeotGEIEbRj8bd91X0BWLiggpERbZoFMkggiM79LDPvk9v0/vJH3Wru+r2vbV0bbeqn+/nM5/pvnWr6tbpW7eees45z8l7RtUh47PYmmbbWOFnaUMw7Vn9L/eOFTw4UdlJN6H6zqNSr3BUERA+ekLxvug7vVXsWatoHdMqxwmAv35HC3Mc1k1f1hhk04JK7n4ts4orkHkd15lIZ6zjyAS851cHuN/6gn/VkghfOKnesezUf9mSDcUeewzwiZW1zKnys/vIOO87ptrTXdvx3EZuBSR1FY1y5d0Iy8MWVRke3dTGS5d2cFl3dqV/8u0F2xjTjxxfzQ/OauY3F7Q4zt5Ox/bBcW7d0jcZpALc83ryC3KyzFk6XeUzscH2DXqrNbbuZ68P5SVIhfRKYc2t9nNGZ5i+GZSBgfhZ/8Xq+p/++MfFBZtOq564yWYFL1Ucw2kOWSmFuMA5ozp9m9MqVmd3hTmh2X0C7XdPb+D3F0UrB9glWxigrgBd/+lcI7YPjE8GqQDffXGQPzpMzHWqeZ3JOOZ8CfiEv1xazSdW1jl+mfAqt4xqPmuoep0GqiXOXq8vVb3L0zqjwenxTaGs6vV964XETO0fXFaKikmWUc2Xk2xVGF636hXe90by0ivZTGZIp+v/F+c2E/AJNTP8QEo16z/fM24bwr6ESS9nzgknVIY4qjb9DwUvF5lWzuxd/25BT6AEsj8hh1PVaUZ8JODjT++cKgdY6Rf+/sTkmWARYXF9cNp1qCPi4wMuyxl/cH5hepcawj6WOBUbjeN0xX6jf+qL5faBcXoOjzoOYTqnqzS62b3IbeRHMVf6KrZZ/NLLw/XLqidr9i1tCHBtiuUH51dPXZlzUXYq3kSS1aT2pFFbNObB81v4wknZT05bbLsQ7x2aoH90gp+m6I4bziKoTtX1/9m1dZPj9j6+InGoxLI0u8BjXUPuXf/5fVuLCP92ZhPvXhThqiURvnJKQ8Lt81KMS4y3P80xvco77B0Bbl+M8nwa5oRTd7Bb5mp+TYBtl3fw07ObeOriNo5vSq8cYXXQx02rahGiX4K/eHI9XS7vkYWRwn2h//l5zRnfZ2As+sf/wcuDLP/RLlb/ZA/vfGDftP2uSjGJzus2LUjMoJ83r3ClmzSjOp2OUS1xi+qCPHZRG2/0j7GkPsgDSQo1C9AZ1wXS4FCvrzYkvKUhOK30Uzr2HpmgzWG5zW39YxnVSZ1T5ef4piCv9I7x2J5hHk+RrXWzsCbx9N4/PEHXv+5Meb+RCRgZNzO6MNgzhOfOrWDznmEODhu66wIJGfCzuir44Fuq+eWbR9jQEWZpQ5CPbnaeIR8vWOQxqgALagJ8/dQGx9sy6WbTjGrpGZkon4yqU+dJsgkr1UEfZ8yg3uR1y2p475IqAoK1dDJ8eFk1X3w6cTGWiL9wgWrTDOZWxMpQfenpPmKjuZyuzxvnph6f7GVtET83r6rlM1v66Kry84kU2fNccrt8z9YZ/6CBalmoD/uoD0e/3bckqRUXCUjCt7Vmh4KfXzmlgZ++mvkEAIh2BdkD1YHRiWkX42RqQ0J7xIdPhE+tiRat/9AjB/nXJDVS3TSEfdSHhENW/dZMqkH1jk7Q7E8ecBljGBqPfrDFBrnbM8entIf40in1vNI7xvKmUMJs24BPuGVNHbdYrzNZrdd4sUS423J6+Z71n4oGquXN3vXvdr6VQgIoWcH/XLOPPXUa+lPImvROk6JSiVWQ2dbvPrb8HfO9Wzg+E9csq0k6QThf3DKqs3XGP2jXf9lpd8hoxthLkrQ4jGdtrvBx5pyZjS/q6U0cQL959zBzv7eT216YXnnAzXu6q6bNbPzbE2qonkGWsDootKRx5f/I8dUssBX1vuTB/Y6TBGJGxg2XPnyAjjt38Laf7WWfNSPsV7blV9sq/bRW+lnXFk5ZEibdoRixC5lbgFDsVWE6k5yDdulMPlPeYu/6dyun5FY+zUuCDtF0Llf/ScZpLHyFz9vl2gbHDMaYpKX1TmrT8anZcB+jWgLf/PKkBC4lKhPzq/3McQkU7IFSs0P2tanCx+XdEW48oYbOSGanx0uHEruAvvxMf0ZZTMBxjO286gC/29TKzasSu1/et6SKjiTHWB30Ob7GeAtr/HxiZR1vaUgcH/rkvtFpy4TG++WbQ5MzYp/cN8rtLw5yaHiCV2xlWU7vTP+inW5Zmtif0S2wLXYNw/qwj/Y01zrXMaqlx14zudblvC2Frn+nmLRQk1acin40Oyz96SWDY4bhFIU6LiiTjGqxuJXRmlczezvANVAtMyLCl05xnogU8dsD1ekBbWPYh4hw44panr2knecuaeey7khaNRFf7k28gsVm2afrhKag4xhXiE5kuGZZDbef0ciqliB/vrCSv1tRw61JVgSr8Kde5eVr66PjLLsdZsB+8nH3cbWf3ZJ4281P9k5bWKG90pdWRjcm3S772NhZt8xpsZcvBFjjsFqPE+36Lz32Mapu1StKoevfqdNkJl3iMxE/sTWm0KtwZzpJ6MXDY5MTqpyc2Bx0nSim0uPW9X9mBkmPcqOBahnqcrgAwvQApjIgzIvbtynsSxhgLyJ0Vvn52voGvn1a47RSWP93Q+Jkmu0DiYHpoeHMsgN/e0Lq8UAXLqjkobe3ctvpjbRU+nnH/Eo2X9TquK+IpBwysM4qHeMUqG7tdQ+0nT7g7NUC7GuGp5LuijSxzKtTBjYSEE8UhT5vXnqTKTRQLT32jJpbObdSmPVfzLPv1I5wQtvlotJJpj6+opauDMaU3//mEHe85D6W/voijOksN24fAx0lVAs210rgUqIy5baOs1Om7ebVdVQFhLAfblpdiz/JOJibVtVyWXeEt3aGuXdjM6tbErNmj+8dTSjsfyjDgvaZXDDjHVMf5NFNicHqOiujl6w7/YbjayaDOqdANRmnigBD9kA1w5RSul3/sYDWqeu/3qGSQzG86+jKtLI1B7Xrv+RM6/p3y6iWwJi6Yi4qWBfy8dDbW7hheQ3f2tDAe5dEUt8px97SGOSJP2/j6YvbWJlmXe2bnnDvaTori6VjVVQxq7l4lQaqZcitC9npRL9wQSWvvLuD19/dyeUpVtlqqohmV39yTjMbOsKOk2au/s0BRsYNH//9YQZcVqP6+nrnzEEmKxrZLW0IcvsZjXRV+Tm2PsA/r43OpE/Wnd4UN361u276Rdpt7B1MlWmJZw9UM52UkW6gGgsMnPZ3GzpRaCLCd09vTPnlo3/MZFW3VhXeiO3v5ZZRLYWu/+66AEfHLVBhr5+Zb0vqg/z9ibVcfHSkaD0hYb8wtzrAA+e38L4l2dU/9cKwo1LnNvTELQE1G+hgkjLkmlF12T7TWa4VViY2vivwP14fovWOHUnvd3L79LE2cyL+yfqCM3XhgkoutH3QJJtJ3xgXqDaEfZzUFkqoHzvqkuwbGjOOSwT22jLImWZU070QxQIDp+NzO+ZiCPuFz59Ux6UPHUi63/6hiYT6vsrb7OeY25CVUphMJSL86Kxmbt3SS03Ix8dWFK5eptf4fcLJ7SG+82L6VVrilUACvWR0RHzsHEx8o2lGVZUVt2+1kTzU18x0Vj84TwI6LU8DxZONUW23TXT6/tsS1+Q+Mm4cS1Q9smvY8fH6RrPLqIoIq1pSd7/FMr32zBZMHydcbOkEK3uOpJhGrDxl+mSq0h2jCnBUbYBvbmjkc+vqaSjmWAAPWJDFzPIcL3Q4q337tMZp2zRQVWXFJ4LDhP5ps/5zoTHDC/t7F0doqvDRGpr6tthS4eNjK/IzCD9Z13+7rbRVXcg3rajyUweiJbfiu/oPu4y9tQeqTn+DVK5YnLrrLTbL+lyHMaDXHuetyQzpnHI7BjVQLSX207/WrY7q7P1cLVnplpVzUgoZ9FJR77QYhAaqqtw4rfeejxM9k66yjoiPG5ZHJzDdvGSElc1B1reHuPuc5ryVNEnW9d/mUDrK3v1+2r176bxzB5137uDa3x3EGOPavd5n+wSfyZCKdO4TK1+yoSPMqrqpIM8v8GcLvbV0YTrj7nYNemi8gkrJvjJVrUtG1a+BS8lpzWJprFLJoJcCp4+t2ZxR1TGqZSoSEA7YeqgXZTizPR0XH13JdY8eSrrP7y9qZdzA/Br/ZAB9Yt0ED69yLiuVS8lWaapz+ICtDEwtuRoTq496x0uDnN1VMa3rM2Z6RjXzC0sm9wn4hG8sG6Z2zlE8tmeE1a0hOjwymSrGaXWi5gof++Jm+2tGtbQM27v+3caoauBScpyqmaRLM6q541RL1Sn5NFvM+JWLyFwR+ZWIPCciz4rIddb2RhF5UER6rP8brO0iIl8Wka0i8pSInBj3WFda+/eIyJVx21eKyNPWfb4sharEXAacsqfrHSYxZSsS8NEQdv+zfHZtHYvrgxzbECzKG82tksCmBZWOsytTTWi6/D8POM74B+gbzT6jOpPgti3i54IFlZ4LUmFqFa149koAuzRQLSn9ti9kTS6rv2ngUppWpFmmyu7m1bN3IlquOU1Mm8lQsnKRTeQwBnzEGLMUWAd8UESWAjcCDxtjuoGHrd8BzgW6rX9/CXwDooEt8A/AWmAN8A+x4Nba5+q4+23M4nhnFaeSP5nWCk3XuXPdu5uvTGPMZT4dUx+YthTsZd0Rvuyyelc6Rfp/l+ZkqpllVDO+i6c5df/OsQWqOzVQLSn2L2QtLoGqUzZded/7j8n8mn16Z5hNHht2VMqcFv+azXm6GV9KjDE7jTFPWj/3Ac8Dc4ALgdut3W4HNlk/XwjcYaI2A/Ui0gGcAzxojDlgjDkIPAhstG6rNcZsNtGp13fEPZZKwal3Ol91+tzGRb61M5zx6ky5JiIJy6xesTjC19Y3uBYpT2cc0L2vDzluz0VGdV6KsbrH1pfWaB2nJtBAtXQNjyeu9R6Q6HvG6e0007J3qrgu667ih3EVUNy+iAAsbQiw/fIOfnp206zums615iwmtZWjnHzqicgCYAXwGNBmjNlp3bQLaLN+ngO8GXe3bda2ZNu3OWx31NPTM+Pjn4lCP1+m3t4U4JsDUytHrW8Yz9sxzzNw82I/jx70c9/e6ClDTkRVAAASDElEQVQV8RuubDlMT89B1/sVqg2XAPevgQOjwqKqQXp69rnua0bCwMzSmrsO9hH/lho8fJCenj0ZP866+jCbD0WP4djqcZ7vnzqe/zO/n56exJVhvHwubu8XIPGLTMWRg8DUubm9b7Tor6HYz18qDo0CTK2gVOU3bN26lQpfJSMTiYHpoT276JnQLyGZ8sK5uBB4eB281O9jUdUE1z8b5tn+6dfFi5oG2PGa+0pVxeSFdszGuzqC/GBnEMFww1HFuUYW6jm7u7uT3p51oCoi1cCPgeuNMb3x6WljjBGRgiw7k+qF5lJPT09Bn28mbpw3wT13754sGvw3q1vpnpO/5e0WL4ZriGZcnto/yvwaf9IZpF5tw8ZX98Fh5679VMaCEWBqwYCOlka6uzMft3XPUYa7XztCXUg4p6uCO3sG+c3OYc6fV8GmhYnLLHq1HWOGD4zClsRg/bh5bfhePziZ9T88Jiw8ehGBIlUM93obeslrfWPw2O7J3+sqAnR3d9OwZRe9/YlB6cKuTrrn6pKamfDaubjS+v+W+iH+6jcH2X1kqtfoLQ0Brj+l03HiT7F5rR1n4puLDB84MEqFX1hSP7Nxw9nwUhtmFaiKSJBokPo9Y8xPrM27RaTDGLPT6r6PfUptB+bG3b3L2rYdON22/dfW9i6H/VUa6sM+7j+/hfveGGJVS4iVLaHUd8qBsF9Y3VqY58qHYBbdlY/GrWoFzLh4eNgvvOvoqYD0isVVadVX9SKn5gz6otUY4sf0DowZxyoMylvsq6/FVkmLDqVJDFSLPexH5c7pnRU8dXE7QR/sGBjnlb5x1rWGPBmklgsRYXlT6X6W5lI2s/4FuA143hjzhbib7gViM/evBO6J236FNft/HXDYGiJwP3C2iDRYk6jOBu63busVkXXWc10R91gqDfOqA/zV0uqCBanlIJfrKTfN8lVuwDlQ9YlMKxs2MFqQjheVJfuEwdhYb6daqrN5bfJyFPYLPhG6qgNs6AhnVcpKqUxkk1E9BXgP8LSIbLG2fQz4DPBDEfkL4HXgEuu2XwDnAVuBQeAqAGPMARG5GXjc2u+fjDGxxcE/APx/ooPc7rP+KZU3ucwCNZXbFP4ZcJr175Ppk9YGxyaY6dhgVTj2CYOTGVWHWqqaUVVK5cKMA1VjzCOA25XoTIf9DfBBl8f6DvAdh+1/AI6b6TEqlalcZoGak8yWnS2cShT5BSLBxK5ie21O5U19I87F/p0zqgU5JKVUmdNPUqXizKT2qRu3QuiziVNz+kWotmXbnjowWqAjUtmwd/1XWxnVOof6VLl8LymlZi/9JFUqTrIJUDevymwGvwaq6Xf9X/u7QxwY0lJGXje96z96jjsFqk6r4ymlVKb0k1SpOO9ZHHFc9nNFc5BVGVYz0BmxbhlV54UVvvR0fwGOSGVjWte/1eXvtHyvZlSVUrmggapScVor/Xx1fQPxc0ME+MyaOlp1clTG3MaoVgUdAtVn+rnrlcECHJWaqV6XjGpnlWZUlVL5UVrrMSpVAJcuinDpoghb9o3w0PZhTm4LsbYtPK3bU6UWcOz6F6pcllv83789yPr2MO0OGTpVfPYxqrFZ/05f4vK1ZLNSanbRjKpSLk5oDnHD8hpObg8DUB0QrQ2ZIafRD25d/wCjE3DHSwN5Pio1U322gv+xOqrza/SLhVIqPzRQVSpNIkJLZXpvma4q/eAGt4L/yWts3v3qkTwekcqGW0a1qcLPxpaxye03HF9T0ONSSpUv7fpXKgPD4+nV+/z0mro8H0lpcJr175fkmennDo2x9fAoi+oKv761Ss5t1j/ATYtHeO/yVir8wmkd4UIfmlKqTGmgqlQGVrWE+PkbQ5O/d0Z8PHtJO4Njhif3jXL3a0dY2xriHfMriniU3uE2mSrVqkU/f2OI65ZpoOo10zKqcYX+fQIb51YW+pCUUmVOA1WlMnDO3IrJQDXogzvf2oSIUBUUTu0Ic6pmkhK4df2nGuu7a1BrqnqRfYxqjcPSqUoplUsaqCqVgcsWRRgZNzx9YJRLjo6wsiWz2qqzjdvM71SVvvYPa4UFL3Ibo6qUUvmigapSGfD7hPcfW13swyh5qWps7h/SQNVrxicMA2POS6gqpVS+aL+NUqrgwim6/jVQ9R6nbKrWSlVK5ZsGqkqpgks1RnWfBqqe82rfWMLv2u2vlCoEDVSVUgVlSD3r375Upyq+z/+pL+F3nUillCoEvdIopQou6LRkVZyhsfTq1arCGbT9TfTLhFKqEDRQVUoVnNOFJz50HZmITt5R3rFjILFk2Ed09SmlVAFooKqUKjinhKq9EsCRNFcBU/l3YGicFw8njlG9aKEW91dK5Z8GqkqpvDq9c2oRhMawj2WNQeZUTS+kWmGbYDWkgapn/L/nBxJ+r/BH/5ZKKZVveqVRSuXVp1bXsaI5yNG1fr66vp6AT2ip9HNZd2Ryn39eU0fEllG1j4lUxfOn/aMJv4d8gmhpKqVUAWjBf6VUXh3XGORX72idtv2rp9Rz2aII1UHh+KYQt72QmLVbcdduvnt6IxcsKGwX8/aBcb71fD8tlX6uPqaKUIpSWrPBMwcTA9UvnlxfpCNRSs02GqgqpYpCRDi5fWpYgH2M6riBDz5ykDPmhAtWCml8wnD+fXt5rS86cWjHwDi3rKkryHN71eiE4c3+qYlUApw/T8enKqUKQ7v+lVKe4LQIQN+oYeWPd/MvT/XRX4BySJv3jEwGqQBfe7Y/6f5feKqP9ffs4ZOPH2bCTA1V2D04zsUP7OOEu3Zx+4sDSR7B+/YeSWz3pgpfyjq4SimVK54PVEVko4i8KCJbReTGYh+PUio/7BnVmD1HJvjHJ3r59B97834M220lmICEADTef24f4p+e6OWZA6N8+Zl+vr91cPK2Tz3Zy4Pbh3mtb5wbNh/idduqTqVkz5HENmmt8PzHhlKqjHi6619E/MDXgLOAbcDjInKvMea54h6ZUirXUmXpvv7sAH/aP4rTXo/sGgFgdUuQcIZjSo8cCVO5dW/C48Q7/759DI0b/rgvOk5zfXvIcd8PPHKIf7OC1fjbRidg+V27J+/ndNxrW0N4daGnQyOJgXpL5fSKDUoplS+eDlSBNcBWY8wrACLyfeBCQANVpcqMU9e/3e8cAsl4j+8dTXq7Mz8cdn/c/96deJtTMJvtbY/tSf66vKS10qMRtVKqLHk9UJ0DvBn3+zZgrdOOPT09BTmgYj1fOdI2zI1yacfwcBAIFvswVAo1o7309Ox3vK1czsVi0jbMDW3H7BWqDbu7u5Pe7vVANW2pXmgu9fT0FPT5ypG2YW6UUzte1zzKD+7eU+zDUEm0Vfq4Zk0XC2unf3SU07lYLNqGuaHtmD0vtaHXA9XtwNy437usbUqpMrO0Icip7SF+a+siv/+8ZkYNTDjMaRoaM1zyUGJ276olES5aGJm+s4vt27Yxp6uLC365b9pt925s5pvP9fOLN4ambY+pCggDDosTCNEJYm4LF9if75Mra1nVMn0cq1eEfLCsMUiVVwfTKqXKktcD1ceBbhFZSDRAvRR4d3EPSSmVL7Wh6UHQ2raww55RxmFG/tKGIBs63O9j19M/QXdHmGuOq+Yrz0yVo7r2uGo2dITxCwmB6trWUEaP7+Zz6+r46ObDAJzcFuLDy6p1tSellLLxdKBqjBkTkQ8B9wN+4DvGmGeLfFhKqTwJZJisy2Vgd/WxVdzx0gCHRwy1IeH9x1YBcFJbiHWtITbvGSHog785viYnz/cXx1SxtCHItoFxzptXoUGqUko58HSgCmCM+QXwi2Ifh1Iq/wIzCNZqgkLf6FRmdUXzzLrP51UHeOyiNp7YO8LKlhDtkWgZJp8I/3FuM4/uGmFutZ+jHMZnzoRPhFPas8/MKqVUOdPBRkopz8iwBCoAnz+pfrK26kltIVY2z7xyQHvEz/nzKyeD1JigTzitM5yzIFUppVR69KqrlPIMvy/zSPVdR0c4pj7AzsFx3tqpXehKKVVONFBVSnnGTDKqAMubQixvyu2xKKWUKj7t+ldKeUZ1ULOhSimlpmigqpTyjL9eWp3w+3XHVbvsqZRSajbQQFUp5RkLagJ8bl0di2oDnDevgmuWaaCqlFKzmY5RVUp5ytXHVnP1sRqgKqWU0oyqUkoppZTyKA1UlVJKKaWUJ2mgqpRSSimlPEkDVaWUUkop5UkaqCqllFJKKU/SQFUppZRSSnmSBqpKKaWUUsqTNFBVSimllFKeJMaYYh/DjB0+fLh0D14ppZRSSk2qq6sT+zbNqCqllFJKKU/SQFUppZRSSnlSSXf9K6WUUkqp8qUZVaWUUkop5UmzIlAVkbki8isReU5EnhWR66ztjSLyoIj0WP83WNuPEZH/FpFhEbnB9lj1InKXiLwgIs+LyEkuz7lRRF4Uka0icmPc9g9Z24yINOfzdeeSx9rwtyKyxfq3Q0Tuzudrz6VctaOILIlrgy0i0isi17s8p56L+WvDWX8uWrd92HqMZ0Tk30WkwuU5r7Qet0dErozbfouIvCki/fl8zbnmlTYUkRrbubxPRP4l368/V3LcjtdZbfis2/vZ2k+vi/lrw9xeF40xZf8P6ABOtH6uAV4ClgK3Ajda228EPmv93AqsBm4BbrA91u3A+62fQ0C9w/P5gZeBo6x9/gQstW5bASwAXgOai902pdiGtv1+DFxR7PYpRjva2moXMF/PxcK2oZ6LBmAO8CpQaf3+Q+C9Ds/XCLxi/d9g/dxg3bbOOp7+YrdLqbahbb8ngA3Fbp8itONxwDNABAgADwGLHJ5Pr4t5bEPbfllfF2dFRtUYs9MY86T1cx/wPNELw4VEgyas/zdZ++wxxjwOjMY/jojUARuA26z9Rowxhxyecg2w1RjzijFmBPi+9VwYY/5ojHktt68w/7zUhnGPVQu8FSiZLFau2tHmTOBlY8zrDrfpuZjHNozRc5EAUCkiAaIfcDsc9jkHeNAYc8AYcxB4ENhoPfZmY8zOnL24AvFSG8aIyGKiQchvs3x5BZPDdjwWeMwYM2iMGQP+C/gzh6fU62Ie2zAmV9fFWRGoxhORBUS/MT0GtMVdHHcBbSnuvhDYC3xXRP4oIt8WkSqH/eYAb8b9vs3aVhY81IabgIeNMb2ZvQJvyLId410K/LvLbXoupifbNpy156IxZjvweeANYCdw2BjzgMOuei66yHEbXgr8wFjprFKT5Xv6GeBUEWkSkQhwHjDXYT89F93lsg1zcl2cVYGqiFQTTUNfb284602d6o0dAE4EvmGMWQEMEE2lzxoea8P/hXtw4Wk5aMfY44SAC4Af5fwgPc5jbThrz0VrzNuFRL+EdgJVInJ5ng7XkzzWhsm+dHlatu1ojHke+CzwAPBLYAswnp+j9SaPtWFOrouzJlAVkSDRP973jDE/sTbvFpEO6/YOYE+Kh9kGbDPGPGb9fhdwojWIOTZw+K+B7SR+A+mytpU0L7WhNch9DfDzbF9XoeWoHWPOBZ40xuy27qvnIoVtQz0XeRvwqjFmrzFmFPgJcLKIrI1rxwvQczGZnLShiCwHAsaYJ3Ly4gooV+9pY8xtxpiVxpgNwEHgJb0uFr4Nc3ldDGT7AKVARITomMjnjTFfiLvpXuBK4DPW//ckexxjzC6JzkxdYox5kei4tueMMW8CJ8Q9XwDoFpGFRP9wlwLvzuVrKjQPtuE7gZ8ZY4ayf3WFk6t2jJPwjVXPxaK04Ww/F98A1lndhEeIvqf/YH0ZjW/HRuDTVvYQ4Gzg73LxWorFg21Ykpn9XL6nRaTVGLNHROYRHVu5zkTnQeh1sbBtmLvrovHAbLV8/wPWE013P0U0jb2F6LiLJuBhoIfozLZGa/92opm/XuCQ9XOtddsJwB+sx7obhxmX1n7nEZ119zLw8bjt11qPN0Z0sPy3i90+pdaG1m2/BjYWu12K3I5VwH6gLsVz6rmYpzbUc3GyHW8CXiA6vu1OIOzynO8Dtlr/rorbfqv1eBPW//9Y7PYptTa0bnsFOKbY7VLkdvwt8BzRWehnJnlOvS7mqQ2t235Njq6LujKVUkoppZTypFkzRlUppZRSSpUWDVSVUkoppZQnaaCqlFJKKaU8SQNVpZRSSinlSRqoKqWUUkopT9JAVSmllFJKeZIGqkoppZRSypM0UFVKKaWUUp70P2vSJAEmRX/PAAAAAElFTkSuQmCC\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 5))\n", + "plt.plot(sbz['OCC %'])\n", + "plt.title('Occupancy')\n", + "plt.grid(True)\n", + "plt.show()\n", + "\n", + "plt.figure(figsize=(10, 5))\n", + "plt.plot(sbz['REVENUE'])\n", + "plt.title('Revenue')\n", + "plt.grid(True)\n", + "plt.show();\n", + "\n", + "plt.figure(figsize=(10, 5))\n", + "plt.plot(sbz['AVE RATE'])\n", + "plt.title('Average rate')\n", + "plt.grid(True)\n", + "plt.show();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can see that the peak season is around December and January, and off-peak season is around September and October." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Shifting and lags on occupancy, revenue and average rate\n", + "\n", + "We can shift index by let's say 10 months periods with a month frequency. So that we can compare the time series with a past of itself." + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [], + "source": [ + "pd.plotting.register_matplotlib_converters()" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sbz[\"OCC %\"].asfreq('M').plot(legend=True, figsize=(10, 5))\n", + "shifted = sbz[\"OCC %\"].asfreq('M').shift(10).plot(legend=True)\n", + "shifted.legend(['Occupancy','Occupancy_lagged'])\n", + "plt.title('10 months lags on Occupancy')\n", + "plt.show();" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sbz[\"REVENUE\"].asfreq('M').plot(legend=True, figsize=(10, 5))\n", + "shifted = sbz[\"REVENUE\"].asfreq('M').shift(10).plot(legend=True, figsize=(10,5))\n", + "shifted.legend(['Revenue','Revenue_lagged'])\n", + "plt.title('10 months lags on revenue')\n", + "plt.show();" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sbz[\"AVE RATE\"].asfreq('M').plot(legend=True, figsize=(10,5))\n", + "shifted = sbz[\"AVE RATE\"].asfreq('M').shift(10).plot(legend=True, figsize=(10,5))\n", + "shifted.legend(['Average rate','Aerage_rate_lagged'])\n", + "plt.title('10 months lags on average rate')\n", + "plt.show();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Percent change on Occupancy" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sbz['OCC %'].pct_change().mul(100).plot(figsize=(10,5))\n", + "plt.title('Percent change on occupancy');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Moving average\n", + "\n", + "The purpose of using moving average is that when we analyze time series data, we want to smooth out short-term fluctuations and highlight longer-term trends or cycles. The parameters of the moving average shall be set accordingly, and I set 30 days here.\n", + "\n", + "We plot a rolling mean of 30 day window with the occupancy." + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "rolling_occ = sbz['OCC %'].rolling('30D').mean()\n", + "sbz['OCC %'].plot(figsize=(10,5))\n", + "rolling_occ.plot(figsize=(10,5))\n", + "plt.legend(['Occupancy','Rolling Mean'])\n", + "plt.title('Occupancy Moving average\\n Window size = 30')\n", + "plt.show();" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "rolling_rev = sbz['REVENUE'].rolling('30D').mean()\n", + "sbz['REVENUE'].plot(figsize=(10,5))\n", + "rolling_rev.plot(figsize=(10,5))\n", + "plt.legend(['Revenue','Rolling Mean'])\n", + "plt.title('Revenue Moving average\\n Window size = 30')\n", + "plt.show();" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "rolling_ave = sbz['AVE RATE'].rolling('30D').mean()\n", + "sbz['AVE RATE'].plot(figsize=(10,5))\n", + "rolling_ave.plot(figsize=(10,5))\n", + "plt.legend(['Average rate','Rolling Mean'])\n", + "plt.title('Average rate Moving average\\n Window size = 30')\n", + "plt.show();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Time series trend and seasonality\n", + "\n", + "We use decomposition as a primary tool for time series analysis, because it provides a structured way of thinking about a time series forecasting problem. As you can see, each of the following components are something we may need to think about and address during the analysis.\n", + "\n", + "### Occupancy" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "rcParams['figure.figsize'] = 12, 8\n", + "decomposed_occ = sm.tsa.seasonal_decompose(sbz[\"OCC %\"], model='additive', freq=360) # The frequncy is annual\n", + "figure = decomposed_occ.plot()\n", + "plt.show();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Observations:\n", + "\n", + "* During the past three years, except those 6.5 months in 2017, the hotel experienced its lowest occupancy around Oct 2016. Started from January 2018, the hotel showed a consistent upward trend until July 2018, and has been steady since then.\n", + "* There are uniform seasonal changes, such as occupancy is always low around October, and occupancy is always high around February and March.\n", + "* Residual represents outliers and missing values. It is showing periods of high variability around May 2017, the end of 2017 and around May 2018." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Revenue" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "rcParams['figure.figsize'] = 12, 8\n", + "decomposed_rev = sm.tsa.seasonal_decompose(sbz['REVENUE'], model='additive', freq=360)\n", + "figure = decomposed_rev.plot()\n", + "plt.show();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Observations:\n", + "\n", + "* Similar with occupancy, we observed a consisitent upward trend in revenue since early 2018, and has been flatten in the recent months. \n", + "* The seasonality and residual in revenue are obvious too." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Avereage daily rate" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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hrqCrza15YYuTN3fIAIcQIeuvIgQTWbbA7727q5UPggKskemBAyWj0i1MyU4sTfCMsT1b/rwiqHDO7qAiGx37bTNYk+bvoQhrvvq7RO5wbgeO1Vr/EOh4x74CpsfyZKXUM8AyYJJSapdS6grgLuA4pVQJcKzva4A3gK3AZuAh4MfQmab4e+BL37/bfdsMra9p59x3q1haKkGWED2hLehCYgu6kMwYEtrIMNWS3Gn/paWtAZWSrltWG+HRQgxO5c2BNzJDHCbMQcdjcGNTgLJmD6srXZz/XhXf+7CGt3a2cNOKep7eHPtAxUXvV/H9j2o4/71q7lwVezlmIQajWApcdAjO6LhsaegtbXFWaDAVYwHfAPcfls2QlPhu/x8/KtfwOS8vyDN8fE2rh9pWDz/7tIYzllSyKaj31fA076CPUV+wwSKR0LcA+Nr3ufb7GNOvWWt9fphvHWPwWA1cHeZ1HiHO5sZv7WzhyGHhF9MJIRITXOnIFnTSnFdo49/fBo5EJbtM+7qa0BKxd6ysZ3q+lVNGpUjvLbFPCB45LgjOBwRSItzU7GgMDNB+8kktr25v4ZuqNn4wJZ2fTTNuSFre7OZtvwaod3/dwI0z+mcKkxC9IZYS7R2iZXScNsbBfgYVedsTmCmekGnh29rYmv0C/OyAdBaNcfDcFidv7OiaqChwmDi00LgIx20r67ltZb3h91LMkOsLKIMHYweTRGawVgIXB207D1je/d3pWcHdsYUQ8Wlu11z5YTUjnyrlkveraPItvgoeqQs+aZ44KjQdodmdvOOxqsXNp2Wh3e3v/rqBi9+v5vsf1bC0tIUW6b0lBrm9zsAAqcBg1NmivOs+YrVkZwulTg+3rqxn8bZmqlpCe+o0GDQFveaTGmr90hXXVbv4y9cNPF3SFDLrLcRgEzqDFf6xORHWJE/OtvDIkTmGg4Qnjow/1c9sUlHXPnWYkW/lOt+gykmjuiYozAoePTIXm1kZLgGIZFiqufP/EinoHOgSmcH6KfC2L7UvTSm1BJiIdx1Uv9YkAZYQ3fLWzmZe3OqtWrR4ewsLRjZzYXEarghrsAAcFsXvJrRy5+au0a5kzWC9v7uFS96vpjHC67241bvfU7ItfLCwgJQkpycK0V+UNwfNYKUa39WlWRVtrfEfg5d8UE2qRfHEUbkcO6LrhstlMJL+ZImTNKsi22birjWBKYNXf1LLi8flBbyGEINJaJGL8NedSCl7C0c7MIXJwLh6ajqPbWyKeP0LZlZgjZKa971JaRw13M6JI1Ow+IKx88en0u6Br6tcnDPewRzf7NXdc7I57vWKSC8XoCM9EGILsLTWAzIDJZEy7d/6qgieAryGtx/Va1rrxsjP7HtN4bqhJkFdm4c2t2aIQTqGEIPFTz8NXNd09Se1XFicFlLkwmpwrZiSHnj8NcUZYLk9mrJmD2kWxZObmliyq4UypyekqWokG2rbKXqylK3nF5EbKU9KiAGqPGh2qTC4ooWPw6yoiS2zP4SzXXPXmnrmFdnZVOciy2YKSB3y96/14Repn/VOFRvOLWJomCBwXbWLh79tpCjVzI/2SyczyYVxhOhJwTNYKZECrDDHKcDsgtA1zB2Gppr55LQC3t3VwrA0Mxe8F7YcQSeTipyaV+Qw8edDs0O2m02KyyalhWw/pMDGA/NzuOqj0EbCRibndM14xXJIuzyhyw4GgrgDLKXUaXgDqud7YH96VDwRfqw21br4f6sbeH1HMy6P98byoDwbf5qT1VlKU4jBItwpuS14pM7g5B2cAdHcHvuAR5nTzYLXK9jeGJqalIjHNjk70x4eWN/InavqKUw188iRuRyQO3g7y4vBL3gGa0iYgYTupsyvqHAx9MnS6A+MYspzZey8aCgZQaMyy8tbOf71rv44f1jdwAPzczhnnMNwNLuyxU2m1RS1KpnLo3luixOt4bwJqQO2x47o/1riKHKRH+Y4VXgDmEjGZFi4cko64J0JC16HGcyiVMTjJNoxZOTc8akUOUwsWlIV8XFmBVdO7grSYpnBavXohPapryUyHHQrUK6UelgpdWRyd6dnOZMcYK2pbGPWS+W8vK25sw+QywPLK9o48tUKbvmyDo/WaK3Z0djOS985WVPZltR9EKI3hbsXiVSmvUPw9SPWFMElO1uY/FxZ0oIrgH+ua8SjNTWtHn63vI56l6akrp3bVgzcnhtCQOgarHAzWP1pTfILW7xpx26P5pnNTha8XhEQXHW46qMaHjNov/C75XVMfLaMKc+VsbIi8jX26o9r+MkntVzzaS0/+ji2EXchEhG8zjCRFMEp2Za4WpqcFkP5dbMp8sxRooUnjhiWQu3lw1k4Onza7x9nZzEpu2sQ0xLDzxqo6zXjDrC01gcChwFlwL99pdbvUUrNSPreJVky12Dtdbo58tXIOaf3rm0k97FSch4rZdoLe7l8aQ1HvlrBk5sGbl1/sW8LdzIMLdMe+hiHKfAxpU5PSK+clnbNumpXZzGKr6vaOPfdyCNiRn45PYMPFg4h3PWsosXDQS/u5W9rG/CP897d3YpH+veIASx49Lq7aevbLhgaV0GMRFy3rJbVlW3c+GUdP/q4hi/KwwdJd64OrEy2sdbF/esa8WioavXw+1X1VLa4DZcEtLo1z/vWkIJ3baY7kTrXgjWVbdyxqp4Pdkv7m3Bqg8rrRqhjETZFcGRGfIlmRun5wcwqcrDX3XS8u+eEphcClF08rHOmLR7Ba9kGioQ6lGmt1wM3Ajf6GgDfjreKYL/OkmyKIyWpg9aaN3e2cOWHNTjbNZdOTOWPs7N5Jo7eIMH+ua6RiyeG5rEK0d+Fqw0RWqY9+gwWwLxXynn22DxGpVuobnFzyluVrK/xrqk6dridwjBrM6I5fYyD/XOtzCqwsWyv8c3a9kY3f/46dOnoZR9U84/Dc0iP5UolRD+ztzm2GaxYjMkwk2038aP90rl3bc8usz77nSoqo6Q2AQGPWVHRxrGvBQ50Li1tZcIzZV2vO85BSV07Te2ak0aGjqw3tuuQJq8Dhdaaj/a00uzWHD8iJWwhhGRxezTv7G5hbXU7d6zyBrp34+2FJC1wQr22PTD4TLWEPxYdYQKeLGt8v1NrDH8DZqUipsYa9duKR7jrdqLFpYIzZAaKhN9FpdRIvOXZLwBGA48ma6d6SrwzWFprfvJpLU+XdAVTj29ykm41cf+60IvN4UU2Pi6LngK4vrad1ZVtPLShidWVbYzPtLBojIMTRqXQ5tbk2k0JVUxxeTT/Wt/IN9UuLpyQyhFywhNJZjSDlf3o7pBtRidvo3uY9TXtXLm0hiUn5/OH1Q2dwRV4Z5OiKXKYuGNWFld+GJjqMy7Te2r705xsrv20hqoWT8wphou3t7B4+x6eOSbXsLy8P5dH89sv6viivI0zxjpYUdHGu7tbOGZ4Cg8dkRPxgipET9jWEFSmPcYZrOOG27lzVhb3rm3k6RInqRbF7TOzALiwOJX71zXS3Sz7CZmWsEVpYgmuOvzq81ryU0w8EKGARocX/Gas7q0LvW43uTRZSV4u3ejyUN+mGZqa2LU8VneuauDur73VGc8Z7+DB+blxPf+OlfU8VdLEIQU27j8sJ2oRkd+vquev34S+hw+sb5IAK0h9m4dXtzcHbDtimHHPKIApOcZrf+Mt7BLLmkJzlDYNvz2o+/3rTCqxJshGgouFDBSJFLn4Md6gajrwBnAb8IbWut8vLmps1zGXe3R5ND//LDC46mAUXL1z8hCm5Vl5a2cLm3wpC7UGfUE6HOWXXrihtp3X/CowDU81c/shmZwy2mE4jdvm1piVt6JLSZ2Lt3a0cEiBjW+qXdz0pXdU6cWtzXxzdlFAOUwhuivWdaZG/T7CHXbLK9qY/FwZe5tju8H67LQCxmda+KbaxdQcKw0uD4quTufDUk04fCNlB+RaeX9hAWAcCEZyy4r6qAHWHSvrecjXQPnr6q5Gx6/vaOF/3zVzUbHMVIuep7XmP5ud/PyzwCqfZkXY2ZmbZ2Ryu18j0N8dnMnEbCv3H5bD3XOysZq6BlQmZlv51/wcrvuslvoEU+2vmZrO9dMzeKrEyW+Xd2+t44Mbkpdm3+jykMzkm6+q2jj7nSrKmz2cNsbBo2H6FyVDR3AF8PyWZhTVWE2Kq/ZLp8hh4j+bnaRbFRdMSOs8J7a5NQ+sb+SZzU7W+5rNvrq9hel5TfxyemAT6bd2NvPg+iYmZlv4zUGZ3GsQXAG8uVPSBIO9tr05ILNjVLqZC4tTwz4+02binHGOgBRW7/b4/nZiGdMzK+MskynZFq6fnhGwRipRDrOKu1JwOPtMgIW3PPsDwEsDoTS7P4/2NjdNjTJNqbXmgnereCeGEXTwHjgzh1hRSrFojANwcNhQOxe+V011a/xpibudbq74sIbhqfXcf3h2wMjQ/esauXVFHWYFhwyxsarSZfhH7NGweFszP9o//nxXIcKJdUIm3CLZydnGHeRjDa5+fWAG+/lG+mYO8Q47p1jMXD4pjUc2NmFRcPOMLMPnxjrD3GFTXTsuj7cQxqMbm8i0mrhkYippvtTBT8taI6ZN/X5lvQRYolc8tKGJX30RGrS4NWFv7q+YnMaGGherK11cPDE1oOqtw+Aaeda4VI4dnkJTu2ZjrYsz3o59beR+2RZun5mJUoof75/OojEO9n++LPoT8aYWG/Q1TprGJBf7+MPqhs5Kji9va+bqivSoVeASYVQk6DlfsZA3d7SQn2JiY533XPtVlYv75uWgteb7H1XzyrbQgOiOVfX8cnoGWmvc2lu59bIPqmlxw/ulrRHL7QMseL2C66dnMH+ofUBWfEsWrTW3rKjnvqBrw2ljHFFnl34xPSM0wIozVT2mGSyTMrxG//f4fIYlaVDeHkeAdVC+ldWVrrDfD16CEKs3djTz6y/qcJgVf5uXzezC8DOIPSGuAEspZQZSgee11rFFH/3MvJfLWXZaYcRc0E117TEHV0NSTNx/WOgI1dxCO2vOKuSjPa1MzLKwx+lh0ZLQqkiR7Ha6OW1JFTfPyOS6aRlUt7i5bUUdLg+4IOrNYmVPXpXEPskS40hsuJP8L6Zl8JNPaxJatDo01cRvwqQu3DM3iyunpJFmUYwOsyj4mqkZLK+oiutnlznd/OCjms51XL9ZXsfhRTaOGJbSuQYhnL3NHj7a08phRbYeXxsh9m3vhSk0MDI9/M1Sls3EQ0fEl1KWbTeRbYeqGK8tI9LMFGdZuNUXXHWI1FTV3/cnpzGn0MYVH/Zctb9kV1N8K2g254Wtzh4JsMqbw/8Oqlo9VPkN7j6xycmpo703+EbBVYcrP6xmZUUb2xvdcad3fVHexlnvVDE118oHC4fss+XvPyhtDQmuzAouiDB71cFo3W/8KYLRH+MtchG63Whbou6ancUP/Ppi3T4zfNrhTQdnctkH1TS4tGFnvnhmsNZUtrHH6WZuoZ1rP63tLPrz6y/qWHpqQcyvE019m4ct9e0cFKEdU1wBltbarZQaS/h2OP3edw1uHtrQyDUHZBh+/9taF6e9FRoInTIqha0N7QFrRE4elcK/5ueE9O/okGkzccpob4rRxGz4/cxMbloRelM2u8DGjsZ29jiNw/TbV9ZjM8EBuba4Ivk8aaQqkswc47k+3In67PGpHDnMjrNdc+pblXGVXjdqcNhBKdU5sxXO8SNTWHVmEd/WujgzxtH3A17YG7Lt47K2mGfCTn2rkisnp3H3XOOqSkIkQ7hMiSsiHDPdMS7TEpCW6zArmoNugn45LYMbZxjfVMU6w/G7gzPJtpt4ZGMTn0Y55q6dmlghjkaDaoPJ1FPLMF8L09g5nLPeiX7OezFo9iQRa6tdPLPZyabadlo9muumZYRtJN2flTnd3LKijtImN1dPTeeEkdHLn4N39jDYDQdmMDmGtLs0g4H/+FMEoz/eosKsk07izOOpox08PdTJh3tamZ5n5fwJ4QPMo4ensOHcIto88NjGJm5bGXifHGuA9dvltfxjnXemtcAR2A9sTZULj9bdHuxsdHlYvK2ZH3/iTceuvXx42McmcujfBvxLKTVaKWVWSpk6/iW2u73vphX1rK8JnY58YlMTc18qpywoXWlSloUnjs7lo1MLeO7YPP40O4s3TlBaF0cAACAASURBVMzn6WPywgZXRq45IINrpnal7KVZFN+cXciSk4ew/pwilp1WwMmjjBeK3vhlPY/HWd491j5DQsQq1hmsSH00hjjMjM7wHlPxuDwJN4vD08wcMzyFp+L82d3x8LdNfFIWOiP+Xb23EteLW50h5eqFiEe4ksvXHtAzKeLpVhO/Pcg7SGkzeUerg0WrGHb8iMjpOmN9FQwB9ovh5vSWmZncNy87YJ3oQflWLpmYygvH5fHTqcbvRWMPXydjPWfGo9Hl7d/XV8ZnRg6YfvppLX9f18hDG5q48L3422z0tf9udTL5uTKe29LMx2VtXPJ+NSV14VPY/C0LajFgM9HZ1D6adIOKgfHcY3b8vGhMyjhF0J7EWccUi+LlBXlsv3Ao758yJGq7iDSriRy7yfA4PePtKq77rLbzOlnT6qGuzcPne1up9Q0u3fRlXWdwBaEN1wHqItRFiEWZ082cl8o7g6toElmD9bDv48V+2zoGswbMMMWf1jTw2FFdN1mVLW5u+KIuZHrSpODJo3MxKYVJwQKDMq/xuHVGJkNSTKyvcXHJxDRGpnt/BUoppuRYefqYPLTWnPBGZUgvkP99F9/okjOBsvRCRBLzGqwYRsKm59l48bi8mEZWAfJjTCuKxSmjHWTaFPXdPOHG/PPerOSeuVk0t2sWjEyhKNXMka+Wd57wtzW4QxaYCxGrcAO8PVnB7voDM7loYhpWE+TZTVwbVGAj2r3aH2dno3Vt2HT8+UO7ArDRGdFvLUxKccnENGYOsbG1vp2jh9sDqngeNyKF2QU2Lny/OuB5PT2DlezlSMvLWw2bMPeW0elmHjkyl199XhexX1mHVZUuqlrcAyajptWtuW5Z4N9ym8e7Ru3xo/IMn7O6so33drfy4lZnyBrjb88twhxj4GI0+xRvD7rY1mAZX8uT3ZlEKRV3CwSzSXHKqJSQGdpHNjZxxjgHz2128qRf8blsm+LlBfn8LYbZ64pmNzYTpFpUQufGp0uc7GqKPesmkQBrbALP6VOnj3Hw0rbA4OSTstaAioIf72nFaTCS9ZsDM5iYhIoqHcwmxU/DpCd2UErx0BE5TDNIT4pHsiq4CNEh9hms2F7v6OF2xmea2VLfddKalmsNqMjXIdnrmF47IZ/5iwN76IxIM8d1Ao3HL5Z5R5xvXVHP/rnWgNG0O1bVs9fp5q7ZWTFfjIXo0FcToJFSv9qjLOIZm2nhhePz+aqqjdtW1LO8vC1gNsl/xnpMlGar/pkf++VYw6YLnzzawU/2T+fvfpWAjYpc1LR604CKsywcWhT7wnijVKZk/mq01vz44+ij58NSTUzLszEy3cxDSai4uGCEnX/NzyXT6h1oVkrxi2kZXPBeVUyl+6tbPQkFWA0uD99Uudg/10pWT3e7xhso+Vd49vdhaeA944elLTy20cnKyjZ2hEl1L3SYyO1mYBnv5SCWQdBw1/GeHJCJR7gZ+VPeDB1YqG3TnB/jLOmsl8pRwPhMCy8cl4dba25bWc+2Bje5dhM/mJLGyaPDp4L+v9WR110HizvA0lpvB/ClBBZqrffE+xq97dGjcjl3ZzPnvds1clXZ4uE/m51c6Kvytcqggsl/jsnlpChlmnvKqHQLtZcP55x3Knl7l/EIn9UEcwps3DYzi1PfqgxJdTAKGIXojljXYMW6wNmkFI8cmcvPP6vF2a754X7pXDYpjVPfquSjPT1bR6dj9tjfuExLwgHW6jMLOei/0QdF2rW3qlewh75tYv9ca8S1ZkIYcffDFNNYJ4am59n434J8AF7f3szS0lYWjEwJqGoYLcC6cnLsx0xwGtbjG5v46dR0PtrThsuj2dbQzk1f1neuKfv3ETmcOS56gQKAOoNF0smoUvjB7hZ2NrmZP9Qeto9Yh7dOymeOr1paSZ0rbIA1LsPMf4/PJzfFxEEv7o1Y8fjEUQ5y7IEn/+NHpvDxogJe2dbMsDQzt66oD/saFc0eio2Lu4ZV2uRm/uJyKls8jEgz894pQ+JqPL+jsZ2vqlwcVmQP2fcONa0eVle2MTzNzKRsK9d/Hj54rW3TvL6jhTEZFlLMcO67VVGrW8ab3gfeNj27nV0vPDU3vgH+WPtg9cNTRidXnBVWwtUvMKKBzfXtXPlhNY0u3VlpE2DZ3lY+Pa2A5eVtbKxtZ2ejm3yHid8d5F0LGm+1+ET6YGUD/wDOwlvMLk0pdSowS2t9Y7yv11tOGOlg/lB7wE3b1Z/U8lWVi9PHOng9qCHco0fm9Flw5W9uod0wwApuKvjwkTkBASTIGiyRfLGkuyigMMbmpuC9weroVdXhggmpAcdquLWJ3ZFtkLpQ4Ih8QRybYSbXbmKlwYDM2EwLo9PNcRXuCLa8vE0CLBG3/tgmJt6bJPDOMBmNII/JMGM301kB1KzgxePyqGr1MDXXGlMBgQ5pQQHW1gZvW5RwKfjXLavl6OEpYW/S/VUZNEt++Nsm1tW4uG9eNsVZ8WfDPPJtU2fKWrQWM0BncAVQnGUl26ZCenLazd52FmN9DdlfWpDHDz6sobbNg8sTWjQlO8zs0ZQca2eD3LsijO53FBtocnn4bG8bE7MsYau9dvjD6vrO5tO7mty8vK2Zq/aLbU3hN9UuFrxegbNdMyTFxBenFwTMJLV7NL9dXsejG5twebx/T2eNc7CiIvI6q4uC0kujyYgzPQ7grjlZfP9Db3n866alxz3zF2sVwX4yWWUokfZG8TK6hrd54JD/lYdsX7a3jXdOHoLVFPvAESRW5OJfQB0wGuhIwF0GnJvAa/Wq6w3WODy4oYkT36hka0PgTdGMIckvq5qIcPuxYETgDecJI70NDf1JiqDoC8NSzVEXuEdz+lgHE7O8F+AUM1zdA/3cjNIhHGEiyHSL4s5ZWaw+q4j3FoYWo+lYsN/dimGlTmmtIOLXPwOs5L1WutXET/zOAXfNzuKo4SmcNS41ruAKjPsKRVrfXNemOfDFMj4sjVy1b1tDO3NfDr05A+8N2iH/K+fmL+soi3CMa635eE8rT25q6myz4r8eKFpWys8NiprcfkjX1JFZwQvH5bH27CJOG9sVyE7Ps/HFGYV8e24RVxjMBmbbo5/Pr5wS/hy9s7Gdp0qaGP7UHs5+p4rZL+3lS4P1Wy9scXLk4nJm/LcsYJ0NwFNBX0fy5KamzveqosXDoiVVXLG0ml9/XsuayjYWb2vmwQ1NnX+jbt3VQyyZEpnBWjjawbpzilh3TlHYno6RxFJF0KS8M2O5foMGRwzt3R5RkVQbDFT0pbXVLu5b2xD3OS2RNVjHAMO01i6llAbQWlcopZJXYL6HHD7UzjVT06MuhjtxZAqjDNKH+sKhhTbGZZhDAsA5Bg3TgvslSIrg4LW9oZ0/rK7H5YFzx6cyr8iW8MLNeMRSN2VMlApTsbCbFR+eWsBne1sZn2mJmiKULIcNtYdc2IekmCg5f2jAtt8elMkbO1o611f86kBvOeruVgwr7aH1X2JwMwqw8mKYcUmm4NHdA/OSt3YZ4KYZWZw9PpUUs+rW+WBWAj2p6to0V3xYw6ozCw37Erk9mks/iD67cd/aRu5b28hlE1O5Z252yHrLp0qcXPOpN6DKXWHiq7MLo77mL6dlsHRPC5OzrVxnMIh8cXEqze2aZXvbOGucg+NGhM8GUEqRaVDJLtwMVvDPuX2l8SzWjV8Gbm9xw80r6nj1hPzOgKC82c1VH9eE7b9lMcHVn9Sws9HNVVHWyjwYlBb5TbWLb3zreh+IcU2a1QQPzs/h8qWJ92AzqgoYi+4UBIklplNKYVXw98OyuenLOjKsJu6YFX8w11OSNYP1h1lZ/CZJ1Tb/Z9DCYN05RRGfk8gZuA7I99+glBoF9Pu1WOBtdBqpqonNRL/qWWMxKf5+WA7+x9vcQhvDDbptB6cPSIrg4PXDj2t4dksz//2umXPerWL4U3tY+FZlj//O22NI3E5WMOSwKI4ZntKjwdW/Ds/pbOo3t9DGscNDBy6mGCyY3z/Xylsn5XP99AxeOzGfmb6Z5ljXqIWzR2awRAI8Bsfl/83p3Rumh/2aFo9KN7NoTPJT7CdnW7t9PjA6nmNR2eIxbOj8xKYm8h4vNVxXGc5jm5w8tyV0Rub/vmro/Ly61cPIpyLfVh0/ws6NMzJ595QC/n6YcU9OpRRX7ZfOY0fldvbljMQogIylwMQQh5lrw5TCN7Jsr7egRLVvpu7dXS0RmxuvrnTxdImTj/a0cuH71Ty/xUlzu+6xasn3HprN8SNSutV8NyPBAKs74mnwfNIoByvPLGLpqQUcEOdar56UnYTBoSnZFk4enUJ6lGyaWKsT+6/VAu9EjNF9uL9E/hcPA/9VSh0FmJRSc4HH8aYO9nvZdhN/iRBA3TM3O+qb1tsOLbLz7ikF/GBKGldOTuPB+TmGjwsOsCRFcOAqc7pxh7nadIxGBvukrI2nS7pfMSqSWK5lk7P6x+xvLM6bkMrSU4fw7LG5vLIg33CkdkKm8f9ndqGd3x2cyWF+VcbMBjNYLx6Xx8LRsa0ha3BpPjPomSVEJMGnigUjU1jYAwFOJIvGOFhyUj5/Pyybj04tSGrT0mQ7b3z49ybSzN99axs7qyO2urW3QMansfXECfa6XxnqJpeHG76oDVuNLpxEUtCiMWpsG+sN7/5x3qR/U+3imS3NVLW4+ef6+K5dP/iohrH/KWXys2Xc901XYNqWpHzZURkW0qwmLojQINffQfmh//eUPjgGeqLvWm/77UHGDcrjcfshWYxKt/DhqcbJdfvnWLi4OJWlC4fwt3nxT6oMiyFOSORO6I9AM3A/YAUeAR4A7k3gtfrEGeNSmVlg44jF5dS0dh2MI9LMnBVjtaDeNjXXyp/mRP4jCA6wnD3c36M/qW318NGeVjKsihy7iWl51oTLemut0XhvWv78dQNflrdx5rhUzovxRJuo2lbvCOlvl9ext9nD0FQTr50whPFBAUukHP4P97RGzIU3orVmU107I9PNAX1jjERbuD4mw8w54/vnMRTO9Dwb043bmwDRC1/4M3r7LCZ48ug8fvNFbUw3Eb/6oo5PFvX7jGvRjwTfU94+MzOukexkmV1oZ7ZB+np/E+k898oJ+Zz4RgUNBtX/Vle6uPHLOu6anc2vP6/lsU2xrwsK9vqOFi7/oJp8hynhUuo9MUOSZvDeGKUNGonnXNlhfY2Lc95xdqbwxaPFDS1uzc0r6hmbaWHhaAc7GiNXWYzVSN8N9F2zsxmbYeHmFcbpjyePSuHXB2Z41zQ9Vhrwvb4Y4u6BmLvXnTgqhXPGO3g+jnVx35uUxrnjHby6vYU5hbbOVNjxWRZeWZDHoiXeUu5mBSvOKOws8AJwUbGZ3U1uFm9rpjDVzN/meSdaRj29x/A8AN615tEkUqZd4w2mBkxAZWRUuoWlCws45a1Kdja6STHDffOycXRzcX5fCr5obG1w81RJE+eOTw242JY2uXlrZwuTsi0cWmiLad2O1prPy9sobXJz5DB7XDnCWmte+q6Zb6pdnDEutdtT0RXNbrY3uinOspBlM1HV4uawV8oDSnWOSDPz/2Z5qyRF+nmPftvEXWvqybOb+OOcbF7Y6uSJTU72z7Fw3IgU/vqNd73eO7tbmZJjYXpezxQ/WVPZxlnvVHVWTQJv6dGfL6tl8QkBGbkRL0Sbao0vLg0uD+lBa7QWb2vmrjX1rK8JfM4jR+QwKsPCf7c6mZZn47zxjs7nBd/InTvewV8PzeGFrU4cZsUJo1J6ZFS1Lx2cH/vv3Oj00TGrNavAFlOAVdksaYIiPsGz3f148qhfSAlz53PfvGym5lojvn8Pb2jih/ulx1V0IZzg/pzxyuiB3lBGt5Ox9uabkm3FooipN1aHF7Y4MahuH7d/rGvkiKF2bvgiOWtuOmYo7GZv79JrpqaTExRAAdw8I5NJYQqt9EUp9L4YWEk2q0nx4Pxcjhvu5O/rGqOm3+baTdwyM5Msm8lwgOeIYSm8dHwey8rbOGlkSkBwBd402hsOyuSGoJmzkWlm1oe5pxqaGv3YS6RM+1HANq31d0qpIrwzWh7gN1rrsnhfry+NzrDw+WkFLC1tZVK2hQkJlFDtT9IM7u5+8kktz2x28sRRueSlmKlqcXP0q+WUNXvPaJdNTOXGGZl8W9vOzHybYfW3tdUurv+8tjMtrchh4vGjcllZ6epcM9KRVjks1cyJo1ICDvL/bHZy9SfeNIpHNzbxyaICRoQpItLu0ZQ53QHf39bQzj1fNZBtNzE01cytK+qinpB3Nbm5xLfo+JxxDh6YnxMQXHi05vx3q1jiK4G/t9nDwre6mtitq2lnXU1gMZSnNjnZf7aVJTtbWFHRxqIxjoBeLd1xx6r6gOCqw0d7Wpn38l7mFNo5bYyDO1bV84VB9aUOG+vauWJpNVvq2zljrIMfTEnn8qXVvLmzhWm5Vh48IofJ2Vbe393CZUurDXPev/eh/6LeJlrdurN0eHCK4C+nZ+CwKC6ZOHhKi//qwAz+tMabcjIuw8zRBuuywjGq4NQx7pEf46DE3mYPbW7dr1OsRP8SPPBhlKoquqQaLJa8Z25W53ksuKy5v3YNf/26IWwQcf6EVK6YnMbvV9aTblVsb3SzNoHZmVj0xAyWUfuKWBWmmrl1ZmZIUYtIkhFcgXdN19yXygN6SMWiyGHqvB/qYFahgYpSiiOH2Vla2pXC/Ze52WGDK5AZrO46e3wqZ49P5cjF5awJCrKePzaP1VXeJs/fn5wWdZ3gUcNTOGp4fO1eciKsz+qpFMF/AAt8n//Z97EZeBA4NYHX61NpVlPEajQDSYZVkWs3hVRg+bSsjZn/28vHpxYw7cW9ATfVj21ydqY5jMkw88HCgoB+H2urXRz1anlAdaiyZg8L3gjtqN3hkCFWHpify5rKNlZVuvj7uq5ApbZN84tltbi1d2r/lhlZHOKr6rSp1sWCNyqoadUcPczOw0fk4GzXHPVqYCpnvJ7f2szzW5vZfH4R+Slm9jjdHPNqOaVxNKcDbyPYh77tmoF4YEMTn59e0K2Kky6P5o+rG3h3d/h1N95gr51/fxtbGsl/fSWH11S5AtIavq52ccG7VTx7bB4XvW8cXBn5+We1zBxiY1K2JSRFcDDkewe74cAMRqWbKXN6uLg4Naaytx2MYqKO9yjWxbQab7n23qqcKAa+4DPZIBjE7lFGA4lG5dvDiZQaeM/cLFItJl7xZR5c9F5VDwZYyb+bPqTAxog0c2fD9csnxZfy/ZOpGSwa4+CAF6I3XY9kdoGNlRVtcc2GxRtcPXxEDqeMclDR4uaGL+o618X9/hDjAjG/OTCD1ZVt1LVpLp+UyuVRGlwn0Aqu2+K5Xg0Up4x2BARY3mqYdo4fmfz+mP5yI6w9PDCGbKZEruDDtdY7lFIWvIFWRz+s0LlT0avMJsUVk9MCKhF1qGnVTI1ywtvW4Ob+dY3ceHDXNOl938Rf+//LChcH/zf8z1ri1zj5vHerWH2Wt/TtrSvrOwOp90tbGfdMcidEJyT59Zztmmkv7OWi4lRuPDiTolQzX1W18c91jRQ6zPxsWkbE5pTPbnbyw48TLwGbiK0Nbq7/vC6uEv4aOOyVcoammkI6pne3al5/ZFKKi4oTm5Ezurh1BF2xBljgnYGVAEvEyhN0jh6E91hJZbQUwL+k9qwhNpZXhM8UCOfi4tSQVP1Eai6cPc7BCwZloYMl0sg2GpNSvHpCPn9f10iu3cTPDHprRZOMKnCnjnGwt9nNtoaeS5kekebt2Tgy3cITR+Xyfmkr2TZT56BvsNmFdr49dyjVrR7DYmjpFkWj37V1xpDez4oaTDNYHX5+QDo5dkVJXTvziuycMiqlx1vSQPgA6/wJqTH9jSfyq6hXShUCRwDrtdYd0xMDO79ukPjl9AzOiVAhKZoHNzSyrcGbc1rV4u2e3pOqWj08urGJhzY08saOyI0c+6unSpz86vNamts1F79fzbNbmrl3bSO3rDDOBd/d5Cb70d1JC65mxnkS/3BPYlXqgoMrGBz53slkuAbLd5bNtZuI9d3aLf2wRBzcOngNlhyXkRg1FE/3uzO9ar+uAZZ0i+LRI40r9wYz7JFlsBDnqimRB3CmxbhOOZby6YkYm2nhnrnZ/O7gTNISuGOPVho71tf4fpwFmyIxWkLhn+ZlNimOG5ESNrjq4LCosJWm7z+86+9kSIqJ83u4MJaRwXhJ9k4epHPX7GwWjnb0SnAF4QOs22fGVuUwkaPzb8CXwNN4KwkCzAO+TeC1AiiltimlvlFKrVFKrfBty1VKvaOUKvF9zPFtV0qp+5RSm5VSXyulDu7uzx8M7Gbv4sDqy4bx1VmFxNuvrr5Nc8qblfxzXSMnvFEZkB+dYVVcOTmt8ybS6CKViFtW1HP9591bmHrscDvfnlvEJ4sK4v4/J8Pi7S0s2dkSUGb3iU1OXB5NS7um0tfrw+3RzHu5e6kT/oalmrh1Zvf63dw5K4vN5xfxxenxV64bwDVheoTRYvCOFEGzSRmesF84Li/khqtCCl2IOISuweqb/RgojGaw/NcznTkulaePzuXXB2bw/sIhnDraEbZdgz+jfmRGx/y0KE2Yjx2REtNgzOTs/jnLnYwb4DSr4sf7pXHfvGzGZCR+Ub+oOJXbZmby5RmFjPALjLJtKqZKcPFYNMbB4hPy+ePsLD5eVBC1Km9PiH0YT0RjdOz+47Bshjhi+7uJ+7evtf4jcCwwT2v9rG/zbuDKeF8rjKO01gdqrWf6vr4BeE9rXQy85/sa4ESg2PfvB8A/k/TzBwWTUozOsPDygvyQ7101JY2jhoVfuL+ryc1vltdREtRY7frpGdw9N5stFwxl9ZmFlF48lNrLh/Pg/Jyw6U/Hj7Azu8DG+MzknshmF9g6byKybIq752ZTlGpmaq6VN08awuWTUrlzVha/PyTySMPf5mWz5fwiLp2YyrgMM0cMtfPF6QWcO94Rc2naDpctrQ7ZNuTxUoqeLGXCM2UcsbicOS+XR1xA3eGaGBo2ppjhn4fnMK/QxuFFoaNuhwyxcvwIu+H3/BVnWshPMUdcrBvOYMz37g6jgNP/Gmt0nFhUaL+UJLVyEfuIkABrEKYJJZPR4GDweqaTRzv4zUGZTMy2YjYpTh0Tfb1Hq8G4yDVTMwK+vnlGJqeNcQTc7AebkmPl8knR05THxxD09UexBKtpvqq3l0xMY81ZRWy/cGhMzwt21jgH1x6QwbA0M7fMyCTFDDYT3DYzq0euX/OH2rlqv3SKkhy8xUomr5PHKA1wxpA4qgon+HO3AHN8s0alwOda654acl0EHOn7/HFgKfBr3/YnfGXjP1dKZSulhmqtI7c+38fMKbSz/PQC/u+rBswKLpmYxqFFdv6wup4PSmNPFRuWauKiYu90d5bNFJCacM74VM4c66DB5Z2peXZLMx6tOXNsakDjwZI6F7esqOerSlfExaipFsVhRTbe9lur9fMD0qlq9VDd4uHiiWksGJnCHqebZWWtzCm0B0z1H5Rv4yC/6n4H5ds4++0qmv3uQuYW2vj5ARmdiyTvnReYAvLA/FzA25vq7q8aAgp1JCpaqVF/t87IJM2iuGtN6Ho6gL8f5p0q7/g9/PPwHM59t4p1Ne3YzfD3eTmc7deP6rIPqsOmexZGKTdqVuFv+PtggK5fM3o//O/ljFJ6LCYV8rxYGjoL0SF45kRSBCOLtgbLSCw39/kGfaD2z7Vy56wsnt7UxPR8G1dOTiPNauKL0wt4ZVszv1leR53BoNv/zcliaq6VW1fUUR+mF0+ivR772m0zM/nRxzVh/19ASGpils3EzTMyO6sDA8wpsPF5hKq6mTbFLL+Uv7PHp3LiqBQ0PVMgpD8YmH8R/ZPRX2dxVuxhUyJl2qcBLwMpwC5gBNCilDpda/1VvK8XRANvK6U08IDW+kGg0C9oKgMKfZ8PB3b6PXeXb5sEWEEmZlt56IjcgG0LRzv4Y9DN+7RcK18bVDsakWbmhePyyI2Qe2c2KbLtimy7iRsPNp4JKc6y8p9j8vBoTdETpYblWa+aksb1B2aQn2JmR2M731S5mFtoM/zZQ1PNnBFDY+jDiuysOquQ5eVtjIvSFytYtt3EHbOyuGOWNw2v3aNpcXvXWsUToMbLbOrqy3DW25UhVQbPHJsacJMwIt3CJ4sK2NvsIdduCinxfe0B6WEDrKERRtpGpJm5c1YWl34QOjsHg7OKYHcY3dj6j5LaDN5qiyk0tbC9LxqoiAEruFqZHJWRGaYIRikYEW22yKTg0jDtKq7eP52r9w/MSkizmrigOI2Nte3cuzZ0AM9sUnxvchpnjHVQ/OyekGJTf5rdvdTwvrJgZArHj0whx26i3hV+oNVolvGU0SnccUgmH+1p5aRRDqpaPGEDrCOH2bluWkZIml76IA2sOkS6nov4zAvqqXXKqJS4BjUSmcF6BO/aqz9rrbXyJtv+3Ld9RgKv5+8wrfVupVQB8I5SKmBdl+/nxX3nUVJS0s3dGnzswKUjrDy+yxtsTErz8PCUOjY1KZ7cbWVJhfdPo8Dm4S+TmrFUNlASvjJ73IbYUtjdEnqi+15uBTU7K+go/zARqNoJVUn4mfsBVEFJEl7sT+Ng73DFLZtsrKxL/gkt4G+21Ubwobrru81hn2s05+V2AYQGo2Y0NTu3Utd5zgh8jKfdRWtlKd7xlFDbtm6Oax3WYD8WnY2hv6ud27bhSvGettpb7EDg30vZ7l3U1ZiArpHW8spqSkqSt1ZPDG4utwP/sGrb1i2kRbm6D/ZjMZKyOhPB57RdW7dETK9SYc6hADOz3Jw5tB1n6VbifVcPNAfuy8wsd8jv5prRFv6x3UqLR3FwppsTC9qZb9lDf/4VnjvUynN7ugYznzu4mSK7xmFysm1LNamEngv9bd+5k+y60FHYBXZYMAaghudrLfifNzvcu38Lh+Y4obGmX79H/pJ5PP58rIV7v7NiYDTanQAAIABJREFUNXmzIdxBQy778rEfrwuGWflPqZVhdg8X5tVQUhI42FxcXBz2uYkEWBOBv/pS8zqCnnuBWxN4rQBa692+j+VKqZeAWcDejtQ/pdRQoNz38N3ASL+nj/BtCxHpDdiX/XWC5vgdLext9nD2eAcZVhMTgVMO8lYxW1/jYk6hrUem0sdurmB3WeDI02enFTApZ+AUoywGnhrnZspzoeXfb5uZSaHDzJb6dt7e1RJXeiAE/s3+KLWFd9/uigqvnJxGcfHwuF5Pa0326j0h679mFdqZNHFE59fnl9XwzOauHi8/PCCbg0elwDflGJlcPCHmBc0lJSWD/ljMKauBisAeORPGj+0cVczZXgW1gdUyx44ayXeWVtjR1bMsKyeH4uKBOUItep9eFnjpm1g8PuIC+33hWIykbE8rfBM4YjhxYuT3Q2tN5qo9IWlt/zgsmwsSbOsAMEFrXqyp5vUdLWTZFHfMK6Q4aOT85mK42bcPvVVBrbtuGtrOjo9q+LbWxQ/3S2fB9MBr1tCtlWxoDJ8FMn+/MRREKSYwlibYWhuy/bj9x8TUCLa/SPbxeEsxXDvXg9kE135ay/++C8xe2ZeP/Xj9oxju9WgU8a85T+TO+Q1CGwovBF5P4LU6KaXSlFIZHZ8DxwNrgcXApb6HXQq84vt8MXCJr5rgHKBO1l/FRynFyaMdfG9yWkgQNTzNzHEjUnosT3lOQeAFxGaKL7e1vzCajp9dYOPaAzI4b0Iqvzs4k6ULh3DOuK7S+QflWwN6jUVz1DA7C0d7RzjHZ5pjKoARTCkVUjL21NEp/OvwwLVnPzsgnWxfqszIdDOXTkoLWzHHrJJTLWowMSzT7rfNOEVQhTxP1mCJeASnCMoarMiMSnZHo5RinEGaYLiS3fG87lNH5/LlGQWsOauIOYXhC1ANpPPtiHQLb540hO8uGMavDwy93kXqEXnpxNSowRVAhsGa1oPzrQMquOop2XYTGVYTkm3efVaTSqggSkx3tEqpJ+la72UGnvOVUd+JdxZpBl2BT6IKgZd8JxAL8B+t9VtKqS+B55VSVwDbgXN8j38DOAnYDDiBy7v580UvunpqOs9ucXZ2iz9xVMqA7ak0t9DGsr1ds3Fnjg3sQ6aU4l/zczh+ZApNLs2541P5qir2JpYmpXjiqFzq2jRpVpXw+3THIVkcnG/D2a45a5zDsL/JpGwrX5xeyLe1Lg4eYvOdoDUpZmgJSpcf5KnsCTGaNPC/l7MblXGXNViim6RMe3wOzLcyIs3cef2JtV9RhkEhjGQ0BFdKUZw1cLI3ksGoBLYCPjx1SMzrpI1+H0bBnBB9IdYzQ/CCj7V+n68HlnR3R7TWW4HpBturgGMMtmvg6u7+XNE3cuwm3j55CH/5poE0i+KnCczK9Bc3HZzJSW96000KHCbOM7hYm5TiLL+CHPE2b1TKW0SkO8wmFVBZMJzCVDOFfjNzSilGpFnYXB9Ytl9CgFBGRT/MAUUuQr9vVTKDJbonOMAaoGNVvcakFP87Po97vm4g126K+aZ8So6Vj4NS20cnIcDaFxmVwN4vx8K0vNjLYBsNNh4+NPbnC9GTYjozaK1vA1BKWYCLgOOAfKASb2+qJ7XW8S0yEfu8YWlm/m9Odl/vRrcdWmTnw1OHsLLCxUmjUsg0SFsIFq0kcH8zOsMcEmAZ9XzZ1xn1HwqYwTIIsMym0Jkv6YMlYmXU3Haglu/uTROzrZ3tOGJ1xlgHD25o6vz67jmyTjJRRjNYqXGmbu6fY8VmorMi8fEj7H3S3FcIIzH/JSqlsoBPgT8CLmCV7+MfgM983xdinzQ9z8b3JqfF3Fww0hqAew/tf0FnYYydy/d1hjNYftuMJi6tJhXyvPbgRTVChCHpgb1nTqGdu2ZnccgQK9dNS+eKyYkXt9jXGa3BcsQZHGXbTfzl0GxGpJmZOcTK/5slt6Gi/4hnbvsPeGesjtZadw7hKKXSged83/9xcndPiMEpLcwM1jnjHZw1zmH4vb4ka4JiY7gGy2+b4RosFTrz1S5vt4hRaIGLvtmPfcUP90vnh/sN3JT2/sJoBsuoP1k0FxancWE3qjgK0VPiGS44DfiRf3AFoLVuxLsW6vRk7pgQg5lRE8XVZxby4PzcuNdn9YbTxoQGfaeMMu6NtS8zurkNrCJosAbLFDrzJTNYIlbuoMEPqSAoBgKjGaxUGR0Qg0g8d3JZhOkzBewCpHSLEDEyKrfbn9dlHTs8hYPyuyo7zci3cu+8/pfK2B/5/66N12ApWYMlEiYFLsRAZDSD1d1CTkL0J/GkCG4BjgbeMfjeMcDWpOyREPuIi4pTearE25R2/lB72H5T/YHNrFhy0hA21LoYlW6J2MNkX6aIfINgVP/EeAYrmXslBjN30N+KTAKIgSA3JfRkODdCDzAhBpp4Aqw/A08opX4CvKS19iilTMAZwN+A3/bEDgoxWP15bjYH5llpdmsun9T/c8htZsX0OEroilBGKYIWpULXYEmKoIhRcBVBmcESA0GmVQVUAAQ4ergEWGLwiDnA0lo/ppTKAx4DnlFKVeIt1d4K3K61frRndlGIwclmVlw5RRZL70vCNRoO6YMl8ZWIUfBkp6zBEgOB2aQ4b0IqT2zyZnGcN95Bfkr/zeIYqC6blMZL25o7vz67HxbRGqzi6pCntb5HKfUgcChdfbCWaa3re2LnhBBiQIlyb2vUJ8ukFJagwMstM1giRiEpgpK9KwaIv8zN5pjh3mJJJ0vRpB5x+FAbZ4518N/vmhmXYeaGGJtqi+6LuwW51roBWNID+yKEEINauPhLZrBEokKKXPTNbggRN7NJscigQq1IHpNSPHxEDn85NBuHRWGVHOJeE3eAJYQQIjHhrm1mk5RpF4mRMu1CiEiUUmTa5LzQ22SwSwghekm4m1+ZwRKJCpnBkqu6EEL0OTkVCyFEkkQbIww3gxXcB0tmsESsgiawpEy7EEL0AxJgCSFEkkQLi8IGWMF9sCS+EjEKTRHsox0RQgjRSQIsIYToJeFOuKF9sHp8V8QgEZIiKGuwhBCiz0mAJYQQvSS4mEWH4BksKdMuYhUcYMkMlhBC9D0JsIQQIkmi3dvm2I1PuSFrsCS+EjEKjsWlCrMQQvQ9CbCEEKKXHFZkY0SaufPrH0xJAwzWYMkMloiRlGkXQoj+R/pgCSFELzEpxWsn5nP/ukYKUkz89IAMwGANlsRXIkbBsbikCAohRN+TAEsIIZIklsmDMRkW/m9OdsC24D5YbilyIWIUWuSib/ZDCCFEF0kRFEKIJElJcPrAYgou0y5TWCI2wQVRZAZLCCH6ngRYQgiRJJdMTA24wf3x/mkxPS+00XASd0oMasF/KrIGSwgh+p4EWEIIkST5KWb+dXgOB+RaWTQmheumZcT0vNBGwzKDJWIjKYJCCNH/yBosIYRIorPHp3L2+NS4nhNc5ELWYIlYBf+tSIqgEEL0PZnBEkKIPiYzWCJRnqC/FZOkCAohRJ+TAEsIIfqYrMESiQpOEZQZLCGE6HsSYAkhRB8Lvilu16BlFkvEQPpgCSFE/yMBlhBC9DGTUiHFCYJvnIUw4g5OEZQqF0II0ecGdICllDpBKbVRKbVZKXVDX++PEEIkKrjZcLsEWCIGkiIohBD9z4CtIqiUMgP3A8cBu4AvlVKLtdbr+3bPhBAifhaTos1v2uqoV8ulYIGIqq4tcMHegB41FUKIQWLABljALGCz1norgFLqWWARIAGWEGLACZ7BWl/T3jc7Iga04JL/Qgghet9ADrCGAzv9vt4FzDZ6YElJSa/skBAiMjkWw8u2pFDvkrtj0T321gZKSqqjPk6ORSH6DzkeB6bi4uKw3xvIAVbMIr0BQojeUVJSIsdiBDebnfzwoxpZeyUSVugw8cs5wynOtkZ8nByLQvQfcjwOTgM5wNoNjPT7eoRvmxBCDDhnjUvl+BEpbGuQ1EARP4tJUZxlwSpVBIUQos8N5ADrS6BYKTUWb2B1HnBB3+6SEEIkLtP2/9m77zi5q3r/468zdftsssluKimQAAHSIBAgIF1AJKjA1esFCxflqogoioqIIiKKikjxB4oKKhek93bpLUB6IYH0nu27M7Oz08/vj5lNdmdmN222v5+Pxz525jvfmflOsmfO+ZzyOQ6mVnh6+zJERERkP5j+vJmlMeZs4A+AE/irtfaXbY81Nzf33w8mIiIiIiL9gs/n6zB9oF8HWF1RgCUiIiIiIt0tM8BSyioREREREZE8GbAjWCIiIiIiIj1NI1giIiIiIiJ5ogBLREREREQkTxRgiYiIiIiI5IkCLBERERERkTxRgCUiIiIiIpInCrBERERERETyRAGWiIiIiIhInijAEhERERERyRMFWCIiIiIiInmiAEtERERERCRPFGCJiIiIiIjkiau3L6CNMeZK4L8BCywDvgKMBB4AKoAFwEXW2qgxxgvcBxwJ1AP/Ya3d0P71mpubbc9dvYiIiIiIDEY+n8+0v98nRrCMMaOBbwNHWWsPB5zA54FfA7dYaw8CGoFL0k+5BGhMH78lfZ6IiIiIiEiv6hMBVpoLKDTGuIAiYDtwCvBw+vF7gfPSt+em75N+/FRjTIfIUUREREREpKf1iSmC1tqtxpjfApuAVuBFUlMCm6y18fRpW4DR6dujgc3p58aNMc2kphHW5Xr91atXd+PVi4iIiIjIYDJp0qROH+sTAZYxZgipUakJQBPwEHBmvl6/q38AEekZq1evVlkU6QNUFkW6h7WWSAJaE5bWeOonlLCE45ZQ3NKaSBKOQyiepDVhOXKYh+LGjSqPA1CfCLCA04D11tpaAGPMo8DxQLkxxpUexRoDbE2fvxUYC2xJTyn0kUp2ISIiIiKyT6y1RJPQEkvSErf4o5amaJKmSJKmaJLmdvcbI0mqW5NUhxJUtyZojlr2JsPaT2aWMbeo2z6K9KK+EmBtAmYbY4pITRE8FZgPvAqcTyqT4JeAJ9LnP5m+/2768VestcoaKCIiIiI7tY0qheJJgnHL2uY4i+tjfNwcpymSJBBL4o9a/LEkgfTvWLJnri0cV9N1oOoTAZa19j1jzMPAQiAOLALuBp4BHjDG3JA+dk/6KfcA/zDGrAEaSGUcFBEREZFBqKY1waK6GMsaYiytj7K8IUZNa5JQwpLso3FMKNFDkZz0uD4RYAFYa68Drss4vA44Ose5YeCCnrguEREREel7NgTi3LkiyPObw2wKJnr7cgDwOKDQZSh0mtTvdreLXIaCdrePHu5NDSvIgNNnAiwRERERka5EE5b3a6Pcs7KFJza2dsvolMtAsdtQ7DKUuh2Uex2Ueww+jwOf10G5Z9exqkInVUVOqgodDPU6cDn2btcgJboemBRgiYiIiEifkLSW2tYk20MJtoUSbA8l2N6SZFsowaZgnAW1MVoTexdVtY0qFbsMwwqcTK1wM63CzYgiJ2VuQ5nHQenO3w4KnKDtVWV/KMASERERkR5V05pgaX2MpQ0xljfE2ByMsz2UZEcowb7kfnAZOKLCzYwKD0cMdTO1ws2BZS5K3GavR5VE9pcCLBERERHpNsFYkg8bY3xQG2N+TZQPaqNsacnPmqkp5S4uP6KU88YXUuhSICV9gwIsEREREdlnSWvZHkqyPhBnQyDOlmCCrS0JNgYTrGmOsS2U32x5IwodnDDSy4UHFnHaaK+m80mfowBLRERERLIkrWVHKInbAUO9Dra0JNgQiLM+kGCtP85af5ytLQnWNscJ5nFPJ5/HMKrIycgiJyOLU79T9x1M9rmZWOZUUCV9mgIsERERkUHIWsu2UJKPmmKsaorzUVOMj5riNEaSeJyGdf44Ld20Ga7HAYcNdTM1vV5qks/N6CInI4sdFLkc3fKeIj1FAZaIiIjIABZLWjYG4qxujrOmOc6q5l3BVCDW/bvwOg2ML3UyvcLDUcM9zKpMJaLwOjUKJQOTAiwRERGRfiietLy5PcKzm8IsbYhRF07gMAa3AwqdhnDC0hBJUtua3KfMfHujzGM4sMzFhFIXB5Q4GV2c+jmozMX4UhceBVMyiCjAEhEREeklHzXFuGdVC+v9cUo9Diq8DoYWOBhZ5OSIoW6mDHHvzI4XS9pUNr6aKO/XRnlla4S6cH4TSGQqcRli1hJJwLACBxNKnYwvdTGhzMWkMhfjSp2MKXYxssihdVEiaQqwRERERHpYKJ7kN4sD3L482OXoktPAZJ+LWBI2BOJ5H4kqcxsOLndxcLmbg32p3yOLnbTGk4wtcTGi0EHSQjSJ0qCL7CEFWCIiIiI96MXNYa6a18Sm4O73gkpYWNkU3+/3HFHo4CCfi4PKUkHUIemgak9GnpwGCpV3QmSPKcASERER6QHbWhL86P0mntgQzttrlnkM5xxQyNkHFDDZ58KSGm1qjSfxOAwVBQ4qCpSZT6QnKcASERER6UaJpOXPq1r45UJ/zqx9o4ocXDWtjBK3oT6cpD6cZLU/xpL6GBsCHUe5RhY5mDHMw9HpbHxHDfcoG59IH6MAS0RERKSbLK6L8p13mlhcH8t6zGHgsinF/GhGGaXu3CNMTZHUPlVep+FAn6vT80Sk71CAJSIiIpJnoXiSXy0KcMeKIMkciSlmDnNzy3HlTKvwdPk65V4Hx1R5u+kqRaQ7KMASERERyaNXt4b57rtNrA9kJ7Eocxt+emQZXzm4GKdDU/tEBiIFWCIiIiJ5sCOU4Jr3m3lkfWvOxz87oZAbj/YxosjZw1cmIj1JAZaIiIjIfkgkLfesauGGhX78OZJYjCl2cstx5Zw+pqAXrk5EepoCLBEREZF9tKguypWdJLEwwH8fWsxPj+w8iYWIDDwKsERERET2UnM0yQ0L/fxlZQs5clgwrcLNLceWM3N410ksRGTgUYAlIiIisoestTy2vpUfvd9MdWsy6/FSt+EnM8v470OUxEJksFKAJSIiIrIH1jbHuWpeE69ui+R8/DPjC7nxGB8jlcRCZFBTgCUiIiLShUjC8odlAX6/NEAkO/M6E0qd/PbYck4drSQWIqIAS0RERKRTr20L8713m1jrz46sPA644ohSvju1lEKXpgOKSIoCLBEREZEMGwJxfjbfz+Mbcu9pdeJIL7871sckn7uHr0xE+joFWCJ9XEssycZggg2BOBsDCbaFEngdhjElThoiSbaHEuxI/7TELdMqPFw2pZhpFcpcJSKyt5oiSX63NMBdHwaJZuewYHiBg18e7eOCiYUYo1ErEcmmAEsGnHjSEoqnfsKJXclzE0kIxJK0xC0tMUtrInVOa9wSiidpTZ+/81gidV4wZgnGkgTTz4kmLJGkJZqAaNJiLRgDDgMODG4neB2GQpfB53HgdUI8CbFk6vXDcbBY3A6Dx2lwm9TzM3mchi3BBLXhHDV8Fz5sjPO/a0KcNbaAq6eXMn2YAi0Rkd2JJS1/W9XCTYsDNESyv3cN8NVDirl2ZhnlXu1pJSKdU4Al/UoonmRVY5yVTTE2BRNsCibYHIyzpSVBYyQVJOXqcex2dteN1kT7AzlWQ/eQ5zaHeW5zWIGWiEgXognLQ+tC3LI0yBp/POc50yvc/O7Yco7UnlYisgcUYEmfFYglWd0U56PmOIvqosyrjrK8MUYy146O0qm2QOvMsQX8UIGWiAgASWt5aF0rNyz0szmYuzNsdJGTnx5VxgUTC3FoOqCI7CEFWNIn1bYmmPTAjt6+jD7BZWBMiZPxpS7GlTgZW+IiGEuyI5RgWIGTEUUORhY5qSpyUh9OctvyAPNrY1mv8/zmMM9vDnPuuAJ+MrOMyeVamC0ig9OrW8P8dL6fZQ3Z35UAxS7DlVNL+cZhxRS5NB1QRPaOAizpk4YVOPB5DM3RvR+uMqQqx8L0jwGSgNNAidtBqdtQ5Er9FLoMRU5Dgcukn+NIPc+ZfsxlKHUbStyGEreDIpfB4zB4neB2GLxOg8NA0rb9WGLJ1NqslpilKZokngSXI/X+ha7UcwypdVnRZOr8zE+ZSK8jG13sZHSxE5djz3tOzx1XwMtbI9y02J8z0HpyY5inN4X54kFFXD29lDEl+hoQkcFhaX2U6+b7O90o2Gngi5OKuGZGGVXaLFhE9pFaVtInGWM42Ofm/dpo1mMTSp0cNsTNQT4XY0ucjC1O/a4sdFDsSiWV6L3MTu3et7CXrsAYThtTwKmjvZ0GWkkL/1gd4t/rQlx6SAnfnVrC0AI1JkRkYNoUjHPDQj8PrW3N6tACcDvgS5OLufzwEsaVqmkkIvunz3yLGGPKgb8Ah5Pq0P8q8BHwIDAe2ABcaK1tNKnW863A2UAI+LK1dmEvXLZ0oylDXDREkkwud3FIuYujhns4ptJDhQKBPZIZaN2w0M/i+o6BViQBt68Ict/HLXz7iFIum1JMiVvTYURkYNhdynWA8ycW8pOZZYxXYCUiedKXvk1uBZ631p5vjPEARcCPgZettTcZY34I/BC4GjgLmJT+OQb4U/q3DCC3HFeuPUbyoH2g9eTGML9Y4M/KlOWPWW5Y6OfulUGumlrKlw4uxuvUv72I9E/RhOWulUF+tyRAUydTzU8Y4eH6WT5mKPGPiOTZfgVYxpj1ZC8fyWKtnbib1/EBJwJfTp8fBaLGmLnASenT7gVeIxVgzQXus9ZaYJ4xptwYM9Jau33fPon0RQqu8ssYw9zxhXzqgALuXxPipkV+toU6dunWtCb5wXvN/HF5kB9ML+U/Dyraq/VfIiK97YXNYX78fhNr/bkzA04pd/HzWT5OG+1VPSMi3cKkYpR9fLIxp7a7eyTwJeB2YCMwDvgmcK+19ubdvM504G7gQ2AasAC4AthqrS1Pn2OARmttuTHmaeAma+1b6cdeBq621s5ve83m5uadH2z16tX7/BlFBqpwAh7a7uLvW9z447kbGWMLknztgBinD0+gAS0R6cs2hAy3rPfwTmPuaeSVniSXjYtxdqW+z0Rk/02aNGnnbZ/P1+FbZb8CrA4vZMwy4Gxr7eZ2xw4AnrHWHrGb5x4FzAOOt9a+Z4y5FfADl7cFWOnzGq21Q/Y2wBKRzjVFkty+PMidHwYJxXMXm0PLXfxoRhmfHlewzz2+q1ev7vBlJCK9Y6CVxaZIkpuXpNZZ5foKK3OnUq5fNqWEQpciK+lbBlp5HKwyA6x8rmYfDTRnHGsGxuzBc7cAW6y176XvPwzMBKqNMSMB0r9r0o9vBca2e/6Y9DER2UvlXgc/ObKMRZ+r4uuHFuPJ8a2wsinOxa82cNJTtby0JUy+OmZERPbVx00xrnm/mZmPVHPHiuzgymHgqwcXs/D8Kq6cWqrgSkR6TD4DrGeAx40xJxtjJhljTgEeSR/vkrV2B7DZGHNw+tCppKYLPklq2iHp30+kbz8JXGxSZgPNWn8lsn+qipz8enY5Cz9XxZcmF+WcQrOkPsYFL9Vz5rN1vLE99z4yIiLdaUMgztdeb+CYx2q4Y0WQhkh2esDjqjy89unh/P64coYp86yI9LB8ZhH8GvAL4O/ASGAH8G/guj18/uXAv9IZBNcBXyEVAP7bGHMJqXVdF6bPfZZUivY1pNK0fyU/H0FExpS4uPX4IVxxRCm/Xuzn3zn2jXmvJsq5z9fxiZFefjSjlNlV3l65VhEZPAKxJL9dHODOD4PEOkm5PqbYyQ2zfMwdv+/TmUVE9lfe1mD1NVqDJZIfq5pi/GqRnyc2hDs959gqD985opQzxnSelUvzzEX6hv5WFpPW8sCaED9f4Ke6NXdkVeYxfGNKCd8+ooQil/byk/6jv5VHyS1zDVZe98EyxhxIKgtgSfvj1tr78vk+ItJzDil3c+/JFSypj3LjQj8vbMmeGvhudZR3q+s5fKibH88o5ayx6j0Wkf03rzrCNe83s6AulvPxKUNcfOeIUj49rlBrrESkz8hbgGWMuRr4ObCC1LS9NhZQgCXSz02r8PDg6cN4vybCLxcGeD3HGqzlDTH+8+UGZg5zc83MMk4ZpX1mRGTvbQjEufaDZp7amHvkfFSRg58e6eOCiYU4tVefiPQx+RzB+i5wrLV2UR5fU0T6mKMrvTxxppe3dkS4ZWmAl7dmB1oL62J87sV6Zld6uGZmGSeM1BotEdm9RNLyx+VBblrsJ5Jjn2CvEy4/vJQrjyih2K2pgCLSN+UzwIoCy/P4eiLSh80Z4WXOCC9L6qP8YWmQxzdkJ8OYVxPl0+lkGBcPd6BZ5iLSmQ2BOJe90ci8mmjOxz89roBfzPIxvjSvqxtERPIun90/PwZuNcYMz+NrikgfN63Cw99OHspbcys554CCnOe8vj3CJUsLuPClOpbU5248icjgZK3ln6tbmPN4Tc7gauYwN8+cNYx/nFKh4EpE+oW8ZRE0xrSl9mn/ggaw1toe34RCWQRFesfiuig3LvLzYo5kGG0+M76Qa2aWcpDP3YNXJiLQt7KW1YUTXPF2E89syl5rNdTr4JdH+/iPAwtxaC2nDFB9qTzKvuvOLIL66xARpg/z8O/dJMN4bEMrT25s5YuTivjBtFLGlKhXWmSweWFzmMvfbqQmR+r100d7uX3OEKqKtEmwiPQ/3bIPljGm0lpbk/cX3gsawRLpG97YHuHGhf5O11V4nXDJIcV8b2opFQVqTIl0t97uMW+JJbn2Az9//agl67Eil+GGWT6+cnCRMpDKoNDb5VHyI3MEK29rsIwxPmPMfcaYVmB9+tinjTE/z9d7iEj/c+JIL8+dPYxbDwszdWj2lMBIAu5c0cL0h6v5zWI/wVjujURFpP+bXxvlhCdqcgZXRw5z88a5w/nqIcUKrkSkX8tnkos/AWFgMqmMggDvAV/I43uISD9kjOG4IUleO3c4fztpCAeVZU8JDMQsNy4KMP3hau76MEgkoUFokYEilrT8apGfTz5Ty7pAx/zrTgM/nF7K858arnWZIjIg5HPhw2nAGGtt1BhjAay1NcaYqjy+h4j0Yw5j+MyEIj49rpD714T49aKZ65dgAAAgAElEQVQAW0MdG1t14SRXv9fMHSuC/HhGmTYSFenn1jTH+NobjSysi2U9dmCZk7tOHMpRwz29cGUiIt0jnyNYfmBo+wPGmLFAdR7fQ0QGAJfDcPHkYhZ8roobZpUxxJsdQG0KJrjszUZOeKKG5za10h3rRUWk+1hruWdVkBOeqM0ZXH314GLeOLdSwZWIDDj5DLD+CjxkjDkBcBhjZgF/A+7K43uIyABS4DJ86/BSFp8/gu9PK6XYlR1ofdgU5wsvN3DWs3W8s6Pz1O8i0nfsCCW48KV6vvduM60Z030rCx38+7QKfn9cOcXufDZDRET6hnx+s/0KeBy4BygA7geeB36fx/cQkQHI53FwzcwyFp1fxaWHFpOrzTWvJsrZz9Vx4Ut1LGvI7g0Xkb7hyQ2tHPd4DS9tze4Q+dQBBbxzXiVnjM29KbmIyECQlwDLGOMELgJut9ZOttYWWGsnWWt/azWvR0T2UGWhk5tnl/PBZ6u48MBCcq28enFLhBOfqOHS1xtY74/3+DWKSG7+aJJvvNnIxa820BDpmA201G24Y045/zxlKMO0HYOIDHB5CbCstQngNmut5u+IyH4bX+ri7hOH8ubcSj6Zo6fbAg+ta2XWo9Vc9W4TOzISZYhIz3pnR4Q5T9Rw/5pQ1mPHVnl4c24lX5yk9OsiMjjkc4rgM8aYs/P4eiIyyB0+1M2Dp1Xw/NnDOLYqeyF83MJfVrUw85Fqrl/QTFNEe2iJ9KRIwvKz+c186rk6NgU7dnS4HXDdkWU8feYwxpfmM2mxiEjfls9vPAfwqDHmLWAzqU5mAKy1X83j+4jIIDO7ysuzZw3jxS0Rrl/QzIrGjlMDQ3HL75cGuWdVC1ccUcrXDy3W4nmRbrayMcalbzSyPMeayEPKXdx14hCmVShDoIgMPvlsgawGbgbeBbYAW9v9iIjsF2MMnxxbwJtzK7n7xCGMK8lex9EctVy/wK/NikW6UdJa7lwR5KSnanIGV/8zpZhXP12p4EpEBq39HsEyxnzBWvu/1tpr83FBIiJdcRjDhQcWcd74Qu79uIWblwSoae04NbA2vVnxbcuD/HBGKZ8/sAiXNisW2W9bgnG++VYTr2/PXnI9qsjBn04YwidGKUOgiAxu+RjB0j5XItLjPE7DpYeWsOhzVfz0yDJ8nuwAaktLgm+91cSxj9fw+PpWkkpqKrJPrLU8uDbEcU/U5AyuPjehkHfOq1JwJSJCfgIsdQuLSK8pdjv47tRSlpw/gu9NLaEox2bFq5vjfPm1Bj7xZC0vbg6j3SNE9lxDOMGXX2vg62804o92LDs+j+EvnxjCPScNpdyrdY8iIpCfJBdOY8zJdBFoWWtfycP7iIh0qtzr4NojfXx9Sgm/WxLgbx+1EM1IKrisIcaF/1fP7EoP1x5ZxvEjvL1zsSL9xMtbw3zjzUaqW7MzdJ440sudc8oZU6IMgSIi7eXjW9EL3EPnAZYFJubhfUREdquy0MmvZ5fzrcNL+M3iAP9aEyKZMWA1rybKp56r49TRXq6dWcb0YVqML9Jea9xy3fxm7l7ZkvVYgROuO9LH16cU49C+ViIiWfIRYLVYaxVAiUifMrbExW1zhvDtI0r41aIAj65vzTrn5a0RXt5ay+mjvVwxtZTjqzzaCFUGvSX1Ub72eiMfNcezHpte4eauE4dwcLm7F65MRKR/0IRpERnQJvnc/PWkobxx7nA+OSb3lMCXtkY457k6Tn+mlqc3KhmGDE6JpOUPSwOc9nRtVnDlMHDVtFJeOme4gisRkd3IxwiWuntFpM+bWuHhwdOHMa86wvUL/LxTHc06Z35tjP96pYFDyl1cObWUz00oVHp3GRQ2BeP8z5uNvL0ju1yMK3Fy94lDOKZKaxZFRPbEfo9gWWtL83EhIiI9YXaVl2fOGsajZ1Rw9PDca69WNcX5+huNHPlINX9b1UI4rhEtGZistdy/uoU5j9fkDK6+OKmIt86rVHAlIrIXNEVQRAYdYwynjC7gxXOG89zZwzqdOrgxmODKd5uY/vAOblseIBjLzqQm0l/VhRNc9EoD33irCX+sYyfCEK/hvpOHcsecIZS61VQQEdkb+tYUkUHt2CovD54+jLfnVnLhxEJyzQjc0Zrk2g/8HPHQDn692E9jRIGW9G/Pb27luMdreHpTOOuxU0Z5eee8Ks4dX9gLVyYi0v+ZgbrhZnNz88D8YCL91OrVq5k0aVJvX8ZurffHuXVZgPvXhLL20WpT4jJ89ZBivnlYCVVFzp69QJH90BBOcPnLW3imJnsJdqHTcP2sMv77kGJl0xTpIf2lbpSu+Xy+Dl+aCrBEpEf0t0pkW0uCO1YE+dtHLYQ6WYPldcJFk4q5/PASxpVqs1Xpu6IJy98+auE3iwPU5xiBnTkslX59kk8ZAkV6Un+rGyU3BVgi0iv6ayVSH07w/z5s4e6VQZqjub9WnAYumFjId6eWMlkprKUPSVrLI+tauWGhn43BRNbjTgPfn1bK96aV4lbGTJEe11/rRukoM8DqU2uwjDFOY8wiY8zT6fsTjDHvGWPWGGMeNMZ40se96ftr0o+P783rFpGBq6LAyTUzy1h2wQh+dmQZwwuyvzYTFh5Y28oxj9Vw8Sv1rGyM9cKVinT06tYwn3iylkvfaMwZXE0pd/HSp4bzwxllCq5ERPKoTwVYwBXAynb3fw3cYq09CGgELkkfvwRoTB+/JX2eiEi3KfM4+M7UUpZeMIKbZ/sYU5y99soCT24Mc/wTNXzjzUY2BePZLyTSzT5qinHhS3V85sV6ljVkB/uFDstPZpbx2rmVzOxkqwIREdl3fSbAMsaMAT4F/CV93wCnAA+nT7kXOC99e276PunHTzVakSsiPaDQZbj00BIWnV/FHXPKmeTLXnuVtHD/mhBHPVLNj99voj6cPXogkm8N4QTfn9fEcY/X8OKWSNbjLgOXHlLMY0e1ctW0UjxOVZsiIt2hz6zBMsY8DPwKKAWuAr4MzEuPUmGMGQs8Z6093BizHDjTWrsl/dha4BhrbV3b67Vfg7V69eoe+xwiMrgkLLxW7+Rvm9181JK7z6rYafni6Bj/OSpOsXJhSJ5FkvDvbS7+utlNMJE7aDpjWJzLxsUYW9g36nwRkf6u/dq5zDVYfaKqN8acA9RYaxcYY07K9+tr8aBI7xvIC3kPAb4+2/LMpjC/WODno+aOUwNbEoa7N3l4uLqAyw8v4dJDiynR5q2yn5LW8tC6Vm5Y7GdzjjVWALMrPdx4tK/DVMCBXBZF+huVx4GpTwRYwPHAucaYs4ECoAy4FSg3xristXFgDLA1ff5WYCywxRjjAnxAfc9ftohIijGGc8YVcubYAh5YG+KmRQG2tHRs9DZEkvx8gZ/blwe54ogSLj20hEKXpmnJ3nt1a5jr5vtZmmONFcABJU6uP8rH3PEF2tNKRKSH9YkuVGvtj6y1Y6y144HPA69Ya78IvAqcnz7tS8AT6dtPpu+TfvwV21fmOorIoOZyGP5rUjHzP1vFDbPKGOLNbtzWR5L8dL6fWY9W88i6EPr6kj21tD7KZ19IJbDIFVyVuQ0/P6qM9z9TxXkTChVciYj0gj4RYHXhauC7xpg1QAVwT/r4PUBF+vh3gR/20vWJiORU4DJ86/BSFp8/gqunl1Lmzm7obmlJcMnrjZz+TC3v7MhOSiDSpi6c4PK3GvnEk7W8si13AouvHVrMovOruOKIUgo0Mioi0mv6TJKLfNNGwyJ9y2CfZ94USXL7iiB3fRgkEMv99XTW2AJ+dlQZB2uzYkmLJy33rGrhxkX+Tje6/uyEQq6dWcaEsj2b9T/Yy6JIX6LyODD06Y2GRUQGqnKvg5/MLGPJ+VV847Bicg0wPLc5zLGP1/DNtxrZGNAeWoPdOzsinPhkDVe/15wzuJozwsMr5wznrycN3ePgSkREup8CLBGRHjS0wMmNR5cz7zOVnH1AQdbjSQv/Wh3iqEeruerdJraHtIfWYNMUSXLF242c/VwdHzZmB9qTfS4ePK2Cp84cpo2CRUT6IAVYIiK94CCfm/tPreC5s4cxa3j2lMBYEv6yqoUZD+/gmvebqW1VoDXQWWt5ZF2Iox+r5t6PQ1mPl7oNv5hVxltzK/nkWGUHFBHpqxRgiYj0omOrvLz4qeHce/JQDsoxzSucgDtWBJn+cDW/WNBMUyTZC1cp3W1xXZSzn6vjktcbqWnN/j/+jwML+eCzVVx+eCkepwIrEZG+TAGWiEgvM8Ywd3wh8z5TyR1zyjmgxJl1Tkvc8rulQaY+vIObF/sJxBRoDQS1rQm+/XYjJz9Vy7vV0azHJ/lcPHPWMO46cSgjirL/LkREpO9RgCUi0ke4HIYvpvfQ+v2x5Ywsyv6K9kctv1wUYNpD1dy2LEAorkCrP4omLLctD3DkI9Xc93GIzBQWbgdcPb2Ut+ZWcvwIb69co4iI7BsFWCIifYzHafjqIcUs/NwIbjzax7CC7K/qhkiSa+f7mfFwNXd/GCSS0M4U/UFr3PLXVS0c81g1137gx58jZf8nx3h557xKfjSjDK+mA4qI9DvK6yoi0kcVugzfOKyEiycX8eeVLdy6LEBTRrru6tYkP3ivmT8uD/LDGaV8/sAiXA41yvua1rjlL6uC3LosSF0496jjJJ+LG4/2cfqY7OySIiLSf2gES0SkjytxO7hyailLLhjBD6aXUurODqC2tCT41ltNHP94DU9tbGWgbiLf3ySt5R8ft3DUI6kRq1zBVZnHcOPRPt45r1LBlYjIAKAAS0Skn/B5HPx4RhmLz6/iisNLKMwxfeyj5jgXvdLAaU/X8sb2SC9cpbRZUh/ljGdqufztJrbm2M/M7YCvHFzEws9V8Y3DSnBr5FFEZEDQFEERkX6mosDJz2f5+MZhJfxuaYC/f9RCNGNgZEFdjHOfr+OUUV5+NKOMWZXakLanNEeT/HKhn7+saiGZYyCx1G34ysHFXDalhFHFygwoIjLQKMASEemnqoqc/GZ2Od86vISbFgV4YG0oq0H/yrYIr2yr5RMjvVw1rZQ5IzzaoLabWGt5eF0rP/mgmeoce1l5nXDpISVcObWEigIFViIiA5UCLBGRfu6AEhd3njCEyw8v4YaFfp7ZFM465/XtEV7fHmHWcDdfPriYCyYWacPavdQat2xtifPqtgjza6M4jKHUbShzO4hby7zqKPNqsveyAjjngAJuPMbHASWqdkVEBjp904uIDBCHDnHzr1Mr+KAmys8WNPP2juzG/ge1MT6obeKOFUFuO34IRw4fvFMHk9YST0IkaQnHLa0JSzBmmV8bZX5tlPpwkoZIkqZIkurW1O29Nb7UyW+OKeeMsUpeISIyWCjAEhEZYGZVenj6zGG8sT3KzUv8vJUj0PqwMc7pz9Ry2ZRirplRRrE7PzmPrE0FKnXhJJuDCTYHE2wLJQjFLJGkJWnBacDlAKcxuBzgdRi8ztRPocswxGsocTtwGXA7TPp8Q9slhuKWlrjt8JrWgk1v15uwUNOaZFtL6r23hxJsbUnQGEkST0LcWhKWnOuj8sXjgO9MLeXKI0opdGmkUERkMFGAJSIyABlj+MQoL58YNZx3qyP8dkmAl7d2zCqYtHDnihae2xTmTycMYXaVd49fvzGS5PVtEZY3xNjUEt8ZTNWGE0SyE+YNKqeM8nLz7HIO9KmKFREZjPTtLyIywB1b5eWRM7ysbY7zmyV+Hlzb2uHx9YEEZz1bxxcOKuLkUV5mV3kYm7FWKJ60LKyL8vLWCC9vDbOwLtatI0B9kdPAyCInY0uczBnhZWyJk2DM4o8mcTsMRS7DMZUeZgxzK5GIiMggpgBLRGSQONDn4q4Th3LhgWG+804Tm4O7hposcP+aEPevCQEwvMDB6GInXqchnLB81BQjPABHppwGvE5DgdNQ6DQUuGCo18EpowuYMsTNEK+DIV4HFV4HVYUOnNqrSkREdkMBlojIIHPq6ALePa+Sn8/38+dVLTnPqQ0nqQ3vfVIHSG2gO9SbCtDGljgZU+yizJMKYhyk1kglbGotVCwJ0YQlkv5piVsaI0lCcbtzvVQsCYmkJZZea1XkMhS7UyNGXmdqjZbDgGFX8FNR4GBUkZNRxc70bwfDC5x4nOm1X23P0UiTiIjkmQIsEZFBqMTt4OZjy/nUuAK+9VYTW1r2fnhqyhAXJ48qYLLPxdiSVDA1sshJscsocBERkUFLAZaIyCB20qgCFnyuite3RZhXE+Hd6iiL6qI5pwNWFjo4YYSXU0Z7OWV0ASOLtFmuiIhIJgVYIiKDnNdpOGNswc69mhJJy8ZggqZIkmg6DfqBZS6qFFCJiIjslgIsERHpwOkwTCxT9SAiIrIv8rOzpIiIiIiIiGCsHZgbmTQ3Nw/MDyYiIiIiIn2Gz+frkNlJI1giIiIiIiJ5ogBLREREREQkTwbsFEEREREREZGephEsERERERGRPFGAJSIiIiIikicKsERERERERPJEAZaIiIiIiEieKMASERERERHJEwVYIiIiIiIieaIAS0REREREJE8UYImIiIiIiOSJAiwREREREZE8UYAlIiIiIiKSJ67evoDu0tzcbHv7GkREREREZGDz+Xym/X2NYImIiIiIiOSJAiwREREREZE8UYAlIj1i9erVvX0JIoLKokhfovI4MA3YNVi5BGNJ3tkRxecxHF3pwRiz+yeJSF7ELby2LYy1cMJILy6Hyp9IT7HW8l5NlOaoZWSit69GZPBZ1hBjSzDO0ZUeKgqcvX050s0GTYAVSVhOeaqWj5vjAJwxxsuDp1UoyBLpId//0MtbjfUATCl38cI5wyl1axBdpCf8dL6f25YHAaj0FPDcyDgH+gZNE0CkV933cQvffrsJgDK34Z+nVnDiSG8vX5V0p0HTunl5a3hncAXw4pYI82tjvXhFIoPHmuYYbzXu6rH7sCnOExtae/GKRAaPWNJy14fBnfdrog7+/nFLL16RyOBy54pd5c8fs9y+PNCLVyM9YdAEWB81xbOObQxmHxOR/MtZ/gKapyTSEzYG4kST2cdEpPvFk5ZVGXXg8gZ18A90gyLAstZyw0J/1vHmzBpHRLrFX1Zl95ar/In0jCc2hLOONUe1VaRIT3ivJpp1TKVv4BsUAdazm8Ikcvw1+1XBiHS7j5tivLotknXcrwBLpNsFY0l+kaOD0R9T+RPpbtZaPvVcXdZxtT8HvkERYL2So3EH6kEX6Qm5gitQD7pIT5hfm917DurgEOkJ20O5y1lL3BJPqg4cyAZFgFUXzr3WQz0IIt2vPpK7glEPukj3qw/nLmfq4BDpfp3Vf6BOjoFuUARYDZ1WMPrjFulunZc/NfBEultnAZYadyLdr6GTDn5IZROUgWtQBFid9qCrghHpdmrgifSezuq/aBLCcTXwRLpTZ/UfqJN/oBsUAZZ60EV6T2cNvCZVLiLdrrP6D9TAE+luXU0RVBt0YBsUAVZnf+Dv10Z5c3vuBfgikh/1XayBfGBNqIevRmRw6aqB97MFfpJWjTyR7tLVCNZlbzRoFHkAGxQBVldr6b/4cj0tWmwv0m0aumjgXfZmI2uateGiSHfpqoH3v2tCvLA5e48sEcmPrjo4toWS3LUy2INXIz1pUARYXfHHLEu1o7ZIt7DWdtnAA3h7R+400iKy/7pq4AG8uUOzOES6S1dTdAHNohrA+lSAZYzZYIxZZoxZbIyZnz421BjzkjFmdfr3kPRxY4z5ozFmjTFmqTFm5r6+73p/PF8fQUTaCcUtu1vmsT6g8ifSXZp2E2Ct93ee5UxE9k/j7sqf6r8Bq08FWGknW2unW2uPSt//IfCytXYS8HL6PsBZwKT0z9eAP+3Jix8/wsMVh5d0OLY+oApGpDsEMtLQDi9wcMec8g7H1qmDQ6TbZO4398gZFR3uq4En0n0CGeXv4dM7lr+NgQRahjUw9cUAK9Nc4N707XuB89odv8+mzAPKjTEjd/diZW4HE8tcHY6pghHpHpmp2EvdJkf5UweHSHdIWksgI1PZ1KHuDvc3BOJKdCHSTfwZ5W9kkZPhBbua3nEL1RHT05clPcC1+1N6lAVeNMZY4C5r7d1AlbV2e/rxHUBV+vZoYHO7525JH9tOV8JBPP4moGDnoY9qg6xeXZ+XDyAiu3wYcNC+rHltFOo2AUU7j61rjrJ69eqevziRAa4lDrZdWStwWJq2rKPMVYg/nmrUhRMwb8VahnsVZInkW2NrAe3HMhq2bmSk20Nt2Lnz2NawUR3YT02aNKnTx/pagDXHWrvVGFMJvGSMWdX+QWutTQdf+2x0hY+Zk4phec3OYyHjYdKkA/bnZUUkh63bwrBkV+fFsJJCjpkyFvP+NtoKckvCMP7Ag3A71Isnkk/bWhIwb8fO+z6vk0mTJlGxYPPOAAvAN2ockzJGtkRk/7W+tw3Y1Ww9YvJExtU2sjSwK3tnc8x02VCX/qlPTRG01m5N/64BHgOOBqrbpv6lf7dFRluBse2ePiZ9rEtlHsMQb8eP3RhRz51Id8jcSLHU48BhDD5Px2BqdwvxRWTvZa6/KnWn6r4yd8dy2agNh0XyLpG0WeuQS93ZbdD2nR0ycPSZAMsYU2yMKW27DZwBLAeeBL6UPu1LwBPp208CF6ezCc4GmttNJexUqdtBuafjx26KJjUHXaQbZC7wLXOnKpLsTg418ETyLXP9VVm6Y6PMlRFgqfyJ5F0wI3tFicvgdBiGeDIDrJ68KukpfWmKYBXwmDEGUtd1v7X2eWPMB8C/jTGXABuBC9PnPwucDawBQsBX9uRNyjwGj9NQ4jI7//iTNpXtLLNXXUT2T+YC39J0xTLE6+iQ3KJJPegiedfpCFZGza8RZJH8y0ry5MndwagRrIGpzwRY1tp1wLQcx+uBU3Mct8A39/Z92iqYcq+DYHxXA68xksTn2b8BPWsttywL8tj6VmZXerh+lo9ClwqODF6ZFYzPvSvAai9f03QfWhvijhVBJpS6+M1sH8MLnbt/ksgAtacjWPkKsN7aEeH6+X5K3IZfz/Yxyad1XTJ4ZU4PLGvX/mwvXwHWx00xfvBeM61xy8+OKuPYKm9eXlf2TZ+ZIthTyjrpQchHBfNeTZTrF/hZ1hDjz6taeGBNaL9fU6S/stZy0+JAh2Od9eDlY4pSbWuCy95sZHF9jMc2tPLbJYHdP0lkALvy3cYO93eNYOV/DVYiabnktQber43yyrYIP5jXvN+vKdKf3b482OF+SSdT5P2x/Lzfd99t4rVtEd6riXLp640kklr60psGXYC1cwQrYzpgPhp4f1jWsTBd+W7Tfr+mSH+1oC671thV/vIfYD22vpVEu/rkrpUt+/2aIv1VQziRNTJc6m4bwep4bj7K3/pAnOrWXa/z6rYIVmubZRC7P6OTvbiT+q85TyNYb+2I7ry9pSXBGi3u6lWDLsBq2+CtO3rQM6dDiQxmq5qyA6xhBbmnSOSjB12lT2SXtf7sDbzbpsxmJ7nonkAoc4qUyGCRa1ZUVWFb/dcxoOquNVgNWlvZqwZdgDXJl+q6ywyw8vGHmNloFBnMNgWzG3injE7NCc/q4Ajvf/nLtYZSUyRksNoUzO69njs+tel3Zpr2fNR/4eziTnVrjoMig8Dmluy//S8clNr0O7P+a87DQFM8R11Xl4d6VfbdoIoIHjmjgnSWQiozFr/vaM1DgJWjgVcdUgUjg9PmjADrsgOilKSnSLT15LXJR0Ms13Sk92qiOc4UGfgyy9+ZYwt2Jp2oyAiw8lFPRRLZ5e/5TeEcZ4oMfJszOjiGFzg4ZXSqg6OyoGP7syFq9rszsDVH+XtobUjTdHvRoAqwDmo38XxEUUYDLw8VTLE7e5h3+sPV7AgleGdHhIfXhZQOVwaNzArmkJJdf/tVmR0coe7pQT/7uTrm10ZZ2Rjjn6tb2K4ODxkkMnvQ54zw7Lw9zNOx0bUjDx0cuRp4187389DaEFuCce77uIU1zXlazS/Sx2V2cJx1QMHO2wUuw5B20wSTmP0ebcrVwfHkxjA3LgrQFEnyj49bWFynDsee1GfStHc3h4FRxbsadSOyGnh7XsEEYsmdi/UBYknLo+tb+XOORfWtCcshD+7YeX92pYenzxqGy6H07TKwbcyoYEYW7KoARmZ0cGzfiwZeZvmz1vLc5jC/XeLPef5pT9fuvD22xMmb51ZqOq8MeBsDHTs4xpbsqu6HuMFp2JkUpjlqCcWTFLl2Xy6CsSTFLrNzNgjAOzsi3LQod/m79I1dmQyLXYbXzh2u9O0y4G3M6GAcW9yxzTmy0EljZNc520MJqop2v61Ia9zidtChDbmiIcbfP8qd1OnmJQFuTmfUNcCjZ1Rw8uiCnOdKfg2aAGt8iRN3uz/IkRl/yNu7mCK4JRjnkfWtRBKWpzaGWdYQ48SRXh48rYIH14b4zjt7ni1wXk2U5zeHOWdc4d5/CJF+oiGc6NCD5zQwyrsrwMqsSKpDCay1HRptbZoiSR5aF6IhkuTtHVHe3B7h4HIXT505jHero1z+diPN0T2bBrE5mODOD4P8eEbZPn4ykb7PWsuS+o6jRe1ncDhMqpNxa7uOxepQkgll2QFWOG55ZH2I9f4E6wNxnt7USoXXwQOnVdASt1zzfjMLc2QMzaUlbrn2Az8PnFaxj59MpH/IKn++js3tEUVOPmzaFWB1NoqctJanN4ZZXB+lMZLkkfWtOIA75gxhcrmLGxb6eWLDnk3FtcC33mpixX+M2KvPIvumywDLGPPVPXkRa+1f83M53WfGME+H+yOKuh7B2hFKsM4fp9BlmPt8Hf6MbEhvbI8w8h/b9ula/uuVBq4/qozLppTgcWokSwaeRRmVy6FD3LSfdl7qdlDqNjuzjEWTqUyeQ9MnNUeTLK6LMb7Uyaeeq2NLxnSnVU1xJj2wg33xm8UBQjHLVdNKNZIlA9KWlgS17aYcFToNB5dnNvAcHQKs7aEEE9JBWDhueUYXkQUAACAASURBVK8mymFDXVz4Un1WALUtlOTEJ2vZF89vDvPV1xr42VFlHFAyaPp4ZRBJJC1LMspMZhs0s5Ox/TT5RNIyrybKxDIXP/2gmYfWtWa9xxdfadina9saSnDCEzXcMaecqRWe3T9B9tnuvt0u2oPXsEA/CLA6TkmoLHRgSF08pLKtPL2xldNGF/B+bZTPvFBHjimtefPT+X6uX+Dn48+P2NmoFBkoFtZ2nOs9c1j2lKCqQieB2K4evDtXtHDF1BLqw0nmPF5DMN59BfD2FUFuXxFk8flVjC9VI08GlsyAaFqFO2taeqqBt+u8m5cEuKfchcdpOO7xmpxZQPPl0fWtPLq+lZfPGc6Rw9XIk4FltT/eof4a6nUwriRjimDGNPmfzW/mjDEFjChycO4Ldby9o/vWSy1riHHik7X8/aShnDdBs6m6S5ctC2vtyT11Id1tZkbvgcthmFjm7LBXyH/tY4/AvopbuPztJv51qqZLyMCSOYKVWf4gtWVC+40Qf7s0wG+XBrr92tq78KV63vtMZc6piSL9VeZi9swORoDJPhfPtrv/6rYIE/9330aF99WpT9ey6YsjKcuRgVekv1qUNXrlzqpjMtchNkUtU/7ds+Xvy6818G55JYcO0ZrI7rBP32omxdH2k++LyjeHSfXgZZozwtsLV9PRM5vCSqMpA86iPWjgzRnZ++Xv4+Z4VjIOkf4ucwQrVwdHX6j/AP5vi1K5y8CyMKv+yy5/x4/oGyO3/1od6u1LGLD2ODgyxow2xjxmjKkH4qTmFrT99GmH+FwUu7M/6kmj+kYFc+uyYG9fgkjebA8l2N5uPnmBE6bk6CE7qQ8EWAD/82ajOjlkwEhay6L6zCm62Y252VV9o4H31dcbc6aYFumvMjsYc02RP6DElTVNsDfcviJIfa49TmS/7c3/7v8DosCpQBCYCTwJXNYN15VX03NULgDnjCuku3NM3DCrjMrCrv+Zf7bAT3M01SBNWsuiuihbc+wCLtIfZK6/OmKou0MGzzaHDXXzybHdmy72+9NKmVLe9Rqrd6ujLGvY1U/0YWOMtc3xLp4h0net88fxt8uqWeYxTCjLXudb4nZwzYzSbr2W/5pUxOmjd9+R8tTGXYv41/njLG/o8/22IjlFE7ZDfQK5R7AAfjnL163XcmyVh8umFO/2vP/34a4U79taEiyqi+73xseyd2najwMOsNa2GGOstXaJMeYS4B3gz91zefmRq/cAwO0wVF88ion3b8/KEpjLos9Vcd/HLZR7HcyvjfLUxq6nNjx91jDmjPBy3vhC3q2OMqvSw8WvNLA0R+WxqjHG0ZUevvByAy9sDlPghH+cUsHpY7RfgfQv2fPPO+8pf+DUoZz1bB3zana/oHf5BVX8c3WIWNJS5HLwi4W5991p86ujffzPYSV847AS3tgeYXypk3s/CvHXHPuFvLotwtQKDz/9oJk/Lg9igN/M9nHpoSW7vS6RviRzeuCMCg+OTtYYfn96GTXhZM49HDM9deYwltRH2RZKcNLIAi78v/ouz//8gYXcdnw5kQS8si1MqdvBhkCcy9/O3tbkoXWtnD+xiPs+buE77zSRtPC1Q4v5zezy3V6XSF/yYWOMSLv+8ZFFjqxtgdp8dmIRLXGbs0xkumFWGUO8DhbXx7hwYhGnP9N1Fs9xJU6ePnMYDgOnjykgkrCMKnJy0lPZz7trZZBrZpbx+rYwX3i5gVDccvIoL4+eUaH1yfthbwKsBKmpgQBNxpjhgB8YnferyrNc0yPauByGJReM4N9rQ/g8Dm5bHmBFY+7e6wllLq47KtXjsLIxttsAa2I6O9mYEhcXpNPR3nvyUGY8Up117k2LA5w62ssLm1OvGU7ATz9o3m2AlUha7l7ZwoZAnC8dXJxzKpZIT1qyB9OT2hhjeOyTw3hsfYhQ3PLmjkine3qMKXHxw/T+Vc3RJH9YFtiZ5j2XQ4ekytwQr4O541OZkq47ypUzwPrjsiAji5z8cXlquq4Fvj+veY8CrH+vDfF+TZTPTCjk+D6yrkUGr8z9dzrrYGzz62N8nDDCy8ZAnKZokt8tzT1lfdZwDyekp/UmreVgn4uPuhjpnT7MgzGGAhecfUCq/B0/wsNNiwId0sMDvLA5zINrQ3y7XUPz7pUt/HB66W6z7L66Ncyzm8LMGendWc5FektmB3pXHYwAF00uxt28g23eSoZ6HZ3uq/qJUQUcMdTNFyel7n/qgAKe2dR5G/QgnwtneubIqe02Fv7vQ4r5y6qOdaA/arnv4xb+sDRAKJ398NVtEd6tjnLcbuq0JfVRHlgT4iCfi4snF+ecrTJY7U2A9R5wNvAY8ALwINAKzO+G68qrw4d2XcEM8Tr4+pRUQ+rMsQXc+3EL183v2Dt+TGXHQnLoEDf/OGUoD68LMWu4hwmlrqx9CQpd2X9oE8pc/PH48g4VCaT+mF/dFulwbGW7TehWNsZYUh/jk2MLGNJu755r5zdz54pUYblrZQtnjS3gn6cM3VmwRHpa5p5VbYFOZwpdhv+clJrGcNHkYk4aGeLKd7vu0fN5HDxyRgV3fdjCuFInF0ws4tjHazqcU5Bj/q/P4+D5s4dx5rN1HY7XR5J87Y3GrPPjSYvLYdgUjKcqmyoPY9vt3XPvRy1cka4Q/7KqhbElTt6aW4lPWdGkl2xp6Rj07C5DmMMYzk0HJtZajhjq4eYl/qyOxoJ29ZnDGO4/tYLfLg1Q5DL8cHpp1r50uWYYOYzh1XOHMznHHnZfz1H+NgQSDC1wUh9O8Nq2CIeUuzmsXX3+5vYI579UT8LCn9ONxgWfreJAn7ZekN6xOSNp0pTy3Xd6H1me5POTUtN1J5a5eHhdiPs+7ph8YkJpx46GPxxXzqiiAIFYkqumlXLUox3rv1An25zcPNuXFWABWW1SgJe2hDluhJeWWJJXt0UY4nV06ETcEIjz6ed27RP7vXebefLMYZzYR9ZX97a9+Ra6iF1rtr4DXAWUAH/I90Xl295s5lvudXDFEaVMr3Az94VdUyB+MD17rvqnxxXy6XGpimlBbfYUp1wNPIALJhbl/GPO5ZSnajpM+Rhe4GDh+VU7p1u0BVdtntscZvQ/t/HMWdpfRHpHdWuyw/0RhXu+z5vXafjKIcWcNsbLjIeraasjfnl09lz1oyu9HF2Z+iIPxJJZj3dW/jI7S7py7OM1rG7XS+9xwDvnVXKQz00ontwZXLXZHEww7l/b+d9Th3LWAepNl55Xk1H+qvai/BljOG9CIWeOLWDqwzt2vtaXJhdlnXugz8WfThjS6Wt11sCrLHQyrcKdNdKWy9wX6nA5oDGy67X+fVoFZ4wtwFrLV19ryNqv8shHq/nj8eVcNKlI05ukx9W0dgywqvYykcWJI72cONLLysYYH9SmysixVR5KMhK1DS90cvOxnU+hbelkdocxqQ6RmxbvfkuUW5YFeWR9a4c98X55tI9vHpYakLh6XlPW8ppzn6/j50eV8T9TSvaq7T0Q7fH/vLW2yVrbkL7daq39hbX2amvt9u67vN5z4kgvtx1fztzxBdx6XDmn7CbjYPtRpTbeTuq1Qpfhqql7trg4cz59bTjJ4+tTC4IfWJM7vWY4kdpf5Iq3G/nbqhbC3bhhq0h70YSlIbKrgecwMKxg70dzxpa4ePD0Cs4bX8hPZpZx6SFdL9QtyTFa3BljDH8+sfOGYXurM6ZARZNwb7pnsW06by5feLmBL/xfPX9cFqAxkh38iXSX6ozpdyP2IVNZgcvw0OkVXDCxkG8eVsL1+7AYvzXe+d/9H4/fs7VVgZjtEFwB3LMqNYXxw8Y4teHc7/Htt5s45elablzkZ1NQCWuk52R2MO5NB0d795w0lIsmFXHx5KI9rq/aa+0iM+eVe9j+BLI2HP/zylT5C8SSvLAlkuspXDffz/SHd3DdB82DOmHNHo9gGWM8wJeB6aRGrnay1l68PxdhjBkL3AdUkVr+cLe19lZjzM+AS4G2VXk/ttY+m37Oj4BLSK0N+7a19oX9uYYc18RFk4u5aPLuM7AA+DzZDbzOFhYDDN2HRmebRXUxLprcMfNSLvd+HOJeQmxtSfCTI8v2+f1E9lRmg2dYgWOfp6ueOrqgw9zxruTqqXZ18b77U/6e2djKL2b5drsG87nNYZ7bHOaD2ij/OEWbiUvP2J8RrPamVXj48yeG7vN1DOti7dTQHB2Se6qtUbe7+m9RXYxFdTGe3tjK6+dWam2I9IisEazdZJHuzAElLm6bs+eBlc9jaG6XPfSgss6b9979GFnaEEgQjtvd7l+3LZTk1uVB/rE6xPufrezy+2Cg2pv/+XtJTQ0MAGszfvZXHPietXYKMBv4pjFmSvqxW6y109M/bcHVFODzwGHAmcCdxphe/d+rKHByZLvFxLtLTbs/FcyLW8L8ZnH2HPnO/HZpQGnfpdv9YWmAwzJ2ot/Xxt2++MJBu6YxjStxclgXa7/2p/xtDCa4bVmAR9d33cBr89TGMG9sz93TJ5Ivj64LccA/txFsN2PB48jd+dcdftauE8/r7FgeM+1P+QP447LAHk1xgtRI168WdZ1xVGR/zauOcOQjO7JmHVV1kkEw3zKn616dY1lLvlw3v5nv7maddJuGSJK5z9cNyr0m92YN1pnABGvtnv2r7oX/z955h7dVnX/8czS998qezmaFhBDCDisJEFaZZbS0hVLopLSltBRoKZRRoL8uaGlZLVDC3nskECCBhEBC4kwybMd2vIfm+f0h2bGkK+nKkZf8fp6HB92rkSP5nnvOu75vMM2wMvi4WSm1jtjqhIuBR7XWLmCLUmojcAjwQbLHlggPHlvIHaubsVuMa7a649uHi21Hq4+bPzW3uHQy/fEqXl1U1FWzIgjJ5KsWL79ZGbmJ6an3rifcOieXkjQL9W4/P9ovO2b9hVFKr1l8Gn61IrEN26kv1/Kvo/M5bWy61IUIScft0/zog8h6iJJ0a59db1dMz0ID6xs8XDoli7wYcywjgZReI36d4Py787MW7BbFTw/IjhnZFoSe8ouPGtnUFOnIjtcHNVksGJXGn+blsbTKxaLR6VH7vyaDv5to69CdL+q9nPN6HfcfXRBRS5bKJGJgfQX0+u5cKTUWOIiAauE84Eql1EUE1Ap/orWuJ2B8Le/2th0MALn4EZlW7jzMXG55dyWyvuKEF2pZODqNvxyeH3PxE4REeSFKulxxH0awchwWbjBZK7KvHvSe8I236/ltThPPnVTM8Myhly4h9B7bWrwh6UGd9KWDw2FVpms7+sPJcOuqZm5d1czHZ5RQnivtTITkEt7/ESDbrsiw9c0cTLSsJd+pIuobe5NXd7gY+XAlz51U1NXuIdVJZJf/IPCMUupuIKSRk9b6zWQMRimVBSwBfqi1blJK/RW4iUBd1k3AHcA3E/3cioqKZAwvqZRoGOZMo9KVnMk33Olnl4nPevGrDvZ7bBe3TXVxcJ4U3wvJoaHOBkR6zNJdjVRU7JVEH0hz8bB8J+/XJ8fQSbNonBZo9MbeOG5q8jHt8SquL3dxcqmk7QrJYWOrAiJVK3N0e9Q5199z8fzhdv6zK3mGztQsH+ta4s/n2U/u5tJRHi4fM3SL74XkEtCTiEyJLbL5TM+zvp6P3xtl5bcbk2foTMn082Vr/D3oKS/XclyRl5snu0mFZI7y8vKozyViYF0Z/P/NYec1MD7BMUWglLITMK4e0Vo/CaC1ru72/H3A88HDncCobm8fGTxnSKwfoD95b7SPif+N7AcSjkUZ9xTpzv4lGdwwLp1vG/QSCafZp/hPXS7nzi4yO1RBiMkoWmFTZPbwfiOLKQ/2uKqoqBhQc3HJOM2wh3Yl5bNKMmw8eUJhRC+SaPx9Rzo/nFcm6YJCUmisccOnNRHnJ5fmUl4emVUxEObinyZo1jxXw5okqYwtWTiCaY/HX08BHthh5xeHjxqShfdC8mn2+GFZpKD2uPx0ystHGbwjlP6Yj1eXQ5WtwbAnVk/4yzGlHPt85D3IiNdrbVwzpyzlS1YSkWkfF+W/ZBhXCvgnsE5rfWe388O6vex04PPg42eBc5VSTqXUOKAc+Ghfx9HXFKVZWXlGKYtGp3HCSCfvLS7hgvJIL8i/jy6IK5qR51AsHG1OcQ1gzZ7Ivl2C0FPaovTcGJk1cDcw6TbFxvPKOG9iBkcOc/LUCYWG8tHXzczp6vsRDbdPMzHXzkiTqX9V7X4aDFK6BKEntBr0gQNMX4/9gdWieHVRMd+bnsVhpQ7+7/A83j6lOOJ180c4Tcm6D8+0Mj/OOtmJV8PGRpFvF5JDtJ5TIwbw/AP4w6G53Dgrh8NKHVx7UDarzio1fN3LC+M748syrHx3mrn0RIAvG1J//iVUCKSUsgGHEah32gF8oLVOxq80j0Aj4zVKqVXBc9cC5ymlDiQQJdsKXAagtf5CKfU4sJaAAuH3tNaDMt9mQq6NR+bvlXC+ev9sHqkI7W81MddGjiO2LayUSkh6s96lafdq0vex2FgQAFqj9Fob6AtMUZo1RH3J59cRTcALnZa4Rfmd3z9a7zsjvmrxku+UZuDCvtMSzcGR2fe1vomQblOGTcTDMXsfcSQgYLG9xcehxvtJQUiIwWpgWZTi+/tl8/39YtdOmvke+U5LQnvQ8P5aqUgifbCmAM8RSPTeTiBFr0MpdYrWet2+DEJrvRQw+su8GOM9vwN+ty//7kBklIHHf1y2jQZ37Hqpdq8m0dYGO1u9TJRiXyEJDFYDKxyrRVGUZqG2Wz+vmcV2VtbETmNqC37/RHrt7GjxcYC0xxKSQFuKzD+Ao4Y5eadbW4Mzx6Uz3KTUdSICZTukdYmQJFqiNNUejGJGV0zP5C9ftIYcl5mYf+k2lZBC544h0AA8EYWFvwD3AqO01nO11iOBvwXPC0nCZlFcMX1vmPWbkzNJtynOj9FTBMDt1yilMAp03XVYnmGKxfYh4EEQ+gajFKWJOTZy40ReByK/mrm3n8+8Mgf7F9iZXRI70uQL7m+NDKzvz8iK6FECsF02eEKSMHJwZNoUk/MGdgTLiJ8ckE1nwHhUlpXTxqUzKsuKmWQLh4GX8fSx6dx7ZH5EdFnWPyFZRItgzSoefBkK35maRbY9MI+y7YrvTM3CblGMzY5vZBkt94cUO7j/qHzmhK2hQ2H9S2T3cyBwpw7tFnZX8LyQRH43O5enTyxkyQmF3DE3kD5x0qg0xgcv8EybYl5Z6MX6nakBo8xog7dgVBoXTcrka+NDVaZW13mGZPM3IfkYbfDumGuuZcFA4+LJmbx+cjEPH1vAUycUoZRiRr6No4LSslZFRK3HrXMC89TIg37cyDTOm5jBLw8KTcNYVevGF0+9RhBM0GLg4Lhjbl7c1PKByJHDnCw7rYR/H13A0sUlZNgsZNktfHPKXsfjiaNC640vDT5nZITNK3Nw9oQM7j2yIOT8p3Vu3D6Zf8K+YxRBvvagbKblD74MobHZNpafXsq/jy5g+emljM0OOGm61yEfN8IZknJ2eHA/arT/PKDIzhnjM7g7zMn/WZ2H9iiR91QhEffWLuAooLsk+xHB80ISUUpx9PDQBSTTbuHdxSV8UuthUq6NDp/mzFdr2dTk46RRaRxRFtjwGbVc6Nz0hacf/mZlE6vrPPz9yIB33cj7JwhmCPfg3XdkPkcNH7wKQeGeR6UUS04o5MPdboZlWClJt3DGK3V8VOPmoCJ7l/PCaIHZO/9Cb7ePbmpna7OP/8wvINthwab6pz+QMPgJd3BcfUA258bJehjITM6zMzkvdHN665xczp6QgdMacHhc+k49T25pZ3SWlctiOBg7z40OW/8+rfUw9+lqHjuukHHBTaRVmhALPSB8/p06Jo1rDsyJ8uqBz4hMKyPGhTrkvz01i3llTprdfg4pcfD7Vc3ctqqZXIfq+q4x959h6ZLNHs3Uxyp5ZH4hc0sd+HRiKfaDgUQMrGuBZ5VSzwPbgLHAQuDrvTAuwYAsu4UjuzVo++C0Ulo8fvKdlq6NWaDIN3Syd+bFGhU8P7W1nae2tqOAxWPT+edR+bLICAkTvsDEE4UYjNgsinlle+ffy4uKaHD5yXVYuuaMUQSrc9Ewqq9cvtvN+P9WYVEwp8TBf+YXki9NwIUECVfxzEzB+aeUCnF83H90Abcf6iPLbulyDho5CW1RHIwQ6Es368nd2BRMyLHx0LEFTMobfFEHoX8JjyCn4voHhETkrj0ohyumZeG0qi6xNCORGXtwb5ppt1DgtLDHtfe3anBrFr0U6JNZlm7h3qMKQva4g51EZNqfBWYSkErPBtYAB2utn+mlsQlxcFgVBWnWEK+30QbPEWOD14kGnt7azkvbO5I9TGEIEF6DlWVPzQWmOxYVmH/dHRKxIlixJLP9Gj6odvOv9cnpSSIMLcIdHKloYBlRkGYNMaqMvnbn+lfotJAeJUvDq2F9o5c7PmvulXEKqU14BkdWImorg5g8pyVEiTpWBBlir4FV7X6uX9GY3AH2MwldBVrrDVrr32qtrwDuIBDJEgYQPd3gdfL1N/dE7akiCNGI2OANkQUmHKOSl845OTzTSrzg8I0rm6huS/3iXyG5hHvQM4eAg8MIowhW5/xTSsXty/fYpnbWNySn8bEwdBiqDo5wjJb97mmDsZz8EEjbfWeXK+ZrBhOmd0FKqduVUocEHy8C9gD1SqlTemtwQuIYOeg6Pexmm77+fZ140YXECC/yHaoLjJFMbeeiY7coU3LTv04xL57Q+4TPv6HiQQ8n7gbPhJPxsnfrkzgiYSgQ6WAcmutfvAhWPAMLYPErtSkjfpHIXfgCAumBAL8mUHt1KnBzsgcl9A7Zdgs5Jib+HaslTUJIjPAFZqg2sI63wAzLiH/LfWxTe1LHJKQ+4QZWtFS4VMfYwdFt/pkwsFbVeWiK03dSELrTFtYHa+iuf7HPme1nt7rOnaQR9S+JGFgZWus2pVQhMF5rvURr/TowppfGJvQCZjwr0ZrGCkI0PGFyx4l0dE8ljFIEu6+1ZlMnJU1XSIRweyC859NQwbDIvtuUMxtZ39yU+k1QheThCcvqdg5RobB4Dkazkb2vUqRHXSIG1gal1AXAlcBrAEqpIkDcrQOIeCrPZtVtOsTIEhIg3B4Yog68uB50s/NvS3NqLDBC3+AJ66c2VJVgjVMEu23wxMASeoHw+We0DgwF4kWwMox03A3YlCLzLxED6wrge8AxwK+C504EXk32oITew+wFvq0lNS5woW/whDWsTrV+FmYxFrnY+1g2eEJv4A3b4A3REpCYIk9g3sGxWRwcQgKEiQga9oMaCsQSmYEEHIwpsv6Z7oOltf4YOCzs3CPAI8kelNB7mN3g7Wj1RTR6FIRoeMMjWEN0gTHa4Nl6sMDsaJUNnmCe8AjyUHVwxOpDB5BhMkV3hzgYhQQIj2AN1flnM0ihsvXAwbg9Rda/RBoNo5RyAJOBIqDrl9Jav5nkcQm9hNniS5dPUgQF88gCE8C4k/3e38Ls/HPL/BMSIDJFqZ8G0s8YOji6ncowWRvqkhJIIQHCHYxDVMQzroNjqK1/pg0spdThwP8AJ5ADNBFoOLwdGN8roxOSjtnaGKmxFxJBFpgAySqyD98wC0IswvcjQ9XBET+CZe53CU+5FIRYRKToDtH5Z5wiuPex+fUvWSPqXxLZBv0R+IPWugBoDv7/JuAvvTIyoUcoYl/AZue9LDCCWXx+TferxaLAEk9tJUWxGtxRu685Zmsgw3P6BSEWkRHkfhpIP2O0sXV0U1Q0m6KbKhs8oW8QkacARt+7JynyqbL/TOQ2PAm4O+zcLcCPkjccobdRBhvfcyeks3hsWsg5WWAEs8jishejr959zhktMLOL7Xx3WmbIuVRZYIS+IWIODlUPejyZ6Cg3p+sPzgk5lgiykAjh9+shO//iRLCiGVh/nJsXcpwqDsZEDKxGAqmBAJVKqWlAPpCV9FEJPSZe4MBo3v/tyAIywzzrssAIZhEFwb3EiyAb9QF5fkExZWENGMXBISRCxAZviE5BowBxSA2WwQ/zzqnFTMkLrZYQB4eQCOEGwdCNIBud694HK/IF9x2Zz1HDnSHnUmX/mchl8CSwMPj4fuAtYCXwRLIHJfQe0f7g4dd9eE2NIERDFAT3EposGYlRA2aHJdLjmSpFvkLfICqCAeI1OjUysNKtKuJ94Y2bBSEW0gcrgLHITOz5l2ZTEXuG8MbNg5VEZNp/2O3x7Uqp5QRELl7pjYEJvUO0eR+eWpEqHgSh9xEFQfMY2Z5KqYj+WdLnW0gEqcEKEL8PXeQL0myRBpasf0IiiMhTgHh96Izmp00Z7D91asy/hGTaAZRSo4ARWuulvTAeYR+Jt7WNJj4Q4UFIjetb6AMivef9M46BQE9FZmSDJ+wLkVHkoenkMPre3c8ZyUQHIlih5ySDQ0gEcTIGiJciaKQB4NeR70uV9c/0VkgpNVoptQz4Eng9eO4spdQ/emtwJsZ0klJqvVJqo1Lq5/01jsGE2Q2e5KALZpECX/NE+2kiHByywRMSwCt1kEC0CFbsFCWnQYpgqmzwhL4hwsExNKdf3DYlRviJ3DOkioMjEV/z34EXCKQFeoLnXgOOT/agzKCUsgJ/BhYA04DzgsIbQgwKnMZ/8kgPQh8MRkgJItIjhujiAsQNIUeTaRcHh7AvSBQ5QLwUJSORmXRbZARL1j8hEaQPVgBDkZk4v4XDYjT/UmP9S+Q2fAhwi9baD4FKbq11I5DbGwMzOZ6NWuvNWms38CiwuJ/GMmi4akao6ON1MwPCkBFF9ilygQu9T3i+tESwonP0cCe5jr2/z9nj04FIo1Q2eIJZtNYRjYYNtFSGBEa3nu6/hd2iOKDQ3nV8QKEdu0UZeNBl/RPME15SMVSFngz70IX9Fp1rHkCuQ3HUMKdBBLlXhtfnJFKDVQ1MBDZ0nghGjL5K9qBMMgLY3u14BzCnn8YyaBiT7QsfzQAAIABJREFUbeNvR+Rz/5etTMu3cVmw/4540IWeEtmDp3/GMRhwWhUPHlPILauaKEm3cMPsgH8qfIOXKh48ofcx6kNnVOswFDD62uG/xV+PyOdXHzeiNfz2kMD8i/Cgy/QTEkBqsALEq8ECuGF2Lm4/VLf7+PmB2aTZFDrMSevTAcfRYL+PJWJg3Q48r5T6PWBTSp0HXEug2fCApqKior+H0Gd43GmEBybDv//BwMGTA4+rttZSBTTusQGOrtfsrqunomJ3r45VSA02N1uAvY2q/W531DmX6nOxfo8dsIecC//Ow4F7ygOPW3buoQKoqbMCe3uBNDa3UlGxp1fHKqQG7T6AjK5jq9Km5lkqzsXtLQpIDzkX/j3twC3jgge19VTUws720Pe1uaLfwwQhnPawfdeObVvxpSVmpafO9ZYRcrR161a86aG/xS9HBh+0NtD5ta0qHZ/ea1Ct27BxUKQ6l5eXR30uEZn2+5VSdcBlBCJHFwHXaa2f2ecR9oydwKhuxyOD5yKI9QOkGo411dDuDTln5vuXuVtga2PXcVZuHuXleTHeIQgB6ne7YHVt13FWhpPy8lERr6uoqEj5uVjQ3ATbm0POmfnO29I7YF1d17EjPYPy8tFJH5+QejS4/PBBZdex02qJe82l6lxsr3PDqpqQc2a+p7PFCyuru46V1W54DxMEQ1ZWEpBrCFA+YRzDwprHxyKl5uPS0G342LFjGZcT39RwfLCL9m65zmPGTzBsTDyYiDt6pdTBSqkZAEFj6hJgNYEUvYVKqawYb+9NPgbKlVLjlFIO4Fzg2X4ay4AhL4qIRTzCa0BSRcVF6H2kyelejFTKzJCqRb5C7xOuIDiUayB7+t1FRVDYF0RkJjpms/xSUWjGzGVwF1DW7fheArVYfwemA3/ohXHFRWvtBa4k0Oh4HfC41vqL/hjLQOKm2Tkhx/fMMxeFkgVG6CkRMu1Dd3/HRZMyQorqvzfdnP8poshepp9gEtnc7WVKno1hGXt/gONHOGO8ei+puLkT+o7INXDoLoJHDts750ZnWRmTZS6SF7kGDv5F0EyK4FTgPQClVB6wCJiutd6glHoWeB+4oveGGB2t9YvAi/3xbw9UZhc7uGlWDk9ubeeQYgdnj8+I/yakD4/Qc8KNgaEcwSpMs/KPo/L50+ctjM+x8eP9zRlYEsESeopIRO/FohT3H13AjSubyLIpbj3UnIMxfEMsIk9CIkSugf0zjoHAHXNz+fmHjbR5NTfMyjEtVJGKTg4zBpYNcAcfHwpUaq03AGittweNLmGAoJTiqv2yuWq/7ITeJyqCQk8JNwaGuorg6eMyOH2cOcdGJ6kqUyv0PuHp3ENVor2TuaVOXlpYnNB7UnFzJ/QdkWvg0J2E5bl2lpxQlPD7UjGLysxW6Avga8HH5wKvdz6hlBoBNBq9SRhcyAIjmOWFbe38YFk9z2xtB4xk2ofu4tJTRKZdMMuKGjc/XFbPfeta8GstEtFJIBU3d0LvsKXJy9UfNPCHVU10eDVaa0nTTQLhjtlU0AEwE8H6GfCcUupvgA84vNtz5wDLemNgQt8iGzzBDB/vdnPBmwH58Ac2tPHcSUUGKUr9MbLBTfhvlgqLi5B8ajt8LHixpmtDZ1FwaElonZHMv8SJmH8p0odHSC4+v+bkl2rZ2eYDoLbDz83BXmqdWFQgVVVIjFR0csQ1sLTWS5VSo4FJwAatdXcN4heAR3trcELfMVgbLbp8mrd3uRibbWVynj3+G4R94oaVoQHrU16uZf6I8A2eLC6JYg9bkN2DZHHxa827lS6y7RYOLnbEf4OwT/xjXWuIt/wnHzRy8aTQdFSJICeOUgqrCjQ47cTjB4d5pe1+46PdLjp8cESZQwzCXmb5bneXcQVw77pWysLk2MXB0TPClazdKeBkNNUHK2hUrTQ4vz7pIxL6hcFYg+Xza054oYbVdR4AStMtZNstjM228odD8xgfp/eC1pont7Szrt7LWRPSmWJgoD21pY33q92cPjadw8rMKVKlMp/t8USce2OnK+R4KKsI9pTBmh5x2bv1/G9zIFXUaYWxWTbynBZunJXDnNL48+XtXR28s8vFCaPSmGvw+nd2uXh+WztHDndyyph0g08YWmxv9UWce2BDW8ixbPB6ht0Cvm4/r8evcQzwgrbbVjXxu0/3+rz3K7CjgJ8ckM3isfHny2d1bp7Z2s5BRQ5ONphfn9W5+c/GNqbl27lgYgbWIW68NxvUTty4sinkONxZJpgjQkVwEOxB42G60bCQ2gzGGqy3K11dxhVAdbuf6nY/G5u8zFxSzdX7B4Q+5pQ6OH5kWsh7XT7Nbauauf2zwOJ0+2fNrD27jDQrvFvpZkaBjYpGL994ux6ABze0svy0UpSC/2xso8ntZ4/LT5bNwkWTMjiwaGh4750WBcS+8UkEK3EGY3rErlZfl3EF4PLB+sZAk/MTX6zl21MzybVbmJhr45wJ6SHeda9f89imNr63tAGAP65p4aWFRexfYOedShdl6VYy7YozX63Fq+G+L1t55sRCphfYeaSijV2tPhrcfhwWxRnj0jlmROj8TlWcJuaWzL+eYbcoOrqFsAb6Gqi1DjGuANYEHWAXv7WHM8alMz7bRlG6hW9OzgwxFv1as7TKzdmv1dIRNCrvnJvHRZMyWFrlQhEw1s54tY7ajsAP4fJpLijP4NGN7ayt99Dq1dgUHDHMydkTEhP1GayYmX9DXeSpp6Sikq4YWAKQ3BqsV7d3cPXyBuwWuGdePvOSHPmpbvPx6o4OHgrz3IbTaTwB3Donl8umBSSzf/dJE7etbo54/bTHq8h1KBrdkd/d5YOFL9VQ2Ra56j63rZ2PzyjtcZPnwYTThEdXFpjESaaDY3Wdm+++V0+Dy88Ns3L5WpI3Py0eP89ubWd9gzfm6+5b19r1eEWNm9vnBgRnH93YxuXv1Ue8fsGLteQ7FfUu43vP4lfqDM8/uqmNZYtLmDQEUoSdJlLWBnjQZcASEUXuYR+ena0+vv3OHjY0evnutCx+ckBiir7x8Po1z25tp84V+ybx5Ja9zo+Xt3fwxPGF2CyK96tcnPdGXcQ69+MPGrhlVRO7240/96fLG7nl0+aIf/ehijZyHRZOHJX6Tg4zvgtJ0e0ZyVLSbfH4+d7SepZWulk0Jo075uYl1emktebVHS6a3H4Wj02PGeUWA0sAwBGRotSzxcWvNT96v6ErT/mnyxt4/7TSfRqb1pqVtR6y7YrSdCtzn97NnjiLSzi//KiRAwrtbGryGhpXnRgZV50YGVcANR1+XvyqnfPLMxMa02DEzAZPFpjESWaK7q8/bmJtfcD4+fEHDSwak0bGPlq9X+zx4PFr9i+0c+ILNXxRH9u4CucfX7Yys8jO5Dy7oXHVSTTjKhYeP9y/vpVb5qR+xxAzDg6JYPUMR1h0vqcbvLvWNPN+daCzzU2fNHHa2HQm5O7bVmtLk5fqdh+zix18+516ntraHv9N3Xh7l4vfftLEZdOyWPhSbdTXRTOuOolm1N21pnlIGFiuyAzdCCRFt2dECj31bA18dGMbz2ztAODBDW2cNCqNhaP3Lb28qs3HpiYvM4sc3LWmmVtXBfaQ3363noZvjIj6PjGwBCB53oOadn9IEejaei8+v96n3O2rljXwcEUbCphT4kjYuIKAKtRJL0ZfWPaVK5Y2cOQwJyOzUntKmUtR6oOBpBjJjGC9U7m3Jq7Zo1lV69mn+sE/rWnmVysCdQaHlToSNq46uSKYDtgb/G1tKxdNymRafmpHsczUBMn86xnJStPtHrkFeKiild/Myo3y6vg8v62db7y9B48fDi1x8OFud/w3GXDXmhbuWtPS43HE4oNqN8uqXEnPVhlodE8hjYY4GHtGsvagVy8PFeK6aWXTPhlYn9W5OfmlWpo8mkm5Nuo6zA8stXeDgmmSlSJoZPw0ezR5zp7ddKrafDxcEUgF1ARUfAYqM/5XzW9n5+D2Q1m6hSOGOcl3WsgahDue1XVulmxu54BCO2eM21s/4zShYCFFvomTrM2dkddvXzPZO40roMszPxA57OndXH1ANulWRbZdceKoNHIdlkGZuru12cvDFW0My7BwYfne+hkzl4XMvp7RW0Iz+6oIeu1HjV2bzYG8/i16qZavl2cwIceGTcGC0WnkOS0UpQ0CKcYw9nT4eGBDGxYFF0/K7LqHuEwYWJUGQjRCfHqrBqt5HyWxb13VTFPwMzY0JuZcFANLAIz78PQk8lRrYN03uP0JbXI8fs0D61up6fAzMY4SYDg3H5LL1mYvz29rpzzXjkXBW7tc8d+YJK77OFRRqDjNwv+OL0xYBGN7i5d3Kl08vqmdepefnx+YzaIwlaf1DR7WN3iZXeJgWEZyFjGtNavrPBz7fE3XZq6yzceVMwJ1BFLk2zsY9eHpyfwzcnC0JLjAdFfXPGl0Ymk/35maSUm6lYcrWslzWBifYwupBeltbu+W/nvNh41k2BT3HplvqJAWi9oOH8uq3Px3Yxvbmr1cMjmzq4azk52tPlbUuNmvwB5XsTQRKtt8HPtcTdff8uPdbv52ZAEAbhMbPPFv9IxwJ4eZzbSpz+3BH+SdXS7eqezguBFpfNVifsM+f4STM8al8+fPW3D7YV6ZI0JlsjfpdIZCwDGjgN8eksv3pmdFf5MBzR4/K3YHFAxX13k4cVQa1x+cE+IIbnD5eafSxfgcGzPybUmTqG/2+Dn1lTo+DwqG/G9zO++dWoxSCpeJTX/+IHToDATCnfzJkmnvyX7kiz0entjcxkFFDl74qqPn/3aP3ymkFOGLwPpGLyUP7uKMcen89Yh802Hv2o7IxaDB5YcE6nxvXNnEnz5PLJXBYYFvTM7k8mmZWJTiD4cG6jFW1rh5a1eN4XtOG5vOpVMySbMqTn65JmZ+9QPHFJBlV0zKteH2wZcNnq6Gu7Go6fBz95oW/nVMQdzXev2au9e0cNMnTRHPXfZuPV+e6+yKhv3xs2ZuCMrDplnhlUXFHFCYmBH38vZ2/vx5C2lWxbwyJ2UZVm5b3cSmptAf4rqPm/i01sOfD883lX40GD2W/Y1RH57CB3ZxeJmDh44tNL1o1xjUUDQkuFI9XNHGVcsC6XzdhWLiccqYNH4zK4cMm4Wrg4X9ezp8PLu1Ha/BvmR2sZ2fHZjDxFwbxz9fQ02M1IsbZ+UwKc/GjHw7jW5Nm1dz/AvG87o7bV7NzZ80mTawHq5o5TcrmiIcRT/7sJGjhzu7eu09s7WdS9/e0/W9Hjq2IGEZ+U9q3Ny6qokOH8wssjO9wM6/17eytCo0SvHopnY2N9Xw8PwCUylKIzJl/vWE8D48c5/ezdQ8G4/MLzRtQBt53RPd93+028XiVwLp7Hd+Zn4dnFPi4C+H51OaYeWCYD2wX2ve2Olih0FUZViGhT8elsfBRQ4Wv1zL2hiiNReUZ7BgVBr7FdhpcAfUcw9+sjrumDRw8ydNXDo5kzQT2Q+v7+jgNyubuoybTjY0tnBIiaNrjq2uc7PwxVpagxPw+oNz+NH+iYmJbG32cuPKJqrafEzLt3NoqYNXt3fw+OZQh9DnezwMf6iSN08pNmV0l+9jvd1QJdzBcfFbexiWYeH+owsMW3j09HPjUd3m49jnd5uqt4uHXAkCYGzl+3TAe1Oea+PqA7JNdSc3imD948tWfjnTajrK8lQCHu/XFhUzq9ge1Xs1s8jOtDxbyOJhU3DhpAz+cOhedZnXTy7hb2tbGJlp5Z41LbSH3UjDe4pMyLXx4DEFXPRWfCPrqa3t/CvOaxpcfg5eUh21iLjFq/m01sPbuzp48asO1nX7Ph2+gIjH8wuKu85taPBw9fJGmj1+fjUzB4uCqjY/C0YH0qZe/Kqd89/YO/bXdsaO8i3Z0s7+hXbDjfKhJQ62tXipbPMzPMPCqSb6rwiRhPfhAVha5eaH79fzj6MKTC0URvPv/i9bObjIzsRcc/VJTydQQP+neXlcOCkTrbXhHCxIs3LymPSIzzxlTBr3zMvvMhzfPKWYe9a04LAqNjZ6eGVH6PX47alZpAc3aCOD595bXMIRz+yOO8a1DV5cPh1TIMLt01zy9h5ejOGtfOmrDpZWufjX+raIDeBPPmjg5NFpXb/Bng4fP3i/gY2NXr43I4speXa+bPAwf0QawzKsrK33sOClvU6d7nVzRnxU4+Y3K5qiOjim5dtYW+8l2666NtdCYhg5Edc1eDn/jTreOLmYTBPeJaP6jIcr2lg8Np2DTGYxJLL+XTUji5tm50adfxaluKA8o6sov5Mjhzm5Y24u5cF7wosLi7l7TTPNHo3br3kwLOr1namZXQ68McFzm88r46Al1TGFoQBavZpNTV6mF0S//2itufMzY+diJ49UtGFT8IfVzXxaGzr/bljZxDcm703l8/g1P/2ggWXVbs4cl85p49L5eLebuaUOJuba2dPh48QXaqgOOqTer3bzjy9bI/7NTtp9mquW1XP6OGNF1uNGOHl9pwubgm9PlfnXE4ymV2Wbn8Uv17L+3GE9jgxWNHp5e1cHRw5zmtrDvrS9w7RxdeLI2IafGFgCENvKv/nTZp7e0s7jxxfGFHFYUePmp2EFhhBYYB6uaOObkzO5ZU5uzEJtl08betuiMSzDEjM1QCnF348q4Mfv19Pq1dw0O5f5Bj1z9iuw8+fD8wH4s8no2alj07nrsDx++H784v1VtW7ynBbuXdfCB9VuNjd5mVPi4Pv7ZXN4mZPfrGiMK7t7+bv1IQIi3Vla5eaxTW2cE5TkvmpZQ1cx9Bmv7pW3nlFg5/VFxfx2ZfSFLBrXr2gy9M6dX57BqWPSWVvvYVq+fVDWvAwEwvvwdPLM1g4+rK7iv8cVxtykbW32dnm+u/PhbjezntzNnBIHjx9fSG64ZGgY4Y2jYzE8GC2JNQdvmZNLs8fP1mYvV83I5pLJkRuQUVk2bgvKuH/XQGUw3cD7vV+Bnf/OL+C8N+I7Od7c2cGkXDvPbmvnle0dfFrn5rBSJxeWZ3DG+Az+8WVrTOMKAkppDVE2k7vb/Vz7USO/DyoZXr+iiee2BT7vym7iHiXpFt49tYTbVjUn7CH9z8Y2ZhdHblIXj03j3iMLWFnjZmy2retvIiRGNPvpywYvkx+t4m9xUk0bXH5OeTly/tV2+DnmuRrSrYoVZ5bGjTB+XGO+zqrTaRlr/v1ov2y2NHn5cLebr43P4NqZkc7SPKeF64NCHI9vaoswsEYajLkgzcqSE4o47vn4keRlVS78wNp6Dw9uaGVFjZvZxQ4WjE7nimmZvLXLFdO4goDU/Ks7OqLWIZ73Rh0vLQw4Gf+2toV/B7/DLauauSVoYKZZ4eWFxby0vaPLuDLLihoPish0y0yb4vHjC1lR46bQad1nxcihSrQsKbcfyv9byQ2zY6eaevyaa5Yb78VOC7b4WLa4JKahD4Fr1CzxggZyJQgAFKZZcFqjy5CubfDy/WUNPHliUcRzHV7No5va4hoa969v5f71rZw0Ko2bD8k1TLv41jvxN0vdKTURFduvwM5rJ5eY/sxEMu87N4vxvvvRz0UuQq/ucLGixsOjxxV0LQaxiGZcdXL3mmbOmZDB1mZvVKWpz/d4uG11U8x0kFhUGBR5Lh6bTq7Dsk9KdQIMz7B2NeoNp6rdzyVv7WHFmaURzhCfX/Pqjo64hsaHu92MeaSSw0od/GZWDoeURP69HtwQ3YsbbczxKMsIbMTM4k+g/9CC0ek8v6CIU16qjTlvjX6bt3a5eLfSRXG6lWs/inQMhRPNuOrk3+vbuGFWLppAbyAjdrf7uWN1M2/s6lle/8c1kYv/Lw7KwWlVMv/2keGZVlbWGm+uWryay96tZ+WZDsrCrnmtNR/udnPBG3tiOsnafZrpj1exf4Gdnx6YbZhSuqwqsCaYxUw6aJpNce9R8VPUO8kwcGYURHGazSp2sOqsUg5/ejctRukNQa75MHJ+La1ys7TKTVm6hUvfid66oTuxSqA+qHazqdEbyC6Jsp52+AIlCPU9LPAxmn9/PzIfi1KG91PBPCNirCVeDdd91MicEgeziiOdjJ/v8XDl0npW1cWeO/Oe2c2oLCtXTs/iO1MzIxwT25q93LvO/BoYz5klrmYBCPRXuTGOlOybu1wsrw71bm9r9nLgE1WmojidvLy9g0Uv1dARdkPe0uTt8vqapTd6vlw+LdTDfmF57EatF0/K4I9z81iYoCAABEQJTnghOfLxm5u8tHn9fO0144asndyRQF5/PH53SG7ciIhgjhtn58bsM7atxRfRXHtPh48TXqgxFcXp5P1qN6e+XMv2llBjzu3TfH9ZYlLqE3vBW7tgVOjG84DC2B7Hw8ucPHRsAV8bn3hqqk9jGHXoCe0+zc5WHz+Kcy+878tWmuIYa2Y5boSTKUOgwXJf8LMDc6IaEhBIdbszrCax0e3nO+/Wc9KLtXEzEDr5bI+HC9/cw9Kq0LVUa81Zr8a+d4ezXxxvfE+YGnY9WVTsCNnYbBv/O6Ew7joZDbPGlRk2N3t5cEOroSOwkzd3uSJSDHuKAhb1YN0XIvnOtMyYomYa+O0nTehuDrg2r5/ffdLE4c/sjmtcdbK9xcfPPmzk3+sjjfArliZ2Lcabf7IzErq4bFoW75xazNzS6GlIX3utjlW1brTWfPe9eg54opqqBEPtEMitvemTJrx+TUWjh1tXNXHQkvhFs90pS++dy/dbU7O6Ftocu+KH+8UunlVK8Y0pmfxnfiGXJTH/ekGCjRs7fDDv6d0xF5dEKYnzG58yRhaXZHHiqDQ+PL2Ubxqk0HVy9fIGntsWqNG4fXUz4/9bFdXrHosOXyAVr9Xjp6rNxz/WtVDy4K6EP6c3HByLxqQxKWi42VSggD0eJ49J576jCrhzbvKaDffEYFv4Ug3/2dh3qm2XT0tMnU2IzowCOx+eXsItc6I7Gu9d18qf1gSMrCWb2xjzSCX/29wzlczzX69jT4ePJref/1S0kv/vXRG1v/EYl538dNAJubaQpsF/iPF7dDK31MmfDs/n+QXmI9XxuKAHBtv3l9Un7CSKR2EMo/u3h+QmTb1wqFOSbuXtU4u5Z170e/jbu1xdf9+Pd7uZ/ngVt602L8TUnR990MD2Fi9un+bpLe0c9EQVy6oSa4MwuyR2XaXSCaRjDCYaGxtT84v1AStr3MyPkVd94kgn356axVlxIiVmsShz/V3CuffIfM6e0DOvWTx2t/v4eLebA4scCalyvbGzgzMT9EJG44njC5P2G/eUR48r4NXtLu5fbxw233BuGSXp5n6fiooKysvLkzm8lKTZ42fUw5VRnx+bbeXpE4s46Inqfe5xBQEvbE8+5yf7Z/Grg3veQDUWrZ6ABPOEHFuXcp8ZtjZ7mbmkukf3k3CeO6koadGteNgtxo01b5yVw8hMK9+M4uV/7qQijhiWeGqSzMXYjH54V1fvm3AcFlh7Thmzn6ym3rVvF1pP5x7AyaPTeHh+4T79+9Hw+jVv7XJR6LQw0yAlKxrt3kAapFG7iER59LgCLnhjD0lSy49Jpk11KRJ254LyDK49KIfpj1cZvu+OublcOmXfnRwyH0M57ZVa3o7RXue9xSVcZSIlMB77Mv8m5dr46IzSkHO5ubkh1rZEsIQIitJiXxYfVLt5IEatxulj08k0IcnaSbTN0MQcGy8vLGLzeWV8PcybNavYzmm9qFZXkm5l0Zj0hCWPjx3u5E8xPDCJcFBR36T+fPa1UuovGc5LC4u4eFIGTmvAa/etKZmcMDKNCydFN2JjKbMJPSMrztzZ2uzj9tXNUReGuaWOhDzbsRaYx48rZNN5Zfz8wEAD305GZVn5ztTei55k2i0sHJ2ekHEFgXSlx44rNCzKT5SZRfa4Edxk8MTxhey+aDgfnFbCVTOyyLErCpwWFo1O45LJmZwQI5IdK6VU6DnRjCsIFN3fsKIpqnE1KsvKEWXmjJJ4m7t/HpXPF2eX8dcj8kNqVPKdqqsVQm9gsyiOH5mWkHEFATGaJ08ojKuuZoZch4WjeuA8SJTfHZLLjq8P4/OvlXLNgdmMybKSbVfMLXXwswOzGZFpjXo/cfRCBF+AFiNvUzfuXdsS1bjKsCnOGGdubxhv/t11WB6fnFnKMycWhaQvplnhupnxMyskgiVE0Ob1M/yh6B70eOz4+jCa3Jrnt7VzSInDUOAhHudPzOAvR+RHnG/x+NnZ6qM812ZKcrO/eHNnR4h6X6J0eief3NwW1XsNAUPITO6/TWEosZ5mhcoLh8dMc2h0+xnziPH1UHXhcFP9TUC8dImQ96+dPX7vF2eXkWlTPLmlnQk5NkNlwXgUOC2sP7fMsPnq1mYvY7Jspv/u/cGOFi8z/pdYynF3Or2Ty6pcLHop+u/X0+h7d8xEgac+VkllW+Q8f+fUxPvfgczFeOzL/Hv7lGKm5tt5YnMbuQ4LD1e08fL2xEVNNp1XRmFYT0G/1mxu8lKcbh3Qta9aa/L/nXjKcScOC2w+fxi7Wn0c8lT8Vgz7wosLiuIKxCx+udawlcJ9R+bztSRk0ch8DOWkF2pYHkWoKx7/mV/ASaPSeG5bBx6/Zn2Dt0dphO+fVsK0/EgH39ZmL5k2RbHBPXvARbCUUrcppb5USn2mlHpKKZUXPD9WKdWulFoV/O9v3d5zsFJqjVJqo1LqHiVJsEklw2ZhdNbeiyfXoTh6uDlP0lMnFJJltzA808p3pmVxoMneH93JsStD4wogy25hcp59QBtXEF9d5pg4v+cvDgp4R84Yn8ElUSJIxwx38q04NV+HlznYcG4Zn59dxtkTIr06P94/O24Oea7DEjUiIh703uH4EXuvD4syX+t28yG5jMi0kue08M0pmRxlct6Gs/bsSOMKAhHLyXn2AW1cQXx10XjFyZ11OPPKnPzf4cYR6Yk5tpj1AgCl6RY2n1fG6rNKDWtZDiy0m0qx3T+KEZUmEeReIVwO2mxUR0zTAAAgAElEQVS2xIXlGRxY5MBpDfQjO3lMeo9SkN45tTjCuIJAX6uJufYBbVxBbFEMIG6Gy+1z88iyW5iUZ2f56cYKwDkOxePHxU6RtClYdVYpK88o5ekTjV8bq+a8k2hCO5LB0TucH5axdLrJ+Tciw8rC0elYlGLx2HTOGp/BqKzENyl/PzLf0LiCQJaEkXFlxECYpa8BM7TW+wMbgF90e26T1vrA4H+Xdzv/V+DbQHnwv5P6bLRDhJsPySXbrshxKO6cm8fZJgu+i0xceDOL7IZSsJ0UxklRHAzEk68+LMZN/S+H54X0avjxAdlk2/f+XhdNyuD+o/J54JgCzpuYQbSfcmy2lRtn5VKSbqUsw8oMgxvGNQfGD3MDfCOK8IL4NnqHa2fmMDzDgsMCv5qZww/iCK10UmoypW1afmz1v4FuQMUjnvhGrPn3w/2yOLZbr7zTx6aHOBgWjErj/w7P44UFRZwxLj1qSnVRmoU75uZRkGZlTLbNsP/KK4uKDd4ZyTcmGztZZIPXO1w+LZPp+TYUAaPpD4fGVvjsJMse+ffwGoQ4T46jPFdmcgM3kMl3Rr82T4yR9rpgVBoXTdq73kzOtYWkXM4ssnP3YXm8c0oJx490MjNKKn2WTXHT7FzGZtuYkGszjPQuP73E1Bp28STj9U/mX+9w+rj0Lif00cOd3HN4nilDyehPaZRh8P0ZsdPb4/W3Mku/98HSWr/a7XA5cFas1yulhgE5WuvlweMHgdOAl3ptkEOQk8eks2h0Gl4d2Kz4teb6FU3UGHSq706JwWbjgEI7q7vly35jcibvVbl4fJOx+lIq3LJyHBaOHe7kTYNCzUm5Ng6Okdt+1vjQzdToLBtPnVjEks1tzCp2cPq49K4IXo7Dwp2H5YUoJx1a4uClhUURC8dZ4zP4/afNXUpVvzzIfA7/pVMy+fWKxJsTCz3joCIHX5xd1jX/IGAUvF8dO23CqMnzRZMyQvrCXDolk+EZVtbWp/bf8/JpmfxtbWStaLZdccnkTP4epd9JuGpopt3C/44v5JGKNkZkWrmgPDOk8fGDxxRw8su1XQv58AwLK88si2iOfHCRg1FZVra3BPrZfW18uukN2gkj07AqIgr+ZYPXO4zKsrHstFLcPo0j+BufPzGDfxlIO3fHqFH4wtFpIc27Dy6yc87EDJ6P0dg6Xh30YODXM3P50QfGin5XH5DNazs6aDaodft9WKRXKcU/jy7ggfWtKKW4dEom+d3uc/cfXcCRz+7uan3gtMKKM0oZlRW6vc13WjiizMF7QaW4/QvsTDbZZmJCro1Tx6TxbFgbmQEeSBy0ZNstPHViUcj8u2JaFr+I06/QaP6FZytYVEC85J7Po7erMeuojEe/G1hhfBN4rNvxOKXUp0ATcJ3W+j1gBLCj22t2BM9FpaKiItnjHJIckOXg9Y7Yl8yeHZtpClvzv1Vm4Yd1Tnwohjn9HKR3MTJPsSzNyc6OyAvZ4/GkxN/s16NhusOGTcGxhT4e3Gmjzaf4xqh2mqpbgEgv3rUTXWzbvDHifC7wzQLAB5vCnj4UuGqsjQd32BmZ5ue6MY1s3Gi8sP1+soUlVTYmZmgWpVdTUWG+TuXGSVZ+vSE05SzRv1Mq/F37i2kOO+8TO7WtuXonFWG1OqdmK56wptHmU2RaNadm1ZJr0yzJcrK2xdhTlwp/p4vzIXeCjUYPLCr18VSVjR3tirOHe3FVbQUio0LnD/dQ89UmjKpGzw/u+3ZsCT1fDNw0ycqdmx1k2jQ3T2pnx5bIOQzw2wkWHtppo8Cu+VZxGxUV5us0n58NCz4KHfOOrZtp6aEWTir8jfuSiViB2Cm3ee4GKipCa/ZmASWONHa7LViV5tvDmpnkauTYQgdv1hmvp5vDb/KDkHkW+N1kK5vbLCws8bJ0j5XPmiycUOzDXruVdJVGc1gS1dx8H56qLVQYiPadFgwi1X4F4VWRd0y2cGOFA5cffj7RTUflFoyu7p+MVORrOz4Nl4xsZ+PG+A3GO7luJDy7LXT+bd6+i5FtPtOfEQuZj7EZ7VZA7EyqA7PcEb9jtob9sp2saQ6sdddOcGGp2cpFI+w8stOGz8Cl31q5lQqT0gGxauf6RORCKfU6UGbw1C+11s8EX/NLAveiM7TWWinlBLK01nVKqYOBp4HpwCTgFq31ccH3HQH8TGt9cvcPFpGL5HPbqiZ+92n0YsETRjp5/HjjPhhf7PGwvsHD/JFpXfnjfq3Z2OiNKGKdnGvjwzD5y1RjQ4PHsHj34WMLOHlM76kj7gvNHj/TH6vqUtiaV+bghQXmUpxACnn3lWe2tnPxW9EbCo/NtvLJmaWG9YlftXhZsdvNnFJnlzKm1potzT4WvVQTIaDQ8I2YPqtBj19rCv+9K6I+5tcH5/Dj/XtPnW1fmftUNesaAn3uStMtrD27DGsPlMxkLibOlw0eDo0huJBuVaw7p8wwilzv8vPWzg6m5tuZ2i1Ve0eLl1tWNfNwRWhkLNXnH8CcJ6tZH9az8ZwJ6fz9yIJ+GlF8Ln6rjme2BqJYFgXrzykzXY8TC5mP8XH5NCMe2mUo1tVJNNEfl0/z8vYOhmVYOKRkr5OktsPHsip3xLpaf0ls4a9ohItc9EkEq9MYioZS6hLgZGC+Dlp8WmsX4Ao+XqmU2kTAuNoJjOz29pHBc0IvMyNKYfjFkzIoTrdy5fToea3TC+wRNQgWpZiUZ+eXB2WHGG7XmpC/HOzkRMktmNkDUZC+Ittu4Y+H5XHdx43k2C38dnbv9EASjIkmzHDcCCeT8+x8d1pmVPGX0Vk2RoelzCilGJ9j45Y5eSELTCKpo4MVi1KkWVVEY9eDB/D8A7jzsDyuXFqPywd/ODS3R8aV0DMm5thwWsEVFrDYv8DOoaUOvl6eYWhcQSA97YzxkRHTkVk2rpyRFWJg9aTB9WAkxxF57c5KUBa+r/n1zFy2t/jY3uLjJwdkJ8W4EszhtCom5dlYWx9qlI/MtLJgdBonjUqLqqjqtAZEL8IpSrMyf4ST9G5rwf4F9qTVlvd7iqBS6iTgGuAorXVbt/PFwB6ttU8pNZ6AmMVmrfUepVSTUupQ4EPgIuBP/TH2oYaRgZVlU9x1WN4+XZAXTcrk2W0drNnjYf4IJwtiFMCmCtkGxdBzShxx1Qf7mzPHZ3CmwUZB6H3GZlsNGyPePS8/4X5t3VkwKo35I5y8sdPFfgX2kALzVCbcuIJAVHYgM7fUycozjZJBhN7GZlFMyQutJwa4YVYOx4zo+Zo1Jc/Ot6Zk8o8vWxmZaTUtaDPYMeojNlCzNzqZkGvjzVOMVQ2F3mdGgT3CwLpyRhaXT+t5T8Ysu4VfHZzDrz5uJNOu+NXByXPw97uBBfwfgcTm14Kb9OVBxcAjgRuVUh7AD1yute50s14B/JtAQuZLiMBFn2DUbC/Padlna780w8rbpxTT6tVk29WQUKYzUlFcGEdZShjaWJQi264imqAOy9i3glyHVfHE8YU0ezSZNjVkoyKziu3Yhuh3F8wxPMMaYWBFk3NOhNvn5nH9rBycFtVV1J/qfNXijTiXLPU2ITWZmmcHQsXRomVWJcIV07O4eFIGVqWSqqDb7xooWuuJWutR4XLsWuslWuvpwXMztdbPdXvPCq31DK31BK31lZ1phULvopSK6Kxuppu1GawWRY5j3421wYJSiuFhG2OjELYgdOeciaHRwx/vn5WUnnBKBebfUDKuwnv7fX/G0IgcCD1n/ojQa2bR6LS4PdfMkm23DBnjCuCSsNYfVx8g80+ITbj68qRcW8yWG4mQabckvT1JvxtYwuDiR/tndUmTHjPcyZlDJF+8N7isW1j70imZjM0eCAFlYSDz3WlZ5ATTSyfn2rhKjIIe860pmXTuZ48oc3CyyWbOwtDl3IkZjAn24yl0WrhhVurXC/cWF5RndKXKj8u28oP9ep7mJQwNDi9zdKVxOyyByG8yHIy9RZ+oCPYHoiLYe1S2+djV6mO/AvuQ8rj1Bmv2eHD5NAcXJa+wcqAiSknJodHtZ229h/0L7GTaxUe2L2xu8rKrzcfcEseQit7JXOw5Lp9mZY2bqfn2kH5MQuJUtvlY3+BhTokzom/cUELmo3n8WvPxbjejs20DLqW0X1QEhdRiWIZ1wF3Yg5VoynCCEI1ch4W5pbH78QjmGJ9jY3yOLIOCeZxWxWFlMv+SgewlhESxKMWcQbL+iftFEARBEARBEAQhSUiKoCAIgiAIgiAIQg8JTxGUCJYgCIIgCIIgCEKSEANLEARBEARBEAQhSaRsiqAgCIIgCIIgCEJfIxEsQRAEQRAEQRCEJCEGliAIgiAIgiAIQpIQA0sQBEEQBEEQBCFJiIElCIIgCIIgCIKQJMTAEgRBEARBEARBSBJiYAmCIAiCIAiCICQJMbAEQRAEQRAEQRCShBhYgiAIgiAIgiAISUIMLEEQBEEQBEEQhCQhBpYgCIIgCIIgCEKSsPX3AHqLxsZG3d9jEARBEARBEAQhtcnNzVXdjyWCJQiCIAiCIAiCkCQGlIGllLIqpT5VSj0fPB6nlPpQKbVRKfWYUsoRPO8MHm8MPj+2P8ctCIIgCIIgCIIAA8zAAn4ArOt2fCvwR631RKAeuDR4/lKgPnj+j8HXCYIwgKmoqOjvIQiCgMxFQRhIyHxMTQaMgaWUGgksAv4RPFbAscATwZc8AJwWfLw4eEzw+fnB1wuC0Mu0ePysqnXT7PH391AEQRAEQRAGHANJ5OIu4BogO3hcCDRorb3B4x3AiODjEcB2AK21VynVGHx9bd8NVxCGHrvbfZz4Qg1bmn2MyrLyysJihmda+3tYgiAIgiAIA4YBYWAppU4GdmutVyqljk7250v4VRCSw1+22tnSbAdge4uP69/bzjUTPKbfL3NREAYGMhcFYeAg83FwUl5eHvW5AWFgAfOAU5VSC4E0IAe4G8hTStmCUayRwM7g63cCo4AdSikbkAvURfvwWD+AIAjmeWz5LmBvB4T/Vdq576Sxpt5bUVEhc1EQBgAyFwVh4CDzMTUZEDVYWutfaK1Haq3HAucCb2qtLwDeAs4Kvuxi4Jng42eDxwSff1NrLX2vBKGXsUmloyAIgiAIQkwGhIEVg58BP1ZKbSRQY/XP4Pl/AoXB8z8Gft5P4xOEIYVFDCxBEARBEISYDJQUwS601m8DbwcfbwYOMXhNB/C1Ph2YIAhYlaJ7iqAgCIIgCIIQykCPYAmCMICwyh1DEARBEAQhJrJdEgTBNEY1WD6/xueXqJYgCIIgCAKIgSUIQgJYDYqwDnmqmuIHd/Hrjxv7YUSCIMSiweXn/SoXDS5pDC4IgtBXiIElCIJprAYRrE1NPvwa7vm8hc1N3sgXCILQL1S2+Zj39G4WvlTLoU9Vs7PV199DEgRBGBKIgSUIgmmMDKzuLK1y9c1ABEGIy33rWtjZFjCqqtr9/N/nzf08IkEQhKGBGFiCIJjGpmJbWFnSKEsQBgx3r2kJOf7r2tZ+GokgCMLQQgwsQRBME09F0CNaF4IwYLDJCi8IgtAvyO1XEATTWONEsNq9YmEJwkDBHme+CoIgCL2DGFiCIJgmXg1WqxhYgjBgkL51giAI/YPcfgVBME28lCOJYAnCwKDN66fRLfNREAShPxADSxAE08QTuWj3Sq8ds7h8mrd3dbBFpO2FXuDWT40VA7UWo0sQBKG3sfX3AARBGDwY9BkO4ZNaDw9taGVMto3DyxxYpAbEEJ9fc8ILNayu8+C0wuPHFXLU8LT+HpaQImitufvzFsPnWiTKLAiC0OtIBEsQBNPEq8F6a5eLq5Y1cOrLtVz3cWPfDGoQ8sJXHayu8wDg8sEP3m/o5xEJg53KNh+f1Ljx+TUVjdGjonUdqR1l9vg1Sza38cr2DonWCYLQb4iBJQiCaRLZrvx7fRt+2eAY8k5laEPmrc2+fhqJkAosq3Ixe0k1xz5fw6mv1PJRjTvqa6vafGxtU/zry1Y2Nnr6cJR9w4Vv7uHSd+o55/U6fhclTVIQBKG3kRRBQRBM40vAXmrzava4/BSlWXtvQIIg8LMPG7tS/5ZVuWOKW7xb6eK2VWl4dANpVli6uISJufa+GmqvUtnm4+XtHV3Ht69u5rqZOf04IkEQhioSwRIEwTS+BLOLqttSOx1JEAYCn+/xxDzuzs2fNuPRgVzfDh/8+QvjWq3BSE27RIIFQRgYiIElCIMYrTWPbmzj2+/s4dGNbb1ec+BN8POrZcNjiGROCgOFhza09fcQBhxaa7Y1e2nxJO4gavb4uWZ5A6e9UssL29p7YXSCIAwGBkSKoFJqFPAgUEqgzONerfXdSqkC4DFgLLAVOFtrXa+UUsDdwEKgDbhEa/1Jf4xdEPqTdyvdXP5ePQD/29zOiEwrRwxz9tq/l6gKe3W7RLAEYSBjjycNmmK8sbODHyxrQGu4e14ex40MqHd2eDU3f9rEPd3UF4vSLDxxfCEHFjlMf/6fPm/h3nWtALxX6WLdOWWUpEuatCAMNQZKBMsL/ERrPQ04FPieUmoa8HPgDa11OfBG8BhgAVAe/O87wF/7fsiC0P/csqop5PiXH/Wucl/CEaw2iWAJwkDGPsT2/tcsb2BHq4+dbT6uWd7QFfW/ZVWocQVQ2+HnLwmmUP5h1V5hDZ+GB9a37vugBUEYdAwIA0trXdkZgdJaNwPrgBHAYuCB4MseAE4LPl4MPKgDLAfylFLD+njYgtDvfLw7VC3ssxi1F8nAn2Bq20ZpoisI/YpVQXq8/gpDBJ9fs6lpr9Nnc7Ov6572QbWx8uLjm9t5ekt7j9Ov97gkii8IQ5EBYWB1Ryk1FjgI+BAo1VpXBp+qIpBCCAHja3u3t+0InhOEQcfWZi9v7eygvQcNQDNsfbtxCk8RPGNceszXP7u1ndYe1DEIgpAcJubYuP/o/KjPN7l1j+49AxGjb9HdMHIZeIg6lVFj9Qe75O093LWmZ2IgqZiCqbXmNysa2f9/VXz3vXq5xwuCAQOiBqsTpVQWsAT4oda6KVBqFUBrrZVSPVoFKioqkjRCQUgur9ZYuWGDA7dWlGf4efDADmwJuD3spAOhC3hvXu/t7jS6+2W+XrCH8crK7ZuNaxSaPJorXtvO6WVepmfLXOyksdEOhEpjy28j9JyMqM+kaRcTXTuYke3k82bjfMClX2xibMbgN7K2NluAtJBzX1ZspNMP1eyF8N9qfcVG0qygfKH3tnBuWNnEHEs1xc7ov1PAlgv9/OaGeioqdpv+Doni8gf+3b7qhvFVu+KVGiv3fhW453+1sY2R/gbOHi7ZCvuC3P8HJ+Xl5VGfGzAGllLKTsC4ekRr/WTwdLVSapjWujKYAth5l9oJjOr29pHBc4bE+gEEob9o9vj55dLKruOKNgtz38/gzHHp/H5OrqnC6KxVVdR5QuucJkyciEX1jtdUfVoF7P33JowbyzaHCzY3RH3PM9U2nq22ccsUF5fNHd8r4xpsZFTXQ1Woetu4CROxpaC3W+gDlkZd/hiem0l5+WgO39PA52uN64FceSMoHxM7Gj0YaNjthtU1IefGjZ9IWtDCqmn3wfKqkOfHjJ9AjsOC9fNqAuXg0dlgH8Zh5ZlRn2/1+GFZZci5nLx8ystzE/gW5nlhWzuXv1dPh09z65w8vjkl+tiiobVGmVwv7lvXwk9XRtb53rbZwWO705mWb+dvR+ST5xxwyVEDmoqKCtmnpiADYhYEVQH/CazTWt/Z7alngYuDjy8Gnul2/iIV4FCgsVsqoSAMCt6rdBmeX7Klnd990mT4XHc2N3nZ1hIpIlHTA+U+rTU//aCBif+t5NK39+CO0lHYH1aHYLMoU0XyGrhna2o0M00GLoPf9wfvRzdSBaGn5Ac3u1dMzyKa/b6hMTWiD0YiPN3PuQ1ujZ1T0YxC6n3rWvDEKERdURNZx9Xs6b3I4G9WNtHs0Xj88JuVjSH3ba9f8/qODj7e7Q65bze4/Dy4oZX/+7yZK96rZ/x/Kznn9Toa4tSKuXyaG1dGX5e+agk0ef6R3McEARggBhYwD7gQOFYptSr430LgFuB4pVQFcFzwGOBFYDOwEbgPuKIfxiwI+0RrjIX3gTi9ae5e08zMJdWGzyUqLLGjxcs3367nvi9bqe3ws2RLO/d9aezpDi/VsCnzNQY7OwbK7ab/6TAwsB6paOONnR39MBohlek0sEZn2XhxQRHfmpLJ1KxQx8z6ht4Vx+krjIyk7lPNyHHkCxofsQynTr6o93L9itAIjtunWbK5jQvfrGPxK3UR77l/fSvPbG2PcE7tKz6/pqKbYdzk1uxs9dERvEl/9716znqtjuNfqOGeYP1YdZuPI57dzfeXNXDdx038Z2Mb9S7NK9s7uG+dcY3Zmj0eznq1ltIHd5kyFp/a2k5FY2pcT4KwLwyIFEGt9VLCC0n2Mt/g9Rr4Xq8OShB6GaNNthn8WnPH6uaoz69v8DKvzFwvrEcqWvnBsoYIw+muz5r53vQsACoaPTy0oY0RmdaIMVst4BC7KWGMIlgQEAWZPyLN8DlB6An53dK1Di11cmipkwc/quP7X+wNPT+26f/bu+/4tqrz8eOfo2FZ8t7Onk5CEggJSVhh7xnKKKMD6PfXlm+BTjpYLbTQSSlQKP22tF/ot8yyoUDYI6GMMLMgzt6O9x4a5/eHZEfjXunKlmzLft6vFy9sSVaOLV3d+5zznOfp5N29eyhx2bjriCJmFWbmarPfIIjxB8JXsAxWuAK9P2vt37hnXTs/PjCfTp/mlk9aucdkMircxa81cNZkN/97dJHldLxEmgyW4+Y/VoNDwUVVHv61aV+T4xs+aGH/EifrGr1sN8h6ALh7bTs/PDA/4rZXdnZxzouxQWMiK/b0UFWQme8hIVJlWARYQoxGRid7K/Z2BmiJM5P4Tk03PQFNicvGOVPddPuDpZqzwko1r27wct/n7aYrVbVdAaqbveQ7bZz2fB17TdIOHUrJvqF+6DJpD7a5VfqGidQqNtgP4zFI693S6mdLq58bV7bw4PElgzCy1DNawQqfPDJKEfQFrK9g9T7H6gYvv/6ohbf2GJd2N/Lklk7GvW/n5sWp2Y/1reXGqXg+Df8wyIBIFCg1dAdo9wbIcdpo6QmQ41D8bGXiVHUjD23o4NFNHfT44ReL8jm4wtqEnxAjSdwASyn1NStPorX+e2qGI8ToYXaR3eucF+v421HFMRuGd7TH/8FHNnXySGj28vr3m2nu0SgFf1pSxFlT3Gxv87HkqcRVrRY9nvgxwRUsCbCSZbaCtbl1ZOyFEcPHxNzYaMplMw8m3g311qtu9vKXte2Uu21cOTevr1DEcGa4ByssqPIapgjGPi5aWbaN2rAy7g9s6EgquOp115o2XtvVxS2HFHKYxSwDIzvafCzbnvp04oOf2Mu4HHvfe6C/3gn7+cveauSDcyrSVnhpMPkDGg0yqSgsSbSC9RULz6EBCbBEWq1v8vLm7m6OGOPq61dyaEVWytIthoLZRXavV3Z2c8PKZna0+3lvbw/nTHXzvQPyOP7Z2rg/F25P2MrT5csbObwyi39vS92J2aEUTkkRTEq7NxBxARJuZ7ufHr+OWG0UYiCqCmJP8/GKvDV0B3h1Zxdnh6141HYF+O0hhekYXkoZr2BZ64PljQrOJufZ2dbm5+IZHqbmObg+bDXn/ur4e2TjWdvo45wX63n/7HLG5/Yviei1XcYFkgZqR7s/4QQewBiPjd0d1oopbW71U9cVsFQVdzh7eGMH313RhNMGdx1RxBkjoOqmSK+4R7fW+pjBGogQRrTW3PppG78wqKp3xZxcbkpRusVQsLIH696wVI///byD/0tQ/CKedp/m1k9bDZtx9pfdpMhFrkPRZtC8NJ3BQ4cvwO2r2mjqDnDF3Fwm9PPiJd0eDdsbES2gYVubj+myf0GkyASDFaxE+ybPjkon+8u69owIsIw+Uv1hcUCPQezQmyLoj4oXli8tx21X2G2Kt/dYD2h+cEAud61pi5uh0OnX/P3zdn56UOz5a2e7nx1tPuaXZhl+VtZ1+blyxdBW6rthYQEPbujgdYuBXnNP5gVYvoDm8c2dbGrxcc5UN9e820ynX9Pph6vfbeb0idkDmuBt9wYIAB6ZTBux+nUFEiqr3veu0FpLG2+Rcm3eACf9u5Y1jcZpU3/7rJ0bFuZn7HJ9t0EAkkg/fiTC3SZ9cI4b5+Ky2bmc91JyG5odNgxXsL6+Xw6v7Ozm04bIalJt3gDF9vScaH/ybnPf3oOXd3ax8uwKSydArTUbWnzkO21UGG1OsUhrzX3rO3h5RxfHj8/m4hkew3//iS3mARbAR3VeCbBEUhSYTpwYpWbFSxE0k0y/pKHiMypiEbYyZbTPqvczNfo+hwoGVwCHVGSxX6GDdU3xU3in5zu4/qACcpw2fv5BCzkORbvJh/atn7bxo3n5EamXL+3o4oKX6/FrOHasi0dOKIk5v133XmwfqmgLSp3MKXLi18F0xoGaVejg9TPK+bCuh0qPnan5DirdNj6s66GlR/OVKg8f1XtZ3WBcPbAxQQn44aapO8B969v79qDd8klrxLl3R7uf2gGuyt22qo3fhYpVuWxurulq5Tv75w1o3GJ4sZzco5Qap5R6QilVT7AbnzfsPyFS7orlTabBFQRnAeu7hvcHd6s3QKs3dowdvgC3rzYui5usu5YU8uMD+//BfNOifB47sZSjxya3J0ARvHgz2oNV5rbz6hllMbensydM+MbujS1+Vpmc7KNdvryJRY/v5cBHa3hhe/zgBzB8PQFe39XNd99u4tltXXz37SbTNJ5Ee+kHuv9BjD4ek/1RV883/lzoTx/Yhgy4SDaKZcLTBo3Ssvv2YEXdFT5xZFOK0yYmTgk7blzwM/T7B+Sx5aIxrDu/kpMnmFcFPf2F2r7PE601571U3zeeV3d181TUZEy3X/PQxvifUUUuxatnlPPHJUX8MornNAQAACAASURBVE6GxxVzcvnHMcUJfyeA86d5yHYoDqt0MTU/OC9/1NhsPj23kjVfrOSOwwsN9/r1yoT3Tq/vrmhk8gO7Iwp8GL2vPk8QbCfS4QtPXVWmPepE5krmY/bPQA/BsultwAKCDX8vS8O4xCi3ucXHkwlm+gH2dKan6tq/t3Zy5fJGHt3Uge5n/5L//aydKffvZsaDe/jXxshZxN99bF5mPVmnT3Jz/ABKex9YmgVY72fVy2GL/H+4LFtwI/CswshFcrPZ3HSIV2mx1852f98Mb6df8+04qTe1nX4Of7KGCf/czYUv1wc3PIe9N6LTWH/1kXEFrpkGe2LCGTUrFSKeXKfxsfv9A4wDrP60VthpYW/OUDNewdr3tdHciD+gCWgdM/ER/XE4ozBxwk/4v1XospGfZcMdJwVsZa2XWQ/t4ein91J0766Y+29b1UZAax7c0MHvPm7hMwv9yn4flspZ6LJxVdR74Jwpbv54eCE/PSifMye7efuscn44L880SAcoyTZ+wxS6bIzLsaNU7Gd9uJ3tfl7f1cUTmzu4YWUzT27u7Pd5NZ0+qe+JSMuPp3qAzbnbo96MuUYnUpHRkkkRPAyYqLVuV0pprfUnSqn/At4m2OxXiJR5dJO1Dzmz8uED8WFtD196tQGA/6vuoMRl45gkAxhvQHPDB834NPj8muvfb+bcqW6UUngDmj+sSs3q1dLJ2RRk2VhQ6mR8jt3SBuVopSYnz0QcoXQho30CvcFaTtRJu81k9Weg+tvEc1VDZDCztzNgmgp17XvNfSuqz2/vouS+XYzx2LhrSRGTch18WBd58fN+rZer321icXkWZ012U9MZYG2j17B/TbhNLb6MSMcSw9vMAofppElWP95auzr8HDDMq7cb78FK0AdLxwZeThsxx59RsZBoRo2ME5V/b/dpPq43Dpy2t/m4fVUbN34QnKy5+aPEE3NnT/VEfP+T+Xl0+jXv1HRz/jQP35idG3H/7CIns4ucXLsgH601177fzJ/WRKaSF1iIyA+vdHHrp8bntR/8Jzat8a9HFnHetOBYO3wBHtnYSZHLxpmT9u1tWtfo5Z2aHo4f7xqUPbVPW5jU7bWun825A1rzxq5uHo/6tzwmkyQicyXzjvUTTA0EaFJKlQEtwLiUj0qMelZL4O7u8POvjR387bN2HDa4Ym4uJ08YWHWf21ZFnsSue7+ZFUkGWLs7/DT37Dux7ukMsLsjwNgcO2/3o7yvkcl5dn4Xmq202xR/PaqIH7/TjE1hesI2kijAOm+qO6JpZa/euMooRbB3Mi43aoNWW5pSBI2et9PCaln0+ABqOgNURu3F2t3h7yt9H3l7IKYgQLi717Zz99p2Vh3g5a41bXQbxL92FXlh2OLVNHQHKMnOrE3hYugYBRadcYro9Cd2v+bdZg4pd8W0jRhOjKoIhv8ZjBsN65iVL4fBH2i6hQDrC1Nizz0D+chr6tF9wZUV1xikhDpsynLvLaUUeQafifkWLv6PTTLF/HtvN/UFWOe8WM9/aoLnxavm5XHdgnxWNXg5+d+1tPs0LjusPLtiQEFWt1/zq49a+iryfm1mTkwQncyWg4/r+ncev84ggIXYyUiR+ZL5pHwXODX09TLgYeBxYGWqByVGN19A84HFNKlvr2ji62828s7eHpbv6eGClxt4crP1WagXt3ex8LEajn56Lytre7i/up2nt0aWMY+3D8zMboOVpNmPBFNBli6rS/r5oo3PsfPRORURm2wPrXDx5tJyXj+znN8cvO+EesE0N5fPyTV6GgCK4sxOTs6z85cjizC61rfHTREMniyiU5fStQfL6Hkf2tDBIU/UcNrztXxuMtvYZRCEzXp4T8wK6ss7Blba/tZPjYMrgNsOK2R2UeSFw6aW4Z+OJYYPo0WSRG0gkrWp1c/hT+61NHExVAxTBMNXsAwOK7/JCla0PKeNMR7zz8pDK7IM97EWGiwXJrvf1czcYif3HVPMceNcXDEnlyvmmn/OW2WUbppvYQVLKcVPD8q3/O+0+YKpj+ubvH3BFQQLSvgDmiOe2tuXUt7thyeSOK93+zU/fb+Z45/dy52rgxOmD27o4LZVbbxd08MP/tPMJwaTkJ8nkfa3qsFruTl1ry2tPsPgCszTfEXmSibA+grwRujr7wKvAauBi1I9KDG6dfk135qT2699AgCXvN7A0hfqeHF7F8v3dJvmenf7NVesaGRDi4+P670c/2wtly833oNz0Sv1SaWh7eowvkBOZmUpnmPGuuKmkH1zdi4rlpbz3Cml3LWkiK/NzDF83JwiR1+lLCNuu0IpRalBhNWXImjw82Ypgh1pujgzSj18bHMnnzX5WLGnJ2LDspXxXPZmI1vCmv6+sTs9fWcguII1JS8ywJKGwyIZfoPPpngrWP21s8PP89usX+gONsMiFwlXsGL/fmaVaafnx66g3HNUEa+fUcYzJ5caVmz8VtTk1rXz85hblJoqoWXZNpZOdvPYiaXctLgATwr28RjtBcq3mFNa6U7u37/mvSa2tcWeKxc+XhNz209XtvDlV+r546rWhIHNwxs7uGN1GytrvVz3fguv7QwWHgp399o2trf5+Gd1O8v3dBPQmjUWCyMBdPlhfajQxY42Hx/X9STcVxa9FztcvD1wIjNZXm/VWjeFfd0J/CItIxKjXmN3gNtWtRpuSLbqjd3dERfF+xc7OW1iNj+cl4dNBWfbntzSaXkP13Pbunh+WxenJWgu2Jszf89nxrNUVn17bi53xKkyePz4xCmLc4r3ncQrTGZefxfV2+bnC/P5aVgwcn1oRrLMbYvZ39V7Hjaa7e29zR110jBaMUqFRCtjL2zvMtzXZNaLzKeDVQEvmeng6S2dcXtXDZTDpmJ6FdWkqXiLGJmMruvSdaw9vbUrZp/PcOE3CaB6eQ2rCOqYc41ZnFJskE69pNIVk1Icbl5JFtcvyOef1e3MK8ni6/vl8urO1DR7T0dameEKlsVu8sm2uWjs1rxokB2wudX48+/ZbV08u62LNY1e/nykeQXEX0YVHPqCQRr3wxs7eTisIuPlc3ItFUYK19wT4N9bO7nk9Qa8AThjUjb/OKbYdPJzY4v5xFmOFLkYcSwHWEqpn5vdp7X+aWqGIwRMyHVw79HF3LmmjYm5dn6+sIDntnXxvf/0v7niqgYvqxq8/Prj1ri9SeL50qsNVLhtLCrL4uv75XBohYu1jV4KsmxMyXfQ49csfaGOTSYnh2Rcf1A+Lrvi2a2dFLpsESkUs4scnBKn9K8Ro71G732hnBmFkTOpX67y8ML2Lt7Z28NZk92cGArkygwuLHpng4020vfelh1VACOVs+otPQGe2drJpDyH4YVTtKYeTZErajxx3gfrGr10+3XMzGeqORS4ov6GRntJhDBj9PZPUEul39LdF7W2088332zkk3ovl87M4bok0s6MDufw1Smjv4lfx6YWOk0ukI+odPHUln0BwQnj4gdXvX4wL48fzNu3P+rUiW7ml7bxUd3AMhpy0pBW1t8UQYA5RU4cKrl+jc9vTz7YfGhjJ5fN7umrgBttTz+KX921JnJCc0Gpk5sXF3DKc+Yp/Y9t7uSZrZ19AfozW7t4u6aHwyuNU0DD92VHS8drKYZWMjsGJ0R9XwkcBTyRuuEIEXTaJHfEatGls3Jw2uGOVW2sH2h51AHM7NZ0Bvpm0XrZFPzx8EKKXbaUBFcQDFCuXZDPtQuCFxe3fdrK/Rs6OKA4+KFvVLkvkXOnuvtWYuYWOw2rYhVn23nu1Nj+VUYFF366oKBvrLHjD/4/egUrVfs3/AHN8c/W9r0XTrIQcH7rrUa2tfkod9s5Y5Ibj0PxnTjB02dNPqqbfWnv4WK3qZi/odFeEiHMpOLtMj4neIwnqkT62OZOjhzTzgXTPbjSEG39eW0br4Z6yN3yaStHj3OxxOSCNZrxHqx9X3ebFbmIutluEk+cN83D7z9tZXdHgMIsxS8sFo+Ilu1QLDu1jGe2dvL/3mg0bRKdiNHE2UAZfZ5brbdT6bHzs4Pyud4kJdvIdoMUQSue3NJpGmClwjFjXRxUmhV3QvZvBpkq933eHifAMj+XSJGLkSeZFMFLo29TSp0MXJjSEQlh4stVOXy5Koem7gCTH9g91MPpE9Dwm49bOaQifR/23z0gj++a9LSx6g+HFTIlz0G7L8CVc/OSKgNulFt+ycxgmpDR5KYzdOEVE2ClaAXrtV3dEYH2MguzoL0zpWsafaZNgMOtavCyK8HF5ldneDhrsjtuJcFE7Cr2gi6N/ZjFCGS0B+v3hyZ38V+abePRE0tY8FgNLaGZ9qWTsyNWbHp95+0m9nT6+fGB1leXjNR1+fl/bzTycV0PF1V5uHlRAXevjbxo/cm7zSxfWm7p+Yz3YO270Wil22e0gmUStxRk2Vh5dgXv7O1hbpEz6ZS4cFl2xTlTPaxq8HJbVNsOs797tHTs2zEK1pM5V1y5fx4nT8xm0eN7UziqWK/t6uYGg9tT1V9rUp6DLLvi0pk53LnGelsVs33W6xq9vF1jXrxLVrBGnoFOf7wInJWKgQhhVaHLxrfmxBZtOHG8i4/PrbBUUtbIUWNc3H9sMY+eUBJT1S2RbW1+Hk/jPp1UyHPauHZBPr9cXMiYJC8MjMqg9550jYpk9H6wRDfZTNW+kMFoxtvQHeArr5kHTmXZNr41J5djx2Xzm4ML2L/YeOP67YcVMjtOE06HLXbW2GgviRBmot8ui8uyOGdKcvuknDYozbaz9aIxPHVSKc+dUsp9x5Twu0OMA7VfWejJFK2uy897e7v7+kX9z9p2Xt/VTVOP5k9r2llZ640pPLM6icIDfoMFgvAVLMMUwUBsFUGjMu29cpw2jhuXPaDgKpxRWfRKt7XnTseqx7icgf9eVvpmDdQn9V7DFctUZRz0niN/tjCfvx1VxG2HFXLaxMSZEmb7ehOV24/XkFpkJstHgVJqatR/c4GbgO3pG54Qxi6dmROTtnDZ7Fwm5zl4+uRSLp1p7eKiwm3j1kML2XhhJU+dXMppk9wcPz6bt8+qoP7isSRz/rIaO0zItfPN/Yyr+g1Xh0alPFitFhW9B8vs5DNcmZVWX3l2OR+eW8Gs0B62b87O5a2l5RxYEhtkTci189bScm4/rDDmPghezEW/z9LUj1mMUNGH1XOnlibdr6o3yFdKcdRYF4eFjvmv75drOuE05+E97O30E9CaF7YH96OYTQ6safCy8LEaTvx3HUc9HSz3/rtPIoO0//28nQqDz5ZbPklcOQ4iV6t6Re7BMr4/+rN7MOsNXDDdQ/j8ytdn5VieAEvHqsecYieLyvZ9jhn11krEKGhMh9L7drHkqb388J2mvqDdSjaDFb2vgdMWXGm8ZGZOwp6RYFxVF4KFluKRxvIjTzLT9BsADfS+CzqAj4CLUz0oq0IpircDduAerfWvh2osYnBVFTh5+6wKlu/pJsumOKwyi4mhJoQHlmZxYGkWfzisiOaeADUdfna0+3lpR1dE+km+U/HqGeWmM3Z2m+Ibs3NM+1ZYNaPAwVXz8nh1ZxdLJ7s5ZWJwb9n/rBvY8w6mi6Z7+PVHLX3V+m451DhYiBadIpiqMu3xqjENRFWBg+oEe/zysxTTC4xXq4wuzIIpgIoTTfaJ2VXszxldKAphRGsds4enP5PhRntvelUVOFhr0A9wZ4efa95rpjTbxp9Dn61fnOrmL0fFVni7d307TaHUw3VNPu6vjv38synjgh03fdhCa0+AGxfFT3tM2GjYYoqgWZn2dBiXY+cPhxbyx9VtTCtw8IN5eZZSmMG4pHoqPHlSKf/a1ElJto3TLazaRBvMHumrG7ysbvAyLd/BytqelFV8HWtQeTd6wtCIfHaLXsnswRpWNSSVUnbgLuAEYAfwvlLqaa312qEdmRgsU/MdTDXoSxKuIMtGQZaNGYVOjh2XzdXz8/nDp63s7vBz2ezchOkQNy8q4LAKF7/6qKVfDYcBfnRgHudO9fDFaZGraovKnLxfm5q+WOlW5LLx1tJynt7SyQElTo4ea+2kG1OmfQArWO3eALs7/Dy8sZN/pSkdc3yOPWGAdVOcizyj1KLeFMoSkxUFu03FXNDJCpawKnpRRmFtNvyy2Tl9QRHAlXGa1Br1f+oVfUH7yKZObjk0EFN57q9RE0pXvdMc81zFLhuNJilet69uSxxgGVzchgddRkV2fAEdE5gN0gJMn4tn5nBxWK/CSblDt4IVfF4bl5j0TrRiKFZjfvJu7PspEQWmBUaKDD6vLQVYBm/fRKnx51RmxnWASE5yG02Gl8XABq31JgCl1EPAUkACLGEqP8vGzxZa3/ytlOL0SW5OD1U0XN3g5cnNndzyafz9B7cfVohSwQuTw0wqCv32kEK+vaKJVUnsMRhKk/McfHv/5NJFYsq093MFa0urj9Ofr0tY4WygEqXmnDTexXlxegAZVR/rjTGz7Ir8LNVXQCD8/ugLOqO9JCL1lu/pZlurj9MnuS2Xoh5uot8qVlevLpudyys7u6lu9nHGpGyOHWdeqe/wShe//9T6Rv8HN3Twfm0P4zx2ilw2tls8bgPaeAWr15oGb0R/v2iGe7DCgq56g+DNr4lJP4y3B2swLCrPYpzHzk6ThvW9SiykrA1HlW6bpVLqeU6VsMfhQGz78hie3drFsu1dPLll30TBnCKHYZCYbWHPgNG+sEaT6oHXLcgn36k4wj58inaJ1IkbYCmltmMe4PfRWk9M2YisG0fk/q8dwMFDMA4xiswtdjK32Mm0AgcPbehg+Z7umAsCj0Nx/jRPwg/j+aVZvLW0nOe3dXLhKw19t//BYvrdcNbbGyZVVQT//ll7UsHVZ+dX8sbubuaVOAnoYPPq054372fSa2yCAOvhE0rj3m90YRa+OlXqstHSE9uwOfrnrOw3EQPzj/XtfHtFsEz/nWvaeOPM8rhpcsNVdFBh9VeYnOfgP2eV0+7T5DtV3FWHY8a6uOqAPJ7Y0sHGlsTH4Y/7sZoAsDtBQHH4U3t5+fQyFpYZV2w13IMV9vep6zIIsIyKXAxx3OK0Ka6al5ew9+NBaSxTni55TsVbS8u54OV6PojTB+ymRfkUu2x8a3l6+hAeO9ZFntPGhdM9XDjdw0/fb+aO1W247PAjk+qYVlawjLIPGgzedwBXhXqjVVdbH7fIHIlWsL4c9vUigvut7gC2ApOAK4B/pGdoqVMt716RYguBhdOgbgKc8l7kisakbB/bN2+w/FyTA3BWRRav19tZUOBnvt6VcR+435jo4C/bgif7hQV+/DWbqa6B+mYbsC+dsLGto1/H47s7XAS3Wia2X66f1p2bWABQG/ypYJHnyNepPCvA3p7IKylHez1gfNFyfKkv4di7O2PHuWvHNqqbghd+bm10/w7qOxSwbwWhobmF6urEAWGq+AKwo0tR7tKkqDjasHfvqn2vxdpGH3e9vZnTKtK7QpoOXX4If28rtKVjLPwxVgpqn58P5x8AWzsV537gTvwD/bCxvo1Ex/mv39nNr2YZVxFtaMoi+rJmV81eqm3BtN89bdlE1/baVbMXR0uA8M8pb1fnkF83HG6DG2fY+dl685XF2m0bqR3EMSUn8vN2Rk6Acyp9HFbkp2nHJqY7nXyA+Wpka0MdS8p8VLiyqekeeMSba9f866BOnt/rwKfhvDEdVFc39t3/lUI4fqHCZdMUezsMz8GtDQ7Mzg+9enz+mPfOqqbI8yDA0orI88lQv99E/1RVVZneFzfA0lq/0fu1Uuou4CSt9c6w254HXgB+P/BhJm0nkc2Px4duixHvDyDEQFQBvBf5tsv3uKmqSm5R996ZqRvTUPjNdM3R27to7A5wzpR9q3dtdT2wKuwSwJmd9N8GYNfHewDji9/7jilmc4uPX3zYQo5TcfNh5VSNi90jdt6uhr69W3YFL505hnmP1kQ8ZtLYCtjYGPOzAFcfMoYqk5nzXgVb6qApcoP6lEmTqAqlNRVU10Jb5MXh5IkT6G72QdjJ3pObR1VVbKGAdGj3BjjluTo+bfAyPsfOv08pZVJeJmePW/Ph8sjjdllLHt9dEttke7hr9QbgP/tSjBw2W8JzXnV1db/Pi1XAHdn7Vv9SaZfXSWzSY6SX6xw8WjXJ8D7Pnkao6Yi4rbi0jKqq4P6ylv/sIjopp7i0jPJ8B6zZ15IhP8fTr8+pVJsxA47dz8sRT8WGwDcvLqCqatwQjMqiqOPrizML+1ZsACqbmmG3edrppDHlHFiVwysTfDyxuZMZhU7Ofzn5foNHVGYxs9DJV2d4OKAki0PnmD820RExwd8Om+O/7wMq9vhbt6UTaIi47TdHj+/L9BjI8SiGr2TOomOB6KOhjWCq3lB4H6hSSk0hGFhdAFw0RGMRo5jLHlnOe0Gp+azcSKWU4tSJsbPaqdiD1dITYHubcXD1h0MLWTo5+O/+1345OJUyTc28en4+m1t9bG/zc9W8PMMgwqwM7/oLKim30JvGqCdY+HCyDFJMHDZF9F71wSxy8fjmTj4N7QPc0e7nz2vb+NXBmZ+mmqz/1PSgtc64csnR2aSD0U4nFb2SjOy1sC8H4K41bVS6bXxhihtb6PWq6/LTbLDXxadhV7ufv6xrM0xR9ms9pFUEE5lb5GB2UWQVx98cXMDXZg3vVh83HJTPDaHeTy47/FfUeF0JUuh708vH5zq4MrT395eLC7jmveTST/97Tq7huak/LO3BMkhTjS7c8qUqT19wJUauZAKsp4GnlVI3EdzvNAG4OnT7oNNa+5RSVwDLCOYU/F1rvWYoxiJGt5sWFfDDUEUsRbBHlwjqzx6sz5u8/HltG2M9dr42K4fpD+4xfNy5U91cGnbSTtR7ZWq+g5dPL4+47cq5ufxxdXDeqMilOGpMbDrOqROzLQVXgGHftPD9HEaFBB222As6o43S6fKHqIItd69tHxUBVvTECEB1s48ZhZk1QRJTRXAQYoMKi8fDQIUfn+GuDV1kb23z8739c/nBf5r5++fGbS9e2dHV93gjfh3bw3Co92CFU0rx3CllPLihg/KooHI4u3xuLgHgs0YvX5uVE1OVL1Fj3ehzB8CF0z08ubmT92p7OHqsC49D8dy2+P2l5hSl7ni2Un7eaHJsbWPkXjOzirJiZEkmwLoMuAH4M8HVrN3AI8CNqR+WNVrr54DnhurfFwLg4hk5NHYH+LDOy4XTPRl3gZZO0SfRROVq/1ndzhVhm5pvX9VmWGXHZYcfHJB8A8xoV8/Pw+NQ7Gz38605uWTZFU5b5EnypPHW+8AYzXyHF7AwKqJg1AfLrHCW1pqntnSxoqabMye5OcIgIExWJlyspYNRDPvm7u6MO34DUTPm9kF4Pafm2/E4VMr62hmxK/jmfjmGAVavn3/Qwrgcu2lwBfBqgp5SvkDshMZwK3ZS6LLx33PMy+gPR06b4vtxPqNdiQIsg/uLXDZeOK2Ubn8w2LkiQZrq2VPcKU13NhrzXUsKuTzsnBXQwWOy93NVa82zWyODQLMiLWJkSaYPVhfwk9B/QoiQLLsyrTo02kWnVMRLEXx+W2dEcAXQZvD4ucVOnj25lMIUzAJ6HDaunh/52n1tZk5fE+ixHhvnTrWeXmK0ghVeut0wRVCpmAs6v8kK1rIdXVzyejCX/x/r21l2ahkH9rOS2Fu7u7lrTRsb0tS0eTjr8WvDmeY9HZlXHz96UXgwYgOPw8a1C/L56fvNZNsVP5yX15cOZuamRfm0ejVT8x2cND4buw2+9loDL+00DoCm5jsspSJ+803jPZNW+XTse8FCJpgYoP6sYEFwQsgdunL1mDzmF4vyOaLSxbyS1E6WGFURPHuKh++saIpYBfUFICv01q3vDkSU28+ywQlJTNqJzJWoTPuRWus3Q18fa/Y4rfWrqR6YECLzRZ8AO/zacJ+L1jqiVH08X6nypCS4MnPjwgKKs23sbvfzzdm55CTRddR4D1b4CpbRz8Re0JntwXo8rKlrtx++/58mXj2j3PjBYTp8Aba1+Zmc6yDboXi3ppuly+oMV3FGio/revj6m400dge4ZGYOL27vYkubj+/vn8dXZxj3Mmsy6VeTiDegeXN3N7kOxeLyrEHdxzUUe7AALp+Ty5eme3DYoMOnEwZYR4xxMa8kcjLghwfmmQZYswqDvYjOmuyO6FGUasEUweG7B2ukSrSfycrKeo7Jcxw1xsUBJalfJTL617LtwdU6X9hMh09rskKPjl7lLXfbTYNHMbIkWsH6EzA39PXfTB6jgakpG5EQYsRw2lTEXpeADpaVdkd98iTTbDlRM+CBynYoftzPFcmEe7AMrn7tSsXuwTLYKA3wyKbIC80P67x0+3XcdJuaDj+nPFfLplY/VQUOlp1ayqObO+MGV+EpLpnq+vebqW4Ors7d8sm+fWY3ftDCQSYpOvd81s6PDswz3HNX2+nH41AxAXdAay5+raFvL8h1C/IjqqWl21CsYPXqneiwq8SR+qTc2MsNd5zNTrNCqZq3HVaY3gAroGmLysnN0J7TGSXRfiYr+1DNApUp+empgtptMCalVPAzPmw/Z/gEWXfUAWqll5YYGeJ+jGit54Z9PcXkPwmuhBCmcqIuotp9sasEiTYq97IpOLh8+OavG10vhp9Ps0yqDEb/nMGfCK01uQYXFDd/2MLvP2mlvsu40uL/VXewqTV4X3Wzj/vWd7A6QUD7ismqQiZ5a49xryRNsHG1mdtWtcbcdvW7TVQ9tIfZj+xh+Z7Iv829n3dEvH9/90kLezsHr59W9B4sm+E8e3olulg+YZzLcNXZrFaG0xastAbBIO7WNDZf9wVgS2tkmuwEg2BQpFaiQGN6QeLXwChFcFahI2HBo/4qMIm8oz+/w1O8o9PiXVI8cNTo96eIUuoYwN+bQiiEEEZynIqGsGvSNq+mNCoF/aN6aytYVx+YR8UwLm/rMFj1sSdIEXTYYjfVG83e7ukMGO5JFZQsrQAAIABJREFUuyNUBODRTR28fVZ5THraTR9Gpm7dmCCVC+C8l+p5/MQSjg31E9vb6efpLZ24HQpvAA6tCPaWGa4StQPY1ma+7+xPa9r52swcphcEf7/PmrzcvTYYkDX3aE5/vo5LZnj48owcJufZufq9yH2D3X649dNWvrN/XtpXW8FgBWsIVl+MUiLPn+amqsBJt1/zjf2MK6saXWSP89h55IQSJocVJzh67MCLuZjxa9gctQ9xSt7w/YwZKeIFWJfPyaXUQsk+owBrURoLSBxcnsWEXHtf25D/nh18Xwc/9/cdiJErWJHPIStYo4flAEsp9QZwjdZ6hVLqx8D3AZ9S6i6t9S/TNkIhREaLXnUJT8f589o2bv6whVazsnlhHjm+hBMnDO/NwXaTAKqXaYqghT1YveluZtY1+fik3tvvohfRzn6xHruCi6Z7+L/qyOatDgWvnVnO/sXDM8iqSbCC9EFd/ID+iuVNvHBasOnw7atiq9jdu76DRzd18uP5eTEXUAB/XtvO/6xt56bFBVweVv3t0/oeblvVRrHLxk/m51m6iEwkOpt0uGS3FbtsCVMljS6Q7zu2mDlR76uBBDw2FWxG/sjGDpZt7yJ6m92da2Jf36lpSjET+xjtwSrLtrHstDLLf3+PQcrA/BR9/hmxKcVzp5Ty57XtlLttXDY7eGxHT5yFz+90RacIyv6rUSOZT5G5wDuhr78OHAO0AisACbCEEIZyo7rotoeih72dfq57rzmmB42ZucP0Yj6c0QpWwjLtFvtgVTcnXuWr60ptFTy/Jia4guAFxC8+aOaRE0pT+u+lwqs7u/jO2/HLNyfyzt4e/AHNX9a18+CG2N8fghUub1xpvhqogd981MI398vBYVN0+zUXvFzPrlClwqaeAPccVTygcUKwUW644TJBbuWwNrrYnGZwca2U4v+OLeYrr+4rhJPvVJw2yc0PDshleoGTc16si0ltfeHUUsbl2JmQ6+CMSW78Ac09n7Xz43fjN6udnMLS3sKY0UrO5Dx7UsGtUYCe7tXHCbkObl5cEHFbdHEjb9jnt+zBGr2SmeyyAVopNQ1QWuu1WuvtQFF6hiaEGAmiiwK0hyKqN3Z1Ww6uACrcw2Vu3pzRHqzw24xS+B29m6TDGP1dEq1gQWzFKjBOS+ylgN8cXMBV8/KSvjB/cUf69mn5A5pVDV7TfWVmtrb6OPel+r4UnoHY0e7n6jgNasH4dQrX4tXsaA+O5YPanr7gCuDRTZ2m5fiTEf0Uw6U4iUmdlghuu2Jq2AXxrEJHTEPaXmdMcvP7QwtYUpnFNfPz2HTRGO4+oqgvlfO0iZHtFBaUOjmkwhWxn8puiz3WolW6bWmtUiqCjAKNRL2xohkFWKnse2VV1Bwi/rB5rk5/9B6s4XF8ivRL5p24HLgTGAM8ARAKturSMC4hxAgRXUq3N0WwxawWuQmjEujDjfEerH1fG/bBsoFTmc+A9lpjodJiQ3fwb9rQ5efZbV1MyXPgtCnD5wO4c0khX6oK7iO4bkE+Ux/Y3fccVqSj2mBAa85cVseKPT0UZCkeP7HUtOpftFd3dqes9PzHFvcFJnLgozWUu21MNbjw+6Tey4Ik9oz4A5ontnTS7decO9WDy66IfrWG6vptYq6dbWGBrZUm2Eop7lxSxA/facKmFLccUhD38f81K5f/mmXccPf8aW5++3ELezoD2BRcM9+4EmhNZ/z39+JhXERnJDEKsJJd3TF6uJXeaakWnYHg1bKCJZILsC4BfgDUAr8L3TYLuD3FYxJCjCA50SmCoWn/HSlYZRh2DM6dKlGKoIrduxW9MrKh2cuKGuOqeOF+urKZC6Z5OP7Z2r7KgWYun5PbF1z1uv+4Yk55zvqc2bY2f8rTqd7Y1c2KUAXA5h7Nbz9p5eHjS+L+jDegWdvo5f4N5tUBk/XwRuPUwP7Y2xlgb2fs63fss7U0XjLWct+sn7zbzF9DFRD/va2LB44riZgth8Et0x7u1kMLufCVeryBYDrvKRb3Sx5W6WLFWRUD/vdznDZWnFXOC9u7mFPkNN2LWJ4df3VKAqzBYZQemmzwYTSZMhQrRPGqwEbvwZIVrNHD8plRa10PXBN1279TPiIhxIiSG3X2aQutXG1NIsA6d6o78YMygNH+ZptShlUEP63vYW9ngKPHunhqS5ellZmWHs2pzycOrgBOGB+7wnBoRXLV2na1pz7Aig5slm2PX8K/qTvAMc/sZbOF39nI/FInHxkUvbDaOiDcl6s8/NNgz1o8m1v9lvadeAO6L7jqHV+HLxCzgjVUAdbx47N5+6xytrT6OaLSNSQrziXZ9phJg2jHjcsGzFM/h2vhlpHGbbSClWQBiEMrsshxqL5Juy8O0XkiOnPBF2cPltHvLUYmy4nGSimXUupmpdQmpVRz6LYTlVJXpG94QohMF7OCFUoR3NpqvKfI41CsPm/fjLbLDhfPiH/RNFwkOnUaVRmE2H1SuzsCHPl0Lee+VM+5L9XzSX3i1ateHyaokAdw0oRsjjJJ4To2iZLYtRaLanT5NHUW91Mlm3J466etCYOrWYUOw99rfI6d504pS+rfi+fGhfmWV256rbdQvATgj6tjq911+HTMPq6h3INVVeDkhPHZw7pS2pR8B5Vx9nMOxR6e0choJSfZtgY5Tht/P7qYhWVOTpuYzc8Wxk8xTZd4VQSlD9bolcwnyR+AccCXgOdDt60J3X5nisclhBghoqsI9vZyMlvBWlKZxfhcB7u+MoY3d3czo8A5YsommzWBjXc9+vqu2GISNy8u4NoEBRjM/PrgAi6dmWOalnbGJDevGvybRqw01P24roezX6ynoTvARdM93LmkMG4QYLTwobWOGa/Wmm+vaDKschjtiZNKGeOxU9vpZ8WeHkrdNvZ2+DlhQjZuh+IvRxbxjTcbEz5PPONz7BS7bFw9P4/nE6y6hatu8nHyhPiP2dLq4+cG/cu6/bHV+mSCPLGTJ2Rz7/rY941DBV9HkX7Z9uDfOzz+OHtK8itQJ03I5qQhbt8RswcrYgUr8rGyB2v0SOaq5QvAdK11u1IqAKC13qmUGpeeoQkhRoLoIhft3gBt3oBpSfGTJwRPsh6Hre/rkcJsBSv6BB2PTcGlMz28uauLZUlW8nv59DIWJiiq8JUZHgDWNXk5YXw2571Ub/rYq99tpqrAwfLdPRw51sWRBqti17zX3Fc444ENHTywoYMllVncc1QxlaEZ64/revj5By047YodBk2AG7oDlET1jHp2W5el4AroW7Eoc9s5y+Ai7rypbtY3+bjl01bT5zhvqps1jV7WNhqvvP7q4AKUUkm3E7h+ZQvPbO1iyZgsajsDVHjsHFDsZH6ps68C3t0GvZoAevw6ttGwXL8lZLYPZmyOPaljUfSfUopTJ2bz9NbgZMSJ410cWJKZ6ZmyB0sYSSbA6ol+vFKqDDA/+wohRr3oksd3r23nbYOCDd/YL4dZhU4uDl3gj0Rmp9ZEpaPDHVyehcdh475jSli2o4sbVjYnTJErcdl45YwyS/ulHDbFpbOCKZk6Qa1tn4azlgVPAX9Y1crjJ5Zy1FgXXT6Nwwb1XQHD13r5nh6+vaKRmxYVkGVXnLmsjpYe83/r6nebObA0izlFDrr90O4LcOnr1lacllRmJSwioZTiuoPymZpv51vLjXtonTfVw+1jslhZ6+XS1xqoD6u2OKsw2GcJgil6X5zq5pFNnYbPk22H6GzJ92p7eK828u+U41AsO62MucVOw1VMgJ6AJjBM+2ANZ2arCENRgW40+/ORRSxa145S8NUZ5qvqw11Se7CGcfqsSK1kAqx/Afcppb4HoJQaA9wGPJSOgQkhRoY5RbGzkp9ElcA+coyL3x5SOFhDGjJmF79G1QWNuOxw86LgPoNsh2LpZDdnTsqmqUfzTk03F77SEPMz509zc/thRf3aF6OU4uQJ2bxgIeXNr+H8l+s4b6qHRzZ1kOe0xZ2RfnFHNy/u2GtpHI9s6jQNWOI5sMTJrw62/r66qCqHi6pyeGpLJzd/2ML6UO+x6fkOjhrrwmVXHDnGxc2LC7jsrX0B3s+j9n5cf1A+W9v8bGj2RQRiOQ7FwyeUcPrziSs1tvs0d65u5U9HFLHFYFUPghdvsStYcgGXiMvkWPjhvLxBHsno5nHYuHL/zP+bx92DJStYo1YyAdY1wG+AVYAHqAb+CtyYhnEJIUaI/QqdMbn20Sbljo6ZY7PKalZjn+/snxfTN0kpRZFLccpEN4+dWMI5L0YmFSwqyxpQ0YG7lhRyyyet9ASCq0HxVo66/PSl7XX7A7y8M33NiKMVuRSvnF5Oli24Lym8wWyylk52s3Sym43NPtY3e1kyxhVxYXTBdA8Ly5ysa/KxsCwrZnP+hFwHy04r61sBfGZrFx/U9rB0spsFZVlUFTgsNY5+aGMn1y7Ij9nH0asnYNRoOLnfdTQyquR20XQPx44b2r08IjNFf65746xgyR6s0SOZMu09wPeA74VSA+uA/YH7gfPSMzwhRKbLdihmFDpM964AjBklqTlmmYBKKeyKmNWIaOclKENc7o79O+ZnJZF/aKAk2963CtTj11S4mxM2ax0KK5ZWMDbF76NpBQ6mFRifJqcXOJleEH/PSG/K05mT3Zw5ed9rd0Sly1KABcTdA2e8gmXpaUc1o1WEK+caNzAWIpGoOk6yB0sAFsq0K6U8SqlfKKWeUUrdqpTKB/KAx4AVgLUcD/Pn/51S6jOl1KdKqSeUUoVh912tlNqglPpcKXVS2O0nh27boJT6yUD+fSFE+iUqv1uWoPnnSBHv3JoouFpclsX0BNUUi12xf8e86LP/AGTZg/uCvrt/LnOKklshunFhPn85sihlYwl32sTslAdX6XTF3NyY4i9mPmsyD8S8AR2zT84uKYIJGa0iyMqC6K/owijx9mBlZ87HlBggK1c1dwFnAGuB4wkGVm+Evp+itb58gGN4CZirtT4AWA9cDaCUmg1cAMwBTgb+pJSyK6XsoTGdAswGLgw9VggxTBUmWEUxWnkZifq7P2Z8jp3/ObIo4SZwwwBrgCtY0SbnObhhYQE3L7bec+bosS6unJvLF6d5uGBa6itD/veczFp9mJrv4IHjiplVOLD2A93+2MBcVrASM+pFJCsLor/i7cHqiumDJe+z0cLKp/tJwIFa671KqT8C24CjtdZvpmIAWusXw759Bzg39PVS4CGtdTewWSm1AVgcum+D1noTgFLqodBj16ZiPEKI1CsyuPAPVzpKVrAKXeYn17EeG7s6YlPvpuXbee2MckupfkYVqtJ1Op9VGD89blGZE4dNMSXPwS8XF/QFl39cUsQZk9z89/LGiMqBZ012c8PCfB7Y0EGF20Zptp2LX9tXtOOWQwo4coyLO1a3saXVx/I9PcwocPDFaR6WVFpvjjxcHDU2m3e+ENzz4w9o7lzTxs9Wxva6imdVgzemkIhcvyVmvII1BAMRI0L02yliD1bUR7qslI4eVgKsXK31XgCt9Q6lVFuqgisDXwMeDn09jmDA1WtH6DaA7VG3HxzvSaurq1M1PiFEPwTanYD5BXlHzXaqWxPkyGWAxobY3zP886dSQ1lWNrU9wWDpnEpv3/0nlzj5e0fs3+jLFR3UbN1IjeVRRJa5T+ff9rTyLP69d99pxK40uXb40bQeTizb16OqdlsdtWE/NwN4cgH85DMXK5tsHFHs58dj6/Huqee80GKU7oGLxzt5rc7O/IIAh9h2o2rhOxVABTC999laqK7ek5bfbzCdmg3+Kjs/rzYOFufk+hmbrXmpbt/f+6YPW7hxRjew72c6OzosnfNG83mxod5O+N8MYMeWTdRLkCX6obMti/DL6V17aqgmWJmmuc0F7Htj7d21k2qDibTRfDxmsqqqKtP7rARYDqXUMYRNhEZ/r7V+Nd4TKKVeBioN7rpWa/1U6DHXAj6CRTNSKt4fQAiRflO6W2G7+ez8ollTY/plZaLithbYHtmsNvrz59/lXu5Y3UZZto2r5uWRE8ov+f10zem7uvnH+g5qOv3UdQU4eqyLby0am1RayVUtLX0Ncw8pz+KEeenrBf/P6Zq3a3rIdSrmlWQR0DqpNMgX9wvuVzBr7nr7jFSNNDN8vwoWTuvmzBciy7gr4JYjK7j383aoiyxX/2hdLrCv7UFebg5VVRPj/jvV1dWj+ry41d0F6yKLh8yeMV2aDIt+Kaltgpr2vu+Ly8qpqgrOFDk+30v48Tll4niqKiKD+9F+PI5UVgKsvcDfw76vj/peA1PjPYHW+vh49yulLgFOB47T+3bs7gQmhD1sfOg24twuhBiG4u3BctqgIGv0XNjMKHRy55LYYg9KKY4dlz3gUtHXLshjTrGDxm7N+WnY7xROKcXhYel5/dljJhe1kQ6vyGJhmZOVtcGLsoVlTh44roRyt50HN3TEPH5VQ2RPucyfpkg/o/kKeR+K/rJH78EKW6CKbrEge7BGj4QBltZ6cjoHoJQ6GfgRcJTWOvzs8TTwgFLqVmAsUAW8R3Ayr0opNYVgYHUBcFE6xyiEGJh4eefjcuwJizcI65RSfGGKJ/EDxbBktykePaGUp7d2Uum2c/x4V1/g6rIQBMj1mxCDKyvquOwJqzzjjWpUZ7WpvMh8AythlBp3EkyGfil0kfWO1voyrfUapdQjBItX+IDLtdZ+AKXUFcAygomtf9darxmaoQshrIh3TpmSNxw+hlLjzElufvvxvhTBIyqz4jxaCGOFLhtfnZETc3uWhehJrt+EGFyeqOJC7WGVA3sC0VUEB2VIYhgY8isbrfX0OPfdDNxscPtzwHPpHJcQInXi9cEaSQHW3GInl8zwcO/6DirdNn6xyHopcyESsVJxX/pgJSZ/IpFKuU7zACs6RVBWsEaPkXNlI4QYtg6pyCLPrmn1x55cpuSNrCm92w4v4mcLC3DbFdkWm8kKYYWVFawDSuKXzxewuDyLHIfquxA+akzmlfkXw0d00/B2r3mKoJVjWIwMsh9WCJF2NqX4x/wuw/umFYy8eZ4il02CKzEk/nt2ZjVdHgoeh41fHVxAfpZiUq6d6w/KH+ohiQyWE9VpuC2sykV3VCfwEVAsV1g08q5shBDD0jhXbC8mj0NxpMweC2FJjz9+P7PFZVkS2Fv01Rk5hvvchEhW9ApWc1h3YW9UyyunrGCNGhJLCyEGhdG+h9MnZpPrlI8hIazoie1PGqEoW44lIQZb9B6sZTu6Wd8UbJ8QU+RC9mCNGvJpLIQYNJNyI/dbfX0/SWcSwqpEK1gTckbWfkYhMkH0ChbA/6xrJ6B17AqWXHWPGvJSCyEGzf+btS8l56LpHhaVSxlzIazqDsQPsL4wJb2NpYUQsaL3YAH87bN2w+BKej6OHrIHSwgxaK7cP4/DKl30BDQLyyS4EiIZ0Rvmw101L4/DK2U/oxCDLTpFsNdf17VFfC/pgaOLBFhCiEF1kARWQvTLV2fk8PDGzojbrluQz1eqPFTE6TUnhEgfoxRBgOveb4n43imH6KgiAZYQQgiRAQ6tyOLMSdk8vbWLCbl2Hj2hhJmF0vdKiKGUY7KCFS1LVrBGFQmwhBBCiAxgU4r7jimmvjtArkN6rQkxHLgtll6XJsOjiwRYQgghRIZQSlGaLblGQgwXVgtXZElZuVFFXm4hhBBCCCH66cgxiQvMSJGL0UUCLCGEEEIIIfrpnqOKEj7GKSmCo4oEWEIIIYQQQvRTaXbiy2lJERxd5OUWQgghhBCin2wW9mFJkYvRRQIsIYQQQggh0kjKtI8uEmAJIYQQQgiRRrKCNboMqwBLKfUDpZRWSpWGvldKqTuUUhuUUp8qpRaEPfZipVR16L+Lh27UQgghhBBCmJM9WKPLsOmDpZSaAJwIbAu7+RSgKvTfwcDdwMFKqWLgZ8BCQAMfKKWe1lo3Du6ohRBCCCGEiG9i7rC55BaDYDjF038AfkQwYOq1FPiHDnoHKFRKjQFOAl7SWjeEgqqXgJMHfcRCCCGEEEIkcHhl1lAPQQyiYRFOK6WWAju11p9EdcQeB2wP+35H6Daz2w1VV1enbrBCiH6TY1GI4UGORSFSzWN6jx1NRfsOzA47OR4zU1VVlel9gxZgKaVeBioN7roWuIZgemBaxPsDCCEGR3V1tRyLQgwDciwKkQbLd5re9f15+Ry033jD++R4HJkGLcDSWh9vdLtSan9gCtC7ejUe+FAptRjYCUwIe/j40G07gaOjbn895YMWQgghhBAigYm5dra1+fu+/9OSQo4c46LbD9MKhkXCmBhEQ74HS2u9SmtdrrWerLWeTDDdb4HWeg/wNPDVUDXBQ4BmrfVuYBlwolKqSClVRHD1a9lQ/Q5CCCGEEGL0uu2wQhyhXS7T8u2cO9XD+FyHBFej1HB/1Z8DTgU2AB3ApQBa6wal1C+A90OP+7nWumFohiiEEEIIIUazY8dl89bScqqbfRwzziV9r0a5YRdghVaxer/WwOUmj/s78PdBGpYQQgghhBCm9itysl+Rc6iHIYaBIU8RFEIIIYQQQoiRQgUXiUae5ubmkfmLCSGEEEIIIYaNgoKCiJxQWcESQgghhBBCiBSRAEsIIYQQQgghUmTEpggKIYQQQgghxGCTFSwhhBBCCCGESJEREWAppdqGegwiNRK9lkqp15VSCwdrPCJ5cjyODHIsZj45FkcGORYznxyLo8+ICLCEEEIIIYQQYjgYMQGWUipXKfWKUupDpdQqpdTS0O2TlVLrlFJ/VUqtUUq9qJRyD/V4hTml1NFKqWfDvr9TKXXJEA5JJEmOx5FBjsXMJ8fiyCDHYuaTY3F0GTEBFtAFfEFrvQA4Bvi9Uqq3Jn0VcJfWeg7QBJwzRGMUYrSQ41GI4UGORSGGBzkWRxHHUA8ghRTwS6XUkUAAGAdUhO7brLX+OPT1B8DkwR+eEKOKHI9CDA9yLAoxPMixOIqMpADrS0AZcJDW2quU2gJkh+7rDnucH5Cl1+HNR+TqarbZA8WwJcfjyCDHYuaTY3FkkGMx88mxOIqMpBTBAmBv6E17DDBpqAck+m0rMFsp5VJKFQLHDfWARNLkeBwZ5FjMfHIsjgxyLGY+ORZHkYxfwVJKOQhG/vcDzyilVgErgc+GdGAiab2vpdZ6u1LqEWA1sBn4aGhHJqyS43FkkGMx88mxODLIsZj55FgcnZTWeqjHMCBKqXnAX7XWi4d6LGJg5LXMfPIajgzyOmY+eQ1HBnkdM5+8hqNTRqcIKqUuAx4ErhvqsYiBkdcy88lrODLI65j55DUcGeR1zHzyGo5eGb+CJYQQQgghhBDDRUatYCmlJiilXlNKrQ01Y/tO6PZipdRLSqnq0P+LQrfPUkr9RynVrZS6Kuq5CpVSjyqlPgs1eDt0KH4nITJVqo5HpdRMpdTHYf+1KKW+O1S/lxCZJsXnxu+FnmO1UupBpZRUqxMiCSk+Hr8TOhbXyHkxs2TUCpZSagwwRmv9oVIqj2CvgLOAS4AGrfWvlVI/AYq01j9WSpUTrNJyFtCotb4l7LnuA97SWt+jlMoCPFrrpsH+nYTIVKk8HsOe0w7sBA7WWm8drN9FiEyWqmNRKTUOWA7M1lp3hooqPKe1vnfwfyshMlMKj8e5wEPAYqAHeAG4TGu9YdB/KZG0jFrB0lrv1lp/GPq6FVhHsFHbUuC+0MPuI/gmRWu9V2v9PuANfx6lVAFwJPC30ON6JLgSIjmpOh6jHAdslOBKCOtSfCw6AHeo8pkH2JXm4QsxoqTweNwPeFdr3aG19gFvAGcPwq8gUiCjAqxwSqnJwHzgXaBCa707dNce9nXGNjMFqAX+Vyn1kVLqHqVUTrrGKsRIN8DjMdwFBDcECyH6YSDHotZ6J3ALsA3YDTRrrV9M22CFGOEGeG5cDRyhlCpRSnmAU4EJaRqqSLGMDLCUUrnAY8B3tdYt4ffpYM5jorxHB7AAuFtrPR9oB36SjrEKMdKl4HjsfZ4s4EzgXykfpBCjwECPxdCekKUEJyHHAjlKqS+nabhCjGgDPR611uuA3wAvEkwP/Bjwp2e0ItUyLsBSSjkJvmHv11o/Hrq5JpTz2pv7ujfB0+wAdmit3w19/yjBgEsIkYQUHY+9TgE+1FrXpH6kQoxsKToWjwc2a61rtdZe4HHgsHSNWYiRKlXnRq3137TWB2mtjwQagfXpGrNIrYwKsJRSiuC+qXVa61vD7noauDj09cXAU/GeR2u9B9iulJoZuuk4YG2KhyvEiJaq4zHMhUh6oBBJS+GxuA04RCnlCT3ncQT3jwghLErluTFUAAOl1ESC+68eSO1oRbpkWhXBJcBbwCogELr5GoK5rY8AE4GtwBe11g1KqUpgJZAfenwbwepILUqpA4F7gCxgE3Cp1rpxMH8fITJZio/HHIIXd1O11s2D+5sIkdlSfCzeCJwP+ICPgP+nte4ezN9HiEyW4uPxLaCEYAGM72utXxnUX0b0W0YFWEIIIYQQQggxnGVUiqAQQgghhBBCDGcSYAkhhBBCCCFEikiAJYQQQgghhBApIgGWEEIIIYQQQqSIBFhCCCGEEEIIkSISYAkhhBBCCCFEikiAJYQQYsRQSm1RSnUqpVqVUk1KqbeVUpcppWxRj7tBKaWVUgeH3XaNUqot9F+XUsof9v2a0GO0Uqo97PY2pdSPBvv3FEIIMXxJHywhhBAjhlJqC8HmuC8rpQqAo4Dbgde11peGHqOAjUAB8JDW+nKD57kk9DxLom7XQJXWekNafxEhhBAZS1awhBBCjEha62at9dPA+cDFSqm5obuOAMYA3wYuUEplDdUYhRBCjDwSYAkhhBjRtNbvATsIBlYAFwPPAI+Evj9jKMYlhBBiZJIASwghxGiwCyhWSnmA84AHtNZe4FHgq0k+14eh/V29/52U6sEKIYTIXI6hHoAQQggxCMYBDcAXAB/wXOj2+4GXlVJlWutai8+1QPZgCSEShDppAAAA+0lEQVSEMCMrWEIIIUY0pdQiggHWcoLpgbnANqXUHuBfgBO4aOhGKIQQYiSRAEsIIcSIpJTKV0qdDjwE/JPgCtZxwOnAgaH/5gG/Ifk0QSGEEMKQBFhCCCFGmmeUUq3AduBa4FbgUuArwMda6xe11nt6/wPuAA4IqzKYyCdRfbBuS8tvIYQQIiNJHywhhBBCCCGESBFZwRJCCCGEEEKIFJEASwghhBBCCCFSRAIsIYQQQgghhEgRCbCEEEIIIYQQIkUkwBJCCCGEEEKIFJEASwghhBBCCCFSRAIsIYQQQgghhEgRCbCEEEIIIYQQIkUkwBJCCCGEEEKIFPn/PMYkKkksnJMAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "rcParams['figure.figsize'] = 12, 8\n", + "decomposed_ave = sm.tsa.seasonal_decompose(sbz['AVE RATE'], model='additive', freq=360)\n", + "figure = decomposed_ave.plot()\n", + "plt.show();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The average daily rate is showing a consistent growth as well started from early 2018." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Quarterly" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sbz.reset_index(level=0, inplace=True)\n", + "sbz['year'] = sbz['DATE'].dt.year\n", + "sbz['month'] = sbz['DATE'].dt.month\n", + "month_quarter_map = {1: 'Q1', 2: 'Q1', 3: 'Q1',\n", + " 4: 'Q2', 5: 'Q2', 6: 'Q2',\n", + " 7: 'Q3', 8: 'Q3', 9: 'Q3',\n", + " 10: 'Q4', 11: 'Q4', 12: 'Q4'\n", + " }\n", + "sbz['quarter'] = sbz['month'].map(lambda m: month_quarter_map.get(m))\n", + "seasonal_sub_series_data = sbz.groupby(by=['year', 'quarter'])['OCC %', 'REVENUE', 'AVE RATE'].aggregate([np.mean])\n", + "seasonal_sub_series_data.columns = ['quarterly_mean_occ', 'quarterly_mean_rev', 'quarterly_mean_ave']\n", + "seasonal_sub_series_data.reset_index(inplace=True)\n", + "seasonal_sub_series_data.index = seasonal_sub_series_data['year'].astype(str) + '-' + seasonal_sub_series_data['quarter']\n", + "\n", + "plt.figure(figsize=(10, 5))\n", + "seasonal_sub_series_data['quarterly_mean_occ'].plot()\n", + "plt.title('Time series of quarterly Mean Occupancy')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Occupancy')\n", + "plt.xticks(rotation=30);" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 5))\n", + "seasonal_sub_series_data['quarterly_mean_rev'].plot()\n", + "plt.title('Time series of quarterly Mean Revenue')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Daily revenue')\n", + "plt.xticks(rotation=30);" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 5))\n", + "seasonal_sub_series_data['quarterly_mean_ave'].plot()\n", + "plt.title('Time series of auarterly Mean Average Rate')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Daily Rate')\n", + "plt.xticks(rotation=30);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "For the past three years, the best quarter was Q1 2019, for everything. The worst, of course, it was from May to December 2017 when the hotel had no occuppancy, that time period crossed almost three quarters." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Monthly\n", + "\n", + "The monthly aggregates occupancy, revenue and average rate are plotted in the following figures, which highlights the month wise seasonality." + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sbz.set_index('DATE', inplace=True)\n", + "data_columns = sbz.columns\n", + "\n", + "plt.figure(figsize=(10, 5))\n", + "monthly_mean = sbz[data_columns].resample('M').mean()\n", + "monthly_mean['OCC %'].plot()\n", + "plt.title('Time series of monthly mean occupancy (resample)')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Occupancy');" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 5))\n", + "monthly_mean['REVENUE'].plot()\n", + "plt.title('Time series of monthly mean revenue (resample)')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Revenue');" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 5))\n", + "monthly_mean['AVE RATE'].plot()\n", + "plt.title('Time series of monthly mean average rate (resample)')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Average rate');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Observations:\n", + "\n", + "* Except May to December 2017, we can reveal that Around September and October are the slow months for the hotel.\n", + "\n", + "* Earlier part of the year, such as around February and March are the peak months for the hotel.\n", + "\n", + "* The best month for the past three years was around February 2019, the hotel achieved the highest occupancy and revenue.\n", + "\n", + "* The hotel achieved the highest daily average rate in January 2019." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Weekly" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Resample to weekly frequency, aggregating with mean\n", + "weekly_mean = sbz[data_columns].resample('W').mean()\n", + "plt.figure(figsize=(10, 5))\n", + "weekly_mean['OCC %'].plot()\n", + "plt.title('Time series of Weekly mean occupancy (resample)')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Occupancy');" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 5))\n", + "weekly_mean['REVENUE'].plot()\n", + "plt.title('Time series of Weekly mean revenue (resample)')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Revenue');" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 5))\n", + "weekly_mean['AVE RATE'].plot()\n", + "plt.title('Time series of weekly mean average rate (resample)')\n", + "plt.xlabel('Time')\n", + "plt.ylabel('Revenue');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can see that the weekly mean time series is smoother than the daily time series, and monthly mean time series is smoother than the weekly time series, and quarterly mean time series is smoother than the monthly time series. Because higher frequency variability has been averaged out in the resampling.\n", + "\n", + "### Pivot table\n", + "\n", + "Using pivot table to analyze and compare by year." + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sbz_pivot = pd.pivot_table(sbz, values = \"OCC %\", columns = \"year\", index = \"month\")\n", + "sbz_pivot.plot(subplots = True, figsize=(12, 12), layout=(3, 2), sharey=True, title ='Time series of occupancy by year');" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sbz_pivot1 = pd.pivot_table(sbz, values = \"REVENUE\", columns = \"year\", index = \"month\")\n", + "sbz_pivot1.plot(subplots = True, figsize=(12, 12), layout=(3, 2), sharey=True, title ='Time series of revenue by year');" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sbz_pivot2 = pd.pivot_table(sbz, values = \"AVE RATE\", columns = \"year\", index = \"month\")\n", + "sbz_pivot2.plot(subplots = True, figsize=(12, 12), layout=(3, 2), sharey=True, title ='Time series of average rate by year');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "I believe that once the hotel is fully operational, the business follows the similar trend and pattern year over year." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Autocorrelation and partial autocorrelation" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "plt.subplot(211)\n", + "plot_acf(sbz['OCC %'], ax=plt.gca(), lags = 30)\n", + "plt.subplot(212)\n", + "plot_pacf(sbz['OCC %'], ax=plt.gca(), lags = 30)\n", + "plt.show();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "* If the time series is stationary, the ACF/PACF plots will show a quick drop-off in correlation after a small amount of lag between points.\n", + "* Autocorrelation plot shows most of the lags are either close to 1 or at least greater than the confidence interval, they seem to be statistically significant (stationary).\n", + "* Partial autocorrelation after first 2 lags is very low, and only a few lags seem to be statistically significant.\n", + "* The partial autocorrelation at lag k is the correlation that results after removing the effect of any correlations due to the terms at shorter lags." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Augmented Dickey-Fuller Test\n", + "\n", + "* In statistics, an augmented Dickey–Fuller test (ADF) tests the null hypothesis that a unit root is present in a time series sample. A unit root is a feature of random walks that can cause problems in statistical inference involving time series models.\n", + "* The intuition behind the test is that if the series is integrated then the lagged level of the series y(t-1) will provide no relevant information in predicting the change in y(t).\n", + "* Null hypothesis: The time series is not stationary.\n", + "* Rejecting the null hypothesis (i.e. a very low p-value) will indicate stationarity." + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Results of Dickey-Fuller Test on occupancy:\n", + "Test Statistic -1.884052\n", + "p-value 0.339600\n", + "#Lags Used 23.000000\n", + "Number of Observations Used 1253.000000\n", + "Critical Value (1%) -3.435580\n", + "Critical Value (5%) -2.863849\n", + "Critical Value (10%) -2.568000\n", + "dtype: float64\n" + ] + } + ], + "source": [ + "#Perform Dickey-Fuller test on occupancy:\n", + "print ('Results of Dickey-Fuller Test on occupancy:')\n", + "dftest = adfuller(sbz['OCC %'], autolag='AIC')\n", + "dfoutput = pd.Series(dftest[0:4], index=['Test Statistic','p-value','#Lags Used','Number of Observations Used'])\n", + "for key,value in dftest[4].items():\n", + " dfoutput['Critical Value (%s)'%key] = value\n", + "print(dfoutput)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Predicting and forecasting Occupancy using ARIMA model" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Examples of parameter combinations for Seasonal ARIMA...\n", + "SARIMAX: (0, 0, 1) x (0, 0, 1, 12)\n", + "SARIMAX: (0, 0, 1) x (0, 1, 0, 12)\n", + "SARIMAX: (0, 1, 0) x (0, 1, 1, 12)\n", + "SARIMAX: (0, 1, 0) x (1, 0, 0, 12)\n" + ] + } + ], + "source": [ + "p = d = q = range(0, 2)\n", + "pdq = list(itertools.product(p, d, q))\n", + "seasonal_pdq = [(x[0], x[1], x[2], 12) for x in list(itertools.product(p, d, q))]\n", + "\n", + "print('Examples of parameter combinations for Seasonal ARIMA...')\n", + "print('SARIMAX: {} x {}'.format(pdq[1], seasonal_pdq[1]))\n", + "print('SARIMAX: {} x {}'.format(pdq[1], seasonal_pdq[2]))\n", + "print('SARIMAX: {} x {}'.format(pdq[2], seasonal_pdq[3]))\n", + "print('SARIMAX: {} x {}'.format(pdq[2], seasonal_pdq[4]))" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ARIMA(0, 0, 0)x(0, 0, 0, 12)12 - AIC:65.60667508366748\n", + "ARIMA(0, 0, 0)x(0, 0, 1, 12)12 - AIC:1161.0590878285702\n", + "ARIMA(0, 0, 0)x(0, 1, 0, 12)12 - AIC:32.59208602638398\n", + "ARIMA(0, 0, 0)x(1, 0, 0, 12)12 - AIC:33.480526363914876\n", + "ARIMA(0, 0, 0)x(1, 0, 1, 12)12 - AIC:23.227754756076568\n", + "ARIMA(0, 0, 0)x(1, 1, 0, 12)12 - AIC:11.480594235921835\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/tljh/user/lib/python3.6/site-packages/statsmodels/base/model.py:512: ConvergenceWarning:\n", + "\n", + "Maximum Likelihood optimization failed to converge. Check mle_retvals\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ARIMA(0, 0, 1)x(0, 0, 0, 12)12 - AIC:21.824152244943647\n", + "ARIMA(0, 0, 1)x(0, 0, 1, 12)12 - AIC:1301.6416544986294\n", + "ARIMA(0, 0, 1)x(0, 1, 0, 12)12 - AIC:9.278086123244158\n", + "ARIMA(0, 0, 1)x(1, 0, 0, 12)12 - AIC:7.3077932048226115\n", + "ARIMA(0, 0, 1)x(1, 0, 1, 12)12 - AIC:5.178288284402239\n", + "ARIMA(0, 0, 1)x(1, 1, 0, 12)12 - AIC:1.15101107025267\n", + "ARIMA(0, 1, 0)x(0, 0, 0, 12)12 - AIC:-44.597103315560275\n", + "ARIMA(0, 1, 0)x(0, 0, 1, 12)12 - AIC:1236.6553921824734\n", + "ARIMA(0, 1, 0)x(0, 1, 0, 12)12 - AIC:-8.241289669926818\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/tljh/user/lib/python3.6/site-packages/statsmodels/base/model.py:512: ConvergenceWarning:\n", + "\n", + "Maximum Likelihood optimization failed to converge. Check mle_retvals\n", + "\n", + "/opt/tljh/user/lib/python3.6/site-packages/statsmodels/base/model.py:512: ConvergenceWarning:\n", + "\n", + "Maximum Likelihood optimization failed to converge. Check mle_retvals\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ARIMA(0, 1, 0)x(1, 0, 0, 12)12 - AIC:-25.91200611294579\n", + "ARIMA(0, 1, 0)x(1, 0, 1, 12)12 - AIC:1339.5349412392736\n", + "ARIMA(0, 1, 0)x(1, 1, 0, 12)12 - AIC:-17.576684035431374\n", + "ARIMA(0, 1, 1)x(0, 0, 0, 12)12 - AIC:-41.16249561605803\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/tljh/user/lib/python3.6/site-packages/statsmodels/base/model.py:512: ConvergenceWarning:\n", + "\n", + "Maximum Likelihood optimization failed to converge. Check mle_retvals\n", + "\n", + "/opt/tljh/user/lib/python3.6/site-packages/statsmodels/base/model.py:512: ConvergenceWarning:\n", + "\n", + "Maximum Likelihood optimization failed to converge. Check mle_retvals\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ARIMA(0, 1, 1)x(0, 0, 1, 12)12 - AIC:1150.9757161319235\n", + "ARIMA(0, 1, 1)x(0, 1, 0, 12)12 - AIC:-5.071419002333302\n", + "ARIMA(0, 1, 1)x(1, 0, 0, 12)12 - AIC:-27.312605777995564\n", + "ARIMA(0, 1, 1)x(1, 0, 1, 12)12 - AIC:1162.7398108486402\n", + "ARIMA(0, 1, 1)x(1, 1, 0, 12)12 - AIC:-19.827867456213216\n", + "ARIMA(1, 0, 0)x(0, 0, 0, 12)12 - AIC:-45.243686777798395\n", + "ARIMA(1, 0, 0)x(0, 0, 1, 12)12 - AIC:1254.5768390974479\n", + "ARIMA(1, 0, 0)x(0, 1, 0, 12)12 - AIC:-9.286578298843471\n", + "ARIMA(1, 0, 0)x(1, 0, 0, 12)12 - AIC:-24.129464150194803\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/tljh/user/lib/python3.6/site-packages/statsmodels/base/model.py:512: ConvergenceWarning:\n", + "\n", + "Maximum Likelihood optimization failed to converge. Check mle_retvals\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ARIMA(1, 0, 0)x(1, 0, 1, 12)12 - AIC:-21.875746278142632\n", + "ARIMA(1, 0, 0)x(1, 1, 0, 12)12 - AIC:-15.712843679814654\n", + "ARIMA(1, 0, 1)x(0, 0, 0, 12)12 - AIC:-41.98327905080897\n", + "ARIMA(1, 0, 1)x(0, 0, 1, 12)12 - AIC:1303.641654498665\n", + "ARIMA(1, 0, 1)x(0, 1, 0, 12)12 - AIC:-6.65687149728069\n", + "ARIMA(1, 0, 1)x(1, 0, 0, 12)12 - AIC:-25.7740680576945\n", + "ARIMA(1, 0, 1)x(1, 0, 1, 12)12 - AIC:-22.316877034172094\n", + "ARIMA(1, 0, 1)x(1, 1, 0, 12)12 - AIC:-18.54779145303952\n", + "ARIMA(1, 1, 0)x(0, 0, 0, 12)12 - AIC:-43.13047336586659\n", + "ARIMA(1, 1, 0)x(0, 0, 1, 12)12 - AIC:1267.205954278063\n", + "ARIMA(1, 1, 0)x(0, 1, 0, 12)12 - AIC:-6.334620802150299\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/tljh/user/lib/python3.6/site-packages/statsmodels/base/model.py:512: ConvergenceWarning:\n", + "\n", + "Maximum Likelihood optimization failed to converge. Check mle_retvals\n", + "\n", + "/opt/tljh/user/lib/python3.6/site-packages/statsmodels/base/model.py:512: ConvergenceWarning:\n", + "\n", + "Maximum Likelihood optimization failed to converge. Check mle_retvals\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ARIMA(1, 1, 0)x(1, 0, 0, 12)12 - AIC:-24.555188678309904\n", + "ARIMA(1, 1, 0)x(1, 0, 1, 12)12 - AIC:1279.3315524081831\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/tljh/user/lib/python3.6/site-packages/statsmodels/base/model.py:512: ConvergenceWarning:\n", + "\n", + "Maximum Likelihood optimization failed to converge. Check mle_retvals\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ARIMA(1, 1, 0)x(1, 1, 0, 12)12 - AIC:-15.689145981678834\n", + "ARIMA(1, 1, 1)x(0, 0, 0, 12)12 - AIC:-41.4162399881424\n", + "ARIMA(1, 1, 1)x(0, 0, 1, 12)12 - AIC:1254.8796257072715\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/tljh/user/lib/python3.6/site-packages/statsmodels/base/model.py:512: ConvergenceWarning:\n", + "\n", + "Maximum Likelihood optimization failed to converge. Check mle_retvals\n", + "\n", + "/opt/tljh/user/lib/python3.6/site-packages/statsmodels/base/model.py:512: ConvergenceWarning:\n", + "\n", + "Maximum Likelihood optimization failed to converge. Check mle_retvals\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ARIMA(1, 1, 1)x(0, 1, 0, 12)12 - AIC:-4.969580053378284\n", + "ARIMA(1, 1, 1)x(1, 0, 0, 12)12 - AIC:-24.323751235860776\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/tljh/user/lib/python3.6/site-packages/statsmodels/base/model.py:512: ConvergenceWarning:\n", + "\n", + "Maximum Likelihood optimization failed to converge. Check mle_retvals\n", + "\n" + ] + }, + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ARIMA(1, 1, 1)x(1, 0, 1, 12)12 - AIC:1266.6436062110795\n", + "ARIMA(1, 1, 1)x(1, 1, 0, 12)12 - AIC:-13.601000894376941\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/tljh/user/lib/python3.6/site-packages/statsmodels/base/model.py:512: ConvergenceWarning:\n", + "\n", + "Maximum Likelihood optimization failed to converge. Check mle_retvals\n", + "\n" + ] + } + ], + "source": [ + "# sbz.set_index('DATE', inplace=True)\n", + "y = sbz['OCC %'].resample('MS').mean()\n", + "for param in pdq:\n", + " for param_seasonal in seasonal_pdq:\n", + " try:\n", + " mod = sm.tsa.statespace.SARIMAX(y,\n", + " order=param,\n", + " seasonal_order=param_seasonal,\n", + " enforce_stationarity=False,\n", + " enforce_invertibility=False)\n", + "\n", + " results = mod.fit()\n", + "\n", + " print('ARIMA{}x{}12 - AIC:{}'.format(param, param_seasonal, results.aic))\n", + " except:\n", + " continue" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "==============================================================================\n", + " coef std err z P>|z| [0.025 0.975]\n", + "------------------------------------------------------------------------------\n", + "ar.L1 -0.7774 0.146 -5.330 0.000 -1.063 -0.492\n", + "ma.L1 1.0000 1410.552 0.001 0.999 -2763.631 2765.631\n", + "sigma2 0.0161 22.660 0.001 0.999 -44.397 44.429\n", + "==============================================================================\n" + ] + } + ], + "source": [ + "mod = sm.tsa.statespace.SARIMAX(y,\n", + " order=(1, 1, 1),\n", + " seasonal_order=(0, 0, 0, 12),\n", + " enforce_stationarity=False,\n", + " enforce_invertibility=False)\n", + "\n", + "results = mod.fit()\n", + "print(results.summary().tables[1])" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "pred = results.get_prediction(start=pd.to_datetime('2018-07-01'), dynamic=False)\n", + "pred_ci = pred.conf_int()\n", + "\n", + "ax = y['2016':].plot(label='observed')\n", + "pred.predicted_mean.plot(ax=ax, label='One-step ahead Forecast', alpha=.7, figsize=(10, 5))\n", + "\n", + "ax.fill_between(pred_ci.index,\n", + " pred_ci.iloc[:, 0],\n", + " pred_ci.iloc[:, 1], color='k', alpha=.2)\n", + "\n", + "ax.set_xlabel('Date')\n", + "ax.set_ylabel('Occupancy')\n", + "plt.legend()\n", + "plt.show();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The ARIMA model forecasts align with the true values pretty well." + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The Root Mean Squared Error of occupancy forecasts is 0.12\n" + ] + } + ], + "source": [ + "y_forecasted = pred.predicted_mean\n", + "y_truth = y['2018-07-01':]\n", + "\n", + "# Compute the RMSE\n", + "mse = ((y_forecasted - y_truth) ** 2).mean()\n", + "print('The Root Mean Squared Error of occupancy forecasts is {}'.format(round(np.sqrt(mse), 2)))" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "pred_uc = results.get_forecast(steps=20)\n", + "pred_ci = pred_uc.conf_int()\n", + "\n", + "ax = y.plot(label='observed', figsize=(10, 5))\n", + "pred_uc.predicted_mean.plot(ax=ax, label='Forecast')\n", + "ax.fill_between(pred_ci.index,\n", + " pred_ci.iloc[:, 0],\n", + " pred_ci.iloc[:, 1], color='k', alpha=.25)\n", + "ax.set_xlabel('Date')\n", + "ax.set_ylabel('Occupancy')\n", + "plt.legend()\n", + "plt.show();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "ARIMA predictes a very flat future." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Predicting and forecasting Occupancy with Prophet" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n" + ] + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sbz.reset_index(inplace=True)\n", + "occ = sbz[['DATE', 'OCC %']]\n", + "occ = occ.rename(columns = {'DATE': 'ds', 'OCC %': 'y'})\n", + "occ['cap'] = 1.0\n", + "model = Prophet(interval_width=0.95)\n", + "# Remove the none values for the 6.5 months\n", + "occ.loc[(occ['ds'] > '2017-04-30') & (occ['ds'] < '2017-12-15'), 'y'] = None\n", + "model.fit(occ)\n", + "forecast = model.make_future_dataframe(periods=24, freq='MS')\n", + "forecast = model.predict(forecast)\n", + "plt.figure(figsize=(10, 5))\n", + "model.plot(forecast, xlabel = 'Date', ylabel = 'occupancy')\n", + "plt.title('Occupancy forecast');" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The Root Mean Squared Error of occupancy forecasts is 0.11\n" + ] + } + ], + "source": [ + "metric_df = forecast.set_index('ds')[['yhat']].join(occ.set_index('ds').y).reset_index()\n", + "metric_df.dropna(inplace=True)\n", + "mse = mean_squared_error(metric_df.y, metric_df.yhat)\n", + "print('The Root Mean Squared Error of occupancy forecasts is {}'.format(round(np.sqrt(mse), 2)))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Prophet plots the observed values of our occupancy time series (the black dots), the forecasted values (blue line) and the uncertainty intervals of our forecasts (the blue shaded regions).\n", + "\n", + "As we can see Prophet catches the trends and most of the time gets values right.\n", + "\n", + "One other particularly strong feature of Prophet is its ability to return the components of our forecasts. This can help reveal how daily, weekly and yearly patterns of the time series." + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "model.plot_components(forecast);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Observations:\n", + "\n", + "* Prophet forecasts that the hotel occupancy will likely to be flat into the future years. This in align with ARIMA's prediction.\n", + "* Prophet reveals that Tuesdays are the lowest day-of-week in occupancy, and Saturdays are the highest day-of-week in occupancy.\n", + "* Prophet reveals that the worst month in occupancy is around October and the best months in occupancy are around the end of the year." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Summary:\n", + "\n", + "* I believe there is a very strong seasonaity in this hotel's business.\n", + "* This hotel seems to be affected by the hurricane season.\n", + "* The hotel occupany, revenue and average daily rate started to grow rapidly since January 2018, immediately after 7 months closure, and business has been steady for the past several months.\n", + "* I believe when fully operational, the hotel should follow the similar trend year over year.\n", + "* Around September and October are the worst months of the year, in terms of occupancy and revenue.\n", + "* The best months of the year are around February and March and March, in terms of occupany. \n", + "* The best months of the year are around January in terms of revenue and average daily rate.\n", + "* The hotel achieved its highest revenue and average daily rate around January 2019. \n", + "* Both models predict the future will be flat in general. In this case, I would like to trust Prophet more because I think Prophet deals with outliers better." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "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": "3.6.7" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +}